{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Adding a New Forecasting Model\n", "\n", "This notebook provides a minimal example on how to add a new forecasting model to Merlion. We follow the instructions in [CONTRIBUTING.md](https://github.com/salesforce/Merlion/blob/main/CONTRIBUTING.md). We suggest you review this [notebook](1_ForecastFeatures.ipynb) explaining how to use a Merlion forecasting model before reading this one.\n", "\n", "More specifically, let's implement a forecasting model whose forecast is just equal to the most recent observed value of the time series metric. For a more complete example, see our implementation of `Sarima` [here](https://github.com/salesforce/Merlion/blob/main/merlion/models/forecast/sarima.py)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Model Config Class\n", "\n", "The first step of creating a new model is defining an appropriate config class, which inherits from `ForecasterConfig`:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from merlion.models.forecast.base import ForecasterConfig\n", "\n", "class RepeatRecentConfig(ForecasterConfig):\n", " def __init__(self, max_forecast_steps=None, **kwargs):\n", " super().__init__(max_forecast_steps=max_forecast_steps, **kwargs)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Model Class\n", "\n", "Next we define the model itself, which must inherit from the `ForecasterBase` base class and define all abstract methods. See the API docs for more details." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "from collections import OrderedDict\n", "from typing import List, Tuple\n", "\n", "from merlion.models.forecast.base import ForecasterBase\n", "from merlion.utils import TimeSeries, UnivariateTimeSeries\n", "\n", "\n", "class RepeatRecent(ForecasterBase):\n", " # The config class for RepeatRecent is RepeatRecentConfig, defined above\n", " config_class = RepeatRecentConfig\n", " \n", " def __init__(self, config):\n", " \"\"\"\n", " Sets the model config and any other local variables. Here, we initialize\n", " the most_recent_value to None.\n", " \"\"\"\n", " super().__init__(config)\n", " self.most_recent_value = None\n", " \n", " \n", " def train(self, train_data: TimeSeries, train_config=None) -> Tuple[TimeSeries, None]:\n", " # Apply training preparation steps. We specify that this model doesn't\n", " # require evenly sampled time series, and it doesn't require univariate\n", " # data.\n", " train_data = self.train_pre_process(\n", " train_data, require_even_sampling=False, require_univariate=False)\n", " \n", " # \"Train\" the model. Here, we just gather the most recent values\n", " # for each univariate in the time series.\n", " self.most_recent_value = OrderedDict((k, v.values[-1]) \n", " for k, v in train_data.items())\n", " \n", " # The model's \"prediction\" for the training data, is just the value\n", " # from one step before.\n", " train_forecast = TimeSeries(OrderedDict(\n", " (name, UnivariateTimeSeries(univariate.time_stamps,\n", " [0] + univariate.values[:-1]))\n", " for name, univariate in train_data.items()))\n", " \n", " # This model doesn't have any notion of error\n", " train_stderr = None\n", " \n", " # Return the train prediction & standard error\n", " return train_forecast, train_stderr\n", " \n", " def forecast(self, time_stamps: List[int],\n", " time_series_prev: TimeSeries = None,\n", " return_iqr=False, return_prev=False\n", " ) -> Tuple[TimeSeries, None]:\n", "\n", " # Use time_series_prev's most recent value if time_series_prev is given.\n", " # Make sure to apply the data pre-processing transform on it first!\n", " if time_series_prev is not None:\n", " time_series_prev = self.transform(time_series_prev)\n", " most_recent_value = {k: v.values[-1] for k, v in time_series_prev.items()}\n", " \n", " # Otherwise, use the most recent value stored from the training data\n", " else:\n", " most_recent_value = self.most_recent_value\n", " \n", " # The forecast is just the most recent value repeated for every upcoming\n", " # timestamp\n", " forecast = TimeSeries(OrderedDict(\n", " (k, UnivariateTimeSeries(time_stamps, [v] * len(time_stamps)))\n", " for k, v in most_recent_value.items()))\n", " \n", " # Pre-pend time_series_prev to the forecast if desired\n", " if return_prev and time_series_prev is not None:\n", " forecast = time_series_prev + forecast\n", " \n", " # Ensure we're not trying to return an inter-quartile range\n", " if return_iqr:\n", " raise RuntimeError(\n", " \"RepeatRecent model doesn't support uncertainty estimation\")\n", " \n", " return forecast, None\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Running the Model: A Simple Example\n", "\n", "Let's try running this model on some actual data! This next part assumes you've installed `ts_datasets`. We'll begin by getting a time series from the M4 dataset & visualizing it." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "\n", "from ts_datasets.forecast import M4\n", "\n", "time_series, metadata = M4(subset=\"Hourly\")[0]\n", "\n", "# Visualize the full time series\n", "fig = plt.figure(figsize=(12, 6))\n", "ax = fig.add_subplot(111)\n", "ax.plot(time_series)\n", "\n", "# Label the train/test split with a dashed line\n", "ax.axvline(time_series[metadata[\"trainval\"]].index[-1], ls=\"--\", lw=2, c=\"k\")\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, we'll split the data into train & test splits, and run our forecasting model on it." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "train_data = TimeSeries.from_pd(time_series[metadata[\"trainval\"]])\n", "test_data = TimeSeries.from_pd(time_series[~metadata[\"trainval\"]])" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "( H1\n", " 2015-01-07 12:00:00 0.0\n", " 2015-01-07 13:00:00 605.0\n", " 2015-01-07 14:00:00 586.0\n", " 2015-01-07 15:00:00 586.0\n", " 2015-01-07 16:00:00 559.0\n", " ... ...\n", " 2015-02-05 11:00:00 820.0\n", " 2015-02-05 12:00:00 790.0\n", " 2015-02-05 13:00:00 784.0\n", " 2015-02-05 14:00:00 752.0\n", " 2015-02-05 15:00:00 739.0\n", " \n", " [700 rows x 1 columns],\n", " None)" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Initialize a model & train it. The dataframe returned & printed\n", "# below is the model's \"forecast\" on the training data. None is \n", "# the uncertainty estimate.\n", "model = RepeatRecent(RepeatRecentConfig())\n", "model.train(train_data=train_data)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Forecast\n", " H1\n", "2015-02-05 16:00:00 684.0\n", "2015-02-05 17:00:00 684.0\n", "2015-02-05 18:00:00 684.0\n", "2015-02-05 19:00:00 684.0\n", "2015-02-05 20:00:00 684.0\n", "2015-02-05 21:00:00 684.0\n", "2015-02-05 22:00:00 684.0\n", "2015-02-05 23:00:00 684.0\n", "2015-02-06 00:00:00 684.0\n", "2015-02-06 01:00:00 684.0\n", "2015-02-06 02:00:00 684.0\n", "2015-02-06 03:00:00 684.0\n", "2015-02-06 04:00:00 684.0\n", "2015-02-06 05:00:00 684.0\n", "2015-02-06 06:00:00 684.0\n", "2015-02-06 07:00:00 684.0\n", "2015-02-06 08:00:00 684.0\n", "2015-02-06 09:00:00 684.0\n", "2015-02-06 10:00:00 684.0\n", "2015-02-06 11:00:00 684.0\n", "2015-02-06 12:00:00 684.0\n", "2015-02-06 13:00:00 684.0\n", "2015-02-06 14:00:00 684.0\n", "2015-02-06 15:00:00 684.0\n", "2015-02-06 16:00:00 684.0\n", "2015-02-06 17:00:00 684.0\n", "2015-02-06 18:00:00 684.0\n", "2015-02-06 19:00:00 684.0\n", "2015-02-06 20:00:00 684.0\n", "2015-02-06 21:00:00 684.0\n", "2015-02-06 22:00:00 684.0\n", "2015-02-06 23:00:00 684.0\n", "2015-02-07 00:00:00 684.0\n", "2015-02-07 01:00:00 684.0\n", "2015-02-07 02:00:00 684.0\n", "2015-02-07 03:00:00 684.0\n", "2015-02-07 04:00:00 684.0\n", "2015-02-07 05:00:00 684.0\n", "2015-02-07 06:00:00 684.0\n", "2015-02-07 07:00:00 684.0\n", "2015-02-07 08:00:00 684.0\n", "2015-02-07 09:00:00 684.0\n", "2015-02-07 10:00:00 684.0\n", "2015-02-07 11:00:00 684.0\n", "2015-02-07 12:00:00 684.0\n", "2015-02-07 13:00:00 684.0\n", "2015-02-07 14:00:00 684.0\n", "2015-02-07 15:00:00 684.0\n", "\n", "Error\n", "None\n" ] } ], "source": [ "# Let's run our model on the test data now\n", "forecast, err = model.forecast(test_data.to_pd().index)\n", "print(\"Forecast\")\n", "print(forecast)\n", "print()\n", "print(\"Error\")\n", "print(err)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visualization" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Forecast w/ ground truth time series\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Forecast without ground truth time series\n" ] }, { "data": { "image/png": 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7tV/bxhVtPjhB5uDg4ODg4OA4TaEoyqZf03GckX+vaRp+8IMfdP5866234kc/+tGmr2M7wQkyBwcHBwcHB8dpinFkliMdTm+DCAcHBwcHBwfHGYI3/q8v4r/9053bvQwOcILMwcHBwcHBwbHtCNohPnPrx/DpT396S65//PhxHD9+fEuu3Y0f/vCHOO+88/B//s//wWtf+1o86UlP2vJ/cyvALRYcHBwcHBwcHNuMB5ZbCI4/gFpzHk03QE4WNvX66+vrAIB9+/Zt2rVivPKVr8QrX/lKAMBTn/pUPPbYYxP/G9sNriBzcHBwcHBwcGwzvvy9+wFBBFaP4J6F2nYv56wHJ8gcHBwcHBwcHNuMO//tLkjnPgkozOJffnj/di/nrAcnyBwcHBynAdphiHYYbvcyODg4tggP3/tjXPqkq5Ap7MLREye3ezlnPThB5uDg4DgNcPBV78WvvusT270MDg6OLcDxugPr8P34pV94GkRFRavV2u4lnfXgBJmDg4PjNIB35D48dM+ZFcTPwcFB8C/3HwHsBp73tCsgKhpM09zuJZ314CkWHBwcHDscXtAGzCqQ3dypdg4Ojp2Bhx47DJTmcdG0DknVYJnWpv8bmqZt+jXPZHAFmYODg2OHY9X0gVYFqC3B9ILtXs5ZCe4B59hKLC6tImuUoMsCZFWDZW2+gnzhhRfiwgsv3JRraZqGq6++uvPf4cOHN+W6k+IjH/nIpqnvnCBzcHBw7HCstDygVQXqSzhRd7d7OVuGT//rA3hoaWfGW/3On/4jnv5fPrDdy+A4Q7Gyugq1UAYAqFtEkDcTmqbhBz/4Qee/c889l+rnfN/f0nX95V/+JSfIHBwcHGcLjq5UgXYAOBYOLVW3ezlbhj94y9vwzLf81XYvIxE//t6/4fBPvoOgzVVkjs3H+toq8uVpAICq6XCszbdYbDXuuecePP3pT8dVV12FG264AZVKBQDw7Gc/G7//+7+Pn//5n8df/MVf4Mc//jF+9Vd/FU972tPwa7/2a1hcXAQAPPLII3jOc56Dpz71qbjmmmvw6KOPotls4rrrrsM111yDpzzlKfjnf/5nAECr1cL111+Ppz71qXjyk5+M2267DX/5l3+JhYUFXHvttbj22msn/n24B5mDg4Njh+OxhSXAKAGChPsOHcbznjC/3UvadJhuQHzWJx7Y7qUMoB2GqCwcRrh2HMfrLg6UlO1eEscZhvr6GmZ2k9e1pulYdugqoX//Cw/i3sUG1fc2o2SMnGGM/L4r5/P4H8+/dOT3WJaFq6++GgBw7rnn4rbbbsN/+A//AX/2Z3+GX/qlX8J73vMe/PEf/zH+x//4HwAA13Xx3e9+F57n4Vd/9Vfxmc98BrOzs7jtttvwrne9C7fccgtuvPFGvPnNb8b1118P27bRbrchyzJuu+02FAoFrK6u4ulPfzqe//zn42tf+xr27NmDz3/+8wCAWq2GYrGIj3zkI/ja176GmZkZqsdkFLZUQf7zP/9zXH755bjsssvw4Q9/GACpJ3z2s5+NCy+8EM9+9rM7O4wwDPH6178eF1xwAa688kr8+Mc/3sqlcXBwcJw2OLZwEjDKgF7E8ur6+B84DbFm+YBZA048gON1Z7uX04OFhov22nGgsYqfLpyZjz/H9sKsVTA9TUidZujw7J2tIHdbLG677TbUajXUajX80i/9EgDg5S9/Ob7zne90vv+GG24AADz88MP46U9/iuc973m4+uqr8f73vx/Hjx9Ho9HAwsICrr/+egCAqqrQdR1hGOKd73wnrrrqKjz3uc/FwsIClpaWcNlll+GOO+7Af/2v/xXf+c53UCwWN/133DIF+f7778dHP/pRfP/734csy3jOc56DX//1X8ctt9yCZz3rWXjb296GD3zgA/jABz6AD37wg/jKV76CQ4cO4dChQ/je976H3/3d38X3vve9rVoeBwcHx2mDhaVliPkpBK6NRmtnexPTYs30AasGZLK4477DeNUvXrzdS+rggcUa0FwHynvwg/sfPiMVfI7tQzsMYTfWMbdrFgBgGDp8h44gj1N6u3HvvfcCAK688kr2RU4II1KtwzDEE57wBHzrW9/q+ftGI1kF/4d/+Aesrq7irrvugiRJuOiii2DbNi666CLcdddduP322/Hud78bv/Irv4K3v/3tm7rmLVOQH3zwQVxzzTXQdR2iKOKXf/mX8dnPfhaf//zn8apXvQoA8KpXvQqf+9znAACf//zn8cpXvhKZTAZPe9rTUK1WO74UDg4OjrMZK8ur0EvTEGX1jM1HPbFeA8IQ2HMJ/u/3dtYJ4g9/eggoziE7ey5++tDD270cjh2Gfz28hrqTfvisagdAq4Y9cxFB1g34jr1ZyzslKBaLKJVKHdX405/+NJ7+9KcPfN9FF12ElZUV3HXXXQAAz/PwwAMPIJ/PY+/evR3LhOM4ME0TtVoNs7OzkCQJd955J44cOQIAWFhYgK7reOlLX4o3vvGN+MlPfgIAyOVyQ8k2K7ZMQb788svx9re/HWtra9A0DV/+8pfx1Kc+FUtLS5ifJ7vv3bt3Y2lpCQBw4sQJ7N+/v/Pz+/btw4kTJzrfG+OWW27BLbfcAgBYWVnpWDQ4OPrB7w2OJJyO90XWruHgvnlUlQwEz8TKysp2L2nTcfTwYcyfewHkC67A4mMPbcvvOOzeWF08jj3nno/czDxCs3ZGPv4cozHs3rD9Nl7/wudBvPJX8YUP/j4ymQzztY9WHcwXZOwt6VhZWcGMLmJ3QcXJ5WUICdcLw3CiNIjNSpLov87f/u3f4g1veANM08TBgwfxN3/zN/B9H2EYIggC+L6PbDaLT37yk3jzm9+MWq2GIAjw2te+FhdddBE++tGP4nWvex3e8573QJIkfPKTn8QNN9yAG264AU9+8pPxlKc8BRdffDGCIMA999yDt7/97chms5AkCX/+538O3/fxO7/zO3j+85+P+fl5fOUrXxlYcxAE1K/fLSPIl156Kd761rfi2muvhWEYeNKTngRB6A25z2QyzDfTTTfdhJtuugkA8MQnPhHlchmzs7Obtm6OMwv83uBIwul2Xzx+bAEHL7kM69YJLNWt0279NDhRvReLDRdPO3gxfvCNf8b0zAyyKcjGpEh6bI+t1bBqh2gHWTirtTPy8ecYj6Tn/WjVIafdi3+Ph//orfh3B6eYr3vEa2Lx6OPYu+8czM7OQs6XsLi4CL04hYIySNPW1tYgiunp2yQ/G2N9fdCLf9VVV/X4jmN84xvfGPi+f/mXfxn4vksuuQRf//rXB77+7W9/e+Br559/Pp773OcOfP11r3sdXve61w1dtyAImJ6eHvr33djSIb1Xv/rV+NGPfoRvfetbKJfLuOiiizA3N9exTiwuLmLXrl0AgL179+LYsWOdnz1+/Dj27t27lcvj4ODgOC1g1tYwt2sXJEWFvcPzUdPi5MoKMnoRv/K0JyNYegxHaztnUK9SqUDLF6HrOVitzTm+5TgzsNxyAUEGBBnHV6qprtG0XCAIUDBUAEAhlwM8B6bX3sSVcrBiSwny8vIyAODo0aP47Gc/i5e+9KV4wQtegE984hMAgE984hOdicUXvOAFuPXWWxGGIe666y4Ui8UBewUHBwfH2QbTDRA0Kpif2wVF02CfhvmoNFhdXYNaKOGc+V2A3ULd3jmNgfVKBbliGUY+B9tsbfdyOHYQjq/WgGwWMEpYq9VTXaNmWoCkQJfIKXspbwCevekEed++fdi3b9+mXvNMxpbmIL/whS/E2toaJEnCX/3VX6FUKuFtb3sbXvziF+NjH/sYDhw4gH/6p38CADzvec/Dl7/8ZVxwwQXQdR0f//jHt3JpHBwcZwDCMMRCw8PegrzdS9kyrJg+YFZwYM8cFEU7YwlaZX0deqGMkqEDvoOWu3MIcrNew/z+A8jnCnDP0MefIx2OLC4BegmQVFRSEuR6owVICjSJaJbFnBG9BoYT5DAMh1pUg3aIbDaD/r+dmmK3f5xJCBmr4reUICf5Rqanp3HHHXcMfD2TyeCv/mpnNihxcHDsTLz/y3fjL9/5RnznjttxXlnd7uVsCZaaLmBWcd6+3VA1DbX11e1e0pagVl1HoTSFnCoBWQF10wZQ2O5lAQCsRg2lchmFQh6u1Ux9nb/+2o+wd6aEFzzl/E1cHcd24vjJZUAvAlkBlVo6+02tZQKiAk0kBLlUMADXQstNHqYTBAGVSgXlcjmRJD/w6BGUp8rYN7352cCnK8IwRKVSGZiFGwXepMfBwXHa4m8+eRtw8mEcWqqdsQT58MlVQFSwdyoPTdfhnWbxT7Ro1SrYe865REUTFdSaO0OpDcMQbrOKmekp6JqGtmPCb4cQs+wDhP/txucDpXm84IEfbcFKObYDJ5dWIObKaAc+qvV0CnKjYfYoyAVNBTJZNMxkH34+n0elUsHq6uBmOWiHWDl5EtW1VZhrvRvMZpNs7nK5XKp1nu4QBAH5fJ76+zlB5uDgOC2xbvnwH/w2kMniwceP4bpL5rZ7SVuCx0+cBPQSZnURmqbBoywQON1g1yuYmZ4mKpqkoL5DClFaXhuh1cCu6WnIsgg4JppugJKa4uNTMYDqIiyv3SFDHKc3VlZXoRXLcM0WGo10pwsNs0UU5OieyMlZQNawVmsAGEzOEAQBpVIp8Vr3LDbx3F+/HrM//+u45x//vOfvrrjiCgAkQ5hjPPgrlIOD47TEiboL1E4CMwfwyOFj43/gNMV6tQ4oBoqqCEPXT7sCARrYfhtBq4bdu2YJSZBU1Js7gyCvmz5gNzA/O42pYgFwTTSclP7oaZL1/8Njm5PFHbRDvPi//x2+fv/RTbkeBzsqa6vIlaYh60ZHoWVFy7QASYUaWSzyshARZHZF+pHFNcCzUF3mRWuTghNkDg6OU4qgHeJP/vkufOZ7kzWSrTVtwLWAmQM4euzEJq1u56HRbAKyBkXIwNA1BK7NPGyy00FqpuvYMzcDXcoCoozGDrFYVGyytr27ZzBTKgKOiUaKAUI32Bi4+vr37tmUtf3v7x3Cd/7qv+L9n759U67HwY56ZQ3l6WkoWg6t1ATZRFZWOrnfOUUAZD3V0N+Djx0FMll4lZNo7qBB19MRnCBzcHCcUrzj03fgz/7zi/GHN//lRNdZXKsAigG5PIelk2fukWGj2YKoaMhkMsgZJP7JDc40guwBVg37d892LBbNHVKpfbLaAgIf8+UCZsp5wDVRt9mbyJpuG3AsID+LYwsnN2Vt/+NvPgYA2GVwt+R2IAxDNFYWsX/ffmiGAbOVniAL8sYMRU4WAEXHWpWdID925Diw6zygtoRjOyhL/HQEJ8gcHBynFPfcex8gynDWJyO1iyvrgJrHvr17UVneHMKxE9FstSCqGgAgZ+iA58Dyz6wCgcVqCwg87JspQxKyyEgqOXbeATixvApoBUzpEsqGCggi1urs6nbTCQDXBErzWFmZPInk8YqFxe9/DZg9iFZrZ6jtZxvWTB/t2hIuOHgOdCMHKyVBtkwLoqJ1/ixmM8iqBmp19lSMEydOALvOB3wXD5/cHCvP2QpOkDk4OE4p1tfXgD2XwF9bQMViV+JiLK9VADWHC87dh9b60hlnO4hhmi3Iqg4AKOT0LSkQ2G4cXVwB1AJmDAkAIMg7hyAvrKwBah5Tmhh5Q3WsVGrM12m4AbEEleaxvjY5Qf7bL3wbyIqQz7k89dE+x2Q4UrOB2jKuuPAgjFwOjpVuo2LZFiSlN4VHVg3UU6RirK4uIT+9C1DzOLk6WAfNQQ9OkDk4OE4p6utryOy5BKgu4vFKehK0sraOrJbDefv2IGxWUN1BzWubCatlbhBkQwd8F9YZRpBPLJMs2WmNWAVEWUVrh1gsllbWAa2AoiIgH3lD11Pk3TYcH3BNiFN7UK+sTbyuBx56GNo5l2K6XEh9tM8xGR44chKQFFy0ewr5fA5uSoJsWzbkfoJs5NBost9nrm0jb+gkCabBTxYmASfIHBwcpxRmbR3nnXceIKm457H0w3WVahWyUcCBPXOAWcGq6W3iKncOLMuEqpHj12JuaypotxtLK2vI6EUUFBLiLyoqrB1Sqb26vgYpV4CQzcCQBEBWUxVCrDdagCBibvdutGqTK3vxyYKmGWdsu+JOx08feRwo7ML+ooxCPg/fTrepc2wLstpLkFXdQCtFbJznOsjpGiBrqPUlwSwsLPCINwZwgszBwXHKELRDuI0qnnBgHijtxv0/ezT1tarVKtRcEQfnZwG7icXaziBUmw3HMqHpBgCgmCc1zJafXi3/5s8WcNWr35k+qmwLUK3XIWpGpxVMUlTYO4QgV9YrUHOkkUwRM4Agw04RtbdSbQCyhr1zs3AaFbQntARZlglF02AYOdjWzlDbzzY8fuQYpPJuGLKAUqGA0DHhpJgPcGwLiqr1fE0zcjBb7Bsx33WQMzRAVEgCDkdqcILMwcFxylCxfMCs4tz5OQhGEStr6ZW0Zq0Ko1DEfFED1BweW1jexJXuHDiWCVWPLBY6UZlIDXM6/PH/vhOLt38cX7pv8uzcV//5P+Gr9x2Z+DrNZhOyanT+LKsabHtnEORatQqjWAIASNkMIEqwbPZ0gPVKDZB1nLtnDmjVJvLfA4BtmVA1HUY+B9fkRGg7sLq6CqM4BQAo5nOAa6aKVnNtG2ofQTaMHOwUw5eB60BXVWQVFU0+vDkROEHm4OA4ZVgxPcCs4sDeXRAVbSKfaatRR75QxKwhAXoZR06cmUkWnmPBMAh5VIQsIEho2W7q64Xrx4Gwjc999ZuTrSto4yt//7f4nQ9/ZqLrAIQgK9EmAAAUVYWzQxTkRq2CQkSQM5kMspIMy2bfoKzXGoCs45ID84BZJdnPE8CxLKiahnwuBy/l0T7HZGjWa9DzpM7Z0DXAd2H77CcDnmN3bFQxcvk8HIt94xO4DlRVhSBrMPvaKK+77jpcd911zNc8W8EJMgcHxynDUt0GXBPnzM1AUjRYExBkq1lDsVRCURGQyZVx/OSZqSD7dgJBniDh4eTRx4Hibvzke/820boqdgBYdaC+NNF1AMBqtaDoGwqyompwUzYGfv1nS9jzqy/D4ermNA5ajRpKpXLnz4Iow3bYFeRqPSLI+3YBdgNLjcnW59omdN1AIZ9DYFtnbIrLTkarUUeuQAhyvkOQ2S0WvmND13sJciGfh5di6C/wHGiaCkkZTIK57777cN999zFf82wFJ8gcHBynDIcXlwE1j7m8AlnVJhrEcltNlIpFZDIZqMVpLC+feQQ5DEP4jkWm0gHIYgYQJJgpjvgBwG+HqC0eAQ48CWZlZaK1xRXMqE3+uNtmC5qe6/xZ1dTUBPnPP/+vwAPfxI+PVSdeFwA4zSqmp6c6fxYkBXaKx7/eaEBQdUzlFEBSsFqfzBbh2zY0XUcxT8pLzrTBzdMBdrOOQqEEAMjp6gQE2YKu6T1fKxby8C2TyasetEOEvgtd0yCpOkw+vDkROEHm4OA4ZTh2ksR5zegSZE2DlXK4qB2GaLsW8jmiOubL01hdmYzwbQVWW95Eyp4ThIBrIZ8j5FERSA1zWoJ8rOYgXDuOqfMvQ2C34AXpSdVK0wbsJlBfQtCeTL20LRNGbkNB1jQdXkqCfPyRB8n6Vie/HyyvjbbZwOz0dOdrgizDddMRZEnTSRKGpKVKwuiG55jIGQamSgXAtXit8DbAadVRKpEBThLB6KQiyIHnEItGF8rFAuC2mDY+jt8GfBe6pkKZ4P2Vg4ATZA4OjlOGhZPLyOglFFUBqqrDSfkGbnltwLNRiIijkS+g1WAvb9hK1B0fV/76K/D/fOzrqa/RcgPye+Zji0WkIFvpyCPxgFdwwQUXAXYT9QmSLE6sVICwDdSWsNSaLGLPNZswjA0FWdc0+CkJcuXIQwCAowuTWz9aUblHqbCxNlGS4aTwgFumCUlRkZOzgKyhMoGCHIYhAsdGLmeQtXkWGi5XkE8l/HaIwGpiqlwCAOR1FQh8tBy214LfDhF6DrS+mLepUgFwTKbXqNVNkFVtx/j4T1dwgszBwXHKsLSyCqVQRjaTgaqlfwNvRQQ5nyPHkpqmw90hqQcxHlmzgMe+jy/8/S0wvXRE1Ix+z1KeEDRZJCkKaTywAFBvEdK5f34OcFoTEeSFlTUgPwM0V3F4fTKlyrPNjkoOALquIXDZn8+K5cNbfBQwyljYBE+6HbSBwEWua4BQlBW4Ljt5d1wHkqzAkAVA1lCdgCDbfkjuf8PAdESkWlxBPqWo2T5gNzEzVQIAaLIACDIajPMBrt8GAg+KIvd8vZAzAN9hUpBtPwR8Fzldg6rpcHbYe+LpBk6QOTg4ThnWVlehR7FImq7Dc9K9gZteALh2R9nTdD21ZxUAlpoujm3SUFeMex9fALIicPgnuP2n6QpRWm4bcC2UC10WC0GCaaUjyOv1JiCp2D9XBpwWahO0Dy4urwC5GcCYwnfvO5T6OmEYIrAtFPL5ztd0TUPbc5ntKTWHkBbMHMDSJnjSHT8EfA+6pnS+JskyXIddQfYcF6KsQJeygKSi1khvsTC9APAsFHIGpvMG4LuoWemTTTjYUXMCwG5iboq8n6kisT81WmzvI247BAIfuqr0fL2UJ6VALK2ZdqQg53UNmqbtONHgdAMnyBwcHKcMtcoailPEz2lMQJBbbqSsRqqjruvwU14LAJ78n96Ha37nbal/Pgn3PvQoMLUPmDsfX/nW91Jdo+URi8VUgZBHObJYpFWQKw1CkA/MlADfxVor/WO2vLoOwShA2X8p7vy3u1Jfh6jkFkqFDYKsqSrge/AYvc22FwK+AxTmsL4JHmQ3IOpeTts4/pZkBV4KD7LnupBkBdlMBllFQ6OZfoCKPGYOinkDBU0CZBWr1Xrq63Gwo2b7gNPE7pkSgA2C3GRVkIMQCDyoSi9BLudzgOeg5dLHATpBu6Mg64YxEP/3spe9DC972cuY1nc2Q9zuBXBwcJw9aFbXsf/c8wAAhmGk9pnG1oOpSFk1dD31tQAA9WWgsZr+5/tw+31H8Y9f+ga02b0oze7Gj3/4AwA3MF9ntW4CYYipPDniz2QyyIhyqqIKAKg3WoCkYr6gAIqBpbUqcMFMqmutra9DzZdw7sWX46F7fpTqGgDQcAPAMVEudhNkBQhcOH4IWaC/VqygCeU51NYnfz6d6Mja6FL3ZEVBo1phvpbnOlCjKDtJ1SdqOes+WSgq4sZziQOpr8nBhtW6BbQD7CqT+3aDILPZjWKLhdanIOdUGchmI1tUgepa8f2f09XE98Q/+ZM/YVrb2Q6uIHNwcJwShGEIu17B7AwhZDlDR9uxU1Xu1kwLCNvI6+RDxdB1tN101wJA8nyba6lqYpPwn/7bXwB3/SP8wm48+aqrcPLh+1IlRpxYXgW0PKZ0qfM1QZTgpFSQazFBzkmAYmB5vZrqOgBQXV+HUSjh3z3tarSOPIiVlIN6TTdWkLs8yJGCzPp8WF4A+C6m5/bCrK6lWk83bD8AAg9Gl4Isywo8l93O4LoO5MhnKms6WhO0nJl+AHgOSnkDBUUAlBxWKztrSPVMx8JaBVByKKvktUkIssKsIDsBsVj0E2RdIterNujvE8sl92te15AzdASuzfOxJwAnyBwcE+Idn/w6/vNf/Z/tXsaOh+m10W5VMT83C4AQZHgW7BT5rdVGC5A15BQxupYGeHaqiCUAJM+3uYal5mRpDEDkqV1+HNh3BV743GfhnD3zCK16qpzahZU1QM2jrG7IqFk5XVEFADRaEUHOy4Caw8oEBLnZqMEoFHH+/j2AVcN6yurkOClitrShkumaCgQuGZJjWZPlANksdu+eg9esThw/13JcIJOBrm5sUBRFge+xP/6+50KRCdGWVR3mBAS5YXlA20c5FxNkA6uVaurrcbBjeXUdUHMoRq9NVcwAoowWY8JMbOMx+lIsYq96lcGK0zBtQBChyyJyho7QtYmFI8K9996Le++9l2l9ZzM4QebgmBBfvv12fOP2L233MrYcLTeYiHDENdP7d+8CABQM4rFLQxwrNUL0dCnbcy2WgZYYtt/uKMgn6pMP6i23PLRXjuC1b/sj/OnvPIfkm3oOiWBivdZaBVDzKKobbjhBlOGmJcjNFrKKBkPKIqPmsD4BqbLNFnK5PMrRMFHapI6a5RLVt9g9pKdECjLb/VZvmYAoE+tNyse8G03LAQQZqrDxUSkrCvwUCnLguZAjlVDVDVit9BaLSqMFiCQRQ8hmIGo5VKpcQabFmunh37/7o1gz02+Ia/EmXY4JcpRRzkyQiQdZV3tTLGKCXGcgyE3LAkQZipglqTCe1fP++pznPAfPec5zmNZ3NoMTZA6OCVFfW4G1Cce5Oxl//qUf4MJLL8OH/vm7qa9Rs8nU9/wuMqRXKsTEip3E1Jpk2MyICXJeT32tiuUTgtwOcOj45Nm595yoAPUV/OITLwYQqdspG7ZW19YhGgWI2Uzna6Isp7ZYtEwToqIik8lA0nOoTkCqXLMJI5dDMacDgY+GnY5srNYagKQgp2yo5DmNtJI5jApywyQEYbqYS30/dMO0iCIndxFkTVEQpFCQA9eFLBMSpOkG7AkyatfrDUBWoUfkTDLyqNU4QabFP/zgML53y7vw7s+mG54FgFZERlWR3BvZTAYZSWEmyE6kIGtav8VCACSFiSDXWxtrKuaN1AIEBwEnyBwcEyAMQ1jVVQTNCswzOIf0r/76rwGrjh/c+0Dqa3SUwqj0opifgCBHXlojIgjFFJmhMdZjgpyfxSNHjjP/fD++e89DQGk3rpiPGrZ0DfDTqdvVSgVqrtjzNUGU4aZQMAGg1WpBUsnAn2LkUaunTz7wbBOFfB45RQJEGZVmuizkWtOMTgO6CLKuRkN6jBYL0wZEBTPFOAFgstdky7IjRW5jg6KoKgIvjYLsQI0UZF3X4VjpLRb1JlGQ4xMUzcijPsFzebahtko2wj/4t2+lvkbLtJCRFAhdm1dBVmAxbnxsLwDabehysoLcaNG/rppmTJAz5D3Rs1Kf7HBwgszBMRHWLR9hswK0qlgx03kwdzrcoI3m8nFg+hysraTPlo2VwoJG/JylWOHw2d/AiZdWgRapN5Mc8y83LMC1gJkDOHJ8gfnn+3F84SQyhRlMacQWMUkFba1ahV7oJciSnJ4gW6YJWSGVtqqRRz2l6tgOQwS2iWIhD0POAhLbMFE3iEorQRU2iAZRkD1mf3rTJBaLuVJ+4Hg5DVrR2hSxS0FWFbTTEGTf7UR5GbncQAQXCwgRUkizIgA9l0ezwQkyLR4/fgLIijhx3/dS28Ysy4Ig9aq+oqTAstkUZNNyAEHsuccAQMhmkJFUNBkIcqtFNnSamCWWJdcmiSccqcAJMgfHBFhqeUBrHTCrWGqemUH9x+suUF0E9j4BldX0BHm91gCkDc9eKWcAgUcGjhjRaDaRVbSOelPM6YDvoemwb1KOL60Bag4ozuHYsWPMP9+P1bV1KLkiMhmytkJOB3w31QlDo1ZFvljq+Zooy6lyeAFCkBUtah80crBSqpgkZoxEs2md4ot0nlrLdgBBgtxNQmUJyApoMVpJWqbdRZAnP142TYcoyF3kXVVVhL7LRKzCMETb9zp1wrmEjFoW2LYLiFLneN8oFGBxgkyNhYVFYOYAgvoqmilPGUzLgij3DtYJsgKbkSDHm7BuG08MUVGZ0k5Mm5ygKGKWiAa+i3qKWnQOAk6QOTgmwIn1FuBZgKTg8MnNy9HdSfjZYhWw6pg9/wmor6cvX6jUGj1DLYYsAJJKBo4Y0WqZEGSt82dDEQFRTqVikii1AvadcwAnjx9l/vl+VCrr0POlzp91WQQEiUyYM8JsVFEslXu+JskKvBQKJgDYtglFI4+brhuwUyYpbGQXF4g1QmQbJuqGGRPkLhKqRJXaTZONIJuRL3RXQQPCNuqMftDBtdk9PlMgymj2PSZ/tN8mecpxlFchn0NgW6kjuGzHibzR0QaxUITVSt/Md7ZhZekkUN4z0SCnbdsQ5F4FWZIVOKwKcnT/d2/CYoiKCtOi30iZlkVOY8QsCqoESCrW6+mtPGc7OEHm4JgAh44uAHoJMMp4/MTJia4VtEP8w/ce2XG5lT956FGgOIfLzj8Hdm0tddYwIcg6cpFvknjsZNQYjhBjtEwTkrpBkOOBljQE+WQUpXbpheejvnQsfZZyhHqtglwXqY2n2+spfk+nWUO53EuQZUmGl6LqGABcy4SqEwU5l8un9sE2HVJ1PFXIk+dRVtFI6UG2IhKqdCloqpAFBPZWMkKQFUIOZA3VCcmB5dg9RBTYiKBjSdhwAlJZrSpEccxH/tA0vnQgJshSZ3izWCzCNXcOQf7MDx9P/bsNw0rTxed//PimXKu2ugyU9qSeDQAA27IgKb0KsqQocBgLi0wnPkEZJMiSojF5mk2L+KLFbIYIELKG9Ro/WUgLTpA5OCbA4ycWAGMK0Ms4vjhZAsJffOsR/P6Lr8XnHthZSvSDjzyGbHkeVxzcBzTXsZbSa11rNABFI0fyACFEggyTkQQBgNnlpQW6I5HYSVqj2URW1XHlxeejXVnEyQmzkFu1KkpdBFmLAv9ZCbIXtBGYDcxM9SvIMvyUCrJjWdAji0W+kIOXliB7AeBYmC0XifIlqamrk23HjTyY3QpyFhAloq4xwLRsCJJMfNGiQqq1J4BtE4tFd4qIEZeYMCjIjt8GApcUoAAoF/KAa6E5AUHOilLHxlMuFRFYTaJUbzPuXWrh9S//9/j9z3x/U6979avegt/99V9Mn3UeIQxDtCrLmN57zkQKsmPbkPvqoWVFhct4z8b3f5LFQlY12Azvj6ZlIyuSGQ8yG6D2iAa33347br/9dqb1nc3gBJmDYwI88thhKNN7IBdKOLmc3p8LAPf87FHAs3Hs5GTX2WwsLy/BKM/ignPmgeY68V2nQL3RhKjonQ91VcqmCtYHANs0oURKKBATZCUVQTYju8aTLj4PaKzi4ZVGal8iANiNKqampjp/3qigZVRDozrtUj7X8/W0RRUA4DsWdIM8boV8Hr5tpjqxqDQtIAxQzmvIZDIQZRXNlHYN27aREWVkM30WC4H93rCiY+9JNkz918uKcueeBQBdZ1eQbZ8oyHrU/Fgq5AHPTp2y4TgusuJG6sFMuQjYLdTs7R8Utrw2YDfx0JHFTbvmg0sNuHd9BgCwmvL9J8aq6SOsreDgwfMmUpAdxx5QkGVFheuy3rMOICZbLBRVY4oDdD0XWYncF7lIQa7UNk4WrrzySlx55ZVM6zubwQkyB8cEOPL4o9i1/1yoRmHimKW1BTIgNklSxFagXiWNaQd3zwCBh2Or6X7PRrMJSdsgtYoQNU+lUJAtq9UZNgNilVZFPUX5gmlZEBUVF+3KA7kpvPT9t+KiF/zHVFYLvx3Ca9YwMzO9sba4gpZRQXbiAgGt70NYlhF46UiC51jIGYRwF/N5hI5JyBsjVqtNQNZRiJoMRUVDy0xHRm3H7aheMRQhVpDZyIZt2RBktWvDNKGC7DgQpN74LSNFDXanLS16LqcKOaIgp0wYsB0bWWnjMZsulwC3lfp6m4l2OwQ8G1a9ujnXC0O87C3vA/ZcAogyllqTDZ3dt1ADakt42pOvAAIfLSfta8mGMkCQFXiMFovYLpOkICuqBodhmNP3fWSzZMZD7wzP7hzrzekGTpA5OFIiDEOsHT+Mg+edD9XIoznhG9HKCTIgdmxhMi/zZqNZryJfLKOkSYBi4ORaJdV1Ws0mZM3o/FkRs4DAfowOAK5lQesmyCL5MGAloQCJa5IVFfsKMuS9FwP/9mlg4SHUHXZ1r2b7gF3H7i6CrIqErDUZh/Rcvw347gBBJjm87I9ZOwzRdmxS8Q2gXCTH/GlUzLVqvWfgUlRVWCkJsuM4HdUrRqwgWxbb7+k4NiRZiTzp6X3RMWx7kCDndI25BtvxyZBehyAXiYKcJnUFAFzH7YkYm46ey8YOyGKvtSwgbMNuVDfleg+umDj57c/i11//XiAj4NjKZIUo/3bPA0BxDj93YAqQFJLDnQKu40BRB1+brAkzlu0CggQpQUHWdB2OTS8g+H6ArEg2rdlMBllV77E+vfnNb8ab3/xmpvWdzeAEmYMjJdYtH97qMVx+yUUwcnmYzQkJ8sJRQBBx8uTOIshmo4ZSqYSCIgCKgbVKug8os9WCqncRZCEDiOy5oQDg2ha0LotFJpNBVklHkMmwDbEKnH/5k4HKCcBukIY9RsSlI3vmZjpfU8VYKWdbmx0pyHHyQQxFltFOoSDbXhvwLDIgBmC6VABcMxWpWq/3EmRZ1ZkLEjrrchwIQxRk1nvDtm2IMhlSysjaxATZSVCQc7rC3IwYt6XFm52iLgNZEZWUvm3XdSF2Kcgz5QJRpFMS7s3Eep28DzrN6qZc7857HgEECa/4pcsBo4THj09m3fjJ/Q9CnjsX5xQVQExPkD3HhqppPV/TdR0ea1GI4wDZ3kHQGJqmw2MiyD4y2Y3CHUnR0Og6RfnUpz6FT33qU0zrO5vBCTIHR0r8bLkJVJdw9eUXIVfIw0pxvB/DDdowV04Auy/C2kr6KLWtQJykkJOzgKwT9TAFLLPZQ5AzmQyykkSSBxjhORb0LoIMAIKUroLZtjaiz57+89dEi22gksLPuWZ6gN3E/l0bHuRMJoOsrDD/nk6kIOf6FGRVVRH47MfMxNPskIYtADOlYmqCXI0TSeRo4FLTYDHEUXXDdd2BwgUhm0FGlJkJsus6ncEpUVHRnOA1CQCe40LsI8hlQwUyAlZr9Ne2O88lWVtOIv7QtWq6TbXruhC6PMhlXQEEEWsMa9oqVOpkDW5zc9ITvvODH0OYvwA/tzcHGGUcnXAY+tGHf4bdBy+M8rsVpqa6bgSuA7VPQZ6ZmobTqjH5+m3HQUaUejz4MTRdg8/gaQ58H0KkIAOApOkwU84GcHCCzMGRGo8trgKyinNnCsjnC3AmyCF9dM0G1o4B+65AdW1yD3I7DPG+z30Xj69NqKD5bbTNOmany9DELDKqgUrK9jW71YJu9A6cZSWFJAUwwrdN5Ayj52uCIMFNoay6XV7C/3DtNShd/yYAIU5W2J/PtVoTyAoo53qVJUFSSGMcA5ygDfgeqV3ugqrICH2PebiuFSnIxWjobzqqY66nKGqp1uvIqjqkyDepqjqclASZkFBp4OtZSSYDTAxwHRty9FyKigYzpe0jhuMSRbob07oEaAWcWFqnvo4V+VwNhZBaXSbReGlTNjy3l7iTgSwdKyk3r5uJavQ7+a3JrBAxHvrp/Zg//1IoYhZSvoyTS5O9P9ZXT2LP3n2d2YA08YsA4Ls2tD4FedfMFEKzTl5rlHASPPgxFFlG26ffqHd7kAFA0QymohGOXnCCzMGREut1UnxhyFmUigV4Vnr15nuHyIDepZddDrMyuYL8/v/vu/jL170Eb/vY5ya6TsX2AbuJuZlpklagGailHEZ0EkitKCnkiJEBYRgicDe8tDGyoggvRQWz02XXOKes4Yvv+y+AmmciQDHqUQWw2lcbKyoqswXB8cixfL+CrKkq4LtkiI8BLS8APKeTilFUJUBUsJamqKXZgtgVs6dqGpyUFgvHtQdsDAA5EbAZB548x+lsdiRVg5ViALQbruNCknvXNqWJgJbHwjL96zRuS1NFQl5ysgBIGqr1dO8ZrudClDdIVa6Tebv9A1n16H7yzc0h65WTx3Dw/AsAAEZxGssTnrC5ZhOlYrGjIDdb6e6RwHOg9xHk+V3TgFXHOkMUpuMOevBjyLKEdkC/gfX7FGRV02FPuEk8m8EJMgdHSlTrzU51crlURNtqMU22d+N7d98PzBzAUy7cj6BZSVVL3I2//8THAVHGkYcfmOg6ldhTu4sMnclaDvV6ug9h32oh1xdZJsgyczWr5bcB1+54aTvXkiR4KRTkfi9hSSUE6OTaGvO1NohQH0FO0bDVchwgK5Da5S5oqgwEbCkKQGyxsFAukOcgp0TH/Ck85f01u5quw3PSEQ3P9SD3qbQAUd1ZTxc8x+4MTsmKxtRClrw2B1Kf/SMvC8joRSyt0t8fTau3DMKIylXS1nOTdW2QqrxCFORKCoLccgP88uveh7/6+t2p1tKPRrMJZEW0W7VNyWX2HauzGS5Mz0xUd+8FbbTtJsqlYlf8Ivs9ErRDhJ4zMEC7b/csYDfILAIlHMcd8ODHYFWQA99HVtggyJpuwDK5gpwWnCBz9KAdhiSSiGMsarGCLGUxXSoCTguNFMkHAPDAAw+itO987JubJm+wE+aZ2s0asP9KLDzy4ETNfOumBzgt7J0lnlrVyKGZMjqLfND1K8gyXEYF2fLagG+j0GfXEIR0BNnv8zMXFQFQC1heZVeQm6Y10AoHkApa1o1A04wqaPsatoq5HODZhPAyoGbaQLuNohG1uckCoKTzlNt2bwasYRgTEGQn0WIhyuyecs/dSBZQNA32ZhDkPgU5k8lANopYYdhAtaze+0ISssjIOuopCbLvuj0lFaTNUEc1xenOo+s2Dv2fv8R//48vwkPLk5OpRrMF5GcAuz5xLvNG8gp53ygUirAmGIauO6QifapUID53SU0VM9nxlPfNQeyZKgBtHyer9M8r8eAPU5DJZjig3Gj4Qa+CrBk63JRlQBycIHN04fB6Cwee+RL8u//4zu1eymmBWrOJjKJBErLYNVUCnBbqKZXfxaOPYf9552PP7BRgNVC1J1OQPasF7fwnw188hMPVdKUSAHBiZR2QNczkCOnQjXRpHUE7ROi7xB7QBUlRmUlQyyUKcqmQpCCzWyx8p/eoVMhmIBkFrK6xE+SWRWqT1T5SKysas4JMyLY0QLanymS4jrXMpFpvAZIKQyYfoEY0dJmminaAIOs6fEY7RAzPcyElKMiipDBvnsjgFLmWqumpbR8xfM8daEsDAK1QQmWdPu6wadnkuey6L0RVTx0N6Xtej4KczWQgqjrZtDOi5QZAJgtoBfzDN3+Qaj091zNNoLCLWA1SJMF0g2yGHeQjgqwbBlyGXOB+EILcwmy5BICc7KTxqROC7MDos1hM6xKgFnB8mb4N1XNGEGRJAgIfHiVBJgryhgfZMHI9j9cVV1yBK664gnptZzs4Qebo4COfvRPBz76N4w/8eLuXclqg1WhCUomCMFsmCnI9JbF1rRaKxRL2zkwBno2VRvoPdttvI7RbuPzyywCzhgcX0+UWA8Di6jqg5ontAICey8FKMYwYD5z1R5YRlZDReuAFpGGu0KsgiyksFmEYop3gZ1bzBVQq7I9bK1KQtT6LhaQocBgVVtN2AEEeUJBnS3nAYc+8rTSaEUEma9NEcsyfRsV0bKszDAcAOUNH27FSlat4rgtJGSQIksx+utD2PSgR2ZYnqOTuXpuSQJBzxRJqVfr7w4qeS7VrsyOpWqrjfSAi7n3KtqQZPZFetKi1bCCbBc67Gl+/419SracbrVYLMMqA5zCfcvQjbpPM56J69FwO3gSnArGCvGuqBAAQFDVVio4VJcLE64pB/OkFLCzTny64ngtxqMVCAto+PMp5gyAIIHQN6eVzBrwugvzVr34VX/3qV6nXdraDE2SODh47fBgwpoB2m/pI52xGo9XaIMilPND2sc5YBhGj7RJ1dUqXAcXAiWV29bKzLicAXBMH56YArYiji+mHWio1YiPJK+StIp/Pw04RneV2Mn37W+EU5mD9+EOz3OdnFkUJPiNBtmIlqO+o1MiXUKtVma4FxLWxMilB6YKqavAYyZ5p24kK8nTBAMIA6022D/Z60wSkqGUOxCogyFqq7GjXtqGoG+pZztABzyZZy4wIPBeKlKAgywpcxnsjCPwOcZRlOVUcXjd8z+1RamMUS2U0aywE2QYEsacMQtEMtFLalQLPHfBty5qe6nq1ZgsQVVz0xKtw7MF7Uq2nG7ZpAlqBEOQJZyni13ocTVjI5+A76erRAaDScgDfwa5SHgA5wWKpco5hdSwWve9nBUUA9AKWVhgUZNeFKCcryIoiA4FPbXsMAh9Cl10pn8shcKyJbHZnMzhB5uhg8cQJYO4CwK6nahE729BqNTt1x0VVBGQdS2vVVNcKPHI0XNYEQCtgcYV9QCxGrJKcv3sK0As4sUT/Zt2PZouQqlgRzRfyqTxtHYLcpxTKigrPYSMxdcsF2gFKA1FqEnyfkSD3KVQxcoUiWvV0w2sZUYaQ7VV9VV2Dw/i4xQN//WS7oJB7baXCZo2o1huArMKQeosE0lREu44Nues0oJAzUiuGvpesIMuyApfRlhL6HlHdECvI6WqEY7R9D3LC2spTU7Aa9PeH43pAtp8ga6nbB4OEdalGLhVBrjbJycLB/XsRNKsTk1rLbEHQcoAgoJ5SMIhhRskrxTwhyPl8DnAsQlBTYLlSA2QNRY3cI5KswmIo4ohhR82I+f4knUwGcq6IFQZ7ljdCQdYUhcli0fb9HgW5kDcA1yLvcxzM4ASZo4O1k8cJQU5ZknC2wWq1oETFF/moZW55nZ1Uxf5cXdNQ1kRAzWMpxYBYjEbkszswN4WMXsRJBjVj4FqtFjKy2sm7LRUK8K0msyLh+O1EBVlRFHgMQfhAbBVQoMtCz9clSULAqiBHBLnQl4ihGTrcNB+cdnJk0+653WhVVpkeN8siarTa17CVl9OVTDRavQoyQCqi03gwPdeG1qUgF/PpBgeBWA0dfMxy+Twsk57whWGIsFtBVmS0J7RYtAOf+ED7MDs9BbdJXwjheT4gCJC6Nk6anoOdcoAq8FyiLnZB03OpyorqjRYgKThv7xxg1bDKEFGWBNuyYBhG1FI32YBY/2lRKbrPWm5KgrxeAxSDDOICkFUVDmM+OQBYfgD4Dgq6NvB3aq6IKoM9y/NGKMgpLBaitDGkV8xHdfLR63LPnj3Ys2cP9drOdnCCzAEA8NshzLWTOPfiJ5AUBXMy5eVsgG2Z0DRCrAxJIJmaKchG3JimaypkIQtBzzMpEP1YN20g8DBbzEPJl7Cymp4gt1omhK44r3KxCDgmUxA+AJLZG3jQtb5jYUWBz5hdHMfrdSuhAPEgp7VYDBBkVYOXYujMsm0ICQNn5+zdg3Z9lck3TI7lJch9CnK+U/ldZVpbo9lEVlZ71G1ZSadiDkTj5Y30BNn3oCb5fPN5pvIdrx0CgQ8lIhuKrCBgPFHoR9v3Esn7VKkEOC3q39dxXSArQewhyDrslBFcbd8deMyMXI5pQxEjtt5ctH830KpixZxsU+HaJnI5QpAbE+ZQN20PaAcoGuReKxdjwpdO5V6tVADFIK8hALKqMc8GAIDl+EC73WlG7IYkK0yDx77rQR4ypKd1LBb0Q3pCV8zbVKEAeDbzQC8HASfI24QwDPHw6mRvHpuJhboL1JfxpMsuAZDBUooWsbMNjrnRDKdGrUxp/Jx2EAK+18nUVHJFrKcYEIuxsl4HZB0FVYReKKOynp5st0wTYtcw1lSpALgW8xuuGw3pGX0KsqqqCDw2n2ktUry6lVAAkEWZmRDF9culfC9B1nUdfooPTse2B2qTAeD8A3uB5joWG/Trsx2iIIt9do24FKLCmFjQMk0ISq/iJaesiA4cG1pXBmw5T1r50hAXooYOPmalYhEuA4H0ghBobxBkWZHRntCD3Pb9RIKsqjLge9RlLa7nISMIyHTVCRuGkeqUgqxrcFNhGEYq+1OjRV5PF+4uAdksjq9NVvDh2ibxDEsKId8ToNJoAaICIzotmi7mAc9CM6WCvF6t9xBkRVGZbTwA0Io2r4o0SKFERqtXO/ASYw4B0pqJwKNWkNvtXgW5XDR6FGQONnCCvE14xV/8M55x5fl4ZH0yj9Zm4XjNBppruPricwEtT+K9OEbCtU3okQdNFTOAqEyQqekgFx3XafkiapMQ5EoNUHQUFAGF8jRqlfTPpWWakLpIla4qQODC8dksFq4fKchqn29SVRAwDmLVmr1pDDFEWULAEKoPgPgtPQelPi+hrmupYstsx06MLLt4/27AaeHoOr3CZw2xawjZDLKqwRzp1Wr2PpcAoGoG3BRDSqRFrCs72tCAtk8UP0aEvkeIQB/KpSLadhMe5YBS7HNXFEI2VFlGewIFmVg2PMhdhCOGpijR0Tfd2jzPR0bovU7aTZjfJhvqfoKsp4zaa7ZayEgqdhkSoBdx+MRJ5mv0rM+2UIoU5DT+9m5UIzuVFhHR6WK0QXfS2UAq1RpELYdstFFRNTXVSZFpO4kDtAAgCCLTSVbg+xDFwXsMiAhyO4DbprvP2v0KcjFPFOSUj9fZDk6QtwFrpod/+djNAIDV1mQKx2Zhpd4EBAkXzOYANT/RkNjZAs8ykc8RBTmTySArpyPIsT/XiBS5XLGERooBsRhrlSog68grAspTU2jVJiDIlgW5y2tqaCpRzhiHZJygnWixUBWFOWmg0UljSPAgMxKiWssCBBE5tVfByRkGQs9mTnNxHRdiAqndU1ABo4yfHTlBfS3btoc2bMkpKr9NayN1JYamaXAYVcx2GKLtOjC6/JeGLACiQhQ/BsT+e7XvZAGITiucFvXAsBu0gcCHGlssogGntIk8QYgey0Y3tEjZoz369jyvp+EMIJuwIAVBdqP3i34PMjmNYf88MU0LoqJiRpcArYgTJyercg48F8WcBkgKGilrnGPUmq2e13pBk4GsiPUU9egAUK/XIekb6TeyrKSKAmyakf2pbz4AYFeQg2A4Qdaje5i2kbAd+JC6rlXSFSAroNLgddNpsKUE+c/+7M9w2WWX4fLLL8dv//Zvw7ZtPP7447jmmmtwwQUX4Ld+67fgRv5Dx3HwW7/1W7jgggtwzTXX4PDhw1u5tG3F4xUbWCcflLXWzlCQ1yp1QNYwn5cBbTIP7NmAMAzhOxYKXVFjgqzASqHGdVqZIk9nIV+E1Ux/zLleqwOKjrwsYGZ6GnY9vRptW2ZPnJehq0DgwWZsWzQd8oFh9H2o65qGtucyDa/Vm2RwsN96IKdQDOstMzGWLafrgOcwT8s7tt2TDxxjLicBuWk8fpSBIDvO8AIBPYcWY36xZZpQ+ooNNF1nLl6wo/KG7ppdLapOrjKuKc7HTlKQd5XLgGNS+7a9SEGOlVVViW0Q6Y6XiWUjgCwPblI0VSF13wwWi2wfCcoZBtou+yas4+fvyxTXNZX5tQQApmlCVDSoYhZiroyTS+mrnMMwROh7pEBDmlxBbjR77VTEXqQyD6jGaDabULo2ibIso50i6SSOc+yvlAcAQRSZTrLavj8ixUJmGtJr9zXpGVI00JuigpxjCwnyiRMn8JGPfAQ//OEPcf/99yMIAvzjP/4j3vrWt+KNb3wjHnnkEZTLZXzsYx8DAHzsYx9DuVzGI488gje+8Y1461vfulVL23Y8dPQkICmAkkM15U54s7FeI77VvJyFZBSxxgnySNh+CLi9BFmU04XOxwQ5H2VqaoaeurYXAKq1OgTVgJDNYNfsNIJWLXXMj2NbPaQqr2lA4FIrZzFMi+TA9hNRTVUBn+16tm33DA7GkCSJmSBbrkfW1Z8UkdMB32F+3Eg18aDFQhWzkEszOHZigfparuNCTLgWAKi6gSZjYYttmVC1fisJ+71mde7XDd92rCCzphYMy8cGgNkptvIdNxrSUyOLhaaqTCpvP7w2UWrVRAU5it+itlgMKsh5wwB8l7z+GdBRyvssFpqqAL5LHQkWwzItSNEmWC2WJxrqJc8nGTgWpHQnat3oz+4m7Y8a1uvp8qNt24Lc9X6mpMzKjiMYkxRkiXFYuN0OIIhC4t+pUeul7dIR7nY7gNTlZzbkLCCpWE/RsMixxQqy7/uwLAu+78M0TczPz+Nf/uVf8KIXvQgA8KpXvQqf+9znAACf//zn8apXvQoA8KIXvQh33HHHGRtu/bPHjwGFWUBSSQblDkC13gRkDTlZgJoroFKtbveSdjRabgC4FkqFfOdrkqLCTjHwQRQ5F/loUtswDHgph3cAoNZ1jDhTLqWqJY7h2nYPqTI0QgwsyjfsGC3biT5Qet9ydI18qLOofLaTbD1QJBlBwLYu2yHrkvo+6ApR8QVrKkN/PnDP+ow8GgzVwq7rJNo1AEAzcrAY3zv6yz2AdBXRcfJHd3a0LpEP4kZKgtyvhgIgZQ6+g/UWnUc9HtKLCS2rDWLY9fqtDACIl57h2r7nDxLkXLp7zIkyeA2td1NBNgTs8wGWZUKOvOmF8gxWV9IryOREwIWmKqlb6rrRbBGLRUxEc7IASBpqKdofgeg10OXDV5R0SSfx+0b/hh8AJElGm0VBDvweUttzLSEDZEVYlFnxoe9D7CLb8UBvLdpQ3Hzzzbj55pup13a2I9n4sgnYu3cv/uAP/gDnnHMONE3Dtddei6uuugqlUqnjt9m3bx9OnCBHjidOnMD+/fvJokQRxWIRa2trmJmZ6bnuLbfcgltuuQUAsLKykqoOdruxcuII5g+cD9SX0VxfwcrKZJ6vzYDTWMf87nm0qmvYt2saWujuiHVNgq28NxYbHubLORSlsPM4zU+XoMNjftzWliuY37sXodXAyoqPXTkZu3Jy6sdf8k3s370LKysrKEoh5st5LC4tA/lksjUKU2oWu4t6Zy1+08L83v2oLC9hxaD/YGlWVjG/Zy+c+jpWMhskKi+EmJ8q4OTSChyN7u1IDT3Mz5YHHp+igp61DkP3feE0KpjfvRtmbR0r3saHVE4IMD9VxPLyCnQvmfAmoawKmCkaiWuYnyrCyAbUz6uRDTA/XUz8/n0zJSwvNJnukbIqYHeh9/GZMSTM5VQsLy/3JCyMwnLNwfxUEXpm41732iHm5+dh19eZ1rTc9DA/XYKW8Qd+TnBszJ9zEAsnjmGlMH6Dt75uY352GlJgY2VlBXomwPx0CSvLK8jkkglIP7rvjVVz+Nqynon5XdOorK9iRRhvIzCEwedy47W5AuTp1gcAqzUH8zNlKH3v0QUJmC8XsLi0DJvytQQARtaHMUPW9oQLzsWh++5O/d5TsXzMTxWQE9rYOzsN2bcn+hwJ7Sb27d6F1UjV9tsh5vfsgV1bS3XdggTkC7nOz5b73t9Gofve8Fo1zM/NoVFZg9dHkmcMGXZOol7fXF5HWc0mfr9TtzG/dy/q68tYWRmvZ+4qGShKG9fqPF7R6/K6664DgNP+s/1UYcsIcqVSwec//3k8/vjjKJVKuOGGG3D77bdPfN2bbroJN910EwDgiU98IsrlMmZnZye+7qnEz44top7R0Ko0UXGwI9a/3HCw3HKwa9cu1P0MGuv1HbGuSbFVv8MqTCyeOI7izFzn36h5Iexqk/nfdE9YWFxZx9T0DGZndQhGEQuLSyhOTQ8orjQ4vlKDE2QxOzuL8mwTi8ePQcyXMTurj//h/mstr2LPpVrnd1oKTSyursMVFabf08IJLK5VMTMzi9nSBuFUi1NYXFyEVpzCbJGOiK40bKy1vIF/P5B0LCyTTfU4shf/rBU+gsW1GnbNzGLG2CApU7t8LB4/BiFfwuxsbthlBrCwWoU+d07iY7Nu+WjXLerH7WStBccOEr/fzSo4vrzG9BwsrlVR2Htez89IuRIWTy4iV5oeKF4Zep12C4snjqE0O9dzrZN1C2umz7SmumCT578w+D7uyA4WKw2s2yHVNY/5TSyeOIHi9C7Mzs5CK65gcXERanEKs1ODFo5h6NwbVQeLiychG8WBf79sKVg8sQBBL2J2tjT2mqtNF6stt+c6xZk6Fk8ch5QvMb02l0MTiwsnkCvP9FxPLUxhcXEBOsNrCQAW1mrIF8njv++8C/GNz34aSqFMGhsZ4dQc8pgXprBuBzDq5kTvwcsNG6t9r/WTDRvLTSfVdRdWK9hf2Hjc2rKBhaUVTM/MdJItRiH+ubqXwWK1gT1zuwZaM1ttEYurNer1LaxVcGkm+f10PWNhcWUNvqhRXW9xtQJXkPtelzZWmu5Ez8PZii2zWHzjG9/AwYMHMTs7C0mS8Ju/+Zv413/9V1SrVfjR8cPx48exd+9eAERxPnbsGABizajVapient6q5W0rVk+exNz8HjLlu0MsFvVGA1JUeqFpOpwU2ahnE/obngBAUdkTAQCgYdqAKJGoOACFXPpWMgAwWw3oBrF+xAUOaZunfMeGoW98eCtCBhAktGw2355lx0eSvR8m5UKOOVfZdZOTIhRZYqplBaIKYEEcsFgUDQ0IPLQY45F8z0lMZADIdLvHcJzrOQ7kIR5kSZYRMkbaJeUNp6mIjj3zxb56bkHRmHPA/TaxMSS11cWFKKuUJ0GxJSKuM48H6dyUQ3pue7jFQhGzgCDCpHwd+L7XE78FpC9XiT3I/bXtuqZEA7SsySs2tOg1fvXllwDrJ3BoNd37Pxkg9KFrCmRFhT2hxcIyTYh9rydR0ZmtPDE814HaZTNSIy85qy3Ftu3ESnkAECURbQarVxj02iK6EVssbFqLRRD0pFgAgKjqaEQNi5/85CfxyU9+knptZzu2jCCfc845uOuuu2CaJsIwxB133IEnPOEJ+JVf+RV85jOfAQB84hOfwPXXXw8AeMELXoBPfOITAIDPfOYzeOYzn0l95He6obF2Env27EFW0YjHagfAbLYgdxPkCTywZwP6G56AqDaZoUEphmlagKh0JqKLE5Jau9VELk8IctFQgbCNeophmTAM0XZs5LoygkkhikzWzLImxwEEcUAR3xUNYtUYqs1dx4GUMDilyArTxDcQtdVlBwmyoYiAKDMP0Qauk9gKBwCSxNYa6Hsu5CHXkiUJQcDmnQw8dyCyrJhjJ2kNi9zjuT7fsKiozKkFhCAHncG6bsQEeb1Kl+gSDzLFg01kkC69B9mPyF4/EQUi4iKIpDCC5lq+15MuAABFQwcC9uxoLyLuWl+meMHQUg39ebYFLZozuOKcWUAx8MOHjzBdI0bsQc5pKmmpSzGT0Q3Lsjr+6BjSBMTbd2xoXfGEGz51tsfMdlxkhyRPKBJbHns7CBI3iAAgZ8l9RuNBJrndwYCfWVI0tKINxVve8ha85S1voV7b2Y4tI8jXXHMNXvSiF+EpT3kKrrjiCrTbbdx000344Ac/iD/90z/FBRdcgLW1Nbz61a8GALz61a/G2toaLrjgAvzpn/4pPvCBD2zV0rYVfjuEW69gfm4XBFmDmaJ5bSvQajU7w1iaoU80JHY2oNoyexqeAEBNWU/cNK2egY8N0pJysM5sIh8NDxqySFrXUqSlWD5RybsJMlHOJDLFzQAzVpD7iOhUTgOyItZq9CcpnpesIKuKxEyI3EhBHhgejKrDa4xNYIHn9jTMdUOUJXgMmaue6w5VkNNE2gW+N6BudzZjDPdarUmi8bS+FjEpRW11TJCThpSymQxE1UClSpcJbjluz2bHUCN1MLWC3I4U6cHnQBHI64BW2fN9f4AgGzK5xyqM95jnt8mmom+zk9MIQWbNKPccu5NpfaAoIzO1F/c+eIjpGjFIprsLQ1WgKGqqGuduWJbZkzoBACJjlXM3AteG3nU9lTGuL4bt2IklPkB0ukOpIIfh8PsfiDdiEjnpGoMgBND2BxRkRTPQau2Mk+rTDVvmQQaA97znPXjPe97T87XzzjsP3//+9we+V1VV3HbbbVu5nB2BdcsHzCr2zM1CUtSJY3A2C6bZhBrVJhuGDp8xG/VsQzWqO+4mCaqWjiCblh1lapIP9nLUfpTWYuFZTRQLBQBRzI+opIoTtLw24NsoGF3B+tEbtmmzfUDZtktSLPoGWvKyACg6lio1AHuoruW5DhRt0LOpyHIKi4ULiNJApnKcysASWxaGIdqekxhZBkTxT4wKspiglAMxQWazWLQ9dyBvOM0xf71FTjy0vudSVjWYaRXkIQQhKyvkOaKAGZ1SSFmyLl0lGbJOyo2mN0JBZn0dBJ43kHVL7jH2aDzb84BMFlLfps6ILRaMv2/gWh2LhSRkoRSmyVBvCpBEHlJ6pGoa1leWUl0nhmtZULviBAFAlGQ4jO2bAHl9Bl5vwU3HhsOad+64QzPKJUlEm/J0J7YY9ZPazrWEbJRiMf73HbbZVHQdLYb0HI4N8Ca9U4xV0wPMGg7Mz0FSNZjWzrBYOKYJPXojyhkGfHdnFJjsVNQazYE2N01T4ad4425FBDmuLS3nSElFI0Vtrxu00bZNlIsRQZZIbmg1RW4o8Vk7yOe7PciRxYLx6NR2yO/YT0QL0TH6WoW+OdD3PMhJHuQoVJ/luNRxB/NpARDyJypoMJzwuAGpANb7FK8YsswWKZVkiYihyBLCwKOOwvTbcYlGL3kv5QygHTAd8zdbVmJJQhoPfvyhnlTnDACCKHXKpMbBdtzoNIDcY4okMPmE+0Ea63yoCUUhscWCliD7vgehj7ho8SaMtVzF9RJtQbosAoKEhkn/HkQ2dW5P6YteLKGyni4Hv+U4QDYLXZVSCwbdcGwLqtZvsVDgplCQ3SAEPKdnpkJXlahMhtG37boQxGGvTfrNq9cOgSCANOT+l6P7zKE4qegQ5D6yfe75F2Hx8UNon6GxuVsJTpBPMRarLcCzcGD3NBSV/Uhyq+BYLRhRbXI+ZyB0rdTDLWcD6s1BBVnXNAQpNhaWTchj/MGeVyVAlJiP9wGg4QSA20K5WCRriqwC9RRDLfEgYrHHYkGUM5tVQR7i2csrAiDrWKP0mQKR9SDh2FuT4/IGFouFi6wwuK5Y3WN53Ij/0hmo044hyTJbgYDvJ3qtgQ21nPZXdaPBOrXPt5qLCj7WGIoE4gzY/pIESVGYLCRkXQEQtqGMIMge5WNm91ks5M5AaTqSZns+kMl0PM3diC0WNMQFAAJ/sE5YlwRAVJlfm7brAYIwsNlUovmAJsOA9cbGaeOezZWmUKusMa0pRst2AUGGKmQjwWAyguzaG+p2DEmSU816EMuY08mbByKCnMKD7DrO0NMdSSLDwjSENFaQlYRNGABIkQeZxmIRE2Sl73591tN/Ht6xn+KRtZ1xWn06gRPkU4wjiyuAVsBsToGi6XAmnPLdLHiWiXyOKMiFXA5w0x/xnw1oNIkHWe8iyIauo+067FWvloWsJHeGUgmpTdcWVXcCwDExU44JMlGp0hBkK1KQS/mNI85sJoOMKBFSzwDHdRLLPTQxi4xqoFKjV5ADz00kjsSDzEiQPReZhHWpElGQmwwWKNePm9yG+4ZZWruCwBuqIMtRYgftB/uweuKcQooE1hmqaG3XTfRty5IMj5IwdtbleUBWgJjQSAaQ2l6fghwAkQdZEMlgEzZIrGml86varpuo1AIb5Ju2wCFIqBOON2ENxo1wR0HuJ8jRmpom/WszTp3ovmfL5Sk0q+ky5FumBYhknkLXdAQTKsi+Y0HXBxVk1o0YEFvGnJ6ZCj1l2+KoEh9Fpq+H9tsA2u2xRSE0NiM/qkbv34hd9+QLgayAr/zwwbHX4OgFJ8inGMcWlwG9hFldhLqD0iJ8u4V8nHyQMn7odML/ffgkPvatB1JXMDdbLUBWe4bOdE0DfIf5uM6yHQjSxgeU0fEmplSQHRMzZWKxELIZZGX2hjMAsP0ACDzk+z6gspLMrCA7jps41JLJZCBqBuo1egU58AfjygCQqf62T+K5GNbVPzwFkI1AVlHRYkiZcTtq3HDfcMCkIHtDp9tVhS2xg6jbg/YP4gE3sMpgcbEdb4iCLMNnJC6OQwhyP9mLIYgSXMpNBYnskwYUZCulxSIm3LGnuRudhjPKjWKQ0JamCBlAVpmTjAhBHlSQtY6CzECQo5MFrevUY3p6GnY9LUHeOF0wdA2+a0/UiOs7Fow+D7KcMi0oVpALXQTZ6AzpsSrIyZt0ICbIAVF0x6ATczjEgxwLEjQ2Iz+M7Uq999n5Uyqyuw7iJ/c/NPYaHL3Y0iE9jkEsLK8goxdRUARomgZ3BxBkx28jdC0UY4Kci2PG0g23nA542X98LdqHvovm//tFvOE5T2H++ZZpQpDVnijCnEEIsuW1B/yZo2DbNoSutAI9qlOtphisqFou4DvYVSp0viYoOswUcYItxwUyGehq7xuuIMnkmJ0BjuMMHWqRtRzqDHngvusOTPADgBYP6TF82HmeNzSuSZBVppSZWMFJWhtAPjhDBg9y2/cgj/Ags6jlRN32BgbO8pGCXGFQkB0nORpPlhX4HuN94ftAVkjMkwVIdjStLcVynGhd5LUnxwpyShWz39PcDeLFl0gKCgUC3xtQ9jKZDARZZc6OJqr74OMfWyxYBr87Vd9dG87du2bht2pw/HZilfIotOyNRJ58lOfuBuFA/jkNwjBE4Pam6AAkzpF1IwZsKMj5HgWZkFnWwUbPcyFJySdFiix2VGkj8Tu6rhO9Z8hDLBYAkBEoFeR2CISDBDmTyUBSDbTMFhYWFsZeh2MDXEE+xVhaXoFamEImk4Gm6/AmjMHZDDTdAHAtFAvEg0xSFJzU6upOh+230W6uA0YZ3/n+D1Ndo2WaEPvyOfMGGa6zGCeibduG2PVmm/boFQCWKzVAUlHUNoiQpGqp0lKaVhzN1vs2IUjsMUujjiRVI4cmw2ag7btQ1MEPJzVWkBkUfG9I6QhAiHuNYV1xscSwDztFoR/SC8MQoZ9cUgGAqNSBR62WOwGJ3+o/rlaEDDKKjmqdXsHvKLXZfoLMppB3rpVgF4ghSAweZLuX0G4oyCktFs5wi4UQeUNpN4rtBIsFAIiyBpOxlMkZ6kGOf1/6DUFMkLWu19OeuVnAqpHEJUZYlhsNHGeQz+kTnUTaPhmqyxm9NFNRlFTD0JZPCHIxt3G9ziAnow3Hc5Oz2AE2BTmIfcNDTooAIEu5EfM7A3+DpSOSqqG1QyJlTydwgnyKUVlbg14sAyCeVX8HKMhNtw24Jqai7Nxy9MbWYGwRO11QtX3AagAHnoyHfvrTVNcwTQtSP0HW9VRB/WTgY+MDihy9aqlaFlfWa4Cik3SICLKiwTRTKMhxPnMfQRZlmXmKnLTfJX8I6EYeZpOBICc0wgGRgtwO4Pj0apDneYneaAAwCkXUGLyY3pCGsxiqQhRkmiNncvTqDVWjVYXe5whseE2NviE9YnHJMVlcHNdFRhQHipw0RUHAqCC7fpBoF4ghihI16Xbc2BLRTZDpSWw/NiwWyWvLihI9QQ58iAmDiKKiMpfuuEM2FWqUvMKSUU5a+bye7O59czOAVcdaCoJs2nYn4aSUzzNnbPdcywsAzyZEuwuKoiBIoSA3LRcIAuS77CSdQU7GXHffdSENtVLF8wHjX5vemBQXAMiKIlyK14DfBhAmk21ZVWHxdlxmcIJ8itFs1GEUyACVYeipUg82G7GCPB0dy8cpCmmyc08HVCwfsBuYufRqrB9+iDlYHyAVqHJf3m0hRywWrIqJ49g9akQmk4GY4ugVANZqdUA2yNF5BEXXU6WltEyHqEF9x6OiKDMryJ4zXKnV8zlYLTqC3A5DhL6XOAgnR/W/jkOvYvojCHKuUEKzVqW+VqfhbMiQHkme8KhymuMM3uEKssI2pOfHDWeDEXSyZjBZXBzHTYzGkxUFbUYF2XWS/bQxREmCT6m6O31DdXKnzIM9LpFcL9nKECMrytQWi3aQXKctp0gy6gw29j1mUjYDiBIsFg9ywsZp/64pwLOxVEsx2GvbHQ9yMVaQUzaCWnGKTi7X8/W0BLlmWoCkEAtbfK3YhsN4yuB7LmnuTAA53fHhtcf/3qOq1mPQRh3GzY9JZFtWNdiWheuuuw7XXXfd2GtxEHCCfIphNRvI5YhSq2saQt8lxyzbiIbjRwQ5WpckAJKaqn3tdMBq0wGcFn7h55+GcO0YjtbYFSbbsiCrvWRjplgAXAtNRuXddRzIffm0opquhrzZij4EutI1FFWDnaL4xXTsnoa/ztpkGS7jEafnupCGfKDkcwXYlE1PTuylTSjjkLMZICvBZCjjcD03UdkDgGK5DLNBP7wWk9qk3FyAbbAuTp0YFv+kxR5kWouFT5TCpAg6RTfQYlDwXTc5sk9VFaaUDgBw/dFDehKDB9l1SSJJNlK2ieUgvYLsON4YBZnOGwpEkX0JJEiJiAsLvIgg9xP3TCaDrCQzWSzIxqk33WRalwElh+Mr7IN6JLKSFO9MFSZLQ4pz2It9CrKqqqkIcr3RGii46RS+MN4jvje85ZLlde6NqFqPkRXobEZ+GEaRiQn3mabDsUzcd999uO+++8Zei4OAE+RTDNtsIB+1nMVZpmmrUDcLlaYJZAWUdEI6jCga7ExVkBdWq4Cs4dy5MhmqS6Eg27Y5QJDLhgKIMpaqbMN1nuMMkEdRUZk/OIFeBSeGphtwUijIZqwgJ+TdslosPG94bmihkINHWZjTORJOUFbj8gabIbXAT2g4i1EuleA06a0HcQ7pUIuFKlOXEpACgeGRcRqjxaJlkQE2LWEzoBk5tBgUZNfzEksSVEWhtpB0rhUlMgwb0pMkel+z43o9kX0kAYD9tKNzPc9JjLOLIYj0VqN2QooFAMga++Y1VraTVHdBUpg81/HGyejacGrRDESaEyzLdpAVSWRlMUcsZ42UCn6cw94dMwmQ9rvQd5nTMeotcyC7Pj5lYPWpB54LRR3yOpfoN69Bx2IxQkGW6CrqRynI2g6KlD2dwAnyKYZrNlGKShy0aNCGJbd1K7BaqQOyTiKfEL9Baqil8MCeDlhYXgXUPPaW84Sw+OyPv2vb0PrqjuNWuJX1Ktu1XAdKnyIqKyqsFP50y3aQkeSOigYAmq7DTTEMatrJCrIks+eQDmu/AwixolUenSAE/N7mr866BGKxoKlljRF43lDrx8z0FHyzTp2KYbs+EIZDSy82MlfHX88N2iPtGpoqU/scAaBlxwOXg6TKyOVgUSr4ADkNyCbEUmmqCvguU8yh6/sjh/QkSUJAWdvrui6EPutHRpTIsF0K2M5oi4UgSVTeUAAIAz+xLU3TdLiMxMX1fEBIVt0FSYbNoCCbUfOdpmysTY3j4lIM9jruRlpNXpUAKV3NPQA0HQ/w3QSCzH6fASCtmH0KcpwdbVls90h7lMUiSsbwqRVkf+SQniiK8GiG9EKSYpGY8KPrOyIx63QDJ8inEH47RNtuoRTVAKudFp/tJcjr9QYgazB6CHK6FIXTASdX1wGtgH0lDWgHsDz2YRTPsaD1+Tk7BHmN/lgeAHzXgdynOkqKCjfF9L1t2wPqnq7r8FKRbXJc2k+qZEmGz2BjAKKhlmEDZ6qKtkenCLmR4pVksdCjcg+WyDLf94aua256GrAaqNl0Q0adoa4hhEqNPMguxYasY9cYcvSqRWUELuVAYrOrwKEfRi4Ph2GI03XdgdpkYGPDz9JKRuwC2REKMv2QnpsQ2SeIUnoF2R09pCeIEjyK10EYhgiDZJVQ0zTmzasbea2HKcgsvy9pvusdxFVTxMXFsO0NghyXFK2nJMi1pgmIEnJKXwNhnF3MePLXqUjvVpAjG47FGAUY+B75/E6AKklAmy5hhqi+wVBbFhBbLGgV5OSBP13X4O+AxKzTDZwgn0LUnQCwW5iOWs60lCHlm41qjRDknExuByVS4tJ693Y6VtbWkdXzKGkiILJPMAOAl1CBmlcEQNGxVq0yXct3HajKoILspMhvdVwX2T7ClzOMVG+OtkMsFv0fxLKiwGP0IPt+cj00sPE6oIlFsuPc1gQv7awuArkpHFk4Sb8uzxvaYjW/awqw66jYdBsoUgE8giAzFJnE8VtDS0dEgRRVUG5UrIgIJWX6FvJ5uJQWFyBO/hhcl66pEXFhaTL0R6q0kiyj7dM9/kneaEFkz+zuvh4EcURGs0w3PBUlkiS1Imq6Dp/xde56HjLCYIoIQE53WN43TGvQkqWKGUCUyd8xojvvPJ5lqTXSnURWGi1AUsl1uqBr6RRkqythI8bGICejguy7I+xPUYoFBYF3A7LBHXbqBBAFOaDYCJNrhZDEwZg3Q0/3GXC2gxPkU4iGEwBuCzOliCDLCuBvv4JcbTR7FGSS8Uk3OXs6Yn19HYpRJGqaIDNVs8YIXGdAxZSFLLJqjqk2GQB8b9BioSgqXMY6ZwBwbLunlQ8AcoaOwLGYPXuWbXf8hL1rU5gV5MBzh5ZebCQy0BBHMlRkJCjIkpCFXJjCwiI9QQ784QR539w0YDexZjIWVQwhVIaqRq93mg/OcGRkXBxhRtsS113g0I9CIQ/falLfH57nJUb2aZGFhGXDTwiyACGB7AGAzGCxSIrsE2T2zO4Yjpuc1hFDlGSqAUKvk0+bpOyxE2TP85EZsi5ZVZlSMSw7br7buC/EbAYQFZgpPKuus5F33qm5T0mQa82YIPfesxsbMca8ecfpDBDGkAWyGWDZRPntEPB7s6O7oUgikMnCoTiZjJskh23CAFK3HlBsEt1OgczgazyfM3ZEYtbpBt6kdwpRc3zAaWHXdAnARjXudnuQa/UGsore88aRncC7t9NRrVWh5QtRG5acSkEOAj+R8MlaDlWGTFkAaLvuANlWVA1eijc0x3EGyEs+Z3QKTPrVmFGwh7TfKYqCgFFBDoZkFwOR1ShShMY1T8WNcLkEBRkAcuVZLC8vMa1LGuJB3pXXAUHGwloV2F9I/J5uOB0FOVl30FUGi0WbZCrrCRsBICIxWZHYOihAChySPcilQgGhY8IJQqIejlub6yYONuqawuzpH5bIEEOWZbQpY9581xuoDZdkBU6KjSZZm4+sMMIbKklUJylxlFdSIklO15iJi+d5Q4n7zNw8Thx+lPpaZlSu0n1fxGkYaRXkONPdkAlBrqWouQeAesMcSOQBACNSkFnz5uMBwm7EVc4sn3WxzWuYB7lTQ05Bum3XHZniAhCCTGOxIGQ7i6TyQyMqsfqt337p0EhFjkFwgnwKUTVdwNuoAda1nWGxaDQbkNReu4AgSnBStBWdDmjW69BzBRIDldJiQbJ4E8ijkUOjzpZiEXjOgJ9N1VR4aSwWjtPTygcABSMHeBYsj5Eg207iUXq5XIJr1hGGYeIxbxLaXvIRMwAYDJ5CJ4jjypKJY3l2F9ZXVqjWBETxW0P8fyVVBLQ8FpbXAZwz9lqkeW34hx3L651U0PqEVCeAKMgCLMocXsuxAUFOVJDLxTzgmmg4AVVFuu8le5ANhiHEGF5cNT3kNpJZLBa+O6AgSwqb5aDnep7bk4rRD0mSYVN4tzt1wgkbsZyhI3RtuEF7aFpGP/zIYpGEc/afg4d++B3q12bLIicL8kCUo8IUFxfDczc2nLKQRUZW0UxLkFtNQFR7UicAIKfHJxVswpLjOomZ51lGn3qn3GPI+4aUjSyKFK9NxyObanHYCwCEIDsUMyRONPAqZgfvo2L0GfCO//Z+TOvD72mOXnCLxSnEcqUGyBpKOnkD2fhA2V4FudlsQepLZMiKMpwzVEG2W03ouRxUgVgsWJUSUlYxpM3NyKPZoFeQgza5lt438KepKrNKCxDfZP/QWalAFOQWY2C/4zgQEkjtrpkptM0GUxV54HtDFWSNYVjVjCKj9CHDazOzu9Cs0BPkIPCGWj9YK7/tvqKKfmiyDIRtqqPX+Pcc5k0kKhV9k1tS/F+MYs5gUuR830tU3Y14A8CoIA/z0wKAIksIA8r2QW9QQZYVNbWC7CYo0t2QKEtMNiL7Bh+zfC7HXMfs+v5AWkeMCw8eQLu6hBWT0jdvJ0c5CpKSKmbS83rzzgVFI+kRKdCKij20PvKe0zRy4sSoIDuOi2zCfZtliOsDuss9hrw2sxkgK1Cp0q7nA5ksxBGbGVGgs1g4blwgM/h3hTxRkNNmUp+t4AT5FGJprQooBopRy1kc1eSkrOLcLJjNJhSt93A7K9FNaJ+OcCwTRi5P1DRRYibIpKzCT1RE9VweJkN2btxw1u9n0zQNfgqLhecOZiqXCjnAtZjfHIe1383PzgJ2HeuUVbRhtKEY5tnTGby5zSH11zH2zu+GXVujLt9p+8OVbVmMj0rpngdisZBIYUkCiOddIsfaYxD7mZMILdClUlFuYm2HWCyS1G1d19gIspec6Wt0hqfYFOSMMPxUI86Kp9EQPM8bULZlRWXO7O5czx1uZQDIACGNF98PhrelFeK2OYbXpu95yAwh7ldceACoL+Nole6eJckr0oB6LcoK7BTKe9DnT5dUDa0UhUdAVGmesHmKN2I24+emM8QyJkgS2dxSwg2Gb3iAOI+dzrYRD/aOU5CpPMgjatuLOQPwbPzknntw7733jr0WBwEnyKcQq5UayRuOCLIqCUBWoJ5E3yqYZgua3kuQRenMHdLz7BZyuVx0TC0z14wSf2hyWUUun2fKlLUigmzovQqyrpHoM1Z47mAhRzlPVKoW6weKa3f8hN3YNzcDWHWsU6Y7bCQyJBPkzgcehfJo2i4gyoS8JuCcvbuB5jpWKQfr2n6ylxxgn3DvKDjD/LTR9WgsPZYdEdohG4F4SI92bWTgUkpUanOdNB26TYXvuYlDerGqbzEUQ3iej0x2OEGWo8ZAms1T4PsQ+witrCqprEpkbclWkhi0Gc3xkXxS1m0hUu9ZCLI3SkGenwIkDfcfXqC6lu2QMpT+Ovm03m2v796QFA0mQ4Rgz7WGbJ40WQQEkUTUMcB1ncQNv8BYJuOPeD6BjdemQ2GxiItyRnmQJVFCEFAQ5BG17eUC+Qz4f17yG3jOc54z9locBJwgn0KsV2uAslHIEffAs77QNxu22YJm9PbdCyJdhNHpCM8ykc8Z0QSzxOy1cyMFOSkHs1AswjHpPchx8UWujyAbuo7Qc6hLKmJ47mAFailH8p4bjGH4rpM8wLZ3pgT4HpZqdEen4yLLDI3eu9qy7ZHtZvvnZgl5p1C3ST7t8DrnuIaWVl1yIzVoqIIc19pSbMgsh9g1kobqgI1BIJoPYSA+Xh4y2KizHVkHQ7KjFYYNQAw/8EeqtCy1vYE/qCCrippq2BUAfN+HMGZIj0bZ6wzpJdiCSnmi7DHZlTw/sagFAPYXZKCwCw89eoTqWo7jICP2FgsBccwku/Ie9MUmyqoOO0WeMkBOKrLZwd9TiaxxDcbrum7yxk7RNFgWvQ0ktswMe98QWSwWHd/wCAVZEtGmIcgjatvLeQOguAZHLzhBPoVotlrIKlon0qXTA59iSGwz4dom9L5MX1GSz0iLhRe0Ebomivl8Z1qbtWbUGaGIlopFeCa9gmzHCnLf0BnJ+nSoVNVu+K4z4PXVZQGQFKwzxi0l2TUAkCEPLY9jS6tU19moh04erGMJ/nci4jiMhOoava/fb4fRNHoycY8n3GmJguMSW8QwBblThU2hsFr26NIRORtfi25ttmMnDigBsYLvUx9ZB35yKyIpXZBIax8lSGTZKItFVNtLRZB9iH3EUVU1+CmHjccpyKJISVxGlEGUoqPvlktPXjzfG6og67KAjGpQR03aTvIgIqmTT5Pu0+vpV7RJFORkK4macrjac9zEEzFFN2Ax2ED8ztDlGAWZIgLQHeEbjiEKItWg6qjadkMWgISBa47R4AT5FMKyejNqO9W4KRrTNhO+6w7k8IqSCI8yXul0QtNtA65FJvdBBjRYqlmBrgiuBIKcN4jyS+uBdaLIoFzfkF7e0FNFGfmeN1DIYUgCIGnMla9k4CYhxUITAbVAKrspYPskN1TXhwzpySKQFdGyxr8O4qnvYcRRZyjfidvqhk2jA/GEO4PFYkTzWmyxMCmIh+U60bWS36Jjsu1SKsiu4yb6L4HI6iWIaFI8/gBJJElK/ohjE5ssCrI/TkGOovEoXk+EIPeuS9PSDbsCw/OeY0iSREWQNxTkhCE9TQGyWTRMhnp03x85PMhyzw7bOCmKCm8TFOR8sYRWnS0XPgaJ2RuuIDMTZDf5REzTDCZbnBs9n8NaLuMIRprnwPGG2yI616NWkP2h1zJkAZC1hJ/iGAVOkE8hLNuG0LWD7fTAb3NaROANqo6SxF4GcTqg6QaAa6FUIFF7gsQ+jBJn8WoJEVwbnkk6gkwUZAd5vXeDktM1kl3MOFiX9FzGaQy1OpuCTCqwB0ltUREAvYCllTWq68QKsj5EQY5PUmiURztSkIeXcShAO6BSQ93oqFQfMjwIAFlJpo47HJvIEL/eKX5PpzM8NaTFLUtSLOgtFskDSmRdhLg3KY+siUqYRJAzzBt+cow+XEFWFfqs+CAYVJA1TUXgpSPIvucl5j3HkCQRIYWy58WEKsm3HdejM5zu+OMIMsM96wzZOClqupjJfvvN3NwutBhSZbrhD8l7ViWyEaNNl4nheYPzGQBg5HJwGCwWflziM+TkKbY/0VizxuWAA/QbMc8bTpB3GSJglMdeg6MXnCCfQjh279CTzPCBuZUIvMHaTFGm638/3RAT5Kki8VwLkgSH0QPujKg7VmWieHltOmJre6QZLm9sjoIceO6AZSBtYL/nJkfZCdkMJKOI1VVagjx8QwHEyqNEMlnHgBDH4QoySYqga5iLs4aHWSyAKA+cQUEelk8LbKi+VMrSmMi4TCaDjCjCpXyNEv/lEAU5OrJuUr4PkeSPhKNqMctcUewHw/20QHfL4vjXQTuBIOuahrbrMrdIAiTObhQRlSWZanjKjywWWoLiGLfN1RoMBG2ExQIg9yz1yYI7giCnUN7bvtejlO+b3w2vvs78PgaQIb0kgjylicjkpnH4ON0gYgzfS7YGGbkcW9V6PKQ3REGWsiSj3KOIc4ybJEfGvIkiwoBiwz9Cjc7LAoT89NhrcPSCE+RTCNu2IckbKposZJl8hFuFtu8NDJzJ8pmqIBOLRVz3LcoKHNYmqxEWCyVSvGja0gCQY+2sAK1PkcvndMAn7XcsCDwXap9dRpfI8VqDkSD7I+qhtUIJa+sVqutslHskK7UbG0XaI8kR3tzO4Ov459SlsFgIEv2wqud5yI5SHKPhHRpvomk70TDi8A/OLJPFwkm0ywAbR9YmpYI8LPlDTnEiFgw5Ro+hxR5kWotFn0qraxrgO8ylEmRt4xRkCSEFQXY8H8hkEjOtOwS5Sa8gj7NYMN2zQxRkNWUOe7vPn35g3x6gtY7lJrtdb9gGRcxmoM/sxuGjR5mu5w05EcvncvBshiG9oE1OBIa8nmKLhUdzuhC9n42KeZMove7eiIG/TCYDY3pu7DU4esEJ8imE49iQlEEFmTVmbDPRDkOE3mDVsSRJCM5AD3K1SUhAOUcUW1GS4TJaXBxvOOFTFZlk+lJ6kBuWBYjyQINZMUoWsBij2doJecNiNoOMpDIfSQaeM+BNj6HqBkxK357TqYdO9sDF+cBUpNb1AGF4LFInKYLCT9vxho7wmQqSDI/y/nA9D9kRA2didPTq0Q7vjEjrAIjXlFZBJvFbQwiymKGuXCeZ1snJH52cZwYFedTAGQASpUhpsWj73kA+s8GY8dwN3/eHbioAQJZEKoJsRQ2LScRFl8gALUuZBrGSjNvU0X2muF5ybXjaoqK232u/uXA/Icgnm+xiiz9i8zS9ey9OLhxnul7gJZcCFfI5BLaJNuUpgxOVewyLYMxkyEbYpxmsixTkkTFvkoQ2hYJMLBbJVdMAUJrZhemnXofbb7997LU4CDhBPoUgKk4/QaZXgbYCMXnpt1hIsgyf4oP8dMNqrQ7IGnIyufVlWWEuEjBdF8hmyXBTH1SZ/gMdABqmDYgSOebugqHKQCZLPTgFRITP9wY2OwAgqhqaDIMoABnGGpZdLEkytQXH9nwg8MnvlAAljtuj+F3JMaI0dKglTlKgUaMJQW4PnUYHyPEmi42BRkF2KY5eHZd4kEcIS4Qg0yqFrtOzOe/GRoEJ7aYiOfmjE4vH8HoKgmDkpiIuU6Lx9LeDwQKT3AQEOUgg3N2QJAloB2MHcm3XG+qbJwqyhipDPX1SWkc3RIb7wk3ITQdIURGrd5vEJvZalvZN5QBRxWML7D7kUV7r+b37UDnJZrEI/MEITAAoFgpMRUpxic8o33AmK8Dzx5Na3/eBEXMLQLQRa0+mIAPA3NxumK6PK6+8cuy1OAg4QT6F8BwbStegkphl/0DZbGwcf/eSKlmWEfjpLRbLLQ9PesVbcP9iugnmrcJatRERZPKhLMkKtdoSw7SilrOEhAFNU6k9kwDQbJmAqAwoyFo8WMeg+saJGIkEWWFvtEqya8SQZIXao2hGkWVKwoYC2LBF0DTWOa6LjDj8A4UlKSJox3FNI8gGgxpHPtCHE6pMhmyIaRRk4mdOLvaIkRUleJSb62H+S2AjfYJG+fU6LWKDRCObySAjMXqQx/h8NTm2LI0nG+0ggNR3LUNXJyLIo1IsZInO/hEXyCQRKiGbgajlUK0x1NOPsViIMv2px7BkB11TEfoudRoP0F2pvXFv7M5JQK6MRxn9wsDoe+O8cw/AWV9kGmL2XTcxi32qmAdci8ynUMDupNUMp08ZQaA7KRpTlAOQTTqCYKzCHQ/8DXvP2LtnHlZ1hek5PdvBCfIphOv0eqAymQyy4vYSZDcqquif5FdlGcEECvLnfvwYlu/4JF7/Pz876RI3FdU6UZCNDkGWmYdROvWsCW1uLJ5JAIRMCBJR8bqgRgNPLGH4caaymqDUKqrORJDjeuihdaoMJwyk3GN4IoPCoPq6Ywbh5Cz94GucLjCOINP+np7rjvTTAkBWEIgKPgaO44wcXgNIBS3Ntcjakv2XQPfjT7FB6RDkZOKoFaexePIk1ZoAoiCPHIQTBVL3TaGIJinIeZ14kG0vhQfZT66H7qwtUpD9cQpyFE049NTDyKNardKvK/AhjdiIiQynO77nJirIusa+sUgaei1HA3VHTyxSXyfGqI3ApecfAGpLOF6nf+9u+8lDx6VCDvAsMp9CAYei/S5LabHwxtiyAKIg09xnnj/6NObg/r3AyUfw+jf9wdh1cRBwgnwK4bvOgCKXFWXqKfmtwIbqOGixCCfwIN9z/wMAMnj0u1/dUTvWar3Za7FQFOYiAdN2AFFK9IeyeCYBkOQGUR6wWJBkAQV1Bm9i3MrXXzoCAEaxhHqVbqgO2EieSMpuBQBFYVCQLYdsAoZ49sjUt0xF0DxvtGeVWCzoBl+DyGIx7HcEIjWOlmyMUZABICOIlNPto+0aAEkroC3zCbzk9jtgQ/ml3lSMKFeZ2bMfJ44eploTEJGgUVXTnei48b9nOJQgp1OQ22MUZEUWqV7r9pgjedXIo96gV5Dbvg9h5KaOPoHI95L9zGm82+T9x+tJd8hmMlDyJSyv0GWmd4NUhyc//vvnZgGniZpDP6NBEjYSio9KBcAx0aS8Vpx3PmqwLiOI8KkG65Kj7LpBrDw+SUMZdS3PG6lG75qZAlwT/98//cPYdXEQcIJ8CuG79sDQU5ZBBdoKDGtyUxRloiG9Bx58EDjnSngnHsbJFBPMW4Vao4mMrHfILSF6bBsUy44tFgkKsipTF1UAEXkU5QHyqIkkH5VleIfkDfsw1MFhuGKpjGatSn0tP7IfqAmePYBsoGhPGIiCLBOlMgGZTmMdhYLsJbdrxejYNWhi3uIhvTFRXj6ljcHzvLEEOUtpsXDd8dcSBJFKpQIAPyEfu+daokzVGOhGE/xJNh4A2H/gANYXj1GtCSBq6Ki2ujhTliYZIwwGTwMKUVwi67ArEKV1UHiQxyl7TjRYOkxB1nN5tOosFgtvwErSDZZ7th14EBPIduzdZknRidMdtL77TMuXUGNQyGOMUpA1Jcqbp1xfPIzen9YEANN5Awg81CnjPuNyj5EKskCnIPt+MLJJEgAZIm4HY08lx5XuDJsB4RgOTpBPIQLXGfhgESS6D6atQqwU5vqKKlSFKMhp8kMB4Pijh4C9TwA8Cy1Kb9epQLPVhNhFIBVFgc+Y92yPtFjIQDuAQ/mBHA9j9dsPiqoIqAZW16vU6yIDly6MhMa68lQZVoP+WhsKcjJBII8b3X1rdSLLhr/dCBKd1WgcCY0VR5prxZuApESGGMRKQqvGJZONbmQFuoZKzx0dGQcQi4VPuYkNPG9oLBUAZGWZ7vEfY7G46Pzz4K4toO7QEff2GAVZiiq1rTGEL/aTD6RYqBKQFdBgGHbtrC1ITj2IQVr+xg8QutGQ3rD73ygUYDYZFOTAT/QNx2C5ZwM/2a4xXSwATgsNBoXWC+KB774c9kIRdYbNeQx/xDCiIolAJktlvQE23s+SvPMFTQIkBas1ukHJuKxoVPsdIcg0yRPjFWSR2mIxurZ9WLEJx3BwgnwKEXgOGeLqgiDSZ1ZuBZyAFFX0R3DFFa+0Xtqea/pttJaO4LxLrwAcC80U6s1WwWyZEJUugqyyN22ZjhOR2sGXT+yZtB064mI7TmL7mpjNQDSKWKEs4wAiu4zvkezXPsxOT8Np1qg3PPHAzbAINEWhV5AtywVEiaRVDEGWcqNIPlBGVENnMshQvqa8oA2EbfKcDQHLsKrvj87NBciJEa3FYty1CEGmJKIjIvsA0ijpUGdHDyfbT7rkAqC6iMcrdIN6QRCM3FTQZsXH92u/4tvx8jOcxMQYlvccQ4mPvscpyGPqhIuFIlPVcTvwIckjHjOGezapfRAALtw3B3g2Hl+hH7KO/elaH0EulEpo1avU14nRDryhVpKNjTBlDngQWwkHn8+cLACSRga4aa4VD+mNSbGgUpDH5IADGwryuPvM931ks8Ov1T+IzzEenCCfIoRhiLbnDpAXQaL3EW4F7CGZvoqskOnxFAH7K6YHtCq4+ILzgbaPmrlzCkdM04LclSSiKgrajI+/bbuRB3nwDbKTw0sds+QhM4QIafkS1tfX6dcVtIHARU4b/BCYm5kGrDrqlIoQGbgJhvpzVUVFm1ZBduyhG4oYgkhXj0sU5DEqrSgRlWcMOkelw4JDQcgG7ZDeuEQGgCjIVMM7rktlsQhoCbI/3E8OkMEuqg1KbL0ZoiBfun8XkMnioWN0sV6B74/0lHdqe8c8nxsDYskEucZIkElkWXLecwxZpjv67rQ/DiPIxSK8Fn3MWzhE9d1YF/092/aTPcj7SyqQn8GDj9HbZYYpyKVSGXaDPc1omLoNgGQQC3SvcyA+XUu2BuVkUqS0TpkkQmuxoHltjmuSBOL7bPzgd+D7I+1n6pjTLY5BcIJ8imD7UVpEP0FmyKzcCphO1OTW9+JR1ajwIgVBXm66QKuCSw7MA7KGNYYIo62GZbYgd1ksCvk8fLs1dnfeDduNPMgJBDmuE7Yp/Wyu5w4lCEahhGqFfrDO9gKgHSQ2/O3ZNQtYDVRsOkIVtwVqQzzIqiKjTXm8b43xIANkGI6msMWn8fmKEp2f1vOBzHBlDwBkRUab4bh6rIIsiFTkxfe8xIazbgiiSFV13I4SSYb5hgFyLE/zmPnB6JOFnBzl+lI2w7XbYxTkThTmGILcJnXO/a2IalSC0mRIgwGAIESiIt1z7SixZtzwFCmDGH4kXy4V4VtN6mHmdtuHNOoxY7hn24Gf+PjPGRJQmMUjR+gJstsmHmS97z6bnirDbdWZ7XrD1G0gui8ovelAHGfqDqwN2GgzpC1Sii0zoxRksnkdL0aMa5IEQDZpAZ3FIjvCrqRInO6xgj9ipwidYTi9lyBvdyFH0ySJDP3kRVdVIPCo83y7cXSlBmSyuHh+iuno6lTAsS0omt7584G9u4FWBasm/XPgRB7kJAVBio6ELUpf+ahyiXypjEaNniA7TtS+lqCI7psjCvIa5e9JFDkP8hClUFVJTipN+5Q94vGKIYgyVWELDUEWJJl4u8fAcUmLlTgqpF+WqYdVfc+DOEJxBOgH6zwKP7Mg0inIsXo2rPQFIJXrNI9/R0EeYj2ILRE0iRhA5EEepyALIhl0G4FhrYjxsGurxVYnHw+8jqohpx2eivNph8UczpRLgNOkPt0Jg2AkcVdk+gHrpGg8gOQz61NzOHb8BNV1gA1/er/FYtf0NEKrTh2j1lnbiA1nR4hg8SD7HvQEi4UUbcJoh+XjmLfRHmT6FItR9z9AqqYRBhg3jzguH1vKZoFMBvvPv3jsujgIOEE+RSBeX5dMB3dBlNhzeDcTTdMi6l5/ikLkQXZ9dgX58RMnAb2Eg2UVUDSs7zCCrHUR5PPP2QM017HEkLRhOy4yYnKJQ0fZoCQInushO0QpLJfLMBm8e6ThL/kod76cBzIZnFyn9NkFRJHThhCEeEDJobg/Rj1eMURJpmqsGzW4E4P2VMaNvaEjlCBFVqiVcpIuMN6DTDNY51N4kEVRoiPIQ8qAukGKXyh9221/+PCmQF9bDcSZvhQWizGvp9gSNKggZ6P1sCnIMeEeNdioyrEHeTRzIfeZCGEIoZqdLgFOi4ogx211oxr+FIbTnaRylRjlXfNYWqQv+OhEhvbdG7tnp8jplUV3erWxtmR1G+giyLQe5Kgxtj/vv3OtrEC1qQai53OEZQaILBYUBHkcqQXoTyr8cQqykAHUAv7LB/927Lo4CDhBPkXYUJB7P6RESdpWBdm0o4zaPgVZifJ8aePKunFsYQkwyjhYVshxa2PnEGTXtqB2bVLOnS0DYRuHV6rU1xhV4rDxxk3/ZjvsDXJ6egpOk2Vd7tCjv7ImAloBx5bo8khjgtCvBsXQVFIkQHN/OI4zVvUVZYleQR5BDgCiINO033WUoBHEncVKMkyN61mbIMCnGNIjavRoi4VIqSDHZUDDnkuAVK7TbNRJfW4G8pBp+bi2mtZiFAajCUKsSDtj3iOHKciqSBopWQlyx9M84jFTFEoPsjs6mnBuqgw4LdQokj/8TrnNCOuHQr+pG3XPzu3eg8oyfcGH5bpAJksSJrqwd9cMYNPbu7rXNtRiIWQjbzqdEBFvEvtPcIF4sJehtj3aWA/b8AAMr/PAH1sUQntSEQTBSD8z66aCgxPkUwbbCwHfIcH1XdCNHCyTfoJ5s2HadpQw0HsrGKoK+OlSLBaXlyAVpmBIWWQUHfUdRJC9PgV5d14GclN49Ci9UkJKHIYdMceeSfpj+WHkcdfMNNqtOkzKFBAryltNUjamNBHQ8lhYpiPIbhznNYSk6aoSWXDG3x+e6w4dRIwhiTLlUMv4QTiR8sPO8/3xCrJCfk8af2jgjU+xIL7h8c+n73sjo7wAEv/UplCpXH+8giwrdJXrdpzpO6wVUcgAIl0rHzB+UyFkAAji2Ocztn70K8hClqSamIwEuXP/jyDIahTp6I05+/a80e2Pu0p5wHOw3qQtaglGe5BlmfqeHaVGz83tgl2jT9GxbTexEGj3VAEIfCzX2AYl2yN+zzj+j9Zi0SHIQ7KAMxQ2nhiu5yMzIkkHICdFQZvCg0yrIFOcVPi+B2EE2Y4z4k2HzW50NoMT5FOEWEHuJ8hzu3ahVWFvGdostKx4gKr3VtDV9BaLleUVGMVpZDIZiKqOWmP7NgD98BwLhrFBkGcNCTCmcJihCtVx3KEq5obiRWmxGEGQ53fNAHYdFYuOILuOB2SlRAVZiwZRWpTDSq4fkCPmYZXCEUF2KIL63TE+U4CcpFAdSXreeJVWkuBRfNjRKsjw6YpfSPzW+PY7Gn+oT/F70los7ChdoL8tsxuyQpeda0d2gWHHy2JnqI7u/g9HHPEDUYmMIBF//Qj4nQ1dgp9WUmBRWj5ieGM2iEA0b5DJksdk1LXGtD/qsggIEpUtpaOUj7jPaO/Z2K4xrGq9XCqgbZvUcyhmnNbR9/4zrUuAmsMxys15Z30jKrVjIWLcfRGDDDC3EweYATLYy6Igj1N9BUFEm2ZIb0RbYAxSad6m8CCPqW0XMkDtJD74H54/dl0cBJwgnyJYXgD4Lml26sK+PfPw62uwPHYrw6asy3ISM2p1TWFqhOvG+toKCtMzAABJ1dHcQQQ5cCwYutH5s5jNQClOY2HxJPU13BERXBuxVJTDcK47tM5239wMYNaxZlGmRbjO0MYuMVLSaJU9OzpGVKTkDwJDU6P7g0JZHRM/BBC7AG26w6j6X4C+KMGlUJC1zrAq3e85aqgLiLKLqbyJ4wmyJFIqyJ2s8+EKsiKrVJXrxMYzfEApk8kgK9HfZ6OO0WNkRXFsBGCsICelawiyAstmVJBjK8OomDfKxJpxBQ6kHl1Ci6bqO0guROkG7T27kdQxZAaiWABc+rKQmCD3DyMWFAFQDFQoizhiEAV59PssrW+40TQBUYI25P2MpdHW9dyxyRMCrQd5jMUIiK08PvH/j7rWGCFi2JAox3BwgnyK0LRInJrep8jFKQrLre3xBdlO7EHuU5Aj5cRM4VeqrSxh167dAABZM9BiCMHfSnhBG6Fno5Azer6em5rFytIS/XVcd2gEV3z0R/vGPapcYqZUADwLTcoPqHGNXVlRoh4etG13ZNanrirEg0yhII+LHwKIgtymUEODEarSxrVkeDQEmWIavTOsSkGQQ4ohPVEQ6X5Pzx1ZUgFEjxnFhzAZnnJhjFGQAwqCTCLLxkzwizJVbTgAhGPIHrmeNHaA048ixhIVZFkZO+TXDy9KsRjl2xazkQ92zGnFqKQagL4tEOhqfxxFkCnv2WGDjTFmykXAManTNewhBUqGLACSynySGLaHq9us77N10wJEZWjUJEvcqueN3/ALgog2hZWKWCzGeJBFAchk4YzxNAdj/MyjYuk4ksEJ8ilCvWUCokyGRrpw4f49gFnBSQr/2VbAsm1AlAc+8IqaCMg6ltaqTNdzgzastUWce+45AADVMGCarc1a7kQwvTbgOcj3qfi5YgkNhrSIUS1nQjY++qN7PkcpoqokAFmBZFVTwHZHV6BmJYV6XVZUgS0NIds5nT4GkMZnJ0p06Q6BP15BlmUZPk2KRaQgj/rc6KhxFBuB9hjFEYh/T4rsYt+HNIYgS5QeZEKQfaL6D4FMSbbjRIZRBFmQ6GqrgThFYdxxtUQ2M6PWFVsikmK8ZLqWwG54nSHV4ZsKKRulH4wbIPRHZ90qkTeUxgbiUSjbtPfsxsBf8tpmy0XANakVZHvIkLAmZpkJcjskz+ewzROx3oz3psdotuzEz98YWUEiw3cUoKmHFgS6Jj2a7HQxus/cMQS5HQQjr9XvDecYD/6InSJ00iL63jz2T+cAUcVjC3TNU5sNy3YSB85KqgioOSyu0je5AcCJugvUlnHpeQcAAJpuwGrtJII8qCBLokRd2QsAnjPcFgHER8KTK8jxB6dJWzoSVaAOO0oTJHpvqO1EavQQIhQPcdoU1qBx8UMAIEkyFUFr+6Mn+AH6bHE/UkNHKSvEi+9TWUlo1iaKtEq5N/73FCWEFNdqRWpuf/xWN2SZ7vGPfdujM60lqtKXMBxvFwCieu4xBDmuDVcTriUpKjtBHpLp2w2xk8U7hiCPaX9kyfT1oyG9UR5k2nt2WLlKjF2lAuA5qFp07z9W9BnX/54hZDPIKiqaDJ8DHXV7xL2RESTqwbqmmSxQddbIkCbl+z5FFjvd5jUIgrEWo5ggj/O6+74/ckhvVOoGRzI4QT5FMOPjp74jnl2GRFIUjtGnKGwmHNdJHDgrqQKg5rG8xkaQH19rAlYVl5+3HwBgGDk425jS0Y1WpCAX870EmRzv01tJPM+FOCJhICvKYxWvGL7nDVUK40EU06KMMhpjGRAZFGTbTR64iaEpIpDNUlVqj4sfAuLIsvGPWdv3KTzICpUHOa6MHTukR6GUE8XLG2+LoG2/88dfS5JEtNvjr2VazkhyQK5FR9xpfNuCTBezFyuYo4b0gGjocszzSU5PkmvDZUWBwzi57/qxxWKMNSIrjH2t+zTeUEGCRUFEO/FzIz3ICtU9OywaL0ZRkwFJxUqFsoJ5yJAeAIiKhiZD3XdsJRlFkLMivYLcsqyRrwFRFKkVZJ9CQRYpLRbtYDSpBTYI8jjbUjvwIfA66U0FJ8inCGR3PegPndJEZHJTOHqCfkhsM2HbTqKfVhOzyGh5rK5Xma533yNHAGMKB6cJCdUNA67NFu+zVTC9APAsFCdUkH1/dEYty8DHqGGsTiwPpfo1LsBelOja6oBYQR6uFMbqdpOCvI+LHwIisrdJyqoiywioSkcCYhcYqSDTDTzFipeySb5hGoIsSxJCig/hpmVH3tARjYGSiJCCbNP4tiVJHjtUB8R2gfbIyDKAWCzGkRdnxP0qKypcRoJsez6QyQxk+nZDjEqBqCwWo46+o+xoi2KNHQ/yKAVZY7tnhynIZLhOx0qlNnZdQLypHvQgA2RYu8WiILfDsU2GLO+zTdMGRGW4gizSK8jjUkkAYrFoU8S8kTKUMRv++D4bsxELAh/imHVxsIE/mqcIluUmpkVkMhnIuSLW1tmU2s2C4zgQpEGfXSaTgWIUsF6hrzoGgIcePYxMcTfJFwbJkaWtPd1qmG4AeA7KxVzP10VZQsBQ1uK7LgwjP/TvWQY+Rnlqlejo1aK2WBAFZ9hRGm2dMBCT7eTIOLK2iLxT+CbHxQ8B0RE/xX0S+uPLOGjroYmfNjt+SK/tj68Tjj/Qx1osxh+9hmGI0B8d5QUQ1TcMfIRhOLKlsHP0PcKDSLJzfQTtcORRrEPhQRYlGR6FxSJog0FBHv182m68riQFWUW9yvY+ZjnO0NKdGHED2zgF2XPdkcfoGwNn4+9ZjyLmzYgiOsclEI1TkPOKAMgGVqt0BHmUxUtWdZgMBNnvWCyGP24s77NmR0Eebj/zaCvlfW/siRhtDTxNiosY3WfemOu1KewawvwFOHjRE8aui4OAK8inCJZjDyUcoiRTv9A3G+4IP62aK6BWrVJfq+EE+MaXv4Cpg5d0PkBlyqPbU4FaywayWRS03g2BRKnqxRgXNcYy8BF4wxVROVaWqBXk0cNAkkx/n20QhOS3iE40FRVBHp+DLImUyiqFjUGWZbQpa6shiMiOsljIEhAEY2teN5rXxpHa8Uo5IS7eyJIKIM5H9cn3j0DTisqAhpCDzrWC8RsBd0QZTQzq2uoxHtgYNG2jsV0maV2KqsBzGRVkNz6NGf4RSa0gB6M9qxvlQpS2lCBITOuIoUUFJvaYgqFh5Sox8nIWUDRUqnQWC5JikbxBVzQNlkV/kuiNIe8A2/usaVnISvLQjaQk0s0tAGR2YTyppVWQR5e+ACAWsKwwdgPVpoiMk2fPwdQFV45dFwfBlhHkn/3sZ3jSk57U+a9QKODDH/4w1tfX8exnPxsXXnghnv3sZ6MSKZRhGOL1r389LrjgAlx55ZX48Y9/vFVL2xY4IyK4aKtxtwKua0OUkye1jUIRjRqdegAA/+8370HrZ9/Dh9/1ls7XZJmNfG4lqo0WIKrQpd7ngJAWegU5GHP8LUgSlYIGkKP0YeUSnfgn2tpq1x3Z2CXJMlWdMBD7CcdYLESZDJ+OAU3WJ+2QWHvMgFJ8LRqfr+v5yIwZHoyP2MdFLMUK8qgPdIBuIxAPiClDXpeda0kiEIyvoLU6A8LD3+4VmdTZjiPbpH1wjIIsy/AoinKCdgiEo4tCADLYOI68xIQ2yS6jKip8ypOTzvWGZPp2g7w+xyvI41JcWBIZOhuxEa8BRRIAQYQ5xtM8qlwFIEUoWdVApUbpQXaH5wOrmgHHTOFBHvF7CpIEn3LWw7btxJPSGKJEf4roB/7YunsxOt0ZBxYFedxGjEpBFrdPjDsdsWUE+eKLL8bdd9+Nu+++Gz/60Y+g6zr+/b//9/jABz6AZz3rWTh06BCe9axn4QMf+AAA4Ctf+QoOHTqEQ4cO4ZZbbsHv/u7vbtXStgUbGZFJCjLd1PdWwHXcoUNiuWIRrUaV+lqr61UgP4trzp/rfE2WJIQ7xGJRb5qANOhDoz3ej+F7LuQR5EUURbg+PUEeRraVeHiH0j/ped5Ir6MsK9QEmeTdDj9iVjoDhBQKcjBeQZYlcewHStAmg3DjLBaKTHfP+f54gkySCoTxWbdBO1KQxw3WjSfITtR8N6zFMIYi0ynIXjyMOILUyjJRkMf6Vj0/sqUM/x6ZSUEebyUhx9+jr+eOSNfQNI2qBKUbwyLLurFRVjGOII+vIM+KEvk3x8Dxg6FpHTFiRbo15uRpVLlKDEnLoVanI8ie5w/doGu6DptVQf7/2fvXYEm28zoQW5XvzKo679Pdp/teXBC4IAGSAAiKFKHRKyYwkBAMGzQnaOoBBjEayZDpkMiwQ4Dl+TGyHOMQhnRMUGJwZN0IGgEOEGJwZiRAYYOkJFg2rRFpiQIFUKZIXRGve7tPd5/3qUc+9s5M/9i5s+pU5d7729mPCxL1/QL6nrNPVlY+1l7f+tYyXBs2z9k0zeDqntm+T7KZBJpIeUP6ned5JAa55mZfd6oEhwK2y4sHePzv/rXxuDYl6rlILD7/+c/jrW99K1566SV89rOfxYc//GEAwIc//GF85jOfAQB89rOfxY/+6I9iMBjgve99Ly4vL3F8TI///UavLM8x8PzOdq4XhG8Yg8yKHL7iwbG9vYN0Sns4Ao2n8oqVXRAErU7yja5Z1j3JHBAtxmRVTM36AkIyQ23XlSVHqGA2pMSCGqdaGKarg5AGXADBBukG/gJvAHi0tnDJzcxG2LSFSw3YW7w0zSC0LkvjNWfypwUWAzJGi6Wm9R0TWF/TRkB+Tl3MsViLFkGbF/rNDiDPvxlsU3yQA2KSoWCQKzPrTmD3dNroOIpQEqPfZaWSQdZJSRrgYhoUo7TkHY/mnd4OI2p2KEETYGKymtSFq8gKkxGm17QEvIKpA1Fsh7WlBll3bYjBOtpzO8syeIHaB9y3sHkj+bp7LmmAtqoIEguHrkH2DcPQ6Ve+hAe/8XnjcW1K1HMZ0vuFX/gF/Lk/9+cAAI8ePcLR0REA4M6dO3jUJJjdv38fL774Yvs7L7zwAu7fv9/+rKxXXnkFr7zyCgDg5OSklWh8o5fHUty9tY+Tk3W/46OdEQbOoPO/PevaCR3Ew2Hn335xbwv3A4vjyqY4un0Ll+dn7T9tecDR7hjHj0+0usVnUavXRj65wNGdI6RX5zjJFg+S7WCA2zvd56CrDsch9mNf+fO3d0bwfJDWu7OdYCdSn+Oj24cY5DPSWgkYjg52lD97OI6QJx5pLbeY4+jWAc7PTjv/OytrHN2+hXI2Ma63n3jYHQXanxu6FY52x3j4+ETZ1k5ZhaP9bYy9UrvW2KtxtDfGo5MTuB0bUnldhHWhPV8AkF9nOLp7D7PzU5ycqAHr+VWOo8NdeFWmXW/bH+D2zlj7Mycz8T3GA/3njJvv+/TkBGWseZTnUxzdOsDV+RlSxbmNls7FYK7Z/HHxHDs97b4uAHGdpZr7Q9bZpMDRwS68Un/ODscRvEx/3bLpFY7u3Mbs8gwn+c1zsZf4uL0V4/Hjx9phRmBxbYj17mB6dYaTQn0+jg734bG59tj2Ew9741D7M3cP9hDWzHjOJucnOLr7Atj1BU6CboZ4fl3g6O5d8ZzTrHd5PsfRrUOgUD9fXrx9gMBwTcuKao67+933052tGI9j2rMHAC4uMhzd2ofLU/VzdneEIKA9ZxMw3NU9G0ch8qH+mpXXxm7sYTyODPe5g1vbifHY7uwMsWV4V8xZhaPbh6hT/bP29vYQO5FLOh9vBNb4/VjPHCAXRYF/9I/+Ef7W3/pba/9tMBgYH1ir9ZGPfAQf+chHAADvfve7sbu7i8PDw6dyrM+yzjOOx5Os81ivGJClkzfkcxyfX+FWtNX5t6OdPdy/fx/j3X2th6qss5Tj0fX8xlp1NMLx4xPs7O4jCfS722dRy8dyVQDHF9c4unV441hKP8aDR2c4ODggXY8PTs7x7V6k/L4u8wrVfG78Puu6xoPHZyj9RPmzj65muMhL0rVxOmc4neTKn80GAR6cXpDWuiwqPLqcKn+2rmscX0xxxWrjeg8vp/B372h/zonFdbK1uy+m5zvqPOU4fvgYiMbatepgiOPHp9jePUDsd1+3h4eHuMxLPL5OtWtdOimOT07B/Fj7cyeY4/jBMYbbe9qf436M48en2mtt6mU4Pn6IcGtHu5Y33Mbxw0cY7uzjcEsN3qelg+OLCe7cOlQ6VATjhzg+foThzh4Od9RM2zUT36fuuFL4eHBmvs4unRTHDx8iGuuf4TPu4vhC/3zM4OH47BKHh4fYXdksOPEIxw8fY2f/QOvkIevw8BCz2hXrHRxiP1ED5IeXU1yxgfbYHl5MjNf/ySzH4awwnrPqtRmOT06xvX+Aw8Ok82fmfo7jkzMwV/2MAgB/foXjB/exs38Lh4fbnT8z4QOcn1+TnhkXKVO+4+pohPsPH5HfcQ/KGY4fPMBw90D5O1dZjSo1P2cB4OHVDJO8Uv7srPJwfHZlXOvw8BCPLieokm3tzxZugGPDs1Y8/8/BPf2zJWUVjs+uMas87c89OD3HdwwC0vn4/YCZvhHqmUssfumXfgnf/d3fjdu3hS719u3brXTi+PgYt27dAgDcu3cPr732Wvt7r7/+Ou7du/esD++5VVEwuArdEnXq+1kUKwqEijjVne0toJhjVlCjRtcHIaLAE9pGQ+v2eVSaicCEcAXsy/YyISwNgNQN6yQWND0bRTLgeIHRIF5WyfStv4joDwwIPaGj0dnJwSJKYiDFDN8nuChIWypd/K9YyxNyDYPEQnxGikm/h8Igc1m4WJicJ8Sx6T5nITXIJrcOz7PSIOvs26IwBComPod2LbNuO4pC0nXWulgQkhGNEguNjGSYxADPkRHiwttjY9KyTP+KHLjmgImS4HXreuYwFMDsTw4saaONg43qcBVZQRSBEQccmUayNB6NUBWZ8Vpt12rudZ3W2mawLs9z+KFGYhHQw6JKim7Y84wSi7JGE/VtWEvavBk+a12aUyk3ZVfPHCD//b//91t5BQB88IMfxCc/+UkAwCc/+Un8wA/8QPvvP//zP4+6rvHrv/7r2N7eXpNX/H6uoijgqOy8iJq9Z1ElK5RDYqMkBniBjNMealmWrwVoSPBpevE+j8qyDAMvWAMKwg2AG5OnAJGYVnMmAIWifN+nDSm1E+kaRwzPJ4UuAEDBCy1ADqOIDJALVmBg0NkNPF8MbRmqKkt4Bp1dHIYCOGq+AzkIZ3qhCBBqvubKsiRqkM0T5EXjCJCQdMNcaxvXrhWZ7Ox8I9gGGrcOw+eMfJ/kiMEIKWJhENJs9hoXC6Pfc+CjKg3nXzOIOIztnmPAImpdp7UGAIcCkLnZ65lq9UnRgEtttGnoTxeuIisMI7JFHufqSO3t8RAoUhHWRFmrNNvZ2QzWsTxDoHlmB4FP8i0GhG7Y6DzheagNQ3rSqcPoPDEA4HhGDXJdcfje8+/S/kGuZyqxmM1m+Cf/5J/g7/29v9f+21//638dP/zDP4yf+7mfw0svvYRf/MVfBAB8//d/Pz73uc/h5ZdfRpIk+MQnPvEsD+25V1HkynjigMCQPKsqWYEw6t5ZD+MI4IXRcF5WnmXwVhjkMAxI/qrPo+ZpBqfjO4iWQbxhAy5BrQ4gu8SYUckU6rxzHT8gO5xwpvdbjSMacAH0HY/22IjWVBXJxcIHSqa9Tlr7M2NQCM2yTETGElwsHPMgFmvAu9F5wjeDWlZVDUBWM16A9GjWg21AgFojQI7EkKRxLW4GyHEUktg43jLI+u+AEvyiS5FsN/rMnkHWDTYCgOOah6co4TbUJLdc49Yhqx3qeoJwFVlhFJEdQLjGh317NAJYhllRYUvfAAKwsFXUJRnaDNaxPEd4oL6fAj8guy3RhvREp6iqa6XPOiVOG5DdOv33KaLuNwzy065nCpCHwyHOzs5u/Nv+/j4+//n1KcrBYICf/dmffZaH84ZWUagDOYIwBLecsn5aVbJCCfZGLfNCBMh5vuapLK2oviEY5DzvtPoJQ9oEP7AEarXMhjktDaC5FXg+PS1Kx+AAQBRFqHlhTEsDGvBonLw3sxoAzZ8zChvgqLlO5AvFBEKpoRdlWcIxyAWk163JSSQtCmDgIDAwOC2DbNoIVFyk+GmKArYBGusb+T5QMaMUivPSeF2EYYiaF1pwANA8fQFa2JBORjJO7J5jQOP3PHBhwMc0BrnkZqeCwEdB2LzKQBRdPPrCfs5gJ6gJV5EVhSFK6vNHE6C0vSUA8pQq12sCabSf0/fJKa2syBBpNpzCh522Vl2VZslYA5BZWSsDehbXvxmGDVxXu0mXz8YNg/x0a5Ok95yK5YWSQY7eSAaZF8oHxziJgLJATgXIWbbmqRyFIVm+8KwrV5jFhz7NAxZo2vwlQ6zRs3meT2SQKwIbTZNrAM0LSsMgR2EAcHMELSAAh46NBuwYZBNAkN+BDjiKaGIz4yKBo4kN5RQmqE1LM7SrNTG7yxUQwj3mDRiPDC/OqPVB1n+fQhtq0A03iYHMcK9TvKPjSNzzuUHSwMuKZPMWEPShjKtlJONRAvAcqQVA5pxj4LrGoV2HYDVWlxTNagBOuJfyQs2Ut2u1vrn69XThKrLiOCKTN7r76YXDfSCb4HRGe5ZljAEDV6TIKcr3aZHygLAzDTXP7NAi0IqSfhc0zyCdbWVZ1UBVkVhfx/G0crYWIBvW+p7/7L9A8l3vN/69TYnaAOTnVIypAXIYhqiIhueq+v/83gnu/Uf/M9y/pq9T1zVqpo60HQ9jgDOkxNYkK4q1QYiYqJN8HpVlWed3EEkZCAEg502bP441rK/rkpLcpGRAx4iKVDJq649pE56GcQSUjLQRYAQGWQwWmY+tLkt4xra8YPF1x8Zr4ZvrGQan2lQ4w5BeSfFBbtk4/X2VZoWxXQ008o9aD94XMd96cBaGT5FBDjxgMEBmAHuc6bsUgPAdpkizBAhylHHmssLGS117XBrgvjseAizHJKOTEIyXGBi+SwBwPc84XFeVet90QDDIpMFeQuiLHOoyyYJ04Sqy4ihGSZVYcKaUUn3L4RgIh/idr9OyDfLGh1rLINsM1hU54lhNRISBeAfoAK0sSkfM91zjM0gOIgaGtQDBIHNNF0UOMAcG4O4HPqo3iIz7/VjPxQd5U+Lh4WsB8pNdtP+7v/s/ov7qF/Cb969wb4tm4SLkAoV4oXVUHPiA42KWEqeYixzxcHTj36QG2cTmPY/KFaEoQmJBA/GskVjEkT6VqSZID1qAbJJYEHXDnHGMxuoXcRLHQMlIHQHBBj0d3aRgkAmsr5FBlpo9A3vTtDeNDDIhAltKLEzDiCkhmhhowHupf3GmWQF4vtFBIWrCVYysr0YbKkvqVk1pXZRwlSQKSRsxxkoj2AOasCHOtJINxrhSLrMdB4AX4HwyA7Cj/VuL9ZiRKQcAx3FRGrpFNcGpIwhCXBVn2p8BaKEvzkAwyKbNqy5cRVYcR6hZbpTLAHpt7t1xAIwP8btf+Trwx96uXQeQSZ568G4zWFeyHHEUa9eSXcTYcD3WlXnD7/meMcSHEqcty3E9MA1G4BVIbHQYBGC8wP/rq1fGv/lG1Mt7EV6giNSfU20A8nMqXhRIVsCjrCgKUTOzZk+5dlXjfpOOk6UzADSAnJcVwAvxQus6Ls8BvADXM1oCUpFn2N7bv/FvSRCQtI3Po4o8h98hZxDtZbPFFbCQWOhkEYHnoarMD+6itS1TA2TfD0mtV0AwVa4GPCZRKJg9wjQ/02jmZVH0l0DzQjFpkAPzJqWsRUvSKLEIG927SYNMkB60Nm8mNq4BG0bW1zdr8tMm5liX4gZAMK8Dx5zyx83dAN8VoCo1pa8RBi7jBiCbNmJySMwUILTshKPSc3LOla4rw8AFghjnV7REOLmeaSMAiHtAx+zVdS0kFpS0QAJJonPrWK6B4wmQqVtLMsiaazZpuk45rxH7BoBccoQKEDoMXPjbh/ja11/XrtEeGyWxkThYV9c1qqJAHKslFlEQNEPCFWJDY70mRDoHnic6RaRkUAJA9igSCzMb/Zv//d9FeXmBP/8/vGr8m29E/Z/f9yb8hffceqMPo60NQH5OxZmaQRY6XcG4RIoXgK6OJwXwUFzwpxf0aOiCN3IBBYMcNXHC04w6xVysWelEYbMzt9D/Pasq8m4GOWqG9AqDlhNYSCyGGgsu16O6WDR6Zs1aXuBjNkmNawHipR546rWExILmSmIa+AOkzZJ5IyAYNMqQnv46kbZgprVkbLVp6LIsS3gGpw7p92zaCEgG2Qz2zA4b7VoGsL2Qf5hZXxOobSO1DY4pJYGNbgGyYcNZEAbOAMm6iw2PalvKNQOXQ98BghgXFgC5bDTIpnI9T8sgS+BitrKjzaHo3DqWy/HM8wEUBlk4GQkPaVXojqyS64Hj+PAOHjx4oF2jPTaC/INi/wc0nVKeiw6aouSgNoUkoWz4pXWosSNW05wnTBuxhQZZf1xXj8QG5bN/zszivxH1pm39YPLzrg1Afk7FNX7DcRQ0ALkiJdat1vGkAGbnwPZtXFxNyb+XlRVQFoIl6CjBIIeYEhlkXuRrzGrgucDAaW173shiRY7ReD0xKglD0fYmSSwEqFWx7oBgg0guFlLPrPXnDHFFZZA5JzDIjOQHK152JomFZ5RYVLUACGbGxTWyobxsWpKGSe2WpTUyyAxe3J1GtlymCXJAsnEEBjkwH1ua5ySA7DXyj8wAkBlhs+O7TjPYZQbbpu8yJsqqJAjSDWIBC5mWVp+uAbSjhkG+uKYDZFaWcBwKg+xqtcPyHqcxyATvdELoizgugsQiN4PtkYUDiM7FAgAObt/F6cP7xnUAmltHGASk52zGxTN7qGOQCdeYrKo0u0WEvg/UlVbTLINydGEoshzX1cpJBNg2D7zK+t573d3sTd2szZDecyoRyNENhOJo0cbqU19+cAJ4ERBv43JCfwnkvAY4Q6IYXgg9B3B9zFOiUTzL1zyVA9m6JaYxPcviRd5pFh9ZsAcFAdT6vm8cKgKArOBAXSPSgNrAD8hm+CVnWvnBKImtGGSTxMIjaJB5RZNFtNeJplvBeAkMHPOQXqP/Mw3cVGUJl6IzdX1juzrLhS2VidmTbhG6zZgYUPIRGj6nZH1NoLY0pCIu1nLNDDLB+UNuAkwdGcY5iUEWITJcGyLDNRrkYeAAfoSrCZ080AHu5TIxyExaExoCZMIwJEoszKEvgFmzKtYySyyGcdJsqgkhSiXXBgLdu3cP16ePjOsANLcOaedous+lNaeKCAKkxML8DqhrmluETPPU3edyw0+SWBgYZCnXMDHIm7KrDUB+TlVy9STzoiXZT4bwe68/AEa7QBDjyoIlkS3+kZJBHgBegFlKa/FXxfrAn2CmfDF49AYXK/JOS7vI94C6FoDVUNKCK9E4T/iea0xRApYGuzRdAz+kx0NXhkjbUSyY8pyQZmWyjAMA1/fBDS1OXkoG2aT1dYxgTw7umNiz0PeAukLODVGvhIQ/QMQJm3TgOSM6TxB8wfOiIK1lM1hnTP5q7ezMnr4m3Ta1I0NmkAkzArzkSp21MxjACRNMJjPt37mxHkGfDgCuo2f2Fu4CBK9ngsSCEvoCCPs502ApRa4xGgqJBYW8MXWd9nZ3wNOpAJmGorh1SOcJE+u7CGRSb1IWMjtD16lG4zdskliYpVS8lpsnM0B2DQBZyjWoDPKmaLUByM+pKs6UkcLDpvVNae901dfvH2Mw2ocXJbi2ZpAL8fc7KnTFkN6c6GIhPJVvrkWN6n0exYt1jTSwNKBkCIMAFu1vnVuB3zAbleFFQBlSEimLVImFnkEOPBdwXMwJm5WSMSNL4rmeUTcpXwJGr9vmO9DJBYrGFswEqHyvAduG77MkaHMB8XIqDFprwXj58A3WYFHTetWxoRmh9Q0saZAJUccm1rc9/yYGuTRLb2JiR6YgM8gNENLpOUu9NtqPEkxmdhpkypCe6/taS0fZRjc5FYQhLaiCYtkH0CQWFLnGuElTpTLIOuCYxBH5PUdx6xDzLWKwTleLZEp11y9u/Pp19yVAj4cOpM0bIRDINyRJAo2cTSflaVMpNwD5adYGID+nKjlDqGjLLyaF+zHIDx8+QrRzAD8eYjqlsyR5qddmBe6gAchmBrmsatQs72CQacM/z6NKlndKI/wWnJmPcZ7lAghp2t/SJN4EEFoGTaezs0iLMtmptW10wucsKbrJIDAO6bGmjWhiaj3CkFjOaQyyN6B9zopwXAAwIGitKY4AgATv+mOjOhVIDTIzdAR4SRi4JMYTmwaxAMngmzsy8pyZPidFAlVyfSqiHyeYWTwby7IkM8i6lD9qWmBEtPqkhL4AZkAF0OQaW6ME4AVSQtfJ1MESndKCFshEYZD9kLgREwyyTuYSEr3wpdbXxCAHLYOs/hnWBOVQNMiu66HUdMRs5BqbotdGsPKcqubqQI7EIsChq04eP8bW3gHyNMVsRtfZzXMGDAZIou6bajAYwPEDpJlZgyws49Z1XoEj2dlvAIBc5Ig6JpmllpOik55lQhYRaoCQ17AHJm1cO4ylY5AtPLIrzpWDoAAEEHfNjCPQDLAZNcieEbzLliSVQdbJBTiXvrnapcifs7JgkE2R2rJdbYombjsqGnabog1drGW2oCs5R2QYRhTn3zfGE1PYaJ/QDQBoLgoAbYCKc6YFjmE8xGxmJ7EwxQkDRA1yyY1tdCkX4FWtPR82DLIp4Y8i12i98AnPRlNiZhyKTmnOK4xD/bmlyD9ahyQTQK7k3Ij62SgCrQhR60S3iKjRIOveAVlRiPucMJjvep5WyiMtQ01a9w996EPGv7WpRW0A8nOoqq5R80LJIA8bF4u+GuTLsxMcvfgSLs5OMLd4CUznKeAG2mEg1w+REob0skausQqQPaIV1fOoincHfMgJfgqIT9MMcPUhDjLq2OSiIAGCDgjZhMjUhiSlxSAWIdyDmyUWFO9WySCbXigLPa2OWeWA4xgBle8MgIFjHKwztYRlOZ6H0rBWXgiwYYomllprHXhkDTgweaJ7BLAN0BxJKOcfaFhCqqey4X7iXH6f2h9rNM1c20ovDelmUTJEakEeUCUWnsHSsWX2jN7dQSM/qOBpmHBK6AtAs2AkJSy2XvjmLqKQeKkBmggqKoR7kqEo8o9IBjwZNchCYqFzsRBOUmY7Uqkp9w3nLfCbxEyNzK5gXMRpG55ngDmxkbfD4/rr7Kd+6qeMf2tTi9pILJ5D5Y3fsCpcYhiGQFUhzftZoWWTK+zs7iJORkjn9JfANM0aNlQHkANkBPYg58IybrgqsWgYZNNL/FkXr8QmJe5gkAPJxBFAfEYYoAp80RImDSm5+gdkFAozfNNgS9mwJFoGmcg4AgIImV7qvu9r28vtcT0tDTIXLxSjxMKhMZgVIUkPkAyySWJRkIALRZNfMI4BwWJsESlsdp4ggVoKG00ByMSOTF7QGGSKprnkeklEnCTIiMPGQDP0R2CQPdcza5ArLsJrNLXsha8rxgpj6AtAs2CkyDXkoPZkbiZJagODPIwlg0yRWJjlH60swuRi0di86RjkkGhHKl15TN9nQHDSyQjPf1kmBlked7hxsXiqtQHIz6HEkAATLaGOCn3h9DAjSBk6189TjIZDJMMR8jmdQZ6lGeAFynQqAPCCCJmFxGKU3GzlBtJflb2xNm85l6mB6yyC59K1uWkqYoB1EosgkDGjhgc3YUiP/OKUAJmgQaaw+RXX6wkBwVKZALK0uTKFe3iETUprC2Ya0ms+p2nDUxGGbQBapDbjDI6BpQUW8g89g1zQwBnRecJkvwUs4olN4RIVgY228VSmAIQoEMeu0zSXhoS/JBkiT+00yKTNk+9pvXhlS97U+qYONlJCXwDpemAe0qMyyBQv/MowJDaKhacypVNKkn+EASkBNS04MBi011FXkR1hKjRDevr70/dco5NOTnj+t8fn6jsVLdg2yLK+9KUv4Utf+pLx721K1Ga78RyqMDDIgesAni8GwCyrrmuURYrRMMFwNESR0UI9gMXAWajpcXpBiILAIGdMpBUNk5ufcTF89cYyyJkGIAudtE8aJExzs8RCeGCamY2cMogSLFgSXUI9ZRhIbgQoGuSqZMbJ+yDQT/ADCwbZNF3dDnNqABpjJeA4MBhFCIaZABzr0iz9AEQb3dSutmWQdeC9KGg6U78d0ntyiQUgwghMDDIFbAftPa+/n2SLmerWoZNsmLTRw9EILKU/GyvOSR7ZnutpN4nSN101fyIrDGkyO845XMJ3aWIcAZpcQwJkkxd+XZsDUYaJGNKjDKNTwLv0xzb5bc+zzOw8JK9Zk6e4fJ5RgncMTjpFO1Px5Axyxmhg+wMf+AAAkBMNv9lrwyA/h8obH8Yu/SsAwUa6vhgA67N2kWE0HGLcvARM9mKy5mlmZEP9IECeExnkkmGY3JQwyNa56SX+rCsvG0u74TpAlppJk2YVWNh56R62ISEMApCBEJ5ezxx4JGaJYidFZUkAAR5VtoSyfM9HbWKpWh9YQlveAPYYYyTNXis9IEgsPAobRwAbjHEag0wA74wzDCzWempaa9d/Kqw7tSMjGGSzbtt3BCM912zUq7LUbgLGoxFYZsEgVyVJyuD5HiqN5zkrq2Z4Sv99JpG0GTMxyGZHEnFcvpFB5pwZP6MEyCYvfEqnaBRHQMmRMQJAJsg/YqLzRNoE7+ich1rywMQg17SOmOsAGDhgGgKhyGkuLoB41urIiDwvyGttil4bgPwcSgZyJGH3kEDYhGnM53SNnKw5qwCWYzxKMByNwF/9dfzHP/Ff036XMHDmhxGNQW4Y2tFKKp8rNcjEuORnVTJutMsLczG8RvicuTkQIpQDGob3gBg602swwyAw+mkCyy9iswbZ5MgghkqZVs8MCAa5qigMcqU16V8cm68PCiFKLORGwORdXBOGB4FGz2nwqKW6C1DAO2M0bfRgQLNmqwjexYCwszNprWtuTuuSHRkT2BBaazNLS/FoFhIL9VrbW2OU2czoc9uuR3Sx8DwPtab1nTMODBxjPHoS0aRUnOAiIo7LJ2zqmJGNbsOiDO8m3nr6qtdLwgAYDDAnvAtoDLJPGqxLCc5DcoOui7oHFoEcpg2nOxgAjqO93mQHkSKxMEl5bOQam6LXBiA/hypaBrkbJFCnvrtqzkqAZ9gej/CffO87gYGDV3/z/0s7LsaNbGgQhGAU4NjEJicdoMoh6BGfdRUyFKVjkrllkAnHWBQFBp6vdRgIfE9YNhkHbsx2XkFAszJaDAOpgah8CZg+p5RrmNO/AqIGmSM0vFAGgwEGrqvVwPJSSCxMQ3pyw2MCjnVpftEBxHZ1weAS/EwpDDInOigAdFmEbwBoAOC65vQ1sRZBLkPUIFO01hQvdZPE4h1vfTNw+RBfv6KmUuoZaVme69KAi0EbGhElFiUB1ALSgtFwzRL0zJ4jALJJ/ldIrbVCRgjITmmAKSF4iiL/CH0PGAyQGa7ZNC8Ax9d+B203xiAFpAZyOAPhpKOz2iukzaHJGxJmKU8r1yOstSl6bQDycygpP1BN0VL9TLsqZRXAMuyMhvihP/w2/Mkf+5tGe672uKQPo44NjSIUBcUfWLDRob9+SQ0Iwz/PuqTVz2qQCbBgLynnv2AMA8NLnWrzJh+QumeaWMvsiMGk1lFjs0RtycvBIpPEImgigHWSnsVaBAbTIHPhTdS0qY3oOjBaC9Z13WiQKWCDwMZxRhr4o2xSOJGNBsQ5M4HamjBwCTQMMiFcxWj/R+zIUGOTKV7qVVlqGd8/9G1vBvIZ/u39M+PfE+vRGGTf97UM8jzPAdc1JiwOo4gmsSA6r3gGxhGgyTWEF77Z6lPajOmkB6EnZm1MbLQ8NpP8I2iJJf11tkg/1XRKiYmvXEY6G55nUmLBNRueNgzF0BEDzN+nkP5tGOSnXRuA/BxKgheVD6PUP1E0sKs1K4TEYmc8BAAMR0OUOW0YRfitGtjQMAAnAOR5lgNet1zD8fw3XIMsGA6GYccmRbKXFBkIYxyOwYIrCnxSUIgE2zoNZuv1STKw19tJyfa+6buQHQ+TlZGUf+he6jItytRiBuR1ohnS42Vj86ZfZ6Fn1rge1BAtYQqo9X1zpDZjcFzC8FQD3rUbAaJTAUCLFK4Mre/22Dyz/Eaw7oYJfmJHprRhkA2SDZM2+m0HCbB7F//qt37X+PcAs6+yLM9ztTIjautb+vCaBtgqTtPN+35g9CinyjVcSmy1fP5orrPQa2Zt5gQGmXAP+I00MTXM7mTNMHqg+Q4Wfv0Gy8RWa62/bluJhW6AU274Cayv7/tPpVOxKbvaAOTnUMIjmCOJu9tP0iuY0uJfrWnObgDk7fEYVZ4aGUdA3FSmF1QYRCSArEuYc10aO/ssK2clUJZIFDKXgWceUALkABUtZtTIIBfmYaywkViYtJPttLyG2XAHIHUqpGWc0bvY940+pK3OjpAWJeQCGk9ZTmOQKX7Pi0QsYrvayMaZ3R0AyVQ5WsBBYc9kOQSPZqpbh+vqvXMpTgUAvSNTcPNmE1g4AuiYwspgy7YTeQgP34Tf/t1/b/x77XoE8B4YGGRKnDwARL4LOA5SwmAj5ToTASaG+QCiXMPxzN+lvJ90Q8Jy1maWmRlkxs1dFOmWYpImZs0wtA48tn79JJu3ijCkJ8gIrrk2CgvW1zdp3XPWdCo2APlp1sbm7TnUPM8BxxEPwY6SQ0Um9qarrqZzwPMxCsVXuTUaAizDrCixHem/XkqLM4wCI3sG6BPmKK3bZ13zrABcF6HiO6CwJEDDIBsN7P3GeUIPaimDKGHgkyzj5AtKZ4bf6nyNDHIlZBFGayr5OTUAuaA5TwBmBlkmr7mGluRgMMDAcbXWbGLYpiIxyJ6BvQEAzgqaNpQC3pk5jEOW4+klFlJKYtJMApJB1gwPEj2tqR0ZzsybTWAphtwwpOcZAO3BCy/ha1/5PePfA+ghMnJIr67rzk5Qm5ZpuP6DJmFxbtDnUnyoAWE1aZoP4CVHoBgcXy7H840SuXZTrQPIrSOG2RWpJAyqLiLNDQC5KMzD6NTQHaJtpTuAcLFgGocT4oYfMG94ClaQQnd++Zd/2fi3NrWoDUB+DiXYVV+ZWNdO3fdgWS8mM8CPkTTAb3trBBQpZqzCtuHZVzBzuEEYhCg5wR9YtrG6GGRC6/ZZ10xzfIAA8ZTzT9GHylQmpjGJB2hWRiJmlxKnKhlkPailaFZ587KLA53zcqOPNjDIBSvJaVGO4dhYk6RHIUmEntkA9gzJX7IobBznDGGcaH8GkOBR/zl5ya0YZO1GoJGS0ACyPhDFhnWndGR4WcIhuFhQ2L26NOusd3b38PpXqQCZKrHwgLpEVaNzloDCXgJA0MgPTGwoJckQEBIL0zVbcQ4voQXlmMgDSqR25IqBP5MkAqAFtbQA2TBYt7DTNA/pGZ1XGhY3MDy3XTmkpwW1FjZvvq8NCqE6YrzrXe8y/q1NLWojsXgOtbBT6754ZTumj073ajoD/BDDZjhud3sLYClmhR6cATKxy6CnjUJUBIAshlFUANmcRPasa55lgOMJpqajXAJLAkhQS2mvOUbTeRsGmWzzZtANUzSrwsWCITBpkJv0r0JnZWTBIBsBGudGzbasgUmD3AzbmNhQgMbGldzs7nDj2DRMbUnUmQINQNZtBEo6qHVdD6VmUyd17pRzRunIUD19fYI+lOLPHEY0uRggZCkUICrlVKr7syhowIUaFlURNgLyuCqCBpki13A9T9vZAeSMhz4QJfCExIKSzMo5M2uQ20AaU6S5IKh07jeUuQWgkTI45rh7x0Fj86ZhkBltLUA4I9UarTuzcMTYFL02APk5VNqyCOrTbZrgV9XVZAb4EeIGIO+Nh0CRieE9Q1HkAlEYomKF0B9qKpMseYfW1HU9khPGs6ysMYsPFLHajusb09IA2ku9fXAbB7uIVkZ1JfxUNZUWBclvdWAAVMCCjY4Nk9pxEBoDUQpG18aZQBUvKwxMMXpNmTYCVLsmQJj0G/WcnMElgA0AcBw9gyzWooFt18AgW4FagzWYDdimdGRKXpLcOpzBoGGk1SBNAFr9tR9ZAOSq4vApA4SepwXIUmJh2iC2eloKQCYOluoYR4Au13A9H8zYDTDPQHjOAAMvQEoAyCbbPmChTTdJLPI8N3ZkKNInYJn11f5YyyDrNpwF4yQXF0B8nyhLpWOQHPgzPWc/+tGP4qMf/Sjpb25qA5CfS0n5gc6ofNAzbe56KgCylFjsjocAL3BNaGORjOIbA3sTg5nlapbcCwKtH+TzqHlWNC4bChbf1+tfZVFArUfsCAiwbRiE85zGysjQRmwGPnRtRKDZrJi0iQQ9MwDBMFdMr0Fu0u8oLIlrSP/inBYsAZiH13jLIBPYuCAwsnEl5wg8/fmSZQrkENHQdA2yro1LSViUZQpEaS37iHINU0eGc/OQsKyBIWyIkooYRxFKKkAmtPiBxurQxCC7eitNYCGxMMVzV4SgFsDMOAJ0uYbnmzuAUp9ulHj5gXETsDg2w7Ox1aabn40mh5mF9MmwVqsb1kMn15ESC01HxuJ55nuu9joTjlTmVMpPf/rT+PSnP036m5vaAOTnUjp9rizxQrcHkdOZkFhEDTO6FfmAH+H82hyrSpmWj8MI4ExENWtKMrRdO1jPMHz1PCqVPs0KFt91PSNLAtCskSRANmnjGDOffyobnWZySEN/Sw9c1+jpS9Uzx02ktk6DzJiIE6Z4fYpWrkliQfUHdsFNcoGyhG+wawJobFzJOZ1BNmiQSyKzB5gDIVr7P+KQnu5zigl+GtimdGSoVmqAHBTTaJAJqYhxHKNkVIkFkal1Pa0EimrzJnXWujhtgBbUAohNHUqutZqkyjVc3zc6pUiJl8ka0vUDksSCsklcaNMN8g/G4FC6HoQBZsZKIoMMwHHANbZ91PRNoGGQK3X4VMHom81N0as3QH7nO9/5NI/jD3RlBKPygeOS3CJWazqbww2idueYBC4QRDi/nhh/lzItH0VNwpPBnzPLRcJc1w7WC4I3HiDnhdYn0iWEQQA0iQW1XUdOsnJc7QQ/0DC1BAaZshEreEnSM0sNsplBdmhpUYbvwJZB1ksPQGeQKWwcZ6S12mPTXBtUZg9oGGSCLIICaj2XBrYDincuoSNDTdIDxOfU3U+UVMQkjlCz3OhPDkjAbT5nwsmlUjPIzX1pYpDDRp9rus8rgs0eQLNgLDkjB+WYGGQZqR0aZC6uHxg1w+LYiC4WBO/iIqc5zJikT4CUWDiEsKIBMHBRap4bnBiUA5jDp5iFXGNT9NKe0X/wD/5B57/XdY2HDx8+kwP6g1hzgsSC0vruqtl8Bi9aTM8PfQfwI1xdT42/Swk3GMYRwAsjg5znufIhFPgB0qkZsD/LygwsvufTJC6kB3ebyvTkSVZtWpSB3c5yms2P63laGQMAwVY7aks8WUnDUulisBkx/Y5ybML1gLandz0DCG3lAjQ9J0qOqq6VoTpVyeETQChg3qRQdaZAA2qNzhN0BlmrQSZ43bZrEToyFS9JwEUcm0GDTBjSS+SzjFeCSNBUXVWkeG7Pc7U2jHIQSxfGBCzYUJPEoiY6r5iGBwE62PZ8H+lU/z5p/Z5NHuV+iJwCkAlMOUWbDggLNJcgfzJJn4CFk45JMiaDQrS+7mVJDgQK/EAv5WGF0ZFqU/al/Xb+zJ/5M/jQhz7UyQpS2iSbEpVL+YFOg2x4oatqPk/hh3H7/0eBCwQxLigMMqGNFUdhA4L0DHJeFMo2FkXD9qwrL4QGWSmx8HxwAsstHAZMMaM02z66XMND8ZQ0yIK91AP3rJFrmNrCEcHvmTqkBIjrpMjVzxXpYkEpE4NM9fQFloJfylqkgXVUxRnZxcK0ESiJ0dCAYGpzTfCCDaj1PV8biEIZxGqPi9CR4SWDr4lGXy7HVVuNyc2O6Vk2TGKAF0gNAFl6R5NcLJohPdUtQB3EClypQTZJLGhdjzDwjN2dmqhn9n0fE9Ommhh6Ie5xM0CuiJKlgesZ46FZUZD05CbpE7C0ETBseKQPslaD3CSpUsr3TRpk82zMpuxLe0bf9a534a/9tb+G7/zO71z7b//0n/7TZ3ZQf9BK2MzoQYJroUG+SDkiz0HsO5jPZgiiBUBOGgb5ekrQIDPztPwwioCyQM4JDLLiZRcEAQl8PsvKGhs61c7fMwANWSXn8BO9P3BrOm+K2iUMSS7YaAqDbGZwXENLHmgcMQyuKwCEY8ZAn/4lwz0IQXrGVm7JOck3FzC7O5QWA2fLbJzqm69KLnSfhDJtUqwYZM9DqpNFWIFaV+vWwWsRrkI5Z5SOTFWWcGPa59RJNtoUN8NxjRqAnBmeZTYx5GJITyOxKMxWmkAzJOb5+kFEYpIhsBQDb2KQSaEjgZHgSPOcFHXsBSHJTlMwyARQS3DYoAyjA2bpEyDSH2k2b42LhYY8oFiGygoMgVEUf/5N2Zf2tfXTP/3T2Nra6vxv//Af/sNnckB/ECvLczgKfa4shxBnK+tP/IWP4q/87H8PAJhNrhGPxu1/c50BnDDBxNASAwSDY9pZJ7FwschNUceFuo3lBwFKAwPxrCszWP34nk/SgFNY99Z0nuBiYWIKfSKzRNUgkyQWOWs8o03ereYABzmkRDXD17GOZVWRXwKOQU/LWvsz84szCn2gZFopScW5aIMSyrRJoba+gWZTQWDKSaDW87V+zxJs0yzjzB0ZG79nz1NLNuRmxwSoFgBZ/yyzCUQRDLJ6SI8SmSzLMaQFtnpyStejjajXAWTaZxT3JaGDRdig+0FIsvysiV0UkzYdEAyyR9i8UuYzpGTMtBGQQ3qlwcWCwmwDjR++xlKTCrbf+c53bubHLEp7Rv/4H//jyv/2Pd/zPU/9YP6gVp4XcAwaKMdxyVZolw++gq999Q4AYD6b4vDO3Rv/3YtiTAgMcsk54nio/ZlxHAsXCwPrwopCyUYHQYDqjZZYGL4D1/dIIL4qzX63XmMSb5ziJ4NtM4OcW2iQTa3vrGWQDS87VwwW6cINuG2cqkF6QB3q8gwgVICqisSs+gQ9Z10yBAGRDTVsUqitb0CeM91gXRMgQxnS8/WJgVQrL7GWuSND0fPL0oXI8FoCZP21MU5igOdGgGwTQy5kRobWN3Xg0g+07KrUk1NAbRQGzZCe+rPWRH9sEkCWkdqmZ0YQgBE1yKRhUEoMNiuIfs9m8kC6WJhmjik2bzYdscD3gbqE6tKlhu78yq/8CunvbUqU9oz+1b/6V7Ws59/5O3/nqR/QH8TS6XNlUVrfgHhIlukU08k1ACCbTTAaj2/8jBdEmM/n5rUYg2942SWRcCrITNO9RQFPwaCFQUCKq36WVRjabIEXkM4/JTGNGltKsfOScg2jPyfxBeW5Zm1oltPSv8KGQZ5pPLcLiyE9z9drYEtiNDFg3gjkvGxAkHm9ULJxChDUyjWIEgvTsVFb30Bj86Y5ZzmvgJKLYVtD+b6PqtIkfxGtvADRkZmza+3P2EhJdFZjklk1pcKNksiSQSYOcBr8aanuAq6rl1jIePQo1Eu8ABHwpPMot5Fr+AQf8LzxezYGogQh0pm5u0mJDgf02nRZnDP4gfmcUeYzWEl7njmDxsVCyyCbbT5lhb4HlGqbN4o//6bsS3tGl1niv/E3/gb+5t/8m8/8gP4gVpHnxilayu4VACZ5CeRzzBqAzOZTbK/IYDyfZqtWERjMyHcbltCwSy8K5cANJWjhWVeR53A0LXAv0LeXZVEsuKixpbS1mnhWw5BeG0hAYJDZXM/gCGsq/VAp0MTjuj7SVD9YB9c8xQ+YmSphC0Z3sdDdA0W7oTCvJy2WlB6kJR1sAOZNCrX1DYhNhY71nTUt+5gAaj3PRa2Ta/CSZOUF0DoyNnZ2vqfWwQrNsFlGMk5ioGSYF7SgHJ8AOEJDkh5V/woAjq/X03ILicUw0jvMLOQaNA2+0Tud6PcchCEYQYNMlRlR7ARLxpAMR+a1CCSVjSvPwHUNQ3r0699k82Yj19gUvbRn9MMf/nD7v3/6p3/6xv/fFL1M7CVAa30DEiDPkM0mqOoaLJ1iZ3sVIJsHFwCgLM0+mBIETef6diljhXLHH4bfAADZMMnse0SJBYH19RoPTJOejcKgURlkAfh8s80SZUivHbgxDOk1+mhdMhbjJQYO3QxfB/bKkhZNDIj7KUvVXZS8oA8PhoHh5dS0vk2+0cvHptukUFvfQCOx0AHkNAe8ABHhg5oitbNCeMBSUhEpHZmqLOmBKL6vZB6pjG8SeIDrYzJPAewof26xHrG7oAHInDGylZeQC2juJQvLvrixYFQxyNTBRkAQHDVJYkFgkMMQnBDWQrWz02nTZXHNu2m5KCRV0fi6U+4BDBxtWFFZlWQGOWqG9LhCMkOVWNy9K+SYDx48IP3db/YiB4WYIgw3pS6dPleW5/radoysqwYgF7MJZkUF5DPs7Wzf+BmXmFxHafFH3gDw9DpToGGQFW2sKAxRlxy1Ikf+eVRRFPA0LL4f+CQQL9Kn9A+iwUBID0ygtmRmmyt3AMA1D6LkRYGB6xrvU5GWRtAzE9hoCZB16V/Mwsoo8H0tg2mjQTYN/MkXOgnsyRQrlVNBKWQMoW9u4wL6TUpZ2bHRvkGDPEv1CZI31jJILDJGYwkBWkemKjlcAhsNNFaRivuzZVZN3TDPAbwAk5neotQmMTDwXKCulFaHnNM1yB5Jg0w7rqiRxhUKQCXlGqTPGATEZ4Y+DAsAwjBEaXg3SZs9CnjXadNlcU5zmKGQVDYzFQPDkF5psXkSz6BKqUG20fNvil6bqOnnUDp9rizHc0kM5lVaAEUKNp/iKuNAPsf+7s6NnxHJdU8H7EkGeaZpowMAL3JlUEIYBEYXgGddpklm8RIwM/jU1p9DiC2lgu2BwSkCaJKUCGyc0KzqN2JtPK5BYiEBR5rqh/Rs4lS1GuSqtADIgdaVRAzb0MBeHBra1Q3YoGhzASE/UAGOFriQXSxMDLIAyIHCv3m5fM9Frbk2cqKVoFjL3JGpLaQkvsZLvR3SM9xL4noNMTHMZ0hNOWVIzPcc7RAt53QQZPKLb68zAqiNG5u3jHV/nzZyjTDQdxYAOWtgHhKOIjNAljZ7JIBMiMEuiUN6nqvehMliXHxOQjCoESDz0sLFwuA5zxkjd2M2RS/ttzMej1tGaj6ft5ZvdV1jMBjg+lo/hLEpUTp9rizP8zAnSCwenV8BqIF8ivuTAshnuLV3k0H2PB+covPizNiuEyxhoG2jA+JFECgZ5AVADt+gTS5jeks136MyyGY7KUAY2Ovaa2ItGtgeENhoqt+qCVABS/G4RJs3nQUdZ4wcDx0EPmrNsVUWyVNiI6A+ZxkxMhYgtDfLpvVNTNLzNSEaNq1vwCxLmaUZ4AVkBhlNp6erE0EFQQCtI1OVHJ5VR0Bj81abNchyQ2eSi0nATQGPUk6l2sByxo3dQ1mu76PQgEcJakne3Z4jEjgVsyNFVQMlE89mQ4WNXKOsamXHRSYGGjfVgRkgS300aYBQo02XZaNnLkzdhSasiNJRHzj6Ib2qLMk2h2HjOa9KZy1LjnApD2FTT6e0385k8sbGA/9BKZ0+V5ZHSJ4CgJOLKwADIJ/h9ascKOZrANn3A1LoRVWWxuMKvYZBNiQnlqxQOmKELQNXAaC9EJ92max+njqD7LhGZoMKtl0CQGbEVq5HGrgR7VKT/MBzzB7NdnGqQmKhAmhVWZIZF98P9D7IFgl/YajXIBcWzB7QtHIV1xqTYJvIRvu+p91UpFkOeL6QShkq8L32c3b5aRdEnSlAu5/sGGS1lzpvLPtMmwohFyMAZAnQKPdTM5BbqJhazuiDiKauR0XfiLXzAQpfZSuw3bi4FGWNWPHdy6FXE7MaRSEqA0CWmn7SBkWjTZdVURMDPQ9T05AeLzEgxt0PHAelRrJkI4to7T5VXuCEgftN2ddGYvEcijO1PleWya5J1unFJTDaB/IZvvz4EnA87A9v7hz9ICAzyCYNWugKDXJmcLEoWaHUeSVh+IZLLEzfQdiwlyaddE1lfT1zbCmZQSaY4T9NBjm3SP9yPD1AtolTFelfHKrLpCw5GWybGExqsAEA4ftblWAKAaBkvCj+wIDeu9iWQQ58H5WGpZpLiQWFQfb0A2fynFFkKYEG0MqqKg6PqEHWfZ8SOJqG6uKGQZ6RGWRCW97AIJecwzVE07drGRwZ5LUREljfwHEAxxMDtx3VBsgQwHboi6Acnady0dznJmY1iiLUvBCsv6KElISmtdZp02VRbRNdg54faBhkYkdMSCzU58wG1LYAWTW7sNEgP5PaAOTnUNzQ3gckcDEP6Z1dXgNbB0CR4svHp0A4xFZ084bVsS3LVRO0jpJBTk0MMmdKgBBHbzxAFkOEGga5aS+bDrEmJok5hqjjdi3CS8AhMMjC5ocWemECyIxxOMSXuuMF2vQvbuE84Tden4XipVKVJdnmLTAM3DCLYRvfdYCBI2QZXWs1AC0mABdAv0mx0ZkCN2URXZVmGeAGCCkMcqBPhWudCggCzCDwjc4H1EEsuZ5WYlGVwnJNU5EvAPLcNE8hJRsUgDZoYuVVFnScG4OFZAVBqCU25HUWUaQHJgbZIkkyDING/6oBtYyT/J7jKBTBUxrg2AaiEDtiT0ti4Xv6GQjAztfaMUoszDMo7bG5wltfRVSVFt7pm6LXZsvxHIpr2FVZLoHZA4CLyysgGgNBjK+89roAyMEKQA7MDw05KWx6cHhOwyAb0o8qViBQGNhHNyQWb0wJhlvNIC/aiBU8BUPQRtoSJRY60/m6rlFz4iCKIU4YEBsAChD1fU/rFAEABSswIKd/6cMNOGPkwbqoYZBVAK0sS7hUzarBmsqGQZYvJxVLyMpK6DktQK1qM2zT+gYaWUQtWN8u/WeWF4Dnk1hfGXqhAkI2HrBRGKLmDFVdd3pgy+cPlUELfLVVpHCdqIyyFGcwwMAPtUOlwNKQHsHmzZM2jKqOACFYSJbRB7wUzCrlOmtj4BUAuU1FJEh5IsOQKtB0sAifM4kjoCyQ8xqJ4se5BbtNGgatSlKnQnh3m9NP6Qyya/Q7J3fEHPF9qjoCFXEj9pM/+ZOkv7cpURuA/ByqJCTWUVrfAHB1fQ2EQyAc4utf+SoQjTAOVxlk32jLIx5CjPQQcjzzkF7FGUIFQE6+ARjkkuuTmUzgDLBzGHAMnpo2k9qO6xnN9ckMssHrFhCm/9S2sOuHyDXdhdJKg6xnqmxeKEHgo6oMDPKAZvMmwlrUA08t2IhoDLJON2zT+hZr+UApdMNdeC7NMjh+QBoqkmEEqts0t9BtR0uyqi79s831D8iwIY01HlES4fohUsN8hgTcJA3swKQNZXSWMNAPnMkBrZCip202dVoNcknzVI4MnspAMwNB2LwOo8jMIFtsEv3A3C2ldip8wjvYZqZCaJA1EouSxpIDEEO2ri82vE+w1o/8yI+Q/t6mRG0kFs+hSm5mkH3frH8CgMn1tXAX2b6Ny3/9y9h789uFDGKpKF6TUudFmu71fOQaA/uqrlFz9UT0MArfeAbZ8B0EgbmNaKMPdV0PpcbFwmZS2yXINURiFy0a1yTl4Yweger5vt671cK7OAoXYK+rhOsBfeBPdz/JhD8Ssyr1fwrwkrNSAGSyd7F6k2LT+gYkqFVv7LIsh2NI8WyPSw7pqRIDiWmNABBH0rlG4fzR3EvkJLHAR12yTimJBI4B4Tpzg9AoF5OR2iQNcsMgFyrwXpq95mUJBll9L2UyzpkgcTExju2mjqCbj0LpqayTWDBSBytJFgyyqqQGnMQg+/pZA9GpoEksPMMzA1i4WFDKJLGoDaTNcvlNR0BFVNmstSl6bQDycyjdAJssCrMHAFmaIk4SvOld7wXu/zbe+d3fs/YzJnAALE3LE1mXXDOkJ9eKVBKLKHjjGWRWKBluoLHyMrQR23MW0DTIOhcLm0ltlzCIwrlZ5w6IlnytYVaBBmxTrak8fbiBzfBIEPh6BrmqyMESQeO9XSm0uXnBGgbZvJYn7ewULGGWC2Y1oA6caTYpNq1vQLLualCb5Tlcg8WkLBPYtrF5C/1Q+13aDiO2VmMdyxWMk4Gj6/koNJp5oInUxoAEuOXwVKFikJk5rVSWyfnDJqhFzo4oJRbNJoDilhKHYcMga1hfRvM7H0aRduME2LmIhAZXHpsNZ0AYlC9LOxcLHRlRVZzktQ0sXEmyXHGdlYz0GT/1qU/hU5/6FOlvbmoDkJ9LVZyLB7ymfN/XmvTLkol17/q+PwYAeO/3/eG1nxHRzjQrHcpEtNCZapwKDC+7JAiAukZWmDcAz6oqxrTfgWBJ1BP8wHIELW0iWjskZjGp7XqEIT1iKpMc6lIBR4DOBgEi/Usn/+Cc7jwhAznUDDLd5i0M9MCxD4OsAkFZIVPEaGmjuk2KTesbWFjQKUFtXpABcmCK1Ob0eO44DppWuh4gUzab7bEpulAi/tcVcgdDuX6gjXMW63FyyqI7AOB4Sga5Ks1pmbJMSZJWQS0Ng6ySfuSMAwNH+OsaShAchu4ap3WdRkkMcIbsaTHIhlmDRaeUNvCns0wEmucssSPgOA4qjcTC5nkmArs8pHl396PmNJb8Yx/7GD72sY+R/uamNhpk6+JVjYxXGAV0P9+qNNupeZ6r1UzKYkWOeDjC/+nP/kk8fv1v4j/7o9+29jMhwYNUPjgoL2LPD1BoNMim2NJAOmEYmJtnWabvICQMotg4DLieB675DiSDQ2lxUiJQTRprWb7nQkSWdnvdAnQ9MyAihXXhBqVFWpSMdFYzyPQhvbABVKyq0dU3KJjQIFPAhmAJPaXEIrUALsDNTcrqAJtN6xtYOmdKa7bMmOLZruUJiYXKgquw0CDHBlmVZAmpEotoWQK1cmnmDXCnEHueb04ZnRdFE89NHeB0lExtyRmJhADMSZJtwqXVYGn3cdkMqSZBAFRMK7GgboSHcSgkFgQGmcT6GmYNygpATdQgkxx+6MmI5qAQeqS8ZJBVG56qonk9b8qunimDfHl5iR/6oR/C29/+drzjHe/Ar/3ar+H8/Bzvf//78ba3vQ3vf//7cXFxAUBohX78x38cL7/8Mt71rnfhC1/4wrM8tN71J/63/w0+8Nf+G6vfqbhafiArIDLIRZ4hiELcHgX4h//H/xW2o/WbImpaYtqBs1YWYX54e76PQsNIyyQrX/HgkLtfU1z1s6q6rlFxpv0OhMSC6VkS+eAmgEfH1U8wS8smktcnIUSGc7oGGRUXn0V1bIU52Gaxnt5zu7TVIGsYzLrkZIAcGCQzgkH2SMNrvqtnkPOCWTLIarcIm9Y3ID1q9QwyFSCbzr+0uKKcs9b7XMEUtiwhmSlXs5g2seGu5xsHXoV3tDlqHWi8lX21rrkiOtUAZms8G5s9ZzDAwFPPB2QWYFvMBnAUCh9wQM5AmD+nmEcpkWq6ifLaoLh1hJrhTcCOQTaF7gDNc5b4fTqGoBCqNhpYsnnTuFhQr7NN0euZAuSf+ImfwAc+8AH8zu/8Dr74xS/iHe94Bz7+8Y/jfe97H1599VW8733vw8c//nEAwC/90i/h1VdfxauvvopXXnkFP/ZjP/YsD613hVWOywdfIf982UR6mof0aEEVnBUIDaEjQeADXK/zsmFDPQMIatloxUs9bHa/c4MTxrMq3saqagByI7FQgQNgwe4FhLaw5xK0cSXRa9Uza5BLYotNOhXoPicVbANAEIZgugHOsiQPKcWNblildax6MI46PS3VrmnRrlaAjZzOrAI3o9dXa57ngOMiIliMAUAQ6ln3osjhGzbnssKG2VZtnmQYBKWSKNQOdsl4bipAaM9Zx3pCYuHAJQB3L/CNCZdpXtDDVVwHAz9Sho9QwphkhUGAuiyV7wC5EaOAWkBE1KtcD9I8J28CQt8FHBepVkpFe2ZEfpPMqrHaY+21Yb7W5KyBquvRSglJ8xm+9vwD9GFoQMyhVJpB7boqRUePspZmwyMxhm7GZlP96pkB5KurK/zqr/4q/uJf/IsAxIW8s7ODz372s/jwhz8MAPjwhz+Mz3zmMwCAz372s/jRH/1RDAYDvPe978Xl5SWOj4+f1eH1rp3dXcwnV+SfXwBRPUCWrVId6wsAvMiNN0IcRWZj95I+vOD6vrYtyQ1ryQlc1YDBsy5W6iUggGS8uDYtyuZhq4sTbo+JuJZHkVgwRgKiOiZOFuc2k/d6ayrReiXKIowMMs3PFGi6KJWmxW8xjb5oV3d/B2lBBxsAMB4mAC+QdTBys6wQwR7EQJTI12uQWZ7TGeQgEJ7KCoDAeUneVMRRoN2kC5awIjPIkcZlhpUlWTPse+aU0Ty305S7fqgHyETgIt4BTL2ps5BFAICjYZBtJBYylU+XpsqJw7ih6wCej2mqttpjZQXUFckVRg5vKrsesutH8Y5u3sG6WXKboWPHVTPIVS3eSdQNIoAmtXT9O8jLCuAMUbQByE+7nhlA/spXvoLDw0P8hb/wF/Ce97wHf+kv/SXMZjM8evQIR0dHAIA7d+7g0aNHAID79+/jxRdfbH//hRdewP3795/V4fWuvd1dFFMLgNxKGQwaZN9rtKH69TjLEcWx9mfCRi5g1NNWJSn9y/cDbQRq692quNmDxsNxrhgweNaVl2KHnWgeIKHBQQGw86h1Pb3EwsYM3zNMagONDybhYdumGmo2YiXREQMQG1+uuTaqkp4kFjeDdapWbl2WZJs3yYbqhvTIg4hySE+xESiadjWFcQQagMxyzFkHQJ6ngOuRAXJ73SplEfqAnOUKfE/INZRBIfThTelWkHd8RsCOJQT0YUPC09qhOZIE+jhnoAlXcegbHjeMME/na//eMntUPXmgv2Zlp4LKILuer7xmpac15TO2FmM6KRVRYhE2cd/TufpdkDcdAY/whUaGDooNqWEKygGaVNynMKTHLHTW7XpedyhT0b7fIvJam6LVM1N1c87xhS98AT/zMz+D7/u+78NP/MRPtHIKWYPBgKRnW65XXnkFr7zyCgDg5OSk1TA/r7q3O8TtxMdrx48QEca5rzKOo71tJIMKJycnyp8bDjiO9rfw+OQEia9e99Yown7sa9dKBhxH+zviZ+bdN+DVWYqjwwM4xUy7FgDc2kqQTkvlz11c5Tg63IdXZZ0/M085ju7cQTG5NP6tp1ny2rhIxflIHPVnqOczHN25g6uzE5yE3Q/vq7MUR7cO4LDU+DkORxG8TP09XZyl4pzx7nO2XAejACzRf+cHwwD7w8C4VlQXODrYxenJKfys+9rYjVxsj2PSd3U4ijAZqo9tfxjgYBiS1mKzOY7u3cPV2SOcJOsvgts7I2wFIK0VVBmODvdwcXaKEb8JEC8uLsR5kPeIoaq6xtHtQ+W9wudXOLp9G5OLMwzmhLAEh+NobwuPH58gYTePbXZ5hqO7d5FNznECgsNMPsPR4SGuzs9w4qyDtJ3Qxe52Qvqc5XyOo6MjcQ9E6/dABIa7B7u0c5bOcXT3Li5OH+EkXm+nX1xkzfVvvpcAIKjEM+bi7BQn1U0gwGfXOLpzG7OLc5wwPeC4tRXjks3V9+XFBYrZJY7u3Mb04gwnqfkVee9wH37HfVyUNY52xxh7NekzjtwaR/vbeHRy0jkEXmXXOLp9C9eXZ6gJ19nRwS6iuuj828XkEkdHtzG7NJ+z/DrH0d27mFyc4eRk2PkzO7EL3zc/f/Ipw9HRXcwvz5U/Ozk/xdHdF1BMLnByoidVkkGFo71tPHr8GFnHPM75dYGjw334pfk5O3T07+CLiwvsxi6imHY/3RoncDy382czJo576OhxwXLdPdhDWK1/n+L9to2hw8lrPc/38O/nemYA+YUXXsALL7yA7/u+7wMA/NAP/RA+/vGP4/bt2zg+PsbR0RGOj49x69YtAMC9e/fw2muvtb//+uuv4969e2vrfuQjH8FHPvIRAMC73/1u7O7u4vDw8Fl9jLXau32E49e/Bme4i8Mt8wuMTwocP3wIf7ilPc5BPMbxwxOMd/exF6u/lvuPT/GeINauFY0f4/j4GPH2Hg53u3eVXykmOH7wOrYObuHw8ED7GSblACcX18q/eYo5jo+PEY13On8myDiOz68wr9zn+l0BwOHhIfKrHMfHxwhG6mtlm8U4fnyCOhwpf+ZrbIrjB/cx3j0wfo4JH+Dh5UT5c1+3WGtaujg+V59/ADg+v8Lt2jOuFW1fNNfGLg73uzsRD88ncMbm4wKAdODjweml8mcfXkyQ3BqQ1trhMxw/OgWC7u/gwekFCickrTXcneH4wQOEW3s4PEzW/vtFXuHkOiVfj8fn15jw7s8xrzxx/m8dktxt9g4Zju+/Bm+8g8PD0c216q/j+OwKhweHpOfL+NrF8YPXEYx3cXg47jjuKwS7t0mfc4tNcfz4MRB1n/+LrMTjCe2c7fIZjh+fog6GnT//sBLPjHhrj7Te6GGB4wf3m+/zJkhj7tdwfHKG3YMDHI7152xWunh4fqX9m7PydRyfX+P2rVtrKaVddZ6VCK/ma2tO8hLHj0/gxOpnynK5yRjHDx9jvLOPg+E6aJ1VLo7Pr3Dn8BAJ4To7nebYnbPua7b+Dzg+u8Ktw0McdvytGz/r5zg+vUAOX/k5Hl/OMNpS//e2EibeBbXmXfAgx/HjE2zv7q9916vlD7dw/PARRrv7OBytf/fngxTHx8cIx2acQHkHP7qcYdfrvqbX/nbKUKP7/F9lHMePT4AwIT+DTqYZbs2LtZ+X77dwbL6XHjx4QPpbmxL1zCQWd+7cwYsvvojf/d3fBQB8/vOfx7d/+7fjgx/8ID75yU8CAD75yU/iB37gBwAAH/zgB/HzP//zqOsav/7rv47t7e1WivGNVHcP94FsgouM5ukr9a8mtwiTST8gWnY1y5EYJBYxwbeS8Yqc/hX4gTbJTToyqOQCUmLxRtm85c13kGiigH1HH80KSI9a2nS167pak3gbiQXFfqjitECCmCC/oco1gMZz2ySxoKbyGVq5dVXCo+qZTRILi4EzQAw8Faz7O7DRcwLA9igBOMMsX18vzXKyxRjQxA7XtXKwkRc5WQPrDQbAQC0l4dxisLH5LmeKwVxeSZtD2nWWaGwYOS/J558iV7J2JYkiZB3x1UVZiWc/UeLSSuM0LiJwPJKLBdBYTaq8u5vrjPIZQ28AuIEyxQ0Q95NPkJKItfQD2+39RDg2mfKnus9tgnco72AhsaBqkF1UCg3yIsCEJr8BpId3lwbZ/H7bVL96psZ5P/MzP4MPfehDKIoCb3nLW/CJT3wCVVXhh3/4h/FzP/dzeOmll/CLv/iLAIDv//7vx+c+9zm8/PLLSJIEn/jEJ57lofWue4d7QJHidJIBt9aZqdUqmhshNgjoW5N+DXCRYnzTWnEz8a0y6QcgQIjjwifIRPwg0EZXS0cG1csuaGMy3xgNMms0Wrrz1ursFDY6wCLSNiSazutAbc5LoK5Ia4kYcv2AY1XS9GwxYUjPRoMchqE2Hle4WBAdMeQmpWMYqK7tfHPjSO9KwsuSrKcFxES6euDJbqhrGHqA5+N6ngLYufHf5mkGeP5afLyqfNcBHFfpVmBKkFwuuUFR+T1ziwn+wOBcwysAVUXWYMYy7rjDFUDYvDmgnP4gCLTXK9B8nxYa5DCKUXQ826Q2lJqKGDUafLWLiAgwsdMgq2ze6J9REhwzzfNbRGpTh/QCcZ0rqmD0SHOTf71N8A7lHWzjXew4LirFxtXk/NRVrmLoUmzEzLhgU/b1TAHyd33Xd+E3fuM31v7985///Nq/DQYD/OzP/uyzPJynUvtJAIRD3D85B966Z/x51rAIMcEHWWfSD0Dk15cFklgvxk9isyNDLuNxCe764qWiSSsq9Qyy6wzgBBFm83WN5POogvAd+I1Xs8qIHWi8Q4mRtp7n6QGyHLihWEkRYsipDHISS/stTcITcS1AxNDqwHtFfHECQCDZpY5NSlmDHD8LyIG/bkAFCLBH9WcG9NHheZ5j4AVroR/KY/NcwAtxOZmt/bestRgjgjNvAHg+JgrAUbHC6MEuSyYGqtxmbAYbQ9k1UgBkW7/nwHPF5qnT5oo3seEUQBVqn2UAUBQFBp5P/j6jKMbF2enavy+6h7TzL9lQLYNM9KEGxCZd5fmc5YXYiFEG4VxxjelcLKj3udg4BVqyJGeM/H1KMsjIIFPYbWlz+JQGmF3PVT63eZMdQHXlARq71Y7NazukZ8AFAPCn//SfBgD8yq/8CvnvfjPXJnrFsnZjF4i38ODkDMDLxp9vH5KG9kfoe0Z/2oxXAC9EXKempEm/aoIckGCP1q4LfR+l1uatathQ9YPDixJMpuuA4HmUdLEY6hjkFhyoXwKZnPymtHI9TyuxmFuwjkEQGBnkmuhpLZ0icqZPeCLbb4UhwIU1VVeLuypL+FRZRGMBNe+YcJeSFCrY9j1H691alqUVQB54HphCYpHlAlBRK/ZFuMT1dH3DmOU54AZkgBx7DuCFuJ5122aVvCAnucnEQFVsMi/pseFys6O6nxgvyVHHwHIXqoNBY7xhkAn3ku+jMiTpZXmBgUV3IYpisLxDYlHRw5iApfRHBetYWG7qPD9Q+qcXTVogBYS2Sag6BpmY5Dlo/Hx1cg3GONnvOQ71G/5WykbYiLVyDc072GbD7ziu0sXCxgdflud7nR2BvGGQhwSJxW/91m+R/96mnnFQyB/E2ok8IBrji199aAz1AORDkom4Tk1RfJClxGIY6QFyFHjAYIBM8UIHFvG4lIdQEIbahKesseXRsaF+lGA2e2MAcsFLo9WeKU4YaPxRiVpH3zcxyDZr+VqwXdc1OZVJvOw8zHVsEOckPSEgW5xMY81Ge3ECjQWUG3QzyFUN1BWZQZberbmKDbUAe0DDIKsss/KcHM0NSIAcYTJbB8hplmPg+WSWMJa2WR1r1XWNihXCF51Q4h5wlImBJaMzyDJcpeu7BGSSm0MCaMDCi7prRkDYvLkkm7cwDFAZJBZFUVh9n1EcgXVYWFK7h7Ik2FNb9nEr4O75vtKjPMtzONTZAGcAeIEyxQ2wA46uT2GQadeGSTIm5wYCwsYibCQWupTRknNj6Jcsx3VQKzTINj74snw/7Pw+M1YCVSWIsU091doAZMsKPQfO1j7+n3/7/4DPfvHrxp8veDOoYdjBmmJegYXEYpgY5BoN22LUeVE1aAaJRV6Y1wqiBPM3CCDPM6G3izR6X1OcMACkBSO3v33PR60ZBsotol4D30Nd9R+SvLGWMwAc/cBkVTJSNCvQJKZp9O5W6XdNKzftSNmSTBD1uEzerTZgDxAAWTWomhcFXI8+IJP4gvXtAsh5nsO1GNyJGgZ52hFUIRMkqdpE0yZRBMgQJRYN66hqyxcW3RhgAbjTjvuzLCvyZjMMAqNcqWAMjgVATuIYvFBrkGPi8JQJ7Nn4UAP6BM48L+BYXLOOgfW10ea6foBcA7btGGRfG4NtI4szeYoDQM3pz0ZXo0EuK5CHtGWJDc/6/TRPRVARdW5hU/TanNEe9XN/978FghivvvbQ+LMyOjY0GOKbYl6BhcRibJBY+FL/pzF2T5u0KMpDKAoD1CVTMubtQ0izVpgkmM/fGIA8a3SdOmcACoOcNfGslEAIz/OUE8yANOqnPbiDJi1KGada0lOZgkZrrRtGrMuSHG4QNQmEqsQ0KrMNNOy2180uCQ1yBd+GwVQM/AF2YA9oHAGUQSEFHAsmKPKExKILIGd5breWL85ZV5JbXtYiYSukMcimTaJNipgc0ssU4UDy+qcyyPK67WIxGadLLJYlQaoqisIKIMdJAt4Rt1409yUljAmAGHLWAWRuB5D9QJ1yabsJcP0AmYb1rTgtlRUAHD9AoR2GpmuQQ1/fLbWRxYnzXwqHFUVVJd15wnVcVLVmSK8qEVg8g/yguyMwSzNyNPqm7GpzRnvUH3/LHhAOcXF1bfzZtGEvTcNwpql7gK5BDluLJTVALgisb7tek3evjLNlpfEhFMdD5B1pU8+j0iwzRgELhkrPIMuELarEotZJLBoNOI1B9rVxqkVFHwbyG+CiYpCrukbNGbmNGDV6d9VLva5K+ESdqecMlFrHsh1qobo76OPNOSvgWgBR11XHrRcFPc4ZEJ9zoIgnLvIcrk9vlUaeBiDzSgz1EiUW7gACICuY8tLCss9vvkvV0KutI4OUWHRpmsuyBAYuKEvJtDrVhg6wl1gMkxhVka0RCFLalZABsh7sMcbJsghASLNU7kOFpSzI9YLOFDdZNgyyZ2CQOedkF4uF9KZ7PRspG4VBtnKx0EgsbG0OAZFo28kgW1pDbopeG4Dco2LfAYIY15Op8WfThr00AVHT1D2AFvAmBrmGeGj4Ws1YbmGlI1lCZQQqE3pC3UMoHibI3iAXi7T1/FRf7u2Akka3neUWg3W+j7oslay73KBQHtzS4US1QeFtbCl1itwTL46Okto4KhsUyRZnx7FVtRhEob5QAMEudbVy+0os1HIB+jQ6ADiepx14slkLANwgwrzjfsjz3GotCbbnqZpBTgySLFmSQVZtBEoL3bYcxlIN6WWFJYPsqIf+eMMgU3TbcROBrfMB54xZbZ6GiYgOX5UZpY2VWkDcIOo2AYCQWNhIefwgUHo+F4XlBjHQg1qbTpGn8POVlReMrCn3HUc5vNmuRWWQfR+oK5ER0FFy1oMqi3A0Xviyu0BxnpDlK6SO87x5v3kbgPy0a+Ni0aMGgwG8KKEBZKLpvM7GSNYkzQAvFIM5urXadqTmIWTBhgoQJHSmXc7PRW4Ge8NkiCJ7gwByA2x1O2wTOABoWut2Pc8H6hJVjU5/1iwXGxSSUb8EoapBlEr6rZpfnrphJ2DR+qNKLEIJ3rsCHCSotbAyUukTy3YtO4mFapPIGcdobAFEPQ9cxezldowjAHhh1AlqC0s9MwC4ftg5byAYZEZmkFuZkYL1FWEQdpsKFahifRhkhQ0jLytygElsCJYQx8asvs/RMAZ4jjmrBKPfVJrZ+WN7TRdLNdjIioLM4AMNg6zY1Nl+RtcPwDTvk7rkpA06IIBe0SFJkWXDILfuJkq3FE7eiEnnm0zxDq4AoKSTB56rdrGYN50tE9m1XEEQdLpJCQKIJv370Ic+RP57m9oA5N7lx0NMpmaATNWt6myMZM3mKSlEIGhb1QYGmQj2WgZZwWBKPaHugTYcDsHfKIDcMMi6zyray54yRQxoWF/XE+fXUL7vtees6+FcMPoGxZTwJBlkykS0bH2rWpIyVIXqTyukQd0M8oL1tdQ6dhwbr2sRLEF8qYsADU/5srPxMwUaBlnlacoZPOKGoj2+MELaCZBzsoOILDcIO2UpOa8BXmAYW/ggu65yGJGzAr6FlMTx1FrThQaZttaCXe24NjjHgODnDixcV3KNxIJZdgTGwyHAcqSsApbUb3I4mJzI1zivaBlki/OvC0URXQ8LWZAfIO8YRASWNq9U4BiESn9moJHfDIgOP/K6UIb4mN9N7VrS6lO1QSxh9Tkd11VKLOZpZrV5AtR2n2kqPa3Na/3UT/0U+e9taiOx6F1BlGBGAsi0xCKvuTl17gLTeQa4gQgH0B2bp2+jAxLs2Ugs1FZeciJdN3A2Ho/AO7xCn0dRNimDwQADVx2zCwB5kRu1zLJMsgjKpqJdy5DwJP1WKX63YWPzppRYVPTkKUA/XLqIU7Wxpgo7WUdeAahL+IZhV1lyw6kcOCu5FRvquZ6yXc0sgSMA+EGErAMgs6KwBttuECLrYpClP6phZkGW5wyaqGmFBpnT4oTb4/J9pcSlsGh9A4uuWNf3WZYlHCKDnERiSE8nsWCsgGfBroro8BzpyvMxzeXzwkY37ysBmtC6048rDEOl5zNjzOqa9YMQTHFc8plBZVZpDDItECVo3E1U58xmGNqT1pCqZ0Ytfa2Jbh2ui1rBIM8Isr/VChUSizTfDOk9q9qc0Z4VJkPMZkSA7PpG1rFlkDVDYoJBDm608bpK6LL0Vl4C1PqkXXoSBUqd6WItF57mgbY1GqLOU+1wzLMqIWcw27MNXHUYBCDZCNo5CwNPC5AZYVMhK5L2TyrTeRlGQwB80i5LOTzVJpwRralaBnn92GScsB2D7HeyjpKlooJtueFUvuwsAYKraVfzorBmfYMoQpapGGQ7P1M/CDvXkgB5RGSQB4MBBgoNOCDOGRUEAWKwS6U1lfHQlHsJaDo8rtc5KMZLOoMcBWaJhW1HYGuULBjkpaI++2VJBlO1eeWMWQH3OIqUQ3q8yK00yL7vK0GtKUl1tYIgBNe85wrGyZIZualQbYRthqF9wzND+lqT7ex0DHILkG0YZL+TQbZJ3/zSl76EL33pS+S/+c1eG4lFz4qHI6QE27Iso7GOcrCuUEzdA8Asy0jxoO0glqaNxRjDwHWJgy2SQdaYsRt26dvjEcBSzIoKQfx892ULBln/WXVhEIDwux14NGbD8zyt6bzNFL+UWKgZ5Iqc2KVrVQOLhKeYCNKiJpmva7ClZZCtrIzCboDcSCysNMiae0B4PdtokH3MFJsnbgm2ASCMEuQdoJYXDKPRltVafhgh75BYzDMmAgRsWN+gW/oBiAhyqrsJIDYVKt2qjcQIkB2ebleMipcYEBPmkjg0SixKxpAMR6T1gGUG+SYYypq0TErHCVh2XlFZEzKrzVMchah5gbqu155ZnDFEyZC8lh+GmE8nnf+NNc+MgAyQg05bvHY9i8RAKaVSSsYkeUNJPzWQVOIZVJKDX1zHUTLIaes8QX8XRmGoAMh0sP2BD3wAAPDgwQPy3/1mrg2D3LOSZIic4MqQFTSJRTuNq3lwzIkSC1daLOlcLApGTmWKpdet4mYvCLv07a0xwDLMCrVLh6k+88XXcfd//r/Beao3+l8t+QAxPSQHrtrrFhCfk+pD2oJaFeteFOTENAlClRrk5gVFYZCdxl1AyeyVIvkxILYRA02ks9QgU1+cAOAFQWecKm9s3qgAWd4DSkcGS7CnG3jirLBaCwCiOEbRAWp5kSOwTMTywwh5h9/wLBUb6sinP+Y9hSMGYA+QPc/v/C6BJmraYkgPEDrwruuWlSWZcUwMjjxAw9TaaJAbhn6yEnBj43oDLBEbKueVorDa1MVRBPCiM8SHW8plgiAE022qLVLhgjDstCtbHBs9MdDkytOSNxYMsoqN5iWAkt5F0UksqO5WyxU0dqurfvgy6p6avrkpem0Acs8aDkfI52aJRTvYRWV9NbKIeZaRJBaASD4yMchUo/hhFAKVWrdXEHbpu+MRUKSYsf4Si5/8zP8E/Nt/gq9cqA3ru0psBswPENf1lB6wgGC9qOdM6oZV4R5Fw+BTKjIlbDUtTiqzMfA0/rQy3IAIahdt4S53AXszfNWLeCGxoDtiOJ6GQbYINgCEnlP1Ui9ZgcBSFhGGIViHJp9ze7AdhhGKLoCc5c2G2gIgh5EyEMJ2U+EFgXIYq2iH9GwAcvfGjnNOZhwFg8yFw4eiSs4QWDiJxJ4LeCGupjcJkyzPyYPQwJKLiOIdUHK7TkUSC0u7rs9qC7aDMFDaHLLSbiOsGx4EhPMEmUE2ScYYJ3cqjEmSNX0YGhAAWRUWlRK7mssl3wOr7+E8z61CXzZFrw1A7lmj0RCM4MqQF2LC1HSDyta3DtSmWYaBH8Ah7BQdz9cP6Vm0sSJDnKe00tF9xr3tEVBkmLH+DPLlw9eAfIapxumjq3KiKf5Ak5YG2CVsBZ4+OpwxDschRjAbDOxzxoG6EqlShHLdbiYOWLC+1PQvXWpj+0KxMcMPArCOLorUM9sM/DmOekhPsKGWAFnR3Sk5Q0A8X7KiKOpcr2TMmkEOo6hTljJtGGSb4R0vCDuHBwFh5UWR8cjy/QBMySA3EiMLgOC6fucQbWVh8xb5LuA4WjtNzhh8i88Z+yIZ8XoNIMvZB4shPY0jg63NnhhILETA1OpalhsxoRt+OgxyFIXguvPP6THwpvemlFiQrDkNSZLtrAexu+Z5LqAAyFnWpLtabF6jhkFenUUp8twqNnxT9NoA5J61vTUGz+bKIAhZObEtL3fCquQvAEjTjOyR6njdLxNZQudFBGi+Bzie2p+TwAbtjYdAxXE1twO3yzU7uQ8AuH9ybvV7jBgF7LqeeHEr16Gz7kGot2ZjnGFAZFaFd6taYpHmTZeC+LBVMXGAfTzuwm9YzSBTZRFAwyB3HNuCQbYJHVF3UYThP/2lEkYRStZ9/Vc9JBaxEiDnCG0BchiCdTDI81RIiyKbNq5ieFAkLNp9Tk8HkJtnBmWzL8vxvM5rg5ec7GIhrdTmqVp+ZqtPjz0H8EJcr0SH51KDbOnUoRoUtmWQh3EjseiYHSk5fdgMENdYlwcv0Az2WmyewiBEpWGQOaPL/0ySMemwRLkFaAwyfRhRJ7HIWucJCwY5aqSOK99nZhn6sil6bQByz9oaj1EXaae+a7mKooDjEtwF2p2w+sGd5TlcYivX9brdAGRxxulgr5F/zBXMbcHMmrEkcAE/xPlV96AHpdiZGCw4tgTIGZH5dTwPpcbFomCMbNQf+T5QVRoXCzpLEvoeUNfIiu5jy6SnNfFFrAXITTwu9WUnWZcu1qsPgxyGYWf7tWgSqQJi1wNQh47UlnHagBh4UjkClJxZgW1AaJDLjnu9YowUGX5jLQXYnqdCkmXDUgWKIUm5cbL5nL7vK90KmIXOVJbrd2vKq7Ikd8OEBaavfJYB9lKS2BcAebICkItCsIRUGYnOqaPPcSVJDJRF50BixQqrrkcYBqgUG8S88U4fE+0E4yhEpdMglyU5sREQsyOqcyalbBR9rvQBV1pDWnbXPNdFXasAcqNBtpAYRa2H90qkeY9woU3RagOQe9bOeAwUc+PQWcGEgN5UkkHWRR3nWUY2ineNDDI9lSlorHRUrAsj7PglyzKZ9/NCnhYlcHkMuD4enp5Z/S71ASIYZPU544yRH9y+72plEcxCriGmq9UG9llGGwSV5frqayNrmD0qG63TAC4isG20jt3t1z6aVZXNmJBr2IG9OIqUL3Vb6QEg9KEVy9c6UCUvrBlkFRudZvYsVRjHKDoY5FbnHtlGHat8eOlWXrJcxdBlWZZkmzd5vapcDwB7fXrsCYnFtINBdiy6J8KpQ+PDyxhZxgAA4yQCOEPWbGTC3wAAhd1JREFUySAzhBa6+UixcQWaxEZeCMaaUGEYouZMRNF3FOd0+R8gN/yqSHlOnvWQDLLqHcwqNHaaxHew6wJV1dll7jNYNx4mnZIZ22CbTdFrY/PWs/Z2x0CRYlpU2O/KX26qKGiso3w46jLqszyDR2WQfV+bVsQ5h0tgtgGpM1W/VCiasVant/ISodbrVwVw9Qg4eDNOzy6sfpcXjNSCcjRhEIBdPGsU+ECp8UHmnAy2A0dYAGY6UEsMfQHE5kmltZZgO6ACjrbz0QGQGwaZ4q4hKwrDTikD5xUwcMjJa4Bo8XexoVyGodgcVxSh5gXKlWREKT2wBbVJ0/4uyrp1pZHMti3YjpOk85xJr1UrnWMU46yTQRaeyqFP/5xBECgHG20kXrIEg9whvylLAUYIFUrNvCZltOIF2QccACJvAPih8KlfqjyndQ+XS2c1WXM7ffo41jDIlmy0tBjrsozLWCkCaYh+29I2NOc1Yn/9mVXy0uracDx1AqrNrMdCg6zQgJfSTpMusUBdoaqxJvGgzsUs1/awO5CmKHIycfbLv/zLVn/zm702ALlnbQ2FOfzcMHRmM9ilcxcAgCIv6ADZ636ZyGKMzm6EDYOseqlwxoxsUMsg9wTIlxkD8hmwc4TzczuJRUFMxnI9dcwuYLdTDwMfqNUAuWScfP49KWNQtIXFtDzdMkhcG93XWdroJikBJsASg9yhQZasIzX9DpBax/XPmctBUAvGReWi0KYF2gxiNQlseVkhWbrWcy4Hd+wA8jCJWzZIAti8FNHQcURj4mQts9HL4CVtXG8oEbSywigC64gUbrXpsWXUsSqooqQze7I8hcSitLB5M3kNA4JBtukuDAYDOEGE6YrtZ8GYFYMMyNmRpyOxGMYhUJZIO6RZleVGTFrG8apee87MM/HMiAPiTEUk3DWKshLEyUrZMsiup7Y0tZn1kBIXFdjOGQMGDgKPyEi7DlBVKOsaLm6es5w4F7NcO1tDgGVrmIMVdMu+d73rXVZ/85u9NhKLnjWK5U2u1yCzoiDvFB0Dg1zkOdlOSrgB6OQCXIRZUNZqp6sVQxoENlTq9FbbkNQ6u5oCrgcMd3B5eWn1u0WRk5KxXM9TWhkB4qVOHYYIm6jprgANQDy4yXKNRhunYpDzJjacGrrgaVKxspw1DLJFuIHjIu9ifcsKqCuhxyZWpNAniqEux0pi4QVBp6afN8EqVFs8QFpmFWvtasmsUnWJsoZxvNYuzZpWdRLZstExwPK1Z5Fo4wZWbdw4jsCVGmRGbi8DZomFLYPsKTofVUVnkFu5mAJQVbX4nLZDl14QIu3QIFOZPVmqd0Bd16hLZtf18AVbPluRxpWV+Iw2XY9IeuF3vO8maSrsBIntHemuoZrfKcuS/G4CTImN9OtMdnFVQ5IF53ZSNtcD6u45lDyns76yWr/t+c0NLCtyeJZrbYpWG4DcsyiJTIB4sVMvXl2rCACKPCMnKaleJrJswF7QtiW7/VE5M+/So0ant9qGpNbJ5TUQJBht7WByZSmxIEa0eq6vlViUFlGvvusAA0cJakvOyRpwU8pinjeyCOILSndtWKd/NbHmXZ2PrGFcPAtdRBxFnfpEG8P/9tj8oFPPLA3/bcDGUIYurLY3JXC0BLWjlkFefM45qwCWYXuLnuIGLNwKVrWJWZZZt3HjKEbZySDbORUAcrBLlQpH97qVpZRY8JLsYhF6zfWqSqtrdKa2Q5deEK0FrPSRkTie3wnQyhrWnYrQdQDPX5O19Rm4jGO1Zdxs3gTSGAKs2rVaiUX3u9P22lBJqQDx7Lf5DgY6BjmXgVhE+VmTptrVRKQO7y9X4ruAH+FycvP7tEny/OhHP4qPfvSjVn/3m7k2ALlnDcMAqGukuT7VjVvoVnWtb0DsFAPii9gLAjCNlU7JGDziDboIMVFPpJvYUGcwgBOEmBHSB7vq/GoCBAn293cxu77C//6Tv4x/8epD0u8yVpAZ5LJUS2Y4pyds6bS5Yi1OBttewyCrUhZzJh7cZAY5UJv+CwaZrmfWeYcyVloxLsBNfeJySYBswyAHYdjpqcxqOys7AEiagafVDXEuGeSeAHkZJMxZBfAcWyN6BDBwU66xXFmew7EEesMk7tQzS1mKDbsdBiHKUhHPbeF1u7xe14anquguFgs7TQXj2HYX7M6bH0bI0psbiyxNyZI4Wap3QMGrhtm2cITxHMALhB/28lo9uh4igbC7YzpL5TAoDU4MZYCJgkGueGm1sfMUziuAcMSwGvhz1V3EQnp3U5+zrgPUVWdYlG1aI7CQKV5NZzePK88QEmVZn/70p/HpT3/a6u9+M9cGIPcswUR4mClYVVmCQSZ6OmqicQEh1yBLLDy1xRIgGEyyntYdAJ4vkvy61ippO363g2Wh1unFJRAmuHt4gPn1Bf67v/1x/Lmf/oek3y0ZQ0DYYXuefkhP7NSJoHbQAEeFRp1bWMZJr2HVpHYuZRFU1tf3lZ6mMpab3EbU6PayglnrhhfxuCuT2qwEBi4s5s0Eg9xxXLzRRtuwocNISCzWgHtZA5xZyyK6JtLnrARYhp2xHUAeN8M7a/KPPIdrMVQHCLlGzXKwlfNf8NoaVEVhgFoBNsoeADmK4k6/57Is4RBZPSmxyJSASsoPbAFyvOYfnaUpwohmfSbL8bzO53bRY4MSKdyHmGSQn8IGEZDDoEE7bGqqUdLdjZHFS0aWzACAHwZKyZgtg+y4rlpiwbjds9FzGw1yx1oWg3WyEsWgO2f2Q8KbotUGIPcsAZADTOd6gMyJA2KAuoUoixUZ+UbQ6f+Ahg0lt/jFzlUFbjlR5+UFEdJUf75UdXU9AcIEb3/rSygvHwHXj+CUtLWou3XX91CVmk2FRStLDtYpGeTSAiC7jtbAvmCy9UfXIKvcBXLpqUxkg3TWVG0EuQWDnCjarwUXGmQbsK2Kh5ZsqA1AHo8SARDWjstemwsA42G0NpE+L0qA5SKW3WotwSCnKzHueZ5bs1SCje4A2w2zmhCdCgAxpFfzotPOq4/EIowiBUCmD7wurlcVg2x/bchjWwXIeZYijDQWRx3lKYb0pJTHKtymYRxnK89t6Vts0/UYysG6Dsu4eSYkFlYa5GZIr6uqsiQ/GwHAV4QLAdKtyQYgq11EZBeL+pw9OtwH5hd4OOnoyFgM1skSTlDRWmIjK+zDhTZFqw1A7llBo++aa+yCANmWJ4Iqz9MO1pWsILdSfA0IAuw0sADgBiHmCv0wJ67lhxHSngzy1fUEXjTEe97xMnD+OjC/whDqc3Xj+IhJZ75n0CBbJGyZBuusNMjNWirdZF4UVrG9gRco3TryvLCyjAPUL5W8B4OsSv/iZQkMHDg2EguFzZi0eUssXiqjOBRDeqvMamkPHAFg1ICT6dLz43KaAo6LsYVTBAAR0MDyNYmFAMi20o9ur9WMlSIkwdIaDCXvTHLjpR1wAYA4icE79NF1VVkxjo6n0SCXsPK6lRVEEYoV8J5nKaLYjkH2Q1VQi7jO7OznxDtqdXZESiySkO6Wkiiuf6AJpLFhkOPGn5l1A+SSc3gW10aoBch2TiJCYqEZ0rOYz3jfu94CeCF+6V/+9tp/6zNYl8hB9xWJRVnk1tfZpmi1Acg9S7avZgZG1KYt77iGwbqiIA8DBUGoZZDLksO30LO5Qage0uM0NlTo9PoB5MlkgiAe4ttfvAV44hwkoMVWC3sk83nzPE+pmQQkg0zsBjgDYOAq2YjSVoOsM7BnDHB9cmyvHwZKiYUAtXa6Ycf1OlkvJq3ZLNYaKfS0rMeQXqgI9+BVba0zlTMH8+zmeSsaR4ChpTXbwvZwcU9dTKaAH2HYYX2lq61GrpGuyHmKorBmqcZDAbZX2ei0sfKiBsgATUR6yYSud6XKHi4WiSJ9sOQlXIvQEV2SJGvihG2HLqMoRrEKRLMUETFdTlYQrANtYCGLsNKAewPADZQSC6qfLyA9lbs1yGmWWzHIUeABjoO5MjHQjrwR4UIqiQXdrQlo4sxVGmT5bCQ+g17aDhG+9B34Z//Tr3Ucl11sOCBIuUGHnWDJcmubyU3RagOQe1bgmQ3nATsxvufrk9zEjUBkkAMflQZs2zgyiGMLlfKIktgSC6IIecfDn1KTyQRhMsKbt0Ng+w4AwOX6cy+rYoy0GfA8H5WGQa44JwMOXcIcIAGyTZKhRoNcFFbtat/3lVISW7kGoJ6878Mgb42HnWb4YuDPXTPc11Wo8OGVuvCI6NsKAJHndm6Ic1Y2wMUyaroZoFr2Bb+azAA/FNPqFpWEPuC4mK4CoSK3HhKT2ujV85820bg2qXxR1FiDdSW5WVp5ASI6uexIH6wqu5a86wVKiQUvK6Eptw1riZM1+QfLU8SxncQiiMJOgNzLZs8ZdDLIWVkBZYFhYsEgRwFQ8k5P5SzLMPAC8gBt5DbyREUya1XagdpAIaUCgLIqrRhk1/XAVUQEL602/IPBAG/9jnfj1f/fl9bXYvabVwBw/fVB94oVwoZyU0+9NgC5Z4nBtcAosSg5XWvkeerhKcDuRgiDAKVGT1uVXNjQEMsP1zV2skrOSQxOGHbH2FJqPp0gGg6RBC6ig3sAgDylOWKUvCBp9zzfQ6VjkEtGjqAVrG+3u4M4Jks22nGVAQLC69MizlmjTy8amzcbtwjH6/ZulVPfNmvtjpoAnpUId1b2YZBDVB1OLn1Y8tAT9/v1isxo3iQPRsRBXFkSIE+X1ruazgA/Eq3UHmutDu+wIrdnkEdy4O8mQJ5nmVXCIrDkSNLBOtqGQQCNd3SH33NlMaQHAI7vK6VsfboLABAnEfgKsOVZKjyqLSoMIzClDzW30g0PBgM4frA2O5Iy4be9PaKD98iXG8T1+ynNcnIYFiBtQz0hzeio0hIgi1mD7vdwyeh+84DeC188G+02ifv7B8in12v/TpX9rZYXxjesUnklkjwjYgfrne98J975znda/91v1tok6fUskzewrJLTHBQA4eeYpbPO/8Yru5StIFB7kAIiSclGYuGHEXKViwVnCAlMSRhHuL44I//N5UpnM2zt7QMAvvUP/RF86fwhciLYpsaqCmZVxyDTbZYW0/LdD9uqpLuIANKfUzVdXZDTogAg8NXdBcFGW3q3un6nbq9oGGQbIDoMfcD1cDXLAGy1/95HYhGHISq2Ho+bscLKzxRY+OeuMsjXszngBQKkWpQE3MsAeTKd9wTIIup4FbyzosB4a8dqre1Gz7y6Qckkg0zUmQJAHKiHsWzb6AAwWnL+WI7PrqvSSrPqeuqgHNb4IMeWHYEkTtb00bzIMBzaOZKo2FDpQz20lH64XrDm2DHNcqCuWx086bhcef2vP3PzIodjoXWX175Knmg7pBcp0jcBoXUPLLTWqmcZsOiuUe3sgEYW1AHeS2Y/pAcAXhghXWKQ8yZcaEjciP3Kr/yK9d/8Zq4Ng9yzhL7LLLGwAaJisK775pQpW1SAHIaBHuyVHL7Frt8PQ6U8gioXiKK4M8aWUlk6xWgkpvs/97f+Ct7z/v8FiozGIFecZtvkex4qjQ9yxTlZNyYBlcoaz7aNqJuuZozDtWKQ1RILWzYaEKxLl/tKyyBbyCJk4uKq1yfjHBjYJelFrQb2JuMokgfptniADF1Yf6lfzeaAH3ZG5mqPzZPrLQDH9VRokG3XEucsWItxL7IUcWLX4h9GQadcQ8YJUxMWAQiQWXKheV2pqiyth/TkMOKq/EP4INPPmecHyjAIxkvBIPfxj156tpVVjZrlAtRbVBRFnYOI0gfZltl2/RDZyjtqMssALxQ6eOpxeUKuMe1432UZLalU1gJsP51nYxRFSoBcWQ78eZ5mSI8xwPOtNulJHHXKgkpekLuRyxVENwfdM0uAvCm72gDknuUMBhhoMuBllZyTWUfX95Wt75zb6cbCQHiQrt6YsqqSW7V4grB7eASgD5zFcbePKaWK+RSjxv7KGQwwGg3BCAC5qmvUnJGGGHQMsm3Ua9gyyBrW3WKwQjUIBwim0IZBjsJQqbUWbLQtQO7e2DFmzyDHTeLiqpUR7wO2Vd7FzC4yFpAAIcB8vgo25tZgQ6zXAOQl1nc6m8MJIvKwpaxYrjW7ea0V8ynGW2O7tRqv1avZzQ2KrT82sJw22m3zZqtBFg4b6wOEVVlZapD9zsARoPHudj2EljrwYRKjZlnrHy1TEceWADmOo85BxIxxYDCw0s0DgBsEa+8osakLrDZibce0A9TmeQ7Xs3HXkNro7ndnXZbwPPr5jxXx9EBznVnIn1zPQ6nq1BX2yYhJHAEsX9ukl5wh6DFYF6z4bWdcdJaTZDOk9yxqA5CfoBzNTS6rtpBY+L6nBMjiRmAWGmRfsDddOZeQbCgdCEVRrAbIZUmyWYrjGGVPgMzSGbbGi5f9MEnWNH+dv9eEQlA0yL7vo1YAZBn1SvUh9Rz9S6Di3IpBGHie0sCekmS4XEEgmNWuhKeisNPsAY1uryv9S8oibIJCGq/PycogirR5s2GQ4zDqbPFLEGQziCgB7WpHoAXIlqxvIGcYlgDHbD6HZ9EOvnls6363LLt5z9isdT1bCb1otOk27eXWO7dDYlGV9hKLrVG3BV1VlXAt5DJe0O01DDRA1PGtmHKgAe8sF8AYMvTFPhVRyAXWnxnCSs2u6wF0p8xNm2vWRhbUOmJ0PM+K3M6yTIJtlQaZKomTJcOFeMfzrCpLq2F0kaaq6q4xOBYbAUCdclkxO09rWUEcI+9gkMdEt5S7d+/i7t271n/3m7U2APkJyvFD5Aotm6yypN/svq8enpI3wogIkKMWHHQD5LriCCx21mEYgivY8oroD5zEsdKOR1fzokQ1v8atg/3238ajIao87QwhWK52+pvQmgx8TwmQBdAuyd2AwWAAx1MndlW8sIqNdXXWVEUB1wJsh4FofXddG5zZ+YYCYri0qy3JmtARq6AQKRdYkVhwzgHXtWJXkyQUfqsrDDLrwSCHrWvNzZf6dJYKiYUlgywGqMIbIGE+n8ML7VulXXINVlaosjl2trY0v7lecYe7BgBkmf2AkpRYdCWm2Q5iARBDZR0Si9rSxcL31DaHhdw8WQLRrdEQYFkLkFMuGGRbgJzEcaubX660GRCjBvjI8oNwbXakT9ejBbUdkrGiKKzcUiTYVsV9VyUnk0qA7BSth/jItVwLNtrVpKkyTg+kkTWMJUBeGSzlhXVaIyDkJMuD7nm5kVg8y9oA5Cco1/fX9F3LVTftfWpbXtfilzfCiLhTDENfCYLKJijBZpceRRGYAtxSE+ZkG7KLudTV6ZwD80u86eh2+2/j4bCz3bpacrglJjBzvu8DVdl5fKyqrG2WnA79n6yKcyvvSm3CU57Dt3hBRaGv9KdljFmBbUDNIAtbJMdusK6RWKwCNMY5BhZetwBEEEIHg5m3Q3r04xIdgWANIM/mko2zA1SA8BZf9gWfz+cILJPXAOFyMvBuuhVMigrI59jdsQTIMoxgZeAvL3JrBjPyXcBxBLhbqaqHzdvWUHjxzvKbz8i6LOHaaJADdWKpZMptgej2eLjCIAuAvN0DIIPna7IUqQEPLYF70OE+NJtnYrDUousRuaIj1sX6FkUO3wLsCQtM9YB7Vdp1N5OGQV5laQE7v3lAvdkHxEbANh56NFyXBdV1jYoo+1utOE5Q5CsMclmIZM5NPfXaAOQnKM8PlaweYN+W19lvSQ3yiKhBTjTtTRmnatPiV6VYAc0DjbAJUKV0merxrADmV3jp7q3237bHQ6BIMTMCZMkgm48v8NWylFaqYfEicD2/s8NQNuESNhsUzw/AFdZUBSusHDGiMASq7uEpxux1dq7vg3e0JVmTPGXD+vqug4EfrXl98h4AeZiEnal8RWE/jQ6gscxaBcgpnCC84ZJBLW8lfCebzxH2ZILcILqRdDnNS6CYY3/bDiBLrfV0lUHOC8CxG1AK21b6+j3QR2IhwLuPyQp4ryo7sB0EoTKQqWhCd2yB6PZ4dINBFgA5x87YDiCrWvJpngOOnQYcAKI4WbPDnM7tnVek739XAqGwE7S1n/M7GWQx68HJpBIgO0VFp9bd1s7U0zDIIh7djjwYd3yfrBJySRvLPlnRyhxPxoRvN5U425RdbQDyE5Tr+52xoLIke0kFVYGvDqpILW+EMPCVIEh4fZZ2ADnqTrECmkFEwkNoNIxvvESo9drJJeB4uLe3eNlvtYyN2nUCWABkysMoaBjkLi1b0aZPWQBkP0DR9UJpNig2GjTXD5ArNijMmkFWSywYZ3Ath/Q81+tsWTNmD2oBaYZ/EwRxXsKxZZCjqPmcK/HQPSQW4riCtaHLdD6HG/Rjb4IowXQ6bf9/ls0RRn0B8k2wPSkEQD7Y3bZaJ2oY/NXznxcMA8+z2ghIq8N59nQY5NhzG4eTm4CvriorpwLf95WuB3lu75ENAHtbAiDPmiCN6zQH6grblsxe0nhHr0V95/YacAAYDkfIVgDyPE0x8EOrzY6qgwIALC+sJBGA7K6tryVJJZt30zDWSyxsyAPf91EpSCqb0C9Z4w7dvJBL5mIzZFmj4RB8aTh9Ms8A10ViOby5KVptAPITlB/oGWTJOlJbKbqbc5bmgOMiJuqG4ybFqmtX3YI9C6/PJI5QddjVAEBd0hLm9ne2gXyO61wPalfra8ePgGQbB8ni4bQ7HgEsxaygSSwowDYMPDWzKs+ZLajtNP2vyKy2rCAIO8E2IEznbWJLI50GubB/CfhB0NmW5JxjYMlGA8IMfzXcgJccA8tgiVHSgI0VgMwYt5ZYAA3juwIc0yzrNVgHAOOdPVxdnLf/P09TRD0ZZC+4CTiuMw4UKQ4tJRaOIlyiKAqrMAhAdAPgeph1ACFbKy9g4bCxGohSl5w0JNweVxAoWcK857UxjgPAcTBpXE4uZSpiYHvNNhKLla5HmgkXEdvhwXiYrLn9pGkG18K3WJbjdeuGeZFbOzK4Cgco+by2mc8YxlFnpwiQcg2LzZOmi8s5tyYPtqQ14RKRI50n+uiGt7fG4Nm8fQ9P5yngheSY703Z1easPkF5vtpwHliAKrI1WKB2UZhmmci7J2odY+kB2yGxkAAttnioDZsp7S5QJYb0zA+huwe7QD7FVd79GVV1/+FjINnBfrL4GwIg50Y2WjLICYFB9nUMciU3OxZauyDo3EDZbpzEWqFSN8mKwuoFJf2Bu+Q3nDPr1rdoS3YxyMya9QWEGf58TWJRYmDhVAAASRgCVYlspcvAmja6jSMGAPhR0gGQU/g9AfLu/gGuLxfBOUU6R5LYteRleSvDWKdXE8D1sdPD/mlVrgE0YRCW4EBaHXa15auytAIugJR/hGIwcqnqurKyBfN9H2VHwiIAMN6PqRXDpREuJqIjIAByZB0bPlJILKY9dMOAGGZmKxrkeZrC7XHNipmb9c0O53bPH7FWN3kgkwxtiIiRZJA7nmd1aRci42usVhlnVn7PADCMfLFxWpIZiW5w3ksWsbMtSCb53pvMU8D1e81AbMpcG17+CcoPQqWfJtCAKqKDAiA0yHXJ15K/gIZBsIh6TeJIadLfAjSLm31ZGxeuaNcqTpMLHO6MgarCydUcOBqR//bDxyfwRjs3NHNbwxBAjat5CkC9ltwMUBKodNZ4rB32o78IPD/olOD0kWt4gY/ZZD2yFLCPLU2a7kLX5+SMWQ21AOrhUsH62j9i/DC6MbwGCCtBx7EEVH63BjbLc+thGwAIoxjzlaTLLM2skrqW6+DwAP/uX1+0/z+9Psfh4WGvtfzg5jDWyeU1EA4xCntsUIJorZWephk8SymJlFikXVrT0i7AAVgEoqzqo2uizaSsUJO8lhfc2q0DaACyvwDI19NZL3/srpY80AyD+nbWbGK9Ucs4yndKlmVWrhOyhMxr/byVrLDydG/X6ng2yneTjWRDMshdsy22A39hqGaQbQf+gCXbxCVZUGvNZumRDQD722OgmGNSlBgGrghb8QLydfaTP/mT1n/zm7k2APkJyvcDTNNL5X9fMIXE9LWm9c2qeu0BPZctNuJOMWm8brskFnkPiYVkNlJeYVnVWNV0R4zd2AOiIY5PzwHcMv68rJOTU8Tbezf+bRh4gB/h/GoKQA0qbOQkoWSQdRILi3OmYn3bwUGroJYQV2fdL3XbF1QcBkopSVly60Exz/OVGmTHUhYBiLSoVWsqIdewWytwxVDXNF1lQwu4PQBClAyRrgRo5FnaGyDfuXULfHqBoqzAyxrl5AJ379Dvi+UKogjFkmPK2cUVEMTY6gOQw3Btg5KlKTxLEBQ0EosuazBb4AIsHE6mK92Fuq6sBrF0sx4iHt1eg5z4LhBEuJ6I60PEhofWseGjOOwEe/M0xcALrHTDgADIKFLkZd2yjFmaWm92AA3rWxRWzzJA012raqAsreRnw+aZPM/Xn0G1pcQiDEK1BrkHg9zaJi51ZFqAPLIHyHu72wIg5yXujKTEIlgjrVT1Iz/yI9Z/85u5NhKLJ6ggDMEVTASwrDWlvVjCQA1cspxZRb0OY9FeTjucD1grsbAFyPnag3ux4zc/0LYjDwhHeHR2YfzZ5bo4O8N45yZAjpud+VRhNi8rKzhQ12LDYCgx2Fh2MqtCYsGsImi9IOi0xmut54ie1oCcvFcD5MDiu5T+tCofZGsGOegGHGLq234PHkYx8qyDQbYEyKLF72G2MiSW53mvwbo4SdYGnoos6z1Y98LtQ2B+hdM5x8mcA/MLvOnunV5rhWGEYmmI8/zqGggSjAL7R7xgo2/eV1mWwrc8Z22aZMeQXm3pPAEsO5wsjq2uBaCyY5ADVCqJBWMYeL51muGwYZAlU3hyfgFEY+sNyqjpdK1GOvfVDUt3jVmxkBnledYrxc1TDB2XLEcY2V0bqu5a+z6x0CBLt5RVa0LhiGE3jB4EgRIg24ZrAQuAPF26ZlNWArwQ+mTLurW7BeSCQQaaABlLR5JN0WtzVp+ggiAA00ksGtYxttAgq8I90ixrGGTaV9ZaIq3o9YAFG0pN5QOA8bCRWLCbxyYdMSgSi+3QBaIRTs/tAPLVxSl292+yxGETV7r6UFytNBcG+yGByREuFrxbg8zlsJ/Fw9YPuv2BK7vrAhDMhipkpeRMBMMQK242YllHMp/wtLZ8CUQReEf6lwDI9gymAMg3AVrZYy3x4lxvyRdFbs0EAUCSDFGsDDwVeWoNDmS96e7tBiAzPJoWwPwSb7nXDyAHUXjD/unyeoJBNLRu8QPCO3f1/OdZjsDyc/rNBqXL6rAu7YKKZK0OEJY1AEsGOQpDpd98wVkvWZD0j540HYbTszP4w21rnbvc+E9WYsPTLO3V9djdEgzy8jBznvbrerh+cGMTBjSevnkm/H4tSt9d41bkTSitCVfIkrIGmbyRFYUBar4e1AKIZ5DNMDSwkFgsP4OmWQ4MBkKfbFl74wSoK5xPxD0wT1PADcizSZ/61KfwqU99yvrvfrPWBiA/Qem0bMASECX6Heo0sLk0sCc+cFvtUweAzOXgmgVI2GoY5JTfHHiScoGQYDMTeg6ceCTavxY1vzjF7Tu3b/xb1IAfVVyprFkT0eoTtNtJHCqHPdKiAAYOQothoCAMOxlkyZJYvQQitTauYrmVP3PguYDjia7ESpU9Wt9b49GNyep2rZ4MchRHYPkKg9zD5k26HqxuooqisGZDAWA4GoKtMsh51tt54sXDXaAscHwxw1cfngJeiHt7dG3+ckXhzSCfq6treFHSy585iCLkK+c/z1NrptxrAiFWnQ+qWmyqba8zAPDDBJMlazy5QbdikIMA4KxzI8yZvVMB0Lh/hFGbAHl2fo5obGexBzSJjZ1JhnlPgDwWDPLSoGpR2G92gG4nHZkYOLYMRFF113iPYWiZcjlbeRfIa8OmUxGF6vmMktP8/m+sJ3XzS8+g6+m80Q3bkwdboQcEiZgxQCO99AMyLvjYxz6Gj33sY9Z/95u1NgD5CSoIAy1ALqpKACGibjVstKFd7gJSg0w1sJfxs9PZOoAseNk8hOg3uxgeYWvJdbaevkEyxsXlJfnvzlkJfn2GF45uMmviRdKd7HTj9y3O2ziOlQx+lsnpdgsf2KA70jZvJC5JbBHPGnRvxmQqU2zxwpOt73nXwA2npSIu19Z4DBTpWpxqXwY5jm6a4QNi4M8WbMvBqcmKby4rCgQ9wMZoOFoD7jzPEPcEyLdGPhDv4KsPHuEr9x8CyQ5uDe3BGQAkwyGKJWb16voaQTLutVYYRmAr7e8iy6wHsRZx6zevMxnbbsP6ygqSIWZLALmqamsGOZQ+4B1DXSJOuN934AYx5g2DfHVxgeH2jvUaUfNcWwV7WZpaeZ3L2msY5OkSg8zyHGEPBtnz1xMIhSNDhq2h3cZOFdYiGeTQZrDOlVHr3QDZhkEOA+n+1AWQmfVzo/UVX7o3r2dpI4uw37yOAxcIYpxeCICcphkcr19Q0abMtQHIT1BhECpZPQDIWQlUJVm3GgchUCpsxpr0L+rwSAuQVwZagIYNdTxEFi3OYeABrreWYiVfdlQGMxpt4fqKziA/njFgdoFveeHoxr/LtpoqrlSW0G7TEqiSRpubFuvt16yQ61ikT4Vhp/TA9roAgCgKUXWsJVOZrOznmtZ3lza04gyeZet7eyTbuDe7C7zkcPu0q5MEfJVBLrm1zZvqHmBFAb+HBnM8GqLKU8GANsWLvDdAPkx8YLiDr91/iNePHwPDXezH/eamd7a3wOYLl5Mu3T61oihGsbJBYUWGqIfW2vVDpKuOJD2AS3tsyfBGuAqvJUtoEZscik5R0fmctfd7luWHURuwMr26xHaP899a2a3a7GUZ/LCHb+4owsLtRxTr2fXwOzpiMjFwa2wnsQiUDLIdqQTIc7Yut2vTTy1CNKJIPdzeZ7DU64iBF5Z99g4nADAOXSAc4uJK3OsPHz1GYLk52RS9NgD5CUoFWmS1g3XEGyEKfaDq3r1muWBCqVPMEhzM0nWJxawHGyrXW02xYlVl5fWcjLcwve62K+uq4+scmF/i5RdvMsh+m+ykPv8AMM8zsq9p6LvN1P06cEzzorHZszhnYTeDbHtdAELnW3Vo4xZJgXRGyBTgYMPeAMDudhPastJdKFk/icVoOARfAWhVWVm10QHAdQZwggjTFecJzopeDNp2w5Qve2+XRYakJ0AeBi68rQN8/cExHj5+hHBrz1qzKmt/dxdVOm2HaK8vz7G11xMgx9Ha+ed53gtUuWG0FjrCKskg9+gujMaYzyaL46oAVJVVGz1ufcA7JBY9wiBk+VGCtJHgzCeX2NndtV6jfW6vAuSeg3XjcNntRxQvMkQ9JRartqazQkgsti0lFkEYdj4bWwbZQsogddtr6ZuVvZQnbiQWXV3cyiIVd7nEJnFxP4mob3vLPgAYNQzy+dU1qrrGb//rX8M7vvv7rNfZFK02APkJKvB9VKU6FW5eFIBDTz/SuQvkBcPA9cmtlHY4YL4OgoRcwM7rc7Fe9y6d6tQxGm9jNqEzyP/h/mMgTHBv5+YuWbRvzQxyaiGxkENdXcAxkxpwi3MWhlHnBmomLftszn8odJOr2ricV0BZILYAfIEzAByvO8CB01IRl2tve9y0cW/eC2WPOGFAaJrrYn4j5KYsy15stBtE6y/Ooug1WLc9Ht5wBOBVjZr1i4yVNdw7xMOHxzg5OcFwZ7/3Ood7O0A+w1Umuh/zq3Ps7fVbL4pj8JVhLF70k5L44bojxqL1bQ82hsMRsqUNT2+JhULKVjIOtwezDQBhHCOdCy1+PrnCwb79+Q+9brkAy/Neg3VD3wX8GOdXS5uKIrdy0JEVhMGak86cl0CRYXdsCZCDoLu7xkugruy6a82A5KrcbiH/swHIaolFVdr5M8tyg5tdlFnP0Beg2fRHQ1xdXeOLDyYovvyb+MEP/CfW62yKVhuA/ATl+2KoruqYeAUaCxYLUBU263XdnHmeWzEbUSNBWGVvAAgA6HpWcgFp0r8a8yofQhHxpbK9vY10iQEy1VdePwaGu7g9Wl/f9QPBrGsqz+nAVmpzZ12bitxO4gIIUNtlGZTmdqEvgGCQu1ivvBQSi8QiMS3wuoenAHoq4nLt7wiAPFlJSOSc9dIgb4/XdZNl2U/P7IUCtNw4LtYPIO+s6DkzLtrLo8Tez1TW7uEdnD56hMuzU2zvH/Re59bBHpBNcZWVDUC7xO3DfuslcbzmmCKYcvtz5gfroS8LZs/++xyNRsiXwlqkxMIGICdRCPBuBpmVrDeDHEYxskx0GOr0GrcPegBkd9Do5qc3/r3Is17X7NB3gCDGZRNgUtc1yiKz6jjJ6rKanGYMKBm2LT19o6h7piLv0V1zBgMM/HUGueyxeYqjUCmxqEturcMHGoC8tEmczedPZM0WxENcTyb41d96FQhi/Kl3v7XXOpsy1wYgP0HpfIsBaTFGB6Jx1DAbVcfwSFFgYPHgHgwGa5ZIsvI+cgEtg1ySAzSGw3V9qa6+/uAYg9E+dqL1l6nrB8gMEgtp80aRWEjgOO8A3ZkEtRabiiiKUHO2toGSx2QDtuMwAspCMMZLJRhkhsSCXfKdRoPc4WJBTUVcrp0kAhwXl9Ob32tVltax1cACiC5rmkvO4VhqkAHAj+I1DWzFWa8W8972uJGSNB6kTLSXR8P+DPKt27dxffYIk4szHBz0S9EDgLv7Isb9ImO4ykvUs0vcudVvvSQWnQ8p56nrGlVRiLh5y+oMfakgGGRLRwAA2NraApuvuFjUJVybzX4YKp/bnHF4PRnkKE6Qp3OcpxxIr3F0yx4gDwYDeFGC6xWAzAr7IUlAyHjgR7hqAPKkENfG0S37QJou16aLJhBlbGlZFoURqg6APG/mY6iuDLK8IMQ87SZv7BjkbolFXdeoeWm1lix/xTZxnqYY+KF16IusIBlhOpni0ek5EG9hP9nkvT2reqYA+c1vfjPe+c534ru+67vwPd/zPQCA8/NzvP/978fb3vY2vP/978fFhfDEresaP/7jP46XX34Z73rXu/CFL3zhWR7aU6lAJq91DHsA9kBU+NOWndPVWVFYt/5cP+yUIGQSNFpM0UpGenWXziwDNOIoRqnw8+2q11+/j+HerU5pieuHa+3b1ZL2eBQ5Q9gkr3XpmjNLmz1APmwZ8hV3B8lq20gskkSwXqtOEVKDPLRhkBsNcr7S4rRJRVwu0caNcHp5U1te8n5DenutNdUSg8x5ryn+oCu22tL1oz2u8QhgOWa5AMizogRYhr2tLeu1ZL147y6yy1Okl2e4feu2+RcUdbAVA46LxxcTnM4FQHvxTj+APEwSgOUtw5rxGuD9pCRBR+iLtPIKemyetrfG4NmsBe+tlaaND3g7iNUhsegRJywrSRIUSwD5hZ7n348SzKYruvki77Wpi7wBEMa4uhZdu4cTBkzP8daX7lmvFYbhGqi9nMx6JQaqumvynWmbZOiG0Q2dLwCRiFqVVjMVSdQtsWA97OdkRcmwdTcBRGe5T+iLrHg4wmRyjbOLSwyikdW5f/DgAR48eND7b3+z1TNnkP/ZP/tn+Df/5t/gN37jNwAAH//4x/G+970Pr776Kt73vvfh4x//OADgl37pl/Dqq6/i1VdfxSuvvIIf+7Efe9aH9sQVaHyLAXsg2vrTdkVwMvvWn9A+rQPIeZ5bgz3V8IhtgEYcR6iKvNOIvase3n8d+0fdD3Mv6E5jWq68GW6kDD8FUmLRcc7yxg3DBtTGsZRF3HwRL1ht+lpDxVotg2w1pCc0yOnKMKJNKuJyjQLZxr35Ui9L3kuDfLCztaZp5pz1YvaCKF4DyBUveulpt5IAcDycN59zWlRAkWJvu/8U+be8eA+YnAKzC9zrCaiARUrlw9NLnExzIL3CS0c9AXIc3Yg7ThspSR+AHEXRuiOG1CD3YON2tsS1ITdPiyFVOnAZx3FnnDPQAOQeITIAsLu3h2xyid/++iNg4ODNh/Y+yAAQxAlmq4OlPd1SBoMB/GQLZxeXAICvnU+BfIZvWxl6plSX9Obyegr4kZDgWZTorhVCBrFUacEA1+3FIK/e5xLU2rC+SSy6C6ubp4Vbk/0mJRmNMZsuyIO+oS+ytvf2cX1xhovLK/jJeGPx9gzruUssPvvZz+LDH/4wAODDH/4wPvOZz7T//qM/+qMYDAZ473vfi8vLSxwfHz/vw7MqGU3MFRKLVrdKvNmDxn5rFbgAAMsLuJYDAl5HZCwgGUyfnN8ONEb4Qbgm2cgZtwrQGDaBI10ar666fHwf9+692Pnf/CA0AuQsp9s2ScP5LvuzvLBnNpIwAHix9lmlBtlGAy50k8U6G91okEdWDLJMOFsByJae1rKGzWT15XUHg9xHYjGKgarE5ZIWnPdI+AOAcCX0oqxq1Jz10tOOfDlBLti4ac4BlmF/u5/fMAB860v3gOkZMDvHSz1T9IBFSuWjs3O89vgc8CPc3rYbnJI1Hg0BlrduHRmvAJ5jbJmWBnRbxrU2bz2ujb2dLSCfYdKw+H08xcdJCNQ1ph33eZ+gHFm3Dw/AZlf451/4LeDgJXzrfj9t+irjCADlE9gJxuNtXDbppf/+a/eB4S7ubdlf/1ujIeoivTE8O5lOAS9CYqknl0PHq0C0yBng2MnPANEpSjs7FXQLUkB2cStk7ObAcd50KmyyA2SNx1tIp4u5myzL4T0BQD48PMTs8gxXV5cIR/2fPZsy1zMVrwwGA/ypP/WnMBgM8Jf/8l/GRz7yETx69AhHR8LT9s6dO3j06BEA4P79+3jxxQUQeuGFF3D//v32Z2W98soreOWVVwAAJycnrUTjjagIDEf723h8eoJ6vn7jVNkVju7cwvTyHNXMDIby6wxHd+9hcnGKk5ObN/XQK3G0O8bJyQn5+O4e7CABW/udOp3i6PYhrs/PkFo8iO7dOoTL5jfWuzo7xdHdF1BMLnByopc7AMC2P8DR7hgPHj0WpueayliFfafAO1660/m5j/a24HmV8pxcXFzAL1Pcu7VPOm+8qnF05xbq7Hrt5wfFDEe3DnB5dkrescdOiaP9HZw8PsFgaciwml+L6+LiDOWUBpKDqsDR4R7Oz05wgsWL8uJsgqPbtzDIZrC4NHD39iHc4uZ3OclLHO1vY+hyq+uMVzWO7t5FenV+4/cOhgEORqHVWgAwSDMcvenNePTgPk62xYZgf+jhsMdad3fHOFn6PjNW4WAUYyccWK/FZgxHL7yAi9OHODnZxcMHJzi6+wLcYoqTE7Wbja5e3gKO3vrtwPVj3B351sckq6xrHL3wIibnj3HfKXH00lvhZZc4OZmZf3mlxl6Fo70xHp2cwMsCPLoucLS/jZFTWh/fra0Y17F74/cuLjIc3TqAx1Pr9fbCAY52Rzh+9BheFuLyLMXR4QG8gr5WNU9x9OKbcPboIU62bgK0ceBgnES9vocXdhIcjXx85dXfwVvf8R2YXp5hav61tbq3v4OiyNpjqOsat7di7K+cR2q96e4teHyGk5MT3P/aV3D0LS/Dy65wcmIHQvcTH0c7CV57uHh259eXODq6I+79KX29bV88vx8+PrnxHsgm5zg6uoPZ5TlOGB2M3t3fQejcfBdcnac4unWIQTolnzc+TXF07wVcnjzCyXAhATlPGQ52xhgO7O+Be/tbuAzq9veiusDdg93e9/qbb+3hy34Fv5jjpTu3rNb5s3/2zwIAfuEXfqHX3/5mq2cKkP/5P//nuHfvHh4/foz3v//9ePvb337jvw8GA+v2wEc+8hF85CMfAQC8+93vxu7uLg4P+7cmn6SC4QMcP3yE0fY+DnfWd4QT7uL47Bq3bx2SJlYvnRTHJ6dgXrz2mR5fpZhmpdVnvchK8MvZ2u9cc+D4fII7tw/hWJz/k1mOk2lxY73qvjjmnb0DHB6aGZNwaxfHx8dItvdwONLv7P/9aYrj3/sdvPVt39r5ua8YwGZT7Tk5nTGcTHPSeavrGscXU1wVWD9nRY2Hl1PcshhuSbZPcXz8AOH2Hg73FozNhDvt+acO/e1cDXB8/3V4410cHi5Yg+q0wvHjU+weHODwkN7qf3g5w2VR3fic9Yzh+OEjuPGW9T318DrH45Vr4/higuhw/VyaauZnOD6/xoQ77e8en15h90XPeq10EOD+6UX7e2dzhtOzM/ijHeu1gjHH8eUc56k4b9evXuD4/Aq3Dw9xeNAzLATA8fBNwGtfwZtfuNt7HUCE6jy4nIM5EY6nDG+5d8dqqFTW3uEcx6+/Bne4i8PDBI/qOY7vv46dg9vW54x5Me4/Orvxew/KGY4fPECys2+93u27FY6//jXUyQ4OD0d4Nb0Wx3brNg4Pd0hrXDopjk8vMavXr6ez6xmioN875e6bXsLx176Mh+EdfPs7vr33e2kOHw8fH7e/n/EKx48eY9DjvgSA3Inx4PghDg8P8R+Oz3DGXNy9Yz+kN9zdx/H9+wjHezjcEs/us5Th+DrD3duHVu9yb7iN44cPMVx5D2T4PRw39+uhRarkFQPK9PrG+flyPsHxg/sY7x/i8JDmCX5czXB8cgru33wHZ1c5Tk9PEYztnxveaAev3T/GwcEBBoMBHl3NcJlXva+Pw6MXcPz1r+A6uYU7tw6t1vl3/+7fiTXeIMz0+62eqcTi3j2hHb116xZ+8Ad/EP/yX/5L3L59u5VOHB8ft4Dj3r17eO2119rfff3119vf/0YtKbFQaZBzy8EuoQ31O63LOGfWQ3pBuK7/A0Ra1MDzrcAxAHgdA09ZbvcZR0O1/m+1/v3xOVCk+I5v6b4OwiAE67AqW648y8kDETIat2uwUfhQ2+0nh1HU2Emt6IZ7DPwNm9ZfumKlNkszwKO5dCyX4/lrPshFKVKs+pjhe1GC6eSmfV9Vlr10w6PGu/XierGe8Ge2XytJkhvx0BkXmtVRDz2tTLE6vxQ+3hdX10AQC4nJE9Rbv/uPAqMDET39BBUOt3B1eYVHpyfwRju9wDEgg18yzJpESSmx2OohsUjiGGXRpUG2D6QBgN1xDNQVLmbiO53nOeA4iCxa/LEv4n+vVwbhAHHN2vqAy3rx1j5QzFE/+jK+8zve0WsNABiORiiyhSODtBMc9pAFAcDOzg7Sxnv+0fExxvv9hkF3toSLy3xJfjCdzeEFkTXRJWcq1iRjzE6WKKtLyiM9lUML20rhhe9jnq5ErTfzGXEPJ5G9nW3U2Uxo+SFi2/uEvsj6lhfuAPNLzK6vMd7qp3PfFK2eGUCezWaYNC/M2WyGf/yP/zG+8zu/Ex/84AfxyU9+EgDwyU9+Ej/wAz8AAPjgBz+In//5n0dd1/j1X/91bG9vr8krvtEqagzn1S4W9AExAPCdxl2gWJ/uZayAb6lBDsIIRYdjRJbbWca1x9ehac4sp47HjQY5Y2YN8r/67VeBnTt4y273iyHoiD5drTzPrIZuHD/sDNDoE0E7VmwGiqLAwPWsXirCDN9fCzGZWgShLJfjeShWkqx4VQNlKSLPLcuP4rVI56rk8Hp4Fy80zYsGdVkya2000AC0pRdn1gw1jnsAZGcwgBcNcdEA5KvrKRDEYkjxCer//l/8WfxfP/HfYSd6sobeeO8Ajx4+wOnpGeJt+xQ3WdtxeMO2b5oWQFUJ7a5lDZN4bShXaJArRD02PNuhDwQxTi6E3j3NCmtP8cR3AS/EZMXTHRAOJ302YgBwOAqBcAQ8/j38ke/6jl5rAMBoNARbBci86B1Is7e3h3zabOrOTrGz3489PGh9wBcAeTafw+sRgR3LmYpV8iBnvVwsOgFyuxb92pCD2qse8UUphtFthkFlHe4JC8brRjdf5DmCHrHtsl66vQ/wHJhdYGd7A5CfZT0zicWjR4/wgz/4gwBEfOef//N/Hh/4wAfwvd/7vfjhH/5h/NzP/Rxeeukl/OIv/iIA4Pu///vxuc99Di+//DKSJMEnPvGJZ3VoT61ksEeX4TwgUtxsBuva4akOgFYyhji2TCuKQlyerQPIghW9zPD9MES++hAqmJVlmQDINAb5X33hi4jvvQ37SfexBmG4NlW9WkWeW9mDuZ6/NrwGAIxzOJZDRVvDGCgZZiusb14wa7AdNMzGajJimmYNQLYDaa4XoFgd0iuFZV/QYxAljIeYrXi31mXZyzIr8gZAEON6sswgM2v7OQAYDROURYa6rjEYDFqA3IdBBgB/OMZ1M4x4ORET/E/KIG9HPj74njc/0RoA8G3v+A78i3/y/0Bdvx3j7X4x08DCtu/8egLgNq7mKeCF1oNYwGIoN+M1Yl88IySz1ydqehQ6QDjE4/NLABCx8JaWlbHnAH6EaRdALvJefs8AsB97QLIFOC7+0Fv6kzvj0Ri8AyD3GZIEgMP9PVTza2S8Qjq9wktv7RcssTMeApxhki021vPZDF4P+7nFe2DFtrIngxxG6/HoWVEAjp0jht+8g1e98KWLRZ/h3lu720A+w3VW4s4ImFyc4fAJyL/bowBIdoCL17G3u9N7nU2Z65kB5Le85S344he/uPbv+/v7+PznP7/274PBAD/7sz/7rA7nmVQU+A2D3A325mkK1ybAobHf6gJonBXwLVvfURiBFd0uFrYADWgY6U4G2SWbnm8NE4AXSJl5qOn3fuff4qVv/XblfxfG9QYGucgtGeRgLdgAEKyv7aZiGHiA5+N6Ogewc+OYbM+/jKCdrljQzbMc8AKEFgABEBsBtsIgF82kdtyDQQuTBPP5us1bHxDUhiVMFoC74vb+zMDC0zcva0ReA5A56yUXAIAoGeF6IgDy9WQCJ0x6G/4/7foj3/Me/OrP/208GO3j7W97ufc6Q2nb1zD4k2n/5K/RUJz/lFetFVjB7Jk9WbuRB0QjnJxdAmhSQS0lRsLTPcR0th5YVPIcw57Xxm7sAfE2nK1DvLljJoVa2+Mh6jxFUVYIXEd023guOlI96s7hPpBNcJFy5NNr7Oz06y6MI6/ZOM0AiDXSdI6gB4MsQncWMh5ZuQS1lgxynKzHoxeMA65H7uACC4nFqhd+3kgskh7PoNsHu0A+w0XG8OVzYPYfvoD3/a/729geJh6Q7AKPXsXB3k7vdTZlrk2S3hNUGOo1yOk8hWdhCK5LOOOcI/Dsbs4wijoZVtZDLiDXW2tjMTsGeRj5gONimuqB7X/7+X+LyVf+Ld7znncrfybqSHZaLVbkCCw2KZ6/zqwCwoface3OmYjnDnG1wlT1kWtETetv9cE9b2LDbfWmrueBrXxOaYsU99Agx8kQ2QpArqt+SXqACEuYNlZXdV2jLlmvFKvxKLlhWTYvOFCVGCf99JzJaIy5TCWbzuA9Qav0add//F3fBrAU1cnXsH/QP7Y68QXDKn2tr5u0NFuvWwCC9eQ50qXQF9H6dtAnaTfxHQyiEU7Oz5u17FNBB41l5Ww1gryxAOwbHe46A/ijHey9+FYrULZa243WV0aaz3kpAHLPrsfR4R6QigAZPr/GwV4/gDxsbQ4Xdo5ZmiLo4yke3/QUl1UUoiNgOx/T5dGcMwYMHCsGWUosVmWOKeNAVYkgEcs6GIsQn9PLKX7xV/8N4Dj4X/7xd1mvIysJXHgvvRMAsL2903udTZlrk1H4BKVLvgOALEvh92KQ18Fj2YNBjuMIpQLs9RmeCsMIbKX1JF9QVBZNBo5cd7Q3ZU3yEv/VR/8KECT4T//k9yp/Lo4jM0DOC4xG9KQzNUC2TzKUrVzBIC+tVdiHvgSeHB5ZYZDTDHDtGeSuAA3pKdtHZ5ckI5w/fnjj36on8JQN4qT1gi1r9PJnBlYAWgxM5ingeFZDXcuVjMY4az7nbDqFH/XzGn4W9fbDGIOjb0P9tX+DWwf2MceyZDyxHGI7vbwCgkQMKVrWljz/S8/IjPHmmWGPkAeDAYLhFs4be8+0RyooIDzi0xWAnLLG73nUDyADwNu/94/h7W99c+/fB5phuCLFvCixF3t47VToh+/t90tsvHe4BxRzfPlsBmRToYntUcPg5sYJAKbXV9i/Ze/fPQpcIIhwdjkBsJAbFIxZS9mAm/HocrYja+R/ngUbvQhRuvmcnczEcyPuIadqQ3zOLvBr/+pfI3rTd+Bbdp9sY/2p/8t/iT//n9/HH337S1a/96EPfeiJ/u43W20A8hOU7zmA43Ym3wFid+1btJ8kg9w1pFf20GDGUdwpQSiKAq4lGwoIBnlVspFZBmi0AHm+3t6U9Zv3L4HTr+KVz/0L/NG3qAdK4ihCxYsbD8XV4kVuNTHs+X7nYCMrmHUqXNJOy68zyLZgO3SbqO8VgJw2Egvb9ncUD5GmN49rkuZAXWMU9RjGGoqY3eUSGuR+j5gwTjCbCaZWDsj0SV7bHg0BlrWT95eTGeD51tG4ssZbW3jwlVcBiOHjMO4Ppp52Ba6Do+/4w3jw1S/groUd4WqFrtCATxpN+en5BRCNsNUHIDcM/jKDLCQWbi8GGQCi0Raumlhz0UGxd3Hxwmgt9Cht5Dd9GWQA+JX/+sd7/66svXYYTpyzL3/9ATDcw+1RP9mGGB4c4re+/gjIprhz0E+fLkHt5ZK7TDq9xs63vl3zW90lZTzn1zedb4qCwXHsnxnL8eiSLCgKZq1BDl0xDL06pDedCylPH5nRduN+c3J+haurSyRPMEAr60+8fAuv/b//gbV7yE/91E898d/+ZqqNxOIJyncGgOOKlmFH5XmG0GKAYTAYYOB6a9pQQAzp2doiLe+ql4sx1itONe5oY7FG50V9QQn9X4CpBiB//l/9FrB9G+/9Fv20tZyEVrmIAEK7bQOQ/SBckx6IdexZXymxWJ2WZ4xZb1DkWrOVl/o8TTHwA+uWZJQkyFcB8iwD/BBJD5ZkNBrdmLyv6xp1xRFYWCwtVzIcI20AmozAjnpYI+1vCzZu1oCNB4/PgGgk9KI9ant7C8VcHFc6nyF6AjD1LOq7/6M/BkB4r/atwWAAL4wxaRjks4tLeMnY+hoDgO2RZJAXMwd5wazmFlYr2drG9fWlWCu3k3jJ8sMI2Wo3hpUAL7A96h8d/jRqf3tLSCyaTd1X7x8Doz3cGva7Zu+OA2B8gC+9+nUgm+Au0RN4tURHLMbV0mxAPrnC7q494BsFbrPWTYkF46yXw9JIzrYsdSryRutuc525DUm12kWczOeA6/UCyFuhC0RDPD47x/T6GsNxv07Aam0ipp99bQDyE5TnOIDjiVZORxV5hsBywnfgreufAKDmzNo7MYnjdkBpuVhR9HIXiKMI5arOq2GQqe+n2BNAbzpVA2ThXvGtODAYxceNz7AutpoXGUIbBjkIwDpkG6yHD3XkCQZ51f6syO2jRn1nAPghZiuDRZmFz/NyJR0A+WomhrHiPi+B8Qg8m7ebMV7VAC/Ed9SjxttbmDXWVKyUEdj21+zhzhgoGc6a8/bw5AwIEzHs1aN2t7bA0inqukY2nyFOvnEkFgDwX/6nfxR3P/Cf489877c80TpeGLUa8KvLK4TDfpG24yYCerI0cyC8u/sN/QHAeGsbs2txbWS5ZJBtAXK81kEREotCsN5vYO2MIqCucdlcsw8ePkSwvd9rqBEQAM3dPsTvvvoqgAFu7fS7Zl1nAGdp45TxClV6jcN9e4A89AWDfNXBILuWfvMAhCsNy2+4IzHGew38Od56FsF0ngJuPwbZdx344z0cP3qE+eQaozfQu/hLX/oSvvSlL71hf//3W20A8hOUtGVLFWEVRZYhtNAgA4DbsXsF+kkstsbDGwNKsngPPS0gGORV0/+CMQw8uqevlFisMqHL9fpXv4yjl8xWREkcCasgpraMK1lhxTwGftAZPsIZg285JOk6Awz8CLMVtjxN5wgtB1sGgwHcIFxvC2eZlZWgrGR402sVkG4FYU+ALJhaaduUcQGQ+9giAWL4JJ+Kl2dRiXCPqMfwoND/DfH4XACqx6dncKKRcAXpUbs7O0A+x4xVyNM5kuEbyzau1gvbIX7j//Zf4U1PqHH0o4UG/Pr6CrGFjn+5Yk94Dl8tyYxm8ycDyNvbi+CLrNEg97EFW3WrmTcAeWf8xm56diIfCId4eHoJAHj86DFGu/2TzwaDAcb7d3Dy1X8PRKMn8tv2oxjTprNzmXEgneB2D7277zoYhDGuVsKFWNFPgzxOOoZBGymPJT6G4wVrVqsCIPe/Zoe7h3j06DGy2TW230Dv4g984AP4wAc+8Ib9/d9vtQHIT1CeIwT9q4ELslieIbIFQh0BDnKK3xYg7Iyb5KPipqUa58w6dAQQnqY1L4TRf1OFZcIcBSDn6QyjsZmxEgA513oql6xAZMFiBmEI3sEgl8yeQQYALwgxX2GQ83RufV2ItdZ1k1mawe0R7DEaDsGzm2tNZv3dCrbHI4ClmDXX2pOGG+zubIPNJ6jrumWQ+wDkrdC74Zt7fn6BMOkPavd3t4B8hsuMI706x06P9vLvhwrjpB1im15fIunZFpaOGOdXCyA0zwQbZztYKmt3dxf5TGiQ88Jugy4rjCLk+c3rf5YzoK6w1dPh5GnVduQC4ai9Zi9OT7B78GTRwPt3joCTrwDR+AkB8rDtLFykXEg2bvUbCPXCpGWjZfVJjAWWtO43GGTWk0FefwfPWga55zV7cAvnp49RzCfY2dmEe/x+qQ1AfoJqNcgKiQXPM8SWQMj1/DUGmTcMmu0U/+6WiIyVwx7teoz1chcYxushHwUrrFpiglVdZ0KXi2VzDIdmFieJQqDkSolFXdeoeIHYgsUMggAl72CQOYPfg9lww2jNTqrIUuvQF0C0vdNV54kis5ZrAMB4NAQv0hv69FkTCNGHJdltBotmDYOTS4DcYyMAAPu7O6izKeasaiKwWS8N8lboAmGCswvBOF5enCPuKRcAgNt7O0A+w28+mILd/x38ie/7nt5rfSOXAMgCvMynE2z1bAvvJx6QbOP+w5P2357kOgOAg71dlPMJirJCntt7igNAFCdrnu4X0zng+k8c/PKktR0Kr+fHZ8KpY3p+gsNb/eKhZd05OgIefwWIRmJorGcFcdxunE6nOZDPhEtGr7USzP7/7d15lCR3deD7b+4ZGbnXvrR6196LdolFSGKEmn1kySPZAvQGeGIMDzBzkDjGcAzHnAEjD2P8jIcjjP10kIwG9ADJyBLzAAuz2TKSQQuLRKu71d3VXWvumREZmRnvj8jMyuqqlip+Wa2srL6fv1SpqqhfZ0Zl3rhxf/eeECA77TTdv8+2a907M8hV9zXI0ByidEKJRbligF+tBhlgcGiI3PwsjUqRARnu0TckQO6C39cMkE+SQa5ZplMH7ILXF6BmLW2evphBcxcgtDconTCUo6a4SS8WjSwJgsCp83L7AeULhJwJcCdhGWWi0dUGyJYTQK2gbuPc5nfRlSEYDFJb4fWsKbbGC4SWt1OrmgYRhcxqIBhe3prNMFxNCmyJRXWoGksmWRXL6gMh0s1zrTWGttIMkKOK2bjhgRQYRbJGs8+44gATPehMXltojofO5zJEVnF34mTOGB4Ay+Def3oCPF5ed+GZysdazzQtgtk818xinoRi1isR8uGJJJiaWQyQnc4r7ssiWoaa50bOqFM1TbwuS5/AKRezTsgg55sdTlTuoKwlrdnreT6Tpd6wMfLzjI92FyBv3jQJlRxePdFVj+awplNullgcm89CUGMwqvY3HtIilMpLp2/WajWlKa/JqAaNOtmOSaPOBnJ3XSwAfIHlSapyxcDjd78ZumV8bBQzN++02dugd502IgmQuxD0rjy3vaVedR8I+QIBrBMymGa9VYPp7o2j9aaRO2EoR71WVcqGDqWTUC23Z8pDa+iFu2P5giEqxsoZZNu2qZsVYqvYSa5HtGaAvHIG2arbULNcbRQLhcMrtsar19Sy7oFQGOOETFXNrBBR6H4QDIcxjBOD7SoBhYudVklEuePiqVw28ATCSh+gA0knQC40x2q3apBVhxuMtIIgs9a+QFQZYOL1ePBrUTI5J0Au57PEutgkc+ZwFBKj/OjhbxLcdC470r29HX+qaHoEs7npsloukFJsTeXxeAjFU0x3BMjlioE3EFLehT86mAajQNaoYVqW0jAaTdOWjSbONScG9jpABgjqMTLZrFPnW84xNtJdicV1l+7Gf86V/NFH/7ir4yRSKQo5J7N9dGa+q5KNkKZTKZ04KMRUag0ZDfkhqDX7KjvM5tARtxnkYHj5VNBKpaJ0IdayaXwMSgtgFhkelAC5X/T+naCPtTLI1RMyvtCcyqSQQfb7/VgnlGy0+sC6zSDrQedNI5M74Sq9airVwI4OJMEokTcX/71OT1+Xm9eCIQxjeRAKzZ3kVcPZYPgS9HAQ6pYz4GIFzvPmbqNYKBiksVKbvZqlFIiuFNTWzMqqSkiWHSsUbmf1Wqqm4WpSYEsyFoWq0W5/BlCulJXqmQGSkTB4fWSb3UmMmvPcq450HhtIQbVMpty8AGrUlAaYAAQjUfL5Zs1qIUsirt5maTDixz84SeOZf2L7+Rdu2FZLkYhOtVKiUmtgV4qk0+oXFXpigMz8fPtrwzCUOq+0jA06F0+ZSk3p/Qdak9eWBsj5Ygl8al1c1lpYj5HP5Vio1KCSZ2JYfTIiwLXnTfLC9+7jfa+7oKvjDA0NU8o6r+X03AJocVKaWslGOBJZNn2zVrXU7ogFW1P+OgNkZ3+M279RTY+2s+QtFcNQymy3bN80DsUFMEqMK/ahFi+/3r8T9LFAu2fi8oDKqDXAMl03nff6A8tu8ZesBlgGybi7zUXRYGuDzAkBsmm4DtwBBuI62HXm84tBmmkYrsZpg9Nr+MQd5C3Ov7VCYjWb9EIhaDQwTighaa+t7r6TQji88nQ+1alw4bC2pJ1avWFjVw2nb6dLIU1bNurbqpoEFT5QUvEYWMaS8ptypaJUzwytIQIa880PqErVgnodXVM7XjoagkCI4/NZTMsZD60pXKCAE2wU8nmMWoN6OU86mVQ6DjgZ0cHJLVDJ8apXXKZ8nPUunUphFvNkKnUn66U4fQ0gkUqTXZhrf10xDHyKryXASEIHr4/pTB7LVAuQdT1Cvbq0R3yhVAJ/kIjilMW1pMXi5HNZFioWGAU2jahPRlxLYyPDWIUFrHqD2fl5vFpU+fnS9SjGCa32LMtUKv+LtgaPdATI1WpVqZ45okfb9fcthmK3oJadE4NglqFRYyi+fsbTixcnAXIXXqyLRWtsaVRXyCDXTgiQq06AnIq5C5BbI2OzJ7TSqZmGUgaz1X5ourm7GpxbYm77MwdCy1sstZSsOlRXdzEQ8nvB56dcWTkbXW2WWERdBMgxPYJtGUs6dYDaoBZoBrUd/9Zy82InphAgh8Paso1Flmm6GkbTko43u0501JMblQp+hWw0LPY1zeSdi7FCqdJVPWcytDietdIcBhFSHQ+tRykVnYwjlTwDqe52kZ+xdTsENN70ir1dHWc927ppArswx4/2z0A5y/iQeoA2MDhIsXlbHsBU6APeKRn2QzjG1NwC1VpV7Za8rkO1smSDb7FUbrby6v1dgVgsQamQ5+hsBvwhhuPro9/2pvFRKGWYK9eYX8gQjKr/LUV0HeuEALlmWUoX/Hpz8EjnlD+n/E9h30I0inlCgOwkgtQzyHtGo7D9EqDZerJHHnnkER555JGe/f5+IwFyFwKtTXor9C1uN513GQj5V8ogV2tQrZBKuMwgN4OWbMfko3rDxrYMpfZbsZAPghFmOwNkw3R9SywQCmGaKwfIxaqTQU6vIkAO+rzgCywbv9xi1d13UohFI83RxEvLNurVChGFoFYLa0vGc5etOlgmybj7jWJhTVs26tvtpMCWuB4C2ybXMXjEMAwCQcUAuXUx1ixlyHfZqSAR9kE4yuxChnK1Ct6AU/OvsrZ4nEox79RzGkUGU91NsrruyiuIX/Zm9oyvzUSs9Wjn5kkozvOhj/0p2tmv4A17zlA+1tDQIGZ+oZ2tVbnr1Kl1bkzPZbDMKn6FzJ5zB2WxLSE43TW8weC6KJuJJRIYxTxHZua7KmNYa1smRqCUZbZkkctmicTUA+TYCdM3oXVHzP3rGfJ58IQiS/oqVy1LKUCOxWJUK0vvupqmoZTZbvF5Pbz/wx/Bs+MyRl9iANaptHv3bnbv3t2z399vJEDugtfjlFisNBq6VWLhNlPoDwSpn5BBzpUM8PpIuLxdHQ44o0HzHQFypb0u9xmJRMj5YJrP5tuPORlkd0FVMBReVirQUjSdi4HVBMghn7NJsnySeuZq3Ya6u04KiWizNrej9KDWsGkYZRIKvWDDmoZlLs8gq0zrWmljUa1quOrz3BIN+iEQJtMx6tU03E9+XDxe82KsmUFuTUtTHcgRC7UC5CyGUQWf33U/05Z4LE6lVCRTtsAsOaN8u/AH117Ar7/2F6ser96Pto8PQs2CZ3/Mu//LHzj9pBWNDQ/TKGXb7SZV7jp1ckb3xpidz2BZigFywmlLWFgSIJe7uo2+lpKJBGapwLGZOdDipBVHo6+1zcMpaNQ5PJcjn8ugx5PKx3Kmb5ZodJS51C21vR4ejwd/OEKh47POUswgx2OxZZntqmEqnWed/uitV3DkB98g0uM2gmL1Nu47/MvE6/OtXGJRc0os3AZCgUAA64SM9EK+AIEwustbzF6PB18ovKQZu2rpBzSb/ociLGSz7ccs03D9YRcKhZeVCrQ4FwNeEqtYX9DfDJDNkwTItQbULGJuAuSYviyDXKzWoVohmXCf9dUjkSVBbStAVpnWtdLGImcQisotSefiKZPrDJArShv+wJmM5Q3HmM9kge5Gs4Jz7oYTA0wdO07FNJsBsuKo3Xgcq1zkeCYHgRCJSO8yOP1iPB6CaBqMPK/ec3ZXx5ocHYJyjrmy8z6pctepk9fjIaDHmM9kqNXU2i8utiVc/DuvlCtdbR5cS+l0ilq5wPTsPN5IfF3URQOM6EHQkzw/NU0pnyORVK9NH0glwSi2W0OC02FJJYMMzvTHYsdnnaXY4SQZj2KbZaeXe1O1aigF7ifq9d2J22+/ndtvv72na+gnEiB3yesLrLhJr1x1bqUnXGaQI7pO9YSr12y+CEHNCWpcCoT1JW8arQAtsYo+wyfyeDwEtCiZ3GIG2aqahNwGyOEQVnXloNa5GNCIruIDwSmx8Dt9VVdQsarg9bnqn5tsDlfp7O5QrNbBqrjeJAkQiSwdz12y6soBsh7Rlm0sqlumqzZ27WMFfBAMk+3YrV01TUJh9Q0k4XiSuWa3gmKXJRYAqdFJjh5+wWmj6PUrl1iMDA1SK2Z4YXoeQlFigfWRjVvPhvUAxAYhvYnzx7rLuA+lE2CW29lalbtOJwpF42SzWWpVtTaHA8m4EyB3dOSpVMpd1UavpZHBNBRm+dWhKUKxZK+X0zaoB0BP8cLUcYxCrqtJksMDaTBL5IyOu3XVKpri3YWQplMsLpZYqPZUTiUSUC0vCdwt01CaPrve3Hvvvdx77729XkbfkAC5S54VNtUB5MsG+HzoYXd/oLF4HPOE+qdsvgSBsJPBdSmgaZRKi8dr1cAmFAI0WNoyC5waWLcBcjgUpnayADlXWPXFQMjnAX+ASmXlPtRlwwK/u5G2qVgrQF784CyaDTDLSrfmY1Edu1ppDzPJNxvZq4yz1SPOOFWruYHQtm0a1apSgNwaAdy5qcUyK0rlGu31JVLtdl7lstEcOqKeMZmYPIP540cxqt2VWJy9fTPkZ3jm8CyEo0RD8rb3UvxeD0QHYHBzV6OJAQYTTseUguH8TancdTpRJJbg5z/5AbPP/ItS4JKKhMDrZ6GjxKiQz6F1MYZ8Ld362ovxpcc49L/v6arOd62F/V4CiUEOHT5KtZRnoIvuJqODyfYwoJZGTW1PBUAosrR/sZNBdh8gOz3dy0vuLlhdlgWJ/iSfFF3y+vzOxJ4T5Iol8Idc99SMx2NYJ+ygzRWLzQDZ/W02p+n5Yka6VYOcUKiBBadlVrFjI0S9arjuqaxp2kkD5GyhuOqLgdYmvcpJ6pnLFcPZle7i1nxcC4LX55R6NBUtJ4M8mHQfIA+mkk7v6OaHQLZQUn4to/rScaqtGmuVln1OuYxOpqOe3DINwl1kkOPJNPms062gbBjgVy+xANi65Qwqc1MUygb4/AQVA+Tztk6CUeSXB45AKOp03BAvyTe2k+i2PV0fJx4Ogj/IfLM+3bLc33U6UTSWgP3/CvOHlUosWm0J5zoGSxSyGfQupiyupclEmE9+5s/BKBJTHNJyqgxMbObZ5/ZDJe9kgRWNppNgGWTKi58FjZqlfG5oenRJX2WrWlU6N1p3Fzrr02tVk6DCJE/R3+ReY5e8Pv+Ko4lbt5jdtrlKxWPt+qfWBqdCsQjBsFI2LhzRl/R0LBoW1C3XpR8tkWiMUmExqKpbVdcDTDRNW3FaHUCuWU4SXcVGhqDvxScZFssGBNy9Bq3MqtOubBiAbKkCtk1SYaTq8EAKzCJZs86gHmgHyCpBWiyigWVSqTVI0NwI6rLPc4vH4yGox1jILLbfqlkmmuLkO4B0Os3UgeeA5mjWQEh5NCvAeTu38fXscV5YKINXPYO8JaVBbJBDz/2aQCTa8zrAfvHrv/sT1uKZcsZ9R5jL5oEJatVqV3cqABqhxUzv/MpvJS+xptZgicX3skohSzyxfrK177zyPJ76+P/NmZtGe72UJTZv3c6//vAHYBQY7aL9XyoShKDGsbksbE3RsG1sq4qmsKcCnL7K89PH2l/XahZ+hQzycCrhBMjGYuKrplBKKPqfpFK65PMHVtykly+VIeC+BjOdSEK1tKT+qVAs4Q9qSh/smhbB6Mggt8ap6kG1a6NoLEa5o86rYbkP0CJamIa1tJa2pVAs4glqq8oWLgbIK39CFkolCGjOh+Eq6YFW7+jFspS5TAGCEWIKO/nHB9POyOTmm22+WFYul4lFl2aQW4NQdIUAGSAcTZDt2HBZNw2lco2WgcEBzEIG27apVLrf8LRr+yQYBQ5OL4AvQMCr9nY1Eg3gSYzQmH6eoL5xW7OtNT3oW5Md97GQr7kh1HnfqFcNpd7dnWbrIQg5ZWLHjh5x/fOLXVecNdm2jVnMkeyyw8la+x/v3McfXLu318tY4pwzd0DmCFQKjA+rB8itdn3H5xeA1h0xy3XCpUXXo1Qri8mgmqW2gTOhOXc85nKdd0pNQuukPl28fCRA7pLX76e+QolFseQEom5LLNKpGJhl8uZigFwslfAr3vpODw6RnzvWbqWzeItftSNAEqOYA5rjtGvus0ERLQxWtV1L26lQLOELre5iwOPx4PGfPINcKJWb2WiXGeTg0gB5PpeHoOaMM3VpKOF8iM82u0Vk8wUIhJRKLOJ6pJ1BBjCavbajilnfSCxOPue8lrZtU7dMpf7YLaNDgzTKecpWA8M0lMdWt2xLRyA+zAsHD3RVYuH1eIgOjcHMfrTo+gqATgetcoZWMFq31OrmO91yzUWw5w1wzlW86ZpXu/55Z5NqR1tCq4FdzpNOrp8M8np1yflnw9whaNQZ66KneDLsDAOanc8COPs06pbySPlYVKfWscFdNYPsnK8RZjOL740Ny1TePCj6l5RYdMnnW3mTnjNJzH2JxVDK2UHbWf9ULpUIhNVKIt70H17DY/f+Bb+YKnDBRLyd2VadcDY8NIhZyDoZl5r7QRzgdGOgZmLUGst6ybodd+z1BzBPkkEulsp4QpqrfrWRoBf8YfIdnT8yzc4abjLRLYmwH8JRpuYWgBHnuIoXKImoDjWz3YLOrDegrp5BjsaTZOedEcDVug2W6WwEVDQx4rTzmi/XMAyz656yw3oAb3KEwvFD4PPjU+xiATAyuZXCzx5Gj0uA/HKLBJZmaxtd3EZv+cQNr+ATN7wC27aV7qz5vB68YZ1cc00LZWfK4mA62dW6TgeXbB2GgTPA42Uirv466gGv01e/WeZl1uxmgKz2fhaPx6gZZRq2jdfjoabYU9kZiKWx0Nyf0ZrIqtJOc73ZtWtXr5fQVySD3CWf30+9tjyDXCo7gWjIZdZrOBkHyyRbXsyKVsplQppa4PLWi3eCnua+7/0LAPlCuZnBVHvpx0eGsMs5cma9XQOruRxgomsa1KoYteUZZNM0Xd2a9/qDVE8SIJfLZfxhd906NL+TQe7sHZ3LF1xnoluSIR+EnKlfAJlsDp8WVQr2EnoY7EZ7+l2l+fyrjK0GSCQTVJp3AwpmHcwyqS4CyDNGh6CSY75iYRpGV71uwblDEBuehIUjeH3dXctf/+bXA1C0+79VU7/xejz4whHyhWL7rpPKxtKVdFNPHghHnP0dwEJzDPmIBMgvaTIR4ic/+B4/efT/YyKu/vfU3geRdd6DzHYGWe19Y3RoACo5Z6Q8UK9ZBJQ2cHohGGGh2a3J6YNfVpodsN585zvf4Tvf+U6vl9E3JEDukt8fWHGSXrli4A2GXb+Bx7UABELMduyurpRLygHykB4gtuVcfv7kkwAUymrdNVo2jQ1DOctcueYEuAq3+KORZoB8wjhncHrxuhnp6QsEnDZgKyhXKgRdPm8ejwdfMOyUyDTl8iU8oYjS5DSnzk5nrjlAI5vNKtfBprQAhHSmF5wPFKM5CCUaUftASSaSmMXmaOhqHcwSgyn1W8zjA86/64W5HKZpEuiy1y3A8PgkHPsN4cRgV8e59SqnG4OnsfxvVZx6TjBaaN916rbEYi0EtQilZoB8LFMA22Ywrtb+8nSzJRlmS7L71zCkx8k190G0MrURxQD57G1nQH6WI3knYVJXHCKj+Z1Npa3ym9bFUzcdO0R/khKLLp0sg1wpqzWdj4d8ENSZa15VAxiVCsm0+maISDxBsXkrsVhyNomFFTPIW8aHoZJnpmAyGg8pbRJrB8i1FQLkatVV5tHnD1I9SYBcqahl3v3hCMWO3tGFQh6/YolLwOfFq8VYaAbIuVwWTVdrJRUP+ZwAuVmzd3gmA14fKV3tg2ognaJWzlNr2E4GuVp2hjoo2pHWIL2JnzzxNKZpEFiDmr3JM87gObPE3stf2dVx0pqfv/6HH3LupkFg5fNFnDpBTadUKLXvOrktyzoVQlqUUsm5U3Rkeh60uFMSJV42kVi83Ve/2iyxUC0Z2znmXET/dmqePaNR6rUaQYUA2ePxEAhH2uuaL1tgFBjp4r1R9CfJIHfJHwxirdCyrFyp4Au6/0OPBX0Q0pjLLAbIVaOMpngbHZqt2Yp5bNtmIV/CG1RvvzWaiEBA49D0XPvDLuaybjWmR6BWbW826+Q2g+xfYTR3i1kxCEXcZ4QCIY1yudL+ulAquc5EdwrpMTLNLEkxn0ePq73RJpoB8uyCU67x6GM/h+GtnDOkeHdhINXusJEpmVCrMpRU7wObCPuJbTqTx3/+c6pm9yUWAKGBccDDtVdf1fWx/uNF2zlzWD7keiEU0SmViu27TrriRd1a0iI6leaF8NTMLGgx5yJUvGyi8QTFfBZYLLFQaVsJTukH8UF+deAFwOmpHFDsXRzQdArNjdpHZzPgD5FWaPO53oyPjzM+Pt7rZfQNCZC7FI3GqHS0PWsxKobSLeZYM4Oc7ejPWTXKRBQCvfYx4wkqxQJ3PvQzvv8/PkzDpx64DEYCoCd54diMc7u0XiXqcipcTA8325XVl/0/q2oSdBFY+QNBqicZOmIaFTTN/fMWDGtLJjKVSkVCCsdpCeuL3SLKhTxRxQBZC3jxhKNkmncXfvGLX5DcfJZSRwyAsWYLuqxRZzbrdOpIaN01w9969nkc+M0vWTh2hNHRsa6OBfDRt17GBf/HR3nbZdu6PpboHa3Zj71UrUO1olw3v5Yi0Wg7QJ6eczLIMkTm5ZVOD1DKNTfpNQNkXbGLRVrz440P8fwhp+1fo2YRVNikBxCKRNtjq4/MzIEWJ74GLQ9Ff5F3gy7FEwmM0goBslEhqBAgB31evOEImc4AuVQg2UUD+0QigVnK84MnnnEeOPas8rHSmh+0BEenZ51+vDWLmMvNC9FmjVnRWB7Yug6Qg0Gs6sp1pVXTQNfdj44NahqVjt7R5WKRcBcXKJFYnEK+WTdcypNQfC09Hg+BiBMg27bN4Wd/yZnnnK+8rvGhgWaAXGN2IQfBSNcfApdeuJfKoV9SPfQ0V7/qiq6OBbBjKMZD/+19Sh1ExPqh6TpmucS/PHsYGnUu2rGp10sikUhQadbgz80vEIomZIjMy2xoaBAjv4Bt2xjVGjQaRBRLszweD/rAKEenjgLNAFmxk05Y1xfr02eci6eY3F047UiA3KVUMkF1hQDZNA2lABmc2zv5Zs1wtd6gUSkykEoqrzGZiGOVi9QLC+ALMnL565WP5fd6CMZTTM/MUqqY4POhBdzV7Wl+L/hD5EuVZf/PqlZdzbwPBIJYJ8kgW0aZSNR9YKtF9CUjS0uFPNEuujtE43HKzemD1XKBZBe9VkN6jFzO6SJizhxiz/nnKh9rOOk8N8cX8sznchCKdP0h8J+vuwI8XsDm9Ref3dWxxMah61GMSokf/OsTeEa2c/ZQ72uQBwbSmMUsAAuZBbRYsqfrOR2NDQ9jl7IUqw2KFQN8AeX9MQDp4TFmjk0B0KjXlMdDR/TFuwszc/N4I3HXQ79E/5NXvEsDqRS2UWxPN2upGgYhxeEewUiUQsEJkHNGHcxiV/0508kEtlFi+vg049fczBN3f0b5WAB6cpDjx445PZV9QddvHFrAC4EghbKx7P/VLNNVgOwPBlcc9Q1QqxrEou4zyIlEsp1ZAjBKBeLxpOvjdB7PKOUxa91f7Gh6jEI+77QyMgpMjgwrH2tAC0AkzgvHZ52enyFdqZVdp61pjW1v+M+w8xXsGOh9ECTWh1g0ilUp8fTTTzG07WyljjBrbXhwgEYpT9mqk8tkiCaSvV7SacfpipRjrmxRNkzwB7o6N4ZHRsgvzGHbNnatRkixxELXo+0kyfz8PCG5eDot9f5dqs8NpZPt29SdqmaFoGK7mrC2WP+UNWpgFBkeSCmvcTidArPE3Ow0g0NDXd9G3Hrm2Rx67ld87sGfgj9I2O/ueOFmBrmzlVpL3aq6mnkfCASxrOWb9GzbpmGaxGPuA+RkMonRESBXy0USXYygTSWTmKUCObMORpGhlPprGYklKBULzoWTUWB8SP1YA5FWucwc2Vweb0gnsAaBy3f/2208+fW/Vt4IKjaeSy/YjfXCMxz+9x9z7vl7er0cAMaGB8HIs1CpUcxlSaSkjdfLbUszQJ4pVSkZVfD5Xc8O6DQ8PIyRm3emtDYsQooZ5Ggs1h5bnc1k0LtIkIj+JQFyl0YG02AWnYClQ9U00BQzyFo0SrlZ/5Q1amAWGR9Uf/MeSifBdEosRkdHlY/TcumFe6nuf4IDd/1XKGddZ5CdADlIsby8xKJWrbqaWBQMBqmtECCXrQbUTBJx910ZBtIprFKehm3TsG1q5SKpLsoi0qkkjUqBubIFZpHhQfWgNhaPUSkVmMkVwW4wnFLvOqEHvHgiCY7PzpLL5wl2UWfdKez3Mqh3t9lPbCzvufYCmDgXPB4+8X/e2OvlADA5MggVJ0CuFLKk0hIgv9zGUlHwBzk8s+B0DvIFCXVxkT45OoxdzDBXrkG9Rkixk048FsNqBsj5XIZYQv09W/QvafrYpbEhJzubNSxgMSCumQZhxV6fejTGscOHAJjNFQEPQwn14GV0MAlmCYrzTI5331ngtZeczxeri9lf1QC5tEKA3LBMwi5qt4PBIPUVSiyK1TrUTFIKAfLQgNPdoWA2L3rMIgNdBMiDqSQYJQ5mDDBKTHRxsROPxzGLeY7OLkA45gwPUeTxeAjHk8zNzVMulwlG3GfbhViNSMDH//qbv8IGzhxaH+fZxGASahbT2TLVYs75uxcvq8GIHyJJfvTMQb72918BX4CgyzuSnTZPjEI5w9F8Feo1wiG198dEPEbDLFNr2JRyWcYmz1Be03ry2c9+ttdL6CsSIHdpUNfAF+B4pgCbFm/D16qm8jjVaDSK2bx6PT6XgXCsqwb2g9EIeP2QPc62ye4zyHvHE7B5L2ft+312j0adNzkXwn4P+IOUK8trkBs1d6NGg8EQ9dryDHKx2gDLIJ1wHyCPDCTBKJA16ng9gFliKK2eQRgZSIFZ5MlDx8EfYCSh3uIqmUhSLRed0dXhKKlwd5vqIvEUmYUFLMtCU+j4IcRqvfrM7i/O19JAJAhajF8dnnYmpQ2qD2MSagYifogk+MbD34VfPAxaoqsa5G3jw2AUeSFbhoZ6DXI6EQezTLFaxyhkGdggdxfe9ra39XoJfUUC5C4lwj4IRTk+Ow9MtB+vV00iLgdotMTjTtcJgOm5LIR1kl10F4iHfVBzOj2cuan7Dyk96ONnD3+dYT2A3+v+aj/g8+IJhCmVl9Yg1xo2tssxtKFQkPoKJRalah0s03mjc2mso/2Z1+MBs+QEzYrGh5yM9D/+4F/xjJ7JWYPqm9cGUknsSoHDM3NdXzgBxJNpctkFAPSoep21EP0mrfkhHOPXR2agkmd8uLtx5sK9oM9LIDGA9cw/OQ9UcoS7qEEejWsQjvLc4eNOiUWoiwC5WiZTqVEr5eTi6TQlNchdSoT9ENaZWci2H6s3bGzLUJ4IlIjHqFVKNGybuUwGQlEnEFeUbAVRu17H5ZuTysfpNB4LKgXHLb5geNkmvWpzMp+bADkcDlNfoc1b3rCgbjGQcJ8VHU3FoW4xky+TKZtQrXQ1ZrRVHvPbf/8Xxs/eQ6iLdkHbN01AcZ79U/P4tGhXrwFAMp2mlM2Qm3M2cApxukiEfKDF2X/UCZA3jUiA3AuvfN2bYfZA++tgF++PQ3oAIikOHJ2Geg1NsQZ5IBmHaoUXcmbz7sLGyCDfc8893HPPPb1eRt+QALlLzvjfKHPN8b9AewRzVDGDnE4koFqmVG0wn8ng06JddRdIa34+8dXv8tj/+p9dB1RrxR8KUyyVljxm1G2oWWja6t/UonqEetXAtu0lj8/lS+DzEw+7r0FLaX4IR5mayzCTyUFQIxlRy0RA6yIqCs//GxddfInycQDO2TIOlTwHp44T0rvP+A4ODFDKZzCPPsclF6yP7gJCvBx8Xg+BaIJDhw6B1+9sGBMvuz999w1wztWkbvgj2HJhV59RybAPQhH+4UufAyOvXIM8lIqBWeJQ1gmQJzbI3YU77riDO+64o9fL6BtSYtEln9eDPxJjIZNtP1axGmCZRF1OmGtJp+JglihU62SzOYJrEAjd9hr1gRKnQiC8dFod0B5dHXGRQY7HdKgaVGqNJSOXF7I5CISVJrAlw86t1+Oz8+gRDUK6cyGkKNm8iCJzlDe+5nLl4wBsSkVAT5E/sp+BmHpWu2VkaBCyx6E4zzUXq0/lE6IfxdJDLBx4BuKDTMSC2OXlrSfFqbV9IMKh//0V/F4PNv9XV8fyeDzERs+g8PgjAGiKY6vHkjoEIzzx2yNgltg0MgDUX/LnxMYiGeQ1ENAiFJtt2QAqNafFWFRXyyAPJpzbOwWzTi6XQ4uqt/Jar4LhCJXK0i4WZt0ZXa27KE2J61GoGcsGtSzkCuAPKQ2+SIR9EI4yu5Bx7gyE9K5KXJzj6TC0hVfvHFE+DsBoNADxIZg9QDTefYC877I9YBZhcDN7xqUGWZxehsYm4cjTeGJDzoYx0RMBnxePx7MmvdN/+rW74MK3AKApbtLbFA9BYoSf/fxJCEYYiqmVS4r+JgHyGghqOqWOcoG8WXc6Hyi2BhtOJ6HqZJBzmXliyY23QSAU1jAqJ2aQ7WYGefUlFolmBrlUXRogZ/NFCISJKmSQgz4vPi3G3PwCcwtZCEWVjtMS8HnxajGS23ct1oMrCvm9hFLDMHuQ+BpM/rrmnDGu//Bn2L3vPyll24XoZ5s2bYLccaIDI10PUBLrQ1rzk960HYCQYgY5FvIRSI3w/K+fBi3ubOgUpx151ddAOKJT7giQcxWrq41d6biTeZ7PlylmM4yet2lN1rmehDSNUiG/5DGz5mSQo5HVl6Yk41GwDGcwSIdcwckgRwJq14CR1BDHjh8nGo0RSqS7zmyMnrmHyy6+sKtjtJjaANRM3rLv2jU53hfe8+Y1OY4Q/Wbnts18F0iNrK8WdKI7W3ecyQJQbajnABPDE8wd/S1ocVJhP/nlbfvFBicB8hoIR3QqpcUSi5msE5yldcUpPkEfBCPMZHJUcvMMD22MDQKdNC1CZub4kseMulODHI2s/nlLNwPkkrW0PixfKOINhZQD2/TIGLPHjlGKlYgNDCsdo9Njf/PJro/RsvOss3nO+A+8++pda3ZMIU5H5+3YAsDo2HhvFyLW1H+6ci+P/3cYiKgPUhoZn2Duie/hG9vRVech0b8kQF4DET1Kbm62/fXMQhZCEWKKG7vizd7KB6ZmqZdyjA53H6CtN1okQtVYekleNixoNNBDLkosdA0adQqVpb2QC8Ui/qB63djo2Di/+JcfYhoVhicmlY/Tsha1dS0Pfeq/YFi3yZu2EF06a3wQQlHOmJx46W8WfePtl2zmql8dYFNCLUkFTvnNM6UFIsmNl6ASqyOfsGsgquuYxmI97WwmCyGduGKAPKIHCI5t57s//RmUs0yObrwAWY9EsMylk/RKFQP8AcIuyiL0oB8CIRYKxSWPl0pFAiH1gRxnTE5gZGbIz08zOrq+br9Ggz4GdfXMiBDCsS0VZvjKG3jDKy7o9VLEGusmOAa4/urLSVz+Vj73px9foxX13tTUFFNTU71eRt+QDPIaiMaiWJXFGuSFTK6rANnj8bDt/Av59VNPQDnLlvENGCDrEerVpRnkYsUEX9BVZjQS8EJAI5tf2lO5XCoRctEu7kQ7t54B+Vnq9RqbJbskxIakBbz8/O5P93oZYh168wVbefM3/mevlyF6SDLIayAejVIzyu1hFZlcHm9Y72q4x6uuuBQOPgF4mBzovp3XehPVdRqmQaNjwEepUgF/kJCL500PeiEQJndCBrlcKhEMq2eQz906CaUM5Gec6XVCCCGEOG1IgLwGEnGnb7FRc4K9bC5HMNLdVKabr7oYCnNQMxncgP05Y7oO1tL+xcVmiUXIt/p6XSeDHCJXXBogm+US4S4C5O2DMYgkoJxl5+ZR5eMIIYQQ68F1113Hdddd1+tl9I1THiDX63UuuOAC3vSmNwFw4MABLrvsMnbs2MFNN91EtepsrjJNk5tuuokdO3Zw2WWXcfDgwVO9tDWTjEehWqFUdTopFPIFQnp3wz3OHY3BntcD3e3EXa9i0ciy9myFUhn8ITQXNciRgA+CGoXiCT2VKyXCmnqAvDkZ4u0f/xypV1zPrlEZoCGEEKK/PfXUUzz11FO9XkbfOOUB8uc//3nOOeec9tcf+chH+NCHPsRvf/tbUqkUX/7ylwH48pe/TCqV4re//S0f+tCH+MhHPnKql7ZmUomYM/muGSAXi3k0vbsMMsCPv/J5Pvb/fNtVwNgvElEdLHNpgFwsQyC8ZGT0S/F7PXiDYfLFpTXI1UoZPaI2ybDlz95+Lc/c/4UNeYEihBBCiJM7pZHXkSNHeOihh3j3u98NgG3bfP/73+fGG28E4NZbb+Vb3/oWAA888AC33norADfeeCPf+9732jW9650zGrpMsTnNrVzIE4l2n3XcOhjlva9bm+ES600ytrx/cbFUgkCIsN9dSzRfSFsyyRCgZpTRugyQhRBCCHF6OqXFrX/4h3/IZz/7WQqFAgDz8/Mkk0n8fufXTk5OcvToUQCOHj3qjP0E/H4/iUSC+fl5BgeX9iC86667uOuuuwCYnZ0lk8mcyn/CquieGmODKWZnZpj16sQDDSYHE8zOzr70D5+mIp4aY4NJ5mbnmMUphbArBSZGh5mbm3N1rMmRQXxWuf181xo2o/EQA5GAvAZimfXwniHWJzk3xMlspHNDPhdX55QFyN/+9rcZHh7moosu4tFHH12z4952223cdtttAOzZs4dUKsXQ0NCaHV/FSE3j2MwsZU+QoaEhDk9NM3bmnp6vaz0bNkIcm5qiFtIZGhoAYKZoMFeyXD9vC0YDPVdu/1ymUuPY1BShaEJeA7EiOS/Eyci5IU5mo5wbG+XfcaqdsgD5xz/+MQ8++CD/+I//iGEY5PN5PvjBD5LNZqnVavj9fo4cOcLEhNNCa2JigsOHDzM5OUmtViOXyzEwMHCqlremos3R0HPZPFZ9lGo+w+jIxutdvJaiIT8ENWYX8rDdeZ3L5Qr+kPvexSEtQrmjxKJUrUO14nTKEEIIIYRw6ZTVIH/605/myJEjHDx4kPvuu49rrrmGe++9l6uvvpr7778fgLvvvpu3vvWtALzlLW/h7rvvBuD+++/nmmuuwbOG43lPpbTmBy3BkeMzzJZrUJxn68T6mr623ozoAdBTHDh6rP1YpVxWmn4XjuhUOga1FKsNqFaIR9W7WAghhBAbyS233MItt9zS62X0jZe9we6f/dmfcfPNN/Oxj32MCy64gHe9610AvOtd7+Ltb387O3bsIJ1Oc999973cS1OW1vx4E4M8/8JRjhVMKC2w44zxXi9rXRuI+CGa5oWOANkwKoQUWrPpepTjmYX214VqHawKiWj3nUSEEEKIjeDOO+/s9RL6yssSIF911VVcddVVAGzbto3HHnts2feEw2G+/vWvvxzLWXMejwc9PczRqSkOHJ8Hr58tw6leL2td83o8aIlBpo5Ptx8zKxVCCsM9YrEYB8uLg0KyxQrYNrFIcE3WKoQQQojTy8ZrsNsjqaFRZqeP8dyhKYgOMBqV3rkvJZYeZHamI0A2KkrDPWKxGFZHicVcLg8BDd1FP2UhhBBiI3vyySd58skne72MvrHxZhj3yPDIGM888a8cOjKFJ5p2SgjEi0oNDjMzdaT9tWVW0DT3vYsT8Rg1o4Rt23g8HhZyBQhF0PwSIAshhBAA+/btA2BqaqrHK+kPkkFeI5smx6lkZjh67Djh1BDePtlg2EvDIyMUM4s9jy2jghZxn0FOxuNglttT+TL5AgQ0tIC8BkIIIYRwTwLkNbLtjEkozHHwyBSJtPQYXI2J0VGs/BxmzQlsa6ahNB56IOkEyK1R37l8AYKaq5HVQgghhBAtEiCvkbO3TEJhnvnZaQaGR3q9nL6w9YxxKC4wXbQAqFfVAuR0KgHVMgWzGSAXSnhCGgGfZJCFEEII4Z4EyGtk60gS/EGYPcjIiATIq3H+tk1QWuDgQgmr3sCuGsSi7od7DCVjSzLIhWIBf9h9oC2EEEIIARIgr5mxaBBiAzC9n00yJGRVtg5GIZLk6f2Hnfphy1CafpeO6WDXyRQrABSLJQISIAshhBBCkQTIayQZ9uGND0G9yrbJiV4vpy9MxIKQGOFX+w92BMgKXSzCfghGmM0UACgVi4Q0GTMthBBCCDXSi2yNeDweogMj5J/3sHPzaK+X0xcCPi/awBj/7ze/RSOkQ61KIuY+sI0FfRDUmMvmASiXS4QUapmFEEKIjeqRRx7p9RL6igTIayg5NEI+kmAiIcHZavkSI/DP9/LN5/8NqhUmBpOujxEN+SCks5BzAuRCZoHh8ck1XqkQQgjRv3bv3t3rJfQVCZDX0OjoGC9EBxiLyYjj1UqPbaI4soPxV7yRKy/ew7XnuK/fbmWQM60AeX6aPRdfutZLFUIIIcRpQgLkNfTaV13G0elZokHpv7ta933snTz/nhu55uxx5WP4vB78WozZ+QWK1Tq13CxbpA5cCCGEaLv99tsBuPPOO3u8kv4gAfIaev++i3n/vot7vYy+smUgypaBaNfH0dNDHD9+jGOFKhTm2LFFSiyEEEKIlnvvvReQAHm1pIuF2BBSQ6PMz0xzcL4IZpGzNkmrPSGEEEKokQBZbAjDo6Pk52b4zcGjoKfZlNR6vSQhhBBC9CkJkMWGMDk+RiU7y7MHX4DoAKOxQK+XJIQQQog+JQGy2BC2nTEJhTl++fxhQslhgj45tYUQQgihRqIIsSHsPGMcivM8/8IR4kMjvV6OEEIIIfqYdLEQG8LWkRT4AhjHnmfr7gt6vRwhhBBiXdm1a1evl9BXJEAWG8K2ZAhSE3Do54zte2OvlyOEEEKsK9/5znd6vYS+IiUWYkOIBH2ERreCUWDLJumBLIQQQgh1EiCLDSM6vhWAnTIkRAghhBBdkABZbBjJye3g9bN5bLjXSxFCCCHWlfHxccbHx3u9jL4hAbLYMP7rf7wSdr2O84b1Xi9FCCGEEH1MAmSxYVy/dxNTD/8NQ7oMCRFCCCGEOgmQhRBCCCGE6CABshBCCCGEEB0kQBZCCCGEEKKDBMhCCCGEEEJ0kEl6QgghhBAb3Gc/+9leL6GvSIAshBBCCLHBve1tb+v1EvqKlFgIIYQQQgjRQQJkIYQQQogN7p577uGee+7p9TL6hpRYCCGEEEJscHfccQcgpRarJRlkIYQQQgghOkiALIQQQgghRAcJkIUQQgghhOggAbIQQgghhBAdJEAWQgghhBCigwTIQgghhBBCdPDYtm33ehGqBgcH0XWdoaGhXi9FrEOzs7Nybohl5LwQJyPnhjgZOTc2roMHDzI3N7fs8b4OkAEuvvhifvazn/V6GWIdknNDrETOC3Eycm6Ik5Fz4/QjJRZCCCGEEEJ0kABZCCGEEEKIDn0fIN922229XoJYp+TcECuR80KcjJwb4mTk3Dj99H0NshBCCCGEEGup7zPIQgghhBBCrCUJkIUQQgghhOiw5gHy4cOHufrqqzn33HM577zz+PznPw/AwsIC1157LTt37uTaa68lk8kA8Otf/5orrriCUCjEn//5ny851pYtW9i1axd79+7l4osvPunvfOSRRzjrrLPYsWMHn/nMZ9qP/9Vf/RU7duzA4/Gs2OOu5cCBA1x22WXs2LGDm266iWq12v5/X/va19r/lt///d9Xek6Eox/PjZN93wMPPMDu3bvbv/9HP/qR0nMi+vO8uOWWWzjrrLM4//zzeec734llWQDYts0HPvABduzYwe7du3niiSeUnxexsc6NO++8k71797J3717OP/98fD4fCwsLys/N6W49nRsne81PdLJY44tf/GL797/qVa/il7/8ZVfPjVgj9hqbmpqyH3/8cdu2bTufz9s7d+60n3nmGfv222+3P/3pT9u2bduf/vSn7TvuuMO2bduenp62H3vsMfujH/2ofeeddy451ubNm+3Z2dkX/X21Ws3etm2bvX//fts0TXv37t32M888Y9u2bT/xxBP2gQMHXvI4v/u7v2t/9atftW3btt/znvfYf/3Xf23btm0/++yz9t69e+2FhYX2WoW6fjw3TvZ9hULBbjQatm3b9i9+8Qv7rLPOcvlsiJZ+PC8eeughu9Fo2I1Gw7755pvb7xkPPfSQvW/fPrvRaNg//elP7UsvvVTtSRG2bW+sc6PTgw8+aF999dWrfyLEMuvp3FjNa27bJ481crlc+3seeOAB+7rrrnP7dIhTYM0zyGNjY1x44YUAxGIxzjnnHI4ePcoDDzzArbfeCsCtt97Kt771LQCGh4e55JJLCAQCSr/vscceY8eOHWzbto1gMMjNN9/MAw88AMAFF1zAli1bXvTnbdvm+9//PjfeeOOytX3pS1/ife97H6lUqr1Woa7fzo0X+75oNIrH4wGgVCq1/1u414/nxRve8AY8Hg8ej4dLL72UI0eOAM6dhXe84x14PB4uv/xystksx44dU1qn2FjnRqevfvWr/N7v/Z7SGoVjPZ0bq3nNXyzWiMfj7e+Tz5P145TWIB88eJB///d/57LLLmN6epqxsTEARkdHmZ6efsmf93g8vO51r+Oiiy7irrvuWvF7jh49yqZNm9pfT05OcvTo0VWvcX5+nmQyid/vX/bzzz77LM8++yyvfOUrufzyy3nkkUdWfVzx4vrh3Hgp3/zmNzn77LN54xvfyN/+7d+u2XFPZ/12XliWxVe+8hX27du35scWS/X7udFSLpd55JFHuOGGG5SOK5ZbL+fGyV5zePFYA+ALX/gC27dv54477uAv//IvX/ofLU45/6k6cLFY5IYbbuAv/uIvllwdAe0rrZfyox/9iImJCWZmZrj22ms5++yzufLKK0/Vkpep1Wo899xzPProoxw5coQrr7ySp556imQy+bKtYSPaCOcGwPXXX8/111/PP//zP/Pxj3+c7373uy/r799o+vG8eO9738uVV17Jq1/96lP2O8TGOjf+4R/+gVe+8pWk0+lT9rtPJ+vp3Ojm/eB973sf73vf+/j7v/97PvWpT3H33Xe7PoZYW6ckg2xZFjfccAO33HILv/M7vwPAyMhI+1bjsWPHVlWuMDExATi3Rq6//noee+wxDh8+3N7o8MUvfpGJiQkOHz7c/pkjR460f+5krrvuOvbu3cu73/1uBgYGyGaz1Gq1ZT8/OTnJW97yFgKBAFu3buXMM8/kueeec/+EiLZ+OjdW68orr+T5559/0Y074sX143nxyU9+ktnZWT73uc8t+f1ujy1e3EY5N1ruu+8+Ka9YI+vp3FjpNV9trNHp5ptvbpdeiB5b66LmRqNhv/3tb7c/+MEPLnn8wx/+8JLC+dtvv33J//+TP/mTJYXzxWLRzufz7f++4oor7IcffnjZ77Msy966dav9/PPPtwvnn3766SXf81IF+DfeeOOSwvkvfOELtm3b9sMPP2y/4x3vsG3btmdnZ+3JyUl7bm5uNU+DWEE/nhsn+77nnnuuvUnv8ccft8fHx9tfC3f68bz40pe+ZF9xxRV2uVxe8vi3v/3tJZv0Lrnkkpd+AsRJbaRzw7ZtO5vN2qlUyi4Wiy/+DxcvaT2dGy/2mnc6Wazx7LPPtr/nwQcftC+66KLVPAXiFFvzAPmHP/yhDdi7du2y9+zZY+/Zs8d+6KGH7Lm5Ofuaa66xd+zYYb/2ta+15+fnbdu27WPHjtkTExN2LBazE4mEPTExYedyOXv//v327t277d27d9vnnnuu/alPfeqkv/Ohhx6yd+7caW/btm3J933+85+3JyYmbJ/PZ4+Njdnvete7Vvz5/fv325dccom9fft2+8Ybb7QNw7Bt2/kD/NCHPmSfc8459vnnn98+sYWafjw3TvZ9n/nMZ+xzzz3X3rNnj3355ZfbP/zhD9fwmTq99ON54fP57G3btrXX+8lPftK2bec9473vfa+9bds2+/zzz7f/7d/+bQ2fqdPPRjo3bNu2/+7v/s6+6aab1ujZOb2tp3PjxV7zTieLNT7wgQ+0P0+uuuqqZRdlojdk1LQQQgghhBAdZJKeEEIIIYQQHSRAFkIIIYQQooMEyEIIIYQQQnSQAFkIIYQQQogOEiALIYQQQgjRQQJkIYToE/Pz8+3hBaOjo0xMTLB3716i0Sjvfe97e708IYTYMKTNmxBC9KFPfOITRKNRPvzhD/d6KUIIseFIBlkIIfrco48+ypve9CbACZxvvfVWXv3qV7N582a+8Y1vcMcdd7Br1y727duHZVkAPP7447zmNa/hoosu4rrrrmuP5xVCCCEBshBCbDj79+/n+9//Pg8++CBve9vbuPrqq3nqqafQNI2HHnoIy7J4//vfz/3338/jjz/OO9/5Tv74j/+418sWQoh1w9/rBQghhFhbr3/96wkEAuzatYt6vc6+ffsA2LVrFwcPHuQ3v/kNTz/9NNdeey0A9XqdsbGxXi5ZCCHWFQmQhRBigwmFQgB4vV4CgQAej6f9da1Ww7ZtzjvvPH7605/2cplCCLFuSYmFEEKcZs466yxmZ2fbAbJlWTzzzDM9XpUQQqwfEiALIcRpJhgMcv/99/ORj3yEPXv2sHfvXn7yk5/0ellCCLFuSJs3IYQQQgghOkgGWQghhBBCiA4SIAshhBBCCNFBAmQhhBBCCCE6SIAshBBCCCFEBwmQhRBCCCGE6CABshBCCCGEEB0kQBZCCCGEEKLD/w9Z5rF53CpLfAAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Qualitatively, we can see what the forecaster is doing by plotting\n", "print(\"Forecast w/ ground truth time series\")\n", "fig, ax = model.plot_forecast(time_series=test_data,\n", " time_series_prev=train_data,\n", " plot_time_series_prev=True)\n", "plt.show()\n", "\n", "print()\n", "print(\"Forecast without ground truth time series\")\n", "fig, ax = model.plot_forecast(time_stamps=test_data.to_pd().index,\n", " time_series_prev=train_data,\n", " plot_time_series_prev=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Quantitative Evaluation\n", "\n", "You may quantitatively evaluate your model as well. Here, we compute the sMAPE (symmetric Mean Average Percent Error) of the model's forecast vs. the true data. For ground truth $y \\in \\mathbb{R}^T$ and prediction $\\hat{y} \\in \\mathbb{R}^T$, the sMAPE is computed as\n", "\n", "$$\n", "\\mathrm{sMAPE}(y, \\hat{y}) = \\frac{200}{T} \\sum_{t = 1}^{T} \\frac{\\lvert \\hat{y}_t - y_t \\rvert}{\\lvert\\hat{y}_t\\rvert + \\lvert y_t \\rvert}\n", "$$" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "sMAPE = 20.166\n" ] } ], "source": [ "from merlion.evaluate.forecast import ForecastMetric\n", "smape = ForecastMetric.sMAPE.value(ground_truth=test_data, predict=forecast)\n", "print(f\"sMAPE = {smape:.3f}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Defining a Forecaster-Based Anomaly Detector\n", "\n", "It is quite straightforward to adapt a forecasting model into an anomaly detection model. You just need to create a new file in the appropriate [directory](https://github.com/salesforce/Merlion/blob/main/merlion/models/anomaly/forecast_based) and define class stubs with some basic headers. Multiple inheritance with `ForecastingDetectorBase` takes care of most of the heavy lifting.\n", "\n", "The anomaly score returned by any forecasting-based anomaly detector is based on the residual between the predicted and true time series values. " ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "from merlion.evaluate.anomaly import TSADMetric\n", "from merlion.models.anomaly.forecast_based.base import ForecastingDetectorBase\n", "from merlion.models.anomaly.base import DetectorConfig\n", "from merlion.post_process.threshold import AggregateAlarms\n", "from merlion.transform.normalize import MeanVarNormalize\n", "\n", "\n", "# Define a config class which inherits from RepeatRecentConfig and DetectorConfig\n", "# in that order\n", "class RepeatRecentDetectorConfig(RepeatRecentConfig, DetectorConfig):\n", " # Set a default anomaly score post-processing rule\n", " _default_post_rule = AggregateAlarms(alm_threshold=3.0)\n", " \n", " # The default data pre-processing transform is mean-variance normalization,\n", " # so that anomaly scores are roughly aligned with z-scores\n", " _default_transform = MeanVarNormalize()\n", "\n", "# Define a model class which inherits from ForecastingDetectorBase and RepeatRecent\n", "# in that order\n", "class RepeatRecentDetector(ForecastingDetectorBase, RepeatRecent):\n", " # All we need to do is set the config class\n", " config_class = RepeatRecentDetectorConfig" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ " anom_score\n", "2015-01-07 12:00:00 -0.212986\n", "2015-01-07 13:00:00 -0.120839\n", "2015-01-07 14:00:00 0.000000\n", "2015-01-07 15:00:00 -0.171719\n", "2015-01-07 16:00:00 -0.305278\n", "... ...\n", "2015-02-05 11:00:00 -0.190799\n", "2015-02-05 12:00:00 -0.038160\n", "2015-02-05 13:00:00 -0.203519\n", "2015-02-05 14:00:00 -0.082679\n", "2015-02-05 15:00:00 -0.349798\n", "\n", "[700 rows x 1 columns]" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Train the anomaly detection variant\n", "model2 = RepeatRecentDetector(RepeatRecentDetectorConfig())\n", "model2.train(train_data)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ " anom_score\n", "2015-02-05 16:00:00 -0.413397\n", "2015-02-05 17:00:00 -0.756835\n", "2015-02-05 18:00:00 -0.966714\n", "2015-02-05 19:00:00 -1.202032\n", "2015-02-05 20:00:00 -1.291072\n", "2015-02-05 21:00:00 -1.380111\n", "2015-02-05 22:00:00 -1.341952\n", "2015-02-05 23:00:00 -1.246552\n", "2015-02-06 00:00:00 -1.163873\n", "2015-02-06 01:00:00 -0.953994\n", "2015-02-06 02:00:00 -0.686876\n", "2015-02-06 03:00:00 -0.286198\n", "2015-02-06 04:00:00 0.178079\n", "2015-02-06 05:00:00 0.559676\n", "2015-02-06 06:00:00 0.928554\n", "2015-02-06 07:00:00 1.246552\n", "2015-02-06 08:00:00 1.329232\n", "2015-02-06 09:00:00 1.348311\n", "2015-02-06 10:00:00 1.316512\n", "2015-02-06 11:00:00 1.081193\n", "2015-02-06 12:00:00 0.756835\n", "2015-02-06 13:00:00 0.540597\n", "2015-02-06 14:00:00 0.426117\n", "2015-02-06 15:00:00 0.108119\n", "2015-02-06 16:00:00 -0.311638\n", "2015-02-06 17:00:00 -0.712316\n", "2015-02-06 18:00:00 -0.966714\n", "2015-02-06 19:00:00 -1.214752\n", "2015-02-06 20:00:00 -1.316512\n", "2015-02-06 21:00:00 -1.373751\n", "2015-02-06 22:00:00 -1.399191\n", "2015-02-06 23:00:00 -1.316512\n", "2015-02-07 00:00:00 -1.221112\n", "2015-02-07 01:00:00 -1.049393\n", "2015-02-07 02:00:00 -0.737755\n", "2015-02-07 03:00:00 -0.381598\n", "2015-02-07 04:00:00 0.076320\n", "2015-02-07 05:00:00 0.489717\n", "2015-02-07 06:00:00 0.814075\n", "2015-02-07 07:00:00 0.966714\n", "2015-02-07 08:00:00 0.979434\n", "2015-02-07 09:00:00 0.922194\n", "2015-02-07 10:00:00 0.782275\n", "2015-02-07 11:00:00 0.642356\n", "2015-02-07 12:00:00 0.457917\n", "2015-02-07 13:00:00 0.222599\n", "2015-02-07 14:00:00 0.120839\n", "2015-02-07 15:00:00 -0.158999" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Obtain the anomaly detection variant's predictions on the test data\n", "model2.get_anomaly_score(test_data)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Visualize the anomaly detection variant's performance, with filtered anomaly scores\n", "fig, ax = model2.plot_anomaly(test_data, time_series_prev=train_data,\n", " filter_scores=True, plot_time_series_prev=False,\n", " plot_forecast=True)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.5" } }, "nbformat": 4, "nbformat_minor": 4 }