{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# 🏎️ Analyzing Formula 1 Telemetry Data and Making Lap Time Predictions Using Machine Learning\n", "\n", "## Introduction\n", "Formula 1 racing combines speed, precision, and strategy, making it a fascinating arena for data analysis. In this tutorial, we will explore how to analyze Formula 1 telemetry data and predict lap times using machine learning techniques.\n", "\n", "By following this comprehensive guide, you will gain a deeper understanding of how to leverage machine learning for predictive analytics in Formula 1, enhancing your skills and contributing to the broader data science community.\n", "\n", "## Motivation\n", "\n", "Suppose you work for a racing team like Mercedes and the strategy engineer wants to know in advance an estimate of what Hamilton's lap time will be, he gives you the following information:\n", "- _Sector 1 time_: 25.398 seconds\n", "- _Sector 2 time_: 28.589 seconds\n", "- _#1 Speed Trap velocity_: 213 km/h\n", "- _#2 Speed Trap velocity_: 251 km/h\n", "- _Compound_:\tMedium\n", "- _Tyre life_: 8 laps\n", "\n", "![image.png](./images/sector-time.png)\n", "\n", "\n", "You can predict the sector 3 time:\n", "##### 🙋 Sector 3 time will be around: **≈22.326 seconds** (±0.120 margin)\n", "\n", "This notebook shows how to do it.\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Data Description\n", "### Dataset Overview\n", "\n", "- We gonna use [FastF1 API](https://github.com/theOehrly/Fast-F1) to fetch Hamilton's car data from the 2024 Emilia Romagna GP.\n", "- The dataset includes telemetry data from all drivers, with variables such as speed, throttle position, gear, RPM, and lap time." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "import fastf1\n", "import ydf\n", "import fastf1.plotting\n", "import pandas as pd\n", "import seaborn as sns\n", "import numpy as np\n", "import plotly.io as pio\n", "from matplotlib import pyplot as plt\n", "import plotly.graph_objects as go\n", "import warnings\n", "\n", "pd.set_option('display.max_columns', None)\n", "pd.options.mode.copy_on_write = True\n", "plt.style.use(\"dark_background\")\n", "\n", "GRAND_PRIX = 'Imola'\n", "YEAR = 2024\n", "DRIVER = 'HAM'\n", "SESSION = 'Race' # \"FP1\" / \"Sprint\" / \"Sprint Qualifying\" / \"Qualifying\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Variables\n", "\n", "The main variables in the dataset:\n", "- _LapTime_: Recorded lap time.\n", "- _Sector1Time_: Sector 1 recorded time\n", "- _Sector2Time_: Sector 2 recorded time\n", "- _Sector3Time_: Sector 3 recorded time\n", "- _SpeedI1_: Speedtrap sector 1 [km/h]\n", "- _SpeedI2_: Speedtrap sector 2 [km/h]\n", "- _SpeedFL_: Speedtrap at finish line [km/h]\n", "- _SpeedST_: Speedtrap on longest straight [km/h]\n", "- _Compound_: Tyres event specific compound name: SOFT, MEDIUM, HARD, INTERMEDIATE, WET (the actual underlying compounds C1 to C5 are not differentiated).\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "req WARNING \tDEFAULT CACHE ENABLED! (947.08 MB) /Users/diegomaradona/Library/Caches/fastf1\n", "core INFO \tLoading data for Emilia Romagna Grand Prix - Race [v3.3.6]\n", "req INFO \tUsing cached data for session_info\n", "req INFO \tUsing cached data for driver_info\n", "req INFO \tUsing cached data for session_status_data\n", "req INFO \tUsing cached data for lap_count\n", "req INFO \tUsing cached data for track_status_data\n", "req INFO \tUsing cached data for _extended_timing_data\n", "req INFO \tUsing cached data for timing_app_data\n", "core INFO \tProcessing timing data...\n", "req INFO \tUsing cached data for car_data\n", "req INFO \tUsing cached data for position_data\n", "core INFO \tFinished loading data for 20 drivers: ['1', '4', '16', '81', '55', '44', '63', '11', '18', '22', '27', '20', '3', '31', '24', '10', '2', '77', '14', '23']\n" ] } ], "source": [ "session = fastf1.get_session(YEAR, GRAND_PRIX, SESSION)\n", "session.load(weather=False, messages=False)\n", "laps = session.laps\n", "driver_laps = laps.pick_driver(DRIVER)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Data Preprocessing\n", "\n", "Data cleaning, handling missing values, converting units if necessary, and normalizing features.\n", "\n", "There are a lot of data available, but we are only interested in the following:\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " 315\n", "LapNumber 1.0\n", "Stint 1.0\n", "Sector1Time NaT\n", "Sector2Time 0 days 00:00:29.112000\n", "Sector3Time 0 days 00:00:27.601000\n", "SpeedI1 215.0\n", "SpeedI2 254.0\n", "Compound MEDIUM\n", "TyreLife 1.0" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "columns = [\n", " 'LapNumber',\n", " 'Stint',\n", " 'Sector1Time',\n", " 'Sector2Time',\n", " 'Sector3Time',\n", " 'SpeedI1',\n", " 'SpeedI2',\n", " 'Compound',\n", " 'TyreLife'\n", "]\n", "df = driver_laps[columns]\n", "df.head(1).transpose()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Data sanitization\n", "\n", "We can see that some data is in `timedelta` format. We need to convert it to seconds so we can work with them. Also, we can see a missing value in `Sector1Time`, we should clear it." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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317
LapNumber3.0
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" ], "text/plain": [ " 317\n", "LapNumber 3.0\n", "Stint 1.0\n", "Sector1Time 25.398\n", "Sector2Time 28.589\n", "Sector3Time 27.235\n", "SpeedI1 213.0\n", "SpeedI2 251.0\n", "Compound MEDIUM\n", "TyreLife 3.0" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "columns_in_timedelta = [\n", " 'Sector1Time',\n", " 'Sector2Time',\n", " 'Sector3Time'\n", "]\n", "\n", "for col in columns_in_timedelta:\n", " col_total_seconds = df[col].dt.total_seconds()\n", " df[col] = None\n", " df[col] = df[col].astype(float)\n", " df.loc[:, col] = col_total_seconds\n", "\n", "df = df.dropna()\n", "df.head(1).transpose()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's see the data we're working on" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ " \n", " " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "config": { 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def plot_sectors_data(data):\n", " layout = dict(\n", " title=\"Speed and Timing\",\n", " xaxis_title=\"Lap Number\",\n", " template=\"plotly_dark\",\n", " hovermode='x unified',\n", " hoversubplots=\"axis\",\n", " grid=dict(rows=6, columns=1)\n", " )\n", " data = [\n", " go.Scatter(x=data[\"LapNumber\"], y=data[\"Sector1Time\"],\n", " xaxis=\"x\", yaxis=\"y\", name='Sector1'),\n", " go.Scatter(x=data[\"LapNumber\"], y=data[\"Sector2Time\"],\n", " xaxis=\"x\", yaxis=\"y2\", name='Sector2'),\n", " go.Scatter(x=data[\"LapNumber\"], y=data[\"Sector3Time\"],\n", " xaxis=\"x\", yaxis=\"y3\", name='Sector3'),\n", " go.Scatter(x=data[\"LapNumber\"], y=data[\"SpeedI1\"],\n", " xaxis=\"x\", yaxis=\"y4\", name='SpeedI1'),\n", " go.Scatter(x=data[\"LapNumber\"], y=data[\"SpeedI2\"],\n", " xaxis=\"x\", yaxis=\"y5\", name='SpeedI2'),\n", " ]\n", " fig = go.Figure(data=data, layout=layout)\n", " fig.show()\n", "\n", "\n", "plot_sectors_data(df)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see that something happened at 26th lap, this was Hamilton going out of track at acqua minerale, then pitting at the next lap.\n", "\n", "This will hurt our model since these lap times are not relevant to lap time prediction, so we'll remove it" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "name": "Sector1", "type": "scatter", "x": [ 3, 4, 5, 6, 7, 8, 9, 10, 14, 15, 16, 17, 18, 19, 20, 21, 23, 24, 29, 30, 31, 33, 34, 35, 36, 37, 38, 39, 40, 41, 43, 44, 45, 46, 47, 48, 49, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63 ], "xaxis": "x", "y": [ 25.398, 25.826, 25.532, 25.783, 25.82, 25.803, 25.861, 25.769, 25.91, 25.736, 25.837, 25.745, 25.94, 25.799, 25.837, 25.983, 25.73, 25.735, 25.505, 25.537, 25.692, 25.705, 25.57, 25.728, 26.525, 25.191, 25.56, 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", "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df = df.drop(df[(df.LapNumber < 29) & (df.LapNumber > 24)].index)\n", "\n", "plot_sectors_data(df)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see that the data is smoother\n", "\n", "Let's see the distribution of our features and label, we can drop the `LapNumber` column now" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(2, 2, figsize=(15, 5))\n", "fig.suptitle('Features Distribution')\n", "sns.violinplot(data=df, x=\"Stint\", y=\"Sector1Time\",\n", " hue=\"Compound\", ax=axes[0, 0])\n", "sns.violinplot(data=df, x=\"Stint\", y=\"Sector2Time\",\n", " hue=\"Compound\", ax=axes[0, 1])\n", "sns.violinplot(data=df, x=\"Stint\", y=\"SpeedI1\", hue=\"Compound\", ax=axes[1, 0])\n", "sns.violinplot(data=df, x=\"Stint\", y=\"SpeedI2\", hue=\"Compound\", ax=axes[1, 1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see that the features are not too much sparse, let's see the label:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Label distribution')" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df.drop('LapNumber', axis=1, inplace=True)\n", "\n", "sns.violinplot(data=df, x=\"Stint\", y=\"Sector3Time\",\n", " hue=\"Compound\").set_title(\"Label distribution\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Also looking good, now let's see a pair plot of all dataset" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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6ZGo3b1YpMYnrn/TXG9Nzc1/gtLuKJGNuoccTjLnEeemYNnNGNUUmykP6q6hMry58i/1qM6nGvEKPxxlyyA7156Hx46spsv8m6a/Xj44dOxLeqhknjdlcPdqQYzHzpymT199ZVG2xieonfbXqBQQEcOcDo9hjyMRy1RigyWZle146k56eJiv7hUPSX28Mo8eMIS88gDhj4bGxNKOBfQojCxa9XU2RCSFKqkwJy+jo6CI/MTExBf8srbfeeosBAwbQpUuXQh8IKSkpmM1mjhw5Uuj8o0ePEhUV5bS9hISEIqspg4KCiqy6/NtLL72El5dXwU94eLjD8wYPGcJltfOa1+dVFkaPGeP0uBCi/EraX2uakBAfMjJysFkrZ7+c1FQ94eH+1zzPLyKMVv168tfyFax7/2OSz12g5wR5X6yppL/emNp1uY1EQ67DY5cMOXTr09vhMXF9k/4qKotOp6Nu40ZkmBzvWXkmT8+d99xdxVH9t0l/vX5MnPIEJ6x5Do+ZbTYsXm7ExsZWcVTieiF9teqNGvMg51XO96u8rLIzeMiQKoxI/FdIf70xjBh1H2cMjiuPZZqNRMXWw9XVtYqjEkKURplKwl64cKHCAli4cCGDBw/mtttu49y5c4WOmc1mdu7cSf369Qs9Hhsby/nz5522uW3bNrp3784bb7xR8FiPHj3YunWrw/NNJlOJShDViokmR+E8YZllNVMrJvqa7Qghyq6k/bWmCQ72qbRysACpKVk0blzrmufdPLAvZqORY1u2gd3O/rUbuP2hUfhHRpAaJ2U3ahrprzcehUKBXakEazEnqVRVFo+oONJfRWXx9vbGYHf+pmEHlFpN1QV0A5D+ev3wCwggzmJ2ejxPqSAsLIwTJ05UYVTieiF9terVjokhy+q8T+YobERFy7idKEr6641BrdViszv//5hnt+Lr60tenuPJRkKI6lfihGX//v1Zs2YNFouF/v37F3vuihUrStTmokWLGDlyJAMHDiQrK4vg4GAAMjMzMRjyZ+DOnz+fb775hk2bNvH777/Tq1cv+vfvz2233VbQztKlS7l06RJPP/00AG+++SabNm3iqaee4qeffmLgwIHcfvvtdOjQoaQv16HjR47SwXm+Eh+Vhn1HjpbrGkIIURZBwb6kZ1RiwjJVT0iIb7HltQGa9+zGmd37sV7Z2/j0rr10unc4zXt1Y/2HSystPiFE1bDb7WBxPmsdwG52PkgkhKh50tPTcVU4L+yjUigw5zlefSnE9S7h0iW8/OuhNxsdHvewUexkayFExTp+5Ci3dW1HBo77pKddwYmjMm4nxI3KlJuH2ltdqCT01VwVSlJTU6s4KiFEaZS4JOyPP/6Ir69vwb87+/nhhx9KfPFHHnkEHx8f/vjjDxISEgp+hg8fXui648aN46mnnuLgwYOMGTOGoUOH8ueffxacExUVRWhoaMHv27Zt46677mL06NEcOHCAUaNGMXz4cHbs2FHi2BxZ8fPPhJgVKBUKh8dr2dQsXbKkXNcQQoiyCAnxISO9cvavBEhJ0aPVqvH3d77xvF9EGEHRtTi370DBY1azmQsHj9C0W+dKi00IUbU2rl1HpKvj94LaLh789O33VRyREKIihISEcP+oUTwwZgy1a9eusHbNZjP7d+4iQOe4/FZdnSeffvhRhV1PiMqgUCjo1q0b48aPp0+fPqjV+XO/F8x7mViV4/3wXFVqzKnpnD17tipDFaJGW7pkCbVsjtdmKBUKQs1KVvz8c6HH69evz5iHxnLPvffi73/tbVCEENWvY8eOPDxuHAMHDUKr1RY8vuS996mrc/xdNUDnxvF9BzAaHU9oEEJcH0q8wlKlUhEZGVnw7xVB4STx928ff/wxH3/8sdPjXbp0KfLY999/z/ffV+yAmcVi4bmp03ht8YdsTL1Etjl/ibmrSk2nwAjenPkcer2+Qq8phBAlERzsy/59Zyqt/ZSU/Pe2sDC/gn//t9hbb8ZmtXLp6PFCj58/cIguD9yLu483ORmZlRajEKLyTX/mGbr26U1IcBia1ATOZKUDoABqu3jiGZ/K6/PnV2+QQohS0Wg0vP/xx9Rv3ZwknQoUMGrKJJJPneX+u0aQnV3+Cg5PPjqJNb9vQOfpwaW8/PaUKKjj6onlxDmWFvNdT4jq1qlzZ15b9DapOgU5aiUuFjvPm+fzwsyZ/Lj8B3b98hvNenXjiDEbiz1/P/kAnStNbFruGjWymqMXombR6/W89dIrjHt6KvvMWeRZ8yuDeGi0tFC5M2PSE1iuVAvx8/Pj8++W4RYWQppOhdJuZ8KMaezcuIlJj0zAZrNV50sRQjjQokUL3vlkCXpXDdkaJTqrnZkvzWXRqwv4ZPFivvz8cwbfMYz6Dety0piF7cpKyzAXd6JzrfT938RqfgVCiGsp8QpLgLNnzxIYGFhZsfwnDL/7bs5mZ9I2MIIBUbH0j4ylc2gtLuRkMuiOYdUdnhCihgoJ9iE9vfJKwqak/p2wdD7jNKZVc5LPx2H6V1m3uMPHUCqV1LuldaXFJ4SofBMfn8Rt9w5nkzmT5eeP46PVMTCqPgMiY7mrVkN2ffYNfW/vLjNWhfiP+ejTpbjf3JTt5izOZGdwJiuDneYscupF8O3PP1bINTIyMujZ+TZOfLuCdnZX2indudmk5pc332No/wEyKCyuWw0aNGDBR++zlRwOG7I4l53JMYOezdYspr3yEu07duCJiY/y7vRZNNGbaadwp73CndzNuxjQrTsnT56s7pcgRI3z6ccfM/neUYTHpRb0Sd/jcTw45A5+WbUKyF9A8eOa1SRG+LPbnMXZ7AxO52Sy1awnskt7Xlv4VjW/CiHEv0VERPDh11+yS23mkDH/M/l4np5NFj0PTptC/4EDsNvt3DloMD8veJtWBiXtlO60s7ty5oc19Ox0m5SDFeI/oMQrLKHkKyJvVFFRUdS+qQk7stM4nJ1W5HjzyFBatmzJnj17qiE6IURNpdNp8PZxr9SEZXpaNjabjbAwP6fnxLRszoWDh4s8npuRSfrlBGJat2Dfr+srLUYhROVRKpXcN+ZBNhmzALDYbexJTWBPagKQXwo2Jzsbk8lUnWEKIUopIiKCOi2a8Zcpq8ixZJOB8PAQWrduza5du8p9Lb1ez7PTn+bZ6U+Xuy0hqsqsF+ey15pbZC8sG3Z2GfXMfP55enfpyvLvvmP5d99VU5RCiH/bvn07A3v2cnq8d58+5Ph6kGYs+vl3xpRD+6634e3tTWamVAgS4nrx1MwZHFGaMNmsRY7tNmby5MyZrPjpZ2w2Gx+8+y4fvPtuNUQphCivUq2wrOkGDR1Kos75f7JLSit33XdvFUYkhBAQFOQDQFolJiytVhtpadlOE5Yefr74hoWQeOacw+MJp84Q06p5pcUnhKhcN910E+nF7Ahw3pBN/6FDqi4gIUSFGDB4EIk65537osLCiPvvq8KIhLi+1I6ti97suHKA0WbFLzQEpVKGVYT4rxk56n7OWw1Ojye7qOjWrVsVRiSEuJZWt9xCsiHX4TGr3Y7S0032oRXiBlCqFZYAY8aMueY+JgsXLixzQNczrU6L9V8zK69msdnQ6XRVGJEQQkBwsA8A6WlFZ4dWpNRUPeHhjm/+Ihs3BHCasIw/dZr6HW5F5+6GMcfxDaYQovoolUr6DxzI2AnjcXV3J+HSZRa8NI/du3cD+Xvc2YoptGEHlMqK2eNcCFF1dDodVrvzcqwWu73Cvt+4u7vzwNixDLxjKEqlin27drHg5Ve4ePFihbQvaq6IiAgen/oULVq3xmaz8vN3y1ny4YcVsv+q82//+WzYUSqVUtZYiCri4+PDuP/9j+59eoFCwdY/NrFwweskJSWVqh2tVlvs559NoUAr43tCVInWrVszefo0gsNCycvJ4cO332HFzz8X+Wy1XeNT2WK3o9FoKjNUIUQVKHXCcty4cVitRZde/81ut9+wCct1a36h/5jROPtKHaF2YcHPK6o0JiGE+DthmZZWeSssAVJTswh1ssIyonED8rKyyUpxvB9A4ulzKJVKIho14PROKZstxPVEo9Hw05rVUCuU06ZcTDYrnk1ieOPrz9n4/Y88M206Bw8exNfqPGMZ4uLOX7/8WoVRCyEqwm+/rqX/mNHEOTkeptDwdgV8v4mMjOT71auIc1FwwJCNHQjufRs/9urBM5OeYM2VPcWEKK1effvywhuvcUxhYm9eDgrUdH7kAe59cDRDevclLs7ZX3fJZCan4BLshcFqKXJMpVBgycrBYil6TAhR8Ro2bMjnP3zPaZWVfYb87751h/bllyGDeeT+0Wzftq3Ebf2yYiUDpj7Gaavj79D+Bgt/btlSIXELIZyb+8rLdBw8gGPWXOLNJrRePoybP5exEx5hcJ++mM3mgnMvnj2HV6Nop5UP3Kx2EhMTqyp0IUQlKXXtktatWxMTE+P0p06dOpUR53Vh//791PMPwlfrUuSYu1pDs6Awft+woRoiE0LUZCEhvthsNjIycyr1OqkpeiIiAhweC4utS2qc8xUSGfEJmPLyiGraqLLCE0KU0dxXXiY7KpijhqyC/UCyzCZ2GDLoOGwQXbt1Iy8vj60bfidS61bk+SqFggZ2LW++9lpVhy6EKKeDBw9iTkzGT+f4+41vnpnVFZBM/OTrL9mrMXPuSrISIDEvh82GDF54/TV8fHzKfQ1R83h7e/Pi66+x2ZBBYl7+fbAdOGfIZo/azCdff1Xua7z8/AvcpPVweKyJ1pNFr79R7msIIa5NoVDwyddfsd2WQ5zhnyTjZUMOm02ZLFqyuFQrq7747DMizUp0DiqEBGpciD9xutwTHoQQxet2++20GzyAnYYMsswmAEw2K0cMenJrhfDCy/MKnf/Sc7Npqir6fRSggc6Dz5YswV5MZUQhxH9DqRKWNb3Td+nalWNpiXQKqUUr/1C8NDo81Fpu8gumZ3gdDqYkMOzOO6s7TCFEDRMc7ENGRg42a+WWokpJcV4SNqx+PVLjLjl9rt1uJ/n8RSIa1q+s8IQQZaBWq7mtZw/ijI4nPBw2ZTN52lQApjw2CdvhU7TUeuKvc8VNrSHaxZNOGm+eeHg8CQkJVRm6EKKCjBwyjJg0A411ngXfbxroPGluUjN8wKByfwds3LgxSn9fsq8MRF3Nhp0zSjNjx40r1zVEzTR2/DhOK80OS8Rlm00o/X1o3Lhxua6x8fff+eqtd+mo8yHcxQM3lYZQVw/aar3Z8u0PfP3ll+VqXwhRMl27dSPDVe1wtbPFbuOS2sYdw0s+Hmc0Grl32B3cihv1XDxxV2vw0epoqvUkODGT0SPvrsjwhRAOPD7tKY6YHa9yjjPm0KVXT1SqfyYVHDhwgDefm8NtLr5EXvlMDnZxp43Gi9PrN7NwwRtVFLkQojKVKmGpUBSzeVEN0KZtWxKx8tOF4yQbcmnhH8LNgaFkmU38cP4YF0y53NqhfXWHKYSoYYKDfUiv5HKwACmpegIDvVCrC89C1bjo8IsII/Wi84QlQMr5C0Q0alCZIQohSikoKIhsnE92MFgtePnnl4K2Wq3cNWQoj90xksz1W3Hbf5Lf3nqPDi1asfH336sqZCFEBUtNTeW2tu14dcLjsOMg2j1H+Wj6LNq3bMX58+fL3X7z5s3RuzrfiSTBmEebdm3LfR1R89zSrh0Jxjynx/Wuapo3b17u6yx66y36dejMoS+/x/3gKc58t5I7u/XguRkzy922EKJkbm57K2kq5xNokm1m2rRrV6o2jxw5QtvmLfjm+Xm47DuB+c+9PDf6IXp2vq1C9sAVQhTP29/f4SSEv+VgIygoqNBjX33xBbe3acuuJV/gfvAUl1b+xqi+A3h0/COVHa4QooqUag/L2bNn1+gP7fTUVFyu5Hgv5GRyISez0HFXlZpLqY73bxNCiMoSHOJLenoVJCyT9SiVSkJCfLl4MeWf68fURqlUknYpvvjnX7jITT27oXN3w5iTW9nhCiFKIDs7G52i+Plrin+trjpw4ACPyRdCIW4odrud39at47d16yq87YyMDDQW54PMrmo1GRkZFX5dcePLSE/HTR2JyWR1eFxtsZGZmenwWGklJSXxwqznKqQtIUTppaekoCtmzYWrSk1cenqp2zWbzXzx2ed88dnn5QlPCFEG//6e+W86hYqcnKKVgNLT03nlpXkOniGEuBGUaoXl888/T16e8xmMbm5udOzYsdxBXa++W7aMULPzN9NIi5JPPlpchREJIQSEhvqSnlH5CcvUVD1AkbKwwXViAEi7XHw5yJQre1yG1qtbCdEJIcpCr9eTnZTicP8egAgXD35dWf7964QQNddvv/1GoMn5Su5otHyw8O0qjEjcKD54exG10To9Hmiys64SkvBCiKr33bJvCTU7Px5pUbBUxuOE+E9Zt2o1ES7uDo/plCr0iUno9foqjkoIUd1KlbC8lrp16/L7DVwSLC0tjfU/r6ShzrPIsRitO8f/2sWZM2eqITIhRE0WHOxDWlpWpV8nOSX/RjEszK/Q4yF1aqNPTsFiNBb7/PTLCVgtFsLqS8JSiKoWGhpKs2bN8PHxKXLs6SemcKvOG42y8G2ht1ZHtMHGwgWvV1GUQgidTkeTJk2oW/fG+aw0Go189uFHtHDxLnIsQutG5qmz7Ny5sxoiE/91O3fuJPPUWSK0bkWONdd588VHizFe4/70RuPl5UXTpk2JiIio7lCEqFCpqalsXLna6Xjcsb92cfbs2UqNwc3NjaZNmxIdHV2p1xHiv8rHx4emTZsSFhZWovPfePU1og353zuvplEquVXnzdNPTKmMMIUQ17lSlYQVMOOpqXxbvwF3denMhVw9diDS1ZPj+w8wZNSo6g5PCFEDhQT7VskelvrMXEwmc5EVloG1a5GRkHTN59usVtIvJxAae+MMwgpxvWvevDmvLVqIxs+XPGx4ouTyqdOMf2AMycnJAOzetYuJ943m5Tdex+rpgUEJXjYFKWcv0P/+0RVWTk8I4ZxareaV1xfQoVtX0hU21ChwN1lZMG8ey776urrDK7e3FrxObk4uYydOQK9WYAH87Er++n0TT0x8tLrDE/9hwwcN4bWFb9GhcyfSFTZUgLcFPlzwFh++9151h1dlfHx8WPThh8Q0aYgeGy4osOuzmTZpMtu3bavu8ISoENOnPMmTaWnccffdZKjs2Mj/LFn74wqemTa90q6r0+l4Y9HbtGzflgxsaFGgNZh48dlZrFqxstKuK8R/RUBAAO8s/oiI2LpkYcMVJeb0DKZMmMjevXudPi8zM5MB3Xvw/idLaFgrCr3SjqsNFFm5/G/MKPbs3l2Fr0IIcb0oVcIy9Rr7M6pUjsuJ3UiefX42Xg3r8M35owS4uKFEwY6Uy8QE+/L2B+8zYexD1R2iEKIGcXHR4uXtRloVJCwhfx/LIiVhY2qTcKpkq8vTLscTWq9OZYQmhPiXJk2asPjbb9hmysRo+WcVtm9sFCvXr6N7h04FJXa2bd1Kpza3EBMTQ0BAAGfPni1IaAohKt+yH3/AUi+KzaZ/+qpCCf97fhaurm4sXbKkGqOrGB+9/z6LP/iApk2botVqOXLkCLm5sqe1KB+z2cyj48bj5uZGo0aNMJlMHDx4EPs19sW6kbi6urJq/TpOeqjZetV7iMZDyduffcKEe+7nr+3bqzFCISrO/Bdf4vVX5tOkSRNUKhUHDx7EZDJV2vUUCgU//bKG9DA/tlzVv5QaBTMWvIpWq+OH77+vtOsLcb3z9PRk5fp1HHWFbcZ/+ojOW8tH337N6CF3cODAAafPT0hIYGCvPgQFBVG7dm1SUlKkeqEQNVypEpY6nY53332XgwcPOjxeq1YtZs2aVSGBXY98fHzoe+cwthjzB/eSDf98wT5pyqFNx/bUqlWL8+fPV1eIQogaJjjYB4D09CpKWKbqCbsqYalUqfCLCOPYlpLN3E67eJmbenarrPCEEFd5+Y3X+cusx2izFno83WTgvJsHj06ezAvPPVfo2JkzZ+QLohBVrG3btnjVi2a/qXB5dzuw05DBhCmT+eLTT7FYLNUTYAWy2+3FDloJUVa5ubns2rWrusOoFmMefpgkb1dS8wq/h5htNrYZM3lpwWt0bde+mqITouJZLBb27dtXJdfq07cv9vAgLhsL9y+b3c52QzrTZj0rCUtRoz06eTIX3NSkGQqPSRltVrab9Mx7YwF9ut5+zXaSkpJISrp25S4hxI2vVAnLffv2ERcXx6effurweLNmzW7ohOXQO+7gsgYwQx1PHxp6B4ICTuvTOZqZwkWNjVFjxzB75jPVHaoQoob4O2FZFXtYAqSk6Im4KmHpGxqCWqMpUUlYgLRLl3H19MA7OJDMRFm9JURlcXd3z59MYNY7PB6Xl02vAf2KJCyvpXPnznTt2QN3V1dsdjvZOTn8smIlO3bsqICohaiZxj36KGfszvfZS9Uo6NSpExs2bKjCqK4v7u7uzJ33Es1atuRyXBwzpk6TSaLiP+fOO+/kwfHjATsfLnqH7777rkLaHXLXcPbmOf4uYLJZ0fh6ExQUJAPBosZp1aoVfQcNxGq18sOybzly5IjD8zp27Ei3Xj0x5Oax7KuvCk3eGzvhEU6bHVcDsAN6rZJWrVqxW0pXihqq14B+7DA4nkBvsFrwCQ3Bw8OD7OzST7LXaDQMHjKEJs1vIv7SZb76/HMyMjIq7HwhxPWpVAnLVatW4ePj4/R4Wlqa02TmjSAgKAi7UsnddZqQmJfDnrR47HaI9fandUAof8SfJzAoqLrDFELUICEhvkAVrrBM1tO8RUzB7wG1IgHITCxpwjIegOCYaElYClGJPDw8MNqtxZ+kVJa4vaioKL5c/j15Xm7UCgohx2LiWGYqNrudTncOQZGSwV2DBksZWSHKwM/fj9MWs9PjFo0KX1/fKozo+jJtxgwem/YUhzNTuJSXg3tYc37fv4f9f25jcN9+1R2eENcUFRXFlt07ScbC8cw0AGa8+xavvbOI9i1bcfHixXK1r1CrsOP8M99gt+Ht7S0JS1Fj+Pv78/WPP6AI8iNJZUehgNvvugP9uThGDh1GTk4OABEREXz143LyPN1IUtnQKJT0uXcEFw8d5f4RIzGbzXh4ehapVnI1k0pZ7DipEDe8a3ynNNpteHp6ljph2bVbN+YvWshllY0MrDRWqhj1v/F89+nnzH/xpWue30SpZtTER/j+0895Ze6Lpbq2EKJ6lXykCnjppZd4/vnnnR6/ePEiDzzwQLmDul7t3rGDjsGRbLh8jt8un+Vybjbxedn8kXCeVRdP0iWsNju3yd4QQoiqExzsg9VqIzMzp0qul5JSeA/LgKgILGYz2WnpJXp+VkoqZqOJ4DrRlRWiEAJISUnBze78Nk+nVJF9jdmmSqWSQUOGsOb3DWw/uJ/D7gpCAgLYnRrPhvhzXM7NIiEvm/2mLM4FuPP9qhUV/CqEqBl279xJiM7N6XFPo4VDhw4VeTw4OJiX5s/n9+3b2PjXNp5/6UUCAwMrM9Qq16dPHyZMfZJl54+xPz2JJEMOZ7Mz+CHuBIEtm/LG2wurO0QhrmnL7p38npHAxoQLxOfljyFsSDjPH5kJ/LmnZKuyFAoFAwcOZNX639jw1zaWr15Fly5dAEhLSsJNrXH6XC+FstxJUSH+S75d8TMXg73Yb8oiPi+by7nZ7DFnkRUTyuffLgNApVLx3aoVHPFQcdCURWJeDhdzs9hpzkLVNJb3liwG4MihQwS6OP+M9rbaOXbsWJW8LiEqW9u2bfn255/Y8Nc2ftm4gTuGD0elUhX7nKz0DHRK5+e4oyz1pNa6devy8nuL2GzRc8KQRZIhl3O5WWwx6+k1+l7uvvfeQufXqVOnyPlnc/VsMWXSc9Q93HP/faW6vhCiepUqYQmgVqtZsmQJ0dE1b7BZqVCQZMglPq/orJA0o4HT+nQ8PTyqITIhRE0VEuJLenoWNpu9Sq6XnJyJu7sL3t7uQH7CUp+UjN1esuvb7XYy4hMIrlO7EqMU4samVCq59/77Wf/nFjbv3cX6P7dwz333obxqdqvVamXj2nVEOEmCNNR68Nb815xeQ61W89Mvq3n45TnY60RwQJ+KSqHEardzObdo2bkMk4E8bw+6dO1a/hcoRA3zzptvUQ8dCgfHPNRazElpHD9+vNDjPXv14q9DB7jr4TGEN6iHf70Y2owcxq9bNtGiRYuqCbwKzH/7Lf5IuoDFbity7K+Uywy7ZyQKhaP/ckJcH0aOHEmy3UKKoWhJyWRDLmkKK8OGDcPX15dZc+awefdONu3ZxfLVK7n11luB/MTK8pUrGP/qi5wJ8WKvGyTUDmLmB4t4b8liFrw4j0Zqd4fXD9G6sv+vneTl5VXq6xSiqkRFRbHow/fZvGcXm/fsYsnnn1GvXr2C4x06dIBgf9KMRf/mE415BMXWoV69egweMoQUNw3ZZlOR8y6acmnYuhWBgYG8/vIr1EfnMBYfrQup5y9y6dKlinuBQlSTV954nXmfLiG1Xjh73eBEoDujXniWVb+tQ6vVFpw3YMAAftn4O5v37OKPHds5c/wEjXSeDtuM0LmzZf2GUu/D/vRzszhkz8PqYJzpgEHPI5Mnle78SZOKPC6EuH6VOmFpsVgYPHhwZcRy3Xv4fxM4nOF8VsjRzBTuefDGXWEqhLj+hIT4kpZWNeVgIX+FJVCwytI/Ihx9cmqp2khPSCQ4puZNehGiIqhUKn5YvYq7nnmKQ95qdqjNHPJWM+LZqSxftbLQDNiZT03F+1IqDVy9UCvyb/ncVBpaunhz4Nf1rF61yul1nnl+NsbaYRwx6In08OaUPo0oD29O69OcPuciZoaNuKviXqwQNURSUhIvPzuLDi6++OtcAVAAUa4etLBqeGDk3YXOr1evHp8s+5rt+mSWnz/GiriTbE28SKiHF2nuWj747NNCExj+y7z9/EnMc15FIsVsom7dulUYkRCl8+Aj4ziqd36vfDQzlf898Thrt2yi4V0D2aG1sFNjJik6hPmffczkqU8xbeYMiK3FYYMe05XSlHlWC/sMmUR3vJWIqEj++HY5N7v44KHOH1RWKRTUc/UiLDWHSY9MqJLXKkRla9uuHct/W4vHbbeyQ2Nmh8YMNzfhy9Ur6NW3LwDDRo7ggtXgtI1LSiv9Bw1iyF3DuWB2nshPcVHSpUsXzp49y4evvk47F198tC5A/md0tIsnjQ0w9l5ZuSX++3r26kXrfj3ZZcgg58o2BWabjWMGPZnh/rzwyssAfPjJx0x8bR4nA93ZoTGzxxXCu3ckysWD1q4+Bav91QolDVy98I1PZfqUJ0sdT2zjxqQZHfdjG3asLrpCVUVimxR/vsVFQ5Bs4SbEf0aZvsn+8MMPDBo0qIJDuf4FBAZc8xxvqV0vhKhCwSE+pFdhwjI5OROAiIj8hGVAVAT65JRStZF+OYHgmNoVHZoQNcLjT07BXieSY3l6LFdmkFrsdo7l6VHUi2LSlCcKzjWZTPS9vTufPvMCDVLzaG1QUi81l8/mvcYTjz7m9BoKhYLeAwdw3lg1paaFELDsq6+5u09/TFv30jIXmufY+eujz7m9XQfi4uIKn/vzT/x06RSXrlrtnG0x8dvls4S7e2H0cOXxxx8vtOLkv+saFRzsdllhKa4b3t7e3HLLLTRu3PifB0vw91mnbj32qExcMvzzuZtjMbPDkMGwMaO58+6RnDE4vt8/ZszmoYkTefbpGTx5zyh8T8TRMhcapRv57oX59Oh8G7m5RVd3ClHVGjduTJs2bfDy8irT85VKJQs//IA/TZmFViynmwxsMWbw4oLXcHV1LdEkljp166BQlvyz46P332fMoKGo9hzN/4zOtrHh7Q/p2ra97A0rbgiPPfUkR4yOP2cuGnO5rUd3ht5xB7Xat+GAIbNg8owNOwkmA6esBvLOXSLodDwtcxU0SM3j81lz6dOtO0ajsQwRXbuC19X3f9fqzVVTj0wIUVHUZXnSqVOneOaZZ2jXrh27d+8u2LD6bwsXlmwvkWnTpjFkyBAaNGhAXl4eW7duZerUqZw4caLgnI8//phRo0YVet727dtp27ZtsW0/9thjjB8/nqioKFJSUvjuu++YPn16Gd8o8xmyc2lUvy5xOXqHx+t7+2PXy5cBIUTVCQ31Iy29aHnGypKamn+t8HB/FAoFfuFhnNi2o1RtpMcn4O7jjbuvDznpGZUQpRA3rqEj7mKbwXGfP52XxbARI3jt5VcKHrNarXy3bBm3tm9H+25dyfV0464pjzF+8iSWfvgRb7/xZpF2vLy8MFz1re9CdiZ1vPyIy8nk5oBwzmVnOrx+hELD/GXflu8FClGDnTx5kodGjS72nNjYWKxe7uSkFe2Hrio1aoWSYF9f+j06jr5jR6HNMfD05Cls+uOPygqb9u3bM3rcw7i7u7P599/5ZPGSCkuQZKVnEOTiTpLB8QSKAK0LJ0+erJBrCVFW7u7uvLv4I+rd1JR0hQ0tCjxMVl55/gWWvv8hE+e/6HSlcH1vP7JMBrLNJkJdPYj19kejVJKYl8OxzBSO243c5hcG8Y73i7fYbbh45JeD/euvv7hz4KDKeplClMkddw3niaenk6VRYVbY8bUrObZ3PxPGjC3VZ0Wfvn1J1IDFWLREuM1u57zSwsh77sFgMFDXy5fUZMerJ2O9/LiQm8uPy77jnudncMLq+L7a32Bl48aNBb8fPnyYUSNGljheIf5LvPx8MNqKlkf+Wy42/vfE4xw0/ZPUdFdr6BRSC6vdRqohD7+bGpN5Po6nHp3Etq1byxXPySNH8W3dmHRT0VWTShRojKaCyQKBgYGoFUp8tS4Oz1cAWqNFJhcI8R9SphWWY8aMISMjg1atWvHQQw/x+OOPF/xMKkVd6M6dO7No0SJuvfVWunfvjlqtZu3atbi5Fd5vac2aNYSEhBT89OnTp9h2R44cybx585g9ezYNGzbkwQcfZPjw4bz00ktlebkF9DnZhLp6EuxadH8IH60L9b39Sct0nMwUQojKUNUlYS0WK6mpWUREBOAZGIBGpy31CsuM+AQAgmpHVUaIQtzQFFqt0xmidkCh0xR5/ItvlxHRvRObLXqOmLM5aMlhky2bgRMeYvozzxQ5Py8vD91V5SRP6tNo6ONP55Da+OpcCHUtul+3t1aHuz6X9b/9VtaXJoQogfr165NkLjoYo1Wq6B1Rl02JF/j5wgn26FPYa85mt87Ga4s/oF2H9hUei6urK2vW/8ZzH7+P/eYmpDWI4vZHx7Fl727atm9XIdd46tHH6BwcidrBKrWb/UP58ZtlJd5HW4jKoFKpWLFuLYoWDdhqyeKoOYf95my2KvKY/NIL5BoNhKh0BeWerxagcyNU7cJ5QzZ9IupS29OHfWkJbEm8QJ7VTP/IWFxUKnSaop/thTjY41WI68GIu+/msReeY6sijwOWbI6ac9hqyULTsjEr1v5aqvLlTZs3R69y/n6fZjNzU6uWHDp4kAh374LyrVcLdnXHS6Pj2NFjfP/tt0Ta1Hioi/avWu5enD10WBIcouawFX8vpVWq0Lq6Yrblf97olCp6htdha2Icay+dYXdqPOsSzrHX1c7CTz+mVevW5QrnpdnP01TpitLB/V8TnSfvvpm/UOq+0aNZs3UzKb5udAiOdHh+M50X771VsoVVQojrQ5lWWMbExFTIxXv37l3o99GjR5OcnEyrVq3YvHlzweNGo5HExMQSt9u2bVv+/PNPvvrqKwDOnz/PV199RZs2bcoV719bt9KlZ3duCQwj3WjkpD4Vm91OHS8/gl3csdpsHDlwsFzXEEKI0ggO9iE9repWWEJ+WdjwcH/8w0MBSr2HZWZiMjarjcDatTi790BlhCjEDUthK35QUvGvL5vNmjUjuHF99piKvk8cMOgZfPddfPzhh7i6upKUlEROTg4mk4mEcxdwrxVIjsWM1W4n12Jhb2o8qcY8bg+Lpp7FjxOZadjsNmI9/TDFXWZovwGSOBCikqWkpKAxW4s83tg3kL2pCWT8a2a5xW5jmzGDOS+/TLf2HSo0lvc/XkJqRACJxn/eX85as4hTKHl7yWK63dKWjIyMcl1jxYoVtHj9TcZPfpyDmcnE5+bgrtHQ3CeI47v28L+Hx5XzVQhRPoMGDyYv0Jukf1U/sAM7DOk8OXMGnW5uw6adO0iwmjiuTwUFNPDyJ0ip4cGR9/D250vZnZ5UqJLTKX0657Iy6B8ViyEnFw+Nlmxz0dUvQTo3tv6ysZJfpRClp1AomDR9KlvyMoocSzTn4RfsS79+/fj5559L1F7C5Uu0sTsv/OiuUnP68mW++uxzeg0fRqeQKJINuZzWp6FUKKjn5Y+nRktqYiLfLVuGWq1GpVTSI7QOcTl6zmVn5O+75+OPm0rDUfeiE/SEuFH9smIlze4eSlxe0cnwLio1GZfj8fLxQaHM/3xr5hfMzpTLZJoLVzE022xsN2Yy99X59LqtS5njOXHiBDMmTuKlNxZwUWUjw27BTakm0qJgxRff8OnHH9O8eXPGPz2VPwzpYIBcq4VBUfU5mplCcl4OHmoN4SYFK7/8hqVLlpQ5FiFE1SvTCsvK4u3tDUBaWlqhx2+77TYSExM5fvw4H3zwQaGNdR3ZsmULrVq14uabbwYgOjqaPn36sGrVqnLFFxAYyLnsTH6+cJKjmSlEuntT29OHc1kZ/HjhOIczUggIuPY+l0LcKNRqNaNHj2LHjj84eHAbW7asY+DAAdUdVo3h6emKm5uOtCpOWKYkZxIe4Y9fRDgAWSmlW2FptVjQp6QQFF2rMsIT4oa2Z9t2Al3cHB4LcnFj55+Fy+9MmT6N2qEB3Fc3hnvr1qFTcCiuqn/mq6W6adi48y8+XPUj63f9xVfff0dgYCBTJz1OG7UnOqUKD7UWq91GQl4OZpuNNRdPcyQ9mUh3L2p7+pBnMvHVp5+VanKZEOIfCoWCO++8g23b1nPw4Da2b/+dESOGF1l5olarGXTHMJoEh6H81249ke5enM3OcNi+2WZD5+9Tod9TAgICqHtTUxJNRUvuWew2zqgsPPzI+Aq51vOznqNBRBSnVq0nOsOAde9Rera+hb7de1RI+0KUxNChg/nzz984eHAbf/21kXvvvQeVSsXohx/itMlxuVc7oNeq8PHxYc4zz+JrNNMlKJIugZF45Zl5fsZMtm3bhkKpdLjtjMVuZ3dKPLu2bae1wg0XVeH55p4aLQ3NKl6e80JlvGQhyuXmm28mU+M8wXjalMuDE0r+OfHdsm8JtzgfwoyyKPn4w484e/Yse//YwpHEy5zLyqC2pw+R7t4cy0zhfHIiq79bTkZGBvfcdx+nMbH8/DES8rKJ8fQl3N2TfamJrLp4ioCYWkRF/TcqAv0zLrNRxmVEmbz12gJq5ViLrEzWKlW003ljzDMQEhpKjKcvAKFuHk63SzParHgFB+Lp6VmumNb+8gvtbmrBt3NeIX7lejYvWkzf9p2YO/t5AKY/N4sD1n8+f+Ny9Px04Tg2u526Xn7cpPOiX4dOvPDc7FJfu2fPHmzcuIaDB7exa9dmxo9/GK1WW67XI4QouTKtsAS49957efLJJ6lXrx6QP/th/vz5fP7552UOZsGCBWzevJnDhw8XPLZmzRq+/fZbzp8/T3R0NHPmzGHDhg20atUKk8lxfe1vvvmGwMBAtmzZgkKhQKPR8M477/Dyyy87PF+r1aLT6Qp+d/am2qhpU07r8/eOSDHkFtroG+BMVjpNZABe1BBarZYNG1bTooUXrm7JgA1Qs7TJs/z66x0MH35vpV23JP21JggJyb9ZrMqSsADJKXrq1g3FPzyUnIxMLCZzqdvISEiShGUNIP214s16egarfl+PWetSaCWVj9aFBiYlfWbMLHjsrrvuZOjAjri6HgHyv8z56fyo5x3LD+cvkmY0kGu1ck5t5rA1/57Gr2kdVm34jZ6dbmPU0DtY8M4iQmtHFdm3MsWYR4oxP1GhUSrp3qcP7yx8u5JfvahM0l+rh1KpZOXK7+nQMQIPj2QgF1Dx/gdTGDXqbvr0GYzVmr+i8vuVKzBFh7MtNZ7u4TGsv3wWy5VSkLZrrG422Kx4eHiQUspJRs60atWKdK0SLI6Px+Vl07VnT15+sXxbcvwtMzOTRx5+uELauhFIf606CoWC5cu/pmvXOnh6JQMpgJJ3332UBx64B5vOvaBEniMmBTw6+XHCb2nJz5nx2DPj89sFhj/xGO3atedkhvN+eSFHT7OgQO4dPJQ33n8XlwB/crHhgYK085cY+MCDJCcnV+yLFhWmJvdVLy8vzCrnCUaTzYqbe9HtlpzJysriq8VL6P/QA+w36LFd2SRBATTSebLp5zXEx+f3r0fGjOWZ52fTb+gQMtIzUQANrEo+X7KYtxa8DkCPvn24aMq//43L0RdJvqS7qGnXvj0XLlwoxauuelqtlt9+W0nLVt64uaUAWYCapU2fZd3aO7njjnuqO8T/jJrcX/V6Pf1u7867SxbTsG4Memy4osCuz8amMKGvF8Gq1Iv0i6pHtsV0zftOk92Gu7s7WVnlm1xvNBr5/NNP4dOix8JqRXHxX5UHrHY7xzPzK4C1UnugVpc+7bF48bsMHtIGH59/PvMbNR7N6NF307lzT/LyHO+PK4SoOGVaYfn444/z7rvvsnr1au68806GDx/OL7/8wnvvvVeqPSyv9vbbb9OsWTNGjBhR6PFly5axevVqDh8+zMqVK+nduzexsbH07dvXaVudO3dmxowZPPLII7Rs2ZLBgwfTr18/Zs6c6fD86dOno9frC34uXbrk8LyL58+jLqbGvlqpJK2Ue7kJ8V/10kvP0/pmV1zdEslPVgJY8PKOp3fvBtx7792Vct2S9teaoCBhmV7FCcvkTCIiAvCLCCMrpXTlYP+WmZBIUPR/Y8aqKDvprxUvKSmJAbf3wPPYOdqrvWihcqeD2guPI2cZcHuPgkHLvv36seSThbi67uPvZCWAUpGGl3Y3fSMjAAh38yT5qglYaUYDp1wUTJ05gwMHDnB7h468MuNZFFbng7FqhRKT0ej0uPhvkP5aPR5//FE6dw7DwyMB+LvUqxUPjwQ6dgzkyScnA9CjZ09c60RxwZTD2ewMjmQk0yeyLt3DYugcUgs/rQtu/9qHK9rTh/6RsfSLrEf98CheefMN6tevXyFxm0ymYt8XVAolJpO8L1QW6a9V56GHxnD77dF4esXzT4behpt7Ire29cJTp3Ja+QDAz66kadtbSFHa6R1Rl/6RsfSPjKV3RF2SlTba3NYRu4Myz39TKRRYzBaOHDlCj46duatbD6aPvJ9BHbswoGcv+X9/navJffXw4cN4m50nNUJc3TmwZ2+p2nx9/qssfv4lbrFoaa32oJXag/a48dPC95g2ZUrBeXa7neefeZZ2zZrzxJ13M2nYCG5tdlNBshJAp9MVO76nUamwmEs3MVehUPDQ+PFs2bOL7UcO8dfhA7y3ZDEhISGlaqc05s59jjZt3HFzS6LQuIxXPD171WfUqPsq7do3mprcXwGSk5MZ1n8A/dp3YvrI+7m7e29W/vAj57R2Uox5WOw2VsedoqF3AD5alyKr/v+mACJ8/PjhlzX5/eDQAV5/eyF+fn4VGq/z9dv51AqF04VOzvTv348hQ9rg43MZ+Lv/23BxSaZ5C1i48LWyhCqEKCUFUOrNhs6cOcOsWbP47LPPCj1+33338dxzz5V6j8u33nqLQYMG0alTJ86dO3fN80+cOMFHH33EK6+84vD4pk2b2L59O0899VTBY3fffTcffPABHh4eRfZXcjSL5tKlS3h5eRWaDTL5icmMf3YGP1844fC6t4dFs/X7nxj/kMz+FTc2hULByZP7iKnjbLahkr17vGjVqmOFX7uk/bUmuOOODnyzbCr9+s0mJ9tw7SdUkNtvb86MmcN59NOLWExm1r3/canbaHxbRzrcfQfTbr4Nm8X5II34b5P+Wrnc3d3x9/cnNTWVnJx/kpKjHnyQ2a/MIdz3AkqF41UXBkt91ly0cJNfMD85uK9pZ3elbbPmAHh4eLB+519ssTgu+9NQ58m7T0xnxYoV5X9RotpIf60ehw/vpGGjRJx9JTt+LIyGDVuxfNVK4qODMVgLL2l0ValRK5U0d/HGYrezLTt/8mTrgFC0ShU7Uy4XrP7y1GhpqXJn4v0PsG3r1iLXKg2dTsfmfXvY7OR9IdbFky+fe5GvvviyXNcRjkl/rTr792+jabM0/kkEFHb+XDTJFjWbDelFjvlpXGhiVmIK8MFT68LmxAsFfdhVpaZjSBRZBgN+NgWr0h0PjNd18WT5i6+x9OPS32+L6lfT++ryVStJrxNGhrnoBJZOLn4M7tKNixcvlqntkJAQVCpVmZNKK9aswfOmBuxOTXB4fFBUfZ64/wF+/PHHErf5+bJv8GnRmJOG7IIVoAE6Nxpb1Qzp2btSVmueOrWPmDpxTo4q2bfXm5YtK3YP6xtVTe+vjmzevZOdWkuRu9Ra7l5EeXizObHw354CGBQZy5GMFE5kpRU8L9TVg7p5Nvp2vb3CqgK8sehtAnp0ItFQtCy7WqGgea6Czm1uKVWbf/75G23bmXFWQuTc2Ujq178ZcyknMwghSqdMKyxDQ0PZ6uBL7tatWwkNDS1VWwsXLmTIkCF07dq1RMlKPz8/IiMjC0o9OOLm5obtX2VZrFYrCoUChaLoHAyTyURWVlahH0dcPTzw0boQ4+lT5FiYmwdhbp6opaa1qAE8PT3R6opLMtnw9HStlGuXtL/WBKGhvhgMpipNVkL+CkuAgMhwslLTrnG2Y+kJiajUavyv7IMpbkzSXytXTk4OFy5cKJSs9PLy4n9Tp2BRg1KR4fS5Lup0OgVHsjH+vMPjduU/90vZ2dmsX7maelqPIuf5anR4ZOSUe59wUf2kv1YPN3cNxc0fdXPLn73u5e1dJFkJkGe1kGU2kWw2cmTTn9zq6kuEmyd+Ole2Jl0sVKoyy2ziT2MmC95dVO64jUYjP329jIYO3hd8tDr8s418t+zbcl9HOCb9tep4eGhxlqwEUKnMvD9/AR1cfAnQ5X//USkU1HXxJDbHwl9btxHm7sW6y2cK9eE8q4V1l84Q5unFhdNnaKwrWnrQS6MjONfM119K4v+/qqb31TH33kfDXDt1XDxRXRmLC3Bxo6OLH2/MeaHMyUqAhISEcq2AM1ktRLp7F/TbqzXyCcRgteBeipK1ffr2JahFE44bsgqSlQApxlx2Kwws+ujDMsfqjIeHB1qd8/enyhyXuRHV9P7qiEKldHiXej5Hj9FmpXtoNJ6a/HFwrVJFl4AITmelc/yqZCVAfF42R3R2FrxdcVuIvDL3RRrY1OiUqsIxA61dfHjpyl6XpeHn54nT/Q4Arc5MYGBgqdsVQpROmRKWp06d4s477yzy+PDhwzl58mSJ21m0aBH33HMPI0eOJCsri+DgYIKDg3Fxyd/k193dnfnz53PrrbdSq1YtOnfuzIoVK0hJSeGHH34oaGfp0qW8+OKLBb+vWLGC8ePHM3z4cGrXrs3tt9/OnDlz+Pnnn4skMkvDVefCvtR4It296R1Rl1gvf+p5+dEjPIbGPoFsTYrD3c15ORghbhS5ubnYbKpiz7FaS714W5RSaKgfqalVfxOdnJyJzQ7ufn7oy1gSNiMhEYDAWlIWVoiKdO+oUZxXWsmxWAAXp+fZbW7sSU0k08GMd5VCgSWv8OMznnqKI6vW0l7tRayHD3U8fblZ40lQXAqDevUu1/2VEDWZ1VL8/ZLlyvGTx4/j52BQ9W+eFjuzZz7DI0OHU9+sYq+TFSMWu41sVw233FK6GeeOzJ09m53f/0x7tSf13fPfF1prPQmPz2RQz95OZ583adKErl27UquW7GUtrn8W5+OWAFitShZ/8AF39+5H7uZdNM+y0TDVwPIXX6NL2/aolSoOpSc5fK4dOJyezLFDh/nzq+/oqPGigYdvfl/SeVM7KYtBPXtjlLLr4j8qLS2NLm3b8fPLb9Aw1UDzLBs5f+zgrp69+eLTz67dQCXav2cP+1LiuTkwjG6h0dT19KWhdwB9I+vho9URn5zEkSNHStze+EmPccJUdKUXQLbZhF9kOAEBARUVPgB5eXnXHJexXOM+Q4ji5Oiz0Sod/43tSL6MQp+Nx+EzNM+2UftyOrb0TA5nOt4qLdWYR2yzJoVWsZZWVFQUXbp0oWnTply+fJlRQ++klUlNM60nMZ6+NHT1pqPKk3dmz+WXMkyoNRdTxhrAalWj1zuuLiKEqDil330WmDVrFt988w2dOnXizz//xG6306FDB7p16+YwkenMI488AsAff/xR6PFRo0axdOlSrFYrTZs25b777sPHx4f4+Hh+//13hg8fTnb2P3u2RUVFFRooe+GFF7Db7bzwwguEh4eTnJzMihUrmDFjRlleboEcQx4pxjx0Kg1+OheiPbwBcFNpSDLmkmrIxZhdtXvJCVEdLBYLRw6fISrKEyi64bTN6suKFeuqPrAaJiTUt3oSlil6ssxKlCoVWSllW2GZm5GJKS+PwFqRFRydEDVb3QaxZFrN7ElNI8arFm7qQw7PM9rCiPawE+rmyR8J5zHZ/lk1X8/Fk6VvvlHofLvdzrTJT+D13Gx69OiBq5sr27Zu49SpU5X5coS44W3ZspOYOvUBR4MfnmzfvgeABfNe5tNOK9jq4L7LU6Ml+3IicXFxxMXFcf78edLDfZxe06DTEBUVxV9//VXu+Gc9PYP5L75Ejx49cPfwYMdff3H8+HGH53bs3ImX33idPFcdBhV4WsGYlMqYe+/j/HnHq72FqG7r1m2iTt1WKJWZDo66s3dvfkLj1KlTjH9wTJEzsnJzSDMW7bd/SzPmkZWbzYXzF1DZIEzjAkolWI0c/1fJdyH+i4xGI0s++oglH31U3aEU8u7Ct/ll5F0YrBa8tS7EePqiUIBOqcJgtaDV57J3b8n32PT09sZoc16FKgcboaGhpKQ4TuaUhdVq5dDBU0RFeeNwXMbmy6pVMi4jyu6d199gwisvcNBQ9D41VOvGxnW/MfHhcQWPbd67G6vaedIv127Fz8+v2KqJjkRGRvLhZ5/iFhJIlgp0VjtueWZmTH6Cti1acsstt1C/YUMS4+NZv349lmvNNnLi66+X81yDQag1jibmazl3NqlQPkIIUTnKlLBcvnw5t9xyC48//jiDBg1CoVBw5MgR2rRpw759+0rcjqPyrFczGAz06tXrmu106dKl0O9Wq5Xnn3+e558v/fLv4pw5cZL7fIK5bMjilD6dWlcSludzMsm1mOkQHMV7x76q0GsKcb2aMGEyGzeuIDLqMnD1rF8PTp1y48UXHe8xKypOWKgfGelVf7NkNlm4lJr//zyrjCssATISkgiMlhWWQlSkMydO0bnHbZzPyyIuO5AYrwg0yqvLbSnIszRiW1Iq+9NSCXJxo09EXX66cBy1UkmszpPMA8dAAb9v34Zap8ViNPHFko/5ePFi9Ho93333XbW9vqrUvHlzJk+bSlhkJOmpqSx89TU2bdpU3WGJG8zUqc/QocNaYupYgNyrjrhy9owfU6aMAODkyZMs++Ajhj08hkPmbLIt+asXI109iDbAoHvvK3jm+TNn8IluT4rx6vby+WpdaOjhyxMzn+besWOIvxBHw+bNUKhUGHJy+GDhIr795ptSvYbs7GyWL19e7Dk3t2nDgsUfstWQjsVsgiuLL90D3fl+zWp6d76twvY0EqIizZr1At27/0a9WAtwdfLQhQvng5g0aRSQP5j6+FNP0qxlC0wGI598+BHLv/uOk8eOUbdfd1IcJBMAvJQaggKC6Pj0QDbmpUP6P4PCgY1jWPnbWrq264DVKnu+C1GRkpOTseUZuKy2k+NiJsjFHTtwNDMFX7WOLVu2lKq9nKwstO5ehLl50sgnAKVCgVKh4FJOFgfTk3BDSUKC4+oH5fG//z3BxiYriarlYFzmpBsvvPByhV9T1Bw//fADfQb056aOt3LMmI3RZkWpUBDt4oFPsp4xj08udL7FaEKlUWC1O05auilUpKcX3fP5asPuuIOHH52Ii4c7dquVtStXMfjOO9mlMJBtziq4h1RpFLzy4Xs8ev9otv25tUwT8Ro1asTkadOoXScGfWYGS959n2PHhtGosQdK5dVjbRouXYxg3Lhhpb6GEKL0FBS3aUoN5enpiV6vL7KxckREBFuPHMSuULA/NZFTV2py1/bwpnVAGGaLhZE9+7Bjx47qC16IKlS3bl2+/HIJjRpFoVabMJm0/PXXIUaMGFWhMweL46y/1gT7Dyzk1Kl43nrz5yq/9sx3ZnLAVosPHn4Mi6lsG453f3g0SrWad0Y/UsHRietVTe6vVcXHx4d1O7axyZgBQLugYBp4e+KhycFgBaPVg+3JyRzPzKCxTyB1vHxRK5ToFAr0aRnMn/MCg4ffib12OKeNWVjtdlQKBXVcPFGeu8TAXn3KPGO1LOrWrcvUqZOoUyeakyfP8Morb3D69OlKv+7LC16jbb/eHLcZ0JuNuKk11FO5krDvEPcOvwu7ky/hNxLpr1UnPDycJUveoUGDWmi1JkxmDcePXeTBBx8hLi6u0Llt2rThqWdmEhgaisJu59eVq1j05ptkZGTQq1cvnpgxHZ+gIIJDQ0g1GdiTGk+GKX8A8ya/YIJd3dmVcpk0owEXlYqmPkEEurrzy6XTqBQK6us8Sdi5j/tHjCw25uDgYCZPfpTWrZuTlJTMq68uZPfu3U7P//WPjZwMcHO4+iTExZ24n9cy7YkpZfivJ0D667UolUoGDRrAAw/cg1ar5aefVrNkyVLy8pyvfLxacHAwS5a8Q5MmddBqTZjNGk6diufBBydw9uxZho8cwZTZsziOiURDDmqFkhitO17pWYwcMowfN/zGJlOGw7Y7a31QKxSsNzoewG3q6c/7U57m+2tMFlIoFDwwdgz3jx2Lxs0FrHa2/vEHLz43m9TUsk8wFBVL+ur1o3379rz+1Wf4e/uwM+Uyl3KzUCkU1PPyo5FPIBkJibS7qUXB+8TgoUP53xOP4+bthcIOB3fv5vmZzxZ8Tg8cOJD5iz8gw2ZBiYVAVx15FguX80zEePpycu8BunfqXCmvpU6dOixevIiYOsFo1GZMJi0HDpzkgQcekclA5SD99R99+/VjwuTHcff2wma28PWnn/HJ4sX4+/szZcpj3HRTE+LjEzh99hItRwzlRF7RFZm+WhdcD51mxFDnSb9Pvvyc0JtbcNyUjdlmQwHcHlKbo/pULuYW/X+gVapokG6ge4dOJXodSqWShx95hLtH309waChmnYZtKZfJMBlwUampp3bDdDYOY046rVo2RKczYbFouHAhlbFjHy1VmWghRNmVKWFpsVgIDQ0t8sHn5+dHUlISanWZFm5eN5x9KI2fMIFnXpnHj+ePkWctPFinUSq5o3YjPv/wI56c9HhVhyxEtVi8+D369m1DUHAO+RtTa4mP92ThW58yb96rVRJDTb6JTEr+gh9/3MYXn2+s8muPm/80CdoI3h7zWJnbuHlQX+q3u4XZXftXYGTielaT+2tVGve/Cdw96X/sM2ZhslkJc/Wgjpcfe9MSyDabAOgRHkN8bjaHM5KxXUm+hbi408bNl5PGbI7mZBRpN9rFk78++ZKX575Y5FhlePXVlxh5d29CQjLIX9XiTmKCL599tpKnnipfmf/iDBg4kMdefYl9hqLl/+rqPNj44VJen181n3HVSfpr1fPy8iIoKIjk5GQyMx2Vn3Tu6Wefoce9Izhoyi4o8eyjdaFzSBTbky6hUCho7BPA+vhzRZ5b28OHMDcPtiblr8Zu4urNRzNmO11pOXr0/cyZ8yTBIemoVHrAhZRkH7ZuPcWQISOK7Gnr7u7Oul1/sc3i/O/oFouWDi1aleo1i39If3UuICCA9etXUTsaPD3TARtGgy/x8R4MHDiSgwcPlrgtT09PgoODSUlJISMjA8hfWbl8wzo2GYomHP01LrgcOcPaNb/w4NQn2GPUF/RPnVJFC50X67/+jm4P3MP2VMfl8TRKJY0zTHRr37HY2L74dhk+zRtzwphV8Lke6upBPQP0v717pazsEqUnffX68dmyb+jYuwc/nj9eZDWYl0ZHj7Bo/nf3faxYsYJX3nidFn17cMSYjcWe/xnnr3OlqV3H3QMHc+zYMTp37sySH5cR6A5u6tMoFemAjjxLLdKM3hzYvo++t/eo1Nfk4+NDQEAACQkJUrayAkh/Ld7EieOZNu0RgkPSUSqzAFeSk32w2vzZnpXFWcM//80CXdxoZFLRr9vtTj+Phg4bxkMvzebQv8rPDoiK5ecLJ5zG0VbjRe9b2l3z3lmpVPLtTz+ibVCHXKWdOl5+/JFQdEuCWjo3jv2whhdnP09YWBhpaWmkpZVtKyQhRNkoy/IkZ6VcdTodJpOpXAFdz/oN6E9cTmaRZCWA2WbjcEYyPXv2rIbIhKh6jz46gaHDWhIUfAnIALKBNEJDz/PEE/fQpctt1RjdjU+jURMQ4EVaNexhCaA3KnFVla80VUZCEl6BAejc3CooKiEEwHtvL2LOhEk0SDPQQeNFc60neqOhIFlZz8uPZEMuB9OTCgY1ARIMOWzJSSHc29dhu2cNWQy6844qeQ133XUnDzzQg5CQOCALsAFZBIdc4MExvbjjjqGVdu2JU57gsMnxe+tpYzZ33XtvpV1b1Gx6vZ5Tp06VOlkZHR3NgHtHstuQWWg/2gyTgdUXT9EtOIrO/mH8lXzJ4fPPZWcQ6OKG8sp3vOPGLB6a+D+H5zZu3JgXX3yCsPCzqFQZ5PfNXAICL3N79wheeqnolhxubm6Y7bYijxdyja1ChCirH3/8mqbNcvD0TCK/jpwVnUsKtaMv8sMPX6DVakvcVlZWFqdOnSpIVgJMnvoUx3E8BpJqNhDVsAE///ADzz48gdjUXDpovOio8aZeSi4zxo7n+NGjGIrpH2abjVq1o4uNa+DgwQQ0b8wxg77Q53p8XjYHNBYWfvB+iV+jEDVFo0YN2Zua4LB0pd5sJN1kJDY2lptuuolb+/TkgEFfkKwESDXmsd2azbsfLwZgxuznCHa34aHZgVKRSv7nYx6u6mMEu5yjRYum+Pj4VOprysjI4NSpU5KsFJWudevWzJw5ntCwc1f2eLYBOQQGXsLDPR6P8xdpb3elvcaLjipPcjfvok+XrsVOnnn4sYkcNxX927Vdo7KN0WbFrQRjSiPvuQfXhnU5YdDTxC+IHU7ui88bc+nRvx9Go5FTp05JslKIalCqpZATJ04EwG63M2bMmEIfgiqVik6dOnHs2LGKjfA6ElW7NoezMpweP5+dSWxAeNUFJEQ1Gj/+Aby8HM8E9g9I4LnnpvP77xurNqgaJDjYB4DUakpY5tg1BOvK10ZmYhIAgbUjuXjkeAVEJcR/l6+vL2azucIGGNb++itrf/0VgKCgIH74Y0PBsVhvf9ZeclxWNb9MpBqNUonZVnQAVakr+cBueUyd+hg+vo6/0Pr6JjJt2uN8++33lXJtdx9vzLaie/9BflkSi0aFm5sbubmOzxE1g4uLC+7u7qSnpxdZUVjV/vf4JE7iuDy72WbjUPxFvK2QbXVewj3NaMBTrSXTbMRss+Hi7njgZ86cmQSHOC4v5+aWxrBh/Zkx47lCpaNTUlJwtTtPSLqo1GQmSclKUfEaNmxI3bp+gKNBSQuhobmMHHkXn3zyaZmv0bRFc/YbcpweT1fZady4MevXr2f9+vVFjg8dOpQIN0/2pSU6fH6oqwe2a+xfOe7R/3HClB+DAtCp1FhsVix2OxkmA43q1cHLywu9vmiJPiFqKpsdLuY4/y59IScTO3YmT5vKCZvB4TkGqwWFrzd169alWZN6uGkcj4eqVYl4e0RTp06dYsunO6PRaPD29iYzMxOzuWzbsQhRXiqVCh8fH7Kzs5k79xkCgxx/bnl4JBNdK5LY2BYAJd5Kw9XDA7Ot6AQgi92Gq0rtcPEQgLtdSVJS0jXbf2Dcwxy8snpTrVA6bQ8gBxtBQUHExzse8xRCVK5SJSwffzy/1KlCoWDcuHGFNn43mUycO3eOcePGVWyE15Hs7Gxc/D2cHndRqTEaHd/ICHEj8fDwwN2juIrSZkJDQ6sypBonNDR/BVRaWvUkLC1qVzx1Ctw9XMnJLtn+P/+WkZB/UxkQJQlLUXNNmjSRceNG4e4OdpQkJWYxffps1q0rOqhZVklJSVw6cQr/+lGkmo0owGEy8m96kxFXlQazzVj0oLVqEjO+fh6As9msVvz9PSvt2gq7PX/E1wm1QnlDVxQRxWvYsCHvvPMaMXXCUCosmEwafvrpF6ZOnVltg4h168dyzug8gZ6nUxNkAorJeehUqoL3BQVgd5IgqVevNuB8n3JXNxNRUVGcOXOm4DG73c6K75bTcsQQzhiLTsporPHg+RenOQ9OiDLq3LkjQcHO+6Wrm54+fbqXK2FpMhhRe2sLrby6mtZOsZORTp48iQ4FgS5uJBsK92MFcHNAGMd27io2BldPT6x2G11Cw4nxdEWpyMVu15JuUrD+cjzZVivBwcGSsBTiKkcPH8alef1ClQmu5qJUceL4CfoMHsx+s4N74ity1Apq1aqFm05NftUpx9TKDDw9S3f/6ufnx6JFr3Prrc1RayxYLWp27TrEI488XqIEjRAVwc3NjTffnE+3bh3QaMxYbWr8/QKBPU6f4+pqISgoiMREx0lNR+wWKwp10VHGg2lJ3BIYzkYH5Vtr69z59fufC+UnnFG76LDY8+8JlNeo7KFVKmVyqhDVqFQlYWNiYoiJieGPP/7gpptuKvg9JiaGBg0a0KtXL3bs2FFZsVa7L5YupbFPoNPjTXwD+WXFyiqMSIjqYTabUSk11zirTBWnRQmFhvoBkFpNCUuFqwduahvBQd5lbsOUl0dORiaBtaMqMDIh/js++GARz82+l9j6lwmPuExExEVatsrm889fZ8SI4RV6rbH33U+M3kx9F08UKFAV8yXNS6vD4GDGabCLOzu2/On0ed7e3ri7u1dIvNeqHmmzlXoL9hLbvf0vAl0cry5zU2mIP3uu0OoxUXM0a9aMtWu/o/NtaiIj4wiPiCc65gLjH2nPb7+tQqVSVUtccefP4611cXrc1Wxl17btRLo4nnipVihxU2vIvbICs7arJz9+863Dc681Sd5uU2I0Fh3YnTt7Npajp2mm88JVlT9n1kfrwq0uvmz4ahkbHKw8E6K8cnJyKWYBBaAmL69sE+/+tvSjxcRonX/2eZlt7NnjfFD3wIEDJMVdon1QJE19g3BVqXFRqQh19aB/VCz67Gxem/tSsTGYDQbujK5DU99LeGm346E5gKd2F1EeB7kjOoIAnSvJyY5XRgtRU7331kLqFdN3/XLNrF+/nuSkJDzUzsc+XC12Ll++TGpq8WUj7TYlcXFxhR5TqVT4+fmh0RRt38fHhy1b1jH8rtrUqn2B8PDLRNW6wJChYWze/CsBAQHXeIVClI1SqcTX1xetVouLiwubNq3l/lFNqR19gfCIeKKi4nD3KP6e147K4f1gcZZ//TW1XYsm9S/lZmGwWugVUhvfK/e7rio1TXVeKE6c57mZz5SofavJXJCoTMjLJsLdy+F5WqWK3JS0Um/RIISoOGXKKHTt2rXQvg01xUcffIi7QkFT36Aix+p6+hKsdS3xG6UQ/2VGoxGdzhvni7Q9yMuTUiWVKTTUF4vFSka68xJUlUXr4YlSrcFNZSPoSmnasspMTCKwVmTFBCbEf0hsbCz9B7TDy+vfs06tBAZd4IUXnq7Q5EdmZiZd27Xn02deIOviJRp5Ox7k8NRo8bCBh6Zw6Vc/nQv1jTB7xswiz3nkkYc5cmQXhw79zrFjf7Jr1yZ69uxernhPnDgHOEvAuHD0qOOSthVh7qznaGzV4KYqPHikUSq5WePBjClPVtq1xfXtww/fIjwiDig8AKPTpdOypU+l7q1anLcXvEEdipZrDnBx5c7oGDpG+dPr9pvoHxlGl9DwQguIVQoF3cNj2J2SX/IqWOtKQFoO7779tsNrrV79Gzarj5NIFKSmWrh0qWj5TZvNxh0DBzH3oQkEnb5Ms0wL7DjIQ4OG8vyzs0r5ioUomVWrVnM53vkeBqmpnrz33sflusb3336LV3oW/pqin1k3u/jw5suvXLMc3rTHJ2PMzKSVvw9jYmsxtn4Eg2pFYLMaOLNnHxs3biz2+WePHiHQ5RIq5b9XPxvw0Owh0tejRo7fCFGcrVu3kn3qHGHaopPUmuq8+Gbpp+Tl5fHmK/Opp3J12IZGqUSTncfRo0f5eMkX2GzOFjgouHwpj9On8+9f3d3d+eCDtzl5cg/796/j5MldrFjxHVFR/0zknTPnGWLr5wL/XhmdTb1YPfPnzy3DqxbCOTc3N9599y1OndrLgQO/ceLkTnbv3kqTpmrU6n8n7/SAs8nrKpISc0r9ufPeoncISMsmWFu4v3motbhm5jD5nlFYt++nWaaFoNPxzBv/KEP69S/R6kqAr5YupY5LfkL0QFoSbQLC8PzXd16VQsGtOm+eeWpqqWIXQlSsMiUsv/32W6ZOLdp5p0yZwrJly8od1PXKYDDw5P8eo56bFwOj6tPKP5QW/iH0j4ylqXcAr859kdRU2X9F3PhUKhVWqwloStG6eWqgIe7ujm/qRcUID/cnNUVf4v0AKpKrX/7qTp3SQnCQT7naykxMJii6VgVEJcR/y+TJ/yM42FlpNjuBQSa6detWode0WCws+/pr2tzUAsuJs9T+12orX60LrXCl/+090Ow/QXu1Jy1V7rRXe6LZf5K+XW8nJaXwYOjChQuY++IYGjRMIDziEuERcbRslc2nn77G3XffVeZYJ09+mvjLoRS9VVVy+XIoU6YUTZxWlPj4eO7s25+6qbm01njSQOdJC40nLXIVjL/7Pg4fPlxp1xbXr9DQUMIjvMDJXpHuHilMnPhQ1QZ1xbFjx9j562800XkVzBwPcXVjaK1Qwt33odXuJDTsIjrdVpr6JDEqui4NXTxp5eLDkNA62PTZBBttdFR7kbVlF326dnO66mz+/Dc4f94bHCRIk5MjmTWr+AHUjRs3Mqz/QLp36MiD90p/EpUrLS2NNas3kZNTdJKOxeLJ8WOZbNu2rVzXsFgs9O/eE5cjZ2ir9qKBzpNmWk86KNx5f86LfPnZ59dsw2oxE+hmxtdlJ2rVX6iVu3FRb6G2ezxa+7VLkLdo3giV0tE+nQAmTMYU/K7cvwsh/jG0/wCyt++lvdqThi6eNNF60lHpycr3PmL+i/krm7dv3865Hbupr/MsNPLhrtbQTuvN5EcmAPDGGws5d9YVRxPuMjJqMXPmCwAFK9ZGjW52ZcVa/srJvv18+eOPVQVJy549u6BUZjiJXE+nTrdU0H8FIUCn07Fp01oeHNPin7/LqAs0bBSGVutoK4BzQH3g36uDFSQlRTB9+nOljsFgMNCn6+1kbd5JR1X+99B2ai+CziZwR59+/Prrr4y9fxTdO3RkWP8Bpa7O8fFHi9FdTCLKxQOD1cLay2foGBxF97AYWvqF0FLnxc1mDU+OeZjtW8t3byCEKJ9S7WH5t86dOzN79uwij//yyy9MmTKl3EFdz7747DMuX7zI9OdnE1m7Fna7gvgTJ1nw0jx++uHH6g5PiCrh7u6Oh6caiANuBlKBXMCT/FlWx/DxlVVzlSkszI/U1OopB+vmmz/gYc7OLvcKy4zERGq3aFYBUQnx3xIZGQ44L0Pn4WEnLKxy9gK2Wq0M7NWH6c88Q78hg7CqVajtcGTvAQY8MYVLly5xzx13otPp8PX1JT093WFJn+joaIYO7Yq3d9y/r0Bg0HnmzHmaZcu+L9O+focPH2bEiPF88MGbBARa8fWB9AxITlIyZsxDHD16tEyvvaROnz5N946dqF27NrVr1yY+Pp7jx2Wv3ZosKCgIrba4v2VrtU7WmjzxUUY9MJoxEyagcnelWXgIrpq/+PfGlSpVPCqrgt8/+JpffvmFgwcP4ubmhpeXF6mpqdfsr6mpqXTvPohvv/2UiIgAAgJsZOfYSU7SMmfOfH744edKfJVClN748Y9hNr9G//5dCQkxo1JDQoKavXtOMWLEqAq5hl6v564hQwkICKBx48ZkZ2ezZ8+eEk8sXLToVfz9TwKF66FrtPF06BhDx44d2bx5s9Pn63SaIs+9mgID/v7+pKUVX7JSiJrGaDQy9v5ReHt7c9NNN2E0Gtm1a1eRFVsP3HMfj0ycyL0PPgAuWlRA3Kkz3PfUVI4cOQLkvw907dqf7777jKgoPwIDbeTmQVKihnnzXufLL78GYOLER2jcRIla/e/+mEut2om8994b9OkzBLWm+D32NBoFCoWiWiYwixvPhAnjaNJUhVr97+SkjaK7SkJ+tZEjmM2t0esv4OdrJSsbkpM0PP30bNau/a1McWRnZzN+zFg0Gg3+/v7o9foK20vSbDbTv0dPZsyaRe+BA7DYFWQnJnHmyDGWffElx44dk4l0QlwnypSw9PDwwGQqOtPPbDbj5eW4BvSN5Pfff+f3jr+jUqlQKBSyj5GocXJzc9GoPYCUKz9+gA5IBE4AStzdbvz3guoUGuZfbftXuvr6YTWbycrMJCi47HtYAmQkJOHq6YGHny/ZaekVFKEQ17/9+w/To2cXVKoMh8fT0xQcP36i0q5vNpt5/tlnef7ZZ9FqtQ7v64xGIwkJCU7beOyxRwgJdbZKFIKCDPTs2ZOVK8u2v/emTZtp0KAlt956K5GRkcTFxbF9+/YytVVW586d49y5c1V6TXF9unDhAnl5RVcV/kNLUlL1Vlr5ZMnHfLLkYxo2bMiGDZ/jGuK4RJanVzI9enRi/vz5QP59XWkGg86cOUOrVh1o0qQJDRs2JDU1lT/++KPEJbmEqEp2u52JEyfz9NOe3HbbbWi1WrZu3Up8fHyFXyslJYU//vijVM9p2rQpgUFKnCUcfX1TmTp1UrEJy/R0PfmrXBxPODCatJXyeoW4UWRmZrJp06Ziz3ln4ULeWbgQjUaDxWJxmCi8cOECbdp0pmHDhjRp0oT09HQ2btxYaMzw3nvvcLJiDSCPRo1jcHFxwZBX/GeqwWCTZKWoMPfffxdaraP7WDug4t8T4PJlc/nSJe644yGio6NJTk5m06ZN2GzOJ9CUlNlsLvZ7aFmZTCZmzZjBrBkznH4HFkJUvzIlLA8dOsTw4cOZM2dOocfvuuuugtlFNYF8KRc1lZubG0ajEbXGn/zVlf+eHRhBpt75ILYov/Bwf86crp6BB1c/f4x6PZm2HEJDy1deKiMhCYDA2lGSsBQ1yptvLuK++4cQFpbh4KiaxERFucvUlVRZv6jVqhVBcatE3dxtV1aSls/27durPFEpxL+lp6dz9MgFIiM9gaL7R6elBTJ37uNVH5gDfn5+uLgUN6HSjK9v+SYcQf53wkOHDpW7HSGqQlZWFitWrKjuMIoIDg7Gza24cQUjgYH+xbbx8stv0qzZHLx9Ljs46sn+fSfIzs4uV5xCiHwlqRxy9OhRp9VAtNri96hXqyx4eXnx6affMGvWUHQuyUXOMZn8+e676+/9TPx35f9dOkqAxwNRwNkiR6xWT7Zs2cWuXfk//zWSrBTi+lWmPSznzJnDM888wyeffMJ9993Hfffdx9KlS5kxY0aRJKYQ4saTlZVFcnIqEA2EXHVESf7NjC8J8YnVEltNERbmR0pq9SSFXX39MGbrSU/LIricJWH1ScnYbTYCo6SEsKhZEhMTeXHuQpKTapG/Qv1vnsTFRXL33WOrK7QSO3DgMFarh9PjGRkqjhw5VoURCVG57rtvLCeO+2Kz+l71qJrMjDCWf7+t1CurKsvZs2fJyfn3nkJXcyUuzlFiQwhR1c6cOUOWvrh55O6cPl10oPhqq1evZsWKvej1oeSvhMlntfpx7Kgno0ePq5hghRDllpVloLihWJNJTXp6Oq+++jrbt2dgyAuCgt0zFRgNgezZbeC5516oinBFDZGVlcfVnx//iAc8sNliuPrv1mL258hhVyZMuD4m6wkhbixlSliuWLGCQYMGUbduXd555x1ee+01IiIiuP322/npp58qOkYhxHXGbrezdu0fWCynyR9obw20BFoAVnJz43nvvU+qM8QbmlarJiDAi9SUaioJ6+ePKTuLtLRs/P28UGuKnyVaHKvFgj4llcDakrAUNc8777xP//5j+G2dgRPHQzh+LIRPl56gY4c+7N27t7rDu6aFC98jMcHZKi0VSYmq6yaBI0RFSEpK4tZbu/Dqq79z9EgwJ46H8Nd2HQ888DwPPTShusMrcPnyZc6dSwVcHB5PSQnghRfmV21QQgiHzpw5Q1xcFoUnL/0jKdGvRP31vvvGMHbMPHbucOPE8RCOHA5m3ktrufXWLrJ3pRDXkbfeep/s7CCHx6xWL7Zs2YXZbMZisdC9ez+mTPmY/ft8OXE8hIMH/Jk+/Qs6d+4pq8NEhXrjjXfJygpweMxqPcdf25PYs9uTE8dDOHwoiOef/5l27bqil8pqQohKoMDxmu8azdPTE71ej5eXF1lZ1ZMQEOJ65+7uzqZNa2nSVIlGYyf/S3YeuTlatmyJp0+fwRVSu/5aamJ/jYoK5Nz5JTz15BJ27jxZ5dfv8eJrJB0+gGv6BcY/0pd77nmVy5fKvm9X38kT0Cel8MmkaRUYpbge1cT+ejUXFxe6deuGp6cne/bs4cSJytujsqo89NCDzJnzGIFBCYDxyqMeXIwLYNiwB9mxY0d1hifK4Ubrr9HR0bRp04bc3Fw2bNhATk7Rsq43ksjISH7/fSW1ozNRKjOvPKomPT2Yzz5dz6RJT1ZrfKJi3Wj9taaJiYnht99+onZ0OvB3f9WQlhbMB+//zNNPz6qwa0VERNCuXTtMJhMbNmyQweYqJn1VKBQKfvxxGV271sLdwwS4AkYsZjh6VEmHDt3lb+M6UZP6q0KhYPnyr+l2ewweHkn8va+yxeLP0SNKOnbsUWGfFy1btiQ2Npbk5GQ2btwo260JIYoo0x6WAN7e3gwbNoyYmBheffVV0tPTadGiBYmJiVy+LCWGhLjR5eTkMG/eAt555zV8fHNRqXKwWALJzFQyY8b4KklW1lRhYfn7RianVP0Ag1KtxsXLC2OWnrz0/L1wQkJ8y5WwzExIIrhOdEWFKMR16emnn2Ls2LsJCjah09lJTlJx5kw6Q4feQ0JCQnWHV2YffLCYvXsPMHfuM9SqFYbdbmf37oPMnPkAZ88WX8JOiKrg5+fH999/Qf36wQQFWzCbFSQkzOHrr35m+vRnqzu8ShMXF8ett3bjmWem0b17Z1QqSE3V88ILM1m9enV1hyeEuMqZM2do2/Z2nn12Ol27tkephOTkDJ5//inWrl1XIdfw9PTkm28+pVmz2oSEmrFaFMTHP8fKlb8zceJk7HaZxy5EVbDb7cyc+TyrV3+HzkWBWp2JzepFVpYnr7329A2fGBPXJ7vdzpAhd3HfffcwceJDeHm5YjJZ+fbbn3n11TcqZKJfo0aN+PrrJYSEqgkIsJOVZSc5Scszz7zEV199UwGvQghxoyhTwrJp06b89ttvZGZmUrt2bT766CPS09MZPHgwtWrV4v7776/oOIUQ15mOHTuwcOFz+Acc4u+F2mp1AqFhan74YSmdOvXj3Llz1RrjjSo83B+A1GpIWLr65O/bZczKIic9G7vdVu59LDMSk2jUuT0KpRK7JLrFDeiJJx5jypQ78fG9UPBYcAgEh7ixYcMqWrRoh9FoLKaF69vOnTvp0WNAdYchRBEqlYoNG1bTpGkOSuUlAHQ6qFULxo/vidVqZebM2dUcZeVJSUnhscemVHcYQogSSExMZMKESZXW/tq1P9P6ZgUq1UUAlFqIqgX33X8LCsXrlXptIcQ/wsLCWLnyK8IjzgJmAJQq8PVT8Mr8qcTHJ7Bu3frqDVLUSHa7naVLP2Pp0s8qvO3Q0FBWr15GVK2L/P137+mZ//PGGzPIyMhgzZpfK/y6Qoj/pjLtYblgwQI++eQTYmNjMRgMBY+vWbOGTp06VVhwQojr1yuvzCEo+CJFq0pbiIhMZu7cG3fVQnWLiAggL890ZWP0quXql58sNWbrsVitZGbmEhLiW642M+ITUWu1+IWFVkSIQlxX1Go1jzzyAD6+8Q6O5lK7ton77runyuMSoiYYPHggMTEKlMrcIse8vJO4++4huLg43udRCCFuFJ07dyY21gOVqujKLQ+PVPr1uw0fH5+qD0yIGmj27BlERqXyd9LmH3aCgi7y0kvPVUNUQlSuZ5+dTlStNIr+3UNgUJyMHwohCilTwvLmm2/m/fffL/L4pUuXCAkJKXdQQojrm06nIzzcD7CQv1A7CqgHhJH/tpJN69Y3VWOEN7aIiABSkjOvfWIlcPXNL0drvFKqJi0ti5DQciYsExIBCIyOKl9wQlyHWrVqhbeP89WTLq5pjBo1wulxV1dXHnhgFK+//goTJozD09OzMsIU4oY0duz9eHimOT0eEGikY8eOVRJLeHg4M2ZMZcGCefTr1w+lskxfw4QQ/2EtW7Zk3rw5zJs3h+bNm1fZdceNG42vn/PvDqFhJnr16lVl8QhRk7VvfzPgrFKSleBgD7y8vAoecXNzY+zYB3n99VcYN+4hPDw8qiROISpSp0638s8ezf9mIzDQFV/f8o0rVQWtVsvdd49gwYKXmTRpIn5+ftUdkhA3pDKVhDUYDIU+QP9Wv359kpOTyx2UEOL6plarQWEjP1EZCFwEMgBPoDVwDoVC9kGpLGHhftWyfyXkJyxN2dnYr2yMnpaWTVho+W7SstMzMBuNBNaK4tjmbRURphDXDa1Wi7rYuy1b/nuqA3feOYxXXplFcHAOOhcjZnMnnpo6gfmvvMPbb79bKfEKcSPJXz1ZdCb33zSa/ElYlUmhULBkyXt0796GkNBclEoLDzzYlcSEOQwZcg+HDx+u1OsLIaqfj48Pq1Z9T9163gQG5ldIGT26NydOpNOv3zAyMyt3IqKLiw6wOj2uVoObm2ulxiCEyKdQXOsEG1qtFoB77hnB3LlPExScg05nxGTsyPTpE5k79w0++GBx5QcrRAW51vig4qq/++tV9+7deP/91wkOzsPVzYDFomHy5DEsXryM2bPnVnd4QtxQyjS196effuLZZ58tGGCz2+1ERkYyb948vv/++woNUAhx/cnJyUGBO+AO7AYSyZ8leAnYCYSj1/9392O73kVGBpCaWl0JS1+MWf9cOy1VX+4VltjtZCQkERRdq5zRCXH9OXDgAJkZf3/5cgeakD+xoxXQEpu1Fps2FU3Ut2zZkjffnEVUrfPoXJIBPRpNMpGR53h21kP07du7yl6DEP9Va9b8htnsfFJNcpKGXbt2Vci1oqOjWbbsM06e3MOpU3vYvv13+vXrw/z5LzLsjmaEhV9EqUwD9Hh5JVIvNpEVK77C29u7Qq4vhLh+rVr1PbfcqiAwMJ78SZ4ZBAbF07admpUrv6uQaygUCh56aAz792/j9Ok9HD++m0WLXsff35+VK9eSl+f8vSYhQc2mTZsrJA4hRPHi4hIA55OlcnMUpKam0rZtW159bTqRUefQ6fK/C2h1KURGnWPOC49y++3dSn1tPz8/Fi58jePHd3P69B7279/GuHEPobhmFlWI8jl//jLgfBuG3Fw1SUlJVRdQCSmVSv73v/EcO7aX1au/pHZ0HK5uSYAetTqViMgLPProYEaPvr+6QxXihlKmhOWUKVMIDAwkKSkJV1dX/vjjD06fPk12djYzZswocTvTpk1jx44d6PV6EhMT+eGHH4iNjS10zscff4zdbi/0s23btVfgeHt78/bbb3P58mXy8vI4cuQIvXvL4J4QFUWpVADHHRyxA0cxm52vaBDlExERQHJ1lYT188eYk13we2paNv5+Xmi1mnK1m5koCUtxY8rMzOTPP/diMYcBDYEzwC7yJ3scADyxWouuepg37zmCQ+Ipuk8wBATE89xz0ys1biFuBO+88z4J8d44+spjtXiyb98pEhISyn2d5s2b88emFQy7I5w6dS8RU+cSbW4xsHTpizz44Ejc3VMcPMtMREQWEyY8XO7rCyGuX61ataJePW+Uypwix5TKbGJjfbnppvJvpfH991/x2msP0bRZGtExl6gXe5mHx7Vi27b1/PbbBhLi3XBUYMtmc+fE8SROnTpV7hiEENc2Y8YckpMdb6WVlRXIkiVfYLfbeemlWQQFxTs8LzDwMnPmlHzsFSAoKIht29Yz/pGbqRd7meiYSzRtlsr8V8fw44/fSNJSVKqZM18gOSnY4bHsrECWLv0Ku/36qtKmVCpZtWo5L788itj63qjUhwFbkfN8/RJ48smJVR+gEDewMiUss7Ky6NixI0OHDmXatGm8/fbb9OrVi86dO5Obm1vidjp37syiRYu49dZb6d69O2q1mrVr1+Lm5lbovDVr1hASElLw06dPn2Lb1Wg0rFu3jtq1azNs2DDq16/P2LFjuXTpUllerhDiX1xdXfH21uDowzqfgZiYiKoMqcZQKBSEhvqRnFw9Kyzd/PwxXbXCMjUt/9+DQ3zK1W56fKIkLMUNa/TocZhMEcBe4Or7JAtK1SHuu28AUVGF93DNfw91tlLdStOmdZk0aSKurlLCTQhn9Ho9I0eO5cL5WpiM/uQP1ruQkRHC7t0wYsToMrXr4+PDrFkz2L17M3v2bGH9hhVERMQBVyckLPj6ZePp5fy7kVqTxsCBxX+vEUJcH26//XZ++20le/du4Y8/fmXgwAElGuAfPnwwAYHO3wcCg/K4884h5Ypt8OBBdOtWF3ePRK7+fqZUZlK3XhrvvvsGgwbdzbmzERgMAeS/F+rQZwZzYL8Lgwc730tbCFGxdu7cyQtz3iX+cm1sNh9ABXiQnBTBTz8e4uWXXwMgKioYMDlpxUJYWEDBb0qlkqFDB7Np06/s3buFtWt/5rbbbiv0jMWLF1EvNh2l8uqJz3bc3RO5rUs0Q4cOrrgXKcS/7N69m+eee5vLl2tjtXrzz999OCtWHGHu3JfL3Hbbtm1ZvXo5e/du4c8/f2PEiOGoVKpyx3zPPSPp0CHsyopKFwrf51/NjpeXguBgxwlZIUTplWoPyzZt2uDn58cvv/wCwO+//05kZCSzZ8/Gzc2NH3/8kYkTJ2IyOftQLezfKx5Hjx5NcnIyrVq1YvPmf0qSGI1GEhMTSxznAw88gJ+fH+3atcNisQBw4cKFEj9fCFE8pVKJTld8fXlvb88qiqZmCQjwQqfTkFJdKyx9/Ug6dqTg97TULABCQ/yIu1D2PYwzEhLwCvDHxcMdQ7azG0Eh/ptatGiB0RiHm7vj/aNCQjN5+eU5jBhR8lIyWp2dl+bdzdix99O5cy9SUhyt4BJC/PnnVho3voWxYx+gV69u5OSk884781i/fn2Z2qtTpw5r1/5AZFQWanUa4AUYAIvD85XK62u2uBCi9L744mN6926Gj28KkA6oad78WbZufYC+fYdgszmbxFlyvr6+PPXU4/Tr1wOlUsGlS4nMmvVSiapLPfHEBDy9nN2H59C4cTTnz5+nUaObGT36fgYM6IXRaOSDD95gzZo1192qFiEqQmxsLHPmzKRJk1jsdgU7duzluedevC7GBhcufJfvvvuRyZMn0qxZYy5fvsCrry4s077WKpWKX375iTa3BOPp+fd7lI5WrRew4ufdjBo1Fg8PD5o1iwUcv3ZPz2QmT57Ad98tL9frEqI47777AcuX/8TkyRNp3rwpKhX4++to3rwRe/f+ydKlX/Puux9gNJZ8e6m33nqVESO74e+fTP7fvopmzSYzYcJYunXrW6q2/m3ixLG4e5R9jEsIUXalWmH53HPP0axZs4LfmzRpwocffsi6deuYN28e/fv3Z/r0spco+3sPl7S0tEKP33bbbSQmJnL8+HE++OADAgMDi21nwIABbNu2jUWLFpGQkMDBgweZPn06SmWZFpQKIf5FpVKhULgCGiAGuJn8PdluBqIAV+x26W+VITzcH6BaVlhq3T1QabWF9rDMzMjBYrUSGla+fSzT4/MnpQTWllWW4sYTExODr/Nt9IAshgzpzSOP/FMa8uzZSzjf30YFKNDpcmnYKJCzZw+xe/cWJk2aWFClQqvVctddw5k7dzZjxjyAu7u7w5YCAwOJjY0tUt2iqtWuXZuvvvqEEyd2c/LkbrZsWUe3bl2rNSZx48jJyeGNNxbSq9cghg4dWeZkJcDy5V8QHRN/JVkJ4AZkOTk7Ewgif8/aVuTfKzXg775tMfvx889rir2eQqGgf//+bNz4C3v2bOHXX3+ic+fOZYrdy8uL2NhYfHx8yvR8IWqiUaPuo1//Jvj4Xuaf1U4WPL3i6dQpmKeffqrY53/zzQ+kJLuRP7mhGf+8HzQDvEhOcmXTpq3s2LGRJ5/sSeMmbjRs5MHt3UP56ef3CtpXKBQMHDiALVvWc/jwbn77bVXBe4GXlwfOJk0AaLUmgoODMRgMvPvu+/TuPZhBg+5i9erVkqwUN6QBA/qxceNy7rgzgoaNkmnUOIlRoxvy55+radv21kq99j33jGT37s2cOrWb48d389Zbr+Hv71/kvPj4eGbPfpGJE59kypQZRZKVcXFJgLNJ4mri41MBeO65mbRv74enZwL/vA+Y8PW9xKDBLbjrruEEBwej0Ra3sMSKl1fR7wohISHUq1cPnc75nptClEZiYiJTp84kJSWN1q2DuKl5Jg0bJXNT83TmvTySrVs3OP3e+m89e/bg7nu64u9/kX8qE9lw91Bwyy3R/PrrCry8vArOd3d3p169eg77I8Att9zCypXfsWfPFrZsWUdoaBD/VC0wAI7iyl8pmpOjJDEx8cp+0g+yb99WTp3azbFju3j55RcKxSGEuDYFjjZHcuLy5cv079+f3bt3A/DCCy/QuXNnOnbsCMCwYcOYPXs2jRs3LlMwP/30E76+vnTq1KngsTvvvJPs7GzOnz9PdHQ0c+bMQa1W06pVK6crOY8ePUrt2rX54osveOedd6hXrx6LFi3izTffZM6cOUXO12q1hT6APT09uXTpEl5eXmRlORuAEKLmUqlUGI2pKFWQv4/l35tjK4AIIBqL2Y5W61Ph167p/bV//zb89PMzDBv6IqmpVft6vSOi6DztGfZ/9SnZSf+sep8+/U7+2HiQd99dXea21TodD733Ol8+/Ty7VxQ/eCv+O2p6f/1bp06d+Onn1/D2drZXnicQRvxlEzff3IPLly/TsmVLVq1aSnDIeYreqjW+8pgf+SVmcwBXbDYNZ04nMXv2y7zwwjSCgnJxdTNhMmlITHDnlVcWsWjRewC0bNmSd955jfAIb9RqCwaDlr+2H2Ds2AlV/v+mRYsW/PTTZ0REJgN/75GrITU1hNcXfMmLL75SpfHUVNJfr61169asWfMe/gFX7ynlQ35S8oSDZ9QjfyDjJPD3Cmsv8pOWxzl/zpfmzTuQmem4aoJKpWLlyu9p2y4cL68U8gcitaSnBbBixR5GjRpborjDw8NZsuQdGjSIQqszYzZpOHnyMqNHj78uVpqI0pP+WnX27PmT5i0ycLYVxskT4dSv37LYNo4d20dsbAAojpI/6AngAvZGHDuWSFpaGu3ax5BfAOsyYAb8AX9SktPp3Hkw77+/kLZtm6JSm4A8wB2zSc0PP6yldu0I2tyS6zTGi3ERNGvWhYyMjGu+XqVSSbNmzdBqtRw6dKhUW/6IoqSvVj03NzeOHt1BZNQ5it5Dqzh9Kpz69VtUyMrof/v88yX0698UL68k/u6PNps3Z0570blzb+Lj8+8f/Pz8WLz4HVq0aIBOZ8JiUXP+fCpjxz7K0aNHAWjXrh2/b/wGjWZfketYzM3o2/dB1q37jRMn9lK33kUnEanYvcuDbt36cejQJiIi45ycp2TXTg/atMmfBNG5c2def/1FgoJcUaktGPK0bNiwjUcemVSuFWvXO+mvJRccHEx0dDTJycmcPn26VM8dOnQwi5fMwMur6B6tVos3n39+lNGjr73H+6ZNv9Kho538z0zI/25cF0gA9NjtLly6qGPJkm9p2rQRrVo1LOhvFy6k8dBDjxVMFHj99Ve4594eV1ZqGgAVNuvNKFV/kf8+4k7+/fte8vu2BqgPaLHZ8sjMsHLsWBwms5XWrX2u7F9/5T3A6suxYzo6duxBenp6qf5bCVFTlWoJlK+vb6HSrJ07dy4oDwv5tdgjIyPLFMjbb79Ns2bNGDGi8P4Jy5YtY/Xq1Rw+fJiVK1fSu3dvYmNj6du3r9O2lEolSUlJPPTQQ+zZs4dvvvmGuXPnMn78eIfnT58+Hb1eX/Aje10KUTx3d3eUSjVwiH+SlZD/QR4HnEOlKlXF6RKr6f01MjIAs9lCWlr2tU+uYK5++UvEjNmFb9ZTU/WEhTuepVZSFqMRfUqq7GN5g6np/fVvmzdvJjlJjfPbrtrARYJD0pgy5TEA9uzZw+uvL8VkbIPdHkF+kiOE/BVaJvIHMncDe8ifOLIPpfIQdeuFsnjxW9Sqff7KfhsZaLXJREadY9Zz4+jfvx8tW7bk558/o80tRsLDLxEcnEitWnEMHRbF5s3rcHFxqdT/Hv/22WfvXxlAufp9zYy/fxz/+989Rfb3FJVD+uu1tW7dEv8AR6Wdgynav73IXxlxjH+SlQB6YB+GvEb063eX02QlwIwZU+nUOQgvr3+tmvC7zKBBzRk58tr7zgUFBfHHH2vo3sODyKiLBAcnEhF5kS5dtWzcuIqwsLBrtiGuP9Jfq463twvOEoEArq5KtFrnW2W4urri5qYBxT7+SVaS/++KvXh7u3PTTfWBDGA/kHzl308D+wgI9Gf58q9o3/4mVOr9wD7yP/f3oNEeZtiwPhw7dgab1dk4jAtJSTklSlY++ugEjh/fw7p1H7Lml7c5fHgrH3zwNmp15Xyvqwmkr1a9+++/l6DgLByvzbASFGSkd+9eFX7d7t2706fPTVc+s/+9l2wqS5e+D4CHhwebN6+l/4AgomrFERySSHjEJdq1t/Hrr99Rv359APr164NaZSW/ilUo+fcVoUBrVCobgwcPxMPDAxfX4tagWPHxcUev13PixEXy9+ErKjc3gHfeWQxAt25d+OrrRTRvkUnY398Tasdxzz2N2bBhTYXsDXi9kv56baGhoWzYsJpdu39h9Zo32bJlGfv3b6Ndu7YlbmPKlIlXkvpFqdT/Z+++w6OougAO/3Y3u5vee6cX6b13EERBQUWKCnax4SdW7L0XELsCoiJYAAFRmiAiHekd0nvvyWbL98fQQnZDQsom4bzPk0fJTO6cCdydcu49N4eBA3uh1Wov2Y6fnxfnk5XOKNXfdqGUPs5GpUomNCyeWbNmMPb6oDL9rXcfI3/8sYS2bdsyYsRwbrt9GD4+cZy/TptQaxKwWM7eJxcA0SjP4uFAVyyWGGAPavURvLyP07uPD/37h+Dicn7AAoBak0XrNvl89tnsSv+OhLjSVSlhmZKSQpMmTQDQarV06dKlzJoKbm5ulJaW2vpxm2bPns2YMWMYPHjwJS8IycnJxMTE0KJFC5v7JCUlcfz48TIjpo4cOUJQUJDVD7033ngDd3f3c18hISFVPgchriTKQ7kR5eVyK5Sb6C5n/tsMSEClqvkRiyD9NTzcj9TUHLuUb3Ly9sFUWkrpRSOt0zPyzpWqrY7s5BQCmkZWux1Rf1zp/RXA19eXV199kdJSM8bSziijMc/yAXqjPGC1Rq1uxsBB/QBo1aoVDz00FZ3+P1SqUJRkpRblRaX3mf8WXXS0IuAQOj1YeyHh65vIiy8+xSefvEdwSBznH/AUGk0erVpbuOeeO6t51hVTq9XccMP1rF27gn37dtCkiQu2StkFBmXz+OMzajUeoWhs/bVjx478+OMCtm7dwIYNf7Bv33aio/cRHb2PTZv+pHfvyr9YASXpkJdXQEmJ6qItTVCSkp0pW7otHDhtozUD2dmxl5y5NGXKTTg5ZVjd5u6RyhNPPMxLLz3Hli3rWL9+FRMm3FwusfDGGy/RtFkWymzsCxUT2SSd999/o8IYRP3U2PprfWYyXdznyzKb1WXegbi7u5dJYE6adAt+fraSJxZ8fHJwdnYFElBma3dEea5qfmafaFq2bIpKvY/zJe/OKkCtOcINN4xGGTgReNF2Z6BDpRKOzzzzBC+8OI1mzePw8U3Gy+tMkuLWjvz228/n9hs0aBArV/7M1q0b+PTT2UREnB9sqNfree21lzh2bA/RMXs5efI/Pvnkoyu6DLX01brXvXsn9Hrb11c3dwNdunSs8eM+9dQMPL1srXdXSOvWYXh7ezNz5gxatCxBrS64aB8DoWEJfPLJ+wA8/PDdqNSHUAYnqlE+HzTAf6jUh5g67RaKi4uxmDWcn+118XsZNaYzY6buvPMBYqIDgWCUktRdgFYYSoLZvSuHhQu/B+DDD98iMDCGsoOtQKvLoX17V264Yezl/5LqOemvFfP09GTjxt8ZNFhHSEg8np6pBAQm0r5DFj/99CXdunWz+nPNmjXjq68+4d9/17N8+RKCgvy4+N/XhXT6Unx9fS8Zj9F44XU1EuV+/OL3kOFoHE6iVl88Q7aUkNB4PvnkfZ59diZeXtYSqPGolqp9ZQABAABJREFUVIFYzP5n/pyBkhD1wWKJQqW6sE1nIBy1OsZqrGp1Pj17dihXXtnBwYFZs57kyJFdZ66be5k37/NLLoUnRGNXpaFyf/zxB2+++SZPPvkk119/PYWFhWzevPnc9g4dOlR5KvicOXO44YYbGDRoENHR0Zfc39vbm7CwsHOlFKzZsmULkyZNQqVSnXup37JlSxITE60mVA0Gg83yskKI8pTR+MUoL+dOoIzyPSsA6ERF66hUx5XeX8PC/UhNzbbLsZ29fcqsX3lWRnouPbrbHkRSWdlJKQS2aFbtdkT9cSX3V41Gw4svPs9DD92Jq1s+avVpQAeWbqAyoLxYKAZ2cv7zUkubNq2ZPPkWbrttIiGhSSizKU+jPASdLePkgO018/JQHtTcKJ/QNBEQ4HHmeNZLR+n1GUydOpHZs+dezmlfkpubG3/9tZoWLbW4uWUCaiyWi+O8UB5t27aqlVhEWY2pv37++Ryuv6Effn6ZKAl+D5SXGEpfC4/QsnTp58yY8So//rikwramTJnM66+/gLu7EwZDEWqVD0oJ/LMlntUoM6JKgPYo/dMAuFK+D57n6WkhMjKSqKgoq9udnJxwdKooMk/atm1O26uuxsEhC9DQo8djPPPMYwwePIrMTGWNzYEDe2Grv0M+PXp0quggop5qTP21vtu48V+at+iAsibtxZw4cOA4KpWKWbOe5LbbJuDkZMFs0RB1OolHHnmSDh3aoncstvKzCp2+CIu5CGXWRjpwCOWzyhsleRmLSlWK7c+TLFxd9ajU/6K8sO2BMiBJg3KfcQAfH2/8/PxIS0ujc+fOjB59NcXFJSxe/DNxcXE4OTlxzz1T8PIq/6LV0TGbbt3C6NGjB6+88izdugfj5ZUJFNCzVyfGjl3JG298wueff82mTX/SuYsOrfb8IPR77u3CoEHr6dt32BVZCk/6at2Li0vEbG6PWm09aVlqcCAhwdYyDZfP19cLJaFhnaNTKSEhIdx443U4OFifXQYlNG8ehpOTE05Oas4nX8pP7NDrLJhMJk6eTCAsvBtKafqL3stYurN+/Q8AxMfHEx2dSFBwODrdMZT7FndKS8NZvvxbTCYTrVq1wtfvwuOW5eqWzkMP3cvPP/9a0a+iwZL+WrEnn/wfTZsVYO0ZMyg4no8+epO+fYeV2fLUUzN55JHbCAjMRHlO9cJkDESZrWidyehAbm75904X+/XXFbRqPerMuvJOlK3Wo0YZ+BMAbLb244CBJk1DKSo0cv6+/kIW4D8KCtqRkeGCRlOKyaTBywvcPVIu2C8CODvb01rf8Qdc8PBwJCIiguPHlWUkNBoNa9asoHdvT/SO53McTZu1oW/ftQwYMJLk5Jr/rBKiIajSDMtnn30Wk8nEpk2buPvuu7n77rvLJADvuOMO1qxZU+n25s6dy5QpU5g0aRJ5eXkEBAQQEBBwrhSZi4sL77zzDr169SIiIoKBAweyYsUK0tPTWbp06bl2FixYwOuvv37uz59++ik+Pj589NFHtGjRgmuuuYZnnnmGuXNr5+WbEFcatVqN8vL8KHDxg2cKytorly7hIKouPNyPtFTb5eNqk5OXt9WEZXpaDnq9Dh+f6i0knpWYjE9oCBopOyUauCFDBnPq1D6efmYc7h7RZ0ZQdwaMoDIB+5X/Zy9lB3eU4uh4gNdem0WbNk05X5ImFWU2pveZP9sekaowA9ZHparVGjQOFQ0osaDV1l6ppx9+mEfHTqW4uaWinHsJKpVzBT/hTEyMrfV2hChv2rTbuHlCL/z84lFeHASglLAv29f8A2J5441ny410vtDff69h/vx3CA3Lxt0jBl8/E1qdEYvZD2Vm5YVygSiU+6C9KMkN221rNB4VDsAsKSk5M2vCGgegOQ7aHWeSlQAmXFxTuapdPj///N0Fx6l4dpiDA6hUFe8jxJXs2Wdf5vQpT8pXLtARHxfEI488wdKlP/LUU2Np3iKekNAEwsJiGTBQxarfv8dsBmOp7ZKxxlI9yovWEygvcM9+VmWizOQIw3Kp677KjHLtPw3sQCktuwvls68IBwcjTZs2Zdu2jfz551e8/Mp1vP3OBLZuW85PP33P6NGjCQi0nVT19cth/vzP6D/AGy+vJM7P9MwhMCiaWc/ezzvvvEmnTnq02rIJG7U6m5at8vjgg7cqPgchasgXX3xDcpKrze3Jyc4sWfJTjR/XZAZloIB1Li5+pKam4uBQ8TVXozHi5uaGSlXx/bhK5YDFYiE3NxeLxfp7GQuxZGQoA5jeffcNevZ0Qac7yfk+nIuL60GefPJOOnfujJeXF3p9RZ83JlxdK7pvF43ZddddjUZja+BJKWHhPri5uZ37Tp8+ffjfY7cSEBjD+cG2xWgckrFYAmy0o+fkyQQKCi6egVzee+/N5tRJR5T1JS+kRplBrAyuqYhGY8RiqSg1YiY7J5OOHfvQvHlPmjTpQFLShQMIPFEGCu9FSXCqLtrWA+XdaTbuHtmsW/cLM2c+CsC0abfTo6c3esf0i46ZQ/MWmXz+uZSQFVeuKiUs09PTGTBgAF5eXnh5ebFs2bIy22+66SZeeumlSrc3ffp0PD092bRpE8nJyee+JkyYAIDJZKJ9+/YsX76c48ePs2DBAo4fP07v3r3Jzz8/ciI8PJygoKBzf46Pj2fEiBF0796d/fv3M3v2bD766CPefPPNqpyuEMKGmJizJUJsjXpKxnrZI1Fd4eH+pNhrhqWPDwYri82nZyjfq25Z2KykZDQOGnzDQ6vVjhD21KJFC75dOIfwiBjU6miUlweJKC8O3c/8uQvnZ0uW5x9QiKurGxCGkhTxAv5DKfXWFSVZUdHLDj3Ki9WLB46oSUvLo7ioogElOtLSamcGhL+/Px07NUOjuXD0ayZKMtb6+aSmePLOOx/VSjyicVGr1YwefQ2vv/4iHh4alJeGwSjr2FhjwT+giHHjbgCU2b8RERE4OSnTGt999w369A1ErdmNkoTMAk4Ce1GpnTCW+pGWFkppqQPni9YUoPRzC8qsRlvrMmswGt05evSozfMxm80cPnwK6+tNhaIkNsqP4larC2nVKpDIyEglogIDFX1eFBYa7VJmXoiGIjU1lcGDR7Npo5H4+FAy0v1JTAhh+zYdI0aMJzw8nH79m+LscvELRwPBwbEMGzaI5GTbyZO0NHcslhKsz+C0YLGcwmyyPfgB1BhLVZQtSV32s6G4RMeXX86hR08zvn6JKNfeNIKDE7j22ghmznwIvf7s54AjSknrSJTPM4BSwsODcHS0fn/g75/K1Km3oNNf/Ds4E6E6jwEDesrgCFEnEhIS+PnnteTkXJwQUZGZGcLcufPLvE+sKc5Obih9xxodep03OTk5ZGXlU1Fi02DQkpGRgcmkQUmEqFCeAZqgrGGpDB43mzWo1Wp69e6CSmV9QLNKlcQtt4zDwcGBMWOuxtHJeh/280/llVdmcerUKfLzbA+wAGdOn7Ze8lI0bI6Oyuw/d3fbg9AvNQhOrTbh4nI+efjSS0/j65tiZc84VKpwLBaPi76vJz4umPvum1GpmHNzcxkwYCR//pFLYaGK84nLUJTn73SUe3LbA+INJTp+/XUlRqO3jT20xMVmkJube272bWZm3gVtRqAMOALleeHsmpdOKDM8d6Hcs2ehUiURGlbAiy/O4LPP5jJ9+p04O1u/bkIBHTu2PPdcIsSVpkoJy7Nyc3PLrA95VlZWVpXWsFSpVFa/FixYAEBxcTEjR44kICAAvV5PZGQk06ZNIz6+bFmjwYMHM23atDLf27ZtG71798bJyYnmzZvzxhtvWI35cnl7e3PTTTcxYcIEAgMvXitCiMYtICCA8muoXMhCbZWEvZJpNGqCg73tN8PS24diKzMsMzOU74WE2LrJq5zMRGWmSUCzi2etCNFwvP76CwQHp2K9HMxRlNKURZQtWVOWo6MBd3c3lLKSOSgJva4oDzt7gTQsljAbPx2KkliJ5/wDkyIzI4hXX32brVv/w2S0/jCalenHq6++azO2S/H19eWmm27i5ptvxt/fv8y2jh074u1t7T7xNEop8QsTqSpycwL47bd/OXLkyGXHI64Mffr05tixPfzww4sEBCah3Id0RplpbHtktZNTKT17dmPdupUcPLSZf7f+zJEjW1m69EemTp1gYx0aAxCLWpPH99+t5YHpT5ORfnaNoxLOvkhUEgJ6lD55IR3QhfXrbZWnOu+hhx4nPi6I8oMPKi47FxBoomvXrgB8+eW3FBZaXwenqMiXb79dfMk4hLjSxcXFMXjwKO67dxYffvgbjzzyGn36DOHo0aM8+eQMvLxs9UcTfn4qFi1aQUZGKGVfv6jJSA9l6dI1mMy2S76pVFlkZWVhsVh/52A2R/D559+SmelvdbvJ6EZsTBrh4WDt81DvmEVkpA/p6XqgHdAS5T4lD+U+oisGQxAmU6bNGKEIvb7iV0sOWjPOzjIzq6HQaDQMGzaMyZMn21yXrj6bMeNx/tpwGoOhDyZje0ymjpSU9OKXn//l7bffr5Vjhob6oVyfL+6rjijlnQvp2bMn77wzm5wc6/21tNSTP//chMlkIi4uEeVepgfKfUAOSqKzG9CV5OR0XFxc8PKqOKERFOxLWFgYTs4VlTotIjIylLS0NI4ciaX8jDVFaqovL78ss6UbE3d3dxYtWsCRo9v4d+vPHDy4iY0b/6Bly5YAdOvWjcmTJzNs2LAzg1ptD3wtKXYgLe38Oq4hIf5Yf29oAv6juKg58XFNSEoMJC4ulE0bjQwbNo4TJ05Y+Rnr0tLSGDXqeoYMHkt6WjBKgt8fOFvFJIHyVVEUpaUebNiwhbfeeo/Tp5wo/+9eQ1JiGA899ESZ777xxodkZ5/tww4XnGM8Sv/3Qxn0c4zz7wQ8UfqyC84u8dx9dy+uatcCW+WXAbTaUry9q/eOTYiGSuruVZFGo+HjLz6nY59eZDg6YFHBQ0VGog8e5q5bb6O42HYpFSEaC6PRSNlRvBdTIR8vNS8oyBuNRk1KSnadH1uj1aF3daPEyloCpUYTmZl51Z5hWZyXT2FurpKwXPtXtdoSwl7at2+F9TUwQHkgKQVysVhcUamsJ1IsFlfUmmiUUZqgJD50KEm93eTk5GIo8cXPvxlKEtOE8gIjEiW5uQNwxWQKRKNxxWjUk5zsyqefLOSnn35h9eo/ad16DW3a+J0pQWMBdGRl+vHDD3+xYcOGKp+3Vqvlk6++4Koe3c/dHz1SZOTk3v3cM3UaJSUlFBYWUmpAyeWUkY4yyKU9JcUq0tNTycsz8vHHX/LJJ59XORZxZYmIiGDx4i8JCY2lbLnkRKA7yssH632tuEjLxEk34ud3ggtnPYeGtUBJTNqSglodiouLE1999TUajYpZsx4hIDAfrTYWi6UjcBqV6gDKyOueZ2JTAwbS0nJ45JGZlzy3kydPMnLkzcyb9wkhoX7o9UaKi7Q4Oprw8XXAVnlos0WHyaRsmz17LsOGDWbAwHDc3NI4+3mRn+/Htq3JvPXWe5eMQ4grXc9evfjo80/Jc9JRqNfQv8TIEy+9wPOPP4mPjxe2q86As7OZ1avXsm3bDp577gl8/VwAFWmpebz00vOkpaUzcVIfvLxstaAhKioad/cO6PSOKLPGzSjPWk0pKvTkuedewGJ5jslThuLtnYry+aWipMSXI4fNZGYm4X7xRJYL+PoWUlgYiVLW+sK19TIAF9SqzhQUROFWweoPFZfUA2OpmsJC62sKivrlxptv5skXnyddq8Kg0+BSbMSpoJh7b5vKwYMH7R1epXz00bsMGdIUne5flIShBY3GwPgb+3D69GO1cu1TqVUoFVGaoiQmSlCSOwaUtWnDcHZ25tdflzFmzGjGjOmCp1cayrOBmqIiXw7sL+LRR5XkyHff/cisWfejUu/ifPWqTCAei6Urv/76G6WlpWjU1ioxnKd1cKSoqAizzTLzirPzOyZPvpO///6Tps0c0enODsZwJD3Nj7kfL+LAgQNV/M2I+srZ2Zl//llLm7aFaDQX3gfr2bhxBYmZBrK1KgocHdAZTPhrncjPL8TVtfz66yUl3vz225pz958AFktFMzKNZGSm0K3b1Tg6OpKVlUWelWpelbVjxw6mTfsfc+e+TViYGpX6bJ9JRVlWpSXKNU7pb8XFvhzYX8xDDz1GUVERAwaMZOHCL2nTJhwnZwMGgwMpycXcd9809uzZU+ZYK1eu5NdfruGGcT3x8rrw2qeseQnNUJ7Jzw66PTvbcjdn791VatCqz86Ytp60LC3VnluTXogrjWQUquiL+fNw79GRrYa8MpMjAju05Melv3L9qGvsF5wQdURZc0mLMlMoB+UhQIcyGreU86VKRE0KD1dmSKSm1f0MS6czI7tKcq0fOy09h5Aw62vmVUVWYjIBTSOr3Y4Q9qLTVTSYA5QHmRRMxg44aFNQPitdUB5UlKSKShWMUj7mQgYgjsKCtvz80+9s3LiZr79+EZ2+I0qy8mwJylMAlJQ48esvG8nJyeL06Vi++Wb+uQee/Px8evcezF13TWPatMno9Q6kpmby6quP8ddflzdY4JvvFqLr1KbM/dEJIKhLWxYuWczNY69n27ZtZGbq8fC01kI2+fnx3HP3ByxfvpyioqLLikNceV5++VlCQtOxnrzbizITIdXKNhUWSzh+fkdQ+p87yrqxBtTqYiyWimYsWLCY1ezffwiAzz//ikWLljB16q20bt2CmJileHt78dBDd6PTW1Cri1ASoiaSk7x54YUPiIoq/7LHmsOHD9Oz5yBCQkIICAggPj6ejh07snjJa3h6WiuzBSXmIO6cfh/Lli3DYrEwZsyNjB9/A48+Oh13dxfy84uYPftdFi/+qUYr0AjRGLVo0YJPFs5niyGH0pLicxMp1CoVL8/+gLzY0ygjcawn4/LyHYiKimLjxhiWLl1+bt3ckhKlIY1GQ1amzmbCsqDAB5WqFJ1+L8qzVxeUwaFmIA4np1See+4pHnlkJr/+OpCXX36G4OBwiotL+PzzeXz11Tx++OEbKlquQ63RYjLlYv2zsoASw2mKi52x9WLVaPTin3920r+/r9WysGazO3//vV3KTzcAw0aM4H+vvczm4iwsJs4tp67Xa5j/yxLGDB5GYmKiXWO8lJCQEMbfOAx3j7MJmPOTCry9E5g+/Xbmzv28xsvCJiam0KyZA8q9+CmU+3MzZ/ueyeTKtm3bAJg69W5Gjryap556FB8fX4qLDXz++ecsWLDwXNW6Pn26o1Lvx1rfVan206VLOwBKSow4O5x9L3OxIPLy8klOTiY9rZjg4LN9uOz7G5PJm99++wNQlgLr3n0ADzxwLxMnjsfBQU1cXDIvvjiLHTt21NBvS9QHjzzyIK1amy9argOghMCgGEzuHdkUdfrcGL4jxbnc7N4EU44aD49ElH8/DuTl+rJnTwZPPDGrTCtr126iVeteqNXZVo6uITkpl9RUa9edy7Nq1e+sX7+Bw4d3EdlEw/lng6MoVVeuAjQYSrTMfOxZvvpq3rkyr6mpqVx99Vh8fHyIiIggPT2d2Fhby0rAXXdNZ8mS4Xz11ceEhHqjUp1NLJpRnoIvHOETiTLb8uJnlWSUSiwXH0cLeHPsWJw8E4srlgpZaK4cNzc3cnNzcXd3LzPCIyQkhMXr/2R7qfVRH511bsy4aRL79++vq1CFsAtXV1dyc6POLIlkRrlRKQJcUW58LVgsejRqm0OFa4yt/toYTZo0kO++n8k1o16gqKiimR81z6/NVfR+YAa7vvmcEitlYW+8sR9Bwd7cdUf11pobcOst+ISH8u4Nk6vVjqifroT+Gh19hPCIeC58OXKeCuhGfn4qa9ccYtSoATg6aYBslJca7ljMKlTqGKzP0lRx6GAA7dt3R6fTcezYbiIiYyh/K6ciLjaS1q2718lDTmRkJN/+sZKdNu6PumrduO/6Gzl69CgPP/wAz79wB97eZV92mc2uHNivp1u3/mVG5gr7aSj99dCh7bRpW9HLjh4oiYSjnC9XryM1NRgHjTvePmdfaBSiJB00KC8aWlN+4MBZfuRkhxIa2oqCAtslZ3U6HZMnT+Kee25Dp9Ny6NBRXn75LU6ePFm1k7yISqVi165/6NTZjEqVXWZbiak5e9J1lOQU8ejNk9m3b1+1jiUahobSXxui75YsprhjC3IM5cvaOWocaJ9npFWkE37+1tam1rN9m5bevQdXeIwHH7yPF1+6B2/vhDLfN5tdOHjQGU8PJ8IjbL84PXY0iD59hjN//ud06tQCJ2cDpaUOpKaU8NBDjxMcHMzXX8/ExdX6Z2VWZjs8PNNRq21ViHBkyz/QomUA/v6xlL3vcOTUST/69h3B8uWL6dxFf8GsLDCbPTl21Il+/YaTlVU7a2Q3JPW9r27cvpV9LmqMlvKJaX9HFzLW/M2MBx60Q2SV9/LLz/PMrBGo1db/vZUa/Lj//s/55pt5NXrc6667ll+Xvo9Gc8zKVmf27XWmc+felW7v9On/iGwSb3N7XGw4EREdOXhwJ22vCke5d7nwnAOAMNav283w4ddy9dXD+f6HuXh7u6E8pxSjrJFpIep0Dt269Zc+epH63l+ra//+bbRrn2Zze56hKwtOxlF6weA2B5WavhYn4k4eJjw8hLy8Aj744BNWrFhZbhCcn58f27evJ7JJMmVLw6pISYnklgkPsGnTpho+K5g06RY++/wxXF3LX9PMZjd+WhLDxIm318ixfH192b59PU2aplD2HNuhzOgsQBk8ae2ZQgV0wmJORaVOQHmX2hpwwGTMJz29kISEPO6773/s2mXrmUSIxkmmQFXBuJtuJFlne0p7vNrE5Kk186EnRH3m6up65mbEjFLy4ABwEmUmw0FAjckoa1jWtMjIALKz8us8WQng7OOL2WymJN/6jXpqWg4hwd6oVBUvxH4pmYlJ+EWEoXaouGSNEPVVVFQM0IYzIzou0hLQs2H9UfR6HWp1LLAT5QXDUWAHqPKxvTaI5Vwyz2Aw8OCDT5KUFIFSZuYsR5KTw3nssefrbETmTRNvqfD+KNHBwi23TgGU8pSvvDyPqNPh5OYEUFwUQEJCKOvW5jJo0ChJVooqu9Rlx2IpJjfHSGFBF5KTmhETHcbfmyzMeORVPDxcgMPAfpT7mP1n/twWKMJsDrLSogMmUwtmznyOgoICunfvzjvvvM6bb75Cx44dy+xpMBiYN28+vXsPoWvX/tx2293VTlYq52Thu0W/klzYinxDF4zmcAymJuQaerIrXce2tFR5LhENiqenJ4888iAfffQO06ZNxdGx4hKHdal52zZWk5UAxSYjeg8PfvhhDVmZwZQtYOVBdFQgkybdccljfPzxZ7z04pdEnQ4n54Jr4/p1+Yy+ZjxqdcUzoXU6NX///Sejr/UjLDweX99UgoIS6dgpmyVLPichIYGEBC3KurplGY3uxMSkoq7wzZCZ9PR0pt//PCdPhJCZGUhxcQBJScFs26ph8OBrSU1NZdCgkbzz9p8cPxZMbEwYp06G8tmnu+jTZ6gkQhoAT09PHNzdrCYrAVKLC+jep08dR1V1oaFBqNXW+yyAVmckJKTsOpM6nY6rrrqKFi1aXPZxV6xYybKlOzAam6EMflJYLN4kJ0UwcuT1l922LSqVildffYesrCSUdfO6o8zCVkrip6ak89RTLwCQlZWNCjXK+5uDKPc9/2GxnMJoNJ2baSauHI6OFRddVKsM6NRl38sYLWZKtGruuON+unbtz6BBI1m+/DerFTvS0tIYOnQsu3bqSU4Oprg4gIyMQI4fC+LOO2ZWOVmp0+m49dYpfPjh2zz22Ayb6zsuWrSYvzZEUZAfwIVpD5PJm6NHXLj//keqdNyKpKenM2zY9ezcoTt3jpkZAURHFZKVGUbF88QswF7y8r05fSqCUkN3lNnZe9A4HCcgMJ4uXQtYtnwBnTt3rrGYhWgIpCRsFTg6OmGqoIyJ0WzGSRaSF1eAlJQUVCpHlHXSSi/aWggcx2xuW/eBNXKRkf4kJdvnYd/Z2wdDbi7Y+AxMS81Br9fh6+tOWjVK1mYmJOGg1eIbFkpqVMxltyOEvaxfv5F+/cPRaLqhlIDMQ0koRqAkQFLp27cnrm4l6PTlR2CrVIdQXjIkUL7smh9NmwazbNlibrppCqtW/c6I4TG8/voLtGnTDLBw4kQMTz/9WJ1We3BycsJYQVnJ0ovujz766GPmzv2M3r174+Liwr59+86UGhei6o4cOUXrNgHYKseYmFDEqFE3llt3a/Hib9E4HKDsaGjO/PkwEEFubhDGUh2+fjlAKWazD8XFgdx15wOsXbuW7ds30qSpC76+RYCKadNGcfRoBtdee2Otj8RXazT8k5JKZkkx/k4umCxmEgtPn3tWKTWbcXSqqKytEPXDE0/8jwcfnEpgYD4OWgPFxf154YWZPProLJYuXW7v8GysLHXhdgtPPDGL9es3MWvWY/j4+GGxqNiwYQsvvvgaKSnWSzdfbM6cT/n00y/PXRv3799/rvSmwVDRyAw1er07IaFpqNUXl/UzERgUx4cfvsmoUePZuXMTnp75qDXJgAaTMZRTJ3O55ZYJbNiwmOAQ60coKPDkp5/m8euvy1i6dDk9evTA29ubY8eOcfr06XP7lZSU8NxzL/Hccy9V6pxF/aLVait83wXKv/f6bufOvUyc2Am9o/X7gtxcHXv2KNUHNBoN77//FtddNxwX1xLMZjU52Spef/0Dvv32uyof+6abpjBhwk0888xj+Ph6YCw18+uvK3nllTernLRPTEwnsomW8u9bADSkpuZgsVj48ccl3H77FIYN64FaE4VKVYTF4obZFMmSJd+ye/duAObMeQcv7xNcXJZSpcojIlLHAw/cy9tvv1/lcxYNj6+vLwsWfE54eARKKXDrA0ZNFmeKTOUnIpRaLJVYBkURFRVFjx4DadGiBc2bNyctLe2yZguOHDmCTz99Dz//ApydizGZ9DzyyDS++eYnXnzx1TL7WiwWrr9+AlOn3s5DD92Fm5sjpaUWfvllJW+//X6N36NHRUXRs+cgmjdvTosWLUhPT2fnzp2MHXsds2e/QUiIBbXGVul4C8lJGSxa9Cuznr2Gs0vEnGckODiOOXPeoV+/YTUatxD1mSQsq2D9mjVcPW0KtooyBKq0fLrq9zqNSQh7cHBwwGgqRqu2VvIQIIviYusPCOLyRTYJICUl2y7HdvbxodhKKdizziYpQ8N8q5mwVF7MBDZvKglL0SDNnfs59947hZDQPUAwEIaSADkAWFCrO+Pjmwc27ybAYklBpfKl7FpSGqAJrm7/cfXVwcyf/zmTJ9/BoUOHGDv25to7oUpYu/oP+k8Yj62UYwAaFv6+usz3jEYjmzdvrv3gRKP37LOv0Lv3TwQGRXPxCOac7ADeeuujcslKgO7dO6AMKrAmHyzunDh+lMmTp3LvvdPw8vJk/fq/+emnXzAajezY8Tfdupu4sHyzn3823j6u/PbbEgYPHlVTp2jVX2vXcc0dtxFvKiU6P7vc9iCVls8u6ndC1Dc33TSeJ564FW+f8/d8jo55hEek88knr3Hy5GkOHDhgxwghNz0DvZ8LJebyL3Q1KhWmgiJKS0tZuXIVK1euqtaxbF0bly1bzYMPDUCnyyy3rSDfF5OptEwZ1otaJSjIlTlz3sPRKQ61RoOyZpYZjUM8vn6ujB59NXv3nsY/wBcHh4vv9/UkJuhYsuRnQHkRvH379mqdp6if0tPTcTTZTki6OuhIiU6wub2+WLBgIU899RBh4RmUn9mkIS1Vx+rVynqNS5cuZuiwQJyczpdcDgiA995/DDc3V+bO/azKx1+8+CcWL/6pGmegeO6511m8+EN8/cqXg87ICOKll54FYNy46+nWPQyNwz6UZw9fVKpCNA67uOmmEXz9dUcSEhIIDvFAGUhZnk6XyaRJN0rC8grg5ubG33//Ses2OSglSyNRZvWVZbZ4E5dfgtnKIAZnk6XKa0+eOHGCEydOXFbMLVq04Kuv3yM4OJazw4g0mjxCw+Chh64nNjaeb76ZX+ZnLBYL8+bNZ968+eXaqy0nT54sU0ll+fIVrF27nieeeJzHH78DJ2flfcCFcrID+Pjjr7jnnttxcLBVnreU8IgA3N3dyc21/U5OiMZESsJWwZ49e1BnZOOhLV9KxUnjgHeRkVWrqveQIkRD4OjoiIOm4vHGTs6VG3ElKq9JkwCS7TXD0seXkjzbicjMzDyMJhPhYX7VOk5xXj4F2TkEtWhWrXaEsJesrCyefvo1UpLDgAyUUq9RKGvjdQaOoJR8tV2qSqUyUFgYDHic+bkwlLUvjgKl6B2z6de/Cz4+PrV6LpW1detW9DkFuGnLf+67OGhxzy9h3dq1dohMXAmOHDnCAw/MIi42EkOJL+CM2exFYmI48+b9xccff2r15zSaS9SSVVmIiHBGq9Xy+OOzuOuuB1i0aDFGo5HevXvTpKkTcPFsJtBo8mnTxp+2bWu30sSePXtQZWTjobP+XOJTbGLlypW1GoMQ1fXsszPx9km0ssVCQGAyr7/+Qp3HdLH3Xn+D9jo3q9va6tz4Ys7HtR7DM8+8wK6dxRQX+XP+FY6G/LxANmyIISc3G9sl50Cvh169WuLsnAmkAcdQytHn4uOTyMMP38Vtt93Nln+KSE8LRlnXzoXc3ACOHvFh5MhxGGW5j0bPYrGw+NuFtNS7Wt3e3sGFN196uY6jqrrCwsIzyyZEAi4XbHEnPi6c2267D7PZTNeuXenVuwlOTuWfr3184nnssfsrPYusNvz111+8+OInJMRHYjT6AM6YTN4kJETy1pvfnhsg8dxzT+DjkwgYgGiU54VYwEhAYDJvvPEC7u7uaDQV9WELDg7yevhKMHPmDJq3KEaZyZcCOALNOT+fSUWpwZ+ikjZsSCp/fW6hc2Hxt99hucRs7Jr0yivPEhychrWaB17eycycWX/X1S0sLOTFF19iypSHrTyrhLFgwSY+/vhTHBwqfi5Rq424uVm/FxGiMZIrUhVNGncjbQsttNa74azR4qhxoIWjG93NjkweN95q3W4hGiOVqqIyYxocNOVfoInLp1arCQvzI8WeCcsKRnOZzWbS0nIIC69ewhKUsrCBzZtWux0h7OW77xYxbNgt/LE6F2NpT5RkY1OUl4ktUF4Eetn8+bRUFceOJgABQDhgRCnBfb4PBgaq+fjjD3n99Zfp2bNnrZ1LZU28YRzti1W00rvhpHHAUeNAS0c3upRqmXjDOHuHJxq5pUuX07ZtT2bO/JYF80/w+mtr6NF9FP/735M2fyY/34D1tWY5830V/gEFPPzwfahUKqZPv5f9+7dx8uRuVv2+BB+fIiAE5SVPCBc+VvkHFDN+/NgaOz9bJo27kbYF8lwiGiZnZ2e8vZ2wXXS1iJYtI+swIuvWrlnDiq8X0FfvSZCTKzq1Bj9HZ3rqPdi76k++nT+/1mMwGAwMGnQ1M2Z8wZ7d7hw57MeO7U7cddfbXH/9BJKT0rC2PuVZer0v3j62ZmBCYGAJ/fv3Z/Dgkdx110vs3KFi/35nXnt1Ce3adScqKqoWzkrUR++/8w6JW3bSTe+Oj94JnVpDsKMLAxy9mPfeB5dVytEeVqxYxaCBN7D4xzgOH/Lj8CF/vvn6EH37jmLr1m0APProdHx9bQ/I9Q8wMHTo0Cofe+rU2/nvvy2cPLmbY8d28+mns/HzK/+MrNVqueWWCbzzzms8+OD9eHh4lNvnk08+p0OHATw762cWzD/BC88vp1PHQbz77geAMpDcx8cZ5XPUAWX2dHOUmZZqoJgWLSJISEigpLii5KuOlBTbnxGi8Rg//locHC6crX8I5RmzPdCFUkMvZs36kZmPzaKP3oNgRxd0ag0+eie66d1J3rqb995+u0ZjUqvVPPjg/efus48e3c177715rk906NCG8qVSz7Lg7qHC39//so6t1WqZMOFm3n77VR588H48PT0vq51LufhZ5a03N/Daq59SWmrgoYemk52djzKo2bqSYm2lS8wL0RhISdgqSk5Opl+37lw3diw3T5mEg8aBxb/8ypIff6S01FpteSEaHycnJ8xmM2pNEFgtAtgUk0lektWkoCAvdDoHu8yw1Oh06N3cKc6puNRrWmoOERGXd6N4ocyERIJbtah2O0LY06FDh/jf/55m46Zv8fcPBLJQyk9aUB5GugDplJ8RoUej8Sctbc+Zn7l4NLQaaIeDg4UJtzQFIrn7nlHERBczevSNdnuQSUhIoF/X7lx/ww3cOGkiKpWK75b8xC8//SSzMkSdKCgosDmb0povv/yWN9+cik5vbXZXGJADNKd3by0rVvzMoEGhOLukofRZf6AVSmnnVMAV6Hrmz0mAqk5Gnp97LhkzhptvnYyDxoElvy5l8aJF8lwiRA169803+fG773hgxiO0aN2auJgYXv7gwzKl32qb0Wjkiy++5osvvi637aWX3mLgoG/Rag+X22axeJGXZ8DVrchm23pHC0FBgfz2209069aMwKAioJSQJycwceINXHvtTefW0xSN373T7qBt27ZMn/EIQcHBHNq/nxkfzW5wL8tPnDjBxIm329zu6+tDRRVPnJ3B29u7Ssf88cdvGXVNa9zczs8Ga9GyM8OGrWPQoGtISFBK6o4YMYzPPvsA/4BCnJ1LMJZqefyJ+/n0k2958813y7SZlZVVcalWFSj3LQEo9yFpKPcl3YAoLBZlfdmNG7cxaXJrtNryg5AzM/x56aVHqnSuomGyXmEklbNLkaSlBfH99z+SlJTEsl9+ZfojD3NVhw4kJyZy/4cfcfhw+etMdajValat+pUBA4Jwcj57nw3Nm/dl1KgN9Os3/NKNWC5RNcWGoUMH8+WXs/H3L8TZ5Ww/vI8vv1jEq6++eVltVuTss8rgwYP4+us5ZY6bleVHUZEBJ6fy5XlLDZ6sWfO3PFOLK4okLC+D2Wxm+dKlLF+61N6hCGEXSr16LdAMZTRvHMpC3TqgCeCPyXR5Nw3CuiZNAgDskrB09vYFoDg3u8L9UlKy6dSp+jMjM+MTaT9sEFpHPaXFth8ihajvYmNjUat9URIfF64/U4pSsqknyqjWs+vJ+AORODrFA2oKC71wdr54LYurgARUqvOjoH18wMfHmTVrltOpU+86LdFzIZPJxC8//8wvP/9sl+MLURUfffQx119/Lf37N0eljkHpl1qUWc3OKOvOQqvWbWjRwhMn57Pr7nihvEzZcUFruUAi0AEoJiVZzy+/LK+T8zCbzSxftozly5bVyfGEqCmFhYVkZBQREqrG+ixLJ44frz8z++Lj43l65uP2DsOq1q1b46DxQblHOAUUowxwCkGlCkejycVY6o6D1voMqox0DePHj6H/AHd0uvNrFCr3F06sWbOcDh16yqztK8jhw4d58J577R1Grdq6dSdDho7CwcH683Vaqor9+/dXur2RI69mxNVtcXO7eEB3Ns2alzB//ucMH34tLVq0YN68DwkKjuHsZ5+DFsLC0pk5cxJxcfF8//2PlTpmcXExhhIHwAm4cPZrDsp9SWeSk5UE0/TpM2jTZjXt2vvj7Jx+5tiOpKf7smD+7/z999+VPlfRcGVm5qKkAqwnv0pKHEhLU54/U1JSeOGZWbUaz623TqZfv2CcnMsOiFBrsmnZyshnn33E/v1HaN0mDOuzLFXk5JiqvKZms2bNWPDtHILL9UN49NGbiI9PZP78by/vpCrQtGlTFi78mOCQssf180+npLgz+XnNcHWLRxlMoaGgwId9e/OZMaN+3n8IUVukJKwQosrUajVqtQX4FyhCeUHXFWiDMmNoF1qtJCxrUrNmQQAkJmZeYs+a5+yrJCxLLjHDMjUlGz8/D5ycqlcOOCM+AbVaTUDTJtVqRwh7KywsRK3SUDZZeZYjyouEUJTPz64o6+zswdk5kVatIkiI11O2xJsjyjBqay8cCwmPUDNq1MgaPQchGiuLxcKgQVcTEwPK4IFuKC/7czmbrATQ64/h5HxhmbZIwNbo8iNYzM04fDiZI0eO1ErcQjQmr7zyNhkZwVa2qEhOCuDpp1+q85gaoldffQaVej+QALREuafohDKg9F+8vd1ISfHEehlsHSkp0Lp1MDpdtpXtRYSFmxkz5rraCV4IO5kz51NSkj1tbNUTH1/MgQMHbGwv74knHsHTM93G1iJatQrB29ub1157gaDgVKwN1PD2SeSppx6t9DEBVCoLyrqVF7Og3K8oAxmLioro128Y0++fw/ZtTuzf583vq3K4dvS9PP547SalRP3x2mvvk51lvSqWweDJH3/8Vacz+R566G5cXC8eoKtQq/Pp3qM9L7/8FokJflhLYWRlBvLOO3OqfNxXXnmugnUxk3j88Yeq3GbljvsswSHWj6t33Et6OvyxuoD9+7zZtlXPvfd8wMCBIygpkYH84soiCUshRJWFh4ejJCrNKAt1/wfsBvahvEgvQqWWcgU1qXnzIFJSsjEY6v736uzji9loxFCQX+F+KanZAIRXcx3LzIRELGYzwS2bV6sdIeqDtHTrLyTAB2V2+hGUz8/dQBRnR7t6eZXw7LOvc/CAB1lZAYAHEI7FYrscl4dHLlOm3FyzJyBEI6TT6RgyZAijR4/m1lvvOlM+dRewF6WU2oXMKC/9zz42qVFmY1pTisEAY8dOqI2whWh0fvllKW++MZ+4uAhKS30Bd4qK/IiJjuD++5/h4MGD9g6xRrm7uzNy5EhGjhyJm5tbjbXr4eGKMqMqG9iPck+xB2VglAW1OofPP/+OxMQIlHW0FUajF1GnA/n66+8ICjLYbN/NLUfuL0Sjk5mZyaOPPk9SYiQX9ovSUi9OnQxg/PgpVWrPx8cT2/cHoHc0EBISQvv2LaloPT5PLy1eXmXXuu/QoQPXXXcdnTt3LtumXo9Wa8L2WsDFBAb6nPuT0Wjk22+/o3fvIXTq1Jdrr72RHTt22PhZ0Rj9/vvv/PjjZjIzQjg/MFZNYUEAu3YaePRR2+u/1wYXF0ds//sFrbaU7Oxspk2bQXRUOIWFfoA7RqMvSUktWL36IEeOHEOlqtqEiY4d2wC23m9Z8PBQW117tro6dbqqwuPqdEVMnXovnTr1pU+fofzww4+YTKYaj0OI+k5KwgohqqygoIDy665dxE4lCRurps0CSUqq+9mVAC6+fhTnZF9yv5QUZZ+ICD+OHYu/7OMZDaVkJ6cS1EoSlqLhKyosQZnRYO0z0fbnpKOTIxkZGXTo0JNBgwZxzTXDadmyNWPGhlVwNAtqtcxuF6Iizz77FHfcMRFf3xK0OkhP01JqMKLV1kz7ySkp5OdXPMBHCHHee+99xJdfzuPWWyfRtGkEe/ceYsmSnxrVbAKNRsMXX3zM0KG98fNTEoNpaTrWrPmH++9/pNovIy9VCt4CrFz5O99/v4jnnnuSLl06YLFY+O231Xz44VxGj74GLvGyV+4vRGP088+/8t9/+3j++afo1OkqzGYLv/66ktmzPyHnEtWFLpaXVwBoUAY5lWco0Z5ZB/TSfels8qVz584sWPAZAYEaPDzM5OaqSE2xcPfdD7N167ZKJWmqmMcRV4Dp02ewaFF/nn12JoGBfhQWFvHxxx+yePGSOl8nsbi4FNvPymA0asnKymLt2vW0atWFm24az+DBAxlx9WD0ukJuvKktI0d9TEa6hpkzn2fFipU1FltVk6CVa9M+xxWioZGEpRCiytLS0jCbnVBrbK0540hRkYwCqkktWgSTmGB93Zna5uznT3HupR/YDIZSMjJyiYwMqPYxMxISCWnVotrtCFETNBoN48bdwMSJ47FYLHz33RKWL/+tUms5ffXVd7z73jQcHS9eVyMTZc1K6+ttaB38ue++O9mwYQMbN25k48aNhIeH0637MoKtVc8DcnM9+P772VU6NyGuJM8//zSPPnoDHp7nyzSHhILF7I9ScrnYyk+psZj1qNRn+7sFZa1La7MotCQm2CoHJ4SwJTc3l7lzP7N3GLXmxx8XMHp0JI5Ocee+Fx4Bk6d0wt39G2655fZqtb9z534GDHRHKWldnqHEhX379mGxWLjjjvvKbd+w4S+SkmYSEmK9/fw8D374ofH+/Ygr26lTp7j99rur3c6HH35K+w5P4eZmrRqKjtjYTFJTUzl8+AStWgcAhVb2U5GbYyIzM5NmzZrx228LCQmN42wFFl9f8PXV8NPPXzFi+M0cPnyYjIxCQsNsv5c5edLa0hTiSrd582auvnqzvcPg66+/4+13bsfR0VpZWGdOHI/n6acfp3Pn9iQkJLNgwQ+88kofwsJiAGUAkLc3eHur+OLLN5g0MZ+//tp4yeMePHiMNm1DsbUuZm6upcrrYlbG/v1HK1yPMzfXcmZggxBXNikJK4S4LKmpGShrVl5MBbRn9+7Kr/cgLq1ZsyC7rF8J4OJXuRmWAMnJ2TRpUgMJy7h4giVhKeqBsLAwDhzYwdffPM71N/hwwzhf5i94mv37txMUFHTJn//yy6/5b08BBoP3RVsyMRlboCQ+LhaESp1Dn75tzpTgVsTGxvLfntOUlrpb+Rkn4uNUrFq1qiqnJ8QVw9HRkTvvmoyHZ/mXACr1SSzmtlib9ZCZEczx4/EX9OFooLXVY6SnBfPss6/VWMxCiIavadOm9OnbFkenrHLbnJyy6Ne/fZlr/eWYNu1eSopbYu31jtnUjA8//LzCWZiJiYns23sKs9nHylZH0tKcWbp0ebViFKKx+/XXZWzflkpx8cX9yIm42BCmTZsOwKxZL5OUFIC1ew5lPT5l8OE777xKSGgKZ5OV55kIDk7i/fffAODVV9+huMhaZSIVeXlNZS1gUa99/vlX7P2viNLSi5+VXUlPa0q7dk15+pkRjL7WjXvubc/atT8R2SSXs8nK8ywEBMTx9tsvV+q4zz33KkmJ/ljth1mBfPDB3Ms5nUodNzHR+nqc2VmBfPDBJ7VyXCEaGklYCiGqTKfTodebUSZp90KZJeQGhAB9gWwimwTaMcLGxcvLFS8vVxLsMcNSpcLZ27cKCctMmjSt/t99emw8Tu5ueAXJvyNhX6tW/UzrNpm4uqYCJUAJbm6ptL0qh1Wrfr7kz5eWljJ48Ehmf7SJUyfDiI8LJTYmgl9/ieOHH5YB3YBIlM9Qb6D9mf8eJzi4mClTbinT3s0338qmjbmkpgQDnoA7WZmB7N/nwogRYys161OIK9HAgQMJCbbVP3JRqZMpKupGSbEv4Iax1If4uAjefPNbOnbsyUcfblT6cLwLGRlQVNgVg8EPcMNg8CUuLpJnn/2Qv/76qw7PSghR391++ySCgopsbg8OLubWWydW6xhRUVGMHj2Z7OwOmM1hgBsWiy/FRR2ZP38Ts2Y9f8k2XFxcUKkigKs4e38BzYAOaDQOaDSaasUoRGNnNpsZNWosb7+1ipMnQs/c84ezamU2gwZdx/HjxwE4evQo997zJLExkRQXKfccJpMPCfERzJ69lPnzFwLQsWNrrM/CBCimdetIAHx8vFDey3Tl/HuZYKA7FjM1ul6uEDXt7LPynNl/c/qU8qwcEx3BurWFQCEBgafQaLJQKpvk4eyiQaXKttGaicAgNzw9PS953OPHj3PXXY8REx1BUZFyP6/0w3A+/WQlX345r6ZOsYwTJ05w152PERtj5bifruLLL7+pleMK0dBISVghRJXpdDrc3ByB/wAnoAXKgt2FwDbAiK9PVztG2Lg0a6bM4kpMrPuEpaOHJxqtluLs7Ertn5SUydChnXB21lNYePlrD6XHKmtgBrduQVZS8mW3I0R1DB06lNBQNdbLRBYRHu5J79692bp1a4XtGAwGnnjiGZ544hn0ej0GgwGLxcKHH74NHET5HA1EWfPmJHD2xaYRd/eyLxmKiooYMeI62rZty223TUSv17Ns2So2bdpUzbMVonHr0KEDKnVF6/Ikc/KEiY8//or27dtw+nQM8+cvJPvM9e/JJ2fx5JOzzvVhFxcXbrttCq1bN+fYsZMsWPCdrF0phChHSRZU9NljxMOj+gmFDRs2EODflJtvvok+fboTH5/IN998W6nSck2bNqVVqwBUqj2AKxCAMrY9EziFr58fkydPYt68+dWOU4jGzGQy8eKLr/Hii6+Vuee/2MqVq1i7dh2TJk2kc+d2xMYmMm/eAjIyzj/vX2oZO5VKWevu4Yfvw9HpCMrr3SDAA+W9zC7cPRx45ZVZDBo0sgbPUoiaVVJSwsyZTzNz5tPo9XpKSkpYteoXfP0Srexd8ZrNKpUJJyenc/fvFVm9+k9at97ILbfcTNeuHa32w9rwxx9raNWq67njxsUlMm/et6Sny7ISQpwlCUshRJUpN91OZ/5UBOy/aA8tKpV8vNSUVq2UBWXi4ur+BsbVXynvWpRdvoyVNUnJyn6RkQEcPnz562UUZGVTmJtLSOuWHPrL/msriCvTmDEj8fSytr6EwtuniOuuG3nJhOWFSkrOJ/LXrPmL228fdKZEZfk1MrKznFi7dqPVdg4fPsxTTz1X6eMKcaULCQlApfIFEmzs4UthYSFffvl1he2c7cP5+fl88oms6SaEqNjatX8x7Y7BeHhYX18yO8uRNWs21sixSktL+f77H/j++x+q9HP9+/cjMOhsUjX/zNd5zs45jB07ShKWQlTBhff8trbPmzefeTYmcmVl5RPZRIMyoPFianJyinFycsLdQ4uSxCkFLn7+NhAScuklLISoL872m6ZNwwBrA26MKJMlrPev4iKHKq0BWVJSwoIFC1mwYGGVY60Oex1XiIZCSsIKIarMaDSSX5AP2FpvpTkZGfZZb7Exat06lNTUbIqKLq7TX/tc/Pwwm82U5OZUav/UlGxMJhNNa6gsbEibltVuR4jLVVRUDFRUAk1DYaHtMm+Xsnr1HyQnawCdla06kpJUrF+//rLbF0Kcl5ycjLJmrLWZTGqgKTt37qnboIQQjd4ff/xJUqIaW9f6xEQV69atq+uwyigpMWCqaBIoGoqLrVWbEELUljff/IjsrACr23Jz/Pnoo08xGo1gqfi1rsVyiamaQtRDtpddjkGp8FZeQYEPixb9KkukCNEISMJSCFFlJSUlnDgehbK2SRvOz7Z0AzoCZrZs2W6v8Bqdlq1CiLfD7EoAF78ASnJzsFTyps9oNJGamkOzZjWQsIyJI7Rt62q3I8TlWrDgB1JSnG1uT05y5Icfllx2+xaLhTFjbuH0qUCKi31RbsvUFBX5cupkANddd/Nlty2EKOvHH38mOSkVaA1EoBSaUQF+QDeyMjP4/POKZ1cKIURVnb3Wnzpp7VofyNixt1yqiVr3559/kphkLaGqyM7y4Msvv63DiIQQP/30MwsWrCc1NQxwOfNdF9JSQ1myZDtffz0fg8FAYmImtovnubB37+G6CViIGvTPPztQyhtfLBvIo7S0C8r7SABHMjKC2LA+nhdeeLWuQhRC1CK7JiyfeuopduzYQW5uLikpKSxdupSWLcvOppk3bx4Wi6XMV1VKr02YMAGLxcLSpUtrLG6tVsukKZNZ+vsqlv+5mrvuvQdHR8caa1+IhuDJJ18gNSUPSASaAV2AEOA0CfEGnnnmJbvG15i0bh1ql3KwAC7+ARRlVW22bGJiJs1bBFf72GnRsXgG+OPq7VXttoS4HEeOHGHvf3GUGso/LJWUeLBz5ylOnz5drWOcOHGC9u178dj/5rP5bwf+3qThf49+Tfv2varddk3p1asXCxYtYtW6tbz29lsEBlZ/QIIQdS06Oppt2w5TUnICZV3aq4DOgCulpSfZvfsEhw4dsm+QZ2g0Gm4YP55fVq5gxZo/efCRR3Bxcbn0Dwoh6qWTJ0/SvftAfvr5GBmZncjI7MSSJUfo2rU/p06dsnd4ZGVl8cfqzRQW+JTbZja7cupUsVR8EPXGlfQ+7tFHn2DwoIl8t/A0W/915sdFMQwbdhv33PPguX2eeOJ5UlNCUAZhXUhDQrw/Tz/9Yl2GLBqgsLAw3v7wA1atW8vX3y2kS5cu9g6JF198nbhYb6wl49PSLNx/37N88fk+tv7rzLKl6Vw7+gHGjr1ZZlcK0UiouNSKtbVo9erV/Pjjj+zcuRMHBwdee+012rdvT9u2bSksLASUhGVAQADTpk0793MGg4GsrEuvpxYeHs6WLVs4ffo0mZmZ3HDDDZWKy83NjdzcXNzd3cnLyyuzLSQkhF9+X0mqswMxhiLMFgvhemfCSlVMvmE8x44dq8JvQIiGbfz4G3j77Rfx8zfg6mohO0tFSoqa22+/nx07dtRJDBX118ZArVaTX/ATX335J7/88m+dH3/Ic6+QmxhP1N9/VfpnBg/uwPDhXbh29Itn1ju9PO5+Pkx5+xW+vP9Rjv6z7bLbEfVHQ+yvjo6O/PDDPHr0aE1gUClYIDFJy7atB5ky5U4Mhrov1VxXNBoNP/76C16tm3PaUkKBsRR/vTMt0TH79TdZKGtZNWoNsb9eilar5dtvv6Jfv44EBSt9NzlJy65dx5k4cSpFRZdf4rmm+Pr6suyP38l2dybGWIjRbCZM70qkSc2dk6bw3x4pWyvKa4z9tTFp2rQpi39bRqJeTYxBWRs7QutCUImZm68bQ3R0tH0DRHnm+PTTjxg5qj/BQaVoHCApScORw4mMHz+ZnJzKLQ8hKiZ9tXpCQ0P5edVK0pwdiDYUYrZYiNC7EFoKk64fx/Hjx+0dol2MG3c9b7/9Ev4B59/LpKZquP32+9m+XSpfXa4rob8+8PDD3PbgdE6qDaQWF+Km1dFMpSdm116mTZ5Srfc51dW+fXsWLfqGwCDw9rZQWKgiJVnHyy+/w4IF39ktLiFE7bNrwvJivr6+pKWlMWDAADZv3gwoCUtPT89KJxvPUqvVbNq0iXnz5tG/f/8qtVHRRWnjtq0c99SRV1r2BaWjxoHuJj29OnaSER3iiqLRaBg6dCihoSEcO3acLVu21OnxG/tNZGRkAKejvuKJJ+axc0fdPoCp1GpGf/AJUZs2kHxgb6V/rmXLEO6/fzRTprxLYkJGtWK4Y87b/DXve9Z9Mb9a7Yj6oSH316CgIIYOHYLZbGH9+vWkpKTYO6Ra9+Z779L8uuHElBSW29bX0Ys7xo7j8GEpM9VYNeT+ein+/v4MGzYMjUbN+vUbSExMtHdI56zesJ6kEG+yDGXXi9Oq1fTVuNG3UxdZS06U05j7a0OnUqn497/d7NWbKTSWltnm4qClfRH07dLNTtGV5+XlxYgRI3B01PP335uJioqyd0iNivTV6tm0fRtHPbTkW30fp6NXx85X7Ps4jUbDkCFDCAsL5fjxE/zzzz/2DqnBa+z9tUePHnzw/QK2FWeX29Zc58q/C3/krVdfq/vALtKzZ0+uuqotiYlJrFu3Tlm7VQjRqNkqdG4XHh5KybXMzLLlBwcNGkRKSgrZ2dls2rSJWbNmkZaWVmFbzz//PGlpaXzzzTf079+/RuLr0aMHRi838gzlL1TFJiNpeieuGzuW5TVYflaI+s5kMrFmzRp7h9FotW0bBkBsTGqdH9vZ1w+1RnNZJWEBWjQPrnbCMjU6lrB2barVhhA1ISkpie+++97eYdQZrVbLkFEj2Vxi/eH8kLmIp55/jttumVjHkQlRfampqfzwww/2DqOcVq1a4RwcQJaVZ41Ss5lYnYnJt97K119+aYfohBCXY/iIEeQ46yi0cj0tMJaS7+LG4MGD+euvylczqU1ZWVksXrzY3mEIUU6vXr0weLqSX9H7uOuuY/ny5XaIzv5MJhNr1661dxiiAXnqxec5YCywuu2kIZ/xt0zg7ddet+ssS4Dt27fLTGEhrjB2XcPyYu+//z6bN28us37M6tWrmTx5MkOGDOGxxx6je/fubNiwAZ3O9qLwffr04c477+Tuu++u1HF1Oh1ubm5lvqwZNHQI6RWkeJMtpQwdeXWljimEuDyV7a+NRbt2EeTnF5OSkl3nx3YLDAKgMLNqScf8/CKysvJo2Sqk2jGkRccS3q5ttdsR9nGl9dfGpEmTJuSobI9QzzYUE9GsaR1GJGqb9Ff769WnD5mOth82kkqLGTxieB1GJOor6a8Nx6BhQ0lVmWxuT1ObpV83YtJXa87AoUPIqOB9XIqllMFXj6i7gESjc6X1V7+gIAoumvl/oUINBAQE1GFEQgihqDcJy48//pgOHTowcWLZkfpLlizh999/59ChQ6xcuZJRo0bRsmVLRo8ebbUdV1dXvvvuO+6++24yMir3kv3pp58mNzf33FdCQoLV/fLzC3BQXbyQ9Xk6tYaC/PxKHVMIcXkq218bi3btI4iKsk/pSdfAIIzFxZQWWh91V5G4+PQaSVimno7B3c8Xd3+/arcl6t6V1l8bk+LiYrTYvucB6tGiAqImSH+1v6LCQjQVlLLTqTUUFpYv0SyuPNJfG46C/AK0ao3N7VqNhoJGWGpQKKSv1pzCgsq8j6v6c6sQZ11p/fUST3poVRpZhkAIYRf1ImE5e/ZsxowZw+DBgy95QUhOTiYmJoYWLVpY3d6sWTOaNGnCihUrKC0tpbS0lNtuu40xY8ZQWlpK06blZwO88cYbuLu7n/sKCbH+kn3pzz8TZLC6CYBQk5rvvplXYfxCiOqpbH9tLNq3jyQ6Ktkux3YLDKry7Mqz4uPSadWyBhKWUdEARLSXWZYN0ZXWXxuT2NhYtEUG1DZeDIU5uvLnylV1HJWoTdJf7e/PP/7Av8R2wjJcpWPBF1IOVkh/bUh+/O47QmxPYCHYYGHxD4vqLiBRp6Sv1pxflvxEkMH2aLlQk5rv58+vu4BEo3Ol9ddtf2/GX+9sdZuDSk1JVjbZ2dl1G5QQQlAPEpZz5sxh3LhxDBkyhOjo6Evu7+3tTVhYGElJSVa3Hz16lHbt2tGpU6dzX7/99ht//fUXnTp1Ii4urtzPGAwG8vLyynxZk5SUxMGt24nUlf9AD9Y5kXHidJlytkKImlfZ/toYaDRqWrcOtdsMS/fgUAoz0i/rZ+Pi0nF1dSIo2LtaMRRk55CXkUl4h6uq1Y6wjyupvzZGb7/yCt30HuW+7+KgpYkBPpk92w5Ridoi/dX+cnJy2LT6T1roXMpt89c6YUlKY8uWLXaITNQ30l8bjlOnThF34DBhVt4hhOmcidp7oFLvQUTDJH215iQmJnJo204irVwjQ3TOpJ84xeHDh+0QmWgsrrT++s7rb9DGrMVJU7bWshoVPfUevDLrOTtFJoS40tk1YTl37lymTJnCpEmTyMvLIyAggICAABwdHQFwcXHhnXfeoVevXkRERDBw4EBWrFhBeno6S5cuPdfOggULeP311wEoKSnh0KFDZb6ys7PJy8vj0KFDlJZWMLyxEu6/8y7i1m2mr4MbrZw9aeXiSR+tO0U7DzD5xpuq1bYQQlyoRYtg9HqtXRKWKrUa14DAaiQs0wBo0zqs2rGknI4msmP7arcjhKia5UuX8elLr9Ff7cpVju60dPWiq9aN5hlF3HjNtTLiVoha8OT/HuPA8tX0c3CntbMHLV096aV1Q3PoJONGX2vv8IQQl+H2iZPI3LKLvlp3Wrt40trFk75ad9I37+COKbfaOzwhGoz77riTuPWb6evgrryPc1XexxXs2Mek8fI+ToiqSElJYdKY67kqz0RnrRstXb1op3ejj8qZ1x9/kr82bLB3iEKIK1QFS1bXvunTpwOwadOmMt+fOnUqCxYswGQy0b59e2677TY8PT1JSkrir7/+YsKECeRfsFZkeHg45grWe6lJZrOZGQ88iLu7O/3790ej0bBly5ZKr5cphBCV1blzMwBOnkys82O7+Pmj0WovO2FZUFBMaloObdqGsmHDvmrFkno6mm5jr0HtoMFsNFWrLSFE1fzw3XcsXrSIfv364e3tzZEjRzh69Ki9wxKiUZv1xJO8/tLLDBgwAJ1Ox/bt20lOtk95eCFE9RmNRu674068vLzo168fAJs3b5aBP0JUkdlsZsb0B+R9nBA15Pjx4wzs2Yt27drRokUL0tKUah4Wi+3yy0IIUdvsmrBUVbBgNkBxcTEjR468ZDuDBw+ucPu0adOqFFdl5ObmsmqVrN0khKg9Xbs2IyEhg/z8ul/o3D1UmRlZkJ562W3ExqZy1VUR1Y4l+eRpdI6OBLdsTvzhY9VuTwhRNSaTqdzgMiFE7SooKGD16tX2DkMIUYOysrJYsWKFvcMQosGT93FC1KyDBw9y8OBBe4chhBBAPVjDUgghhHVdujTn5Im6n10J4BESSkluLsbiy0+WxkSn0Lx5MFpd9cbGpEXHYiwtJbKTlIUVQgghhBBCCCGEEEKIxkgSlkIIUQ+pVCo6d2nGCXslLEPDqzW7EiAmOhUHBw0tWwRXqx2T0UhaVAyRnTpUqx0hhBBCCCGEEEIIIYQQ9ZMkLIUQoh5q2jQQDw9njtsrYRkeQX5qSrXaSEjMpKTEQPv2kdWOJ/lkFE27dqp2O0IIIYQQQgghhBBCCCHqH0lYCiFEPdS7d2sAjhyOrfNjO3l5o3d1Iz81uVrtmM1moqJT6NCxSbVjSjx+Eg9/P7xDqzdbUwghhBBCCCGEEEIIIUT9IwlLIYSoh/r0aU1UVAr5+Ze/huTl8opsCkB+SvUSlgCnTyXTvl0EKnX1LjfJJ05iMZtpJrMshRBCCCGEEEIIIYQQotGRhKUQQtRDffq24bAdZlcCeDVpSlF2FqWFhdVu6/SpJFxcnWjWNLBa7ZQUFpEel0DTbp2rHZMQQgghhBBCCCGEEEKI+kUSlkIIUc+4uTnRrl0Ehw7G2OX43k2bk5+SVCNtxcSmYTCU0rlz02q3lXjsBM27d62BqIQQQgghhBBCCCGEEELUJ5KwFEKIeqZ//6tQq9Xs3x9d58fW6PR4hIWTmxBfI+0ZjSZORyXTpWvzareVcPQ43iFBeIcE1UBkQgghhBBCCCGEEEIIIeoLSVgKIUQ9M2xYJ5KSMklIyKjzY3s3a45aoyGnhhKWACeOJ9KxYxMcHDTVaifx6AnMJjPNe3SrociEEEIIIYQQQgghhBBC1AeSsBRCiHpm2PBO/LfnlF2O7de6DSV5eRRl1lyy9PixBBwddbS9Krxa7RiKikiLjqFl7+41FJkQQgghhBBCCCGEEEKI+kASlkIIUY8EBnrRrl0Ee+yUsPRv257suJpdOzMhIYPcnAJ69WxV7bbiDh+lZe8eqFSqGohMCCGEEEIIIYQQQgghRH0gCUshhKhHrruuByaTmZ07T9T5sZ19fHEPCiYrqmaTpRYsHDkWT6/eravdVtzBI7h4ehDSpvrJTyGEEEIIIYQQQgghhBD1gyQshRCiHhk7tif79kWRm1tY58cO6tgZs9FIdkxUjbd95HAskZEBBAR6VaudlFOnKSkspHX/3jUUmRBCCCGEEEIIIYQQQgh7k4SlEELUE25uTgwd1ol/txy2y/FDuvckK/o0ptLSGm/72LEEjEYjffu2qVY7ZpOZuENHadu/Tw1FJoQQQgghhBBCCCGEEMLeJGEphBD1xE039UOr1bDp74N1fmz3kDA8wyJIPXKoVtovLjZw7HgiAwa0q3ZbMfsOEta+La7e1ZutKYQQQgghhBBCCCGEEKJ+kISlEELUE7dPHcru3SdJT8ut82M3HTSEkrxcsqJP19oxDuyLon37CLy8XavVTuz+g6iAtgP61kxgQgghhBBCCCGEEEIIIexKEpZCCFEPtGkTRv/+V/HnH3vq/NjOvn6E9uhN4n+7sZjNtXacgwdjMJktDBrYvlrtFOXlk3TiFO2HDayhyIQQQgghhBBCCCGEEELYkyQshRCiHvjf/64nNTWHTZvqvhxsuxtvobSggOQDe2v1OAWFxRw5EsfwEZ2r3dbp3Xtp2bsHehfnGohMCCGEEEIIIYQQQgghhD1JwlIIIewsLMyPKbcOZtmyrRiNpjo9dvNhVxPYrgOnNq7DbDTW+vF27zpB69ZhhIb5Vaud07v34qDTcdXg/jUUmRBCCCGEEEIIIYQQQgh7kYSlEELY2auv3Up+fhHLlm6ts2NqnZy5avwE2l5/I3E7tpIVdapOjnvoUCz5+UWMHt2tWu3kZ2aRdPwkXUaNqKHIhBBCCCGEEEIIIYQQQtiLgz0P/tRTTzFu3Dhat25NUVER//77L08++STHjx8/t8+8efOYOnVqmZ/btm0bvXv3ttnuXXfdxW233Ua7du0A2L17N8888ww7d+6slfMQQojLNWRIB269dTDvvfsrRUWGKv+8k5c3Ae074B3ZDNfAIBw9PHFwdESlVmMxmzEZSigtLMRQWEBpYSEWiwW9qxseoWFYLBZOb9pA0t7dtXBm1hmNJnbtPMHIkV35+us1GEsvf0bp8W276DfpJly9vcjPzKrBKIUQQgghhBBCCCGEEELUJbvOsBw4cCBz586lV69eDB8+HAcHB9asWYOzc9k1yVavXk1gYOC5r2uuuabCdgcNGsSiRYsYPHgwvXv3JjY2ljVr1hAcHFybpyPEFalLly4sWbKQLVvW8fXXn9K8eXN7h9RgBAR4suDb/7F790lWrdpVpZ/1adGS3g8+yvBX3qLd+FtwDwujJDeH1CMHid22heh/NhG3fQvJB/aRkxBHaVERDno9OmdnDIX5RP+zkd3zv6jTZOVZ/249goeHC0OGdKxWOyd37MZiMdNl9NU1FJkQDZNKpeKaa65h9eql/PPPOt5442X8/KpXdlkIUTf0ej133DGVDRt+Z9OmP3n44QfKPQsJISrm4eHBM888wd9/r2HdupVMmHAzDg52HZsthKglct0Uov5r0qQJn302my1b1vHrr4vo2bOnvUMSQjQgKsBi7yDO8vX1JS0tjQEDBrB582ZAmWHp6enJDTfccNntqtVqsrKyePDBB1m4cOEl93dzcyM3Nxd3d3fy8vIu+7hCNHY//DCf4cM74uObARQBbqQke/PFF0t44YVX6ySGhtpfvb3dWLP2FUJDfXlg+iekp+dW6ud0rm50uHkSwV26kZ+STOLe3WSeOoGptLSWI65Zd911NU7Oeu6646NqtTPi/jtx8/Xh7bETaygyUZsaan+tz5ydndmw4Xdat3bG3SMTKMVs8iQp2ZuHHnyKZctW2DtE0UBJf6194eHhrFmznLDwEpycMgAoKfEmMcGFa6+dwJEjR+wcoWgoruT+2rt3LxYt+oqg4By02ixAQ36+F9FRKoYMGU16erq9QxTinCu5r9YEuW6KuiT99fI8/vijPProHQQGZQK5gCMZGd78s/kk48dPxGw22ztEIUQ9V6/WsPTw8AAgMzOzzPcHDRpESkoKx44d44svvqjyrAFnZ2e0Wm25ds/S6XS4ubmV+RJCVGzmzBlce10bfHzjUZKVAHkEBMbwwAPjGT58WK0ctzH0144dm/Dv1neIjPTnmafnVzpZ6d2sBYOeeQHfVm04tnoF+35cSNrRww0uWQmwceMBmjYJpGevVtVq59DGfwhoGknTbp1rKDJRkxpDf63vFi78ii5dwd0jBVA+C9SabEJCopjz8RsEBQXZN0DRYEh/rXu//baYlq3ScXJKA8yAGb0+nSZNE1m27Ac0Go29QxT1lPRXhYuLC4sWfUV4RAxabSbKWGwjrq5ptGtfwC+/fG/vEMUVTvpqzVqxYonN6+by5YvkuimqRfpr9fXu3ZvHH59KYFA0SrISoBgfn0SGDw/jpZeetWN0QoiGol4lLN9//302b97MoUOHzn1v9erVTJ48mSFDhvDYY4/RvXt3NmzYgE6nq3S7b775JgkJCaxbt87q9qeffprc3NxzXwkJCdU+FyEau7vuuhVX11Sr27x9UnjhhSdr5bgNub+GhPjw0Uf3sGPn+6hUKh5+6HNOnUqu1M+Gdu9Jn4f+R0lODnt/WED68aO1HG3tOnkykVOnkpg2bXi12kk4cozMhET6T765hiITNakh99eGwNvbm27d2uLgYG3Er4WgoEyefPJ/dR6XaJikv9at3r17ExrqABRb2VpKYJCB668fU9dhiQZC+qvirrumERCYi5K4uFgBLVr6yXIVwq6kr9acPn36EBKiwdZ1MyCwRK6bolqkv1bfyy8/g69fitVtzi4ZTJw4DrW6XqUihBD1UL35lPj444/p0KEDEyeWLeu3ZMkSfv/9dw4dOsTKlSsZNWoULVu2ZPTo0ZVq9/HHH2fixImMGzeOkpISq/u88cYbuLu7n/sKCQmp9vkI0Zi5urri4qKqYI9S/P29auXYDa2/arUOXHddD376+Wmior/m9qlDmTdvHQ9M/4SEhIxKtdFk4BC63H4XaceOcGjZT5QWFtRy1HXjjz9207JlCIMGta9WO/vX/kX7IQPwjQirochETWlo/bWhad++PZ5e1u9tANTqHPr06VGHEYmGTPpr3Ro2bBDePrb7r5tbASNHDq3DiERDIv1VcfXVQ9DrbVcqCQw0ybpZwq6kr9acoUMHXvK6efXVct0Ul0/6a/WFhPgDtvupo6MRf3//ugtICNEg1YuV6GfPns2YMWMYMGDAJUewJCcnExMTQ4sWLS7Z7mOPPcYzzzzDsGHDOHDggM39DAYDBoOhynELcaUyGAyYLRWPd6itsvQNpb9edVU4d999NZMmD8LX150TxxP5ZO4q/vxzD4WFtm/gLtZ08DDajZ9Awu6dRP+zsfYCtoOTJxM5eDCa++6/hq1bj1FScnl/r8e2bKfb2NEMu3sqPz77Sg1HKaqjofTXhqqoqIjS0ooGj6gvu1+JK4/017qVm5uP2azB9iBzB3Jz8+syJNGASH9V5OcXAO6cLYl+MYMBCgoax0A/0TBJX605lblu5uXJdVNcPumv1WexVPRsChaLhuJia7OkhRDiPLvPsJwzZw7jxo1jyJAhREdHX3J/b29vwsLCSEpKqnC/mTNn8txzzzFy5Eh2795dQ9EKIUC5kYuLTQO0NvZwY+vWK7PfXXNNNzZseJ0DB+cyecpg1q/fy513fMQ998xh6dKtVUpWNhk0lHbjJxC/c1ujS1aetXz5dry8XJk67fJHw5qMRv5btYau115NQLMmNRhdzdLrtVx/fS8+++wBdu/5kKysHzGULiMndwkHD83l24X/49ZbB+Ph4WLvUEUDsWvXLrKzbJfILyz04csvF9RhREKIylq8+CeSEh1tbk9JduHLL+fXXUBCNEBz535FVpaHze1JSVrWrl1bhxEJIWrLkiU/k5RUwXUzxVWum0LY2bp1f2M227oua0hOziM7O7suQxJCNEB2TVjOnTuXKVOmMGnSJPLy8ggICCAgIABHR+UmxMXFhXfeeYdevXoRERHBwIEDWbFiBenp6SxduvRcOwsWLOD1118/9+fHH3+cV199lTvuuIPo6Ohz7bq4yEtgIWrK//73DMnJoZT/GNESF+vLc89dWTPdRo3qyu49H7Jy1Qv4+Xvw8ks/MOHmN/ns09WcPl25dSovFDlgMO1vvIX4XTuI+XdzLURcP6Sn5/DHH7u56aZ+dOhw+cnGQ5v+ITctg7FPzKi54GpIRIQ/779/F0nJC/l16SxGXN2ZxMRMflz8N3Nmr2Dhwg0cO5ZAt24tmDd/BknJ3zJv/gw6dqy/yVdRP5jNZt5//1MyM6yVK3Ll9CkVixYtrvO4hBCXlpyczPr1Oyko8C63raTEk127ojh6tGGvVy1Ebdu0aRNHj+RiNLqV25ab48/iH1fIDEshGomkpCTWr9tJYaFPuW0lJZ7s2nlarptC2Nlrr71NbIwncPGgWhWpKWE8/vhzdohKCNHQqACLvQ5usVg/9NSpU1mwYAGOjo4sW7aMzp074+npSVJSEn/99RfPPfcc8fHx5/b/66+/iI6OZtq0aQBERUURGRlZrt0XX3yRl1566ZJxubm5kZubi7u7O3l5eZd3ckJcAYYNG8KcOe/g62fGzc1CdpaapCQDkybdyZEjR+okBnv31+7dW/DOO3cwYGA79u09zfz569m793S12mwyaCjtb7ylUZaBtUatVnPffaPw9nHjvnvmkpFhey2iikR0bMfoGdP5/qkX2LNqTQ1HeRnxRPjz3HMTuO32oeTnF/H777v4Y/Vu4uLSbf6Mr687w4Z1YsyYngQFe7Pit+08//z37NsXVYeR1x5799fG6uGHp/PII/fi62tAr7eQnuHAsaNJ3HTTrWRmZto7PNFASX+tfWq1mtmz32P0tYPx8zOgVkNaqo6//97FHXfcT2mp9TKXQlzsSu6vzs7O/PDDPLp0bYmfXymlpZCepueHH37l2Wcv/ewvRF26kvtqTZDrpqhL0l8vT7NmzVi8eD4hIU54eZvJz1eRke7AzJnPsWLFSnuHJ4RoAOyasKyv5KIkRNV0796dgIAAoqKiOHToUJ0e2179NSLCn9ffuI2JEwdy8mQSX37xBzt2HK92uy2uHk2b665XZlZu2VQDkTYM7m7OzHj0ejIyc3l0xlcU5BddVjvD7p1G2FVteP+m28hMqLh0eG3x9XVn1qybuX/6aPLyivhx0SZWrtxBcXHlH6DVGjVDhnTg1luHEB7ux6JFm3ju2e8ua7ZufSLX19rj4OBA3759cXV1Zf/+/cTFxdk7JNHASX+tO66urvTp0weNRsPWrVulVJaoMumv4O/vT7du3TAYDPzzzz+yRpaol6Sv1gy5boq6IP21elq1akWLFi1IS0tjx44dNictCSHExSRhaYVclIRoOOq6v/r6uvP00zcx/YHR5OYWMn/eOv74Yzdmc/U+SlUaDR1unkRE3wHE/LuZ+J3baijihiMo0JsHHhxNfHwGTz+1gOzs/Cq3oXNy4sYXnqQoJ4+Pb7+X4vy6KwPm5ubEo4+O5X+P3YBKpWLx4r/55ectVUpUXkytUTNqZFduu30oXl4ufPnFn7z22hKSkhrmrDm5vgrRcEh/FaLhkP4qRMMgfVWIhkP6qxBC2IckLK2Qi5IQDUdd9dfAQC9mzBjD9AeuBWDJ4s389NPmaiWjznL29aPr1LvwCA3n1IY1pB6p21mq9UlwiA/33jOSoiIDL7/8I0cOx1a5Da/gIG54+n+knIriy+mPUZR7eSVmK8vHx50HHriGRx4Zi7OLnuXLtvH9DxvJzSmssWPo9VpuuKE3t0wcgE6n5asv/+T995cRE5NaY8eoC3J9FaLhkP4qRMMh/VWIhkH6qhANh/RXIYSwD0lYWiEXJSEajtrsryqVioED23HnXSO46aZ+lJSU8tvybSxZ8g+5udVPRmm0OpoOHkbLkaMxFBZw/I+V5Kc07JKfNcHL05Vbbx9CRLg/v/22nYULN5CVWbXZln6R4Yx+9AEKc3L4/qkXid1f80ng3r1bc+edw7ll4kDUahW/r9rFDz9sJCOj9q4bLi56xo3ry7jxfXBzc2L58m18/dUa1qz5D5PJXGvHrSlyfRWi4ZD+KkTDIf1ViIZB+qoQDYf0VyGEsA9JWFohFyUhGo6a7q+BgV707duG4cM7c92YHgQFeRMbm8bKlTv4fdVOCgpKqh9zYDAh3XsQ0WcAWmcnkvb9R+y2LZhLqz9bs7FQq9UM6H8Vw6/ugtZBw8ZNB9i4YT//7T1NcZGhUm24+/kw/N47CGjWhP9+X8Pf3y+pVuLS19edvn3bMmxYR64b05PwcD+SkjJZtWonK1bsqNEZlZfi6KhlxIguXDemJ82bB5GRkcuKFTtZt/Y//vnnMLGxaXUWS1XI9VWIhkP6qxANh/RXIRoG6atCNBzSX4UQwj4kYWnF2YtSSEiIXJSEqAU12a+q0l87dWqCr587ri6OuLk54ePjhp+/B6EhPjRp6k/r1qHo9VoAsrML2LXrJP/8c4SjR+KrvkC4So17ZBO0Lm7oXN3Qe3rh5BeAa0g4Gp0OgJzTJ8g4tB9DvnzO2OLkpKVzl2Z07NQENxcnANLSc4iNSyM1NYesjHxycwspKDRQUmygxFCKsdSM2WzGbLZgtlgIbt+B8F690Do6YjIYSD1+nNzEBIoyMjDk55F18jgaixG9oxYXZz3u7s54ebkSEOBBSIgPkU2UfxvOznoA8vOL2LXrFFv+OcLBgzHVXr+0OlQqFU2bBtC/f1u692iBr687ACaTmaNH4zl9Kpn4hExSU7LJyMgjN7eQ/IIS5d/3zpOV+ndtr/4qhKg66a9CNBzSX4VoGKSvCtFwSH8VouGQfiVskYSlFcHBwSQkJNg7DCEarZocoVbZ/mohA9haI8esjAOZetYlutXZ8cTl6+hdxJDgAnuHYQedURFyyb3s0V+FEJdH+qsQDUdN9teIiAiio6NrpC0hRFlybRWi4ZD+KkTDIbOXhS2SsLQhODj4kp3Gzc2NhISEBj3aRs6hfmjo51DV+Gv6HCvTX6uiof99nNVYzgPkXOyppmNs2bIlx44dazDnX5GG9ndpS2M5D2g853K551Hfr68NUWP5N1Vd8ns4r6Z+FzILpP6Rf+c1pzH9LhvStbUx/N4bwzlA4ziPhngODam/1qWG+HdZHXK+DUNDilXULQd7B1BfJSYmVnrfvLy8Bt/J5Bzqh4Z+DvaKvyr9tSoa+t/HWY3lPEDOpTFISkoCGtf5N5ZzaSznAY3nXOx9HrV1fW2I7P13UV/I7+G8+vi7qI8xNUTye6w58rssry6urY3h994YzgEax3k0hnO4XI3tXvhK+7uU8xWiYVLbOwAhhBBCCCGEEEIIIYQQQgghxJVLEpZCCCGEEEIIIYQQQgghhBBCCLuRhGU1lJSU8OKLL1JSUmLvUC6bnEP90NDPoaHHf7HGcj6N5TxAzqUxaUzn31jOpbGcBzSec2ks59EYyN+FQn4P59XH30V9jKkhkt9jzZHfpX00ht97YzgHaBzn0RjOQSiutL9LOV8hGjYVYLF3EEIIIYQQQgghhBBCCCGEEEKIK5PMsBRCCCGEEEIIIYQQQgghhBBC2I0kLIUQQgghhBBCCCGEEEIIIYQQdiMJSyGEEEIIIYQQQgghhBBCCCGE3UjCUgghhBBCCCGEEEIIIYQQQghhN5KwtMHNzc3eIQghKkn6qxANh/RXIRoO6a9CNBzSX4VoGKSvCtFwSH8VQoi6JwlLK9zc3MjNzZULkxANgPRXIRoO6a9CNBzSX4VoOKS/CtEwSF8VouGQ/iqEEPYhCUshhBBCCCGEEEIIIYQQQgghhN1IwlIIIYQQQgghhBBCCCGEEEIIYTeSsBRCCCGEEEIIIYQQQgghhBBC2I0kLIUQQgghhBBCCCGEEEIIIYQQduNg7wAaKp1OR7du3VCr1ezZs4fCwkJ7hySEEHVGq9XStWtXtFote/fuJS8vz94hCSGEEKISgoODadmyJRkZGRw4cMDe4QjRaPj6+nLVVVeRn5/Pnj17sFgs9g5JCFEJHh4edOjQAYPBwK5duzCZTPYOSQhRR0JDQ2nWrBnp6ekcOnTI3uEIIZCE5WV5/pWXuXb8ODI1FiwqFd4m2LJuA4/PeFRubIQQjd7Mp5/i5lunkHHBZ+CeLf/yyP0PUFpaau/whBBCCGFFUFAQX367AI+wYHLVoDdbcCku5fknn2btn3/aOzwhGix3d3e+mD+PsDatyNGAg9mCR6mFj956mx+++87e4QkhbNDr9Xz8xee079GNTA1oLOBtgoVffc3s9z+wd3hCiFoUGhrKF98uwC044Nx9sVOhgVn/e4yNGzfaOzwhrmh2LQn71FNPsWPHDnJzc0lJSWHp0qW0bNmyzD7+/v7MmzePhIQECgoKWL16Nc2bN6+w3bvuuou///6bzMxMMjMzWbt2Ld27d6+RmN+d/RHdbr6ezaY8DhnyOVySxz/GPMJHDGTe9/IwIoRo3J5/5WWGTp3CZlMehw35HCnJY4sxD+9+Pfnx11/sHZ4QQgghrHB3d2f5mj9ICvNlR2keR0vy2Feaz3YHA6/Nnc3AgQPtHaIQDZKDgwMr166h5KqmbDPmcaQkjwOl+fxDAfe9MItJt06xd4hCCBt+WfEbrr06seVM3z1oyONvUx7X3ncnjz/ztL3DE0LUEm9vb5b+uZr4YM8y98W7dKW889Xn9Ord294hCnFFs2vCcuDAgcydO5devXoxfPhwHBwcWLNmDc7Ozuf2WbZsGU2bNmXs2LF07tyZmJgY1q1bV2afiw0aNIhFixYxePBgevfuTWxsLGvWrCE4OLha8fr6+tJn+FBOGArKbYsxFBLRqT0tWrSo1jGEEKK+cnNzY/SN4zlsKF/+NaG0EM+WTencubMdIhNCCCFERaY//DDRjmpyS0vKfN9ksbC1OJsX33rDTpEJ0bCNu/FGcr1dSTcUl9u2szibR554ApVKZYfIhBAV6dOnD/qIEBINReW2HSjJ46Zbp+Dk5GSHyIQQtW3GzJmc0kFeqaHM940WC9tKcnjlnbfsFJkQAuycsBw1ahQLFizg8OHD7N+/n2nTphEREUHXrl0BaNGiBb179+b+++9n165dHD9+nOnTp+Pq6srEiRNttjtlyhQ+/fRT9u3bx7Fjx7j77rtRq9UMHTq0WvGOv+lGknW2HzbiHSzcfted1TqGEELUV9eMvoYUve3PwFiVkTvuu7cOIxJCCCFEZVwzdgxxxflWtxktZhw83PH396/jqIRo+KbefRenSsoPaD4rR6uiS5cudRiREKIy7px+P9EWg83taXpVtd8hCiHqp8EjR5Bg477YYDbh7OONh4dHHUclhDirXq1hefbDIDMzE1DqyQMUF58frWg2mzEYDPTr14+vv/66Uu06Ozuj1WrPtXsxnU537ligzCKyxtPbGwMWm8cpNhnx8PSsVExCiMtT2f4qap6HpxfGCkaIF5uMuHvKTZ04T/rr5enf/yo6dWrKunV7OXIkzt7hiCuE9NfGzaKueIaXwWLGxcWljqIR1SX9tf7QOeoxWsw2t5eqVbi6utZhRKI+kb5af3l4eJBkMtrcbtJocHN3r8OIhL1Jf71y2H6zrzBYzDg7O5OTk1Mn8QghyrLrDMuLvf/++2zevJlDhw4BcPToUaKjo3njjTfw9PREq9Xy5JNPEhQURFBQUKXbffPNN0lISGDdunVWtz/99NPk5uae+0pISLC6379/b8bb9v0M/motWzZtqnRcQoiqq2x/FTVv+9ateBhMNrcHOjjy76bNdRiRqO+kv1bde+/dyaa/3+S99+/kwMGPue++UfYOSVwhpL82bmmJSbg6aG1ud1NpiI+Pr8OIRHVIf60/Dvy3lwBH28l+L5Pq3PsNceWRvlp/bdn0N0F62yVf3YtK2bN7dx1GJOxN+uuVIzstHSeN7TlcLqhJTU2tw4iEEBdScemBBXXi448/ZvTo0fTr16/MRaFLly58/fXXdOrUCaPRyLp16zCblRGMo0ePvmS7jz/+OE899RSDBg3iwIEDVvexNoomISEBd3d38vLKrtW2Zc9u9jmaKbpoJJZWraavypWeHTpiNFaQ1RRCVEtV+quoeRu2buGEpyP5xrLlcxxUKvprPejbqQtFReXXARFXJumvVTNt2jC+/uYRPp6zguXLt3PffaMYf2Nfhgx+ho0brd/DCFFTpL82bj169OD97xewvTi73LYwnQtxf/7FYw8/UveBicsi/bX+CA8P55f1a/m7uHw1Jx+tI45HorjlhnF2iEzUB9JX6y93d3c27trB34ZsTJayr0XdtXoiUnMZMWCQfYITdiH99coxYOBAXv3qM3ZauS+O0LtwbNlqZj3xZN0HJoQA6skMy9mzZzNmzBgGDx5cbgTLnj176Ny5Mx4eHgQFBTFq1Ch8fHyIioq6ZLuPPfYYzzzzDCNGjLCZrAQwGAzk5eWV+bLltptupgdORDq6crawUpijK301btx9622SrBSillWlv4qad/vNt9DJ6EBTRzfUZ8rDhji60E/rwUN33S3JSlGG9NfKc3d35t137+SP1bv55Zd/MRpNzJ27in17T/PFlw+i1darKv6iEZL+2rjt2LGDX7+aR29HT7x0jgDo1Rqu0rvhHJvMU4/NtHOEoiqkv9YfsbGxvPfCSwzQe52baemgUtPK0Y0mOSXcc/tU+wYo7Er6av2Vm5vLzPsfoL/Ok+AzfVejUtHM0ZX2JSpunzDRzhGKuib99crx96ZN/PHdIno5euJ55r7YUeNAO0d3HE7G8cIzs+wcoRBXNrsnLOfMmcO4ceMYMmQI0dHRNvfLzc0lPT2d5s2b061bN5YvX15huzNnzuS5555j5MiR7K7BMg6nTp1iYPee/PXxV7TLNtAxx8ie+T8yrHdfKRchhGj04uLiGNSjF6vfn0vbjGI65ho58uMyru7bny2b/7F3eEI0WI88MgYnZx1fffXnue9ZLBY++ug3mjcPZvLkgXaMTgjRGLz/1tvccd0NmLbtpWOuidDYdD6a8QTXjbia0tJSe4cnRIP14w8/MH7YCNL+3ETHXCMtUvL49rlXGdq3H7m5ufYOTwhhw4b16xnVbwAnf1lFx1wjbTKK+e2tjxjUszdJSUn2Dk8IUYtef+ll7h47HnYcoGOuiaDoFN594FFuGH2tTEYSws7sWhJ27ty5TJo0ibFjx3Ls2LFz38/JyaG4uBiAG2+8kbS0NGJjY2nfvj0fffQRu3fv5sYbbzy3/4IFC0hISOCZZ54BlDKwr7zyCpMmTWLLli3n9svPz6egoOCScbm5uZGbmyvT/oVoAKS/CtFwSH+1zsFBQ0zsN+zYfpwPPyw/IOvlV6bg7+9Bm9b32yE6caWS/ipEwyH9VYiGQfqqEA2H9FchhLAPu86wnD59Op6enmzatInk5ORzXxMmTDi3T1BQEAsXLuTo0aPMnj2bhQsXMnFi2dIM4eHhBAUFlWlXr9fzyy+/lGl35kwpdSSEEEKI+mX06O4EBXmzYsV2q9t/+WULrVqF0r//VXUcmRBCCCGEEEIIIYQQdcOuCyKpVKpL7jNnzhzmzJlT4T6DBw8u8+cmTZpUKy4hhBBCiLoycdJAjh1L4NSpZKvb9+2NIj4unWl3DGfz5kN1HJ0QQgghhBBCCCGEELXP7mtYCiGEEEJcqRwddVxzTTf+3nSgwv3Wrv2PceN6o9PZdayZEEIIIYQQQgghhBC1QhKWQgghhBB2MmJEZ1xdHfn774pnTm7adBB3d2eGD+9cR5EJIYQQQgghhBBCCFF3JGEphBBCCGEno0Z1JSYmlfj49Ar3i4lJJSYmlXHjetdRZEIIIYQQQgghhBBC1B1JWAohhBBC2MnVI7uwe9fJSu3775YjXDO6e6XWABdCCCGEEEIIIYQQoiGRhKUQQgghhB00axZEZGQAu3adqNT+O3YcJyDAkw4dIms3MCGEEEIIIYQQQggh6pgkLIUQQggh7GDIkA4YjSb27j1dqf0PHoyhsLCEUaO61nJkQgghhBBCCCGEEELULUlYCiGEEELYQb/+V3HiRCJFRYZK7W80mti3N4qhQzvVbmBCCCGEEEIIIYQQQtQxSVgKIYQQQthB//5tOXgwpko/89/eU/Tu0xqdzqGWohJCCCGEEEIIIYQQou5JwlIIIYQQoo6FhPgQGRnAgf3RVfq5fXtP4+ysp3v3lrUTmBBCCCGEEEIIIYQQdiAJSyGEEEKIOtarVysADh2KrdLPnTyZRF5eIYMGtauNsIQQQgghhBBCCCGEsAtJWAohhBBC1LEePVqSnJxFZmZelX7ObLZw+FAcffq0qaXIhBBCCCGEEEIIIYSoe5KwFEIIIYSoY927t+TY0fjL+tmDh2Lo3ac1KpWqhqMSQgghhBBCCCGEEMI+JGEphBBCCFGH1Go1Xbs15+ixy0tYHjoYg6enK23ahNVwZEIIIYQQQgghhBBC2IckLIUQQggh6lCrViG4uTld9gzLI0fjMRpN9OnTuoYjE0IIIYQQQgghhBDCPiRhKYQQQghRhzp1agrAyZNJl/XzxUUGoqJS6NGjZU2GJYQQQgghhBBCCCGE3UjCUgghhBCiDnXu3JTExEzy8oouu41jx+Lp0VMSlkIIIYQQQgghhBCicZCEpRBCCCFEHerUuSmnTl3e7Mqzjh2Np23bcJyd9TUUlRBCCCGEEEIIIYQQ9iMJSyGEEEKIOtS5c1NOnkisVhtHjsbj4KChS5dmNRSVEEIIIYQQQgghhBD2IwlLIYQQQog6EhzsjY+Pe7VnWEZHpVBSUioJSyGEEEIIIYQQQgjRKEjCUgghhBCijrRrFwHA6dPJ1WrHZDJz6lQSnSVhKYQQQgghhBBCCCEaAUlYCiGEEELUkfbtIyksLCE5ObvabZ08mUTXrs2rH5QQQgghhBBCCCGEEHYmCUshhBBCiDrSrn0E0VEpWCyWard14ngCbdqE4eSkr4HIhBBCCCGEEEIIIYSwH7smLJ966il27NhBbm4uKSkpLF26lJYtW5bZx9/fn3nz5pGQkEBBQQGrV6+mefNLzyYYN24chw4dori4mEOHDnH99dfX0lkIIYQQQlRO+/aRREWn1Ehbx08kotGo6dAhskbaE0IIIYQQQgghhBDCXuyasBw4cCBz586lV69eDB8+HAcHB9asWYOzs/O5fZYtW0bTpk0ZO3YsnTt3JiYmhnXr1pXZ52K9evVi8eLFLFy4kI4dO7Jw4UKWLFlCjx496uK0hBBCCCHKUavVtG4dSnRUzSQso6JSMBpNdOzYpEbaE0IIIYQQQgghhBDCXhzsefBRo0aV+fO0adNIS0uja9eubN68mRYtWtC7d2+uuuoqDh8+DMD06dNJTU1l4sSJfP3111bbnTFjBmvXruXNN98E4M0332TgwIHMmDGDSZMm1e5JCSGEEEJYERHhh7Oznujo1Bppr9RgJDY2TRKWQgghhBBCCCGEEKLBs2vC8mIeHh4AZGZmAqDXK2syFRcXn9vHbDZjMBjo16+fzYRl7969+eCDD8p8788//2TGjBlW99fpdOeOBeDm5nbZ5yCEqF3SX4VoOKS/ltW2bTgAMTE1k7AEiDqdTMdOkrAU1Sf9VYiGQ/qrEA2D9FUhGg7pr0IIUT/YtSTsxd5//302b97MoUOHADh69CjR0dG88cYbeHp6otVqefLJJwkKCiIoKMhmO4GBgaSklC23lpKSQmBgoNX9n376aXJzc899JSQk1NxJCSFqlPRXIRoO6a9ltWkTSkFBMWlpOTXW5slTSbRvH4lKpaqxNsWVSfqrEA2H9FchGgbpq0I0HNJfhRCifqg3CcuPP/6YDh06MHHixHPfMxqNjB8/npYtW5KVlUVhYSGDBg3i999/x2QyVdiexWIp82eVSlXue2e98cYbuLu7n/sKCQmp/gkJcQXQarU88MB9/PffFg4f3s62bX8xYcLNtXpM6a+ioQsJCeGLLz7m0KHtHDq0nV9/XUTbtm3tHVatkP5aVpu24cTUUDnYs06dSsbNzYkmTQJqtF1x5ZH+Ki5XYGAgc+a8z8GDynXtt99+omPHjvYOq1GT/lq3VCoVkydPZMeOTRw+vJ3du//h3nvvwsGhXhWsEvWQ9NX6r2PHjqxY8ROHDm3n4MHtzJ79HgEBcl99JZL+Wj3XXz+Wf/9dz+HD2/nvvy3MmPEQjo6O9g5LCNEA1Ys77NmzZzNmzBgGDBhQbgTLnj176Ny5M+7u7uh0OtLT09m2bRu7du2y2V5ycnK52ZT+/v7lZl2eZTAYMBgM1T8RIa4gjo6O/PXXajp2csLRMR2wABq++PJxbrllPOPG3WJzkEB1SH8VDVnnzp1ZtuxbwsKzACVx1aatP716L+bRGS+zePFP9g2whkl/Leuqq8KJjUur0TajTicD0L59JKfP/L8Ql0P6q7gcbdq04fffFxMWnoVaffa65kX3HguZ9cx7fPPNAjtH2DhJf607arWaFSt+pv+AMFxd04BcQM37H9zNlCm3MHToNfJ3IWySvlq/3XnnVF577X/4B6Ry9tmsdZtuXHfdWkaNupmjR4/aN0BRp6S/Xr7vv5/H6NHtcfdIQ+lLKt5sO4lbb53AgAFXU1BQYO8QhRANiN1nWM6ZM4dx48YxZMgQoqOjbe6Xm5tLeno6zZs3p1u3bixfvtzmvlu3bmX48OFlvjdixAj+/fffmgpbiCveW2+9SpcuWhwd01CSlQAm3NySGTqsKVOn3m7P8ISolxYt+pqw8HjgwpKghQQGRvPOuy/i7u5ur9BEHWjVMoTY2JpNWKan55KTU0D79hE12q4QQlTG4sXziYhMRK3OveC7RQQExPDyy4/j5+dnt9iEqAn3338PAweF4OqaDJyt8mTGySmV7t2dePnl5+wZnhDiMvn7+/PSSzPxD4gBis59X63OJSIykSVLZMCNEJUxfvwNjL62Pe4eSYDxzHct6HTpdOhg5uOP37dneEKIBsiuCcu5c+cyZcoUJk2aRF5eHgEBAQQEBJSZMn7jjTcycOBAmjRpwpgxY1i7di3Lli1j7dq15/ZZsGABr7/++rk/f/TRR4wYMYInnniCVq1a8cQTTzBs2DA+/PDDujw9IRotlUrFtdcOR6vLsrrd1TWVhx66u46jEqJ+GzhwIP4BJs7fxJcVEJDDvffeVbdBiTrj7++Jh6cLcTWcsASIikqhXfvIGm9XCCEq0q1bN4KCNECp1e2BgdnMmPFg3QYlRA27996pODtbv3br9JmMH39dHUckhKgJM2Y8SGCg9fcZUEpQkIYuXbrUaUxCNESPP/4w7u7Wlz3ROOQwcGAvtFptHUclhGjI7JqwnD59Op6enmzatInk5ORzXxMmTDi3T1BQEAsXLuTo0aPMnj2bhQsXllnnEiA8PJygoKBzf966dSu33HIL06ZNY//+/UydOpUJEyawY8eOOjs3IRozNzc3tLqK1pE14+qqr7N4hGgIOnXqgKen9WQlgFZbQLduneouIFGnWrVS1kCJi0uv8bajolLo0CGyxtsVQoiKtG3bBh9f2+X/1Zo8unTpUIcRCVHzXFy0nK8mU55eDzqdru4CEkLUiK5dO6LW5Nvc7uNroU2bNnUYkRANk7u7M+crEJSn05fi6+tbdwEJIRo8u65hqVKpLrnPnDlzmDNnToX7DB48uNz3fvnlF3755ZfLjk0IYVthYSFms6bCfYzGml+/UoiGLDExieJiNbbXnXckMVHWIGysWrUKwWQyk5iYUeNtR51OZsyYnuh0DhgMtpPiQghRk1JSUikoABcXW3s4kpQUXYcRCVHzjJe4rJpMalnzTIgGKDExCWgFWE9a5udDaqr1WWNCiPOMRnOF201GB3JzcyvcRwghLmT3NSyFEA2P0WjkwP7jgLPV7SaTN8uXr67boISo51asWElKspPN7clJrsyZ81kdRiTqUqtWoSQmZFBaWtHs9MsTFZ2CRqOmVavQGm9bCCFsWb9+PakptmeWpaZ68N57H9dhRELUvD/++Auz2dPGVhd2795fl+EIIWrI++/PJTXVw+b2tFQdGzZsqMOIhGiYfvjhV0pLbc2g1HPyZAIFBQV1GpMQomGThKUQ4rI8+OBMYqL9gbLTxcxmV44f0/PGG+/aJzAh6qni4mLeffcTMtJDgbIVBvJy/Vm58l9Onz5tn+BErWvZKoT4hJqfXQkQHZUCwFVXhddK+0IIYY3RaOTll98hLS2cix8r8/N9Wb9uH4cOHbJPcELUkBdeeJWTJ1wA14u2OBEd5csjjzxpj7CEENV04MABNqzfT37+xYkWNWmp4bz00tuYTDU/0FCIxmb27LkcOazCZHK7aIueuNhg7rtvhj3CEkI0YJKwFEJclpiYGAYPvo51a4uIiw0jKSmQmJgwlv6aQL9+w6XkgxBWzJ37GQ888BqHDvqRmBBMUmIQJ0+E8uqrP3LPPQ/YOzxRi1q1CiE+vubXrwTIzy8mLS1HEpZCiDq3YMF33H3XLPbv8yIhIYSkxCBOnQzjnbeXM2XKHfYOT4hqy87Opl+/ESxbmkxsjPLMExcbxpo/Cxg4cDQJCQn2DlEIcZkmT57Gu+/8xqmTYSQlBpKYEML+fV7cddczfPvt9/YOT4gGobCwkAEDRrBk8Wlios9cJ+NC2fiXkeHDx3HixAl7hyiEaGBUVLSC/BXKzc2N3Nxc3N3dycvLs3c4QtR7rq6ueHl5kZaWRnFxcZ0eW/qraKj8/f3RarUkJiZisVwZl+Irtb9qNP9n787jbaraAI7/znjneZ4HrnnKLCI0SBkzlERJLymNiqRUQqVSiWZRVDJVQhpEZiIzGa87z/Nw5vP+caN0z7nc8Vw838/nft63s/Ze6znY9+yz11rPo6SkdCXz31vLd9/trJUxXp9zP0lJ2dw5eFat9C+uPdfq9SqqLiAgAK1WS2pqKhZLxfWMRM2S67VuuLi44O/vT05OjqS3E1Ui12r9pFQqCQkJwWAwkJmZ6ehwRD0h12vlOTk5ERgYSF5envyZCSGqTO3oAIQQV76ioiKKimwXqxdC2JaRkeHoEEQdiYoKRKNR19oOS4D4+AzatImttf6FEOJS5CGvuNqVlpaSmJjo6DCEEDXMYrHIbmkhaoBer5fPSSFEtcmEpRCi2po3b05wcDBnz56VGnzXiJYtWxIQEMDp06c5d+6co8MRol6LiwsFqNUJy3PxGQwefD1OThr0emOtjSOEEOeFh4fTuHFjsrOz2b9/v6PDEaJCWq2WDh06oNFo2Ldvn5SvEELUmtDQUJo0aUJeXh779u1zdDhC1KqoqCgaNGhAVlYWBw8edHQ4QoirgExYCiGqrGvX6/ngg7cJDFTi6mqmsFBNYmIRI0aM4fTp044OT9SCXr16Mm/e6/gHKHB1MVNQoCYhIZ+77rpfJi6FsKNRozD0eiMZGfm1Nsa5hAxUKiVxcaEcPizXohCi9oSEhPD114to0DAAL08jpTol2VlKJk16nrVr1zk6PCHKmT79OUaPHoaPjx6lykpurhNbfv+DBx6YgMFgcHR4QoirRGBgIF9/vYhGjYLx8jKi0ynJyVHx7LMvs2rVt44OT4gaFRkZyVdffUZ0tDeeniZKSlVkZVp57LHJ/PLLRkeHJ4S4gsmEpRCiStq0acM333xESGgCYAbAzR2CQ7T88su3XH/9LaSmpjo2SFGjunTpzJKl8wgOPgeU1aZyc4eQUGd+/fV7OnfuTVZW7e0gE+JKFRcXQnJydq3WKk04V5aKsVmzCJmwFELUGk9PT377bR2NGmcDZenz3NzB31/Bp5++xsiROnlIJeqV1157hXHjbsbTK+HCax4eMGRoIwIDV3Drrf0dGJ0Q4mrh6urKpk3radI0n39/Pvr5K3j//ZcxGo2sWbPWsUEKUUP8/PzYuHENsQ0ygBSg7N97QICSz794l6FD/se2bdsdG6QQ4oqldHQAQogr0zvvvEZIaDLnJyv/YSAqOpeXXnrOEWGJWjR37myCgxM5P1n5Dx3RMQU8++wkR4QlRL3XoEEIKSk5tTpGQUEJWVkFNG0aUavjCCGubY8//gixDUqA0v+0WAkMSmDOnBmOCEsImzw9PRl+Vz88vcrXDXdyyue668Jo27atAyITQlxtHnrof8Q2MADF/2mxEhCYwKxZLzgiLCFqxbPPTiIqugDQ/afFQnBwIm++OdMRYQkhrhIyYSmEqDStVkt0dDBgL4VSPt27d67LkEQt8/DwIDTMGzDZbFcq8+jTp1edxiTElaJhXCgpydm1Pk5CQiZNm0XW+jhCiGvX4MF3oFbbW4BhISDQmeDg4DqNSQh7br+9LyEhervt/gEFPPzw2DqMSAhxtbr77jvRau3d71vx81MRHR1dlyEJUWv69OmFSpVnp9VEWJg3np6edRmSEOIqIhOWQohKc3JyQqH8787Kiynlt8tVxdXVFaVC/s6FqCyVSkl0dGCt77AESEzIpFkz2WEphKg9KpWi4nalBTc3tzqKRoiKeXt7odFUlI7diJeXPFAVQlSfWq0E7P++UanMuLu7111AQtQilaridoXSjKura90EI4S46sjjZSFEpRUWFlJaUtERarKzC+oqHFEHMjMz0ekqKnusJS2t9neQCXGliYgIQKNRk1wHOyzPncsgLi4Ularmbu8UioonJ4QQ15aEhBTA2W57aamWxMTEugtIiAps376TzAz7T1V1Og9+/XVLHUYkhLhanToVD9ifoCkpceL06dN1Fo8QtSk1NQvQ2m3XlarJyCifjl0IIS6HTFgKIark88+XUVwcYLMtNzeIV155o44jErXJYrGwfPn3lJb62mzPzg7kpZdeq+OohKj/GjYMASA5OavWx0pIyMTJSUN0dFC1+3JydeWe117itX1beHbtcmLbX1cDEQohrnQvvDCLzMxAm216nTfr12/EYLBXMkCIunXgwAESE0uxPcmuJD3Ng0WLPq/rsIQQV6Hp02eRkW77+YjR4MWmTbsoLf1v/WchrkzTp79Kdrbt75ylpb6sWLEGi8VSx1EJIa4WMmEphKiSWbNe5+efzpKbEwI4/f2qK5kZESz89EfWrl3nyPBELZg27SU2b8ogLy+Ef1bTuZGRHsmC+avYtGmTA6MTon5q0CAYo9FMekZ+rY91LqFsFWvTpuHV6kehVHL/u6/R/MZu7Fr5HfqSEh5c8CbBcQ1qIkwhxBVs7969zHn9M9LSogCPv1/VkJ8XxI4dRTz++DOODE+IcgYOvJsTf/mh0/lz/vGHyeRDYkIUI0f+TyYQhBA14siRI8yYsYC01Gj+/flYUBDE7t0Gxo9/1IHRCVGztmzZwnvzlpORHgmcLwWgJS83hN83Z/Lccy86MDohxJVOJiyFEFVitVoZPPhu7rlnGkeP+JGe1pw9uzXcfvtYnn56qqPDE5fg7u7O+PH/45135vDQQ+Muq56G2Wymb99BDB40iQ0/lrBntwdffRlPz553MX36jDqIWogrT8OGoaSl5WIx1/4K06zMAoqLdTRpUr0Jy253D6Fhh7asf/dD9v/4C2vnLqAwK4eh0yfXUKRCXDuUSiX9+vVj7tzXeeGFqUREXPl1Zt9442263zCYzxf/xZ7dHvzys4G77ppG7959MRqNjg5PiIskJSXRps31PPH4p+zY7sSe3R7MnrWB667rzrZt2+s0lnbt2vH666/w2muv0LZt2zodWwhR++bP/4Abb7yTTb/pSE9rxulTYTzy8Lt0734zer3e0eEJUaNeemkmPXvexZdL49mz24MNP5YwZMgz3HbbQMxms6PDcxitVsu9947k7bdf56mnHsfPz8/RIQlxxVFQUVXoa5SHhwcFBQV4enpSWFjo6HCEqLeefvoJJk68n+DgItQaAzqdExnpHjz55DRWrfq2TmKQ67Xy7r9/NC++OImgoCK0TnoMei3p6R688spbfPzxZ44OT1zFrsXrdcXKZwkP92fyM3VzbS14fwI7dxzngQferdL5zu5uPPfjKs7+eYDNi7+68HpY08YMeOYxPn3kaY5u3lpT4Yp67Fq8Xmtas2bNWL16KUHBRjw9SwENKSku/LZxH6NHPyipskSNkeu1fvPx8WHt2pU0bOiJf0AJoCAr05WTJ/Po23cw+fm1n4VB1A9yrV7dunTpzBdffEhgUCnu7josZg2pqW6sXv0rjz76lKPDE5Uk16uorFtuuYkPP5xLQGAxrq46zGYtqaluLF60kueff9nR4QlxxZAdlkKIKhkyZDDPTB5FeMQ51JpsoBBn5ywio+KZP38GrVq1cnSIwobu3W/g1VefIiIyHq1TFlCI1imbiMh4Xpn5OD179nR0iEJcVRo2DCE1NafOxktMzKJJ06rv4Oo0uD9Orq7s+e7itN7Jx/4i7dQZbrhnWHVDFOKa4OnpyQ8/LCOuUTqenulAAZBNaGgSAwc14a23pO6zENeKtWtX0rET+AekAvlAHv4BKXTqrOSHH1Y4OjwhRA0ICQnh668/IbZBMu7umUAhSlUOYeGJjBrdjSlTJjk6RCFELWrYsCELP3ubqOgEXF3LfgeoVNmEhycw4eEBjB17n6NDFOKKIROWQogqmTbtafz8Umy0WAkKTmPWrOl1HpO4tFmzXiAg0NbfGwQEpPLKK8/VcURCXN1iYoJJSanLCcvMKqeEVSgUdBsxlJO791KSV363x+GNv9OoSwd8w0KqG6YQV70JE8YRFl4IlE+R6uaWw4ABN+Pi4lL3gQkh6lT79u1p2NATpbK4XJtSWUSjRj60bt3aAZEJIWrSs89OIiw8ByifCtPTM4MHHhiJUimPYIW4Ws2Y8TyhoRlA+QwqPj6pPPnkI3UflBBXKPm0FEJUmouLC35+Ltj6IC6jo1GjqLoMSVymsLAAbD08LWP8u10IURMCArzw8HAhtQ4nLBMSMvHxccff37PS5zbo0BbfsBCObtpis/3M3v0YdXra9Lm5umEKcdUbOLAvGk223XZvHwPt27evw4iEEI4wbNjAv9PA2hYQWMqwYYPrMCIhRG3o3r0LSqX99M4eHgYaN25chxEJIepS69ZNgfKLk8pY8fRSEBQUVJchCXHFkglLIYQQQohaEBsbDEBKiv1Ji5qWkJAJQOPGld9l2a5fH/LS0kk7dcZmu8lgIP7AIdr06V2tGIUQQgghhLi2KBwdgBBCCHFFkAlLIUSllZaWkpVVgv1fIS789Vd8HUYkLldSUgagsdOqITk5sy7DEeKq1qBB2YRlampunY2ZnJyN2WypdFpYlVpNy149OLlrb4XHnf3zIGFNGuEZKLuxhajI6tU/YDT62W3PzdGyZ8+eOoxICOEIX3+9iqxMV7vtGRkuLFu2sg4jEkLUhs2bt2OxeNltLyzU8Ndff9VhREKIunTgwFHA3U6rgoJ8K+np6XUZkhBXrCpPWI4cOZKtW7eSnJxMZGQkAI899hj9+/evseCEEPXXjBmvk50daqNFQVpaEFOnvlTnMYlLmzr1ZTIzbP29QWZGKFOnvlzHEQlx9YqNDSY3t4iSEn2djWk0mEhNzaFx47BKndegQ1tcPD04s/fPCo9LPHwMi9lCk66dqxOmEFe9BQs+IjnJHVuLhIqL/fj22w3odLq6D0wIUaf27dvHyZP5WCzlH2JaLO6c+CuHgwcPOiAyIURNmj37DZKTfABVubaC/EA+/vhzLBZ7JXWEEFe6adNmkJLsj62pltycYObMmVf3QQlxharShOX48eN56623WLduHd7e3qhUZR/IeXl5PP7445fdz5QpU9i9ezcFBQWkp6ezevVqGjVqdNExbm5uzJs3j8TEREpKSjh69Cjjx4+/ZN+PPfYYx48fp6SkhISEBN566y2cnJwq9T6FEPatWvUts2YuJCkxGpMpEPBErw/iXHwUD42fyqFDhxwdorBh585dLF36EznZLTAazv+9+ZOYEM2UKW+yefPvjg5RiKtGTExQndavPC8pKYtGlZywbNGrO/kZmWQnJld4nL64mIyz8TS+vmN1QhTiqldYWEjfvsM48Vcg+flBgCcWiy/JyeGsXHGYp56aUiPjNGrUiAceGMNdd92Ft7d3jfQphKhZffsOZucOM5mZIYA34E1GRgjbtxm5444hF45zd3dn6NChjB37AC1atHBUuEKIKkhLS2Po0Ac4fSqMosKy79kWsx/JSRF89tlmXn/9LUeHCIBWq6V///78738P0qlTJ0eHI8RVIygoiG++2UB6emNKSsp+B5hM/iQlRvLuu6v57LPFjg5RiCuGuionTZw4kQcffJDvvvuOKVP++bL9xx9/8MYbb1x2Pz169GD+/Pns2bMHtVrNzJkz+emnn2jWrBklJWWF6efOnUvPnj0ZOXIk8fHx3HLLLSxYsICUlBS+//57m/2OGDGCV199lTFjxrB9+3YaNWrEokWLAHjyySer8paFEDYkJ6diNiswm/xRq1WYTCYMhkIyMiStaH10//2jef75pwgM0uHqmkVxsT+FhRoWLPiUV1+dc+H3rhCiZsTGBpOWXnfpYM9LTMyideuYSp3TpFsXEg4duaxjk4+foFEXmbAU4lKOHz9O06btuO22PvTseQM5OXl8/vlSkpMrXhhwOfz8/Fi9+ivi4vwJCjZiMilITZnCmjW/MXHik1it1hp4B0KImpCfn0+3bjfRpk0bhg0bDMCyZSs5cODAhWNmz36Zu+8eQEiIHo3WSkbGBM7FFzFo0N2kpKQ4KnQhRCXs3r2bJk3aMnBgf7p06UhaWgaLFy8hM7N+PB8ZP/5BJk9+hMAgAy4uFnKylaSlWRk27D6OHj3q6PCEuCK1bt2ar776lKBg8PExU1KSS3FRIFu3HGT9+p/5/POl5ObW/TMBIa5kVZqwjImJ4c8/y6cM0+v1uLm5XXY/t91220X/ff/995OZmUm7du3YsmULAF26dGHx4sVs3rwZgI8//phx48bRvn17uxOWXbp0Ydu2bXz11VcAnDt3jq+++oqOHeXhmhA1pWfPG3l33gsEBsYDZQ/F3NwgrpGKb5Z/yo09+nP69GkHRij+rX//O3jttSfxDzh34TU3tzTc3NSMHj2UDz/8RCYshahhMbHBbPn9cJ2Pm5iYycCBnf9eSGK+5PEB0ZH4hYeyc/m3l9V/yvGTtLujD4ExUWScPXfpE4S4hlmtVtatW8+6detrrE+lUsmvv66lVesSoGzyU62GiEgYNbozJtPrPP740zU2nhCiZuzfv5/9+/eXe/2FF55l/EN98PJKuPBaYCAEBrrw669raNPmevT6uksvL4SoOrPZzMqVq1m5crWjQ7nI8OFDmTHjYfz8//k94+sHvn4a1q1bRseOvcnIyHBghEJcecLCwvj++6VERCYCJgBcXcHVNY22baN4//1zMlkpRBVUKSXs2bNnadOmTbnXb7vttmqtyvHyKitQnZPzT/q0rVu30r9/f0JDy2qu3XjjjTRq1IgNGzbY7Wfr1q20a9eODh06AGUTrH379mXt2rU2j9dqtXh4eFz0I4So2KuvvkhgYDLnJyv/YSYsLJ2ZM1+olXHleq2al1+ein9Ako0WExGR2Uyf/mydxySuftfy9arRqAkP9yM11QE7LBOy0GjUxMQEXdbxjbp0xGw0kXz8xGUdn3rqDBazmdj211UnTFHPXMvX65Wmf/9+xMQqgOJybe7uWQwYeDPu7uXr5Ymrh1yvVw+tVst9992Fl1e6jdZSoqIM3HvvPXUel6gZcq2K+uL555/Gz9/W8wAj4RF5PPvspDqPqb6R61VU1gsvTCEiMofzk5X/5h+QzEsvyXM2IaqiShOWc+bMYf78+QwbNgyFQkHHjh2ZOnUqs2bNYs6cOVUO5q233mLLli0cOfJPSrJHH32Uo0ePkpycjMFg4Mcff2TChAls27bNbj/Lli3j+eefZ+vWrRgMBs6cOcNvv/3Ga6+9ZvP4Z599loKCggs/NZGmSYirmZOTEyEh3tj6UC5TzHXXNa+VseV6rTw/Pz/8/J0Bi50jCujatUNdhiSuEdfy9RoZGYBSqSQ11TE1LAEaX2Ydy4Yd25F25iwmg+Gyjjfp9WQlJhPdWuprXU2u5ev1SvPgg6Pw8LC/GCI42MiNN95YdwGJOifX69WjY8eO+Pja3z3p7JLDffeNqMOIRE2Sa1XUB2FhYfj4qCi/2LyMUpnHTTd1r9ug6iG5XkVl3XBDJyDfTqsFf39n/Pz86jIkIa4KVZqwXLRoES+99BKvv/46rq6ufPnll4wfP57HHnuMZcuWVSmQ9957j1atWnH33Xdf9Pqjjz5K586d6devH+3ateOpp55iwYIF9O7d225fPXr04LnnnmPChAm0bduWQYMGcccddzBt2jSbx8+ePRtPT88LP2Fhl/eAT4hrlVqtxv7kVxmFonbGluu18jQaDQoH/X2Ja9u1fL3GxgYDOGTCMiurgOJiHY0bh1/yWIVCQcMObUk+9lelxkg/fZbo1i2rGqKoh67l6/VKo9Vqqeg+TK0+f4y4Wsn1evXQaDSoKnwqY/n7u5e4Esm1KuoDjUaDQiHPAy5FrldReZeoGa+wyD25EFVQ5TvfTz75hE8++QQ/Pz+USmW1iki/++679O/fn+7du1+0gsXZ2ZlZs2YxaNAg1q1bB8ChQ4do06YNkyZN4tdff7XZ34wZM/jiiy/49NNPATh8+DBubm589NFHzJw5E6v14l8oBoMBw2XuKhBCQHFxMYWFZkCB7Q9oLUlJtVP/QK7XyktPT6e4uKInIS6cPp1YZ/GIa8e1fL3GxARhNlvIyLC34rJ2JSZmXdYOy+C4Brh6eZJy/GSl+k8/fZaWvXvg4ulJaUFBVcMU9ci1fL1eab77bj1du43E2TnbZntampqdO3fWcVSiLsn1evXYt28fubla3O1kHjSZfPjpp5/qNihRY+RaFfVBQkICJSWaCo5w4/jxU3UWT30l16uorNOnE2jS1AcotdleUqwiLS2tboMS4ipQpR2W/5adnV2tycp58+YxePBgevXqRXx8/EVtGo0GrVaLxXLxSiCz2YxSaT90V1dXm+coFAoUsmxIiBrx7rsfkJ9nuz5aVmYI06a9UscRCXusViuffLKEwsJAm+0Z6YFMmzajjqMS4uoWExNEenoeZnPFq5lrS3JyNo0aXXrCskH7NpiNJtLPxFeq//PHRzRvXIXohBDVsXDhItJSPbC19tRs8mT/n6dJSUmp+8CEEJWWn5/P1q37MBi8bLQqSU3x5u2336vzuIQQVw+LxcIXXyynqMjfZntaagDPPz+zjqMS4sr33HMzSE+3/Vy0sDCATz9dUm7TlBDi0qo0Yenr68t7773HkSNHyMzMJDs7+6KfyzV//nxGjhzJiBEjKCwsJCgoiKCgIJydnQEoLCxk06ZNzJkzhx49ehAdHc3o0aMZNWoUq1evvtDP4sWLmTVr1oX/XrNmDQ899BDDhw8nOjqam266iRkzZvD999+Xm8gUQlTNhx9+yhdf/E5aWgTgBWiwmH1ISY5mxoz32b59u6NDFP8yZ85brFi+j/S0cMAT0GA2+5KcHMOUKW9w4MABR4coxFUlOiaItDT7NeZqW2JiJo2bXDolbEzbNmScjcdsNFaq//yMTPQlpYQ3a1LVEIUQVVRSUsKgQSM5eyaM0tIAQAu4kpMTzO7dJu66a7SjQxRCVMKYMQ+xdUsh2VmhgBugRa/3J+FcFPfcM46cnLpPLy+EuLq8/PIsvv/uGBnpYYAHoMVk8iU5KYannnqFY8eOOTpEIa44Bw8eZMrk10lOisFs9gU0gCfpaeGsXLGf115709EhCnFFqlJK2CVLltCgQQM+/fRT0tPTq7xaYMKECQBs3rz5otfvu+8+Fi9eDMBdd93F7NmzWbp0Kb6+vpw7d47nnnuODz744MLxkZGRF01EvvLKK1itVl555RXCwsLIzMxkzZo1PPfcc1WKUwhh26OPPsXcuTE88cTDREZGcPjwTt59dwEZGbWTDlZUzwMPPERcXByPPz6BsLBQ/vxzC++990GlFpoIIS5PbGww6Q6csExKzCIoyBtPT1cKCkrsHhdzXWtO/7Gv8gNYrWSdS5QJSyEc5MCBAzRr1oF7772H22+/meLiUj74YCFbt251dGhCiErS6/XcdNPtdOjQgUceeRBPTw9+/fVbFi5cTEmJ/c9wIYS4XFarlZEjx9CkSRMef3wCwcFB7NmzkQULPiI313HfWYS40i1e/AVr1qzlkUfG07Zta1JSjjN37nxOnqxcyRUhxD/sFaCrUEFBAd26dePgwYO1EJLjeXh4UFBQgKenJ4WFhY4ORwhRAblehbhyXEvXa0bmUr7/bhdffLHRIeM3ahTKhx9NpGOHJ/njD9tflnxCgpn202rWvfsB8X9W/p7u+uGDiWjZjFl97qxuuKIeupauVyGudHK9CnFlkGtViCuHXK9CCOEYVUoJe/z4cVxcXGo6FiGEEEKIK56bmzP+/p6kpjkuhVtSUtnO6caN7dexjGrdAoD0U2eqNEZWQhJ+YaE4ublW6XwhhBBCCCGEEEIIIc6r0oTlhAkTmDlzJt27d8fX1xcPD4+LfoQQQgghrlXR0YEApKU6Lr1SSYmerKx84uJC7R4T1aoFeekZlBYWVWmM7MRkAEIbNazS+UIIIYQQQgghhBBCnFelGpZ5eXl4eXmxcePFac4UCgVWqxW1ukrdCiGEEEJc8WJiggBITXXcDkso22UZ18j+hGVkq2ZknD1X5f5zU9MwG02ENo7jbBVSygohhBBCCCGEEEIIcV6VZhaXLl2KwWBgxIgRpKenY7VWugymEEIIIcRVKTo6CL3eSE5O1XYu1pSkpCwaNw632aZUqwhr0phdK7+rcv8Ws5mclFRCGssOSyGEEEIIIYQQQghRPVWasGzRogXXXXcdJ06cqOl4hBBCCCGuaDExQaSl5Tp8QVdiYhY9erS02RYS1wCNk5b0M/HVGiM3JZWQhrHV6kMIIYQQQgghhBBCiCrVsPzjjz+IiIio6ViEEEIIIa54UdGBpKU5rn7leUmJWXh4uBAS4luuLaJFMyxmM1kJSdUaIyc5leCGDarVhxBCCCGEEEIIIYQQVZqwnDdvHu+88w6jR4+mbdu2tGzZ8qKfq51Go2HkqFF89+N61vy8gXETJuDi4uLosIQQwqa4uDje++gD1v/2Kx8vXnRN/J4WwpFiY4NJT89zdBgkJmUB0LhxWLm28GaNyU5KwWw0VmuM7KQUnN3d8AoKqFY/Qoiqke8lQtQNuZ8W15L27dvz2ZdLWbfxV96a9y5RUVGODkkIUcciIyN58913WLfxVxZ9uZT27ds7OiQhxDWiSilhly1bBsDChQsvvGa1WlEoFFitVtTqKnV7RQgPD2fluh9Id1YRbyzBarVy6xMP8b+JD3PPoDs5fvy4o0MUQogLXpjxMn2GD+Ukeo7pS/EKbc17K5dx6LffeWTceEeHJ8RVKTo6kF27/nJ0GKSm5GA2W4iLC2XTpkMXtUU0a0pWQmK1x8hNSQEguGED8tMzq92fEOLyVfS9ZOTgIRw7dszRIQpxVZD7aXGtUCgULP7qS8LbtuK0Rc9xo56APjfyTZ9b+PKDj3jnzbccHaIQog5MfOJxRk4YzwkMHNcV4xHalNe/XEzyn4cYddfdDi99IoS4ulVph2VMTEy5n9jY2Av/ezVbunIF+7VmTuqLMFosmKxWzuqK2Gkt5vPl36BSqRwdohBCAHD7HXfQ864h7NDnkaUvxQrkGXT8oc+nQa9ujB03ztEhCnHV8fJyw9vbnfR6kBLWZDKTkpJDo0YX77BUaTQEx8WSGZ9Q7TEKsnIw6vQENYiudl9CiMpZunIFB+R7iRC1Su6nxbVk8rTn8Grbgj/1BRQY9ViBDF0xW3W5DB3/P7p06eLoEIUQtaxTp04MnzCerbpcMnTFWIECo54/9QV4XNeMKdOmOTpEIcRVrkoTlgkJCRX+XK06deqE0dudIqOhXJvObCbTSUm/AQMcEJkQjhUcHEyrVq3w9S1fJ004zuOTn+Gwochm23FdEWPGX/4DFjc3N1q2bEl0dHQNRSfE1Sk6OhCA1FTHT1gCJCdnE9co9KLXQuJiUWs0ZJ6r/g5LrFZy09IJiomufl9CiMvWqVMnDF5uFNr5XpKuVdB/4EAAoqOjadmyJW5ubnUcpRBXvpq8n74cMTExtGzZEldX1xrtV4hLUSgUDB4+jFN62//eD5mKeOYFmaioSd7e3rRq1YqQkBBHhyLEBdNmvESKyoy7WlOu7bS+mEF3DUOprNJ0ghBCXJbLzt3ar18/1q9fj8lkol+/fhUeu2bNmmoHVh/16N2LLDVQ/rkAAGlWI71uvYVvV62q07iEcJRmzZrx6afziYjwQqs1otNpOX48kdGjx5Gamuro8K557j7eGCzFNtssWFG4OKHRaDBWUMPO1dWVjz9+j+u7tsXN1YDJpCQry8zTT09jw4afayt0Ia5YMTFBAKTVgx2WAElJWbRsGX3Ra2FNGmExW8hOTKqRMfJS0whqEFMjfQkhLk/3nj3J1ijAzkd4utXI6DH38dL0Z/D3V6FWWygu0bJ92z7Gjn2Y0tLSug1YiCtUTdxPX44BA+5g5swX8PVTolJZKCnWsnnzbsaNm4her69W30JcjoCAAEqUCjDbbi8xGfEPDq7boK5SAQEBLF78Ec2bR+PiYsBg0JCSUsiDDz7KgQMHHB2euEb5+/uzePGH9OrRGouyALM1kGKjMz+npJCp++e+sURpJTAwkLS0NAdGK4S4ml32hOW3335LcHAwmZmZfPvtt3aPu5prWBYVFqFR2F9FolWqyCgsrMOIhHCcuLg4ftywnPDwRCD5wuvhEW5s3ryezp17kZOT47gABVyiroAKBSaTyX67SsVvv63nuragVv+zEys4RMnixW8xZswzrFu3vsbCFeJqEB0dRGmpnrw82w8361pSYhYDBnRCpVJiNlsACGvamLy0dEyG6j1cPS83NY2WvW+skb6EEJenqKiwwu8lMe4edOzRAle3o0DZte8PhIU1oEGD9XTt2huz2c5TaSHEP6p5P305hgwZzPz5LxIQmAD8PV4A3B3ahAYN1tK9+81SL0zUOp1Oh6aCCUsARd2Fc9Xy9PRky5YNNGqcB/yzeDA0TMPatV/Sp89wDh8+7LD4xLXJw8OD33/fQJOm+cAfF15316gZGNWW1fGpZOnLJi01CiU6nc5BkQohrgWXvYdbpVLh7Ox84f/b+7laJysBVi1fTrDBYrc93Kzki4Wf1WFEQjjO/PlvEh6eQvml/SXENihk2rTJjghL/MvxQ4fw0TrbbHNRqUlPSKzw4cfQoXfSrJkzanXBf1osBAadY86cl2swWiGuDjExQfUmHSxAYlImGo36ws5PgLCmjciqod2VALkpabh6eeLu61NjfQohKrZ6xUqCDfY/wzv6+eDqdoTzk5XnqdUFNGvuyuDBg2o5QiGuDtW9n74UhULBzJnTLp6s/JtGm0/Llp7cdtttVe5fiMtVUFCAPicfjZ1Uj4FOruzY/HsdR3X1eeaZJ2nQsBT47+JGI6FhScybN8cRYYlr3KRJj9EwTkf5f5cm3DV/0iu0bHe1RqlEn5NPXl5eXYcohLiGVCrp9NmzZwkICKitWOq9tLQ0Dm7dQYzWDQUQ4OxKoLMrKoWCMK0rWSdOc/ToUUeHKUSt02g0NG4cBdheVaVU5nHbbb3rNihRzsvPPU9rhQtapeqi19UKBR20njz/TMWTyg8/PBY392w7rVb8/KBp06Y1FK1tTZs2pV27dri7u9fqOELUlKjoQNLT8hwdxgWJCVkANGoUBpQ9GA2Ja0hWTdSv/FtuajoAAdGRNdanEKJiZd9LthOjLV+Xsqm7Dyqy+e/kx3nu7lk88siDtRyhfVFRUXTo0OGa/l4prhyVuZ/28PCgffv2NGnS5LL7b9u2Lb5+Zuxdr55eOTzxxIQqxS5EZb307FQ6Onmh/M9eSheVmmYWDW/MftVBkVWNVqvluuuuo3Xr1qhUqkufUAcGDuyLSmUvE5WB2AYhUsNW1Lk77+yHWm3v36URL60FJ6WKjk5evDz1uTqNrTr8/f1p37490dHRjg5FCFEJldoOqVBIAoiH/zeOnzb/xvDWrUksLcRihZ5B7iSfjaf70GGODk+IOuHs7IxCWXEasXryfeCadvbsWcYMHc78hZ+ic3Oh1EmNs8GMh87EUw/8j/3791d4vouLM5Bvt12rteDt7V2jMZ83ZNgwJk2bSpFGhUlhxduq5NDuP5g4brykHxH1WmxsMCdPpjg6jAuysgooLTXQqFEY69b9gV9EGE6uLmQnJl/65MtUkJGJ1WIhMDqSs/uk7o4QdeXh/41jzttz6Xpzb7K1SiyAv8FK5vEz6Lz9cHKyd6YZV9fyE521rV379rz53jzw8qBUYcHTqiTrXCLj7x8jtc9FvWXrftpJb8JTb75wP+3q6sp7H31Es3ZtyFNY0KDAVWfitZdf5ttVqyvs39vbG2fninZoGvH09KjZNyWEHZs3b2bGE5OYPnsWuRolBq0Kd70ZRV4hd907gPT0dEeHeFkUCgUvz57Frf37kau0ogC8zfD14s9563XH7mC8VFI6pdKEu7s7JSUldROQEIBKVfHzfg1Grle68cKTT7Np06a6CaoagoKC+OCzhQTGRFGgsOBiVUBBEZMfe4JdO3c6OjwhxCVcvflba8nLs2dhDPTj63PHLry2A4h1duO9Dz/gwfvud1xwQtSRwsJCDPqKNmiryM+XG+z64MCBA3Rr157WrVsTHR1NSkoKe/bsuaxzT548Q9t2kZRPC1KmqEjLyZMnazDaMnffcw8PvziN7bo8rP8qCRTcuQ3fb1jPrTf2kjo+ot6Kigpky5Yjjg7jAqvVSlJSFo0ahQIQ2jgOoEZTwppNJgoyswmIkh2WQtQli8XCU48+hru7OzfccAMqlYrt27ejUqnYt+9nvLztnenOiRNn6jBSaNWqFR9+tYQdhgIMpsILr3tFB/H9zz9xyw3dyc2tP+m0hfi3iu6nVSoVa37aQKq/B9uM//zbVqoUPP3aLJRKFatWrLDb9/Hjx8nP0+Bmdw2BJwcPSj07UXfWrvmBdT+spXPnzgQGBnLy5MkrLpPYR58tJOD6dmzRF15Uk/PmsaPx9fNj2uQpDostJ6eQskextmvfGvQasrPtZTkSonbk5BRQ0b/LnMxSOrVqg9H435JQ9Y+XlxdrfvmJQ1ozZwz/fC5r3JUsWLKYB4ePYN/evQ6MUAhxKZWesBw7dixFRUUVHjNv3rwqB1Sf+fj4cNOAfmwz/LeeG5wxFNOxcwdiYmI4e/asA6ITom6tWLGGRx/rhbNz+bQRBQWBvPnm6w6ISthz4MABDhyo3M6nl19+jZ49lxEYVH7C0mJx48iRc2RlZdk939nZmQmPTmTQ8GEo1GqMpToWf/Qxiz/7zO6Eo0Kh4PFnJ7NVl1euLc1Qim9IALf17cu6tWsr9V6EqAt+fp54eLiQlmovnY5jJCdlXUgJG9o4juLcPEoLCi9xVuXkpWcQECMTlkI4QlFREevXr7/otSNH4gkJ9UCpLL+ALCPdjxkzHqqr8ACY/dab7DYWYrBcnKEj36jntLOaJ55+mhemTrV7/p1DhjD+8Udx8fBAYbHw0w9rmTvnDQoKyn8vE6K22Lqf7j9wILpAH9L1F3+uWrCyS5fH5BeeZ9WKFTRr1oznXnqR6EZxYIWzJ04wc/qLHDt2jJMn0wgNcwXKX69pqb7MmvVGbb4tIcqxWq3s2LHD0WFUSWxsLE06d2S3vvznw1F9ITcN6Mebr752YZFM586dmTz9BQJDQwA4sGcPs1+aQWJizZVP+LfZs+ey+POX8PYun5HFYPBh7dpfMJsrzmYlRE2bOfMtliyZgbePrX+X3nz77forYrJyxMh7eOGVVzhkKSWv+OLPVKPFwk5DPrPefIM+N/Z0UIRCiMtR6QnL8ePHV/jhabVar9oJyyHDhpGqVYCd39GJaiv3PTiW6VdQPm8hqmratJfo2LE97TsE4+6eSdnSRS25uf6s+X4fX3/9jaNDFNV07Ngx3nhjIZOevp/AwEygFFCg1/tx6qSKESPutHuuq6sr6zb+Qra/B3tKi7BiQuWuYOizT3H7gP4MHzQYi8Vy4XiNRsOdQ4dy18h7MHi5Q57tXZ2njSU8+PAEmbAU9VJ0dCAAaWn1a5dQYlIWPXu2AiC0UUOykmouHex5+ekZBMc1qPF+hRBVM2LEGH7/fQMNGrri5HS+nqUrGRn+zJnzKcePHy93Ts+ePRk28h5UajU/rFzFDz/8cNFndVW5urriGxbKcZPtycVkXTG9b7vV7oTlBws/JfaGzhwzFGG06EAJze4ayIZ+/bij902yE0XUCX9/f8aOG0fjZk05d/YsHy14n5SUFMaMH8cZo+3MMlagQKvk0cceY+QjEzhgLmansay0gVfrOD7/fjXTHn2C4cNHs2nTemJjXdA65fx9phvpaf7MmDFPFkQLUQmjHhhDotpi97ldqkbBkGHD+PjDDxn38ARGPfEoB41FnDGVXZv+3Tux+pefeGDYXZVe8Hs51qz5gW+W3cqQoV3x9c0EDICK4mJ/9v9ZwKRJz9b4mEJcyrp16/jqq5sZPrwHvn5ZgB5QUlIcwP79hTz5pON2Jdvi5eXFmAcfpOV1bUhNTubjBe8z47VX8W/bErWPJwkJaTbP05nNeAYF4OnpKYvehKjHKj1h2b59ezIzM2sjlnrPPzAAndX+l/ZSs4mgkOA6jEgIxzGZTNx00+3ceedgHn98PG5uLmRl5TJ79jP8+uuvjg5P1JA33nibn37ayIsvPktsbCRGo5nFiz/n008XUVpaave8ma+/RoqvG6ml/+zIN1utHNcV0Lh5Q+4bM4aFn3wCQLNmzfh8+TekakHppKVUYT/dq95ixt1D6viI+umfCcs8xwbyH0mJWYSH++Pm5kxI44ac21/zqeXy0tJp3vMGlCoVFlkVLoTD5eTk0KFDd8aOvZ9Ro+5Co1Fx5kwCL774BAcPHrzoWF9fX1au/QGDrydJGLBYYXyX9jz78osM7z+QhISEasXi5uaGwVrx7wWrwnbtpFv79KHhDZ05oLv4oVKSrpgSVxfmffQhI+4cUq34hLiUcQ9PYOxjEzmjMJFn0tOoYytWDr2TtV99g4ura7mdw/9mVCl4+MknWFeQhoV/7nHzDXq2KgzMmvsmXVq1oX37Gxg3biz33DMUtVrJiRNneemliRw5Un/SzAtxJfDz96fUbH8nmA4Lvv5+hISEMO6pJ/mt+OLnm1n6EnYq9Xy4eBGd21xXKzGOHz+RL7/szrRpkwgM9KOkRMd7773FsmXLZXelcJiHH36Cr7++gWnTJhEU5E9JiY7589/m66+X1at/l0PvGs6Ul1/irNJEtlFHdKfWrB1xFxlWI/vyMom1BlV4vt5qwd3dXSYshajHKjVhea3XDFNaIcLNk5QS22nUwlzdSVZKWVBx7bBYLCxfvoLly+3XZRFXvoMHDzJ48N2XdWzHjh15cspkuvbqyTeJf9k85pSuiFEPjmXhJ5/g7OzMFyuXs8NSjF5nxt2kpUtgOIdyM2yeG+zixoHffqvyexGiNsXEBFFUpKOgoH7V8E1MLEvd3LRlLL6hIez7YUONj5GfnolKrcYnJJjsWtjBKYSovNLSUubNW8C8eQsqPG7piuWc83Ml+18pLQvQ4+6kYdn333L9de3sfg90dnZm5KhRF3ZmHjl4kLdefY34+PgLx2RnZ+NitV/73Empoigrz2bbI089yV9G21kXcvSldG3WBA8PDwoLazbNtRDnde/Rg1FPPMrvpf9kTygyGUkFet4zjNL4JAICg8jU2f7sD3Fy44yp9KLJyvMsVivJKgt3Dh3KqhUryCsoJrvYjFqjJKugpMLFgUII23Zt287QXt3IQ2+z3cdkZc/OXUx88nH+supsHqO3mCEwiI4dO7J79+5aifP333/nllt+r5W+haiqLVu2cOutWxwdxkXCwsJo0KABWVlZKJVKJs14ic263Aufqq5qDb4+vvxytqzWrtlqxVmlRme2XY/TzaokI8P28yYhRP1g/5ujDQo7K1+vFX6BgUS6eeGsUpVrUyuUNPUOwD8owAGRCSGE4705713mLF1MafMG5FawqtVstaJxcQZg5KhRJKqtZV8KgSKTAbVSgbfW2ea5jaxa3n59Ts0HL0QNiI4OIi2tftWvBEhMLFs53ur6tgC1MqGYl172pc8/KqLG+xZC1J4WLVrgHBpEtr78xEiRyUieq5Y+t91m81x/f3827tjGHc88ylFfJ/Z7KPHufT3Lf/6RoXcNv3CcxWLh57VriXRys9lPU60778yxXaPP08cbXQWr+guxEBoaWtFbFKJaJr8wjf0G2xPih/QFBAYG0Rgnm+0+GidUegMZJoPd/vMx065jBzZu38bAZ5/gmJ8z+z2UuPXoxNcb1nPPqHtr5H0Ica345uuviTArUSvKP+50Vqnw0ZnZ+Ouv9Ox9E1l2FhoApBtL6dixY22GKoSoQHh4OOs2/spXv2xg8icLmLdqGet+28hBc8mFycoO/qG08AmkyGTA9HdGxMO5GbT3D7HZZ4TWjU0//4zJZHsyUwhRP1RqwvKll16iqKjo0gdepQKDAokvzOW28Dii3L0uvB7q6sEdEXGcyM/G29vHgREKIYRj9B8wgNZ9buIPXR55Bh0u6op3m6v/XgBzW/9+JBou/qK4KfUcPUOiaeTph/Lv4/ycXOjm7MM7r8wiKSmpdt6EENUUHRNEenqeo8Mop6hIR05OIdEtm2A2mchNTa/5MbJzMBmNBESF13jfQojac3OfW8nU2l+UmmI10ndAf5ttn325lOOuSk6XFmL+ewdmpq6ELbpcJs94iZCQfx4WTZ/6HE5nU2jm7IlWWbb4012tpb2zN3vXbmD9unU2x1BYrBfuGWzx1DhJDUtRq3yCAu3u0jBbrVic1Hz85ly6Ovvg61S24E6lUNDAxYPGxRaWLFyEh1pjt38PtZYePXvyl5uSU/+6lrJ0JWzR5fD4888RESGLgYS4XAaDgZSEJAZENiLU9Z9SIlHuXvSPaMSRv9Oie3l746HR2u3HR+tCULCUfBLCEXx8fFi9YT1Jod7sMRVyXF/IfmMROo2SAmPZ7ukIN0+cVWo2psYDcP5uMbG4AKPFwo3BUbj/fY1rlEqaOnvinpTBc08/44B3JISojEpNWL788ss1mpZkypQp7N69m4KCAtLT01m9ejWNGjW66Bg3NzfmzZtHYmIiJSUlHD16lPHjx1+yby8vL9577z1SUlIoLS3l6NGj3GZndfDlMpTqiPbwZn3SSfycXOgXEUe/iDgi3Dz5KeUMUe7eKCqocSmEEFeriZOe4ujfq88tWCk2Ge3ukoxx96aksGzxi8lkujApeV6p2cSahL/QKJUMjmzMjWpPdNv2cs9td7Bk8ee1+0aEqIaYmCDS61n9yvOSkrLwi4oiNzUdSy2sKLVareSnZ+IfKQ9VhbiSGAwGVBVMCKoUCgyG8rvDIiIi8I4MI9dQPp2eFfgLA48++eSF10wmEwNv68sHk6YSk5pP2xLw/iuBZ0bexzOPP2E/Pp2OJt7+NttcVGoC3DzIysqq4B0KUT0KKs4ypUDBwo8+ZtTt/THtOMB1xdA8z8Ca196h1/VdWbdmDdf52q+n1cY3GKurM7lG2+kr/1IYeOKZp6v1HoS4lsTFxeEZFcb65NNEuHleeG7n7+TK94knaNqhHX5+fpgMBq7zsz0hqQAaevqQLZ8vQjjEE08/zWmtlULjxfeg/8782MInkD1ZKQCcLcwjztP3QtuuzGSO52fROSCM/pGNuMMvgo8mP88dN9+C0Wg/G5gQon6oVMFFlUrFrFmzGDx4MDk5Obz//vssWrToQntgYCApKSmoL7Gz5rwePXowf/589uzZg1qtZubMmfz00080a9aMkpKyHTdz586lZ8+ejBw5kvj4eG655RYWLFhASkoK33//vc1+NRoNP//8MxkZGQwZMoSkpCQiIiKqXdskMCSYpJJCOgeEszU9gX3ZaQAoUdAhIJRcQynuXt7VGkMIIS4lKCgIq9Var/Luu3p5YLT889ByV0Yyt4TFsjH1LHmGfx7AhLi409oviKzispvErz7/ggdffZnj5ot/P5usVo7kZeJdpOeWTl2kILq4IkRFBbLx1wOODsOmpMQstOGNyf3jRK2NUZCZKSlhhahB/v7+aDQa0tLS7NaQrK41337HXRPGEW+nPdyqZsEXS8q93qJFC/I1SrDzzCdNV0y7Th0ues1isfDdd9/x3XffXXZ8Hr4++Lh7U2g0cK4o/8LrbmoNN4fFUpiZhUKhqLU/HyHOnTyFR9Oocg9Noaz+al56BhaLhRMnTvDg6PvKHXPHgP5kG3R0DYpgR0YSlr//raoUCroEhlNqMZKntj8pml5aTKvr2tTU2xHiqhEYGIhSqSQtLe2i10ePfYBElYUSg5FdmeXLIKQ6wZChQ8nNz8PNz4vWvkEczEm/kGJSo1TSMySahKJ8Couv3Qxz4tqi1WoJCAggPz+/XmRW7NXnFnbpytcwz9Xr8Hd2JUtXgkqhuJAB4WheJndExFFiMpJUUvZsKa20mGJTMu0Urgzp05ezZ8/W6XsQQlRdpSYsp02bxqhRo3jjjTfw9vZm7ty5dO7c+aIdj5Wpc/nfHY/3338/mZmZtGvXji1byor8dunShcWLF7N582YAPv74Y8aNG0f79u3tTliOGTMGX19frr/++gt5qRMSEirzVm0qLS0hs7QYs9VK34g49GYzVqy4qjUcy8uiwKAnutT2ykghhKiuMQ8+yP8eeRi9VoUCBWqdgffefIsvl5R/kFjXFFb49wL0IpOBn1LO0DkgDBeVGgtW1AoluQYd6xJP0dZSlppjzXff8fRzU/F2dybvP7s0YrVubP95o0xWiitCYKA3rq5OpKblOjoUmxKSsjBHu5GTlFJrY+RnZBHWpNGlDxRCVOj2fncw+YUXULi7YsaKi9nK14s+Z+4btus8VkdCQgLxBw4T3qYpSf9J0R6gdcacmsnu3bvLnVdQUIDabD+zjLNKTWFB9XemWBSwLukUHQPCuM43mEKTAWeVGpPFwubUczS1alGpVFKLSNSal5+bxuLvVrPNlHshXSuU3fa2d/Lk6RcmVXi+p48PR/Kz8NE60y+iEaV/13l3Uak5kptJtlKF+99pkm3RKlWUFufbbRfiWjN8xN08+vQkzM5OWLDibDSz8P0P+Oj9DwDw9Pa2m8YZQI8VL18fTp04idXLiUh3LwZGNabQaECjLKt9+Wd2Gj4aJ9JSUuvqbQnhEB4eHrw5711ad+xACRaclSoyziXw1MMTOXXqlMPistqZW9ifk0avkBjWJZ28KFOX2WplbeIpOgeG0c4/lCKTAS+Vhv3bd3LnhIeJj4+vo8iFEDWhUhOW99xzD2PHjmXt2rUAfPbZZ6xfv56FCxcyZswYgGqtbvXyKqsLmZOTc+G1rVu30r9/fxYuXEhKSgo33ngjjRo14rHHHrPbT//+/dmxYwfz589nwIABZGZm8uWXX/Laa69hsVQ9ZeviTxbyztLFfJtwgrNFeWiVKhSA3mIG4NawWD6eP7vK/QshhD3TX5lB12GD2K4vxPr39y+lWsEDLzxLSFgYb772mkPj275pM8F9e5Ku++dhZ5HRwC8pZ3FXa+kREsmahJNYsKJVqijKywPAbDYzsM9tLF25nNhAf7KdlKisEKS3sHfTViY9av93vRD1SUxMWbq3tHo6YZmSVYqPVYU+P+fSB1dRfnomLXp1R6lSYTGba20cIa5mI0ePYvy0qfyhz8Ns+if7QO//jSauSWMmjH3wwmsajYahw4fR/847sVqtrPzqa1avWoW5ktffA/eO4uPFi+h8XWvSnRSAAn+9hewz5xgybLjNc3bu3Imf0f73vgZqF96ev6BScdiiKyxC4a5iR0YSCsBJpcZkMWOyWsvWSZmRyUpRq44ePcrk8RN47d13yHSCYpUSV4uVQCO8NvUFtmz+vcLzd/6+hUeHDOBAQTYnC3Jw+nty8vwzhDae/viaK7iWNK58uGAmAI0aNeLhxx8jPDKSE8ePM//td6S2u7imPPbUkwwcN5bd+gIsprJdzwoF3PnEI0TFxPDcM5PZvvl37unVjTzKpywH8DPBzq3b2PzrRmYv+Yw/czM4lJuBs0qF2WrF+Pczw1i1gl9++aXO3psQdc3FxYV1v/5CvLcTW/Vl95xuCg2t27Rg055d/LbhZ16dMYMjR47UeWx5mVm4hPtS+p/FB4VGAzsykhgW0ZgcXQkRbp4kFpctcDdZLWxNT0RBWY3zqIxCBvW9vc5jF0JUX6VqWIaFhXH48OEL/33mzBluvPFGunTpwhdffIFKZX9l4OV466232LJly0W/DB999FGOHj1KcnIyBoOBH3/8kQkTJrBt2za7/cTGxjJkyBBUKhV9+/bllVde4amnnuK5556zebxWq8XDw+OiH1t+++03vDVOtPm7BoXBYr7wRaOxlx8hLu6sXrmqqm9fCHEZLvd6vZoEBgbSZ8hgDukL+ffjDAtW9usLGH7/aDw9PR0WH8Brr8ykiVF1oaj5eVqlil6h0ezMSMbyd/TNtO7Me/2fXSKZmZnc0v1GJg65i1/fnM93r7xB/xtuZOK48dVaZCIc71q6XqOjAwFIS629CcHqyNFrAHBV1F7NjoKMTNQaDd7BgbU2hqg919L1Wl9pNBoemzyZXbqLd3IB/KUvouUNXWnUqGwXc3R0NNv37eXu6c+S3TiC3CaR3DdrOtv2/UFYWFilxjUYDIy+ewRDe93Mutlz+en1dxlzxwAG3dbXbkkNs9nMe2/OpYOzd7kKf0FaF5SpWWz48cdKxWHL+2+/Q1Mnd6CsNqbObML0959NnJMHSz/7rNpjXInkeq1bG3/9lU4tW/HOxElsfucDPnpqKte3asOKb7655Lk7duyguV/QRROV558hOKtUNPcNZO6rr9PJpfy1FKhxwSkzlzVr1vDmvHf59Idv8b6pG8kxgUQN7MPK337hSalvWa/JtVpz3N3duefBsezT51/4Xgllnw2H9YX0HNCP4OBgVi5fTpRCi0ZZ/nGni0qNt8HM77//zq5duyg4eZZwrSsAOrP5wmRlG2dPlnyyEL1eMqhdS6616/WhiY+Q4etGhr4UgKbe/vQKieZcUT6rUk5hatuEBau+4aNFdX+v9cas2TTXuNtsc7HCJ+9/wOQHxtFG64GXxumidpVCSRu1G88+VXEGBCFE/VWpCcu0tDQaNGhw0Wupqan06tWLDh06sHjx4ioH8t5779GqVSvuvvvui15/9NFH6dy5M/369aNdu3Y89dRTLFiwgN69e9vtS6lUkpGRwf/+9z/27dvHsmXLmDlzJg899JDN45999lkKCgou/CQnl89zD3Dn0CHoLWaaewcwNLopHQNC6eAfyp1RTWjvF4LebObe+++v8p+BEOLSLvd6vZrce/99JKrtr7xO0li4a8SIOoyovMzMTAb36UtESh43+YXR3i+EW8NiuTO6CfuyUsnWl+KpceKWkBhObN7GDz/8UK6Pw4cP8/5781m0cCFZWdVPIycc71q6XmNigsjPL6a4uH4+2DBo3VEprAR6amptjPyMTAD8I8NrbQxRe66l67W+uvnmm8nU2i+vcUZpZPyjE1EoFHy5eiV71QZO6ArRmU2Umk38pSvkoJOFr1ZXbQFlSkoKn3z0MR+8//5lpQFbvHAhH86YRVfcaKVxp6nGjW5qT/S7DzKgz201Ulfym6+XceznTbR39sbj70VRbmoNbZy9yNl7kPnvzqv2GFciuV7rnsViYcOPP/LeO+/y3XffYTRe3gKgu0eO5EBOOrdHxBHjXjYpqQBiPbzpGx7HgZwMnJ2dePf5l+iKK63U7jTVunO92gPLn0fpd/Ot3PfAAzS/tRe79flk6UswWiyklhaxVZfLwAfH0LNXr1p976Lq5FqtOUOGDSVFY/9zJUFl5v4Hx5ZlGbBY6R/RiCj3sixuCqChhw+3R8Rh+deu/KEDBpK5eSfd1J4007rTSuPODUp3ls19j3fefLO235KoZ66163XgsKGcKy1bmBbk7EaEmydrEk+SXFKI0WIhR1/KH4YCQq5vz1OTn6nT2DZv2sTPS5fR2dkHb60zUFZuoIWzJ+pTibz43DTWrFlD9/YdCUrIpJPag2Zad9pq3LmuVMGjo8fwx549dRqzEKLmKIDL/ib58ccfo1AoGDt2bLm20NBQNm3aRGxsLGp1pTLN8u677zJw4EC6d+9+UV5pZ2dn8vPzGTRoEOvWrbsojvDw8HI1MM/btGkTRqORm2+++cJrffr0Yf369Wi12nJfLrRaLU5O/6zI8PDwIDk5GU9Pz4tWFb87fz6dhw5kZ2YS7f1CiPX0ASCxKJ/dWSk09Qqg6NBx+vexHZcQovou93q9mrz57jv49ulBzt8r3/4r2MWNv776lpeff6HOYoqIiGD4PSPw8PRky2+b+OXnn4Gyv59dRw5xTGGgxGTEQ+tEM29/tEoVJSYjicUFpP22nf/dJ4s7rgXX0vX6wQcP0+PGFowfN9/RodjU5p7RNO/agYKdP/P+++sufUIVKJRK/vfh26ye/RY7vlldK2OI2nMtXa/11f0PPEC/5ydxtjDPZruzSo3PsXMs+uhjnpz3Jkf0tv9eWmk9mH7//9i+ffslx/T29uaue+4hNDyMIwcPsWrFisueiDlPoVDQokULXF1dOXbsWK3Unm7fvj1PTJlMUEgwOVnZzHvjTbZs2VLj41wp5Hq9csx+8w1C+91MoVFPM+8AwtzKduwkFRdwNC8Lb60T8SvX8/yUKYSFhfH4U0/h6+fL2u/XsHrVKqxWK9v+3MtutfGiXWXnOatUxKQV0reX/QXdwnHkWq05U56fRuv7hpNSUmSz3VvrTPFvO/ll3XrGvzGLs6YSmnkHEOpads0lFBdwLC+T5mo3nhkxmr179144183NjebNm2MwGDh48GC1svyoVCru6NePdp06kpWRyVdLlpCZmVnl/kTdudau163797JLVZZa+ZawWLanJ1H0d6rl/7pB4Uanlq1rZDHapWg0GgYNHkyLNq3BYiW6YQNCw8MoyM/ng3fm8fNPP5WLIygoiJiYGLKyshxae1MIUTMqNbM4Y8YMmjRpYrMtJSWF7t27c8stt1QqgHnz5jFo0CBuvPHGckVwNRoNWq223M2C2WxGaSO9w3nbtm1jxIgRKBSKC7/EGjVqREpKis0v4AaDAYPB9i/lf3NxdSWxKJ+bQmMoMZn4LTUeqxViPXy4OTSWPZkp+Ds7X8a7FkJU1eVer1eTg3/uZ9BtvbCXaNLLquTQ/gN1EotSqeTDzxbStFN7UrQKDGYznYYMYEaJkXuHDEWj0ZBp0pNqKgYg36gnqfjiB5ftmjWtk1iF411L12tMTBDp6XmODsMuj9BwlPpiIiIDam0Mq8VCYVY2fuGVS0cp6odr6Xqtr44fPcoIg/36k/4aZ/bv30+vW28hHfvHZais3NTn1ktOWE6aMoVh948iUW2hxGLmuiH9eWb680ye+NiFhUiXw2q1cujQocs+vir++OMP7hkytFbHuJLI9XrlOLx/P8379yHLYubPnDT+zEm7qN0bFYcPHOD9Tz+hZdcuJGvKauj9r0t7Jr/wPGNH3ovC2flCvb7/0pnNeAf418VbEVUg12rNOXLgIDeY7yLFTruvSsOOP/+kV59bSbMa0ZnN7MtOY1/2xddcphp63XzzRROWxcXF7N69u9oxtu/QgfcXLSRDoyBHYaGZUsnd48by25p1TH1a0jfXd9fa9VpaWIzG1wmjxYKTUmV3shKgRKUgMDCQ9PT0Wo2pV+/ezJk/jxSVhTzMuCpVhBsVrPh8CXNmzbZ7Xnp6eq3HJoSoO5VKCZuQkMDGjRtZuHAhMTEx5drT0tL4/PPPL7u/+fPnM3LkSEaMGEFhYSFBQUEEBQXh/PekX2FhIZs2bWLOnDn06NGD6OhoRo8ezahRo1i9+p+V+4sXL2bWrFkX/vv999/Hz8+Pd955h7i4OPr27cvUqVOZP796ux4OHThAG79g9menszntHCklRaSWFrEtI5FtGYlcHxTB4YMHqzWGEEL817KvviLSokapKJ8mTq1QEGxSsOa77+okljlvz8W383XsMhaSWFxAuq6YI/pC/tSa+Pr7b1EqlVyymnEdrMoToq7FxAaTWk/rV6JQ4BEcgrEgj8hanLAEKMjMxi9CJiyFqIodO3bgXmK4UOvuvxqi4aMF76MrLbVZm+s8jVJJaYntrAzn3X3PPfR9YBRbDPnElxSSoSvhhK6QLaYCZi+YR1xcXLXeixCizPJl3xBmVqKycR+vUigINStp36kjwd06sstYQFJJ4YX76z80RhZ98zUapf1U0UC52pdCXI3WrV1LkAnUivKff0oURFnUfPnFEnQ6HeoKPiPVCgWlpSU1Hl9wcDAfLvmcHZRwXF9Ihq6YcyWFbDcW0KZ/Hx6fJPX0RP3ywTvv0lhbVidSYeMz6t80CkWtT+Y2bNiQ1z6YzxZTASd0Zfem8SWFbDUW0Of+e7nn3ntrdXwhRP1RqQlLAJPJxKBBg2pk8AkTJuDt7c3mzZtJS0u78DN8+PALx9x1113s2bOHpUuXcvToUaZMmcJzzz3HBx98cOGYyMhIQkJCLvx3UlISt9xyCx06dODgwYO8++67vPPOO7z66qvVinffH39QajKSWlo+BUWOXkd6aREH9u6r1hhCCPFfOp2OZ594im5O3vho/9nF7efkQlcnb54cPwHTv2px1BY3Nze63tybeEP5L3ilZhOJGujavTuuBrPdBycRzu5s+GFt7QYqRB1TKpVERgaQlprr6FBscvX1Q+3kRFFWJsHBPqg1l1xWUGUFmVlSw1KIavjfvaPpovYgyNntwmueGie6Ovsw95VZZGdn8/UXSwg12X+wFGKwsvzrrysc55FJT3JAXz51q9lq5ZCllGen112aeSGuZgaDgckTH6Prf+7jff++j3/+qafpcestnDEUlztXZzZxTm1Fi9LuQgYfrTPHD9buDmch6gOz2cxj48bTVeuFv5PLhde9tc50dfbmhUlPU1JSwleLPyfcYv9eN9hgZfWKlTUe3+NPT+K40ojRRjrZY4YiRtw3usJMcULUtZUrVpCyax8tnD3J1ZdedO/5b2qFEkNeAbm5tftdd+qL0zlkKcVsY4H7QV0BE558vFbHF0LUH1X6tFy9ejUDBw6s9uAKhcLmz+LFiy8ck56ezpgxYwgPD8fV1ZWmTZsyd+7ci/rp2bMn999/cT20nTt30qVLF1xcXGjYsCGzZ8+uVh56gA6dO3E0P8tu+/H8bNp0aF+tMYQQwpYN69Zxz+39UfxxhE4mLZ1MWvTb9jHs1r78vnlzncTQuXNnstX2H5DG64sYNGwo77w2h3bO3uXa3dQaYowK3p/3Xi1GKUTdCw31RatVk1pPJyzdg8sWdWUlJqFUKgkLq73UcfkZmZISVohqOHToEP169iZzw2Y6mbR0NGnxOHaWcUOGs2RxWSab48ePk3niNGFOruXOj9C6En/gcLlSG//m5+eH2VmLxU7Gg1yDjkYtmtfI+xFCwC8//8zdt90Bew5fuI837dzPXX1up7ioiCyV/ewj8bpCiouL6aD1LJdtRaNU0lrhwow6rGMvhCNt27KVIbf0oXTr3gvXknrfMUb1G8gP368B4MCBAxSeTSDExmdkpNaVv/bsIzk5ucZj63xDN9J05RcenFegstKoUaMaH1eI6rh/5L28P/l5Ss8kcmNgBM6qiyf7FUAHJy9mTX+p1mNp1LwZuQadzTYLVszOWgICajdbkBCifqhUDcvzTp06xfPPP8/111/P3r17KS6++EN53rx5NRJcfaOwkXqi/DGSkEUIUTtOnDjB/feMdNj45xeVVHgM8PWXX+Lu4cG4xx8lU6vApFbhrjOizCtk2F1DycvLu3B8TEwM7du3p7S0lI0bN1JSUvPpeYSobTExQQD1NiWsZ0goJr2e1HOpAERG+HMuvnZqfBRkZuHk6oK7nw9F2fVzAleI+i4lJYUnHplY4TEjhw7jo0Wf0eW61mQ5KVGgwF9v5vCuPUx44MHLGKXiz3NrLaVvd3d3p1evXmi1Wnbt2kViYmKtjCOuPREREXTq1AmDwcBvv/1GYWGho0O6yKlTpxgzsnw6u/Dw8EvmdC0qKmLu8y/w0muvkuOkQO+kxlVvwqPUyLj77uXMmTO1FLUQ9U98fDxTJz1Njx49UCqVbN26tVztuuEDB/PJF5/TuWUzsp3VKKxW/HUW9m/dwcRx42snsEt8bFqR54Wifvp21Sq+XbWKZs2a8fGSzyl1c6XYWY3WYMbfaOX1adP5ecOGWo/DyckJzBWnnZVrSIhrQ5UmLMeOHUteXh7t2rWjXbt2F7VZrdardsJy7fffM2DsaOx9rQ5FzcJl39RpTEIIUVd27tyJr9H+TvUoJ3e+X7UEgE8+/JDFCxfSu3dvfHx9OXzoEIcO/ZOuys/Pj0Vff4VXRCh5zmpUFgvP66388M1yZkx/sbbfihA16vyEZVpa/Zyg8wgJpSQni6KiUkpKdLVax7IgoywThX94uExYClGL9Ho9o+8eQWBgID169MBisbB582aysuxngzkvOzsbtc6AUq3AYuMJq7fWmdOHj9V4zLPmzKH3HX3JdFJiUSp4TGci83Q89909goKC8ulphbgcnp6efPblUgIbxpDrrEZpsTJVb+a3teuZ+vQztTb5XlP27NmDXwWVHSKd3Vn33WesX7uWDevX0717d0JCQzlz+jS7du2qu0CFqAdUKhXzPvyA67p2IctZhRV4Um/mzIHDPDj6PnS6st1ZOp2OkUOHERwcTPfu3TGZTGzatImcnNpbXLh7+3ZC7+hNus72Alwvi4K//vqr1sYXorqOHj1K17btadeuHY0aNyYjPZ1NmzZhNptrddymTZvy0ReL8Q0OwjvTSJ6NXZZKFGj0RjIyMmo1FiFE/VClCcvY2NiajuOK8NdffxHs4k6QykJ66cW7Sr21zjT1CeT33393UHRCCFG7ioqK2LXpd6J6deXcf+pYOqvURJkULPp04YXXjEYjP/74Y7l+VCoV32/4kROeak7oC8H4T9v1dw/hWZOZ2TNm1Nr7EKKmxcQEkZWVj8FQ+7Vkq8IjJIzSnGwA0jPyiKjFCcv8zLLJEt/wEOIPSE0tIWpbRkYGy5cvr/R577/zDvc99wz7dRdPFCoVClopXRj5Ys2m/pr9xhya97uVrYYC+NevSv+GYXy7fh29u91Q7yeWRP2jUCj4dv06Ev3diDf8c0/5F9C8Xx9mK5VMefIph8Z4KSUlJWz56Rdi+vQsVyfeWaUixqTk/o8+BsBisbBp0yYHRClE/fDx4kV4dmzFdn0hFJW9dhIIbdOEr1atZFDf2y86Pi0tjW++qZtNBXNfn8MPt99GtkKHyXrxIt8mTu4s+3RJtctUCVEX9u7dy969e+tkrODgYJZ8u4qd5iJOZibRLSiCdUmnypUtaOHkwfuz36iTmIQQjicVnyshNDSUnNIS2vmFcENQJMEubgQ6u9IlMJzuwZHE52XTsmVLR4cphBC15slHJlL4xyE6aDwIc/XA39mVplp32ps03D1g0GWldB00eDC5ni7k6MuvnDuqL2TQ3cPL0oEIcYWIjgmqt/UrUShwDw6mJLtswjIjI5/IqNqbsDTp9RTn5eMrdSyFqNe+WLSYX7/4mm5aLyJdPPB3cqGhswfd1Z5Me+zJGt0F4uHhQa/b+3LSUL62V5ZBhyHAm9433VRj44lrR++bbsIQ4E2Wjd0YJw1F9OzbBw8PDwdEVjnPPPEkebsP0FHjQbirB/5OrjR18qCD2YmRg4fUu/S2QjhCeHg4jdq35Zy+/PfNFEMp3g2iaNGihQMiK5OamsrDo8fQTeVOY+ey6zjcxZ3OGg+Orf+VN197zWGxCVFfPfPcVI6pjOjMJnINOg7mpDMwsjFNvf3xd3Ihxt2LrhpPNi1dxueffebocIUQdaTKE5b33nsvBw8epLS0lNLSUg4cOMDIkY6rrVYXBg25k2SNlXVJpziWn0WEmxfRHt7EF+bxfcIJ4jEw8v77HB2mEELUGrPZzP33jGRUnzs4uPgbkr/7iXlPTKZz6+s4ceLEZfUxcsz9nDXan9jM1iro1q1bTYUsRK2LjQ2ut+lgXX39UGudKMkp2/mYkZ5HZETtTVgCFGRm4x8hE5ZC1HezXp5B3+tvYMv8T0n94VeWz3id61tfx4Z162p0nN69e5PpZP9r5zmznlFjH6jRMcW14d4xYzhn1tttz9AquekKmAy3WCw8cO8oRt56O/sXfU3Kmp+Z/+QUOre+jmPHaj49sxBXokFD7iRVY789SWlhxH2j6y4gG3bu2EGnlq1Z/NzLpK75mT2fLOHOG29i0mOPOzQuIeqrjt26XpTBMKG4gO8S/sJitdLQ05fmTl7cc3t/Zr70sgOjFELUtSqlhH3iiSeYMWMG7733Htu2bUOhUNC1a1c++OAD/P39efvtt2s4zPrB1dUN89/b0rN0JWT9Jze90WLBxdXVEaEJIUSdio+PZ9bL/9w0KhQKbr7lFvrdORiL2czypV+ybds2m+c6OTtjtNivg2BWKGSHpbiixMYG8+sv+x0dhk3uwSEAlPydEjYjPQ9XV2f8/D3JzqqdmnGFWVn4yQ5LIWqFRqNh6PBhdOt5I/l5+Xz+yafVmtDIzs7m3blzay5AG5xdXLCo7E9YGi1mfJydazUGcXVydnGmyGr/ntKqUuLi4lKHEVWsZ8+eDBw2FIDVy74pl9713LlzzJ7xigMiE6L+c3F1xWyj7vJ5RosZF9fKX+8qlYp+AwZwU59b0et0LPlsEX/++WeV4zSZTCz/5huW11EqWiHqgru7O6Puv58WbVqTlpzMpx9+RHJycrX7tXVFm61W/sov++7aTu1GcXH5DB1CiKtblSYsJ06cyEMPPcQXX3xx4bXvv/+eI0eO8OKLL161E5Ybf/6Z28bcSxKgAAKcXVGgIEtfgtlqJUSl5f116x0dphBC1LqgoCCio6PJyMhAp9Ox/IfvKfJwIdlqRKlQML13D1SZuQzp15/c3It3nm36+WfajRlBYmmRzb59DBb++OOPungbQlSbk5OGsDC/epsS1jMkFJNej+HvdHJp6XkAREYG1NqEZUFmFnGdOtRK30Jcy9q2a8fHSz4nWW0lw2wgXKXmgztuI+XwMe4dfhcmkwk3NzeaNWuGTqfj8OHD9aIu5M4dO5hQarTbHqZ1Zf2PG+owInG1+OXHH+nbfCJnzLZTpvqUGtmxY0cdR1VeQEAAK9euodTLneS/C21O7dWdl3ILufOOfmRlZdXYWP7+/sTGxpKTk8OpU6dqrF8hHO23n3/hltH3YG+KJFihYdX6yn2WNGzYkC9XryTTSUWa1YCHQsUbt/am5FwywwYMpLS09KLjPT09adKkCUVFRRw9erSK70SIK8ugO+/k+dkzOas0kmMy0lTdieXDh/D7D+uZ8tSkavWdnpSMe8MwikwGm+0uZkhPT6/WGLYEBgYSHR1NVlYWZ86cqfH+hRDVU6UJy5CQELZv317u9e3btxMSElLtoOqrvXv3EucbiNbkQYirO6klRVisVjoHhpGpKyHa2Z0ffvjB0WEKUad69erFM888iq+vD0lJKcyY8Xq1ViSK2ufl5cUjj4ynf//bAPjuu3XMn/8h+fn5lzw3LCyMDxd9hnd4KAUKC65WBXHBYezKTeNs8T/n5wC+Ae58uXIFt/XqfVEfHy54n433jSZVocD0nwepgVpnzh0+TkZGRvXfqBB1ICoqEIDU1BwHR2Kbe3AopX/vrgTIySnEZDIRFRXIn/tO18qYBZlZeAUFoNZqMRlsf/kU4mqmVqsZNmwI48ffj7OzE/v3H2bWrDeIj4+vcp/e3t58/OUStpkKMOosZS8a9WQAES3ieHvBfJRKBe26diVHYUaNAi+TlQVz32HRp5/WyPuqqvj4eHLOJuAbG0LOf2oNapRKosxKvli0yDHBiSvaksWf89Djj5GkVGH4T/YOX60zOfFJnD171kHR/eOb77/lpJcTeYZ/JlZz0eHj48yyb1fTu9sN1R7D39+fL1csp02bpmi0aqwWK2lpuTzyv/Fs3Lix2v0L4Wh79uxBnVuIp7cTBcaLU0G7qjT46cysW7v2svvTarV8/d1qdit0lOpNF17PAoKigvh0yReMuHNIWf+ursz/5GOaXNeaPIUVDeBuMPPGK7NYUcWdlC1btuT5558hOjqSvLx83njjPX7++ed6sdBIiPOaN2/OlFdnskmXe2E3ZIFRTwrQpl8f/nfqFB+9/0GV+5/94kvM+3opO2xMWMY5ubPisy9r5Jpo0aIF06Y9TePGcYRFRJBRbCKhtBAXqwJVUSmTH3ucHTbmOYQQjlGlGpanTp1i2LBh5V4fPnw4J0+erHZQ9VXz5s0xWC1YrFa+PfcXuzKT2ZOVwncJJ8g36NFZzPTs1cvRYQpRJ5RKJd9/v4IVK17nlltdaN+hgIGDAtiw4TPefnuOo8MTdjRv3pw//9zK9On96dCxkA4dC3nxxQH8+edWmjVrVuG5fn5+fPvTj6RE+LHLVMgxYzF7TUWsSjlFS78g/J0uTomdY9DhHBpEixYtLno9Ly+PiQ+M5QatN9HO7miUStzVGlo4eRCcXsCDoxxbe0SIyoiNDQbq74SlR0goJbn/TFhaLBYyMgqIiqy9OpYFmWXj+YZdvYvYhLDH09OTXbs28+FHT9DtBjPtOxQy9sGWbNu2hlGjRla533EPT+C0yoTRYinXlmgoYfCwofje0JmtpgKOGos5aCxii7WY0VOe4qFHHqnOW6oR9909gpjcUpo5eeCm1qBVqoh19qCbyoMHRowst4tFiMtRWlrKAyNG0lXlTqyzB1qlCle1hmZOHsTm6Rg9/C5Hh0iXLl0w+XqR95/JeoBcgw4CfOjQoXpZCdzc3Nh7YC/dusbh73UML5cdeLv9QWy0kW9/WEGv3r0v3YkQV4C7Bw2mRSk0dvLAWaXGSakiztmDDlYn7hl8JxYbn5H2DL/7bpK1CkrNpnJt6YZSopo3ITQ0tOy5x4Yf0bRrznZTIUeNRRwwFrFdUcrjM19m+Ii7K/0+Zs9+mV9+WcKQoaG071DATTdrWbZsJuvXf4tKpap0f0LUlqkvTueQucRm6taj+kLGPDS+Wv3v3buXz958m+7OPoQ4u6FWKPHROtPOyZPMnft449VXq9U/wMsvv8Cvvy5l2PAIWrfJxt/vCA3CdDQLC2S/qZj9rlbmff4Z7dq3r/ZYQoiaUaUJy+nTp/Pyyy+zfv16pk2bxnPPPcf69euZPn06L7zwQk3HWG8MHjYUs0bNnqyUcm1H8jIpsJgY6eAi30LUlalTn6FX7zC8fVKB86uhSvEPSGTUqN7063eHI8MTNiiVSlatWkJ0TDJqzT+TK2pNDtExyaxatRSFQmH3/ElTpnBSa6XQePHqN4PFzM/JZ+gQEFrunAwN9Lnj9nKvb9uyle5t2/P7+wsJO5uBy8FTvPbQY9zcvYfUKBBXlJiYIIxGE1m1lF61ujyCQyjJzr7otYzMPCL/3hlaGwoyy1LbyYSluBYtWfIprVobcHPLAM7v+CogJDSe2bMnExUVVaV+e/e51W4q9VBXDxJ0xSQbyn9+7tPlc/+E8Wg0miqNW1Py8vLo2aUr7zz2NB5HzhJyNp0Nb79Pt7bt+XPfPofGJq5sf+7bR7e27flx7gJCzqbjeeQs7z7+DDd2vp68vDxHh0ffAf1JU9qfRElTWeg7oH+1xnh55kwCgxQ4q/8Ezv+eMKFVncHF6S++WPpZtfoXor5ITU2lW/sOfDb1Rfz+SiTodCrLX5nD9de1q3QK5DsGDSTJaH+xTLaTihtuuIF+/fphCPIl3XDxsVZgty6XJ599tsLv0P/Vu3cvHvxfPwICE4CSv1814uWdRvfu/syc+WKl3ocQtSmyYQPy/7Oj+TwroFerCAys3vfKjz/4gP7de3Jm5VoiEjLRb9nLxDvv4oFRo6u9u7JHjx5MmDD47+vt/H2yESfVKUJdE7khKBijxcJOfT6z3nyjWmMJIWpOlVLCrlq1ik6dOvHEE08wcOBAFAoFR48epWPHjuzfv7+GQ6w/mjZtxtG8TLvtR3IzaRAXV4cRCeE4o0YNx9U1yWabt086zz33FGvWSIrk+qRv374EBRsBW3WkjAQHG+nbty9r7aTS6X5zb3bqbE8mlppNKBUK1P9J86pUKDCbyq9aBSgqKuKdt+byzltzK/tWhKg3YmODSUvNxWKpf+mbXHx8UTs5UZpzcW2s9LRcOnRoVGvjFufmYTaa8AsPq7UxhKiP/P39adMmDpUq0WZ7SGguU6dOYty4iZXu22qxokSBxcYa9yZefjYXVJ6XpVXQs2dPfvrpp0qPW5OsVis/rl/Pj+vXOzQOcfUpKSnhwwUL+HDBAkeHUo7JVHaPbE9F98qXa/ToYTipjthsUymz8PVpSGRkJAkJCdUaR4j6wGw2s3LFClauWFGtfkwmE0rsX5sKFJhMJsZMeIjTxhKbx1iBfK2S9u3bs2fPnssa94UXJuPra7smn7NLDkOG9GPq1OmV2i0qRG251FS8UqHAbDZf4qhLS01NZdqUZ6vdz39Nnz4ZXz/b15tamUYDr2h+Twe9xYxHoD+enp4UFNTPhchCXEuqtMMSYN++fdx77720b9+edu3ace+9917Vk5UACQnnbKaLOK/UbCI5yfYEjhBXEw8PD5xdKno4b8LX16PO4hGXp1evbnh62l9F6ulVSq9e3ey2Wy9xt6o3m1ArL/5YCTJY+W7V6krFKcSVJLZBMCn1OB0sQEnOxfGlp+fh6+uBh4dLrYxrtVopyMrCN7z8rmshrmbNmjXD06uiuq35tG3bqkp9f7t8OVHO7jbbtEoVpSZbi5HKmNQqPDzkvkwIR1i17BtCTPZvokNMClYuq1oNvPOcnFRA+ZSz5ymUBcTJwmohLvLNF0uIVDvbbffXmfntt99wc3MrVyP334xKRaU+Y4OCfLC9gLiMk7MJPz+/y+5PiNp0+M/9+DnZ/s6oUihQlJSS/Z9sPvVJcLAf/2SEK0+lKMJVXZaFRG+14ObmVkeRCSEqUqUJS5PJREBA+dpHvr6+mKq5OrA+27B2HRHO9n95hbu488O339VhREI4hk6nw2qtuLaCLAisf3Jy8rBY7G+st1jU5OTk2W0vzi9Aq7T/9+6h0aL71+q6ECdXUo+f5MyZM1WKV4grQYMGZTss6yOP4BDMBgP6gvyLXk9PK4u3VtPCZmXLDktxzSkqKsJoqGh1jwqdznZarUtZvPAzIg1W3NTlU7uajUZCXWxPZgJ46kwcOnSoSuPWtAYNGjDn7bksWf4NU194Hn9/f0eHJEStOnToEMUJyQRqy0+MBGldyDuTwLFjxwBo3749Cz75mC+WL2PchAm4uFzewiKT8RK7W6xaTp8+XenYhbiarVmzBu9CHb5OzjTx8qNXSDQ9gqMIc/UgSuvKn9u2k5OTw6H9+wmq4Dmgl8nK0aNHL3vcSz0nsVpUUtdZ1BuvvjyDFjijVpSfPrjOyZO5r75eZ7H4+fkx5bnnWLJ8GW+88/ZlLcS59HNJDaa/D3JDSWam/ayKQoi6U6UJS3v52Z2cnDAYKlpVfGX77bffcM4rxllV/oG/WqEk1Khg+bJlDohMiLplNBo5eyYV0No5wotNm3bUZUjiMixatIS0NFe77WmprixatMRu+7zX36CZ1vYD0ThPXzzVWpp5+RHl7kVHjQfKI6cZfdfd1Y5biPosNjaE5JT6uarUPTiUkpzysWVk5mOxWIiqxQnLwsxs/GSHpbjG/Pnnn+Tm2l8YVFzsx/vvL6xS3yUlJQy5vR8tiq200noQ7upBjJsn12s8+f3bNTSwaGym7fLUOGHIyObEiRNVGrcmvT3/PRavX0Pw7b0paB5D63uH8uOOrYweM8bRoQlRq+4aNBj30yl00HgQ6eZFlLsXHTQeuJxMZMSdQ9BqtXy7fh2vLV2E8w3tKWwey61PPMT2/X9yfbeul+z/669WYbHa+0xXUlBgJT4+vkbfkxBXOovFwrNPPsWtQdGoFAp2ZiazPzuNKDdPrvPwY+qkpwGY+/ocGtl57uGtcSLjTDxpaWmXPe769RuxWLzttGpITMymqMh2zWoh6lp8fDwT7xvD9QpXmjp5EObqQUMXT7prvPj63QWsXL68TuK4Z9S9bNixjbb33UVB81gC+/Zk4Q/fMu+DDyo8b+3an7GYfey0qikyatFbzEQ4ufHbjxuu6k1YQlxJKlXDcuLEsnorVquVsWPHXvQhqlKp6N69O8ePH6/ZCOsZfWkptzeOY29WKvFFeQCEu3rQISCUorR0jEb7qR2EuJo8+ugzrF//FSGh54B/r+p1Iv6sD9Onv+Ko0IQdSUlJ/PLzH9w5pAVubhfXtCsu9ueXX/aQnJxs9/wffviBHjf1pvfdQ9mTk06RyYCTUkULn0ACXdxYHn+cm7yCWLbkc45arWRn5xAeHs6pU6dq+60J4RABAV64uzuTmlJfU8KGUJpbPjaTyUxWdgHR0bW4wzIzi4ad2tVa/0LUR1arlRkz5vDmW5Px97+4VpzZ7M7JE2a++abqNbfi4+Pp1r4DXbp0ocsN3SjIy2f1ypVkZ2fTf+AAXpjzGscxkK4rRomCWDdPwkrN9K8Hi4cmTHyERjffyC79Pzu+k8wmkihm/NRnOHzgAHv37nVghEJU3w033ECXbl3Jz81j5YoVZGWV3W8XFxczqO/tNGzYkL79+gFW1n6/5sKux48XL6I0NpTThsILfZ01F5GoUDJv4Sfc3LkrOTn27zWeefpZ7rzzMP7+RcC/a+0pMRjaMPpeWRQgHCsgIIDBQ+7E08ubbb//zvbt2x0dEs7Ozsz9YAGrkk6i/1fK1+2ZyQRoXfjki88Z0q8/CQkJvDtzNhOfe5bjVh1Z+lJUCgXRTu4EFuq5495RlRp31qw5DBhwG7ENdFycyllJWmo4Tzxxf828QSFqyI7t2+nUsjW39ulDs5YtSE1K5tvVqykpKUGpVHJb3740b9WStJQUVi5fQXFxcY2O37p1ayY+/xybdf9kNSo1m8gEGvfqyqNPPcG7b861ee6rr77J4MF30KChDvj3zmUlJcY2bEvPoJmzJ5ZzKUybPKVG4xZCVJ2CsjrRl+V8Wr+oqCiSkpIuKqxrMBiIj4/nhRdeYPfu3TUeaF3y8PCgoKAAT09PCgv/+dLQpk0b3vpmKUeNxTTzCSDMtSxPfYaumMM5mcRoXHjnsadZv26do0IXok517tyJDz98h8BANa6uZoqK1CQk5DNixAOcPXu2TmKwd70K2xQKBW+++SoDB/bBx6csLV1enhOrVq1n0qRnsVor/kiIjY1lxa8/ofJ0x1mlxmy1cDwvm7N/L+Bo4eVPmNKJo4ZCFECgwUr26XhGDh1GSUlJhX2Lq9/Vdr127tyY7TveYOwD73D69OWvrK4rt815h+R9f5D8x65ybWPG3IxeZ+SZZz6rlbFj219Hn4cf5Plut1KSX1ArY4jadbVdr3Xp3ntH8PzzT+PjY0KjtVCQ78T+/ScZOfIBCgpq73ro178/733yMThpMCsU5JaWYMnL56tPP+Ot1+fU2riXY+fB/WxXlNr84umu1uB3KoUh/frXeVxXC7leHatBgwZ8vnwZxW5O5KgVaFEQbLCy/adfmPTY4xWe6+XlxYad29hmsv33Fu7szsElK5j50ksV9hMUFMSaNctp1jwSrbYIi8WJzAwL48c/ztq166v61kQNu9auVYVCwVvz3qVT716kOoHRasXXBK6Fpdw7dFidPTOw5YEHH+SOZx7ljM72bsZOGg/uvvk2EhMTAWjYsCFPPTuFRs2aYjaa+PrzL1j6xRfo9ZVP9R4REcFXX31GdIwvHu5GSktVZGZaePjhp/j99y3Vel+i5lxr12tldb2hG+988AHpGihQgSsKQozw+fsf8d4779TYOF+vXkVB0ygKjbYzOt6gcKNTy9Z2n2WFhYXx1VefEdvAHw93I0aTEyp1EGeSMklNTePjefNZs2YNFqlrJUS9UakdlrGxsQBs3LiRwYMHk5eXVxsx1Vs39bmVTJUVvd7Mn9lp/Jl98cPJFJWKPv3ukAlLcc3YuXMXrVt3pnHjxgQFBREfH09CQsKlTxQOY7VaefLJyUydOp22bdsCsG/fPnQ63SXOLHNDjx4kKEycTrH95fJMUT6BgWEk5pY9kE0AghqGs3TFcgb1vb1G3oMQ9UVsbDAAKfVwh6WzlzcaF1dKs7Nstqel5XHddbG1Nn5BZtm4fuFhMmEprjlffPElS5Z8RZs2bXB3d+fYsWMXdlrVlvDwcF5843W+y4zH+J8HLnc8eD+ZGRl8sWhxrcZgj5+fH3q1CqudMntFJiPNI8LrNighaoibmxvL1nzHHnSUGIrg7+epZ4HGfXrzwssv8fIL0+2e37ZtW7JVgJ0sdEm6Im68qfclJyzT09Pp2LE7ISEhxMXFkZOTw+HDh6v2poSoIS/NmknsLTeyQ19w4d94MuDmpuGbNd/TvUNHh9VrvPWO20k22B8721lN127d+PqrrwA4deoUDz0wtkbGTkxMpFu3mwgPDyc2NpbMzMwLtWyFuBLExMTwzqefsM2Qj0n/z33nKWDoI+NJS01lxTff1MhYYdFRJNuZrAQoUSkICgqym5o5OTmZ7t1vISwsjAYNGsj1JsQVoEo1LHv16nXNTVYCuLu5o1La/yNTK5V4e3vXXUBC1BOpqakkJCRIgeoriE6nY/v27Wzfvv2yJysBjHo9CovtlWtKhQIvrVO5GlrphlJiWzZj6x972HnkEDuPHGLp8m8uq0i6EPVZgwYh5OQUUlpa/+p3e4SEANisYQmQlpaLv78Xbu4utTJ+4YUJS6ljKa5NVquVP//8ky1btlz2ZOWQoUPZumc3u44dYeeRQyz5ZhkNGza8rHMnPTuFowpDuclKgP26fCY8/nhlwq9RRqMRtdJWhc1/VNwqRP3g6upKdHQ0Hh4eF14b8+CDnNNYKTGXLw1zwlDEHUPuRKu1Xf8Oyq4PVQVjqhQKzJdRU0uhUPDg+PEs/+F7Xv9gPp9+/SVvz38Pf3//S54rRG1wdnbm1gH9OaUvv4Ox2GQk0Qnuve++ug/sbwaDAXUFz/eUViv6f31PHjp8GL/t3M6OI4fYefggC5d8QWRkZLViSEpK4vfff6+xyRMPDw+io6NxdXWtkf6EsGfKC89zGB0ma9l9pwJo6RPIgMjGhAQE8PZHH/D63Lfw8bFXP/LyXeoeUa1QYDBc+vt4cnJypa43Z2dnoqKi8PLyuqzjhRA1p0oTlsuXL2fy5MnlXp80aRLf1NAKivrJSnPvALutzb0DqvYHKsQVKjY2ll9/Xcvhw7+zfftyjh3bwcqVX+Lr6+vo0EQt+fHHHwnQX7xFQqlQ0DMkjPvjYhkc7UGcl4URDRoQ5uIGQDu/EAxOWva5WNhmKWKbpYiSlg35au0aOnbq5Ii3IUSNaNAwhORk2xOCjuYeHIrFZEJXkG+zPS2tbFdodJT9+5rq0JeUoisqxjc8rFb6F+JqEhISwl8nDvLF0vdo09qfJrG+BEb4o2zXjK/X/UD7Dh0u2Ufbzp3I0NmuGWQFdE5qwsIccz0WFBRgyCtArbD9TcnfyZWDf0j9SlF/BQQE8O23yzh6bDvbty/n8JEtbNjwHZGRkfS7cxDn7KSUBMhRQ/v27e227969G98K5iOjndxYtmRphfEpFAqWrviGAU89wh4nM9vMRWy1FhNwa3fWb/6NkL8XMQlRlzp16kSOxn77OX0xd941vO4C+o+lny0iUulktz1AZ2Hjxo0AvPHuO/zvlekcdFex3VLENmsxdGjB6p830LRp07oK2a6YmBh+/vkHjhzZwvbtyzl6dDsrV36Fn5+fo0MTV6lmbVqTrS/boawAbg1vgNlq4fuEv1iTeJJliX8RccdN/Ljpt2ovnNm7cxeBzrYn4dUKBZaC4grrPFeWp6cnX321mGPHd7JjxwoOHd7M5s0baNy4cY2NIYSoWJXm13r06MHatWvLvf7jjz/SvXv3agdVX5WUluLn5EqMu3e5thAXdyLcPSms4eLCQtRXUVFRbNz4PT17aQmPSCQ4JI3IqEQGDAxm69af8fT0dHSIohbk5OSw9/etRGvdLrx2Z3QMLX1S8dTuQqs6hIt6H0Euf3BHpD9NPH3xd3bl9/SEi3Z9FBj1bDfm886HHzjibQhRIxo2DCE1NdfRYdjkERxStrvSTi2PjIx8LBYLMTHBtRZDQWYWvuHykFSIigQEBLBjx6/ExWXhpNmNq+YIHto/iPY4ym3hIey3lPDuRx9Wexyr1YpKVdE+rto1+8WXae/sVW6VvFapojlOzH55hkPiEuJSfHx82LJlA/0HBBIZWfadJyIikZtvcWPTprW4ODnbrM16nhUqvPYMBgOrvvyaplr3cm0eGi0hJWa+XLKkwhgHDBqEb6tm/KUrxPKvz/200mIOqI3Mq4HfIUJUllKprPjasFpRKBy3v/7H9etxyyvGR1N+0jJW68b2X34lPz+fNm3a0KHPzRzUFVzYTQaQa9Cx01zEgoWf1mXY5URGRrJx4/f0vsnpoucygwaHsHXrz7I7TNS6xl5+JBcXcjQv66JrPkVXzHEXeGv+vGr1//orM2lm0aJVlv8sbefkxWszau4e0tXVlS1bfmbI0Ciiosqup/DwRG7oDj//vEomLYWoI1WasHR3d7e53dpoNF7VkxS6klIO5qQS7eFFn7AGxHn60sDDh5tDY2jpG8iujCRMhvKpYIS4Gr333ptERqUBF6cTVSqLadRIx7PPTnJMYKLWPfbQBFI2bed6jSddA0IJcs5Gpcz4z1FmXDV/cmNoULl6v+cZLRaKXDV0kl2W4grVsB7vsPQICaU0135sJpOZjIx8oqMDay2Gwqxs/GSHpRAVevXVl4mMygL+u+ixBC/tYboEBlLiqq1whxbAX0eO4OtkP8Wzu6WsZpaj/PTjj8x/8RVuUHvSxMWTGHdvWjh50MGsZdyIkVIDXdRbL774HA3jioH/7qIsJTomE29XNRHO5Scbz/M1K9i7t+IdxK++8gp7Vn5PN7UncW5exLh701brQYPsEgbd1he9Xl/h+eMffYSTBtsLp/MNesIaNriqn9OI+mnPnj0V7h6OdHZng42NEHXFarUysM9tBCVl017jQayHN3Fu3lyv9uTcL7/z1KOPAfDklMmcsNguoaIzm1D4eDq01Ml7771JVHQG/30uA4XExZUwdeozjghLXOXiT5zES1s22R/n6cvRPNvlobL0pTRu1QonJ/u7mS8lOTmZB4bfTQeThpZaD2LcvWni4kl3tScfznyVtWt+qHLf/zVx4gSaNLWgUhX+p8VAeEQy778/t8bGEkLYV6UJy8OHDzN8ePnUDXfddRdHjx6tdlD1lau7G5l6HcfyslArFbT3D6GDfyiuai3H8rLI0JWgVDtu5bIQdUWtVtOyZRxgu0i9UpXDgAG31W1QolKcnJy4+eabGTBgQKVrb1gsFiaOG88dXbvjmZONRnXO3pFolHlQwdraUicN0dHRlRpfiPrA3d2FwEBvUlLq74RlSXbFsaWl5xITW5s7LLOlhqW4prRv355BgwZdcnLx33r06AzYTt0MhYS5aSlxUhMVFVVhP6+9/AotFM4o/7VbpYGHD/0jGzEoshEePt4s++5bh6au+3LJEq5v1YYFjz3DutlvMWPMeDq3asPeP/5wWExCXEqfPj1RKvPstBbj6elEQ4sajY1aeJFaV7b/upGSkhK69+jB+t9+Zdexw+w6dph1G3+h2w03XDh2+tTnuK3rDRxYupLkdRt59dGn6N31BlJSUi4Zo7O7OwaL2W57kdVEUFDQJfsRoiYVFRWxe/MWIrTlUzlqlSpiLWo+ft+x2XZyc3O5/aabGdtvEN/PeIOvn59B3+u78fjDj2D9e7dyaHg4BUb7iwaK1YoL36cVCgUTJk5k+5972XX8CLuOHOLjzxcRGlq9++F27doxaNAgOnbseNHrKpWKVq0aASU2z1Oqcunf/9ZqjS2ELbNefIlWKlcUlD3tMf9rd78SBdf5BjMwsjF3RMQRGhbK/I8+rFaK4v3799O59XW8NGYc62a/xfuPT+b6Vm34YtHicsc2b96cgQMH0q1bt0rv4h4x4k40Gnu15/U0aBiKu7v9RUpCiJqhrspJM2bMYOXKlTRo0OBCTvfevXtz9913M3To0MvuZ8qUKQwePJgmTZpQWlrK9u3bmTx5MidOnLhwjJubG6+++ioDBw7Ez8+P+Ph43n33XT744PJubIYPH87XX3/Nt99+y6BBgyr3Rv8j/vQZBrq44+Hsyq8p8ZSay5aLaZUqugZFYDSb+Ob06WqNIcSVwNXVFaXK/pdiALXaceldRMWeffZpHnxwJAEBepycFWRkqDh+LJVhw+6tVO7/4uJiwiLCgGS7xygpwd/JlQyd7S9RznojSUlJlX0LQjhcbGzZg7/6uMPSycMTratbWUrYCqSm5tKlS+2ltSnIzMI7OBilSoXFXPFnhhBXsi5dOvPJJ/MIDAJvb8jLg8wMBWPHTmT79h0Vnqu6xP2SAjPOehPJyfY/awFOnTrF848/xay33uSc0kSolzdWq5V1iacupLBzbxTOF9+v5rH7x7Jt69bKvMUaYzQabZYWEaK+Ul/iiYkCEw+NHsuCzz4lRWslw2LEWaUi3KTk3P5DTHrsce69bzTjpz3LfkMBR01luzacg714feHHzH95Jku/+IJnnnmC8ePvIyDQgJMTDB7YhRMnHmfIkJFkX2IBkqG0FLWz80XpKv/NTaEiM9P27hchatOTj0xk8Vdf0r5lMxLVFvRmM0FKDcFGGDP8bgoKChwdIgAnT57k5MmTNtsy0tNx94uhyFQ+yxyAq8l6YWHB0hXf4NGqKTt1hViNZcf7dW7D97/+zJ19+nLunL2FvrZ16NCBRYsWEBgI3j6QnweZmUrGjXuc33/fgouLizyXEQ5x7NgxZj49hRdem42zUoVSocBitaIA+oQ34HRhLt8l/HVh6XpQ17as3/Qbd/S+iYyM/2bnunzbtm1j27ZtNtvi4uJYtmwRoWFO+PlaKSyCrEw1kye/yOrV311W/1ptxfu61KqyzJJFRfZrVwshqq9KOyzXrFnDwIEDadiwIQsWLODNN98kPDycm266ie++u7xfAlBWC3P+/Pl07tyZm2++GbVazU8//YSr6z8rsObOnUufPn0YOXIkTZs2Ze7cucybN4/+/ftfsv/IyEjeeOMNfv/996q8zXLW/vADEe7ebEg+fWGyEsBgMfNbajxBzm58u2JljYwlRH1WWFiIUmG76HUZJXqD7S/MwrGeeeYJnn5mONExCbi5p6NWpxEamsyNPV3YuHEd6ks9lfmXxydNosBqBdzsHpOXp8DPaHuHpUqhwEtvZvv27ZV9G0I4XMOGZSulU5Ivf5K/rniElMVWkm1vdWiZtJQcvL3c8fapnVWiBZlZqNQqvIICaqV/IeqDJk2asHz5JzRtlomfXxoqVRp+fmk0aZrBN998fMkdjaUlFeTLA8xWNZ56Ezt37rxkLD+uXUvXNtexe/FXuFoUbMtIumgCo8hoYJs+nzfnv3d5b04IQXGxEcpVX/2HXg+7du6kU8vWLJ0+k5JNuzi7ch1j+w1i1PC7cXFx4dFnJ7OzNBfdvxbv6MwmduhyeWLaVKZMeYrJU0aW3Z+7paFWpxESmkyPG5347bd1aDSaCmNc+P6HNHSy/VnurtaSlZBEXl5eVd6+ENViMpm4Z+gw/jfgTs6t+pGSTbv4/PlX6NyqDfv373d0eJflndfnEKdyttmmUSpRFZZw7Ngxbr/jDvxaNuOErvCi/ELZ+lL2Usp7n3xUqXHj4uJYtXpR2f2Ff9n9ha9fGo2bpPHVV+/TokULioqKMOgreqyrpKjIdjpbIarru9Xf0v269mz6YR2NPXwAaOLtT0JxPn/lZ190HaSXFnPEycxbtXQPGhgYyE8/raLNdUUEBqaiUqfh7Z1Gw7hk3n9/Bjfd1Ouy+snNLaKivV16vUYWAAlRB6o0YQmwbt06unXrhru7OwEBAfTu3bvSE4O33XYbixcv5ujRoxw8eJD777+fqKgo2rVrd+GYLl26sHjxYjZv3sy5c+f4+OOPOXDgwCVTLSmVSpYuXcr06dM5c+ZMld7jf916220cyFwFtNAAAQAASURBVEqzm9xwb3Yq/au5i1OIK4HVakWhUAP2HkJHkZ8nK47qG41Gw7hx9+HtnVquTaksJrYB3Hnn4Mvur/+QO9mYlkaJqaGdI1w5dDCeTd//QEtnT1T/SsfholJzvZM3zz72xIV0O0JcSRo2DKGwsIT8fNs1oxzJPTgEi8mELj+vwuNS08omW2NrKS1sfmbZhKl/RHit9C9EffDmmzMJDUsF/rvDwUxoWCpvvjmzwvM/++xLdKW276fMllCKi4xMfvTxy46ntLSUwJAQ/iy0vWDBZLVQ4Kymc+fOl92nENeyDz74jJJi2/WeDXpfVqz4HiibmPn6y6+YOG480yZPubBb6+577iFJZX8hZ7LKwhNPTsDHx1bq12JiYq0MHz6swhi/+fprTKcTiP1PLU0frTPtFS48Om58hecLUdv++usvnnvmGSaOG1/279VU8WKd+mTXrl2c3rGHJk4eKP+1eMFdreV6jRdPjH8IgIcef4yTRtvfC4pMRnzCQ/H397/scd944xXCwtIof39hISQ0hbfemgXAd9/9iMHgY7OP4qIA5s37+LLHFKKyiouLGTv6PpRnkolydqehhy/H8mzfg+bodcS1aI6zs+0FANUxbdpkIiJzgf/uhLYSGJTEa6+9dFn9zJnzLvn5du7LTV5s3rwLo9FYvWCFEJdU5QlLLy8vHnjgAWbOnImPT9mH43XXXVet3OxeXl4AF6Uk3Lp1K/3797/Q74033kijRo3YsGFDhX298MILZGZmsnDhwirH818NGzci32r/F1OeUU+DRo4rti1EXdFqtZjNJUAkEMY/v0pUQCzgTkCAp6PCE3Z06dIFPz/79Tfc3XMYN+6+y+5PoVaRpS/lYI6JUlML4J9C6hZrADrDdYwa9T+eeeJJPn/lNdrpVHTTeHGDxouwxGzGDbv7QlpxIa40cXGhJCfVv3SwAJ4hoZTm5sAlFgNkZxWgNxiJjamdCcui7BwsZgu+YSG10r8Q9UHTpg0Ae7sXdDRtGlvh+W+99Q5btmRQXBTEP/dTSiyWKHJzgxh4az82b9pUqZhiGzYkV2+7zjiA3llDREREpfoU4lr1/vsf8dtvCRQVBVP2XQdASWlJILt3F/PCCzMqPL9B40YUWOxPzjg5afHwsL/4yc0tm//9b1SFY1gsFu68ox+7Fn9NV6srXTWedNd4otx3jAE33UJ8fHyF5wshKvbg6Pv4/u0FdDJp6Krx5AaNJ74nkxjZfyB79+4FwM3TA30FtWRLsBIScvn3xC1a2K9NCXoa/Z+9uw6TqmwfOP6d2O7uYuluAWkFRAUxaKQEVEpEQdqiUUBKkRaQDilpXkq6pHu7u3dnZ+b9YySWnVl2l9mdjedzXV6/d+ecec59fvrMnHniviv7AjBhwrdcupj53+KnZ+MyycmuHD78mFWrctf4EwR9UigUdO7wFtc37sQUSY56li9KUyufziHo0xtvtEAq1VUTXomzi2W+rrtjx1/s3nWVxER3nu20lJCZ6cS1a1KGDx+tr5AFQchDoWpY1qpVi8OHD5OYmIivry/Lly8nPj6e999/Hx8fH/r161eoYObOncvJkye5efPm09dGjhzJsmXLCA0NRaFQoFKpGDRokM6c1QDNmjXjk08+oW7duvm6rrGxMSYmzwbaraystJ738N59XlfrnuO1lhlzQ0fee0EoS4yNjUGSDVxGM2FZ778jajT1DB8hkRTNAHV++6uQm6mpKfI8M0opMTPTnd71RepsJcjgTFQkAckWNHOphaVcihoJ9xJTMEuIIDg4GIB1a/5g3Zo/kMlkKEUtu3KjLPfXihXdCA0reelgAazcPF5avxJApVYTER5HhYpFM2GpUipJiYvD3tOjSNoX9Kss99eiJH3J8k+JNO/aUUqlko4du9CrV09GjhyMhYUZaWmZLFo0h7Vr16NSFTzFfsDDh9hWaE6MjvrRJhmKp9/PQukk+mvxUavVdO7cle7duzJq1OdYWZmTnp7Fb78tZfXqP166U+zR/ftUlnRAV5J2C6kcyKsNVY5/17pkZ2czc+o0Zk6dJp63SxDRV8uOpUuWsHTJEp39Ky05BWMLa7J0TFpaICU8PHemI10kLyk9KZGokUgkZGZm0rr1Wwwc2I/Bg/thZmZMUlIKc+fOYsuWrfm+niD666vIysri+8mTad3uTWSWuictzSRS4uPj9X79l/cXZb53dvbtO4hOnd7lm2++wM7OnsxMBatXr2Xp0uVkZureACAIgv4Uaofl3LlzWb16NZUrVyYj49mK4r///puWLVsWKpBFixZRu3ZtevbsmeP1kSNH0qRJEzp16kSDBg346quvWLJkCW+88YbWdiwtLVm3bh2DBw9+aXH6J8aPH09SUtLTf0JDQ7We99eOHbhlS3RWsPBVyVi9fEW+rikIpVlKSgppqWo0E5QhwKX//rkMRAJGREYWzUB+fvurkNuVK1eIi9M9Y6lU2nHkSP5Te+/Zvh1fM03qqfD0VLYFBLDmwSP+ePCQgKRkTh49puUaYvCkPCnL/bVSZQ9CQ0vmDksrN/d8TVgChIfH4+9fNBOWoKlj6eBZ+OwbQvEpy/21KMXHp6L7J5WU+LiXp41WqVSsW7eexo1bU6PGazRq1JI1a9YWarISYOHceVRUa/++l0uk+a6JKZRcor8WL7VazcaNm2nSpA01arxGw4YtWL58Zb7SWv65dh3eKpnO45ZpCmJjdA/LKJW2/O9/pwoUr3jeLjlEXy17dPWv335ZQGVj7Yt/LeRGxIeGEROTd33558XFJfNsV/eLpCQmpj8traJQKFi6dDkNG7agRo3XaNr0DTFZWQiiv766dStW4m+ifaLXztiUhzdv55hH0Jfg4HCez/j1ovQ0OZGRkflub/fuPTRv3o4aNV6jfv3mLFiwWExWCkIxKtSEZaNGjVi6dGmu10NDQ3F1Lfig14IFC+jcuTNt2rTJ8YVgamrK9OnTGT16NHv27OH69essXryYTZs28fXXX2tty9/fHz8/P3bv3o1CoUChUNC3b186d+6MQqGgQoXcaZlmzJiBtbX10388PLTvBMjKymLG5G9pZmqHqezZ5lRjqYxGprasWrSkSFaKCEJJtHTpGpKTtddziYt15bvvZhbJdfPbX0sCmUxGrVq1qF27NnJ5oTa061V0dDRXLt9Hma3tAVJKeJgd8+fnvwj63NlzsI9KwtssZ70cd1ML/FKymTJ+witGLJR2pam/FoS5uQnu7vaEhuR/0KG4mFhZYWxhQVps/mILC4vD18cFqazQVQLylBQTi4NX2fj3XtaV1f5a1GbN+oWEBO2/fxITXJk9+5eXtiGVSqlVqxZ16tTByCjPVAj58uDBA/63czd1TKyRS56vt2VEMxMbxowY+crXEAxL9NfcTE1NqVu3LtWrV0fysq0WxSglJYVFs3+iiZkdJtJnkw+mMhlNTe2YO20a58/fJlvr87mEiHA7fv55QfEFLOiV6KtFQ9/fm/qwZ/du4q/foZKpZY5NDvYmpjSSmDNi8KcFam/GjPnEx7toPZaY6MLcuYtfIVpBG9FfX93qlSuRBobhZ2qJqUyOs6kFVkbGOJtaUCtbzuhhw4vkupMmTSU6Wnt/SU11ZP36rYVeCCgIQvEr1Ah6RkYG1ta569NVqVKF6OjoArW1cOFC3n//fVq3bp2rtoKRkRHGxsa5PlSUSiVSHfmX7ty5Q82aNXO8NnXqVKysrPjiiy+0pj/KysoiK+vFwrzabduyhdCQECb98D1O/6U4S4yJ4ccfJnLo0KF8tSEIZcG8eQto06Ylb71VH7lRAJr6ClZkZVZg5cq1HDlSNLUJC9JfDWnixG8YMKAn1tYKQE1ysjHr129nypQfDBpXr14DOHp0H5WruGBjEw9ko1DYEBlhy6BBXxRo1WdGRgZvv/Em4yZNokPnd5EYySFbyYm9R/h0yrckJSUV3Y0IpUJp6a8F5e+vSXldEndYWrlpnk3S87nDMiwsFiMjOV5eTgQG5H/VaX4lRcXgU7vmy08UDK6s9teitnHjZho3bkCvXh1wdokHUgELIiNt2bTxMBs2bMrz/WPHjmbIkL5YWWchkUBKsgmbNv3FhAnfPt05URgTx37DRxcvMvyr0ZjZWCNRQ9CDB/QfNyFH+Q2hdBL99Rm5XM6CBT/TsWMrLC2zUKkkJCTImDNnIcuXrzJ0eACsXrGCgEePGPftFOxcnUENcRGRjPtuDCeOH2fb5i0cObKXqlVdsLGNBxRkZ9sSEW7LkCFfERUVZehbEApJ9FX9K6rvzVelVqvp9VFXho4YQa/+/ZCZmSBRqbl+7jKdx40v8G69bdu206RJA/r0eQcX1wQgBbAgKsqObVuPsXr12qK4jXJN9NdXp1QqGdy3H8f+t5+3/T2QSpNRq21JTIQ+vT8p0C7Hgrhw4QLTpy1j7Def4uaWACQCZsTE2HLi+F2+/35akVxXEISiIUGT07FAli5dipOTE926dSMuLo7atWujVCrZuXMnJ06c4Msvv8xXO4sXL6ZXr16899573L179+nriYmJT7eIHzt2DEdHR4YPH05gYCCtWrXi119/ZfTo0fz2228ArFmzhtDQUCZM0L6bZ9WqVdja2vL+++/nKy4rKyuSkpKwtrYmOTk5X+8RhPKmSpUqHD68HQ/PBMATMEXzEB3OwweWNG36ZoEmvwqrJPbXX375iX79WmBtk3NwITnZkU0bLzNkyDADRaapy1CzZk2aNm3C22+/gYWFBUePnmDhwl/FDnGhyJXE/loYH37YjC1bx/Peez+SlKi9Rpyh+LVqS433u3JmyXzIx6CNmZkx06f3Z9q0TRw5fFXv8VRs3ID2n3/CxKZvkpHy8tSYQslRVvqrPsjlcmrWrIlUKuXGjRtaB7OqVKnCN9+Mwt+/Ag8fPmb27PncuXMnz3Znz57G4CHtsLHJOXiTkuLA9m036d9/sF7vQyi7ynN/3bt3O23aOmNqmvM5Ni7Wg2nTVjFv3sJii8Xa2poqVaqQkpLC7du3C/ReiURC+/btGD58MFZWVhw7dpIFC0QGp7KmPPdVfZgzZxqDBpf87017e3v8/f1JSEjg/v37r9RWpUqV+OabL6lUyZ/HjwOYNWt+gT9fhMIR/bXgbGxsOHfuGJWrJKBZxPeEnLAwb959pzdXr14tsut7eXkxduwoateuSXh4BMuXryUxMZGYmBgeP35cZNcVBEG/CrXD8uuvv2bfvn1ERUVhZmbG8ePHcXNz48yZM0ycODHf7QwdOhSA48eP53i9f//+rFmzBoAePXowY8YM1q9fj729PYGBgUycOPHpZCWAt7e32NotCMVs0aKf8PBMBCoAGUAMYAn44lchhMmTx/HFF9pTN5dlTk5OvP/Bm1jb5N7NbWUVw9tvN8PDw6PY6yFIJBJmzPiBbt06Y2Wlyb2flGTCmjWb+OGH6cUaiyCUdpUre5CYmFriJivhufqV+Vxhnp6eRWxsIpUquRfJhGVStGbhioOnB6F37um9fUEoalOmjKdfvx5YW2eCBJKTTNiyZTfjxk3OsZPj7t27DBz4eb7btbe3p3uPd7DR8rxgaRlLu3YN8fHxITAwUC/3IQhlUcOGDWnc2AdT07Bcx+wdQhkxYhBLlvxe5HWnLCwsWLVqKY1fq4mlZSbZ2TLi4yRMnjyNrVu356sNtVrNgQMHOXDgYJHGKgillb29Pd27v4uNTVCuY5aWsbRrb/jvTVtbW9auXU7tOv5YWmSRlSUjNlbF6NETOHjwcKHavH//PoMGDdVzpIJQNL7+ehT+FdPJOVkJkI27ezCLFs2hefN2RXb94OBgRoz4ChcXF9avX8HKVXOwMM8iM1NGZGQWQ4eO5swZUcddEEq6Qk1YJicn06JFC9q0aUP9+vWRSqVcunSJo0cLlgIyP7UlIiMjGThwYJ7ntGnTJs/jAwYMKFBcgiDkzcjIiOrVKwJ2wBXAGE2Ba81ggVRah44dTfniC8PFaCh9+vTE3S1d53FXt1Q++aRfsU8Srlq1lA8/rIWF5bMfeA6O5owd2xtfX28GDvysWOMRhNKsUmUPQkpg/UoAazcP0uMLlqo2NDQO/4puRRJPYtR/E5ZeYsJSKH3mz59D/wEtsbZ+7rvTAT4f2hY3Nxf69i38To7u3bvi5pah87ibeyqffvoJEyZMAcDPzw83NzcCAwOLfdGTIJRUo0Z9joNjos7jrq5ZvPnmm+zdu7fIYpDJZBw79jd166mQy58tQHB2lrBkyXfIZDI2bdqit+uJzwKhvOrevSuuefzOdnPL+b1Z3ExNTTlx4gDVa6QilYY8fd3FVcqaNfPo02ckR44cK1TbXl5eeHl5ERoaKhYyCSValy4dkcl0lYpT4O3jipWVVZHuWLWxseHEif1UqhwHPOuLrm4ytm5bQedOfbl06ZLW97q4uFChQgWio6N58OBBkcUoCELetBeC1KFx48a89dZbT/8+duwY0dHRDB06lA0bNrB06VKMjY31HqQgCCWLqakp9vYOwCOgEVAXqArUB2oDATg5ORguQANydnZCKlPoPC6VZuPi4lSMEYGPjw/t2jXCwvLJBIsD8DpQD3MLF/r27cq5c8dFUXlByKcqVTwIDSl59Svhvx2WsQWdsIylciX3IoknMzWVzLQ0HLzE54tQujg6OvLBh+2xts5dO87SMpY33tDs5CgsZ2cH5PLsPM7IwtnZkTp16nDp0klOn97Knr3zOHd+N6dPH8bX17dA12vSpAl79mzl4sUT7Nu3g5YtWxY6dkEoKRwc7AHduydNzcDOzq5IY3j//feoWtUUufzFwVc1jk6BfP/9eL1cp27duty7d51bt89y/PhO7t+/xNWr5wr8WSAIpVV+vjednOyLLZ4XDRo0gEqVVEilL+4sU+HiGsTcuQVfsFyxYkXOnDnG2bN/sXfffP45s50LF05QvXp1/QStg1wup1evHpw8eZALF06watVS/P39i/SaQtkgk+W9MUkqUWBpaVmkMYwZ8yUV/NOAF7MhKXFzC2bBglm53uPm5sbRo39z8dJ+9u6bz8mTG7l27SzNm7+u8zq1atViy5Z1XLhwgiNH9vLOO+/ka2OWIAgvV6AJy++++47atWs//btmzZosW7aMQ4cOMXPmTDp16sT48fp5IC8NrKyssLGxMXQYglDsMjIy/nsQqQ5EAxeAM2h2W6YClTAxMTFghIZz+vQ5kpJMdR5PTTXj5MkzxRgRDBzYFzf3Jw9rLmj+vd0DTgNnkMru06hxNf755wgODvqbaJZKpdjb22Nqqvv/H4JQGlWu7E5wCdxhaWJjg5G5OWmxBYstNCQGKytznJ1tiySuxKhoHDzFhKVQuvTs2Q03N91pn93c0xg0qH+h2//nnwskJuhe6JmWZs6DBwHs2bOeevVTcHULw9Y2Cnf3UJo2U3H06G5cXV0xNzd/6YTM6tW/s3vPEt5+x4b6DRJ5q6MF23fMZcOGNYWOXxBKglOnzpKtsNZ5PCpKwrVr14o0huHDh2Bppft718FBSb169fLdnpmZGfb29jkGPatVq8Y//xykYiUjTEyuIpOfw9TsOrXrOHL12j+4uLi80j0IQmmQn+/NU6fOFWNEOfXr1xMTU12LBlU4Ohrh7e2d7/Y8PT05fHgHrzXJws09FBubSNzcwmjQMI39+zdToUIF/QT+AktLS86e/R9Lf/+S15tn06BhIv36V+HkyZ0MGfJJkVxTKH1kMhn29va5Ni3FxCQARjrfl5lpTHS0rh2Y+qHZ5Rmn46gCL28HrK2fPTvY2tryv//to3UbIzw8QrC1jcLFNZxatePYtHkpjRs3ytXKtGnfcejwWj78yI0GDRNp01bG+vXfcujQHuTyQiWzFAThOQWasKxbty5Hjhx5+nePHj04f/48Q4YMYd68eYwcOZJu3brpPciSptN7nfnf+bPsv3CGvWdPc/rKJfr07WvosASh2JiamiKVGqPZYfkAeLKjMB24CUQhkZTPL+l9+/YRGWGE9ozbMiIjTPNdy6YwzMzM6NGjO199NYo333wTiUTy327XrP/OqIxmcvn5h8Ro4BJeXo5MnDj2lWMwMjJi2uxZnL3+LztPHed/Vy/x14H9VKtW7ZXbFgRDs7OzxMHBmpDgkjdhae2mmRQs6ITlk8nXypWLZpdlcnSs2GEplApSqZS3336br7/+kpYtmyOTKfM4O/OVdnIcPnyYiAgZ2gd1pERFWvDGmy3w8AwHXtxRkomvXxwXrpzlyOUL7PrnJOeuX+OrsWNzrezu378vXd6vh4NDKJqa45r329uH8867VRk+PP91NwWhpFm8eCkRETaAth0NpoQEp3P9+vUijcHc3AzQ/VlhbKLKMTCqS4OGDfn72FGOXrnIztPHOXf9GuMmT0IqlfLXX5swNQsF7vPsmT4DuIW1dRLr1q3Uw51ouLq68tlnQxg1agQ1atTQW7uC8KoOHz5MZKScvL43N2zYVNxhPWVkJAN015CXG+Xvs+CJOXOm4u0Tw7M+/4QCT68I5s2bmeNVY2NjPvzwA77++ks6duyIVFqg4d6n/vhjGXXqZGNhEcWzz7ZkXN0C+O67UVSsWLFQ7Qplg7m5OfMXL+LM9WvsPHWck/9eYfNfO59mHZk27Wfi45y1vjcz05Z9+46QnZ3XTulXJ5PlfVwqVWJhYQFoStUtWbIAf/80NOOZz9PsyPzll5w7Mlu3bs2QT9/D2TmYZ7s4FVjbRNLsdRtmz56mj9sQhHKtQN9gdnZ2REZGPv27VatW7N+//+nfFy5cwMvLS3/RlUCDP/uUMT/N4po5nFUkcy47mfNyBf0mfcPk7783dHiCUCwyMjKQStWArropjzAyfslTQhmlUqno3n0AQYGeKJXPdjwolTYEB3nTq9fgIntAGzr0U27fPsfKVaOZ81M3tmydzp07lwkLiyI11QzN7spQcg98onlNEs6HH773SjFIpVJ27NtL5S4dOalK5oIyhdOKJMK8HVm3a0eOXfqCUBpVqaKZeCuJOyyt3D1QKhRkJCYU6H1JSWkkJqZSuUrRTComRsfg6O1ZJG0Lgr60adOae/eusGHjd8ye05V3O1VGpawCaK/vmppqwYkThc+YoFar+eijvgQGuKNUPpv4VKlsCQ72oX//oVSu5MOzScYXJWFpZ84/iiTOZydzijRaDfqYlevW5jhr1KjPtKa1BbC0jObzzwcW+h4EwdASEhIYMWI8YaE+wLOJAIXCgYcPnPjwwz5FHsO//97Mce0XJSUac/v27TzbaNGqJb9tWMcjF0v+USRxITuFk+pUmvTpxvqtm/H19eD5Olw5PeL15o0LHf8TMpmM9etXcuHC3yxaPJC583px5MgfnD59WK8ZWAShsNRqNZu27CVT0QiV2vG51+3IVLzG4WPnyMp6cXKv+AQGhgJmOo+npRnz+PHjfLfXqFEdIEXH0XRq167y9K++fXtz9+5F/lg7jtlzurJx4/fcu3eFNm1a5/t6oNlp1qBBVWS5UlxruLrFMnnyNwVqUyg7TExM2Hv4EC7tWnJSqRnrOaVIIrGKN9sP/I2vry8HDhxk7dojxMZ4Ak8ybclISXHhwvl0vvpqXJHHGRUVT567PDOMiI6OpnHjxty5c5mu3Toi1bkjMxsPT7sciw2+/XYsDg7an61NTeN5770OyF42ayoIQp4KNGEZGRmJn58foNlBU79+fc6cefZD3crKCoVCd+220s7c3Jwho77gQkYC2epnK6dUqPk3M4l3enQV6ViEcsHJyQm1WneaNMhGrTLcjwVDu3r1Kg0btmHO7KNcvWLHtav2zJ93ikaN2nL+/PkiueZHH33A999/jrdPIKamUUAsNjaRVKoczqef9iYu1gawBfKaZInD0lL3j6z8+ODDD5H6ehCUmbN2R1q2gjNZScxdsviV2hcEQ6taVTPxVjJ3WLoXeHflEyEhsVSuXDQTlklR0di6OCMT6XGEEqpKlSqsW7eICv4hWFlFArGYmIQjlZ0FnNDUfn6ejKhIM7Zs2fZK17158yYNGrRm5oyDT58XFvzyD681fpMLFy4ikea1wxNAleOv+5kp+DSqR8OGDZ++ZmNjnuu8Z9RYWhmLejtCqfbXX7t5/fV3Wb7sOteu2nPlsi1TJm+nfv0WBAYGFvn1p02bQ0S49t3WKpUFN24EEhWlfWDziZnz5/FPZgIZypx9/mFWKm51aiCV6q7TCUpkMl19PP9WrPiV99+vgodnCFJpNBCDs0sYTZvJOHx4j/icEAzOwsKCt7t9yMoHj7gQ7Up0+mtEp7/GlVgv1jwMoHbzZjg7a9/ZVRy++24G0VFOWo9lZ1tx5p8rpKa+WN9SN+lLd4mpkUgktGv3BnPmfIOPbyBmZppnGCvrSCr4h7Bu3SKqVKmSd0PPqVq1KpZWeY3jJFOzZtV8tyeULUM+/5wEZxvCXhjrSVJkcol0fl60EIBRo8bw7ruf8fe+JK5dteOf00Z8MnA2bdp0LJZFBVOn/kSczl2eduzZcwh3d3e2bl1JpcrhyGR5xySVZj/dkQng4vJ8BrPcTE0VYm5AEF5RgSYs9+/fz8yZM2nevDkzZswgLS2NkydPPj1eu3ZtHj58qPcgS4oPu35EmFx3iodAmZIBgwcVY0SCYBjR0dEg0V0/AgBJ+V5RFBMTw4QJU6hfvzn16r3OmDETXjpY8SqmTPkGB0dtO16VeHhG8++/t0hMMAe17pVmYExy8otpMApm0NDPeZClfSVopkqJsYMd7u5Fk3ZSEIpDlSqehIXFkZlZ8hZoWbl7khanq3ZO3kJCootuh2VUNFKZDDt31yJpXxBe1cyZ3+PmHon2ib1bqNX+T/9SKm0JDvKmd+/BelmoGRcXx+TJ3z99Xhg9+hsiIiJIT08nPU337w6QkanM/VPuoSqT4V+Nfvq36iXzGGqVBLU6r+sIQskXGBjIkCHDqVfvdRo0aMGsWT+RnKx9h5C+PX78mG+/nUdEuC9g+d+rUjLSHbl104JevQbk+f5atWqRbmacY0H08+5kpSJ5ye8u5cvWNryEo6Mjbds2xtRM2w6TFHz9ZLz1VodXu4ggvKIPu35EqExNhjKbf6IiWPfwIesePuR4RBip2QrNeNwgw9VYvHLlCvPnryMqyhsw/+9VKWmpzly9ImXQoGEFai8pMQPdQ7YSUlIUqNVqpk2bgpOzth3YKtzcI5kx47t8XzM5ORmFIq9hYimZmeV3YXp517V3Tx6na/9uTVZk4eHvh7m55r/9c+fO8c47H1KvXnOaN2/Hli1bUb7ql1U+HTp0mNWrDhAT48WzXZ5ykpNdOHc2la+/Hs/330/E0ysGTdpjNXnvyDTOMZb3smdrlcqoQIsTBEHIrUATlpMmTUKpVHL8+HEGDx7M4ME5f6gPHDiQgwcP6j3IksLDy4s0ie4f9ClKBZ4FKKItCKWVTCZDpZQBun4825KRUbR56YVnHBwcsLM3QvcOimT8/b1o1eptsrJ0p+1Wq7yZNGnqK8ViYm6OIo8nuHRUODlpX3kqCKVBlaqeBAdHv/zE4iaRYOXmRlpM4WILCorG1sYSZxdb/cYFJEZpdn2KtLBCSVWjRiWe1aB5UTbJSalcvmTLlcu2zP35BI0bv4GtrS1btqzjr782MWBAf4yNX7KQqxDWrNlIWqqj1mOZygpciMk9uZCkyMTV9dnigAsXrgEWuc7TMOPatTt6iFQQyj4PDw/mzJnO3r3bWLhw7tPMUwDLlq2kVasPWL/uEVcu23L+nDlffLGcRo1aEh8fn2e7Li4uZMp0D8ukZivIyJQAJjrOsOaf05cKcUfPtGvXDjd33ZMQNjaJDBxY9Ol1BSEvHl7epOn8vQspymw8DDweN2PGHN58ozfbtoZz5bItZ/4x4dNPf6FZs7akpeWVoSq3BQuWkpykfZdYSoojv/++BhMTE1xdbdFdRzeNmjUr5/uaN2/eJD5Oiva6wJCe5sDSpavz3Z5Qtkjk8jyqtEK6WoWNjU2xxfOEk5MTP/74LXv3buP33xdStWpVvv56PG93HMTuXXFcuWzLyRNSBvSfTtu2HVEoFDRuXA94MvkaBGivzZqZYcfu3QdzTLbu3n0gR/mnnOSEhMSRmJioz1sUhHKnQLm5YmJiaNmyJdbW1qSkpKB6YVC6a9eupKToyrFe+t26foMWKgjTcdxOZszFf/8t1pgEwRCkUikxMeG4uDYAzpPzAdkEqEFUZJBhgiuHZDIZkjx+vGmo+ffff9m48W96926ITP7ibkxvlEozevb8gI0bNxa6zmZ8bAzmVq6kKbXvOrFESnBwcKHaFoSSoFo1L65fDzB0GLlYODgiNzYpdErY4CDNRGe1ql5ERSboMTJIjYtHqcjGwUtMWAolkySPBYkAScmJNG/ejoyMDOzs7Dh0aDf+/sbY2CYCKt548zMmThxNp07dX1qrriBmzvyJJk0a07yFL7a2MYACMEWR7c/9JDn3knJnVnA0NefenStP/x47djJNmuzD2yeUnOmrjAgJdmX06E/1Fq8glFXffPMVI0f2w8U1Eak0FWjIhx/uYOPGA4weranndv/+fT7+uOC7ux4+fIilUvdnkK2xKX8fPsXbbzbC1OwaOWvRm5CSXJE+fRoU+LrPk8tlyGR5pXxVIZeX7+w5guHdvnGD19XdCddx3E5qxPl/rxdrTNrcuHGDrl1ffYJ/5crVtG7dnLffqY+9fQyQCRiTEO/I0aN3WbBgMaampiDJexygoNmcJ0+exuLF3+HkHATPTU8plRbcvw9//rmxwPcilA2ZaWnIbYzJVmv/b84cKbGxhcv2U1iffNKf777/CjfXRKSyFKAWnTr/ycEDl+jXbzDvvddd6/tyPvvHoimfVBN4CKQDclKSnbh0KYYxYybkeO+sWXP58MPOVKyU8d+5T0iJCPfiyy8Nt9NbEMqKAu2wfCIpKSnXZCVAfHx8ma5huXfPHlwUEmRavvElgI9KztrVa4o/MEEoZmlpaahURsAtoCFQG/AH6v33v28QF1c8aZgEiIqKIiUlr49zc+7efQzAgAGfsnLlaVTKZkCl//5pBlghNzpN6zZOLFz4c6Fj+WXWHKoYmWs9ZmtsQuSjAOLidBU0F4SSTS6XUaGCy9PJvZLEyl0zGZhayB2WySnpxMYmUa267l3YhaVWq0mMjsZRTFgKJVRQUCS6s0ZISYjPIiMjA4Dt2zdQt14WNraRQAaQhbl5NBX8w9i1ayNGRnmlXi8YlUpF584f0b3beI4cVnD5kg379iZy824qJyMjtb6nCibMn/PTc/cWRIcOH3LhvCnh4e4kJToTEe7O5UsWvP12jzJdzkMQ9OHNN9/k668/xs09EKk0Ac3CgURc3YLpP+AN+vV7tYmJx48fkxUdh7lc+2dHFYkpU8aNp3nzd3n40IPMzOoolX5kZNTkxg1b6tZtQURExCvFcPz4CcLDdE9Ipqbasm3bnle6hiC8qj27d+OarXs8zlctZ92asjUe17fvIN7rPIL9f6dy5bIthw5m8OGHX/PRR71Qq9Wkp6cjlViga0ckmJCUlFGga27dup3hw7/n3l03YqJdSUx0JiTYk/1/x9GqVYcyPeYr5G3ZoiVUNrHUeszZ2Ix/L1wslhqVT9StW5dp00bj4RGAVBaP5vs5GReXULq8X4tx477W+V7N+Njz41YP0ey09AcakJ7WgN69v+eNN97O9d98QkICrVu/zYnj2YSFepCU6ExUpBs3bzjSs+dQzp49p/d7FYTypkA7LMs7pVLJmGHDmf37r/yrSichS/PFb2VkTG2ZBTMmTinTO0wFIScJ4AycQ5NqzAQIRTN4VweJROywLE6//baS777ri7VN7gHMyAhnJk/+AuBpnSqp7NZzZzzkSTpZM7ME3nqrNaampk8HZwvi+PHj3Dj8P2q/2Yo7WalkqTS7bz1MLaiQAZ0GitVmQulVsaIbRkZyAoOKrh5tYVm7e6BIT0ORVvh6GUHB0VStVjSTiklRMSIlrFBiTZz4I3/99TtOzoG5jiXEuzJnjmYhT6VKlaha1RmpVFvNaAVu7un06NGdtWvX6TW+Q4cOcejQoad/V6lShT//2sEtIwVRGZoUc6YyObWMLNm2ag2PHj3K8f67d+/y2mut8PHxwcvLi7CwsFznCIKg3fffj8PBUfuEoK1tJF99NYI1a16tz3/arz9b9u7hjpmSiHTNeIKpTEZ1I0sObtzCrVua5/ZKFWtTsWJFXF1dCQwM1FvWkqCgIP79NwhnZ1tk8hcXnRoTHmbCpk2b9XItQSis7Oxsxg4bwaylS3KNx9WRWTBtwuQyWTfu9OnTvP32aZ3HNT/vKwL3tRytgkSiK0ecblu2bGPLlm3Url0bKysr7ty5U+w754SSZ/PGjXT6oAvV69bkXmby09rLPmZWuCWm03HEyGKNZ+rUyTi7aF/AZ2UVzcCBvZk162ettdonTfqRJk024uIayLOdxEnADRITXfj+uz/YvXu3zmuHhYXRuvVbuLu7U6FCBWJiYrhzR5RZEAR9KdQOy/Ls2LFj9Hq7E9JLN2mqMqWJygzr24EM+bAbWzeLh3ihfLCwsECpSkYzyVUXzWRlGmCNZsdlNNbWprobEPRu/vxFrF17ivBwL8AOMEWhcCAkuAJffvkjN27ceHpuo0Z1gYTn/sm5Y97SKoNq1aoVOpaRnw9l0ZiJVIlLp4nKlKZKE+5t3UOHlq2I1LEjRBBKg+rVNXVxAgNK5oRlWkzh0sE+ERQUTZXKHshk+k/7lhgZhaOP/ndvCoI+nD17lkmT5hMa4kd2tj1gikplS1iYN7/9tpe1a/8EoHXrVri46t5ZYG6eRJcuHYs83rt37/JumzeIPXiSpipTXlOZ4hMaz+TBnzNn+gyd7wsMDOTUqVNislIQCsDFxR7Nrg1tVNjamrzyzupHjx7RsVVrwvceoanShCYqU/wikpk29At+mDwlx7kPHjzg1KlTei+x0LVrH86dyyY2xhWwBMxISXbm3l1n3n77I7GrSigRjh49Su93OiO7fDvHeNzgD7uxbcsWQ4dX7MzNzVGTiub3fD1A8wwDTmjGZWKxsir859O///7L6dOnxWSlAGgWv3/crQfrfphJrWQlTdSmNFEYc3HVBtq3bE1SUlKxxlOhgheaDRPamVsocXFx0Xrs5s2bjBr1AyHBfigUDmj6jR3h4V78uf408+cvylcMYWFhnDp1SkxWCoKeiR2WhXD//n0G9BJF54XyKzs7G9RSNDvzTNGkTTBDU7T6GqBArXYzYITl04gRo5kzx5thw4ZQubI/Tk5SbGxkjB8/ilatmjNt2mxCQkJQqbTVyZGi+YEjBbXJK6fy+GvnTv7aufOV2hCEkqZaNU8S4lNISCh5q7etPb1ICg15pTYCHkdiYmJMBX9X7t/TtoOs8BKjoqnRtiVSmQyVUvnyNwhCMVu2bCVbt+7gs88GUatWdR49CmTJkt8JC3u2MyEjIwOlUoLuOX0Z2tKyubi4YGtri7e3N6amply7do2goFfLRBEeHs6oYcNfqQ1BKAlkMhk9e/Zg+PBBmJubEBubyKxZ89m//4ChQwOe7F7K4zhSlPn8XrOxsaFZs2YA/PPPPyQmJj49FhUVxddfjCpsmK8sJSWF5s3f5LXXXuOLLz7DzMyMDRt+Y9u2Hfm+P0EoDvfu3aN/z16GDqNYvf7669SsWZM7d+5w/Pjxp6/nHpfxAFzRLCZ/Mi7jboiQhTJKrVazfu1admzbhpubG/Hx8cVW8qdt27ZMmDAaZ2d70tOzsLGxAXQviFerpXmOa23atIW//z7A4MEDadCgDsHBoSxe/PtLn9GrVq1KpUqViImJ4ezZs1p3cAqC8GrEhKUgCAWWmZlJeEQCnl5OgB8Qj2annhVQBwjk8uWbBoyw/AoKCmLHjt1s2rwCD49YpFLNTrBatevyzrv7GT9uOg4OTqjVJkgkT3aJ+QEOQDSgxMbGidmzf6B7934izbUgPKdadW8CS2D9SpmRMRaOToT/e+WV2gkJiSFbqaRGDe8imbCUGxlh6+pMXGi4XtsWBH2Jj49nxow5Oo/v2/c34WFf46ljs7Ba7cHrr/vSsGFDLl68SOvWrZg7dxp+FdyxtLBCIolCTQZRkRLu3Yuka9ePiXnFndGCUJoZGRlx5Mhe6tW3wcIiBkgBjKhTdzr79nanT5+Bhg6RGzfu4V/RCc0EwIuMCAqMQKVSaTn2jFwuZ9myxbRt+xpOzlmo1RAdbcyRw2cYMmR4iZkQ7N69K1OmjMXWVoJEqqZWrUnUrFmdb7/9UQzICoIBdOjQni1b12BulopEmoRaZUV6uhX9+n3O9u07yMrKIiw8Hk8vOZqdZi/WpbbgyhUxLiPoj62tLcuXL6ZhwxoYm2ShzDYiMDCGwYNHcvv27SK77tKlC/noo9exs48GYgEp2QpzwAZI1PIOKTHRGS+dTE1KSuLnn+fnKwZ/f382b16Du4cZ9nZKUlIhNsaIMWOm8NdfutPHCoJQcCIlrCAIhZKZoQS1H3ARTb2EUOAOcA3UVQgIeLWdPkLhyGQy1q1bhpdXEFLp8yk5EvH0DGTV6kX4+IYhkfiiSeVb4b/jF4FAIAS50WXat3fgyJG9SCS5d4oIQnlVo4Y3QYElLx2spZsbEqmUtJhXm0zNzlYSHBxNjRreeorsmcRIzf/fHL1FWlih9IqNjeXgwX9IS3PQctQaicQaZ5e7/Pnncjp27MCGDYuoW88CGxslMvlZpLJHyGRhuLmH0qq1Cf/739+YmJgU+30IQkkxffr3NG5sgYVFFM9KFCiwtQ3j3U616dmzhyHDA+Cbb6YQFuqCZgf18yRERngwduwUbW/LYdOmP+jeowZe3sGYmkZiZhaJt3cwPXvW4s8/VxdF2AX22WeDWbRoItWqR+LmHo6rawQV/IP5cnTHEhOjIJQnjRs3Zvee9VhaXkUqu41EEopUdgcLy8ts2vQbbdq0AeDB/Ueo1bXIneFBhlpVk/PnX21BoyA8YWFhwYkTB+nyvjvePsG4ukbi4RlCs9dVHDiwlapVqxbJdd955x26dmuGnX0o8GTHpAq50R3U6qpA7rTH0dGeTJo0VW8xODk5cejQTurVT8XFJQwj40js7CKpWCmUpUun8cYbbfR2LUEQxISlIAiFIJFIaNasAUiu8GL9Q1CA5BojR35qiNDKvc6dO+HsnA5oW6mtQi4PQrMK7TpQG3AGHuc6UyZPpnJlM9q3b1eU4QpCqSGVSqlc2aNE7rC08fBCrVaRFvvqO7UCHkdSq7bvqwf1guTYeJSKbJxEHUuhlBsyZDgXziejVjUA3NGkXquFJlvBNUCJs0sWv/22ABfXoP/O0VbXJhW/Ckp69+5ZbLELQkkikUh4//23MTbRvvvB2jqK0aOHFnNUud27d4/u3Ydw764rCQmugAvJya48eujJkCHjOXPmbJ7vr1ChAk2bVsXUND7XMVOzeJo3r4GPj08RRZ8/xsbGfPPNCBwcg4GcOyktLGJo07YW1atXN0xwglBObdq0Grn8XyD7hSNKZPJr/PnncgBee60eEkko0AjNs4gLUBFogER6l169PijOsIUybNSo4VStmo1U+mIWriw8vUL59dd5RXLd8eNHYWurbdFwBhLJLRRZjYiLdQNcSE115fEjb8Z8PZu9e/fpLYaJE8fi7RPPswnTJ9Q4u4Qwa9b3eruWIAgiJawgCIXg7OyMVJoJKNCsZnJHs1svFQgHkjE101ngSShCTZo0wNIqU8sRUzT/nszQfPRHoNlRaaqzLRvbBD7//BMOHDhYFKEKQqni7++KmZkxjx9FGDqUXKw9PEmPi0eV/eKARsE9ehRBmzZ1cHaxJSoy4dWD+49apSIxOlrssBSKjImJCT17dqdhw7oEBYWwcuUfRZJuVaVSce/ePVq1NgPM0ey6egCkPz3H2joTucwUTap83amozMxi+eSTPqxcuVrvcQpCSWdlZYWxSV6pUJXY2JgXWzx5OX36H6pWrU/z5s2pWNGf4OAQjh079tJUsAD9+vXC1S1d53E39ww+/rgnU6fO1GfIBdKuXTucXZ78frBEM+EhRfP5FYuzcxJffjmMwYOHGSxGQShvPDwc0aR4lfHsd3wGEAZk4uBghaWlJSamaiAKTXkXBzTjMrFonk3A2tqt+IMXyqQePd5HbqRr8W4m/v5eWFhYkJqaqtfrOjjkVasymeiYx3w65FucnBwJD4/gyJEjmvquevTmmy2fllvKTYmLiyV2dnbEx+denPTEk98qjRrVIygohBUr1ojSEIKgg5iwFAShwDTpy5SAD+AIBKP5QWsFNAQCyL3zUigO4eFRKJVGyHLMF1dDM7EcyrMfMo3++9/aJjefyMbComQMFAmCodWsqdn98Pixrh9LhmPt4UVarH52fj5+pLm/OrX9OHRIvymkEiOjcfIVE5aC/nXs2IElS37CxSUVU7MMlMomDB/Rjz/W7GDSpO/0fr2IiEhUKilSqfZ6rEqlMVKpAs0gY14TMiqMjMTPMaF8Sk9PR63K+79/pbJk1U08deoUp06dKtB7rKwsyb1D6nnZWFtbvlJcr8rV1QUzMzVQB82C1DA0n13OaMpH3MHV1dmAEQpCeaQG3ABPNOMtCWgWStUFIpBIVGRmZqJSyp47P/fkRwkpkSuUAXJ53kkapbJsrK2t9T5hmZ2d97OASinn+PHjpKS8uPNTf6QvyU8pkaowMzPTOWH51lvt+fXXn5/7rfIaw4b3Ze0fO5k48dsiiFgQSjeRElYQhAILDg5GrbZEs8rvEpoVfcloftxeADxQZosdloawbt0GIsKfn2SsCCQB/6JZaZmMZkL5MppBCCedbWVl2XLw4LEii1UQSpOaNX2Ij08hPr7ofggVlo2nJynR+qmtmZqWQVhYLHXq+umlveclRkbh5KP/+phC+VapUiWWL/8ZH99ATM2igWRkslg8PYMYOvRdBg8eoPdr/v77KiLCLXQej4ywIC4uFc13rq3O81QqG86du6T3+AShNFAoFNy5E4CubB8qpS179x4u1piKwsGDx0hMNNN5PCHejAMHDPu8/e+/18nK9AJCgFtoJkaS0ezuuo5aXZNLl64ZMEJBKH9UKiM0v9UvoMmOlIxml9lFwBaVygSFQsHt24/Q+TmqsmXfviPFFLFQ1sXHJ5PXvqesTHmR7BjcsuUvshX2Oo4a8/hxZJFOVgKEhESi2b2sXUa6nIgI7ZmYKlWqxPIV2n+rfP75OwwZ8knRBC0IpZiYsBQEocDUajXpGenAPW1HgduEhmrfdSAUrZiYGDZu3ENiwpNUTrZodla+KBvNIIQ5mp2xL5ISGWHDb78tK7JYBaE0qV7Du0TurjSzd8DIzJy0GP1MWAI8fBhO3boV9NbeEwmRUdi5uyGTix1lgv5MmzYFN/coXqy7BmBrF8GXX+o/hWFoaCi7d58kKSn3op+EBFfWrNnGvXthaLIbKAA7La1IiAi3Z+bMuXqPTxBKi2HDviIk2A0wfuGIBQ8fWjJt2mxDhKVXBw4cJDxMSu57BDAhLAyOHDHshEJoaChSqRLN4sYXZaBWhxMYGFzcYQlCuRYfnwDc1nH0Dikpml1sw4Z9RXCQjs/RB5ZMnTqr6IIUypXZsxeQmKB9wXt2tg1HjpxGoVDo/bpz5y7g3j1jVKoXFwsaERbqydCho/V+zRdNmjSV6GgXrcfSUh3YsGG7zjTxP/44CXf3aHT9Vhk16nN9hioIZYKYsBQEocDMzMyIjwtDd9rXDBQK/aaBEPJvzJiJ/PjjOoKDKqFSJeRxZgyQjVJZC4XCG81qOQnZCnuCg3zp0+dTkpOTiyVmQSjpatf2JTBQf5OC+mLjqdmxmKqnHZYA9++H4e7ugLOLrd7aBEiIiEIml2Hv6a7XdoXyrWbNKmhqaGujxtpagouL9gGGV/H55yOZPWs7Dx94ERnpSmSEKw/ue/Ldt6uYOPFbevbsz727dmQrItCkVKyAZjBRgkppT2ioHyNGTCA0VNuiIkEoHx48eED79h/xz2kpoSEeREW5EBzsxf6/E2nRokOetaBKC7VaTadO3Xn4wJWMDEc0QzBSMtIdefjAmc6duxs6RNq2bYNUFqbzuFQaTqdOHYoxIkEQ0tMT0Sx60iablBTNAoNHjx7Rrt0HuT5HD+xPomXLt4iL011LWxAKYufOv9i58xIJCe5oFuUBSMnIcOLqFRg58usiuW5KSgotW3Zg754YgoK8iIpyISzUg/PnTHj77Z7cvHmzSK77vPPnzzN71koiwn0Bm/9eNSU21p1Dh4KZMuVHne+tXbsqhvitIgilmVjiLghCoZSsijLCi+bOXcCpU2c5cGAJNra6z0tJVtOrV19MTIwZMqQ/ZmamHDiwi0WLfiMxMbHY4hWEkszExIjKlT3Yu+eCoUPJxcbLi6zUFLL0WCvkwYMw1GoV9ev5s3+//tJVJkRodqg6+/kQHRCkt3aF8u7lTyRqddE8tUyfPpuZM3+iYsWKqFQqHj58+PRakZGRNGrUipEjh9K163tYW9tgYVGFsLBw9u8/xNy5C4mO1k/tWUEoze7cuUPz5u1wcnLC0dGRsLCwMvcM+vDhQ2rVeo1+/frQo8eHAPz553L++GMdmZl51ZMvHiqV+qUfpSqV+PUnCCXVvXv3aN68HY6Ojjg5OZXJz1GhZBgw4FM6bn6LceO+xMHBiYwMBcuWrWDVqjVkZWUV2XXj4uJ4771uWFlZ4enpSWxsLFFRxbuY+Oeff2Hr1p2MHfslderUJCIiktmzJ3L+/Pk835efnyFF9VtFEEorMWEpCEKBpaenExuThqenFO27LM24e/dxcYclvODq1avExxvpnLDMVtgze/Yv7NmzF4Bt23YUX3CCUIrUqOGNTCbl0SPtdSkMycbTS6+7KwHS07MICo6hQaOKep2wTEtIJCs9HWdfb4p+HaxQXly5cpOq1fwAbbVrJCQmqop0QEOlUnHvnrYU+ZCcnMy0abOYNk2kYxOEl4mOji7Tk/gZGRksXbqcpUuXGzqUXI4ePUp4+Bg8PLUfT06yYd26xcUblCCUc4GB4fj6GQPaJoHkhIbmrhUYExNTJDUEBeF5f/+9n7//3m+QaycnJ3P7tq5UyUUvMDCQYcNGFeg9V6/epFp1w/1WEYTSyKApYceNG8f58+dJSkoiMjKSHTt2ULly5RznWFhYsHDhQoKDg0lLS+PWrVt89tlnebY7aNAgTpw4QVxcHHFxcRw6dIhGjRoV5a0IQrnzww+ziI3RltZPQkS4C+PHf1/sMZVXFhYWjBgxlHXrVjBr1lS8vTUpIrOystiwYSfJyY5a3mVESIgVixb9VrzBCkIpVLu2LyqViscBJa+GpY2nj94nLAHu3g2hUcNKSKT6fVSMD4/EyddHr20K5dvkyVMJC3VC28+auDg3Zs/+JdfrdevWZcmS+axZs4xu3boik8mKIVJBEMq7N954g5Urf2XFil9p27atocN5KiIigrNnb5KVZavlqBnBwVJ27dpd3GEJQrk2btz3REVqL6MQHe3OxIlTizkiQSg5rKysGDVqBGvXLmf69B/w9NSx4qYEmDx5KqGhT1LC5xQX58acOQuLPyhBKOEMOmHZqlUrFi9eTJMmTWjXrh1yuZyDBw9ibm7+9Jx58+bx1ltv0adPH6pVq8a8efNYuHAhnTt31tlu69at2bBhA23atKFp06YEBQVx8OBB3N1FzSRB0JcdO/7iypVQlNmvoVa7ATao1V4os5uyefMBbty4YegQy4X33uvErVvnmDOnD716+zBmbGvOnPmLX39dAMDEid+yccNFQkM8USntARsSE124d9eZTp16kpCQYND4BaE0qFPHj9DQWDLSiy7NTWEYW1phZmdHSpT+J1Lv3A7B2tqCKpX1++yUGBmFs5+YsBT059GjR/TtO4KAx16kpToDNmQrHAkJ9mH+vC2sWbPu6bkmJiYcOrSbAweX89nndfm4bwWWr/iKO3cuUa1aNcPdhCAIZZqzszNXrvzDli0z6T+gCgMGVmHr1llcvnwaJycnQ4cHQO/eAzmwP4KIcA/AAbAlLtaNq1fMaNeuMyqVtqw6giAUlXPnzrF//xmU2U1Rqz3QjLe4o8xuyonjNzl27JihQxQEg/joow+4efMMM2f1oncfX8aNb8vZc3v45ZefDB2aVo8ePaLvxyN4/MiL1Od+qwQHezN/3hZWr/7D0CEKQokjoQSVonN0dCQ6OpqWLVty8uRJAK5fv86mTZuYOvXZ6qGLFy+yb98+pkyZkq92pVIp8fHxDB8+nLVr1770fCsrK5KSkrC2tiY5OblwNyMIZVzfvr2ZN380dnaJQCXAGEgH7hEV6cq77w7k4sWLRR5Hee6vlSpV4n//246beyDPPsrNAA8UCmsOHTxHr179SUpKwsXFhY8/7oWDgz0nT/7D33/vL1CefEtLSz79dBBdu76HVCrl4MFjzJu3kNjY2KK4NaGMKq399ejR6Ugk8N13fxo6lBycqtWg6bBRXFz1O5lJ+q1TI5VK+fHHPmzdcprVqw/rrd0Gnd6iZttWTGnxlt7aFIpGaeuvcrmcDz54nwYNahMUFMq6dRty1W/asmUdnTt7Y2T8Yn8x4vEjd2rUaExGRkae15HJZLz//nt8+eVwfH29ycrKZM+eg/z44wyRzkkwmNLWX8ubixdPUr9BFpD2whELLpyX8dprrfRynQYNGrB06QJ8fb1IS0tn2rSfWbZseYEmG/39/enZsyvm5mbs3r2fM2fO6CU2QUP0VeEJGxsbPv30E+rX1zy3LFz4G8HBwU+Pt23blo0b5+HoFAK4ovmdnwFEEBfrxoABk9m9e4+Boi8fRH99platWkyePBY/Px8SEhKZO3cx+/cfKPbai9WrV+fw4U24uj0/BqaRmOjClMmrWbhwSbHGlF/P/1aJjo7DzMyUGjWqEBwcxqJFSwkMDDR0iIJQYpSoCUt/f38ePHhAzZo1uXlTU93o119/pUGDBnTp0oWwsDBat27Nrl276NixI6dPn85Xu5aWlkRFRdG1a1f27t370vPFl5IgvNz16+eoUdMKsAKi0HycALgBURw+FEj79rp3QutLee6vGzeuoVt3LyD1v1cqA6ZAEJCBWmVNaKgFU6bMZseOv54O3Hp4eODn50dERAQPHjx46XUqVKjAwYM78PRKxdg4DlCjVNoRFmpLt24DOXcu7yLjgvBEae2vcfEb2Lr1NOvX/c/QoeRQqf3bVGz/FueXLiqS9nv3aYudrQWDBy3QW5sVGtTlreFDmNKyI6nxCXprV9C/0tpfdfHy8uLChcM4u0QBieT8CSQhI8OFMV+vZPHiX3W2YWZmxpEje6lXzxcTUxMgEEhFrbYgKcmVmTMWM2vWz0V7I4KgRVnrr2VJ06ZN2bV7AQ4O2utgx8a48fbbn3PhwoVXus6aNcvp3bsLUtljNHWy5KhUPkRHZePjU5WsrOLLEuHp6Ymvry/h4eE8fPiw2K5bGoi+KgB8/HEvpk2fgKtLEnKjVMCU8DArtm8/wogRXwFw+vRhmjbLBhRaWpBx6aIljRq1zPFqxYoVcXV1JSAggJCQEJ3XNzY2xtLSkoSEBLF7Og+iv2pMm/YdnwzqgrNzLJqFN0YkJjpw4Xwkb7/dhezs7GKLZceODbzXxZncC4A07t31oGrV+sUWT2H06NGN2bOn4OKahNF//T8y0pazZ+4ybtxE7t+/j62tLSkpKcX63S0IJYnc0AE8b+7cuZw8efLpZCXAyJEjWbZsGaGhoSgUClQqFYMGDcr3ZCXAzJkzCQ0N5fBh7TsEjI2NMTExefq3lZVV4W9CEMoBc3NzKlTwArLRTFiaolntZ45m4tKRunWLph+J/vpMzZpVgOj//vJC82Pm3tPjEqk5nl72LF8+i5kzx5CSokYikWFimomFhYKMdBmRkVkMGTKK8+d1Tzru3LmBCv4RwLOHJZksHi/vJDZsWEHVqg3Eg5SgVVnor76+LtjaWvLgfrihQ8nF1tuH1CLc0XXzRgD9+r2Ji6sdkRHxemkzPlwzYOvi78eji1f00qagH2Whv2ojlUqZP3823bp1xsk5G02qw0pALBCMZrGPGaammcyZM4XXX3+N4cNHExcXl6ut339fRMNGDsjlauDy09clkgxsbGIZN64/N27cYu/ev4vl3oTyq6z217Logw864eCQrvO4g2M6H3zQ6ZUmLLt06ULv3u8ilcWg+U2QARgjlWbj7JLJ6X+O0qhh80K3n19+fn6sX78cbx9bLCyySU+XExmRyeDBI4sl805JJPqq8KLatWszZ854nF0eP/dqBm7uCfT5uCV3737GokW/UamSD3BHRytKKvh7IJFIUKvVNGzYkGXLFuDiaoyZmZLUVCOCAuPp3XsQjx8/u06FChVYsmQe1ar5IpVmk5UlY+/eI4wZM4HMzMyivO1SQfTX3Nq0acOnn76HvUPwc68qsLGJoHlzO2bM+IExYyYUWzxVqlRAs2FCO0tLNS4uLkRG6r9kij7UqFGDefMm4+L6pF+aAn64uCjp3Lk6b7/9P9TISUqMJC1dya2bD/n88y/F7kuh3DFoDcvnLVq0iNq1a9OzZ88cr48cOZImTZrQqVMnGjRowFdffcWSJUt444038tXumDFj6NmzJx988IHOL+Dx48eTlJT09J/Q0NBXvh9BKMtUKhWmZlaANZoBu7PAVeAf4BZghb29Q5FcW/TX50me+99uwPM/epzRDFhcRSq7iLNLABX8A/GroMbd3QobmyhcXMOpXSeB7TtWUbt2ba1XaNasGe4eUp6frHxGibNLKr169dDXDQllTFnor/Xr+wNw737Ji93Wx5eUKO07NvThzu0QsrOzadmiht7aTIyMRqVU4uLnq7c2Bf0oC/1Vmz//XMXAT5ri7HIXieQh8BB4MjHwGpqsBBeB65iaXaRbdx9OnTqEnZ1djnYsLCxo3qIBcrkTzy8Oep6NbQjffjuuyO5FEJ4oq/21LFIossn5zP4iyX/nFN6iRXOQygAS0Hy+XQcuAXeRSOypU7sGZmZmr3SNl3FxceHIkV00aarE3T0MG5soXF3DqFM3kZ0711C9evUivX5JJfqq8KLp06fg7KJ9MsXGJoJhwwYDYG2d92SZpYUlarWa6tWrs3PnGurUTcTVNRwbmyjc3UNp0lTJkSO7cHFxATS7L48d20X7DuZ4eQfh4RmGX4VgPv30NY4d24+RkZF+b7QUEv01tylTxmLvoP2/V1OzeD744B1kMlkxRpTX96nmuFKpLJZICmPq1Em4uD6ZcDUCaqNZmHADidQOI+PHGBufxdHpMd7eQbzV0Zr//W8Pfn5+hgtaEAygRExYLliwgM6dO9OmTZscXwimpqZMnz6d0aNHs2fPHq5fv87ixYvZtGkTX3/99Uvb/eqrr5gwYQLt27fn+vXrOs+bMWMG1tbWT//x8PDQy30JQlllY2Pz32PCZZ6lI30iHriNVFo0Hy+ivz5z8uQ5wAZN/dDnU2JIAF/gX+DFh7XHaDbXW/z3txJ39xAWL9ZeoLxFi6bY22tLQ6Nhbp5CmzZFv2JbKJ3KQn+tV68CMTFJxMelGDqUHEysrDCzsyclsugmLDMys7h9O5g2bbUvaCgMlVJJQmQULv6+emtT0I+y0F9f5O/vT8uWtTA3z71bUvPdeQPImeJLKk2hcpVUpk37LldbFuZPFu/omlzIxtvbhVq1ar1a4ILwEmWxv5ZVGzZsISpS92RhZIQZf/65GdDsCG/YsCGtW7fG0dEx39dwcnIEIniWeeWJDOAqMpmapk2bFjj2gvjxx8n4+sUDLy4Sz8bdI5RffplVpNcvqURfNSwLCwtatGjB66+/nmPnnCH5+3sDunddW1qBg4MDKpUE0BWzESqVFIlEwoIFs3H3CCX3s0kmvn7x/PDDJACWL1+El3cYms+F51oyjqduXTMGDOhbyDsqO0R/zc3V1QHtaYk1TEwVODk5Fbp9Ly8vWrduTc2aNfN1/vnzV9FkedNGSlycgpiYmELHU9Q0O0SfjN15o1lImQ54AmFoMsA8Lx0f3wiWLtVfiRZBKA0MPmG5cOFCPvjgA9q2bUtAQECOY0ZGRhgbG+fKqa5UKl86GfL1118zefJk3nrrLS5dupTnuVlZWSQnJ+f4RxAE3TR9Movck5VPRAFFUwtB9Ndnpk6dRXCQPZqP8uc/Ex3QDFjoKlEciOaB6IksXmtSm/XrV2FsbJzjzLi4BLKz8/q8NSZe1KETdCgL/bVBg4rcvx9m6DBysfXRrLJMiSradDdXrjyialUv3Nzs9dZmfFgELv5ilWhJUxb664uGDBmAq5uuZxUrNLuRcpNKE2nfPmddqOTk5P++D/Ne2e3kZMfhwyu5efMC7drlLyOMIBRUWeyvZdX169e5eTMKZbZ1rmPZ2dZcvx7GnTt3+OST/ty9e5n9+3/lr12zuHz5ELt2bclXSkK5XALo2gmUhUSSiUTysl0pr6ZVq6Zo6gNrk0nlyt7I5SWqIlGxEH3VMGQyGb/9toAbN0+ze/dP7Nkzj9u3zzNjxo+GDo2X7hBTa3aIxcTEAdW1nC8BqhMfH49MJqNSJW9yLxR4IpHWrZtha2tLBX8XneeZmsUyZEj/AtxD2ST6a24vK3GqVslJS9NeTzIvXl5enDp1mDNnd7Jr1yyOHFnFzZsXaNOmdZ7v+/bbaYSEOAK5d3XGxrgzdeqcAsdSnNQ5hujseDZB6QzoKkGTQZUqXlhYWOg4Lghlj0EnLBcvXkyfPn3o1asXycnJuLi44OLigqmpKaAZGPjf//7HnDlzaNWqFb6+vvTr14++ffuyY8eOp+2sWbOG6dOnP/17zJgxTJ06lYEDBxIQEPC0XdG5BUE/NJNaL6tZWHyFt8ur0NBQPvywP/fvOaJSWvDsI90EXUXINdJ5cbWmXJ7Jhx9VZu/e7Tle37ZtB+Hhpjpbioyw5NdfVxQmfEEoFRo2qsTduyGGDiMXW29fFGlpZCbpGhzUj5s3A8nIyKJd+7p6azMuNBzXihX01p4g6OLgYIfuVeF5j8DIjXL+THr8+DFxcSo0zzfGWt8DxkikWTg5R1CtehR//PELLVu2KGDUgiCUNZ07d+Xo0UQiwj0AR8CJiHAPjhyOp0uX7gwaNICZs77Av2Iw9g4RWFlF4ekVQse3HTl27O+XpttLT08nr880NRkEBQXp9Z5e9LLkOhKpKtfCSEEoKps2reXjvvXx8QnG2iYKG9tIfP2CGDrsTZYs+cWgsV28eI28dojFxmaQkJDAP/+cB2KARmh2YjmgKfnSCIjj0qVrmJiYIJHmnf5SKlXj4OCAXJ7X+IwKU1ORElbIbc+eg6iUtjqOygkJiSMpKalAbdrb23P06B6ava7G3T0MS6uop8/O6/9cRLNmujMCBAYG0r3bIB7cdyMp0QVwIDPDmcAAb378cTmbN28tUCzF7ezZy2hKa0HO720VujccgFyuwNbWtugCE4QSxqATlkOHDsXW1pbjx48TERHx9J/u3bs/PadHjx5cuHCB9evXc+vWLcaNG8fEiRP57bffnp7j7e2Nm5tbjnZNTEzYtm1bjnbzk0ZWEISXCwsLQ43uSSyQolQafAN3uXDx4kWqVq3P9OmLSEv1/+/VVJ49BGljTe7dsaYYG8dRt64rDRs2fPpqXFwc27cdJDnJOVcr6el2nDlzj7t3777iXQhCyeTj44yjozV375S8CUs7Xz+SI3StwtSfrKxsrl59RMeODfW2OyM+LBxrRwfMbfL6nBKEV3f06ElSU811HM37OSUjPffA3tix3xIXlwHUQPuOhxo8qyetwsU1iJ9+mlqgmAVBKHtSU1Pp0KEzLVp05avRGxj95Z80b/4RHTt2ISMjg2+++QIHh9zPGjJZCpWrGPH++13ybP/WrXtoamFpl5wM4eFF+8wQF5eMth0vT6SnqQu1C0cQCqpy5cq8/npVzMzicx2zsorh3XdbFSjlsr5NnjyVUB07xGJiPPjuu5kAjB07meAgOXAVzc5IKzSLsK4SGmLEl1+OJzU1lfQ03ZMcICMuLoXw8HCyMvOakJSTmFiyyl8IJcPMmT/z+LEV5Br/kxIR7sWoUQWv3T5+/Nf4+iXxYnpiUOHqGszcudO1ve2pM2fOUqVKfbp3n8z4cdsZNOgXqldvwoIFiwscS3H77rvphAQ7oOn/KnIugtT9HZqVZVSiU90Kgr4ZdEZBIpFo/WfNmjVPz4mMjGTgwIF4enpibm5OtWrVmDdvXo522rRpw4ABA57+7efnp7Xd77//vtjuTRDKMiMjIxRZKkBXikBPkpN112UQ9EutVjNlyneMHTuPwAAfMjKM0azA1JV2yRd4flDEA80gRwMcHD2YOfOHHGd/+eVY5s3bxeNH3sTHuZCQ4ExggBd/rLlE1669i+COBKFkaNiwIgB37+pKs2Y4tr5+pEQW/YQlwLlzd3FxsaNho0p6aS8uVJNiV9cuSyMjeZGnrhPKhy1bthEVaY72AYB4VCoXre/LynRgw4btuV7ft+9vBg74kpDgVJTZTVCrfNB83/oAjdH8tKoENPjvHwfc3K2xt9dfSmVBEEqvhw8fMm/eAubPX8CjR48AaNSoEfb2ujPXWFrGMmzYoDzb/f772aSmuOk4asmJ4xdJSSnayYhZs34hIUH7Z2paqiN//LGpSK8vCE8MHtwfF1dd6eDBzT2Dbt0+KsaIcgoICKBbt0Hcv/dsh1hGujOBAT5MmriQnTt3ARAUFET79h9y8YIp4eEykpLSiQiXcOWyBW+/3YMHDx4AsHbtZtLStE/AJiS4MHPmfNLS0rh06TYqlfasc4mJTsyeLWrkCbnFx8fTuvU7nDyhIizUg6QkF6IiXbl5w5GePYdy7tz5ArfZseMbyGQJOo5m4+Fhi7V13gtb1Wo1Bw4cYNasn1i//s//Mg3on1QqZeTIYVy/fo5Hj65w9+5lfvnlp0LvdgwODuaDD/pz/54bKcnJaH43gKZ+pbfW96hUVpw9e43MTF2pnwWh7Cl/RQQEQXhlJiYmxMSG4u5eG7gDRPx3RIomTYkvMTH3DBZfebVkyVJWrlxDp07v0qRJY/r0+QAn5xDgSe0FY9Sq6kikCWhWaRoBfoAlcPq/c+S0bFmF//3vAJs372DDhk3Ex8fz3XfTmDZtNvXr10cmk3H16lWxSloo8xo3rkxERDzx8SVrxbGFswvG5hYkF9OEZUBAJMHB0XzwflMunH/1z/aEiCiU2dm4VqzAo0tXsbGx4OOP29ClSxMaNKiIja0FmZkKbt8OZtdf5/jtt7+JiMi9Sl4QXkahUNCjxyds2bIKD89EZLK4/153ICRYQUJCNtWrO2FiGoMmDZOEjAxHLl1MYfr02Vrb3LVrD7t27aFevXp06NCeL7/8DCfnZDSrpO/wLIOBDKiIjY0xFhYWxMXFFfn9CoJQ+lhaWmJsnNcOKSXm5nnXsdy7dy8JCfMwN/dHIg0AnqSIdCQrqwrjxz9LTd2oUSPeeacDGRkZbNy4lYCAgFe8A43t23fwxhst6datNQ6OMWh2zhiTkODAqZMBzJhRsuuKCWWHnZ0tutPBg0yWjb29bXGFo9WZM2epWbMxkydPpEmTRjx6HMjkSd8SHR2d47y7d+/SuLGmPJaXlxdhYWE8fPgwxznTp8+mceOGNG/hi61tDJp7NyU2xpHNm//Hjh07AZgw4TveeecMRsZ3kUie7NSSolb5kZpqzK5du4v8voXSKTQ0lFatOuDh4UGFChWIjo7mzp07hWpLLpdjY2MFROk8RyLJxtzcvMCpZvVNKpWyd+92WrZ0w8w8micpW/0rvkb79kdo3rw9sbGxeTeixZMsaW3atGH8+NE0alQRa5swwAnN5oIgnqSLzc625+4dIz7//As93ZUglA5iwlIQhAJLTk7G0sIR+BdwBSqi+UKVopm8fICRkagZawhZWVlkZmaRmZnOr7/+QbVqlahbtzoSiZrg4EiOHv2VSZNHYGJiB5ijGVx9fgIiG7nRLVq2qk+z1x0ZN+5z1q37iwkTpqBQKDh37pxhbkwQDKBJ06rcvh1s6DBysffT7EwsjpSwT5w8dZNePVvj6+dCwOPIV2pLpVQSHxaBZ7XKTJnSg9FfvY+ZmTGXLj1g8+aTxMYlY25mQtVqXnz19ft8PeYDpk/bzKxZW1Eq8647KAgvioqKIiUlg6xMT8zMK4JaQnpaOpcuneDjjwfx+edDGDiwN6amcjIyslm5cj2LF/+GQpFzsFMul9OlS2caNKhLcHAY69dvYObMWbRt+zpvtnsNuEzO+t1K4C5mpvWwsBDPRIIgaHf9+nXiE4yxsNR+XKWy4dy5C3m28cEHXbCyTkIiVQN1/3tVAsRjbHydOXOmMmDAZ+zZsxVfXzMcHDMAKSNG9OL8+Xt06/Zxrs+8whg27EtWrWrIpElj8PR0Iy4ugVmzvuHIkSOv3LYg5NfRoyfo3qM+Fhbad1nGxZlw4sQ/RXZ9qVTKO++8Q9OmDYmIiGb9+g25JjXatm3DsmW/4OySjoVFFllZ9ejY8SgLflnBzz/Pz9VmQECAzsUFKpWKzp0/4s0332Ts2JHY29sSEhLO1KnjuXjx4tPzfv55GsYm13k2KaKZfJFIw7CySuWjjz5ky5aSXf9PMKzQ0FBCQwufeah161asWLEQV1d7IBh4PruABHABLDA2NicrS3fmgeLy8ce9ad7CHTPznL99pdIEqlRVsnTpAj76qHAZx9RqNUePHuXo0aPUrl2byZPH4usrx9zcEmNjL9TqLLKz1WzZsos5c+YVeZYEQShpJORV1bWcsrKyIikpCWtra5KTk1/+BkEoZ6RSKYmJwVhYXtZxhoSw0Mp4elYu8lhEf32mUaNG/PnnMpxdMrGyykKtNkal9CElJZtjx04yZswkHj58yLlz/6NRY3M0dTAe6GjNFnAG7pGY4Mq3364uFTUBhJKtNPVXuVxGQuImVq86zJYtpwwdTg61e/TBuVoNrqxbVWzXlMlkjJ/QlWvXHjP1h42v3F7Xb4ZTpbovPSsmsmPHGTZtOkl8XO4fYhYWJvTp04au3Vpw6uRNPvpoJrGxhl1tW16Upv6qi7GxMdevn6NS5Se7fZ5JS7Nn/brLfPrpCGrVqsWcOVOpXNkHiQQiI+P57ruZ7N9/AIBWrVqycuUinJ3TsbDMIlshJzzCnOXLNhAUFM6KlZORSm/riMKKlStuMWjQ0KK9WaFcKwv9tTzbt2877drbIpPlnmAJC/Xjtdc65DlIfOrUIZq9nk3ORRPPBAd7kZyUTfUaiUDODClZWXb8tfMR3bv3fZVbEPJJ9NWiZ2RkxO3bl6jgH0ruPmHMrZt21KzZ+OkrnTu/y6RJY3ByskGthlu3HjJmzCRu39b1va5bgwYN2LBhBS4umVhZZ6FUygkPM2PTpn2MGTMBgIoVK3L8+F+4uQfwZBfVE3GxngwfPoONGzcX+Np5sbS05ObNU3h561qIKePcWVOaNm2r1+uWdmW1v8pkMr766gv69++FmZmc7Gw1hw6dYNKk74ssI0iFChU4cWIX7h6BaMaaXIFb/x21R7MJIgJIRKk0JSzUlF9//YOZM38qknjy48KF4zRomMKL/fSJwEAvqlVtQkbGi7U4BUF4VQatYSkIQulkaWmJ6Ys1t3NQY2evY5mwUCRcXV3ZunUV/hXDsLKKAhKQSKKQyS9gY5tEl/fr8L//7aJevXq8/34vwsMcgbxWaSUDZgDY2EYwfPggUVNOKFdq1/bF3NyEW7eCDB1KLvZ+/iRHhBXrNZVKJUcOX6VN61pUquxR6HZkMhmffvoWbZv6kag0YeCABfz2699aJysBUlMzWbp0P1+OWkat2r6cPDULV1e7Ql9fKF969+6Fp1cmL05WApibx9GhQwvee68TBw5soH0Hc3z9gvHxDabxaxmsXTuTb775Cl9fX9atW4JfhWAsLDXfr3KjGLy8gvhiVFcaNqyPWp2QRxQpVK7sX0R3KAhCWdCz5wBuXDcjNdWZJzV3VSprwsL8+Oqr71+6o8XBwRZdk5Wa4yZUrGjOi5OVAMbG8bRp0xAXF+31JwWhtFEoFHTr1p+gQC+yFU9qSEvIynTg0UM33nuv59Nzv/9+EitX/UDDRqn4+Abj6xfM2+9Yc+jwFlq0aF6g67q4uLB9+xoqVgrDylrzvCCTxeDpFcygwW/y9dejAJg6dTJu7pFomwSxdwhjwoTRhbvxl8RmZJzXLmolVlbmer+uUPLIZDIOHtzNt991pWq1cHx8g/GvGMKQT+tx+vRhnJyciuS6P/44GXePaDT/3ccB6UBtNLXgKwAX0aRCTUQmi8TLO5Cvx/Ti4497FUk8+WFpaYquyUoAIyMFDg4OxReQIJQjYsJSEIQCU6lUyGRmeZ5jaiLSnxWn8eO/xsMzjmc1a573EHDAwzOIdeuW0a3bh5w5c46srLz+HZrz/ACvpVU2/v5iwFUoP5o2rYpCkc39+8U7MfgyclMzrNzcSQov/rjOnbtHREQCI0d0KtQCBmdnW35ZOIQPuzbn1qVbKCUy4vO5IPX69QC+GPk79vaWHD4yFTs7sShGyJuFhQVjv/kCMzPdK8WdnLNYsuQXXN0CyTmpmY2DYwgjRvRj9uypeHjGoHVg0T6cd95pR2JCXglrzAkMLHmppQVBKDkSExNp1KgFQwbP5eQJGRfOW7H0t8s0ee0tNm3a8tL329k5kNfQjpmpHcYmutO5Ozim0aFD+3zF6ujoyFdfjWLu3Jl0794NuVxUGRJKnsuXL1O3bnN++GE3589Zcu6sOePGbaBOnaZPa0D6+PgweHBX7O1DyfkbOgN390CWLVtQoGt+881oPDzj0fZ73MYmkiFD+iGVSqlTpxrP6l2/SIWdnTF2dvpdnBcdHY1CkVdflZKWlqnXawol04AB/XitiQNmZjE5XpdKE6lSNZFff52v92saGxvTqlVTci6Yfww8AiqjKVOk7Tk7jG++GaX3ePIrPV2BJjGldtnZRsTHxxdfQIJQjogJS0EQCszMzAzNx4eVjjNcizEaAaBVq2ZIpYl5nJEE+FOliiez5/Tigw/dMZK7ovtrwBcIefqXBDVSqfjKEMqP15tX586dULKydO9YMAQ7vwpIpFKSQkNefrKeqVQqtm09RY2aPnz00esFeu9rr1Xh92XDcXGxZdHC3Zw5oqmHa+Pple82QkJi+PqrFbi727Njx0SMjMQgqaDdJ5/059ats1Sq5EZe1S9kMim2tgp0rZ52cU2kdZtmaLIOaKPG2CSd+HhjdH2fRkXZMXPmvIKELwhCOZSdnc2GDZto1aoDr73WmmHDviQkJH/f9ZmZCkDX96kpYMyTnZvaqalevfpLrzNr1lQuXznCzFndGPVlU5av+Ip7967QsmWLfMUpCMUpISGBqVNn0qRJG5o2bcv8+QtJTX02UfjVVyNwddP1+1mFs4uS11/P//Nu27YtkEoTdB63ts6mcuX8lMzR/+/upKQk7t8LRfN5kFtaqhNLlqzQ6zWFkunzzwdibh6j42gKDRrWwMTERG/Xa9/+Te7evYSbm7ZJ+BQ0dSx1Zf5SY2srK7Jdny+zbNlaMtIddRw158b1h6Sl5c5cIAjCqxOjz4IgFJjmAToLqAZYv3DUEfBE+04/wXCkgByp7AJyeQyQhER6D6iDZhDj+fP8gUyeX/mZkmLMgwe66l0KQtnTsmVNblwPMHQYuTj4VyIrNZWMBMOs5nz4KIJjx64x+NO3qFu3wkvPNzY2YujQd5gxsz/BwTHM+3kngYFRKNJSyUxJxtrTu0DXDw6OYfKkdTRtVpWffx5Y2NsQyrDWrVszfcaXeHkHIJWGk9ciqtQUG8zMdddElcnSMDE21nlcQ824cd8THu5Dzu9TCUmJLuzedYabN28W5BYEQRAKJDExDk0NMLcXjlgAtcnOTgZ0D/hKJK7ExuZdt2zkyKEMHtIBT88gZLJYIAkLiyh8/YJYt/5XvLzyvwBJEEqCKlUqoXunI9jagq+vb77bk8vzWhQA5hZmSCQS7tx5iCabkTYSkpJUxMbG5vu6+fXJJ8MIeOyK5nPhmcxMBy5ejGft2vV6v6ZQ8lhYGJNnmlO5Ant7e53HC6JSpUqsWjUfH98gJNI0XvxvLz/UYLDSRMuXr+Ty5RSysl5M+2rJo4dOfPrpSIPEJQjlgZiwFAShwKKjo1FjCvwLeACNgHr//V874BYqVd4P7IJ+nTlzEbDJ4wwHnhU1fyIWTRqOWqSn10eZ3QhogKaewL2nZyUnObFq1Z+oVLofbAWhLPHzc8Hd3Z7rJXDC0t6/EsnhedeyKmp79lzgwYNwpk3vR8OGlXSeV6++P8uWj6DL+03YufMMK5YfJDXtWdrN1OhobLwKNmEJcONGIIsW7mH4iE4F3ukplH3Tpk3CyelJyuQwNLuOjHKdl5lhy5Wr90lJfrID88lg/7PvUpXKnNDQKEB3CuKUZAnbtm3nnbf7cOxoNsFBPoQEe3HrpjNjxy5l8OCh+rkxQRDKPYlEQosWLejWrRuNGjV6+vqFC1fRPNObAY3R/C5rCPgB/5KWJkUzYaltd5U92dlyLl++nOd1hw0bhK1thJajKjw9Y5k8+ZvC3pYgFBlnZ2c++OADunTpgq2tbY5jDx48RvfEISQmQHBw/lO6K5WgVtvqPG5i4sqDBw+YMOEHIsJd0JZqMiHelZ9/XpzvaxZEYGAgLVt2ZPu2MIICNc8qD+578tOcA7Rr9y5KpVhwXh7oTnNqDbghk9mSmJhX5q78+/HHSbi5R6GZIA0Aqmi5dia6JzIlJCepiYqK0ks8BaVQKGjb9m3mzT3MwwdehAR7ERjgw+ZNQbRo0eGl9aUFQSg8kUtLEIQCMzExISsrDROTCmhSjZqjWf+g/O/vqiQn6+chR8ifadNm8867+/H0TCb3ijk/IBtwRjPB/OQhMRIIBS4RGODCiBHjWL58AU7OCszNLVGpjIgIt2T37hNMnz672O5FEAytZcuaqFQqbtwINHQoOUjlcux8/Qg8fcKgcahUKlauOEj/AW8ya3Z/9u69yL69FwgKisbCwpTadfx4991G1KlTgYcPw/nppx1ERubeEZoaHYlTlZenoNNm165z1Klbgd9/H87Zs3cJCdGV2kgobzw8nYCg//5SATfQDN5HATGAnIgIcy5eeES3bh/z6NENLK18/juWDrigqadzl8hIW86ePUPFih8gN8pC810aCCQAkJDgyi+/LAXg6tWrvPHGO0gkEmQyGdnZJSudtCAIpVvHjh345ZeZODllY2MrIS4WIiLU9O37KT/8MJP27ffi4RmAZuJSwpN02ImJLixevJxBg7vj7FwPzeei6r9zJICCoMAojh07pvPaPj4+WFnntXAxiaZNG+rnRgVBD0xNTVm3bgWNX6uOm2s2KjVEhH/H4cNnGDJkOEqlkp9/XsD7H2zH1VVbpgUp0dFyTp48me9rymQyJJJKwCVy/x73ISszmYoVK3L79m2GDZvA/PnTcXZOxsQ0HZXShPBwS/74YwcrV64u8P0aGRkxcGA/Bg/uh5mZMUlJKfz882K2bt2e47yQkBA++qjP0/coFIoCX0so3X7//Q9+/nkApmbR/71iiSZzWhKQhINDJteu/cOECT+yZcu2V7pW7dpV0Tx/gybtazCaTQ4hQCJqtRkx0VmYm1fAwvIGL5ZxSIh3Zd68opnAz6+srCzGj5/C+PFTCtVn3nnnHcaPH4WdnTVZWdmsWvUnS5cuJzNT1IwVhLyICUtBEAolJTkRExNHNHWdrqB5KJcBFQApiYn6T2Mi6BYSEkKf3p+zevUSPD0VyI0SARM0tSjVaCaULYBraCaWpYA7UB/Nvz84cuQoVarUp0ePbjRt2oiIiCiWL18tVo4J5U7rNrV48CCc5OR0Q4eSg51fBWRGRiSG5n+1d1FRKLJZ/vsBWrSswZtv1uXddxvnOP7oUTgrVx7Mc5dqSlQkXo2bYmJjQ2YhVvLOm7uDFSu+YOWqL2jfbnKB3y+UF6nAeTSLdtxJSrSgTes3uHv3Lq+/3gxTUxVwgWeDJOGAHJWyMWam6fT5uDpy+Zn/jpkAlVCr3AgLS+HPP/fw66+/57iaWq0Wk5WCIOhVkyavsXLlz7i4BvDks8reAewd5Ozc+QetWnWib9/hrFixEBeXVMzM01EpjQmPsGD7tsNMmvQ9NWvW4N1OryOV3gGe1NyyRZldjZ9+WvzyTCpq3fWABaGk2bVrC61a2WBkrKkDKwO8vKFHz1qYmi6jd++BPHr0iPXr9vLJJx2wtYvk2SSjCeHhbgwbNgp1Af67z87OAu6j2d0cDsSjeW7wBDJITY1+eu6OHbvYv/8Qffv2pl69WgQFhbJs2Sqio6O1NZ0nExMTjh7dR916lpiZxfBkXGbFivH06tWNDz/sqfU+xGRl+bRs2Qp69vyQxo0dMDZJAaqjGQ/S/PcgNwL/ihIWLvqWhIQEDh06oserR6PJ8uUGeJCcZEKbNm/j5+fL4sWzcXJOxswsA6XSmIhwS/74YyfLlq3S4/VfTUH7zOrVy3jvvfrY2EahmbiVMGv2x/Tt25NWrTrkqKkrCEJOz5beCU9ZWVmRlJSEtbU1ycnJhg5HEEqkzMx4jIzvonnoeJEvCfEO2Nu7F3kcor/mZGRkRPfu3Rg4sDc1atTA3t4YmTwczY+lR1re4QQ4sWnjKXr27Fe8wQrlTmnpr4FBKzl75i5Lluw1dCg5VHm7ExXavMn53w270vRFUqkUb28n7OwsycxUEBISQ1JS2kvfZ2xpRaNPPuPc0kVEXr9WqGs3alSJ2XMGMmTwQpYvP1ioNgTtSkt/fdE//xyhSdMnuyFfZMSpk1Jatmyfj3MbAjfR7LrMKSWlGm937M+pU6f0F7ggvILS2l+F/Dl16hDNXlfyZEA5Jws2bQymZ89+GBsb0717N5o0aUB4eCTLl68mIiICe3t7rl07gYfnYy3vN+LWTXtq1mys5ZiGpu7eJSpV1rWI0ZoVy28wePCwQtxd+SL6atGrXbs2Bw+twtk5TOvx0FBPXmv8DmFhmuM9enTjm2++wN7BErVawv17gYwZM5mrV68W6LoLFvzM0GGNkEqT0NTPtkLTZ8OBDB4+8KJKlfp6L7Py888zGTa8OcbGubOZpKS4MuqLxYXatSmU3f5qZGTEpEnjGDnyM2xsHwLaFo7KuHLZigYNWhT6Ops2/UHXbp5orxUr4fYtF2rU0KQ3NzU1pVevHjRsWJegoBBWrFhTqAn8kuK99zqzevUUbGzDcx3Lzrbmz/V36d9/iAEiE4TSQdSwFAShwExNTZHJ1GifrAQIwtzcpDhDEv6jUChYt249bdu+zbRpc5BIA9CsYAvQ8Y5olNm2fPvttGKLURBKMn9/N7y8nLhy5aGhQ8nFsUo1EkMMv7vyRSqVioCASK5cecitW0H5mqwEyEpJJis1BVtv30Jf+8KF++zbd5HZcwbi5mZf6HaEsmPixKlER2tfMBUd5c7EiT8Amh0Jnp6OaJ+sNAWy0DZZCWBpGcTnnw/US7yCIAh5kcvleHk7o32yEiCVBg1qAZrUdWvXrmPYsC+ZOnUmERGampPDhn2Ki6uuTAYKXF0lvPbaazpjUKvVLFmygoQEFy1HpYSEOPDjj7PyfU+CUJQGDuyDs3OKzuNubhl07frh0783btxMvXqv4+tTF1+f2rRr16nAk5UAM2b8RGiIPZph1nDgHvAYyCAp0ZkVK9bpfbIS4L333tI6WQlgaRnFiBGD9X5NoXRTKBR8++2PhIeHon2yEkCJi4tlrtqvBTFp0o+EhzmjbeohPt6Nn35a9PTvjIwMVq5czdCho5g586dSPVkJMHbsSGxstd+DXJ5Eq1avYWxsXMxRCULpISYsBUEoMHt7e9TqvAakVUgkIh2aoVlamiOVqtBspNf94yg+PpLw8NwrvwShPGrXri4KhZJr17TtQjAcmbEJdr4VSAwJevnJpUhKZCR2vn6v1MZvv+5DpVIxd94gPUUllGbHjh1j4oR5BAf5kpXpCFiRmelIcJAv33wzh5MnNbsijYyMQKLru9EC3QM4AKlUqlRBz5ELgiDkZmRkhCSP53gAiSTvpFmNGtVHLte9O8jeQUXt2rXybOOXXxazfNkhQkO8USodACvSUp0JeOxNn96fExRUtp5PhNLLwsIcTQkU7aRSFRYWZrleL0j6V23Cw8Pp3v0THj30JDXFGbBGpbQnNNSLNWtOMnPmT6/UvjaWlpYYm+T1+aDC0tJU79cVyoaXfXcgUWJiUviNCPfv32fgwC8JDPAmPc0JsCI724GQEB8W/LKdVavWFLrtks7e3grtiyI1jI2zcHJyKr6ABKGUETUsBUEosKioKFRqI2R5nKPIFtmmDe3AgSOM+rIbjo6SPM9LS1OQnl6yavUJgqG0a1+PmzcDSUvLNHQoOThUqoxUJiMxKNDQoehVckQY7vUagERS6PpYycnp/PrrPiZO7M7KFYc4dOiKnqMUSpvly1ezceNWevfuSZUqFblz5z7r12/IUSsmJSWFlGQl2itkZKHZZamLEYmJZSc1mCAIJVd6ejopKbo+qwCMiIyMy7ON8PAINGUgtO/STE+XEhER+dJYxo6dyOzZ8+jfvy/u7i6cO3eJbdu2i7q9Qomyd+8hunVvhJWV9vpwMTEmHDx4tEiuffbsOapWrU+XLu/RrFkjIiOjWb16HZGRL+9fhZGeno5KmdeoDGSLcRlBh6CgCKpUNQO0/+5NS5URFRX1Stc4cOAQVao0oFu3rtSvX5ugoBD++GM9cXF5f2+VdllZeS80ylbKSUzMa3GkIJRvYoelIAgFlp2dzf17wUDulYkAarUDu/46ULxBCblcunSJwIA0IBlw0HGWGdev3xMDDYIAyOUy2ratw8WL9w0dSi7O1WqQkZhAeoL2lE+lVXJEGEZm5li6uL5SO4cPXeXy5YcsWvwZxsZiPZ6gmZBcunQZo0d/w++/L88xWfnEkiUrSEpy1vLuZJTZDuj6qZSY6MDcuSWrlqwgCGXXwoW/k5io7bMKYmNc+O67mXm+f968xURFWus8HhlhzIED+fvtFhMTw08/zWX06G/YtGmz+A0hlDi7du0mPMwI0JZu0YygwHQuXrxYZNfPzs5m69ZtjB49jlmzfi6yyUoApVLJ9ev3AHOtx1VKO3btEuMygnYTJ/5IdJS2VN+QkuLImjUbX3nnMWjSla9bt57Ro79h/vyFZX6yEuDPP7eiUDjqOGrCo4fhpKToTl0tCOWdmLAUBKFQ3nnnQ1JSqvPiDgS12oqYaDc++2yEYQITcujcuTt3bqegUlUBrF44akpggAvDh39tiNAEocRp3rw6NjbmXDh/z9Ch5OJcvSYJZWx3JUBKZARqtQp7P/9Xbmvhgl34+rrw5ZddXj0woVxYtOhXtm65SFSUJ2CJ5qeRLeFhPqxevZnICB94IZ9EZoYdVy7HsH+/GAAUBKF4/Prr72zaeI6oyOc/q2wID/dh/vyNHD58JM/337lzh4MHL5OS/OLgqYSYaE9mzJhPVlZWEUUvCMVLpVLRqVN3Hj5wJT3dCU1iOSNSUpy5ddOGTp26GTpEvRo27CsCA5zJnRnCinv3zJg+fbYhwhJKgYsXL/LDD78SFuaLSmWD5rvFguhoD/bsvsu0aaI2cWEtWLCE27dAqXxxDM6YkGB3PvvsS4PEJQilhZiwFAShUAIDA6lbpznnzspJS61FVmY1kpNqc/BAAtWqNSApKcnQIQpoamnUqtWIIYO/JjLCi4z0+iQm+BEa4s3RI5m0bduZwMCyNwkiCIXx7ruNiIpK5N69MEOHkoOFoxOWzi7EB5asupr6oMzKIjU6Gnv/iq/cVkBAFDt3nGHS5O54eOjaVS4IOQ0aNJS2bXqzZvVdjh2FhQvO0aTJOwwe/Dk9egzj0kVLQkM9iAh3JeCxN8uWnaNDh856WXEuCIKQX599NoI2bXqxauUdjh5Rs3jRBZo2eTffA8p9+w5izpy/ePjAi/BwV8LC3Llx3YmhQ39k2bJVRRy9IBSv+/fvU7NmY0YM/41DB7P4e18qgz75iTp1mhAeHm7o8PQqKCiItm07c/RIJsHBXkSEuxIU6MXOHeG0aNFepJ0U8rR48W80btSB+fNOc/SImvXrHtHuzf706tXf0KGVaunp6bRs2YGtWwIJDNT0y5AQT06egPbtP+Lu3buGDlEQSjRdhRDKNSsrK5KSkrC2tiY5WdSnEYSXsba2xt7enqioKNLS0or12qK/Foy5uTnOzs7ExcWJSWWh2JX0/nr33lLu3A5m7tydhg4lB7/Wb1Cjy0ec+30RKoX2+lOlmV+rtth4eHHk+4mv3JaFhQlr/hjNwYNX6N3rJz1EV36V9P5anBwdHbGwsCAsLAxFGeyDQukn+quQX1KpFE9PT7KysoiIiDB0OOWO6KtCUbKyssLBwcEg4zJlkeivgj6Ympri6upKQkICCQkJhg5HEEoFscNSEIRXlpSUREBAgHgoLgXS0tIICAgQk5WC8ILq1b2pVMmdf/65behQcnGtVYfEkKAyOVkJkBQagoWTM6Y2tq/cVmpqJsuWHaBnz1Y0b1791YMTBDQ12wIDA8VkpSAIpZ5KpSIoKEhMVgpCGZScnCzGZQShhMnIyCAgIEBMVgpCAYgJS0EQBEEQyr2PPmpGcnI6ly49MHQoORiZm+NQsTJxjx4aOpQikxQaAoBDpSp6ae/ggSvcuhXEwkWfIZWKR11BEARBEARBEARBEITSQIziCIIgCIJQ7n3UtTlnz95BoVAaOpQcXGrURiqTEffovqFDKTKK9DRSo6NwrFxVL+2p1WoWLthNnTp+DBnSQS9tCoIgCIIgCIIgCIIgCEVLTFgKgiAIglCu1arlS82aPhw9+q+hQ8nFvX5DksJCyUpNNXQoRSoxJAinqvpL4XrnTgj79l1k2rS+ODhY661dQRAEQRAEQRAEQRAEoWgYdMJy3LhxnD9/nqSkJCIjI9mxYweVK1fOcY6FhQULFy4kODiYtLQ0bt26xWefffbStj/44ANu3rxJRkYGN2/epEuXLkV0F4IgCIIglGa9e7ciISGFC+fvGTqUHIzMzHGuVoOY+3cMHUqRSwgKxNzeHksXV721uez3/ciNZEyb9rHe2hQEQRAEQRAEQRAEQRCKhkEnLFu1asXixYtp0qQJ7dq1Qy6Xc/DgQczNzZ+eM2/ePN566y369OlDtWrVmDdvHgsXLqRz5846223SpAmbNm1i7dq11KlTh7Vr17J582YaN25cHLclCIIgCEIpIZNJ6fNxG/537DpKpcrQ4eTgVrc+EpmU2Pt3DR1KkUsMCUKVnY1z9Zp6azMhIZVVKw8xaHB7GjWqpLd2BUEQBEEQBEEQBEEQBP0z6IRlx44dWbNmDbdu3eLff/9lwIAB+Pj40KBBg6fnNG3alDVr1nD8+HECAwNZtmwZ165do2HDhjrbHTVqFIcOHWLmzJncvXuXmTNncuTIEUaNGlUMdyUIgiAIQmnx1lsNcHd3YO/eC4YOJRfPxk1JCAos8+lgAVTZ2SSGBOFSs7Ze2/1r1znu3w/nt6XDkMlEJQRBEARBEARBEARBEISSqkSN3NjY2AAQFxf39LVTp07RuXNn3N3dAWjdujWVK1fmwIEDOttp2rQpBw8ezPHagQMHaNasWRFELQiCIAhCafXpp29x924oDx6EGzqUHMwdnXCsVJnoO7cMHUqxiXv0EIeKlTF6LtPGq1IpVfwy/y/q1PFj+PB39dauIAiCIAiCIAiCIAiCoF9yQwfwvLlz53Ly5Elu3rz59LWRI0eybNkyQkNDUSgUqFQqBg0axOnTp3W24+rqSmRkZI7XIiMjcXXVXhfJ2NgYExOTp39bWVm94p0IglBURH8VhNKjpPfXChVcefudhvz80w5Dh5KLT7PmZGdkEPugZNXVLEpxjx7g37YdLjXrEHL+jN7avX07mL/+OsePUz9mx44zBAVF663tsqSk91dBEJ4R/VUQSgfRVwWh9BD9VRAEoWQoMTssFy1aRO3atenZs2eO10eOHEmTJk3o1KkTDRo04KuvvmLJkiW88cYbebanVqtz/C2RSHK99sT48eNJSkp6+k9oaOir3YwgCEVG9FdBKD1Ken8dObITSUlpHD581dCh5CCVy/Fu2pyoO7dQZWcbOpxik5WaQlJoCO71daf9L6zlyw6QmprB778P13vbZUVJ76+CIDwj+qsglA6irwpC6SH6qyAIQskgAbTP4hWjBQsW0KVLF1q2bElAQMDT101NTUlMTOT9999n3759T19ftmwZnp6edOzYUWt7gYGBzJs3j/nz5z99bdSoUYwaNQpfX99c52tbRRMaGoq1tTXJycmvfH+CUNbZ2dnh6OhIeHg4KSkpRXot0V9zs7KywtXVlejoaBISEgwdjiA8VZL7q6OjNQGBK9m8+SRrVh8xaCwv8mzUhPr9PuHyHytIj497+RvKENfa9fBr2YaDE74mK1W/3yeNGldm9uwBDBm8kOXLD778DeVMSe6vRcHHxwepVEpAQIDORY2CUFKVt/4qFC8vLy+MjIwIDAxEqVQaOpxSTfRVoTgV57hMWST6a8lkYWGBm5sbcXFxOUrICYJQdhk8JezChQt5//33ad26dY7JSgAjIyOMjY1RqVQ5XlcqlUilujeHnjlzhnbt2uWYsGzfvj3//POP1vOzsrLIysoq9D0IQnlVsWJFVqxYjF8FZ4zkCrKyjLl27T4DB35OTExMkVxT9NdnXF1dWbXqN6pX98XYOAuFwogHD8IZOHBors9TQTCEktxfR4/uAsCO7fpLPaov/m+0Jz7gUbmbrASIvX8Xv5Zt8GjYmMfHj+q17Qvn77F3zwV+njuIo0f/5dGjiJe+RyKVYmlvh0QqJSUuDlV22R24Lcn9VZ8+/3wIX3zxGdbWSpBAaooRv/22mp9/nm/o0AQh38pLfxWKV48e3Zg8eQy2dhIkEjVpqUZs3LiTyZO/Fws7Ckn0VaE4+Pv7s2LFYipUcMHISDMu8++/Dxg48HOio0UphPwS/bVksbW1ZcWKJTRoUB0Tkyyys40ICopl8OCR3Lp1y9DhCYJQhAw6Ybl48WJ69erFe++9R3JyMi4uLgAkJiaSkZFBcnIy//vf/5gzZw7p6ekEBgbSqlUr+vbty+jRo5+2s2bNGkJDQ5kwYQIAv/zyCydOnGDs2LH89ddfvPfee7z55ps0b97cIPcpCGVRhQoVOHJkJ17eYUDI09e9vB05deogTZq0Fbv9ipCjoyMnTuynYqVYIPjp655ephw7tpsWLToSEhKiuwFBKMdcXe0Y+UVntm/7h6SkNEOHk4Nz9ZrYeHpxY9tGQ4diEIr0NOIePcS7WQu9T1gCLF68hzp1/fhzwxhaNP8GhSJ3yl0Tc3MadHqLOh3ewKd2TYxMjAFQZmcTcusu/x46xoWde0hNSNR7fELR+uGHKQwf3hlbu5wpviZN7omPjxcjR35loMgEQRAM6/PPh/DDD0NxcAzh+SRcX4zqQMWKFejRo6/hghMEQSc/Pz+OHPkLb58Xx2XsOXnygBiXEUolCwsLTp48SLXqqUilz8a7PDyN2H9gMx3ad+X27dsGjFAQhKJk0BqWQ4cOxdbWluPHjxMREfH0n+7duz89p0ePHly4cIH169dz69Ytxo0bx8SJE/ntt9+enuPt7Y2bm9vTv8+cOUOPHj0YMGAA//77L/3796d79+6cP3++WO9PEMqyRYt+xss7Ash84UgKFSumMWHCWEOEVW5MnfotFSslAy9OtmTg4xvN/PkzDRGWIJQKU6f2QaHIZuOmE4YOJZcq73QmKTSExJDgl59cRkXeuIaNhyf2FSrqve309CymT9tMvXr+zJiRc/BVJpfTqm9PJh3cwfvjR2NkbMy57bvYO/9X9s5bwukNW1FkZtJxxBAmHdxJxxGfYmxmpvcYhaJha2tLv/4fYmsXnuuYjU0U73/wRo7fE4IgCOWFsbExY8cOx8ExmBcrBllYxNC6TU1q1KhhmOAEQcjTwoU/4e2jbVwmlYqV0pg06RtDhCUIr2TUqOFUqZKNVPpiamMFnp6h/PrrPIPEJQhC8TDoDkuJRPLScyIjIxk4cGCe57Rp0ybXa9u2bWPbtm2Fjk0QBN3kcjnVa1QAgrQel8ri6dSpHWPHTijewMqRtm1fB3QVgU+lQYNaxRmOIJQajRtXpv+AN1nwy25SUzIMHU4ObvUaYOfjx41tmwwdikElBAWQFheLf9t2xD16oPf2b98OZunSvxn91fucP3+PzZtP4Vm9Cj2nTcHZz4dbx09zee8BUuLic733xtETmFpaUKfDG7Tq14sGnd5i87fTuXfmgt7jFPSrV68euLnq3lHt5pbK4MED+OGH6cUYlSAIguG1a9cOZ2fdz0TOzkmMGjWUwYOHFWNUgiC8jEwmo2atiugcl5HG88477fj66/HFG5ggvKIePd5HbqQrnXEWFSp4YWlpKWq1CkIZZfAaloIglD7m5uZIpXnX8ZLJXr4gQSg8+Us+vWUyNTKZDKWy7NZbE4SCMjaWs2LlF9y7F8buPSUr64LUyIjq731E3KOHJIZoH3QoT8IuX6Dim29h5eZOcniY3tvftvU0Vap4smLlKIwrN6D2hx8RGxzKlu9nEhusazGIRkZKKue27eL2idO06teLT39fwP9W/8m+X35FmZ07xaxQMnh4uCE30v3vRyrNwt3dpRgjEgRBKBlcXV0wM8+rRmUGrq7OxRaPIAj5Y2Zm9tJxGblcjMsIpY9cnndCSJlMgbW1tZiwFIQyyqApYQVBKJ2Sk5PJypTlcYaU5OT0YounPEpJyQJ0//hIT1eJyUpBeMGMGf2oVMmNObO3oVKqDB1ODpXfehczW1senzxm6FBKhKjbN8lITKDqu12K7BrzF/3N9seW1Oveg4f/nGH7tJ9eOln5vKToWHb/vIjTG7fRonc3hq5ego2LU5HFK7yac+cukZxsrPN4eroZZ89eKsaIBEEQSoZ//71ObKzu33bZ2VacP3+5GCMSBCE/UlJSyMrMa1hXjMsIpVN8fDJ57bHKzDQiOlrXDkxBEEo7MWEpCEKBqdVq/vrrb7Ky7LUeT0l2Zv7837QeE/Rj6dLVpKVqX+mcmeHIhg0iJbYgPO/DD5vx5egu/P77AR49ijB0ODnY+vhRqd1bBJ8/Q0ZC7jSk5ZFapSLozCnc6tTDoVIVvbdv7eFF0y/HE5FhTA3jSD7p4IWjo1UhAlVz7cARds6ci4OnB6M3r8G/YT29xyu8uj179hAVaQpoG5SXEhVpwYYN5TsdsyAI5dOFCxcID1MCRlqPR0bYsmiR+G0nCCXRjh37yMrUMS6T4syCBb8Xc0SC8OpmzpxPYoL28S6FwpojR06jUCiKOSpBEIqLmLAUBKFQxo+fwoXz6aSnufDso0ROUqIb+/bdZu3a9YYMr8xbsmQpR44EkpzkyrOVZ1JSU1345594pk6dZcjwBKFEadKkCmv+GM3RI9fYtvW0ocPJwcjCgoaffEpyZAQhF88ZOpwSJfrubRJDg6nbqy8yY9074wrKu2lzWnw9DrUym6sb1rL59+3IZFIWLPgUT0/HQrUZ+SiALd/PJD48kk+XL6TNgN75qtUuFB+VSsXHHw8hJNgbsHnuiBWhoT4MHvwFmZmZhgpPEATBoLp27UtggAdKpe1zr1oQEeHLmDHfEx8vFlQJQkk0YcK3nD+fSlqaMy+OyxzYf5fVq/8wZHiCUCi7du1mx44LJMS782wxjZSMDCeuXZUwcuTXhgxPEIQiJgHyKlZQLllZWZGUlIS1tTXJycmGDkcQSiy5XE6fPr0ZOnQAZmYmJCQkM3v2Qnbv3l1sMZTn/iqRSPjggy6MHj0Ma2sLUlMzWLRoOX/+uQGVqmSluxQEMEx/bdy4MvsP/EBgQCRjx64iK6vk1BiUyuU0GfYl1h4e/LtxHZnJSYYOqcQxs7WjTs++hF6+wNV1q1+pLbmpGbW79cKzcRMirl/j0fEjqP9LnW1jY8Fnn3XE3NyEKZPX8++/jwt1DYlUSuP336XBu29x6/hpNk6eSmp8wivFbShl9fvVw8ODSZO+4fXXGwFw8eI1fvhhJgEBAYYNTBBeQVntr0LxcnJyYuzYL2nfvjVSqYRbt+7z7bfTuXPnjqFDKzNEXxWKgmZcphdDhw7EzMyExMQU5sxZyF9/7TJ0aKWa6K+G16FDe8aP/xIHB1syMhQsX/4Hq1b9QVZWlqFDEwShCIkJSy3El5IglB6ivwpC6VHc/bVLlyasXfcVDx+GM37cGtLSSs7uKamREY0GfY5j5arc3LGF5PD8104sb5yqVqdyh3e4vXsH9w/sK3QbdXr1xdjCkofHDhFz93auc8zNTOjf/038/F1ZufwgmzafQl3IxR/etWvQ9pO+ZGdlsfnbGdw+UbJ29uaH+H4VhNJD9FdBKB1EXxWE0kP0V0EQBMMQKWEFQRAEQShTzM1N+OWXIWzfMZELF+4zdsyqEjVZaWpjS7ORX+NYuSq39+wQk5UvEX3nFkFnTlGt0/tU6/wBFCDVqrmDIw0GDKHp8C/JSknh6vrVWicrAdLSM/lt6d8c/991Bg/pwIKFn+Jf0a1QMQf9e5PNU6YRHxrOoMU/8fGcH7FxcSpUW4IgCIIgCIIgCIIgCOWB2GGphVhFIwilh+ivglB6FHV/NTKS06dPa77/oTeOjtYsX3bg/+zdZ3RUVReA4XdqJmXSSSO00HsTBAVBBURQEMWGHfSzC6KIoGLFAkiTYgFBEGkKqAgWpEgRkI70kgRI7336fD9QJGQmkDCZSdnPWqxF5tx77r5JTm7Zp/Ddd9tcfpxyUyiIvuZaWt11L3a7naM/rSI/JdnTUVUZUe2voX73HmTFxXFoxVKyYk873TaoQQz1u/Wg9jXXYi4qJH7rZtKOHrriY8U0iGDwPd2ICA9k3e/7WfzNJuJiU8oVd5Ounel6zyC03jq2LFrOpgWLycvILFdd7iTXVyGqDmmvQlQN0laFqDqkvQohhGdIwtIBuSgJUXVIexWi6qio9tq6dX3uuacbjw3tRVRUCBs2HOCLz38mKSnLZce4GkqNhsi2HWh0cx8C6tQl7dgRTm/6HUtRkadDq3L0UbVp2LMXvrXCyE1MIO3YEQrT07BZzGh8/fCPiCKkcVO8g4Iw5GSTtH8vyQf3YbOUfe1SpVJJ167NuPnmtgQF6TmwP5Z16/axbdsRMjPL9vur0elof2svWve6EZVaxYF1G9n1w1pO7tiFtRyxuYNcX4WoOqS9ClE1SFsVouqQ9iqEEJ4hCUsH5KIkRNUh7VWIquNq26uXl4Y6dUJp1CiKli3r0qFjQ264oRW1a4eQl1fEhg0HWLliG3FxqRUQ/ZXT+PqiD48koE5dQho3IaxZS9Q6HVnxcZzb+Se5iec8Gl91EFQ/htAmzdBHROKl90ehUmExGCjKziQ/OYnM0yfJSTgH9qu/zVWpVLRpU5/OnZvQpEltlEolcXEpHDoUz8mTSZyJTyMxKZP0tFysVmupdWm9vWl+w3U0734dwbUjMRQUcHrXPmL3HiDx+AnSYs+QlZyMzVJ6Pe4g11chqg5pr0JUDdJWhag6pL0KIYRnSMLSgX8vSrVr15aLkhAVwJXtStqrEBXLE+21c+fG/Lbu7SuuNy4ulYMH4zGb3T9SzaZUkxzdFbMusNTttEWZqC0G9wQlKoxarSIoyBetVnNF2ycmZLBj54kSnyuAoKhIopo3uWwdqafjmP/syxTm5F52W7m+ClF1SHsVomqQtipE1SHtVYiqQ9qVcEYSlg5ERUWRkJDg6TCEqLZc2UNN2qsQFcsT7dVOCvBXKVuoAJ1LYrpaRRZYeFJHgUVRoixAY0NZ8mNR7dhKKVMB3ldUS57ZhMVesi4vpYqHG7dBr/G6bB1yfRWi6nBle61Xrx5xcXEuqUsIUZxcW4WoOqS9ClF1yOhl4YwkLJ2Iioq6bKPR6/UkJCRU6d42cg6VQ1U/h7LG7+pzvJL2WhZV/efxr+pyHiDn4kmujrFJkyYcO3asypx/aaraz9KZ6nIeUH3OpbznUdmvr1VRdfmdulryffiPq74XMgqk8pHfc9epTt/LqnRtrQ7f9+pwDlA9zqMqnkNVaq/uVBV/lldDzrdqqEqxCvdSezqAyioxMfGKt83Ly6vyjUzOoXKo6ufgqfjL0l7Loqr/PP5VXc4D5Fyqg6SkJKB6nX91OZfqch5Qfc7F0+dRUdfXqsjTP4vKQr4P/6mM34vKGFNVJN9H15HvZUnuuLZWh+97dTgHqB7nUR3Oobyq271wTftZyvkKUTUpPR2AEEIIIYQQQgghhBBCCCGEEKLmkoSlEEIIIYQQQgghhBBCCCGEEMJjJGF5FYxGI2+99RZGo9HToZSbnEPlUNXPoarHf6nqcj7V5TxAzqU6qU7nX13OpbqcB1Sfc6ku51EdyM/iPPk+/Kcyfi8qY0xVkXwfXUe+l55RHb7v1eEcoHqcR3U4B3FeTftZyvkKUbUpALungxBCCCGEEEIIIYQQQgghhBBC1EwywlIIIYQQQgghhBBCCCGEEEII4TGSsBRCCCGEEEIIIYQQQgghhBBCeIwkLIUQQgghhBBCCCGEEEIIIYQQHiMJSyf0er2nQxBCXCFpr0JUHdJehag6pL0KUXVIexWiapC2KkTVIe1VCCHcTxKWDuj1enJzc+XCJEQVIO1ViKpD2qsQVYe0VyGqDmmvQlQN0laFqDqkvQohhGdIwlIIIYQQQgghhBBCCCGEEEII4TGSsBRCCCGEEEIIIYQQQgghhBBCeIwkLIUQQgghhBBCCCGEEEIIIYQQHiMJSyGEEEIIIYQQQgghhBBCCCGEx0jCUgghhBBCCCGEEEIIIYQQQgjhMZKwLAe9Xs+kKVM4Eh/L0TNxfDZ3LiEhIZ4OSwghKp1Bd97Jrr8PcuxsPJt37uD666/3dEhCiHJSKBTc0rcvU2Z8wupff2HLrp2s37aVt8e/R2hoqKfDE0IIISqtoKAgZnz6KUfPxHE0Po7ps2YSEBDg6bCEqNauv/563p80kfc++pD27ds73CYyMpIPP57E+m1b+W3zJp585hm8vb3dHKkQwhGdTsfDjz7KxKlTGDlqFLVq1Sp1+zZt2vDV4m/4fdtWvv/lZ/r1749CoXBTtEIIV1EAdk8HUdno9Xpyc3Px9/cnLy+vWFn79u1ZvX4df+WkcjovGztQ19efriGRDL3nfn795RfPBC1EDVVaexWeo1Qq2bl/H+ZagezJTMFgtaDXaOkSGsWJP//irtsHeDpE4QHSXquumJgYFq34FlOAL/VDw9mbkczpvCzsQJTOlyZ2Lc89OpQ/t23zdKjCRaS9ClF1SHut3Lp1786SH79nR1Yycfk5ADTwC+TaoHDu7ncb2+TaWWNIW3WPsLAwln2/CnOwP0lKK0oURNqUmBKSuWfgoAvf+9633MKHM6ZxFBPJhgKUCgX1vfyoXWTljr63kpiY6OEzEZ4k7dWz+vbvz/jJkzirtJJtt+CjVFHXquKnJct59803S2w/7t136HPf3Ry1FZFjMqJTqWio9sEUe447+9+GxWLxwFkIIcpDEpYOlHZROpuRxo8pcRRZi/+h0yiVDI5uQr3QMMxmszvDFaJGk5vIymnBkm8Ive4ajuRklCjrFlaHhe9+yIwZMzwQmfAkaa9Vk1arZeue3exSGelTO4ZfE05TaCl+r6NWKOmu1tO1bXuMRqOHIhWuJO1ViKpD2mvlpVQqOZuZzsqEkxht1mJlXkoVg2o3IjooBLtdXsvUBNJW3eOPHds5EehFtslQ7PNaWh2B8SkM6NMXf39/NuzayR+mbGyXtD+9RkuDtHx6d+/hzrBFJSPt1XOaNGnCop9+YIuxZPts4+XPoo8mM3/u3Auf9ejZk3e+mM0uQ3aJuupqfTnxw8+MHfVKRYcthHARmRK2DB588EHOmopKJCsBzDYbB3MzeO2NNzwQmRBCVC4333qrw2QlwM70REa+PtbNEQkhyuve++8n0UtBgMaL5ML8EslKAIvdxlmVjfsfeMADEQohhBCV0/ARIzhekFMiWQlgtFk5WZjLs88/54HIhKieevTogSHQr0SyEiDNZCCgXjTNmjXj8aee5LTCXCIZApBnNqEJC6F58+buCFkIcYmxb7/JAVuRw/Z50JjLk5dcN18a+yp/m/Md1nXGVEDv/v1QqVQVEqsQwvUkYVkGg4cM4UxhrtPyc4V53HqHTHMohKjZIiIiyLM6H2lusllR6bzcGJEQ4moMHHwXZ0yFhHn7klDovHdxitVIl+7d3BiZEEIIUbkNuPuuUt8hnCnI5Y7Bg90YkRDV28C7B5OgcD71Y4pGQb/bb+e67t1JNhU53S5Xp6Gdk3UvhRAVq1GzZg47HcD5aSLNXhrCwsIufBZUqxYGB4OL/pWPrdj2QojKTRKWZWAoLECnUjst91apMck0aEKIGs5gMOClLL33mkohlx8hqgq73Y6C850NLncflJud7ba4hHA3lUrJG2/cx5mz80hKXsjHHw9Dp9N6OiwhRCVmLDLgXcq1U6dSYzQ4fikrhCg7u82G4nLb2G3k5GSXel+rsljJy3Xe2UAI4VkXT6WuuMy06lqlksLCwooOSQjhIvLGuAw+/mgCrQJCnZa3DqrF9AmT3BiREEJUPtnZ2agsVqcvZyK8fclITnFzVEKI8lq5bBn1tD6czs2iSUCI0+3qWFV8+dnnboxMCPdRKpV8++0Y3hh3H3/9dYINGw7w1NP9+PW3d9Bqnb/wFELUbFMnTKR1YC2n5W0Ca/Hxhx+5MSIhqrcVS5dRG+fX5QiznR9Xfc8XM2ZRX+G801Etk51169ZVRIhCiMs4evBvgr10DsuUKFAZjKSlpV34bN2atdTW+Tnc3kupoiAtg5ycnAqJVQjhepKwLIO//voLQ0Ym7YLDS5Q19g/Gz2Rj+fLlHohMCCEql4nvvke/2g3RKItfZnzVGm4Mr8fzT/zPQ5EJIcpq+dJlhBVZ0ShVpBkKaB8SUWKbulofEg4e5ujRox6IUIiKN27cfdx2e2feeH0h06f9wGefruXll+bSqVMTPv54mKfDE0JUUj///DPqAgMtAkt2fG4ZWAvyCli/fr0HIhOietq6dSuq9BxCvLxLlIVrvUk/GcfJkyfZvn07RbFnidKW3K6Nlz9L5n+FQUY/C+ERH7z9Dq0V3qgUJcdLt9X5M/PjKcU+mzrpY2KMdvw1xZceUiuUXKv15/WXX6nQeIUQrqXg/PTP4iJ6vZ7c3Fz8/f3Jyyu+VpOPjw9/7tlNcFQE8YW5WO126vsEYMjO4fqO15Cenu6hqIWomUprr8KzPpw0iYf/9zgppiKyTQZqefkQrNby6oiRLJg3z9PhCQ+Q9lp11alTh8Urv6PI34eAwEDCvP1IzM/FbLXgnV/Elt9+Z9SIF7FarZ4OVbiItNf/tGhRl737prFo0Ua+mv97sbI777yOZ5/rz7WdX2L37pMeilDUdNJeK7fAwEC27d6FX60Q4gtyQQH1ffzJSU3nug4dyZVpJ2sMaavuERwczJJVK1CFh5KisqNUKIgwQ3bsGYbcNfjC1JBarZZps2fR/rouZClBZbcTaIH5n33OrE8+8fBZCE+T9upZN954I5NmzSBJbScbGz5KFdFmBUvnfcXHH5WcmSAqKorPF8wnMDqKXCXobKDJL2LMyJFs+WOzB85ACFFekrB04EouSq1bt+apZ59BrdYwb84ctm/f7uYohRAgN5GVnZ+fH8NHjKBhk8bs2rGTOV98gclk8nRYwkOkvVZ93bt358bevTAYDBw7dJjU1FT27dtHUVGRp0MTLibt9T8rVozlmk6NGfrYVMzm4kl5pUrJZ589R3xcKr17v+6hCEVNJ+21aujYsSNPPPUkdjt8Pns2e/fu9XRIws2krbpX+/bt6T9wABaLhVXffud0JhC9Xk/r1q0xGo3s3bsXm83m5khFZSTt1fPUajUDBw2idbu2JJ49x9LFiy87tWtkZCQNGzYkLS2NY8eOuSlSIYQrScLSAbkoCVF1SHsVouqQ9ipE1SHt9bw2beqzb/8nfPD+Mn791XFyoUePVrz19gN07jSSXbtOuDlCIaS9ClFVSFsVouqQ9iqEEJ4ha1gKIYQQQgghhAMvvHA7yclZrPt9v9NtNm8+xLlz6Tz7XH83RiaEEEIIIYQQQlQvkrAUQgghhBBCiEsEBfkx5IGe/PDDDmxW59PD2Wx21qzZxT33dCcw0NeNEQohhBBCCCGEENWHJCyFEEIIIYQQ4hL33tsdtVrFz2t3X3bbn3/ejVar5p57urshMiGEEEIIIYQQovqRhKUQQgghhBBCXOLhR25i587jZGXlX3bbrMx89uw5xb33SsJSCCGEEEIIIYQoD0lYCiGEEEIIIcRF6tatRZcuzfh9nfO1Ky+1ccMBevRsRXh4YMUFJoQQQgghhBBCVFOSsBRCCCGEEEKIi9x553UYjWa2bz96xfts2XoYux369+9UgZEJIYQQQgghhBDVkyQshRBCCCGEEOIid97VlV27TlBYaLzifXJzCvn773huH9C5AiMTQgghhBBCCCGqJ0lYCiGEEEIIIcQ/goP1dO3anG3bjpR53+1/HqV37/Z4eWkqIDIhhBBCCCGEEKL6koSlEEIIIYQQQvzjlls6oFIp2bH9WJn33bnzOD4+Xlx3XfMKiEwIIYQQQgghhKi+JGEphBBCCCGEEP/oe2tHjh9PICMjr8z7nj6dTEZ6Lr17t3N9YEIIIYQQQgghRDUmCUshhBBCCCGE+Efv3u3Yvetkufffs/cUfW7p4MKIhBBCCCGEEEKI6k8SlkIIIYQQQggBtGxZl4iIIHbvLn/Ccu+eU7Rt24CAAF8XRiaEEEIIIYQQQlRvkrAUQgghhBBCCODmm9tiMpk5eDCu3HXs3x+LSqWkW7cWrgtMCCGEEEIIIYSo5tSeDqCq0ul03HPPPahUKlauXEl2dranQxJCCLdSqVS0bdsWjUbDwYMHKSwsdGn9CoWC1q1b4+Pjw5EjR8jJyXFp/ULUVK1bt8bPz48jR45c9f1LvXr1qF27NmfPnuXs2bOuCVAID7qhRysOHz6LyWQpdx2JiZmkpGTRs2drfvrpLxdGJ4SozAIDA2nevDn5+fkcPHiwXHW48hotRE2n0+lo06YNNpuNffv2YbE4vrb7+fnRsmVLTCYT+/fvx2azuTlSIcSViIiIoEGDBqSnp3PixAmXby+EqBwkYVkOP6//nbadryGuIBeb3c5706dy9uRJunW61ukNkBBCVCfPDn+BR//3BFkqsCog2KZgx6bNjHzu+Sv+O9ioUSNeHjuGpi1bYLfaWLF0GV9+8QWFhYXc/8ADjHj1FXI1SiwKCLQpOLp3P88+/oTLE6NC1BT3DRnCi2NGF2tXx/cd4JnHn8BgMDDozjsZ9sxT6Hx8SE1KZvIHH7Jjxw6HdbVo0YJPvvgcdXAghUrwtYMxLZNnhg6Th0FRZSkUCnr0aMVPq68+yXjwQDzdussISyHcoV69erw05lVat28HdjurV67i81mzycvLc8vx/fz8mD13Do3atCJbaUdjBz+TlUnj3+fbpcuuqA5H1+gT+w/y9LDHKSgoqOAzEKLqCA4O5rkRw7mxTx8UCgXbt2xh6sRJJCcnX9hGqVTy/sQJ3HRrXzJVdrCff15d8c0SPnzvvQvbaTQaps2eScfrrydTaUNlh0ArzJ01m89mzvLE6QlRI1177bW8NHYMtSLCMRQWMnfWp6xcsQKr1QpAZGQkn381n6A6tclV2vG2gzq/iNEjXmTblq0l6ivr9kKIykUB2D0dRGWj1+vJzc3F39+/xEPOzv37KKgVwJ6M5GKfN/MPobHCiyZ167kzVCFqvNLaq6gYr4wdQ69HH+Cgsfj3O1rjg+pEHINvH3jZOu5/4AFefOsNDtsNZBiLUKKgns6PqEIzC+Z8yX0vPMMuQ3axC1S4xpuItFz69OgpvV6rKGmvnjPkoQd5atxrJdpVmMab6MwCjEYj1uhwTpnyMdts+Kk1NFP7su371Yx5eVSxumJiYlj+8xq2W3Ix/PMQCeCtUtNF5cfAXn1ktGU1UBPba4sWdfn70ExeGjmHPXtOXVVdd9zRhaef6U9gwL0YDCYXRSiEYzWxvf7r9oEDGDdpAkcwkmYoRAHU1flRzwSD+91GfHx8hR5fpVLx+5Y/OBPkQ5rZcOFzBdBZF8S0N95k+ZKlpdYx5KEHeXrca/zl4BodlZFH7+495N63mqjJbdUVWrZsyVffLeekykKC4XwiP0LnSzO7lueHDruQiPjy64UEdmpLrKl4sr+Zlx8Hf/yFV196GYBVa9dgiKlNgql4h9i2Xv6s/nweUydNcsNZicpK2qt7fPjxJLoO6MdRSyH5FjMapZJGWj8UZ5IYeGs/fHx8+G3LH+xTW8g1Gy/sp1Youc4rkKeHPMiuv/7rbBgYGOh0++t1gTw95CH+2rnTrecohCgbWcOyDBo1akRYg3olkpUAR3MzsOi96d27twciE0II9/Dx8WHwww+WSFYCnDMXEtykIe3bty+1jsjISEa+9QabDVlkGIsAsGEn1pDHIS87Y955q8QLG4AUcxGm8GD69e/vorMRomZQKBSMGP2Kw3aVai7CFh2OT+P6HDXkYv7nhWi+xcwuQzZdBt5G7z59iu3z3sQJ7LEVFktWAhRZLexXGBk3/j2EqIq6dWuBxWLl8OEzV13Xwb/j0WrVdOrU2AWRCSEcCQwM5K2JE9hsyCLNcD7hYAfiDfnsVhqZt+SbCo9h0J13UhAaUCxZ+W8cOw1ZvPzaWBQKhdP9/71G73RyjTbUCuL22293feBCVDEKhYIvF3/Ddmv+hWQlQLKhgC2mHGbM+QKtVkvDhg1p3KlDiWQlwFFjPj3630pwcDDXXnstfjF1SyQrAfYbcxky7DG8vLwq9JyEqOl69+lD5wH92GXIId9iBsBss3HEkEtunVqMn/ARw196iVNeFEs+AljsNnaYcnhv4oRin5e2/XZjDu9NKr69EKLykYRlGcyYPYt9mSlOy/dlpDBpxnQ3RiSEEO7Vt29fUjXOLx1xmHni2WdKreOFkSM5juPRJt5qDWcNzqe9Om0uvGz9QojiOnXqRLbG+cvSw3mZhPr6OS4z5zNidPERlo1bNi/xAPivTGMRbTp2KH+wQnhQ1+uacfJkEgaD+arrio1NoaDAwPXXN3dBZEIIR/739FOcUpodThlVYDFDUACtW7eu0Bgee/J/nHKQGIHzSctcrarUznyXu0afNhcy7JmnrzZMIaq8m3v1Ikunwmizliiz2G2cVdm45777ePTxYZxVOR+RnKSFwffcwxPPPUuc3fkMCGlaBb169XJJ7EIIx0aMfoXDpnyHZeeMhfTo05s+/fsV66RwMaPNin9EGP7+/hc+69Wvb6nb68NqERAQcPXBCyEqjCQsyyCqTh2KrM7XZiuyWggICnJjREII4V6BwcGYVM7LDVYL/oGBpdbRvvM1JDu5gdSqVBRYnb8oNtqs+Pj6XkmoQoh/+Pv7Y1Y6v+Uz2ayoFI7LDVYL+ovubRQKBTacv1gFsJcykkSIyuz661tw+NDVj64EsFltHDt6jk6dm7ikPiFESZ26diXln9k6HMnzVtO2bdsKjcHL2/vC7ASOmBTnpxV0Rq/XY1aVfo329vW5qhiFqA6u6XItWSrnK1ql28x06tqFwOBgikp7nrTbCQwOIjAwsNT3e1a1Cn9JaghRofyDgxx2QvhXATaUGnWpdRhtVnwvekd0uWdRo82Kj49cV4WozCRhWQaH9x+gnq/zG5ZoHz2J8a55ySGEEJXR7r/+ItDo/IYyXKtjx2UWMc/NzsZHpXFYlmEoJNrH+UudcJ0Pe3fvvrJghRAA/P333wRYnL/gifD2JbOUF74K+3/72u12rEUGpylLlUKBqaDk1FpCVHa1agXQqFEkh1yUsAQ4cvQcXbo0dVl9QojisjIz8VE7vqcE0FjsZGVlVWgMhw4cIEzn/MVnoA0OHz7sfP9DhwgwO79Gh3v7sn/P3quKUYjqIDMtHa9SXmH6qNVkpmewfcsWaim1TrcLtsLObX+yfetWIry8nW6nLzKzb6+0PSEq0sXPmY54KVRkp2egUzlPWvqhJDU19cLXuRmZpW7ve8n2QojKRxKWZfDUk0/SJCDY4R8+tUJJh9AIHn/kUfcHJoQQbrJ//34Umbn4OXg5pFIoaGDTMG/OnFLr+OyTmcSodQ7L8i1m/FERqHG8XkgzvJg2cVLZAxeiBktOTib1dBxBTtpVl+BIjudkOCyro/Nj7fc/Fvts4dwvaaJz3LGgqZeeOTNnXV3AQnhA539GQh46HO+yOo8cOUtkZDDR0aEuq1MI8Z/PPplBfZwnJkKNVtatW1ehMUz5aALNcHx9DdbqSDx+irS0NKf7X+4a3dSulXtfIYBvly0jqpQZ2+tYlMyfM4flS5cRbVWicTC7iE6lxr/QzMaNG/li9qc0tGlQOhiNpddosaZncuTIEVeeghDiEj//uJo63o6XJtGpVOQkpzDh3fdoqXE8y1ZdrS/r1qzFav2vU/3HH3xY6va/X7K9EKLykYRlGWRnZ/Pzqu+5u35zGvgFXhhdUMfXn3satGD/zt2l9p4UQojq4JF776O9RUsDnf7C38EInS/dtYGMeuY58vMdr0Hwr9/XrcNyJokobfEerQqgky6Qd19/nWYFNhrq9Kj+eYCspfOhuy6ISW++Q0JCQgWclRDV27AHH6JpgZVGDtrVF5On0lLhXeLFTqBWR70iGzOmTi32+aczZ5Kx6wBtdQF4/9OJy1etob0ugDNbdrBg/nx3nJIQLtW5cxMyM/NISc52WZ1HDp8F4NprZVpYISrC7t27yTx6gjrakqOk2nsFsOCzLzAaHa+57CpxcXFMf/9DuumCCPU6P9JSrVDQSKenca6ZJx5+5LJ1lHaNnvLOe5w9e7ZCz0GIqiAzM5PfVv1AC23JTnMNtb4c3PIn8fHxmEwmnnrkMa5X+xOlO5+0UAB1dX50Ufjw6L33AZCTk8Orw1+kuzaQ8H9GSStR0ECnp51ZzSP33u+2cxOippr+8WTqFVgJ1Bbv0K5VqrhW48+YF0eyYf16Ni1fSWevQPz/6dzjpVTRQuePV1wi48aMLbbvhe11JbfXxSeV2F4IUfkowOEa9TWaXq8nNzcXf39/8vLySpSPe+dtnnr+OTReXtgBm9nMsm8WM/yZZ7FfZji7EMK1LtdeRcXw9fXlsccf5467B6NUKdm59U+mffwxSUlJV7S/Vqtl6qwZdLz+OrIUNjQo8DVZ+fj9D1i+ZCleXl4MefBB7nvkIdQaDYf2H2Dyhx8RFxdXsScmKpS0V8/SarXn29XDD6Hx0nL4wEEmf/gRsbGxdOrcmQnTp6IM8KdIYcPfriTpVCxPPTbU6ciQnj178vzLLxEYEkxGahrTJkxk69bSp4QWVUdNa68///w2fnpvXhu7wKX1Llk6mnlf/sZYF9crxMVqWnu9mFqtZsKUyXTrdTNZChsqwN9iZ9aUacyfO9dtccTExPDSmFdp1qolZqOJRfPms3TxYkwm0xXtr9VquW/IEIY8+ggaLy1HDv7Nxx98SGxsbAVHLtypJrdVVxnx8ssMeewRclTnX2YG2hT8tGIl77wxrtj7uNDQUJ4d/gI9br4ZO3bW/vAjX8z+lJycnGL1RUVFMWLUy1zT5VqsVisrlizlqy/nUVgoSxzUdNJe3SMsLIzZX84lsmEMuQor3nYltuxcRr0wnF1//XVhu3bt2vHSmFeJqluHwrx8Pp3+CWt++snpe/iybi+EqDw8mrB89dVXufPOO2nWrBlFRUVs27aN0aNHc/z48QvbOPtDMmrUKCZNcj41SkBAAOPHj+fOO+8kKCiI2NhYXnrpJdauXXvZuK7koqRUKmnRogUqlYrDhw9jNpcyN4UQosLITWTV5uPjQ9OmTSksLOTYsWOeDkdUMGmvlV/dunUJDQ0lPj6ejAzH08SKmqGmtdeMzMWsXPEnCxeud2m97777IAaDmT593nBpvUJcrKa1V0d0Oh3NmjXDZDJx5MgReSEpKiVpq64h7+OEO0h7da+QkBDq1atHeno6Z864bk15IUTV43wVWjfo0aMHM2fO5K+//kKtVjN+/Hh+/fVXWrRocaE3U0RERLF9br31VubOnct3333ntF6NRsNvv/1GamoqgwcP5ty5c9SpU8elFxibzcbff//tsvqEEKImKiwsZO/evZ4OQwjxjzNnzsgDoqhxGjQIJyjIj2PHzrm87uPHExl0Z1eX1yuEKM5gMLBv3z5PhyGEcAN5HydE9ZORkSEdZoUQgIcTlrfeemuxrx977DHS0tLo2LEjmzdvBiAlJaXYNgMHDmTDhg2lTo0ydOhQgoODue6667BYLADy8k0IIYQQQghRQseOjQA4ftz1ayQfO3aOoCA/GjQIJzY25fI7CCGEEEIIIYQQNZTS0wFcLCAgADi/mLYjYWFh9O/fn7mXWYtiwIAB/Pnnn8ycOZPk5GQOHjzImDFjUCor1ekKIYQQQgghPKxjx0akpGSRnV3g8rpPnEgEoEOHhi6vWwghhBBCCCGEqE48OsLyUpMnT2bz5s0cOnTIYfkjjzxCXl4eK1asKLWemJgYbrrpJhYtWkS/fv1o3LgxM2fORK1W8+6775bYXqvV4uXldeFrvV5/dScihKgw0l6FqDqkvQpRddTk9tqxYyNOHE+skLqzsvJJS8uhffuGfPfdtgo5hqh5anJ7FaIqkbYqRNUh7VUIISqHSjPkcMaMGbRp04b777/f6TZDhw5l0aJFGI3GUutSKpWkpqbyv//9jz179rB06VLGjx/P008/7XD7MWPGkJube+FfQoLrp4MSQriGtFchqg5pr0JUHTW5vbbvEMOJk0kVVv/JE0m0bx9TYfWLmqcmt1chqhJpq0JUHdJehRCiclAAdk8HMX36dO644w5uuOEG4uLiHG7TrVs3Nm/eTNu2bTlw4ECp9W3cuBGz2Uzv3r0vfNa3b1/Wrl2LVqvFbDYX295RL5qEhAT8/f3Jy8sr/4kJIVxO2qsQVYe0VyGqjpraXmvXDuHsufm8NnYB27YdqZBjPDa0N336tCcq8uEKqV/UPDW1vQpR1UhbFaLqkPYqhBCVg8enhP3kk08YNGgQPXv2dJqsBBg2bBi7du26bLISYOvWrQwZMgSFQoHdfj4f26RJExITE0skKwFMJhMmk6nc5yCEcB9pr0JUHdJehag6amp7/Xfk479rTVaEkycSefjhmwgPDyQlJbvCjiNqjpraXoWoaqStClF1SHsVQojKwaNTws6cOZMHH3yQIUOGkJeXR3h4OOHh4eh0umLb6fV67r77bubMmeOwnq+++or333//wtezZ88mJCSEadOm0bhxY/r168fYsWOZOXNmhZ6PEDVRTEwMn3wymR9+WM77779DWFiYp0MSolJTKBTccksfli79ipUrF/Pggw+g0Wg8HZYQVU5ERAQffPAOP/ywnOnTJ1G/fn1PhySqoHbtYsjOLiAtLafCjnHq1PnpZtu2bVBhxxBCVKyIiAg+/PBdfvhhOVOnTqRevXqeDkkI4QJeXl4MG/YYK1cuZvHi+fTs2dPTIQlRJYWGhvL226/z/ffLmD17Gk2aNPF0SEKIKsqjIyyfeeYZADZt2lTs80cffZSvvvrqwtf33XcfCoWCxYsXO6ynbt262Gy2C1+fO3eOPn36MGXKFA4cOEBCQgLTpk3jo48+qoCzEKLm+uSTj7nrrpuJiMwFCunX70YefngQEybMZvr0WZ4OT4hKJzg4mN9++5GYGA0BgTmAnV69X2DcuFH07383J06c8HSIQlQJI0e+wMiXniAiIhulsgDozF2DV7F0yS+MHDna0+GJKqRN2wYXEooVJSkpi4ICA23bNuDXX/dW6LGEEK43atSLDB8x9KJrThfuuac3ixatYdSosZ4OTwhRTq1bt2blykVERhXi7Z0DqOhzywROHC+kd+/bZRpQIa7Q0KGP8PY7o4iIyEGlygPCueOOpaxdu4OhQ5/ydHhCiCqmUqxhWdno9Xpyc3OdzlPepWtX3njvHUKjogDITc9g4nvj+fWXX9wdqhAe8+STw/jww6cICEwuUZaeVo9Bg55m69atFR7H5dqrcB8vLy9GvzaWfoPuQKFWg83G9k1/8NZrr5OVleXp8CqFP/74leuuV//zsutiWk4cD6dly2uwWCweic0dpL1WbS1btuSdjz4kOqYBdgUY8vKZNXkqy5YscWscPXr0YPm30wgNPVuiLDs7kpdGTmfevAVujak6qint9djxz9i39zSzZv1UoceZPv1JDhyM46EHP67Q44iaqaa0V0+4+eabWLJkMiFOrjnDX5jCwoWLrvo4jRo14t0JHxHTrCl2hQJzQSFzZ89m/twvr7puUXlIW608dDodhw7tpEFMAlD8+ctq1bPut2xuvfUOj8QmKgdpr1emXbt2/PzzAsLC40uU5eWF8d67S5k4cXKFHFutVvPy6NEMvGcwSq0WbDZ2//knb455jbS0tAo5phCi4nl0Stiq6K6772bqgnnERQayxZLLFksuR4N1vD5jKs++8IKnwxPCbV544SkCAlMcloXWSuLdd19zc0TCk7RaLat/+5U299/JVgrP/3205RPcqxtrN24gJCTE0yF6XLNmzWjcJNRBshLARGSUkbvuutPtcQlxJbrd0J35q74jvWEkW6x5bLXksd8HnnjnDcZPcO8MFu+8M5bQ0JKdZQACA5MZOfJZt8Yjqi4fHy8aNozg9GnHv0+udPp08oX1MoUQVcfbb48hxOk1J4VRo56/6mO0a9eOpWtXk9+iwT/X2Fx26azc++pLzPzi86uuXwhR0iOPPEh0HSOXJisBVKo8rrmmMXXr1nV/YEJUMe+99wZh4Y7fDer1qTzxxEMoFAqXH1elUrFq7Ro6P3If25SGC++g9D2uZc2G9URERLj8mEII95CEZRlotVrGvPs22wxZGKz/3dSYbFb+MmTz6HNPExQU5MEIhXAPX19f9P5qnA/QNhEdLWtZ1iTPPP8c+VEhxBvyi32eaizkuI+CD6fIiJKbb76R8HCT03I/v1wGDrzVjREJceUmzfiEbcYc8i3mC59Z7HYOGHPpecftNGrUyG2xREWFAmYnpXYCArzw8vJyWzyi6mrZsi5KpZLTpyt2Slg4v45lkya10Wo9uiKHEKKMIiJCcH7NsREYqEOtvrp2Pf2Lz9hmyiXXbPyvZrudw4ZcWvboxjXXXHNV9QshSrrvvrvQaDKclgeHFHH99de7MSIhqqaYmGjA4LTcx8dKWJjr3w8+8thj2OvXJtZ4yTsoQyEHNRYmz5zh8mMKIdxDEpZlMHDQIJLUdqcpmjillUcfH+bWmITwBIvFAvbSe0jZZbLpGuWuIfcTW+R4mpQ0QyFtO3VCpVK5OarKxWAwYrOW1m5UGAzGUsqF8IyuXbuS66XGYrc5LD+JmedHvujmqEqjwGq1ejoIUQW0adMAq9VGXFxqhR/r9Olk1GoVzZvXqfBjCSFc53LPNHa7ApvN8fXxSjRr1gyL3heTzfF167itiBGvjCp3/UIIx2rXqUOpr0TtSmJiZGYEIS7Hftl3g0pMJucdt8vroceHcsro+B1UlslAwxbN0el0Lj+uEKLiScKyDBo2aUy+wvnDSK7VRMPGjd0YkRCeYTQaSUrKBpz1JvZl795DboxIuFO7du1YtOhL1q9fw9SpE4mOjkap0ZS6ILIRG35+fm6LsTJavfonEpO0TsszM/TMmSPr7onKJzo6GqNO47Q821RE/YYNK+TYTZo0Yc6cWWzYsJYvvphB48aNOXjwOODjZA81Z8+mVeu1YIXrtG5dj3Pn0jGZKv73JTY25Z9j1q/wYwkhilOpVAwefCdr1qxg3brVPPfc03h7e1/RvocPnwCcbavh7NnUq0pYRkdHU6R2/rI3z2wiIiqq3PULIRxLzcjHZK3ttNxgq01KiuNpLksTFhbGBx+8w/r1a1i+/Gu6dOlyNWEKUanVrl0bm00B+DvZQkl6uoGsrCyXH1vt5YW1lF5FhXYrwcHBLj+uEKLiScKyDE4eO46fzfm3LECl5dTxE26MSAjPefXVtzAUNQMufcBWkZsTw9ixb3siLFGBFAoFixd/xS+/zuX+IfXpeaOd556/lh071hIRqC/xm3AxL5Tk5+eXskX1l5KSwsYNuykqKjl1uNXqx/HjeWzbts0DkQlRurNnz6IzOpsOD4K8vIk9dcrlx508+SM2bVrG0GEt6NHTxrDHW/HH5m/JzMwmISEcuHTUtoKUlNq8+upbLo9FVE+tWtUjLrbsLyPLo7DQSEJCBm3a1HfL8YQQ59WqVYs9e7by5Zej6XurDzfdrGTCxIc4dGgnbdq0uez+r7wyjsTECEq+OlGQklybV14Zd1XxnT17Fm+L84SnXqMlMSHhqo4hhChp259/UmCOwG4v2anWbIsmPd/G0aNHy1TnkCH3sXvPekaNupGeN9q5a3AEq1fPYO3aVVc9dbQQlc0LLzzDzp0/07yFFWiKowEN6WnRjBs3vkKObzEaUZWyNqa3QklmZmaFHFsIUbEkYVkGP6xaRaRV4fSlfD2binlz5rg1JiE8pU2bVtjtRqATUB8IAxoCHbHbjdSvX8+T4YkK8Npro+l/WxNq1UoECgAbSmUOkVFx1Aqy0jGglsP9Qr282bdjp0zRCDz22JMsW3qIc2frYLWGA+EkJdZm/e+53HLLQE+HJ4RD27dvR19kRq1wfNvYyK7lk48nu/SY9913D48+djPhEWeBPMAG5BEefoY77+zMZ59+w4njkWRnRwBh5OdHcPpUNM88/QabN29xaSyi+mrVuh6xce5JWML5UZaSsBTCvVatWkzrNoX46VM5vxalFZ0ug/oNzrFixddotc5nvwA4duwY99/3FCeOR5JT7JpTh6eeGsu2bX9eVXzHjh1DmVOAl9Lx0glNVd5MmzDxqo4hhChp1tRpnEpII6GwBQXm1kA4NnsUeaaOHMsOIelsClu2XPk9ZePGjZk06TVq145Fqcrm/L1rEcEhSfToGcrUqdKORfXRqVMnXnvtKSKj4lAq04CjQAegMRCG2RRN7Om6vPLKJH788acKiWHBF3Np5KV3WBbspePU34cxGJyvrSmEqLyki08ZmEwmxr/2OqM/ep89pjyKrOenj/JSqmjnpWfO5E/Izs72bJBCuMlTTz2Gt88Jzo+wDAW8gCzgFAGBGt56awzr12/waIzCdRQKBQ8/fC9+fucclvv5xdHS3JIMo55Yw3/rCETofGlYaOXWF0e6K9RKzWq18thjTxIaGsott/RBq9WyYcNG4uLiPB2aEKUa+cxzTJ//Jbut+eSbz69BolYoaeXlx7rlKzjl4hGWo0cPJzDQcSIpMCiZQYP60axZB7p3707Tpk2Ijz/D77//Lh0jxBULDfUnLCzwwlSt7hAbm8zNN7dz2/GEqOmaN29Ow4ZBQKKDUgsRkYUMGXIf8+eXPiX/5s1baNasIzfccANNmjQmLi6e33///aqmgr3Y848/wVcrlrPHVkiO6fx65iqFguZeeg78/ge7d+92yXGEEP+Ji4tj9TdL6Xn/3ZzFRLguEIvNTpohldZKb155fniZ6nvrrbFERKY7LNPpsujX7ya8vLwwGo2uCF8Ij3rvvdepFZZ80Sd5wE4gCPAlLU1P8+YtKmTtyn8tmD+fQffcTcOYaE4b8i4sURTu7UuTIrjt2ecq7NhCiIolIyzLaOV3K3jhgUeIPptBN5We69V6GqUVMO7J5/hs1ixPhyeEW/j5+eHr9+9YYzuQBpwD/p1uwUxEhMwVX53UqlULb5/SEgFG0lIS+GvBEq6zedNN7U83hS9Ja9bTt8eNFbJmQVWWnp7OokXfMG/efElWiiph29atPDTgDoKOnblw/9Mm38rMMeMYN/Y1lx8vKNiP8z3THbERHOKH3W7njz/+4Isv5vDrr79KslKUScuWdQHcnLBMISoqmKCgmr2msxDu0qNHd8LCna9R6+OTS//+fa6oLrvdzqZNm/jiizn89ttvLktWAhw8eJDBt/TDa9/xC9fYDoUKFr77Ec8/9ZTLjiOEKO6dcW8yddRY6qQXEJhvolaBGb9j8Txyx538sWlTmepq2bIJ4HwJFF8/I40bN77KiIWoHOrUiQAcJd+zOP9uMLvC14+0Wq3c2f82Ns9ZQBerF9er9XRT+pHx2xb63XgTqampFXp8IUTFkRGW5bBzxw4G3NLX02EI4TFmsxnsjqct+lcpa1+LKshoNF7Rz/yDd9/jg3ffc1NUQgh3OnLkCPcMHOSWY9kv8x74cuVCXE7LlnUxmy0kJGS47Zixp8/3RG/Vqh6bNx9y23GFqKkKCgqxWkDl9K2HmsLCQneG5NTp06d56N77PB2GEDXOD6tW8cOqVVddj81W+gsQm1VJUVHRVR9HiMrAbne+duT5cqVbpmO1WCx8/NEEPv5oQoUfSwjhPjLCUghRZkajkXPn0gGNky307Ny5z40RiYqWk5NDSko+4CxpGcDGjVe3ho8QQvzr2LE4QOekVMfhw66dglbUPC1a1OVMfBo2q/uy32fPpmM2W2jVStb5FsIdfvppDYlJXk7LMzP8mT37SzdGJISorlasWI3F7GxEmYKsLFy+hIIQnrJx41Yg0EmpitTUAlkyTQhRbpKwFEKUy8svv05Kcm3Or2F5MTXnzoby2mvveCIsUYFeffVNUlOiKfkz13AmPoh33/3QE2EJIaqhl14aS1JiJCVvVVUkJkQyatTrnghLVCMtWtTlzJk0tx7TarURH59K69aSsBTCHTIzM1nz0yYK8kNLlFks/hw5ksX27ds9EJkQorqZPn0WcXG+OOpwl5EezbvvTnR/UEJUkHff/Yj4uEBKDmJQkJoazZgxb3sgKiFEdSEJSyFEuWzb9ifDho3i5InaZGdHYLNFkJ4eyaG/g+nf/37OnDnj6RCFi61bt55nnhnHyRO1yck5/zNPS4vkwP4A+va9m6SkJE+HKISoJg4dOsT99z/NsaMRZGZGYLdFkJkRwdEjYdx77/84cuSIp0MUVVyLlnWIi3f/2jbx8Wm0lBGWQrjNM8+MYN68bZyJr4vRGIHVEkHCuWjWrknhllsGejo8IUQ1kZubS69eA/hrp4aUlChstgjy8sKJPV2XMWOmsnjxUk+HKITLJCcn07fvYA7sDyAtNRKbLYKcnAhOnYzm2Wfe5Ndf13k6RCFEFaYAZKW5S+j1enJzc/H39ycvL8/T4QhRqSkUCq6//nrCw8M5ffo0e/fudevxpb26n1KppFu3btSqVYsTJ05w4MABT4ckqghpr6I8rr32WqKjozl79iw7d+70dDg1RnVuryEh/qSlL+KtNxexadPfbj32gw/dyJ13XkdI8P1uPa6o3qpze3UVPz8/evbsiUaj4c8//yQ5OdnTIYkaSNpqzdCsWTNatmxJdnY2mzZtwmKxeDokUQ7SXq9MmzZtaNy4MWlpaWzZsgWbzX3LLQghqieny88LIcSVsNvtbNmyxdNhCDey2Wz88ccfng5DCFFD7Nixgx07dng6DFGNNG8eDUC8m6eEBYiNTSEoyI+IiCCSk7Pcfnwhaqr8/HxWr17t6TCEEDXA0aNHOXr0qKfDEMItDhw4IJ3YhRAuJVPCCiGEEEIIIWqM5s3rYLXaSDiX7vZjx8WmANBKpoUVQgghhBBCCCGKkYSlEEIIIYQQosZo1iyahIQMzGar24+dlJSJwWCiZcu6bj+2EEIIIYQQQghRmUnCUgghhBBCCFFjNG9eh7Nn3T8dLIDNZufMmTRJWAohhBBCCCGEEJeQhKUQQgghhBCixmjeog5n4j2TsASIj0+lpUwJK4QQQgghhBBCFCMJSyGEEEIIIUSN4O3tRb16YZw547mEZVxsCi1ayAhLIYQQQgghhBDiYpKwFEIIIYQQQtQIjRtHAng2YRmXSkCAD7Vrh3gsBiGEEEIIIYQQorKRhKUQQgghhBCiRmjWLBrAY2tYAsTFpQDIOpZCCCGEEEIIIcRFJGEphBBCCCGEqBGaNo0mMzOPvLwij8WQlJRFUZFJpoUVQgghhBBCCCEuUu6E5YMPPsiWLVtISEigbt3zD9vDhw9nwIABLgtOCCGEEEIIIVylabNoj04HC2C324mPT5URlkIIIYQQQgghxEXKlbB86qmnmDx5MmvWrCEwMBCVSgVAdnY2I0aMcGV8lZKfnx/PjxjBL39s4rfNfzDmjdcJCgrydFhCCFFlRUREMH7iBH7bspm1G9Yz9PHH8fLy8nRYQohLqFQqBt99N6t/+5V1Wzcz/dPZNGjQwNNhCXHFmjWL5ty5dE+HwZkzabRsJQlLIaqKjh078vXypazbupll36+ie/fung5JCOEC4eHhvPfhB/y2ZTM/b9zAsCeeQKfTeTosIUQpWrZsydyFC1i3dTMr1qymzy23oFAoPB2WEMJFypWwfP7553niiSd4//33sVqtFz7ftWsXrVu3dllwlVHDhg3ZuHM7PZ8dxqEgLQcCNbR/+F5+376NDh07ejo8IYSocnrfcgs/bd5Igzv6ciBAzbFaPgwYPYI/dm4nPDzc0+EJIf7h6+vLus1/8Nj7b3I6KoD9/moCb76Opb/+zMOPPebp8IS4Io0bR3HurOcTlnFxKTRvLglLIaqCyZ9MZ8qSryls3Yj9/moymkTz1pefsWDJYnlBKkQVdtPNN7NmyyYa3tWfAwFqjoZ6c/vo4WzauZ3IyEhPhyeEcOC1N9/k81XfQufW7PdXk1Q/nJc/mczKn1ajVqs9HZ4QwgXKlbBs0KABe/fuLfG50WjE19f3qoOqzBYsX8ZOiogz5GP/57Ozhny2WHL5YuEC+eMohBBlEBgYyEefTOMPYzZJhgIArHY7pwx5/K2zM3/JNx6OUAjxr9lz53A2xIejhjzMNhsAaYZCNhsyeXbsaBo2bOjhCIUoXWRkMHq9N2crQ8IyNoWAAB9q1w7xdChCiFLcdffdtLm1F38ZsskzmwAotJjZZ8ghuGNrnhs+3MMRCiHKw9/fn0mzZ7LZmE3ixc+hRXkc0Nr4auliD0cohLjUDT160OfB+9huyCbbZADAYLVw0JiLpVE0b733rocjFEK4QrkSlrGxsbRr167E57feeiuHDx++2pgqre7du1Pg60WR1VKizGyzkaixM/ieuz0QmRBCVE3/e/opTirN2Oz2EmXZJiM+keE0atTIA5EJIS4WEBBAk3ZtSPvnwfBSR+1GXh47xs1RCVE2TZpEAXD2rGfXsASIj08FkHUshajknh05gkOGPIdlxw15PDD0UfcGJIRwiWH/+x+nlWasDp5Dc81GtGGhNG3a1AORCSGceXnsGA6Z8x2WxRsLuWXA7ReWrRNCVF3lSlhOnDiRmTNncs8996BQKOjcuTNjx47l/fffZ+LEia6OsdK47obuZJYygDLVZub6Hj3cF5AQQnhQeHg4DRo0uKqR5V1v6E6SodBpeY6XymEHGSFExdPr9TRs2BC9Xk/z5s3JUticbptuLKRpixZujE6IsmvSpDYWi5WkpCxPh0JychZFRSZatJCEpRCVmU7vh8Xu+PpnB2waNRqNxmXHCwsLIyYmxqV1CiFKur7HDSQZi5yW53pryr3sk5eXFzExMYSEyCwKQpSHt7c3MTExBAUFFfs8KKyWw0FE/8rHRlhYWEWHJ4SoYOV6yzx//nzUajUTJkzAx8eHb775hoSEBIYPH87SpUtdHWOlkZ2ZiRbna1ToVGqSsrPdF5AQQnjAzb1788b4d1Hq/TDbbehR8vuatbzx6hgsFuc3j47k5eaiU0eQ/88UW5dSW+3k5zvuQSeEqBhRUVFM+2w20Y0aUmC34atQkZeSikbhvLeqSqHAbDa6MUohyq5p09okJWZisVg9HQo2m50zZ1JlhKUQlZyi5OCrYtQKRZnvfx258aabePOD8agC9Jhs5++vN/76G2NfHuWS+oUQxeXk5KBTRWOyOb4nUFmt5OXmlqlOHx8fPp4+jQ7XdSVPYUOnUFKUnsmrI0aye9cuV4QtRLUWEBDA1NmzaNG+HXlY8VYoyUlMZuQzz3H06NHLXpO1SiWFhc47xAshqoZyjbAEmDNnDvXr1ycsLIyIiAjq1q3Ll19+6crYKp3vln9LY53eaXlzH3++mjPXjREJIYR73TbgdsbP+oT9PvCXJY991gI2W/NodHsflq1aWeb65s76lAYKL6floSYbGzZsuJqQhRBlEBYWxg+//UpO4zpss+Sx31rANksu8REBNIuIctptq4HWj0VfzndnqEKUWeMmtTmXkOHpMC6Ij0+jhSQshajUDuzaTaiXt8MyP7WGc6disTuYUrIs+vbvz4efz2K/r5Kd5v/ur+vfejPfrf4RhcJ5p2khRPnMnTWb+gqt0/JQo43ff//9iuvTaDT8+Nuv+HfvzBZrHvstBeww53EsSMdni7+mU+fOrghbiGrLx8eHNevXoezYki2WXPZbCthuziMuIoBFP6yiadOmrP/lF2rrfB3ur1WqKEzLJCcnx82RCyFcrdwJy39lZGSQlub5dWDcwWg0otd60Tqo5PDyRv5BhOh8pSeHEKJae2P8e/xpyMZyyYuZM6ZC9E1i6FHGabE3bdqE5VwykV4+JcraevmzeN58jEYZtSWEu7z9/ngOa63kXDJaMtds5FBeJjfXqlMiaRms1RGaW8SSb75xX6BClEOTJrU5dy7d02FcEB+XIlPCClHJvfP6G7S2e+GtKj45lVap4hq1ntdeHnXVx3jrg/FsM2SXmHr2rKkAXUwdbu7V66qPIYQobtu2bRjjE4jSlnwObe2l59uFiygqcj5l7KXuf+ABCsICSTYVfydotFnZZsrho2lTrjpmIaqzZ154nqQAHemm4u2uyGphpzWfSZ9MZ+rESTQ0KdBrinc2UCsUdPEK4I1XRrszZCFEBSlXwjI4OJgZM2Zw6NAh0tLSyMjIKPavurrr7sHsy03HS6ViYN2mdAyJpH1IBAPqNiFM58ufmUkM/d8Tng5TCCEqRKdOncjRqrDhuBf5SWsRz44cUeZ67+x/G0U79nO92p/mXnpaav24QaVn5czPmDJx0lVGLYQoiw5du5DmZF3Z/ZkpeJksXI8vbTR+NPPS00WtR3/8DP179cZkcjy1sxCVgUqlJCYmnIRzledZJS4ulYAAH6Kigj0dihDCiYSEBO69bQBNs4xco9bTzEtPe40fbQvhiXvv58iRI1dVf/v27cnTqrA5GaV50lLEMyOGX9UxhBCO3XX7APK376XbJc+hqz+dy8T3PyhTXQ89PpTTRsdLmZhtNtRBAdSuXdsVYQtRLQ0YfBdnihy3oUKLmdC60ZhMJgbdcit1krLprDl/TW6n8eMak4ZRjz/J9j//dHPUQoiKUK41LL/++msaNmzI3LlzSUlJueopUKqKiKgoirBzKj2JvYpkwnS+KBUKDmamYrHbCNTqCI+M9HSYQghRIUJDQzGpFeAkJ1FoMdMoOKTM9RoMBoY99DABAQG0adMGo9HI7t27sVo9v8aYEDWOSgk258U5hQV0adOWdu3aodfrOXr0KKmpqe6LT4hyqlcvDI1GzdlzlWdmmLi4FABatqxHYmKmh6MRQjhz4sQJbr6+Gw0aNKBu3bokJSVx/Phxl9QdEhKCSa0Es+Nyg9WCf0CAS44lhCjOaDTyxCOPXngONZlM7Nq1q1zPoRqtF1a785tog91GcHAwCQkJVxOyENWWQqXCjvO2Z7BZ8ff359y5c9x6481ER0fTsGFD0tLSOHz4sBsjFUJUtHIlLLt160a3bt04cOCAq+Op1Pbv2csND99PImC120m6pOdHsFLD6r9kIW0hRPV09OhR9GbnHVRq6Xw4dHBLuevPyclh8+bN5d5fCHH1bEYTCiUOx1ErAJvBhN1uZ+/eve4OTYir0qTJ+VENlWmEZXJyFgaDiRYt6vDbb9KmhKjsYmNjiY2NdWmdx48fx9/i/P46xMub40f/cukxhRDFueI5ND0lBd9GURRYHPc+0KMkPj7+qo4hRHVWmJuLNtQXk81x0tIHZbEl6c6dO8e5c+fcFZ4Qwo3KNSXs0aNH8fZ2vPB8dfbLzz8TarLho1bTNjic2+o05rY6jekYEomPWkM9m4pvvv7a02EKIUSFiI2NxZiaTqBGR+ugMPr/8zewc60ofFQamqJl6oSJng5TCHEVli1cREOd3mFZjM6P5TVoncqOHTvy9fKlrNu6hW9//IEbb7zR0yGJq9C4cRRGo5nU1BxPh3KBzWYnPj6Vli1lHUshqrr69eszbfYs1m3dzJr1vzPkwQfQaDSX3e/MmTPkJaaUWI/rX00VXkz+8CNXhyuE+EdERATjJ05g3dbN/PLHRp546kl0Ol2Z6/n4/Q9ori65HiacX+/99KEj5ObmXm24QlRbsyZPpZnWz2FZhNaHnZu3YDY7mY6gnFq3bs28b75m3dYtrFy7hr633opCoXDpMYQQZVeuhOUzzzzD+PHjueGGGwgODkav1xf7d6VeffVVdu7cSW5uLikpKaxcuZImTZoU28Zutzv89/LLL1/RMe69917sdjsrV64s0zk6YrPZ+PDNt7kjugn5ZhM/nT3B6rMnSDMUMiC6MXNnzi7TotxCCFHVvDFqNP1rx2C0Wlh79iSrz54gsSCP2+o0YsuaX4mLi/N0iEKIqzB9yhRsx+NorvNHrTh/m6hWKGnu7Y/9eDzTPp7s4QjdY9K0qUxZ8jWFrRux319FasNIXvt8Bt98t1weYquoxo0jSUjIqHRLWcTHp9GyVT1PhyGEuApDHnyQ5b/9THCv69nvr+ZEmB/3vzmG37duwd/f/7L7P/HQw7S3aKij++9FrZ9aSxddIEs+/YKTJ09WZPhC1Fi9+vThp80baXBHX/b7qzkcrKPfS8+xaecOIsu43NOff/7J1lWr6agLwFt1fjI7BVDf248m+VaeffwJ15+AENXI999/z6nNf9JW54+XUgWAUqGgobeeqIx8Rr840qXHe+Ptt/h0xTJsHVuw319FYr1QXpw2iVVr16BWl2tCSiGEi5QrYZmdnU1AQADr168nNTWVrKwssrKyyM7OJisr64rr6dGjBzNnzqRLly707t0btVrNr7/+io/Pf72SIiIiiv177LHHsNlsfPfdd5etv27dukyaNIk//vijPKfp0Muvj2Xl2eOcysu6MF3amYIcvjtzlKFPP3lFvSiFEKKq+mjaFL4/d5LjuZnY/vkreK4wjxXxR7mxb59if7+FEFWP1WrlrtsH8NW492ieZaCTSU2LbCMLxo3nrtsH1Ii1ZQcOGkS7fn34y5BNnvn8or1FVgv7Dbn4tm7GS6+84uEIRXk0blybxITKMx3sv+LiUmjRQkZYClFV1a1blxfffJ0/DFmkGgoBsNhtHDfkcdpfwxdfzb9sHQkJCfS6vjv7Fi6nk1FFJ5OaoBPnGH7/QzWmo5AQ7ubv78+EGdP5w5hNkqEAAJvdzmlDPge0Vr5aurjMdY4d9QpvPv40UWfS6WRS07FIwebZ8+jd/Qays7NdfAZCVD9PDR3Gx8NH0SA5l04mNe3ybaz5eAa39LyRwsJClx2nR8+e9BpyL9sN2WSbjAAYrFb+NuZialCbdz5432XHEkKUnQLHyxSVaseOHVgsFqZNm0ZKSkqJnsrlTRCGhoaSlpbGDTfc4HT++JUrV6LX6+nVq1epdSmVSjZt2sS8efPo3r07gYGBDBo06Iri0Ov15Obm4u/vT15e3oXPb7jhBl7/YhYHTXkO92ui0/PNW++zeFHNmS5NCACVSoWfnx95eXnYbM4Xmq8IztqruLx/k4tXeuPXrl07Pl76Nfuc/A2M0en5ZeosPp05y2UxiupF2qvrKZVK9Ho9+fn5NSKZ6A7rtmzmcJAWs5PrWTd8ubZ1GzdH5X7Vrb2ePPUFO3ce57NP13o6lGK6dm3G+x88Qp3oR0mohAlVUTVUt/ZalUydOYOQPjeQ+k/C41JdNf4M7N6z2LpbV8OTz13i6klbrTxGvjKK6554mHhDvsPyjlo9Tw0czNGjR90cWeWh1WrR6XQ1dipbaa/V1w+//My5OiEUWS0Oy7ur9HRt3fayz9cKhQK9Xk9hYSEWi+O6hBBlV64Rlq1ateKxxx5j2bJlbNq0iT/++KPYv/IKCAgAIDMz02F5WFgY/fv3Z+7cuZeta9y4caSlpfHll1+WO55Lde3ejcxSRoWn2sxcd8MNLjueEJVdZGQk3323mFOn9nDw7/WcPLmXOXNm4efneN55UTkMHnwn+/f/ybFj2zh2bBv79//JXXddvkNH5y5dyNGqnJYnWwx0vaG7K0MVQjgRHBzM119/yalTe/n77/WcPLmHb76ZR3BwsKdDq/J8AvydJisBLGqljCavYjQaNfXqhZFwLt3ToZQQF5cCIOtYClFFtWrX1mmyEiBLaadFixZXfZzw8HC+/fbrYs9dc+fOLtOSPEKI/1zXvTtJJudLOuXqNLTv0MGNEVUeLVu2ZP36NZw48Rd/H9rAiRP7ePfdcahUzt8FCFGVBNYKdZqsBCjARlhYmNNyb29vPvlkMidP7uPvQxs4eXI3P/64nLp15X5eCFco16TMu3btok6dOhw/ftylwUyePJnNmzdz6NAhh+WPPPIIeXl5rFixotR6rrvuOoYNG0a7du2u6LharRYvL68LXzu76c/OzESL83WLvFVqkmSaB1FDREZGsnnzL8Q0zADOXPj8kUdacc0167juuptcOmXDv660vQrHRo16kVdGP0xISCJw/oV87Wgln342jvr16/Hxx1Od7puTnYW6lLW/vFVqcrNzXByxqMqkvVaMwMBAtmz5jSZN81Aq//v7W69+DO3br+O6624u0xT94hJ2O6Xc7qFWKDCZTO6Lx02qc3utXz8MlUpZKUcwJidnU1RkpGXLuvz6615PhyOqiOrcXqsao8GIJtD5qHytHfLzHY/gulLh4eFs2fILDRtlcfFz18N1W1x47ioocJ40FZ4jbbXyysnJRqeKxmRzPIJKZbGSVwNHFnbs2JHvv19AVO0ELv57M/KlvlxzTQf69RtU6dYDdxVprzWH4jK/w1ql0un7TK1Wy8aNP9OuvRKN5r82UrdeMK1a/UTPnrcRHx/v0niFqGnKNcLyk08+Ydq0aTzyyCN06NCB1q1bF/tXHjNmzKBNmzbcf//9TrcZOnQoixYtwmg0Ot3Gz8+Pr7/+mieeeIKMjCt7KTFmzBhyc3Mv/EtISHC43bfLlhNpdl5PtFXB/C/mXNExhajqZsz4+J9kZfEHcJU6hxYtbLz88ogKOe6VtldRUkBAAM8//xghIef4N1l5no2QkHO8MHwo/v7+Tvf/afVPhBud39jVtauZO/tT1wUsqjxprxVj/Pg3adK0EKXy0qmJcmncJJ8PPnjbI3FVF7v/3E6YzvEISh+1hqTY+Go55U91bq+NG0cBcO5c5UtY2u124uNSZYSlKJPq3F6rmq++mEOM1tdpub/Jxp49e67qGNOmTfgnWXnJc5cql+YtLLz66stXVb+oONJWK685M2dTX6F1Wl7LZGfdunVujKhy+OKL6UTVPgMUf+/q7Z1B167R3HJLH88E5gbSXmuO9T//Sm1vxzPDaZUqCtIyyMlx3Bn/qaeeoE0bLzSa7EtKCqlXP4XPP5/u2mCFqIHKtYalozmc7XY7CoUCu92OWl22gZvTp0/njjvu4IYbbiAuLs7hNt26dWPz5s20bduWAwcOOK2rbdu27Nu3r9iLJKXyfF7WZrPRtGlTTp8+XWwfR71oEhISHM5TPmHqFJrf2ovjpuIPC/W1vuTv+ZtH7h9yRecsRFWmUqk4dWoPdeudcbrNkcPhtGzZ2eXHLkt7FcU9//yzfPzxg6g1jqfEM5tDeWnkQmbMKLkGpbe3Nw0aNGDo/56gVb/eHDIW/15Ha31QHY9j8O0DKyR2UTVJe60YJ07spWGjc07LT52MpnHj9m6MCNRqNY0aNcJsNnPq1Cm3HtvVIiIi+GnjenbaCym0/NdTTatUcZ02gIcGDuLw4cMejLBiVOf2+sILt/PhR4/S79a3KuWogNGvDiYoyI+uXSTpIK5MdW6vVY1areb3LZuJD9KRZjJc+FwBdPIOZNab77F40aIrrq9u3br4+flx+vRpDAYDSqWSU6f2Ua++89Eax45G0rz5NVdzGqKCSFut3H745WcK6keQeMnUsG28/Pl57gI+/uijCj2+v78/derUIT09nZSUlAo91pWIiYlhy5blREQmOtlCw4b1Vm6+ub9b43IXaa/n+fv7Ex0dTUZGRqX4vawIQUFB/LrlD/aqTOSZ/5s5R61QcL0uiGcffIQd27c73Hffvm20aZuJs3TK2TN1aNHiepn5QIirUK4pYRs0aOCyAD755BMGDRpEz549nSYrAYYNG8auXbtKTVYCHD16lFatWhX77L333kOv1zN8+HDOnj1bYh+TyXTFU3u9MuJF3sh5i7seGEK2RokNO8EWWLf6J155ceQV1SFEVefr64tSVfri0xpNuQZwX1ZZ2qsoLiamHmqN8xHqGo2JmJh6xT7z9vbm00+nc8MNnfD2MWG1qECho57Wm3hjIXYUhNiVZCUms/f4CZ546kmWLPqmRt3QC+ekvVYMjaaU+UoBrfZ8eceOHbn9zkHYbDZWLlvOwYMHXR6LQqHggw/e4e67b8fH14TdriA3R8mHH05j/vwFLj+eOyQnJ3N3v9v47Kt5eNUKIU8JPlY7qvxC/vfIA9UyWQnVu702bhxFQkJmpUxWAsTFpnD99S0udP4U4nKqc3utaiwWC7f17sNn87/kupYtyFLY0NghwGJnyiXJyvbt2zPgrjsBWLX8W/bv33+hrF+/W/nww7cICVWhUlopLPTi99+38sorr6O67HNX6fcFwnOkrVZug28fwIzPP6Nbl85kKGyogGCrgq9mfc6MqdPKVadKpeL2gQPp1OVa0lNTWbRgIampqcW2CQ0NZd68T2nTphFeOhNms5pzZ3N44onn+fvvv11wZuUTHh6OTlfaLCJmAgMD3RWO29X09hoSEsK8eZ/Stm1jvHQmLGY1587l8L//Db/su/hLabVa7hw8mNbt2pJ47hzfLPy6Ui1ZkpWVxR19+vLFwq/wj4ogRwneNjtehUZeevZ/TpOVAF5eKkob+6VWn28nkrAUovzKlbA8c8b5qKqymDlzJkOGDGHgwIHk5eURHh4OQE5ODgbDf70T9Xo9d999Ny+99JLDer766isSEhIYO3YsRqOxxBqY2f+sK+lsbcyy8PX1pVOXLmRbzBi9vEChINNopF2HDgQFBV3xNLRCVGV5eXlg15WyhQKj0fE6LsJz9u//G0NRd3TejpOJhiIv9u//7wFJpVKxfv0aOnRUotFc3NkjGVVKXT6d8hl++kAGP/wQRXXCiIruTVNFX/734gg+nzKVLz79rILPSIiayWAo/cWlyQS//rEJZXgIKSo7CmD6PXeSH5/AkLsGu7RDweLFX3HbbY3w8f3vb0REBEyaNJzg4EAmT66aU+KcPn2a3t17ULduXerVq0dycjInTpzwdFiinBo1iiIxsfLeo8fGpqDXe1O3bi3i41Mvv4MQolLJy8tjyF13ExISQvPmzcnPz2f//v0XOiAEBgayZOUKNFFhpKjOfzbl7kEYE1K4945B3Hzzjcz+9F3Cws5y8bINDz3cmsaNl2A2l9YRVEFhYSnr1gghnDKZTPzv0cfQ6/W0adMGk8nEnj17HM4qdyU6de7M7PlfkqKBDKw0Uaq45/GhbPppLa++dH4WBb1ezx9//EKz5rnAf/fPtWtrWLt2CX363M2RI0dccXplFhcXR2GhhsAgZ1voSExMdmdIwk3+/b1s3iKPi38vo2pr+Omnb+jb994rfqd+c69eTJgxnQSVjWysNFOoefjZp/luwddMGP9+BZ1B2SUkJNDvpl7Url2bmJgY0tLSOHr06GX3y8szACrA8d8Jk0lDerrjWc2EEFfmihOWt99+O2vXrsVisXD77beXuu2PP/54RXU+88wzAGzatKnY548++ihfffXVha/vu+8+FAoFixcvdlhP3bp1sTlZ5N7Vvl6+jJz64Zww5UL2f58Hhen59scfuPG6690ShxCedP7hWw0EA5kOyqNJSXE2jYjwlCVLlvHWW6OoWy+Dkj3CFKSm+rJkybILn9x11520bOWLRnPpNCA2wsLP8MILT5FmV7OhKPNCbWnAaeDhl0YQHxfPrz//XGHnI0RNtXTpSka/2h+ttuSDkMkUgspLT2IEZFw0dXMSUKteOIu+W86APn1dEkfz5s3p2bMVPr4l13cJDknk+ecfZ9asz4t1Qqtqzpw547KOesJzGjWO5K+/Km/COTb2/HW2Zcu6krAUogrLyMhgy5YtJT5fsmoFSZFBZJqKX5dDagezZOUKYmoHExZ2hkvvz7XaHNq2i2DL5pPUqRuGWp1dou6iolDmzFno4jMRombJy8tj69atV1VHREQEsxd+xTZLLmbDf+8nzwBtbruFEUnJTJ00iZdfHkHjJgYuXZMWzNSOTmDWrI+58cZ+VxVLeSUlJXH6dDpRtXVAyfv3jPRQ3n33NfcHJircyJEv0LiJEWe/lzNnfkzPnpd/hmzcuDEfzp7BZmM2VvP5a1oaEAfc8ugDJJ47x9dfVa5ZeBISEsq0XunUqbP59NOX8NOXTN7bbHq2b9+P0eh8ZjMhxOVd8ZyNq1atIigo6ML/nf1buXLlFR9coVA4/HdxshLgiy++wNfXl9zcXIf13HjjjTz22GNOj/PYY48xaNCgK47LmSZNmhAcU49UU8kLd5bJgDkkgG7dul31cYSo7NRqNXaMQEMg/KISBVAHhSKE2rXDPBOccMpgMDBixGskJ9cDvC8q8SY5uR7Dh48tdmP13HOP4+fnrGeYjajaXsQqLA4nw9hrymX0G6+7MHohxL/Gj5/A7l1FGI21OP93F86PbK/FieMaThsMZBiLSuyXZirCv140zZs3d0kcw4c/TVi443szgPAIA/37V881bkTVoVarqFcvjMSEyjvCMi0th7y8Ilq3ru/pUIQQLtaxY0c0EWFkOniHkGEyEBpTn7BwcDa9XEBABt7e3hw8oMRsDr2oREFRURjb/8xk5sxPKyR2IcSVe/GVURxVmjA7GExxxJTPkEcfQalUctddt6FSlez0fZ6JmIZR+Pj4VGywpXjwwceJPR2OzRZw0adqsrOjWLZsIzt37vRYbKLiDB48ALW6lN/LmAj8/PwuW8+YN8dx0FaE1cESBwcMeTwzYsTVBVoJLF68lA0bYsnPj+DitIrVGszRI748/fRwzwUnRDVxxQlLlUqFTqe78H9n/9Tqcs0yWyXcNnAgKVrn60MkKizcdf99boxICM/w9vZGoTADewAf4BqgA9CR8w/b+1CpPBigcGrVqh+4pc8QflqdzYnjkZw8EclPq7Po0/t+vv+++Oh4Hx9vnE1zAaBSm52utWW22fALCUYlvwhCuJzJZKJnz1t4/bUl/H0wlJMnIvn7YChvvL6MXzZsI0HhfO2ZFDUMGHSHS+IIC6sFOO89qtPZqVUr1Gm5EO5Qr14YarWKhEqcsITz61i2bFXX02EIIVxs4OC7SFI7nw0qT6vE16e0NSjN6PU+dOvWi3feXsXhQ2GcPBHJgf3BjH5lPn363F7u6SuFEK7TpVs3UgyFTstzVXaaNm2KSlX6mrNKpeWKEkMV5cyZM3TpcjOzZ+3i2NHz7wt27tAx9LG3efbZFz0Wl6hYavVlfi9VFvR6/WXradyyBVkOOugA2LBj0WmoVatWuWKsLOx2O3fccS/DX5jJvr0BnDwRydEjEXz04W907XrThWXphBDlV6bsYmxsLJGRkaSlpVVUPEKIKiA/Px+TUcn5ZFbsP/8upiQ31/nNuvCsgwcPcvvtgy+73cmTsXToWAdwvFi4zRZItqmUqTNKv+cVQlwFs9nMxx9P5eOPpxb7/KMpk0vdzw6gcE3j3L79L/rfNhiNxnEiKDNDxd69+1xyLCHKq1GjSIDKn7CMS5ERlkLUQHkmEwajHxqtsy30/P33EYqKihg//iPGj//IneEJIVzk326+WVl5nH8V67iDocmoJiPDs/csaWlpPP/8SI/GINwrMzOX0n8vNZILuIjdbmfevPnMmzff06EIUS1d8QhLOD+Fa022+vvvCTM5Hk0EEGVXs2LJUjdGJIRn2O12Vqz4CaMx2GF5Xm44kyfPdnNUwtXeeecjUlOcjY7yIzvHisJJVlKjVFInIpIff/uF62WqbCHcZtWy5UTZnI9sbuEfwgNDh7Jq7Rrat29/Vcf69NM5pKQE4Lh3gobERCs7duy4qmMIcbUaNYrEZDKTlpbj6VBKFRubQrNm0ajVMjOBEFXRo8OGsnnXX+w4eoidh//m62VLadCgAd9/+x0RVuevXfyNFk4cT+H8rDUlJSeFMH78xAqKWoiK17BhQ775bjk7D//NjqOH2LzrLx5+9FFPh+VyO7ZuJVznfCrXAJuCY8eOMWHCNHKyHS+fYzYF8fPPG2TUtHC7Dz6YQnaWs9/LQH75ZRMWS/Fkplqt5pUxr/Ln/r3sOHqIHYcOovf2IUirc1iPEgVqg1kSn0KIyypTwrKmO378ONoCAxHevsToA7k5sgG9ohrQxD+EEK03UWovNm/e7OkwhXCL1157ix3b8ykoCAf+fbmmITs7itWrD/DNN4s9GZ5wgcOHDzNlylekpdXlvzUvFZiMoaSnN+TI8Xj6htUj2MENabfwOmzLTCI2IoBJ8+Zw3wND3Bq7EDXVn3/+iSo9m2Av7xJlYTpfNGo1vxWmkVQ/jLnfLePLhQtY/sP3zPj8M1q2bFmmY+Xm5vLC82NISqwP/DdFkNUaRFxsFHff/fBVno0QV69Ro0gSEzKx2Zx3OqwMTscm4+WluTAiVAhRdcyeO4d7Xx3JLp2VLeZcNlvzMLRtzLc/r8FgMGBLTnd4vxyi1WFMTKF//7s4fizokjUqfUhNqccHH8zi9OnTVxRHSEgIY8eNY9n3q5g9Zw5t2rRx0RkKUT5t27Zl2dqfKGjZkM3WPLaYc9mtszJk7MvM+Kxqrb3q5+fH8JEvsuz7VcxZuIDrrruuWPmUCRNpbtOiVpR8zdpM68eSrxZgs9lYteoHVqzYSVZWbeDfodVKCgvD2LXLxMiRr1b8yQhxidWrf2L58m1kZRb/vSwqDGP3bgsvvvhKse1VKhWr1vxEl6EPsE1pYIs5ly22fOJ1Cm4Mr4vKwYCn1jo9s6dNq/iTuYywsDDefPddln2/ik8++5QWLVp4OiQhxCUUOFvd3QGr1crrr79Ofn5+qdt98sknVxuXR+n1enJzc/H39ycvL+/C51qtll2H/yYiKorD2WkcycnAbrfTyD+YdsERpKWm0q19B7KysjwYvRDuo1KpuPfee3j++cfx9fUmIyObDz+cyi+//Oq2GJy1V+E67du35623xlC/fm0Cg0JAp2d7biapxiL8NV5cExKBEgU7M5MI1HrRIrAWp3KzOJR9vuecAuihDaRbuw4UFRV59mSER0l7dY+QkBCWfr8SagWTrLKhREFj/2D8NFrWJcZisllp4h9Ms8BQ9mYkk1pUgK9GSwO7hti/9jD0oYedrk/rSExMDG++OYZ27Vpit8PateuYNGmax6ezElenurTXH34cR3CwH6+NXeDpUErlH+DD99+/wX33fsSyZVs8HY6oYqpLe62Krr32Wj5cOI89xpKjuL2UKlrmWrizX3+WrlqJKiKUZJUNUBBhVWBOTOXeOwaRk5ODn58fzz77JPfeOwiVSsmpU/G8+eb7HDx48IriuOf++xj9zlucxESayYCPWkMMWs7sPcCjQx7AZnO+jqZwn5rWVjft3M4BXyUmW8kRgx29Ahh534Ps2bPHA5GVTY8ePZjy+WecVppJNhXhpVJTX6HFeCaRwbcPwGA4v2Zfl65dmTl3DkkaO5lY0SlURFsUbFn7C6+8WHyK1ZtuuonXXnuJWrWCKCw0Mnv2lyxatLjEKDbhOTWtvQLceOON//xeBmMwmJg1a67D38uhjz/OoNEvctyQW6KOFgEhtPQNYl9mCllY8VWoqGNR8v03i3n/nXfddSoOPTpsGM+9OurCtVL/zzPw0W07ePKxoR6NTQjxnzInLM+dO1fq9AR2u52GDRu6IjaPcXZRGnzPPUye8zm/Jp0mx2Qsto+PSsNtdRsz5e33mDxRpmwRwl1q4k2kp3Tt2pVJC+exvahkp4z2gbVoEBDC8dwMjudklngobeTtz7fvTmDhV1+5K1xRCUl7da9rrrmGj6ZOJrBJIw7lpJFmOL+2cKiXN9fUiuLnc6dK7NPIy48dXy/z+MOk8Lzq0l6PHP2UAwdimTXzJ0+HclnLvx3DZ5+u5Y03vvZ0KKKKqS7ttSpavOI7cpvXJ99icljeUaNnWP+BnDp1io4dOzJw8F1gt7Ny+bfs3bvXJTE0a9aMBT+uYoshq8TLnRitL/uWf8/br7/hkmOJq1OT2mqzZs2Ytepb9podn6deo8V7/wkeuvc+N0dWNqGhofyybQubTdlYL+nQF6n1pmjnAYY99N+sImq1moF33EHHLteSkZrK118tICUlxd1hCxeoSe21rDZs38Z+P2WJNvGvbhp/Zn80iaatWpJ49hyLFiwgMzPTzVEW1759e2YtX8w2B++zmmj92PjlQj7+aIIHIhNCXEpd1h2uueaaGjvf9A09e5JsKCiRrAQotJo5mZtJz5tvlISlEKJaGj3uDQ6YHY+w35edRkxgKH9nOb4+5NmtNGzSuCLDE0JcYteuXSQkJnEs2Jsi63+9YtuGRPBnyjmH+5w05jPo3nv58L3xMhpDVHlKpZIGDcL5ee0uT4dyRU6fTqZV63qeDkMIUQZh4eEkOklWAhQooU6dOpw6dYrdu3eze/dul8fw6ptvcNBW5LAn+mlTAf3vHMT4t96WkVvCrerUqUORWgFmx+V5ZhMxtWu7N6hyeHb4cE4oTA4TM0mmIq6/pgOBgYFkZ2cDYLFY+O7bb/nu22/dHKkQ7qPReWG1O7/2Fdqs/PLzz8yfN8+NUZVuzFvjOGApcFh23JTPvQ89yOQJE8s005AQomKUaQ3Lmt5o/QP8ic1zPt1rbF42vn7+boxICCHcJzQqkkKL4ydOO1BgNuGlVDks1ytUnDp+ogKjE0I4cvrECQI1XsU+81GpyTGX7Hz1rzylnejo6IoOTYgKFx0dglarJiHRsz26r1RsbDJt2jTwdBhCiDJITUnBT611Wu5rg7Nnz1ZoDA0aNSbbZHBanouNevWkM4RwrzNnzuBtcf4OUa/RkpSQ4MaIyqfbjT1IMDhOcgBkqhW0b9/ejREJ4Xlmg9HhOpX/8lYoK91yaZF165BvLiXJqoTw8HA3RiSEcKZMCUtFKX+MaoJ9e/agVjr/lqmVSv4+sN+NEQkhxOX169+f1et+Y+NfO/hl00YG3303ylL+ljmjuEynFS+FEpuDvt0KINqq5Ntly8p8TCHE1flsxkwa2jXFPrvc/ZwaBSaT84c5ZyIjI/lo8sds+msHm/7aweRPpkviU3hUo0aRACQkVI31VE+fSqZBg3D8/Lw9HYoQ4hIX30//vHHDhfvpqR9NoInKcZv1UqqwZ+Vy6lTJKdhd6XJvadSK8l3XRc2kVqt56JFH+G3LH2z8awerfl7LjTfdVOZ6jh07hio3H62TDq1NlN5MqQLTL1rNllITM0q7XdqXqJZ63ngjq9auYeNfO/hty2YeeuQR1OrzEzUunPMlDb30DvcL9tJx6u/DF9Z2rTQuMwZLrVRKWxaikijTG+u3336b/HzH0wHWBMuXLCVG7eO0vJlPAF9+9rkbIxJCiNJ9tfgbXpw6kbjIAHbrbBwL9Wbo+2+xcs1PqFSOHx6dObhnL6Fejl/IaJRKCtLS6egVUGyUpU6lpqsuiEnvvkdRUdFVnYsQouySkpL4dv4COuoC0PzTUSG1qIBIbz+H26sUCpSFRSQnJ5fpONd06sSPG9dT+/Ze7NLZ2KWzEXZrT1atX8f13btd9XkIUR6NGkVhsVhJSa5cPbydOXX6fLtrLdPCClGpXHo/fbyWz4X76V27dnFsy5+00OmLJTUCtF501fjz3ONPVHh8G9etI0rn67BMiQKtwVzhozxF9eDl5cWa39dxz+ujOByoZbfORmLdUN74bAbTZ88qc30vPPEk12n88b9otg+VQkFLLz2HNm5mz549rgy/QixZ+DX1vRzfNwMEW2Dnzp1ujEiIijdt1kzGfT6TxHq12K2zcThQwz2vj2LN7+vQ6XR8NW8eirgEYnTFk5bhOl9amVSMfO55D0Xu3K5tfxLu7fhaqVYosOYWeHydTSHEeWVKWL7zzjsUFRWVGJnTuXNnunfvfqGnRXWVmJhIiLcPDfVBJcqifPRE+/pz7NgxD0QmhOf07XsL69atZteuP/jhh2V07tzZ0yGJfzw6dCi1rmnLAUMORpsVgDq+elpFhNC9Ryf2H/yrTNPXvP/W27TCq0QvWQXQSRvAiKee4bUnnqZRWgE9vIIYEF6fO6Ia4qdW89zIF3nymadr/Eh9ITxh4vsfMHHkaFpmm+mm9sc7t5BuwZHoVCXv2zp6BTDh3fcACAgIYMKUyez4+wDbj/zNn/v3MnrsGDSa4iM2lUols+d/yTZLLimGwgufpxQVsNWUzfTPPyu2j5eXF088MYxt235n164/+OKLmdSvX79iTl7UaA0bRpCcnIXVWjXWYz0Tn4rZbKVtW5kWVojKwtH9tNlm44ghF2vDaEa/9hpPDR3G0g8m09GgopvGn+5qf7z2n+Duvv04dOjQFR1Hq9UybNhjF66Nc+fOJiYm5kK5v78/H3486aJr8j7GvPE6Wq2W6R9PpolFjbej67ougI/f/8A13wxR7b0/aSKZkUEcN+Rh+Wd2nSKrhb2GHFr06sHtt99epvr279/PPbf2x+fgSbqr9HTT+HONQcU370/i2f89WRGncEHPG29k7Yb17DjyNzsO/833v6zlmmuuKXM9ixctIrzARMAlSywAtPTSs+SrBZjNThbqrGSUSiV33TWIjRt/ZteuP1i+/Gtat27t6bBEJaFWqxn5yigOnTpJlzsHsNeQQ5H1/NrHFrud44Y8MiKD+GDSRKxWK3fc2o8/v/ya62y689c+pR9Z67dxa8+bSElJ8fDZlDRh/Ps0t2pKLGOkAK7RBfLB2++Uu+527dqxYsVidu36g/Xr1zBw4IByzWomhDhPwWUHRf8nIiKC5cuX06VLF7Zu3codd9zBwoUL6devHwAnTpygZ8+eZe6VX9no9Xpyc3Px9/cnLy/vwue9+/Rh9KfTCdDrCdDoOJGbgdVup7F/MCablXO52Xz73kTmzZ3rweiFcA+lUsnq1d/R9bo6BASkA2ZAR0Z6KMuWbeTZZ190SxzO2quATTt3sNfHjtVuR6lQcGe9BoR7p6NVnQEsgDdpaaHMn7ea0aNfv6I627Vrx+z5X5LvraXAS42X2UqoycYHb77Nim+/BaBu3bp8/9svGAL98FZrMFmtHMvJIAglOfsO88Dd91TcSYtKTdqr60RHR/P0C88T06gRp0+eZPb0Tzh37twV79+sWTO++HoBRr0PBV5qNBYbtUw2pk+YyML5XxEUFMTaDes57asi6aJ1exro9PicS+X2PrdceDkzYMAAnpz0PkeNjn+mTXR6vnnrfRYv+oaQkBA2blxLw4ZWdN6ZgA3wJykphNGvjOfrrxdfzbdFuFB1aK/ffjeG6OhQRr8yz9OhXLE5c19g3W/7ePrpso9kETVXdWivldXF99OOdMOXa1u3uapjBAcHs3HjWho3UeDllca/18aU5FBGj/6A77//kTXrf+esv7bYWnr1vf3QJ2RwW+8+1KtXj7nffI3Z35d8LzUaq41aRjuzJk9h3pw5VxWfcJ3K3FZVKhV/HtzPZqvjuLRKFY3T8unbs+zTw7qSQqGgX//+3P3AEJRKJT9+t4IV332H1Wq9sM0TTz3FIy+NYJ8p90JHAx+Vhg5aPR+88iqrVqws0zHDw8P5atkSdOG1yNGpUVlt1DLZ+X7xEt5/512Xnl9F0Wq1rFu3mrbtAtHrMzj/PsCHtNRQPv10OW+++Z6nQ6x0KnN7dTWVSsXKNT9haxhN05Bw1iXGYrJZHW57ozaQFYuX0KJ1a5KTkvh0+iccP37czRGXT8uWLfli4QIKfb3I91LjZbESYrIzefz7LFn0Tbnq/OCDdxg6bAC1aqUDRYCavNxQdu9O55ZbBlSZDg1CXIl69eoRFxdHu3bt2L+/4pZFLNOQyI8++giFQsGgQYN44IEHWL16NVarlTp16qBUKlm0aBGvvfYazz9f+YZ+u0KnLteSq7DTwMubxII8NAoVWuX5qdXq+gWQb7PStXs3SViKGmHcuDH06BGBt0/SRZ8aCAk9x/1DbmDduoGsXPm9x+IToPHRYbWfH+3UPTySSJ841MrUi7Yoolatswwb1p9fflnP+vXrL1vnvn376NquA9deey1NmjYlKTGRDRs2FHtAXLJyBYGREezNTCapMB8ftYZWQbXQKlV4tWvJbbffzuoff3T16QpRY4wd9wYDHhzCaaWFTJOBBm2a8O0dA/h+4Td88O6VvTQ5evQo3a/pTMeOHWnRsgWpKan8/vvvWCzne9F+NGUyx30UpF30YhQg1pBHozphPPnMM8yYNg2ADtd2JkvpfARbht1Cx86dWbzoG5YsmU/LVgXAxUsM5BIZmctHH73G+vWbSExMLNP3QwhnGjWKIvZ01epIefp0Mm3byQhLISqLi++nHbGqlWi12qta92rJ0q9o2aoQhaL4tTE8IpePP36Dm27py2m9mtRLrslxRfnERIXy3PDhTJ44kRs6XUv79u1p1boV6WnprFu3Tl6UiisWGhpKAc7v50w2K74BAW6MqKSwsDBWrPmJXH9vzlqN2LHzSIdxjHr9Ne4ZMJC4uDgCAwN5cuRwNhmKTwdfaDWzrSiL198fz5rVP5WpzaakpNC3x400a9aMazpdQ25OLuvWraOw0Pnfhspm+vSP6XytN1rtxSPfCqkVdoannxnM2rXr2L59u8fiE5718KOPooypw4miXJorIpwmK5sGhBAcEErrBweTbjIQ2qYxc3vfxIE/tvLsE/9zc9Rld+jQIa7r0JFOnTrRrHlzUpKTWb9+/YVn4LK68cYbeeKJ2wkOuXjadQt6/2S6dg1i4sT3GTFilGuCF24XHh7Oa6+9Rv/+/alduzapqans27ePqVOnXtH7U1F+ZRqf3KtXL1566SVWr17NM888Q9euXXn77bdJTEzk3LlzvPnmm9x6660VFavHRUVG0TE0ko1J8exMT+RgdioHslLZlZHELwmn6BoWTVRUlKfDFMIthgwZjLdPusOywMBURo8e4d6ARAmKf543FUBDf+9LkpX/CQ5J4Y03ynYTtWPHDhYuWMC6deuKJSvbt29PZKMYVsUfIzYvG4PVQqaxiD+SzxCfn4Pe35+nhr9Q3lMSosYbcMcd9H7ofrYas0kqysdgtZBUlM9WYzZ9Hr6f2wcOLFN9u3fvZuGChfzyyy8XHtRUKhXtOncizeh43dnTRfnc8+ADF75OS0nBW+F8TVxvlZq0lBSioqJo1jya4snK/4RHZDJ69MgyxS9EaRo2jCAhMcPTYZTJqZNJtGpVX6ZQF6KSUFxmRmk1iqtKCkZERHBd19aXJCv/ExKaQr9be5Hq5Joca8jjzvvvu/D13r17WbhgIWvXrpVkpSiT/Px8vBSlvyJU2K54grYKsXjlCo7p1Rwx5pFvMVFgMXPMkMcejZnFq1agUCh4dNhQYpWOkw827CSpbAy4445yHf/o0aN8vfBrfvjhhyqVrNRqtfTpcwNabbbD8tDQVN55Z6x7gxKVysNPDOPkP7PlKJ3cg9bS+VDfL5Dvzhzj3D/PoWmGQnaacqnXoysjXn7JnSFflb/++ouFCxbw66+/ljtZCTBu3CsEhzh+z+aly+L22/ugUjl/ThaVV7169di9ezc33XQTr7zyCq1bt6Zv375s2LCBmTNnejq8aq9MCcugoCASEhIAyMrKorCwkPj4+Avlp06dIjIy0rURViJqjZpMYxHZJkOJsgKLmfj8bLwuWddJiOpIr9fj7V3aw4qF4GB9KeXCHbb/8QcR3n74qjWoFKU9UJkJDw92yTFfGvMqm1PPYnMw2/iJ3ExCdb7oPdwzV4iqbMToURxwMvXqQVMeL45+5aqPodfrMZSyYoANO0rtf/c7SxZ9Q+1S3olGmxUsmDefVq1aERzkfEOlModrry372kJCOBIREYSvr47EhKqVsDx5Mgk/Px2NGpXvmUqhUBDWoB7hDRtI0lMIF/j3ftqRAK0XJw8fxu5kutgrce2116LzLm2qwRz0fjqnpXZAqS3TxFlCOFRQUEBWQpLDtVAB6uj8WPO952ZQ6tChA4QEOn0fl+2tpe+tt9KoaVNyrM7vN/OVdho2blyRoVY60dHReHuXNqLUSFRUmNviEZWPRqe7MPX5uYJc6vsFltimXXAEW1PPlvgc4JgxnyGPPlLj7j0jIoIB521LpzMRHh7uvoCEy8yaNQu73U7nzp357rvvOHHiBIcPH2bKlCl06dIFgDp16rBq1Sry8vLIyclh6dKlhIX997f0zTffZO/evTz22GPEx8eTl5fHrFmzUCqVjBo1iqSkJFJSUhg7tniHEbvdzlNPPcWaNWsoLCzk9OnTDB48uNg2rVq14vfff6ewsJD09HQ+++wzfH19L5Rv2LCBKVOmFNtn5cqVzJv331IpsbGxjBkzhrlz55Kbm0t8fDxPPPFEsX06derEnj17KCoq4q+//qJ9+/ZX9429QmVKWKamphZLSM6YMYPMzMwLXwcFBVFQUOBo12rBx8eH4znOX3qcyM1EqdW6MSIhPMNgMGCzld5LyHaZ3sii4o1/622aGMFbpQF76S8yXPHz6tChA526diHN4Dw5mlKUj0J+OYQoN9/AQCx2x23IbLPhE1S2DgF+fn48/r//8e6HH/Dgww/h5eVFXl4eulJ62CsA+0U9UTMyMvh1xSpaepXsqNLMy49tP/9KUlISubm5GIylRaMmP9/xCBMhyqphw/PPLAmJmZfZsnI5efL8VPvt2sWUed+6rVvw8oqvGf3DEl5Z9Q1j1iyn6XXXujpEIWqUf++nAzRexT73UWtojzdjX7ryWUratm3LG2+/zRtvv0Xr1q0BiIqKwmov7R2CGsXlrsnm8o8OEeJio14YzrUaPbpLRgQFe3lTt8DCJ1OmeiYwoFffW0grZXxAEmb69O/H6ZMnCVA5b1O+diWxp04V+6x79+68Nf49Xn3tNWJiyn79rezy8vKwWkt/f2O1enb0rPAsi9F0YWTlwaxU2odEEOLlfaFcqVDgr9WSb3aenCtUKoola2oCq+OZcy+w2dTVOk9SXQUFBdG3b19mzpzpcDR9Tk4OAKtWrSI4OJgePXrQu3dvGjZsyNKlS4tt27BhQ2699Vb69u1+b8fiAAEAAElEQVTL/fffz9ChQ/npp5+Ijo6mR48ejB49mvHjx3PttcWf2d59912+++472rZty9dff83ixYtp1qwZAN7e3vz8889kZWXRqVMn7r77bnr16sWMGTPKfK4vvfQSu3bton379syaNYvZs2fTtGlT4HwebPXq1Rw7doyOHTvy1ltvMWnSpDIfozzKlLDct28fXbt2vfD1mDFjyMr6b174bt26ceDAAddFV8ns27sXtdL5t0ytVHKoGp+/EP8ym82cOpUAeDnZIpD167e4MyThQHp6OgN734L+5Fmw6HC2bLHVGsT33/9c7uMEBwfz6x+bmLh4AdoA/1K31SlVLFmwsNzHEkKUTlGGdw1PPPUUG3bvpP8rL1D/rv7cPW40W/fvZcAdA/l79x5CdT4O92vgree7bxYX+2zc2Nf4ccbndFP40k7tR1u1L90Uvvw+ZwGjRrwIwM6dO8nMcP4CKTc3hGnTPrvyExCiFP+OUEyqYgnLnJwCUlKyad++bC9MG17TnmfmzQaFgh8/nsH3E6ZRkJXD47M+puNtfSsoWiGqv3/vp0NOJ9JVrae12pcuGj31ErO5t//txMXFXbaOgIAA1q7/nSnLFtH8gTtp/sBdTP92MT/9vo7Y2FjM1lCn+5qs0WRkF1HrohfHF6vn7ceqZcvLe3pCFHP48GEeu+seGqcX0Vlz/vf9OrU/3n+fov/NvcjLK200cMUyGoyXfR9nMBiYP2cu9Zx0rlYAURYF369cCUDt2rXZ/NcO3pgzi8b3DqD9sCHMX/MDi5YvQ1ONZk9LS0sjOTkfcPx9sZiDWbZslVtjEpXL119+SUPd+c6nZpuNtedO0iEkgn7RjegTFcP9DVqipPTRkyqF4qrWc66Kvv/+Z6xWZ7OVqTl3LutCcktUHY0aNUKpVHL06FGn2/Tq1Ys2bdowZMgQ9uzZw86dO3nooYfo2bMn11zz36xRSqWSoUOHcuTIEVavXs2GDRto2rQpI0aM4Pjx48yfP5+jR4/Ss2fPYvUvX76cuXPncuLECcaNG8euXbt4/vnnAXjggQfw9vbm4Ycf5tChQ2zYsIHnnnuOhx56qMydBtasWcPs2bM5deoUH330Eenp6RdieeCBB1CpVAwdOpTDhw/z008/MXHixDLVX15lSljecccdTJ8+3Wn5zp07GT58+FUHVVktX7KUlv4hTstbB9Ri3udfuDEiITzn+edHkZhQm5JJMB2xpwN46633PRGWuERiYiKD+t3GoAH3kJ7WgJIPKd6cPuXLxIlTHO1+RZb/+AMJEQHsM+URl59NPT/HI7wUQC2VltmzZpX7WELUdElx8fiqHb9A8VVrSIiNu6J6+vbrx8MvDecPUw6ni/JINRRwsiiPP8w5vPrh+yyc+yXNDRDu7Vtsv3refvglZjDrk5K992ZOn06X1m15asCdPDNwMF3btGPyhP9uaG02G+PHTyYjvU6JfS0WPUePFPLTTz9dUfxCXE7DhhGkpmZjNFa9NdxOnUoq0wjLwPAwHp36IUknTrLqwymc/fswCUeOsXrKTI5t3cG9775Gg/ZtKjBiIaq3f++n+3Xtxoi77mNgt570u7kXJ0+evKL9l65aSUrtYPaa8kgqyiepKJ89pjzSo0MY/sooUtLyKLK0LrGf1R5Iobk2H7w7nsaFNsIv6UhUx9uPoJQcpk8u/328EJc6cOAAfW7owV033MSIu+7jlmu7ct+dd5GR4dkp1ld++y3hRucz9UTbzneMzczMZMHMT+mkC0RzUYJTp1LT1TuIj958G6PRiEql4rs1qzmsV3PQlE9yUQHnCnL5y5yHuk1TZs+d447TcpsXXxxLcnJdSr4G9uXUKW+mT5dn9Jps/twvUccnUl93fgp0g9XCb4mxnMzNxF+tYUnsIZKK8glz0qFVrVBgzcsvNqipJpg4cQqnT/kAl35flCQl1WHEiFc9EZa4Sv9ObVzalP/Nmzfn7NmznDt37sJnR44cISsri+bNm1/4LC4urtgsUikpKRy+ZDmBlJSUEonGP//8s8TX/9bbvHlz9u/fX2z059atW1GpVBdGR16pSwceJicnX4jl3+MUFf23jvqlcVWUMiUsAdRqNV9++SUNGjQoUbZr1y4OHTrkksAqI51Ohw4lDRzM5R3p7UeIVoePj+M/3kJUN4cOHWLgwIfZt9ef5KRIsrPDSEyozbatcOONt5Ga6njhaeEZv/++njvvHMbBA8GkJJ//eSUkRLNpo4WePfuRnZ1drnqvu+46bLUCyTSev4AdykqjY0gkPqqSCZUugeG8+eqYq1rnR4ia7q0xY+mo0aO6ZH0QlUJBR42et8aMdbJnca+88Rp7TbklPrcD+yz5PPfSSG7teROZ67bSXaWnmyaAbvhycPEqbuvdx2nvWbvdzokTJzh+/Dg2B9M/z5+/gJEjJ3DieG3S0sLJzgrj7Jk6rFxxlptu6udwHyHKo2GjSBKr2OjKf508kUiHjg2vePvB40ZjtVj47dMvsV00XTN2O5sWfEPKqViGfPg2XvKcIsRVyc7O5vDhw6Snp1/xPh06dEATFUaGg3X30k0GdLXDWbXie06mQZaxK0WWZhitDckzXcPZ/MacPHGOLz77jH433kz6r5vprvQ7f01W+HJ02Y/0u7kXRmOp860LUS6pqakcPnyY3NyS94uecObMGWL3/020tuS1LELrTUF8Avv37wdgxrRpvP/CSFpkmeimCaC7JoAGyTm8/OjjLP9nur5Bd95Juo/G4RSX50yFtOh0DbVq1arYk3KjzZu38MCQ5zj0dy1SUs6/Dzh3Lpr1vxfSo0dfj46eFZ5nsVgY2Lcfuxcu53q7z/l2o9JT12Dn9+R4rHY7+zJSuC68DlplyZG61+gCmfDOux6I3LOys7Pp2bMfGzeYSEiIJjs7jJTkSA4eCOG+e59ix46dng5RlMOJEyew2WzFEo+XUigUDt9tXvq52Vy886zdbnf4mbKUGQQu3q60Y1+8jc1mK7GmrKOZA0qLxZNr0pZ5dXaLxcKgQYN4992a94fotoED+CsnlRh9EE0DQziVm4XdbqeBPgiAP9LOcdf997F161YPRyqEe+zevZsOHa4nJiaG8PBw4uPjSUxM9HRYwoktW7bStm0XGjduTGhoKLGxsSQnJ19VnXfddy8J/Pdy1Giz8ntSLL1rNyDdUERSUR46VIQWmVkwZTrzvqhePVWFcLd9+/Yx5unn+GDqZDK8FBRqVPiYrQQbbbz61LNXNDW/Wq3GJygQs9nxC6h8i5k29euSkZHBC089DZR+U1xWCxd+w8KF39C6dWt8fX05cuSITJUjXK5Ro8gqNx3sv46fSOThR24mKir4sknXZt260PyG61j7yWcYC0qusWKz2vh9zgLue+91ej81lNWTy762iRCi/O4YfBdJKuedcZJUdrKzsvlu7gL6Db4Tg58PqNSo8rMwpKTx8D33YTQaMRqNjHj2OcC112QhqpJhDz7E7Llz6NqpI2k6FXYg1Gjl3OHj3PvAg8W2/XntWn5eu9ZpXXfedy9nzEVOy9N1Snr27Mny5dVnyuUNGzbSunVnmjRpQkhICKdOnZKO5uICs9nM+++8w/vvvHPhOrNl726y1OeT+vkWE1tSztK/TiMSC/NJNRQQoPEiMN/IlHfeZ83qmjlTTlJSEjfddCvh4eHExMSQnp7OiRMnPB2WuApZWVn88ssvPPvss0yfPr3EOpYBAQEcPnyYunXrEh0dfWGUZfPmzQkMDOTIkSNXHUOXLl1YuHBhsa/37t0LnJ++/ZFHHsHHx+dCbNdffz1Wq5Xjx48D56cCj4yMvLC/UqmkVatWbNiw4YpjOHz4MA899BA6nQ6DwXAhDncoc8ISYOXKldxxxx1MmVKzph5RKJTYgY3J8fioNNT180ehUPJn2jnyzSZCvLw9mn0WwlNOnz7N6dOnPR2GuEInTpxw3Q2Ug795OSYj3585TpjOl8b+QRz++XcGPfnUhQucEOLqrPvtN9a3bkvPnj2pHxND3OnTbNiwwaUvLy+tqiJejB48eNDldQrxr0aNoti/L9bTYZTL8WMJAHTo0PCyCctbn3+KhGMniN2z3+k2eekZ7PnpV7o/eA/bln5HZkKSS+MVQpTiCt4PKJQK3nljHJM/msAtffvi7+/Pzh07nM5eJclKUVOZzWYef/gRwsLC6N2nN0qlig3r1xebku9KKZRX0Dar6fu9f19oC+GMs+tMuqGQlfHHiPT2I8jLmzCrgltuvFkGLnB+Ws+UlBRPhyFc5JlnnmHbtm3s3LmTcePGceDAAdRqNb179+bpp5+mRYsWHDhwgEWLFjFixAjUajWzZs1i48aN7N69+6qPf/fdd7Nr1y62bNnCAw88QOfOnRk2bBgAixYt4u233+arr77irbfeolatWnzyyScsXLjwQieU9evXM3nyZPr168epU6d48cUXCQwMLFMM33zzDePHj2fu3Lm899571K9fn5dffvn/7N13fFNVG8DxX5Im3XuXtpS99x6yQTaIbNmgMmQpIg5ARAREURBecYHKUmQIyt5779Eyu/feK03ePyKjNCm0TZqO8/18+nlfcm7OfSKc5t57znmeIn+2l1HglLAADx48YO7cufz111/MmTOHqVOn5vopq3bv2oVrluaXdlpONn6JsfgmxjxJIeGhNmHHn1uMGaIgFCuJRELPnj05cmQPly6d4N9/txbbaguh8CQSCb179+bo0b1cunSCXbu20KxZs0L1tfOvrXio86YEAYjKSCUjPpGlXywWk5WCoGcqlQp/f3/atGrCl19+ytmzR5g06W3MzMxe+F6lUkl6QiImEu2XgZYmciKDC/7gRxBKCnt7K+ztrQgLM269rcKKjk4kPj6Fxo3zTwtbo01LPGvX4OLfL17Rfn3/YTJSUuk2aYK+whQE4SXs2rYdtxzdj11ccyTs3LoNgJSUFLZt3cq6tWu1Tlb26NGdw4d3c+nSCXbv3karVq0MFrcglGRRUVFs3LCR9b//XqjJSoC/t2zFS26us90xI4djx44VMkL9adeuHfv2/c3lyyc5cGAXXbp0MXZIQjnywM8PO0Xe+8vw9BT8EmJIjo0vM5OVjRs3ZseOP7h06QTHju3jtdf6v1SaTqFsCggIoHHjxhw9epSvv/6aW7ducfDgQTp37sykSZosVP379yc+Pp4TJ05w6NAhHj16xJAhQ/Ry/vnz5zN06FBu3LjB6NGjeeONN57s3ExPT+fVV1/FwcGBixcvsnXrVg4fPsw777zz5P1r167lt99+4/fff+f48eP4+/sXaHclQGpqKn369KF27dpcvXqVRYsW8cEHH+jl872IBE25ogLJbyeVWq2mSpWXr7lSEllbW5OUlISNjU2ePO479+0lsZI70Vm5U0fYKcyoEpdOh1atizNUQTAamUzGv/9uo1UrT2xsY4BswIzYWCe2/nWSSZOmFUsc+Y1XIS8TExP27v2bZs1dsbGJAZSAGbExTmzadJjp0wu+Wubo2TM8cjAn4bnaPM4Kc2wDwun3ag/9BC+UemK86s+wYUP46uu5uLvHAkmAhIwMR/wfyenQoQfR0dH5vr9Xnz7MXr6USxm5U7FKgNZm9kwZ+oZeVgYKpVdpHq9Nm1bjwsXlvP3Wd9y7Vzofoiz9ciwREfH07/e5zmPe+nEFdq6ubFu49KX6rN+1I60GD2BJn8HEhZTO/y6CdqV5vJYHB04cI9TFlrjs3NfKDgoz3MPi6d6xU77vl0ql7Nq1lTZtvbF95r4rLtaJHTvO8uabkw0XvKBXYqyWHCYmJpy+fImrCiWpytw1vDwU5mRevs2Y4W8YKTqNDRvW0qNHA+wdYoFMQEFCvCNHj95j4MA3xG5rAxPjFapXr87G3bs4lZmA6rl/bw1Mbfh98TJ+X/ercYLTo2XLFjF6dC+cnGOAdMCE5GRHrlyOo1u3Pnnq/AmCIanVavr378/OnTuNHYrRFGqpQOXKlXX+lPbJyhd5Y+AgHIKjaaSwxs3cEhczC+orrKkcm8agvv2MHZ4gFJt58z6iXXsXbGzD0dw0A2Tg6BjC0KFtGDDgNWOGJ+iwaNGntGlrj41NBDypPZmBo1MII0d2omfPngXuc1CfvvjEpNJAYY2LmSVu5pY0UljjGBzNiIGD9Rq/IAjg7u7OsmVzcXf3RzNZCaDGzCyGWrWT2LLl9xf2sfuff/hr1Q+0U9jhY2GNk6k5lc2taa+w4+tP5ovJSqFUq1LFDYDQUlrDEjRpYZs1q6az3dHLkxqtmnPr8LGX7vPO8VNkpqXRftQwPUQoCMLLGtLvNTyjk2iosMbVzBJXc0saKqzxCE9g6GsDXvj+jz6aTYeO7tg+d9/l4BjCwEHNGTx4oEHjF4SySKlUMqhPX+qlQ11Ta5zNLHA3t6KJ3Bqprz9vjRlr1PjGjx9Dn751sXcIQzNZCZCFnX043V6twowZZTe7nVBy3Lt3j4+nzqCdiQ1VzTT3jN7m1rRR2HJ0459lYrKyU6dOjBvXEyfnYDSTlQBKrK0jadnKiq++WmzM8AShXCrUDsuy7mVW0dSvX5+Bw4ZiYmLCzq3bOH/+fDFHKQjGde/eVapW05V+RcbFCxa0aNHB4HGIVW8vTyqVcu/eFSpXCdZxhAlnz8hp06ZwaWZatGhBv4Gvo1Qq2fbHn1y/rruellA+ifGqH19/vYTpM9oglSZobQ8Lq0DrVv0JCgp6YV+2traMGD0K70qVuHfHl80bN+YpKi+UT6V5vH788WDee+81XnttkbFDKbS2bWuz8PORVPAYTXh43onXXjMn03rwa/z27sfkFGDVd7P+vWjQrTOfdelLelLp+nsVdCvN47U8adq0Kf0HDQLUbP9zC1euXHmp9929e4Vq1UN1tMq4fMmKZs3a6S1OwXDEWC2ZOnXuTNeePUhPTeOPDRtKRI3H69fPUq9+HKDS0irB944rdeoUrqyL8HLEeH3K1NSUQUOGUK9RQ8JDQlj/62/ExpbO0gvPO3ZsH+3aw9MFQbn5P/KmevXG5OTkFGtcQvkldliCSWHfOHLkSN5//32qVdOs/L137x7Lli1jw4YNeguuJLtx4wY3btwwdhiCYBTW1taYmee31iEHe3urYotHeDn29vaYmirzOUKJo6NTofs/f/68WLwhCMWgVavmOicrARwclNSpU+elJiwTExNZvfI7PUYnCMZXuYo7YaV4dyWA313NorBmzaqxa1fu71aJVEqT3t25f/5SgSYrAW4dOUnjnq/SrF8vTqz/Q2/xCoLwYpcuXeLSpUsFeo+FhQXm5pJ8jsjBzs6yaIEJQjl35PBhjhw+bOwwcrG2MUP7ZCWAGisrORKJRKSFFYpFZmYmG37/HX5/cSaf0sbFxR6I0tluapaFi4sL4eHhxReUUK5JJPld95UPhUoJO3PmTL7//nv27NnD4MGDGTJkCPv27WPNmjXMmDFDzyGWXFKpFJlMZuwwBKHYZWRkoFbl/+tDpevaWigymUxWqOLfaWlpqNT5r1NRqcQNjyCUdElJSYBcZ3tmBgZZBSyX6z6nIJQk1aq5ExpWuld9x0QnEROTpDUtbLUWTbB1cebumQsF7jc9KYmHl6/SesiL01AKgqB/MpmsQM8QMjMzUanFfZcgPK+sP49TvWAzl0olJisF/Sqv93o5OfmPI5XKhNTU1GKKRhAEKOSE5dSpU5k0aRJz5szhn3/+YdeuXXzwwQdMnjyZadOm6TvGEqdjx47sP3Gcs3duceb2TY6eO0Pf/qJ+pVB+ZGdn8+BBKGCqtV2lsuXQoZPFG1Q50LN3b46ePcOZ2zc563uLg6dO0KVr15d+f3p6OgH+kYBCa3tOjh179x7RU7SCIBjKihVrSEx01NkeEyPnzJkzejmXt7c367f8yUW/25y4eY3zN2/w0bx5mJgUOkmHIBhc1aoehIaW7glLgLt3Q2jevHqe1xu+2oWEiCiiHgUUqt87x07hXNGLKk0bFTFCQRBeVveePTl8+hRnbt/kzO0bHD59im6vvvrC9+Xk5HDvbiBgpuMIW44d0893viCUBp06deLAyafP446dO0uffmXvedz581cBXVmrLLhxw684wxHKKIVCwYJFi7hw6yYnbl7jou9t1m5Yj5ubm7FDKza7du0nJ8dBR6uckOC4/xYMC4JQXAo1Yenu7q71QdiZM2dwd3cvclAl2fARI/j8x++552jOqexETmUncsNKxrvLFjPz/VnGDk8Qis3Uqe8TGlqBvJmlzQjwt2PBgi+MEVaZ9c706cz5Zhk3rGWa3z1ZifjZm/Hp/1YyZvz4l+5n2rTZhIV5As+vRjUnwN+GRYu+1GvcgiDo3759+7l9K4nsbJs8bbExXixdugKVHrZbVK5cmR0H9pHVoDonspM4k53EKVJpOmIg2/79p1A7vQXB0CwsTHFzsycstHSnhAXw8wuhWfNqudICSU1k1OvSgYeXXq72nTZhd+8THx5Bi9f76iNMQRBe4O0pk/loxdfctpP/9wwhidt2cuau+pYJb7/1wvdPnfo+oSEeaLvv8n9kx7x5nxskbkEoaUaMHsXCH//HXYenz+OuW0mZ9dUSZsx6z9jh6dUHH8wjKNCZvIuN5YQEuzJz5ofGCEsoQ+RyOf8ePEDtwX04qU7hTHYSJ5RJSJvX498jh/Dw8DB2iMXiyy+X8+ihBWDxXIuMiHAvpk37wBhhCUK5VqgnTQ8ePGDw4MF5Xh8yZAj3798vclAllZmZGe9+8hHnMuLJeiY/g1Kt4nJGIsMmjMfRUfeOB0EoS+7cuUPfPiO4esWa8HAP4uNdCA2twMkTKjp27EV0dLSxQywz7OzsGDV5IhczElCqn05CZKlyOJ+RwDuzZ2Fh8fzFlXbXr19nwGtjuX7NjojHf28hFThxXEmHDj2Jiyv9D3gFoaxTq9V06dKLbVsfERToRXycC9HRbty/V4H33vuKn3/+VS/nWfHD91xUp5GQlZHrdf/MVORVvBmo5VpQEIytShXN4smysMPS904wdnZWVKv29IFRlaaNsbC14eGlq0Xq2+/UOep37YiZlah9JwiGZGNjw4RpU7mYkUD2M4uJslUqLmQkMPHdmVhZ6dpFpXH37l169x7OlctWT+67wkIrcOY0dOrUh8jISEN/DEEwOjMzM2Z8NIdz6Xmfx13KSOCNtybg4KBrl1TpExISQpcu/Tl/Tk5YaAXi410ID/Pg0kVzXn11EI8ePTJ2iEIpN+7NN8mo4ExQRu50p7GZ6VyXZbF89XdGiqx4JSYm0r59D44eySA0xJP4eBciIjy4ecOegQMnFLj2tCAIRVeofF7z58/nzz//pF27dpw+fRq1Wk3btm3p3Lmz1onMsqL/a68RZqKCbM2frUwUSCSQnJ0FQIBMydg3J/DVkqVGjFIQis/Vq1dp0qQtPj4+uLq6EhQUJApRG8DIMWMIkukuYhEiUzFoyGB+W/frS/V34cIFGjVqTaVKlXBxcSEwMJCIiAg9RaubTCajQoUKZGZmigcrglBEGRkZDB8+Fmtra2rVqkVaWhq3bt3SebytrS0ODg5ERESQnp7+wv4dHBxw8KzAPaX2Wpj3M1MYP2kiW/74o9CfQRAMoWrVsjNh6Xc3BIAWLapz714oAHU7tSMpOoaYwOAi9X33zHlaDOhLw+5dOLd1Z5FjFQRBu+EjRxKcz3V8sCyHocOH8/OPP+bbz/Xr12na9BUqVqyIm5ubzvsuU1NT3N3dSUxMJD4+vsjxC0JJMWDgQMJkumvN+UuVjJkwnuVfLjNYDCYmJnh6epKamlosC7QfPHhAq1adqFChAp6enoSHhxMUFGTw8wrlw7DRo7iaof1eLyErkzo1a2BmZkZGRobWY7QxNzfH1dWV+Ph4EhMT9RWqwUVERNC5cy9cXFyoVKkSMTExPHz40NhhCUK5VagJy+3bt9OiRQtmzpxJ//79kUgk3Llzh+bNm3Pt2jU9h1hy+FSpTKoEqts4UtveicSsTNRqNfamZjxIiic4NRGfypWNHaYgFLuAgAACAgKMHUaZ5VOlMskqpc72VHKoWIjfPf7+/vj7+xcltJcilUr5eP58+gwcQIpEjYlEiiQ1jSULPmP3P/8a/PyCUJYlJydz4cIFne3Vq1fnm/+txr6CO2nqHKyQ4XvtOjMnTyEhIUHn+1xcXEhDd1pZpVqFmeXL7ewWhOJUtao7KSkZJCamvvjgEi41JQN//0hatarJ+vVHAc2EZcC1m0XuOy0hkZA7fjTp00NMWAqCAflUrkSySveEZYq6YNfxgYGBBAYG5nnd0tKS5au+o2GL5qSgwkwiJTkymtnTpnPjxo1CxS4IJUnFSpVIyefaNDlHabDncSYmJiz6cikdu79KMioUEinKxCQWzPmIY8eOGeSczwoNDSU0NNTg5xHKFxNTOSp1ls72dLUKe3v7l9qUYGtryzerV1O7SUNS1DlYSGTEh4bz3jtT8fMrPfVWo6KiiIqKMnYYglDuFWrCEuDKlSuMHDlSn7GUePd8/RhmZUc6sDPwLs+u7Wrk6EZzRw9+8vU1VniCIJRR93x9ebV7J3Qla7VWS7nvd7dYYyqI3zZvwqphbU5mpTx5TWYm4aPly7C2seGPjZuMGJ0glF3VqlVj87+7uJCTgt8zOyWdmtRmz5FDdH2lPamp2id1wsPDscyncoBCKiM1WfuKXEEwpqpV3QkJiTF2GHpz504QrdvUAsC9elXsXF04cW2zXvq+e+Y8Xd8ei0MFd+JCRYYMQTCEe75+1OjXHV2/lWwkMu4X8WGuqakpew4fItjenFNZT7+bzVysWLftL8YNHMz169eLdA5BMLZ7fn60VkvQ9W1lJ5Nz1dcwEyPb/v2HzEoenHxmfJlYyVj60xrmTZvJ/r17DXJeQTCkrPQMTKxlKNXady5bSGQvVTLIwsKCPUcO8dDKhNPPjBELD3s27fqbYX36cfduyX1eJQhCyVOoGpZKpRJnZ+c8rzs4OKBU6t4FVNodO3oUOzMLTkcF8/yv86uxEZhKZRzYu88osQmCMcjlct5+ewKXL5/i9u3znDlzmIEDBxg7rDJn4+/r8VbJtLZJgAo5UrZv3Vq8QT2ndevWHDiwi9u3z3Hjxjnmz/8YGxsbGjVqhGfDejzKyj0pkqNWcz4jgfc+/giZTPtnEwShaJatXMEDmZLO7u6MrlqZUVWr0NHdgzRVDmE2ZrwzfZrO9yYmJhL+0B9bhanW9uoKS9Z8s8JQoQtCoVWrVoHwsLJTj/nO7SDq1KmItbU5tdu3ISs9nbC7D/TSt//VG2RnZNKoZze99CcIZZVEImHIkMGcO3eU27fPc+nSScaPH4uJyYvXf/+xaRPeOTIk2voFPHNkRU6vPnrcWBKcbIjMyp3yPSNHybnsRJZ9t7JI/QtCSbDr77/xyJEi1TqawEdlwu/r1un9vF26dsW8sjfBWWm5XleqVZzJTGDBki/0fs6CMjEx4e23J3Dp0klu3z7P2bPiuYzwYr/+8BNVzay1tjmZWuB79RqZmZkv7GfytKlE2JoTnZU7dWxaTjYXclJK5XdQr169OHXqILdvn+fKlVNMmzYFU1Pt98WCoA/r1q1DrVbz/fff52lbvXo1arWadf99xz0+9vmfvc8snvH393/yelpaGv7+/vz555907NgxV98VK1ZErVbToEEDANq3b49arcbW1jZPHFevXmX+/Pl5zjFkyJA8x966dQu1Ws3o0aML9d+jUBOWEon2CwRTU1OysnRvJy/t+vbvx7VY3XXXrsRHMnDY0GKMSBCMx9TUlOPH9/PNNxNo1DiRWrWjaNkqk59/+ZCtWzcaO7wyJSUlhW8+/4LW5vaYy54+GLE0kdPGzJ7PP/7kpS4kDWX+/I/5e+f/6NLVjFq1o6lbL5qPP+nJhQvHeO/DOTxC+/eCGoiRS+jQoUOxxisI5YGFhQV1GtShp5c9VW39cDC7gKPZeRo4BDGsckVSVNn0fj3/BxnvvPkWDbLluJlbPnlNJpFQ08yG6Ku32LVrl6E/hiAUWNVq7oSElp0dlrduBSKTSWnRogY127YixPceqhzd6SULQpmZyaOr12nSu7te+hOEskgikbBz51/89NP7NG+RTq3aUTRuksTKlRM5cmQPcrk83/enpaWx9NMFtDa3x0L29FhLEzmtze1ZPHd+geqDaTN01Ege6ahDlpGTg4WzI05OTkU6hyAYW3Z2NvNnf0Abc3usTJ6OJXOZCa3M7Vm55EuSkpL0ft7JM6ZzX5mmtU2lVpNiKqdhw4Z6P+/LUigUHD++n+XfvEnjJknUqh1Fi5aZ/PLLh2zf/ofO57eCsOH338m66081c5tcCwE8zK2oka7ivam6F7c+q+/A1wlM1/4dlKrMxtnLE0tLS63tJdHvv//Ehg2f0bqNklq1o2jYKIGlX47k9OnDpepzCIVjaWnJoqVLOH/zOuf9bnP+1g0WLV1SLH/3QUFBDB06FDMzsyevmZqaMmzYsDzlAPbu3Yubm1uun2HDhuU6Zu7cubi5uVGjRg1GjRpFQkIChw4d4qOPPtJrzGPHjs31WosWLXBzcyMlJUXHu16sQBOWU6dOZerUqajVaiZMmPDkz1OnTmXGjBmsXr26QLmp58yZw4ULF0hKSiIyMpIdO3ZQvXr1XMdomzFWq9XMmjVLZ78TJkzgxIkTxMXFERcXx8GDB2nWrFlBPqpWbh4epKl1PyBIVWbj5u5e5PMIQmmwdOnnNGmiwMw8Gp7UksjBxiaCbq9WZ8yYUcYMr0SwtbWld+/e9OnTBwcHhyL1tXH9ema8MZoKwbG0lljSWmKJy6MIJg4exo5t2/UUccHVrVuXSZMH4+QUDDydNDUxiaN6jXhe7dSGlGzdC1mUChMcHR2LIVJBKNsUCgVdu3bltddew8fHh4oVK+LpZI6l/Arw9CGLRJKAjeIyvby8kLxgd3N4eDg9OnQkcu8x2mBBK4kljTOkbF/2LSOHiAVaQsljZqbA09OJ0NBYY4eiN0FB0STEp9C2Q0Mq1q9L0M3beu3//rmLuFb2wb16Vb32KwjFzd3dnX79+tGjRw8sLPRXY3nSpLfo1MkbK+sI4PGzABXmFlE0b27FggVzX9jHls1/MG34KNwDo2gj1VzHuwZE8s7QEWzdsqXIMUrlclQ6UvoBpKOpQyYIpd2/u/7hzdcH4xoQRU9rN3rZuFE5Mpn3Ro3jt7VrDXJOG1tbMnJ0Z5LLNJEY9X528eLPaNLUFHPzKJ59LmNtE0GXrlUYO7Zwu1uEsk+lUvF6n77sW7GGZtkmtJZY0kZtQcDf++jeviOxsS93PS2RyfJkIQRwMjWnqo09pmamWndrlUSvvdaPPn0bYWsXBjwe92pMTaOp3yCHVauWGzM8wcAsLS3Ze+QwVQf05BRpnMpO4pQ6laoDerL3iOEnrK9cuUJQUBADBjxdWD5gwACCg4O5evVqrmMzMzOJjIzM9ZOQkJDrmOTkZCIjIwkODubkyZO8/fbbLFy4kM8++yzP/Fthbdy4kfbt2+Pp6fnktXHjxrFx48YiZWEtUA3LmTNnAppVhhMnTiTnmdW9WVlZBAQEMHHixJfur3379qxevZqLFy9qilgvWsSBAweoXbs2aWmah2tubm653tOjRw9++eUXtm3bprPfDh06sHnzZs6cOUNGRgazZ8/mwIED1KlTh7CwsIJ85FyuX7lKu1HD0NWDg1TO7suXC92/IJQWEomEPn26IVcEaW23sopi6tS3+PXX34s5spJBJpPx44+r6NKlFa6u2SCByAg5J09eYezYt8nOzi5Uv+fPn6ffqyVrF8TcubNxcdF1IZuGQpGJt4U1j1ITtR5hkZFdqoqwC0JJ9N5705kyZRzOLlmYmUJUtIysTHMUJg91vCMbS5M45DpSaj0rJiaGd19yda0gGFvlypr7hrI0YQlw63YQddu3ItBERvDNO3rtO+S2L+lJyTTu2ZXd9/STalYQipOVlRV//PErDRtWwcVViTIbIiPlbNnyLx988EmR+584cSwWllFa2xSmsQwa1JePPpr3wn4uXLhA/x49ixyPNklxcZh7OpKuY1LFGimhoaEGObcgFCepVMrkyRNoWNsDV9cYpBKwkDgwberbXL50ySAZ3+7fvYvjK02JzUzX2m6jVHP//n29n/dl9evXHYUiWGub5rnMm6xd+2vxBiWUGiqViv999x3/++67QveRlpSMwsmCLJVmjsBeYUYvL08sTZIwN0lApbLk+PE9zJ49nx07duordIN4//1p2NpGa20zMUmiffuWyOXyQj/TE0q2j+bNJdzBgpCM3CWtQjJSwcGSj+bN5eMP5hg0hnXr1jF27Fg2bdoEaCb/1q5dq7fMdCtWrGDu3Ln069ePZcuWFbm/yMhI9u/fz+jRo1m0aBHm5uYMGTKE9u3bM2pU4TcyFWiHZeXKlalcuTLHjx+nQYMGT/5cuXJlatasSffu3blw4cJL99ejRw9+++037ty5w40bNxg7diwVK1akSZMmT455fra4X79+HD16FH9/f539jhgxgu+//57r169z9+5d3nzzTaRSKZ07dy7Ix81j/759OGWpkEvz/meTSiR4q2Rs/H19kc4hCKWBtbU1Vlb57cxRYW9vVWzxlDQbN65j2LB6eHkHozCNQKGIwMs7mNdfr8bWrZuMHZ5eVa5cEUjVfYA6lppy7auQzGUmmCSkcOPGDcMEJwjlwLRpk/noo5H4VArC0jICmUkE7u6hVPSxQiLRvlAAwMwkgUtnThdjpIJgeNWqeQBlcMLyZgCWXpVJiIgkOVa/9TlVOSoeXb5Gwx6ijqVQOh04sItXX3XCo0IIJiYRmJlHUNEnmLcnduGrrxYXuX9LSzlo3TuiYWqqyXJgTN8uXabzettZYcbdazeeLAgXhNLst99+4o0RjfH2DsbUNAK5IgJPr2BeG1CZv//+0yDn/Gbpl9SQaK9dZy1XkBIWSVCQ9oXchmZlZYXCVJXPESqsrMzyaReEovvftyuoodB8B1mYyBng44mz+RUs5HeQSMKQye5TpWoI33+/kC5dOhk52vxpnmPq3hVmapqFs7Nz8QUkFKsuPXvkmax8LCQjlS49exg8hvXr19O2bVsqVqyIt7c3bdq0YcOGDXmO6927N8nJybl+PvnkxQv14uPjiYqKwsfHR28xr127ljFjxgAwcOBAHj58yPXr14vUZ6FqWHbq1CnPNlN9eLxFPC5O+424i4sLvXr14pdffilQvxYWFsjlcp39KhQKrK2tc/1oo1KpmDJuAq3ltriYPU0z42BqRluFHR+/O4v0dO2rrgShLElLS8PGJv+0Jw4OhkmL8rLj1Vi8vb155ZW6mJnH52kzNUugWfPKVKtWzQiRGUZycir5bdZPT5fw+5ofaW1mj4386Y2eu5klzSUWTBgxshiiFIylpI/X0k4mkzFt2lvYO4RraU0HdD+gUCoV7Nm9V2e7UP6UhfFarZo7qakZxMcVvl5GSXTjRgChmeakhhtmh9T985dw8HCjYoO6Bulf0L+yMF71oWPHjtSsaY3MJG/tLBubaF4f2AMrq6ItolQq889GoFJJDbKrqyCOHD7MtX2HaGRmi9l/9e4lQCVzayonZzP17ZfPgiXolxir+uPh4UGHjo2xsMj7XE+hSKBxY29q166t9/Peu3ePLT/+Qgszu1y1Mz3NrGikVDBhpPFK4aSnp6PKyb/Eg1Kpe8GFkJsYr4Wzc8cO/E+dp4G5La1dXLGW+wHPfy+qcXENYcmSBcYI8aVlZ+e3AACUOXKD1MoVSgj5CxKRvqhdD2JjY9m9ezejR49m7Nix7N69W2t65qNHj9KwYcNcP6tXr36pc0gkEtT5lBIoqN27d2NlZUW7du2e7AgtqkJNWP7111988MEHeV6fNWsWW4pQg2H58uWcPHmS27e112YZPXo0ycnJbN9esHptS5YsITQ0lEOHDmlt//DDD0lKSnryk1+6lIsXLtC/UxdiD5ykeZac5tlylOduMKxnb/bt3l2guAShtJJKpajVUsBcxxGO5OQY5sK4IOPVGN54YyjuHhk6293c0hk7tuxM0n3zzfckJznpaJUSHa1i8aJFvP36YCxvP6R5tpzmWSb479hLj3YdjJo+RzC8kj5eS7umTZtib6/rIWko4K3zvSHBEg4cOGCQuITSqSyM12rVPAgJiTF2GHoXHJ1OYpYMW6lhdkiF33tASlw8DV/tYpD+Bf0rC+NVHyZNGoedfYLOdnf3LLp0Kdq/6/37j6JS2eloteTy5VtF6l9f3p06jcVTZlAxNJ5mWSY0TpNwdNXPdH2lvXi4akRirOrPkCEDcXfXfZ/t4prK+PGGmTz8ZtlXvPvGaBwfhNEsy4RmmTJubNhK17avGPXvNCcnh5s37wHa6/aqcuzZtWt/8QZVionxWnhvjx3HNzNmU8lUjkSSoOOoHFxdLbGzsyvGyApm48ZtZGfrer5lyqOHYaSklK2FkcIzsl9Qc/FF7XryeMfi6NGjdU7+paam8vDhw1w/8fF5N848z8HBAWdnZ52ZSx9fM2qrO2tnZ0diYt4sXjk5Oaxfv54FCxbQokULNm7c+MI4XqRQE5bt27dnt5bJuX379tGuXbtCBbJq1Srq16/PsGHDdB7zuGhnZmbmS/f7/vvvM2zYMAYMGKDzfYsXL8bGxubJT4UKFfLtMyQkhBlT3uGVJk15pXFT3hw1mgcPRM0XofxQKBTEJ0QD9ci7g8caqEJ8vGHSsRV0vBY3KytLICefI5RYWxu2UHNx+vfff7l6NY7MTLvnWmRERFRkxgxNfvcbN24w/PVBvNK4Ka80acbHsz8gOlp7bQCh7Cjp47W0MzMzw8RE1+KQFEBNTo7Xc69LiIn2YvHib0XtDSGXsjBeq1WrQHiYflOmlgT2VauDWk3NCtofSBaVWq3m4cUrNOzRBYmW0hdCyVMWxqs+WFpakN91t0IhwdKyaNfd8+d/zoP7VsDzOzXNCPB3Zvr02UXqX58OHjhA767daNekGR1atOS7b78VGaCMTIxV/bGyskQqzW/3kxJra8OVpblw4QID+/SlXZNmtGvanEULFhgk81xBvfPOLAIDXND2XOb+fQu++OJLY4RVKonxWjS7//2XkKDAfI+RSFSYmZXcNMXfffc//Hyl5OQ8v7tWQUiwBxMnzjRKXELxOLRnL55m2q8bPc0sObSneDJU7du3D4VCgUKhYP9+/S46mT59OiqVir///ltr+/3798nJyaFZs2a5Xndzc6NChQrcvXtX6/se19ncuXOnXr4bC7WX1crKSmvak+zsbGxsbArc38qVK+nbty/t2rXTuYKlbdu21KxZkyFDhrx0v++99x4fffQRXbp04ebNmzqPy8rKMnoaF0EoTVJSUkhOysTd/RZQE03SoQw0Oy6zgFuEh+c3aVd4JX287t9/mIkTe2LvoL09KdGCPXsOFm9QBqRWq+nWrQ/ffLOUHj06YWaWRY5KRkR4Cu++O5GTJ08ZO0TBiEr6eC3tbty4QUKCKdY6Lr1yckK5cF6Ji4sXlpbZqNRS4mKVfPbZZ2zdWrBsFULZVxbGa9Vq7hw7qvuav7RyqlYTSXoSDep4YWIiQ6nU/zXW/QuXafBqZyo3acjDi1f03r+gX2VhvOrD3r2H6dhpBGZm2hdKRoTLOHfuXJHOER8fT7t2r/Ljj9/RsGENFIpssrPl3L0bzJtv9iYkJKRI/Qtlmxir+nPw4FGmTR+Ao47KM8lJlmXqPvtlBQYG0qlTX3766TuqVfNELleSlSXn6lU/Jkx4XetuGEE7MV6LLiQkkpq1zADtG4bS002IjIws3qAKIC0tjVde6coPP3xHy1YNMFVko1Sa4O8fxdtvD9Q5WSOUDV98tpC9HTqAg2WuWpaeZpa4xaUx7rOFxRKHSqWiVq1aT/6/Nqampri6uuZ6TalU5kofa21tjaurK3K5nEqVKjFixAgmTJjAhx9+yMOHD7X2m5KSwg8//MDXX3+NUqnk+vXreHh4sGjRInx9fXVm6fLz88PR0VFvNdMLNWF569YthgwZwsKFuf+ihg4dyp07dwrU13fffcdrr71Ghw4dCAgI0Hnc+PHjuXTpEjdu3HipfmfNmsUnn3zCq6++yuXLlwsUkyAIL7Zmza8s+GwE1tbX0PwqkaOZrMwhNtaLTz9916jxGcuJEycICcnB3sEMzSTusxSEhUnZt69spWXJyspiypSZyOVyPDw8SE1NJSam7KXkE4SSJj4+nnPnbuLm7oVc/nz9LgkR4Q68/noXoqKi8PT0JCsri4iICKPEKgiGZm5uiqenEyGhZe/7x6l6TRJDgjGv7UXNWl7cuhmg93NEPQogMSqaRj26iglLodRYu/ZX3ntvEhV9Enh+p6VKZcHdu5E6H8gURFRUFP37D8HS0hJnZ2diY2NJTs5bN1MQBMM5d+4cwUHZODpqu8+WExGhYNeuf4wRmtH5+/vTpUtvbGxscHBwICoqSm8PjQWhID755HMaNPwJZ+egPG2pqU5s2LBFr7XzDCEpKYlhw0ZjZmaGm5sb8fHxYuK/nEhNTaVHp858NG8uXXr20NSszFZyaPsexn22kNTU1Bd3oicvus7s0aNHnmc7fn5+TyY6ARYuXMjChQvJzMwkIiKCc+fO0blzZ44dO5Zv3zNnziQ8PJwvvvgCHx8foqKiOHr0KEOHDiUnR/fC2bg4/WU6kgAF/k3Rp08ftm3bxqZNmzhy5AgAnTt3ZtiwYQwaNIidO3e+VD+rV69m+PDh9OvXL9cqhcTERDIynl6AWFtbEx4eznvvvccPP/yQp5/ffvuN0NBQPvroI0CTBnbhwoUMHz6c06dPPzkuJSXlpf5xWVtbk5SUhI2NjbgREYR8/PbbT3Tv0QRn5wQgDbAhItyO1as3smjR0mKJoSSOV29vbw4c+BtPrywsLOIBNenp9oSGmNOjx+t6eXAiCKVRSRyvpZ25uTmHDu2mVi1r7OzjgWyUSlsiIuyZ+PYs9hRT2hKh7Clt47Vu3YrcuLmKqe+s4dat/NNRlSYWTs50+fQLfHdt593xrdm69TS//XrYIOdqObAfNdu24tMOvchRFk+NFkE/Stt41afmzZuxZcs63NyTUSjiABnJyfb4P1LTqVNPvT48EYSiKs9jVR88PT05cGAnXt5KLC3jeHyfHR5mSc+eA7l3756xQxTKEDFeC2f69HeYPftt3D0SgETAnJgYe44dvcOQISNL/ISlIAjGV6giJf/88w/9+/enatWq/O9//+Prr7/G09OTLl26vPRkJcDkyZOxs7Pj+PHjREREPPl5Pu3r0KFDkUgkbN68WWs/3t7euLu75+rX1NSUbdu25ep31qxZhfm4giDoMHr0m3TpPJpNG/05eULOD2uu0rp132KbrCypgoKCqFevBZMnreLwISVHDquYNvVH6tVrISYrBUHQq/T0dNq06cSgQXP4958EThyXsfiLfTRs8IqYrBTKlWrVPAAIDi5bOyydqtVArVKRGBrCgwcRNGlS1WDnun/uEha2NlRv3cJg5xAEfbtw4SJ167bkk4+3cPyYhP370hk96gsaN24tJisFoYwJCQmhQYOWTHx7BYcOZnP0iJp3Z/5C3brNxWSlIJQQK1asokWLHqz67jwnT8jZ8mcI3V+dwODBI8RkpSAIL6VQOyzLOrGKRhBKDzFeBaH0EONVEEqP0jZeP/hgIB99PIi+fYqntkhxaTRyHHYVfbjx5wZatarJ66+3oX//RaSmpBvkfEM++5jAm7fZ+MF8g/QvGEZpG6+CUF6JsSoIpYcYr4IgCMZRqB2WALa2towfP55FixZhb28PQKNGjfDw8NBbcIIgCIIgCIIgCC9SrZp7mdtdCeBYrTpJYSEA+PmFIJPJaNy4isHOd//8Jep2bIfC3Nxg5xAEQRAEQRAEQRAEbQo1YVmvXj3u3bvHBx98wPvvv4+dnR0Ar732GosXL9ZnfIIglHB169Zl/fqfOXp0L6tXf0vFihWNHZJQQFKplN69e/Pvv1s5fHg3s2a9i7W1tbHDEgQBqFSpEmvWrOTo0b38+uuP1K5d29ghCUKJVK16BcJCy1b6R3N7BywcHEkK1UxYxsenEBERR4sW1Q12zvvnLqIwN6Nu53YGO4cglEcKhYKxY8dw4MAuDhzYxZgxo5DL5cYOSxCEEq5q1ar89NMqjh3bx9q1a6hRo4axQxKEcqtChQp8++0yjh7dw6ZN62jUqJGxQxKEMqlQE5bLly/n119/pXr16mRkZDx5fe/evbRrJ25uBaG8WLfuBw4d/p03RlSmfQcVkyY35uzZf/joo9nGDk14SXZ2dly8eJING+bRs5c1HTvB54sGcvPmWVq1amns8AShXFuw4BNOn/mbt95uQPsOKkaNrsaRIxv54YfvjB2aIJQ41atXIDikbO2wdKxaDeDJDksAX99gWrSsgUQiMcg5k2PjCL17n6a9exikf0EojypVqsTNmxf4btVEunSV06WrnNWrJ3Pz5gWx2FMQBJ2WLFnIyZPbGD+hLu3a5zBmbA2OHf+DlSu/NnZoglDuTJs2mQsX9vHO1Ba076Bm6DBv9u//mS1bNhjsulwQyqtCTVg2a9aMH374Ic/roaGhuLm5FTkoQRBKvunT32HAgIa4uIQCmYApkIybeyAzZw6nU6eORo5QeBFLS0v++WcrDRrmYGMbCWQBKhSKWLwrBrF5889YWVkZO0xBKJd69OjOlHdex80tCEgCVEAKLq4hDBnSgrfeGm/kCA3D2dkZLy8vpNJCVy0QyiFra3NcXe0ILWMTlg5Vq5MaE43ymQWit+8E4ehgQ9VqhivDce/MBaq1bIqNs5PBziEI5YVEIuGff7ZQrXoUFhbRgAlggrlFNNVrRPPPP1uMHaIgCHqmUCjw9vZ+ko2uMF57rT9vvtULV7cgIJnH9wKuriGMHNmOUaNG6ClaQRBepGnTpnz88UTcPQKQShPRjMc0nJzD6N6jMvPmfZjreDMzM7y9vbGxsTFKvIJQ2hXqaVBGRobWQVejRg2io6OLHJQgCCXfxIljsbZJARoC9QAfoBFQF0enWD799MN83i0Yk5ubG4cP78Hf/wqtWlVBKq0C1Ecz6fxYDm5uSbz99gQjRSkI5du8ebNxcIjQ2mZjG8W0aW8Xc0SG1atXT65fP8vVq/s5d2479+5dYeHC+WK1qvBSqlevAEBwcNm6D3GsWo2ksNBcr/k/iiQtLYM2rWsZ7LwPL14hR5lDk96vGuwcglBedOnSBY8KasAJaA5UAar+9/+dqOApoWPHkrPQUyKRULduXRo3boyZmZmxwxGEUsXc3Jyff/4ffn4XOXtuGzdvHuXs2SOFShv50UfvYm+v/V7A1i6K9957p6jhCkKhOTk50bRpU3x8fIwdSrFYuPATnF0itbZZWcUyYsRgpFIp1tbWbNq0Dl/fc5w9t41bt45z7Ng+kcpZEAqoUBOWO3fuZN68eZiYmACgVqvx8vJiyZIlbNu2Ta8BCoJQ8lhZWWFjawrUBfyAq4AvcBkIBOri4SFW5ZdEXbt2xT/gFh07meHkfA+p7BZwBXiAZvL56aSlwjSB7t07GydQQSjnXFzsAKWOVjU2NgoUCkUxRmQ4w4cPZe3aJdSrH4dHhVDcPSKoXCWYmTO7s2XLBmOHJ5QCNWpoJixDQmKNHIn+KCytsHZ1J/mZdLAAKpWKO77BtH3FcPVss9LT8b96nWav9THYOQShvOjRozN2dg6AOXABuA3cAi4CFtjbO9CjR8m43p406S3u3r3C4SPr2H/ge3x9z7F69bfIZDJjhyYIJZ6JiQlHj+5l5Ki6+FQKwt09ggqeIbRomcU//26gadOmBerP0dEayNHRqsLOzlws7BOKnaurKwcP/sOVKwfZt281p89s48qV0zRv3tzYoRlUxYruQIbOdnMLJT4+Ppw8eZBBgytR0ScYd/cIPL1CaNdewsGD28WkpSAUQKEmLGfNmoWzszNRUVGYm5tz/PhxHj58SEpKCh9//LG+YxQEoYTJzs7Gwd4Fzc3281/aycAjHByciz8wIV8NGjRgx471mJreAVKfa01DM+lc+ZnXTEhLSyu2+ARBeEomk+fbLpWaoFTqmtAsPWQyGZ99Ngdnl0A0qXWesrCMoX37WjRs2NAosQmlR/XqFYiOTiQtLdPYoeiNQ+UqACQ+N2EJcOtmAJUru+Pu7mCw8/udPINrpYr4NKhnsHMIQnmgUgFYoFkc+Cw1cB+wRKlUPf+2Yjd79rt8/vnbVK0WgrNzBI6OUVT0CWbM2Cbs3CnS1grCi4wYMZy69cyRyxOfa8nGwyOI779fXqD+pNL8FwrIZCao1eoCRikIhWdra8vx43vp3MUCT68QHByjcHcPo2GjRLbvWEvjxo2NHaLBqNX5Lw5Qq2WMGjWcmrXUyGTJz7Vm4ekVypo13xguQEEoYwo1YZmcnMwrr7zC66+/zpw5c1i1ahXdu3enffv24uG2IJQDOTk5yBVSNJNc2sRgYWFenCEJL2HVqmVYWAI8fxP1WBLwtGZlYqIda9asK4bIBEF4nqmpBWCpo1WBRGKKSmX8B5xF1b59e5yds3W2Ozkn8P7704oxIqE0ql6jAiFlrX5llWpkJCWSlfz8Qw/w9Q0hKyubdu3qGOz8Ib73SIyKpsXAvgY7hyCUB0plDmp1kM52tToIpVLXLqriYW5uzuTJY7B3CNPSlkCz5j6FSmkpCOXJxIljsbDQdS2ixN3DCg+Pl68/LZOZodmZrY0pcrlFQUMUhCJ5//2ZVKmaTt7ngDl4eISwcuVSY4RVLA4fPolKZaujVUpUZCqvvdYLhULX74BMqlTxwMrKSke7IAjPKtCEZfPmzenevfuTPx89epTo6GgmT57M5s2b+eGHH8pMejJBEHSztbVFrc5/F4NEUvofpJcllpaWVKzogu60Mo9p2nNyrHhwP5N9+/YbPDZBEHKTSqXkqLKAWoDJ861AXbKzs4p0DhMTE0aMeIMzZw5z5cop/vnnrwKnqtIHJycn8r9vS8fNzbW4whFKqRo1KhBahtLBgmbCMjk87+QBQFZWNr6+wXToVN9wAajV+J44Q8PuXTCzFg9XBKGwzM0VSCS608hJJBlYWJjqbC+IJk00uyGvXDnFmTOHGTlyxJMyPvnp1q0bLq66Y3R2TmTatIl6iVEQyipzc1OezxbyLLlciaOj45M/t27dmj17dnDlyilOnTrI4MGDcqVfzsnJBuoAz++0fHwvUHaySgilQ//+PZDJ4nS0ZuNd0Rlra+tijelltWzZkt27t3HlyilOnz7EkCGDC5TufNGiLwkKtAOen/OQEBXlxYcffopCkf8Ui0ymxNZW16SnUN6tW7eOHTt25Hm9ffv2qNXqPP92/Pz8yMzM1LoQ5ujRo6jVatRqNZmZmTx48IAvvvgiz5zd42PUajUpKSncu3ePdevWlYjd0gWasPz000+pX//pjXHdunX56aefOHjwIEuWLKFPnz58+OGHeg9SEISSJTs7G7U6vxtrKSqVqKdQklhaWiKVKoH800yiNiUs1JNDBxPp3LmXSDMjCEZgamqKKicDuAc0AqoDHkBVoCkQiFKp+8Hii5ibm3Pq1CHWrJlGy1YZNGwUT6/eduzZ+zOLF3+mj4/w0vz8/IiJ0f19oVLZcOXK9WKMSChtJBIJ1atXICgo2tih6I1ULsfOy5uksFCdx1y79oga1T1x9zBcWljfk2eRyUxo1q+Xwc4hCGXdxYvXSE8z09melmrGxYvXinyeRYs+Ze/eX+jT156GjeJp2SqD79dM5fTpw5ib55/5xtHRATOz/K75s3B0NNzvGkEoC8LDowDdz0gy0hUEBWl2W69e/Q27dq2mew9LGjaKp3WbbH7+ZTZHj+5FLtfcr6vUWWhSSTfh6b1ANTT3Ao/IyckQNSyFYiWT5f/vTSpVlsgdhN9+u4x//vmeHj1taNgonlats/j551kcO7b/pTddRUZG0r37QK5dtSY6yh2Vyo3ERDcePvBkyuT5HDhwiPj4FPIuNn4qK0tOdHTZuV8pqywtLfnqq8Xcu3eVwMDr3L9/la++Woylpa7sV8WvTZs2mJmZ8ddffzFmzBitx/z444+4ublRtWpVZs+ezZQpU/j000/zHDdmzBjc3NyoU6cOU6ZMwcrKivPnzzNy5EjDfogXKNCEZcOGDTl8+PCTPw8dOpQLFy7w1ltv8c033zBt2jQGDx6s9yAFQShZkpKSyFFKAF11KiuSmCjSQ5cksbGxZGbK0UxYVtB6jFpdgT/+2EPLln3o0aM/SUlJxRqjIAga6enpZGSAJk3zRSASTa2rWOACEE9CQuF/x37//QoaNZZgYRnF05XgGTg5BTPhzb60bdu2SPEXxI0bNwgLyyLvalWNyAh7vv56ZbHFI5Q+FSo4YmlpRnBw2XkAYOftg9TEhOR8Jixv3w4iIyOLLp0bGiyO9KQkHl6+StvhA8VDUUEopC1b/iIqyhLtj16kREWZs23b9iKdo1WrVrz1Vn+cnIOBxwuaVFhYRNGosYQ1a/L/Hr1y5SrR0bp3mmRn23Dq1NkixSgIZd3ChcuIjdX+fESlsuT69fskJibSs2dPhg1rj4NjCPB4l2QOVlYRNGtuwbJlXwCQkpyJ5l7gAhCF5l4g+r8/J5CaqhSLi4ViFR0dT34L4DMz5ERFRRVfQC+hW7eujBzZGUenEJ5+P+ZgaRVJs+amfPPNy6exvXfvHo0bt6ZLl7EMGbyEfn3fo0aNxmzbptkVt2zZShITtf8OyFHacvz4ebKyipYlSTAsS0tLTp48yPQZ7ahaLQQv7yCqVA1h2vRXOHnyYImZtBw/fjybNm1i/fr1jBs3TusxaWlpREZGEhwczPbt2zl48CDdunXLc1xCQgKRkZEEBgZy8OBBBg0axMaNG1m1ahV2dnYG/iS6FWjC0t7ensjIyCd/bt++Pfv27Xvy54sXL+Ll5aW/6ARBKLHS0lIAbzSTX48fYsmAyoA1ycm66iQKxpCTk8OdOw9Rq4PRTDRX5OlXgBTwRq3yZNu2vwkJCTFanIIgaKxfv4X0NKf//pQIhAPxACQlufD116sL1a+pqSnt27dALte+IMHRMYp582YXqu/CGjx4NAH+7qhUds+8ak5UZEU+++xbIiIiijUeoXSpWdMToEztsHSsUg1lZiapsbo/U3a2kls3A+jStaFBY7l58ChOXp7U7lB8CxkEoSzJysrizTenExZakWdrxYM1oaEVGT9+Gkqlskjn+PTTOTg6aX9IbGKSSLt2zTAz073L89q1a4SGZKJ9d5iEyAhb1qz5uUgxCkJZd/r0aTZtPExcXAWendTJznbEz9eK0aPfAuDjj9/Fzj5Sax+mpvH06dMNmUzGd9/9REqKy38tCWjuBRIASE115pdfNhjqowiCVp9//hXxcS5a2zIz7dm9+yA5Ocatyfy8Tz6Zhb2D9u9HhSKB7t07vlTq9GfdvHmTbdu2ceLECVSqp2mgd+zYyT+7rpKY4M7TnZYSMjOduHFDxpQpMwv5KYTismDBJ9Srr86T+tjEJJ669VQsWPCJkSJ7ysrKikGDBrFhwwYOHtRMonbo0CHf99SvX582bdqQnZ39Uuf45ptvsLGxoWvXrnqIuHAKNGEZGRlJpUqVAJDL5TRu3JizZ5+utLO2tn7pDy8IQullbW1NWloscAXNZGVjNKlKGqApwH0DtVqsHCppHj16iEQSD1wDstGkmmzy3/8qkcp8adOmuREjFAThsUWLlnL8eARJiW48fehhSlxcBf7ecZXNm/8oVL+enp6YmuVX8yYTd3ddu+cN4/79+7Ro0ZmVK85w+5YLvndc2P1vAt27j+KHH8QDUiF/NWpUICsrm4iIeGOHojcOVaqSHBEGL9g5cfHSfby8nKlV29tgsUQ+CiDs3gM6jRthsHMIQll36NAR2rXry8YND/G9o/meW//7fdq90oejR48VuX93dxee7tTKy8ws64ULywcMeIOHD1zJznZ85lVbwkJ9mDhxlsi8IggvYfr0WQwdMpvjx9T43nHh5g0nPp2/gxYtOhIfr7lOcXS0AXQvUlCYZuPo6MhPP/3C7n/vkBDvwdNMJHISE9w5fCiA5ctXGPzzCMKzDhw4yO+/HyI2xhN4vAhGRkqyKxfOp/HeeyWvRJyTkx2aZ1/amZpl4+KifRK2MEaNepPRoxdw5rQJvndcuH7Nng/nbKJNm86kpqbq7TyCYfTt211nnVYTk3j69u1u0PP37t2b5OTkXD979+7NdczQoUO5f/8+d+7cQaVS8ccffzB+/Pg8fU2ePJnk5GQyMjK4fv06zs7OLFu27KXi8PPzA8DHx6fIn6mwCrSMYN++fSxZsoQPPviA/v37k5aWxsmTJ5+0169fn4cPH+o9SEEQSpaMjAxUKhmatCSRaHZWmqKZrNTsBsjJEelJSprw8ChUKjlSKUDYfz+gWe3tilrliK2tHxKJRKSXEQQDqVmzJmPGvIGFhTm7dx/gwIGDWsebSqWiV68B9OzZk1mz3sHW1o6oqFgWLZqe69qroJKSklDl5Hf5J0GpVOXTbhjR0dG8++4HxX5eofSrWdOT4OBYVKoy8r0lkeBQqQrh16+88NAH98OIi0umR/cm+N4JMlhIV/ccpNeMSVRu2ohHl64a7DyCUJY9evSIkSMnGKRvpTIHzSJSCeCG5to+G821fibKHJMXTjgGBATQuHFbJk9+m0GD+iKVSjh//iqLFn0psq8IQgEcOnSIQ4cO6Wx/0QY0lcrkycTGsGGj6dSpE3PmzMDJyYH4+ESWLfuYffv2Fzo+V1dXxo8fjaenB+fPX2bz5j9Fmkrhpc2cOZtNm5oxb95sKlRwIyUljZUrl7B9+9+5dhuWFC96LqnKMSElJSXfY0xNTRk+fBhNmzYgKCiUtWt/y7cW5a5d/7Br1z+FilcwLlPT/Pf1vai9qI4ePcqkSZNyvdaiRQs2btz45M/jx49nw4anO+w3bNjAiRMneOedd0hMfJrpcOPGjSxatAgbGxs++OADkpKS2L795UoQPC4FYsznwgWasPzkk0/Yvn07x48fJyUlhdGjR+faUTlu3DgOHDig9yAFQShZsrOzuXcvCC/vKoAtEIKmtpo10ASVKpoDB/bl24dQ/H79dT1T3nmDChVi/3tFCtRDs8IzFIk0itdfb0zLlhfp1WsgAQEBRotVEMoaU1NTtm/fTOMmPri6pgI5vPX2q2RmOLJ48bd8880KMjNz745Qq9Xs3r2b3bt3F+qcrVq1okaN6gQHh3D06FFUKhXR0dGEh6fgUcEEbau7s7Ic2bjxr0KdTxCMoUZNT0JCYowdht5Yu7ojt7AgKVx3/crHVGo1ly7dp1Pn+vzv+91kpBvmgWPg9ZtEBwbTffIE/jduikHOIQgCtG3blgULPsHW1oa9ew/wxRdLSU9Pf+H7Nm3aRp2645DLXXi6KNEMqAWkEREemau0jy7JycksXfoVS5d+VcRPIgjGJ5PJeP31AQwa1I+cnBx+//0P9u7dZ/SFubt27aNGjU5IZdoyQygI8I/MtRPr6NGjZGdnU6VKZQICAjl+/Hihz/3VV4sZMrQH7m6pSGVZjB7Tkk8/nc2bb07n0KEjhe5XKF8uXrxInz6DityPo6MjU6a8TaNG9QgNjWDFiv9x//79IvfbrFkzateuRXh4BDt37qVGzW6YmGjbNScnODg23wU9PXv24H//W4aLSzJm5hmocprzzjsj+f33v/n44/lFjlUoWTIz8590f1F7UaWmpubZCOjp6fnk/9eqVYuWLVvSrFkzli59Wn/VxMSEYcOGsWbNmievJSYmPulrxIgR3L59m3HjxrF27doXxlGrVi0A/P39i/R5iqJAU8MxMTG0a9cOe3t77O3t+fvvv3O1Dxo0iAULFugzPkEQSqg9ew6iVpuhSQsbBaSgqatwEXBi+3axoqikiYiI4J9dx8jMfJwSqjYQCtxGUw8jGRvbCGrVjmPfvh3I5boLqguCUDC///4znbs44eoayuPxplAEYG1zi0WLZnPnziUaNmyol3M1a9aMO3cu8e+/K1m7bgrbdyzm3r0r9O/fF4Bp02YTEe6FZnf8UyqVJQ/um/D99z/oJQ5BKA61a3sTFKS9Nk1p5FClCmqVipSI8Jc6/tw5P8zNFXTq1MCgcV3Y8S9VmjWmRusWBj2PIJRHCoWChw9vcezYNjp2cqVxEzkffTyauPgQ+vbt88L3//vvXiS4ApfQLCRNAWKAa6hUOZw/f9mwH0AQSpiKFSty+/ZFfv5lFq8PdGHwEA82blrA1atncXYu3tIHz1uy5GsePrQELJ9rMSEs1JOpU99/8kq7dq/g53eZnbuWs3bdFP7+exl3716hW7cuBT7v9OlTGD++MxUqBCOVxQEpmJtHU9EniHW/rnxS/ksQisOYMaO4du04c+f1ol9/ByZPacyJE1v45ZfvC91nnTp1uHXrAnv2fs+6X99h2/ZFDB8+kOhoV7SNt/AwL955531tXQFQvXp1fvppGd4VAzAzjwFSkMriqOAZxKRJvXjrrbxpOIXSbdeufSiV9lrblEp7du0y7sac8ePHc/z4cRo0aEDDhg2f/CxdulRrWtjHlEolX3zxBZ9//jnm5uYvPM+MGTNITEzMN1uAoRVqL2tSUpLWrd7x8fGihqUglBNzPpyJROKrpUWNVHqTb75ZXOwxCS8WGRmN3MQJaIFm5bW2XSmZVPDMYvDgoq+aEwQBXFxcaNW6LgpFopbWTCTSECpVzmbHjvVYWFgU6VyVK1dm+/Z11KwVhb1DBBCJtXUklauE8P2aRbzySlvOnj3H4MFvc/2aHeHhHsTGuhAc5MW+vfG0a/eqqK8hlBo2NhZ4eDgQFKg7LVNp41C5KqnRUeS85D1VfHwKd3xD6NfPsBOJgddvEnr3Pn3fn4ZUJnvxGwRBeGnnz5/Ap5IUqewCmgnHCCSSW5iaXuOvv37Dzc0t3/e///50TOS+QN5nNFLpQ7p16/AkvZcglHUSiYS9e7dTvUYMVlZRaOq7ZmBrG0n9Bmn8888Wo8aXmJhIu3bdOXQwhZBgT2JjXQgP8+DKZSv69RvFjRs3AM0Ol82bv6da9XDs7DTX9Da2EVStFsavv35L48aNX/qcEomEyZPHY2unbae1igoVYpg/v+TVHxTKpgYNGrBkyftU8PT/r15gFpCEq1sIAwc2YtasmQXu093dnd27/6B2nTgcHcOBSCwtI/CpFIDcJIMrV0xzjberV6zp338MV6/qLnXw+edzcfeIQlMKKzc7+whmzJiU901CqTZ//ufcuinNM2mpVNpz66aU+fM/N1JkIJfLGTlyJJs3b+b27du5fn7++WeaNm1K/fr1db5/06ZNqNVqJk+enOt1Ozs7XF1d8fb2pkuXLvz1118MHz6cSZMm5UoxW9wMm3xXEIQyydzcHCdHC7TdFGtkUK9e9eIMSXgJCoWC8eOHI5VdBYJ4WsMyL0vLeIYPf73YYhOEsuyVV17B3T1v+tWnIgBH3NxTmDBhbJHO9cUX86ngGQU8XyBHjatrCEuXajJhnDp1mkaNWtO61QC6dZ1Iw4Yd6d37deLitBeZF4SSqGZNTYqcwMAytMOyclWSwnV/P2tz+tQdqlWrQJ063gaK6r/zbN6KSyUfXnljsEHPIwjliZOTE3XqVkUieailNQ0TeQA//LAq3z6aNWsI6E5pZ2WlxMfHpyhhCkKp0aNHD9w9ctBMVD4vlUqVrfWW1aSwIiMj6datL40adaFb14m0bNmfpk1f4fLlp7uhv/rqc9w9wsn7zEWFm3soX3218KXP5+XlhZV1fsUzk2naVPeDbkHQp0WL5uLiGqG1zdommjffHFngRTbz5n2Id8V4NPWbc3NyDkQmhYYNOz8Zb02atOXixYv59lmnTnVA10JeNTY2ElxdXQsUp1Cypaam8sorXVm54iQP7nsSHOTNg/uerFxxklde6WrUhd3t2rXD0dGRHTt25Gl78OABN27cyHeXZXZ2NqtWrWL27NlYWj7dcfzrr78SERGBn58f33//PSkpKTRv3pzNmzcb5HO8rALVsBQEQQBwcHDgRdcPUplYD1ESPFssuVWrVjg5Pa5vpeZFa1ZKYtF0QSiN1Gq1toWZeZiaxtO3bw9Wrlydp00ikbxUzZ3GjeuiezGCEk9PDxQKBVlZmt8FgYGBBAYGvjg4QSiBatXSpDgPDi4bOyxNra2xdHYh5NL5Ar3PzzeYqKgEBrzehtu3gwwUHcQEBnPryHG6T32LOydOEx1guHMJ5ZNUKi1315/Dhg1DJtW96EIiCadDhzZFPo+x6/YJQnHp378ntrYpOtudnTPp2bMb165dK76gdIiNjSU2NlZrW82aldHsuNYmi8pVtC9S0vZ7VDP+XzQBJHZhC8WjcmUvNGWltLO0VOHi4qKz9rK2f+Pt2rUEdNVqVuHkrEmDmd+Oyue9zJyp+G4te1JTU5k160NmzSreXedjx2pfuH78+PEnz3VNTHRP4zVo8LQ8SMeOHbUes3jxYhYvfpoNsSRn3xAzCoIgFFh6ejpgiu5fIeagFr9ejKlz506cO3eUgIDrBARe5/z5Y7Ru3QqJ9PGFXSzgovP9qSn2rF9v3HQ5glBWHD9+nLDw/NaIuaO5aZM+mUh8bNSoEVy/fo6AwGsEBt7g0KF/c12MPu9F15wSiSrfC11BKE1q1fIkLCyOjIyyUZLCoXJVAJLCQgv0PjVqTpy4Rfv2dXF10153RV/Obd1JanwCo776HLmZqUHPJZQPjo6OrFv3A48eXScg4Cr3719j6dJFmJmZGTu0YqF5WJTfzifVC7/bT5++CNjqbE9OlhEQEFCI6ASh9MnMzCT/R50y0tMziiucQnvhNT1PHzY7ODjwyy/f8/Dh49+jV1m27Isnv0eDg4NJSsyvQxvOnr2kn8AF4QXU6vz/cauR5ik3J5fLWbhwPnfvXiEg4CqPHl1nw4a1T3Y4vsw9sEKhKFCcV6/eBqx09UhCQg5RUWUny4sglCRiRkEQhAKLi4sjK0sF1NTSKgFqEZ+ge1WjYFgTJoxh0+ZvaN4iAy/vQLy8AmnWPJ133xtBRvrjhxnZaNLkaJu0NCM42ITt2/OmGhAEoeBiY2M5cfwKGRl2WlrNADcgkuRke37++fcnLStWfMWKFTOoVz8WL68gvLwD6dRZwZ49G+nYsYPWc4WFxQByHZFISEpSkpaWVoRPIwglR63a3gQFlZ0HBQ6Vq5KRlEhWSnKB33vx4j3S0jIZNLDoO7Hyo8zK4sD/fsG5ojfDF38q6lkKReLk5MTp04cYPaYWPpWC8PQKokrVYGbM7MCxY/swNS37k+J//PEHOSonne1qtSMnTpzNt4/PP19KSLADkHc8JsS7sXLlj0UNUxBKjbVrNxATba2zPSzMlK1bS/59bnR0ItrGtIaUuLhU1Go1jo6OnD59kLHj6lCp8uPfoyFMm96OEycOPJm0/Oab/xEf7661r5BgBz77bImhPoog5HLmzEXARkerlNiYjFxlSkxMTDh8eDfvv/8q1aqH4ukVhE+lIIa/UZlTpw7g7u6Ov38wmvtq7dJSZTp3bOoyd+7nhIU6o23qJC7OnS+/XFGg/gRBeHliwlIQhEIJCAgCFEAzoC5Q57//bQZqKQcPHDVmeOWWl5cXX365EGdnUzSTkY9/zStxdPRHobAmJ+fx7gvf/46pBzgCdiiV1bl+zYquXfuiVOZXc08QhIIYO/Zt9uwOIjWlFo/HG1RDM/5CgZqkp7lw5co1AKpXr87gIV2wtXu+dk0m7h6BfP/9cq3nmTfvC2Ji3LS2JSa4sHLlD3r6RIJgfHXqeBMQUIYmLKtUJbmA9Ssfy8pScvLUHXr1boatreWL31AEsSGhHFjzC3U6tGXEl59hUg4mlQTD+O67r6leIxFIzPW6XB5Hw4amzJjxjnECK0ZRUVHc9QtBrXbU0iolR1mNt97K/79DaGgoQ4ZM4NFDTzLSawB1UOXUJiy0Mt9/v4fVq9cYJHZBKImuXr3K7dvR5CjzTohkZtpz7uwdgoODjRBZbqampowePZIVK5Yxc+Y0HBwccrUvXPglcXHaJhghPt6NpUu/BWDlymXUqJlC3t+j8dRvIOfdd6cB8OOPv7Dqu78JDvZGqXQG7EhJceHRQ0+GDXu7RPw3EcqHTz/9gpBgR7RVqYuJ9mTevC9yvTZhwjiaNLVFYfp8+uRkqlSN5ccfV/LJJ58TFak9g1hysjPr1m0qcPrWR48eMXLkO/g/8iI11QWwRZntRHBwRb5ZvoXff99YoP6epVAoGDlyBCtWLOO992bg6KjtGkAQyi8xYSkIQoFJpVJMTSVoVvzJgGggCIgHFCBJo169GsYMsVxasOATrl07iq1dGBCBZrdrUzSTIxom8gACA+zIzKiCZgXaXSAJtboeSYnVGPj6+zRq1IrQ0IKloxMEIX9KpZKBA9+gXr0unD+XRVKiDzlKGWCCSqUAQnFxDef06e1s2LCWDz6YiatrwnO92KCZ4GxElSperF69IlfBdNCkn126ZB3hYT6oVHZobgRtiIjwZNOmM/zww8+G/7CCUAzMzU3x8XEhsIxMWErlcmw9vQucDvZZp0/eRq2GQYPb6jEy7QKv32L//36mdvs2zPxjLZWbNDT4OYWyRSaT0bJlQ0D7jmKFaQwjRgwu1pjy06tXL44f38+NG2c4c+YwQ4YMRirVz+OUZs1eISTYAVVOTcAckKNWu5GV2ZzhwycSFvbihQxyuRypVIJEkgQEgSQKJDmYmhYsBZ4glAW9e7/OwYNxhId5Aq6oclwIDfHk7x0PGTZsjLHDo1evnvj5XeJ/309h6rRmLP1yKNeuH2PevKc10/79dw/frdxKeFhFNAsdTQBbIsK9+eXnffzxxxakUimtWzdB83vUHWj8309DwBmFIoY33hj4pM/58z+nQf32vDvzd5YuOcboUYupUaMxp0+fKbbPLgihoaH07TsCP18X4uPcABfS0lwJ8K/IBx8sZ9euf3Md/9ZbozA3j9HRWyrNmjXk668XkZ1tRnZWM1QqBzTjxZqoyArs/PsWixcvK1SsR48eo0aNxowd8yVLlxxn+vRfqVe3LYsWLS1UfwDdunXh7t3LfL/mHaZOa8aSpYO5eu0ICxfOK3SfglDWSABRIfY51tbWJCUlYWNjQ3JywVMyCUJZZ2Njw6NHV3BwlAG3nmvVTJIFBcbi41PH4LGI8aoxbtwYln01FXv75x9oSIFGgB+QCliz6rtLWFhYM2JEPxSm2UAcEEZmph3370lp1+5VEhIS8pyjYsWK9O/fF7nchN279+Hr62vgTyWUNWK8PuXl5cWlS8dxdrmHJkXzU2lpDsTHOVHB8wFPd1d6AfbAfSAdAKXSmYcPFLRv3z1P/Qx3d3fefXcqderUJDAwmK+//o4HDx4Y+FMJZUlJH6+NGlXh8pVvmTRxNX5+IcYOp8gcqlSj7czZXNv4G6kxhZ+E7dWrOW3a1GbYsC9JSkzVY4TaOVRwp+PYEbhWqUTInbv4nT5HbHAo2ZmZmFpaYOPkiL2HGw4VPLBxdsLM0gK1Sk1KXDxh9x7gd+ost46eRJmZafBYy7KSPl61sbW15dato1Tw1D1J/+C+O9WrNy3GqLT766+NdOlaA1vbaEAJyEhJceb8uUh69Oivt6wknTt3ZsGCj7CxsWb//sMsWLCIlJQXl9nw9vbm9Ok9VPAMJHdWBkhMcGXBgt/59ttVeolRKJrSOFZLM29vb7p06YxSqWT//gMFTglpCDVq1ODI0W24uwfw/OPYuDgP3nv3G377bcOT1ypXrsyKFcuoXr0yjx4FMX36+9y7dw8AKysrfH1PUsHTGc09fQiamrhywAdQ8PBBPNWqNSmOj1bmiPH6lFQqpXv3V2nQoC4hIeFs27ZdL2VG2rRpQ926tQkNDWf//v15alcC+PpeoEZNXWO3BiqVBKn0EZAFmKHMrkZqqgk7dvzLsmUrStRzq6pVq3Ls+N94eOT9vo6P9+CD2d/x88+/GiU2QShJxISlFuJLSRDyJ5VKycyKQyY7zfNfshpmZKQ3wsJCdz0WfRHjVePOnUvUrBWB9l/plmhuWG6TlenE118fZsKEPji7BOU5UqWyZO+eOPr0eboS09TUlC1b1tO0aVXcPbIAFZGRpty7G0u/foO1Tm4KgjZivD41e/a7fLZwIArF86ltNFKSG2BlHQgkoBnD1YBrWo604NjRLDp16mGoUIVyqqSP1xEjOvL7+nfp1fNT0tJK/2RX1W49qP5qL87/8B0UMGXVsywtzfjkk6Hs3HmOH9bs1WOE+ZBI8GlQl2qtmuNWpRLWjpq0dmqVirTEJJJj40iJiyclPoGs9HQkEgkWtrY4+3jj4uNNSnwCB9es5cyf21Hl5BRPzGVMSR+v2kilUh4+vEpFn7zXoxoSbt10on79lsUa1/MmTBjL8uWTsLLO+7A0I8ORZV/uYf78z40Q2VM//bSa8RPqAkla2x/c96RGjcYFTocn6F9pHKuCfm3dupEBr7sB2iZ7JNy57ULdus0B6NevD998swgXlwwsLLNJTzMhKsqCDz9cyB9/bEEikRAXF/xfhiVtEzqVCAmW4+0tsl8VhhivGq1bt+K3377H2SULG5tsMjNNiIww55tvfmDFitUGP/+lSydp3CSJvM8endEs6L2X5z3ZWbasW3ediROnGjy+gti8+TeGDPVCs5ngeRL8fN2oXdv4C7UEwdjyJowWBEF4ATMzM6SSTLRPVgJkIJcXZ0Tlm7OzMzY2+a0/SeVxAfLISGvq1auBs0u01iOl0lTqN6iKvb098fHxAGzZsp7u3d2RK56ugHd1BWdnK/bt+5uWLTvo78MIQjkxYEAfnZOVAKZmicTFuuPgmAB4Aw91HJlG9eqeeHh4vFTKOEEoK+rW9SYsLK5MTFYCOFappqlfWcQJhdTUDE4cv0n/11qxdetpYmO0T2DolVpNwLWbBFy7CYBEKkVmYoIyO/uFn8fGxZnGPbvS/4MZNOrRhd/e+4SkKO3XKELZolKpOHnyIl7e1ZBK8/47zchwYu3awteH0pd33nkTK2vt/ybNzGIZNux1o09YtmnTHE05CO1cXOT4+Pjg7+9ffEEJgqBVnTrV0T1e1djameDg4ICPjw9r1nyBq1sgj+/zzS2goo+Eb1fMJSQklFOnTiOVStA+WQkQiERSVf8fQig3fHx8+OPPn/D0DEKzexdMTcG7InzyyQTCwyPZsmWrQWNYvfoXvvtuMhaWz/879wRuan2PXJFIt26vIJfLte7aNJYGDWoCujKpqLGxkeDq6loidoMLgjGJGpaCIBSYlZUVSPJ/AKW5cBZKDgnRURWZN28Jnp5uPE4pqY2FRSaVK1cGNGlgmzatilyRkOc4qTSFqlUtadWqlYFiFoSyy87ODk2iC+1kMilHjlwgPq4CYIGuGl8ANjZZ1KghVk4L5UuduhXLTP1KJBIcKlchKUw/qW2PHr1JdpaSsWO76KW/glKrVCizsl5q8jUpKppjv25ix+LlOHpWYMbmX3Ct7GP4IIUSYdq0Wfj5WqDKscv1emamE5cuJrFq1ffGCewZ1tam6F6kCWZmEhQK49aJdHbOP6uNhYVlvu2CIJQ8S5cuwNUtnLyLktW4uISyePF8rKysSE7Ob5GPioyMF6eVFgRdPvvsYzw9Y3g8WfksR6cwPvnkfYPH8Ntvv3PmTBQZ6c7kun9Wm6BJ066dwjQbZ2dng8cnCIL+iQlLQRAKLC0tDQnm6P4VYo5aLTZwF5fo6GgSE1XonvywIjoqg9dem8hvv20gIyOL/H79Z2fJnuyu7Nevz39pYLVzcExh7Ng3Ch+8IJRTmZnZgIvOdqnEiX//3ce4cZ+SnASaWjTaZWRIn4xZQSgv6tXzwT9A946i0sTa3QO5uQVJYbpr+RVERmYWB/ZfoXv3JlSq5KaXPg0t4sEjti5cRnZGBpPX/Q9nH29jhyQUg4SEBFq37szKlWd4cL8CgQFe+Pm6sfCzHXTu3EtvtSGL4kUhqFRSsrJ0XysXB6lUBtjqPkBiLdLBCkIJcevWXTTlHrSRkJigJC4ujipVPAFdWSSy8fZ2JT09HaUy/4XiOTli7AuF17RpA3QvnFXh4CDH0dHRoDGoVCp69OjH3Ll/cOe2C4EBXjy4X4G4uPyzrKhy5CUule+1a3cAKx2tEpKS1GJ3pSAgJiwFQSgElUpFVrYSqKmlVQLUJjW16AW4hZe3bNl3xMe5a2mREhHuQps2XTlz5gwA33+/jrQ0XSuxpcTEKHn06BEAJiYy8i91rP7vGEEQ8tO3bx9Onz7EnTvnuXr1NDKZDE1tWW0TkR6o1Znk5OSwc+cu3njjLZKSHHT0LCE2Vsq1a9cMFboglDg2NhZ4ezvj/6hs3NA7VqmGKieHlMhwvfV55qwfMTFJTH6nl976NLT0pCR2LVtJVno6b37/DZb2dsYOSSgGSUlJvPvuB1Sv3phKlRpSu3YzvvjiyxKTwu3IkdOAnY5WC65f9y3GaLSLiopCU+ta2+OdKqSlJiKVikc/glAcunbtwvHj+7hz5zw3bpzlo49mY2n5dILy448/IzzMGW3jNS7OnSVLvnnJM6lRqVT4+j7icfmX56lUduzZc7jgH0IQXpr6v/vaounXr2+ue+UZM6Ziamr6pD0nJ4evv/6WunWbU6lSQ6pXb8zKlT+gzNZ1j6zA3z+yxE1Yzp37OWGhTmgb//Hx7ixb9l3xByUIJZC4ahUEocDS0tIICgwBnICmgBtgA1QAmgNWXL58zXgBlkO//vo79++noFI1A1zR/H14oVa3IDNTSmzs01p5mzf/wZ3bmSiVNs/1IiUioiLTp8958sqePfuJjNCd5iox0Yq//tqp188iCGXN77//zG+/zadV62xq1oqiQcN4qldXosoxARoBldCMWUegPmBHeHgsx48fB2D37t3cuJ5AVtbzuyekREVVZM6cT4vx0wiC8dWpo9l95x9QNiYsHapUIyUyApUed5Pl5OSwa+c5mjSuSus2tfXWr6FlpKSy+5v/YW5txYgvP0MiJlkEI5s79zMePrBGk579WaYEBboyffoHxggrl4sXr6JJW9sKTd1rGzRZHJoC7sTGphIQEGC8AAWhnFix4is2//Elr7SDmrWiqFsvhk8/7c/588dwcNBMrNy7d4/x498jMMCb9DQXwAZlthMhwRX5ZvkWNmzYDEBYWCy6M6zIiIpKQq1WM2XKewQHuQPP37Nb8PCBFZ9/vtRAn1YoD+7efUje77+nkpMfL5opvI0b1/Lrb/Ny3SsvXvIGp08fzjXZ/7zly1dy754Cler5Y+SEhlRg8uR3ixSXITx8+JAxY6YT4O9N2uPxr3QiJNiblSu2s27db8YOURBKBHEHKAhCofj7B6JWP0Jzc+yDZrelN5COWhXKyZPnjBleudOuXTuqVrVGKr0GmKJ5SKFEIjmHl3c469ateXKsnZ0dr7/+Bn9teUhggBdRkS6EhXlw7aodw4ZO4ejRY0+O9fPzw88vGpVKW9oKM0KCYd++/Yb9cIJQivXv348+fRtiaxfO0xobakzkUUikd4BUIAXNmLUG7qFUhnD16kNCQjT17NRqNV279mHD+ltPxmx4mDs3bzgydsz77Nz5D46Ojjg55V/DShDKivr1fcjOziEosGzUsHSqVl1v6WCfdftOEL6+QUx5pxcKhe600iVNcmwcB77/harNmtD5zdHGDkco52JiYmjfvieHDqYSHOxJVJQrISGenDoJXbr0zzURKJVKcXNzw8bm+UWBhnXw4HFUqnTgDJCF5prCHLiBWn2DtLRMVCrddTgFQSi6Nm3aMPyNzjg4hKK55jcFZJjIY6lZK5lff/3hybH79h2gRo0mvPXWtyz/+gzvvbeB+vXbsWjR08nFuXMXEROjLYMSxMa6s2CB5thHjx7RtesAzpyWEhpSgagoV4KDPNm/L5l27boTFxdnwE8tlHUff7yQiHAXtJUfSkxwZdWqH4vU/4AB/enVqz62trnvlU1No2nQQMV3332t870pKSm0a/cqu/+NISjIi6goV8JCK3DhvCm9e7/B7du3kcvluLm5YWGhe9K1uB06dIQaNRrz5oTlLP/6DLPf30SDBh1YsGCRsUMThBJDQv65/sola2trkpKSsLGxKXHbxwWhJJBIJDx4cI1KlaPRpB+So6mvYAakA/e5dtWSxo3bGjwWMV41DhzYRZeupmgeUuQVFOTF11/9yKRJ47C2kfC4Psby5as5d+4iiYmJhIZqf1hqa2vLvn1/U62aNQ6OyYCaxAQrQkKge/fXdL5PEJ5XHsfrmTOHadkqi6c3YLllZ7cgIz0Aa5tkQEZMtDV37sTQs+drpKXlTa1tZmZGpUqVSElJITg4mBEjhjFnzkxs7UwANclJapYvX8XPP/9qyI8llAMlebz+73+T6NqtERPGrzR2KEVm4ehElwWLubNrO/H+D/Xev7OzLbNnv87mTSdYt+6g3vs3pGb9e9O416usfGMCIXf8jB1OiVaSx2tZYmdnh4eHB1FRUcTExDx5XSaT8cUXn/H6670wM1OiUssIC01gxow5nDt33uBxHTmyhw4dpYD2NLpBgV7UqdOG1NRUg8ci5E+M1bJr376/6faqFU93OafxdNfjA4KCbGlQvwOJiYkv3eeUKROZM+cdXN0SMTFJJyfHnMgIG1auXMeXXy7Pc7yzszPOzs6EhYWRkJBQ9A9VzonxqjFw4ACWL/8MF5ckFKZpqFSmRERYs+XP/bz7btGyDJw9e5gWLTOBHK3tAf5e1KjR7IVp4q2trfHy8iI2NpbIyEisrKxYteob2rVrjkKRRU6OnPv3Q3j77ek8fKj/621BEPTLxNgBCIJQ+lhbW2NmLgXqAcFoVvGaAhlAAtAQGxsxiVWcXF2dgFid7U6Odiz6YipWVmZo/q6UVKgQwpfLprPsy40sXap75VpiYiKtWnWkZcuWjBkzHBMTE7Zt28W+fftRq8WaF0HQpmHDhsydO5uGDeuh+d0YCsTkOS4mOoh589bQpk1z0tPTWbt2A5cvX9bZb0ZGBr6+mnpZc+bMYtas4Tg4hvFk/VkFCUu/fAcfHx8++eRTfX8sQSgR6jeoxKNHEcYOQy8cq1ZHrVaRFBZikP6joxM5cuQGQ4e149DhawQHRRvkPIZw+Z89VGxQl6ELP2H5kNGolNofZglCcUlISNA6CbBnzw5eecURM/PgJ695epqwffsvDB8+hWPHjhs0Licne7RdYzxmapaFh4cHiYmJzJo1gw4d2qBSqdiw4S/Wrv1V6wIpQRAKxt3dFagIBAJ3n2lRAPWxtorB29ubmzdvvnSfq1evYdOmP3nrrfHUrl2de/ce8sMPv+RaMPFY586dmT17Gg4O9oSEhLJw4TKuXLlSxE8lCLB163b27TvAuHGjadKkAUFBoaxZ87NeFq7b2VmjmdzXTmGqfDIJn5/k5GTu3LkDaBb4njhxgHr1spGZBD05xsvbjCNHdtK5c38ePHhQ5NhfRr169Zg7dzaVKlUkMTGJ5ctXs3fvPvEcTRBeQOyw1EKsohGE/JmYmJCYGIq5RTaQDASh2dlnDlQGZMTGgLNzRYPHIsarxvnzx2jWPBVNit7nKVCrmiORxgH+aHbBKtCs/rQgODiRenXbkpSUVIwRC+VReRmvy5Z9wajRPXF2jkEz3uRoxpsVcD3XscHBXtSp3ZaUlJQCncPW1pabN0/i6RWotT00xJtGjTprfaAhCC+jpI5XiURCfMIfbN50nD/+OGHscIqs4RujcahSjeubfzfYOeQmMmbNfp2I8HhmzvipVD0kcfTyZND8D9izcg1H124wdjglVkkdr+VB165d2bLlC2zttC2ikHLntjN16zY3aAyXLp2kcZNEdD3aCQ2pwNSpC1i5chHuHvHIZAmAhIwMB4KDzOncuc+TNPSCYYmxWnY9eHCLylVy0DwbeZ4J2VlNqVSpwQsnXgpKKpWyfftm2rWrgp19LI+fy8REO/Lnn0eYOvU9vZ6vPBHj1fBu3DhL3Xq671eDg7yoXbtgGQJmzXqXzxcNQqHQ1q8Zhw9l0LVrn0JEWzCffTaPt94egItLLJpJWTmJiY5cuhhJjx79Ueqxdr0glDWihqUgCAWmVqsxMTEBooAHPE1Dmg7cBjKQy58v+i4Y0g8//Ep6uq76dTWQSKKBO2j+jkDzd/YAiMXDw4phw4YUR5iCUOZ1796dceO64+wczNPxlg08RPM7s/IzR5vy6GFYgScrAd54YxhubrpXo7q5pzJ+vKj9JpQ9lSq5YmNjwcOH4cYORS8cq9Uw2O7Kx7KVOWzdcor69SvRu08zg55L32KDQ7hx6BjdJo7H1tXZ2OEIQh7vvz8VWztdWU5UODtLqVOnjkFj+OWXDWRk6LoPkBMamsS33y7C0yvwv8lKADVmZrFUqx7Djh2bDBqfIJQPKkDX97kSSDPIgqEPP3yfLl28sbMP59nnMk7OIbzxRgf69++r93MKgr5s3LiN7Gxd31+mPHgQWuB05iNHDkKh0PW9nEH16l5YWloWqM+CateuHZMmv4aLSzBPd5BmY2sbQZu2dnz5pahXKQj5MeqE5Zw5c7hw4QJJSUlERkayY8cOqlevnusYtVqt9WfWrFn59j1gwABu375NRkYGt2/fpn///gb8JIJQvlhYWCCVgibFoTaPMDUVGaeL0/r1G7l5I53sbJvnWuSocuxAoivlRSgymTXe3hUMHKEglA+ffDILe4dIHa3hwOMbMlNCgj2YOHFmoc7j5VUBE7n2mrUAMlkm3t6ehepbEEqyRo00k/4PHpT+CUszO3ssnZxJDAl+8cFFdP9BGGfP+vL2xJ64utkb/Hz6dGnnbrIzM+k1Y7KxQxGEPOzsbNFVOxLA3FyFs7NhJ9t/+WUdt29lo1TmvQ8IDfXixIkzuLkloT0TSwbeFS2pV6+eQWMUhLIuNTUF7WNMIyU1BicnXRMzhTdq1BAsLLXvULOzj+TDD9/V+zkFQV++++5/+N6RkJNj/VyL5l550qSC3ysrFFLySyZpYpKNra1tgfstiE8//QBHxyitbWZm8fTr9yoymcygMQhCaWbUCcv27duzevVqWrZsSdeuXTExMeHAgQNYWFg8OcbNzS3Xz9ixY1GpVGzbtk1nvy1btuTPP/9k/fr1NGjQgPXr17NlyxaaNzdsKhZBKC8kEglqMvI5QgkSUWeoOGVnZ9OxYw82rL9DgL834eFuhIR4cua0CYmJcegqYg6gVmXi63uv+IIVhDLM2dkWzSpq7XJyMgkL9eHEcRVdu77O3bt3dR6bn6tXb5CWaqqzPT3djEuXrutsF4TSqlGjKkRHJxIfX/CdySWNUzXNQs2k0OJJxbhr53nS0zOZPft1JBJJsZxTH7LSM7iw4x+a9O6OV51axg5HEHJ59CgA0L1TIynZhIcPHxo0hqysLNq3f5VNG+8SGPD0PuD0KSk9ug+hRo0qKEx1pzN0dlbSvHnp2n0tCCVNZGQMmrIr2qUkywgK0pYutvAsLS0xN8/viBwcHKz0ek5B0Ke0tDTatevGX1v8CQr87/sr2Ivjx5R06TKAe/cK/pwqMTEN0D0ZmJWlMHjZFDc3J57ueM7LzCwbV1dXg8YgCKWZUbdA9ejRI9efx44dS3R0NE2aNOHkyZMAREbm3qXQr18/jh49ir+/v85+Z8yYwcGDB1myZAkAS5YsoX379syYMYPhw4fr+VMIQvmTnp5ORroSq+cXQT0jIV7k+C9u6enpjB8/CYVCgZubG0lJSSQkJHDv3hXsHXS/L0clZ9u2HcUXqCCUYTkvWKsRFZlEkyZd8lzfFNT27TtYsmQuPpWk5F3NLSE6yppNmzYX6RyCUBI1alS5TOyuBE062NSYaJQZ6S8+WA8yMrP4c/MJJk/pzcBBbfhry6liOa8++J08S/0uHen93jt8P26KscMRhCcWLvySDh034eKiLWWdGQH+cQQHG34XdVpaGmPGvPXkPiAxMZHExEQAEhISAWd0PTzNypSSmChq2QtCUXz++Vc0bvItDg7aslBZcfPmwydjUl8yMzNRq/PfpaVSlZ4FSkL5lJSUxPDhYzE1NcXV1ZWEhASSkgr/nfTVV6v4+ZcPsbHJe7+Qk2PDqVMXycrSPZmoDyrdm63/azchLU13eRdBKO9KVA3Lx1uy4+LitLa7uLjQq1cvfvnll3z7adWqFQcOHMj12v79+2ndurXW4xUKBdbW1rl+BEHQLTs7m6tX/dC9gtCWnTv3GuTcYry+WFZWFkFBQSQkJABw7NgZQFfKCwW3bj4kPb14HpYK5Ut5HK+HDp1ApdI13uQ8fBhW5MlKAKVSyYQJ0wkLrQg8u3LakvCwikyZMpvMzMwin0coP0rLeG3UuAoPy8iEpVP1miSG6He3xYvcfxDG0aPXefPN7lSrVnrSwavVas5t20XVZo2p3kpkzSkt47U8uH37Nj/9uJ3YWE+evTfKybHj4QMXhg4dU6zxPL4PeHZiZOXKH4iN0Z3+LjxCzp49e4ojvHJHjNXy48SJE/y15RQJ8R48uzdEqXTAz9eGMWPe1vs5lUolDx6EkN9zmePHz+r9vGWVGK/GlZmZSVBQUJEmKwG2bt3Gvr13SE5y59mdltnZTty+ZcrkyYUryVIQ//yzH1WOrhIMJoSGJjx5XicIQl4lasJy+fLlnDx5ktu3b2ttHz16NMnJyWzfvj3fftzc3PI8DIyMjMTNzU3r8R9++CFJSUlPfkJDddXlEwThsXfemUV4mCd5Uy2YEuBvz/z5hikiLcZrwc2du5AAf3vg+fSRMqIiKzJ6tP5vngQByud4/eyzxQT42wFmz7XICA/zZMaMOXo715EjR+nQoT9//hGIn68rfr4ubNsaRqdOA9m9Wzx4FAqmNIxXd3cH3NzsuXu3eFKoGpK5vUOx1a983p7dlwgPi2P+p8OwsHz+d1XJFXj9JuH3H9JjmrhuKQ3jtTyZO3cBgwbO5PgxFX6+Lty57cI3y0/SokVHQkKM//vq8uXLXLkSSmamXZ62hAQ3fv9tq9jpYSBirJYvkyZNY8SIuZw5LcfP14Xbt1z4YtFeWrToYLAUlNOnf0BYPs9l5s373CDnLYvEeC07hg4dxYQJS7hw3py7fq7cuunE3E/+olWrjiQnGz4b3NKly3n0yAp4PmezlIhwL2bO/NDgMQhCaSYhv0q0xWjVqlX06tWLtm3b6vxS8PX15eDBg0ybNi3fvjIzMxk9ejR//PHHk9eGDx/OL7/8grmWBO8KhQJT06cP8q2trQkNDcXGxqZYfpEJQmnVvHlzNm78GU8vC0xMMsjOsuDevUj69x9GQECAQc4pxmv+unTpwvvvT8Xe3o779x+xaNEy7ty5Q6VKldi06Re8ve2wtFKSniYlMjKLN9+czsWLF40dtlBGldfx6u3tzaZNa/Gp5ICVlZL0dClRkUomTZrJmTNFX+Vsbm7OmDGjGDlyMDKZjAMHjvLtt6uIjY3VQ/RCeVUaxmvv3s3Y9c88hgxeQlSUftOqFTevFq1pOGI0F35YjTIzv7rghuHkZMu77/bn0qX7zJ+3sdjPX1gVatWg3+zp/PLO+9w5XnpS2upbaRivQskil8v58cdVdOzYElvbTHJUkBCv4Mcff+PLL78BwMzMjNGjRzBq1FBMTEw4cuQEX3+90uC1vsoyMVaF4tCsWTM2bfol13OZ+/ej6d9/aL7ltITcxHgtf2rVqsUnn8ymWrXKxMcnsGzZdxw6dEgvfXt4eLB58zqqVHHByjqbjHQpMTEq3nnnfY4dO66XcwhCWWXUGpaPrVy5kr59+9KuXTudk5Vt27alZs2aDBky5IX9RURE5NlN6eLiojMFW1ZWlsHzVwtCWSORSPjww/dwcMzG1DQckCIzT8Ddw4qpUyfy3nv620X0LDFetZPJZOzevZ3mLTyws4sFkmjarCKdO29mzZotfPrpIlq16oS3tzcVK1YkMjKyUAXMBaEgyut4DQoKom3bLnh6elKpUiWioqK4e/euXvr29PTk0KFdVKyYialZLKCmcZNujBo1iDfeeJtTp07r5TxC+VMaxmvTptWIi0su9ZOVAE41apISFWWUyUqAmJhENm08xvgJrzJyZCfWrz9ilDgKKtT3LqF37/Pq5AnlesKyNIxXoWTJzs5m7Ni3sbKyokGDBmRlZXHlyhVy/iu+7eHhweHD/1DRJwszszggncZNOvHGGwMYOXIKx4+Lh6uFIcaqYGia5zLv4uCQhalpEiBBZp6Im7sl06ZNYubM2cYOsdQQ47V8+fTTj5k4cTAurprnZ2BKs+aLuXB+Kr16DXjy/VhYYWFhtG//Kh4eHlSpUoWYmBh8fX31ErsglHVGTwn73XffMWDAADp16pTvjqzx48dz6dIlbty48cI+z549S9euXXO91q1bN86cOVPUcAVB+M9HH82ma1dv7O3DgAQgDojH2TmYMWO70bt3L+MGWM4sXvwZ7do5YWcXAWT/92oqLq5BTJs2hHbt2gGaiZSTJ0+KyUpBKAYhISGcPHnyyWRlxYoVadiw4ZOa3YWxY8dmqteIxdQshsdJMmSyOLy8A1m/fo3WTBKCUFY0blKV+/fCjB2GXjjXqE1icPHWr3zerduB7N1zibHjutKpUwOjxlIQl3buwbN2DWq90trYoQhCqZOVlUVycjLJycmoVKonr2/fvokaNeMxM4sBNK/LZPF4egXy+++rsbS0NFLEgmB4pqam1K9fn5o1axo7lAKbM2cWXbtVwt4hHIhH81wmDmfnYEaP7kLfvr2NHKFQUjk4ONCwYUM8PT2NHUqxe+WVV5gyZRAurkFA6n+vZmNnF0G7dk4sWbJQb+cKCwvj5MmTYrJSEArAqBOWq1evZsSIEQwfPpzk5GRcXV1xdXXFzCx3LRVra2sGDRrEzz//rLWf3377jS+++OLJn1esWEG3bt2YPXs2NWrUYPbs2XTp0oVvv/3WkB9HEMqVUaOGYGGpPT2QvX0kH3/8XjFHVH7JZDIGDOiFmXmc1nY7+3D27PmLESOG5/n9KgiCYZmbm9OpU0euXj3D2bPbOXjwR27cOM7OnVuws7MrUF8NGzbEu6I5oG1HlgpXtxTGjBmlj7AFoURq2bIGfn7GrwdXVNZuHpjZ2pIYHGjsUDhw8AoXL95jzoeDaNKkqrHDeSmhvncJv/eArhPHGTsUQSh2UqkUKysrJBJJgd4nk8n49ttl+Pld5NDhnzl2fD1+fpd5663x1KlTB59K1kC6lneqcHVN4s03xXgTSiczM7NcaT6fZWJiwurV3+Dre+G/cbEBP78rjBs3upijLLzRo4diaRmttc3OPpKPPhLPZYTcXFxc2Lv3b65dO8zBgz9y/sIuLl06Qdu2bZFKjb6vqVh8+ukcHJ20Z2E0M49jwIBeyGTP14UVBKG4GPU30eTJk7Gzs+P48eNEREQ8+Xk+7evQoUORSCRs3rxZaz/e3t64u7s/+fPZs2cZOnQoY8eO5caNG4wZM4YhQ4Zw4cIFg34eQSgvrK2tsbbJL6O0EhcXu+IKp9xzcXHBzCw7nyOysLA04ddflxMaeoPr188xdOjgYotPEMqjcePGcOvWBQICLrN//2YaNPTBzT0dR6dIvLyD6dXbmRMn9hdoR2SbNq1wdlbqbDczS6Zz51f0Eb4glDiVKrni5GSDn1+wsUMpMueatVAplSSFlYzJ1z/+OMG9+6F8vmgkDRpWMnY4L+Xyv/uoWL8O1Vo0NXYoglAsXFxc2Lz5Nx4+vMYd35M8eHCNNWu+w8rK6qXev3XrJt58qxU+lYJwcorExSWCatVD+WLxZObN+wgXF92p7xSmSXTsKK4vhNJl6NDBXL9+lnv3znH/wQUuXjxBjx6v5jrm77//ZMzYps+Mi3Cq1whl6ZfTmTZtspEif3mWlpZYWOS3eEGJo6NNscUjlHw2NjYcP76XV7vb4OkVgqNTNO7uFjRuUoOjx/4kOPg227dvpkKFCsYO1aDc3Z0A3el/Tc2ycHFxKb6ABEHIxag1LF92VeBPP/3ETz/9pLO9Y8eOeV7btm0b27ZtK3RsgiDolpmZib2dExAIyABXwBRIA6IANfb2TkaMsHxJS0tDrdb169wMzd+PBKnsHvYOidg7SFm1+gOqV6/KZ599oeN9giAU1vLlSxkzthN2dpFAJPAQzSVXHUABRCKVplCtuhkLFy4gISGOtLR0/vprO8HBuidj4uMTyM6WIpfrOkJOYmKSnj+NIJQMLVrUAMDXt2RM8hWFc606JIWFoFLqXoBQnFQqFb+uPcj4Ca+yZMkYPv10E+fP6afurqEE3bxDVEAQnSaM4v75S8YORxAMytnZmZMn91OteiKa+y+N8eMb0KLFQdq06UxaWhpSqZTu3V+lWbNGhIdH8eeff5GYmEj9+vVp3boq5uZ5U2o7OITRoUNrsrJiUCh0RaAgKUlcXwilx7x5HzJt+iAcHMJ5nOLY01PGr799yccfufPzz7/StGlTWrTw0TouHB1DmTHjbdas+blE1zTMyspCrc5/F9gzmZ8BzYTVkCGDqFDBjYsXr7J3775c6aGFsm3WrBlUrZaBJg2qFGgMBAD3kcnA3QP6v+ZKgwZ76dChV773pqXZi/7Jq1UmpKWlFU8wz5DJZPTq1YvGjesRHBzGli1bSU5OLvY4BMHYysdeb0EQ9EqtViOXWwLeaC5wQFPH0hRoBnhjZmZhpOjKn8TERMLCksi9BkUC1AWqo5lI9gXcgKaAHAeHMN58cwjOzs7FHq8glGU+Pj4MGfrqf/Vk1c+0KIEbQEU049MUU1Mfpk1/jc8W9uGrr4dx9uwu/vxzPSYm2hcg/PvvbsLDtae0AoiOsmbVKt0LvAShNGvRojqhobEkJqa++OASTGpiglO1GiQEGT8d7LOylTn8/PN+7t4L5fPPRzLg9ZJfH/LK7v1Ub9kMr7q1jR2KIBjUihXL/puszP3QUmaSSJ06Kj744D2aNm2Kn98VNm1ewPxPe/LdqgncuHmSefM+Yvr0iTi76J5wtLGJJTHRTmd7bIwN3333o54+jSAYlrOzM2++NQwHh1AeT1Zq5ODsHMQnn7yHubk5M2ZMxtEpQWc/rm5ZdO7c2dDhFkl2djaPHoWiWRCpjQ0nTpx78qePP/6AmzdPsmr1m8yb34NNmz7l7t0rtGjRoljiFYxPk+r0cSkhTyAMeL7UUyqVKkexZs23xRpbcdqz5zCqHDsdrSaEhSWRmJhYnCHxyittuXv3Chs2fMK8+T343//e5tat07z//sxijUMQSgIxYSkIQoFZWlqiufi3By6iuciJB4KAS4C7yPdezN5990Miwr14+mu9FhCNZoIkGogD7gJ3gAYAuLunMHHihOIPVhDKsBkzpuDuruuhoBrNjksnNOPwDiYmfmjGZzQeFULo07cS69b9oPXdSUlJ/LF5F4mJedPTZGbYcfVqKFevXtXL5xCEkqZ1m1rcuRNk7DCKzKFKNWQKBfEBj4wdSh5KZQ6/rTvEiRO3eOedPsybPxwrq5dPW13c/C9fIz48gk7jRxo7FEEwGIlEQqtWjXh+svIxE3kcw4YNZPv2X6laLQwbm0ggHrk8Gi+vQKbPeJ0mTRoDmTrPYWqWw8ULN0lMcM3TlpVly40bUaK8jlBqvPXWONzddO9IcnFNZeDAATg5OZBfSkhzc3BwcDBAhPo1ffocwsIqoMl89SwFgQEOzJv3OQDjx4/h3XcH4+UdhFweDcRjbRNJlaphbPnrFzw9PYs7dMEIZLJnMx26AOE6jkynTt0qBSpfUposWfIV/v42aDKSPUtKRIQX7777YbHG4+Pjw6ZNa6hcJQQr6/++xxXReHkH8sGckbzxxtBijUcQjE1MWAqCUGAqleq/lM43tbUCN5+7EBIM7fTpM4wYMZW42Lqgrg1YoJkYed7jtL0uSGUZVK5csVjjFISyrlIlbyA9nyPS0UxYRqIZj7mZmcXTrn1jHB0dtb57zpy5fLP8b/wfeZGQ4EpykgtBgV78+acvffoM1MMnEISSx9zclIYNK3PrZsnalVgYrrXrkpmcTFrs86vZSwaVWs2uXef59deDNG9ejV9/m0mHDvWMHZZWarWaa3sPUb9LB1wqiesZoWyysLBAJss/d52LiyOeXvFA3jqU9vZheHi4kp2tu45dTLSMuXMXsmzZVvwfeZMQ70pysitBgV78teU+PXr0L+KnEITiU6WKD1JZhs52MzMlPj7enDlzAaVS97iIjpJy/fp1Q4SoVzdu3GDQwAncuulAVKQbKSmuRIR7cPGCKV269Cc8XDMhNWvWVOwd8qa/hRy8vOL45JMPijdwwShiYhKBx/VF1OTOCJSbiYkSOzu7Yoiq+MXFxdGpU2/OnJYQFuZBSoor0VFu+N5xYcQbUzl9+kyxxrNgwcdU8Iwh965wDQeHMD788N1ijUcQjM2oNSwFQSidsrOzUZOJRMuXqUYaKlV2scYkwJEjR2nQoDW3b1/Exlbbzchj4UA1srNV3LzpW1zhCUK5cPOmL716dUYq07Vi2xowR1PXUjsPDyWdOnXir7/+0tr+2WeLWbz4K5o1a4ZcLufq1auitpRQpjVtWhW53ITbt0v/hKVL3XokBPobO4wXun7dn4CAKAYMaM28+cPp/5o/P/6wr8Ttcr179gLN+vei49gR/DlvkbHDEQS9S0tLIzs7v3XmEkxNFWjKc2iXkxNHTLQj7h5x5H04bUpoaBZXr17l6tWrfPnlcpo1a4ZCoeDatWvFnhJPEIrqxo07ZGc3RC7XXn8uNUXO7dt+HD16jDfffIMKnvFoGxfBwWncunXL4PHqw9mz56hfvyW1atXCzc2NgIAA/P2fXmt4eXlhY6N7YgoSadu2ueEDFYzuiy+Ws2HjIuztQ/97RYq2STIAZbac2NjYYoutuAUHB9O2bRe8vb2pUqUK0dHRRhvzTZvWR7OxQBs1dnYynJ2diY6OLs6wBMFoxA5LQRAKTCKRkJGe3w4iiI9PKJ5ghFxCQ0PZtGkHanV+NyRqQEJkhDU//7yuuEIThHJh5cr/ERFhp6NVBjii2QGhe4xKJGqddSwfy87O5syZMxw/flxMVgplXtu2tUlJycDfX1vmgNLDwtEJa1d34kpgOlhtEhNTWbfuID+s2YOjozWrVk9i8ZIx1KzlZezQnlApldw4eJTGvV/F1lXU5RbKHrVazYEDx8lR2mltz0h3euF9lxoVn376JWGhPsDTHWXKbAcePXTl9ddHPH1NqeTs2bMcP35cTFYKpdLatb8RGWGto1VKdLQFu3b9Q3x8PNOmfURYWEWeHxcPH7jkGhelha+vL0ePHs01WQkglUqRSPJ7PiCUF3v37mXTxmPExnqiKR2k/ZpOpbLi7NlrZGXpTptcVgQFBXH06NGSvUBBohZlt4RyRUxYCoJQYGlpaQQERqP7V4gZ167dKc6Qyi0LCwvmz5+Ln99VAgN9OXZsL2fPniUq0jSfd7mSmKBm3rylYqJDEF5S06ZN+fLLz1myZCENGzbUeVxUVBTLlq0hOtobUDzTYklWVmPu34vg6pUQ0tN118RJSbbn8uXLeotdEEq7du3qcutWACpV6X7Y5lq3PiqlksSgAGOHUiB+d0P4+qsd/P7bIbwrOvO//01m8eLRVK3qYezQALh97CTKzCzajRT1fYSSy9bWlo8+ms3588c4f/4Yc+a8j42N7nSUz5o160Nu3ZKhzH42XbyEjHRnzp9P4NCh42gyOGiXmiLnl1/W0aZNL37+6SbXrzlw7ao9Cxf+S5Mm7Xj06Okiiho1arBo0QK+/nox7du3L+SnFQTjSUpKYu7cJURFVQSevSc2Jzy8IlOmzEKpVAKwY8dO2rbpw6/rfLlx3YGrV+yZP/9vmjRpR2Bgycjq0KxZM3bu3MLFi8f599+ttG7dWutxtra2TJs2hRUrljFu3BjMzJ7W5gsKCiIlRa71fRrWXL1agidrBL2aOvVd+vaZzP59j0hOciYnxxt4WtIpJ8cBP18rJk2abrwg/6NQKBg5cgTffvsl770340ld2Tp16rB5869cvHicAwd28eqr3f4rW1U6+freByx1tqckS4iIiCi+gATByCTkt8S/nLK2tiYpKQkbm/+zd9/RURVvA8e/W7LpvTdC770JiIA0BREVFV4QBbH3ggUUVEAEC4gglh8WEFRAUFEBBUF6770kQHrvPdny/rGChOymZzebPJ9z9hzYmXvnuZt99pa5d8aN7Gzzk3UL0ZCNHz+Ob5fOQKU6V6qsqLATffrczZEjR2o9joacrw888H98+ulHuLkbUCguArmAHQX5geTkeODucQU7uxs7JO3Jy+3MkCF3sXfvXitELRoyW8xXT09PNmz4mWbNXfHxyQMUJCc7cvFCBnfcca/Zpw9uueUWZs16k+BgHwwGBSdOnGXKlHcIDw/Hzs6OU6cO0KJlMlB4w5Je6PWNiYpMZfjw0Zw7V/o3VghLqCv5qlIpSUtfyY8/bufHH7ZbLY6a0Pu5l1Hb23Nm3Vprh1JlSoWCzp2bMfS2Lvj7e/LnX4f535d/kpGeY9W4eo66kw6DBjBryN3kN8CbsepKvgrT2rVrx++//0hISDZquzQAiou9iY1x5Y47RnP2bPlTNDg5OfHqqy8xevTdaDRK8vOL+eab7/n0088JDQ1l587fCQqO5Mah/bKy/Jjz3mref39emeu3t7fnl19W0qVrGP7+eYCO9DQnYmJ03HHHfcTExFR188V1JFctp3v37syZ8zaNGwdhMMC5c5eYMuVtzpyxnRurv/rqM+66qxfePqlAAWBPWqo3mzadZNy4idfqTZ78Ii+88AgBATmo7QopKLAnKdGFyZPfYu3aX67VmT59HG7uN45WoSAurjH9bhlZ4uYF0TDyValU8thjk3jqqUk4O9uj1er59deNvPfeh1bf5ttvH8rnn8/Dzz8XR8cCdDp74uOduBSRQOvW/vj5p3H1GlhGhjeHDiYwfPg9125IsCWtWrXin3/WEhB4hRu7aTIzA5j25lcsXvylVWITwhqkw9KEhrBTEqK6fvzxO0aPHoBCqQKigHyMd/aGotdreenFuSxa9Gmtx9FQ8/Wmm25iw4YVeHqpgdJ3QxYV+ZCU6I29fTa+fjmAjqxMF+LiVNxxx32lhokRwhJsMV/37v2HHj0NKJW5Jd7X613YvauY/v2HVmm9TZs2Zf36n2jRwgGlKhHjcLHBGO8EPwGouHDejzZtupUzxLMQtaOu5GuPHi3Yf2A+zz7zOadP1635EytD7ejI7XM/5vKOf0g4cdTa4VSbUqmkV69WDBvWHYMBFi78jS1/H7NaPI6uLoz/8F3+XrKUv79seMPd15V8FaUplUrOnj1Mi5aJQPENpXY1tq8fOnQw//vfAnz9snF0zEev15CQ4MJv67bz9NPlPyWzdu2PjBgRjJ3mxhuxHDh31osOHXqi0+mqFaOQXBUV99BD41m48AXc3Es/VZWT7c8bb3zLp59+zqhRd/Pl/97G2/vGmwoUJCaEcfvt4zl+/DgAixbN455RgwgIyEGpLKKgwJGkRFeeemoyGzf+ZYGtsi2Sr9bTokULtm37hcCgG2/E8cKgD0KhLH0NrCDfk8WLd/Dqq29YLM6aNHLkCBYtmouffw729nnG/Xi8KytXbuCVV6ZaOzwhLEqGhBVCVMk99wxDoTyOsbPMFQgB7IAjKJUnmTFjilXjq+/mzHkbTy8H4KLJco0mBa02n+HDH2fhJ/tZ8r/TPPDADNq16y6dlUJUUI8ePWje3LVUZyWAUplDq9bedOjQoUrrvnTpElOnzqSwUInx99MfiAGOYTwpKyYgQMvtt99W5fiFqA8GDuxEXl4h58/HWjuUaglo3xGlSkVahOn9tq3R6/Xs2XOWuXN/4sLFWN58cwyvTbkPjaasIedqT352Dud27aHf+DFoHB3KX0AICxkx4g4CAooo3VkJUExAoJZhw4ZVu51Nm/6mdevuvPD8Er7+6gzvzd5Er5tGVKizMjAwkJ43tTbRWQlQQEiIlrvvHlntGIUQFffSS0/h5p5ksszFNYknn3wYgOnTX8PbO85ELQP+AQnMmfP2tXeee24yPXsMZ/a7f/LN12d58YWvaN26u3RWijrn3XenExiUxI2jBkAjFMoLJpdxcExn1Kg7bHaux99++4M2bXry0ovf8M3XZ5k1cyM9etwunZWiQVJbOwAhhO3x8/NDpbo6+XYRULoDzNnZOhesGoqwsACMT2TdOJzkfxwcikhNTeXFF1+zWFxC1Cdjx96Lt0+e2XI/v3xGj76HkydPVmn9t97aF0enRMD0Hbtu7gUMGHAzGzf+WaX1C1EfDBrciePHL6PV2vaTPYGdupIVH0dRrnWHTq1pubkFrFi+lXNnorlvdF/CGvny5hvLyciw/HYe3fg3bfv35aZ772LnilUWb18IU2699RZc3fLNlru5Gff1GzZsqHZbBQUFfPXVN3z11TeVWm7QoIEEBprqUDVycc3kgQfuvza0pBCi9rm7OwFpZkoNuLpqcHR0xNvbCUg1U6+AFi3CSrwTFxfH22+/W4ORClHzOnRoDdw4fDEYr4EVmXjfyN6hGD8/P+Lj42srtFqVl5fHF1/8z9phCGF18oSlEKLSCgoKMB4oXOUEeFJyUnv5eal9ZU8qrteryMkpfcEwMDCQ3r1706RJk9oKTIh6oSKjs1VnBLe0tAyMv5vu/75K5rRer/63jhANk729HTff3JajRyKsHUq1qDT2+LVrT1q46TvC64NDhy+yeNHvBAd7s3DR4/j4uls8hpzUNC7sO8itDz+Ayk5unBN1Q3p6BqAxW67Xq6y+r6/p452goCB69+5N48aNqxyTEA2d/sYHy0qVK0wMJe2I8brMfyMNyMwSon4p+xqYQa8iL8/8Dcd1lZ+fH71796Z58+bWDkWIOkF6FIQQlZaVlUV+PoAX0B1ogvHAuBXQBfAjPt7cXX6iJly5Eg9kAL5maqhISMglJSXl2juhoaFs3/4XBw6uZ/2GBezevYYjR3bTrVs3wDjHzmuvvczZs4eJjDzOpUvHWLlyGcHBwbW9OULUST/+uIaUFCez5UlJjqxe/XOF1tWsWTPWrVvN5cvHiYw8xsmT+xk0aAA6bXPAB2MuX/09NYqPd2T58h+rtQ1C2LJ+/drj6Kjh0CHbHkbVv0NHVHYaUi6et3YotSo6JoVFC3/H0dGeBQsew8vL1eIxHF2/CTcfb3rcfYfF2xbClKVLVxAX52i2PD7eie+++94isYwadQ+HD+8iMvI4V64cZ8uW9XTp0oWtW7cSH2e+kz87250VK1aXu/6wsDB27tzM/gN/GM819qzl8OFddO7cuQa3QgjbZ2dnx4wZ0zh//giRkceJiDjGt99+iY+Pz7U6hw+fBJzNrMGRU6cuUlBQQEpKLsYbH7sDTTFel2mJ8bqMBxcvXqnVbRGiouzs7HjrrTc4d+7wte/90qX/w9e39DWtEyfOAi4m1pIBeJtpQU1sbCaZmaaGN6+bAgIC2LJlPYcP/8n6DQvYuXMVx4/vpW/fm60dmhBWJR2WQogqWbr0RzC0xjjf2mngEnACOAuGNrz66nRrhlfvTZnyDslJeoydGzdeBFGSkd6cyZOnXXvHx8eHf/75g1v6KQkOjsXDI4mAwDg6d8li3brv6NChA3/8sZa33h5Nq9ZxhDaKonGTaEaPacTOnX/KHdKiQTp06BDhF7PQ60tfLNDpXDh3NplTp06Vu54OHTrwzz+/cedIL8IaRxHaKJp27b25ua8PKvU+IAIIBw5inKejJTk53mzetJ+4OFNz0gjRMNx+e1cSEzO4fNnUkFC2I7hbT7Lj4yjMzrJ2KLUuJTWLzz5bj5OTPR/Om4Szi/mOmtqQkZBI+KGjDHrkIZRq25zDSNQvUVFRbN1yiLzc0hdYc3K8+XvzAYvs62fOfIslS6bTpWsWoY2iaBQWxa0D1axf/x2dO3dk//4zFBWZejLakegoJevW/Vbm+v38/Ni69Tdu7su1c43AwDi6dM3mjz++p3Xr1rWzYULYGLVazdatG3j99eG0aBlLaKMomjSNZsLENuzevRk/Pz8AXnttOtFRfsCNNxOoiYkJ4OWXjfPaffPND+h1pq/L6LTt+PDDRZbaNCHMUqvVbN78B1PfuJOWreKufe8fmtCK3bs3ExAQUKL+tGmziIv1oXS3RSR6XSuuf4rYSElCfCgvvTSlFreiZrm7u7N9+0ZuHehAcIhxv+kfEEeHjumsWv0lPXv2sHaIQliNdFgKIark/vvvAsVhQHtDSQEGjvPii09ZI6wG4+DBg7z44kziYtPR6zoAnTAYGqPTtSUhviX/939Ps3379mv133prKo2bZAIFN6xJS1BwDD/88DU39w3BySn5hvIcGjdJ4NtvP6/lLRKibho+fBT79upJTg4EPAAPkpOC2LO7iJEjR1doHcuWfUFIaDRwdQ4rR8AOhSLGRO1IdFpXln93kEcekd9R0bANG96dgwdtexhVOycn/Nu2J/n8WWuHYjFpadl88fkG/HzdmTnzAdQW7jg8/PtGvIID6T5imEXbFcKcCRMeZ8mSXUReaURmpj+ZGf5cudyIJf/bwaRJT9Z6+yEhITzyyL14esUC188HXERAYBQLF77Pgw8+yuZNSSQkBGMcRcedtLQAjh9zZujQu9CXMz7lzJnTadLU3LlGLAsXflCj2ySErXriiUfp1s0Vjf2NI1Jl0qJlBl988QkAkZGR3HbbfRw+5ERCfBDZ2X4kJARx7Kgbd454gIsXjaNP3HXX7ShVxzB1XUalPsXo0ffU9iYJUa5HHplIj56e2Nun3FCSRfMWade+91eFh4fz8MMvcuVyI/LyfAE3tFofoqMD+fjj/7Frp4G42GCys/1ISgrkzGlfHnjgWfbu3WexbaquV199iabN8oAbh7DVERgYzSefvG+NsISoE9TWDkAIYXvs7e3x8XEGCk2WKxQZdOt2k2WDaoB+/HEVv/76G2PHjqFnz+7k5uazatVPHDhwoFTdIUP6oVQmmFlTEc1bhGBvf9JMeQHNmofg5eVFWlpajcUvhC3IyMigb9/BdOnShfvvvweDwcDKlWs4edJcvpTUvHlzAgIdgOtzJxAw1VlppFBEcvFiuIl5aYRoOJo3D6R16xC+X/GPtUOplqCuPUCpqPfDwd4oMSmDb7/ZzJNP38Fzz9/Jx/N/tVjbaTFxhB88wpAnJ3Hoj43otbryFxKiFhkMBl566TWmTn3r2lQMhw8fpqDgxs692vHSS88SGGTuCW89fn7F9OnThzvvvI/mzZszfvz/4eTkwLp1G9m9e3eF2hgwoDcQb6a0kFatwlCpVOh0ko+iYXv00QdxcLyx0+aqHLp0bYNGo6GoqIhz587Ro0c/mjZtSmhoKHFxcdc6KsH41FrLlo2AKDPry2TgQBlaUljfE09MxNHxxpvjr8qlc+dWODg4lNgvbt68hVatunL//ffStWsnoqNj+e6770lPTweMN+M0a9aM5ORkzpw5Y4GtqFl33XU7KpW5z0RLSEgA7u7uNjXErRA1RToshRCVZpxbobjMOgqFXGi3hPz8fL75ZinffLO0zHoqVdmTkysVOoxDUZqm0RTj7+8vHZaiwTp69ChHjx6t9HIhISG4ON94x7MaKDK7jFKlxdvbq9JtCVGfjBx5EwUFRTY/f2XoTX3IuHKF4rxca4dicRGXElj70y7G/F9/LpyPZf36gxZr+9BvGxgz4w163j2CfWvWWaxdIcpSUFBQ4Q7AmtSyZTPA/G+Qq5uepk2bsGWL8amWd955t9JtqMp5kFqh1GNvb09e3o1PkgjRsDg6agDz10rs1Fo8PDxISkq69t6lS5e4dOlSqbr29vYolGXfBFBebgphCcbvvfnrTWq7Yjw9PYmPL3njS3FxMT/8sJIfflhZapmYmBhiYszfBFzXlXeNTqHU4uzsLB2WokGSIWGFEJUWHx+PwVDWnEQqtNqyd77CslJTsyjrHhWdTlPm8kWFdiQkmHtCUwhhTnR0NHl5N849k4VxuDXTMjPs2b3bdoazEaI23H1PL44cjqCgoOwbpOoyF/8AvJo0Jels+XPd1lf79p9n9+4zPP/CSFq0DLZYu9eesnxiEmpN2cc4QtR3585dRK93MluelaUkPDyiwuvr0qULgwcPJjQ09Np7GRl5gPmekYJ8pLNSNBjBwcEMGjTo2hPV18vPL6KsS7HFWjUZGRkVaic3N5eC/LKuu6hIT294N0yJukerNVDW915brLn25GRDkZiYBpg/Ri0s0JS4cUGIhkQ6LIUQlabX6zl7NhyDIchkucHQjNWrf7NwVKIsc+d+TE626b9XQYEPf/yxhawsHzNLOxAeHt/gDiCFqC4XFxfmz5+Dp2cj4PpOy0SMw8KaurBnR0KCmr/+2mSRGIWoi4KCvOjTpw07dth2R1/Yzf0oyssl7XLFOwLqo19/2UtcfBrvzBiHs0tZN7zVrAO//IGbrzd9/m+UxdoUoi5asGAxiQnuZkqVJCWq2bZtW7nrGTlyBOfOHWbTpv/xy6+z2btvHTt2bCIwMJD33/+EzAw/k8vl5fmwfPnqqm+AEDbCz8+Pf/7ZyP79f/Druvf4868vOH/+CPfd999+6Msvl5Gfb+6825VDB09RVGR+JJYbff/9T+TneZssy8z05/33PzFZJoQlhIWFsXfvVkJCfDEYQszUcuHo0bMWGya9rpg58wPSUk3vNwsLPVm//m+02htHahKiYZAOSyFElbz00lQwtASa8d+FeAegLXpdAG+/PdN6wYlSUlPTUCr9gLYY/05g/Ls1w6BvznPPvcSO7VfIzfUDrr9L05XLl/yZMOEJS4cshE1TKpVs3bqB4cP9sNOcBLoAzv+WGoDz6PU90Ov/e9KyuNiTK5eDuPfe8TJ/pWjQ7rvvZnQ6Pbt22958NFep7DSE9upD8tnTGBr4nG1anY7vlm3B3d2ZV169x2LtZiYmcXbnHoY8/jAOri4Wa1eIuiY2NpYvvviRtNRgSt4s5UB8XCOeempyuccdQ4cO5n//m0PLVvF4+yTg7JxEUFAsfW9Rsm3bBjZt2szq1XtJTQ3h+nONzMxAdmxPYPbs92tp64SoG5ydndm2bSP9B2gICo7B2TkJb+8EWrSMY/Hidxg5cgQAS5Z8zYH96RQW3Nhp6cGF82489dSLlWp31qy5bN+eSGZmINdfl0lNDWHVyj2sXftzdTdNiCrx9vZmy5bfuKmXDnePMygU3sCNN9F7cPGCB0888bw1QrSqf/75h6+/Xk9Kcihw9YY+NdnZ/uzfl8vkyVOsGZ4QViUdlkKIKnn77ddRKA8ALkAvoC/QAzCgUh9n+vTXrRqfKGnevNk4OR8D4oAWQDegHZCFxv4ckye/wF13jWbam8s5c9qPyMhQLkWEsPy7i9x881Cio6OtGb4QNmfEiDto2coBlTobyAFOAk2A7kA3igrb8MrkWXzw/haOHPbg8CF33pu9ka5d+3HmjO120ghREx4YP4ADBy6Qm2O7d1oHd++JnaMj8SeOWTuUOiEtLZtVP+6gf78OjBx5k8XaPbhuA3b29gx+dILF2hSiLpo1ay4PPzydgweciLwSypXLoWz6K4/bbx/Hli1by13+/fdn4ucfRem59/Jp0iSPF198lieeeI4RdzzJhvWZHD3iwT9bdYz9vzcZPvwe9Hrzc5cJUR889dTjNG1WBNw49LEBX78oZs+eDoBOp2PIkBHMmvUL588FEhUZSkR4CF9+cZQ+fQaTkpJSqXb1ej133DGKsf/3Jv9s1XHksDsb1mcy4o4nefLJ52pm44SogjfeeJWwxllAAcZ9xzGMQ6D2ALpRWNCTJf87Rp8+gxvs0Kevvz6N2257mHW/JnP0iAc7tiuY8NBsBg4cRnGx7U6LIUR1KShrtucGytXVlaysLNzc3MjOzrZ2OELUORqNhovhBwkNjTJb58L5QFq37l7rsUi+ls/Dw4OTJ/8hOMT8hORnTvvRvr3lLiCKhqkh5eumTb8xeIgGMH2ikZXlz10jX2X79u2WDUyICrJWvrZuHcKZs5/z9tvfs2O77Q4JO+CNdyjOz+fcH79YO5Q65d57b6Znz5Y89eRnXL5smbmxu981nK7Dh/LBXeNIjYm1SJuW1pD2r8LyAgMDOXjoD4KC4szWOXHcm86d+1gwKtskuVp/HT68ky5dMzF3iTUhPpCbb76fy5cvWzYwUWWSr9Vz6tR+2rYz3xEZExNCh/YDyMzMtGBUQghbIE9YCiEqzd7eHoWi7OHNlPLrUmc4OTmhUJb991KZmkpPCFFlzs7OmOusBNBortYRQlxv4sRBZGbmsnfPWWuHUmW+bdrhFhRM3NGD1g6lzvlt3T6Sk7N4652x2DtoLNLmsY2byc/K5q7XX7BIe0LUN87OzqiUZT8hqVIpyiwXor5TqZSU9TyISqWTY3/RoJR3TVCp0OLoaLm5zYUQtkO6FIQQlZadnU1BflknpWpSUuQuqboiMTGRgnx1GTU0xMVVbugZIUTZdu7cg17nYbY8NdWOY8eOWSweIWyBRqPm4UlD2LTpKMXFtjvvY8vb7yArPo6sWPMjGzRUxVody7/bQkCAJ889N8IibWqLitm96mfaDbiFNv1utkibQtQnUVFR5OeXdYOBA1eu1M+nl4WoqPDwK4CT2fK8PHsiIiIsFo8Q1paQkIJxCFjTCgrsGuxQsEKIskmHpRCiSpYu/YHcXF+Mc1i2BjphnBvRgfQ0f9599yOrxif+o9Pp2LfvGDpdF4x/pyaA3bXy1BR/3n57jrXCE6JemjdvIfHxXhhH3y9Jr3fm7Jlo4uLMD63Wv39/1qxZwaZNvzF16qu4u7vXYrRC1A333Xczvr7u/PH7AWuHUmU+LVvj3awFMQf3WjuUOisxKYNf1u5h+PAeDBrc2SJtXjp0lMiTp7l32ito5G5+IUxSKpXceeed/Pbbav7881eeeeZJHB0dKSoqYuPGrRQWeJpcLjnJj7fffs/C0QpRt7z99nskJfqaLCsucmfr1r3k5+dXer1NmjRh8eIFbN78O19+uYjmzZtXN1QhLOLtt+eSmuJvsiw/34s1a35vUPMbBwYG8uGH77F58+8sW7aEjh07WjskIeosmcPSBBmnXIjyKRQKIiLO0CjMCaXyEpAPuKLXNWf37hP073+bReKQfC2bRqPhzz/X0bGjL17eGUAR4AU0BuJJSlTy2WcrmTlTOixF7Wto+Tpy5AgWL55LQGAaKlUmoCI315uIcAO33jqM9PT0Uss4ODjw11/raN/BG0/PdKAYbbE7CQkePPbYi/z112aLb4domKyRr4ePLKCoSMuU15dapL3acMsrb6C2t+fE6u+tHUqd98ADt9KuXRhPPfkpUVHJtd6em683Y2ZOY/8vv/PLe/NqvT1Lamj7V1HzvLy82LLlD5o0VePmlg7oKSzwID7ehXvuGc+ZM2f466/f6NLVB3f3VIzD3ruSmODFRx99zbx5n1h5C2yD5Gr99vTTTzBt2rMEBKYBWYAdWZlenDyZyeDBIygsLKzU+t59920mPXIvAQEZQA7gRGKiJyt//IuXXnqt5jdAlCD5Wn1vvTWVp5/+P/z80zB+hzVkpHuzf38MI0bci05nuyOqVMaTTz7G9Okv4B+QjlKZDTiQnOzBP1tPMXbsBAwG6ZoR4nryhKUQokqeeeZJvLyzUSpPYDzw0AEZKFWHaNs2gP79+1s5QgGwZMli+tzsjJd3PMZOZR2QDBwiP8+X++9/Vjorhaglv/32Bz16DOaTBbs5sN+FnTtUPPH4x3Tv3tdkZyXAt99+Sa/eDnh6xgMFgA61XRohoVdY8tXH+Pn5WXQbhLCUwYM706VLM35avcvaoVRZULceeDZuQuSeHdYOxSb89NMuMjJzmDFrPI6O9rXeXlZyKvvWrKPv2Pto2btHrbcnhC35+ecf6NCxADe3RIw3OGqxd0ihcZMYfv55OUqlkkGDhjNm9Bts3lTIwQOuLP32HLfcMko6K4X412effcnNN4/k669OcWC/C1v+LmbcuLfp129opTsrR468k6eevouAgEggE+N5fDb+/lFMnDiI8ePH1cYmCFGjZs6cQ//+o/l+xSUOHnDlz425jBr1CsOG3d1gOiu7du3KjBnPERh0GaUyA2Mu5+LrG8sdd7Rk2rTXrRyhEHWPPGFpgtxFI0T5zpw5ROs2CZj+CbFjx3YYMOD2Wo9D8tU8V1dXTp7cSaOwaJPler07ny0+yPPPT7ZwZKKhknwtm4eHB8ePbyO0kemc1ek8+Hj+Tl577Q0LRyYaIkvn6+49H+Lm5sSzz3xe623VBpXGnoFvzSIvJYVz63+1djg2w8/PgxdfvJsDB88z850fa/8Oc4WCES8/i4e/Lx/d+yC56Rm1256FyP5VVEfz5s3ZsXM1AQGm56EsyPfhhRe+YsmSry0cWf0juSoq6sCB7XTvkYuxc+NGSk4c96Rz5z6WDqtBkXwVNWH9+rUMG+6G8Wbk0iLCQ2nVqmuDGh5XiPLIE5ZCiEpzdnbGxVWF+fsdigkK8rFkSMKEdu3a4eZu/k5OpTKTPn16WjAiIURZOnXqhIdnkdlylSqD/v3lwoSof0aOvInevVuzbOnf1g6lylrfeTcaZxcu79hq7VBsSlJSBj/88A/9+3VgwoRBtd+gwcDWr5ah1mh4YO4MFEo5HRbi5pv7EBCgNVvu4JjFHXcMtWBEQggfH1dMd1YC6PH0dEahUFgyJCFEFTRpEoK5zkoARyct/v6m5/oUoqGSMzQhRKVptVowlP3zIUOwW19hYSE6bVknMQrj31IIUScUFhZSdkoqJWdFvWNvb8dH8yZx8OAFDh68aO1wqsS7RUua9h9I1N5dFGZnWTscm3PqVCR//HGAhyYMYuhtXWu9vbzMLDZ/+S0tburOiJeeqfX2hKjr8vMLyjn+UJGfn2+pcIQQgMFQdmekwYDMeyeEDSg/l5WVHjJaiPpOOiyFEJVWWFhIbGwqoDZTw4WDB09YMiRhwvHjx8nI0JgtLyzwZvnyVRaMSAhRloMHD5KRbn4et/x8b77+eoUFIxKi9r355mjCwvz4dNEf1g6lSjQurnSd8ChZsTHEHTts7XBs1pYtx9i79yyvvjqKPn3a1Hp7sWfPs2fVWgZMHEefMaNqvT0h6rK//vqL+Djzxx/p6e588cW3FoxICHHmTATgaKbUnvBw01NICCHqlq1bd6HXu5kpVZKSnE9aWppFYxKirpMOSyFElbz66nQSE0MxToV7PTUx0b68+eYMa4QlrqPX61mw4AvS0oJMlDpy5YqGb75ZZvG4hBCm6XQ6PvvsGzLSA02UOnHlspoVK36weFxC1JZevVoxZer9rFj+D1FRydYOp9KUajU9Hn0SlZ0dF/76Q4aXqKY1a3Zz6lQkb78zjpt6tar19k5s/ofjm7Yy6o3JdBtR+/OuC1FXZWZm8vvvW8nJKT2lh07ryoXzuWzfvt0KkQnRcL3yypvExQUCqhtKlCTEB/HKK9OsEZYQopLeffd9oqO8ALtSZclJobzxxizLByVEHScdlkKIKtm1azePPzaFiPAQMjMDgEBSUwM5c9qbkSPHExkZae0QBbB48RfMnbOcK5cbkZfnj17vT2JCEPv2Khk4cIQM7yREHTNv3id89NFqIq80oiA/4N+cDWbPbj0DB95BUZH5OS6FsCV+fh6s/mkKZ8/GsOL7bdYOp9IUSiVdHnoEz8ZNObd+HUW5udYOyebp9XqWL/+Hs2ejmTXrQW4d2LHW29y9ci1nd+1j7Ozp9LrvrlpvT4i66rnnXmbpt7uJigylqMh4/BEXG8LmzekMHXqntcMTosE5f/48o+9/lPPn/ElLM15vyUgP4OKFIMaPf45jx45ZO0QhRAUkJiYybNj9nDzhQUpyIBBIdrY/lyIa8eKLs9m48U9rhyhEnaMA5FbgG7i6upKVlYWbmxvZ2dnWDkeIOk2hUNCvXz8CAgKIiIjg0KFDFm1f8rVi7O3tGThwIC4uLpw4cYLz589bOyTRAEm+VpyDgwO33norLi4uHD16lPDwcGuHJBqY2sxXNzcntmydTViYH089uZiUFNua91GpVtN1wqMEdOrM+fW/kXZJ8rMmKZVKxvxfP3r2aMnSpZtZ/t0/tTtPl0JB33H303HwAP75ZgUbFn6BXqervfZqgexfRU1xdXXl1ltvRaPRsG/fPmJiYqwdUr0iuSqqolevXoSFhRETE8Pu3butHU6DIfkqalrnzp1p1aoVycnJbN++HZ2NHW8KYSnSYWmC7JSEsB2Sr0LYDslXIWxHbeWrn58Hf/zxFi1bBfPyS0uIiEiosXVbgoOHJ90feQL3kEZc+PMP6aysRUOHdOX2YV05dCicD95fS2pq7XZsdxw6kD6jR3Hl2Al+fHMmabHxtdpeTZL9qxC2QXJVCNsh+SqEENYhQ8IKIYQQQgghal3fvm05eGg+jZv4M/nlr2yrs1KhILRXHwa88TbO3r6cWrtKOitr2abNR/jyyz9p2TKYb5e+yKh7+6BW3ziXV805sWkr697/GJ9GIbz6yw8MfnwiGkeHWmtPCCGEEEIIIURJ8oSlCXIXjRC2Q/JVCNsh+SqE7ajJfA0L8+Ott/6PhycN4fjxy8x+dxXJyZk1FGntUihVBHbqQovbhuEe0oiks6e5vH0r2sICa4fWYDg52jPizp706tWKxMQMVq/exaZNR8nLrZ2/gZ2DPT3uuoMOgwaQl5XF7pVr2f/z72QlJddKezVB9q9C2AbJVSFsh+SrEEJYh3RYmiA7JSFsh+SrELZD8lUI21HdfPX2dmPo0C6MGXMLw+/oTlZWHt8t28rvv+9Hr6/bpx92jk54NWuOX9v2BHXphr2rGxlRkUTt2012fKy1w2uwAgI8GTKkC506NUGr07Nv3zn27z3PsWOXSUhIq/H2XL296DJ8KK363ITKTs3lI8c5s303EYeOEnf+IjqttsbbrCrZvwphGyRXhbAdkq9CCGEd0mFpwtWdUnBwsOyUhKgFNZlXkq9C1C7JVyFshzXy1d/fg/4D2uHn605wiDdNm/rTvn0YISHeAFy6lMiWv4+zZcsJCgqKaiy+6lJp7PFs3hI7Z2fsXFyxd/PA0csbJz9/7N3cASjKzSEz8jLpF8+Rn5Zq5YjFVe6uznTsHEbbNo0IDPQEIL+giKioZOLi00hNziItI5eczHyysvM4dToKvVZf5fbsHB1o3KUjYZ07ENCiGQqlcVaV1KgYUqJiyExIJDslldyMTJIvRxJ98kyF1iv7VyFsg+SqELZD8lUI2yF5JcyRDksTgoKCiI2Vu6eFqC01eYea5KsQtUvyVQjbYY18NXAEiKuRNi1pX5Ije5OcrR2GqIeeb9sT9b+dmmWpyXwNCwvjypUrNbIuIURJciwshO2QfBXCdsjTy8Ic6bA0IygoqNykcXV1JTY21qbvtpFtqBtsfRsqG39Nb2NF8rUybP3vcVV92Q6QbbGmmo6xZcuWnD9/3ma2vyy29rc0p75sB9SfbanqdtT1/astqi/fqeqSz+E/NfVZyFMgdY98z2tOffosbWnfWh8+9/qwDVA/tsMWt8GW8tWSbPFvWR2yvbbBlmIVlqW2dgB1VVxcxe8Uz87Otvkkk22oG2x9G6wVf2XytTJs/e9xVX3ZDpBtqQ/i4+OB+rX99WVb6st2QP3ZFmtvR23tX22Rtf8WdYV8Dv+pi59FXYzJFsnnWHPksyzNEvvW+vC514dtgPqxHfVhG6qqvh0LN7S/pWyvELap/LFqhBBCCCGEEEIIIYQQQgghhBCilkiHpRBCCCGEEEIIIYQQQgghhBDCaqTDshoKCwt55513KCwstHYoVSbbUDfY+jbYevw3qi/bU1+2A2Rb6pP6tP31ZVvqy3ZA/dmW+rId9YH8LYzkc/hPXfws6mJMtkg+x5ojn6V11IfPvT5sA9SP7agP2yCMGtrfUrZXCNumAAzWDkIIIYQQQgghhBBCCCGEEEII0TDJE5ZCCCGEEEIIIYQQQgghhBBCCKuRDkshhBBCCCGEEEIIIYQQQgghhNVIh6UQQgghhBBCCCGEEEIIIYQQwmqkw1IIIYQQQgghhBBCCCGEEEIIYTXSYWmGq6urtUMQQlSQ5KsQtkPyVQjbIfkqhO2QfBXCNkiuCmE7JF+FEMLypMPSBFdXV7KysmTHJIQNkHwVwnZIvgphOyRfhbAdkq9C2AbJVSFsh+SrEEJYh3RYCiGEEEIIIYQQQgghhBBCCCGsRjoshRBCCCGEEEIIIYQQQgghhBBWIx2WQgghhBBCCCGEEEIIIYQQQgirkQ5LIYQQQgghhBBCCCGEEEIIIYTVqK0dgBDC9jVq1IiAgAAiIyNJTEy0djiiHH5+fjRu3JjExEQiIyOtHY4QDZqdnR3t27fHYDBw6tQptFqttUMSol7SaDS0b98evV7PyZMn0el01g5JCCGEEKLGyHUZIWyTj48PTZs2JTk5mcuXL1s7HCGsrk49YTllyhQOHDhAVlYWiYmJ/PLLL7Rs2fJauVqtZu7cuZw4cYKcnBxiY2NZtmwZgYGBJdaj0WhYuHAhycnJ5OTksG7dOoKDgy29OULUe507d+bQoR3s3fcLGzcu4tDhP9m27U9CQkKsHZowISQkhH/+2cjhI3+xceMi9uz9mUOHdtKlSxdrhyZEg6NQKJgzZybnzx9i0+Yv2bz5f5w/f5jp06dYOzQh6hWFQsGHH87m3LkD/LXpi2u59sYbr1k7NCGEEEKIauvUqRMHD+5g796S12VCQ0OtHZoQogz+/v5s3vw7R45uZuPGRezevYajR/fQu3cva4cmhFUpAIO1g7hq48aNrFy5koMHD6JWq5k9ezYdOnSgbdu25OXl4ebmxpo1a1iyZAnHjx/H09OTBQsWoFar6dGjx7X1fPbZZ9x5551MnDiR1NRU5s2bh5eXF926dUOv15cbh6urK1lZWbi5uZGdnV2bmyyEzWrTpg2bNq8hODgKuP6JIAcuRfjRq9cgUlJSaj0OydeK8fb2Zt++LTRrngLkX1eiJjYmlNtuG82ZM2esFZ5oICRf//Ptt19y730dcHFJLfF+VpYfy5bu5IUXXrFSZEIY1Zd8Xb78a+6+py3OziWPSTIz/fjm63+YPFluEhC2r77kqxD1neSqqGmtWrXi77/XEhwSjanrMr17DyY5Odla4dk0yVdRm9zc3DhwYBstW6UDedeVqIiPa8Rdd03k0KFD1gpPCKuqUx2WN/Lx8SE5OZl+/fqxc+dOk3W6d+/OwYMHadSoEdHR0bi5uZGcnMyDDz7I6tWrAQgMDCQ6Oprhw4ezadOmctuVnZIQ5fv77z8YOEgDFJYq0+vd+fyzgzz33ORaj0PytWIWLPiQZ5/rhVKZYaJUwz9btQwadIelwxINjOSrUaNGjdi791cCg2JNlsdEh9K162CL3PQhhDn1IV+bNGnC7t0/ExAYY7I8OjqULp0HkpaWZuHIhKhZ9SFfhWgIJFdFTdu06TcGD3HA1HUZ8ODzzw7zzDMvWjiq+kHyVdSmGTOm88abt6NSmToPsWPfXjv69Blk8biEqAvq1JCwN3J3dwco8yKCu7s7er2ejIwMALp164ZGoynRMRkfH8+pU6fo06ePyXVoNBpcXV1LvIQQ5tnZ2dGiRSimD4pBqcxk8OD+tdK25GvV3HbbADOdlQBFNG8RgkajsWRIogGQfDXt0UcnEhiUb7Y8MCifceP+z4IRCVE/8/Xxxx8mIDDXbHlgYD7/93+jLRiREDWjPuarEPWR5KqoTWq1mlatwjB3XQYyGDSoryVDsmmSr8KSRo26w0xnJUAxIaFe1/pFhGho6nSH5fz589m5cyenT582WW5vb8/cuXP54Ycfrt3tEhAQQGFh4bUOzKsSExMJCAgwuZ6pU6eSlZV17RUba/qJByGEkYODAwqlrsw6KlXttC35WjUqlaLMcqVCh5OTk4WiEQ2F5Ktpvr7eQJHZcpVKi5+fj+UCEoL6ma/l5Zparfu3jhC2pT7mq6ieJk38efTRoTz88GCCgrysHY74l+SqqE0Vuy5T9nUA8R/JV2FJ5V6jU2pxcXGxUDRC1C11tsPy008/pWPHjowdO9ZkuVqtZuXKlSiVSp5++uly16dQKDAYTI9+O2fOHNzc3K69goODqxW7EPVddnY2hQVl/XyoSE/PqZW2JV+rJi0tGzDfi1xQoCQzM9NyAYkGQfLVtB079pCb62i2PDPTnl279lowIiHqZ77u2LGX/DzzN+NkZGjYvXu/BSMSombUx3wVVWNnp+bjjx/lYvj/+PyLZ1jy1XNcifyG6dP/D4VCOiqsTXJV1KacnBwK8svKcxUZGeZHmhAlSb4KS0pKSgPszJYXFtiRmJhouYCEqEPqZIflwoULGTlyJLfeeqvJO1rUajWrV6+mSZMmDBkypMRY4gkJCdjb2+Ph4VFiGT8/P7OJXlRURHZ2domXEKJsK1f+TH6+6bt3MzP9+eCDhbXSruRr1bz//gIyMvxMlhXke7F69TqzN3UIUVWSr6b99NNakhKdMH0TgR2JCWr++qv8ObeFqEn1MV9//HEViYnOmMu1hHgVf//9t6XDEqLa6mO+ispTq1WsXTuVp54ezhdfbGTEiBmMvHMmP/ywnbffGcuCBY9ZO8QGT3JV1LYfflhDfr7p0SIyM/348MPauS5TH0m+CkuaNesj0tL8TZYVFnqwYcNWtFqthaMSom6ocx2WixYtYtSoUQwcOJArV66UKr/aWdmiRQsGDx5can7Lw4cPU1RUxJAhQ669FxAQQPv27dmzZ09thy9Eg/HOO7PZuSOFrKwAQP3vu/akpYawetUe1q792ZrhiRv88ss6Vq3cQ2pqCODw77tqsrIC2LUrjbfemmnN8IRoULRaLWPHPkp0VCg6ncd173sSeSWI++57SG4gEKIGFBcX88ADjxET3eiGXPPiyuUg7r13vPWCE0KIapo//xFuu70r095czk+rd1GQX0RubiHffrOZBR+v47nn72TixEHWDlMIUYtmzZrLju1JZGUG8N/TWvakpQbz0+r9rF69xprhCSHM2LJlC99+s5GUlFCuv0aXk+3PwQP5TJ48xZrhCWF1hrryWrx4sSE9Pd3Qr18/g7+//7WXg4ODATCoVCrDr7/+aoiKijJ07NixRB07O7tr6/nss88MUVFRhoEDBxo6d+5s+Pvvvw1Hjx41KJXKCsXh6upqMBgMBldXV6t/JvKSV11+KRQKwx133GH455+NhiNHdhk2bPjZ0Lt3b4vGIPlauVevXr0M69evNRw5ssuwbdtGw4gRIwwKhcLqccmrYbwkX0u+fH19De+//67h8OGdhkOHdhpmzJhu8PLysnpc8pIX1K989fPzM3z44XvXcu2dd940eHp6Wj0uecmrpl71KV8bwiu0XRtD79H3GFy8qv47NHx4d4Pe8Lth/vxHDf37tzf5Wr/hbUNG5ipDcLC31bdZXsaX5Kq8auN19brM1q0brl2X6dOnj9XjsvWX5Ku8LPHq1q2bYd261YYjR3YZduz4y3DvvfdUuP9CXvKqry/Fv/+oE8w9TTBx4kSWLVtGWFiYyacuAQYMGMD27dsBsLe358MPP2TcuHE4OjqyZcsWnn76aWJiYioUh6urK1lZWbi5uckQAELUcZKvQtgOyVchbIfkqxC2Q/LVdnQY1J+H5s1GqVKRkZDEgrGTyE5JrdQ6nJzsOXf+C2JjUpkyZanZes7O9ny3fDLr1u3nkUmfVDNyURMkV4WwHZKvQghhHXVqSFiFQmHytWzZMgAiIyPN1rnaWQlQWFjI888/j4+PD87OzowcObLCnZVCCCGEEEIIIYQQNcne2YnRM6Zy+egJvntlGnYO9tw5+dlKr2fy5Hvw83NnwYJ1ZdbLzS3ku2VbmTBhIG3bNqpq2EIIIYQQQlhMneqwFEIIIYQQQgghhKhv+oy+B42TE7u+X01OahqH1m2gy/CheIUEVXgd3t5uvPravfz8814SEtLLrb9+/UGSkzOZ/Mo91QldCCGEEEIIi5AOSyGEEEIIIYQQQoha1Ou+u4k4cITcjEwAzu/ZR1F+PjeNGlnhdbz44kiUSgU//ri9/MqAVqtj7Zo9PPDAAAIDvaoUtxBCCCGEEJYiHZZCCCGEEEIIIYQQtSS0fVt8GoVwbvfea+9pi4q5dOgonW8fVKF1uLg48uxzd/L77/vJysyrcNvr1x9Ep9Px8MODKx23EEIIIYQQlqS2dgBCCNvm4eHBhAnjado0jOPHT/PDDyspKCiwdljCDG9vbyZOfJDQ0CAOHz7BqlWrKSoqsnZYQtRbCoWC22+/jSFDbiUrK5ulS1dw5coVa4clRL3n4uLCQw+Np1WrZpw5c4EVK34gNzfX2mEJIRqo9rfeQn5WNnHnw0u8H3HoGG379yWgRTMSLkaUuY6JEwfh7GzPmjW7K9V2Xl4h2/45yaOPDWXOnJ8wGAyVjl8IUTFqtZpRo+6hT58eJCQks3TpchISEqwdlhBWo9FoGDNmNN26dSQ6Oo5vv/2OtLQ0a4clhKjDpMNSCFFlr776Es89P4kA/2zUdkUUFPTlrbde4eWXp/Hzz79aOzxxgxkzpvHwpPsJDMxDpSokP78fM2e+zpNPvsxff222dnhC1DstWrTgt99WEhCow909H1Dz2OOj2L3rDGPHTkCn01k7RCHqpccee5hp017GPyAHjaaQosK+vPHG87zzzkd8++0ya4cnhGiA2va/maiTZzDo9SXejzt3geLCIlr17llmh6VCoeC55+9k+/ZTpCRnVbr99esPMmx4d/r3b8+2bScrvbwQony9e/di+fIv8fPPx8WlAL3OjmeeeYBff93Cc89NtnZ4Qljc7bcP5fPP5+Hnn4ujYwFarYYXXpzEt9+s5u2337V2eEKIOkqGhBVCVMl9943i9dcfIiTkCmq7VCAbB4cUGoVdYfHiWXTs2NHaIYrrPPLIRJ599m5CQqJQqVKAbBwdkwlrHMU333xMixYtrB2iEPWKo6MjGzeuoVXrFNzdE4EsII3AwFjuGBHGF198Yu0QhaiXbr31Vt6d/SKhja6g0Rj3dxr7FEIbXWHu3Mn063eLtUMUQjQwzp4eBLVqQfTps6XKdFot8RfCadXnpjLXceutHWjRIohff91bZj1zTp+OIjY2lbFj+1VpeSFE2QIDA1m58iuaNovFxSUZyEapSiM4JJoHH+rL1KmvWjtEISyqZcuWfP31fMIaR+HoaMwJtTqVkJBInn3uHiZNmmjtEIUQdZR0WAohqmTatFfx8o4zUWLAPyCB99572+IxCfMmT34WTy9TQ9HoCQxKYtasaRaPSYj67JFHJhIcnAeUHnLZ0TGDIUP64urqavnAhKjnZs+ehq+vqeMT8PWLY/bs6RaOSAjR0DXr0RWA2LPnTZbHnrtA484dUKpUZtfx2OO3c/lyIqdORlY5jm3/nOC++/tiZycDbQlR06ZOfYXgkDSg9Agqbm5JTJr0AEqlXIIVDcesWdMIDEoC9KXKPD3jmTz5GcsHJYSwCbK3FEJUmqOjI97ejpg68DAqoGXLMEuGJMrg5+eHm5sCMDdfTS4dO7axZEhC1HujR9+NvYP5uTl8fIvo06ePBSMSomEICvYBtGZKiwkJ9bNkOEIIQZMuHclITCI3I9NkefyFcOydnQhs2cxkuaenC3ff3YuNGw5VK45//jmBp6cLt97aoVrrEUKU1q9fb5RK0zkO4OpaRKtWrSwYkRDW1aFDK8Dc/PEG3N2V+Pr6WjIkIYSNkA5LIUSVmOv6EkIIAYbyfiTlR1SI2lFObilQWCYOIYT4V5MuHUkMv2y2POlKFNriYpp0MT2lxpgxt6BSKfn772PViiMiIoHY2FTuuqtXtdYjhKgKOf4QDUu558NCCGGGdFgKISotPz+f1JQ8zP+EOHL+/BULRiTKkpSURGamHvMnSS4cP37GkiEJUe+tWvULhQVeZstTUjTs2bPHghEJ0TDExiYDdmZK7YiMNDU8uhBC1A61vT1BrVqQEHHJbB29VktqVAyh7dqaLH/woYEcPHiR9PScasezZ/dZ7rr7JhQK6TwRoiZt374Hvd7dbHl2th3nz5seFlqI+ujkyXOAs5lSBZmZepKTky0ZkhDCRkiHpRCiSmbN+oDU1CATJQoSEvx5440ZFo9JmPfhh4tITwswUaIkLtaH6dPftXhMQtRn3367jJgYJ0BTqiw/35O//tpJdna25QMTop578813SU4ydXwCSUmBvPHGTAtHJIRoyIJaNUelVpN0uey5J5OuRNKoY+kOy8aN/enduzVbqvl05VW795whKMibzp2b1sj6hBBGc+Z8RGyMF1B6LtqsTD+WLPkOvd7clDpC1D/Tp79LXJwfproe0tMC+fDDRZYPSghhE6TDUghRJT///Cvvzf6G6Ogwiot9ADfy832JvBLGU0++wcmTJ60dorjO0qXfsWDBGqKjG6HVGv9eeXm+XLnciIcffpHw8HBrhyhEvZKfn8/tt4/i7BlvMjL8AXfAm7i4YH5bF8HTT79o5QiFqJ+2bdvG1KnziY5qTGGhcX9XWOhLdFRjXnv1A3bv3m3tEIUQDUhouzZoi4tJjYkrs17S5Sj8Godh7+RU4v3Ro/uSn1/E7j1naySeUycjyckpYNiwbjWyPiGEUUJCAvffP4mI8GBysv0AN/Q6b2JjQvn22+188MF8a4cohEVdvHiRhye+wJXLjcjL8wXc0BZ7ExPdiAULfmLp0u+sHaIQoo5SILMoleLq6kpWVhZubm7y9IMQ5XBzc+PBB8fRpEkYJ06cYdWq1RQWFlqsfcnXyvH09OShhx4gNDSYI0eO89NPaykuLrZ2WKKBaKj5OmTIEIYOHUBmZjbfffcDUVFR1g5JiHLZer46OzvzwANjadmyGWfPXuDHH1eRl5dn7bCEqBW2nq/12ZhZbxLWsT1rZ31QZj3v0GDGzHyTRQ8+wZVjJ669f+ToJ6Sn5zBzxo81FtOMmQ+gVCrod8uUGlunqBjJ1fpPpVJx990j6d27JwkJSSxbtkKGvbRRkq81w87Ojvvvv5euXTsRFRXL8uXfk56ebu2whBB1mHRYmiA7JSFsh+SrELZD8lUI2yH5KoTtkHytu17+aRmZiUlsW/pDmfWUKhWPff4x6z5YwO6VawFo2jSA8IglvP329+zYfqrGYhoxogcvvHgXvj4PkJmZW2PrFeWTXBXCdki+CiGEdciQsEIIIYQQQgghhBA1SKVW49+sCSlRMeXW1et0pMXGEdSqxbX37r23D/n5RRzYf75G4zp0KBy1WkW/fu1qdL1CCCGEEEJUl3RYCiGEEEIIIYQQQtQgv6ZhqO3sSImOrVD9tNh4Als2u/b/Uff24eDBCxQU1Oz0DQkJ6cTFpTJoUKcaXa8QQgghhBDVJR2WQgghhBBCCCGEEDUooLmx8zEtJq5C9VNj4who1hSAwEAvbrqpFbt2nqmV2I4evcRA6bAUQgghhBB1jHRYCiGEEEIIIYQQQtSggOZNyU5Joyg/v0L102LjsHd2wjMogDvv7IlWq2PfvnO1EtvRIxG0bx+Gr697raxfCCGEEEKIqqhTHZZTpkzhwIEDZGVlkZiYyC+//ELLli1L1Lnnnnv4888/SU5OxmAw0KlT6bsC/f39+e6774iPjycnJ4fDhw9z7733WmozhGgw1Go1u3fvRKfLQq/PRKfL4qefVls7rAZl0KBBbN78O0eO7GLbtj+ZO/c9du3azJEju1i/fi033XQT9vb2PPHEY+zfv40jR3axe/dWDh/ec61O7969rb0ZQtRpfn5+fPTRHI4c2cXhwzuZO3cWPj4+tdaeg4MDzzzzJAcObCM8/AQJiZc5ffowf/21jgEDBuDu7s60aVM4dGgnR47s5LPPPiEkJKTW4hHCFtx000388ccajhzZxa5dmxkzZjQqlapUPR8fH+bMmcnhwzs5cmQX8+bNxd/fH4D+/fvz11/rOHJkF9u3/8ldd41EoVBUOSYHBweeeuqJf/e/O1m5chlt2rSp8vqEELYlsHlT0uLjK1w/PdZY179ZE0aO7MmJE1fIzq5YZ2dlHT9xGYC+fdvWyvqFEDXjtddeJTU1itzcBNLSYnjrreml6iiVSubMmU16eiy5uQkkJ0fy3HPPWiFa0RD06tWL9evXXjvmHj36fpPH3DXhxuP7mm6rttdvvq2/zZ6rCCFAARisHcRVGzduZOXKlRw8eBC1Ws3s2bPp0KEDbdu2JS8vD4Dx48fTpEkT4uLi+Oqrr+jcuTPHjx8vsZ5Nmzbh7u7Os88+S0pKCuPGjWPGjBl0796dY8eOlRuHq6srWVlZuLm5kZ2dXRubKoTNc3FxITMzHhTRKBSRgBawB0Mzioq8cHDwtEgcDTlff/hhKbff3gEPzxSMn38XDPpUFMpoQAc4kJbqj8HgjrNLPA4OqYAecAaaA2lAMqmpPqz88R+ee+5lq22LaBhsMV979uzJTz99Q1BwGipVJgA6nSexMR7cfff4Ch1XVIa3tzfbt/9Js2Za7B1SMR6muXA1ZzMzVKhUXjg4XEZtl/bvUu7Exnrx2KMv8+efm2o0HtFw2VK+fvzxB4x/cCje3slAAaAiJ8eH48eyGDRoOEVFRQB07NiR3377nuCQTFSqdAD0eg/iYj05ceI8vXs3wdMrGSgC1GRn+bBvXzzDh9+DTqerVExeXl5s2/YnzVvo/t3/GgBnEhN8mTXrUz777Msa/AREQ2dL+dqQTN2whpjTZ9mz6ueKLaBQ8Nhn8/n7y6/5bdHdfPP1Zn76aVetxbfi+1dY89MuXnrpq1prQ5QkuSoqIzLyPCEhChTKS0AxYIdB35ikJA3Bwc3R6/VoNBpiYyPw8spGofzvuoxB35SIiFxatpShn6tK8rW0BQs+5IEHBuPtk8L1x9zHjmYwePCIa8fcttBWRc8fasL8+e/z4INDS2xLbo4Px2qhLSHqgzr1hOWwYcNYtmwZZ86c4cSJEzz88MOEhYXRrVu3a3VWrFjBrFmz+Pvvv82up3fv3ixatIiDBw9y+fJlZs+eTUZGBl27drXEZgjRIMTGhoPiPApFBMaDYoBCUJzBTpPEwYP7rBlevTdp0kRGjGiHh2ccxgurzYEoFMorGDsrAQrw8nbHy/syDg7JGDsrAXKB44A3oMLbO4ZxDwxg2LBhFt4KIeo2tVrNDz8sIbRR1LXOSgCVKp1GYdGsXr0UpbJmD6V+/PFb2rbLwd4hhf/uKcsBjgHeuHv44+J68rrOSoBMgoOv8OWX83F2dq7ReISo64YMGcxDEwbj7R2N8QIAgA4Xl0R69HRg/vz3AVAoFKxevYxGYTHXOisBlMoMQkILuf32dnh6xWLcpwJocXVLoO8tPrz11huVjuv777+hbbtsHErkci7+AVeYNu1ZmjVrVsUtFkLYArVGg1dQAOnxCRVfyGAgPT6BTn264OCgYe/e2hkO9qqTJ6/Qr3/7Wm1DCFE1y5d/S0hIMQrleYydlQDFKJQX8fPP4tdffwJg8+b1eHknolCWvC6jUJ6lWTMNCxbMs0L0oj667bahPPjQILx9Yih9zO3IvHlzaqytoUOH8OCDptvqeZNTtdsaOnRIhc4fasKQIYOZMGFIqW1xdkmkR097Pv645toSor6oUx2WN3J3N86nkJaWVk7Nknbt2sWYMWPw9PREoVAwZswY7O3t2bZtWy1EKUTD5OrqiEJheogjhSKCbt1keKHa9Pzzj+PimvTv/xSAO5B8Qy0NoEShMHc3YDgQBoCnZxJvvilPWApxvVGj7sHPP5//bgK4nhY//yKGDx9eY+0FBATQpk0Ixg5KUyIw3nhg6g5MA/7+WTz22KQai0cIWzB9+qt4eiaZLNNo0hk27FbUajW3334b/gHF/Hcx73qBKFWXTK7D0TGVsWNHVSomPz8/2rUPQ6nMM1keEJjKtGmvVWqdQgjb4ts4FKVKRXpcJTosgYyEREJaNSc6OpmYmJRais7oxPHLdOrUBDc3p1ptRwhReffee8e/T0yWplDEMHRofwB69epi/rqM8jKPPjq+1mIUDcubb042e8xtb5/B8OGDUavVNdLWtGmv4Oll/vh++PBB1Wpr2rRXKnT+UBPK3pYMhg0bWGNtCVFf1OkOy/nz57Nz505Onz5dqeXGjBmDWq0mLS2NwsJCvvzyS+655x4uXTJ9IUKj0eDq6lriJYQwr0uXLoDpi3BGOv67C7BmSb4aubk58N8TkxpM/z2cgUwT71+VAzj+++9ifHzcay5AIbD9fO3XrzcuLgVmy93cCujb96Yaa69Nmza4e5jqTLkqC+MNCqZp7HPo27dXjcUjGhZbzVdfXw/KOuawdyjGz8+Pm2/uhbt7oZlaBkzfmGDk4GCo1NPLrVu3xs2trKGdsmnfvnWF1yfEjWw1XxsSvyaNASr3hCWQHp+I2t2L/fsv1EJUJZ06FYlSqaRnz5a13lZDJbkqqkptZ+C/8/0bGVCptAQFBaFUmj9XAR12drUQXD0l+Vo2X19Pyjvm9vX1tVBbWvz8/Kq8fh8fj3LWX1yt9V+v3G2xL8Lf379G2hKivqizHZaffvopHTt2ZOzYsZVe9t1338XT05NBgwbRvXt35s+fz08//UT79qaHO5k6dSpZWVnXXrGxsdUNX4h6LTo6GijvyLd2Jo+WfDXSlujT0GH676HF2JlpjorrT4IqOT2XEOWy9XxNSkpBrzd/t6NepyYpqeaefsjMzKSwwHyHJJR356WGlJTKjUohxFW2mq9araHMcr1eTU5ODklJKeh05nKo7FMig0FFQUFZFwRLyszMpLCwrFxWkZubX+H1CXEjW83XhsS3cSPysrIozC3rJs/SNPpCigwqDhw1/WRVTYqOTiEjI5c+feQGitoiuSqqymAo6zjCeGxiHI2u7Osyhrp72bfOkXwtm05XsWNuS7VVnXlFLbstZZfr9XYyR6oQN6iTe66FCxcycuRIbr311krvIJo2bcpzzz3HpEmT2Lp1KydOnGDmzJkcOnSIZ555xuQyc+bMwc3N7dorODi4JjZDiHorJSUFg0ED2JssNxg8yS8o6ymhqpN8Ndq9+yDg9u//tBh/zm88WcnGOFSsuZOdYMA4fIxO58m6dX/WfKCiQbP1fP3662UkxJt/qiou3only3+osfaOHDlCWpoK8zkbQlmHbkmJrixc+HmNxSMaFlvN159/Xo9W62Wm1I6oyFSysrL4/vsfiY9zNFMvC/AwU+bAuXNX0FXirp7jx4+TXkYu52R78+mn/6vw+oS4ka3ma0Pi17gRGQmmh4ArS9MgFwCuJJt7IrxmnTkTRZ8+bSzSVkMkuSqqKiY6CTD3hJ8TyckZFBQUkJFRADiYrGUweHD+nOmR5kRpkq9l++WXDeh05o+5I68k11jHm/H43tNsW1GR1WurvPOH6Cjj+UNN+Pnn38s+V4lKqbG2hKgv6lyH5aJFixg1ahQDBw7kypUrlV7eyck4/4JeX3LoBJ1Oh1JpenOLiorIzs4u8RJClO3ttz8AQ3dKd5I5oqAj946qnbkSJF+Npk59myuXvfjv5CQc6ETpJ7Di0Gk7U/qiqQfgByQCTlyKcOaDD+bXXsCiQbL1fI2NjWXDht1kZ/uUKsvK8uPXX7aQnHzj3LHVM23abJKTGlE6Zz0BHyAZna5VqeXy8rzYs+ciZ86cqdF4RMNhq/k6b94nXIpwxDgM+vVUxMeF8vzzxrkiU1NTWbPmL7IySw/vlJuTRXZWM/4bJv0qO2JjgnjuuVcrHdfUqTNN5rJW68bZswX88su6Sq9TiKtsNV8bEr8mYWRWocOycxvjsHAOXqWPPWrDmdNR3NSrtdlrJaJ6JFdFVd1//0NoiztQ+iZxDTptZ8aMeRiA8eMfR6ftgqnrMjptW0aPfsgC0dYPkq9l+/DDj4kIN3XMrSYuLrRKx8vmfPTRAi5FOJloS0VcXAjPPVe9ueDLO3+o7vpLtrWQiHAHi7QlRH1Rp2Z1Xbx4MePGjeOuu+4iOzv72hjOmZmZ14Zh8vT0pFGjRgQFBQHQqpXxol1CQgKJiYmcO3eOixcv8uWXX/LKK6+QmprK3XffzZAhQxgxYoR1NkyIesg49LI7L730JJCJgVwUuGEwuDBx4tP8+ac8rVebEhISuPXWESxf/j+aNAnGwbEYvS4DJ+eu5OUmoFQVkJ+n4ezZaFas+IgpU17EywscHJQ4Ogah10NuXgz5ecGcPx/D+PHjyMjIsPZmCVHnPP74syQkvMUDD9yLq6vxaYesLA1Ll67k3Xfn1nh7P/20Fq1Wy+zZ0/H1VeHu7oBC4YVWpyU1JYHw8ES2bt3B+PH34+5ejEJpIDfHkXXr/uLll1+v8XiEqOuysrLo1+92li9fQps2jXB0KqKoSE1iQgFPPvkwR44cuVb35ZdfJyXlNSZNGoerWxEKIDvbnpUrf+Hzz79i+fIlNG8egoNjEUWFdsTGZjNp0hguXKj8XHK//LIOg0HP7Nlv4eWlQG2nIzfXgX17jzFp0lOVemJTCGF7fMMaEX36XKWWcXDU0KlDGJcj8nH2rZm5s8pz5kwU7u5OtGoVzNmz0RZpUwhRviNHjjB48D389ttKnJ31KJTZGPQu5Ofbcf/949i1axcAf/31F6NHP8Z3y7/AwaEQhSIXg8GNnGwDQ4bcxvnz5628JaK++O+Y+yvatAk1HnMXqklMLOCJJyZy7Nix2m2rSE1CfD5PPvkwR48eraH1lzx/SIjP56mnSp4/VNf129K2bdnnKkIIIwVQ9sDNFmQwmA5l4sSJLFu2DIAJEyawdOnSUnXeeecdZsyYAUDz5s2ZO3cuffv2xcXFhfDwcD766CNWrFhRoThcXV3JysrCzc1N7qgRogImTJhAjx492LhxI+vXr7do25Kv4O/vT3BwMAkJCcTFxdGoUSN8fHyIjIwkNTX1Wr0WLVpc+0308PDA19e3VB0hapMt56taraZt27YYDAbOnDljkc6Gqzmbm5uLi4sLMTExJCUZn9ZQKBS0bdsWOzs7zp49S2GhZYaOEw2HLeart7c3YWFhpKSkEBUVZbaeSqWibdu2KJVKTp8+jfa6iaF9fX0JDQ0lMTGxxuYuun7/ayufpbAttpiv9ZmLlycztm9g46IvuXzkeIWX69W7Ne+9N4Fl+3LIiIvn8Ddf1mKURk5O9vz+x1s8+shCli7dUuvtNXSSq6Iq2rdvT8eOHTlz5kyZnULdu3enZcuWHD16lLNnz1ouwHpK8tW8ih5z20Jb1tiW1NRUIiNrf65qIWxVneqwrCtkpySE7ZB8FcJ2SL4KYTskX4WwHZKvdUvjzh15bvmXrJw2i7TY+Aov9+xzd9K/fzt+3JOOo6cX2+fOrMUo//P1Ny+w6a8jPP20zINd2yRXhbAdkq9CCGEdMlGBEEIIIYQQQgghRA3wDQsBICs5pVLL9ejRgvPnY8nPSLfYkLAA58/FcFOv0vNjCyGEEEIIYWnSYSmEEEIIIYQQQghRA3wahZKdkoa2qLjCy/j6uhMa6suFC7EUZKSjtrfH3tW1FqP8z9mz0XTo0BgHB41F2hNCCCGEEMIc6bAUQgghhBBCCCGEqAHeocFkJidXapnu3ZtjMOi5eCGOgswMAIs9ZXn+fAxqtYpOnZpYpD0hhBBCCCHMkQ5LIUS1aTQaGjdubO0whAlOTk6o1epr/1coFLi4uKBUlv3z7+zsjEqlqu3whKj3nJ2dr+WbSqXC3d0dJycnK0clRMPk5OSEnZ2d2XKNRoODg0Op99VqteStEKLCfBqFVHo42K7dmxMVlUxefuG1DksnH8t0WF6+nEhRUTHduze3SHtC1EWOjo5lHiPUluvPFapLqVTi4uKCQqGokfWJ+q8mv3+20K61NLTtFaK6JFuEEFXWv39/cnKTKShI4NKlvej16aSmxkjnZR3w0kvPc/bsYc6d301ExGF27vybNWt+IDz8GGfO7ODSpWOsWvUd/v7+15ZRq9W8995MLl48xtmzO4m4dIQNG36madOmVtwSIWyPk5MTixbNJyLiOGfP7iQy8iRJSZFk5ySRknKBjIyLpKZG8uabr8sFBSEs4IUXnr22TwyPOMSOHZvo3r37tfIBA/qzb98/hIcf5MLFfZw6dYCHH36IDh06sGXLeiIijnDu3G7Onz/C1KmvSt4KIcrkExpCVlLFOywVCgXdujXn4sU4APRaLYXZWTj7+tZWiCUUF+uIiEigazfpsBQNzxNPPMrp0wc5f2EPERGH2L37b26+uU+ttuno6Mgnn3xEeLjxvPvSpWOsXfsjQUFBVVqfn58fq1Z9R0TEUc6c2UF4+DE+/3whzs7ONRy5qA8cHBxYsODD675/R/n55x8JDg62ULvHLdqutdjb2zN//vslPudffllJSEiItUMTos5Tl19FCCFK69+/P1u3/o5CeRjIufa+h6c34eEnCQtrTWxsrPUCbMC+//4b7ryzHS6ucf++oyS0UXcMhnAUiqhr9RqFNaJLl7+45ZbbSElJYfPmP+jV2w17++j/6jRy459/fmPIkFFcuHDBwlsihO1xcHBg+/ZNdOpsQK2Ouq7EBWgHnAAK8PSCd975P3r06Mrdd4+xTrBCNABLly7hnlEdcXWNBwwAhIba8dtvS3nwwefx9vZi4aK38POLBf7N2RAFCxa8jkLpiovLWSDy2vreePNeevbsxj33/J/Ft0UIUfc5urnh6OZKZmJShZdp0tQfD3cXLpz/79ypIDMTZws9YQlw4UIsPXq0sFh7QtQFn322gLHjbsbdPZGrxwghoXasWfMljz8+ld9//6PG27S3t2f79r/o1FmBnd11591h/nTu/Cf9+w8nJiamwuvz8/Nj165NNG+RwbXjGODRR7vQq9dmbr55MHl5eTW4BcKWaTQatm37ky5d1Nhpbvz+baR//zuIjo4uYw010e7116T++97XRrvWYmdnx7Ztf9K1q90Nn7MfnTptZMCAO4iKiipjDUI0bPKEpRCiSjZsWFOqsxJAoUhFoTzL9u2brBNYA9e9e3eGDO2Mi+v1F0nCgCsoFGk31M6meYt0Fi78kDFj7qd7dy/s7VNvqJNPaKNYvv56ce0GLkQ98cILz9Chowq1OuOGkhzgFPDfxUCVOoZBg9vSr18/C0YoRMPRqVMnhg/vhqtrElcvRBoVExAYyeLFHzF37lv4+UUB2uvKDbi6eePicgooKrFOZ+dk+vVvIXkrhDDJO8T4hFRlhoTt1rU5RUXFXL6SeO29gqxMnHws84QlGDss27QJxdHR3mJtCmFNLVu25J57+uPunsCNxwj+AZHMn/9urQzh+MwzT9KhowY7u4wbSnJp0jSZzz//uFLrW7Too387K7NLvK9SZ9CuHbz66kvVCVfUM08//QSdOjlgp0m/oSSXxk2S+eKLT2ql3SeffKyMdpP48suFtdKutTzxxKN06uxoZnsT+fLL2vmchagvpMNSCFFpjo6OODoqubGz8iqFIpEmTWSYA2t4/fUX8fG5sWPSGzB3l3cOPXt24rnnHsPZxdyFlSIaN/bGx8en5gIVop4aP/5+NBpzuZQLaLj+8MvZOY4pU160QGRCNDyvv/4iPr43Xii4Sk9goBL/ABUlL1QCOGM8xtGZXNLTM0XyVghhkneocWi7ynRYdu3WnMuXE9Fq//vNKczMsNiQsAAXL8ShUinp2LGxxdoUwpomT34O/4BMM6UGfP2K6N+/f423O2HC/2Fvb+73IY8OHVpgb1+xGweUSiU9e3bixs7Kq9R2qYwefXeV4hT108SJY7F3MP/9a9e+KY6OjjXe7sMPjyuz3bbtmtRKu9byyCPjcTC7vfm0bdsEJycni8YkhC2RDkshRKUZ56gsLLuSQlt2uagVwcGBQP4N7954IbYklVqHi4sL5i7MAthptPha8KKJELZKo1GVU6MIUJX4v4+PVy1GJETD1ahRCKX3if9xctLi6GhqhgwHoKzh0yRvhRCmeYcEUZCTS2Ge+d+e66lUKjp2bHJt/sqrCjIzsHdxRVXBjovqunIlkeJiLV27NrNIe0JYW+PGjSjrGMHNTVHlOSXLYm9v6kap/6jVWtzd3Su0LmdnZ1Rq8+fwABqNXPYV/7G3V1Pm909VjIeHh+XbVddOu9bi4FD+9np6elouICFsjOy5hBCVZpzLsKy7nxRgKO+ivagNFy5EYJwr73qKf1+maYtVpKamAXZm6xQWaoiLizNbLoQwyssrouzDK3tKDj3pSFSUzPcrRG04e/Y8pfeJ/8nO0ZCdXWSiJA9wLWPNkrdCCNO8QoIq9XRl69bBODpquHCh5G9KQabxyS9nCw0LW1ys49KlBOmwFA3G6dPn0OudzZanp0FERESNt5uTU0hZ5wrFxXakp5sbHeLGdeVQXFTWdRcF+fnFlQtQ1Gs5OQWU9/1LTb1xmqDab1dbrKmVdq0lO7uAkjcpl1RcrCElpeLHCkI0NNJhKYSoNJ1OR2ZmPgaD6TuCDIYQjh8/a+GoBMCcOfNISrzxqY9EINhkfZ3Wnb//3skHHywkM9PcBREnzp6JJDPT3JA5QoirPv/8G/LyzA2f7IFxWNj/7rbMygxk9uyPLBCZEA3P3Lkfk5hg7u5lO2Ki80iI11L6lCgf480FGpNLpiT7SN4KIUzyDgkmO6XiF127dG1GXn4BsbEllynIygDAydtyUzJEhMfTRTosRQMxb95CEhM8zJSqSExUsG/fvhpv99NPvyI31/R5t17vyt69Rygurlgno8FgYMuWnei0pp/ILMj34auvllc5VlH/LFr0P3JzzH3/XNi37zhFRaZu5qtuu0vIzfWzeLvW8sknX5CTbXr/rde7cODACQoLyxm1TogGTDoshRBVctNNA8DQCYPh+oMOBQZDKDptY26+eaC1QmvQzp8/zzff/Ep6WghwdZi7GCAAgz6E65+01Gq9OXXKjpdfnsKGDRv5c+MpsrMDuH7XoNd7EH7Rm4kTn7DgVghhu7766lt270okP8+PEk82G3yB1sDFf99QUVzUnO++28jRo0ctH6gQDUBERARLlqwlrcQ+EcCFmOgQxo17lMcee5642DDg+nlkNKSlZpKe1gpwu+59FRkZQaxc+bfkrRDCJK/gILIq02HZpRmXIhLQ6/Ul3i/Oy0NXVISThZ6wBLh4MY727cOwszM1VLYQ9UtsbCyffLKU1JRQSo405ExsTCMmTHiqVtr97rvl7NoZR94N5wo6nRfnzjrz9NMvVWp9L788hVOn7NBqva97V0FBvi/79qWzePEXNRO4qBeWL/+eHTtiyMv1p/T3z4WnnnqhVtpdseJ7dmyP/rfd66436bw4f8611tq1lh9+WMm2bVHkltpeT86fc+XJJ+vX9gpR06TDUghRJRcuXKBZsw5ER3lg0N+CwdAHg/4Wjh8rwN09kPz8is3bImreG2+8zfjxU9m/z56I8CDCLwby/Yr1zJy5llMnfbgUEcS5swHMeW8DN988iJycHADGjp3As88s4NhRdyLCA7lwPpBPF+2jV6+BJCQkWHmrhLANer2eYcPu5rXXvuXkCW8uRQRx8UIwx49DZkYxxUXdKCzsweVLoYwZ8zrPP/+KtUMWol57662ZjBv7Onv32BERHsTFC0F8v+ISffsO59SpU+zYsZNbb72Hn9cmEH4xiIjwQLZv03P33Y/Rvn1vvvn6NBcvGN8/eMCJSQ/PkLwVQpikUCrxCPAjK7liHZZ2GjXt2jXiYni8yfKCrEyLPmEZHh6PRqOmTZsQi7UphDV98MF8Ro9+kd27lP+eNwexelU0/fuP5ODBg7XSpl6v5447RvHK5K85cdyLSxFBnD8XwEcfbqF374FkZGRUan05OTncfPMg5ry3gXNnA4gID+LUSR+mTl3BkCEj0OnKnuNSNCwGg4E777yPyZOXcOK4FxHh1fv+VabdESPu/bddz//a/WgrvXsPrPAwyLbCYDBw1133M/nlLzlx3JNLEUFcOB/IvHnb6N17IGlpadYOUYg6TUFZs8A2UK6urmRlZeHm5kZ2dra1wxFClEHyVQjbIfkqhO2QfBXCdki+1g0eAf5M3/wrf8z/lKiTZ8qt37lzU+Z//BgffrCGuPjSFy/b3HkPxXl57P9iUW2EW4qjo4YNG2cwccLHfPfdVou02dBIrgphOyRfhRDCOuQJSyGEEEIIIYQQQohq8AoOBKjwE5ZdujYjJyef+HjTT5YUZGVadEjY/PwioqOS6dSpicXaFEIIIYQQ4nrSYSmEEEIIIYQQQghRDZ5Bxg7L7NSKDfXWpUtTIiLiMZgZ9KogMxMnL2+TZbXl0qUEOnduatE2hRBCCCGEuEo6LIUQQgghhBBCCCGqwSs4kNyMTHTFxeXWtXfQ0Lp1KOHhcWbrFGZlotJosHd1q8kwyxQeEU/nLtJhKYQQQgghrEM6LIUQQgghhBBCCCGqwSsokOyUig0H275dI9RqFRcvxputU5CVCYCTj0+NxFcREeHxeHq6EBJiuTaFEEIIIYS4Sm3tAGxVSEgITzzxBCqVimXLlnH+/HlrhySEVWg0Gnbt2kVISAjHjx9n2LBh1g6pQVMqlYwdO5ZOnTpx7tw5fvrpJ2655RY0Gg379+8nPt54UcTT05NbbrkFgMOHD9OpUyc0Gg0HDhwgLs70nd5ubm7069cPlUpFZmYm3t7eJCYmsnv3bgwG00NZXS84OJgePXpQWFjItm3byM/Pr7kNF8IGtG/fng4dOhASEkJERAT79u0D4IEHHqBHjx6cPXuWBQsWkJ5uei6rqlIoFPTt2xc/Pz8uXLjAyZMnAePvxUMPPUS7du04efIkK1asQK/X12jbQtiCnj17EhoaSlRUFAcPHjRbr127drRu3Zq0tDRUKhVdu3YlPz+fffv2cfDgQRwcHBgwYACOjo4cP36cZs2a4erqytGjR7l8+XKFYgkODqZnz54UFBRUaV9Z3eWFEFXnFRxYqeFgs7LySEw0v88vzMwAwMnbh/TLl2oixHJdupQAQMeOjYmJSbFIm0LYir59+zJy5EjS09NZtGgROTk5Juu1atWKdu3akZGRwfbt29HpdCbrjRo1it69exMZGclnn31m9ji8e/fuhIWFERMTw/79+6u1DWq1mmeeeYaQkBB27NjB77//Xq31iYajffv2tGzZkuTkZHbv3m3y+1qROtVZf3Vcv/7MzEyaN29e4bZqI7b27dvTqlUrkpOT2bVr17V1mntfiIakTnVYTpkyhVGjRtG6dWvy8/PZs2cPr7/+OhcuXLhW55577uGJJ56gW7du+Pj40LlzZ44fP15qXb169WL27NncdNNNFBcXc+zYMYYNG0ZBQUG1YlSr1ew+fAi/sFAuZKejx8Dopx6nIDWdPl27kZWVVa31C2FLwsPP0LRpCAbigXhuC2iJXp/Nb79t4e6777Z2eA3OE088xoIFs7HTpKBQ5INhIku++hCdNhKFQkdiopoTJy6Tnp5F376dCQgsRqn0w2BwBOJQUPxvnSuMGfMQ2dnZgLFTY/Hijxk2vD8B/lrs7JQU6QJIK1JzNj4Ft0Itb78+lY3r15uMy83NjW++X0FAi6Zk2KtR6g28U6Rnw9qfmTFtugU/ISGso0WLFqxatYyWLYNxcnLAQAJgQKsNQa3WAnGACgUDePPNF9i9+wD9+w+tkbbvvGsk02a/S4ZGRZFGhXOhFnVWLnu2/M3zLzyO2i4ZlTKfYt19fPbFx7z++jssXrSoRtoWoq67+eY+LFmyED9/Ax4ekJEOSUkKHn30Ofbs2XutXvPmzVm9ehlBwfb4+oDB4IVS6YOBRCALnfZZsrMdKSzMx90jC3t7BQa9Pyg0QCzJSXDxYjL33/8gSUlJJmNxc3Pj2x++x795E9Lt1aj0BmYU6fjjp7XMfOvtcrfl+n3t1eXfKdSxfu3PzJz+Vs18YEKIMnkFB3Ll2MkK1e3UpRkREeafrgTQFRdTnJ+Hk5flnnZMTMwgOzuPjh0bs2HDIYu1K0Rd1qpVK/7asY1ctZIruZk4qNQ8PeU19m3fwf0j77pWLzQ0lDVrltMozBVfXz15uZCcrOG99z7m66+XXqs3fPhw1qxZhsY+C4UiAwxOzJs3g3nzPuONN/47P+7ZsyfffrsYf38FHp4GMjMgKUnJk0++xPbtOyq9HYsXL+DRx8ajViWBIp+XXrqXgoKvGDFiDNu2bav6ByTqtZYtW7Jq1VKCgjV4exvIzobkJDVTpszg559/vVbnqxXL0bo5k+ugRlOkw7NIx3tvvc2vP/9SsfUHafD2Mb3+6sa/cuVSgoM1ePuAXu9Esd6fs5m5pGZk41mkY87b7/DL2p/LWfa/2KZOncnatWVvlzlXrw1cv86UZDsWLlzCww8/UOr9qVNnsmZN6diEqM8UYGaGdyvYuHEjK1eu5ODBg6jVambPnk2HDh1o27YteXl5AIwfP54mTZoQFxfHV199ZbLDslevXvz555/MmTOH33//naKiIjp16nTt3+VxdXUlKysLNze3axfsrzp27izRjkouZJW8czLU2Y2u9u40Dw6p5qcghG3Ys2cnvXq1AMUhSv6MqMHQiw8++JIpU6bUehxl5WtDctddI1mz5jNU6mMY/x7NgSIgqkQ9vd4NaI1SeQBoBmiByBJ1dDoXjhxWctNN/QH49tsvuX90e5ycSv7u6fTexOY15ZfIK/Rx8GTypEfZtWNniToKhYItu3YS7eNMSlHJG0Za27tw8Kd1vPPmtGpuvbAVDTFf/fz82L9/C2GNNUAh/+VbNyAcyLxhiUYY9P7s3HmcAQNuq1bbAwYMYM6SL9hXkIH+ut/pDp4+DAx0Qqk8csMS9hQWdeehCU/z08qV1Wpb2L76nq9t27Zl06bVBAVHAtffuawiLrYRgwffx7lz5/D19WX//i00bhKPcb/qArQGjgK6EstBF+AccPWJC9d/6x4EnDhz2o1u3fpSWFhYIhaFQsHW3buI9HIitbjkvrKNxoW9K9cy6+13zG7L1eWjvJ1M7Gtd2b9KOi3ru/qer7ZAoVTy/uHt7PrhJ07/s7PMug6OGn77/S1++XkPe/acLbNuxzHjSYu4yPEfl9dkuGX6eMFjnDsXw7ixH1qszYZCctX2ODk5EREfy8aEK6TfsI/t4xvCld37GXvvfbi5uXHo0A6at0gGStZLSQnh+efmsHLlajp37szBg1tQqQ8C1893q0Cv68Jrr33A/Pmf0LJlS7Zs/Zng4ChKHm8oiY8L4/bbx14bNaUiZs58mzfeeASl6sYHPuzRFnejXbteXLx4scLrawgkX8Hf3599+zYT1jiOG7+vSYmNGD/+RU6ePM367f+wX59LgU57XQ3o7ejJm088w9YtWyq//qRGjH/gRf7+e2u14t+7d/N1x/H/rT9P24k/ozOJys2mt6Mn0556ji2bN1+r4efnx759f5tcNimxEQ899DKbNv1dqXjMr9Mena4bKtWh0m0lNWLCQ5P566/NCNFQ1Kk5LIcNG8ayZcs4c+YMJ06c4OGHHyYsLIxu3bpdq7NixQpmzZrF33+b/1H4+OOPWbhwIe+//z5nzpwhPDyctWvXVqizsiydO3fG0c+nVGclQHRuFtkaJXfddZeJJYWof3r16gyKY5S+50ELiuO8+uozlg+qAfvs83mo1Ccw/j3UgDs3dlYCKJVZKJWpgA/gwY2dlQAqVQ4tWjoyePBg/P39GTy4Z6nOSgCVMhUfh1y87R05UJjJ27PfLVVn6G23UeTrUeoCKsC5whyGjbobJyenSm6tELbjzTdfI7RRJsaOi6v55g1kUbqzEiAKhVJPnz7d8PDwqFbb0997l4NFmSU6KwH6+PmiVB4zsUQhdnbnmDdvbrXaFcIWfPTRbIKC4ynZWQmgIyg4no8+Mu7Tpk59hUZhmfx38aApcIqSFw/59/+n/i2/KhtIBvyAPJo01TJ+/LhSsQwbPpwCH/dSnZUAZ4tyGHH/fTg6Oprdlttuv50CH3cz+9ps7rjvXtnXClHL3H19UKnVFRoStn37MNQqFeHhZT9hCVCYnYWTt2Xnk7x8OZHOnZuWX1GIBuCD+fM4kZVaqrMSYE9yDP2GDMbBwYHnnnuKxo1zubGzEsDHJ5bp018FYMWKr1GpT1OycwbAgFJ1nJkz3wDgww/fJTg4gdLHG3oCg+KYN292pbbjlVeeRaky1cFZiEp9nu++W1Kp9YmGYfr0KYQ2SsfU99XPP4a5c9/h1TemclZZXKKz0lgDDhRkMu3dmVVbv18Mc+fOqFb806a9RqOwDEp2AhrX76Q+Sd8Av//inFWyrenTXze7rJ9/NO+9V/4IKDd6801z8YShUp0x3ZZf1doSwpbVqQ7LG7m7uwOQllaxeSAAfH196dWrF0lJSezevZuEhAS2bdvGzTffbHYZjUaDq6triZcpr73xBqczzc/jcCojhclvTq1wrELYqubNmwP5lD6ouCobhUJrpqx6KpqvDYmHhwc+3g78dzLjAySUsUQs0AhILGOdmTz11CTuvfceAgPND6XtpI6mg6cHRXodzr4+pS6IPvToI1zWmV8+xV7FwIEDy4hV2DLJVxg06BaUSg1w/TCQAUB0GUslolLn8/TTT1e5XXd3dxy8PCi+Yc4LF7UdGlUOpTtpjJSKVLy8XfDz86ty28I2NbR8bdOmKaYuKhoV0LZtcwCGDh2AUplxXZmmzOWM5deLxZjz4OiYxqRJD5RaasJjj3JZa36uyVR7FQMGDDBb/tCjj3BFW8a+VqMoc3lhexpavtoCzyBjnmenlH/tonPnpmRm5pKUlFFu3cKsTJy8fasbXqVcioinefNA7O3tLNpufSS5avtGjLqHc2VcB7ycm8mDDz7IvffeidrOXP4b8PRS0KxZM5o3D8X0TYsAOuztdQQFBdG+fQuM11xMKaRly7AKb0Pnzp2x0+Rj7vhfoUilc+e2FV5ffSX5Wtqtt96MUmlu6jMd/v4u9BnQn6TCPJM1tAY9Gg93szfilr9+Zzw9PSsd91UDB/ZFqTSfb07qQhxUKrQGPXbubiXaGjjwljKW1ePv74yXl1el4hk8uJ+ZdboBGWbb8vNzqnRbQtiyOt1hOX/+fHbu3Mnp06crvEzTpsY7Ad955x2WLFnC7bffzpEjR9iyZcu/nSylTZ06laysrGuv2NhYk/VcXF0o0pueLBugSK/D0VHuXhb1X6NGjSh9p9+Name06Yrma0Pi4HB9ZyUYf9rL+vvoMA5dV1YdLc7OTjg7O6FUlfW31GGnNO5KtHo99vb2JUodnRwpLuN3U6dUlPnUiLBtkq9gTA8lxuGXryo//xQKPa6uLlVu197eHq2+dO6qlDfGUprBYJC8bIAaWr4qyzkLulquUNxYUt7xzY0XA7UYc95YZmdXugPAwdGh1M0F1ytvX+no5FjmOYrsa+ufhpavtuBah2UFnrDs3KVpufNXXlWQlYWjp6epH6Nac+lSImq1ijZtQi3WZn0luWr7VCoVWoP5fX+RXoebmxtKZdk5qlLp/90Xl3McodDi7u5ebsorFMYh4SvCzc0NRTnH/3VotjCrkXwtrbzjZYVCj7KcSsUG/b/XrEwtX/b3TqEwv2xFuRePAQABAABJREFUlJ8iOlQKY/w3xll+bLpKx2Z+neW0pax8W0LYsjrbYfnpp5/SsWNHxo4dW6nlrv5QfvnllyxdupRjx47x8ssvc/78eSZNmmRymTlz5uDm5nbtFRwcbLLe2pWraOribrbtJi4ebFq/oVLxCmGLtm7dCjiXUcPu31fNq2i+NiSJiYkUFl7/REcGxqcszfEBUsusU1jowZ9/bmHLlm2kpNz4tMh/inW+XM7ORQHY6/Skp6eXKP9n098Ea8zfyOFZoOXAgQNlxCpsmeQrREbGY7w7+vp8S6e8HNXpHFm79ucqt5ucnIyDiQ7L7KIi9AbzxzLgRHGRgZiYmCq3LWxTQ8vXtLQczJ8KKUlNNc5DeeVKDHD9BQJFmcuVLvPFmPOg17uzZ0/pfd62zVsIti9jX1lY9r5y2+a/CSlzeR0HDx40Wy5sT0PLV1vgGRRIfnYO2hvmqL2Rg6OGVi2DiajAcLAAhVkZKNVqHNw9aiDKirl82ThSS4cOFX+CS5gmuWr7Lp47R7CT+Sftwpzd+PXXXzl9+gLGea5Ny83RcPHiRXJyCgF7s/X0OifOnz9Pamo2/93wdCMlGRn5GMroSL3evn370OndyqjhSHp6ThnlDYPka2lRUfGU9X3Ny1MRGxmFs9r89T9nvfGalSnR0Qllrj8/X01CQlmjh5XNGL/5jj6t3pk8bfG/cSpKxFnesvn5dpWOzXhtwNQ6i8tuK6/ybQlhy+pkh+XChQsZOXIkt956a6XvaImPNx74nzlzpsT7Z8+e/fepsNKKiorIzs4u8TJl2bJlBGuccLUrffHeQaWmrasnb0+bVql4hbBV+QVaDIYmpgsNrTl9+lKttFvRfG1IDAYDy5atxKC/ehd0HsYOY1MnTCogDLjy779NnXypSExw5X//+5ojR44QeSUfMPVkhh252mAuZqXTwt6FH5YtK1Xj26++oolejVpRenfjpXEg5XIUkZGl59EU9YPkK0yf/i7JSe6UzLerwzKbugjhAjiQnpbPoUOHqtyuwWBgzfc/0lxT8uYSPQbCs/LQG4JMLleobc3KVb+g05X3FL2obxpavn7wwUIyMvxNlqWnB/DBB58AMH36bJKSrh8iOQZoZmatzf4tv0oJNP73PQXxcV68//78Ukt99eWXNNXbmdxXetvZkxh+ucybCL7+35Ky97WXIomKKj2vtbBdDS1fbYFnYADZKanl1uvQoTEqlYrw8LgKrbcgyzhUniXnsczPLyIuLpUOHRpbrM36SnLV9j33+JPc7BuC0sSjWoGOLhSmZRIREcGMGXNIiDedpwUFnmzc+A+FhYVMnToLva6VyXoGQyjbtu9Fr9fz3nvzSU8zfZySmeHHvHmfVngbioqKOHrkFAYzx/96XRuef/71Cq+vvpJ8LW3atHdJTjb9PczN8WHFitXMnTGTDnamO+ub27uwduUqs53r06a9S3KS+fUvX25+2YqYPn222fUX60M4l5GN4d84f1m1Cv11I56UGVuuDytW/FSifsXiMbfOSAx6078Lubk+fP/9mkq3JYQtq3MdlosWLWLUqFEMHDiQK1euVHr5K1euEBsbS6tWJRO9ZcuWNXJR/M5BQxgZ1IwOnr7YK1XYKZW0dvfm3tCWTLh/DFpt7czbJ0Rd4+zkBYbGYOiI8WlLJeAOhh4UF3vQoUMn6wbYwDz//GQOHcpCr2sHOAFngPYYDE0xdl4qKSr0JjamKVGRKeTleQPngTb/djxrjHWKfIiKbMSYMZPIyzPOQzBy5GjOnvEgN9fv33Wp0OmDySrqwdb4BLrZu5Ow9zCffFT6ImxOTg5PT5zELXZuNHZwQa1Q4qhS08belaYZBTw8dpxFPh8hrOXQoUO8++7nJMRng6Etxs4LNXAeDL3AEIjx99POWGboTF6umq5dzc+9XVEfzZ1L6sFjdLN3w0PjgEqhIMDRhbzUbOLiPNDq2mK8GUGJweBJkbYnJ45H8+yTT1W7bSHquh9/XMXSb7eQmBiK8WYCJeBKYkIo336ziVWrfgLgyJEjzJzxGfFxjdHr3THOR6sGupRYTqftTGGhE5CGMaf8gB5AOFqtKzHRjXnyydeu3Vx5vezsbJ6ZZNxXhjm4oFYocFSpaWvvSuOMAiY9ML7MbSlvXztR9rVC1DrPoABy0tLLrXdt/spkc/NilVSYZaxnyQ5LgMuXE+nYsbFF2xSiLjp9+jSfzv2A+xu1prGLOyqFAme1HTf5BNHPI4B+PW8C4MKFC7z66mziYpug03lgPD5wIC01kB3bU3nhhVcBWLJkCevX70en6w5creeMXt+OmGhHht1+FwC//PIrS5ZsIDGhEdcfbyQlhrJixU6++25Fpbajb9/BJCZ4oNe3wXi9wHj8r9P15Mcf/2LNmjXV/7BEvXPw4EHem73k3+NgN4zfQydSkoPZuDGCWbPmcvDgQb7/ZDG3OHji7+CESqHAQ2NPV3s3Mg6f5IPZ75W9/vf+d91xdun1Vzf+2bO/KLX+Qm07IrP9OZuZQVeNMc65784useyhQ4dMLpuSHMTGDRHMnGl+u8y5em2g1DpTXDh+PNbE+8H8ufESM2bMLnvFQtQzCurQQOWLFy9m3Lhx3HXXXZw/f/7a+5mZmRQUFADg6elJo0aNCAoKYsOGDYwZM4bz58+TkJBw7dHtF154gRkzZvDII49w7NgxJkyYwCuvvEL79u25dKn8p75cXV3JysrCzc3N5B01Dg4OzPngA+68dxRKpYJ//trM5BdfJCMjo2Y+CCFsyNq1a7n77qEoFGAwwLx5n/Paa69ZrP3y8rWhGTx4MJ988j5BQf4kJ6exevWvdO3aHgcHe/74YxNffvkVxcXFjBs3lgceuA+A06cv0qpVE+ztNWzY8DdffLGEnJySQ8Ko1Wruu28UDz/8AM7OzuQV6ilGSWx0NJ/O/5gTJ06UGZeLiwuPPP4YA2+7jcKCApYt+YqNGzbIXWINTEPO1+DgYF577UUGDrwVL293YmPiWbduA66uLjz66EO4urqSm5vPJ598waxZ79ZobnTu3JlnXn6JgMBAzpw6xaJ584mJiWHYsGHMmz8HP39f4hOSefXlKfz555811q6wbQ0lX1u2bMlrr71I8+ZNCQ+/xPvvf8zFixdL1QsKCuLVV1+kS5eOFBdrcXJyoUmTEIqLi9m1ax8zZsyhefPmPP30JJycnAgPv0JQUADOzg7s2LGHTz75jLS0sue2c3V15ZHHH2fgbUPJz8u7tq+s6J3lLi4uPPrEE9w6dAgF+fl899XXsq9tIBpKvtZlr637kcSIy+z64acy6y3+7CkK8ov4bvnWCq+7x6NPcWnbVi5s/L26YVbYI48MZdDgTgQHTbBYmw2B5KrtatKkCYu++IJ2nTpSUFjAkkWLmf/RR6Xq+fn5MXny8/Ts2Y3U1FQ++uhT9u3bV6pejx49WLJkEWFhoWRkZDJlygxWrVpVql7z5s15/fUXadGiOZcuXeH99z8ucb20sh566CFmvfsGbq6uRERc5tFHn+XYsWNVXl99Jvn6n5CQEF555QU6d+5AXFw8H364kKNHj5aq8+xLL9KuY0cS4xNY/PHHpepUZ/01FX9GRibp2YX4BARUKM7g4GBeffXFGo3NuM4X6Ny5IwkJiXzwwSccOXLE7PtCNDR1qsPS3Mn4xIkTWfbvUIMTJkxg6dKlpeq88847zJgx49r/X3/9dZ555hm8vLw4fvw4r732Grt3765QHLJTEsJ2SL4KYTskX4WwHZKvQtgOyVfrm3NgKwd/Xc/xTeY7Ih0d7fnt9+n8vHYPe/aerfC6O4weR0bkFY6tWFoDkVbMrQM78tZbY/H2Gitz29UgyVUhbIfkqxBCWIfa2gFcT2FiTPgbLVu27FrnZVnef/993n///ZoISwghhBBCCCGEEKIUJ3c3NI6O5Q4J275DWKXmr7yqMCsLJy/LDwkL0L59GDt3nrZo20IIIYQQouGqc3NYCiGEEEIIIYQQQtgCz8AAALJTyx72ubLzV15VmJWJk7d3leOripjoFIqLtbRvH2bRdoUQQgghRMMmHZZCCCGEEEIIIYQQVeAR6A+U32HZqXMTLl2Kr/T6C7KycPDwRKG03OUbrVZHVGSydFgKIYQQQgiLkg5LIYQQQgghhBBCiCrwDPRHW1REfrb5uR4dHDW0ahlM+MXKd1gWZmWiVKlw8PCsTpiVdiUyifYdpMNSCCGEEEJYjnRYVoFSqeTOO+/ku1UrWfHTasaMHYtaXaemAxXCYh566CFSUqIpKEglJiacgQMHWjskcYOrv1lr1/7Ar7+uZPz4cbz44vNcunSK+PgI1q5dRWBgYI2327FjRxYv+R8rf/mZ16ZOwcPDo8bbEKKu0mg0PPzwRNatW8VPP63gttuGVmiu7spo2bIl//zzJwkJlzh37hijRo2q0fUDNG/enPmLFrLq1194Z/a7BAQE1HgbQlhb8+bN+eyzBaxfv5a5c2fVue9506ZN+fTTj1m/fi3vvz/72j5bpVJx3/33s/ynVXy3aiV33XMPSjNPYIWEhDB//vusX7+WBQs+JCxMOiGEqCkeAQFkp6aDwWC2Tvv2VZu/EqAgyziErJO3peexTKCDPGEpbJSDgwMLFy0kKjaCK9EXmTlrhk1et7t+//3JJx9ZbP/dvXt3vvtuCX/8sYbXXnsZV1dXi7QrLM/X15dZs97mjz/WsGzZEj75dBErf/mZBYsX06pVK2uHZzE+Pj7XPof//W8RrVu3rtH6QoiKUwDmj6obKFdXV7KysnBzcyM7O7tEmZ+fH79sXE+mqyNRugIMBgixc8C/QMeYkXdz+fJlK0UthOWlpETj5aUARQSQj8HgioIWnDx5mU6dbrJIDGXlqzD+Zm3e/BthjZW4uWUAGgz6LqCIRqEwXjAxGALQaUN45533ee+996vdplKp5LtVPxLcsT1XFEXkaYvx0zjRzGDHzNen8uvPP1e7DWGbGkq+tmnTht9/X0VgUB6OjpmAkswMdyIiihg8eAQZGRnVbuPrr7/goYdGolJHALmAM3p9U2JjcmjdujP5+fnVbuPjTxfRY+ggLimKySoqxFvjQHM0fP3JIr74dHG11y/qtoaSr59++jH33nsr/gGZQD56vTMJCR589OGXLFjwqbXDY8GCDxk9ZggBAVlAHnq9M4kJHixb9jODRtxFsqOaaG0BCiBU5YBXbhGjht9BfPx/T3G99dZUnnhyLIGBmRh/L5xIiHdn2bJ1TJ36lpW2TNSkhpKvddWDH87COzSE3z9aaLbOY4/fzrDh3Zjxzg+VXr9CpaLPsy9zdMW3RO/bU51QK+Xmm9vw7uyHCA6aQHx82cPdioqRXLWMfv368eemX1HbRaNWJgAKtLpgiooCuKlHP06fPm3tECtk+vQpPPnUuFL77++++40pU6bXSpt2dnb89ttPdO8eirdPJlBEcbEbCfFuPPHEy/z556Zaabcuagj5+thjD/P225MJCMhAqcoBHCjQNuFKjoqDyak0Mag5tXMPTz/6mLVDrVWPPDKRGTNewT8gA9W/n0NSojt//XWICRNKb7vp+m789ddhk/WFEJUjT1hW0o8/r+Wci4qzhdnkaovJ0xVzoSCbw+pifvz15xp/ekKIuurgwd14euWA4iiQBRSjUKSBYj8dOgTy8cfzrB2iAH77bTUdOubh5pYIFAIdUCgPoFBc/vf/hSgUkajtDvPOO6/Ro0eParc5a+4cnDq24UhRFmmFBRTodETlZ7OtII033n+PZs2aVbsNIeoqjUbD77+vpGmzOBwdk4EioAB3j0Q6dynil19+rHYb48b9HxMmDEGlPgxkAMVABkrlEUJDFWzdurHabTzx9FO0Hnor+wszSS7Io1CvI64glx0F6Tz44nP06dOn2m0IYW1PPPEoD4zvi39ANFePZZTKDIKCrvDGG49xyy23WDW+SZMmMmHCAAICooHMa/EFBl1h8qsTSHRz4HxBNnnaYnK1xZwrzOaUI/z4y383Bo0YMZznnx9NYGAk//1eZBIQGMXjT9zB6NH3WWXbhKhPPIMCyE1PL7NO585NuBSRUKX1G3Q6CrOzLP+E5ZUkANq1a2TRdoWoDrVazZ9//YqD/SHUyiiMx+KFqFWXcHI8xu69W60dYoXccccwXnhhjOn99+PDGTPm/lpp97PPFjBggA/ePnEYO0mLsbNLJbTRFZYsmU9QUFCttCssr0uXLsx69yWCgi+jVKVj/I5l46A+QVPXNBq7OnOwKIvQW3rx4iuTrR1urencuTOzZ79MUPBlVNd9Dn7+Mdx9TwemTHmlgvVjTdYXQlSedFhWQpcuXcDXk4yiwlJledpi0h3tGH7HHVaITAjL69q1PQpFhOlCxVmeeWaSZQMSpXTu3JkmTV0wnmgAeAGpQIGJ2gWo7ZJYvPjjarVpZ2fHkBF3cLkot1SZAThjKODVN9+oVhtC1GVjx44hMDAf44lLSUplLq1a+dO8efNqtfHBBzNRqs6bLlSE07Vre3x8qndRc+Ljj3O20PSdxCeKcnj97dq5q1sIS3r++Sdwd080Webjm8DMmdbdX7300lO4e5iOz059ji4+peezyyoupNjTlV69egEwffpreHmbnjPP0zOBqVNfqrmAhWigrg0Ja4ajoz0tWwZXaTjYqwqzsnDysmyHZUJ8Gvn5RdJhKWzK9Lemo7aLx3hz7o3ycHTMYdy4cZYOq9Leeut1vLxN3+Tg4ZnAlCk1v/92cnJi8JCbsXcw9XtmIDAojSlT6m/HVUMze/Z0/PxMH2dqVJF08HQH4EJRDmMnPFRvH9B5993p+Pmb/hxcXZOZNOmBEtv+7rvTyqk/vt5+VkJYinRYVsLg224jpYwh7+MNxdw2QjosRf3XuHFjFIo8zI8oXYRKrbdkSMKEYcOG4OtbdN07PkBZd3Yn06xZaLXabN68OZkK83/71MJ8WrdvV602hKjL7rprGI5OWWbLAwK19O/fr1pteHu7AjozpTrUdlq6d+9e5fW7urqis7cz+wufpyvGJ7BuzfEnRGU5Ozvj5qamrGOZkBA/S4ZUgr29Pe4e9piPrxgXtemyZJWBocOHAeDn54H53ws93t6uclFFiGpQqlW4+niRk2Z+yNQOHRr/O3+l6ZsHKqIgOwunat6MVFl6vYHIyCTayzyWwoaMuvdO1CrTnQkAduoEHnyo7ndY+vq6A1ozpXq8vJ1rfP/dvn173NyKzJYrlZncfHPPGm1TWE+TJsGYvpndSK3MxUltB0C+Womfn/WOi2tT06YhlPU5ODnr8Pf3v65+ozLrOztrCQiQc2UhqkM6LCuhoCAftdL8R6ZWKikoMP+jJUR9kZubC6jKqSUXv6wtP78Avf76v4OOsn/2Vej11ZvWuKioCGV5f3uZOVnUYwUFhZSVZzot1T5WMJSXQwYFRUXmLzaUR6vVoirvAojksbBxWq0WQzmnQuXmWi3S6XRgKDsPDWb2t2ql8to8tuVtg8EABmtuqBA2zt3PF6VSSU4ZT1h27tyEjMwckpMzq9xOYVamxYeEBYiKTKJde3nCUtiOwqIiyrpWYTCoyMuv+9ftrLH/LioqQm/uHicAFGi1ZVYQNsRQznEmqNAbjDejqxXVO7+sy8rPNWWltt1gUNXbz0oIS5EOy0r4Zc1a/AvN/5KF6FV8/+1SywUkhJUkJyej19sD5h45diE/z9zdgMJSfvrpZxLiHa57JwEo6w7pIHbu3F+tNiMiInAu1pntsgxxcGHzhurPrydEXfW//y0jPd3NbHlcvIaNG/+sVhvh4VGAg5lSewoLFezevbvK68/PzycvNQ2N0vTFHm97R84cO17l9QtRFxQWFhIXm0ZZxzJHjpyyZEglaLVaoqOTATszNZxJLjB9rBVYZGDNylUAnDt3CfO/FxoiIqKrG6oQDZrnvyMOZKeaf8Kyc9emVZ6/8qqCrEwc3NxRqssY8qkWXL6SSNu20mEpbMe8Dz6hSGt+1KBibQhz33vfghFVzfnzlylr/30pIrbG2zxx4gQZGRqz5UWFXvz449oab1dYx+7dBwFz561K8rUOFOh0qBVKtJk5pJczV7Ot2rnzAOBuplRJSnIBadeNorBjx/6y66fkk5qaWsNRCtGwSIdlJcTExHDxyDFCNU6lygI0juRcieH4cbmAJxqGL774f/buOzyKcgvg8G97eu+kEHrvIr0pKIoFEQREERvYQbHLFUQBGypNsWNHBVQUkN5Veu8lgQDpZdM2W+8fgUDIbkhIspuE8z5Pnnudmf3O2WW/2Zn52tdga03JkZQqsLXi0UfHOj8pUcyZM2fYuHEvBsOFNa5yKXwwa693diCGfE/Gjn2+wnFnvvc+7dxKXsB5qDTUNymYM2NGhWMIUV2tXbuWY0fzsVi8SuzLzQ1g+d+bit3wXI2RI8dgNrWk5GWcEpu1Jd99t4CCAnvr9pTd5Fcn0EHnU+IMr1EqaYkbb70+sULlC1EdvPji6yQn1cHetcyZhGBeeWWSK9Iq8sIL/yMp0X5++flNOZxecrRWpNaDU3sPcvLkSQDGj3+Nc2fDsXe+SDxXh/HjZT1aISrCL6xwirycjEy7+z083WjUsA5Hj179+pUABVlZKJRK3P0DKlROecXFJePj40FkpPNHdwpxNX788Uey9TqstpLrPFusoZw7l8vWrVtdkFn5XOn3+/nnK//322q1MnPmp2RkhNvZ60Z8vDufffZlpccVrjFx4hROnwrAXue9fHMLNiUlowA66HyY9sZkp+fnLG+8MdXh55CSEsn//vdWuY6fMOGtEtuFEOUjDZbl9Mj9I8n8Zwed1d408PKjvpcf12u8Ue47xj13DnR1ekI4zZNPPsMfizeDrRs2WywQis3WCJu1G2+88RE//PCDq1MUwIgRD7Lg18MknI7CYgnFak3AWNAQm/U6bLZwIByrpR3Z+lh69RrAqVOnKhzz+2++5aePZtND7UMTD1/qe/vTRutN8xwL99x2R63tmSfEBX373saa1dmcO1sHCMNiDuP0qSh++H4Ho0c/VeHyd+7cydChj2HIvw6rtT6F59/6mE2d+PXXVTz66GMVjrF27Vrefek1uqu8aebmQz1vf1pqvelo1vHo8BHExcVVOIYQrrZu3Xoef/x/nDgeRXZ2KBBKRkYYhw6GMGjQg5w4ccKl+W3atJkxY17hxPFIcrLDgFAyM8I4cjiMW28Zin77PjppfGjg7U9DLz86qb3J3baXUffeW1TGgQMHGD78CY4eCScrs7AMvT6MY0frMGrUOHbs2OGy9ydEbeAXFoYhJwezg45CLVvGoFQqK7R+JRSOsAScPi1s3MnCtQCbN5dRlqLmaNywJYmJdTCa2mGzhWGzhWM0deBknBdNG7d2dXpl4uj3+/ixOjz00HNs3769SuLOmDGH99/7mfi4aAoMhddGycnhbNuq48Ybbz+/PJCoDc6cOcOAAcM5sD+Q9LTC75jVUpd8Y2cOZihwsyjopvJm5sTJLPvrL1enW2XOnj3LrbcOLfY55OaGcvJENC88/y6LF/9VoeOFEOWnoApXIVKpVERERHD6dM2aasjb2xu9Xo+Pjw/Z2dl2jwkKCuLGvn1Rq1SsWbOGM2cqfzoGIWoCd3d3Zs2aRcOG9diyZTvjx493avyy1FdReM7q27cvqvPnLICnnnoSf39//vhjMX9VwQWoVqulX79+BAYFsWf3bnbu3FnpMUTNcq3V17p169KjR3cMhgJWrFhR6Y31CoWC++67j549uxMff5oPPvig0j9XlUrFDTfcQHidOhw9fJjNmzdXavmi+rqW6qtKpaJPnz5ERtbhyJGjFZpSuSoolUr69OlDVFQkR48eY+PGjUX7wsPD6dOnD1abjVUrV5KcnGy3DIVCQY8ePahXL5a4uHjWrl0ra1fWItdSfa1u7np1PI06d+SXiVPt7h/z2C307duWN96oYGdOhYLOTz7L3vnfE79pfcXKKldYBX8teZ0Jr33H9Om/OS1ubSV11bk6dOjAQw89iMlk5uOPP+bgwYOuTqncLv39jo8/xZo1a5zy++3u7k6/fv3w9/dj+/Yd7N27t8pjVjfXUn29/vrradasKefOJaLX62nYuDFJ586xcuVKzOZrZ7mnSz+Hsrz3jh070rx5szIfL4QomyptsGzVqhU7duxA7eR1FirqWvpREqKmk/oqRM0h9VWImkPqqxA1h9RX13lo1nu4+/qw9KOP7e6f++mTZGXl8f33ayocq93Ih0nY+h8Hf3fuGnJzPn6cf/85xEMPybIOFSV1VYiaQ+qrEEK4hkwJK4QQQgghhBBCCFFOfuGh5Kbbn0HBy8udBg3COVbB9SsvKNDrnT4lLEB8fDLNW8Q4Pa4QQgghhLj2VGjo45XmTHd3d69I8UIIIYQQQgghhBDVkn9YKKf27Le7r1XrWBQKJUePVU6DpUGfiWeQ8xss404m0bVrM6fHFUIIIYQQ154KNVg2a9aMn376iZMnT9rdHx4eTqNGjSoSQgghhBBCCCGEEKJa0bq74+7jTXZaut39bdvGkpamJz29cqYSLNBnERDboFLKKo/4+GS8vd2Jigrm9OkUp8cXQgghhBDXjgo1WO7bt4///vuPTz75xO7+1q1b88gjj1QkhBBCCCGEEEIIIUS14hcWAkCOgylh27atz7Fj5yotniErC62nJ2o3d8yG/Eor90pOxiUB0Lx5tDRYCiGEEEKIKlWhNSw3btxI48aNHe7Pzs5m/fr1ZS7vpZdeYsuWLej1epKSkli0aFGJEZoDBw5k2bJlpKSkYLPZaN26dallLlmyBJvNxh133FHmPK7k2WefJSU3m8S8bM7lZpOal8O0adMqrXwhaorIyEgSE+OxWrOwWtOxWvUcPrwPtbpCfSFEFfHw8ODVV1/k4MFtZGbGYzJlYDSmk5ubxJYtG2nfvr3d1910001s2LCCQ4e2cODAFubM+Yivv/uWk0nnOJ2ZxsnUZFZt2kiHDh24b+RIVv+ziZ1HD3M6PZXDp+PZvHMHE9+cjK+vr5PfsRDVU0REBJ9+OosDB7Zw6NAWVq78k86dO5f59Wq1mtGPP87a//5l464drP3vXx59bEzRuVepVDJq1ANs376BQ4e2sGfPv4wf/yyRkZG888F0Nu7czoad2/lzxXJ69e5tt/xHHxtTVP66Lf8y+vHHiY6O5qOP5xS9/relS+jcuTPt2rVj6dJFHDy4hYMHtzJv3mfExDhe6yokJISZM6dz4MAWDh7cwtq1y+jVq1e5P0chqgu1Ws0XX8wlJycJQ0ESeXnJ/Pnnwir93QsLC+PHX34mQ59Mbn4S+pxz/P7HL0RERBQdExgYyPvvTys612zYsJybbupXtN/Dw4PnX36JDdu3smHXDlZt3siwe4eXK4/Q0FDe++hDNu3cwYad21m8/G969Oxp91h3d3eee/GFonirN29i+Ih7USgUV/chCOFifmGhgP0GS19fT+rVC+fo0TOVFs+QlQng9HUsk5OyyM8voFmzKKfGFcKeBg0a8OV337Jx1w427trBjwsX0KJFixLHtWjRgj/++OX89ekW5s//hvr165c4btSoURw7m0B8RhqnM9PZum8P11133VXnd/vtt/P3+nVs2LWDjTu28/rkN0pcDygUCu69dzhbt67n0KEt7N37Ly+//EKJZbVUKhVjxjzKzp2bOHRoK7t2bebpp59Ao9FcVW5eXl5MnPga+/b9x6FDW/jvv7UMHnz3Vb9XUfsMHz6ULVvWnf9e/serr76Ih4dHsWPuGTaMlZs2smHXDjZs38rzL79U4piKxCosf0NR+S+cL78s2w+dOMqp00c4fHibw/yrwrBh9xR7L6+9dnWfiRCikAKwuTqJC5YuXcpPP/3E1q1bUavVvPXWW7Rs2ZJmzZqRl5cHwIgRI4iNjeXs2bN8/vnntGnTht27d9stb+zYsfTt25dbbrmFO++8k99//71MeXh7e6PX6/Hx8SE7u/j0LT/+/DPdbrmJFWdOkGE0AOCj0XFDRF3OHDhC906dKvAJCFFzNG7cmIMHt2PjEApFIoWnEiU2WzQ2a13c3Pwxm81Vnkdp9VVc5OPjw4YNy2na1IZak3p+qwqIBrwBC7k5Gp599nU+++zLote9//40HhjVD3//ZMAEgM0WgMXWkt/jEziVmwWAl1rD7ZEN2ZuWyMGcDMw2GwqggU8AzfyC2Jlylph8KwNu6EtycrIT37moTqS+QtOmTVm69BeiY9KBrPNbdaSmhDJt2hdMnz6j1NdrNBr+WLYUU0wYxw05WG02lAoF9d28UMcnMvCWW1m06Ce696iDp2cKYAUUGI1BmC2NWHw2gbP5uQC4qdS00Hix/LufeGvSpKLyf1+6BHPd8GLlt/IOoJFPIGtTz5BsKHy9h1rDDf6hhHoU4O19EjCcz9KbhNNB3HXXA2zbtq1Y/vXq1WPFit+IqZuJUnnh/WtJTwtl1qxfmDjxrYp+xKKSSH0tG41GQ0LCMYKC01EozlB4PaTAZosgLy+S2LrNSE1NvVIx5dKwYUNWb1xNUKANneoQUHB+jy+ZGTF069afrKws1q5dQt1YPSpV5oVsyUgP4auv/mbSpCksWb2KZH8P4vOzsQFqhZJGOi9Sd+zlvnuGXjGPBg0aMH/xHxxQmUguKLxXcz9/Xvnjy3m8N/Vih04vLy+WrF5FaoAncZfFy9h9gHsHD8Fmqza3pTWO1FfX6DjwNoZMfIm5jz6D1WIptq9nz5a8PnE4Eyd+T1ZWbqXEU7u7c/2jT7L1szmc272zUsosqzkfP86//xzioYdKv04RpZO6WjE9e/bk/c/nsseaX+x5XGu1J1NffIVFCxYAMHjwIGbMmEhoWBJwYTSyF2fPhnDv8MdYt65wYMW8H77nupv7sj7pFLnmwnvdYDcPbgiN4akHHmThwoXlym/Gx3NodmNPDhpzMVoLzwmRbp7UzbMy4Ma+pKQUjlBeuPAnbuxbHy+vZAqv1cFkCuLgAQXdut1ITk4OarWa5csXc32nQNzdL17TGwxB7NieS58+/TEajWXOzc/Pj40bV9CosRG1+sI01ir0+hD++nMP9977YLne67XgWquvv/76Pf36NcLLOwUo/P6aTIEcPKCke/e+ZGdn881PPxLSvhWHC3Iw26wogBh3b0Iz8ujf54Yyf072YplNgeTk1mV7WhYHDPpi5XfwCeKgPp3Dhuzi272DOJhduP3myEhivDLRquKLlXnwoIru3fui1+sr+yMD4Oefv+Ommxvjfdl7OXhQSffu/aosrhC1WYVGWFa2/v37M2/ePA4cOMCePXsYNWoUMTExxUb9fPfdd0yePJmVK1eWWlarVq149tlnefDByvvR9fLy4sbbbmVh3MGiiyMAvamA3+IP07BVc5o1k8XoxbVh587N2NiDQnGOi/0erCgUcSiUcRw+steV6YnLzJ79Ac2aGy5prITCi6mTQA6QhqeXjTcmv0hQUGGv7Xbt2nHf/Tfj73+GC42VAApFOmrlFq4PCSjaFuXly76sVPZmp2M+/8DRBhzVp7MjLZFIbz/2aq18/OUXVf1WhajWfvrpK6JjErjYWAlQQFDwKZ4b/whRUaWPXhj/0ovkR4dxND8b6/m6ZrXZOJqfTUF0GD/O/4EePSLw9EziwgMQsKHVpuDmdpjGfn5FZRksZrYZMrl1xFCaNGkCwLMvPI8hJrxE+TF+Qfxx7nhRY+WF7WEBWry9D3KxsRIgm8ioU3z77dwS+f/445fE1ku8pLESwEhA4GlGjxkia5+LGmfevM8JCk5BoUjg4vWQDYXiDB4ep1i9emnlx5z/E/7+KnSq3VxsrATIws//IAsWfMcPP3xJ/QYplzRWApjwDzjD/ff356vvviXeV1fUeAhgtlk5YNAT3L4VQ4ZeucFy7jdfs8WWV9RYCZBvMbPVkMmgB0fSoMHFtfamTX+fU746TtqJ59+6WblHdgpRHfiFhZCXpS/RWAnQtl09kpIyKq2xEsCcn4+5oACPoOBKK7OsTsWn0LyF49kThKhqKpWK9z+ew6aCzBLP4zbmpzNh6lt4enri6enJ++9PIjQsnouNlQA5RETE8cUXM1GpVLRq1Yoet/Zn6ZnjRY2VACmGPBadPsLsr8p339qzZ09a3NiL3QZ9UWMlQIIhl/1uNuZ88TkAw4cP48Yb6+PllcjFa3XQaFJp3ryAWbOmA/Dcc2Pp1NkPd/fi1/Rubil0uM6d//3vlXLl9/nns2nSNOeSxkoACz4+57jl1tYMGDCgXOWJ2mXo0CH07dcIL+9ELjS6AWg0aTRvUcDs2R8w+J57COnQmv3nGxOh8Mo3Lj+bk75a3pvxUZli3XPPYLux1Jo0fH2PUyfQu1j5ao2aOLOB/flZJbdbCrfX8/Y931h5okSZzZrnM2fOh1f/4ZRi8OC76XdTY7ztvJdmzQ18/HHVxBWitqtQg2XLli3L9He1LkybkJ5ufxF7R9zd3fnxxx958sknSUpKuur4l/tzyRL2ZSQXPYy/lA3YknKWRX8urrR4QlRXarUaNzcVCkWa3f0KxSli69ZxclbCEa1WS7duHVCpHPV2iwcigOOEBLvz9NOPAzBhwgsEBTkaFZKPn9aEp7pwOpqGPgHsz7S/ps3pXD0hbp5kGQ2E148lICDA7nFC1HatWrUiLFzNpR0ALhUensn48c+UWsYdg+/mpMF+XT5hyKZfv554eNqvi0pFKrHe7iW2H7IaeO7lFwEYeM+QEuUHu3mQWpCH4bIHsm0CAvFQn3CQqYXQMCvdu3cv2lK/fn2ior0p3sByUWhoOq+++ryD8oSonu688+bznbdKUijO0aRJLG5ubpUWr2nTpkTGhOOuPu7gCBMxdT1o0iSa4g9qLwoKTqVP7y4kXdLQeKnDhmweefKJUvNo1KgRqgA/8iz2z2dHbAWMfWE8UHjd2LFbV5KM9vM5UpDDw48/Xmo8Iaojv7BQsh2sX9mufYNKXb/yAkNWJp4uaLCMi0uiSZNIp8cV4oJbBwwgSWNz+DwuTmHm3vvvZ9So+wkJ0WN/MjkrISEF3HrrrXz48Wz+Sz1rN1aB1cIpQw4jR44sc37PvPgCh0z2OyhkGA3UaVgfPz8/xo4dg5e3/RmHVGo9PXp0RK1WM3LkUNzc7N+La7VpDB58e5lz8/DwoEOH5iiVOXb3+/om8+KLpd+DiNpt3LjHz48QLEml0tO9ewdGP/0khx3chyYX5NOmU0e0Wu0VYz377BMOYykUmUR4aFBdslxAE98gdmeUfLZ/6fb2Qf7nR1bayz+brl3blym38nruuSfw8XH0uWXTpUu7KokrRG1XoYXmdu3ahc1ms7vuyIXtNpvtqtezmz59Ohs2bGD//v3let0HH3zA5s2b+eOPP8p0vFarRafTFf23t7e33eNiGzdic47jKZ1SDLlcH15yTnwhapu2bdvi6CFYISuOHshXVFnrq7goODgYrba06WIsFM4QnoNCqaFt28KOJlFRERQfBVacRqnHR6Mj12zCarNhKWUqt1yzCa1SRTZWoqKiyt0RRdRMUl+La9iwIYGBpU15qKdVqyvM1KDRgNnx+VelslLabP8qRQEapRKT9WKP7gyjgdb1C0dCKbQaMBUv31/rRkp+yYaNEDcdSoXjKW78/Cy0aNGMDRs2AIXTR/r6lByFclEOTZo0LGW/qEpSX6+OSl36NKYKpZmQkBBOnTpVKfEaNGiAu7sWRSl1T6fLwerpU0op+ajVjteNNNusuHmWvu5OgwYNyNYoHV7upRbk06ppUwACAgLIv2QUib142ivEE8VJfa0e/MJCybXTYBkc7EtknSBWrqj8aVsL9FkuGWEZF5+Mj48HkZFBJCRU7jTXtZnU1crTvFUrshSOf3MzrCZatG6Flxa0OsfXyl7eRlq3bk503Vj2Z9pvsARINORyXceOzJs3r0z5BQQFcdLieEmcC/fBPj7ugOPfcK3WTEBAAG7uqlLjubkri565Xkl4eDhaXWnPZ8z4+/tfsZza7lqurz4+HoDj6Vw1WjPePr6YbY5nDcizWQkMDOTcudI761wpllKRh5tKXWzk86X3rpe6sF2ngktHOF5OqzUSFBTE2bOO6/zV8PX1oHDGMkdxTQQHB3PmTOWtZy3EtaBCIyxjY2OpV68esbGxJf4ubK9Xr95VlT1r1ixatWrFsGHDyvW62267jT59+jB27Ngyv+bll19Gr9cX/Tk6kWSmpOKjcdwzwlujoyC/tEYcIWqHgwcPAlfqJVSh/hAOlbW+iosyMzMxmzWlHKE4/6cDLJw+XfiZ6vU5gOPXma0e5J+/KVPZ6bhyKXe1GpPVijvKSl/LS1RfUl+LS05OJrvUJSzcOXOm9Bs8hYObtQtsttIv7aw2DebLyvBQaUhPKxwxr7CULD/PYsbbzvVPttkMlByxWfS6PCUJCRdvCpOSksjNK+1coSM5Wc4PriL19erYrKXXOZtVRUaG/RFYVyM5ORmjqfS6Zza7YzCUdq7QUNqpRAHYzKV1LijMw83suBAvtZbkpMIRJHq9Hp3C8YPXwnhVv+55bSL1tXrwDw8lx06DZdu2hc9AqmaEZRaeQSGVXu6VxJ0sHMXSvHm002PXZFJXK8/Z06fxLOURppdKzZnTp4mPT8BqdTyzQUGBmlOnzpCRnm73+vYCX42O+Li4MudXkJ+PWuE4vwv3wUZj6dfyZosavV6P2VR6Q6TZRJnXfk5LS8NsLu35jJKCgqrpcF6TXMv11Wi80IndPotZjcloLOUIcFeqyMpy3OG9rLFsNh0Fl8zso1Qo7B596XaL9cIzLfvMZk2ZciuvgoLS34vZrCEzM7PS4wpR21WowfLUqVNl+iuvGTNmcPvtt9O7d+9y/0D06dOH+vXrk5mZiclkwmQq/NFdsGABa9assfuaqVOn4uPjU/RXp479qSyHDBpE28Awh7E7BIXzzJjHypWvEDVRTk4OFqsa8LS732YLRq+vmsb7stZXcVFubi5HjpwGHN24hQHJQAxpablMnz4LgOnT56DPCnTwGhX5Zi8yz68fkpCbTV0vP7tH+ml15JlNhaO60jOvqQv/a53U1+I2btxIaqoGRzc1qSl+vPvujFLL2LJxE2Hu9s+9Ye5e7Nt3FIvF0bTLniTnW0qMv2yodmfW+4Xr5fyzbj1h7l7F9p/J1RPt5Yvysrx3pKWRa6rrMNfkJB3Lli0r+u9du3aRmqLA0eVnRnoA06Z94LA8UbWkvl6d7dv3AX4O9vqSnJJJdrbjXuTl9d9//5GWnEW+ua6DIxQkJSo5ezYTsN9IqNcHsv/AcYcPauu6e7No/s+l5rFt2za8C8wOOyw1ULkx8733ATAYDJw+dgwfjc7usTHu3vz28y+lxhPFSX2tHvzCQuw3WLarT0JCCrm5BjuvqhhDVibuAQEolBV6lFNuSUmZ5OcX0KxZ6Wtti+KkrlaeX3/5hToWx9/7GIuKrz//grlzvyDxnJfD45KTPPjll19545VXaRdg//meAmjk5c9HH5VtTT6Ar+Z+SgOd/bg6pYqCtHTOnTvH99//iskU5KAUdw4eOInBYGD58nVYrX4OjvNh48atZc4tMzOTkyeScdTp3GAI5NNPvylzebXVtVxfv/32F4wFju4h3Th0KJ5ff/iBum72R516abScPX6SvDz7yw0Uj/UzxgJHz5ncyDAqi9aqBIjLyaKBT8ncLt1+IFOPxeroeb0bR46cJje38taUvuCbb+aX+l6qKq4Qtd1VX+WWdf3K8q5hOXPmTO666y769OlDXDl6M10wbdo0WrVqRZs2bYr+AMaNG8eoUaPsvsZoNJKdnV3sz57Dhw+jT0rhxojYYjfnShR0DolEZ7KyaNGicucsRE304KgnwdYeKD6Fl83mh4Lm9OjRr0rilrW+iuJGj36GU/HhlGy0DAAiAStmkw+LFq7k2LFjAPz1119s3ZqEwXD5xaEGs7Uja84lFm3Zm5FE5+A6hLkVb0jx1ejoEx7LrrREumh9ee6JJyv7rYlqTOprcTabjeef/x/JSTFc3pCQkxPMqlV72b17d6llTHzlVRrm2wjUFR9dFahzp2G+lcGDhnLwgAar9fLpID0oMLVh02Vre8dqPUnbf4T169cDMOm1CTTMtxYr3wYc16dzS536aC55QJplLCA1V4PRWPeyWEpSUqKZNOndoo5jFzz99AskJsZw+Sj8vLwgNm48waZNm0p9/6LqSH29OnfffS8GQ1Pg8gc4XphNLRh45/BKj/n8M+PIy/fGaLl8pJMKg6ElzzzzEqNHj+XcuRgunynBkB/Alv+SuG/ocDooPEo0WobpPAhMy+GT2bOvmMeE8S/Qxc0frbL4+ay+zovE3fv5999/i7aNf/Jp2uFWotEyVOtOcHouc2bMvPIbF0Wkvrqeu48PWnd3uw2W7ds34OjRyp127gJDViZKlQp3f+euCW+z2YiPS5YRluUkdbXy5Obm8tXsj+ng5lfieVwrnQ9Lf1lAUlISiYmJfPfdH2RmhlO8k6CStNRIpk+fS15eHosXL8aSkkabgNBiR2mUSm6pU5/vPv8So7G0ZVWK+2X+fFQJSUTpit8Pe6g0dNb68NzjhffBM2bM5sB+Gxaz72UluBMfF8pjj40DYMKENzh6xBN71xfHjvoyfvwrZc4N4JFHniLhdB0ufx5gMvmyd08BX31Vtqlva7Nrub7OmjWH/Xa/l26cig9nzJixfDJ7DoHp2YTpij8D9NZouU7hwfinni5jrI/Zv99qN1ZBQRt2pxT/XT2Vk8n1/mEl4p7KyaTj+e2701NJK4jBYrv8t7Ew/9Gjq2aN1jlz5rJvnwVzKZ+bEKL8FJS20FEpLBZLsXUqS1PWNSxnz57N8OHDueOOOzh8+HDR9qysLAyGwt6J/v7+REdHExERwZIlS7jnnns4fPgwiYmJJCWVXIQXCi+u77zzTn7//fcy5eHt7Y1er8fHx8fuD9T6fzbTrE1rMowGrLbCh4ZnTp2ideOmZSpfiNpi5MiRfPHFTJRKI4VrWnpiNivp2rUvW7eWvcdfRVypvoqLYmNj+fjjD2nTphEBAR6o1N5gs2Gx2sjKzGPKlPf44IPio7vUajVTpkzirrtuRedmxmZVk55hQO3uT0BoKNkWExabFY3ByNwZs2jYpDFtO12P2seLAE8vFFYbaelpnD0Zz0vjnmXfvn0ueveiOpD6Wqh37168/fYkwsJ9UGAhP1/FV1/9wNSp75bp9cHBwbw/awaNW7Uk32bFXaHi0K7djH/6GVJSUvD19WXWrOl069YetcaMxaxm796jfPrZtzz53LN4hwZjslpwtyr449dfmfLGZKyXzA8ZHBzMezM+okmb1uTbLLgrlBzes5cFP87n6efH4xbgV7jGncXG/G++w2LM47HHHsTTC7ApSUnJ47XX3mTJkqV28+/cuRPTp0+hTmQACoUZQ76aH35YwKRJbxXLQ7iW1Neyi4mJYfWaJURFBqNQ5oPNjbS0PG67bUiVXQ917d6Nr775ksiIIJSKHEBNclIOD4wczerVhbPKtGvXjhkz3iY6OhiF0kyBQc2CBX/yyiuvY7FYiI2N5d2ZHxFVvz75NgseKNmycRMvjnu2zL3Bu3TrysSpU/AKCsJks+BuhUXzf2bam2+VuEeMiYnh3ZkziG7YAIPNgodCxfZNm3l+7Dhychyv/yOuTOqr84U3asD4Bd+yYPI7JJ2IK9oeGRXMN988y6dzl3Lw0OlKj+vm60f7Bx5h88zppB4+WOnll+bllwfj6+dJ507jnRq3NpG6WnF33X034158AYWXBzZAZTAyd+Ys5n35ZbHjHnlkFGPHPo6PjxJQkJ5uZPLkd/j114XFjvv5t4V079OHDFPhOu/uNgUfTn2b994t23X5pbRaLZOnTaX3zTeRjxWtQkXq6QReHDuOAwcOFB3n5eXFjBnv0atXZzRaE1aLmgMHTvLYY+OKDdwIDAxkzpwP6dix5flreg07dhzgscfGOnz+WZqGDRvy8ccf0LBhJCqVBaNRzfLl6xk37gXyZXmrEq61+urp6cmMGe/Ru3cXNFoTFouagwfiePzxcZw8ebLomLc/mE7Hbl3Jo/A+9PTxEzz/1NNFx5Q11kcfvUufPl2LYh06GM9zz73CmKef4vru3cjDiptCRcLxE7z+4ktX3G5QQOOwIDy1kK0/h9Go4NCheB57bBwnTpyoqo+txHuxWtROiStEbXbVDZbR0Rd71rVt25b33nuPd999l3/++QeAzp0789xzz/HCCy+UuaHQUcPnAw88ULTQ9ciRI/n6669LHDNx4kQmTZrksNzKbLC8oHPnzri7u7N69eoylStEbRUZGUnr1q3ZtGmT0+dnv9YuIiuDm5sb3t7emEwm/P39yc7OvuK6kkqlkoCAAPLz84seYnp5eREcHFzi9Wq1Gn9/f3JycvDy8iI3N7dMU4OI2k/qa3He3t7odDrS0tLKvAbNpbRaLb6+vmRlZdntAa7RaPDz80Ov11NQUFC03dPTE3d39yvGdVS+o7wDAwMxmUzo9aUu1FnuPIRrSH0tP3d3d+rWrcuZM2fKXA8qytvbm4iICM6dO+cw5oW6lp6ebrdTwIXrgoyMDMxXuZakl5cXbm5uZarPlRFPFCf11fma9ujKw7PfY964l8nNvLgu1h13dOKJpwbw6ivfYDRW/ppwCqWSTk+MY+/PPxC/cV2ll1+aocN6MHRoT/z97nFq3NpE6mrl8fPzQ6lUkp6eXupxAQEBWCyWK65f17BhQ3Jzczl7tuKjo1UqFQEBAVe8D75w35ydnV00SMOeC9f0jq75y8vd3R0vLy/S09OxWEpfs/padq3W17J8L8v63b3aWBXZbjabKyW3ynovQojyu+oGy0v9999/TJw4kaVLi/ek79+/P5MnT6ZDhw4VDeFU1+qPkhA1kdRXIWoOqa9C1BxSX4WoOaS+Ol/nIQMZ+PKzfProM8Ua6Se9cS8REYHMmrW4ymK3u/8hzmzfyoHffq2yGPZ07tyEKVNHEhX5AGfOpDk1dm0hdVWImkPqqxBCuEalrNTesmVLu0O/T548SbNmzSojhBBCCCGEEEIIIYTL+YWFkpuRWayxUqFU0rZtfY4cOVOlsQ1ZWXgGh1RpDHvi4gqnoGzWTNaxFEIIIYQQVaNSGiwPHjzIa6+9hk6nK9qm1Wp57bXXOHjQuesqCCGEEEIIIYQQQlQV//BQcjIyi21r3CgCLy93JzRYZuIZHFylMexJSsokP99I8+bSYCmEEEIIIaqGujIKGTNmDIsXL+b06dPs3r0bgNatW2Oz2RgwYEBlhBBCCCGEEEIIIYRwOb+wUHLTM4pta9++Afn5Rk6dSqnS2IasDEKaNq/SGPZYrTZOnUqmWbMop8cWQgghhBDXhkppsNy6dSuxsbGMGDGCJk2aoFAomD9/Pj/88EOpC0zXdJMnT0ar1TJp0qRa/T6FuJKOHTvStm1b1q9fL6Oqq5hSqaRevXrYbDZOnDhRNA2Vp6cnUVFRpKenk5ycXKay/Pz8CA8PJzExkYyMDKKjo3Fzc+PkyZOYTKZy5eXr60tkZCTu7u6kp6dz4sSJon0NGzakYcOG7Nmzh4SEhHKVK8S1QqFQUL9+/RJ1GwrrV0REBElJSaSnp5e5TEfni8sFBAQQGhrK2bNnycrKsntMaGgo/v7+JCYmEhISgsFgQK1Wo1KpOHHiBBaLpXxv2IGYmBh0Ot1VnYeEKI/o6Gjc3d05ceJElX/XdDoddevWxdvbm+zsbOLj4zEYDFd8Xd26ddFqtZw4cQKz2VyivNzc3Cv+rmo0GmJjYzEYDJw6darC78WVIiIiaNOmDSdOnODQoUOuTkdc4/zDQ4nbva/YtvYdGnL8+FmsVmuVxs7PzESl1eLm64chK7NKY10uPj6F5i1inBpTiMspFApiY2NRKpWcOHHCYZ27cC1stVqL3Z9ezs3NjZ49e5KTk8OmTZsqnF9QUBAdO3YkISGBPXv2VLi8mJgYmjdvzsGDB+0uxyVERXl5eREZGUlaWhopKfY73ZTlmIocX95yyru9slTFZyWEKK5SGiwB8vPz+eyzzyqruGot7txZPP18OZuXjdVmY9RTT2ApKCDcP9DVqQnhVA899BCffPI+KlU+kAdMxmhU06/fnaxfv97V6dU6454fz7CR96NXgQLwMtv46Ztv6Xp9Wzp0aI6bWwFms4YzZ/SMGTOOnTt32i0nKiqKr7/+hIYNI9BqjajUvrjp/MnNS8JmNZCfr+O335bx/POvXLERIjw8nFmffUqjNq0o0Kjw1uhwVypJT0pm3fIV3Dn0HgwqBXqTkQCdG9bsPG7vd5M0bAtxifHjx/LooyPx9jZjA3Ky1cyZ8wXz5y/gq68+oWmzGHTaAowmLSdPJPPgg49z/PjxUst89oXnGXr//WSrChspvcw2vvxkLnNnzyk6pn79+syY+wl+dcLJxYoXSs4eO8GTjzxKYmIiAB2uu463P/oAjb8fIYEBeLm5k2s04qXVkWLIIycnB53ByMIff2Lq5Dev+jMYMuRuXn/9Rfz8FSgV1nKdh4Qoj0GDBjJp0sv4ByhRKqzk5WlZvHgFzz33UqV/17RaLbNnf8CAATcSGKhEodRis3qQlp7Jkr9W8vjjYykoKCjxumH33svTz4/HoFNjxoavTclfCxcxbfKbvPPBdDr36kkWVrQKJcrcPN547X+sWLasWBkqlYrJ06Zy4623kIUFtUKJzmDivbemsPDXXyv1fVa1Ro0asXjFcnS+3qQU5OOl1uBhhacfeZTff/vd1emJa5BCocAnJJicS0ZY6ty0tGgRwx+//1vl8Q2ZhXE9Q0Kc32AZl8SQId2dGlOISz0yZgwPP/EYOWoFNhv42BT8/O33vDdtWrHjnn/lZQbfOxy9woZCUXgt/Nms2Xw+99OiY9RqNSvWr6Nhi2YkGvLQKJQEa934/suveX7cuHLnFhISwuZ/1xEZGQgKPdh0GAt0PPfcK3z26eflLq9Dhw4sW7YQX181CmUuNqsn2dlWbr99KBs3bix3eUJcLiAggJmfzqVe86ZkY8UdJfkpaTz7+BPs27evzMeUt8wy5zZ3LvVaXCwnLyWVSS+9wvPPP0Pbto1wczNiMmlISMjkuede44lx40ocP/6Jp9i7d2+FPyt/f3++/PKTy+JmMXr0M0UdEwqP+Zi2bRs7PEYIcWUKwH53+3IaMWIEo0ePpl69enTu3JlTp04xduxYTpw4wR9//FEZIZzG29sbvV6Pj48P2dnZxfYlZmYQV5DLpuTTxba3DQiltX8IgR5ezkxVCJcZMWIE33wzExRbAOMlezyxWTvQvn0Pdu3aVeV5lFZfa5N3PvyAFv1v5KAxp2ibWqFkVIOGeGr3oFBc+t7VnD0TzYAB95b4NwgLC2PTpuXE1ksG8i/Z4wa0AvYABvLz/Vm1MpHbb7/bYU5BQUEsXbeG3WoTWcaLD1w91Rpuj2qEUqFgYfwh8i0XR4X4a924JTyW61u2Jj4+/mo+ClGDXSv1tTw+/PBdRj7QE1/fpGLb9VmRWK1B+PkfobBDyAU6TsVH0LPnrQ7r0HszPqLpzTdwqKD4Z9xS58PGn37ljf+9TkxMDIuW/80Waw655oujy/y0OlqZNNzcsxex9eox98fv2FyQRa/wGE5mZ+Kh1uCp1vBPckKxC8iGWi8SNvzL4w8/Uu7PYNSokbz9zjiCghK49LK0LOchUXVqY329//57ee+9FwgKPs2l3zVDvj9r16Zwyy0DKy2WQqFg3bq/ub6TBxrNpdNGKoGWmE2ZbNmSTI8e/YqNDBn9xOMMH/sU2w2ZxepYPa0nLT392ZabzhnjxXOCSqGgk5sfbz77PH/+sbho+0+LFqJuVp/4S45VoqCDmy+fvjWNb7+eV2nvtSpFRkay7cA+ViadIsmQW7Rdq1RxW2QDnhxxP38u/tOFGVYPtbG+VmfegQFMXPsXS2Z8QtzOwgeQHTs2ZtrbDzB16s8kJ2dWaXyFSkXnx8ey+8dvOfWPcxstunRpyltT7ieyzkjOni37rA+ikNTVinnlfxPoPWIoewr0xbY31nlxbMU6xj7xJAAfzZlN/Rt6cPiSe2eA1m4+rPrmJ6ZOngzAobgTHFOYOaxPKzpGiYI+4TFs+XMZjzwwqsy5eXl5cTbxJB4eh1AqMi/Zo8Jkbs9TT07g00saS6+kefPm7Ny5AbVmB5fft5tN7eja9Wa2bt1a5vJE+dX2+url5cXKjes56KYg3XRx5g83lYpOGh/uu+MuTp06xYoN6znkXvKYzhpfRtwxkAMHDpQs011BuvHKx5eW24oN6znkUbwcb42GEXXro9XsRKnMveQVGozG9iw9m8KJnIszBl2Ie9+dd7F///7yfkRFPD09+e+/tTRpml0i7pkzUdx80xDi4uKueExFchDiWqKsjELGjBnD9OnTWbp0Kf7+/qhUKgAyMjIYO3ZsZYSoFnr16oVJrSzRWAmwMz2JNKOB8ePHuyAzIZzv889ngGIbxRsrAXJBsZelSxe6Iq1aKTw8nG439yvWWAnQOjAId83xyxorAcxE1DnN7NnvlSjr3XffJLZeOsVvegAMwEGgHgDu7hl07hxLhw4dHOb16sTXOaKzFWusBMg1m1AqFPx++kixxkqADKOBdaln+PqH70t5x0JcG0JDQxl0d98SjZUAPr4e+PrFUbyxEqCA6JgkPvroHbtl1qlThy433ViisRJgb4GeW4cMxs/Pj6nT32cHecUaKwEyjQUc1ll5acJrvP3RB2wuyCJA50au2URcTiYxXr5svqyxEuCoMYeW3bpQr169sn8AFPZsf+21ZwkKKt6ABGU7DwlRViqViv/973mCgk9x+XfNzT2D6zpGcf3111davFtvvZVWrf0ua6wEsAJ7UGtCadnSh9tuG1C0R6fT8fCTT7DtssZKAKtWzTmlpVhjJYDFZuOf/Exee3Ny0bYOHToQ3KxxscbKwsg2thgyeeqF51GrK22inSr15bffsi0zuVhjJYDRamFxwjFmfFb2h79CVBa/sFCAYiMsO3RoQEZGdpU3VgLYLBYK9Ho8Q0KrPNbl4uILl55o1iza6bHFtc3X15c7hg8r0VgJcLggh+tu7E1kZCTR0dF0uKFXicZKgN0GPXfeOwwfHx+GDRtGnqdbscZKKPytXHkujlvuGoiHh0eZ85s1eybu7gmXNVYCWNCot/Pe++WbiWThwh9Qa/Zi775drdnDggXflqs8IS735NixnPbSFGuIBDBYLGwx5fDORx/y5DPPkOBt/5h/TXre+ejD4mU+80xhmUb7x78746Oy5fbM04VxLyunmV8AWu2RyxoEAUxotTvoEBxQpjzLa9y4p2jUyGQ3bp06CcyZM52xY58s9ZiPP/6gQjkIcS2plAbLp556ikceeYQpU6YUW19l27ZttGzZsjJCVAvf/PADu9ISHe7fkZbIC69PcGJGQriGl5cXWq2VwkaukhSKdEJCAuzuE+U38sFRnFKXXJejqa83KmXJho5CJqKiA/H39y+2tXPn9oCj3oHZwMWbssCgTMaPf8phXp169CAx//KLMVArlRhtVnJMlzdmF0rI1dOoRTOH5QpxrRg16n7Cw0rWoUI+KEo88LggjzZtmqJQKErsuf/BUZxSOV47K0Fj457hw2jQvFmJzgYXJBny6Nn3RrT+fhitFpr4BrE3PZl63v4czkqz+xqAU2orD40Z7XC/Pb169SIo2H4ecOXzkBBl1b17d4KC7f8uAQQGVu53bezYMfj4OKovNiATbx8jzzwzpmjrTTfdRJKmZL0GaOwbxO4M+2tUW7GRrVXRtm1bAB4b+zQnbY7rVZpGQc+ePcv0PlytedvWHNXbH8VltFowatWEhIQ4OStxrfMLK/zOXdpg2f66Bhw5fMZpOeRnZeDlggbLxHPpGAxGmjeXBkvhXHcPGcJZjeMJ4k6prDzwyMM88PBDnFI7Pu6sxsbdQwbzwusT2Jnu6F4aDmWn8+yzz5Y5vzsH3oJKedbBXgtarYHrrruuzOXVrRsBlGycLZRDWJgsSSUq5taBd3Aqv2TDPkCexURgVB1uv3uQw2PyLWYCo+rg5XVxpsFbSikz32ImIDKi2PEOc7troN1yGvt6oVTYvx4GI75aKxpl8aaOfIsZ/zrhZYrryJAhd6LWOLquNxIbG8qwYYNKPaZu3RC8vb2vOgchriWV0mAZGxtrd620goICPD09KyNEtaDzcCfnspEIl8o1m1CeH10qRG0WERFByZGVl1HImmOVJTg0lHxryc9TqbBS2qzeKpUZPz+/YtvUavsPQi+6tKHDQFCQ4xshm9J+WW5KNYZSzpUAZlulzEYuRI0WHh6CUuWorpReR5RKK1qttsT24NBQ8i4b2XypApuVsIiIK9ZBhVqF4fz5wE2lJs9sPP+/pV0HGQkqZ8OBv78/Xp6lnZdKPw8JUVb+/v54lvpdK6jU75qPjxfguC5CAaDEy+vivVJgcDBGB7/TGqWSAjvXAhcYVQoCAgo7iwUGBZcYPX0pk0ZVdGx1ZwWspZyvck0mabAUTucXFoqpwIghu/BhamCgD7F1wzh8OMFpORgyM1wywtJqtREfn0yzZlFOjy2ubcFhoUXXpvbkWcwEh4QUXgubHT+rMGAjODQUL2/vUq9rc8xGwsLDy5xf4aNAx/mhMBAVVfZ6o1CWUhagUFhQKivlka64Vl3h+1NgtaBQl/6M22C1FGuEU1zhmfjlx5c3N6XiSs+RjOiUJXMosFnx8fG5clwHrvQcTaUyodOVPnuJSmWqUA5CXEsq5dft5MmTtGnTpsT2/v37l2lu6poi/thx6ng4PrGGuXuSk5HlcL8QtcXx48e5dCReSUps1pox1VhNsGPrVgIVJT/PfDOAxuHrjAUazp4t3sszN9dE4fLFjly8uLNYfNi6dYfDI835BlR2RnjlmI34aHUOX6dWKFFZpcFSiP/+205urruDvQpKu0wrKCjsGHa5nVu3Eah0fF7wsyrY9u9/qCyOGz5UCgWG7Bx8zp8P0gryCXP3Iv38/zoSpNKxY0v51tI5cOAAKSmOz0lXOg8JUVYHDx4ktdTvmjfbtpXsgHm1Dhw4ApTWk9sXsHHkyPGiLfv27MGnwH7dzDIWEKRzdL4AHzMcPnwYgF3btxNayrHeBeYac49mM5vxUDs+pwXq3Dhx4oQTMxKisMEyJ/3iyN8O1zXEZrNy5Iij0VWVLz8jA8+gYLBzLV7VTp1KoXmLGKfHFde23dt34Gdx/H0PVKrZuXVb4bWwqmSnvgv8LLBr+w6OHTpMmLvjARaR7t6sX7euzPllZ+cDbo4PsPny77//lrk8i1lJafftFou62BrYQpRXblYWWjuNexd4KFRkpaWXeownSlJSUi6WmVl6mZcf7zC3zCy7DY+Fz8AcP2u02jzsdt4ta1xH0tP1pcYtKNCSnJxehmMcjQ4VQlyqUhos3333XWbPns2QIUNQKBR07NiRV155hSlTpvDuu+9WRohqoWvnzjTzC7Z78lUpFFwXFMFNffq4IDMhnMtisZCYmI7NZr9Xr80Wy9q1/zg5q9rrl/k/U8eiRH3ZA4n/UlIpsNS3+xqz2Yf167eWaND4/PNvyc8LdhApErh4AZWU6M8HH8xymNfXcz+lkc5+Jw6T1UJ9bz+7+9oGhPLr9z84LFeIa8UvvywgJdkD+5djiVit9h8GGgyB/Pij/XWCf/7pJ6IsSrudCTRKJcEmG0uXLGHxrwuoq7PfmNLYzZsv5nzC/u07CdG6sz8jhXZB4ZzO1RPl6WP35lGpUFDXpubbr7929Hbt2r9/PwkJ+YD9Tg5Jif5Mnz6zXGUKYc+hQ4c4fToPh9+1pADee69s6+qUxVtvvUtSUpCDvR6AiqQkbyZPfrto69atW3HLycddVfJhx96MJLoER9otzVejIyvhLAkJhaO75nw0gwbYf1jrqdZgS89i//795Xo/rvL9F19xfVCE3X1h7p6cOxFHXt7la/0KUbX8wkPJSc8s+u8O1zXg1KkUcvPsL5dRFfIz01FpNLj7O3+0dNzJJJrLGpbCyf5etowgo83h87hoq5ofv/+eH777jmiLyu61sFapIshoZfnff/P0mMe4PijCbpOgh0pDmMaNn3/+ucz5vfryJEzmhnb3WW0+JCVll+hMXJrFi5djs9kfkWmz1WH9enneIipm1nvTaergfjBC58Hm1WuY9d77NNXab9iP0Hmwec3aYkvDzXp/Ok21jsv8Z+26Ysc7MuO992lip5ytKWkYHTwDs9oCic8xlJiZ40Jck6n0WcBKM2XKB2Rm2p/Rw2TyZeXKjbz11vRSj1m1amOFchDiWlIpDZZff/01kyZN4p133sHDw4MffviBMWPG8MwzzzB//vzKCFEtmEwm/l70G3fXbUr4JSMMgt08GFS3KYd37Snq2SxEbde0aVuslsbYbDFcPJVosNkakZcXxI033uzK9GoVo9HIs6Mfo6vWjxC3ixeLBrMFfbY3en0MFD2YVGIwBLNnt4rHHnumRFkffTSLtWvPkJ0dxsXeXypstnpAIBAPeJKUWJdXXplWag+wr774gvSd+2jrFVDUgKFRKmkTEEqBxUKP0Bha+4eiVhR+P9xUKroE18Evp4CxTz1d0Y9FiBrPZDLxwAOPcyYhhsLRVhf4kXBaw/p1Ceizwrm0rubmhPLP5kzeeGOK3TILCgp4dszjdNf5EeJ2cSR8qJsHXdU+PPbAg1itVqa9+RbauLM0dfctqqM6pYpWbr6kbNvD119+yTOPPUZMVgHhGjcOZ6bSP7IBO9LOcUtUQyIumXEiSOdBd50fL4999qoaDgYPvp8Tx8OwWC596HrhPDS1Qr1hhbjU4MH3ceJ4KGbzpes7e5KUVJf/TXiXpCTHa1mV19GjR3nv3c9JS60LXDraMRRoRVpqFh9M/6rEvcNDw0dwvdKTOm4X7zUCdO60VHqwauFvdHbzx0dT2OiqAGLcvWhlUvHwffcXHZ+cnMz0SW/Szc0fP+3F0R6Rbp60t7nx0PARlfY+q9orL70EKRn0DospGmmpVCho4htID79wbu4tnUWF8/mHhxatX6lQKrmuQ0MOO3H9SigcYQm4ZB3LuLhkfP08iYioGVNLi9rBarUyeuQDdFF7E3rJNW6wmwfddH6Mf/xJCgoKMBgMPP/EU3TT+RF8yXFhbp50UXvz6H0jsdlsHD16lJ+/mscdUQ3xv+S3MsrThzsjG3DfoMHlyu+rr75iy9Y4TOaWXOwcpcBijcCQ35yunXuVq7yhQ+8jOckbm7U+xe/bY0lPC2bAgEHlKk+Iy/35558cWrWetm6+uJ3vLKdSKGjk7kNwUhYvPTeeP//8k4OrNpR6zOVlHly1nrbu9o9/8dnnypTbkr/+4uCqdSXiqiw2UlN0ZGbU4eJsY0ry80NISa5DRkZuUcc/lUJBQ3cfQpL1JfIsryVLlvDrL/+SkVGHS5+95eeHsHOHlWeeGX/+mH/sHrNrp42nn65YDkJcSyptwvPPP/+cunXrEhISQlhYGNHR0Xz55ZeVVXy1ce/w4Ux4Zhz9wupyX4OWjKjfklvrNODjKW/TvUsXV6cnhNNkZWXh4xPG2jXnsFi6YrN2w2y+nu+/24y3l6wlVNnWrVvHwBv6kr5yIx0MSjoYlCQuWU2bZm254/anWL3KxL69QWzf5sW4sZ/TpUsfuw0HVquVAQMG8eCoKWzepGbf3kC2bvFg4YI97NmdwL69gfz6yxl69x7MN998V2pONpuNEUPu4YOnx9M0s4DbAqMYGF6f0HwzC7+cR5vGTTjwx1IGhsUyuE4jbgmM4s/Zn9KqUeOq+piEqHHWr99A58438+ncXezbG8TePUF8PGc7nTvfRJ8+NzNixEQ2blCyb28Q//3rxqOPvk/fvgNK7Zm6du1aBt7Qj/SVm4rOF2f/Ws2AXn3YtrVwylaz2cwdN/fn69feoEl6Ph0MKmIT9Xw47gXuHzoMgOzsbPp278Ff78/C42wqOQlnaa7yIOtcIh10PtziG871Ji1567cwuF9//l6y5Ko+g5MnT3LddT2ZOuVv9uwOuOw89P1VlSmEPfHx8XTo0JOpU5YVfdcW/HqWPr2H8OWX8yo93vvvf0TfvvexdEkWiYmNyc/rSOK5AJYt3Ui/fiN4550PSrzm8OHD9OvanUM//06HfCXtDUrM/+7i3ltuY8xDD/PY3ffguf8EHQxK2uXBP599S5/OXUlMTCxWzg/ffcfI2+5EuX0/7Q1KOuQr2fP9Avp17c7Jkycr/b1WFZvNRrtmzfnpvQ+5yT+CwXUaMii8Pqf/XkejqGiysmQ5DuF8fqEXGywbN4rAx8eTQ4ect34lQEG2HqvZjFdomFPjAsTFFXbuaN5cpoUVzrVj+3Zu7dmbM4tXFl3jZq3+h0E33sTqVauKjlu1ciWDbryJrNX/FB2XsHgFt/bszc6dF6d/H//MWJ4YOoLrlJ4MrtOIeyIb4XcqiW5t27N69epy59e9Sy+eeOxNkpIbk5vXkZzc61i48AiRdRoUzYJQVlarlTp1GvDOO4vI1rfGYOhItr4NMz5aRnh4LEaj43U6hSirJ0eP4c0xTxF5OpX2BiUtMk388ua79O9zAwZD4awBT4257JgsE7++9V6xYy711JgxvDm6+PELprzv8HhHnhrzWIm4C6e8T2x0AwYPfp41qy3s2xvItq2ePP3UJ0RHNeCN0U9Sp+h4MwunvM/NvfuQn59f4c/q0UefYMjg51mz2sy+vUFs2+rF0099QvfufYvKf/TRJxl89/gSx3TrdmOl5CDEtUIBVMpCYiqVil69elG/fn1++OEHcnJyCA8PR6/Xk5ubWxkhnMbb2xu9Xo+Pjw/Z2dmuTkcIUQqpr0LUHFJfhag5pL4KUXNIfXUepVrF29vXs27eDxxcv5n77uvDPcN6MOG1b52+nlybex8gaf9e9v3yo1PjKhQK/loykVdf+YYPP/zdqbFrOqmrQtQcUl+FEMI1HK8GWw7R0dEsW7aM6OhodDodK1asICcnhxdeeAE3Nzcee+yxyggjhBBCCCGEEEII4RK+wcEolcqiEZYdr2/E0SNnnd5YCYXTwnqFOH+Epc1mIz4+mebNZR1LIYQQQghRuSplStiPPvqIbdu24e/vX2yI86JFi7jhhhsqI4QQQgghhBBCCCGEy/iFF64ZmZOegbe3O02bRnHo0GmX5JKfmY53mPMbLAFOxSfToqVMCSuEEEIIISpXpYyw7NatG127dsVkMhXbHh8fT506dSojhBBCCCGEEEIIIYTL+IVdbLDs2qkRSqWSgwdd1GCZkY67fwAqrRaLk9ezOxmXxLBhPZ0aUwghhBBC1H6VMsJSqVSiUqlKbI+MjJR5voUQQgghhBBCCFHj+YWFYMjJxWQo4LrrG3P2bBpZWbkuySU/PR3AJdPCxp1MwsfHg6ioYKfHFkIIIYQQtVeljLBcsWIFY8eOZfTo0UDhmgaenp5MmjSJJUuWVEaIamf48OE89/JLKJVKPps9hzlz5rg6JSFcwt3dncGDB1G3bjR79x5g8eI/MZvNrk5LONCkSRPuuONWrFYbixb9wbFjx66qnOjoaO4cNAitTsuKpcvYvXt30b7GjRtz6+23Y7NZWfzb71cdIzg4mEFDBuPj68vGtevYvHnzVZUjRG3XoEEDBg68HaVSwW+//cnhw4ftHte6dWv69r8ZY4GRRb/+yunTFRsRotPpuHPgQGIbNuDoocP88dtvJWbbqMnUajUDbruNJs2bcSounkULFhRb+kBcO+rXr89dd92BSqXi99//5ODBg65OySGlUslNN99M63ZtSTx7lgW//FqsA+ml+5POnePXn39xagdTDw8PBg2+mzpRUezfs5clf/2FxWJxWnwhKso/PIzstHQUCgWdrm/Mzp1Xd51bGfIz0gDwCgsjK+GUU2OfjEsCoEWLaE6fTnFqbFHzXHpft3n9BjZu3OiUuM2aNaP/bQOwmM38seg3Tpw4Yfe4du3acUO/fhgM+Sz85VfOnDlz1TEVCgU33ngjnTp1ICkphfnzfyErK+uqyxOiOlMqldxy6600b9WKc2cSWPDLr+TmuqYTz+XUajUT/jeBTl06ciruFK++MoHk5ORixyiVSvrfcgstWreudvkLcS1TALaKFhIeHs6aNWuwWCw0bNiQbdu20bBhQ1JTU+nRowcpKWW7gH3ppZe46667aNKkCfn5+WzevJkXX3yRI0eOFB0zcOBARo8eTfv27QkKCqJNmzbFHpT7+/szadIk+vXrR1RUFKmpqfz2229MmDABvV5fpjy8vb3R6/X4+PiUuIEPCwtj95HDpFkK2J+Rig0bTXwDCdd50rtTZ/bt21emGELUBo8++hCvvPIMoaH56NxM5OZoSE52Z8yYcaxYscopOZRWX8VFPj4+/PbbfJo2DSE0rABQkHhOx549p7jrruHk5eWVqRyNRsMX331DbOuWJOmUWGw2go02zMlpPHr/SD6a+zG+MVEkaxUogBCjjbTjcYwYPKTMMRQKBR/MmknHPr04p1NgstkIMINHdj4j7h5MXFzcVX8OwrWkvlYuDw8PFi78kVatowgLKwBsJCW5cWD/Oe68c2jRZxwUFMQPCxegDgkkRatApVAQWmAlbvc+Hhxx31U1Mg6+5x5enPQ6Z9U2chU2vKwQblEy6cWXWPz7H5X8Tp2v7003MfXD6SSpQa+04WlTEGFWMOPtd/nmq69cnZ5TSH0t7JS1cOGPtG4TfUkd03HoYAp33DGkzPcWznJdx47M+fILUrQKslTgjoJwE8z/8mumv/MuHa67jjlffUGqVlm0P8KkYP5X83j/7berPL/RTzzOw08/yVmVjTyFDR8LhJrh2ceeYP26dVUevzaT+uo8D858Fw8/X44t/YO5c59k1uzFHD92zmX5dHhoDHEb1nH4r9+dGlehUPDnX68z8fXvee+9RU6NXZNda3VVoVAwfeYMrr+hD+d0FLuvu2/wEE6ePFklcX19fflhwa94RIaTolWgQEGo0UrioaPcP3QYBoMBgNDQUH5ctABroB9palApFIQZbRzeuoPRox4sd0fsVq1a8fPPXxMaZsHXtwCzSc25c+58881CJkyYVBVvVVSha62+llfX7t34aO4nhfdLKvBAQbhJwTcfz2XWRx+5NLcxj43mgw+nolKdRa3KxGp1x2yJZumSdQy8824AunTtyoxP55KsgSwVeNgUhJsVfDv3U2Z+8KFL8xfiWlcpDZYAbm5uDBs2jHbt2qFUKtmxYwfff/990YVAWSxdupSffvqJrVu3olareeutt2jZsiXNmjUretA9YsQIYmNjOXv2LJ9//nmJBsvmzZszadIkvv76aw4cOEBMTAyffPIJe/bsYfDgwWXKo7QfpSR9FmtSTnMmr/j2IJ0Ht9apT5CnV5nfrxA12a233sJXX00lKPjy3rxKzp2N4YYb7ubQoUNVnodcRJbNhg0r6NRZjUqVU2y72ezDmtVZ3HTT7WUq58vvv8OzQ0sSjMUbH/21bvQLimJ16mlSjMXP+6FadzyPn2HgLbeWKcabb0+jxZ23cNxYvGebp1pDe4uWHtddL6Ocaiipr5Vr+fLF9OrtjVpd/LO0WLzYvMlIz543oVAoWPfvPxzz05FxWd2M1HqQu20vD947olxxu3XvzrtffsY/hoxiF5FKFHRx8+Pxofeyffv2q31bLtesWTPm/b6QTQWZWGzFL5Ovd/Nj0pNjWfH33y7KznmkvsKyZb/R5wZ/1OriDZMWixdb/rPStesNLsqspMjISH5fvZJNpixMVmuxfW3dfPltzqfcP2Y0m836EvvbuPkyb0rVNsbfeddAxr39FtsMxUeZqBUKuur8uOfmWzl+/HiVxa/tpL46z3MLviXt9BnqKlIYOqwnEyZ869JRws0HDiEvLZVtX3zi9NizZz/Glq1HeXDUh06PXVNda3X1jalTaH3XAI5ddl/nodbQwaKjx3Udq+S+bsX6dZwJ9SHtsmvfMK07moMnGXLnQJRKJRu2buGgp5IsU0Gx46K1HqRu3MpjDz1c5pjBwcFs3bqa6JgEoHhDZ2ZmGBNf/5oZM2Zf9XsSznet1dfyiI2N5Ze/l7LJmIXZVvy6sr2bL7NencivP//skty6devGqtWL0Gi2AMVzM1ma8/Hs3/nwg4/4dfkyh/nPfm0Sv8yf78SshRCXqpQ1LAEMBgNfffUVTz31FE888QRffPFFuRorAfr378+8efM4cOAAe/bsYdSoUcTExNC+ffuiY7777jsmT57MypUr7Zaxf/9+7r77bv78809OnDjBmjVrePXVV7ntttvsrrNZHsOHDyfNUlCisRIgtSCPE7lZTJ48uUIxhKgp3njjFYKC7U2VYiU8IompU193ek7Cvvbt29O4iX+JxkoAtVpPq1aRNGrU6IrlhIWF0bh9mxKNlQAZRgMnC3Jw1+hK7Esy5uNfL4YmTZpcMYa7uzt9bxtQorESINdsIkGnYMTI+69YjhC1XZMmTWjZqk6JxkoAlSqHJk0DadOmDX379SPP36tEYyVAgjGPxu3bEhZWvrWvXpk0ke1GfYkeb1Zs7DDnMOHNmn0tNOHNyey05JZorATYYdTz0v8muCAr4WwNGzakdevoEo2VUFjHGjbypUOHDi7IzL7xL7/EAYWxRGMkwC5DFuNefJGDSpPd/bsNWTw29ukqze/Zl19iZ0HJz9Jss7HHms8rE+W6UdQM/mGh5KSn06lzY44cSXD5lMb5GWl4h4W7JHZ8fDKtWtV1SWxR/bm5uXHTHbeXaKwEyDObOK2D+x54oNLjXn/99ShCA0s0VgIkGvMJa9KQevXqcdsdd5DhrSvRWAlwyphH6y6dCAgIKHPc558fR53ITC5vrATw80vkyScfRqFQlOetCFFtvfS/CezDUKKxD2BXgZ6xL77ggqwKffHVJ2g0+7m8sRJAozrAw4/cV2r+Owv0PPPC807IVAjhSKU1WDZq1IiZM2eycuVKVqxYwcyZM2ncuHGFyvT19QUg/fxi8hUpR6/XO7yZ0Gq1eHt7F/uz57mXX2J/RqrDOAczU7j3oQcrlKsQNYGbmxvBwV6Aoxv0PJo1a1glsctaX8VFI0YMISjI8Tz8oWH5DB488Irl3Ny/Pyk6xx0/DunTifX2s7svUQN33j3oijE6depEmsbx/riCXAbdc88VyxHVg9TXqnPPPYMIDXXcIz04OI8RI+5h8L3DOW01OjwuWVe4nl15BEWEU2C1f/7PM5sIj4kuV3nVTUzD+mSb7H9mJqsVz0B/tFqtk7OqelJfi7v77oGEhjnufBkUlMt991Wf36N2na4n2WD/t94GqNzdSt1v0KqJjIysktz8/PxQenna7QQAhZ2eGrdsUSWxayupr66h8/DA3ccbqyGfJk0i2X/AuetG2pOXno5nSCgKZcU6Z1+NEycSadIkEqWy0h4r1TrXcl29/vrrSS/lvi6+IJdBQyv/d3TIvcM5o3A8lWuSVsFtd97JPSPu5bS5ZGPlBWluanr37l3muP369USlynS439vHXKZOwsJ1ruX6Wl7N2rQmrcD+vajFZsPq4UZgYKCTsyoUGRkCOBoRa0Otzqd9x44O87fabFg9dAQFBVVZjkKI0lXKleWgQYPYt28f7du3Z/fu3ezZs4d27dqxd+9e7r777qsud/r06WzYsIH9+/dfdRkBAQFMmDCBuXPnOjzm5ZdfRq/XF/05WmBbqVRiK2UGXSs2FHKxLq4BSqUSFKXPJl1VnQfLWl/FRYWjy0v797Kh0aivWI5SpcJWyj+s1WZD6WC31WZDrS5DDKUSG45j2Gw2lCo5z9YUUl+rjlpdtnqtUqmwOmgkAEABqjLUzaLDFYpSr4Vqh9J/wKxQKx/OSn0trix1rCy/a9VH6fXWBhWejcaRK91DifKT+uoafuGhAMSEe6NQKDl04LSLM4L89FSUKhWewcFOj33yZBIeHjpiY0OdHrumuJbrauG53zGbzVYlIw6VKhXWUp/bgfrCNXIpx9kUVOrvvEJhq7LfWVE5ruX6WtlsVOfvuw2FowdX51ltVXddLIS4skp52vLOO+8wdepUunTpwnPPPcdzzz1H165dmTJlCm+//fZVlTlr1ixatWrFsGHDrjovb29v/vrrLw4cOMCkSY4XuJ46dSo+Pj5Ff3Xq1LF73Gez59DE13EPkUY+gSxZuPCq8xWipsjLyyMzw4jjU4gbJ09WzcVdWeuruOiXX34nPd3T4f6UZDcWLfrziuWsWrGCIIPj3qoNffw5lVNyujeAUIuCv37/44oxtmzZQqDZ8Y1jtJsXS/+4cq6iepD6WnUWLlxMSoqbw/3paR789NNC/liwkEhVyamaLwgyWFi1YkWZ49psNnLSMtA4aLBzU6lIT0oqc3nVUVLCGTzU9ocEqBQKzPqcci97UBNIfS3u99//IiXZcR3LSPdk/vxFTsyodIf37ydA5+5wv81oKnW/p8XGqVNVM1osPT0ddYEJpYPOAD4aHadPnKyS2LWV1FfX8D/fYNmySSjxcUlk57h+TfW89DQAl0wLe/Jk4e99ixYxTo9dU1zLdXXr1q0EOL51JNrNi2V/Vv593eKFi4jA8dDOEKONpYv/5I8FC4lSO/6dDzRYWL9+fZnj/vPPdsDX4f6cbC2HDx8uc3nC+a7l+lpecUeO4qu1f4+pALRGM8nJyc5N6rzU1CzAw+F+q9WTA3v34VdK/m5mC0k1/J5WiJqsUhosw8LC+Oabb0ps/+6778q9LhLAjBkzuP322+ndu/dV92jx8vJi2bJl5OTkMHDgQMxmx1dKRqOR7OzsYn/2zJkzh3CdJ0G6kic+H42OJr6BPPH4E1eVrxA1zdtvf0hGuv36nZwUxssvO+4kUBFlra/iog0bNnAq3oi9izar1ZNjx7LYvXv3FcuJj48n6ehxQrQlb+w81RqaePqTbmdajQCdO5akVHbu3HnFGNnZ2WzbsIkobclctUoVsRYVn5cyYl5UL1Jfq87OnTs5fkwPeNnZ60FcXAH//PMPi3//nSCDGS87DXAhWjeSjp4gPj6+XLHfmzKV1lr7UyS11vgwbVLNXsNy6usTaaOx97lCK50PM96f7uSMnEPqa3F79uzh6NEMrFZ7HX48OHXKVK4HmVXt7TfepIXCDaWd0SpNdd58/elnjvdrvfjhq6+xlTYau4I+mTGL5rqS9UoBtFJ5MOX1iVUWuzaS+uoa/uHhWC0Wrm8bUy2mgwUw5eVhys/DOzzC6bHT07PJzMylRYuaPRV8VbqW62pOTg5b1m0gSluys4xWqaKeRcXnn1T+fd3qVavwyMrDR1OyMSJQ60b+mUQOHDjAzz/9RLjRhruq5CjKMK07cfsOcO7cuTLHfeutd0hICMDeY9ac7CC+//5Xl695K0p3LdfX8poycRKtlB52u6I113nz5cefOD2nC554bBwmc3PszZpjtjTgt9+WMHXiJFoqPe12pmuu83Fp/kKISmqwXLt2Ld27dy+xvVu3bmzYsKFcZc2cOZO77rqLPn36EBcXd1X5eHt7s3z5coxGI7fffjsFBY7npS+v3p06c2ud+nQPjSZI506Azo1OwXW4K6YxQ2+/s9LiCFHdff/9j8yatYgzCdFYLQGAB0ZjEAmnYxk/fgo7duxwdYriEjffPJDdu9zJyAilsIHDm7S0MLZvUzFgQNmn7h45dDj+p1Joo/Um2M0Df60bzbTetDYoue2GG6mfWUBLrTeBOncCde600noTk5LD0DvvKnOMsY8/gXnvEdprvAl198RP60YjnTed8WDUkKFy4yDEeQMG3M3WLUrS08IAb8CLjPQwdu1045ZbCuucxWJh8IDbaWVQ0kzrjb/WjSA3D9povAk4ncrIoeWfyWLpX3/x68ef0l3rR7S7N35aHTHu3vTQ+THv/Q9Yt3Ztpb5PZ9uyZQuzJr1FT50/dc+/vyh3L7rp/Ph73vf8On++q1MUTnLbbYPZtlVJelo4F+pYZkYYu3d5cPPNV1772ZmOHTvGhLHP0VPjRz03b/y0bkS4e9FZ68OBpSt5/dXXeO3pcfTU+Bbb30njw8G/V/NRFTfEz/vySzb/8htdtL7UcffCT6sj1s2bXjp/3nllAnv37q3S+EJUBr/wUIw52Xh5urF/f/k6+1SlvLQ0lzRYApw8mUiLlnVdEltUf88++RSmPYX3dWHn7+sau3nTWeHBqHuGodfbn52noobcfgdNss200HkToHMjSOdOa603dZL0DB9UeO9rMpkYesdA2pk0NNUVXiMHu3nQVuuN18mzPHzf/eWKmZCQwMj7nyQ+LhpDfhDgCfhz7mwkv/66m9dff7Py36gQLnLw4EHeeuEleun8iXUrvF+q4+5FZ60v2377i8+qoDNCWf3555+8/97nmEydsVjDAQ9stkCMpvbs2JnO8KH3cfDgQd58/gV66vyK56/xYdvvf/GpNFgK4VIKrrSgSRmMHj2aN954g59//pl///0XgE6dOjF48GBef/11zp49W3Ts4sWLHZYze/Zshg8fzh133FFsqoSsrKyiqbf8/f2Jjo4mIiKCJUuWcM8993D48GESExNJSkrCy8uLFStW4OHhwcCBA8nNzS0qJyUlBavVesX34+3tjV6vx8fHx+GD8TfffJPhD45CoVSy9LffeHzMY1csV4jaKCQkhDFjHqZu3Wj27NnPF1987dQGpbLUV3FRr169GDbsLqxWG99+O5/NmzdfVTnt2rVj2Mj70Wq1LFv8J8uWLi0amdGzZ0/uHDIYm83Grz/8eNUxmjRpwn0PPoiPrw/rV69h0YIFpY6WF9Wf1Neq0aVLF+677x6USgU//LCAdevWlThGoVBwc//+3HzbAIxGIz/O+6bCHUsCAgIY9cjDxNavz7HDR/j6iy/IzMysUJnViY+PD/ePGkWT5s04HRfHl599TkpKiqvTchqprxd17tyZ++8fikql4scfF7BmzRpXp+SQu7s7995/H23atyfp3Dm+/PSzYjPWuLu7c+9999GmQ+H+rz77nISEBKflFxYWxqhHHqZOVBT79+zhm6++Lna/Jq6O1FfnGD71ddr37EifOnlMnvyjq9MpUq93XzyDglk7ZaLTYz/9zO00blyHFs1lpqmyuFbrauPGjbn/oQfx8fVlw5q1LPz1V6fc1/W54QZuH3QXFrOZX374seh55aWUSiUDBgzgxlv6Y8jP5/uv55Vp9iFHdDodI0YMp2vXjiQlpfDJJ1+UezYTUT1cq/W1PDw9Pbn3/vtp1bYNZxPO8NVnn5VrZHJVCgoKYsasj2jTpgXnziXx3LgX2LVrV7FjPDw8GDFyZLXMX4hrWaU0WJZ1WgObzVbqotWOpiF64IEHmDdvHgAjR47k66+/LnHMxIkTmTRpEj179mStg579devWLdOFgvwoCVFzSH0VouaQ+ipEzSH1VYiaQ+qrczwx7xOuv64+yvg9LFywydXpFAlr1ZbY7r3469knsVmdO+Xkbbd15OlnbsfL826MRulYeCVSV4WoOaS+CiGEazhuPSwHlUpVGcWgsLOmyuXmzZtX1Hhpz7p168pUjhBCCCGEEEIIIURZhMZEEuilZuO+6jVaKi8tBaVajWdICDmJzh0ZcuJEImq1iiZNItmzJ86psYUQQgghRO1ToTUsO3bsyM0331xs23333ceJEydISkpi7ty5aLXaCiUohBBCCCGEEEII4SpKlQqPAH80VhPHjlWv6eLy0tIAXLKOZVxcEgAtZR1LIYQQQghRCSrUYDlx4kRatWpV9N8tWrTgiy++YOXKlUybNo3bbruNl19+ucJJCiGEEEIIIYQQQriCb0gwCoWSlLOJZV4Sx1nMhnwKcrLxiajj9Ni5uQWcO5dOy5YxTo8thBBCCCFqnwo1WLZp04ZVq1YV/ffQoUP577//ePTRR/nggw94+umnGTJkSIWTFEIIIYQQQgghhHCFxm2aAHDy0EkXZ2JfXloaPhGRLol98mQSrVrFuiS2EEIIIYSoXSrUYOnv709SUlLRf/fs2ZNly5YV/ffWrVuJioqqSIhqKSQkhPkLF3AqNYXTaSn8tWI5sbFygS6uTbNmzcRgSMdsziQ3N4Xnn3/e1SmJy7Rr147vfpnPyk0b+fn33+jevTsAsbGxfPHFx2zZso41a5YyaNBAlMqr+1mIiYlh7tyZbNmyjnXr/uaee4aUa33j0NBQ3np7Gis3bWDZ2jU8+PDD6HS6q8qluvPw8OCppx7nn39W899/a3nzzYkEBga6Oi1RA0RFRTFnzkds2bKO9euXM3z4UNTq0pcjDw4OZtq0yWzZso7Nm1fx2GOjcXNzu+ocVCoVg+6+mz9XLGflpg3M+ORj6tatC4C3tzfjxo9nxYZ1rNiwnhdefglfX9+rjnUlbdu2ZeHCH9myZS1LliykR48eVRZLiEu5u7vzxBNj2Lx5Ff/9t5apU98gKCioQmV27NiR33//ma1b17F48S906tSpTK/z9PTkqbFjWb5hHSs3buDlCa/h7+9f7vienp48+cwzReW88r8JZS7Hzc2N0aMfZtOmlWzZso533plCSEhIuXMQojrr3b8zAId2H3VxJvblpaW6rMHyxPFEWraq65LYomrc2LcvC//6k5WbNvDld9/SvHlzV6dUZZo3b87mfzeQqU8iPfMc33z7NX5+fq5Oq9yeeeZpkpPjyM5J5HTCEe655x5XpyRquObNm/PFd9+wctMGFi75kxv79r3i8T/++DVbtqxl+fI/6NevX9Xm9m1hbivWr2XNmmWVGrdZs2bn38u6ojIVCkUlZC6EKAsFYLvaF8fFxXHfffexYcMGNBoNmZmZ3HbbbaxevRoonCJ23bp1Ne5BrLe3N3q9Hh8fH7Kzs4vt69OnDz/8toj/0s9xPDsDGxDj5UuXoAjGj3mCH77/3jVJC+FkWq2WrKxEtLo0FIoTgBFwB1sjklOshIXWdUoepdVXAe/PnEGHm2/ksCWfbJMRD7WGRioPPDKziIn0Iiw8DcgGVGRnB3LooIHevfuTl5dX5hgjR97HlCkvEh6RBugBFbk5gRw5YqZXr5uv+O/S96abmDbrIw5TwDlDHiqFgro6L8LzTNze7+ZiHWNqupiYGFas+J2o6Hx0ujTAhsXiz9kzfgwb9gibN//j6hSrlNTXqzd8+FDeefdVIiIygCxARW5uIEePWOjduz9ZWVklXtOrV0+++WY2EREZKFWZgAKDIZBT8TpuuOE2zpw5U64cPD09WbxiOfnBvhw35mKyWgl286AJOn798muG3HcfcRorpww5AES5e1HfrOKBIUPZs2dPhT+DS82cOZ177ulNUHAakA/oyEgPYO3ao9x993Bstqu+vBXnSX21LzIykpUrFxMTY0DndvE8fu6sHyNGPMb69RvKXeZXX81lwIDrCAxKAwyAG2lpgSxbupP77nvI4evq16/P/MW/E6+xEW/IwQZEuXnRwKrm4eEj2LF9e5ni16tXj58X/8EpLcQZsi8pR8OjI+5j29atDl8bHh7O6tV/ER1jwN09A7Bisfhx7qw/o0Y9xapVa8rzUYirJPW16v343w8kuUeyfsaHrk7FrpBmLWhww00sGf8UFqPRqbF7927J/14fTlDgcNLT5ftXmupeV1UqFb/8/htejWI5as7HYDHjp3WjidKNv3/8mTf+97qrU6xUzz8/njffegmV+jBKRTqgxGINx2SsS5fOfdi1a5erU7wipVLJ6dNHCQuzoFCe5MJzGau1AXv3JNK2bdk6QImSqnt9rUqvvv46/e8dymGbgUyjATeVmoZqD3KPnmTwHXdiNpuLHf/GG//j0dGDCAlJA3IBDVmZgWzZco5bb72rxPEVy+1/3HLvMA7ZDDT186V1gBp39bFicbduTeSWWwZeVdw33pjAo4/eTUho8fdSkTKFEOVToRGWy5YtY9q0aXTr1o2pU6eSl5fHhg0Xb9JbtWrF8ePHK5xkdfL9ogUsTDjCsfONlQDxOVn8euow0z+ZU6FRC0LUJPv370Cri0ehOEThRTFAPih2ExJs5qeffnBlegIYNHgwrW6+gW2GLLJNhf9GeWYT8bYC2rSNISw8jsLGSgAL3t7JtG0HX375cZlj1K1blylTXyQ84iSFjZWFZXl6JdOylZFvvvm81Nf7+fnx9syPWF+QyTlDYSOpxWbjuCGbfW42vq5l36NFi36kQcMUdLpULvQXUqkyiIqO5/vvP5PfEGFXVFTU+cbKOAobKwEseHom07KVge+//6LEazw9Pfn669lERsWfb6wEsOHmlkqjxuksXFj+DlYff/E5CYEeHDJkY7JaAUgx5LHBkMHoF8ZzUGMpajSxAafyc9hsyeGLH76/6tHb9tx110DuHdGToOAEChsrAQrwDzhHv36xPP/8s5UWS4jLLVr0I40ap6JzK34ej4yK55tvPsbDw6Nc5Y0aNZKBd7UjMOgMhY2VAAYCA89w++0tGT36YYev/faXn9mKgbjz9Q7gtCGHjWY9n337DRqNpkw5fPvLz2xVGjh5vrHyYjlZzP3m61LLWbjwBxo3ScfdPQ0oPC+oVJlERsXz5Zcz8fb2LlMOQlRnISF++EeEYc7NcXUqDuWmpqBQKvEOj3B67OPHEwFkHcta4H+T38DWKIa9BdkYLIUP5TONBv41ZHLD8CH06t3bxRlWnsjISN5862U0mv/ON1YCWFEpz+DmtoM165aV+vrqYunS3wgL16NQHubS5zJK5V5atQrgrbfecGV6ogbq2asX/UYM5b+CTDKNhdemBouZvQV6LA2j+d/k4t+pXr168djjAwkJOUVhAx+ACV+/RLp3D2TKlEmVlluPnj3pN2IY/xZk4qlW0yYA3NW7S8Tt1s2fqVPL/93v3r07jz0+iJDQku/lassUQpRfhZ4evfbaa1gsFtatW8cjjzzCI488gslkKtr/4IMPsnz58gonWV088eSTnMzPJt9SsjeFyWplT1YK0959xwWZCeF89epFoVAk2N+pOMqgQbc4NyFRwhPPjuVAQckHK51DgtGpD9l9jVqtp1On1mV+wPjqq88THp7moKwc2rVvTEBAgMPXP/rYGI4pTVjtjIbKNBbgER5KgwYNypRLdde+fXsio7RcfCB9KSshodmMHDnC2WmJGuCll549P7KyJJUql1at6xMcHFxs+yOPPEhYmJ4LDQjF5VO3rjctWrQocw6+vr40atOKFKO97y9sTDlDE7+SM2oUWC0kaxXcdscdZY51JS+++Ax+fvZHXnt6pfDgg/dWWiwhLtW6dWuiY9xxdB4PDcvmwQdHlqvMZ54Zg49Pst193j7JPPnkI3b3de/enRxPLXkWU4l9JquVsxobdw8ZfMX4Xbp0IdfLjTyz/XLOqG0MdjCtXNOmTakb68PFjgOXshIapmfMGPv5C1GT3HHH9eiNKrJS7F/zVgf5aWnYrFaXTAubcCaNggKTrGNZwymVSvrfcTtxBbl29+8z5jD+lZednFXVmfPJbFTqYzi6Vnb3MHDzzTc7O61y69Wri8PnMgrlcZ5++lEnZyRquvGvvMx+k/0OOvEFufS/4/Ziy/+8/voLBAbav5Z1c09n0KAB5VouqKy5dQkJxk1tf5p2N/cM7rrr1nLHnTTpJQID7d9nXm2ZQojyq1CDZWpqKj169MDf3x9/f39+++23YvsHDx7MpEmV15PC1W6+bQCncvUO95/OzaZr715Oy0cIV2nUqBEKhf0bmUJmlCqL0/IR9rl5e2G2lbwB89dpuNhbrCRPrwIaNmxYphht2rTg4sjKknx8CmjatKnD/Z17dC8aWWlPlk5FmzZtypRLdde1ayeCgko+EL7A3T2H3r27OzEjUVN06NCWiyMrS/LzNZVYW6hPnx5odY7rZnCIhY4drytzDk2bNiVDYe+BTqHUgjx8NPbXnU3BTLeelbe+ZGCgN+D4N8bDUyGjlUWV6Nz5eoKDHX/3dDo9ffqU77vu6+uG/YelADZ8fOzXq87dupKudryWTrLVSJcyrOvauXs3MkpZCjfZaqRrL/vltG/fntBQx+cFrTaL3r27XTEHIaq7uwd3JSXHSm6G/c5D1YHVYiY/IwOfiDouiG3l5MkkWreu6/TYovIEBweTp3A8pb7BYsY3qGYt91Sa665rc8nIypK06hRuHTDAiRmVX0hICEplQSlHmNFqZd09UT5+wUF2B+pckIu1WGfZ0NBALo7uLUmnM5boXHu1/EOCi3Lz1ChKj+tmKvea6mFhQVco0yjrtAvhBJUyP5der8dqLXmzmpGRUWzEZU2XmZaGm8rxHb2bSk2O/tqa11xcmwrXFLzSNGOVN/2fuDqO7jetNihcwtg+i1lJTk7ZprwqKDBS2r+1yVR6Wdl6PW5qx+dVtcVW5lyqu4yMLEym0uqFhsxMx41S4tplMBQAjntyGo2KEvUkMzMT0Jb6mvJ837Kzs9GUsiykSqFwuCi6m0p9Pp/KYeeSsxibVVWrrj9F9ZGRkYnJWNqDP225z+NWa+kPEh3tz8rIRFvKb7mbSk1WGepdYTmOf5vclGqyMuy/J71eT0Fpz0nRkpXluOOEEDVBYKAPvXq1Ih8NBjvrRVcneWkp+ERGuST2yZOJtG5TzyWxReXIy8tDqyj9Hr423eHn5eVT2jMNi1VLelr1HVUNhb/DUEqvI6B2/asJZyil3wIAWqWKvLyLnc6veG9mUxc7viIuzc1qK/0a2mZVlTvule8zK++9CCEck1+ucnhz0hu08A1yuL+VXzBTXp/ovISEcJGsrCzMZg2OH4b7kpkhP+KutmfbdoJ07iW2H8jQY7E6Wt9GQXq6giNHjpQpxty588jLc9zTNiNdxZ49exzu/2LOJ8Qq7I8eAQgyWlmzZk2Zcqnu/vhjMYnnHL/X5GRv5swpfc1PcW2aM+cLcnMc17P0dDXbt28vtm3mzE9JS/Vx+Jpz5zT8/fffZc5h//79eBktDptHmvgGclxvv5d6HRN899XXZY51JZs2bQMcTVut48iReCwWGeUvKt9ffy3hXCnn8dQUH2bOnFuuMnftOgB4Otjrzp499qdwX/Drr4SX0i4faVbyzRdfXjH+ogULCDU6fjoTZVEy73P7v00rVqwg8ZzjjhHpab589NEnV8xBiOrszjs7kWdRoVCqKMiu3g2Wuakp+NZxTYPl8eOJNG8ejUolj5hqquzsbHJS0tAp7XeSi3DzZO3yFU7Oquq8M+0DTOZoh/vNlgg++ugjJ2ZUfgaDgexsE46fy/hw4oSDZXyEcGDN8uVEuNm/NtUqVeSkpJ5vLC+0ZMkqLBY/B6WpOXMms9jxFbH677+pcz63k9l5WG2O7pEL42aVs6PRX3+twFrKezl7NqvcZQohyk+uJsvh8OHDJJ+Io5V/yeHfDbz9UWXnsmJF7bmAE6I0L7/8BtjaU3LUjw5srRg8+D5XpCUu8cZrE2hh1eJ+2cjwI/pMTKZYrFaPy16hICU5mldfnVzmGD/9NJ+jR2xYrV4l9qWmRvPGG+9gs7M+5QXr1q3DnJBImLZkw2ornQ8/fvU1BaUP36gxsrKy+Pnnv9BnlfwNKTD4s31bfKmNu+LatWDBQg4fNmGxlKxnaalRTJ36QYl6tnXrVnbuPIfR6FviNZmZoXz7zQJyc0ub2rukdye/RUc3vxKNlgEaNxqrPbEYStbVulpPDm/ZTnx8fLlilebVVycRHxdAyYczKs6eqcMzz7xYabGEuFROTg7ff7+IrKzQEvsKCnzZufMMO3fuLFeZzz33CqdPhVBylIeahNNhPPvsK3Zfl5qayqa/V9BIW/K8EK314NTufWXqfJSWlsaGZcsdlpOw9wCHDx+2+9r8/Hy+/PJHMjPCSuwzGn3YvTuZf//994o5CFGd3TO0O9sPJAJQUEkPXKtKbmoKGg8P3P0drx9fVY4fO4ebm5ZGjZw/Ja2oPK89/wLX63xRK4pf7XmptTQ0KZn+zrsuyqzyzZ07F73eC6u1ZIOHydKQdeu2kp7ueMrY6uLhh5/GYmlLyecyWsymFtxzT/nW1hbig3fepUGBAi9N8XsttUJBJ50vE54vfq81bdp7xJ30AS5fkkNJ4rkoxo2rvLVvP3z3PeoXgJdGy9bUFPTGRg7iRl5V3GnT3ufkSW8HZVbuexFCOCYNluXUpX0HbMdPMyS6CdcFhtMhMJy7oxsTkpFHm8aO12kTorZ5//3pvPPOXGzWrmBrgc0WC7a2WC3XM2zYaFavXu3qFK95Z86cYehtd9Aow0AHtTdNdN6003jRIsfKrf3vYtXKHBISIsnWh5CaGsaRwxE88cREFi36vcwxTCYTvXrdzLKl6SScLiwrLTWMo0fq8Oy4aXz//U9XLOOuWwdg2LKHLmpvmuq8aa71orvSi99mz+WDd9+ryEdQ7Tz//KtMn/4bJ09Ek5ERij4rhFPx0fzww17uuGOIq9MT1ZTZbKZ37/4sXZLK6Qv1LC2UY0cjGT/+fb766hu7rxswYBDzfzrMqfgo9PpQMtJDOXE8irenzed//yt7x4QLFvzyCx9NmEhXPGil8aKJzptOam+8jpyiXbPm7F74J91V3jTTedNM6013tTfHlqzk0QdGVfQjKObs2bP07XsXW7foOHc2guzsEJKSwtmz24+BAx/gwIEDlRpPiEu9+upE3n3nV06eiLrkPB7F/J8OMWDAoHKXFxcXR//+Q9ix3ZPEc+FkZ4eQmBjBrp0+3HLLUI4fP+7wteOfGcvW+Qvprir87Wyq9aKb2pvTy9fxwPB7y5zDi+OeZctPC0qUk7ByA/cPHVbqaydPnsbUqT9w4ngU6emh6PWhnDoVxa+/HKd//zvLnIMQ1VFwsC+9e7di16FkAAz66j2qIje1ME+fOpFOj338+DkAWreOdXpsUXm2/Pcf4x96lA5GNW3OX+tdp/EmOjGLgTf1J62aT5FaXvVjm3Ayzg+jqSNmSz1M5oYUGLuwdMl+bu57i6vTK5OFCxcy+tGXMORfh9XSHJu1LlZLK3JzWtOv3yDpECvKLT09nYE39yfqbCbXnX+O1EbjRQejhvEPPcp/l3VGS09Pp3fvW9m0Ec6eqUN2dgjJyeEc2B/M8OFP8M8/ldd5rTC3W4g6m0krpTs7z6aSldcWo7ENeXkRpJyPe++9T11V3IyMDHr3HlD4Xs5eeC9h58t8ks2b/6m09yKEcEwBDpccumZ5e3uj1+vx8fEhO9v+mpReXl7ce++9aDQafvrpJ1JTU52cpRDVx+jRo2nZsiVr1qxhwYIFTo1dlvoqIDY2lpiYGM6ePVtsxEVoaChNmzYlMzOTXbt2VShGcHAwzZo1Izs7m507d5Y6stIeX19fWrduTUFBAdu2bavVUzpqNBo6dOiARqNhx44dtWadziuR+lpxQUFBNG/enJycHHbs2FGmeubj40ObNm0wGo1s27YNs9lcoRwUCgVt2rTBx8eHgwcPkpycXLRPp9PRoUMHFAoF27dvJz8/v0KxrqRu3brUrVuXc+fOORwFJq6O1NfSqdVqOnTogFarZefOnZXyGdWvX5+oqCgSEhI4duxYmV+n1Wrp0KEDKpWK7du3X/XaOpeWs2PHjnKNwlar1bRv3x6dTseuXbsqbeovUTZSX6vGmDH9mTFzNM/O3EZk195s+Wy2q1O6oo6PPsmxlX9z9O+/nB77p/kv8PVXq3j55XlOj11T1KS62rx5c4KDgzl+/DinT592dTpVKjo6mjvuuIPc3Fy+++47jEajq1O6KrfccguNGjVi27ZtbNy40dXp1Hg1qb5WlaioKOrXr09KSgr79++v9OMrIjIykgYNGpCSkkJWVlbR/6+suJeWX9XvRQhRnDRY2iE/SkLUHFJfhag5pL4KUXNIfRWi5pD6WjXWrZ+GVqPmxz1WAuo1YM/871yd0hU1v+se8lKS2fZl+dbTrQxvTbmfbH0+/fu/7vTYNYXUVSFqDqmvQgjhGjIlrBBCCCGEEEIIIcR5kZFBdO/enNWrd+MRGERBNZ8O9oK81GR8o6JdEvvYsXO0aVvPJbGFEEIIIUTtIA2WQgghhBBCCCGEEOcNG9YDg8HIxo0H8AwKrvbrV16Qk5KMZ3AIKp3O6bGPHT1LaKgfYWH+To8thBBCCCFqB2mwFEIIIYQQQgghhDhvxH292bzpIPkGE25+/jVmhGVuSuG60r51Ip0e++jRswC0lVGWQgghhBDiKkmDpRBCCCGEEEIIIQTQqlVdWrasy4qVu3D3D0CpUmHIqhkNlvnpaVjNZnwinT8tbGJiBtnZebRpIw2WQgghhBDi6lSrBsuXXnqJLVu2oNfrSUpKYtGiRTRq1KjYMQMHDmTZsmWkpKRgs9lo3bp1iXK0Wi0zZswgJSWFnJwcfv/9d+rUqeOstyGEEEIIIYQQQogaaOTIG0hPz2brliN4BAYBYMjKdG1SZWSzWslLS8U3Msol8Y8dO0fbdvVdElsIIYQQQtR81arBsmfPnsyePZtOnTrRt29f1Go1y5cvx8PDo+gYT09PNm3axEsvveSwnA8//JCBAwcydOhQunXrhpeXF3/++SdKZbV6u0IIIYQQQgghhKgm1GoV947oxapVu7FYrHgEBWOzWinI1rs6tTLLTU3GN8r5IywBjh09RztpsBRCCCGEEFdJ7eoELtW/f/9i/z1q1ChSUlJo3749GzZsAOC7774DICYmxm4ZPj4+PPTQQ9x3332sWrUKgBEjRnD69GluvPFGli9fXoXvQAghhBBCCCGEEDVR//7tCQnx4++/dwDgGRREQbYem9Xq4szKLjclmeDGzVAoVdisFqfGPnLkDIOHdMPPz5PMzFynxhZCCCGEEDVftWqwvJyvry8A6enpZX5N+/bt0Wq1xRomz507x759++jSpYvdBkutVotOpyv6b29v7wpkLYSoSlJfhag5pL4KUXNIfRWi5pD6WnUeeqgfhw8lcPzYOQA8gkIw6GvO6EqAnJRklGo13uHh6M8kODX2kSNnAGjTph5r1+51auzqSOqqEDWH1FchhKgeqvUcqdOnT2fDhg3s37+/zK8JCwujoKCAzMzMYtuTkpIICwuz+5qXX34ZvV5f9HfmzJmKpC2EqEJSX4WoOaS+ClFzSH0VouaQ+lo1QkP9uOXWDixdur1om2dwMIasDBdmVX55KcnYbFZ8I50/LWxCQir5+QUyLex5UleFqDmkvgohRPVQbRssZ82aRatWrRg2bFillKdQKLDZbHb3TZ06FR8fn6K/OnXqVEpMIUTlk/oqRM0h9VWImkPqqxA1h9TXqjFq1I2YTBZWrtpVtM0zKBhDVqbLcroaFpOJ/IwMl6xjabXaOHb0HO07NHB67OpI6qoQNYfUVyGEqB6q5ZSwM2bM4Pbbb6dHjx7l7tGSmJiITqfDz8+v2CjLkJAQNm/ebPc1RqMRo9FYkZSFEE4i9VWImkPqqxA1h9RXIWoOqa+VT6FQ8MijN7N27R5ycwwAaDw90bh7YLhs9qaaIDcl2SUNllA4LWyHDg1dEru6kboqRM0h9VUIIaqHajfCcubMmdx111306dOHuLi4cr9++/btGI1G+vbtW7QtLCyMFi1aOGywFEIIIYQQQgghxLWpX7+2xMaG8ufirUXbPIOCAWrcCEuA3OSkwilhFQqnxz58+AwNG0bg6+vp9NhCCCGEEKJmq1YjLGfPns3w4cO54447yM7OJjQ0FICsrCwMhsJejv7+/kRHRxMREQFA48aNgcKRlUlJSej1er744gvef/990tLSSE9P57333mPv3r2sXLnSNW9MCCGEEEIIIYQQ1dITT9zKkSNnOHDgVNE2z+AQoGY2WOakJKHW6fAKCSUnKdGpsQ8fTgCgXbv6rFmzx6mxhRBCCCFEzVatRlg+/vjj+Pn5sW7dOhITE4v+7rnnnqJjbr/9dnbt2sWSJUsAmD9/Prt27WLMmDFFx4wbN47ffvuNn3/+mU2bNpGXl8dtt92G1Wp1+nsSQgghhBBCCCFE9VS3bii33NqB33//t9h2z+BQjLk5WGrgFIG5yckAhaMsnSwhIZXcXAMdZB1LIYQQQghRTtVqhKWiDNOVzJs3j3nz5pV6TEFBAU8//TRPP/10ZaUmhBBCCCGEEEKIWubJJ28lOzufVSt3F9vuFRxCfg1cvxLAXGDAkJmJb1Q0Z7ZvcWpsq9XGkSNnuK5jI6fGFUIIIYQQNV+1GmEphBBCCCGEEEII4QxeXu489PBN/PnnVgoKTMX2eYaEYsjKcFFmFZeTkoxvdIxLYh8+lEBHabAUQgghhBDlJA2WQgghhBBCCCGEuOY8/HA/PDx0/PbbPyX2eYWEYqihIywBclOS8HPBlLAABw8lEB0dTGion0viCyGEEEKImkkaLIUQQgghhBBCCHFNUatVjB13B6tX7yY1RV9sn9bTC42HB/kZ6S7KruJykhPReHjgERTs9NiHDp4GkFGWQgghhBCiXKTBUghRYS1btqRv377Ur1/f1akIJ2ndujU33ngjsbGxrk5FCFHLNWnShL59+9KkSRNXpyKEuER0dDR9+/alXbt2rk5FiKsydGgPoqOD+Xn+hhL7PENCAWp0g2VucjIAflHOnxY2OTmLtFQ911/f2OmxhXC1yMhIbrzxRjp06IBCoXB1OkJUqdjYWG688UbatGnj6lSEELWE2tUJCCFqru7du/Hxx9MJDlHi6WFFn63iTEIuw4c/xNGjR12dnqgCN97Yhxkz3iEo2IaHu40svYrTp/QMHTqKuLg4V6cnhKhF2rRpw9dff0xYmAYvbwvZ2SqSEk2MHDmG3bt3uzo9Ia5ZERERzJ8/j3r1AvH1NZOfryA1VcmLL77OH3/86er0hCgThULBy68MZvOmg5w4kVhiv1doYYNlTZ4S1pSfh0GfhW90DGd3bnN6/IOHEuh4vYywFNeO0NBQ5s+fR4MGIfj5mTEYIC1Nzauvvsmvvy50dXpCVKqYmBh++ukroqN98fW1kJevIDVFwTPPvMiKFatcnZ4QogaTBkshxFVp164dP83/hPDweMAKgIcnhIVpWb58IV269OPcuXOuTVJUqq5du/DNtzMICyv+bx4ermPVqj+4/vo+pKamujZJIUSt0LBhQxYv/p46kacAMwAeHhAaqmbx4u/p3fsOjh8/7tokhbgG+fj4sGbNXzRslAacAQqvBQKDFHz66VQMBgPLl690bZJClMGgQV1o2jSKxx+fY3e/V0gYhqwsrBazkzOrXLnJyfhFO3+EJcCBA6cYOrQHSqUSq9XqkhyEcBZPT0/Wrl1K4yYZXPr7GBCoYPbsiRiNRunUI2qNwMBAVq1aTL36ScBZoPD7HhSk5JtvPmLw4NFs3LjJtUkKIWosmRJWCHFVPvhgKuHhCVxouLrISEzddN544zVXpCWq0PTpUwgLO03Jf/MCYupm8corz7siLSFELfT++1OoE3mOC42VF5mJjEri3XffdEVaQlzzxo17ith6eUD+ZXtshISe4u2333BFWkKUi0Kh4PWJw/nvv8McPHDa7jFeoWHkZ6Q5ObPKl5Oc6JIpYaGwwdLHx4NmzaJcEl8IZ3rssdHE1jMAeZftsREccoopU/7nirSEqBKvvPI8MXUzAcNle6yEhp3m/fffckFWQojaQhoshRDlptVqqRsbBpgcHKGne/frnZmSqGLe3t6ER/hSsvGgkFKZyU039XZuUkKIWqtly0aUbBC5II82bZo6Mx0hxHl33XUrarWjNf2sBIfoCAsLc2pOQpTX0KE9aN48mnnzHE9Z5x0WXqPXr7wgJzkRjYcHHoFBTo99+FACFouVTp1kHUtR+w0bNhCt1tE5w0ZAgJLY2Fin5iREVbnppt6oVFkO9poJj/DF19fXqTkJIWoPabAUQpSbVqtFobCUeoxSzi61iru7O0r5NxdCOMmVzidyvhHCNZRKRan7VUornp6eTspGiPJTq1W8MfleNm064HB0pUKpwiMomPyMDCdnV/lykpMA8Iuu6/TYBoOJ48fP0bmLdDIStZ9KpQRspey3yO+jqDVUqtL3K5UW3N3dnZOMEKLWkcc9Qohyy8nJIf/ymU6KUZOa6qi3laiJUlNTMRhKW/ZYS2KirF8phKgcWVn5OL5MVZ7fL4Rwtvj4M4Cbw/35+RpOn7bfCCREdTB69M3ExobyxefLHR7jGRKCUqUiL73mX9ua8/MxZGXiF1PXJfH37z9Ft27NXBJbCGc6evQk4OFwf16em6y/LmqNs2dTAa3D/YZ8NcnJyc5LSAhRq0iDpRDiqnz99Y/k5gbb3ZeREcrkye85OSNRlaxWK/Pn/05+XqDd/Wlpobz++jQnZyWEqK0+/PBj9PoQu/v0WSFMnz7HyRkJIQD+978ppCTbr5sFBn+WLFmD0Wh0clZClI2vryevTxzO0qXbOXkyyeFx3uERAOSl1fw1LKFwlKVvtGvWsdy3N56GDSMIDpapAUXt9vrrU0hKsv98xGj0ZfXqzeTnS4c7UTu8/vpU0lJD7e7Lzw/g55//wGq1OjkrIURtIQ2WQoirMm3aeyz/+wTp6RGA7vxWT5KTo/n8syUsXbrUlemJKjBhwiTWrEkkIyOCi73pvEhOimbWzF9Yv369K9MTQtQiX345j4ULtpOaGglcmE7IndTUSH7+eQvz5n3ryvSEuGbt2LGDt9/+gsTEGMD7/FYNWZlhbN6sZ9y4F1yZnhClev31YXh46PjqyxWlHucdFoExNxezoXY0LuQkJ+IXFQOK0qd0rgr79sUB0EWmhRW13IEDB3hj0iwSz9UFfM5v1aDPCmPLfwYee+wZF2YnROXauHEjM2fOJykpBvA6v1VLZkY469YmM2HCJFemJ4So4aTBUghxVWw2G4MGDee2AU/y5+Istm7x5qcf4+nTexgvvviaq9MTVcBqtTJgwF0MvHMcS5fksOU/L7779jg9ew5h0qS3XJ2eEKKWefDBMdx800MsWpjMlv+8WLggiZv6Pcijjz7h6tSEuKZNnz6Dbl3v5KsvD7J1izfL/y5g8OCXueGGWzCZTK5OTwi7mjeP5oknb+X779aQlpZd6rHe4RHkp9eO0ZUAOUlJaNzd8QqxPxqmKiUnZ5GYmCHTwoprwscff0rnzgP47NM9bPnPi5UrTAwbNoGePW+S2QdErfPGG1Pp2eNuvv3mGFv+82LZ0lwGDnyOW24ZiMVicXV6QogaTEFpq0Jfo7y9vdHr9fj4+JCdXfrNjBDCtaS+ClFzSH0VouaQ+ipEzSH19crWrZtGdEwwjzw8A5Op9AepvSdMJvvcWU6uW+Wk7KqWSqej05in2THvcxK2/uf0+K++eg8+vh50uv45p8eubqSuClFzSH0VQgjXkBGWQgghhBBCCCGEqJUefrgf3Xs056MPf79iY6VSrcYzKJi8tBQnZVf1LAUF5Gek4xdd1yXx9+w5Sbt29fH0dHNJfCGEEEIIUXNIg6UQQgghhBBCCCFqnTp1Annn3Qf566+t7Nx54orHe4WFo1SpyEtNdUJ2zpOTnIhf3ViXxN69+yRqtUrWsRRCCCGEEFckDZZCCCGEEEIIIYSodT7//GmMRjOffLykTMf71onCZrPWqhGWANmJifhGRqFQqpwe+9SpFNLTs+nZs4XTYwshhBBCiJpFGiyFEEIIIYQQQghRqzzxxK3cdHM73ntvITk5hjK9xicyivyMDCwmUxVn51w5SedQabR4R0S4JP7u3Sfp1bulS2ILIYQQQoiaQ+3qBGqqHj16MPjee1Gplfzx60L+XrYMm83m6rSEcLrw8HCeeGI0sbHR7Nmzn7lzvyAzM9PVaVULffr0YcSIwSgUCn78cQErVqyU88QlNBoNdw8ZTM8bbyQ3J4d5n33O/9m77/Aoqi6Aw78t2fTeC6H33hQsiCgKFkDsWAArClgApamIUkSwgah8KogFFEFAUVQEkd4JnVAD6b2X3U12vj8CISG7IYEku5uc93nmUebO3ntmN2fanblz8OBBa4clhF1q06YNL774DF5envzzzyaWLFmKwWCoUh0NGjTg6RHPExIaysH9ESxeuJDs7OwailgIcVGvXr0YOvRRNBo1P/20kj///KvOHi9069aNx58ajqOTE+v+WMvqlSspKqr4nYJCXI327Rvx/uyn+OWXbezedaLSn/MMa0BeSt16uhIgNykJk6kI70ZNyIqJrvX2I/afYdToe3B1dSI3t3Kdx0JYMnr0KEaMfBa1WsUP3y1jxvQZmEwma4clhLjA3d2dZ599ii5dOhAdHctnn31JdLTlfY+7uzvDnn6a9p06Ehcby9dfLKhweSFE3aYCbOZseMKECQwePJhWrVqRn5/Ptm3bGD9+PCdOlD3BmDJlCs899xze3t7s3LmTkSNHcvTo0ZLywMBAZs+eTd++fXF3dycyMpIZM2awYsWKSsXh7u5OVlYWHh4e5S7UeXt7s2LNbxT6eRJDIQoKISodHjkFPHTvQGJjY6/9ixDCTkyfPpWhwwYRFJSNWl1AodGZxERP3nprNosWLa6VGCrKV2vx8/Pjr79W07ixDi/v4pgyM9w4d85Ev36DSEhIsHKE1tehQwcW/riEeAdIKDKg02hoUKQh/dRZHh18f5U7WoR9sMV8tXdarZYVK5Zw/fVNCQjMAYzk57uRmODKI488xa5duytVz/sff8SN/e/gvNZEttGAr0ZHI8WB6ZPe4Jfly2t2JYRNknyteT4+Pvz55yqaNnXG2ycbUMjMdCf6vEK/fvcRFxdn7RCrjYuLC8tWr8IpPIQYVSGFJhNBah0BehOPDb6fkydPWjtEuyb5WpabmzO7dn+IVqPmxZGfYzQUVu6DKhX93/+E2H27id2zs2aDtIKOjzxB2plTRPxQO+dppTVo4Me3342lf78p/PXXvlpv31ZIrl6bpk2bsi9iO07O6ThoYgGFwqJgDIZAet3Ul3376u/flqh+kq9X5+GHH2T27CkEBmXj4JALOBEf58by5f/w8svjyi1//4MPMmn6u0SpC0kt1OPuoCO8UMOW39cyfszY2l8BIYTV2dSQsLfccgvz58+nR48e9O3bF61Wy99//42Li0vJMq+//jpjxoxh1KhRdO/enYSEBNatW4ebm1vJMt999x0tW7ZkwIABtG/fnl9++YWffvqJTp06XXOMS1YsJ8rXhUOGHNINBWQY9BzVZ3PERcVPv6665vqFsBdDhz7OiBfuISTkPGp1OpCP1iGN0LCzzHxvLN26dbN2iFazZs3PdO6ix8s7AcgFcvH0SqRDx1z++KNyN07UZW5ubiz66Ue2K3mcKMgmy6gnpSCP/cZsDM0bMP+rL60dohB24/PPP6HvHSEEBMYBWUA+zs7JNGoczbJlC/H29r5iHS+MHkX7u/qyw5BFXF4O2UYDUQU5/KdPZ/zMabRp06bG10OI+ujXX5fRpWsh3j4Xjxfy8PRMpF37bNau/cXa4VWrhd9/R0Z4AAcM2aTq88k06onUZ7Nbo2fJyl/Q6XTWDlHUIV99/RJhYX68887SyndWAq7+ATg4O5OTVDdvLsxJSsCrUROrtB0dnUJSUia33dbRKu2LumH33i24ux3BQXOCi/tNreY0Ls772bT5b2uHJ0S917ZtWz7++C3CGpzFwSEFyAfSCQ6J5smhvRg9+sVyy4+fMY3/9OlE5WeTbTQQl5fDDkMmHe6+kxEjR1plPYQQ1mVTHZb9+/dn8eLFHD16lIMHDzJ8+HAaNmxI165dS5Z55ZVXmD59OitXruTIkSMMHToUFxcXhgwZUrJMz549mTdvHrt37+bs2bNMnz6djIwMunTpck3xtWvXDqfQQNKN+nJl2UYDOe7O3N637zW1IYS9GDduNN7e8WbLAgISmDHjrVqOyDZ07dqVJk3cKT6Bulwe4Q113HzzzbUdlk0Z/swzRGmLMJjKDwEXZ8inXfeulepkEaK+c3Nz4/a+N+LklG6mtIiQ0ExefvnKJ3nDnn2WY/rydw0rwCFTHpPennLtwQohyujQoQPNm3ujVps7XsinQQM1t99+e63HVRNCQ0MJa9OSREN+ubKCokLiHFU8/OijVohM1EWvv34/Dz10E7PfX050dEqVPusV3hCA3MTEmgjN6rIT4nEPDELr5GSV9vfvO03fOzpbpW1h/x544AFcXQuAHDOl+Tg4pvDa66/VdlhCiFKmT3+LwCDz+1BPz0RGjny6zLxJU9/mQFGu2aEfjxmyGfb8szUQpRDC1tlUh+XlPD09AUhLSwOgcePGBAcH8/ffl+6cMhgM/Pfff9xwww0l87Zs2cLDDz+Mt7c3KpWKhx9+GEdHRzZu3Gi2HZ1Oh7u7e5nJnDvvvotkB5XFeOMxcs99g6q4lkLYHxcXF7y8dFgeUVpPo0YhNdJ2ZfPVWgYNugc/f8vvZfHxyeOBBwbUYkS2p/+AezmvN3eBtliqTk2PHj1qMSJRU2w9X+1d586d8fa2PHyyVptO//4Vd3gEBgaS76C2uDXPNOgJb9b0GqIU9kLytXbdc08//AMsHy94eefy4IN143jhpptuIs1Ja7E8xpgv51BVJPlq3j33dGfGzCf5/rt/2bTpSJU/79WwMfnpaRTq6+Y7FrPj41Cp1XiFN7JK+3v2nqRjx8YEBHhZpX1rkFytPk8/MwwHreWh0h008Tz+xMO1GJGoayRfr12LFo0ofqrSPDc3CAgIKPl3eNMmZJl5KAiKrzbqtRoCAwOrN0ghhM2z6Q7LDz/8kM2bN3PkSPHJRlBQEACJl93xmJiYWFIG8PDDD6PVaklLS0Ov17NgwQLuu+8+zpw5Y7adiRMnkpWVVTJZeg9lobEQtcpyh6UaNUWFlR9yRgh7ZTKZUBTLuVDsSuVXp7L5ai1Go5GK112F0Vi/txNFhYWoK/iOVIpCUVH5py+F/bH1fLV3RUVFmEwVLaHCVPECFBUVVZiPQIXHPqLukHytXcXHAhWditWd44XCwkLUlu6KoHgbUyjnUFUi+Vpep05NWLL0dbZsOcrCheuuqg6fxk3ITqybw8ECxZ2xBQV4N7bOsLB7954CqFfDwkquVh9j4ZX3m4VyDimugeRrdaj4vFFBVeZaz5XOMtUqlVwbEqIestkOy08//ZQOHTrwqJnhgRSl7BmvSqUqM2/atGl4e3tz22230a1bNz788EN+/vln2rVrZ7atmTNn4uHhUTKFhoaaXW71L78QoLd84S9U0bD02+8qs3pC2LWCggKSkrIAjYUlXDh0KLJG2q5svlrLjz8uJyHB8jBLyUkufPvt0lqMyPYs+2EJjRxdLZb7GRW2bNlSixGJmmLr+Wrv9uzZQ0a6o8Vyvd6XJUuWV1hHSkoK6rwCNBY6Jf2dXDiwZ881xSnsg+Rr7VqxYhXx8ZbzNyXFjUWLfqjFiGrOv//+i2+B5Q7Jhhonflz8bS1GZP8kX8sKD/fn9z+mEB2dzMwZy8pdL6gMtVaLZ1g4OQmWn+CqC7IT4/FubJ2RE9LTcjh5Mo47+13bq3rsieRq9flwzscYjJa/P2NhGB/NmVeLEYm6RvL12u3aFQFYejJVTXqakdTU1JI5h/buw8/RxezSGpUKcvNJSana8O5CCPtnkx2Wc+fOZcCAAdx6661l7mhJSCi+27H005RQ/Dj5xacumzRpwujRo3nqqafYsGEDBw8e5J133mHPnj2MtPCyXoPBQHZ2dpnJnKioKGKPRhKiK78x9dM5URSfzB65qCfqiTffnE5ysrkDODXxcYFMnPh2jbRb2Xy1lhMnTnAgIhqj0aNcWVGhO0ePJnPw4EErRGY7flq6lKD8QtwddOXKmunc2PD7WvLy8qwQmahutp6v9s5gMPDDD7+QleVvptSR6PPOfP31N1es56P3ZtHZ0bPcfAe1mraKI7PenX7twQqbJ/lau86cOcO+vacxGsrnXlGRG5HH09m7d68VIqt+aWlp7N28lUa68jcreemc8MjK4/fff7dCZPZL8vUSX18P/vzrHUwmhcmTv6WgwHhV9Xg1bIxaqyUrrm4/UZOdEI+PlZ6wBNi9+wT9+3dFVU9Gb5BcrT4bN24kJbUIk8m3XJlJ8SQnx5Xvv//eCpGJukLy9dpNmTKdmBg/zD3ckJoSwrvvvl9m3nvvTqMtjjioy3dPdHb04KP3ZtVUqEIIG2ZzHZbz5s1j8ODB9OnTh6ioqDJlZ8+eJT4+nr59+5bMc3Bw4JZbbmHbtm1A8bv1gHJDoBUVFaE2swGsqmGPDkE5fILrHNxp7OZFQzdPujm44xWVwIMDBl5z/ULYi7Vr/2LC+A85F9WQ/PwAwJfs7EDOnA7j8cdHceLECWuHaDWDBz/Kur9TiI8LBfwBfxLiQ9mwIYt7733Q2uFZncFgYHD/u2merqeTzp0Grh40cfWkp9ads//8x6TXXrd2iELYjTffnMo3izYTHd2AwsLibXFqajAHD7hzxx2DKtX5v+Lnn1n68af0cvCgubMHDVw9aOPoTg/FmReeGMr58+drfkWEqIcefPAJ/vwz4cLxQgDgT2JCKP9tzOWuuwZbO7xq9fILL5KybQ89HNxp7OpJuKsHXXTuNEjM4r7+d19x+GohzHFzc+aPtVMICPBk/OuLSE/Lueq6fJo2o1CvJzcluRojtD3ZcbHoXN1wDbDOO8F27ojE39+TLl3k/dii6tq17kx8QhCGws5c3G8aCjuQltaE9m27Wjs8Ieq9c+fO8fBDz3DqZAhZWYGAL3p9AOfPNWTq1P/x888ryi0/8slh9FRcaOtUfG2oubMHvRw8WPLRp/yyvOLRgoQQdZOK4vfY2oT58+czZMgQBg4cSGTkpeEkMzMzKSgofvH966+/zsSJExk+fDgnT55k0qRJ9O7dm5YtW5KTk4NWq+Xo0aPEx8czbtw4UlNTGTRoELNnz+aee+5h7dq1V4zD3d2drKwsPDw8LN5REx4ezt0D7kWr1fLXH2vrdeeMqN8cHR0ZNGggDRuGceTIcdau/bNWLzpVJl+tpVGjRgwYcDcqlZo1a/7g9OnT1g7J5nTt2pWbbrmFnOwsVq9cJcN91HG2nK/2ztvbm8GD78Pb24vNm7eyc+fOKtfh7OzMgEGDCAkN5fDBg/yzbt1VDasn6gbJ19rTsGFDBgy4G61Wy5o1azl58qS1Q6oxgYGBDLzvPpycndm4fn29H3WiutTHfHVy0vHHH2/TrVszXn31S06dir+m+nqMfAWtkzPHfl1x5YXtmEbnyPUjRhHx/WKid26r/fY1alaumswHc1byzjs/1nr71lYfc7Um3Hjjjbz08ii0Dg588dkC1q27uvfWClERyderp1Kp6Nu3L506tSM6Oo5Vq1aTn59f4fK39+1Luw4diIuN5ddVqypcXghRt9lUh6Wli2LDhg1j8eLFJf+eMmUKzz//PN7e3uzcuZORI0dy5MiRkvJmzZrx3nvvcdNNN+Hm5sapU6eYM2dOpYeHkJ2SEPZD8lUI+yH5KoT9kHwVwn7Ut3zV6bSsXDmZ3re25/XXF3H40Llrqk+t1dL//U84v3Mbcft2V1OUtqvTkKGknDjOgaXfWaX9N998BE8vV7p3e9Uq7VtTfctVIeyZ5KsQQliH1toBlFbZ9xhMnTqVqVOnWiw/deoUDzzwQHWFJYQQQgghhBBCCCtzcNDy00/j6XNbRyZNWnzNnZUA3o2botHpyIy+9rrsQVZ8HD7Nmlut/W3bjvHGm48QGupLbGyq1eIQQgghhBC2x+beYSmEEEIIIYQQQghRmlarYcnS1+h/V1feevN79u2tntctBLZtjz4nm9zkpGqpz9Zlx8XgHhiMztXNKu3v3BlJYWER9957nVXaF0IIIYQQtks6LIUQQgghhBBCCGGztFoNPywZx4AB1/H2lCXs2nWi2uoObN+BjHNR1VafrcuMiwHAp6l1nrLMySlg//4zDL7/Bqu0L4QQQgghbJd0WAohhBBCCCGEEMImaTRqvv9hHIMG9WTq20vYvv14tdXtFhSMe2AwqaerrwPU1hmysynIzMTXisPCbt50mN692+Pr62G1GIQQQgghhO2RDkshhBBCCCGEEELYHI1GzXffj+W++3oydeoStm49Vq31h3btTmFBARnn68f7Ky/KiovBt3kLq7W/ZctR1GoVgwb1sFoMQgghhBDC9kiHpRBCCCGEEEIIIWzKxc7K+++/kXemLmHrlqPV24BKRYPrepJyKhKlqKh667ZxmTHn8QxtgNbZ2Srtp6fnELH/DI880ssq7QshhBBCCNskHZZCCCGEEEIIIYSwGRqNmsXfjuH++2/k3XeWsqW6OyuBgNZtcfH1I+nI4Wqv29ZlxkSjUqvxbWa9pyw3bDhI71vbExjoZbUYhBBCCCGEbZEOSyGEEEIIIYQQQtgEtVrNom9e4aGHbmLau0vZvPlIjbTT9PY7yU6IJzshrkbqt2X6rEwKMjPwa9HKajFs2nQYk8kkT1kKIYQQQogS0mEphBBCCCGEEEIIq1OpVHz19Us88kgvpk/7iU2baqaz0q9FK/xbtCJmz84aqd8eZMacx79VG6u1n52dz/btxxk67DarxSCEEEIIIWyLdFgKIYQQQgghhBDCqlQqFV988SJPPHEr7838mY0bD9VIOxqdjg6PPE5mbDRpp0/WSBv2IOP8OTyCQ3D09LRaDH/9uY9OnZrQoUMjq8UghBBCCCFsh3RYCiGEEEIIIYQQwqo++eRZnn7mDma/v4L16w/USBtqrZYuw57F2cub0//8VSNt2IuM6HMoiokAKz5luXNnJKmpWTzzzB1Wi0EIIYQQQtgOrbUDEEIIIYQQQgghRP31/vvDGTX6XubM/oW//tp3VXU4eXkT1L4j7kHBqLRajLk55KakkJeaQpHBgFtgIE1v7YtrQCDHf19NfkZ6Na+FfSnMzycnMQH/1u2I3rndKjEUFZn4c+1enniiD+PHLyY/X2+VOIQQQgghhG2QDkshhBBCCCGEEEJYxdtvD2Hca4OZ+8mv/P777ip/XuvkTJtB9xPe8yYA8tNSMRUV4eDsgqO7Oyp18cBSimIiMzqaQ8uWkJuSVK3rYK8yzkUR2L4jKrUaxWSySgxr1uzm0SG38OijvVi4cJ1VYhBCCCGEELZBOiyFEEIIIYQQQghR6157bTBvTXmUBQvWsnJl1Z/ycw0IpMcLL+Ho7sG5rZtIPHKQIoOhpFyl0aBzdUPj4IA+J5sivTzBV1ra2dM0uP4GvBs3tdr7PBMS0tmxPZKXXxkgHZZCCCGEEPWcvMNSCCGEEEIIIYQQterFF+9i1vvD+fbbDfy4dFOVP+8aEMiNr7yOSq0mYum3xO3fU6azEkApKkKflVk8LKx0VpaTk5iAISeHoPYdrRrH8uVbaN++EX36dLBqHEIIIYQQwrqkw1IIIYQQQgghhBC1Ztiw2/h0/gv8vGwLi67iqTqdmzs9R76CyWjg0Iof0Wdl1kCU9UPa2dMEd+xs1Rj27z9DZGQs4yc8YNU4hBBCCCGEdUmHpRBCCCGEEEIIIWrFww/fzFdfv8Tq1Tv47LPfq/x5lVpNt6dHoHV04sjq5RTm59dAlPVH6qkTuPoH4BHawKpxLF2ykb59O9O9e3OrxiGEEEIIIaxHOiyFEEIIIYQQQghR4+67ryfffT+Wv/+O4JOPf72qOlrdMxCfpk05vvZXDNnZ1Rxh/ZMZcx5jfh4hXbpZNY7Nm48QFZXI1KmPWTUOIYQQQghhPdJhKYS4Zi4uLoSGhuLo6GjtUMRl/P39CQgIsHYYQohroFarCQ4OxsfHx9qhCCHMCAwMxN/f39phCGHz7r33On786XU2/XeY2e8vR1GUKtfh16IVzW7vx/ltW8iOi62BKOsfxWQi9dRJwrpdByqV1eIwmRS+WfQP/fp35aab2lgtDiHslVyXEXWdTqcjJCQEV1dXa4cihKhBNtVhOWHCBHbt2kVWVhaJiYmsXLmSFi1alFtuypQpxMbGkpeXx7///kubNuUPZnv06MH69evJyckhPT2df//9Fycnp9pYDSHqjYYNG/LXX6s5dmwbO3et4njkTn788Vu8vLysHVq9N2zYkxw5spt9+/9k3761HDu2l2efHW7tsIQQVaBSqZgyZRKRkfvYvftXDhz4h337tnLnnX2tHZoQAhgx4lmOHdvL3r1/sH//nxw+vIsnnhhi7bCEsEl3392dn5dPZNu248yYsQyTqeqdlQ7OLnR+4ikyY6KJ3burBqKsv5KPH8XF1w/fptYdjnXTpiMcOxbNhx89g8qKnadC2JPw8PBy12V++uk7vL29rR2aENXC3d2db7/9isjIXezavZqjx7ayfv3vNGvWzNqhCSFqgNbaAZR2yy23MH/+fHbv3o1Wq2X69On8/ffftGnThry8PABef/11xowZw7Bhwzhx4gRvvPEG69ato2XLluTk5ADFnZV//vknM2fOZPTo0RgMBjp27IjJZLLm6glRpzRo0ICNG9fQsFEiEF1mfrt26+jZsw/ZMkSTVbzxxgReffVBvH3igYsXg1TMmjWShg0b8sYbb1sxOiFEZS1dupi7726Oq9ulbWxomJpvv/2A0aPfYdmy5VaMToj6bdasaTz73J14eV3a14aEqvjo43GEhAQza9YH1g1QCBty773X8fPyiezYcZx331lKUdHVnZe3f/BRHJydOfzLT9UcociKiyE/PZ3wnjeSeuqE1eJQFIXPPvudefNGMHRoH775Zr3VYhHCHoSFhbFx4+80anz5dZmwkusyWVlZ1gtQiGvk7OzMpk1/0669AY2m9N+4I+vXr+K22wZx6tQpK0YohKhuNvWEZf/+/Vm8eDFHjx7l4MGDDB8+nIYNG9K1a9eSZV555RWmT5/OypUrOXLkCEOHDsXFxYUhQy7dzfzRRx8xd+5cZs2axdGjRzl16hQrVqzAYDBYY7WEqJPmz/+Qho2SgPwy89XqHFq2MjB+/FjrBFbPeXl58dxzQ/D2ieNSZyWAgpd3PEOH3oevr6+1whNCVFKnTp3o06cdrm4pl5WY8A84z4wZb6BW29RhnBD1RmBgIEMeuxcvrwQu39f6+MTy4otP4u7ubq3whLApDz54E8tXTGTbtmO8M/XqOyuDO3Uh7LoenNm4HkOO3BRZExKPHiSkSzccrDzU3uFD5/j77/3MmfM0fn4eVo1FCFs3b94cGjW2cF2mpZ6JE8dZJzAhqsmoUS/Qug1oNJd3vOtpEB7H559/ZJW4hBA1x6avdHl6egKQlpYGQOPGjQkODubvv/8uWcZgMPDff/9xww03AMXva+vRowdJSUls3bqVhIQENm7cyI033mixHZ1Oh7u7e5lJCGGZRqOhQ4cWQJ6F8jQGD767RtqWfK3Y448/SlBQrsXyoOBchg8fWosRifpM8vXqjRs3Gj//DAulCn7+Rm6++ebaDEnUcZKvlffMM8MIDsqxWB4YlM8jjzxUixGJ+sZe8vXpp+9gydLX2PjvId5998er7qx09PSk46NPkHLyBMmRR6s5SnFR0pHDqFRqGva0/vHF55/9jlqj5tP5L1g7lGtiL7kq7JNGo6Fz59ZYui6j1qQxaFD/2g3Kjkm+2qbHH38Qne7ym3gv0tOiZQN5p6UQdYxNd1h++OGHbN68mSNHjgAQFBQEQGJiYpnlEhMTS8qaNGkCwNtvv82XX35Jv3792LdvH+vXr7c4tvXEiRPJysoqmWJjY2tqlYSoE1xcXFBriipcRqutmXeOSL5WrEGDELQORovlGo2B8PCQWoxI1GeSr1cvODiIy++ULs3drfgmLSGqi+Rr5YWHh6HW6C2W63RGwsPDajEiUd/YQ75OnvwQX341mt9+3cnMmT9jusrOSlQqOj8+HEWB0xv+vvLy4qoZ8/NIjjxKk963odZa9+1BGRm5fPLxah566CaefLKPVWO5FvaQq8J+OTs7W+26TF0k+WqbdDpNheVajbHkgSchRN1gsx2Wn376KR06dODRRx8tV6YoSpl/q1SqknkXh0dbsGAB33zzDREREYwZM4bIyEieeuops23NnDkTDw+Pkik0NLSa10aIuiUnJwejoaKDBjW5uZYv5F0LydeK7dt3iLxcR4vl+flO7N17oBYjEvWZ5OvVO3DgMCaT5bt6U1JVnDhhvXdMibpH8rXy9u6NQF/gYrE8J0fHvn2yrxU1x5bz1cFBy1dfjebdaU+w8Ot1fPLJr+XO36uiaZ++BLRuy6l1aykssHwjj6gesXt34+jpQXgPyyNU1ZaNGw/xxx97+OzzF2nfvpG1w7kqtpyrwv7l5uZi0Fd0WVdNbq68GquyJF9tU2ZmLmD5+qNe70BycnLtBSSEqHE22WE5d+5cBgwYwK233lrmjpaEhATg0pOWFwUEBJQ8dRkfHw/A0aNlh4o5duwY4eHhZtszGAxkZ2eXmYQQlimKwh9/rMdo9DJbnpvjz6efflUjbUu+VuyXX1aSlOSC+c27muQkN378cVlthyXqKcnXqzdnzickJvhYKHUgIb6QgwcP1mpMom6TfK28775bQmKiG2DuqQU1SYnO/Prrb7UdlqhHbDVfAwO9WL9+Go8/cSszpi/ju+82XFN9Pk2b03rAYGL27CTjfFT1BCkqlJ+eRvLx47Tofw8anc7a4TD3k1+Jjk7htzVvERTkbe1wqsxWc1XUDYqi8Pvv/2A0mM+N3Fx/Pvvs61qOyn5JvtqmOXPmkZVlfmShokIPNm/ejdFoeZQxIYT9sbkOy3nz5jF48GD69OlDVFRUmbKzZ88SHx9P3759S+Y5ODhwyy23sG3bNgCioqKIjY2lZcuWZT7bokULzp07V+PxC1FfvPbaJCL2m9AX+HPpgp2GnJwgNmw4x8KF31gxuvrLaDTyzDMvERfXEHArVeJKfFxDXnhhLHp9zTz9KoSoPnFxccyY8SnJSQ0Bp5L5JpMn56JCeegheRetENaSn5/PqFHjiY9vBJR+Z447sbENefrpURQVVTxEmxB1za23dmB/xFxatgrj1Ve+Yt26/ddUn7O3D92fGUF2fBznt2+ppihFZZzfvhmdqxvN77zb2qGg1xt5441vcXR0YN0/0/D19bB2SELYlPHj32D//kKz12X+3XCeL79caM3whLhmy5f/wto/jpKVFcylJy1VGAx+HD7swMiRr1ozPCFEDbCpDsv58+fz+OOPM2TIELKzswkMDCQwMBAnp0sX6j7++GMmTZrEoEGDaNu2Ld988w15eXksWbKkZJnZs2fz0ksvcf/999O0aVPeeecdWrVqxddfy51FQlSXgoICbr65L6+//i0HIrw5fiyA3btcGPH8Bwwa9NA1Df0krs2GDf9yS6+BLF1yluPHAjh2NIBlP0XTu/d9rF37l7XDE0JU0vz5X3D33U/x1585HDsawNEjAXz+2W569LidyMhIa4cnRL22Zs3v9Ln1fpb/HFeyr/3h+1P0uvle/vtvk7XDE6LWODnpmD37Kdb98y6xsak8//ynHD16/prqdHB24foXXkIxmYj841cU01W+/1JcFX12FjG7d9Ds9jvxDDM/SlVtSknO4rXXFhIU5M1/m2YSFuZn7ZCEsBkFBQX06nVHmesye3a78MKIjxg48EG5LiPqhEcfHcrTT01n5w5Hjh8L4OABH96YvIyePfuQk5Nj7fCEENVMBdjM3svSjnTYsGEsXry45N9Tpkzh+eefx9vbm507dzJy5EiOHDlS5jPjx49n5MiR+Pj4cODAAV5//XW2bt1aqTjc3d3JysrCw8NDhgAQwsZJvgphPyRfhbAfkq9C2A9r5Wv//l2ZO+95wsL8WLhwHT8v23LNF8cdnF3oMeoV3AICOfTzUvLT06opWlEVKrWaDg89BioVm2ZPpzDf+u8PDQvz4/3Zw1GpVDz04Hts2XL0yh+yMbJvFcJ+SL4KIYR12FSHpa2QnZIQ9kPyVQj7IfkqhP2QfBXCftR2vl53XQvenfY4fft2Zu/eU3zy8Wqio1OuuV5nH1+uHzEaZ29vjqz8mdzkpGqIVlwtJ08vOjz8OBnR59j5+VxMNvCOMG9vN96a8ijt2zdi9vsrePfdn8jPt5/XXci+VQj7IfkqhBDWYVNDwgohhBBCCCGEEMK2ODhouf/+G/j33xns2PkBzZqF8MYb3zFu7NfV0lkZ3Lkrt4x/EwcXFw79vFQ6K21AQWYGx9esxKdRE3qOehWdm7u1QyI9PYexY79m0aJ1jBk7iOORn/P003eg02mtHZoQQgghhKgG8oSlGXIXjRD2Q/JVCPsh+SqE/ZB8FcJ+1FS+urs707t3e+699zruG9wTX18PDh06x/LlW9iy+Qgm07VfSvBp0pQW/QcQ0LoNKSdPcGr9nxTp7eeJufrAPSiEVvcMxFRk4ujKZcTs2QU28F68kFBfnnnmDm69tQNJSRl8u3gDy5ZtYe/eUzb73j7ZtwphPyRfhRDCOqTD0gzZKQlhPyRfhbAfkq9C2A/JVyHsx7Xmq5OTjrAwXxo3DqJly1Dat29It+7N6dChMRqNmujoZDZvPsK6dRFEnU28pli1zs54NWiIb/OWBHfqjEdwKLkpyZzfvoW0M6euqW5RcxxcXGnS+zb8mrckNyWZmF07SDp2hMyY81YfKrZBuD+DBvbg1j4d8PZ2Izk5k02bjrBn90kOHz7HqVPxnDuXREGBwapxguxbhbAnkq9CCGEd0mFpxsWdUmhoqOyUhKgB1Xvnt+SrEDVJ8lUI+yH5KoT9sEa+jhs3kDfferjS9aan53DwQBRx8enXFF+ubxOyQzqaLdMUZOOQf231i9pT6OhGoYtPmXm+JzfgUJBppYgu0WjUtGnTgHbtwiu1/PTpP/P+rJVXXE72rULYD8lXIeyH5JWwRDoszQgJCSE2NtbaYQhRZ1XnHWqSr0LULMlXIeyH5KsQ9qM687Vhw4ZERUVdcTmFvUD8FZZypPgyQfXZkqBjd4quzDw3rala2xC1SwFyC9U4qBSGNMvDx9FWLysVVFAWgoouV6xB9q1C2A/JVyHshzy9LCyRDksLQkJCrpg07u7uxMbG2vXdNrIOtsHe16Gq8Vf3OlYmX6vC3n+Pi+rKeoCsizVVd4wtWrQgMjLSbta/Ivb2W1pSV9YD6s66XO162Pr+1R7Vlb+payXfwyXV9V3IUyC2R/7Oq09d+i7tad9aF773urAOUDfWwx7XwZ7ytTbZ4295LWR97YM9xSpql9baAdiquLi4Si+bnZ1t90km62Ab7H0drBV/VfK1Kuz997iorqwHyLrUBfHxxU921KX1ryvrUlfWA+rOulh7PWpq/2qPrP1b2Ar5Hi6xxe/CFmOyR/I9Vh/5LsurjX1rXfje68I6QN1Yj7qwDlerrh0L17ffUtZXCPuktnYAQgghhBBCCCGEEEIIIYQQQoj6SzoshRBCCCGEEEIIIYQQQgghhBBWIx2W10Cv1/P222+j1+utHcpVk3WwDfa+DvYe/+XqyvrUlfUAWZe6pC6tf11Zl7qyHlB31qWurEddIL9FMfkeLrHF78IWY7JH8j1WH/kuraMufO91YR2gbqxHXVgHUay+/ZayvkLYNxWgWDsIIYQQQgghhBBCCCGEEEIIIUT9JE9YCiGEEEIIIYQQQgghhBBCCCGsRjoshRBCCCGEEEIIIYQQQgghhBBWIx2WQgghhBBCCCGEEEIIIYQQQgirkQ5LC9zd3a0dghCikiRfhbAfkq9C2A/JVyHsh+SrEPZBclUI+yH5KoQQtU86LM1wd3cnKytLdkxC2AHJVyHsh+SrEPZD8lUI+yH5KoR9kFwVwn5IvgohhHVIh6UQQgghhBBCCCGEEEIIIYQQwmqkw1IIIYQQQgghhBBCCCGEEEIIYTXSYSmEEEIIIYQQQgghhBBCCCGEsBrpsBRCCCGEEEIIIYQQQgghhBBCWI10WAohhBBCCCGEEEIIIYQQQgghrMamOiwnTJjArl27yMrKIjExkZUrV9KiRYtyy7Vq1YrVq1eTkZFBVlYW27dvp0GDBiXlOp2OuXPnkpycTE5ODqtXryY0NLQ2V0WIeqNHjx6sXr2MnTs38sMPC2nTpo21QxJX4OrqyquvvsS2bevZtm09r7wyGldXV2uHJYSook6dOvHzz9+zc+dGli//gc6dO1s7JCGEjerYsSPLln3Hzp0b+eWXpXTt2tXaIQkhquj6669n1aqf2LlzI0uWLKJt27bWDkkIIYSol5o3b8433yxg586N/P77Cm655RZrhyREnaLYyrR27Vpl6NChSps2bZQOHToov/32mxIVFaW4uLiULNOkSRMlJSVFmTVrltKpUyelcePGyl133aX4+/uXLPPZZ58p0dHRym233aZ06tRJWb9+vbJ//35FrVZXKg53d3dFURTF3d3d6t+JTDLZ6qRSqZSff/5eSUnZq5iUdYpJ+U0xKRuUhIQIZebMd2otDsnXqk0tW7ZUTp06oBQUbFNMyhrFpKxRCgq2KadOHVBatGhh9fhkqtuT5Gv1TQsWzFOSkvYrJmX9he3vP0pS8n7lq68+s3psMtWNSfK17kyfffaxklhue7FPWbjwC6vHJlP1TJKvdX9aunSxkmzmvGv27BlWj02myk+SqzLJZD+T5KtMlqZJk15X4uMPKiZl44V98l9Katoe5ffff1E0Go3V45NJpjowWT0Ai5Ofn5+iKIpy8803l8xbunSp8u2331r8jIeHh6LX65WHHnqoZF5wcLBSWFio3HHHHZVqV3ZKMsl05WnChHFKdvaOCzvnslNq6j6lX79+tRKH5GvlJ5VKpRw7tlcxKX+a+d3+VI4e3auoVCqrxylT3Z0kX6tnevLJx5WMjD1mt78ZGbuUp54aavUYZbL/SfK1bkxDhjyipKdb2F5k7lKeffZpq8co07VPkq91exoz5mUlK8vCeVfaPuXee++xeowyVW6SXJVJJvuZJF9lMjfdcMMNSlJyhNl9cm7eVuW99961eowyyWTvk00NCXs5T09PANLS0gBQqVTcfffdnDhxgj///JPExER27NjBwIEDSz7TtWtXdDodf//9d8m8+Ph4Dh8+zA033FC7KyBEHTZ8+BBc3ZLNlnn7JPLWW6/VckTiSvr370dQcBFgNFNqJDikiDvvvKO2wxJCVNGYMS/i4ZlotszDM5lXXnmhliMSQtiq114bjaeXhe2FRxIvvfRcLUckhKiqZ599Ejd3C+dd3olMnjy2liMSQggh6qepUyfi55dktszZOY0HHrgXjUZTy1EJUbfYdIflhx9+yObNmzly5AgAAQEBuLu7M2HCBP7880/uuOMOVq5cyS+//EKvXr0ACAoKQq/Xk5GRUaauxMREgoKCzLaj0+lwd3cvMwkhLHNzc8PZpaIlCvHz86yRtiVfr95tt/XC0zPfYrmnZz6339679gISdZ7ka83w8nIBTBZKTXh4OtVmOKKOkHytm7y8XLG8vVDw8HRCpVLVZkiiGki+1h/Ozs64ulZ02aYQX1+PWotHVI3kqhD2Q/JVVEZoaACgt1ju7GwkMDCw9gISog6y2Q7LTz/9lA4dOvDoo4+WzFOri8NdvXo1H3/8MQcOHGDWrFmsWbOGESNGVFifSqVCURSzZRMnTiQrK6tkio2Nrb4VEaIOMhgMKErFdwyZLF0bu0aSr1cvMzMbcKhgCQcyMjJrKxxRD0i+1oyioorLTVcoF8Icyde6yWQyf/5zkWKyfI4kbJfka/1hNBqtdt4lrp3kqqhOTZoE8csvkzgfvYgffxpPcLCPtUOqUyRfRWUoSsU3+pkULXl5ebUUjRB1k012WM6dO5cBAwZw6623ltlBpKSkYDQaOXr0aJnljx07Rnh4OAAJCQk4Ojri5eVVZpmAgAASE80PhzRz5kw8PDxKptDQ0OpdISHqGIPBQNTZBCx3fnmwZcuuGmlb8vXqffPN98TFWX7yKi7OicWLf6jFiERdJ/laMw4digQsPebuzOHDJ2szHFFHSL7WTRERxwBXC6VOHDki2wt7JPlafxQWFnLmTAygs7CEO9u3763NkEQVSK6K6tK4cSBbt73Pdde3ZPOmI/Tu3Y5t22fLE9bVSPJVVMbatespKvKyUKohPi6r3KiPQoiqsbkOy3nz5jF48GD69OlDVFRUmTKj0cju3btp2bJlmfktWrTg3LlzAOzduxeDwUDfvn1LyoOCgmjXrh3btm0z26bBYCA7O7vMJISo2Jgxk4iPD6P8ZkTH+XO+vPXWtBppV/L16p0/f55N/x0kL9e7XFleng//bTxAdHS0FSITdZXka80YO3YSMTGBgPayEi2xMcGMHTvJGmEJOyf5Wje99tobxEQHUH57oSE2NoQxY2R7YY8kX+uXV16ZSHxcKOXPuxw4f86PN954xxphiUqQXBXVQaNR8+NPr2M0FjHyxc/43//+ZNTIL/D0dOGLL160dnh1huSrqIyZM+dwLsoDcLysRE1iQgPGjXvDGmEJUecotjLNnz9fSU9PV3r16qUEBgaWTE5OTiXLDBo0SNHr9cozzzyjNG3aVBk5cqRiNBqVG2+8sWSZzz77TDl//rzSp08fpVOnTso///yj7N+/X1Gr1ZWKw93dXVEURXF3d7f6dyKTTLY83XJLL+Xw4V1KYtIeJTd3lxIfv1fZs2ez0rx581qLQfK1apNarVbmz/9YORsVoWRl71aysncrZ6MilPnzP670NlImma52knytvqlTp05KRMR2JSGhePubkLhHOXBgh9K5c2erxyZT3ZgkX+vO1L59e2X//m1KQsLeku3FwYM7lK5du1o9NpmqZ5J8rfvTjTfeUO68a+/eLUqrVq2sHptMlZ8kV2W6mumFF+5SCotWKyNG9FduuaVdyfTOO48pJuU35cYb21g9xro4Sb7KZGlq2LChsn37v0psXPGxdXLybuXYsb1Kv353WD02mWSqC5Pqwv/YBEvvTxk2bBiLFy8u+ffw4cOZOHEiYWFhREZGMmXKFH799deSckdHR2bPns2QIUNwdnZm/fr1vPjii8TExFQqDnd3d7KysvDw8JA7aoSohI4dOxIYGMjZs2c5ebJ2hxaTfL06rq6uXH/99QDs3LmT3NxcK0ck6gPJ1+rXunVrGjRoQExMTLkh84W4FpKvdU+rVq0IDw8nNjaWI0eOWDscUY0kX+uP9u3bExwcTFRUFCdOnLB2OKKKJFdFVTk56Yg69zX79p5m1qzlZcpUKhUL/jeKUyfjuPvuqVaKsO6SfBVX0qRJE5o1a0ZKSgr79u2zdjhC1Bk21WFpK2SnJIT9kHwVwn5IvgphPyRfhbAfkq9C2AfJVVFVI0b0Z96nI3jyiQ+Ii0srV96vX1dee30wLVuM4PTpeCtEWHdJvgohhHXY3DsshRBCCCGEEEIIIYQQoj576eUBbNp02GxnJcCGDQfIzS3gySf71HJkQgghRM2QDkshhBBCCCGEEEIIIYSwEb16taNVqzB+Xb3T4jIGQyFbNh/l0SG9ajEyIYQQouZIh6UQQgghhBBCCCGEEELYiKHDbiM6OpmIiDMVLrdhw0GaNQuhY8fGtRSZEEIIUXOkw1IIIYQQQgghhBBCCCFsgJOTjvvvv4F//jlwxWUjIs6Qk1PAPfd0r4XIhBBCiJolHZZCCCGEEEIIIYQQQghhA+66qxseHi6s/yfiissWFhaxZ89J7h1wfc0HJoQQQtQw6bAUQlw1T09PduzYTGFhBkVFaRiNGaxatcLaYYkLAgIC+Oij9zl0aCeHD+9g9eplzJgxjX37tnD48A42b17HkCFD+PDDWRw6tIPDh3ewatVPtG/f3tqhC1En+fv788EH75Xk24YNf7J+/R8cPryDQ4d28tFH7xMQEGDtMGucl5cX06a9zcGDxd/DH3+spFu3btYOS9RDarWaxx9/jF27NnL48A527tzIY48NQa2u+imSr68vs2ZNL8nvNWuW06lTp+oPupQOHTqwevWyC9uQHcyZMxM/P78abVMIUTO8vLx4990pJfvGtWtX0b171Z6WmjBhPOnpMeQXJJKbl8Svv67Ax8enhiIWQtSkwfffwMkTccTGplZq+V07I+nWrRleXq41HJkQ9cvdd9/N5s3rOHJkB/v2bWH06BdxdHQ0s8zfFS5T+bauvR4h7J0KUKwdhK1xd3cnKysLDw8PsrOzrR2OEDbJ39+fuPjTqNVnUKliAROgQVEaoy/wx8Wldi6YSb6a16pVK9au/ZkG4emo1ZkX5rqgKK1QqeKBeECLqagJKrULKlXEhWWcSUoMZNKkOSxcuNgqsYu6qz7na4sWLfjrrxU0CM9Arc4AgoEgIBLIA8Bk8iT6vDf9+z/I8ePHrRdsDWrQoAEbNvxGo8Y5aDTpF+Y6kZwcwOz3FzFnzsfWDE+UUtfzVaPR8Oefq+nRMwBX12SKj2PU5Ob4s21bAnfddR9FRUWVqqtJkyasW7eK8IaZaDQZF+Y6k5wUwNSp8/nsswXVHv+zzz7Fu+++QkBgEpAPQFGRF9HnPbnjjsGcOnWq2tsUtquu52tdFxoayr///k7jJrloNGkX5jqRkhzAnDmLef/9D69Yx+HDe2nd2gOV+jRgBFQoSiD6gsa0aNGJmJiYmlwFUUmSq6IydDotSck/sPznrXz33YZKfSYw0IsffxrPfYOms3r1jhqOsH6QfBWLF3/JgAFd8PRKAgoBFXq9H0cOF3LLLXeSm5tbqWUq45tvvmTgwGuvR4i6QJ6wFEJclcOHd6NWH0Wliqb4Ih9AESrVKRydEti48R9rhlfvLVu2mIaNYkt1VgLkoVLtA0IBHVCIWnMClSoHuPhUVz4BgVG8885r9eJJLyFqS3FOxl3orNRRnIf7udhZCaBWZ9KwUSw//fSNVWKsDT/++A1NmyWX6qwEKMDf/zxjxj5F06ZNrRabqF9ef30MN9zoi6trIpeOY0y4uiVy883+jBnzcqXrWrZsMY2bJJTqrATIxz/gHJMnjyIsLKwaI4egoCDefnsMAYHnuNhZCaDRZNCocXyd3oYIURf9+OM3NGueUqqzEqAAP//zvPrqMJo3b17h5197bRytW3uiUh+nuLMSQEGlSsDR6SjbtlWuw0MIYRtuuaU9Hh4ubN16tNKfSUzMICYmhdtu61CDkQlRfwwcOIABA7vg6RVHcQcigIKjYzIdOhYxb94HxcsM6GxxmU8/vfINRxfbGjjIfFsdO5qYP/+jal03IWyddFgKIapMo9Hg7++FSpVstlylOsdNN8kL362la9euBAdruHTB4nJngdIXT6Mu+zcEBaXz6qujaiQ+IeqbTp06ERKiAwwX5oRRnIfmGAkO0dKlS5faCa4WNWrUiMaNvYECs+VBQWlMmjSudoMS9daTTz6Cs3OK2TIn5xSGDx9SqXpat25NaJgLoDdbHhiUzmuvvXKVUZo3duxLBAalWyg1EBrmRLt27aq1TSFEzQgPD6dJE19K33xQWmBQGpMnv1ZhHRMnvnLhycryVKpMgoI9ZbhoIezIvfd2Jz4+jTNnEqr0uYMHznJzL9n/C1Edxo9/GU/PJLNlWm0WvXv3YMKEV/D0Mn9dVKvN4pZbeuDg4HDFtl5//SWLbWm0mfTqdT06na7ywQth56TDUghRZS1atKD0U0HlmVCpCysoFzWpbds2+PqZKlgiE3Ar9e/i4SZKU2uy6dKlYw1EJ0T907p1a/z8S4/A70ZxHprn56fQtm2bGo+rtrVs2RJPz4r2Ddm0a9e61uIR9ZuLi7bictcrX1yA4r9rX1/LQ8eq1Vl07ly974bu2rUTanWWxXJ/P4VWrVpVa5tCiJrRokULPK6wb2zdukWFdTg7O3Dppqjy1KpsOnfufHUBCiFq3V13d2fnjsgqf+7w4XO0b98QDw+XGohKiPrF29uNS087lufoaMTPz+uKy1Rm5DJvb/cr1GPA39//ivUIUVdIh6UQosqio6MpHtKwAoqmVmIR5SUlJVPx8PZOlL+ooSq3TEKC+Tu8hBBVk5KSQk5O6Q5LI8V5aF5ubnEe1zUpKSnk5V++rSlNR2pqWgXlQlSfwkKl4nJjxeUXpaamkptT0RJOJCZWbz4nJCRS0TYkJ6c4LiGE7UtNTSW/wn2jA+nplm9yAih+3a7lOhTFifPnz19VfEKI2tW0aTBNmgSxa9eJKn/28OFzqNVqevRoWQORCVG/GI0VPQQAhUUO6PUVP6hRVKQlM7PifXjl2tKSlWX5ZkUh6hrpsBRCVFlOTg4GgwpwNluuKL7Ex5sfZk3UvPXr15OcZPlCJoQDsaX+HQiU/b2Sk7348MNPayA6Ieqff//9l+Sk0jd5xFCch+YlJepYv359jcdV2/bu3UtqihpLF1XT0314//25tRuUqLe2bNkNuFso9WDTph2Vqmfr1q2kpOiw9HedmurN7NnV+3c9Z848UlK8LJYnJzuwadOmam1TCFEz9u/fX+G+MSPDlzlz5lVYx5o161CUEAulDuTna4mMrPrTWkKI2tevXxeMxkL2R5yp8mejo1NIT8/hhhtkxBIhrtWSJb9gNFoaTt2RM6fj+O67ZRUuc/p0HDk5Fd7ZeKGt5RXWc/ZMItnZ2ZUJW4g6QToshRBX5YknRoDSjfJ3+LuD0o5+/QZZISoBYDQaeffdD0hJbkD5zXzYhXnFBzuK4gE0BKJLlsjN9WPTf0c5cOBA7QQsRB1XWFjI1Knvk5IczqX8U3P5u2NBTUpyONOmfUhhYd0cVnvcuLdITGzI5dumggJv9uyOZ+PGjVaJS9Q/r7/+BmdOewOXD5vmwulTnkyY8Fal6jGZTEyePI3kpIv5fUl+ng/bt51l165d1RLzRfv27WPL5hPk5fleVqImOSmct956j6Iiy8PUCiFsy9ixb1zYN5YdoaagwJu9exL5559/Kvz8c8+9SH5eGIridVmJA0WFXXnmmZeqNV4hRM25vW8nDh8+R0G+5WGeK3L8eAzduzev5qiEqH/mzp3P8WMqiorcLivRERMdwogRrzJv3mcWl4mODuGFF8ZUqq158z6voK1QRox45SrXQgj7pAIqN95RPeLu7k5WVhYeHh5yB4MQFRgyZAjffDMfrdZA8Tst3SkogN6976r2i3OWSL5adt99A5k6dRI+PlpUahOFRlcURYVaU4BWU4he70BMTApeXp54+6hRqUzk5zmwdOlK3nrrHRRFdg+ietX3fB048F7eeWcyvn4OqFQmnBwDAYUCfRKKSU1aWiFTpsxg5crV1g61Rt1+ex/ef/9dAgKcUamLKMh34Ndf/+a11ybV2Y5ae1Qf8jUkJISvvppP27aNcXAwYjA6cPTIWZ55ZiRxcXFVquuuu/ozY8ab+Pk5Xfi71rF8+W9MnPgWJlPFwzxdDbVazbvvTuHhhwfi7GJEMalJTTXyxhvv8ttvv1d7e8K21Yd8rev69OnN7NnTCAh0QX1hG7JmzTrGjp1QqX1jQEAA27dvoEGDAFTqHFAcyctT8fTTL7F8+fJaWANRGZKroiIajZqU1KX8/PNmfvh+41XVMXTYbdxzz3UE+D9WvcHVQ5KvwsPDg//971N69OiITmegsEjL2TNJPP/8yxw/frzMMtdf3wFHR6PZZSrb1oIF8+jRo2NJPVFnk3n++Zc5duxYTa2iEDZJOizNkJ2SEFXTrl072rZty/bt22v9/SiSr1cWHByMTqcjOjoak8mEl5cX3t7eJCQkkJ+fD0BQUBCOjo7ExMTIUxmixki+Fiudb4qi0KBBAwwGA/Hx8dYOrVYFBATg4uJCTEyMdFTaoPqUr25ubvj7+5OcnFypYZsqEhgYiLOzM9HR0bWyP9VoNDRo0ICCggISEhJqvD1hm+pTvtZ1/v7+uLq6Ehsbi9ForPLnvby86NChA9HR0Zw9e7YGIhTXQnJVVOT661uyfcccXnzxM44djb7yByzU8d6sYTRp/AxRUYnVHGH9IvkqLnJ2diYoKIj09HQyMjKuepnqakuIuk5r7QCEEPbv8OHDHD582NphCAsu7wTJyMgod+AjFzmFqD2X59u5c+esFIl1JSUlWTsEIYDid3Nfa0flRYmJtXtxsKioiKioqFptUwhRc5KTk0lOTr7qz2dkZMg7bIWwU7fe2p6cnAIiI2Ovuo7IyBgAunVrJh2WQlST/Pz8K94EVJllqqstIeo6eYelEEIIIYQQQgghhBBCWMmtt3bg0KEoTEVXP5R8RkYuiYkZdO7cpBojE0IIIWqPdFgKIYQQQgghhBBCCCGEFTg4aLnhxtYciDhzzXWdPh1P585NqyEqIYQQovZJh6UQQgghhBBCCCGEEEJYQdeuTXF1deLAgWsfCvLUyTg6d5EOSyGEEPZJOiyFEEIIIYQQQgghhBDCCm6+uS15eXpOnIy75rpOnowjMNCLoCDvaohMCCGEqF3SYSmEEEIIIYQQQgghhBBW0KtXO44cOXdN76+86MyZBADat290zXUJIYQQtc2mOiwnTJjArl27yMrKIjExkZUrV9KiRYsyyyxatAhFUcpM27dvL7NMYGAg3377LfHx8eTk5LB3717uv//+2lwVIeqFJ598EpMpG5MpA5MpBZMpk8LCbNq0aWPt0OoFZ2dn3nvvXU6c2E9UVASnTx/k8OE9nDlzgPiEY+TmJpKWdp6zZyPYtm0933+/iOSU8xgMKRgMieTlJZKWFsP584c4fXo/P/30LQ0aNLiqWJ577hkOHtxBVFQEZ85EsGLFEho1alS9KyyElfTu3ZutW//h7NkIzp6NYPPmv7n55pssLu/g4MCUKZM5fnwvUVERnDy5ny++mIePj0+Z5fr06cO2bes5GxXB2agINm36mxtuuKHMMg8//CD79m3lbFQEyclnycqKIzHxFHl5SeTkxBITc5hdu/7j3nvvMRvLoEED2bNnE1FRxbH//fevdOjQ4dq/FCHsSN++t7N9+7+cjYogLv446emxxMZFcjaqeP/Yp08fHB0dmTbtbSIj95Xk7XffLeS335Zz5kwEUVERHDy4g2eeGU7nzp1Zt+434uOPk18QT0FBCgkJp/jvv7/K5XBluLi4MHv2DE6c2EfUuQhOnNjPBx+8h6uraw18G0LYFi8vLz7/fC6nThUfz0ZG7mPq1DfR6XTWDq2El5cX27b9i16fgtGYiF6fQkTETsLCwqwdWpUMHDiA3bsvHROsW/cbHTt2LCl/4IEHSEk5j8GQhNGYSE5OIjNnTqt0/ea2o/Pnf4Snp2dNrI4QdYZKpeLGG1tz+NC5aqkvPj6dvDw97ds3rJb6hLAGrVbL5MnjOXZsD1FREaSknCc9PZro6IOcOrWfr776jKCgoDLLXJzv5+dXqfonTXq93GeDgoLKzf/6688rVeeV6r+8nsosI0R9pAIUawdx0dq1a/nxxx/ZvXs3Wq2W6dOn0759e9q0aUNeXh5Q3GEZGBjI8OHDSz5nMBhIT08v+ffff/+Np6cno0aNIiUlhSFDhjB16lS6detGRETEFeNwd3cnKysLDw8PsrOzq309hagLnnrqKb766hMUDqBSXco/RQlERRvatbuOo0eP1ngc9TVfnZyc2Lx5HR07qtE6pAGOQEcgEsgstWQIEAhoQNGCKgpIKFXuBbQE9gGOnD/nz+23D+LUqVOVjuX77xdy74B2uLsncWmX4kr0+QD69XuQY8eOXeVairrGHvP12WefYtr0l/H3jweMF+Y6kJwUwrhx7/Hdd0vKLO/g4MCGDWvp3t0FnWNqyXyTyZOTJ9y4+eY7SElJYcSIZ3nnnVH4+ccBhSX1JiWFMObVGSxZ8iOzZ8/g6afvxMs7geI8LQCygQbAUUB/4XMa0lKD+fjjn5g27b2SNt9+ezKjR9+Pt08CUHRhriPx8SEMG/oy69atr86vStQx9piv5owa9QJvvTXislzTAa0p3h+mkpIcSk6OhpDQTHS6i3nrDkobUB0C8i7MU5OXF4KKEJxdDlA6B6EFYCApsZAxY4pzuDJcXFzYsuUf2rVX0GrTSuYXFflw5LCGm266nZycnGv5CkQ9YK/56uPjw5Yt62jRMhe1+tLxq8Hgx949+fTufSdGo7GCGmqeh4cHsbGncHE9i0qVVDJfUXww6FvRsmVnzp8/b8UIK2fKlMmMful+fC47JkiID2HYsFfo0qUz06aNRa05SOltm2JqwebNp+nd+84K69fpdPz331907uJYajsKJpMXkceduemmvmWu2dRX9pqroma1bRvOocPzGfPql+zff6Za6vx0/gj27DnF8GEfV0t99ZHkq/VoNBr++ed3evTwxNEpFehE8XF7fKmlPMnPa41acxpHx+Qy80+ecKdXr34kJiZarH/dujX07OmFo1NKpeo8ddKDm2++02Kdl9f/99+/0fMGb5wuq/9iPSkpKaxbt4YePb3MLtOrVz8SEhIur1qIesGmnrDs378/ixcv5ujRoxw8eJDhw4fTsGFDunbtWmY5vV5PYmJiyXT5gW/Pnj2ZN28eu3fv5uzZs0yfPp2MjAy6dOlSm6sjRJ1W3Fm5v0xnJYBKlYhCJBERO60UWf0wceJrdOyoudBZCcUXSo9StrMSII7iixIFoDpP2c5KgAzgGNAcyCG8YRzffrug0nHccMMN9OvXEXf3RMre/5JLg/CYKtUlhK1xd3fnjTdfxd//PJc6KwGM+Aec4913J+Ls7FzmMy+++Dxdu7mV6awEUKszadkqi/nzP8TDw4NJk17Cz/88lzpQiusNCDjHjBmTadu2LY8/fjde3nGAx4Xys0ATIIJLFxMBivDxjWHEC0MIDg4GICwsjGeffRhvn1guXZgE0BMcfI7PPvsAlUp1tV+NEHbBy8uL18e/aCbXDMBBoCFgws9fRcOG+WUuskNLUO3jUmclgAkXlxicXbKB0rlfRPG+1IOAwERmzJiMk5NTpWKcMmVyuc5KAI0mjbbtCnn33bcqu7pC2J158+bQomV2mc5KAJ0uhS5dXXj55VFWiuySlSt/wsU1qkxnJYBKlYbO8Rh//bXaSpFVXlhYGM899xA+Zo4JgoLPMX/+HKZOnYBas5fLjy9U6mPcdFN7rr/++grbePXVl+jc2emy7Sio1Rm0bJXLRx/Nqq7VEaLOueGG1hQWFnHsWHS11Xn2bCIdOzautvqEqE1PPTWM667zvtCZGAKkULazEsANZ5fYyzoWATJp3iKdBQvmWqx/+PChXH+972WdlRXX2ax5WoV1ljZs2JNc38P3so7IS/X873/zGDbsSa673sfiMpVtS4i6yKY6LC93ceiQtLSyJ/C9e/cmMTGRyMhI/ve//+Hv71+mfMuWLTz88MN4e3ujUql4+OGHcXR0ZOPGjbUVuhB1moeHB1CISnV551gxlSoerdZmHt6ukx56aCBah4sXBNQUPy1i6QkMR8CJ8gd4F2UBLhQ/dK8nPNy7pNPjSiZNGoOPb6qFUiOhoa4yNKywW0OHPk5goOUnmwIDc3nkkYfKzHvqqcfMnHRclM1113Xk2WefIjDIcr0BAbnMm/cBgUEXbwhpQHFnpT9Q+knmsoKCMhk9+gUAXn11FMEh5rfRYMI/wEjv3r0txiBEXfDMM08RFGTpjniF4pt6AgE/VOrS+0gXIJ+yNyqUdpbivLxcFBBKQEAuDzwwuFIxDhrUv1xn5UUaTTr33NO3UvUIYW/UajU33NAVtdp8jjo6pvDkkw/XclTl3XhjN1Qq809TqFTpNG16da9TqE0vv/wigUGWjwlCw1RotdmA+XfnqTWnmT//gwrbeOKJh9A5mj/+Uauz6NXrerlRSggLbrixNadOxlFQUH1PlEedTaRlyzDUapu+7CuEWSNGDMfZ5eI+JQiINbOUpfkAuXTq1NLiDYTF9V/eKXltdZb2wgtP4eJi6ZpALh07tmDkyKevuMzlN0cLUV/Y9J7rww8/ZPPmzRw5cqRk3tq1a3nsscfo06cPY8eOpXv37mzYsKHMOy4efvhhtFotaWlp6PV6FixYwH333ceZM+aHVtDpdLi7u5eZhBCW3XnnnRRfyLNEwfJFvmsj+VrM0bH05ltHxb+HieLfpKJOZAOgBcDJyUhISEil4ggM9KfsndhlubgU2t37fUT1sfd8bd26BTpdgcVyRycDrVo1KzPP2dmBinJNqy2kffs2ODhYzlknZyONG4cDuRfm6CgeDta51Lzy1Op8WrZsCkDLls0qXNbDw0STJnLXtbjE3vPVnNatm6HVWs7h4hxxovxFemcs3wQExfnoYKE+Z5ycjbRs2bxSMZbdn5en08kFflFeXchXd3d3tNrCCpZQcHLS1lo8lqjV5jvxLlKpDLi5udVSNFenVavmqNV5FsudnApQqSv6LXIJC6v43MDJSVNhudbBhIuLS4XL1EV1IVdFzbvxxjYcPVp9T1cCnI1KxNlZR+PGgdVab10m+Wo7XFx0lD0+t7QvtryPdnAw4uPjU8n6K1entoI6S3N1raj+4tjc3JyvuExl2hKiLrLZDstPP/2UDh068Oijj5aZv2zZMv744w+OHDnCmjVr6N+/Py1atODuu+8uWWbatGl4e3tz22230a1bNz788EN+/vln2rVrZ7atiRMnkpWVVTLFxlq6m0IIAfDXX39Rdii0y6kwfyHv2km+FtPrSx/YGKj491BT/JtUdNFTx8Xh8goKHIiLi6tUHElJKRQ/wWleXp6WmJiYStUl6h57z9djx05iNFrOLX2BjsjI02Xm5ecbqSjXCgu1HDp0tMJ6CwociIqKBlwvzDFQ3KmSX2peeSaTMydOFMdT/F/Ly2ZlqTl7Nspiuah/7D1fzTl27BSFhRXdBe1Kcefj5adEBUBFHRBOmL8xyxXIpyDfgRMnKvcuaIOh4hEprlQu6qe6kK/Z2dkUFlbUIamioKCiTrTaYTJVfMlEUXQ2/57ZyMhTVLRNKyhwQjFV9Fu4EhNjaaSWi3UUVVheaFSTl2e507Suqgu5KmqWn58HzZoFc+RI9b4L91xU8TDWbduGV2u9dZnkq+3IyzNQ9vjc0r7Y8j7aaHQoN2LjRfn5l9dfuToLK6iztPLxl48tJyf/istUpi0h6iKb7LCcO3cuAwYM4NZbb73iDiIhIYFz587RvHnxXcxNmjRh9OjRPPXUU2zYsIGDBw/yzjvvsGfPHkaOHGm2jpkzZ+Lh4VEyhYaGVvs6CVGXZGVlAVoUxcNsuaIEUVhYM08ESL4W+/nnXyk0+l74l4niDg1LnRN6ii++Whrm1YPijhAF0HH+fDrx8RVflLhoxowPSUvzs1DqQGxsLlFRUZWqS9Q99p6vixd/R2KC5U6/pCRXli79qcy8hQt/QF/gb+ET7uzadYCvvlpEYoLlC4dJia6MGjWGxETvC3OigcYUv7sjAEsdogkJnsyd+zkAH330KfFx5rfRoCYp0YF///3XYgyi/rH3fDXnq68Wkphg6e54FcXvxEkEUlBMpfeRxU9KWr75qhHFeWlufixJSa4sW7a8UjGuWrWWwkLzd08XFXnz++//VKoeUb/UhXw1mUxs27YXk8l8jur1fnz77U9my2rTtm17URTzTygpihenT1fvU1E14eOP51d4TBAbo1BY6I6ly0OmoqaMHDmmwja+//5nDHrz5wQmkwebNu1EUerfDRh1IVdFzerRoyUAR46eq9Z6U1OzycrKo00b2x+22lZIvtqOBQsWkZ93cZ+SAJj7LSzNB3AlIiKSggLzI6188cU35OeZO2evuM4DB05YrLO0zz9fRF6epetkxfV89tnCCpc5ePAk+fkVjaQmRN1lcx2W8+bNY/DgwfTp06dSF7l9fHxo0KBBycX1i8OMmExlH6suKiqyOHa7wWAgOzu7zCSEqNjIka+joguK4l1mvqIEoqIVnTpdXyPtSr4WmzHjfQ4eNFFovHiR8wTQFvC8bMlgQAM4gRJO8Zj8pXkBrS983pXz50J58snnKx3H1q1b+evPCLKzAynbieJCTHQYQ4eOqHRdou6x93zNzs5m2rSPSU4Op2zHhQPJSQ15661Z5U4iPvtsAXv2ZGPQ+1KWF5HHPRg5cgyZmZnMnDmPlORwLg7FfLHepMSGTJo0nSNHjvD9d7+TkRFC8Xtmobgz5CzQibJPNmtISw3ji8+XlBwPRUdH89VXP5OeFkrxNuAiRxLiGzJq1Lh6eeFQWGbv+WpORkYGs2d/TkpK+VyDDsA5QE1KssK5cy4YjaXzNhKULhS/z/IiNXl5oeTnuVN2KHYN0ArIIikpkEmTpqPXWx4uvbS3357GkcMqCgvLHk8VFXlz5LCWN96YWtnVFfVIXcnX0aPHcSLSHZOp7PGrweDL/n15zJ0730qRXTJ48CPk5TVCUQLKzFcUHwz6Ntx550ArRVZ5MTExfPnlT6SZPSYIZ+TIcUyZ8h6moq5cfnyhmFqzdesRdu7cWWEbH374CRER+su2o2AyeXEi0o1XXx1fXatjV+pKroqa06NHK1JSskhMyKj2uqOiEmkjT1hWmuSr7fj662/YtSsdfYEfxe+c96P8Dfg55OeFotdf3vHoyamTPjz//EsW61+48Bt27ky9UH/l63zuudGVin/RosXs2plmpv5LsV1pmcq2JURdpKLil5rVqvnz5zNkyBAGDhxIZGRkyfzMzEwKCgpwdXXl7bffZsWKFcTHx9OoUSNmzJhBeHg4rVu3JicnB61Wy9GjR4mPj2fcuHGkpqYyaNAgZs+ezT333MPatWuvGIe7uztZWVl4eHjIDkqICjz55JN88818oIji4UQdMJk0dOhwHUePHq2VGOpzvjo7OzNlyiQGD74HnaOKokI1BQUGnJ11uLg44O7ug15vIDMrlfi4NM6cOc+d/frg4eGCiiIKC6GgwEhOTjpGYxF79hxk3LjJREdX/U7x559/hpEjn8HDwwmTCfbvP8q4cZM5e/ZsDay5sFf2mq+33nor06ZNJiTUDxUqoqMTmTTpHTZv3mJ2eQcHByZPHs8jj9yHk7OGQqPC+vVbmDhxSplhXfr06cO0aZMJDim+uBd9PolJk6ayZcvWkmUefvhBxo9/BR8fV1xdPdHpHNHr83Bz88CkGMlITyc+Po133nmf335bUy6W++4bxOTJY/Dz80BR4OTJ87z22pscOHCgmr8lUdfYa76a07fv7bzzzmSCg31wdHTEycmd/Pwc9IZ84uNSeeON6WzdupU335zIgw/ei6NTcd5u3x6Bl7c7bds0Q62GrCw9c+cuYO/e/bz//ju0a9cCL28PVDiQkZFBZORpJk6cyrZt26oUn4uLC++88yYDBtyJzlGNQa+wZs3fvPXWuzY/1KSwDfacr97e3syYMZW+fW9G66BCX2Dip59WMW3aexgMBmuHB4CXlxd//LGSrl3bo1YXYTJpOH78NHfffb9dvfpg0KCBTJ48Fn//4mOCU6eiGTfujZJjggceeIAvvvgQDw8nVCoFvR7mz/+a8eMnVap+R0fHctvRv/76j8mT3yYjI6MG18x+2HOuiprxzz/TcNBpeevN76u97nGvDSYoyJvu3V6t9rrrA8lX69JqtYwfP5bHH38QZxctbq4+aDRqcnLS0euL+O+/7UyePJWnnx5askyhEf77bzvjx79JSkpKleq/+FlLdU6Y8BbJyclXHb+5eiqzjBD1kU11WFq603/YsGEsXrwYJycnVq1aRefOnfHy8iI+Pp5///2XN998s8yJQrNmzXjvvfe46aabcHNz49SpU8yZM4fvv6/cAYDslISwH5KvQtgPyVch7IfkqxD2Q/JVCPsguSpKU6vVpKUv5ccfN7F0yX/VXv+DD93Ek0/ehof7g9Ved30g+SqEENZR0ZvVa51KVfE77woKCujXr98V6zl16hQPPPBAdYUlhBBCCCGEEEIIIYQQ1aJ16zA8PFw4drRm3oUbfT4ZNzcnwsL8iImp+GkzIYQQwlbY3DsshRBCCCGEEEIIIYQQoq667roWmEwmIiNrZmjp8+eLh5Rs1SqsRuoXQgghaoJ0WAohhBBCCCGEEEIIIUQtue66FkSdTSI/v2be15uQkI5eb6R16wY1Ur8QQghRE6TDUgghhBBCCCGEEEIIIWrJdde3qLGnKwFMJoWYmFRatAipsTaEEEKI6iYdlkIIIYQQQgghhBBCCFELnJx0tGvXkOPHa67DEiAmJoUWLUJrtA0hhBCiOkmHpRDimj344IMsXLiQ3r17WzuUesvJyYnGjRvj5eVlcRk/Pz8aNWqEg4MDnp6e9O7dm9tuuw13d3cAAgMDadiwIRqNxmIdISEhNGjQAJVKVd2rIES9pVarCQ8Pp0uXLoSGXrqgcDFnQ0ND6dWrF4GBgeU+q9VqadiwIQEBAeXKXFxcaNy4MR4eHjUavxC2wsnJiUaNGuHp6XnFZSuzz6uIj48PjRo1QqfTlcxzc3OjcePGuLm5lVn2Yi4HBweX7Ieryt3dncaNG+Pi4nJV8QohbEP37t3p3r27xXJ/f38aNWqEVqs1W36lbYGjoyONGjXC29v7qmPs0KEDPXv2tBiDEOLadezYGAcHLcePR9doOzExKbRoKR2W4tqVPs6uyjF3bcRTmfnXUmd11n+l63ZCCJAjUCHEVfv22295/PH7gDwgn2HDBgCOjBz5Op9//rmVo6sf3NzcWLBgLjfe2BWdzkBRkZZz51J47rmXOXr0KAA33XQjH300k+Bgd3Q68PQMw8HBiYu/m6J4YjSaSEuPRlGM5Oc58OOPq3jzzakoigLAE08MYeLEMXh6qkClkJuj4X//+5Y5cz6y3soLYedUKhVvvTWJkSOfwcvbHZUqB8UE6Rkq8vNycXYuwtfXHbXaA0UpwmQqJC2tgDvvvI9Dhw7x3nvvMnjwXTg7GzEpGpKT8hk/fgp79+7nq6/m07lzK3Q6I4WFDpw8Gcszz4zi7Nmz1l5tIaqdh4cHCxbMo0ePjjg6Giks0nL2TBLPP/8yx48fL7PsXXf1Z8aMN/Hzc0KlLiI/z4Fly37ljTfexmQyXbGtrl27Mn/+HELDvNCoCykocGDHjgP4+HjSunUjHHRGjAYHjhw5w5dffsvkyWNoEB6Al6cvarUevT6XpCQ9f/yxnldffR2j0Vhhew0bNuSrrz6lRcsGOGiNGIwOROyP5JlnRpKSknJN35sQovb8+OO3DBp0NxptNgBFhW6sWLGGxx4bBkDv3rfwwQfTCQx0Ra0uJD/fgd9+W8e4cRMpLCykUaNGxduCFmFoL2wL9u87zrPPjiIlJQVXV1c+//wTbr65O46OxecE58+n8sILYzh48GClYpw9eyajRj2D1iEfKMJU5M6WLbvp2/fuSm0fhRCV1717cwwGI2fOJNZoO9HRyTRo4IeTk46Cgpp5V6ao2zw9PVmwYB7X9+iAk6MJd48QNGqF7OwECvRw9kwSzz33EpGRkbUSj4eHB//73zx69OiETmcoOe4fO3Yy48aNLjff3PmAuTqvdC5RlfONytQfdTaZ55576YqfFaI+UgGKtYOwNe7u7mRlZeHh4UF2dra1wxHCJn355Zc8/fSDoNoNFJTMVxR3VHTl4Yef4ueff67xOOpzvjo5ObF9+wbatTOi0WaVKtERGxNKv34P4+/vx5Il8wkKPg8UlVrGH2gAxF34/yPApQsRebm+/PVXFPffP4Rx415hwoQn8fGNo/QuIysrgCU/7ODFF1+uwbUUdUl9zldzfvhhEfc/0BudLh84fWGuLxAOHKRszgYAocAxjIbObN+xn+7dnXF2Ti+1jJrkpHD0ekfCGsQCOaXKnDgXFUTv3vdw7ty5GlwrUVfYS766uLiwffsG2rQtQKMpHaeOmOhQ+va9v+QCyiOPPMQnn7yBf0A0ZfZ5eb6s+zua++57uMK2unfvzspViwgJiQYKS9pRlC6oVAcpvhGoJDKKCjuj0Z4Bgrg8p/V6b3Zsz6FPn/4lNwddrkGDBmza9AcNGyVQ+lgL3Ig87kHPnreRkZFRYcyifrCXfK2vtm37l+uvD0alPllmvmJqwdat0cycOZuFi+YQGBhN6e1EQYE3WzZn8PTTL1jcFhw/5sGtt97F77+voGPHosvOCRyIjW3APXcP4cCBAxXGuHjxlzz2eF/U6sOUPt5XlAaci9LRpEmbq15/cYnkqrho0Tev0L17c0a+WLM3erdtG86n81+gQ/tRHD4s5wBVIfla+jg7H40mH+gCnAAySy1VfMx9++2DOXHiRC3GU/pc1xmjoQtqzcErng9YrtPyuUR0dLTFZaKjQ7njGuuvrc5eIeyFDAkrhLgqTz/9CKj2UPakGVSqbBQOsXTpQusEVo+MGPEsrduoLrswAWAgNCyGBQs+Zt689wkKPkfZjg+AZCAdaAocovSFWwAX11RuvrklN954I6NGP4WPbyyX39/i4ZHEwIG3EB4eXp2rJUS90LZtW26/vSs6nQOXOisBmgAHKJ+zSUAW4IaD7iA33tjxss5KABP+AecIC/OmbGclQAENGyUxb96c6lwNIaxu9OgXadVauewCAICBsAZxfPFF8UgAarWad9+dhH/AOcrt81xSuemmZnTr1q3Ctr744kNCQs5zqbMSoCkq1VHKdlYC5KHRHqJ4P1s+px0d0+ncxZe77rrLYntz586mYaMkLj/Wghyat8jjzTcnVBivEML6WrduTffurcp1VgKo1Cfo2bMdc+fOJjCw/PG6k1M63boH8uOPiyvcFvzww0LattWaOScwEhoazRdffFxhjG5ubjz66H2o1Ye4/HhfpYomPNyFe+65pzKrK4SopO7dm3PyRFyNtxMTkwpA8+YhNd6WqHteeWUUrVqbLnQONgDOU7azEi4/5q5JL7008sJx/+XnuoE46E5ZPB/4/HPLsV2q0/K5REXnGw2usO6jR79whfo/tvhZIeor6bAUQlRZWFgYYADyzZarVKmo1TJsUE0bOvQRdLpUC6VGmjQNJSBQy+UXZi8pexf35fz8M5g9expBQeZ/Z4DgkBxeeOGZyoYshLjglVdexD/AEYgpNded4k5JSzl7nuKnLHPRaCwto4AqBfAyU5ZHhw4trvqdfULYosceux8HB0tDo+pp0jQENzc3brrpJvz9LQ+/6uuXzmuvvWSxPCwsjKBgV8rvN10pzltzTEAGlnLawyOVMWNeNFumVqvp3LkN5TtCL5ZncPfdt1uMVwhhG95/fwZqjeWnmtSaizcamX/S2ssrlc6dW2NpW6DRZHDjjd1xdLK0HTQSFuaJn5+fxRjGjh2LRmu540StiWL27HcslgshqsbV1YlWrcKIjIy58sLXKDMzl+zsPFq0kPdYiqp75JHBODhcvObkB1gawlhP02ahuLq61mg8Q4ZYOu6/Umwh5d4xf6nOwVc8l3jiiYcqdb5hvv4HrvDZINzd3S2UC1E/SYelEKLKevbsSXGHZUUKr1AurpVOp6GiUb0dtCqcHCvqOL7Sb1SAf4AfOl1FyxUQGhp8hXqEEJcLCQmieGT+0k9L6Cj/9ERpRi69frwQy4dxBRfqKk+jKcLZ2blKsQphyxwcKj6d0WqMeHoWX6x3NX8d4QI9gYEBFkt9fX1xcDDX4VnR2zV0WOpkKGbEw8N8UE5OTqg1lm8qAtBq5VROCFsXFhaESmV5365SFaDVWiwGTKg1FR+zq1QmKtoWaR0K8fb2tljeqFE4KpXlGxShAG9vrwpjEEJUXufOTVCr1Zw4EVsr7cXEpNK8uZyzi6ore5xd8RvlNJpCPDw8ajGe0iqOTasxWoztSsfTWo0RR8cKd9Ql5xvmXPlcpea/NyHsjZzlCiGq7NdffwUquuCtBhxqKZr6KzU1k4q+5/z8IrKzK/odXCjuMDHPZPJg/75DZGVarsOgd2X37iC/SnwAAQAASURBVP1XDlYIUcaePfsxmUxA6RObXKCikxU3Lj3ZrsPyk5ieF+oqT6/XkJNz+RA6Qtiv9PQcLnXkl6fXO5CUlMTx48dJTa1on+fOvn2W3/EWFRVFfp6jmZKKTqdyAZ8Kyl05deqs2ZK8vDwMesvxgpqcnIpucBBC2ILt2/egKF4WyxXFi/yCim4wdMagr2g7o8ZgULB0oxKAvkBHbKzljpFNm7agmCx3aCqKJ0eP1ex7yYSoT7p2bUZBgYGoqKRaaS8uNpXmzeUJS1F1GRk5wMXReZRS/1+eQa8lJcXSk4TVIz09G/PH/YqF+cX0eh3Jyclmy4rXseLPpqRkXGGZ4vONq6vfwWJsQtRX0mEphKgyvV6PSdGgKP5myxWlIXl58oRlTZs582MyMsz/BkWF7mzevJvIyFiKOybNaUrxgZ35CxwJCd68/PJYkpJ0mD8wVZGY6M7ChYurHrwQ9dzcuZ8TH18EhHDpcKyA4pMZSzeENAXOoSiB6Ass3UXqhKnIHXMdlgaDN6tXr722wIWwMbNnzyUz0/y+sLDQg//+24nRaOTo0aPExlh++jgxwZs5cz6x2E5mZiYHDpzEZLp8qKtkiodqNseX4huLzOd0UqIv7777vsU2V6z4Hb3efCdCbo4fn332tcXPCiFsw+uvT6SosAHmL72oKSoM4/ChU4CT2c8nJviybNmvGAzmb37IzfHnyy+/Iz3NwjlBkRu7dx8mL8/y096LFi26UL/5mxRNRc149pmRFj8vhKiaLl2bcfp0PEVFtfManZiYVJq3kHdYiqorPs6+OAJJLNDI7HKFhZ78++92jEbLr1+ovnjM7e9iUBRLsXmwcaPl2K58LrGDWbM+IdPCtbfS5xvmXOmzmzbtwmC40gh2QtQv0mEphLgqXbvchIp2KEoYlzYlWhSlGSoa4eZW0RMFojqsXbuWlb/sIiMjhEsXGFQY9H4cPqxjxIiXGDLkKU5EelNoLP17OALtgBzgENAJRSld7kxSYkOmvv0h8fHxPPbYs0SfD6fsk2CuxMc15KWXJpKba/5JLiGEZampqUyeNIP0tBygC8XvrwQ4BnREUUq/a+pizmahKL6kpwXz5pszSU4Kp/QFzqIib86cDuCff7aTnRXEpRsN1OTnB7B3j4FJk6bU+LoJUZtWrlzNb79GkJkRwqW7l1Xo9f4cOqhl1KgxJcs+9NBQos4GU1TkVaqG4n3etGnziIuz/A43gGHDnuf4MXeMRt9Sc+MxGsIwGkp3SKjJyw0iL7cBhYVngPZA6QsVjqSkNOCzz37k6NGjFtt7882p7NldQH5eQKm6NWRnB7Fhwzm+/HJhhfEKIawvJyeHiROnUVTUnUv7egB3igq789prU3nooaGcOulPUVHp43EnkpPD+fjjxbz44svs2Z1Pfv5l24KsINavP8u4ceNZtmwL6emhlDknMPhx9IgLTz9t/l25pT300HCKCrtf9jSoC6airnz99Y+cPn366r8EIUQZ3bo14+SJio85qlNsbCpBQd64upq/MUIIS375ZdWF4+xgIJXi89JmlDnmLvDnQISa0aPH1ng8Fo/7CxTS09zIzCx/PnDwgLbC2CpzLrFq1Wp++838MgcPaMqcb1xu9epf+fXX/RbrHzny1av7MoSow1RcaaDnesjd3Z2srCw8PDzIzs62djhC2KymTZty6NBenJzUQBGgIT09D1/foFqLQfIV+vW7k0mTxuDr64XBUMjixT/yxRdfUlBQPFSch4cHr7wyigceuBetVo2DgzNBQSG4uDgAReTlGdm79wC+vh6oVHDmTDRvvjmNAwcuDY0XGhrKm29O4KabrkOlgoMHjzNlynROnJDhoUTlSb6W17ZtWz74YCbXX98FJycdubl5bNy4jdjYePr0uYmQkCA8PDwpMhVhNBr57tvlvPzyqxiNRrp27cq7704mPDwERVGxZs1fzJ79MWlpaTzwwGDGjBmJp6cbBQUGFiz4hkWLvq3xu15F3WFv+Xr33XczYcIr+Ph4YDAUsnDhD/zvf1+j1+vLLOfn58frr4+hf/8+qFRw9mw0b745nYiIiEq14+rqyqhRLzBkyP1otSoSE9OYPv0DgoODeOml53B1dSI3t4B5875kzZrfefnlkTzwwEACAvxwcnIiJSWJU6fO8dZbM9ixY8cV29NqtQwb9iQjRgzH2VlHdnYeH3wwn+XLV6AochonitlbvtZHvXr1YuHC+YSGBoIKYqITGT78BbZs2QKAl5cXY8e+zMCB/dFoIDo6kbfems6uXbuA8tuCrKxcPvzwszLbgjvu6MvkyWPx8/PCYCji++9/5rPPFpCfX9H7KS9p164d3333Fa1aNQEU0tKyePHFcaxevbpGvpP6SHJVuLg4kpW9jA/mrOSPP/bUSptt2oQz/7MX6NhhNIcORdVKm3WB5Osl99xzDxMmvIy3tweOjm6oVCb0+jz0+kK+/voHvvyy/DF3bcVT+ri/b9++ZudXJrbKnEtU9nyjMvUvWrSEBQu+qtXvTQh7IR2WZshOSQj7IfkqhP2QfBXCfki+CmE/JF+FsA+Sq6Jnz1Zs3TabZ5+Zy6lT8bXSpqenK6tWv8H9g2ewcuX2WmmzLpB8FUII65AhYYUQQgghhBBCCCGEEKIGdenSFIPBSFRUUq21mZmZS3Z2Ps2aBddam0IIIcTVkg5LIYQQQgghhBBCCCGEqEFdujTlzOkECguLarXduLhUmjaVDkshhBC2TzoshRBCCCGEEEIIIYQQogZ16dqMU6drZyjY0uLj0uQJSyGEEHZBOiyFEEIIIYQQQgghhBCihuh0Wtq0acDJE3G13nZsXBpNpcNSCCGEHZAOSyGEEEIIIYQQQgghhKgh7do1xMFBy8lTtd9hGReXSliYHw4O2lpvWwghhKgK2VMJIa7ZnDlzaNeuHevXr2f27NnWDqfe69y5M35+fpw6dYqzZ8+aXcbV1ZXrrrsOgF27dpGbm1tS1qBBA1q1akV6ejp79+5FURSCg4Np164d2dnZ7Nq1C5PJVCvrIkRdolaruf7663Fzc+PQoUMkJCQAEBgYSIcOHcjJyWHXrl0UFdXeO226du2Kr68vkZGRnDt37qrr8fLyomvXrhiNRnbs2IHBYKjGKIW4dn5+fnTq1In8/Hx27txJYWHhNdfZunVrGjRoQHR0NMeOHStTplarue6663B3dy+T77WtdByHDx8mPr72h6ETQlSORqPhuuuuw83NjYMHD5KYmFjlOnr27Mktt9xCTEwM33//fbly2V8LYT2dOzelqMjEmdO1f0wQH5eGRqOmUaMATp6s/Q5TYT8aN25Ms2bNSE5OJiIiosbqT0lJYf/+/dVev621W1E8zZs3Jzk52SbiEcKW2FSH5YQJExg8eDCtWrUiPz+fbdu2MX78eE6cOFGyzKJFixg2bFiZz+3YsYOePXuWmdejRw+mT5/O9ddfj9FoJCIigv79+1NQUFAbqyJEvbBs2VIeeOBuIBmFHO64YxSzZr3JxInTmTVrlrXDq3fuvLMvH300Ez9/BRcXE5mZWs6fy+SRR4aXdESo1WrmzfuQu+7qja9v8QWK1FQdv//+LzNnzmHJkoU0beaPl1chBfmQkeFITk4+vn6OeHsb0eshLVXHtGkfsHjxd9ZcXSHsyrPPPsX48S/h42NEp1NIT9dy/HgcoNCyVRg+3kb0BkhP0zFnzny++OLLGo1nwIB7eP/9d/D1K8LZWSEzQ8PZs+k8/PBQYmNjK12Po6MjCxd+zk03dcHHR09RkYq0NEe++245U6a8W4NrIETluLm58f33X9OlSwt8fIwYjZCW5sj8+V/z4Ydzr6rOTp068c03nxMU5IC7u4nsbDWJiUaGDn2BiIgInnlmOBMmvFwm348cieaRR4aSkZFRvStYgeHDn2TSpDH4+BpwdIT0dAeOHY3mkUeGkZaWVmtxCCGu7IUXnmPs2BdLthtp6Q4cPhTFo48OIzMz84qf79KlCxs2rMHVrRC1Oh1Fcearrz7mo48+Y+LEt3B0dGTRogXceGMnfHwNFBUVH9N/++3PvP329FpYQyFEp06NOX8+Gb3eWOttx8UV7/ebNg2WDkthVqNGjVi6dCENG3ri4VlIXp6alGQVL788nnXr1ldb/eENPfEsVf8rr0zg77//qYY1MK9hw4b8+OOicu2OGTOJP//8u8barVw8ReTlqawajxC2SAUo1g7iorVr1/Ljjz+ye/dutFot06dPp3379rRp04a8vDyguMMyMDCQ4cOHl3zOYDCQnp5e8u8ePXrw559/MnPmTH777TcMBgMdO3Ys+f8rcXd3JysrCw8PD7Kzs6t/RYWoAz79dB4vvvgIqHYBpZ+204FyPY8//iJLliyp8TgkX4vdfPNNLFv2BYFB5yj7ezhy9kwQ1113K6mpqfzwwyIGDmqBi0vZC5V5eT4UFTbB3eMIkF+qRAV0AGKBlJK5qSkNGDPmfb77ruZ/Y1F31Nd8ffrpYcya9TI+vjGl5qpAuQ6Fo6hUZb+LtNQwJk+ez4IFX9VIPHfe2ZfFiz8kIPAcZQ8DnTl10o/u3W+p1MVRgHXr1nBzLw90urLLZ2UF8OX//uG11yZXX+CiVtWFfFWpVOzYsZEuXRQ02rLrkJEewsyZ3zN79kdVqrNZs2b8++9qQsPOA6Wf0tQSGxPO/PmLGTv2UXz9Ysp8zmRy5fAhF7p3vxmjseYvVD755ON88ME4fP2iL4vDhaNH3OjW7WZ5sqoOqQv5Wp+NGPEs06a9eNlxAhQVuXL4kBPdu/eq8KnwsLAwTp8+gINuP5cfx5tMnZny1jz69OnFTTe54XDZ/jozM4AFX/zNhAlvVuMaCUskV+u3LVvfJy9Xz/TpP9V622q1ij//eocxr37F/Pm/13r79qg+5aufnx87d26gcZMEQF+qRE1iQkMefPB5tmzZWmP1P/TQCDZv3nLV9Vvi6+vLzp3/0qRpIlD6ASY1iYkNefihF9m0aVO1t1txPBto0jSpfDwJ4Tz88MhajUcIW2VT77Ds378/ixcv5ujRoxw8eJDhw4fTsGFDunbtWmY5vV5PYmJiyVS6sxLgo48+Yu7cucyaNYujR49y6tQpVqxYISflQlSjF14YCqq9lO0cAzCA6gALF863Rlj11gcfTCcwKJryv4ee8IaZTJw4jvDwcHr37liusxLAxSUNN3cj5e9hUYBDQOMyc339onnjjXHVtwJC1FFqtZoJE14pdxESgkAVX66zEsDHN4Zx40ahVtfMYdqsWVMJCDxP+XzPp1HjXF55ZVSl6unWrRudOgWX66wE8PBI4sEH78bd3f3aAxbiKvXv35+WLZ3LdVYCeHnH8cILw3BwcKhSnR98MIPQsHjKdlYCFBIaFs/kyWPKdVYCqNW5NGsODz/8UJXauxoqlYo33hhbrrOyOI48mjZTeOyxITUehxDiytRqNePGjTRznAAaTS7NmmkYPPi+CutYvPhLtA4nKdtZCaCgVkfwxpvj6NAhoFxnJYCnZxKPPDIANze3a1gLIcSVqFQqOnRozCkrvL8SwGRSiI9Pp2nTYKu0L2zbxInjaNgok7KdiQAmAoOimTNnmk3Xf+V2Lx9t0URg4HnmzKndEYEmTBhLw0ZZ5uMJiq71eISwVTbVYXk5T09PgHJDFvXu3ZvExEQiIyP53//+h7+/f0mZv78/PXr0ICkpia1bt5KQkMDGjRu58cYbLbaj0+lwd3cvMwkhLAsKCkKl0gOWnhDIQqdT1Ujbkq/leXp6EhzsQfmLp8U0mgz69evDsGGPExxieVhslSoGMHcCYwLyAKcyc729i2jfvv3Vhi3qAcnX4iHavLzN3TAVRPGTy+b5+Bjp3r17tccTFBSEn78j5W9uKKbVpjF48N2VqmvkyGfx9bP8JGZwiIG7765cXcL66mK+jhr1DB6eloc+9fM3cPPNN1epzvbtW1C+U+CifJydLZ9eubikMmLEsCq1dzU6dOiAl5flp7GcnVN59tknajwOUXPqYr7WV9dddx3ePpZvrHZ1S+XFF5+usI6ePbuiUiVbKDWhc8jH18/y++eDgw3079+/MuGKKpJcFRc1bRqEm5sTJ63UYQnF77Fs1DjQau3buvqcr/369UGtzrBQWkhoqFfJNfqrceedt1ZYf0iI5zXVb0m/fn3QaCy1W0RwsAdeXl7V3q4l/fvfVnE8IbUbjxC2yqY7LD/88EM2b97MkSNHSuatXbuWxx57jD59+jB27Fi6d+/Ohg0b0Ol0ADRp0gSAt99+my+//JJ+/fqxb98+1q9fT7Nmzcy2M3HiRLKyskqmqry7SYj6KCAgAEudY5cU1Ujbkq/lOTs7o1JV/Huo1eDp6Y7lTmYulGkqKCv72mOt1oSrq2sVIhX1jeQruLi4oHMwN/q+moq2kw46Ey4uLjUSj1pd8fZZra7cDSceHm5UtC9wcFDw8vKoSnjCiupivrq5uVLR36ijTqnyfuxKDz6rVJY7BcCEo6OuSu1dDRcXF7QOFcfh4KCtoFzYurqYr/WV5eOEi4pwdnaqoPxK2x1AZaT4NQ/mOehMeHjUnwvztUlyVVzUqVPxtcrTpxKsFkN8fBpNmwZZrX1bV5/z9YrHt+oinJ2da65+VeE11X/V7aprpl1LrhSPWlVYI9cAhLA3Ntth+emnn9KhQwceffTRMvOXLVvGH3/8wZEjR1izZg39+/enRYsWJXfwXxw+bcGCBXzzzTdEREQwZswYIiMjeeqpp8y2NXPmTDw8PEqm0NDQml05IezcwYMHgYou8GlRlKoNsVZZkq/lJSUlUVBQ0fetIz4+hfXrN5GZWdHBmB9g6WkpD4qfsrwkO9uJY8eOVS1YUa9IvsKRI0fIyDTXQZENeFn8XEaGI4cPH672eKKjoynId6xgCSfOnavcyfk//2xCX2D5AmdSkoatW7dXMUJhLXUxX//9dwuFhV4Wy5NTtERERFSpzszMAiyfQqkpLKyoI9CT3bur1t7VOHbsGNlZFeW5BxER1b99EbWnLuZrfXXo0CHS0y3fyGAyebJt264K68jIyAMsH+MrJk/0esudmkmJWrZv33HFWEXVSa6Kizp1akJiYgaZmblWiyEuPo3GjaXD0pL6nK/x8cmA5X1RQb6WpKSka6g/peL6CxyuqX5L4uKutF46EhMTq71dS2JjkwDLx+j5+Q61Go8QtsomOyznzp3LgAEDuPXWW694R0tCQgLnzp2jefPmAMTHxwNw9OjRMssdO3aM8PBws3UYDAays7PLTEKIiqWkZKIo5nMKpQX//ruzRtqVfC3PZDLx88+/kp/vY7Y8NSWQKVNmsnbtnyTEawFznZsOFBUGA+aGk/IHcig9hGRhoTu7dh0iM9PycJBCSL5CamoqEftPUlR4ecfeeaAZ5p54KCpyI2L/SZKTLQ3vdvWMRiO//74efYG32fLkpADeemtGper65ptvSUhwx/yT2c6ci8rl0KFDVx+sqFV1MV8/+WQ+CQnemMszk8mF48fiiI4u/57Hinz00WdkZQaYLcvKDODQoUgz+V4sLs6HmTPnVKm9q5GRkcHu3UcotBBHfJwv06fPrvE4RM2pi/laXyUnJ3PgwGmKisy9Q1JFfLwP77//UYV1jBkzGZOppdkyRQng+PGzJCa4Yv7yjzNnz2aVu34iqofkqrioU6fGnDljvacroXhIWDc3J/z9q3/ozbqgPufrW2/NJDXF/HDB+Xk+LFv2KybTFZ7mr8CUKTVb/1W1m+/D8uU1025F8aSkmD+PyM/3YcWKNRQV1cxodULYE5vrsJw3bx6DBw+mT58+REVFXXF5Hx8fGjRoUNJRGRUVRWxsLC1blj1gb9GiBefOnauJkIWol0JCGmMqagxKay7dIeQKSmdycty4/fa+1gyv3nnjjals/DeR9PRgLt1B5kZiQkM+/ngpW7ZsQVEUBg16lDOnQzDofSm+gKvCoPflzOkQZs78hIT4RhQ/TQngQF5eAwz6ZphM8RfmacnKCmTfXhg69LnaXUkh7NRjjz3F/v1qsrMDuDi0ssnkSFpqAelprTGZvC4sqSUnO4ADEQ489pj5USGqw6uvvs6WLRlkZARxaXvhTkJ8Q2bN+pp9+/ZVqp78/HyGDHmG6PPhFBZevGFCTX6+P8ePeXPffY9W+HkhalpaWhrPPzeW2JhGmIq8LszVkJsbwJHDbjz4YNXf4/jNN9+ybNkuUpJDufREkzMpKWEsX76b3r3vNJPvnsTFNmbsmKlV7iC9Wk8++Sz79kJ2VmDZOOIa8/rr0yp1niWEqB1DhgznQIQDOdkBXLwJyGTyIja2ES+/9EbJtQ5Lli5dyq+rt2Iq6krp43jF1IyM9DCuu64Xjz32HNHnG5bZX+flyf5aiNrSqXNTTp+qOJdrWnx88Xu9mzSRpyxFWVu2bOGTT34kMSEcuHgDjSPp6cH8+28Cb7zxdjXV37BU/boL9Sdec/2WbN26lY8/Xmq23f82JjF5cs20a8m2bdv4+KMlF+K5eGOhjowL8UyaNKVW4xHCVqmAil6YUKvmz5/PkCFDGDhwIJGRkSXzMzMzKSgowNXVlbfffpsVK1YQHx9Po0aNmDFjBuHh4bRu3ZqcnBwAXn75ZaZOncrTTz9NREQEQ4cOZdy4cbRr144zZ85cMQ53d3eysrLw8PCoV3fUCHE1Fi9ezGOPDUKtVlFYaGLWrHm8+eabtda+5GtZvXr1Yvz4l/Hz8+XYsRPMmDGHEydOlFnG1dWVZ599ioceGgTAsmWr+PLLheTm5tKoUSMmThxLx47tyMjI4qOP5nPkyFHGj3+V7t27kJOTy9y5C1iz5vdavRNN1A31OV/VajUDBw5g1KhncXV1YceOPbz//kcoisJrr73CDTdcR15ePvPnf8mqVb/Wyp2Vt912G+PGjcLHx5vDh48xY8YcTp8+XeV6vL29eemlF+nX7zYKC4tYtOgHfvhhKXq9vgaiFrWlLuWrv78/Y8e+xC233IRer2fBgkX8/PMKCguv9D5uyzp37szkyeNo0CCU6OhYZsz4oKSzX61WM2DAvYwe/VyZfI+Li6uuVaoUtVrNvffew+jRz+Hm5squXfuYNevDevVOpvqiLuVrfaXRaBg0aAAjRz6Li4sz27btYvbsj6/YWVla7969+eKLjwgNDSa/QM+c2Z/y/vuXnqb29vbm5ZdHcuedfTAajSxatJQffliCwWCoiVUSZkiu1k9+fh4kJf/A1LeXsHGj9UYfcXFx5Pc/3ubxx+awZMl/VovDXtTHfG3RogWTJ79Gq1bNSU5O5f33P2HTpk3VWv+kSeNo3bpFjdRvSfPmzZk8eRytW7ckJSWVWbNqp90rxdOqVQvS0tKZNesT/vtPclKIi2yqw1JRzIcybNgwFi9ejJOTE6tWraJz5854eXkRHx/Pv//+y5tvvklMTEyZz4wfP56RI0fi4+PDgQMHeP3119m6dWul4qiPOyUh7JXkqxD2Q/JVCPsh+SqE/ZB8FcI+SK7WT7fd1pF1/0zjicc/ICYmxaqxrFw5mQ8+WMn06cusGoc9kHwVQgjr0Fo7gNJUqvLvlymtoKCAfv36VaquWbNmMWvWrOoISwghhBBCCCGEEEIIIaqkY8fG5OfriYtLtXYoxMWn0bix+Xf6CSGEELbA5t5hKYQQQgghhBBCCCGEEPauY6cmnDmTgMlk/QHuEhMyaNxY3mEphBDCdkmHpRBCCCGEEEIIIYQQQlSzTp0ac+Z0grXDAIqfsGzSVDoshRBC2C7psBRCCCGEEEIIIYQQQohqpNNpadUqjNM20mEZH5dGWJgfWq3G2qEIIYQQZkmHpRBCCCGEEEIIIYQQQlSjVq3CcHDQcvp0vLVDASA+IQ2NRk14uL+1QxFCCCHM0lo7AHt14403MvLll9BoNCz835f89ddf1g5JCKto2rQp69b9hZ+/J1FnY+nR4wby8vKsHVa9duutt9K9e2eSklJYsWIl2dnZJWXt27fntddexdPLk6iz0cTHx3LixCl++20NRqOxUvU7OzvzxBOP0/eO20hNy+Tbbxbj6+dH85YtOXf2LL/9+isGg6GmVk8Iu9OtWzduvfUWwsLCyMxM5/jxk6xatbratpWNGzfm3nvvQqVS8/vvazl16hQAzZs3p9/dd1FUVMQfv60hKiqq0nU6ODhw9z1306R5c86cPMnva36v9DbiagUGBnLffQNxc3Pln3/+JSIiAgcHB+699x6aN2/KiROnWFMLcYi6ofTfTmTkSdas+Z3CwsKrqqtRo0YMGHAPbdq0Jjs7i4iIQ6xcuarSOdyjRw9uvvkGMjIyWbFiJWlpaVcVx9Xo1KkTt/TpQ15uLr+uWkViYmKZcmdnZwYMGkRIaChHDx9m3d9/YzKZrlivSqWiT58+dOvWibi4RH75ZSW5ubk1tRpCXLPQ0FAGDRqAo6OOv/76hyNHjlR7G6VzffnyX0hPTy9T3qdPH14cOQKAT+d9xsaNG8uU+/j4MGjwfXh6ebFt8xZ27txZpfZVKhW33nor3bp1IiEhmV9+WUlOTs41rdPlXF1dGTz4PkJCAtmzJ4INGzagKNZ/L58Qtqpjx8YAnDljG09YJsQXb5caNw60mZiE/VKr1fTt25eOHdsSExPPypWryM/PR61Wc3vfvrRt356E+HhysrJo3bp5mWUs1RMXl0BmVg7NWrQgPi6O1StXllv+WmKraSqVijvuuKPW2xWiLlEBcnR5GXd3d7KysvDw8ChzoR/Aw8OD3YcOUuTmzLGsNEyKQksPb9yL4Oau3YmJibFS1ELUvri4KIKCPFE4h0qVh6J4oCKcbdv2cdNNvWslhorytb5p164dP//8LYGBRXh5GzEaNMQnOPHVl0v5+ONP2bNnM02b+aDR5AIBKEo8KlUWBQWOJMTrGDfuLX75ZVWFbYwaNYLpM97A1TUZtTofY5EXJiWELL2aXanxYCwkuFDF+1PfYdnSH2tlvYX9qG/5GhYWxurVP9G4iTdeXgEoSiIqVSZFhY7Exjrw0UcL+OST+Vddv7OzM8uX/0Cnzo0IDjYACgkJjhw/lkBeoQb38FCSHdWogAC9idhjJxj26BAKCgoqrPfegQN4e9Z7xGtN5KrA1QRBhSrenTSZ1StXXXW8lqjVahYu/ILbbutOcLAetcZEcrKOzAwHHB0d8PXNxsW1kNxcLclJzowZ8warVv1a7XGIsuw5XwcPHsScOe8QEJBf5m/n1Vcns3r1b5Wux8nJiZ9//p7re7TCzy+H4tOmYExFTsTGpvDRR1/w8cefWvx848aNWbVqKaGhWnx8DRQWqkmId+aXX/7mlVdeu/YVrUBgYCBLflkOft6kOqjQoiLQYOLglu2MfO55TCYTz73wAs+9PJo4rUK+GjyKFPwMCi89+zzbt22zWHenTp348cdFBAYa8fQqxGDQkJDgzOefLWbWrA9qdL2EefacrzXNwcGB779fyI03tiMouAC1GpISdZw6lc6AAQ9Vyw0EF3M9JFSDr6+RwkIN8fGOrPxlHa+88hoBAQEcPLwHL2/QaeMAMBhDSE9XaN+2KykpKbz/8Ufc3O8OEhxUGFUKPkYFx6xcHn/gIc6dO3fFGIrzciGBgYUX8lJNYoILn3/+Le+9N+ea1xFg/PixvPDiUIKC8tHpisjM0JKYqOWRR54iIiKiWtqo6yRX65/Zs5/ikUd78fhj1ZOH10qjUfPX3+/ywoj5fPXV39YOx6ZJvlasZ88eLF78BQEBBjw8C9HrNSQmOLN8xVpuufMuUnQqHFydud7fGyd1AhpNBvoCDYmJzsyZ8zmffvp52XoCDXh4FGIyOWMoCuNYZgExmVmEFMJXc+ez4LPPKh1bjx7X8+23C0rqvNjuhx9+wdy5la+nqq6//nq++658u9d63i9EfSMdlmZUtFOKPH+OA4U5ROdmlZnv7+TCrd7BNPALqM1QhbCa/ft30rFjCKgiLitRg3I9c+d+zyuvvFLjcchBZDF/f392795AeMNYoOzTRxnpIRQUeBEYFItKBdAEiKDs5l9FYmJDBg18xuLd3Pfffx/ffjsLZ5fIy0o05Bq7kaF3ZMW5Y5gUhZ7O3ox/+nk2/fdfda2iqAPqU77qdDoOHtzxf/buO7qp8g3g+Dc73YsOoJO9NwjIEheooAgqTkTFCbj33vOnAoJbGYpbcCAKKCCy957de6+0TdKM3x/FSmlSOtKmpc/nnJ5Tcu993+eWPLk391106VoCdAZ2AdYq++TmhjNr5qt8/fW39arj99+XM/b8QNTqwiqv22z+5Bi78WXciSqvt9V5oj4cz9WXX+G0zEGDBjH/6y/ZVJaP7ZTPCCUKhnv4M/O6m9i+bVu94nXmww/ncf0NA/D0PP2hsSfQC9jOf59XCjIzopgwYTo7duxwaRyiqpaar0OHDmXZ8o8JDU2k2nUuI4rLLruZnTt31qqsFSt+5IILg9FoCk7b4gd0JC83i1mzXuOrr76pdqynpyd7926mY6dMwFRlW1FRMO/NW8lTTz1fhzOrPZVKxYbt2zjkpaDQXLXuaK0XyX9uYP2ff3L/ay+z3VhQZbtaoWSEzo/JF45zOCq7bdu2bNmyiojIFKDqiNW8vPY8/NAcPv98kYvPSJxJS83XpvDVV4u44oqO6PT5p23xZvcuLQMHntug8r28vNizZ5PTXJ875zfuuucOAgLiUCoKqmy32QPIzY1iwYcLGXT1FRwzVR0N6aXWMNCqZdTgc2ocnREWFsbWrWuIiEzm9LzMz2vHI4/M49NPFzbgLGH69Gm8+da9BAamnrZFTXJSOEOHXkR6evOY8rI5k1xtPpRqFaNumMqgieOx22xs/fEXNn71vctHDK9a9SI6vYZnnv7CpeU2xNKvHmbRwj954onF7g6lWZN8dS4qKop//llB+/AkTv+Oa7H0Zk26kdTSUq7pEI63Zke1fXJzI7j7rhfZtm0HG/5ZQbiDcoyWnvyZZuJYUQGD9P7Mefxpfvz++1rF5qzM3NxwZt7zCt988109zrpmkZGR/PPPb4RHNG29QpyNZA3LOhg1ahQWL321xkqAbGMp6VYz06ZNc0NkQjS9vn17gGK/gy02UOxl1qxbmzym1uzRRx+gfXg+pzdWAvgHlBAapkShKARigINU76tiJzQ0jddfd/7w9LnnH8fD87iDLVa8NIdQKMx08QvCDuw0FfHE88/V93SEaPGuv/46wiPMQFvgCKd/aQEICkrjyScfqlf5Xbt2pU/fiGqNlQBKZQHe2iKC9Z5VXk83lRLWtROdOnVyWu4zr7zMTnNRlcZKABt2dpqLeealF+sVrzN+fn6MGzfSQWMlQCmQCZzaGcxOaFjNn1WidXvttecIDU3F4XUuLL3W751OnTrRv3+0g8ZKgEKglMAgA08++aDD42fMuIXwiFJOb8AA8PXN5rrrrkSr1dYqlrq6YtIk8rx11RorARLMJQw9bzQPP/UUu0zVPz8sdhv77UYef/YZh2U/8cTDtA/P4/RGEYDAwDQefnhWg+MXwlXCwsIYMaKvg8ZKAAMxMVouuOCCBtVRkeslOMv122+fhq+vuVpjJYBSkY+fv5VrbryhWmMlQImlnBSdkhtvrvkZQ015GRCYzkMPNTwvH354FoGBaQ62WGgfns/jj9fvfkYId1CqVEz73ytcet/dFGXlYMjL54pH7+PaV55BUdHD12X69otpNutX/isjI5/omFB3hyFasBdeeIr24Tk4+o6rVh9kUHAQw0NC8NYccrhPUFAqTz/9CM8//yThTsrRqw9zTkgbAHabCnng8UdrFVtNZTbk+3et6o1o+nqFOBs1uMHyrrvuYvXq1XzzzTecd955VbYFBQURGxvb0CqajVkPPMDholyn2w8X5nLnvfIlXZz9unbtSsWD5OoX4gqlKBT1WydK1M8FF4xGpar+4LFCMApF8snfVYCz9SXNREe3dbglICCA0BAvwNm6VsV4qO3EePsDYLJZCQgLRamUfjGidZo2bSqenrlUjBJ01iPXRkCAiuDg4DqXf801kwkLcz61q6c6le7+ftVez9AquGLKZKfHhUaEU2Z1/PldZrUQEhFe51hrMmbMGELDalqTMg04/YGKmQ4d2rs0DnH2qLiOOXtPmejYsXbv4SlTJhHWtqbpk9OAYPz9VYSGVn/od801k9DpnH9v8A8wMXjw4FrFUlfX3HgDiRbno7EKPTVoA3yxOhlFkmsqo2e/fg63jRkzHKWyeufNCnb8/Ct6mAvRHIwfP462bas3JP7LP6CQ6dOva1Ad11xzJTqd82llAwN1aNTOl43RqlPw8PNwuj3BZODKqdfUGMPo0cNRKp19D7Dj62cjKiqqxjJqEhkZiZ9/RVmOKJWFjBnTsJGqQjSl8bNup8foc1k59wP+/GQRaz5ayKoPPmPAJRcx5uaGfSacKjTUn+BgP+Jim9dakRkZ+XToEObuMEQLNnhwX2r6jqtXGQnz1Na4T0CghmHDBp6xHA+VGqvdjt3TgzZt2tQitn5nrLc25dTVkCH9a6w3MFBTr+/9QrRGDXqSPGvWLN58802OHDmCyWTit99+47HHHqvcrlKpGnRj3NyoNSpsNUwPYcOGUqVuwoiEcA8PDw/OPJu0zDbdlGruCKrAeUPj6Rz/v6lUKhSKM/yf2u1VeqTasbu8h6oQLYVKpaJ2n4P2k/vWjUajPkP5doc3eVa7HbW6+dyrqFQqVDXejdqp+AyrSj5bhFNneGvU9r1TmxwDBSgc5/CZPgOUTo5zBZWq5u8soDzDdqjvfZyinp9pQjQGtVqNssa3ox21umHvV6XyDKvsKKh5+xlyzW63o6r5JM7wPaBie0PyUqVSoThDnHJZFi1FeI+ujLn5erb++AuJ+w5Uvh67fRd7/viTcTNvJyjcNR3j+vaNqSi7mY2wTE/LJ0ZGWIoGOdN9ou1Mt+QV15UzXjtslffuNnvt7jHP9NxKga1R7lXPeB1UNE69QpyNGtRgeccddzBjxgxmzZrFTTfdxHnnncd9993H88+fndN0Lf7kMzr7BDjd3sknkO+XftWEEQnhHnv27KFi1JCzK7IO0DRZPAJ27NgL+DrZmovd3u7k73bAWWOFmqwsx72zc3JyyM+vadSsByabkpSTU2arFUpMRcVYrc5G4Qpxdlu+fAVmUyAVU8R5Ot2vpERJRkbde10vW/YrOTl6p9uNljCOF1Xv4Rlqgd9/XeH0uKKcHLROHoxqlSqKcp2PGKuPjRs3kpFRUwNqKHB6nWoyMpyPZhGtW1ZmARWzCTiiJj29du/hn3/+jexsXQ17hAC5lBhUDtdt+/33NVgszr835Bfoar2WZl2tWP4TEVrnI7a8y0woSk1O7+J8NTqS4uIdbtu79xDg7bTskhINiYmJdYhWiMazZs2fZKQ7/05iMPjy3Xc/N6iO33//s8ZcLyq0UG5xPpKp3NoWk8H5KNAID2/WrFxZYwx79x4EfJxuLzFoHK5JW1uJiYmUlNT03c6HPXsO1LBdiOZj4kOzyUvLYM/va6pt2778V8qKDYyffYdL6urTJ5qSEiPp6Y6mpXafjIx8goP98PJy/l1CiJocO5YAOL/XLLd5kmuyUNP3YIMBDh86UeM+5TZPSi3lKACdxUpmZuYZYzt6NK7GMktKlLUqp66OHImtuV5D/b73C9EaNajBMiYmhk2bNlX+e8uWLYwdO5bbb7+dV155pcHBNTfLli0jEBVBuuofyj4aLZ08fHnz9dfdEJkQTS89PQe7vavjjfZeLF++umkDauVeeOE10lKDcPSxbjAoMRT7UHHzlAQ4/n/LzW3Lc8+96rSOOXPex2yOcbBFQamlOza7lsMFOQD00fkw540363weQpwtPvzwE9LTfYAUKnKuetNAUWEo77//Wb3K37VrF3GxxYCXg62elFiCSC2tuh5WoM4DS2bOyU4njr354sv01Tp+6NlX68NbL7n2/i4zM5Pt249QXu6ow4UGCKdi6s3/5Oa05Zlnzr77TOEazz//Grk5jqc3z81py7PPOr/OnWrv3r3EnijCceOcBxBIYaGKDz74DLuD0Yrvvjuf9DR/HDWeGo0BrFn9DyUlJbWKpa6+XLKE8HIFegczv4RpPYjbe5CP33uPnrrqeacA+qg8eeXZ5xyW/eyzL5OeFoyjz7Ti4mA+/3wpNlttZ3UQonHFx8dz4EAKVquj65qOtFQNy5Ytb1Ad7777Hmmp/jjK9bIyf3788VdMxgAcP8T0wljmy58rfydcU327Rqmko1XNhwverzGGZ599hfS0NjjMy6JgFi36ukF5abPZWLjwK4qLHU1lpyAtLajG7xBCNBedhgyk4+ABbP3hJ+wOcsJiLmfnLyvpd/H5tImKaHB9ffrGEBeX6fA+wZ3ST3b8i44OOcOeQjj25JMvkJkRiqPrjtXaiT25BWzMzKK0vLvDfQoLw5g//9OT5YQ43Mdk7cie3AIAeuh8WPjhx7WM7UUynJRZVBjK/Pmf1KqcunrqqZrrXbDg00apV4izUYMaLHNycoiIqHoRP3ToEGPHjmX69Om8+ebZ97B6zJChXNgmnOHB7QnQ6vHX6hgc1JYJbTtw6djz3R2eEE2mffsOlJuDwD4Euz0I8MBuDwH7cDIyTFx55ZXuDrFVSUxM5NZb7yc5KQqTsQ0VD1P9yUgP58cfDtC1a39yczphs/lTMeJrEHZ7xX42axBpqdG88foifvvtd6d1zJ//IR99+AdGY1/s9kDAA6stFJNlGEaLD5uzUgjWeTBC68/vC7/gx+9/aIpTF6JZMhgMXH759cTF+mIyFgODgTAqcjOAjPQIliz5h3fffa/edVx66RR279KRnx9GRcOlFwUFoRw+5EfcsWR66nzw1+oJ0OrprfUhOreUayc5X78SYNWqVXw3/0NG6QKI8PDGR6MlXO/NSJ0/373/IX/87vwzor6uv/4W/tlgIDu7LRUjRDwxGELIzelGVmY+Vqs/4IHVGkhqajSvvPIpq1ZJpxjh2IoVK3njjcWkpUZjtZ68Vp1877z88id1eu9cdtkUdu1UYzBE8G+OQQegL5kZOXy1dDPvvDPP4bH5+flMmTKdhPgIykqDqch9XzIz27F6VRp33XVfQ0/VKZPJxPWTJjPEpqerzgc/jY42Og/6aXzwSchgxrRpfPT+B+z+ZSXDtH601Xvho9ESrfdmtC6AN598hgMHHI+Wio2N5fbbHyE5KRqT6dT7jQi+/WYXr7zyRqOdlxD1MXny9WzdYiU3J4yKDgieFBWFcvRIG8aNu7LBs4Hk5+dz9dW3kBAfQelpub5mdTp33XUvw4aOoaS0L+XWzvz7WVJu7UxJSR+GDhnNvXfdA4djGaj1JVjvia9GR2e9DyOUPtx23Q0UFBTUGENcXJzDvExPD+f773fz0kuvNegcAV5++XW+/WYXGekRgD/ggcnUhuSkGO64/VFiY2MbXIcQjW3MzdeRnZhM4l7nI4KPbtxKaWERo26oee3Y2ujbN4b4+OY3oirj5IhPmRZW1NfBgweZPfs5UpJjMJsrngfabP6kp0Xwxx9HCSix4qNQsTnLQGn5UGy2sCr7LF60nnnzFpxSTnRlOXZ7AEbLAE4U+ZJlNDFM68feX//gg/nzaxXboUOHuPe02CCgot7FG5g7d0Gj/E0OHTrE7FnPnjyXf6/FFfUuWfIPc+bULn4hREWzf727+nz55ZdkZWVx//33V9vWo0cP1q5dS1BQULNaK6k2fHx8KCoqwtfXl+Jixwvm3jNzJtNun4FSpeTHpV/x2quvSW9i0SrdeeedvPPOq2i0SkpLzEyefB2rVzfdg+Ta5Gtr4unpybRpNzJ8+GAyMrJ4//1PiIuLAyrW7br22qk8+ui9eHv7kJWdS2JCPAcPHuH99z8mJyenVnWEh4fz7LNPMHzEMAoKS1j65Td4+XjToXNnkuLj+fTDjxplig3R8rXGfNVoNFx99VVccslFRESEU1hYwIEDh1iw4GOSk5NdUseYMWO44YarUSoVLF36A2vWrEGhUHDhRRdx+ZTJWK1Wvl/6FX///Xety2zTpg23zLiNDl26EH/iBJ9++FGtPyPqq3///syYMQ0vL09WrFjNDz/8SEBAAHfdNYMuXTpy5MhxPvzw00aPQ1Ro6fnapk2bKu+dDz74hNx6Tmk8atQobr31Brp160JxcSk7duxkwYKPSUpKOuOxWq2W666bytixI8nPL+TDDz/j0KFD9YqjrlQqFVdMmsT548dRVlrKF599zu7du6vsEx4ezq133EHb8PYc2LOXRZ99Vqv/by8vL265ZRpDhgwgPT2TBQs+btCUk6JhWnq+NoUhQ4Zw6603otNpWbZsBb/88qtLv79X5Pq1jB07gvz8Qj744FMOHz5cZZ+HH3mY6bfcgB349KOFvP32O1W29+zZk2m33YqPnx//rF3Ht19/TXl5ea1j8PT05JZbpnHOOQMbLS+jo6O5++4ZtG0bytatO/n888WNNlr8bCS56j5tIsN5fMV3/PnxIo5u2lrjvoOvuJQ+F5zH82MnYCotrVd9Go0aQ8l3vDfvV37+ueb6mppCoWDl78/zyMOfM2/eL+4Op9mSfD0zHx8fbrttOgMG9CE5OY0FCz4iJSUFHx8fpt1yC7369SUvK5tyYwkdOkRW2cdZOZmZ2RQUGwmPjiI9NZVPP/iw2v61je3WW29m4MC+TuttDN7e3tx223QGDuxLSkqaS7/3C9FaNKjBsnfv3gwcOJCFCxc63N6jRw+mTJnCCy+8UN8q3EIuSkK0HJKvQrQckq9CtBySr0K0HJKvQrQMkqvuc9n99zD0qitY/MATWC2WGvf1Dgzgxjdf5NtnX2Xb8l/rVV+fPtHs2TuPWTM/4MCB5re288JF97Psx8088EDjTI95NpB8FUII92jQlLD79+932lgJFcOhW1pjpRBCCCGEEEIIIYQQouVTqlQMuvwSjm/ZfsbGSgBDXj4ph48ycMK4etfZp08MQLOcEhYgM6OAaJkSVgghRDPUoLlae/fuXav99u/f35BqhBBCCCGEEEIIIYQQok46Dx2MT1AgRzduqfUxxzZv57xbbsA3JJiirOw619mnTzRpabmUlJjqfGxTSM/IkzUshRBCNEsNarDcs2cPdrsdhUJRbdu/r9vt9ha3hqUQQgghhBBCCCGEEKJl6z/+QvJS08lOrP06cgm792K3XUfv80ez8avv61xnnz7RxMVl1vm4ppKRns95Y/q4OwwhhBCimga1JMbExLgqDiGEEEIIIYQQQgghhHAJlUZDr7GjOPDX+jodZyotI+XQUfpeeF69Giz79uvAH7/vrPNxTSU9PQ9fP08CArzJzze4OxwhhBCiUoMaLJOSklwVhxBCCCGEEEIIIYQQQrhE53MG4uHjTeyO3XU+Nn73XkZefw0evj6UFRXX+riQEH9CQ/2JjWue61cCpGfkAxATEyoNlkIIIZqVejdY1nb9Sjg717C8/4EHuGnGbSiUSn769ltefP4FLLVYvFsIIVq6gIAAbr3jdnr26UNqcjIfvjef5OSap9fRaDRMufoqzh83jrLSMpZ8+inbtm1rooiFaN2ioqK4/Z67aRcezv49e/jso48pKCjA19eX6bfdRr9BA8lIS+PjBe8TFxfn7nCFaLU0Gg1XXXM154+7mNKSMhZ/8gnbt29vsuOFEC1bu3bteOe9efTo04eC/Dyee+wJ/vzzT3eHJYRb9TxvFAUZmeSlpNX52MQ9+xkz7Tq6jRjG7t9W1fq43r2jAIiLbb4Nlhnp/zVY7toV6+ZoxNnAz8+PW++4nV59+5KemsrHC94nISHB3WFV4+fnxy23z6B3v37NOk4hWrN6N1ieun6l3W6vuZJarmH52GOPceWVV9KtWzfKysrYtGkTjz76KMeOHavc5/PPP+fmm2+uctyWLVsYNmyYwzJ/++03xo8fzxVXXMFPP/1Uqzhq0rFjR/7evo14k4FdRbnY7DDqlhtJnj2biRdcKA8FhBBntRum3cR9Tz5BvNJCXrmRDkP68PUVE/n7lxU8/tDDDo/p0aMHi7/7lnQtpFtNeCuVvDLmXEzJ6Vw18XJKS0ub+CyEaD3efPcdho+/mESVleJyE8OG9OH6Gbey9teVnHfpOBKUFnLKTUQO6c2iCZewd90GZt5xp7vDFqLV6dmzJ4u++4Z0DaSdvFa+OuZcjEmpXDXxCsrKymo8/tRr7anHy7VWiNbhuZdeYMbs2WzPy2BTWSFe/h7M/XYp5qwc+nfv6e7whHALhUJBr/NGErdzT72OLykoJCshie4j69Zg2bdvDGVlZtLScutVb1MoKirFYDASExPq7lDEWeDqa6fy6PPPEacsJ6/cRMw5ffni8glsW7WGB2bNdnd4la6aeg2PvfA88UoLueVGos/pyxeXX8b21X9x/8xZ7g5PCHGSsr4HxsTE0KFDB2JiYpg8eTLx8fHcfffd9O/fn/79+3P33XcTGxvL5MmTa13m6NGjmT9/PkOHDuXCCy9ErVazatUqPD09q+y3cuVKwsLCKn8uueQSh+Xdd999Z2xMrau1WzazKieJrTlpFJhNFJWb2JWXwc9psfy8ZhVKZb3/pEII0awNGDCAe55+gvWmfJLKijFYykkvM7DFXMiAyy/hlhkzqh2j1+tZ8v13bKGUY8ZiisvN5JmM7DUXkx8ezCdLFrvhTIRoHe685x56XXIhW8yFpJcZMFjKSSozsN9exqTpN7LeVEDCydczykrYZi4iesy5PPCI484HQojG4eHhweLvv2WLveJaaTjlWlkQGcrHixed8fglP/x3ra1yfETwGY8XQrRs559/PtNmzeTbxCPEFudjsJSTaSzh97Q4sn10/LrqD3eHKIRbtOvWGd/gNiTsqf+sb8n7D9Ht3KEoFIpaH9OnbwzxcRnYbK59Hulq6el5xMSEuTsM0cL17t2bB198/uRzIkPlc6Kt5kK6XzyWu2c3j4bAXr168dBLL7DelE/iyedZGWUGtpqL6HrRecy89153hyiEOKnerWtJSUmVP0888QSzZ8/mo48+Yv/+/ezfv5+PPvqI++67j6effrrWZY4fP55FixZx6NAh9u3bx/Tp04mKimLgwIFV9jOZTGRmZlb+5OfnVyurT58+PPDAA9xyyy31PcVqrrzySnKxkGcyVttmsJg5XlLIY48/5rL6hBCiOXnyhefZV+54fYuDxiJmzLy72us33HQTyRo7Jpu12rbM8jKienanbdu2Lo9VCAE33zGDw6bq6+30DQxjXWYyjh6hHDUbmHrTTXV6KCOEaJibpk8nSe3kWmkuI6Z3D0JDnY+AuGHaTU6PzzCXEd2rB2Fh8kBSiLPV2+/PZ11mEjYHV/b9+dkMGHpOrWe9EuJs0n3UuZhKS8k4Uf8pT5P2H8QrwJ/wHt1qfUy/fjHENeP1K/+VmZEvIyxFgz3+3LPss5Q4/G552FTMtBm3NXlMjjzx/HNO4zxiKubG225t8piEEI65ZDhg7969iY+Pr/Z6fHw8PXr0qHe5fn5+AOTl5VV5fcyYMWRmZnL06FE++ugjgoODq2z38PDgq6++YubMmWRmZp6xHq1Wi4+PT5UfR2667VaOFVdvHP3XieJ8rrjmmjPWJ4Sov9rmq3C90PD2GCzlDrfZAYtWjb+/f5XXx0+cQLLZ+TR0uTol5557rgujFM2J5Kv7BAcHY1KrHH4h81JrKDBX73z1rxKlnYiIiMYLTjRLkq/uM37CZSSbS5xuz9OpGD58uPPjJ05o0PGi5ZF8FacKaBNMnsn5tNEZxhJGjRrVhBGJf0muulf3kcNIPngEm9VW7zIy4+Ixl5XReejgWu2v0ajp1i2C2Nj0etfZVNIz8omWBstKkq/1E9EhmqJyk8NtdqBMpayx411TiYg5Q5xqpIOfEM2ESxosDx8+zFNPPYVOp6t8TavV8tRTT3H48OF6l/v222+zYcMGDh48WPnaypUruf766xk7diwPPvgggwcP5q+//kKr1Vbu884777Bp0yZ+/vnnWtXz+OOPU1RUVPmTmprqcD+z0YSqhhEHKqWS8nLHD/OFEK5R23wVTU+JAovFUuW18vLyGj83lSf3EWcnyVf3qSn3zjR6UqlQSF62QpKv7nOma6XCVvO1stxcjkrh/Gudwm6XnD7LSL6KU51pUgS1QnnGdXBF45BcdR8PXx8ie/Ug+cChBpVjs9pIPXqczkMH1Wr/bt3C0WrVxMY2/xGWGen5REWFuDuMZkPytZ7OMPOxqoV8t1Qhz/SFaC5c0mB55513csEFF5CcnMzq1atZvXo1KSkpXHjhhdx55531KvO9996jT58+XHvttVVe//bbb/ntt984ePAgv/76K+PHj6dLly5ceumlAEyYMIGxY8dy33331bquV199FV9f38qf9u3bO9xvzv/+Rw/fIKfl9PBtw/vvvFvreoUQdVfbfBWud3T/AQJ1eofb1Aol5sIiDIaqU8Z+tXgJkWrHxwC0MVpZu3atS+MUzYfkq/sUFBRgKy5x2AiSYywl1MPL4XFKFKjLzKSnN/9e4cK1JF/d5+vFS4hSezrd3sZsZd26dc6PX/IFUWoP58ebaj5etDySr+JUCcdO0NbD2+E2BdBGq2fz5s1NG5QAJFfdqdOQgShVKpIP1H8Qxb9SDx0lpn9f1KcMlHCmb98YAOLimv+9dHp6Hh4eWsLCAtwdSrMg+Vo/+3ftoo3e8X2sSqEAQ2m1mRPdYe+OnQTXFGdJKbm5uU0clRDCEZc0WG7fvp2YmBiefPJJ9u3bx/79+3niiSeIiYlh+/btdS5v7ty5TJw4kfPOO++MPVoyMjJITEykc+fOAIwdO5aOHTtSUFBAeXl5Ze+IH374welDcbPZTHFxcZUfRzZu3IiyuJRIL79q20L1XoQo1HzxxRd1OVUhRB3VNl+F67387HP0xgO1g1EcA3W+vPbCS9Ve/+WnnwgoNuKvrd5oGaP1YtOavygqKmqUeIX7Sb661xsvvcRAXfV7lkMF2YwJiUSrVFXb1l/vy7uvv9EU4YlmRvLVfZYvW0agwYS/VldtWwetFxv+WF2tQ9Cpfl6+nECD42ttB60nG1f/Kf+fZxnJV3Gqu269ldEhEegcXNdHhUby41dfuyEqAZKr7tRl2BDy0zIw5Dlf1qm2Uo8cQ6PTEtWn5xn37ds3hrS0XEpKHE892ZykZ1T8bTp0kGkwQfK1vl574SV62nVolNWfEw3Q+fHWK6+4IarqXn+x5jj/98qrbohKCOGIy1ZeLysr4+OPP25wOfPmzWPSpEmMGTOGhISEM+4fGBhIRERE5UiA1157jU8++aTKPgcOHOD+++/nl19+aXB8g3r1Ztv+vfRu35HDRXnY7Xa6+gaiN1k4p0/fBpcvhBDNVVxcHLNuvoW5H31Irk5BsVqJh81OWDnMefk1/vjtt2rH2Gw2rhh3CV98/x0dw4LJ1SpQ2SHEZGPnun946N77mv5EhGglfv35F9oEh3DPQw+QqYUyhQIfi40Ak5VH75nFrIcepNBDTbFGic5mJ8wMn81ZwHfffOPu0IVoVaxWK1eMG88X339Hh9AgcrVK1Cevldv/XM8j9z9Qi+MvYcl331a71u5Yu4GH77u/ic5ECOEOBw4cYOa06SxY+DnxZUWklRnwVmvo4duGzX/9xcw773J3iEI0uS5DB5Ny+KhLyspNSaOs2ECnIQOJ3bG7xn379o0hrgVMBwuQcbLBMiYmlE2bGj4SVbROSUlJ3Hn9jcz/7BMKdGqK1Ar09orvlu+/8TY/LVvu7hABSE5O5vbrbmDB559SoFNRpFZWxvnBm++w/Mdl7g5RCHGSgjPONl07N9xwA3fccQcdOnRg2LBhJCUlcd999xEXF1frtSTnz5/Pddddx+WXX87Ro//dWBQWFmI0GvHy8uK5557jhx9+ID09nejoaF555RUiIyPp3r27057HdrudK664gp9++qlWcfj4+FBUVISvr6/THjWDBg3intmzUKs1fPrRRzLNkhBuUpt8Fa6lUCg4//zz6dazB2kpKfz6y6+YzeYzHterVy9GjhlNWWkZv/78Mzk5OU0QrWhOJF/dQ6fTcdmEy2jbvj2H9h9g7dq12O0Vt39jxoyhV98+ZKan88vPv2A0Gt0crWguJF/do3fv3owcM5oSQwm//vxznaemkmtt6yT5Kv41c+ZMzh0zivSUNF564YVmMQ2f+I/katPwDwvl6dXL+f29j4jbucclZV4883YUwPyba+4AkJn1Bb+t2MHChWtcUm9j++HHJ3j3nZ946SXpsHg6yde6USgUnHfeefTo3Yv01FR+/eVXTKbmN9JYoVAwZswYevbp3azjFKI1c0mD5Z133skLL7zAu+++y1NPPUXPnj2Jj49n2rRpTJs2jbFjx9aqnH8fnp3u5ptvZtGiRej1epYvX07//v3x9/cnPT2dtWvX8vTTT5OSklJjua5usBRCNA+Sr0K0HJKvQrQckq9CtBySr0K0DJKrTWPw5ZdwzQtP8tnsRzCVlLqkzD4Xnsc5ky/nqeEXYnHSWTcsLIC09MU88/QXbNhw0CX1Nrb58+9i69aj3HrrXHeH0uxIvgohhHu4ZErYWbNmMWPGDH766Scee+yxytd37NjBW2+9VetyFApFjduNRiPjxo2rc3xnKlcIIYQQQgghhBBCCNGydRw8kJykFJc1VgKkHT2ORqclold34nftdbhPv34dADh+PM1l9Ta2jMx8WcNSCCFEs1J9pdl6iImJYffu6vO4m0wmvLy8XFGFEEIIIYQQQgghhBBCONVpyABSjx53aZm5yamYSkvpMLCf03369YuhuLiscm3IliA9LY8YabAUQgjRjLikwTI+Pp5+/fpVe338+PEcOnTIFVUIIYQQQgghhBBCCCGEQwHtwghoG0bakWMuLddut5NxIp6Y/n2c7tO3XwdiT6S7tN7Glp6eT/v2QWg0LpmATwghhGgwl1yR3nzzTebPn49er0ehUDBkyBCuvfZaHn/8cW677TZXVCGEEEIIIYQQQgghhBAOdRw0ALvNRvrxWJeXnXE8lj4XjUWhVGK32apt79+/Awf2J7q83saUnp6HSqUkMjKY2NiW1dgqhBDi7OSSBsuFCxeiVqt544038PT0ZOnSpaSmpnLvvffyzTffuKIKIYQQQgghhBBCCCGEcKjDwH7kpqS5dP3Kf6Ufj+WcyRMJ6xRD+rGqDaJeXno6dWrLsh83u7zexpSengdATEyoNFgKIYRoFlwyJSzAJ598QnR0NCEhIYSFhREZGclnn33mquKblZEjR5JdVEhuWQm5xlJyS4qZPHmyu8MSwi3uvXc2WVkJFBdnkJx8lClTprg7JAG0a9eOOXPeYtu29WzYsIqbbroBjUbjkrI9PDy4Z/Ysdh0+RFJOFofj43j3vfd48eWX2bxrJ7Fpqew/cYwfV/zK7Hvv5buff2LNxg0s+mopffo4nkInJCSEl157lTX/bGDl2r+YfuutaLVal8Tb3Hh4eDBz5l1s2vQnW7eu48UXnyUwMNDdYYlGpFAouOyyy/jzzxVs27aOhQs/onPnzk0eh1qt5pprr2XFn6tZs3EDb82dw5VXXsm3Py1jzcYNLP7ma/r37+/0eK1Wyy233cr2/fvILMwns7iQE6kpvPHO/wgICGjCM6nQr18/vv/+S7ZtW8eKFT8wcuRIl5bft29fFn/9FWs2buDbn5YzatQol5Yvmg8PDw/uuefOys/ll156jqCgIHeH5VB4eDhvzZ3Dmo0bWPHnaq659lrU6tr3Qe3atSsffv4ZazZuYNnKFYwbPx6FQoGXlxf3zJ7NH3+vY/U/f/P400/VKq81Gg3Tpt/MvsMHyC/MIC09lvnz5xAcHOxw/7Hnn88Pv/7Cmo0b+OyLJfTs2bNWcXfu3Jn3P/2ENf9sYPnK37jk0ktRKBS1Pm8hGuraa68lMfk4BUWZpGUkcNddd1XZHhERwdvz5lbk5prVXD11apXcDA8PZ9mKX0jKySYpJ5sff/mZdu3aVW7X6/W8M3cuCVkZJOdms2nXTgYPHuzSc2jTpg2vvvoCW7euY+PGNdx55+3o9XqX1iGEu3Uc1J+0Yycapeys+ASsFgvRfat/p+3TJxqlUsnxE2mNUndjycoqxGKx0kHWsWxVevTowVdfLWTbtnX88cdPXHDBBWfc/5PFi1nzzwZ+XPErF1x4ocN9li79nG3b1rFq1c9c6GCfhsb8yeJFrPlnA6vXr+OXVX/U+LuzOE/VvXv3ijI31m5/IUTTUAB2VxSkUqkYM2YMHTt2ZOnSpRgMBtq2bUtRURElJSWuqKLJ+Pj4UFRUhK+vL8XFxVW2LViwgKunT2NTVjInivKxA9HefowIjWTH3xu4dNx49wQtRBNTq9UkJR0lNNSKQhkPmAFPbNZO7NmTwqBB5zZJHDXla2s1adJE5s17hbC2eSiVhYCS0tIg4mIVjBkznry8vHqXHR4ezs+rV5HuqeZYcR42u50IL1/OCW6Pl1pDamkx23PSKDKbuLh9R4rLTezOzaTUWo6fVkdXpQd/L/uZJx95tLLMCy66iNfnz+UoZtKNJagUCmJ03oSWlDPxoovJyspywV+leYiMjGT16p+IjDSi0+cCdqzWQNJS/Zg69TY2b97i7hAbVWvMV61Wy5o1v9Knrz++vrmABfAmM6MNb731Cf/735wmicPPz49fVq+iMMCLOFMJFruNMA8vhgeHc7gwl8OFOfhqdHRV6dn22yoeuve+KseHhITw8+o/MLbxI8ongP35WcQW5WPDTpS3H721Ptx45RS2bd3aJOczb97/uOaa82kTnAOUATry84JYt+4oU6Zcj93esNvb19/+H8MnXMIRaxlF5SY81Ro6qzzI2HOAG6+Z2uDyW4LWkq8RERGsWfPzaZ/LAaSn+XPddXfwzz8b3R1ipSlXX81jL7/AEYWZzLIS1AolHXVe+OaXMOHCiygsLKzx+AcefYSrb7uFw/Yy8kxG9CoVHdWeaLLy8A8IIlFrJ9FowIadCL03nWwaZlx/Azt37HBYXkBAAH+sW0u3bpHo1QmolemADbs9kLzcMKZOvY0//1wLVHxX/PrHH/Dv3pnjllLKrBb8tXq6KvWs/uZ7nn/qaadxz37gfq676w6O2I3kmsrQKVV00npiS0rnivGXYjab6/03PVu0lnx1l917t9OjRzAa9Qn+veZYrB1ITbXTMaYrV029hoeff44jClNlbnbQeuGbX8yECy9m9OjRfLT0CzbnppFQXABAjE8AQ4Pacus113LgwAG27tvDAUM+hwpyKq/R5waH880nn/Pogw82+BxGjx7NkiXzaduuAJUqH1BgNAaRlKhj7NjLSEtrWY0sLZXkauPyCQrkuXUr+GPBJ8Ru39UodUx+6mGSDx7hqydfqPL63XdfwjvvzuCS8c9hsVgbpe7G8sWXD/HlF2t57LFF7g6lWTlb8/WFF57h9jsmExKSC5QAGgoKgti2NY1LL70Sq7Xq+/fJZ5/lkhumcsRmpMBsRK9S01ntQcnxBKZMvByr1VpR5u2TCQn9r8zCgiC2bUvnkksmVSuzrp545mkuvfE6jtiMdPDxJ0jnwfacdKe/V8ap8aTkWDxXXX4FFoulWpmX3Xg9h21ltdpfCNF0XDLCMjIykv379/PTTz8xf/78yh61jzzyCG+99ZYrqmg2rpl+M9/FH+b4ycZKgARDId/EH+Sc0aMIC5NeSaJ1WLnyJ0LDilAoj1LRWAlQilK1j/79Q3jhhWfdGV6rFRISwtx5r9KufcLJxkoAG56e2fToaeDbbxc3qPzF337DdkUZR4pysZ18YJ9cUsTyxKOYbVbWpSdSaDbRLyiMxJJCNmalUGotB6DQbGKbsYBhkyZwySWXAODv788b8+fxt6mAdGNF5xar3c4JYzEHPews+uarBsXb3Cxf/jWdu+Sg0+fwb38hlSqPiMgkli79RHq5n4Xmz3+HIefo8fXNpKKxEsBAaFgCDz9yC/369WuSOD5ZsphYPy3HjMVY7BVr7mSUlbAs6Sid/QLxVmsoKjex3VhIv0suYtJpM0cs/PorDuohwtufP1JjOV6Uh+3kezjRUMgfBWl88uWSJhkZfeWVk7j+hjG0CU6m4sExgImAwDQuuqgDDz10f4PKn3j55QyaMJ5txgKKyk0AlFrK2Wsqwrd/D+57qOEPjkXzsWzZVw4+l/MJj0hkyZIP8fDwcG+AJ7Vv357HXn6Bv435ZJZVXC8tdhtHjcXE+Wr4ePHCGo8fPHgwV942nY3GfPJMRgCMVisHTcUUtg/GGuxPvLG4Mq+TjQb+sRTy0ZJFTmdo+OzLL4jq3B5v7S7UylSg4rNFocgjqM0RFi5cgI+PD1DxsEvVvQP7TEWUWSs+CwvMRrYaCzjvmimc76Rnf//+/bnmrjvYaMwn11SR7yablYPGYorCQ3jz3Xdq/0cUoh7+9/Zb9Ozph0a9n1OvOWrVYdqHl7Fi5S889PyzrDfmVcnNY6ZiEvz1fLxoIR9/uYQfko4SX1yAnYpPmrjifH5MPsZnXy/lz00bWZWdzL78rCrX6B+TjnLNbdMZNGhQg87By8uLRYvmEx6ReLKxEsCOXp9Dl655LF9+dt1vi9YrZmA/ANIbaYQlQEZsPDEDqo+w7N+/I/HxmS2usRIgIyOf6Bh5ltkajBkzhrvunkRISBIVDYsA5fj7ZzBqVBteeeX5KvuPGj2ai26YyhZjAQXmf+8fLew3FWPrHMkzL77A6NGjufvuKwkJrVqmn38GI0cG8eqrVRv362rU6NGMu/E6thgL8FJr8NHoWJ0W7/T3KnEai7B2juTZl16sUubIkSMZd9N1bDbmO9z/uZdfalDMQoiGcUmD5Zw5c9ixYwcBAQGUlZVVvr5s2TLOP/98V1TRLGzfsYNjRbmVD99PVW6zsSs3g+17drshMiGa3qhRQ1EoUhxuUyhPcN99dzZxRALgwQfvJSwsD0eD55XKUrp1a0/79u3rVXbfvn1RhQRhKK8+ksFit7EzJ4OufhVT6EV7+3G4IMdhOQfNBu597BEAbr/rTmIV5srGz1MVmE14tQulU6dO9Yq3uRk4cCDhEVrA6GCrlZDQYqZNu6GpwxKNSK/Xc/7556LVOh71FBKSzfPPP9HocYSGhtKuc0fyzNXfe3Zge3YavQNDK187ZC5m5oP/Nfp17NgRn/Zt8VCpyTSWUGJxfB+UqrYz9brrGuUcTvXoo/fi75/pcJuXdza33tqwPJr10IMcNDvuRX3CaGDqjTc2qHzRfPTr14+ISD2OP5dthIUVM336tKYOy6H7Hn6Iw3aTw6lxcstNtO/SmZCQEKfHP/rMUxy0OJ71Jt5QQKDOA+VpU6yW22ykqe1cdc3V1Y5p3749kd0646Ux8F8jzqlshLUt4s47Z1RMiz15EvEmx/UfLDfwwOOPOdz2yNNPcdDq+LhUcynDzhuDTqdzuF0IV7htxk2oVY4bP9TKJMaOPZejOB7lm2M20vOcwZwoKcRkq96IYbRaOFZSgN7Xhxxj9fX27MCm7FTmfPB+w87htumEhRXxb6eCqsqIivKmV69eDapDiOYgpn8fCjKzKC0sarQ6MmPjCQpvj3dg1WnT+w/oyInjLXOkcnp6Hp06tXV3GKIJPPvsowQFOZ7BSu+Rx+TJl6FU/tdU8PCTT3Cw3OBw/wRTCeMvv5znnnuMwCDH383+LVOlUtU75oeeeJwDJ2PoHRjCtuzUGn8/XaKphIsnTqgSw0NPPckBs+PzSjSVcPGEhsUshGgYlzRYjhgxgpdeeony8qoPsBITE+v9YLw56tCtK4kG51MtJZcU4eHn24QRCeEe7dq1Q6l09HDqXxZ0OpctkSvqYMSIoahUBU63BwaVO11H8kzOGTaMXJXzaRBTSosI9fBCq1Q5bND4l9lmxdvfH4Bho0aS5uABzb8KtKomG4HW2M49dyht2jj/u3h4GDjvPNeuwSfcKzo6Gk/PmqYqLCMmJqLR4+jduzcFGudrvaWXGQjS/TeKrNxmw+PkqCioGOFUoFMS4uFFSonzB0DJRgPDRzf+Oo9BQT6A897rnl6KBo1W9vL3o9zm6KFuxcNji0aFp6dnvcsXzcewYecQHOz8vaTTFzN2bPP4XO4/aBBZphqul2pqbHAIbtcOQw3X5jxTGT7q6iOkM21mzh0zutrrffr0QenlgafaceckqJhB4LzzRtCmTRvKFM7vH4xWC35BjtdybhcRQbGDjlL/KsRKVFSU0+1CNJRWa8f5NceOUmkmu4bczLaXY3DQ4flfiYYiSmrYnl5mIDImunbBOjF27Ei0OufTGQaHWDjnnCENqkOI5qDDgH5knIhr1DoyYuMBiOr73zVXo1HTq1cUx1tqg2VaHjExoWfeUbR4YWFB4KSTDYBeb6nSAc4/uE3lzBiOlCpstG8fUmOZOp3Z6drmtREQElwZg1qhPOPvjpRgq3JeAWc4L8Np+wshmpZLWhSUSqXDngfh4eFn1TzfNqsVnUrtdLtepaKG7+JCnDWKiooAx9OD/cvumo8XUUcGg4Ga/m/Mpn/3qbuiwgK0CueNHnqVCrPNitVuQ6OsuTea4uSIyuKiIvQ1fK6qbfZ6x9vc5OcXYrHUlBcaCgpqXn9MtCwGgwGrteZcsFodN4y5Og5VDfVolEqs9qrbFaeMejYYDKhtFZ0NaspXvUpN0RnW0HMFJ22Jlew2VbVOdHWhOMP6lGqFUtbMO0sUFBRSQ1sYoDnjupBNpaysDI3S+TXkjNfLMySOTqVy2FCvV6opdHBtMhgM2CxWrLaa7gc1FBYWUVpaikZR832h07sLu835NkCL8qy5TxDNk91+pu80KpQ1vEv1ijNsV6lQ1XB/rVEqG7yOVmFhzd/dzGbFyX2EaLm0Hh607dKJjOOxjVqPITcPQ14+0ac0WPbsGYlWq265DZbpeQQEeOPv7+XuUEQjO9P3KJtdRWnpf51wzvSMW6NUYjnD91m7XV2lzLo6NYZTZwNx9rsjWqWy6nmdoc7T9xdCNC2XtCisXr2a++67r/LfdrsdLy8vnn/+eX777TdXVNEsPP7gQ/QLdN7rqG9gGMuWyvoP4uxnMBgwGCyAs7XK/IiLTW7KkMRJ8+Z9TFGR41EKALm5OjZt2lSvslf8uoIQk/Ob0V7+IRwrzMVqt2O32/Fw0rARqvdi64Z/APh0wQfEqJxP5dbGbGft2rX1ire5+fnnX0hPcz7qKzvLhwULPmnCiERjS0lJISenHGe3W+XlQXz99Y+NHse2bdsIrOFZZw//YI4V5lX+u43Ogz3btlf+e+3atbQxWYkvzqfLyWmfHemi9WbhRx+7JOaabNy4A/BxslXH8eNJWK31Xz9o19atBOsdj6D0VGlIT0hs8MNj0Tz8+usK0jNq+FzO9uG99xr/PV0biz76mA5a5w8S/cvt7Nixw+n233/+hQi9t8NtaoUST7XG4bIXETYliz6ufm3atGkTFJVQYnE+hVxxcTBz5nxASUkJRZnZ6Jx0ZgrTe7Hhz78cbvv5hx+JdBq3AkVxCWlpLfMBsWgZUlKycH7N0WMwlNNR5zw3vUpNRHg6Ox56+wfj62B08796+gfzzaIltYzWsblzPyQnx/lMUOlpWlauXNmgOoRwt6g+PVGpVaQfb9wRlgCZcQlE9fmvwXLgwE5YrTZiY9Mbve7GkJZWsbZtjKxjedZbufJPrFZ/J1vVpKbknxygUGHdqlW00zu+xmmVKkqyc1nx6+qay0wtqFJmXf31xx+VMWSUGQg/eU119rujOEtz8qp0Qlz7xyra13Bep+8vhGhaLmmwvP/++xk9ejQHDx5Er9ezdOlSEhISaN++PY8++qgrqmgWPvnkE/w0WvoEVh8W3skngPae3tx2221uiEyIpnfHHfdjs/YHTn/4pMNS3pOpU292Q1Tit99+4+iRMqyW6g8l8vLa884779f7QX5xcTErvvuB/r5tqm2L8vYjxse/crq5bTlpXNi+A+rTRlR4qjV0t6h57cWKRczXr1+PNTmDMK1HtTL76n35euEiTCZTveJtbgoLC/n22xUUFVa/hpiMAezcmcS+ffvcEJloTI888jRZmZFU78fpSVysnvnzP2z0GGw2G/P/9w6D9P7VtoXoPYn29ieuuOJBhYdKTW+7jpeefa5yH5PJxNLPPqeXZwC5xlL6Oui81dHbn6Td+zh06FBjnUalJ598nsSEIKp3mlGRltaee+9t2L3nS888R0+rBk9V1dEoGqWSIRofnn74kQaVL5qP4uJivv7qZwoLq7+nTSZ/du9KZffu5rE+/bIff8Qnt5g22uoNrIP0/sz/3zvYaug2P3/OXKKNdnw1VTsJKRUKLgyOIKMgv9oxkVpPUvYf5ujRo9W2Wa1WPpgzj7xiCyZL52rbbbYgdu1MZ8uWLQA89fAjnKP1RX1aD3hvtYau5SreevU1h3F/OH8BEWU2/LSnxY2Cc/T+PP/kU07PWQhXuP7amzGX98bRNafc0o+bb7oD33wDQZrquTlY78/rL7yIOSuX7g46/PTwa0NZZjbLv/mOsWHR1baH6D3p7unHM0817H2+Y8cO9u7JwGz2q7atsCCUL75YRkmJ47VihWgpovr1xmgoIT89o9HryoyNJ7xnd5QnZ5obOLAjCQlZGI31n+HDndLScgHo0EGmhT3bvfrqWyTE+wKnX7OUZKRHcP/9j1d59e033qSzWYn3aR1rVAoFQ3V+PPPIYzWXmVG9zLp698236GRW4K3Rsi8viyHB7Wv83WGcjz5WrcyOJ8uszf5CiKaloGI5ngbT6/Vce+21DBgwAKVSya5du/jyyy8xGo2uKL5J+fj4UFRUhK+vr8MpbXNLDJixc6IoD6vdTiffADxVajq1jyAvL89BiUKcnW6//VbenfMaWk0RCkUpdrsvpWU6Jk6Yyrp165okhjPla2vk5eXFkiWfMHBQd/z9TJRbFOTnaXn77QW8//5HDS7/occfY8bMmeQorZhtNqK8ffFQqLBZLFjVKgrLTWQbSwlR6QjUe3AiJ4timwVvK5hz8rj9pmnEx8dXlqfX61nwycf0GNifPBWo7BBgsbP440947905DY63uXn22SeZNu1q/P1NKFVQkK/lr7+2cPvtM8/6UVutNV8nTLiUN954gaAgGzq9jaIiDcePZTJ16jSysrKaLI6bpk9n5oP3U6BWUK5UEKrSEuzjR0JBLgZseFnBmpfPnTffwvHjx6sdf8+9s7nngfvR+PmgV2lIKinEarcTrvFg9c+/cM/tdzTZe7hTp058+eWnhEd44+NtoaRURVamhRkzZrNt2zaXlP/Bws/RtAnAoAQPqx2NoYwH7pnJdheU3xK0pnx9+unHuPnmawkI+O9zed26bcyYcU+Dphd2NR8fHz5etJDI7l3JV4HGZsffYmfe/95myecLz3h827Zt+XjJIvzat6NIBTqbHS+jhWcfe5yhw4dx2VVTyFXZsQNBVgWb167jwVmza+zodOvtM3j2+acJCvRErcpBiRWTyY8Vv/7FTTfNqNLpaMSokbz+7jsYPXUYlQp8bFCWmcPtN00jMTHRaR2hoaF8smQx/pHtKVKC1mbHx2TluSee5PcVK+ryJzxrtaZ8dYeLL76Yb79fjE5nRKkswmb3ptzszd13PcCSxUvw9fXlo0ULiezWpSI37eBXbmPuG2/y5eIlqNVq1m7eSFSXLsSXFKIAYrz8iDt8hPOGn4vNZuODTz9h4lVTSCwtosxqJdLTB2uRgfOGDXfJKGKtVssnnyxg1KhB+AeYsFoVFORr+fTTpbzyyhsN/yOJWpFcbTwzPngHvbcXv737fqPX1bZzRyY98SBvTb6R9GMn2Lrtf+TlGnjtte8ave7G8vMvT/PSi9/w5puNP/tLS3G25mtERARfffU50TEB+PpYKC1TkpNtZ9asR1i7dp3D/T9avAivsBCKT94/epSZefL+Byuf+/1XZiC+PuVnLLOuwsPD+XjJYrzahlCuVdMlKITicjNZhmI6BgRV/F5STEf/it+TivLRmK3oy0w89cBDDmftOrXMYuV/5+VsfyFE03FZg+XZpDYXpU6dOrF06VJUKhX33HNPZe9hIVqjyy67jC5durBt2zb++eefJq37bL2JdIXAwEB69+5NaWkpO3furHHkRV1pNBqGDh1Kr169SEhIYOPGjVgsFgYOHEhoaCjFxcUkJSVx+PBhunfvTlhYGPHx8SQkJDgt09/fn759+2I0GtmxY0eDpnRs7jQaDYMGDUKj0bB79+5W895t7fnat29fAgMDOXr0qNumMFQqlQwYMABvb28OHDhATk4OXbt2pV27diQkJFTpTOCISqVi8ODB9O/fH29vb44dO8aff/7ptjXkYmJiiI6OJj09nSNHjrS48puz1pavLelzuU2bNvTq1QuDwcDOnTuxn2Hd1dO1b9+eLl26kJubW2Vkv1arZdCgQajVanbu3FnrEVdKpZIhQ4bQv39/UlJS+Pvvv2ucRqtHjx6EhoYSGxtLUlJSreNu164dXbt2rRa3aH356i5jxoxhwIABHDp0iN9//73a9jPlZmBgIFOnTgVg6dKlFBQUVNmuVqu57rrrCAwMZOXKlQ5HNzeUr68v/fr1o7y8nO3bt5/1neWaG8nVxqFQKHhx4yr2rfqLnb9Wz01XU2s13LbgbX54+S12Lv+VouJv+fCDlSxbtrnR624sH3x4D+vXHeDOO+e7O5Rm42zP18jISDp27EhWVhYHDx484/4RERF06tSJ7OxsDhw4UO99GuLU8gsLC8/4e21iaOyYhRB157IGyy5dujBr1iy6d++O3W7nyJEjvPfee41yk93YzvaLkhBnE8lXIVoOyVchWg7JVyFaDslXIVoGydXGEdoxhkeWL2X56++SduRYk9Q55dnHSNi9j2PLvmbnrneZec/7HDxY+044zc1zz19HudnKRRc97e5Qmg3JVyGEcA+XrGE5efJkDhw4wMCBA9m7dy/79u1jwIAB7N+/nylTpriiCiGEEEIIIYQQQgghhKgU3a83NquVrHjn04u7WlZcAlF9ejJ4cGcsFivHj7tn9hRXSUvNo2Ontu4OQwghhEDtikLeeOMNXn31VZ599tkqrz/33HO8/vrrfP/9966oRgghhBBCCCGEEEIIIYCKBsuc5FQsp6yb3Ngy4xLoMWYEnYb2IC4uA7O5ZU+vnJaWS0REG9RqFRbL2bs0ixBCiObPJSMsw8LCWLx4cbXXv/jiC8LCwlxRhRBCCCGEEEIIIYQQQlSK7teHzNia12F3tay4BJRKJZ0G9eHY0dQmrbsxpKXnoVariIwMdncoQgghWjmXNFiuW7eOkSNHVnt9xIgRbNiwwRVVCCGEEEIIIYQQQgghBACefr6EREc2eYNlfkYmppJS9CHtOXwkuUnrbgxpqXkAdOwo08IKIYRwL5dMCfvzzz/z+uuvM3DgQLZs2QLA0KFDueqqq3j22WeZMGFC5b6//PKLK6oUQgghhBBCCCGEEEK0UlF9egGQcSKuaSu22ynNySIzrC2HDrX8Bsus7ELKy6106tSW1at3uzscIYQQrZhLRlguWLCANm3acPfdd7N48WIWL17M3XffTXBwMAsWLGD58uUsX76cZcuW1VjOY489xrZt2ygqKiIzM5Nly5bRpUuXKvt8/vnn2O32Kj+bN2+u3B4QEMDcuXM5cuQIJSUlJCYmMmfOHHx9fV1xqgBMnjyZ5JwsMkqKSTcUkZafxx133OGy8oVoKby9vfnuu6WUlGRhNGZSXJzBe+/NQal0yUeLcJGoqCgWLvyIgwe3cvDgVr7//ktGjx7N++/P5eDBrRw6tJVffvmOvn37uqxOb29vnnjmaQ7Hx5FSkEt8Thbb9u/l6qlTUSgUZzw+KCiIl19/jQ27dvD3rh0sW7mC4cOHuyw+IRpbnz59+Pnn7yrz7sMP59G+fXsAQkNDmTv3fxw4UJF/K1cuY+DAgW6OuDqtVsvds2aybusW/t61gy17drFh+zb+3rWDf3btYMWqP9iwYzt/79rBX5s2cuO0afL5L1ocrVbLzJl3s3v3Rg4d2srWreu47rraXatONWnS5Wza9CeHDm1l797NPPLIA3h4eDRS1BU6d+7MZ18sYcOuHWzYtYOPFn5Ohw4dGrXOhtDpdMy8917Wb9vK37t2sGrDeiZPmXLG45RKJdffeCNrNv7D37t2sHbLZmbceQdqtUv63grhEiNHjmT57yv5e9cONuzczvMvv0RAQEDl9k6dOlXJ108WL6Jjx46V2wMDA3n99Zc5cKDivmHNml8599xzK7d7enry1TdLKTJkUVKWSUFRJu8tmCfXXdHqRfXrRUlBIUXZOU1et95aSnqJmqTErCav29VsVhvp6bl07CjLerU2kydPYvPminvY+PiDHDlxlH9272T9tq3Mvv9+9Hp9o9X7773znj2bePDB+6rVdcWVV/LH+nX8vWsH67dt5d4Hah9PQ44VQriXArC7O4h/rVy5kq+//prt27ejVqt5+eWX6d27Nz169KC0tBSoaLAMDQ1l+vTplceZzWby8/MB6NmzJ88//zwLFy7k0KFDREVF8cEHH7Bv3z6uuuqqWsXh4+NDUVERvr6+FBcXV9n22htvcOPdd7ImLZ4cU0VM/lo957eN5p+Vv3PDNde64k8hRLPn7+9PcvIxPL1SUCjSqPgoUWG3RZGZqSc8vDM2m63R46gpXwUMHz6Mb775mPbhOcC/f59grJZOqNSHgMKTr3mQlRnCY4+9xcKF1dckrovAwEBWrv2LsA7RHMjP4lhhHjbsqBVKevsGkb5tNzdcdTV2u+PLT1RUFD+sXMFxjY00YwkAnmoNvTVe/Pjx57z9+hsNik+4T2vJ15tuuoE33niUkNBMoOzkq34kJwUwa9aTzJnzMhGR+SiV/+afnuysUF58cQHvvfeBm6KuysPDgxVrVlMcGkBcWTHd/IMI9/JlU2YKpdZyxod3IrG4gMOFOVjtdtQKBZ30PpQfS2DyhIlYrVZ3n4JooNaQr3q9nnXrfqdvXz06fQ7/3ssUF7dh7V/xTJo01em16lSLF3/ChIn98PPLBiyAArM5iMOHYNSoixrl73fRuHG88t4c9llLyTcbAQjSedBLoefB2+5g/fr1Lq+zITw9PfntrzUUtPEjrqwIO6BRKumq8yFj+x6mXXudw+OUSiXf/bQcj+4dOW40YLHbUCkUdND7oE3OZOLF4zCbzU17Ms1Qa8jX5uyJZ55m3I3XcaDcQJnVAkB7vTcdzXDFRePo3rMnr82fyz5bWWW+Bp7M10fvvIcTx4/z11+/EB1dhFJVcLJUHTk5Icyd8zVz5y4gMfk43t5pqJSp/PtZZbVFkpXlTUT7Dk3yvUs0nOSq693x8Vw0Oi0r537Y5HU//uYsCtt0Z/XTj1KWn9fk9bvaa6/dTEZmPpOueNndoTQLrSFfv/56MePG98DXNwuwAgqstjByTVF8Fx9HuM6LwNxiLhl7ASUlJS6r96uvFjH+kp5V6jWbgjh0yM7IkRdSUlLCZ0sWEz50IEfMBsptNhRAjIcPgbkGLhl7fo3xfLp4ERHDB3PUZMBss1YeG5RXwiVjz8dgMLjsXIQQrteg7nhDhgxh3LhxVV678cYbiYuLIzMzkw8//BCtVlvr8saPH8+iRYs4dOgQ+/btY/r06URFRVUbdWAymcjMzKz8+bexEuDgwYNMmTKFX3/9lbi4ONauXcuTTz7JhAkTUKlUDTldtFott868h+8TDlc2VgIUmI0sSzzKBZddRmRkZIPqEKKlWLfuDzy9YlEo/v3SDGBFoYwjNKyUTz/9yJ3hCSoe8i1a9AHtw5P4r7ESIAaVejv/NVYClBESmsiLLz1CUFBQg+pd8MnHaNqFsC07jSOFudhOvj8sdhu7C7MJGtCbG6dNc3r8x0sWs1NhrGysBCi1lLO1rICrbruFzp07Nyg+IRpTYGAgL7/8GCGhCfzXWAlQSERkCt988xlR0WmnNFYCGAkOSeTxx++pHIXpbi++/hpZIb6cKCvCU62mg08Aq1LjMFjM9A8M41hhLgcKsrHa/81vO0fKilB0iWLmvbPdHL0QtfP66y/Rf4AanT6bU+9lfHwyOf/8GG655eYzljFx4gQmTOiHn186FY2VAHa02hx69TbxwQdzXB63Tqfj1XffZoMxv7LxAyDXVMZGUwFvf7Cg2Y0+fO3t/5EW4EXsycZKgHKbjQNlhYQO7sfVU6c6PO7Oe+5B260jh8uKsNgrGmSsdjvHy4owtA/miWeebqIzEMKxHj16cOmN17HdWFDZWAmQajSwW2Xm0y+W8Mbcd/nHVFAlX/NO5uub8+fx9TcL6dAx65TGSgATbdokc8/Ma/l74zp8fOJRKVM49bNKpYwnOKSIhYs+a4pTFaLZUSiVRPbuQcaJpl2/8l99OvoD4B8V7Zb6XS01LZdOndq5OwzRRK66agrjxnfH1zedikZDADsqZTpt9Ec5r2074sqKSQnw4K0577qs3ilTJp9srKxar1aXQ+/e5cyf/w6TJk8mfOhA9huLKD/ZIccOxJUVk+yvrzGeK668kohhg9hfVojZZq1ybJKfjjddeC5CiMbRoAbL5557jj59+lT+u1evXnz66aesWbOG1157jQkTJvD444/Xu3w/Pz8A8vKq9lQaM2YMmZmZHD16lI8++ojg4OAzllNUVNTg3v6fLVzIgYLsyi/Lp7JhZ0dOGl98+02D6hCiJVAqlfTo0RGFwvG0KwpFEldfPbGJoxKnGz9+HCEhJv67CQTwB/L576FqVWFhhcyadWe96/T19SWqezf8tHqSSgod7nOktIBb7nI8jXZMTAz6kCAMlnKH24/Zjdz/6CP1jk+IxjZz5p2EhhU42eqBRlsIOB4NFBqWz0MP3dtYodWaUqlk1AXnk3qy00DPgBB25qRXbo/w9uV4keNe5LFlxVxz441NEqcQDaFQKLjssgvRaPIdbvfyzmbmzNvOWM6jj96Ln3+2w20qVTHDhw9Ap9M1KNbTXXPttSSrbNgcjP602O2kq+1MvOIKl9bZEGq1mqGjR5FuLnW4/aixmNtn3eNw23U3T+OE0fGohkSTgUuuuNxlcQpRHw8+/hhHbUaH24rLzbTpEEW2TlnZwedUVrudfJ2Kbl3DAMdlhIbm0bN7R5QKx58zamUyk668tN7xC9GShXaMQe/lRWZs0zdYtmsfRGiAJ9ZSAwHRzXc69rpIS82lQ4ewOk+LL1qmBx+8B19fx9cWpSKfcC8dSoWCDFMZA4cPQ6PRuKTehx6aeXJkZXUqdRGjRp3D3fffyxGz41GQmeYyBp473Gk8d907u8ZjBwwbWqfBVUKIptegBst+/frx559/Vv576tSpbN26ldtvv5133nmH2bNnc/XVV9e7/LfffpsNGzZw8ODBytdWrlzJ9ddfz9ixY3nwwQcZPHgwf/31l9MPm8DAQJ5++mk+/ND59BBarRYfH58qP470GTiAjDLnw8YzjSVENeN1Y4RwlXbt2qFQOP5SXcGGWt04s03XNl8FDBjQFx/f0xv+vKk6srIqlaqYgQP71bvOyMhIypR2Sq2OGxyh4uGMxsm6Xl26dKFI7fwLUo6pjM7dutY7PtG0WmO+DhzYF7Xa2fQ03iiVBU6PVSqL6devV6PEVRe+vr4YT1kxIECnJ/uUEc/lNUw7ZweUOvkC2BK1tnz18fFBq62pM6MNb+8zr3MTEOCDs05AAFpdOaGhoXUPsAZ9+vejwO68zgKFjT79+7m0zoYIDAykzO78b22x29B7ezvcptLrKmdqcMSqVrnsAVpL0trytTmL6tChysjJ0xVgw17DiGe7Ro2Xl6mGGgwoFTV9r2q8712i4SRXG1d0317YrDay4hObvO5ePStmVytKTyMgOqbJ628Mqam5eHhoadcu0N2huEVry1c/Py+qdm6vSqkoxUNVcf0qwUabNm2apF6tzoyvn3+N3zlL7Fang5c8fLxrPLbUhecihGgcDWqwDAgIIDMzs/Lfo0eP5vfff6/89/bt24mIiKhX2e+99x59+vTh2murrgn57bff8ttvv3Hw4EF+/fVXxo8fT5cuXbj00uq9Cn18fFixYgWHDh3i+eefd1rX448/TlFRUeVPamqqw/2y09Px0Th/COet0VFc5LwhQIizRU5ODnZqfiBttzfo48Wp2uargOTkNMzm06fCNgOOGwsr6ElNzah3nbm5uWhsoFPWPBWdwub4wUp2djY6i/ObS0+1hvzclr8+SGvRGvM1JSUdcNbIYcJuqzn/0tMza9jeNEpKStAp//sML7NY8Nb8N0JMraj5810h62i1SK0tX0tLS7Faa14uwmI5cyOAyVSxZqUzVouGgoKCOkZXs7SUVLxUzq+zngoV6c3o/6+oqAi94gxLc1gcP7g60+eJ2g7l5c47SZ2tWlu+NmfFhYXoa8pHlChqWAtXYbNjMtfU6K7FXsNnDIDd1jjfu0TDSa42rqg+vchNTsHihrWMe/eJJi0tl4K0NPwio1AoW34epqbmAtCpU1s3R+IerS1fy8trnoXQbtdWTqmqV6goKipySb1mc831Wq0aLOXmGq98HkoVhYVOnr9bbTUeq1fUcKwQollo0BU1MzOTmJiKnkQajYYBAwawefPmyu0+Pj71+gI5d+5cJk6cyHnnnXfGC0RGRgaJiYnV1jTz9vbm999/x2AwMGnSJCwW572QX331VXx9fSt/nK0fdfutt9E/0HkP6YFBbbn/LsfTGQlxNjEajeTlGgBPh9vt9jbs2LG/Uequbb4K+O6778nIOP3/KBsIcXpMZqYfb789r951pqenY8rNx2S14KdxPAVepKcPK3/+2eG2Xbt24WO2onQyDU0nlQfz336n3vGJptUa83XOnAVkZvg62ZqH1RqKs8aNnOwA3nxzbqPFVlvl5eUkHDlWmcOHC7LpE/jf50aB2UgbnePP/7Ye3mxat75J4hSu1dry1WKxsG/fMZzdy1itgSxb9tsZy1m8+BvMJmdrP+uIi8tw2QOefy1ZuJAIi/Ovce3LFXz95VKX1tkQRqORlNg4vJ10/Izy8OGXH35wuG396jW01Xs53Bao82D/zl0ui7MlaW352py9P2cunTSOP0dUCgXKgmL8ypw/E/EpM5OeVo6zRzMF+UHk5BYDjvPAZg9iz97DdQ1bNBHJ1cYV3a83mXEJbqm7b98Y4uIyMGSko9bq8Alr+Y18GRn5WK02OndunetYtrZ8/fLLHygvdzbSUE++WUm5zYa3WkNmQiIlJc5mEaprvd/VUK+O48dS+H7p10R5OJ59w0utISPeeTzLvvmWaA/Ho2O91BqykpJcdi5CiMbRoAbL33//nddee40RI0bw6quvUlpayoYNGyq39+nTh9jY2DqVOW/ePK688krGjh1LQkLCGfcPDAwkIiKC9PT/1lby8fFh1apVmM1mJk6ciMlU0xQrYDabKS4urvLjSGxsLCmxcZwXFlXlYboCGBLcDooMrF69ulbnKURLN2nS9VjK+3H6aD273RezqQtXX31Do9Rb23wVFaOk5s39lLzccP5rILEDqdhtfTj9ElBcHMwfv2/n2LFjDar3oZmzoNjABe1jqo1KD9Z5EF5k5t0333J6/NMPP8q5+gA0p/VSjdZ5UXDkBOvXS2NIS9Ea8/XYsWOsXLmV4uLTp6hRkpMdyWeffUl2ViSn519JSRvWrz/M7t27myzWmjxy7330R4+PRkuWsRS1QkkP/4pz2p6TxqiwSPy1VUeSBuo86FRm46Vnn3NDxKKhWmO+3nPPAyQmhHD6vYzN5s3RI1peffXNM5bx/vsfceiQHavl9I4KOlKS23HHHa5flzY7O5uV3/1AH51vle4PShT01/vx/eIlza7n+MOz72WQwhNvddX7ghCtB20Ly3hvjuPOGq+9+BIdy+wE6ar+H/lpdfS2aHjy4da5rnVrzNfmavWqVZQdTyBSW7VBUatUca4+gMfvu59fv/qWvvrq+dpP78vyL5Yya9bDZGZEAVVHIhvLAtm2LZUJl07CbO5L9e9dPphNXZl69fWNc3KiwSRXG4+Hrw8hMVFknIhr8roDAr0JDw8mLjYdQ1YmdpsN/7NgHcvyciuZGfmtdoRla8vXuXPnc/iQAqu1+j1ssbkff6al46XWMFjlzUOzZrus3nnz3ndab3JSO+688z4+mD+fkPwyQk67/6uIx6vGeD6YP5/gvBJCHRw7ROXNQzNddy5CiMbRoAbLp556CqvVyvr165kxYwYzZsyoMqLylltuYdWqVbUub/78+dxwww1cd911FBcXExoaSmhoKHp9xQMxLy8v3nzzTYYOHUpUVBSjR4/ml19+IScnh2XLlgEVIytXrVqFl5cXt956K76+vpXlKF0wRcM5ffuTsnMvN3ToxaXhnRgf3pEbO/aGpAw6RUQ2uHwhWorNmzdz3nkTyc3pjNUyGKu1F5byIaSkhNKt2wDS0tLcHaIA/ve/Ocye/TqHDoaQltqOtNS2HDsKn366gv37AklNbU9aWltOHA/n1Ve+5+abb29wnXv27OH6iZOI33+I8aHRXBHRmQvDopkQEo1952HGnze2xpv/1X/8wYO3zKBXoYVz1D70V3kxUunDge9/YeqkKxscnxCN7ZZb7uSVl7/jxPFw0tLakpbanv37grjjjqe5887Z3HTTg+zZ7U9qSnvS0sKIPRHB/95a0WgdPeojMTGRyeMuoU1sOsPVvuRnZdNZ48HksA50V+jJyszk/IB2nO8dQn+VFyPUvmj3Heey8y8kNzfX3eELUSvJycmMGXMZq1eVkJwUQXpaGImJEfzwfQojR15UqwdVRqORkSMvZOnSYyTEV5SRnBzB+nUWLrjgSo4ePdoosT//1NN89ea7DLd5MFDlzSC1N+dYtHz20mu8+cqrjVJnQ8TFxXH1JZcRmpDJ8JPX9hFqX0xb9zL+vPOd9nTPz8/n0rHno9p9lBFqX/qrvDhX7YvvkSQuv/CiKp1WhXAHu93OlImXc+ynlYxUVby3h2p86ZZvZPa06axdu5aXnnuOL157m2E2PYPUFfk61Kpl0Stv8uqLL7Fq1RquvvpOdmz3IjUlnLS0MOJiI5g/fz2XXnol27dv57wxl5GZ3Rlz+WBM5b0xlZ9DcnI7evcaQlJSkrv/DEI0ucjePQHIjItv8rr79qmYaS42LgObpZySnGwCoqKbPI7GkJqWS8dOrXOEZWtTVlbGyJEX8vVXJ0hMiCQjvS0lJX0pLunPoaRceti0tE3K5upLLuPEiRONVu+/985r/yrnggsmceLECcrKyrhk7PmUbdrNyJP3jcM1vrRNymbqpRNrjKesrIxLzr+A0mrH5nDNpRM4fvy4y85FCNE4FFQMt2kQX19fDAYDttPWGAkICMBgMNR6Wli7k7Udbr75ZhYtWoRer2f58uX0798ff39/0tPTWbt2LU8//TQpKSlAxTqa69atc1hOdHQ0iYlnXozbx8eHoqIifH19a3xQce6556LT6fjrr7/OfHJCnMVCQkKIjIzk2LFjLp/27Exqm68CgoODUalUZGT8t0ZlUFAQWq2WjIwMp5/BDfFvp5Hy8vKK6WLPMOL9dP7+/nh6epKZmYnVWvNaB6L5a235qlAoCAsLo7y8nJycnGrbAwMD0ev1ZGRkVLuHak68vLzw9/cnJyeH8vJyQkNDMZlM5OXl4eHhQWBgILm5uRiNRneHKlyoteXrqe/zul6r/qXVagkODqawsBCDweDiCJ0LDQ3FbreTlZXVZHU2RH3/1nq9nqCgIPLz8yktLW3ECFue1pavzZVKpSI0NJTS0lKna9eGhlYsMZOZ6XjN6jPd+7Zp04bo6GhOnDjh8vVxReOTXHWdi+66lVE3XMPn9z7a5HXf/8AVDB7cmddf/x6AjudfhGdgEOteeb7JY3G1++67nA4dw+jbZ5a7Q3G71pSvp97Dms3mJrufrc29c0Pur911by6EaBiXNFiebVrTRUmIlk7yVYiWQ/JViJZD8lWIlkPyVYiWQXLVdW7/4F10Xp78Nuf9Jq978ZIHSEzM5vvv/wEgtGdvOo69iN8emo3VXL9OT83FlCnnMv2WC/HxvqpROjS3JJKvQgjhHg2fI1UIIYQQQgghhBBCCCEamUKhILJPTzJjm3462OBgP8LDgzl+PLXyteKMdBRKJf6RUU0ej6ulpObi6amjXbtAd4cihBCilZIGSyGEEEIIIYQQQgghRLMXEhOFh483GW5osBw8pAs2m41jx/5rsCzNy8VqNuN/FqxjmZJcsYxFly7t3RyJEEKI1koaLIUQQgghhBBCCCGEEM1eVN/e2Kw2suITmrzuQYM7k5iURVmZ+b8X7XYMmRkERHdo8nhcLT09D4vFSufO7dwdihBCiFZKGiyFEEIIIYQQQgghhBDNXnS/3uSlpFJubNr1IlUqFYMHdebIkdRq24oz08+KBkur1UZ6Wh5dukiDpRBCCPeQBssGUqlU7g5BiGZBoVC4OwTRDNXmfSHvHSHq7/T8cUU+OStDclWIxuUox87W62hLjFk0f0rl2fF4Q/JDiJpF9+vtlulg+/SJxstLz6EDidW2FWek4xEQgM7Pr8njcrWU1Fw6y5SwrU5drz2NcY8q1z8hBEiDZb28+b//kV1STIqhkPiCXLJLDCz64gt3hyVEkwsMDOSTTxYQG7uXxMQ9HD++m9dffxmdTufu0NxuzJgxbNr0J4mJ+0hM3MeWLWu5+OILG1TmRRdfzOp//mbrkUNsO3KIP9avY/SYMa4J2IWUSiX3PfQgm/fuZsvhg2w7fJDF33xNZGRklf1uuvlm/tm5vWKfIwf5/tdf6NGjh5uiFqLl8PHx4c1332Hbwf1sOXyQvcePciL2EImJ+0lM3MOBA9u4++476lRmSEgIH37+GdsOHWDL4YNs2b+XJ555hujoaD7/8ov/Xt+3h4cefVQ6bAnhIiNHjmDjxjUkJu4lIXEv27at5957Z/HLqj/YduQQW44cZN3WLUy+akqV43r06MEPv/7CtiMH2XL4IP/s3M5NN9/snpOopf79+7P895UnYz7A39u2ctXUqe4OS5wF3p37LsUl2ZQa0zGas8nOTeHaa691d1hVXHDBBazesL7yPn7VhvWMHTu2cnuXLl349qdlFXl/+CAbd+/k1jtud2PEQjRPHr4+hHaIJtMNDZbDhnejoNBASmpOtW2GjHQAAqJa/ijLlJQcunaVBsvWQKPR8ORzz7J1/96K5zKHDvDh558REhJS7/01Gg0vvPAMR4/uIjFxD3Fxe1my5JNalLmvVjEIIc5+CsDu7iCaGx8fH4qKivD19aW4uLjKtp9+W0G34eewJi0Oo9UKgEapZHRYFGXJaQztN8AdIQvR5IKCgvjnn9V07WYACitfLy8PZPeuckaPvhiTqfGnaKkpX91l+vRpvPbagwSHpAKWk6+qycluy/PPf8D8+R/Uucw77r6bG+6fxR5zMWZbxWePTqmiv9aX9198hS8WL3bdCTSAQqHgqx9/wLNnZ06YDJUXGH+tnn7ouebSCZw4cYI5C+bT9YLRHDYbsNkr9vJWaxio9mbmTdPZsnmz+05CNJrmmK8tjbe3N7+v+4tkPz1pxhLa6D2YFNUOb80+oOzkXgqKi4P55eeD3HDDLWcss23btvyyZjUHNVZyTKWVr8d4+DCsTXv+yEog12SsfL2D3hv7sQSmTLgcm83m4jMUzYXka+O7/vqp/O/tJwgJSQPKT76qwmLpwbZcK1uzswBQKxT00vmw/usfeOHpZxg6bBjvLV7ITksxBkvFcSqFgu5aHw6vXst998x0zwnV4PwLLuC1D+azw1xMqbUiZrVCQU+dD5t/+JmnH3vczRG2bK05XzduXs+gwW3RqI4D/16TtJRb+vLs0+/w2muvuzM8AG69fQbTH36Q3eaiyvt4rVLFAJ0vH73yBvt27+aTb79ip7WE4vKKdfGUKOiq9yZpw1buvOVWd4YvXKg156qrdBsxlBnvv8MXjz5LUVZ2k9b99bePcuxoKj/8sNHh9kG33EHSlk0c/umHJo3L1SZMHMKsWRPw8pyCxWJ1dzhuc7bnq1qt5pc/fqc0MpQEo6Hy9TZ6T7qbFEy84CIyMjJqtX8Ps5KJF1xEdnY2f/31G0OGeKPV5Z5Smw+xJ/wZNWo86enpVcr8+Y/fMUaGEW8sdljmqfsLIVoHGWFZB8HBwZwzehQrko9XNlYClNtsrEmLp13HDgwcONCNEQrRdObN+x9duxVzamMlgEaTR79+Ou67b5Z7AnMzT09PnnvuIYJDEvmvsRLAQpvgZB599B58fX3rVKafnx+33TuLbcaCyoccACablS3GfO578jE8PDxccwINdOlllxHQqyvHT2msBCgwG9lmK2Hexx/Sp08f+l9wHgdNxZWNlQAGSzkbTYX8b8F7TR+4EC3E0y88T4qfB2nGEgDGtW+Pt2Yn/zVWAtjx8cli3Li+DB069IxlvrPgPfaqy6s0VgLElxWztziXUA/vKq/HGQ14dOnAlZMnN/R0hGi1dDodL730BCEhifzXWAlgRa3eT59AL/QnRzJb7Hb2GIsYf81VRERE8PaC+Ww0FVQ2VgJY7XYOmIoYcOFYevXq1bQncwYKhYJX332bjcb8ysZKqDivvcYixl55OTExMW6MULRUo0aNYtCgTmhUR/mvsRLAjEa9k2efe8Tt08T6+Phw54MPsNWYX+U+3myzsqUsn1mPPsy8Tz5mk7mosrESwIadw8Ziuo4YxuDBg90RuhDNUlTf3pQWFjV5Y2W3buGEBPuzb6/zkZ3FGekERLf861lyUg4ajZoOHcLcHYpoRNNvu5XyqLAqjY8AOcZS9musvD1/Xq3336e28PZ785gx41YGDfI7rbESoJiOnfL44IM5VV69+dZbsES1rdJYeXqZQojWRxos6+CzRYvYm5fpdEjq9px0Pl60sClDEsItlEolw4YNAIocbtfqcrjhhquaNqhmYurUqwkJLXG6PTTMwM0331inMm+8+WaSVM57NqaobFx1zTV1KrOx3HnvLI6bHZ9/qaUc77BQHnnqSY7bHY++tdhtlHnq6NevXyNGKUTLNeaiC0k9+SUxQKvHS2OgaueI/wQG5fHkkw/WWJ6HhwfR3bpRYDY63H6kMIeOPoHVXj9uNjBj5j11C14IUWny5CsJDS11ut1TnUivgKAqr8UrLTz30ouUemqx2B2Pbj5uN3Hvww+5NNaGGjlyJPlaFVa7429RcQoL99x3bxNHJc4G7859C4061slWGyp1FrNmubcT5bU3XE9yDffxhXo1yjb+VRozT3XMVsZ9jzzcWOEJ0eJE9+tNZlzTTwc7dmxfiopKiY3LcLqPISMd/8hoFC18Pd3k5IrGYJkW9ux2/fTpxJ7W+PivArORjj16oNfra71/hx7dueOOaeg9qk+ZXKGEvn27VCszzuh49GqB2UhMj27NpnO+EKLptOyraBOL6tSBPCcP9AAKzGUEyRzbohXw9vZGrXb8gPxfOl3rXN+sa9eO6HRmp9s1GiNdu3aqU5kdOneiyOb8712CjeiOzWOtDC9fX0xOHrgAlGIjukMHp40jAEaNivDw8MYIT4iW75S1I701WjQKx18aKxgJDa35viQwMJAyu/Octdrt2B101Sq32dB7eZ4xXCGEY126dETv4fzarlSUEKjTVHkt32ykU+fOlGmc32MVmI1EREW5LE5XiIyKxFjDfWGB2Uh0x45NGJE4W7RtGwo47yioVhno3r1r0wXkQIfOnSmu4d7YplJiwPn06oZyM6Ft2zZGaEK0OEqViqg+vUg/HtfE9SoZe35fdu+JrXE5hOKMNNQ6HT5t2zVhdK6Xm1tMSYlRGizPcmqdtsqMV6crtVsJCAg4ZX/NGff39NJBDdc0taa8SpkavdZphzaAMrutyv5CiNZBGizrIPbIMYJ0znt2BOg8yM5w3ttKiLOFwWCgvLymBkkFRmPNDZpnq0OHjmM0ap1uN5v1HD58rE5lHjt8BF+l87+3N0pij9WtzMZSXFBQOYWdI14oiT1+nACt3uk+HmYriYmJjRGeEC3fKVPSF5ebMNu8a9hZT2pqzWt+5Obm4qFwfjuoVihQOHhdq1RRehau5SJEUzl8+BhlpRqn2202L3KNVTtA+Wt0HD18GE+z88aPQJ2e+DhnI87cIyE+AQ+T8/vCQJ2e2OPHmzAicbZISUkDnF8HLVYf9u070HQBOXDiyNEa7+MVFis+dufXYV+NjrSUlMYITYgWp23njug8Pcg40bQNlkOGdCEw0Ied22u+VhmyMrHZrAREN4/OxA2RlJRN167SifhsVm40olI4+qZXwUOhJC8v75T9TTXu76lQYSguo6amBku5tkqZ5rKaY/BUqKrsL4RoHaTBsg5uvvFG+gaGonT46A6GtGnHzddd38RRCdH0bDYbGzZsw2ZzvBajydiGhQu/auKomodvvvmWrEwvp9szM7xZuHBJncr8cvFioqxqh9sUQLhFyfffflenMhvL/LffpYvG8fl7q7UUpKbx+osv0UWhc7iPVqlCZyhj//79jRmmEC3Wql9XEKGveDhbYDZRYvECHDd65Oa04eWX36qxPKPRyIkDhwh00iGru38wx4uqf0nsrPXigzmypogQ9bVs2XKysjzAyfeKEms0B/Kr5l4nu4bnnn4GfakRrZMGkM7omfvm/1wdboP8888/+BmtqJ10juhg0zD/nXebNihxVpg98wHKLc5G5yqxWIJZsGBBk8Z0uq++/JIIq+N8VQABJivlWbnonOR0F6Wed15/oxEjFKLliO7fB2u5heyEpCatd8KEISQnZZOc4myqywo2i4WS7GwCYlp+g2Vycg7dukuD5dls8cef0knn43BbkM6DY/v2YzL9t5TPoo8+OcP+B5g//1NKS4Od1OjNzp2HqpS5+ONP6ax3XGbgyTKNRuezcwkhzk7SYFkHhYWF/LXiNyZEdsFT/d/DQb1KxbjwjsTuP8iBA+7twSlEU7n33oc5ctgTq9W/yusmUxt27DAwb557Hw64i9Fo5PHHXyIrMwo4daSlhuysKJ577i0MhpqmcKyuuLiYua+9wTB9AHrVfw2XHio1w/UBvPrMc1Vu+tzpj99/J33nPrrpfVCe0lOujc6TQXhwz60zOHToEP/88ht99b5VHl76aXUM1/oya8bt7ghdiBbh1RdeJDTPQIRHRaPlypRUis0DgVM7CigpLAxj+fLN7Nix44xl3n/3PfQ0KQjV/zfFqwLo7OFLL+8A8k1lp5SsoIveh4J9R/j5p59cdFZCtD5ms5kHH3yGzIwo4NROPBoslr7szTVUTrGuVaoYpPfnu88WkZaWxqzbbme41hc/zX/HqRVK+ur92PDzrxw+fLhpT6YWHpw5k+E6P3w0/90baZRKBuj9+OWLpSQlNe3DZ3F22Lx5Mxs27Kfc2hM4tcFPT7llMA8/9Iy7QqtUUlLCOy+9wnAH9/HDPAJ44/kXuGv6LQzX+OJ/ygwkaoWC3npfdq/+i927d7sjdCGanZh+vclOTMJaXt5kdbZtF8jQoV3ZvKV211ZDRjqBMS1/mvOkpCy6d49wdxiiES1euBBbXDId9d5Vus+F6j3pboQH7qm6BvSSRYuwxibRUe9Tbf8eRgUPzJzJwoWL2bI5G2NZmyrH2mx+HDvqx513zq5WpuWE4zJ7mirKFEK0PtJgWUfXXnU1n7/5NleGd2FqTE+uienBVZHdWbPka0YPG+7u8IRoMgUFBZx77gXMm7uJE8fDSUyI4OiRtrz04nLGjh1PeRN+iWhuvvrqGyZOvI11ay0kJkSQmBDB3+th8uS7+fzzRfUqc/Hnn/Pw9NuITi9ghMqHESof2ifnMvv6m/j+229dfAYNM+3a6/jxzTkMMqo4V+XDCKU3pRu2c9nY8yunen3swYdY8Piz9C62cq7KmxEqb3R7j3P1uEvloYwQNSgtLWX8eedz6OvlnGv3oLtFQ2xcFgcP+pEQH0liQgR79/gze9a7zJhxd63KzM7OZtzo88hcuY4RCi/OVflwjkXLnws+YWD3nuT/tZlzT74+2KxmxbsLuHbKFOw1rDcihDizH39czoQJ0/nrTzMJ8RX3Cxv/UXL7jGfI2LafESpvzlX50C2vjFdn3c9br70GwK5du7hm/GXo9h47uY83fYqtLHj8GR5/6GE3n5Vj//y9gZsmTsLnUAIjlBXn1SPfzFv3P8IrL7zo7vBEC3bB2It57ZXFFBUPxGQ+B5N5KOkZnZg86Rbmvzff3eEB8OWSJTww7RYiU/Mq7+MjUvK4/8bpfLP0Kw4ePMiVF41DufNgZX70LYHPnn2Z++6Rh7VC/CtmYD/SjzfttOdXXTUCQ4mJHWeYDvZfxelpeIeGofFs2Wu9JydlExjoQ5s2jmfVEi2f1Wpl0iWXsu6DhQy1aCue3Si8yFi5jvFjxpKTk1Nt/ysvvYx1H3xebf9xY84jOzsbq9XKxRdP5Nlnv+PwoTASEyKIPRHOhx/sZPjwC8jOzq59maPPq7a/EKJ1UADytOk0Pj4+FBUV4evrS7GszyREsyb5KkTLIfkqRMsh+SpEyyH5KkTLILlaf/5hoTy9ejkr535I/O69TVJnm2A/vvzyIdas3sOq1btqdYzez5+BN89gy4I5ZB1quTOwRUeH8PnC+xk96jE2bDjo7nDcQvJVCCHcQ0ZYCiGEEEIIIYQQQgghmqUOA/sCkH6i6UZYTp9+ASZTOX//XfuGR2NhAebSkha/jmVKSi4Wi1WmhRVCCNHkpMFSCCGEEEIIIYQQQgjRLMUM6EdeajrGYkOT1NejRyTjxw/i9993YjSZ63SsIT2dwA6dGimypmGxWElJyaV793B3hyKEEKKVkQZLIYQQQgghhBBCCCFEs9ShCdev1HtoeezxKSQmZrJ585E6H1+UkUpAVAwoFI0QXdNJSsqiR49Id4chhBCilZEGSyGEEEIIIYQQQgghRLPj5e9HWMcY0o+daPS6FEoljz12FW3a+LH0y3XYbLY6l1GcloZar8e3XftGiLDpJCZm0aOnNFgKIYRoWtJgKYQQQgghhBBCCCGEaHZiBlSsX5l29Hij1qNUKXno4SsZMaIHX365lqzswnqVY8jKwGa1tvhpYRMTsmjfPgg/Py93hyKEEKIVkQZLIYQQQgghhBBCCCFEs9NhYD+KsnMw5OU3Wh1BQb688cZ0LrqwH0uXruPAgcR6l2WzWCjJziQgpoMLI2x6CQmZAPToEeHmSIQQQrQmzarB8rHHHmPbtm0UFRWRmZnJsmXL6NKlS5V9Pv/8c+x2e5WfzZs3V9lHq9Uyd+5csrOzMRgM/PTTT7Rv37KnYhBCCCGEEEIIIYQQojXpOGgA6ccaZ/1KjVbNVVeN4POF99GxY1s++GAlO3c2fOrZ4vQ0gjp2dkGE7pOUnIPFYqVXryh3hyKEEKIVaVYNlqNHj2b+/PkMHTqUCy+8ELVazapVq/D09Kyy38qVKwkLC6v8ueSSS6psf/fdd5k0aRJTp05lxIgReHt78+uvv6JUNqvTFUIIIYQQQgghhBBCOKD38aZdt86kHjnq0nLVahUTJg7hiy8e4vY7xrF3bzxvvP49J06kuaT8orRUPIPaoPP1c0l57lButpCSkktPWcdSCCFEE1K7O4BTjR8/vsq/p0+fTnZ2NgMHDmTDhg2Vr5tMJjIzMx2W4evry6233sqNN97In3/+CcANN9xAcnIyF1xwAatWrWq8ExBCCCGEEEIIIYQQQjRYx4H9UCqVpB5x3fqVw4d3556ZlxEW5s/OXXF88vHv9V6v0pmitFQAAjt0JH3PLpeW3ZQSEzLp3Tva3WEIIYRoRZpVg+Xp/PwqeiLl5eVVeX3MmDFkZmZSUFDA+vXrefLJJ8nOzgZg4MCBaLXaKg2T6enpHDhwgOHDhztssNRqteh0usp/+/j4NMbpCCFcQPJViJZD8lWIlkPyVYiWQ/JViJZBcrXhOg4ZSFF2LsU5uQ0uy8NDx/0PXMEFF/Tj8OEkFi/+i4yMvDMfWA/lpSWUFeQT2LFzi26wjE/I5LLLhrg7jCYh+SqEEM1Ds54j9e2332bDhg0cPHiw8rWVK1dy/fXXM3bsWB588EEGDx7MX3/9hVarBSAsLAyTyURBQUGVsjIzMwkLC3NYz+OPP05RUVHlT2pqaqOdkxCiYSRfhWg5JF+FaDkkX4VoOSRfhWgZJFcbrvM5g1wyHWxwsB/zF9zFuef24Isv/uKjj35vtMbKfxWnpRLUqWWvYxkXm0GbNr6Ehvq7O5RGJ/kqhBDNgwKwuzsIR9577z0uvfRSRowYUeNFIiwsjMTERKZOncqyZcu49tpr+fzzz9Hr9VX2W7VqFbGxsdx1113VynDUiyY1NRVfX1+Ki4tdd1JCiAaTfBWi5ZB8FaLlkHwVouWQfBWiZZBcbRivAH9e+Hslaz5ayLHN2+pdTkiIP+/OmYFGq+bjD38nM6vAdUHWILRnHzqOvZDfHp6N1WRqkjpdrX37IL748iEuuvBp1qzZ4+5wGpXkqxBCNA/NckrYuXPnMnHiREaNGnXGHi0ZGRkkJibSuXPnyn/rdDr8/f2rjLIMCQlh06ZNDsswm82YzWaXxS+EaDySr0K0HJKvQrQckq9CtBySr0K0DJKrDdP5nEEApBw6Uu8yvLw9eP3N6Wg0at6b+ysFhQZXhXdGRWkpKJRKAmM6kn3kUJPV60rp6XmUlZno0yf6rG+wlHwVQojmodlNCTtv3jyuvPJKxo4dS0JCwhn3DwwMJCIigvT0dAB27tyJ2WzmwgsvrNwnLCyMXr16OW2wFEIIIYQQQgghhBBCNA9dhg4mNzmV0sKieh2vUCh48smraRPkw4cfrmzSxkqAsvw8zCUlBHZsudPC2mx24uMy6d0n2t2hCCGEaCWa1QjL+fPnc91113H55ZdTXFxMaGgoAIWFhRiNRry8vHjuuef44YcfSE9PJzo6mldeeYWcnByWLVsGQFFREZ9++in/+9//yM3NJS8vj7feeov9+/ezZs0ad56eEEIIIYQQQgghhBDiDLoMH0LS/vqPTJxy1bkMHdqNDz9cSXZ2oQsjq72itFSCOnVxS92uEheXQb9+HdwdhhBCiFaiWY2wvPvuu/H392f9+vVkZGRU/lxzzTUAWK1WevfuzU8//cSxY8dYtGgRx44dY9iwYRgM//WUuv/++1m+fDnffvstGzdupLS0lAkTJmCz2dx1akIIIYQQQgghhBBCiDMIiYkioG0YyQfq12AZFRXCbbddzNq1ezlyJNnF0dVeUVoyAdExKNXNarxInZw4kU737hFoNC33HIQQQrQczepqo1AoatxuNBoZN27cGcsxmUzMnj2b2bNnuyo0IYQQQgghhBBCCCFEI+t67lAsZjNpR4/X+ViFQsGDD00iL6+Ylb/taIToaq8oNQWVRkNAdAdyTxxzayz1FRubjlarpkePCPbujXd3OEIIIc5yzWqEpRBCCCGEEEIIIYQQovXqNmIoacdisZjL63zsRRcPoFevaL77/h/KLdZGiK72SnKysRiNBHVquetYxsamA8i0sEIIIZqENFgKIYQQQgghhBBCCCHcTuuhp+OgASTtO1DnY/UeWm6bcRG7d50g9kR6I0RXR3Y7RakpBHXu6u5I6q2szExSUjb9+0uDpRBCiMYnDZZCCCGEEEIIIYQQQgi36zRkEBqdlqT9B+t87FVTRuDr48kvK7Y1QmT1U5iaTGCHji16Hcvjx9MYMLCju8MQQgjRCkiDpRBCCCGEEEIIIYQQwu16jDmX/PQMCjKy6nScj68n10wdycZ/DpGfZ2ik6OquMCUJlUaLf1SMu0Opt+PHUunXryNKpTxGFkII0bhabvceN/Py8mL48OEolUq2bt1KQUGBu0MSQohmwdfXl6FDh2K329m8eTMGQ/P5sihEaxYUFMTgwYMpLy9n06ZNlJWVuTskIUQj6NSpE127diU3N5etW7dit9vdHZIQrUL79u3p27cvBoOBTZs2YbFY3B2SEC2OQqGg55iRxG7fVedjr7l6BCqVkjV/7m2EyOqvJCeb8rIy2nTpRl7scXeHUy/Hj6fh7a2nS5d2HDmS4u5wRDPSpUsXOnXqRE5ODtu2NZ+RzUKIlksaLOtIoVDw2tv/Y8y4i8nRgB14rtzOvi3bmHn7HZSX131BcCGEOBuo1WrmvD+fQSNGkKOpeO3Fcjub/1rHg7NmY7PZ3BugEK2UXq/ng88+peuAfuSqFSjtdl612Fm57CeefeJJd4cnhHCRyMhIPlv6BZo2gRRplGgtNgLKbbz89DP8tGy5u8MT4qwVGBjIZ19+QVBMJAUaJRqrjUALfDJvPh+9/767wxOiRYno3QPfNkEk7N5Xp+N8fDy44srh/PPPIUpKmlmnvJPrWLbp0o1jK39xdzT1cvRYKgCDBnWWBksBQIcOHfjkiyUoA/0o1ijRWWz4ma08+9gT/L5ihbvDE0K0YNJgWUfzPvyA9qOH8Y+5CE7pMBk+fCBffPsN10y60n3BCSGEG32+9Ev0fbtX+3yMuWAUH37+GTOm3ey22IRozb77aTnFMW3ZZCqCU/pVDZwykdd0Oh578CH3BSeEcImAgAB+/P03diqMGMqLK3NdiYLH33yd0tIyVv/xh3uDFOIspNFo+GX1Hxz1UhF7Su4BXHv/LKxWC59+9LH7AhSihelz/hhKC4vIOBFXp+MmXTkMlUrJunX7GymyhilMSSR6xBhUWi1Ws9nd4dRZicFIUlI2gwd35osv1ro7HOFmwcHBfLviF7ZTRump950KBS/MeZtSg4G/1693b5BCiBZLJh+vg9DQUPqPOpc4c0m1bSnmUkJ7dKF79+5uiEwIIdyrU6dORPXpRZKDz8d4cwndzxlMeHi4GyITonUbMmQIntHhpJtKq207ajIw5pLx+Pn5uSEyIYQr3fvgA5zQ2DBYqs72YsPOVmM+T734gpsiE+Lsds2115Lr60F+uanatl2mQu6YPVvWfBOiDvpcdB7xu/fVaTpznV7LlVcOZ9uWoxgMzWx05UkFyUko1WoCO3Z2dyj1dvRoCoOHtNz4hes89PhjHFVbKT39vtNuZ4upgGdfedlNkQkhzgZy51wHV141hQyNwun2FKWNG2+5pQkjEkKI5uG6m24kVeN8ytc0jZ2rr722CSMSQgDcfPsMEnE+XX2WXskll17ShBEJIRrD2HEXk2qs3mkIwGK3o/DxIjQ0tImjEuLsd/30acSbnK/Xnq+BgQMHNmFEQrRc4T26ERTentjtO+t03PjxA/Hy0rN2fd2mkW1KZXm5mAzFBHdtuYMcjh5JoV+/Dmg0Mllfa3fumDFkOLnvLLfZ0AcFSKdYIUS9SYNlHfj4+lKO815eJpsVb1+fJoxICCGaBy8fH8xWq9Pt5XabfD4K4QaeXl6Ybc5z0wJ4+0huCtHS2XHeqRIqrsMeHh5NFI0QrYdGq8VSw0gwq0KBp6dnE0YkRMvVb9wFlBYWkXrkeK2PUSiVXHXVCPbujSc/z3nngeagMDmJ4G493B1GvR06lIxer6VPn2h3hyLczF7zbSdmm1XuO4UQ9SYNlnXw919rCbI43x6m1LB+9ZqmC0gIIZqJv//8i+AalkVuY1Xy959/NWFEQgioyM0wtc7p9gCTlc0bNzVhREKIxpCRkoKPRut0uy9KUlJSmjAiIVqHXdu2E6p33iAZYFWwf3/zXFNPiOZEoVQy4JKLiN2xC7vN+cw9pzt3eDfatg1stmtXnqogMQG/8Ah0LbSz4IkTaZjN5Qwd2tXdoQg3y8nIwFOtcbrdy64gKyurCSMSQpxNpMGyDrZs2YK+qARvBx/KOqWKULOd5cuWuSEyIYRwr5W//UYbkxW9qnqjpadag0+piXXr1jV9YEK0cl8uWUKkVYXGwfpZfhod1uw8Dhw44IbIhBCu9PoLL9JL7eVwW5TOi1W/rsBiqaHnpRCiXt598y26oXM4xjlEo+fEvv3k5eU1eVxCtDQdB/XHLzSYY5u31+m4KVeNIDY2neTk7EaKzHUKkhMBaNO1ZY6yLC+3cvx4GkOHdXN3KMLN3njhJXo7ue/soPPi5+9+wFaHjgdCCHEqabCso+snX0V/i4ZOeh/UCgVKhYIYvQ/DVN5Mu3oq1hqmRBRCiLOVzWbjxilXMxRPOuh9UCkUqBQKOnr4MNim44bJV7k7RCFaJZPJxIwbbmKE2pdoD28UgFqhpIveh15GBTdcdbW7QxRCuMCuXbtY8u57jNAHEKKveIDkpdbQV++L4mgCzzz+hJsjFOLslJaWxouPPMZofQDtTuaeXqWih86HttnF3DH9FjdHKETLMPiKS8lPzyAzNr7Wx3Tq1I4+fWLYsKFldL4rLy3BkJVJSPee7g6l3g4dSubcc1vuOpzCNTZv3sz3H37KufoAgk/OMuCt1tJP54tx/zFeeeEFN0cohGjJpMGyjpKSkhg5aAjLX3uHDulFdM0q4c95HzFq4GAOHjzo7vCEEMJtjh49yshBg/nj3QV0zjTQOdPAr2/MZcTAwcTFxbk7PCFarZ07djBm8Dls/Ggx3bJLiUkr4KvnX2Xk4CFkZGS4OzwhhIu8/957XH3BxWT/vo5eeSZ8DyXw3PQ7mDxhonSqFKIR/bRsOePPHcXx73+lZ24ZYXGZzLv/US4cNZrS0lJ3hydEs6f38abPhedxdOPWOh03afJwcvOK2L8/sZEic72CpARCevQExRkWAWymDuxPIDo6lHbtAt0dinCzd996i+suvoSCNRvplWfC68AJnrzpVq6dPEVGVwohGkQBOF8hvpXy8fGhqKgIX19fiouL3R2OEKIGkq9CtBySr0K0HJKvQrQckq9CtAySq46NuG4KEx++l8UPPkVZUVGtjvHz8+Kbbx/ljz928ddfexs5QtfxbR9B7ylTWf/aixSmJLk7nDoLCPTmxx+f5JqrX+e77/5xdziNSvJVCCHcQ0ZYCiGEEEIIIYQQQgghmpRCoWD41CnE795X68ZKgEsvHQTA1i1HGyu0RlGcnorFZCKkZ293h1Iv+XkGkpNzGDmyZa7DKYQQovmTBkshhBBCCCGEEEIIIUST6jJsCKExUexfvbbWxyhVSiZeMZTdu+MoKTU2YnSuZ7fZKEhKILRXH3eHUm8H9icwekzLbHAVQgjR/EmDpRBCCCGEEEIIIYQQokmNmX49mXGJpB+PrfUxw4Z1IyTYn43/HGzEyBpPfkIcAVHRaL193B1KvezZE0fv3tEEBrbM+IUQQjRv0mAphBBCCCGEEEIIIYRoMpG9e9Bl6GD2rFxVp+MmTRpGXHwGySk5jRRZ48pPiAMFhLbQaWH37o0HYPToXm6ORAghxNlIGiyFEEIIIYQQQgghhBBN5uK7byMvNY24nXtqfUxkZDADBnRi08ZDjRdYIysvLaU4PZ2w3n3dHUq9ZGYWkJycw9ixLXdaWyGEEM2XNFgKIYQQQgghhBBCCCGaRIdB/ek2Yhjbf/oNu91e6+OumDSMoqIS9uyJb8ToGl9e3AlCevRCpdG6O5R62bM7lvMv6OfuMIQQQpyFmlWD5WOPPca2bdsoKioiMzOTZcuW0aVLF6f7f/DBB9jtdu69994qr4eGhrJ48WLS09MxGAzs3LmTyZMnN3b4QgghhBBCCCGEEEIIJxRKJZc/fC+ZcQnE7thd6+M8PXVcdPEAtmw5itVqbcQIG19e7HFUWi3B3Xu4O5R62bnzBN26hdO+fZC7QxFCCHGWaVYNlqNHj2b+/PkMHTqUCy+8ELVazapVq/D09Ky27+WXX84555xDampqtW1Lliyha9euTJw4kd69e/Pjjz/yzTff0K9fvyY4CyGEEEIIIYQQQgghxOmGTrmc8B5d+Wfpd1CH0ZXjxg1E+3/27jpOivqP4/hr87q76e6SLgEpQQwQREFFBbF/GFgoJiIWYCsgtiAgIikhAoLU0X3d3bl7vz9OQbjdg4vdub37PB+P+4P9zs68547Pzux8Z75fvZbdu09aMJ11FGRmkJeaQkDHLkpHqZaDB89jMBgZPryr0lGEEELUM3Wqw3LEiBEsW7aMEydOcOTIEe6++27CwsLo2vXyA2BgYCCLFi3ijjvuoKSkpMJ6evXqxcKFC/n777+JiIjgtddeIzMzky5dbPNEQAghhBBCCCGEEEIIW+bu78foJ2ZyYsefJJ2/9mFdVSoVN93ci6PhEWRl5VkwofWknz+Lf4eOqDQapaNUWU5OASdOxHDDcLnOKoQQonZplQ5QGTc3NwDS09MvvqZSqVi+fDnz58/nxAnTk2z/+eefTJgwgXXr1pGZmcn48eOxs7Nj+/btJpfX6/XY2dld/LeLi0vt7YQQolZJvQphO6RehbAdUq9C2A6pVyFsg9Tq5dQaDZNef5GSgkJ2/7CqSu/t0aMFwUHerPxpl4XSWV/q2dOEXNcbn1ZtSD5+VOk4Vbb/7zPccmsfdDotJSWlSsepMalXIYSoG+rUE5ZXeuedd9i5cyfHjx+/+NrTTz9NaWkpH3zwgdn3TZgwAa1WS3p6OkVFRXzyySeMGzeOCxcumFx+9uzZZGdnX/wxNcysEKJukHoVwnZIvQphO6RehbAdUq9C2Aap1cuNfHQGjbt0ZMtnyyguKKjSe28d35eo6GQio5IslM768tNSyU9LJahLd6WjVMvu3SdxdXWkf/+2SkepFVKvQghRN9TZDstFixbRoUMHJk6cePG1Ll268OijjzJ16tRK3/vqq6/i4eHB9ddfT7du3XjnnXf46aefaNeuncnl33jjDVxdXS/+BAUF1eauCCFqkdSrELZD6lUI2yH1KoTtkHoVwjZIrV7S67ZxDLr7Dnb/8DMJZ85V6b2NGvvRtUsz/thxzELplJN65hQBHTuj0emVjlJl584lkJSUwZgx1ykdpVZIvQohRN1QJ4eE/eCDDxgzZgz9+/e/7I6Wfv364evrS3R09MXXtFotCxYs4LHHHqNx48Y0adKEhx9+mLZt214cMvbIkSP069ePmTNnMmPGjArbKy4upri42PI7JoSoMalXIWyH1KsQtkPqVQjbIfUqhG2QWi133S1juOX5WRzZvI0jm7dV+f23je9HZkYu4eHXPuelrUg5fZLQXn3x69CR+AN/Kx2nynbtOslN43ry6KOfKh2lxqRehRCibqhzT1guXLiQm2++mcGDBxMZGXlZ2/Lly+nQoQOdOnW6+BMXF8f8+fO54YYbAHB0dATAaDRe9l6DwYBaXed2VwghhBBCCCGEEEKIekWlVjPi4QcY/9Jsjm37gz+/W1HldXh5uTJ0SCf+2HkMg8FggZTKKszKJDs+jpAevZSOUi07/zhOSIgP3bs3VzqKEEKIeqJOPWG5ePFiJk2axNixY8nJycHPzw+ArKwsCgsLSU9PJz09/bL3lJSUkJiYyJkzZwA4deoUZ8+e5ZNPPmHWrFmkpaVx0003MXToUEaPHm31fRJCCCGEEEIIIYQQoqHwDg1m/MvP0qRLR3b/uIrD6zdXaz233tqb4pJS9uw5VcsJ647kk8doOmgodm5uFGVlKR2nSo4cjSQtLYcJE/rx999nlY4jhBCiHqhTjxw++OCDuLu7s2PHDhITEy/+TJgw4ZrXUVpaysiRI0lJSWHt2rUcOXKEu+66iylTprB+/XoLphdCCCGEEEIIIYQQomFy8/Nh7FOP8eTqb/EODWbNW+9Xu7PS2dmBG8dcx57dJyksrL9DdaaeOYXRYCDkut5KR6kyo8HIjh1HmXB7f1QqldJxhBBC1AN16gnL6hzcGjduXOG1c+fOceutt9ZGJCGEEEIIIYQQQgghhAl2To606tuLziOG0mZAX0oKCzmwdj3hG3+ntLik2usdN64XWq2GHduP1mLausdQXEza2dOE9e7Huc0boKxM6UhV8vuWcG6+uTcDB7Zn27YjSscRQghh4+pUh6UQQgghhBBCCCGEEKJu0js4ENaxHU26dqJZ9y6EdWyHRqsl6UIku75fweldf1FSWFSjbTg62XPrbX35669T5OQW1FLyuivxaDgdJtyBT6s2pJw8rnScKjlxIpro6BSmTL1eOiyFEELUmHRYCiGEEEIIIYQQQgghTAps2Zy2g/rRqs91hLRrg0arpSA7h/iz5/nz2xVEHzlGTlp6rW3v1lt6Y2+v4/ffw2ttnXVZTmI8uclJNBl4vc11WAJs3HCAOyYP4tFHPiUrK0/pOEIIIWyYdFgKIYQQQgghhBBCCCEucnB14bpxN9LjljH4NQ6jMC+PuJNn+PPbn4g/fY6MhESLDF/q4urIbeP7sWvXSbKz82t9/XVV/OEDtBg2Emc/f3KTEpWOUyXrNxxg6t1DueuuwSxcuFbpOEIIIWyYdFgKIYQQQgghhBBCCCGwd3Fm0N2T6TfpNjR6HRcOHObvVWuJPXEao8Fg8e3fOXkQarWa338/bPFt1SWpZ04R1rsfTa8fRvi3Xykdp0oy0nPZufM4Dz08mkWLfqXMxubhFEIIUXdIh2U1qFQqbhg+nPGTJ6FWa1i78mdWr1qFwQonbkIIUVV+fn5Mf+ghmrdqSXRkJB8vXER0dLTSsYQQ9YxarWbEyJHcMvF2VCoVq39awdo1azAajUpHE6Leku8lQliHnE+LhqLHuBsZ/cRM9Pb2HP19O+GbtlKQnWO17QcGeXHTuF5s2nSQ3AYwd+V/lRkMJBw6QGivvpz+bS2FmRlKR6qSlSt2sfjDGYwe3Z21a/cpHUfUkKenJ/c/OIN2HTuQEJ/AJwsXce7cOaVjCSEaABUgt71cwcXFhezsbFxdXcnJufzEzMfHh59/+5VcVydiyoooKysjSGOPT0Ep48eMJSoqSqHUQjRMldWrgIcff4w7Z0znvKqYjJIi3PT2NDZo+P3n1bww+1ml44kGRuq1/vL392fFurVkuzgQYyyCMgjW2OGVX8Kto28kNjZW6YiiiqRe6z6z30sKDUwYM5bIyEilIworkXq1LDmfFrWlLtequ78fE155jhY9u3Nq117++mkV+VnZVs/x6qt30qp1CG+++RMlJaVW377SNDodXafeT+z+vRz98Vul41TZBx88QG5eIX16P6l0lBqry/VqaZOn3MVjzz3LeVUJaSWFuOj0NDLqOLztDx6ePl3peEKIek6tdABb8+3KFZxx1XOiOIeckmJyS0s4XZTDIX0p369ZhUqlUjqiEEIAMGjwYMbPfICdRRnEF+ZRYCglsSCXPcVZ9Lp1LBPvuEPpiEKIeuK7VSs55aThZFEOuSXF5JYWc6ooh3B7I9+vWaV0PCHqpe9+XslZU99LdCXyvUSIWiLn06IhaDd4ALNWLiegeVN+mf8BWz9fpkhnZa9erejdpw2//PJXg+ysBDCUlBB38G/C+vTH0dtH6ThV9vXX2+jVqxVDhnRSOoqopo4dO/LQ88+yoyiD2MJcCgylJBfms684iyaD+/Lw448pHVEIUc9Jh2UVdOzYEY2fF5nFhRXa8kpLyHTUM3zECAWSCSFERU+98DxHik3fCXisKIeZcqIphKgFPXr0wODpRlZJUYW23JJi8lwcGDR4sALJhKi/OnbsiNrXkwwz30syHHSMGDlSgWRC1C9yPi3qM7VGw42zHubu998k/sw5fnzxNWJPnFIki6OjHY89fhMnT0YTHh6hSIa6IuHwQUry82gz5malo1TZvn1nOHo0ijfenCI3Ttmo2S/N4Yghz2TbqaIcJt9zj/xthRAWJR2WVTB0xHBSdOY/lBPKShh+42grJhJCCPPcfLwoNDOHlaGsDI2zI1qtTGUshKiZG0aNIlljfoaBRJVBzo+EqGVDht9w1e8lN4weZcVEQtRPcj4t6isndzce+PR9+t0xnj+/W8HGxZ9RlK/cnJEPzhyFi4sDP/30p2IZ6gqjoZSoXTsJ7NIN7xatlI5TZZ99uoGuXZsxefJApaOIaghuFEZOSbHZ9kKtCl9fXysmEkI0NNJhWQXFRcVoKrmLRKtWU1RU8ekCIYRQwtXueVOjwmg0WiWLEKL+Ki4qRKM2f0qpVakpKqz4FJgQovqKi4oq/V6ike8lQtQKOZ8W9VFAi2Y89v0SAls2Z+3bCzmyaauieQYMaM/Ikd1Zs3oPGRm5imapK1JOnyArNoaOE+9Eo9MrHadKjh6NZOvv4cx/+x48PJyVjiNqmUaloqSkROkYQoh6TDosq2DVihX4FZn/MhJk0PDdsq+smEgIIcyLOH0WV52dyTZ7jYb0hES5wCKEqLEVP/xIQLH5JywDS1V8v/xrKyYSov5bvfJn/Cv5XhJs1PD9V8utmEiI+knOp0V90/GG63nk688oLSlhxdx5xJ8+q2iekFAfnnzqZg4dOs9fe08rmqWuOf/7RuzdPWh90y1KR6myxYvX4eBgx/sf3K90FFFFh/b9jY+9o8k2rUqFITuP9PR0K6cSQjQk0mFZBTExMUQcPkqwvuIHt6/egYKYeA4dOqRAMiGEqGjuc8/TWeOI9oonMNSo6KZ35ZXnX1AomRCiPjl//jzxJ08TqHeo0OavdyArIooTJ04okEyI+ismJoYLlXwvKYxJ4ODBgwokE6J+kfNpUV+oNRpGPz6Tu95+lcjwo6x+YwG56RmKZnJ1c+L11+8iKyufH77/Q9EsdVFBZgaRf+6gyYDBBHTsrHScKklPz+GDD35h8uRB3HnnIKXjiCqY98qrtDHq0as1Fdq62rnx1iuvKJBKCNGQSIdlFd17513k/X2EnjoXmjq709TFgx46F+xORTDhpnFKxxNCiItOnTrF49PupxeOtLVzobGzO63tXemrcea1WU+ze9cupSMKIeqJuyZMpPjQSXrqXGnq7E4TZ3eu07mgPnaOiTffqnQ8Ieolc99L7E9HMX7sTUrHE6JeMH0+7SLn08KmuPn5MOOLRQyYMpFd361gyydLKC1WdkhHRyd75s2biqurI198vpEihfPUVYlHDpF65hSd77oX16AQpeNUyZbNh/ntt/18/MlD9OjRQuk44hrFxsYybcJEupXoaKcvP+61cnClv9aVT157k3Vrf1U6ohCinlMB5sfwaqBcXFzIzs7G1dWVnJwck8v4+fkxdNgwtFotW3//nejoaCunFELAtdVrQ6dSqRg4cCBNmzcjJiqaLVu2YDAYlI4lGiCp1/ovICCAIUOHolKr2bplC7GxsUpHEtUk9Wo75HuJkHq1PDmfFrVBiVrtMHQQt815BkNpKZs/WULi2fNW2W5l3NyceHPeVEJCvPnww3XExaUpHalOU2t1tLtlAjpHJ3a/P5/cpESlI10znV7LgrfvJTDIk0EDn+XYsSilI10zObZCnz59aN22DYnxCWzcuFHmrhRCWIV0WJogByUhbIfUqxC2Q+pVCNsh9SqE7ZB6FcI2WLNW3fx8GPvUY3QcNpjz+w+xfem3FOXlWXSb16JpswDmvjIZJ0c7Pvl0A/HSWXlNtA4OtLt5Alo7e/Z+vJDMqAilI10zFxcH5r99Lz4+rowd8yq7dtnGVBFybBVCCGXIkLBCCCGEEEIIIYQQQtg4e2cnbph5H8+s/ZFmPbqy6aMv2Lj4M8U7K7VaDbdPHMCHHz6IodTAe++vkc7KKigtKODYyu8pys6i7+NP0XjAYLhibt26KiengFn/+5yoqGR+3/oas2aNQ62Wy9FCCCFM0yodQAghhBBCCCGEEEIIUT3eocH0vPUmet46Fq1ez9Hft3Pw1w0UFxQqmkuj0TBocHvuumswgYFebN9xlPW/7ae0VIZUrqrSwkKOrfqRRn0H0P62iQR3v44Tq1eSdu6M0tGuKje3kCdnfcm0acN4c95UJt0xkGdnf8WGDQeUjiaEEKKOkQ5LIYQQQgghhBBCCCFshFqrIahVS1r07E67wf0Jbd+GwtxcTv6xh/BNv5Ofla1YNp1eS9s2ofTu05rrr++Eh4czx49H8d23O4hPSFcsV31QZjAQsWMraWfP0Lj/IPo89iSZMVHE/LWbpGNHyE9LVTqiWQaDkU8+2cAffxxnxoyR/Lb+JU6ejGH5V1tZu3Yfx4/LHNxCCCFkDkuT/h2nPCgoSMYpF8ICarOupF6FsCypVyFsh9SrELZD6lUI26BUrTp5uOPs5Ym9sxMOri44ebjj6uONR1AA3mGh+DYJQ6vXU1xQSPypM0QdOkL0kWMYSkprLW9lgoK8cHZ1wMXZHnc3J7x8XAkM8CCskQ9hob7odFqysvI4diyKv/edIykp0yq5GhrX0DC8W7fDLTQMtUZDYWYG2bEx5KckU5CRTn5qChl19AnM9u3DGD6iC9dd1wIHBz1paTmEh0dy+nQckZHJJCVmkJaWQ2ZmHmfOxFNYWHLVdcqxVQjbIXUlzJEOSxMCAwOJi4tTOoYQ9VZtTlou9SqEZUm9CmE7pF6FsB21Wa9hYWFERkbWyrqEEJdT4thaajTywYl9tbJNy5FLiXWL+fksp7VIx0VvtGIWSwhBRcerLiXnwkLYjtqsV1G/SIelGYGBgVctGhcXF+Li4mz6bhvZh7rB1vehqvlrex+vpV6rwtb/Hv+qL/sBsi9Kqu2MLVq04PTp0zaz/5Wxtb+lOfVlP6D+7Et196OuH19tUX35P1VT8nu4pLZ+F/IUSN0j/89rT336XdrSsbU+/N7rwz5A/dgPW9wHW6pXa7LFv2VNyP7aBlvKKqxL5rA0Iz4+/pqXzcnJsfkik32oG2x9H5TKX5V6rQpb/3v8q77sB8i+1AcJCQlA/dr/+rIv9WU/oP7si9L7Yanjqy1S+m9RV8jv4ZK6+Luoi5lskfwea4/8LiuyxrG1Pvze68M+QP3Yj/qwD9VV386FG9rfUvZXCNukVjqAEEIIIYQQQgghhBBCCCGEEKLhkg5LIYQQQgghhBBCCCGEEEIIIYRipMOyBoqKinjppZcoKipSOkq1yT7UDba+D7ae/0r1ZX/qy36A7Et9Up/2v77sS33ZD6g/+1Jf9qM+kL9FOfk9XFIXfxd1MZMtkt9j7ZHfpTLqw++9PuwD1I/9qA/7IMo1tL+l7K8Qtk0FlCkdQgghhBBCCCGEEEIIIYQQQgjRMMkTlkIIIYQQQgghhBBCCCGEEEIIxUiHpRBCCCGEEEIIIYQQQgghhBBCMdJhKYQQQgghhBBCCCGEEEIIIYRQjHRYCiGEEEIIIYQQQgghhBBCCCEUIx2WZri4uCgdQQhxjaRehbAdUq9C2A6pVyFsh9SrELZBalUI2yH1KoQQ1icdlia4uLiQnZ0tByYhbIDUqxC2Q+pVCNsh9SqE7ZB6FcI2SK0KYTukXoUQQhnSYSmEEEIIIYQQQgghhBBCCCGEUIx0WAohhBBCCCGEEEIIIYQQQgghFCMdlkIIIYQQQgghhBBCCCGEEEIIxUiHpRBCCCGEEEIIIYQQQgghhBBCMdJhKYSoMV9fX9q1a4e7u7vSUYQJTZs2pXXr1uh0OqWjCCGuoNPpaN26NU2bNlU6ihANlpeXF+3atcPLy0vpKEIIUSMuLi60bduWwMBApaMIIeqogIAA2rVrh4uLi9JRhBBCiAq0SgcQQtiuVq1a8cUXiwgN9URvV0phoY6TJ6KZMuV+kpKSlI7X4N155ySeffZ/uLmXoVYbyc+zY/XqDcyaNRuj0ah0PCEaNLVazdtvv8FNNw3H0akIo1FNVqaK119fwPLl3yodT4gGISwsjKVLP6ZpM3/s9MUUFes5fy6RqVOnExUVpXQ8IYS4Zm5ubnz55Ud07doGB4diSko1JCbkM3Pm/9i7d5/S8YQQdUC3bt346KN3CAhwRqcvpaBAz8EDJ7nnnhlkZmYqHU8IIYQApMNSCFFNzZo1Y9OmFQSHxAFxF18PCXHmjz820LPnYDIyMpQL2MA9+OADvDx3Ol5ecUDZxdfvf6AvjRt/x7hxE5QLJ4Rg5crvGDosGEfH6Iuv+fureOfdJ3FxceHDDz9RMJ0Q9V9QUBDbtq2lUeMkIPbi68HB9mzdupa+fW8gISFBuYBCCHGNHBwc+OOPjbRpW4BGE3Px9cBADT///CXjxt3Nvn1/K5hQCKG0rl27snr1UgKDYoCsi68HB/vzxx8b6dlzEPn5+coFFEIIIf4hQ8IKIapl8eIFBIckAMVXtOTTtFkuzz//tBKxBKDX63nyyQfx8orlv52VAI6O6fTp04xOnTopkk0IAZ07d6ZPn2Y4OqZf0VKGl1css2Y9iF6vVySbEA3F22+/RqPGaUDhFS2FNG6SzltvvapELCGEqLIHHphGy5ZlaDS5V7QYCAiMYdGitxXJJYSoOxYvfvufzsrSy15Xq3Np0dLIjBn3KxNMCCGEuIJ0WAohqkyr1dKyVSMqXuQrp1ZnMnLkEKtmEpcMGTIEX78rO5Iv8fbJ4vHHH7RiIiHEfz322IN4+2SZbff1K+L666+3YiIhGp4ePToBV17c/1cOvXt3tWIaIYSovrvumoDeLs1MaymBgS74+vpaNZMQou7w8vIiKNidKzsr/6XXpzF58m1WzSSEEEKYI0PCCiGqzMHBAbXaUOkyGo2VwogKvLw8cXAoq2SJInx8vK2WRwhxOR8fL6DIbLujowpvby/rBRKiAdJqVZW2y3mMEMJWaLUarhxV5b80mlLc3NxITk62XighRJ3h5uaGRmO6s7JcGTqdnPgI8S+dTkvbtqE0beqPu7szRUUlREUls3//OQoKzH+PF0LUDumwFEJUWW5uLsVFlT2grSE7u8BqecTljh49RkqKGh8f0+2lpa6cOBGOk5MTeXl51g0nhGDv3gMMGToCrdb0PL8pKSqOHDlq5VRC1H/+/v4YjUaSk5PJyysGVJi+yK8iL6/EyumEEKJ6kpJSadfeDnM3QxUW6YmNjTXZZgl2dnb4+PiQnp4uc+IJYUWOjo54enqSkpJCUdGlz4P4+HiKCnWVvFNPcrK5p7SFaBhCQny4+eZejBrdnT592uDgUHGKlvz8Ilas2MXrr/3ImTNxCqQUomGwuSFhp0+fTnh4OFlZWWRlZbF7926GDx9+sX3JkiWUlZVd9rNnzx4FEwtR/5SVlbFy5TqKi0w/AZST7ceCBYusnEr86/Dhw8THFQN2JlpVqGjBpEnDOHFiFxs3rqFRo0ZWTihEw7Zw4UckJbqbabUjLraI8PBwa0YSol6bOfMBTp06wP4D6zh4aD3Hju3j4MHj5OebHm0gL8+Hzz77ysophRCieubOfYv0NNN3KhpKXdm96xAFBZa/mdTDw4Mff1zO6dP72Lt3FSdP7mbDhtWEhoZafNtCNGShoaFs2LCGkyd3s3fvKk6f3sePPy7Hw8MDgMLCQv74429KS11Nvj89zYe5c+dbM7IQdYK7uxP33z+cP3a+SVT0l8x7ayouzg4s+XIzD838iLFjXmHQwNncMOwFpt37Pl9/vY1hwzpz5OginnrqFqXjC1FvmbutuM4aPXo0BoOBc+fOATBlyhSefPJJOnfuzIkTJ1iyZAl+fn7cfffdF99TXFxMRobppxhMcXFxITs7G1dXV3Jycmp9H4SoD5o2bcrRo/uwd4gDYgEDoKOsrDHZWS6Ehra0Sv1IvZrWtGlTNm1aRUho9n+e4nKGspagigWS/nnNnqhIfwYOHE1UVJRCaUVDIfV6yapVP3LjmH6o1ae4NI+eN0ZDC95991OefHK2kvGEqDf1+vbbb3DPvUNwd0/8z6sq0tMCSUqGoCADrq6plM/rpCU7y5s//ohi7NjbKCuzqa9JogGrL/Uqqm/+/NeZOnUEXt4plD9pqaawwIsTJwwMGDDM4qOquLq6smfPVlq2ykGt/u/8wA5ERvgyYMAoYmJiLJrBFkititoWEhLCjh3raNQ4Gbh0Y4LR6Mypk8707n092dnZODo6sn37Btq20+PgkAYYATvS0nz45ustPPbYk0rtQp0l9Vo/OTjYMWpUNyZOGsDIkd3QaNQc2H+O338PZ9euE+TnVz7kq06vZerU65k0aSDLlv3Ovfd8gNFotFJ6IRoGm+uwNCUtLY0nn3ySL7/8kiVLluDu7s64ceOqvT45KAlxdb/88hOjb/QCXIEAyj9ODEAsBoORt+Zt4bnn5lg8h9SreR4eHjz22EOMGTOcgAA/vH3sUKvPAldesHBg3a+Z3HjjrUrEFA2I1Gs5X19fDhzYRFBwOhAGOFD+GZoOxBATHUD79v3Izs5WNKdo2OpDvQYEBPD33+sJDDJ9kTwmOoynn36NmTPvxdXViaysXBYsWMwvv6yVzkphU+pDvYqa69WrF3PmPE1AgC9FRSV89tlXLFu2nOLiYotve968V/nf/wai1pi6UdyJNauTGDduosVz1HVSq6K2rVr1PWNv8gEqDr9sNHgyf/7vzJ79IgA6nY677prMAw9Mwc5OT2JiCi+/PI/du3dbObVtkHqtP0JCfBg6tBMjR3Xjhhu64ORkz6lTsWzZcpitW8PJSM+9+kquMHhwR559bjxffrGJBx5YbIHUQjRcNj2HpVqt5rbbbsPJyemyYV8HDhxIUlISmZmZ7Nixg+eee46UlBSz69Hr9djZXRo60cXFxaK5hbB1Go2GDh1aANGUd34lXNEO48aNtEiHpdTrtcvIyGDOnFeYM+cVjh//G1+/RDNLFtC+Q3N0Oh0lJTJnl6g9Uq+mTZs2lYCAPMo/P09UaPcPKGDSpNv5+ONPrZ5NNFz1sV7vv/8e/APMX4Dw98/HycmRfv2GWTGVEDVXH+tV1NyePXsYPvwmRbY9ZswNqDXmvmvk0blzG9RqdYN7CkVqVViSRqOhc+fWlF+XqUitSeemm0Zc7LAsKSnhiy+W8MUXS6yY0nZIvdYdKpUKOzsdarUKg8FIcXHpNd1M6ObmRFCQF02a+NGmTSidOjehZ8+WNGrkh9Fo5PjxGL75Zjs7dhwjPq5m87Zu3RqOTq/hmWdu48iRSBYvXlej9QkhLrHJDst27dqxZ88e7O3tyc3NZdy4cZw8eRKA9evX89NPPxEVFUXjxo155ZVX2Lp1K127djV7Z+Hs2bN56aWXrLgHQtg2R0dH1BpDpctotSqLbFvqtXp0usr/Hhp1KU5OTmRmZlonkGgQpF5NCw0NQq0x/7SDTldCSEigFRMJUT/rNSQkELW6klrTl0qtCZtUH+tV2LarffdTa4w4ODhYfGjaukZqVViSg4PDNVyXUVspje2TelVG06YBjBzZjZ69WtKuXRjBwd54eDhXWK64uJTCgmIKi4opKirFYCj/v6/VanBw0OPi4ohef6mbIy+vkPPnE/j777N8+cVmDh++QE5O7c7nvHHDQZo3C+TtBfeyfftRjh83ffOAEKJqbHJIWJ1OR2hoKO7u7txyyy1MmzaNAQMGXOy0/C9/f3+ioqK4/fbbWbVqlcn1mbqLJi4uTh77F8IMlUrFuXOHadzE3MFYTfhhdzp37lPr25Z6vTq1Wl3hgsCBA3/SuUsW5XNVVBRxIZTmzTs3uLuehWVJvZo2bdo9fLDwPuztU0225+b6MnXKm/z8s+nzFiEsoT7W64wZD/DOu1OxszNdazk5vky+41XWrl1brfWrVCqcnJzIy8uTIWSFVdXHehW1x8nJicLCwosXc63h8OHddOiYgbnvGhfOh9CsWSer5akrpFZFZf49j8jPz6/29/Bz5w7TpKm5+WHVHAn3oFOn3tUP2YBIvVrXjTf24Kmnb6FPnzYUF5dw+lQcFyISSUrKJDsrn6LiEoyGMtQaFXqdFr1ei95Oh16vRafTolGX3yhjMBgpKiohP7+IzMw8UtOySUzIIDXVOtOr6PRaPvnkIVJTs+h53Sz5TiBELbDJJyxLSko4f/48AAcOHKB79+48+uijTJ8+vcKyiYmJREVF0bx5c7PrKy4utsq8DkLUF2VlZaxbt4UHpl+HTldxnpK8XF8WLfrQItuWejUvODiYhQvfpnPn1qg1BoqL1Pz662aeeeYFFi78jA8+mImzS1KF95WUuLNhw1bprBS1TurVtK+//pbnn3+c0LA0Kt43piYr0401a35RIppowOpjvS5btpxnnnmYkFDTtZaSbM+6dVUfvsnDw4P33nuLfv16oNMZKCnRsHPnPh577CkyMkzN3yZE7aqP9SpqRqfT8eqrL3HLLaPQ25VhNKo5dvQcDz88i4iICItv/8MPv2DBO/fj5JRcoa2k2IO1azdZPENdJLUqTHFwcGDevFcZNWoIOr0Bo0HDwYMnePjhWcTFxVVpXb/+upkZM3qh05u4LpPnw+LFH9dW7HpP6tU6mjTx5/PPH2HgoPaEH77A3Je/Zc+eUxQW2ub0RCXFpbzzzioWLpzO3XcP4csvNysdSQibZ5NPWF5py5YtxMTEcPfdd1do8/T0JC4ujvvvv5/ly5df0/pkYmUhrq5Ro0acPHkAO/tIyuewLAM0lJWFkp3lSVBQM/LzK078XtukXsuFhoayffs6GjVOoXxevHIlxR4cPmygf/9hfP/9Vwy+vgkuLimAAVBRVOjNkSNFDBw4nIKC2h0eQ4grSb1eMmrUSH766VPsHc5wqWZdgJakpuZz09jJ7N69p5I1CGFZ9aVex469kY8+egP/gGT+W2uxsV5MmjidP//cVaX1ubm5sXv377RslYdafenObaPRhdOnnOnTZ4gMry6srr7Uq6gejUbDtm3r6dHDCb1d+n9aHIiO8mfIkJs4d+6cRTOoVCrWrPmJgYPCcHa+9F2jsNCb8MMFDBw4nKKiIotmsAVSq8LOzo6dOzfTsZMKnS7zPy1ORFzwZsCAkcTGxl7z+uzt7dm+fQMdO9pjZ5/Kv9dlcnN92L4tirFjb5MnvqpJ6rX2jRrVna+/mUVubgHvv/8Lf+87o3SkWvPc8xNo1y6Mpk3uo6BAjndC1ITNDWb+2muv0bdvX8LCwmjXrh2vvvoqAwcO5JtvvsHJyYn58+fTs2dPwsLCGDBgAGvXriU1NdXscLBCiOqZP/9V7OyPAhqg6z8/HVGpCnFyiuSJJx5RNmAD88kn79OocRL/7awE0Okz6NDBjvvvv5ebb76dB+6fz9/7HDl9ypfwwx489dRX9O8/TDorhbCyzMwsCosygUaUf352A0KAE3h7n+bjj99TLpwQ9ciaNWsZNOgWVq6I59RJP06d9OOrZWfo3+/GKndWArz++ku0bFVwWWclgFqdQ8tWBbz22pzaii6EENdk8uRJdOnifkVnJUABoWHxfP75IotnKCsrY+zY25j+wAL2/33pu8aTs5YyYMAN0lkpxD9mzpxO+w76KzorAfJo3CSFjz56t0rrKywspH//YTz55DLCD3tw+pQvf+9zZPoDC6SzUtQpd945iNVrnufokQjuv29hveqsBFjy5Wa8vV2ZMWOE0lGEsHk294Tl559/zvXXX09AQABZWVkcOXKEefPmsWXLFuzt7Vm9ejWdO3fG3d2dhIQEtm3bxgsvvFClO5TkLhohKqfRaDh37iBhjcxPKH3yhB9t2/aweBap1/IhZU6d2kNIqLm5K1SEH/awyJyiQlSF1Oslv/66gpGjXAHTF/CSk/wZPHgKJ06csG4wIf4h9Wra2bOHaNrM/PeK8+eCad68sxUTCSH12tDt3bud7j3yMDd/ZGxMMB07DpYhq+sAqVURHr6H9h1MDVVfLjoqhJYtr5NO/jpA6rX23Hxzb3748WnWr9/Pu++sxmi0qa6IazbryZvp2rUZjcLuobi4VOk4Qtgsm5vDctq0aWbbCgsLGT58uBXTCNEwOTk5odEaKl1Gp7O5B7htloeHBxptZeP9l2FnZ3Mf90LUaz4+3oD5L75OTkYCAgKkw1KIOkanU1Xerq+8XQghapuDgx2VnVPodCV4e3tLh6UQdYCdnYbKnhvRaktxc3MjObnifLBC2KKuXZux/Ov/sW3bEd5ZsLpeP/X7ww87GTWqO3fcMZAlS7YoHUcImyU9CkKIKsvJyaG0RFPJEioKCmxzwmxblJaWRkmxrpIl1OTmFlotjxDi6qKiYgBHs+05OVoiIiKsF0gIcU2Kikw/wXSxvbDydiGEqG1ZWTlUdi96cbGexMRE6wUSQpiVm1tEZZdiS0p0cnOBqDdcXR35acUzREQk8dZbK+t1ZyVATHQKu3ad4LHHxyodRQibJh2WQogqKysrY+vWXRhK3Uy2FxT48NlnX1k5VcNVVFTE3r1HMBqdTbbn5/kBGi5cOExUVDhHj+5l+vT7rBtSCHGZV155i5QULzOteuzt/diy5Wcio8I5cuQvpk27x6r5hLAlWq2W559/hlOnDhAVFc65c4f58suP8fb2rvVt/fTTLxQXm67dkhIvfvrpl1rfphBCVObttxeRneVjptWJo0fPX9Nwhh07dmTz5rVERBwmMvIwBw7sZNy4m2o1qxAN3aJFn5OXZ7pejUYXdu8+SElJ+c3fjo6OzJ//OmfOHCIqKpyzZw/x3nvzcXY2/b1fiLrm/Q/ux9vLlVfmfkdJAxkidc3qv2jfvhG9erVSOooQNsvm5rC0BhmnXIirCw0N5fTpQ+jtzqFS/TtciYqysmBysn0JCGhKQUGBxXNIvZbz8PBg585NtGxVjEaT/s+ragoKfIFGODgcBfL+eV1Fbo4vv/56gkmTpiqSVzRMUq+Xe+edeUyZOgQPj2Tg3y9wrhhK26HRngbS/nlNTU62L6tWHWLq1PuVCSsaHFupV41Gw5Yt6+jZ0w07+9T/tLhx7qwr/frdQFJSUq1tz87Oju3bN9C5sz16u0vbKy7y5tChQgYOHC7zTgmrs5V6FZbz449fc8PwFri4pPDvXJZGozvnzjrRr98NpKSkVPr+oUOvZ9my9/EPiOfS/Noa0tP9+XDxal58ca5F8zcUUqtCpVKxbt3P9B8QiKNjCv9ekjUYPDl1UkffvkPJysrCwcGBP//cQvsOoNWmX3y/0eDBiRM6+vQZIv+HLEzqtWaGDu3Mxk1zeWveCtavP6B0HKtRqVR8tfwJfv89nLunvqd0HCFskjxhKYSoltdffwmd/jgqlTPQDegKdEWlAjv7aGbOnKFwwoYlIyODXr0G8/b83zl9yp/z5wI5Eu5BUqIzDg4HuNRZCVCGs0sSw25oT79+/ZSKLESD98QTTzN1yhz27bXn/LlAzp4JJC21MRptOJc6KwGMuLgmMmp0N7p3765UXCHqpLvvnkKPHp5XdFYCZNGseTqffrqwVrdXVFTEgAE3MGfOCk4c9+PC+UBOHPdjzpwVDBhwg3RWCiEUMX78ZB59ZBGHD7lx/lwgp08F8P57u+jV6/qrdlaq1Wo+/HAB/gFRXOqsBDDg6RnHvdNuJSQkxKL5hWgoysrKGD36Fmb97wuOhHterNe35m2hd+/rycrKAuDFF2fTvoPqss5KALUmg9Ztinn99ZeViC/ENdHptCxc9AAHD55vUJ2VUF7jGzce5NZb++DkZK90HCFskjxhaYLcRSNE5dRqNefPHyKsUbSZJVQcP+ZD+/bXWTyL1Kt5YWFh7N79MwGB8WaWsGPD+jxGjhxn1Vyi4ZJ6rVzz5s3544/v8fM3V7P2rP0lg7Fjx1s1l2iYbKVeDxzYSecu2fz7RNGVoqNCaN26l1VGfRBCKbZSr6JuGjRoEKtWv4Wrq7l5Lt15793dPPHE01bNVR9JrYprderUAVq0NPedAC6cD6FZs07WC9QASb1W36OPjuHtBfdy37QPiIiovZFObIWfvzvff/80U+56h+XLtykdRwibI09YCiGqzNnZGY22svHny7Cz01gtjzAtODgYR6fK/k5F+PrW/vxeQojqCQkJwdm5spotJCDAz2p5hLAFjo52mOusBNDqSvD09LReICGEsDFNmjTG1dX85yjk0bx5E6vlEUKAnV3ll2t1+vKhJ4Woa5ydHXju+Qls2HCgQXZWAiQlZnLo0HkmTx6kdBQhbJJ0WAohqiw3NxdDqbaSJVQUFTWMCbXrstjYWPLzKvs72ZGcfOUQekIIpcTExJCbW1nN2hMfb+7pByEapvz8Iir7SlNaoiMtLc1suxBCNHQXLkSQnV3ZpSEnzpw5b7U8QggoKqrsJgIoKS4felKIuuahh0bh6urAV8t+VzqKorZvO8qgwR3w8nJVOooQNkc6LIUQVWY0Gtm16wBGo4vJ9qIib5Yt+9HKqcSVoqKiiI3NBXQm2wsKgnn33Q+tG0qIBkCtVvPQQzM4cuQvzp49wMmT+3nttZdxdnau9H1nz54lIaEQczWblurFa6+9bYHEQtiujz5aQkG+j5lWJw4fPk1hYWG11h0QEMAXX3zE6dMHOHt2P3v3bmfcuLHVDyuEEArq378/O3Zs5OzZA5w5c4CVK7+lefPmbN++nZRkHeYuDyUkuPHuu4usG1aIBm7lyl8pLTE9QoTB4M769Vsv/tvR0ZG5c1/kxIm/OXv2AEeO/MVjjz2MRiOjXgnrsrfX8/gTN7Fhw0GSk7OUjqOonTuPo1KpGDeup9JRhLA5MoelCTJOuRBXFxoayunTB9HbnUKlyrj4elmZHznZIQQENLHKfFFSr5Vr1aoVGzeuJCQ0Ccj751UVEIbR6MHRIzH06zeU3NxcBVOKhqIh1KtarWb9+tX07euHg2MK/55mGQyenDyhpW/foWRnZ5t9f9u2bVm//geCQ5KA/H/XSna2D6t+Pszdd99v8X0QAmynXjUaDZs3/0qvXu7Y2f931AA3zp11pV+/G0hKqvpwVE2bNmXLltWENUoH/q1ZDZmZfny9fBuPPDKrNuILUStspV6Fch577CGeffY+vH0SgJJ/XnUiLs6XCePvw8nJkaXL3icgIB4o+qddQ0a6P4sW/cycOa8qE7yekVoV18rBwYGdOzfToaMKrTb94usGgwcnjmvp02cIubm5ODs7s3PnZtq2K0Or/XdECRWFBd789VcGQ4eOxmAwKLMTNk7qtepmzBjJBwsf4K47FxAfn371N9RzCxbcS0pKNiNGzFE6ihA2RZ6wFEJUy4svPoNWdwaVygfoDnQBuqNSOaHTx3DvvVOVDSgAOHXqFF9++R0GQ0ugG+V/p65ACWr1Idq1K+Gdd95UNqQQ9ci0aXfTp68fDo7J/PeeMI0mndZtCli4cEGl7z9+/DgDB45h9apkIi6EEB0VwrGjXvzviQ+ls1IIEwwGA8OG3cgrr6zi9KkAoqNCuHA+mC+/OEbv3kOq1VkJ8O23XxDWKJ5LnZUABtzd47n99iF07ty5VvILIYSl+fn5MWvWA3j7RHOpsxIgj6CgaL78cjGbN//OiOGT2LypgKjI8vOPA/udueeel6SzUggFFBQU0K/fUN59ZxtnzwQRHRXCubPBLFq4+2JnJcA777xJu3Yl/+msBCjD3iGFnj09mDlzujI7IBoclUrFI4/eyM6dx6Wz8h+7d59k0OAOuLg4KB1FCJsiT1iaIHfRCFE5lUrF+fOHadQ42twSHD3iRceOvSyeRer16sLD99C+QxrmPu4jLoTQrFlnmQNDWFxDqNdDh3bRsVMmYHremciIEFq06EZpqczzK+q2hlCv5jRq1Ihdu1YSEBhvZgkHfl6ZxK233mHVXEKY05DrVVzd66/P5cmnBqHRZJpsz8z056ax/+OPP/6wbrAGSGpV1CaVSsW5c4dp3MT8dZljR73p0EGGpKwOqdeqGTasMxs2zuXhhz/m2NEopePUCf7+Hnz3/VPcdusbrFy5W+k4QtgMecJSCFFlLi4uaHWVDStShoOD6TnYhPU5Ouqp7N4Und541bn1hBDXprzeTHdWAuh0Btzc3KwXSAhRZY0aNcLZpbKbCgoIDQ2yWh4hhKiJdu1ao9HkmW13dzfSsmULKyYSQtQGZ2dndPqrXZfRWi2PaNimTx/B2bPx0ln5H4mJGZw7l8CNY65TOooQNkU6LIUQVZaXl4ehtPIJ3EtKzF+wF9ZVXFz538JQqiEvz/xFDCHEtSsurnyOGINBK3foClHHJSQkkJ9f2XmOntRUGepKCGEbIiOjAEez7bm5aqKizD2hJYSoq67lukxxsYyiJCzP39+D0Tf24Ld1fysdpc7Zt+80I0Z0RaVSKR1FCJshHZZCiCozGAzs338UMP1UXmmJN99997N1QwmzfvhhFaUlXmZanXFz8+Lee+9Go6n8y44Q4uqWL/+R4mJvM61OHDp0kuLiYqtmsgX+/v4sWvQux4/v5fjxvaxfv5quXbsqHUs0UKdPnyYluRQwfVzMyPDmzTffu6Z19evXj61b13HixF6OHdvLvHmv4unpWXthhRA2oXnz5nz//TKOH9/LiRN7+e67ZTRr1swq23733cUkJriaaVWRkqzn999/t0oWIeq7ESNGsHPnZk6c2MvRo38xZ85zuLi4WGRbRqORffvCAdPrLy3x4ocfVllk20L81113Daa01MDmLYetsj2/dh0Y+OxLjH7/Y/r+bzbuoY2sst3q2Lf3DD4+bnTu3ETpKELYDOmwFEJUy6xZz1FU2J4rT47LyrzIzw/jnXc+UCaYqGD+/Hc5dgwMBvcrWlyANrh7nOS99+5ny5Z1aLUyZIwQNfHBBx9y9IiB0lL3K1qcuXDeiwcffFyJWHVay5Yt2bNnM9NndKF1m2Rat0nmhuFO/PbbEmbOnK50PNFATZv2CPHxYYDdZa/n5fnwx46z1zTX28svP8/PqxYycJCWVq2TadM2mf/9bwB7924jODjYQsmFEHXN8OHD2L59FeMnhNC6TTKtWicz4fZQtu9YzZAhgy2+/YiICH78cTNZmf7Af5/w0JKcFMqTT87BYKh8hAghxNV9+OF7fP3Na/Tpa6BV62TatkvhuedHsnfvdry8zN1AXDMPPzyLc2fdufK6jKHUnePH4e2337PIdoX4r7umDObPP0+Ql1to8W2F9enHddMfxlBcTOTO7egcHOjz2JN4NKqbHYLHjkWRm1vIiBFyM64Q10o6LIUQ1TJr1qOoNeeAUKAb0BHojkrljUYTz8SJE5QNKC4qKCigX7+hfPbpQTLS21Nm7Ez53ywUCAcKcXBMpmdPN2bPflLZsELYuMLCQvr3H8onH/9NxIVQYmOCiIoMZcVPcfTrN5yEhASlI9Y5P/ywlLBGcajV2f95tRAf3yieffYhAgMDFcsmGq59+/Yx/IYJbP29mJjoUGJjgjlzOojXXl3BzTdPvOr727RpwwPTb8PLKwa49FS1WpNJ02bJfP/9UsuFF0LUGXq9no8+WkBAYBTw3ykYcgkMjOLTT99Hp9NZPMdjjz3J//63mBPHfYmNCSY2JpS/9ugZP34mP/+82uLbF6K+69evH+PH98fDIw4oufi6VptOq9bZLFv2iUW2m5ycTN++w/jh+yiiIsOIjQki4kIon39+iL59h5Kfn2+R7Qrxr86dm9KmTSibNx2y+LY8mzan/fg7SAg/xIk1K0gIP8ixFd+Tl5JMt3uno7Gzu/pKrMxgMHLo0HmGDu2sdBQhbIYKkAHNr+Di4kJ2djaurq4yz5QQJqhUKs6dO0zjJv+d60QD/Htnrprww+507tzH4lmkXqvm5Mn9tGyVzKW/1eVOnwqgdetu1g0lGoyGWK+Ojo4UFBRQVianW6Z07NiRTZu/wMfHdEeu0ejGe+/uYtas2VZOJhpivZqj0WjQ6/UUFBRc83u+/XYJt08M4/IOikvi44Po1XMsMTExtZRSNGRSr3XXnXdO5uNPHsLBIcVke36+D/dNe5fvvvvBapns7e0xGAyUlJRcfWFRq6RW66+NG9cwdJg9/71J6b9iooPp0GEgWVlZFsugUqlwcHCQTspaIvV6bebPv4e77xnCbbe9idFgtNh2NDo9A597mdLCAo79/AP85/u1nYsrne+8hwvbtnDyl7o3PdVN43oxY8ZIPD1uJz+/SOk4QtR58oSlEKLKnJ2d0emv7PD677+NODnVvTubBDg4aDHXWQng6ChDwgpRm/Lz86WzshItWrTA28v870etzqFz5w5WTCRERQaDoUqdlQDNmjXGXGclgKtLidXmrxNCKKdr1w44OJgfIs/RsYiuXTtaMVH5aBDSWSlE7fLz88ZcZyWAvUMxoaGhFs1QVlYmnZXCqlQqFeMn9GXnH8ct2lkJ0GzocBzc3Tm3ZcNlnZUARTnZxB/8m8YDB6N3tsycsTVx8MA59Hot/fq1VTqKEDZBOiyFEFWWn5+P0aCpdJnSUrlAXxdd7e9SWmqlIEIIAaSkpJCTW9nnkgPx8TKMrrA9mZnZgPlhHgsKNKSkmH7iSghRf8TExGMw6M22l5bqiYqKs2IiIYQlFBYWU9kl1pJiHampqdYLJIQVXHddC0JCfNi27YhFt2Pn4krTIcOIP3yAwqxMk8vEHzqAChWN+va3aJbqiI5OITk5i+uvt+4NSkLYKpvrsJw+fTrh4eFkZWWRlZXF7t27GT58+GXLzJkzh7i4OPLz89m2bRtt2rRRKK0Q9ZPBYODIkTOAo5l2T37+eZ11Q4mr0mq1xMWlAG5mlnBjx46/rBlJCNEAOTs788wzT3Lw4J+8//7raNQhlM9SUFFKijvz539g3YBC1IL58xeSlellplVNSoqRY8eO1WgbLVu25PvvlxEevptDh3YxZ85zuLmZO8YLIZSwdOlyEhKczLYnJjiyfPk3ODs789RTT3Dw4J+Eh+/m55+/o0MHGWFACFuxePEX5Od5m2nVEheXrfhc9nq9nvvuu5d9+3YQHr6bjRvX0LdvX0UzCdt26619SE3N5ujRSItup9nQ4WAsI3b/XrPLlBYVknL6JGF9B4DK9HdLJR0Jj2DgoPZKxxDCJthch2VsbCzPPPMM3bp1o1u3bmzdupU1a9Zc7JR86qmneOKJJ3jooYfo3r07iYmJbN68GWdnZ4WTC1G/PPbY0xQWtgccLnu9rMyV3JxGzJu3QJlgwiR7e3t27txMt25eQCvgys9EJ86fc+Ppp19QIJ0QoqHw9/dn//4/eHnuODp1zqB9hzScnJMwGjpy5WlpXq4327Ye48gRy96xK4QlbN68mX37Eigs8LyiRUtiYhiPPPJ0jdY/efJEtm1bwfgJIbTvkEbHTuk89/xI9u/fQVhYWI3WLYSoPWlpaSxdsoKMjEAuvzlHRUZ6IJ9//gN2dnb8/fcOXnn11ovHxpvG+bJp03IefniGUtGFEFXw3Xffc+RIHiXF7le06IiPC2X69MeViHWRo6Mjf/65hfffv49u3XNp3yGNocMcWLX6A957b76i2YTtumlcL3bvPonRaLkR1vTOzjTqO4D48IMYiiqf/zHp+BEc3D3wadnaYnmqKzz8Ap07N8XFxeHqCwvRwNlch+Wvv/7K+vXrOXv2LGfPnuX5558nNzeXnj17AvDYY4/x2muvsWrVKo4fP86UKVNwdHRk0qRJCicXon554IF7UauigRZAF6AN0A2VKgSVOpkbbxytbEBxmffem0+XrhocHOOBw0BjoCvQBqOhO/v2qunX7wYZnk4IYVE//LCMFi3T0enS/vNqDGpNDKUlPUlMDCM+PoDz50KYP/8XJk6colhWIWpq1KibWbx4BxEXQomP9ycuNpi/9zlw2633s3Xrtmqv19fXlzfffA7/gEj+O0+mVptO02bJ/PTT8pqHF0LUmhdffIWnn1rIqZP+xMcFEh8XyMkTfsya9QFz577O998vpWWrzCuOjfn4+kUze/YMmjRpolh2IcS1KS0tZdCgEXz55SEiI8qP+7Exwez6U83IkRM5dOiQovk++uh9OnUuw94hBfh3rsEivLzimHznEAYNGqRkPGGD2rdvRJMm/vz55wmLbqdx//L/mwmHD1x12dykRPLTUgnu3tOimaojPDwCjUZNnz4yCqQQV6NVOkBNqNVqbrvtNpycnNizZw+NGzcmICCATZs2XVymuLiYHTt20Lt3bz799FMF0wpRf6hUKm65ZRR6uxggAdBQPk9TMWDE1VXN44/P4Ntvv1M0pyin1WoZNqw/Ol30P68UAUcpv2dFj1pjpLRUTWJionIhhRD1XkhICM2a+QCm5upKQ6s7xqaNp3nmmRdJSkqirEzmQha2rbS0lCeffJZnnnkBX19f8vPzycrKqvF6H3/8Ifz9M8y0FhEa6kWbNm04ccKyF5CEENfu88+X8vnnS/H19QUgOTkZgODgYJq38MP0sRH8A9KZPft/3HffTGtFFUJUU1FRETNmPIJWq8XX15ecnBxycnKUjoW9vT39+3dHq40x2e7pmcwLLzzJtm3Vv5lKNDxjxvQgN7eQw4fOW2wbaq2WRv0GkXzyGKWFhdf0nrRzZ/Dv0AmVRkOZwWCxbFUVE5NKamo2Awa0Y8OGq3e+CtGQ2WSHZbt27dizZw/29vbk5uYybtw4Tp48Sa9evQBISkq6bPmkpKRKh0bS6/XY2dld/LeLi4tlggtRTzg7O6O3M/7nFcM/P/8y4uZmen7LmpJ6rTpfX1/s7IpNtBiB8pM+T09fq2YSDYPUq/iv1q1b4+5eWskS2bRq1UJunlCI1KvlGAyGWp236rrruqLWZJtt9/ExSodlPSf1arv+7aj8V8uWLXFzq+zYmEOHDm0tG0pYjNRqw1RaWkp8fLzSMS4KDAzEzr6kkiWK8fX1sVqeukrqtWpG39iDA/vPUlJiuU7BoG490Ds7EX8NT1f+K/XcGUKu6413i1aknDxusWzVcexYFH361r3haoWoa2xuSFiA06dP06lTJ3r27MlHH33EsmXLaN36UsFfeUe+SqWq9C792bNnk52dffEnLs703Y1CiHIFBQUYjZpKl7HUjUxSr1WXk5ODwaCrdBmDQZ5kErVP6lX8V0ZGBgWFqkqW0JGZWfOnz0T1SL3ajpSUNMDObHtuXhkZGeaewBT1gdRr/ZGZmUlhQeXHxqws5Z/QEtUjtSrqgqysLAyGyp5XUVFaaqykvWGQer12Pj5udO/enD1/nbLodpoMvJ6MiAgKMzOv+T35qSkUZmfh16ad5YJV07GjkXTr1hy93iafHxPCamyyw7KkpITz589z4MABnn32WcLDw3n00Ucv3pHv7+9/2fK+vr4Vnrr8rzfeeANXV9eLP0FBQRbNL4StKy0t5dTJSMDeZLvR6M5vv22xyLalXqsuJyeHyMhkQG+y3Wjw5tdfN5lsE6ImpF4tq1+/fqxfv4oDB3ayYcNq+vfvr3SkSu3fv5+0VA1g+sJsVqYXCxYssm4ocZHUq+1YsGARaWnuZttTU+zYsWPHZa/17t2b3377+eLnxcCBAy0bUliU1Gv9ceDAAdLSKjk2Znny7ruLARg6dCibN69l//6drF37Ez169LBiUlEdUquiLkhLSyMuNhNzg+wVF3myfPmPF/+t0+mYPPkO/vxzC/v37+Srrz6jWbNm1gmrIKnXazd8eBfUajX79p5Bozd9nammPJs0xS04lIQjB6v83ozICPzadbBAqpo5eiwKe3s9XbvW/3oSoibqRZe+SqXCzs6OiIgIEhISGDp0KIcPHwbKD7QDBgzg6aefNvv+4uJiiotNDZcohDDnkUee5PDhP7B3CKd87sp/OZGd3ZhXXx1jke1KvVbPgw8+wfr13xMUHAv8dzgYZ1Tq5kyc6MK33/7E0aNHlYoo6iGpV8v55psvGT68Ix6eaUAm4Ej37u+yadMxJk6conA608rKynjuuVdZvPglfHxjKB+WulxRkRvh4els2WKZm13E1Um92o59+/axb280gwb5Yu/w3ycpVaSmBPPGG+9SWnppiMllyz5j1KiueHqlUv554UD3HgvYsvkEEybcaeX0ojZIvdYvs2e/zEcfv4LvFcfG4mI3joRnsmnTZtas+Yl+/Rvj7v5vHbvTs+cnrFz5J9OnP6xQcnE1Uquirpg5cxZrfllGYGAMcOkcwWh05swZDR9++AlQPgzq9u0baNFSi5NTKlBAl67NGTLkZ+bOXcjHH3+mzA5YgdTrtbtheFe2ncih2xMv4uDhQU5CPMdW/kDKqdqbjqBR/0EUZKSTGRVZ5fdmRkUQ0KETjl7e5Kel1lqmmjp/LoGCgiL69GnNnj2WfTpVCFtmc09Yvvbaa/Tt25ewsDDatWvHq6++ysCBA/nmm28AeO+993j22We56aabaNu2LUuXLiU/P59vv/1W4eRC1C+TJt0GJABtgQ5AC6Az0BSVKo0BA/opGU9c4dixY4wZcyeFhV25/O/VGJVqP6FhMaxY8RVqtc0dFoRocO67715G39gOD894oOifV4vw8Ixn1KhWzJhxv5LxKrVixc9Mmzab48e8SUwIJDnZj6jIEJZ/dYRhw26sdAh/IcQlY8bcxqef7iEyIoTkZD8SEwI4ddKfRx55nc8/X3pxubvvnsJNN3XC0yuOS58XxXh4xDNiZAsefvhBJeILIf5j1ao1TLt3NseOepOQEHDx2Pj18mMMHTqaZ56ZxfXXB+PunsClGw8L8fKOZfyEXtx66y1KxhdC2IADBw5w09ip7P/bkfi4IFKS/YiOCmbN6kT697+BgoICAL766nM6dCzGySmZSzdQ5OAfEMWLLz5M8+bNFdsHUTeoVCpa9OvLYWNj8lJTOLPpNwwlJfR88FFCevaulW3YubgS2KkriUcPV+v9WbHRlBmNeLesW/NFGgxGTp6IoWevVkpHEaJOUwE2dWXo888/5/rrrycgIICsrCyOHDnCvHnzLrsjf86cOTzwwAN4eHiwd+9eZs6cyfHj1z7RrouLC9nZ2bi6upKTI/NFCGHKmTOHaNY89p9/6f/5KaL8S7SWfXvt6dlzkMVzSL1eu7Fjx/DVV8/h4poF6IBC/nt3ZU62L5Mnv8ratWuViijqOanX2nHkyF+0a5+K6VM4FceP+dC+/XXWjlVloaGhODk5ERERQWFhodJxxBWkXm2DXq+nadOmFBYWEhERUaE9PPwv2ndI479PbV2i4uQJP9q27W7xnMKypF7rD1PHxtOnD9K8hbm51DQc2O9M9+51e1h4UU5qVdQF/v7+eHp6EhMTc9n/Qw8PDw4f3kZIaIyZdzrz9fJz3HXXfdYJqjCpV9P6Xt+N8R+8T3Z0FAdXrrj4etPBw/Bt046/Pnyf1NMna7SNFsNH0/yGkfz9xUcYioqu/gYT2o+/g5z4WA4sqVtPBU+bNozrh3QiMOAupaMIUWfZ3JCw06ZNu+oyL7/8Mi+//LIV0gjRMLm4uODg8N8L5cVcPixsKZ6eLlZOJa5mwIA+uLgWUt6xXPGkz8W1kIEDe0uHpRB1nKurPebvNyvDxdXOmnGqLTo6WukIQti84uJiTp40f1Go/PPCVGclQBnOLnpUKpU83SxEHXHlsdHR0REHR9PzW5Yz4O7uZNlQQoh6JTExkcTExAqvt2zZEhfXyjqHcmnbVp4Ma+iGP3Q/KuDounWXvX5+22bsXF3pOvU+tr02h+Lc6nXyqtQaGvUbQMqpE9XurATIjovBu3nd+/964kQMd0weREiIDzExKUrHEaJOkrH/hBBVVlhYiNGoqXQZo7lrY0IxaWnpGI3m71MxGrWkpmaYbRdC1A0GQ+Xtxqu0CyEajqudj5UZpbNSiLqsqKiIMmPll23ke5cQojbk5ORQUlzZ542awsLqdyAJ2+fm54ND07a4FyRSUlhweWNZGWc3/oZKrabD7XdUexuBnbti7+ZOQvjBGmXNjovB3s0NJx/fGq2ntp08Wf4Ec8+eLRVOIkTdJR2WQogqKykp4fz5WMDcUzzubN36pzUjiWuwdOnXJCQ4mm0vKQnh5ptv5KWXnsfDw8OKyYQQ5rRu3Zrly79gz55t/PTT13Tp0oWDB48B5p6mcOTQoRPWjCiEuAqVSsXo0aPZuHENu3dv5e2338DPz88q2963LxxwNtPqwOHDNRuySwhxbRwdHXnooQfZuXMzf/yxiYcemoGDg8NV32cwGDhzJhrz37tc2bFjT61mFULUHW3btuXbb5fw11/b+PHH5XTs2NFi2zp+/DhpaSrKZw+rKD/fi08/XWax7Yu6r+/tt6BVQ+pp09OulRTkc2H7FgI7dcW/Q+dqbaPJ4CFkRkeSn5Zak6hkx8dRVmbEs2mzGq2ntmVk5BIXlyYdlkJUQjoshRDV8sgjT1OQ35aKI0vbk5nRiJdeel2JWKIScXFxbNr4F7m53hXayspCsLMrpmu3TJ59bjjh4X8ycOAABVIKIf711luvsW3bd9wxuTHX9czlllv92bDxc9RqLTHRvpTPHfxfOmKi/fjf/55VIq4QwgRHR0f27NnG11+/yNBhdvTslcejj/XhwIGt3HrrzRbf/lNPPU90lDemPi9iY/x54onZFs8gREPXokULjhz5i7fmT6ZP3yL69ith/vy7OHLkL5o1u/qF1IcffpK42EAqfu+yIzLCkxdffNUiuYUQynr//bfZuvUbbp8YRo/rcrn1tkA2b17KF198ZLFtPv/8q6Qkh3Jlp6XB4MTZM0a+/fZ7i21b1G0qlYpet9xIiFMJ506an9oj7dwZ0i+cp/34iWjsqjZViVezFniENSbu4N81jYuhuJj81FQ8Gzet8bpq2+nTsXTv0VzpGELUWdJhKYSolpEjb6CMNKAT0BZoDHQA2oAqm86dq3c3lbCsadMe5MPFW4iMCCUjw4/SkqZAD1QqPVD+lIVWm0FwSCTLli3G1dVV0bxCNFRjx97IvfcOx9cvBsj759UCvL3jGDKkMV99tYK/99mTkBBEVqYfCQlB7P/bkeHDbyMyMlLB5EKI//rqq8/o0hVc3ZKAEgA0miwCgyJ47725BAcHW3T7MTExDBt2C/v26kmID/zn8yKQA/sdGT58PBcuXLDo9oVo6FQqFWvWfEeTpgnY26dRPge1ETv7VJo2S2TNmqtf/D916hRjxtzJ4UOuJCaU13F8fBB7dqu5/voxJueiE0LYtttvH8+ddw3Ex/e/3wXy8faJ5ZZbuzFt2j0W2e7PP6/mwQfncPpUACkpAWRm+hITE8xv61IZMGA4JSUlFtmuqPsadWqPg4cnPuocEhLTK132wvYt6J2caTVyTJW20XzYCPJSksmMiqxB0ktyEuPxbFK3nrAEOHUqls6dm6LRSLeMEKaYn8xMCCEqcc89d+DoGAVEAY6UD1OUABTi7q7jhReeZOPGjYpmFBWVlZXxzDMv8OKLrzBy5Eg+/fQNvH32A1dOfmPEPyCbGTPuZ968t5WIKkSD9uyz/8PDM8lkm4trCrfcMpo2bboRFhZGUFAQcXFxREVFWTmlEKIyHh4edO/eBq021kRrGf4Bacye/T9mznzcojnOnDlDz56DCA0NJTg4mPj4eLmxQQgrGT78BvwDDECxidZiAgKNDB06lM2bN1e6nkOHDtGlSx+aNGmCv78/0dHRxMaa+mwRQtQHTz75CO7upr8LuLom8eijD/D5519aZNsrV65i5cpVtGvXDhcXF06fPk16euUdVKL+6zB0MFpjManR5p+u/FdRTjYx+3bTeOD1xOzbQ3bc1Y9XHo2a4NumHad/+6U24gKQkxCPX9sOaO0dKL1yzk0FnToZi5OTPW3ahHL0aKTScYSoc6QrXwhRZc7OzjhdNn1aPpABFP7z7xJ8fd2tHUtUQXFxMRqNBk+vXCp2VpbT6TIZMkSGhRVCCd7eroDBTGsZzs5a9Ho9UVFR7N69WzorhaiD2rZti5ubqU6Kcmp1Nt27W29EiujoaHbv3i2dlUJY0dChg3BzM3+R1N29kKFDr/18+8KFC+zevVs6K4Wo5zw8nDD3PR3KcHW1Q6UyPddkbTl27Bh79uyRzkoBQPshAwhxMXLhXMI1LR9/cD8FGel0mjQFlfrq3Q+tx95MXkoyqWdP1zTqRTmJCajUatxDw2ptnbXh7Nk4DAYjPXq0UDqKEHWSdFgKIaqsuLiYsjJNpcsYzZ1bizqjoKCAoqLKltCSl5dX2QJCCAu52mdoWZmK0tJS64QRQlRLQUEBJaWVXUxUU1wsdSxEfZadnUPlA1tpycrKsVYcIYSNKCu7WruKsqstJEQt8W0chkeAP4FOBs5dY4dlmdHIud834hYSSrMhwytdNqBTF7ybtyRy147aiHtRQUY6pUVFuDdqXKvrranCwhIiI5Po1q3uDVcrRF0gHZZCiCorLi4mKioJ0JlZwpXdu/dbM5Kohm3btpGcrDfbnpnpzqJFn1sxkRD1m0qlYujQoaxY8Q3r1q1k5szpODg4mFx2//4jgLOZNek5dy4Wo9wZIkSdMnjwYH766Wt+++1nHnlkJqdPnyYzw/xxNj/fi88/X27FhEIIa1u27BsSEkwf6wES4u356qtva2VbXl5ezJ37IuvXr2LZss/o2LFjraxXCGF94eGnKJ96xxR7Tp6MqNZ6O3TowNKln7Jhw2peeWUO3t7e1c4oGo6Wva+jzGDAwZBDUlLGNb8vNzGB2AP7aDlqDJ5NmppcRu/sTPvxk0g7d7bW5q68LENSIh6hjWp9vTV19mw8XaXDUgiTpMNSCFEtjz/+LPl5baj4MaIjM6MRL7zwihKxRBXodDp0WkfKjBVPHA2lrpw+lceWLVsUSCZE/ePq6srevTv44cfXuPkWX0aMdOLtt6dw/Pg+unTpUmH5Z56ZQ0y0DxVvDFGTEB/E44/PtkpuIcTVOTs7s2fPNlasmMctt/oxfIQD896azLFjf/HTil9ITwuu8B6j0ZEL51V8++13CiQWQlhLREQEf+48TkGBR4W2/HxP/vjjCDExMTXezuTJEzkcvoPZzw7jhuH23HlXUzZt/pKVK79DfQ1D8Qkh6pZZs54jNsaPik9oa4iPC+CJJ6r2XUClUvHDD8vZvHkpd01pxrAb7Hhm9lAOHd7OlCl31lpuUT81u64rjsZ8oiMTq/zemL92kZMQT/f7HsTJ1++yNpVGQ9e770et1XJhe+VzOVdXbnISbnWww/LM6Tjat2+ETlfZKAxCNExy5iqEqJbrrutKGblAV6AFEAy0BjpSRgFNm5q+e0rUHStWfI2ffywqtQHoDjQGQoBOFBW15sYbb1M2oBD1yE8/fU3nLgbc3ZMon++3BDv7VBo1jmXFimUVnrSMiopi5MgJHAl3Izk5gKIiP1JT/Tl5wpcJEx7gyJEjiuyHEKKi775bSrduKtw9Eimv71Ls7FIJDYtm0sSbeeXVL7hwPpSsLH8KC/2Ijw9m+7YCBg4cQXGx+TkuhRD1w6RJU/nm68NER4WQn+9Hfp4/0VGhfL38AHfccU+N19+6dWvmz3+WoKAINJoMoBTIw8cnnhuGh/H66y/XeBtCCOu6cOECY8ZM5ugRd1L+/S6QEsCJ497ccsu9nDx5skrrmzv3RUaOaoaPbxyQB5Si0WQQFBTBm28+Rdu2bS2yH8L2qdRqmnbrQqinmojzVe+wLDMaObVuDaVFRfR94mn8O3QClQoHTy96PvgoXk2bc/q3tRRbaDqivOREHD090TubG71IGWfOxGFnp6Ndu7o1v6YQdYF04wshqmXmzPtwcroAnAfcADsgBsjFw0PP3LnPMnDgH4pmFOaFhobStm0IGk0skAtEAx6U38dyAo3Gldtvv41Fiz5SNKcQ9UFoaCjt2gWj0cSZaC0lICCXe++dWqHejh8/TqdOvWjTpg2NGjUiPj6ew4cPWyWzEOLa+Pv706lzUzTaWBOtBvwDsrHT62nZsgu9e/fG2dmZI0eOEBdn6vNACFEfGQwG7r//IVxcXOjVqxcAu3fvJjc3t1bWP3fuc/j5p5hsc3RM47bbxvD88y/L3NdC2JjDhw/TsWMv2rVrR2hoKHFxcYSHh1d5PRqNhokTx+HkZPppbj//ZF555XluvnmvOCnMAAEAAElEQVRiTSOLeiiwRTMcXJzxd8pl84Wqd1gClBYWcGzl9zQfNooe98/EUFKCRqejKDeXE2tWkB1X85EGzMlNTgLALSSMlJPHLbadqjp3LgGDwUjXrk05dOi80nGEqFOkw1IIUWVOTk44u2iAfyd5z7piiWICAwOsnEpURc+ePfH3/+9FCyOQdvFfdvaZjBo1TDoshagF5fVmMNtuZ5/J6NE3mK23EydOcOLECUvFE0LUQPfu3fH1Md8JoNdnMHLkMN566x127txpxWRCiLomJyeHTZs21fp6W7ZsCqSabXd0LCYsLIzz5+WCqBC26NixYxw7dqza7w8JCcHRqaSSJfJp0aJxtdcv6rdGnTtQZjDgpCogLi7t6m8wo7SwkJO/rMQlIBBnP39K8vPJiDiPoaSy/5s1V5iVSWlREW7BIXWqw7KoqITIyGS6dJHR6YS4knRYCiGqrLS0FMoqH1G6rKzSZqGwoqIiSkpBrze3hIbCwiJrRhKi3rq2eiu0ZiQhRC0pLi6mpLQMnRxPhRAKudr3LqNRJcNPC9GAFRcXU2aU6zeiehp3ao++NI+4qBSMRmON15eTEE9OQnwtJLt2eSnJuAWHWnWb1+L8+QQ6S4elEBXIHJZCiCorKioiPj4d8/c8OHPgwFFrRhJVtHXrVhITdGbbs7Lc+fTTpde8Pjs7O6ZNu4evv/6CDz5YQOvWrWshpRD1w7XU2yefLLXItjUaDbfcMo6vvvqMzz5bRI8ePSyyHSEaqj/++IOUZDuz7Tk5Hnz22dKrrsfb25sXXpjNt98uYc6c5/Dx8anFlEKImvL09OTZZ5/im2++ZO7cF/H391c60kUbNvyO0eBuplVFZmYZMTGWG25PCKG8gIAAXnllDt988yVPPz0Ld3f3i23x8fGkpxsAlcn3GgxubNy4zTpBhc0J69ieAFcVEZFJSkeptrzUZNxC6l6H5bmz8bRv3wi1WrpnhPgvqQghRLU89dSL5Oe1pOJJr5aM9DCeffZlJWKJa5STk8Pq1ZvJzfGu0GY0OnP+XDEbNmy8pnX16tWTU6f288EH9zHpjjAeergb27Z9w6pVP6DRaGo7uhA2Jycnh1WrNpmpN6cq1VtVNG3alOPH97NkyTNMvrMx905ry7p1i9m5czPOzs61vj0hGqKCggK+/34NOdmmOhidibhQxurVv1S6jieeeITDh7fx4pzR3D4xmBdeGMGhQ1t5+un/WSa0EKJKZsy4n/DwP3jp5bFMnBTCs88OZf/+Tbz00nNKRwPgrbfeJTraDaj4qHdqajBz575l/VBCCKt57bWX+Xv/BmY/O5SJk0J45dWbOXr0T6ZNu/viMi+++BqpKcEm3q0jJtqdefPesV5gYTOcPT3wDAogwFVDZIQNd1imJOPk7YPG/JBHijh7Nh5HRztatgxSOooQdYp0WAohqqVJk0YYjaVAd6Ax4A80B7oApfJkgA14/PGnWLLkT6KjQigp9sdo9CMhPojt2/IZMmQ0ZdcwLoy3tzfff/85YY1isHdIBQqAbHz94rjhhiAWLZIvPkIAPPHE03z55c6L9QYB/9RbwTXXW1XodDp++20FLVom4+ySTHlt5uLlnUjPnjp+/HF5rW5PiIZs9uwX+eSTLURFhVBc7A/4k5gQxB87ihg8eCQGg/k5bG+4YRizZ99DYFAkGk06UIhak0FgUCSznpzM6NGjrLYfQoiK+vXrx8svP0RQcARa7b81mklgUBQPP3wL48ffqnRE0tLSGDbsZsIPu5CaEgj4k5fnT8SFUJ579gN++OEnpSMKISzkzjsnMWPGaAIDo1GrM4BCtNo0goIjeO21x7nuuusAWLVqDU8//S4RF0LJyys/V0lNCeBIuBvDh99KSkqKovsh6qaQdm0A8NSXEhllwx2WqSmo1GpcAgKVjnKZc+fKh8bt3LmJwkmEqFtUgIxUfgUXFxeys7NxdXUlJydH6ThC1EnHju2jTdtkyj9CvAB7IA/IBOz4fUsRQ4feaPEcUq815+LiwvXXX4+joyO7d+8mMjLymt/7xhtzmfXkYDSaDJPtUZEhtG3bm/z8/FpKK2yZ1GvN6q0q7rhjEh9/8ihOTskm2+Pjg+jd6yaio6Mtsn1h+6Req87Z2Znrr78eJycn9u7dy/nz56/6nr/+2kaP6wqBUhOtGvb/7USPHgNqPauoX6ReLWfHjo30618GlJhoVRN+2IPOnXtbO5ZZnTp1ol27dqSkpLB161ZKSkzlFkqRWhW17ciRvbRrnwqYmlvQjq2/FzNkyOiLr2i1Wq6//np8fHw4fvw4hw4dslpWWyP1CsOm38MND0yht1Mc899aoXScalNrtPR88FHCv/+a6N07lY5zmW++ncW33+zgqaeWKB1FiDrD3AR0QghhlqOjI25uOi7d75B2xRJFhIUFWDmVqK7y4WFXV+u9118/wGxnJYCbexEdO3Zkz5491UwnRP1Sk3qriltvvREnpyyz7YGBBgYNGsiyZV9ZPIsQDUVubi5r1qyp0nv8/DwAc3PLGfD1datxLiFE9QUFeQPxZlqNeHk5odVqKS01ddOB9R0+fJjDhw8rHUMIYQUODg54eNhhurMSyq/LXP5EWWlpKRs31v5UFKJ+Cm7TChd1MTHRtv0ErtFQSkFGOq5BpoZFVtb584l07NhY6RhC1CkyJKwQosqMRiNlZaYnbL/kau2iPjAajVT2ty4zqiodCk8IYRmlpQYqq02DoYySkrpxcVUIURk5nxJCWVf/zlN+PiyEENZVfl2m8mVqedYJ0cCEtGtNgJuGyEjbHQ72X/lpqbgG1r25Is+fT6CTDAkrxGXkCUshRJUVFhaSlJRNcIgGMNUZ5cjRo6etHUtUgYeHB1On3kmjRiEcOnSU7777gaKioiqvZ8WKX+jU+Tb0+iufsi2XmWnHwYMHaxpXCGGCSqVi+PAbGDp0ENnZOSxd+vXFIWa//PJrhgydi5tbocn3JsTr2bRpkxXTCiFMOX8+lrBGdoCpY7CeyMgE3NzcuOuuyTRr1ogjR07w7bffU1BQYO2oQjRIp05F0KSpK2DqeKolNjbFah2Wbm5uTJkymaZN5bNAiIbCycmJyZMn0aZNC86cOc9XX31zcXjSoqIiEhOzKr0uc+zYGavmFfWHs6cHrj7eeNrnER1lepoRW5KXlkpAh05Kx6jg/LkEfHzc8Pf3IDHR/OhlQjQkNveE5TPPPMO+ffvIzs4mKSmJVatW0aJFi8uWWbJkCWVlZZf9yHCEQtSuF154lbzcZiZa1GSkhzF79kvWjiSu0XPPPU34kR3Me2siDz/SnQ8/nMHp0wcYPXpUldf18cefERPtBNhVaMvO8mXZsu/rzBBZQtQnzZs358SJ/Xz73Vwee7wnL84Zwa7dP/Pjj1+j0WjYsGEjkRGlgFOF9xYWeLBt29+kpqZaP7gQ4jJPPz2HpMQAKj7FpSIpKZBDh45y9OifLFgwmYcf6c6iRfdz6tTfjB9/qxJxhWhwnn76RRITAjB16SQlOYjZs+daJcfjjz/M0aN/8vbb/34WPCCfBULUc3fddQcnT+7l/Q/u4eFHurPgnSkcP76bGTPuv7jM88+/QkqyqafG1CTE+8l1GVFtgS3Lr/fZlxXVi460/LRU9E7O2LnWrekWzp1LAKBTJ3nKUoh/2VyH5YABA1i8eDE9e/Zk6NChaLVaNm3ahKOj42XLrV+/Hn9//4s/I0eOVCixEPWTs7Mz5Q9pdwdCAC+gEdCNsjKwt7dXMJ0w5447bufxJyYQHByFVpsK5GDvkEpoWCSffvombdq0qdL6cnNzueGGcRw94kp6WgDgRWmJDzHRoXz++Vbmzn3DIvshREPm4ODAb7+toGWrVNzckoBsIJ2AgDhGjW7ERx+9T1lZGUOG3Mie3UaSkwMBb4xGH+Jig1m16gz33DNd4b0QQgAcOHCABx6YTWREKHm5voAX+Xl+REaEsnTJGibfOZTgkEi0uvJjtp19KiGhkbz/wRw6d+6sdHwh6r3jx48zdepjRFwIITfHD/AiP9+XqMgwHn/8dXbs2GHxDDfdNIZnn73nis+CFPksEKIe6927N/PnP01wSAR6fXnd6/WpBIdE8vLcmQwdOgSATZu28NRT84mKbERBQflnVE6OHxfOB3PnnQ9z+rSMfCWqJ7BFc1TGUtITEjHWg7GF89PK5+F0DQy8ypLWlZiYQU5OAZ06yTyWQvxLBdj0p463tzcpKSn079+fnTt3AuVPWLq7uzNu3LhqrdPFxYXs7GxcXV0vDrUghLjc4cN76NAx/Z9/+VL+hF0+kALY89u6bEaPvsXiOaReq+bo0X20bZeM6Y9+R1avSubmmydWa909e/akT5+epKdnsmrVajIzM2sSVdRDUq+146GHZjB//l3Y2Zt+QjI6KoT27ftd/B23a9eOoUMHU1BQyOrVv5CYmGjNuMJGSb1al1arZdSokTRv3oxz587z66/r2Lt3O527ZAGmhpu0Y/OmAm64Yay1o4o6SOrV8jQaDSNHjqBlyxZERESydu2vFBcXW2XbBw/uolPnTEx/FtizaWM+w4fLZ4EtkFoV12r79g30HwBQYqJVy7699vTsOejiK3q9njFjbqRRozBOnDjFhg0bZH7dGmro9Trx9RcZPHYwmrN/8euv+5SOU3MqFT1nPMrJNSu5sP13pdNc5r337+f48Wgm3/G20lGEqBNsfg5LN7fyR7nT09Mve33gwIEkJSWRmZnJjh07eO6550hJSTG5Dr1ej53dpeEMXVxcLBdYiHrAwcEBLy8HLn1pvvLidyEtWoRZZNtSr9Xn5uaGu7sW8/ep5NOmjalhfq/NX3/9xV9//VXt94v6R+rVMsaPH4edfbrZdm+fYnr16nVxjspjx45x7Ngxa8UTNkrqVVmlpaWsWfPLxX/r9Xp8fF0Ac0NwFdG0aYhVsom6R+rV+gwGA2vX/sratdbdrp2dHd7eToC5436hfBbUYVKrorpCQ/2AWDOtpQQEeF72SnFxMStWrLR4rvpM6vVyoW1a4uWo4kiU6WvpNqesjIKMdJwD6tYTlgARFxLp2FGesBTiXzY3JOyV3nnnHXbu3Mnx48cvvrZ+/XruuOMOBg8ezP/+9z+6d+/O1q1b0ev1Jtcxe/ZssrOzL/7ExcVZK74QNkupR7OlXoWwHVKvCrHpsTOEUqRe65aysrKr1nI9GJ1LVJPUa8NRdk2FLh8GdZXUqhC2Q+r1ErVGg3dYCG56A9HR9aTDEshPT8O1DnZYXriQSMuWQej1Nv9cmRC1wqaHhF20aBGjRo2ib9++lR5I/P39iYqK4vbbb2fVqlUV2k3dRRMXF1fpY/+NGjVizLibUKvVbFj3G6dOnar5DglhQw4d2k3HThmYHprIgXW/ZnLjjbfW+narU68NiaOjI7fccjMhIYGEhx9j/frLh4IpHxI2BdN/t2sfEjY4OJix48ZhZ2/H5g0bOXr0aO3thKg3pF4t48EHp7PgnanY2Zn+8njlkLCiejQaDaNGj6Zlm9ZER0axZtUqCgsLlY5lMVKv5X/z0aNH065dKy5ciGLVqtWK/s0PHPiTzl2yAYOJ1uoNA6lSqRg6bBgdu3QmKSGRn1esIDc3t1byCuuReq2bevfuTe/+/chMz2DVypWkpaXVynrLh4TNwtxnwcYNuYwYUb3pcK4UFBTELbfchIODPRs2bCE8PLxW1ttQSa3ahk6dOjF46FAKC/JZtfJnEhISlI70z5CwKsDU0NNa9v5lT69el4aEtbe3Z9y4m2jSJIxjx07x66+/YjCY+swQ5ki9XuLTKJRn1v5AV+dUPnhtidJxak1Qt+sI6tKN9U8+qnSUy7RpE8riD2fQudMjhIdHKB1HCMXZbNf9Bx98wJgxY+jfv/9V73pJTEwkKiqK5s2bm2wvLi6+5vkn7O3tWfrdtwS2bkGynRpjWRk33XcPOdFx3HHrbWRnZ1d5X4SwRa+88hbLlr2Bk/O5K1pUpKeH8Oyzj1tku1Wp14bm0Udn8vjjD+DnX4CdXSnZ2beSnPQ6U6fOYPfuPQC8/voCFi56Gk/PKz83VSQk+PHsszMr3YZOp+Pzr5bRtHMHkuw0GMqMjL53KiVJKUy6+dZauzAj6gep19qn0+kYMmQAGk1zIIsrL2Lk53uyYcMfDe5LdW0bMnQob77/Lkk6yFFDvzJ4cs4LvP/mPJYvXaZ0PIto6PU6dOj1fPzxO/j4FuLsXEphgYbXX3+WuXMXsGSJMn/zOXPeYMmS1/DyjrmiRUVSoj/PPHNnldbXtVs3PlryJWl2arI04FCm4qFnnuS7L5bw7nyZM8eWNPR6rWuaNGnCVz/+QL6LAxla0KPmnscfYeeGTTz9+BM1Xv+cOW/wxZev4O195fCQ/34WTK7xNrRaLV9//SV9+rYjIKAItbqMJ56YyIULOYwZM97s9DqiclKrdZuvry/f/bwSvD1I06vQoOKOh2ZwYt9+pt99r6IdfrNnv8yq1Z/i6xtZoS01JYjnn3/s4r/vuWcqL7zwBH5++dg7GMjNvZmU5LlMn/4EmzfXrbn66jKp10v8mzUBIDspSeEktasgPQ2dgyN2rm4UZWcpHeeiiIjyabY6dmwsHZZCYKNDwi5cuJCbb76ZwYMHExkZedXlPT09CQkJqZW7pJZ+9y3GNk34uySHqNwsYvKyOVCSQ1qoLyvW/nL1FQhRTxQWFlJW5gh0A/wBVyAI6A7oKCkxNTm8sJTbbx/P8y9MIzQsCju7ZCAdV9ckmjWP5/sfPqNRo0YAfPfdD8x/6xtiY8IoLfEGXCnI9yEqshH3TZt11afFP1nyJfZd2rK3JIfI3Exi8rI5VJJDnL87P/+2DpVKZfF9FaIh+/rrLxgxIhit9jDQCWgCuAFelBR3ZO0v55g50zI3jDQUrVu35o0PF/KnMZdThTnE5edwtiCHHSVZTH/uGYYMHap0RFHLWrduzdJl79O4SSzOzuXHUHuHFMIaRfHmvCcYPnyYIrl+/XUdc+d+SmxMI4qLy4/ZhQXeREc14qGHXuTw4cPXvK6goCA++WY5f6kLOFFU/v/6XEE2O0uyufH+e5g85S6L7YcQ9ZmTkxM/rF3DUUcVR4tziM3P4UJ+FntKc2gzcggvvPxSjbexdu2vvPrKZ8Rc9lngQ3RUGDNnvlArT0EuXfopY8Y2ISgoDrU6FUjDxzeB63qWsWXLWjnHF/WOWq1m1frfiPBx4nBJDjF52UTmZfFXSQ7u13Vm4ScfK5pvz549/O+J14iJbkxRoQ/gSnGxNzHRjXjuuXf5/fetAIwYcQNvvPk4YY2isHdIAdJxdk6mcZNYli57n9atWyu6H8I2+Tdrgl5lID46UekotSo/vfwGexf/AIWTXK6goJi4uDTat2+kdBQh6gSb67BcvHgxkydPZtKkSeTk5ODn54efnx/29vZA+ReG+fPn07NnT8LCwhgwYABr164lNTXV5HCwVdG4cWMCW7cgobigQltaSSFqf2969OhRo20IYSteeeU5nF2OA4cBHeBL+QjT+/H0jOD11+coGa/Bee65/+HlFW+ixUBwcCovv/zcxVfmzVtA+/b9eOKJ5byzYBcPPPABLVt24bffNlS6DX9/f1p260xscX6FtoziQgo8nLl+yJCa7ooQwgx/f396926PnX0mkA/sA7KBf24+KEjniy+Wy/BPNfTia69y2JCPwcS8YQeKs5n9khzf6ps333yZgIBETA2X7uMTx9y5z1V8k5UsXPghbdv25rFHl/DOgl3MmPEhrVp1Y+XKqn2vmTX7GU6pSygxVtzHw4VZzHxcbnQQojrunjaNGL2KfEPFmzXPFOdx4223otfra7ydDz74kHZte/P4Y0v/+SxYTKtW3fn559U1XrePjw/9B3TB3j7DRGseoWFqRo4cWePtCFGX3DhmDJku9mQVF1Voiy7Op3Of3nh6eiqQ7JJvvvmeVq26M3Pmx7yzYBePPPwFbdr05LPPLg3ROXfuc/j4mBp1zkhAQCJvvPGS1fKK+qNJ+1a42ZURU4/mrwQozMrEWFqKcx3rsASIiEiiffswpWMIUSfY3JCwDz74IAA7duy47PWpU6eybNkyDAYD7du356677sLd3Z2EhAS2bdvGhAkTajw/y5hx40jSq8HMg2NxqlImTL6Dffv21Wg7QtR19vb2+Pi4AJn/vHLlUGX5tG1reghmUfu8vb1x99Bhel5KgBy6d+9w2StZWVksWvRhlbZzw/DhpNhpzH4GxhiLmXDnZLZs3lyl9Qohrs3IkSMICLxymKLUf37A1c2Bu++exJYtW6yerT4Ja96UPSUVb04DKDEacfLyQK/Xy5BR9Ujr1k0BUzf9ABjw93dT9G+ek5PDxx9/WqN1dO15HX8X5plsKwOK7LQEBwcTG3vlkJNCiMqMufVmjheav86QroVu3bqxe/fuGm8rJyeHjz76pMbrudKQIUMICDD/+ebmlsXUqRNZt25drW9bCKWMn3wH0aXm56lOtdcwaNAgVq5cacVUFRUUFPDll0tNttnZ2eHn50r5NBEm302bNs0sFU3UY8Etm+GiMxAdk6p0lNpVVkZBRnqde8ISyoeFHTKkk9IxhKgTbK7D8mpDkRQWFjJ8+HCLbFur01JGxbvt/2WkDI3W5n6lQlSZWq0GlflaAJBRg6xHrVajquSzqbZotFrKKvnDGsvK0MtnoBAWo9VqUVc6NkYZWq3GWnHqscoPYEb+OQ6KeuOq5yyq+vA3v/r/a41GPj+EqCq1So2xkvPwMup+bWm1GjSayj4jjHJ+IeodrVZbee2qypepy8qvy1S+jFyXEVWl1mhw8PFFU5JNXp7pmzhtWUFGOs5+/krHqCDiQiIBAZ54erqQnp6jdBwhFGXr37ytasOv6/CtZFq+QHSs/blmw84KYQvy8/PJyizG/EeIHZGR5p5UELUtOTmZyh8gd+TUqQs13s7WLVvwKiw12x6ssZPPQCEsaPPmLSQk6My25+S48tNPa6q0zu7du3P3PfcwcuRIdDrz625IkuPicdSa/l1oVCoMOXkUFpq/I1/YnqioBMDOTKuazIxCm/mbN2vWjLumTOG28eNxdXW9+PrpE8fxtHMw+z5nA0RHR1sjohD1ytZNmwixdzbb7mmAgwcPWi1Pt27dmHr33YwaNeqah6Ldvn0H8fHmO2by8tyrfH4hRF239udVhOjMHxe9Cg3s3Lnzstdat27NlLvv5uabb8bJycnSEa+qoKCAzIxC5LqMqE2eQQGo1BoK0tKUjmIR5U9YBiodo4ILF5IAZFhYIZAOyyo5fvw4BXGJeOsrntS46uxwyS3idxmGTTQQb731PhkZpu9KSk4OYPbsl62cqGFbtOhzsjL9TLSoSEz05fnnX6nxNiIjIylMSsXfvuKXMyetDu/CUtbUcK5gIYR5ERERHDsag6HUxUSrHXGxWlaturYLiq1bt+bPA/t54+sljHnxKR764G12HznMlHvuqd3QNuiNOS/RSWv64nN7vSsfLHjHyomEpT377FySk02f02Sk+/Pmm+9ZN1A1eHp68uvmTXzx62pufnk2d817mU17dzPv3XdQqVTMm/sq7VT2qE08itHKzplvly6lzMS8rUKIyn20cBHNjDp0Jp7CDtU7snvrdvLyTA/HXJtatGjBzv37ePObpYyd8zQPvj+fXeGHmPbA/Vd9b0xMDOGHL1Bq5vwiPs6OH39cUfuhhVDQj99/T2BxGQ6aip31fnoHoo6fJD6+vLPP39+fzX/s4MNVPzFuztPc8/ZrbN2/j+dfesnKqSt68833yEg3d13Gn+eeq/l1ANGw+DVpBEBqbP3s7M7PSMfezQ2tvfkbFpQQE5tKcXEJ7ds3UjqKEIqTDssqSk9LY4B/GD19gvC0c8BDb0837wCGBTUhNztb6XhCWM3y5d/y4eJfiI8LxWjwABwpKfEiNqYxTz81jwMHDigdsUFZtOgjli7dTnx8CEajO+BIcZEXsTGNeOThOZw4caLG2wgLC8MnMIBuPoH09g3G284Bd709nb38GRvcnPfnzcdgMNR4O0II82655Q727CkmLTUAcAGcyM7y49RJL0aMuPmaatDPz4/lq1YS7mAkvDiHCzkZnCzI4o/SbKbNfpKbbh5n8f2oy/bu3cuHr73BADsPwhxccNPZEeTgTB+9G79//R0/ff+90hFFLdu3bx/PPP02sbGNKS3xAhwxGjyIjwtj8eLVfPtt3f6bq9VqVm9YT3KIN/tLcjifk8GZ3Ex2lebQeuQQXpv/FufOneOFx/7HADt3GtuX/78OdHShp96VM5u2897bC5TeDSFsUkZGBvdPvpM+amea27vgprfDz96JbjoXio+cZtYjj1o8g7e3N9/9spojjqqLx/VT/xzX75z1GLfdPuGq6xg//i527yoi9T/nFznZfpw+VX5+UVpqfpQVIWxRcXExt48dRzeDnlZ2Lrjr7fC2d6ST3gW3qCTunXwnUD5P5KoN64n0deHgP8fY03mZ/FmaTZ9JtzJr9jOK7se3337P4sWriY8Lu+y6TFxsY555+m327dunaD5he1p3a4dWVUZcRJzSUSyiIL38ydG6Niys0WAkMjKZdu3kCUshVGCFic/+odPpaNy4MefPn6/TF7VdXFzIzs7G1dWVnJxL40YHBwfz/ZYN7C3JIcDBmcYu7qhVKqJzs4jOy6az3oUnJkzm8OHDyoUXwsr8/PyYMeM+GjcOJTz8OJ9/voRsK3bem6vXhiooKIjp06cRGhrE/v2H+fLLZbV2V/cnS77Erk8X0ooK8HNwoqmLB2qViri8HGLzs2mXVcrg3n1qZVuifpJ6rT3dunXj3nvvxM5Oz88/r2PdunXX/HTUvHcWEHTjEJIK8yu0aVQquhVp6Nu1e21Htjlubm5MvfceWrZtS0xkJF988inJyclKx7Kahlivrq6u3H//vbRv35oLF6L46KPPbOJvPmbMGB54+3VOFZn+O/XRujCke09yc3NxdHRk8pQpdOrWlaSEBL785FNiYmKsnFjUtoZYr3WNTqfjtgkT6DOwP1mZWSz77HNOnz5tlW2/8uYbNLtlFPGFFc/51ai4rlRP785drmldXbt25Z57JuPg4MCaNb+xdu2vGI3G2o7cYEmt1j1qtZobx4xh6MgRFBYU8M3SZRw6dOhi+9333svYZx7nfKHpv1c/jQt9OnampKSS+aOswM/Pj+nTp9GkSRhHj57k00+/sOp1mfqoodbr01+9T8vrurDtw4/Iy7ONKRGqQq3V0WvmYxz86kti9+1ROs5lnn1uPE5O9vTt85TSUYRQlFU6LB0cHFi4cCFTpkwByocriYiI4P333yc+Pp558+ZZOkKVmDsoPfzYYwx89H4ic7NMvs/H3pHEdVt56rHHrRVViAavoZ5EKmHX4UP8pTF/wtpL58rQrj2sMuyVsE1Sr3XDnwf3s1dn/qJKd50L4wcOITEx0YqpRF0j9Wo7vl/1M+ktQygwmH4CqqWjOx8/+iS//vqrlZMJa5F6bdj+2L+Pv+3M3xDeVevMncNGys0JdYDUqu3ZsH0rp7wdMZi5MbCtnQuv3P0Au3btsnIyYWkNtV7n7/iZAF9Xfl7wodJRLKbr3Q8QvWcnp9auVjrKZSZOGsCECf3xcL/6yAhC1GdWGRL2jTfeoGPHjgwcOJDCwksXu7ds2cKECbZThPb29pRWcndhqdGIvb29FRMJIYT1lFWc9uoyhjIjOp3OOmGEENV2tTvVSsvK0Ov1VskihKg5vZ2e0jLz31GMaqSmhajHrjbAghzXhag+jVZrtrMSwKhSSX2JekXn7kVpXv1+OrcwMx1n37o1JCxAREQSbm6OBAd7Kx1FCEVZpcPypptu4qGHHmLXrl2XDVd24sQJmjZtao0ItWLLxo14VzJ1Q4BKx4a1cueyaHh69OjBmDFjaNeundJRxDVyc3NjxIgRjBgxAjc3t2t6T0p8PI5a0x2SKkBXYiAzM7P2QgohLCLq/HncdHaogEBHF5q6eOChv3TDlbMRYmNjlQsoRD2g1WoZOHAgN954I6GhoRbd1pb1GwjWO5lt9ywysHfvXotmEEIo58KZMxeP4+56e5q4eBDk6MK/9xq6lqmJjIxULJ8Qtmzn1m0E2VdyjC0tu2wI2apo3bo1Y8aMoWfPnqhUV7k7WAgrcHB1xaDWk5uSqnQUiyrIyMDZP0DpGBVERJSPcCTzWIqGTmuNjfj4+Jic/8XJyema51uqCw4dOkRZSgbuPk5kFhdd1uao1eFRUML6335TKJ0Q1jd06PUsXPgW3j5GXJwhM1NFQkIJkybdy4kTJ5SOJ0zQarV88slCrh/SC1/f8iEhk5N1/L5lD/ff/1Cl8wvPe/kVFny9lL9KMyq0tbJzYdkHH1sstxCi9rzx0lxWbV6Pt6cDDppUtOp8igweZJc4cSwxjZVLvpb5qoSogYcfnsFjjz2At3cJdvZlpKVqOX06ifHj7yQ1tfYvAC394kumzXyQOLWGYuPlx3EfnT3xp88RFxdX69sVQtQN8155le/W/4pfcBAuunzsNemUljlQUNqMc2k5/Prl15We4wshzFv8/gdsmjCeJJWK0iuuXwboHDi270CVb9pt0aIF3333JUFBDnh4GMnNhdRULU888Rzr1sk1RaGc9td1ACAlNl7hJJZVkJGOX9v2oFJdfZgCK0pOyiIvr5B27ULZsOGA0nGEUIxVnrD8+++/GTVq1MV//9tJed9997FnT92a4PZqJt18Cy1zSmlt54KTVoejRkdLexe6luqYeNPNNtUBK0RNXHddD5Yte58WLRPx9ExEp0/ExzeBDh2zWL/+R4KDg5WOKEz47rulTJzYntDQGOztE7G3TyQ0NIaJE9vz3XfLKn3vX3/9xdK336O/vQeB9k7YazT42DvSQ+/G2S07+GjRIivthRCiJho1CsPXsQB3u73Yac+hUcfhqDuGv2M41/m489mHHykdUQibNWPG/cx56T4aN4nBxTURvT6JgMA4Bg6yY9u23ywybFx+fj73TppMb40zTeydsddocdHpaad3ISA5m3vumFzr2xRC1B2JiYn424O/YzhOuqNo1HHYac7hbvcX7TxVHP5bnrAWorrS0tJ47L4H6Kdzo7G9C/YaLW56OzrqXXCJTmLmffdXaX1+fn5s3LiSzl3y8PWLR6dPxMMzkeYt4vj8i3kMGDDAQnsixNV16tMJgJgzUcoGsbCCjHTUWi2Onl5KR7lMWVkZUZHJtGkrT1iKhs0qHZazZ8/mtdde48MPP0Sr1fLoo4+yadMmpk6dynPPPWeNCLUmOTmZ/j16sviJZ3AIP4vL8Qt89cKr9O7clYiICKXjCWE1Cxa8hn9ALHDlUzglhISm8sorLygRS1SicePG9O7dBnuHik9I2jtk0KdPG8LCKj8x+uzjjxnddwCnvl+D1+lYUjf+wT2jx/LogzMtFVsIUctef/1FXN3OUXE2y0IcHS/w+OMPKxFLCJunVqt54okH8fQ09TRjHo2bGJk0aaJFtn3o4EH6dOrCuvkL8TgZhWb/CV6/fyZD+w8gNzfXItsUQtQNjz/+MN4+SUBhhTZ7+xO8+qp8LxOiJnb+8Qf9unTj94Wf4nkqGuOecJ67615uHHYDRUVFV1/Bf7z44mzCGmUCxVe0lOHnF8Nbb71cW7GFqLLGbVtgpzKQmZGldBSLKsgsvybm5OuncJKKIiOTaN9eOixFw2aVIWH37NlDnz59mDVrFufPn2fYsGEcPHiQXr16cezYMWtEqFVGo5F1v/7Kul9lvkrRMOn1ekJCfYAYM0vk0KtXV2tGEtfgrrsmERBYYLY9ILCQKVPuYO7c1ytdT1JSEi+/IBc+hLBFAQEBeHnrqHizSTmNJp0xY4bzwgtysUSIqurSpQvuHldegLzE0TGN++67k6VLKx/RoLoKCwv5/NNP+fzTTy2yfiFE3TR27Ag0mjQzrUa8vHQEBQXJ0NBC1EBeXh6LP/iAxR98UKP1DBrUG0gy02ogINANFxcXcnJyarQdIarDKyQIQ6n5a0b1RVFONsbSUpx9/Ug5eVzpOJeJjExm4KAOqFQqGcVRNFgW67BcsGABL7zwAvn5+fTr14/du3czdepUS21OCGFFer0etary+c3UVnl+W1SFq6szUFrJEiW4urpYK44QQgEODg6o1ZV/fqtUVgojRD3j4OCATlfZEkZ0lS8ghBBVptFUfuBWqQ04ODhYKY0QojJXu06iUhmwt7eXDkuhCI2rJ4Xp6UrHsLyyMgoy0nH281c6SQWRkUk4OtrRuLEfFy4kKh1HCEVYrEvh4YcfxtnZGYBt27bh6elpqU0pQq/X07NnT3r37i0n/6LByc3NJS+vsjt9dCQnVxx2VChr06ZtZGU5mm3PzHRg48atVkxUOZVKRZcuXejbty8eHh5KxxGizrKzs6Nnz5706tULe3v7SpeNjo6mIL+yOfQciIgw9/R8RU2bNqV///40atTomt8jhK251vP+o0ePkpVpvr6MRjf++mu/JSLalFatWtG/f3+Z71zUO82bN+ehhx5i4sSJqK149+a5c5GA+c+mwgI7oqLq93xkQpji4OBA79696dmzp0XmkDbHz8+Pfv360b59+wptcXEpgPksBfkaUlNTLZhOCNP8/NzJK7Mjt4H8/yvIysTJp+4NCRsRUf4Edrt2MiysaLgs9oRlZGQkjzzyCJs2bUKlUtGrVy8yMkx3YOzcudNSMSzihZdf4sbbbiVNUwYqFZ4GFTs3beapx5/AaKz8qQUh6ovPPvuKl1+ejKNTxTt+MjMCePnl/ymQSpijVqsZOXIojg5NgHQqzpmhJz5OxebNmxVIV9Gdd0/lof89QZZWRalahbsBzh85zvR77iEvL0/peELUCSqVijfemMv48WNwdy8CFWRl6lmzZhOPP/60ySFkSktLWbNmA9On98XeoeLds8lJvrz44tU/v9u3b8/Czz4Fdxfy1eBkhNL0TB68+15Onz5dK/snRF3w+usvc/vtY3F3L0algsxMO9au3cxjjz1V4bw/MzOTvXuPERAYglabfcWaVCQkePLmmwusF76O6d23D2+9/x7FTg4UqMHVCLkJydx/1xRiYq79Rgkh6prAwED2/v0nPj4OqNTpgJ4vliziyy++5aGZlp8X+sUXX6dXr2/w9avYKVlY4MEvv2yipKTE4jmEqCs0Gg3z3llAv6FDSNcCZWV4GVSs/WkFr8x5yWLb9fb25ttvv6R16xBcXEsoKlKRnqbmqadeZO3adUB5va7q8CHe3tEV3p+X583XX/8ow0AKRVzXrxMlRhWpsQlKR7GKwox0PJs2VzpGBamp2eTk5NOmTQi//LJX6ThCKEIFWORIOHbsWD7++GN8fX0pKytDZWZ8sbKyMrRaq0ylec1cXFzIzs7G1dW1wjAMb733Lq1HDOFMce5lr4fpHck7eJwpEydZM6oQiunQoQO792zG0TEHiALyARegCZkZalq37kpSkrm5GWpPZfUqLvnmmyWMvakFjo6FQDsgFijvbC4t9SMyQsvw4Tdz4cIFJWMCMOWee7hn9pPsL8y87HUfvT3BaXkM6dtfbg6xUVKvtevTTxdx++1dcXa5/C7YvDxP1qw+zeTJ95h8n0ajYe3aFfS4LgTP/7N339FNVm8Ax7/ZSdN0T2hLy957ioAgQxFEFEQUceNPxQGiOEAQxYEDVEREUZQlKCCibGSD7L0LHRS66B7Zye+PCliaFAptkrb3c07Pkdz3fe+T2vuuO56ALMAA+JF80Y/33/+Kb74pPf9d3bp1WbTyT3aaczHarFc+V8vkdJJ5c1+vPiQmlnwJI1Quor3CjBlf8Miw9uiuaWOFhQGs+COWoUMfK7GPRqNh/fq/aNzYG1+/LMCMzepHcrIfL774Jr//vsJF0XuW1m3aMGvRArYbsrHYr17DveVK2thV9OnSjYwMZzn4hOsR7dV91Go1aZfO4+V1HKmk+EAFs7U5389awQvPj6zwOJ599mneeedlQsOykEpzADVZmf7s3p1Ev34PYLVar3sMoeKJtuoaPy1cgHfrpsSbig90ra/05tTqDYx5+ZVyr9PLy4s9e7bQqHEu8N96JaSlRvHEE6+zatVqAF5/fTSvvPI4YeFZQC6gIeOSP5s2neTBB4eJDksPUd3a67jPXsK/91AOzptDQUa6u8OpcCGNm1L3zj789epIbB42qOfLL5/l0OE4hj/6ubtDEQS3qLB1SpYvX054eDg+Pj5IJBIaNGiAv79/iZ/KtFRsYGAgXe7qXaKzEiDBVEhM6+bUrVvXDZEJgut98cVHeHkdBC4AMUBroCZwBj//c0yc+LY7wxP+IyYmhju6t8DLK5OijuW9FJ3+WwAtyMsNolevAR7RWSmVSnnh1VElOisB0k0GDEF+9O/f3/WBCYKHCQsL4+6+t5forATQajPp3r0VtWo5XkbGarXSt+9A+vd7keW/Z7Bzh4avp++mQ4e7r9tZCfD+J1PYbyss1lkJYLBaOIiBiR9MvrkvJQgeJCQkhP79u5XorATw8sqka7dm1K5du0SZXq/n9tvv5KGHxrF6VQE7tquZMuVvWrW6o9p2VgJM/vQTdplyinVWAuRbTJxW2BjzxhtuikwQbs1HUz5CrUku0VkJoJAd5oknXbM87Lfffk+HDncz4+vd7Niu4Y/lmfTv/xJ3332f6KwUqpV69eoR07p5ic5KgNOmfDr36UVgYGC51ztixFPUqWOmeGclgJ2Q0PN8/PG7Vz6ZMuVzbrvtXmZ9e4idOzQsXZLC3Xc/y+DBj4jOSsFtYprUB0CfUz3SO+mzs5BIpWiDgt0dSgkJiWliSVihWqvwqY0FBQV0796duLi4Sn+jPOjBwSQrACcDL5Jkdh5/5mnGjRUP3ELVplAoqF27JpBI0dKix0ps0737ba4OS3DiySeHEx5e+J9PbBTNsEwCwNc3kPvvH8DUqV+6I7xiOnToQJZcUnLF2n+dNRfy5HP/Y/ny5a4NTBA8zLBhQ69p18WF1yjkySeHM2HCe0632blzJwMH7ixz3XUaNWCLueSLWYAsk4HbW7Us8zEFwdM89NCDhIfrnZaHhxfy9NOP89Zb75Qos9vtrFmzljVr1lZkiJWGVqvFLzwUg5PzRrKhgK4973RxVIJQPh599EHk0oNOy2WyDB5++GHmzZtX4bEkJSXx0ktjKrweQfBkw598gvMy551+yQoYNHgw386cWa71Dhv2IEqVs5UCbAQFyYmOjiY+Ph4oSqP1v/+9VK4xCMKtCI6KINdoxGaxuDsUlzBkF3XMeoeEkpd80c3RFBcfn8add7ZEKpWK1cWEaqnCOix1Ot2VKfMHDhzAy8vL6baVZWq9X0AAplJW0NVbLfj6+bkuIEFwE7VajURa+gAEFwwkFm5QYKA/TkdaAFKZlYAAf9cFVAqdTodF5ngJcQCTzYqXVuvCiATBMwUG+iMt9Txs/rftly+JRML1hp/ZnaQBEITKJDDQH6mstBc2JgICfF0WT2Xm5eWFyVb6mcMmThtCJSWTyaCUK6NEYqqQ2VyCIDjmGxCAwer8+m3Ejm8FPPvK5VJKy7glk1vx9vYu93oFoTx4e2uQevthyawc7+fLg7mwEIvBgDY41N2hlBAfl4pGo6R27VBiY6tHTlFB+K8K61LIysoiOLhoWnV2djZZWVklfi5/Xlns3LqNgFLeW4RIFezYssV1AQmCm+Tl5WHQl/ZmSU5mNbrR8XR//72V/Hzng0ZyslVs2bKjwuoPCwujefPmN7QE+JEjR/CzOH/QC1Nr2bd7d3mGJwiV0qZN28jJUTktz8/TsGfPQZo3b05YWFi51Wu327HpDUhxfA2QSySY8ksuwSUIlc2WLTvIziqljeV7sXHj9mKfBQcH07x58yvPQEKRjIwMNHbn941qmYy8zOs/E/r4+NCsWTMiIiLKMzxBuCWJiRcA54MXbLZAVq8uylsnk8lo1KgRjRo1crpMbExMDM2aNSt1wLcgCM7t3LKFYKnzuRkBFti1vfizr1KppEmTJtSrV++m6z13LhFw3m4LC5U3nYIlKCiI5s2bExIScpPRCULpmjePJssopaCa5RPXZ2eh9cB2FR+fCkCTJmJZWKF6qrAOyx49epCZmQlA9+7d6dGjR4mfy5+XxRtvvMHu3bvJzc0lNTWVZcuWUb9+/RLbTZgwgQsXLlBYWMjGjRtp3LjxLX+nLVu24F1oRCMrefOjkEqpYZHw2+Jfb7keQagM5s5djEHv+MKekxPGBx+I5NCeYtmy30lNUeN4Ur0CL6+6PPTQ/SiVynKtt3HjxqzbuoVfN67nk0Xz+HP7Fpat/LPUzpPk5GRSz8bjryj5klgCNEDJl5+Jvy1BWLt2HSnJckDhoFSOTBbDe++NYv3679i7dyU7d/5No0aNyqXuMydP0SLA8fm/gdKbb7+aXi71CII7bdiwgZQUKc7aWFqqF0uWLAWKOhg2b17D/v1rWL/+O/bvX8OWLWuIiYlxacyeymaz8dey34lWOV4hobHCm88//Mjp/r6+vsz/9VfW7trBp4vnM3/dKjbt2kmn20T6AcH9nn3mBcyWBg7LbHYdGRkGTp06xZg33+Cfwwf5culivly6iH+OHGL0669d2fa++/pz9Ohutu/4lfUbvufYsR3MmTMLlcr5wAlBEEr6bfGv1LRIUTgYFKCRydEVGtm8eTNQNIhgyrSpbDu4n6m/LWTmH0v55/BBHhn+aJnrnTDhA9JSgxyWmc0+bN2yl8JC5+kcHImKimLjxlXsP7CO9Ru+Y9++1Wzduo46deqUOT5BKE3LljFkm2Rkpaa5OxSXMuRke+QMy4yMPHJzC2ncONLdoQiCW1RYh+WWLVuu5KzcsmWLw5/Dhw9Tq1bZRgt069aNr7/+mo4dO9KrVy/kcjlr164tNgLx9ddfZ/To0YwcOZJ27dqRkpLCunXrymX5hd3bd3BvZD3q6PyvzC2o5e3LfZENiD1xCrPZ+bKLglCVLF68FKgN1AUud3RpgCZgD2bbtu1O9xVcy2q1MnjwYyTER2C1/ndJqhCgFQrlQR4Z1pS1a1cgKaelHOvXr8+85Us5HahhtyWPo5YCdlryyKhTgxXr15Y62/KpYY9SP99CPZU38n/jCdVo6aL256O33+HiRc/KLyAI7mC32xk48GHiztXAbL7ars3mACzmdmi8zhERmURQcBo1al6gQ0cTa9b8dksjxwHeGPc2Ndu2wE+l4baQCLTyos4cb7mSroE1OLt5B/Pnzr2lOgTBU9x338PEnQvHZLraxiyWABITIhg8+DEsFgs1a9Zkw4Y/6NJVSs2ICwQFp1Ez4gK3d5Hw999/ULNmTTd+A8/x/oSJcCqeZiof1P8O/vRVqmiv9mPrr8tYv26dw/00Gg0r/16PuXldtv97P7HXks9hbylf/vwjHTt1cuG3EISSdu7cyezZv2G2tAN8/v1UitUWhb6wKR3adeHTL6bR/YlH2GLL57Aln8OWArba8un59GN89NmnDBp0P99+O5nGTdIIC0smODiNWtHnGTq0IevX/1Vu9+eCUB2YzWZGPPoYneU+RKiL3gFKgFpqb9qjYfjgIVe2XfDbr9Tu24Ot1jyOWAo4aMlnh0TPiPFvMeL558pU75EjR/joo+9ITakFXH73KCcvL4R9e62MGDGyTMcLCwtj48Y/6XaHnIiIJIKCiu4vOt9uZ8OG5URFRZXpeIJQmhZtG2KySSmsRKsglgdDdhbeoZ7XYQlFsywbNxHtXKieJJS2yHoFa968Ofv370cuv/lUmkFBQaSnp9O1a1e2bt0KwMWLF5k2bRpTpkwBipZ3SE1NZezYscyaNeu6x9TpdOTm5uLj41Msv6avry9rdu1gtzWfRn7BRGmLHkiSC/M5lp1Oc6kXw/r0JSEh4aa/jyBUFmvX/kHPXhpAC0RQNHvPCCRis0n58osdjB49tsLjcNZehZL8/f05c+YQAYGXz7kZQBJQtNZ1TnYYQ4a8xdq1jl8alsXSv/4kvXYY+ZaSgzjC1Vrifl/N26+97nR/hULBkKFDeeSJx1EqlRzav5+pUz7h/Pnztxyb4D6ivZY/Hx8fnntuBPff3w8AqxXad1AilTpazkfNmtX53H33wJuqS6fTsWHPLraacwCo4aWjiV8wKpkMg9WCLa+AQXf25uzZszf7dQQPItprEZ1Ox3PPPcMDD9yLRCLhr7/W8uWXM66ktZg//0eGPhwN5DvY25tFvyQwdOjjLozYs/Xs1YvnR72Mr58fFxLP89mHH3Ho0CGn2z//4ov0fOlZ4gwl/wYVUilNcszcedvtFRlypSDaq/t17tyZmbOmExVVA6vVyoIFS3h9zFh8fHxYumkDO825Dve7TeFDsNxC7TrncfRqJjcnlIcfnsjKlSsr+BsIriDaqusEBATwv5Ev0KNPb+x2O38t+53Zs7678ntv06YNUxb8zEGT47bZVe5D5xatMJlMZaq3fv36jBv3Oo0a1aOgQM8XX8xk+fI/sNlsZTrOnDmzGP5YfcDR34mWpUuSGTTokTIdUyib6tReN+ydxUFVMw4u+ImC9OozyzK4YWPq97mHv14didVodHc4xbz66kAiIoNo3epld4ciCC538z2FHsLXtyhfxOXlZ2NiYggPD2ft2rVXtjGZTGzevJnbbrvNYYelUqksttSKTqdzWNegBx8kWQFms43DmakczkwtVp6ksvH4M0/z7rjxt/y9BMGTKRQKGjSoBSQCBoo6vq6SSuHuu+9k9Ojyr/tG26tQUv369ZFIUoEUh+W+fhmMHv3CLXdYKhQKataJIc7Ji5lkQwHde/eC1xwWA0UjY+f9/DPzfv75lmIR3Eu014qXm5vLxx9/yscffwrAyZN7kUqTnWxtoFHj2sjlciyWUpJyOzHgvvtIVtjh33EIFwvzuFh49eE9TKPlqf89y1ulDEYQPJdor47l5eUxZcrnTJnieDnyjh1bAc4G0+TTvn3LigqtUlq/bp3T2ZSODH7kYQ4aHHUGg9lmQ+HvR2hoKKmpqQ63qapEe/U827dvp1mTViU+f+7FkST959p5rQKtiqb+NpyNI/fxzWTUqOdFh2UlJdqq+2RmZvLBpPf4YNJ7DsuffXEk8TjvjExXSLjzzjtZtWpVmeo9ffo0w4c/XaZ9HLn99nYUDS52pIA2bZrech1CcdW1vcpkUoKiIiC1aInU6kSfXTQAURscQm6SZw2Oj49P5c6eLZFKpWUe8CAIlV2FLQnrKp9//jlbt27l2LFjAFdyo1370Jqamuo0b9qbb75Jbm7ulZ8LFy443C4oJARDKRNSCy0Wgj0wWa8glDe1Wo1Eai11G5msYuq+0fYqlOTn54daU9qkejO+vj6llN8YjUaDyV76DZVdLG1VLYj26noyWeltSyq1olarb+rYQSHBGEs5fIHFTGBw8E0dW3A/0V5vjkxeepuTX6dcKJ1ULsNWyvOXERt+fn6uC8hDiPZaeQSFhKC3On9uskskKBWlDSIy4+Nz66ltBPcQbdVzBQQGUuhgNaDLzAppqWlMKpr0Ou9TpDLEctHlrLq21wYNIii0K7EZDVjLOKO4sjP822Hp7YF5LOPiU9FolMTEeF5sglDRKnWH5fTp02nevDlDhw4tUWa3F3+wlUgkJT677MMPP8THx+fKj7NcM/t278a/lD6aQKmCvf/suvEvIAiVVF5eHkZDaacPGTk5ZUsof6NutL0KJZ04cYKsrNIm1vuyf//hW67HbDajlTqvRy6RYsh3PFtCqFpEey1/crmcyMhIpy9Qis69zs/PRoOU/Jtsfwf27sPX7LzjIFimYu8//9zUsQX3E+217EJCQjAabICzF4YS8vOrx4ufwMBAIiIikJXziLVLKalXcuU64oOMxMTEcq2zMhDt1T00Gg1RUVFotdob3mffP7sIwHm7kJrM5OWpnJaDD4cPHytDlIInEW3Vc+3bvZtQpcZpuc5g4fDhW382vln5eUac319AYYGlxDtOb29voqKi0Gicfy/BueraXlu2jCHHJKMwu3rlrwSwGAyY9Xq0Hjj5KCG+aGneJiKPpVANVeiSsC+++GKp5bdy8v/yyy+599576dq1a7FRLykpRUsdhoWFXflvKHqh4GypIJPJdEPr0m9Yv57JBisqmQyjrXjPpVwiIcoqZeH8+TfzdQSh0lmyZAUvv3InKlXJPGl5uaF89tnHFVLvjbZXoaTExETOxqZTo4YXULJD2Wyqy6pVU276+P7+/kyb8TUNWjZH6+tLPYOEM3klb3obqbz5Ztq7N12PUHmI9lp+5HI5n3zyAffe2we12oTNJiMlJZ9XXx3Hli1brmz3+eczmPHNq/j4lFwW1mAIZNGi3286BrVWS7PQmsRePIPhmtkiMomEWnY5834SyzhXVqK93rhBg+7nnXfGEhAgR6v1xWaTIpWW7DQrKAjmu++qdpvo3qMHEz6YjNxPh8lmwxspa5b/wcRx47GWMqvsRn06+QM++nk2ey05JcpCFRoO79qDXq+/5XoqG9FeXSsoKIjvvptOq1YNUSjMWCwKTp5M4OmnR143v/rvy5bx5qSJnJNIsVyzAolCKsXXYOFIYhLdummBghL7p6QE8sEHn5bjtxFcSbRVz/Xt1zNYN3wYSZRckFkrVyDNyuXIkSPuCA2AmTN/5OOPn0LrXfI9ZmFhMHPmLLjy7+joaGbN+ooGDSKRy82YzAr27T3GiBEvXkmfJVxfdW2vLVvWJjXfhj47292huIUhOwutB86wzMjIIze3kMaNI/njDzE5SqheKrTDctSoUdfd5mZGxH711VcMHDiQO+64g/j4+GJlcXFxJCcn06tXLw4ePAgU5VPr1q0bY8eOLXNd/2W329m0bh2PjHia7ekXSCooys8WptHSOSSSbavWYPSwJL2CUFG++24OL7/8HJBMUe4mK6AEeww2m5aVK1e7N0DBoQcfHM7mzaupW88HqTSVosczLVAPhTKNb2d9zKAHLrFzZ9lmSel0OlZt/JuTGthuykOans9dEXXQKpQcy07HbLOhkclpoNByevN2flu8uCK+niBUSRKJhFWrfqfz7X6o1Vfvm2pGyFi0aAbDh7/MunUbAFiwYCF33dWDfv1a4+efTlHSLBn5+cHs2Z3OxInv31QMg4cMYdT777I+LYG+EfXYc+ki5/+9DwpVa2loV/La8yOrZceBUL2MGPEU709+kaCgC4ANuAg0x25TIpEmUNTm5OTmBrN5UxxffDHdrfFWpHv69+OdqZ/yjyEHi/lqPtvGD/Tjl8aNGTzgvluuY+fOnfy9aAl3DhnECUsh+RYTMomE2ipvdOk53PPc87dchyCUxt/fn23b1lK/QQ7/zVcbGaVl8+aVdOlyV6nLBlosFp5/4ilm/DyHkxITKYaiTslwtZYGNgXPDhtOTO3adOg0E4U8Ftl/7s+NlgakXUolLi6uYr+kIFRDmZmZXLpwkXtbtWB76nkuGYvuYaO9/egUVIOPZ010a3zffDOLO+/sRo87G+Dre/mevuj+Yvu2RD75ZCoAUVFRbNy4glrRKRQ7R0XWoHHjdXTs2J3c3Fy3fAehcmjRIoZTJlm1y195mT4nG+9gz5thCUV5LBuLGZZCNSTBWXZ3D/X111/z8MMPM2DAAE6dOnXl85ycHAwGAwCvv/46b775Jk888QRnzpzhrbfe4o477qBBgwY3tAyaTqcjNzcXHx8f8vKuPnx7e3uzce9u9tgKaOofQpimaCmYDKOew5lpNJOoGdSjFxcvXiznby0InmfFil+5p18A4AOEU3Q6sQJJWK12Pv1kA2+++U6Fx+GsvQrODR/+KN9++y4qtZqiS4ARSADyARmHDvrRqtVtZTrmhPfeo/FD95FkuHqOlQB1dP408gtGZjRxeP8Bvvr0M/7esKH8voxQqYj2enN69+7NL4sm4+eX4qBUyskToTRu3LbYpz179uSNN14hKMifggI906bNZMmSpdhspeeXdUQqlbLr6GG2WvOwA2qZnGb+IYRpvLFjR2ax8uKjj7Nq1aqb+4KCRxLttSSlUsmpU3uoFe1owGUIJmMM5+ISSE/L4NNPv2bFihUuj9GVdh0+xA6J3mGOyRYqHyY++Szbtm0rl7rat2/Pq2+9SUh4GGaTmfk//MiCefMwm53nH6tORHutOF988SkvjOyAVJrtoFTL0iUXGTRo2HWPExYWxiuvjaHD7bcjkcDOzVv54rPPSElJYefBA+xTmGniH0AjPx8k2Mk2WdiZlk4NFHz03Evi/rmKEG3VczRr1oyvfvuFsxhpHhCKj0KFBAlJhbmcyEqnncSL25q3xGIpLcdsxevb925ee+0l/P19yM3N5/PPZ7B8+R9XloNdvnwx/e8NxNEKSjarP599tomxY8e5OOqqobq014up81mYVpsz61aRdvyou8NxucgOtxHSuBlr33rV3aGU8OqrA4mIDKJ1q5fdHYoguFSFzrB0RKVS3dIsxOefLxpFu3nz5mKfP/744/z0008ATJkyBY1Gw4wZM/D392fXrl307t37pnM2XfbAoEFcUNjRF1rYc6lkp2SiRskTI55h8kSx1KFQtcnlcpo1qw8kUnRjXPwlukwGAwbc7ZIOS6HsRowYjkp9kqIO5mtZCQlVEh0dXWIGe2l697+HfwzFz7F2IDYvi9i8LG5X+PDgvQPEi0VBuAljxozEz6/k8ttFbAQG2mnWrFmxZavWr1/P+vXry6X+bt26kaGQYP/3lGGwFr8P8lOquf+hIaLDUqjy7r77bkJCnS0VloZSZeDvDfsZOfL6q8xUdu3btydHJcVmcjz2Ndaq54XRo8qtw3L37t0MuW9guRxLEMrirru6I5U6G5BcQJs2zW/oOCkpKbzx6pgSn7ds2ZJ8tRyj2cD+jHT2Z6QXKy+UmXl+1Muiw1IQytn/XnqROImJbKORLSklByJlaCR0796ddevWuSG6q1auXMXKlY7vsWUyGS1aNKRo8HFJUlkW997bR3RYCk6Fhweg9PWHNDBU4yVh1T4+yNVqLP9OhPIU8fGp3NmzJVKp9KYGHgtCZSV1SSVSKePGjSMpKYn8/HxiYmIAmDRpEk8++WSZjiWRSBz+XO6svOzdd9+lRo0aaDQa7rjjDo4du/VE9eERNdGXMiG1wGohvEaNW65HEDydl5cXUlnpeYnkcucJ4gX38vJS47izsohKaSUwMLBsB5WWfjkx2e14eXmV7ZiCIADg5+dL0TJQjmm87AQFBVVY/UFBQZgUMqfl+WYTIWFhFVa/IHiKGjXC0GhKe1lgoGbN6tEWgoKCMMmdnxcKLGaCgivuvCQIriK/zhBvmcyGUqm86eMXtSXn99F6qwU/P/+bPr4gCI6FhYeTX8pgWpNCRkiIZy4TeZlGo0EqK30GqLyU84sgtGwZQ46p6G/EkJvt3mDcRJ+dBYA2yPPae3x8GhqNkpgYz8uxKQgVySVXrrfffpvHH3+c119/vVgC4yNHjvD000+7IoRycfjAQXxLeUcRIFVwaP9+1wUkCG6Sl5eH2eT8JRVIyc8X+VxdSSKR4OPjg/x6b1WACxdSALXT8sJCZZlmVwKY9XrkEued1Co7N5Q7w9vbG5VKVaa6BaGq8PLyQqPRlPj89OmzFOWadSw3V05sbGyFxXXq1Cm8jc5fhgSpNBw9dKjC6heEiqBSqdDpdGXa59ChI2RlOb//sVi82bv34C1G5l4ajQat1vn55rLTp0/jbXL+YBSs9uLE0VsfMCoI7lZQYKYo0YFjRiPF3nFcz7XX+jNnzqCzOB8UHaDSEHv69A0fXxCEG3P4wEGClc6fib0NFk6cOOHCiJyTSqX4+PggvWaQcH5+PiZjaa91xXsZoXQtWsSQmmvDZrFgusVVCSuryzNLtR6YxzIhIQ2AJiKPpVDNuKTDcvjw4YwYMYIFCxZgtV6d1XP48GEaNmzoihDKxepVqwg22ZFLSv7apEioZZMx76ef3RCZILiW3W7nzz/XYTY5Hu1bUBDCV1995+KoqieVSsXUqVM4c+YAR49tIjZ2H3/+uYTo6Gin+0yaNIVLl4KdlGo5fjyRjAxny086NnvGTOqpHL/4jVBp2bRm7ZU8G478b+QL7Dx0gNV7drL50H7WbN7Ebbd3LlMMglBZDR78AAcP7uDkqe2cOr2TAwd2cP/9910pf//9KaSmOpv1rCbuXAbnz5+vsPgOHz6MPCcfjczxgIjWukBmfPFlhdUvCOWpU6eObN++njNndnPs+GZOntzHK6+8eEP77tixg5RkcJZVIzXFl6+//rb8gnWhPnffzcadO9hwYC9r9+5i2769DB32iNPtY2NjsWRkopUrHJbXR8XUKZ9UVLiC4DLffjsHfaHjl5gmYyBLltxYrtpBg+53eK1PSEigMCUdb4XjWZoNJSo+/+jjm45fEATHvvnqK+rYHbc7tUyOMk/PfjdPSPDz8+Onn74jNvYAx45t4uzZgyxYMKfYakh//LHG+XuZ/GCmTxfvZQTnWrSszfkMI4acHHeH4jYWowGzXu+RHZaXLuWSl1dI48aR7g5FEFzKJR2WNWvWdDjyXyqVolA4fsj1RDabjdXLVzAwqj7B6qtLG/or1dwbWY9De/ai1+vdGKEguM7nn3+FzdYIqMnVUccy7PbaWMw1Wbz4VzdGVz0oFAo2blzF88/fRu0654mIuEBUrUT63uPLpk1/Urt2bYf77dmzh5/m/EVmZgRw9SHNYg7g5AlfHn207DPf5/38M5kHjtJE7YPi35GfUomEuhodganZvPPmW073nf7tTO59+Tl2Sg3ssuSz3ZzLmSAvps75gbvvuafMsQhCZfL666P55ptxNG+RRUREEhER52nRMotvv53AqFFFnSgnT57k6+kLybgUCVydgWy1+nM2NpiHHnq8wuN8ethwuqj9qeHlfeUznUJJ75q1ybNZ+XLmN0hKmWUtCJ7g7rv7sHTp93S6zUJEZCIREReo3+Ai704axpw5N/ZC76GHnuB8YiTg959PvUhNieaNN94nuxLm/3nsyScZ/+VUDutk7DTn8o8ljz0qC09PeItxEyc63e/pYcNpa1dTU311Rqa3XEEHtR/zZ8wkLi7OBdELQsX6+ef5GMy1MNtigMszrKVYbJGYLPX58stvrnuM114bxcyZ40te62cVXeufHvYora3KYm1JK1fQQePHb9/P4bSYYSkI5S4tLY30xPPcE1EXH8XV++twjTf3RdZnwY8/ujE68PHxYdu2dTwyrD7RMYnUjLhAregEHhoazfbt6650Wr755jvs32/GYAjhv+9l8vPC2LAhjh9+mOOuryBUAi1b1iajwI4ht/p2WEJRHkttsLNB/e4VH59OYzHDUqhmXNJheezYMbp06VLi88GDB3PgwAFXhFAuNBoNd99/H6svnqOhbxD9I+vTP7IeLQND2ZyaSKN2bQj20BOcIJS3zz77AJX6CEU3xa3//WmBRFKIVhvPq6++7N4Aq4Enn3yMli21KJRZ15ToiaqVzHfffeV039dee5vBg0azaaOVE8eDOXokmPff/4sOHe4gPT29zLHY7XaGPTiE796cQMNMA+3MClrm2/nrs+n0vbMnBifJyxs3bkzz7l05YcgrliHYaLOyw5DFux9/KDpBhCrLz8+PkS8+QUBgEvDfpRVtBAYlMWrUiCtLVr7//kcMGPA869cZOHE8mGNHg5ny8Qbat+/OhQsXKjzW06dPk5OZRbS3H/dG1adfZD06BkdwMCOFrRkX0DWsQ+8+fSo8DkG4WRKJhGnTPiQ0LJ5rc8LqdGnc3bctTZs2ve5xjhw5QqdOvZn5zX6OHwvhxPFgfl+WRq9eQ5k//5eKCb4CqdVqXnx9DLsMWVjsV89DNrudg4Zc+g19kNBQx3lz4uPj6dOlG6d/+5P2JjntTHICzyYz6uHhfDV1mou+gSBUrDFvvMGGS2msuyAnpbANmYZ2pOnbsTnZi+XJF5j4weRS9/fz8+NFZ9f6wCReGfUMubm59L69Kyd+Wf5vW1IQci6FMcOe4LOPxexKQagIDRo0QBdZk92XLtI+uAb9Iutxb1R9onV+/JkUy5PPP1diCVZXevfdcTRsaEAqvTatSh71G+Tz8cfvAWA0GunatTevjv6BA/t9OXE8mN27NDzzzCcMHPhQqascCdWbl5eKevXCKUSFISfb3eG4lSEnG22IZ+aJTEhIFUvCCtXO9ZOdlYN3332XuXPnUrNmTaRSKffffz8NGjRg+PDh9OvXzxUhlIv7Bw3igtxOnt7E1tTEEuUJGjlPjniGjyd/4IboBMF1ZDIZbds2BRKBPCCpWLlcAUOG3MekSaItVKRnnnkMteaSk1IDdetF4OPj4zR35MaNG9m4cWO5xrTkt99Y8ttvN7z9C6Ne4SyO8/7Y7HayVDK6dOnCli1byitEQfAYjz/+KGGheU7LQ0LzGTbsYb75pmiJyR07dtC7972uCq+YmJgYLFoNu9KSHJafMRfw3Csvs2b1ahdHJgg3plOnTgQHWwHHL+6Cg7MYO3YUjz761HWPdfHiRZ5/vmoMzBowcCAX5fZr+3CviJdZeerZEXww6T2H5RkZGUWrKJSykoIgVGa9+/Vlhz4f9HAq59pBgtC1Q/tS93/ssWGEhTnPCxYWVsijjz7M11/P5N3x43l3/PhbjlkQhOt74ZWXOScxc8lQyPqLJVcEyFCrueOOO/j777/dEB3cc09PpDJngxJz6N79avoUs9nMN998e+WZQRBuRNOmtZBIpNjV3hhzs90djlvps7MIadzM3WE4FB+fxp13tkQqlWKzOc8fLwhViUuGC/35558MGTKEvn37YrfbmTRpEo0aNaJ///6sX7/eFSGUi8haURRKnI9OyreaiaxVy4URCYJ7aLVapDJrqdsoFO4bjVhdaDQKio/ULk4htxTLb+GJakZEkGsyOi03quROZ3YIQmVXu3Yt5ArHHfYASqWJmBjPGE0ZFhaGXur8HshgteLj6+vCiAShbMLCwtD5lLaFnsjImq4Kx2Nc9/nGYiZCPN8I1ZhdVvozjRk7SqXjPHhw/Wu9QmH0mGu9IFQnNSMjyTWX8hyqlBEeHu7CiIqTK0pfZUihQKxEJNySli1rk2e0I1Uoq3UOSwBDdjZqHx9kKtX1N3axhPg0NBol0dGel2NTECpKhfcoyGQy3nnnHY4fP84dd9yBTqdDq9XSpUsX1q1bV9HVl6sTR4+hK2Uwg59MwYmjx1wXkCC4SV5eHhazrJQtJBQWOn8wF8pHTk4BV3PplGQyKUhNTXVdQDfh1IkTBKk1Tsu9DGaRA0uosg4dOobRoHZarterOHLkhAsjci4+Ph6d3flLEW+5ktSUZBdGJAhlc+7cObIyS3uxp+PYsZMui8dTnDp+Al0pY9D85QpOHDnquoAEwcPYzRZKO3Mo7GAyOX/uOXToGAaD8xeger2KQ4eO30KEgiDcjJPHjxOgdH4f7mW0EBsb68KIijMaSh8gbjDYxHKvwi1p0SKGU4lFq3FV9xyW+uyiFRS0QZ7XKRgfX/ROTywLK1QnFd5habVaee2115DJSuvcqBz++vNPwswgczCKSQJE2xT87ObE3ILgCna7nfXrt2G1OJ5Noy8MZtasn10cVfXz2WfTyc11dkOlw9s7gOMndhKfcIidOzfSs+ed5VZ369atWb5mFbtOHGPXyWNs/GcHAx+4v8zHmT51GnXtjkelq6QyvAqM7N2791bDFQSPtGDBL6SleYPDV6ES0lK1yGRSDh7cQULCIeLjD7F27R83lGfPkXr16vHLsqXsPnGMXSePs23fXp54+vrLXwIkJyeTezEVb7nj9tpQrmHqhyLPluC5Dh48SEqKBVA4LE9J9mPKlKllOmbv3r3455+NxP/bPrdtW0eXLreXQ7Sus/KvvwixlP5889MPP5RLXUFBQUyf9S27jh1h18lj7DpyiLcnTEChcPz/RKgeAgIC+O67r4mNPUhC4iFOndrPBx9MQuUhsxx+nTefOhqdw7IItZa/V68pdf+FCxeRlqqjtGv94sW/Uq9ePRYuXXJT12hBEMru62lfUNfu+PqjlMrQFpjYtWuXi6O6av783zAagxyWmc0BLFu28sq//f39mTVr+pXz6OnTB/jwQ885jwqeqWWr2sSnFQJgrPY5LP/tsAzxvA7LS5dyycvTiw5LoVpxyZqN69ev54477nBFVRXKYrHw55JlDIisj6/i6oXfW67gnoi6HNy5i7w857moBKEqmTx5ChZLE+z2/17QJdjtUZjNkfzwwxx3hVZtLFmyjA3rT5OfH8Z/T+c2WyBWS3MCAs8QFZVIVFQiHToaWLDgc/73v2duud5effowc/ECLkYGs82SyzZzLoe9Zbz40fuMmzixTMc6f/48v8z6nvYaP9Syq2mVA1UaOil0PP+keFEjVF16vZ5Ro8aRmlIL+O8Ibw0pKdEcOnSCz6e+RPMWWURGJRJVK5GevdSsWfML3bp1LVNdLVu2ZOFfK8htVIutlly2mXPYo7Lw4NhRzPjuuxs6xv8ef4I2dhVhGu8rnymkUlqofdi3ej27d+8uU0yC4GoPP/w0SecjgP92PijIyIjk66/nk5CQcMPHevHF55g3/xPadzAUXWtrJXJbZyu//jaDYcOGlnvsFcVqtTL2xZe5XeWPr/Lq841WruA2TQCfvzfZaS7ssggJCeGvjRvw7d6JbbZ8tplz2UYhrYcNYsXaNaLTspoKDAxk+/Z1PPFkU2rXOU9kZCL16l/g1TE92bRpdalLrbrK9C++RBZ3kboaHdJ/Ox0lQIxGR+ilfCa+Pa7U/fV6PaNHO7vW1+KVV96iUaNG/LJyBXmNo0teo7+/sWu0IAhlc/HiRdLiEugVHoPmP8+hASoN90XW56eZ7s0H+fHHn7F3TwFGQzD/HfBgMgVz8ICFCROKcksHBASwfft6nnyq+ZXzaN16SYx+9U42b14jOi0FhyQSCc2aRZOSbcFUUIDV7CSZeTVhMRgw6/Vogz2vwxKK8lg2Fh2WQjUiASp8DYERI0YwceJE5s+fz759+ygoKChWvmLFiooOoUx0Oh25ubn4+PgU64BUqVRsP3SAo1IjLQPC8ZIrADtGm5WDGak0sCu4q2NnMjMz3Re8ILjI/Pk/MPTheoA/EEjRqUQCpGAyGpgw4Tc+/vizCo/DWXutTh577FFeeulZfHzUWK0SwsLC8PE9DFhKbJt0PpomTW676d+VVCrlnyOH2G4vwOZgCZrbVH4M7tGLpKSkMh232x138Pq4t/ELCUYCHNm3nw8mvluml8eC5xPt1bHmzZvz4YcTqFcvGrBz6lQcM2fO4fvZkwkNPe9gDymnT4XTsGHrG65jy57dHPICk63k8lJtVD6MefixG5rNHBwczNhxb3PbHd2wS6AwJ4/pn33O8t9/v+FYhMqhqrbXyMhIJk9+hw4dWiGRQGpqJhMmfMjff2+84WP4+flx+PBWIiLjHZYnJkTTsGE7DAZDOUVd8Ro0aMC4Se9Sp1FD7EDq+SQmvzOBffv2lcvxf160EGurRmQa9SXK6mp0rJ72Dd9M/7pc6qqOKmt7XbBgDg8NjQFKdoqbTEGMH/crn3zyuesDu4ZcLueZ/z3L0MceQ65WYjNb+X3xYqZP++KG23nz5s354IMJ1K8fTdG1Pp4335zI0aNH2bJ7F4e0EifXaF9ee+Qx9uzZU75fSnCLytpWq6KYmBjmr/mLRJmN5gGhyCQSpBIJuSYjhzJTaWKS0bF5C7cuu6pQKBg58jmeeOJhNBo5RqOVuXN/Zdq0rzAai/Jvzp07m6EP10EqLfn3ZDIFMXHCUj766BNXh14lVOX2WrduOKfPzGLysmQs3gEcWbzA3SG5XfMhj5AVd46D839ydyglvDpmIBERQbRu9bK7QxEEl3BJh6XV6nztdbvdjlwud1ruDs4uSkMeeohh74/ntN7xKOMojY6ds37i8yniZkCo2qRSKWfPHqBWdKLTbY4fC6Fp0w4VHktVvom8GU899QTTv34WlSrdYbnJFMSYV+cyffqMmzp+z549efWbLzhucHweDNd4E7d0JW+/Pvamji9UbaK93rjvvpvOU083BRz/nrIyw+jX7yV27tx53WM1atSIr5f9ygGz42PpFEq8jsQybPCQWwlZqGJEe3Xu1Vdf4cMPH0SuyHBYbjAE8+yIr5g7d76LI/NMSqWSrYf2s83i+O9IioTWegnd2lf8fWNVVRnbq0wmIzZ2fynPExKOHQ2iWbOOLo3L1Ro2bMiM338r9RqtPXKWRwY/6OLIhIpQGdtqVfXZl18Qcnd30gwFDsubqnx4/6n/sXXrVhdHduMkEglnzx4kOqa09zKhNG3a3oVRVR1Vub0OGtSZxb++wYQ/czAbjZxe/Ze7Q3K7+n3uQSpXsH3aFHeHUsIDgzrz1FO90XkPxmazuTscQahwLlkSViaTOf3xtM7K0sTUq0u+xPmJIddqonbdui6MSBDcw9vbG5m85Oy9/1IqK3/e2sqoQYO6qFRGp+VKpZH69Wvf9PFrxcSglzu/dGSZDMTUqXPTxxcEoUidOjGA4xcoAH5+ULNmzRs6VkREBIWl3G7lmU2EhdcoW4CCUI01aFAXucL5rCq12kz9+uKZ4DI/Pz/0dufPUDbsyFTuX/pTcC1vb2/kpT5P2FGpKs+7gpsVERGBXu4ov2WRPLOJ0PBwF0YkCNVDdO3aZJlKzvq/zKCSERXl2Uswent7I1c4nyACoFKJ9zJCSS1axJCenoPKNwBDTo67w/EI+pxsj8xhCRAfl4pGoyQmJtTdoQiCS7ikwzI6OtoV1VS42FOn8bY7/5X5yBTEnjrtwogEwT3y8/OxWkp7gSDBYCi9Q1OoGCdOnMZocJ6nwmRScfJk7E0fP+7sWbwszl86+ilUnDtz5qaPLwhCkdOnzwHeTsuzsotywN6IxMREvCzOF9TwUai4eOFCGSMUhOrr+PFTmM0ap+V6vYJTp8S18LLs7Gw0EucvTKUSCRaD88FWQtWUl5eHRTxPcP78eXGNFgQ3OBsbS4DK+bVcY7R4fHqS/Px8LObSOiQlGI1V/zwqlF2LlrWJPZuK2tcXQ062u8PxCIasLNQ+vsiUnpf3NT4+FYAmIo+lUE24pMMyNjaWv//+m0ceeaRSJ3z+4/ffCbdIcDb+MdomZ87s2S6NSRDcwWazsXXrHmw2ncNyozGIn376xcVRVT8KhYKxY8dw7Ngezp7dz4kTe6lTpzZp6c47OVJTdfz887ybrnPjxo0EGK3IJI7PhHXsCr75ajpQNOJzwnvvsfPQAXYePcy2/XsZ+fLLyGRilKdQubRt25Z161YQG7uf2Nj9rF69nJYtW1ZonZ98Mo3UFD8npTLS06Ts2rXrho516tQpZLkFqKSO2159qZqpH3183eP06t2b1Zs2suPoIXYeOcSPC+ZRu/bNz9gWBHdo0aIFq1Ytu9Ke16//k/bty7ZU2g8//ERqirNrrYS0VC2//rrk1oOtIkwmEycOHCTIyYvhOmod83/80en+CoWCUa+NYfuBfew8epgdBw/w9oQJaDTOXzQLns9ms7Ft217nzxOGIObMWejiqCpO69atWbryT3YePczOo4dY+teftGrVilOnTiHNzXd+jZapmfaxa5anq1evHkuXLiQ2dj9nz+5n27Z19OjR3SV1C0J569ixI8vXrP63zR1m8fLfadas2ZXyr6dOo45N4XBfuUSKr8HKtm3bXBXuTbHb7WzZsgubzcdhedF7mUUujkqoDFq2jOF0Ui4SqVTMsPyXPicLAG2w582yzMjIIyenQHRYCtWGSzosW7RowYEDB/jss89ISUlh5syZtGvXzhVVlyuTycSfvy6hf0Q9vGRXb2xUUhm9a8RwcOcusrOz3RegILjQ+PHvYTY1w24PKPa53R6GQR/F11/PdFNk1YNSqWTjxtVMfPcBGjVOIab2BRo0TOb113thMUtJT4sG/vsApiA9vRbvTvyU/Pz8m67Xbrfzxkuv0Fnlh7f86vEVUilt1L4s/WkuFy5cwMfHhzWbN9Jk6H3skBrYYS9gt8JMz5HPsGzlX6LTUqg0hg4dwp9//sCdPVXUrnOB2nUu0LuPF6tWzeX++++rsHrPnj3Lzz+vICuzBvDf9qLm4oUonn76xTId74Unn6aTwge//4wYlUkkNFX5cGjDJg4cOFDq/m+Me5txX39BbLCWnfZCdlCIrU0Tfl2zktatW5cpFkFwlwED+rNq9Tz63OV9pT33uFPJH398z7BhQ2/4OLm5uUye/AXp6VEUv9YqSUuN4o03JmE0ihmD//Xqiy/RUA+haq8rn0mA2modsviL/Pi940GfCoWCP9etpeuzj7NLbmKHvYCdMgOtHh3Mqo1/4+Xl5XA/oXJ46aUxnDrpjc3mV+xzkzGQffvy+eqrm8u57mkGPfggMxYvIC0mjB32AnbYC0mvHcbMX39h4AP3l36NXr+J/fv3V3iMnTvfxsaNy7hvYAi161wgpvYFbuts5ZdFUxkz5pUKr18QytOjjz/G1LlzuBgZ9G+bKyCrQSQ/LPuNu/r2BSAhIYG/FiyildoXhfTqq1FvhZLbVL6MebFs99ruUvReponD9zJGQy3xXkYoISBAR0REEEkZJgAMudnuDchDGP59n68NDnZvIE7Ex6fRpGktd4chCC7hkg7LY8eO8eqrr1KzZk2eeOIJwsLC2LZtG0ePHmXUqFEEBQW5IoxbJpfL6TfofnZnXKRreBT9I+vTP7IePWvW5nhOBq06dsDHx/HIJkGoat555w3kihNIJEFAO6AN0A6JRINKdZ4RI55yc4RV22uvjaJtWy9UqkvFPpcrMoiMymTz5sNs2QwJ8ZEkxEeybauUwYNe4Icf5txy3X///TdP3j+YwNiL3C7T0Vmmo0m2iSmvvMaUyR8A8MGnnxCnU3Jef7Vz1A6cNeRB7Qie+d//bjkOQahoXl5efPTReEJCE4D/dj4YCA1L4LPP3qvQlSPGjh3HiBGT2b/Pm4T4SOLjIvnrzxx69hzE9u07ynSso0ePMviuvigOnqaz1JvOch2tCyX8NOlDXnru+VL3jY6O5r7HhrHXkI3RdjVPTrbJwA5TLl//8P1NfT9BcCWlUsm0aZMJC0sA/pt/0khIaAKTJ7+Ft7fzFQqu9e233zPkwZfYvk125Vq7eZOVe+99mkWLfi33+Cu7jIwM7rqjO2mrN3O7REtnuY5ONjXbZ89lwF13Y7E4XrLupdGjKKgZzDl9Hv9dNDNBn0dKgJaJk993zRcQKkRWVhadO/fkmxm7iT1Tk8SESE6dDOeDD/6ke/e7MZvN7g7xlmk0Gt5871126LMosFz9PvkWM9v1mYz7YDKxsbFXrtG3y8p2jS4PEomEH374mho1E4HC/5SYCQo6z6hRTxEu8mgKlYSPjw+vvPUmOwxZFFr/0+bMJrYZsnj/s0+Qy4uWo35/4kSmjnmTJtlmOst03C7T4X/qPI8NuJ+tm7e46yuUSdF7mVP/eS/TmsvvZZSqRPFeRiihZcsYADIK7NisVky3MKC9KrEY9JgNerQhnpknMiEhjaZNxQxLoXqQAM4TJlQQpVLJ888/z4cffohSqcRsNrNo0SLGjh1LSkqKq8MpQafTkZubi4+PD3l5eVc+H3j//Tw1ZRKn9HkO94vWeLPxq++Z/sUXrgpVENxCKpUSG3uA6JhEJ1tIOHokiObNO1Z4LM7aa1V3/PgeGjZyfr48dzaSunVbui6g/5BKpfxz9DBbrY7/f0iR0MYgoWu7Di6OTHC3ytZen332GaZ98WSJgQGX6fXB/O/Z6cyde/PLLFcGn34xjdC+PUgzFDgsb6HU8cYjj7N3714XRyZUpMrWXq9n6NCH+P77UWi80hyWm4yBjBkzl+nTv3FxZEJpdhzYzz9yo9MH1i5Sb9o3aeaktPqoau21Knniqae4941RnDM4/v9SR61jyfufMPenn1wc2VVdunRh+R+f4+fn+NnCZvPjs083M3bsOBdHVvWItlrxRr78Mt1ffJp4veNOmAZqHbPHvsOypUtdHFn5k0gkxMYeIKa2s7z2rnsvUxVV1fY6evR9vPf+MF6bdYzwVm04MPcHd4fkMZoPeYSsuHMcnO++a7IzAwd24tn/3Y23dhBWq83d4QhChXLJDMvL2rRpw9dff01ycjKjR4/m008/pU6dOvTo0YOaNWuyfPlyV4ZTZg0aNyLPWQJLINtqpmGTxq4LSBDcxNvbG7nCWsoWdtRqucviqY7U6tKXVFUqcduyqzqdDuevFsGGHVklzmcsVB/NmzdGpXK+rKNGY6Jp0wYujMg96jVsQKax0Gl5oUpOdHS06wIShJvQtGkjNF4mp+VKlZGmTRu6MCLhRkgU8lJH11plUhQKxznIBMETNGjciFy78+emPKzUb9TIhRGVVL9+Pfz8nL/8lEoLaNy46t/vCFVDwyaNybY6n52dJ7W7vc2VF29vbxTK0jou7Gg04hopFNeiZW3Onk3BKzAIY26uu8PxKIbsbI+dYRkfn4pKpaBu3RruDkUQKlyFdljOnj0bb29vRo0axeHDh9mxYwc1atRg+PDh1KpVi/HjxxMfH8+OHTt49tlnPT4HUkJcPFq78x5LnUxBYlycCyMSBPcoKCjAaim9M8xsFiN+KpLJVPrkeItFgtVaWqdyxcnPz0clcX55kQB2i3tiE4SyOHPmHBaz0mm5yaTg7NkEF0bkHkmJ5/FVqp2Wq0wWkpOTXRiRIJTd2bNxGI3OX9pZLCpiY6t+e650rnMvI7fbq8SyoULVlRAXj7fU+XOTViJz+zuExMTz5JU2Mhsv4uLE+VGoHBLi4tDJnF/vtXap29tcebmR9zImk3gvIxTXqlVtzp5Nxis4WOSvvIY+OwttsGd2WMbFpQKIZWGFaqFCOywfe+wxNBoNzz33HAsWLCAqKoqBAwfy119/YbcXf9memJjIU09df231Ll268Mcff3DhwgXsdjsDBgwoVv7jjz9it9uL/ezcubNcvs+yJUuoYXF+I1/LKueH70QeJ6Hqs1qt7NlzGNA5LDebg1iwYIlrg6pmli9fhdUa4LDMZvNh48ay5bcri+DgYD7+/DO2HdjHtoP7WL5mNbfffvuVcqvVyvEDBwlUaRzuX0uj4/fFiyssPkEoL3PmzCUlxXlOu5QULfPnL3RhRK4hl8t56pln2PjPTrYe2Efb9u1pqvF1uK1MIsHPaGPHjoo75whCefjll8WkpWqdlqckezN79o8ujMj9NBoNo197jS17d7P1wD7WbdvK4CFD3B1WMWtW/EmkxvF5OEStZU8Z8/kKgqstmDuXKKvzDoVIi5SF8+cTFBTEh598wvZ/769XrF1D127dXBLj33//zaV0FUXDCktKSfZl6tSvXRKLINyqOd/PJtrmfLWnGhZJhS4H2/eee1i96W+2HdzPtv17GTdxIj4+PhVSl81m459/DuLsvYzFHMgvv1T+pW+F8qNSKWjYMIKzZ5PRBgZjyMlxd0gexZCdjdrHB7na+WBdd8nOLiAzM48mTUSHpVD1VWiHpURSdMNbv359PvroI1JTU51uazab+fnnn697TK1Wy6FDhxg5cqTTbVatWkVYWNiVn759+5Y9eAcMBgMrly7jrhq1Uf5nlKRcIuGO0CiO7d7DpUuO81wJQlUzcuSrxJ7x49qbY4vFjyOHrXz2mcjlWpEmTfqQ48dkWK3FOxFsNh1nTnvz2mtvV0i9tWvXZtWWTdTs35NdchO7ZCYuRAbywY/fMeaNN65s9/oro2hikhJ0TadlTZWWgLQcpk8Tfx+C58vOzmbq1O/IuBRB8VsmGZfSI5ny8dcUFDjO61hZyeVylq9exYDXX+aQt4TdchM7ZAa0Xl60CwhD+p+XmWqZnNvUfrw9+tUSA9EEwdMUFhYyefI0LqVHAv/tPJCSkRHBV1/NISsry13huZy3tzdrNm+i87PD2auysltu4rifkqcmT+DnXzxnIMYnH35EeJaeMJVXsc9D1F7UL7Qx7vU3nOwpCJ4hJyeHH6fPoK3aF/l/ViBRSKW0U/vx/ZfTCQoKYvWWTdS6rw///Ht/fT4igPe/n8mb48dXeIxWq5XRo8eRmloL+O/MNCnZ2eH88stq4qrIjDSh6ktPT2fxDz/RWuWLXHL1vlUpldFR7ccXH32MwWCokLqnfT2d0dM+4UywN7tkRnYpzDR/5AHWbt1MUFBQhdT50ktjOHPaF4fvZY7Y+fTTaRVSr1A5NWkShVwuI+58DnK1GkNOtrtD8ij67KJnAW1QiJsjcSw+LpUmTWu5OwxBqHAVnsOyvF9grV69mvHjx7Ns2TKn2xiNRlJTU6/8lNfLB5lMRt/7BnAiJ4PeNWtzT2Q9+kbUpW9kPRIL82jRoR1arfOR24JQlaSlpXH77b1ZuOAcCfG1SEqKIO5cFDO/2U3Xrr0r7CFAKFJQUMDtt/fi++8OEncuiqSkCBLio5g/7wydO/ciMzOzQuqd9fNP7EFPquFqPju91cIeQzYPPPU4devWBYr+Pu7p0RPTPwfpKvehk1xHF5mOxL/Wc0/PXuLvQ6g0pk79iqefnsCB/b4kJUWRlFSLvXu0PPHEm8yY8a27wyt3o18bg7FWGGcMeVj/vYez2e2svHgOlVROX79wOil86KLwpdaFLJ4f+ijr161zc9SCcGNmzZrN8OGvs2e3F0nno0g6H8WB/b6MeGYin3zyubvDc6lPvphGoq+KeH3+lRyRFruNY/ocQtu24MGHHnJrfJcVFBTQt8edpK3dQleZjk5yHV3lPhRs3UvfHndW2P2OIJSnGV99xZTRY2mWZ6Gz0pfblb40zbXw4Stj+HbGDGb9PId9EgPJhquDoC7fX/cf/jANG1Z8ft3ly1cw6IFn2b5NRtL5WiQlRXL0SBCjR33B6NFjK7x+QShPn370EV+9NZ4WBdBZ4cvtCl8aZhmY8PxLzJ3zU4XU2bVrV1r07sEhQw4m29XlzM8b8jmuhhmzv6uQetPT07n99t4smF/8vcy3M/fQpUsv9Hp9hdQrVE6tWtXBarWRll+0VLBRzLAsxnC5wzLYQzss49No1iza3WEIQoWTABU2JN5qtZKTk3PdTsvAwMCbOr7dbue+++5j+fLlVz778ccfue+++zCZTGRnZ7N582befvtt0tPTb/i4Op2O3NxcfHx8yMvLu/J5v/79ee6zDzlpLPpMigQkRS/yAGprdKz+fAbfzphxU99HECoriUSCSqVySyeUs/Za3ajV6gr//detW5fv//ydfWbHv+cglYb8zbt54ZkRxT5359+H4Fkqe3tVKIpmHVTlfGn/HD7IdonzFxud7Rq6teuAxWJxW55cwTUqe3u9HrlcjkQiqdLt2RmFQsH2QwfYanX8/1UhldIoy0Sv27u4OLLrc8X9TmVU1dtrVXLtvUR0dDQ/r/6TPU7ur/2Vaqz/HOSZx55wWYwymQyZTIbJZHJZndWFaKuup1AosNvtWCyWCq1n6co/SY0Oo9Dq+L6ik1xH3063k52dXaFxiOtk+amK7fWrr56l7z3tGD99B22eeIZ/vvkCqzjXF9N+xAvErl/DmTUr3R1KCf36tePlVwag8x6M0Vj9nmGE6sP5wu7lZMKECeS4cMTGqlWr+PXXX0lISCAmJob33nuPv//+mzZt2ji94VYqlahUqiv/1ukcr//epHlzcv+zgpQNe7Hu3kyriWYtW5TL9xCEysRut7vspvhG22t144rff926dclXSMDJfdElo55mDRqU+NyVfx+CZ6lq7bU6dGxIlAowO++wlCgVGI1GF0YkuEpVa6/XU9EvLj1ZQEAABdiclpttNtRaL6fl7iTuJ4pUt/ZalVx7L1GnTh3yZM7vr7NMBlrUqeuCyK6yWq1iUFI5EW3V/Vx1/+4fFESck85KgDxsREZGVniHpbhO3rzq0F5btqrN2dhkvIKCMRcWis5KB/TZWXiHhLo7DIfOnUtFLpfRsGEEhw6JpdqFqqvCOyx/+eWXMs1uvFWLFy++8t/Hjh1j7969JCQkcM899zhdRvbNN99k4sSJ1z128oUkbnOSiB5AK1MQez6pzDELgnDjbrS9CuUvPT0dlcX5jHmtXMGl9AsujEjwdKK9Vj4Sq/NODACuVy5UWqK9Vh+5ublopDJw0h8hAeyis8KjifZadaSnp6Mq5dqqkcnJzExzYURCeRJttfowG4zIvdRY7I7bswYply5dcnFUQllU9fYqkUho3jyG+fM2og2qLfJXOmHIzkbroR2W8fGpADRtWkt0WApVWoXmsCzv/JU3IyUlhYSEBOrVq+d0mw8//BAfH58rPzVr1nS43ZJff6OG2XmHZZRVxo/fVcy69ILgiWQyGcOHD+OffzZy+PBONm9eQ9++fSu0zhttr9VV586dWbNmOYcP72Dfvq2MHPk8arW6XI69b98+dEYLMonj82BdmYbpn914DrCmTZsyd9EvbN6zi827d/HGuHH4+vqWS6yCZxDt9aoePXqwYcNfHD68k927N/PMM09dWRbOEygUCp546in8ff0I1TjOxx2q1rJ723YXRya4imivpftvG96zZzMjRnhWGy4LvV5P8rl4vBVKh+XRGh2/L/q13OsNCAhgwnvvsXnPLjbt2cUP8+bSwMHKDML1ifZaXP369Zk992c27dnF5j27mPj+ewQEBLg7rBty+PBhtAaz0/vrenIvZnw+9YaO1aVLF9atW8HhwzvZu3crzz//v2KzhQTXE221/IWFhTFl6udFz5B7djF91rfUqlXL3WExZ9Ys6qi1hGu03F8rmuF1a/NInTq0CgjCSybHmJFJcnKyu8MUSlHV22vduuHodBpiY5PxCgrBkCvyVzqiz87y2ByWhYVGkpMzadbM/ec8QahIFdphKXFy0+1KAQEBREZGlnpjYDKZyMvLK/bjSEFBAWuX/0GPsFrFHigkQKegGpzZd4CUlJTy/gqC4JGUSiUbN65ixoyXaN+hkKbNLtGlq535C95j4cKKSWQPN95eq6NPPpnM78un06u3hqbNMmjVOodPPh3OP/9swsfHp1zqGP/aWG5T+aOUyop9HqPUkn7kBDt27Lih4zw14hm+X/Ybxpb12au2sVdjo/VjQ1i3fSsRERHlEqvgfqK9Fpk162t+/e1TuveQ07TZJdq2y+eLL55h27b1aDQad4eHRqNh9aa/GfjGKDbkpdI5JJIAVfG4AlRq6hnsvPv2ODdFKVQ00V6d++abL/n116ttuE3bfKZNe4bt2zfg5eWZS6dez+gXRtJW4lWi0zJUqSEos4Bvpk8v1/rq1q3Luu1bafTQAPaqbexT26BdU+b+uZzBDw0p17qqA9Ferxr80BDmrfwDSftm7FPb2Ku20WDIANZt30rduq5dSvVmvTXqVTqrHd9fZ584w6ZNm657jGnTprBs2Zfc2VNJ02aXaN0mh88+e5ydOzfi7e1dQZEL1yPaavlq3aYNf23ZRI1+dxY9Q6pt+HTvyJL1a+hx551ujW3xL4torFAzsJaOWrojBKp3E6LZTZewHIbXrsu7b7zl1viE66vq7bVVq9oAnDlzEW1QsJhh6YQhOwuVtw6FxjPv8ePj0mjSVHRYClVbhXZYymSycl8OVqvV0qJFC1q0KMoVGRMTQ4sWLYiMjESr1fLJJ5/QsWNHatWqRbdu3VixYgWXLl1yuhxsWUgkEnr17UtSYR79IuvRq0Zt7qwRw4BaDcixmGjWpnW5zWQSBE83efJE2rfX4qVNhSt5kMz4+l6k7z2NeeSRh90ZXrXTqVMnHn/iHgIDk4DL+eXsqFTpNGmqZ/bsGeVSz7o1axj15FM0zDTQUa6jjUxLF6k3+xcu4ZHBD97QMSIiInj2tVfZbsgix3Q1F955Qz4H5GZ+WDCvXGIVBE/Qt29fBg3uiL//BeByjhAbak06LVtJ+Oqrz9wZHgAfT/2ctGAfzhjyKLCYWZ10llYBYfSPrEfvGjH00oWiOHSG/nf2EktZCdXOXXf1YciQ2/EPcNSG8Yg2fDPi4uIYfPc9BJ9NprNcR2uZli4yHXlb99C3x53o9c5z2d6M2fPnsduu54Kh4MpnWSYD2wxZvPHeuwQGBpZrfUL1EBgYyBvvvcs2fRZZpqt52y4aCtht1zO7ktxTbty4kRcffZwGmXo6Xb6/lnhzcPHvDBl4/3X379atG8Me7UVAYBJXz1N2VOp0mjUz89135TsAQRDcQSqV8u1Pc9hhziXVUHjl83RDIduM2Xw6Y7pb38e1bt0anVc+KvlR/vs8LpMmo5QfZNSo590WmyAAtG5dh5SULPILTah9fUWHpRP67CwAtCGeOcvyXFwKzZtHuzsMQahQFZ7Dsry1bdu22AjDqVOLlkeZM2cOzz33HM2aNWP48OH4+fmRnJzMxo0bGTJkCPn5+bdcd+8+fchQSTmdm8np3EzUMjkSQG+1AGDU6Bj6yCP8OHv2LdclCJ5MIpEwcGBflKrzDst1ujRGjXqO+fMXuDiy6uudd8YSGOg4v41Mlk+7dk3x9vYul3Ph9q3b6NWlKz4+Pmg0GtLT07HZbjyv3UtjXuWMxOywLN9sQhUSRJ06dTh79uwtxyoI7vbmm6Pw83PcNhWKHHr06IxCocBsdtwmKppCoaBj1y5sNV4dQVxoNbMhOQ6ZRIKPQkWNlGyG3eCABEGoat56azR+/o7bsFyeQ/fut6FUKjGZTA638WTnzp3j/nv6odFo8PX1JSMjo0LORS1atMDi502hqeRMBTsQi4n/jXyBye9OKve6hart2ReeJxYzjhLRFFrNWHx0tGzZkoMHD7o6tDL7Z+dOenfpdlP31+PGjSEgwMlzgDyXjh1botFoyn0ggiC4Up+77uKSUoLJWDLHstVuJ1Fq4aGHH2bODz+4ITqYMGEsgUGOJ2zIZPm0adsYnU5X5WbtCZVHq1Z1ipaDDQxCIpWKDksnDJc7LINDyU6Id28wDsTHpfLII3fg66slJ6fg+jsIQiVUoTMsK8LmzZuRSCQlfp544gkMBgN33XUXoaGhqFQqoqOjeeKJJ0hKSiqXulu2aUP2f1ZpMVgtVzorATKsZtp0aF8udQmCJ/P29kapKu0B2oaPj/uXOaxOatQI4epIzpLUGhNRUVHlWmdubi6pqall6qwEaN6qJSl65x2neQoZjRo1utXwBMEjBAb6ABan5UqViRA3jt4MDg4mH8dt2Gq3k2Uy4KXTuTgqQfAcQUF+gPNOPJXKRGhoqMviqQh6vZ6UlJQKGzjRtGlT8tXOx8mmmQy0atu2QuoWqrZWbduSZnLeCZevltO0WVMXRnTrbub+OjQ0iKszK0tSq00i5YJQ6bVo05psmaPhCUUybBZatXPftaRmzTDA4LRcozERHR3tsngE4VqtWtfhzJmLeAUFA4gOSyesJhPG/Dy8Qzzz/v7cuaJUdE3FsrBCFVbpOizdKT01FTXO83Jq5QrSUlJdGJEguIder8dmlZW6jbXkwEehAhmNZko7pVssMrKyslwXUCmyMjLRyhVOyxVWK5mZmS6MSBAqjsVS+gtHm1VObm6ui6IpKS8vD7XE+blDAlDGQQmCUJWYzaX//Vtt7m3DlUFGRgaKUs6FWrmCS+WcRkSoHi6lp5d6Tym3WMm4lOHCiNzDbLZAKe8pLFY52dnZLotHECpCekoq6lKed71kctLTHM80doXrPY+bzZ7zPC5UPxERQQQF+RD7b/5Km8WCqRxW36qqDNnZaD20wzIxMR2z2UqzZqLDUqi6RIdlGfy2eDE1zM4fBCLMEn787jsXRiQI7mGxWDhx4hzgOEeE1erHX3+tc21Q1dzs2fMwGJzlf5KRklxAcnLylU+8vb0ZM2YUu3dvYu/erXz55WfUqFHDJbHO/OJL6sgcz8CVAP4mGzt37nRJLIJQ0RYt+h2L2VnbVOLnF84nn3xQ7jOgb1ReXh7ZF1PQyBzPforS6FixZKmLoxIEz7Fw4VLMTtuwgsSES+Tk5NCqVSuWLVvI3r1b2Lx5NQ88MBCpVDxqAWzYsIFgo/NZMTESJd988aULIxKqiplffkUMSqflwSY769evd2FEN0+lUjFixFPs3Pk3e/duYc6cWdSpU+eG9v3pp18wGoOclMq5eCGXdDEoQKjkrvc+LsoqZc5331/5d0hICB9//D57925hz57NjB//Jn5+fhUW3/ffz0Wvd/48npqiL7fV3wShrFq3LrqenD59AW1QMHoxiKVU+uxMj51habFYSUhIFXkshSpNPEWXQW5uLsvmzae5yqfE+MUGSm/2/b2J8+cd5/QThKrm5ZfHYtA3gxIvCbTk59Xm/fc/dkdY1dacOT9z4rgVq8XnmhIZKcm1GDnytSufREVFsX//Nt6fPJi27fJp3Sab519ox65da+nTp1eFx7p582YKYuOJVHoV+1wqkdBB48+USe9jtzt/sSkIlcm0adM5fVqBzeZ9TYkCaIG37iQjnm3Bjp0rGThwgDtC5LWXXqaj0ge1rPjM+QClmhp5RmZ8+ZVb4hIET/Dll19z6qTcYRu+eCGS554bzYcfTmL1mh8ZcF8wrdvk0KWrnR9+fJNNm1ajVDrvTKkuzGYzMz6fSju1H9JrnqKilVouHDrKoUOH3BSdUJkdOnSIC4eOEqPUFvtcioR2aj++nfaF23JEl0VAQAB7925l2rSn6dBRT+s2OQx/rD5bt/7OY489et39Z82azamTYLVeu4S7nOSLUbzwwpiKCVwQXCgnJ4flCxbSXHXt8y40UHmzZ/3GKx2CnTp1ZO/evxn9ajdat8mhTdtcxo/vx/79W2nYsGGFxPfTT3M5cdzi5Hk8ihdffM3hfoLgCq1b1yEjI49Ll3LxCg7BmJvj7pA8miEry2M7LAHi4lJp3iLG3WEIQoURHZZl9NH7k1n02Rd0tnvRUq6lhUxLF6k3m36cz8vPv+Du8ATBZR55ZAhILgJNgBZAfaAVUAeJ5BI9enR3a3zVjdFopFu3Pvz2WzwJ8ZGkpoZy4UJN9u315v77n+Sff3Zd2Xbp0gXUrZeOUpkBFHUMSqU51IyIZ9asqXh7X/tStvwNuncACav+potMR3OZF23k3rQzyvhg1Bh+W7y4wusXBFcpKCigS5fe/LE8hcSESMymBhSdM5sBJ4E8IIcaNeL58qsPCAx0NjK74hw7dozH7x9M3fQC2st1NJNruU2uQ3H4DPf06ElBQYHLYxIET1FYWEjXrr1Z/ntRG05LDeVCUk1271Jxzz0P4+/vz9PP9Cc4+DxwOZeeBZ0ulfYdvJg6VQzgAvjx++/58u0JdLAoaC3X0lyupYtMx/FlfzF8yFB3hydUYsMfGsqxpX8W3VPKtbSWa+lgUfLV+InMnlU5Vj/65Zc5NGqch1pzCa7klc4jLDyeDz4YS2RkZKn7GwwGunbtzdIl50lMuPocsGe3hgEDHmPv3r0V/h0EwRU+mPQeiz//itv/fR/XUq6li8SbjbPn8coLIwFQKpXMn/8dEZGJyGTZV/aVKzKJjrnA0qXzKiQ2k8lEt259+PXXc1eexy9eqMn+fd488MDT7NghVhAS3KdV6zrEnrkIgDY4BEOOWJ64NPqsTORqNSpfX3eH4tC5sykih6VQpUm4/LZauEKn05Gbm4uPjw95eXlOt4uJiUEmk3Hu3DlsIr+TUM2cPn2AuvUuL2mioGimpRGwADL27PaiQ4c7KjyOG22v1YmXlxeRkZFkZ2eTmlo8r27z5s1Zt/4HgoOTHe5rMgUy7u1f+fTTqa4IFaVSSXR0NHq9XsxQrwaqe3tt0aIFa9fNJzj4AmAqUW61BvDRh2sZP/5d1wf3r+DgYAICArhw4QL5Iq9JtVbd26sj3t7e1KxZk8zMzCvLK27Y8Bfde8hx1KYB4uOiaNCgbaWY5eUqtWrVQqlUEhcXh8VicXc4VYJoryCXy4mJicFkMpGQkODucG5YeHg4u/espGZNZ0tF+jLzmwM8//zLN3Q8rVZLREQEWVlZpLkxn5/gmGir5cfZ+7jhw4fxzTcj0Xg5XgY5OzuMB+5/nY0bN1ZYbJefx3NyckhJSamweoSKVZXaa9KFn/h7wyFm/7COflNnELd1EymHD7g7LI+l8Q+g9fCn2P7FJ2ScOe3ucEpo174+U6Y8Qe2Yp4mPT73+DoJQyThOWCTckLi4OHeHIAhuodPpUGv+O9bB/O/PZVb8/St+lp7gWGFhIadOnXJY1q5dW4KDrU73VSpz6dKlk8s6LE0mE6dPe94NoCBUhDp16hAQoMdZx4ZMlk3nzu1dG9Q10tPTRZ4rQXAiPz+/xPU1PDwIcN4poFKbCAsLE4Ny/qMydSYJlYfFYuHMmTPuDqPMGjdujJ9faQMacmjTpsUNH6+goMDpc4AgVCXO3sd163YbGi/nq4P4+Rnp3LlDhXZYlvY8LgiuFhrqR40aAZyJvYjGzx+pXC5mWF6HIScbm82Gd0iYR3ZYnjtbNAGhefNo0WEpVEliSVhBEMrMYDBgt5V++hCTjj1TZmYWRuO1WXj/S0lWlrh5FYSKkJubi15f2hZKsrNzXRWOIAjlwGIpfbEam00uZisLguBUbm4uRkNpW8jJzxdLswvCjbp0KZOi1Z8cs1jkZGSI512h+mjTpi4Ap04loQ0OAYo65ATn7DYbxpxsvEPD3B2KQxkZeWRl5dOypchjKVRNosNSEIQyM5vNxMZeAFQOy202X9at2+LaoIQbsnr1alKSHf9/A8jM8Eer9WHnzo2sWrWMXr16IZGU1sEpCMKNkEql+Pn5Ipc5z0OVlenH1KkzXBiVIFQPQUFBfPjhJHbs2MDff69kyJAHkcvLZ6GZJUtWYLEEOCmVcyEpWwwEEgTBqb1795KZqXBanpcbwJdfflsudfn5+fHOO2+xY8cGNm9ew+OPD0epdN6xIwiV0bff/kBKstZpeXKymkWLfnVhRI7Vq1ePH3/8lp07N/LHH7/SuXNnd4ckVFFt2tQlO7uA1JRstMHBRZ1xuWKQ7PXos7LwDgl1dxhOnT2bTPMWosNSqJpEh6UgCDflpZdeR1/YlJIrS6vJzYlh0qQP3RGWcB16vZ7vvptPVlZ4iTKzORCtNoIHBtWgQ8d8+tylYdHiD9iwYSUKhfMXKYIglM7b25t//tnE7Nmvo9akAg1LbGMy+XL4cAZbt251fYCCUIXddVdv9h/YxJjXetCxUyF3dIfvvh/N3r3b8Pf3v+XjT536FWdjNYDXNSVSUpIjeeWVN265DkEQqi673c6kSVO4lB5Vosxi0XHihJ4VK/685Xo6derIoUPbGDf+Hjp2KqRLVwvTv36eAwd2EBbmmTNIBOFmnDt3jk2bDlNQEFiiLDcnhCW/rSEzM9MNkV31zjtvsmXLEh57vAEdOubTr78vy//4guXLf0UqFa9phfLVuk0dzpy5AIA2OBRDbg52sSTademzMvEOLfnezFOcO5tCy5a13R2GIFQIcSUUBOGm9Ot3N0jSgZZAE6A20BxoBJIc2rRp487whFJ88MEU3p34I2djI7mUHkpWZgjJF+tgMUejUu8CLo+2M+Pnl0Kn27yZPv1zd4YsCJXa3LmzadXKhs4nDUgE8oD2QH1s1rpcSIph0S+n6NPnXvcGKghVTEBAALO+m0pERDwy2eVZjla8vdNp2qyQxYt/vuU6cnNz6dbtLv7eoCcpKYLsrFBSUsI5cjiQIUP+xz//7LrlOgRBqNrmzVvIyy9/wOlTNUhLCyMrK4TExEiWLT1Pjx59sd3ii2WNRsPChd8TGZWAXH65o8aGl1c6jRrnsGzZwlv/EoLgQYYNe5LvZm0lPi6KzIwQMi6FEncuik8/Xcbo0WPdGlvXrl158cUhhIYlUPRMAGAkICCZO3tGMHHi2+4MT6iC2rWrz+lTlzssQzBki5U/boQ+KxOvwECk5bQqS3k7ezaZ2rXD0Ok07g5FEMqdZ7Y6QRA83hNPPIxGk0jRy3cNRcvDXgCM+PnJGT9+DKtXr3ZrjIJzX375NdOnf0OzZs1QKpW8/fYY7h0QBJTMxaVSZdOrV1dUKhVGo9H1wQpCJRYQEEDrNg2Qyc//59ML//7oQOLDX39t53//e9FNEQpC1fXyy88TFpaFo2ubVFpAo0YRREREkJSUdEv1pKWl0bNnP4KDg6lduzYZGRnExsbe0jEFQaheFi5cxMKFi2jSpAlarZaTJ0+SW05L9j355GOEhuUBjjo+C4mJqUnjxo05fvx4udQnCO5ms9kYPXosb775Ds2aNcNqtXLkyBEsFou7Q2PixDcIDEp1WObldYmhQx9gwoT3sdtLz5EtCDciLMyfGjUCOH36aodlQbrjvz+hOH1WJhKpFG1QCHkpF90dTglnzyYD0Lx5DNu3i+u3ULWIDktBEMrM29sbr2JpIfT//lxmITg42LVBCWVms9k4dOgQADExEYDzpXG8tEZiYmI4efKki6IThKqhadOm+Pk66+jPQyrNo3XrZi6NSRCqi+7duyCXZzstDw620KpVq1vusLwsPT2d9PT0cjmWIAjV07Fjx8r9mL16dUelct75GRJqoVOnjqLDUqhyjEYje/fudXcYxdSoEQQ47zDSaKwEBQWJ+wmhXLRtWxeAkyeTQCJBGxRMRuwpN0dVOeizit6PeYeGemSHZUJCOmazhZYtRYelUPWIJWEFQSgzk8mE3S4rdRuxJH7lYrWWPoLTapVSWFjoomgEoeooLCzEZJaUsoUUo9HksngEoTrJzy+gtPGZRqNdXNsEQajy8vLyAOf56M0myM3Nc1ouCEL5ud57Eptdil6vL30jQbhBbdvWIzMzj7S0HNS+fsiUSvRZYknYG2HWF2LW6z02j6XFYuXcuRRatRJ5LIWqR3RYCoJQZiaTiYT4VJw/+PqwbdtuV4Yk3KBmzZoxZ84s1q79gylTPiAsLAyA3377A4s50MleUjIuWUlMTHRdoIJQRZw5cwbsIU7LCwqC+Pbbn1wYkSBUD7Vr1wakWCwRTre5dEnF1q1bXReUIAiCG0yf/h0ZGT5Oy5OTlaxateqGjtWqVSvmzZvNunUrmDz5XbGqjiBcIzAwkHffHc/atX+wYMGPtG3btlj5+vVbsdl8newt5+KFbPLz8ys+UKFaaNeuHqf+zV/pHRIKgF7ksLxh+swMvEPD3B2GU2djk2nVuo67wxCEcic6LAVBuCmjRr1JYWETSp5GlGRnRfPOO++7IyzBCYlEwvz5P7Ju/U8Mf6wuPXvJGf1qF/buW8dzz43gq6++IS5OQ1E+0mJ7kp4exdtvT3JH2IJQqXXpcjuHDm3H188INCpRbrNpOXcWFi1a7PrgBKEKmzJlMtu2L+Wuu/2RywOBki8Gs7PCmTnzJ0wmMcNZEISqbdeuXRw9ko7JVLLTMjcnhEWL/rxuB4lUKmXp0oWsWfM9Dz8Sw509ZYwd24P9BzYyfPiwigpdECqVIUMGc/DgZt56+y569pLz0NAoVq6ayZ9/LkEmK1qh6r33PiIxwR9QXbO3lNSUSF599W2Xxy1UXW3b1eP0qav5K202G8bcHDdHVXnoszPRhXvmDEuAM7HJNG4chUIhMv4JVYvosBQE4aZ06tQeuz0XaAM0ACKBxkBzoJB69eq5MzzhGm+/PZb+9zYkJOQCUABYkUqzqVEjnokTR1K/fn3uuKMv27baSL5YE31hKJkZYZw5XYORL0xkxYq/3P0VBKFS8fPzY968mUTVSkAuPw3kAu2BOtjtURj0zdmwPo9u3fpgNpvdHK0gVB1Dhgzm6afvIizsPEXt7gAQBbTEbouisCCCuHORfPDBPKZM+dy9wQqCILjI3XcPZPnvCZxPjKSwIJTc3FDi46L44os/GTt23HX3/+CDd+ndpxZBwRe58iwhy6ZmzTg+/vh1GjduXOHfQRA8Wd26dfn883eoGRGHTJYJWIFCgoKS6dEjlKlTPwaK8l337DmAPbtVpCTXQK8PJeNSGCdPhPLYY6+wffsOt34PoeqoVSuE4GBfTp0qytWuDQnBmJONXeRvumH6zEy8Qzx3hmVs7EVUKgWNG0e6OxRBKFeiC14QhJvy/PNPodXGAecAH4pGCGYCBfj5K5g06S26ddvs1hiFIhKJhOHDh+DtneSwPDgklfffH8fddw+ka9fe1KpVi4YNG5KVlcWePXuw20vPbykIQkkvvfQ8YeHZwOUHwgvARcAPiUROZpaUYcOeJjs7210hCkKVNHbsy/j5p/znEytwBFAikfqTlKSkadO2WCwWN0UoCILgegaDgSFDhhMQEECbNm0wmUzs3LnzhmaZy+VyBg++Fy8vx+khQsPSmTTpbQYNeqS8wxaESmPixLcIr3HJYZlak0W/fr0YM0aJyWTi3LlzdOjQjbp161KnTh3S09PZv3+/iyMWqrr27esDcOLEeQC0waFiOdgyKszKQK5Wo/bzx+CBv7vY2GRsNhutWtXm0KE4d4cjCOVGdFgKglBmWq0Wb50MuNyRlXvNFmbCPXjZhOomNDQUL621lC0M1KpV48q/EhISSEhIqPjABKEK6927BwrFtQ81dqDos8AAKW3btr3hnFGCINyYwEAdl9tZcSYgFbU6SnRWCoJQbWVmZrJu3boy7RMVFYXGq7SOzUIaNBA5tITqrWnTBhQN4HZM622kXr16HDt27MpnsbGxxMbGuiA6oTpq374+Fy9mkJ1dAIAuNIzci44HsQuO6TOL2rQuLNwjOywNehOJCem0bl2HOXM2uDscQSg3YklYQRDKzGKxgL3004fdLnFRNML1mEwm7HZZqduI/1+CUL6KZiw4b3cmMxiNRtcFJAjVxPUWBbDZxKoBgiAIZWEymbDbrvfs56JgBMFDXe/+wmaViHt/waXad6jPqZNF+SslUileQcHoszyv082TGXJzsJrN6MI8d0JGbGwybdqKlFxC1SI6LG9S9x49+Gb293w750fu6dcPqVT8KoXqw2g0cuFCJs4naXuzd+8hV4bkkXr16sVPP33H3Lnfc/fddyGRuKdTMDMzk/S0Qpyd8m02HzZvvvlcGYGBgbzx9tv8MH8e70yaJGbXCgIwa9Yc8vMDnJZnXFKxffv2cquvWbNmzJz5Jb/8Moenn34StVpN33vuYeaPP/DN7O/pceed5VaXIHiy06cTKFqm3hE1J0+ec2U4N6RHjx789NMs5s2bTb9yfK6Qy+U89PBQvvv5J76c+Q1t27Ytl+MKgqeRy+U89NCDLFjwI7Nnf0OHDh3cHVIJEomEPnfdxcwff2DmD7Pp3aeP254NyiopKYmsLCvgOF6b1Y+VK8s2a1MQbkVFXTdvxe+/r8Rs9ndSKiE7WypmUwouI5NJad26Dif/zV/pFRiEVCZDn+18FrDggN2OPisT7/Aa19/WTU6fuUCLFjEecR4UhPIi4eqajpVCly5deO2112jTpg01atTgvvvuY/ny5cW2mTBhAiNGjMDf359du3bxwgsvcPz48RuuQ6fTkZubi4+PD3l5ecXKAgICWPLXn5gCfEjCjM1up6ZUiX+BicH97yUpSUyvF6qHLl1uZ9WquXhpj1H8NCInK7Mhbdp0Jz4+vsLjKK29uktwcDBr1y6nVrQcP7+imHJydJxPtNOnz30kJye7PKa77urNTz99SnDItUu9KkhMqEnHjr1ISUlxuG9pnn3+eZ565UXiJBayLSZ8FEpirDJWLPiFye9OKp/ghSrDE9trRZHL5ezfv52mzQqAgmJlOdmhTJu2nHffnVwu9fz++yLatosmJCQPMGMw6JBI6nEgNZPj+jwkEoiQKFFn5fPAPf24dMlxfh1B+K/K2l6bNWvG6tULCa+RwNUcsgBSki/WolevB8v0XFCRAgMDWbt2OTExKvz88wAbubk+JJ2HPn0GcuHChZs+dqNGjZj722KSlRKSrUYUUhmRdjnG88kM6n8ver2+/L6I4HaVtb2WhwYNGrBixSLCwg14e+cDMjIydJw8kcVdd91HQUHBdY9R0cLCwvjtzxXk+2hIshctrRohUaLNKeSBe/qRlpbm5giv74EHBvLNNxMJCr42j6WSuHPhtG/fnYyMDLfEVplU57ZaHhxeN3N0JCVJ6dPnvlu6bt4qX19fjh/fS3iNOKD4TEqDoSHPjpjA3LkL3BOccFMqc3tt0SKGAwe/5MUXZ3L0SAIhTZrR8bmX2PPDTEyV7Lu4W/0+9yBTKNk29WN3h+JQy5a1mTrtGZo2eYHjxx3nmhaEyqbSdb9rtVoOHTrEyJEjHZa//vrrjB49mpEjR9KuXTtSUlJYt24d3t7e5VL/gqW/ER/oxVFTHtkmA7lmIyeMeRzW2Fn0x++VZpSkINyqunXrYLObgHZAbSAcqA+0AkyEhoa6Mzy3+vPP32jR0oCfXypQCBTi65tK02Z5rFy5xC0xrV69lldemcy5s5Hk54UB4Vy6FM6Rw37cffeDN9VZ2e2OO3h01EtsNWaTZMgn32Lioj6f7aYc7hz2EIMeHFz+X0QQKgmLxUL37n3ZstlESnJNbLZQjIYwEuIj+frrv8qlsxLg22+/osedIYSEXATyAANqdToq1S6ahPlhtFnJNhk5aszjrJ+KX5YtLZd6BcFTHTlyhGHDRnLmdDjZ2UXXu6ysME6fCmPo0Oc8prMS4I8/FtOqtRk//xSKBjbo8fFJpXGTHFatWnrTzxVqtZp5S37jH/ScNuSRZzaRadRzyJRHdmQw38/9uVy/hyC4i1Kp5M8/F1G3Xgre3umAHsgnMDCZjh2VLFrkGX/ri5b/zklvGceMeeSYjOSYjBwz5nHaR86i5cvcHd4NWbJkGWPHfk7cuSjy84vOrelp4Rw8oKNPn/tFZ6XgEitWOLhu+qbRuEk2q1cvc+v7OF9fXzJMUtL0rSg0NwbCMVujyTV14FSOgtoNGrktNqH66dixAWazlTOnLwJF+SutJpPorLwJhZkZeHvwKmJnzhQN1Gjbtq6bIxGE8uNsPUePtXr1alavXu20/JVXXmHy5MksW1Z04//YY4+RmprKww8/zKxZs26p7mbNmqEKDyHTWPIEn282keeto1fv3qxds+aW6hGEyuDVV1/A2/sMRbMrAylafi0NOI1/gIrJk8fTs2c/t8boDm3btiWmthZwNItST1SUL127dmXLli2uDo2FCxexePFvdOvWjZCQEE6dOsWBAwdu+nhj3xnHIbPjG94jxlxeHDOG3xb/etPHF4TKLiMjgzvuuIvatWvTrl07CgoK+PvvvyksLCyX43t7e9Pjzk6o1ecdlFrRKmJpFRjKzrRUALJMBmoFB9C6dWv2799fLjEIgifauHETDRq0pnPnzkRGRpKYmMiOHTe/9HlFaNGiBXXr+uL4fsFARKQvPXv2ZN26si+zOOyx4ZxX2DEarCXKUkx6OjZtRFhY2E0NVhIET/LIIw8TXsMAmEuUyeS5tGxZm4iICLeugtS5c2eMft7kmEreM2ebjFj8fejQoQO7du1yQ3Rl8+OPPzF37ny6d+9OYGAgx48f5/Dhw+4OS6gmWrRoQZ06zq+bNSNu/rpZHsa89SYHLfmkn00jSKUhUK3DaLWSWHAOm91Ov/sHMnniu1gsFrfEJ1QvHTo25GzsRYzGouujNjQMfZZYDvZmFGZmoPTSotL5YMzLdXc4JRQUGImPT6Nt27r8/PPf7g5HEMpFpeuwLE1MTAzh4eGsXbv2ymcmk4nNmzdz2223Oe2wVCqVqFRXc93odDqH2/XuezdpCgmYHNd/0W6m74B7RYelUOVptVp8fBVcXQr22hG1RqKiKmYE0o22V3e5775+BAU5X2bNP6CABx7o75YOSwCr1crff5fPTYxfSAgGq+Nltix2OyofHTKZDKu15AtToXrw9PbqKufOnePcufLPm9e6dWv8/Z3clABSySVivOtc6bAESFPY6X1PX9FhKZRQFdtreeaJLW/9+t1FcIjRabmfXwGDBvW/qRevd9/bn/Mm5wMjMlVybrvtNpYuFTOuK6uq2F5vxv3334OXV7bT8rBwM126dGHhwoWuC+oad997L6lS5/fCaXI7d9/bv1J0WELRChLu6hCqjERbLT83ct184IF+bvv7bN66FfsMRdfeS0Y9l4zF3wlkSWzUr1/fo1Z6EIqrSu21U6eGxZYH1YWGifyVN6kwoyidiq5GTYynPK/DEopmWbZrX9/dYQhCual0S8KWJiwsDIDU1NRin6empl4pc+TNN98kNzf3yo+zde8tZguyUpaYkEmlmM0lR3cKQlVjtVrBfr3lVipmOZYbba/uYjKZKP3UKvt3m8rvehcQqUSC3V6p0iQL5czT22tlZ7FYsNlK20LCtcUyiRRzFTkHCeVLtFfXMpnMlH4llf67TdlZLVakpTyzSO12McOjkhPttYjFYqW0dmS3Sdx+3202m5BJnMcoFdflKk201fJTkdfNcnGdx14ZEnHt9XBVpb0GBOho0KAmJ45fXYXHOzQMfVaWG6OqvAw52dgsFnThNdwdilOnTibRokUMcrnM3aEIQrmoUh2Wl137glxynZfmH374IT4+Pld+atas6XC735csIdTo/M1ghE3GLz/PvbmgBaESMRgMpKbmAs4uhloOHz5ZIXXfaHt1l4ULfyU1ReO0PC3Ni59//sWFEVWcxLNn0SmUDstUUhmZyanY/u1NkUgk9O7Th48+/4wJ779HgwYNXBmqx2nWrBlTprzPF198Qrdu3dwdToXx9PZa2e3du5fsLJXTcqstjJPZOcU+i5FpWPnHiooOzSW8vLx49tln+PrrqYwa9RJ+fn7uDqlSE+3VtX79dSnJF52338LCEDZs2HpTx17w089Ey53fiwQabWzatOmmju1Mw4YN+eij9/jii0/o1atXuR5bKEm01yKzZ88jN9fPafnFZEW5rSyi1Wp57rln+frrqbzyyos3fM35beEvhFucDyAIN8NvvywqlxiVSiUPD3uET6ZN5bU33yh10LbgGqKtlp/ffltGcrLz6+alS1rmzFlQ5uNKJBJ69erFF198wkcfvUfDhg0dbieVShkwYABTpk3l7YkTiI6OLla+ad06aqi1Tuvxttg4c+ZMmeMTXKeqtNeOHYvetRw9Gg+AwssLlc4HfabINXxT7HYKMzM8u8Py1AXUaiXNmkW7OxRBKBdVaknYy3lYrs3JEhISUmLW5X+ZTKYbGnmZkJDAxROnqdW8AQmFxaeBh6q9sKdmsW/fvpuMXhAql7ffnsSSJd+g9b62Y1JKVmYUb775bIXUe6Pt1V3OnDnDgQMJ3NkzAIWi+HnCavHh2NFUjhw54qboyte7b41jzu9L2G4xY/3PoBAJ0Ebpw2vvvAoULde9YNkSsr2UpGFFIZXy7aCBpJ48w6MPDvHo/5/lzcvLixUrfqVJ0zBCQgoBG8OG3UFiopl77hnExYsX3R1iufL09lrZmUwmfv55Ma+8ci8+vmnXlKrIM0dzNOvslU8itT4E+Powb9kSxo95nZV//unagMvR0KFD+Oij8YSE5qFSGbCYOzBq1NN8+eWPfPrpVHeHVymJ9upa8fHx7N0bS5+7wlAqiw8ssNl9KZAEM+qj9xny6DCGPzS0TKu4rFi+nNfefgs/bxXZpuLL58UotexYu4Hc3PJZ0kqlUrFs2S+0ahVFaFghYOXR4d24kDSZfv0Gk5CQUC71CMWJ9lpk5cqVxJ17mxYttUDxNAWFhQGsW7uDrHKYUfLIIw/xwQdvExqaj/Lfa87o0c8wdep3TJ36Van7Hjt2jJy4RMJq1yDFVHyJyDClhswzcZw6deqWY+zWrRuff/sNF2Q2Mu0WoqQyBj72KFv+WsUbr4655eMLN0e01fITFxfHvr1n6d0ntMR102rRcfJEZplTHtSqVYu//vqVGjXBz68QkPHY4/dwYH8CAwc+hNFYdA1t3Lgxcxb9QrpKyiUsRMnk/PzQYGL3HuDp4Y9hs9n4auo01g56gEyZHIO1+EzKFmofZn0yTaw+5OGqSnvt1KkhGZdySU4uuv7pworSNRWKHJY3rTDjEj41PLcD+/TpC1gsVtq3r8eBA2evv4MgeLgqNcMyLi6O5OTkYqN6FQoF3bp1Y8eOHeVSh5fWi8b+wfSuWZvaOj+ivf3oER5Nu+CaqJWOZxoJQlXk5+eH3S4B2gGRQBAQA7TFbi/qmKmu7r9/KKtXpXLxYk0gBAgh+WJN1q/Pon//Qe4Or9wcO3aMN54bSWepN41UOqK0PjTU+NBF7sOnb41n25atKBQKFq9YziGVjePGPC4ZC0nW57PPnIe9UW1m/jDb3V/DpX77bR5dunoTEnIRyAZy8Q9IoUXLQtas+R1JKUv4CYIjEydOZvbsjZxPjMRiCQGCyMyoQU5uM85fKiBS60NtnR+9atSmgW8gK5Ji2WLO5d2pnzodQe7pWrduzedTxxEZFYdKdQnIR67IICIygbFvDGfgwAHuDlEQbsiDDz7Kyr8ukHwxgsv3CwXm5pwvqM+iuLPsNechbVqPGbO/K9NxrVYr9911N5GpubRW6qjl7UttrS+d5DoubNrBmJdfKbfvMH/+D9x5ZyChYZeva3n4+aXSpGk2q1cvRS6vUuNjBQ9js9no1as/O3fYSEutCQRjs4aQlBTBb78eY8SIkbdcR/v27fnss7eIjIpHec015623n+Lee/tf9xgPPzAIxck42it0xHj7EaPzo73CB9nxczwy+MFbjjEqKorPvvuWbZZczhjyyDDqSdLns9OcS4v+d/HiqFduuQ5B8ASDBw9j1cqLXLxw9bqZklyTjRtz6dv3/jIdSy6Xs2bNMho3ycbPLxXIA7IJDb1AjzsDmTev6DlVp9Mxd8lv7JYaOGnM45JRz4XCPPaY8/Bt14JPphUNlMvIyOCR++6nlVFKM6WOKK0v9bx8uV3uw+rZc5k9q2zXckG4Wbfd1ohj/8lf6R0ajt1mQy86LG9aYcYldOGe22FpMlk4ezaZ9iKPpVBFSLjuSuueRavVUrduXQAOHjzIqFGj2LhxI5mZmZw/f57XX3+dN998kyeeeIIzZ87w1ltvcccdd9CgQQPy8/NvqA6dTkdubi4+Pj7k5eVd+bxhw4bM/P039pnz8JYrqeXti1Qi4XxBDtkmI82UOt5/5nm2bNlSId9dEDzJoUP/0Kz55SUlggEVUAhcAtSsXpVX5oeGm+GsvXqCyMhI+vXri1Qq5a+/VhEfH+/ukCqEVCqld58+1GvQgMS4OFauXHllJsiw4cN5cNxrnDE6Pv92kuu4t8sdXLp0yZUhu0V0dDTbdywlPNxxLoycnFAeeXgiK1eudHFkruPJ7bWy8/X15b77BuDv78u2bTvZu3cv+44dJcNXjR2Iz88h33x1xLCfUoXi4GmGD3nIfUHfpLVr/6BnLzVgdFAq5eABP1q37uzqsKoc0V5dZ9To0Tw2dhQZFgNx+XnkXDMrspNcR7/OXcnMLPuLpqZNm9K1e3f0BQWs+OOPcr3ehoWFsWfPKmpGJDksz88PZsQzn/PLL4vLrU7BMdFei2ZA9ezZA73ewO+/Lyc9Pb1cjrthw19076HA8TVHxoH9Otq06XJDx4qOjuauu+8GYNXKleU2A/mrb2fi26MT6YZCh+VdJFo6NGshZnd5ANFWy0dERAT9+vVFLpezcuVqzp07V+ZjPPzwUGbNegUv7bWrlBS5kBRB27Z38fCjj3L7/x4jXu/4efZ2uQ/d27SjsPBq++vcuTOt27UlPS2dFcuXU1BQ4HBfwbNVxvYql8vIyv6Fn3/+m8WLilILNBk4mBqt27L/5+o1WLw8+UfH0HjAINa984bHLq37yqgB1KtXg6ZNXnB3KIJwyyrdkNe2bdsWy7kydWrRaKY5c+bwxBNPMGXKFDQaDTNmzMDf359du3bRu3fvG+6sLE3f/v1JU0rADPkWE8eyiz8EXZRYGDjkQdFhKVR5Go0G/wAVcDmn67VLLhuoWzfKxVF5nvPnz/PNN9+6O4wKZ7PZWL1qFatXrSpRNmDQAySa9Q72KpKpltO1a1eWLl1akSF6hLvu6k14uPMl/Xx9c3n44QeqdIelUHFycnL46aefr/w7MDCQAikcyXL8wjbbZKRDg8o5AjMmJgJw3PEPNoKCtCiVyiqxpJNQPXTp2YOtl5Ix2awOyzPVcrp06cLy5cvLfOyjR49y9OjRWw3RoTvuuIPwGs6va97eOTz88GDRYSm4xPHjxzl+/Hi5H7dWrXCcX3OsBAf7IJPJsFodt9//io+PZ+Y335RrfADNW7dir5POSoA8WVFnaVxcXLnXLQjukJSUxMyZs27pGEOH3o+X1vmS0eE1LHTr1o277+3PUSedlQCZcmjXrh2bN2++8tn27dvZvn37LcUnCDejZcvaaLVqjhyJv/KZd1i4mF15iwr+HfDnU6Omx3ZYnjhxnv792+Pj40VurvN7AkGoDCpdh+XmzZuvu2Teu+++y7vvvlvuddvtNq63WJ8YtShUH2LpSuH67HY7pZ2y7VSf8+b1v6ek2vwuhIp3vbZXuYm2JFQtdpv9OndVdo/8m7bZbP+mB3DObreVWi4Ins/z2l5ZScR1URBKKGoTzq9hdnvRde4GjiTal+AxunRpjF5v4szpi1c+04XXJPPcGTdGVfmZ8vMwG/T41Iwg9ehhd4fj0PHj55FKpbRrV48NGw65OxxBuCVVKodlRVvx+3JCTM5vRGra5fy2YKELIxIE99Dr9WRcKsD5KUTDyZNiBG9VpdVqefzxxxg//k3uvfdeZDJZsfKGDRsy+rXXGDXmVbZv2kSU3Hk+00CDpdho1Kps5crVXLyocFqek61j7lwxC0UoH5mZmUgKDEid9Fr6K9WcPnrMxVGVnUql4qGHhjBhwlsMGfIgSqWS2NhEQO1kDxlpaTlXlqUWhMpg6aLFRClLu1Zab3gFF6lUSt977uGNcW/zxFNPotPpyivMEvXIZFIK8v2dbpOf58fcuYsqpH5BKKuoqChGj36Zt956nRYtWtzwfufOXaAo9YUjMlJSsq/MruzatStj336L/z3/HEFBQbce9A06sHsPoWqt03KtxVZlU1MIlUNwcDD/e+F5Xn/rTW6//XZ3hwPAvHm/kp/v57Q8+aKcTZs2sWLpMmqpvZ1uF2CBPXv2XPm3RCKhd+/ejB//JiNGPI2fn/M6BKG8db69MSdOnMdiKbouyVQqvAICKMyo+il4KlrhpUv41IhwdxhOJZ2/RE5OAbfd1sjdoQjCLat0MyzdKTY2lqy4RMLrRZCsL74GfYBKgzIzjx07drgpOkFwrUmTpvDzzx+h9Y69pkRCVmYUb731ijvCEirYK6+MZNSoEYSGFaJUWsjPG0ha2ns89dSL7N9/gPlLfsUnKqJo+WwgzGSndlAYF1ON5FuKL88YqfTi8PZdN5WTqzI6f/48+/bGEnx3GApFzjWlWhISrKxbt84tsQlV01effcazE8dzwFj8700mkdA9rBaH/C969NKpDz30IB9+OI6QUD0ajRl9oYKPPhrP11/PoUXLxwkLS+DamS+XLtVgwoQ33ROwINykxb/8wsuvjSFZoSDfUryzPVLpxYGtO8nOzr7ucdq1b8+MH2eTrpCQIwMNEp57bQyLfvyJzz7+uNzibdu2LQsWfEdIqBkfHxV2ezASybXLT6s5f17GsmVlX8ZWEMqTUqlk4cKf6NixAeE1jICNl195kHNn8+jff/B187qOHTuBlc1+JtTRNSe9Ju+88xp169blp8WLyNeqyJKDAgnDXxrJzrXrefWllyvuy/3r0w8/YnmvnmRI9FiumdXcTKXjh2kzKjwGQXBEIpEwdfpXtO9xB8kqCWa7nZ6PPYI238CwQYPdukzxkiVLmTBhLI0aqwFDsTKjwY+tWw9y6dIlfvz+ex4b8TQpMjkGq6XYdrWVWv5esQq9vigFSosWLVi06EdCwyz4+pqwmOW8Pe5F5s1dxttvT3TRNxOqsy5dmrBq1b4r/9aF1QAQHZbloOBSGr4Rke4Owym73c6JE+fp1Kmhu0MRhFsmZliWkdVqpV1QDe4Iq0VNLx3hGm9uD42ka2gU9htaLkIQqgaz2YLdrgHaAuGALxABtMNul99QHhehcnnooQcZN+4pIqMSUCrTgSy8danUrpPEvPkzWLFmNdm1QtlnzuN8QS7nC3LZY85jd1YqfYMjaabUEabxJlLrQzuFDsOB44wc8ay7v5ZLDRkynA3rL5GSUhMIAPzIuBTO3j1yevceIJYTEsrVogUL+fP7H7k/oh51ffwJVWtp6h/MgKgG7MlIxlg3gllzfnR3mA516tSJadPGUys6EY0mDchC45VGregEXh3zOFM/n0NCfC30+mDAF5MpiPOJtXh34jf89VfJfLqC4MnMZjOD+vWnSYHt32ullkitD+0VOgr2HeWl/z133WNEREQwc97P7KSQE8Y8LhbmcbYwl63mHO55+jEefeLxcom1Ro0aLFkyh7r1kvHxSQUOIZGEAc2AQMCPjIwwDh7Q0qvXveJ+UHC7+fN/oO89EYTXuABcAjIJDk6mQ0c769atuG66mQMHDvDCC+NJTLj2mhPN+PFfsXXrdn75YzmH1DaOmvK4UJhHfGEuO8251OvTnXfem1Th3zEpKYkXHnuCzlItDVU6QjVaojU+dFb4sG3RUr6dITosBfeY9OEHxPTsyk5LHvEFuVwozOOIKY/DXvDrn3+g0WjcFpvVaqV37wEcOuhNZkYY4AcEknyxJqtWJfH44yMAyM/PZ+iAgbQxyWnyb/uK9NLRQa7j4pZ/eOu114GiWaTLl8+nfoNUfH1TgSzkinQiIxN57vl7ePnlke76qkI10ahRJMHBvhw6dO7KZ7rwGtjtNpHDshwUXEpHGxyCTKF0dyhOHT92no6dGlz33kYQPJ2YYVkGtWvXJrhuDH+cP0OASk20tx9SiYTTORlsM5ynRaAvHTp0YNeuXe4OVRAq3KRJb+GtO/7vv8KBIKAQ2EtAoJoPPpjAwIEPuS9Aody9/fYYAgIvOiixUbNmOnJdY/YlnitRGleYS4DZzpxJH1C3UUP0hYUsXrCQhISEig/awxgMBvr2vZ969eoxdOhgVCoVv//+Z7FlhAShPB07fISzGWmoVEr8vTVkmwz8nngK27+d4x1btyQ8PJzk5GQ3R1rcRx9NJCT0AiVzh9kJDb1I37530rBhWwYPfoCmTRtx9mw8Cxb8QkFBgaPDCYLHS0xM5Pa27enSpQs9+vSmID+fXxf+csPXytfeepPjEhNmBwMoDxpyeOGVl5n745xbjnPcuLFERmUClzsi7cARwAsIJeOSjgEDhopVZwSPEB4eTsdOTVCpkhyUFhAd7U3v3r1Ys2ZtqcdZuvR3/vprFQ8+OJimTRtw5kwcCxcuoqCggBdfeYUEhQ29wVJivzOmAvoNeoCP3nu/wlcz+GfnTjo0a0G//v1p3b4dqckp/DJ/frVZyUTwPGq1mj4D7mWrKbdEWaHFTKJaxfAnnnBrh/qFCxdo1aoTt912G/fc04fCwkLmz19UYgnlM2fO0KlVa+7s2ZPO3bqSm53NogULuXjx6rPxa6+NomZEFlDyXODnl8ILLzzFl19+LQaoChWmW7emmM1Wjh9LvPKZT42aGLKzsVlK/l0KZVOYnoZEKkVXowbZCfHuDsehY8cSePKpXjRqFMnx44nX30EQPJTosCyDAfcPJFUpBTNkGg1kGlOKlV+QWHjwkYdFh6VQ5anVaoKCtMDlB+BrXwIU0rhxXRdHJVSkgIAA/PzlgLOZ5Plo1M4n7acoIKp2DJPGv1Mh8VU2Z86cYdKkD9wdhlANDHp4KHEWA7n6a5chLpKmktK7Tx9+mjPHtYFdR61aYYCzhywT0dGRGI1G5s37f3v3HRbF9fUB/LuVXqVXG4odexe7MRpr7InEGk0zicaSaDQmMfHVaGKL2MvPFo2KiTUiGgsqzQpiQ0E6CAILbL3vH0Z0YZfOzu5yPs9zn8SZ2ZlzZ+YMM3Nn7uzVZViE1LiLFy/i4sWLFf5d644dEFaoucGeASgQC+Hu7o7ExMQqxde9e0cAxbt/BV4+tBYHmdwFz55pahwiRPcGDnwLrq7aGwptbHMwceLYMhssAUAqlWL37v+VGP7OyOG4U5in9XfPBQzt2rXTSSO+UqlE0NGjCDp6tMaXRUhZOnbsiEwh09R+BwB4KpVgxJjRevEG8JUrV8rMUcYYzv7zD85q+YRH//7+EAi0PyBgZa1Ao0aNEBsbW6VYCdGmh39z3Lv3DIWFrz8vYO3mTt3BVhNJZgZUKhVsPLz0tsEy+r/vl3br1pQaLIlBoy5hK4AvEICVeNL/NRUYBEJqAybGj8/nA7zSnwykHgiMC5/PR8k3nYor5fjIGIR0fCRE5wQCQdHblBrxYJDnLtTNDSEVwxiDQCCo8eXweNDJcggpDz6fDz6/tL8XDEJh1fZXPo9f6hkyA+UEqZ34/DJyg7FadT7H4+nm7zCpvXr2bIFbt9S/C2vl5gEJNVhWC6ZUoiAzAzaeXlyHolVhgQwPHiShW/emXIdCSJVQg2UFnPzrbzjKtJ9yuTIhgg79qcOICOFGfn4+srNk0H4IMcXjx1V7gp/UHJFIhEGDBmH69Gno2rVruX6TkZGBvFwA0HZRaQ6pVPvvXZQ8HA86VtFQCan1BAIBBgwYgOnTp8Hf37/oxg6fz0efPn0wdfo09OnT57+HCko69udheAhMtM7foVCJYC1PinMpNTUL2jsCESIxUdMbXoToHwsLC7z77ruYOnUKWrZsWa3ztra2xpgxYzBpyhQkxz+DvYn2b4FZqoCEhIQqLzMq6jYAK63jJXmiEl3pEcKVs2eDkZyk/aGc3Fxr7N9/pGrLOHUanqaWWsfbK4GIiIhyzcvS0hLvjhqFyVOnonnz5lWKq7Ls7e0xYcJ4TJ48CQ0aNOAkBmIcwsLCYF9KL5ReppY49ffflZq3s7Mz3nv/fUz84AN4enpWMsLqFRoaAcBG6/i8XHGl3q7k8Xjo3bs3PvxwGvr166f1nJ/Ubk2aeMLFxQ5RkY+KhoktrWBqbY38DLpuqi6S9DTYeOhvgyUA3Ln9FN27N+M6DEKqxPAeqedQdHQ0ChJT4ODpgAxpgdo4a5EJrPKkCDl3jqPoCNGtn39ejcDAb2Bh+aTEuKznnvj66/G6D4qUaeLECViyZB6cnAphbsGQlcVHWiofEyZMQ2RkZKm//fXX3/HTzzNga1v8W3c8pKQ44VlqImzNTJEtK1QbW8fEDE2c3dGjdy9ERUVVc40IMV4jRgzDihXfwdFJBktLFV5k85CWJsLvgbswYcoUZIiBAqEAZgoVfpapsODzL0t0U/VXUBAWLPkWliIR8hRytXFOYjOk3n+sl9+TXbx4GXbv/j/UcSjZwJKR4YZvv/2Sg6gIqZilS7/FxIkj4eIqhVjMkJ42E/HxBRg+fFyVu01dtmIF+gx+G2kmfCj4gJtSAEc7OwQlPSrxVnVTEyvs3rilWr6btWTJT+jdOwhu7nko3rNCTo4TtmzZTd/nInrjyZMnuH07Hk5OdhAIi39HzxRJiSIEVfGBusD16xH8/gSk8PklviHrLTbH5TPnkJ+fX+Z8Fv/wPd4eOQJpJjzI+Ty8L1VClZGF90eNUftOXk3h8/kIDFyLAQO6wtVVBoEQSEn+FPfupWLEiHHIzs6u8RiIccnLy8P1Cxfh2asLEmTqOSDmC1BfKcDkjYEVmqdIJELg9m3wbdcG6SZ8MB4P0+fPQdK9B/hg/IRy5VpN+fHH/8Pgwafg7pGL4p9Ryct1xJ49h6BUKjX/WIvevXshMHA1HJ3ksLZWITeHh/T0lZg1awGOHz9RjdETQ9e7d0vI5QrcufP6us7GwwMAIKEGy2qTl54K7y7dwePzwTR8N14f3L79BKNGd4OnpyMSEmjbE8NEj+ZU0IvsbPRw8UJnJw84mJjB3sQU7R3c0N+tHvLztH+7ghBjk5ycAsAWQGsADgDMAbgAaA8GM7x4ofl7aYQ7gwa9jZUr56Fuvacwt0gFkAY7uxQ09k3DkaO7ynw6NTBwC7ZsPo2kRC+oVPZ4+ValAxLi6+KTjxdhcP8BaJyrQFdHd9QxMUMdEzN0cnRHV2dPHE58iKEzpmLS1Ck6qSshhq57927YsOF71KufAEvLFABpsLFNhU+jZCxf/jXuihSILsxFXF42ogtzcJlJ8NPv69CqVSu1+SiVSowaPAQtC/loKraCndgUDqbm8BNZwT4hHQFjx3FTwTKcOnUGP/ywGYnP6kKhqAPAHAq5PZ49q4ul321EcHAw1yESUqp582bjk08Hw8s7HmLxy7+5jk7JaNuuEMHBf8HMTPvbkGX5btmPaDHkLVxS5OC+JBuPc7NxKT8T9/KyMdqzMRqYWcFWbAo3M0t0Elnjzol/sHbVr9VSr8ePH2Pq1NmIf1oXhYUvz/9UKlskJXlg755QLF/+S7Ush5DqMnLkBFy+XICMdDcA1gAs8OKFM6Lv2mLAgGFQVfGGY1ZWFqaOfw9deJZoZPoy91zMLNFOZIX8G9H46vMvypzHvG++RqfRw//L6ReIy81GpCwXj+tY4PDJEzAx0d5TQnUJDFyDceNbw8MzAQJhKoBUuLgmooe/Kf75568aXz4xTl9+8inkt2LRVmQFFzML2IpN0cjECp155pg0Zhxycoo/SFC6bf/bDcsOrRAqz8HDvGw8ys3CNXkuZE3q4cDRqr0tXVXPnj3D++9/jKdPvFBQ4ADAAoAdkpPccfBgFBYv/qFC82vWrBl2/28tGjRMhLX1y2sBK+tU1G+QgC1b/g/t27eviWoQA9Wrd0tE342HVPrG9yvdPaGUyVD4Ipu7wIyMJC0VApEYVi6uXIei1c3/ugX29+empwZCqgMPZX+UrNaxsrJCTk4OrK2tkZubWzTc09MT+/45iWvyXLiaWaKelS0AIEGSgwRJDvzEVpgz9n16g4jUCteunUf7DgV4+dyDOwATAPkAkgCY4I8DCRg7NqDG49CWr6SkyMjL8GudjeJPfL5kje3bojFlyswy5+Pi4oIPP5wCb28PREbewvbtuyCRSAAACxYtRN9pH8D8vxsrT/KykZT/+mGObjBHp5Z+9PZFLUX5Wn6XL59F5y5yAJr60jLHwxe++CshXm2ohVAEp8cpGDFocIlf8Hg8DHjrLbz1zmDIZDLs37W7zLeq9YGdnR2mTZsEX18fxMQ8wJYt25GVlcV1WLUC5WvlCYVCxMZGoF79eI3jpYUO+OqrXVi37vcKz9vMzAwXIsNwUaF5mzQxs8aT4EtQ8YDkpCTs2LwFiYnV302/mZkZJk6cgI4d2yIxMQWBgVur/NYoqTzK17K1adMGkyZNgImJCY4c+RunTp2u1vNRoVCIkaNGoWtPf+RkZ2Pnlq148OBBmb8Ti8W4dCMSF5Wat1sDUysE/bwa27durbZYi7O3t0dU1Dl4emnuNjo72xmjR32Ns2fP1lgMtUVtzdXGjRvj/cmTYG1ri4vnQnDkzz+hUJTSX6wG3t7e+N/p47gu17zeWout8OWY93Djxo1qiLjyTExMMGHCOHTp0gFpaRkIDNxaqd5MTpw4jLcGWgEo1DBWjAvnlejV6+0qx0u0M5R85fP5yMjYg6NBV7Fzx+uHOlu/Pxk2Xl64/cdeDqMzLnyRCJ1mfoYbe3Yh4eplrsPRavOWT3Hh/B1Mm7aW61AIqRTqErYChr/7LlJN+IAcSC7IQ3KB+huViXwlxgVMpAZLYvRMTEzg6moL4NVJW1yxKRRo3Zr6TNcnNjY2cHQ0A/BcyxQ56Ny5bbnmlZKSgu+++1HjuP6DBiHyhfZuJ3KFPDRq1KhS3+8gpLYQCoXw9HQEoLmxA8iHg2nJUziJQg73enU1/oIxhlMnT+LUyZPVFqcuZGVl4f/+bxXXYRBSIW3btoWtrfYPO5uYZmLChFGVarDs1q0bMkR8zc8yAHgozYOXlyeGDazZm5gFBQUIDNyCwMAtNbocQqpLZGRkjT6oo1AocGDfPhzYt69Cv+vQoQOeCwFo6SnyiTQPo9+bUKMNlv3794ebm0zreFvbF5g69X1qsCSVFhsbi4Xz5ldpHsNGjiy6H6fJM74SY97nvsFSKpVi27Yd2LZtR5Xm07hxPQDaHgSSoV59/f6OHtGddu0awtbOEuFh6g/J2Hh6QZJOXYJWJ5VcjoLnz2Hr5a3XDZa3bj5Bz14tuA6DkEqjLmErQGwihqKULmMUKpVOumshhGtCoRCa39J7jcfTTSykfEQiEXSyzcqYiQovnyQnhGgnEAhQdgcYmsczOvYSwjmRSAS+oLQcZv/leeXmrSwlz5UqBhH9nSXEYIhEIm1tlQAAJWP/XXvVHBMTMQSlLkIFU1O6z0G4ZVKO+3GmpqY6jKhmlXVtzsPLHlQI6d+/NXJzCxBz73UDN18kgqWzCyRpqRxGZpzyUlNg512P6zBKdePGYzRo4AoPDweuQyGkUqjBsgLOnjoNh1J6rXDliXD67+O6C4gQjkgkEuTmKvHyNFkTMZ49S9NlSKQMGRkZkEhKO+Sb4smT0ruMs7KywsCBAzF48GA4OJQ88alTpw5yMjPhaGqudR62jE9vVxJSjIuLC9555x0MGDAA5ubmkEqlePFCCu3HWBEkGs5HRHw+8rMq/v3gjh07YtiwYfDz86vwbwmpjQQCAfz9/TF06FA0bNiwxPgbN27gRbb2m/tKpS1CQi5WatlhYWFwUmn/e+5paoHgU6crNW9CSM2ytbXFoEGDMGjQINja2gJ4+eZnnVJaLD1MLXEh+Fy5l9G4cWMMHToUPXr0AJ9fvts9//57EcnJ2lss8/NtEBRkWD00EONz9vQZOGp5uxIAXCHCmeMnKjXvN8/Fq/KN6eqUlpYN7Z3i8ZGZmUefWSEAgH79W+PGjcdQKV836Fu7uYMvEECSTg2W1S03NQXW7h7g1/DDRFVx48ZjqFQq9OnTiutQCKkU/c0uPXTjxg2w9OewdbRCtky9H3kLoQh2BXKcPFG5EyRCDM2aNRuxcuUnsLAs2U1J1nMPLFw4jYOoSGk2bdqBbxdPgLV1ycbktDRnfPPNPI2/4/P5WLPmFwwe3AuOTnII+EBamgihobcwceI0MMawYctmNG3fFgXmpmhha4+g+PtQFXsDrK7YAsF/nYRMpr3LKUJqEwsLC+zdux1t2vjAyUkBuYIhPU2Mgwf/xqpV6/HLqs9ga5tc4ndyZRNcSS3ZvU9LsTVW/qw5jzXp2bMnlq/5DS9MBJCKBTCTKWGaV4hPpkzlvDstQvTV5MkB+PrrL+HgKIW5OZCRLsDTpzl49933ir4VmZeXh/Pnr2PM2CYwMckuNgc+kpPssXLlbxVedp06dbBtz//gXMcBblkKJOWrf09JxOejvkqISRs3VrJ2hJCaIBQKsTZwI/y6dEKm+GUj4iKZCpGXr+CzGR/hdlg43Dr6IUlWoP47Hh8NmRAz16wpcxne3t44eHAXPD0tUcdBCYmEh4x0ERYv/hl79+4v9bdxcXGIiU6Ck5MlBIK8YmNFSEk2x549FevqlpDqFhkZCWRkwdbRUuP9ONsCWYU/fWBpaYktu3fBs0ljPBfzIVAxfC9nOP7nYXy3cFF1hl9h3323HHv3rYCNzZMS43JzPPDzz9/rPiiid2xsLNC5sy/WrDmmPtzTGyqlEpLMDI4iM155qcngC4WwdvdE9tPin8fSD7m5BYiNTUSfvq2wc2dw2T8gRM9Qg2UFJTyNR/9Wg/EwNwv3c56DMYYGVnbwtamD29fC6AknUmvcvHkHPJ4LAHsATwHkA7AGUBeAAgkJCRxGRzRZtWoNfH0b4513usLZ5QWAAiiVVkhNscGSJb9o/a7P5s3rMWZMK5hbvN6mHp7AMOd6+OuvQ3hRqIKycV2EynKBnFxkqWQY6t0YN5+nIDk/D+ZCEbyZEEm3ovHN3PI3phBi7M6cOYYOHYQQCF8++CESA951gQ9n9MWWzULs2B6MsWPfgotrDgAJlEoLpKba4satm/Bu4AOFqQWy5VLYikzQgIlwdOf/8PexY6Uu85U2bdtixZZAXC7MglLGgP+eIzAxFWDbwf0Y2X8g4uL08wKMEK6MHTsay5d/gToOr78v6+IKuLiaIiTkONq27Y7c3JeNiNOmfQxX1z/Ruo07HBxeAJBDKrVCWqo1AgI+QnoFvykkEolw7MxpxFoKEJT0CAM8GsDb0gYx2emQKpXwNLOEu5Rh+nsTi2IghOiHHXv3QNzKF1dkuUXfn40F4NW9I7bu3oXpH0zCwaCj8KvvhSdMBqlSAVeRGeqqhPh48hQ8f67tG/Qv2dnZITj4GOo3SAWQAwCwsXlZVv/6NfLzJTh69K9S5zFy5AT8889faNjQBbZ2LwAokZ9vg+QkMwwZMoYeOCR6YdyIkTh84m/kWlshXiUFYwyeQlM4FCgxeuiQCt+PO3LiOJKdrXFVlqP2bcwOo4djqUCAbxd8Xc01KL+HDx8BzBZAawBPAOQBsABQFzw+H9HR9ziLjeiPvn1bQSgU4Pq1+2rDbb28kZ+RDqYsrdNxUhmS9DSoFArY1auvtw2WABAV9Qj9+rXmOgxCKoWHsj+SVOtYWVkhJycH1tbWahf8Li4u+PN8MK7Kc+BtaYN6lrbg83iIz3uBR7lZaC2ywicjx+Du3bscRk+Ibly+fBaduygAiAB4ABADKACQAMAEu3c9QEBAzb9lqS1fiXYNGzbE559/DA8PN9y8eRtr125ERobmJ++cnJwQEXEG7h6aG6CfP/fE4xwLXMxT/72YL0ATWwf4mFnhzN8nsGbFSty+fbva60IMC+Xra/7+/jh8eCXs7FM0jo9/6okWLbqjTp06+Pzzj1C3rjeio2Px22/rkZqaCg8PD8z45GPUbdgQcQ8eYOO69UVvd5XH3/+cQby7HQqUJfuWtRObAmF3MPm99ytdP2L4KF9LiomJQGPfZGi6fJLL6+DbRYexfPlKteFt27bFJ59Mh62tNS5cuILNm7dBIpFUeNkT3n8fY76dhweFr7eFq5klfGzsIeTxYVkoh1/jJpWaNzF8lK/6q0GDBth+PAhhcs3bpYPICu8NGISnT5+iffv2mDzjQ1hZW+FiyAXs3rED+fn5ZS7jhx+WYN78fhAINDVs8nHntgNatuxYrnh79uyJ6dMDYGpqiqCgE9i37wA1VlYjytWq4/F4eGvgQIyaMB4CgQDHDv2Jo0eOQFnBhpneffpg3obfcEemeTt0FVqhT7uOnP1dDQo6gHeGOABQAXAHYAagEMAzAAxn/ylE//5DOImttjCEfN269TP492yBKZPVe+7ouWAx8p9n4tG5MxxFZtxajBqPnKRERO7YzHUoWrVp0wC/rJoKv1af4tatJ1yHQ0iF0BuWFTBi1CikiHmAHHia9wJP89S/E/VMoMJ7kydhwew5HEVIiG6IxWJ4ejoCiMfLRxHvF5tChk6d6EkeffXw4UN88skX5Zp25MjhcHUt1Dre3j4bGXwnoFiDpUylxM3nqci2KMCN8HBqrCSkmBkzJsHOXvv3Jl1dZejfvz/+/PNPfP753BLjnz17hoXzF1Rq2Xw+H46eHoiVa15+lqwQXVq1rNS8CTFWDRs2hK0tg7ZnPUWiTIwePbREg2VERAQmTfqwysuf8EEAHkjVu2pMLshDcsHLYc3ElmjZsiVCQ0OrvCxCSPUZM2ECkkRQe3vrTUliHsZOGI/ly35CWFgYwsLCKryMd97pD4EgU8tYFerUEcLd3b1cDzadP38e58+fr3AMhOgKYwwnT5yo8ueYAqZOxRMm1To+w0SAvn37IigoqErLqazmzRvhZeMkADwqMb5RI2+dxkP0D4/Hw8C32+H8efV7LQKRGJYurki7F81RZMYvNyUJ9vUbcB1GqW7ffoKCAineeqstNVgSg1O+r7ATAIClpQXkTKV1vEylhIWlpQ4jIoQbYrEY4JX+BCOPp6NgSI2ytLQAX6D9uAcoIShlWysYg6WVVbXHRYihs7CwQFG/cBqIxICFhXmNLFsoFJb4xmxx1P0GIerMzMzK+HsICAQ1d2klMhFDUUpXd0oeD2ZmZjW2fEJI5VhaWUKm0n7dJFcqYVHFc2VeGRdePL6Sjg+EFGNuYQ55KW9lqgR8mFtY6DAidWXdT+Hxys59Ytzat/eBi4sdrlyOURtu4+UNvkCAvJRkjiIzfrnJSTC3rwNTG1uuQ9FKLlciKvIx3nqrLdehEFJh1GBZAeeDz8FB+71FuPBEOHeaXrcnxi8vLw/5ktJuZ4uQmlr6t1aIbtWrVw+9evVC48aNK/S7c+cuICNDrHV8YaENcvO1dxPloAAuBJ+r0DIJqQ1Onw6GtNBG6/jUFCFCQ6/WyLJlMhlQKAUfmm9yiPkC5GVnV2reJiYm6Nq1K7p160Y3R4lRefDgAfIl2v8eApa4eze2xpZ//UooXE213zh1EZrAzMwM5uY186ADIaRy59PnzwbDiQm0jndU8XH+bHCV4nr06AkA7blfWGCCp0+fVmkZpPZp1qwZevbsCU9PT65DqREh/5yFm1h73tgWKHDtas2ci5fH8+d5ALQdO/h48aKwwt/sJMZlyJCOyM7Ow93oeLXhdnXrQSmTQZJZse+lk/LLSXrZY4F9/YYcR1K6sLD76NqtCays6LqcGBajbLBcvHgxGGNqJTm56k+WXL9+HaLsPFiJSt6sMBUI4SRT4djRo1VeDiGGIDBwJ/JynTSOy8x0xnffLddxREQTHx8fBF++hB0n/8KcwLX4PegQ/g27jjZty/eUVUREBOKfFuDlNzOKEyHxmQiKzByYCkr2MG4pEkOUnYerHF7oEaKvtm3biZQUK2i+EWGBBw8y8ODBg5pb/sZN8DXV3CtEc7ElVi/7uULz4/F4+P7nn3AxKgILtwfim60bcT4iDMtXrwKfb5Snm6SWKSwsxJkzFyEttNU4PiXZAUuW/FRjy1/zyyo0hgn4Gt6mcDWzhK2tLT5e9TNCIq5j9bq1EAi0N5AQQirm5fn0RfXz6evXynU+/c+ZM7DJl8FcICoxzkIoglW+FOeCq9ZguWjRj0hL1XxdVlhgj6Cg05DLtfRJS0gx/v7+uBwZgTV/7sdXm9Zhz5mTOBVyzugaLnds3Yq6KgGEvJLnqXYiE+QkJOLx48ccRPbSTz+tRnaWi8ZxL144YfXq9TqOiOibocM64drV+1Ap1XsAsatbH3lpqQA1aNcYeb4EBVnPYd9AvxssQ0PvQSQSYsCANlyHQkiFGO0dpDt37sDFxaWotGjRolrme+/uXQxyb4hmto4Q8fkQ8nhobFMHQzx9kBifAJWq9K6iCDEWq1evwdGjt5GR7g7AAgAPgDVSUryxds0fOFvFJ4VJ1bm7u+PA38cQa2eCcHku7klzESXPw01zYPP+vWjSpEm55jNkyBjci7GDROKEl58+5kNa6IC4x24YOnQc3n93FDrBHPVNLSHk8SHi8+FjagU/mQATRr5bo3UkxFAVFBRgzJhJiH/qBZmsDl6ekomQl+uEO7ctMGLE+Bpd/uaNG/Ho3CW0N7GBndgUPAAOpuboYmqLc3v/wMmTJys0vzUbf0eL4YNwUZmLaGkuomW5uKTMRcO3+2LTju01UwlCdOyTT77EpUsvkPXcFYApAB6UShskJdbDvHk/1ehDBqmpqfh61hfwN7GDh6kl+ODBTCBEBwc3tHNww99JjxEjy8MlRS48+vXAjr17aiwWQmqT1+fTpurn0xa8cp1PM8YwYcS7aM9M0MDUCkIeH0IeHw1NrdBWaYIJI6p+rnznzh0sWrQayUn1oFLZ4OV1mSmeZ7rh/Pk0zJlTuW9ek9qnQ8eOWLl1E8LFctyQ5+GeNBdhilw8dbHBkdMnUadOHa5DrDb5+fmYGTAJ3UXW8Da1hIDHg6lAAF8TK/jkKjBxzFhO4/vzz8PYuvUUUlM9AVjhZV5bIj3NE/v2Xsb27bs4jY9wq1EjdzRr5oWLF++UGGffoCFyk8v+ZjGpmpykRNRp2IjrMEqVmpqNBw+S8M6QjlyHQkiF8GCEnylavHgxhg0bhtatW1fq91ZWVsjJyYG1tTVyc3OLhjs4OODYxfO4psyDj7U96lrags8D4vNyEPsiE35CC0x9Z3iN3qwgRN+0atUK8+Z9Dg8PN8TE3Mfy5at1+iSitnwlQOD2bTDt2gYZ0oIS4yyFIjg+TsGIQYPLNS+RSITRo0fhgw/GQSAQ4PDhv7F163YUFLyct5mZGd4LmIh3RoyAUqnAob378Mf+A/Q0N1FD+VqSpaUlZsyYjsGD+0MqlWLz5p04ciQIylK+qVOdWrRogU9nfwl3T088un8fa35ZhYcPH1ZoHq6urjgUchZX5Tkax3cQWeG9AYOoOzoDQ/mqXffu3fHllx/B3t4e169HYOXK35CamqqTZdvb22Pmp5+iR+9eaNqiOa5mpyFe8qLEdO1EVpg2ZATu37+vk7gItyhfa051nU+bmJhg/HvvYdjodwEGHD7wB/bt2fOym/Zq4ubmhq+++hxt2rRCenoGVq5cSz2d6Bl9z9Uz/17A/TpmkGr47qqbqQUeHz6Bb+bN5yCymmNlZYWpH36I3gNenovv3roNfx87prNz8bI0atQI8+d/gYYN6yMuLh7Ll69GdHQ012HVCvqcrwsWjMI3C8dg+LAfIJO9/naZeR0H9P3uJ0Qf+xNZcdy9IVwbODZpBp++b+HUvC8gL8jnOhytJk/ph0GD2sPZ6T0olfSSFTEMRttg+dVXX+HFixeQSqW4du0avv76a8TFxWmcXiwWw8TEpOjfVlZWSExMLPFH6cOZMzBgzqeIy9d8Q87FzBJxfx7HQiM7gSNEn5Q3XwkQevsmrkD7iVN3kTU6NmlO374gNYbytXb4fPaX6PrRFMRrOT9yN7fC7d0H8eOS73QcGakIylfD8uGMGRjwVWnXJRaI+/MEXZcYKcpX3aHzaVIVhpSrVlZWOH09FKEK7XF1lIvRrU35Pi1CiKExpHyNiPwV2dkSLP1un9pwj/ad0CZgCq4FroWisJCj6GoHEytrtJv8Ia5vWo+UWze4DkerRo3dERj4Cfr0/gYhIbe4DoeQcjHKLmGvXbuGiRMnYsCAAZg2bRpcXFxw5coV2Nvba5x+wYIFyMnJKSqJiZpfnbe1t4eslPbdQqUCNra21VEFQogW5c1XArCSn7lSo2AMQmHJb08SUl0oX2sHGzs7yJj2p9ALlQrY0vmR3qN8NSw2drZ0XVKLUb7qDp1Pk6owpFw1NzeHjJX+9k1Z+UCIITOUfG3UyB2tWzdAyLmSjU91fBpBkp5GjZU6IM3NQUF2Fhwa+XIdSqnuxyYiOfk5Ro7swnUohJSbUTZYnjp1CocPH8adO3cQHByMQYMGAQACAgI0Tv/TTz/B2tq6qLi7u2uc7sq/F2Gv0DgKAODEF+HyhQtVjp8QQ+Pm5obWrVvr5JsW5c1XAhTm5kHI03yY5wHgyxXl7rLV0tISfn5+qF+/foViqFu3Lvz8/GBtbV2h3xHjQPlqHMo6xl/59yIcmAAOpuawNzErMd4RQly68G9Nh0mqiPLVsIReulzGdYkYV/59mXcNGjSAn58fLC0tdRQdqWmUr7pTnefT5dGwYUP4+fnBwsJC43hXV1e0bt0aDg4O1bZMUnMMKVfT09NhXkqLpKlAiBcZmTqMqOqEQiFatGiBZs2agc/Xv9uf9vb2aN26NTw8PLgOhcBw8nXcuB7IyyvEtWuxJcbVadgIOUn62dBqjF48i4dj49K/Za0PLl2KxoiRXfTyOEiIJrXiUcD8/Hzcvn0bPj4+GsfLZLJyfTvi4sWLsJAUwtxUhHyl+kWJiM+Hm5yHQ38crJaYCTEEzZo1w7Zt6+HuYQ0TsQKFhSLExibh/fenIjk5uUaWWd58JcD6Vb9i5k/f4WZByW9b+ZhYYc+GLWXOw9zcHFu3/o7OnVvBwkIGuYKPzAwl5s5djJMnT2n9XQ9/f/ywcgVUlmYo5DHYMD4e3YnGR1OmIidHc/d1xPhQvhq25s2b47fA3yGqY4d8qGDF+Eh7Eo+PJk8pOsbz+XwMersveng6QSXIAgMfMqU7IjKycCsrEyZ8AZxkDH8FBXFcG1IWylfDcvHiRdQ1t8YjZaHm6xIFD5LcHNy5cx116gggFCohkYgRGnoTU6bMRH6+/n5rh5SN8lV3quN8ujyGDx+CH35YBHt7HgRCJSQSE1z8NxzTp3+CwsJCNGnSBGs2BcLU0R4SqGAFPjKfPsPMyVP09i0gYli5qlKpcDLoGJq/+w6eSCUlxjcXW2LxsrkcRFZxPB4Pi75bgsHvjkQ2n4HHABslsHvrVqxd/SvX4cHJyQm7d29GkyZeMDOTQyYTIClJgunTZyEqKorr8GotQ8nX8RN64vKlaLVvVwKAqa0dLJ2c8Sz8GkeR1T7Z8U/h0rwVTG3tUJidxXU4Wp0PuY1Ro7qhe/emuHDhDtfhEFKmWtG0LhaL0aRJk2ppQAkPvYohnj5oaG2HV8+e1bW0wTCvxnh0/z4UilIedSbEiDRq1AgnTx1A+w6FcHNLRB2HVLh7PEPvPia4cOGkTt62JKX78+BB3Dx5Fu1NbWElEgMALIQi+JnaICviNtb99lupvxcKhTh//hRGvusNL+8E1HFIhYtLMpo1z8D27SswePAgjb/r3qMHVm4NRJQZQ4QiD3flElxR5ELRwgcngs+qfReCEKKfGjdujJ1HDuGenQnC5Lm4K5fgqiIXmfVccOyfM0Xd7B88uAdTp3WFiclVmAljYS6Mga3JVXR1Afq5uqOLwBKTx42HSlV6F2OEkIr5df06JCgK8JZHgxLXJYMdvbE7cBM2bVqGps3S4eyShDoOqfDyTsDId70REnISAoGA0/gJMRRVPZ8ujzFjRmHjxh/QpGkqnF2S4eCQBm/vBIwe44OzZ/+Gj48P/hd0BPfrmOH6q7/J8lykeDvi6JlT9LYlqTZLF30L3v2naGlqDVPBy/cbbMWm6GRqh+C9f+B8SAjHEZbPhs2b0HbMcFxU5uK2PA+3FHm4yPIwaOZULP7he05js7Gxwb//nkK//lbw8HyGOg6pcHVLQtt2Ehz7azdatGjBaXxEv3Xu7AsfHzecPh1RYpxj45ddk75IiNd1WLXWi/inYEwFR9+mXIdSqujoeCQlZWL8eH+uQyGkXIyywXLFihXo0aMH6tatiw4dOuDQoUOwtrbGzp07qzRfW1tbdOzTC3/G34OZQIRBnj4Y7OkDexMzHIu/D1ffRvD29q6mWhCi39atWwkPj2QAxbtAKkD9BrlYtGg+F2GRYmZ/+hk+HzMBZjcfoFWOEvb3E7B40nRMHDcOjGn/9hUAjBo1Ek2amkAoLP6BeRWcnJ/i//7vO42/+2HlCoQWvoCi2DdQMuWFSLc1x8RJH1ShRoQQXVj+62qEKfJQqFT/NuULuRQPTBhmL5iP5s2bo1u3xjA3f17i96aCWLjzlXi7Z2/cvn1bV2ETUiu4u7ujfZ9euJH3HH8l3C9xXZKRnYWPPpoEJ+d4AOp/i4XCXDRtaoqRI0dwEzwhBqgq59Nl4fF4+P77r+Ho9BQo9l1asTgHzZtbY9vuXQhXSVCoVH84Olcuwz2RCvO/XVSlGAh5RalUYsTgd/DzzFlweZyCVjkKIOw2pg8biaXfLuY6vHKpW7cumnfvgoeykm+J3pXmYuC7Izj9tvq8ebPRoGEBgOLxKeDunoi1a1dwERYxEAEBfZCc/Bw3bsSVGOfQqAny0lKhKCzgILLaSSEtRG5KCpyb6f+DBiHnbmHUqG4Qi2tFZ5vEwBnlXurh4YF9+/bBwcEB6enpuHr1Kjp16oT4+Ko9ZfLu6NFIEgFyuQq3s9JwOytNbfwzUxUmTZ+GJd8srNJyCNF3IpEIjRvXBfBU43g+PxtvvdVLpzER7SIjI/H+mLEV/t1HH02FhYW275Qw2NcBmjRpgpiYmKKhHh4egJUFFIrijZwvPZHmYez772PzxsAKx0MI0Q2xWAzXet54JNfcfXNyoQQ9+/WFo405HJ20d/Fsbp6Obt264dChQzUVKiG10vsffIAEoQqQA3JVyeuSFjYO8LVVoXjjxysWlpn45JOp+IM+ZUFIuVX2fLosbdu2hX0pH6S1tslEy+btcD3uocbxadJ8dO1Jb0yQ6hV89iyCz57lOoxK+WDaVDwTqgAtPXsmiYCRo0Zh6+bNug3sP0OHvgWBIFXLWBnq1/eEubk5dd1OSrCwMMXYcT1w9OjVkg/L8HhwbNIMGfdjNP+Y1JisJ4/h1rodeAIBWLGHffXJ6TNRmPBeLwwZ0hGHDl3mOhxCSmWUDZbjxo2rkfnWcXSEVMuFPwDkKxRwcHSskWUTok9MTU3B45fe/TF9y9nwmZmZACjUOl4sUpZ4OtXGxgZSaO/6UcUYBCJRNUVICKkJZmZmkJbRhSvj8eDgUAeAVOs0Jibsv2kIIdWpjqMDClXab4gwPg9CUfEeMN6khJmZRfUHRgipMBsbG5iYlvaWpgK8Mi6sGI9X6nhCapM6Dg7IV2j/GygFg4MTd/ftyuqRncdXwNLSkhosSQljx/aApaUpThwPKzHO2t0DptbWyHpS8s1LUrOy4h7Bu3M31GnYCBmx+ttgnBCfjjt3nmLSpL7UYEn0HjUpVED4tWuwK+VhCQe+CNcuX9FdQIRwJDc3F9LC0g4fAmRnl+yChVQPDw8PuLu7V/h37u7u8PT0BK+cNzXu338EQPsNzbw8Me7fv6827MmTJ7CB9qswS5EYyYnPyrV8Qgwdn8+Hl5cXXF1duQ6lQnJycmBWyr1TEZ+PgtxcXLlyHTKZldbpMjMECA8v+X0VQvSRtbU16tWrB3Nzc65DKeLq6govLy/wizVWhF29hjo87c+dCqRySPJMS5mzJe7d0/y2FiGkZnl4eLzskeQ/MTExeJFd2sN81igoeP1wkJgvgI3IBELey+OCkMeHNI+uu0jto+3aNiz0Khz44qJ/W4nEsBS+/redEgi/dl1ncRaXmZmD0t4dkUmFyMzU1ssRqc0++vhtXLt2H6mp2SXGuTRvCYVUitzkRN0HVstJ0tNQ+OIFXFv6cR1KmU6djED/AW3g5UUvWxH9Rg2WFXAuOBh2hUqY8EvejBfyePBQ8nFg3z4OIiNE9w4ePAapVPObM7k5Lvjll3U6jsj4zfj4Y1y7fRO7/zmJPWdP4eqtG/hgypQyfxcQ8B6io8Nx/foxXL12BLGxkZg9e1aZv1u6dDnSUh00jlOpLHDnTlyJiymJRIK7EVFwEmu+UdpMYI5ffvypzGUTYugWLZqP2NhIhF79E2Hhf+POnesYNWok12GVC2MMJ4KOwdtE8wMLbWydsP33jQgM3ILUFGsAmh6CECMpSYHw8PAajZWQqqpfvz6Cg4/jzp1/cfnyH4iOCcXhw/tQpw53bwcPHzkSlyPDcSDkH+w4fRxXb9/EvIXfFN2UPXzoENwUvKIGizeJ+QLYFCgQHn4PKpXmHE5NccAPP/xfjdaBEKJu+swZuHb7Jv73z0ns/uckrt66gSnTpyEpKQmxsUnQ9pBgcrI9du/aj2YWthhZtx4CfDwwpr4tPvDxxhAvb7Qws0Hg2rW6rQwhHHr/gwBcvRmFvWdPYdeZ47h2+yY+mfX62vbAvn3wVAnQvo4jJvn4YFx9e4xvUAcBPg3Ryq4O7AqVOBcczFn8P/20GtnZThrHSaV2+Pvvs1DqcbeShBvdujVF69YNcORIqMbxLi38kP00DqyMXnJIzXj++CFc/doAet7jQfC5mygokGH69Le4DoWQUlGDZQUwxnDh7FkM82oETwvrouGuZpYY6tUYsbfuQCbT0lE+IUZm27ZdYKpGAOrh9ROCYoD5QqVywalTZziMzvj8+H/LMWzWTFxGPiIVeYhQ5OEKrwDvzf8SCxZp/27uvHmz8csvX8C3SQpc3ZLg6pqMhj7PsHDReKxbt7rUZd67dw//939bkJbqDeDVGyc8FBY6IPquJSZM0NxY+tmMGfDKKoSPmTUE/52wWYtM0MHUFsd37aUGDGL0du3agq++GoYGDRPg6poCN7ckNG2WhvUbFuLDD6dyHV65fP/tYtTJyEVbexeI/3tQy1wgQldnT9iYmGH6J59AKpXio4/mIimxLgCbot8qFPZ4/MgFI0e+x03whJRT3bp1ce7cMfTqLYaHZwJcXFPg5RWPIUOdcfHiGdjY2JQ9k2o2aepUfPHzD7guViBMnosoRR4uqvLQdeJYbNq+DQCgUCjw8eSp6Ca2gYvp60YON1MLdBFaYfr7EzF+/CTERFuisNABrx8qMEdaqheWLw9EbGyszutGSG215Mcf8O4Xn+Ay8hGhyEPkf+fxY+d8jkXffYexYz9ATLQ1pNI389UCqSl18f3SNVi/Zi26OdvDy/I2LEURsBDdhZU4DA2sY+FXxxqnTpzksnqE6MzsefMw6Zt5uMIvRLgiD5EKCS4yCQZ9NA3LV/0CAJBKpXh85wY6O8lgaxIKC9EdWIhuw97kGnq48BF67kzJ7//p0N9/H8f+fZfwPNMDgMl/QwWQ5Dkj7Ho+vvrqa85iI/pr1udD8fRpGsLDHpQYZ2prB1vvunj+mHrP4ErGw1iY2tjCvn5DrkMpVWGBDP/8E4Wp0/rDxIQ+1UT0FzVYVoCVlRV6vj0QQQkP4GJmiXc8G+Edz0aoa2WL04mP4N2yWaW6aSTEEP3663KYmt0AkA+gBYC2AJoAvDRYWT3GggVzOI3PmDg7O6P3kMG4K81V+4ouA3CzMAfDJozTeFPV0tISH30UAPs6Sf9N/ZqNTRqGDetZ5jFr1ao16Nt3PA7/mYKbN+wRHmaF2V/uQIcOPZCVlaXxN3l5eejbvQcO/bACzbJkaJPPg8Xdx5g1ZgJ++v77CtaeEMPi6+uLfv3awNIqvdgYBgeHZ5g//1OIxWKNv9UnCoUCCpUSeQoZ+rrVw2BPH3R38cLT3GycSY7DC0drvB8QgOPHT6BLl7exZfMt3LxhjxtRdvjxhxNo184fDx/SRTPRb2vXroSXdwqKf6+Zz5egUaMCnZ/LiMVifDT7C4QVZkNV7GbqA2keGnXuAF9fXwDA1dBQDOrRE/FHT6NtPg9t83l4cOhvvNWtB6KiopCVlYX27XtgzuydCA+zws0b9jj8Zwr69p2AX3+lXjAI0RVHR0e8NXI4bms4j78lzcGgMe9CqVSiffsemD9vDyLCrXHzhj3+OJCAXr1GYePGzVi9+meYm99ByW/L58HK8hEWLpynuwoRwhFra2uMmRSAqMIXKN7cGC3LRfdBb8HNzQ3u7u7o1KkJBIJHxaZiEApiMHz4AFhZaf+kgS589NEsDB36Cc6czsetm/YIvSLG1Kkr0avXQHoJgpTQqJE7hg/vhEMHL2lsbHf1awOVQoHnccX3eaIruUmJkObkwL1te65DKdORw1fg5GSL8eP9uQ6FEK14KH4Xm8DKygo5OTmwtrZGbm5u0fAPJk/CsG/m4FF+jsbfuZlZ4u6eP/HD4iU6ipQQbgiFQjx8GAEv73it09yLcUHTpjX/x1pbvhqTrxbMR/spE5BQkKdxfF1za5xZuRaBv29UGz5p0gfYuHEmROI0jb9TqWzx80/BWLhwSXWHTIhGtSFff//9N3w4ww+A5nOFgnxnjBv3A44dO6bTuCrKyckJh/89h2tyzdtJwOOhZY4Svbt01XFkRFeMPV+FQiEePYqEp9dTrdPE3nNFkybtdBbToEGD8NFvK3Cv4IXG8Q4m5nj+z0V88fEnOouJGAZjz1dD9vnsL9F15mTEF2jeLt5mVji/dhPW/bZG43g+n4/Hj6NKve66H+sKX1/dHatI5VGuVt6kKZMx9OvZWu/HuZtZ4taugzAVAl9/0x98vuaHa+UyR8ycGYht27bXZLjECOhLvm7d+hkGv9MBE8avgFxesrvgbrPnA4wh5q8jHERHXvHu2gNOTZrj9NezwfS8W+cffnwf9vZWaN7sY07fOCdEG3rDsgJc3NxQUEr7br5SARdXVx1GRAg3zM3NwReU/gdYKNTvvtsNiYubGyQq7eu7kCnh7OZWYriHhytEYoXW3/H5Mri7u1RLjISQl9zcXFDyDYjXzMwZXF2ddRdQJdnb26OAaf8GipIxCMTUjQwxXObm5uDztf+NBHR/LuPs6gppKcvMU8jg7EJ/twkxJC5ubsgv5Ty+gCnh7FryPP4VMzMz8Pmlf5OMrrtIbeDi5o4CaM8FiVIBFzdXeHi4gs+Xap1OJFbQNTAxGA0auOL9ib3xx4GLGhsrzR0cYV+vAdJjYziIjrwpLeYuxBYWcGnRiutQyrRv7wU0aeKJ4cM7cx0KIRpRg2UF3IyMgk0pbTT2fBFuREToLiBCOJKbmwu5TFDKFHzk5mq/YU8q5kZ4BOz5Qq3jbRkftyKjSgwPD49Cbq72rielUnOEhZX8HSGk8q5fj4RCYal1fFaWALdv39VhRJWTkJAAq1JOE80EQmSlZ+gwIkKqV25uLqTS0i6FdH8uc/f2bVhJtV9sOIpMNf69J4Tor5uRkbDjab9usoMAtyIjtY6XSCSQyUprkOQjL09744wm1tbWMDc3L3tCQvTIrago2Ci150Idvgg3IyJx/XoUpIXa9++cHDEiI2+WGE55QfTRku/G4/nzPBw7dk3jeM+OnaGQSun7lXqg4HkmcpIS4d21B9ehlOnu3XiEhz/At4vHgsejh56I/qEGywo4feoUHGQqiPglVxufx4OXSoA9u3ZzEBkhusUYw19/nYFcZqdxvCTPCWvXbtJxVMbrj/374aHgQ6DhRELI48NZDvz1RveSPB4P8+fPwW+//QQz0/oANN0k4SE1xQo7dtAxi5DqtGHDJqSmlPym7EsiWFnWxa5dG7Bq1XK9/palRCLB/Zu34SA21Ti+icgCvy7/Px1HRUj1YYzh2LHTkGk5lyksdMOaNbo9l7l27RosJFKYCkr+3eYBaAARNv3+u05jIoRUzZ8HD8Fdqe08ngdXBQ9HDh8udR5HjpyATGavcZwkzxHr1m0pVywfffQhoqPDcffuedyLvYLr1y+gb9/e5fotIVw7eeIEHOWs1Ptxe//3P+zcuRtpaVZ4+ZezOAHS08Q4efJU0ZDPPvsY9+5FFOXFtWvn0bMnfduNcK9dOx9MmNATu3YGQyYr2SsIj8+HV6duyLgfA5Wi9F5DiG6k3LkJpybNYOGk/z0q7dh+Fi1b1qNvWRK9RA2WFaBSqfDx5KnoIrKBk+nrJ6/sTUzRTWyLb76cg4KCAg4jJER3fv11PVSqJgA88PpQIgRjDaBQuOPgwT85jM64SKVSzPt0FrqKbVHHxKxouKOpObqKbTBr+gwo3+gjf//+Xfjmm3fR0OcZhKK7ANoAeLMBxRLJSd745JN5yM/P11k9CKkNsrKyMHfu90hJqQvgzae0bQG0hlB0B/UbJGDmR10RHHwCQqH2t6e59umHM9AwT4F6ZlZFt3xMBUK0NrVBxIkzOH/+PJfhEVJlCxZ8i/inVmAq9XMZoD4EfBe0bt1C5zFNfe99dORbwvmNaw1bsQm6mNph+bdL8Pz5c53HRAipPJlMhjkzP0Y3E1s4vHEe72Bqjq5iW3w+YyYUZdxo/uabJQi7XoCCAie8PlYJkJvjgrNn47B1a9nf4lu/fjWWLZsC3yYpcPdIhIdHAtq1l+B/e37F2LGjq1BDQnRDpVLh06nT0bXE/TgzdDOxxYIvZqOgoAAFBQX46KO5SEryBvBmryc2eJbghffe+xAq1cuuZTdtWo+l3wegUeOkorxo36EA+/evxYgRw3RaP0LexOPxsGbtdDx8mIyTJ8M1TuPSohXM7OyQcrvkG8OEGxn370EmkaC+v/4/DHT3bjwu/nsXPy6bCDMzE67DIUQNNVhWUNj16xjWuy8y/7mEDnIROshFUFy9hXFvD8ap48e5Do8QnVm16ieYmN4CwAC0BtAWQEvweHmwsHyCOXM+5zQ+Y3P2n38w5q23Ib0cWXTseXEuFCP69sflS5eKpmvfvj1692kGC8v0/4a8AHAbgAuAdpBJO+LA/qfo2XME/v6bjlmE1IR9+w6gb58xOHI4Ffn57QC0B+AE4CaAXACAiUkWWre2xrhxYzmMtHQvXrxA3249cGHDVrQt4KO9TAivxCws+2gW5sz6nOvwCKkylUoFoZAPHl/9XAaQQCQOx7uj+sLb21unMUVHR2OQfy8k/nUWHWRCtJeLILpxH5OHjsAf+/brNBZCSPUICQnBqP4DkX8xvOg8XnLhOt7t/xYuXvi3zN/LZDL06vUWZn0WiMgIa8REO+HaVRNMnbocw4ePAWOs1N/Xr18fw0f0grVNKl5eu72ihJPTU/z44zd6/QAVIa9cDQ3FsD798Pzs5Tfux93AuIGDcfrEiaLpjh8/gZ7+w7Fv7xPERDsh+q4Ttmy+hS5d3sK1ay+71vT19cWQIV1gbZ1abCkKODnHY/nyJeBreJuTEF2YNm0AOnXyxZrfjkGl0nyMr9+rL14kPoMkPU3H0RFtmFKJlFtR8OrcDWJL7Z+J0RcbA0/CxcUWCxa8y3UohKjhQf2MlQCwsrJCTk4OrK2tkZuby3U4hOgdgUCAR48i4eUdr3WamGgXNGvWvsZjoXxVd/jwPgwb7gBA83e3MjNd8NaAGYig7+0SDtS2fHVwcEBU1Bm4eyRqmYKPsOsW6Nixpy7DIqRcakO+DhkyBHv3LoS5RfGbla/Y4rdfQ/HFF3N1GhchFVUb8pVU3tq1q/DxJ+3w8kHGkiQSF4x6dxFOnTqlcTypPpSr+mPz5vWYMrUZXj1MWFxurguGD5uHc+fO6TYwoje4yldvbyfcur0O/164g5UrNXcZblevAbrPno+Yv47Q9yv1jNDUFG0/mI4n/4YgOkj/e5774IO+GDfeH+3afo47d55yHQ4hAOgNS0JIJVhYWIAvUJY6jUhEH27mgouLM7Q1VgKApSWDs7P+96dPiDFwdHSESFxaN28q6n6FEA55errD3EJVyhT58Pb20Fk8hBBSE7y9PQFo/wyEhYUKnp50rCO1i5eXBwDtn3SysgJcXV11FxAhAAQCPnbt+hISSSF+/117j1i+g4ZAkp5GjZV6SFFYiOQbEajXszdMbe24DqdMe/aE4NmzDOzc9QXEYuptgegHarAkhFRYbm4uFHJBKVPwkZ8v01k85LV79+4DsNI6PjtbgMePH+suIEJqscTEREgLxaVMIcLz59m6CocQUszduzF4ka39ckiptMTNm3d1GBEhhFS/mzfvQKXU3jVddhYfMTH3dBgRIdy7desuVCrtefE8E3jw4IEOIyIEWLZsIjp38cWPPxyARCLVOI1jk2Zw9G2K+KuXdRwdKa/EyDAoZXI0Hab/Xa3K5Ur8tOwPNGvmhZUrJ3MdDiEAqMGSEFIJjDH888+/UCpsNY7Pz3dAYOBO3QZFAAA//fQLUlPstYwVIzmpEPfu0Q0JQnQhJycHt28/AmChcXx2tiN+/vlXncZECHntwoULSEsTAdD8EFZKig3Wrduo26AIIaSarV37O1JSbLSMFSA1lY9Lly7pNCZCuLZ69TqkpNhqGStEaioP169f12VIpJabNKkvvpo7EoEbT2rtmpMvFKLFqHHITointyv1mFImw5PLF+DRrgMcmzTjOpwyPXyYjA3rT+CTT9/B5Mn9uA6HEGqwJIRUzpdfzsft2wLI5Q5vDOUjP98Jly+lIjBwM2ex1WYPHjxAYOABPM/0ACB6Y4w14p+6Ydw4emKKEF2aNGkGYu/ZQKV8szsYAXJeuOD43zdw6tRpzmIjpLZjjOGDD2Yi8ZkX1B8sMEFamhe+X7oamZmZXIVHCCHVIi0tDcuWrUN6mheAN7uit8SzZ16YOHEGV6ERwpmkpCSsXBGIjHQvAG/2iGKFhHgPvPfeNK5CI7XQiBFdsGnzpzgWdA2HDml/c9J30FCY13HA45B/dBgdqYz0mLvIehqH1hM+gNhC+9vc+iIo6CqOHbuGjYEfY/Dg9lyHQ2o5arAkhFSKRCJB16598N2SI4i+64yHD1xx84YtZn+5GQMHDoNKVdo3oUhNWrLkR4wZMxuXLvLw4L4L7se6YuuWO+jSZQBiY2O5Do+QWiU9PR2dOvXGypUhuBfjgocPXBERbokZM1bg/fencB0eIbVeaOhV+PsPwYH98Xhw3xUP7rsi+KwUQ96Zhk2btnIdHiGEVIsNGwIxdOiHOBcsw4P7rrgf64p9e+Pg3+MdhIWFcR0eIZz49dd1GDZsJs6HKPDwwcu8+N/uB+jefRCioqK4Do/UEgEBfbD/wFycP38bv/0WpHU6p2Yt0LDfW4i/chEFWc91GCGprIf/nAJfLELbydPB45f2WS398Ntvx3D5UjQO/fk1hg/vzHU4pBbjAWBcB6FvrKyskJOTA2tra+Tm5nIdDiGkFJSvhBgOyldCDAflKyGGg/KVEMNAuUqI4ajpfBUKBVi2bCLmfDUCf/99HatXHYVKpfkWvY2nF7rO+govEhNw7++j1R4LqTk2Hp5oOmwUEiOuI2r3doDpdzOMQMDHgq9Ho1evFvh6wS6sWHEYTM9jJsZHyHUAhBBCCCGEEEIIIYQQQoixa9myLrZs/QytWtXHhvXHcfCg9u8I29VrgI4zP0VB1nPcP31ch1GS6vDiWQIenD6ORm8NhkAoQtTu7VDKZVyHpZVSqcKPPxxAUlImfl7+AXr3bonp09chPj6d69BILUJdwhJCCCGEEEIIIYQQQgghNaRhQ1ds3foZIiJ/Qx17K3z26UbtjZU8Hur37IOus+ag4Plz3D16CCq5XLcBk2qR8SAW944HwblFK3T/6mvYeHhxHVKpGGPYtvUfzJ27Ha386iM65nf8+OP7cHCw5jo0UktQl7AaUDcdhBgOyldCDAflKyGGg/KVEMNB+UqIYaBcJcRwVFe+2tlZYtCg9pgwoSf69fdDVlYe9u65gKCgq1AqVSV/wOPBpUUrNB74Dmw8vZAUFY4nly6AqTRMSwyKeR0HNBowCOZ1HPAs7CoeBp9BblIi12GVysxMjPHje2LEyC7g83n4449L2Lf3AkJCbkEmU3AdHjFS1GCpAZ1EEmI4KF8JMRyUr4QYDspXQgwH5SshhoFylRDDUdF85fF4cHKyQf36LmjSxBN+fvXQuUsT+PnVh0DAx61bcTh5IgLB525C/mZDD48Hc/s6sPHyhoNPY7i2ag1TG1u8eJaAp5f/RW5KUg3Wkugaj8+Hc/NW8GjXESZWVnjxLAGpd24h89ED5DxLgDQ3h+sQNbK2McfgQe0x4K228PJyhERSiMuXonHt2n3cuhWH2NhExMWlQiIp5DpUYgToG5alsLKy4joEQoxSTVycUb4SUjMoXwkxHJSvhBgOyldCDAPlKiGGg4t8rVvXCTdv/ap1fHLyc0REPEJGRi6cXewxfnyvonFKMxvkNBtQ4jeC3DQ4msjg2LtTpeMmek6aAYWQwcbDEzYenmqjLB5fhfh5PEeBlS7k3G3UreuEtm0boP+ANug/oE2JaQIm/oajR6+VOS96cIdoQ29YauDm5obERP1+JZsQQ1adT5RSvhJSsyhfCTEclK+EGI7qzFdvb288efKkWuZFCFFHf1sJMRxc5CuDBEBIsaECAPwyf5tZyMeuh68bRE0F1O1rbVWofL2/vOWRjya2hvS90uKxtgEPbmX+inobINpQg6UWbm5uZSaNlZUVEhMT4e7ubrAJRnXQD4Zeh4rGX911LE++VoShb49XjKUeANWFS9UdY6NGjRAbG2sw9S+NoW1LbYylHoDx1KWy9dD3v6+GyFj2qaqi9fBada2L6j53zcnJoe1TRbSfVx9jWpeG9LfVGNa7MdQBMI56GGIdDClfdckQt2VVUH0NgyHFSnSLuoTVIimp/H2E5+bmGnySUR30g6HXgav4K5KvFWHo2+MVY6kHQHUxBsnJyQCMq/7GUhdjqQdgPHXhuh419ffVEHG9LfQFrYfX9HFd6GNMhojWY/WhdVmSLv62GsN6N4Y6AMZRD2OoQ2UZ27lwbduWVF9CDFPZ76cTQgghhBBCCCGEEEIIIYQQQkgNoQZLQgghhBBCCCGEEEIIIYQQQghnqMGyCqRSKZYsWQKpVMp1KJVGddAPhl4HQ4+/OGOpj7HUA6C6GBNjqr+x1MVY6gEYT12MpR7GgLbFS7QeXtPHdaGPMRkiWo/Vh9YlN4xhvRtDHQDjqIcx1IG8VNu2JdWXEMPGA8C4DoIQQgghhBBCCCGEEEIIIYQQUjvRG5aEEEIIIYQQQgghhBBCCCGEEM5QgyUhhBBCCCGEEEIIIYQQQgghhDPUYEkIIYQQQgghhBBCCCGEEEII4Qw1WBJCCCGEEEIIIYQQQgghhBBCOEMNlv/p3r07jh07hsTERDDGMHTo0DJ/06NHD4SHh6OgoACPHj3Chx9+WGKaESNG4O7duygsLMTdu3cxbNiwGoj+pYrWYfjw4Thz5gzS0tLw4sULXLlyBf3791ebJiAgAIyxEsXExEQv6uDv768xvsaNG6tNp8/bYfv27RrrcOfOnaJpdLkd5s+fj+vXryMnJwepqak4cuQIGjVqVObv9C0fgPLVRdP6Dw0NLXPexlIXXed4efcvX19fBAUFITs7Gzk5OQgNDYWnp2ep89bHbQJUvC663iZVUZ51oKkujDHMmTNH63z1cb+0sLDA2rVrkZCQgPz8fERHR2PGjBllzlsf98vK1EUft4mTkxO2b9+OxMRESCQSnDx5Eg0bNixz3vq4TSpTF0M6VuiDmjpeAbrfp6rKWI7d1UGfj//lPc9YvHgxEhMTkZ+fj5CQEDRt2lRtvFgsxpo1a5Ceno68vDwEBQXB3d29QrEYsvKsx+HDh+PUqVNIT08HYwytWrUqMR9aj6WvR6FQiJ9//hm3bt1CXl4eEhMTsXPnTri6uqrNp7avx4qq6LX5xo0bwRjDrFmz1IaHhISUODbv27evpsMvUl3XslzuP9VVB0PYFkDZ17CUy4Zj5syZePz4MQoKChAeHo5u3bpxHVK1qK7zJEM0f/58MMawevVqteHGWFdSezEqYG+99Rb7/vvv2fDhwxljjA0dOrTU6evWrcvy8vLY6tWrma+vL5syZQqTSqVsxIgRRdN06tSJyeVyNn/+fNa4cWM2f/58JpPJWIcOHfSiDqtXr2ZfffUVa9euHWvYsCH78ccfmVQqZX5+fkXTBAQEsOzsbObs7KxW9GU7+Pv7M8YY8/HxUYuPz+cbzHawtrZWi93d3Z1lZGSwxYsXc7IdTp48yQICAljTpk1Zy5Yt2V9//cWePHnCzM3NDSofyluX7du3sxMnTqitVzs7u1Lna0x10XWOl6ce9evXZxkZGWz58uXMz8+P1atXj7399tvM0dHR4LZJZeqi621S0+ugeD0++OADplQqWb169fRmHZSnHps2bWIPHjxg/v7+zNvbm02bNo3J5XI2ZMgQg9svK1MXfdwmV65cYRcuXGDt2rVjjRo1Yhs3bizz75W+bpPK1MWQjhX6UGrqeMXFPqWv68IQ90l9Pv6XJ7a5c+eyFy9esOHDh7NmzZqxffv2scTERGZpaVk0zYYNG1hCQgLr06cP8/PzY8HBwSwqKkrtesmYS3nW43vvvccWLVrEpkyZwhhjrFWrViXmQ+ux9PVobW3Nzpw5w0aNGsUaNWrEOnbsyEJDQ1lYWBitxxpc72+WoUOHsqioKPbs2TM2a9YstXEhISEsMDBQ7dhsbW2tV/Uoz7Usl/tPddXBELZFea5hU3VriQAAIUtJREFUKZcNo4wePZpJpVI2ZcoU5uvry1avXs1yc3OZp6cn57FVtVTXeZKhlXbt2rHHjx+zGzdusNWrVxt1XanU6sJ5AHpXytPI9PPPP7Po6Gi1Yb///ju7cuVK0b/379/PTpw4oTbNyZMn2d69e/WiDprKnTt32KJFi4r+HRAQwLKysvR2O7xqsLSxsdE6jaFth6FDhzKlUsm8vLz0Yjs4ODgwxhjr3r271mn0PR9Kq8v27dvZkSNHKjQfY6oLl/uWtnrs27eP7dq1yyi2SWXqwvU2qe51ULwcOXKEnT17Vq/XgaZ63L59my1cuFBtuvDwcLZ06VKt89HX/bIyddG3beLj48MYY6xp06ZF0/D5fJaRkcGmTJliUNuksnXhepsYeqmu45U+7FP6si6MYZ/U5+O/ptiSkpLY3Llzi/4tFotZVlYWmz59OgNeNiJJpVI2evToomlcXV2ZQqFg/fv353x968s2flW8vb01NljSeqzYenxV2rVrxxhjRTfGaT3W3Hp3c3NjCQkJrGnTpiwuLk5jg+WbN7a5LpW5ltW3/aey1+OGsC3KuobVt21BRXu5evUq27Bhg9qw6OhotmzZMs5jq+5SmfMkQysWFhYsNjaW9enTp8SxxNjqSqV2F+oStpI6d+6MM2fOqA07ffo02rVrB6FQWOo0Xbp00VmcFcHj8WBlZYXnz5+rDbe0tMSTJ0+QkJCAv/76C35+ftwEWIqoqCgkJSXh7Nmz6Nmzp9o4Q9sOU6ZMwdmzZxEfH682nKvtYGNjAwAl9os3GUo+aKtLz549kZqaitjYWGzatAmOjo6lzseY6gJwm+PF68Hj8TBo0CDcv38fp06dQmpqKq5evVpm18r6uE0qWxfAMI67mpR1vHBycsKgQYOwdevWMuelT/slAFy6dAlDhgyBm5sbgJe51qhRI5w+fVrrfPRxvwQqVxdAv7bJqy4mCwsLi6ZRqVSQyWSldnOkj9uksnUBDPdYoQ+q63ilD/tUVRnLsbs66PPxv3hs9erVg6urq9pyZDIZLly4ULSctm3bQiwWq02TnJyMO3fuGNQ+Wp3Kc21THK3HksqzHm1sbKBSqZCdnQ2A1mN10LTeeTwedu/ejRUrViA6OlrrbydMmID09HTcuXMHK1asgKWlZY3Hq01lrmX1bf+pyvW4Pm+L8lzD6tu2IJqJRCK0bdu2xPnImTNnjHI7VeY8ydCsX78ex48fR3BwsNpwY6wrIZy3mupbKc9bcbGxsWzBggVqwzp37swYY8zFxYUBYFKplI0bN05tmnHjxrHCwkK9qEPxMmfOHJaRkaHWzUPHjh3ZhAkTWMuWLVm3bt3YwYMHmUQiYQ0bNtSLOjRq1IhNnTqVtW7dmnXq1ImtX7+eKZVKtSdqDGk7uLi4MLlczkaNGqU2nMvtEBQUxP79999Sp9H3fCitLqNHj2Zvv/02a9asGRs8eDCLiopit2/fZmKxWOt8jKkuXO5bmurh7OzMGGMsLy+Pff7556xVq1Zs3rx5TKlUsh49ehjUNqlsXbjeJtW9X75ZvvrqK5aZmclMTExKnQ/X60BTPUQiEduxYwdjjDGZTMYKCwvZe++9V+p89HG/rGxd9G2bCIVCFhcXxw4cOMBsbW2ZSCRi8+bNY4wxdurUKYPaJpWtC9fbxNBLdR2v9GGf0pd1YQz7pD4f/4vH9upc29XVVW26wMDAomOHtmWePn2abdy4kfP1rS/b+FXR9oYlrceKrUcAzMTEhIWFhbHdu3fTeqzh9T5//nx2+vTpon9resNy6tSprE+fPqxZs2ZszJgx7PHjx+zMmTN6VY+yrmX1bf+p7PW4vm+L8lzD6tu2oKK5uLq6MsYY69y5s9rwBQsWsHv37nEeX3WXypwnGVIZM2YMu3XrVtH5+JtvWBpbXalQgR4EoHelvA2W8+fPVxvWpUsXxhgr+laLVCplY8eOVZtm/PjxrKCgQC/q8GYZO3Ysy8vLY3369Cl1Oh6Px6Kiothvv/2md3V4VY4dO8aCgoKK/m1I22H+/PksPT2diUQivdgO69atY3Fxcczd3b3U6fQ9HypSFxcXFyaVStnw4cO1TmNMdeFq39JWj1cn1Xv27FGbNigoqNRu1PRxm1S2Llxuk+peB8VLTEwMW7NmTYXnzfV+CYDNnj2b3bt3jw0ePJi1aNGCffzxxywnJ6fUv5v6uF9Wti76uE3atGnDoqKiGGOMyeVydvLkSXb8+HF2/Phxg9smlakLl9vE0Et1Hq+43qf0aV0UL4a2T+rz8V9TbMUfDnxVNm3axE6ePMkA7TeVz5w5w37//XfO17m+bONXpaINlrQeNa9HoVDIjhw5wiIiIpiVlRWtxxpc723atGHJyclqN6k1NVgWL23atGGMMda6dWu9qIemUvxaVp/2n+q8Hte3bVGea1h92hZUtJdX27JTp05qw7/++msWExPDeXzVWSp7nmQoxcPDg6WkpLCWLVsWDdPUYGkMdaVCBaAuYSstJSUFLi4uasOcnJwgl8uRmZlZ6jSpqak6i7M8Ro8eja1bt2L06NElXisvjjGGsLAw+Pj46Ci6irt69apafIayHQBg8uTJ2L17N+RyeanT6WI7rFmzBkOGDEGvXr2QmJhY6rT6ng8VrcvTp09LXbfGVJfidJXj2uqRkZEBuVxeojujmJgYeHl5aZ2fPm6TytalOEM47pZnv+zWrRt8fX2xZcuWCs+f6/3S1NQUy5Ytw5dffom///4bt2/fxvr163HgwAHMmTNH6/z0cb+sbF2K43qbAEBkZCRat24NGxsbuLq6YuDAgahTpw7i4uK0zk8ftwlQuboUZwjHCn1Q3ccrQzrPLM5Yjt3VQZ+P/9piS0lJAYBSl5OSkgITExPY2tpWSyyGrCLn0MXRenytrPUoFArxxx9/oF69eujXrx9yc3OLxtF6rDxt67179+5wcnJCfHw85HI55HI56tati19++aXUc4jIyEjIZDKdH5+rci2rL/tPdV+P69u2KM81rL5sC1K6jIwMKBQKgz1PLa+qnCcZirZt28LZ2RkRERFFx/qePXvis88+g1wuL6qPMdSVEACgBstKCg0NRb9+/dSG9e/fH+Hh4VAoFKVOc+XKFZ3FWZaxY8dix44dGD9+PE6cOFGu3/j5+SE5ObmGI6u81q1bq8VnCNsBAPz9/eHj41Ou7wMBNbsd1q5dixEjRqB379548uRJmdPrcz5UtC729vbw9PQsdd0aU100qekcL60ecrkcYWFhaNy4sdrwRo0a4enTp1rnqY/bpLJ10USfj7vl3S+nTJmC8PBw3Lp1q1LL4XK/FIlEEIvFUKlUasOVSiX4fO2nUvq4X1a2LppwuU3elJOTg4yMDDRs2BDt2rVDUFCQ1mn1cZu8qSJ10USfjxX6oCaOV4ZynlmcsRy7q4M+H/9Liy0uLg7JyclqyxGJRPD39y9aTkREBGQymdo0Li4uaN68ud7vo9WpoufQxdF6fKms9fiqsdLHxwd9+/Yt8W0/Wo+VU9p63717N1q2bAk/P7+ikpiYiBUrVmDAgAFa59msWTOIxWKdHp+rei2rD/tPTVyP69u2KM81rD5sC1I2uVyOiIiIEucj/fr1M5rtVNXzJEMRHByM5s2bqx3rw8LCsGfPHvj5+eHx48dGU1dCXuH8NU99KBYWFqxVq1asVatWjDFW1Fe7p6cnA8CWLVvGdu7cWTR93bp1WV5eHvvll1+Yr68vmzRpEpNKpWzEiBFF03Tu3JnJ5XI2d+5c1rhxYzZ37lwmk8lYhw4d9KIOY8eOZTKZjM2cOZM5OzsXFWtr66Jpvv32W9a/f39Wr1491qpVK7Z161Ymk8lY+/bt9aIOs2bNYkOHDmUNGzZkTZs2ZcuWLWOMMbUuN/R9O7wqu3btYqGhoRrnqcvtsH79epaVlcV69Oihtl+YmpoWTWMI+VCeulhYWLAVK1awTp06MW9vb+bv788uX77MEhISmKWlZdF8du7cyZYtW2aUddF1jpdn/xo2bBiTSqVs6tSprEGDBuzjjz9mcrmcde3a1aC2SWXrouttUtPrAACzsrJieXl57MMPP9Q4H67XQXnqERISwm7fvs38/f1Z3bp1WUBAAMvPz2czZswwuP2yMnXRx23y7rvvMn9/f1avXj02ZMgQFhcXxw4dOlTqvqWv26QydTGkY4U+lJo6XnGxT+nrujDEfVKfj//liW3u3LksKyuLDRs2jDVr1ozt2bOHJSYmqp37bdiwgcXHx7PevXszPz8/dvbsWRYVFcX4fD7n619ftrGdnR1r1aoVGzhwIGOMsdGjR7NWrVoVfdqC1mPZ61EgELCjR4+y+Ph41rJlS7Vp3vzcSW1fj9W93jWV4l3C1q9fny1atIi1bduWeXt7s4EDB7Lo6GgWERGhs/VeXdeyXO4/1VEHQ9gWQPmuYSmXDaOMHj2aSaVSNmnSJObr68tWrVrFcnNzmZeXF+exVbVU13mSoZY3u4Q19rpSqZWF8wD0ovj7+zNNtm/fzgCw7du3s5CQELXf9OjRg0VERLDCwkL2+PFjjRfzI0eOZDExMUwqlbLo6OgKfUuupusQEhJS6vQA2KpVq9iTJ09YYWEhS01NZadOnSrR/zmXdfjqq6/YgwcPWH5+PsvMzGT//vsvGzhwoEFtBwDM2tqaSSQSNnXqVI3z1OV20CYgIKBoGkPIh/LUxdTUlJ06dYqlpqYyqVTKnjx5wrZv3848PDzU5hMSEqKWF8ZUF13neHn2LwBs0qRJ7P79+yw/P59FRUWxIUOGGNw2qWxddL1NdLEOpk2bxiQSidoDMfq0DspTD2dnZ7Zt2zb27Nkzlp+fz2JiYtgXX3xhkPtlZeqij9vk008/ZfHx8UXHvKVLl5b4BrShbJPK1MWQjhX6UGrqeMXFPqWv68IQ98maOmZWx35R3u20ePFilpSUxAoKCtj58+dZs2bN1MabmJiwNWvWsIyMDCaRSNixY8dKnB8acynPegwICNA4zeLFi2k9lnM9vvr+pyb+/v60HmtovWsqxRssPTw82Pnz51lGRgYrLCxkDx48YL/++iuzs7PTm3qU91qWy/2nOupgCNviVSnrGpZy2XDKzJkzWVxcHCssLGTh4eGse/funMdUHaW8+3JZ50mGWoo3WBpzXanUvsL7738IIYQQQgghhBBCCCGEEEIIIUTn6BuWhBBCCCGEEEIIIYQQQgghhBDOUIMlIYQQQgghhBBCCCGEEEIIIYQz1GBJCCGEEEIIIYQQQgghhBBCCOEMNVgSQgghhBBCCCGEEEIIIYQQQjhDDZaEEEIIIYQQQgghhBBCCCGEEM5QgyUhhBBCCCGEEEIIIYQQQgghhDPUYEkIIYQQQgghhBBCCCGEEEII4Qw1WBKDtnjxYkRFRXEdBiGEI4wxDB06lOswCCFloFwlxHBQvhKiX7y9vcEYQ6tWrbgOhRBSCspVQgyDv78/GGOwsbEpGjZ06FA8ePAACoUCq1ev5jA6Qgg1WBK94ejoiI0bN+Lp06coLCxEcnIyTp06hU6dOgHQfPNk5cqV6NOnT4WWExcXh1mzZlVb3IToi7JyqKqqO3e+/vprXL58GRKJBFlZWWrjFi9eDMZYqcXb2xsuLi44efJktcVEiC4YUq56e3tjy5YtePz4MfLz8/Hw4UMsWbIEIpEIAOUqMX6GlK8AEBQUhKdPn6KgoABJSUnYtWsXXF1dAVC+ElKWms736qKpUeTXX39FeHg4CgsL6YFeYvQMNVdbtmyJvXv3Ij4+Hvn5+YiOjsZnn33GcZSE1Kyyzj23b99eI8st7Rz7ypUrcHFxwYsXL4qGBQYG4tChQ/D09MSiRYtqJCZCSPkIuQ6AkFf+/PNPiEQiBAQE4PHjx3B2dkafPn1gb2+v9TcSiQQSiUSHURKivyqTQ1wQiUSQy+UQi8U4ePAgQkNDMWXKFLVpVq5ciY0bNxb9OywsDJs2bcLmzZuLhqWnp0OlUuksbkKqiyHlqq+vL/h8Pj788EM8fPgQzZs3x+bNm2FhYYGvvvqKcpUYPUPKV7lcjpCQECxbtgzJyclwd3fHypUrcejQIXTt2pXylZAyGEq+a8Lj8bBt2zZ07NgRLVu25DocQmqUoeZq27ZtkZ6ejvfeew8JCQno0qULNm3aBKVSifXr13MdHiE1wsXFpej/x4wZg6VLl6Jx48ZFwwoKCio0P6FQCIVCUaWY5HI5UlNTi/5tYWEBZ2dnnD59GsnJyVWaNyGkejAqVLguNjY2jDHGevTooXF8XFwce1NcXBwDwBYvXsyioqKKptu+fTs7cuQImz17NktKSmIZGRls3bp1TCgUMgAsJCSEFcd13alQqY5SVg4BYNbW1iwwMJClpqayFy9esODgYNayZUu1ad555x0WFhbGCgoKWHp6Ovvzzz8ZUHrujBgxgt25c4cVFhayuLg49uWXX6rNMy4ujn3zzTds+/btLDs7m+3YsUNtfEBAAMvKyiq1fnFxcWzWrFklhjPG2NChQxkA5u3tzRhjbNSoUezff/9l+fn57Pr168zHx4e1a9eOhYWFsdzcXHby5Enm4OCgNp8PPviARUdHs4KCAhYTE8NmzpzJ+TalYpzFkHP1VZkzZw579OiRxnGUq1SMqRhDvr7zzjtMqVQWnQsXnwflKxUqL0t58p0xxmbMmMFOnDjB8vPz2ePHj9m7776rNo2bmxvbv38/e/78OcvIyGBHjx5l3t7eatOUlRvt27dnkZGRrKCggIWFhbFhw4Yxxhhr1aoVA17n5at/v1mKXx9ToWJsxVhy9VVZt24dCw4O5ny9UqGii1L83s+DBw/Y7Nmz1aZp1qwZUyqVrH79+gx4mc8ffvghO3r0KMvLy2NLlixhANjgwYNZeHg4KygoYI8ePWLffvstEwgERfPRdp4LgPn7+zPGGLOxsSn6/zf5+/szAKxz587swoULLD8/n8XHx7PffvuNmZubc74eqVCpBYXzAKhQYQKBgOXk5LBVq1YxsVhcYryDgwNjjLGAgADm7OxcdENEU4NldnY227BhA2vcuDEbNGgQy8vLY1OnTmUAmJ2dHYuPj2cLFy5kzs7OzNnZmfO6U6FSHaWsHALALl68yIKCgljbtm1Zw4YN2YoVK1h6ejqzs7NjANjbb7/N5HI5W7JkCfP19WUtW7ZkCxYsYID23GnTpg1TKBRs4cKFzMfHhwUEBDCJRMICAgKKlhsXF8eys7PZ7NmzWYMGDViDBg3U4qruBsvo6GjWv39/5uvry65cucLCw8PZuXPnWJcuXZifnx+7f/8+27BhQ9E8pk6dyhITE9nw4cNZ3bp12fDhw1lGRgabOHEi59uVivEVQ87VV+X7779nYWFhGsdRrlIxpmLo+WpnZ8f279/PLl68qDF2ylcqVF6X8uQ7Y4ylp6ezKVOmMB8fH7Z06VIml8uZr68vA8DMzMxYbGws27JlC2vevDnz9fVl//vf/1hMTAwTiUQMKDs3zM3NWWpqKtu3bx9r2rQpGzRoEHv48CE1WFKh8l8xllx9VXbv3s0OHjzI+XqlQkUXpfi9nwULFrA7d+6oTfPLL7+w8+fPF/2bMcZSUlLYpEmTWL169ZiXlxfr378/y87OZhMnTmT16tVjffv2ZY8fP2bffvtt0e/K22ApEomYj48PY4yx4cOHM2dnZyYSiVjz5s1ZTk4OmzVrFmvYsCHr3Lkzi4iIYNu2beN8PVKhUgsK5wFQocKAl0+SZ2Zmsvz8fHbp0iX2448/shYtWhSNf/PmyauiqcEyLi6O8fn8omEHDhxg+/btK/p3aX+0qFAx5FJaDvXq1YtlZ2eXuKh78OABmzZtGgPALl++zHbv3q11/ppy53//+x87ffq02rDly5ernXTGxcWxw4cPa51vdTdYTp48uWj8mDFjGGOM9erVq2jYvHnzWExMTNG/nz59ysaOHas232+++YZdvnyZ821KxTiLoeYqAFa/fn2WnZ3NpkyZUu5lA5SrVAy3GGK+/vzzzywvL48xxtiVK1eYvb19uZcNUL5Sqb2lPNejbzbMA2ChoaFs/fr1DACbNGmSWh4AYCKRiEkkEtavXz8GlJ0b06ZNYxkZGczMzKxo/IcffkgNllSovFGMIVcBsE6dOjGpVMr69u3L+TqlQkUXpfi9HxcXFyaXy1n79u0ZACYUCllqaqraA26MMbZq1Sq1+Vy4cIHNnz9fbdiECRNYYmJi0b/L22AJvH5z+9WblQDYzp072caNG9V+17VrV6ZQKJiJiQnn65IKFWMufBCiJw4fPgw3NzcMGTIEp0+fRs+ePREZGYmAgIAKzefu3btq395JTk6Gk5NTdYdLiN4pLYfatm0LS0tLZGZmIjc3t6jUq1cPDRo0AAD4+fkhODi4Qsts0qQJLl++rDbs8uXL8PHxAZ//+k9MeHh41StYTrdu3Sr6/1ffJbh9+7basFfHBAcHB3h5eWHr1q1q62XhwoVF64WQ6maouerq6opTp07h4MGD2Lp1a4WWrwnlKjEEhpivK1asQOvWrdGvXz8olUrs2rWrgrUuifKV1AbluR4NDQ1V+01oaCiaNGkC4OX36Ro2bKi23z9//hympqZo0KBBuXKjSZMmuHnzpto3vYovk5DazhhytWnTpggKCsLSpUtx9uzZqqwOQgxWSkoKjh8/jsmTJwMABg8eDFNTUxw8eFBtuuLnvG3btsW3336rlp+bN2+Gm5sbzMzMqiW2tm3b4oMPPlBbxunTpyEQCFCvXr1qWQYhRDMh1wEQ8iapVIqzZ8/i7Nmz+P7777F582Z899132LlzZ7nnIZfL1f7NGFO7uUOIMdOWQxs2bEBycjJ69uxZ4jfZ2dkAKv6xcwDg8XhgjJUYVpxEIqnwvCvrzWPAq9iKD3t1THj132nTpuHatWtq81EqlTUdKqnFDC1XXV1dERISgtDQUEyfPr3Cy9eEcpUYCkPL18zMTGRmZuLBgweIiYnBs2fP0KlTJ1y9erXCsbxC+Upqi8pcj77KCT6fj4iICEyYMKHENOnp6TA1NQVQem5oynVCSEmGnKtNmjTBuXPnsHnzZvz444+Vng8hxmDLli3YvXs3vvjiC0yaNAkHDhwocf5c/JyXz+dj8eLFOHz4cIn5FRYWVktcfD4fgYGBWLNmTYlx8fHx1bIMQohm1GBJ9Fp0dDSGDRsGAJDJZBAIBFWeZ3XNhxBD8CqHIiMj4eLiAoVCgadPn2qc9tatW+jTpw927Nihcbym3ImOjka3bt3UhnXp0gX3799Xe9NZX6WlpeHZs2eoX78+9u7dy3U4pBbT51x1c3NDSEgIIiIiMGnSpBINKbpAuUr0iT7na3GvbqiamJhU6HdVQflKjMmb16MA0KlTJ+zevVvt31FRUQCAyMhIjBkzBmlpacjNzS0xr5ycnDJzIzo6Gu+//z5MTU2Lbrp26tSpGmtEiHEylFxt2rQpzp07h507d2LhwoUVqSIhRunEiROQSCSYOXMmBg4ciB49epT5m8jISDRu3BiPHj2qsbgiIyPRrFmzGl0GIUQzarAkesHe3h4HDx7Etm3bcOvWLeTm5qJdu3aYO3cugoKCAABPnjxBnz59cPnyZUil0qIn1yvqyZMn6NGjB/bv3w+pVIrMzMxqrAkh3Cgrh86ePYvQ0FAcPXoU8+bNQ2xsLNzc3PD222/j6NGjiIiIwHfffYfg4GA8evQI+/fvh1AoxMCBA7FixQoAmnPnl19+QVhYGBYuXIgDBw6gc+fO+OSTT/DRRx+VGbOnpyfs7e3h5eUFgUCAVq1aAQAePnyo0zcylyxZgjVr1iAnJwcnT56EiYkJ2rVrBzs7O6xevVpncZDawdBy1dXVFefPn0d8fDzmzJkDR0fHonGvuoXUFcpVomuGlq/t27dHhw4dcOnSJWRlZaF+/fpYunQpHj58qPMuJSlfiaEpz/UoAIwaNQrh4eG4dOkSJkyYgA4dOmDKlCkAgD179uCrr75CUFAQvv32Wzx79gxeXl4YMWIEVqxYgcTExDJzY+/evfjxxx+xdetW/PDDD6hbty7mzJlTZvwNGjSApaUlXFxcYGZmVnReHR0dXaIHIkIMmSHnatOmTRESEoIzZ85g1apVcHZ2BvDyrc2MjIyaW2mE6DGVSoUdO3bgp59+wsOHD8vVI8jSpUvx999/IyEhAQcPHoRKpULLli3RokULLFq0qGg6d3f3or+Hr5T37cjly5fj6tWrWLduHTZv3gyJRIImTZqgX79++OyzzypWSUJIhXH+IU0qVMRiMVu2bBkLDw9nWVlZLC8vj8XExLClS5cyU1NTBoANHjyY3b9/n8lkMhYXF8cAsMWLF7OoqKii+Wzfvp0dOXJEbd6rV69mISEhRf/u2LEju3HjBisoKGDs5WsiVKgYfClPDllaWrLffvuNPXv2jEmlUvb06VO2e/du5uHhUTSf4cOHs8jISFZYWMjS0tLYoUOHisZpy50RI0awO3fuMKlUyp48ecJmz56tFpu2j51v376dafLmh87LmgdjjA0dOpQBYN7e3owxxlq1alU0vvjH1IGSH3oHwMaNG1dU78zMTHb+/Hk2bNgwzrcrFeMrhparAQEBGvNU299PylUqxlQMLV+bN2/OgoODWUZGBisoKGCPHz9mGzZsYG5ubhrrR/lKhcrrUp58Z4yxmTNnstOnT7OCggIWFxfHxowZozYfZ2dntmPHDpaWlsYKCgrYw4cPWWBgILOysiqapqzc6NixI4uKimKFhYUsMjKSDR8+XC0PNeVlSEiIxr/V3t7enK9bKlSqsxhyri5evFhjnr66v0WFirEXTeeLAFi9evUYY4zNmTOnxLg3z0vfLP3792eXLl1iEomEZWdns6tXr7KpU6cWjY+Li9OYbwEBASXOZW1sbBhjJe9FtWvXjp0+fZrl5OSw3NxcduPGDbZgwQLO1yMVKsZeeP/9DyGEEEIIIYQQQgjRgDGGYcOGqb3FRQjRP5SrhBiWLl264Pz58/Dw8EBaWhrX4RBCOEZdwhJCCCGEEEIIIYQQQgghRCfEYjE8PT3x/fff448//qDGSkIIAIDPdQCEEEIIIYQQQgghhBBCCKkdxo0bh9jYWNjY2GDu3Llch0MI0RPUJSwhhBBCCCGEEEIIIYQQQgghhDP0hiUhhBBCCCGEEEIIIYQQQgghhDPUYEkIIYQQQgghhBBCCCGEEEII4Qw1WBJCCCGEEEIIIYQQQgghhBBCOEMNloQQQgghhBBCCCGEEEIIIYQQzlCDJSGEEEIIIYQQQgghhBBCCCGEM9RgSQghhBBCCCGEEEIIIYQQQgjhDDVYEkIIIYQQQgghhBBCCCGEEEI4Qw2WhBBCCCGEEEIIIYQQQgghhBDOUIMlIYQQQgghhBBCCCGEEEIIIYQz/w+owM3sQFHrqQAAAABJRU5ErkJggg==", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.pairplot(df, hue=\"Compound\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see that our data is concise, not too sparse, which is good for our model.\n", "\n", "## Methodology\n", "### Data Preparation\n", "\n", "Randomly splitting the data into training (90%) and testing (10%) sets" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Train dataset length: 45 \n", "Test dataset length: 5\n" ] } ], "source": [ "df = df.sample(frac=1)\n", "split_idx = len(df) - 5\n", "train_ds = df.iloc[:split_idx]\n", "test_ds = df.iloc[split_idx:]\n", "\n", "print(f\"Train dataset length: {len(train_ds)} \\n\"\n", " f\"Test dataset length: {len(test_ds)}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Building the Predictive Model\n", "We will use [YDF](https://github.com/google/yggdrasil-decision-forests) Gradient Boosted Trees to perform the regression.\n", "\n", "- Gradient Boosted Trees is a type of Decision forests algorithms. \n", "- Decision forests are a family of interpretable machine learning algorithms that excel with tabular data. \n", "- Decision forests produce great results in machine learning competitions, and are heavily used in many industrial tasks." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Train model on 45 examples\n", "Model trained in 0:00:00.041333\n" ] } ], "source": [ "model = ydf.GradientBoostedTreesLearner(label=\"Sector3Time\",\n", " task=ydf.Task.REGRESSION).train(train_ds)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Evaluating Model Performance\n", "\n", "YDF uses Root Mean Square Error (RMSE) to evaluate model performance." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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StintSector1TimeSector2TimeSector3TimeSpeedI1SpeedI2CompoundTyreLife
3622.025.55628.34827.017212.0255.0HARD21.0
3201.025.78328.50127.285213.0253.0MEDIUM6.0
3692.025.61728.26427.146213.0257.0HARD28.0
3502.026.52528.96827.565211.0253.0HARD9.0
3612.025.57828.40327.088214.0257.0HARD20.0
\n", "
" ], "text/plain": [ " Stint Sector1Time Sector2Time Sector3Time SpeedI1 SpeedI2 Compound \\\n", "362 2.0 25.556 28.348 27.017 212.0 255.0 HARD \n", "320 1.0 25.783 28.501 27.285 213.0 253.0 MEDIUM \n", "369 2.0 25.617 28.264 27.146 213.0 257.0 HARD \n", "350 2.0 26.525 28.968 27.565 211.0 253.0 HARD \n", "361 2.0 25.578 28.403 27.088 214.0 257.0 HARD \n", "\n", " TyreLife \n", "362 21.0 \n", "320 6.0 \n", "369 28.0 \n", "350 9.0 \n", "361 20.0 " ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "test_ds.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The true values (`y`) are:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([27.017, 27.285, 27.146, 27.565, 27.088])" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y = test_ds['Sector3Time'].values\n", "y" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And now there's the predictions (`y_hat`) based on our features:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([27.295267, 27.28691 , 27.108194, 27.403025, 27.295267],\n", " dtype=float32)" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y_hat = model.predict(test_ds)\n", "y_hat" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### That's a pretty close value! 👏\n", "\n", "Well done, our model can give a pretty good prediction on how Hamilton lap will be with margin of error around:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "------------------------------------------\n", "| 0.057 seconds\n", "------------------------------------------\n" ] } ], "source": [ "error = np.around(y_hat - y, decimals=3)\n", "error_mean = error.mean()\n", "\n", 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"text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x = list(range(len(y)))\n", "\n", "layout = dict(\n", " title=\"Hamilton sector 3 time: Predicted vs Actual\",\n", " xaxis_title=\"Test dataset item\",\n", " yaxis_title=\"Time in seconds\",\n", " template=\"plotly_dark\",\n", " hovermode='x unified',\n", ")\n", "data = [\n", " go.Scatter(x=x, y=y, name='True values'),\n", " go.Scatter(x=x, y=np.round(y_hat, decimals=3),\n", " name='Predictions', line=dict(dash='dash')),\n", "]\n", "fig = go.Figure(data=data, layout=layout)\n", "\n", "fig.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Feature Importance\n", "\n", "Visualize feature importance to understand which variables most impact lap time predictions.\n", "\n", "We can vizualize the loss on the \"Training\" tab" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\n", "
Name : GRADIENT_BOOSTED_TREES
Task : REGRESSION
Label : Sector3Time
Features (7) : Stint Sector1Time Sector2Time SpeedI1 SpeedI2 Compound TyreLife
Weights : None
Trained with tuner : No
Model size : 41 kB
Number of records: 45\n",
       "Number of columns: 8\n",
       "\n",
       "Number of columns by type:\n",
       "\tNUMERICAL: 7 (87.5%)\n",
       "\tCATEGORICAL: 1 (12.5%)\n",
       "\n",
       "Columns:\n",
       "\n",
       "NUMERICAL: 7 (87.5%)\n",
       "\t0: "Sector3Time" NUMERICAL mean:27.2233 min:26.849 max:27.749 sd:0.245425\n",
       "\t1: "Stint" NUMERICAL mean:1.62222 min:1 max:2 sd:0.484832\n",
       "\t2: "Sector1Time" NUMERICAL mean:25.6412 min:25.191 max:25.983 sd:0.160483\n",
       "\t3: "Sector2Time" NUMERICAL mean:28.4059 min:27.961 max:29.206 sd:0.256306\n",
       "\t4: "SpeedI1" NUMERICAL mean:214.156 min:206 max:220 sd:2.98854\n",
       "\t5: "SpeedI2" NUMERICAL mean:254.844 min:247 max:260 sd:2.95865\n",
       "\t7: "TyreLife" NUMERICAL mean:17.2667 min:2 max:36 sd:9.71231\n",
       "\n",
       "CATEGORICAL: 1 (12.5%)\n",
       "\t6: "Compound" CATEGORICAL has-dict vocab-size:3 zero-ood-items most-frequent:"HARD" 28 (62.2222%)\n",
       "\n",
       "Terminology:\n",
       "\tnas: Number of non-available (i.e. missing) values.\n",
       "\tood: Out of dictionary.\n",
       "\tmanually-defined: Attribute whose type is manually defined by the user, i.e., the type was not automatically inferred.\n",
       "\ttokenized: The attribute value is obtained through tokenization.\n",
       "\thas-dict: The attribute is attached to a string dictionary e.g. a categorical attribute stored as a string.\n",
       "\tvocab-size: Number of unique values.\n",
       "

The following evaluation is computed on the validation or out-of-bag dataset.

Number of predictions (with weights): 1\n",
       "Task: REGRESSION\n",
       "Loss (SQUARED_ERROR): 0.0863763\n",
       "\n",
       "RMSE: 0.293898\n",
       "Default RMSE: : 0\n",
       "
\n", "
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\n", "\n", "

Variable importances measure the importance of an input feature for a model.

    1. "Sector2Time"  1.000000 ################\n",
       "    2. "Sector1Time"  0.358417 #\n",
       "    3.    "TyreLife"  0.291115 \n",
       "    4.     "SpeedI2"  0.278986 \n",
       "    5.     "SpeedI1"  0.272727 \n",
       "
    1. "Sector2Time" 11.000000 \n",
       "
    1. "Sector1Time" 24.000000 ################\n",
       "    2. "Sector2Time" 17.000000 ##########\n",
       "    3.    "TyreLife" 10.000000 #####\n",
       "    4.     "SpeedI1"  9.000000 ####\n",
       "    5.     "SpeedI2"  3.000000 \n",
       "
    1. "Sector2Time"  8.021375 ################\n",
       "    2. "Sector1Time"  1.475066 ##\n",
       "    3.    "TyreLife"  1.119095 #\n",
       "    4.     "SpeedI2"  0.310687 \n",
       "    5.     "SpeedI1"  0.151599 \n",
       "

Those variable importances are computed during training. More, and possibly more informative, variable importances are available when analyzing a model on a test dataset.

Num trees : 11

Only printing the first tree.

Tree #0:\n",
       "    "Sector2Time">=28.321 [s:0.0385804 n:43 np:25 miss:1] ; pred:5.32283e-08\n",
       "        ├─(pos)─ "Sector1Time">=25.8315 [s:0.0108827 n:25 np:5 miss:0] ; pred:0.0166667\n",
       "        |        ├─(pos)─ pred:0.0375307\n",
       "        |        └─(neg)─ "Sector1Time">=25.6365 [s:0.00590318 n:20 np:12 miss:1] ; pred:0.0114507\n",
       "        |                 ├─(pos)─ "Sector1Time">=25.757 [s:0.00280898 n:12 np:6 miss:0] ; pred:0.0177241\n",
       "        |                 |        ├─(pos)─ pred:0.0124241\n",
       "        |                 |        └─(neg)─ pred:0.0230241\n",
       "        |                 └─(neg)─ pred:0.00204077\n",
       "        └─(neg)─ "SpeedI1">=216.5 [s:0.00187296 n:18 np:9 miss:0] ; pred:-0.0231481\n",
       "                 ├─(pos)─ pred:-0.0274759\n",
       "                 └─(neg)─ pred:-0.0188204\n",
       "
" ], "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model.describe()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- *Sector1Time*, *Sector2Time*, _SpeedI1_ and _SpeedI2_ are the most important feature for predicting lap times.\n", "\n", "We can view the dependence plot" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\n", "
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Variable importances measure the importance of an input feature for a model.

    1. "Sector1Time"  0.063597 ################\n",
       "    2.     "SpeedI1"  0.001515 ###\n",
       "    3.     "SpeedI2"  0.000022 ###\n",
       "    4.       "Stint" -0.000000 ###\n",
       "    5.    "Compound" -0.000000 ###\n",
       "    6. "Sector2Time" -0.009947 #\n",
       "    7.    "TyreLife" -0.017248 \n",
       "
    1. "Sector2Time"  1.000000 ################\n",
       "    2. "Sector1Time"  0.358417 #\n",
       "    3.    "TyreLife"  0.291115 \n",
       "    4.     "SpeedI2"  0.278986 \n",
       "    5.     "SpeedI1"  0.272727 \n",
       "
    1. "Sector2Time" 11.000000 \n",
       "
    1. "Sector1Time" 24.000000 ################\n",
       "    2. "Sector2Time" 17.000000 ##########\n",
       "    3.    "TyreLife" 10.000000 #####\n",
       "    4.     "SpeedI1"  9.000000 ####\n",
       "    5.     "SpeedI2"  3.000000 \n",
       "
    1. "Sector2Time"  8.021375 ################\n",
       "    2. "Sector1Time"  1.475066 ##\n",
       "    3.    "TyreLife"  1.119095 #\n",
       "    4.     "SpeedI2"  0.310687 \n",
       "    5.     "SpeedI1"  0.151599 \n",
       "
" ], "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model.analyze(test_ds)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Vizualizing model tree" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", "
\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model.plot_tree()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Results Interpretation\n", "### Model Performance Analysis\n", "\n", "The Gradient Boosted model had an RMSE ranging from 0.24 to 0.15 in validation, indicating that the model can learn from the patterns presented in our data and predict a value close to the real one.\n", "### Insights and Conclusions\n", "\n", "The model shows that the speed and times of sector 1 and sector 2 are the most significant characteristics. Future work could involve more data from the car, as well as the weather and other cars on the track\n", "## Conclusion\n", "In this tutorial we covered data fetching from [fastf1 API](https://github.com/theOehrly/Fast-F1), feature engineering to use data that are relevant to us, using a highly interpretable regression model to inform a race engineer\n", "\n", "[YDF](https://ydf.readthedocs.io/en/latest/py_api/) provides other models that you can test and share your results\n", "\n", "Happy analyzing, and may your lap time predictions be ever accurate!" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.19" } }, "nbformat": 4, "nbformat_minor": 4 }