{ "cells": [ { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "# Autocorrelation for irregular time series\n", "*R.A. Collenteur, Artesia Water & University of Graz, 2020*\n", "\n", "In this notebook the autocorrelation function for irregular time steps that is built-in in Pastas is tested and validated on synthetic data. The methodology for calculating the autocorrelation is based on [Rehfeld et al. (2011)](#References) and [Edelson and Krolik (1978)](#References). The methods are available through `pastas.stats` package (e.g. `pastas.stats.acf(series)`). The full report of the methods underlying this Notebook are available in [Collenteur (2018, in Dutch)](#References). \n", "\n", "1. [Create synthetic time series](#Create-synthetic-time-series)\n", "2. [Compute the autocorrelation](#Computing-the-autocorrelation)\n", "3. [Autocorrelation for regular time series](#Autocorrelation-for-regular-time-series)\n", "4. [Autocorrelation for irregular time series](#Sine-wave-with-non-equidistant-timesteps)\n", "5. [References](#References)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "\n", "import pastas as ps" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Create synthetic time series\n", "Two synthetic time series are created with a known autocorrelation and a regular time interval. The first is a sine wave with a wave period of one year. The second is a series of correlated noise generated through an AR(1) process. Both synthetic time series have a length of ten years and a daily observation time step ($n=3650$). From both time series three time series with irregular time steps are created:\n", "\n", "- **Time Series 1:** 3 years of monthly data, 3 years of bi-weekly data, and 4 years of daily data.\n", "- **Time Series 2:** 3 years of monthly data, 3 years of bi-weekly data, a one year gap, and 4 years of daily data.\n", "- **Time Series 3:** reindex time series using the indices from a real groundwater level time series." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "index_test = (\n", " pd.read_csv(\n", " \"../examples/data/test_index.csv\", parse_dates=True, index_col=0, names=[\"Date\"]\n", " )\n", " .squeeze()\n", " .index.ceil(\"D\")\n", " .unique()\n", ")\n", "n_years = 10\n", "index = pd.to_datetime(np.arange(0, n_years * 365, 1), unit=\"D\", origin=\"2005\")\n", "index.name = \"Time [Years]\"\n", "\n", "# 1. Sine timeseries 1: equal timesteps\n", "np.random.seed(0)\n", "data = np.sin(\n", " np.linspace(0, n_years * 2 * np.pi, len(index))\n", ") # +np.random.rand(index.size)\n", "v = pd.Series(data=data, index=index, name=\"STS_SIN\")\n", "\n", "# 2. Sine timeseries with three frequencies\n", "v1 = pd.concat(\n", " [\n", " v.iloc[: -7 * 365].asfreq(\"30D\"),\n", " v.iloc[-7 * 365 : -4 * 365].asfreq(\"14D\"),\n", " v.iloc[-4 * 365 :],\n", " ]\n", ")\n", "v1.name = \"STS_SIN1\"\n", "\n", "# 3. Sine timeseries with three frequencies and a data gap\n", "v2 = pd.concat(\n", " [\n", " v.iloc[: -7 * 365].asfreq(\"30D\"),\n", " v.iloc[-7 * 365 : -4 * 365].asfreq(\"14D\"),\n", " v.iloc[-3 * 365 :],\n", " ]\n", ")\n", "v2.name = \"STS_SIN2\"\n", "\n", "# 4. Sine timeseries with indices based on a true groundwater level measurement indices\n", "v3 = v.reindex(index_test).dropna()\n", "v3.name = \"STS_SIN3\"\n", "\n", "# Convoluting a random noise process with a exponential decay function to\n", "# obtain a autocorrelation timeseries similar to an Auto Regressive model\n", "# of order 1 (AR(1))\n", "alpha = 10\n", "np.random.seed(0)\n", "n = np.random.rand(index.size + 365)\n", "b = np.exp(-np.arange(366) / alpha)\n", "n = np.convolve(n, b, mode=\"valid\")\n", "n = n - n.mean()\n", "\n", "index = pd.to_datetime(np.arange(0, n.size, 1), unit=\"D\", origin=\"2005\")\n", "index.name = \"Time [Years]\"\n", "n = pd.Series(data=n, index=index, name=\"STS_EXP\")\n", "\n", "n1 = n.reindex(v1.index).dropna()\n", "n1.name = \"STS_EXP1\"\n", "n2 = n.reindex(v2.index).dropna()\n", "n2.name = \"STS_EXP2\"\n", "n3 = n.reindex(index_test).dropna()\n", "n3.name = \"STS_EXP3\"\n", "\n", "# Create a DataFrame with all series and plot them all\n", "d = pd.concat([v, v1, v2, v3, n, n1, n2, n3], axis=1)\n", "d.plot(subplots=True, figsize=(10, 6), marker=\".\", markersize=2, color=\"steelblue\");" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Theoretical autocorrelation\n", "In this codeblock a figure is created showing the time series with equidistant timesteps and their theoretical autocorrelation." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# Compute true autocorrelation functions\n", "acf_v_true = pd.Series(np.cos(np.linspace(0, 2 * np.pi, 365)))\n", "acf_n_true = pd.Series(b)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Computing the autocorrelation\n", "\n", "The autocorrelation function for all time series is calculated for a number of time lags. Two different methods are used:\n", "\n", "- binning in a rectangular bin\n", "- weighting through a Gaussian kernel\n", "\n", "
\n", " \n", "Warning \n", " \n", "Calculation of all the autocorrelation functions can take several minutes!\n", "\n", "
" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "lags = np.arange(1.0, 366)\n", "acf_df = pd.DataFrame(index=lags)\n", "\n", "for name, sts in d.items():\n", " for method in [\"rectangle\", \"gaussian\"]:\n", " acf = ps.stats.acf(sts.dropna(), bin_method=method, max_gap=30)\n", " acf.index = acf.index.days\n", " acf_df.loc[:, name + \"_\" + method] = acf" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Autocorrelation for regular time series" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA1kAAAJaCAYAAADd4o0pAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjksIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvJkbTWQAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzsnQd4FOXWx88mIRXSIIWSQCjSW+gdFEHBzlU/KzbUa7nXLly79yqIWK6K5WLjehV7RQSVIiC9FwEpCQRIgzTSSbLfc97dSWYnU96ZnZndTc7PZ12yOzs7Ozs78/7fc87/OJxOpxMIgiAIgiAIgiAIUwgyZzUEQRAEQRAEQRAEiSyCIAiCIAiCIAiToUgWQRAEQRAEQRCEiZDIIgiCIAiCIAiCMBESWQRBEARBEARBECZCIosgCIIgCIIgCMJESGQRBEEQBEEQBEGYCIksgiAIgiAIgiAIEwkxc2VNkbq6Ojh58iS0atUKHA6HrzeHIAii2eB0OuHMmTPQrl07CAqiOUExdG0iCILw72sTiSwNUGClpKSY/f0QBEEQnGRlZUGHDh1of4mgaxNBEIR/X5tIZGmAESxhR0ZHR5v77RAEQRCKlJSUsEku4TxM0LWJIAgiUK5NJLI0EFIEUWCRyCIIgrAfStVW3id0bSIIgvDPa1OTTnKfPXs2DBkyhCnNxMREuOyyy+DAgQO+3iyCIAiCIAiCIJowTVpk/fbbb3D33XfDhg0b4JdffoGzZ8/CpEmToKyszNebRhAEQRB+QXZxBaw7fIrdEwRBEObQpNMFly5d6vH3hx9+yCJaW7duhbFjx/psuwiCIAjCH/hs8zGY9fVuqHMCBDkAZl/RF64ekurrzSIIggh4mrTIklJcXMzu4+Pjfb0pBEHYaLVaU1MDtbW1tM/9jODgYAgJCaGaKx+BkStBYCF4/4+v98DYcxKgbUyErzaLIJokdC1qftemkObUU+S+++6DUaNGQZ8+fRSXq6qqYjexgwhBEIFJdXU1ZGdnQ3l5ua83hVAgMjIS2rZtC6GhobSPVPDm2oRiKuNUGaS1ifIQT/iYILAEap1OyDxVTiKLIEyErkXN89rUbEQW1mbt2bMH1q5dq2mW8cwzz9i2XQRBWDexkpGRwWaksGEgnijJpc6/ZnVx4JGfn8++p27dulHDYQuuTWrpgCi68DGx0Ap2OKBTm0gD3yhBEHLQtaj5XpscTlxbE+eee+6B7777DlavXg1paWm6ZwvRCx9TDcnCnSACh8rKSnaC7NixI5uRIvwTjDIePXqUnZvDw8M9nsPzb0xMDJ1/Va5NB47lwKnq4EZRKiGCNWrOikYiau3MCfXLogjDFEGMYOFzz1/Rh2qyCMJE6FrUfK9NTTqShfrx3nvvhW+++QZWrVqlKbCQsLAwdiMIomlgdAaKsAf6fvhQujZNemU1QGikrGkFTzogLo81WPgYRrCoFosgrIHOdc3v+wpp6imCn3zyCYtiYa+snJwc9jiqz4gIKuolCIIgAhuWBqhgWsGbDojLk7giCIIwlyY9xfvWW2+xUN748eNZ8Zpw++yzz3y9aQRBEARhKkKUSgCFE0a3UFghQjqgXFoh9ckiCIIwlyYdyWoG5WYEQRAEoRil0koHpD5Z1qLk7EgQRNOnSUeyCIIgAhF0NfrrX/8KqamprA4nOTkZJk+eDM899xxzSFS7Yf0p9gSbM2cO9OjRg6VGY2/AYcOGwbvvvuvV+//+++/1y3Tq1AleffVVj7/x/Tds2OCxLmydgdkEhDVgOqBwLxelEnCCk7tPFj5OgNfRPhSwaDxy7YKN7B7/JohAw9fXo5tuukl23RdccAF7/uTJkxAXFwevvfaax+s2btwILVq0gJ9//pn9/eGHH9a/FuutOnToADfffDPk5eWBVTTpSBZBEEQgzkhPmzaNWcguXLgQOnfuDLm5ubB8+XLo3bs36/sl8Pe//525HH3wwQf1j+EFDK2+33nnHXjjjTdg8ODBbJktW7ZAYWGhV+9/+vRp1dehA9Ojjz4Kv/32mxefntADJmygzlJK3FCLVFGfLD5wH878ajeTqbiv50zzNBhROl8Ir0Fw/8/8end9zRxFuAij2H3s+Pp6hKCgEq8XEYyAsEXL66+/DnfccQdceOGFzHK9oqICpk+fDrfddhtMmjSp/jXoBHjgwAFmq79z504mslCkLVu2DKyARBZBEIQGdqZUFRUVwZo1a9gM4Lhx49hjaEM/dOjQRsvirCDaeuPMopjvv/8e7rrrLrjyyivrH+vfv7/p7y/l9ttvh7fffhuWLFkCU6ZM4Xo/wjuEgT/eS40vlCJVwjLNtU+W1iBV/DwiFktO99/i/SzH1qOFjWKHKIS3HS2E0qp8284nhPmixZcC2e70Xl9fjwSECJoS119/PXz99dcs6oXb+8ijM6G6+iw8N/sFj+UwiiWsB8XZ3/72N3jiiSeYKLPCEI/SBQmCIFSwO6WqZcuW7Pbtt9969EXSA15EVqxYwdI87Hx/bJNx5513wqxZs9hMIeFb4wu1SJUeY4ymhFYKH/49crbrebx/ffnBxmIJRVRmoaGa8IKyakrR9CP0pnT6MgXUF+m9vr4e6QEn+A4ePAhXXv1/8Nab8+GJua/BidI6KChT3m4UVnitqqmpASsgkUUQBKGC1kDVbEJCQljuOKZmxMbGwqhRo+Af//gH7Nq1i3sdL7/8Mrug4cWtX79+TPj89NNPtrz/448/zppAf/zxx9zbS5iDNAolRKrUlsFZcGxOvGjGcHbflCMqWoNUaYof3n+yKUt2XW5dqsjJosrGrwGAuKhQW88nhHeiRVyL5+saRruvRf5wPRJYvHhxveATbs8//zyISUxMhKeefga+/vILmHbtdBg0fBT7DZ8orITqmsaTfijIUJhhCiO2ebICElkEQRAq8AxUrciBxzxxTLPAXHRM1UhPT2cXOx569eoFe/bsYSYUt9xyCyvsvfjii1l+utXvn5CQAA899BA8+eSTLI+fsBa1KNTqP/M9arVwUblIFf49okvrJh3B4hmkbskskLEHaQzux/SOcYrP46D7haX7Gz1+Yd9kGNQxrtH5BAdidqRo+pNV/86sQliw5jC799fjQRq1+mBthk8Fsi+uRf5wPUImTJgAO3bs8LihWBODBhsoBsMjImHX9i310Sk0/RFEFrZ1QoEWGRkJ3bt3h6SkJEsnBElkEQRBqOCrlCo0kTj//PNZvvi6detYrvlTTz3F/Xp0TxoyZAhz98NcdbwgvvfeeyzKZPX7P/DAAyzH/c033+TeXsIYy+4fIxuFEmbdxWNChxNYLVFzRWuQWlRxVvZ1lw1o5+HiOOeKvqq/f7nBO7J0Tw67x/OJeDOcbkFsJf7kdPjg5zvg0vnr4Lkf97N7/Nvfjge5qNW7azJ8InIEfJne6+vrUVRUFHTt2tXjhqYaYubNmwdHMzNg0Y8rIDf7JLz7xsv1z4WGuOQORqxQoKHoKysrg9WrV8M555wDVkEiiyAIQgN/SKnC2UC8KHjzesToOvS8P84U4sUYLX7PnDlj6P0IPpIVolByA32cyw3UtDQzojBag9S4yFDZ153fKwl+n3ku+/3jvdbvHwfvctmE+H3g/kehK043xK9p1le7LYsw+TrNTQxGrr7adsLjMfzbFxEt/N4vH9je47HLBrZjjyv9fm4b3dmnNYz+cC3yh+uRlL179zLR9/ob86Fzt+7w+PMvwYLX5sGf+/Y0Enso0NAl0QqjCynkLkgQBMEBXkjtuJiiTTq6MGFaBeav48wb2t3OnTsXLr30Uq51/OUvf2G58yNHjmR58DhbiGYUOGOHvUqsfn/BafCVV16BTz75hPVEIeylKTkHmumoptacGVP5BKdGaWqgnt8/Ljfzwh4w+yfPlEFh/ysN4D9Ymwn/mNoTzIbXqt8O17xf9+XKPr5iXx70T1FOwbQC/LzfbPcUfN9uPwkPTe6u+Pu5eXQnmNovGZbvy4OEVmE+iQzbdS3yh+uRAJpu5OS4IsHierE2bdqwtEC0a7/iiitgysWXwpFTZTBxyiUw8cKL4YkH7oaPf1guW5NlBxTJIgiC8CMwCoSiBAXK2LFjoU+fPiwqNGPGDNZnhAdsFPnDDz+wvHe8kOEFCC9m2JQRL0xWvz+CTSD/+c9/QmVlYwMAwjw2HjktG5HQk1qkFCXyhxoeK6IwSjVo+Df2wNKTGqjEHeO6wKwpPerXJd7/SpGud9cesWRfy70f/i0W3HalEya2Cpd9PCHa1fPITrTEp9zvB9M6L5u/Dl5bcQie+G4vc6Bsyk2mfX09Eli6dCm0bdvW4zZ69Gj2HBpgnDhxgm1PaEhw/bH+j3/Ng1N5ufDeGy/XpwvajcOp5DNKMLBpWkxMDCuWwyZmBEEEBji4xxkztBXHfHIi8L4nOv8qI+yblPs+h5DwSMXoDg7a5aI2WlEiu/vxKIEiDwf+UjBdCoWSFWDqmhCpmNgryauoAa5rc2YhDOkUVx+pwX376Fe7ZZe34nPhMYBiQBqhWzfz3PrGyCispFEbTEczO2KC7zVi9gqPx3BQvG6Wa1vsRGu/SL+/xOjwRssj+PvANFKl7adrkb2gZTs6CqLhhQMc0D4uHOKjwnxybaJ0QYIgCIIIYKRNhnlTi+SiRFgb1CO5lWoT46ac9igVQE9+t5dFt5QErFp63TurD8PsJfvrhQSuB/ch2sTLYdXnwm2Ua4wsRGx40wnNANc3Lb29R13WFent/cfZ0ul5LAiW/vj9zRiTJus+KdTa+c1naObER4VBeItgKKuqhaiwYIgM9Z3UoXRBgiCIZsSxY8ca9RsR3/B5IvAwYiWtVBu0YLV3VtVmphla4aimlh4pjTAxU4qvd7OIhvg1Wul17/zWILCE9eCA/dc/cmUH6vjprDJR0HJVlE0ndFhjK69UB+WLlFRZ8ek2h5HrmfafNRmyaZ64bwOx1rGpXo8KyqrgcF4p+w7xXq0ZsdVQJIsgCKIZ0a5dO2Zhq/Y8EZh8tCFTV6qZMLiWDjQX786WXT4yVHte1oo0QzWzCr1It+/RC3pA3w4xbF9gnyw5cNnL3lzHoj/Ca7APllKkDwd3UtMLBBc/kq/spmaViYIgVMWfW1PQWVRIYmfUzMjxL9SqKfVMu2ZoKizadKz+ORSjuG8piuUf16Pqmjo4UVjhIY4xdbBlWAuf1GWRyCIIgmhGYKExWtgSTY8lu3NYxIXXpQ0HhpgChTP0PJRX1xkyqTArzRBrLLxBbvsEMYTC4+J+ygM6p+g1L/y0n0X8pEJha2YhXNQ/QlGsIV0So+TX746gSPeTWY5/2ANM+NzSSny1iI7Z4sHvXS/doSqH2GNf/LTk4bvGdfGZjXpTIMTk61F1Ta3MsexqRuwLkUXpggRBNGnI28e/oe/HXLZkFnqkxEnT3KTcPDqtUSoZDgzkHtMaCKtFKbwBo09oOICpeXrc3KRpgUpNghF8/PudJ7nWiwJLbgz+t0+3s21TGqAj5/VMggk9GkespG5/3nxuKXKpi2KHRq10QjNB0fbohT3q0+7wuLK71xRPrRra+cvxycaGKBYyf9VhVnvXlM51KEhKK8/6zPbcG8TuggJofmFEYJnxfZHIIgiiSYIW4kh5eWA2X20uCN+P8H0R3jG4U5xHvdCl89ep2nILg16x1fjsaX1ZCpR4sILDDbSvViMqNNhwmqEScrUx+LdaDQ8+99yPfzQSKErW6QK8QypcB/bBkn4qIXKXEheh+Lr/bTgKK/fny773vGUHvPrcciilLorFrxV1b0rg9zBnyX6Pz+UrjByvctuLkU217yWQrkVYv3Qgp4T1msJ7uXomfxZhoSFB0D4uov53jvfoLmhEZJlxbaJ0QYIgmiTBwcEQGxsLeXl57O/IyEjVGWbCXnCWEC9i+P3g94TfF+EdY7u1YTbTl7+5rrGhhULqHg56Wfqb0zUgeeSC7iz9CaMf4lUI0Q+11L+y6lpDaYZqyNXG4N9Cap4UsSOceHl87Nu7R6q+F4qLwZ1iYWOGKxqoiAPgkv7toH1sBNzzyfZG4iWrQH7Ajdsxf6Vy1AMd9wakxDLbeL2fW4lf/siR/wgSswYz696UkApH8XejdlxZ1SRZ7XhVS/nU6y4ody06W+uEs7W10CI42PQ0NhQ/RtaNrzt+qtRDAGflV4OjNhIi3A59ReXVkFeC9uiu8wWeb2IjQ8GfqK6qBmdNdf3nqK4Kgspgp0+uTSSyCIJosmB3eUS4uBH+B17EhO+J8I4HJ52jmhInNRiQ1ijh3dylB2B453iYoxL9UBpMWlFvw1sbI/48ch8fH8PeV0pDLRyK3jmuM7y5Sjv1S5xSJvd5lcJlciYjUrDBLd4u7S9fH6Z3nuhUabXs4+f2SNRl968XOWEkl56H4GPbjhbC1H78fdwsM75wi89DeWe418PjxCi+FpVV1UBR+dl6oRIdEQKtws2J5EvXHRvZAqLC+Ib6VWdrIV/meMk/6VoP2qLnFLsElkDeSYDkmHAIluab+ojaOqdp22jGtYlEFkEQTRYcoGFn+MTERDh79qyvN4eQgGkYFMEyD5yBlxM6SoNBpRoqbL7qNGBVLaSdYcQL12NG2hkKGbmBcLpMzYyawEQSo8Ma7Rth2IWxNhRYvPPdmFImde0TIoFy4gu5a0IXeHMl33t8J1MfpvS51TivRyK8tvxQo8f/dq515jdKwgiPTSXkyl+U+riZZaQiRGTktgNFBS8oiLW2R7gW1YW3gtveXNvo+dvHduYSj3lnKpl7XkSLIKg4W8dS4xJbhdc/d9t/NjR6zaLbh9cvo7Xuu2Ve79p+gMem9oJ/rWyccjzvyv4wMFXfcWkV248VwlMrd3q9jWZdm0hkEQTR5MGTJQ3miaaMYEyBg73LB3o2e1UayMoJMlzPkE6NhQ2CtVtag0kcKGIzYxRquB5ep0MlpHVgrKmvgmW2kiU9e53DZTqx/ViRx76Rpq7xIk6BFEcCMQKIA3Sx2Axy77tLBrRTTRfU4oqB+pv24v5PT42FbceK6h/Dv6XfCxqkbMosgKGd4r36zrQcJmdd2KNRjRh+Z4M68Ylm3OsfrM2Ef0ztCWY2nRbz+vJDcPWQDtzr4o0UIUcLKuHEmcZpis8sOQiT+qWofr9i8SogFrE7D5yWXfeuk+VwUf9YzW1LDQ+HqQNSFd1GayEEsktrG0eqk2IhPFxbxNkBbsvJM54Og2xyyUfbSMYXBEEQBBHgCMYUcs1exeAAVUCIxEgNLjYcka9HwTokLXAgiDVh//pxH7s36oinlv6nt58UDkRRmCFq+4YXIQVSqDGSa16M27h25gRYNGM4/D7rXLhjXBcmGrzBSNNeXH5HVoPAQnZmFXus58HPdzCDlOd+3M/u8W+jaDlM4n6YNcXTXXDONHXRLOXdtUe8al4sHFdKfLr5GGQV8q8f+2bxbo/SZxLqunjFq/h1glOkUmrt+iOngRd0G1VquIxCWMkgxcwG5KbjQ3eVJi+yVq9eDRdffDFraIYH4LfffuvrTSIIgiAIUxGMKbYeLVRNmZMOUFEMiMdm+FI0wpBbhZYVu1IUw+jAS27A7pQIRenyctv92v8NZDP9WumEashZjuO+dmoMmE+VVrLlcB8oudnxYsQOX0n0oIGGEMGSRj3xb3zcCDx28HeM7QLrZp1bL0CV0uSEPm56BYka+D0s3nVS9TjA5wrL5GvZlJbn3R78TOhMKQWPq9NlVYq/FZ5aSyXbeT0iELcPRa8UjI7jc/hdfX3XCHh8ak92j3+L3UyVXEzt4oO1GYo933xBk08XLCsrg/79+8Mtt9wCV1xxhenrX7D6MMxfcQiqa+vgor5tYe5VA8BX4Enxgc93wPHT5dCrfQy8ef0gn3Yhv/WDTbDmYD60aRUO/7ysN5zX03fF7Y98vgO+330Colq0gDvHd4EZY7v4bFv86ZhZvi8Hnv5uD5wuOwvndk+EN64fBL7kuv+sh82ZBdAtqRW8e9MQnx6/eMws3nMSYsND4f5J58CVg33XcPKlZfvho/VHwRHkgOuHpcKDkxtfpJvrMUN4DrZwRKFUkyXnhKaUkoXCS5peuOtEEYzo0tpQFMPIb1kp/Q+F4s2jOzVap5KRgZCKJpce6XAvwy2+HJ4uhnLge+C+umbBBo+XXTM0BbzBiInI74dOyT6OPb3KqmugpPKsYr81I2mDvHV5PCYbKAzOVNVw9RTjQS7dTg5c/1Pf7+Ver1atohRMJ5Uep/ibQ6dKJXMPtVpLreNCy/1QCk68SN8Lo6gPTe7OeslhSiyeG3CZRy/oAS8sdbmTCu+l5EKabZFLpHj9C2RSHfV+P2bS5EXWhRdeyG5W0OeppVBa1ZD/+vm2E+yWOWcq2M1dH2+FJbsbrFq3ZxXDiNkr4IVp5jnx6KHTzB/r/32yuBJuXbgVuie1hGX3j7N9W9Jm/lh/Mqs8exaeW7IfXvn1APzx7BTbt6X3k0s9bGN9ecxc/Poa2H2ipP7vxXtyYPHMH32yLdJjZm/2GXb8Yv4+ppf4clvKq6vg4S93w/NL9sP2JyfZvi3dHlvC7H4FXl95GN5aeRgO+eB7Ou+lVXA4v8xvjhlCOaVHGORqDciUHAHvHN+5Uf3Q3J8OsJRBpcETRmr0uguqDbzw79Hd2sCag6eMDxqdjQWA1EYcB4pox37vou2KmUXC44L5Ao6SZWu/3OsTN/8VXv/JpiwwCq5Xr4kI2vAr1YAJg+H/3Jiu2G/NKGbYwctZ8XuDUrqdXEQJF9ET8RSiPHq2Q2n1+L4z3emm4nVKxauAWMRiup7sZ9IpMpQmS7BW7ZNNDVEqXIa1fwDtiZXPLHSJFG+33H4d3bWNzyZsm3y6oF6qqqqgpKTE4ybHyNm/eggspQGaHby4dL+HwBKDhZ1258gqff4DuaVw7YL1tm+L3I+uvNoJA55ZZuu29H96mWJfDruPmae+3eMhsHy5LWrviQXS76w+7BfbUlh+FtL/+bOt29L98R89BJYAzu12mWXv93TuvJUeAsvXx0xzg+fadNvozh4pPXIlGo9c2F128BYkSYcb1bUNV7qaOFUIa7BwwCldl9IARyvNCK9dayUCS23QKDfIkqYKyaVHMrt6BdEkR53GIHxfdjGYjV7rdtx3cjb80u8zMrQFTEtv7/E4/m3U/EKozXE59xmTSFpCxEj6l1aqKB6r868dCK9dO1D3Vn+97QT3OIsnZRU1FFraS8HfNdb5vXHNQJYdhNuLfwtiRaneS82wRq6WSi7lE/ePWGBJo97SZcW/z2yT04iVUHKvXHvId7ViJLIkzJ49G2JiYupvKSkpsukyJ4sbd8EWM/Rfv4Ad4IEzX6Ovx5g5K8AuejyuPthad7jAcK63Xia98pvq80UVNfDFFntyh/F9iisbpz2ImThvlW3HzMINR1WXOeexJWAXXTQG6DgjbNcJcswLy1WfLyg7a9sxg2mlMpky9aD2uuWDTbZsC57zjmgMauwWoM0NrWsTXswxhU4AJ3TkbLH7tW/sMlZU4eqrgzgdygMtBNPg1AZPOOCsf1sVYaBkzy3+rSvNTAti0kg9kFKd17urj6htLrfowXV9uyMbzEbvwFRp38ntm5euGgDf3T0Snpjak93j30YQi2Y00FATzziwx7GAnFmCpiAykP6ldDyLxUJ8VJhiXZMauKlCjZu321G/ToXPj+Y2mOr5xLd7WeRV6r7p1GFYozTJgeuU7n+1yObd47s0Ms8Rb1eGRl2g1fDUzFll3EEiS8KsWbOguLi4/paV1Ti8f/fH2zR3bF5pNRuYWM1cjZkqpMbpGrBZDQ4+NXQE48HPG/cwMBs8ef+ZW6q5nFJOvdkoWcWKOXSqzBYBeuXb6zSXqa512nLM4HvIx/Y8ue/T7ZZvC+77rMJKzeUe/3YP2AGmtWqx4oDLTc5q7v9M220MBagd57zmita16fJ0z5QlTN2TCgG51D1MKcOJjHqR5U5XwtoLuYEupgwKx5ySYHFyCAM1e26tGXWxmBQjROXk3M/E65Rjx/Fi6NW2FXCDfbFs7r+qx/hCazAvTT/EyNWUfm2ZODdyTtFyvxMEFWYmSIXYyNkr2HHIu+03juioO/1LzklTytpDLmFw6YC2oBfeY0F6jCpxorii0cBfaWJCGDdsyZR3BZUTM0rRJVyX3Lhok4ogSooOlzXhyXZvt9L3iWLRTJMMJfdOLVGOx+RIi4w7SGRJCAsLg+joaI+bGBxEVKJq4eCNFY0bAJrNNzsaNyyU48VlByzfln8u/oNruUP5ZZYPDBesOcK1HEYDrI5M4Pp587txNtVK8AR6nENIIK/++idYzdyl2kIC2Zjhcueykke/3MW1XFWN03IxoUfgvrHioOXHTEkljxQGePgLvn1ImH9tQmty4Tci2KiLZ8PlBAcuL+1ZhODr5iiIfPFAn2dWXkkYKKU24bkb3d9w2+RE02wFu29pShU614lTqQTwtaMUzDuwFpQX3LUOJ8C/LuvdaB9Ypb2kIllt9l1LVDjdEUwBbx3itNzvLnvTJahQ0MsJc3FquNDrTQmHwT2sZf2P9Wso+L4zEInU0yRanPZ32QD5KBPuJ+n3gc55chMTuG/xeSULd7mH9TYiV+PJ7/Y2eo34d99WkpIMCpMwRqNJwuuEmlA96ZL1k0wWpTKSyLJo8I7sPG5+XrYYPeIAIxNWDgz1DMSQD3+Xb3ZnFj8r1KjJ8fLP1oqJf//KPwhe9keupdvyyUb+Y6asus7SyBoej2elFbM+OmbwhLqfI/IpsMBiMfzKL/zHJKZn+cs5r6D8rG3pwIR8SoxcRAEv9GhwkBLv6u0koDTzjTg5Bvo8s/JKTnBK9txOt8uaMLBUEk1aAkNwQZQugz2gfj/M3zdIDTx97c8+A3eN7+IhBG8c3hHMBlcvFsk8ogj31bvTld0/0bQA940ZNTNaglsp/U1pe1R7va3LNBRtULLc99hOMAbWoOkBI8X3frodvlWZKJdGrOSc84R9i99XSlxjIeFQEIBK7QRiIpT98EZ1lZ+ccHL87q8eksrq3UBBjBkV+XI1odLDMDaihexrlSaZjLRKaLYiq7S0FHbs2MFuSEZGBvv3sWPGohfbdOSQ1lkcJdErDqwcGOoZiOkd7BsZvFfrOFNmlyj3pvAWXO/xokq/EcM/7dE3Q/fJBuu+J7Qk18MaSe65mXy99biu5bcd82zuaSYoUsp1qM+Ks9aK4VUH8vzmmCHUiQwNUkzDu23h1kYDGKWZb/acwuOT+yR5zAoLJht/O7erYsqUtG5EEEjL9ytPKokH+jiA3XOyqH4gyzMgk1tGrieUt/xv4zF4Y+Vh6Ns+Gv5+Xle2L8JamD+0woF0j2RXOiOvKMLPPOO/WzWFuVYDYR6UohV69oTa9kjBlDa91+2CMvVaem8Qokk8vLhsv0f0hAf8Dastjt9XVkGF4u8Wj/2XfsZWIJlsv/24S34sgE66Svx+SMfkhMyGpMRFyKYw43lLKXVRmi4p/I23H3aeaPS6b/D3LXkPpQkDFN1ymGn53uQt3Lds2QITJkyo//uBBx5g99OnT4cPP/xQ/+Bdx8w78vGGo5b012EHWYm+E8buE8V+MxA7U1XLfkBGHYzMHLwjX209Dvec283ng3dBDFvRU0xvtBFZ485Rt4Jtx/QJgyMK+dZmgP3c9CCIYSu+JyMTEChsrPgt4TFTWqXvpPdnPn/KFWEu5dV1UFEtXxgrrZPC1Cks8pfrQzWlbzJ0iI2A/8jMnC/dk1OfysdjtY2Piy2peXsVCQNHTONdLXIYvLBPMizbm6Pal0dJhNx9rnXtILCmC2//Xn7I0oH8nCv6soikVj8yHsty8WCyUX8xg72oxCu6qG8yqxVEocfzfQtR0j9OFnObTVzUn782S21SwVucKv2heG311WBiVaOfW2F5tay7pvQ39MR3/D3AvNkfmaLjUfjdy6UwYx2g3PGMx7vQjwsjVBjdxOWEb1G2EbjME0q9+pwKKndIp3jTLN+bfCRr/PjxbEdKb3oFFvLFluO6d+T+HGsGHGqD9/AQh63pX2oDsbAQ+2e89Q7exQWvvh68IwfzrDlm1AbvShOv6KJpRZRPTfApHb9YC2lVlG+Hwu8iNMhcMc/Dn7n6v//1GeakP+k5ZsIU9g2mTxH2IwyKd2RpR1nFg46ZFzZubL1sTy5M7ddWdlZc7NSF5waeXkY4llm+L5e7V5H4M4kHh8hPexoElvTzCChFZo6dNicFyFcIA3m52hMeF0Ull8bvd5xs/B06XClwvDUyct/t4t05LIIqtvVX47KBrvqkFfv5Jm31aqa4yFDwFqUaKp7oH4+tvhxCLaJcpJBnn0h/Q3aA23m6zDV+UEphxqgvRsKVUk3FdVIYgRZeLzbXkaJ0SGC0TMrgTvGyy27OLKCaLF9wUKVmY2jnOFsHhngQKDFtUAdbhQ12AlfippGNc+6tnPFWG7x3bhMJES3kf4I8ToRG+CNbvhdVRIsgGJgaI/vc6bIaS4SN2uD9qiGNWxWIo3x2Dt5xptpOYeMys5F/bmTXNhAeYp4Y4kGpx067mDBIifV0cRI4VuC6kJnNukPKF+eBCpa+mL5ILoP2Iww6ElvJHyNKEYy+HWJkB4sYFZMTYOLBPNZ08WY8oeW0XOG+2jZO7St/LpCexaUCQ6ne5LudfEZR/ozw3Wi5KCpFNAXwlVP7JbOUKyXzE8GsQki3VKuDUxJ1Tnfd6AKV2jABXA7f6+ON2k2blWqN1BAit96gVkOl1Xibx1ZfCm7vIxd0Z2JEqa7Jw4DCYFGZ2TE+cW3lBwqGHXgcy9V2Go3+4Ovl6jxB9F5i8H1vl1mex/KdlyYfyTKLnOIKOKyQroSD9xljOhuKgBkFc2/lSGwVqpr2drTQ/JSrrALldd40Kk1xYPhnTqmtgu+K9A4wsWeSov202VE+NcE3LC0eJvaQ3xarhI3SSSM1PkL1mLEiynf0tPIx88iFPW0VNmrC7YYRHaFn2xjbonxqgu+cpFZM9Nl1zOBny1KoJ8Rjxu5zHqENNjCd2Ev5vCLQu110/YBcSZDgzO8lA9rBtUNT6meZpYN5PelXOMbCwn2eHkFseSdAx9bydusjusQ3ioCIBcYuBdMpowNQf0IYyKu5KKIgunWhci0WgvVdaBRw7yLl9gziSAJGLNXq4NSML3A1+zgi3Lgcrwgf062N7pSuecsOGDa20AI/u1rjbWS3ATM03N65SxvaJsiZW4iX1YP4dz1nWl/2WzcLcXryAgXDDnF0SXw8f3P3SO7zBIKLossnvr5FcBB3JAu5eXSaZlTYG0hkmVBzNKRjPKvNaKnwJZZWNdikmkG2iuDr5b54dlHoBXIk33yRdUAhJRIHYrgtSgNDzMM1e8ZbTfBhhG9omrw7jhVRPrVoDQ7er1CJOG45qhypNCr4CkV2vWL6d4hh35OiGLYgyoc2/nJ0TYxi2zJAob7ICmFTrLBfcPCJv2sUN0r8arIbpJo4wWPm2mGpth0zap9tRFprW895BB84KMbfzwvT1PsB7T5RUj+plFUo/3v6fMtxNpj+ZFMWGyhd1C+5Pr1HQG/jVhx4tYsJ51727d+OsPowMd2TWrKm9tIIiPi8kHdGn9NboCBENTAiItTFoYui1JYfU7O02JdzhlvQSAWQnNGGlu36PJNdfNcc1Gf1bYXpiZh7J3Rt1C5ADG7rC5wtS9Qc+FAYm3UsLbhxEDOsefqSXqyW7N7zlCdb/3lpb8Pv5VR4XBpdEgxuEJYa6T6J4X16qmcTdWnz48e/3QtvrzwM81fJ17sdVzjP8fTW80vji++//173a84//3yIiDDng5nNVpX0vGuHu35YfdrHwIaMxtGQHVnFttVjDe7omuHrltRSVojlnak21XBCbba7nXvQjgPDzxQGjzioNNM8QC3aiD8anOVVKvo0O8qnFK1pGeYavCMohuW2WemEYEWETxCeA1JjIasoRzHKZ9Yxg+s6VVot+1zXhJbsfky3BNnfkhUmJdnF8sfviM7xmsfvpozTcMMI+caoRiitlBcnrUTHTFJ0GOTKmN7k6rQQ1gI/m7+c8whtcIgwyJ3CyfoByTlaiNiS6fpNKxV/4ySR+JnFu3Jgye4cNiARDyY13qYRetxWcXAZG+FZR3NAZtJHaoIwIMVzQOZvYMYJXouNgAN1ofgf0znvGOdp5sFTi8WD1vcqZ7ShZrtuNk535HZqP0+BiZ8fo2rSQfKv+6xtj3Juz0TV5739XjCj5K1Vh035bhFcjTjaiamGGM26e3wXWaEijOeMHksOiWmHNFqErRXEIhgn6cWiXuro65Q5RhduUM5KUYti4/kMz5l4POM2mSWwLBVZl112ma7lMe3g4MGD0LmzcgqKL1EaFLZpGVo/+MTUBrkBR2mVK2Jjlpjgqce6cnAHWLpX/qTy3faTpg2Y1Wa7R3d1Nf7D91IaGNbU6bRrVMF1gi1XTI9B8MfTI6kV7JdJO1OKaBhF3OhRzPC0hlSXlPgIWZF1KK9hptLqCJ+QXoRi64ddOZYfM2oRPjxuEYzyvagw82lmxAYFX46CS2frlmHsHj93m6hQOFXW+ByQX2quJfB+hRTa3u0bGs8O6RjHCsql7MsuNfWYyT9T5TfnPEKbc3sk1n/3WAOhlRoX7e6Ho2RUIuvcJXFQM1JjopdPNvFlGOAgDo//15cfZNE3X6MmUjD7ZcmeHN37jhX8i4r/WS2VA+COsQ1C6/kf94EZzJzSA+b+dICJqSAFswEc+DvByUSNWeJODwWic7LYtRIjH9LJgKwCa01PEqPVRYjQfNvoLnpz5WFLf2u4btx/r10jX/OlNLbiYcaYztAlMYqdO/B4kkaL5KKMWGfMs83cuM8P+J5yYhzvzRRXtqQL5uTkQF1dHdctMtKc/Eer2J8jb2AwQFQ0rJbKY2aNQrBCsmrP5Jb1BwkObqIV7L+OqQy4zZztFhtw9HGLHCknTIzYqEX4xGmC/WQKvcWDVNOa2yoMmCNENRBoFWpHKppWhA9Rq+XIL620NcIniGE5QvQka3sR4cMojcCAFPlj5qiJbmUswicj5JCOcQ3pvwkqxgZmHjNKkwS+OOcR2qw4kFdvTqBUAyHmtwOudCul9BoeBzWtBrR2si+7BEbMdqU3monRj3f7WGXTpx8NCCwlsN+SkPqJExt7TsqPVfRySf929TUyv886V9YEBa3IhRotrDey+1B46vu99ce8Wt8wvP9uh74ekXp5XcO6X6n5Ni926Ffcb4UK16AD2SWGv9/QEEd9zdUb1wyEpy/tBVFhIfXfzyaVwIFZoAnHyNkrWMRMWluoZujityIL+1DpSf27/vrrITpafiDuD5xRsChPjW8Y/AgRGznMjNgonUTbSwoie7WLsbzfkNJst3jwjtQqTHHtyzFP2KhF+MQCQs5Ny2zzALXBbkLLhkGyWl2WmoA1O8KH4PeFDTWtBk+uWhE+oT7L6rYI+Sq1G+JjJkX0OxeTXVxlmmGKmuAT0vPENsdy7DGpF57aJIEQ4bPznEfw23tjg02eAdmSPdmKzTjVEPdPktYz+FJvYUNgKzAyuMX98M5qbaFrFpfNdzXCXWyie+LX246z7xe/a5z1jwyTN0hB8PL+wk/7bREC0vcVjnk1W3+7Iq7vrFY/BtFkwZ/BCZN9CgGFL7adMGwG8eaqw+yagk3J7120nTmNCqIHj9vOCh4CZoPHgNgKnsfQxW9F1gcffACtWikXjEt56623oE0bZecsf+VSyYAHU3nkiGihfILSAw7o5NLukJAgz68zoZX84OfIqXLThE2mwky+9EdjR8SGJ8KnFbExKxVNzUVIfMzgdqUpnLjMSkVT279SI5BEhWMG6zfMQkkkiSN8ahGb44WVlvR7E9O/Q4P7mpawwVRKKwVfh7hwj1RN/Hd7hfz4cg3bZjOiwuIIn9o5T2kChrAOHFjiSIInuqQ2a60HnKFGQ4zHp/aEByedA77AT4Jp9dgtNoRUr0i1xpQ6wb5mOOAUBqA4MFajzofH/LpDjSckxTU/Wnb2ZoFCU2lshY9jywNvkP6u8c9bRplTE4zrevSCHrBIxT7faMpgndNVMyntqccaJX+1m7X94N1Gs9EydAlod8H9+/fDOef45qRsBm2jw7jrVLZzNIj0drZbqGcRUHPSM0PYqNWziCN8WhEbs2bf8xQGdV0TXWYKAnakoikNdqUDZkTJCdKsVDQ1wScVnEr2p9kl5kRscB0nFArfxRE+LWFjlhOk0u8yNd5T+KoJG7NSKSvP1ipaLUsZaHFhP29UGIkMlR/Y7TxeYkn6BaFtfiF25lICB6FxUfqbszol7SAEx7N//bgPXjLZQQ4RPgfeocX0rCk9PAZbGES7a7yn+YMUHIh+d/dImJau7H4X6OAAsXWU/CSZGh1i5V+z/VgxzNTRONpX4BXrU5nowyMXdmfX+rs+3qppZ6+X83rIm1wo9VfC3whGbdTs8nnA5tHSqPH7v2eCGeD6jhZYE/ELQpfivDOK6/5yM1+K76UqjaDF3DzSuPDUaigdUCKrqqoKDh+2JsRvB4NlmnFaPfuuNNsdFxnSqMhcLWJjhrBRE3zSCJ9aKpoZs+84mENbYjnkBoFKqWhmzb4fVSiylRscW52KprR/pdEaOaFudsRGzzEjGE5Y5QSpR/DZIWyUHPlKq/h/H2ZN5vBGhbXSb822uCfU8ZglFv0xtlubRsIEC8+NNmcVIgTSWhizB2g4oPzmrpGsLmjdrHPh+Sv6MZMH/DfWdsy/diCsm3kujOqmngWDA1FMqVNqN9IUwJ9sf4XaUTWOF1Vpmmx4A3OWk3n82mEp8B5Hg2Kt4+O2MWmyQrBf+1h4cel+5ohpNmEtgmCWRqNuAfyNSCM4RsB9ePPoTqyuSbBTN/P3hrGkTziaQBvBCQCvqdSsrTqo3PSetxG0+HcwultrzWXYPUdjc2+hPlkmY0dakRyjZXpRWS1seNObBDpKogMCx0xw/VEbzEnTm6yefdcr+Hx1zEijNQgK9djwYMsiNnqPGSXDiZYmpMXoEXxWCxte0wu7JnOUUjqlUWE7JnMI/QX4KHzEA7DVB095/O1wum3eAeD/DDQgxX42iJWOckJzVzwvYC8oRChOx2vbRf3bwdR+ribEgnObGriZZplCmIHZqU+PXtgDIhSua77mgj6NXUZxQH+bwQjTsE5xTGCj4FBqJovNZ/WauvCCwm145/hG4ysUudJJKEwRNPMngnVNaLfu5wFGD5w2vtf4cxJUjys8VISJGzR0Qdt6q3pkISSyvEButtvqtCK9AzolYWMlSjP+VgobPSlxVs++6xV8/nbMjO7mGnz5wzETrlDLaEbEUa/gs1LY8Jpe2CHM9Ub4rJ7MIfQX4GsJH5y1/mBtJqu3WWTAjU+o0bTSXVD8GdBQYKS7NgjTrjBCIQguodbFnwedcullZm0v7n7sbdS3fQyrPXKPF71ep1ng51y2Rz6aZHQfbMwshLs/2c4EB3KrSGjhQBkbNv9n9RGwEkxZl06mYi8n6bUA2xOZgdALDlM4/flY9zUrDmBbAWWc7ibIQhNvwfUQRRfeqzWUNoJ/TnsECEqz3ThgPCHT1NVb9A5+rJ59V0qJUwKFzecKBfUoTLxp6qonJQ5Ra0rs7ey7XsHXnI4ZvetQEjaCMLeir4WS4ENh88G6TEv6iJUpHL+d4iNl1ysIc7nv1lthbiTCh5M5StFbwj9ZsOaI4cGa0GMLf38YQZmzRN1Z7rIBbSHI4YCvdU4AYEQOMx3QKlwA3wcjFHgThq/+POjEmezl+/MsWffVQzpA54SWzHDBrKgNWs9P7duW1dmZFaW0yhQD0/CEJrcO97aj+6nW8WgGe7JLVJt8C2BKrhng5/toQ6YpKZzNmSAHTvgHsUkaoU+WVT2y2PuBhcTFxUF8fLzibcyYMRCoKM12WzlINTL4sWr2XW9KnNVpRUqCTy4lzurZd72Cz0r86ZgxIvjUIjbeRhz1/h6tjDjGRbaQffyCvsq/GatqxPQKPjtqxAjzcWoM6LBe5rwe8lHtXVnF7BqABf081t3f7sjWLbAQHDyLBZYUuQa53nBhn2T2uc2M5KS2tu6cX322lgkKs8QQCpYuCS3Z71xsze/1egFg3DltLHWGw7sFqzNss5Lfq5B6KkxACOA1/4Vpfb1+P/xMG2UavxP6jsPLB7ZnEwhWWbbbGsl69dVXoakyqovyCUNrkGp0xltvepOVs+96U+LEwkZOnHkjbIwIPitn3/UKPrXt3H3cu+0z+5hZsS/P8DFjRPDhe3WMC4ejhZWmCnOjET6rIo5bFPoVFZbJNwS2UtgYEXxWnfMI34ADutv+uxXuGtcFlu93pWSJ+WjjMfjfRtfgpClNrP+0JweWmtgoGMk8bZ3D5jcmN9jFKAlaamO9HqZNobPp5sxC2JxRAMu8mNTC/fnbn3zmBt5gllmH1kB9at9kWKxgqFFS0XgsI+xLNH+wKqpJaIOHxtfbTtT/vgXLdjzerZoAt1RkYUPipkpclPxAxEpho9QDQ03wWZVWpNbQWC1iZYWwMSL4rBI2RgWfUiplZkG5JYNUtSgIvhe6Lx7Ka/wdV9XK24xbJfiQvh1i4WhhjqnC3CzTCzPMW/CY2XpUvzCyStgYEXxWplIS/GDg4YLeyUwseAsOVt/+7QhM6Zss69DWlMRVc/hcepj7034Y3qW1h3MkATC5dxL88keuosBC5NwFX19+ED4R1T4O7hgLW3Se81Hc0VehTY+klrA/t1TxeaeMZTvWujmhgNXPYXonGV/4AdU1TtvTinIUZt7VBJ+aCFMb9GsRGiyfRoApAWoHqNJ75hRX2S74lMwvBGFjp+BT205vjAz01s0JpKfGmRZZ0cJo2ps3wsao4LPCvMXoMWOF+YVRwWdHHzGCTxgt3ZsDV5rUDwoHIFP6tGU9pi7srXyOIpoW3+w4yeqdAlVgWdWcetneXM19EhnaMB7DVLQRs1d4CCxEr8BCZk7pAemp1rYRaQocUBFYSty7aDvrYXbPJ9vZ9yWXQohjwgVrDuseG1pWk4U1V6dO8YeHU1NT4ejRoxAoYMGcncIGBz+rD53SLfjURFiO24bXCEqD7eRodTOF1NbyKXObjxYaHqQaFXxWCBujgk+tRszoIFUtqqZlelGu0JvJm+iRUcFnZ7NbLcFnhSulEaMUq4SNUcFnRx8xgl9o9TdxMHbPou3w/JJ98NNe6nnm7zw2pXHvJqM4/VDk8A5qn3X3kfLFe6Opgrg/llm0j4mAHVTjaslxK30Nfm/iscWDn++AS+evg+d+3M/u8W+fpwsWFRXBTz/9BDExfM3xTp8+DbVepCLZjdrgxwphozb40RJ81bXyhx3mSBt1aPv98ClDg/BOKttq1GHQqOBTqxEzOkg1KvisSKVUO2aMpMR5U+/jjeCzwpVSKfVWaxLECldKb4xScDJHbt8YncwxKvisilITxjgsk+rrDVRw7/9MS28P0REt/CKtzJfvj06GhwxEM+4clwZv/5bh9XujqQKahqTER5q6H37Zpx1FM4o/HDP+hGCXf1H/CBa5+mrbCY/n8e8r+vClwFNNlgF4Bj9mCxtvBj+dTRY23tiCq9mZGh2kGhV8Vggbo4LPirQ4pWOGxyXO7HofbwSfmrDBZqhG2HZMPuSvlXqLv9tBHWMNpdTpFXw9kuUjmzzbq/U59E5BD+HIU9eKUtvtrNmc6ZLo6l8VqOlegUyP5JawP0f/IN8oVwxsB9NHdoLE6HDmlkZfOcDCDfqzoi7s0xY2ZRSyXlfeIJgpfH3XCFPFy3c7vOt/qMaVgzooTmQ2Vxzua+GmzALZ57dzHieWpQvW1dXpvnXu3BkCAZ7Bj5awsXPwY7Z1ujemAWZbp5vZB8oMYbMvp8TwZ9PqCaUXpffs20H7+FWr90GHQTsFHx4zY7vKp9+GhjgMHTNyph5IWLB882MxgxUmCowKG6OCDykslxf1S3fnmuosOKiTdvqZVpSasAf8RZzXMwkm906mXe4D9AqsYZ3iYP61A2H6iI6G3g+t8X/em8smnEhUGyeroMK0dDysZcSGt3Om9fVp6iQvTUVgOdx9sLxejwMg3X2dH9opXnaZgZwp2Zb2yWqq8Ax+zBY23gx+zBY23vbR6akgUo2kOKnZofKkxJkpbIw6C9rRE0ovgsOgHEYcBr0RfEiyQu2RESMOtUmCc3sm2ipsvBV8UQrHlVHzFm+s5K2IUhP6GdPNNSFhhsMgYT1okY7RjiFp8oM5HrARMTaX5hlf4jI3GRR0TRU2MDcx8ovrQ5dBtG6/sC9NdtjFXRO6sFRNh5cCa84VfeuDFzgWwlRcMfh33w582TzNQmTNnz8fOnXqBOHh4TBs2DDYtGmTV+vjGfwIaUX+0kfHTGFjpI8Oj0g1Uu9TdVZ+wH9Okquhop3CZqvCd8RjGiDuCWXWIHX38SKvvnM7HQa1UDLiUEoVtcJZUCDKRGHjreAz02HQqLOgHQ2+CX7WHDwFv+6zflIGBzJT+iSb1rC2uYJ1POhqdu8n270aHK7cn8+VmobLdFDp2dgcGX9OApskMutIvm10Z3Y+xOuBXPsDwhreWuVqXP7g5HMMr0Ouz9pLVw1gDqtPTO3J7vFvXpq8yPrss8/ggQcegKeeegq2bdsG/fv3h8mTJ0NenvGGcDyDHzPTirwd/JgtbLwVfGEt5EXqn7mlugepSu/J63RmprDJNOgsKO0JZcYgFfejXANfXsFntsOgkuELr+DTqhGzut+cVamU3go+dvzGR+iKOFvhLGjFZA6SY7J7ZHMAxwirZBoIW/E+aGmNpj5KkPzStz9BlO5k1eAMRfGQTtS3TszKA/nwx8li0+qnbh7dSbWeh9AHzuMM5ThmhXq4mHCDNcluZn7t6S4oXGtvHdO5/rrMe21q8iLr5ZdfhhkzZsDNN98MvXr1grfffhsiIyPh/fffN7Q+3sGPWlrR1swi2wc/ZgkbMwTfeT0STZt9Vxrw6xECZgmbY6fLDdfNmY1ahIRX8JnVrBmPGaW+IEpmCVYKG6P95qxIpfRW8CEX9Ek2ZTLHaPsBqyZzsFfJ+a+s1v06Qj2N2kyw9mTFAWVBh4NW3kBXvEKGRHMC99czl/SGx6f2hG+wN5nCb9so+FU8f0UfOFVKjp/S/X7rwq2m7efVf+Zr1uYT/DicAEXl1dznJG/BVWyTBBNwHLPusMu4Dq9NkzivTZa6C/qa6upq2Lp1K8yaNav+saCgIJg4cSKsX79e9jVVVVXsJlBSUmJ48KM0LaLXbcuMwQ8Km9eWH1IUNrzC0duUOHF/HznDCr3W6UZ7L/GICb2z70qiLDkmzOtt0StslCIkPM6YWtbpQloc7zGjNknQMT5Kl7CRq1/SI2y86TcnTaWU2xa9qZRKqbd6BJJZkznetB/gnczhPWbwe3r0q92yqRvNFa1rk7/C+x0WKBzH/sbkXkmwzKIaWfwFPvX9XjYjb0UU8LrhKezeTEFBNAb7LI09JwHKqwOnLZG/p9T+ydmWQvgNmXneQlE16+vdHr9L3vo92yJZhw8fhscffxyuueaa+lQ97KO1d6/3O0MJbIaMvbeSkjyFCP6dkyOfJzt79mzW20u4paS4Tkp6hYSZjUvNGPyYlVZkRkqcWc2avem9ZEVPM29T4tSOGaNGBlJSdeTim9WsWa39wCAdaStm1Ih502+OJ5Vyv4K7pBJLFcwJdIk1jckcO9sPmBWlJjdC/dcmXzDObbLRnDBbYInd0JyiwRvemT3H8L8NWaY2yCXU+ywVBcjEQVOjzoQfjjA2wWuoILCM/C5tEVm//fYb9O3bFzZu3Ahff/01lJa6LE537tzJaqX8CYx6FRcX19+ysrIMCwm1ZfX09zGr95IZaUVmpcSZIWzMarar1dPMrpQ4M4WN0Wa7vEYGuiKOXrQfMLtGzJt+czz7UY8rJaubK5BfNsoEYQ7uC70d/ebMnsxR+56aK1rXJl8wgNPGmFDm2Ut7w1gbxWqgBocDrb6vqKIaYikF1lZGdWltyvEtPta8bY1gi8iaOXMm/Otf/4JffvkFQkND6x8/99xzYcOGDZa9b5s2bSA4OBhycz0H4/h3crK84AgLC4Po6GiPm7DTX5jWYOvIg1n9fcwY/KilFemZNTcjJc4sYeNN7yWze5qZkRJnprDxpveStFmzt3jTfoBH2OQUV9ku+MwQNt62H+ARh0cLymzvN2fGZI5Sv7nmjNK1yZcs3mldg9TmAkY7Vh/U75JqJvdO6AL+zh3j0iCQwHQzf3AWDDRxKuWOsfzf+++HT5vyeXF0mnmqvD7DRdp7S08/LltE1u7du+Hyyy9v9HhiYiJL6bMKFHSDBg2C5cuX1z+GTY/x7xEjRuha1y8PjGU9D/TibX8fMwc/Ztpge4sZwsbb3ktm9jQzKyXODIc2b3svmS1sTEmJU4kI6kmLM0vwmSFsvG0/IIDicLBCuwilyLNVgs+MyRy1NGDCvzjsHogQxqmuxYoT3/L6Spf1td1cOzSVe7DaPjawbOdPFJX7Ra+6i/oFbp+ukZ3jWYmOL4RiZGhQ/fV1gMStOiU+grvW1BaRFRsbC9nZ2Y0e3759O7Rv79nky2zQvn3BggWwcOFC2LdvH/z1r3+FsrIy5jaoh2SD7nDe1m6YOfgxwwbb295LZqZSmpESZ1ZPMyXBp8doQmvGnzcS4G3vJTOFjVkpcUgnE4S5WYLPDGHjbfsBntRh3mi3WYLPjMkcqsdqXjPVTY1RXVvrWj4lzl7nWX8BreTvPa8rfHPXSG7R4ksu6ttW1/Jv/5YB/sAPu3wv9IzQOSEKNmQUwL2Lduh6HWqfhyYZ75MlUF5dVz+G2XbMc9x7rKCCOy3RFpH1f//3f/Doo48yswmHw8GiSb///js89NBDcOONN1r63ldffTXMmzcPnnzySRgwYADs2LEDli5d2sgMwyqUhA1v7YaZgx9vbbDN6L1kZiqlWSlxZvQ0UxJ8PRSiUkYiAUt38wkJpdoXvWmUZggbNcGnd5IAm0V6E3E0U/CZIWyUUuLMbNx7rMB+weftZA7VY+ljYi99EydqdE1ofpbTZvdSDg8JgssGtKtfr0PjPUoqaky3ag8E/jre1bD3x12NJ+DlENK3fAFG22aMTTP9WFGL8AXC5Ml5PRO5I5F6mD68IzNZE5tN8OJwj1tGdInX9Z6N1xFpSjsMW0TW888/Dz169GBuSGh6gf2qxo4dCyNHjmSOg1Zzzz33wNGjR5n9LZpvDBs2DOxCTdjwDFLNHPx429/HjN5LZqVSmpkSZ4awMVPwRSkM+HkdBpVS4i7oq/878lbYmCn41OrVeISJmYLPW9RS4ow07vV2MsdMweftZI6ZIrM5sFxjnyZF89fLHsrnN2RqKpjdJmD5/nz4dsdJtt7bx6bBulnnwrqZ58I/L+0tu/zgTnHw1vWD4KaRHesH1k2+gSm7ToWyc9N/1vBFfPrqnMg1k7vGd4H9OWdsaSmBx8DVQzqw40aapmY390zoonosrtyfZ4qTn5R1R055td57PtkO6w8XeN3rDMdbuxTGdrzY8lvG2ihM2Tty5AgsXrwY/ve//8H+/fvho48+YsYUTRnmthUXbniQavZstzc22Gb0XjIrldLMlDgkygthY7bgUxuk8jgMblHoZaY3Jc4MYWOm4PO2Xs1MwedtTzMz+s2ZNZljtuAzs1kzoY3WYCS3pArO65HQbHalGTPrZk3Ov+sWEHgevWFEJ5jS1zNiNS29Pfu9YB+e/64/6mrejNk/Q/Xb8w9IMUeE9EhuCXZQWF7NnRqM++mKQR3AVxSUnbXN+h6PgcvfXAf/W38Udhho4m4m5/dKgrsmdJH9PYzp1sYSgYUc5OyJJYcZm4TrwD6Nl85fB6sOnpZdxq+MLwQwkjVlyhSYNm0aq4sqLPS+708g0LdDrKFBqtmDHzP7+xjtvWSWDbaS4OsQF25owOyNsDFb8AnNmo04DOJ+26pgJW8Ub4SNmYJPLTK4neNiZLbg86anmVn95syYzDFb8Hk7maO3P11zx8EZXWku3DSyE8y/diC8N30Q/P3crobW8fo1A2VT+PSKLxyECmluKKTENaF3j+8CL101QLYPz6ebsnSLxR1Z5rQ9OJDjarFjtRB9a9UROKJRf33D8FT47u6RbD+hUEWHZ1+waNMxS6zvWSqpzON4LMxfZa0ZCR5ffduplzO8tvwQvLHysOxn//3gKUtSBQMBTBv9+Lah/iOy7rvvPnjvvffYv7E58Lhx4yA9PZ2JrlWrVkFzRateworBjzfC5ihnfYfdzZq9TaP0tr+P2YLPm2bNavvN6DFjtKeZFYIvrIV8ZPDP3FJNYaM0wDcq+LzpaWZWvzkzJnPMFnzeTOao9Zsj5Ln//G5+vWtwHGZnJO393zPh3kXb4VRpNdw/qTur79BryIDuYcv2NjYMGN8jQZe4EGo7pEIKefu3I+xxuT48WHJ/2+jOurabd3u6KUSZBXjFxDVDU9m+Mkqt06nqMozrvmtC10bXUF+M663KEsRokC/7s/1n+mDVOjO1eiQ8Rod2iq8XWlZ/L0Ecb2DHsYHbMeeKvtC3Q5z/iKwvv/wS+vfvz/79ww8/sLRBTBe8//774bHHHoOmjlFhY8Xgx6iwUYuq6bWSN8Nh0GzBZ1Z/HzMEnzfCxqxmu2b0NLNC8J3XI9GwsDGr35wZPc3M6jdnBlYIPqPnPHIW1M8tozuz2glfcsuoTqqDOaVzqxGwXuVcDdGGouUfX+9hx9pkSYqeWjQBB/bPX9EHyqprZVOhfjuQDzOn9PAYzKkO7NxPygkpFBkY5cI+PHIva90q1PRIAfaa8iYVS/o9rJ05ARbNGA6927bS/XqH+5qEqYCNnnMA+x7E5x9BqPqimbLa1+DNV4T90XzVHDrvTBW88NN+xTozHgGI7n94XGMzbawhU6o71EKaRiu3j9GFEo+1Sweo109bHV2b3DtZVzsnW0QW9sISmv8uWbIErrrqKjjnnHPglltuYT20mjpGhY0Vgx+jwkZtO42aBhh1GLRC8KmZX2zNtH9m3aiwMdNK3tueZlYIPqOplGb2mzOjWTNPeqNZaL2XFYLP6DmPnAX189XWLHjT4tSiDrHq547I0GDFweYT3+2Fh7807zpfVlkLKznSHwUR89H6o7LPT+iRALeP6cwG9EIt1CMXdGcDKBQ+Smlcp89Ue8z+qw2ScQArCCnp4A8FHUa58mQmznCdc37a30iY9fPS/MFMhz60uMZryq7jRbA3+4z+Fbj3xzlJMgINB+7neAppOaHqDWg0whuFwaid0jK+EknegqmAaNAix5Xp7WHuX/pxC0gUix9vOApPfrdX93bcM6ELRChkqAic2yMREqPDYUSX1jDzQs9JDul38X8G+tnqAXuf8bY8sk1koV36H3/8wVIF0T79/PPPZ4+Xl5c3eeMLb5rdWjH4MSpslAY/Rk0DvHEYtELwqZ0ttXpCmdU7zAxhoxThM1o3Z8Xx643gMxohtNtZUE3YWCX4jFqnWxEVNvuYIZR55oc/LCtAFwYJJzVSybF+xK7B5o+7s7nf63hhmWxDWBxEPn95X3h37RGPWqi5Sw+wcz2en3AwJ7cvxK/RIsjd1BTXN/uKvvUDLrwXIjWbMuVd0OQiDLs4zLKMTn7oQRCIuK9m/7Tf0Drw823NLGRistFzAPDB2kyPx6JCzR0rhgYH1+9jta8Tvyvs5zVnWt+AsFU3gy+3nWD30qgtMryz/HhPqXZLDax7RHONr9zvp5a2OHL2ClbXiL8Zpe8Cv6tPNx8Dq+ExILNVZGHjX4xe9enTh/XJmjhxInsc7dTR2r2pY7TZrRWDH6PCRmnw07eD/j5Q3jYutUrwGZl9N7N3mLeDVCuMUsxwGDRT8BkVNlbUzRkVNlYJPiPmLf52zFh1zmvKWCmwBKc7rffwxtr6X5f11pXio+etFq6Tj2L1aButmsKH3DGuC8ya0qN+21BY3DYmTXNfOCR1K+gUh4NDjycdfBNqZoLRtyvSO3jdkwsHjbeOdqWHblEQiFzrcedpKu1OFLPiyU1M4TQTXD/PsXR5ent2PsMIJ6bEvXHNQHbMNmXBhfvl9eWHXOmE7seuHZrCTEim6GzKrMb47gncfahwOzBdFI8JjHK+ds0AuG5Yqu7fpxlo1emLMX4V1cHTTz/NBFZWVhZceeWVEBbmisRgFGvmzJnQHMBmt3ImAEq1N1YNfowKG6sGP1qDVLkBsFWCD4UNprboETZm9w6TDlLljgGlz29FDZQ4LU5uW9TMW6xKiTNyzFhRNycImw/Wec64ioWN3LZYJfiEVEq5KJlSKqU/HTNq5zzCNzUIOF75ZFOWZetHtzgcvLYIDmI1VChyzGTPSfnjCaMwQgqfeFAmRGgELunfDtrFhEOQwwHp7p6B767NUBzIoQBZMH0Q3LZwa/3gFJedhfbfovcSasZwsFhxFqWYteAhMmN0Gvv3DSM6ykb3eMBB7Scbj7HeVgvWZMClA4wPuLsktGR9GKXfgdSZUch6kPu+vIF3PXiNf2hy9/rtiG8ZqioOxXRqHQmZCmUf/o7UUXHRpiz4dHOWqSLmUZ22+PjeKP4WbT7GJnbweHj0gh7Qr0Ns/e9W7fdpFp9vOQ49Wof4l4X7X/7yF2Z00aFDQ6+D6dOnw6WXXgrNAb3Nbq0c/OidfbdS8HnbE8pMjMy+m907jKfeR2mQakUNlFEjA6tS4oweM1YJPm/s9s0WfEbW4U/HDJleGOOpi3txubzhEv5kuYwW60IBOd7fOd58Nz0lIkNb1KfwCfsO77EmCyNceHxi9GnUnBVw76IdzK0Qm5NKXyMX9dh4pKDRABxllFLUrKCsCqwETQlwc1EY4ed55nv9dTPI3RO6MIElfAy8/3ZHtuHtOphXyurRxGmUYqSCF/f95QMbm2QYhdcYUfiehOPh2gUb4d5PtnO99pphqXCZhlGDv+KU+duOKJEWn6D4E01WYIovpuQKngLi36dVpzt8+6e+/8O3kazXXnsNbr/9dggPD2f/VuNvf/sbNHkUDk6hp450BtvKwY/e2XcrBZ+R2fe1B63r+aI0+66EUhPihFbeu8RpDVKlIs6qGighlfLzrcdln8PjAxtt2lUDpfeYsVLwCcLmRBH/zLAvUuKURKY/HTNkemGMaYNS4IL0zqy+5Ynv9ihO6OEl6NlLeitG6+0E3cTO69mQtobnszdXWmveIaa8+my9uMNoEg6id50oYulROHATBmfiaJQQeRJeg/v7b59u9xh4frPtBBNUPAgi4rTFImvNoVMeg9IDuXx9sMSkd4xlAt3sMfaWzEK4dUxntj+xBkuodxNcHqXugt9sV6/d4QXH4FhzN/enA5rRU1wWB/HSXmZ4jGjtjzlL9sO70wfBdztOyi7Ls45AYVhaHGzMsL/3ba3TCZe9ua4+soUiC10v8TctiPS/frQVdqiMqa3EMpH1yiuvwHXXXcdEFv5bCazRag4iS23AISdsrBz84HslR4dBTknjk/uxgsaiwUrBpzZIlYvYLN+XA0WVtZYNmJVYe6hxKiWe9Pfnyrsq1Zgw5aN3kGplDZTeVEqrUuKMCBu7TS/UhI2VUWEjqZRWGKUYPWbI9MI43+88yQwE1MaLOHDdetR4DY1Z/CW9Pcy7aoDHYzgLbedg89aFW5l1uNDkFiMq4v3nVIlo4PJ4i28p39+KBxwMCiJiUEdrB9tmZGBuO1rEbmYzuJPrfIT74R9Te8LNozvVD46l4xwz3QVxn2AqKN7w/X7YdQI+2ZiluGxWYUWj93a6+7+pNfrGZcSpo3LPNxU2ZxT6TDQ6JWm4KLLQiVDg23tGw7X/WQ/rjth//rMsXTAjIwNat25d/2+lG/bMag6oiRG52Xd0tLMqQiLkCstRKiPulNIZerZt6bXgU0MureiLLfKiw6wBs9IgtbC8hgk83gjf4I7xXm+LXvMLK23BzTK/MCMlTg05YW614NOTfmtlVFhvKqXVgk/vMUOmF8Z4f+0RmL1EW2BhKpw36V1mOpe985tn1ErO4lyO1DjzJtLQ0Qx/n5gGdtl810y4VkRDmBnH387p0irD6UjPXNK7PlVScEsTPj/eo8mAWXjRL9hSUORKz7+4L3BwLDeu4D1GeMFIpPB+957bTXU/HT1dJmvBP16lb6OAVaIjNlz7HI2f6dph5h1LasKhzk9EY63IvEbMJ7eP0Own+Pdzu8JkEwIHPqnJEnA6nezW3FAbcEjBE3+uTJQJCQky5ytrGSb/Az0qU6R5WKF/VkyEsSa9vINUuUHp2Vr5ucK20WGmDJjVBqlSgacW4Zs2qKH20JtjpkdyS9nn8AJvZ0ockqgg8DHlw86UTm+a3Voh+PQIG6ujwnpqxL5WiJKaJfj01BWS6YVxXvnloOrzT0ztyWZ2zbLvNgO0/X5n9WGPc92jKv1vBI4pOLkaZcW+PP4Gt+6FxLVaRkcyT32/t8Fx0J22+PvMc1mzVby/eoh5A+MJkn5Tia1CwdfcO6ELiyJKwfPAusPyvSCFejizdJZYVGG9ndqwFHujSev3MBJZXmWu46Eeiiq1JzfxM43s3Ea3OHWoNCPG88lfZcSKv2j5YEktnwAeUyO7tlEUUbj9/15xCJapTIT6tcj673//C3379oWIiAh269evH3z00UfQnFAacEhT0dTSm64c7P3gHUmJl7eNzS6u8ph9xwMzQ6GBYULLMMsHqdKIzf6cM6ppB2YMUpOi5T9XTV2dbSmdArEKQvaIRPjakRKHDmByZJd4HjN2pHSqDRi/kogHpahwxVlzLpBC+q0c0vRbO6LCPZJbKdQPetZibFaxXzZD8KkhFcNkemEcrYG+kHqFkQB/AtPzhGMABYfYLtou2rQK405Bc7qjH+LaHC0c7oiN9MwppDWJfwPiKI6ZduUrDnhOeJ06Uw2+5vWVhz1EJoKie8Rsl7GE0BNJCtZumRWZE9wi8TvQcrnrnBjFhDBOVqAQxnvclheWGusRxisW7h6vHnmJ1ohm4ToGdYpTNBdRwilp1iyA6whtEQRvyTQ/759iziSOw8vXT+qdVG9eIyA2LVESUVade2wRWS+//DL89a9/hSlTpsDnn3/ObhdccAHceeedqvVaTQ3eVDSl9Ka4yBCPYmGrhM0nG45xzXYPTWvIebVqkCqO2KhFa8xIbxIY4j75SpEKPCtNL7TWdeRUucdJJEumlg5pG2NOhE9L4IsjNlandGqJgC2iuhM7osJq6bdSMbz+yClLo8JIrcIIcF9Oqccxk1Mi/1vqmWye4OONUpPphXXIpc74AzjLjtuGx+TMr/iFi5nmG3ge4R3UsSiGTgtxYdHXrh3IndZkRWqcGJwqvH2MfU6OSohFJqaPYsqreL/hMSGNaJlVlyUWar/8oV3b29cd2RcLYaPbgj225l87EN6QOSYErh+eCl/fNQIevqAHE+lKlGhEs3CcJ/T4+n3Wubq+d6xRkzr14bHzxLd7ZT/3zqxirt9SkKivVY+kxpk6uOpRXY2XW2B7AhRTKKpQXOExpDUxMkpUvxWQIuv111+Ht956C1544QW45JJL2G3u3Lnw5ptvajoPNiV4U9GUBu/YU8IscODdJko+beBoYZnts91Kg1SxI4xatMas9CY1wSausbHa9IJHyIojNjuy5NPQOirsVyOgwI8OC9KM2Fid0snWFRMBXRRm5o8XNlyY0XLY6qiwWvqtWAzjREpZtfyx0THOvCjDkE7xmsKGHb858i5jXRPlU1StjFIrRfiSon2f2hToCFF+weLYn0BHv61HC31SyzFOkkYnHQimp8Y2OpbxGuwwUPtVoZD1gK51culyiJpVvDfgOtFgAhvL+hJBZOJnxvRRpcihFeJTEPjIqVLtyF55deNrmtFtOXa6Aqb2cx1LSvxvw7H6JtbnKGQm8IBjJhyz/LDzBPudtQjh3+AVB/JYtA6jdtiAWes3is/PGNO5XlTg/bT09h79t7EvnpAWiyJSyeny90PeG1QI0WL83GpDMtyuC7xs0O1zkZWdnQ0jRzb+QeNj+FxzgQkbbGQnQ2nVWc3Be6lCE2GjKNX77BUVw2cVyNe3dE2MMtX0QiligydAQdgoRWvMFnxqqWhClE8twmeG6YWeiA3un1Nl1ZamdAr0ahejGbHZnCF/guzNWZPIS0q8/PGHkxSCsMGCZTlahgWbFhV2bUuUprBRi/BdO9xVBG8GV6jUA27KOO2xTVa7dKpFqXcdL9KM8JnhcticObd7Qv3EBg4KHV5EfawYLKCFdmG5b9LXhAGY3PgLB2XbjxU1GrCiC6ER1h92/e7UJoTEKU14jwgDXLnvDaMh+L3oQWyNnhgdrjsCg73NzK6dURP/Uo3Javcu6OH1e4tNTM7jMK+QimFhW4wIYbSpF65Paq/EYxDTGMURPiNC9tL561j94D2fbIf5OtokCEIUP2dBuXabAfwsKN4xYsZqC2edC0PT4j36qomjgZgSa3RyhXePM3t+UUsGOc7tkQixkeZlkvhEZHXt2pWlCEr57LPPoFu3btCcSImTHxhuP1asOfgxc7YbaRkuf2Cdqapls+54IlAyveig8DmsiNgIqWhK0ZrOMnavVgkbIcq3RsXYwQzTC56IzR8nSzSjNWaldPJGbPC4KVEoBjYzPU8rYiNE+eRcGJEBJuWP80RsBGFzUGHWDgvRzYrwCcdMioIL2053ZFjYJjts7ZWi1EL6olqELyWWRJYWagMIcYQfjwvsDSQHDp7VZuWX7cmFb+4eyQb8PLP3uAiPSxcOguIiQn1SNC8MwJQ+j1Nm+c2ZxqJuSqZBgtmCNKVJmIVHsKZGisN9Df5pt3aqG4qAWRf2qK8lElwN9UY2uyS0ggiVtHyHyvtjBEOa9iaksimJf4eobkqMKQYuoi8Rz71qKXlKkSxEqNN6fGpP7reuc4sXu9sW6AX3vyBEeaJ9IBFR4E75FCNOAfVm0gfhea1QkzZjTJpqxA5FqCOQRdYzzzwDTz75JKvD+uc//8lu+G98/Nlnn4XmhFLtBap6HGyoDX7MnO3WSpfCWXe7ojVawgZT0dSiNb3bmRshURM2R/JdF6adx+XNFFLjXT1U7IjY5J1xRfnWyfTwssrAQC1ig8Lmo/VHbUnP04rYrD2Uz35PpQoXx5Zh5s5c4YU6TuG3/fvh06oTFp0TzDckaKMQwTxWUMG2ZYdkll4gPqqFqYIP6djai2NmiLnHTFPk6Ut6KT4X1sLzEn/HuC4wa4qni5/DPYhSm5VHgYEDzYv6t4O/ahTjIzh45HHpEgZBzMIczEUQTw4OUwAecPkhneIMpYj1aR/baDscIgElV98jpNPJDcbx7+X78jQH6beM6sREAH7vUmv0qNBgXZ8Bo82Y9qj08WdO6eHhvicWdph2Jm0kjJFBPBcJFvbSYxIf02Plfuc45YG0FNxv4no4dDrE9Em08Jb+BJTc6gRwG/G44EVYn5V1d4iZvyeeaJ90n27JLJA9boUUUNxvw7sYG0c6dUZtW6tk9Kj1xlPiphEd4f3pQ/xHZE2bNg02btwIbdq0gW+//Zbd8N+bNm2Cyy+/HJoTN4zoqPgcDjZ+3Zdr2+AH06UiW8j/yrEW60sVkWVmtEZr9n31wVO2Rmu0hM2C1YehwpXd2Yj+Ftgkq0Vs3l19BLIUzECsEHxqEZuvtx2HAwrujxEtgkxNz0NYU1CFVLR92WdsFXxId4X024Kys/DGioO2RaiRc5KU8/g//D1D8Zgxs4ZP4NphqapieIOiGUgI9O1g7jmvKTJtUAr889Less91khG42IBVPJDEwQVGTXAgjHUSf8OBpkJ6Faa06Uk5kkN4b/EgSCjMx0G5Wl+fi/q25XoP7IeDtR8YeVPikQu7s/fGz8177sNrsFiM4gBKa5wsiCmxkJCKCDnjF7XBOD7HY7CEmQdK1wC9DoavLT/EmjgrTWricSV23xMLOzURieD3v27Wuew4/tt5XeHbu0fWR9yk4PouH9g48hQXqbw/eIQTfrf3T+oOc2Ss2rWuo7z7UtyEWppuaKbewlRSjDx7s06xaOKJ9uFnE+9Th8KEjcP9MJqdrD9svPbKqeLIiJFFPJfhMYRCXs4Fsp3OdFmBLglRcMf4LjC0M59ANM+STYNBgwbB//73P2ju4EATXTflTGEwIqEw8Q7nyLiwmEG3pOj6FCIxp8vOspsc7WLCLGlC3CWhJWTJ9EGprnXCdzuO22o3jcJm1Z/yg7//iPq72CH4MGLz4s9/yj63TNIgWcwIC7YFT7bR4cFQImPRjimDSvRoa7x4Vw0UBWghL6W4okYxwmeF4EPGdEuADRnyEc5le3Nsi1CzdQ5Lhc8UasAWbVKesDgnoZWtx8y2zELFc15Pi46ZpgieA5/8bq/HwAMHM3LpVkoD3g/WZrJ6EdkicSeweiRp+o8SDrWZYSfA7WPT4OZRaR7XEWHg+d/1mYrrnDE2DZbsydZ0dYuLDGXrim+pnJLVr31s/Yw7Dxh5eWhydzZwQ2GGA1AcVM5bdoCZW+jaMaLxp9IgUBCBCA7GUQjj9yQM/HEbnvhur+rbnddTOQKhN5IlsMedpi4FIxQY6VSLPom/N6nQwV5V2D8Ml3ljxSH2meWEFu6vr2X2N7YEUGLG6M71x7ZY6Mgh/X55xjo8+1LumBe/16G8M7Lfp+pvSYH4KJfJFAp5/M06Reu6ZmgKfLIpS3MdUtGE0b4bR3RkfTGxjvINyWQLCl/xZ9t8RP53hRP4eF6SMzvxhr+f15U5685fdZhFp3D78RhKiY+UPV+cNFhfeTi/jLUYuGVIkn82IyawHkR+dlZpsIGM7so326aX4ZxqnHeW3Koon5JTaWJL18XUbNRS0fJLz9oq+PDzKZkHKJhWWTZ4R9JT9UcXrBi8C8JGCaXfk1n9PPQcM6cUjhkUH2ZHqMXCRg45sWP1MdOrbbTfnPOaIkLKlRDxwHuckVca8MrNMSsKLI70tLHdGhqe4j3WfinNouM63lsjL6Qw/RktmOXAz4fHNY8TmOCoqPRZxQNIpRl3KeLIi7juRG7AL5cixQa7QmqSE2Dm1676FCUrcEEEItIeTUpRHilKfSURM3txIWq7URq1kUaIlGrS5JoSK9UyKR2b+F23bhXqse+1EFu188CzL6UCS/peSu0EjNRtCcc2HieYxilN3+Y54if0SGy0vfj7u3VMZ7hueOMeWkL6J4L3CzfIZ5IsVMnY8oajp8uZ8HNKjiEUwNJt9TZqiG+xYG2G70VWUFAQBAcHq95CQqwLpj333HPMwTAyMhJiYz3tWH2J2sDQrvQ8gZtG8ecx84ghb8DoQqjOo39Ymrm1YTypaEpguqMVgg+5dIA+M4Ko0CBLBu9Gv3+rBu9qwsbuwbuaGFais4UNYvWKYUzPs+qY8adzXlMFZ8T//X8DWKoQpsrxDsQFtGyO1dLTMKVbPED+M/cME0VKKPWI2qQSVcLPhylGSzTMHi7sk1x/HMvV+yA44BfO1UpW2kEcKWY89vO4Hpz5b1Sf4gTYdrRQNh0QB2bS95IO/HmMK5SECmJ2c+p92fIRLh6hqJVO6M12/9+QVI9G106N/WIEHhOH5xbvU31PuYmS21UMG9RAAzV8LxYlFUWM8LPzNv0er5JGq/V9qR2bTidAvkLvSm/4bsdJxVpSaXrpMAPBBaNYKrK++eYb+Prrr2VvDz/8MISFhVkqsqqrq+HKK69kjZD9Cb0DQysH78zKVcFWXo7QYIclqVYCk3Ra0t421rqmig9MOkfX8n87zzqnTL1iWGieaAX4/Uvq6VVpFWZNtMaoGLZy8K5XDOOMoFXoFcMX9Er2m3NegkUR6qaKYP+NLln3LtrOUq+UUIoEqAZ0HAD9OsRwzwBj+twyhYiUmpnAUJX6U4wGKaWEXTagXf22YWqu0IQUe06hOMPZfOF5ObMBuRq0Ry/0NHKQSzFzcoRFcD1KFtH4ciHKI94GXKvad4jwGCeoNTw2mzdXHdYULkoRIqW6M7ljBF+rVrcnl3bMK+AEhGOHV4ipOXcKLN6dXd8gVwlWm+juI4X3N482JrIw7RDf64O1GY0+u0ryAHdWjtb3pSY6gxzqaay8iOsbUYw6Fd4L7felpisbFVIZA05kXXrppY1uPXr0gA8//BDmzZvHBNCBAwcse390L7z//vuhb18+9yC7wB9kZx0F5lYO3pHLNQoaxfDY8noDNrPjJSbcupl35MrBqdyDiiD38lYeMwkt+R3xZlgoPpGrhqSYYnxgtxhGQWbl4F2PGA52WHvM6BXDVkUbjZzzbrf4+G1K5BRXsFQ0cSQJ++soDRCVGuNOH9FR0V0QxQDOCMtFhZRYcUBZJAj23VLwfI6RKCnsPR3yqVP43Pc7T9Y/h58f94fQcwrrJ+YsaZi9l6aiybr3OV3pelopeoM7xavuD3TYu2NsF9nlxO6CKATlzEi0Ih9aPaPENtxSjDanxs/kULEmN4IgNMWNbJXqplCkLNqoXVMkrs/jFXBy/crURJEYNPrA35AaammQckIUb0rRLHRC1Hqvd9dkqE+eqBjMqF0ntdI/8V7JNn101zbsd240Sicgjkyie6DchANOcGAqp1Ro2mmdb1tN1smTJ2HGjBlM8NTU1MCOHTtg4cKF0LGjdTO5RqiqqoKSkhKPmxU8dlFPvxiI6R0YWhk50qolkfI45z70Bt4Zs0sH8LleecMjnE0YrTJ2EHPPud0sTUnVA/4+8HdiRXRSL3hx6cFpUqM182nnMRMfab57qdFznsvgQNsmvLmhdG3akVUkO2hA8wCtxuFiUuIi65vfKg1KUWig85uRgZtS/YaUJy/u1XgQ71DuMXnNsBTZQZTwmFOh55UgCNRm5bVqc+pTvBpvrktgjesiu1yQxF1QT7qcmNOlxtOujFiI4+KYCqrk7KZmdc6DtHGtFKF2y6nTKVhNEMitn6c2TK0W0Mzo4tR+8mOLNhzuknWcNWhS0GBGC606QaXtXnvIFSE0GqWTAyPcd43v4tG2AV0GcYJD7jh3NCWRVVxcDI8++ihrSLx3715Yvnw5/PDDD9CnTx/wR2bPng0xMTH1t5QU/hl7PeAgOC4ixC8GYniymdJbe1DetU2U5QMx5JWrB2guEx7isFx86hETj1xoveDDz4vOlFq8ca2ybbFZsMEHRz3cud0TbEn7Uqv/EMACWDuOmRf+0k9zmRCHPUIC34PnJP/ildrbbMY5r02UdjT2H5JCbUL92qSUsoYuknKDQ6U6QEFUoEOc2qAUrwFXyFhoi+muMdGgNtBUiiztknHBRc6e5U2AkhcE9VEUUS0Mj223AA4umV22JBI1d+kBj/0vtqnHe/GgVE+6nACue8GaDF29i8QYsRDH9ck5KerdZ3KfReyC55Q0rhVQMglRAyOwvMYhRsWuAI+Jil4xqmSqIReh0wIX13oJWrXzjvPUJiGUtrvOHfFk5xqd5SFK4FeGrSXEEytv/XaYRSHlom5qzYkDSmTNnTsXOnfuDIsXL4ZFixbBunXrYMyYMV6tc+bMmexAVrvt32/cGnLWrFlMGAq3rCz+sLRetj81WfX58JAg22Z037xhEBv4qfHrQ+Nt2RYcjKFNvBorH55gy7bgD3S6Rt3MTSM72lY/sv9fU1Wfbx8bbnkUS2DRHSM0Ty7v3zzUlm1B8YS1X2rsffYCW7YFL1Barp1rZp4LdoEDQDU6xkfYdsxseWKS35zzAg2la9NABYMTpfStiFD5mZrI0AYBrDYoxYGvtMZByqG8MujbPtrQQFNJcOQrRG2+4LBPx9UJ61SKZIijF3rBAaWTY3CuNCjVSr/SU1unZ0Av/p4xQmm0Oe4zl/TWbbQiRqtxrR6DCTUxreUYaETsilEyURGvS68YVeqhJjTSFh8zKJDEPdxAZp9OVeg1d8PwVNaQGa3azYDH2XNcd/NMqKTHjzgKKT2fYRTNykbQtvXJQkEUERHBoliYGog3OdAIg5cHH3wQbrrpJtVlUNgZBc048GYXmXOmQqeZPzZ6HHsE7//XhWAnh2ZPhbSZP8qeuHE77WTdrInQ56mlUFrVeDbkBYVO8FbxzGV9YFtWIew+0Th1tE+7aHj6EnujskrHTMuwIPh95nm2b4vSMXPE5mNm9zMXwDmPLWF91Xx9/H56+wi44JXfYH9uqc+PX6GRpNwMdJuWofDbI/YJPn875wUSStem5JgIlpom7TujNDjk6VmECDUhUniiCSgwlPopaQ00BcEh7QvVI7kVa4jLi/AZxX2l5Hof4SAMa9jE4N+4PO/vlHefqqG3P5MwiFWzLucZ0Iu/Z/F+14OaVTwPWo1rjWBE0Cgde7zrwOUu7d8OvtvZ2OnullGdWK20nu3R6qEmd8xgLzf8Gw0fLn9zXaNjsqPMMYmP3zWhq6nXJSFFdqa4T5e7d5XwPktVzHHMQJjoEI5x8ecTf89GepH5hci68cYbuXtQ8JKQkMBuTQkcdNz6wSZYdSAfwloEwa2j0+DByb5JmcmYMxUe+XwHfLvjBPvu8IQx16SZDb3seeYCWLD6MLy+/E8W8kd3q/nXD/KJ69gP946B5fty4PFv9jD70aSYcHj2st62RQDkjpnr/rMe1h8pYCfTv088x2cRAH86Zv58bgq8tGw/LFhzGDCLaHy3BHjPpmialKX3j2PHzKyvdkNBWTUbJC64aYhPjl+hkeSDn++AzPxyiI1qwYqC7Uif9PdzXlOA1f44XPbMYmGh1JcHLY3FolvJiMLI4F6YRZcTYjcMS4W/DO6gmY6kJDjGdGsDaw7KNxmX8s1dI9l1Q/x6uc+o1LNn+b5cuH54J6738nafitejZ0CP5QRKTV1f+7+BLPVTC6FXF36vuN/xPHXZm+tka3mUvndMTb3nXOODdIwASdct10xbKXonCFy8RzOQ9rERbGO1IktmNSMWk9pafvlWYSFc6xJ/Hzw91KTHjJJoxnPCIxd012x8bSZXu/clRiSF71PcG235fnUHTSXQTRTNbnDfCApDyTFVaaJD/D2fLquCez7ZDgEnstBF0JccO3YMCgoK2H1tbS0z20AwstayJV9xul34aiAoBw6QfTVIloLCwV/Sh1BQ+UpUyfHx7erpes31mMHBur8M2PF42fS4fxwzOLD99UF70mwD7ZzXFMAi70v6t9McHMql+6ERBc6AmzXQmtwnmVmpSweIH208Bh9vOsYGf2rpZeKBpnib5v6lH4ycs4KrmD+roIJLZOSVVCo8zm8qYcY+VfrMWuK6pPIsq0eRDi4F50I1sGZFiDTgYBUjDynxkYr7F9fbNSEKDuaVKdbZeBP1EEwngiQRDy2BLxbUOPi+99Pt7DMI69GbyqhH7EqZ2DMJXl/h+X0gPNFB/D7E+wAFozcRUqlg5BFtZtOW1Xk23pdoL2+U1PhIZnEvfK7vd5yUnWzQ2uXC94xN0APeXdAXPPnkkzBw4EB46qmnoLS0lP0bb1u2bPH1phEEQRCEqfDUnagV9/P0B+KpBfp5b65HnykxWo5tahbabDAuqUO5dqi8ORVvEs2AFPkBZv8U/l6D3homGLUNR64f3rFx7YvTuNkEGgQp1avgZ5QKLGmdjVGkPaL0CKMNGQXsuGeDbbTrN+gOaAYbFHowafURk3M2RPMUnn5tvOcEb2vOjJAtc07hMW1RA/tsiT+XmsumtK5PDiWTDr+PZPkajKT5OppGEARBEP4CDqLl+P1QPlz3rsuhSy0CwJMuiAJD6DP1465s+NeP+xo9Lxf5ULLQFtdHSWfnkUWbsjRTzZTgMQKxsiaL5zOrIevG6HYVVHu9ktkERgDxuxdvkxbY+8iMKKhWBElJ4GOa7PC0eNlm1UrHmhXgd6mUvqkV7VMS6sLvyGj6IoKRmk2ZBazZtziFEKMsmEJo1b75TBKZE84pPBM1SnRLbOmRboz7/D8qgo1nskXu92sWTTqSRRAEQRDNAZ4olNqs7fxVDRbIahEAoRaIpwkuLov9cnhnz3kjQtKGrawHlciCHaNdek0reLZPCSPugGZFweTc59RqUXjNJvR4Xwi9j6xGybEO99/mzELFei0rIzW8DZ61tsObfm1qYB3upfPXwXM/7mf3mzIKWA0Wfs/Y/ACF6Tu/NU5v9Ba1nmNpKi6RWqLoUF6px7Gm1VRbmGxROz9Kf79m0qQjWQRBEATR1BHPGOMwYaaoES7PrK2cUYVaBOCSAe3Y4ExxHO4w5thmNCLkjVmBt45y3m6D0vfBGwWTi97whAmUzCbCWwTBPYvkG/4qRTC9rcniRcnsA7+zIZ3iZKMRmG5nl9mQWpRXazvMOg6lESypqyz+jd+zIKLxju1Ph6uu0yzUJg9GdGnNmgfjxI4UbCL81qojijVs+Oi2o4UwtV9E/T7XOg0pRdSkpi+CSce9i7ab5jZIIosgCIIgApQcyYyx1qBJbjAnuI7xihutdB+nZNDNK0C8GWh6Y1YguOphNAQH67zNWOVw6hyeCZ9ZWh+1+s98zbokpe+BJ11QzmwCHRJvW7hVdp1PTO0JxZVnFW300eXWl06a+J2xNMevdrMITf1kg43GWXK25YJw4NkOb50NpWCKoBxy+gX3JxrnmCVI5QSnQzR50KNtK9nX9UiOZumRKHZWH8yHz7ccb7QMuvUK4PZe2CcZfpKxgxd6rclF1IoqztYfQ2LhFd/SeCqjHCSyCIIgCCJAOXq6XLaWQG3QJDeYi41swS1utOqy9PTd4tk2q1Ga6da7DqlTH+868PNKows8dVlqs/g8oke8r4W+Sk6F73NKv7bMiVFJZKG7nz84aYq3H49puxH2Kf7+vttxkm3PW78dhtTWkVzHgzeTBVKwBosXW6KRjoZ/rj98Wn4Rh2uCQa0mUJzVh9EoOYFV/3Yy0U08x7FIvEwdpNq5zUg/LarJIgiCIIgApWPrSMU6Fa26HnHUBQeAOIOM7m54rzYgxIHYNQqufrxNcNXQW4PCW4+mt3ZEzzrknPp412G0Lgv3z+1j0rwSPcK+xlo9uUGt+PtMjA6XXYeddU9Kx4i334GZoMvht26B5SuXQ3EjejH4NzYvl2K2y6CsIYvTdU7C/YBmNVLwPNYhLkLTdCU2IrT+319taxzpEpMSF9Go1i1IJponTo++oI9825W7JnSB28d0VnTflINEFkEQBEEEKMkKgwK1QZOSZbgecaNkoPHspb11R4G8wRv7czOMJ9Sc+njso70137h5dJopttxy2xDk7kElfJ9KJgO3je7skybrZn4HZqFUJ6f3mDKzEf13d49k6Z54j3//mXvGYxn82r2dGNFzTGcopLnOGNNZUeyLEfeAO5xXqric0z3ZIDWlwfo4pW3D72+pQmTs7VVH4ObRnViLgfenDwEeSGQRBEEQRADXZGHjXynoICY3aDIjcoNuZJgKJQXHLef1TAK7MOOzmOEuqOXUZ6U7oTev1VrP7Gl9PerTlIQYDjx9jbffgVmo1SvaHe0TwO/w1jGd2b2cGQZuL9YkmonacZmmchzJPSdG+tRF/dqqbgemwUqj9FjXp7RtcmJdLJQXbTwGW48WQmprvt8X1WQRBEEQRBOrycL+OnojNzwDc0VHO/dMtJ0RDW8/C4LLoeGDeOB52UB9BgByTn0Ib68ub2vRzKpj01qPFQ54ZoHfgRx6vgMzUKuTw5o2X+8rJTOMLZmFXhm+6Dme2mocR+LntExdzuuZDKnxEXCsoEI1bVZa66a0bUq1YgKvrXDVJDqr+KKSJLIIgiAIIoBrsvTYnnvTOFdrpr51q4ZaCTvw9rMIovGb7Z4z+99uPwkPTeZv0irnKufgdAiUrsfoINwswwSt9fjCmIQXOUt6u8H9cVHfZFi8O8cWIWOWGcZgUQqembRVOJ7UjiM1O3VpDzj8/WIDbTm0zgXSbVOqFZOD1wCD0gUJgiAIIoBrsnDmV7iY471adMHb9DK1dJ65Px2wtbjfjFQ5M2qyxA6BAoJDoF37wxvzD7140xzXKtSMFuxmxtjOtgoZPaDIS0/1jHLj374Qf21VjiN8TFx7VY/kS1ZL71NKmdY7gTQ8jd+lUQpFsgiCIAgi0BGm8Tlm771t3itNrzOaqmcG3kZWtPr52Jm66EsL+kDHjKim2a5+4t8I/u3rKBaCInxHVpHHYzuzitnj/iSaFYWzJF0Q+10poZQyrbcx+KwpPeCy+fLtDbSgSBZBEARBNJFmxLzmD0ajEbjer2UElq+svC2JrBhIMzPDQMNX5h/+HDXjxSwDECtd/fwBsyK3dpDG8ZuKi1ROUdb721Mzf8F0YCNQJIsgCIIgmpDxhZURFLWaLH+w8jYzzUxvhA8HaOKIkh2DfLsjaP4cNfO3ejEcnPtD9MpfI35a8BitYB8sJb7feZI1rjbjGMLH80urYN6yP3Wtj0QWQRAEQQR4M2Jv0928Sa8T3tMfrLx9PegUDNFkjNEsISo0WNG62q6oGQ5KfS1ozDYAaar4s0OkEeGs1K8PeeGn/XBJf31OoWrH0LT0DrpFFqULEgRBEERTwkJXNcFJT8oV6e39dqBmR5qZIECcNhtfHCuQT/NSclxrLqlmhDLSvlH+Eok0kg4sTPrIgceq2cfmjDFpupanSBZBEARBBHC6oBnpbnrAmWVp9Eev7bk/gYNMbMa6ObMQhnQyluLlK+MLO5vwypqE+KgOj/COphLxaxsTwSZ45Ix4zEyDFKfJ4m/gplEd4Z+var+ORBZBEARBNJM+WWbgSyc9KzCjzshXtS5yjZBR+NjWhNemtEiC4O1zh5hZE4nvIe6Bh/cf/n6U67WULkgQBEEQAd4ny05XNbkUnUCNaJjlzucrdzshfVNwYcP7OVf0tc30RLDUJghfkCEz4YO89n8DTUuD3Hq00PBcAkWyCIIgCCKAsdtV7fsdJxsPOgI0omFmVM6MtEMj2PW+dppsEIQ3va1kGxkbxOmFiw2JLIIgCIIIcARBgKJB/LfZYIRnzk/7Gz0ubRIaKJiZ5odph49+tbv+7xem2WNvbpetupKTW3l1nenvRRB6IsjidD48Glf/mW/ab2Bwp3hZR1UeaPqBIAiCIAIcHGiPmrMCrl2wkd3j31ag1CfLStv4QHEXFAssBP+22l3QzmbEvmq4TBBqYBRfCoous34DQkquES+ZJiuyMjMz4dZbb4W0tDSIiIiALl26wFNPPQXV1dW+3jSCIAiCCNiBtoUO8QFraf3LHzmyj//6Ry5YiZ226r6qOyMINbZkFsjWCm7NLASzwHPCzCk9dL+uyaYL7t+/H+rq6uCdd96Brl27wp49e2DGjBlQVlYG8+bN8/XmEQRBEETAuf3h+rBXzH/WZDSJdEGzLK1PlcpP4J4qrQIrsdvV0O76P4LwhzYGOGGFzY310mQjWRdccAF88MEHMGnSJOjcuTNccskl8NBDD8HXX3/t600jCIIgiIBN45rar63s483ZAKF/hxjZx/spPB7I0SW15rAEYTeD3G0MwMI2Bkouhs02kiVHcXExxMfH+3ozCIIgCMI0cLB7+UDPhpyXDWxn2SCYDBAaExEqP5yKDG0BVkPRJaI501amIfEVA9ubev7bfbzY0OuazbTToUOH4PXXX4c77rhDdbmqqiooKSnxuBEEQRCEL1G7Nsk15Px2+0nLTBfIAMH/9glFl4jmSrbF5z9cz2wDqYIBKbJmzpzJ8i/VbliPJebEiRMsffDKK69kdVlqzJ49G2JiYupvKSkpFn8igiAIggDD1yY7zQ8QMkCgfUIQ/kKGxec/oS2GERxOb7ps+YD8/Hw4ffq06jJYgxUaGsr+ffLkSRg/fjwMHz4cPvzwQwgKCtKcLcSbAM4W4sUMUw2jo6NN+hQEQRCEFnj+RUFB51/1a1OZswWzbZeaH6BTnpV1MzjDSwYItE8IwpdkF1dYev7D9Y+YvcLjsbqqcsh69SrNa1PA1WQlJCSwGw8YwZowYQIMGjSImWBoCSwkLCyM3QiCIAjCX1C7NgmRJbRtxxlcO621nYZadDZdvHUpJAhCH1af/3A92Fhc2gePh4ATWbygwMIIVseOHZllO0bABJKTk326bQRBEARhtvlBj+RWsDmzEIZ0ioP+KeY5a8mBzY6F3lxYi4SDHCP9pQiCIPzd/AXPrUZosiLrl19+YWYXeOvQoYPHcwGWIUkQBEEQfiN6lJof4yCHojgEQTS1KPKmzILmYXzBy0033cTElNyNIAiCIJoKSqLHKndBu402CIIgfEnnNlGGXtdkRRZBEARBNAfsFj2+tisnCILwhz54WpDIIgiCIIgAxm7RQxbuBEE093Nss67JIgiCIIjmgC/cBa0uNCcIgvDncywPJLIIgiAIIsCx211QgCzcCYJoDlwtmlhqHVoD3V/Rfg2JLIIgCIIIcOy2VCcLd4IgmquDYUlJCdfyVJNFEARBEAGM3e6Cdr8fQRBEIEIiiyAIgiACGLvdBcnCnSAIQhsSWQRBEAQRwNjtLkgW7gRBENqQyCIIgiCIAMZuS3WycCcIgtCGjC8IgiAIIsCx21KdLNwJgiDUIZFFEARBEE3I+aqpvh9BEEQgQemCBEEQBEEQBEEQJkKRLA2cTpdlE68nPkEQBGEOwnlXOA8TDdC1iSAIwr+vTSSyNDh9+jS7T0lJMeu7IQiCIHSeh2NiYmifSfYJQtcmgiAI/7w2kcjSID4+nt0fO3ZMdUcOGTIENm/ebPh5nmVQOeMFNSsrC6Kjoy19L3/aFrO2x5+2hWc9/rQtZizjT9vCuz3+tC086/GnbTFjmeLiYkhNTa0/DxP6rk10/NJ1Ugyd8/z/nOdP28K7Pf60LXZdJ3mvTSSyNAgKcpWt4UVM7UsNDg726nneZRBcxur38qdtMWt7/GlbeNbjT9ti5jL+tC1a2+NP28KzHn/aFjOXEc7DhL5rEx2/dJ2Ug855/n/O86dt0doef9oWu6+TWtcmunKZxN133+3V87zLmLEtPMv407aYtT3+tC086/GnbbFze2hbjO+b5nrMENbufzrn+Xa/mLlMIG0Lz3r8aVvs3B7alsA4ZhxOqihWBcOTOFOIoUEeVWsltC20b+iYod8TnWcIuh7QtYDGEHQtoHGn/4/HKZKlQVhYGDz11FPs3tfQttC+oWOGfk90niHoekDXAhpD0LWAxp3+Px6nSBZBEARBEARBEISJUCSLIAiCIAiCIAjCREhkEQRBEARBEARBmAiJLIIgCIIgCIIgCBMhkUUQBEEQBEEQBGEiTV5kzZ49m3VubtWqFSQmJsJll10GBw4c8FimsrKSeeK3bt0aWrZsCdOmTYPc3FyPZY4dOwZTp06FyMhItp6HH34Yampq6p9ftWoVOByORrecnByfbA9SVVUFjz32GHTs2JE5oHTq1Anef/9927flpptukt03vXv39sl++fjjj6F///5smbZt28Itt9wCp0+f9sm2zJ8/H3r27AkRERHQvXt3+O9//+vxvJnb87e//Q0GDRrEjoUBAwaAHLt27YIxY8ZAeHg466w+d+5cn2wLrgOPm759+0JISAh7H1/tF/xtX3rppexYiYqKYsvgMeSLbcF1TpgwAZKSkth31LlzZ3j88cfh7NmzPtkeMYcOHWLvFxsbq7oc4X/XJn+6Ltm5PXRtMn5t8qfrkp3bQ9cm49em2c3xuuRs4kyePNn5wQcfOPfs2ePcsWOHc8qUKc7U1FRnaWlp/TJ33nmnMyUlxbl8+XLnli1bnMOHD3eOHDmy/vmamhpnnz59nBMnTnRu377duWTJEmebNm2cs2bNql9m5cqVTtydBw4ccGZnZ9ffamtrfbI9yCWXXOIcNmyY85dffnFmZGQ4161b51y7dq3t21JUVOSxT7Kyspzx8fHOp556yvZtwc8fFBTk/Pe//+08cuSIc82aNc7evXs7L7/8ctu35c0333S2atXK+emnnzoPHz7sXLRokbNly5bO77//3vRjBrn33nudb7zxhvOGG25w9u/f3ymluLjYmZSU5LzuuuvYe+H2REREON955x3btwXXh+v5z3/+w97z0ksvbbSMXdvy3HPPOR9//HHn77//7jx06JDz1VdfZcfQDz/8YPu24HHy/vvvs/fIzMx0fvfdd87ExMRGv327tkegurraOXjwYOeFF17ojImJUVyO8M9rkz9dl+zcHro2Gb82+dN1yc7toWuT8WvT5GZ4XWryIktKXl4eu+D89ttv9SfZFi1aOL/44ov6Zfbt28eWWb9+PfsbT0I4qMrJyalf5q233nJGR0c7q6qqPC5khYWFfrE9P/30EzuoTp8+7fNtkfLNN984HQ4H+yHavS0vvviis3Pnzh7v9dprrznbt29v+7aMGDHC+dBDD3m81wMPPOAcNWqU4rYY3R4xKG7lTkx4YY2Li/P43h599FFn9+7dbd8WMdOnT5cVWb7YFgG8ONx8881+sS3333+/c/To0arLWL09jzzyiPP6669nF1ASWYF/bfKn65KV2yOFrk3Gr03+dF2ycnvE0LXJu2tTXjO4LjX5dEEp2J0ZiY+PZ/dbt25l4cyJEyfWL9OjRw9ITU2F9evXs7/xHtOWMAwqMHnyZNbxee/evR7rx9AlphWdf/758Pvvv/tse77//nsYPHgwC6u3b98ezjnnHHjooYegoqLCZ/tG4L333mPrxHQRu7dlxIgRkJWVBUuWLMEJBhaG/vLLL2HKlCm2bwumzWBYXQymZmzatKlR+pe328MDLjt27FgIDQ312GYM5xcWFtq6LUawc1vwvYT38eW2YCrE0qVLYdy4cZrba9X2rFixAr744guWXkQ0jWuTP12X7Ng3AnRtMn5t8qfrkpXbYwS6NjXf61KzEll1dXVw3333wahRo6BPnz7sMcxLxx+vNF8TT8xCzjrei0/UwvPCcwhevN5++2346quv2A3zhsePHw/btm3zyfYcOXIE1q5dC3v27IFvvvkGXn31VSYm7rrrLtu3RczJkyfhp59+gttuu80n+wXXifU0V199NVtfcnIyxMTEKP4QrdwWvFC8++677MSCgm/Lli3sbzzJnDp1ytTt4UHvd2nltujFzm35/PPPYfPmzXDzzTf7bFtGjhzJBkHdunVjtQrPPvus4rJWbg/WMmJdy4cffgjR0dG6Pwfhf9cmf7ouWb09YujaZPza5E/XJau3Ry90bXq2WV+XQqAZgcV0eHLHk7zZYGEo3sSDoMOHD8Mrr7wCH330ke3bgwcwFjejoEARgbz88svwl7/8Bd588002K2XXtohZuHAh+wHJGRnYsS1//PEH/P3vf4cnn3ySXUiys7NZ0e+dd97JZjHt3JYnnniCnTiGDx/OLmR4Ipk+fTqb5Q0Kkp//sOt74qE5bsvKlSuZuFqwYIGHcYvd2/LZZ5/BmTNnYOfOnez4nTdvHjzyyCO2b8+MGTPg2muvZTPNRNO4NvnTdcnq7RFD1ybj1yZ/uhb42/bQtWme7LWpuVyXmk0k65577oHFixezQVKHDh3qH8dIRnV1NRQVFXksj2lk+JywjNTdRPhbWEaOoUOHsnQeX2wPzl5iOoZwIUPQKQhPmMePH/fJvsH3RhepG264wSP0b+e2oLsNzpzgwLRfv35MaOHFHbcLBZed24IDCnzf8vJyyMzMZE5Y6LSFTjgJCQmm7hse9HyXVm+LHuzalt9++w0uvvhiNji98cYbfbotGI3o1asXXHPNNTBnzhx4+umnoba21vbtwZQMFHjoAIm3W2+9laWA4L+ljnGE/1+b/Om6ZOe+oWuT8WuTP12X7NgePdC1aY7stalZXZecTZy6ujrn3Xff7WzXrp3zzz//bPS8UGj35Zdf1j+2f/9+2QLa3Nzc+mXQ2QYLaCsrKxXfG12NxK51dm4P/o0OPGfOnKlf5ttvv2WvKy8v98m+EQqwd+/e3ei97NqWK664wnnVVVd5rBvdrXA9J06c8Ml+ETN27FjnNddcY/q+0VNgjI48AugMJC4wtmtbeIqL7dwWPHajoqKYo5EcvtgvAgsXLnSGhIR4fG92bc8ff/zBfs/C7V//+hdzJcN/FxQUcG1/c8Wfrk3+dF3yxb6ha5P+a5M/XZfs3B4xdG3Sd22qa4bXpSYvsv76178yV5FVq1Z52NeKT+hoGYk2kitWrGCWkeisgzepFeykSZOY7eTSpUudCQkJHtaUr7zyCrtYHDx4kH2Rf//739kJ/tdff/XJ9uBFrEOHDs6//OUvzr179zL3lm7dujlvu+0227dFAF1e0LrXl98Tuszgjx5P3Gg5itbBaPE5dOhQ27cFLZU/+ugjdrLZuHGj8+qrr2bW9mhrbPa+QfDYRCvjO+64w3nOOeewf+NNcG3CExxa5aItKlqson1vZGSkh1WuXduC4HGLj1188cXO8ePH1y9j97bga3E/4Hcnfh+xQ5pd2/K///3P+dlnn7GLCB6/+G+8YKG9sS+OGSnkLhiY1yZ/ui7ZuT0CdG3Sf23yp+uSnduD0LXJ2LXpr83wutTkRRYqYLkb7nSBiooK51133cVmS/DHizN8+MWLQbtx9NrHWTjsKfHggw86z549W//8Cy+84OzSpYszPDycnYxwUIgHia+2R7C+xBlLXAYvbGjBKj6Y7dwWPFHi89j3yJffk2DZ3qtXL7ZM27Zt2Ung+PHjtm8LnowGDBjAnsdZRIzW4KyNVftm3LhxsusRXzh37tzJLFfDwsKYrf2cOXN8ti0dO3aUXcbubcHZSrnn8XV2bwsOMNLT01nPGoys4XH8/PPPs3X76nsSQyIrMK9N/nRdsnt76Npk7NrkT9clu7eHrk3Grk3QDK9LDvyfvQmKBEEQBEEQBEEQTZdmY3xBEARBEARBEARhBySyCIIgCIIgCIIgTIREFkEQBEEQBEEQhImQyCIIgiAIgiAIgjARElkEQRAEQRAEQRAmQiKLIAiCIAiCIAjCREhkEQRBEARBEARBmAiJLIIgCIIgCIIgCBMhkUUQBEEQBEEQBGEiIWaurClSV1cHJ0+ehFatWoHD4fD15hAEQTQbnE4nnDlzBtq1awdBQTQnKIauTQRBEP59bSKRpQEKrJSUFLO/H4IgCIKTrKws6NChA+0vEXRtIgiC8O9rE4ksDTCCJezI6Oho5QXXvgqwZh7AmIcARt+n/c3oXd4oVm2XN+tF9Lz2k6sAjq4D6DgS4NrPtd8Dl8Pl5da/+iWAoGDX49LPIH5OzMdXuu6v+6Lxuo5vBOgwDGDsg57rR+pqXY9L31N4XLzdPI8RhD8yOxUPdte/g0MBHjnC8ZoOXMuXlJSwSS7hPEwYuDYRBEEQpsJ7bSKRpYGQIogXMdUL2ZQnAaLCAVY+57of9wjU1tXCtrxtkF+eDwmRCZCemA7BONj+bS7AppcALnicLWcpVm2Xt+vV89qc9QA9xgFkrAbY/rby8rhN+Ztdy+HyU55svFzLCAheNbthOfE2tYry2CYGvn/uBte/3e9dz+ltrm2LaIEHiOc6kAmPuR4XHhPes9OYhnUJ+yZtbMM6PrwIIHNNw+uF7UDRNWEW398EYQcfTAEIc+KZ0v3AWYDXugI8ngfF5cVwz6p7IKcsB5KjkuGN8W9ATGQMwNMxAGHu5Z8+xfU2lKrtxbWJIAiCsASta1NAiazVq1fDiy++CFu3boXs7Gz45ptv4LLLLlN9zapVq+CBBx6AvXv3MtX5+OOPw0033WTNBgoD8JXPwa9lx2BO2X7ILc+tfzopMglmRvWAiZs+cg2grRZYVm+XN+s18loUElrLo4hBwZKxGn5dco/8cmmDGpYTC7aUPpAw/FZIX/kcuGNRULvyOdg2/FbIr62AhPXzIN1ZB8HjZ0LtqjmwLXsj5KelQ0L2RkhfNcf1uLMOtoWHQX5wMCRU5EA6Cp8xD8K2zJ8hP28LJKQNgfSOo9nncD221/VYxmoIxs+HoMASWDkb4Ng6lzjD/SD+G8Wa8BoUcfi8lgAjMUaYyfEtjR+rqYIL3u0BJ1q0qH8opzwHRn8xGlKqq2GJ8KBwvBIEQRBEE8ThxOqtAOGnn36C33//HQYNGgRXXHGFpsjKyMiAPn36wJ133gm33XYbLF++HO677z748ccfYfLkydwhwZiYGCguLuaeLcTB/QN5q8ApUbjsL6cTXk4cDxOnvAF2Y9V2ebNeva/lXV5zOUciTMzYCr8OvaGxEAuOhJknj7J/z2nXEXJryxueq6mBKSHxsKSmAHJDQjQfjwkKZffFddWej9XVQLGQYgUAiUERcOWpbEitqYGEvtdA/7A2sHPjq5DfKgkSzuRC/7ZDYOfkpyF/2SOQkL0X0tsOheBOYxuiZii4UDQi+Bj+O3Wkp0ATnhOLVqn4wughRcQI3ihW1gbX8SKif2p7qMNCYOkMn/tSk3L2LCzJLWTRLivOv80F2jcEQRD+ff4NqEjWhRdeyG68vP3225CWlgYvvfQS+7tnz56wdu1aeOWVV7hFll4wKoKDdungHmFJNQ4HvFB2ACbU1brS4WzCqu3yZr16X8u7/Niaau3lIoOhbuh18JCMEMurLYf7E9u4N7JBYCEooD5wFgOIhJTa48W1Va5/iN5D7rG8ugqYHx/rXtkvEOQIgrq2Sa6/WyZBkPMo1C27xfV32ySIqz0CF2UWwITwMOhfWQU7HZWQv+kVaF1bC860IVCAUbMzmZB+6hgEuyN7LEKGYgxxRwWZ4BL+LSwnjYiR8CLkyNnTSGANUBJYwvHudEJWixZQPPxuiKG9ShAEQTRhAkpk6WX9+vUwceJEj8dQXGE0S4mqqip2E6tV5Kq310OLiKhGy0vHEhXBf0JuZENURG6Qj6kzF/5nIUTUdpddRi3DUy39U+11bLvCtbfr4gX/hci67hzv5XqyLOgA5IZpr/eqhR9DjKMnBDlcIgfvS2A/5NZpv/avX30JiS16wemafR4RJ6Xl7/zhda7lnqiqUBRiqh9eaU8rDSx5HpNQ56zz/FvynoXBwfARnIGP2iZBEDigDnIBBGEo+ndcVCpcVLwLxpVXgDM8DE45SqFw678hrrYOkjBNEdMfsUYttmODwBKlZnoIL0o7JFR4Ni4GapUEluTYv6f6EHxEe1MXStcmgiAIwj9p0iIrJycHkpLc0QA3+DdenCoqKiAiIqLRa2bPng3PPPNMo8f/yC6BoLAazfcMic6GiEjtbTtSkA01JZ7bZiUh0Schor32cn+ePgk1JYk61nuCa707s7OgpqS15LVHuV674uAhqClpCSHRB7mW/z3zAITGay9XXlsMhvBFuzSV96xzyUJZCoMAPoqJZjcXpwFaCzsnF+KO/BemtE2F9mWnIS4hFZKwjuzDqRCcubZxZEsa+RILL4p2Nb9UQdExicmwX+AxxtlLEM0wCH0oXZs0wTpO/H3qqQGm2k2CIAivadIiywizZs1iRhlSm8Y3r0+HqJYSq0aZse3Bkhbw+r5PNd/nofMGQ7foAQ2rUhgnKw2f1Urp5J45VBICb/+pvV33TxgEXVr1V90m8XscPhMM/zmovd47Rg2AjpH9oM7phDonRmqccLSsDj49rv3aaf17QXJoNzhZWQlLCzQXh/R2XWFP5XrtBQkWEfsYszjD3cIr9xeIrquF62KiIT17IxSgsUfGz5CeuRmCpWJL+LdctItEV9NPFawqBgiPAagshhnJCdwCC0G3QcKca5Mm+FsUajd5hJZ4EoUgCIIwTJMWWcnJyZCb65k2hn9jkZpcFAsJCwtjNyljuyVwFV6PrTsPPj+aBHnlubJiB4chSZHJMGPIRFtrsibWJcA3x7W3685h5+usyUqE705or/eBMRfI1GR1gJVf/Vvztc9feIm7JqsLbP/qLc3lF15+H0z55mfV5WLD4qCwqpD7czYnSoKD4S2hPgxOsR3WKrU9nHfgIxhWfAqS0IFRSDOUi3YppRgSTYeIWJfIqiyG6vAY2BYeruvlaOdO6EPp2qSJyMlV+Fu1ZYbYHIcgCIIwTJMWWSNGjIAlS+oNgxm//PILe9wq8EKFVuIPlOWw2iOnjLPdo1HdbRVYVm6XN+vV+1re5UNDQjWXe7xVX5gbfEBRiBGenAkOhm+DAb7FWq/cX6BVbS2c1y4VhuVt4RNdQsoSCa6mgSjM/XFora4oVpuzNa5+WYR9+Gt7EYIgiCZMEAQQpaWlsGPHDnYTLNrx38eOHatPp7jxxhvrl0fr9iNHjsAjjzwC+/fvhzfffBM+//xzuP/++63byN/msgsVWoknRkrqwSKTXRbjeCET+hvZhVXb5c169b6Wd/mFF2suN2nz/2BmeR0bLEqHh4IQk3tOPbdT5nH3ejQfC0TRFQYwK7EN3JL7C4w98l94O60v1CpFtdBKHv+uny2f7euPQHhTj4VRLDcN9X4c1NXBr8dPAvyLv+6TMIlxj7CWFdjaQmoMhJNN+Dg+TwKLIAiiGUaytmzZAhMmTKj/W8hPnz59Onz44YesQbEguBC0b8eeWCiq/v3vf0OHDh3g3Xfftcy+XZxqMXHcI8x6XDYlIypVX468v26XN+vV+1q0H3cP4FWXzz/qWi5tLOuXpbYcNiR+OW0QzIkMatQn61GFPlnJNTVwoUw/LKXHY4PDWKRM3CdL7rGmkGI4H4rhvbRUmHZ6M5z352+QnjYGgkXNoSm61UQoPs7SBLEeq7qymDXe5uWO4hJXo++aKpfQ4uiVRTTt9iIEQRBNlYBqRuzXDR/15rLblftu1XZ5s15Ez2sXXlwvnGD6D9rvIR7Uy61fslzt+Fmwrcd5LiH256+QvuG9epOH2pXPwbbht0J+bQUk7P4K0oc/AMHjZ0LtqjmwbcPLkN+2t6s5sPTx4GDWVDh90otsPds+mgz5eXshIbE3pN+wzOOxY4ld4MvIcA+h57Jlb/hpsr5ZElt3zxES+B3RtbVwQ3A8zMjY7WmaIXw/4ntsnEx1W4HBhxe5Jj0wqBWfAC/HyNe3NqKuDnYcPe4SWQIhYapCixrugua+SbnvcwgK07a0DY48DJEdF2guN3/CAhibOlxzOYIgiOZKSVNsRuzXsFoTHYJJWE7SzDNgtsvb9ep5LQ7Axfc82yQYLmiJw9/mQnBdLQxJHuJ6bsN7HtuGA8IhQhRO/Pj4mTDk6O8NImH8TNfjjiAYUunuZRORXJ8eNyRjc4OoWONqji1+bEbaGNiWnQv5fadBQnAE9N/wHuwMD6sXcf3bDoGd2ZthZduusLi2iLkCCgSBs1EfLf+KbnVSjm4J99gkGfc//rvjKBJc/kyhK8qLrAjlP+4uLivzFFgIzfHZhiPkDNdyt/xvOSQFlUPXxJbQDW9JeGvF/o4Ob2HOxpCtPEEQzQCKZGlAM6lNDLWLu9JzOHOP3LS48fJYaySOwgjrQASTB/F6BSGBkQBBtAmROmkjYBQe+J6SSF7twotgW/YmlwBLGughyFpn72WBrdXnjIPFZ/6EQlCIfvmIuNpaeDw4CSZlbJNPI0SEv8kkw//AY3nnIoAil9AaldIOSkTpsYo4nbA1MwtCpY8/rd6rjs6/2vvmyIk8aMXhfLsjfwvcv/pOzeXKj86A2vIuss8lR4cz0YWC65ykVi4RltgKYiJ1ii9/zfwgCILggPfaRCLLpB1JENxIxZza3+LURhRzQs8b/BujAIJYQwTxhqSNZSYU29qkQn7FKWid2AucSf3g1O5PoTA4CE6EhMCSllEeETHbcDqhnyMM7s3OgiGYZukIaiywxJ+Z0gj9L1UwtiNUFx2FQZ1SuJwF487WwGo0vBBwBAOMfVjzu6Xzr3n7BmuyJn81WbMFxqdTvocj+RVwMLcUDuadgUN5pezfOSWViutOaBXGBBcKr4YIWCuIj2okqxWFE9nKEwQRKFC6IEH4K9KBpdrf0rRMFGDC3/hvFCKCGBMEl9skJDhtLAwR1zyhQCsrZwNkKDgKDxcUwba0IZCbtxc2RoTByqhWUGyH36jDAbugGma0TYKIY5/CLadPwwxMtZSr2xI+M9m/+1eqYNFRWBQby23d3r/KnUIrEBpF4tlmeFtgtI6KYLchndwNyt2UVJ5lYutQ3hm3AMN/l8KJogrIP1PFbusOn/Z4TeuoUFe6YWIrjwgYPu4gW3mCIJo4FMnSgGZSiYBAHP0SixK5iJiQoidybMR/s8hX2hDId9ZC65y9sDU8DD6JbgXFNkS7ohwh8GzrkcxaX9YYgwwy/INX+9WnCv4toQ2sbKltuIA8VFAI04vdNUHBYQCj7+cSWXT+NXHfuM8BaNMu7ZOVHJnMBJaRPlmlVTXuaJc76pVXCn/mnoHjhRWKr4mLbMGEV9ekltDpzEvwRt2WRq6HgvBjrTmmUPNqgiD8B4pkEURzQjxglRu8ChExvMdaL0RcD4WRrwmPwRD8t1uMDctYDXfE9oNtUNUQ7YqMtER0lTlr4MH832BM2jlwc/ZGZYOM+mie9gCdsIDY1HqRdbwF53HgdMI1KLDCY1zW7+goSN+fvVjYXqRlWAgMSIllNzHl1TVwOK+MpRwedIswvD9WUA6F5WdhU2YBbMo8BVFdD0FQCNnKEwTR9CB3QYJoDkgHtdK0Q7lUvQmPNbgrpo2Fi9DuvlNv2JbUHXJ3L4JvomNgU1gId8qYJg4HrIFKWNM2CeJqj8DjaekwSc2JkIwx7AWPE/d3jb6dh1rwmR1gDzlWmePurQVJfazdTkLTNAIFFXNUlSJK4fP42wCRoSHQt0MMu4mpPFsLh/NdqYZrjm2AZYXK5ieY0phTngP/+Ol7mNZrHBNyoSEqOc3kWkgQhB9BIosgmiNykS9BbImjXRqi6+eEVPhXRK3pBhq4vged+TA9rTc8pNXQmKIi9oAtCzDFNG0sbM7eCM4gvgK+nlWiptto1nLzEuu2kfD79iLhLYKhd7sYdmsRHQHL3F49any18w/4bE0ohLcIYrViwzu3hhFdWkO/9jEQEiw6DgVjIPHn0NO/kSAIwkRIZBEEoR7tUhJdaWNZpOk8bOZcmeeKbsW1gU0hTnOiWw4HLHSWQE5aD3jBnc7YaBvqt5PSB20zvchYDRviPU0R1BgkFlnhnillhA0Y+W3YZJOOqYo8DEvtBPszQuF0WTWsOXiK3ZCo0GAYmhbPBNeIzm2g15iHXb3YeIQW2cITBGExJLIIguAXXdLUPSG6hU2chehW2iD4V22OOdEthwOWQTms7dwZni09Km+MIViLUxNjaxEJ57166rFKRPVY/tczm/AhWAuWFJmkaSv/32n/B0GOIFbTtf7waVh3+BRsOFIAxRVnYeWBfHZDosNDYGjaufDXzoUwaOVzUOd0gnPsQ43rz7AhPPXdIgjCYkhkEQTBh9BYGaNaWtGttDGsYfLybuPgq9L9oNxhR58xRqP0QbHQQhFAUS1bTC+yQ/hEVoK0HismxcINJJqqrTwz5QBg9u94mz6yE9TVOWFfTgkTXXjblFEAJZU18Ou+XPgVRsO9wXnQf9Mr8FTGF1AS1NBCICk4EmaePAoTqbExQRAWQyKLIAhzo1tpY5kz4BC3W+HDu3+GBbHR8EF8Gyh31nidPngyrTu86O4DVi+wKH3QVtOLrBC+S0fns6LvOyyG6rEIT36by2zjX5axlU8S28qj66Ek9S8oyFFf23XbmM5QU1sHe066RdeR0/BeXg8ITtyECl+QbIy8mjK4PykBXu44EM6n74MgCAshkUUQhHnRLURiUIFz0HcOvBdmOOtgy4aX4d9tO8BuZ7Wxui2HA36BChiWlgrP526GSfgY2bzbbnpRx2l60bv6bMMfcR2t2z4CmrutPBpgCFbyt4/tBJO++gfkleMznucZ7MeF/isPrngWrk5qB1P6tmOvwUgauRMSBGEmJLIIgjAvuiUILvZv98DILbiCV82GYWlj4ZOM1TAvrQ8sdGKNjrEiHUz+eTCxDUx3RCunD1LqoPmg6UUcv3nFyIoKgNiOrjRDd6ohQVhtK49iDeu8lMDTjjO4CN7fuhwWrOkC7WLCYXKfZLi1tgo67HiF+33InZAgCDX4piMJgiB4BRcOToSaLTlHwLSx8FDGHnjJkQhxtbVepw/OTevdKF2R3R9b5xJahKnsDeXrjxVSVweDK6tc4gqFFtVjEd7YygtOpxxgNIyHQZ2DmUPhyeJK+OD3TBi9YQi8HfR/7Hx19OunWApibV0tbM7ZDEuOLGH3+DeD3AkJgtCAIlkEQVgf3ZKp2xIbZHzQtiOscVboj2w5HPCRswQgrTc8QhEtW+A1vWh/tsZlpy2YZty02MrNIgIJi23lea3hH544FPpenQ6r/8yHpXty4Jd9uTCn/BIoC66BB3e9Cg8d3gO/JZ2CSmdB/WvQDRHNOlitGJlnEAShAoksgiDsqdtC5Awy0sbCELR+H3odPJG/DsqZtYIOSGj5pelFsjhKSamChN3W8MGRzOQCa7CkOJxOSAqJqq/7mtQ7md2qa+qYPfxPu1PgoYwi+DnhADjrHB5lXWjOgW6IaNaBtWQEQRBKULogQRD2CK3Uka6ZX7yX6bc1KaoTrMvIgMkQwaybjQgtSh20yPTC/V1tDg/jN704KxJZOr9OgvAG7IOFNu14XsD/xLC/HQ549ORRV78sEaEhQTC+eyI8f0Vv2NGp2CXQZILrTnDAk4V7oXTZs660QT2wNENKYyaI5gCJLIIg7K3XEgSXSGDVOxGmjYV5GQfgBkc0CS1/I2M1bIyM4l58ZHmZ6ztGyFmQsAt3rdTEYQ/Ay+NfgcTIRI+nMd0PH8fnWa2ojEhC4wyxnXwjHABnak7BP7fuYes48uWTrH6Ld9vA3feLIIimDaULEgThW+t3GWMMrK8KMuJASKmDlnKSc1quhWB6IUQrUVQThNVIzCgm4qkmZYK8NXzHiYquhbzGGV9Bf0g82woe3PNvePuPXCgacj9cMagtFNf92fj9yCiDIJodJLIIgvBt8buCMQZas/eLjIBZSQlQrWe9JLR8bnrRp6qqwfQCUz+NGB0QhAmuhYrW8IiwnMS1kNc4Y86lo+CPI5fDm9uC4a66T+FvO/Lg8hP5ENSiuH4ZMsogiOYLiSyCIPzTGAMAJiUNgfMyVsMjaefAz3rcB0lomQ4OQ3eHhXEt266GTC+IwHUtZMYZkUms15ZcOSGehZIik+HynmPgL72DofrCt+GjL2phVdVGCJIUceWWuY0y0gbpM8rAyBcTjTRBQRCBCtVkEQThe6R1Woj731in9VLGn/rrtMgMw1RnQTS9qOE0vWgrFllkekEEGBj9Qpt2PN9Ip3XY304nPBrV3ZUGyJZ3wsKQo/JGGdj4GBzwQk02HPziCair4/hBUO0WQTQJSGQRBOFfQgvrtGTSBx/J2Gu+0KICdG5nwY3h4dy7fXhlJZleEIHLb3NZH6yXE8dDYmSSx1MYwcLHWZ8st2kGj1FGTkgIFB1+B96f/VdYsPoInC6roCbHBNHEoXRBgiD8s04LaSS08L63qwGxt6mD9a6GsyklR4uM1XCyTTzX7ibTCyKgERlUYHrfhLpaeeOMqNR604z8lD5cq/44eBS8WrkI/vZ7Lvz7z3xwUO0WQTRpAi6SNX/+fOjUqROEh4fDsGHDYNOmTYrLfvjhh+DAPhmiG76OIIgASx80KaI1L61PI9t4OLaO+tYoIViw68j6I9MLImCRcQAUjDOmdJ7C7oUUQVc7isfY8gl//sq1+mn/9yi81+UKWNX2IDhCGswx6mu38lbBr0NvkK0Tk99W6rdFEP5MQImszz77DB544AF46qmnYNu2bdC/f3+YPHky5OXlKb4mOjoasrOz629Hjx61dZsJgvAfoYWW8D8Pva6xbTwJLXmw8N4ttHI4nQWTxfVYBBHg7oSquIVWemhrZpShFFvHx5Mjk2FY23RYFJ6lWrv1VOFeKKvS8FOlmi2CCAgCKl3w5ZdfhhkzZsDNN9/M/n777bfhxx9/hPfffx9mzpwp+xqMXiUnJ9u8pQRBWOo86EXq4JP56+C8TR8zQw2PdeoRbM2pJitzDdSGxXA7CwbUzB1BmOBOiNMPM5dkMxdBHHM4FYwydp7aqVm7VVJzCsa89h7cOHAC9O1SAFXOIuq3RRABSsCIrOrqati6dSvMmtVwEgwKCoKJEyfC+vXrFV9XWloKHTt2hLq6OkhPT4fnn38eevfurbh8VVUVuwmUlJSY+CkIgvC10CqDWng0rTvMk9jFs9dTfZYsmx2VUBMUw+8sGB4DUOmZDkV4B12bAsAoY+gNMKdsv4eQQqMMFFj4/BInX5S3W4uvYEHmxxB0gvptEUQgEzAi69SpU1BbWwtJSRKnn6Qk2L9/v+xrunfvzqJc/fr1g+LiYpg3bx6MHDkS9u7dCx06dJB9zezZs+GZZ56x5DMQBOEfQmuZsxyS0/qwhscMsdgiodWwH9z7U7ezYGWVa59iuidhCnRtCnyjjIT18wDaeo5h5PgjNke539bQG/j6bVGfLYLwOU06s2PEiBFw4403woABA2DcuHHw9ddfQ0JCArzzzjuKr8FIGQoy4ZaVlWXrNhMEYUONllCfFRnReH1Un+Vp3x4Ww12PVe8siOB3QY1UTYOuTYFvlJE+/AFIqqlRrN1CghxBrskNhZqtR/N3w9ajp/i2i1pUEIRPCZhIVps2bSA4OBhycz3zmfFv3pqrFi1awMCBA+HQoUOKy4SFhbEbQRBNPKLlcMA/khLgPHfDY4/1IRTRclFVDEkRfKmCY8srWH0KYT50bQp8o4zg8TNh5tGf4QFnnmztltPphDqoU16BA6AaCuCqhZ/A0LaD4fyB5ZAUXwWJkYkNETMZ4UcQhG8ImEhWaGgoDBo0CJYvX17/GNZZ4d8YseIB0w13794Nbdu2tXBLCYLwZURrsiOKe1UYc3kk7RxqVKxBDA4mOegvqmcliGZxLtIjZLB2K2OrYpPjG6J7ca1mcPT3sMvxCLyy936YuWYm3LLsFpj81WT4dck92gKLrN8JwjYCJpKFoH379OnTYfDgwTB06FB49dVXoaysrN5tEFMD27dvz3LXkWeffRaGDx8OXbt2haKiInjxxReZhfttt93m409CEIRVEa0XMlbD2s6docxZw7Wqn50VMFfaqBjvOYVFkwX3QeYa9s+dnNH9IkpPIgjDtVv490fLbvGqZmvekOthkqrAcoswgiAsJ6BE1tVXXw35+fnw5JNPQk5ODqu1Wrp0ab0ZxrFjx5jjoEBhYSGzfMdl4+LiWCRs3bp10KsX32wRQRCBJ7SCJzwGz5YehQfzf+NOG8QUwyDBCINSBj16ZNVmrIbVWLvGQR7WbsV2BCiifoQEwVO7JQaFFvbbyivPVWz+jTVbsimFWLPldMCDuTth1sJboVV8C0gecit/GiEZZRCE6TicmARMKIIW7jExMcwEAxsbEwThZ6DQQrMKFEjCDO3K5+ChtO6wDCr41+N0wkuORJiUsdUzooWpic3NwEG0TzeEh8EMDkc05LbCYvh7UbFp+43Ov7RvmszvCYUOR2ohpvw9kLeKTf7I1Wxx9wR0kxiRBLNa9mAW8qoCi+q4CML0a1PA1GQRBEGo1miJBJYrbfAA6LKwcTjgudocqE0bQ26DImdB3fbtCDkLEoTnOYrTdp312/KyZksMRsVQtC1OvxY2d58AS44sgc05m6FWSIcmgUUQlhFQ6YIEQRCKgxhhsCCkDaaNhedzN8ODiW24Z38LgoNhW/YmGCI11WiuAf+qYjjZKp7fvh1QkJH5BUH4smZLLo3wHwVrwblsbf3DmJY4M4ojwsUcFJtZJJ8gTIIiWQRBNKkaIrE4mlReAdP19M8CgPfbpja2c0eRJtR/NTN4k5P6VlVBcKU7VbDjKIu3iiCaX78toWZLX8KgW2hJXpTrjnD9OvQG9RRCMrMhCMOQyCIIomlauyNpY+EhnY2K1zorYV5aH491sH8308FGJWcUcGBltesfzXhfEYSV/bZQaGH0Cc9luoWWDLiWZ06th8WHF/OnEJIFPEFwQyKLIIimJbQEMSXpnzXaweeQh1Grhc5i+Bkd9YR11Nd7NZNoFn5u7C2IojOCryYrTmx5LwhUgiBsqdkyhAOgyFkNs9bO4uu1RdEtgtAF1WQRBNG0wFQ1jL5I+l7dkr0R1nK65OHrH0tKgPPclvAMHHh0GgPNxgltwmOwef08qArmi0q1rq3zjCISBGFLzVbriNbw2NrHVK3fecBeW/eX5cDdAy6G1JQ+kJCzWdsCnuq2CEIRElkEQTSL/lnpaWMgrvYIFHKKBvTJe6f/RXAX/oGDC3FtVlMuBEdnQWxCnDZWl7NgUm2tp+09QRC29dnCNEJsRuyQWL/rgvnEA8wv3gmwZqe2QQY1NyYI79MF0Q9e740gCMJv6rPSxkJwxhp4PDhJnwlGyV6oFQSWsC7sH9Uc0gYzVsNJbC7MQXhdHaRXul0Fyb6dIOyt2VJJI8TmxbqQ1GCy6FbeKpjbbzKzgNes26KaLYLQF8mKjY1lsyP8v1EH/Pnnn9C5c2fa1QRB+E1Ea1LGapie1hsWOku4bN2roBYWxEbDnXEDmqWlO++n7InOghZvC0E0W9Qi5xrW74XbPoCH8lY3am7MDTtNOuCjM/uYfXxScCTMjB/CH9midEKiGcOdLvjll19CfLx2vxTsSD5lyhRvt4sgCMISofUQRmjSusMvUMG1iv/ExcIMd98tD8fBZkAuZySrXU0tQHgMAFq4EwThH2mE+Pymj+HloTfAnLL9zLbdW3Jrylhk64Z+k2FC9wmQXlerXLNF6YREM4dLZHXs2BHGjh0LrVu35lopRrBatGjh7bYRBEF4Dw4AJCYYL2ashmFpqVxtc88CwKNp3WGeILDEToNNsTYL91PmGuYsuDssjOslbVFkCT2yqB6LIHyfRqgQ4crd8h7MLdwCRXVVBiNbrgwAIbKVGJEIV4a2hdSDyyFh+K2QPuZBV1RbSXRRc2OiGcGVrJuRkcEtsJA9e/ZASkqKN9tFEARhWZNijEo9n5vPnfa3zFnusnQXOw021dos9/7aHB4GZ4P46jmGV1YCxHakHlkE4Q/W7yoRrosuehuebD3ctF5beeV5zCjj0cQ2cEvuL8o28GT/TjRDvOqTdfz4cairqzNvawiCIGwwwcD7SeUV0M8Rxj17+1RyW6h11rkGD8K60ImvKYGiEcVjxmpuZ8GwujoYjKYXRUdd+0XcL4sgCL+LcCn22jIS2pIoNUxJxHTCtwdcDLVjHqx/T3nR1QQnqQjCLAv3Xr16wY4dO8jggiCIwKrNQtLGwr3ZG2EGZ++sUmcNbNnwMgwT12Y1NUt3wb49LIbbWbC32PSCnAUJwvconY9UTDKO7foY3ixC23YvLOAFHA4W3fryq8ny9u9kkEHw8sEUgOIsgIE38DXsRhZeDFCQCVByHCC4BcDjedxvB/9KdF3HnsgHn0ey0OSCIAgiYAYewjnLLZSGDH8Aohz8c02vtU3xNL/Af2PNV1Ojqph7oJWE9VgEQfg3KimEU7L2wJ07FstHt7xAsH/ni2o91zTPpWaCE3qv9AV4ta/rHsWEFrhvX+3nfl0/l2gJJHL2ABQdcx0f+Fm0wH2C1+XiYwCYeVJTBfB0DL/AwuVrqwFe6QNmQM2ICYJoPnQc5Yo+4Ul4wmMsAvNsTjY8mNiGy9J9l7OK1WZNShpSvw5GU4lmuU0v9MzAeTVTRxCEb1MIFaJbK9fNhY9K9oEDI1tGi7fc9u8Y1fr404lwbWQ76HhwhbpBBpljyIPXmJ2LXOJBAP89JxVgpugxOcEhprLIJbRuXgIBQUQsm/RjuHtWVo+6Dz7e/zGsPLaSHWMTOkyA63peB6EfT/P8vMFhALVueysUWk8XQ3F5Mdyz6h7IKcuB5KhkeGP8GxATGdMgsAT09pezQmT94x//4LJ1JwiC8Ku0wU5jXH+vfA4mAcBkRyQs47F0dzjgsaQEOA/NM8QmGML6mpBJSCVnb8TkkJYAnXrXizOCIPwQuUkgpejWgZUwZNfPkG6i9XtR9Sl48+wpAJzQyv0FkuRSCaVphP4quPAaglE33vQ1bz8LS5k77qp7lVBbWQybXmwP3w29AY6fOQ7VddWQFJUEg/f+BNcU5EOoeGGhzQauKxAmBlfOBojr6PG5X97xBnyQ+ZHHYtvztsPL216Gm4uK4QHxE5JL2JQF3SErtGGP5JTnwOgvRkO7s2dhmVhg4X66b5cpH8HhpJw/VUpKSiAmJgaKi4shOjralJ1OEISPES7mSNpYqM1YDUPTUqGa8+V/je4Hd8X391gHM9fw94uWFh9e5LJvD4uBYUktoSpYO33nodMFMD2oNcDA600fENH5l/YNYbNYkAivWmlky2hTYylsJU54sc1YuOCiN+UjWr6KcOF+EUyNBDMfscmRkA0Rm+pyVUVQCFQUuyIv/a9paB3CnjvWYAwkV2aDGRb4uYT6I6dbIAj3+D98fayn4MCsin+0iVc+TzudcENxCTxSWNwgsIR1WHHNwv224xOA+E4A03/gew1+r9v/BxDTwTO6hvvi6DrXTnBv88txMfBBjHscLp0EdO/Xm4tL4AH8vJJo1pT2yZAltJaSeW14XR1sPnbCta+fLjLt2sQVyXrggQfgn//8J0RFRfEsDrNmzYKHH36YolwEQfgnkroqtHSfUbAD5sfHcr38/ZK9cMfOxa50F7ERRiDMDiqB2+6++Gx2VEJVMF8ee+vaOoAS94U/UD87QTRHpL9XI5EtHNxyRr09cIuHh0+tgcXvTYXp+Zth4LiZEKIksIS/rRZbgsOqEJnHe1EadT2CWEEBhRElANgWHgb5Z/MhYfMbkF5e2mAIJCwvTd2r3xcOV80UpsXJNHRn626TCvkV+ZDQJhXSTx1jguO/KDjU9r3DAR/FRMO2iEj49GS2p8DCbTHTV2F2CkDVGZcowjRGTFWcriG0PFL0JNuC0TbhsaKjUO0IVhZYwmNOJ3wYEw33FBY3RPBqq6A4bQRkOY8rvxazKIOC4K7E1vBmcQ2YCVckKzg4GHJyciAhIYFrpajqmorrIM2kEkQTRGRVLlxw8EI2LK0TVAFfW4q7C4vgzrgBno2OlWyTAyiKhc6C/44AeDeOT2S9n50LQ9DCHVMmb1ps6ibR+Zf2DeGHka2fH4b83YvgWLdz4YszByGvjiPVmoPw2hC4oLoFXFKUCQOH3Q8hKKSkKYRy0S3cZm+El/C5cR2S64JAbdoY2JK9CTaEh0NOSDAk1tRCbFAoFNdVw/bwUPgjLIwN1MWtLXpVVUFyTS04gkOhXVUFDKusZOdKD/EleR8ICfOoDVoaGQHPtomHM+JoFV6iHDrErdMJY6sdMP/kMc/3Q9EljSAZAaNOWRsat+9IGwu1N3wLm3I2wfeHvofymnJIT0yHa3pcA6HPuV38BHBbMAIopPRj/ZkoavdBdEt4uTVfeVKXqmroWV0NF5eWwbDKKpienAA7IyK0X+h0wqYiB0Tct9u0axOXyAoKCmIrwzAxD/imBw8eJJFFEERgCC1kwmPwZsFOeKuELxcbEw82ZxxjUbD6i3IgpwyKUihntYmHxa1aar4EUyw2HD3uGjSQyLIVEqCE5ag5AYpE14Lvb4T5aP9uJKKlQFQtwKVVkfBI7n4I6jQWHGljGnoU4nlWKoYEESYVXWpCTEgLFNL/JL0UhXtMy3uyTTyUcaRPa4Hi65aiErijuKTh2qHAvYmtYVVkpDn71emEGx3R8HDGXtffQlQL7ysKXcIOBV67AXypfuhUeCbH5cQnRJyEfexmcWQEPJaYAHXSzXc6G6f1MRwAwaEALZM8DT4AYFRKOygJMWAjIfTyFQlgNf6v5Tnw2LSv7E0X/OCDD0AvSUnm2YASBEGYDl5sMXrD/u26QGMK4PtpqSAqgVXkLAA8mtYd5klnPQM1ZVBkesFryz6qqsZzVpYgiKbrSCiXTrjmJWb/3nXoDTC7dB/kVejoSaRCWTDAJ5Hl8E1qClxRsgvab90GIcl9oWv2RkgvzIRgTNPDOiPx+Rcj8Vgnhc/hY0J0XngMBQX+jXVP+G8UL0IaoLAud1pfbWwqbMveCB+0S4U1oQZTImWoCgqCt+Jj4Z3YaDi3dC9cHR7WOLoFAPcktobfzBJYiMMB/3WWQH90xy2vbIgS4b071Y458eE++GciwNiHGr53TP07iT3UAKCmssGxT4pIzF7YPhmOYw2UwuYLqX+eQsu9DaWeRivz4mKgxKjA5RRXAkdbtQYz4RJZ06dPN/VNCYIg/AIsOMaLMbLyOTaz+HzuZm5L92XOcpiUNggmiS/0gdo/UNSIOI/zgta/vLShoJogiKaFdLJIRXQJ9u9mR7Uqgh3wsVCLA2gskQStamthfEgbGFlRDq2j48GRvRFOBQdDYXRLiDt7CpLCwyAda22FlbjrppigQAtzPF8JjwkRHXwsPAZqi47CO20S4L9RdVAWJwQLzIvQCdQFBcGvLaPYLaiuDvpVVUGYEyCyzgnFwQ7YFh5uamSQ4XDAo23i4bxjJzxFHV6zxFGo2iqoWPkczM1bDxvLD0PF2WpoHxcG55WXw3VVVZ6OhY0+WC2M69AOCrCZvUNh+92iDoXW7YXFsA9r2YKDIaG2FtIlghPjZAu1as9MpGO028jEJMhdUANKySCIJo4wUBBFo65L6wq7OL0G42trYUVwZwjOcM+IBmraoOAsCABDO3aAao4ZwNsKi+HvRcWWfWY6/9K+IQIvlfBXE63fjdKytpbV5KTU1EBMbR0UBgdBcVAwS2zDWqq4qjKPx6LramFXWBhLz6sJsmdA7ysGVFTCRzkNEUe80n0c3RJWREZBcZADskOCXfVlcsLG6YTzy8rgxfwC2SyG89snQw6LYPHXi4mXTaipgUdOF8KJkGBY3DIKToaEQLkJaZq8bLpmE0SERtibLkgQBNFkEaXJMdLGwr3ZG2FGW76U54LgYNiWvQmGuF8bkGmDYmfB8DAugYUEiV2zmkqvMIIgtOGIagkGGZldJ8A7Z/ZCnZPPVMgMSoODYVF9BEwODiOEJsqO8DBmqHFBeUWDLTqvKHI44JeWLWFQVBTMyzsFE8sbTE/GdmgLhVg3pSfq5PBcFiNaD3NmkpiK0wnjy8u5BJYezGlpbCPz58+HTp06QXh4OAwbNgw2bdqkuvwXX3wBPXr0YMv37dsXliwJkC7XBEHYAwohIcXPLZKGDH8Aohz8c1DLIyMaF01j+kWgIPR0ie0ImzFNhZOhle7cfqGXDEEQzee8qVGrNWTDezBl6P1w1+WfwIttRgVuKnVTw+GAWQmtWa1TvS26TvBsf39iG/gVr30AcFXbJP0CSw67xZXIxOn1vNMAT/O56jZJkfXZZ5+xnl1PPfUUbNu2Dfr37w+TJ0+GvDz5Qst169bBNddcA7feeits374dLrvsMnbbs2eP7dtOEEQA1Ga5XaqCHUHwbE4296Dgs5ho1tDYQ2gFkugQonlFR7kbjaJL1mC0bkdwPwVK1I4gCHsNMn6bC5M2fQyvJI6HpEgyRfMHaoKCXLVOiKE+Z67XPI1OtJERsC8s1FSTDrsZXlHZ8IeJQotbZB05cgQ43N4t5eWXX4YZM2bAzTffDL169YK3334bIiMj4f3335dd/t///jdccMEFrDFyz549WUPl9PR0eOONN2zfdoIg/BgUCKymqKEXy6TyChjj4EsdqHE7DXpEstBiGNPwAsX0Arc5LAZacYrDSWVlEIymFwRBNG/EUS2p6BKnEU55A5YlTGS99W5o1QPiwuJ8udVNC6cT+lVUQAvBspxXzHgjaBwOKA4OhscTWvssAmUWg1u2b2xRb6fI6tatG+Tn59f/ffXVV0Nurn1FjdXV1bB161aYOHGiR/8u/Hv9+vWyr8HHxcsjGPlSWh6pqqpiBW3iG0EQzQAhEuPuFYVi6ebshmaIPE6DP6cN8hRaKF4Ciapi2Bmp3R8LSaipczly4WfFSCBh7VdD1yYi0ESXTEQreNVsGDLiIXjkii9gZfKUesGlJz2b8ASF1Yt5p+DjnHx4Pv+07WmZtTpt0v0OpxOuydjV4DSM/cJMqh/k3jPSKBbWNpWVlYFdnDp1Cmpraxv138K/c3JyZF+Dj+tZHpk9ezZzDBFuKSkpJn0CgiD8HpH5Bf47ve1QiOKdGXQ44LnaHKjFppnCenB2L1CiWe48+9/D+AY7eWjRiwRa/VmAQtcmIuBQiGg1Elyth8DvR47A3TH9ICZI1SDcP3A6oW9lJTxwugBuLSyGqWdKYcqZUrilsNjjsQvPlMLAigpm0W7W+2Jz3R6VVdCjopa9xzvZubD56HFmYoHgfT8hjZvQxumE64pLXLb0wgTpqPsB7jenrIimDiTMmjWL1X0JYCSLhBZBNBMwIoPCyH2yDc5YDTem9YG3oMS406C/u+6JnAW3hYe5rHs5SMaGxUKPGfyc4nQhwnTo2kQEHOI6TSXBJfQonPAY3DnuEZixag5s2/AyrGzbFRbXFkGhjfbdPMTV1sLjpwpYOrkirHdggcfkFTYffj8mmjUjNoQ70PFK/mkYEj0AYnLWQ2XLFAgXvY/Af3PyIL1jB9aLi1DB6YT4mhqYKW6IXJgJMP0HMAtukeVwONhN+phdtGnTBoKDgxulKOLfycnJsq/Bx/Usj4SFhbEbQRDNdFAgRJ7cQuuOjNXwfloqVOlwGhzSdljgGGCInAVzzzakhGsxHJ0FK93OgljPRlgKXZuIJie4ELnoVtpYGJKxGh4cPwu2VeZB7u5FsDGmDawMqWU1QHYT7gSYVlIC55VXQLozHIKrKgBiU10NjcNiWJo1u0dwWCw0Z3c3asctvquoBO6odMAWqIR/x8bA7vAwXXVMkZgpkZvvskwvX8/Ou+Hu8zacyWENhMERDOCshWBHMNxRVAJvxceC3+D07Iflc5xOcNTVwW/Hsz0frygy9W1C9KQL3nTTTfUCpLKyEu68806IioryWO7rr78GKwgNDYVBgwbB8uXLmUMgUldXx/6+5557ZF8zYsQI9vx9991X/9gvv/zCHicIguARWsFpY+H53M3wIGfvjs9jouFh9+sComeWqE/Y6Wi+eqzw2loYHJ4EUHmMnAUJgjBY/zq7cXRL7PIKwGzg8bGLMlZDLYquo79Cbt5eKGzZBuJKT0FCcDg4q8tgVWQEfN8yCs6YJMJwpDu2tAyuOlPKWnqg46yrXreqcbsOcTN2/ExYiytkRAjEdoTgoqMwDAA+ycljDYAXRbeEra3iobymAqocAHvCwpjrn8d21NXBLSjQiks8ryni90V2LnJlFbizC3D59+Jj2fv4A4/ln4bn0CADMVNsoXjDmzRqJzwuZ+7hdEJMTQ2slQosJDzWNyLrxhtv9IhcXX/99WA3mMY3ffp0GDx4MAwdOhReffVVVheGboPCNrZv357lriN///vfYdy4cfDSSy/B1KlT4dNPP4UtW7bAf/7zH9u3nSCIAEKI7rgvapMAmNPgGhDZvCpwFlND0vrAXeKLsD/3h8EBQeYaNjNbAKK0CRVGVlRCcNFpimIRBGFudAvvhRRrOdGVsbnhMSFdObYjDC84Cg8XFLGU59zgYCgMDoKY2joodt/j38VBwaxFRWxQKMRVlXk8Fh0UCmfqqsERHgNDinJhSGWVS9TkrwZY5RaDeMNtEgsc3Fa27bMaC0jhvI8RL9xOEVgDND2oNUw/0fA41vNucVbAptJjADVVMKSy0rUdwgLia4q0dQaew9l7udaH2z5bmBw0KGyC6+ogrfosHMKom5d0qauDCeXlsDIy0tSo1kWlpfCvU4WwNjwM5raOgzNBQZB69izMz8kHjC1iUufz8bGwtGUU1DockHL2LHxwMhfilVY44FowE4fT177sOkH79RdffJGZVwwYMABee+011pQYGT9+PGtU/OGHH3o0I3788cchMzOTOSTOnTsXpkyZwv1+WJOFBhjFxcUQHW2saRtBEAEGXiDRgl1khLE5eyPc0pavxwuaZfwelAbBGe4Ln3im09/48KL6C/T05ATYFqFtW49F3i+cctcCiPvjmAydf2nfEM34HIyTXShg8B7PMeLHhPOzNKokCC9E7jF3Cl89QrqfeHmxkBH/W0hxxL+xfpf3fP7BFIDiLNd2IIVHXSJD2CZMPRx4g+d5dOHFAAWZAHHu1+Tsathu3CYcuku3QTiXi7b5ZaHhsE5Rc8mZUnjWfY4f3LFDowib3ka/G44eZ2Lxb4mtXUJLvD1GRJdbumzNzHKZVsjxdDHAs/GilH0HwLhHAX5/peE9a0SFAGHRALOyTL02cYssdPbbu3cvEyoRkotweXk5HDp0CPr06cNs1ZsSdJEniGaK5IKFs4yj6jKgjPMch9bEOAspnon1S3MI9+fEy9Cwjh24CrPR1WqOILJwJvemxZZsGp1/ad8QBJcIE99jdF6ohxU/hoNq/LcgeMTLCMJJvC7xY3qFlRZCWiFuA+91AVMq1bZDOjnoZmlkBDzMme6OhNXWwsZjJ1wRtPAYWBpUrev1Us4rLYNX0VreDUaXXo6PhaMtQiHIWQcbw8OgRk+ap1u23FxcAg8UlzaIqOBQgNpq1/f1ZIHnfvttjqtm7Yn8xv2wUOxiOuhThdybYLrIwugQRpE2btzIDCjE1NTUwPDhw1ntky/SCK2ELvIE0UwRX7DcQulNHU6DaAs7M6Zf45x9f8NdC7E5PIw7UndbYTH8HWJdFycSWT6Brk0EQahlJohZEhkBj2qlDrrlwEt5pxq5J96d2BpWSyNQnLybnQvDBFt5tzlHvZh1uy+ui4iAV2KjIbOFq4opobYWzjockB8SIltTxQSW4AooRCctvBYZPf9yh53ee+89eOihhxoJLCQkJAQeeeQRqnUiCKLpgIIIhZEoheSOjD3QgrPlyeetoqFWnHqCgs3femYJ25M2ltUx8DK8LtglsKgRMUEQhP+AUS4hLVHElPIKmKBmO+8GxYucPf38vNPQoaZGd31xaF0dDK5x/4HXi+h2HgJLqB8bE5YIX2fnwrZjJ9ht2YkcWNGiG6z/vw0wrqwC2pw9C+2rq+Hvpwtga3axK4IlgAILhRZ+dj+DW2QdOHCARauUGDJkCOzbt8+s7SIIgvA7oYUXg6vO8EWyzga5DDDAn4UWpqtgIbfTCadbumc5eZwFSwr8OzpHEATRHMHzcf9rGgutkDB4Le8UTC+Wv36hiyFGsOqjQ1JCwuCn49nQo6qKX2g5nfDP/NMQjHVPwjUw/UaAFlENUS18HPtSxXTwbGrvfrxleEt4465DsPJUOSw9kQO3namA0OS+rnRA8fJnK/zyWsTtLogufhgeU+LMmTOsNosgCKIpOw2eFx4GH2MhMQf/rSuCO9LGsKbGfu00mLkGCmJjACLdvV60nAXxH4HQaJkgCKK5IYgNwdZdZPbxUGx/+Nt1X8GiA4tgW+42iGwRCRd3vhiGtR0GwXPT3BVTEkLC6g0ivsjO40sddDqhd3UNi6AxxH0j5cwlbl4CMDsFoLoMoNOoxg2BZx5r/BoUWnNSAapKAToMAX+EW2Sh4cW6deugX79+ss+vXbuWLUMQBNGkEPWRQtLbDoUoTgMMXGZb9ibWXLO+GBkvTH7YNysnhC9dMFwsEvEz+aOZB0EQRHNGKrRE0SFmH997Ors1EjKCEQQSHAbgrPF04HOnDt6bCLBKSWihwKqqgk+z8zzdHMWW83JwOvs12mY/hjtd8Nprr2VW6Lt27Wr03M6dO+HJJ59kyxAEQTQp8KIgCIu0scyW/cYg/oaFH7Tt2NgOWJzmEGAiy8Q2kgRBEISV1y5Mw0OLeHS3lUaH5Lhvl+s6FZMKMPp+gFbtXGl9El7POw0vni6Gli08G9iHB4fDC/mnXQJLXC/VTOGOZN1///3w008/waBBg2DixInQo0cP9vj+/fvh119/hVGjRrFlCIIgmhxYUIszdvUGGKvh3bRU1nhYizXOCvg5MgImJQ3xTJnwB3Bb3Pbtu8P4Gk62ran17DtDEARB+CeYhqcXsRhDoYaZFxvf8uwvFhIGFzyYBefX1cK2vG2QX54PCZEJkJ6YDsE4iYhpfJXFfm9M4TeRrBYtWsDPP/8Mzz33HGRnZzMnwXfeeYf9Gx/D53AZgiCIZmGAoVBA3AiHAx5LSvA/p0GRsyDat5/l7P9FzoIEQRDN7PqX1MeVPoigYHrcFalCQTUkeQhM6TyF3TOBJaTxxbrNNzASho1+/SxF3q8iWQiKKLRqx5sce/bsYQ2JCYIgmhxeGGBUgstp8C5/MsBAZ0Hsp9JpDGyM5euPhQ5U5CxIEATRDCNiQgNo3jrc+3a5+jBi5kYzFFi6IllqroIY1Ro6dCj079/fnK0iCIIIAAOMuFr+tD90GqxNG9PYAMPXZK6BkzWiniMqYDFzvbOgH9aVEQRBEBaBQkmv0dG4R5qtwPJKZK1evRpuvPFGaNu2LcybNw/OPfdc2LBhg7lbRxAE4ccGGI8HJ3FHpASnQeH1TKhgNMkP4I2pJWE9loAgFgmCIAiC8C5dMCcnBz788EN47733WM+sq666CqqqquDbb7+FXr166VkVQRBEwBtgTMpYDZPTusMyud4iMiyPjIAhbYd5ug36Aoygiax3czmdBb1OfSAIgiCIZgL3NfPiiy+G7t27Mwv3V199FU6ePAmvv/66tVtHEAThxwYYeP9CxgHgtfz5PCbaZYDB1vWY694XKYMYQXNvvy5nQZyXE7abIAiCIAjvRRbat996663wzDPPwNSpUyE4mPLxCYJohkgMMPQ4DaLl+zux0SKB9ZxvUgaFCFrGatjcKp7fWbDUbcmL298M7XgJgiAIwnSRtXbtWmZygX2yhg0bBm+88QacOnWK+40IgiCanAGG4DRYzpcuiLwf1xpqnXUugeXrzwAAG4Nr+Z0FK6satrsZFzMTBEEQhGkia/jw4bBgwQLWF+uOO+6ATz/9FNq1awd1dXXwyy+/MAFGEATR7FIG3U6DUXV1XC+vglrYsuHlhgd84TIopAuGxcC28FB9zoIImV4QBEEQhLl1zFFRUXDLLbewyNbu3bvhwQcfhDlz5kBiYiJccskleldHEATRJJwGbwyK5X75Z61a+oXLYG1VMezirccSOwsSBEEQBGGdWRQaYcydOxeOHz8OixYt8mZVBEEQgQXWJInSBu/I2AMhfMEsWB0Z4bueWSJnwc3hYVDDWY9FIosgCIIg+DHFkRdNMC677DL4/vvvzVgdQRBEwKUNogHGjKIirpdWBQXBFl/1zBI5C24OD+d+2fC6YHIWJAiCIAhOqO0JQRCESU6DdxSXQDBnNGsRpgyK6rpsr83KWA3OkDB+04uSAtcf5CxIEARBEJqQyCIIgjDDaRCj+mljYUAVn9Pgqqiohp5ZwjpQtNlIq+pyruUmlZW5TC/IWZAgCIIguCCRRRAEYZIBBgqlgZXVXC+tdbh7Zont4FG02chOTtOLhBpReI6cBQmCIAhCExJZBEEQZhlgAMCwHtO4X7ogJtYVzRJef2yd9SmD7v5YtW4DDh7yQqj5PEEQBEHogUQWQRCEWdGsCY/BkPAkVsPEQ00QwDtpfTzquiw1wBAE3ITHmLPgWU5nwWS0b3eLM4IgCIIgtCGRRRAEYUY0Cw0hsC5r1Wy4paiE+6X/rSuyz84dBRzWVWWugY16nAUrKxuEIH5WgiAIgiCahsgqKCiA6667DqKjoyE2NhZuvfVWKC0tVX3N+PHjweFweNzuvPNO27aZIIhmFM0SGUOgy2AI50vLgoJgm9127hmr4SRnCmALdBYEtyDDiJ3wWQmCIAiCCHyRhQJr79698Msvv8DixYth9erVcPvtt2u+bsaMGZCdnV1/w+bJBEEQpiMyhGA9swr4emYhy7E2SmznbgPuBEdN+lRVQXBlMUWxCIIgCKKpiax9+/bB0qVL4d1334Vhw4bB6NGj4fXXX4dPP/0UTp48qfrayMhISE5Orr9hJIwgCMIyRD2zWnD2zPo8JrrBzt2qlEFcH67XTS5nJKsd1mMhPrCYJwiCIIhAJSBE1vr161mK4ODBg+sfmzhxIgQFBcHGjRtVX/vxxx9DmzZtoE+fPjBr1iwoL1fvC1NVVQUlJSUeN4IgCL0ugxjNuuoM3/njLLjt3K1MGcT1ueuqUDbt5rRvbysWimTf7jPo2kQQBBFYBITIysnJgcTERI/HQkJCID4+nj2nxLXXXgv/+9//YOXKlUxgffTRR3D99dervtfs2bMhJiam/paSkmLa5yAIonn1zDqvnK8xMfI+RrPsMMDIWA2bI1tyOwsOLy/7//bOA06K8vzjv909rnINuIZwcFYsFA8PsND0FIMaTTSxRUGNJn9LIqAUNbYEKSpqjCWaiNiNGo0aggrSVKSdFBu2O+o14BpXud35f553dvZ293bvZvd2r/6+ybrs7JR3Zvbmnd88z/t76CzYCWDfRAghXYsOFVmzZ89uZkzh/fr222+DXr+M2Zo0aRKGDh2qxnS98MILePvtt/Hjjz/6XUbEWEVFheu1e/fuoLdPCOnZ0azsjFGIM2nnXm+1YlM7GWCsjzSX9idW9KfU1dNZsBPAvokQQroWZg2wwsKMGTMwderUFuc58sgj1ViqkpISj+mNjY3KcVC+M4uM5xJ++OEHHHXUUT7niYqKUi9CCAkqmvX8+fq/s8bBlr8GV2edhKdgLm3w1fjeGJ0xunk0q62Ofl7jsfKiI00tdqKYXhgf6CzYobBvIoSQrkWHiqyUlBT1ao1TTz0V5eXl2Lx5M0aOHKmmffzxx3A4HC7hZIYtW7ao94yMjDa0mhBCWolmiaBxjn/6Xf4a/D0rE2biWavi4pQBhs09mmWkILYFiYgVrNXHY+WvwTaz47EM0wtCCCGEdL8xWccffzzOPfdcZce+YcMGfPrpp7j55ptx2WWXoX///mqevXv3YsiQIep7QVIC//znPythVlBQgHfffRdXX301xo0bh2HDhnXwHhFCui0Sdco8zSWSxADjzEPVpha1W5wGGOGyc5fxWPF90GhyPFZGRO/Qt4EQQgjpAXQJkWW4BIqIOuusszB58mRl4/7MM8+4vj98+DB27Njhcg+MjIzE8uXLcc4556jlJDXx4osvxnvvvdeBe0EI6RGI1bkzkiXvl1a1XDjdnWeTk8Jq577eZj46NaZRROOdIds2IYQQ0lPo0HTBQBAnwVdeecXv94MHD4bmllYjroCrV69up9YRQogbDrtHNConYxSiHPnK3KI1RNdINOvG8srQpAyKQCvfFfB4rF5ierF/j/5BhJbsEyGEEEK6VySLEEK6qp27LX8trhXRFKydu4ikxZODH49VvlP9U2SS2fFYQw3Ti5Vz9QltNd8ghBBCehAUWYQQ0g527r+rqDSdOuBh5540SBdJFW0vJ7ExOsr0eKzsuoamDyxCTAghhAQERRYhhIQ7mgUoA4zrD5abXlzs3F0CS0ge3OaxWeujo03PO8ZhrpYWIYQQQppDkUUIIeHGGdGSaJbZi+5KsXM3BFawxYmDrI+lxmNVHtS3SwghhJCAocgihJB2ShkMxM7dYQFmpfT1tHMP1GlQRJnT5VDGY201OR7rJGM8luGQKPtBCCGEENNQZBFCSDsZYARq5/5B7zg0GAIrmGhW2U6P+lh2k+Ox+rsXIZb20/SCEEIICQiKLEIIacdolm7n7jC9+H39kj2jWeI0aCaa5ZUqGEh9rIyuU92DEEII6ZRQZBFCSCe2c38/Pt6zOLGM0zITzTKs28U8I4DxWMKYQxUcj0UIIYS0AYosQgjpADt3s959Dmdx4oAxUgXLd8IenWi6PpYyvair53gsQgghpA1QZBFCSCe3c39WihO7T2itOLFXquBG1JmujzWuprZJAHI8FiGEEBIUFFmEENKeOCNav5doVpPuahERSK5olqs48R7/Y7O8UgVfk5pbJrk8AGMOQgghhPiGIosQQjrCzj1pEG4oMx/Nek6iWUmZTeJJ3re80nqqYFImVsXGmNpGhJEqSAghhJA2QZFFCCHtgXvKoFMkBVKcuN5qxaa64iaB5a9ulneqYF2xaev2IfUNpseKEUIIIcQ/FFmEENKe0Sw3kRRIcWLh/pS0JoHlL5oln4NMFTy3pqbpgyzPIsSEEEJIUFBkEUJIFylOvMumYZmk/rlHs+ormkwwJIoln4NIFZR2Xd53RNNnSU1kEWJCCCEkKCiyCCGkPRlxRbPixJFmixNbLJidkgK7IbCiE4G6CqD4S11gSRRLPgeRKjiw4TAi8z9hfSxCCCEkBFBkEUJIBxcnvi6A4sR2K/C0OA0aAkuQdxFYRhTLSSCpgpceckbURPyJCGSqICGEEBI0FFmEENIJihNLEWCzPJ2YCLtbxEpRsdsjiiV1tVYEkipo7ePxmamChBBCSPBQZBFCSEcXJwbwQOkBj2ktYrVgSnqq10TPZZ9OTAACSRWUAsdOswzXeC9CCCGEBAVFFiGEdALOranFUY1N1uutsTU6SjfB8IFEsVzFiwNJFTRcCRMHml6WEEIIIc2hyCKEkI60czdIGoR/7dnlHZDyj8WCWf36KEHljUSxNJNRrGapguIqeM1Sk40ghBBCiC8osgghpKNSBkXQCE5L9sikQcipqzW9CofN1ixtMNAoVlZDA1MFCSGEkBBDkUUIIZ2hOLHz/emiUvPRLGfa4ILkxOCiWADmHCzX/8FUQUIIISRkUGQRQkhHRrMSB3gUF5Zo1tnV5gsUS9rgS4kJmJ+ciAYRWW6CqzVsDgdGRac1TWCqICGEEBISKLIIIaQjcR//5BRbD5YehMWs06BgseDlxASMHDxQ/dss11dUwkZXQUIIIaTniqy5c+fitNNOQ2xsLJKSkkwto2ka7r77bmRkZCAmJga5ubn4/vvvw95WQggJCK9oli06Eb8v86qD1RoirgIQWFaHA783iiAzVZAQQgjpmSKroaEBv/rVr/B///d/ppdZuHAh/vrXv+Lpp5/G+vXrERcXh0mTJqGuri6sbSWEkKCjWdGJqqhwoAWKA+UGiWJ5TNHoKkgIIYT0NJF13333Ydq0aRg6dKjpKNajjz6Ku+66CxdeeCGGDRuGF154Afv27cM777wT9vYSQkjA0SynwBJEAM0PpEBxAHhEsQxCvxlCCCGkx9JlRFag5Ofno6ioSKUIGiQmJmL06NFYt26d3+Xq6+tRWVnp8SKEkHaJZkV5mlacU1OLqyoqQyu0NA3zSg94RrFE3I24InTbICGHfRMhhHQtuq3IEoElpKW5OWc5Pxvf+WLevHlKjBmvgQMHhr2thBCiEKHjXqAYwMyyCoyrqQmN0NI0nFBfj8k1XrW4RNyJ0yHptLBvIoSQrkWHiqzZs2fDYrG0+Pr222/btU1z5sxBRUWF67V79+523T4hpAfjXqDYjSdKDuD4+vq2CS1NQ3KjHa8XlnhOZxSrS8C+iRBCuhYRHbnxGTNmYOrUqS3Oc+SRRwa17vT0dPVeXFys3AUN5POIESP8LhcVFaVehBDSYQWKC7cB9Z7ugv8qLMGvM1LxjVyfAnARVGgaYuwOrNmzD7DaAIe96TtGsboE7JsIIaRr0aEiKyUlRb3CQVZWlhJaK1ascIkqGV8lLoOBOBQSQki7YqTtrX/KZYLhLrRuTu2L1bGx5oWWpiGpsRFr9xTqy4jAMoSWLYpjsQghhJCePCZr165d2LJli3q32+3q3/I6dOiQa54hQ4bg7bffVv+WVMNbb70Vf/nLX/Duu+9i+/btuPrqq9G/f39cdNFFHbgnhBBiQmilnQRENI+q/63kAB4s2Q+r3S0a5Q9Nw+UVlbrAcn72EFq9UzkWixBCCOlukaxAkKLCS5YscX0++eST1fvKlSsxYcIE9e8dO3aocVQGM2fORHV1NW644QaUl5fjjDPOwLJlyxAdHd0Be0AIIQG6DS6eDOzdBDTWe3x1bk0tzt61F59FR+HR5CTs7BWBBlsErLAiwt6AvnY7flV1CFdXHkKk93oNoRXfH5j2JU8JIYQQEgYsmhSUIn4R0ZaUlKQMMBISEnikCCHty0sXA3u/ABwNvr+32IDZOz2nPXkqUOHPtMcCRPYGZnyDzo6keIvDqzwkE7dX0gT7JkII6dx9E0VWK+zZs4c27oQQ0oHIQ64BAwbwHLjBvokQQjp330SR1QoOhwP79u1DfHy8Gucl5OTkYOPGjc3m9Te9sxKu9rZlvYEua3Z+M/O1NA/PeWjOQyiW5TkP7/Ftj/WaXVYSLaqqqtRYWqu1ywwhbhe6a9/UGX+vHXmdCvZ7nvPuec6D/a6zkdPF/87N9k1dZkxWRyEHz1ul2mw2n6mD/qZ3VsLV3rasN9Blzc5vZr6W5uE5D815CMWyPOfhPb7tsd5AlmWaYM/qmzrj77Ujr1PBfs9z3j3PebDfdTZs3eDv3EzfxEeDQXDTTTcFNL2zEq72tmW9gS5rdn4z87U0D895aM5DKJblOQ/v8W2P9Xa1a2VXoTtcpzrj77Ujr1PBfs9z3j3PebDfdTZu6iZ/563BdEFCCCGEEEIICSGMZBFCCCGEEEJICKHIIoQQQgghhJAQQpFFCCGEEEIIISGEIosQQgghhBBCQghFFiGEEEIIIYSEEIosQgghhBBCCAkhFFmEEEIIIYQQEkIosgghhBBCCCEkhFBkEUIIIYQQQkgIocgihBBCCCGEkBBCkUUIIYQQQgghIYQiixBCCCGEEEJCCEUWIYQQQgghhIQQiixCCCGEEEIICSEUWYQQQgghhBASQiiyCCGEEEIIISSEUGQRQgghhBBCSAihyCKEEEIIIYSQEEKRRQghhBBCCCEhhCKLEEIIIYQQQkIIRRYhhBBCCCGEhBCKLEIIIYQQQggJIRRZhBBCCCGEEBJCKLIIIYQQQgghJIRQZBFCCCGEEEJICKHIIoQQQgghhJAQEhHKlXVHHA4H9u3bh/j4eFgslo5uDiGE9Bg0TUNVVRX69+8Pq5XPBN1h30QIIZ27b6LIagURWAMHDgz1+SGEEGKS3bt3Y8CAATxebrBvIoSQzt03UWS1gkSwjAOZkJAQ2rNDCCHEL5WVleohl3EdJuybCCHEFC9dDFhtwBX/gmle+TXgsAO/eSskfRNFVisYKYIisCiyCCGk/WGqtv9jwr6JEEJ80FAElO8C3r4SmPKemmR32JFXkofSmlKkxKYgOzUbNhFiwpILgKJ1QFKmXFgRir6JIosQQgghhBDSuVg5T49GjZ9pfpnVC/Vo1MlXASvnAvlrlIBaPuGPmL9hPopril2zpsWmYfao2chd9Zg+nyDLhQiKLEIIIYQQQkjnYuenQMFa/eWMRrUqsERYJQ0CEgcAWeOUeFpevBHTVk1rNrsILpn+SHEpcmWCzC8CLURQZBFCCCGEEEI6F1njdIHljEaJ0GpobMDr372O3ZW7MTBhIC499lJERkQ2CSyhfKfr3Z41FvfafxJLQMnva74NTcN9/fpgou1I2GQ7Ml+IoMgipA3Y7XYcPnyYx5CQIOjVqxdsNmc+PAmLzXtDQwOPLCFBwmtUBzN+pi6wnEJr0ZLTscRyCA7N4ZrlwY0P4ur4Ibht2wee4kzEUvlObCzcgIqMNP/bsFhQbrOp+cYYy4YIiixCgqyRUFRUhPLych4/QtpAUlIS0tPTaW4RYkRc5efnK6FFCAkeXqM6eEyWRY8+LUpOxGKtQlSRxywaNCyp/Bq7UvviryUH9FRBEWYT7wQKt2J9tLkat+ujozHm1NuAL14C8l4Apn3Z5uZTZBESBIbASk1NRWxsLG8QCQniQUVNTQ1KSkrU54yMDB7DEB7bwsJCFSUUm2EWciYkuL8jXqM6GKtNCaaGrDOwRHOmAPphZWwslqXE4dzSnXo0SqJgX7yEoogqU5sqOmK4LrAk1VCEWgigyCIkiBRBQ2D17duXx4+QIImJiVHvIrTk74mpg6GhsbFR3Rz2799fPQQihPAa1SUZr7sKvr75MTj69vE/nzPa9acYO87OGgubYZJx6zakPT3U1KbSDhTolu8isG7dFoLGA9aQrIWQHoQxBos3L4S0HePviGMbQ/sgSIiMjAzhWgnpmXSqa9TiyboBRCDI/LJcV2X8TOwefKqpWetsNmw6508e0xJPn25q2cSagyEVWAJFFiFBwgKphLQd/h2FDx5bQrrZ35EzfQ5/TnWJLSmwu7FoI5b+tFS9y2cXMo/MX7EHeHRY1xRbK+dhYERv07NvKNygOw3Kvq5eiKrD5tIFlyf0AU7+jT4OLEQwXZAQQgghhJDOjNz8Dx4LlO3Uxw1J/aclZ2JejAUltfrYViE1JhVzRs9pKrAbndhkaZ4cmrFG7YrVhkvy3sbCrExz8+/8DNi6VB+XtXIuLOmZgJ6Z3iLbIoCGlXMRKYYZIYKRLEIIIYQQQjozEsWSOlASbUkahOWxMZimlXgILEE+S4HdZcUb9Ql14sjntCY3U9C3szF+Jr4cc53p2XN2rNCdBWVfkwZhVHmxuQUtwKtpma5xYKGAIouQHsKECRNw6623ojPw6quvKpODm266yef3lZWVuPPOOzFkyBBER0cri+/c3Fz8+9//Vo5Pxv5IGof3Swb9E0K6HrxGEdICcvMv4mHlXNhHXIF7U1JaPFy3p/bDQ8mJXVtgrZynUv5K7bWmZo90OJCTMQqQlElJlSzfiVPq6mE1Wcoiz1ET+Ji3FqDIIoS4EAHTHiLln//8J2bOnKnEVl1dncd34tx42mmn4YUXXsCcOXOQl5eHNWvW4NJLL1XLVFQ4n8oBuP7665VVtfsrIoJZ0IR0V3iNIj0ap9Da9PkiVMgdfEvjxSwWLElMwKKsk5oEloxVCuGYo/aK3qVsf8vU7MrqJ3+tvtzBAn2iuA2a3FysFDk2lgsBFFmE9ACmTp2K1atX47HHHnNFfAoKCrBq1Sr17//9738YOXIkoqKi8Mknn6j5L7roIo91SBRMnjQbSJHTefPmISsrS1lxDx8+HG+++WarbZECqZ999hlmz56NY489VkWn3LnjjjtU29avX48pU6bghBNOUPOJoNqyZQt69+7t4fokUS73FyGk68FrFCEmGT8Trx+ZY25eEVqWQ2hobHAKrLm6AOliZNfVI9npmtoSh6xW5EVHAQVrgRFXqAheXuEGHLaakzsXxB+pLxci+MiXkBA8Wa093PoffziI6WUz5Xwk4uq7777DSSedhPvvv19NS0lJUWJGEMHz0EMP4cgjj0RycrKpbYvAeumll/D000/jmGOOUdGm3/zmN2q948eP97vc4sWLcd555yExMVHNL1GtK664wiXcXnvtNVx55ZWqxo837gKLEGIOXqN4jSLdAIlAWW2wj52Bzw4fML2YQ3Pg9aU34Kq8t/V0wxCOOQo7+WvUm8jC8w9V48XEhFYXKbU5HRidy5fGxZpONRy9cxMweBJCBUUWIW1EBNYJd3/QIcfx6/snITay9T9jETRSM8eI/Hgjwuvss882vd36+no88MADWL58OU49Va9fIQJNomB///vf/YosEVHPP/88Hn/8cfX5sssuw4wZM1R0SyJi+/fvR1lZmRqLZYYnn3wS//jHP1yff/e73+Hhhx82vR+E9AR4jeI1inQDnKlzebVFqG6sDmjRz/asxVVdTWAJg07X3RTrK5BgNzeuKkUiXuKouOtz/fPQy4Hij1pd7vqKSj2tMO/FkB0niixCCE455ZSAjsIPP/yAmpqaZsKsoaEBJ598st/lPvroI1RXV2PyZL1WR79+/dQ6nnvuOfz5z392mVqYRSJeYpBhkJSUxLNJSDeE1yjS43He+JdueARI7RfQ4djaO1FFwLpcouDEOcDWV2Gvq8Ab4vzXCmmNjciOTgPKdwFRiYC9Adlb3kRaShxKbBHQ/CT+JEUm4XrDhbHapBuhCSiyCAlByp5ElDpq26EgLi7O47PVam0meNyr3R86dEi9//e//8URRxzhMZ+M6/KHpAYePHhQjeFyj25t27YN9913n0o1FKH07bffmmq3ROiOPvpoU/MS0lPhNYrXKNJNGD8TKbVFpiIz7lRph5FXkoecdJNjuToLqxcqh8C8fpkoMTGs6pKIvrCVb1fW7Rh+ObD+KdjqKjC7KgLTkyMkd9rTLMT5+Z7E4bDVbdMjYCK2pHDzrdt6nvHFE088gcGDBytb59GjR2PDhg1+5/3qq69w8cUXq/ll3Mqjjz7arm0lPQP5bUnKXke8AqlEL+mCdhMDRwURO+LU546YThiIGYWIqV27dimR4/4aOHCgz3UeOHAA//nPf9SYK1mX8friiy9UiuCHH36oxJ2kEL788svYt29fs3WIuKNFOyGBwWsUr1Gki+O0Mheyz3kQiZI5F2DmR2lNKbocDrsaR1Y6eYGp2TNLftTt6kVgSRQsKkEJp9zyA5haXtHsnslqseKa8grkbnhRH682e5cu0MRlMAR0KZH1+uuvY/r06bjnnnuUrbO4mU2aNAklJZ6F2AwknUnGicyfP5+uY6THIw8bxLFPzC5k7JNEkPxx5plnYtOmTcpG/fvvv1d/c19++aXr+/j4eNx2222YNm0alixZgh9//FH9TcpYK/nsixdffBF9+/bFr3/9a2XAYbzk71jSByXKJcydO1cJNXmIItv/+uuvVRskpVBSEY0oGiGke8FrFCGtFCIWofXihYAWuNlWSmxK17Nwd2+7CXb18krQm/YlcOrNqnDz84kJ8JalDmhqunzvQiJYslxPE1mLFi1SNs7XXHONepIurmYykF9uvnyRk5ODBx98UD0ZbymFiZCegIgiKQAsfzsSqZIolD/k4cWf/vQnVZdK/o6qqqpw9dVXe8wjY6hkHnEZPP7443Huueeq9EExsPCF/J3+4he/8Bl9k4jzu+++q8Rfnz598Pnnnyvnwb/85S9KWI0dO1bV1JK/Z0kRJIR0P3iNIqT1QsRiSV4hDnomM1ksmoZ0Gav02rVdz8LdqovL7A/uQ6qJGp5vJveFXZwFd32mT1i9EPaVczG//yBo/o6XxYIF/Qep+YxoYaiwaIGONO8gZEC9CCqpw+Nev0fq6EjxUklDau0JmdT5kVcgVFZWqps6KYCakNC6dSTp/kjxXMMNT9JWCSHh+Xvi9dc/LR0bXqMICR2d6u9p3kAsjWjELLPGF5oGkRaLSvYjt6ZWT4ULwVijduXRocrI4un0TDzhFnDyx3NIQ07+Rn1fy3di45jrcK2JMWzPpZ2NnM//acrm3mzf1GWML+QJt4wnSUtL85gun80OkjdrTS0v9wNJCCGEdCTsmwjp4UiUpb4Su5Jbd9lzT1ebUlGpCywxdUgcgC5HkoilXcis2g/EtC4uS/sdA4jIkhiSjOcaeJIpo5DSY3OBmHR9HFiI6FLpgu2BpD6JOjVe/gbxE0IIIe0F+yZCejgOO+wT5uCNPqmmF5EUOdeYo1NvBq5Zii5H1jj1tivCXFwoZftbwOCxQPZVuhujyfFcKd8tdxptzEGPE1lST0fGkxQXe/rXy2dfxVWDZc6cOSr8Z7x2794dsnUTQgghwcC+iZAe7iw4cQ7yhpyFklrfZm++0MI85ijsrBajjrm6uOyX0aqjoqqTVVevj1dz7m92ajbSYtNU2qQvZHq6LRbZkioY4vFqXSZdUOynR44ciRUrVrjGZIk7mny++eabQ7YdMcigSQYhhJDOBPsmQnq4s6CktEnqW4CILCmy1yBvzHXIca6ntTFHnc3CPe+4iSjZ+XKrZh8nRyTANvEafTmJZq2cqwowz44bgunVRbqkcluF+qemYda+nbCZGIvVbUWWIPbtYnQhld9HjRql6l5VV1crt0FB3M+kMKqkVRhmGWL/bPx77969qi5P7969WcCUEEIIIYR0bowb/5VzkZIVfDHhcIw5CnsEz2pT+1/6/u9MLbLOXgV7/mrYpv5Xj4I5hRZiY5CQcQQqHA0e8ydao3BP4R59zFoY6FIi69JLL0VpaSnuvvtuFBUVYcSIEVi2bJnLDEMsqaWYqYEUMxX7Z4OHHnpIvcaPH49Vq1Z1yD4QQgghhBASkNAqWIvs/DVIzBqMCgReLFeNTZL1GLWyQjj2KNwRvJQDP5paRKzt8wo3ImfJBYBYuWeNU+PRpqf2g+YlsIRyex1w0iVAXKZrW6GMZnUpkSVIaqC/9EBv4SS27V3EoZ4QQgghhBDfEZ3M07AS1ajQnGOyvFPn5H7XRzqdRQPS4tLV2CRjjJOyKe9CEbxsAAlZg1DZrJxwc0ozTtQFVtIgVTNr/tFDoNlrfM4rdTsXVO/AxHMfU2mFoRZaXcb4ghBCCCGEkG5vcuEjomO3WDDfVq1PM1mIWNCgYVbccbCtfbhJYHWVMVnjZ6qUPxFAp8FEkSzJaiv7QXckTBygxqEV+xFYrvFqNUXIK8lrKvgcwnTKLhfJIqRL4pZbbBq50IbYTpQQQnzCaxQhnSdFrmAtMOU9fZrzviFv3UMozkjzL7D8TE+0RQFfvgnIuKOuJLBWOu+bpr6P5UvOxDKJ4LUmLjUNbyb1xfVXvQOb1YbSn5aaq5FVU6r/I8THhpEsQtrzwmnWPtUI6YfYTrQzI+m+ErovLy8P+7bECOfoo4/GZ599FvZt9SQuu+wyPPzwwx3dDBIMvEa1Cq9RXZ9Of42Sm3yJwki6m4wrAmB32LG+phAvxcebW4dXRl2lo0GNSVK1sroSVmcEb8n5mN9YaC56Z7Gg2GJH3gcz1H2U6RpZMp8xVi2EUGQR0h4YYWgzQss9Z7qrPHEKAaeddhoKCwtVEfBw8/TTTyMrK0tt00AEnvFKSEhATk4O/vOf/3gs9/zzz6vvjz/++GbrfOONN9R3MhbUwG63Y/78+RgyZAhiYmLQp08fjB49Gv/4xz9c80ydOtVj28br3HPPDXr/tm3bhrFjxyI6OloVVF+4sHVxL8ZB5513HmJjY5Gamorbb78djY2Nru///e9/4+yzz0ZKSoo6Pqeeeio++OADj3XcddddmDt3rqoxSLoYvEa1Cq9RnfsaZYhg75cYpYX0GuUrpa81zNzAG+vNPE2NJxKhtfyJoRj/8ij8tmQ5Pu4da25b3kO1umqtrPG64Mwr3IBik4WIDUpLtupjuZbd23qNrNh0ZH+7IiwPtimyCOlMNzE9VGAZtfCksLh0iuFEzHD+9re/4brrrmv23eLFi5XQ27RpE04//XRccskl2L59u8c8cXFxKCkpwbp16zym//Of/0RmZqbHtPvuuw+PPPII/vznP6tyEitXrsQNN9zQLFonNyuyXffXq6++GtT+VVZW4pxzzsGgQYOwefNmPPjgg7j33nvxzDPP+F1GxKDcvEiET6J7S5YsUYJSnFwN1qxZo0TW0qVL1XonTpyICy64AF988YVrnpNOOglHHXUUXnrppaDaTjoYXqNahNeozn2NMtixY4dHO0WQhfQa5SPqK9GmjUUbsfSnpepdPgecmWKsd9dnQPlOLE/JxLQ4DRX2erQV91pZXcrCXdN0I4sASanar95tBZ9gdo1Drcf7zsJVI6vGDtuqeWG576LIIqSz3MSEWWBVVVXhyiuvVCIhIyND3fxPmDABt956q2ueF198UdWhi4+PV4LniiuuUILCQDq1pKQkj/W+8847HsJo69at6gZc1iERDykiLqJF2Llzp7oxT05OVu048cQT1U27r1ScAwcO4PLLL1e17+TJ5dChQ5t16tL+P/zhD5g5c6aKEkmbpbNuCenUf/zxR9VheyP7Jus49thjlTCSp6QijNyJiIhQx+W5555zTduzZ49qv0x3591338WNN96IX/3qVypyNnz4cCXubrvttmaFZmW77i85RsHw8ssvqxsRaZ8cX0mPkWO0aNEiv8t8+OGHSgTKjYeUxvjZz36m9v+JJ55Q6xKkLqEcZ4nwHXPMMXjggQfU+3vvOccNOJHz+9prrwXVdtIJ4DWK16gueo0yEFHl3k730j5tvkYZ0Sij/tKjQ7F86c2Y9NYkXPvBtZi1dpZ6l8/Ldy5v6tdlfuH58/WXr6iW8beXvwb2rLG4J8buLJ4bugePqlaWjPMOQ2pcyKN8Oz9VY9NSdN8/U1g0Del2B7L379LTLrPGITd/M6ZaEpuLLItVTZfv1bxhuO+iyCKkrYhtakO1+depNwHjbtcvvB//RZ8m7/JZpsv3ZtcVQIkCKeb96aefqhv/jz76CGvXrkVeXp7HPIcPH1YdlwglEU8FBQUqnS0QRMgNGDAAGzduVIJm9uzZ6NWrl/rupptuQn19vYqKSIRowYIFqji4L+rq6pRA++9//4svv/xSRYCuuuoqbNiwwWM+eaIpgm39+vUq5eT+++9X++cP2W8RUSIC/SHiSiJTxtNrb6699lr861//Qk1NjUt8SjTKqNlnIB38xx9/rOr7tQW5oZDj5O8lNyoGEmEbN26cR7snTZqknu6WlZX5XL8sIyLWvf2yjDxx/uqrr3wu43A4lHAXceuOFIqXcyTnmXQSeI3ygNeo7n2NEhEmDxIl8i59njdtukYZ0San8FneUIrpJatQXF3sMVtJTQmmr5qG5eudwlHmNwwt5CXRKm+xZfx74p149uBWVNpszVL/2krT2KMwjPmW9st+BZKSuOSCVtsyPH+jObGiiY8iMGv/AdhENMl1T1Ius0biea0CDq/7JYfmUNPlezUGLgxplHQXJKStHK4BHugf3LJrHtRf/j63xh37gMi4VmeTm2ERI6+88grOOussV2pc//79m4kHgyOPPBJ//etfVeTi0KFDfsWQr7x5yZWXcUiCRDvcv7v44otVZ2lswx8SwXJ/mnrLLbeoMUAibqSTNBg2bBjuuece17YkFXDFihWqg/WFRNO899tAImc2mw21tbVKRMj4ql//+tfN5pMi59L2N998Uwk/EVnyFPann37ymE+mScqh3MjITYaM6bjwwgvVDYk777//frPje8cdd6iXIGO4pE3+MESsIOMPJGrmjnFjIt/5evos070FovsyvpDC7vK78D4+cmzlybIsJ+lApBPAa5QHvEZ1z2uUCCsZbyvZGCKgpE2S7SAP4LKzpdJSG69R6/+uvzuzUSTaNL/xR+eYJ89Z1e2+puH+fn0wrtKGSLmJNzCMLYx/exs9TJiDF/vIMQiwzqshIvxEvlxjj8KUGqfa76xP5V5vyu6wK4t0cfATkSf1usT5TwksY37vFEYRbM792BodFVDp5beSU1CY3BeX5r0N24Q5mL/zNde4tGbIWLVYGyZOmAMbixETQoJBbv4lSuUuTsRg4rjjjvOYTyJPkm4nkSx5oihCw7gpOeGEE0xHzH7729+q1MPc3FyVKic58IKkhPzf//2fSv2Q70RwiUjyl4MvKWkiqvbu3as6Rek4JXXQHe/lpaN1T3H0Rm4EZLC1LySFUtolx2vatGlKZHpHatwFqQhVGYdVXV2NyZMnK4HnjhwzicLJcZUnqhLBk1QViQ66m19IeuVTTz3lsaz7dkVwdiZErMt4MzEGcR/vIIjBh2BE+QgxA69RTfAaFRzSn7n3aSIYJTVcruvSHwV8jap0OtrVNwCHSoB9W4Ad/9YFysQ7myzV/WGxoMxmw2mJDlyrJeB3FZV6hMUQWN5Cx82qvbKl9frCPUrjqyixpuFnNTVhG3ukEKEkgql8p0tofVhdgL9Ufomy+qYIpRhRyDgplaYXnajP7x3JcqYKiggtLdGHG7SKc58/iQQ+KduMhwZn4pzvXkZxlH/h6aqTNeQs5Mg2f1oV0mPDSBYhbaVXrB5RCpRPHtGjVrZIwN6gpwqeMS3wbYcIEQqSfiEvyZkXFzkRV/LZyHmX3HYxjnBHxJs7ItJkbJKk+f3vf/9TUSbJf//FL36hxJesT74ToTVv3jxlpytRKm9kMPRjjz2mxgJJ5EtSAmX8mHf+vfsTUkHGdRni0Bf9+vVrZmZhIE9zxdpdXiKgRDjJOABvIWGkHMkYJdlfiWbJWC1fyDGTaKC8pP0ypkDmv/POO11Pc2XfZJv+kKfKkuboD3kaa6TMyD4UF3umrhif5Tt/++2dhulvGTmXch7FTVEEqTcHDx5U7/L7IZ0EXqM8DgevUd37GuWOPFj85JNPAr9GicBqOKS/LDFAYx2wd6MeeXKOnV557ASg6hu0Rr3Viqf6JGFJn2TMLd4IddU0hI53PczxM1F6KB/Y79nmVnGKiHNr67EsOtLn95IaNyxrJHLDZaolQskQWOU7sSg9E4tL1jQTOMU1xZiuaViU1Be55Qd8j4eSaSKy8tegT7SopMBxQMMydShaz7ks3fycLn7lvIQQjskipK3IBURS9gJ5rXtCF1jyB/2nUv1dPsv0QNZjckCspLaJGJFxUgZiYfvdd9+5Pn/77bfKbEIsx8VaV9L9vCNC0ilJ6qEIMoMtW7Y0256MeZJIkAipX/7yl0qwGIhd7+9//3tlCT5jxgw8++yzPtsskR9JW/nNb36jDCNkH9zbGyyS6if76i0WfXXOMiZM7H59IZGmn//851i9erVHmmVrGBFB92PYGhL1kuPs72WYhwhirS4RM3fxK2PU5Amvv4HqsowIT/fzLcuIcYl7BFOMR6655hr17ss4RJDInYzJEzFLOgm8RjU7JLxGdc9rlDeybcluCPgaJX8zIrAie+vpthF69oM9fw02ZuXg3Q2P4LWqHQiEGs2BaVKvatRVTQLLx3iklJHm+xNv1kVGtFiseEFjIeyr5iMsiFgUcVS+Ex+mZGJxtPSx/iNIC+KjYE/K1C3r/dULCzxpsokADENStr9Fd0FCugW+XAQDqVETBGLyMGXKFDVWStzy5ImiOEjJE0zDGVDS3mQg8uOPP65Sd8QgQ0ww3JEaT5KuJ3n4koYhaWMyHsk9zeXmm29WTnsy9kmEkgg7o66UPCWVcVX5+fnKdEPa4qvmlDG+SjpRsev95ptv8Lvf/a7Z089gkNQ8GUvkz9DBHWnv3//+d5Wu6AvZ9/3797vGn3kjYx0kVUXGBMjxkOMi5h9yg+e+jKRByvgA95es1z1d0Iiw+Xq5jyuQKKKcRzm/so+vv/66ighKGqfB22+/7bF9sVOWGxV5ei2ponKOpJ6MtFVcxQQ511dffbWKPMrvwGind70ZeZot6yNdGF6jeI3qgtcoyXqQFOYffvhBCSm5fouph8wT8DUqPh2Iz9CFlkSCG+vwyREnYmLmEbgWxbgztR8OBzRSyHnTb7FgfvW3utBxvw9wc+Ub3m84rCJOAjC2MqgQsww/qNS4iAjkfb7IaTgxLyxjsmSs2l/EGdEi++tnXqlfJm2pK/ZteuG0bxeh9XhSG2pnGkKrhWOZ3tiI7DHT6S5ISJenJZv2MAstGeAsTwPPP/98leYldaBE4BjjkyRKJaJB0sCkM5OIlpgbeEdvJJVEnkoalurululiGiHRMLkZl05aTBEkjUTG7xjjrKTDk+2KG5/M8+STT/psr3SgMlhZ0gtl8LKkhFx00UVtPg59+/ZVqYuSEtka0kZJl/EXzZLcflmfP6TtYnEu47BkX0Xoyo2DRPjc0wuXLVumnra6v84444yg9k/G2sn6RchKJE6ihVJLRtwZDUQYiZOX+3mTge3yLr8RiR7KORSnRgOpYSOui3L+3Nv5xz/+0cMRUlwpr7/++qDaTjoBvEbxGtVFr1GSSi7rkr5p/PjxSowtX77cZfZk+holqYJVRU1C63ANKiMisRAH1RirtiLpckrouKcMynggZ9+/dflsleoWqHV7nMXcCCBVd0pS40LpLujmjCjFg80ep+L0E3yLG2lbwVo0ZJ6K7TG+x1AHjLfQks8yVi2iD2wTZiMcWLTWcmZ6OGIPKhcE+YOXsDQhcpGWzkFuvv0ZKPjEbB2sdipILKkg8vRRIhO+CvN2Z7Zt26bcByUaZ9Y1kbSOmHfIE2i5gQrF3xOvv/5p6djwGtX14TWqA69RIrCqCnWBFZ+O0pIfsW1nARb8sACFDYUhacdV8UMw85dvePb3wsq5WBoXi1mpgadbj6ytxWanqUdLPFdYjJxTbwvt/YXY0csYqsFjsdRSjVloinK2xEwtGVdlne85Ls1g9UK8uPkxLOzr23wqJKi6WnYsO2oKbBar73b4wGzfxDFZhLQHgQinMEW0vvjiCxV5EmEhqXpi3CDIuKeehjgSSo0uubknoUPG/Um6KemC8BrVqeA1qgOvUUYEq6oQWlUhSh2hr/n338MlzVMG5TV4LHb5MVFqjZPrGpBo97JC9yLJbg9PapxhRV+wFn0KW0/FN0i2OOuO+Ymq7Q7yWJjGSFuUyGIYaofRXZCQ9kA9HQkgMmXM5107oo1I+p+kYEg+vKRpSG56TzUoCLTIMmkdcR0kXRReozodvEZ14DVKhJaYVRwqgh0hLtorDod1B9WNfY7XfYF98Bl4w/6jbxv2VhiVdDTecBT5X1am23rpTsbhMr3IXxNQ/eQ0EWT+7o0cdgwcPBEo24xwUxqCNFBfUGQR0h6YCD83I8RPmsRVT+o1EUJIM3iNIsST+HRUNVYDdeGp+bfy2PHIMfp5iSTnr0Fe0QaUBFEjK8nhgMVmbdH4QoRXORzI+/B25Jy7CCHFra7VyoptphZJlKgaov3f60ycg0s+/gsWHnTWyQpQdAZCytDLgZj0kD/YZrogIYQQQgghbohlQbnmWWOtVQKwOVApg3JTb6TqSkRl6MUBbk9/u2f/QRwsMZemV7r9VX2barvzQpouKBb3b8WbG+d8XEMDbHUV/odFrF6ILzf81eXKGBZEoFqjkH3Og2FZPUUWIYQQQgghbtQ01ugiKEAm1QNxrYyNcqUMfnh707isqe8jxda6cYU7abYYPFJtQW5NLVJMbNMVtZFthmoMkpuz4MboKNRZzUmLHZGRep0sX+PPZZ1fvBS2ND5PNL1OaRjGZFFkEUIIIYQQYti3A2h0NAZ0PERYPVyyHw/t24VfHraZjyoNHqt/WL0Q2Z//E2m22BbHNSVHJWNev9PxnJaGD37cgdy4QUDSIGTX1SOtsbHFZdNj05Ednap/kO2GYliCCBMRKAVrsTEAx+UKm02vk5U0qHmanqyzfKdp4Rg0kkLpaPC01A8hFFmEEEIIIYRIWprYt1cVIcJqzrbg/KpDeLb4ID7dtRfnpOWoaRPLik0tm5Jyop5qJyLlixdhGzwWs8fO1dMAvVIPLZqmBNTdCcNw/sZXkZN1DmwiDAadDty6DbascZh9oMxV/8kXqibUqnmuyFlIMByR89dACzASVBqfpsSUGtPlAyUcxXgkzMWmVMRMxpSFuECzqV+QFCANBIvFoiyi3St8E0IIIYQQ0mlxugqK0IqtOYAIq4aGFmZPb2zEX+JPhG2/bvqgivwa4qCxEcVy8+7P6Q9AWeqxukiRG3xZNnkwcgvy8FBJKf6UmgJ3y420iDjM2rcTufkv+o66THkPuUsuwNTyrVic6KN2k6bh+YqvMGzUVcgNZcRGhImIq6xxKKr8MqBFU6r8iFHncRThONnYHzlkYRqblWKLdm2z3UVWeXk5Hn30UVV4y8xAwRtvvBH2cIf4CCGEEEIICbXQqq+CpeEQEi0RKPUzm0SWZkVkwDblfQ/zCknDE3Ew84unMSMp1s/Culh4sHAlzlpyPmz5TSJtefFGLOw/CDX2Go8UwdvjhyL3h2/9t3v1QmU8sfToIYDbsh7b1DQsOLgREx122EI1/siZLij288t79w6oCHB2Xb2etugdVZPoXNY42DUHljb+0NT+UKPpKX3DKw8CEVFA5mkdY+F+2WWXITXVmcfZCrfccktb2kQIIaZ4/vnnceutt6oHQW2hoaEBJ5xwAl544QWcdlpoL7I9Gek3cnJyMGPGjI5uCiEdAq9RXfQaFdkblY4GHJA7cLuj+YKahqmWROTmb9YFlkSGjEiICIbVC5FcdwiwxLW4fVUIt3CDXi8LUAJremo/aF4iqby+DLfVrcYiiULFOc0iBCMi9fz5KhqWN+Y6FBd/5Hd7mhTftdfoNu6GZXkw5RvccbYhb91DqP83uQAAAGY/SURBVA3Afn7WgTK9AplRyNgdadPqhWqsVHGglvaBYAHk7G6NjkLOqbd1zJgsh8NhWmAJVVVVOPLII9vSLkK6PeJatLFoI5b+tFS9B+Ni1NEUFBSo9OAtW7agK/P0008jKyvLQ2DJfhmvhIQE1RH/5z//aXYDJd8ff/zxzdb5xhtvqO8GDx7smiYR/vnz52PIkCGIiYlRqdijR4/GP/7xD48CpO7bNl7nnntu0Pu3bds2jB07FtHR0Rg4cCAWLvRjmevGrl27cN555yE2NlZd/2+//XY0NjYNBP/3v/+Ns88+GykpKer4nHrqqfjggw881nHXXXdh7ty5qKioCLrtpOPgNarzwGtU4NeoVatW+byWFhXpxhYtXaM0C1BoaWEgkMWC/8XGwj5hTpM7nogrp8CSaaXpJ5o6tyszjlbv9pVzMT8tHfrIK09USywWLKjeAfvYGXq6oLFdeUm6oYwtsteaN9wIpZve+Jn6+KpAyRqnCz13O3l5X3KBfgwDtbQPktKME0MusEJajLikpETdKNxxxx2hWiUh3ZblO5dj/ob5KK5pykdOi03D7FGzkTsot13aINGbyMhI9HQkxflvf/sb7r///mbfLV68WImbyspKPPnkk7jkkkvUeNOhQ4e65omLi1PXv3Xr1imhYfDPf/4TmZmZHuu777778Pe//11t75RTTlHr3bRpE8rKyjzmk23Ktt2JiooKav9kG+eccw5yc3PVjdr27dtx7bXXIikpCTfccIPPZUQMys1Leno6PvvsMxQWFuLqq69Gr1698MADD6h51qxZo0SWfJZ1SXsvuOACrF+/XhW+Fk466SQcddRReOmll3DTTTcF1X7SMfAa1XngNSq4a5TBjh071IMgA/eggc9rVFURag4Vo7FXrxbPS1FNEfKGnIUci7UpsiQ4LdlTaouAFqJKBv+1l2NG/mrkZeWgGMUquuLzd2BssySvqYix8XDWGQlLWfcQYCLyo1z7QuUuKKxeqI+v6m1OaFkALOibjIn5a/RolkQBnfughJ98zhqHlJHXAh98gnDTp/CrpohkZ3QXlB/4n/70p1CtjpBuffMyfdV0D4EllNSUqOnyfTiYMGECbr75ZpVe169fP0yaNElN//LLL/Gzn/0MvXv3RlpaGq666irs37/fI5ItkY+jjz5a3eiLcJAnf4JEfwS5qZYnhLINYePGjeoGXLYjYznHjx+vxIk7Mr88mPnFL36hnkQec8wxePfddz3mkc8yXSIwEydOxJIlS9RyLaUHSrQpOztbLSMRdRE27k83vdm8eTN+/PFH1WF7I+JBOvFjjz0Wf/7zn9V6Vq5c6TFPREQErrjiCjz33HOuaXv27FFPUWW69/7ImNVf/epX6tgNHz4c1113HW677TaP+eQ4y3bdX8nJyQiGl19+WQlqad+JJ56o0mP+8Ic/YNGiRX6X+fDDD/H111+rG48RI0ao34fs/xNPPKHWJcg43ZkzZ6oIn5wjubGR9/fee89jXSK8XnvttaDaTjoGXqN0eI3q2tcod1Hl3k6rVx2nZtcoTUNjjLl9Ka0pbXLXE8Gj0u90UwopcJvsI9PQm4NiZY56lJotJizbFNR25+gv+bdsc8x0ZbiBVsw6ZL6QuQuqmlYvYnhdPaw+XBH9pi1KqmRCH5egcgkcN7fC7G9XqAfQYSpF7MKSMdR3va42Qgt3QkLwlLHmcI2pV1V9FeZtmAfNhx+p5vyfRLhkPjPrk20HgogUiV59+umnKqohYuXMM89UIkkiKsuWLUNxcTF+/etfu5aZM2eOSnGThyjSqb3yyitKjAkbNmxQ78uXL1cPWiSFzEgZnjJlCj755BN8/vnn6uZ78uTJaro7IoBkW5LOJt9feeWVOHjwoPouPz9fRY4uuugibN26Fb/73e9w553OJ11+WLt2rXqa+cc//lG1VaJGktJniEJ/y4iIio+P9zuPiCuJTAm+on8SGfrXv/6Fmho9j162KdEo4zgZSAf/8ccfo7TU31Bqcxii2N9LblQMJMI2btw4j3aLwJanu94RNPdlJFrn3n5ZRqJiX33l+0ZAxLicX2832lGjRqnfSX19fZv2mQQPr1G8RvXka5SIsIyMDPXgT/o+b1zXqNICvUZWQgYi4vqZ2s+U75brIsNb8Igz3tqHcX5Vpan1lJZ+pRcJNrPN2BTP9Do3bBNmY3JEH6eNu4+FNU23cZ8wGyFD1bTaha39MuGwBGZQUWqv0wWWtNd9f5xCS+zmZ8cN8WlpH0oOlHzdlLrYGdMFCemp1DbWYvQro0O2PolwnfaaOfOF9VesR2wvP+5FPhCx4z4e5y9/+YsSWO7pFfI0UcbtfPfdd6pjeuyxx1R6m4gmQVIrzjjjDPVvGY8j9O3bV3XOBiLc3HnmmWdUVGj16tU4//zzPcYfXX653rFIG/7617+qzk46fxFIxx13HB588EH1vfxbom4tCSYRbbNnz3a1VSJZ8nRTIi733HOPz2V27tyJ/v37+/xO2maz2VBbW6tEhIyvchegBnIMZVtvvvmmigTKDYw8hf3pp5885pNpIhzlWMlNhowBu/DCC9UNiTvvv/++uhFxR1KxjXRsiQBKm/whKTMGMv7AiDgaGDcm8p2vp88y3fvmy30ZXzz00EM4dOhQs+Mjx1aeLMtyLOvRMfAaxWtUT7xGSf8lDxMlNVse8kibJNtCUpol26HZNaqkFIOS9dvi2N5pqk6Wv4LEIiOkaLAUD3alubnjHJc1ccx1eNFEyuC6mGj8qXiHikKVRET41Edqm1JM+NsVgFHryp2V82Df9SmWNopTXoT/sWSNB/HHVfN1oSXtNISFiKVA0uWMZUVYFqxFackmIN6cODXYlXqUnrbonm5pYLRl/SIk9OujiheHi5SYfrqzYFtNQLygyCKkBzFy5EiPzxIhkvQ3785SkBQ6iXRJ53TWWWcFtB2JhsmAYkmZk/FKkj8vT1BloLI7w4YN8xjbJHnzMr8gTzElFc37iWNLyP7Ik0p3ISbbrqurU9uXtERv5EZAUgt98cgjj6ixTHIjMm3aNCUC/dUNlCfFMi5J0imrq6tVZE7EqTviYChCUVIUpZ0yrklSVURsuptfSGrkU0895bGs+3aPOOIIdCYkuikCV1I1vU2SxOBDMJ6gE9ISvEbxGhUq5MGcvAxEMEq/Jtf1F198sfk1ytobiE9WNbJE0GTYYrDb4Zl9Iag4jdi379upFwP2FiaGnfvEO5E9dgZSX8hGCewtRnjeie+NjxwFOMMegQ9tTonlNr9rmzX2pmLC3tvd9ZlyKmzNjU+l6X2+CDlSANgYCyXvTvMMU0LL2EcRSM62qXFegaBpeFOrwPUr5/p1GVxevUt3W/SxbKgs3aM1IHv/LnX8Qo1pkTV9+vQWv29raJmQrkpMRIyKKJlhc/Fm3Ljixlbne/KsJzEybaSpbQeCCBl3JPIgN/kLFixoNq88BfR+ymkWiSQdOHBARcEkeiH5+2IK4Z0r7/400xgDIRGjYJH9kZv9X/7yl82+8yekZNyYmEH4Qp7mylg0eYmAEuEkaYi+3FYl1VEiZvfee696UixjtXwh4wFEPMpLxsfJmAKZX1Ihjae5cp5km/6Qp8qS5ugPOeZGyozsg4hed4zP7tFH7/02UkFbW0bGMvz2t79VbooiSL0x0j+NqCdpf3iNag6vUT3nGuX9oE7S2P1eo4xITFWhHAjYevVSFt/uJFqjcE/hHuTW+InUuY3LEvHwK0s8nkDrDqvVVis+iAIiHBrsFouHsLBYrJiC3rplvPv4JXfRk78GpVkSoWsaU92im54xFkraawgWN2t4cRcVkw0ZAyYpitmp2XptLfeaYOU7dft4ZwHmRFhRobUsKF1YLCi2AHmGffoXLwF5LwDT9ILG9lXzMb9wBTRfv9MQ1syaWl4OW9Ig/XiE2PzCtMj64osvWp1HcmoJ6WmIMDCbsnda/9PUIE4xufA1LssCi/pe5gtZocAWkJSJt956S6XB+epwJb1QnvKtWLFC3Uh7Y+TQexcflyiNuPGJKBF2797tYaZhBnkCuXTpUo9pYqjR2v5IBKylzt9XGo1EjWTcipzLljpnecouUTIRj95IpOnnP/+5GvcgKSpmkeiWINEvswSSiiPiVm6ODh8+7Jr+0UcfqePrb6C6LCP7KVFFQ1DKMhJpNNorvPrqqyqCJ0LLl3GIIJG7AQMGKDFLOgZeo3iN6qnXKG+k3Ig8QGztGlVptWK39Ik+xgGVyziiky4BfNWrEtxTzlYvRGbJj0Cq+etfo49+yKE58LxWgWFZI5HrSww4hV3KcROBD65tdRsp4qYnAktS5Aw3PxEaIppWzsWH1QX4S+WXKKsv83RAjhuC3A3OKKAxf7kzQ0Xs7He/IX9sCIRSsWkXgSXrik7UJ7ZHjSznub2+XMbNVXbsmCxvRy1CSOCIcBKbdnERFEHlLrTkszBr1Kx2EViCWNY+++yzauyRRGGkE/7hhx/UTbN0khL9mTVrlvpOBNXpp5+uotbyBFIcp6RzExEmhhnSScn84iYo4kzSMQybcqlfYqRkmEWMLmR8gGxftiWdo4wjEPyJobvvvluN+ZKUPRlXIE9kJYVQOlEZf+YLSc2TCJjsk9j5toQ81RU3RDkevlL2pH0iLmWMmi+kTXIMJW1FnraKuYcYi4jxhtTOMpAUTe+xTyKCjZuAQNIFxeFQontyDOVYyrEQkSgpMwZvv/22ase3336rPovlu9yoyNNrGcMnbZH0T/m9GFbykiIo0QBZl9T6Mtor51l+AwbyNFvWR7oGvEaZh9eozn2NEgdUibzJ2DJJGZc+TUw9xJnQHY9rVFURtKpCFEZFA5rvrAqLs17VxHMf09PcfAktwRnxSRlznSkrd7cN+J2+INaGiRPmwOa9Taewy3bYlRjydi/2QNNQNuwSYPKT+mcxnBCB4RRaiyzlWFyyplk7ZJ3TqovwSGwMch2RuiiSdEGn0MrbuRwVaAg4ytR3xzKgUo8mImM4sHgyYLHq4mt/GO3bne1UhYjr6nXRFeIxWXQXJKSdkTpYiyYsQmqsZ8qZXBhlenvVyTIG/ErUSSJR0smIW5MICTGpMGxuxVVwxowZSsBI0d1LL73UNW5KOlUZpyQmFbIuGSAtiBOfuEJJZEk6QbHjDaSguSCdowzSFsdCGbsl0SbDXdBfzShxl5IB2dKJSqrLmDFjVEfdkuGCCCIRTmIj3BpiyCHt8me+IQLDn8Ay2icW55KiKcJKRIqIK2mveyRRRKs8bXV/GWYjgSKCR9Yvgk4icca5dK+RJYU4JQJoIGYfchzlXZ4Y/+Y3v1Guje61xMTMRFwX5abGvZ3i7GggNzbvvPMOrr/++qDaTjoGXqPMwWtU575GSXq6rEv6NSkjIg/cxAnXfYyxfo16G9df4UwxF7fguH5o9COwPOpVfTDD077d37iscx5EQmRTna5gcW13yFm+t+l8SDIz9riWnfgsFjxY/b1KB1QYY7OSMvFhQwkWuz0k88WdKX1hr6vQI1kiVCSSlTTItAW9NxutTnMRQ+jJQ+aCtUixBfZgNliKDUMNGZMWYgt3i2bCA1rGY4lDl/d4Dn/I0wZ5cu1vgHhXQp7CywVA/sDdi9mRnotclKUzkA7W3zgfM/jNdyZ+EXEjaS6SfhhKxEJe7H1lULQvExASHCKM5Qm095Njs39PvP76p6Vjw2tUx8FrVBe8Rr3xGj586VEgPgOIT0dFfQX2VO1xzeM47EDJnhIs+GEBChsKXdMX9DsDk8/zNChyIdEhN7e+p9/5DZ6o2BqSNqvtxmb6jrqsXoiN6x7CtSbS7J6b9BxyvlmuGz7krxFrDkzIPALlJlz8/q+sHDcmj9BFkaT41VVgY79MXOu/EopfohwOrK+wwiZizTD0WL0Q9pVzMWlQJootoTO58MXMAwdxVeUhXTQOv9xUNMts32QqkiVh20CcoaQYXEvFQgkh+hOnnPQcTD5ysnqnwGqOpN7JOCwx4JD0Q7FzN+zZQ4lEysT8Q272SeiQ8RWPP/44D2kXhdeo1uE1qhtco556RhdYYnZRVaSs282QMrKFsU9u9bJEMFy/5T1EhSh5LGX7W7qA80YMKFbO1dPsTFC6+TmXwJIokhhQmBFYwguJSbAb47icUa0yo0hygPWs6q1WZQyyccx1sI+doU8U05CIKEyubN0wpK0kRjkDQmFIFzT1S5Jgl6S2tDQo3J1ABkcSQog/vv/+ezWWStyfZJyVpH5IpDwciI26orIQqD2op2IYHZl3Wob79F4xQFQ8UHMgsGX6HYPuji+zFEK6Ex1yjSLhu0ZVFaLR3nLhdFe9qtSmWlt+caYNitX7uOLV+KjWs4xJIFg0DWl2O7IzRvke/+W0YDebZqfEmoxFcjrrlaZkmm5LtRXI65eJnP07lUATwXV/1mDArLOgF88mJ+LZ4o+Q9sppmJ08Ernb34e9sR5Le/tPvw8VFfUHm0xAQowpkSXWxYHiXSSOEEICRcZTuQ9+bhOGeDKD3Wk1788lyX16wyH95es7f8scrgUKtzUNrLa4PeHsIQKMkO5ASK9RpGOJT0elowF7DjevjeWB1KuKO6717BO3cVnCpT9txEfBuuU5o0Oz6iJgu+l9/7bxYn6xci7Sjh6CEnuN/6LGUkhZBJak+olxRdY4JBWuB3qbb19pbZNj8MbBp6ACJW1O6yturMb00jV4yNqA4oTeKPZXVDmEJFqjw1KIWDDV+nCk5xBCSEgRESVixxBINt1e3uOz8e8AkY6q2mJBuc2KOotVfZb/OpRDZBMW53QNFlg1DQkOB/o4HJ5JIhab/rTPYwPuoq0a2LdFF17Sicf0ARI8LYcJIYSEFsnaKrT7t50XrBYrHkw5XbcxFwv3lmoquQkfEVunTJiDxJ2vmq8j5cXUOgtyS3f5ruXkJhBE+s1evwjTxDbex3Y0o5CyYTThfF+aJQ635ocG9T3pMqDkB7Xs+vRMIBQ+FRaLat/tqf3gCOM4LHcqHHVhKUQshF8iEtJNMeEZQ8IlpPzhEVHyElTy2UvguIunBhFMFknJgMe7CKkGnxd7fx2Ac7rFglqrFWKkK1LMqumDYK3OCvNJdgfipDZXs2Wdvytpp0S/DhXrL1svIO1EdDf4d8RjS0iH9ilyfY9PR01jDRodTqc7d6QvUA/VHKpeVbJEPsS63J91u7vwcYtm2QrW4t7iYl38yP1DICLCYsH/+qbjj0OubG7fHgjuty1lBS6BZc8aiw8d+aoAs+lVSfOdxhdFjdL3hsg0ymJpVgA6nKjzGYZCxAJFFiEBYhRLFDOYQGs/kRALKW/8iKhqqxW1zgu3FRGwQUO9xYJ69zQ91zq83kOASCm7Bcq9Sai32FChUk00RGhAnOZAkkNDnEMkXfOlFfbDTRGuuJRuE90yTJXci5OStiG21oaFNa9RhLSACB0xvJAiwH7GYmkNmhJfFY26CUPp9leBUdN0gdKa4DGiWTJeKn8NpEDLIyX7MS8jEyWOlqNm3hj27TnSB7RQm0tc+eYfPQSw+4hKOR8gLuibjIm7d+mOflnjsLFwPWoDTGU8uP01V0Hiur7mx3N1NtLqqvT9CHEhYoEii5AgbmCkjpRRKyo2Nta0KQwBcKgEOOy8+EfG6U/0jM8G3p/dsfYST10PCVIDPWrUKL2HMzmvERbUWXWB0/yxmHG+2vN5mW8k3iZRtDLV+1kQ6wAy7I1ePlQWt7Y6gPIioHK/nk/fO7D6Y50pgiUCS/6O5O/JEAak7UjNNbkuSeFwEa9GzTtCiBe9koCow0DZPth7xahoVdNFShdYZQfKsObAGtRJWpkYRgy93FPctHRzbkSzJFIiJGUi9+SrMHHsDLzy7StYuDGwukxS8sW1bT+1ufLGXIfiFoofaxYLiiIilJugFOH9sHgj7gjCR6GgV4QSWBIF22QplIOFdkMLja17HzESqW8A6nb6dmxsIxRZhARBenq6ejeEFnEiVq4GjfVARFTTv9UVJ6r5fGKX652i4TVNpJOk7En0ye52YZUu5rDkcHezE1DglIpJdjuinK5SvikErN8DCf3RVRGBZfw9kdAgD32kOKyUJNi5cycPKyGtUdcAra4U+yN6weHsUSRFUCJYIrDeL31fd/eLiFPFhV2YSS8zBJZRA8o5buqKkr142m5HZQAPmKSmpt/tOqNmpQNPAloQWQalNhsWJSdicWJCUJkbryXE43eV1cgr3IDyYA09gkTGOwdy3Pzxs0PVsEn/KvcmHR3JOnz4sEo92LJlC0466aSQN4aQrnYTk5qaqv4uegTr/w7s+wI44hSnTaszNc99mqSz7d0IHJGjvwuR8UCDm1uTfFe5F6ja55pkj4zHl6jH1qgo7LdZ0cfuQILDjiqrDd9E9cJ3kZFo9JXa1xPQHLi08hAuO3RIdczNkPMgr/STgF8+g66ERFkYwQoPkZGROOaYY1TKICGkdT5b/WfMP7jB+UnSyx0qRVBFsAx3vz5B1LQcdLqeWugujFYvhG3VPFyVNVTViDJDn+g+LdvGS9Rs5TykfLfc1PoK4vthsQwQDpIymw15kRFKrLU31hCtJ6OxselBcEdHsqRDlDoQdn8WxYT0MOQGscvfJBqV6Y0aT/7ehR1v6y9nHrbr3Xvajn+7qsDL1SIvoQ+K7XU4YLOioniFek6YEBmJCkcDtkRH4ssoTRUkBJyC1Xt4Tg/Rsf54NAZ4LErD/NIDmFzjlsdvnB/hUAHw1CnAtC87rJ2kcyFpgtHR0R3dDEI6PXaHHQ+ULlcW4j7T0CwWJFkjMdGMq6A33tbghhlG1jhcn78GLx55FCq1Fjo5p8C7s87WusCz2pD9+T9btnDXNKRabHg18rD+gK4NFEfH62Oa2plyuV8IQcpguXE8RQR3dCRLuPPOO3HHHXfgxRdfRJ8+zirJhJDOIZTkwu8tmnxNk3exLJXaEPJZLvjewsn7XS5C4qgkA3jlc3Qi7OU7sSmhDzZY7XCgHEkJvZF8uBRlCb1RYQV+iu+L9THROKSEqC/nIRqHmEWzWjErtR8ebmzE//YUItJdYAnyb4kO/jkVGHAKcM3S0Py2CCGkm/ebeR/ejmIximjhpr3c0YC8rBzktMXdz7hWO139pEjxfdW7MK1klf6dn+1fU12Pc0o3t+6AN36my8J9emo/lXXjLbTk8yUHD+KJPkloK2WOOvysrh6JdjsqRPj4ar/m1oJQjV+X9YRgnIA1eSBw8s36PZDc33S0yPrb3/6GH374Af3798egQYMQFxfn8X1eXl4o20dIzxJI3p/9fSf8tAo4coL+nQgmI+/b+LdRA0NEkVzk5N1bOAnGhcX4LANZkzKRV1eE4qR+KHMcQGJSP1QcyENiVB9UJPRGot2BjTFWfJg2ADUcVN9+WCwo6dULIwcPxJUVlZhd5j62zRBddmD358AjJzGqRQgh/jAeMBasRWnJJkCs1VuhtOQrc66CrW1X+mZnDS2pufVIbAzuTUtDhZcZU5ylF+4v3odzJINB+m2T282tqcWikv24N+MIlTHiTqItCpW20CTc7ZViwUmZOOzyzvWDJQzmYCFY5cmF3wODnePlOkMk66KLLgp5IwjpFHgLGjPTjWiQkQ7gLoLUINQ5nsvLUyh3cSS4CySZZlz4DaHk7AQ8ok6C+3fu8zq/s+evQV6/TNV59E09AVpWDvaXfIWyPilIri9FSr9MaIXrsb9kE8qyhiOx5HtU2KzYG9sHSyPtKEs2BrLGer73ZgS7w7FY8HJiAt7rHYeVu/f5j2rNGwiMuTEslewJIaRL43p4ORcpWTmS/NbqIspZ8NxFel8e7E25V5FiITctBxOvegebijdhQ+EGJSBy0nKQk54D29qH9fmMjJKWhJZbXS5U70KlipCJc23TLJWOBryYEI9Q8L/4BIwrLkaN637BB5Ywuy+3IW3w+8heOEPun6a+j3AQsMi65557wtIQEib8CYSWMC4eLd2YtWW9QiDL+hIzrbXJ3z54t9t9PncB4942bxHka7qB+zqMi6jb07JmYkjwMU2NYyragNKUgeriPzx/DbaiFqX9jkHf6CgVJT/YbwBS4PwuKwel/Qagb6H+3Zr4aLyfNRhl8lQsXp7OOV0QXU/qnGl68caFsczrKV4XH2cWTjRNORtlHG5UjodSf0uQ/0ZrmsoVL4uwhb9jsVhQGRHRclSrvhL45BF9GoUWIYR44uzTy9YvAtKczn2+0DSkuzsLtqVorXuRYkH6/ynvqV53dMZo9fLVRo+Hr74EnpvAso+dgflvTVJ27c12Rf4Tov7poBXqYV+HowUntLb0PQLIXxuWQsRtsnDfvHkzvvnmG/XvE088ESeffDJ6NOESM23Fn3BoqU3GU5BwrjeQZX2JmZbaZIgZX/vg3m6jHcZ87hcy52f7qvnIK1yP0qxspKx7CNmaA7YJsz2nF65H9qr5+nTNoWpPiNtOSm0RsuX8jp2BvIIPVURJBFP2Ve8Aax5E3rqH9PnGXIfhufOxdflslG54BLt6ReDNo4fo+eH7P9GbnZUJhzxl218MGFapLX1X9W3rx4t44nCgf6Mdfe12ZQvfS9Nc740WC9Ia7Tilvg6XVx5CZCvHTpIzXk7ojeWxMdgtlsAWqdsFVNvCIL6cUa1lcbFYsadQHxjt3gFLgc3Pn9L/Ha5rzeLJ+t/WlPfML7PkAr2dHDtGCOlARJAs3P0W4M/0wjmm6PY+IwN3FvSHXPskVd/bddAfxjxyb+PvgbMRIZMxZkUbUVzTemQuFNSY7dO00NS2MlCW+nY7Jh2qxpKkxKDWEVtVGjbTi6BEltQFuuyyy7Bq1SpV30QoLy/HxIkT8dprryElpYUnAd2ZcImZtuJLODjsyCvJU0XtpOaCWIKqC4d7m1rbh1Cs1+yy7uOLnE8bfM4v63aPFvmab+wMPUbjFm2SC6xckNQ8x03UhdTKuVhesAzzGwtRrITLfiVg0n5cgsk738PSxoOtTJfMg4+Q+PIo9c8Kue1WkaLipmlu81lfWQGH5miKJnlVam+pZG7Hl9PtGlgdDgxsbER6ox3JdjsO2mwqEnVEYyN+fqgao+vqPeN3hkV9EIgIu6bykHq5I2v7PDoKzyUmYHtUpCqgHJJOx2LBgV69MGLwQDxSsl/l43tQX6FHtOTvI9SiRh4w7dmkizkRTmaE1qPD9NSXqOA6RkIICdVDcblHaNH0wjk9edubQNzg0EQ8gnngJdttadtu61RFi9uJ7Pp6fNze0SxNqpgBsw6UIXf0dPzh9Fvx+tIbsLtgperTn0jug1oTw84uOFQN7F8TFtOLoETWLbfcgqqqKnz11Vc4/vjj1bSvv/4aU6ZMwR/+8Ae8+uqr6JGES8yEuG3Lq3dhfvW3Hk840mLTMDtuiBp8GVCb2rLeYJZ1HrcW53cTZMuX3ux/Pudnta63JjWbZ3LWSXheK4EmgzrdKI6IwGKtAjA5vUJuPAW3i7evaUpgkTYT4XBgaH29ElLqEAMqOjW6rk5VtvcQUbYoXRj4QwSW/JbKdjY9gfP1fqhYL5ysnnBamgouC7J+oxCzMwnz9Lp6nF5X6hHxkvz4UvnthEBwTRMHwpL9+kBpd6Qtuz7Xo06hFFpbXmk6jvL35xRaDY0NeP2717G7cjcGJgzEpcdeisiIyCaBJfQfHrp2EEJIEA/FSzc/Z2qx0owT22Z40Y64iha3hiiVYLsdTUOSw4HLG2x4VtwF/ZWz0fT5jmlowMaY8DgKS99yVfxxQMJ+oHwXMkpLMMN4aO0nOhmraerhqjIUCVMky6Jp7t6KrZOYmIjly5cjJ0cGCTaxYcMGnHPOOSqqFU6eeOIJPPjggygqKsLw4cPx+OOPY9QoPTLgizfeeAN/+tOfUFBQoAozLliwAJMnTza9vcrKSrXPFRUVSEhIaH0BQwiMuip0YiZEiOiYXrKqWY6u+qRpWJQ6AbmT/9au6w10WbPzm5lP8DVPOMLapIOElERKJIrjDxFRcq7Ld+nvyYP06cbnEVe0LcVOHP4OlejCy0twqWlun0Vw3ZCegs1S16itvz1Nw4KS/Z41tdxvMOL7h855UCzjvcTqQ1kn4QVUQX/W6NysxYopNQ5ML9rlnGIB7i0P7fW3B2H62HTWVHZCOhK3WlUbC9fjWiOzpAWem/QccnasbN+H5IHi/HuXDJ1Jb01CSU2x31pZiQ6HXm9KTfDT5xgSwc99UpKmYdXOPXgsJRWL46Kaz6fpy8uDv3v79UFVCOuKqnRBSwSW5ecrK3x1PuQhn3N4yaLkRCxOTPDbdpX14YhU9TwDPZ9mr78BR7IcDocqSuyNTJPvwsnrr7+O6dOn4+mnn8bo0aPx6KOPYtKkSdixYwdSU1Obzf/ZZ5/h8ssvx7x583D++efjlVdeUe6IYjN/0kknhaeR42eq6Iivm3f5sU+vLsKiUVcht53/OCWqJqLP3yBIqaWwoHoHJjrsAeUct2W9rS0rfxjzD32DkVV7VaSgobEWc6u2tzj/nyu+QOK2l3B/+eYW57v7wOfqk0+B5ZyHtD+RTgE1vK4BSQ6pu2FDUYRNnbeghJRMN4SUL1ozU2kr7kJGIkhF24HGOv335S64nCmGzxeVKrH1u/QUbGqL2LJYVE2tpTU1+FvJAc/v5Oa5cl9oIlqyDk1GmzXxh9S+WClRXa+2S/+wOFqEbCKmi0lHNEVTj05lJ6Qjccumyc4ai7TYOr9jmORKlhabrrKRkO4MMIQp8hGqv3dVKytuiLrn9L4WW5zd4S8O1WFxguEejMAfNlssKLdY8GyfZDwvAstPSOyaikokOxwhFViqeRYLimBH3pjr9NplxnARJ9LPnHTM+fhzxXaUNzQ90EuNScWcWg25NbsB1Kqan50mknXhhReqaJWkBUqtLGHv3r248sorkZycjLfffhvhQoSVRNCkVpfRaQ8cOFClMM6ePbvZ/Jdeeimqq6vx/vtN1oxjxozBiBEjlFALRK0Wlh4w9SRVhMNF756Hklr/Aw57WyIxNWm4+j3K4dfgUO8OdSrk3aGeAOvfNb0b0+WH75zD7Tuvz+7zaRpKHfVYZy9rtf0nW+KQaIlo2rYa82OsG65pxrcVmh3fWVqoVO4k1Q5EWPTxQ3ZoamyK3GJWWylmehJxdjtOra3D4MONSDBEVGQMMhpqfQooR2KmerdWGNEPoHHQWETsXOuxXpkmT7V84cg8DYfHzUJnIurFC2Ddtwmaww6rj3FfDosNjZodkwdkqFTUoMWWpuH4+nr8q7DE5zYQn4G6m7cGt25xU1zQH1a3KNay2Bjc3kqKhkzdVLAbkSaeHDKSFZq+KeKThxC5Zh4axs1B4xm3tXk+QroqvdYsgGa1uX7f8ptfs+lR3JNxhLI290bvVyxY2Pd0jJsUeKZPR2D8HQvLTrkSC6q/wf66/R4i4/aSEjwU04jiFsyYZN/9Poh2o7VCxOl2O/54sBxzTNQhC4b7T30A5+35ChFbXoK1UoSTjnEdk/vyLaVfYH9tKfrFpGBEysnqoX/kyxc13Us4HR47PJIlAufnP/85Bg8erASOsHv3bhUZeumllxAuGhoalKPhnDlNT52tVityc3Oxbt06n8vIdIl8uSORr3feecfvdurr69XL/UAKo+augDWqBcXvxBb7I2IHtezockhrwN/KNqIz8oVWHVgVbZP3fiWejgIIJ7F2B2pCVGiPBCaeRtTXI9nuwD5LNBoiRE4DUY02DNDqlAtQtlNElWuxSLLUYKcjBYOsRc7P+t+dPq3UJa4ePnyJ/AXiVOtXatqGH1Ng1y5xfTamPdoo8/ngO8kz/aCTncqb1X9fi7wfx1t2IlJrRIxVf1hx2GFFL6tdRbaW7ynE0tgYzErpKxe8wDdjseCbqCj8KiMVb3gJLRF39oq9ODj3WJxR/3jAq5a2j8RhV7NEKqp2tvLkU34TLycl4ZrOmGrTiWlb3zQUt9guwYw18/D4iu/xuP0i2GLzYYmogtYYD3tNFm6xvYMZvd5Uf2+PfzgU+LCz/c0QEjy3RrwJu6ZfrOR3rv8d/BIR8RbEHJGipzz7uHbFO4D79pci5setOOHTrvE3cYvte8xwJpwt3V6IkpQGWN0S0A5VlqHgcDmK43XzOn+YEViC37FYgkSbIiJQFsZ7sttey8dP9d/jdFscjrfEINFS6+c6Jm2QzI7lzs//hx+Ogy60DhaEpW0BiywRVpJuJ+Oyvv1Wt4kWAwwRO+Fk//79sNvtSEvzzJuVz0Y7vJFxW77ml+n+kNTC++67L+h2SqdlhkE1kejT6PzVaxan7JDQlvPdmKI1/ds13WMe53dqPsHq+VmzqtmrejXg+6TmT7O9OergAMQfjoN63uzctv7s2QJNtVN/16dZcSiyCgX9vm91venFOYisTYVDi4ADNvVeF12K8v4rW122cefVsNccBUfsbsQM+ker8x8svQDR6f9F2PA3ULQtA0iD3WYYtysOfGdV1eNIex0ON/ZGr4hDSLQ7VMHiXo0ROBzRiKjGCGQ5al3iyeAz+yAMsJQi06o/PTNElCGgRGB9aj8Bp9u+Vu8btSGqAxThtEE7Hna7/m/BZnEoASUdojven7silzXc7RIsI7QfYNMc6GX1TLs++1A9JtXswYX907EzslfgUS2LBd9GReGSjFS86SW0bBYNGdpBfBJ1S8BCa6TlO/SyNLV1XXQUHCaF4Mr0o3BNQFsjbe2bjL+X4Yn/RVqfLajp1fTUPvZwJIYf3IuHK5r/nRHSHQRWjuVbnB7xtbr5lpcILcnSeT7tuxYj7zGaHVFVg1VfdYvj353+7+MW279dD0t29j6IVRnfw+p1g1Ab0YAnks05u8ba7ahpIUol5hHq+1ZItjvQy+HA4WAeFvpBIm0xjVG4un4LZvR6S+3z55YT1L2E2fPUcOU7iFi3qHOkCx4+fBgxMTHYsmVL+MY0+WHfvn044ogj1DirU0891TV95syZWL16NdavX99smcjISCxZskSNyzJ48sknVUdVXFxs+mmhCEuz6YKbizfhxo+vb3W+J898FiPTTkF7YSaNUYw53r7gvwGPyQp2vYEua3b+N897Fxe///MW55NwuVBS60d4qr8KH/nIxnSvCur+p/sYNOpzWstCSS6SKgXU13eapH75Xi7ZDpx/qBLja2rRmDYUZfu/xoG4fuhbvR99ovvBWl2M/TabespkCKjEqD7IqCrGCC0aveor4IhKhFXeEzOhyctiUU9+7ImDYKvY6fG9RJ6MdD4J1Qu2grUqZU9SNCwOu3r3ntbZ0vk6iui/DYelqhAWZwqhpPS5pxO2Kaqlacg4fBgf7m3+kMkhP76EI0ynDko7UbkX+iMcnbMHZKDIx3hdX5yccjJemPxCq/MxXTB0fZOwcvcKzP7ktmZjLYy0oPlnPISJA88ytS5CugpG+px335S3YRGuN2F4Ifdro79f1SVSaY10yPrTprV8v2Ty4WycA6iWQVx+RFYcrPr3rfCUIwX/ZykJ3Xh3Z+r5g1oqJu3cHPR5iellU94BgRKWdEExt8jMzFQRpfamX79+sNlszcSRfE5PT/e5jEwPZH4hKipKvbyJjYxQr9Y47YgcdaPv19HFOYBS5gtZUTtTRGBO7yGYXqMPgtR8OO7JIMn46Kh2XG+gy5qbPyk2ttX55vTWyw9Ml4GuvuaBhqmWRHVT6z4YNt3eiJ9F9NHrYbnZtfubnmSLUuuucMv19jXNavEUUWnWGFyyvxCZjY1IST0Rw/M3YuuY61Bqr0Xf7W+pOQ8OvRgp+7/H8IKN2NovE6W1+1UhXS1jGA6WfIWUmH7I3r8LNsk1lodWMiBUrEpLdurvB3Y2mULIgNGkTN1Vb/DJQO/BrvmtYrdtvGdf5bLTt8mTH6sNVq/3CHk/chwiXe5ksz2NKhSe08zdmvcApn+lu0N9/iRwuFo/pm5MrmvApJ17cPrA/oEXNrZYUNirF8YOyMDaPYUeXymxVLkXsU+MMOc6WCXLN9nYyy9ZUkLMMjFzovl2k5D0TfKQ6pG8B/UPXr8bEVgy5dHNC3FuVm74+yY6HpL2wPidnTkbsFkR4XQTFLH04agrcYcJgSVUHT6ISOc6IlfORaSkvnXWdOdc3bBma9HGFh80tyaw5OskWFGmMiv8G4RVQ0OyNQrljnr/97y2WHx/YAfQt08ge9Jy+ywWTEUCJhVs1s/pmbNVin1nI+B0wTvvvBN33HEHXnzxRfTpE7oD1hoSlRo5ciRWrFihHAIN4wv5fPPN+vgGbyTiJd/feuutrmkfffSRRyQs1EjnZDi6WPzc4M+KO66dBZbuGCXW8Yt8WsunqzYpa/m4zICtfoNeb6DLmp2/dKeql9XqfGLx6WuexkbMishAbv5m/HHCHOQNOUvV0UjZ/hayx0yHbcJs/HHVfOR9vkjVzUgp/Kr5dJsNKUMvR/Y5+k1N3ouTUCrCJ/VEZF/5AbDmwab5vESU2o6k34kxgFtx5ZxzF+nOX1LXQdi/B8jfqH9n1AeTgnrOjkQ55+36TF/eqCxvzGd8Z7jrGZbN8rs0xJH3NONd6KwdTHdAjr28xP5dXACNSJbz+MuV4/Pd+zBuQAbKAjXFEDeoiAi17BovoaVEU8UefbstCS353qjr5oyIyJivQNpx5ZArzbeZhARVcNWPe5ogfVVRbQn+9PcTcFpkX2TFD8Kgfiegd78hQJ8jgb5HAjHJoWkMHQ9Je+Drd7ZyLhZlnYTFJWtMX7NcNaeMdXRWZ0GDlfNQWtNkFtUiTmMPdx1l3KueX1mOF8UCvRXOLyvFSwnx/u95K2rwXlR0wLvRYrPFjVerwLCskXp9VLlf6YT3JUEZX/zwww/KWXDQoEGIi/Os8izjtcKFmFhI0eNTTjlF1cYSC3dxD7zmGj27/+qrr1YphZK7Lvzxj3/E+PHj8fDDD+O8887Da6+9hk2bNuGZZ57pemKmjW0yLHnFOn6ivyLJ0qYgrX4DXm+gyxpio7X5S3e6hITUy/I539qHXbuQG5eJiec+ps/jJaRUtGblXOTs/NS1baP98r1ruogWmV+NcbEqhzxFTLp+kV+9EDlOMaTmf/Ei9Z5jWCQ7RZESUULpbn1/BRFBgnERUQLIudxPqzwLNct37p2AYU3uXvPGX/0bX+e7E16wehQidNyiWt4du4ikSUekY5+k6AUotEScybIfNEsdbEVoSXvke7eutFbT8FOk+WeIWfX1iHz54oCcnEjbkWugGd6LjcR7qAJqvwR2f4l++XYMPnwYgw43Igu9MDg2DYMSs3BEvxPQq+/RTgF2lG6DbBa3G17js93fNd3dUp7XJBIIPn5nyw7lY3HpWtPXzD7WKN263XudnRmrTd3LwESkLs7aC9VeZTgSYcU9JcWqjpYZkTWxRh+XPb//IBTbazzveWvsyC3djBVp/jPIgseCBbZqTJwwR92rdcbzE7DIMqJIHYFYspeWluLuu+9W5hVixb5s2TKXucWuXbuU46DBaaedpmpj3XXXXSr6JsWIxVkwbOPJwiVmQtQml0Cw2pBj1Hpo5YIUlvUa/za7rFs0p8X5pU3GfE5RYhs/03M+7xowznoSObLe2OXAqbc1tde93W7bdmEIIONdcBdBxk2xMc0QQ+7iyH05g6nvNxdDvsSR+/L+/t3ad6TrRLW8xI0gIunXGanKQTBQoSXizJcZhi60dgPzBgJzmuxwFZ880qwNFx6RHtC25xwsB+rW6EUjKbTaDdfT+FYY1+9kVNeXoaCmGAfstdgfYVOvTTHGHOVA9ReIOJSHAd83KgEmJRkGWaMwODYDg5OORt++x8HS7yigz1G6AIuKb74ht+ur1JZs/lAyTWWFqIeSFFgk2HRUt9/Zh4d2Yub+TwO6Xp1XVqo/mO1Kfef4mcjWHEj7cQlKIiJ8j+Z2jg2vhqfAEsoleyIuBdm9ByGt8Ue/61CpgI2NyM4YBdvgcRiXvwqTHYdQbLPi4pTRuOOcJxEpx67wB1xQUYb3Y82lZ5pFvNmK7DXIqytBjmTrdMIIY0DGF42NjXjggQdw7bXXYsCAAegJmB54HejTtvZ6Oheu3Pe2rFcIZFnZlntqm5k2+dsH73ab2Vcz8xASbrzTB924MbUv1sbGBj6ouAUzDEVUQpPQUkLPU3TVioX44IGmt2t1OJC3c0/TeLxWapPQ+AIhOzYSKZr0ymkoaaz2ac0s5hdpEXFYdsVnrnT2qoYq7KzciYLKAhQc/B4FB77GzooC7Kzbj1qvp9/uxNsdGNToFF8iwqyxyOo9AJnJRyOm7zG68BIB1udILF8xG9NLVjVrk5FqtCh1gspKIMQ0Pu6vli+9GdNKVgV8jXwu7WzkfP7PLin0ly85E9M13WzC40bfddvvZdTlNY5q2Q/fYmXWSH0dXpbuRl3KRZZUNbRiedZIzG8s9BiTnub2oMSelInTElpwKmwDC0r2Y/Koae16fsxefwMuRhwfH4/t27erOlk9AdMdGQfyEkLCzeLJwN5NQGOTy5zBTal9sSZIoZXY2IhPmo3RcmKLAnqnNhNYwtiB/dUYL7P8rqwcN5fr9Z2aiTgfUGQhdMdm9UIsX78I09MkoiU3XU1dv257oWFRcSlyR09v9WbFoTlQUlOii6+KAhSUfYeCAztQULUb+xrKWiy1mN4owkuPgIkAeyY5GeWqSogP4edMOVp28TJz45jZDxMfQss+dgYmvTWpxTGJPn+rxm9PojFdLWXVuf8ifu61F7Vcy6oVgbk8NgbzU9NRbGl6wJesWXFXSTHOGT0dywuWKSHW4oOS79ZgeUMJprVUrD5IVDuN4RbtRNiKEZ955pnKMr2niCzTBBPl6Cp/rISQzsE1S3WhtevzZhGtJ0oO4OZUYHWgQstiQUVEBHIG9sfG3fuafy9FOn0ILHHeLA+g47Y4HPg/d4EVEQWkDzXfTtLmG67ciXdi0eBszN8wv1lq3qxRs5BbkGcqXdxqsSI9Ll29xmSM8fiu3l6P3ZW7dQFmRMBEhB3aiwp7rXKhlNf6mNYHwiszjpoi5G1/CTknXAr0amUZGmoQA7c0wWfLtgUssCzuJmVdxfDC4Pnz9WEWIgoHZ6Ny1bRmZRvMIEZcQm5NLRypp+FP+z9HjXZYTSuzOLCw/yBg/SIs7JsMzcfDNs3pArigeDUmlu+CVNN9BKmYhwMogWc9yGBQ0XdLhMtgrDMSsMj62c9+htmzZ6tolrj9eRtf/PznPw9l+wghhPgSWns26QLIjb+VHMCC5Ea8JIOVAxRadTYbhmcegbxde31Y7nsitxqz5Imk2W1oGuaXHvBcr+bcF9KuqVNyozNx4ETf44UH5Zofl+uHKFsUjk4+Wr28Ka8rV8IrvyJfpSF+vvcTfFW2o9V1PvPZn1G4/C4MS8jCoP6jYRk4ChhwCpA82PM3SEMN4jUeS8b7PRFgmmCSNQr39B3jaVLWVR6Ky9+70zjLrjnUAxUtyMiRMs+YeKc6hrf5SOktsddgRiv9gCYPSqxAXnQUck69TfcreP48vHRgCx5qi6W71PaTfkjr0/5u3eEUWTfeeKN6X7SoeWhOFGtH1NAihJAehYgTuZkQIwovoTWrrEKlabwYhNBy2GwYMXignuNeoz/F9MXEARkBrTvW4Wi+PolkkfDjbrzjxK/RkBDGp/ZJ0UkYET0CI1JHqM8bjzgd135wbavLfR4bo15AGRKL/4uhu97GsPp6DEM0TkoZgcSBo4EBOcAR2W0z1GC6Yct0hePjFs2UNEE5/4E8DDrXEof5P34LW+av9d9HJ3Wta/XvPX+NKhNTbLIWmE9DizHTdaF2cKPPcZyBiLfSoRc3GZfBguMa9IhY0Fgsqo7XxPzNuolSa2P2u4rIktpUhBBCOhijQ/n8KaC+wuOrmWUVKhnj5UCFlmCxqCjVc/X1PpwHgbOPSNfrcwXAopL9XtuwAWP0B3ak56aySwRNRE9JTbHfcVxJUUk4/8jz8VVxHr4u+w4VNuCT2Bj1UjR+i6wd2zF02xMYXt+AYXEDcHRGDlYdc4ZPQw3ZltSxlDIr8lTdA6YbtiyqzBwf75Ih7m6+7YGbyM6rLTKdJijjEhemnIFzN76iG/IY7e5qQsvt7720dHPAi7tqW0VkqJI0G9c9FJRQ8yZlpNvDlKxxOBhE27wphwN5/TL1OqGdlIBFFiGEkE7WofqIaM0uq8DuXhHBmWFYLNgRFYWhgwbgr8WlGFdXjwYAYzKPgCNAdyhxFBxTL0u7ERnXKZ86kvZFImoSVRLR46+Q6T0Jw5E7apaadth+GN+VfYetpVuxvWQLthVvxq7aEuRH9lKvd5VTfA2iD66EXcw9fPxMXeNEqneoMiseqUZtLGPS7UWV+/FxlkuRSIeImdLjzkHKd8uR/fk/YZNj4uv4tFdUy7m90g2PAIbRQktoGh5KGYdzznsC6J3VVLbFXWh1lfFYBuNnIqW2CCj+KKDFUt0jvfmbUZpzBbD/k6CbYXGa13jXGkvZ/iJCQWntfo+yPZ3tb9G0yJo8eTJeffVV5aYhzJ8/H7///e+RlJSkPh84cABjx47F119/Hb7WEkIIMS20xAzj0gwbvg60jpYg81ss+IM8xTRMaINwLpwnY7GMQddqPRZGsYjO6oXqZk6iSs3T+tKV8YD7uJhetl44sd+J6oXjr1DzldWVYfv+7dhWug3bijZh+4EvcQj15gw1Nj6BnJOuBOL6+hVaknLms6C9fC+1eQKlo0qC+Er1MxOpkn10LxotompwjoqS7Crfijfje+u23SUr1CxpRw/B7OpdzdMxwx3V8t6X8TOxq2wbULG11UVvShqOcza+BPQe1Lw+Zlct37JyHoZH9YNUjnX4M70wrsduX2l1lYCb1UKKzVUgr2V8rMvinO4yEDFYvRDZ+3chPi4TVU2lbYMiJeVE/Tcq2++EQti0yPrggw9QX9904ZJ6Wb/+9a9dIktqaO3Y0foAVkIIIe0ntF4vLAne3t0gyOUGNRxuGotldPSR8V3zpoWEFrebbjUY3mH3bcYhAquFyFJydDLGDRinXoa9/AtfvYCHNz/cahPmbXsCZ697ECdHp2FY/zGIHTwOyDy1qbbS+kWYv/stFNtrXMtI/aDZ+3Yqp0ZFIKlkHZE+Z+BLQLUUqRLzhPw1sE+Yg7z0Y1VUaFfBu3iz8YAuqowIkVcVIDlWUo/qphEX4PqxM3Szm/aI+nnti9SFe6PBT1kKA01Dqi0W1//8BSD5YY/lFV1VYAlWG7auewgOeUjm7/rtY3qpo1al2S7KGqnqX0lkUoSzmFy0VJD49ogMVSer1KNOVrrngxJBIk4Fa1W088yST/Gfmp+C2z9NQ5ItGtkDczt1RNm0yPIupxVgeS1CCCEdGNF6MLkRLwQzRitYHA78Z593kWNri3WxSA/Bx023XzOOQFL4nPbyKtJlgu8jI9ULqIft4CocW/QRTl5Vj5Nt8TjUNwv3p6VAa6z2+JuRYs5Sa0ys8HMDcWPs6PRCX86LEqWTVL8Nj6jUMmWFLdMKPkRpySbsyhqKN0uX6xFGJaoqAO/xmL6uJxYLnqjYijffmuTfZKStUaudn+qRJrfIlfv+5R03ESW1zceUerfzV/HHeNq0d6XxV61QGkRtLFc6bawNEyfMgW3VPMyuqMH0OB/RMKcOmFUXgdzSzRg26nqcXfqBslb/x6TnMDJtZPMHJRJ1cj5k6Lf3CyBZz44LCsdhYNU8ICqxU0axBI7JIoSQHiC0bi+rwND6BtweiPV6sGgaFnhbthtjsQjx4XjYIgE6HrZmqCG//j7RfXHDsBuwtXAjthRvwr6GcnwTFaler8hM9fk+awuJkYb8b8GGBcoK32YmvfCFC5vqFpnd57akFfpzAfTnvCjXhOKPkPhCNmCLQIWMwDREVY2nqU4gFLdkMhLM/hn7JS85ns5om0tsue1f6aF8U6vM/P7jprE8Xa0eViuCPmXMdQGPyfJIpx1yFnJ2forc/DWY2vskLMEhONzqW0mm35SKSuSWVahzUD/0l8DHHyBC/dn46WPkXAkr56J48BA1hjIoLBbd+EKs4esqdNHdlUWWHDDvg+b3IBJCCOl0QuvcmlpYS/brtU2EcFzDNQ0n1Nf7sIDnWCzi9RsNhAAiC2YMNe6KPwm5x1+BK5xju4qqi7ClZAu+KNyAT3avxK66/X7/PqRCj9yEbv5kAUYNu6r19MKSnao+mWnamlbYkgugs3aUL+fFCqmAJ2V4Qnld8GUyEuz+Gfvl5vpnL1iLvKINKK76CQeyTkVF72hYhk9GUf4yIL53q6tMGXq575TJbvAQI3vsDCS8Pg6VDW5F4AOg9IOZQH4elmeNxPNaSbPfi3x+PjEBw8TYqHgj/rLyFjX9sNWiSjOkeZdLcEsXlM/pB78AKr8MTbTOEG9dOV1w6tSpiJIB1ADq6uqU8YVRjNh9vBYhhJDOKbTOqanFIyX7Ma1fHyCIdJIW0TT0aWxU48CakTig645vIN3aUENIj0vHuVnnqtfSn07BrLW6o2FLzPjhJYzf9ixGW+NRn3Jcy+mFKeOR6zVmyBXx2vEhsmPSYZsw23xaYUuRoBaKMhdXF2Nh5TafdY/C8dDFiIpsKt6E0RmjA0+b9CourE/Tl18u57dwhT5G7MCn+stABJY/wwd31ztJkYxJ71ZpgsZvQq7uV0YPxlMN24JaTUrhV7BnjcX82DpoNb7rZMlDjPsyjkCFvR6ao97zt1/jI5Ipv1mnIBq9YwX+0UZ7+D6dvDavaZE1ZcoUj8+/+c1vms1z9dVXh6ZVhBBCQiS0FgF2Twv13JpabNm1F2cPyNAHKofi5koGIjc2YvUeH4PNbZHAtLY9sSSkvQw1ZD4zlNts+E98b/xHbjdrvm05vVCiOTLGxV+R5MZGzN75oTIbMCWwWosEtVKUub2ZsWoG7k0cEfj4LD/mHBI1FPGqtVSzr6XrmrvrXXdJE/Tm+fORXbQBCFDIWDQgzd6I7Og05KUdi+IWUg5FaJU7Gnwea81XuQS3+mkyAjPabkddGx72WYZfCcRmdNpzZ1pkLV68OLwtIYQQElqkQ5PXn1ObRbSkW/t4TyEWJifixbYaYmga+h8+jA/2ehtdCBbgjOnBr5uQdjbUUGO6bLEqCuUr4iMD+1Mj4nDvhIexce8n+LjgQxTUlbaaXpgX3wcVp1zuu0hyRASmayW6q1sII10S7fG1vfamoqFCd63zNT6rpcicj/PUcPqtuH/Xv6DZ64K+bt2YNNwzmtkdIljex7NgLQ7GxQa0mPy2BVWM+ORzzdcaa218V0le09+hnOeoRNjqK/Dn/Qf1ccJq44Gfy9JjzwKOOh+dFRpfEEJId+eMaT4jWsLMsgrcWlaBnw3IUDd6wdTCurKiUhU/9gnTBEkXM9SQOlhi0y6REolCiUgykM/yf/n+jB8/wxnjZ+O4lGGm0gvvzluEsggbNIvV/1P/xkI4lt6IhdXftR7p8mdw4RRiYr8uEayOFlgujKjGx3Nhs/VquYaWd5qgjONxRuXur9yGMq/UtEDJHHYlkDy8e6UJGrgdz5SCD8WCxPSiiQ4H7rGl67+zwefqY9aCMM/wprSmtOmDnNf6Ctc44aU1NVgpJUaC4MBXb1BkEUII6QQRrUdOAiqaW6iLifWKPYU4BODsgf1xSNI3WruB0TSMqKvDP4tK1fI+SRzINEHStQw1nDeoUgdLbNrnb5jvNaYrDbNGzUJuQZ7rBj3luImmNrUnslfrT/0jIjCjZE2zvz+fka76UpRuf9Vlv67SsdxusMXGvHjnywgnaTFpOLm2Css0z7FofvevpgivRH2PK/LebnIfdQpCaW/pT0v1tE6LRaVWutwD89coA4ZQReVUSmg3tG33eNggUdn8jUjLykKJ1tj6cdM0lQKLCXcAg/Xfd/aEOS1Gdc2S4p6CK+fUjb+WHMBDw0/BC5Xf+HQDbYnyn1Y2uUN2QhjJIoSQnoKMi1o82a/drXhxrdu9T4mt21P64rOYaDi8OtZ4hwNXV1Ti2spD/sWVQIFFuhpeqXjiCCg27T7HdLnVyMrWHK2mF/aLiMX4I8/Dm9+/GVTT/Ea6nPbraa+chtl9cjBxw4vIG3MdSgeehB8LPw9wI85b3BZupiWidklEX2SW/KiiHNnRqaqW0qSskbjHXoRKE+NrFpZtxpKjh2D2+kVqfKgysJB6XG6CULkyxsYg12nVrqJypct9GjAEuo/pEXHqPCq643gst3FPUvR3dvUuVSC6JSMQhRo/CL08wcXLYJOiwVInS8Qtqn0vr2mI1TTUWq3+ixXHpjcdb5/tvRO3AfjD1g/wetZwPNdYiv0tjbVzw5o8sFOLZIvGqsItUllZicTERFRUVCAhIaG9zgshhISXeQOBehPWvvIUecp7+r/nZwJSk6RFLMCg04Brlra5ibz+8ti0K/7S71pCbmYlylKySaUXwld6ITQsKi5F4rArcG0IUq983eyKkJOtJtqiUCFGBEGQZI2E5mhEhVstJA9RlXIisgfneo4NE5yi9PNl03B98XJT21JHRdNw7qEaLIuP8z02yGJRx02E2NMjLlAFjkPBI7LO0dM75U15yH/LUrtt5VyMzxqMCs28Pf9zaWcj5/N/AtGJ6pq/aPi5WFz5tX9hLnj/JqF/vyh1AnJl7Jsx5k7atvUVoHxX89RXhx2LK7/FovI8U+38h5aK0VmTgq8pF+a+iZEsQgjpiczZ3bLYShoE3Opl/Tt7V8tii9Er0pUJ9iatYK2p9EK52U07eghK7DUBp0W1hoqgaVpzgdVK9CLZGoWZRXuR5oxKYdU85GXloLTkK11UHeUlqrLO8buunHMeUhG1ksYaaK1lpsl/LBafAsvYHxFaC/oPQmNyNp4oXdtmF1SrxYoHxz2I3J1bOnX0I9TRLIlsVoi4D+D4SRqq6gPKdyob96WNB3zP6DxPMpbLbrGhym24YZp7uQTVpjs9/87cH2i4/e1dufIBLCrb7Fq/T2SbFhtOKdgEiMjqpOVBKLIIIaQnY4itQDDEFiE9mQDTCyWuICly01P7+SySrBKLzNwI+5vHX+0rX5Ev+Y+m4e7CPU1RHYkmTLwTOfJvb1HlPX7JbdyPkWqnikD3yVHjpnTDkLYhQqvIXoOZ+z9ps/up8GC/M3DO4HMAebnvS3cUWq7zNw6lx+YGbF6RknoikL9RLZ9XuB7FLdjAy3mSsVzjD9Vgde9YHG2Jwazcvyo3QTGR8Yk/UbR6ISJXL8A1yYlYLK63flIUhXuLi2GTTItOfB4psgghhBBCQuBm6Ncy3omkvi1CKubHWpsVSb499lgsLPpYmVyENNLlQ6CoKEO1Hbk1u33f+Poaq+Q+zddNcgtFoNuCqWOhAXEOO8b0HoTP64pQrTW6vkq32zHrQBlyC14Ceg/ytGzvTmOx3DGK/uavQUraMYHVO9QsyB40EdCigcFjUdpvACBCtxVEYAk/aLW469O7MDtuSFNdNMGMGPpCj3pNd7rVPp+U2Oz8x1osmOtMI3UZo3TS80iRRQghhBASKIGkKJkskmxdcqZyEWxTpMsPNwy9AUclHeUZYXMfW+V98+vrZtjfDbKP/Xvl21ewcONCtA8a/iLW47/+n+68+OHtuvOiYc6xe54+m4/Cxt36t7l6IbIlTVUcBmE3IVgl8mkHdq/TP66ci5Qx1wW8+ZKaYkyvLmpeF60lMbTkAn2clpPpI27Gzaffild3vIq84jzE9orFBUdegNEZo2F78aIml0J5HzwWnREaX7QCB14TQkjHwOsvj023IJACwlILKmsk5jcWotjNYS09BJGu5yY95zvKZrZ9rbTbe3kRO5PemhSyiFZL3IRE/D5/u2cbvOtvGTfl4lgY7L52RZZcgOXFGzEtgKK/zxUWIydjtBIvrRpn+BH/FmfEdJk4FTpNOFpkXqarfpap8yOizDinIrKmvo/2gsYXhBBCCCFdoUiydyRo1Xzk1Rah9LhzTEW6zNzs+rXRbmvqnJ/9U2O04oZgWnVRm00r/KKJ3XsMrr9yNSDjf3xFqoz0Rnfx1UnTy0KOlOwo+hJNRcnMnYfSXtFNEaKssYD9J8CfPb+fc6s566JJxLalFFoX6c46jidfZU4Ai+utCK2DBcCg09EZYbogIYQQQkhHpRX6iASJo1+OrzFP+ZtVQWLvSJfYr5fb63Urd7ebXsPgQlzeWowmtCWq04KJgYzJuSmE9uvN0TC77yh933wVFw4k5bE7UrEH9voKzB/YX/9sUuumHK7TxzrlvYi8+mJUtGB80RqlNaXmZgym7IdRXqST4ma2SAghhBBCOnWka8rH+OCoKXgu9SwsGLtA1TRa9eMPeCR1AlIjPC3RJYKl6hSJAYGso71wa+/1P1+irOxDjViyP5w6znPf5BjKsewpkaqWkGNSvhN5/TJ1QW4mmijFmhsbkT1muh7FqtiFYhMFplsiJVbqx/VMGMkihBBCCOmKkS75TorGuhtquJs+nPOgHuWRYrDtZXXt1V5lXR83RBkhyI2+3/FkgRh7aJpuyT75CSBucM8xtAhCvJcOPAlYO6v1+Z3W6LfXRei10ZyW/mUVXwNG3aoAsLinqRopmp20nlW4oMgihBBCCOlqkS5f4kss5M9dBMSk68sZKYK+Uunaq72GtbuPNMfkqGScX9+IhLLdeDIpyZShhyoqnHI6ztngZskudOJ6SR2CU9CkFG00N79T4CZXFeu/LVl+5Twk26ID3rRFnUhNT1M1xsoZBiQ9CIosQgghhJDOir+n/y2lGbY0LdypdO7tdSuKm5u/BhMnzNENPRz1SBl5LbK/XQHbqnnq+6OLN2J+/0Eotte0XlTYVwSrPfatCyKRpNSYVJTUlpiav3joL5uO685PkVa0AQhwTFaqBsy2pOqpnEJPcnN0gyKLEEIIIaSrEUzqVXve6LpH2kT8DB4L2/iZTYYe8r0ILOcNeO7qhZi4ci7yoqOwMuNovG9tQJmj3rW69Ig4zNq307OosMAIVotIdPPi2jo8ZfK0lWWdDvQ+Uj+uSYOQXVeP1MZGlNhkXJe5dWiORioMiixCCCGEENLuhh4+vpfkxpzodORM+QwzfBVsltQzsRZnBMs8qxfCXrYbSE40NbukcGL8VXo9sfw1sGWNw68ObsETfZJMb7I0IkKVGlDFiNtzPGAng5EsQgghhBDSvpE2X2mF3uPLvOsrGcYWxvzGNOIb4zgNnwxUfmnqKKXFOVMDM0/THQbz1yCzsTGgIyyJnRZYsKB6Byae+5hepqsHpnLSwp0QQgghhHRuG3t3aNXeOm7CddSYW00d1mS7Hdkf3OcpggvWoq89cIGkWZqKEevnq2c5CwqMZBFCCCGEkI6js48v6+LC9ZRV85Fot6PCavVtk+80Fbmr1gZb6dqmumNOkabVFgLFy8NbjLgbQpFFCCGEEEJIdxSuqxcqB8d7Y2MwLbWf73ktFlxTXoFzyiqU06MSV5Iq6DQt2d9Y27ZixKt7Zp0spgsSQgghhBDSHflCt1HPranFI6kTlJ27O8mRyXh4/MOYnjRcnyDGIiK0Bp2uRwutNpR9917Am7WII6QUI/52hS7ajJptPQhGsgghhBBCCOluLLkAKN+l/3vincgdPxMTfbk2igAafI4+v4gseUkky0my3RHQZlVCoqZhVo1dr4PGOlmEEEIIIYSQboGk6CVlAidf1bJro8GU93ShdbBAX9ZpnpE25jqg+CPTmxVnwSmWBOTmb9ajYj10/BwjWYQQQgghhHQ3rlka+DIitAxW6lGo7PzVSHDYUWkzl/Ln0DQ8jwoMS8lErkTFRKz1QKHFMVmEEEIIIYQQT5xGFbaCT3BlRZX5o+M0MFyQGAv7hDn6mCzDsbAHwUgWIYQQQgghxBO3os/Z9fUBHR3NYkGRvQZ5Q85CjsXKYsSEEEIIIYQQogwwnBwcenFQB6R083M90r5dYCSLEEIIIYQQ4onYuDtJ2f99UEcnZftbwKm39cgjyzFZhBBCCCGEEE8k+jT1fVWsODt/I1IDkA0WTUN6YyOyx0zvkaYXAkUWIYQQQgghxPe4rPw1sCUNwq8OHjR3hDRNvc2qi4Btwuwee1QpsgghhBBCCCHNkfFUUuuqfCcyGxtNH6GpFZXILd2l190SK/geCEUWIYQQQgghxHfK4OCx6p8pdrvpI/S/vhmwSyFkMc/Y9VmPPLIUWYQQQgghhBD/Nu5JmRheVw+rpAI60wH9Yti31xUD0Ym60GKdLEIIIYQQQghxpgtOvFMdiq3rHoLD4qw0bIJSmw1IHa6LMllPD4ORLEIIIYQQQojvdEFxB3TYURwdH9ARSonpp0exZExXD6yTRZFFCCGEEEII8c+uz1DmqDN3hDRNpRUO379LF1i0cO/cHDx4EFdeeSUSEhKQlJSE6667DocOHWpxmWeeeQYTJkxQy1gsFpSXl7dbewkhhBBCCOkuNu7JfY81N7/FotIKt/bLBKa8h55Kl4lkicD66quv8NFHH+H999/HmjVrcMMNN7S4TE1NDc4991zccccd7dZOQgghhBBCutu4rLRJCwNarLR3P/RkItAF+Oabb7Bs2TJs3LgRp5xyipr2+OOPY/LkyXjooYfQv39/n8vdeuut6n3VqlXt2l5CCCGEEEK6Bc7xVNmr5iPWbkeNGFqYoE/RV3oUjOmCnZd169apFEFDYAm5ubmwWq1Yv359SLdVX1+PyspKjxchhBDSkbBvIoR0KKsXwrZqHk6vNTkuC4Bl+JW6/XsPtG/vMumCRUVFSE1N9ZgWERGBPn36qO9Cybx585CYmOh6DRw4MKTrJ4QQQgKFfRMhpDPUyrqkqmU/BHcOiFGG2L/3QPv2DhdZs2fPVoYULb2+/fbbdm3TnDlzUFFR4Xrt3r27XbdPCCGEeMO+iRDSYYhIEpfA8l2wjrjS9GIppd/rqYI90L69w8dkzZgxA1OnTm1xniOPPBLp6ekoKSnxmN7Y2KgcB+W7UBIVFaVehBBCSGeBfRMhpMOw2vR6VxPvxMGC/5laJNFuR/aujT16TFaHiqyUlBT1ao1TTz1V2a9v3rwZI0eOVNM+/vhjOBwOjB49uh1aSgghhBBCSM91F0TBWqQUfgVkpLW6yG8qq2BLGqSnGQo9UGh1iTFZxx9/vLJiv/7667FhwwZ8+umnuPnmm3HZZZe5nAX37t2LIUOGqO8NZLzWli1b8MMPP6jP27dvV58lAkYIIYQQQghpBSPdL38NsuvqkeYALJrme15NQ5IDuL68EijfqacZckxW5+bll19WIuqss85S1u1nnHGGKjZscPjwYezYsUPVxjJ4+umncfLJJytxJowbN059fvfddztkHwghhBBCCOlySLogoKJTs0tLVcFh+V8zLBbcU1qqR7GEsp09dkyWRdP8SVEiiIW7uAyKCUZCQgIPCiGEtBO8/vLYEEI6CSvnAVtfdUWnlk/4I+ZvmI/immLXLOmx6Zg1ahZyC/KcboSD9Pkl1bAbpQua7Zu6RDFiQgghhBBCSAeaXxjpf1PeQ65kEQ6ciLySPJTWlCIlNgXZqdmwyXyD5FsRZnN7dLogRVYrGIE+FiUmhJD2xbjuMuGiOeybCCHtSlU1MGoGcMatcnF2TT4u9jj1EqoPVTfNf/Lvgeo6XWCNvMljmZ7SN1FktUJVVZV6Z1FiQgjpuOuwpGYQz2MisG8ihLQv9wSxzP3oiX0Tx2S1gtjE79u3D/Hx8ao4spCTk4ONGzc2m9fXdFG70glKUePONqbL33505HoDXdbs/Gbma2kennP/tPU3Ho5zbrZNoTrnHU1L+9uRf+f+2mW2TfKUUDoxcZG1WruEGW670V37ps7YL3Vk3xTs9z39nIdiXzuqbwqmXwqmve1BZRv7gEAxu9726psYyWoFOXgDBgzwmGaz2Xz+cfibLsj0znRRa629HbXeQJc1O7+Z+Vqah+e8dYL9jYfrnJtpU6jPeUfja387w9+5d7sCWZYRrJ7VN3WG32tn6puC/Z7nvO2/747qm4Lpl4Jpb3uS0IY+IBACXW+4+yY+GgyCm266KaDpnZVwtbct6w10WbPzm5mvpXl4zsNHuM55W9fFcx6+89DVrpVdhe7wm+2M/VJH9k3Bfs9z3nX7pmD6pVBuvz24qZv8nbcG0wXDDC2Iex497Zx3xv3tjG3qifvbWdtFeG56Ij3p77Gz7mtnbVdP29/KdmoXI1lhJioqCvfcc496Jz2DnnbOO+P+dsY29cT97aztIjw3PZGe9PfYWfe1s7arp+1vVDu1i5EsQgghhBBCCAkhjGQRQgghhBBCSAihyCKEEEIIIYSQEEKRRQghhBBCCCEhhCKLEEIIIYQQQkIIRVaYWLNmDS644AJVDdpiseCdd94J16ZIJz3HUhH87rvvRkZGBmJiYpCbm4vvv/++S56vp556CsOGDXMV7jv11FPxv//9z/V9XV2dqi/Rt29f9O7dGxdffDGKi4vD3q69e/fiN7/5jdquHOOhQ4di06ZN3eIctPb7OnToEG6++WZVkFb27YQTTsDTTz/tMU84zktrvwVh3bp1OPPMMxEXF6fmGTduHGpra13fDx48WO2T+2v+/PltahcxB/um7k1P6pcE9k3tD/sm81BkhYnq6moMHz4cTzzxRLg2QTr5OV64cCH++te/qhvf9evXqxvOSZMmqRvfrobcyMtN8ObNm5WIkRvoCy+8EF999ZX6ftq0aXjvvffwxhtvYPXq1di3bx9++ctfhrVNZWVlOP3009GrVy91k//111/j4YcfRnJycrc4B639vqZPn45ly5bhpZdewjfffINbb71Via53333XNU84zktrvwURWOeeey7OOeccbNiwARs3blTtslo9u5v7778fhYWFrtctt9zSpnYRc7Bv6t70pH5JYN/U/rBvCgCNhB05zG+//TaPdA86xw6HQ0tPT9cefPBB17Ty8nItKipKe/XVV7XuQHJysvaPf/xD7VevXr20N954w/XdN998o47JunXrwrb9WbNmaWeccYbf77vTOfB1DTnxxBO1+++/32Nadna2duedd6p/t+d5MX4LwujRo7W77rqrxfkHDRqkPfLIIyFtAwkc9k3dm57YLwnsm9oP9k0tw0gWIWEgPz8fRUVFKhXDQKqLjx49Wj3p78rY7Xa89tpr6mmWpIpJROPw4cMe+zpkyBBkZmaGdV8lYnPKKafgV7/6FVJTU3HyySfj2Wef7RHnQDjttNPUMZCUSenrVq5cie+++05FkIT2OC/ev4WSkhL1dFzOh7QvLS0N48ePxyeffNJsWYmGSRqjnLcHH3wQjY2NIWkTIcQ33f2ayL6pc8C+qYkIt38TQkKEdGSC3GS6I5+N77oa27dvVzfSklYi43vefvttNQ5oy5YtiIyMRFJSUrvu608//aTy8SVt7o477lBpaX/4wx9UW6ZMmdItz4E7jz/+OG644QaVLhMREaHS8URkyvgnQfYxXOfF32/h888/V9/fe++9eOihhzBixAi88MILOOuss/Dll1/imGOOUd/LecrOzkafPn3w2WefYc6cOSplcNGiRW1qFyHEP931msi+qXPBvqkJiixCiCmOO+44JagqKirw5ptvKiEj43w6CofDoSJZDzzwgPosERG5kZexBtK27o50ZCJqJJo1aNAgNRhZTC5kwLv7k+r2/C3IORF+97vf4ZprrnGdlxUrVuC5557DvHnz1DQRxgZioiFiUJaR76OiosLadkJI94J9U+eCfVMTTBckJAykp6erd28nN/lsfNfVkBvho48+GiNHjlQ3wzK4+rHHHlP709DQgPLy8nbdV3HHkuiJO8cffzx27drVbc+BgTj1SfROIj/iJCZCRcwlLr30UhVBEsJ5Xvz9FuScCC2dF19IupKkCxYUFLSpXYQQ/3TXayL7ps4D+yZPKLIICQNZWVmq05In+AaVlZVqvIqkWXUHJGpRX1+vbrTF4c99X3fs2KFuqsO5r+IsKNtxR8YkSVSnu58DGWslL2/HPpvN5oomted5MX4LYs0ukbSWzosvJCom+yJjuQgh4aE7XxPdYd/UcbBv8qIVYwwSJFVVVdoXX3yhXnKYFy1apP69c+dOHtMeco7nz5+vJSUlaf/5z3+0bdu2aRdeeKGWlZWl1dbWal2N2bNna6tXr9by8/PVvshni8Wiffjhh+r73//+91pmZqb28ccfa5s2bdJOPfVU9QonGzZs0CIiIrS5c+dq33//vfbyyy9rsbGx2ksvveSapyufg9Z+X+PHj1cOgytXrtR++uknbfHixVp0dLT25JNPutYRjvPS2m9BXAMTEhKUq6GcF3EalHb98MMP6vvPPvtMzbNlyxbtxx9/VOcrJSVFu/rqq9vULmIO9k3dm57ULwnsm9of9k3mocgKE3LjIxc479eUKVPCtUnSyc6x2OX+6U9/0tLS0pRF7llnnaXt2LGjS56na6+9VtluR0ZGqhti2RfjplqQDvrGG29U1rkidH7xi19ohYWFYW/Xe++9p5100knq+A4ZMkR75plnPL7vyuegtd+XHN+pU6dq/fv3VyLmuOOO0x5++GG1z+E8L639FoR58+ZpAwYMUNsUUbd27VrXd5s3b1Y274mJiardxx9/vPbAAw9odXV1bWoXMQf7pu5NT+qXBPZN7Q/7JvNY5D/e0S1CCCGEEEIIIcHBMVmEEEIIIYQQEkIosgghhBBCCCEkhFBkEUIIIYQQQkgIocgihBBCCCGEkBBCkUUIIYQQQgghIYQiixBCCCGEEEJCCEUWIYQQQgghhIQQiixCuiEWi0W9kpKS0BmZOnWqq43vvPNORzeHEEJIO8C+ifQkKLIICYFguOiiizrdcVy8eDG+++471+fnn3/e1cHZbDYkJydj9OjRuP/++1FRUdGubXvsscdQWFjYrtskhJCeBPumwGHfREIJRRYh3RSJYqWmpnpMS0hIUOJmz549+Oyzz3DDDTfghRdewIgRI7Bv3752a1tiYiLS09PbbXuEEEI6B+ybSE+BIouQMLNo0SIMHToUcXFxGDhwIG688UYcOnTIY55nn31WfRcbG4tf/OIXahn3VL+tW7di4sSJiI+PV0Jp5MiR2LRpU8BtkSiWiJuMjAwcf/zxuO6665TYkvbMnDnTNd+yZctwxhlnqDb07dsX559/Pn788UfX92eeeSZuvvlmj3WXlpYiMjISK1asUJ+ffPJJHHPMMYiOjkZaWhouueSSgNtLCCEkPLBvYt9EwgtFFiHh/iOzWvHXv/4VX331FZYsWYKPP/7YQ9B8+umn+P3vf48//vGP2LJlC84++2zMnTvXYx1XXnklBgwYgI0bN2Lz5s2YPXs2evXqFZL2SbRL1v/uu+/CbreradXV1Zg+fboSciKaZB9E/DkcDvX9b3/7W7zyyiuor693reell17CEUccoQSYLPeHP/xBpSLu2LFDibZx48aFpL2EEELaDvsm9k0kzGiEkDYxZcoU7cILLzQ9/xtvvKH17dvX9fnSSy/VzjvvPI95rrzySi0xMdH1OT4+Xnv++edNb0P+tN9++22PaYsXL/ZYpztPPfWUWqa4uNjn96Wlper77du3q8+1tbVacnKy9vrrr7vmGTZsmHbvvfeqf7/11ltaQkKCVllZGXA7CSGEtB32TeybSMfCSBYhYWb58uU466yzVJRH0v2uuuoqHDhwADU1Nep7ifSMGjXKYxnvzxJVkuhRbm4u5s+f75G6Fwp0vaOnEwrff/89Lr/8chx55JEqPXHw4MFq+q5du9S7pADKfjz33HPqc15eHr788ks10FqQaNygQYPU8jLfyy+/7NpfQgghHQ/7JvZNJLxQZBESRgoKCtR4pmHDhuGtt95SqX5PPPGE+q6hocH0eu69916VbnjeeeepdMMTTjgBb7/9dsja+c033ygxJeOvhAsuuAAHDx5UY8XWr1+vXt5tFtH30UcfKRMNcTKUNEERVoKISRFer776qhr/dffdd2P48OEoLy8PWZsJIYQEB/sm9k0k/FBkERJGRFTJOKaHH34YY8aMwbHHHtvMxe+4445TY63c8f4syLLTpk3Dhx9+iF/+8pdK2ISCkpISNb5KbOglR1+ibBJdu+uuu1QETgwyysrKmi0nZh6nnHKKEmKy/LXXXuvxfUREhIq8LVy4ENu2bVOdughEQgghHQv7JvZNJPxEtMM2COn2SJ0pMa1wR6JCRx99NA4fPozHH39cRYfE5OLpp5/2mO+WW25RphDi9CTziBD53//+50rdq62txe23367c+bKyslTkSETYxRdfHFRaYFFRkXqXqNK6devwwAMPKEt1SUMUpH6WtP2ZZ55RUShJERSjDV9INEtcBsU5UYwxDN5//3389NNPar9kfUuXLlViUwQlIYSQ9oF9E/sm0oF08JgwQrrF4GL5U/J+XXfdder7RYsWaRkZGVpMTIw2adIk7YUXXlDfl5WVudbxzDPPaEcccYSa56KLLtL+8pe/aOnp6eq7+vp67bLLLtMGDhyoRUZGav3799duvvlmZT4RqPGF0TaLxaJMMEaNGqXdf//9WkVFhce8H330kXb88cdrUVFRytBi1apVPtdZVVWlxcbGajfeeKPH9LVr12rjx49X5hiyT7IOd5OMltpJCCGk7bBvYt9EOhaL/KcjRR4hpDnXX389vv32W6xduzaowyNRMBmzJSmA4URSAI866igVWcvOzu607SSEENJ22DcRYh6OySKkE/DQQw+pgsM//PCDSi2UelpTpkxp0zrFHVBqa4UDSYGUtEMZtyVjzQIVWFIXrHfv3mFpGyGEkNDAvomQ4GEki5BOwK9//WusWrUKVVVVyvZcxmmJEAkWEWuCzWZT47hCjbR14sSJyozjzTffVCYYgZptVFZWqn/LuC8Z00UIIaRzwb6JfRMJHoosQgghhBBCCAkhTBckhBBCCCGEkBBCkUUIIYQQQgghIYQiixBCCCGEEEJCCEUWIYQQQgghhIQQiixCCCGEEEIICSEUWYQQQgghhBASQiiyCCGEEEIIISSEUGQRQgghhBBCSAihyCKEEEIIIYSQEPL/q63Cvbf8dRkAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(3, 2, figsize=(10, 7), sharey=\"row\")\n", "\n", "for i, name in enumerate([\"STS_SIN\", \"STS_EXP\"]):\n", " sts = d.loc[:, name]\n", " sts.plot(ax=axes[0][i], style=\".\", legend=True, label=name)\n", "\n", " if name == \"STS_SIN\":\n", " acf_true = acf_v_true\n", " else:\n", " acf_true = acf_n_true\n", "\n", " acf_true.plot(ax=axes[1][i])\n", "\n", " axes[2][i].plot([0.0, 365], [0, 0], label=\"true ACF\")\n", " for bm in [\"gaussian\", \"rectangle\"]:\n", " acf_name = name + \"_\" + bm\n", " acf = acf_df.loc[:, acf_name]\n", " if bm == \"gaussian\":\n", " kwargs = {\"marker\": \"x\", \"markersize\": 10}\n", " else:\n", " kwargs = {\"marker\": \"o\"}\n", " acf.plot(label=bm, ax=axes[1][i], logx=True, linestyle=\"\", **kwargs)\n", " dif = acf.subtract(acf_true).dropna()\n", " rmse = f\" (RMSE={np.sqrt((dif.pow(2)).sum() / dif.size):.2f})\"\n", " dif.plot(label=bm + rmse, ax=axes[2][i], logx=True, **kwargs)\n", " axes[2][i].legend()\n", " axes[1][i].set_xticks([])\n", " axes[2][i].set_xlabel(\"Lags [Days]\")\n", " axes[2][i].set_xticks([1, 10, 30, 60, 180, 365])\n", " axes[2][i].set_xticklabels([1, 10, 30, 60, 180, 365])\n", "\n", "ax = axes[0][0].set_ylabel(\"Noise [L]\")\n", "axes[1][0].set_ylabel(\"ACF [-]\")\n", "axes[2][0].set_ylabel(\"Error [L]\");" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Sine wave with non-equidistant timesteps" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(3, 3, figsize=(16, 9), sharey=\"row\")\n", "for i, name in enumerate([\"STS_SIN1\", \"STS_SIN2\", \"STS_SIN3\"]):\n", " sts = d.loc[:, name]\n", " sts.plot(ax=axes[0][i], style=\".\", label=name)\n", " axes[0][i].legend(loc=3)\n", " acf_v_true.plot(ax=axes[1][i])\n", " axes[2][i].plot([0.0, 365], [0, 0], label=\"true ACF\")\n", " for bm in [\"gaussian\", \"rectangle\"]:\n", " acf_name = name + \"_\" + bm\n", " acf = acf_df.loc[:, acf_name]\n", " if bm == \"gaussian\":\n", " kwargs = {\"marker\": \"x\", \"markersize\": 10}\n", " else:\n", " kwargs = {\"marker\": \"o\"}\n", " acf.plot(label=bm, ax=axes[1][i], logx=True, linestyle=\"\", **kwargs)\n", " dif = acf.subtract(acf_v_true).dropna()\n", " rmse = f\" (RMSE={np.sqrt((dif.pow(2)).sum() / dif.size):.2f})\"\n", " dif.plot(label=bm + rmse, ax=axes[2][i], logx=True, **kwargs)\n", " axes[1][i].set_xticks([])\n", " axes[2][i].set_xticks([1, 10, 30, 60, 180, 365])\n", " axes[2][i].set_xticklabels([1, 10, 30, 60, 180, 365])\n", " axes[2][i].legend(loc=3)\n", " axes[2][i].set_xlabel(\"Lags [Days]\")\n", "\n", "axes[2][i].relim()\n", "axes[0][0].set_ylabel(\"Noise [L]\")\n", "axes[1][0].set_ylabel(\"ACF [-]\")\n", "axes[2][0].set_ylabel(\"Error [L]\");" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Exponential decay with non-equidistant timesteps" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(3, 3, figsize=(16, 9), sharey=\"row\")\n", "\n", "for i, name in enumerate([\"STS_EXP1\", \"STS_EXP2\", \"STS_EXP3\"]):\n", " sts = d.loc[:, name]\n", " sts.plot(ax=axes[0][i], style=\".\", label=name)\n", " axes[0][i].legend(loc=3)\n", " acf_n_true.plot(ax=axes[1][i])\n", " axes[2][i].plot([0.0, 365], [0, 0], label=\"true ACF\")\n", " for j, bm in enumerate([\"gaussian\", \"rectangle\"]):\n", " acf_name = name + \"_\" + bm\n", " acf = acf_df.loc[:, acf_name]\n", " if bm == \"gaussian\":\n", " kwargs = {\"marker\": \"x\", \"markersize\": 10}\n", " else:\n", " kwargs = {\"marker\": \"o\"}\n", " acf.plot(label=bm, ax=axes[1][i], logx=True, linestyle=\"\", **kwargs)\n", " dif = acf.subtract(acf_n_true).dropna()\n", " rmse = f\" (RMSE={np.sqrt((dif.pow(2)).sum() / dif.size):.2f})\"\n", " dif.plot(label=bm + rmse, ax=axes[2][i], logx=True, sharey=axes[2][0], **kwargs)\n", " axes[2][i].set_xticks([1, 10, 30, 60, 180, 365])\n", " axes[2][i].set_xticklabels([1, 10, 30, 60, 180, 365])\n", " axes[1][i].set_xticks([])\n", " axes[2][i].legend(loc=2)\n", " axes[2][i].set_xlabel(\"Lags [Days]\")\n", "\n", "axes[0][0].set_ylabel(\"Noise [L]\")\n", "axes[1][0].set_ylabel(\"Autocorrelation [-]\")\n", "axes[2][0].set_ylabel(\"Difference from true value [-]\");" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## References\n", "- Rehfeld, K., Marwan, N., Heitzig, J., Kurths, J. (2011). [Comparison of correlation analysis techniques for irregularly sampled time series](https://doi.org/10.5194/npg-18-389-2011). Nonlinear Processes in Geophysics. 18. 389-404.\n", "- Edelson, R. A., & Krolik, J. H. (1988). The discrete correlation function-A new method for analyzing unevenly sampled variability data. The Astrophysical Journal, 333, 646-659.\n", "- Collenteur, R.A. (2018) [Over autocorrelatie van tijdreeksmoddellen met niet-equidistante tijdstappen](http://www.artesia-water.nl/wp-content/uploads/Autocorrelatie_niet_gelijke_tijdstappen.pdf), Artesia, Schoonhoven, Nederland. In Dutch." ] } ], "metadata": { "kernelspec": { "display_name": "pastas (3.13.11)", "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": "3.13.11" } }, "nbformat": 4, "nbformat_minor": 4 }