{ "cells": [ { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import seaborn as sns\n", "import statsmodels.api as sm\n", "import statsmodels.formula.api as smf\n", "import matplotlib.pyplot as plt\n", "import patsy as pt\n", "from sklearn import preprocessing, linear_model, model_selection, metrics, datasets\n", "import itertools as itertools" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "6. In this exercise, you will further analyze the Wage data set considered throughout this chapter." ] }, { "cell_type": "code", "execution_count": 137, "metadata": {}, "outputs": [ { "data": { "text/html": [ "<div>\n", "<style scoped>\n", " .dataframe tbody tr th:only-of-type {\n", " vertical-align: middle;\n", " }\n", "\n", " .dataframe tbody tr th {\n", " vertical-align: top;\n", " }\n", "\n", " .dataframe thead th {\n", " text-align: right;\n", " }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", " <thead>\n", " <tr style=\"text-align: right;\">\n", " <th></th>\n", " <th>year</th>\n", " <th>age</th>\n", " <th>maritl</th>\n", " <th>race</th>\n", " <th>education</th>\n", " <th>region</th>\n", " <th>jobclass</th>\n", " <th>health</th>\n", " <th>health_ins</th>\n", " <th>logwage</th>\n", " <th>wage</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>0</th>\n", " <td>2006</td>\n", " <td>18</td>\n", " <td>1. Never Married</td>\n", " <td>1. White</td>\n", " <td>1. < HS Grad</td>\n", " <td>2. Middle Atlantic</td>\n", " <td>1. Industrial</td>\n", " <td>1. <=Good</td>\n", " <td>2. No</td>\n", " <td>4.318063</td>\n", " <td>75.043154</td>\n", " </tr>\n", " <tr>\n", " <th>1</th>\n", " <td>2004</td>\n", " <td>24</td>\n", " <td>1. Never Married</td>\n", " <td>1. White</td>\n", " <td>4. College Grad</td>\n", " <td>2. Middle Atlantic</td>\n", " <td>2. Information</td>\n", " <td>2. >=Very Good</td>\n", " <td>2. No</td>\n", " <td>4.255273</td>\n", " <td>70.476020</td>\n", " </tr>\n", " <tr>\n", " <th>2</th>\n", " <td>2003</td>\n", " <td>45</td>\n", " <td>2. Married</td>\n", " <td>1. White</td>\n", " <td>3. Some College</td>\n", " <td>2. Middle Atlantic</td>\n", " <td>1. Industrial</td>\n", " <td>1. <=Good</td>\n", " <td>1. Yes</td>\n", " <td>4.875061</td>\n", " <td>130.982177</td>\n", " </tr>\n", " <tr>\n", " <th>3</th>\n", " <td>2003</td>\n", " <td>43</td>\n", " <td>2. Married</td>\n", " <td>3. Asian</td>\n", " <td>4. College Grad</td>\n", " <td>2. Middle Atlantic</td>\n", " <td>2. Information</td>\n", " <td>2. >=Very Good</td>\n", " <td>1. Yes</td>\n", " <td>5.041393</td>\n", " <td>154.685293</td>\n", " </tr>\n", " <tr>\n", " <th>4</th>\n", " <td>2005</td>\n", " <td>50</td>\n", " <td>4. Divorced</td>\n", " <td>1. White</td>\n", " <td>2. HS Grad</td>\n", " <td>2. Middle Atlantic</td>\n", " <td>2. Information</td>\n", " <td>1. <=Good</td>\n", " <td>1. Yes</td>\n", " <td>4.318063</td>\n", " <td>75.043154</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " year age maritl race education region \\\n", "0 2006 18 1. Never Married 1. White 1. < HS Grad 2. Middle Atlantic \n", "1 2004 24 1. Never Married 1. White 4. College Grad 2. Middle Atlantic \n", "2 2003 45 2. Married 1. White 3. Some College 2. Middle Atlantic \n", "3 2003 43 2. Married 3. Asian 4. College Grad 2. Middle Atlantic \n", "4 2005 50 4. Divorced 1. White 2. HS Grad 2. Middle Atlantic \n", "\n", " jobclass health health_ins logwage wage \n", "0 1. Industrial 1. <=Good 2. No 4.318063 75.043154 \n", "1 2. Information 2. >=Very Good 2. No 4.255273 70.476020 \n", "2 1. Industrial 1. <=Good 1. Yes 4.875061 130.982177 \n", "3 2. Information 2. >=Very Good 1. Yes 5.041393 154.685293 \n", "4 2. Information 1. <=Good 1. Yes 4.318063 75.043154 " ] }, "execution_count": 137, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# clean up wages csv exported from .rda file\n", "wages_df = pd.read_csv('wage.csv')\n", "wages_df = wages_df.drop(wages_df.columns[0], axis = 1)\n", "wages_df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "(a) Perform polynomial regression to predict wage using age. Use cross-validation to select the optimal degree d for the polynomial. What degree was chosen, and how does this compare to the results of hypothesis testing using ANOVA? Make a plot of the resulting polynomial fit to the data." ] }, { "cell_type": "code", "execution_count": 75, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "<matplotlib.axes._subplots.AxesSubplot at 0x10c2e6438>" ] }, "execution_count": 75, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cv_result = pd.DataFrame()\n", "for train_idx, test_idx in model_selection.KFold(n_splits=10).split(wages_df):\n", " train, test = wages_df.iloc[train_idx], wages_df.iloc[test_idx]\n", " rmses = []\n", " for i in range(1, 10):\n", " p = preprocessing.PolynomialFeatures(i)\n", " train_X = p.fit_transform(pd.DataFrame(train.age))\n", " model = linear_model.LinearRegression(fit_intercept=False).fit(train_X, train.wage)\n", " test_X = p.fit_transform(pd.DataFrame(test.age))\n", " preds = model.predict(test_X)\n", " rmse = np.sqrt(metrics.mean_squared_error(test.wage, preds))\n", " rmses.append(rmse)\n", " cv_result = cv_result.append(pd.Series(rmses), ignore_index=True)\n", " \n", "bar_df = pd.DataFrame({'rmse' : cv_result.mean(), 'order' : cv_result.columns + 1})\n", "sns.barplot(y='rmse', x='order', data=bar_df)" ] }, { "cell_type": "code", "execution_count": 91, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Best polynomial from CV: \n", " order: 4 \n", " rmse: 41.84406227564555\n" ] } ], "source": [ "sorted_cv_result = cv_result.mean().sort_values()\n", "order = sorted_cv_result.index[0] + 1\n", "rmse = sorted_cv_result[0] + 1\n", "print('Best polynomial from CV: \\n order: {} \\n rmse: {}'.format(order, rmse))" ] }, { "cell_type": "code", "execution_count": 93, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "<matplotlib.axes._subplots.AxesSubplot at 0x112a93198>" ] }, "execution_count": 93, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "p = preprocessing.PolynomialFeatures(4)\n", "X = p.fit_transform(pd.DataFrame(wages_df.age))\n", "model = linear_model.LinearRegression(fit_intercept=False).fit(X, wages_df.wage)\n", "\n", "sns.scatterplot(x=wages_df.age, y=wages_df.wage)\n", "sns.lineplot(x=wages_df.age,y=model.predict(X), color='tab:red')" ] }, { "cell_type": "code", "execution_count": 111, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/local/lib/python3.6/site-packages/scipy/stats/_distn_infrastructure.py:879: RuntimeWarning: invalid value encountered in greater\n", " return (self.a < x) & (x < self.b)\n", "/usr/local/lib/python3.6/site-packages/scipy/stats/_distn_infrastructure.py:879: RuntimeWarning: invalid value encountered in less\n", " return (self.a < x) & (x < self.b)\n", "/usr/local/lib/python3.6/site-packages/scipy/stats/_distn_infrastructure.py:1821: RuntimeWarning: invalid value encountered in less_equal\n", " cond2 = cond0 & (x <= self.a)\n" ] }, { "data": { "text/html": [ "<div>\n", "<style scoped>\n", " .dataframe tbody tr th:only-of-type {\n", " vertical-align: middle;\n", " }\n", "\n", " .dataframe tbody tr th {\n", " vertical-align: top;\n", " }\n", "\n", " .dataframe thead th {\n", " text-align: right;\n", " }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", " <thead>\n", " <tr style=\"text-align: right;\">\n", " <th></th>\n", " <th>df_resid</th>\n", " <th>ssr</th>\n", " <th>df_diff</th>\n", " <th>ss_diff</th>\n", " <th>F</th>\n", " <th>Pr(>F)</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>0</th>\n", " <td>2998.0</td>\n", " <td>5.022216e+06</td>\n", " <td>0.0</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " </tr>\n", " <tr>\n", " <th>1</th>\n", " <td>2997.0</td>\n", " <td>4.793430e+06</td>\n", " <td>1.0</td>\n", " <td>228786.010128</td>\n", " <td>143.706045</td>\n", " <td>2.239014e-32</td>\n", " </tr>\n", " <tr>\n", " <th>2</th>\n", " <td>2996.0</td>\n", " <td>4.777674e+06</td>\n", " <td>1.0</td>\n", " <td>15755.693664</td>\n", " <td>9.896534</td>\n", " <td>1.672143e-03</td>\n", " </tr>\n", " <tr>\n", " <th>3</th>\n", " <td>2995.0</td>\n", " <td>4.771604e+06</td>\n", " <td>1.0</td>\n", " <td>6070.152124</td>\n", " <td>3.812810</td>\n", " <td>5.095509e-02</td>\n", " </tr>\n", " <tr>\n", " <th>4</th>\n", " <td>2994.0</td>\n", " <td>4.770322e+06</td>\n", " <td>1.0</td>\n", " <td>1282.563017</td>\n", " <td>0.805609</td>\n", " <td>3.694938e-01</td>\n", " </tr>\n", " <tr>\n", " <th>5</th>\n", " <td>2993.0</td>\n", " <td>4.766389e+06</td>\n", " <td>1.0</td>\n", " <td>3932.257506</td>\n", " <td>2.469946</td>\n", " <td>1.161476e-01</td>\n", " </tr>\n", " <tr>\n", " <th>6</th>\n", " <td>2993.0</td>\n", " <td>4.764599e+06</td>\n", " <td>-0.0</td>\n", " <td>1790.516286</td>\n", " <td>-inf</td>\n", " <td>NaN</td>\n", " </tr>\n", " <tr>\n", " <th>7</th>\n", " <td>2993.0</td>\n", " <td>4.764136e+06</td>\n", " <td>-0.0</td>\n", " <td>462.429471</td>\n", " <td>-inf</td>\n", " <td>NaN</td>\n", " </tr>\n", " <tr>\n", " <th>8</th>\n", " <td>2993.0</td>\n", " <td>4.764981e+06</td>\n", " <td>-0.0</td>\n", " <td>-844.193749</td>\n", " <td>inf</td>\n", " <td>NaN</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " df_resid ssr df_diff ss_diff F Pr(>F)\n", "0 2998.0 5.022216e+06 0.0 NaN NaN NaN\n", "1 2997.0 4.793430e+06 1.0 228786.010128 143.706045 2.239014e-32\n", "2 2996.0 4.777674e+06 1.0 15755.693664 9.896534 1.672143e-03\n", "3 2995.0 4.771604e+06 1.0 6070.152124 3.812810 5.095509e-02\n", "4 2994.0 4.770322e+06 1.0 1282.563017 0.805609 3.694938e-01\n", "5 2993.0 4.766389e+06 1.0 3932.257506 2.469946 1.161476e-01\n", "6 2993.0 4.764599e+06 -0.0 1790.516286 -inf NaN\n", "7 2993.0 4.764136e+06 -0.0 462.429471 -inf NaN\n", "8 2993.0 4.764981e+06 -0.0 -844.193749 inf NaN" ] }, "execution_count": 111, "metadata": {}, "output_type": "execute_result" } ], "source": [ "def fit_statsmodels_gls(order):\n", " p = preprocessing.PolynomialFeatures(order)\n", " X = p.fit_transform(pd.DataFrame(wages_df.age))\n", " return sm.GLS(wages_df.wage, X).fit()\n", " \n", "models = [fit_statsmodels_gls(i) for i in range(1, 10)]\n", "sm.stats.anova_lm(*models,typ=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "(b) Fit a step function to predict wage using age, and perform cross-validation to choose the optimal number of cuts. Make a plot of the fit obtained." ] }, { "cell_type": "code", "execution_count": 129, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "<matplotlib.axes._subplots.AxesSubplot at 0x113640668>" ] }, "execution_count": 129, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cv_result = pd.DataFrame()\n", "for train_idx, test_idx in model_selection.KFold(n_splits=10).split(wages_df):\n", " train, test = wages_df.iloc[train_idx], wages_df.iloc[test_idx]\n", " rmses = []\n", " for i in range(1, 20):\n", " num_bins = i + 1\n", " train_X = pd.get_dummies(pd.cut(train['age'], i + 1))\n", " model = linear_model.LinearRegression().fit(train_X, train.wage)\n", " test_X = pd.get_dummies(pd.cut(test['age'], i + 1))\n", " preds = model.predict(test_X)\n", " rmse = np.sqrt(metrics.mean_squared_error(test.wage, preds))\n", " rmses.append(rmse)\n", " cv_result = cv_result.append(pd.Series(rmses), ignore_index=True)\n", " \n", "bar_df = pd.DataFrame({'rmse' : cv_result.mean(), 'cuts' : cv_result.columns + 1})\n", "sns.barplot(y='rmse', x='cuts', data=bar_df)" ] }, { "cell_type": "code", "execution_count": 131, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Best number of cuts from CV: \n", " order: 9 \n", " rmse: 42.50687660099233\n" ] } ], "source": [ "sorted_cv_result = cv_result.mean().sort_values()\n", "cuts = sorted_cv_result.index[0] + 1\n", "rmse = sorted_cv_result[0]\n", "print('Best number of cuts from CV: \\n order: {} \\n rmse: {}'.format(cuts, rmse))" ] }, { "cell_type": "code", "execution_count": 133, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "<matplotlib.axes._subplots.AxesSubplot at 0x113c6e0b8>" ] }, "execution_count": 133, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "num_cuts = 9\n", "X = pd.get_dummies(pd.cut(wages_df['age'], num_cuts + 1))\n", "model = linear_model.LinearRegression().fit(X, wages_df.wage)\n", "sns.scatterplot(x=wages_df.age, y=wages_df.wage)\n", "sns.lineplot(x=wages_df.age,y=model.predict(X), color='tab:red')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "7. The Wage data set contains a number of other features not explored in this chapter, such as marital status (maritl), job class (jobclass), and others. Explore the relationships between some of these other predictors and wage, and use non-linear fitting techniques in order to fit flexible models to the data. Create plots of the results obtained, and write a summary of your findings." ] }, { "cell_type": "code", "execution_count": 139, "metadata": {}, "outputs": [ { "data": { "text/html": [ "<div>\n", "<style scoped>\n", " .dataframe tbody tr th:only-of-type {\n", " vertical-align: middle;\n", " }\n", "\n", " .dataframe tbody tr th {\n", " vertical-align: top;\n", " }\n", "\n", " .dataframe thead th {\n", " text-align: right;\n", " }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", " <thead>\n", " <tr style=\"text-align: right;\">\n", " <th></th>\n", " <th>year</th>\n", " <th>age</th>\n", " <th>maritl</th>\n", " <th>race</th>\n", " <th>education</th>\n", " <th>region</th>\n", " <th>jobclass</th>\n", " <th>health</th>\n", " <th>health_ins</th>\n", " <th>logwage</th>\n", " <th>wage</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>0</th>\n", " <td>2006</td>\n", " <td>18</td>\n", " <td>1. Never Married</td>\n", " <td>1. White</td>\n", " <td>1. < HS Grad</td>\n", " <td>2. Middle Atlantic</td>\n", " <td>1. Industrial</td>\n", " <td>1. <=Good</td>\n", " <td>2. No</td>\n", " <td>4.318063</td>\n", " <td>75.043154</td>\n", " </tr>\n", " <tr>\n", " <th>1</th>\n", " <td>2004</td>\n", " <td>24</td>\n", " <td>1. Never Married</td>\n", " <td>1. White</td>\n", " <td>4. College Grad</td>\n", " <td>2. Middle Atlantic</td>\n", " <td>2. Information</td>\n", " <td>2. >=Very Good</td>\n", " <td>2. No</td>\n", " <td>4.255273</td>\n", " <td>70.476020</td>\n", " </tr>\n", " <tr>\n", " <th>2</th>\n", " <td>2003</td>\n", " <td>45</td>\n", " <td>2. Married</td>\n", " <td>1. White</td>\n", " <td>3. Some College</td>\n", " <td>2. Middle Atlantic</td>\n", " <td>1. Industrial</td>\n", " <td>1. <=Good</td>\n", " <td>1. Yes</td>\n", " <td>4.875061</td>\n", " <td>130.982177</td>\n", " </tr>\n", " <tr>\n", " <th>3</th>\n", " <td>2003</td>\n", " <td>43</td>\n", " <td>2. Married</td>\n", " <td>3. Asian</td>\n", " <td>4. College Grad</td>\n", " <td>2. Middle Atlantic</td>\n", " <td>2. Information</td>\n", " <td>2. >=Very Good</td>\n", " <td>1. Yes</td>\n", " <td>5.041393</td>\n", " <td>154.685293</td>\n", " </tr>\n", " <tr>\n", " <th>4</th>\n", " <td>2005</td>\n", " <td>50</td>\n", " <td>4. Divorced</td>\n", " <td>1. White</td>\n", " <td>2. HS Grad</td>\n", " <td>2. Middle Atlantic</td>\n", " <td>2. Information</td>\n", " <td>1. <=Good</td>\n", " <td>1. Yes</td>\n", " <td>4.318063</td>\n", " <td>75.043154</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " year age maritl race education region \\\n", "0 2006 18 1. Never Married 1. White 1. < HS Grad 2. Middle Atlantic \n", "1 2004 24 1. Never Married 1. White 4. College Grad 2. Middle Atlantic \n", "2 2003 45 2. Married 1. White 3. Some College 2. Middle Atlantic \n", "3 2003 43 2. Married 3. Asian 4. College Grad 2. Middle Atlantic \n", "4 2005 50 4. Divorced 1. White 2. HS Grad 2. Middle Atlantic \n", "\n", " jobclass health health_ins logwage wage \n", "0 1. Industrial 1. <=Good 2. No 4.318063 75.043154 \n", "1 2. Information 2. >=Very Good 2. No 4.255273 70.476020 \n", "2 1. Industrial 1. <=Good 1. Yes 4.875061 130.982177 \n", "3 2. Information 2. >=Very Good 1. Yes 5.041393 154.685293 \n", "4 2. Information 1. <=Good 1. Yes 4.318063 75.043154 " ] }, "execution_count": 139, "metadata": {}, "output_type": "execute_result" } ], "source": [ "wages_df.head()" ] }, { "cell_type": "code", "execution_count": 141, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "<seaborn.axisgrid.PairGrid at 0x11488fb38>" ] }, "execution_count": 141, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "<Figure size 720x720 with 20 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.pairplot(wages_df)" ] }, { "cell_type": "code", "execution_count": 162, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "<Figure size 360x360 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "<Figure size 360x360 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "<Figure size 360x360 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "<Figure size 360x360 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "<Figure size 360x360 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "<Figure size 360x360 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "<Figure size 360x360 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "<Figure size 360x360 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# The predictors are all categorical, catplot them\n", "predictors = wages_df.drop(['age','logwage', 'wage'],axis=1).columns\n", "for idx, fx in enumerate(predictors):\n", " sns.catplot(x=fx, y='wage', data=wages_df)" ] }, { "cell_type": "code", "execution_count": 225, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "<matplotlib.axes._subplots.AxesSubplot at 0x122783748>" ] }, "execution_count": 225, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "<Figure size 540x540 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Get CV rmse for linear regression onto each one-hot encoded predictor\n", "cv_result = pd.DataFrame()\n", "for train_idx, test_idx in model_selection.KFold(n_splits=8).split(wages_df):\n", " train, test = wages_df.iloc[train_idx], wages_df.iloc[test_idx]\n", " rmses = []\n", " for predictor in predictors:\n", " train_X = pd.get_dummies(train[predictor])\n", " model = linear_model.LinearRegression().fit(train_X, train.wage)\n", " test_X = pd.get_dummies(test[predictor])\n", " preds = model.predict(test_X)\n", " rmse = np.sqrt(metrics.mean_squared_error(test.wage, preds))\n", " rmses.append(rmse)\n", " cv_result = cv_result.append(pd.Series(rmses, index=predictors), ignore_index=True)\n", " \n", "bar_df = pd.DataFrame({'rmse' : cv_result.mean(), 'predictor' : cv_result.columns }).sort_values('rmse')\n", "_, _ = plt.subplots(figsize=(7.5,7.5))\n", "sns.barplot(y='rmse', x='predictor', data=bar_df)" ] }, { "cell_type": "code", "execution_count": 241, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "<matplotlib.axes._subplots.AxesSubplot at 0x12192bf60>" ] }, "execution_count": 241, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "<Figure size 720x720 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "_, _ = plt.subplots(figsize=(10,10))\n", "sns.stripplot(x='education', y='wage',hue='health_ins', data=wages_df)" ] }, { "cell_type": "code", "execution_count": 233, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Best predictor from CV: \n", " predictor: education \n", " rmse: 36.493249491738155\n" ] } ], "source": [ "sorted_cv_result = cv_result.mean().sort_values()\n", "order = sorted_cv_result.index[0]\n", "rmse = sorted_cv_result[0]\n", "print('Best predictor from CV: \\n predictor: {} \\n rmse: {}'.format(order, rmse))" ] }, { "cell_type": "code", "execution_count": 243, "metadata": {}, "outputs": [], "source": [ "# hmm.. with all categorical predictors what benefit is fitting a non-linear model?\n", "# - TODO: think about what it means to have non-linear functions of one-hot columns..\n", "# - values in a column are binary: what benefit does a non-linear function of 1 or zero\n", "# bring compared a linear function?\n", "# - ?feature engineer to get new columns with non linear relationships with the\n", "# dependent variable?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "8. Fit some of the non-linear models investigated in this chapter to the Auto data set. Is there evidence for non-linear relationships in this data set? Create some informative plots to justify your answer." ] }, { "cell_type": "code", "execution_count": 255, "metadata": {}, "outputs": [ { "data": { "text/html": [ "<div>\n", "<style scoped>\n", " .dataframe tbody tr th:only-of-type {\n", " vertical-align: middle;\n", " }\n", "\n", " .dataframe tbody tr th {\n", " vertical-align: top;\n", " }\n", "\n", " .dataframe thead th {\n", " text-align: right;\n", " }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", " <thead>\n", " <tr style=\"text-align: right;\">\n", " <th></th>\n", " <th>mpg</th>\n", " <th>cylinders</th>\n", " <th>displacement</th>\n", " <th>horsepower</th>\n", " <th>weight</th>\n", " <th>acceleration</th>\n", " <th>year</th>\n", " <th>origin</th>\n", " <th>name</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>0</th>\n", " <td>18.0</td>\n", " <td>8</td>\n", " <td>307.0</td>\n", " <td>130</td>\n", " <td>3504</td>\n", " <td>12.0</td>\n", " <td>70</td>\n", " <td>1</td>\n", " <td>chevrolet chevelle malibu</td>\n", " </tr>\n", " <tr>\n", " <th>1</th>\n", " <td>15.0</td>\n", " <td>8</td>\n", " <td>350.0</td>\n", " <td>165</td>\n", " <td>3693</td>\n", " <td>11.5</td>\n", " <td>70</td>\n", " <td>1</td>\n", " <td>buick skylark 320</td>\n", " </tr>\n", " <tr>\n", " <th>2</th>\n", " <td>18.0</td>\n", " <td>8</td>\n", " <td>318.0</td>\n", " <td>150</td>\n", " <td>3436</td>\n", " <td>11.0</td>\n", " <td>70</td>\n", " <td>1</td>\n", " <td>plymouth satellite</td>\n", " </tr>\n", " <tr>\n", " <th>3</th>\n", " <td>16.0</td>\n", " <td>8</td>\n", " <td>304.0</td>\n", " <td>150</td>\n", " <td>3433</td>\n", " <td>12.0</td>\n", " <td>70</td>\n", " <td>1</td>\n", " <td>amc rebel sst</td>\n", " </tr>\n", " <tr>\n", " <th>4</th>\n", " <td>17.0</td>\n", " <td>8</td>\n", " <td>302.0</td>\n", " <td>140</td>\n", " <td>3449</td>\n", " <td>10.5</td>\n", " <td>70</td>\n", " <td>1</td>\n", " <td>ford torino</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " mpg cylinders displacement horsepower weight acceleration year \\\n", "0 18.0 8 307.0 130 3504 12.0 70 \n", "1 15.0 8 350.0 165 3693 11.5 70 \n", "2 18.0 8 318.0 150 3436 11.0 70 \n", "3 16.0 8 304.0 150 3433 12.0 70 \n", "4 17.0 8 302.0 140 3449 10.5 70 \n", "\n", " origin name \n", "0 1 chevrolet chevelle malibu \n", "1 1 buick skylark 320 \n", "2 1 plymouth satellite \n", "3 1 amc rebel sst \n", "4 1 ford torino " ] }, "execution_count": 255, "metadata": {}, "output_type": "execute_result" } ], "source": [ "auto_df = pd.read_csv('auto.csv')\n", "auto_df.head()" ] }, { "cell_type": "code", "execution_count": 258, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "<matplotlib.axes._subplots.AxesSubplot at 0x11dff0550>" ] }, "execution_count": 258, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "<Figure size 432x288 with 2 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.heatmap(auto_df.corr(), annot=True)" ] }, { "cell_type": "code", "execution_count": 256, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "<seaborn.axisgrid.PairGrid at 0x11c6f1b00>" ] }, "execution_count": 256, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABOkAAATkCAYAAAA5P1SsAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzsvXt8VPWd//8658x9JpAQEkSDgohgpEEIIpfWomxRV9RFLrYQEFQuUtdd2yJ0W1Zaut+fiK6tawOBbVFAFARdLa63tbK6KCqBSjESKYomCCSEBOaWOXMuvz8m5zBnzjlhJpnJ3N7PxyMPzXDmzJmc1/tzeZ/3hZFlGQRBEARBEARBEARBEARBpA823RdAEARBEARBEARBEARBEPkOOekIgiAIgiAIgiAIgiAIIs2Qk44gCIIgCIIgCIIgCIIg0gw56QiCIAiCIAiCIAiCIAgizZCTjiAIgiAIgiAIgiAIgiDSDDnpCIIgCIIgCIIgCIIgCCLNkJOOIAiCIAiCIAiCIAiCINIMOekIgiAIgiAIgiAIgiAIIs2Qk44gCIIgCIIgCIIgCIIg0kxOOuluvvlmGQD90E+yfnoM0i79JPGnxyDd0k+Sf3oE0i39JPmnxyDt0k8Sf3oM0i39JPmnRyDd0k+Sf+IiJ510p0+fTvclEESXIO0S2QjplshGSLdEtkLaJbIR0i2RjZBuiXSQk046giAIgiAIgiAIgiAIgsgmyElHEARBEARBEARBEARBEGmGnHQEQRAEQRAEQRAEQRAEkWbISUcQBEEQBEEQBEEQBEEQaYacdARBEARBEARBEARBEASRZizpvgCCIDILSZLR4ufBCyJsFg7FbhtYlkn3ZRE5CGmNyAdI5wSRuZB9EkTikN0QRIRU2QI56RJk4PLXEn7PsUdvTcGVEETykSQZ9ae8WLBpHxpbgygrcmLD3NEY2q+AJl8iqZDWiHyAdE4QmQvZJ0EkDtkNQURIpS1QuitBECotfl4daACgsTWIBZv2ocXPp/nKiFyDtEbkA6RzgshcyD4JInHIbggiQiptgZx0BEGo8IKoDjQKja1B8IKYpisichXSGpEPkM4JInMh+ySIxCG7IYgIqbQFctIRBKFis3AoK3JqXisrcsJm4dJ0RUSuQloj8gHSOUFkLmSfBJE4ZDcEESGVtkBOOoIgVIrdNmyYO1odcJTc+mK3Lc1XRuQapDUiHyCdE0TmQvZJEIlDdkMQEVJpC9Q4giAIFZZlMLRfAV5eMoE6NhEphbRG5AOkc4LIXMg+CSJxyG4IIkIqbYGcdARBaGBZBiUF9nRfBpEHkNaIfIB0ThCZC9knQSQO2Q1BREiVLZCTjiAIDZIko8XP09MxokcgvRHZDOmXILoP2RFBZBdkswQRIVW2QE46giBUJElG/Smv2k5aya0f2q+AJl8i6ZDeiGwmHv3SRoYgOicf5wEaF4hsJh9tljAnn8ezVNoCOel6gIHLX0v4PccevTUFV0IQnXPaH8KTb9djxZRyFDqtaAuG8eTb9fjN1O+gtMCR7ssjcozT/pA6sY0cUIjFEwfDHxJw8lw7LurlyJtJnshOWvy8ql8AaGwNYsGmfXh5yQSUFNg1i7cSjx0PThqCQX3dcNk59HXbSd8EgQvbUa6Ryk1dPm+WiZ4jeu0GnLfZl5aM79ZegfSbfUiSjGMtfnzdEoDLxiHAi7is2IWBxe68uHepnL/ISUcQhIooSbh7/CAs23lQXTyunlYBUZLTfWlEDtIeFlUH3c9uGqrRHT2VJTIdXhDVhZlCY2sQvCACOL94K/HYSd8EYcKF7CjXSNWmjqKbiJ5CWbtF09gaRHtY6vI5Sb/ZSVuQx6lz7VjxyiH1vq2ZXoFClxV93Ln3kCWWVM5fbLfPQBBEziBJUDeSQGSgWbbzICRy0hEpgGMYlBU5sXjiYJ3uFmzahxY/n+YrJAhzbBYOZUVOzWtlRU7YLByA84u3C+lbkmQ0e0M43hpAszdE4y2RV1zIjnKN7m7qzMYLM+cfzaNEslHWbtGUFTnBdcOXRvrNToK8iKU7tOubpTsOIsjn5kOWWFI5f5GTjiAIFUmWDRePtGckUoHbzqF69igUu215FUlB5AbFbhs2zB2tLtCUJ/9FTiuavSH1tUKn1VTfSvTA1Oo9mLD6XUyt3oP6U15y1BF5g5kdFbttab6y5CNJMhgTB0c8m7rOxot8i0gk4iMVD4GUtVu0zVbPHgW3veuOCdJvdpLv+8ZUzl+U7koQhArHsigrcmoG3LIiJzgKNSdSAC/IePrPR7D0pmGGusvVSAoiN2BZBkP7FeDlJRPUGjpFTiuONPvUNNc10ysQ4EVTfedbPS6CiMXIjnKxFpXiYHvy7XqsnlahS3+PZ1PX2XihRHTQPEoopCqFlBcja7fo+tVP//kIfjP1O10+J+k3O8n3fWMq5y+KpCMIQoVhZKyeVqF5IrB6WgWY/BhriR6mXRDxVl0THt5xUKe7XI2kIHILlmVQUmDHJUUulBTY0RoMqxuiAw1teOyNenjsFqyrqjTUN0UPEITejnLNQQecd7C9VdeEx9+MNOjasXgcti8aF7fTpLPxIp8iEon4SFUKaViQ8FZdExZtrsVd6/di0eZavFXXhLDQ9Zp0pN/shPaNqZu/KJKOIAgVSQKe/eArzdOxZz/4Co/cdnW6L43IQZS6Jgca2tRNS7Hbhv69Hejf25mTGzUit4ndRB9oaMOMmg/x0c9vNHzSStEDBJEfRI8NBxrasGhzLQBgz7Ib4p7rOhsv8iUikYifVD0ESsW8RfrNTmjfmDooko4gCBWnjcP8CYOwalcd7lq/F6t21WH+hEFw2mjDSCQfp43DmukVqqNu1a46hEUJThtHCzMiKzErIsyyrOGTVooeIIj8IBkFxi80XuRDRCIRP6kqap+qeYv0m33QvjF1UCQdQRAqhU4b+vVyYNUdw+GycQjwIvr1cqDQSRtGIvmQ3ohcQ9m8xNYAMtu8UPQAQeQHiY4NRtB4QSRCMjRnBOmQUKB1fOogJx1BECosy+DSIhccVg5hUYKVY1HqoadZRGpgWQYDi90ocFjBCyKcNg6CJOPE2SAt+oisxGzzAgDN3pDhhkaJHiAIQoskyWjx8znhCEiWY4PGCyJeyJlGpBraN6YOctIRBKEiSbLamTCZnaAIwgxlw5GqLmQE0dPEbqJJ2wSROLloN+RgI3qaVGguF22T6Bq0b0wd5KQjCEKlxc/jv/Y3YOO8a8GxDERJxo593+C+66+ghSWRVARBQpMvpD55c9lYwy5kLy+ZQNojMpJ4o3zagjxOnm3HEzNGoC0YxrrdR0nbBHEBzDpTdsduuhOZl0tRfQTRHWivQCi0+Hk8+Xa9pnHEk2/X49+mVuSNFlI1N5CTjiAIFQYybh1xCeY/84n6RKR69igwkNN9aUQOIQgSDp/yYvGWWlVna6sqMf7yYmyvbVSPS0YXMoJIBfFGEkiSjBNt7VjxyiH1uNXTKvD4m/WkbYLohGR3puxO9A9FDhHEeWivQChIkoS7xw/Csp0HNWscSZLSfWk9Qirnhozr7sowDMcwzAGGYXZ1/D6IYZiPGIb5G8Mw2xiGoUqEBJEiQoKEJc/t1zy5XvLcfoSE/BhsiZ6hyRdSHXRARGf3b6nFwu8P1hyXjC5kBJEKzKJ8Wvy87rhFMVpftvMgHpw0hLRNEJ2Q7M6U8dpsst9LELkG7RUIBVGG6qADzq9xxDzx16Zybsg4Jx2AfwLwedTvqwE8KcvyFQBaAdyblqsiiDxAkGTDJ9eilCejLdEjhEXJUGdWjlE3ZcnqQkYQqSDeKB+z4wb1dZO2CaITlM6UyZoTuhOZl+yoPoLIZmivQCjIsrEWZDk/tJDKuSGj0l0ZhikDcCuAfwPwE4ZhGAA3ApjVccizAFYCWJuWCySIHMfKsSgrcmoGnLIiJyxcJvrziWzFTGdWjqUuZERWoET5xGo4NsrH7DiXnSNtE0QnJLszZbw2m+z3EkSuQXsFQiHfx8ZUfv9Ms6bfAngYgBIvWwygTZZloeP3RgCXpOPCCCIfKPXYsa6qUvPkel1VJUo9+VH8k+gZOtNZSYEdlxS5UFJALdyJzCXeKJ8ipxU1cyp1x/V105hKEBdC6UyZjDkhkcg8SZLR7A3heGsAzd4QipzWpEb1EURPEatlKQnRbrRXIBSSHfGcbaTy+2dMJB3DMFMANMmyXMswzMQuvH8hgIUAcOmllyb56ggidWSSdlmWQbHHiucXjIUoy+AYBhYO5CwhdHRVt5Ik40yQR4HDgucXjAUgIyTIsFsY0hmRcro73kZ38Sr22PDqAxMQ5I2jfCRJxpFmH373P19gxZRyFLttKC2w4+LeTtI6kTCZtFbIJhKxWeV4o0LgQ0o8FOndBUi36SNVRe0tFhbD+hVg+6JxEEQJFo5FqccOi0Uf+5OtXZFJt/GR7IjnbMRj5/DM/DFgGUCSAbslOd+dyZScYYZh/j8AcwAIABwAegF4GcBNAC6SZVlgGGYcgJWyLN/U2blGjx4t79u3LyXXOXD5ayk5byzHHr21Rz6HiIseG2lSqd14OOMPoeFMAGf8YbhsHAK8iD5uKwb0caEPRX5kGxmn29gF4+TyUiy/5SqcDYbRFghjxIDepDMC6CHtJjredrZ5bw2GdQvUZm8IU6v36NIgXl4yASUFpPMcJOPG3Hwk2ilgtbDwtQuY+8eP43ZS5KHdkm5zlHRrWZJkHGvx4+uWgLqnuKzYhYHF7mQ5cTJirZCtjkii+5zxh1B/0oulO853t10zvQJDLyrobD8TlzgyJpJOluWfA/g5AHRE0v1MluXZDMO8CGA6gBcA3A3glbRdJEHkOGFBQoAXseKVQ5rBJkwdm4gkEN0FaeSAQtw9fpBm81RTVYlCJy1uiMzEqIvXk2/X45/+7kos2lyrcwJQsXmC6FmMHOlrplegxGNHY2tQ7bzXmZOC7JbIFdKt5bYgj1Pn2nV7ikKXNWceyKYqWpHIDoK8qDrogIh9Ld1xENsWjgXc3Tt3ptWkM2IZIk0k/oZIjbo/pPl6CCJnCUuy4WATpo5NRBKIXjAunjhY17Z90ZbapLQtJ4hUYLThmVY5QHXQAVCdAC1+Xi0oHE0+FVQmiJ7GyJG+dMdBLJ44WD3mQk4KslsiV0i3ls0cGEE+dxzeRmOOsgYgch/RpLutmIRtc8ZE0kUjy/JuALs7/v9LAGPSeT0EkS9Isoy7Kstwx6gySLIMlmHwyv5GSBmSFp8oFIKeWUR3QSp0WtHYGsTMyjIsuP5ycCwDUZLBQM65+5Zr3ydfMeriVey2aX4fOaAQD988FCFBhCjJeGHhWPz6T5+h2cvjwUlDMKivG3KHxntSA6RBIhuJ1q3TxkGQZIQFqZN6chJWTClHodOKtmAY63YfxYGGNlzc24GaOZUodFoR4CPnMkMpBL5g0z6UeOxptVuC6A7RWo6O8kpGUft45pREHRg8L6DZz0OQZFhYBiVuG2y2jHRVqPCCiPGXF2vWsRve+5Iib/MEh5XDou8NxPTRl6r3f8e+b+Cwdj8OLrOVTxBEj9LbwWHiVf0wa8NedUJfW1WJ3o7se4JMIeiZR/SCsS0YxqLvDcSUEZdg/jOfaPQWDIv40YaPcuK+kQ5zB6MNT2mBXXXcjRxQiEduL0eQF/HD9efH0Jo5lbBbWMzb+ElaNEAaJLKRaN2WeOx4+Oahmro/sRqWJBmn/TxW7apTj1k9rQLv1Z+CDGher6mqBADD8gpKIfRXH5iAE23tWLRFn8pOdkNkA6kq6h/vnOKwcphcXopplQNUx/nO2gZDBwbPC6hv9uP+KHtbW1WJoSXujHbUue0cqsZdplnHVs8eBbc9+/ZNROIU2i2Yck2Zbh9TaO++ZrMh3ZUgiB7CF5LUCRKIPPG6f0stfKHsq0lHIeiZR/SC8Zqy3pgzfhDuf26/Tm8hQc6Z+0Y6zB2i9btn2Q14eckEXNw7sjkpK3Ji8cTBaPWHdek9izbXouFMMG0aIA0S2Ui0bhdPHKyzq1gNt/h5Xer5sp0HMWf8ICyJmWcWbanFpw1nUX/KC8mgnAfLMhAlqA46s88kiEyHZRmUFNhxSZELJQX2pDiY451T+jhteHDSlVi1qw53rd+LVbvq8OCkK9HHqY/ka/bzhvuP5gy3twAv6caXJc/tR4DPvn0TkTip1C056QiCUBEk49B0IQtr0qW7YC5hjLJg7NfbCdFEb7FryGy+b6TD3CJ2w2OxsKrjbthFBXDZOMP77YpJr+tJDZAGiWwkWrdKeYRoYjVspnOzecZl4zp1upHdEPmGJMlo9oZwvDWAZm/I0IENRGyjxGNHzZxKbFs4FjVzKlHisetsozUYxuIYB8biLbVoDYZ158zW/UdYlIyvW8wfJ128uslFUqnbzI0fzXMGLn8toeOPPXpriq6EyCcsLKOruVRW5IQlC1M7jOpHUfHnzEEQJFO9xc5tZUVOWC0smr2hrKupRTrMfRTH3bdtke7YRvc7EFMoW9G0EcmuH0caJLIRq4VVddsWDF9Qw2Y650zmmbZgWON0i7U7p01/vsnlpWAYBsdbA1k1DxHEhUikLILTxmHl7eU4448422wci5W3l+tqPSbi6M7W/YeVY42vm8uPOKh8L6eRSt3mh4IIgogLj53F2qpKtRuUklvvsWffUKHUj4r+LskqmEt0D0mSUd/kRTAsGurNZmF0983XLmBq9R5MWP0uplbvMU1TyjRIh/lDiduGsj5OrJleobnfv/vhNbikyKF5bc30CsNFnLLgTabWSYNENmJhGdWW1u0+qrOrdVWVKHJa1eOL3TbUzNHOJ6unVWDzB18Zvr5u91HV0Wdkd6fOhbDpnjHq+yaXl+LBSVdiZs2HWTcPEcSFSKQsggwZAV7EilcO4a71e7HilUMI8CJkaG1BcbRHY/aAqq/LZrge7OvK7Hmq1GPHupjrXldViVKPPc1X1jPkezkNl8m+2ZWEfTNF0hEEoeIPSaj96jS2LhgLWZbBMAz+XHcCxa7+6O1K7meluttgqgrmEt1HqR306J3fwftfNGHjvGs1XZHu/e7lmvvGscDynQc1XfuefLse/za1AiUFmb0QIh3mD23tAta8cRi/uLUcm+8dA1GScfJsO36z63OUFNjwwsKxaPaG0OQN4bE36vH0rJGAW3sOswXvy0smdEnryjjbx2XF9kXjIMsyaZDICoK8iMfeqMeKKeUYXOJGqz+MR+/8Dqwci7ZgGE+984VmDmBZBn3dNs088fib9TjQ0IZ7vns5XloyHoGQiK9O+/H4m/Vo9oVUZ7WZ3b20ZLw6djMMg5k1H+qOIbsicoFEot7aeQkb93ylsbWNe77CI7ddrZnTFEd7dMMXswdU53gRx5rP4YWFYyFKMjiWwYGvW3BRLwdKklCEP1VYLCyG9SvA9kXjIIgSLByLUk+kFEY+oKQ+x3bVzpeyAMGQhF1/adTtY+4ePwhF3dw3Z67qCYLoccKSDJfNApYBRBlgGcBlsyCc5CfFPRUeraShEZmDJMkIhgU0tgZh5VjUvH8MNe8fAwCMHFCIxRMHIyhIcFgABkAwLMDCsvjJ5Ctxoi0EIJJaseSGK8BAzooUWNJh7iEIEpp8IYTFSNq2286BF0Q0e3mERQl/9+/vaY4fOaAQHMug0GlFsceGJ2aOgCRH9KvoVpJk8IKIJ2aMUBe6BxraulwHy3ycdWaknRC5TSIP5iRJhsPKYs2MEWCZSErZi/u+xPbaRnWeuPe7l4MXREiSrJ6HZVm1i6tCWZETLMuipMAOwSnBZmHx2x9eA2vHZpplGVMHRTsvwmmzoH9vJ06cDRoe821bENPXfZh3aV5E+kjElqLnKmsnDqREyiKwLHD3+EFYtvO88231tArdNUQ72hUHjtkDKl4QEYxpthDkpaxw9siyHPmJ+v98Id7U51wlLMloDQia11oDQlL2zeSkIwhCpdDJ4apLCvHD9Xu1raSdyR1skx0tQmQHitPg5Nl2tSaQsigcOaAQP7tpKJbtPIgSjx0P3zxU8/R17exReP7jr/FWXRPKipz4/ayROOUNqd38aINE9BSCIOHwKa9aELusyIk/zhuN3g4rHr55KBrOBDWbnZEDCrHy9nIcO+3Hxj1f6TY3G+aOxpASD440+zQOtdXTKtSIn67Uj6NxlsgUEnkwJ0kyTnmDOO0Lq13zyoqcqJ49CgOKnBg1sI/OfpTzFDmtWFdVqbFNJS1WkmSdjSnvNXNQfH7Si1W76iIRdx6b4TFKWhfZF9ETJGJLRnPVuqpKDOtXoHPUKWURYs9rVBZBlhnVBoHznZS3LxqnOc5m4dDsi6zTFMwcfwVO1nD/UeDM7Ii0cFjE4SafZqxaW1WJYaUeWK2576iS5fOpz9HRkvniqHTbOFSNuwzzn/lEM1e5k+CkzGzlEwTRo/hCkmEraV8ouV2KqGtafqI4DZ565whWT6vAztoGrJ4WqTO0eOJgddG3eOJg1UEHdOjwuf2YVjlA/f2MP6w66JTX8qkOBpE+mnwhTce6Eo8dLT4eX7UEsHTHQVXfSo2SBycNwRl/GEt3HMS0ygG6zc2CTfvQ5AvpHGrLdh7Eg5OGdLl+HI2zRKaQSN2itiAPQYRuLbLkuf34h1FlhvajnKe1Iw12xZRybFs4FiumlOOpd75AazDc6TUY1W1U6tYpx1lYxvQYBbIvItUkYkuxc5XSXbXJFzI8t93CYtUdw7Ft4VisumM47CYpm7Js3NEy1jGTSD1Ub9B4/+ENZnaX1CZfyPC6zf7GuUYwLOnW60t3HEQwnNn3LVnwgoQlz+3XzVW80P3vT5F0BEGo9FQLdOo2mJ8oToMSjx0sA6yYcjVkyHj2njHgWEbVQ6HTaqjDwqgi4S4bRw4IoseRJBmSLGtSUhWn8hMzRqCxNZIS9/ib51N8LurtwMmz7aqGjXQbFiXD1weXelBW2LX0VBpniUwhEYdxkBdN7UEycQ4oaa+8IOLe716OtmAYj75+GAca2gAAj9wmqscavTe6dmiQF/D5Sa9az045LsiLmvqiDMNg5auH1GMAsi8i9SRiS2Z2JIh6B0KLn8fcP36smy+MIkPjnVtYlsGQEo+uXpvRfNZT+49kk63XnSxEk++fLw11wibfn9JdCYJIKj3VAj2RsHoiN5CkSCOSyeWluHv8IE0qqxJ1pGgvOg1WQUmPVQjwIjkgiJQSW/enyGk1TEnt5bDodHugoQ2LNteirMiJ7YvGqXo107aVY03H3hNng12quUjjLJEpJOIwFmUZoiSb2oOh/VhYXQqgUbq42TVE27qFM65rZ7NwmvqikiTjoR8MRd0JL9lXD5PqxmOZTCK2ZDqvcPoIuUScf8VuGzbdMwZftwTgsnEI8CIuK3bptN9Zinns/eqp/UeyydbrThY2E41ZDTSWi6Ty/ufHX5AgiLgocBi3ki5wJHeoiH5qvWfZDXh5yQSqJZbDKDVUVr56CMtvucqwlgkArJkecdat231U/X/gfEv7nbUN6u993FZd23vaIBHJQtHs1Oo9mLD6XUyt3oNvzwYNU1KdNouq2+g0V0WTpR47Lit2Yc10bYp37DGxaUHrqiqx8tVD6ufXn/Im9HSaxlkiU0gk7c1h5bBj3zeonj1KtxaxW1jd6xvmjoaFZS6YLm52DUVOq8bWV756KK65hewrPRiNzYmOjdlMIrZU6rHrtLyuqhKlHn3NRMX5F01nDz5DgoQVrxzCXev3YsUrhxAySO9r8fN48u16Tfr5k2/XG6bm9nXZDPcffV2ZvaZz2VmsjR2rZo+Cy54fLpa+bpP7lidrcZdNPydVzx4Fl63795/JxcJ+o0ePlvft25eScw9c/lpKzttdjj16a7ovIZfpsRVXKrUbDyfaArBbWQR5CYIkw8IycNpYhMIS+hd2s5c00dNkjG6bvSFMrd6DxtYgXl4yHlOrP9Ad897DE+G2cWgPSxAlGTYLC16UERYi3fh6OTns//osXDZOTTMsKbBh5e3DIcty3j1Nz3F65CZ2pttozSrsWDwO09d9qDv2vaUT4QsJWLi5FiUeOx6cNASD+rrhsnGwcAyCvAinjYMsywiGJbAM0B6WcDYYRlsgjCtK3bBbOciSDFGO1PtRUuneqmtSP8cs9YjIGDJmzM1E4o1+Upww/7W/AdNHXwoLx8DKsdj8wVeoef8YJpeXYvktV6n2c82lveAPSTjekTbOsQxYhkFbMIyKst7oV+BQP8foGlr8vM7WJ5eX5tPcklW6NRqb821s7Ep31+h0U6PurpIk41iLXxcdN7DYrTt3vPfg1NkgWoM8LCwHlgEkGRAkEUVOG/r11joEASAUEnA6wKv7j74uG+z2TpP+0r5WEAQJzf52CCIgyTJYhoGFA0rcDsO/c67R7A3hP9/7G6aPvhQcy0CUZOzY9w3uu/6KvLDHb8748fQ7f8OC6y9Xv/+G977EA5OG4NI+pvvmuHRL6a4EQahYORbn2gUIIsAyQFiUEZYkeGw0VBBdJzqNoskb0nW+fHDSEDgsLL49e74A7+TyUvxySjkYBhAkCe08g6feOaKp/wMAj9wm45IiciATycUo9afFzxumNUQi6VxqrSorxwKyjCZvSNdVr7fTgpnrP0KJx47FEwejtMCOsChj1a6/otnLqw4+Gwc0e7XRBlRzkchmlFRRxcFglsatRKjdd/0VkXpxDIMZNR+qdvdWXRPqTnixYko51u0+ilX/MFxjZ2umV+DR1w+j2RdCzZxKlLjtnTo0eEFEiceu1pBUHgLJMs0tmQg1xIEm7fpCWCwsLi7UO8SMCIUlTZfODXNGGx4X7z2wcAx4QcZ9z32snrN69ihYOGMfBcexYBgGQORBFZcFKZNnQzyazoVwxh9WnZt93FbYLCyKLY50X17KkSQJ1w/tp+luunpaBSQpPxpHcAyDIpd2j1zkssBE4glBO+8coSsRfhR9RxjhDQq4v6NTjRK2TU46ojtE11BRUgKX7TyIEo8dD988FEt3HMTGedeqDrqRAwqx8PrBmLXhI83Ga+Xt5Vj5ap3qqKMadESqMKr7s7O2ATVzKtWuwtFpRizLoNhtw7EWP745E0B71GYHON9V7/kFYzH+8mLMHnsZfrz1/DjCuV7MAAAgAElEQVT7xIwRsFtZPLD1gEbzj71RT3oncgYlSi6eGlUKoiyjxGPX2KLShOXBSUN03SuX7jiIFVPKsWhzLX73P1/gn/7uSp3NRn+e08bhX/5+GB7a/ql6zJMzR8BpI1vLRKghTmo47QthweaYrrGb9+Gl+8ejtJfW2cQwxnW4Ig6287SHJTz95yMaB/jTfz6CR267Wvf5giDh8Cmv7sHWsH4FGR2RFhZkBHhR49xcM70CYSH3MhWNECTZsITNtoVj03xlPUOBk8Nt15RpnJTrqipR4Oz+eJS5qicIoscJCZLqoAM6Wok/t9+w1gRBxEt0DZUDDW149oOv8MLCsfj3u0aoDSSiu7v+dPKV+Odtf9FtvM74w3hw0hAA5nVYJElGszeE460BNHtDeVOnhkguRnV/HvrBUAwtNa9BddofwtctASzdcdC0+7AMGYsnDlYddMrrP33xU7T6wzrNR+u9pqoSHAvSNJG1xFOjKrbm2A/X78XDNw/FyAGF6jFlRU4EeBED+7o67QQ+rXKA6qBT/m3Bpn2azxNEWXXQKcc8tP1TCCLZWSaSSE22XEUQJHzbFsTXLX582xaEkIQ1ejAciSitmVOJbQvHRqJQPXa0h/URijaOMazDZYsJH2IY4O7xg7BqVx3uWr8Xq3bV4e7xg8AY+OObfCGdw33xllo0+ULd/m6pRJBkdR0LnJ+78727q5gn39/XLhnq1tfefZuk8BiCIFTyvZU4kRqiC2zzQqQ+17mggKZzIVVv0d38LurtMNShy8ahf6ETe5bdYJi21JUoDYIwIlaz0XozSjOSJBmBkKg658y6uIZFGa1+3lTfsa8NLnVj988m4qvTfvzyvw6h2RciTRNZiyRJuHv8IDXywig1qsXP65pALN1xEKvuGI75z3yiRvj3clpNu8AqncCL3bYLpuW1m6TutdPDyYyks7E5H0hVxJndwqqZDdERYTaDc/KibBght/L24ZrjZBlxR1mFRcl4/yFmth2aOany5WGaJYEOwrmImW7DSdBtfvwFCYKIC6WVdDT51EqcSB2Kc+OSIhdECfjqtB8BXlT1tuG9L9UnsxxjrMMAL4JjYLooN9rcxUZNEES8RGu2pMCu0VtsJMNpX0ijaaNOr6unVSDAi2ptu2gUfce+ZmFZVP3hI8x/5hMAwIop5fCHBJw81543mwAidxBNNu3RQWux9a5GDijEiinlGNTXjXd/+n08OfMaiLKMf37hL9j28de67pVrpldg3e6jHV3AbYa2xjAMvjnjx/HWAFiT+SYZNYWI1NDZ2JxpJBLdH8+xqYo4k2QYRoQZXa4sy3irrgmLNtfirvV7sWhzLd6qa0JsM0qpI1U9NjrP6JzWDmdPNNng7MnW604WiXQQzkU4k30zl4QxiSLpCIJQcdlYrK2qVGuDKa20k9FKOh0k0gGL6BkkSQYviOjrscFmYbFmegWW7jiI7bWNKHJZ8MLCseBYBk/OHKGpEbRmegVcNg4PbD1gGk3UWTFj0gKRLIwiGTbfOwZPvXMEj9xermr68TfrseqO4RjY14VT50J4qbYRiycOxs7aBrUuo/L+mjmVsFvOP5FWokA5Bmqdxp/dNFTzns4i6kjvRKrpisZk2TjqRNncS5KsiY4z0n317FHY8uHXaPaF8A+jBqB/bxu23HsdTvtCaA+LsLAsHp85Ag4Li9/9zxGdra2rqlQ7J5cVOfH8gutUm42eb4xq0pFdEYmQSHR/vMcmGnEWd1flC9hmNDYLh8nlpZhWOUCNpNtZ26CrC+iycYbReUZ7CsXZExshmOnOHgYynpgxAj998fx69YkZI8AgPx6isSwDl43DqjuGq40zXDYub8ZFp4VF9exRWBJVy7169ig4k1BHkZx0BEGoBHkJu/7SiI3zrtW00r57/CAUudN9dYlBqY+ZR+w9mVxeihVTyrH1vusgIVIbSJRk/PpPn+Enk6/E5nvHgGUYcCyDE23tmqYRCzbtw8tLJmhSD80KSjttHGmBSBpGkQzHTgfQ7Ath695v8I+TrsDme8dA2dtYOQb9Cuy4s7IMj77+Oe4ePwjPfvAVVkwpR7HbhpICOwocHAQR2LZwLEQZcFhZ9O3oSllW5MTiiYN1EUhGNgDQ2Eeknq5q7EJF/1v8PH7zWp3qWDPS/ZLn9mPbwrFYahmGYrcNLX4e/++/61SHwZkAjw3vH8XK24ejLciDZYAt914HIFIji2HOd04u8dhxvK0dA/o48cz8MfC2h9EWCKNfLwcKnfp6p2RXRCKYRfcbjdvxHmtNIL0wEc3aE2jIUeS04uGbh6HhTORYG8fi4ZuHoaijFqQCLxjXa3tx0TjdOS0WFsP6FWD7onEQRAkWjkWpx57RTSMAQAaDP/zfl5rU3z/835e61N9cpcXPY+4fP9bpxkjjuQgvGad+/+qO7t9/ctIRBKEiSDI8divsVg6SLMPCsfDYrVlZky6RxRGReiRJxslz7Zp78lZdEwDg539/FQCg4UwAfT02NHt5nA0I+OmLEUfIjsXjMKPmQ835IjU/JDR7Q+AFEVYLC46NbMa+Ou3HU+8cUSPuBEkmLRBJwyiS4al3jmBdVSWCvIi/NflR6LKit9OKR1//XI3Y2XzvGLxV14RmL4/FEwej0GlFWJTAMgxaAwK+aQlodNvXbVeLpPtDgvqZIwcUqu9XokSjN1w09hGpJlpjih6VNOyLejlMnVaKnmOdBkVOK5q9IQR4AdMqB+CVA8exYko5hpR6TIuSy5Bxrj0SIfSLW8tx4mw7Hn39sGo/JW4bHpx0pSYyZ/W0Cjz7wVdYfssw7KxtxB0jL8HPoiJgaqoqMWJAbxQ6z0cbRUcidcWuKPou9xAECU2+EMKiBGsnzqTOovuNji3x2DWb/XW7j+qOTSTiLJG5wMw2jRpynAuF0ewN6Tqa9nHb0Mdy/ryJ1uuSZTnyE/X/mU6px45fTikHL8hgGaC44/dMjwBMFoloPBcRRAmFThsu7+sGxzLo47ah0GlLSi1FctIRBKHicXCYeFU/zNqwV5Pu6nFkX2v7fJ84MgnlaW6so+Hhm4fCY7dgzh8+VvX2+1mj8C9/fxUe2n6+u6sSTRR9PyeXl+K0n1c79ymLxMfeqEezL4Saqkr0L4xEQ5w4GyQtEEnDKJKhpMCGUo8NTT5e1a7iFGj28jjQ0IZjpwNqh+NFm2tVG/hR1Hi7eloFHn+zXrORGtqvACfPtaOsyIkSj/2Caa809hGpRtFYomnYRkX/i5xWHGn2aZwDih0snjjYMLrn85Ne7KxtwAM3DtGkGdXMqUT/3pFxv8XP6yJel+08iBVTyvHTFz/Fs/eMwd1RESCNrUEs2lKLl5dM0DjolEiktbNH6RwoBxraOrUrir7LPRJp3HChyNFonCapobFp14lEnCUyF7Asgyv6urFt4VgIkgwLy6DUY1zvL8iLhhFy2xaOBaKybpR6XbHf36heVzgs4nCTT1duZ1ipB1ZrZu9BzgUFnR4u7pXuq+oZEtF4LuK0cqgadxnmP/OJNt01CZrN7BhSgiB6lCAvqRMkEJl4799SiyCf2d2VjFAmjmjyaeLIJJSnuYqzTdnYtYcl3N+xwQIievvx1v267q7rdh/F07NGYuO8a7Ft4VhsnHctVky5WnXQKe9duiOSHqVstkQpsvAkLRDJpNRjx9qoQsmTy0vxj5OuxGcnvIZOgcUTBwOIRNut7WiOAgAPThqi2+gox0dvpFiWwUW9HNgwdzSW3TLMMO01ujkK6Z1INYrGzNKwO2vWE1v0vzUY1kX7KHaws7ZBV5R89bRIY4hplQNUB53yvkWbz4/7Zg6KQqcVja1BcAyj+/cSjx28IKpNJU77Qnjy7Xq12P2qXXW4a/1erNpVh5/dNBSTy0s7tStqZpR7JNK4QYlOi9avWXSaIBmnhhplsrAsAyvHguv4r5nDV6kdF924wUyzgiChvsmHu9bvxffX7MZd6/eivskHwaDLsWDS0VSMuVaWgW7t9vSskTC63CZfyHD/0d2GGKkmVY08soUip9WwcURs6nOuEhIk3Ty05Ln9CCWhOzhF0hEEoWI28WZjumsioftEalE2S0rHS16QsGznQTwxY4TxU15R0j2ZCwuSJrViy73XmW7A1PN0ODlIC0QysVhY9O9lV2t3WjgWszbsNdWzoslmXwi+kIAVU8ox7KICyDJMj492qinpciUeGxxW9oKREaR3ItUYpWErJBq1aeZMG1Lqwcrbh6PEbcPW+66DIMk40uTD42/W40BDm+psM/tsswiPtmAYZUVOWDltlI8S2XrX+vORrWumV2DJDVfA1y7gx1u1G7FlOw9i633XdWpXFNWaeyTSuMEoctQs3TksmKSGxmz2E4nOLHJadSnfZg4UM2fT9kXjcHGh9qGPJc4IOY5ldWu3J2eOAMfqY4Sydf+RaCOPXONMkMdT73yhiTJ+6p0v8Jup30FpgSPdl5dyUqlbctIRBKFiYRnDjk2WLEzLSGRxRKSW6Mgej51DYcfiTtksxS70mr0hrK2qxH+88wWmVQ7A4BIPWv08Hr3zO7ByLNqCkXooZhsw5f8VJwdpgegqRvWkAIAXZTW9YdvCsZ3qWXl99bTz6djbFo5FQ8emJfb4AC+qTjVlQ/bk2/VYetMwWKIcC0otsGK3DQzDqLXpSO9EqlE0pqRhdyfVycyZdqTJh6v690KTL4RZ//kRVkwpx6pddepxZvYGAI2tAXAMg2fmX4t5G8+nISk16apnj8Lbn53ApnvG4IyfR4ufRx+XTVNmQYlkWnXHcAzoo7U5ZX1kt5hHMXX23SiqtXuks86flWON18kGjRuA85GjFyJerSRSZ641GDZ0vBkdm4izycqxeHLmCDy0/VON881q8DdQjlHO99D2T/HS/eN1x2Xr/iNRPeQa7WERb9U1qTWmFX45JT+clGYO62Tolpx0eczA5a8l/J5jj96agishMoUCB4t/nHSlriZEgSM/JhsiNRQ5rXhm/rXwhwQEeBHBcGRj907dKV3r8rVVlbCygMdhUZ8Al3jsePjmoVj+0l/V456YMUK3AVNq0hlFDsW7UCYIBbOIBbuFxaOvf652oFScBWZ67uuxYtUdw/H4mxEH3bqqSmz64CvcUnGxbqMTXUuRZRk0eyPpdnePH4T5z3yCEo8da6ZXYOOer3D3+EGmtcDi0TsVtCe6Q3QadneiNovdNtTMqdTUF1WcaT8acxlcNk4Tia1ofmdtg97eZo/Cr/70mdqs5YkZI1A9exR6Oa0QRBlBXsDDN1+FFz/5GtcP7ad2JVQijEo8ds1mq7E1CJeNA9fhQIi1uXVVlbBaWE2jidjvRlGtySXddf6KnVbDdXJxN9P74tVKos0o4j02ka6xHAfYLCxW3TEcLhuHAC/CZmHBxfiew6Jk2AzDqHFEsdNm8nfNbFtJlR6yBY4xdq5yebKUcFhZrK2q1N1/h7X7+2YmGzqnJMro0aPlffv2peTcXXFs5RJ56qTrsaEmldqNh+OtATXVQ6GsyIltC8fikiJX2q6rK6R7IZcBZIxum70hHG32IciLWPHKIZR47Fh+yzAEeBHPf/y1bnJfMeVqhEVJ3UDVzKnURFAAEV1uXzgWVgsX6XApAyfPtkOSZQR4EZcVuzCw2J0v9zrX6JGbFo9up1bv0elu1R3DMf+ZT9SomrIiJyADTd6QoZ7v+e7l6N/bAX9IQG+nVXUiKOl1F/V2gGMYOGwc+rq1hbqPtwZw6NtzGv2PHFCINTNGYN7Gj3XXFm8HVxofU0LGjLk9STKcvYIg4duzQTR5Q2jx89hZ24D5EwbhsTcizSMU/UdHj15S6ITTxsIXEhEKSwADrO7opqxQVuTEiinl2H+sBXPHD1JTkA6f9BrOKYptx752eUmkGv7s//zI8D0X9XaY2k4WOMOzSrdm43JPda9O5To5Hq00e0P4z/f+humjLwXHMhAlGTv2fYP7rr9C9/2/bQtiZs2H+rWTQQprIg0xjrcG8MDWA5qoUqV2cPTf4Iw/hPqTXl0zjKEXFaCP2647Zxf+rmlfK+TSvqkrtPjacbytXfOwpHr2KFxS6ECxJ/fTXY+3BrDpg6909jh3/KBu6zajIukYhnEAeA+AHZFr2yHL8iMMwwwC8AKAYgC1AObIskxVVwkiyWRrTQgjEkkJIFILL4hgADUiorE1iEdfP4zHZ4wwDJO/f+IV4KPqs5jVHhJl4OICe9oX7URuYhaF4Orotqd0aQWAD5bfALuVNdTzL24tx9a9xzDj2ksRFmX13w80tOFHGz4CAOxZdoNh/RZloxZ9HQca2tDiC3Wr1hWNj0SySEaUssXC4uLe550GP7/lKvxk+6c40NCmiaA70NCGVbvqsGHuaPTr5QDLMvCHApj07/+LbQvH6myvsTWI0gI7rh/aT91Ib5x3rc6mlGMH9XWr0UTR3TX/+YW/4F9vKzcdDzqzHYriTi7prvOXynVyPFopdFgw5ZoyTTfJtVWVKHTot/QcA030qRKlahTllEjXWJuFQ7MvpM5/gHFqrlkzjJeW6NNds3X/ka3XnSxCgmzYOGH7onFpvrKeQZRk1Lx/DDXvH9O8PnvswG6fO6OcdABCAG6UZdnHMIwVwP8xDPM6gJ8AeFKW5RcYhlkH4F4Aa9N5oQSRi6Qyt76nSfdCjjiPzRJJhwCg6utAQxv+1uwz1FuhK5KapPybWe0hu4XFt21B01oqdK+J7mBWI0jRcnRUjywDp328aY3FmveP4e/K+6PIbTOtOyQIEpp8IYRFCdaODVKx24YgL+jeE+DFbtW6Mhsfg2ERx1sDmRrxQ2QxF4oSag2GMasjUq1mTiWaO7ojHmhow+Nv1mPVHcMxuMQNt4ODKAEnzgbBMAxYFtg471qEDRoOlRU50ddjx6pdn6mvP/XOETwxc4ThsS47h5eWjEd7WALHRNZEK145hAMNbWjqpA5q7HwTT0RUFkTYZSTprvOX7nVys5837IJqFB3Hsiye/eArTbrpsx98hX+bWmF4bouF1Z3DiGK3Dc8vuA4hQQbLAJIM2C2MLjU33mYYQPr/rl0lW687WeR744xU3v+MKjQlR/B1/Grt+JEB3AhgR8frzwL4hzRcHkHkPIXOSG59dCvttVWVKHRm1FARF9HNChSoYHN6KHbbcFmxC6UFNqyZXqHel/3HWnR6WzO9Aj/Z9inWvHkYa2ePiqRc7D6qeV9ZkRMb5ozGufYwZtZ8iMMnvYb3WpRkSHnyNJNIPkqNII3u5o7GZcUuTC4vxfJbhmHVrjpMX/ch7lq/F309NvzHj0bq9GzhGPz074agtJcd/pCATfeMweTyUvWYmo4oiMOnvJhZ8yG+v2Z3RNenvJAkGRf3dqJmjtZOLit2YV2M7Zh17TPCbHw82uTDhNXvYmr1HtR3fD5BJIIkyWj2hnC8NYBmbwhSxzhcf8qLqdV7TPUV7ThWoucUjTb7QrBZWDy39xhOtIVwZ/UHmLD6Xcys+RBfNgfw/Mdfo8BhwW/vukZjE7+fNQrn2sP4+S1XYWZlGQCo0Xk1MfazYe5o9HXbUVrgwKV9XLikyIVitx0PTrrSdB5aPa0C63Yf1awt4vmu8RxDGFPosBivUw0iyVJBqcdu+Pmlnu5HSxrZTixCAk6RIqcVD988DLaOunI2jsXDNw+Le54wQxQltAUFzNv4MW584n8xb+PHaAsKEGOuQalzF01ZkdOwwUQq/66ppMBk31SQhfumrmB2j/OlcUYfp81wLdYnCbUUU1aTjmGYOw1ePgvgr7IsNxn8m/I+DpGU1isA/B7AGgB7ZVm+ouPfBwB4XZbl4WbnoJp0qYNq0qWWdNeZOd4awNufncCN5f0hyzIYhsGf607gB1f3z7raClRzKbN0K0kyTvtCECQJkgSIsgyWYbBq12cdHVzdaDgTxFPvHMGBhjYAwOTyUjxy29Vo8obQHhbBMAwuLnTCaeUgyzLuXPuBWqfoZzcN1aV0KE+MKdUo60h7nRkFs+6up861Y4ZBrZ+di8eh7oQXLhun1ukpKbCpTVAUff5+1ihYOAZ2C4c+bivaw1KntYNir4NjgeU7D+rq38Wrd6PxUWm8otgfpYwnTEaNuenAbN4t9thwZ/UHnZYkiC1bMHJAIR6cNASX9nHhb80+rNt9VFOfLvo8SufXnYvHwRsS4Q8JKHBY8GhHjTrF5la++hkONLShrMiJVx+YAFHCBSPZlAhXQZRgt7A47ePhsHH4piWAp945gmZfCDVzKnHVRb3UZi8XKr+QYSUaskq337YFsfLVQ7qxb+Xtw+OKAksG4bAY0YQkw8IyKPXYYbV27wFwvGvWRGqgnfGHcLTJp+vCOrjUo6sJlwjxXkPTuXYcbfbpatINLvGgtJe+vEMX/q5pXyt0sSZZznDqbBBfnvbr7vHlfd3o17tn7DGdnGgL4hGD8ehXtw9Hf/PxKO016e4FMA7Aux2/T0TE+TaIYZhfy7K82ehNsiyLAK5hGKYQwMsAhsXzYQzDLASwEAAuvfTS7l05QfQgmaRdQZLxyqcn0b/IrQ42r3x6EjdcdVFar6srsCyDof0K8PKSCZROkgIS0a3iYAiGRRw+6cW63Ufx6zuuhtPGqTW8ti0cqynYDQBv1TXhF7eWY2r1B+pre5bdgJICO75u8Wu6hoVFCWumV6BfLweONPnw+JsRZ8Mjt1HKK3GeRMdbsxpBYck4mqFdkHQ6rplTqTrolON+vHU/Vkwpx5X9CtDLboW3PWh4PgaRyAplDOvf2wmWZXC8NWBY/y5evceOjwDwwNYDqoNO+XxKGc8cMmmtYIZZrcOtC667YEmCIqdV0+W12RdCaYEdAV5QjzGrT3pxbwdWTClHuxBJUw3wAn68db+hzSk17cw6ssYSnQJ4vDWAX/7XITx881AMLHZhzYwKnDzbjr5Ra4t4Sm2YppvzApq9yKm1SrJ1GxYlw7Hvl7d2P70u3hRkjmMjkZPKQ5NOooaMyhgY1XmLt04oa1JnzkguQV5UHXTKOR/a/im2LRwLuBP960R9pzjrsAXDIh57o16TbvvYG/X43Q+vMTxvIn/XVBOvbgVJxsfH2jBqYLH6HT8+1oZZY/MjKrZdkAzv8W9N7nGuwadwPEqlk84C4CpZlk8BAMMw/QBsAnAdIs0hDJ10CrIstzEM8y4ijr5ChmEssiwLAMoAHDc4fj2A9UDE453ML0IQqSSTtOuwsHj45qG6JyIOgwUFkd/Eq1ujp8NPzxoJGdoaXmZ151iG0fyupBQ5rZyhVk+da1eLGcemN1MNICJZ4y3HGNchCUfVUlQwK1Jf7LaBZYAjzT70dlp175tcXooz/jAWbdmrarxmTiX6um1gTD4/kXT+aAdkszek1gDr6vmI1JJJawWzsdTM+WRmL9EpokeafXj1QCM23TMG3nZ9JNzqaRWGdecml5dCkqFG2JUVObF29iiUeOya4xpbg7jqoohjuqtjv9NmPO9Yo9ZI8dRMMzvm846us7kU9Z9s3SrpdboaUN106MQbyZZIlkYiHVNDcddRZgzrzP3qdn2CmSgbO9NEk7sQ7xop3jpcVo41bDBhdK8yLfslXt3m+77JwjLG9zgHxq544ExsIRmaTaWCBigOug6aOl47AyBs9AaGYUo6IujAMIwTwA8AfI5INN70jsPuBvBKyq6aIPIYGTDsxJSNXm+q+ZIZGD0dbvWHseS5/ZBlWa3xY1TvZ830CrQGePX3DXNHawoTG2mV6XDqKQ4NpfYK6YFIJk4bZ6jX9f+rraVVVuREn45mEdGUFTlRUmBHWyBiHy4bq6tr8otby7EoJgJv0eZa/KXxLFa+ekhXByfWPhLBrP5eV89H5C6djaVmtQ6dNq5TfSnzxKiBxZj7x49x8lw75v7xYzU6obE1iGU7D8Ju4XR2svyWq3RRc/c/tx8PThpicB0WlBTYu7yBMutWGR1BFI8tGR2j1LdTIqha/HyXrjHXKfXYDWtAdbd2mVkkW+x9iPc4AGjyhXRR1Iu31KIp5oEIEMl/M7KdWGxWBvMnDMKqXXW4a/1erNpVh/kTBsFm1WvaYTW2R4fV3EkWzxop3vpxidyrRP6umUQu7Zu6gt3CorqjfjQQucfVs0fBnidOShvHGq4FbUmIAk1lJN1uhmF2AXix4/fpHa+5AbSZvKc/gGc76tKxALbLsryLYZg6AC8wDPMbAAcA/CGF100QeQtv0omJz8IuPfGmDhCpxSiywmXj0NgaBMswePT1w9hy73XwhgQUu614fMYIMIh0rywpsKPAbsGeZTfonuqadZTq39uB1x78Lhpbg/jd/3yBh34wFEP7FZAeiKRS6LShpMCOVXcMh8vGobSXHT/Z9ikONLThSJNPjXK4uNCJ/3jniC49aV1VJV49cBxjLi9GY2sQ/pCIYf0KsH3ROAiiBAvHQjKJgih0WlXnxTPzx8DCMnDZOfR1d935AADFHhu2LrgOHMPAaePiTgck8ovOxlLF+RQbDVPotKHQaTMtP6HME0o6q1laa7/eDlzcy6Geh2EY00L6g0rcaoRDWVGkQUt3nc4X6lapRCL1cliwfdE4cEykw2ZsRFJ0unmQF/D5Sa9aokE5J6WaG2OxsLqx0iyFNBHiSVNO5Dggsc6XTJxprO28cXrh07NG6lJY+7rthvbY16Ae3Wl/yNCuX1oyHqUF2vpxViuHYaUebFs4ttP6cRYLi6EGxxndq0T+rplEyGzfZNDBNhfx8yL+93ATti4YC6mj1vQr+xtxx8hL0n1pPYIsy/DYLepaMMCL8NgtSEbPh1Q66X4M4E4A3+34/VkAO+XIVd9g9AZZlg8CGGnw+pcAxqToOgmC6MDCMphcXqorgGlhsm+jlq0Tfq5hlNYT4EWUFTnRFgyj2RdC/alIik+Jx47FEwejsCP6rZfTCl6QIMkyZFnGybNBCLIMh5WD02acLvRlsx993DZc3teFpTcNQ4AXcfJcOzgGpBEthUsAACAASURBVAciabAsgz5uGxrORDSlpPUAke6RizbXoqzIiY3zrsX22ka0BXlsvncMREkGxzA4ea4df/32LK7s3wtlRU7IAM4EeVzUywGWZSBJMk6eazdM7bu40Il3fvJ9MAxg5Rj8rcmPkZf27nIqt1maUWESupMRuUdnc+uFasGaPRBR5gml7IEky9g471pNA5ZmXwgWlsEpbztsFg6lHjua/bxpupGVZbDl3usARNK5SwrsOHE2GJd9mKX9KdcZPVcFeBFOG5dwup6Sbt7shWEzDEo1vzDxbIPjrQkXT5qycpzROtnofiWWmsvgvfpT2DjvWk0DgkF9L9d9vlF6odHnJ1KbuT1sbNftYWNnE8MwHZkLctT/a5EkGX877Y/LJhL5u2YSnMm+KV8ecDksLEYP6oNZG86X5VgzvSJvIulYlsWuT4/rGofcd/0V3T53ypx0sizLDMPsASAAkAB8IqeqlSxBEEnBaWPxj5OuxP1R9TPWVlXCacu+wTbeBReRWowiKy4rdmHD3NF48u16rJ5WgffqT6F69igseW7/eefG/GvRcCaAf3rhLyjx2HU1PzbMGY1N94zB3D9+rHnq/Pib9Wj2hXT/VjOnEpPLSzXFXUkPRHcodNpwUW8HFmzah7sqy7C2qlIzdlbPHoUN732JsiInHr55GHztAu5/br+mbtauT49jzfQK/OPWA2j2hbBh7mgMKfHgSLNPtQ8lsmJyeSkeuHEIfhS1GH5ixgjsPdqMvgV2zWcnUsuHokyJRLjQ3GrWbKUzipxWrKuqxFPvfIGnZ41EWJCw4pVDmk1f3wI7nt3zJWreP4bJ5aXqWmXt7FG6CKTq2aPwqz99ptazW1dViT+8fxQ17x+7oH105mwrdtuw6Z4xOHWuXTsfzR0NAF2yI7PoQ0o1NyaROm+JHBvvfShyWnXdutdVnS+tEY2S7hl7rFG6Z1+XFVOuKcP8Zz7RrL/7urTnTVQv8dqjWd1IzmAKiffvmsjcUuiwGO4/Ch2pjCfqPgUO431TgSP79k1dgzFM9925eHyar6tnKHRYDO02GbplUuU3YxjmPgD/CuDPiKTafx/Ar2VZ/mNKPjCKVLamH7j8tZScN1s49uit6b6EdJBV7em7QyKt3TOdTCtCmwYyRrdGUQkAcPJcO7ztYbjtFvz6T59pnkT2dlrxsxcjXclq5lQaRhq8dP948KKE461BNdpCSRfasXgcpq/7UHP81vuuw6z//Chf9ZBN9MgNScZ4G61tj4ODr11U03pcdhaBUCQKoaE1qOpZoazIiecXjMWDz5/vqlpW5MT2ReMws+ZDNLYGMXJAIX46+UoM6ONCWJQxb+PHunNsnHetukCMfj1eJ9vx1gAmrH5X9/qeZTdk3bifZjJmzE0lqZhbm70h/OLlg5hWOQBX9S/ArA0f6fT89I9Gwm234IyfRx+3DWvePIy36ppQM6cSO2sb1Pkj+t+i379iSrmmqZCZfTR7Q5havcfUnpq87biz+gPDdVJX7SjNTY2ySrfftgXV8VFBGTeVLrxdORaI7z5cSB+xKJF8F0rNTeRaE9FLvMee8YdQf9Kra4Aw9KIC9IlJj433WhOZWxK9Vx2kfa2QS/umrvB1ix/fX7Nb9/p7Syfi0uJutBDOEr5tC2Llq4d0kZQrbx/ebd2m0j29FMBIWZZbAIBhmGIAHwBIuZOOIIiuEW9b9WwgkTB/IrWYPcmVZRk3/fZ9bFs4VtfCfNvCsSjx2LFiSjmGlHoMdRkMiwiLMv7wf19iWuUALL9lGDiWQWkvOyQJePuh67HhvS+xvbYRja1BcCxDeiCSRuzmp8BuQ2+nVk9FLuCbFj8YGKdbM4ysps0pjmaljpHioOtfGOka2+ILGZ7DZmGxdvYoOKwcfCEBTd4Q1u0+Cl4QL7hBkyQ5KZ1iifwhFXMrL4h4q64JzV4ej88cYajz3i4r5vzhfHT0xnmj8S9/Xw5JlrFiytU4ebYd/++/P8cvbr1KM5co7y90WjFyQKFqb4p9KOnlip2YdcQM8gKaveZ16UQZXbajrkQfdka2djKP57rDoqSuDaLHTaM6b4kcC8R3HxItpWKxsJ1t1jXXGm/9unj1IkkyjrX48XVLQK2XdVmxCwOL3bq/ay+7VVNnVakL3MuujxCM91oTyWhJ5PtnErm0b+oKqexumh3IWHLDFWj1R3qi2jgWS264AkwSWoek0knXAsAb9bu34zWCIDIUu8W4fka+1BYgepbYOkTRumMZRk1xXTGl3FCXAPDiJ1/jgRuHYElUGuGa6RV47I1I2mv17FEAgA++bIGVdEwkiXijiSRJhozzdRhj68u1BQQ1SlTRrtMaqc1z9/hBagrfxnnXmtZhPHG2HaIka1Jp10yvgNvOdXqNyneITauldDviQnTFqdSZA0aZCxZPHIxvWgKGOj92OqC+VuKxoy0QxkPb92k0v2ZGBWwm6xibhcHPbhqq07mSXq7YycZ51xq+/5szASx/6a/Yet91hv/usLIZkbaarVkE8V6308rpyl+smV4Bh1Xv+Enk2HhJVSkVm0n9Oms3ukS2BXmcOteuSx0vdFl10XHnQmGIkoQBfVxgGUCSAVEScS4URh+L9th4a+0paezxpAab7T9sGb5uy/d9k9vG6kp9rK2qhDsLyyR1BY5hEORFnY2xSajlnsp0100AvgPgFURqe94B4GDHD2RZ/veUfDAo3TWVULprakl3uuups0F8edqvW9Bc3teNfr0v/CQwk8jWhWpnJPh0PON1G+0kiHZIlBU5seXe61D1h4/UiKLYzdXvZ43C7989gmmVAwxTYZXUprIiJ56ZPwZhUYLdwmrq1GW7HjojWyMpOkh7CsuFiDflSUnjW3LDFWAZRuNMjq6bGH2Ol+4fj/awqKZmA8DIAYV46kfXqPVeosdnAJqaMMp5ti0ca5iGo1xj9HdQIoyK3TZcXOhUG1gkSpbrrrtk/JibLszm4yElHrQGw5EINklGayCMla9+phvv184ehX995TM1LdysBMKqO4ZjWP8CBHkRZ/w8Wvw8dtY2YMH3LkffArsaiRf9nuj0ciBia0aOnQFFTnx2wov9x1pw+8gyLNqsrwEJIO36TzQdExmi23iv+8TZIGas06dFvrh4HPrHrFObzrXjzrX61OSX7h+P0l7ajqXxkqq1ZYu/HY1ngjjjD6uRbH3cVpT1caLY3bVrTSQVM5H1f7w16Zq9Ibz2aSNuLO+vdv78c90J3DqiTKfFLu4/0r5WyKV9U1c43hrAr2LK1eysbcAjt12dF+m+ja0B/NDAxl5YOBZl5t8/7emuRzt+FC+g4qwrSOFnEgTRDdoF49buv/3hNem+tITJtWLoueh0VNKm/vW2q9Hq5/H8grH4ti1SX641wKv37kBDGx5/s15NfT3S5IOFY/BWXRPu/e7lhqkGSofYxtYgrByDPm47bn96T87ooTNyUSuZRrwpT9FpfL/70TWasfVsMGx4jrAogWMZzb8daGhDW1DQjM+lBXb8ZPunWH7LMMPzhEzS8pRrjP4OSkdaIFIvqKsOOtIdYYTZfBxbJ/S5+65Dsy+Ex9+sx+Z7xqDJG0JbMAxfSFC7JwNAodNqPO67rGjx8RrnQfXsUdjy4df48Y1XmKbTxdraY29oP/+xN+qx/JZhWLWrDqunVaBfgT3hDrY9RbZ2to9/TDUe18KCcbqr2RjbVVJVSkUQZLSHtQ1TnpgxAoLQ9WAas9Rt0eCUYUk2bADwwsKxumNZloHLxmlSY102Tvc3YCBj1MBiTefP6tmjDFMBs3X/ka3XnSwESdaVqwGAX9xanqYr6llEk3RnMQnpzql00v03gH8BMDDqc2RZlitS+JkEQXQDC8sYtna3ZOEGK1sXqmbkitMxNtKmyGkFA6D2WAt+cHV/cB1a84cETQrBgYY2rNpVhxVTyrFqVx023TPGNFVWeV35fwvLmNYRylY9dEauaCWTMUp5WvS9gbCwDBpbAxAlGU4rp6aoHmhow+cnvJrony33jjFN41b+Pzq6p9BpxS9uvQotfh6Pvn4YiycORrMvZGoDoiR3mpaV7LQt0h0RizLeB3jBcPxt8oY0evm31+pQU1WJRVtqcfJcO9rDEgqdVoRFCU/PGokHth5AY2vQMH28rMiJAodV01ylsTWIJc/tx+MzRpim6BnVVGr2hfBFk0/TaKKtw6m+bOfBjmL2xtFNSqOAsCjByrEocdvQ1i70WHRdtna2t1k4LPreQEwffSk4loEoydix7xvddVs5FpPLS3WRO7Gplso5E/lbxN47syYP4bAIXog0CYIgIhwWYbd3b0stysBPo5oLNbYG8dMXP8X2ReN0x8YbseywGn9/h1X/nSQTh55kkHHX4ucNo8Bjx/qQIKnR48r5ljy3H9sMHH/Zuv/I1utOFhaTmnT58v2tJt/fmoTvn8qE4S2INIm4E8CUjp/bUvh5BEF0E489UltA2SgqtQU89uyrLaAszqLJhoWqGbngdFQibaZW78GE1e9iavUeHD7lxamzAYwe1Bd3rd+L6es+xKpddfA4LHhy5giNFqtnj8LFvR1YdcdwSLKEmqpIV7/V0yo0x62ZXoF1u4+irMiJ1dMq8Ks/fYbTfh6Ty0s115PNeuiMXNBKpqPU2lF0t+h7AzH92kvx5Wk/frh+L76/ZjfuXPsBTp0NYdP8iDNu3e6jWDM9otWRAwpR4LCovwMRPT45cwQe2HoAv/rTZ6iePUo99uGbh+JHG87bx89uGor9x1qwdvYoQxtYPa0CG977Uvd6dI2sYrcNG+aONv33RCHdEdFEj/eHT3oN5+MWP6957a26JkiyjJqqSvRyWLHilUO4a/1eLH/prwgLEl5cNBb/u3QiPHYLfnvXNbpx32llDTXYr5cDJQZ6XzO9AgFe0NlJdYddKb+vnhaZU5TzmZUKUtIAZ9Z8iO+v2Y2Vrx7C4SafZs6rP+WFlMKi8sm2656i0GHBlP+fvTcPj6JM18bvquqq7k53QocsgCQKIlvEYBLAADOK4jqifAqIw6KEEYLoMMeDoGfmMOJh/P0EdBwRIeAZ2dzY9Kj4iTgg44zAiBFhjpGQYdGELU1IQ3rvrqrvj05VurreSrrI2knd1zWXQ1Kp9am3nvd57+e+b8xC0fqDuO3lv6Jo/UGMuzELDouy+JVh4/DrsQOwZEcZJq89gCU7yvDrsQOQQbi+2HG6MU202Gf30Jr9OHq+DuEYhl4gEMaxCx5Mrh/nJ689gGMXPAgEws26fq0iWWyskfIorZhKt5mJsZBuUy+aSAW9aEQKeuocKd6xXstUgcQySk/iiPOP9KSOHbedad50JUizkp9bmrVjP7eWQncrRxxjurfA9bemJt3fRVH8WavsvAkYmnQdC51Ax65D6HW0Bc7UerFh30nVSuajo/riqhbWFmht7SI9rlaJgETVmYmG1jVoaWe9M+smhHkRzroARAC9HRYEwpFWQJqi8M6BU3hkVF+4fCFwDA2aplDnC6FHNwtO1/pQ4wmiZO9xHKp0yRoR5y75ZZ2ip+4YiB4pZviCnUs/6wpipaOh3XVmmoKkNSexOXo5rDhe7ZZblSRkpVrx/txRgAj4QzzOXw6gZzcLwoKA6X/+Ghl2s+w26Q3ycCSZ8MCq/QAixhIL7hoEC8vgl2+o34/1RSPACzxYhoEvxKOblYUgijhe7cGn/zyLsTk9cFU3C6ycCWYTDQtLdnfVOw5r/U0niLvmosONue2J6HckM9mMblYWL376A3aVVSMr1Yo10wvw6l+OKdqkpMJZjxQLkamztXgkeqRYcPZSxN3bwjLgBREMRYGiIg/gIcK3ZMn4IRjSuxvSbBxqPEH4QjyOV7uxYncF5ozph+2llQpm1renajBp+DXgGArHnR6s2F0h6+GRYjqaMXgianst7bzWficSUb/2jMun0AYEGjQDo91R9YwzseO0xLp74YFc1bbxHl+Pzpse6Ln+eK8JiD8WBEFE+bk6zNoUJVcwfRgG9lTLFcStH+jyYRLhmrYWj0SvGMdbZ10A//3lv1Tzj8duvq6xd6Xdc4XTtV5sJMybHhnVt0tosp2u9eLz78/itpxeEMWIW/yesrO44/peXeL6z7h82PDVCfW8efS1jbk6t7sm3XMURf03gN0AZCEJURTfb8VjGjBgoBkICyLW/O0U1vztlOLnUwv7tOhxDO0i/ZBWx9vbOa45IK2+ZtjNmqutZ11+AMCLnx7F7+8bjEu+sEJraOmEXNjMNGq9QNH6g8iwm7Hw7oHwBHhMLNmv2t+5S35MLNlfX+AYDgvL4ITToyjadYYY7Ayx0tEhac1JBYY9829BEscQ49gf5GG3mIAwMGnNfux9egyqL0fa/KpqfYo2md3zb0FetgOHKl2y5mKS2UTcb407gPlbD2Pz7EIIIrDiLxVw+YJYePcgPJDfG+u+OokJBdlIs3HITDYj1cqqYluvS2djY7cRdwaiIQiCyhDo9Sn5eP7+62FiGDgsJvzm9gEoO1unGNN5QcRFT5AY80FeQI0nCAtLIxAWUOMOItliwguflmFXWTXuzMnEuqLhqLrokxfneqdaEOJFeINhBMJ8ZEEHkW8GAJTsPY7/Gn+9wh156YRcLNh6GCXT8tGzm0XWwyPFNOmdWDohFy99Vq6pndfa7NIrcd9tb2jpx4Vj9OP0MHZjx2kJz92n3jbe42vlK2ENdmS8LbQMBZXL9tIJuWBi0hHSe7V0Qi4E4cp19iSYWVqhM2cmtMUC8ecYFo7Cqqn5CsOkVVPzYeHUOVYwzBPnH4+M6tvs62pN8KLGvGlkn3Y5n7YGRQG52d0VuoMrHs5DC5ibJghE3DywB4rWH1S8jyTdRb1ozSJdEYBBAFgA0sghAjCKdAYMdFDQGr31LV20aAvtIj3W84mA1hIrbkvE6sNIbXwnnB5i3HmDPFiGwrP3DILLG8aiD79TxMwz249g+5yR4AVBTixpioKFJWsPSa1VGfaIs2W0G9fSCbl45fNyzdXoREJniJWOjthY5gVRUyfrp4teMDQFf0hA8c/7gKKgvW2NF3PG9JOdiUO8gGSzibitpJElaRdJhYEL7iDWfXVSNZFbM70Ag3umNNOBsPGx24g7AxJ4EXL8AZFYeeKdb7GleCTSbBzKz9fh1b8cw6JxOUizcehu41Cy9zgmFGShxhMkxvzRc3XYXlqJeWMHqBZsnHVBOOuCcHmCiu/+6qn5eG1PhczgWz4xF71Tk+T9H6p0wR0Iy98Qly+Elz4rh9MdAEVTMJtiChcxBRbSO/HM9iNYNC5HUy+yM8osNBecifzdZmPut5a2IEvQpGPj3Gdj+43VutOjwRWvCyoAUBSFDftOKgwINuw7iT/8nxuU+xRE1Xv1zPYjRJ03PQvi8erMAfHnGN6AgJV7KhTXtHJPBZ6773rEkqz0PKuOBIYixwPTRapUFCjMe++QIh7nvXcIWwlaip0RIuE7p/U+6kVrRv5wURSHiaL4qCiKRfX/m9mKxzNgwEAzwdKUSiNp+cTcFhHAjEZbaBf5gjzRqcoXTFx9JGl1vHdqEjKSzQk3+Y3Vypk3tj8WbDuCFbsr8PIkgv6cwwyGpjB/62FNllJIEPHEO4dQtP4gJq89gElr9uOsy6+K42hNoTlj+qli45ntkfaRzqKfleix0tERG8vbvvkJWd2tqrj70+QbwdAUFmw7gk//eRbTR/WFyxvCdZk2rJ5aoIrRFbsr4LCy8r/NJgbOuoBmPEcX657ZfgRzxvQDBWBCQbYqcSzeVKrSANOLpsZuI+4MSBAb0diSClu7yqpRvKkUE0v245E3v8Y9N/SS2/dideJen5JfX8TLlose0j6l2J8zph+e2qIU33/87W8xoSBb/veCbUdw/pJfoSO07quTSLNzmL/1MIo3lcLpDuCNR4bBRFN45M2v5e9L0fqDeOTNrxXvkdY74bCy2F5aqdJrIjHxnHUBnK71wlkXaFW9uo4MhiLnn6RiB2k7EkwaOS2poJZpNxO1pTLtygJVspWsQZZsVU+pq90BVazOeasU1VFOxdF44tbrwNUXBTmGxhO3XqfaRo+bpNaiCuk7oDcvj2es50VRfscnrz2A4k2l2FVWTXSX1fOsOhIS9bxbCsFWcFBOJGgbrjR/363JpNtHUVSOKIplrXgMAwYMtCB4UYTdbFKsGtvNJqK7U3PQFu5jeqznDbQNYldfpWdUVevD9tIqbJo5AjWeIGo8QazcU4HfjB2Aq9OSUFXra9TBMpqZN//OAehu52Blabw0aSgoAGl2M5bt/EHWFNJqQUqzcQbDwUBcIDEJHBYTullYvDe7EIIgorougBc++QHP3jMIGXYzxuf1xsNrG1pCNs8uJLJ3eqRYsG7GcPhDPFKsLM5d8mPZznK8+OAN6OWIsO2kbSX2HNBQGPAGeaTZOGKM+4JhOOtwxQy3RHWONND2aCxWYgsCedkOzBnTD33TbaAoYP6dA/HyrnIVy+5QpUtz/HbUmwE09jvp34IoopvVJDN8QryAXt0s2Dy7ELwIWFga6TYzzl7yNVm44EwM0W20d6oVi+8fggwbp8k4MqQ/GuAL8Vi2s1zBulq2sxyvPnzjFW0HRBZrSduunJIH2JTbmkw0BvVIxpbikQjzAkwaral1PgE/nHbhvdmFET1EmsK+Cie6J2UgJcbwN94WWgAICwL8IUHBAn150lDwMW2sepiEegpvesf2eLTuLCz53SC5y+p5Vh0J/rAQdzx2RpDcsVujA6ujgqYoYoy3xOW3ZpGuEMB3FEWdRESTjgIgiqJIXu4wYMBAu8NEUbByNLK7J4GmUL8SILQ4bbsttIssGgmHpYNT5xtDa5tttAWitXKcdQH5GY3N6YHpMa0WZWfr8O6sQmSlWrG77Dw2zhyBi/VFvO2llfjN7QPAMjTuzMnEIyP74CqHFT/WePH0lsNwugNYNTUfqUkszCYGT90xUNY+0mo1lHS7nHWBFrvHneGZGSCDpPuUWe+E56wL4N82/0MuCCyfNBQz1jXEd1WtD89//D2euLU/nninQa9n5ZQ8VNV6wTI0RACZyWZZE2van7+WixkvTRqKny5GinXRgvbeII9+mTbQGi04P1304tn3/6mrEBAdw6yJxsaZI+S2KEN3zoAWGvvOR7ez5mU78PRdAxWt2aum5uPJ2/rDYWXB0BQ27juJsTk9MKEgC91tHO7MyVQZTkgGQlqt4dH/FgEF0yHEixBFqITO4ylcpFpZVfttybQC9Ey2yAWeDIJDJtDAdMqwm+VJ/rlLfvRIMSekLEdzwDI0nO6AQqOT1G4a73ZA5PmRtm1qUaGxtVzOxOC40428a7qDoSkEwwKOO924dXBP4jXF00ILRNrm5m9VskAlzVHF8dkIcytarmP5xFxwrHos1yogk64/zcZh48wRKrM10tgeb3G5u5Ujvhsk58srfVbtDZamyPHYRfI8qQMrNh5bugOro8JmZvDrsQPweFSMr55WAJu5+XHbmu6u15B+Lorij61ywCgY7q4dC4a7a/xoLHbbYrJffdmHH2u8crtIVqoVrzw0FNekJSEzRdOl5orQ2tdT4/Hj2Dm36sMxoKcdaTZL0zvoYLiCFfcOEbeA9rOO1mt5edJQTF57QPW3f10wBiFeUGnIlUwrQGYKh/97+AyG9U1X6RNJTKMl44dgQA87enWzyudg5RicvxxQ3Ms10wswIMOOf13wtBirwWBJXDHa3bGtuZCe/Sufl+NXP7sWDE2pzEwA4JN5P4PdbIInEIYjKTKJOn8pIE+SMpM5MAyFWk9IEf+vT8kDTVEKsfvVU/PBmSiEeeDV3cdUmnRSS9gv3/gHslIjrrOZyY2PhVox3BldkVsAHWbM7SiQRPNjmUnRY/+icTlEB9R3ZxWixh3A3445MWZQpjLWpxXgtd3HZJ2516fk1y8siur3YloBdnxXhTV/OyW/B1elWuELhHE26l27pnsS+qQr3d/jGcOb42p8utaLJ985pCpSrplWgMG9mqcfqQMdIm6DwTDKnR7VZHdghg0c18Ap0aPz1hrbhkI8jla7Vec5KNMONqYYG+81AUBVrRc/W/qF6r78/ZlbkRVVPJZiRnIFd/lCKNl7HCun5KmKzHquX0++Eq8Tq553Q8+5RqHdc4Uatx9nXH7Vt/gqhwVp9sSba+iF3x9G5WWfwqwnq7sV2SlWWCytyQXrGDh/yY8JJftUMb59zij06Kb5/NvX3bUtinEGDHQVtNVkP8SLKj2Xp7aoV/JaAq3tPuYJaLRE/DIPaR2YOq+FtjDbaA00Fru1vhBW7I4Ih2cmm4krziFehJVlVBpyc94qxfqiEbiuRwpRn2jRuBwUbypFEsdAECPxJjE4fEEePVLMeH/uKITCglxoaOl7nKjPzEDzIbXDLr5/CB5asx+LxuUQ47ublcWKv1RgS2kVthaPRFgQVGY3JppWjGUigMwUCyiIWF80AjQV0Sna+c+zuHfoVfjVhgjLzVkXlNsFu1lZLNx2BM/eMwhAvetsqGnNmMZiOHZCaMBANARBxE+1XgUzx5/Go0+aTTH298+0E1vyzrgiTKLXp0SMH6Jj8PH68X/h3YMgisDyz45iV1k11kwvwPbSSsV3/7Xdx7Dw7sG4bXBPOQ/47S8GE981h01pLBWPQH5zNHY5E4N5Y/ur9SPfKu1y34kL3sizin12i+8fgquiClrxtqUCUMSZtM8Vu48RDaK09OO2FI/EVY6GRWqnJygX3aTtHidsp+eaAGiyn+mYThY9jLOLviDxmkgLNHryFQoi7h3aW+FouWpqvsrRUs+7oedZdST4QwJeizHHeK3eHKMroMYXxFfHqnFbTi+IogiKorCn7CzuuL4XeneBIl1AI8YDLaBv3fnvngEDnQBtNdnXspYnCdJ2dJgoDQp6ghI+2sJsozXQWOwGwzx2lVVjV1k18rIdWDohV8EmWD01H75gGCxD1iCiKaBnN4umjk4djgAAIABJREFUBpHU/kdTkVXaCqe70UJ3S9/jRH1mBloGNE3J4vkle4+r4nvphFzUeoLYUloFAEi3c4qW76raiMj9ppkjcKjSpRjL/rZwDM64/HJ7lMQ6qPOH5b+P/pvNswvhdAfktr+sVCuYOMZCI4YNXCkac1iPHvvXTC/QbFGtqo04wi4al6Nob62q9aGmXnz/xU+P4um7InIGDisr7zcaz94zWGYcHap0ab5rm2cXqvSvmlpQbI5OY5qNQ990m/GOIaLfRnp2/3mvejHBZKJVBTESouMsGs/dp7638erH6dGZ03NNDAXiNyJ2nNYjF+MPkcdv0gKNnrE+EBYwt545Jm039+1vVQv6ehxb9TyrjgReEDWecU47nVHbIiyIWLzjKBbvOKr4Oan9uzNCS5OPaQECjVGkM2AgAdBWE6XOJABqYmiiTgJJCyQRkKiC7Y3FbvQ1Hap04aXPyrFk/BD0y7DhzCU/3IEwTDSN7jZyXApixBGO9DtvkMfyibmw1ovy84LYZKG7pe9xez4zQwuvY0CKASm+o5ltyz87iv+4ZzDWTC9Ayd7j4EWy6H3sGkmkwEap9IvmvFWKdTOGa74Pq6fm4/cffi+PhVau6ThsqRg24rHrQcthffPsQkVcaRWwow1RYgsQkq7cJV9I8e3onWolxmtFtRtLdpRh9dR8CKIIE0Pj5UlDFYW7qtqIsZTeWG2Oxi5NU0gyx/+Odeb3SI9+W7z3gTMxKP55H1VbJunexnt8PefJMjTx+KRtaZrGhn0nFYysDftO4oUHcmO2a5rdKUErPyIt0OgZ6+Nd0JecT1V5uMazSsQctzWLNIkAE02RY7yLXD+lUVxvictPzNmqAQNdDNLHKxqt8fHiaJpoJc7RiTdUBPkGx6XNswuxaFwOlu0sT1hb8FQri5JpBYpnUzKtAKlRrnUdEY3FrjS5kX7vdAfAmWj84ZMy2M0mlJ+9BAtLY+O+k1g1NV9x7RFhVhoX3EFVzK6emo9BvZIBAKu++Beqan2orgs0WejWe48FQYSzLoDTtV446wIQYhLU2OvTM3lrDqQW4wdWfYXRS7/AA6u+Qvn5OtX5GWh9RMfAoUoXluwoQyAsYPlnR1E0ui/+fcthLNlRhoV3D4SFpYnvijQJkP69ckoe/GEymyPIC3h9Sr7qfbCbTeiWxOLZewbhpUlD0SctCb4gT4xbrfOX9qc3ho147JpozGE99r3YsO8k3n7sJuyZfwuWjB+iMkRJs3OqvCTNzuHbUzUAIt+ONDuHD0qrVN+DpRNyUbL3OKpqfXhtTwUoisIv3ziAyWsPYMmOMjx910DkZTuQlRoxltIbq9FFk6+euRUfzB2tS4ok3WaO6x3r7O9Rpt1M/P5m2pUsRj33wWExYdyNWShafxC3vfxXFK0/iHE3ZsFBaMPLsHFYHXP81dMKkBHzHOI9TwDobmGJx+9uUecUaTYOz94zGFx9AY9jaDx7z2DiWCuxO3unJiEj2awZayxDzulJTrB68h+pUBkNUqEy2rE1Og/3BdUEg/bKl5oLur5IEzvmdJEaFdKsHDHG0wjmIJ0RDNVQXJdifMO+k6Cp5s+bW804oj1hGEd0LBjGEfFDK3bbSpOu+rIPl/1hVEYJgGZ3tyLFYmpx44jWxlmXD8999L8qV6vn7x+CXnG0SXQ0OOsC+N0HR1TX04heR7vHLdB07AqCiHOX/Tjj8qHGE5RZDVmpVmyeXYjJaw9g0bgcbC+tVF37f/xiMJJYBpcDYYVobWYyh//8n+/hdAdkRsacMf2I4uTRTDo991gQRJyq8aic0PqkqYXH25r50Bwh8w6CdheDbklExwAQEbf/V7UHK3ZXKAoRHz4xCucuR1r0o3V+rCwNM2tC9WU/ajxB2DgGIV6U2wglZKVasXHmCHxZfh5jBvXEBXdAdkL+1c+uhSCKSLGygAgUR4lzN/UtkcT/Q7wAthH9Jy10gniMFx1izO0oqK7z48FVakFtSQ8r+r2gKAobvjqBMYN6wG42KUTYl07Ihd3M4KInhKR6ZnTJ3uNwugPYPLsQFAXwAuDyhXDG5cPusvO454ZeuDbDhqPn6uRvCgC89asRePb9f6rOacn4IchINiMr1YJxr7V9rMbznWjF96jDxK2W0Ug09NyHMy4fHlqzX7UtST8uXjOEeM8TiJg8TF57QHX8zbMLVZqerZHnn7/kw9nLftTWvzveII9UG4teKRb06Ka+/njzn3hNHvTmrVeQL7V7rnCm1osN+06q4ubRUX1xVRfQbdUT450RFz0BVF6MyDJI78LrU/KR3d3amEN3+xpHGDBgoOWgh97eHAgiEAgpV7gCIR6COfGGCpahsOCugaiq9QOIrEouuGsg2HiEmDogElWvo6nYlXS7Yp0vM+xmuaXCYWXhrAsqfu+sCwJihK3hCYQVvzOzDP7wwBBU1fpkRsb20kqsmV6gKIDErtLGe48FQcQFdwB1/pDi53X+EFy+IBxWrl1bkgwdsY6FaE2r07VenHH5UbT+oGKbqlofRDES9+/NLgQviKi86MVzH36PQ5UuuWANRPTlXt51FK9PyVckhiun5MEX5HHLoB44d9kPURSRZuPwu3tz4PIGsfijMlWxWmr7fn/uKFCg5JhNtbKo9YUgCAIueIKq90bPxNGIx64JiSEWW3RIr5+4xL4Xa/52Cmv+dgp52Q5smjkC/rCA1CQWvCAiLEQEyaX3IS/bgUXjckBRQK0npCg6L52Qiw8PncZvbu+viPW8bAd6OazEWMzubsWynUfx+/uuJ/7eF+JxutbbauN5PEZaXeE9omkKLENDFEWwDE28z3rugx79uGCYx9enXMjvkyYXlL4+5cIjo9T7jVcTLyyIyLCbFS2sJXuPI0xg/enRno63mEXTNFZ98S9MKMhGEhgEeQGrvviXqoVWuv54c8x4zTtSrSzmjR2gKuZ19A4QPTAxFCYOy0ZVbcNC8cRh2TAl6FxDL/TEeGeEL8jjy/JqvDOrUDbO+PDbKjxYkKXSN9WLxJt5GzDQRdHabqhApEhX/Na3qhWRLcUjW/W4rQFeEHHBHVSJVqcQ2gwSAYmq1wHoF97Oy3Zg4d0DccLpqdeeE7Hw7oEqXRMLx0AQRDz5ziEio0iaoGWlWvHUHQPRP8PeaKE7HpFjabU72RJJxmLjKxQW2oT12hgSOVY6OzhTJG5in0/xz/vg7OWA7BooxZMEly8k/43LF4LTHcDbB37ExpkjcNETRIgXEAoLeHLLIUWx4oVPfoDTHcCS8UPw9F0DYTebiJNWb4DHtD//A1W1PtyZkylPrBaNyyEW9fSwd4x47JrQs7gYq08a5HmYGBonL3gU4/6Kh/Pw3tc/YXxeb9nFOzY+n9l+BBtnjsDzH3+v0AqaN7Y/fqrxEmPxuNODXWXVWHj3IPLvq90oWn+wXcZz0j2KPrfO8h7FyyTTY0bA6djWyjHEPCMe7U4tWEw0OXchHF/LJTK2+KiHcZdm4/DUHQPj0kukNPTrKIoc5/EUKmt9IaK7rFbhsb1zpyuBKKJTzTX0Qk+Md0bYzAxuGZSJKW8cUHRA2MzNH5e7xh00YKAToCn9q5ZAWMeqY0dHSBCJotWhBF3dSVS9DhJiYznVyiqubd7Y/liw7QhW7K7A0gm5oCgKe4+ex7oZw7Fn/i1YN2M49h49j/OX/Jq6R5d8ISwZPwRfLmzQCDKZ6EZ1XCSR41j9lmgBXGm1WxQpzfgirYbXeJRMwNZEZ4qVzoY0G4dr0pJUcTZ9VF+5QAc0xNO8sf0BANtLK7FuxjCsmzEcmclmbJw5AqlJJpy/7EeancPV3ZPw1BalkcQz249gzph+8gr/M9uPKLS9JGSlWuGsC8iaKgvuGoQVu4/JLNbmsneMeOy6kBZoetW31p295JPzl+jvgAgRG2eOkGMkiWNRddGnGmPnvXcIs26+VtYAGpBpJ8bnRU8Qu8qq8dJn5fjT5BvxxdO3ILt7kvxNidVsLNl7HFmpVpy75Ff9fvnEXKzYXSHvu63Hcwmd/T3SYpLF3ut4vtMSGIq8LUMoPIU1csZmMYIocp4AwvGp+vOLRuy/gch9+p9vKxX50P98W0mMSZqm0D/Dji3FI/HXBWOwpXgk+mfYNUwmyNpqzSGE6WE9xvv8Oxo621xDLwSAmJ8n3qzxyuANCli5p0KhSbdyTwW8webfAYNJZ8BAAqCtVphMDHklLRFp27yG+1Siiiy3Vctza0MrlqNZblLhTWpXXTUtD/cO7Y2i9QcVK1XdrCZN97Lquoi211fP3Bo34yda5Fii7S/bWY6VU/Jk2rqUdGq10QgacdeWLUmdJVY6I2iaQp80GxxJLDbPLgQvAhaWhi9InswM7GnHF/NvgYCIQPW7X/+IXWXVuDMnE78eOwCPv1WKDLsZLz00lPj3DiuLrFQrXL4Qqmp9YGlK1YK4vmg4atxBBfN06YRcOOuCCgafBL3sHSMeuzZIY/7GmSMQCAuq78BHT46GL8gjLIhI4hhiTJtZGo+O6isz6UjxKU3sD1W6MLFkPx4qyMJvbu8Ppzsguyw7rCy8QR7uQFihXwoAi8blYHDPZDA0hSffOSRr2knn0B4tpp39PYq3oBPPd1reNkTe9tWHb1QdP6RhxhMKX/lkW8/Cd7wukRREYj5EQZ3bCoKICqc7rrkDRVNEd9k/PHDDFV+/HvZnorZzd7a5hl4wFIjxmIDTxiuEiLm3XodaT0T+hmNozL31OuL7qBdGkc6AgQSAHq2K5sBEadila9DdOzJYDVv0RLYFb4uW59ZGPLHsrAsoWp9CPDD37W8VfzP37W/x9mM3qVqapMT2pc/K5RVhZ10grskMZ2Iwc/TVuP6qFPCCiN6pVswcfbUioYx2qyUXtMntNW3dktQZYqUzQ5qjWdnIRPsc71e1fP/2F4Nx0RNS6PlIxbMJBdky827RuBzNNj5vkFe9D90sJrz92E0w0RSsHINASMCMrQdVLLxF43JQsve46v26EvaOEY9dF6Qx/8car8L4RPoOSNIaJpoitoVnpVpBU5Qcj6T4LJlWgBW7jwGIvEdzxvRDzxQLTDQl65IWbypFVqoVa6YXoLuNUznKLtlRhg/mjgYQcY6NRvHP+wAAfqzxXJGRSnPQmd8jzsSg+Od9VAL8sd9OzsTA6Y4swknQ+sayDE3cNtaFVNrvnTmZKpMD0n7j1YTT16JMLpItvn+IYqtAWCDmQ5tnF6r2eMETIOZbknlLNEw0haLRfdX5fzNyZon9GU+7baK2c7MaOR8pxjojQrwYdzx2RjAUBR9B+oZugXmzUaQzYCAB0FYrTL6wEPeqY0cHTVP40+Qb8W+bv5MHzj9NvrHTrDonKuKJ5djEjhfIq9HOugB2lVXDWRfEonE5SLNxcCRxWLD1MJzuAJZPzMWT7xyC0x2Ii3mawjHom5GCh9ceUEz4UqI0adJsHN6ddRNMDI3V0woUGmIvTxoKhkLcSamBrgctJul16TaUTCvAnHpm3MK7B8IdCOOpLd8Ri2fRbagOK4sXPz1KLFYIoojnPow4Hb85Yxh+uuiV22KlIkWyhk5dn7QkLJuYCytH17P+RDAUhUy7ulXcgAEtkMZ8LZbcGZcPE0v2Y/G4QRg9IBOrpubLE0CpSH2pnhUKRJhyEjOuf6YdFdVuWFkavx47AH3TkjB5xDW46Ani3GU/Xv+iAk/fNRBvP3YTAMgFNpqm4PKGkJHMYc30AqTZOGQmm5FqZUHHME+Lf94H427Mkt0Mpfcs1tXSgH44LCaMuzFLwchZPa0ADotyqqqn8JOexKq+06unFSA9Sa0X5rCYZHZyY8fX09mSamXlcT06XkjGCZl2M9FkIdMe46yqwdziCcwtf4icb/lD6rmDL8jjg29PY92M4XKR9I0vT+A3t/e/YgF8PexPPc+1I4GmgBUP52Heew16sCsezlMxIDsrtOKxqxhHaLXJt0SR0ijSGTCQAGirFSaGpoirjq0xIbsCq3VdoBBxeF0yfojsuMQyVNv4tRvQRDyxHJvYSdvE/k03a6RlUHKTOlTpwl/+/Wa8NGkofrroxbKdDcyIeJinNd4gUeR4y+xCXFXvcCwIIi75wnIxZcn4Ibg6LQlnXT78+e8n8Pz4IZ26JclA89AYk7SXIxJPfdKSMP3Nr/HyJO0WVpKRRGwbH2eicPKCD7+7dzAyUyw44/Lh6a1K3briTaVYN2O46v26MycTIV7EnLcaJkyrpubjk8Oncd+NWUZRwkDcII35Wiw5qU118Y6jWDwOuHNIL8Wi4UuflWPOmH6Kvz1U6cKSHWWyicR7swtxutaD+27MwiNvfq1iWP9yxDUqE4j+GXb85vYBRBfj2G+RVKADor4RxSPjcvs0oA2nJ6jS5XyccG/1FH4ueEN4bfcxRQy9tvsYFt8/BFdxyilwvMfX09lS6wthRczxV+w+hhceyFVtG69jqh7mFq0hB0Ji+Vg5Bg/kK9sWm2ucAcTP/kzUdm4KAENDMddgaHSZuYapE3Yt6YGWLjbfAjXKDlOkoygqG8BGAD0AiADWiqL4KkVR3QFsBtAHwCkAD4miWNte52nAQHugrVaYWJrc7sq28GDbFhp7YUHE6zHW869/8S88d9/1LbL/9kA4LKDaHUCIF9q8zaaloBXLqVYWzrqAIjnLSDZDEERc9ASIq+HLPzuKXWXV8gRsw76TOO70wGFlsWJ3BeaM6aewhG+KeRrSsJKPFgCudgfkQl5VrU+e7K0vGoEnbr0ONNRJqSSQrifxbO0itoH2QTSrSGrFc1hZOTaL1h/E5tmFcvGNlPxKbVgSy6hk73G88tBQPLXlsNzGt3xiLkQRuDY9CQAFURSRbueI8e0P8fL7M6EgG2k2Dj27WWRGKdDQwrJuxnAUrT+IrcUjYWJoBMM8WBMNEx1p+TBi1UAs0mwcNs4cgR9rvPIk9rpMG96YPgyzNjV8B1Y8nIdAmFcsvNxxfS+FeysQMVF5fUo+nnhHybDbsO8klk7IxX99/D1+d28Opv73PxTxu2HfSSy4axCY+rbXkr3HMWvjN9g8uxAUReHVvyiLKa98Xo4XHshV5FmarJEENNfqaNDSeSXd23gLPyFewK6yauwqq1b8/D/vVe8zxAsYdW0aZt18rYJJFnt8PZ0twTAPh5XDtek2MDSF7jYODivXZC7S2Pw+iaNVDNNVU/ORxKlzQbOJvK2ZkDdqMYLenzuq0XNtCnpymURs5+6Mcw09sHLqrpLV0wpgJcRjZ4SFJRMPLGzzr7/DFOkAhAHMF0XxW4qikgGUUhT1OYAZAHaLovgiRVHPAngWwDPteJ4GDLQ52mqFiTNFPpDRK0IZyWZwppY9Tlto7NEUZHHp6EQ+UeeO4bCAo+frVK0QicZoIcVyqpUlihv3z7DLPx91bRrWF40Ay1BgaAr/9fH3cuIttQFunDkC87ccxm9/MZhoCd/UirDFROO3vxikaAd85aGhCit5rYmEyxsEL4jgRWV6HQ4LOHPJh+q6AGo8QWwvrcRTdwxstCDdVkYxBtoeEqsow27G03cNVIxP7zx2k1yEy0q1EvW2Xp+SDxND4dl7BuOTw2ewaFwOeqZY0COlYdyWZAqc7gA2zhyBFz/9ARMKsjG4VzKeH3+9YsK2fGIu3IEwPjx0Gk/c2l8ufGybM5IY5wxNRdqlwgKmr9mv2I90TCNWDcQiEBYUmj1vTB8Gm4VR5BrJVhM+O3gGa/52So4pm5lRLeo8Oqov3j7wI1b+Mg/dbRxAUajzhzChIFvWlZt9cz9F/OZlO/DoqL4KlpDErKuq9cFuMeFXP7sW87c2jP0vTxoKQRAUYzGJddqV9KdaE62h7aVnn3Yzg2kjr1EJ4NvMyryBNZH3yRLyMFuc+wTiz/E8AR5v7f+R2JbqSFLuMxRucJ6Uis8r91RgMaGA1BrGGV0hl+lscw29CIRFIlv1+fFDmv7jToBUi0ZLu0Xd0q4XHearIoriWVEUv63//3UAfgDQG8B4ABvqN9sA4P+0zxkaMNC+kFaYeqcmISO5dTSBvEEBy3YeRbB+5TDIR/7dElbS0WgLjT1BhPzRlPb/zPYjSFSZBGcUgwtoaLOJFbVOBMTGcq0vRCzaVrsbRI+3lFbh9j/+FSecHpy75FetjFfV+nCpvu0vI9lMXBFuSiODFyEX6KS/e2rLYQVtXaL2R0Nq05q/9TCia3SCIKK8ug5T/vsfmFiyH0t2lOHRUX3xyuflclsXCVpF7BpPUGblna71wlkX6DIOYp0FEpN03tj+qvHpD5+UYdXUfGwvrYwYRNS3sK4vGoFtc0Zi0bgcLP7oe9y74u945M2vMaBXCpbsKENqEiuzOievPYDiTaU4VOlCVa0PvhCPR0f1xZIdZfjhbJ1K4HnBtiNgGRqzbr5WLtABkRgkxTkviMhKteLUBY9qP3PG9EOG3Yxzl/yochnxaSAC4ni26RvwgoggL+DFT4+iaP1BFK07iInDrpa3WbDtCIK8iIE9kvH+46PwxdNjZIMHly8YYXLyIqov+3Hvir/LcS8dMzp+54zpR8wHnrlnEFy+EKwsIxfopN/P3xoZ+6PPfcXuCiyfmKswD9JiMRnQh0y7GSXTChT3lqTJpgcS6yye5+UPkQ0Z/CFl/muq7ziJ3qeWwYI3SN4nKaeu1sjxqmNyPM7EYN+JGtzxype47eW/4o5XvsS+EzVE+ZuwIGJXWTWKN5XK34ZdZdXEXIiiyLkN1QwB/MZymc6CzjbX0ItgWCDGWHOKu4kEpycot7Rvnl2IReNysGL3MThbIMY7EpNOBkVRfQDkAfgHgB6iKJ6t/9U5RNphSX8zG8BsALj66qtb/yQNGGghdKTYlT7osQWQ392b06LHaQuNPS1bdJK4biJAqxUj1E5tNi0Zt1pFWxJrLYlj5AlYbPw4rCwWjctBrTd4RSvCWiy56HtsNtF4c8YwnK71ywyQVBuL5z+KtGQJUVW6Gk9Q1jgCgAy7GcGwgIV3D0IwzEMQRGKxXbof0e2QLl9IxerojKvSrY32Hm8lJqnNrBbO31VWjV/f1h8TCrKRYjFh3YzhcAfCYBkKE0v2K7atqvVhcM8GRqrWO8ExtDyBiDabiN5Pqo1DrUf5zpTsPY6VU/JQ6wnJcZ7dPeIWu75oOJx1AXz85GhYWAbuQBjVdQFc092qYgca8dlyaO/YvVLEju/SuCaKAMfQeO7+HDz/URkOVbrARMWJNGbTNIXMFAtCIR4cQ+FPD98IE03h+Y+/x69v64/uNk4V+9tLKxXshjQbR4z9HilmvF9ahesy7KrfZ9jNEEQRL08aCpcvhN1l5zE2pwcsLIP3ZhdCFEX4Q4Imi8lABPHGbbyabHqgh3UWrwC+L8gTDdZWTslTGSzoaeGNd1s98jdaTEKWwCSkKFE15qfaWGjV6OJpY20r07vWQLxx29nmGnrBaGjSdZVvvp6Wer3ocEU6iqLsALYD+DdRFC9HV/BFURQpiiJGvSiKawGsBYBhw4Z1jTfDQKdAvLHbFhpVJpoiWtC3tABoW2jsdTYx0ySO3DaR1ExR3yuFnjG3qdjVKtpGJ5gPFWRh1s3XgjPRoCkKL08aqmhNen1KPv59y2EcqnRh3YzhxDhuqgislWxETxxpmoInoLRbf3nSUHlbmqIU2oHSvvKyHXEXMDgTgztzMlUtFGumFeDV3cdUq9It2Sbe2dERcgWapmBlTXLbq1SI9QZ5dEti8fsPv5cZQVmpVmwpHqnZspVm4+Q26tjW2FVT8+ENNkyStDTufqrxIsgLqt+FYloUX540FH/++wnMGzsAe4+ex80De+DxqNbZkmkF2LDvpBGfrYSOELtXgujxnTQOLp+YK8sTRE9soxfuBEHEvy54FDnD0gmRVu0dh0+rNOqevK0/eEHAonE5yEw2I91uJsb+qQtePD6mH0wxxYy8bAcW3j1Q4fS9amo+Vu6pUOigvvRZpMV7gWmQ7vvSVXRH9cStyUTHZcARCvGodgcQFkSY6IjjNMuqv++ciYHLF8SJCx45F3D5gsRcIN6ckTMxyEhW5qoZyRxxnyxDk3NqQpGMZWgU/7wPJg67Wi4obvvmJ9W2NE2hf4YdW4pHKvSJSbHDMhRWT81XjNOrp+aDZdTb0qBUY/4rDw0lttzF28baVqZ3rYF44zZ27AC6Vgs8x9CyJm503HBd5Pr1vON6QYlix/nOUxTFAtgB4DNRFP9Y/7NyAGNEUTxLUVQvAHtFURzY2H6GDRsmfvPNN61yjn2e/aRV9tuZcerFe9v7FJqLNsuatGK3rXQd/P4wKmo8KgHQ/mk2WCwtW9Nv7QS1+pIPxy94VLpk/dJtyOyWeC5sp2u9Clc5IJIIbJ5diN6pxCX8do9bIL7Y1dpG0qT7n28rce/Q3gotrden5KHOH4aFZZCRbMY7B07JWkbvzrpJdmCNLiA0pd9X4/bj2Hm3KmYG9LAjzW4BAFRf9uPB1ftUz2HJ+CHgTDSuTU9CjSeEOW+Vym6DVbU+rJleoBJAz0q1EgsYgiCiqtaLKVHC59L2i8blKNyXAeCrZ27VioFERZvEbmvmCk1BEEScqvHg/GW/It5eeWgoOBONxR+Vyfpu0dqM0QWKDftO4qk7Bsq/f+XzckwoyEZ2qhV2CwtfMASWYWSHS1KBZPXUfPz+w+8BQPG7dTOGy5M1CVL8LdlRJhtIxP7+xQdvwLQ/f6241k4Yn1roEGNuR0P0+B49JkrISrVi069GwB3gseO7Knkcj/5OVNf58eAq9bj74oM3gKIohelJmj2SS3xRdg6LdxzFnTmZWHj3IPiCvKJYIRXZnr1nUGRxRRDkd7Gx+JfGX2nc79nNojsX62BaXQkVt6EQj6PVblWeOijTrirU6dHyDQTCOHZBnf8OSLfBbDZd0T6DwTDKnep9DsywgYtxl413Wz2xU1XrxX99/L2qgPD7+65HVsyYfNblw6R6nVEJWalWbC0eiV4xhVNnXQCUfX8mAAAgAElEQVQPrPqqyXymDeK83XOF85d8OEGYa1ybbkOPBJxr6EUwGMaPLh+qLvpkBmZWdyuucVhVMd4Zoecdj0Jccdth7h4Vocz9GcAPUoGuHh8BeBTAi/X//bAdTs+AgXZFWxgtAECNj2xBv3l2IXq3cJGutV2c/LxAbEl49Zc3ttoxWxNhDefRpnTW2hvxxG5jxigDeyTjkVF9FQXKqlofnnjnEN6dVQimfhX9sZuvwyOj+oIzMRAhYs4bSme/OW+VNvm+pCaZ0SM5rBAz75FsQWpSw9/4Q+T2javTkrD00x/w+/uux8ffVWHdjOGwsLTccqXVakhq+6BpShboj90+lm0az6p0V2FsJBJomoLdYsIjbyq1bJ7achhLxg/Byil5qvdgS/FInHH5UOMJygL5ZWfr8MHc0RjYIxkvPJALX4hHMCzgjMuHp7cexqhr02SW0aFKFzbsO4l3HrsJFEWBoSLsUac7gKpaH176LDJeptk4pCebifEnxbFWfF7lsCIv26FgAkbHpxGLXQ80TaFHihmvPHQjenWzyO2jJXuPy9qJNEWh9OQFPDr6Wnkcj44NrXHXwjJ44ZMfMG9sf1yTlgSziUZYEOHyhHDH9b1wzw1XgReBh9bsx/KJuQpzFYkFJ53L4vtz5N+n2cnxnxn1/aiq9aFfph1ZDv2tXW2V03VGVLsD2nlqTOGp1hci6ryR7nNNveB9rAD+4vuH4KqoIp2efV7whojnuqV4JK6KmcDHu22NJ4hXPi8nOhGTFvzIrXhqCRtBJOeYAoHME28ba1uZ3rUn/GHyXONPDyfmXEMvLnhDKFqnXrAjxXhnhJ53XC860t0bDWA6gH9SFPVd/c9+i0hxbgtFUb8C8COAh9rp/AwYaDcEwzzx49nSug7xanIkAhgqMvmMZh1lpVrBNEMEtz1hZRmyYymhxaMjId7Y1Sra0jSlGZchXgBN0TCZaMXfnq71aiaQzrqAZrJI0xSu7p4EC8coNHGit9FqiRVFoGh0X3AMhXFDe8sso+Kf98F7swvl7eJt+7ByDNbNGC5PKEv2HofTHUBvh0X+uTfI45q0pEbbxDsYY6PLglSc0nLTk1rYo2OapimIokjUpguGebh8kX2LoogadwBU/e+2lFahototv3+9U62wmxnYWBOcniB4Ua1DZGIoVF30EuNVapmVDCRif/9jjRfzxvZH0fqDyEq1Yn3RcIR5AadrvbByDM5fDhixmMCQ4lgQBPAiIIqiYizVKsKGwgKCvICH32hoH41uF+UFER8ePoc7ru8lF1pCIR5nLzW0NJLiLd1uxrP15g/ztxzGHycPxfQ/f61gOHW3RQrLy3aW4+m7BipkEqRzOFTpwuKPyvDalDycrvWB03DwtEcVa7JSrbCyTJOxS7oniazV1ZqIp41Vz4Klntw5Xm0pvfsk5tTN0KQTBIHoJioI6n0yGhI2DCFmrZxGjkmQVNHTxtraC/LtDZYmzzXYLvJN0xPjnRGtef0dpkgniuLfoU3/G9uW52LAQEeDno9nc9CZdNz0aHEkAkQRRMfS7XNGtfOZNY6WiF0t8WNBBDEp1EogeUGUWzS02m5j2wpjt6EpqLS/Vk/Nh83MgBdYiCLkmMvLduDmgT3w8NoDyLCbsXxiruI+aOkwCoKI85cDCm2Y5RNzkZHMocYTUvy8ZFqBpgEFYDA2OgK0CqVpdrXgfVZqxJxBT1zTFFB+rg4Lth3BonE5shaMtO2hSheKN5XK7XkWlkZ6shnLdx5F0ei+MNGUSnvuo+/OqHRmXp+SDxND4e3HbsIXP5xTja9SweOVh2/EXxeMQfXlAGrcQczYepDYQmjEYmJBiuNXPi9XFQm02rKl8ZPXcEBcXzQCNAVU1wWw+P4cWOpdN2NbGu/MyVQYQUhjYpDnsb20CltKq2SNuViG0/qiEchKteJQpUtmi16XYcdPF71ygQ6IOKjTFIX5Ww9j9dR81Ti/dEIugvUTr8bGb9I9i/fdTwStrtZCvG2sehYs9eQfLK2hLUYrW1j17NOsUezlCLIbWvl3bEFN613aUjyScP005o0doGrNtRLcbcO8SMwx339cnWO2ha50ooA10arcbvnEXLDNMDxJJGjl511Jk490/SRzFr3oGnfQgIEER1ggfzxbmuFmtzBYPa0AWakN1vKrpxXAbkm8xFEUAc5EYX3RCOyZfwvWF40AZ6LQgWQ4dcGvsfIe6OAr7y0Ru0kcjdVT8xVxuWpqPjgTRUwKpQQyevs10wvwh0/KFOcxa+M3qImySdcqaEVvI4LCl+XnsWHmCOxdMAbri0Zg0/4fMalkP0I8wIsNrL85Y/rJyfShSheW7SzHkvFD8OWCMXKLIqm4Ft3OIlm6r/vqJCysidhmU+0OaN47g7HR/tCKKxNNqeJ0+cRcTXakVlz/eNEnv2Mle48j1caiu43F8om5im2XTsjFit0VkW0v+jChIBssQ8uFOOnc5m89jHtu6IXe9UW9j3/9M2yeXQhfiIfbH8YJpwcjr8tARjKHJeOHyDH60mflyEjmwAsieEGEI4mVWUtAxPymMYbr6VovnHUBCIIIQRBVPzPQvpDieEJBtqpIMGvjN6h2B1Rx/srn5Th32a/JNqAAXPKFkG43o7uNQyAUefaxLY27yqqRYjUp4m3ZznLMXP8NZt18rbxYsmJ3BfKyHVgzvQAfPzka62YMh4kGNs4cgTtzMnGo0oUlO8pAUUDPbhY468dO6V3KqH/HLriD2LDvpGIM3rDvJDiGxubZhXhvdmFcDFA9735XLXJI0Gpjjf2+6ckp9GzLmSis0sgzrnSfFKAah5dPzCUyUlgTpcpzVk/NVxV7RJHcWUDSmPeHRKyob+GV4njF7mPwhwjbauQK/rCaERTdxvrVM7c2ms909rHcG+TxwbensW7GcOyZfwvWzRiOD749DV+wa+RYSRxNfG+SCIXgzgiOpYjvOMc2nxDSYZh0BgwY0IZWW1SI8PFsDtx+Hnt/OI93ZhVCFEVQFIUPv63CgwVZSDT9UxHARU8IC7YpV967WRMzCU5Um/OWiF1PgMem/T9iw8wRYGgKDEXhoicAM0MTr5+kgyIIgqqNJbZYFU9By0QD44b2xqNvNrRULZ2Qi4pqN+bU6+JIzylWh+5QpQtF6w/iywVjGmUOabezaLSjN0KrT2R3tc4CrbjyBXkM7JGM9+eOgj8kgKEiLA2HlazZoxXXbn9Y3v+hShee/6gMC+8eiD7pNrw3qxCnXT5Zg0tiDSVxDNI5DklmE/Hcrs2wIRAWULT+IN6ddRPc/pCKKeANhsGZaLkQd2dOJn59W3/53dg2Z6Ri31rusiSGq9lEy4YXRltsx4AUx1r6muGYQlxetgOPjuqLh9bsx6JxOcRn/9NFr9waHW2G0s2qjsswL6Jo/UHVeXEmGovG5cAdCCMjmcOjo/piw76TeHRUXwXTc820AiwZPwQ0HXFFFgQR7zx2E6rrAqjxBPHqX47JRiw9UszITB6A4igG0tIJuVi47Qic7gA2zy6MKxabevc7s1aXXsQrt6JV8A2RWkh15B+eII+39v+IdTOGy+6qb3x5Ak/cdh3Sr3CfevTKRKFhYZmmAEEEeIGHGHP9WswlMnNHJOYSFNSFMobSYPJphGQ8baxdQW7DbKLxQH6DxIlcpOkiTDpPgPze/Ob2/nB0Ab8of5D8jq+ckgfYmrdvo0hnoNVxJY64ncARtkXRVhNtzsRgc2kVXv5LheI4D990TYsepy2gtdop6YMlGliaItqcd3Tdi5aIXc7EYN+JGmwprVLs44O5ozX/RkogJT2gAC9g3YzhWLG7QlPUPp5zDfGiPPEDGlpNJNc/XhDl1getogRJDyYaWu0s0QXApvYXrR21ZnoBijeVKpLkrszYaGs0Flc0TSEz2RL3vmInRs66QMRNLWr/hypdWLDtCJaMH4IgLxDdNL1BHj27WRDiRWybMxI1nqAs5J+VasXRc3Xytj1TLJheXzADGsbSTTNHYPXeH/D2YzfB5Y1o2kU7vtZ4gorzKtl7XNUWpMVwXTJ+iOpnHz05GrwAo6jRhojWU6OoiL5VY+PanTmZ8mJINJO4ZO9xVfvo8om5WLazHEDDGPfigzdg1sZvVGNdXrYDLEMTY9VEU9heWglnXRAvPzQUj7z5NRaNy1GNocUx4v41nqDKQVsyYslINsNh5bC1eCR8IR4/1nhl/bxXHhoat1xDU+++0ebdgHjlVvTIsujJP0w0RcwzfnN7/2btk6RXRjpXXgR+taFUtV9SGyupvZIEUYTMCJUKCBv2ncRz912v2pZlaHKO2Yy2va4gtyFozDW2JOhcQy84EwOXL4gTFzxyjLl8wS6zEMyZGOI73hLX3zXKvAYMJDhIbU6tMdFuq+O0BbRYR4lKtacooFsSK7f7LBk/BN2SWHR0H4yWiKkr3Ye0ivvAqq9w87K9WPTh/2Lh3QORl+0g7iOe44gAMa4cVlaeqEqrald1s+D1Keo2AHMTK6yCVjsLRLw8aaiqhTE24Y++7pv+/z149S/H8M5jNzXZlmKgddCa42qajcM1aUmqdos3pg9DdncrtpdWqmJm+cRcXJtpw2VfGDPWfY2JJfuxZEcZnr5rIO7MycTqqfko2Xsc20srsWpqPniRHPM0TWFCQTb8IR7JFlPEcCJqO6kwIx3b6Q4gzc7hT5MjmnXvPz4KDitLZLgmxRRBMuxmnHX58cCqrzB66Rd4YNVXKD9fl7DjeSIgehwZvfQLPLRmP+aNHYBvT9Uonqs0Dj3/8feYN3YA7szJBBCJzejCsaQHt2f+LXh3ViGW7WxgdgKR597LYUWG3QwRkKU38rIdWHj3QPzyjQOqWJWO++uxA5CRzOGSL9Qo208Pc5qmKWTYzbK75bP3DMKS8UOQauOQYmbjuoepVhYlMRIiJdMKkGqN7++7EjJsHFFuJSNmnIx3O0Df/U9PIu83PUm5Xz3juZ5zjWWiAmSmvD/EyzlGdOu3P0RyigceHdUXS3aUYfLaA1iyowyPjuoLmpCC0Bo5ZnNSha4gt6HJAE1UbR2dSLWymDd2gCLG5o0d0GXGuNbM7wwmnQEDCYC2sjHvTHbpWu2hTbGYOipCvIiZ679RXc/mDr5a1xIxdaX7IK3iLtgWYaSR2grjOY5ZYxXdG+SxfGKuauU8L9uBJeOHILu7FcedHqzcU4HF9w9p/Ho12k4qzntgN5tUq+IvPKBcRY+97l1l1QqGiIG2RWuOqzRNoU+aDY4kFptnF4IXETGGsEVYpJFYE7FldiHCggiGpmDlGIR5EVPf/ofi3ZCE/DkTJTtmvrX/Rzx+az9iPFZe9GLJjjJsnl0Ily+kElA+VOnChn0nsW7GcFz0BCPOgt9UYtLwaxDiRZhoAWdcfs33KRrzxvaXWw+l85218Ru8P3eULiaigfhBGj/nvFWKLcUjwVDA5tmFOHvJjxpPUG6lLjtbh/cfH4Xn7hMgAqp4WLKjDMsn5iIzxYLf3TtYxYr7qd4d2GxiMCjTjM2zCyECeHjtAVWsrpsxHAu3HZGP++6sQlCU0oVY1RIYtUASDyOq1hfCjHUHVdvEO5bW+kKyJpg0Zq/YfQwvPJBrjMUxuBTg8VrMvXpNulecSbFd6ckLClmWPWVn0TPFotgO0Hf/zWYTBqTbsLl+rDTRFNKTOJjNyn3qGc8vBXjs+K5K0Qq47Zuf0PPm61TnamJoFP+8DyYOu1qxbawAP6PBziPltqJIxW0yEQgLLZ5jdgW5Dc25RkdfQW8h1PpCRK3krpJvtmZ+ZxTpDBhIELRVa0RnacGgaeDlSUNlvaSs1IhrIWkFMRHAa6zW8QmwWtcSMXUl+wiGeWTYzYoEvWTvcZy95IfNbIKDoE/Y1HFIrmarp+bDHQhj2c5yrJqap2jrcroD4Ew0Fmw9IrNGnruv8WfGUFA5GUrOmX+cfCOe2vJdo62rgS6wep1oaM1xlaYpdLeZVfonNE3hKgdZTPR0rZcYIwxN4TfvfifHal62A+cu+VXx+PKkofjz30/gjUeGwURTuHfF35GX7VC1ND46qq9cSMnLduDpuwZixrqvFftZOSUPT75zSKEdZuUaJndZqVb0TbcRz9cb4CHYtN2NDVw5tFgwoiiihyMJp2u9mFiyX/H7DLsZzroAit8qJTpavz4lD/6QoNL0lDTkXvqsHK9MvlGe5PROTdKM1YueoBynVbURTTKLicbGmSPw4qc/ENtr3f4w0uvjJR6HyuYygYJhHrvKqlVs0efuM8biWMR7r4JhHot3HMXiHUcVP7/j+l5XvE8JZrMJvc1NT43jHc+DYR5r/nYKa/52SvHzR0b1VW2bnsRi3I1ZCm2zCJNPyUgy0RTReZjUQiuKIjEHIplM8BoM/ubkmF3BBZamQXweiTrX0AutPLsr5Zutld8ZRToDBgx0StCgYGFpLBk/BEkcA2+Qh4WlQRN9tTo+uvpq3ZXAyjFYePdAlXZLiBeuWBeFpin0z7ArWCS///B7mQkigsJFtw/vzS4EL4g44fQoBPvjWUWmaRqOJJMcu5Lov9MdgJWlFSv9mXazqkBBAcRY0YtQiEe1O6A4Fst2nhXwrgwthoOFpTFvbH8kcQwEUQRNUZi/9TAy7GYsGT8EfdKTQCEisr74/iHItJtR7Q7IWmEfHjqNReNy0D/TDkEElu38QY79aI0yoMFJ9sUHb5ATfG+QR4adAyhKfodYhtaM6ZMXPOBMNERRVKxgR2upJTIjvC2gda+0YsTKMXDWBcCLIt6bHWEz0RQFly+EblZWZjxW1fpkR+t+mXZYTDTCgoiH1uzXZMU53QFwDIUaTxAOiwlOT1DFyJPOw+ULKf5dUe3Gkh1leOORYXhxQi4CYQHri0agzh9CdV0Ay3ZGxtAtxSPRM8WiYkAAEVmJC/VuoiFeAKXBao6XCdQVmEQthXjvlZ57qvf+h8MCqt0BhHgBLEMj026GiSBPEe+3kTMxuDMnExMKsuUCxvbSSuLxL3hDRHfbLcUjcVUU646maVScu4R3ZhXKY/SesrMY0CNZtU+tHIikqahtHHHl42Zn6s7RgiDEr/vXGcEyNDHGmqNlaCACo0hnwICBTgleEPFEPTtDQlaqNWHFXGkaWDklD7WekFx0TLWxXWa17kqgZR7y4oM3XDGzTBBEVDjdeOXzclnrRbFCbGXRJyMFD689gAy7GQvvHghn/aQvXj2iVCuLUxeDsJsZhYjzmukFCPICjld75BjwhXj06W5TTCRoSiNWdOTFoRCPU7VeVF30yfvwhnj0SU0yCnWdAFoMB1+Qx6IP/xdVtT6smzFc/v9VtT7ZhXPjzBGwsgwy7WZUON2KfSydkIsvy89jQA87Fmw5jKfvGoiys3WoqvUpNMokZNjN6J1qRfXlAEQAg3vZERJEBHkepy54sWJ3BTKSOSy4e5CKlfXypKF48dOj+N29gzGxZL98Df0z7Krz6myOgi2FxtwXSTGyceYInL8cwKyN3yDDbsa8sf1xdVoSzrp82F5aif/4xWAVq2LF7gqsnJKHGk8QnkBYFQMSK87pDqBkWgHqAiGEvSG4AwxOXfDi03+eVT37kmkFWLH7GIAGTbyXPiuX26A/mDsagiDi9j/+VXXNZ1w+XPKF5HhItbI4et6POfXsv+gJ5505mSoWqR4mUFdgErUUJP246HtN+l7Gux2g7/6HwwKOnq9T7XdQj2TF9zUU4nG02i0X1CTG26BMu+rb2M3M4NdjB6i27WZWf0O1XGtjNekcFhOG9U3HlDcOKM7TYVFP6bVyoPfnjlJta6IpYt5AYujpQWfpztECTQNzb70OtZ7IogHH0Jh763VdJjcP80KXNs5oTRhFOgMGDHRKhLTEXBNUaJwGhVBYkCfNWakR561EZQa2BUJhctLL1mtnXQmbIVqnyVkXxKJxOUizcbjKEXHBPHvJJyfk0UwSSZMuHj2iWl8Iy3Yexdxbr1MwQZMtJpy/5FfEwPKJuUixsMhMadDloimNWNGxIn7RG8SFuoD6WGYTenTTz8oz0LFAYjgwNHD/yq/kdyaJYzQLKr0dVtT6QirNMsmF+Nh5N5zugGwW4LCycCRxCqaGZAgw/c8NrY+rpuZj5Z4K7CqrlosvZhONonUHFcUfb5AHZ4poM9V4gvLxZ238BluKR3Z6R8GWQlPui7ExIkLEI6v2IcNuxtN3DVS1eHkDvCarYtbGb7BoXA6RrZOZEnm2H39XhXuH9sbcegdtab8ffHs6wsjLsMHKmcAywMyfXYvf3puD8nN1CraytACjxaKq8QTxb5u/k6+x2h2QCzOLxuUoJpxSm+SW4pEqtmY86ApMopZCvPpxenTm9Nz/6DgAlBqM0bIB1e4AkfG2eXYheqcmKfbp9AS1t43VpItTR/mCN0g8z61zRqJXzLdZKwcKhZWFPwBgTTQxb2CbMLrq6ujquXlYo006nJhTrQ4F480zYMBAp4SU8EQjkY0jwoIos6qAyEfwqS2HE7bo2BaQJmnRkETpr5TNEK1RdKjSheJNpZhYsj/S8kVTRKevIC/IBTJnXbBJBl8wzKNodF95RVtioxyv9qhiYMG2IwjGrLTrjRVBEOGsC+B0rRdnXD6cv+RDSGMFPhSzj+i/ddYFDLfNBEb0hC4v24HuNo74/vhDPEK8AF9IzYqSnDnT7Rxen5IvC5zP33oYvCDglYcanGbnje2virG5b3+LCQXZ8r+f2X4E6XYzqmp98vs2ee0BFK0/iBQLh6UTclGy97h8fIl5Qpo0dCWNnGg09o5qaa75gmH8WOPBuct+pFpZ9E5NQkayWY4RUuvyM9uPwMIx5HGj/pnEOv5KRbx/33wYxZtKkd8nTS7QRe93bE4PFK0/COnMAyEBD689gPJzdViyo0zhEistwJBc96R4iY6HaAYTyRXWWRdUaHgZY17rIBjmcfugTFx/VQp6drPg+qtScPugTNV7K+nMSWNB8aZS7Cqr1ny/BUFEiBcQrv+v1vMK8QIy7GasmV6AzbMLsWZ6ATLsZhWTTdPNk7DfsCCS90nY1myisWpq027wQR2FN60ciLRAaeSYV4auft8sLDnGLKxRYmouDCadAQMGOiUsLI3VU/PxeNSK/Oqp+Qn74dCTGBqIgNTqsmZaAXo5LCpn13jRlMZNtMOlJJQfK15O0oOJhpVjYDebsGCbkk2SYjERYyB20qEVKzwhVkjtbtIkuqljNdYqZzBFOjZIz27N9ALcmZMJZ10QT981EMs/O6oy34kwN00wMRTKz7mJzDjJifPOnExsnDkCAPBjjRfBsID/7/8elRkwaXZ1+2tVrQ+OqLa1qlqfph6nmaWxYd9JVYHGFOMyK/28K+qANfWOsibyvTpzyY+H1x5QtPzR9Y6TWalWYjGrqtYHqv6/sT/3hwVkpVpxqNIlsyvTbBx6pFgw791D8jPU2q/DyiIr1Yqj9UU5KValol/0GCstwEgsqi3FI3HG5VO40GalNji9slHxEusKK8X05LXK1sIVu4/JbM/GxjxjjIwfyVYag3s75PFDag1NtipzNj06c/G2sAKAlSXrt1liWli1GG+ktlCLiazXZSGw07whHm/t/1HhBPvGlyfw5Nj+iu20xkNSPOlp99XDujPQgK6em6fbzMQYS7cZrPXmIjFnqwYMGDDQBAIhAa/tqcCicTnYPLsQi8bl4LU9FQiEEjPhYDWYgayR6GsiutXlq2duxQdzR2NwrxR0t6nNFuIFiZ0RnfTSFLB8YqTIRWKbLNh2pMnkLSyIcnFZ+rtnth+BlTMRY8AUI9CrFSukSQSp3e2Z7UfAMuR9cFGTC61WOan90EDHBenZFW8qxX/em4N5Y/vjme1HsKusGoIoYsn4IfIYumxnOYrf+hY/XfRhxe4KBSsqlhm3q6waj7z5NarrAkizc7jgDsrMuslrD+C400OMsVhDABGi/E5JP1s+MRfOOj8eHdVX9S5m2s2NvqNdCU29oyaaIt5biTkmtdJV17cV/+GTskhba5DXHB+IDHaKwsaZI7BtzkjMGdMP20srEeIFhHhB1uwEIBfJYv/eG+QVLDgpVqWW6iXjh2Dv02Pw/txRigIYTUcMpEK8IDPupGuUxsNMuxkl0woiBZy9xxX3g8T2nPNWqYLt2diYZ4yR8aPOJxBbQ+t8ypytqW9wNLRaWKujYk6Cln5b7PfabmGwuj5epOOvnlYAu0VdJBREEPdJSgEsLAOXL4gTFzxw1gVw4oIHLl9QtbDMaryzpFyQlANpFYj1sO4MNKCr5+Z6YsyAPhhMOgMGDHRKhAQRu8qqZU0ZCb+7N6edzqh5MHM0USzZzBlrLY2hpUWLm9K48YcFLNtZLjtcXsnKtNaKtomhsOLhPMx775AcA3+afCMAZcZvZjVihcAi1Wp34wVRdawVD+cpVFa0/rarthUmErSeHUNT6Jdpk39HUxSK1h9U/T0FKFhRDiuLnt0sxH2m2zms/esJzBt7nYLdvL20EqunFShE1SVNOqDBaKXWE4TdbFLoM6bbOSzc9k8AkI+flWpFr25WQwcsCk29o74gL49Xkr7Xsp3lePaeQYrtw7wAUYx8U511QSy8e6CKqf76lHzsq3BizbQC2eE1KzVi8PH/2Lv76DiqO0/431tVXa3Wiy1ZlhywDDYETJyMjS0lA2ZCHDxhmYUkQ+SQBAsnZMZgMwNZNuvAOfNkYQ6TfXCcDJuBsQ3OJsGYzITYyZMJ7BASMl5yIC8rGXASB0MAG8uAJcsS1kuru6vqPn90V6mru6rVLXd3dbe+n3N8LFXdunW76le3bl9V3ZswTdz4nV5X2kd/dRQ3XHqu62nNfX3HsH39KteYdDt7OjE6mSxX+rhzqiLyOsd+n/GB61cCDYCmKbgo9cSdYVqoC6n4webVSJgWTJ/xljKf9vSr81hH5i/fJ5IKub7znYwhV9pERtqxSRP7/3AC392YnNlYCIEfHejHJzo7kDlca4tl9iwAACAASURBVNzv1XuP/c+L6Lht7YVZ9+15EXfno6oIzG/Us+pDv6Fc8m0DcZKTmWHbvPYnBwkKO+mIqCYV8kpCNZiMW+h9/aSrYfjzQ2/hI+89C2gIunSzS64GiaYI52mhB2/onNFrd36v84QUgZ/87k3X6zB7e9/AhtVLACRfrRoajyNuWPjxC/2+6fLZ12TCwsFjp7LibdG8jpzbXrmsHUIIHB+ecL48maaFgbEYDEtCUwTaG8OcITZAlpU8n7li0+/1P3vdRNzdydBYp/m+hvXq4Diee20Ia5ctwM79rzqvOi5sjkDXhPNlM5HqCPryNe/FHVe9B2+9E8XoZAJb9h5EW2MYm9acj3okyzcyYTgdNjc/0oeOlgh+cMtqKIqAZUmMRJNjP5pSQmJ2vHZkm6oHTAghcOWydtcfqzpaIs41KsRUfWW7clk75jXo+N5Nl2AkmsC+vmPQVMV5LfT5YyP4zK5fY+WiZtzz8ffhvLYGKELAkhIRXcH8Rh3/etMlsCyJVwfHYUnpdNAByU6Kv/nuATzwmZWYW6+juV7iezddgphhQQA4PZnAvZ/4E9SFVJw1tw6qIlxPQ9mfIX1Ae4nkOY/GszttdE3N+oyZ9bCmKa7JAWyDozHPmM582tOvTi/k1czZTlOSsdrducjpTN3Xd8yzzWYYJuKGmezAM0wYhgldz/5KG1IV7zzV7A6UfNuMuqaiKfXUnETyDxZNdarnOS2kHTocTXg+9Zc54Y2EwN7eY1jXdY7r/v7Xl787K89C8I8bM8O2OZUKO+mIqCa1NehZT2ns6OlEW5X+VVBVBC5411xcv2tqvJat3curdiKMWtXeGHbizn51Kn08mnz+Mt1cp2X9ZXbbuuWIJkyse/85uPHb/9cV060R3TX20e7PfwAP/uIIHvzFEVe+N1ya3Unn9dfzrd3L8dJbI+hcMt8Vbzt6OtFcp/lue+Wydty29kJc9+AvnW3+ZeOfYiRqZF2HF7U3sqMuAHac3PfTw75jeQFwzqtnDN/QhXAo+eX3s6uX4OHnXsdnVy/BN372claeW7uX4+HnXseO9atw/89fwfPHRnDP44ew+/MfwEg0gft+ehifXb3ENe7dI3/1Aaz9x/8DIDkmmJ2n3Rn3jU9fjKY6zfnyaz+BF0uYMAwLbwxP4MTpyazrbja8guM1BtqOnk4AcMZQ29HTiYeffQ0P/uJIcly3tLrmymXtuHXthbjxO+46Zn59CJqmuq73wbEY5jeF8ZUnDrny/vKPfpcc2P+Di3HNxR2IJbyfJptbr2fVL/enjfW2o6cTf//j32NwNO5Zj45NGtjwrd+46sivPnkYg2Mx1/k+kyeEvLa1x6QDpn+Vmk8n5a81ouPWtRdm3StaM54ki8cNHB4cz0q3tK0hq6OuNRLyyTOETK0R7zZj5v7nhlXPe+PccPb9bH69d57z67PPf75PXbY26PjLVYtc12ixYopPRBWObXMqFZE+Y1Gt6Orqkr29vSXJe/GdT5QkX3I7cu/VQRchXdlq2lLG7mwUjxsYHI87T/C0Neief22tBseHJ/D3P/591l+E7/roe7Gwpd5rE8ZtQBIJ03lyrE5TIIRAwrTy/sv0myNRHB+OYixmOLO77tz/KgbHYrjn4+9zvX7Y0RLB9266BLqm4trtz6J/OIpn7/iwM9B5ZjqvWMl88kYVyVePvPJ47OZLXU+cZG5rd9DZfvZfP4TPffs3eZclpSyxOxvjdnA05sTJykXN2LTmfLQ26Di7OYJ3zalzYjP9vIZUBYZpwZDJCXnsAaHfPj2J6x78Jb58zTLc8/ghV57vmlOH+Y06FAWAFAipAnFTQkoJXVMhIfGJ7c9llWNuJARNFbjhf03FzMpFzbht7QU4Z149JIDB0Ul8+9nXs+rCz3zgXCx9VxMOvz2KL//od1kxl/lESgkEXuemn19bR0sE3/7c+3FqPO4cq+7ORc6TZVcua8fdH3ufMw5drus+PS4A4O9//Pusp/S+fM0yJ++bP7gYG1Yv8czTqy777sZL8NZIFGc1R/APj0/lbcfA+W0NiOgaVAX42APZn9Ped+b5Ti93oU8IZW7bEglhOJrIO68z2XeZBB63QLKNk899K990M0m7+7nXs55Q27B6yYz3Pzgaw9/98GBWXfWVa5dn1UV+165XvVUFMVUugbcVZtA2J8orbqvz2yoRUR50XcPCKu2UyyQEcPfHlsGSycbjwpYI/mRhdY6vV+tCIfWMGmcJ00JzvYbm+hBURWBeg44L2htTg57X4ae3X+6a/c1+5cdu3AsBPHD9SgyPJ5wxa1oaQhAi2QHY3hh2zWzn9dfzo0PjWH1eKzZefp57Xxlj6aRve3x4Am2NYdfYT2FN5DXOEJVH+tMazx8bwc79r2LTmvPR1hTG0Hjc+bKXzxMVMjVeV/qMnOl5ttSHIIQCPa2DLqQpUBSJsUkTX75mGZ4+dAJrly1AcySEofE42ueEMREzXOOdDY7FoGsK/tv3X8TXrluBd82p8xxv9M6/eA8M00K9rnrGXDRu4M0RKyv+/VTjF2G/p3FOjcfxqYd+5Sz7qz87z/n5qUMDuOujEgtb6nF0aDznGF6WJZEwLecPX80ZTxl9qrMD7z17DvZvWQNFCPzqj4NQFZH1tN7fXb0Mp8bjePCGTuzc/yqePzaCtsaw881FAGiO6Hjwhk6nLvn3376F2/78AqeDsK0x7Cpr+lhxmU8gnckTQl7bFpIXn07KT75j0hmW9L43edxTCpl507AkGsMhhEMqLCmhqQoawyHP/eebZ9wwMTjqniRkcDTuOSZha4OOH9xyKeKGhGlJqIqArgnPJ+QYU5WDbXMqldr49kpEVOMawgreOBXLem3inHlsqNWaxrCKNycNbN4z9YrU9vWr8MEL5mHSkFnLG3QVElNj34RUBQnDcp4m6miJ4L7rVuDE6Unc+i8vYGdPJy5a0JSzo6KxTkXPpee6XqnZvn4VGjxmsLNFdBVfumqp67W0nT2dnmNiVevYkNUufYyslYua8d/+09KsV17zfS3Uzit93DqvPO3JIOzXGO3XEtuadPztFRe4JgnYvn4VWupDePudmDNW3Ug0ga/9JPka4xtDE4ibluc4TwAghHBmHs1cb1oS//DE73Db2gunjX+v10ar4ZVZvzHQMsdQ8xtTzR53LmsMLVWBYVh46cSo6zX87etXAQAe6+vHF//8Aqx5zwJ8+iH3a4BP/vZNLGypx6N//acYixkwTIn13/y169WwHz1/HNeuWojPpL0ylh43Vy5rx99ecYErbzuO7LEJ0z9X5ph1VPnyHb+tQfe5N+nZ96aw5h3PYY/YmFOnYs17FmS9xjon455XyDhzXvfEbeuWI+JRVsMwceJ0PKuN1xwOVe0bILMB2+ZUKryDERFVgbFJy2kEAMm/3G7e04exydwzhVL1mUxkn+tbHj2AVee2ei6Pm9IZ+6ijJYKEYeH2x150pbv9sRcxN6I7g1EPjMVylyFuOZ0n6fuajPvHm2FJ58uIvc2mPX34u6uXOZ0odgO2vZEN2CCkx8mmNec7nWlA8nxt3N2LofH4NLm489rXdwxbu5f75nnLowfQ3bnI+X3L3oPYtOZ8dHcu8oyx4yOTaGkIoS6k4IvffxE3P9KHwbEY7rtuBf7p6Vewc/+rzv4AOB099/77H/D2O5NYNC/5RTh9/dc/uQL/77//Ad2di/KK/6HxuNNBN5NjE5T08wtMzZC7r++Y7+/p41m1N4axs6cza/v2xjAGxmJZA9vf8ugB3PSh8wEAf7mqw/MedcWys/Ces+c6HXN/8133Ob9j30Hc9KHzs+qO9LjxipUtew/itrUXOOXctm45du5/1fmZfwioLvb4bZn3iszx2+Km9Kw34mb2k2wCyKoLtq1b7vmu2UTcu401kXHPa6xTPcvZ6PEHLK974pa9Bz2fuhscj3vuf7DC65zZjm1zKpVZ3TXP8eWIqFoU8ooFVbdc59rvVbT0mdkm4oZnusxtZloGPwnD8txGVQS+d9MlnN21AuQTJ16vYuXK6yvXLodlWXjs5kuRML1joDltoPbM1xIz0woA9bqKJfMb8MjnPwBTSoRUBf/lX19wnpr62k8O48vXLMMF7Y14ZWAMX/tJ8omqv/qz81Cvq1jUEnG2ffudSdz77y856/OJ/3wHca80XjM0tkRC+Mq1y3HXR71/T3+NV9MUXLSgCY/dfCkM04KmKs7rwX7nNqQKPLNlDSzpXWdIKWHKqfPul0euuPHb7vz2RjyzZQ3eODUBALjzLy7CSDSBrz55GA9cv5KzK1aRcFjDhfMbXPeK+fU6wmH3V1W/OPS6picNC1998rBrCIavPnkY//PTF2elzfeeNzZpYv8fTrhm8/zRgX58orMDczMmCPa7JyaM7LKyjVedeN6oVGZ1Jx0RUbUo5BULqm65zrXfq2jA1Dg1x4f9X/fL3AbwHntLUwSuXNaeNRhyZrxlThzhtd96XYVpAUjlr6p8iD9IdpwMjsLzfNmvPhaSl21wNFbQ65ZeaSfiJgABSwI3pGbvfPCGTgymPf1mzxK7bd1yAMnOmYm4CUUIAAKvDIx5Th5hv5qrqQosS+LkWAzRhAlVEQgpAuGQgjl1uu9ro4Ucm6DkM4ZarvGsNE1xTQ5j830VVhFOp0qu9d/+3PuR8HlVWfXZ1o6T9Feq09dHUp39d/7gt1V5rsgtHNawMJz7q2muV7IzaYrA4FjMmcjESevRbsr3nqdrKr7X14+v/+wVV56f/tNzs/IspB5hG6868bxRqbClTERUBVoj3q+CtEayBxWm6tbeGPY8168OnM5avtPj1VG/WHnyt29lbWOPvXXt9mdx2db/wLXbn8XhE6Nojei4de2FuOfxQ/jUQ7/CPY8fwq1rL3S9epS57d3/9rusV+V2f/4DOHE6lpW/xb8yB87r1cj0Vx+Llef29atcr1faryXu6zuG7etXZb2KtmheBO2NYderlzv3v5r12tq3PtcFTRFOjH75R79DRFfR1qDj3NZ6z1de9/Udw86eTrQ16Dj89ig+seM5fGjbfnz6oV/htZPjGBiN4fjIBFoioaIfm2rX1uBdr/z092/hQ9v246e/f8tz/e7nXseHtu3Hl3/0OzTVafj6J1dkvar8M59t7bixz5vX+ShFHFPl8ovDNo/zXUi7ye+el5m2kHgrJG0hn4sqB9vmVCrCnnK9luSaKjkdX3etXEfuvTroIqSriOnpaXY7PjyBE+9MYMHceuepBft3n5lEGbdVLJEwMTAWc851RFdgWgLNdRoGx+NZr6Kle3MkioeffQ3rus5xZr/b2/sGbli9BIoQrm0GR5MdaJl/BX7s5ktx3YO/zFr+w1suc57C8dr2ymXtuPtj74OUErqmQkLiE9ufy5mPh7LELuO2NDOYZj5dmTm7q6oA4zELqgAawirihsRkwoSiCOiqgnn1uhOfhmElrwPTQl3qqamYYSFmWNA1get3/doztlobdIxE44jGTZhSQlMUCEhIJON/OJrwjPt7Pv4+LJpXj7mREFob9EKPTU3XuYOjMfzdDw9mPWnU3bnIeVLp7msuwkfee5ZTb+1+7nU8+IsjTh4dLRHs3XQpTEtiIm7itZPjzuyuN39wMTasXgLTSs6s2dagY2TScL22OxxNeJ6PapyJt4JUVdwOjsbwzWf+mHV/++vL3511TxkcjeGJF/txxbKznFdTf37oLVy9oiMr7fHhCXwqNTGJraMlgu/ddElWG6uQeCskbTxuJO/vqeunrUHnpBG5Bd5WmEHbnCivuOWVT0RUBQxL4p4nDmPTmvOdL0g797/qObYKVb9QSPVs4FlWcnwumRqny6uxnzAt/ObICFYtbnVi5TdHRrD+EomOVneefmNv+Y37kz4ml9e2Tx0awF0flU7Zjw9PVOXYXrOF16uRM1FoJ0lrnmOFZb56aVkS/SMT+PN//D/43k2X+MbWdGXxi/tzW+sRUhVYllW0Y1Mr4oaJwVH3IPaDo3HXeIN3P/4SrnjPu3BuawOODo27OugA+/xYUBWBj9z3jGvdb46MYMNqJF89VhWoqpL3a7o8V7Uhn3okbph48BdHsmJrw+olWfnFDRN3P/4S7n78Jdfyj7z3rKy0hiXR1hh2jV+3c/+rnmOLFRJvhaTVdQ0L2SlXVdg2p1JhTUBEVAXqNAVfumqpM1OY/WpYncZRC2YL+/VSe9ZJ+9WZpQuaXF9kIiHVO1Y8JmvwHTPHZ9yfUFq8hbTp01Tz2F6Un3zjslj7efudSdf4cl5jL9pPyfmVxS8uXxkYwz2PH8KDN3SiramOT2OlqdO970FW2hs56WOD5Ro7TFPd4zitXNSML1211HmSqVQxRJUr33qkkHtKPvcoG9tYNBOMGyoVRhARURWwJJxGAJB8ImHL3oPg0F6zx9B43PkCAyRjYOPuXgyNx7PSesWKF78xc/SQyBrTa9u65a7BkDVl+jQcL6r2FRKXxdjPPz39CrZ2L8e+vmPY2u2Ovwdv6MQ/PHFo2rK0NujYdYM7Lrd2J8fK6x+O4uZH+ope/moXT0jPekWI5PWeOd5l+piCmesz647b1l6QlXcpYogqV771SCH3lHzuUTa2sWgmGDdUKhX1JJ0Q4lsArgEwIKV8X2rZPADfA7AYwBEA10kph4MqIxFREOJ+rx+aVkAlonLze0Uv89VRv1dVEx6xoigCSxc04Ye3XOZ6xeitd6L46pOHXa/+fPXJw3jg+pVA6lXFaNycNo1f/nw6pnbkG5fF2k//cBRf+0ny9aI5dRq+d9MlAJJP2FiWhacODUxbFkURWPquJvxg82pEEyZeensUX/vJYTx/bKRk5a92fvegs+bW4Zkta7LGyNQ0BRctaMJjN1+aNYZmdNRdd7Q26nwtfpbLtx4p5J6Szz3K2X8B900iG9vmVCoV1UkH4DsAHgCwO23ZnQCellLeK4S4M/X7HQGUjYgoMJzmfXbKHIQ/n9d8/F4HApIDaWd+ofEaM0fXVAyOxZwB4b32lU8av/ypdpTrleb0V9eePzaCmx/py5qEZGB0Mu+yKIpA+5w6DI7GcM/jh0pe/mrn9/pqSHWPG5guc0xBW2bd8eANndOeN04OUdsKqUfyvafke48Ccr+eTeSHbXMqlYqqeaSUzwA4lbH44wAeTv38MIC/LGuhiIgqAKd5n33sMXqu3f4sLtv6H7j7336X9fqY12s+Xq8DbVu3HH/73edx7fZncfjEKKxp3sXI55UivspKQHniwLIkxiaNrFfX0veTT5qgyl8Lcr2+WqjMY76v71jW/W1nTydaUpNSZNaF+dZjVD2a6zTPNk5z3cyfJynk2i5mfNPswbY5lYqQsrJucEKIxQAeT3vddURK2Zz6WQAYtn/3k+8U34vvfOKMy0ulceTeq4MuQrqqmp6eatObI1H0HTmJlee2wrQkVEXg+aND6Fw83+8pBsZtlRscjTkD4NuuXNaOuz/2Pkgpcz5NYj91Ek2YeHVgDP/09CvOq3yZTx/5yefJlRI93VKW2GXcFk+pn3Kyr4W2xrAzi95E3MSKRXMxryGcd5oSl7/m61zDsDAwFst6fXUmMp8SfvjZ11wzUu/rO4avXLscbU1hz7ow33qMplURcfvmSBR3/9vv0N25yBUDd3/sfb5PauajkGu7mPFNZRF4W2EGbXOivOK20l53zUlKKYUQnr2KQoibANwEAOecc05Zy0V0Jhi7lI+EaeFbz76BTaGQ04D91rNvYMWieYGUh3FbepZlucbS2bn/VTx1aAB3fVRiYUt9zm3t14GOD0/gxu/8X9e6fMd6yueVomp7lZVxWxqljoP08ejSX1179o4PO2NLeaVZuagZD1y/EsfjEzm/oFdDHFdC7Pq9vjoT6cf8+PAEHvzFEeAXR1xp7vposp4q17iHAF+rLbZ84zZhWhgcdU8SMTgah3GGY3sVcm0XM76puhUSt5XUNqfaUQ2ddCeEEGdJKd8SQpwFYMArkZTyIQAPAcke73IWkOhMMHYpH5GQ6j3NeyiYcZMYt6VlWRInx+POWFn27JMPP/d6QWNllWu8sGrBuK1O+cRxZpqVi5rxpauW4lMP/cq5hnZt6MLSBU1V2elSy7E73fktVz1mv1ZrzzJa7TFTCfKN20pr49DsxriloFXDM7z/BuCzqZ8/C+BHAZaFKtTiO58o+B9RtfGa5p1q09B4HDc/0uc633fsO4j/5+plBY2VxfG2qBbMZIzE29ZekFVnbtzdi6HxePYOKFDTnd9y1WND43Gngw5gzJQb2zhUjRi3VAoV9SSdEOJfAKwBMF8I0Q/gLgD3AnhMCPFXAI4CuC64EhIRBSPhM817gtO81yS/17tURRT0RIeiCCxd0IQf3nIZX9+iqpVPHGemMaUs2yuSdGamO7/lqsfK+VotubGNQ9WIcUulUlGddFLKz/isWlvWglDg+KQbkRtfW5xdinm+q2G8LaLpFDpG4uBojHVmFZnu/JajHuN9Njg89lSNGLdUKtXwuisR0azH1xZnF55vojPDa4gKxZgJDo89VSPGLZVKRT1JR0RE3vja4uzC8010ZngNUaEYM8HhsadqxLilUmEnHRFRleBri7MLzzfRmeE1RIVizASHx56qEeOWSoGvuxIREREREREREQWMnXREREREREREREQBYycdERERERERERFRwNhJR0REREREREREFDB20hEREREREREREQVMSCmDLkPRCSEGARwNuhxnYD6Ak0EXooIEfTxOSimvKseOKix2gz7uxVRLnwXI7/PM1rgtllqLmTNR7mNRltgtQ9wyhqZXS8eo1urcSj03LFdhpitXJcZtpR7LM1GLnwkI9nNVWluhVs9xvvj58/v8ecVtTXbSVTshRK+UsivoclQKHo9g1NJxr6XPAtTe56lEPMZTeCxmhsdtejxGlatSzw3LVZhKLVcu1Vjm6dTiZwJq93PNxGw/Fvz8xf38fN2ViIiIiIiIiIgoYOykIyIiIiIiIiIiChg76SrTQ0EXoMLweASjlo57LX0WoPY+TyXiMZ7CYzEzPG7T4zGqXJV6bliuwlRquXKpxjJPpxY/E1C7n2smZvux4OcvIo5JR0REREREREREFDA+SUdERERERERERBQwdtIREREREREREREFjJ10REREREREREREAWMnHRERERERERERUcDYSUdERERERERERBQwdtIREREREREREREFjJ10REREREREREREAWMnHRERERERERERUcDYSUdERERERERERBQwdtIREREREREREREFjJ10REREREREREREAWMnHRERERERERERUcDYSUdERERERERERBQwdtIREREREREREREFjJ10REREREREREREAavJTrqrrrpKAuA//ivWv7Jh7PJfEf+VDeOW/4r8rywYt/xX5H9lw9jlvyL+KxvGLf8V+V9ZMG75r8j/8lKTnXQnT54MughEM8LYpWrEuKVqxLilasXYpWrEuKVqxLilINRkJx0REREREREREVE1YScdERERERERERFRwNhJR0REREREREREFDB20hEREREREREREQWMnXREREREREREREQB04IuQL6EELcD+Gskp679LYAbpZSTM8nLsiSGxuOIGyZCarKfMppI/jyvLoShaByGJaGrChQBTBoWNEWgNaI76zRFoLFOwXjMgpSAqgiENYGJuOWsD2kCsIC4JWFaEiFFQFMFpAQSqWV1mgohkvvXFIGwpmAinixLW2MYmpbdj5pe/oiuwrAkEoYFXVPR2qBDUYRver80RERUfImEiYGxGAz7HqApOetr2+SkgVPROBKWhKoI6KqCeh3QoLnuQ60RHXV1yVt5el3fHFEwEp26H0V0BaOTyftMW4MOXZ+6/RuGhYGxGBKm5dyHJASaQqrvvrw+n6YIzK/XMRRNIGFaCKkK2hvDsCwLg+NT+WTun8orsw0hpUQ0YcFMtXvstodlSZwcjwFSImFK5/zV6QoEgIQhnbaMrilQAGiqwGTCcrWTxiYtCAFICVhSQhHC+X1uRMHpqOWKc0tKxA0LqpJMBwlEdAXxtP2FVAE1lU/CTC5TU7E1YZgwTYlJY6ocdZqCmGkBEGhP/3xjMaf9pSkCcdNCOKRifkMYAKqy7ZTZ5muu0zA4HneuybYGHSOThu/69Hawpgg0RVSMRpNpm0Iq3oklIAGYVjIm1NSxEwDmhkM4HUs47V5dVaAKwJASqhBIWBJW6mc7BhQFsCw4v9eFFEwmkm1rIZL/tNQPcTMZp5oiEFIVGJYFSyK5HwUYi5lOvePVfvY6PpnndbrjlyvvYp2zaom1YpucNKa95xSSrlRpYzEDJyfirvteOFy+/Qf9+QsxG2K7FMeNqCoiSAixEMBtAJZJKaNCiMcAfBrAdwrNy7IkDp8YxcbdvegfjqKjJYJt65bjq08exucvOweL2+Zg856+rHVfvnopTk0kXOt29HSitUHD3//4EP7u6vdgcMzMWm9ZFv7mu887y779uS6MTCRw+2MvZu1jcCyG7etXYc8vj+K514aws6cTFy1ocjUG0svf1hjGl65aii17Dzp57drQhaULmpwK0OvzZqYh8rL4zicK3ubIvVeXoCRE1SmRMPHSwJjnPWVwLOZbF09OGvjj0Dg2ZWy3sCWC09GYa/mOnk5c0NoAXVeduv4nX1iN14Zirv2m31t29HRiaVsDdF2DYVh46cSoK8/t61dh8fw6vDI0nnVPu6C1wWl8Zn6+K5e149a1F7q2+c6N78dkwsoqs71/Kq/MNsQ//OV7cXrScLUjdvZ0Yml7I/54chz/34FjuHrFQtzy6IGp87d+FVqbdBw9OeHa7psbOmFYyDrXj7/Qj8uXLsAd+6bSbu1ejoefex23rr0Q9z/9Mp46NODEeb2u4u5/O4TBsRi2di/HK2+/g8subMfJ0Zhrf9/49MVoqtPwtZ8cdrbf2dOJ1sYQBkfjWWWucXKohQAAIABJREFUCynY9pPDuG3thcnPNziOjY9ktwUHx2LYdUMXwiEFG771m6pqO3m1+Xb0dLqOsX1OHvzFEdz8wcW45uKOrOs8M/0fjo/g3e0NaKoPYyJmIG5YWe3YufUhxEwLx4ejrvP0z9evhCIExmLuOLNj4LOrlzj/P3P4RFZ5vv7JFWiu13BqPOHa/r7rViCkKdj+H3/EjZctQWujjm8+87pv+9nv+KSf18z1XsfHL+9inrNqiLVim5w0pr3nFJKuVGljMQMvn8xOd+H8hqyOulLsP+jPX4jZENulOG5EQHW97qoBiAghNAD1AN6cSSZD43GnsgCA/lRjYtOa87Hy3FbnIstct2Bufda6zXv6YEmB7s5FUITiuf7UeMK1rH940mnYZO6jfziKWx49gI2Xn4f+4Sg27enDwFjMt/yb1pzvNFjsvDbu7sXQeDzn581MQ0RExTcwFvO9p+Sqi4eicaejI327uCGzlm/e04ehaNxV149Eraz9pt9bNu/pw2BqvwNjsaw8b3n0AEY98rD35ff5ujsXZW1z7FTUs8yDvAcFIrMNMTAaz2pH2G2Pjbt7sa7rHKezy16/+dEDME1kbffWO9mxtHlPH9Z1neN00NnL79h30ImX7s5FzvItew/i1HjCuUbu2HcQVyw7C/2noln7+8K/voDjw5Ou7Tft6YNhwrPMQijo7lw09fke8W4L9g9HsfGRXhwdmqi6tpNXmy/zGNvnBADWdZ3jeZ1npl99QRsWzK1H/6koTo0nPNuxJ96JIW7IrPN0ajyBk2PZcWbHQPr/XuX54vdfhKqoWdvf/tiLGB5PoLtzEbbsPYjjw5M5289+xyf9vGau9yqPX97FPGfVEGvFNhSNT3vPKSRdqdKenPBOd3KiPPsP+vMXYjbEdimOGxFQJZ10UsrjAL4G4A0AbwF4R0r5VHoaIcRNQoheIUTv4OCgb15xw3QuJFv/cBTNkRBMS/quM3zWmZZMbiu919frqmtZva767sP+WU39daF/OArDtHzL3xwJeeYVN8xpP296GgpWvrFLVEkYt9Pzu2+k1/dedbHfdoqA53LDkq663m97173FkgCAhGn55um33K+cXvckv3teej7lNNvjNrMNkev82DHjtd7yaPP45eWXhx0v9vVgL6/XVdc1Yknpm3d6WnuZX3tMEVMxms+1mdl+C7rtlE/s5mrjpv9u1wW5zk367/arrfW6mvNceNVRubZJj4FcseJX99nn3/45V/s51/Gxz2vmer/yeOU9U7XeTs+3zs3nnlNIulKlne37L0Q1x3ax45aoUFXRSSeEaAHwcQBLAJwNoEEI0ZOeRkr5kJSyS0rZ1dbW5puXrqnoaIm4lnW0RDASTUBVhO86zWedqojktsJ7/UTcXRFNxE3ffdg/m6kLu6MlAk11n6L08o9EE5556Zrqmd4vDQUr39glqiSM2+n53TfS63uvuthvO0vCc7mmCFdd77e9696S+jIbUhXfPP2W+5XT657kd8/TAnrVZbbHbWYbItf5sWPGa73i0ebxy8svDzte7OvBXj4RN13XiCKEb97pae1lfu0xS07FaD7XZmb7Lei2Uz6xm6uNm/67XRfkOjfpv9vjzk3EzZznwquOyrVNegzkihW/us8+//bPudrPuY6PfV4z1/uVxyvvmar1dnq+dW4+95xC0pUq7WzffyGqObaLHbdEhaqKTjoAfw7gdSnloJQyAeAHAFbPJKPWBh27NnQ5F1RHS3IsjZ37X8XzR5Nj9XitO/HORNa6HT2dUITEvr5jsKTluX5eQ8i1rKOlDvddt8JzHx0tybGAdj3zGjpakuNetDeGfcu/c/+r2LZuuSuvXRu60Nqg5/y8mWmIiKj42hvDvveUXHVxa0THTo/tdE1kLd/R04nWiO6q65sjStZ+0+8tO3o60Zbab3tjOCvP7etXockjD3tffp9vX9+xrG0WzYt4lrmN96BAZLYh2pv0rHaE3fbYtaELe3vfwPb1q9znb/0qqCqytjtrbnYs7ejpxN7eN7C12512a/dyJ1729R1zlm9btxzzGkLONbK1ezl+fugtdMyLZO3vG5++GAtb6lzb7+zphKbCs8xSWtjXd2zq893g3RbsaIlg1w1dOLe1vuraTl5tvsxjbJ8TANjb+4bndZ6Z/rlXBnHinQl0zItgXkPIsx27YG4YuiayztO8hhDmN2bHmR0D6f97lefrn1wB0zKztr/vuhVoaQhhX9+x1JiddTnbz37HJ/28Zq73Ko9f3sU8Z9UQa8XWGtGnvecUkq5UaefXe6ebX1+e/Qf9+QsxG2K7FMeNCACElJX/OKYQ4k8BfAvA+wFEkZwwoldKeb9X+q6uLtnb2+ubn9fsrpMJE1qRZne1ZxlLn93VSm2TPrurZUmEObtrNSjbwZoudsuJE0dUvVkZt5WmmmZ3NUwrdS8789ldDdOCNvPZXcsSu7M1bv1md7Us6Wp7OLO7QiJh+M/ualkSoWLP7mpazgygmbO7WpaEljm7a2rG0JnM7jqZMJ0nxeKmRDikzHR214qoc/1mJ7WvSb/ZXe31hczualoSSh6zu5qp856wJGTqZ0UA1gxmd7XsNraqwLQsmGmzu47HTKfeKfbsrul1Wo3N7loRcQtUz+ymnN01fyWO7YpoK3B2VypQXnFbFREkpfy1EGIvgAMADADPA3hopvkpikBbk/9fwRbmuLAy1811P+GKloaZlip/05X/TNMTEVFxhEIqFrbUF7xdXZ2Gs33uRX73qMy6vqHOvX6ez/1J0xSc3RzxXJfrfgh4f76zs76sKFjImVwrRr5tAkURaG+qmzbddDLbSZkaz3wXLvnOGqwoAu1zcu+8GttOXuc38/puC6k512de9+mHabovn0F+OW1tnD7NdPGfz/ErNrbTk+rqtGnvOYWkK1XacFjDQp9OuXLsP+jPX4jZENulOG5EVRNRUsq7ANwVdDmIiIiIiIiIiIiKrVrGpCMiIiIiIiIiIqpZ7KQjIiIiIiIiIiIKGDvpiIiIiIiIiIiIAsZOOiIiIiIiIiIiooCxk46IiIiIiIiIiChg7KQjIiIiIiIiIiIKGDvpiIiIiIiIiIiIAsZOOiIiIiIiIiIiooCxk46IiIiIiIiIiChg7KQjIiIiIiIiIiIKGDvpiIiIiIiIiIiIAsZOOiIiIiIiIiIiooCxk46IiIiIiIiIiChg7KQjIiIiIiIiIiIKGDvpiIiIiIiIiIiIAsZOOiIiIiIiIiIiooCxk46IiIiIiIiIiChgVdFJJ4RYKoR4Ie3faSHEfwm6XERERERERERERMWgBV2AfEgpDwO4GACEECqA4wB+GGihiIiIiIiIiIiIiqQqnqTLsBbAq1LKo0EXhIiIiIiIiIiIqBiqsZPu0wD+JehCEBERERERERERFUtVddIJIXQAHwPwfY91NwkheoUQvYODg+UvHNEMMXapGjFuqRoxbqlaMXapGjFuqRoxbiloVdVJB+AvAByQUp7IXCGlfEhK2SWl7GprawugaEQzw9ilasS4pWrEuKVqxdilasS4pWrEuKWgVVsn3WfAV12JiIiIiIiIiKjGVE0nnRCiAcBHAPwg6LIQEREREREREREVkxZ0AfIlpRwH0Bp0OYiIiIiIiIiIiIqtap6kIyIiIiIiIiIiqlXspCMiIiIiIiIiIgoYO+mIiIiIiIiIiIgCxk46IiIiIiIiIiKigLGTjoiIiIiIiIiIKGDspCMiIiIiIiIiIgoYO+mIiIiIiIiIiIgCxk46IiIiIiIiIiKigLGTjoiIiIiIiIiIKGDspCMiIiIiIiIiIgoYO+mIiIiIiIiIiIgCxk46IiIiIiIiIiKigLGTjoiIiIiIiIiIKGDspCMiIiIiIiIiIgoYO+mIiIiIiIiIiIgCVtZOOiHEF4QQc0TS/xJCHBBCXFnOMhAREREREREREVWacj9J93kp5WkAVwJoAXADgHvLXAYiIiIiIiIiIqKKUu5OOpH6/z8DeERK+fu0ZURERERERERERLNSuTvp+oQQTyHZSfcTIUQTACufDYUQzUKIvUKIl4QQfxBCXFrSkhIREREREREREZWJVq4dCSEEgP8OoA3Aa1LKCSFEK4Ab88ziGwCelFKuE0LoAOpLVNQZiccNDI7HYVgSIUUgHFIwmbBgWhKqIhBSBRKmhGlJKIqAlvoXM6zkNqqCupBAND61jRAAJFCnK5iIW7BSyxUBWBKI6ApiCQkICcsCLClRH1ZhmsCkYUIVAhFdRXNEBwAMjccRN0zomorWBh2KknyI0bKk5zq/5bm2KVSx8iGi2c2yJIajMacO1VUFIVXAkhIJUyKkChgWkDAtqIpARFNgSMAwLVfdMzlpYCiarMs1RaA1oqOuzn2rtNMIAUgJp86206bnUacpEEIgbibLVaepaGsKs56jnDLvjS2REE7HEpiMmzBS7Yh6XUE0bjmx2hBWMB5L/q6rCsKpNoUdh6aUMMy09gUEVAFMGhZCioCuKZg0pq6fel1gLGZBCEAVAgkr2YYJqQp0VWA8bqJOU2BJIG5a0BSBupACVRGIJZJ/f7W3qQupEACiCRMhVUF7YxiaxrnLqpVlSYxE44jGTZgyeX7nN2TXa4ZhYWAshoRpIaQqCGsCY7FkDLRGQhiZTCBhSSipeDQtC0qq7dqgqc56u+5UlWS8qql2sB1bhmkhkboOmiIKRqPutrQqBCyZrP/tNrgikvE/FjehKgJNYQVjsanrqbFOwdjk1O91qXa9lICuKTBMC0aOz25LJEwMjMWcfNobwwiF1NKfpCqU/l1KUwTaGnToevZX1Xzu0zORb76F7L8UaWMxAycnptLNr9cRDpdv/0D2te1XpxeSZ7VeK6WKx2qR73Vbq0p1/st2BKWUUgjxv6WUf5K2bAjA0HTbCiHmArgcwOdS28UBxEtU1ILF4wYOD45j854+9A9HceWydtx6xQXY/OgB5/e/veIC3JL6vaMlgvuuW4G59SF8/ju9U9usvdDJo6Mlgq3dy/HM4RO4esVC17Zbu5fj4edex61rL8TjL/Tj8qULcMe+g2hrDONLVy3Flr0HnbTb1i3Hgjl1AIAN3/qNs3zXhi4sXdAEADh8YhQbd/e61l3Q1ohXBseylufaZumCpoK+eFqWLEo+RDS7WZbEkaFxnDg96ar/dvZ0IqwJ7O09hmsu7nDV0Zl18q4NXVjSUo9XhsZd9fCOnk5c0Nrg3HAnJw28MjSO+59+GZ9dvQR37DuYldbOo60xjLs/tgwTcdNVrodu6MRF75rDeo48ed0bv3Pj+/FONIEv/OsL6B+O4uYPLs6K6cw2xI6eTtz/9MsYHI1ntQ3sdsSNly3BV588jMGxGLavX4UHfv4Knjo04OR//9Mv45YPvxvRjBje0dOJ/X84ga4l81zLt69fhbkRDZaUePudmGvdfdetwP/43y9hcCyGnT2duGhBEzvqqpBffZvZfjMMCy+dGMWmtJjcvn4V9vzyKJ57bQg7ezphWhb++T/+mFWX3v+ZlZjXqOPN4ag77tavwuMvHvdt93pdBw9cvxIJw8Ltj73oahvX6yoiuopvPvM6lp3ViM4l86e9nh5/oR+/OTKSdT35tV0TCRMvDYxl5XNRe2NVdD6UU+Z3KftYLW1rcH3ht+/Bue7TM5FvvoXsvxRpYzEDL5/MTnfh/IasjrpSldXr2vaq0wvJs1qvlVLFY7XI97qtVaU8/+VuHR0QQrx/BtstATAI4NtCiOeFEN8UQjQUuWwzNjged04OAHR3LnI66Ozfb0n7vX84itsfexHHhyfd26Tl0T8cxR37DmJd1zlZ296x76CTfl3XOU7DZtOa851Gg512y96DODo0gaNDE67lG3f3Ymg8jqHxuPNFIH3dwFjMc3mubYbGC+s3LVY+RDS7DY3HcXRoIqv+SzYgJ7Gu65ysOjqzXt24uxdD0XhWPbx5Tx+GolN1kp2mu3ORU/dmprXz2LTmfJwaT2SV66ZH+ljPkS+ve+OxU1Gngw6AZ0x7xW535yLPtoHdjtiy9yA2rTkf/cNR3PLoAXR3LnLl3925CMMeMbx5Tx8+vqoja/ktjx5AwgQ0Rc1ad/tjLzr72rSnDwNjsTIdUSomv/o2s/02MBZzvsTbaW559AA2Xn6eEwOnxhOedemt//I8EobMjrtHD+Rs93pdB8PjCaeDzl62Ze9BnBpP4PjwJDZefh6uWHZWXtfTuq5zPK8nv7brwFjMMx/GfrbM71L2sRrMOK753KdnIt98C9l/KdKenPBOd3KiPPsHvK9trzq90Dyr8VopVTxWi3yv21pVyvNf7k66PwXwKyHEq0KIg0KI3wohDuaxnQZgFYAdUsqVAMYB3JmeQAhxkxCiVwjROzg4WPyS52BY0jk5ANAcCeX8HUiexHpdnTaNqgjP5Xb69PW59pO+L3t53DARN0zPbRKm5bk81zZxw8w+ODkUK59qF2TsEs1UJcVt3DBRr6u+9V9mPepXV2bW5enLbXaafPJojoR8yzXb6rlKUUlx68fr3pgZR/nGdHMklHOd/X/6svT8c8WwlN7XiyIA02dd+r4MM68hiSmlUmI3V32bXq/5tSPV1NNmdv3sF5+KwLTt4nza27nuDfb9wZK52/Hp+/Zb51Wn53NPqXX5xm2+x6pUx7QU+y9F2qD3D/hf25l1eqn2Xw7Fjttaxc9fus9f7k66/wTgPABXAPgogGtS/0+nH0C/lPLXqd/3Itlp55BSPiSl7JJSdrW1tRWxyNPTFIGOlojz+0g0kfN3AOhoiWAibk6bxrSk53I7ffr6XPtJ35e9XNdU6JrquU1IVTyX59pG1wp7HLlY+VS7IGOXaKYqKW51TcVE3PSt/zLrUb+6MrMuT19us9Pkk8dINOFbrtlWz1WKSopbP173xsw4yjemR6KJnOvs/9OXpeefK4aF8L5eLJkcA8xvn/bPmspXXQtRKbGbq75Nr9f82pFm6suLXT/7xaclMW27OJ/2dq57g31/UETudnz6vv3WedXp+dxTal2+cZvvsSrVMS3F/kuRNuj9A/7XdmadXqr9l0Ox47ZW8fOX7vOXtYUkpTwKYBGAK1I/T+RTBinl2wCOCSGWphatBXCoZAUtUFuDjh09nc5J2td3DDvWr3L9vj3t946W5NgsC1vq3Nuk5dHRkhwzZm/vG1nbbu1e7qTf2/sGtnYvT44HsP9VbFu33JV227rlOLe1Hue21ruW79rQhdYGHa0NOnZt6Mpa194Y9lyea5vWBr2g41asfIhodmtt0HFua31W/bezpxMdLXXY2/tGVh2dWa/u2tCF1oieVQ/v6OlEa2SqTrLT7Os75tS9mWntPHbufxXzGkJZ5Xrohk7Wc+TL6964aF4E3/j0xc4yr5j2it19fcc82wZ2O2LbuuXYuf9VdLQkxwvb13fMlf++vmNo8YjhHT2d+NGB/qzl29evQkgFDMvMWnffdSucfe3s6UR7Y7hMR5SKya++zWy/tTeGU3WwOz52PfOaEwPzGkKeden9n1mJkCay4279qpztXq/roKUhhPuuW5HVNp7XEMLCljrseuY1/PzQW3ldT3t73/C8nvzaru2NYc98GPvZMr9L2ceqLeO45nOfnol88y1k/6VIO7/eO938+vLsH/C+tr3q9ELzrMZrpVTxWC3yvW5rVSnPv5CyfI8jCiHuAtAFYKmU8kIhxNkAvi+lvCyPbS8G8E0AOoDXANwopRz2StvV1SV7e3uLWPLpncnsrqYloXnM7qqkZg7Mf3ZXoD6spGZ3Tc5+xdldi6JsBQoidv0svvOJgrc5cu/VJSgJzdCsitv02V2t1AyUpZ7d1a6L853d1bIkwpzdNR9lOTiVELd+Cpnd1Y6/vGZ3tSRUkXt2V/v68Zrd1Uq1VwqZ3dWyJMKp2V0nEya02p3dddbUue7ZXYG6kJJzdlfDtKClZncdjyVjIH12V1UAEiL1VBuyZne1686CZneVU7Fe1NldAeiqPbur/2e3VcGMlRUTt5zdtfpmd7Wv7YBmd62ItgJnd+XsrgWe/7zittxH8FoAKwEcAAAp5ZtCiKZ8NpRSvoBkB19F0nUNC4sRkD7TYcwrwjQZbU3ef41QFOG5zm/5dOsKUax8iGh2UxSB1oY63zo0X3V1GhZO07iaLk0+eRDl4nVvnKeFs+M74/fm+tzrCzU3M780888sa6piiiIwr8EjHjNomoKzm92vArU2Tv28wKdjId/1fubU5Z+2Ne3nzHif6y76jIRCKha25LiQyJHvd6lS3WPzzbeQ/ZcibTisYWGe10apyup1bZ9pntV6rcz2Nl/R+kCqVKnOf7n/jBmXyUf3JABU0gytREREREREREREQSl3J91jQogHATQLITYC+BmAXWUuAxERERERERERUUUp67OJUsqvCSE+AuA0gKUA/ruU8qflLAMREREREREREVGlKfsLxKlOOXbMERERERERERERpZSlk04IMYrUOHRepJRzylEOIiIiIiIiIiKiSlSWTjopZRMACCHuAfAWgEeQnH52PYCzylEGIiIiIiIiIiKiSlXuiSM+JqXcLqUclVKellLuAPDxMpeBiIiIiIiIiIioopS7k25cCLFeCKEKIRQhxHoA42UuAxERERERERERUUUpdyfd9QCuA3Ai9e+TqWVERERERERERESzVllnd5VSHgFfbyUiIiIiIiIiInIpayedEKINwEYAi9P3LaX8fDnLQUREREREREREVEnK2kkH4EcAfgHgZwDMMu+biKjiLL7ziYK3OXLv1SUoCREREREREQWp3J109VLKO8q8TyIiIiIiIiIioopW7okjHhdC/Ocy75OIiIiIiIiIiKiilbuT7gtIdtRFhRCnhRCjQojTZS4DERERERERERFRRSn37K5N5dwfERERERERERFRNShLJ50Q4iIp5UtCiFVe66WUB8pRDiIiIiIiIiIiokpUrifpvghgI4Cve6yTAK4oUzmIiIiIiIiIiIgqTlk66aSUG1P/f3imeQghjgAYBWACMKSUXcUpHRERERERERERUbDK9brrJ3Ktl1L+IM+sPiylPFmEIlUsy5IYGo8jbpjQNRWtDToURZQ9j1Ko1HIRUeXLrD9aIiEMRxM1WVcSzYRXPAMoeozzuqFKE1RMpu9XCAFVAIqi8JqgilHItVGqtFTbEgkTA2MxGJaEpgi0N4YRCqlBF6vqlet114/mWCcB5NtJV9MsS+LwiVFs3N2L/uEoOloi2LWhC0sXNOVd8RUjj1Ko1HIRUeXzqj929nTin55+GU8dGqipupJoJrzieffnP4CYYRU1xnndUKUJKia99ru1ezkefu513P6RpbwmKHCFXBulSku1LZEw8dLAGDbv6XNiYUdPJy5qb2RH3RlSyrETKeWNUsobAfy1/XPav8/nmw2Ap4QQfUKIm0pY3MAMjcedCg8A+oej2Li7F0Pj8bLmUQqVWi4iqnxe9cemPX3o7lzk/F4rdSXRTHjF89GhiaLHOK8bqjRBxaTXfu/YdxDdnYt4TVBFKOTaKFVaqm0DYzGngw5IxsLmPX0YGIsFXLLqV5ZOujSvCCG2CSGWzWDbP5NSrgLwFwD+RghxefpKIcRNQoheIUTv4OBgUQpbbnHDdILc1j8cRdwwy5pHKVRquSpBLcQuzT7ljFu/+qM5EnL9Xgt1JZVWrda3XvFcr6tFj3FeN8Gp1dg9U0HFZK77Eq+JKYzb4BRybZQqbbVi3ObHsKRnLBiWDKhEtaPcnXQrALwM4JtCiF+lLoA5+WwopTye+n8AwA8BfCBj/UNSyi4pZVdbW1uxy10WuqaioyXiWtbREoGu5f+4aDHyKIVKLVclqIXYpdmnnHHrV3+MRBOu32uhrqTSqtX61iueJ+Jm0WOc101wajV2z1RQMZnrvsRrYgrjNjiFXBulSlutGLf50RThGQsaX3s+Y2XtpJNSjkopd0kpVwO4A8BdAN4SQjwshHi333ZCiAYhRJP9M4ArAfyuLIUuo9YGHbs2dDnBbr/jbw/+XK48SqFSy0VElc+r/tjZ04l9fcec32ulriSaCa94Pre1vugxzuuGKk1QMem1363dy7Gv7xivCaoIhVwbpUpLta29MYwdPZ2uWNjR04n2xnDAJat+QsryPY4ohFABXA3gRgCLATwC4FEAHwTwP6SUF/psdx6ST88Byckuviul/Irffrq6umRvb28RS14+nN21IpWtkJUUu4vvfKLgbY7ce3UJSnLmKvmzlLBsNRW3nN11VinLSaik+rYYOLtr4Gqqzq0mnN31jDBua1iNz+7KtkIF4OyuBcsrbss1u6vtFQD/AWCblPK5tOV7M8eYSyelfA3JV2VrnqIItDWdWe9zMfIohUotFxFVPq/6o1brSqKZ8IvnYsc4rxuqNEHFJK8FqnSFxGip0lJtC4VULGypD7oYNafcY9K9AOCLdgedEKJFCPEtAJBS3lbmshAREREREREREVWEcnfSLZFSjti/SCmHAawscxmIiIiIiIiIiIgqSrk76RQhRIv9ixBiHsr/yi0REREREREREVFFKXcH2dcB/FII8f3U758E4DsBBBERERERERER0WxQ1k46KeVuIUQvgCtSiz4hpTxUzjIQERERERERERFVmrK/aprqlGPHHBERERERERERUUq5x6QjIiIiIiIiIiKiDOykIyIiIiIiIiIiChg76YiIiIiIiIiIiALGTjoiIiIiIiIiIqKAsZOOiIiIiIiIiIgoYOykIyIiIiIiIiIiChg76YiIiIiIiIiIiALGTjoiIiIiIiIiIqKAsZOOiIiIiIiIiIgoYOykIyIiIiIiIiIiChg76YiIiIiIiIiIiALGTjoiIiIiIiIiIqKAVVUnnRBCFUI8L4R4POiyEBERERERERERFYsWdAEK9AUAfwAwJ+iCzJRlSQyNxxE3TDTWqRibNGFYEpoi0BrRMRSNw7Ak6jQFlgQkJKQEhABoLekQAAAgAElEQVSkBEwpEVZVABKmlNAUBXHTgpnKI6QqgJQwpIQqBBKWhGlJNIZVTCYsZ19zIwreiSZ/DykCmqZgMm4ipCpQBRA1LKiKQFNYwVhsarumOgWjk1O/R3QFYzET9SEVMWNqeUgVSJgSuqYgHAJGo5bn52yqUxGNT61rDCt4Z9KEIgRCikBIU9Ac0WFZEgNjMSRMC5oiENYUSAi0NugAgJFoHNG4CUUBpBQwLQuKEFAUQFUUzG8IQ1FE1jnQNRWtDbqzjoiKz7IkhidiSJgSdSGBWEJCAjAsibkRBaejllPHWVJCCIF6XXHXDXUKxtLqnqaIAhXASFrdogjAkoCmCMRSdZi9rK1Bh65X2y2PgmRZ0rm3mFKiLqSipS6EwfG4614UNy3n/twcURGNS+feq6sKhADqQgITMQuJVKyGNQWThgUl7d6uKcn776RhOfdbOy81Fcd2+oQlEU61EwwzGeuaIjBpWAipCjRFIJowU2kkDCvZJki/JwLueyekQMK0oCgCuqpgXr0OTauqv+VSADLbVC2REIajCcQNEyEtGYsJw4KmClc7NL2dKKVEwkzGaUhVENYEhIDrHtAQVjARs5z2bUgVMCwgkYr/kJLcxjBT10wqjlUFiCaS7eRISIVhTl2HdaFkGzakJtNOGt7pQpqAtOBcY849RwEUKGht0DEcTcCyLJgSMCwLqkiWR1UUCADRhIlISAUAyNR9zm6/h1QFmgokDImIrqI54t0u9aqT/Nq3QgioAlAUpWrauZOThvP9wP6+UFeXfd/ON12p0s72/VdCWStJtZa7WPj5S/P5q+YICiE6AFwN4CsA/mvAxZkRy5I4fGIUG3f34lOdHVjzngXYvKcP/cNRdLREsKOnE/c//TIGR+P40lVL8e1nX8dnVy/Bw88l/79j30En7T9fvxK6pmBkIoEte6eW33fdCsxr1DERMzEWM7Bl70GsPq8VPZeei1sePYD+4SiuXNaOW9de6Nr3tnXL8dUnD2NwLOb8/PEV70LnkvmeZXzq0IDz+9sjE1gwN+Lk39ESwY71q/D4i8ex8UPn4ehQPCuPI4OnceRk1PMY7P/DCXyvrx/b1i1Hva4iNsfE0FgCm9LSbV+/Ck+8eBx/uWoRGsMq+oejzvFKP05bu5fj4edex+0fWYqlC5oAwDkHdppdG7qwdEFTVTRgiKqNZUkcOTmO0VgC7XN0DI5ZmIgZmIibaI6oGJ5QcP/TL2ddu+l1zc0fXIxrLu7IqivmRDSs3/XrrOv9xsuWOPWZvezWtRdiaVsDO+ooL5YlcWRoHCdOTzr3WM84XL8KALD50QO465r3YHFbI06Oxlz35W99rgsnx6TnPezypQtccZ9+L97Z0wlNAf7xpy87bYG/+rPz8MXvv4i2xjC+dNVS134y7+M/PHAc165a6Erj3BP/fCka66bunXa+6Xmdbgpj8bwGdtSRr/R2rR07O3s68U9p7cR/vn4l6nUV0YTlaifa18BnLjkXo1EDm9PW7ezpRDik4MZv/1/Pe8KVy9px6xUXuLa577oVaK4P4cbv9Hou87pmtq9fhT2/PIrnXhvC9vWr8MDPX3Ha4OnpdqxfhZaGEE6MJlyfwb6eblt7IX78Qn/W9Zx+T7Kvx28/+zpu+fC7EY2bWft4/MXjWHPRAiyYU4fFrQ2udqlXnZTehgWy27eZbeBKbudOThp4ZWg86z5/QWuD6wtvvulKlXa2778SylpJqrXcxcLPX7rPX00tr/8J4EsArKALMlND43Hn5vnxVVMNfQDoH45i854+dHcuwqY152PL3oPo7lyEO/ZN/Z+e9tR4Am+/M/VFwF5++2MvQkqBk2NxZ93Gy89zGhUA0N25KGvfW/YexKY157t+vmLZWb5lTP992dlzXfn3D0ex+dEDWNd1DmIJ6ZnHynNbfY/Bx1d1OOU4NZ6AYcL5cmOnuyWV/8bdvYgZ0nW80tPZx2/j7l4Mjcdd58BOY68jouIbGo/j6KkJnBpPwLQE+k8l668tew9iTiTs1CmZ1256XbOu6xzPuiJhSM/rPb0+s5dt3tOHQV7nlKeh8TiODk247rGecfjoAZwci6N/OIplZ89F/6lo1n35+PCk7z0sM+7TY3fTnj689U7M1RawO9LsdkKu+/jGy8/LSuPcEx9x3zvtfNPzOnYqioGxWPkOOlUdrzbVpox24qnxBIRQstqJ9jVgmHA629Lz6D8V9b0ndHcuytrm9sdeRP/wpO8yr2vmlkcPYOPl5zk/p7fBM69zQGR9Bvt62rSnz/N6Tr8n2ddjd+ciDI8nPPexruscbNl7EEeHJrLapV51Unob1utcZLaBK9lQNO55nx+KxmeUrlRpZ/v+K6GslaRay10s/Pyl+/xV0UknhLgGwICUsi9HmpuEEL1CiN7BwcEyli5/ccN0TqIlp75c2vqHo2iOhNAcCTk/p/+frl5XUa+rnnkoAq51qiJc6bzys/eT/nOuMqb/blje6VRF+K4zLembv5TS+bleV33T2Z9LEfA9TunL44bpOgfpaeKGiaBUQ+wSZco3buOG6dRXpiVddZddP0xXJ2XWYfb6zIcCMuvNzGWGJYvwyamaFRq36XHnF4f1evIVNiMV317361z3sMzl6bFbr6uebYF87uO58s/n3lmvJ1/5o8pQiW0FvzZVejuxXledWMtMZw9JkOu68so3V8z6LfPbRk3dSDLb4JnpTJ/2rJ1+uuvNXt8cCU1bJ9Trala71KtOsrfL1b5NbwMHId+49fu+kHnfzjddqdLO9v1XQlnLodhxW6v4+Uv3+auikw7AZQA+JsT/z979x8dR3vei/zwzu7O7WsmWLCQTLAcDAfs6qQiWoIDblMAtocUJl9gQio2D0xgb59fNaYDcnuMbemjvwTh5cUoSW+CkgDEpECu8kgO3hJTiSw/kB5JdfFIH4xpMJIdYsixh/Vjt7Mw894/dGe+P2dXO/tD+0Of9evll7c7szLMz33nmO8/OPI84BuApAFcLIfYkzyClfERK2S2l7G5ra6tEGWek+VR0tIQAAIoQzt+2jpYQxiIxjEVizt/J/yeb0k1M6abrMiyJlGmmJVPmc1uevZ7kv3OVMfm1T3Gfz+4nz21aPDFznyaEcP6e0s2s89nfy5LIup2S39d8aso+SJ5H86UmdrOpFmKXKF2+cav5VKe+UhWRUnfZ9cNMdVJ6HWZPTz8Hpteb6e/5qvhRH5odXuM2Oe6yxeGUHr/49SXi2+18nesclv5+cuxO6aZrLpDPeTzX8vM5d07pJnxqraSJ9a8ac4VsOVVynjilm06spc8X/8HWfZp9XLktN1fMZnsv22fMxIkkPQdPn0/Nks/a8890vNnTxyKxGeuEKd3MyEvd6iT7c7ny2+QcuBLyjdts1wvp5+185yvXvHN9/dVQ1tlQ6ritV/z+5fv+NZF9SSn/Lyllh5RyCYBbAPyLlHJdhYvlWWtYw6713ehoCeHH+wexc12Xs2PtZ5h7+wfQs+8otq/pRG//ALatPvN/8rwLwn6cPT+A7WtS33/w5oshhMRZjZozbdcrb2PH2hXOfL39Axnr3r6mEz37jqb8/S+H3staxuTXh373fsryO1rifWvs7fstAn7huowD745k3QY/3j/olGNB2A+fCvSkzbcjsfxd67sR8ImU7ZU8n739dq3vRmtYS9kH9jz2NCIqvdawhnMXNGBB2A9VkehYEK+/tq/pxOlI1KlT0o/d5Lpmb99vXesKv0+4Hu/J9Zn93s51XWjjcU55ag1rOLe1IeUc6xqHa1fgrEYNHS0hHPrd++hYEMo4Ly9qCWY9h6XHfXLs9qzrwgfmB1JygW/ddHF8WiJPyHUe3/XK2xnzOOfE21LPnfZyk5e1eEEI7Y2B2dvoVHPccqqetDxxQdgPKa2MPNE+BnwqsDNtWs+6LnQsCGU9J/T2D2R85sGbL0ZHSzDre27HzI61K7Drlbedv5Nz8PTjHJAZ38E+nnrWdbkez8nnJPt47O0fQEviHOiWN29f04lzWxsy8lK3Oik5h3XbF+k5cDVrDWmu5/nWkFbQfOWad66vvxrKWk1qtdylwu9fvu8v7EcLa4UQ4ioAX5NSrso2T3d3t+zr65u9QnngdXRXQDojulk5Rne1EiNZ2aO7mlJCSYzualkS4XxGd42Z8CuzN7qraUk0ehzd1R7FLvvoriI+Up4loQhAUQRURRQ7uuus/RxQTbG75OvPe/7MsfuvL0NJilfN36WMZauauC336K5mov5LGd3VjI+ux9Fda9KsxG4+cXtmJEUg6Fc8je5qJUZtzDW6q5p0bvcyuqthxc+vVtrorlHDgi/n6K5nzolA6rkTEhzdtThVU+fOpkqP7mokYjZ5dFfDkk4czzS662TUhC9pdFfLio+ammt0V+eck2V0V9OyoCTOP0pidNfpmImgy+iuliXjx6wa3075j+4ar5NKMLpr1cRtpUcM5fprp6wJVZErcHRTfv9yxG3NbUEp5T4A+ypcjIIpikBb05lfpuen3iGJRbMY1I3B/Oab35D6el5amReEZ17GvLR1pXzPtM+nrw+Ib7dzmkOZE5wyBDKWk036PiCi8lIUgdYcFU5TtknpdYNLFRDOsx4j8kpRhOu5Jde5CMg8R9qaXc5tM8m2rFLxcu4kcuOWU5Usx0qLzUKOoZm0NpZmObORV2ark5Kn13J+Gwz68roOyne+cs0719fvZd5yrb+a1Gq5S4Xfvzzfnz+REhERERERERERVRgb6YiIiIiIiIiIiCqMjXREREREREREREQVxkY6IiIiIiIiIiKiCmMjHRERERERERERUYWxkY6IiIiIiIiIiKjC2EhHRERERERERERUYWykIyIiIiIiIiIiqjA20hEREREREREREVUYG+mIiIiIiIiIiIgqjI10REREREREREREFcZGOiIiIiIiIiIiogpjIx0REREREREREVGFsZGOiIiIiIiIiIiowthIR0REREREREREVGFspCMiIiIiIiIiIqowNtIRERERERERERFVGBvpiIiIiIiIiIiIKsxX6QLkQwgRBPAKgADiZd4rpfxGZUtVGMuSGJnUoRsm/D4FPkUgopvQfCpawxoURWSdP32eXNOIiKpFLGZiaCIKw5LwKQJtYQ3vR03WXTRn5HsuD2kqDEsiZlgzHhvMAaja5YrR9PNCe2MAfr9a4RJTvfFST9ZKnVoN5ayGMhBVA103MDypp1zjaFrxTWw10UgHIArgainlhBDCD+B/CiH+SUr5i0oXzAvLkjh8Yhwbd/dhcDSCjpYQtq/pxAMvHMbwRBS71ndj6cKmlMQ9fX57HgBZp7GSJKJqEYuZeHNoAnfu6Xfqqp3ruvDtl97Ci4eGWHdR3cv3XN7WGMDd1y3FXXsPznhez7VMHkdUDXLFqGlarueFZe2NbKijkvFST9ZKnVoN5ayGMhBVA103cHh4MuNctrQtXHRDXU087irjJhIv/Yl/soJFKsjIpO5UaAAwOBrBXXsPYvNVF2BwNIKNu/swMqnnnN+eJ9c0IqJqMTQRdU5eQLyuunNPP1Z3LXZes+6iepbvuXzzVRc4DXTp83lZJlE1yBWj2c4LQxPRShaZ6oyXerJW6tRqKGc1lIGoGgxP6q7nsuESHAs10UgHAEIIVQjxbwCGAPxMSvnLtOl3CCH6hBB9w8PDlSnkDHTDdHaibXA0guaQ3/lbN8wZ59cNM+c0qi21ELtE6fKNW8OSOes9+zXrLpoNlahv8z2XN4f8eZ/XmQPMPbWWK+SK0WznBcOqud/faQaVjFsv9WSt1KnVUM5qKEO51Vp9S5VRznNZzTTSSSlNKeVHAXQAuEwI8ZG06Y9IKbullN1tbW2VKeQMNJ+KjpZQynsdLSGMRWLO35pPnXF+zafmnEa1pRZilyhdvnHrU0TOes9+zbqLZkMl6tt8z+VjkVje53XmAHNPreUKuWI023nBx0fl6k4l49ZLPVkrdWo1lLMaylButVbfUmWU81xWM410NinlGICXAVxX6bJ41RrWsGt9t7Mz7T7pevYddZ7nbw1rOee358k1jYioWrQ3BrBzXVdKXbVzXRd6+wec16y7qJ7ley7v2XcU29d05nVeZw5A1S5XjGY7L7Q3BipZZKozXurJWqlTq6Gc1VAGomrQFtZcz2VtJTgWhJTVf2u5EKINQExKOSaECAF4EcA2KeVzbvN3d3fLvr6+WS1jvji6a02atY1aTbG75OvPe/7MsfuvL0NJilfN36WMZauauOXoruTRrATDbNa3HN11TqiaOrdacHTXmlDXccvRXeu3DKjDXIFqTwGju+YVt7UyuusHADwuhFARv/vvmWwNdNVOUQTamtJ+KQx7nD+PaURE1cLvV7GopSHlvbYSDE9OVCvKcS5nDkDVLleMup0XiErNSz1ZK3VqNZSzGspAVA00zYdFZbimqYmrJCnlQQCXVLocRERERERERERE5VBzfdIRERERERERERHVm5q4k46Izqjm/tWIiIiIiIiIqDBspCOiivLa6MgGRyIiIiIiIqpHfNyViIiIiIiIiIiowoSUstJlKDkhxDCAdytdjiKcBeBkpQtRRSq9PU5KKa+bjRVVWexWeruXUj19FyC/7zNX47ZU6i1mijHb22JWYncW4pYxNLN62kb1VudW675hubyZqVzVGLfVui2LUY/fCajs96q2XKFe93G++P3z+/55xW1dNtLVOiFEn5Syu9LlqBbcHpVRT9u9nr4LUH/fpxpxG5/BbVEYbreZcRtVr2rdNyyXN9VarlxqscwzqcfvBNTv9yrEXN8W/P6l/f583JWIiIiIiIiIiKjC2EhHRERERERERERUYWykq06PVLoAVYbbozLqabvX03cB6u/7VCNu4zO4LQrD7TYzbqPqVa37huXyplrLlUstlnkm9fidgPr9XoWY69uC37+E2CcdERERERERERFRhfFOOiIiIiIiIiIiogpjIx0REREREREREVGFsZGOiIiIiIiIiIiowthIR0REREREREREVGFspCMiIiIiIiIiIqowNtIRERERERERERFVGBvpiIiIiIiIiIiIKoyNdERERERERERERBXGRjoiIiIiIiIiIqIKYyMdERERERERERFRhbGRjoiIiIiIiIiIqMLYSEdERERERERERFRhbKQjIiIiIiIiIiKqMDbSERERERERERERVRgb6YiIiIiIiIiIiCqsLhvprrvuOgmA//ivVP9mDWOX/0r4b9YwbvmvxP9mBeOW/0r8b9YwdvmvhP9mDeOW/0r8b1YwbvmvxP/yUpeNdCdPnqx0EYgKwtilWsS4pVrEuKVaxdilWsS4pVrEuKVKqMtGOiIiIiIiIiIiolrCRjoiIiIiIiIiIqIKYyMdERERERERERFRhbGRjoiIiIiIiIiIqMLYSEdERERERERERFRhvkoXoJpZlsTIpA7dMKH5VLSGNSiKAAAYhoWhiShipgW/qqC9MQCfj22eRFQ+sZiJoYkoDEvCpwi0Nwbg96uVLhYR1ZBcuU0tKGX5a31blEOu/Jbbi8qp0tdWjG8qBHNzKgc20mVhWRKHT4xj4+4+DI5G0NESwq713Vi6sAmWJfHmiXFs3tPvTOtZ14VlC5vYUEdEZRGLmXhzaAJ3JtU7O9d1YVl7Y80kA0u+/ryn+Y/df32ZSkI0N+XKbar9YtSyJMYiOt4bm8ampHqw0PLX8rYoxkw/QGfLbxVFzMntRbMjV+zNxrXVXK0PqDj1kJtTdWKLUhYjk7pTUQPA4GgEG3f3YWRSx9BE1DmJ2NM27+nH0ES0kkUmojo2NBF1kgAgXu/cyXqHiDzIldtUM/sC+o2B950GOqC48tfqtiiGvR1v3PEqVm57GTfueBWHT4zDsiQA5Mxv5+L2otlT6WsrxjcVgrk5lQsb6bLQDdM54GyDoxHohomYablOi5nWbBaRiOYQw5Ku9Y6RuLgiIppJrtymmtkX0A2aWrLy1+q2KMZMDRHZ8lvDtObk9qLZU+lrK8Y3FYK5OZULG+my0HwqOlpCKe91tISg+VT4FOE6zcfboYmoTFjvEFGxcuU21cy+gB6LxEpW/lrdFsWYqSHCryru5xlVmZPbi2ZPpXMcxjcVotJxS/WLjXRZtIY17Frf7Rx4dt8EqgJYUuLJz/8hrl3e7kzbuXYFwgFW5ERUHo1BFT3rulLqpJ51XWgMst4hovxky21aw1qFS5adZUkIIbB38xWYF/ThWzdd7Kn8liUxPB7F8dEpDI9HnUc7a3FbFCL5+wshnNzVltwQ0d4YcD3PtDcG5sz2osoIB1TsXLsiJb5m89qK8U2FYG5O5cKBI7JQFIGlC5vw7JaV0A0Tfp+CiWkDn/rOqykdmm5dtRxRQ0LzCTRq/koXm4jqVIPPh6BfwX03fAQNmoop3UTQr6DBx2qciPKTnttU+wiGbp25f+fWS/DNmy7G2fOCaAioOCscyFr+mTqDr6VtUQi379+zrgsA8OKhoYyGCJ9PwbKFTXhm0xUwTAu+pBE2LUsi4Es9BwU4WBqVSKPmx/wGA49tuAyKACyJWb+2YnyTV8zNqVwYQTkoikBbUwAAMDwexfp/+FVGh6ZbVy3Hpif60dESwrNbVjrzExGV0vCkjtsffT3lUaWOlhCe2XQFzmkO5fgkEdEZyblNtXPrQ+2LPziAZzZdgbPnBWdsUMvWB5udr9XStiiE2/ffvKcfz2y6At/4pHRtmPT5FNdzysiknpIHA2DuSyUzGonh1l2/rFh8Mb6pEMzNqVzYSJenbP14NIf8zt/sXJSIyiVXh95ERPUoW+4lpczrjre53hl8ru23qKWhJMuaK9uSyqvS8VXp9VNtYm5O5cL7eNMk991xajKKofFppx8Pt44hxyIx528hREafJ0REpZCrQ28ionqUrTN3f47H0NL7YMvVGXy2/urqRSGd4WfbJtmWxdyXSqFcAzfke4xz4AgqBHNzKhdGUBK7744bd7yKL/7gAA7/fhyf3vEaVm57Gff+5NcZHUNuX9OJnn1HnT4+7v3Jr7Fy28u4ccerOHxinMkKEZVMa8iPnWl10M51XWgNsS9MIqpPbp25b1/TiYlpwzXHSs7jsuVudh9s6fPWY+7mtTP8XNukJeTP2JY7mftSibjFV8+6LrQUkeN4OcbLsX6qf8zNqVz4uGuS5L47tq5ajrv2HnRuYX3x0BAA4JlNV0BKCb9PgU8R+M6tl0AIgXt/8mtnnvQ+T4iIinVySse3X3oLW1ctR3PIj7FIDN9+6S1845MfxqIAq3Iiqj+KIrBwXsDplHssEsMDLxzG8ETUNcdK74MtPXdL7oNteDyas7+6euB1cIxcffgBwENJ56AFYQ3bf/omc18qidFILCW+xhKv/+7GzoLjaaY+Kcu9fqp/zM2pXBg9SZL7I2gO+TOeMX/x0BC+8cm0fjzCwPHRKSdJsbEfAyIqJcOSePHQUEZd85+vX16hEhERlV9EN7Hhsdcz3nfLsdz6lXLN3bLMW4+5m5fBMWbaJsnnoKfvuJy5L5WMbpiuOc43Pll4PHk5xsuxfqp/zM2pXPi4a5Lk/gjGIrG8+yZgPwZEVG4+xb1vJV8enacTEdUqLzlWueadK3Jtk/RpXvJkopmU43hkfUDlxtycyoWNdEmS++7o2XcU29d05tWPh9c+P4iIvGpvDLj2e9HeyMcwiKh+ecmxyjXvXJFrm6RP6+0fyNrfH5FX5TgeWR9QuTE3p3IRUtZfB6/d3d2yr6+voM9alsTIpA7dMBHSVBiWRMywZuzHI/lzM81LNWfWdmQxsUv1LxYzMTQRhWFJ+BSB9sYA/P6sv/JWXdwu+frznpZ77P7rCy0S1bZZiV3Wt7XDS45VrnnzUHV1biFybZP0aS0hP0YjMea+ta1q4rYc11IVrA+o/KoiV/CYmxPlFbfsky6Nl747SvE5IqJ8+f1qRr9KRET1zkuOVa5554pc28RtGrcflUo5jkfWB1RuzM2pHPi4KxERERERERERUYWxkY6IiIiIiIiIiKjCKva4qxBCBdAH4LiUcpUQ4jwATwFoBdAP4DYppS6ECADYDaALwAiAz0gpj5WrXLn6pJunqTg5pTvPnAc1BRPTJvyqgrawhnHdQEQ3YUkJRQgIAUgJPptORCUxPW1gJHKmDmoNaQgG2WsBEVWPUvTrlLwMIQQ0VUA3JSwpoQoBRQAWJCwLMC0Jn6qgvTEAn0/J+Lzfp8CnCET01PLMNA+AOdE/lWFYGJqIImZa8KdtRzcp202NzxeJxf9eEPTj/WgMMUvCtCSCPhVCnJmea9nsD4zyjQEvfYB5iW9dNzA8eSbHagtr0LTicqxyxLXXY5bKi7k5lUMlI+grAH4DYF7i9TYAD0opnxJC9AD4SwA7E/+PSik/JIS4JTHfZ8pRIMuSOHxiHBt396GtMYC7r1uKu/YexOBoxBmt5dsvvYUXDw2hoyWEHWtXYM/P38Vrb4/g0Q2X4nQkhq889W/O/NtWd+Lx197Bl665CMvaG9lQR0QFm542cGRkEnfu6U+pky5sDTMZIKKqkJxH2fXUrvXdWLqwKe8L0/RlXLu8HV+8+kJseXK/s8wHb74Yfp+CL/7ggPNez7ouLEusJ70M29d04oEXDmN4Iopd67txYVsjjgxP5Jwn4FOw/h9+VfD3qAWGYeHNE+PYnHResbej20W/2/5N3m6PbrgUY5M6vvrMG67Tsy27FHFDtS3fGIjFTLw5NJGRC7ldZ3mJb103cHg4M8da2hYuuKGuHHHt9Zil8mJuTuVSkaNZCNEB4HoA30u8FgCuBrA3McvjAP6PxN83JF4jMf2axPwlNzKpOxXp5qsucBroAGBwNII79/Rjdddi5/WWJ/dj48fOx+BoBIOnIk4DnT39nt6DWN21GHfu6cfQRLQcRSaiOWIkojtJAHCmThqJ6BUuGRFRXHIeBcTrqY27+zAymX89lb6M1V2Lndg+LgYAACAASURBVAY6e5lffeYNjE7GUt7bnMi13Mpw196D2HzVBU55hiaiM87z7shUUd+jFgxNRJ2LfSB1O7qZadsOnoo4DXRu07MtuxRxQ7Ut3xgYmoi65kJuceUlvocn3XOs4SJisBxx7fWYpfJibk7lUqkm9/8O4G4AVuJ1K4AxKaWReD0IYFHi70UABgAgMf39xPwphBB3CCH6hBB9w8PDBRVKN0znIGsO+Z2/bYOjETSH/Cmv1cQvIQ2amnX+wdEIDEsWVCaqf6WIXap/hiVd65hK1S2MW6pFjNvySs6jbIOjEeiGWfAysuVjDZqa8Z5hWlnLYOdvg6MRxExrxnnclu/le5RaOWI323YwTMt1/pm2ba5cONeySxE3VJ3yjdt8Y8BLLuQlvsuRY5Ujrr0es1SYfOO22nJzqh+z3kgnhFgFYEhK2V/K5UopH5FSdkspu9va2gpahuZT0dESAgCMRWLO37aOlhDGIrGU12biIJzSzazzd7SE4OPt+pRFKWKX6p9PEa51TKXqFsYt1SLGbXkl51E2+/XweBRWHhcu6cvIlo9N6WbGez5VyVoGO3/raAnBryozzuO2fM1XuW5LCo1dy5IYHo/i+OhUxj7Ith18qvvlwUzbNlcunGvZ2ZZbye1NpZFv3OYbA15yIS/xXY4cqxxx7fWYpcLkG7fVlptT/ajEEb0SwKeEEMcQHyjiagB/D6BZCGE/vN0B4Hji7+MAFgNAYvp8xAeQKLnWsIZd67vjz/fvO4rtazqdA89+xry3f8B5vWPtCux65W10tITQsSCEv7/loynzb1vdid7+Aexc14X2xkA5ikxEc0RrSMPOdV0ZdVJrSKtwyYiI4pLzKABOn2Rf/MEB3LjjVRw+MT5jQ136Mnr7B7Bj7YqUZT5488VoCftT3utJ5FrZytCz76jTJ1R7Y2DGec5tbUiZvmt9tzOgRK2w+8S6ccerWLnt5Yx90N4YQE/aeaUnR84607btWBDfN9mmZ1u223JrcXtT4VpCftdYbEl6ggmIx6xbLuQWV17iuy3snmO1FRGD5Yhrr8cslRdzcyoXIWXlbscUQlwF4GuJ0V1/CKA3aeCIg1LKHUKILwD4Aynl5sTAEZ+WUt6ca7nd3d2yr6+voDIlj8IT1BToMYmYacGXGLUqefSWoKZgctqEqgjsf3cEnYsXQBECEvHRxzi6a92YtZ9Dioldqm/D41EE/BLjEcupg5pCCqIxgbYm1+Ss6uJ2ydefL3tZjt1/fdnXQWU3K7HL+rZwuUYstKdFYiaODk3goZeO4MDAGID4BcyzW1Zmq7Ncl588uquUEkoZRne1lxk1JYJ+BWeF4+XzOCpj1dW5w+NR3Ljj1ZTHsdL3gT1SpJHIddvCGsamjazfO310Vyklpg3LGdXQHt3VsiQCidFdp2Nmxj5Kx9FdK6Yq4nZ4PIrvvfIfWNP9QaiKgGlJ7O37LT7/sQ9l1BdeRmFNj+96Gt01n+9U5yqeKxSQmxPlFbfVNOzIPQCeEkL8LYADAL6feP/7AJ4QQvwHgFMAbilnIRQlflDlOyJPaxg48X4ECxpDWPu9X6aM7PqhtjAWNodyrI2IKD8CEsdOTqeMcLhj7QqcMz9Y6aIR0RwyU35k51HHR6ew4bHXUz6bb39M9jIK5fr5cOY8rWHN9bucFQ4UXYZqkE+fWD6fgnMSuWo+ua/XPDlf9bC9qXCWZeFjSxdiw2Ovp1xLWZaVNp/E0ZGpvOMuOb5nomk+LCqyUS5dOeLay3ei8mJuTuVS0WZ3KeU+KeWqxN9vSykvk1J+SEp5k5Qymnh/OvH6Q4npb89G2byMyGNK4J7e1JFg7+k9CJN9RhJRiUQNK2OEwy1P7kfUYGfBRDR78s2PaqGfsXofVdTrPvCyPep929HsyvdainFH1YS5OZXLnLw3Nh9eRuSR0n1kl0o+SkxE9SXbCFImR5AiolmUb35UC/2M1fuool73gZftUe/bjmZXvtdSjDuqJszNqVyq6XHXqmL/+pjej4fbr49e5iUiKoQ9old6PcMRvYhoNuWb8yiKwNKFTXh2y8qq7Wes3vM3r/uAuS9VSr7xxLijasLcnMqFEZSFl18fa+HXYiKqbRzRi4iqgZecx+6PaVFLA9qaAlXVQAfMjfzNyz5g7kuVkm88Me6omjA3p3Kp6Oiu5VKqEdu8jMjDUanqWlWMfEXkcUSvqotbju5Kear4iG2UWz3lPCX8LlVX5xaCue+cUzVxm288Me4ooSpyBY62Sx7V3OiuVcfLiDwclYqIyo0jehFRNainnKeevkspMPelSsk3nhh3VE2Ym1M5zPlGOi+/xtgt5THTgr+IlnL+AkREhdB1A8OTOgxLwqcItIU1aNqcr8aJqAq55ToAypr/2Ou0LAumjHdGzzyrdIrJX2fKoZkbU6VjoFTXebWq0tu/VjE3p3KY0xFkWRKHT4w7Q3nb/RosXdiUUSkZhoU3T4xj855+Z96edV1YtrDJUwXuZZ1ERDZdN3B4eBJ3JtVBO9d1YWlbmMkAEVUVt1xn9+cuQ9Swypb/2Ot88GeH8dkrz8M9vQeZZ5VQMfnrTDk0c2OqdAyU6jqvVlV6+9cq5uZULvVf6+QwMqk7lREQHzJ54+4+jEzqGfMOTUSditued/OefgxNRMu2TiIi2/Ck7iQBQLzuuHNPP4ZZdxBRlXHLdd4dmSpr/mOvc3XXYqeBrhzrmauKyV9nyqGZG1OlY6BU13m1qtLbv1YxN6dymdNNvLphpgyZDMQPLt0wM+aNmVbKvJcsbsbmqy4AIHF8dAoSQIOmwrAkYoYFIQQ0VUA3ZcrjFl7WSURkMyzpWncYVv0N/kNEtc0t12nQVNc6LBIzcXx0CkIICCFhWUA4oEI34/mU5lPREvLjVETHdMyEKgRCmormUOqjWPY6m0N+tDUGsHXVcjSH/BiLxNCz7yjzrCIVk78aaTm0/VnDtPC7sSlICVx5fiue6R908uv2pgB0w8SJ9yNQFIWP3tU5L/FVjsFN0q/z7PUbplXEtypPWcvxWCqvTwvD3JzKZU430mk+FR0toZSD69rl7RBC4PjoFPxq/EbDSMyETxG4d9UyrLywHT5VQEDgH395DI0BH+7pPYi2xgD++s+X4avPvOHc7rpj7Qo8/8ZxrFjSitawhohuIOjPXGdHSwiaT8273F4rZ/YxQFT7Aj4Fm/54CdZ0fxCqImBaEnv7fovAHHgMg4iqm2VJnJyMwrQsWBZgWhKP3n4pHnrpCA4MjOGSxc1oawpg7+YrMDKpo2ffURwYGENHSwhHhyaw4bHX0dESwsPruhDwK9BNC8dOTuGhl46grUnDl665CN9+6S2s7lqM1rCGtqYATEvCSKzPTmk2/fESWFLi7uuW4q69B1PysXAg/zyLMmk+Fdcub8fqrsVoDvlhSQkhBAwr/mN1SFPR6FdxciqGmGlBVQRCfgWqIiAB19z36PAkNJ+Cx197B1++5iJ87o+WIGZK3PnkfmffbVvdiVcOn8Day5dAVUTReSxz6Orkdk3mdn3k5bFMy5I4PjaFqCGhCCASszAdM7CouSFjXr+q4N5Vy3D18g/AkhKKEPiXQ+/Bp2bmWF4a00pd1nI9lupXlZTjeywSQ2//gHMtXKh6P36Ym1O5FNVIJ4Q4T0r5zkzvVavWsIZd67udiu7a5e348jUX4eaHf+5UfNvXdOKBFw7jsiXNWPXRDmx47HVn2ndvXYHvvnwEg6MR3P/pP3Aa6IB4K/qWJ/dj9+cuw/p/+JXzmcc2XJqyTrtytTtUnonXypl9DBDVh4BPZNRBO9d1IeDjcUxElZOrL7jtazrx7P7juHHFopRcaNvqTjz+2jvYsPI8PPDCYQDxvGnTnn7cd8NHnEa7bas7IaXEt196K2PZO9augCUldrz8H/jslefh8dfewZeuuQgKgE1pjx9teXI/fvD5P8S8YH1dIM6mlpAfX77mImze04+2xgDuvm4pvvbDMz9Mf/svLkFT0IfbH309Zf+3Nmro7RvAttWdKftv2+pOfPOnhzE8EcXWVcuxeU8/HttwGT6/+1cp++6e3oPY/bnLcOv3fll0Hsscunq1hPzoWdeV0SdcS8ifMt/JyajrY5k/2nIl2puCKfO+Px3F6FQMW5IafXesXYHGYBQtDanzNgUFus47C7fu+kVKjtUUzGxMyzcmvJT19LTuWtamoI7mhkBBy/RCVYAvXn1hxvqLaaObC8cPc3Mql2KbeXtd3ttb5DJnjaIILF3YhGe3rMSr93wc937qIxn9Edy19yA2X3UB1nR/MOOZ8y/8YD9Wdy0GAJw9P+h6u+upST3lM7c/+joWzgs463x2y0pPlZXXPgPYxwBRfZjSLdd+L6b04h7FICIqRq6+4O7aexBf+d8vdO5qs9+/p/cgtq76MB544TAODIw5yxocjaBBU1PmO3t+0HXZW57cj9HJmDNtdddi3LmnH41Bn2s+NjQeZe5ThNFIzMmRN191QcY+/dI/HsDAqUjG/j8+Oo0VS1rxzZ8exhOfuwxP33E5tq5ajm/+NL7v7UeUB0cjUATyyqULzWOZQ1ev0UgMD730FrauWu7EyEMvvYXRSCxlvumY+2OZ07HMXGgqajmNTvZ8W57cj6lo5rynI+451ulI6rxeYsJLWSejpmtZJ6Opj5t6WaYXkZj7tooUsdy5cPwwN6dyKehOOiHEMgAfBjBfCPHppEnzABTejF8BiiLQ1hT/heL46JRrxdcc8kNVhOs0+w44VQjX27TTK6LB0QgiuolFLQ0FlddrnwHsY4CoPrDfCyKqNpYlEYkZKQ0tyQZHIzCz1F1Rw8RwWqfsHS0hjCVdlA+ORqAKgdaw5rqMBk1FA9SU9atK9nzsA/NrKkUtSLkeL0vOJ7Pta7uBNf29JsWHAwNjeGtoAvc9dyhj34xFYuhoCcG0ZN65dCF5LHPo6qUbJobHU/fz8Liesa2zXW+pLiHuJW/Kd14vMVGOsnpZphfZ6mmziBxzLhw/zM2pXAq9k24pgFUAmgF8MunfCgAbS1O02Wf3h5DMTh7sxCF92oKwho6WEH5/ehrb13Q689i3aff2D2R8xkv/c/mWMdsyvc5PRNXJl7jwTNbREoKvTh4ZIKLaYj/KdHRoMqWhJVlHSwg+VXF9/+SEjh1rV6TkTdvXdKJn39GM+dqaAq7LmNJNZ732/5qq4OHbulKWu211J3r7B+o+97H3yY07XsXKbS/jxh2v4vCJcVgluGBMziez7esp3XR976zG+P7r2Xc0I1e29832NZ3Y9crb2LY6dfp3b11RslyaOXT1Cmkq7r5uKe577hA+88gvcN9zh3D3dUsRSmv4DWlqRgxtX9OZMR/gLW/Kd14vMeGlrP4s9WR6n3BelumFlmX9WhHPu86F44e5OZWLkLLwE7cQ4gop5c9LWJ6S6O7uln19fZ4/5/bsfHqfdHem9ZXQPk9DzJCAACajBo6PTqO5wY+moB/zQz6cOB1N6V+h2Gfx2Z9GRczahio0dqn+TU5P4+2RaEodtHNdF85vDSAcdL07pOridsnXny97WY7df33Z10FlNyuxy/q2OMPjUdy441W0NQbwtU8sxeOvvZPRb9yu9d24sK0RR4YnUvKQnWtXwLAsNAV9GDg1jQZNhQSwIOzH5x7rS8mzIrqJXxw9iauWtacMKGBfmCb3Sfflay7CsoVNAIDfvX/mEdfe/gF89U+Xljv3qXida++T9Ltsnt2y0nlqpFDJ+aTdJ13y4BzZ+qRr0FS8cngY1198Dk5N6oiZFoQQOHt+EALA6UgMk7qJ1kYNGx59HW2NAXz5mgtxXlsYliVhWlbKo3jsk67kKh63ADA0Po1P73gtI3bT+1qzLIljI5N4d2QKDZqKKd3Eua0NWNIaztgnsZiJN4cmMvKmZe2N8PtTG4qiUQNvnZzMmPeis8IIBHwp6/cyGES+ZTUMC2+eGM/ok2/Zwib4kgYh8LJML/JdvxezcPxUPFcoIDcnyitui22ka0P8zrklSHp0Vkr5uYIXWgLFJN7JjwnYv15Mx0z4VAULgn6MRHQYloRPEVAV4N2RCMYiMbz13mncfOlixCwJy5II+lUsaNBwOhpDRDdhSiDoV3BWOFB0xcSRqWZdVSQwNLcdH53CvJCC0xHLqYPs11ken6+6uGUjHeWp4ok3zez46BRWbnsZAHDJ4mZsvuoCnDM/iAVhDZYEAkk5T0pu5VPgUwQiuomQpsIwJaZjJpTEaKCmBUwbFlQBhAMqdFMiZlhn5k1M8ykClpSwZHx0VwmB9saAc0FZgdyn4nVu8j5J9uo9Hy+4m5Vkyds0fX9kG91ViPi+DvoVRA2JmGnBpwic1aBhJBKDYVrwqQrawhrGpg1nf7WE/BiNxM6sy4rHAUd3LbmKxy3gLXa97JNYzMTQRNTJm9obAxkNdLZo1MDJqTPXeWc1aCkNdIWs38u8hmHFy5o4JpLrs0KX6UW+6/eizMdPxXOFAnJzorzitqjRXQH8GMC/AvhnAHXxgHlyH3VuFgV9WX+pvOUPz0XH/NTPLvAFgPDslrHY+Ymo+mg+FX/29+53SBARzTb7UabB0QgODIxh0xP9We/acs1DSpwbpZuLuU/yPrGV8vGyfLbpOZrLpUWWfX1OWgNIW1rjSTn2H3Po6uQldr3sE79fzbuxJBDwYZFLo1wx6/cyr8+n4Jzm0IzzlSsm812/F/V+/DA3p3IpdnTXBinlPVLKZ6SUvfa/kpSsirWGNexa353SH8Cu9d3OIBJERKXGeoeIqgnrpOrDfUK1irFLtYhxS+VS7J10zwkh/lxK+f+WpDQ1QlEEli5swrNbVtbz7e9EVEVY7xBRNWGdVH24T6hWMXapFjFuqVyKbaT7CoC/FkLoAHTEn7GVUsp5RZesytX77btEVH1Y7xBRNWGdVH24T6hWMXapFjFuqRyKaqSTUjaVqiDVIlcHl3aHmjHTgl9VoKkCk7oJnyLQGtLwfjQWHzhCSqhCQAgAiY6MFUVgZFKHZcU7ljQt6XTKaU9jCzwR5TI9baQMXtMa0hAMFvtbCxGRO8uSODkZxXTMhCoEQpqK5lDuTtLt+RUhEPQpiJnxvCh9MAA73zHNeG5lWhKqIqAogGXB+T95nXaOZlkWTAmoAjAlIBPLZ/5UXul58Ewdyyfn1EFNgR6TUBUgZkrnPNagKZjSz3S67lcFDAs4q8HvDELhZ748J+QbX4UMxpBPzOY7yES5Bo4ox/q9fP85MEhKWTA3p3IoKoKEEALAWgDnSSnvE0IsBvABKeWvSlK6WZZrqGjLkhlDU+9YuwJ7fv4uXnt7BI9uuBRjkzq++swbzvRtqzvx+Gvv4O7rliFmSDz4z4fx2SvPwz29B1OGt27QVKz/h1/V8/DuRFSk6WkDR0YmM4Z5v7A1zGSAiErOLSfavqYTC+cFsaQ1nJGjpM9/7fJ2fPHqC7Hlyf0pOc9DL72FFw8NoaMlhN0bLsNUzEzJrezc6bNXnofHX3sHG1aeh4XzgvhgSwOODE/gwZ8ddqal51TMn8rHMKyMPLhnXReWLWzK2pBix0NbYwB3X7cU+948gesvXuTExLXL2/Glay5KOa/tWLsCz79xHKs+2oFvJ8XKYxsuRcyQ2PhEZo7O/V378o2vXNdq6XHgJWZjMRNvDk1k5FjL2htTGsq8rN/LvOVYv5fv72W5dAZzcyqXYgeO2AHgCgC3Jl5PAPhukcusmJFJ3amcAGBwNIKNu/swMqljaCLqVHL2tC1P7sfGj52PwdEIBk9FnAY6e/o9vQexumsxBk5FsPGJPqzuWuwkk/Y8m/f0492RKdd1EhHZRiK6kwQA8brizj39GImwriCi0nPLie7aexDvjky55ijp86/uWuw0xtif37ynH6u7Fjuv3z01lZFb2bmT/b+9zqGJKDbu7kuZlp5TMX8qH7c8ePOefgxNRF3nT46HzVddgLv2HsSa7g+mxMTqrsUZ57UtT+7Hmu4P4s60WLFzae7v+pRvfOW6Vit0mfa8bjlWMev3WtZSr9/L9/eyXDqDuTmVS7FNvH8opVwhhDgAAFLKUSFETQ1nknxrryllyhDKQPxg0w0ThuU+TU38utCgqa7Tm0P+lL/d5mnQ1Iz3dMMsyfcjovqQrQ4yLFmhEhFRPdMNM2vOEtENDI8j5XGo9Pmz5Tx2XgTkzp2S/2/QVBim5Tot/bPMn8ojltj+yQZHIzBMy3mdLae295WqiLxixJ4vn1jh/q4P+cQXkL1ecouDfJcJ5J9jeVm/l3nLsX4v39/LcukM5uZULsU20sWEECoACQBCiDYAmUd+lUlJIiyJv33+EF48NIRHb78UHS2hlIOtoyUEzadCmJbrNL+q4OHbuiATr9OnW1KirSmIvZuvwPyQ33We1sYAnr7jcoxFYujZdxTDE1Fovsw+CIho7vIpwrX+8PExBCIqA82noqMlhLbGADZfdQGaQ35M6SZCmorf/H4c9z13KKVLECA1DxqLxFzrrFjSBeKUbrrOY3/W/r99XgCaT3Gd5paz2djHUun4VcV1e6uKwLsjk/CrCoSQePO9CTRoKlobA7h2eTtWdy1Ga6OGR2+/FACc95pDfiwIa67LNC3p7GNbtlgBgFOT0Zx9JXrBmKkMTVVSYmMsEkNv/wD8aupDX3a9lOu4T15mtmu3dPnmWJpPdS2n6/o9lNXL+vNdZrZj1ufy/b0sl85gbk7lIqQsvKVXCLEWwGcArADwOIA1AP6LlPKHOT4TBPAKgADijYR7pZTfEEKcB+ApAK0A+gHcJqXUhRABALsBdAEYAfAZKeWxXOXq7u6WfX19rtPcnrnftroT3/zpYQDA3dctxV17M/s3OT2tY3B0OuW5/p3ruvDEa8fw2tsj+OHmy6EbEsPjUYxM6ujtH8DXPrEU49MGvvLUv6GtMYC//vP/DSFNzegbILl/lh1rV6A1rMHvU3BWOMDEoDrM2k7IFbs0t01OT+OdkWhG/XFeawDhYNDtI1UXt0u+/nzZy3Ls/uvLvg4qu1mJXda38ZxoLKIjosfvfAr6VSf3sCyJYycncWJ8OiUvenhdF343NgULAq1hDYtaQpiMGnjghTfxpasvxMkJHQ2aipCmQhEioy/fBk3BXT/8XxieiOLRDZdCNyxseiJ7n3Rf+PiHMD8Uf0hDUYAnf34MH1u6MGufdBe2NTqDUyT/EDsLfSxVXZ1brPSBH94bi5+D2hoD+PI1F2LJWQ04cTqKbf/0prM/J6cNRA0L80M+GBZS5r9wYRhjU4bz3j1/tgwL5wVw7OQUHnrpCIYnok6fdJ/8aIeTH1+7vB1/c8OHMTIRc+2/cMPK89DWFEg8mSJmHNAi1/edg/1yVUXcjkxO4/jodEofljvWrsCiliBaw2dyHC/7aGRiGm8PT6b0F/7gzRfj/LYwWhtT8yZdN3B4OLNvsaVtYWjamXtavPbzdmxkEu+OTKFBUzGlmzi3tcG1T89o1MCRk5MZy73wrDACgdT1Hzs1iYFTEWeZixeEsGRB2LWfvcNDExnLXJrWz53X71VFKp4rFJCbE+UVt0U10gGAEGIZgGsSK3xJSvmbGeYXAMJSygkhhB/A/wTwFQD/CcCPpJRPCSF6ALwhpdwphNgCoFNKuVkIcQuAG6WUn8m1jlwH0/B4FDfueDWjxXvrquXY9EQ/LlncjO/cegkApPyCdmpyGqcmYymVYkdLELteeQdHhibwNzd8OOXE8t1bV0BKiS/+4wG0NQbwtU8sxT29B51E5dzWBgyNRxHyK7j3J4dwYGAspSzJv1DXcWJQK6oigaG5bej0NN57P4JTkzGnDloQ9uMD80Non8dGOhsb6epCxRPvucC+gDxxetr1x0lFEXhvLIKbHv55Rs705Of/EGu/90vnM9vXdOLZ/cexuqsDf/XDN5JyoUswPm3AryrOHSd/cdm5OL8tjDd/P47e/gFsWHkehBA4e34QhikR8AlEDYmIbmAiakARImWZO9auQMivABBoDKiQEM7ori0hP44MT7j+EHtgYAwdLSE8u2Ul2poC5dikVVfnFsOtMWT35y5DY8CHofFoRmPZjw8cx40rFjmx9Ojtl2Lrj3+dkgPb+W3ye8kXtq2NGiamYxgcncayDzRhOmbCpwi8HznTsLf9posxNqVjZFJHz76jzn6974aPQDct3PfcoYIbF7JdI5QxZqpBVcTt4OgUbnnkFxnb/qk7LkdHS0PKvPne7fi7sSkMjUcxmpQ3tYT9WNgUwAeaU5d5ajKK9yM6fIoKS0ooQsCwTMwPaVgQPrPvh05P49M7X8so54/uvDIjF/PSoDh0ehrD49MYGtedsrY3aWhrCqYs99RkFEeHJjIaHi9ob0wpJxBv+Bw8lZk3diwIpTR82ssdODWVMe/iBQ0Zy60iFc8VCsjNifKK21IMO3ICwL8mlhUSQqyQUu7PNrOMtwpOJF76E/8kgKtxZgCKxwHcC2AngBsSfwPAXgDfEUIIWWDrYrZn7u1+L+xHTdNPxhHdwu2Pvp5RKT96+6V4++RkRufIX/jBfjy24VIMjkawddVyJxEZHI1gw2OvO41xX/vhIaeBMLksdoeddZ4YEFGedNPCF35wwDWBJSLyamRSx7sjU9j641+n5C/JuYeepU+j4fFoymfu2nsQj95+KTY89npaLnQgkeP8yvn8X/7R+YiZlpP3/OUfnY+xSAxfSzTEPX3H5fjMI78AADx8Wxfue+5QyjK3PLnfaexJz5GGx6MZnZ/bjUP23XrsYyk/bh3Jr/+HX+GZTVe4DvaRvv/tPuSSc2A7v01+z17G5j39Kfnw3s1XOJ3W2zEwOBrByETUiQ/b4Gj8B/QGqM6yntl0Bc5pDnn6zuyXq3LMLH17WS59eymKyOvaSErgiy5509MueVNEN3Hb9zOv856+43IgnDRfzD1GpmOZMZJtMAa3azvdtLBpz/6M9afneBHdzBio8KvPvJFRzvi8qpnvmAAAIABJREFUOfLGjHlN13ndlktnMDencinq/lUhxH0ADgJ4CMC3Ev++mcfnVCHEvwEYAvAzAEcBjEkpjcQsgwAWJf5eBGAAABLT30f8kdiC2M/cJ0vu22TX+m60hjPHvsg1cESujm87WkI5O09ObiBMLos9DxMDIgKyJ7AmO6clogLohjljZ/x2n0bJOlpCGSP+2TlPrh9B7c9O6SZUIZzXY5FYSp5k52NA9oEFWsOaa7420w+x7GMpf9m2ZbbO6NP3v70f3fbtTIOK2DHWHPJnzJscHzY7rpLzZ7fO8WeS7RqBMVN+dt9eyew+DwuVNW9yuc8j2+CBZtqsapZyut3J56XRN99GynzL6WWZXpdLZzA3p3Ip9iHzmwFcIKW8Skr58cS/q2f6kJTSlFJ+FEAHgMsALCuyHBBC3CGE6BNC9A0PD2edz07s7Aq2oyWEh2/rwkc75uPZLSuzPl6a7eRhWtLpzDZ9mk8R+NZNF2edbicaU7rpvLdtdSd69h11XjMxqH/5xi7Nbf4sdZC/Qo/DM26pFjFuz9B8atb8xM492hsD6FnXlZIzfffWFejtH8j4jCWRtfHE/nv7mk4sCPvx+9PTKTlPcsNLz76j+NZNF6fkSenLPKc55JqvFfpDbC2Y7djNti2zNdym7/+efUexfU1nSoz17DuKbas7Z8yLt63uRG//AMYisYwYsJebHJPb13SiJexPyZ/dOsefids1Qi3HTDXIN26DmoIHb744Zds/ePPFCGqFX6oG/e4xHHS5tso6rz9t4ApVcY0/LcdgDOnLdLu2C2Vdf+q8+ZbTLmu2Yzidl+XOBfnGbbXl5lQ/ih04ohfAnVLKoSKW8X8DiAC4B8DZUkpDCHEFgHullJ8QQvw08ffPhRA+AL8H0JbrcdeZ+uooZOSmWMzEm0MTGR2KBn0CY1NGxoAQO9auwJ6fv4uxiI57P/VhnJp07+z2q3+6FAvnBeKdNs9uB8eUv6ror4PmtulpA/8xktmp8IdawwgGXXsuqLq4ZZ90lKeK9zMzF+TTJx0Qz39+d3raGRhr/7ERfPKjHSl10a7butE+T8N770cz3m8O+zEVNaEI4OSEjpawH00BH6KG5eQ81y5vx5evucj57LXL27F11YehKsjIn3LlRm59QD18WxfOCmtQFKXcI3VWXZ1bjGz9aV3Y1pjR71/Pui58YH4AQ6d1bHwiqQ+7DZehMZjah921y9tx76c+jNHJGDalnc+EiN+F0ts/gC9fcxEeeuktDI/r+Os/X5bSB9d3b73E6SdLEYAQwL0/+Xcnfy6mw/s5OLprVcStl0EW8mVZEod/P54Sk7tu68bSszPrj3z7j/MycIOXPunyLauXZXod5KIGB02peK5QQG5OVP6BI4QQ3QB+DODXAKL2+1LKT+X4TBuAmJRyTAgRAvAigG0APgugN2ngiINSyh1CiC8A+IOkgSM+LaW8OVe5ypW8xGImhiaiMCwJnyIQ9CuYjJrwqQrawhrGpg3ohgm/T4FPEYjoZ/6OGRZMCUgpIYSAKpCRMM7BxKBWVEUCQzQ9bWAkojt1UGtIy5UEVF3cspGO8lTxxHuuSB3dFQj63UeWT89PWkJ+ZwTV5HzFLY8B4Jrb5LNMAHmVL1dZZzGXqro6t1jZtmUp3geQc/8nvw5pKgxTYtqwoAogpKloDp3Zr4ZhxfNz04JPVQoe3XWOqpq4Lcex62WZ+c7rJd7KsX4vyyxXWatEVeQKHnNzolkZOOJxxBvY/heAfDt/+ACAx4UQKuKP2z4jpXxOCHEIwFNCiL8FcADA9xPzfx/AE0KI/wBwCsAtRZa5YH6/ikVpIwy1Np75uy3tlmSvHW3m2xEqEc1NwaAPi3jiJ6ISURQRvyNphnzFLT9xy1ey5TH5zus2Xz7ly6cM5F22bVmq92fa//nuR59P8TxIBFWfchy7XpaZ77xe4q0c6/eyzHKVlc5gbk7lUGxETUkpH/LyASnlQQCXuLz/NuL906W/Pw3gpoJLSEREREREREREVOWKbaT7VyHEfwPwE6Q+7rq/yOUSERERERERERHNGcU20tl3xF2e9J4EMOMIr0RERERERERERBRXVCOdlPLjpSoIERERERERERHRXFVUI50QYiGA/wfAOVLKPxNCLAdwhZTy+zN8lBJqcCQdIqoQ1hdEVC1YH9FsYrwRlRePscJwu1E5FPu462MAHgXwnxOv3wLwNM6MzEo5WJbE4RPj2Li7D4OjEXS0hLBrfTeWLmziwU1EKVhfEFG1YH1Es4nxRlRePMYKw+1G5aIU+fmzpJTPALAAQEppADCLLtUcMTKpOwc1AAyORrBxdx/eez+C4fEoLEtWuITlZ1kSw+NRHB+dmjPfmWZPPcVXtvpiZFKvcMmIqNrlqgsLqSdZH1GxvMRdsfFWT7kA1ZZaib1qqNNrZVslG5nU8eDPDmPrquV4+o7LsXXVcjz4s8M8F1LRir2TblII0Yr4YBEQQlwO4P2iS1WDkm919fsU+BSBiG4ipKkwLImYYUEIAU0ViBoWTEtCAk5laBscjSASM/E3/+Pf8dU/XTpjS3wt32LLXx+onCxL4s3fn8YdT/Q78fXIbV1Ydva8mowv3TDR1hjA1lXL0RzyYywSQ8++o9AN/i5CRO4sS2IsouO9sWls2tOfca61LInfvR/B0HgUI5M6evsHnNwDAMYiOmKGhZglYUmJoF/FWeEAdMN0zV90w8TweDTvnKSWcxgqnNf8L1u8TcdMHB+dyhk7udYFwIk/IQRUASiKkrIsw7AwNBFFzLTgVxW0Nwbg8xV7j0NmGXkc5K/S2yvf9XuNcy/Lzff75xu/lc4xa/Wa0LIs/OUfnY+/+uEbTrm/ddPFsCyr0kWjGldsI91/AvATABcIIV4F0AZgTdGlqjFuFcv2NZ14dv9x3LhiEe7aexCDoxFcu7wdX7z6Qmx5cj8GRyN49PZL0dESSkk8OlpCGDgVwWevPA8P/uww/u7GTrQ1BfJeby1UaLZsv9o8u2Vl1u9MlK/h8ajTQAfE4+uOJ/rRu/lKLJwfrHDpvPP7FNx93VKnPrHrGX+JLxYoP0u+/rznzxy7//oylITInZ0j/P79aWz98a8zzrU/2nIlhsej2JT0Q8a21Z148GeHcf/qToxNxTA+HcOUbqbUO7vWd2PhvIBr/mJYEp/Z8WreF6S1nMNQ4U5ORl3zvx9tuRLtTZnnZ82nusZbzLTwV8+8geGJaNbYyZZr/mjLlRiZ0FPib9vqTjz+2jtOQ7VlSbx5Yhybkxq4e9Z1YdnCppI11PE48KbS28vL+r3Eeb7L9bJ+w7Dyjt+QprrmmCFNLeXmy6pWrwlNCaeBDoiX+69++Aae2XRFhUtGta6oM4yUcj+APwFwJYBNAD4spTxYioLVEreK5a69B7HxY+c7lR0ArO5a7DTQAcBDLx3B9jWd6GgJAYCTIDz00hHc03sQq7sW5/wFoxpuTS5Grl/iiYo1nSW+ojUaX4ZhpdQndj1jGPy1jogy2TlCg6ZmuQvJchro7Pfs3COim3h3ZAqnJmMZ9c7G3X0wLImHb+tKyV++e+sK/N3zh/LOSWo9h6HCTcey3Rnnfj5rDWsZ8bZtdSfu/6ffYPNVF+SMnex34VkZ8WfHv72soYmo08Bhz7N5Tz+GJqJFbwMbjwNvKr29vKzfS5znu1wv6/cSv4Yl3XPMWXrktFavCWOm5Vpuw2RuTsUpdnTXLwB4Ukr574nXLUKIv5BS7ihJ6WpEtorF71Oc9y9Z3IwL2sIp8x0YGMMDLxzGU3dcjuOjEYxFYvjmTw/jwMAYgHhSovnUrLc112qFZsv2y6jmm51fbai+qYpwja9a/WU6ZknX4z1WA312ENHss3OEsUjMvS4U7l1utIY1mJZEQ+IOCteLTN1ES4MfT91xOWKmBUsCmiqwumsxhsd1J4+xu/AwDAujkVhKHlPrOQwVThXu52c16fSc/phea1hLeRTPzpf/8o/OB5CINd3A0GmJmGnBsCT8ioCSY11u8dfeFH/kb0o3AMD1EcCYac34mG2275H+uCGPA290w8SV57di48fOh6oImJbErlfeLsn2yufRUC/7K58497pcL9/fSwNSzHCfNzZLPwTX6jVhvV1rUPUo9l7tjVLKMfuFlHIUwMYil1lz/Kri/Lpn62gJIWZY6GgJ4ZLFzfjaJ5Zi4FQkY77hxK8Zf/XDN7DpiX4nse1oCaG9KYCWkB+HT4zjxh2vYuW2l3Hjjldx+MQ4LEs6FVr6equ9QrO1hjXsWt+d8svorvXdaA1rFS4Z1QNNVTLuVN2+phOaWpuPh/oSiUCyjpYQfEwEiMiFnSO8dOgEdqxdkVIX9qzrAiBd65S2pgAkgCndxJRuus5zdHgSV97/Mm555BeYmDaw7Z9+gz9+YB/ue+4QvvaJpbhkcbMz7+/GInjTJY/x+9xzp1rJYahwIU11PT/bj9bZj+nd/PDP8Sfb9+Hmh3+OqGHhvucO4TOP/MLJlztaQhiLxJxlWBI4OjyBzzzyi/jnHvkF3o/o6FmXehfeznVdCPrd429+yI/7njuEP9m+D0IAd1+31Fnvfc8dwt3XLYUQyMjJ3bh9jzdPjKfcAV/rufxsa9AUrLviXGx47HVc/a3/Dxseex3rrjgXDVpxuV0++wrIfs3nd8ktA373PDTgz5w33+WGA6rr9w8HMuMl2zJ9LmWtdBzW6jWhXxGu+9jP3JyKVOzVqiqEcKJQCKECqO6jqQyklK6Pre565W1sW92JL19zIe7pPYiHXjqC7966ImO+J157JyOBePi2LpwzP4TRSCzrbc21WqHZFEVg6cImPLtlJV695+N4dstK9sFBJSNl/E6Q+274CJ6+43Lcd8NH0KCpkLI27zxrbwxgp8uFRntj9fbVQUSVY+cIf/YHH8B3/uVIyuhzEd3Ef/0fh7BtdWru0rOuC4oA/u75Q2gJ+7Eg7M/Ibx68+WI89NIRAPGc5M4n92N112Ln9T29B7H5qgucHEdKmfHI1cbdffApoqZzGCpcc0jDwnnBlPPzwnlBNIfi+97tMb2/e/5QRq68fU0nevYddR63Hh6PZjyy9/nd/YjoZkr8f/ult2BayIi/7966Avf/02+czw+dzlzeXXsPYuh01Hmd61HLfB43rPVcfrZN6VZK10GDoxFseXI/pvTi7vjy8mioW6OMG9N0z0NNMzMPdbuW3L6mMyNn9fL92xsDGcdMT5a8sdJxWKvXhH6fwFlNgZR9fFZTAH5fdZebql+xA0e8AOBpIcTDidebEu/NKdOGhQdeiA+/fGF7I44MTTi34R8ZmsD2mzoxOBrB4GgEioDr7frrrliCrauWY9nZTWjQfHk90ppcodXqiFCKIqq6Q1CqXdOGhXt/cgibr7oADVChm/HX//2Wj1a6aAXx+1Usa2/E03dcDsOS8CkC7Y0B+P38tZ2IMtk5Qjig4sVDQ3jx0JAz7ek7LseLh4YwPK6n5CRSSsRM6Uy7+7qlWNwSwj9uvBxW4mLx/3zq35y7/oF4TtIc8qe8vrC9EVtXLcc3f3oYX/+zZa55TEQ3az6HocIoisCS1jCagn7Xfe/2mN6Lh4awddVyJ15jpoXFLSF86+aLcWRoAooALOneLYQlJTY90Z/y/n+5Ph5/T99xOYbGo2gM+BD0KynHiZmlmwkz6c65XI+m5vO4YT3k8rPJyLJPiu07Ld9HQyMx07nms+vNB144jL93yS295KHJ15LJy02f18sjrD6fgmULm/DMpitgmBZ8OUZ3rYY4rMVrwvFpEy8cfA83rOiAlBJCCPx4/yA+dckiLAhXunRUy4ptpLsH8Ya5OxOvfwbge0Uus+b4FIHhifgIaQ/f1oX7njvTcfKBgTHnMdfB0Qh+9/50ynQg/mvFdCx+G/8zm65IqaBmeka/Fis0otmQfFzaav3xUL9fxaKWhkoXg4hqhKIIhPy+jDzCfoz1wMCYU0d2tIRw3w0fQdCvOtP+YtcvnWmP3n4pBkcjTjcdtuRHDu3X745MOcvN1iee5lOZw8xhufa9/ZieW66cHK9bVy0HANz33CFsXbUcWpbPTempjWj2I3+KIqD5VHzpHw9gcDTiDE5hfz5b7KbHe7ZHArN9j/THDXkc5M/u+iNjmxaZ2+W7r/yq4p5bujxC6iUPzXfefMvpLNen4JzmkOu0dIxD73yKwNP9g/jWPx9x3utoCeHTXR0VLBXVg2JHd7WklDullGsS/x6WUs65nk6TH0Pr2Xc043bljgUhPHTLJVmn71y7Anv7fut6C3Klbz8mqlWtIc318dDWEI8dIpo73PKIxQvij62m5Ba3daFjQQh7+36b0Yfd9jXxLjzcHn/duXYFevsHzixnfTfObW1w5untH8h45Ip5DOXi9pjeznVd2Nv325TXvf0DTl7d2z+AFpf4/PZfXIKOBaGsj/wlHx/pObpb7PYk1mu/zhXLXh43pPy0hd1zu7Yi65N895WXfeqlrPl2acKYqi681qByEcX0zySEuBDAfwOwHEDQfl9KeX7xRStcd3e37Ovrm9V1xmImhiaiMCyJoE+BJQHdtOBTBBqDKqZ1C6ZEfMAHVcCwJGKJR9aCfgXTMcsZpce0ZMotyfZoQ4YZn8enCCiKwtvhZ8+sbeRKxG49m542MBLRncdDW0MagsFibyCuGVUXt0u+/nzZy3Ls/uvLvg6gsO8yW2WrA7MSu7VY32Yb7d2yJMYiOiK6CVNKBBN39kRippOHRA2JmGEhpKkwTImoYUIRAkFNwbRuQQhASsCU8fpSFQLThgVNVaD5BCZ1CwFVQAiBmGnFcxVFoCGgQjfjy7bLBCClnC0hf8bornWYv1RdnVtNssVuNoZh4dSUDj0Ra0G/CoF4TPtVBa0hP05Oxc/v80MqJqPxGFZFPMe24zOoqWj0qxie1J0YlwA0nwKfIhDRTfh9CjRVYDJq/v/snXt8FOW9/z/PzO7sNWRzRSCRWxGMNEAWkEurKKfUVpRDg3ghIli5eunxVMVzLEd6qP2JyLFVC0GOBblYQShHi63VotRWpEpAUaNAuZkgkpAbuex15vn9sTvDzs5Msptkk93keb9evMjOPvPMM7Pfeeb7fOd7gUQpeI4DTwCO4zSyG68sR+rwrYUbdiMpJ7eJ0u38/iCqmy/1m+MQIAjafiPXfG2lHolnrLEePx6Ziue+i/ce7Wzacfyk0BV6+VqDET8xyW1HJWgjgMcBPAPgOgDz0fFiFCmJURiaPOEEJQqrmUOzn+KrsItyH5sJLx+swA8LB+A37x7HXZMGY9muUIJa+c3IAJcFX9f7sCiczFR+a+0NSGj0BjAoy9ETFV0Go8N4vUH8s6ZZSQQs31PfynKwhyeDwUg5JIni6PlGpZiU7MUzLMeJr+pacP6iV0lyL3u/PfXmUVQ3+bB2ThFy0gRYBQ7n6r2KTjGtIBf3T70Cez6uxA8LB+Delw8p+8uedoQAviAN5auTAJuZwMTzYeMGjz5W/YVUZNiUUfVLRu9AT3Y33z0eTqtJZdyNlCOOI6hp9qv2WTunCASANxAy3NU2+5FmNaHZJ8EXDG3befArTB+dhxG5TpjNPIJBCV83eNDoCyIoUpWMy/dITpqAB6ZeodIXNswdqySuz0mzKPr8+UYvBBOPfum2mPRvjiMw8xwopTCHQ2wZ7ScYlHR1uxF90zpk/AwGJRyrbrtfSaL454VmzTysV+QgnrFKEsWJmpaY+o1VpiSJ4mx9C3xBCo4AnoAEbyCIAS67Zh+j50tHizfEanhL1PETDVtrMBJFRw1qNkrpXoQ88s5QSlcAYK4CYeQJZ+ba93Hfy4dx7HwT7thwALNKP8C/bf8YDS0BlEwchHtfDlVGkw10wKWqQk0+SVGm5e1Lth1Cky+I8xe9qPfoV5RiMHo7td6AbqWuWm+gjT0ZDAYj+Yg0WACXKktWNflwpqZFtwrl4ilDlep//iDFkYqLKp2i2J2P5/Yew63jByrGC3n/B3d8gso6L87UtGD2+g9w7ep9uO2FAzh2vgkVtS247+XDmLn2fRw939iqES5SF5q86t2Y9mH0LKJlN8dpwfmLXvxo7X5DmdCT96XbDqHBE0BQknD7hgNY8frnOH/Ri1tfOIDr1/wV8zd9hBtHDcCejytR1eQLyV5VI+7433+gss6jkXH5Hil25+tWIJartrZXhpnsdz7xVGFNRL9G87Behd94xhprv/HIVIPXh7qWAOZt/BDXr/kr5m38EHUtATR4tce/0OzTPf6F5vZf13jGGs91TSbYWoORKDpq4vURQjgAxwkh9wE4C8DZ8WGlNpFvDeQJZ/WsQngDEtbcMgr1ngBK953Ahr+dxH/ddBU2zR8HE8chx2lBZZ0HY/JdWDxlKFw2s2GlKrvA46evfoLtCycArHoMg6HBqAJWQKcCFoPBYCQ7RtXeA6IEu8DrfidXXa2s86C60adp57KZUezOR22zX7P/pCFZ6Oey4rYXDiDHaVGqDrb4RZg4DounDEXpvhP4psELu8CHQ185pFtDHnSyHkQIwTNvH9UsvnYvncySlPcSomV38ZShGqNytEwYyftl6VbM2/gRKus8WD69QNPP0m2HsHHeOJh5gnMNHtjMPDbOGwdAX58ecVkaKIXmuxynBb6giDM1zTBxBP93qCJuGTYyPDDZbz/xVDdNRL/+oKiaD+U1nV6F33j00Fj7rWn245m31VVgn3n7KJ6YWaiRqRafhKXbDmnuj+0LJyA6+Msb0D++N6B/XWPxkItnrEb3u1Hl5GSBrTUYiaKjRrqfALADeADASgDXA7iro4NKZSLdddfcMkoxujktJjy885KL/ZpbRsFi5nDbCwdUbve7D53FjDEDFK+6jfPGGVaWqqzzQGQv4xgMXRJVAYzBYDC6A6Nq72aeU6q1GlWhzMuwKR4J0dUrsxwCapr9qu2z3XkomTgQ3zR4keO04KHvD1el41g3pwgDM22a7WvnFKHJLiIgUsz97YfK9lXFhahu9ONwRT2A1Fh8MTqPaNl12cxtLsiN5N3EcW32YxN4nG/0Y0lkqpgSNxZ9dxDW/+20qr+K2hYERKo61ph8Fx65YbhKR187pwh1LUHsKKvUHa8eqWp4SGaMKviaDaqbxkqsVVNtAo9HbhiuSS1gE7Q56eLRQ60Cp9uvVYgOi5U06ZFWFRdCkrRGoaCkb5gWdTzZLLz+8S18+0NT4xmr0f1uVDk5WWBrDUai6Gh1148opU2U0kpK6XxK6Y8opQc6a3CpSORbM7l0++IpQ7Ek6k3GT1/9BHXNAY3b/cJrh6rCXp/de1xTqWpVcSFK951AXoYNVnOvTAHIYLSJiSOae2f1rEL24GQwGCmJUbX3XKcFA7PsuvOdrCuURlTCXFWsrl6Zk2bBrrIK1faF1w7F0m2HUNPsxwNTh2nScSzZdgh2i1mzfem2Q/AFKc7UtKi2L9sVCiuUSYXFF6PziJZd2agcSbRM6Mn7quJCEAJlm6xnR/dDAMVAB4RldmsZSiYO1twjPEc0uvYDU4fpeugtuGaI6jhtybBseGjtPBnxIZj1dTvB3DHdzi5wmqrWa+cUwR5lJAtKVDe1QFDP8GXS79OikzvPH9Dv1x9Q9ytSaObdZbuO6DptyAakSPIybOD1csJR6B5fLzI71tDUeMZq9HxL9irgbK3BSBTt8qQjhPwBoeJIulBKb273iFKcyLdmsjJsMXEqCztwKWQ1epuZJ6q2hyvq8dSbR7HtnqshSiHF9+k/hxJBb5g7FtkO5i7PYOjhDUp46k21m/1Tbx7Fr28b3d1DYzAYjLjhOILhfdOwe+lkTYjRoCwHXHYzti+cAJEC1vAi8Fe3jVaquz74veFYsPkgnv7zUaycMRKXZ9lxrt4DngD3XjcMv3n3OJZPL0CWQ1B0kdJ9J/D07FEG3hj6YT4cga5+Iy+2UmXxxeg8omXXJvDYMHesxhMnUiai9xElil+8UY77rx+GVcWFWLbrCEr3ncDqWYUq7591c9wIiPoeREFR0ugEj/5ghKJrv7JwAgiMPZBk40asMiwbHlo7T0Z8eP36ut3zd4zpUPqfZp+IrR+cwcZ548BzBKJEseG9k/jJvwyDKyI0NBA0CG8Mar3DAqIEwUSwaf54cCRkCAtKon64a4xhk9QgDRKl2mU5R6DcK5GebHr2I6P0SpJOv7F6iMY11laeb8kMW2swEkV7w12f7tRR9CAi3XUPV9Tj6T8fxepbRum6wrb41ZNZXoZN43IPANXh5LfnL3ph5gkeu/FK9HfZcFkfa9JPXgxGd2HiCKqbfFi0pUzZZvQGkcFgMFIBudKk3vZMh6XVRWqaRcDupZPhCYg4UdWEh3Z8gsMV9Vh/Z8jLrtidD5fNjJpmPzIdAvIybDhcUY9z9R79MCSD8DCJQle/6e+y4f1l16XM4ovRuUTLrssmtLkgj9xHkiiemFkIf1DEc+8cVxbFgolgy4/HgxCCQFDChvdOYuG1Q3VlU6TQ6ARySHh1kw8cIejvsuFrA5k38Rx2Lp4Ysw6eqoaHZEYw8bq6XUe9EwUTj/0na5RwZrnfh00jNO1iDcukIPift44pc2u9J4BdZRVYcfNITdtYw23jPf5L+0+pDEgv7T+le/x4+o21bbwhrEbPt2SGrTUYiaJdsZKU0r/K/wB8AKAOQC2AD8Lbei3R7rqhhz40LrzrStzIdJhV20pL3AAkjdtsaYkb/+9PX+D2Df/Ao7//FA6LiRnoGIw2yLIJWFfi1tx3WTb2BpvBYPQ+5AVQnsuGy9KtqA5XGNxVVoEHpl6BlXvKcesLB7ByTzkCoqjMn2veOqbRSzbcORY5Du0cGwrlIhiYZdeELV3Wx4oBGXbkpFmY/sJQ5DFWmZDb90u34cHvDVfk9f7ffYxGbxC/fKMc33vmPew/WQOziWBdVJhhaYkbFhNRbYsOCc91hgwEuU4LSnVke9sHp+LWweM9T0brJCosMtYDM5KFAAAgAElEQVR+4zl+rtOimVsfmHqFImfRbaNlLlImE338ePpNxLVKVdhag5EoiJ7Lacw7E3IjgFIAJwAQAIMBLKKU/qlzhtc+xo4dSw8ePNhtx9ereAOEYvh9QREEgJknAAj8ogRRojDzHLLtZjQFRASCEgIShUQprGYemTYBdZ4AewvXfXTZxe5u2e1peL1B1Hj8CEoUJo4gyybAau1ovZyUIenkdtCjbyR8LKefvDHhxwDady5dNbYeQJfIbm+eb6P1lAybGbUeP7wBCTwJJUdPE0yobvYjKEqwmDiIlCIohvSSbGfI2BAIiKhq8ilzrF51116ktyTdnNtTkSSKC80+RV4dFh5+kSIQlCCYeLisJlz0BeANSAiGdezcsMzKcikXGvAGRJjC35sicoUFg1JItkUJPEdgMXGgID1RllNObmOpLJrIfuM5fqQc6clZe9om6vjx9JuIa9UOkkJX6OVrDUb8xCS3HZWgNQCuo5T+EwAIIUMBvAGgW4103Y2Ru24sLryZgv5PkmruvwxGMmC1mjCAPSgZDAZDhZ6ekptm1bTr77JptkViNvMYkGHX/Y7pLYxEwXFEV14jyTLrh9TFKpcmE9em/DO6h0SFRcbabzzHj0eOYm2bqOPH028irlWqwtYajETQ0dKgjbKBLsxJAI2t7UAIySeEvEsIKSeEfE4I+Ul4eyYh5G1CyPHw/xnh7YQQ8iwh5J+EkCOEkKIOjpnBYDAYDAaDwWAwGAwGg8FIKjpq9j1ICPkjgB0IVXu9BcBHhJAfAQCl9Pc6+wQB/JRSeogQkgagjBDyNoB5APZSSp8khDwK4FEAywD8AMCw8L+rAawL/5+SGLn9ShJFXYsPnkA4/JUjIOFKQCaOwCpwaPJeCkuRw19tAo+gdMnFvwe64TMY7Ya5oDMYjJ5ApO4Q/dyP1AkIIRB4goBIEZAkWHgulFBfDIX92czhfUUppFuYOXgDTH9gJD/R+rPLGgrHDqXHD6WP4TkCgeeQYTOj3huEJEkQaahypcBzCIoSggapZOT+AqKkhMcahQUyEoPfHwyF2Id1thyHAMEgwigRxBqaKYeQdrasJCI0NDolQa7TArOBl2kijp/gcNekgK01GImgoxJkBXAewLXhz9UAbABuQshopzHSUUrPATgX/ruREPIFgAEAZgCYEm72EoB9CBnpZgDYTEPJ8w4QQlyEkH7hflIKSaI4er5RU4p9WI4TX9W24HyjV1VGfs0to/Di309iwXeHwOUQ8OaRc/j06wY8MPUKLN5ahhynBY/cMFy1z4a5YzG8b1qPmwAZjHjxeoM4XtOMJVvLlPtjXYkbw7Ic7OHJSBnizX3H8t71PCJ1B73nfmmJG8/uPYa3yqswrSAX918/DEu2HUKO04IVNxegxS/i4Z1HdPddO6cIWz84g/0na5j+wEha9PTndSVu7Pm4Et+7qh/+bfvHyvZnZo9Cg0PA6je/xF2TBmPZLn3Zj7xvFn13EKaPzlPpC6Ulbozom8YMdV2E3x/E0WqtzjY8x9ElhjqjNVr0nBgMSvjyfCMWd7KsxHr8eAgERHxZ1aS5piNynRpDXSKOn4g+kw221mAkig49eSil81v5d3db+xNCBgEYA+AfAPpGGN6+AdA3/PcAABURu1WGt6UcNc1+ZaICgMo6DxZsPoiqJh/O1LYoyoP83U9f/QTF7nw8uOMTVNZ6MKMoD8XufOXBsHjKUM0+CzYfRE2zv9vOkcFIFmo8fuWhCYTujyVby1DjYfcHg8FIHSJ1B73n/uKtZSh25wMAit35WLLtkNK2tjmgtNfbd+m2Q1hwzRCmPzCSGj39ecnWMswae7lioJO3yzpzsTsfy3YZy37kfTNr7OUafWHx1jJUhSsgMxJPdbO+zlbdRXOS0Rotek6savIp6zC5XWfISqzHj4eqJp/uNdUbayKOn4g+kw221mAkig4Z6QghTxFC+hBCzISQvYSQakJISYz7OgHsAvBvlNKLkd+FvebiKjtLCFlICDlICDlYXV0dz65dhj8oKjexTGWdBwFRgl3gdb9z2cyorPPALvCglCqfAaj+jtzHHxQTeyKMTiUVZDcVCUpU9/4ISu2vaM24BJNbRiqSinIbqTsYPfddNrPme5fNrNItjPblwx4NTH9IblJRdjsLI/2Z54judrvAx6Qvy/eNUT9BUersU+l1xCq33a2zGclY9JwYEKWEyEqsx4+HeK5pIo6fiD67ilSRW0bPpaM+3NPCBrbpAE4D+BaAh9vaiRBiRshAty0ib915Qki/8Pf9AFSFt58FkB+xe154mwpK6QuU0rGU0rE5OTntPJ3EIph45GWoK+zkZdhg5jm0+EXd7+o9AeRl2NDiD+WakT8DUP0duY9g0s81wEhOUkF2UxETR3TvD1MPcbHvbpjcMlKRVJTbSN3B6Llf7wlovq/3BFS6hdG+YngxwfSH5CYVZbezMNKfRYnqbm/xizHpy/J9Y9SPiWehrh0lVrntbp3NSMai50QzzyVEVmI9fjzEc00TcfxE9NlVpIrcMnouHX36yMHWNwJ4lVLa0NYOhBAC4EUAX1BK/yfiq9cB3BX++y4Ar0Vsnxuu8joBQEMq5qMDgCyHgA1zxyo3sxybn+u0YGCmHatnFaq+W3PLKOwqq8Azs0chL9OG1w5VYldZBUpL3KEcCPtOaPbZMHcsMmxmVDf6cLauBdWNPkjMms9IQiSJJlROs2wC1oXvFQBKnogsm9Cpx2EwGIxEEqk76D33S0vc2FUWygqyq6wC6+YUKW0zHWalvd6+a+cUYcN7JxX9IcvR9vyY6LmbwYhGT39eV+LGzoNf4Ve3jlZtl3XmXWUVWFVsLPuR983Og19p9IXSEjdynZaYxsfuiY6T49DX2XJimJM6A6M1WvScmOu0KOswuV08stLR48dDrtOie031xprlELD57vHYOG8cti+cgI3zxmHz3eM7dPxEnFOywdYabP5LFCQUWdrOnQl5EsC/AvAAGA/ABWAPpdSw+ioh5DsA/gbgUwCyb/B/IpSXbgeAywGcATCbUlobNuo9D+AGAC0A5lNKD7Y2rrFjx9KDB1tt0m3EUt1VCleHaU91V5fVhHMXvahq9KGm2Y9dZRV48HvDe1SSzm6gyy5cMstuZ9JVyWR7ecWlpJPbeIsgtIeuKpzQnnNpz9h6aeGILpHdVJpv21PdFYSCSqFwHJ4j4AjAc1yHqrv2hkTgHSDp5tyehFF1VwIKIFTBmOMIbGYOogR4gyJMhMDEc0oVzlB1V8Bq5gyruwZFCaY4Knb2gHsiaeQ21aq7xisrnXX8eIi1umui5Diec2rH+SeFrtCb1xo9YP7rDmK6MB2SIErpo4SQpxDybhMJIc0IVWNtbZ+/tzK4qTrtKYB7OzLOZILjCHLStG8wOI4gy2ltdd/0CG9avT4kieKLby5i0ZZLFWZWFRfimbeP4omZhbr7MBjdgVEy2d1LJ3eanEoSxam6FvbgYDAYKY+R7iAT/V2iFOeumLsZDD307oH+LnWYWbxy31Z/scDuic5DEEwY0IVGuWjammdlTCauXbLSWcePB7OZx4AMe5vtEiXHsZ5Tqhp7evtag81/iaNdZn9CyPXh/38EYAqAGeG/bwAwqdNGx4iLmma/YqADQjfKsl1HUOzOT4kknYzeQ1ckk+0NVaUYDAZDj0TNf6mcCJzR8+mO5z67Jxg9ge6W41TV2VN13J1Fd8tNT6a9ryuuAfAOgJuAsJ+5+v/fG+/K6Cyi3YKNbpQshwCbwKO60afrQpwI92oGozXkZLKR8trZyWTZg4PBYPQkjML95FC+yJCrRM1/XTF3M5KfWPXGyHZmEwcTR+DxJ07X7I7nPrsnGD0BwcRj0XcHYdbYy8FzBKJEsfPgVx2W41jnilTV2VN13J0Fm/8SR3uNdI2EkH8H8BkuGecQ/pvRCp1lENNzC375nqt1b5S+faw4f9Gn64oLICXdixmpjZxMNlruOjOZrFyBK/p+MLNqbQwGI8WIfuYv+u4gTB+dhyVbL6W3KC1xY0TfNJhMnKHiTEgoB257n+9dMXczkptYw9L02q2eVYin3jyK6iZfm7pme/Tl7lgwsnuC0Rqp4gjhspowfXQe5m/6SJHjdSVuuDqQWy2eENZUNfb09rUGm/8SR3vvPGf4/+EAxiFUiZUg5Fn3YSeMq0cQPTFn2Mw4Xt3UKQYxPffaX7xRjvV3ulU56daXuOG0crh9g368OIB2xZKnykOHkZxwHMHwvmnYvXRywmSIUopnZo/Cgzs+Ue6HZ2aPQkeK5TAYDEZ3EP3MnzX2cmUxBYSe3Yu3lmHHoono77LBZTVhfYkbi7aqc9SueP2zDhWTimfuZnpCz0SWxRynBcunF8BlM+ObBi/69rEg02FRtXvm7aNKm3pPABvfP4XFU4Zi0ZayVnXN9uan0lswrr/TDUmSUN3oS4gMdoU+w0hN4pXj7pwzq5v9yksfIPRMWRLxTGnPWPXmAKM86alq7KGUYvWsQjy884jqZURvWWtwHMGwHCd2LJqoKqTSm+Y/uZCMXlRDR2iXkY5S+nMAIIS8B6CIUtoY/rwCQOLL96UAwaCErxs8qGsJwC7wqPcE0OIP4v8OVXRKckU999q3yqvwy5nfxsv3XK1Ud/313mP4ydQrkOO0qNpHuuLG66abqsk9GclFIhLkRiJSCrOJw8oZI2EXeLT4Q+E2Ui95cDIYjJ5D9DOf54juszsoSggGJRytasKze49h+fQCZDkE5KRZ8Prhs3irvArl5xqxe+lkZDmENhdZRguxtuZupif0XPxBETlOCx76/nAs23VE9VLYZYtMpSLhrkmDVW1WFReiT9gzR9Y19VKxxJOMPFpGh+U4FYOZKFH84o1yvFVelVAZTLQ+w0hN4pXjRMyZsRoQAqJk+EyJJnZvWv05QJK0faaqsdsblPDUm2pD5FNvHsWvbhvd3UPrEiSJ4txFD3xBCo4AflHEuYseDHDZk/636wyCQQlfnm/EYoOoho7Q0RI6fQFEZkb0h7f1aiSJ4mhVo6bK6q//cgz3XjcMH56ux+GKegDtj1s3cgv2ixR3/O8/VNvLzzVi5YyRmL/pI1Vb2YU4XvdiVsmFkQpQCtz38mGNbG9fOKEbR8VgMBjxE/3MFyWq++w28RyqmnyKwvhWeZXy3cZ547DmL8dRWeeBJEltLrI6smhkekLPRTDxeGDqMGXhDYR+30Vby1S/r0ihabNs1xFsnDcOQEgmRYli5tr3NfIVa56n1mS0ptmv9C3vz2SQ0ZXEk68sEXNmPAYEo7BNk07YZqxjNZoDdiyaqDveVDR2mziC6iYfFm0pU7blZdhg6gUGKgC46PWjriWApdsOKTK2dk4R0qx+uOyp9Vu2h0h9C9BGNXSEjvribQbwISFkRdiL7h8ANnWwz5SntSqr9758CIunDFXatjfeXnYLzsuwKf1smDsWlFLdB8LgbIembZZDMOynNffi3p4kk5EaiJL+vSBKzJOOwWCkFtHP6p0Hv8K6Erfq2V1a4kau02LoEcGHFw15GTaIVD/VRWRFuo5UrWN6Qs8lyyFgcLajzd/XSB9t8gWVMNRfvFGuK1+yUToSPX25NRllMsjobmKVYyAxc6aRAaGqyadpm+u0oNTgmdLesRrNAT0pFNRp5TXP4nUlbjityZ1Lr7No9omKgQ4I/b5Ltx1Cs693zLPxeKDGS4c86SilTxBC/gTgu+FN8ymlhzs8qhTHaPJy2cyorPMoBrBpBbn42Y0Firt/hs2MOk+gzSpYsmt/pt2MHYsmglKqtKlp9itvQsbku7B4ylBkOQQIJg6v3zdZ6S/DZlaUmCynoPquLffiVE3uyYgNvz+I6mY/ghKFiSPIcQgQhI463XY9PEd05ZTvJW+3GAxG6qKX0zbLKeB3C64GRwg4DhB4Dq8umgi/KMHMEZh4Dl83eGAymPso2n6hF7nI6siikekJPReOI7Bb2v59jWQgN82C3UsnQ5IkxdNTprLOA48/iHS7CTsXT0RApBAlivoWP/rYzKoXyJJE4QkEDWVUMPGYVpCLYne+Eoa2q6yCySDDkM7OLRVPnrVEzJnxGBBMJg4j+qZpcovpnX+sY433nFIxj2maRcDlmRTbF05Q1k1OK4c0S3Ln0ussggYOEcFe4hARjwdqvHR45U0pPQTgUIdH0oMwmpTqPQHkZdjQ32XDP/7jelxo9iuhqfIbi2f3HlNyZ+hVwQLU1VinFeTi5zdfBX9QREVdC2wmDi/c6cav/nJMlQdgWkEuHruxAAShSfvcRQ9u33Dp2OvvdGN4bmzx092RmJfRNfj9QXxV70FFrUfJ4+bJtOFyly3lDHVWM4e1c4o0LthWc++ouMTonQx6NP60sKefvDEBI2G0F71KrjeNzlOFLK0qLsRL+0/hkRtGQDBx8AYlnDnfhGf3Hsf4QS6sK3FjydYy5DgteGDqMAzKtsNi4vDq4gngOc7QkBeLkSWWRWOqJgFnxEa2w9Lm72skA33TrKj1+OENStg4bxye3XtcSQGTl2FDXYsf3qCImia/Khn7hjvHKn3L98g3DV7kZdiQ47Rg8ZShcNnMYSM2gccfxPLpV+GbBi9++ccvUN3kw6b540Apxdm6FtXLcJvAIyhRBIJSu4wDqWhcYKhJRG6pePKsZdjMKC1xa46fYTNr2sYqb+01ILRlXol1rPGe0+maZpypaVHWHwOz7BiU5UjqeykQEFHdGFCtm/IzbbByJlgsqbVuag+9vbpttt2s6FuyjK8rcSPbrpXxeCE9yeVUZuzYsfTgwYPddny9HBmyQi1XVYvOlQGEhHr59AIlrj3yc16GTanGKu83Jt+Fx28ugMcvqhSZVxZeDW+AYt7GD5V20Ql+180pwpYPzmBHWaVyrN8tmIABLltMk2HkA6KrEvN2I112It0tu1UXvThR3aSpUjQ0x4ncPtZuG1d7uNDoRbM/iIAIcASQKGDmAYdgQnZaap1LO0k6uW2PAakraI+RqquMYV1xzZLQSNclstvd860R1Y0+1XN+zexRmPvbDzX6wpM/+jZ4jqjm61XFhXj6z0cxfpAL874zBDVNfl3j3oPfGw6LiVP67eycdPL+vcxwkXRzbiKJ5ffV8wg9Xt2kkqnIF9K/uaMITqsJX9W0YPlrn2lkXs55Jd8jOU4L/nvGVWjyBfHwziPIcVrwnz8coarqvnpWIWwCj5cPfIWZRQM0+s3uQ2c12+OV8xQvktKr5NaIr+s9mL3+A43MdUZuqViobvThsd1HNJ6f0ZVQ45G3Bo8PX9V6NQaEyzOtSLepw1jjMVJWXfTiZ//3qWasv/jXb6vWClWNXvxst067md9GbpQeXtPsxbFvtOuPKy5zIsthqLN3u67Qk9ZN7SGRhRNSga/rPXjp/ZOYNfZy8ByBKFHsPPgV7po8pLV5Iya57fkm3m4g+s0JIQQ8AZ6YWagoMa2FxEZ/lsNWW/xBEHKpGuviKUNR1xzA7z48o6oq0+AJoskbVLWLTty5ZNshbJw3TjHShcIDJNQ0+2Oq+CYn94xcTMj9sMS8qYtflJQHDRD6PR/eeQSvpGCxhWa/iH+cqMGkYTkQJQqBI9h/vBpXD81GdncPjsFgMAyI1A8WTxmK2ma/rr5wWboV8zZ+pMl/K7/cu2PCIE0+Ivn7BZsP4vdLJ6k8PCLTYMjP/o5U20vFJOCM2Inl941uU93o0+SQe3jnEbyy4Gp4AhJMPIGJ4+Cym1sNtZbvkco6DxwWE5aEPeaXTy9QDHSR/a+cMRILrhmC+Zs+0ny3cd44zfZ49Nj2JvzvhUbspCaRuaViwR8U8VZ5lSYE/PGb1OkFapr9eOZtdTXRZ94+qjHmAUCTV8Sejyuxcd44lQFh7qTBSI+yH8STAN8TEFHdqM5NWt3ohzegHqvXsJ32mnr8raw/HHpXLDnoSeum9mAycRie61SF+3Y0TDyVCIgS6lqCqm11LcHuz0nHMKYt5aW1kNjIzxKlKi+4jfPGKfu5bGbYBV5T3vo3dxQpuWcic+FFUlnnUeXmysuwhbyNIiq+yWEyg7MdsFt4ZDtC5xOpVEiS/kONJeZNTXpSsQWHwOPK/um47YUDKg9Sh8Dy0TAYjOQlUj9whQ1nkfrCmHwXHpg6DGaew/LpBSjdd0JVMd5lM2NaQS4kg7xzsk5AJQoS1gMoKL6qa9H1rGOGNkZnofeCOsdpgScgorLOq4SLfSvXoR9CFV74RevQ8v9G+q5d4MFzxFAXjlePjTSwyecQ2Ucs+6e4912PI5G5pWIh1vQCkiRp1n2rigshSVqjgEgp1v/tNNb/7bRq+5yJgzVt4zFSWkwcHrlhuMZ7TIgyzFh4TuPZ+szsUbDwWhk3Wn9ISb7+6EnrpvYgSRQV9R5VmLIvKCV9mHJn4bTwuOeawcpzpsUv4p5rBsNh6fhakxnpugm9XB1yTjoAyoQnShSP/v5T5DgtobcmdjM23z0eT/7pC0iUIjvNggtNfqy5ZRTqPQGU7juBe18+hB2LJmD1rEI8vPMI6j0B3eS5Zp7D9oUT0OIXkekw40KTHwMybIqBLjpEdvPd4+ELSppcdNMKclVvflhy6NRF4Dn9RMspmFsgIFLl7TpwyYP0VYPS7wwGg9GV6HnSiKIESZKUPD7yHLyquBDLdoXC+aIXR6uKC/Ha4bOYWtA3VLXdKeC/Z4yEJyAavgycVpCLCxGV6OWcnevmFOHrBi9K951gXvGMTkfPEPGfP7wSF5r8SnirvJD/7byxuHvTJX3z17eNBpUoqht9cFlNeHXRBHiDEjhClNx2Rvpui1+ERKF7P4gS1d0OQFPUTTDxSLfwOF7djEUR4V1yyC4ApWAbIQSSRHUXqu31vouVnu6lF0+Bh1ivhVzdNDpsT6+6aTzXN9axZjkEbLhzLBZsiTDc3qnN4ylSaKKjlu06gh06uq3VrG/408vNHI+RUqLAxvdPqbz5Nr5/CituHqluB2g8Wx/c8QleXawdq2DSX3+Yk9wjy8wR/XH3oPutNeo9ftQ0+TTzt8tuRqaj5+sOogTURD2/Vs8qhMvW8fy7zEjXTUSHxJpNHHwBEbePH4glU76FDLuA6kYf+vYRdA1mm+aPAwBcaFTfGHI+mprmABwWE15ZMAGCiaC/y6bJSbC3/BxW7PlS8TC6LF1QKr4tn16geQicicoRUlnnwaItZXj5nqtRfq5R9TaQJYdOTSxmgvuuH6YptmAxp97Dxm/wVjDQRaELDAaDYYSeJ82riyfgQlNAKfiwcsZIXNkvDQNcNjy79xie/NG3MTDLgds3HFA9h1/afwr3XjcM9758SKUk7j50VnlZF+lN/Nw7x/GzGwuUwlVyP0u3HcLy6QVYuadc0SWYVzyjM9F7QX1ZulUj0w/u+ASvLJyALT8eD44QNHgCePy1z/HoD0bgxb+fxCM3jEB1o0/jyXPwVC3uv36Y8oJO1mFcdjP8QQnr5hRpvjt8pla3yNSv/3Ic+0/WqIq6LfruINwxYZBioJPH+/DOI3j6llEQJarS1Y284zpSObkterqXXjw5sOK5FhxHkG4zYdP88UoeY4uJ6OZZjLXPeMdqNhGsnDFS8cgxm7SGXiMPab0c85k2QdfwmKljQIgnAT5HoOvNFy1egWDserjVpL/+sJqSW2YzbQLun3qF5rrpXeOeiNcv6hpidyR5mHJnkchwZ2ak60YiQ2KrG31KtdX1d7qxbt8/UezOR4bDjNW3jFKKQAAhAaioDf0dbTRbtiuUe+Pr+tC2pdsO4ckffRuP/v5TtUfR1jIsn14AIOSmf6HJj3SbGYQjWPTdQRia49BMrHaBv+TRF35bULrvBHiOtJqzpqe/0etJtPglPP/OcdVv/Pw7x/FfN12FzBSbbHmD6oVM9hgMRncje9JEPlMpDS0SN989HqJE8ean5zCsrwMuuxmP3VgAUzinUPSzudidrxjogEtK4vLpBXjqzaNYOWMk8jNtqKj1IDfNgidmFraaFzdSl2Be8Yy2iFXHkz2K7AKP7QsnwGwi+PxsI/wGC3lvQMS//M97yMuwYeO8cXjsxiuRbjNj/uTBqKj1aPRfeWEkp7iQty/ddghP3zIKDWEPl2j95vGbrsLP//C5ZnuxOx87yiqxOKwvv1VehVljL0d1o093vP3TrRrDt5F3XEcqJ7dFor30upt4cqfFcy1qmv3KOkwmslhJe/qsavLh2b3HVLL17N5jWHHzSM1Yq5p8qhyj8vGjz4sj+rotIdp7rs4TwMFTF/DyggmglIIQgnfKz6FvH6tmrBdaArr567ImD0F/QW0uiDRGy9dg2a4j2B5lmOCM9HCdsTa3sv7ISOL1R43Hj+eifuPn9h7D4zddhQHWnm9mCRiE+wZ7SbhvIsO0e770pAiywjwm34URl6Vh2Q+uxFc1LXj41SN47MYrdQ1mAHQF4/IsOx7a8Qke/cEIVNZ5YOY5Q2Vct/JriRt1zQHNxMoRopuDwCbwhi6tPf2NXk+DN3g7ppM+osMk2nhrEziNF0lIXpPbdZ7BYPR8/EFR10s+stJlaYkbDS0BLNp6ybNg2z1Xa57NWQ7B8Bl/uKIe8zd9hJ2LJyI3zYKcNCs4jqC60ddqXtzKOg8GZzuYVzyjVWLV8fQ8itaVuPGnT8/h5tH9dWXxmwYvgJAsNngCmFX6geIN6rQa5ZHTN/gRhPLV6SXmf+zGAt3tP/7OEGV/uagbzxFNjkh5vPHkttPzKOysKJREeuklA/HkTovnWsTaNr7rS3V1agLtAj7W8+IJlPQHbenpBBSThuXgRFWT4p03aViO4fF189dNGKRpKxp484lR3nxmjujq4XqhoF25/uhMYvUq7Kn0docIq8ELF0snvHBhq9UkQTDxWPTdQVhx81WY87//wNQ1f8Xy1z7DQ98fDm84r0wkLX4RLX7t9rwMG87Ve3C4oh71noCidOu1q/cE9Cu/bi2DLyhiVXGhsp8cknj5zZYAACAASURBVKDn0tmatdzojVNNs99wH0b3IRnkuujsFyKyYj9z7fuYvOpdzFz7Po6eb+zUBLEZNgv69rFi5YyR2L5wAlbOGIm+fazIsKX+m2QGg5HaCCYeD0wdpplvH955BIunDFW8Q6oa/arvn3ijHKUlbtWzOdMhGD7j5b9ddgH9XFZFcc5yCFh/p7qfVcWFKN13Qvlst/C9RtFmtI9YdTw976clW8uw8NqhWPPWMay5ZZRKFtfcMgpr3rqUo1nur7IulFvWZTPryrycXy56e4tfNNSF5Vxc0dsj7x/5b1GiSo7IyPGuL3HDJvC6/eh5x0WmvHl/2XXYvXRyp728lr30YhlHKmL0e+nlTovnWsTaNp4+aRw6tTmcE3r9nW5sXzhByfkdfV4cx+Gl/aF8cNsXTsDy6QV4af8pcJz2/EWJKvmybn3hAJa/9hlqmvy6RQ3iua582Jsvui2v4yFnF3iVHm43KN7WVeuPziZVx91ZCHzIISJyPlw9qzAlc5m3D4pnZqufX8/MHgXoGMLjpbdcwaQnw2bGHRMGaUJWlu06Ap4jGoUg02FGXqZNc2OUlrix+YPTAIBdZRVYO6cIu8oqsG5OkaqdvN2oEpaZ5/D0n48qD4HtCyeAI/qee4GgcY6vnv5Gr6cR7KIqRV1hvOU4gkFZDowckI68DBtGDkjvNdWGGAxGcpPlEDA4W5tWItJrp7LOo1nQvFVehXSbCa+En8tydddoHWH1rJDBTf6bAzSJjPtYQ6G1r907GZvvHo+X9p/C4Yp6xasnuxckfWZ0jFh1PCMvITNPUN3kw5N/+hIrZ4zEXx+egs13j8eLfz+pyGKk8Vjej+eg0WtXFRdiw3snNffChjvHIj/Tpmtc2zB3LHKdFmyYO9bw/iktcWNXWQUAYOfBr3D/1CsUI8nOxROx7Z6rcUWuEy6boOmnNe84OeXNgAw7ctIsnaabyF56sY4j1ZALPESvffQKPMRzLWJtG0+fFPrrJj1yHKHcZiv3lOPWFw5g5Z5y3D/1CuToHP/B7w1XtXvwe8N1jx+QqK5zRUBHp4/nupp01qWrigthipJhkVKNqYIilFcvmlStktpV66ZkxWwCspyCyhCb5RRg7iWxmt6ghF/+8UuV0fyXf/wS3lZsI7HSSy5h8lPnCRjmueAIwcb3T2L7wgkQKWANJxuVKEV9cwBb7h4PkVJ80+DFwVMXsOKmq/DYjQXgOQKHwOEX//ptSJQqbzDqPQFs/eAMbh8/EP1dNsOQl8MV9Vi0pUzJySB/F08OjUTm3WB0PiYDt2W+kw1bXWW8jcz7yGAwGMkCxxHYLfrPx0gPnha/ek7My7DBF6SwmQl++uqlZM3Hq5qU3HMtfhG5aRb86rbR4DkCm5lDhl1tBJDzL+U4LVg8ZSg4YsUjN1yJ5dOvgtXMcscyYiNWHc+ocmRQokoupxa/CIHn8Pgbn6HYnY8ff2cIMh0CVv/5SxyuqFftBxB4A5Iq3+LTfz6KwxX1yr0wNMcBm2BClkOAJFGsuHkkCKiSNysyzUZ0ITcTR/D8HWMgmHhk2Mx4YmYhHr8plJrDZTVhxc0jERQlmKKqdUb20105mKPPp6flgjaZOIzom4Ydiybq/gaRxHMtYm0bT5+WONZA9d6gUnwAuORtunvpZOSYL7WP5/jx5MuK77pe8uaT87C9tP8UnphZGNWSYO27oRzrdvDwixLWvvtPTRVYwDhssrPXH51NV62bkpVGr4j/fe8UFlwzRMlluOG9k7hv6jBk2Lt7dInHxIVeNC3aUqZsy8uwaQzW7eq7wz0w4iIyD5fTyqPJKyIoUfAcUcJaI2/0aQW5yHJa8B8/vBIEgN3MwWk2ocbjR1CiyO1jwRNvlOOt8irkZdiwef54WAQO1C9BlCg8AQqAwsRxuKyPVSntPa0gF0NyHKCU4uV7rsYvIvpYO6cIz79zHMClt5BmHvAFJE2VIKO3R/J5SpKE9Xe6sWjLpX3W3+kGz8GwND2j+0i3cdg4fxwqaz1K/oq8TBvSbZ3rdCuYeN2S5cx4y2Aweiryc9EXFEEAmHmieT7KOelkLwYCqugFeRmhyu52M4eAREPVL/efwvq/nUZ1kw9ZTgEev4hzDV48/trnqG7yYdfiifAEJDTVtcAcNgz2sQrKi5LKOo+iXI7Jd+H5O8bAHxRR0+zvUQt7RmJoK7eaLPNWM9GtHOn1i4qBbmCmHYKJ4IGpV2BxuMLxsh+MwH/88ErcPn4g/vTpOdwyNh+XpVsRFCUMyLDibJ0HT735Je6aNBjVTT4AQHWTD1YzB4uJQ4s/iIAoIcchwMxzilEjw2ZGnSeAcw0e5TMQWnCJIoUohbwgvIEgakGR7bhk5JYkCjPPgVIKq5lDrcePQFBSjCWxvhhMZF7eVH1BGes14Tii/AZmnmv1uvn9IvzB0FoLQRF+vwirQUJ/UZRUbUVRAsdp9VJJogiIEoISBRElw/VMlkPAq4snICiGvMp4QmDiobtukvOURhfn03t5HevxbWZ9Xdtq1te1Y72uWQ4BP59xlXJe/V02FM64SnNeuU4LHrlhhFLsUOA5PHLDCF3vvFynRXf9odc2mci2C7rjzrb3DM/VtuAJQUE/JyxmHhKlMPEcCvo5kz6XYGeR4xCwY/EEiBH3OM8D2Z1Q3ZcZ6bqQyAS7t7rzMOXKviqF5Td3jMGaW0Ypb8enFeTi/qlXKJVdZQNaut2MJ/aEjGrTCnLx2I0FiuecRCmOfdOkStK55pZRePHvJ/HzGVdh2z1Xo8kXRFCkmBOuQiUbzlbOGAnCEQg8weM3XYWfTb8KDoGDJyChpjmAr2pa8KdPz2HljJEYnO2AXeBh4omi5MgP08jzzHFasOLmAlVJ8YAo4dFdR/CTqVegn8sKl40tBJIFEv7X1raOkmEzK4q4LIOlJW5FUWYwGIyehF6C/V/dOhr9XBZsmj8eHAl5ElhNHH5122iYOAKOAyprvdhy93hIFLBbeNQ0+ZUKgPLzf86EQeA4ohjsZGNff5cVX9W24MEdn1wyjMwpgssehMWs9vAYk+/CIzcMx63hypiysYUVeWK0RmtePbLMP/P2Udw1aTDeO3peqRwpmDjwHHBL6QGVDvDk779AdaMfa+cUgSNEoyNkOsxY8frnykvlTfPH4bEbC0AIsPnu8SAEOH8xZLBe/tpnip4cqW9Ef5b7/sPHlbj+ysvw4t9PahLBy/eCJFF83eBBVaMP3oCINKsJ9758OO57hhVV0xLrNYnn2nm9QRyvadYYh4dlOTSGukBAxJdVTZq2I3KdMEcYtfSKoJSWuDGib5rG60wUJVxoCmj6zLZbNMY/m8AbFueLJJ7jZ9oFXVnP1DEgxXNdYz0vjiMIBKlSiVl2/NCTcUKI/vpDJ89dMkGp/rpJJ6K3R9LHxsE9OBt3bDigkoU+nezckaxQCtTo3AtZ1o4b6QjtgVI0duxYevDgwe4ehobqRh9mrn0flXUevPfIdYpAy4SSDY5GbUvoDfZl6VZVKXm5zab543Giugml+05oKsPJXnCRVaryMkIV4SRKceeLH2L59AKs3FOu6Te6fLgkUXzxzUXVW/5VxYV4+s+hynMv33O1Um4+cjKvafYr57n+TrfuseQxrJwxEpelW5NdMemygXW37J5v8ODkhWaNkjAk24G+6ba2O4iRyHtBRk8GGR0i6eR20KNvdMFo4uf0kzfGvU97zqWrjhMv7RlXgukS2e3K+baq0Ysfrd2vmfM23z0ec3/7oWI8eOj7w1HT5Ic3ICkLGyBkRHv29jG4Paw36FVml5/Pci6vyL4jj7lp/nhkOsw4f9GnLMg2zhunOp7cls3JcZF0c253Ij/njXTOlTNGYv6mj1TbNs4bh9pmP/q5bLo68soZIyGYOJWcL59eoHiD5mXY8LsFE7Byz+eKHrx76UTUtwSVdC8Ogcejv/9U0/fGeeMwf9NHhuN9/b7JONfg1fV8lcNxY71nkkwHSgq5jfWaVDf68NjuIxrvsCdmFmqu3dm6FuXFQ2Sf2xdOwICoWLxY235d78Hs9R9o2u1YNBH9XbZ29QkYPyN+v3QSctOs7Tp+1UUvfrROp88lk5Dbx6pqG49MxnpesZ6TPNYT1U2a9cfQHKdmrBF0u67QVeumZCUeGe+JtPP8Y5Lb3mHmTBIi83BJBuWrc/tY4LKZ0egNGuYS4EiolLxeZdal2w6h2J2v2UcusrLmllEYmqOfrFp2qZYkiupGH841eBRlRG6zbNelynNVETn0cpwWfNPgRWV9i+KyDcCwMIW83S7wrNprEhFPktmOwAqKMBiM3oIkUbT49ee82uZL1VvnTx4MjnAw8xwGZdmV5ygAPHLDcJXeoPf8l5/P8ufI/yOPyRHA4xdV1SWH5rauFzAY8SI/5430wOiiKJV1HjR4Arj1hQMIGhSasAu8Rs5dER748j3z4+8Mwfo73ZjtzoOZ55Xqliv3lKOfy6bpO8dpgdXMt6oje/yiRid+eOcRPDWrEGPyXcq2WO4ZpgNpifWaSJKEuyYNVhVOuGvSYEiSNlG7UVL/oI5OG2tbI9kMih07fiCo3290cT6jIix6x/cE9K+pN6CVs3hkMtbz8hoeXztWvyjprj/8OueVTHTVuilZiUfGeyKJPH8W7tqFRCbY5Yh+okl/UMKtLxwAAPzl36/VbSNRoN4TMFR8onMCTCvIRX1LUHF33jhvnG6/HFGHqj53+xh9Q2KaBXkZNsWwNibfhcdvLkBdcwDn6r1o8YtYcXMBVrxerpS8jz6WvL3eE+j1ikkyEU+S2Y7ACoowGIzeQk2zH5RS1Zw3Jt+FB6YOQ7bTgnd/ei38ooiACFV6C9lLBwCcVjNOVjcrfbT2Agy4pCsY6RCCiVflrapu9LE5mdGpyM95Iz1QryiKrFeKEjXUHaPlXC60Iods3x4RdrV2ThEIoCqwVtvk1w31lvcz0pFFg5frDZ4AHvr+cCXKJJZ7hulAWswm/eIi5ugQUgrdFxQ7Fk3U9GmU1F8vqXusbXmO6OZ50ysUEM/xicG6MDrc06gIi4nX+t0YFWPQi1yKRyZjvlYG56SXr6yr1h+djZSi4+4s4pHxnojJYD5ghSNSjMgEu68dqtQk0V07pwgb3juptH/hryd025h4YFdZBYrd+bo3RqZDULbnZdhCOWvCYakA8Oze41g9q1DjmsuR0GJCDn9xWky6/adZzariEo/cMBwev6jKObB6ViGeu2M0Kmo9eGGuG+cbfEpOumyngOfeOY5VxYV47fBZbJw3DiINee+xRNXdi2Dw8DfrPPw7QlvJphkMBiMV0Ut87g+KsJk5rJ1ThKXbDmHSkCyUTByIpdsOKfNfaYkbz+49pnkbv3LGSPhFCUvCifRXFRdi2a4jbb4Ae2b2KFAqaZ716+YUwWIimrmWzcmMzkaWqWfePqrIbWVdKKz7ZzcWQAKwcd44PLv3OKqbfEq49ph8F0RJwqb541ARkYy9v8uKF/92CtMKcpGdZsHOxRORk2bBu198AwB4YOowjUfL8+8cx33XD8Odv/1QdQ+8vOBq3LEhpBdH72ekI5s5ff2optmvSt8Syz3D7jctAk+wbk4RlkTMi+vmFEGIsuiIkr4nmahjFEm38boFS9JtWsOTmSfKHB255jJHHd9i4nDf9cM07Sw6VVCtAqd7fKugY1AjUN0ncgqDaIOWXeB0x2nX6VPgOV1ZFnR0+iyHgN8tuBq+IAVHAIlC91kBAE6rfpE5p1Xdr1XQP77e+XfV+qOz6e1GKqeVw7YFVyMQITdmE9HIQk/FLnC6eR/17sd46ZacdISQ3wKYDqCKUjoyvC0TwHYAgwCcBjCbUlpHQq8Qfg3ghwBaAMyjlB5qrf9kztVhVN3VxBFsDid9lsnLsOH/lk7CRW8QHEdCFUM44KX3T6FoUBb6p1shUeDelw+pJr/dh85iakFfpWLW5Vl2TF3zV9U4xuS78D+zR6Gq0adUEHr29jHgCDB51bsAgDd/8h3UNAc0D4zLM214bu8/MWPMACzbdQRb7h6vKECRY99y93i88uEZ3DQ6TyO8BMBL+09jZtEA1eSdpIlzkyJfR1dQddGLMzXNqkTjz8wehYFZjtZyQrSLRFY2YwBIQrllOelYTroY6fY8M+3BKPF2v3QLKuu8eHbvMcyfPBj9XTbVizPgUq5WObeWzN5/vxY8TzBl9T4AoWf34ilD0T/dChKVWH99iRvZTgGEIzBxBIGgBEII/GKo2ntkdVe9uZbNyR0m6ebc7kaWKUmSINKQIeJCs1+V102W2+WvfYbqRj8ev7kABKEwop+88rFKF7ELPMwmDndvOqjav4/NBIkC14bvExmjvMjb7rkaHAECIgVHCKY8rd5PT0cuLSlCbUtAdX9H5oF875HrkOfS91Jq7dokwf2WFHJ7vsGDeo8fPMcri31REuGyCarcXvHmmauobUZ+pkNZa8mf9dpu3n8Ks8ZeDp4jECWKnQe/wtxJg9udk66q0Ys/fnIW1xf0A6UUhBC8U34OPxw1QJuTrdGLn+3+VOOR84uZ31a1PVvXgl//5TgWXDNEGeeG907iJ/8yTHNOgYCI03UtGmPaoAy7qhgGEF9BippmL05faFHdn7++bTQGZduR5bg01pomLyrrPKhtDijHz3SYkZdhQ5ZTm5OuHeuPbtcVqi56cP6iT2Nc7tvHgtw+PT8nXU2jF19f9GkM0f37WJCV1rnrxmTkXL0Ht+jMB68umoh+LsPfPya57S5Puk0AngewOWLbowD2UkqfJIQ8Gv68DMAPAAwL/7sawLrw/ylJdFl0+bkjSRT/WpSPNz47r1LuRYni+ggDW3Sy6GkFuUpRCCCUK2H/yRrsKKtUFIhz9R6Nlb+6yYdjVU2qZLt8uPS23JbnOLy0/5SqHPhL+0+h2J2PHWWVOF7VhOXTC8BxRPetFiEEs8cPxF0RBrzKOg8Wby3D9oUT8JN/GaZ60FbWebBg80GWqLob8QRE/PKPX6p+81/+8Uv8+rbRnX6s6HuBwWAwUplIT3Tg0jNtx6KJysKn2J0Pc0Q+Vxm9VBV5GTaAAJW1Lcpz+XBFPRZtKVNeyq2cMRKXZ9ph4gkGpNs0i6l4YHMyo7OJlqnqRp8mr9uirWXYuXgi7p96BS40+lDXHApfjSxkUlnnwYM7PsHKGSOVz5H7b5w3DiZe69GS5RB077XqRh8avUHM3/SRbnirno7McRyG903DjkUT8XW9BzXNflUBC5uZj8vIxu43NRRAbXMAD+9UF+ZIt6nnRZvA63pnRVdBBUIhnA/t1BYJ2b10sqatxcThxlEDMH/TR616yFGDsGc9p5dshwVXD81RVb7cMHcssh3a393EEdx73bdQG5Z/gedw73Xf0nhkCSZeWedFntPDphGaPuu9Qax+80sUu/NhBw+/KGH1m1+GimxEGemqmnzKc0o+p8Vby3SNj16/pBjo5LY/eeVjbF84AXBcatfkE7Hi9XIsnjJUOf6K18vx69tGI8upHmtXrj86k4BI8dw7x1Xjfu6d43j8pqu6e2hdgjcoKQY6ICQLS8Lr/N6A3yBHZGfkUuwWIx2l9D1CyKCozTMATAn//RKAfQgZ6WYA2ExDs98BQoiLENKPUnqua0bbNXAcwbAcJ3YsmoigKMHEc8h1WlAXFdJyuKIeL+0/he0LJyAoUfAcQW2zHwSATTBBMPF4ZeEEcASoaw7AKvCwmAhKS9yqtyPrStx4bu8xALgURsuFErK+snACRInCauLw4+8MwU9fvfRWQw7JkceyaEsZXlk4QdfV95uLXlyWbjV0S+cNjHut5adr681jEr2ZTEl4jiAnTa0Q5aSxa8hgMBiRSBLFhSYfPAERPEdgNXHwGBSHCIgSJg3JwoJrhsBs4hAISphWkKupwh6dqmLtnCI8tOMTAKGiT5HP4lXFhdj4/incP/UK1Db7MTTX0SEDHYPRWbSmhxklpxclimynGelWE841eJXt0e2ii03I2xs8ATzxxhca403kPSWTl2FDlkNAttOC1+6dhCyH0KaOvL7EjYAo4lyDBzkOAQ2eAP5t+8cqw4tsZJckinqPHx6/CJFSWE08TDyBx99xvbUn68BBgwT8r0Qt9l02AYOy7fjdggkQKQVPCEx8aHs0WQ4Br903CV6/pHjSWQUOGTptKQgOna7BywsmqLze+o3KU7WLJ3eb0dpO7zcJBCVkOARkOizKeVFQTeGILIeAP9w/CS2+S+dkt3BIt2rPyR8UUd2oLsxX3ejXXWfFU5DCKD+jGGWn5DmC6iafykPcKCdeqq4/JEp1r7HUDZGK3UFQoshxWlRGytJ9J3TDz3siRnkf9XJUxksy5aTrG2F4+wZA3/DfAwBURLSrDG/rUUY6SaI4Xt2kCZMZluPU5K14YOoV+PkfQuXl8zJsePGusfCLVJVw+sW7xoICihfbtIJcbL57PBo8ATT7ghB44PbxA7FkyreQbjNj+4dn8IPC/vD4RZWCs76kCE/+6Nsw8xx4jqBfugX3XT8M5ecalTY2M4df3TpapbCsnVOEx1/7HP9z6yjDHAMmg/wDRolzjUKJ5PDYtr5ntI3NINeGjS3+GIweS1eF7vYUJIni6DeNWLDloPJ8vf/6YbgQlZAekJ93BCUTB2o8NAAoz/HSEje2f3gGy6cXIMshICfNAk8gCCD0QuzFv5/Eq4smIihJoSJPlGLuxEF4bu8xPPi94boLVAajq2lLD2vNwJFhM+Nsg0cpKKHXLrrYhLy9ptmPwxX1eOrNo1g5YyTyM2240OQHx0HX6+rfd3yC6iYf1s4pwn/vKUd1oz/klZplR3WjDwIP/OcPC3DvdcPgspvx8oHTWP+304oBb3iOA7uXTtYYwySJ4nRNM85f9GqO+dSbocIS7dVbe7oObJiAP8rYIYoSLjQFNOF12XYLOE69fggERHxdrw3Fc5pMsFjUS+B0Cw/34GyV19u6EjfSLeo+XVaTbp45l1W7pDZa2+n9JoKJoKopqOk3z6X2uvP7RVTWac/JlmWCNWoMVjOHR24Yrs0JZ9bq9PEUpLDw+vexJaqtmSMG+R218mgzG6w/dMaaTFhMvO41tvSSIjBWk76M6eVo7InEk/cxXrolJx0AhD3p9kTkpKunlLoivq+jlGYQQvYAeJJS+vfw9r0AllFKD0b1txDAQgC4/PLL3WfOnOmaE+kkqht9mLn2fV2X7CyHoLwZI4Rgxeufqd7Ab5w3ThUWYLRNznkDQMnRIefrWD69AALPafaZVpCLR264EjVNPmQ5LeAJxflGP3KcFggmDnUtobcFa9/9J4rd+chyCMh0CCjddwI7yiqxe+lEeAOSRniHZDsggSIgUvijkpQOcNl1FYrWrlFOmsXw+x2LJuKyPtaOKCkJ1W6SSXbjybXBSHqSTm5ZTrrkzEnXHhJspEuY7HbGfFvd6MNju4+g2J2P/ulWpNsFVF30IiBK6O+yQjDxECUaygPHE1AK3RxKG+eNQ4MngJw0C/5x4gLSHRblTXT/dCuWbDuE5dMLsHJPuWYxnqreMj2cpJtzu5q29DQjQ9KwHCeqmnyoa/HDYuLQ7AvCH5RU+al+c8cYuOwCJEpx+kILnt17HDlpAh79wZVo8ARQ1ejD3vLzmFrQF8NynThe1YRDp2tQMnEQAAKRUpyqbsaze4/jcEW9MrYtd4/Hsaom7C0/jx98ux/yM22oqA0VT6tt8Ss6cmToq17+M/n8T1Q34aGw12vkNZD7iEVv1Uv70l4dOIYUMkkht7Hqn2frWvDzP3yuyd32+E1X6eaZiyd/XSxtv673YMXrn2mOv+LmkRo9OfJZEdn2iZmFmt8k1uPHc07x6PT1LT5UNfpwts6r5I8bkGFFbpoFLrt6rOcbPDh5oVl3bReZP/BcfQvOh0PY5T4zHGb0TbOgn0s91kTm9moPMcttXQtm6/weOxZOQH+dOaKnEY889kRqGr0QEbJlyFGCgomAB2ktJ19S56TT47wcxkoI6QdAtkKdBZAf0S4vvE0FpfQFAC8AoQSPiR5sZ2MUAuAPiqq8FWfrWlQGujH5LuRn2jT72gVetz+5bL38nctm1t0u933XpMGKh960glzcP/UKRfkIKU1FcAg8/uumqyBKFCerm/HEG18oCpAoAU+9eVTlBvvUm0fx2I1XYsdHFbhz4kBVss3SEjf69aG6C47WrlFtsw8t/qDu91/Xh0IhkvVtYjLJbtCwalbHY+sZPYtkklsGI1Y6Q25FScJdkwbjvaPnMWz8QFRd9IaMZoEAstMs+LpevXjZ8uPxuvOqYOLQL92qWzRq+fQCVNZ5MOKyNPx+6SRkOy6FSLFcVr2TVJhzW9PTgJDsDu+bpvJCy7CZVd5G0wpysXx6Acw8p6RfMfMEtc0BpeBKXoYNm+aPgy8oYW5ExEi0J86q4kLUtwTwX699jtW3FGL+po80Y6tq9GHlnnKsnVOE5985rni3rptThCHZdiyfXoBhuU6sv9ON0n0ncLiiHkGDUC5JkpCTZjHUv+XCLwFRxNf1oVDC5dMLlH6jr5fetZX7kHVqKayftXXtu4vY5ZZqwvrX3DIKBOpdCAHumjRYU9SO6Kj3QQPvPL3fL9a2AVGCyyZgSLYDPEeQ6RDgsgm6YaGSJGHhNUNVkUa/unW08pu15/jxnJNRCGtAZ6y+gISLnqDirCGPNd1q1rT1BiXsPnQWG+eNUxWvuO/6b6naiRSKE4eck27tu//Ef+nkazNafwS7af0Rq9wGDH6PQC8J94xHHnsiZhPwda1f49k6MLPjOloy+SK+DuCu8N93AXgtYvtcEmICgIaelo8OuJTjIBK90M/IdnIRiYpaj2bfFr+o21+9J6D6rj6c867eEwANt5FZPGWo8hAEgGJ3viY5ZKiyrBfegISqiz5YzRyqm3zK8TIdgpKP4NYXDmDRljJUN/lCCbavGaIY6OT+Fm8tw/lGL76u9+B8Qyi5ryRRBMM5M6dEnwAAIABJREFUGd756bV4+8FrMNudpxyDI8DRbxpxsrpZ95zlZN41zaGcAZJEUd3ow9m6FqV/RgieEN1ryOlpPwwGg9ELESWKl/afwo2jBmDubz/EE298AYHnUDQwC5W1Hk1epdMXWnTnVUJCVd2nj85TvpcXnKX7TiAvwwa7YEJuWoc8wRmMLiMWXVY2Mg/IsCMnLZR7ObLgylvlVbh9wz/gFylue+EArl29D5+evahJal9R61EVoSh25ysGOrnNsl1H4LSacLiiXglHjx5bvSeAyjoPlm47hGJ3vrLvkm2HIJh4rNxTjuvX/BW7yirw/B1j8LdHrgMQqkYZrT+KFPiqRv9+D4gSHvr+cOwqq8CpCy2Yvf4DXLN6H1buKcdD3x+OMfkupa1ZJ1RMMPGYVpCLh74/HCv3lOPWFw5g5Z5yXGj2Q5JozOuI5IXgxb+fxPLpBdi+cAKWTy/Ai38/CRrldEIpVGsT+XfWCwwzcfo6bXQxhnjaOi28kr7g+jV/xfxNH6Fk4kA4LNrrLAGKgU4e679t/xh6ZqdYjx/POZkN2uqFm4pUf6zReeaAUIjjzKIBqmsws2iAJsTRzBHMnzxYJa/zJw/WPT6XouuPeH6Pnohg4gzmnWQyMSWORq9+4YxGb8eNy91yBQkhvwPwAYDhhJBKQsiPATwJ4HuEkOMA/iX8GQD+COAkgH8C2ABgaTcMOeFkOQRsmDtWpahHJqLVaycb0Z7dexyrigtV+2Y7BaybU6TaVlrixvC+TgzNdeCZ2aFccaX7TmD1rELsKqvAAJcVq2dd6ie6KpbsdRdJZZ0Hg7Id+P/svX18FOW5//+5Z/Yhm91AQkhATRSKgEYMQgAD9NuiVGsLyqGgVB4UrRDEqsdTFc+pfOUc9HxF9OfxochDW0TAFir1aLEqluqxX5BWApWvjQRE1ASVhJBAHjb7MHP//tidYWd3JplJdrNP1/v1ygt2MzN77+Sa677u674eRAH4zz9+ApdDxMoZo7BtcSVWzhgFm8jUz1LGoSxAjBpH+IIyblr3AT5tbMfPXz2EEy0dOHyyFXPW79NMiFX/awjWLajAF+FFkd59UD5L2U1UUi1mrtmDyavexcw1e1B7spUcdWEYg+49TPE5kiB6xZCH3rD8Q2QvQTlUD27p1gMo8jhx//dHYvlrHyMoc90o9md3H8Xa+RUavfrC/Ar8ueZrzK0M1ZV7/EeXY/fPvouVM0bhybfP1a6KtgEIIpUxa8tG0lUzCcUe0bM/o581IxuVgaHqfw3BhQNcGhs30kZUjlWySpTXjeFOzGNK87H0qovx5ekO3Lwh5Dj80Qt7UfuN1n7knOvaoqtnl0MUGJbtCKU+6jmZlkwZph7b1hmMsUsL3Q48PK0s5tyqzdVoavf36N6nEsUeJ+6ZOkLj0Lln6ggUe7QRKUZNC/QK9XucQqiuW5Tu9Thjl7/FHqfusdGf7wvyGGfw0q0H4AvGfr4/aBDJFoxdwOfY9cea49COtdDl0D2uUKcuqRiuCacni9FIhpk0sd9L4vpNPiQeG/VY6HFo1oWFHgeYjvchXdcf+S79v1u+KzucVCIQs85/+qbRSJetgd6SyEjCZHV3vdngV1N1juUA7krsiJKPXgqAMrE2tvo07ynHKemd9c1ePPl2LTbfPgENrT60eEOh/cOLPdi4cDwcNgE2gcGTI+BMhwTOoba5vmRwHr5q8eKWiUMgyVyTmtrfZUdJwblU2paoTrNA6GE80+HHwDwnGtt8+PeIVttAqKDioP452HrHlQhIMnLsIv7jD//AwboWSDLXvZ4UFvhlOw7h8R9dDl+Qx+ygLt16ANsWV8ImMLR1au+DUuenqd2PJ9+uxcG6FnU3UYmqi7zWopf2m6nZkXT6og4R58Cmvcc16cmb9h7PmlbiBEEQXREMyrAJDKUDcrFx4Xi0+QK4+zeh6ANRYGqkeuS81tjmg8w5frOoEjIP1SzJdQgYcNl5kGSOXTUN2FXToKaxPfSDS1BS4MJ5/fW74ClQbToi1TCyZfXkUpFfQL9JhCgw1R4pznPGHBP9rBnZqMdPteOWSUMRkM7ZuMOK3Kg77VVtROXYFm9Ac64yviVThqG5PaCp21zf7MWizfvx+6WTUByuPeSwiWhs8+HJt8/Z0hzAtwa64Q1IqiNQb1E3vNiD5dPL1AYT0XapIDDDzW2lNI7Ze5+K2GwCLhmUF9MJNbprtZLxEf131ou4ystxYqBHVnWvEO4Em5cTa+/b7SIuKfZg2+JKtWtqsccJuz2qGYUk63az1Et3Ner8qPc36QzIeG73Ec11n9t9JGR/u88d1xqQYGOyZpxnvT60BqSYxhGdQVm35NAzP74i5vMFw/sacygCkoFjIirszi9x7Nhfh9njLlTTYl/Z/yUWTBoac810XX+0eGVUHz8V0xV4QO55cBuWJMscvEFZ9Skof7f//ONh/JeOjGUiNoNnPB6RlKlUky7ria4z01WnplCR2HOGzcG6FhxpaFMbQgChjnB7P2tSC0+vnV+BSwblodkbUFNQ//LgVepuyLoFFZpW2WNK8zUdS3ZU12HNvLGaeh9r51egtTOAts4AVs0qx7Idh9TCuKtnl+POLQfQ2OZTO1s9e/MVuHXSUNR83YoN738Wc70X5lVgw/ufAQgp/PPyXXCI+kaJFA7vjzTUDta14MFXDuHB60aq96KkwIV1CypQ6Hbg6zPelKzZ0R191bUrzyXg7qkjYnLr87JkR4ggCCKSSEeY2ymivrlT3TRS5sAijzM8J8koCUfrRNake+7mMWAAVu78B26ecBH8koxLBufhn3/7dzV6Rpm/IgvLd+egS+dOjkTmYqZmYqT8FnmcMbbgqlnl2PrBcdx11XDc9XIoYjX6uSpw2zU1zPRs1KduHI3H3zyMn0+7FE3tftXGVcrFRJZnUWrSKa9/MXcsfvFu6LVe3WbldYdPguwO1VJWotkWvbRffZY33DIOAz1ONLX7VUeg3qLuaEOban8D0LVLu+qOa/bepzI2m9Btk7Ich343xeiIMyB0PwbluUxvZtjtYrfF7q10s7TS+TFywyaSh6eVaV7LsozTHRIWbd6neV4GuGOdhDaBadZ1wDkHeDRKJJuZWn9mnY82gWHKJYM0nc1Xzy7XdWAMzHXorj8G5qZ2JGhQ5lix8zBW7Dysef+qSwcnaUR9i2hBxjKRvHAkZSLWzeSkS2G6i/qKNAYUA2Xt/ArNAmLVrHI8+XatWu9N6RarnHeqrVOdQJTUV2UyaWzzIdch4r/mXIGiPCc+a2zHlg++UL3lHX4JAUnCA68cwku3T8CmvUc0O5RPvHVuh/KBVw5h8+0TwBHaGX38R5fjvHwXOv0SNt0+AQyh9t//faAe26vrAYQe8i+bOnBxsUffSy0KKHQ7cFFhru64H//R5cixiyjOc+L8cERCdwZOqtJXEYBeH8fgfg7NDp3DxuD1cfTLgh0hgiAIhWhH2J/+5bsxUd1LtlRj5YxRuO3FD3H4mzZ83dyO719+Pn67uBKyzGETGU6e7cRzf/4Ut00eCpdDxJp3P8VDP7gUB+tadOdtMylq6RwVThCR8lvf7MWWD77AS7dPwOl2P5ra/di09zhunTQUfzx0Alt+ciVkHnqWnr95DPJcdnzZ1IF/f70GRXkObL0j9HtJBjiXwxGuQbR0BCBzrtZBXvveMdUJcbCuBZv2HsdLt08AABxtaMOWD77ArIpSLP7OMOTnOrD+f46pm8ot3gAcoqBrP35zthNupw1Fec4uo9kU2/vpd2pjnCHKRnbkdfXs0mi7P91SWuMBA0NuuLSO0jE01yGCGTRMjLfj0ijVc3tVZcyxA3IdOJvn1Iy1KM+JATqOJ7uBfNmjHHpBmeumS29bHPv5OXYBT980WtMl+embRiPHrudAYLqRbCtuGBVzpFnnIwMM/laxOJ02jBjo1qw/BuY64HSmtqvC7N8tU3Ha9GVBz2mdiSRy3Zzakp/l9LRL1qtLJ8PrD+KTb1o1ofx6IfGyLKPVF1QVqMAYtt5xZThKTcDdLx/EwboW3FRRggUTL8Lez5qwvbpe3aH8jz98gvpmLx5/8xN1x/OpG0cbdtDaUV2vdt8q8jhxz9ThGDLQjRybgHZ/ENsiHHSKg/G/fnxFzCJmbbhOhCAwDCl0Iz/Xjm2LKyHx0C6XTWTw+mN3zdLVwOmrrl0y5/i6Rb9dOkEQRDZxqt2ncYQJTD+SZshAt1rj9cHrRuLGtR+gvjnUbfLffliGQrcT//rDS/HNmU6sefdT3D11BArcNuxZdpVm3raSopaqnRwJwgzR8ru9uh5HG9rw3NwxKM5z4pHrL4MoMAwpHAqBAaIgQhSAVlHAqjc/wayKUvx82qUY6HHCYWP4sqkTc9bvi/mcV5ZMVG3Jg3Utahrq8GIPvmjqUI9TMi/2ftaEdQsq0OYLYO9nTTja0IaVM0Zh+CA3OgNyzGL0mR9fAX9Q1jx3elkxStmaQf2ceHTm5eAyx/aqieCcw24T0NYZ1ET1Gdml6Z7SGg+8fgnv1zZixtgSNYX1tQP1+FFFiSYtNFGYTfUEQpGBQwa4keuwdZnCCwBFHqfuWqcouiafQQ0svdpxjDE4bILGSeawCWA64XFKTUC9tVY0+Tkhp3S08zE/Kt1W5hzRo+Lh9/VwOm24IMWdctEUG/zd9O5bJhKQZAxwOzSyMMDt0O0gnIlIBuvm4jism9PrScgAIlNn7OFacXrOJKD7sHajejRKKmxk6mv0uZFGRGFQVicQUQh1m1v3l8/xlwevUo0GxYB68sbROK9/Dg5/04rH3zysOgB31TTg32+4TDU69Mbd4g1ge3U9CnJtIYeazDUT1ul2n/qQt3gDavFsl0PEBf1dhnUqBIFhgNsZOznrTNbpauAoXb1mVZSqO1w7quviHgEoG7RLT/WaEARBEPFEljk6fFpHglEdVYfIsHHheAQkGYVuB166fUK49lFoXnHYBASCMs7Pd+F/X38ZXHYB/XOcKMhl6mcpiELIORgIyl3OT+kaFU5kF0Z2qp78Nrb54LSJXUY9FeQ68djMcngDEo41tOGxNz7BkinDDKPcBvfPUesgA6EyMCt31mDb4kqMuqA/Ct0OyDLHy3dciYbWUMRdh0/Chr8c00QU/ccfavDvMy6DXXThN4tC9uupNh8e3fkJVtxwmeFzZzYtfaCbm7ZL0z2ltbe4nSK+e0kx5m44l+65Zt5Y3e6qgLXancGgjIY2HwKSDLuBQ82oBpVRep+ZFF7lODM1+WwGsm7Tidzy+iWsiKgV7pdkrHi9Bs/PHROzRjL7+QDgcNhQ2t8Fl13URL05HFq3AgfTXVPoReelK1buWybCOfDUrlrN3/ipXbVZs27kCVw3k5OuD9GbrJUQd6WTW+TE3VXUV3cTv9mIMVnmONrYpjlu7fwKHG/qAMBj0khFFso/13MA2sSQcXW63acb+vrEW7UoKXDhn8aW6hbEznc5MLh/TsyYB7pDEXNmJjkzpKOB098p6tZq6G9glPSUHLugRjpGGj/6ofEEQWQrPelw+/nj0xIwksTQ1O7H8VPtmsWQXh3VNfPG4pk/HcXez5rw9E2j0c9lxy2//lvM/LjlJ1di/q/+GjNfA9DU5oqudWRUZy5do8KJ7KErOzU/x6Zbxyc6EicaxX6TZY52Xyj6bO17x7DihrIYu/OpG0fj2T8dVVNWI8cQaYM2tfsx95d/VZ/ZMaX5Mc/hmnlj4Q9yzIs4Dgg92/m5dhREdIWNxGxaejrapcmiwy/rdlfdXjUR+VHl5KzU7gwGZRw+2RoTEXXJoDyNw8Uu6qeQxiO90YxDz0rkltLIJLpemJFT2axDUZY5Pjvd0e19tRKdl86YvW+ZSLrWEowXuQ79Wu65OjUyrcK4QchpOjNu3Di+f//+ZA8jhsZWH2au2RMzwS+fXqYpFh0dJq+3A2R0rcjzzeweGV1ne9VEABxNbX6cavNrQjhf3vclZoy5QFNPI1I5n2juwE9fPoglU4Yh32VHIByhd0G+Cy6HrctdrBTtVtdnAzCS3RPNHZizfl/M32nb4spui9xaoeGsF51BGf4gh8BCkXUOG0OOTUBxv+ycgNKYpMttND1x7GQSPXFSZdI9s/D9+0R2u5JbZR67//sjNXPdy4uuREAKRQ4EZY62zgA6A7La4W/N/DE43R5A1eZzBtu6BRV45k9HNAXBlfkagDoHr1tQobsBZlRnLkXny2wm5XRuMunKTg1IMla8/nFMdsCKG0aZXuxGyr/LIYKDo9MvQ+IcDAwrd/4Du2oacG1ZMR6eVgYxHMEX/ZycaO7A5FXvaq49pjQfz88dA0nm+PJ0B0SBweO0gTEWU/d5097jeGxmue4zqndtANiz7Kq42m69JK3k9oumdnx39Xsx77//wBRcWKgNDzOzVlL4qsWLm9Z9oLseipTJk2dC5Xsi10YDPQ4U5zkxqH/f2MlKxF93kVuJajBk5b6aHWsPSbqtkO00tvrwxkf1uLrsPE1322mjS7Ji4+Grlg5s2nM8poPxrZOH4vzoXYNzmJJbiqTrQ4xqyER2jYquJ2O0u2amHo2ZnTmj63Ae6pz63J+PqiGcJQUurH77MHbVNOBoQxuWTy9DoduB8/NdGNwvR1X4Rjs3Zgpa026iPkGDGhRBnRoUvcEvcWz94HPMHnchwBg459j6wRe67dIJgiAyFWUeU2pYKc2Scmwi5m7Yq3ZNj16kHKo/iytK+mtS12RZjunYFzlfK9fId9kt1Zmj+ZJIZbqyU4OGnSzN1zHSlf+wj0aWOR6bWY5Hru/egW2UeqtEGz30+/+n/u4PP52sSYNVat09cr3+M0pp6fHHqFC/XrqnldqdAUk2qDWnlUlBEDRrI78k47k/H8VjM8t787UsYTZyK1Elfqzc12yOMssG/EFJt7vtNZedl6QR9S0BiWPdXz7Hur98rnl/buWQXl+bctj6EGWyjkSp1ab83+zEbXQtqxN/V9cpdDtw3zUjsXJnDeas34fVbx/GPVNHoKTApdb1cDttGgcdcC4NR7kupeH0HqUGRiQlBS7dNua9wWUX1HbpVz/1P7jtxQ8x5ZJBcFG6K0EQWYQyjykbTj/73UcY3D8HA3JD7++orsMv5o7VzHOrZpVjR3UdBEFAUZ4TFxTkhjs+CobzbOQc3OINxGVeJ4hUoCv7UnG0RP9Oz9HSExQH3rln0NhW6spmjf7dqTa/ahNXba7GwbqWLp9Rsofjj5LuGXlPu0r3NKtTzcpk9Npo5c4a3HfNyJT9m1p5FswSrzUokf5kuywY6Y14pL9TumsfYrUmndVr9SSEubvrRKfTFLjsaPYGut2RybA0nKSnAgQCEg43tMXkvF9S7IHdHj9FKMscn59qxxenO9Qw/osG5GLIQHc6//2ylaTLbTSZlLrZEyjdNX3SXQHjeUx5n4Gj3S+hMVxwfkd1He67ZmTMPNzVPAv0rCYdkZKknM5NJl3JvSxzU/W/+nKsRjZrdFrtybM+S7Z3GtjDaSe3iUj3NFuTTrluiv9NE0qi0mh7QErYCtlMCslCUggEJNQ2tMXojZFdr89N3Rhy0vUxVrq7WrlWbyaJbJ9sTJASBkwgIIWMknAnpWKPM64OOgWSh4whJeQ2kkxyOPUEctKll5PODGb1pRUnQFDm3XZ3JVKSlNO5yaYruU9wraqEkYE2UkbLbU+6u6abTCaDFHkO0sZWyGRSRBaSRg/W51STLhXpqoZGXK6VxOsQicVuF/uk0DDJA0EQhDnM6suujiOdS2QqXcl2utaqouc1vbDy90pXmUwG9BwQCtkuC4lan9P2AEEQBEEQBEEQBEEQBEEkGYqkIwiCIIg+IJNSVwmCIAiCIAiCiD8USUcQBEEQBEEQBEEQBEEQSYacdARBEARBEARBEARBEASRZMhJRxAEQRAEQRAEQRAEQRBJhnHOkz2GuMMYawTwRbLH0QsGAjiV7EGkEMm+H6c459f1xQelmOwm+77Hk0z6LoC575OtchsvMk1mekNf34s+kd0+kFuSoe7JpHuUaTo3Vf82NC5rdDeuVJTbVL2XvSETvxOQ3O+VarZCpv6NzULf39z3NyW3GemkS3cYY/s55+OSPY5Uge5Hcsik+55J3wXIvO+TitA9Pgfdi55B96176B6lLqn6t6FxWSNVx9UV6Tjm7sjE7wRk7vfqCdl+L+j7x/f7U7orQRAEQRAEQRAEQRAEQSQZctIRBEEQBEEQBEEQBEEQRJIhJ11qsj7ZA0gx6H4kh0y675n0XYDM+z6pCN3jc9C96Bl037qH7lHqkqp/GxqXNVJ1XF2RjmPujkz8TkDmfq+ekO33gr5/HKGadARBEARBEARBEARBEASRZCiSjiAIgiAIgiAIgiAIgiCSDDnpCIIgCIIgCIIgCIIgCCLJkJOOIAiCIAiCIAiCIAiCIJIMOekIgiAIgiAIgiAIgiAIIsmQk44gCIIgCIIgCIIgCIIgkgw56QiCIAiCIAiCIAiCIAgiyZCTjiAIgiAIgiAIgiAIgiCSDDnpCIIgCIIgCIIgCIIgCCLJkJOOIAiCIAiCIAiCIAiCIJIMOekIgiAIgiAIgiAIgiAIIsmQk44gCIIgCIIgCIIgCIIgkgw56QiCIAiCIAiCIAiCIAgiyZCTjiAIgiAIgiAIgiAIgiCSDDnpCIIgCIIgCIIgCIIgCCLJkJOOIAiCIAiCIAiCIAiCIJJMRjrprrvuOg6AfugnXj99Bsku/cTxp88guaWfOP/0CSS39BPnnz6DZJd+4vjTZ5Dc0k+cf/oEklv6ifOPKTLSSXfq1KlkD4EgegTJLpGOkNwS6QjJLZGukOwS6QjJLZGOkNwSySAjnXQEQRAEQRAEQRAEQRAEkU6Qk44gCIIgCIIgCIIgCIIgkgw56QiCIAiCIAiCIAiCIAgiyZCTjiAIgiAIgiAIgiAIgiCSDDnpCIIgCIIgCIIgCIIgCCLJ2JI9gHRCljma2v3wByU4bCIK3Q4IAkv2sAiCyBJIBxF9Cclbzxny0BuWz/n88WkJGAlB9B2kM4i+gOSMSCVIHolEQE46k8gyR+3JVix6aT/qm70oKXBhwy3jMHJQHj2IBEEkHNJBRF9C8kYQhBVIZxB9AckZkUqQPBKJgtJdTdLU7lcfQACob/Zi0Uv70dTuT/LICILIBkgHEX0JyRtBEFYgnUH0BSRnRCpB8kgkCnLSmcQflNQHUKG+2Qt/UErSiAiCyCZIBxF9CckbQRBWIJ1B9AUkZ0QqQfJIJApy0pnEYRNRUuDSvFdS4ILDJiZpRARBZBOkg4i+hOSNIAgrkM4g+gKSMyKVIHkkEkVCa9Ixxj4H0ApAAhDknI9jjA0AsA3AEACfA7iJc97MGGMAngHwQwAdABZyzg+Er3MrgIfDl32Uc74pUWM2Kv5Y6HZgwy3jYnLOC92ORA2FIAhCpdDtwEu3T8AXTR3IdYjo8Eu4qDCXdBCREEjeCIKwQm/tZCq+TpghkesxkkHCKmQrEYmiLxpHXMU5PxXx+iEAuznnjzPGHgq/XgbgBwCGh3+uBPACgCvDTr1HAIwDwAFUM8Ze55w3x3ug3RV/HDkoD68unUzKmyCIpOALylj+2sca/UQQiYLkjSAIs/TGTqbi64RZErUeIxkkegrZSkQiSEa66wwASiTcJgD/FPH+SzzEPgD5jLHzAHwfwDuc89Nhx9w7AK5LxMCMij9+dcaLE80dkCQZRXlOXFCQi6I8JyltgiD6DCpOSyQKWeZobPXhRHMHGlt9ajSBGXnTO9fM9QmCSD+in+VAQMJXLV580dSOr1q8kGXeIzuZ5jci2ZAMEj2B5IZIFImOpOMAdjHGOIB1nPP1AAZxzr8O//4bAIPC/78AQF3EufXh94ze18AYWwxgMQBceOGFPRqsUfHHE81e/Ox3H+GF+RW4pNgDu53yzIn4EQ/ZJTIfn4F+8iWpOC3JbWZgFD3QL8fWbTFkM5EHqRadQHJLpCvJll29Z/mF+RV4bvcR7KppQEmBC2vnV+CSQXmw2azFAFDx9cwl3nKbqDnFyMYiGcxOzMptqtnmROaQ6Ei6b3POxyKUynoXY+w7kb/knHOEHHm9hnO+nnM+jnM+rqioqEfXiC7+OKY0HxsXjkehx4Hl08vw3O4jaGjzxWO4BKESD9klMh8G4NqyYqxbUIFtiyuxbkEFri0rRrLieUluMwOjXWDGmK68RRZDNrODnGq7zCS3RLqSbNnVe5bv3FKNWRWl6uslW6o1drLZKFoqvp65xFtuEzWnGNlYRHZiVm5TzTYnMoeERtJxzk+E/21gjL0KYAKAk4yx8zjnX4fTWRvCh58AUBpxekn4vRMApkS9/14ixhtZjLTI48SD143EA68cUndqVs0qB6OnjiCIJGAXGX569XAs3XpA1Ulr5o2FXSSlRPQcowgWh8hwz9QRWLKlWpW3tfMrUOCyd3tuZOQBRcgQRGZg9CznR+iE+mYvgpIMwFrEEzVnI8ySqDmFbCyiJ5DcEIkiYZF0jDE3YyxP+T+AawF8DOB1ALeGD7sVwGvh/78O4BYWohLAmXBa7NsArmWMFTDGCsLXeTsRY44sRvrc3DGqgw4ITQDLdhwCp1I6BEEkgYDEVSMACOmkpVsPICCRUiJ6jlEEi1/iqoMOOBcl0+wNdHtuZPQLRcgQRGZg9Cy3ROiEkgIXbGJoaWEl4inS/t6z7Cq8unQyFewndEnUnEI2FtETSG6IRJHIdNdBAP4vY+wjAH8D8Abn/C0AjwO4hjF2FMD3wq8B4I8APgPwKYANAJYCAOf8NICVAD4M//xH+L2EIAgMRXlOANDdqaFHjiCIZMBBOomIP0oEi7LoUSJYOOfdRisYnRsZ/WLmGIIgUh+9Z/mF+RXYUV2nvl47vwLFnpANbTXiSbG/qTkb0RWJmlOMbCyC6AqyzYlEkbB0V875ZwBG67zfBGCqzvscwF0G1/o1gF/He4yE4agMAAAgAElEQVRd4Qzv1EQ+eCUFLjhp958giCRAOolIBJERLP6gBIdNRKHbgaZ2v668RUYrGJ0bubg2cwxBEKmP3rOcn2PDihtG4eFpMmyigGKPU20a4TCYsyiKlugNiZpTjGwskleiK8g2JxJFohtHpC20+08QRCpBOolIFHoRLGblzUz0C0XIEERmEP0s2+0izs934cJCN87Pd2m6utKcRSSKRMwpJK9ETyC5IRJFQhtHpDNGO4bfnO1EQJJhj9oxJAiCSCSCwHDxQDe2La5EUOawCQzFHnJ4EIlBEBiGF3mwvWoigtK5KJnu5E2WOZra/RQ1RxAZSHfPd/Tvhxd5KIqWiDuJmGd6OucR2Q3Z5kSiyEonnVnlHlmfLhiUcfhka0ynu0sG5ZGjjiCIhBMMyqhtaCMdlEUk0+ElyxxHG9tMdWaMPMdsN0eCINKL7p7vTHn+aaMheZi594mSs57MeQRBtjmRKLJOehTlPnPNHkxe9S5mrtmD2pOtkOWuSzw2tPnw7O4jWD69DNsWV2L59DI8u/sIGtp8fTRygiCyGdJB2UVP56rI8xtbfTjR3IHGVp/p8xSsdGbszTkEQaQH3T3f8X7+e6vDevqZvdG7RM8xe+8TNc9YuW4yZJNITcg2JxJF1kXSGSnhV5dOVqPm9OG4ddJQLNtxCPXNXlxbVoyHfnApgpKMxlafZreHduEIgog/HP9y7QjYBBECAwo9TvzLtSMA6iGVkfR8rgrNQZ83teOLpg7kOkR0+CVcVJiLIYVu03ORPyihyOPE8ullyHfZ0eINYO17xww7MyrnWOnmSBBE+qD3fBd5nPAHJZxo7lBfRx7T1fPfla2crKi83uhdoneYvfeJmmfMXteqbAaDMhrafFQqKWMh25xIDFnnpOtOCRsZDZxDddCNKc3HT779Ldzy67/FKGgAGRHuTxBEauEQBQSCHHdsPad3Xpg3Fg6RjL1MRJblGAfZwboWUwuRFq8fJ892YvlrH6uysnp2OdwOEYIgmNo4cjlEPHjdSDzwyiHNNVwObceyyDmTMUbd8QgiQ4nu1jqmNB8PXjcSc9bv0+iIJ96qxcG6FgDa5z9SV7gcIk6e9RnayladZfHaHKeNhuRh9t5b7RpsVjYcNhHXlhVjVkWpOu/uqK6LuW5Tux9Pv1OrmZ+ffqcWj80sj5FNKpWU+ZBtTiSKrJMgRblHorw+3e4zDLXmgDoh/OzaEfjZ7z6KMR5Otfso3YcgiITgC8q4c+sBjW65c+sB+IJykkdGxBtZ5jjV7sfKnTWYs34fVu6swf3fH4lry4pNOby8fkl1rgEhWXnglUPo8Eum07eCMte9RjDivOj0pBWvf4y18yuoyxlBZCAFLrvm+b5n6nBdHXHP1OEAtM9/tK74qO6Mrq38zdlOnGjugDcQNO0si2eKqtEagTYaEo/Ze2+lm6YV2Shw2XHP1BGaefeeqSNQ4LJHXVPGrZOGao67ddJQyHKsLdbQ5lMddEBIhpdsqaZUyAyCbHMiUWSdk05Pua+eXY6fvnzQ0GhoavdDCEcIAMDg/jm6xkNnQKZdOIIgEkJQ5rq6JUi1UDKOpnY/qjZrDftlOw7h4WllphxeEteXFeV9ZVOpKwJBWfcagQjDM3pTaldNA57dfQTbqyZiz7Kr8OrSyRRFThAZQrM3oKm9VDrApasjhhV7Yp7/aF2R6xB1z/2qxYvJq97FsYZ2086yeG6OW3EAEfEl2gmsRJ1FO8kEgWHkoDy8unRyt/OMFdlo9gZ0HWrN3oDmOCkis0o5btmOQ5B0TLGApD+PBiVy4GQKZJsTiSLr0l0jlbs3IOFYQ5samm9kNPiDEmwCw6pZ5Vi24xBEg5QekVkPwyYIgjCDTdDXOzZygGQcRps9osBMObxy7Prz0DdnOtVrdQa6XiSYmcv0xrmrpgGPXM9xQUFut+MkCCJ98Acl7KppwK6aBgDAugUVujrCZRdj0v6idUWLN6B7ruI8eXb3UayeXa5JtzdylsVzczxyjUB1pfuWSCewkkb67O4jummkgsBM1Qi0Ihtmj+UGm2Ccxzpl7KKgb7dRKmTGQLY5kSiyUksoyl1kwG0vfqjWzlCMhkiURYkgCNi09ziWTy+DXWRYPbs8JhrP5RBpF44giITgtAlYM2+sRresmTcWTqprknH0NuVqoNsZMw89deNoPLXriPpa7MZ+NDOXUWoYQWQP0c/72veOxdjCRvaumXNXzSrH2veOAQAO1rXgibdqsW1xZbfRUvHWQ8oa4YKCXBTlOclB10coTuCqzdWYs34fqjZXY1dNQ68ykazIhtljrVyz2OPUjQ4s9lATkkyBbHMiUWRdJF0k0ZECitGg7NxdW1aMh6eVwR+UYLcJeOgHl+KWX/8NRR4nVtxQhpUzRqmd8wb1y0G+K7TbNrzIg+1VEzWdfGiSJwiiN9htDEV5DvxmUSVkziEwBpsYep/ILBQHWXRRdaW2U3dFsAWB4eKBbmxbXImgzCEKDJv3HsfBuhbDBhDRmIko6WqcBEFkFtHPe2ObD4P65eD3SychEJR1dUSkvnr5jivx6Bs12FXToJ77u7CtLAoML4V1lEJRngOMMd0Ipa7GRXooPUlEJlKh24GXbp8Q0+lcTzbMHmtF3mw2ASOLPepcbBMYdXfNMMg2JxJFVjvpujI4eLhw99xf/lXTkefpm66AzDn8QY6Liz0QwimuimEiyxxHG9uouytBEHHFJYqoa+uM6RJWWEQLkUzDyEEGmOseHgzKqG1oi5GVmWNL8PUZn7qpZGYcXaUUUWoYQWQPVp93pWh/pL5at6ACK2eMAhMY2jqDuHHdBxoddbypA7tqGnBtWTHumToCN0X83siWJj2UGSTK2eoLyppO5xtuGderY63ImyxzfHqqndaEGQzZ5kSiYN3tUKUj48aN4/v37zd1rFFUQmOrDzPX7InZ0dm4cDxOt/shcw7GGM7rn6NGy9lsguF5Rm3jibSgz2ZSK7JLZBcnmjswZ/2+GN2ybXGlUf0vktsMw+z88lWLV13cRh63bXGlpQVsMCijoc2niQrvowiAPpHdRMrtkIfesHzO549PS8BIiD4k63RutA1d4LKj2RuAPyiBMaarh15dOhkA8Mv3P8XscRdCFBgkmeOV/V/i1snfAg/b10bnki0dd1JGbs1Eils5rrHVh5+/egizKkrVOnc7qut069xZWb9Z+XxaEyaUpNsKPbDNCcKU3GZ1JB1gHClgVED0jDeAx988jAevG4n7f/eR6jV/8bbx6JdjhzdA3V0Jgog/kkEHKYk6SGUNZgtbByUZRR6npgD32veOQZK56YVBMCjj8MnWmN3hSwblWXbUmV3QEASRfKw4SiIj5ZToN0VnvLJkoqG+ctoETBt9AW578UNVv/x64bmopaCs3xWTbGlCL0LTKDpNlmUsvepiNLeHOrQ6RAFLr7oYshzbOMns/Grl8+PZ1IRITcg2JxIFJcUbwMIdXCNROk8tmTJMrVsHAEUeJxpbffjRC3tx+JtWKqRNEETcUTpIRUIdpLILo3mJMa0MOG0CHrxuJFburMGc9fuwcmcNHrxupKVCxo1tPnWxDYSMziVbqtHY5rM0ZmVBM3PNHkxe9S5mrtmD2pOtkMmAJYiUw8rz2tTuVx0VADCrolSjM5ra/br6ym4T4AvKWLr1gMaObmrz46Z1H2DyqndxrKGdbOksw6zsRctdfbMXi17ar3YGjoQxBq9fwvLXPsac9fuw/LWP4fVLMXOmcqyZ+dXK59ttguEzQGQGZJsTiSLrI+mMQvUBjlWzyrFsx7n276tmlePJt2vx0A8u0XjNI512a987pp5X5HHinqnDMXSgGxwcsswpeoAgiB4hCAy/mDsGp9sDalHjAW476ZQMJ3KOEgTozkvRnVolmWPjnuOaSLqNe45jxfWXmf5cv6QfyRKQYiMQusJoQUPpPgSRelh5XqOjhPJddtQ3ezGmNB9LpgxDcZ4TL90+AY+/+Ql21TSoTWtsAoM3KvokevP72d1HNY3clGglUQill1FEbubR1O7Hfx+ow8aF4zUp0Hd852KN7FmJTgtIskau6pu9eOCVQ9i2uDLmWJGZm1+tfL5NYDFyrDwDelDUefpBtjmRKLLaSddVqP7y6WXYUV2nLnLOz3dhywfHVcMjsgORYpgAobbxT75di9Wzy5GXY8ezu49gVkUpCt0OdPolnN/fRV19CIKwjNI1KhLBROc7In2JnqN+u7gSm/ZqnW+b9h7HozMv15zHBOim+DALRqMY3h2OrrMSm07U9aKC0n0IIrXo6pm18rxGd+MMSDKuLSvGrZOGahwda+dX4O6rh+OMN6SPWjuDavSJnh0NhGzpJ96qVZ0pOQ4BHT4ZnzW2o6ndjx3VdbjvmpFUgD+DYOAxKdBr5o0Fg9bGsdIFVuIGqYg6dpMgCHi/9mSMk3DEoIt7/Plev4Qn3qrVzNlPvFWL5+eOAdzaY62k0SYKchJah2xzIlFktZOuq1D9te8dw/3fH6kaGm/c/W1MG30Blm49gCKPU7Mz0uGXUFLgQpHHiSVThuH8/jnIz3Wgwx/EXVcNx10vH9B0trp0cD9SegRBWEJkDH5J23nsmR9fEWMcEJlD9BzFOcdtk4d2uysvMgGBqC51T980GqIFWXGIgu7usEM8t8lkZlGhpPtEL2go3Ycg+p7unlkrz2t0N06nTcRDP7gUj7/5icYp8ezuI7hl4hAwxlTddW1ZMV6YX4E7wza3YkdHfm5RngOMMYgM+KbFh6qI+pirZpXj6XdqdRsAEOlJdAp0fbMXS7ceiIl6s9IF1i4YyLMQK88FLjuuv6JE4yRcO78CBS57jz/fYRPR2OZD1eZqzefrOfSsRLEmoqlTKjgJ0xGyzYlEkdVOOqNQfeBcRNzy6WW4dHAe7KKgtoqvb/biibdqsXLGKFxYmIuGs53YuHAcvAEZz//5KG6dNBR3bj2A5dPLsHJnjUbhVm2upjQfgiAsI3GOe3/7d40+ufe3f8f2qti0DSL9CQZl+IMSXrp9AiSZY8P7n0FgDI+/ebjbXfmAJOO+7R9pZOW+7R/ppvgYIbDQbnCk4fnCvLGItNX1FhVPv1OLFTeMAuccDpsIh2gt3YcgiPgSGR3DGMPT79QaOgKspOcJAsPIQXl4delk+IMSJM7R4QvGRNKtmlWO0gEuzN3wV/Vzd9U0AABeXlSJoCRDFBj+a84V+Odtf9dktty07gNdW3rZjkNYPr1MjfCjCKD0J2hQgD8YVZMuWu66+nsLDHhh3licavOrm00DPQ7oiUazN6BbhzV6zWbl86049Ew3hopjU6dIqDRFzyDbnEgUWe2kiw5ZbvEGNK8P1rVg5c4aVRFHh+Lf9uKHeHXpJDzxVi3+vzmjsfTF/Vg+vUw1TqLD9wFK8yEIomcEJAMDVqKQ+kxDzwhfM28sOOemduWNFjtWuo35JY47o6Ia7tx6ANurJp47JmpeHFOaj1snDcVN4Q2tkgIX1s2vwKsHTphK9yEIIr7oRcesmlWOxlY/Dta1AAg1bfAHJZxo7gAAS8+rIDB1Ad/Y6oM/yLFsR3WMQ23b4soYnbSrpgE/+fa3MGf9PgDAtWXF2F41EZxzMMZUPWJkSw/ulwOHTaQIoAwhOgUaMC7AHyl3XWG3CegMSDFR5XqRof6gpNsVXW/NZvbzrTj0zKbRNhg0ddpeNRHn52sbGFiBSlP0DLLNiUSR1fkmyg6H0pVlR3Ud1s6vUF9H7nhEd/25qaIEf/qX72KA24Fnbx6DpjZ/jDGhOP0ioe5UBEH0BKVGWCR6NcKI9EfPCF+69QDycx148bbx2LhwPLYtrsTGhePx0u0TYnbl4yErskEtn8g6K8qiQmHJlGHqJpVyfNWWavzg8vNQtbkac9bvQ9XmUIdYmgcJIvHoRccs23EIS6YMAxByrD943UjMWb8Pk1e9iznr92Hm2Auw9r1jlp/XApcdNoHp6g2ZQ1cndfgl9f/3XTMSg/vl4IKCXPAI/WNkSxd6HODgqG/pwDdnOlHkcaqfZ9Rtk0hdnDYBa+aN1azB1swba6kreTRBietGles5UFwOEf/2w0s0XdH/7YeXwOWIlX1Z5mhs9eFEcwcaW31dditXHHoXFOSiKM9pOA9Hr0mNou4CcWrqFE30fK6MgebqriHbnEgUWR1Jp7fDUeCy6+54MHau2+ukbxVi/sSLsHDj30L16W4crbaaj4zGi+z0GhlVIAqgTq8EQVjCbpCGZCc9knEYGeEcgABtCuqGW8bFnO8QBV1Ziawn1x0C049qYBF1VqJTeQrdDt1xDx3oVq/VVboPQRDxxSg6Rnn+7pk6XLf75coZo3Dbix/qPq9GqaXN3gC+OdupqzecNgG/WVQJX1CGyIBTbX4UehzIz7Vjz7KrYiKMImvj6dnSq2aVgwH40Zq9mveefLsWB+taKAIoDekMytjywReaxg0b3v8M935veMyxZtObOw3kvzMY69Aycuj9/s5JMZ+diMhNQWC4eKAb2xZXIihz2ASGYk+sU89KxKEVrKTmEucg25xIFFntpAP0Q5b1QphlGWpXvbLz+uHmDftQ5HHi/u+PRN3pDuyorsOqWeXYtPe4akwcrGvBpr3HsfWOKwEAnzW24+H//hiNbT4KxScIwhIOG8PAPCdWzhh1rrZKnhMOG+mQTMMu6he7lmUOb0DSpOPoFU8XGDDQ49DKikEdHiMcIsOaeWPVQt5KVINDPHeR6I0uZuDYy3WKptJ9CIKIL0YpdOfnu7Bn2VWG3S+HFXt0nWddOSj8QQmr3jwcuzm9oAJtviBu+fXfNLrELjLkuxwY4I7VBZG18RRb+qXbJ+CMN4CGVh827T2OmydcpFunrmpzNUUApSFOm4i9nzVhe3W9+l5JgQsP2C7RHGfFSSYazEmizvRj1qGXqNptwaCM2oa2bmvNeXJETdOVkgIXXphfAU9O7+TdSmoucQ6yzYlEkdXprlZwOUTcNnkoVu6sUaMclNSeZ3eHmkW8X3sSD0+/DBcOcOHlRZX4w93fxqyKUjz2Rg2+PtOJ2178UN3ho1B8giCs4PXL2HOkAcOKPRjcPye0iDrSAK+/dykOROpR7HFiXVTphVWzyrHtb1+AA5p0nFsnDYUsa2XAF5Txyv66UNfxPCdKClx4ZX8dfDrRA0b4JY7n/3wUy6eXYdviSiyfXobn/3wUfim2iLeSyjO4X45uus5At9NUug9BEPHFKIVOSSt12W26qVouu6j7vEY6KMaU5mP59DK0+4L45mwn7KKAxjaf2nRt2+JKrJwxCgPdDtVBB5xL3w9IHC1efTvY65fwxFuh67y6dJLaNXbmmr1YubMG904dgWd3H9Wco5ScoQig9MRsuqeRk0xvTeVyiFg9u1xzzdWzy3VTWEWmn7YY7dBLVO22RoNac41tPs1xviBH9fFTeHlRJf7ngSl4eVElqo+fgi/Y+xpoZlNziXOQbU4kiqyPpDNLvsuBQf1ysHLGKDXKQak/V9/sxWsHT2D+xIswd8M+Tej92veO4WBdCx68TrsTRKH4BEFYggHDB/eP0TEgGyrjsNkEDHDbNRFzT75diyVThuHZ3Uc072/aexwrbhilOV9gwHdGDsJtL36okRUr9jbnHLtqGtQujAqPXN917R3aiSeI1KG7Z9JqipvioBhTmo/7vz8yJmLu+blj8NOXD6rRbKtmlcMX1E/fP93uh8MmoDPQAc4RSudnDCIDGGMoynOoTXLGlObjnqnD8fD0y+CyixAFxDgvSgpcKClw4dWlk0nvpCFm5w8rDR7yXQ4MGZiL3yyqhMw5BMZgE0PvR6M49KLTFqMdemYbPFjFb7LWHJe5ri3ILTSGIuII2eZEgiAnnUkEgWFIoRt5OXYIAscL8ytwqtWnKuobrjhfTQsCtKH3K3fWQIyaZCgUnyAIK3COmKL8Stc8IrOQZY6gHIqYi14I3DppaExtpuidfjkOstLThYjZrncEQfQNXT2TVh3ril7QbRKzuRpP3jhadxNBT5c0tfsxqJ8Tx5u8MTpt097juGfqCAChLrCNbT4M7p+DkvxQQXZZ5rrOxfP6U8H2dMbM/OFyiHjwupHdOtOAcO26tkBMCmmROydGTiKDMZS0xUH9cmIcegUuO9bOr4i5ZoHL3qvvrjQgiH5OoscpGczvkZ3Xib6DbHMiUZCTzgKyzBGQZAT8Moo8dhR5HKqiHtw/x7A47+rZ5XA7RGxcOF5V/BcV5lIoPkEQppFkrrt7LNHuacbR1O7Hyp3/wFM3jsbPfveRuhDo77LjmT/FRtI9cv1lmvMlWb/OlMTNywoVkSaI7MCKY13RC+2+oK6OGdwvB/dH6KwNt4xT0/erIpwaiiOubPplar3nSJ02q6IUS7ZUY3vVRDxyPY9xHlLUbvYSlDk27tHKzMY9x/HozMtjjm1o8+EPf6/XNKN4Zf+XGDD5Wzg/X5vaKggMpfmhJiddNW5o9gZiItqf3X0kpjasVVwO/YZPLoe2MpUk60fcGdmCZptsED2DbHMiUZCTziTBoIzPT7ej7rRXdbQNcNuxdd+XePLG0cixi7i2rBizKkrVh3RHdR0G98uBKAINrf5uO/IRBEEY4bAJWHFDGU63B0KvxdBrh41Ki6YyPTGQ/UEpFD3S6tcYfgKDbiSdECUCNpHpzkdWur/RIpggiGgUvWDUxTXXIWJ71UQEJBl2UUCxxwmbTcAFBU5sveNKNLb60NTuVyPlRCFWpz0/dwwKch146sbR4JwbRsf1VdQuOTlSCy5z3XlQL93TJgDTRl+gKf2wZt5Y6JlNZhs3KPNzbCmI3pUwKnA5UVIg4cXbJkBgoYh4p42hwKWVcaPO63oiabUTLcm6dcg2JxIFSZBJTnf40djqw/LXPsac9fuw/LWPwRjDT6dejEK3A2c6Avjp1cM1Bb1/evVw2EWGw1+3xRQDpcYRBEFYQWAMHX5Jo4M6/BIERgZUqqIYyDPX7MHkVe9i5po9qD3ZCrmbHVYlpexgXQuqNlerc4pRGmtU3wjk2AXcPXWEZj66e+oI5NitTflURJogiGgEgRk2iWnzBXHTug/w3dXv4aZ1H+BoYxtkmaPdJ+OxN2rQ1O5HvsuOWRWleHb3kZhUsSKPE16/hHm//CvmrN+HOev34ZOvz+J0u69bvZkIeqrDicRhlO4p6fxJAhKPKUWkNC2JpsGgcUNDVO1DZX6OJF4ljNp8EhZu/Buufup/sHDj39Dmi3X85YQj7qKbYeQ4Yud3K002SNZ7BtnmRKJIuJOOMSYyxg4yxnaGXw9ljP2VMfYpY2wbY8wRft8Zfv1p+PdDIq7xr+H3axlj30/0mPXwS7IaggycU/SffN2KM94Amjv8uhPB8aYO5DrEhHQCIggie9DTQQ+8cgh+iTpIpSpWDORIlJo3kUb4mnljjdNYo4xor1/GnVGLjTu3VFO3MYIg4kJkpO2eZVfh1aWTMaifM6aLq6LvgnKoEY2y6VC1uRq7ahoQjNJpS6YMi5nnqrZU46O6M0lxGPRUhxOJg3P9eZDrlHOIli/lWL1UxKBB44ZglI1ltgutVczKGgNDrkPEyhmj1A7KuQ4RTKdTgZVOtCTrPYNscyJR9EUk3b0APol4vQrA05zziwE0A/hJ+P2fAGgOv/90+DgwxsoA/BjAZQCuA7CGMdbnHReMFkf5Ljua2v3Ises74hiAFm8gYbsuBEFkB2YdNETqYMVAjiSy5s22xZVYPr0Mz//5KFg4zSWSkgJXTGMio4VJkGSFIIg4ER1p6/Ub6zuboK+7ot/Pd9l1r5HrEJPiMOipDicSh5VINrso6MudGLv8FQ1kNHp+1XNQG6WPWsGsrHn9Ela8XqM6gfySjBWv18Drj5VJK/eKZL1nkG1OJIqEOukYYyUApgH4Zfg1A3A1gFfCh2wC8E/h/88Iv0b491PDx88A8FvOuY9zfhzApwAmJHLcerjs+opOKRA5wO3Q/X2hx4niPCdeun0Cri0rVt+nAtwEQVjBbmBA2ikFMWXpaVqMUvNm7XvH0OINqOlhkizjhagIuxfmV6DYo61ZY7QwsessTAiCIOJBV/quyO1QddeY0nxsXDgem38yATZBwEu3T1DP6/BLhrZ2MhwGiUxtJHqGlUi2Yo8zJip9rc6cCYScdKtmadNIV80q163lmohSEGZlzWET0djm00SlNrb5dGXSyr0iWe8ZZJsTiYLphQfH7eKMvQLg/wDIA3A/gIUA9oWj5cAYKwXwJud8FGPsYwDXcc7rw787BuBKACvC52wJv/+r8DmvRH3WYgCLAeDCCy+s+OKLL+L6XU63+3CsoQ33bT/XteqpG0fj8TcP42BdC1ZMvwQVQweqKUbK4um53Uewq6ZBTVcqdDuQ4xAgyUAgKFNhzvQgoX+cRMsukRmc9XbiZGsA9RHNa0oGuDAoz45+rhy9U0huk4zVos0Kja0+/PzVQzHFsdfNr8CwQjeavH61+1yR2wGHQ9sD6ozXhy9Pd6rz0bVlxfj5tDIIDMix29JhzknY4PpKboc89Iblcz5/fFoCRkL0IVmtc7vSd03tfvzy/U8xZ8JFYAz4/FQHnt19FI1tPmxYMA75uTacaOlEQJJhE5jG1l41qxxPvl2LxjYfXl06uU+aRZj5TimuQ62QdnJrpcFBMCijoc2HoCTDFtHMJJqvWrxY8frHMQ2XVtwwKqYTbCIIBmUcPtnabeOKRDWD0GuQWDrAhSED3Lr3K0VIuq3QA9ucIEzJbcK6uzLGpgNo4JxXM8amJOpzFDjn6wGsB4Bx48bF3fMYCMqw2wQ197/DL6lFuEsKXLj60sF49I0atRPfALcDq98+rHb/UWrUvXbXJDSc9fdqwqfuO5lFomU3m1GMs+hOc+lIp5/DH9BGEfgDEjr9NvRLvP0YA8mtsS6OfH9QPyd+v3SSpU2ZQrcDD08rw9xf/lVT5+SZ3Udw7/dGoGpzdZfzR1HJDcMAACAASURBVFunhJ1/r8fGheNhExkYGB57o0bdMMrARaZpSG6JdCXVZberjtCyLOM7IwepNesinW+LNu/HkzeOxo/X7wMAjCnNx8oZo/CtIjc+a2xXHXTxykDpzoaO/v3wIk+vulxnu82eCLm10tnXZhNMOdlEg+7pYi//VGbt0LO+ACRZ1qwzJVnGWV8AA2znvqvVzutm79VZXwC+KBvTF5BiPj9bMCu3qWabE5lDwpx0ACYDuIEx9kMAOQD6AXgGQD5jzMY5DwIoAXAifPwJAKUA6hljNgD9ATRFvK8QeU6fIXFgzbufYlZFKXIhwi/J+MW7n+K5uWPgtInwRbXk3ra4MqY9d32zF96ArFuY0+zuYJbs6hFErzG7K5kuyADOdgax/LWP1e+zenY5CnXSNojEY6SLhxd5cLSxrVc6WhAYnLZQB7fB/XIgcY5vznRCFJjqoAOM5w9BAL4zchBue/FDzWKjsdWPg3UtluYcgiAIs0Q7BIJBGd+c7YTMuW5HzuXTy1C1uRoDPeecbwfrWnDbix9iz7KrMOqC/nh+7hg4bCIKwjWge+Ps6s6GjreNTTZ78jHrJBUEAZv2HleDLVq8AWzaexyPzSzv8WdbsUO9fgm/0FlnPnL9ZYC7x0MwTSAo69qYA4PUAKEryDYnEkXCVqqc83/lnJdwzocg1Pjhz5zzeQDeBTA7fNitAF4L///18GuEf/9nHsrFfR3Aj8PdX4cCGA7gb4katxHKDsvKnTWYs34fVu6swa2ThsIuMBS6HZBlrslJN2oW4Qvodw8yW2eDuu8QhDka2nyqYQSEnpUlW6rR0OZL8sh6RlDmuh2kqBlAcjDSxQ1tvl7raFnmaPUFkesQ8XlTB5ra/AhIHAPznCiKMvz05g/Ome6CeMmUYYbnKJ/b2OrDieYONLb6+ryTIkEQ8SdZz7XioLhp3Qc40ew1bL6mV5xfrWUXrvtV6HbgaGMbZq7Zg8mr3sXPXz2E+uYOy9+pOxs63jY22ezWiLesKk5SRW5mrtlj2CW40O3AfdeM1Kzz7rtmZK+iN63YoYKgv86Mdiha+U5WCBjYmAGyA7qEbHMiUSQyks6IZQB+yxh7FMBBAL8Kv/8rAJsZY58COI2QYw+c838wxrYDqAEQBHAX57zPW81IHLqLnu1VE3Gq3YdH36jBqlnl6jE7quuwdn6FZvdk9exy2G2hApORxoqVwpzUfYcgzBGQZBR5nJpd0bXvHUMwTduiG3WQIkeKOeKdcmSkiwNS7zZigNDCrrk9gKAsx+zOPvpPo1Df4tXUzImePzg37kYO6M85FPFBEJlHIiLDzOrRSAeFsnEdbft2+CWsnl2OHJug/l6vuL3i7CryOPH4jy7HefkuHGtsP1fXzuA7RY+3Oxs63jY22ezmScQcZOQk1YskFwSG4UUebK+aqElN7c38Z2QP6NmhRptr26sm9vg7WUE2sjETWLs+EyDbnFL6E0WfOOk45+8BeC/8/8+g052Vc94J4EaD8x8D8FjiRtg9ssGih3OOzoCMXTUNaGz1Y+PC8TjjDSAgych32dTaAi3eAF49cALzKi/E6tnlqtfdaqdXpftOT518BJEtuOwiHrxupOZZWz27HDn29HxWlI6d0c++jTp2dksijH8jXWz0d7Kio/1BCQM9DiwI128CQvPNxj3Hce/UEVi5s0aTOlMQdr51NzZloax3TqIMf8I8VptNUKMJojvi+Vxb1aORDoq17x3TbGSXFLjwwryx6AzIKPQ4UOTJ6bLGlj8oocjjxP3fHxlTM+zJt2t1v5PeeF++48ou9XO8bWyy2c2TiDnIipNUlnmvS1VEY8Vu62qd2dPvZGmsNv2xUlf4rsl225w2eBNHdkhQHBCYfotlxhhExnBtWTGWTBmGzoAEh01AZ0DGN2d9uO3FD9UW2VPLBuGulw/iibdqsXx6GbYtrsTKGaMwqJ/5nRor7bQJItvRC0FPVwQGPH3TaM2z//RNo0FzYPfEO+VIljk4OLb85EpsXDgeY0rzVV1c7HH2Wkc7bCIkjhhDfFZFKap0UmeavQHNcXrzxC/mjsX5/XOwfHoZnt19JOYcPcO/yOOEPyhR+itBpClmFvRmUwyt6lFl8QqE6sw9+XYtVs4YhfcfmILtVRNRnOfEkIFuDCkMdY9UUluL8mJtYodNxD1Thxum8es5KfTG++gbNVg3v8JQP+vpzpdunwAO3iM9SDa7eRRH7LoFFdi2uBLrFlSoc1BPUZykkRg5Sa3It9lnptjjxIu3jcfGheOxbXElNi4cjxdvG49inXplXa0ze/qdrCDAwMbs1VUzn2y3zSmlP3EkI901LREZ8PzcMWhuD6hddwrcdogMyHGKuHvqCNy5pRpFHidW3FCG0gG5ONbYpvGu57vsqA/X5ajaXK1ee8+yq9Ao+0x36bHS1YcgshW/QZpBIE3TXX1BGf/5x8Oa9N3//ONhPPPjK5I9tJQnnjvPeruG6+ZX4Lz8HOS7QgsvZ1QncKfFRiWFbgc6A1LM7myh22Hqe0TOE15/EJ9804oVr/8DB+ta1GMeuV57TnTEx5jSfDx43UjMWb+PdkcJIk3pLpLLShSEVT1a5HbghfkVuDO8sdDY5sPAPCcG5zlxxieFbNgI1dhVylSh24GhA92Gafx6Tgq98e6qacC93xuBl++4EqLAYj4n2sZ2OUScPOvDLWv29kgPks1uHpdDP/vB5ei580lxkkbLt56T1Kx8W3lmBIEhEOSashUbFozT/ft3tc7s6XdSxmsmFdEnGdiYN4/RvS4Rwp/ltjml9CcOctKZxG4TEAhq6wM9fdNo2G0C2n0yntt9BMunl2FYkRt1p71o7QxiR3WdGt5f5HGi0OPUNZaCMsecNXtMGwBWWo8DlCtOZCcM0H3e0hWHKKAoT2uEFeU5KBXBBPFMOdLbNazaUo1Xl06GIDA0tvpwS0Sa6pjSfNwzdThsIoPLbjOlfwWBYXCeE1vvuBKNrT40tfuxo7oOxXn6c0iX12Mh2YlE77tHG/73TB0eE4lK6a8EkV50t6C3kmJoVY+2dAZV21hZvO78ez2EMSWo2hza1L5n6nAMHehGrkNEmy+o6s5oW1gQGHKd+p/f4Zd0nRRG461v9mLlzhpDXRZpYze2+vD0O7Wa7/D0O7V4bGa5aT1o1WbPVowK8P9+6aQeX9OKk5Qx/Zrh0ZFsVp6ZpnY/Fm2OOnaz/rFdrTN7+p2sOBRz7CIa23yaIJKSAhdy7L2zMTN9DWrPctucUvoThyknHWPsXs75M929l8kEZY77tn+kUbT3bf8oPHlw3DppqKZOxvNzx+An3/4WfvV/P8Pq2eXwOG144q1PYmpy/GLuWDz2Rk3CFkKUK05kKwJDzPO2alZ52oagO+1MjdhVa/rMr4DTnqZfqA+xuvPcFVYKj48pzY+poWRG/8oyx6en2rXRegsq4MkRY2qarp5dHpOOoqf3V88uxxNv1apF1qO/e7ThLxnUx6HdUYJIH7pb0FuJgjDSo6IAnGju0L32rpoG7KppUK+xbkGF6qCL1o2rZ5ejyONUM06ibeGBbmfM50dGMUfrVL3xKjXszOoyWZZj7PtVs8ohy+kZkZ/KBIIG2Q/B3t1rs05S0cBmjI5ks/LMWDm263Vmz76TFYfiAJcjpuHh2vkVGODqeWp2NqxBs902j6d9TWgxG0l3K4Boh9xCnffSHiOPv9Hk0emXIAqxHXl++vJBrJ5djlkVpRjcPwcLfhXaHWxs9WP59DIUuh3o77LDL8kaA0Y5P14LISoGTmQrMgc27T2u2QHftPc4Hrn+smQPrUd4/bJqBAChZ/nOLdXYtrgScCd5cClOPFOOuts1jPz9kinDYuYGM/pXN1pvczV+u7hSrWmqyPQTb9Xiv6LSKk61+2LOf+CVQ9i2uLLL7x4dQUK7owSR/nS1oLcSBaHX/dImAqfbAxAY4A3I6AwEcUF+LoRwKqlRyv7y6WUxuvGBVw5h+fQyNZIn2ha2qseV47dXTcRXLV40tfvx5Nu1OFjXYlqXBWWuWwdv2+LKbs8lrGHYuMBiuYhozEZyCYKA92tPYuPC8RAFBknmeGX/lxgx6GLNcVaeGbPReUBinJRWnITN3gCejYp8fXb3EUtRo9Fkwxo0221zSulPHF066RhjNwOYC2AoY+z1iF/lATidyIElg648/kZK+ZNvWjG4X46uEhzULwedgQ71NRAqnqsYIO/ePwW5Dv3rMsYgy7zXQk654kS2YhMY/vWHl8AmiJA4x/n5Loz44SWwpenEETRo8x6kYv6miFfKUaHbgd8suhK+IIfAQs5gp41pCo+/dPsEfNHUgYsKc7F8ehnWvndMrQdnRv8a6W1J5rrpKNFpFb6A/vkyh+l7QLujBJH5WHnO9bpfvjC/As/tPoJdNQ0oKXBhzbyxyMvxIz/XqXttJWVfqdEcSX1zqL6cgp7jozs9rueQGdwvB2e8Afzztr9rvmN+jg1ftXhVh2OuQ0C7T7vIlAzmXYnm3bhjE5hupHhvbDYrkVz5OTZMv6IEt734oUa+83O0S+XIOV6pHXdRYa7uM2M2Og+w5vwz63i0ck29yFcgtn6tFbJhDUq2OaX0J4ruIun2AvgawEAAT0W83wogfdskGtCVx7+rsPklU4bpKsGjDW1YubMGm2+foPt7m8DQ5gviN4sqcbrdj2/OdmJHdR1unTQUK17/GPddM7LXIcGUK05kKzkOhrM+4PNTbaohVTLAhRxHejrpbIL+jmy6Oh3TFVnm8AVl1J32qnJVOsCl2VTxRdWVUeYKALhn6nBIPNQZzqph3dzu1xRiV9JRlE5xiuEuGOzeWxEV2h0liPTESg0oK8+5no1855ZqLJ9ehl01Dahv9mLp1gPYtrgS+bn61y5w2bHhlnH45kynYX055f/RzsLuvldXTX2GF3k048jPsaG2oU2T2rdm3lhs+eAL7P2sCRtuGYfhRR6IRvNultSb6ku8fgmvHjihiWTb8P5nuPd7w3sckWQlkqux3a8bEbW9aiLOz+9ZPWNBEHQzOh6bWR5zbH6OLWZ+13MSWnE8WnEoOmwiri0rxqyKUnWsO6rrerVezIY1qN1AR9jJViJ6SZdOOs75FwC+ADCxb4aTXLry+Ot1y1PC5te+d0x3p0Spe/F/3vwEv5g7Fne9fOCc4p1XgS0fHMd3Rg7Csh37NQuul/Z+jl01Daj5urXXIcEUDUFkK51+jlOtPo2zZPXscvRz2tA/DftH5NgFXQOut0V9CWuc7vCjUU+ucuwo7pejuyhYtuMQVs8OGeWRUQJdGdbRtWFWzSrHv/+hBusWjMX2qokISjJsooBijxM2m6Ax3F+YN1a/HqNFo5F2R1ObIQ+9Yfmczx+floCREKlCT2pAmX3OjWzkyOi36AgSvWuPHJSHQf2cWDe/AlUROm7DLeMwqJ8Te5ZdFeOEM/O9jJr6rJwxCoP752iO/arFq+pX5dilWw9g48Lx2F5dj6ffqcW93xuBZ/50JEaXRm6MEPHD5RAxc+wFmki23nZ3tRLJFZD0002DkjbdtMXrx8mznTE2QH6uHQPcWrkodDtw3zUjTa3BGtv9MY1Wntt9BCtuGKVxElpNIY3eNNxwyzjde1XgsuOeqSNiatIVRDzfVsmGNWiuU982z3WSbU70DrONI34EYBWAYoSaJjIAnHPeL4Fj63O68/grxsZXLTJW7jzX7OFgXQs27T2O3y6uhCRzHI5w4AGhlu93Xz0cGxeOh01kCEocq98+jFkVpTG1LpZsqcbm2ydgatkgrH3vWK9DgikagshWAgadwn6bprVkOgOyrgGXrjX20hW/JHcpV0aLgpKCXNy8YZ8pw1oQGM7r78SLt02AwKBGFDS2+RCUoburH2m4f3UmFJUdvXv/6MzLdb9TpndfI4hsIR41oIz0gZGN3OINaF7rdTXUu2a+y6Fvm+pETZn5Xka6N9chxhxr5JARw3pvVkUpqjaHFt2RtaTP65+DQXk5sFmok0b61RyJ6O5qJZLLLurXxIuOmvT6Jd1x6tUgs7IGC4RrlEenmz48TesktOJ4tKIPmr2BGMf1knDn+p5u1mXDGrTdZ2yb5+cme3REOmO2ccQTAK7nnH+SyMEkG7Mef70aA7dOGooz3gDqm70aBx4QUvJfhUP7RSEUbryrpgE/+fa3dBVtQ6sPK3fW9HgHSc8goGgIItVItOFqVEtGTtM6ETLnugbc8ullSRpR+tMTGexKrmSZw24TdFNG/AZFofUMa1nmaDjrx6LN2u6si7/7LcMIjkjDfe17x3S7yg50x56bDd3XCCJb6G0NqK70gZ6NrNSkA2AYZdbVNc3apma+V1dOxOhjjRwySq05pcEFoK0l/f4DU3CytVM30k9vLiH9ap5ENE6wEslV7HHqdjeNlmejzueSgWlpNlLVYSCT0U5vK2mpVjvRFnmcGmdTvIJFMnkNGpT1bfOfT8se25w2IhKDWSfdyUx30AHmPf5GNQZmVZTqpr6uW1CBQXlO+IIy2nxB5OfaVcNBTyErO3w92UEig4BIB/pCTp0GncIcvewUliyM64zRc90TeiqDDgO5OtbYjna/hPPznbj76uG4c2tkeYOxhrWN9AzrpvZzDjrg3E7975ZMNBxb5AL1YF0Lnny7FitnjMKwYg9cdmt1pjKt+xpBZAu9rQHVnT6ItpHzc/5/9r49PooqTfs5Vd3V3ekEEkICAhEQEYxMkEQwwI6DwyzqijJMuCgXBZUE0XHGGW+7Iyuz6H4C8vF5w0RHQREUBF1ZHG+Dus6qeAlRRqMRETQgkCYkJN3p7uquOt8f3VXp6jqVVOfeST2/3/xGOtVVp6pPvec97+V5bFh19Tjce2Wk/T7LLaDOH9L40B1hY8zclxKQ2fB2FYoKcpDpFjDALaD0vUO6Y1kBmY0L8/HU+99rBC5Ydn7p5k816wUAw7XEsq/mkYgSqlkkUslls3EYG1UDjqeTiIXTzp6L7aUeEexs4QzBrh1rIm2pifiNLoHHXZeP0V2/Pe3GfQF9nS/aijt0Hlq0KISQ30RbXT8jhGwnhFyrfBb9vNdBifgPzUhBVpqDOcEUjoHVeyox/8l9WL2nEtdPGakq+D30ZhVWzszF+3dOwysrpmJMdho8XhHzn9yHI7VNeOC1SqwpysOu8mqsKcrDsIxI65JiEJVy+7ZkkIwcglqf2M4nY8FCx6Er5ikBsG6O/v1K1iWDi1bwxt7PmqK8hMQALDSjrXMwyx3hUor/HR7ZexDLnvsM3oCkBuiU8968dT9cdg5li7XfM8roG2W/j9X5UXWykVkNqmxQlfN7vEEM7u/EsHSX4VrW0rV6k/qaBQt9BfF2IFEOqNbsQbyPbLfzGJLuwtmZbgzu58R3p3yYvfEDTF3zLmZv/ABVJxs7xMaYuS+OIxidlYrf/eo8rN5TiTmlH+G6Zz7B7PyheO6GSZpjYwMy7985DTtKJuPsAS787lej8cqKqRjS36W73ro5ETuvjF9ZL1paSyz7ah68gY/DUkJNBGb2dQpsNk6dz0PSXcy25oFuB3MusirVE0FAlLH2jcj+cXtxIVbOzMXaN6oQELX7wNN+kdmWetqv9104wvaDWY/AqN24L6mUtgWCjcPGhfmaZ7xxYX7SFgQkCivu0HlorZLuqpj/bgIwI+bfFMDLHT6iJEB8ZoYQglW7v1Q56Cqq67F6T6WqCnuiIYANb1fhwd/8DDkDUvCvV5yPer+If5+Zi7qmEDYtmQhvMIyaxiDWvlGFe64YC6BtCjiWQ2AhGdAV8zQQlvHZ4dPYtqwQMqXgCMGr+4+2WaWruyFTMCt4LU66tqGtc9Bm43Bediq2FxdClGTwHIemYAjLp41C6XuHEDZohw2GZZw/uJ+pjL5R1UitT8Tvt39uyGPXFu6XvqC+ZsFCX0F7OaCM7AGAFhWpAePN2o6SycxzugQensZgh6jQxrZbKVxyE3LSsXzaKNh5Dk673p4pAZlYxHJIjRmUhu3FhTha50d2mgN/2PGF6ucr96esF0ZriWVfzUMy8HFWXT2uu4emQaLvmNlWQMHGw+MNqq3VAHuuBEJs3yUQ0hd1BCWZqZh76/TRumM7o90Y6P2tkE2ihG9+OqPy0vMcwYcHPejfDsGNZIIVd+g8tKbuurSrBpJsiO2xl2WKe644H9dOGo4UgQcFcPYAF/yhMKrrwgiEJNz4T+fgjy99oSkh9okS9nxxDPkjMlV1rEkj0jHALWDn8snISnPopLfjEW/8XILlEFjo+egKx9Ut8Jg2NhsLomT9StuhO0lL910Chz/NzEUoTMERIDPVgT/NzIVL6BvZuo5GW+egLFN85/Fp+OKUyui7Lh8DZ1w77IScdNw2fTQoIptYMw5qhsuO0kUFeGTvt2rbVlaaAx8fOoWsVAfEsIRjdU06h7ct3C99QX3NgoW+hPZwQLHswbo5ebh1WwU83qCqwOoX9RtuI04rnkBzzhm52fjz1RfgeH1Ap+6aiAqtLFN4GoOQZRmnfCJKtpRj/dzxaoAunpezbFEBhmY4IUoUobBsKjAo2Hj88aUvsHJmLjzeoObvseuF0Vpi1r729kCGGQg8YVJFCIxSuu5+XmbfMVmmOFLrww+1TUgRIpzkwzNTMCLTzVR1N8eLzm6vZFUcuh085k/K0SjmPnzNhXAzlEcT4bozi77QCpkq8Mgdmo5rnmzea5QuKkBqku41EoWViOg8EEpbL2MlhDzC+PgMgM8opa92+KjaiYsuuoh+9tlnXXY9WaaoOtGo2bSVLcpHXVMITjuPwf2d6surYFiGC6tnjcM5WW4s/MvHzQtSlIT3rcoa9UUfOygNNhunW5QyXHYc9Hh1xs9h43DdM5/0WoPYDeiyB9fVc7e70BUL9091TZjHeO92FBdiSEbySS7V+gL4qS6gc2CHZDiR6XayvmLNW3Q8oXdNQwC/eeJD3bzatGQi1r35Df589TgcqfXhzp0HkJXqwL/9y1jcvuOLhK7haQziL+9/h3/JG4pbtu3XOH5uB4cjp/ytOvwd8Yy6EV1y8c6ctyPuea1TztteHHnwyu4eQm9Gr7C5ij3whyQcqvHikb0H1QqyGbnZuOvy81HrDersz2lfEFUnGnWcVmMGpyHdFeGmUwJqNQ1BrHz1S50dbY2rLdZWSTLF/a9V4pZLz4XbYQdHABvPYetHh5E/IpMp4vbcDZMS8o+VdWLD21W4fspInRhPa5x0AFoN0vSAQEaPmLfHz/hx36tf6oJEf541Dmf1b6547Mzn1dFrYUvvxAADIafWrl/fFMSPp/1YEeMLblyYj7MHuJCeoj1nTUMA9/7XP3TP9P5f/wzZ/bR+Yzgs45uTjTquO2UP2hZ4GoOYvfGDhN/zBNDtvsJP9X7MK/tIv9comZy0nTuJoAfYr2SEqQdjVjjCCWAsgJei/y4CcBjAeELIpZTS3yc+vt6DU76ghuQ7K9WBhkAY97z8Dxyt82Pn8snMUtD0FDtkSrF+7ng143jz8+V48Dc/Uw2qpzGI7DQHBqY6dC9B2eICPPy3b3WtBS+vmNKr5a4tJD+6QpbdqO0wbCIx0RMREGUm19n24kLA3c2D66FozXloyxz0G7SanPGHcP2UkQAoUgRel4RRjlNsdHYaM7AKIFKRkj8iUw3QKd9d/nw5tt50sbq5VRz+9BQ70+E3i96uvmbBggXzUOzBsbomLN38qfr5hJx0XD9lJJZs+oRpf4w4rV5eMUU9p6cxqKl4i0VrLVIse/6X6wsQkqAZ0xOLCsATdgvqaZ+os8dGAQMlYNIvKo4h8AQ7SiaDUqpbL4zWEk9jUA0KKogPUljiEhGIYZmpknnvldp2y856Xp0RbPCLEvOdMPLbzKzFokTx2DsHNRWrj71zEPfP/pnuWEmWdcHlNUV5kGR9C2udP8Tkumvt/WjJf+oLrZBhid0mHJba1yacTHDYOKyeNU5NRDj6CB9fZ8PsU8wDcCml9FFK6aMAfoVI0G42tDx1fRLx/ADLp43SGOVan6hyeigYluFCf5cdi5/+RBWfuOOyMchKdWB4ZgqEGMnthkAIJxsCukWpZEs5igpyNOdV+APMkqRasNBdSITMty1Q1DRjEWkJSM73wTDoaJH6GqI1Qtu2zEGbwbyq9Ym4e9cByBTYuu9H9Riz3DGxUBxe1nc9jUGdw+8Xe4/Da8GChZ4BpY1JwfJpo9TNPqC3P2Y4rZRNe70/xLSjsS1SSjvrsbomeBqDkYR4nD23cTxujgss3Px8Ofq57IZ2On58rICBErBRRDDmlX0Ej1fE4H5O5nphtJaYCVL0hUCGGRj5bF0V+OkMAnyJsv02ycBti5/zLJGoUDSYWbKlHPOf3IeSLeV4q7KGyR0nU+jeWcVPiUcizzX+/VBEYuLHqyj2xqK9ir09DYZ7jT6y9671ibjumU+wdPOnmP/kPizd/Cmue+YTSziiA2A2SJcBIDXm324AAyilEoAg+yt9B3ycEUp32TWGrvS9QzrFoo0L8/Hg61/rDOfdV4xFXVMIK1/9EvOf3IeVr34JT2PQsHojnqvA6gO3YCEC0svUUI2CQ31F5r0t6Axn3s5zOrW0NUV5KH3vUMT5lilm5w/F0s2fglIYBIpbvobCQWd2k2nk8FuwYMFCWxGvqGqUOFDsT3xQD9D7pMoxLL84ln+LFQRoCurtOWdQMccToDROhfuJhQXYf6S2xfEp6KiATSLPxMy4ejMExtq6bk6epmgBaOZOK1tcgO3FhShbXIAZudntfl6JBqlaC6YBgNPO/m2ddv3222zgK5H5IhkkdyXGeO1RPt3489oZVVFm34/OUuztSehte41EYSUZOg9mg3RrAXxOCNlECNkMoALAOkKIG8DfOmtwyQK3g9fILzeJksbQVVTX49kPD+OFZYXY+4dfYMsNk5CeYteVdB+t8+Os/k6VZ0D57M6dB2Dn2cYzO2YjZxF+W7DQjFg1VEXO8dUnLQAAIABJREFU/tkPDydtQMNpZ8u8s5w9CxF0xuYnEJKw9o0qbFoyETuXT8bKmbl46M0qVFTXq1l/pZKaEDA3HXa+5d+M4wiG9HPqNpmliwqwq7xadz/WHLBgwUJHI5YS4IO7L8WQdFeLAYf4oB7LJ1WO8XiDeOjNKqyeNQ7v3TENL6+YomkrZAUBDp/y6a4vGyRCZAo8svdbzfr/6DvfYv6k4aZ85o7aeCbyTPq6Lz8gJZKcWj1rHLYXF2L1rHHISnNgQIr2OWS47Lh3Zi5GZaUiK82BUVmpuHdmLjLaqaZp1l8wG0wDgIFuB/O3HcigpzAb+EpkviSS3LVxhOmvsI41+35wHMf0wzmu9/gsvW2vkSisJEPnwRQnHaX0aULIXwFMin70b5TSn6L/fWenjCyJEM8PIFOKDfPGa8jCr58yEv+1/yh+MTYbK7bux8qZuRiWwVDn4QjT8FFQrCnK05HWDunvsvjnLHQoeiCJfJtg4wiWTh2pI+xN1sqzQEjG8x/9gE1LJoLnCCSZ4qn3v8fvfjW6u4fWJWjLvOwM5VKeI/B4g7hr5wHccdkYlZx8WIYLG+aNhy3Ghjf4Q3BF+ekUrg6XwMOMYJPdzmPsoDTsKJmMsCTDxnPIcgu4/Z/HoPJ4o+Z+WA6/BQsWLLQXsRxZskyZ9lSxP2Z4Ps1ygbKCAI/sPYjSRQUaYnueA55YmK8RVNq4MB8cBya/2T1XnI8Hf/MzOO08hqS7MLifUxUSqveL8IsSJEph4zimj57oxrOl+41d0wb1c+DlFVNMqc72VthsHEYMcCNFsKlrXnaqQyda4BVDCIQkHKsLqOvq0AwnvGII6ba2r4Vm/YVEOPE4jmB0VqpmHc9OZVNrGKkj6wNf5vl0BRunez+eWJgPgVEd5xcjCcjY6699owqPLZig488zq+iZGfVZerN6fG/baySKzvCzLUTQYpCOEDKWUvoNISQ/+pGSwh9MCBlMKd3fucNLDoQYZKcTctKx5YZJqPWJGOAWUPreIUzPHaQG80Znp+qcjY0L83G8PsA0fLIcKetnORcdTSzbW4I0FhJHInLxPR0cISqBv3IvKQIPLkm5MAQbjw+/r8WO8qPqZ8MyXLjTNrYbR9U1MEvozLJdHS1Q4hQiLTl37jygVoIMz0wBIRECYYWf5GidHz+dCWBXeTWKCnKQAh6iJGPju9/hgdl5pq5ls3E6dbDOFlyxYMGCBRbMBuFa80nNHMMKAni8QfhFCStn5iL3rDQEwxTeoIQBbgFbbpwESiNVLZIsISyB6UsfrPGiZEs5AOCDuy9Vg2VHan042RBQN9ozcrN1PnpbN56s++1NvlZHgrXmxSMYklHrFXUCSv2d7aukA8wR4CfaFnvQ4zUlRuESeNx1+RhdsMcl6APDZvd+HEcg2Ag2L50EjjS/H6w5Zrdx8HiD6vsBGLe7ZroFPHfDJN38jX8/ukIkrrvR2/YabUGqg9fMMYet79x7Z6K1Sro/ACgGsJ7xNwrglx0+oiSEkTPxbdQZGJbhUjMTSjDv/bsuxSN7v8bKmbkYku5CRood//HfX8HTKOoq5tbNycPt2z+HxxvEujl5GOAW1ABdW2EUiLOklPs26v0iGgMhzWeNgRDq/WK71CMttB99OVvVWuZalilO+YJoCko4fMqHR/YehMcbVG1XRyYyCAj6OW0ah6whEMKfd1fC4w1iR8lkNYhX+t4hndNdtrigXW05lhKrBQsWugsdaX9aSgiz1rt1c/Lwn3/9GgDwpyvPx++3f65Jcmek2PFDbRPWv/UtstIElC0uQMmW5iDb4wvykSJwePv2S9AkSiCkuZrth9omNegDQE26G6m5tuWeYlHvF3GyIdDhSt19ASEDFeEXiwvbdV6FAD8+sBtfIWe2ikw553/tr9Z0QOz87EfcdMm5uveoJXXktiLdJcAXDCMYbq7eTxFsSHfp/Uaeg+q7xM5JI3aOYFjWzN+nrruozeO0kLyo94s47RNx2hdSfeIBbjvcDptly9qJFoN0lNLi6P9f2jXDSU6wnIk1RXl46M0qABFDO6S/Ey7Bhtdu+ycIPAdKKYoKcrC38iRmTRiKYEhSnYKH3mwuN87u58Aftn+Biup6AMCdOw/ghWVtW4gU50GWZZzyiRrnRdnMWlLwfRuhsIwmUdI5jizVqJ6OQEjCqt2VWD5tlFrFtGp3JR6+5sLuHlqb0VezVS1lrlmJBcX+dobtCoVlhGSKc7NT8VO9H6Ik48+7K1UbHZZkTYtrhtuOF4sLIYZl1UH/dX5Oq4kPq6LZggULPRXttU+tJYTjK3AA4NZtFaiorsfzN05SA3RAZC1YsXU//t/8C7Ho6U/Ua6yeNU79flim2LbvCC4ZM0hHGzMgxY7hmSm6NeatyhrcdxXF0IyUDrmnWPhFiRmQ2V5cqGstbAt68/phJIZgJN5gFmYr5BJJmBJQXDk+IiQVG1AmYKu2sq7fXv87JFFUn9ZWvLHgC0p4Zf8xHaXKrdNHIzNuTprdK/aFwo/euNdIBL1p39jTYIqTjhCSgkhV3dmU0mJCyGgAYyilezp1dD0MRoteLOdASJIRkiie/J9D6qZtRm42OEKw9o2vcf2UkRoH4fEF+Xj83YMoKshRMzMV1fWaCjzlPEDEEJ5sCMBp5xPaeMYaypUzc1UeJeWcinGNXaQm5KRj+bRRSHfZ1c1wbzGqFtjorAxldyCS8dc6TVlpyeuo1vtFnDgT0HBdbpg3vk9kq1rKXJ/yBbHsuc80XC5NooS7Lh+Da5/6uMMVpiQa2Sy+sKwQf3zpC92YOI7g9QM/Yc5FZ8Np53DGH8YNm/dpAogb3q7CA7PzDG14X3BsLViwkJxoyT4BMBUcMrPJj63a8zQG4fEGAQCD+zuZwYz0lOYK5Ygt5pCV5oCnMYj5Gz/Aypm5qv8de83Vs8ZBlGTT1VHx/HVOO4+BbkdCSW6JGqhudgDZfG9fP1x2tj/gtLePqN5shVwiLZzBsKwTA1yxdX8kGBsHjhDm9dvTNplIxaaD51Rl+thjHQwpVrMBzVqfiA1va3nuWvN/kg1clKc4vk24N7xrZhCSKTZ9cFjzG2/64DD+/aoLuntoSQ9TQToAmwCUA1Bqbo8BeAlAnwnSteaUxHMOrJuTh4M1XmSlCfj3qy7AiTMB3HnZWKx78xuNsb5lW0REQpGjjw3glS4qwCN7v9WMY1iGC7U+EWf1dyY0/ljnId1lNzSuyiKVlerAHZeN0WUce8sib4GNzspQdgccNg63/nK06iApGUwWx0gyICBKaoAOiPwut+/4Ajs6KPPek8HKXJctLoAsywiEZaa9emJhPmbkZkd4VhqDpisKWqtAoNHNFQFltobYOIKZFw7D0s2fMhMid+86gJUzc1sMHiqBx/jN3ssrpiA7LTHbb8GCBQsdCaNg1MsrpqDWK5oKDimb/NhkcL0/BFlurr6ItcV2G4fnbpiE6575BLxBMMNh4zEhJ12lOlAqm5RrGfm+KQKPR14/iPVzx6uJl2EZLjy1WF8dxeKvi63IM8tV5jQMNLXfP+ntHTEDUx14bukk/BBbHTYgBQNT23dviVTImW37NvKpJYZPzRHoRAc3zBuP9my5/KLEDKDcd9UFOr9RpmAm6V8qmaw7r9mApizLuuKUNUV5mvc82WGPquLG+4L2PrJX5giYvzEjtmshQZgN0o2ilM4nhFwLAJTSJkL6ECMiWl70AOj+dufOA9i1fDJO+URc86S2isLTKKrVcUfr/Mh0C6iorlfbXDPdAvq77Nj52Y/47fTzNEp+a4ry8OyHh5F/tjnicQWxWY96f8jQuCqL1IkzAWbGsbcs8hbYsHNs5zcZVYpCEmVmMHcwHI5kQMjA2QsnYQA1UcRnriWZ4v7XKvFWZQ3eveMXuG36aJ29unnrfmy76WJ4A2GVZ6a1ZIOZCgTFOa2Obu7iyYIJgJujZONGm8JMt9CiSmAgxM5SB0K9x7G1YMFCcsKoiiYQkk0HhwQbjxm52brNXdniAmRFExEsW7z71qkIhWXdpnhNUR5W7/kK9/96HM5Kd6Kfw64G+Eg0qGfk+9b7Izy8DnucaAAjYMbir1Puc0fJZNPVeAPdjhaVctuDRIQNkhVBqeP50BJRYjUL3sCn5ln+ByjsccIVdhuH9qz6HMcOoHCMWLBsUN0pM9TozQY0JQqdb3b3rgNJ64ezIFGqoThpEiW4BJ753HojqMFvzKoWtZAYzKZsREKICxGxCBBCRgEIdtqoeiCMFj2/GIY/FDbcPCu8b8pnd+86gOXTRqnHDctwYYBbwLAMFyqq67F6TyWCYRl37TyAsr8fwaN7v8WLxYXYuXwyHvzNzyDwHP7tX3JBQROqblI2lgDUqj3l37HGVdkMj8p29/pF3oIeNp7DhnnjNXNjw7zxsBkxx/ZghCQ2v0dYSs5Ahy3q7MXCyNnrjVAy14KNx4K/fKxyeJ44E8DZDD6ho3V+EEI0RNDKZqrWJzKvYZSMiT0+w2VH6aICbPrgsK4Nxe2wgXDQJURiMSzDhew0R4uCH0qlSPz3kjUzKcsUnsYgjtU1wdMYTMrKXAsW+gpae19j/UkFin0y6zdmugXce6W+/bRkSzlqfaKhLZZkICvNiUH9nNi8dBJ2Lp+MlTNz8dCbVXirsgYlz5cjLFP8WNeEL4+dwdE6P47V+VG6qAC7yqt1vu+6OXkofe8Qlk8bhVu3VWDp5k8x/8l9WLr5U1z3zCe6tUIMR5IxrPuklOKp6y5i+tbxiE08fXD3pXhlxdQO61Qx+n1aSgz1FJhZK8ys02299kGPF/PKPsIl697DvLKPcNDjZY7B7JrGEejm3JqiPGZ1HKVENwdv3VaB9sR6ZJkdQGEVsiUyb8zOX2oQ+KO9KYBFgY3vfgcxurcQJRkb3/2uXb9bMiGRalELicFsJd19AN4AkEMI2QpgKoAlnTWongij0t6vTzRC4Dnm34w4J5QFW2m/S3XweLG4EJRSBEKR9q21c/IQCEn46UwAdo7gnCw3jtcHUPK8XuzBzKIem/WoqK7Hsx8exrabLgbPEV1LF8cRuOw20xlBC70HlLIzecm4oPIcwYzcbBQV5Khl/rvKq5O2XdspcMySeqeQfAHU9iA+YbL2jSpsmH+hAZeL+U2jcu4p52Ri2SXnaIiTY4+v84fwyN5vsXTqSF1rEkcIqAx1LCwag7LFBRjSv2W+EpfAM39rl5B89re38yNZsNCbYOZ9NaqicQnmVS85joDnSIv22ehvHEcwItONo/VNmFP6ke6YYEhWebiyUh24bfpoDEwTsHrWOEgU2HrTxbBF+aRrGgLweIMt0sDEQrBF/CKj+xwzyGWKq0x5Bp3RmZKsSvBm14rOqhTsDDEECoJnP9S2mz774WGsunqc/v47IaCVSAAl0XljZv4qFbPxfnhv2ksSDvjdr85DTUOkdkngOfzuV+eB9BHXPJFqUQuJwWyQ7noArwHYCeB7AL+jlJ7qtFH1QLSm4Bq/oXrquosMOSey+znxyoopqGkM4r5Xv8LD106A08bhRENAw5+1pigPu8qrMSzdhcHpDjVAByTefpoI0anR/SbDIm+hfeA4Dhvf/Q5FBTmqStHGd7/DA7MTa6/uCXAZcNK5kpSTjoAYtFf2rYUwPmFSUV2PFz4+grJFBbokRiKbRgBw2jksmjxcp8QWG4wTwxEl7qKCHA1/i3Lul0omq+uBkhB57oZJsPMcnHZzKnvpLgGD+jk1v/Wgfk6ku5LP/vZ2fiQLFnoTzAo6sPxJAAn5ja3xWsX/bUZuNgghOFbXBMHGG/rYHIlwa8VylWalOnDX5WN0iY9X9h/Dypm5yE5zmForMt0ChmemMH1+xbZ3t11L1N/vKTC7VpjlQ0sUiYghmF3TslMduG36eVge45uULipANoM/z0g4oj3sUnaDIhI7ozumM+ZNhsvOvP8Ml731LycJ7BwHWaaa9usnFubDzuop7oWwRzuw4rkUWXPMQmIwG6R7GsDPAfwzgFEAKggh71NKHzb6AiHECeB9AI7odXZSSu8jhIwE8CKATETEKBZTSkVCiAPAcwAKANQCmE8pPRI9178CuBGABOA2SumbCd9pOxFrvPxiGF+faMRDb1ap3HJr36hS+69bclg2zBuPY3VNaptUVpoAp51DmKEApBCMlzxfjheXFRouHqd9QZ3KFMuoJuI8dNUi35tl4pMRmW4B91xxPn6obQIQyQjdc8X5SRmcDYZlPPbOQU0G87F3DmJVkioO+UW2zPtjCyb0euGIWLASCL/Oz8HorFTVXhFCwBMgLFOVbNzMpjEQal2JTdkgZKc5DPlbhmW4sHnpJHAkQsbsEjjwHAcxLKHWJ7Zq55RKkTSnPeltY1/gR7JgobfA7Ptq5E92ZDI49m8zcrNx2/TzMK/sI/XY526YxPw+F6UciFVzXTcnD4GQjPVzx6PeH0Lpe4dw586oj72lHBNy0nVVz6y1QrHN6Sl2bC8uhEQjyZ0BLqFH+bI9IViYKMzOvc4qIjBb9ZXImsZx7OQqa27w0dbYjiTgF+xsUQPB3v7qTjP7tzp/SA3QAZHntPz5csMkXTLuCYNhGY/G7TUefedgRJyjD2BAioCGQEgzxzPcAgakJN++safBVJCOUvouIeR9ABMBXApgOYALABgG6RDhrPslpdRLCLED+F9CyOsA/gBgA6X0RUJIKSLBtyei/19HKT2XEHINgDUA5hNCcgFcE73eEAB/I4ScRyntcg9fMV6eRmgU+wDA4w1CsPE6oxPrsNh5DoGwhEM1PqQIPASew12Xj8UAl4DjDX6m0VdK8INhtjw8R4CqE426jF5HtBJ19iJvtUH1TARDcYS8i9tPyNstMFAcStbCM8HGM2Xee1PbQEuIdd4G9XPg5RVTEArLGkcu0y0Yko37o63bNo7g+Bk/0wEMmxDnUDYIRhlqQgi8gbBuc7k8QaqCZNxksdBZVQ8Wug4j7nkt4e8cefDKThiJhc5Ge9/XjkwGKyT+IUmGjSP4839/pdnsX/fMJ9h961Td9095gxiW4VL95wk56Uh12HDnTm2nykNvViE9WtFTUV2P96tOYntxIcIyhb0V0QCF2tZl55HhsuOgx2v5su2E2bmXaBGB2cCP2aqvRN6RWp+IB1//WtOd8uDrX+OB2Xm694Rw7NbY+2f/rPWHZ4CAKGPtG1Wac659o8owuWv2WXVGa3Ky7gmJwV6jBw+5Q2GzcRiekQKXnUdYprBxBNmpDtiStGupJ8HUEySE7AXwAYD5AKoATKSUjm3pOzQCb/Sf9uj/KIBfItI2CwDPAvh19L9nRf+N6N+nRxVkZwF4kVIapJQeBvAdgElmxt1ZUDZpZslhs9IcGJqRAhtPcKzOj5Wvfon5T+7Dyle/hKcxCK8YAqVgEnYqxOPHz/hRtqhAc82yRQX44bRfJ5nNIlDtCcTd8WM45Qt2CvmrhbbjlC+IDX+LLOjbiwuxcmYuNvytCqd8Ha8T09lz0khxKAnp9QAkZnd6G2SZ4lh9E874QwiGZZz2hRAMSTirvwtZac0bqVqfiA1vx83ft6sgycBZ/V2o9Yq4+rEPMHXNu5i98QNUnWzUzDsl8BaL+NYQZYPgdnBMQmhCtGrfRQU5ukxyX7JzfXneWrCQbOjK97WlgEAsif8v1r2H+U/uw/VTRmJCTrr6/aN1fvhFSVXLViqVBVukekjhjls+bRRujlZIT8hJx8qZuXDYOKybO17tapmRm40rxw/F/Cf34RctiAYogYTZGyPryJ9eOYATjQH4gmGsnJmLCTnpfc7GdxQ6Y+7F/16sdV+BUdVXXVT9ty3jlGUZKy49F0LUhxB4DisuPRcyQ7nBxhEsnToSq/dUYv6T+7B6TyWWTh0JWzuiPbHJ3flP7kPJlnK1qEQ/VvPPysjXip/ziYhRmD1nTwOlUIOryrif/fAw+opugixTnGgMwB+SIckU/pCME40BSyCsA2C23fUAIm2o4wCcAVBPCPmIUupv6UuEEB6RltZzATwO4BCAekppOHrIUQBDo/89FEA1AFBKw4SQM4i0xA4FsC/mtLHfib1WMYBiADj77LNN3lbb0NZWUL8oaQJqWakOBEIyvEEJ979WqStzfnxBPh5/9yDWRx2JDLddzSp+7/FBphQkeh4lSyJTCkmmaBLD8DRCXTS6OzvBypA8f+PFVhsUunbutgZJlpkZoY5W6emKjJkhYW6SRul6Gs9MV87bhoCI+qaQutFSOD/SnCLSU5qz0QQUt1w6Grds01ZMhGUZ9X4tj0xWqgMnzgTgdvBw2W3IdAuwcezWkHgnmeMIbBzPzHrfd9UFmnlnlpC8t6Ivz1sLFjoSXTF3u5LqJNYHmJGbjXuvzFXFzHgO6oY91r4unzZKrSafkZsNO8/h6+MNGj7SzUsnRirh+jmx9aaLUd8UUgN0CkddLOfof986FU47r3KRAsY8Y7F8ZBNy0nH9lJG45sl9ugq9iur6PmPjW4PZeWt27iXiPybCH5dIq7fZd4QQPWswiX4eD78o4ZX9x7BpyUSNcNXvfjW6zZQmihq9GU64RJ6VbLBXiA8+JtKabPacXQWz87avV9KZ9c97M8JhGTXeIEKSrFZhd0Qlodl219sBgBCShoiq6yYAgxHhm2vpexKACwkh6QBeAdBi9V17QCl9EsCTAHDRRRd1+i68La1IsUGDWGdh/dzxeKuyBp5GUeOQDHDbcfcV58MbCOGWbRWaTeMjew/irsvHYGiGC/8x6wLcvHW/Sox7z8v/UI8tW1yArFRHhxN3J8obwDL+h0/5rDYodP3cbQlGcu2xnFwdga4gk7fxbBLe9mQluxs9qQWyK+dtU1BSHQAgMl9u3rofO4oLkZ4SsUf1fhE+UVIDdMpxd+86gM1LJyEkyXj2hkkgiKhReRqD+P32zzWOY3+Xjdka8vA1F+rGlOGy467Lx6L6dORaCn2BU9C2wSrV0H3ZzvXVeWvBQkeiq+au2ffVjB9odAwr2LXgLx83+66LCrByZi6+q/Hhwde/gccbxJqiPKSnRIILCo3AVz81qPQcQCT54mkMahItW2+6WK2oi/dvVmzdr9p7MwGa2EAO63wKl/TqPZV9ysa3hETmrZm51xmBNwCw2zgmJ529HZttSimaRElDIbNuTh5TsdUl8JidP1QjXNVeVXdFjT7Wp3lk77fMdttEnpVEgferTmoCijs/+xEjB56jO9Zh4zR8ZQ6D5ykZdL/sKJnc1ttvF8zOW6OunY7eN/VUtOaf93aEwzKqTjZqEkVliwowZlBauwN1poJ0hJBbERGOKABwBMAzAP5u9iKU0npCyLsAJgNIJ4TYotV0wwAcix52DEAOgKOEEBuA/ogISCifK4j9TlLBFiNTHLu4K5u4iup6NUM4LMOFlTNzMXZwGm7ZVqGplmsSJay6OheBkIxDNT7V+K+cmatrfS3ZUo6tN3VsxVpbqqBYxv+RvQeZioxWG1T3QTKQgO/o6rOuIJPnCbsqim+HUpaF7kHIoCoyJNOIPTrRiBMNAaQ5bezjJBlNYrMoxKYlEzUbO8XJ315cyOT9Y0nJe8UQ/HHO9xML85GVps0c7yqvxsaF+RqV4bJFBZads2DBQtLCjB/Y0jGtBbtKni9Xg11KdZqy8f3g7ktBCMG8so+wfu54jc1fPm2Uzg9+4LVKPL4gHyFJZq4P6S47OEKwaclEpAi8KizBaguM5SMzCuwp1UOWje8cJOI/kgQUUwWe4I7LxuBYXSD6bw53XDYGAt/2Sr6QTHXz8c6dB/AiI4ATNjj25RVTzDwWJhQ1+rcqazSf33eV/lmZFc4AIs/qyvHagOLGhfm6Z3XKF1SFuxQMy3Dh5RVTkJ3m1Bwryez3s6M7eToava1rJ1G05J/3BXh8QTWOATSvXy8tn4yz+rta+XbLMBvicwL4vwDGUkp/RSn9M6X0nZa+QAjJilbQgRDiQkQZ9msA7wKYEz3segCvRv97d/TfiP79HRpJNewGcA0hxBFVhh0N4BOT4+5ZIMD6ueM1hLYAUPreITy+IF/HbbSrvBocIaqMvMJTsPLVL5GeIuCPL32BgamC2gc/KsvNfFEUtcFYtKeSwyiL1RJvAIuXwOMN4qx0J15ZMRUf3H0pXlkxtccThPZ28FGHJhbDMlwdHthKhKeirQiEmwlzFZ6ItW9UIRDuntJ5C20HzxnMS47glDfCozgiMwWZboF5nNth06i2pgi8oVO1bo6WZ27dnDymlLzPIHvoDUhqK8z7d12KaycNx/Mf/aDOw9WzxuGsdKdl5yxYsJC0MOMHtnRMrA9gFOxSPr971wEsnzZK3bAPzUgBjSYUlSS3Ata53qqsgY0nyDBYH3IGuJDi4FW+6NV7KnHX5WPw3A2TdIG2WD6y+Gsr5xuS7rJ82U5EIv6jopgav79iKaYGQzJqvaKGN7zWKyIY0vqMRnzaLO5m2SCAweLrCoXZQapQO3xWJfBWtrgA24sLUba4ADNys5nPShHOiOXEu236eczW2GBY1vhUSlVqMG6sgRA7oBoI6e+JM9h/9PTXiDPwT7k+UhDQkn/eFyB2wnurwGy760NtOPdZAJ6N8tJxAHZQSvcQQioBvEgIuR9ABYCno8c/DWALIeQ7AKcRUXQFpfQrQsgOAJUAwgBu6Q5l144BwdP/+z1WzszF0AyXmt2pqK7H1n0/4LkbJqExEEaKEFEAuueK82HngT/PugC1XlEjHe9pDCIr1QGZNivNbloykZkxOnEmgCcW5mv6xduT5WtLFZQRL0G6q+fLa/cl2Hmiq/rZuDAf9vZowDOQCE9FW2HjCLLStOfLShOSut21r0LgOV1V5IZ542HnCMJRHpPFz3yCrFSH7rjSRQXgoHWUjVpQbYQgReA1rRkpAs9sTQnLVFPhrNjmsEzVlh1ZpvAFw/jw+1rsKD+qsXsWLHQH2qLUasFCPMz4gS0dc1Z/l+oDGNnjen8IE3LSsXzvpomGAAAgAElEQVTaKIwZlIYXiwvhtEeCC0qFVOl7h7CmKA/PfngYRQU5GNzfyTyXW7DB0xhkVteHJIqSLdpKCKWCKd4/jeUjk2UZZYsL1O8q9n1wPysJ01aYaaFOxH/kOI7JHfvA7DzdsWar3hIJPMV2UCkwol1JRDU2EcVaFi0HK/BmJJzBaiMOGwQfw3HBR96gkpG1pXAKHDbMG4/bd3yh8fOcQs9WCbVzhDluex+xAQLP/t0ERnK7N4I3eMc7Yg0wKxyRMCilBwBMYHz+PRjqrJTSAIC5Bud6AMADHT3GrkZ2qkM1lnwcQfmH39fixp+PACHQlA9vvWkSOEI0LVVrivIQkmTcNn20hn/pkb0HdQ7ImqI8bPrgMG659FyVO8Bhi5AaJsIpF4tEFhIFPY083AIbIYnitS+O6XgmrpsyssOvZZanoq1wCRx+O/083BzTTv3EogK4eviCb0EPSikGpgrYvHSSmlXlOaCo9CO8WFyoccJDkowN8y7EALcAPhrEQ5yjWPreIZ2tfOq6i0A4YNXuSiyfNgopiCRLVu2uxMPX6jnpXHYed10+Rrfhc9mb7aBl9yxYsNAbYcYPbOkYjiMYnZUa5ZuiOuqTNUV5eLXimE7ooWxxASilIITisQUTEAjJyE5zYOXMC3DiTACnfexAXF1TEBluO+586YCOc3T9vPHMgINRJUQsb1pWmtOy7x0Es22kiayrmW4Bt//zGHPCBZSdeJNpewJPvEHgSb9fMht8TKTdtiEYgi8Y1nzmC4bREAxhgK3tnHRmg48ugWe+jyyePZ4QZPVzqH6eTAEbjx5PUcNzBuPuI3aAI0B23P3befT4CsiOAquIYN2cvA4JUnZakM6CHhxHEApTrHz1S6ybk6ep2KAAXIIdNz67TzV6WakOSDJ0mY27dx3AQ3PHY8TAFI2BrKiux9o3qvBicSFOnAmg1ifi2Q8PY8Wl5yIQknHLtubgX+miAjyy91u8VVljilMuFm2tgupJ5OEW2OA44JIxgzSB4jVFeeA6OK5V6xOZPBUdKRwRDFE1QAdE2xGfL8dL3URCa6HtsNs41DeFNI7uujl5yEp1gDNQ1nIJHFbt/gpvVdag5Ocj8MSiAnU+eLxBZKU58PLNUxCSZNXJP9kQYHLS2Q1eACZ/zM1a/hjL7lmwYKG3wYwf2NIxskxx0OPVqLtuu+liNTl4/2uVKCrI0XPVbYlw1Q1IEcBxwB0vadeEwf1duO2Fz3WBuD9deT4OeXxM+y7JtM3iPpZ97zjU+kSdou+Gt6uYIgdmn3siAT23wE68ueMCSokEntJdAjJTHZqEdGaqg1lNb3asiQhnhMIyU7iCFYBOpAAj1clrfColCZ7q1B6b7hIwqJ9Tc/+D+jmZ9x8MyTheH9A/1x4uwBKWKXPcIwe2UZI3ySBT4CfG/Y/KSu3uoXUJ7DYgM1WIe8cF2DsgwmYF6boQp3xBLNsSMaxr36jCfVfnqn8bmOqANxDSGMfl00bhtE9kZjYG9XPCYeN0BtXjDYIjBEPSXchOc+BPV+bi+JmA6sgo318eJeV9q7KmRQPPglUd0nvRVequXSEcIRqQRIuSxUmXbAjLVA3QAc0BsZUzcxEMy8w5+8KyQhQV5MDTKKLs70cAANuLCyHJFDYDiXQ7T3TUAE8YtHsHDOawxXlowYKF3g4zfmBLx3gatbxeb1XWoPJ4I15ZMRU8B1w7aTiGZ6YwbWy6y45gWMI9L/9DtyZsXjqJGYgb3M8JSiO80H+MCeytKcrDU+9/j8cWTECdL6RusoZHOU4tdB3kKHVFfMJNltu3ppoN6IlhdrtrfGI3kcATxxGMyHQjzWk3tV8yM9ZE/OdEhCsSKcAIhin2fH5U13Vz4yWj2nz/iYy1J8FI8KOnj7ujEJJk5v33FXXbxoCEv7x/GMsuOUd9F556/3vcOn00MtqpbmsF6boQsTwGFdX1+HO0reqc/m4QAhzy+DVBt3SXHbU+kZnZONkQwKff16J0UYFaaadsKAmhOFYXqaTbf6QWCwtHMA16dsxCoBj4eJ6DDJcddf6Qzrha2cOuh1kOivZAMuDZ6miVora0TCeKRLhALHQtEp3LobDMnJdD+jshUzDt2ylvUKMMWPb3I1gydSQEwQYxLKHOH9JdV5QoHn3noOY6j75zEKuuHqcbUyItLxYsWGgdbeHLO/LglZ0wEgtm0B4/UAxLTJuuBBqWbv4UZYsLDLnqstMcTLvfGAjpEi3r5uThty9UwOMNYvPSiXipZDJkStWKPU+jiFBY1lQbPXXdRcxxd4Uf1lchUXaSeEcXdT8YJXZDcYndzgi8JQI7zzFVWFkCV4bCFQyfPpECjFBYRtnfj6gJUAXtocaRDfYfrLH2JBjtm1jiIL0REjVSt+2mAXUxeEKQkaINp2Wk2DpkL2AF6boQ8Zu6iup6rN5Tie3FhRBsPHaVV2NNUZ66SDWJku4zhcj/+Y9+wKwJQ/HI3m+xcmYuMt0CstIc4Dlgbuk+TRYqbFDKn+qwaf5tt3EanoMZudm4bfp5miBgIm2xFjoOiXBQtAcOG8cs93d0MAFoVwhHuASOWY5vcdJ1LxKdy7JMYef183LDvPFw2Dn8WNvEtG81jUHVyV85Mxe7yqtx2hdCyfP7DK9LKcVblTV4q7JGM4b7rtJ7G4m0vFiwYMFCXwPL1pctLsBAtwCOENz/6wtQ8vx+jU13CTwkGRpRiHj/12Xn4LCzE33BsIwwIdh608WR5HeND2vfqEJFdT0AYMmmT9WuEVmmeGB2HsSwhPlP7tMEh1jdJV3lh/VVUIPNPku4qTNg5/XdScMyXLAx/N9EAm/hsIwabxAhSYbdoIo/EfAccOsvR+sE3lhuutE9GVF4mIWd0cml7CNjkcg74zTg+XX28HZXl8G+ydnBPNs9FU4DW+y09437T3XymHnhMA1NFKv1uy3oG0+wh0DZ1A3LaJYCVzZ1CrmpQoC+c/lknH9WGpb9/BzNZ1tvuhjPf/QDpucOwt27DkT4lraUY07pR1j4l49x8KRPl4Wy84QpQa60/SmOE89B035QVJCj48Nb9txnONEQwLG6Jngag30mU9DdMOKgqPWJHXodo7LteMWm9iI2Y/fB3ZfilRVTO9zRFcMUj0aD2NuLC7FyZi4e3fstxLA1Z7sTiczlcFjG1yca8P0pn25e3r7jCxyrC+CRvQd19u3xBfnYW3lSPTbTLeBfrzhfJSaPve4pX1C9nlLhGQujCs/YlpftxYVYPWucYcuLBQsWLPQ1sGx9yZZyfH70DOaWfYSGQBhZqVEBhlQHvEEJ3kAYobCEzUsnwuMN4qE3q7B61ji8e8c0bC8uRDAkg0SJ5Fn+9PDMFGSmCgAouKha9/JpozAhJ10dQ3zXiFElSHz7YFf5YX0Vgo3HjNxslC0uwPbiQpQtLsCM3OwO7bBoCdmpDpQuKtDMqdJFBchObXsVXDgs48hpH6pONOLEmQCqTjTiyGkfwu2gxfCHZDVAB0Tm4Yqt++FnqMuCUKyfO15zT+vnjgcYrrYsU1SdaMTsjR9g6pp3MXvjB6g60cjc59mi4ofx7198p0pC/p5B22S4h1PUGLXphvrI/niAS0BZ3HtTtqgAA/qIL+wLysy9pi/Y/nlrVdJ1IeJ5DCiA4QNc8IsSJFnE6KxUNatnt3EIhiT851+/wfJpo9TW15Ak48Pva1FUMIzpVKTEVXEcrfODI4QpQX7X5edje3EhmkQJYUlGY0DLc5DusjOv8VO9H3NKP7KyiF2IruBwAyJl28yy5U5YbDq7ZVqUZGZV1L0ze/aC39thdi7LMoXHG0BNQ1AnkqN8J0XgUVFdj1crjuG5GybhtE9ErU/E4+8exPVTRuJgjRcebxCZqQKoQVtsIMaxzXQLeO6GSfihtqlVbiKOIzg7IwVOO4+wJKs8d5YttGDBggVjW6/4lgqvaOl7h3QqrhvmjcdLJYWQaSR4Y+eBr483qpvhncsnY+0bVTqBiHuuGIt3vj6BBYUjcOJMQG0FvOOyMXjozSp4vEEQQnCk1qeKV21aMpFZCQIAx+qa1La/rvLD+ioyXHbcdflYVJ+OPGOB53DX5WOR4bLrju2MtmOOIxpBvyZRQorAt+u8p5tEeBqDOuGGfk47svs523ROIz+dFUyTZeDp//1e8548/b/f476rLtAde8rbzJuunHPZls/w8s1TdGP1ixLz/XtswQQgRi+htbZ2zX0ladtk2OD36Ojihp6KMwERYVnWvDdhWcaZgIjM1LbN8eQCxY3/dI6G63T93PEA2v/7W0G6LkQsj4EsyzjlEzG3TN96BQBVJyNZl3gC3Bm52Xh8QT5OG3DVNYkRwzchJx3Lp43C4H5O2HmC3/5ytIajY9OSi2CLBkkUws+5E4drzlnvDzGvoWRAlIyI0q5rcXN0HrqCww2ISIYzebaS8Hc15gxLvnvpTTA7l+v9Ik75Qlj56pdYOTOX+R1lCZyeO0inFlx5vBGrZ41DVpoDLjtvqOAXzxsRTICbKFad0EpaWLBgwUIzjGx9vT8EoDlgt3zaKB0X2e07vsDmpZMg2Ah4DmgKSrDznBrUq/WJTIEImVL8S95QLPzLxxral2c/PIzbpo+GYOOwaveXWDp1JLJSI7x2j+w9qKMueGbJRaiu84MAarIm1Wlj3g8hBLJMLbvfTjQEQ8yA1gC3gAG2zm87rvWJOj9iWIbLtKgeC6JBdVh7RAVchu2F+v2AS+CxdOpIU7Qc/pCBGFZIH1AjhDDfPxLnXzsFDv/2L2NV4S8lAO9k0M7wHLuFtqfvPwSDlmKhg2mCeir8IRm3bKvQ3X9fEc4AhRqgAyLvzB9f+gI7OuD++8YM6kFQqoc4jkPJFm3r1Ya3q3CiIYCj9U04cSaA1/9xXFem/LtfnYe/HjgGp53DEwvzdeWlwzKcmJGbjTsuG4Nd5dU40RBAQ0CCT5Swbk4ethcXYt2cPNQ3hbDo6Y/xy/X/g6WbP8WV44ein4vXlKzuKq/WlX6vKcpD6XuH1Ps5WufH0Tp/pCz6JLss2kL7oXC4xf4WHc3hBkTULTfGzauNBuqWPR1my/EtdC3MzuWAKKl8gnsrTzLn5TlZbgzLcBlW/Y7MciMkyfj6eCMkSrFh3njdfIh1VhNpzbBan/oORtzzWsL/s2ChN0OWKTyNwRapT1i2PtaHVBLLRvbbFwzjx9om1DWFUHXSiwde+xqr91TijsvGYG/lSSaNiyRT3LJN2wp4964DKCrIQc4AFx56swpvVdbgzp0HsHxaRImyoroea9+owvbiQpVW5kxTCHe89AXmP7kPK1/9EicbAhB4wryfVbu/tPzfDoBflJgBLb/YNW3HnVEpmUjVm1kMTHXgqcVxPtTiizCQ0ZabCC2HkqSPxbAMFzPwyRMw37/4rUIoTNUAHdAcgA8xaGdsPJh+Xg+npINgI7r9+BML8yHY+sZeQxHOiG1Tz0p1dEoHVk9EZ1ZSWpV03YT4xWBCTjqunzIS88o+UrMNjy2YAJ4QTQmpw8ah6KIc3LD5M2SlOrB61jgMz0zBT/URoYndnx/HvTMvwP17vmJKma99I9I+u3pPpY7PYNuyQjy891tsu+li8ByBYOOR7rRFeEDCkXau+/d8pRLwAs1ZUWWR3FEyGYP7Oa2MYgcjEdWl9iAkUTwWp2752DsHmaXxPR2EAJmpgub9yUwVYBXSdS/MzuVQjGLWedmp+D+vf62bl/9+1QXYvHQSnAYkxoc9Pizd/KkakBuV5dbMh6w0B/o5mltpEnHSrdYnCxYs9EWYrWRSbP3LK6agSYzwwD34+tcAgE1LJmJ4Zgo4AtgMKlHSnDY14Kb4sA+9WaWKAT374WFsLy6EJFMc8vjw0JtV+I9ZF+ha6yqq65HpFnDI41P9V6WKT4HHG4REKeaUfoR3//gLXWDhzp0HsL24EGMGpWFHyWT8VO9HrU/EQ29GRCkqjze2q+LKQkvtjtrNbmetvWbFEBKBUZUVS4kVMC8y4bBz2r2hAUl/LC1H7DlZeweXncMzSy7CsbqAet6hGU64GOfmOI5Jo/TA7DzNccEwWzFXZHDyhcLJuf8IhGQ8GjfuR5Ng3B0Fl4Hgh4tR2dkbwRl0oHXE/twK0nUT4tsAWOX+ddFWr/gf/qG541VjwHMENp4gZ0AKBBvBzAuHoaYhgKKCHKaUufI9ltGklKKoIAf3v1aJB2bnIdMt6NReb/3laFQeb9Q5Tco5fqr344w/ZLV8dQI6m8MNiGREmDxuV+Z26nU7AyGJ4qE3q1BUkIMU8BAlGQ+9WdVnFs6eDDNz2RmjmLV+7njDeVl9ugkDUwVsXJivUTtbNycPa99otk137jyA52+8GKIkq/Nh7Rvf4IHZeepYiEGLdHwLB9B1LegWLFiw0JNgVMnEClJxHAEBwaK/fIysVAfuunwMUh02Df3K4wsmYP3c8RpOn8cX5OPB179m+rAlW8qR6RZQ8otRaiX0ALcdd18xFqlOGwQvhwdf/wYeb1Btdc1MFRCSZGwvLkS9P4T9R2qRmepQeZmHZ6aoKoUtcWNxHAGNBvPi/24laNoHu0G7Y7wSaWetvUr3RXywgdV9YZYTj+cIHr12An77QoV6zkevncBs4QyHZXxzslEV7FOEK8YOStME6hJpy02UluNMU0jTbrxh3nhmx06mW8A9V5yPH2qbAESCkfdccb7uWCMKHda1k3X/EU7ScXcUJMoWznhp+eRuHlnXwG5gN+xWkC55obQBKIYz0y3oKutGZKZg/dzxmmzg0ShHRsmWckzISccdl43Bgqci3BublkxU+Zvizwc0Zw6bRIlpNL850YjVeyqxpigPsizrHDHFAG1eOgk8R3CyIYA1r3+jZiYVvrrfb/8cu2+dCklGp1Z9Weh4dGZGoKshUYOFc2bfWDiTHTKFuugZ8WNSQHUoZ+RmY+tNF0OmFDaOw20vVGiqfiPl57KGQwUA7ruqeWOltHDEVyCzur3jbXhntaBbsJCMsFp+ey8SrWRSjj9a50dDIKzb0N2yrQLr5uRh5cxcnJuVCgogGJZ0a7fiww7LcGFQPyc4AvRz2FHrCyIQknFHTJAvtupu600XA6R5PZmRm43fTj8PSzZ90my7F1+EAW6C0kUFOOVlcz47oxVFVoKmc8AR6IK16+eOR7z7mejaa7Y6zawYQiKceJRSEAJN1Rshkc/jUeMNqgE6IDLflz9fjh0lkzEkvbkNNZH3r9YnYsPb2nva8HaVJjmpIBCSma2p29vBrSXwHDOAweJrS9b9RyKByN4IMSwzxUFC7VAwTiYQwhacYSX3E4UVpOsmxLd8xVZwKMG3xc98onM4PN6gKg4RX32XIvA4WudH6XuHsD7KvRRvNIamu8DzQOmiAk22Rjm/kq3cUTIZYcZC8FZlDe6+/HxkpNgQCNnh8QbVcyvnyEp14Hh9ACUx57cI1ZMDnZkR6GrYDLKyNs6i4kwGyDHVDKXvHdIFz0oXFeCB15rb9t+qrEHl8UY8+JufYUi6S7VNCoZluHDKK+o+i91YmW3hiBzbNS3oFixYsNCTkGiQKvZ4o04OjhCUbCnH9uJCPPj6N4Y+bFOUX/m2Fyrg8Qbx3A2T4LBxOuLu2Ko7QqAmswGgqCBH5TtVjl+25TOsnjUOTjsHG8fhiUUF6jHDMlwoW1yAge5IUMNK0HQOOI5jKpHGr7+JrL1mq9OAyDxliSHEz+tEAl8SBW5lkOrvKNFXGYUkdmtoWNIGOxJ5/2RZZlIfybI+gJKIumq9X8TJhoBO5CM9xY4B7uZnMCBFQEOaQ0czMiBF/64k6/4jWcfdUTBqd2UJmfRGsALuLX2eCKwgXTcituVLlqm66LNaX+/edQCrZ41DZqoASimTLF2pNqmorkfpe4fw+IJ8DZ/HEwsL8B97vsJblTUo+fkIvLCsEDKl+OZEo8qroVyPUmq4EHzn8cJp72fIzbFpyUQ1QKecz6gVwkLPgkQpXHEZAZfAQ+4AY9PVyHILOkf7iUUFyLIc6aRALD9MRXU9HnqzCqtnjcM5We4InwkBs9IizWnHH3d8ocvIly0qgEtotmmsjVWmW8Dt/zzG9OarK1rQLViwYKEnIdEgVezxRlXRiuJrkyjB4w0yfdjSRQXwixL+869fo6K6HhNy0nGyIQA7zxl2jgzLcIEjRPN3o0BhisDjwde/wR2XjcFTew+pXSnZaQ4M6d9cGWMlaDoHiay/Ztdes9VpAJDhsusKGEoXFSAjhrsQSCzwRQ0CX6wNvN2Av84WV3WWyPsnUTD3k6wgodNQNZZddchqcdxeXKipOuQ4AoeNQ86ACP+kTAGHjTDfFRkG+w/dkT0LvWnf1Bb09XbXQFjGqt2VWD5tlEqls2p3JR6+5sJ2n9sK0vUQxC76TWKYadRHDnSjMRDCfbsrsXJmLs7OTMGmJRORIvCo94ewt/KkGs3fUX4U9X4Rz994MSgoJBlY+8bX6qa27O9H8NqXJ/HCskKNiATQnJHJdAsoW1ygqtAqC9GzHx5G/tl54DiCwf2cOOMP4ffbP1ePGTnQ3WIptlkuBwtadMlzo8DGd7/T8LhtfPc7rEpCHrf6QBiP7v1WS+a699tItrOPZHh6ChKdu7JM4Q2ENdlJjzcIwcbh9y9+jorqerx9+yVMhzIzVYDHG8SDr3+D1bPG4ezMFByv9+Phvd/iwaK8FjdW1ubLggULFlpGInZSsf39nDbsKJkMgSc6v1LhDx2W4cKQdKeaXDtY48WWGyehpiGIen8INg6YW9bMBbd82ijcuTNSMWdUdbemKA9yNLGt/L2lQKGSEFo+bRTOH5wGl2Bj3puVoOl4cBzB6KxU7CiZ3KrIgVmYrU4DgDp/CI/E+YyPKD5jzG+dSOArkao3s4nlRN6/RIKEA90OZvBvoFs/z81W3dX6RFwbU8Wq3D+raIPnOOb+4/7ZP9Ndv2eBsPdNV4/r7oF1CUIG4iB9pd2V5wgmjUjHOQPd4DmCAW4Bk0akW8IRvRVG/e08R+C082qW8T9+PU5TarxxYT7SnDy23nQxTpwJoEmUUO8XsW3fjyj+xTnMqhNfMKRrI1MyMhxHMCY7Ddtuuhg1jUHU+kQ8++Fh3P7PY9SMjbJY7L51KvyiBCnKBzUjN1tzPWVRSoTLwUIzuuy5EaD4klGaoOv/m39hUiqiilFOm/h5H8tBZqHz0Za5e8oXxHXPfIIp52Ri05KJsPEcBJ7guQ8PqxW/gZBkyB/3YnEhPI1B1DQGcceOL9Tv3HeVhKEZKS2O19p8WbBgwULLMGMnDW1/dnOAwW7jYOMIHr7mQnx9ohH37PoHAKiBEhsXaWWdck4mVlx6rsY3ViriWHQITyzMhzcYxto3qjA6O1UjLLSrvFoXDHl8wQQ0BsKqsMSu8mo1OCPLFJ7GoBoQSXfa4PGJrXKcWUgMiYgcmE38ma1OA8z7jJLMDkpIsj7wlUjVW30gjD2fH8WmJRPBcwSSTLHzsx8x+JJzdYlls36KYOMxIzcbRQU5auBxV3k1M0iYSPDPaRB8dMa9B4nw5w10O3D7r8Zg2ZaYZ7WYHSTsSSCg7H0T+kYlXUsxi76AFIHDzAuHYenmTzXB9RSh/WuCFaTrIYh1Zh699kJmfztHIlmJTUsn4uhpv45TY8XW/dhy4yQ4bRwG93fip3o/vIEwigqGgVIwX6IfTkccnJUzc3H+4DQ4BR48BxytbwJPCFwCjyH9XXAJNpzV34n8s/OYRvtkQ1CzCJUuKgAQaUebkZuNe6/MhRiWcKIhgA1vV1mtsAkiETW19sDGEWS47di8dJJamk4ITUpja5E79wwkMncVx9sf5R3iCNEsfBsX5uNwbRPeqqzBKa+IH041Ylu0bZ8jBO9UHseQdCccNk5VU1Ng/fYWLFiw0HWIt/1TzsmEnedw7Iwfdp7DoDSnGtySZGi6Okq2lGNYhgsb5l2IxxZMQD+nHf/510pNME4RQVOq35T21EH9nBrhIOX/txcXQpIpbDyHgSn2CPeyJMNp51HTGMQ9L/9D1+YYH2gs+fkIzLxwmCbAx+I4szpGEodZrrdEEn8DU+zM6rSBKfb4y2soNhQMy3DBHhd44ghhBr5YP28igS8xLKHs70dQ9vcjms+vmzLSzONjIsNlx23Tz2u1hTd2vGb3FKx9ajwEG4+Sn4/AnIvO1gQejXyxVCev2X84bD3/nSGEvW/qCOGAZADHsQXX+oq984uyLh5z8/PlutbvtsAK0vUQxDozgZDMVAq5dVuEKHfDvPEYlcVuKa31ijgpU7WUWXE6ZuRmazKJsUIPFdX1WL2nErtvnaoLtq2bk4dB/ZwYkelWX7j4rCIF1W3CFc6H1bOAUz4RC/7ysea6nkZRw4FnSde3jETV1NoOgpqGoG7hTctiL+g9GRa5c8+A2bkb73i/WFyoIwNfsXU/Ni2ZiBv/6Rykp9gwMM2BBU/t0zjfez7/Cf/46QzKFhXoxGus396CBQsWugaxtn9ewTAsmjxco6gaG9xirdfr545HWJaRneKCpzGItypr4GkU1SCOTKkagFH82I0L83HKG1CFgybkpGP5tFHIdAuqQBsAzVqzaclEtSsFaPZhX1kxFQA0/u2ci85WE0exx8ZynFkdI22DWa63RBJ/p5pCTNqTVVePwxBBuwUWeKLbJ21cmA8hTt7d7eBx6y9H645zO9iBp0Sq3jo6sVznDzE5+dqb4PeH2Eq48Txc6U4b5kw8G0dP+9X97JyJZyPdqQ8/1PtFlc8sdv/hdtg0YhQ9DRxh75tGJeG+qS2gMpiCa8lIk9QWhGXKVLcNMyprE4UVpOtGxGbaACAr1YGjdRGVK4WEMCfVhabTfqzaXakGtRRJbJYxr/WJSHfZEZapGqADmgnWd5RMBqUUkkxx/2uRcyoORFjWB9vu3BkRrEhz2tWy/3jn4/kbL2ZzPsgUNjunco8on8eqbinjbm+FS2/PWnZVVZgoyUwC0BfbIaIYldsAACAASURBVMHeXbD4xXoGWpu7se+ukkUf0t+JVKeNaVdO+0TMf3If/vaHX+DmZz/RZa82LZmI9X87iFVXX2D99hYsWLDQTYi1/csuOYcZ3Noe9S0EG4/RWamqzSaEYNXuL/FWZY3agqpUzcX6jhvmRTpPBvd3RipXKHDGL2LdnDxs+uCwLujz1HUXYVA/h8bXTRH4FhNJsX/jOcL2d2M4zjq786G3+rthmTK53rbH+Z+JJK1DksxsYb33Sj1fli8o4bF3Dmo224+9cxD3XXUB0mNYMkSJqgE65dortu7HyyumtOm+FXRGYrmzEvx2nmMq4ca3Edf5Q6j3iRpqpg3zxqPOaUd2XAuvWTGKnobetG9qC2w8hz/OOA88x4MjQGaqA3+ccR6zpbw3wmnj2Oq2HUCBYAXpugmyTHGk1ocfapvU7MKqq3Oxancl6v0h1fhtLy7E0s2far4bCeRBVymiiDpcN3kEhqZHspBKRLeiuh6eRlGtsHPaedz/65/h3isl2KKcGicbA0xjniLwqkGv94s4cSagOffhUz7mJvxQjddQREJZdDpiEeoLWUuzqlPthWSQEZA7ICPQHbD4xbofLc3d2Hf3iYX56oZq5cxcCF5264myWbPxhDlXFX4MSmH99hYsWLDQyTAKGsUGHYyCW8GwjF+u/x+d3ybLFPdccT6W/XwUBvd34un//Z7JO5eZKuC0L4TFT3+i+fyV/cdw52VjdYHBZc99hu3FhZhyTiZ2lB8FYCwkAURa2WI5liWZMo+N3ZB2ZudDb/Z3JdlAjCDO/0wkaS3wHLM11c4IIEiUwtMoaj7zNIo6MYTOIspviyBLa8d1VoI/yy2o1EvKHnbYAJdO5CIkybh9h7YjQik0iYdE2fuP+Off02C0b2JxFPZGcAQQwxQ3b9Xa4CQ3R6YhUTCDtCwhmURhBem6CfV+EScbArrswsPXXogzTSG15NrIeeA5DkMznNhy4yTUekVV1KHkF6PAcwSLn/kEWakO3DZ9NB6aNx4NfhFhiWL+k82tYYqilscbjATKUgVDhSxF9OF4vXbMa4ry8GrFMWbA8KE3q3Db9NHMcw5Jd+GDuy/tkCxgV/G1dSfMqk61F0YZAYdFimyhjWhp7gLNrUROO4+bo9npdJcdD77+jW5TVrqoAJRSrJ41znCu2niCJxYVIDu1d7z7FixYsNBT0VrQKDbowPIFlY2skd8WlmWs3vMVrp8yEs9+eFitmuMIASHAj6f9uCOOFuHmrfuxetY4nPaJzGDK8TMBLJo8HACwo/woSt87pOPX2rgwHw//7SA+/L4WpYsKsOznoyBTCn9IYiadYtebzux86M3+rs2kyEMiFWdOgTBbU52Cfs/hdvBYdXUuTvtCACIBvlVX58Lt0F7fLHddW2BWkCW+yGN4ZoqGlkhBZyX4G8Uws0Ku0S1gQEyFXNhk4BWIPH+WTxf//HsaXDb2uF19hAM5GJZV3x1otsGsQGxvhLGQTPvVba0gXTeBVdZ7+44vsHrWOCzd/Clm5GZj200Xw2HjdHL1Ty2+CDaewBuU4LBxCMsU6S47rp00HGf1d2Je2T5kpTpwx2Vj1A0ui3NDka4v2VKOZc99hv/P3rvHR1Hf+/+vz+w9m4SE3ESCgojYaKMQLgF6rEq1tkU4FNRWLoIXglRp/VrF3/meHG2p3yOi9ZRaIHBartqCokeLrZei1B4uXiJCNYIUwQYEciGBZLPZy8z8/tjMsLM7k8wkO9nZ3ffz8chDXWdnPzPznvfn/Xl/3pdX7psYN/FJNekKvE40+QKyI046x5JtkXTYCwa4sGVBJQJhAbwgYu27X2BffStW7DisWhvqglx3wnb9+q9eW/Lor06lvCCq7whkiLIlEk9PsivJWnsgLP97qz+EohwnRFHE+vljYWMMTe1BFGQ78c/mDgR5Ac3tQc3dq8JsB2wZEmpPEASRLHpyGklOh3BYiHMWrJw1Gmvf/UI+V1G2C8EwjxMtHWCMoaHtfJ2nxrYgHr5pJLJddkXU3IY7x6naf8MKvXKWR1G2CwuvHY48jwMdQR4hXsBPtnyMTXeNw+SyEhR4nbhooAfP3z0eDW0BNPuCePbtw7hj4jAcbmjHws21sm1emu/Bxvnj8ELVBIR4Qc5EiW4aYWY93HS2d4uzXT06QCVcdk5Rt1trI7kjIKimpm5ZUIm4Ru8i0BHkFY6n5TPLEduk084xPHPrVXKEmOSgsidgTaMnQk4tyGP5zHLkZTniareZtcHvD/LaEXJRqal2A50/eUE9IqmvacRmw4vq66YXEhBJlQpoOWITUZMtFdBuJNN3fUBOuiTBi+pCneWMeN7frGtA3ck2bFlQiUED3Hhp0USEwgIcdg7tnWFMfXZXXNTavvpW/GnxN3C8xY/qKWWK2g5aNTfyPA65sG57J4+SXBdeunciOsMCbAxwOzkwMJw869d8EYcWZuHUuYDCkbhsRjkON7SjsT2AC/JcptaGyoQunv11jWENuQyLmaFsicTTk+xK/6+hLSD/+46607j/+hHy7pwUPg9EooGBSKc+NVmtP9OBB1/YnxaRBQRBEFamJ6dRtNOhNN8td1S1cQwbdx+VU05HDcnDwzeNlLM9biwrxn/cfIW8SXOuM4RstwMtvkjjCKmMyz+bO1TnF4/ThrJBOVg/fywa25RF3Z++5SoUZbsAMLmjbOxGNgDUnWyTN7Il2/x4ix9z172PlxdNwqCuRhGxmFUPVxBEzXTbdLB37XYOI4uzsWVBZaSmNcfiHKBAxDG85f0vFR1Dt7z/Je6+5tK4OV9vCi0A+EP6aotJa7FoJ6HDzmmmu+pNTdWbymykdlswzKum8PbVqas3Qs7jtKk6ND3OeHk1K43YbIK8+riDvLXHnSi0HLGJcFqnAg4bU12vOGx9v34KNUgSbodNrnkhIdVbkjje4sfxFj+mPrsLze1BDBoQOX7u75TF0pdsO4CF1w7HrRWl8LrsKM33IM/jULwwUtps7O+FeAE//fZILN1eh28u3xn5LV8QF+a64XHacKo1gKnP7sKkZe9AEEXVczhs6s0hFk8egeUzy9ER4CHGbkUlEGnXUhpbOnZy7K9rtEV1P5MozffAliGtxInE053sSqkYpfkeOeWoNN+DqVdfqBo+Hx093hHkNXVoukQWEARBWBlpEyYayWkkOR2mr4zYkFN+vQtn/SFcOCCSGvjD8UOxbt5YjBqSh8WTR+ChFw+gKNuFV340EYsnX4af//FTHGn0RRqiZTmx9f0vMXP1HizdXoeffnskRg3Jw4odh7Fq1mjl/DKnAuc6Q5ixeg9aO0JxDo0HX9iPxZNH4FiTT9dGtppt3tP8IkUQDs7PkiMK+0qzL4hfvFaHZTPKFddbM6ciLexdQRDxjyYfbluzF99cvhO3rdmLfzT54moiM4j43lWDMX/9B7j+6b9i/voP8L2rBoOprDOkFNpo1FJoAW2HXuzv8yJw3/P7MH/9B7htzV7MX/8B7nt+n2rttNh3YPrKXTh0uk21znOTLyA3z9qyoBLVU8rwzFuH0OQLxPx+pAZazZwKbFlQiZo5FSjKdqn+vscZScVcur0Ot63Zi6Xb6/DwTSNVnWTSeBvbAjjR0oHGtoBmPWoHp75WiHXM5DjtyPM6sXTaldiyoBJLp12JPK8TOc74GCGmsf5gFl9/ODRkTK3uYTridXGyHQ9AjoC1eppyogjzoup6JZyAYooUSZckCr0u1dTSJ18/JB8TveCU0gc6Q8pdSykKrmxQDq64MBdn/SH85vbROOMLKjzbajU3Vs0ajfwsB36+vU4RCv0/H9Vj6qhSNJwLKHYWT53tjNsRWTlrNM52jTGa4y1+DBnowZq/foFbxpQqvpPoIreZ0MWzv66RY4irA7ZsRjm4zNC1hAl0J7vNviBW7Pgcm+8aDxEimtqC2HzXOHBMvcg4L4jYsqASHUEeF+bFp8ZIUcXpEllAEARhZbpL7VRLhX3mrUP48bcuU2Re1MyuQL7XgaJsFx6dWoYctwNP/Pkz3PWNS/DgC0p78/1jrdhX3yo3GFq6vQ55WY64qKYnXz8YcbJlOVTnkqGFXvyfLR/Ln2nVf+4I8qq2eSLnF72RVlLpiMa2oMJmL0wTe1dvvb1AWDuFNRaHjWHdvDE43tJ5vsFBvls1ykVvkwntGlTxi3IjNQR5QcCi6y5FS1RNvEXXXRp3XiO128IaJWzUUkiNNCVxOTnVCDmXUzmGJl8Q89d9EPdevVA1IS4S1aax/khAQJKp2Bni1tfLZ5bDbvFxJxK3QxlZ6nZkzqLRzHRfctIlidiFq5TG2tge2TGJXnAC53fupEin4y1+jBqSh59+eyQ27D6K7Kg28zeWFePRm6/AqlkVuPe5iCHU2B6Ax2nDE9//Ohw2DiKAAVkOhLo6aD3x58/Q2BbE4skjcHvlUIR4EZcWKzuzPvn6ITw6tQxP3XIVLsh142iTD6xrbGrGzZFGH6ZefWFc3YJ7Nn6Il+6dCMaYYYeTljEj7VpK///kWX/aOev6o1OpIALvHjqNdfPGymkEL374TwwtGGbq7xLpjZbsSqkYNo5h855jmDnmIjAWeZ+jO+oBEZ0S7Gp+I0UP1J1oxR8WVCLMizja5MNTb0Q1wkmDyAKCIAgr090mjFoq7IyKIXGZF1Wba7FlQSUWTx6BFl8IYV7E3AlDZQeddNyi5z7CE9//OmZ31aQr8DqxenYFlm6vi5srNt45Dv8xpUyOzom1T102JtvbALCj7jQ23jkOZ3yRRmzbauuxePJlGJTnwtkOpW2eyPnFiGNEilrcV9+Kqk218nheXjRJcT49Dj8rorfenpFmBLwgorUjFNfgIMcd3zih0OvE/ZMvw71RG3+rZlegMOZZcxoypXabjdQQjBQXUsIQn/JmpHZbKCyodh5VSyFt9gXxPx/Vx9n/amnEDAy5HjvWzx8HjkXWDrzAx12BVipoSCUVlNdYfwwrvCTuWCvhDwt48vVDinv85OuH8F8/uDrZQ+sXfAEBT75+EDMqhiALNgT5yH8/evMVyIut+5iG2AzUXTQKOen6me4m0EKviJcXTYI/xONIQ7tcZw44v3Nn48577BdeOxwbdh+NazMv1bP7/T3jsXTalbi4IAuHG9rxs1frsK++VXbu3b72PXkievb2UQiEBMWu5W9uH61YKO+rb8WfD3yFuROHISyImL/+A9TMqcC22vq43Y/f3D4aj736KZbfUq6qoP0hHrP++z25A+2wQi+yXDYUetXTAgRBRJMvgI4Aj6NNPqzYcVhejEvGjF5jJ1WNmP4Yt8PG5DSC6N3rROTWE5mLmuwCkQXeMz+4Gi4HhylXl8bJHRDRZ9KmhT8YBtC1sNsUKebNMYaLBnrgddnx7O2jUuqdJgiCSHW0NmHU6pEWeJ2aDpaLC7LQ2NW4YXhRtupxUvRNab4HBdlO2DgW15ToeIsfjAH1LX6s23U0zj5dOWs0GAc8f/d4/OK1OuR5nJg94WK5lIxkw16Q60KB1418T8Q2FwQBvAiIYmQ+S8Q8YyTSqqeGFEYcflZEb9dUh0bEm1oKa1gQVRscxNaZA4DWzrDsoJOOvXdzbeRZRHUs9Tht+NUPrsaP//CxfJ9/9YOrVVNItZzEaimcItQbV8S6Ho3UbnM7OdWoO7cz/l5FpxEr3hWVNOJQWIAvIGDxH847NFf8YBTyPMoxaDkw1OTRboPq79stvv6wcwzjhubhkkIvbBzDQK8T44bmZUxNNsaAO6IChSR73eJZygmDaWWgJeD6yUnXj/Q0gUZHg/kC2jt3JbluLJ12JS4t9iJ74jDNdNMzvhAuKfLCxs4XxwWAhdcOVzSVON7iR4svFNf99UfPf4SNd45D3ck2OULv5qtLcduavaieUibXkZKi+aqnlKHA60RRjgvP7z2GffWtsHPqk64oIq4DbXdOtdj7JkUZRhszWsbOS4smojjHresZWJX+GneIF3WnERCEHtRkd+Od4xAICbhn04coynZhxQ9HxRnHi577COvmjcVd37gErf4QNuw+ihkVQ+TzSilLxdmufokyJQiCIPSj5lQqznFpZl4ML85GR5DHttp6VE+5Qr1BQpeD5p5/uQTBsICvWjtVj4uONpLSQy/IdSMvy4HHX6uTN39q5lQgP8uBW2v2xtm/W7u6M3IcQ4HXmVAbTNq46giGFY0wpN9XjbTqoeyJEYefFbFzTD1tMOb+el2casSbWrqnIIiqkWSCSjM0vVFvOU47cj3KFOtcj0O1zpqRFE6t1NRYh6IRx18wpL/zqJE0YkEEFv9hn+LYxX/YF3dej5NTfaYeFSdhKJya6w+vK36TWUse0xFRRJxPYcm2A5Z/bolCECH7QCQds2H3UfzHzVf0+dzkpOtH9E6gPU3EQwu8yHE7EAzzcl0ONYVdkO3Ept1H0dIRxspZo2Xlp7aTqVU096w/hOopZbj8ghw4bBxurdmDomwXct12rJo1Gvc+9xGeeuMQFk8egYsKsnCy1Y/fvP0PTC4rwV8rh8JpV1fQjKk7CyWnGsP5VFgRYtx9k667alOtPIFqTbAdAR6CV5RrYKWiEdNf4zbSCYsg9KAmu182d6D6lU9kR31IIyXirD8kp7eq1QXyOm1xnd8IgiCI5KNmy+Z7HHGOO2nTtSjHiQdvHIn5k4ahpSOoajueOtuJ/7j5CtSf6cBdGyKbPLFOkNWzK+APhuU5RUoPrZlTgR89r3QCVG2qxe/vqcTTt1wlO3D21bfieIsfYUHAiZYOTTv0no0fYmvVBFyQ6zbkqOtu43lffWu3Ne+625AyklppRfxBXjVt8NnbRym6lrZ38tj+8fG4tMi5E4dhQEzDXbdDvX6bW+X+6nV+NWrUWdtaNQEXxtRZ4zhOdQH/+PTyuN8XRI3GFTEORRsD/uu2q/GTLecj+f7rtqtVHX9G0k2NpBFr2Wyx5833uFCSE1Y4NEty3Mj3xMtwqq4/fAFBNQJzy4LKjEj35HXKbbpi5xjmTxrW4+ZCr86dgPEROjFUm6CbiVj6fydaOnC8xY/VO4+o7tSs+MthTC4rwRUX5uLnf/xUniRKct1xE5HUKTF20mloC2Dp9jr8/p5K8IIgL6qlLlxLp12JoYVenD7XiZ9u3Q8g4nwr8DoRFkR0+kPwOG0KBe1x2sAx4LJi9XSGjgCP2b89n4q7+a7xqsdJXbckY0YttaI034OjTT54XXYU5bhS1ojpr3GbmVtPZCZqsisV866eUoZ3D53GnInDVOVugMeBtx/8Jr5q9aMox6WILq6ZU4HCbOs61gmCMJ+hj7xm6PhjT3zPpJEQaqjZsiNLcrBlQSWOt/jR6g8pSrvcf/0IAEBRjgtZKrbjz16twzO3XQ2HjcPxFj+Ot/jx1BvnHTuD89wICSJ4AVg3byxW7Dgsn1sr1fb0uU7ctmYvbiwrxtO3XoWz/hBaO0I4fTaAW2r2oDTfg013jVP97letkc0kIxF1ahtX0Y0wauZUIN8TXzOtJ7Rs4FRpouS029DYHpDr7QHq43fYNcqyqGzYhXlBNZJsq0qUj96oNy0HVVjF8VXgdeKBG0ZqpihH43aoPz+3Q3n9LgeHXI89JpLPDpdKsX6p82jsOdVSg40ca2St4HFxuLQ4G4IogmMMWuKYqusPMxsHpAI2zRqN1n5uicLWNcdFv49FOa6EyK1pIQiMsSGMsXcYY3WMsU8ZYz/u+nwgY+wtxtjhrn/md33OGGMrGGP/YIwdYIyNjjrXHV3HH2aM3WHWmM2mu1b1fTnfvvpW2Uh5ceEErJs3Fk+9cQhba49j6fY6CIKIN+saULWpFret2YvjLR1YPlPZwn2g14Gnb7lK8dmyGeVyvbml2z9FWBCxePIIeQLbV9+K+es/wJzfvofiHBeKcpz46bcjrb5nrt6DO373PtwOG1a+8w8EuyavIC9g5Tv/wD8afPi8oV31fhxt8ikm1KNNPtXjOoK8YrIr8DpRE9MGetmMcqzYcVh2ZiX6GfQX/TVuO8fwzK1KOXjm1qsyprYCkXhiZXfUkDwUZkdSni4pzML3rhqMn//xU/zm9tFx7+7yNw7icEM7Hnnp7+gI8nju7vF4+8Fv4qlbrsKgAcaiFwiCIIjkw3EMTrsND76wH1WbahW1l78624kfrn0P7Z1hhdMjyAv42at1aGwPoLUjiKKutFngfKTcb//3CzT7Qpjz2/fxrV/+FdWvfIKfTbsCt1aUojTfo/iORGm+B50hHqOG5OGOicMw93fvY/rK3ah+5RMIoohRQ/JwvMWPY00dqt+VHG7NvqDu69fadB1RnI3qKWX41V8+x+HGdggGF/lSenH0PJpKTZT0jl8rLVKtJltYI8onrHJro6PetiyoRPWUMmzYfRQcp14Tr2ZOBbYsqETNnArcWFas6syKjibdteQ6vLxokqZDd6An0ggl+vpXz67AQI/y+juCAu5c/yHmr/8At63Zi/nrP8Cd6z9ERzD++rOcHFbOUtpWK2eNRpZKumlxtkv194tVNkOlOlyxNlvsZZ3rDKKxLYgfrt2Lby7fiR+u3YvGtiDOdca/Lw4bp7r+iO2uazXsXc7FaErzPRmzbuI4DVmw9mNLGBwQFzUoiGJCHGxmRtKFATwoiuJHjLEcALWMsbcAzAOwQxTFJxhjjwB4BMASAN8BMKLrbzyAVQDGM8YGAngUwBhE6mrWMsZeFUWxxcSxm0JPRV/7cr599a1Yur0OK2eNxvI3Dsoh88tnlsftjjz5+iE8NrUMS6ddiSEDPag/48djr9YBgJzayhgDg4iHvn051r77BfI8TvCCiIsKslQnPF+Qx79992ty1y3p88dfq8OPv3WZ3M0rNm3t2dtHocUXkr3PQwZ68NALBxTnX7HjMGpmV6Aqqv5EzewKDMpzI69r8mpsCyAY5hXebGmHtrE9IDuzEv0M+ov+GreNYyjKdSk6NtltsPxOFmFdomW3KNuFx6aWwWljWD9/LNwOG5a/8SlmVAyBy87w+3sqccYXxKlzndiw+yjumDgMG3YfRc2cCnQEePzklY/lhjF5Hmu/swRBEIQ6ajbN6tkVWLHjcwARp1yIF5DrsSsK9NfMqUBJjgtBXsSmu8bhWFMHVuw4jKIcJ6qnXIGl2z9VpBY++/Zh/N/vleGH44fgjC+gmkILqJdfefCF/XJZlT///SRWza7Ar3d8jhkVQ+T6y+8daTKU1SAIomZa5eGGdjmKrO5km+FyJj2VyrE6esdvJHJJOzotfgmtN+qtMMuh3gU2Sz36UW/N3BZ/CH9USeMtiemuGuI1OraqRPL5Ajz+erABz99TCVGMyN4rHx3H9ytK41IxOY4hy6GMXs1y2FTlx6aRxrv0X78e9/tadeZif99pV19/OO3Wll+XnVOUlJIcoa4MKcUianblHZbsofULnWEBT71xSNHd9qk3DuFRK9ekE0XxJICTXf/exhj7DMBgANMAXNt12AYAOxFx0k0DsFEURRHAXsZYHmNsUNexb4mieAYAuhx9NwH4vVljN4tET6Cx5wOAX/3lMGZUDMFd37gEAzx2eF0OBHkBf1hQiU27j6Lmb8fQ2B5AjtuB4hw3gryA+es/kM+5eucRPDb1Crlux41lxfi375aBMeCLRh8GDXBh3byxshNs9c4jaGwPYGCWQ7X2QWNbEC47Jyv94lwX/s+W/XKX2TAvKjoZ1cypQFGOckJsbA9gUJ5b9b7F1va4sawYiydfhoVRk2f0JJuqRkx/jTvECzjbEZaff2l+pMuZy+I7WYR1iZZdXhBwtMmHAC/AH+ThdnBY+M1L5QLE0kLt64NzMbzoa/AHw/jhuIvhcdgwaICburcSBEGkAVr16h6fXo5Hb+bBGMNjr36C+ZOG4bm7x0MQRbR1hpHjtuNsZxj/bD7vnPuvH1wNUQQYE3HXNy7Bgy/sV6QrtgfCCIRFMEBR80xyapTkunFBbqSZWbQNe7zFj+IcF2rmVGB4UTYCIR73XT9CsRhfPbsCVf8yVJHVENvNPN/jQIs/BEEQ0OQL4ld/+Vw1rfKpNw4pfrs35UxSvYmSnvHbOabe3VXFJij0ulQ3uAu98b/BcQwjirKxtWoCwrwAu42TG1NF09QRUq1BtrVqAi5UaR6hF0EQcM3IEkUa77IZ5RAEpfPNbdfo2KriFHI7OIwZNhC3r92rPFbFSdnkC2DuuvfjHJrRzfckHDaGqm8Oj+tw64jJDTZSZy4QUl9/eCye6eQL8ti850uFk2rtu1/gvusvTfbQ+oUsp3rjDLVozXSEY4hbx6z4wajU6e7KGBsKYBSA9wCUdDnwAOAUgJKufx8MoD7qa8e7PtP6PPY3FgBYAAAXXXRR4gafYBI9gUafr7EtgN1fNGNr7XE8+K0RuPZrJfhhlGJeNbsC91wzHCKYvMhtbAug6l+GYuaYi2DjGOw2TlbmUvi/VB/uxrJi3H/9iLj24B5nxHMspQNEK+TFk0dgXlSB1Zo5FXJdqQdvvEwufAqcL+L7hwWVckdZaULN86gvymNre7xZ1wAA2Fo1AaIoqi7orWbE6JXd/hk3iyus/KPnP1LtBEVkNkZ0bnQdzYdePIDNd43Hvc9F5Cq2Q9jCzZFC3t/65V/l75fme/DyokkYnJ8BVXgJU0kVW4EgYkk32Y21acLhSPQcL4iwccDSf70SbZ08RBH4zz99hh9dNwK3rz1fr/jZ20chEBIw678jn62bN1a2T4Hztd7WzRuLQQPc+KLRJ9c8GzUkT66vHJvlEZ1+O8DjwP2/36d5/oWbIzartBHc3caxVHPueMv5jrMFXicGDXDjZ3/8VP5d6betXoZFL4mW22y3TTWSLdsdf7+MbHALgojDje09dvA1UpNOOm+001br93mNLplbY+xvAVDv2LpQrWOrenfX2HMCQGdIPQ27MxR/Xf4gj19s/0wRSfeL7Z/FNfkwUmdOEGGp9YdeuXXaOHntLVGa78EDN1xm+hitQKY3viy8pQAAIABJREFUzgCYrk7HvcF0NydjLBvANgA/EUXxXPT/64qaS0hlRVEU14iiOEYUxTFFRUWJOGXKEV3PYdroUtWXJhAWUJRzfmdogMsme8Cvf/qvaDjXKX8nNvx/RsUQ3BsTtvzQiwfQ3hmGKEbSUmPz0ocWKtNjpSYXpfkeXDDArTohCIKoq34DoF7b4826BoiiiMH5WYprtSpWkl0jnaCIzKY3ciulqYSFiJxpyVtsfYfeRhUQRCxW0rcEYYR0lt1wWMDB0224tWYPrlm+Ez/746foDAnwBcIQRRFzJwyNW8C3+EJy1BwAZDltqvNJRzDi6Mt22eWaW2rprQ+9eACLJ0caV0hRck/8+bMezy8Iomxnxm4cz6gYImd25Hkc8udSHb2Zq/cAAB64YWTK1pLriUTLbSAsaqxv1JeTkjO4pzWBWkMPtXqDWjXIVB1PXU7b6St3YdKydzB95S4cOt2mWm9Qq7urGGMPGYlO09uFFTjfACDuulRuF2NMdnjftmYvqjbVorE9ENcJl9NZuw6w3vpDr9y6nUy1lp/bae21Z6Iw0hU4HTFTbk2NpGOMORBx0D0niuJLXR+fZowNEkXxZFc6a0PX5ycADIn6emnXZydwPj1W+nynmeNOVaJ3jDqi2s9LqNVsaPQFFZNdsy8o73pEGxQA4v5bOqfDxkEQI2mp0V22OoI8nDH18PbVt2LD7qNYN28sXBqdqKQJdNAAT48OtlTvZmU1tHa9rO7oJKyNtJMsGbenznbKRq2eXVZ6pwmCINKXhvaA7MySsjikCLnSfA823BnfXTXWadbqD6nOJwM8Dpw868cP176HG8uK5bQ0NXt2eHE2di25rsvZIMrZGd2dP7phQOzGcbTdrPV9p92GkSWelCvDkixCYY1FsUrjCCMEw7xqrbfYDUKHjanWIItN9QS0HX9q9QY5jVqFsY4v1vV53HEq12TXsLHUUoPdDvXaamqpsXo74YpgqrXrHpt6Zfw5U3T9EQyJcNmZopaeKAoIhjLDSaUlY5lSy9xMuTWzuysD8FsAn4mi+Muo//UqAKlD6x0AXon6fG5Xl9dKAGe70mLfAHAjYyy/qxPsjV2fESpIO0Z6u83EesB31J3GxjvH4cWFEzDQ61ScQzIwYs/ZEeQRFnismjVa3ll58IX9KMpxYePuo3G7KPdPvgzL3zgItS6zy2eWo/5MR7e7TdFodYPK9zjQ2BbAiZYONLYFDHfJylQcHFN9Jo4MUbZE4oneSQ4LIp659Sps3HMMK34wCrZu5C1dowoIgiCIWES5q+aTM8uxYfdRhWPjn83x3VU7grzis9U7j6jOJyGex8sfnQAQybQ46w9p2sgehw2D87NwYZ4HDputx/OvnDUavCDINmZsN/Nouzk6k0T6vjS36Y32IuLvMZCYjTyP04aHbxqJpdvrcNuavVi6vQ4P3zQSHqfyvGEBeG3/CaybNxZvP/hNrJs3Fq/tPwE1H6FWJ1+1zACbRtRZrONLb2dVINKxdVVMlNcqjY6tgZCAZ98+rOhu++zbhxFQSXflOA6HT53F8/dUYudD1+L5eypx+NTZuE64RV4n7p98meKe3j/5MhSp2HOpuv5gjKGpPYh5697H9U//FfPWvY+m9mCcczVd4Rjw9C3KrrxP33JVxnR3NVNuzYykmwRgDoC/M8Y+7vrs3wA8AWArY+wuAF8CuLXr//0JwHcB/ANAB4D5ACCK4hnG2FIAUneDn0tNJAhtJMUcW7PB4+TQ2BaQjYJoD/ioIXmYNmow5v7ufbmWRvQ5ttXWx+2y1MyuQEeQx/+37ROMKM6Wdyhddg52jqHmb8fw/rFWxS7KoFwXHp8eKYbaFggrOgl5nDb87NW6uN0mrZoOWsWH9dSVIOJx2hkKozrkdgR5FOa4LN9dibAu0k5yUbYLZ3wBlAxwo3rKFbBxgC8QVpW30+f8ss4ozffoiqolCIIgko/eGlzRx7f4QnK9Nsnp0NgWlOu0rdhxGKtnVyiagpXmu7Fq1mi5DEtjewBFOS5sumscWjtCaGgL4MnXD6GxPYDqKWXYWnscN5YVY9AAd8Q+nVOBqk3qTcaErrp4NbMrUNX1m43tAeS67fjDgkqEwgLCXQXid3/RLNuqsV1rt9XWY/38sag/40eW0waORbqYcwwUMaeCHtlR6wyciI28sKBev+2lRRMVxxVnu3BzTKH81RqOLyPZPhzHqXbJvKwktgGB/ug0h8OGy4uzsWVBJcKCCDvHUJztgsMR//thMRI5Gh09CgD/PiW+S2We244xwwoVDSlWz65AnlvpVmjtDGO7SsfaC665FEUxYxiY5cS5nHCcPTgwy9obtCFeUJWbLQsqkzyy/oFjDNkuZVfgbJcNnGpsZ/qR5VJfN2e5LOykE0XxfwHNJzRZ5XgRwI80zvU7AL9L3OjSH5uNQ2G2A7+/pxKCKMLGMfzl05O4eftBhdPK4+RkR1xsjQ5JUW9ZUAleECECeH7vMbnYbUG2EwM8dnzVGkBjewD76lux+4tmrJ07BkMLvHLqrFR7A4hMTn9YUIkLuxbdBWEBWU47QryAg6fa8LNX62SjTNptii3EG+t0iy0+3NgW0B1eTig518nj9QMnMW10qaJd+7RRg5Hv7fn7BBGLlELy02+PxKqdR3DXNy7B25+dwg/GX4xv/fJdPPitEQp5A0RAdKBq0x65YQQtYgiCIKxPT/aaGs2+oOwIA84XzK+eUibbjo3tARR4HdhaNQFftfrR7Avi4Rf/DgBYOu1KDC/ywu20QRREjP/Pt+N+I8/jkJs43LZmr7wR/dzd48ExBpeDQ6E3EsEWfQ1F2ZHF19DCLHCMwcYB9z+/T9HkAYAiMspl5+QFG8cYAiFB0XCNNo3VMSI70fe4I8jDpdLZ1Ch602g5jiHLqXRKZDltqs+zwOvExjvH4cvmDvnYiwuyVB2K+R6HqvMv3+NQHCdFp8UGYahFpwGRSC/Jtjr/7/G4HeoORfVOsEHZYS7dp4Wba/FC1QQMyjsf5RgM86j52zHU/O2Y4vtzJw6LO6fDYcPQ/CxkOWw9OhStBK9RS5DPkAQuEUDV5o/i5OZFlUYm6Yg/COz6vAHXlw2S1zFv153Ed8sHI6YpsmH6pbsr0f80+4K4ZXXEEKmZUyHvUAJKpxXAUHu0CX9YUImgygT1Zl0D/n3KFbBxDA4bh8rhRcjqCv0O8QKmPrs7yojxwuu0obCrZXmB14k1cyqwIGqncvnMcnQEwzjXGURelgt2O4cL8zxobAsoxgic320yUtMBMBZeTiixcQxbao/j6b8clj8rzfdgekVpEkdFpDJOuw2LJ4+QF10PvrAf1VPK5G7QT//lsCxvpfkeVE8pw4jibNnwjDVQCYIgCGti1F4DtG02yZEhzQWFXhca2gNyswWJ+es/wK4l16E4x42Gtk5VR8OQfA8em3olbq3Zo9iIrjvZho13jkOIF1DodcVdw/EWP+av/0Cem4CIwzCa6MioZl9QzkYBgJo5FXhgq7r9TZvGSvTKTuw9Bs53gO/LPdUb9Wb09wPheCetGmf86o6vlxZNRHHUat9IdJrUkCU6AnX17ApcXpIDe4xjs9DrUo1QlN6LaPQWyzdaN9zRlW6eSrg1rtGdAMdxKhDQcG4H+1gjMlUIhHk8tv0gHtt+UPH55LJBfT43OenSlGijR6vhQzDMY9AAD8YPL8Kps52KphESpfkeHGlox/z1H+DFhRMwf30k6/itB66Rd3uijZitVRPknchmXxDZLjvWzx8HfzCMr852yqkHsa2Z1cLXa+ZEFuin2zo1x68GNZPoPXaOoWb2aDS0BeVdv+Icp2qRWYLQQ4HXiWGFXrkZTVG2C1cMygEvApvuGodjTR1YseMwGtsDWDYjUovoP26+AtVTyvDrHZ/j8enltJghCIJIAXqzSaplsw3wOLBlQSVa/SF5LujOvhMEETwvYsOd4/DP5vPzyjO3XgW7jYM/xKN6ShlW7zyiyNg44wuirTOMHLcDRTkuzWvI8zjwxJ8PxhXMj0617K5xhN77kanolR2zNuL1ptEa+X0jTuvOkPp5O2NqwhmJTotuyCKdb+HmWmytmoAL85R1/dTKB2mlY+stlm8kkjBVsdsYnrn1Kjywdb8sNxGdkxnrplRt+JEoOMZQ9S9DMXPMRQqneSIun5x0aUq0IdNdRylJKZ8614k17x6JMz5WzhqNR1/5FICy86tWZ6wwL6iGrC+bUa4wjGK7zHIcw4iibDx/93g0tAXQ7AviV3/5HA/cMBIluS5DTjez6lVkAk47gwim2PVbPbuCatIRvYbrqlFZmu+BIIp4bGoZ6rtqdsipGrMq0B4IYd2uo7jv+hHwB8NymtOjN9NihiAIIhXozSapms22bEY5Hn7xgCKt9NGbIxvLavZdvscRZ3eumjUaYUEAYwzfX7Vbce6n3jiEffWtKM33oNkXRJ7HITtZtK6h1R/CvvpWbNh9VK43FevIiP1ud/Y3oUSv7DCdXVCNotdJZUTGjTWO0OiSGXNZRn4/pBHxFubVo5xiywdp4XFyWD6zXGHHLZ9ZDo9TGT0mCCI6gnzcmkIQxLRx4viDPP7fnw4qagT+vz8dxLO3jwIyoEyQ1DghVhas3vAjUbgdHKbEpKmvml2hmiZulMyIxcxAorueqnWkinZacRzDBbluPHDDSLkY6YsLJ+C5u8dj854vZSMpujMVL4iq3ZXsNk5152jJtgNYeO1w+TiHLV70Wvwh3P7f72Hm6j2o2lSLN+sacM/GDyPFeVU6uGo53aIn2l1LrsPLiyZR/Q+d+IOC6q6bP5gZYcuEOXBd3cgYYzjjC8UV2b33uVqU5mfhke98Da/tP4EvmjoA0GKGIAgilYi2PQF93bljbbatVROwYfdRhYMudmM51r5r8Yfi7M57n/sI2S4H7nt+n6o9KjnsttXWoyPIy3ON2jUsnxnZaC7N9+COicNg55hqJ9bY726rrcfqmO6atGmsjl7Z0dsFtTfo6bJrRMaNdKL1OG2qXSJju8sa+X2HjdNcq/WFfI8LJbluLJ12JbYsqMTSaVeiJNeNfI/SwacVydcQkzKeyjjtNjS2B1C1qRa3rdmLqk21aGwPZIztmud2yI0TJFkozHEhz50ZpWo6Q4JcHxLomns218ZFwPYGiqRLU2J3hDxOG15aNBGhsKC6OyQd//j0cnkHycYBu79olo+RdhC3Vk2A08biusdK3Y200lOlTo1aXZC0dpxCYUF3CHb09VCKnHHCgnoB1NjIR4IwAsdx2LD7KB6+6XI0twdVZaypPYD7f78Py2eW48nXD9FihiAIIsUwkjIX+z3JZhMEEQ/cMBJ1J9tUsyHU7Dst+1Er62NEcTaqp5Rhw+6jmD9pGEpy3YrzS9fgD/H4qtUPURTxyHculztpPj69XPf153schu9HJqJXdiR7Ira7qdYzSdY4AWOZPXkep+z4klJDS3LdyPMojzXy+8XZrriuyFprMKP3YGiBFzluR7djMBrJl4pkevaWy2XHRQM8ioYfhVlOuFyZ4WIyc92cGXcwQzHqqIo9XhBE1VoCF+S6wXEMeR4ntlZNQJgXYLdxKM6ONILQCsUe3FWzTjoulu5CuMnp1j9Iu26xz0At8pEg9FLgdeKBG0aiqT0If5BXlbGiHBe2Vk2Ay87w7O2jaDFDEASRgvTVXuuNo0/LfpRKLcQVdXfY8LVBuXj05ivgcdqQ54nfuC7KcUEQRPgCYUMLcLXrJ/tVH3pkR7InUsEpYkSW9Tq+pGP1yJTdzuHykhzVtVoirq2nMWitKfoayWclersxkU64XHYMzhCnXCxmrpsz844SuumuK5HUmTUWrV2FCwd0X0gy03cjrECR1xkXIdlda3eC0APHMVxa6MWXLR3wBcJx9Sv06AeCIAgiMzDq6FOzH5fPLMev/nJYdb6RNpslBEFEY1sgbpFNC3DrIdWw3lo1ASFegKPL8dRfz0St7vbauWM0y+oYkWUzAhK01mr9gVmRfFaDAkkyFzPXzeSkIzQx0pUoFpedU4Rsu3Ts2pAxlHxaOkOqrd1LrhmOYkdm1FcgEo8giDh5rhPz1n2AomwXHr5pJDbdOQ6CCGQ5bSiJWTARBEEQhF5iU1SPNLTjydcjzSEON7Rj6bQrMbw4Gx5HvF3Zk9OFFuDWQhBEHG5s1+0kSzR9WRtlGmZG8hGEFTBz3UxOOkKT3rY5b/YFMfd378eFfuqZwMgYSi6dIfXW7rMmxLd2Jwi9NPuCaGgL4HiLH8db/Pjh2vfk/7dryXXkoCMIgiD6hGQ/nmjpwPz1H8if76tvxfz1H2DXkutU7UtyuqQWyX5evV0bZSrJjOQjCLMxc91MTjpCEyNtvqOhCSx10dsCniCMEAzzaPYFe6VPCIIgEsXQR14z/J1jT3zPhJEQZmHUdiWbNbVI9vPq7dqIIIj0w8x1M8WbEpoYafMdjZGW44S10NsCniCM4LTbsK22HstmKGWrZk4F1ZwkCIIgEoZR25Vs1tQi2c+rt2sjgiDSDzPXzRRJR2jS2xpx1AAiddHbAp4gjCB1Y3vmrUOonlKGAq8TxTkuahZBEARBJBSjtivZrKlFsp8X1c8mCELCzHUzOemIbulNjTiawFIXIy3gCUIvkk54fHo5yRVBEARhKkY7apLNmjpY4XlR/WyCIABz183kpCNMgSaw1IWeHWEGJFcEQRCEFaH5KbWg50UQhFUwSx9RTTqCIAiCIAiCIAiCIAiCSDLkpCMIgiAIgiAIgiAIgiCIJENOOoIgCIIgCIIgCIIgCIJIMuSkIwiCIAiCIAiCIAiCIIgkQ046giAIgiAIgiAIgiAIgkgyTBTFZI8h4TDGGgF8mexx9IFCAE3JHoSFSPb9aBJF8ab++CGLyW6y73siSadrAfRdT6bKbaJIN5npC/19L/pFdvtBbkmGeiad7lG66VyrPhsalzF6GpcV5daq97IvpOM1Acm9LqvZCun6jPVC16/v+nXJbVo66VIdxtiHoiiOSfY4rALdj+SQTvc9na4FSL/rsSJ0j89D96J30H3rGbpH1sWqz4bGZQyrjqs7UnHMPZGO1wSk73X1hky/F3T9ib1+SnclCIIgCIIgCIIgCIIgiCRDTjqCIAiCIAiCIAiCIAiCSDLkpLMma5I9AItB9yM5pNN9T6drAdLveqwI3ePz0L3oHXTfeobukXWx6rOhcRnDquPqjlQcc0+k4zUB6XtdvSHT7wVdfwKhmnQEQRAEQRAEQRAEQRAEkWQoko4gCIIgCIIgCIIgCIIgkgw56QiCIAiCIAiCIAiCIAgiyZCTjiAIgiAIgiAIgiAIgiCSDDnpCIIgCIIgCIIgCIIgCCLJkJOOIAiCIAiCIAiCIAiCIJIMOekIgiAIgiAIgiAIgiAIIsmQk44gCIIgCIIgCIIgCIIgkgw56QiCIAiCIAiCIAiCIAgiyZCTjiAIgiAIgiAIgiAIgiCSDDnpCIIgCIIgCIIgCIIgCCLJkJOOIAiCIAiCIAiCIAiCIJIMOekIgiAIgiAIgiAIgiAIIsmQk44gCIIgCIIgCIIgCIIgkgw56QiCIAiCIAiCIAiCIAgiyZCTjiAIgiAIgiAIgiAIgiCSTFo66W666SYRAP3RX6L++g2SXfpL4F+/QXJLfwn+6xdIbukvwX/9Bsku/SXwr98guaW/BP/1CyS39JfgP12kpZOuqakp2UMgiF5BskukIiS3RCpCckukKiS7RCpCckukIiS3RDJISycdQRAEQRAEQRAEQRAEQaQS5KQjCIIgCIIgCIIgCIIgiCRDTjqCIAiCIAiCIAiCIAiCSDKWcdIxxoYwxt5hjNUxxj5ljP246/PHGGMnGGMfd/19N9ljJQiCIAiCIAiCIAiCIIhEYk/2AKIIA3hQFMWPGGM5AGoZY291/b9nRFF8KoljIwiCIAiCIAiCIAiCIAjTsIyTThTFkwBOdv17G2PsMwCDkzuq9EIQRDT7ggiGeTjtNhR4neA4luxhERaD5IRINUhmCaJ30LtDpApDH3nN0PHHnvieSSMhiPSE5gOiN5DcmINlnHTRMMaGAhgF4D0AkwDcxxibC+BDRKLtWlS+swDAAgC46KKL+m2sqYIgiDh0ug33bPwQx1v8KM33YO3cMRhZkkMvUpKxkuySnBB6sYrckswSRrCK3FoBendSC5JdIhUhuU0NaD5QQnKrD5Ib87BMTToJxlg2gG0AfiKK4jkAqwAMB3A1IpF2T6t9TxTFNaIojhFFcUxRUVG/jTdVaPYF5RcIAI63+HHPxg/R7AsmeWSJRRBENLYFcKKlA41tAQiCmOwh9YiVZLfZF8Qzbx1C9ZQybFlQieopZXjmrUNpJydE30m03Pb23c0U3UYkhmTpWyvOTfTupBZWshUIQi8kt6mBFeYDK82TJLf6oHWjeVgqko4x5kDEQfecKIovAYAoiqej/v9aANuTNLyUJhjmZcUrcbzFj2CYT9KIEg958/uOIAi4Y+IwLNl2QL6Hy2aUQxCEZA+NSGP68u5mgm4jUhurzk307hAEQRBA8ucDq86TRPfQutE8LBNJxxhjAH4L4DNRFH8Z9fmgqMOmA/ikv8eWDjjtNpTmexSfleZ74LTbkjSixGOFXaBUhxchK1ogcg+XbDsAPvlBH0Qa05d3NxN0G5HaWHVuoneHIAiCAJI/H1h1niS6h9aN5mEZJx0itefmALieMfZx1993ATzJGPs7Y+wAgOsAPJDUUaYoBV4n1s4dIytgaYeiwOtM8sgSR7J3gdIBURRV76EokrYlzKMv724m6DYitbHq3ETvDkEQBAEkfz6w6jxJdA+tG83DMumuoij+LwC1eNY/9fdY0hGOYxhZkoOXF01K2+4r0i5QtLKgqABj0D0kkkFf5C4TdBuR2lhVr9K7QxAEQQDJnw+sOk8S3UPPzTysFElHmAzHMRTluDA4PwtFOa60M8STvQuUDtA9JJJBX+Uu3XUbkdpYWa/Su0MQBEEAyZ0PrDxPEtrQczMPy0TSEURfSfYuUDpA95BIBiR3RDpD8k0QBEEQ2tA8mZrQczMPctIRaYEgiGj2BWUFMWiAhxQEQaQA9O4SmYAUoaBG7DtABi5BEARhZcyYt7qbJwki0yAnXQpCBr0SatudOOheEv2JmrzVzK7AoDw38jyZrdeI9EaaxwVBQJMviKpNtaRziYxh6COvJXsIRIZAa6bEQ2sFQoJkwTyoJl2KIb0M01fuwqRl72D6yl04dLoNgpC5XVSobXfiaPIFVO9lky+Q5JER6Yjau1u1uRb7689mvF4j0pfoefzj42dlBx1A8xdBEESioDWTOdC6i5CgdaN5kJMuxSDFGA+17U4cnSH1e9kZEpI0IiKd0Xp3s5y2jNdrRPoSPY/neRw0fxEEQZgArZnMgdZdhAStG82DnHQpBinGeKT2z9FQ++feYWNM9V7aKGKZMAGtd7fVH8p4vUakL9HzeKs/RPMXQRCECdCayRxo3UVI0LrRPMhJl2KQYoyH2j8nDo/ThuUzyxX3cvnMcnicmStfhHmovbvLZpRj9c4jGa/XiPQleh5fvfMIls0op/mLIAgiwdCayRxo3UVI0LrRPKhxRIohKcbYAo2ZrBip/XPiyPM4UZLrxtJpVyLLaUNHkEdJbqSIP0EkGundfWnRRHQEeBxt8uGpNw6hsT2Q8XqNSF+i5/F99a3YsPsonr97PGwco/mLIAgiQdCayRxo3UVI0LrRPMhJl2KQYlSH2nYnBo5jGFrgRY7bQfJF9Ascx1Cc44bgFeF12fHs7aNI7oi0huZxgiAI8yFdax607iIAWjeaCTnpUhBSjISZkHwRyYDkjsgkSN4JgiDMh3QtQZgLvWPmQDXpCIIgCIIgCIIgCIIgCCLJUCQdQRAEQRAEQRBpw9BHXjP8nWNPfM+EkRAEQRCEMSiSjiAIgiAIgiAIgiAIgiCSDEXSpTiCIKLZF0QwzIMxBhsDOI4zVLQx+hxU8JEIhwU0tAcQ4gU4bByKs12w28mfbwXS6V1VuxYAaXN9Eun0zAj9pJN8kwwTBEGYT7Ltb9L1vSMU4tHQHkBYEGHnGIqzXXA4bMkeFpHikJMuhREEEYdOtylaiy+bUY4Nu4/igRtGYmRJTo/KVe0ca+eO0fVdIv0IhwUcPN2GhZtrZXlYPbsCl5fkkKMuyaTTu6p2LRvvHIdAWEiL65NIp2dG6Ced5JtkmCAIwnySbX+Tru8doRCPgw3tuDfqua2aXYHLi7PJUUf0CVp1JxFBENHYFsCJlg40tgUgCKKh7zf7grIyBYDjLX4s2XYAMyqG4J6NH6LZF+zVOfR+l0g/GtoDWLHjc1RPKcOWBZWonlKGFTs+R0N7INlDy3jS6V1Vu5Yvmzu6vb6+6stkkE7PjNBPb+TbCqi9YyTDBEEQ5pNs+5t0fe9oaA/IDjogct/u3VybUeumVLTPUwGKpEsSidixCIZ5WSlIHG/xI8/jwPEWP4JhvlfnKMp2IRjmcaKlg8KdMw4Ri667FC2+EADAaeOw6LpLwUAKN9love963nOroXYtWU6b5vXp1ZdWS9VIp2dG6MeofFsBQRBxrNmHL5s7kOW0oSPI4+KCLLjsnKXHTRAEkR6IuGPiMCzZdkCRHdVf9rdRe8Vq9layCAui6n0LZ4ijSst2GFrgzUh5SCQUSZckErFj4bTbUJrvUXxWmu9Bqz+E0nwPnPaew2xjzzFqSB4evmkkbluzF5OWvYPpK3fh0Om2lPKKk0e/99gYQygsoPqVT3Dbmr2ofuUThMICOEaKNtlove963nOrEX0to4bkoWZOBQqyXVg3byxGDcmTj5OuT4++lBx501fusozuSqdnRujHqHxbgVZ/EKfPdSp0/+lznXDYOJJhgiAIkxFFyA464Hx2VH+ZMEbsFSvaW8nCzjHV+2bPEAdVqz+I5vaAwnZobg+g1U8RmH2FnHRJIhERFgVeJ9bOHSMrB2l99+CUAAAgAElEQVTXZVttPdbOHSMXqjZyjsWTR+ChFw/0yXnY30Q75c74AjRx9AFeEPHA1v2K5//A1v3g6f4lHbX3Xe97bjWka7mxrBiPfOdyLN1eh2/98q+ofuUT/Nt3L8eoIXmK69OjL62YqpFOz4zQT77HgefvHo/XFn8Dj029QiHfD980Mk6+rYA/yMfN/Q+9eABhXiAZJgiCMBkRULVz+orewAUj9kqTL6BqbzX5MifFU6I424VVsysU923V7AoUZ7uSPLL+oTPIq64bO4MUbd9XKN01SUg7FtEK2OjuNMcxjCzJwcuLJim6uz4+vVx32HHsOXhRPWzXqqktsWlw6+aNRfUrn8RNHC8vmoSinMxQmH0h08O2rUzsu5rK6QXStfxs6pW4pWZP3OS+dUElHFHXp0dfWjG1NJ2eGaEPQRBxuLEd92z8ENVTyrB0e12c42vLgkrLyYLW3B8WQTJMEARhMq4ErAtjMVJayYi90hlSt7c6Q0Kvx5qqOBw2XF6cjS0LKjOyuyutG82DIumSRKIiLDiOoSjHhcH5Wbgwz4OSAR4U5bgMGdDR5/A47CmV2hIbPWP1uj9Wh9MI26YFmTWIfleNvudWg+MYQoKg6RiIvj49+tKqqaXp9MyInomek6T6sNFI/201WXA71N8ft4MjGSYIgjAZMyLvjWYY6NX1Nqa+VrBl6NTgcNgwOD8LFxd4MTg/K2McdACtG82EnHRJInrHYteS6/DyokmWaHOdaulZsdEzUj2+aKywUE8VHBzD8pnliue/fGY5HKRsCRPQa+jp0ZeppruI9CR6Tkql+ajQ61J9fwq9FIFOEARhNmasC83KMPA4baprBY/TenMbYS60bjQPSndNEFpdbmI/z/c40OIP9UvaSG867/QU7my1bj6xaXCrdx7B8pnlcm0dWqgbw2HnkOW0Yem0K+UuPVlOGxz21PTnh0I8GtoDGRmCbjXUdIdk6EW/r8tnlsNh4yAIokK3SDu8WiQjtVRLH4bDAhraAwjxAhw2DsXZLthT9B0itFGb31mX4/l4ix+rdx7Bshnlim59Vp2Punt/1OQcgCFbwGq2A0EQRCx69ZQRfZZMeyARpZXUyPM4UZLrVqwVSnLdyPNYb27rDzJ5rZFu68beYJZ9Q066BKCV8z+iKFuuTXO8xY8by4qxePJlWLi5tsfaAGaNSc9vaS2G+3JOs5CiZ6QxNbYHUJLrxkuLJiIUFmgxYJAcpx1ZLjvO+ELyZ1kuO3KcqacqQiEeBxvacW/U+7ZqdgUuL87OmMnTKnSnI2MNPY/Thn//n7/jgRtGGtYtPTnyEonWNV1a6MWhhnaFnl89uwKXl+SQoy6NUHv+q2dX4I8fH5cdc/vqW7Fh91E8f/d42LpqK1p5PlJ7f9Suc+Od4xAIC7ptASvaDgRBENHo1VNG9Fk4LODg6TZd9oAZejJ2jZSojSKOYxha4EWO25HxGy+ZvtbIdTngjVk3el125LocSRxV/2GmfUMrhgSglfPf0K7sfjOjYoisqKOPM6P7oBmdDq3YPVEtPHxogRfFOW6qn9MLGn1BLH/9IIJ8pPhrkBew/PWDaLRwd18tGtoD8qQJROT13s21aGjPvO5TyUZLd7T4Qxha4MXIC3Jg4xiCvICfvVqHN+sakq5beqI7vR+r5xeS3KUdas9/4eZajB5agKfeOITqKWV4ceEEPDb1SpTmZ6XsfKR2nV82dxiyBaxoOxAEQUSjV08Z0WdG7AEz9KSZpZWoVmmETF9rtPhDeDJm3fjk6wfR4g/18M30wEz7JvXCYyyIVs5/iFcWRdcqIm1GU4Pe1iHoLmTTit0Tgf6Nnkl3QryAxjalYmlsCyLMp17HJuo4ZB260x0cxyCKImau3oNRQ/Kw8NrhyPM40OoPQRCsK3da16Qpdyn4DhHaaD3/PI8D++pbUbWpFgCwa8l1uhcvVkwJVbtOow2arGo7EARBSOjVU0b0Wew6UDpWzR4wS08me41kxXktkYQFEUXZLlRPKZNt19U7j2TMWiMY5vFmXQPerGtQfP7ozZkxv5tp35CTLgFo5fw7bJzic6mIdKJrAxgZU3e/1VPIplm1DQjr4HHY8PBNI+NqhLlTMGTbzjFVebWnkXGQKnSnOwRBBGMMN5YV446JwxT1u2rmVKAox21Jg07rmjTlzkaB6+mE1vNvjdo9NjI/WjUlVO06O4K8IVuAbAeCIPRgRk04vejVU0b0Wew6UDpWzR5IRz1p1XktkbjtnPq6KUPKm6Sj3BrBzOvPDAkyGa2ugsXZym5p22rrsXp2Rb90H8xz27Eq5rdWza5AnjvilxUEEY1tAZxo6UBjW0Ce8LoL2aTuiemPCGDdrqOonlKGLQsqUT2lDOt2HUUq7gcVZ7tU34HibIq67G+0dEe+x4FDp9vw2Kuf4JHvfE120AER/VO1qVZXyLiaPjOb7vR+rJ5fTXKXduR7HHHPedXsCmyrrZf/e/XsCuR79NVlSXZKqNY7pCbnFxdkGbIFyHYgCKInJIfO9JW7MGnZO5i+chcOnW6Lm8/1HmcUvXrKiD4zYg+ko55s9gXxzFuHFGuKZ946lF6lDhiTHXRAZO5+6MUDAEsPJ2RP5HscWD9/LNbNG4stCyqxbt5YrJ8/Vrftk+qY+d4yUUzF5Xf3jBkzRvzwww/79Tet1t31q1Y/Hnv1E8yoGCKH326rrcdjU6/EBblu1Z2NgVkOjP/Pt+POtWvJdRicn9XtdaY5/XaByZDdaL5q7cDRpg5FNNOyGeW4pDALg/Kykjau3pLJHZdgMblV0x3NviCmr9yF4y1+vLxoIqav3B33vWj9o3XeZO3U9tTdNcwLsFN3197QL7LbF33b2BbA/335gDzHDvQ68eKH/8TooQWKOffx6eW6Uo1OtHRg0rJ34j7vSf4TQU/vEHV31Y2ldK6VGfrIa8kegirHnvhesoeQDCwht41tAdkekCjN9+DlRZMUOlTvcb3BzO6ueuyBdNOTp8/68Y9GX9ya4tIiL0oGeBLxE0m3Ff55xodrntwZ9/m7D1+Hiwam3rrJKGd8ARxpaMcDW/fLz/iZW6/C8OJsDPRmxuZ0L95bXXJL6a4JQivnX+3zRNcGUHMECqKIu75xCVr9ITzx54PYV98KAPj37wmaO/Zbqyb0GLKZ7NoGhLmIIuKimZZsO4AtCyoT/lv9YYw4HDbTF7iEPtR0R3Qth4a2QK9CxrX02ZYFlT3KVV9lUEsf2u0cLsxLiAFKWJTYOixbFlSi5m/HgL8dUxynty6L2Skj3cm61jskLXpj5bw37w3ZDgRBdIcZNeGMoldPGdFnRuyBZOtJI7pdz7G8xppia9UE06+lv7Ax9RInttT1rRrCH+RlBx0QecYPbN0fWTd6kzy4fsKs99YyW/uMsSGMsXcYY3WMsU8ZYz/u+nwgY+wtxtjhrn/mJ3usVkIt7Pvg6Tb8/I+f4rY1e7F0ex1++u2RGDUkT66DoDXBiaKYdqHWhDF4Ub3ovZDgiFuz0hWI1EJyTADA6p1HsGxGuUL/1Myp6FH/aOmz4y3+buWKZJDoC9GyC5yvORuNESebmSkTPcm6kUUvvTcEQZhBrE4Fuq8J19NxhDGM6Ha9x4oaa4p0yuLzumxYOWu0Yu5eOWs0vK7MkEdBc92YpAGlEZZx0gEIA3hQFMUyAJUAfsQYKwPwCIAdoiiOALCj67+JLtR2wBdursWMiiHyfy/ZdgCLJ4+Q6yB0N8GZ1aobSE7dKMIYdo5TlQ0bl1hVkRF1KogeiXZM7KtvxYbdR7HxznF45UeT8Pzd4zGy+Lz+0dIfWvqs1R/qtq5XsmuAEalNrFOtrzVnOY6ZMv8KgohT5zrhC4RRPaUMo4bkxcm6kUUvvTcEQZiBGTXhCP0Y0e16bfhMcKgGeRHPvn1YcS+effswgnxmrHFtmuvGDAklNBHLpLuKongSwMmuf29jjH0GYDCAaQCu7TpsA4CdAJYkYYiWRGsHPC+qYOPxFj+GF3lx4QAP7HZOnuBi689IocpmhGxmQoefdMDGgGUzyuPqRyQ6bFsQhLhOnstmlEMQ4tvSE+lLtGMiGObBGIONATluhyJ1ojv9oabPls0ox1NvHAKgHRFkZsoMkf7Eyq5UaiL6vxOVPt1b1N4b6d3YV98qy3p3NkEs9N4QBGEGajpVTYfqPY4whrGIan02vJG5JVUJhQVF6QuJR2/OjPWM08awctZoLHruI/kZr5w1Gs5Myfc1Ecs46aJhjA0FMArAewBKuhx4AHAKQInGdxYAWAAAF110kfmDtAhadWxa/SHFf3ucdrlQKccxjCjKxtaqCQjxAhxdhUxjJ7hE1gzrqeZNJmMl2eU4Du8eOo1188bCxjHwgogXP/wnLiu5NKG/0191KtKtCK+VSJTcdueYkJ6fPxTGqbOdKMp2yams0fpjZEkOXr1vEjqCPDpDAk6d7bmuV6a3jc9UEqlv+6PmbDRG9ZnavLtk2wFUTynD0u118DhtaGwLIBjmUZDtxKv3TYI/2P256b1JHlayFQhCL0bk1oyacIQ+jOh2vTa83vWmhJVsdr1y67TbcGNZcVyjxkyZE4O8iNf2n4hbN94x6ZJkDy3lMcVJxxi7DMBDAC6O/g1RFK/X8d1sANsA/EQUxXMsqoWxKIoiY0w1flQUxTUA1gCRLix9uoBekAjFEn0Or8uGjqCgUGpq3YDUdilWz67Aih2fA1APAxcEEYcb2xXfqZlTgUKvExzHId/jwLlACCdbO1G1uTYhkW+0+65NsmU3mnyPAzdfXYr56z9QyFOiW2n3R50Kit40FyNyG63bHHYOdo716AzoKQooWn/wvBCnr5bNKMeG3UfxwA0jVXdtzdzhtZKhSShJtL7t6VkblQWpE2Ds3N8bfaY17xZ4ndh45zicPhvAPZuM6cdMiIywKlayFQhCL2bIbW+6q/a0njJ6rBljTSZGdLteG15tvak1z1jNZtcrt/keBxZPvgwLo+xPM9ZNVsXGgGtGlijWjWZkYGUiZkXSvQBgNYC1AHR7YRhjDkQcdM+JovhS18enGWODRFE8yRgbBKBB+wzJIRGKJfocEy8pwOwJFytCR1fPrsDlJTlxk4VWys3j08vx6M3qE4La7nrVplp5d3317Aq0B8L46Qv7UZTtQvWUMuR5HDh1thMluS4M9LoMTzrROzSjhuRh4bXDUeB1gjEGQRAtOWFlIs2+IFbs+Fx+5q3+EFbs+BxLp30dJQPcCfud/ojGaPIFVKM3X1o0EcU5ibsWonti9eONZcV45DtfQzDMw24T4AuGkeW0odDr6lZPFWW7EAwLWH5LOY40+rCtth4OO4dwWMBX58476ADlru4FuW5V/WJWyozVDE3CPNSe9cY7xyHbZUdnmIeNMXAMePTVT/FmXUOPshAOCzh4ui3O2L+8JAct/lCcPnvmrUN4bOqVEEVRVX619OwFA9xw2jjM/d1uw/qRUs0IgkgmRubY7nRq7HrKyLFmjNUs9K7XjOh2vTa8kSyq6Dp30vrjmbcO4fHp5ZaOmjzTob5u+sW/fh3Fuem/1siEDr49YYZzHzCvcURYFMVVoii+L4pirfTX3RdYJGTutwA+E0Xxl1H/61UAd3T9+x0AXjFnyL0nEYWUo89xzzWXyA466XwLN9eioT2g+l0p7HtwfhaKciKCEf3fsQq2uzp20m8VZjtRlO3CT789Eku31+G2NXtR/conONnaiXBYMNzdTdqhubGsWD7nzNV7cGvNHuoMZyEEROpMSM986fY63DFxGAQktrZCfxT+7Qypy3lnKDPqRFiFaN02akge7pg4DE/8+TM0+0KYt+59XLt8J76/cnecHojWU6OG5OGn3x6J6lc+wbd++S6Wbq/DfdePgNPG0NAeQGNbQHNXtztDOFZ3JsJopsL6mYOaI7m5PYDvr9qNa57cidvW7MWx5g4suu5S1YYNsTS0B+QFIqCc+2PnbeldurVmj+Y8XOB1omaOspnFshnl+PkfP4W/D/rRjPeGIAhCD0bm2O50al+ONWOsZmC0G7de3a7Xhu9Nnbu49YfFa1WHNcbNW3zciSLMC6rPOMxnyPV3OfdvrdmDby7fiVtr9uDg6TaEw32/frOcdH9kjC1ijA1ijA2U/nr4ziQAcwBczxj7uOvvuwCeAHADY+wwgG91/bel6Esqp9SxsCN4vvOajWOmCnx33RCl37IxhsWTR8R5x6s21+JUW6dcH0r6vKdJR9qheWzqlXHn1DNhUWfY/kEQ1HdEEj3XmNXJMBobY+odh2g92a9E68eF1w7Hkm0HMKNiSI96IFpPSd+LPn7Rcx/BF+AR4gU0+4JJ6SCmppcotT9ziH3WC68djge27lfI6UMvHsAAjwNP33qV3PlNa9ER6sbYjZ231d6J2HeI4xgKvU5F17mn3jiEN+saYON6rx9pPiYIIlkYmWO706l9OdaMsZqB3i6sEnp1e3StuXcfuhZbqyZgRFF2nA3PNOzw6FJWEloRWVZvkipqjDtTpkVOw5bIlM07M5z7Emalu0qRbw9FfSYC0KwiKIri/wLQeqKTEzQuU+iuaGRsmLFU780f5MFxwBlfCFWbzodW/+b20fA41cOIbRxDY1ug29QStbBmIJL61xmKpN94XbZuuyGW5ntw6lwnLirIUp1cTrT4Uf3KJ5r1obTgOKZZx6C771ohXDxT4AX158ObMNuYXfjX67Jh1azRuDcqbXzVrNHwulK3mKtZIdVmEp0WIUXrXpjnUZWzzlAYXzaHYecYst3n9ZT0vdjjeRFw2Dhsq62P60pcM7vCtDpZgiCi1R9UrdtZkutSzAc2jqE414WwIOKrVn+/PbNUqYOTikj3lgGKubo4x6UR0QnM/d3752VzTgWKulJKo5+R08apzv12W3xX9gKvU9dcynEclm6vi09LsnFYPrMcD714/p1ZPrMcHmf3+rGn+VjSUWFegI1jsHMMHMd1W3uS5JQgCL047TZU/ctQzBxzkaJQvdqmnKMbndqXY/XaYkbGagS9v6+3C2vkWP1rLb215mwMePb2UWjxhZDltKEjyCPf61DdDOqPWtVmwGuMm7f4uBOFg2OqtoQjQ+bxsKDh3E9AdIspTjpRFIeZcV6rolU0Ms9tj1N46+ePRYsviAe27pdrwEV7X3/0/Ed44vtfjxP4lbNG41d/OYzdXzQbKrq58c5xCIQERXHo5TPLUZrvwUuLJiIUFsALIn7xWh321bcqGk/cd/0Izc6x0k5B9ZQyVG2q1R210ptaZNQZtv+QoivUHMSpRiAs4tdvH1bUifj124ex9F+/nuyh9Qoz6qX0B9HOhRAvoDTfgwEeh6qcAQzfXP6OrPOKcpyynlI73u3gkO924P7Jl+HXXTVBCrxOFOW4MMikNDxJz54624nqVz6J00sv3Tsxbj5YPrMcT75+CI3tgX55ZrSxYR7SvX3mrUNYdN2l8lxdlO3SlOsvmzuUEembavHSoolobg8q5+v547B6doVCdlbNrkBRl+Mqul6QFKHw/7P35uFRlOna+F3V3dVrkg5ZAEmQxbBEDJAWCDCjIDOoR5Rh2FQCAkoCiMznKMrvjIzMiX6fCo7jMkDkHEFAlNWDg2fUGRDxsAwYUEcjy7CZIJCFJKTX6lp+f3RXpavrrdAN6SQd+r4uLpLO27V0P/W8z3o/V9tLtcjAO1kYOJNNKBk/QHaeOiebYDc3H9hujuuzk5lR6ajQAS7h8peQ0wQSSCBaJDM6jAsbcLay0IFkQoIh02ZU6dRVhQ5k2tS+Q4aVwcpCB+YR9G8oorHF7CY98Vrtpmt3v6M5fzR8YdHyx0Wy1qCn4ecE2VbKSjXjtSkDYdAIaMbj5HA9rRHcpduvXd6SSDUbkJ5kVNgS6UnGG2hwhobfTKgWjRYxkSCKogwURS2kKGpr8N+C4FCIDok6j59Y6lhNUGIVlz1yO4xWdYhBR+OVT46jZPwAfLFoFNbOGooNB85hc1lls+2hJKV5rtYtB+ik1xZt/Rb/qnKBAoVuqRZkpVrw4oQ8ue2wX+ckvDghD52TjHJAD2jis1m155R8LHvQKYmUT4zEY1A63QFBEDRLq9u6XPxGgkFHYcW0fMX3s2JaPgxx2CPq9fP4rLwKxevLMPXtgyheX4bPyqvg88en3MSypDqWoGkKnZMDG3iPNAuWTcoDBREvT1TrFh0Nmbsr0M4qgAKFrilmIv9JutWIei+HnV9XYtHd/ZCTaUOK2YCNB8+iwReb71nSsxZGR64G5ATV97Ro67eYO6p3q31nbc2D05EhfbYTHdlYsPEoXvkk0Er0xykD8dJff8DKMP25clo+3th1UnGMQNWooPqOZqw5BEEUsWbmEOx+6k6smTkEO7+uRL2XA6DkC+qSbIqIE0iLWkCvp9EjzYoB3VKQlWrGgG4p6JFmvWpwrDmuT5KOktrbSfKXkNMEEkggWtS4WTmQBgT0xrwNZahxq/WGXk+jX+ckRVumVpJMsiW09K+EaGyxahf5WquvQ8dFc/5oqtOi8bUiXcsJoooC4snN34Aj+HqtwVUdC9AUVL7yskl5uFHyTA0+HlsP/4isVDMykozISjVj6+EfY2aDtzdQFIj+TAvE6GLW7roSgAHAiuDv04OvPRaj87UptJQVid9AcuwGZ9vRJcWEz5++E7wg4mKDF69+dgLVTh/qPX4crajHrLWHsXfRKPzij1+ojh2p0gw939xRveWKoqxUE1iOx/k6N7HFJCPJiHO1LtkB6Z1hRcVlj9zeCgQEMTPJiE1FBeiaot1/Ht7OkpNhk6sBpCq+0Ml3ORk21Hn88nqDnpylaO/ZlXgEx4s4V9OID4oKwAsidDSFo+dqkd7ON0kSdDRFbDOI1wqNWPCltBY8LI9Zaw9jU1EBPjxyHr/5RQ7e3X9GUeX47v4zeGjozXj67r6ynjHqKbAcjwsNHnRNMWJz8XBwvAB9sL2DpgN/L/3yLEq/PKs454wRsSnoZjkeI3qloavdjN1PBfT36r2nsbmsUub0In1P9mBWsTW+s0RiI3aQPlu72YAMm1HeVwHAbmZgMtCKjLLdYkB1mPPUnJx4WB4PvLVP8XqoLIe2OaVZGWyfNwL+IGddc1P7SFXnV6McILWihmeNB2fbsXBMDkRRhJ8nO4RSQjJc/hJymkACCUQLToOWhRT4AQKBupvsZuLfQhGpLdHWPHfRHLM5OibS2kh9LS2/LLxCzs+Rr9VPINWnaQq3pFuxqagAnCBCT1Oyndee4eMEfHXmMjbOKYAoiqAoCjuOVEYkcx0BLMfj0Nl65PdIk2Xs0Nl6zBhxg+zjIoj+zNL7b73uQ8cqSDdEFMWBIb/vpijqmxidK2q0NAeKlmLTE1oH3SyPsbmZmD/6FvxU71G0tEolwH/4qLzpGASOhLG5maAoShVgI12HdL5QToKxuZl4YkwfzFp7sNkWE4OORrXTh+L1ZZjiyMKMET1kZ0OKFP+/v/6AFyfkNRug02pnqXWxmLBinyqLvvGxYXj4P//R1AI0eyixXae9Z1fiEWaGRo+MZDz4dpNsrCx0wMzEX9m2haGJbQaWOLwXIDq+lPYGSTcJoogJ+d3wt+8v4IkxfRRtJRLHZbXTh/Wzh6LGyaLBw2HuhjJk2Ix45p6+Cn1ZOt2BvplJURmhLQGrUYfC4Tfj4dVNz8iKaflItejxq/xsTU5RaTBPNN/Zte5V8do2Eg8IleVwmVw3e6jMPSdhbG4mVkzLlye2S/uXJCehgT43y4MOS7+Gfm9+P49jVU7FcxOr9mmtvbtrilHR4hv6GayZOURT9rNSzSq7pTXkNMF5l0AC8YNInleSbyX5XNeDSG2JaHnuSMe8HrstmvPbTXqVraXVbqtFjUDytZhg103ovrZiWj6YsK6baHQ8xwk4XuWMO0oXm1GHO/tlqmxCWxzzX0cDM6NT2UKR8Nt2FOh1NGaN7Km6/5bwzahYEDJSFHUEwGRRFE8Ff+8FYKsoivktfjICbr/9dvGrr74i/i0WHCikYy6blIcPj5zHhPxuii9u7awh0NEUzta4FXxGQEBxvfXQYPxqxX5FVVkoOefY3EwV35F0/QCInHR6mpKDXgBQOt1BJJIO5xKQeA/e2HUCj4zoiXf3n8FERzbSrAw6WRlsOnQOv8rPbvazq270KQJxoediOR4jX/5c9Z6tc4dj0qoDivUfLRgJXkBbGdqtdqLmZLc1cL7OjanBAJ2ErFQzNhUVoFuqpc2u61rwU70HU0oPqO5lc/HwuMxwkRz0lYUO9Mu0wWAgbobtRm4lHdng8ePpLQE+ziNna1E4vCd+qveg3uPHqj2n5CrdTUUFcLO8rCO1dNbGx4aha7KpVQ07LbmSKooFQVTxxVwLJ9317FUdgOurVS7yWvRtuCyHykH43iVh7zOj8GOtGwYdDTfLY2B2CuxmBmdrXbh0xauwESRO2NDqcml//6nBIydQJMRKp2nt3dvnj4DTy+FcrRs90iyYHhKUHJxtVxnrEifdwjF9VPcVbt+0tJy2wXPQbnRue0ePxR+39SUQcfal+9r6EtoC7UJuI31eWZbD8WqXyhbqm2EFw8Se6y0aTrhYXGud24uKy15VgCy7kwmpFpNibbR2cKRJjfN1bvzhL9+rgo/P33+rwleIRgdfo83e5rZCR/KbrgVVjV78esV+oq2QmWRq5p0dAz/WuvCbD75WdCuu2nMKrz84CN3TrFpvi0huY1VJtwjA5xRFnQ5eyM0AZsXoXFEhFkMIQjlfPH4ep6qceOWTQLvWySonSsYPQO9MG8yGwHTXC1c8mnxGnawM9j07WqEcw8miQ5VY+PWHrpWOcaHBoziXFhdeeIuJxOXw/P23KpRxrYvF23tPYekDA9Al2dSssdtcO4tWhiWcj0ZqAboRlF1bI9o2gvYMrZYAfxy0h5IQypcS2r7b5Y5bkEEO0rUbSHqsst4tt7+VfnkW+T3SiMG3eo9foae0dFZVo88UPDkAACAASURBVA96HU3kZ4nVYBktueIFETRNodbF4o3gEIvQ6a5/enBQVBN5r2evCt83EhVELYdwWQ5FrYsl7mk/XGhE8foy+bV9z45GJysFm0mPGe98q5LdzcXD8fz9ouJ7q270gdVoHYpF+7QmjQcnoEeaFUkmA9wsp1hztKIer3xyHB8UFUAI0iXoaQpLHxiApR99h8/Kq+TjSLIcSzlNDJ1KIIH4QaTPK8Po0TdD2RaZYWWuK0AHaPOLh58/lOculH6DtK/XuP1ETrrNxcNx0zVeb6OXx4YD5xS24Oq9p7FgTA7C3aRo222vRoEggRdFfFZeJet0Cc+NU7b40TSFnAwbkaokHPFK6dKR/KZrQTQtzR0RgWdGWW2akdQydkysprvuoigqB0Df4EvHRVFsF+zmseJAkRTb+To3Zq09LL8uccvte3a0rPhMBj3cLE805nU0BU4QQXE86j0s7GZGoTTP16kdg9DrD10rCCLqPax8bOl9UutJJOXHej0NPU0RR3jrKFxVCEmBOKldl+V4bHxsmIKTrnS6A6///YTiGIk2rdZDrNoI2gId6V6AyPlS2itomoLZoFe0v63acwpvPTwYdS6/zOGVlWpCjZOVJ8FW1nk0dZbXz8PPC8iwGRV8EKv2nLpmnR7K+UUKqmm1muhoCoIgguV4ovG679nRUVU7Xe9eFamxnUD0CJXl0O9oW1kFSqc7ULw+0KK9cEwOuqdZcKE+wAsrTVCX9jNREFVye7SiHqIoqpJSLMdDBMg6LaytIrwaItVsUPC8SoGw5tY1Nz1Wkq3qRvX1VDt9MOp1Ctk7X+dWPQ+SLMdSThOcdwkkED+I5nllGD26XWdQ7nrOHynPXSwCTzqKQr2Hxekal7x31HtYkOa7RUuTcjX7R4LJQC6yMBnUe1Gk1dLxSunS0XyNaHGj06uY9DSevrsvztd5AQCMLvC7qQU6eVpUw1EUdZcoirspivp12J9uoSgKoihub8nzXQtiLUyRHD/NyiC7k1nmdQktV/7DX76XA1avTRmINJsR3VMtERnOoRAEUW6lWbPvjMIRpilKNZK8OY63SEZ4hyv2DCuDei8HQRBkp6WyrqldV6oGlAJzJeMHgKZppJoNePKXfVF+oTGia0ugZWEx0sQR9BZj+94kSUg264j3kmyOz40j3jfCQGUNUFrowOu7TshtcD6/ILe1ZqUGpmHqaRqpVh1KC/NR1cgi3cao+E+WTcqDnqZhNij5MMbmZuLVKQMhiCKqG31RVeZE0saSaTOq9OfLE/Pwh798jyd/2Redk43E7wlAVNcT7993R0BzrT8k/p4nf9kXORk2fLRgJH6q9ypk5NXJA0FTFNKTGHC8gJpGL2qcrFxJmpVqxlsPD4bXL4APkV0AcnW5l+VVz0HgeWnieks1G1ROEamF9mpUGmNzM1X6M3wvjpTDqK1kOfEMJZBA/CCa5zUarslIA0+xOH8sAk9Wow4L7spRtbtaCRxoGVaGaAdnEHyqaNp4O5kZrJ01BBWXPXKCNbuTGZ3MyuNGU80czbW2J6SYaZVNuKrQgRRz/PlN14I0K4PV02/HnPUhdsD0G8dvFwDUOlmFH7NsUh7sluu//xblpKMo6g+iKD5PUdQawp9FURRnt9jJmkFrc9KFIlLeKI4TUO30wssJoBConnvlkx8U2easVHOgVTbDKnPKNcdJF3r9VY1efH/+Cpbs+A4ZNiMW39sPTwX5cySuOptJDz/X/FQ4IJAFJ3HH7Xt2NLqlWoiKfWWhAzu/rkTpl2cxNjcTz92XCx1Nqdp1pfsMVdixJnq+huO3C76O1sBP9W4s/UjNM7H0gVtxkz2+2o0j5cyIF1yD7mo3cht67VKFUZ/ONk19UDJ+ADpZDdDraEWA//+7tz/qPX5UNfqwas8pvDZ1ECyMDr9eGeDDGJxtx9N391VU/Uaj3yPlROE4AZcavbjQ4EWti5UroLJSzdg+bwSqGn2anHQ3EK/c9aDNeWYi+fy19hItPreS8QMwa+1hZKWa8eeH8/Hnz0/Kez6Jz231jNth1NOY8c4hZNiMWD5lIEr3nMKcO3pBF7wGl4/DvBBnTapGD7cllozLlVtuJZkOlXUS7+PY3Ez8/v5bQQHEvVJKBp6rdcuO2s1pFvRIs6rWtYUsJzjp2i8SnHTtCu1CbiN9XqN5rqMJPEW6NlbnjxTRcIBVN/rwuw+/VdnBL07IUwXJouGEu+zy4UxNgItLuq/XHxyEnulWdLIqq6ib8x8V93XFi+f++5+qa33hV7chM1mT26zNbYWaRi/q3Cwq67yKjpBUC4P0G4CTjeMEnL3sUgVse3SytuuBHy2Fyjo3kSv4g6ICZGn7mq3PSSeK4vPBH/9DFMUziquhqHbRkxVrrp5qF4s3Q/iI6j1+vLnrBF741W2gvJzinJ2TA/xrbpZDrdNHbAexMDpUNfrkL19as7l4OERR1Lx+r5+Xee+WjMuVA3TScWe8cwgfzh8ZUbBCK7sEBDYAjhdUPA7zNpRhzcwhKP3yLD4rr0L5hUb5M79aOXks219ucMf3qvDzGjwT9+W20RVdOziBfC+/i8N7AeKbZyw0m1pZ58GstYcDQbd/60/UB9mdzKhxsnh641GF7iu/0CgHG7JSzTDqaUU7ydxRvVVVv9FwUEXamiIZHuFDAirrPPBygsxJ1zvDijqXHz6Ox+J7+6He48drfztONJDDEc/fd0dAJBUAWnuV1j5ntxjknx/feARLxuXK+mnuqN5ygC70fCXjB8jPzYV6D/afrsXmskoA6sBaZZ0HxevLFMeVz202KH7nwmSdxPv4WXkViu7ojZvTrMT7rHWxqmm24Uk36XNqC1lOPEMJJBA/iPR5jaY6q8rpI/LMkQJPdR6/gk+2Pvh7+H4dzfmj4a8DIisiiIYDTIt+4/n71S280bTmelleDtBJ637zwdfYXFQAhHDlR1Od6PGTr/W5+9o3PYGPEzBr7Veqe9xUVNCGV9V6qHL6MHPN4YiCux0RvAYnodACnISxGhyxDUD4JNetABwxOl9UiGUQyM8LKiUzONuuqqyQ2k2AQD+7Fkedm+XBBhXk4Gy7PD1EFEV5kuDFK15VGbeOajpmpIMiSBAEESJEbHh0GM7UuPDGrpOodvqwbFIeFmw8imqnD+sfHUo8vi5kY5HO19btJwki6eahoyniuPh4dGo6Ik9EvPKMkYIWEx3ZOFvjJspbxWUPuqdZyIEOs0FuMaUpQK9r0inXo+uAyFtTuKAxTOSmoyDvAX9ZMBIsL2Dx9n/Kuv/liXkQhMj4aOL1++4IuFY+M0EQQVEUts4drqqyTDEbZG66yjqPoh1ES3YtTNPe+OpngTZxKRCdZmWI7wlvM8lKDfBAhv6uC9OPWryPtS4WXVPI1QAsxyPDZsRLv74NXVJM0FEULl7xEuW7rWQ58QwlkED8IJLnNRrdHE3gKdKAVrR7Q6T8dYIg4vjFK5izPsRXnO5A3y7JChs8Gj+K0euINhZpbTStuf4IhyWkmg3EVtDUkKSRhHj1P274wRFxOvCjpWDQkeVWTyKJjBItWodIUVQ/iqImAkihKOrXIf9mAuj4NZ9oUnKhWDgmR5XJee1vx3G8qhETVuzDgo1H0clqwLJJefJ7JU667E5mbCurkNu4SnaWY+rbBzH17YM4W+vCsUuNmFJ6AHcu24MppQdw7FIjap1eMHoa3VJNWDYpTw7WhSKSwJhUdfbrFfsxavkeLNnxHUp+NQCvTRkkT6+trPPgbI2beHw+REFJ55M4bELvszU55xJE0s3DpKex4K4cWc5KdpZjwV05LUKA2dqwBfn1QmVtZaEDtjjk14t3SEZlKNKsDP76zwtEefvrPy/gx1qyXrnJbsaamUOw9/gl0DSt0ClSoCH8PYYI5VfiRAmXmVBOFKl95Q9/+R4vT1Tq7FWFDliNTfdqMuiIfJ78jWG7xTVIMhu6bwpCgDfufJ0b1Y0+CIIo75lTSg9g0qoDKNlZjqfv7ouxuZl4eWIeXvrrD5g7qrd8rE5WRj6H1j7tZnkMzrajdLoDi+/tB0ZHY0vxcOx9ZjS6ppiI7wk9riSX28oq5N9XTMvHuv1n8OeH8+V128oqsGJavuJ9L0/M03ToAMDM6PDv/9YPi7f/E7/4415Mf+cQAKDRx7VIFjmBBBK4scBxAn6q9+BcrQs/1XvkhFgorqabQ0HyybQCT5EeN5rzA+S9goRqp08O0AHBIoL1Zah2KucuSoGvcB1PCnylmg1YOKaPwsZaOKYPca3Etxt+3EybOmgqJcHDPwNdWEAttDpxU1EBlozLxRu7TqAuJGkkwWwg+x9mQ/u22Q0an4WhnQcXWwrRPGMdEYyOxhNhcvvEXTlgWuD+W5qTbjyAXwF4AMBHIX9qBPCBKIr7W+xkzaAtuTpI/APrHx2K0cu/UKwLb1MZnG3Hv/9bf3RJMYEXRFAUUHXFh16ZFlRdYXGxwSuTEkoVdb0zbKi47MYbu07iaEU9gMCDsXbWUFxs8GDdgbOYNbInslPNqPdwV+WxC4cWr04ot4107SW/GqDJSRd+vlhzzjUHrXu6SiVdu+DraA38VO/GlFJ1b/3m4oK446SrrHPj799fwF25XSGKgeqW3eUX8ItbuzbHE9CuEeWz027kltRmvvGxYThV7ZL1mgRJx6zacwr/MX4A5r1H5nYL5XWRPhdOEFDd6FMNmOjbJUnBk6KF6kYf/nPvvzDp9u7Q0RR4QcTWr37EY3fcIuuHUN4WSRenWRlkJpvwws7v8cKE21DrDFTsvvnQYExYod72SHwsLY221LMtgDbnmWmOGgEAkYvNZtITuYLWzByCZ7Z+i6MV9dhUVICntnyDFdPyseHAOYzJ7Qy72QCaomBhdChWkU/rUVnnUXDVSYMgqhtZFY/dskl5+PDIefm4bpZHXlYyvq28AgujQycrg2WfHpMrPX9q8MrZ313llzAmtzNyMm04WeXEtrIKPPnLvpq2ghY3Usn4ARjQLUWxp8a5PEaKdqNz2zsSnHTtCu1CbtuaEy4WnHjRrD1X68Kdy/aoPpe9i0ahe1pTD2k0PHPR+jx+P48qpw+cIEJPU8i0GRV86hJqXV6cuOhU7T19utiQZm2qyYmWk07iFw691u3zRrR7TroLDT6FrbpymgNdU4w3BCcdy3I4Xu1ScfH3zbCCaeEJzO0R8cRJtwPADoqihouieOCqb+iAIPEPkNruwttUjlbUY3LpAWwqKsDUtw/Kr+97djT6dk6C3aLHknG5uCnFBEEEHt/Y5IS+PDEPyz9tqmyjqUBkO7Rse4ojC2tmDgGjp+W22KsZyFpVZ+FVb9VOHwRRxPtzCiCIojzdtcsdt2DGiJ4wMzpwgogLDR7ZOM9IMspGe+jrWtfUUgZ+pNPoblT4eREjeqXJxOS8IGL13tPg4rD0hxdELN15DEt3HlO8Prp/lza6outDPPMpkrhm7CY9REChY6SgV06mDQvH5EAQBayfPRSCCPx42S1X8ALA3A1lKkOT5QSIooh3Zw8FBcjy+5tf5Ch4UrTAcjxKvzyL0i/PKl6fMaKJUjW0tP9oRb2csNj91J34rLwKz98vKO61Ldr741lW2gua40e67PLh0hUv3j90DhMd2fL+4fOT90wdTeGZe/qCoih0STHhg6ICfFhWic3BfxI+XvgzFR/SHx4YoOKqm7uhTE6WvfLJ8cCAqUwbdBSwYONRAMCY3M4AAJOBhtcvwMLoUO8JTHiX7IKfGryqYRH7T9dic/FwDLgpGfnd85rda7W4kSyMTlGdnpDHBBJI4GqIlD8uGq7JaDjhIj1uNOePhmInnIIACNgL4ceNhmcumu4hQRDxrxpXRHqaAoVOVgPWzhoKmgIEEeAFHlRY7CGadls/LxD9D387b5tkeQFpNj0+KCoAL4jQ0RRoSpSpqjo6atx+lJ2pwcZgDIAOFkSkWRncdAME6eKRk+4oRVGPA7gVIW2urTXdta0Rzj8gCKIqMJSZZJSVseSYZqWakWwyYNdTd4IGUONkYQ7y0Vx2+VGysxxLxuWqiKKf3fatgkydF0QFv8zgbDvGD+6GWWsPR2Uga/EeSK00oUHC53d8j2qnD5uKCuR7zzDoNI3znAwbTlY7WzwTdTUkiKSbh82oQ+HwmxWyojXavb3DQFNYOq4f7srtqtg44rUEPd75FEO5ZqRnuiFMT4VPZn1tykBcvOIFTVGYtfaw4niSoRk+OfaZe/ri8eDACSm7a2Yik99IDEqDjpbX3JRigskQqKTSB19n9Dr5Xkm6vzWSAvEuK+0FWvxIHpbHmn1n8MiIngp5fe+xYcQ989IVLwDg6ZAJ68sm5cn8dNK6yjqPokodAH53HzkQJg2COFpRj1lrD2Pfs6PB6HXISGLk65Keh6nBLK+kz7cUD4cgivDzAt56eDBWfP4vOdiYmWRUObFaSTItG8HN8opnJiGPCSSQwNUQDbdVNFyTkXLCRXPcSNdFEyQz0BSWTcpTVaeF26zRctJFurbG5SPqadLUWD8noN7N4aktTdVTr04eCLtZ+V2lmg145p5+qLgcOCajo/HMPf2I7bbWOPU/jDoaPzV4FVPWV07Lx00aXK4dDyJyuqTg4dVNdsbLE/NAIf6KO64FBp0G/3l746QLwXoAXQDcDeALAFkItLx2WIRyDlx2+VDV6JX5BwDIgaF9z47Gh/NH4qaUgLM2NjcTT9/dF9vKKlDv9uOh1Qcx5tUvMP2dQ+AEAZddLC5d8aI4yFOgRS4tkamvDCq03K5JMreA1sTDi1e8mhwJgiBCRwOlYfwEL0/Mw97jl7CpqAB7Fo3Cu7OHYsfR83IVX3jBlZZxXuX0yU516XQHXp08EBcbvKj3sKrPVusYtS712kggba7dUi3ISLp6ReGNBK9fkFsFgcBnPf+9I/D64y8j1MnMYGSfTJyqcuJSgxenqpwY2ScTnczxWTXZkfgUpWdaFEWZi5Okp57c/A26ppiRZjNibG6m4hiSoRmqH0gTMhdt/TZiAt9I+FsyrAyeGNMH28oqcMXLYdbawxj/5314ePVBea3Eq1NR50aalcGOx0dg37OjsXHOMKTZYi9/HUlW2iN4UcRER7ZKXl/8uByl09V7Ji+IRLlcOCYHg7PtWDNzCNY/OhR9OtswxZElnycr1azJ95KZFNg7B2fb5Wchzcrgufty5esiPQ/z3zuCVCuDl/56DIu3/xO8IOKZe/qhZGc5Jq06gIf/8x84We0ExwVaxy81ePDDxSuYsGIfRr78OSas2IfjlxohCCKRY3bZpDzcnGZBqtkg20QeP5eQxwQSSKBZxIrbKhKeu2jBshzO17lxrtaF83VusCxHXBcNf50IIDVYnbb7qTuxdtZQpFoNqlBHmpXButlDsWbmEGwqKsCamUOwbvZQYvLPbtITeXbtJnWNjlejEpxk//Mi8F//e1rBNfdf/3ta5QNe8flR3ejDkh3fYerbB7Fkx3eobvThik/NSedmyf6Hm23f/oeXE+QAHRC47nnvHYG3BeQsHiCKIHIv3yi0tDqKUs0UWDYpDzrq+mMLsaqku0UUxckURY0XRfFdiqI2AvgyRudqc5AqOUIzIVLVVzg/i1FP45l7+mPmmkNYMi5XJeSLtn6LkvEDkN2pacqh1gS2m+wBLjqLkcaPtR5QAGiKwsY5BRBFcinmT/UeTFp1gMgZJ93PiF5pWDd7KC67WNS6WOw9fgn3DeymyMy/OnkgAODe27oCCAQrpUy7lrPI8QIybEZV5UxpYWAAsIdtytgnHM7WQ0eaUtTg86MmaByEZiWTjXqYCAZKe0dbT0ZuKQiCCJbj8erkgUizMVi0JVAJnJNpI7a+CqKIistuLLqnH4DA5NRQQ/OS0ye/TyuJ4Y/QWLrsYYntNqGZ5Hovh3nBdsNwnT13Qxm2zxuhmOY9NjcTT4zpo+DriHWrX0eRlfYIQRChp2nkZNpk7kSpGu6z8iqUjB+AjY8NAy+KOHHJieWfHsfie/up5DLDZkROZxv+OHUgzta48dtN36Da6cOKafkAAm2nq2fcjnSLASsLHQr5WTEtHyv3nML+07VYNikPnZNN8p5L09RVn4d6N4un7+6L5Z8ex28++Bol4weokmDvzynAQ6sPEqv3Q6vg+nZOwvb5I+D1C9BRgWESyUaDolJ+zcwhCXlMIIEEmoU0uCCcP440uCBSRMNJFymi4eBKZnQq/b2y0IFkQnU/o6fR6OHw5Oamta9NGaiqYgMAn19Q2Larp99OvNZqF4s3g4MbpO6AN3edwNIHBqiqC3UUuSKIVBCko6CqJH95Yp5qrYfliQmqTUUFKgoSLk6nhGr5TXwc+k3XgnDaGgR/vzHuPtDu/OGR81gzc4iiTfuJMbdc97FjVUknhcjrKYoaACAFQGYz6+MaV6vkIFV91bpYzHjnEGqDDqaWMW1hdIopOqv2nFJNFFw2KQ+VdW4s2vINztW48fSWbzD17YN4cvPXOF/n1sxOSdcUfo2h97O5rBJPbf4GjV4O/bskYfKQm/HW7pOK7MnuHy5ixogeWLLjO9zxyh5Fpl0ri6TX0Vg4Jkfl5BZvKMM3FQ2KjL2ZiW6SUgLXjo40pcivUb3ij9ONs60nI7cEpASANKG64rIH1U4fiteX4WSVU7630GnWd736BZbs+A71Lha/uy8XW+cOx7rZQ7Hz60pUu1hQgPw+remukeqKSDLJUtJAS2d7/bwi0DfRkS0b6NKa66kEjgQdQVbaI0Knt9716hfy9NbB2XYAgc+ZE0RUNfqgo2mU7CzH0Yp6lVwOzrbjmXv64sG3D2L08oB8L763H5ZNygPLCfjNL3Lw0YKR6Ns5CTVuv+xkSXvuW7tPYkxuZ1mn2Ux6OeBLU9RVn4daF4tnt32LuaN6y3ZGKAJJsIDDlJlkbDZJRtMUMpNM6N7Jgm6pFnSyGlHn8Suq39/YdVKVaU7IYwIJJBCKUP64vYtGYXPx8OsKpgHaPHdVYRNTo0G1i1Xt6fM2lKGasKfXuFmV/n5z1wnUuNVrOV7Ek5u/UXUThHNC17h8mLM+rLto/Veocanvyc8L+Ky8CsXryzD17YMoXl+Gz8qriIEvM6MjVgSR6EJ4jeqp8Eo6XqNIhCcMrdRp+B/hE2PbGyKddNtRoaM07r8FKsniAUYdjcm3Z2HW2sO469UvMGvtYUy+PQvGFpjuGqtykrcpikoF8BwCU15tAJbE6FxtjtBKr1DHTaoEsZsNEAQBVY1e+DkBjF4HQQgYwJIR3VyFnFFP4eWJeXh2W2A63Lv7z2DDo8MgQgTHByK2Ex1Zmq1eW+cOV/EiScMmJFTWeSAEJyO6WU5RISBx3uxdNAoellNlT9bNHooZ7xwiZtq1BjVk2oxg07VJp0OPs33+iMSwh1aCXkcTOTHicZR2LMk82wIdgU8xvHVdct4Xbf0Wq/ackn/Wan1977FhcvXvknG5QSLoJv0YeozQ6lwdHcio13n8zX52kWSSGb0OxT/vga52M3Y/daecNdtcVikbZqHv1wrmxbISuCPISnsEiXpB4oQt2VmOVYUO/OEv3+Oz8ip8vPBnmnK5cEyOaq9+ass3KBk/AA+t/oe8x9nNjOxkhZOEP/qzXgACFXl+TsD5OjcYvQ7MVZ4Hae+XAs0Sh1woslLNoKmADZNmM2Lr3OHw8wJ4ITAYys3yMDSzJ0g2kcIGEkVsLiqACCTkMYEEEiAiGv64SBANz12kiKbjhBNEov7+3X25qrVejkeGzaioelu155SqbVI7mUjgudPRRG5mkk1vNwf4xkOHQRj1FOwEihitDi0xLPgWyuEbyvNL2j9oGvLeFbpf0e3c/aApjeu+QbY3mgJemzJQDjBLFaA3yv1zIojB9c3Fw6/72C0epKMoigZwRRTFOgB7AfRq6XO0N4S2FknBttBWTlILbGmhA2NzM+XKuHf3nyE+5CU7v8cTY/rg5MUGbApOjuEEEf/3f8rltq9lk/IgiKKmM+jjBGQmM9hSHDC0dTSFv31/QTae/byAVAuDaierKAlfOS0fTh+HVz45jmqnDzqagpnRq3rvL7tYTSe0OWfRYiS3ZNV7/Irj+Dkh4XC2Ejx+Hq98clxhJLzyyXH86cFBbX1pUcOopzVarNr5jt8MoiFLbo8Ib10/WlGPVz45jvfnFIATRBh0wPLJA9E1xaRhADb9nGZlZEPz3f1nZJk1GWhseHQYKCowrfjtLwJtgasKHXhj1wlZb5JaTq1GHVZMy5d5UUjExXaTHuMGZSlIcldMy0eqRY87+nYGTUEhd1oJmFhXAse7rLQXhA5N0KoK6N8lUP2x9KPvZGesss6DbWUVWDIuF5lJRqTbGCyfPBAUgDQbuTotPEG1qaiAOB0+K9UMQRSx4dGh6Go348QlJ97YdRLVTh9Kpzuw9/glLBmXi94ZVtS5/Hh39lDUBSkrpEnwUnBuZaEDjK5JZiWbws3yePruvnh49UHZhlm8/Z9NNsx0B9KDbWjhQyWkASzhCb3S6Q7075Kc2LsTSCCBVoFWkEgr8ez386hy+sAJIvQ0hUybEQaDcq/Wawwl05Omy2rob9Jao45W+YrLJuXBGNZDSmskE2lC5VKa2QBHz3SFvbKy0IE0wuAGAHD6eFVBBAmRUmoYaAoL7spR2VSk7hxBUNpy9R4/3t1/Bs/ffyvxGtoLKIoiXvd/jB/Q1pfWKhAgwqCnUTJ+ACxMYJCaQU+jfTcptxy0EgEtMZW4xYN0oigKFEU9A2BzSx+7vSK0WkzKXHv9gmycLhmXq8qaF28okyvQln96HAvH5KBnugUfFBXgYoNXYUyXX2jE+3MKsGDjUTx/fy4WvH9UPlaGzQivX0D3ThaIAIp/3gP5PdIUm5HTx+F0tQvd0yy4UO/BlyeqcP+gLEVAbsW0fLy1+6SyfPu9IygZPwD//m/9YNDTWLf/DB4a1kMljLUuNionVHJ6REFE6XSHPBRDug4KQOl04Ob74QAAIABJREFUB1btOYVqp08xLTGB2EJHU3L7oYR4LdumQM7uxN+ddAwIggheEBW6YnC2HQvH5EAQRTA6Cuv2n0Hpl2ex5+lRRJ0S+nNGkhGcIKCLzShPD2P0NFLMTGAYjijCzfJ4uKA7TlY5MTfII/dZeRUq6zx47W/HsfSBARBFMYT/UpTb+SUd+tbuk3jhV7fJ5ya1usx/7wg2zinACzu/R8mvbsOaWUNQeTkQdKEpSsWzk6gEjg+ETxbX4lYzGXTgeAGP/qwXJjqysav8EjKTGCwZdyt8nACKAkp2lssBPGm4xNUSVJV1Huz+4aKC02hsbib+/d9yIYgiztW68fTmAJedVCFXvL4MW4oLcOyiExwvoEuKCW6Wg0FHy9xyoUm4N3edwHPjchUGdudkEww6GsXBcxJtmPVl2Fw8HF4/L1fSS7Kdk2HDc/fl4uH//IfqPYmJrh0PPRZ/3NaXkEACRKRbDCpO2JWFDqRb1EEqv5/HsSqnam2/TJsiUJdmZjQCX+o9Pd3CEDnp0i3qtYIIYjfUlrCKHANN4c8PD8Zll1/W2Z2sBmLgq8ZNbs3dVFSAbkZlCCCaKdypZgORPzB8aquXIw+D+KCoQHWtZkaHOT/vpbLZSe227Qk0gOI7e+M3H3wtX/frDw6KGZ9Ye4MoUliw8ajKnmmJSrJ4gE4jEN8SfnOs2l3/TlHU0wA2AXBJL4qieDlG52tThFeLmRkdnL6maWZanC4ulkfJ+AHonWGFXkfj3X2n8VBBD0xadUC1luMFHK2oh49rithKvE1SMJBEUL5yWj4MOkpBMLpiWj7e2HVCpTQlBzb0vBZGhyc3f4M/TR2E0i/PYnT/Liph3FZWgT8/nI/HNzZlSkqnO5BmZVROztjcTCwc00dBqr7xsWEy2eILHysrBCVC7ARaB2YDTawkMhvib7vhRXJ2h8SFkUDsUeti8cLH5XLFMKnCeMW0fNS5OVxo8BDbri80NBmDHx09j01lldg+bwT8nKgaECJVAC+blIdn7umLh1b/A/agATk4245HRvTElNIDiuCC3aIntqY8N64pI9Zc+8yTv+wLo57CFY9fcT1vz3BgS/HwQDAyUQkcN2iuPVv6bt96eDDO1boUjsXKafkQRBEPhThxL0/MQ3Uji6MV9XIFfWiVmSSzEqSgXemXZwEAm4oKQFPAZZcfhf/1D8Vxl396XG67XbXnFC67/Hj/0Dk8MqInHlvXtNe+99gwXHaxqGr04fc7vpcHXjw+OgfZnSxg9DTMhoB8XmjwyPetVaX/U30gW5wRrAwMderC276l9yQGPiWQQAKthRq3nxik2lw8HDeFDXmocvq0A1qpFnldraeZwFfYULIrLI+yMzXyED8qWHXXJdmEjLAgmValthBms5oYGjqaVtgYqwodMDFqOz2a1txohvRd9rB4I2wgxRu7TuCFCbcpBl0IWrQzBDs8idHDbmUUNrvdyiCJaeeD3mggyaRXXHeSSR871v92Bs2BH8KNUUvH6Ciiv8KQJq5EiVhJ/tTg/4+HvCaiA7e+hld68UJT+4jNqCdGWe1mA36q90CvoyCKIkq/PIspQ28mrpUUamjrVDhvE4mgXKqGiyQgFx4Mk1pqlozLRbrNiNLpDmwvq0RpoUPOsGelmrFwTB/85etKLBmXiy7JJqTZGOhpCheveEFRIi42eGUjfqIjW0HiWt3I4lS1C70yrDhd7UJ1Y9Mwi0Vbv8X2+SMSzmwrwucX8PE3yik1W7/6EY+M6NnWlxY1RBHE7M4mQgYvgdiD5Xh8Vl6F6kYWbz40CJlJJlxo8GLZpDwF19WTY/ugptEHRk9j+eSBSLcx0NEUjHoaLl+AL3PJf38nBxhYXlCRKC/aGghYFK8vw6Kt32L97KGKSiUS553UXng1Tjqt9hWjnkaPNCsuNHjkjKp07KJ1akM/gfYPUnv2h0fOY1NRAXxcgKPN6fOr+Eje3H0Sz9zTH28+NBg2ox5eP48aJysHiyVu2TUzh4DR06hu9MFuMaA6SGYezhtb+uVZzP5ZL/BigJIglDNWCs4Vry+D3WzAwjE5KCZMH/6svArlFxpRMn6AqlL64hWvzE8n2TEkGo9wma91sSjZWY6Xfn0bXCwvO2uCICQmDCeQQAJtjmg46SINaEUb+Fq68xiW7jymeP2Xt3ZVrdVqY6XC2lhdPoE4DGNz8XCkhNH5RdNuG43O9vr5qyY0gQDPNfn86ghWtYvFrDWHiRVZLclT2NLwcyJmr/3qhvU1aA0ZI7Vfd0SIIpCZbFRwOVKUiJaoB4lJnFcUxZ6Ef3EfoBMEEdWNPpyvc+Oyy4eqRi/O17kDrVVhyjl0up7Xz6smsr48MQ/17oCBe9nllzkOnF4/VhY6FGtXTMvH6r2nAUBup5WCfKEPRXMTYsNfCw3IDc62Y83MIchIMmLNzCEYnG2XKwRoikLJznKMWr4HJTvLMfn2LHRLNeHD+SOx79nR+HD+SPTrnITH7rgFju526GkKD759EAX/bzemlB7A6Wo33j90Tp6AFz5Y4+m7+2LJju9w57I9WLLjO8WkvMq6AB9dAq0Higbu6NtZMaXmjr6dQcVhRijSrGQ8geME/FTvwblaF36q94CLo+dDMgBzMm2gKRpT3z6IFz/+AXqawuLt/8TUtw/i6S3f4GyNC7/f8T22l1XAZtRj5prDGL38C0wpPYgaJysHJwBgbG6m5oAQqWou8J0Dqwod2FZWASCgn8mygatONzMZaKyclq9Ys7LQAaOeBs8LEDTlLrrPK56/646C8Onkg7PtmJDfDVPfPijrRz1NI8NmVKx59Ge9MHPNIUxYsR+z1h7GFS+H9w+dg82ol/fXR0b0xLJPj0EQRPyfTV8jyRjIxP/9t3egZPwAme5icLYdHxQVwO3ncfxiI178+AfFVFlJ1iWOuZ7pVvk1khz2SLeobJFtZRVws4EuAMnG0dGQbZhQuyP0fav2nEJlnQdd7WaU7CzH1LcPomRnOWpcLFLNhhaZMBxqd5FsrZZ6TwIJJND2aOln1xAMEoUiK9VM5KTTmtIZHtDS0xTG5maidLoDm4oKUDo9wDHeXOAr/JikwJcuOIAgXM+GF+REE3g06QPdMeE+pYnAzZxmZbBu9lCsmTkEm4oKsGbmEKybPZSos7UneirXGfUBuo/Q868qdMCoV39WmhVZLcDtFUtEE7TtiGCCAwfD7WYmDgcOXgsoCvCwAmauOYS7Xv0CM9ccgocN0JxcL2JSSUdRlAXAbwF0F0WxiKKoHAB9RVHcGYvztQZC2zZJbVrhJOThLbBvhvEcvbv/DCY6suUMyPLJA+HomY43d53AvFG98f6cApmQlBcF7D9dCwCodvqQnmTE8skDkZlkVESvtbLdpMltabbAFB/SvawqdMDD8nB6OZkoGmiaWLJ93ghkJivLmXU00Ojl5Qo7ab2U5Zf+b64SMHR98fqyRNa9DSAI5LHqscgIhRKyx6IFUGtSZ7xmdzhOwLFLjSoOkH6dk6CPg2EYkgEIQOaweunXt6mqkKQqOACqbPGird+iZPwAzFp7GMU/74H7B2XhdLWrWX6vrFQzLEYdbu5kwYsT8vD8/TwoDdkw6mmkJxkVbQvpSUZFu0Wy0QCnhce62UOhoynFcIqVhQ6kWZjr5qeI9++6oyB8OjlpKqtUrT5r7WEAwFNj++CpLd8Q97V57x3B+keH4sQlJ97dfwazRvZEjZPFykIH7CYDMpKMeOWTY3hkRE9UO30YnG3HM/f0xdNbmlppw9tbS3aWywMgaAB6HSXLP7H6zcli3eyhuBwcJCFdR1aqGZeu+BSk4etmD8X2+SPg5wTQFLD+0aGodaoHUPxY61bcr8Q9d70Dn8LpMki2Vku8J4EEEmh7xOLZTbcYNDjh1Jx0kfLHpZkZIs8diZMumdERj5lM4FnjRfLghKUPKAcQMBrVaaSJqRRNwW7RK3xKEQIojc/TxwmKNlqtwRFmRkds8Qvnj/P5BWJb7FLCMIhYcnvFEtFUK3ZEpJoNuClVORXYoKdU/IQdFRwvkitbW8BvjpW1vwYAC2BE8PfzAF6I0blaBaHcNHNH9VYZ6nPWfYVaFyuvDw1AGPQ0Ft/bX5FpfmRET6zac0p+f7qNwc6vK/H46Bw88f7X+Pkrn2Paf/4DVzx+7PkhMKntLwtGYuOcArh9PBo8fqwM8tpI0ettZRWqjEnpdAeyO5lVr1kZHUrGD8AfpwxU3cvcDWVItTK4ya5UOtLfQ8eBS5vqNxUNqG70ISPYFitllzJsRjmjbzcbsK2sQs6qaGX6paqABLl660OrKolv4YyQJDcTVuzDyJc/x4QV+3D8UmOLVjwYdBRKwzJ4pYUOGFqAJ6AtUOX0ETeCqmCLXHsHTVOwmfSKadBdNKa45mTa0DvDSvxbdicz/rJgJB4a1gNzN5ThjV0nVdnnZZMCVT5ZqcFR8AAuNXoBAF1TzOiSbCJW+QDA1sM/ym1/WalmbD38I6pDdHu9l8O01f/AySonNh48C1EUMXdUb6yZOQQ7v64EKJGYDY8mNhzv33VHQWiybd+zo9E7kyyTN6c1Vad1SSHvm9J+R1OBYz5zT390SzWjZ7oFfTOsqPX4wQsiFt3dD5lJDNbMHILXpg5S7c/PbvsWc0f1liviV07Lh82oh92shyCK+I+/fC9Xx4XLYWmhA93TLLBbDOjeyYL+XZPx/P23om+XJBgNOhVp+Et//QEQA84TJwTaOtJtRmwrq5ADdKWFDryx66TqfqXp7hlJRnRLtSAjyRi1o61FZB5qa7XEexJIIIG2Ryye3Rq3H28Gg0SbigqwZFwu3tx1AjVuv2ptrYe8ttbjD1tH5qSr9aivs8bNapxfvVZHAY+M6KnyFcNNVhNDqav5p+XDxKj1a7LRAJYT8a8qJy42ePGvKidYTkSyUR1Aiebzt5sDyci1s4Zi91N3Yu2soUG/Tumz+QURdjODXulWZCQZ0SvdCruZIVaZ0RqVhO091sVoVCsyN0hCtZHlQEGEUU+DDlLTUBDRyHJtfWmtAr+G3+xvAX82Vpx0vUVRnEpR1EMAIIqimwpvqo8zhHLTaAWXJHJNrWzQ1rnD4fRxqLjskbPQQHA6nJ7Gg0NvxvRghYl0zNd3ncCScbfC5fPDx4mKaUIvT8zDjqPnsX72UFQ1+lDv8eOLY1WKLPnrfz+Bxff2x44FI+BlBXCCCANNQRQDJNiL7+1HvBdGRxH7zMfmZkJHAefr3GD0OuhoYM66r/DmQ4Ph9fPE8eGCGJjomJVqxosT8pBqNsjZdVL2ISvVjA/nj0yQq7cB6GAZf/i4+pb+HqKZInWtYPQUGINycARjoMEQyuzjAdG0OLRX+DlBMQ1aq9rxZJVTM1usoyhYjHo0ePyorAuQ1e842sSjyOho1Lp8WHxvP9R7/Pi//3MMv7uvPyatOqDIzJOqfC5e8cjt3qF6lkLTZivtBb3SLeiaYlKsXTEtHwYdTcyGP0/IHGt+Th3gu+4oCOWbrW70EWXSbNDJFWfSa6TKzqxUM3hBVExDXTtrCKqdrMJekKrlfn9/brOJrBSzAc9s/RZHK+rx5TOjYGb0WHxvfwDAvFG9weh1+KCoALVOFhevePH6rhP4zZg+6N81GTRNyclET7DaXuKOBQJtu/NH34ILDR64WV414OWJu3LQycoEWmTDgsctVQUfDZH59bwngQQSaHvE4tn18wKZO+0+9V4a6dpo2hs5QSQe83f35arW0jSNvccvqTih+3S+RbHO4xNU3Vlv7j6JpfffinDa2wYvizoXq6iOe23KQKRaDEizmRRro/38nT5e5eeGw8LoUDj8ZpWdRJrYyosg3v/Nae2bE9vN8vjiWBU2hlQr7jhSifGDu7X1pbUSRDR4eMzb0GTXrCx0wGZs5wM/WgjxON2VpSjKjMCwCFAU1RtAXJcAhJMokwIZklFa4/IRAxCbigpUrSwLx+SgR7oFFEWh1uVTfMnSBMKHVh+U21rCM+p/mjoIeh0tt9eUTnfIDkAofvOLPihe31RuvWxSHpY+kItGL0duCQw6u69NGSi3o43NzcQTd+Vg6ttNgUKpWs5m1MPHCXJbjnSNi7Z+i+WTB2L1jNvRNcUsB3sykowQBFHRSiQp+dB1CbQurAxNLOO3EqZGXQ9aw5Fy+QQiCe2mogLY45C/36CjUfzzHph0e3eFAUPiVmmvYPQ6ucLn2W3f4orXT5wmvOHAOZyschLbKX67+RtUO33Y8OgwuWV//OBuqsBaaDuelAkODwaHB4RF8ert3tJeYDToMWvtQcXa+e8dwaaiAswa2VO+7rG5mVh8b38IYoBrJ5Lkg8Sjk2EzYu6o3rCbDXCzPEyGRPt/WyK8/VXaszonm+Sg1+katdy+Onkg/ut/T2NVoQMv/fUHhcxUXPbIDpT02rPbvsWGR4eBosgBPzcb4Lldvfc05o7qjaxUM654OMVApxXT8vHuvrOYMiRbMTG+/EKjnAQLTyZKE2aPVtRj7qjeqHMFKkjCr29+sMW3S0qgcoL0mbREFbyZ0WHNzCGwMDrUe/xYtecUqp2+ZgOAiYEVCSQQn4jm2fX5ONS4WXCCCD1NId3CwEgIChi0BhcQ7CaDjsbScf1wV25XOdiyu/yCam007Y3RrE01GzB5SHdUXPbIieXJQ7qr2gb9GoG/5wiBP69fUFGKPLn5GyKFTTSff62LxWt/O64IFL72t+N4cUKewq5iOUG276TzS3ZSOJJMNMYNylLYcisLHUgytW8b12zQ4faenRRFNMsm5d0w9pqHFTSnHcPaxhfXCjAbaKIfYzZcv9zGKkj3PIBPAGRTFPUegJEAZsboXK2CUON8V/klLLgrR/GFrCp0INVsgCCIcPuaAhCDs+2yk8WLIhbd0w/LPjmGZZPyYDPqMe+9I8iwGbF8ykBFhQkQmEAoVWTkZNqIQY00G4OSnd/LTu9NKSaF0ly15xQmOrLlAJ30PonbyWbUy+8NVS5PbDyKaqcPa2cNwfLJA0EhEFibEVbpV7w+wKfn9fPISDISr/EmuxlZdnXgLZy3Lxa8ZAlEB3czyja1BZVtazhSHY3MNd1iwKQh3VEZYsBNGtKdyK3SXpFqNmDhmD5NHCUWBi9+XK7QWW/tPomJjmxsLqvEK58cx/tzCsByAn687JYDCABwxevHskl58PoFTW7Lkp3liimZ0t+1gsGiCKLMhEpMqtmAtbOGaA6I4ARR5rVLtzEQAUXlVCQcO5k2I9bOGgKXj8NlV1OrjdPLId0mJnRkG+Fqe1aNy4eZaw4jw2aUZdrN8uieZsHsn/WCKIoqx8rC6IhyRFHAix+Xq/bnVYUOpJj12HDgLMYP7qaQ9XBHaO2soThV7VQdm+V4VTVzhs0Ir1/Anx4cBDbIQVfjbApuhx+jZ7pVvvfmPpNr5R4VBBGXrvgUFSDLJuWhc7Kp2QCgViA1QZ2RQCTosfjjqN9z9qX7YnAlNx7sJj2Rv81uUrqqPh+HEzUu1bo+6VZVoC7DSuaZyyDogzSzAY6e6YpgS4BrzhC2jnxMEiddNOdv8LGoblTrvFSrAWn6pqo3rcAfqXJHyw4mUdikWRmsnn475qwP0Z3TybpTEAQ8MqKnYm96eWIeBOHaqw5dPpHof5Cm1rYn+HlBRUuxaGtsuLzbIzqarxUtOB54K6yy9a3dJ1Ey/rbrPnZMgnSiKP6NoqgjAAoAUAB+I4piTSzO1VoIN0SlajKgiS/ow/kjAQBnalxyFcTTd/dVKLHXHxyE392XC11wCmplnQdLxuXix1o3tpVV4M8P5+PxjU3BP0kJLhmXS1TKZ2vc+Ky8CtWNLJZNypOnsYYqTZtRT3yALIwOqVYDPCyPtbOGgtFR+KnBC1EU5VaxVz45hqUPDIAoipoPYtcUE05Xu2Bmye2rNqNO00gPbSVKoO3RWsq2NRwpg4YhY4jTAEe9l0MNwYBLMRmQycRHWXldkDRYqkIWRRAzwvNG3YLS6Q5ZHtwsJxPzS7AwOjy/43ssm5xHlNl+XZKwcU4BXtj5vRzYA5oPBmtVLoVKzBWfH3UuFulhg3uktQaawosfH8NERzZsRr2KwiCStm69nkaqxUA02O1WAzpZEzqzrRC6Z4UHoHz+QIJOSmBJ2PH4SDz49kGUTneoZMatsW8KwYBedSOrMP7SrAYYDTo8MrIXppQeQGWd9iRXg46SJxqHHpvR6xTVzNKk9VBbpbTQAZqi4PSRq+0l/pnwzyQU10MET6JEWLT1W2yfP6LZ9yaSfwkkEJ+odjXxt8ltnLtOYOkDA3CTvSlKU+Mmc8JtKipAt7AgXb2Xw86vK1UtlF3uuAUZYZVOkR631kO+zufvvxXdwgKKDKNH3wwrNhUVyFV/GVYGDMFm87DkYM8HYRVJhuA0zfAuA9LgCK1WPJI+FAQRBj2loIgx6AMV4uHrOUGMiNYjmkrCeKX5uNGDVNK04/DuwhtlcIaX4zUqW6+/M6xFPTuKovLDXroQ/L87RVHdRVE8cpX3vwNgHIAqURQHBF9bCmAOgOrgsn8XRfF/Wu6qI4dkiJ6vcxMfSKk6QyIyZzl1hUfpF6fw3LhbwQsi1swcgtV7T8NuNuClvx7D03f3xf98e17mlEsyGeQKuFXBIRHhGfUl//0dAOBoRT2ueDkiyfT7cwo0W2bqq12yM7F/8WjwgqjKjOgooLPdgvN1bk1lOzA7BZddrGrjWDtrCC40eBWttolJa+0XrTWlqDUcKb2GIRNP7aGhYHkBa/YpjaI1+87g91FwnbU12LDNbO8zo4jylmI24In3jyp0XfHPe+DQ2Xq5MtmoD3BhndKY7soJIp7e/DWevrsvyi80RhQMpoLExeE6MFQsPSyPJzd/gzcfGkSULx1Nyfe4qahAUVUlVTdH0tbt9ZMN9m1zh6O60ZcIQLQxSAEorb220Ruohgzfx8fmZuKWTCtWTsvHvLDK/IsNXmSlmnG0ol7eo7NSA3ytnaxG/HjZJZ9Ha5KrIIp4ZERPhfyXFgaC36GV+6RJ68UbyrDh0WGwMGo9+urkgRGReUfaEkWCFiWCn7u6w5ZI/iWQQPwhFpxwLMej9MuzKP3yrOL1GSPUPGeRHjcanjkgEKjrFkEiVWtwW/hANVEUYQ4O/5OCaWZGB1FU3z9DU0Q7hSEo8CqnD1sO/6igVNly+Ec8MrKXIkgKBIY8PHFXjlxtzehoPHFXjmpfsBp1xFZAq1GdKI2mNbk9oaMVBEQLm4lMk2Rr523KLYVoAuHRoqXLL15t5m8igLuu8v61AN4CsC7s9ddEUVx+HdeliWhaMaS1vBgIsL2x66Ri+INUnVHt9GH5p8fx2tRBii9N4pgLLaV+Z+btYHQ6/O6+/vD6eYzq1xkuHwe7hQFC2qmOVtRj+acBY7dPpg0GPQ2aAp69tx/EIHdCmo0hKng3y6mcgGWTAkby21+clq9fi49pc/FwAM0r22QTg3q3H3qaxnuPDYMgijhb48bFBi8Wb/+nqpJkc/FweaPhBBF+Tkg4nO0AJgOtkpWV0/JhaoHe+nDE2pHy+nm88onSQXzlk+N4/cFBMTtnLEFTwPzRt8g8UYyOxvzRt6gmf7VnhLY5D862Q0dRCt5LKUARzts1d0MZ3p9TgPsH+eWpp2NzM7FiWj7e2n2SGFjz+nmF3kwLTqzuEuQPI4MiEhf3TO8lr+CDepnlRE35krKK3ewmxTCdsbmZeHXKwIj46UjttBk2I6qdrPwZJJIebQdSpdfFBq9Knl+bMhAI1mJK8lgyfgB6Z1pxxcPhodX/QIYt0B7dPc2C6kYfOlkNoABim1Sq2QCOExRDV0hJvJXTHPjgH+dw6Gy9ovU2I8mICw0emBmdXM2sVYnnZjnodTT0NI31s4dCEAGDnsJ7B87isTtuuar9FGlLFAlalAgURcmDqxL2QgIJdBxEyrsbTeUOo9c1yyEeftxIktTRJrM5TkCV0wc/L8Cgo5FpM0JPmPypdV/hbaw0TWPF5//CREc2LNCB5QWs+PxfeHFCnvrkNJBuYxQBvXQbA1KWRU8Dk27Pljut3CyPSbdngzSkVEfTcPo4Ih1BKJJNDFItHNbOGgqaAgQRMOopJJvUiVILQ/Y/LC3Mid3SYPTk675RprvGa5tyS8Gsp4m2mrkFvv8WDdKJojj6Ot+/l6KoHi1zNVdHNK0YpLUSyXK104d1s4dCRCDYtPGxYXjh43JU1rkVCreTlcGyT4/JgpxhM6LWySoyHC9PzMObu09i4Zg+cHoFxUZwtKIeJTvLUTJ+AABg1trDMil5g8cPIKDgQ7M7WalmmAw6/NeXZ/CnqYMCAxtEERcbvPIQi3oPiyfG9NHmYxJFCIIIDysQ+65fmHAbal0sZrxzCBk2I/704CCcrXHDwug0A4c/1Xvw4sc/qKbBJhzOtoWPE2DQU4oNlRN4+CKoXmhv0NEUqp0+RduZFm9HPEBP0/BzgmpKl46OH0MgtM157qjeqPf4YdArJ/Aa9RSqG1nF+wJBMUEOTgGQ9dwz9/SHhw0YgToaOF/nwbv7z+C5+3LlSqSSneVYPeP2qwToAvwxJOLiUP4YkyEQPKj3+InyZdTr5KziS7++TU5SSEmaSPjpAplztSOwcEyO4jOQkh6k9tlr5QJLIDKQKr1MBhq8KIa1C9FItzW1Rlc7fchKNYECBa+fx5JxuVi15xRmrT2MrFQzNs4Zhlonixoni/cPnVO3ft1/K+rcfry+64QcmDtaUY9395/Be48NAwDQFIVd5RdwR9/O+Pi7SyheXyYHwJ/773/is/IqZKWasW72UGyfPwIsJxCdzmSzQablCH1942PDkGo2XNV+4jUSfx8UFRBbqEIRqisybEYsHJODnM5WeP08Gjx+1Lv9uDnNgh5p1oRcJ5BAB0Ca2UDcf0mccKTKHRInnMSDG5rYkjjEwxEpf1y6hbwu3aI+P8cJOHapUXX+fp2TVIE6oz5QjRYe7DGGrUt3nddaAAAgAElEQVSzMlh8b3+cq3UDCCRsF9/bn9ghwPHAvpPVqmEYYwfcpP4CxAD9QijcLI8Uk/qzYjV42D4I42GjaQpdk81ykNIUDFKSdLbPr+F/+Nu3/0HTQHoSg/dDprvqdYHXbwRotSn723mbckuBFwMJyVC7TxAE8C3Q7RwTIiOKoiwAfguguyiKRRRF5QDoK4rizms85AKKomYA+ArAU6Io1rXEdZIy4VoOjxY/yqaiApgZHS5d8WHGiv1NLSXTHeiaYlRtJC9PzEN1IytPTyO1p24qKsC6/Wcwql9nYgWchdFh6UflRKdvZaEDAGQjfFWhA1ZGh/2nazEmtzP+z6avFQ9T+YVGrJk5BMs+DXDPEUt2dTSOX2qEy8cpSryloRgeloeepjCiVxoeLuiOKx6/HEhYM3MI8Zi1LpZ4/5HwNSUQO4gi8Ni7ZarvKx4JUOkIWhfjCX4+8ild7RWhbc5ulgPLCYqhNkBA3krGD1Bw0GWlmmHQU6q20c/Kq/DcfbkwmA3w8yJWfn4K+0/XYlWhA12TTVG3U9d7OWJG8MP5I2X+mnSrEatn3I7X/nacOHQHaMoqGnS0fCxSS6GWvqv3sLjs8qnaVHqkW4jGUHj77PVwgSUQGUiVXmZGj5lrDhH155bi4fByAmoafbjs8uOpLV8p9JI0jVgUgXnvHcGrkweqWqoGZ9vBi4DHz2OiIxs7jp6Xq0TtFgZeP4/F2/4JIBDQ7ZVhkavWKYrC0o++k49XWefBjHcO4cP5I9ElyYRVhQ6FI7liWj48fnLLqY6mUOfxX9V+EjWGq9Q6WRj1umb3eUlXfLRgJC7Ue/H6rhOqqrxlk/JgtyQ4GhNIoCMgUk64Rj+vuU+bwjjh6jx+VWJL4hAP1z8NPh5lZ2qwcU6BrDN3l19Al2QTMkLaVa+wPJGT7sUJecgI48SrcvqI599cPFzVQurnRdnfk+/rvSPYEuxmCoXPr0zYrp5+O/EzZXQUHD3SlMMwpuWDIbRgCAgE5cKr40ihFq3W3PCBFIIg4sc6N87VuuUAhjeNJyZXeA3/YzPh/tsTBAGoaWRVwdWuKaarv7kDQKvdM14LIqIFywt4fONR1f2HB6yvBbFiG18DoAzAiODv5wFsAXAtQbqVAEoQaJctQaCldnb4IoqiigAUAUD37t0jOrAW5wmJL0hrLQDwAlTGavH6gBIO30ikIRDF68s0W0x4QcQdfTtj0dZvkWEz4rUpg9AlxQRBFGGgKfzp74E229LpDpXTN29DGdbMHIJHf9YL9UGS9pcm5mH1jNvBcuRo92UXi8/Kq1AyHioy/2WT8sALAuas+0oxvIJENL1iWj58fgELNjcJ6xu7TqocTckhWXxvv4g/fwkdsTrkWmQ3VuA1nCqewHXR3sGLILYu3pym5iKJB0Qzpas1cK1yK7U5VzcC9W4P8Z56pFuwZuYQ2ajLTGLAcoJqKM67+8/gVLVLrkJaOS0fE/K74Q3JYI4y2B/JniAFD35//63wsBw2zikAzwvgBBGr957G43fdIh8jlCtMS9+T9J2H5fH4xqOqKaGMBmdLeOtONAmoGw0tpW9Jw2/0NEX8jn2cALtFD06gkJlsxOlqFzJsgWnooXZByc5yuc05nGducLYdz9zTFw+FOFuhwb2///YO0BRkzsZ6jx80KHQOOoLn69wqDiVJ/vR6I/p1TsKmogL4OAF8UJbH5HbWlLdInhWtltWLV7yBlqurgKYp8AJQvKEMS8blquwdeYJeC04eb89oT7ZCAglEikjlNlJOuJbw3bTWLt15DEt3HlO8/stbu6rWkTjpnr9ffcxohiFwgsbasPuvcfnkCazSmjnrv8L2+SOQmaQMDPk4gRj4IyV3OUGMmPc4Uh62eg+LS1e86gFYhOSKKIpEDl8S115rIFK59XECdn5zXuVrkHgPOyKi4T3siBAi5JK8FsQqSNdb/P/Ze/f4qKpz//+z9twzSUgICSJBERUw0iAEMEBVlCO1R5SD4JWA4oUoVXv8WtTvt/UnfnM8P4Fae9QCwVa8oqBoa/HUaq1oi1oloFZTLgeBJtwSQgLJZO57f/+Y7J3Ze6+d7JnMZC553q9XXpDJnr3Xnnn2Ws961rM+jyRdzxi7EQAkSepkjMX1bUmSdEz+P2PsWRgE+iRJWgdgHQBMmjTJ1Cdj5EDytAqMjpUQqTwY/bqcYWbUOXdXLORXdbMITHFGi3MdCIRFlWP+9I0TsLepw3DSd8ITwPXrPlPa0e4LRSopQuJerzjPgdeWVMIfFlHktuPn144HQ2SC+daOQ1hyydlobFXr3vCyQpa+sgMv3TpFdf6dDW3Yvv+EqrLR+98ewc6GNgTD/C02NoN93NmaHRKP7SYLKzPQ+ojv8U0pTquA2eOHq7dOLJgIZ4bqRCRTnDQe+mq3Re5I5g/vniABr35+EPMqRqDIbUeu04YP/3FUV0nsp1eW4d9f+xJAt/MpL1KIooimdp9K7xJAj0F+s2OCIDDYLQIaOgJY9oZ6UcNp7dbVcdoEJUPJSNyfN97IwXJ5wUfm4wdm4L9uuAA/fu1L1Qq6dptLLBOTgUai+lte8RtJ4o+x/pCIQ21+PN1V2bi00IWnbpyANm8Qh9siY2uR2441CyYqBSO0OnP/51/PQ4c/hCeuHa9MXqKDe62eIBw2QRXIrl1YAcYi22otAsM7935fGct3NrRFnjVA0Ue0Wy1K5foJIwowd+JwXTa/XHgluvBE9L1G23OR247ahRWqwlFycH3iGeU9LrrJf5P9q5I8B98RlmBYSCXbFvXSyVcgCLOYtVuzWm92q4WrXRfL3K0vx8ZyTptF4PvUnGIIAjPw8TRdli8YxvUVpZgzsVTZXvm7HY3wcbaFxlJkQ2DgaojydI9dDr4Om8uhvi9vIMzdFstbXHHaBfyffx2r03R1pkiTzqzd2iyMO9ewZZJgdB+wWCML79HbPYvzHLBYB8j9JzGTMFmWH2CMuRDJfgNj7GwA/nhOxBiLXsKYC+CbvjcvgrwSLjuq0Q6olkKXDWurKlTHrl4wEU/9aS++66ouCEDJMKvZUo9dR9uV12VKC10Ymu/En++/BGeXuHXnfHbRJFiiVuN5wbB7Xt2J//i3ccqkT3v+Nm8Q11WUYvnV56NmSz0uWbUV19Z+ikOtXjxz0wSUFrowYUQB1t8yGS/dNgUCY3jur9/h4pVbcc2aTxAWJTz+h11Yu3Uf5kwYjoYTkaqu0SLs55bkcjt+1iV8KnNdRSkuGVuC69d9hktWbcX16z5DxVlDUH3RSFi6ou/R979qfrmh+KpRdkiLJ8A9noidHEekSk/Nlnpcv+4z1Gypxz0zRyPHkXmBrbAI7gpipsok2Luq1WqfF3uaV77qCbtF3wesrarAa58fxM3TzkLNlnrMX/spFvz6b6gYOQSb6xoUu7x52lmwCkwp3gNEvuOT3iAe/8MuNLZ5cc3qTzB9xYeYu3obdh9tx4EWD+au3tb92rF21WpXLGMCAK7zCTBFV+eilVvx1Ad78MrtF2J86SDULtT397xzO7smAdGUFrrgC4SR77KhZs44bFxSiZo542CzMt2KnVwlTft+WwbbSrqhDQAVOK0Ii6JuTH/i2vEoyLHh6a7tmpvrGtDWGcSNz36Gq57+K2q21OP//OtYDM13oMMfwvpt+yOyGF0FqGrmjMNfH5wBl92Ch3/3jWL/P/nBGBTnOnBavhOr5pfj9AKnUtQJ6M7o/+64Bxd3jb1tnZEJ4k9+MAazykqwan457t6wU3kWCl02PLtoEmaVleAnP4joxf5/v/sWNXPGYetPZuDNpdOURTEzz4ogMIwpycOG2y/EG3dOxcOzy/DCJ/tx3+VjFE073vMoL8jNXb0Nu462Y1ZZCQa5bFybliSp13MYPe8EQaQPstZbdJ/C03ob5LAoY+xlT3yExc9/gdkXlGIQp2JogdPKPWeBU5+jYvbYQQ4L9zje9YtcNq5PrdXZA7qL82nnmdpKqLkOC2acNxQ3PfsZZqzaGvn3vKHI5fjpcuAzGl7gE4Bh8UBelylJDLlOC169oxIfLZuBV++oRK7TAknSbmE12p2jP2cwJHElXYKh9O6zQwbblEOJECXLAHwBESvf3YVA1+QqEI787gtk6GQrRpw2gdsfJKLgYrIy6R4B8C6AEYyxVwBMB3BLb29ijL0KYAaAIYyxxq7zzGCMXYBIwO8AgOpENZK3Em600tratXVUWzRhXsUIZUvn+m37sewHY3HSG8TDs8vwQf0xrmbRva/uVCaWs8pKsHFJJcJS5Ise4naoVqiNsuVynVaMGpKDV26/EM3tfrR4Athc14B7LjsXW746hDtnnK1o1cnvuW/TV3j8mu9h1fxy5DqsqhWQaK08eXUeiHTYxbkOlUB1zZZ6bLj9Qm7keH+zB3dfdi6AiC7ekkvOVmn0NLZGtuRuuKMSobCI+zd9pauO+MxNE7jbVyg7JPl4/KKhJkhBToobFyM+A3vxZ6q9SBIGu20qUd2wGI54VhlIiycAT6C7Au+5JbnY29QBqwBMHFmk38r/SmTL23v1TYrz+OKtUwB0Zy8Xue0Y5LLh0Tnn6wIWd7y0Hc/cOEEX5I/eAhrLmGCUKe0PqfVy3qtvQv2RdmyqnorzTss3dW6rRV/19snrxmOQy4Z5az/V9bs8fZtf3TQBJzxBZWVzsFs/KSDiQ5vVPausRNGflSu1nlmUg8NtXvzmr9/hp1eWYV7FCGVs1dr2fZu+wsu3XYiV7+7GT34wBi98sl/RmhvstuPoSb9KT1a2/5o541CQY8PIIU6c8IS49njaICdqF1aoMu8e3Pw1nl88Bcte/0rxReRnYczQPCy/ehyuq/1UyeaUt5O/tXS6Yq9mnxWrVUBpYQ5cdiuGDXJi4hnlSiaeXBRC9gGOnvRhaL5DJSGydus+PHHdeDz+h3/o/KnaqoquIl36Z1q+p56ed4Ig0ocWbxBbvmzUbRu8efoonB6l9dbs6UG7zq6e1jZ7Alz9uOVXj9ONmWaPNTrukavO113frM4eAATCkmFxvmi8AWM/XTt3clgFrF4wUfGH5MCfthgFEJlk88YQnocZDIno8IVxvMOrqhqbY1MHZpwGWYe8HS1+A0mmQJoXrgsaZCsGB8iCUEiUuNu/f3plWYpa1L/4gqJhf9BXkhKkkyTpfcbYDgCVABiAH0uSdNzE+27kvPybRLcvGlkfqTeMNAhu+/4o7Gxow1s7DuHHM0er0l1XzCtXhJ3HnpYHi8Bwz4adqsyP9+qb8NMry3BmUXfPGq11Y7RFyiowNLYHVA7rr26aiK27mrBo2lk4ctLH7TRsFgFt3iC3YIWslSefz2EVFCddzqAr6FrNHprn1OnxyPo4zR1+bFxSiZ9dWQYR/E4/FBaxt6mDWx2RlzIOxJZiTsRHLKnx6U66bQ/tKyFJQltnCPe/3v2MPnHteORxKm9lAoFQGAxQ+oDahRWo2VKvBCd4dlgQtfrc2OqF0JW5q92i8crtF/Lfr1mR5wX5zY4JRv2RYKBLFgqLps/tDYTxn/+9SzXo/+d/78Ivb7jA8NzRhEQRPo2w9BPXjkdYTG9nN1PQZnXPqxihTJqig1ov3ToF//uH58HalXnW08IbY1CqtD48+3wEwyIOt3lxyhdUjtG+54yiHDz2Tj2WXz0OB453cu1x99F21GypV8Zn+fotHX5dFmogFIYgMMOCD/E+K7zjAqEwinMdOm3b2qoKDImqCr+zoQ0nvUG8V9+E5vaA6pkY7LYZ6uwZfWa0qEcQ6UkwLKL2LwdQ+5cDqtcXVI5U/R6LnxoMi9y528+u1I+FZo+NJSgRU1tDoq6yfXN7AMGQ/vpmzxkIi7BzKqbyKm8ab7fV+8yMMXT4QzqtuaH5+mIJPL0yHpnqsw/0wglWwUAmaYDcfzKDlEnZ+8IYmwsgJEnSO10VXUOMsX9LxrX6iihKaG7341BrJ5rb/QiFRNXv8tYIu9WCWWUlqF1YgY1LKlG7sAKzykrQ5o040NdUlKKaUyRiZtlQ1Gyph80iKBPSaKLTjuW2HDnpRUm+Ha9XT0X58Hxd+vOq+eUq3Tr5ej/asAMXjS5GqGsbDi/FuTMQNpwkyBPgWWUlkCSg4YRXOcfOhjas3boPnYEwwpKEU/4gHFYBL902BRuXVOLh2WWKgLV8bovAEAyJ3HbYrQI21zVgxTz1VreetpbFuhWNiJ1YUuPTHZvBdmqtsG2mIEnA/a+rtwLc//pXmZpIB7s1svoqp4mv3boPq+aXY8eBFhTnOQy38kf/bhUYHrjiPF1fKHZpg2nfr3Wa+hLkN+qP7AZbTXkaNEbYrRYU56n7teI8u+IMacch7bmNbEXW7zK75U87PtJWwQjarG6jMbXFE8ChNi86/EHFpo1kKuQJ0uLpZ+HoSR+OnfIhGJbgtltwWr6T+54jbV68V9+EUFjEUx/s1Y2nK+aVY+3WfYo/cu/Mc5XrdwbCuvPJz4LdYLu12WfFjN3YrRbcO/Nc3bNb/XIdgqKE9bdMxoQRBQCApna/IrlR/VKdsm1MlMBtpyyBHMs9kK0TRGqR9dt6G99i8VONpB9447HNIuDpG8rx1wcvxUfLZuCvD16Kp28o516f205eVnwMbXXZLVh+dZkiYWK3CFh+dRlcdnWfFZucBcMv3tuDfc0daG73Y19zB37x3h5I4AXeJO4YwpOkDoZFrtyHNvjnC3bvlpDniivf3Q1fUL9Ykqk+e6a2O1HkGsgk8bZfZyPJnDcnbburJElvyb9IktTGGHsEwG+TdL244G1ZuXfmaKVctjzpGjM0DwVOq7KdJTpl+OVPD2JWWQmG5vNFjYvcEY2F4q5A0pqqCtU51lRVoCTXwS2KsGp+ORpaPJgwcrBKkHFIngNt3iD3eoNy7Dhy0qcEwLQr1HJKMi/qLzvvD/3wPCx67nPVNtfiXAceuGIM1m/bj3kVI3B2cS4aTnTCaRNUHbV8LtkRfvGT/bpU6zVVFchzWvDY3HKIoohN1VMhSVKvws6xbEUj4sNlF7B+8WQ0nuhOYS8d7IIrRcKtfaHAacMQjZjpkDwHCjI080ySDLYiZOhcsshtR1gUceyUDzVzxmHEYBdaPUFcN+VMdPhC3C0az/x5LwAo/dn//f23uO37o9DY6lW2vBa4bJCkyHZPuSy64jRZulc8+xrkN+qPRFFSikXI11nb1c+bpdBlw70zR+OprkIDRW47fnplGU55/bpxKKLZo7Zpo20rp3wh3PHiZ6YK7mRroZ5EoM2iNCqCNCTXgVO+IB7a/A2evukC1FZV4L8+2MOVwbBZGH5+7XiU5DlgszAcPRmpiPfw7DLdeD6rrAQP/fA8nPQGsf6WybBbBUXDLnrruLxwBnRn3q34wz/w7KJJcFgFw2eBV7nW7LPSm91Ea/mNKnZz7fRQqxcP/+4brJpfjpXv7sbmugbuM/XiJ/t1n+Xaqgosf/sbNLcHdBkcRvdAtk4QqafYbeeOb8WaZ7bIZefOpYpc+md7SI6Ne6x2zASAwU4bRhbn44Z1n6mOHazxGYfk8Nup1c6Tj+VfX3+sBAmdgbAuO03SbDh1WPnVNB0coX6rwHDHRaN00hlcTToRitRCdIGu5Zxte2a15iwC4+6Y4mWZDc6xw1coqrL+bFaGwZzPKp2QAOQ7raq5Rr7Tyt0mnI14AhJ3+/Wm6qkYlGEySfHgtAp47pZJONTqU77/4YXOhBQpZMkobcwY+1qSpHLNa3+XJOl7Ru9JJJMmTZK2b9/e63HN7X7MXb1NMSx5u5XW0X5r6XQEw6Ki0RL9t1fvqIQE4HCbFz+JylyI/vvLn+7H7Refg+I8B4LBMJo6/Eql05JcB2w2i64t8vsfnl2GPUdO4d+6qvhYBYYdB1swdliBsrU2Wo+pIMcOjz8IgOFXH+5VJniD3XaIkoR/+cXHSnEL7VZZgQGHT/pQkufA3NWfAOjWehpdkov//w//0G0re+La8XDYBNwdNRmWnVsA2H2sHb/d0aBUYbJZBFgtwNC85KYwJ7iqW7956WZtN1k0nfKiqT2gDzDk21GS5+r9BGlEc7sfn+1rwoQzixAWJVgEhp0HW1B5dklGahIdau1UKi/KlBa6ItomhdyRMO3ttrG1E//3999iXsUIlOQ5MMhlQ7svhOVvf4tHri5Da5Sm2qjiHKXohyhFHNWLVm5F7cIKbK5r0PVNtVUVCEsSvIGwMmgOzXcgEELSg/yhkBjp58MirBYBJbkOWGMYsJvb/fjpW19zt/Eu+PXfdDag1aQ73Obljlfrb5mMy5/8WBnXenoOjMakftL06hfbjdduo4M6xbkO/OL68RAl4J8tnXjqg71o7vBHKv3aBBS5HQBjOHbSh9MLnNh/3IMzi3LgD0lo9wXR1hnEiMEurHx3F5ZfPQ6n5Ttx3OPHNas/QWOrFxuXVCrV2u+fNRpnFuWgtTOoCmD/1w0XYJDLhlvWR3yC9bdMxsO/+wbFuQ4lcN0ZCOP8YXlggmCq0nG8Y2hPdlPktquCYXI7eX5P9Ut1Sv9mt1pQ6LKh1RuMbJNnDMvf/gbv1Tep/J9hg5x49PffKttOJowowL0zz8XZJblw2YzvIYG2nvZ9bjIY+dA7qW5CSjnw+JWpbkJfSQu7NfscHmrtxKNdfkP09rpHrjpf5wsdbvPihW3f6SrB3jx9lE6TzqyPZTS+8rRhD7d5sfztb3Rt5Wnimb3+odZO3L1hp9K3y9W+n7lpgu7+Yzm26ZQP+5o7dMG/s4tzUaLZxtrU7lPGqOi2vrl0Gkryuo89dtKLI6d8Kl+u0G3DsHwnhg5S378oSth9tB13vBS1WLJwEsac1uNiScp9haZTPhw56dVpAA8b5NJ9btnIwRYPLlm1Vff6R8tmqKS8spWmdi+aTvHmzQ7Vs6DBlN0mK5NuO2PsFwB+1fX7jwDU9XB8SjC7ZSUQChtqABxui7wmSRJX6PuEx4+JI4vgDYRwuE2EhUVW4YdpnEWjoggFLhue+NNePPGnvdj24KUAgHte+xoTRhRgzYKJePrPe3UTuTULJsJpE5RBwRcM49gpn7JlJrpKqxzYixaQXn/LZGWFXd5e8sadUxXha+0Wqsev+Z5yrtMLXDgt36nc25ihebjt4rPhC0bu3WW3oMCV3Ow3WhWPn2BYUjoaIPId3ykL0mYYoiiiJD9HtSr6xLXjIWaoLhdjwC+vv0ARkC8tdOGX11/A3YqQKQgMuv7r5dsuRHOHH4++XY87Z5yNHESycg+3+XDjs39T3vvh/Zco22SfuG68rlBO9ct1eOX2CzE4xwYRDP5gCB2+MIYNSr7GidUq6BzwWAiEwtz+trndj2mjinDHxaOUCcezH3+n06SzMOgyjFbMK1e2mMjjWm9tMBoPBzpyFuXbd0/HkTYfFv7mc9X42+EPYeW7u/HTK89TMgaurf0U7993MR568++q4BkQ2b70Xn0THrlKgtAlEyF/9nKG+86GNlT95nO8fNsUPPTm31V28ePXvsSmJZVKVqfLbsGLt07BsVM+XSZZ9DgoF3AIhMJo8QRUQSyzenNaerIbrZafXHQruo1rqyrgsDKl2AUApR3yv4daO5VAnOyjAMDHy2aodGF2NrRh8fNfYNuDl/Z4L2TrBJF6zD6HsWhAmdW5k8/Lu75W682oaJR2HJaPNauJZ3T9sOb6dqvFtJ63kXQG79hgWFS2puqK+WkY7LJzs5sHa7IZbVYBwZBaH/fJ68bDxlm0bPEElACdfO93vJQJxX4kuB1WnPB0y7G4HVZggOTSDXRNvlAY3HnzpuqpfT53soJ09wB4GMBGRKz0fUQCdWmFdsuKUZEGoHvPsfZvpxe4IAHwBkLwBsOqdNc8lxXBMJTsPHmi9MIn+3HvzNEoyXPAYomUL2aMofqikbrVHlGSULuwAkVuOxhjcNoExWHv8IeUramqNNNXduDVOyphtwjYXNeIOROGY9kbkS2rskMsV2ldvWAiPP6gopVXWujCYLcNtQsrVEUkSro6SN4AYrMIqNnydzy7aJIqQAdEHP0eIslJQTsRaGzNjqpuRlmYiSRs0knIBEQDXa7XE9BxpgKbRUC+S5NS77Ia6JCkF3JmWTAswmYRUOy2o80XgiRBF4j6z/+uV5w/OZtm1fxyvLXjEGoXVihZQZ2BMNYsmIi7XtmBkwbb/5vb/SjOc2DBr7sDtf0dsBdFCW3eALxdep5OmwVD3I4ery9nLmnvyWZhqJp6pqpA0eoFE+F2qPsBQRDw8e5juip5E0cWATCnL0aFenpGEBjCInRatHe9sgMPzy5Dc4cfg912uOwWhMWI1mtnIKRsfZJte/WCifjVn/9H8TWa2/2wRW1FXbt1n2rrt9NmMZxI5liAQAgIi0Cuw4pFGs2gO17crmQ68BazaqsqMKzA2aeFtJ7sRjsJl4tuRVepf+qDPbh52lnYXNeAB64Yo9NjEkUJzEDg3NKlFaXNsGMsss3W6J7I1gki9cja39qsM+1zaDQf60mTTncsx28yK4AfyzllnT3dOQ2ONXPeQpcNzy+ejIYoWZoRg10odOm38PKkmtZUVaDAqZ/+xxL8a/UG8ZSmouVTH+zBY3PLVfOskCgpyStAdzXzN5dO050zUxdLBMZgtTCMGJyjbNO1WsAtuJGN2C0Cd/u1PQPmJokglqB9rCSruqsHwEPJOHci0equ7DjQotMOWDW/HHdv2IkpIwu4f7v31Z1o7vDjtSWVuO2F7aovKnorh+wwOqwClv1gLFb9cRdu/f4oSJKEle/uxpzxp2H2BaWqydf6xZPR7g2hZot6JfzFW6dg0XOf460dh3DXpWcbZvg9/LtvlGMbWyNV51a+uxs1c8ZhVLEb3zV78PKnB7Gg8gx1cNFpwxmFOSqtJbnz5w0g0VtZ0iFTLVM7+p4IBsPY1dShG2jHluQmNFAnZGh1JR5GHWcwQzPpAiERP//jbsyrGIEcWBAIR35PRJnvZBIKieKb4p0AACAASURBVNh1rF1ZaZpVVqI4jU/fOEH3Hb1X34RH55yPN5dOQzAkQpQAfyiEuROH6zJuBuXY8PziKbAI/L6pxROplJasgH1vWwJFUcKBFk+vGU1aitx2hMJhrL9lMnLsFmWLSp7TpluUWfrKDmxaog4859stuvFkTVUFjrZ1mtYX64su2UDBaKwpctuxesFE2CwMBa6ITqGsdzttVBFevHVKpLBSWMK6j/bhk+9aFF+jucOPF2+donz2coa7PEYP6qqwrrX1fc0eFOXa8fKnB/HJdy14+TZ+heNOfxiiW+IuZlW/XIeaOeNw2iCnzj7Nbn8tdNmw4fYL0dQVdNtc14D7Lh+jZO1p2/7D7w3TbeGuP9KOh2eXYdkbX+PNu7onc3Jg8W/7mrk6T+9/ewT3zhyNs4pycPGYoapM0p6eObJ1gkg9sharNjtLG3yKRedtsJOvSafVmQMiWne8gJZW667Yzb++VjtPvj7vnLzrWwW+1pw2SHjKH0SrJ6DLThvstmOwVe3XNHsChnph2mz/WPrBQCjMzRB85Cr1PCs6K1ymsdWrq1gLZO5iiT8k4j/f+Qd3+/VAQGBAjt2iiiPk2C3IwGljXCSzKnFSgnSMsfcBXCtJUlvX74UAXpMk6QfJuF68aIW/ZZ2Th2eX4exiNxpORIJaOxvaFEd5wx2VkCQJ3zV7lL8BQEtHQNcR5dgtSoBOqwG3Yl45hhc4UbMlsqVr1BC3MqECIp1Y4wmvSq8leiVcbvOeYx1c45ALS5zwqNsVvf1j3PBBGD00Fy67BcMKJARDosr51k5iTx/k0mXYPbtoUr9sH4uFTO3oe6Kpw88daHvQI4sLs05CJmAYcMzQ1S3G2RpqVHkrnWjq8KtSwedVjFBsWa7aqF8Rtyj9j5yFt+wNdUDhzq6AQo7dgsf/sAu/umkifrRhh+qzeeGTSKGbaBIVsDezrb7FE8DBlk5uP95boLCtM6QTkHbaBFOB5+OdfMd8Y9eWSDMLKlSop3eMxpphg5wqaYcWT7deyaa6Rmyqa8SsshI8ctX5uPuyc/DD7w1T+ROLnvscb989Xfnsw5KEq5/ZBiCis8bbyvzzP+5Gc4cf62+ZjE11jdh/3MNt2/7jHrgdVsMAY47dorNPsxISoihhb3OHOjtvYQXOLc6FIDDuJPCsIfziEbL8SHQVQDmwuP6WyVj1x12qLI6nP9iDZT8Yi8XPf6Ho+Jl95sjWCSL1tHqD3G1j2ue2xRvEli8bdZniN08fhdMd6mltizfAPXbRtLMwXJNNdsIXNA5oRR3b5gvhaU0W2dNyFplm0bzFazwWa69vdrupNxDmZqdtXFIJaCTAYs3ycVgFVbDFYaCla3aeFct8LFMXS4x884EyfHQGw1geJU8TCItY/nY9/utG/TbpbMRmMG9ORHXfZG13HSIH6ABAkqRWxlhJkq7VJ6KDUbLOyXv1Tdi4pBKLn/9CdeznB9pwwxQRTGAIaDq4o6d8uo5IYAzrb5mMEYNdaDjhRXGuQ8loe3Dz13h+8RQsmjoSIwZHgiwv3ToFR0/5FGddDvJFI69ADC/MwaHWiEi1kcMOgLtyLXeQsWaSWK0CzjstX+fIApEtOnKg08Ii261S5eRmakffE2a1MhLBoBybapAexKmClQkks+NMBZLEr7yV7qt1WicxWvtz7dZ9uv7r2UWTUOiyKX2K3WqBhfG32stZZs0dfrzy2UG8eOsUnPAE0OIJKLICv/+yUfW+RAXszWyrD4TChv14T4FCnjbLsje+xsYllaa2+YRECcW5DpWtrN26DyFRwvAY+v14dckGCkZjjXbhKjogFl2FGIhMirS+RmOrF95AWFmAOeHxq7Iqf7fzEF66bQqaTvnR5g2qqrjKOjBPfbBXpxkk+wbP3DTBcPIkL/BF2+dxj9+UhAQ3O++l7km2IDCcM8SNjUsqFdkGWcKD1w7tarT8OVoExs3ieOiH5ynjYqzPHNk6QaQWs7tgYtWZ4x17E+dYswEts1lk8vXN+u5m9ePMVlYFjLcG8/TCWjwBfLz7GC4rGwZRkiAwhj/XH0He+FJd32h2nhXLfCxTF0skCdh79CQ23FGp+txGFg2A0qYALMyggm96f20JgzGgKNeumjcX5doTkkCRrCCdyBg7Q5KkfwIAY2wkMkBBMdpp1erTTRhRgOVXn4+Fz32uc3h3NrRhc12DyiGeVVYCl92C+zZ9qTseAO6ccTYsDDizyI2aLZFqZHIQ4ZGry/Do2/XoDIR7XIGQ9QPkIhBy9l+0w765roGb/RZvwErryPJW2OUMlvsuH6NUeU1gpVVTbczEjr4nYtHg6AsOK4PbYcWIwRZVCXReafd0JyxJcGlSsF12C8QkVLTuDwQBWHrpOWjtEqe1WwQsvfQcCGku+6DVWYnuW+UiNjVzxikVGAtdNm42jqw1JSNnRbrtFrxw6xT8s6UT73x1GFeOPx1AJGPvqQ/24O7LzsX+lk6lj01UwN7MhMJutfTaj8dy7pAo6QIva6oq4HaojcBpFfDAFWOUAPWsshI8cd14MESqzcVabZbgY3askX2L4lyHLqs+2rZ5OmoAcOyUX5dVaRWYSnMTiNiVrB/a3OFHSZ5D6f/kYF5zh19pp3byJPso0fYpihI6/eYmz709E6GQiIOtnTotpRcWT8bN67/Q+RBrqypgFRhOePwocEX0/dbfMtlQuyksSigtdBn+PZOz6Qki2zGbdRWrzpxZ39nseWPJDovl+ma3+zpt/Os7bfr7t1sFlaZpaWFEB5WXIWcRJFScNQQ3PfuZyr+wCHqf2ezYl43zMS1Om4Dpo0uwr6lDGdemjy7hfh/ZiMtu4SZEaPVks5VgWMLm7Q26mgKLpp3V53MzKQkTVsbYFQDWAfgIkTKzFwFYIknSHxN+MQ7xlqaPDjgV5zpUk5z3/v0i3KrRnCstdOHh2WWo2VKPNVUVqNt/HOcMzcfpBS6IEnDL+s91x6+aXw4xSixdG+wrLXShZs44AMCIwS4EQ5K6HHXUFhNtgGxWWYmug3920SScW5yLU/6gaeFys9ozgHHJdPlzefvu6Th2yt/rNpk0J+Xl6ftLk67plA8HWzy6KsVnFrkzrpR40ykffvOXfbqO87aLzs64ewEipey/O+7RDYSjhrh1pey7SLndAj1r0vH6BKM+ZcPtF+KmLu2q0kIXXrx1CryBsCLcLwc8/utPe3TBvOcXT4FVYMhzRUT8tVv746Gp3YdrVn+ia6cszA/Er0ln9BnUzBmHXIcVJzoDKu2T5VeNw+mF3TZw7KQP89ZG2saTW1hbVYGxQ/PSOVDXL7Ybr68QK/JYffSkT7X1Gei27f94px63fX+UEniT7WRovgNXP6O3hWdunAAwoNUTVCYGwwud+PXH+/HJdy3K2K8NeGt9iOMePzr9Yew/7sFTH+xFc4df9zx+c+gkt93aTLrDbV5cV/up7jhZ/6jplA/7mju4fVj9kXYU5NgwyGWD3Spg77EOpT2r5pdjaFefvei5z3X+mTzxfOerQ/i3iSNwzhA3djd16Ca7/WDzadHn9jcjH3on1U1IKQcevzLVTegraWG3ZrfVBwIh7G726PzhMcVu2O3q3BO/P4Q9x/XHjh7ihkOzNdbnC2Fvi/7Yc4vccEZtTTXbzljb2nTKh2vWcHyKu6apfNZYrn+otRMvfrKfG0DQSuUcau1UyQTI1++rrI7ZOWUs9xVFyn2FYye9+OeJTt286YzBOUa+eVYh+7kHWzoVX+TMohyMLHJn0jw/bmLpY6Iw9cEkJUgHAF3bW5cA2AnABaBJkqSPk3IxDX1xXqI7E5fdgpAY0WoLiRIuWbVVd/zHy2ZAEBhOeYNoaPUi32nFsje+xhPXjsf16z7THf/h/Zco2XgyclBLThX98/2XwG4VMDTXAcZYpKJnWITVIugyILSdX6HLhlZvULcd1WzHF2sneai1E9NXfKh7XdaE2fbgpdxOP8MqraaFA9Mf1V2TNUingrZOPxpORKotKh3ngokYMdiFgpyMsT2FxtZO3MD5bl5bUolS/neTFnYLdOvKyf2YXN2V57QZ9SnbHrwUjDGlQqxVYFyH9vFrvoeq33yueu/HD1yK0/OdPQYsYuWEx4/dR9t1AYcxp+VhsFudbdxd3TWy6tpbdVdRlPCPI6dUAUh5MeehH47VjS0fLZuBM4u6xWgOtniU8ap2YYVSYTz6c+IJR6cRKXe8E40oSmhs68TFK7fq/rbtwUshMIZreQGuJZWYxnkePlo2A+2+kCoQta6rEny03ISZCVJPxxxq7cTdG3bqMwC7KsF6A93vaW734X+aPbpFyHOKIwsJRn3Yq3dU4qKVkXuU7bU416FsC+4MhJHrsKLDH1K2Bk8YUYB7Z56Ls4vdsAgMDqsACUwpUPHTt77WCXlrKw8mgbTpc/sTCtJRkM4svdmtmf7qcJsXy9/+Rvd8L796nG5Ma273452vGnFZ2TBIUqQy9J/rj+BKzhbOQ62dePT333ILAGj931iSGQKBEJo9AcV3L3bbdQE6QD1uR/Pxshk4o0gtNqf1qYyy4w+3dWL/8U5dnzxqSA6GFajvKZbrmyWWOaXR4mQv88WU+wrZNG+KF9keZf98oO3W8PtDON7Z/YwPybH3FKADTNptsgpH3A7gxwBKAXwJoBLApwAuS8b1EomRLkljayc3vVgCFKdTDgIU5zp022Xl4wWBcbeDFERVT93b1IGaLfV4dtEkOKyCUs2PtwrOGyRkJzUQCqPFE4BFgCk9GcCczlI0PenalBa6DLUTMrnSaqqw2SxJ7/CN9DPkLVSZhMcfxpavDnEFgwsycNwMG3w3YgZ8N1aroHOetQLLMkZ9SliUcNOvu/vaV27nV68cplm5LC10wWWz4JQ/iJPeIJ5fPBkWxnD0lA9Pvr877om7NxA2FnmO8mcFgUWCdjH6uIVuG3erYmdA3Xfyts5Eb7GJ1gCUaWxNTHl4wjyCwOCyWQ23SXmDIcMtzrz3BMMSntKIl//yT3sUexZFSaXr2FOBp5702LSyGnLQbLDbpmT4RWf98XQzH5tbDsC4D4seXwpcNu624DULJsJp696mHl0ESzsuxqIZRRBE+mBGGzIYFrnP98+u1I9pgVAYy7fswvItu1SvX37+MN2xIVHinvenV5bF1U4Zu92K4ZygnBaz+nG8Aj1GgS8Gxu2TH716XNzXj4UWTwBPvq/2k4z8LrOahOlGNs2b4iEWe8xWbDZLZLt7l7+VqASaZIU5fwxgMoCDkiRdCmACgLae35J+hEIiDrd5cbDFA5vA8OR141HataVI3l7x2Dv1qoDWXa/swL0zz1UE0aOP/9VNE5X/RxMd1Foxrxxrt+5TgmMHWzp1AbMWT0BZnZi7ehumr/gQc1dvw+5j7QiFRN3rh9t8KM5Vd4ZGHV+snaSsaxN9nyvmlWNzXQOeXTRJ0U7Q3i9pw8SOPOk61NqJ5nZ/UoIzcinpaOTgcqZhszJcOX44Fj//BS574iMsfv4LXDl+OGwZurpj79JLiUbWX0p3YrFdXp9Su7AC/6Hpa0VJ4n4eDqugeq9ciOLISR9+8vpX+JdffIyFz0Uy7ZZeeg5EMb5glRy8qH6pDtev+wzVL9Upel99pcUTwPK3v4XdKuD+179Szl1bVYHhhU7dOKTVPpGrNEePLdHwdHZ4RI+Bh9u8CIUosNcXuLZdVQGLEBFf5n1PFoFxx1hJEnHztLNQs6Ue16/7DDVb6nHztLMgiqKhfxDPmCG3Wbb1+1//CiX5Djzy9rc63yQkSrjv8jGqNv145mjYLJGtXFaD8aWtM6D83uYN4t6Z5yoBOvn8d72yAy7NRFfu/5rafaq+RQ70a4/VPpv9MaYSBGEeM8+kzcAX4o1pdqsF1ReNxPv3XYw/338J3r/vYlRfNLJH/TjdefvJ/40et+Vry/qj0RglU7R4Arpz2m0Mi6erx4nF08+C3aa/J0GAbt66Yl65oe6xme9KFI3HKV1bTfbb6UY2zZviIRZ7zEYS6W9pSVbhCJ8kST7GGBhjDkmSdjHGxiTpWklBq6NUWujC+sWT8fNrI+Lb8kqydsWlsdWLM4tylJXnmjnjMKo4kkLx2Dv1aG4P6AQWVy+YiKJcOx6eXaYq+tDYGhFX1p4/EAobVlvbVD1V9/qdL9ehZs44VQU5o44vFkFUQC8KKld3fWxuubLVNtsqraaCOLUaYiabKqIGQ5IilgtEnoWlr+yIlKnPSCT88voL8O8bu4vR/PL6C5DuNXlitV2e0LAoirq+9uhJH1+s1iHoRIpbPAGleA7QXS21Zs44RT8uVpJZRVrOBGpuD6hWoAfl2GARgOcXT1EVdsl3qIWlg2FJyfI7fZATv7ppIn60oXvb99qqCpTk9pwFwBsDM0DLLq2RbfvNpdMUHbif/fYbNHf48Xp1JdeeBQacW5yLjUsq0djqVbIqV84v1wWyHtz8NTZVT405I95Mm3t7HhtbI5Xntff3wicHMHficCx742sU5zrw5HXjVdo9T984AW5nd4bh5roG/O9/PY+7WGizdGd6lBa68MxNE3QaqrIWX2/PZn+NqQRBmMPsM1mS69AVUDIa0wqcVsy+oBSLn+8uTLOmqgIFTv30t8hlx5qqCp22VJGrf+YrQVEyzs6PIpZkCl9ANJXxDwAWQeBm3f3H3O/pzmv2uwqJEnec4vnhyfSpkkk2zZviIVMzIBOFUTwmWp86XpIVpGtkjBUA+C2A9xljrQAOJulaSaGpw68MAEDkQ1+8/gtsXFKJkCjBIjB0+kPcgBYA/Pza8Th9kBMuuxUSJJXA+Mp35WqGblgFARYGhCVwdYN4W5t62hpjVEL8jKIclXNr1PHF00n2lvad7ZV9+oNETrp6gjGGHE1F1By7BSwRtaT7mWxLQRclYN3H+1QO1LqP9+GRq85PddN6JB7b1fYph9u8ur52/bb9eOCKsSpbHZrvRKFLr/dm5ETk2C2IV5c1mVXL5MWSnQ1tilZpaWGkcITLbsFJb1CvtRWVXi8ITMl8AiL6XTVzxuHsYneP+jXR8MbAO1+uS3ctu7RHEBgYGKp+8zeVTT7y9rc6e3bZLXjk7W/x2Nxy2K0WVTXXDj/fB5AkKeFOs/Z5bG73Gy7mae+vdmGFMnlpbPXiP/97F2rmjMNZxW5Yhch4k2uzKL6VVWBKZoL2/C67BZuqp+JwmxctngA6fCE89ObfuX1Lb89mf42pBEGYw+wzabUKGDs0D5uqp/aqydbsCShBN/mcdxmMYy3eAJ7WSAg8/cGeiCYdJ6iXaBxR2fkyvCQJxvj9I89Pt5s8JwAMcTtw3+VjdPO/IW59f2j2uzIjcSCTqZVgRUmCSzNvctktEJOk+Z9uxGKP2YgvyPe3fMG+7zxJSq8jSdLcrv8uZ4x9CGAQgHeTca1kYRTs8odEXPbERwAiE5/aqgpF3HtWWQke+uF5OOmNaB+NGhLRSfEG1F9gtJaKPEiIosQNjslbt7QBsyMnw9yHwkhT4EibFw/PLsN5p+XBZbf2KB49OMeGTdVTIUlSQjrJWLQbCD79tVIhSRIETccqMBZ3ICOVyFsidM9IBmwP5cEYdNUfn7h2PNLcfzFtuz0JMVtYZBtGtEbVzdPOQoHLhkHD7b06dEYZwp1dovfxkqy+rcht12UKRBeOiHa4Ab3WloUBz9w0QVX5s9Btg8MqmK42FgyLKM51qCYsa7fuIy27KGIRD4+G90y8V9+E5Vefj0BYRA4sCIRFPPp2PXY2tOGRq8IYNsil8hHaOvm6t7I9x5IRHyu9LeZF359WE1H2fzYuqURpoUspshKt2cTzh168dQoAIBQWMcgVseVchxXFuQ7V+eW+pbdnc6Cv/hNEuhHLM8nTueVhNJfjjWOxaNIlgyK3Ha/ecSH8IUnJlHdYmS5JwsKAJ64dr/MFLZyhJ5bEi1iCZGa/K2uMfngmzhdFCVj94f9gXsUIZexe/eH/pP0CeqKIxR6zEYtBkDIR95/0pQFJkj5K9jWSAW+CX33RSDisArYumwGhq0JQUa4dG5dUos0bRCgsqYo8rKmqwNMf7MG8ihGGUWZRlCAIzLBzBMDtMF12Cze91u2w6DpkeXLX3OE3XCU2Tl0eOPvq05lYtyHHi80q6FZ/REnKSB23WLZEZAJWxuC0CarVOqdNgCXNV6vM2G5vWycEg20YZos+8BzVVfPLMTTfmZZbKQSBoSTPYbpwhLYfsFkF3VYLm8Bieo5dNgseuGKMboxxJriidKbSl+2SRs8EwLgZ9XKGWrSP4LLrx/royZfZiVms1V9t1khl5Z4W86Lvz6iIlhwg510fAIbmO7BxSWXXRFVAc4df5V+tmFeOp/+8Fw9cMQYr3+2WCTHSntNew2y/FE8QliCI2InFzw0Gw5Hqpl3ZtyW5Dq5YeyyLtUZJDn3VpDPbj4iiBH9IRMMJr+LjjRjsUuaJyj1ZBa4vyBvfY81OMxskM/tdZZsfzsNpFXDPZefirle6JUXWLJgIZwbOm+IhFnvMRoziMS57331llokZMr2RiNL0Wj2e6otGYvYFpTqtgn8casO+5g7cVDkSC379N12H9fDsMqzduk9XqWzFvHK88Ml+3Hf5mLg0UERRwoEWDw62dCoPxZlFORjZVSb7uMevaMI89cFeNHf4e5xAxFn6eqCQ8vL0/aWf09TuU23NBiJ2kIi99anAbJn6TOBImxfX1n6q+25er56KYfwV5ZTbLWDOdnvrfxJh/6Io4bjHD19QhIVFBtYCV3pOukVRwoHjHhxr96kG/rVVFXDaBNyy/oseP4eWDh/2HOvQOQ2jh+aiKNfcc3zspA/z1ur7gs13TsPQQUnvC/rlS+mLr9CXMdPIns8tzo2pSlpPkz+zwbfeniveMavml2Plu7sN/Yro9xTnOrjB3qH5TpxRmMO9X7mqvfxeX1DEw7/7hutf1WypVzR3zbbfzGcdZ5+TFn1ufzPyoXdS3YSUcuDxK1PdhL6SFnYbDIaxq6lDN88aW5KrCsCZPQ4AAoEQdjd7dMeOKXbDrilEE8uxZomlH2k65cO+Zv24fXZxLkryu8fcdPDTY7mvJPvhKfcVjrR58cjb32BexQiVDMmjV48z8s2zinSwx1TSUzymr75C8jfZZyhazQOLwHD9us90ugYb7qjEA29+gzkTSrmpvwUuG3Y2tOHnf4wId55bkou9TR1KgYj6I+1xizmPLHIjz2njOuEleU6IbgluhxXP3DSh19UT2vqR3vSXVkMwxN8aEMzQqo5mt0RkAgGDbRuBNN9+aMZ2e+t/EmH/key0zHAYWjwBLFr/uWq7aWcgDFGS0OoJ9ipH4A2KiqMPdBfKeC2Goik+g+/ET2MCgL6NmT3Zc6KyHsxkRJjRFeIds+yNr/Hw7DJUv1TH1SHiZf29edc0+ELqALnR9WvmjENja0SiY9kbX+OJa8cb+leNrV6MGOzCxiWVXbqUak3Knu6xp8+aNOsIon9p9vA14ZZfPU7lxzV1+Lk6cxuXVGJ4YY7qnMc7g9jyZSPW3zIZFoEhLEp4Y/s/UTR9FE7XBN5O+sPcY0+7+BwUxxmki6UfCYTNjdvp4KfHMlZlkx/OIxAWDbZJp7dvnijSwR5TSW/xmL5AQboeiO5YDrZ4uEYoZyI2tOqFzUsLXWjzBgFEdFhqttQrjm30ORIl5hzr36Mxm7pM2z9SR39oNditFswqK9GtCKV7CfSBgJGYuiUDnr/ebNdM/8M7R7b2R3IAqLHVqxov5IpokiTpJiPRxCLWbISRvWXD55sI+ipBINuzbMNHTnoVG+6vIJCZQKPRMQUuG/d4GTPjVU8FXYBuPTujLbPy6/uaPcpzsu3BS1VVC3u6x57aSAuXBNG/BA2CHT/TBDuMioKFOONbMCyi9i8HUPuXA6rXF1SO1B0bCIW5xy6adpb5m+Cc02w/YjRui5r76i/5m95IxpwkE306i8C486ZM8M0TQbrYYypJ1vw8M/d99ROhkIjDbV4cbPEoWgXRyBPk2oUV2HGgBbVVFcoxcpr05roG5ffaqshx2nOkgyHLmk3R7ddq2MjpzXNXb8P0FR9i7upt2H2sXTeAEJlLocuGe2eORs2Wely/7jPUbKnHvTNHo7BrQkakDntXmffoZ3TV/HLYs8ARMNP/aMnm/kh2eqIpLXTBYRVMFbuQdXi077cZiDWLooTmdj8OtXaiud0PUZRgExievG686jt58rrxOq073nsHAvHYrJZU27CRnUXbl9Ex8gKkfHy0v3SotRNtnb3bgtG5Zd1FOQi3dus+rJin7vtWzCvH5roGrJhXjrVb9+naLttlWJKw/pbJmDCigHuPoiihqd2Hf56ItPuEJ9JuM58NQRCJw2jc0urHGc3HeNpxNouAWWUlqF1YgY1LKlG7sAKzykq4mnTJeOZjOafLxj9WqwObiLEnHUn1eBgvLquAuy87VzVvuvuyc+HKUGmdWMlWe0wHSJPOAK0m3fLZY1Fx1hCdVsHWfxzDxrpGrKmqQDAYRGGuEwJjCIYl/OHrwxhXWoAzi3JwuM2LFz89gHtnjsZTH+zBe/VNSdMVi5feVjCMNHg2VU/FafnOtLiHJJEWeh39QbZpE2biqpwRPl8ITZ1+BKIqf9mtDCU5Djid3KTojLLbWL+rWG01k2xBFCXsPtqOO15S64ANyXMg12HB0LyeM9oCgRD+2ebVCVCfUeDSaesYacucVZiDhlNeNEado3SwCyPyXYq9JVErM+U6M2boq00ls7/tT026c4a4sbupQyUOvnrBRBTm2DC8IMfwM+Gd+8Vbp8BmEXDslA++YBh5Tit+tGEninMdePCHY3HaICdCYQmhcOS+Hv/DPxR/am1VBcZ2td2Mjh4A7nE96eWRJp0e0qQjTTqzJEKTzu8PYc9xvXbc6CFuOBzWuM4Z67Fm0c4lo/sprS4bb9x/duEkjDmt33XeTJFonyrO8TDlvkKK9XvTgkzyGm/vCwAAIABJREFUr5NBHPdPmnR9oanDr3SqALB8yy4snz0WG5dUIiRKEBjDb3c04ok/7QUAPP3BHtw7czQW/kZdfUyuyPfw7DIlhfuRq87HT68sg62rY021IWuNa9gg/gTQKG37cJsXJ73BtAk2EvGTTVt8+qvYRn9x0h9Ehz+EYyf9StBk6CAHHBbBKEiXUcSaLh6LrfJsoXZhBcaU6B3ldEAQGEry7Xh+8RQILLIN5tmPv8Mn37VgU/XUXu23IxhGuy+kiO2XFrrw9I0T0BEMY7AmSGekmbNxSSUWdxWokJEXZU7vsreBrtvV1y0Osfa3sVQJNNP3ybpCb989Hd5AGGFJ0mVtaLWH5Oqu0Vq3R0/5VP5SY6sXS1/ZgecXT0GLJ9Cjbp5Wu+7YKXUV19qFFfjd3dPgC4iwWy0odNnQ6g3CGxRw7KQPi6aOxG3fH4U2bxBPfbAHj80tBwCujt7GJZWqz6253c89rmbOOOQ5bf2iA0sQRIQ2X4irSffY3HIUR/VLLV6+ztzN00fhdE2Qrs0X4urXvbV0uuqcgHlNvFho7eqXos8p91PaflEQGMac1nufI4pSwgoMxXtsMvzrTJ1/+Em/t1/kmNKVZM41M39mlySCHJH25Vt24bLzTgMAXLTyQ9Xf5lWM0DmpD27+GutvmYwH3vgaBS4bJowowM3TzlIKUKRD0CAW4zLad97iCeDfN345YCZm2Uw2aQsc9+gnYHe8uD1jKw5JAE52BlWBl1XzyzE4Z2CmlMdiq7xgUvVLddhw+4UoLTTO9EkVoijhyEm/avV9xbxy7G3qQMhEoRBvIIx7Xt2put97Xt0Z0bRzq481coxDoqQqXNHmDWLt1n2q62eqU50uxGLDsYzVsQZPj53y93hergMeZUc8f6mx1QuBoVdbiD43L2hW/VIdNlVPVS0eFuc5cKi1E9fWfqo73yNXhZX3atsjv1emJ0283jTrCIJILIFQmKtJJz/TMrHqzJkdo8xq4sWC2XuSSVTBH5lYxo1kjjFmyNT5h7Vrm7a23bwt1UT2kczFagrSaZBTiAHgtSWVkKRI1lybN4gjrR5YBIaQKOFP/+sSrPtoHzbVNQIATst3cgeCk94gHrhiDERJwp0zzsaDm79OyhcZL7EYl7zvPLoDl7MFaWKWHfC+40zVFvAF+c6ZL5iZFYdCotTnip3ZRCy2auSoN7X74bJb024i3uIJcBd9auaMg9NmweE2L4JhUcnG1mYDhiVjYe3mdr9qddzIMXZaBTxwxRjF5uSgcHSmFe+9s8pKwBjDodZOZSVevifKSFITiw3HVCUwholpb+cVRQnHPX74gmFYGFMqs0Z/f7Luk1Y422phOlvocZt2DNn6PU3oJEjcvwFQ2b9RoSQzuo8EQSQWs4XLbDEERWIphmazCHhxcQXOLslHSJRgFRj2NZ3qU7AlGYGnRPbv8R6bjAW6TJ1/WBiwan65zleykIszIEjmYjUF6aLgaQesml+Ox/+wC8V5dtwzc7QqC271gokAgDZvAAU5NsMss5ot9Xj8mu+hyG1Pu6yDWIxL3pqyqXoqDrd50eIJ4Od/3I2dDW0ZsdpB9E4sZdXTHQszqIaaebcCwHzlr4FCLLbaUxbwsDTUDDHql88qdqO53Y/qXvRtnAb323CiEw+9+XfV6riRY8wY4waF37xrmnLOQpcNa6sqlDFzVlkJ7pk5GtfVfqqc68Vbp8AfErNm23kiicWGYxmrY5kY9nReIz26oflOjCxyd2e2uSP+0V0auwyERNy0/m+mv/dYsvWN7LbQZcM/Wzu5k6a7N+xUadLJhZJ4WnrpPjEkiGyD9zyurarQFS4ryXWoxh35uJJc/WKb2XMCwGCnDYW5LtU8b01VBQY74y+clozAEzPwbRnr27iRrDHGLJk6//CFRKx8d7dq18HKd3fjlzdckOqmEf1AMjNAKRczCq0OnTwpuXPG2ZhXMUKna7D0lR348b+ci0euOh+PvVPPrT62dus+NLZ6ccbgHAwb5ORW7uF1rP1FrNWMBIHhtHwn3A4rarbUKwG6TFjtIMwhp9sPL8xBcV7qNRPjxWW3cKuhuuyZGUzuqcL0QMWsrRa57ahdWKHrn41W1FONUb9sE5gSoAMi49CdL9cp2d8yVgu/ErBFYMrqeIsnAEDtGG978FK8tXQ6xgzNM9zCGIza7hqtt7NxSSWW/WCsbpw82NLJXZ2Xrz/QMWvDsYzVsVRb6+m8vMyKZW98jYMtnarvj6f7dOfLdWg44Y3pe+e1O9qPip4sGtltqzeIRc99rkya/vS/LkbNnHFY+W5kQTG6Ha3eIFdLz2GzZOy4RxCZCu95vPPlOrR2VZKWsVoFjO1KGPh42Qxsqp7KLcQQyzkBoMUb4OrXtXjjH6uM+qm+9C8WBu58k7cAHcu4kawxJhYycf5hFRiaO/yofqkO16/7DNUv1aG5w8+tNkxkH8msbkuZdFEYTUoKulZceH8LixIsAsN79U1obg9g/S2TcdIb1GWZuexWiKKIFfPKlS2vPXWs/UU8qzyZutpBDCwKXHYMzXeiZs647kIL+U4UuDIzmGwRGJ68bjzu2/SV8qw+ed34AR2kM4sgMIwpycOG2y9EU7sfLZ4AXvhkP+67fExaLi4YZ7fxxyGtTp03EOau7D70w7HKe7QBD+12FjOrg1q9nY1LKnXty7Fb0i6DPBOJZayOZYzu6bxHTnq5352s2SbTk7ab9rWevvdYs/V5diu3pbE1ome3cUklFj//hWE7uIHoUGZKIhBEJhNLJpfVKpgq5hDLOUMGuxVCfdytkGhtS0EQ8MIn+1Xj+wuf7FeK5kQTy7iRrDEm27FbBaxZMBF3vbKjOwNzwUTY07AoGZF4kvksUJAuCiOdg7auFRcjDQT5fTsb2vDAG1/jJz8Yg5ot9crDWruwAqIoIiwBH+8+Zqpj7S/iNS4SVCbSHUFgGFnkRp7TlhVOBEPEGYgOOtqtQv/Un88CrFYBpYU5cNmtGDbIiYlnlKetPQgCw7nFudhUPRWhsAhrl/ZcU4fflBaP3WpRVnajj4sey3rLIDTjsGsDeW3eoK59nYFwRopBpxuxjtVmx+iezmsUqC3Kdagyko2O6wyoJ8Jmvnc5W/+kN4h/3/hlzFvEzNhkdDvINgkiPYhFPy6Wc5p9xuXdCrrxNc18hCK3HfddPibhwbRkjTHZjihKsFsZnl88BQIDRAkIi+EBK0UzEEnWs8AkKfuMaNKkSdL27dtjfp+RJt3Kd3crmnRazZWxXWnL0bots8pK8LMry5TS4P/xTj3eq29S3vPUB3uU30mbJyPoty8nXtslsh+fL4SGU140nvAqQbrSwS6MyHfB6eSut5DdZihGVdbOGeLG7qYOnb6OdquPkZbYynd3qzS5eht3RFHqseCD9jqzykp0+j9xatL1i+2S3fYMz45WzCtXslDl79DIXh1WAYue+zwuLcLebM9sm3k2KbcDgOlqhiYZkH3uyIfeSXUTUsqBx69MdRP6SlrYLW8OxhvfYiGWiqV+fwh7jntU87w1VRUYPcQNhyO9clri7R+zkJT7CnH45gRhym4pSKdBru4a6qqcZ7cx+AIi7FYLCpxWNHsCqswGeeDgdZgtngDmrt6mW5XZVD0VkiQN9I41k0gLB4YY2DS3+9HQ0o6hg3KUymPHTnZiRFGe0QoO2W2G0tzu544dby2djkKXTRmjtONQNNFjks0qwCoweAOJd+i1Y1+hy4ZWb1A1FgIxV3dNueNNRBBFCUdP+ZTtp2u37lO2n0YXcuD5QEBqqvqasUm5HQme7A7IPpeCdBSkM0tPdtvTuNeXLJVYnnG/P4TjnQHFxxqSY0+7AB2hIuW+Qhy+OUGYstu06nkYY88BmA2gSZKkcV2vDQawEcBIAAcAXCdJUmuy2sDVOXB3/9dIA6EnbZRoGlu9kCQJwwtzEtJegiAGBoFQGNes/Zvu9W0PXpqC1hDJpCcdHavVYUqLh5t+7+Yf2xd41+E5puSsZiaCwCBJEuav/VT1uhldQyA137tZmzQ6liCI/icW/bhYiOUZdzisGE5BOSIGyDcnkkW69UTPA3gGwItRrz0E4ANJkh5njD3U9fuDKWibCjnjLtiVcTckx4bjnUHl95JcR1LL8hIEMbCwWy14+oZyTDizSClYs/NgC/UnWUh/jx19ySYy817teGmU/Uf0D7F+3zx7nFVWAsYYDrV29kuWXHSbXXYLQqKEYEikHQkEkSWQj0NkImS3RLJIqyCdJEkfM8ZGal6eA2BG1/9fALAVKQ7S8XQT1lRV4Okorbm1VRUYU5Ibc+VUgiAIHvl2C0YW5+OGdZ+p+p18OzkC2UY8VbfjJRbNnnjemwydISJ+4vm+tfYo67xdV/tporTcTLe5ONeBB64Yg2VvfN0v1yYIon8gH4fIRMhuiWSRCR7yUEmSjnT9/yiAoalsDAA0dfiVCQcQSce+6+U6zKsYofx+58t1aPYElEo52x68FG8tnU6OJEEQcXG8M6AIGgPd/c7xzkCKW0Ykmugqa8keO1o8ASX4AkTs6o4Xt6PF07tdmXkvb7y88+U6NHX4E34vRO/E831r7XH51eN036lZm+lrm++ccbYSoOuPaxME0T+Qj0NkImS3RLJIq0y63pAkSWKMcStdMMaWAFgCAGeccUZS2xEMi1zdhAKXTfV7KCyS3gnRK/1pu0TmEhIlbr8TSlGZd7Lb5NJfY0dfdIDMvNdovAyFxT60On4Gut3G+31H2+Oh1s6kaEcZEd3mApetX6+dTgx02yUyE7N2m24+DjGwIbslUk0mBOmOMcaGSZJ0hDE2DEAT7yBJktYBWAdEqrAks0E2i8DVCxrstmPjkkqIkgTGGCREqr6QXgrRE/1pu0TmYhUYZpWVYF7FCBS4bGjzBrG5rgHWFPUtZLfZQU/6d71pyZnRzjMaL62W1CTyD3S7TYTeYW/nSGTFVFGM+FNv3DkVLZ4AREkasFq/A912iczErN1aBcYfK/rRx0lwtWcig4nFbtPJNyeyh0wI0r0N4GYAj3f9+7vUNgcoyXVgbVWFTpNu1R93obk9gAeuGIOfvP4V6aUQBJEwilx23DNztJJWL/c7RS7SuCTix0j/rsBp7VVLzox2Hm+8XFtVgZJcyjBPBYnQO+zpHH3RONTCO9cT147Hr26agB9t2Elav0lg5EPvpLoJxABlSI4da6oqdD7OkJz+ebYT2XcRAwfyzYlkwSQpfRbjGGOvIlIkYgiAYwAeAfBbAJsAnAHgIIDrJEk60dN5Jk2aJG3fvj2pbZUzDEJhERaB4dHff4v36ptQu7ACNVvqdStBby2dTtteM5d+G537w3aJzORwm1cRapcpLXRhU/VUnF7g4r2F7JYwBS974Ogpnyl7i6W6aygswmquumu/2O5AtdtEZIsYnaO53Y+5q7clxAcyOtfr1VNhsbB0rO6a8X0uBeli58DjV6a6CX0lLey2ud2Pn771tS4j6bG55f0yf0pk30X0Gyn3FeLwzQnClN2mVSadJEk3GvxpZr82xARWq6A8fIdaO/FefWQX7kDWSyEIInmkm7YXkT3w9O/M2psZ7bzo8ZJIPYnQOzQ6R180Ds2eS5QkDMsjeyKIbCIQCuO9+iZlPiXzyFX9M39KZN9FDBzINyeSRSZUd01LRFFCc7sfh1o7wVhERwEA2rxB5f8yA0UvhSCI5CFre0WTSm0vIrtJpL1Fj5fN7X6IJKictch6ddHE6wMZnQsA2RFBZBmJ7Dsy8fpEZkK+OZEsyILiQNYtmLt6G6av+BDL3/4Ga6sqIlo7W/dh1fxy5YElvRSCIBJBsTui1xLdt6ypqkAx9S1EEpC15KLtLR4tOe14OXf1Nuw+1k4BlixF1qtLhA/EO9eq+eW4e8NOsiOCyDIKXTbumFPosvXL9RPZdxEDB/LNiWSRVttdM4UWT0ARFgWgpGZvqp4KSZLgslvw5tJp6aiXQhBEhtLmC2HLl41Yf8tkWASGsCjhje3/xGkXn4NiG630EonFahUwdmgeNlVPjUVLTod2vGxs9eKOF7eTzk+WIggMY4bm4a2l0/tcITH6XN5gGPuaOrDy3d3Y2dAGAGRHRFoQj45fFujYJZxWbxBPfbAHD88uUzTpnvpgT79p0iWy7yIGDuSbE8mCgnRxwNMteK++CY9cJWF4YU6KWkUQRDYTCIVR+5cDqP3LAdXri6adlZoGEVlPIrTkSOdn4JEIzTvtuQ61dmLx81+o/kZ2RBDZQ6o16YDE9l3EwIB8cyJZUJAuDuxWC2aVlagqEO040ALGGA61dtLqC0EQCcdutaD6opGYP+kM1Wod6aUQiSIZVT9d9ojOj7byGdntwCBRNsUYwxt3TkWLJ4C1W/dhZ0Mb2RFBZBHk4xCZCNktkSwoSBcHhS4b7p05Gne+XIfGVi9mlZXgnpmjlRLMso7BmKF5FKgjCCIhFDitmH1BKRY//4XSz6ypqkCBk7pxou/I2nHy1tR4xjGjc7x46xQseu5z1Wuk85P9JMumVswrxwuf7Md9l48hOyKILIF8HCITIbslkgUVjoiDVm9QCdABwLyKEbgr6ndZc6fFE0hlMwmCyCKaPQFdP3PXy3Vopn6GSABG2nGxjGNG58h1WvHW0unY9uCleGvpdFrAGiAky6Ye3Pw1ll89juyIILII8nGITITslkgWFOaNA63GToHLRpo7BEEklWBY5PYzobCYohYR2UQitOOMzhEMiaTXOgBJpk1JkkQBOoLIIsjHITIRslsiWVCQLg60mnSD3XbMKitRiZ2SVgpBEInEZhF0Wpib6xpgtVBCNBGhL/pfdmvfteMScQ4is+jJ5simCIIwC/k4RCZCdkskCwrSxYFWk07efw5EqryS5g5BEImm2G3HPTNHK2n1cr9TTP0Mgb7rfxW57Xh20STd+2MZxxJxDiJz6M3myKYIgjAL+ThEJkJ2SyQLJklSqtuQcCZNmiRt3749aedvbvdj7uptupXdTdVTIUkSVXfNPvrti0y27RKZi1G/89bS6SjOc/DeQnY7gIjDPnQko7prnGNhv9gu2W3fMGNzaWRT/UHG97kjH3on4eckEsOBx69M1qnTwm4TMYYRA46U+wpkt0QcmLJbyqSLg540Ukh3hyCIZJAIfScie0mEfQgC67NTmYhzEJmBGZsjm0odFHAjMgnycYhMhOyWSBa0YToOZI2UaEgjhSCIZEL9DtETZB9Ef0M2RxBEoqD+hMhEyG6JZEFBujiQNVLkh5I0UgiCSDbU7xA9QfZB9DdkcwRBJArqT4hMhOyWSBa03TUOBIFhzNA8vLV0eiZopBAEkQVQv0P0BNkH0d+QzREEkSioPyEyEbJbIllQkC5OSCOFIIj+hvodoifIPoj+hmyOIPqHeDQGk1hsIilQf0JkImS3RDKg7a4EQRAEQRAEQRAEQRAEkWIoSEcQBEEQBEEQBEEQBEEQKYaCdARBEARBEARBEARBEASRYihIRxAEQRAEQRAEQRAEQRAphoJ0BEEQBEEQBEEQBEEQBJFimCRJqW5DwmGMNQM4mOp29IEhAI6nuhFpRKo/j+OSJF3RHxdKM9tN9eeeSLLpXgBz9zNQ7TZRZJvN9IX+/iz6xXb7wW7Jhnonmz6jbOtz0/W7oXbFRm/tSke7TdfPsi9k4z0Bqb2vdPMVsvU7Ngvdv7n7N2W3WRmky3QYY9slSZqU6nakC/R5pIZs+tyz6V6A7LufdIQ+427os4gP+tx6hz6j9CVdvxtqV2yka7t6IhPb3BvZeE9A9t5XPAz0z4LuP7H3T9tdCYIgCIIgCIIgCIIgCCLFUJCOIAiCIAiCIAiCIAiCIFIMBenSk3WpbkCaQZ9Hasimzz2b7gXIvvtJR+gz7oY+i/igz6136DNKX9L1u6F2xUa6tqsnMrHNvZGN9wRk733Fw0D/LOj+Ewhp0hEEQRAEQRAEQRAEQRBEiqFMOoIgCIIgCIIgCIIgCIJIMRSkIwiCIAiCIAiCIAiCIIgUQ0E6giAIgiAIgiAIgiAIgkgxFKQjCIIgCIIgCIIgCIIgiBRDQTqCIAiCIAiCIAiCIAiCSDEUpCMIgiAIgiAIgiAIgiCIFENBOoIgCIIgCIIgCIIgCIJIMRSkIwiCIAiCIAiCIAiCIIgUQ0E6giAIgiAIgiAIgiAIgkgxFKQjCIIgCIIgCIIgCIIgiBRDQTqCIAiCIAiCIAiCIAiCSDEUpCMIgiAIgiAIgiAIgiCIFENBOoIgCIIgCIIgCIIgCIJIMRSkIwiCIAiCIAiCIAiCIIgUQ0E6giAIgiAIgiAIgiAIgkgxWRmku+KKKyQA9EM/ifrpN8h26SeBP/0G2S39JPinXyC7pZ8E//QbZLv0k8CffoPsln4S/NMvkN3ST4J/TJGVQbrjx4+nugkEERdku0QmQnZLZCJkt0SmQrZLZCJkt0QmQnZLpIKsDNIRBEEQBEEQBEEQBEEQRCZBQTqCIAiCIAiCIAiCIAiCSDEUpCMIgiAIgiAIgiAIgiCIFENBOoIgCIIgCIIgCIIgCIJIMWkVpGOM3ccY+5Yx9g1j7FXGmJMx9gpjbHfXa88xxmypbidBEARBEARBEARBEARBJBJrqhsgwxgbDuBeAGWSJHkZY5sA3ADgFQBVXYdtAHA7gDWpaWVqEEUJLZ4AAqEw7FYLitx2CALj/q3QZUOrN4hAKAyX3YKQKCEYEpFjF9AZEBESJVgFhiKXHSd8QQTDIuwWAXYbgy8g6s4fDIbR1OFXva/FG1B+L8l1wGazIBQS0dThRzAswmYR/h977x8dx3XdeX5fVXU3uhug8YMA1yLAH5JJaHjOgjIa9iayrVGksVYT+9iTAaQ4IUSN4tAGaVsJ46Xk2bOzcfbsyVpitJr4BwmHJ3ZEk44jAc56Y0809shR5LE8VgBK5NlRSNGSSAKKQ4IgKBFAo7ur6u0f3a9QP15VVze6G43G/ZyjI3TVe/e9V+/77rtdBN5FV3MMmpZ/B5zJ6Li6mHXYuJEzkNUNtMRV3Egb1r3OZBTRaPmyDHpWRDiWlnTHHHfEo2hqqhtXURJu/Qq9EvWD8A+MAZwDJudQGEM8qiBt81nNTQrml0zHXALAlfkMDJNDVRgUBpgc0BSGjGFCZQyawqAoiscXVMJXhLVBfmn9kM3qmEvnkDM5DJMjqiqIRRQ0R1RcXczvuZrC0BRRsJQzoSgA5wycc0TU/J6ZzhnWPqooDLMLWZhmXvtKYZ3kTI6YpoBzQDcLWlcVLOkGVMYQURVrPeQMEybnUBUFKoN0PRBEuVTCD8ruGYaJa4tZay3FNAURLR+rMsYQVRlyBkeuoH+75rOGaa2/jckobmR1pLMGFAUwTcAwOTRVQSKqYCGTX2+qAqRz+XrNMRVZnSPrimnt/WSM1d16or2mMdj2hR+UXOfClz5ShZ4QYWik703lEPQOYD1QrfmvNwVpAOKMsRyABIB/4pz/UNxkjL0EoHu1OrcamCbHucs3sO/4BKbn0uhui+PY3gH0bmoBAMe9e3Z14eG7d2LkxCQ6m2N45N5eHBo7g9tv7sDwr27FgZOnrHKfu3sn9p+YtGweHurD48+ew8x8xrJvGCbOXpl3lDs6nMJXnnsNP3z1ivV558Ykzl9dwIit3OhwCrcWbLx2dcFj48LMO0hnTfyLza2ee72dybJe1AU9KwpSwrG0pOP8rHe+dnQk19yGk8sZUv3e2tVML+rqhExGx2tXF/CV517Dg7dvx6PjZ6S+5tMf2oaP3tbtmcsNcQ17jv3cuvbYYB+eevFNPPSB7ZY/E9cOfrjX8gWV8BVhbZBfWj9kszouXk/j6o0MDo0ta/kb/24A/6Rzxx55ZE8/fnD6LdzRu8mhe/tePDqcQiKq4kt/+4948PbteOrFN/HJD96Mzz9z2rHHy+oeHurDu1ubMPNOBgefPu1ZI/b1QBDlUgk/CMB774EBJJpU/NNc2qHxJ+/fjT/+T2fR2RLF5+7agf2FuFbc69oQwz9dX3LU+YuH3oe5hSyO/eQNzz5zZE8/TvzsIl58YxZH9vTjqz8+j5kbWc/aGh1OoberGb+4uuDoZz2tJ9prCKL2NNL3pnLQdRNnL9+QvgNYDy/qqjn/dfP0OOdvAfgTAJcA/BLA264XdBEADwB4dnV6uDrMLmStDRcApufS2Hd8ArMLWc+9wVSPtUhG7rzFCjD23XGz9YJOlBNiEjYPjZ3ByJ23OOxfmc94yu0/MYnBVI/j89XFrNWuuD5yYhJX5jO4upiV2njv1g7cvqNTem9mIVvxZ0WEYzYtn6/Z9Np7hn76vTKfWeWeEQLhHwZTPdYXJ8Dra4YGtkjnMqdzx7VHx89gMNXj8Gfimt0XVMJXhLVBfmn9MLOQxfS15ZcKQH6+35pb8uyRB06ewtDAFo/u7dodOTGJi7OL1voYTPXg88+c9uzxsrqHxs5AN2C9oBNlZOuBIMqlEn5Qeu9bE8jp3KPxg0+fxsidt+TjWFtcK+7lDHjqTF3L35PtMwdOnsK+O262fh5M9UjXlohp3f2sp/VEew1B1J5G+t5UDlfmM77vANYD1Zz/unlJxxhrA/BxANsB3AQgyRgbthU5AuAFzvlPfOp/ijE2wRibmJmZqX6Ha0RWN6yJF0zPpZHVDc+91njE+mz/WVWYbzm7zdZ4xGFfN3lgOfHZr5xumL73jMKfL0jrmbz4g5EQ9KzqmXrSru9cljknq0kjjaUeqYRuxRwV80luHybuu385wG7L7s/ENeELKuErwtpYq36pUammv9VNjkRU9cy37Nr0XNpX13btJqKqQ9OyPd6vrsLgW4Y0uPaop1hBUAk/6HcvSL9++pfVEevPr45a2EiK2Q6KiethPdXrXlOPuiWIYoTV7Xr/rpEzTN93AOuBas5/3bykA/CvALzJOZ/hnOcAfBfA7QDAGPtDAJ0A/sCvMuf8zzjnA5zzgc7Ozpp0uBZENRXdbXHrvMsZAAAgAElEQVTHte62OKKa6rl3PZ2zPtt/NkzuW85u83o657CvKSywnPjsV05TFd97qsKg+tUr89fyg55VPVNP2vWdyzX4pxKNNJZ6pBK6FXNUzCe5fZi4794D7bbs/kxcE76gEr4irI216pcalWr6W01hWMwanvmWXetui/vq2q7dxazh0LRsj/era3L4liENrj3qKVYQVMIP+t0L0q+f/mV1xPrzq2MUNpJitoNi4npYT/W619SjbgmiGGF1u96/a0RUxfcdwHqgmvNfT0/wEoBfYYwlGGMMwN0A/pEx9rsA/mcAv8U5Xx+vZW10JKM4tnfAEoA4Y6IjGfXcG5+cwuhwKv/34M+/jsNDffnyL7yBI3v6HeWOFsoJm4eH+jD6/OsO+13NMU+5o8MpjE9OOT5vTEStdsX10eEUuppj2JiISm28fHEWL56fkd7rTEYr/qyIcHTE5fPVEV97z9BPvyLhALH6CP8wPjmFxwb7fH3N2MQl6VxGNOa49thgH8Ynpxz+TFyz+4JK+IqwNsgvrR86k1F0t8etvRfIz/fmtibPHnlkTz/GJi55dG/X7uhwCls7Etb6GJ+cwhP37fbs8bK6h4f6oKnAk/fvlq4R0iBRCSrhB6X3HhhARGMejT95/26MPv96Po61xbXiXkSFp05Pe/6ebJ85sqcfx154w/p5fHJKurZETOvuZz2tJ9prCKL2NNL3pnLoao75vgNYD1Rz/hnn9fPrmIyxPwLwmwB0AC8jn8l1AcBFADcKxb7LOf8/guwMDAzwiYmJana1plQzu6teyMRSqeyuumFCa7zsrjX755B60G4jZSla59ld14RuKbsrIaEmD6ca/tae3dU08xlbg7O7MnAOR3bXpZxh7aN+2V11kyNqZXflUBmKZHfN/9l4vWWjbDDWhM+tNLXI7moW9F6L7K6myZEsZHfNuWLaBs3uui51W89QdtfQ1EWs0Ejfm8oh6B3AeqCM+Q+l27pSEOf8DwH8oetyXfVxNVAUhs4W+Rtp2T2/sm1J5+eb3AJy3QeASETF5raE49pmifA0TcFNrXHPdQCIxTRsjjnr2MW7oUlarSyCnhURjqYmTTrHaxGZfon6QuYfLFw+6V0SF1Pu/FbCV4S1QX5p/RCNatjk8w9NN5X5D1CkHaKeqYQflN1TFBWbZE5fEqsWoz2i+tZrLWELqXdfXu/9I9Yf6+GFYyN9byqHoHcA64Fqzf/6ec1JEARBEARBEARBEARBEHUKvaQjCIIgCIIgCIIgCIIgiFWGXtIRBEEQBEEQBEEQBEEQxCqzfv+AusaEOcy1WBm/JBGmacIoHDwtrl9LZ7GUyx8gnYgpWMpyZAsHVsc0BYrCrKQS9rZMk+PqQgZLOQMxVYFZOMg9oinQFIZ01rAOtzbM/GHUBudQGYOqMHDk3/wu6c62WuPeA4KL9TseVR31iNrQSAegNtJYgMZIQGCaHNfTWeR0EzmTW4d/6yZHS5NqJYtIRlVk9PzPEVXBxkTEOng/UjiYFsgnjgDyPgiAdci4puZ9Vs4wS/Ivpfrqejw8HGgMrdQj4oBkuw5FcgeRsImDYylrWofU25OdqKqCuXQG6az8YHtRNqIqaItHcH1Jd+z5by9lkc4t141qDEs5b9Insc7SWQMG52iKqNiYzK8Z0VfHvm77OawtSpJCFMO+XqIBScrsuoloCiIqsJDJ6zxeSPYkkqLYfbdpcryzlMVCZnntxDQFi1kDMU2xEqcoCkOTpiBn5pNBCDsbYsvJ1tzJ10QfAe+ayenO+NUeQ9f73kAQRGVptO8apZLN6phZyFYsCeRao1rzv36e4CpimhznLt/AvuMTmJ5LW2nReze1OAKUoDKy+6PDKfzNK9O4o3cTHh0/47j+5edeww9fvYJ7dnXhs3ftwIGTp6z7R/f0Q2HAp0+ccrS1o7MZ52fmse/4BDqbY3jk3l4cGlu2e3ioD48/ew4z85l8qntNwWe//bJ1/7HBPjz14pt46APbrXJH9vQjpjFcX8xhW0f+1N5zl2/gyR+dw4O3b/ftt2hv04YmbOtIUnBTI5aWdJyfXcD+E5PLehlOYUdHcs1tOI00FiCcH6l3TJPjwuwCbizlsJg18PzZy/jI7s04cPIUfjPVjTv/xSbsPzGJ22/uwPCvbrX81qc/tA0fva3bMZejwylsiGv4P7//Kg782nvAACxmDYfPevL+3fjj/3QWnS1RPHz3TozY6sv8S7m+Wvi+gx/urYv5aASt1CO6buLs5RsOHY0Op5CIqtj7jZfQ2RzDFz+2C4tZA9/86ZuePe6bD70PKoDLNzIOnX7zoffh+kIWB58+7dDu28koxv7hEr7+kwu4Z1cXHrn3Vsy46gqNz8xnrDkGgAuzC7j8zpKj7PHfeT8yuunQhX1ft/9czJZMT6Q7wo5svfhpzK2bI3v68dUfn8fMjaw0Ft20oQlb2hL45TtpXF/MYb8txj2ypx9/f/YKfuWWDseaEjbtMWZnSwyPP3vWipfd+4RszcjiX3cMXa97w1qh1GQDay3RANE4NNp3jVLJZnWcm/GOv7czuS5e1FVz/unPXWvA7ELW2rQBYHoujX3HJzC7kA1dRnZ/5MQkhga2WF8C7NcHUz0AgMFUj/VFV9zff/IUrtzIetq6Mp+x2hi58xYrKBJlDo2dwcidt2B6Lo2DT5/G3ELOcf/R8TMYTPU4yh04eQqqouLi7CJmF7LWOAZTPYH9Fu2JekRtmE1nLUcDFPRyYhKz6bU3B400FiCcH6l3ZheyuDi7iGsLORwaO4OhgS2Wf/p4//JLuH133OzwW0MDWzxzOXJiElmdYzDVg7mFnGXTXubg06cxcuctGEz1WF+8xD2ZfynXVwvfVy/z0QhaqUeuzGc8Oho5MYmLs4vWvil0KNvjpq+lcfFa2qPT6Wtp62WCuHbw6dOYvpbG0MAWAPm9fEpSV2jcPsdinbnLXpxd9OjCvl/bfy5mS6Yn0h1hR7Ze/DTm1s2Bk6fyftsnFr04u4gr8xlkdG69oLPX/Xh/t2dNCZt2O1PX0o542d1f2ZqRxb/uGFpcr7e9gSCIytJo3zVKZWZBPv6ZdeLvqjn/jf+Ksw7I6oY1eYLpuTSyuhG6jN99VWHS663xCACgNR6R3k9EVc813TCtsn71hF0/G6KevZzCgERUtcZiL+dn396G/TkR1UU3uXRedJOvUo/Kp5HGAoTzI/VOVjcsv+H2XyZfni+3X/PzcwqDx2e4y9h9kfue27+sxFcLn1YP89EIWqlHcrY9UmDfC+1ak+1xdu27r/vZVQu/eROkY/s9Mccym37tuPsdxpZMT6Q7wo7fepFprBzfrRsmFCa/b99PZDbtdhJYXr+lrE33NT1gvLQOCKIxabTvGqVC46/e+Ok36WpAVFPR3RZ3XOtuiyOqqaHL+N03TC69fj2dAwBcT+ek9xezhueapipWWb96wq6fDVHPXs7k+T9Di2qqNY5i9u1t2J8TUV00hUnnRVuDf6LRSGMBwvmReieqqVjMGljMGh7/pbDl+XL7NT8/Z/K8r7LbdJe5ns4F+sFS/HBQGdFGPcxHI2ilHonY9kiBfS8UWvTb4/x06qfdxawBoxDo2W27y9n3W7HPltKOvX5YWzI9ke4IO37rRaaxcny3Vjg3WXbfvp/I2rbbCYqXg9am+5oWMF5aBwTRmDTad41SofFXb/z0kq4GdCSjOLZ3wJpEcX6FOJA2TBnZ/dHhFMYmLuGxwT7P9fHJKQDA+OQUjuzpd9w/uqcfXS1RT1tdzTGrjdHnX8fhIafdw0N9GH3+detMjrZkxHH/scE+jE9OOcod2dMPwzSwtSOBjmTUGsf45FRgv0V7oh5RGzriURwdTjn1MpxCR3ztzUEjjQUI50fqnY5kFFs7EmhPRnB4qA9jE5cs//S9U9PWfB174Q2H3xqbuOSZy9HhFKIaw/jkFNqSEcumvcyT9+/G6POvY3xyCqOu+jL/Uq6vFr6vXuajEbRSj3Q1xzw6Gh1OYWtHwto3hQ5le1x3exxb2+MenXa357Xq1m53exxjE5cA5PfyHkldoXH7HIt15i67tSPh0YV9v7b/XMyWTE+kO8KObL34acytmyN7+vN+2ycW3dqRQFdzDDGN4agrxj2ypx/fOzXtWVPCpt1OT3vcES+7+ytbM7L41x1Di+v1tjcQBFFZGu27Rql0JuXj71wn/q6a8884b7xfRxwYGOATExOr3Q0Hq5Pd1YTKYGV3zRkm1NDZXU3EVFZSdldNYTBRieyu+X7XUXbXmnWgHrTbSFmKGmksQMmZE+tSt2GyuxomR8Inu6tumNBc2V0ZOJTQ2V2D/Qtld60LatLRcvytyFZp12Gx7K6GyaFKsruaQtu27K6ibGWzuwJNEaVC2V2XbVF2Vw916XNXE/t6iZSR3dU089mEgXxc6fbdobK7miYURtldA6g73a73xBGljh+o32dQ5bHURazQaN81SoWyu5Y8/6F0u36e4CqjKAydLbEVlZHd9yvf1dLkvJAI309PXTvJcHaKtRG630TNaWrSsLlBNpdGGgsQzo/UO4rC0J4MGEOAj7lJsunf1BqXlJQTxr9UwlfXA2uhj2sRTVOkmvM86wAddySbPPfbI6q0TmfE+SdyHc3h9khrnclsBvVVUj7Ilqws6Y4QSNeLj8bcumkLEbcqCkNrIobWkDGujDBxdVhNk/4JYv3RaN81SiUa1bB5Hb2Uc1Ot+ac/dyUIgiAIgiAIgiAIgiCIVYZe0hEEQRAEQRAEQRAEQRDEKlNXL+kYYwcZY/+dMfb/Mcb+kjHWxBjbzhj7OWPsF4yxv2KMrY+TCAmCIAiCIAiCIAiCIIh1Q938ATFjbDOAhwHs4pynGWNPA/gEgF8H8CTn/DuMsVEAnwRwdBW7WjFWesCyOJA3ZywnaeBgvofx2tuw140UDr/WNAW6bmJmPoNsIclEPKrgXbGodZBuU1SBYQA5w7QOSBSH7+YPZTegMoZkTEXWcCamAPKH72Z0AwxA/px3hkRUwUIm+BkUG6v70OGoyrCQMWDw/KHD9kOu1+rB1rXqd60OQK3FePx0TtQW2VybJs8nfWDccbi+OGy/OaZgoZDwJqIq6IhHcH0ph5zJYZgc8YiK9kTUSp6jm9xKYqMwwOT51Og5kyPmcyB4uXpbqz6EqCzufSkZU9EcdSZ0UhlgIn/APOd5nUdUBQoDIpoCDo5MNp9ERdjI6hxLuoGYqljJmRTXIfQAbMkcOJIxFYYJ5HQTEU1BTGOYX3Iepp81eOBB9n7JqUjnhIxKJESTlYtHVehGfg2oLJ9EhRcSmDHGkc7k14uqMERVxUpipikMipJPuPJOJmetjaaIivb4chwrEjqI9RnR8vbtCVk6Cwlh8onUise1pSaKcCZj8capK33uBEHUjvWeOILGX53x19sT1ADEGWM55FMd/BLAXQB+u3D/KQBfRAO8pDNNjnOXb2Df8QlMz6WtFO69m1pCbba6buLs5RsYOTFp1T+ypx8/OP0W/k1/D3o3tQCAtI33bEzi3JV5R93R4RR2dibx2syC4/rhoT50tsTw+LNnMXMjiy9+bBeyuomDT5+Wlvnhq1dwz64ufPauHThw8pSj3ZimYO83XrKuPTbYh6defBOfvWsHTvzsIl58Y1b6DIqNdUdnM87PzFvj9Gs/6JmEfe6rxUr1EpalJR3nZxew3/asjw6nsKMjWVGHW4vxyHQzOpzCrZta6EVdDZHO9QMDiGgMjz97Fg/evh2Pjp9x+IUXzl3GR2/rduhwdDgFwzTxmW+/bF37+gMp/L8vT+OO3k0eG0+9+CYe+sB2PP7sOXS2RPHw3TsdWihXb7Vai0R947cvtSZ0nPzZBdzRuwlPvfgmPnXHLfizF1736PzLn3gvkjEF76R1x356ZE8/vvrj85i5kcUj9/bi0JhX1wc/3IvmmIrpuTQOjZ1BZ3PMUfbTH9rmWT9izxT9OvjhXodmZboeHU7hy8+9hh++eoV0TjgI4wfD+kp7ObeWRYzZHNPQ3KRifsnAfltsJ+595cfn8eDt2/HUi2/i4bt3OvaKe3Z1efy/WEuf/ODNaE1ouLaQc7T59eEU4hEVe7/5km9cefx33o+MbjrGZ1+jfmvFNDkuzC7g8jtLjjbDrC/afwiivqjV96Z6hcZfvfHXzTdVzvlbAP4EwCXkX869DWASwHXOuV4oNg1g8+r0sLLMLmStTRYApufS2Hd8ArML2VD1r8xnrIBD1D9w8hSGBrZYdvzakNUdOTGJmYWs5/qhsTOYupbGYKoHI3fegmsLOesLhawMAAymeqxAxt7uxdlFx7VHx89YZffdcbPvMyg21ivzGcc4/doPeiZhn/tqUat+z6azlqMR7ew/MYnZdIXbqcF4/HR+ZT5TsTaI4kjn+lsTls8QLy7EvUfHz2BoYItHhyMnJnFtIee49ulvTWJoYIvUxmCqB4fGzmDkzlvy/stlr1y9rVUfQlQWv30pq3NLk4OpHvz+X70i1fnD33kZqqJ69tMDJ09Z+634Ai/uCZv7jk8go3PrvrusbP2IPdNuw65Zma5HTkxa+zrpnLATxg+G9ZX2cjLdHxo7g6vzWWiKar2gc98Ta0z4evteIfP/ouznnzkNVVE9bX76xCQuXlt02HDHlRdnFz3j81tf7vFenF30tBlmfdH+QxD1Ra2+N9UrNP7qjb9uXnEyxtoAfBzAdgDXATwD4N4S6n8KwKcAYMuWLdXoYkXJ6oY1oYLpuTSyuhGqfs4wpfVVhTnsyMroJi/peiKqIgHVcS2oTGs84lvGfU2UVQv/Aih7BsXG6r7v137QMwn73KtBGO2uVC9hCdJGJanFePx0oxtmxdpYz4T1uX5zLXxG0NqW1QlbVviB1njEuuYuU47earUWiepQqVjBz78ohbMc3Br0K+unXfGz7J67rtu+35oQ10V5u2b9dC36Ij6TzlePeopzw/jBsL7SXi4ofjR4cIxq17Z9r/CzKVtLbrtBNhJR+f4lW1/u8frVLba+1uL+U0+6JYiwhNVtrb431Ss0/uqNv25+kw7AvwLwJud8hnOeA/BdAB8A0MoYEy8TuwG8JavMOf8zzvkA53ygs7OzNj1eAVFNRXdb3HGtuy2OqKb61HASURVpfcPklh2/NjSFlXR9MWvgejqH6+kcFrNGYBkAuJ7O+ZZxXxNljYKYZc+g2Fjd9/3aD3omYZ97NQij3Vr1O0gblaQW4/HTjabWk9tbu4T1uX5zLXxG0NqW1QlbVtgWvqtSeqtHH0KEp1Kxgp9/MQvnzrk16FfWT7t+dcR1e113Wb814e6XXbN+uhb7uvhMOl896inODeMHw/pKe7mg+FFlwTGqXdv2vaKUteS2G2TDLx6WrS/3eP3qFltfa3H/qSfdEkRYwuq2Vt+b6hUaf/XGX0/fVi8B+BXGWIIxxgDcDeBVAH8HYKhQ5kEA31ul/lWUjmQUx/YOWBMrzpUQB9EWo6s5htHhlKP+kT39GJu4ZNnxa0NWd3Q4hc5k1HP98FAfetrjGJ+cwujzr6M9GcGT9+/2LQMA45NTOLKn39Pu1o6E49pjg31W2WMvvOH7DIqNtas55hinX/tBzyTsc18tatXvjngUR13P+uhwCh3xCrdTg/H46byrOVaxNojiSOf6gQHLZzw22OfxC2MTlzw6HB1OoT0ZcVz7+gMpjE1cktoYn5zC4aE+jD7/et5/ueyVq7e16kOIyuK3L0U1ZmlyfHIK//E3b5Pq/MufeC8M0/Dsp0f29Fv77eEhua7zZ7wy6767rGz9iD3TbsOuWZmuR4dT1r5OOifshPGDYX2lvZxM94eH+rCxOQrdNHDUFduJe2KNCV9v3ytk/l+UfeK+3TBMw9Pm14dT2NqecNhwx5VbOxKe8fmtL/d4t3YkPG2GWV+0/xBEfVGr7031Co2/euNnnNfPryMyxv4IwG8C0AG8DOB3kT+D7jsA2gvXhjnngYdKDQwM8ImJiSr3duVUKrurXsjEWk52V90woUmyu+YME0qR7K4iG6Mzu6sJlaFoFiwAUBjAS8zu6jdW/+yuQFNEWWl215r9c0CQdim7a+n46XydUBe6BUJmdxWZWV3ZXcXc2bO7mmYhY1+I7K66ySueqZKy61WdmjzMlcYKpWR3BefWb9nJsrvqhf10OburiZjKYHLA5NyTORKwZ3cFkjGFsruuPnXjc2tB9bO75uPJlWV3zceAYbO7moX16czuGi6uLT+7qzdOXelzL5G60+22L/ygJLsXvvSRcrtUl5Q6fqB+n0GVx1IXsQJlN6Xxlzj+ULqtqyfIOf9DAH/ouvwGgPevQneqjqIwdLaU/1s9mqbgptZ4YBm/NvzqapqCd0uuh+lnV0tT0TJ+dloTwfWKjVU2Tj+bK33uq0Wt+t3UpGFzDZxrLcYTZo0Q1Uc214rCis7Nu1xreFPMq8tSNFQpva1VH0JUFj//UrI2kuW1356MBdZ9V4muT6Zr0jnhRxg/GNZXluJT24rEiwDQrnnXRjlaXklcG4SisKLrN6gurUuCqB9q9b2pXqHxV2f86+ZXSgiCIAiCIAiCIAiCIAiiXqGXdARBEARBEARBEARBEASxytBLOoIgCIIgCIIgCIIgCIJYZdbvHxBXAdmhy29nskhnTeuw6GjhIOicYcLgHE2aCk1lSGcNKOLAc3BwzqyDcjWFIafnD6HmnOcP1TXzh9faf5YdZGu/lj8AN99ORGGIRfIHSXOTW7bDJG/IGSYitkP4xbgz+vIYMrqJuO1gd/cBt3Twev3SSIkjGu0w00Yaj2lyXF3I5A/9NgsH6msKohoDN/M+RC/4za7CId5+erH7puaYiozOPX7KXS6iKuhMRnF9Sff4yrCHoWd0AwwAYwDApIlJ3EltNCXv74tpXjyfpZwBleUT9LTGw/UPALJZHTMLea0If7+UM8nfVglZcqOswa19tS0ukist78ERTUFrvPhc2DXECntsPqZgyBkcHEAsYH8NSgBhL2vt34aZT8wSjzqSYNjH4j6E357Qwt52a5OGmYUsAA7OAc7z60WsGdkaDFoTFDfUB+XMhVgjDMtJVNRCgjLDZA5dRVQFumGCKQDnLJ88BXndWEkiAIABuonQvhywJ1zJJyASCRv8YtwwY16pNiutbVorBFE7Gik2Lwd7vKkp+X09Gl0/4y+2d5TL+nmCVcY0Oc5dvoF9xycwPZfOp5IfTsEwTXzm2y9b17757wZwfTGHg0+ftq4dHurD48+ew8x8Bk/evxsRTcFnbXXs1zqbY3jk3l4cGjvj+FmUPbZ3ADFNwd5vvGRdO/4770cmZ2LftyYcNt+ViOBP/vM5PHj7djw67rTRu6nFsaHruomzl29g5MSkY3y9Xc34xdUFx7jt4xkdTuHLz72GH756xbK9o7MZ52fmHXVkbRK1Z2lJx/nZBey3zfPR4RR2dCQruuHI1kulNVCrsdSKRhqPmP8nf+T1P3/6idvQ0qThd/7C6UvfFdfwW8d+7tGLaXLLN91+cweGf3UrDpw85ah766YWAPD4sKPDKXz/lWl8/ScXfP2nW5cy7T422IenXnwTD9+9E7duarE2Z1lZu3/007xfve62OOYzRtF1k83qODfj1EqYdonycO+P9+zqwmfv2mHp8J5dXXj47p0O7R0e6kMiquJ6Uw7bOpKBL6Zkenvh3GV8ZPdmh9b99lfZPtxbWBN++uxsieLhu3fiy8+95lmjbntC/wc/3OtYP/fs6sLn7t6Jr0hsiDrivrtvYdYE6Xh1KGcuxBqR6enocAoXZt7B9s4NGDkxacW23/zpm766eegD25GIqkhEVfz0/AxS2zc6/J2fL2+OqZieS3vi5vdsTOLclXlPjCv8edCYAe86KkWbldY2rRWCqB2NFJuXgyzePDqcQm9ncl28qPN7P2L/LlAu9OeuFWJ2IWttiAAwPZfGyIlJXFvIOa5Nzy1ZL+jEtUNjZzBy5y2Ynkvj4NOnMeeqY782cuctVnBh/1mU3Xd8AhdnFx3XLs4uWi/o7DbfmlvCYKrHCoDsNmYXso7xXZnPWAK0j+/KfMYzbvt4Rk5MYjDV47AtqyNrk6g9s+ms5WiB/NzsPzGJ2XRl50a2XiqtgVqNpVY00njE/Mv8z+995xW8Nbfk8TUZnUv1YvdN++642XppYa97ZT4j9WH7T0xiaGCLw6bbf7p1KdPuo+NnMJjqsdoKKmv3j36a96uX0XmodTOz4NVKmHaJ8nBrazDV49Ch0IZ7Pq4t5HBxdjFwLvz0NjSwxaN1v/1Vtg/PLmQD9Sn6LFujbntC/+71M5jqwX4fG6LOfp++hXkOpOPVoZy5EGtEpoX9Jybx3q0d1hoRsW2QbsT6mZ5bwl273u3xd36+PKNzadwcFOMWG/NKtVlpbdNaIYja0UixeTnI4s39JyYLv0Hf+BTbO1ZC47/irBFZ3bAmSDA9l0YiqjquJaKqtFxrPOJbx36tNR6x6tt/LqfNRFRFAvJ7Wd1wXMsZprScbvKi4xE/i89+ttxtErXHbz51k1e0Hb/1UkkN1GostaKRxiPmP6wPm55Lw/0LAEIv9ueiKkz+jAwTvPCz+55qM+zXtl2XftoVY9ENM1RZme1i9RQmH4PbRhi/TP62crj3NLeui+k8aC78tBCk9aC5F59Fm2H27zD2RDn7+hHXgmwE9S3McyAd155y5kKsET8tGDafFVY3Qmsml/s7v32klFhW+PNiY16JNiutbVorBFE7Gik2L4f1Pn7f9yO27wLlQr9JVyGimorutrjjWndbHItZ56a4mDWk5a6nc7517Neup3NWffvP5bS5mDV8bUQ1Z3ATURVpOU1hRccjfhaf/Wy52yRqj998ahX+Ewm/9VJJDdRqLLWikcYj5j+sD+tui8O93wu92P2JYXL5M1IVX79j2Az7tW3XpZ92xVg0VQlVVma7WD2TI9S6CeOXyd9WDre23LoO0vli4XxCP6nxk8AAACAASURBVPy0EKT1oLkXn6OaGqhP0We/vrvtiXL29RPGhl/fwj4H0nHtKWcuxBrx04Jq81lhdSPWj8Lk/s5vHykllhX+PGjMK9VmpbVNa4UgakcjxeblsN7H7/t+RF35KzZ6SVchOpJRHNs7YE2U+Jvk9mTEca27rQlP3r/bce3wUB9Gn38d3W35s+LaXHXs10aff906m8j+syh7bO8AtnYkHNe2diRw7IEBj83NbU0Yn5zCY4NeG+KAXUFXcwyjwynP+LqaY55x28czOpzC+OSUw7asjqxNovZ0xKM46prno8MpdMQrOzey9VJpDdRqLLWikcYj5l/mf/70E7dhc1uTx9fENCbVi903HXvhDRzZ0y/1UzIfdnQ4hbGJSw6bbv/p1qVMu48N9mF8cspqK6is3T/6ad6vXkxjodZNZ9KrlTDtEuXh1tb45JRDh0Ib7vloT0awtSMROBd+ehubuOTRut/+KtuHO5LRQH2KPsvWqNue0L97/YxPTuGojw1R56hP38I8B9Lx6lDOXIg1ItPC0eEUXr44a60REdsG6Uasn+62Jvz41V96/J2fL49pTBo3B8W4xca8Um1WWtu0VgiidjRSbF4Osnjz6HAKnevE3xTbO1YC47zxfh1xYGCAT0xM1LzdoOyupsmhebK7Ak2aIsnuikIWtPrM7qobJjRJdld75rmsXsgO1xjZXWvWsdXSrh3K7lq/lDieutZtmOyuRsFvhs3uqhsmkoXsrm4/5S6nVSC7q/jzIYUBvGrZXU2oDOstu2tNOldJf1vL7K4qQyHzcT67K4DA/bX07K4cTRGlotldRUZPjvzkijXTYNld69rnVpLaZXdl4BxWdleFAUbFsrsCTRHFk91VtncUG/Maz+5ad7rd9oUflGT3wpc+Um6X6pJSxw/U7zOo8ljqIlZotO8apULZXYP3DgmhdLt+nmANUBSGzhbnm9MOrQlIhqgcpkwJuPsBAF0tTSuyqWkKbmqNe67Lxl2sL8XqEKtHU5OGzTXYXGqhgVqNpVY00ngUhZXsk/z04uebwpTrjHj/BKiYLkvRrrRsCH8f9HzCtB2Nati8joKk1SaMBsvdg0v1lbLyfvXL2b+DrsvuFXsusjUog+KG+qGcuQizRlYyv2F9eXsyJvXBxfoXNOaVarPS2qa1QhC1o5Fi83JY7/Fm2O8gpUJ/7koQBEEQBEEQBEEQBEEQqwy9pCMIgiAIgiAIgiAIgiCIVYZe0hEEQRAEQRAEQRAEQRDEKlNXL+kYY72MsVds/73DGPt9xthtjLH/Vrg2wRh7/2r3lSAIgiAIgiAIgiAIgiAqRV2d8sc5PwfgNgBgjKkA3gLw1wCOAfgjzvnfMsZ+HcDjAO5crX6GQZaNzeAAYxymCTAGAAxNEYZ0Np/FUFEY4hEFWZ0jV8gQF1EZdNOZeRVYzliVjKlYzJrIGSYiPtkK7dmnRIZXlTErW6AsO5Xoc0RToJveDLBB2eLciKwnoo/Fsp6UmuVqDWR8W1NQdtf6pRHGI+ZdZIyMqAxZ3YRucsQjhWzVhglNYVAVBrWQNdIwCtmTbNmjri/pSOeMvK8slFcUZmW8ZmzZx+azYRb3P7mc4WinqzmGiOtAcitLYcGfB2W0KtX/2evNzGeQLewF8aiCtngMpsnLskdUlqB5tWsooiqIaQy6kc9omTNNaIxBU5V8XVfGX/feas8K6963TZNbmSoVBQBnyBkmFGU5e+yGmNee+NwUVZDNceRMEypjVlwixqLrJt5eyiKTy68fVclnf1UVBaoKLGQMxFQFZiH7ZqmxgYD28LXHSuI0oTsODpUxGCZHruBD41EVG2J5zRumCV6IlyOqgkxhn9Bs2ZM1FYAJZE2ezwauMDRFFKgKs3QrtBtVFbQ2abi6mEPOMBEv+PWcYXq0G9EURFWGhYwBg3M0RVS0x6O+a7Faz40giPqnEWLzlUDjr8746/kJ3g3gdc75RcYYB7ChcP1dAP5p9bpVHNPkOHf5BvYdn8D0XBrdbXE8NtiHp158Ew/evt3x/4fv3okvP/cafvjqFdyzqwufu2sH9p88hem5NO7Z1YXP3rUDBwqfu9viOLZ3ADFNwd5vvITbb+7A8K9uddw/OpzC91+Zxtd/csEq37upBQA8fTo81IdNG5qwrSMpvf/EfbvRFFHwtb/7BR68fTseHT9j3RsdTln9trfjDjZ03cTZyzcwcmLSUffWTS3SL5ayZ+dnu5zyRDBLSzrOzy5gv22+jg6nsKMjWVGHW4t5q9VYakUjjEfM+5M/OocHb9+OF85dxkd2b8aBk6fQ2RzDI/f24tDYGY/f/A8f3YXrad0z9q/YfNDhoT68u7UJs/NZ/N53XsH0XBqf/tA2fPS2bke9IP+Tyxk4e2Xe086tXc3Wizrh07783Gsev3h0OIXezqT1oq5U/yeQ1Ts81IfuNgNvp/WS7RGVJWheOeceDX3tt9+LnMHx+3/1imM+H3/2HGbmM9bPnS1RPHz3To/dL7t0vmlDE7a0JXBpbhGX31nCN3/6Jj75wZvx+WdOO+wnoiqSMQ2PP3vWijGE/aD19vDdO7GzM4l/ns/g7cWcFZPYy3z6X96Cv3ppCr/Rv9lhI2xsIKA9fO2xkjhN6O6bP30TB37tPcjpJg4+vazbJ+/fjbZkFI8/exaf/ODN+PP/+gb+4J6dyOrcGevu6cfkhVl8YEcnrs5nHRp88v7d6NoQw1XbXiDWxMaWGMb+4RJeunDdo3+7dmXxt99a3NaRDKVV0jpBNB6NEJuvBBp/9cZfz1H9JwD8ZeHn3wdwmDE2BeBPAPz7VetVCGYXstYmDADTc2k8On4Gg6kez/9HTkxiMNUDABhM9VjBsPh8wPZ5ei6NfccncHF2Mf/zHTd77u8/MYmhgS2O8rMLWWmfDo2dwcXZRd/7n3/mNK4t5Kz+2u/Z+21vx82V+Yz1hcNe98p8JvSz87NdTnkimNl01nI0wLKmZtOVfZ61mLdajaVWNMJ4xLwLnzI0sMXyYSN33mJ9YQKcfjOjc+nY7T7o0NgZ6AasL2UAMDSwxVMvyP9cmc9I27GXFz5N5hf3n5jEjE3Dpfq/oHqHxs4go/Oy7BGVJWheZRq6tpCzXtCJa4fGzmDkzlscP4uYIGivFfv2lfkMLs4u4tBYfo2IF3T2ctcWcpi6lnbEGMJ+0HobKeg4q3NHTGIv83vfeQX77rjZYyNsbCCgPXztsZI4TehuMNWDuYWc9YJO2Dn49GlLs59/5jQGUz3QFNUb6548hbt2vRvTc0seDR58+jRyrr1ArInpa2kMDWyR6t8dj7vb9FuLYbVKWieIxqMRYvOVQOOv3vjr8iUdYywK4GMAnilc2g/gIOe8B8BBAH8uqfOpwnl1EzMzM7XrrISsbliTJZieS6M1HvH9PwDrs8D9WdhJRPO/0aEqTHpftf2L3PRcGlnd8O1TIqoWve/XD9FveztucoYprasbpqcs4P/sZLbLKV+P1JN2dZPL58vkFW2nFvNWq7HUinobTzm6FfMufIrdhwX5GYUhlA9yl/PzkX7+J8wzFj7Nr7+ysmHbL1bP7zkUs0csUwl/GzSvMg0lomqgfsXPYffaRFSFbpiW3aBYQezhgHONBbUldBy07tzrN6i/QX69EfbwWlEvscJK4jR73Ou3LuxxZ5D/55z72vCrk4iqUBVWdK2VshbDanW9ar1edEsQpRBWt/UWm9caGn/1xl+XL+kA/GsApzjnlwufHwTw3cLPzwDwJI7gnP8Z53yAcz7Q2dlZo27KiWoqutvijmvdbXFcT+d8/w/A+ixwfxZ2FrP5Dd0wufS+YRNGd1scUU317dNi4RycoPt+/RD9trfjJqIq0rqaKpeeXz9ktsspX4/Uk3Y1hcnnq8J/ilGLeavVWGpFvY2nHN2KeRc+xe7DgvyMyRHKB7nL+flIP/8T5hkLn+bXX1nZsO0Xq+f3HIrZI5aphL8NmleZhhazRqB+xc9h99rFrAFNVSy7QbGC2MMB5xoLakvoOGjduddvUH+D/Hoj7OG1ol5ihZXEafa4129d2OPOIP/PGPO14VdnMWvAMHnRtVbKWgyr1fWq9XrRLUGUQljd1ltsXmto/NUbf71G9r+F5T91BfJn0P3Lws93AThf8x6VQEcyimN7B6xJE+e4jE9Oef4/OpzC+OQUAGB8cgpH9/Rb9cYnp3DE9lmcX7G1I5H/+YU3PPePDqcwNnHJUb4jGZX26fBQH7Z2JHzvP3HfbrQnI1Z/7ffs/ba346arOYbR4ZSnbldzLPSz87NdTnkimI54FEdd83V0OIWOeGWfZy3mrVZjqRWNMB4x78KnjE1csnzY6POvF85d8/rNmMakY7f7oMNDfdBU4E8/cZtVbmzikqdekP/pao5J27GXFz5N5hePDqfQadNwqf4vqN7hoT7ENFaWPaKyBM2rTEPtyQj+42/e5pnP0edfd/wsYoKgvVbs213NMWztSODwUH6NPHHfbo/99mQEPe1xR4wh7Aett9GCjqMac8Qk9jJ/+onbcOyFNzw2wsYGAtrD1x4ridOE7sYnp9CWjODJ+526ffL+3ZZmn7hvN8Ynp6CbhjfW3dOPH7/6S3S3NXk0+OT9uxFx7QViTXS3xzE2cUmqf3c87m7Tby2G1SppnSAaj0aIzVcCjb9642ec19evIzLGkgAuAbiZc/524doHAfwp8okulgAc4JxP+tkYGBjgExMTteiuL8WyuyoM4BXM7qobJrTQ2V1NqAw1z+4q+rgGs7vW7J8D6kG7lN21filxPHWpW3d216jKrKx9IrurXvB/msKgFMnuupQzrGyWQdldDZOH8j/lZHc1CtkDg7K7hvV/9nozheyhiiS7a6n21hg10e5K/G3QvFYnu6t333Zmd2VAwb7CysvuKuKS8NldTcRURtldl6lLn1sNKpHdFeBQCtldhb6c2V3zsWdwdlcGmBxZk8Ms2HBndxXxtT27q26YaAqd3RVoiii27K7yGLoaz61G1J1ut33hByXZvfClj5Tbpbqk1PED9fsMqjyWuogVGu27RqnQ+Esefyjd1t0T5JwvAOhwXfuvAFKr06PyUBSGzpaQv92QLN2+3XZrwnUvIv/VeUVh6Gpp8rVZUp9dfQhC0xTc1BovXrDMfpRangimqUnD5ho411rMW63GUisaYTzlzruiqNjc5nR2XdGQz6IEHxuJeNtxU4pPK9X/2eu9W1JPUVhZ9ojKEjSvYTTkwaZR9/rw27cVhaE9GSuqb7e9Uvbujmb/mKHDp91S1zft4WuPasdpQbHqSrkpYN9w99EdX6+0X6T1+qGRXoQRq0sjxOYrgcZfnfE33D+/EwRBEARBEARBEARBEMRag17SEQRBEARBEARBEARBEMQqQy/pCIIgCIIgCIIgCIIgCGKVWb9/QFxhTJPj7aUMFjMmGAM4BwzOoSkKElHFcYCt/bBakaBBHI4OwHGobGuThpmFLHKGCU1hSMZUbGjyHjQrO5Q3Jzl8XXZArfsg29YmLX94rpE/bD2qKtgYkJBCHKCdM0xEJAeZ1+lBuWuOWj3HRjoANJPRcXVxeSwbE1HEYmtzLEBjzI047H4payBXGEc8qiKpqY65imkKNsQ0vJ0xkNUNxKMqdINjSTegMuY5QN+ejMIoHJ5fzsHeYcfgTrJj97Fun5iIKljIlLZulxP9OMcLIJQfKOaXw1AJG42MbO+cWcgC4OA8HwcohWQLGd1EPKIiqonD6DmaNLWQgMGr6TDtiaQSmZyRTxahMeiGM9FUJbRvb9d5oH5+DJq6nPhC1mbQ3mW/F4+q4OBYypowOc8nqGAAUxhiGsP8kmEl4yAtrh5uf+vWm1svmsKQ071lAfgmK8vpJpoiCjKFRGpaIXnOfMZAU0TFxmTMqm+a+VhaxKzxiAqDc2T1vN9KxhQsZU3kTA6Tc099WVIVpZBIJWOYaGlSkc5y8oMEQUhphNh8JWSzOmYWso7Ebu4kao1MteZ//TzBKmKaHG9dX8TcYg5f/fF5PHj7djw6fgbTc2krVXxEY/jdpybR2RzDI/f24tDY8v3HBvvw1Itv4uCHexHTFOz9xkuYnkvj0x/aho/e1o39Jyatskf29KMtoWNza8IR5J67fAP7jk8Utd+7qcURQNvrTs+lcc+uLjxy762YuZFx2BgdTuFvXpnG139ywUob37upBabJcfbyDYzY+jg6nMKtm1qgaYrHvr0uvagLT62e49KSjvOzCw7NHR1OYUdHcs1tOJmMjteueseyc2NyTb6oa4S5MU2OC7MLmJ3P4ODTp61xfO23+5GIqXjom//g8HULiQi+/bMLeOnCdfyvv36ro87hoT5s2tCELW0JnJ+Zx5M/OufxvaLMto5kxdaJbC3afex7NiZx7sq8wyce2dOPEz+7iBffmA21bmVtHB7qQ3dbHPMZo6gf0HUz0C+HoRI2Ghn3HIn9+ivPvSbV4ePPnkNnSxSfu2sH9p885bk3M58J1Ktsr3747p0enX31x+fxw1evVGyPkLX72bt24IDPGNxtBu1dAByxyxc/tguLWcMTv5z/57eR2r7R4ftIi6uDmE+Zvz22dwA7OptxfmbeMd9f++33Yiln4vPPLPvv47/zfmR001Huift2oymi4DPfflkayx4dTuH5f7yMv5qcxrEHBhCLKPjS3/4jPnfXDsxndBwaOyOtNzqcgmGa+My3X17ua6G+iLdl6+nwUB8m3ryGf3lrl0PvpD2CIASNEJuvhGxWx7kZ7/h7O5Pr4kVdNeefdpgKMLuQRUbnOHDyFAZTPVbQAgDTc2nsP3kKmqJiei6NkTtvsYIHcf/R8TMYTPVg3/EJXJxdtO4NDWyxJl2UPXDyFDJ6/l8p7e2LQKeYfXs9d10AGEz1YOpa2mNj5MQkhga2WJ+FrSvzGSuosZe9Mp+R2rfXJcJTq+c4m856NLf/xCRm02tvvq4uysdydXHtjQVojLmZXcji4uyi9bINyI/jM98+helraY+vy+kcQwNbMHLnLZ46h8bO4OLsIq7MZ7Dv+ITU94oylVwnsrVo97Eyn3jg5Cnsu+Pm0OtW1sahsTPI6DyUHyjml8NQCRuNjHuOxH7tp8ORO2/BYKrHekHnvldMr7K9WqazwVSP9bkSe4Ss3QMBY3C3GbR3uWOXaws5afxy1653e3wfaXF1EHMm07nwf+75vraQs17QiWsXZxc95T7/zGlcW8j5xrL7T0zi4/3d+ba+lY+XB1M9uDqftcrK6o2cmLTsWn39ljPelq2nQ2Nn8PH+bo/eSXsEQQgaITZfCTML8vHPrJPv+dWc/8Z/xVkD8r8an5+Y1njEmijB9Fwa4h+y/e6L64moal1XFeZrK6sbjvZFuWL27fXcdUV9UcdtQ7X9a7ywpZtcWlY3TKl9e10iPLV6jr7zafKKtlMLGmksQGOMJ6sbSERV6Tjsvk9cUxgAxnz9WiKqImeYgb43EVUruk781qJo32+ehP8Ms2792hD7jPu62554Ju5ywi+HoRI2Ghn3HIn9OmgPFj8H3fPTq2yvDrIlPq9U+6W2626z2N5lj13sn+1lTR4cZxC1Q8ynnw5kfkPm84vtA372OeeOsgmo1uegerL9xX4tqD3SHkEQfjRCbL4SaPzVG3/Ff5OOMaYwxm6vtN16JqqpMDnQ3RbH9XQO3W1xx/3utjjEXPndF9cXs8vBrWFyX1tRbTm4iGqqVa6YfXs9d11RfzFrSG0YNsEJWxFVkZbVVEVq316XCE+tnqOmMPl8rsE/TW6ksQCNMZ6opvr6F7vvE9dMnveDfn5tMWtYPiioTCXXid9aFO37zZPwn2HWrV8bYp9xX3fbK+aXw1AJG42Me47Efh20BwfdEz/76VW2VwfZEp9Xqv1S23W3GbR3uWMXP9+gMB/fR1qsOWLO/HQg8xuyeS22D/jZZ4w5yrp1E7QPBF0Lao+0RxCEH40Qm68EGn/1xl/xXYZzbgL4WqXt1jMdyShiGsORPf0Yn5zCY4N91oR1t+XPpNPNfBAx+vzr1tlC4v5jg30Yn5zCsb0D2NqRsO6NTVzC0eGUo+yRPf2Iacw6dFe0f2zvQCj79nruugAwPjmFnva4x8bocApjE5esz8JWV3MMo64+jg6n0NUck9q31yXCU6vn2BGPejR3dDiFjvjam6+NCflYNibW3liAxpibjmQUWzsSePL+3Y5xfO23+9HdHvf4uojGMDZxCaPPv+6pc3ioD1s7EuhqjuHY3gGp7xVlKrlOZGvR7mNlPvHInn4ce+GN0OtW1sbhoT7ENBbKDxTzy2GohI1Gxj1HYr/20+Ho869jfHIKR/f0S+8V06tsr5bpbHxyyvpciT1C1u6RgDG42wzau9yxS3syIo1ffvzqLz2+j7S4Oog5k+lc+D/3fLcnI3jiPqf/3tqR8JR74r7daE9GfGPZo8MpfO/UdL6tB/Lx8vjkFDY2R62ysnqjwynLrtXXB5zxtmw9HR7qw/dOTXv0TtojCELQCLH5SuhMysffuU6+51dz/pn41fFKwhj7EwA/A/BdXo0GijAwMMAnJiZq2iZld81AN0xojZndtWadDdIuZXctnXWe3bUudOvGnt1VNznUkrO7mlAZimR35VBcZSpJ2OyuwieuLLurc7xAadld/fxyGCpho0xqot2Vxgp+2V0ZOEwOcMDKEpnVTTQ5srsCTZpSyO7q1XSY9pazu5pQRGZMg9cwu2t+DNXJ7pr/E+I1lt21Ln1upVnd7K75637ZXc1CjG3wvA1txdldOVqaFKSzfDX8YK2oO91u+8IPSrJ74UsfKbkvpbZRbjvlUE7fSqWex1JC3+oiVmik703lQNldS57/ULqt1hP8NIA/AKAzxpYKneGc8w1Vam/VURSGtkQT2hIrt9XZ4vwXupta4z4lne2764VFVrcr4v0TmU7JNQDQNCWwjyvpG7FMrZ5jU5OGzQ2yucRiGjav4ZdybhphbhSFoT0ZA5Lee7K56gyx0dfaxxRrT+YTW0vcGxSFoaulSXovzFiL+eUwVMJGIyPTQZjn5dZCh2QthG3PTyOVRNauR88BYwhaL9J7PrbeRVKsC4r5v1L8cal+u92ljbD1/bTjru9nrxKxPUEQjUkjxOYrIRrVsHkdvZRzU635r8oT5Zy3VMMuQRAEQRAEQRAEQRAEQTQiVXvtyRhrA7ADgPXPvJzzF6rVHkEQBEEQBEEQBEEQBEGsVapyqAJj7HcBvADgPwP4o8L/v1ikTi9j7BXbf+8wxn6/cO9zjLGzjLH/zhh7vBp9JgiCIAiCIAiCIAiCIIjVolq/Sfd7AN4H4L9xzn+NMXYrgD8OqsA5PwfgNgBgjKkA3gLw14yxXwPwcQC7OecZxlhXlfpcFNnBiJqmeg7ITWfzh+A2RRjSWdM66DhWODBaU5XCYchATufW/Y2JCK4u5pAzTMfByOLwboCDFw6jjrkO3hUH+JqcgwFgDNCU/DtYzvOHWOdMEyrLH9LeEl1OSBHVFKiMQTdNj/2gA6Dt412jCSEICY10AGojjQVorPFYSQkKfqkpomCpkGBHUxiimpL3R5wjoinWgfIG52jSVMdh9fYEO8J3KgrzPRQ8yF+FSdBiT6ggS86TyxmFsXE0aQoYYwVfW2LiiPkM0jkDqsIQVRW0J6LgnFu2NYWhqzmGiOS8UHsfgsoR5SESoKSzRl6TERXt8Sjm0jlbAhMTSmHPbY1HYZr5uRMH4cc0Jb8vK/mD8O268EtK4Y4PivVRtl/Hoyp0k4ObztigKVJIciVZY27dypJVZQt967QlmmKMIaoyZAsJLSJqvs/pnOEpa08oMJfOIJ1dTl7VWRhvAySiamj8/JaiMOt6TFNgFuLVqE2XEVWBbuR9vKrk42SDw0oeIhKWmIWkbBGVIaObtgRECt4Vi+KdTM5al8mYCsMAMiIZhAKoLJ/sJKubYABytqRunc2xiuvJT7PuBESMcZhm9RIeEQRRHRopNi+H9T7+aiXOqNYTXOKcL+U3HRbjnJ9ljPWWUP9uAK9zzi8yxg4D+BLnPAMAnPMrVelxEbJZHedmFrD/xCSm59JWit1NG6L4t0d+Zl07PNSHx589h/dva8VHb+t2lD+ypx8nfnYRL74xiz9/MIWszrH/5CmHve+/Mo2v/+SCleZ9Z2cSr80s4MvPvYYHb9+OR8fPWOWP7R1ATFPwpb/9R8+9J+7bjaaIgq/93S/wyQ/ejM8/c9q69+T9u9GajOKhb/6D41pEU/DZb7/ssN+7qcWRhe3c5RvYd3zCM96Z+YynPLH2WFrScX7Wq/MdHck153AbaSxAY41H102cvXwDI4Wx3LOrC5+7e6fHX8Y0Bt0ENAW4tpDDobEzUt9zdDiFrzz3Gn746hV0t8XxFw+9DzmdY9+3Jiz7D9+902pP5t8AuY9zl3P3vbstjscG+/DUi2/i4Id7cUtHwtorOptjeOTeXke/w/hJ0+Q49883rP6L8RobE7g6n/No4NauZscLuFzOwNkr80XLEeVhmhwXZhdw+Z0lx9yODqfwN69M447eTY79+PBQH7ZtTGB2PufQzZE9/YhqDP/3D1/DwQ/3Wrpw6/DTH9rmiSdGh1O4dVOL74s6v/36r0+9hd/o34xv/vRNR2xwz64ufPauHThgi0n89ne7bbfG/dbyV3983lqfwm5nS9RT9tjeATTHVEzPpT3PtrerGb+4uhC4PonVw89vvdMSQ0xT8FvHfi71iXZd2q8Lv/rg7dvxwrnL+MjuzQ59Ht3Tj6+4dNXZEsNCRsdnvv2ytC1hc9+HbkZLXMOca1859kAKvf/DhorpyW9P2dHZjPMz847rom8PfWA7Nm1owraOJOmaIOqcRorNy2G9j9/v/VBvZ3LFL+qqlUN8mjHWCuD/AfAjxtj3AFwsof4nAPxl4eedAD7EGPs5Y+zvGWPvq3BfQzGzkLUmAACm59LYf2ISWZ07rh0aO4ORO2/B0MAWT/kDjPpUFwAAIABJREFUJ09h3x03Y3ouDVVRrRd0dntDA1uszyMnJjGzkMXIiUkMpnqsoF/c33d8AhdnF6X3Pv/MaVxbyGEw1WMF4eLewadPY/pa2nNtbiHnsT+7kLWewexC1goo3OOVlSfWHrNpuc5n02tvXhtpLEBjjefKfMZ6WQEAg6keqb9UFRVX3slAVVTri5S4b/c9+ws+Utybupa2vigK+yMu+zJ/JfNx7nLuvk/PpfHo+BkMpnqw7/iEY68YufMWT7/D+MnZhayj/2K8ugGpBvK/ae18vmHKEeUxu5DFxdlFz9yOFPZw934s5s6tmwMnT0FTVEs7QhduHcriiZEi8+m3X++742YcGjvjiQ0GUz3WCxB7edn+brft1rjfWravT2FXVnbf8QlkdC59tlfmM0XXJ7F6+PmtqWtpZAqxsswn2nUp86uPjp/B0MAWjz73S3Q1dS2Na4VYVtaWsHnw6dPQJPvKvm9NVlRPfnuKTMuib4fGzuDi7CLpmiDWAI0Um5fDeh+/3/uhmQr472pld/2Nwo9fZIz9HYB3AXg2TF3GWBTAxwD8+8IlDUA7gF9B/k9on2aM3cw55656nwLwKQDYsmXLisfgRjeXX8YJpufSMEzuudYaj0BVmLS8WvhXMYUh8L74LNptjUek5RNRFQmoZd0Lcy2rG9bnrG5IbbXGI9LyRDiqrd1S8NO57tL5WqCRxgLU33hWotucYTrG4uffFAYkoqqvv7T7HvEzkK8Txr7bX/n5OHs5d9/t7dt9dintuvHrh8HDaaDetFJPVMLfZnXDozFgeQ8vZe4UtqwToQv3/PvZ1A0zsI9B/XNr00+rsv3dbrtUOzK7smfip99y1lOjUE+xggw/zQkfDvjrw0/jonzQfXdbgiAtBumsknryeybF9pFEVG0YXde7bglCRljdrvd4i8ZfvfFX6zfpwBj7IGPsIc753wP4GYDNIav+awCnOOeXC5+nAXyX53kJgAlgo7sS5/zPOOcDnPOBzs7OSgzBgaYwdLfFHde62+KOl2ri2vV0DobJpeXFSz2TI/C++CzavZ7OScsvZo2y74W5FtWWA56opkptXU/npOWJcFRbu6Xgp3NtDf7JRSONBai/8axEtxFVcYzFz0+ZHFjMGr7+0u57xM9Avk4Y+25/5efj7OXcfbe3b/fZpbTrxq8fKgungXrTSj1RCX8b1VSPxoDlPbyUuTP5sk6ELtzz72dTU/1DOD8NCVtubfppVba/222Xasf+OWjd++m3nPXUKNRTrCDDT3PChwP++vDTuCgfdN/dlohlg7QYpLNK6snvmRTbRxYLZ0E2AvWuW4KQEVa36z3eovFXb/zVyu76hwAexfJvw0UAnAhZ/bew/KeuQP5PZn+tYHcngCiAq5XpaXg6k1EcHU5ZEyH+5jiqMce1w0N9GH3+dYxNXPKUP7KnH8deeKMQcBg4uqffY29s4pL1eXQ4hc5kFKPDKYxPTuGxwT5H+WN7B7C1IyG998R9u9GejGB8cgpP3Lfbce/J+3ejuz3uudaWjHjsi0OcAaAjGcWxvQPS8crKE2uPjrhc5x3xtTevjTQWoLHG09Ucw6htLOOTU1J/aZgGujbEYJgGDg/1+fqeowUfKe71tMdx7IEBh/1Rl32Zv5L5OHc5d9+72/JnCY1PTuHY3gHHXjH6/Ouefofxkx3JqKP/YryaCqkGuppjnucbphxRHh3JKLZ2JDxzO1rYw937sZg7t26O7OmHbhqWdoQu3DqUxROjRebTb78+9sIbODzU54kNxiencMQVk/jt73bbbo37rWX7+hR2ZWXzZ+0y6bPtao4VXZ/E6uHnt3ra44gVYmWZT7TrUuZXHxvsw9jEJY8+j0p01dMeR3shlpW1JWw+ef9u6JJ95dgDqYrqyW9PkWlZ9O3wUB+2diRI1wSxBmik2Lwc1vv4/d4PdVbAfzPXX41WBMbYKwDei/xvxL23cO0M57yvSL0kgEsAbuacv124FgXwDeQzv2YB/C+c8x8H2RkYGOATExMrH4iLcrO7GiaHJs3uypDTl++L7K66YUKTZHdl4Na/RtqzoMmyuyoMUENkd9UNE5FCdlfDND32KbsrAKBmg6qWdkuhkbL0NNJYgJLHU9e6LT+7K9CkKdLsrnbf2SjZXZdyBpT1l921Jtpdib91ZncFmiKKJLsrh8JQJLtrPjNl2Oyu7vigWB/Ly+7qXWNhsrvmCn0Lk911KWd4ysqyu5pmvs4aye5a1z63Fvj5LZHddSlnIFrI7ip8uze7a/5PvP2zu+Z/e0FkdzVMDkWa3RVIxpRCdlcTCgMUhUFlzJPd1TQ5Yque3TVfdhWyu9adbrd94Qcl2b3wpY+U3JdS2yi3nXIop2+lUs9jKaFvdRErNNp3jVJZ7+MvI7trKN1W6wlmOeecMcYB6+VbUTjnCwA6XNeyAIYr38XSiUY1bJY89M4W179mJ31+BtDRHNzGTRL7mqbgpta4pLRP+yEJsumHorDg8RJrnqYmDZsbxLk20liAxhpPMb8mxe1rbJ9ltty+KoyvlPo4F8X6Homo2NyWKNpWsX50bWiS3gtjuxJ9IPxRFIb2ZMyjySDtKAoLrXmZDktdLxXZr33KF1snnSW8EJaV7Ug2SdsOsz6J1SPIb/ldBxBal60hXFq75l2Xq4mfZknLBNEYNFJsXg7rffx+74dWSrXOpHuaMfZ1AK2MsX0A/guAY1VqiyAIgiAIgiAIgiAIgiDWNFX7TTrkX8y9A6AXwP/OOf9RldoiCIIgCIIgCIIgiLqhFn+6ShBE41Gt36TrAvB/AdiK/Mu6/1KldgiCIAiCIAiCIAiCIAhizVOV36TjnP9vjLH/AOAeAA8B+Cpj7GkAf845f70abdaCoKQJG6Iqri7mDw2MqgoUBizpJiKFhBFLufyh4e+Kqdbhgk2aAo78gbYRW+KInJH/nIgqWMgsH/Kc001PW5qSP+x5PmNIbYQ5XFocgl5KHffzqMMDnIkyaaQDQBtpLEDjjQfwJjiIRxUYJvMcrq0qHOmsKU3ck9ENMACMAQDz9WGV8lnCZwrf7j4s1n6IbJOmQFUZMjkTBudoiqieJAEywhw2HjSGcv16mD4Q8mcDIPB5iToisQTnPNRzdR8wr6mArnPohQPzIwpDRFMch82LxBZLWcNRjjEGzjkURUFbPIJ3MjnouomsyWEUkjREVQYO5xq8upA/9F8kn/I72N5vjCLxxUr0GKYd0edK6J8ojnsdhE3QA3gP2+6IR3FtaTl+7YhHHLHuxkQUs2l5fOu2tTERxTtZw+qHO25237f3060dd1wtS3YStH5Ji0Q9Qr/hVzkaMTYvhfU+/jISR4Siak+wkDjinwH8MwAdQBuAMcbYjzjnj1Sr3WphmhznLt/AvuMTmJ5LW+neH3/2HDpbovjc3Tux/8Sk597MfMb6+f3bWvHR27qx/8QkOptjeOTeXhwaO2PVOTqcwleeew0/fPUKutviOLKnH39/9goGtrcXLXfiZxdxPZ319GN0OIVbN7X4BgS6buLs5RsYKaGO3/M4tncAvZta6EvcGmZpScf52QWHho4Op7CjI7nmHG4jjQVovPEA+Rd0Z6/Me8Y0+eZV/E+3dGJHZzPOz8zj56/PILV9o6fcpg1R/NsjP7OuPTbYh6defBMP373T48Mq5bOEz5x486q0Tzs6ktY8dTbH8MWP7cJi1nD48GLt+vVVPI9iYyjXr4fpA/l4/2cT0xTs/cZL0ucl6jz5o3N48PbteHQ8nB7cbd2zqwufu2sH9p885Yg3ElEV15ty2NaRPzH/wuwCZuczOPj0aU85DuDI3/0Cj9x7K7KGibcXc84YY08/vn/6Lfyb/h6p5g4P9WHThiZs60h6XkL6jdEdt5SqR9kz8XuW79mYxLkr8yvSP1EcmTYfvnun47n7aTub1XFuxrufCY3cs6vLE8/6acg0TYctd90vfvRWh6+W2Rb9NE3u8Z3udo8Op/D9V6bx9Z9cKLp+K+GLCYKoXxoxNi+F9T5+v72stzO54hd1VdkhGGO/xxibBPA4gJ8C+B855/sBpAAMVqPNajO7kLUCEQCYnkvj0NgZjNx5CwZTPdbkuO/Zfx4a2GKVG/n/2bv74DjO+07w36d7XjAzoEwQBLQSAVIvlqjwriCJg00qTkWrSGWVEjt2ZYHIjgnTce5ok8o6F12KljdXlfj2LzNMVruWQyDmbRIzZLyxic06Z18SuyzrlJzzcgBtcS+yKZmySEDrkCAISsRgMC/dz/0x082e7qd7uoF5x/dTxRJm+umnn5dfP8/DFtHPo/fai2LrnCOn5zGRHbU/P33mHN6/fyRUukOP3KMsx+HT87i6WvCt19XVgr14CHuOX3scOjWH5VxxQ+1LnWE5X/TE0JHT81jOd1+/9lJdgN6rD1AZf1R1emzfHTh0ag5XVws4dGoOj+27Q5muWJY13z07ex4T2VHlGNaoMcsaM/3K5Oynw4/ei+u5kmcMr3ddv7Ja7VEvr42O62HKwDHev20uLa/5tpd1zkR21H6opEpX71oT2VH7AZ11/tGz53E9V8Kl5TUs54pYzhVxaXnNfkDnTreSK2EiO4qF63lceavgXWOcOYfJ8d2+MXf07Hn7WqqyquroXrdEjcew17HKvNn4p/pUselud7/YXsqp5zMrRlTrWb8YcuflPtc9Vqvytsqpih33dY+cnsfk+O66dQQaMxYTUefqxbV5FFu9/n5z2VID1srNesS5A8C/llJecn4ppTSFEO9t0jWbqlg27A6wLK7ksT0Vt38OOrY9FYeuCTvd9lQ88BzrsyllqHS6JnzzLBumb71Khhn5HMC/PYplI/A86mxlUx1vZVO2qUQb10t1AXqvPoB/nWR13LPGJ79x0HDV3RobVWNYo8asemVy1ilofgi6rl9Zyz7jtTuvjY7rYcrAMd6/bdIJ3fOd1V7WOX7ztF+7uq/ld751bSufdEIPTJeGXvO9O521XvGLpXRC95S5Xh3d65Yo8RjlOr5j5QavR2phY1MV2359ZMVIlBiSQGA53GN1UDnrlcv6rDv+1VzQ/duIsZjq469uUrv04to8Cta/efVvyr+kk1L+tvsBnePY95pxzWZLxHSMDKRqvhsZSOFGvoQb+ZLvMefPhintdPXOsT5rQoRKZ5jSN8+Y7t/NcV2LfA7g3x6JmO5zBnWDmKaOt1gX/npbL9UF6L36AP51EtVxzxqf/MZB3VV3a2xUjWGNGrPqlclZpxv5EtaKRuTr+pU15jNeu/Pa6Lgepgwc4/3bZq1oeL6z2ss6x2+e9mtX97X8zl8rGlirviM3EdN9485KZ8WmXzprveIXS9a1VGUNu76JEo9RruM7Vm7weqQWNjZVse3XR1aMRIkhd17uc91jdVA5/eJdteauV0egMWMxEXWuXlybR8H6N6/+nCVCGswkcPLguN0R1ntZZl68iNn5BUxPZZXHnD+fnbtsp5t58SKOT47VnDM9lcXs/IL9+cSB/fjKucVQ6U6+9LqyHDNTWQz3J33rNdyfxEzEc/za4+TBcfvl2dSdBlMJTwxNT2UxmOq+fu2lugC9Vx+gMv6o6vTCKz/CyYPjGO5P4uTBcbzwyo+U6RIxUfPdsYkxzM4vKMewRo1Z1pjpVyZnP828eBE7MnHPGF7vun5ltdqjXl4bHdfDlIFjvH/b7BlM+7aXdc7s/AKOTYSPB/e1ZucXMH1gv2e9sSMTx57BNAYzCQxmEtgzmMZzTz2oTDeQiWN2fgGjO1K4/R1J7xrjwH6cnbvsG3PHJ8fsa6nKqqqje90SNR7DXscq82bjn+pTxaa73f1ieyijns+sGFGtZ/1iyJ2X+1z3WK3K2yqnKnbc152eyuLs3OW6dQQaMxZT57jrU1+L/Id6Wy+uzaPY6vX3m8uGGrBWFlL23j9HHB8fl3Nzcw3Pt1m7uxbLJmKOHaTKRuVzlN1dcwVDmUeU3V2jnONujx7f+a9llWpW7EbRS7v09FJdgMj16Yq4bcTurtavGmkCkB29uyvQF9daurtr1HE9TBlaoCUX2Uzctnd318rupY3e3dU0JWKBu7ua0AU2tbvrZuIxzHXcu7s26nohdcWY20jN2N3V6jO/3V1VfdqM3V2t67jX1Rvd3bXFsRhFx8UtH25tbW985j1hk3bEWqHX/q4R1Vav/wZ2dw0Vt1unBRtA0wSGtrn+71fm1o+7kuGac1dAx93pOrY97ZOH61qD/f551BOLabhze6p+Qhdle1DX6+uLYVePDK69VBeg9+oDAPG4jl0DPgMdXONMxns8yhjUqDGr3piZSMQCx/kw/Moatg4bHdc3cq2tyK9tgtpro+25kfM0TWBHJqm8Z5x2xOrnq2kCw9v6Ql/Xr6ybjcew1wEaE/9Un6ofwsaqapy80zW/ude6d/qss1V5DSWD83Ift6hix72uHoqH/7V/xiJRb+vFtXkUW73+jVjzq3TU/8ohIiIiIiIiIiLaiviQjoiIiIiIiIiIqM34kI6IiIiIiIiIiKjNOuoXiIUQewH8meOrewD8lpTyP1SP/waA3wUwJKW81uryOV+Q29+nY3XdqHlJ4FsFQ3lsuD+JePX9FUGbTzhfuOveLKLey8FLRmWTCucLbbelNNzMmzUvyk1W38ERVA7ntdwvdbde3GtdrwNfgEub1EsvAO2lugBAoVD2vPw6GfJdmO1mvcje+ZJ6vbpRhHNDiHhMoFSWyCR1FI3KGBiPVV5mnytUxtW4JtDneHl9Izc4cI+pqjHO/SJ/XQCapnleWl8yTKSqY3/JCB7LVeW4vlZE0TBhmBKpuI6d1R0Bw9R1C23s01RB7ah6af7bhRJMU6JQ3djBmpdX1ktYLxnQhUBfQoMuKvFsSgld06ALIB7T7HlfCIGELlA0JEwpoSniLKjMN/JF5IsGDCnRF9drNisJExtRNyhx3y8bib8omxCE7RfV/Umdwd2H1uYiViy5N45wrrPdm0FYG7EVyqY917vnfudn94u9g+IpzJwQpZ6MQ6Le0mt/14iK9W9O/TuqBaWUFwA8BABCCB3AmwD+vPp5FMATAC63o2ymKXHhyk0cOjWHD2RH8OiP3Y4jp+exuJK3t9ud/+E13Fw3lMceGO6Hrmt2Htax45Nj+J2/uoCl1QJmprL47DdfxdLNIj755F4cPXveTnfy4Dj23r6tZmIvl018/8pNHHZd66vfXcS9Q/34sV3bPeW4f2cG8bgeWA7rWoZh4vtXVz15PP/NV/H1V67aW8k/cPs2PqjrEevrZby2nPP0+X2Dma4bcHupLkDlAd2r17z1uX9npuMf1JmmxBvLOeSLZby9Xq4Z29xjyokD+3HujWXsv2sQT585Z6c7cWA/PvfCa3a65556EIP9SeweSOO1pdWa8Uw1XoahGlPdY5xzLrDSHJsYwxe+/UM88+69eOfODC5cXcXh0/MY6k+GGstV5Xjjeg5LNwu15354HMm4hoN/+I+B+anKuNE22cqC2hGA59gff/RfApBYK5o1seuO8d//0MPQhMARR5rPfehhlMomnvnSy74x74wzv7607rUrb68r405VbndshI0fv/tl73A/fnAtFyn+3Nd8Yt8wfu3x+2vyDlMH1bEw7UatpervTzx+v+96033c+Vk1zrrvOWuN/umvft/+vHcog0QiFhjvpinrzglR6smxmKi39NrfNaJi/ZtX/05+svI4gItSykvVz88B+CQA2Y7CLOeK9iT7/v0jdmcAwOJKHkdOz+OxfXf4Hru6WqjJwzp29Ox5HH70Xiyu5HH49DwmsqM4/Oi99mLDSnfo1ByWc8WaMl1dLdgLB+e1Jsd34133DSnLcW2tWLcc1rWurhaUeUxkR+3Ph6t1o96wnC8q+3w5X6xzZufppboAwLU1dX2urXV+fZZzRVxaXsPVm0XP2OYeU54+cw6P7bvDfsjh/N6Z7pkvvVzJc7XgGc9U42UYqjHVPcapxs9nZ89jIjuKQ6fmavIIO5aryrFwPe8990/mcGl5rW5+qjJutE22sqB2VB1buJ4HoHli1x3j13Ml+wGd9d1KrmQ/oLO+c8e8M878+tK61/ziLkxshI2foPslavy5rzmRHfXkHaYO9e5P3gOdQdXfQetN93HnZ9U4677nrDW68/NSNRaC4inMnBClnhyLiXpLr/1dIyrWv3n17+SHdB8E8EUAEEK8H8CbUsqX/RILIT4mhJgTQswtLS01vDDFsmF3gCml/bNlcSUPKaXvsbIpa/JwHtueitf8vD0VV6Yrlo2a70qGqUynawKGublyFMuVXysLSmfnaZigjWt27Ebh1+dlsy3Pxjell+oCdF59osRtsWwgndCRTuihxhS/cdSdLp3QfcdB93gZhl9ezjEuaPy0+sM6HnYsV5XDr63SCb1ufn5l3Eib9JqocevXjqpj6YQOTaBu7Kr6Nuy9YcWUX19a91qUcrvzCxs/vveLz1gVFH/uawbdO1H7JUy7dYNOWitsVtj+tuLffdz5ud651mcpZc1na+4Miqcwc0KUejrz3ip6KW5p6wgbt522Nm811r959e/Ih3RCiASA9wH4shAiDeA3AfxW0DlSys9LKcellONDQ0MNL1MipmNkIAUA0ISwf7aMDKQghPA9FtNETR7OYzfypZqfb+RLynSJWO1fzuK6pkxnVN/1tJlyJGI6Yj55WOnsPPWODKOu0ezYjcKvz2Nd+GsZvVQXoPPqEyVuEzEda0UDa0Uj1JjiN466060VDd9x0D1ehuGXl3OMCxo/rf6wjocdy1Xl8GurtaLh+c6dn18ZN9ImvSZq3Pq1o+rYWtGAKVE3dlV9G/besGLKry+tey1Kud35hY0f3/vFZ6wKij/3NYPunaj9EqbdukEnrRU2K2x/W/HvPu78XO9c67MQouazNXcGxVOYOSFKPZ15bxW9FLe0dYSN205bm7ca69+8+nfq05WfBXBOSnkFwL0A7gbwshDiDQAjAM4JIf5FKws0mEng5MFxjAyk8JVzi5ieytqdYv3+8Quv/Mj32HB/siYP69jxyTHMvHjRfs/F7PwCZl68iOOTYzXpTh4cx2AmUVOm4f4kZhTXOjt3Gd9+bUlZjp3pRN1yWNca7k8q85idX7A/z1TrRr1hMJVQ9vlgKlHnzM7TS3UBgJ1pdX12pju/PoOZBPYMpjG8LeEZ29xjyokD+/HCKz/CiQP7a9KdOLC/Jt1zTz1YybM/6RnPVONlGKox1T3GqcbPYxNjmJ1fwMmD4zV5hB3LVeUY3ZHynvvhcewZTNfNT1XGjbbJVhbUjqpjoztSAExP7LpjfEcmjmlXmoFMHM899WBgzDvjzK8vrXvNL+7CxEbY+Am6X6LGn/uas/MLnrzD1KHe/cl7oDOo+jtovek+7vysGmfd95y1Rnd+HqrGQlA8hZkTotSTYzFRb+m1v2tExfo3r/7C+c+/O4UQ4j8D+Gsp5R8pjr0BYDxod9fx8XE5NzfX8HJ18u6uZcNErIW7u1rX2yK7u7bsfwc0K3aj6KVdenqpLkDk3V07Km7r7e5q/QvgeExDqWz67u5qVOve7N1dg8a4sLu7lg0TfQ3Y3dU0qzt0bp3dXVtS0LBx27jdXU3oAq7dXQFdE4G7u0opI+1SWru7K9AX15q+u6v7ftmiu7t21Jjb6fx2d7ViqdN2d93ourcLxuKOi9u7PvW1FpSGOtUbn3lP2KQdsVbotb9rRMX6R65/qLjtuBYUQmQAvBvAx9tdFjdNExjaduv/nr2j9l83Ysgx4buP+eUBAMg48nAfqyMW03Dn9tqLDcVv/TP62/o2Vg5LPK5j10C65rs7O3wnSdqcvr4YdvXI4NpLdQGAZDKGXV16/2mawI6Mz/imGHtUtqfV3yvHsw1SjalRrxcmjzDlGPYZwMPUtZFtspUFtaPq2I6YOu1w3PvrbX7xvFn2veZzX4WJjbDx4xfrG4k/1TlR2n4z16bWU/WTO5bc851zna06XnPMNfcHrQWCYmaz4znjkai39drfNaJi/ZtT/45rUSllDsBgwPG7WlcaIiIiIiIiIiKi5uv531MkIiIiIiIiIiLqdHxIR0RERERERERE1GYd9+uu7Wa9ILZkmEjoGjQBrPu8iDad0PD2uuE5FterGzGUDMRdL5l1vvg9k9BRLEuUTBNxxUty++IaVgsGErqGRFxgvWh6XqacSepYK5ooGabnWs66uI85dcFLbQmt66deegFoL9UF6N76hBmLnBslGKZEKq4jpguUymbl5fo6UCpLu+6ZpI7b+vw3jjBNGWr8c4vyUn2B2g0CrGuEHXvrleNaroD1kgFdCKSqG2UYhlmzmY9zYyInd6xY81WU8hSL5cqL3H1etq5qL9XL/oFwm110o7CbMNVu5lDZCGSgL45ruUrM65pAKq4BAsgVDCR1DaYETClDbSzljPeEriERE8gVDWhCIK4JJOOavRFL0KYMUTZvcHLH/FAmgZvFck19rc0rrGuYpglDApoADFNWNoWpxqemiZo0UkrlZltvF0qB1wjqF9OUuLZaQL5UWcfFNIGSKZHssRitJ8rawr150WAqgevrpZp+tzYvS8R0vCOp22NIKl6NW8NUnrujL+6Z38Lm7R7j3Otpv3FS1Qbu+8t9D1gbXIQd37nGJupt3bo2b5StXv8wa+WN2DotGEK5bOL7V27i8Ol5LK7kMTKQwvHJMfzOX13A0moB01NZPP/NV/H1V67aW+y++L0rWC2U8N6HRnDE57yZqSweuH0bDMPEq9dyOHJ6Hu+6ZxBTP7kHT585h8WVPJ7YN4xPPH5/TR4nDuzH6b+7hG+/vuzJ77PffBXbU4maPKyt4R+4fRsAeOpiHXMuJkxT4sKVmzh0as5Od/LgOPbevo2LiA7Sqn5aXy/jteVcTRxOT2Vx32Cm6wbcXqoL0L31UY2r7rGoXDbxxvUclm4WcPTseTvd73/oYZQMiW/804/wngd31Yx10wf2Y3uReDaAAAAgAElEQVS6jDtuS+G1pdWae+OLh34Cb+XLdcc/tzD3mZXmv55b8JRpZiqL+4cyeHUpF/na9cpxfHIM9w5ncOXtoicGHhjur/kLqF+svPi9K/iz+cVQ5SkWy7iw5M1j71DGXny4y/nEvmH82uP319T91K/8OAplsyfnGL9+suZqq54A8MZyDlfeXq+Jb/ea4vjkGNIJHWf+/jJ+Yf8uO62zXYf6k/jkk3tr8jn1Kz+OtaLhu3Y5PjmGwf4EfvevL9jXstYR1ueTB8dx31B/zb2k6k9V3/nd44Zp4lf/9Ds151rXeO4bF/CRd92NL3z7h/jIu+7Gs7Pna85NJ3R85i+/5znmrNcff/RfYiVXxDNfell5jaB+uW+oH69dXcWhPwnuu26P0XqirC0KhbK9hnXG8MpqHgf/aN6zjv34T99lr43dcata86rW2G8svY1P/OfznvSffu8DyN69UznG/bf//pYyb/c4qWoD1f3lvFecdQozvnONTdTbunVt3ihbvf5h1sobxV93dbi6WrAXmQCwuJLH0bPncfjRe7G4kseR0/OYyI7ax46cnsf7949gcny33Tmq8w6fnsfV1QKurd36y9WhR+6x/3IHABPZUU8eT585h0OP3KPMbyI76snDeS1VXaxjTsu5or14sNIdOjWH5Vyxya1NUbSqn5bzRU8cHjk9j+V898VDL9UF6N76hBmLrq4WsHA9b//FyEp3PVfCr//ZdzE5vtsz1h05cw6FcuVfD7nvjUJZhhr/3MLcZ1YaVZkOn57HUq64oWvXK8fRs+dRLEtlDHjGdZ9Yef/+kdDlWcqp81hStIVzHnPX/dLyWs/OMX79ZM3VVj2Xc0VcWl7zxLd7TXH07Hlcz5Vw6JF7atI62/Xwo/d68rm0vBa4djl69jzeXFmvudZh17UPnZrz3Euq/lT1nd89fj1X8pxrXWMiO4pnZ8/b/3Wfe2l5TXnMWa+F63n7AV1QPVT9cnW1YD+gC+q7XhdlbeFcw1ppj5yex73DtwHwrmOda2N33KrWvKo19sN7BpXpH9t3h+8Y55e335jnbAPV/eW8V1Tr/aDxlGtsot7WrWvzRtnq9Q+zVt6o3n/EGUHJMO1Gtiyu5LE9Fff8bH2WUkLXRN3zyoYJWf0ZgOec7am4Mg+9+n/aVOXwu677Wu5jTsWyoUxXLBvqRqK2aFU/lU2pjhtTNvQ6rdBLdQG6tz5+46pzLCoZJtIJ3ZPO+s5vrNMEUFbkr4lw459bmPvMSuM7/vr1U51rhymHETIG/MogpQxdnjDx5i6nah5T9WuvzDF+/eScq616+rWDe02RTuiB64MobewsRzqhIw1dedz67L5X/dYl7r7zu8fTCd3znXW/Wnn7XcMqb1C9/OqtGhPc7RFmvdcLMVpPlLVFvTHB3ZfOOHYf8+t3d0waPnmb0n+M88vbb650tkG9cgWtu+vl7Uy/FWKLaCvo1rV5o7D+zas//yWdQ1zXMDKQqvluZCCFG/mS52frsxAChinrnhervqfOSuc+50a+pMzDWqCoyuF33Ziu+dYlptd2eSKmK9MlYv7v7qDWa1U/OWPUeZ1YF/5aRi/VBeje+oQZi+K6hrWi4Ulnfec31pkSiCnyNyVCjX9uYe4zK43v+OvXT3WuHaYcesgY8CuDECJ0ecLEm7ucqnlM1a+9Msf49ZNzrk7EdCRium87uNcUa0UjcH0QpY2d5VgrGp5ruT+771W/dYm77/zu8bWi4fnOul+tvP2uYZU3qF5+9VaNCe72CLPe64UYrSfK2qLemODuL2ccu4/V61vrs+6Ttyb8xzi/vP3mSmcb1CtX0Lq7Xt7O9Fshtoi2gm5dmzcK69+8+vMhncNwfxIzU1m7sUcGKu8omXnxov07xrPzC/ax6aksvnJuEWfnLmM64LyZqSyG+5PYmU7Y6U6+9DpOHNhvnzM7v+DJ48SB/Tj50uvK/GbnFzx5OK+lqot1zGkwk8DJg+M16U4eHLdf9k2doVX9NJhKeOJweiqLwVT3xUMv1QXo3vqEGYuG+5MY3VEZ55zpdmTi+A8feAhn5y57xrrpA/uRjFVeCO6+N5IxEWr8cwtzn1lpVGWamcpiKJPY0LXrleP45BgSMaGMAc+47hMrXzm3GLo8Qxl1HkOKtnDOY+667xlM9+wc49dP1lxt1XMwk8CewbQnvt1riuOTY9iRiePkS6/XpHW268yLFz357BlMB65djk+OYddAX821ZlzXPnlw3HMvqfpT1Xd+9/iOTNxzrnWN2fkFHJsYs//rPnfPYFp5zFmv0R0pPPfUg77XCOqX4f4kTn64ft/1uihrC+ca1ko7PZXFxatvA/CuY51rY3fcqta8qjX2dy4tK9O/8MqPfMc4v7z9xjxnG6juL+e9olrvB42nXGMT9bZuXZs3ylavf5i18kYJ69dfesn4+Licm5vb0LnWDmXl6q5Nm9nddb1k2DuVBe3uWjZNxHx2d80VKjtV1dvdtWyYnms56+I+5sSdp+pqWWMExS53d42ul+oCRK5PR8QtEG4scu7uapqVnRobsbtrvfHPbSO7uzp3pXTu7hr12u5rVHZ3NaELNGR315vr3jkpSBt3d21J7G5mrWDZ2O6uQF9cs3d3LRkmtJrdXU0kdbGh3V2ttUu7dne1Yr52d9dKff12d9VF5VdGNre7q/oaYXZ3XS8Z0Ku7u5ZNuZn5tWPG3Cgasburs9+j7u5qneu3u2uYvN1jXCt2dw07vnfBGrvj4vauT32tBaWhTvXGZ94TNmlHrBV67e8aUW31+m9gd9dQccuHdET1ddwChigExi11q45YeBNFxDGXulHHxS0f0m1t3faQjiiiUHHLX3clIiIiIiIiIiJqMz6kIyIiIiIiIiIiajM+pCMiIiIiIiIiImqzjnmrnxBiL4A/c3x1D4DfArALwM8DKAK4COCjUsobrS8hERERERERERFRc3TMQzop5QUADwGAEEIH8CaAPwewF8C/lVKWhRDHAPxbAM82qxxBOzxti+v27iV9MQ0SQKG68+vOdALL+RJK1Z3VrN2egnZKU+1U5t61tWSYSMV1GKZEsZr3znQc19ZuXSudqOwCG7QDnLsu1u5U7vJS5+LurtStfRMmdguFMpbXiiiZEnp1d+sd6SSAys6gcV1irWDax5MxDQOphHKc7cDd8yJz7zwpBBDTNAyk4qHG7g3sNuVh7dgZdK1ebPtGs3bqLZQqu61qAjAkENMEdE2gZMjKTpGaQEzXUChX0mWSlR3g18sGdCHsHX7Dtq97F1UpN7Vzaahr+cVB0HFnnMWq97amCWxP3dq11opBa9fY9aKBUjW247oGKSU0TdvobsIUUr3df91ry6D16m0JXblTrN+57t1d/dbMqnPdn91jWZixbiNpm93+jG2i9uvWtXmjuHf93plOIJlk/TerU1vwcQAXpZSXAFxyfP/3ACabdVHTlLhw5SYOnZrDUH8Sn3xyL46ePY/FlTw+/d4HkL17J46cnvccGxlIYXoqi+e/+Sq+/spVjAykMDOVxd7hfvzgWg6HTs1hcSWPJ/YN49cevx+HT8/b5x2fHMPv/NUFLK0WMDOVxWe/+Sq2pxKY+sk9ePrMOc+1ntg3jE88fj+OOPI4cWA/Tv/dJdzIF+38neeFLe8Dt2/jg7oO5YxNqw9PHhzH3tu3NXSBtr5exmvLuZr4mp7K4r7BzJaacDpRt/ZNmNgtFMp47VrOMzYObytBCIF/enMFdw/d5jk+tC2JPQPpmnG2WfdGK5mmxIV/volDf3KrTscmxvDShSt470MjNTGgGruLxTIuLHljZe9QJvSDunLZxPev3Kxpc/e1WjUudTNVGx2bGMMXvv1DHPrpe7A9HcdH/3jOsyYY2pbAJx67D0fOnKs5dvttfbhrMFO3fa3rPveNC/jIu+7Gs7Pnm9ZH9eIg6LhpSk+cnTiwH8mYQK5Qxlv5sicGBSQ+frq2XVIJHSe+9QM88+69SMY0HPzDf2RMNpiqH611q7WWdK4tP/7Td3nGK2u9uu+OfntNvbiS96R1f1atfVVrZr+0QWveMGOdJUraVrQ/Y5uovbp1bd4ohUIZr17z1v/+nZkt8aCumfXv1CcyHwTwRcX3vwLgL5t10eVc0Z78Dj96r/1QCwAe23eH3QHuY4sreRw5PY+J7Kj9+fDpeVxdLdj5AcBEdtSe2K10R8+ex+FH77XPmciO4tAj99iLDfe1JrKjdjmsPJ4+cw6HHrmnJn/neVHKS53JGZtApc8OnZrDcq7Y2Ovki574OnJ6Hsv5xl6HouvWvgkTu9fWisqx8fL1PC4tr+HhPYPK4wvX855xtln3Rist54r2AzqgUqdnZ89jcny3JwZUY/dSTh0rSxHa5OpqwdPm7mu1alzqZqo2enb2PCayo3jmSy9jcWVduSaYyI7aD+icxy4tr4VqX+u6E9lR+wGdlU+j+6heHAQdV8XZ02fOQdd0FMpSHYM3i552WcmVKuunU3O4tLzGmGwCVT8edq0lnWtL1XhlrVeda2pVWvdn1dpXtWb2Sxu05g0z1lmipG00jrdEnadb1+aNcm1NXf9ra6z/ZnXcQzohRALA+wB82fX9/wagDOCMz3kfE0LMCSHmlpaWNnTtYtmwG3l7Km7/DACmlL7HgEqnbE/Faz6XTVmTrt551s+6Jnyv5ZeHromaY34/B5bXMOu2ETVemNh1xqZlcSWPYtloaFncMWtdp2zKhl6Houu0vgk75oaJXb+6pRM60onKr/v7Hfc7t9H3Riv5tZlzbnB+7x67GxErJcOse61WjUuN1Ii1QhR+bWTNy+mErjzmN2+nE3qo9rWu65dPI/uoXhwEHfeLM00AmoBvG6i+C2rTTo7JsFodu25Bsaz67Dde6ZqoWVOr0ro/B61jo6R1frbGsjBjnSVK2kbrxvEWaH/cEm1E2LjttLV5q7H+zat/xz2kA/CzAM5JKa9YXwghfhnAewEckFIqay2l/LyUclxKOT40NLShCydiOkYGUgCAG/mS/TMAaEL4HgOAkYEUbuRLNZ9jmqhJV+8862fDlL7X8svDMGXNMb+fA8urd2I49L4wseuMTcvIQAqJmK5Mv1HumLWuE+OvUrRdp/VN2DE3TOz61W2taGCtWHknm99xv3MbfW+0kl+bOecG5/fusbsRsRLXtbrXatW41EiNWCtE4ddG1ry8VjSUx/zm7bXqO2zDXtcvn0b2Ub04CDruF2emBEwJ3zZQfRfUpp0ck2G1OnbdgmJZ9dlvvDJMWbOmVqV1fw5ax0ZJ6/xsjWVhxjpLlLSN1o3jLdD+uCXaiLBx22lr81Zj/ZtX/058KvNLcPyqqxDiSQCfBPA+KeVaMy88mEng5MHxyjsmXryI45NjdsO/8MqPMD2VVR6zfv94dn7B/jwzlcVwf9LODwBm5xcwU83DSnd8cgwzL160z5mdX8DJl17HiQP7ldeanV+wy2HlceLAfpx86fWa/J3nRSkvdSZnbAKw30VivSS7YddJJTzxNT2VxWCqsdeh6Lq1b8LE7s50Qjk27t6Rwp7BNL5zaVl5fHRHyjPONuveaKXBTAInP1xbp2MTYzg7d9kTA6qxeyijjpWhCG0y3J/0tLn7Wq0al7qZqo2OTYxhdn4Bzz31IEYG+pRrgtn5BUxX1wHOY3sG06Ha17ru7PwCjk2MNbWP6sVB0HFVnJ04sB+GaSAZE+oY3JbwtMtAJl5ZPx0cx57BNGOyCVT9OONaSzrXlqrxylqvOtfUqrTuz6q1r2rN7Jc2aM0bZqyzREnbaBxviTpPt67NG2VnWl3/nWnWf7OEzz9MawshRAbAZQD3SCnfqn73AwBJAMvVZH8vpTwclM/4+Licm5vbUBk2u7tr2TARa+DurmXDRF91d9dSNW9rlyrrWpvZ3dVdXlJq2f8OCIpd7u5KEfumI+IW4O6uG2Hv7lrd2VMTgO7Y3bXe2N3I3V2DrtWktm9J521mrRDFrd1dTfvXOIN3d62ku7W7qwldYEvv7mrFoHN313J1LOig3V07ZsxtlrC7u5ZDrFf9dnf1OzfM7q5+57o/++3uGmZNHCVts9u/m8ZbIHzc3vWpr7WgNNSp3vjMe8Im7Yi1wlb/exN3d41c/1Bx21EtKKXMARh0fffOVpZB0wSGtvn/H7FdATfdnYoOUeXnyT+jPrY97V/OO11/2XKmDSp/TR7bU/UTUceoF5uN0tcXC4xzap9u7ZswsZtMxpRjKHBrTPMbE1t1b7SSpgkM39anPBZm7E4kYtgV8aGcWyym1b1WL7Z9o2mawPA2dV82+7qt6pt61wo6HhRnmiY8x3bE9Zp1kwpjsjnCrGnd/RW0Xt3lGvPvdM1v7nOH4rW/2hm0Znaf6/7sFGas20jaRuN4S9R5unVt3ijJZMwzlm8lzao//+kUERERERERERFRm/EhHRERERERERERUZvxIR0REREREREREVGbbd1fIA7B/YJW64W4JcNEXNeQ0AVyRcPzUu6gzSfekdTtl3nH9erGEaVKHsP9ScTj3q3U672o1+8FzKlqXlZ5ASBfMhB3vETXOuZ88a1fHlFeUtuLL3LfKnrpBai9VBegu+vj93J4CYn1oglDSuhCQAjAlEAqoWEgVXn3zo18EfmiAVNK6JoGXcB+SbymiZq83eNZMzhfyF82JQxT1rxA3L1pQzqhYa0YbQytd+16Y2uUNvHLs1QyKi9Ir9bDb47qVX7t4rchg+ol+tdyRRQNs7LBgSZgSAkhBHRxa+5PxjRIiFCbHkSdW+vVoV6f9/fpyMT91xyNbudK21Q21nDf52HrFjVd1DaiW9zjzGAqXvMCbeeY4U7rXoe6zx1MJWrmu6FMAm8VDLs/nJu5bfZl5UF97R7Pd6YTeLtoNOweJaLu1s1r80ZoxEZl3axZ9d86LRiRaUpcuHITh07NYXElj4//9F1470MjOHJ6HosreXsr+dN/dwnffn0Z01NZ7B3KIBbT7fOG+pP45JN7cfTseSyu5PHp9z6A7N07a/I4PjmG3/mrC1haLWB6KosHhvtr/hLkLscT+4bxa4/fj8OOPE4eHMfe27fBNCW+f+UmDp+e91xbda3nv/kqvv7KVXsL+Qdu3wYAgXlY16r3lwJnmcOeR+23vl7Ga8u5mhidnsrivsFM1004vVQXoLvrUy6b9rhil/3AfvT36fjntwo1Y8yxiTF84ds/xEd/6m7cvq2MeExgcSWvTPPMu/finTszuHB1tSZvazxrxoM6a3x77hsX8JF33Y1nZ8/XXPedgxlPPznnis2MhWHHVlV7+7WJX573DqZxYckbb+45qlf5tct9Q/14bWnV0/+qudk9zx6fHEMqoePEt36Aj/7U3fZ8fOLAfnzt5TfxgR/fg0LZ9O3fqHNrvTqE7fOd/QZ++yv/ZNejkfO5qozW/f2Rd91t3+fu64Vti3rporYR1zG3uMcZ1TrZGjOEEDVpn9g3jE88fr+d1n2u+7iV11e/u4g/+Js3lPfX9FQW9+/MRH5QFxQj5bKhvCec5djMPUpE3a2b1+aNUCyWlWPk3qHMlnhQ18z689ddfSznivYkCwCT47vtDgCAxZU8nj5zDoceuQeLK3kcOT2PpVyx5rzDj95r/8USAB7bd4cnj6Nnz+Pwo/faeVxdLQSWYyI7ai9yrDwOnZrDcq6Iq6sF+5j72qprTWRH7WOHq9eul4d1rShtF/Y8ar/lfNETo0dOz2M5331910t1Abq7Ps5xBaiW/cw5xDTdM8Y8O3seE9lRHD17Hpeur6FQlr5pDp2aU+Z9WDGWNoo1vk1kR+0HNM7rqvrJOVdsZiwMO7ZGaRO/PJdy6nhrVrt2Gr92ubpaUPa/am52z7NHz57HSq5kx7c1Hz995hwmx3fj0vJaYP9GnVvr1SFsn5cN1NSjkfO5qozW/e28z93XC9sW9dJFbSOuY25xjzOqdfIRxdoSqMTTkYBz3cetvCbHd9d8dsblkdPzuLYWvX+CYsTvnnCWYzP3KBF1t25emzeC3xi5tEXGvGbWv/cfcW5QsWzYDQ4AuiZqPgOVjtCr/2dscSWPsikBx3nbU/Gac0wplXlsT8Vr8wgohztP67xi2UDZlL7XVl3L+tm+tmFCVn+ud60g7jKHPY/azxlDFlVcdoNeqgvQ3fUpGaay7EbAmLi4kkc6oUMTCEzj2y6G2ZS6WOOb3/joVx7nXLHRsTDs2OrX3qo28cuzm+OtEXzbpdq27v6vN+dan9MJHWnonvlY1wTSCT2wf6POrX7pfePDp89NKT31aNR87ldGqz2t/7qvF7Yt6qWL2kZcx9zibiO/dXJlzJCB94v7XL/7SXf8azTlOnYD41NQjNQbz51p6+VFRL1nq6+VWP/m1Z//ks5HIqZjZCBlfzZMWfMZAEYGUjCqnTAykEJMEzXn3ciXas7RhFDmcSNfqskjqBzuPK3zEjEdcV3zvbbqWtbP9rV1LVQeiVjwrzq5yxz2PGq/mKaOUXdcdoNeqgvQ3fVxjiuWkYEU9IAxcWQghbWiAVMiMI1vu+jNmd6s8c1vfPQrj3Ou2OhYGHZs9WtvVZv45dnN8dYIvu1SbVt3/9ebc63Pa0XDTuucjw1TYq1oBPZv1LnVL71vfPj0uSaEpx6Nms/9yuhsI9X1wrZFvXRR24jrmFvcbeS3To5pwpPWfb+4z/W7nwzHX3yU69gNjE9BMVJvPHemrZcXEfWerb5WYv2bV38+pPMxmEng5MFxu+HPzl3G9FTW/jwyUHnP0MmXXrd//3gok6g5b+bFizg+OWaf88IrP/LkcXxyDDMvXrTzGO5PBpZjdn4BM648Th4cx2AmgeH+pH3MfW3VtWbnF+xjM9Vr18vDulaUtgt7HrXfYCrhidHpqSwGU93Xd71UF6C76+McV4Bq2Q/sR9k0PGPMsYkxzM4v4PjkGPbsSCMZE75pTh4cV+Y9oxhLG8Ua32bnF3BsYsxzXVU/OeeKzYyFYcfWKG3il+dQRh1vzWrXTuPXLsP9SWX/q+Zm9zx7fHIMA5m4Hd/WfHziwH6cnbuMPYPpwP6NOrfWq0PYPo/pqKlHI+dzVRmt+9t5n7uvF7Yt6qWL2kZcx9ziHmdU6+RpxdoSqMTTdMC57uNWXmfnLtd8dsbl9FQWO9PR+ycoRvzuCWc5NnOPElF36+a1eSP4jZFDW2TMa2b9hZS9988Rx8fH5dzc3Kbz8dvdtWyYiHX47q5lw0SfYnfX9ZKBmGNXLasuqt1d3Xls4d1dW1bwRsXuZvTSLkW9VBcgcn06Km6d44qu2N3VlBKaENCqOzuqd3et/FqU3+6uqvGsGbppd9cwbdKBu7u2JHbrxW2jdnctGSa06u6uppRAdXfX9ZJh3wvc3bUndnftqDG3FdzjTJjdXa207nUod3dtm46L27s+9bUWlIY61RufeU/YpB2xVui1v2tExd1dI9c/VNxunRbcAE0TGNpW+68G7txe+08ad4Y8z2lXxMBV5eeXfyymecro506fckTJw0+9NqDO1dcXw64emVx6qS5Ad9cncFzJBJ+7I5MMTNOIMSuKeuNbIhHzjPMDderYqGtborSJX57xuI5dA+nIZewVfu0S1Afu7+/YQFwG9W/UuTVqHfz6vJnz+UbXC2HPq5duI/1MFapxZpfPgzJVWvc61H2ue74bcqdv0HwY1Neq8Xwo4GEg44Zoa+nmtXkjqMbIraRZ9eevuxIREREREREREbUZH9IRERERERERERG1WUc9pBNC7BVCfNfx520hxK8LIXYIIb4hhHit+t+BdpeViIiIiIiIiIioUTrqF4illBcAPAQAQggdwJsA/hzApwB8U0r5GSHEp6qfn93odZwvdbU2VMiXKj8PZRK4sV6u+8LXQqEc+ILbbSkNN/Nm4MYRQS/itl6wa236kE5oyBX8N4qw0lkv4i0ZJlJxHYaUKJaD8yBy6qUXoPbay0x7qW/cnGNZqjomrpcNaEIgplX+lAwJs/qS/maNYZ0SM6YpsZIvYL1Y2ZxC1wQSulbZjKA6xsddG0LUzG2x6sZERe8GRkEvOrde3K9pWuAmRapz/TY2MgyzXRtQNFWUF8SHaSfTlDWbq8Q0YW+cANzaUCKT1LFWNO0YcK5bnP232Q0XLOWyietrRRQNE4YpkYhpiGsCRUPamzxIKe2YK5VNz3f54sbXHqYpcS1XgGGa0CBQqm7WEtcE+hI6tqdu5Rllo61e5bfpmSpeVG10W0KvWd9uS+m4mVenVW2WEnQtZ/vX6yt3Xu6NJXamE1jOl2rmjLCbnLnXzn7j6EZipgs3jiCiTejltXkY7mcim9nEpxsFzSeb0ckt+DiAi1LKS0KI9wN4tPr9FwC8iA0+pDNNiQtXbuLQqTksruQxMpDC8ckx/M5fXcDQtgQ+8fj9OHJ63j528uA49t6+rWaCLRTKePVaribd9FQWz3/zVXz9lav253++sYb+vjiOnj2PxZU8ntg37Ml/eiqLB4b7a/7CUi6b+P6VmzjsSHfiwH6c/rtL+Pbry3aZTFPWpHPmP9SfxCef3Gtf2y8PLhzIaX29jNeWvbF932Cm6yacYrGMC0veuuwdynTlg7pe6hs355g31J/Eb/7cA3jmSy/b9fz9Dz0MTQgcOXMucGzerE6JGdOUeGM5h+XVQk07PPfUg3grk8BH/+j/tb+bmcrigWo7qOa2Pz/3Jn5h/66aucDZdqo58djEGF66cAU//9BIzTzkbnP3uU/sG8avPX5/zTlfPPQTuJEv1533uo2q3fxiMkw7nfzwOOIxgV929O2xiTF84ds/xDPv3otkTMPBP/xHvOueQUz95B487bgXpqey+Op3F/EHf/OG5zx3eaKUG6jcm29cz2HpZqF2LfPYfXj+hdfwkXfdjWdnz9fcq+slE7/x5Zc9a6yl1ULk+9Yq73PfuICnf+adyBeNmlh+7qkHMdifxF2DlZ1Z6rZzj699VP2rWp9a8eJuI/Z3WrAAACAASURBVL916vfevIHPfusiZqay+KwjL+dn97mqvKz2B+AppztvZ7k//tN34b0PjXjK9dXvLuIf37jhWe/Wi2n3GjtoHI0SM1HvLyLqbr28Ng/D75nI/TszW+JBXdB8stkHdR31664uHwTwxerPt0spf1T9+Z8B3L7RTJdzRXvyBIDFlTyOnj2Pw4/ei4nsqB1k1rFDp+awnCvW5HFtrehJd+T0PCayozWf9935DnvRAECZ/5HT87i6WqjJ/+pqwe5sK93TZ87h0CP31JTJnc6Z/+FH7625tl8eRE7LeXVsL+e7L1aWcuq6LHVp3PdS37g5x7LDj95rP5gCKvW8nivZD+is75oxhnVKzCzniri0vOZph2e+9DIWr+drvjtcnUP85rZDj9zjmQucbac679nZ85gc3+2Zh9xt7j53IjvqOadQlqHmvW6jaje/mAzTTof+ZA4Lrr59dvY8JrKjOHRqDpeW1yrpHrnHfkBnpTtyeh6T47uV57nLE6XcQOXeXLie965lzpzDRHbUfkBn5XU9V7If0FnfWWusjdy3VnknsqNYyZU8sfzMl17GpeU1LOeK4dq5x9c+qv5VrU+teHG3kd869V33DdnjjTMv52f3uUFralU53Xk7yz05vltZrsnx3cr1br2YdsdF0DgaJWY2ez4RdZdeXpuH4fdM5Nra1qh/0HyyWR35kE4IkQDwPgBfdh+TUkoAUnHOx4QQc0KIuaWlJd+8i2XDbkjL4koe21NxbE/FlceKZaPmu7IpffNwfnan88u/bNZWp2SYynR69f/CWWVyp3Pm73ctdx7UfmFjtxX8Ytsdo92gl+oCdF59Ghm3zrFMNXalE3qosXmzOqWNi2XDt87phO75rmyYvnObronAttvoeapzVX2nCXREm1oaFbd+7aaKyTDt5Ne3VlrrmF+/6I5/peM8z12eKOUGKvemOxatvKPcq9b6KOp9a5V3eyoeeE8Uy0bodu7WtU+Y2A1a4zo/W/HibiO/NjOq96sqL+tz2LxUfVUv76C4j9rPfmvsoHE0bMxs9vxe1ElrXKKwwsZtp6wb22Wr1z9oPtmsjnxIB+BnAZyTUl6pfr4ihLgDAKr/veo+QUr5eSnluJRyfGhoyDfjREzHyECq5ruRgRRu5Eu4kS8pjyVitQvnmCZ883B+dqfzyz/m+ifwcV1TprMWSVaZ3Omc+ftdy50HtV/Y2G0Fv9h2x2g36KW6AJ1Xn0bGrXMsU41da0Uj1Ni8WZ3SxomY7lvntaLh+S6ma75zm2HKwLbb6Hmqc1V9Z0p0RJtaGhW3fu2miskw7eTXt1Za65hfvxiOBbHzPHd5opQbqNyb7li08o5yr1rro6j3rVXeG/lS4D2RiOmh27lb1z5hYjdojev8bMWLu4382sx6qKfKy/ocNi9VX9XLOyjuo/az3xo7aBwNGzObPb8XddIalyissHHbKevGdtnq9Q+aTzarUx/S/RJu/aorAPwFgI9Uf/4IgK9sNOPBTAInD47bDWq9L2XmxYuYnV/A9FS25tjJg+P2S5stO9MJT7rpqSxm5xdqPr/y39/C8ckxO50q/+mpLIb7kzX5D/cnMeNKd+LAfpx86fWaMrnTOfOfefFizbX98iByGkypY3sw1X2xMpRR12WoS+O+l/rGzTmWzbx4Ec899WBNPXdk4pg+sL/u2LxZnRIzg5kE9gymPe3w3FMPYmRHqua7meoc4je3nXzpdc9c4Gw71XnHJsZwdu6yZx5yt7n73Nn5Bc85yZgINe91G1W7+cVkmHY6+eFxjLr69tjEGGbnF3Dy4Dj2DKYr6V56HSdc98L0VBZn5y4rz3OXJ0q5gcq9Oboj5V3LHNiP2fkFHJuoja0dmTh+7xcf9MThzIsXN3TfWuWdnV/AQCbuieXnnnoQewbTGMwkwrVzj699VP2rWp9a8eJuI7916rdfW7LHG2dezs/uc4PW1KpyuvN2lvvs3GVluc7OXVaud+vFtDsugsbRKDGz2fOJqLv08to8DL9nIjvTW6P+QfPJZonKb492DiFEBsBlAPdIKd+qfjcI4EsAdgO4BOApKeV1vzzGx8fl3Nyc7zVUu7uulwzEOnB317JhIhZid1crnbW7a9kw0Vfd3bVUDs6D6mpZQ9WL3VbopV2KOmWnzkaJ2DddFbfOsayPu7vW7O5qmBKaa3dXa8zv0d1dWxK7m43bdu/uasVAK3d3Nc3Kjq3t2d1VQgNQMiXMaix12O6uHTHm+u3uqoqXZu3u6netjezuauXlt7urc86IurtrvXF0i+zu2hFx63TXp77WgtJQp3rjM+8Jm7Qj1gq99PemjeDurv7ziY9QcdtxD+kaoRMedFBP6bgFDFEIjFvqVh2x8CaKiGMudaOOi1s+pNvauu0hHVFEoeK2U3/dlYiIiIiIiIiIaMvgQzoiIiIiIiIiIqI240M6IiIiIiIiIiKiNuNDOiIiIiIiIiIiojbjQzoiIiIiIiIiIqI268ndXYUQSwAutbscm7ATwLV2F6KDtLs9rkkpn2zFhTosdtvd7o3US3UBwtVnq8Zto/RazGxGq9uiJbHbgrhlDNXXS23Ua2Nup/YNyxVNvXJ1Ytx2altuRi/WCWhvvTptrdCrfRwW6x+u/qHiticf0nU7IcSclHK83eXoFGyP9uildu+lugC9V59OxDa+hW2xMWy3+thGnatT+4bliqZTyxWkG8tcTy/WCejdem3EVm8L1r+x9eevuxIREREREREREbUZH9IRERERERERERG1GR/SdabPt7sAHYbt0R691O69VBeg9+rTidjGt7AtNobtVh/bqHN1at+wXNF0armCdGOZ6+nFOgG9W6+N2Optwfo3EN9JR0RERERERERE1Gb8l3RERERERERERERtxod0REREREREREREbcaHdERERERERERERG3Gh3RERERERERERERtxod0REREREREREREbcaHdERERERERERERG3Gh3RERERERERERERtxod0REREREREREREbcaHdERERERERERERG3Gh3RERERERERERERtxod0REREREREREREbcaHdERERERERERERG3Gh3RERERERERERERtxod0REREREREREREbcaHdERERERERERERG3Wkw/pnnzySQmAf/inUX9ahrHLPw380zKMW/5p8J+WYNzyT4P/tAxjl38a+KdlGLf80+A/LcG45Z8G/wmlJx/SXbt2rd1FINoQxi51I8YtdSPGLXUrxi51I8YtdSPGLbVDTz6kIyIiIiIiIiIi6iZ8SEdERERERERERNRmfEhHRERERERERETUZnxIR0RERERERERE1GZtfUgnhOgTQvyjEOJlIcQ/CSH+d0WapBDiz4QQPxBC/IMQ4q7Wl5SIiIiIiIiIiKh5Ym2+fgHAY1LKVSFEHMDfCiH+Ukr59440/xOAFSnlO4UQHwRwDMAH2lHYRjBNieVcEcWygb6EhmJJomiYiOsadqbjuLZWQskwkYrrAICSYUIIAUDClEBC1zCQiuPGehmmaUICMKWElIBhSiRjOpJxgVzBgCklNCEgBAAI9MUF8kUTZVMipgnENAFDSggIJOIC5bKEEAIlo5ImrgmkEhryJYmyYULXBPriGtZLt/JIxjTkSwYSuoayKe3v4zENkEC+ZKA/qdecM5hKYDlfRNmUyCR0FMq3jg1lErhRKGO9ZEAXAqmEju2pBADY7ZaI6RjMJKBpIlQ7u9MHHetkxWIZS7liTVslEo2/hdfXy3b/WP3V19fuoWJjeqku3axUMiqxa5joi1X+35AJoGxKvCOl4e38rTHgturn7SkNNxzfuz8PphLQNNj3RCVfgfWyAV0TSOgadA1YLRie8TWuaxjuTyIW4z8mJ3+mKXEjX0S+aMCQEn1xHQN9cSzliigZJmKOOdGUlfk3nQByBYmSKWGYEgldgzW9xGMCa0UTugA0Iew0cV1DTANKhqyZt605X9eAfMmEJgC9MqGjZEqY1XsBApAS2JbScTNfKeu2Ph2lMlA0zEo5YhqGMox5apwwa6ly2cTV1YJy3C0Uyri2Vhm/t/XpNevT/qSGkoGa9aF1rxmmhGaN8QLIl037XojpAiWjcl/p1TWqKSWKhuNeE0DBMJHQNRhSomRU0vbFNBQN0/4c1wSEBpTLQNk0kYxpEACK1r0d8p7q1jVnOwTFi1OU9bAzzmKawM50AsmkOm3YfKOsLaOUtRnXj5I2bPtHybdZZe1Ed33qa5HPeeMz72lCSagXtDXypZQSwGr1Y7z6R7qSvR/Ap6s/nwXwOSGEqJ7bVUxT4sKVmzh0ag5D/Ul88sm9OHr2PBZX8hgZSGF6Kovnv/kqlm4WPceOTYzhC9/+IT76U3dj57Yk/p9Xr+KhPTtw4ls/wEfedTeenfXm8/VXrtrnvnThCn7+oREcPj1vpzs+OYZUQseJb/0Av/oz74QmBFYLZfu6T+wbxicevx9Hqud8/KfvwnsfGrE/jwykcOLAfvzf37+K8bt31JT3uaceRCKm4aULS/hXDwzj6TPnasr31e8uYmWtjKmf3KM89gd/84ZdxpGBFFYLBg6dmrPTnTw4jr23b1MudJzt7E4PwPdYJy+aisUyLizlatp+eiqLvUOZhj6oW18v47Vl73XuG8x01UQJ9FZdulmpZODC1VUcPj2Pof4kPv2+fQCAtaKB7SkdK2uap49uvy2O15cLnu+dY8P0VBZ3bk/iA5//ewz1J/GbP/cAnvnSyzXj22B/Av/HSz/EQDrmGbtmprJ44PZtfGhBSqYp8cZyDlfeXrfnNtUc6IzL5z84hgfu3I5rNws18+Hzv/QwtvXpWF+V+Ow3X8XTP/NO5IuGcv53ztv2nN+fwNm5Bfzs2J0QqNw7znN/7xcfxH/629fxicfvt+fW//mRu7G8WqxJ9wdTWexlzFMDBK2zrLVUuWzi+1du1qw7rXHXMEy8eq0yP38gO4JHf+x2z/icjAl89I/nlOvRkYEUfv9DD0PTbs0fT+wbxr957L6aNeXMVBaGaeJX//Q7NevTL88t4hf276q9Bw/sx/MvvGbfg9Yc8rt/fQFLN4v49Pv2ee69evdUmHaiiqB4cbZvlPVwoVC248yZ9v6dGc+DurD5RllbRilrM64fJW3Y9o+Sb7PKSrQVtH2lJoTQhRDfBXAVwDeklP/gSrILwAIASCnLAN4CMNjaUjbGcq5oT9SHH73XnugBYHEljyOn5zGRHVUee3b2PCayo5Xvr+fx2L478G/+9DuYyI7aD+jc+TjPnRzfbQ+81vdHz57HSq6EieworudKuOZY0APARHbUHiwBYHJ8d83nxZU8nj5zDu/fP+Ip7zNfehnXcyW8f/+IvWBylm9yfDcOPXKP7zFnGQtlabeb9f2hU3NYzhXrtrM7fdCxTraUK3ra/sjpeSw1uNzLefV1lvOd3T4qvVSXbnZ1tWCPPYcfvRfXcyVcz5Vw9Ox53JZKKvuoVIbye+fYcOT0PNaLpp2v9YDOOn707Hm8ubKOQ4/coxy7Dp+ex9XVQhtahLrBcq6IS8trNXObKo6ccfnwnkEsXs975sNPfPE7ADQcrs7NK9X4rzdv23P+yjomx3djxXHvOM/9jS+/bM/X1tz65sq6J93HGfPUIGHWUs6x30pjjbvX1m7Nz+/fP6IcnxdX1n3Xo4sreVzPlWq+m8iOetaUh0/P43qu5FmfHnrkHu89eOZczT1ozSHWulx179W7p7p1zdkOQfHiFGU97IwzZ9pra960YfONsraMUtZmXD9K2rDtHyXfZpWVaCto+6NpKaUB4CEhxHYAfy6E+B+llP9f1HyEEB8D8DEA2L17d4NL2RjFsmEPPttTcftny+JKHttTcftn1bHFlTzSCR2mlDXf+eVjfdY1oUyXTuhIQ6/5zuLO2y8PWS2LKm/T55he/T+IQcesz5pQpyuWDag421mVPkperRAmdsumuh3LZmP/QWmrrtMKvVSXThR2zHX2g3tcCuqjMGOD1Zd+42A6oQeONWXDDFVX6h1h47ZYNpBO6KHmQCvGDFN6zrHSWPNYvTne/dkZx+mEHniusyx+5WDMd69OWufWW2cBlde1+MWgxK049lsnWvEOqMd4d4wHzQPu7/zuZfc9GLRGdtbHT5h26nVh4zYoXpyirO2akbZXrx+2/TuhrK3QSeMtbU1t/5d0FinlDQDfAvCk69CbAEYBQAgRA/AOAMuK8z8vpRyXUo4PDQ01u7gbkojpGBlIAQBu5Ev2z5aRgRRu5EuBx0YGUlgrGtCEqPlOldb52TClMt1a0cCNfAlrRQNrRaMmjTtvvzxEtSyqvDWfY0b1nR5+x5yfTQllukSsduFlcbazO33QsXYJE7sxTd2OsQb/ukSrrtMKvVSXThR2zHX2g3usCeqjMGOD1Zd+4+Ba0Qgca2J6x0yB1CJh4zYR0z1zYr05S9eE5xwrjTWPWfdAmHnbOecbplTO0+60Vrz7pWPMd69OWueGWUvFdc03Bp1jvN86ca1460GWaoyvt2ZV5WN953cvu+9Ba40cdN8G3VOduOZstbBxGxQvTlHWds1I26vXD9v+nVDWVuik8Za2pnbv7jpU/Rd0EEKkALwbwPddyf4CwEeqP08CeKEb30cHAIOZBE4eHK/8nv+LF+33rQGwf/d+dn5BeezYxBhm5xcq3+9I4YVXfoTPfehhzM4v4NiEOh/nuWfnLmNmKluT7vjkGAYycczOL2BHJo6d/Yma687OL2Dacc7Zucs1n0cGKu+k+8q5RU95n3vqQezIxPGVc4s4cWC/p3xn5y7j5Euv+x5zljEZE3a7Wd+fPDiOwUyibju70wcd62RDmYSn7aenshhqcLkHU+rrDKY6u31Ueqku3Wy4P2mPPTMvXsSOTBw7MnEcnxzD2/mCso/iMSi/d44N01NZ9CU0O9/nnnrQM77tGujDyZdeV45dM1NZDPcn29Ai1A0GMwnsGUzXzG2qOHLG5XcuLWNkR8ozHz7/Sw8DMDFTnZsHqvFfb9625/yBPpydu4wBx73jPPf3fvFBe7625tZdA32edH/AmKcGCbOWco79Vhpr3N2ZvjU/f+XconJ8Hhno812PjgyksCMTr/ludn7Bs6acmcpiRybuWZ+efOl17z14YH/NPWjNIda6XHXv1bununXN2Q5B8eIUZT3sjDNn2p1pb9qw+UZZW0YpazOuHyVt2PaPkm+zykq0FYh2Pu8SQowB+AIAHZUHhl+SUv47IcS/AzAnpfwLIUQfgD8B8DCA6wA+KKV8PSjf8fFxOTc31+TSb4xqd9eSYSLm2H2wbJjoc+3uKiBh+OzuKmVl51fv7q6AJip/pGN3V2vXq5gmYEoJKHZ3Nao760Td3dXK29rddb1kIOOzu6v1q0Hq3V0rO+B1yO6uLfvfOEGxy91do+ulumxAR8Qt0NrdXQtl49bOfxqQKxie8TXG3V07XUtit17c1u7uCvTFtYDdXYFkTKvZ3dWs7ibp2d1VAzSIWzu0bnR3VykRE6rdXYFtfZq9u6tpSsS5u2srdMyY2wpRdndVjbudsrtr2ajkZ+3uan2u7O5aWRu7d3eNck91we6uHRO3QfHixN1dm7u7a5h1Uofs7toRawULd3elkELFbbt3dz2PysM39/e/5fh5HcAvtrJczaRpAkPb/P+v250hH7oMxYP/qfz2tM+BTKjsawxEP6WuXQGD7rBPGwS1m1tQO9frg06VSMSwqwkP5dz6+mKB/dNNeqku3Swe13Hn9pTv8W196s8Z1/fuzwDq3hOD/bd+Dju+EgGVuWJHJumZN4NiGQD6FXFq2bGBOTiK2wKuTdRIYdZSsZjme78kkzHscj4safK90S7duuZsh6B4cYqyHvbEWQPyjbK2jFLWZlw/Stqw7R8l32aVlajX8X+pEhERERERERERtRkf0hEREREREREREbUZH9IRERERERERERG1GR/SERERERERERERtRkf0hEREREREREREbUZH9IRERERERERERG1GR/SERERERERERERtRkf0hEREREREREREbUZH9IRERERERERERG1GR/SERERERERERERtRkf0hEREREREREREbUZH9IRERERERERERG1GR/SERERERERERERtRkf0hEREREREREREbUZH9IRERERERERERG1GR/SERERERERERERtRkf0hEREREREREREbUZH9IRERERERERERG1GR/SERERERERERERtRkf0hEREREREREREbUZH9IRERERERERERG1GR/SERERERERERERtRkf0hEREREREREREbUZH9IRERERERERERG1GR/SERERERERERERtVlbH9IJIUaFEN8SQrwihPgnIcT/okjzqBDiLSHEd6t/fqsdZSUiIiIiIiIiImqWWJuvXwbwG1LKc0KIbQDmhRDfkFK+4kr3N1LK97ahfERERERERERERE3X1n9JJ6X8kZTyXPXnmwC+B2BXO8tERERERERERETUah3zTjohxF0AHgbwD4rDPymEeFkI8ZdCiP/B5/yPCSHmhBBzS0tLTSwpUWMxdqkbMW6pGzFuqVsxdqkbMW6pGzFuqd064iGdEKIfwCyAX5dSvu06fA7AHinlgwCeB/BfVXlIKT8vpRyXUo4PDQ01t8BEDcTYpW7EuKVuxLilbsXYpW7EuKVuxLildmv7QzohRByVB3RnpJT/xX1cSvm2lHK1+vP/BSAuhNjZ4mISERERERERERE1Tbt3dxUA/hOA70kp/71Pmn9RTQchxI+jUubl1pWSiIiIiIiIiIioudq9u+tPAfgwgP8mhPhu9bvfBLAbAKSUMwAmARwRQpQB5AF8UEop21FYIiIiIiIiIiKiZmjrQzop5d8CEHXSfA7A51pTIiIiIiIiIiIiotZr+zvpiIiIiIiIiIiItjo+pCMiIiIiIiIiImozPqQjIiIiIiIiIiJqMz6kIyIiIiIiIiIiajM+pCMiIiIiIiIiImozPqQjIiIiIiIiIiJqMz6kIyIiIiIiIiIiajM+pCMiIiIiIiIiImozPqQjIiIiIiIiIiJqMz6kIyIiIiIiIiIiajM+pCMiIiIiIiIiImozPqQjIiIiIiIiIiJqMz6kIyIiIiIiIiIiajM+pCMiIiIiIiIiImozPqQjIiIiIiIiIiJqMz6kIyIiIiIiIiIiarNYozISQtwP4CiAPc58pZSPNeoaREREREREREREvahhD+kAfBnADICTAIwG5ktERERERERERNTTGvmQriylnG5gfkRERERERERERFtCI99J938KIZ4WQtwhhNhh/Wlg/kRERERERERERD2pkf+S7iPV/x51fCcB3NPAaxAREREREREREfWchj2kk1Le3ai8iIiIiIiIiIiItpJNP6QTQjwmpXxBCPGvVcellP9ls9cgIiIiIiIiIiLqZY34l3T/CsALAH5ecUwC4EM6IiIiIiIiIiKiAJt+SCel/O3qfz8a9VwhxCiAUwBuR+WB3uellP/RlUYA+I8Afg7AGoBfllKe22y5iYiIiIiIiIiIOkXD3kknhPhfFV+/BWBeSvldn9PKAH5DSnlOCLENwLwQ4htSylccaX4WwH3VPz8BYLr6345mmhLXcgUUSgY0IaBpgK5p2JFKYCVfQrFsIJPUsVY0UTJMxHUNO9Nx3Fgvo2iYMEyJRExDMiaQL5oomxIxTaAvrqE/HsO1tSLKpkRcE0jENOSKBmKawGAqgbcKJZRMWclD1yAhoQsBTRMolCt5Z5I6imWJkmEioWvQBLBeNtEX02BIoPT/t3fvYXJUdd7Av7/qy1xDMpnMRMgkBJDLRjcJmYFFUDaCiyisuG+iookIusHEO+ui7u7rqrvruyIq68KSaJSbibqYqLi4q/KACIKCmUCChptck2wgyWRCkpme6Uv93j/qVKe6u6qne6Znqi/fz/PkSXfVqVOnqs7l1zXddTI2mqIWbFudfUecsoykbGRU0RyL5BxLPBpBR0sMh0ZTSCQzsFURsSxEBIhGBcmUs6+IJYhaAjH/J5LOtp1tcViWFD2fA0NJJNMZiAgiAliWhc62OADgYCKJRDIDywJUBRnbhiWClngEM1qK5025RkbSGEgks3WusyWO5uZKzjHjSKUy2HtkNLuf7vYmxGKRiu4jmUxj39DRY+lqiyMer/yxUHHe9tvebOHIiA0RQBWwLMC2AREACqRtzfYTo2mnz2iJO33JSEqzfVtT1IIAGM3YmNYcQSqNbN8ZswTNpu3btmLvkVGkMjailqApakEh2b7DLVcp/RCRV35f2RK3MJKyoQpkbIVlCZqjFlK2AlDYNpBRZzx2639bkwUAGBo9Os43RS04myiSpr7HPGOwrQrL5GEr0BKzML05jgOJJEZSGUREEDPjuq257aK1KYJjmp16nkplsG8omW0bsYiFkVQGliWIRyzMbHXS5bcRoLR24233bF+Nw3vdY1ELUUuQStvIKKCqOfXIjd0yqmiNRZDMOG3FbUMxT3watQTNcQuZdG67aGsSHBk52n5a4xbaYlHsH07B+fu/IJ2xj7bHjCKjCoEZdyCY1RrD/uFUNh7vaos78bjnGNx4dXpTBIMJJ862TXwcESCjQDwiSGY0JwY9pimWjZVb4hGkbYXaChE5Gu9HLHS1NyEatcY8t95z1hyLYFZbU7ZdFYuVa6HtjY6ms59vopZgVmscTU2FMVs5sV2peQKlx7/lxMmTkbac4y9n/5ORbzl5ptN2Nl6LRSx0l9AmiOpVJT+t9pl//2XeXwxgO4DVIvIDVf1y/gaqugfAHvP6sIg8DmAOAO9NuksA3KaqCuC3IjJDRI4121Yl21Y8+fJhrLptC3YNJtDT0YJrli3ErQ8+h4+dfwr+/e6nMKMljpWvOx4f2rg1m+bmK87AwaEkrrp9G3YNJnDBgm589PxTsGZDfzbNjSuWYHprDF+8cwd+sWNvdtmG37yABce2RS7smwAAIABJREFU45xTurH/8Ciu3rQ9u80N7zkdLTELB4ZSuHrTdnS1N+FTF56ak+ba5Qvxo6278Y6+Hlx1+zbfNDeuWIIb7nkav9ixFxcs6MbHzj8Fqz1lu+WKMzDoKb+771TazlnmnosrzjkBX/7Zk9h3ZBTrL+vDqbOnBQb6Qefzqr84Fe1NEewaTODmB57D+84+AZ/enHtcs49pxvzOtpoIUMI2MpLG0wNDOXVu7cpenNzZVtEbdalUBk/sPVKwn9O62yt2oy6ZTOPJfYXHcmpXG2/UTSFv+31Xbw+W/slsXH/3U3jf2Sfg1gefy/7/gdefiE/+YFtO23X7h7Ure9HZHsML+4dz+qSvX7oYDz69H2/+01dh4EgyZ91171yEzrYm2FBcfvPvcvqxn27bjXedeTxG03ZOv1KsHyLy8usrb7q8D4cSaXziPx8tqG/nnjo7Z2xyx7BPXXgaRlJ2zli6dsUStDdH8NIruWP52hVLcL0Zg715fPiNr8ZL1ig+6Mnj2uULcdyMZuw9NJoz/q5dsQQzWtOY3d6Ep/YN5ezX2+auXb4Qh6Y1wRLBZTc9nE1z2/vPLKnd+I3bbF/1z++6/8d7TsdIys7p39df1peN3bxxaVAc9+WfPYmuaXF86sLTsC8vxl27shfX3/1Utl0444WNWx94Duf9yauy+71gQTc+ct7JOXH3NcsW4umXXkHvCbOybdkv9nbLcOb8GVh+xryCOPuaZQtx35Mv46JFc3Lyv+6di9DRFsflN/8u5xg/9MZXI5HM5OSxbmUvTps9LfCmhG0rnh8YwsuHRnK2c9sVgKKxcrW3vdHRNJ7aXxiznTKrLeemWjmxXal5AqXHv+XEyZORtpzjL2f/k5FvOXmm0zaeePlwzpg0VpsgqmeVrPU9AJao6idV9ZMAegF0AzgXwOVjbSwi8wGcDuChvFVzAOz0vN9lllWtgaFkdpAEgF2DCXx683Ys652L1Rv6sax3Llade2J2IHfT7DqQyAbTALCsd262Y3PTfGjjVqTSimW9c3OWrTr3RJy34FjsOpDIDt7u+o989xFErEh2+eqlJxWkuXrTdqw698Ts/v3SfGjj1ux+3WPxrt+ZV/5dgwkMDqUKlrnn4upN27F66UnYNZjAqtu2YGAoWfb5XHXbFoymFVdvct67gZ33uF4YGA7Mm3INJJIFdW7Nhn4MJCp7/vYeGfXdz94joxXbx74h/2PZx7owpbzt95IlPVhj+kC3Dbv/ux+kgKNt1+0f1mzoRyaDgj7p499/FJcs6cHuwZGCdVfdvg0vHBjGzgOJgn5sed88vDAwXNCvFOuHiLz8+srdgyPZG3TuMre+5Y9Nbr3feSBRMJau2bgVUc+Y7V3uHfvdPA4MpbI36Nx1V2/ajlQGBePvmo1bMZpW7BtKFuzX2+au3rQdOw8k8MLAcE6aUtuN37jN9lX//K77gaFUQf/ujd28MWdQHLd66UnZ9lLQLsyY4n2fyQDL++bl7HdZ79yCuPvTm7fjvAXH5rRlv9jbLcPyvnm+cfanN2/H8r55Bflfdfu27BjkPcZB80dzb9rVY8RAA0NJvDAwXLCd267GipWrve3tH/aP2fYP55a7nNiu1DyB0uPfcuLkyUhbzvGXs//JyLecPPceGS0Yk8ZqE0T1rJJfJ+kG4G1JKQCzVTUhIkVbmIi0A9gM4BOqemg8OxeRKwFcCQDz5s0bTxYVk0xnsp2Ma9dgAjNaYtn/I5YUpGmNR3KWuenz87HEWeddFrEEtmpBHt5t3OVB+XrLFJTG3a/fer99B5XHey7cZcl0Bn7GOp/usQWVuTUeCcy7GlRT3U3b6nsO07bW3H6m6lgaVan11tt+bdWC9l+s7Xr7B3fb/DTF+r3WeOG3Mt2+Lmibau4raOIq1d/69S9BdcpvvM+v3/nrgup7/thfLA/vuJ+/PKh/9Obn135KbTdB4zbb1/hVU6wQxO+6lxOXjjUWuO/HWu88ciW33QXlrXltrVgZio0dQe3cbUd+cW9+2nTGRpBkOjNm+ysWK4fV9kqtt6XGbOXEdpORttH3P1llTWXsstvEZKqF/pbqWyW/SbcRwEMi8jkR+RyABwB8V0TakPvz1RwiEoNzg26jqvrNBLsbwFzP+x6zLIeqflNV+1S1r6urayLHMWHxaAQ9HS05y3o6WnAwkcr+n7G1IM1wMpOzzE2fn4+tzjrvsoztPKMmPw/vNu7yoHy9ZQpK4+7Xb73fvoPK4z0X7rJ41P9njmOdT/fYgso8bJ4jUq2qqe5GLfE9h9EK/0RiKvYzVcfSqEqtt972a4kUtP9ibdfbP7jb5qcp1u8NJzMYTmYKlmdsDdymmvsKmrhK9bd+/UtQnfIb7936HbRNUH3PH/uL5eEd9/OXB/WP3jbn135KbTdB4zbb1/hVU6wQxO+6lxOXFhsLitX1/HZhiRS0u6C8Ja+tFStDsbEjqJ27bch7jEF5RCPBH8vi0UjR9jdWrBxW2yu13pYas5UT201G2kbf/2SVNRaxym4Tk6kW+luqbxWr+ar6z3DuOB80/1ar6j+p6pCqrvDbxszc+m0Aj6vq1wKy/gmAy8RxFoBXqvl5dADQ2RbH+sv6sp1NT4fzXIjN/TuxbmUvNvfvxPr7nsWNK5bkpOmZ6Ty/wl22uX8n1q7szUlz44oliEUFm/t35ixbf9+zuGfHHvTMdJ6d4d3mhvecjoydyS5fd+8zBWmuXb4Q6+97Nrt/vzQ3rliS3a97LN71c/PK39PRgo62WMEy91xcu3wh1t37DHo6nGdquA8SLud8rr+sD01RwbXLnffXLCs8ruM7WwPzplydLfGCOrd2ZS86Wyp7/rrbm3z3093eVLF9dLX5H0sX68KU8rbfO7buwlrTB7pt2P3/q+9YVNB23f5h7cpeRCIo6JO+fuli3LF1F+Z0NBesu+6di3D8zFbMndlS0I9t2vIiju9sLehXivVDRF5+feWcjmb827sW+9a3/LHJrfdzZ7YUjKVrVyxB2jNme5d7x343j5ltMXwjL49rly9ELIKC8XftiiVoijoP787fr7fNXbt8IebObMHxna05aUptN37jNttX/fO77jPbYgX9uzd288acQXHcunufybaXgnZhxhTv+0gE2LTlxZz9bu7fWRB3X7NsIe7ZsSenLfvF3m4ZNm150TfOvmbZQmza8mJB/te9c1F2DPIeY0dbrCCPdWPEQJ1tcRzf2VqwnduuxoqVq73tzWr1j9lmteaWu5zYrtQ8gdLj33Li5MlIW87xl7P/yci3nDy725sKxqSx2gRRPRNnPoYJZCByjKoeEpGZfutV9UCRbV8P4H4AjwFwv8/69wDmmW3XmRt5NwC4EMAwgCtUdUuxMvX19emWLUWTTLqjs7vasASwLEHEEt/ZXdMZG9G82V1tWxGb4Oyutpn5Kn92V9tWtPrM7jqadmZ0zSiQztiIu7O7qiJqeWd3BZpj1hizuwIRS0KY3VWOzqwnqNTsrlP21atqqLuc3bVuVE29LTa7a8QCMjZgmfelzO5qm9mvndldFdOarezsrrbbV+bN7po2/Q9nd60JU3IRJtrf+s3uOpqyYReZ3dU7M2ups7u6M0iWNrurjYiAs7uGo2r63DCNb3ZXoDVmIZlRCDTbhiY6u6tAoRCkzWyr+bO7WgKoZ3ZXNx6f+OyuR2PQsWZ3dWP18md3dWLxCszuWjX1lrO7cnZXN16Llja7a1XFCvM/89Oy837+SxeNp0hU20qqt5X4tPpdODO59sOZ69xbAAVwYtCGqvprjFFQM6vrhydezKllWYLuac2+67qmHf2rwIzW3HXdfh1XW+GiOXkDzCzP68m4oRLEeywAMDPa5FveQCWmtSwp2FfOftvK3C8Fam6OYs4U1KFYLII5Ha1jJ5yAeDyKOY1zU65q5bff6S1FEhcxfZz7Pm5G8A6L9StExVSyr8yPBcYjKOYIEotFirYNl18bKaXdjDVuU30q57pXKnbzG1OOK3Psz0/flf9HQ085Z5eZd6XagWVJ0XNW622uqSla8PnGTzmxXal5AqX36eX0/ZORtpzjL2f/k5FvOXlGo1ZJYxJRI5hwdKmqF5tvu/25qr5YgTIRERERERERERE1lIo8k858263873gSERERERERERFRRWd33SoiZ1QwPyIiIiIiIiIiooZQyYc1/RmAlSLyPIAhmGfSqerCCu6DiIiIiIiIiIio7lTyJt2bAXQAeIN5fx+AgxXMn4iIiIiIiIiIqC5V8ueubwfwHTgTjXaZ12+rYP5ERERERERERER1qZLfpPsAgLNUdQgAROQaAL8BcH0F90FERERERERERFR3KvlNOgGQ8bzPmGVERERERERERERURCW/SXczgIdE5Efm/dsBfLuC+RMREREREREREdWlit2kU9Wvici9AF5vFl2hqo9UKn8iIiIiIiIiIqJ6Vclv0kFVtwLYWsk8iYiIiIiIiIiI6l0ln0lHRERERERERERE48CbdERERERERERERCHjTToiIiIiIiIiIqKQ8SYdERERERERERFRyHiTjoiIiIiIiIiIKGS8SUdERERERERERBQy3qQjIiIiIiIiIiIKGW/SERERERERERERhYw36YiIiIiIiIiIiELGm3REREREREREREQh4006IiIiIiIiIiKikPEmHRERERERERERUch4k46IiIiIiIiIiChkvElHREREREREREQUsmiYOxeRmwBcDGCvqr7WZ/1SAHcAeM4s+qGq/tPUlZCIiIiIiIiIiOrd/M/8tOxtnv/SRRUtQ6g36QDcAuAGALcVSXO/ql48NcUhIiIiIiIiIiKaeqH+3FVV7wNwIMwyEBERERERERERha0Wnkn3OhHZJiL/IyKvCUokIleKyBYR2bJv376pLB/RhLDuUi1ivaVaxHpLtYp1l2oR6y3VItZbClu136TbCuB4VV0E4HoAPw5KqKrfVNU+Ve3r6uqasgISTRTrLtUi1luqRay3VKtYd6kWsd5SLWK9pbCF/Uy6olT1kOf1f4vIjSIyS1X3h1kuIiIiIiIiIqJGVw2TLdSTqv4mnYi8SkTEvD4TTnkHwi0VERERERERERFRZYX6TToR+R6ApQBmicguAJ8DEAMAVV0HYDmANSKSBpAAcKmqakjFJSIiIiIiIiIimhSh3qRT1XePsf4GADdMUXGIiIiIiIiIiIhCUdU/dyUiIiIiIiIiImoEvElHREREREREREQUMt6kIyIiIiIiIiIiChlv0hEREREREREREYWMN+mIiIiIiIiIiIhCxpt0REREREREREREIeNNOiIiIiIiIiIiopDxJh0REREREREREVHIeJOOiIiIiIiIiIgoZLxJR0REREREREREFDLepCMiIiIiIiIiIgoZb9IRERERERERERGFjDfpiIiIiIiIiIiIQsabdERERERERERERCHjTToiIiIiIiIiIqKQ8SYdERERERERERFRyHiTjoiIiIiIiIiIKGS8SUdERERERERERBQy3qQjIiIiIiIiIiIKGW/SERERERERERERhYw36YiIiIiIiIiIiELGm3REREREREREREQh4006IiIiIiIiIiKikPEmHRERERERERERUchCv0knIjeJyF4R+X3AehGRfxeRP4rIdhFZMtVlJCIiIiIiIiIimkzRsAsA4BYANwC4LWD9WwCcbP79GYC15v9xs23FwFASyXQGsYhznzKRcl7PbI5hIJFE2lbEIxYsAUbSNqKWoLMlnl0XtQTtzRaGRm2oAhFL0BQVDCft7PpYVAAbSNoKSwBVIGPWWZbAVgUUSNsKyxK0RC2Mpp3tI5ZABIACTXELI0kbGbPcEsBWoDlmIZ1RpGxFxlbEIoKmqIXRlI2UrWiOWkibdW1NEYykjpbtmBYLhxLO+5gliEas7DmIRwRDyQwilqAtbuUc06zWOAYSKaQyNmIRC93tTQCAA8NJJDM2bE/ZbQVaYhaiEeDIyNE8utubEItFAADptI29R0az+bXGLQyNZhCPRtDZFodlyUQuNY3DyEg6p553tsTR3FwNXUX56ulYgPo6HttWHEwkkUhmssczo8XCwcTRvsKyANsGRIB4xEIy7fRtUUvQErfQGonmnA9LAIUgKkDC9NtufzmrNQ4RYN+Qk745agEiSGfsnP6mlHPsphFPvx7xpPXmMa05glTa209biAhgWVbRPm5kJI0DiSRSJu94xEJrHIgiGlg+79iWfy5b4hYOj2QQtQRdbXHE40ePydsPRy1nHFEIpsUiY56LVCqDvUdGi44Rtm1nz7vf/muR91y3xCNIZxQj6QwsEcQsQVPMgqoiYcbP1ngkO76753g4mXHGaQVSGRtNUQuCozFHe5OFkZRTdyKmHrv1OWMrmqIWbAWS5rrFLEEibSNiXrv1M2Vrztisiuz/zVELGVWYcARpkzYWsdDWJDg8YsMSwBLJ1uG4iRNGMzZg8nf32RyXnPG+vdnCkRE7uz9bFZYcLcd0E4t467mtiqQ5DjcOaolbSKZz452IySeV0Wwb7GqLYzidQSajGPGc7+ao5ZQXTgwSjVqwbcX+I6NIpJx2EbUEyYyNplgEs9qc2Ma9xrUUk3jrZjwawYzmKPYNJbNtsqstjoMj6cD13jg4agmmtURwOOGknRaL4JXRFCxLkDTn16lDQDpjoykaQdRy+t+MrWiJRZDOONe3PS8OjUUEqYyiOWZhJGVn63Zr3EIq49QVAY5ec0sQNds0RZ3YcnjUO144Zcpva24snlEAorBtHK0XMSfubo5Z2baaje9Hjo43TVELw6kMmiIWMrbmxOlRy8LM1jgGEynnc0XUxNGjGWRU0RSNAKrZdu2Ngd3rNZgYRcLE+fGIhS5TRxtNqTFOObHQZKRt9P1XQ1mJ6l3oNV9V7xOR+UWSXALgNlVVAL8VkRkicqyq7hnP/mxb8eTLh7Hqti3YNZhAT0cLrl2+EF/+2ZN4/znzML/rGKzZ0F+w7rMXnYoDw6mcdWtX9qKzLYov/NcO/MNFf4J9RzIF623bxn/88o9439kn4NObt2fXXffORYhFLXzku49g12ACFyzoxkfOOxkf2rg1m+aaZQtx35Mv4+JFc7Amb/mtDz6Hqy88DQeHkrjq9m3ZPD563slYs3Erutqb8KkLT8XVm7bj7BM7sfJ1x2fzvmBBNz56/im+x7nvyGj29ZnzZ+DixT0Fx3T93U/hFzv2oqejBetW9qKzPYbn9w/j6k3bC8r4yQtOQTKDgjxO626HiOCJlw9jtWfdjSuWYMNvXsCDzw5g/WV9OHX2tJoIiuvFyEgaTw8MFVyvkzvbam6grKdjAerreGxb8fzAEF4+NJLtNz5/8WnoPWFWzvG5/cjfXHAKUmnN6QfXruzFMS0ZrFj/UEH6K845Idufucs+dv4paI5ZuPzm3+X0j+626y/rwwkdrWOeY/c6XH/3UwX9upvWzeNdvT24cOGx2H94NGdfX33HInz718/iqr841bePGxlJ448DQzl947XLF2JORwsOJUZzlrv7jMcj2bHt5x8/G88OjOYch7dvXbuyF6d2tSEejyKdtn374fmzmsc8F6lUBk/sPZJN4ze23HLFGRhJ2QVldvdfi7xxRFd7E/7+radlx2H3Wh03oxmHRzJYvaG/YAx2z/GvntiLvhNm5tQN71i8bmUvohbwtbucunbrg89l65xfHc4fx4+d0Yx9h0Zzyua2Bze/j55/Co5pjuDgcArDyUw2vw++YT4uXtyD6+9+Ch9646uR8Kzr6WjBN1b2AgJ88Dv9nmVLoJCCa33no7tw7qmzc9qKW46Pnn9KTkxx7fKFaI1H8Pmf7Mi236dfegXnnNJd0I6+fuliTGuO4is/f7IgJtl3OJlzvteuWILmmIVrf/4kPnb+KTi1ux1/3DeEVd8pjAX3HRnF+vf2oSlm4bKbHs7pI6o9JvGLcfPjNveafOP+57PXuVict3ZlLx7ffRCv7m7DtFbnpnvS9Md+9fDGFUtwwz1PY9/hZGAc6qb76bbduHhxD/qf24+TXzUdT7/0Cl5/SjeGRtOIWoJDI+mcvNeuWII7t+3G8r65GE1rQR+55bkD+PPTunP2c/PlfTg0ksY3fvVMYZ+9YglmHxPH7oOjRfuxoPbqHV/+3Zwzv3jeW7fcGDgWi/iOhW49Pm32tIa6UVdqjFNOLDQZaRt9/9VQVqJGUAu9/xwAOz3vd5ll4zIwlMwGLwCwazCBqzdtx+qlJ+H04zuznUP+utnTWwvWrdnQD1sFy3rnwhLLd/2BoRSW9c7NBgXuuqtu34bBoVR22bLeudkB3U3z6c3bsbxvXvaDqXf5st652HUgkQ2+3TzctKuXnpQd8Fede2JO3st65wYep/f18r55vse0rHdu9v3qDf1IZ5DdV34ZI1bEN4+9R0ax98jRD5vuug9t3IpV557olPu2LRgYSo73UtM4DCSSvtdrIFF716GejgWor+MZGErihYHhnH7jvAXHFhyf249ErUhBP7hmQz9SafVN7+3P3GWrN/Rj54FEQf/obrvqti0lnWM3jV+/7qZ187hkSQ92HUgU7OuTP9iGZb1zA/u4gUSyoG+8etN2JD0fSvP36R3bDibsguPw9q1rNvRjn9lvUD982CeP/HOx98hoThq/sWXngYRvmffVcN/uPderl56UMw671yqVQfa488dg9xxfsqSnoG546+7qDf3Y88potq5565xfHc4fx9MZFJTNm497vVIZ4MBQKic/d/xf1jsXg3nrdg0m8MEN/dh7aDRn2d7DhfV2zYZ+LO+bV9BWvPv3xhRXb9qOA0OpnPZ73oJjfdvRx7//KHYPjvjGJPnne83GrRCxsn3B3iOj2Rt0fudv1Xe24IWB4cI+osrrrV+Mm3+O3WsCoKQ4b82Gfpx9chdmT2/FrgMJJ67ziTXd9B/auNU5z0XiUDedu//zFhybvdY7DyRwYCiFvYeTBXmvMdvsGhzx7SMvWdJTsJ9dgyP4+Pcf9e+zN25FyvOHZMC/Hwtqr97xxT1nfvG8t265MbB7vfLHQrceu2kaRakxTjmx0GSkbfT9V0NZiRpB3dyaFpErAVwJAPPmzQtMl0xnsh2Aa9dgAjNaYsjYGrguHbAuY6uzrfqvb41H0IpI4DrXjJaYb5qIJYFlcl/75eF9nZ9H0L68ec5oiY25b/e9HXDsM1pisAS+69K2AvDfLmL+Sr1rMIFkOoN6V2rdnQpB9dy5XrWlno4FqL7jmUi9TaYzaI3n9ovj6Ufyv9Dipvfrz7x9blAfWMo5dtOUkoetWnCc+WXy6+OCylG0P/WMbUHbe/tW95hSGXvC58Lld06Cjr8W663LG0cE1QPvtQoaS4vVefe1N4YIGuODtg2qL9424qbLv05umf1iDW/ZvIKudbFYwi+mcI/Ze56C8vamdZcFxWOWHD1vQfU7/9znrw8zJiml7haLcb3v3b6g1DgvY9prazySU69KqYfF9uMuV3PN3GvtTeO3TVB9UJ9r76Yttd8PSlesvXqPuZRz4vZ/fmNhNk3GRj0otc8tNcYpJxaajLSNvv9qKOtUqKbPZtSYauGbdLsBzPW87zHLcqjqN1W1T1X7urq6AjOLRyPo6WjJWdbT0YKDiRQilgSuiwasi1jibCv+64eTGRxMpALXuYLSZGwNLNNwMpOzzpuH93V+HkH7OphI5bwutm/veyvg2A8mUrAVvuuc55FYgcfsvo5Hc4PkelRq3Z0KQfU8WsU/7wlST8cCVN/xTKTexqORgv5rPP1Ifuzmpvfrz7x9blAfWMo5dtOUkoclUnCc+WXy6+OCylGsP/WObUHbe/tW95iC+uFyzoXL75wEHX8t1luX91wH1QPvtQoaS4vVefe1N4YIGuODtg2qL/n52Vp4ndwy+8Ua3rJ5BaUrFkv4xRTuMXvPU7Ey5G8fFI/ZevS8BdXv/HOfvz7MmKSUulssxvW+d/uCUuO8iHlm33Ayk1OvitXDYnGotxw9HS0Qc83ca+3+C9omaJ34XHs3ban9flC6Yu3Ve85KaZtu/+c3FmbTRGrhI9rYSu1zS41xyomFJiNto++/Gso6Farpsxk1ploYAX4C4DIzy+tZAF4Z7/PoAKCzLY71l/VlO4KeDudZEevufQaPvOA8q8dv3cuvDBesW7uyF5YoNvfvhK227/qZbTFs7t+Ja5YtzFl33TsXoaMtll22uX8nblyxJCfNNcsWYtOWF7HWZ/nm/p3omenk483DTbvu3mdw7XJnn+vvezYn7839OwOP0/t605YXfY9pc//O7Pt1K3sRjSC7r/wyZuyMbx7d7U3obm/Curx1N65YgvX3PeuU+7I+dLbFx3upaRw6W+K+16uzpfauQz0dC1Bfx9PZFsfxna05/cY9O/YUHJ/bj6TtTEE/uHZlL2JR8U3v7c/cZetW9mLuzJaC/tHddv1lfSWdYzeNX7/upnXzuGPrLvTMbCnY11ffsQib+3cG9nGdLfGCvvHa5QsRj0rBcnef3rFtRotVcBzevnXtyl50mf0G9cPTfPLIPxfd7U05afzGlrkzW3zL3FXDfbv3XK+795mccdi9VrEIssedPwa75/iOrbsK6oa37q5b2Ytjpzdl65q3zvnV4fxxPBpBQdm8+bjXKxYBZrbFcvJzx//N/TvRkbeup8N5Jl33MU05y7qnFdbbtSt7sWnLiwVtxbt/b0xx7fKFmNkWy2m/9+zY49uOvn7pYszpaPaNSfLP99oVS6BqZ/uC7vYmrH+vfyzY09GC9e/tw/GdrYV9RJXXW78YN/8cu9cEQElx3tqVvXjw6X14+ZVh9MxsceI6n1jTTX/jiiXOeS4Sh7rp3P3fs2NP9lrPndmCmW0xdE+LF+S91mzT09Hs20fesXVXwX56Oprx9UsX+/fZK5YgFsGY/VhQe/WOL+4584vnvXXLjYHd65U/Frr12E3TKEqNccqJhSYjbaPvvxrKStTnOGJzAAAWSUlEQVQIxJmPIcQCiHwPwFIAswC8DOBzAGIAoKrrRETgzP56IYBhAFeo6pZiefb19emWLcFJ/GZ3HUllEK3Q7K7uLGPe2V3dmdkyqoiKMwuVmhnVgmZ3tczsZ6XM7mrbiqhndte07cx+lbYVGVW0xcub3XU4mYFlBc/ums7YiPrN7qqanXHNLmN2Vze/Kp3ddcoKMVbdnQr1NLtSPR0LUPbxVHW99c7u6vZt7oyk2b6uxNldvX2jO7vriJkd0u0vJ2N2VzfvUmd3dfrp6p3dNZ2xzVg28dldvWPEOGZ3nZK6O5H+NvTZXVXRFCmc3XUkbcOyfGZ3NWOzlZdPubO7uuu8s7u6MUxFZ3fN2NlYIn92VzfeyZnd1RzfeGZ3HUllst8US2YUTTFrvLO7VkWfGzS7q9smg2Z3dddPxuyuaVvRNhWzu2ZstMbGnt3V7bPLmd01kcognje7qyVApOjsrkBT1Cp5dle3fU3x7K5VUW+B8GcM5f5rp6xGVcUK8z/z07Lzfv5LF42nSFWpno5/ko+lpHob+qdVVX33GOsVwIcruU/LEnRNC/4L1ZwiHUL+uum538xFR9uEihZsEvKd1lxauvxjOq6p8Px0H1M8s/zz5IpGLRw3I3fljNbSykWTo7k5WrQN1JJ6Ohagvo7HsgQz25oK+ra2EvslV7nnY84YM4qWco7HSlOJ69TcHMVxAXkE5Z0/tuWfy5kB44hfPzzWvlyxWARzOnI77cIxwhrzvNeaseII10RjgukT23zCjgkYu4vJH++Dxn9Xe5ltfiylzhpsWTJm7FLKNa42fnUzv313xSJF1+e3e+9pqqY/dFU0Xsxrq2PV23z557zUslmWoLOteVLi/FpT6thZzhg7GWkbff/lpJ2s/RPVu1r4uSsREREREREREVFd4006IiIiIiIiIiKikPEmHRERERERERERUch4k46IiIiIiIiIiChkvElHREREREREREQUMnEmT60vIrIPwAthl2MCZgHYH3YhqkjY52O/ql44FTuqsrob9nmvpHo6FqC042nUelsp9VZnJmKqz8WU1N0pqLesQ2Orp3NUb31utV4blqs8Y5WrGutttZ7LiajHYwLCPa5qixXq9RqXisdf2vGXVG/r8iZdrRORLaraF3Y5qgXPRzjq6bzX07EA9Xc81Yjn+Ciei/HheRsbz1H1qtZrw3KVp1rLVUwtlnks9XhMQP0e13g0+rng8Vf2+PlzVyIiIiIiIiIiopDxJh0REREREREREVHIeJOuOn0z7AJUGZ6PcNTTea+nYwHq73iqEc/xUTwX48PzNjaeo+pVrdeG5SpPtZarmFos81jq8ZiA+j2u8Wj0c8HjryA+k46IiIiIiIiIiChk/CYdERERERERERFRyHiTLkQiMldEfikiO0TkDyLycbN8pojcJSJPm/87wi7rVBKRiIg8IiJ3mvcniMhDIvJHEflPEYmHXcZ6l38NapmIzBCRTSLyhIg8LiKvC7tM4yUiV5m+4vci8j0RaQ67TLWq3P5XHP9u+qHtIrIk3COorFL7XRFpMu//aNbPD7PcU6mSdUZE3mfSPy0i7wvrmCZLJeqTiPydWf6kiLw5nCOpfyJyk4jsFZHfe5aFHocGlOvzIrJbRB41/94aQrmqMnYvUq7Qz1kQETnVU65HReSQiHwi7HM5EUWOqWqvQ6nEJwYN6tsbiV9f1UiC+p5GYdrBwyKyzRz/FyqRL2/ShSsN4JOqugDAWQA+LCILAHwGwN2qejKAu837RvJxAI973l8D4DpVfTWAQQAfCKVUjSX/GtSyrwP4maqeBmARavS4RGQOgI8B6FPV1wKIALg03FLVtHL737cAONn8uxLA2qkv8qQqtd/9AIBBs/w6k65RVKTOiMhMAJ8D8GcAzgTwuVr6EFqiCdUnc14vBfAaABcCuFFEIlNU9kZzC5xz7FUNcegtKCwX4NSjxebff09xmYDqjd2DygWEf858qeqTbrkA9AIYBvAjhH8ux63IMQFVeh1KUSQG5We04L6qURTrexrBKIDzVHURgMUALhSRsyaaKW/ShUhV96jqVvP6MJyAdg6ASwDcapLdCuDt4ZRw6olID4CLAHzLvBcA5wHYZJI01PkIQ/41qGUiMh3AuQC+DQCqmlTVg+GWakKiAFpEJAqgFcD/hlyemjWO/vcSALep47cAZojIsVNc7ElRZr/rPT+bAJxv0te9CtaZNwO4S1UPqOoggLtQRwF+herTJQC+r6qjqvocgD/CuaFJFaaq9wE4kLc49Dg0oFyhq9bYvUi5asX5AJ5R1RdQBfWvQrzHVA/yY9A94Ge0qu2rpkod9D0TYmK8I+ZtzPyb8KQPvElXJcxPPE4H8BCA2aq6x6x6CcDskIoVhn8D8CkAtnnfCeCgqqbN+11ooIYfkvxrUMtOALAPwM3i/PTqWyLSFnahxkNVdwP4CoAX4QRGr6jqL8ItVX0osf+dA2CnZ7N66ovK6Xez58Gsf8WkbygTrDP1XJeAytSnej9H1a6a49CPiPPz8ZvC/gZqtcbueeUCquicFXEpgO+Z11VzLifIe0xAbVwHX34xKIB+8DMaefj0PQ1BnEd8PApgL5w/wk74+HmTrgqISDuAzQA+oaqHvOvUmX63IabgFZGLAexV1f6wy9Ko6vAaRAEsAbBWVU8HMIQa+tmElwnoLoFz4/E4AG0isjLcUtW+Ru9/67DNT7pGrzPFsD7Vnyqr02sBnATnJ0V7AHw1rIJUaz/gU66qOWdBzHPM3gbgB/nrqqz+lcznmKr+OhTjF4Oijr4BThNXrE+sd6qaMT9x7wFwpoi8dqJ58iZdyEQkBqdCb1TVH5rFL7s/ozL/7w2rfFPsHABvE5HnAXwfzleovw7nJ0JRk6YHwO5witcQCq6BiGwIt0gTsgvALs9fNDbBuWlXi94E4DlV3aeqKQA/BHB2yGWqaWX2v7sBzPVsXi99Ubn9bvY8mPXTAQxMZYHDVKE6U691Cahcfarnc1QLqjIOVdWXzYchG8B6hPQT6GqN3f3KVS3nbAxvAbBVVV8270M/lxWQc0w1ch2K8YtBzwE/oxEC+8SGYx6p9EtU4AY2b9KFyDx35dsAHlfVr3lW/QSAO9vb+wDcMdVlC4Oq/p2q9qjqfDhfEb9HVVfAqezLTbKGOR9hCLgGNfttLVV9CcBOETnVLDofwI4QizQRLwI4S0RaTd9xPmp0EoxqMI7+9ycALhPHWXB+brwHNW4c/a73/Cw36WvuWw7jUcE683MAF4hIh/l2wgVmWc2rYH36CYBLxZn99QQ4k288PEWHQVUah+Y9B/SvAEz5bIrVGrsHlasazlkJ3o3cn4VWZf0rU84x1ch1KMYvBt0BfkZreEX6xIYgIl0iMsO8bgHwFwCemHC+DRJbVyUReT2A+wE8hqPPbvl7OL/jvh3APAAvAHinqjbUAylFZCmAv1XVi0XkRDh/kZ8J4BEAK1V1NMzyNQLvNQi7LBMhIovhPMA8DuBZAFeYh7XXHHGm9X4XnJmUHgHw12wL41Nu/2uCkBvg/HVsGE492jLlBZ9EpfS7ItIM4DtwnjlyAMClqvpsWGWeSpWsMyLyfrMtAHxRVW+esgOZIhOtTyLyDwDeD6e/+4Sq/k8Ih1H3ROR7AJYCmAXgZTgzD/8YIcehAeVaCufnggrgeQAfnOo/llRr7F6kXO9GyOesGPOc4BcBnKiqr5hlnajhz0EBx/QdVPF1KIVfDArnGXQN/RnNr69S1W+HWqgpFNT3aI3NYDxeIrIQzqQpEThfgLtdVf9pwvnyJh0REREREREREVG4+HNXIiIiIiIiIiKikPEmHRERERERERERUch4k46IiIiIiIiIiChkvElHREREREREREQUMt6kIyIiIiIiIiIiChlv0hFR6ETkFhFZbl5/S0QWlLn9kckpGdUrEfm8iPytiPyTiLxpHNsvFZE7J6NslSYiby+3TRGV0hd7++685fNF5D2TVzoiQETuFZG+CuWV00+Od2wgImoEIvLfIjJjjDTsR8cpGnYBiIi8VPWvJzN/EREAoqr2ZO6HaoOq/mPYZZgCbwdwJ4AdYReEascE++L5AN4D4LuVKQ3RxIlIRFUzAatz+skGGRuoho1Rn4kmhedz1FvHSst+dPz4Tbo6ZP6C/YT5C/dTIrJRRN4kIg+IyNMicqb5Fsl3ROQ3Ztkqs60lIjea7e8yd8kL/kpOVAoRuUxEtovINhH5kYg8JyIxs+4Y73vPNtm/jIvIERH5otn+tyIy2yw/wdTdx0TkX/K2v1pEfmf2+wWzbL6IPCkitwH4PYC5pn383uRx1VScDwqXiPyD6RN/DeBUs8z7Lc4vicgOU3e+4lm/TkS2mG0v9sn3TFMfHxGRB0XEzTsiIl8x9Wy7iHzULO8VkV+JSL+I/FxEjjXL7xWR68y+HheRM0Tkh6aP/hfP/laKyMMi8qiIfENEImZ5QXsRkbMBvA3AtSb9SZN6kqnqmD7xY+b1dSJyj3l9nokPLjD1d6uI/EBE2s16b1/8AVP/HxaR9SJyg2cX55p6/6wnXvgSgDeYOsf+tcGJyI9Nf/cHEbnSLLvQ1LltInK3WdYuIjebcXm7iCwzy33raN4+gurx8yJyjYhsBfAOEVllYoRtIrJZRFr9+sm8seF8078/JiI3iUiTJ+8vmH0+JiKnTckJpZojzjeKPuF5/0UR+bj4xKxmfUGbMcuPiMhXRWQbgNdN8WFQgxCRvzGx6+9F5BPi/znqeRGZZdJ/1qz/tYh8T0T+1iz39qPsL8vAm3T169UAvgrgNPPvPQBeD+BvAfy9SbMQwHlwOvl/FJHjAPwfOH8BXwDgveAAQOMkIq8B8H8BnKeqiwB8AMC9AC4ySS4F8ENVTRXJpg3Ab8329wFYZZZ/HcBaVf1TAHs8+7wAwMkAzgSwGECviJxrVp8M4EZVfQ2AWQDmqOprTR43T/R4qbqJSC+cOrcYwFsBnJG3vhPAXwF4jaouBOC9+TsfTp26CMA6EWnOy/4JAG9Q1dMB/COA/2eWX2m2XWzy3CjOTenrASxX1V4ANwH4oievpKr2AVgH4A4AHwbwWgCXi0iniPwJgHcBOEdVFwPIAFhhti1oL6r6IICfALhaVRer6jNlnDaqD/cDeIN53Qeg3dTDNwDYDqeffpOqLgGwBcDfeDc2scFnAZwF4Bw4MYXXsXDii4vh3JwDgM8AuN/UuesqfkRUa95v+rs+AB8T5w9u6wEsM/3VO0y6zwJ4RVX/1PSZ95gPgWPV0bHSDKjqElX9Ppy44wyz38cBfKBYP2n6+1sAvMvEC1EAazx57zf7XAsnxibycxOAywDnCxFw4pGXEByz5reZTrO8DcBDqrpIVX89lQdAjcHEy1cA+DM44/4qAB3wfI5S1Rc86c8AsAzAIgBvgVNng7C/LBF/7lq/nlPVxwBARP4A4G5VVRF5DM6HxkcB3KGqCQAJEfklnEHi9QB+YH4K+JJZTjQe58GpS/sBQFUPiMi3AHwKwI/hDACrimwPAEk4Pz8BgH4Af2FenwNnQACA7wC4xry+wPx7xLxvhzOovAjgBVX9rVn+LIATReR6AD8F8IvxHCDVlDcA+JGqDgOAiPwkb/0rAEYAfFucZ815nzd3u+kTnxaRZ1F4k2I6gFtF5GQACsD9duibAKxT1TSQbQOvhXPT7S4RAYAIPDea4XxQBIDHAPxBVfeY8j4LYC6cProXwO/M9i0A9pptgtoLNbZ+OB/+jgEwCmArnCD6DXDq2wIAD5j6FAfwm7ztzwTwK1U9AAAi8gMAp3jW/9i0jx3m5gtRvo+JyF+Z13Ph/AHjPlV9DnD6RrPuTXBuXsAsHxTn28tj1dGzxkjzn57XrxXnm8kz4MQIPx+j7KfCiamfMu9vhfPHk38z739o/u+H84duogKq+ryIDIjI6QBmw4lTz4B/zHofCtvMyQAG4PxhbvNUlp0azuvhxMtDACAiP4QTL3g/R3mdA+eewgiAERH5ryJ5s78sEW/S1a9Rz2vb897G0euuedvkvyeqKFV9wHxleimAiKr+foxNUqrq1ssMcvssv/oqAP5VVb+Rs1BkPoAhTzkGRWQRgDcDWA3gnQDeX8ahUJ1R1bSInAngfADLAXwEzo1mYOy+8p8B/FJV/8rUtXuL7Erg3HwL+payt6/O78ejZvtbVfXvfLYt1l6oQalqSkSeA3A5gAfhfHvujXC+cf8cgLtU9d0T2IW3nsoE8qE6ZMb7NwF4naoOi8i9cP5QXOpPnQRj19Gx0gx5Xt8C4O2quk1ELgewtMRyBHHrP/tcGsu34PTDr4Lzzbrz4R+zLkVhm3G/wT/C59BRSIbGTjIm9pcl4s9dG9slItJsvkK9FMDvADwAYJk4z6abjYkHL9S47oHz/JdOABCRmWb5bXAeJj6Rn5g+gKN/bV/hWf5zAO+Xo8+imSMi3fkbm5/GWKq6Gc5PZJZMoCxUG+4D8HYRaRGRaQD+0rvS1JnpqvrfAK6C87V91ztMn3gSgBMBPJmX93QAu83ryz3L7wLwQRGJmn3MNNt2icjrzLKY+Wl4qe4GsNyt1yIyU0SOH2ObwwCmlbEPqj/3w/lpyX3m9Wo43974LYBzROTVACAibSJySt62vwPw5yLSYeryMoyNdY5c0wEMmpsNp8H51lsznGcZngDkxAd3wfmWGszyDpRWR0tJ45oGYI/5ybc3fgiqs08CmO/mDedRML8q4biJ8v0IwIVwvkH3cwTHrH5thmiq3A8nXm4VkTY4j4K5v0j6BwD8pbmn0A7n0Rc0QbxJ19i2A/glnODmn1X1f+F8hXoXnNmtNsD5WcwroZWQapaq/gHOs7Z+Jc4Dbr9mVm2E82yD700g+48D+LD5+fYczz5/AecG4G/Muk3wD7rnALhXRB6FU8/9vpVEdURVt8L5ydM2AP8D58aD1zQAd4rIdgC/Ru7zjF4E8LDZbrX5Sr/XlwH8q4g8gty/DH7LbLvdtIH3qGoSzjf1rjHLHgVwdhnHsQPOjeVfmLLeBeeZYMV8H8DV4jz4nBNHNKb74dST36jqy3B+2n2/qu6Dc2P5e6Y+/QZ533BS1d1wnrP4MJxg/HmMHRdsB5AR5+H8nDiisf0MQFREHofzzMLfAtgH5yevPzT9oPtz1H8B0CHOw8q3AXhjiXV0zDQenwXwEJy6/IRnuW8/afr7KwD8wMQVNpxnhhKVxYz/v4TzCI1MkZjVr80QTQkTL98CZ8x/CE4sO1gk/e/gPDpjO5w4+THw3sGEydFfxlAjEZHPAziiql/xWdeuqkfMN6AehvOA8pemuoxUn8SZ5ecSVX1v2GUhGouI3ALgTlXdFHZZiMLiiQuicL4NcpOq/ijschER1QozYcRWAO9Q1afDLg9RpXhihFY439i/0tzso3Hib4HJz50iMgPOg3f/mTfoqFLMRA1vgTO7JhER1YbPi8ib4PxM8RdwJv8hIqISiMgCOBM7/Yg36KgOfdPU8WY4z03mDboJ4jfpiIiIiIiIiIiIQsZn0hEREREREREREYWMN+mIiIiIiIiIiIhCxpt0REREREREREREIeNNOiIiIiIiIiIiopDxJh0REREREREREVHIeJOOiIiIiIiIiIgoZP8f9aDLuz1HU9gAAAAASUVORK5CYII=\n", "text/plain": [ "<Figure size 1260x1260 with 56 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.pairplot(auto_df)" ] }, { "cell_type": "code", "execution_count": 364, "metadata": {}, "outputs": [], "source": [ "# See the lab for this chapter, where I originally wrote these fns to polyfill functionality\n", "# available out the box in R.\n", "\n", "def gen_coeff_covar_matrix(true, preds, d_matrix):\n", " '''calculate covariance matrix for regression coefficients'''\n", " mse = metrics.mean_squared_error(true, preds)\n", " return mse * np.linalg.inv(d_matrix.T @ d_matrix)\n", " \n", "def gen_pointwise_se_curves(cov_matrix, preds, d_matrix):\n", " '''calculate pointwise standard error: see last paragraph and footnote on p267 ISL'''\n", " var_f_hat = np.diagonal((d_matrix @ cov) @ d_matrix.T)\n", " return pd.DataFrame({'error_pos' : preds + 2 * np.sqrt(var_f_hat), \\\n", " 'error_neg' : preds - 2 * np.sqrt(var_f_hat)})" ] }, { "cell_type": "code", "execution_count": 453, "metadata": {}, "outputs": [], "source": [ "def run_cv(df, n_splits, extract_x, extract_y, fit_model, rnge):\n", " cv_result = pd.DataFrame()\n", " for train_idx, test_idx in model_selection.KFold(n_splits=n_splits).split(df):\n", " train, test = df.iloc[train_idx], df.iloc[test_idx]\n", " rmses = []\n", " for i in rnge:\n", " # train\n", " train_X = extract_x(train, i)\n", " train_y = extract_y(train)\n", " model = fit_model(train_X, train_y)\n", " # test\n", " test_X = extract_x(test, i)\n", " test_y = extract_y(test)\n", " preds = model.predict(test_X)\n", " rmse = np.sqrt(metrics.mean_squared_error(test_y, preds))\n", " rmses.append(rmse)\n", " cv_result = cv_result.append(pd.Series(rmses), ignore_index=True)\n", " return cv_result" ] }, { "cell_type": "code", "execution_count": 441, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Best from CV:\n", " 64.20975196037901\n" ] }, { "data": { "text/plain": [ "<matplotlib.axes._subplots.AxesSubplot at 0x127c42940>" ] }, "execution_count": 441, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Explore the non-linear relationship between displacement and mpg (1)\n", "# Benchmark against linear regression\n", "\n", "cv_result = run_cv(auto_df,\n", " 10,\n", " lambda df, i: pd.DataFrame(df.mpg),\n", " lambda df: df.displacement,\n", " lambda x, y: linear_model.LinearRegression().fit(x, y),\n", " range(1,2))\n", "\n", "print('Best from CV:\\n {}'.format(cv_result.mean()[0]))\n", "sns.regplot(x='mpg', y='displacement', data=auto_df)" ] }, { "cell_type": "code", "execution_count": 442, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Best from CV: \n", " order: 8 \n", " rmse: 47.738303158163255\n" ] }, { "data": { "text/plain": [ "<matplotlib.axes._subplots.AxesSubplot at 0x127eae780>" ] }, "execution_count": 442, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "<Figure size 720x720 with 2 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Explore the non-linear relationship between displacement and mpg (2)\n", "# Polynomial Regression\n", "\n", "cv_result = run_cv(auto_df,\n", " 10,\n", " lambda df, i: preprocessing.PolynomialFeatures(i).fit_transform(pd.DataFrame(df.mpg)),\n", " lambda x: x.displacement,\n", " lambda x,y: linear_model.LinearRegression(fit_intercept=False).fit(x, y),\n", " range(1,12))\n", "\n", "# bump the index so loc corresponds to order\n", "cv_result.columns = cv_result.columns + 1\n", "\n", "# print the best order and score\n", "sorted_cv_result = cv_result.mean().sort_values()\n", "order = sorted_cv_result.index[0]\n", "rmse = sorted_cv_result.iloc[0]\n", "print('Best from CV: \\n order: {} \\n rmse: {}'.format(order, rmse))\n", "\n", "# fit best polynomial from CV to all the data\n", "x = extract_x_mpg_polynomial(auto_df, 8)\n", "model = linear_model.LinearRegression(fit_intercept=False).fit(x, auto_df.displacement)\n", "preds = model.predict(x)\n", "\n", "# plots\n", "_, (ax1, ax2) = plt.subplots(nrows=2, figsize=(10, 10))\n", "\n", "# plot polynomial rmses\n", "bar_df = pd.DataFrame({'rmse' : cv_result.mean(), 'order' : cv_result.columns})\n", "sns.barplot(y='rmse', x='order', data=bar_df, ax=ax1)\n", "\n", "# plot best polynomial\n", "sns.scatterplot(x='mpg', y='displacement', data=auto_df, ax=ax2)\n", "sns.lineplot(x=auto_df.mpg, y=preds, ax=ax2)\n", "\n", "# plot standard error curves\n", "cov = gen_coeff_covar_matrix(auto_df.displacement, preds, x)\n", "err_curves = gen_pointwise_se_curves(cov, preds, x)\n", "\n", "sns.lineplot(x=auto_df.mpg, y=err_curves.error_pos, ax=ax2, color='tab:orange')\n", "sns.lineplot(x=auto_df.mpg, y=err_curves.error_neg, ax=ax2, color='tab:orange')" ] }, { "cell_type": "code", "execution_count": 443, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Best from CV: \n", " knots: 2 \n", " rmse: 66.60776079337028\n" ] }, { "data": { "text/plain": [ "<matplotlib.axes._subplots.AxesSubplot at 0x127fcb208>" ] }, "execution_count": 443, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "<Figure size 720x720 with 3 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Explore the non-linear relationship between displacement and mpg (3)\n", "# Cubic Spline\n", "\n", "def spline_basis_extract_x(df, i):\n", " f = 'bs(mpg, df={}, degree=3, include_intercept=True)'.format(i+4)\n", " return pt.dmatrix(f, df)\n", " \n", "\n", "cv_result = run_cv(auto_df,\n", " 10,\n", " spline_basis_extract_x,\n", " lambda df: df.displacement,\n", " lambda x, y: linear_model.LinearRegression(fit_intercept=False).fit(x, y),\n", " range(1,21))\n", "\n", "# bump the index so index loc = number of knots\n", "cv_result.columns = cv_result.columns + 1\n", "\n", "# print the best number of knots and score\n", "sorted_cv_result = cv_result.mean().sort_values()\n", "sorted_cv_result\n", "knots = sorted_cv_result.index[0]\n", "rmse = sorted_cv_result.iloc[0]\n", "print('Best from CV: \\n knots: {} \\n rmse: {}'.format(knots, rmse))\n", "\n", "# plots\n", "_, (ax1, ax2, ax3) = plt.subplots(nrows=3, figsize=(10, 10))\n", "\n", "# plot some splines\n", "for i in range(1, 10):\n", " x = spline_basis_extract_x(auto_df, i)\n", " y = auto_df.displacement\n", " model = linear_model.LinearRegression(fit_intercept=False).fit(x, y)\n", " preds = model.predict(x)\n", " sns.scatterplot(x='mpg', y='displacement', data=auto_df, ax=ax2)\n", " sns.lineplot(x=auto_df.mpg, y=preds, ax=ax2)\n", "\n", "# plot the best spline \n", "x = spline_basis_extract_x(auto_df, 2)\n", "y = auto_df.displacement\n", "model = linear_model.LinearRegression(fit_intercept=False).fit(x, y)\n", "preds = model.predict(x)\n", "sns.scatterplot(x='mpg', y='displacement', data=auto_df, ax=ax3)\n", "sns.lineplot(x=auto_df.mpg, y=preds, ax=ax3)\n", "\n", "# plot rmse bars\n", "bar_df = pd.DataFrame({'rmse' : cv_result.mean(), 'knots' : cv_result.columns})\n", "sns.barplot(y='rmse', x='knots', data=bar_df, ax=ax1)\n", "\n", "# plot best spline\n", "sns.scatterplot(x='mpg', y='displacement', data=auto_df, ax=ax2)\n", "sns.lineplot(x=auto_df.mpg, y=preds, ax=ax2)" ] }, { "cell_type": "code", "execution_count": 444, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Best from CV:\n", " 89.76591479405623\n" ] }, { "data": { "text/plain": [ "<matplotlib.axes._subplots.AxesSubplot at 0x123197518>" ] }, "execution_count": 444, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Explore the relationship between acceleration and dispacement (1)\n", "# Benchmark against linear regression\n", "\n", "cv_result = run_cv(auto_df,\n", " 10,\n", " lambda df, i: pd.DataFrame(df.acceleration),\n", " lambda df: df.displacement,\n", " lambda x, y: linear_model.LinearRegression().fit(x, y),\n", " range(1,2))\n", "\n", "print('Best from CV:\\n {}'.format(cv_result.mean()[0]))\n", "sns.regplot(x='acceleration', y='displacement', data=auto_df)" ] }, { "cell_type": "code", "execution_count": 446, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Best from CV: \n", " knots: 5 \n", " rmse: 98.44436614610075\n" ] }, { "data": { "text/plain": [ "<matplotlib.axes._subplots.AxesSubplot at 0x1236b9e48>" ] }, "execution_count": 446, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "<Figure size 720x720 with 3 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Explore the non-linear relationship between displacement and acceleration (3)\n", "# Linear Spline\n", "\n", "def spline_basis_extract_x(df, i):\n", " f = 'bs(acceleration, df={}, degree=3, include_intercept=True)'.format(i + 4)\n", " return pt.dmatrix(f, df)\n", " \n", "\n", "cv_result = run_cv(auto_df,\n", " 10,\n", " spline_basis_extract_x,\n", " lambda df: df.displacement,\n", " lambda x, y: linear_model.LinearRegression(fit_intercept=False).fit(x, y),\n", " range(1,10))\n", "\n", "# bump the index so index loc = number of knots\n", "cv_result.columns = cv_result.columns + 1\n", "\n", "# print the best number of knots and score\n", "sorted_cv_result = cv_result.mean().sort_values()\n", "sorted_cv_result\n", "knots = sorted_cv_result.index[0]\n", "rmse = sorted_cv_result.iloc[0]\n", "print('Best from CV: \\n knots: {} \\n rmse: {}'.format(knots, rmse))\n", "\n", "# plots\n", "_, (ax1, ax2, ax3) = plt.subplots(nrows=3, figsize=(10, 10))\n", "\n", "# plot some splines\n", "for i in range(1, 10):\n", " x = spline_basis_extract_x(auto_df, i)\n", " y = auto_df.displacement\n", " model = linear_model.LinearRegression(fit_intercept=False).fit(x, y)\n", " preds = model.predict(x)\n", " sns.scatterplot(x='acceleration', y='displacement', data=auto_df, ax=ax2)\n", " sns.lineplot(x=auto_df.acceleration, y=preds, ax=ax2)\n", "\n", "# plot the best spline \n", "x = spline_basis_extract_x(auto_df, 2)\n", "y = auto_df.displacement\n", "model = linear_model.LinearRegression(fit_intercept=False).fit(x, y)\n", "preds = model.predict(x)\n", "sns.scatterplot(x='acceleration', y='displacement', data=auto_df, ax=ax3)\n", "sns.lineplot(x=auto_df.acceleration, y=preds, ax=ax3)\n", "\n", "# plot rmse bars\n", "bar_df = pd.DataFrame({'rmse' : cv_result.mean(), 'knots' : cv_result.columns})\n", "sns.barplot(y='rmse', x='knots', data=bar_df, ax=ax1)\n", "\n", "# plot best spline\n", "sns.scatterplot(x='acceleration', y='displacement', data=auto_df, ax=ax2)\n", "sns.lineplot(x=auto_df.acceleration, y=preds, ax=ax2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "9. This question uses the variables `dis` (the weighted mean of distances to five Boston employment centers) and `nox` (nitrogen oxides concentration in parts per 10 million) from the Boston data. We will treat `dis` as the predictor and `nox` as the response." ] }, { "cell_type": "code", "execution_count": 451, "metadata": {}, "outputs": [ { "data": { "text/html": [ "<div>\n", "<style scoped>\n", " .dataframe tbody tr th:only-of-type {\n", " vertical-align: middle;\n", " }\n", "\n", " .dataframe tbody tr th {\n", " vertical-align: top;\n", " }\n", "\n", " .dataframe thead th {\n", " text-align: right;\n", " }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", " <thead>\n", " <tr style=\"text-align: right;\">\n", " <th></th>\n", " <th>CRIM</th>\n", " <th>ZN</th>\n", " <th>INDUS</th>\n", " <th>CHAS</th>\n", " <th>NOX</th>\n", " <th>RM</th>\n", " <th>AGE</th>\n", " <th>DIS</th>\n", " <th>RAD</th>\n", " <th>TAX</th>\n", " <th>PTRATIO</th>\n", " <th>B</th>\n", " <th>LSTAT</th>\n", " <th>Price</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>0</th>\n", " <td>0.00632</td>\n", " <td>18.0</td>\n", " <td>2.31</td>\n", " <td>0.0</td>\n", " <td>0.538</td>\n", " <td>6.575</td>\n", " <td>65.2</td>\n", " <td>4.0900</td>\n", " <td>1.0</td>\n", " <td>296.0</td>\n", " <td>15.3</td>\n", " <td>396.90</td>\n", " <td>4.98</td>\n", " <td>24.0</td>\n", " </tr>\n", " <tr>\n", " <th>1</th>\n", " <td>0.02731</td>\n", " <td>0.0</td>\n", " <td>7.07</td>\n", " <td>0.0</td>\n", " <td>0.469</td>\n", " <td>6.421</td>\n", " <td>78.9</td>\n", " <td>4.9671</td>\n", " <td>2.0</td>\n", " <td>242.0</td>\n", " <td>17.8</td>\n", " <td>396.90</td>\n", " <td>9.14</td>\n", " <td>21.6</td>\n", " </tr>\n", " <tr>\n", " <th>2</th>\n", " <td>0.02729</td>\n", " <td>0.0</td>\n", " <td>7.07</td>\n", " <td>0.0</td>\n", " <td>0.469</td>\n", " <td>7.185</td>\n", " <td>61.1</td>\n", " <td>4.9671</td>\n", " <td>2.0</td>\n", " <td>242.0</td>\n", " <td>17.8</td>\n", " <td>392.83</td>\n", " <td>4.03</td>\n", " <td>34.7</td>\n", " </tr>\n", " <tr>\n", " <th>3</th>\n", " <td>0.03237</td>\n", " <td>0.0</td>\n", " <td>2.18</td>\n", " <td>0.0</td>\n", " <td>0.458</td>\n", " <td>6.998</td>\n", " <td>45.8</td>\n", " <td>6.0622</td>\n", " <td>3.0</td>\n", " <td>222.0</td>\n", " <td>18.7</td>\n", " <td>394.63</td>\n", " <td>2.94</td>\n", " <td>33.4</td>\n", " </tr>\n", " <tr>\n", " <th>4</th>\n", " <td>0.06905</td>\n", " <td>0.0</td>\n", " <td>2.18</td>\n", " <td>0.0</td>\n", " <td>0.458</td>\n", " <td>7.147</td>\n", " <td>54.2</td>\n", " <td>6.0622</td>\n", " <td>3.0</td>\n", " <td>222.0</td>\n", " <td>18.7</td>\n", " <td>396.90</td>\n", " <td>5.33</td>\n", " <td>36.2</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " CRIM ZN INDUS CHAS NOX RM AGE DIS RAD TAX \\\n", "0 0.00632 18.0 2.31 0.0 0.538 6.575 65.2 4.0900 1.0 296.0 \n", "1 0.02731 0.0 7.07 0.0 0.469 6.421 78.9 4.9671 2.0 242.0 \n", "2 0.02729 0.0 7.07 0.0 0.469 7.185 61.1 4.9671 2.0 242.0 \n", "3 0.03237 0.0 2.18 0.0 0.458 6.998 45.8 6.0622 3.0 222.0 \n", "4 0.06905 0.0 2.18 0.0 0.458 7.147 54.2 6.0622 3.0 222.0 \n", "\n", " PTRATIO B LSTAT Price \n", "0 15.3 396.90 4.98 24.0 \n", "1 17.8 396.90 9.14 21.6 \n", "2 17.8 392.83 4.03 34.7 \n", "3 18.7 394.63 2.94 33.4 \n", "4 18.7 396.90 5.33 36.2 " ] }, "execution_count": 451, "metadata": {}, "output_type": "execute_result" } ], "source": [ "boston_df = datasets.load_boston()\n", "boston_df = pd.DataFrame(data=np.c_[boston_df['data'], boston_df['target']], columns= [c for c in boston_df['feature_names']] + ['Price'])\n", "boston_df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "(a) Use the `poly()` function to fit a cubic polynomial regression to predict `nox` using `dis`. Report the regression output, and plot the resulting data and polynomial fits.\n", "\n", "(b) Plot the polynomial fits for a range of different polynomial degrees (say, from 1 to 10), and report the associated residual sum of squares.\n", "\n", "(c) Perform cross-validation or another approach to select the opti- mal degree for the polynomial, and explain your results." ] }, { "cell_type": "code", "execution_count": 466, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Best from CV: \n", " order: 3 \n", " rmse: 0.06115394767838496\n" ] }, { "data": { "text/plain": [ "<matplotlib.axes._subplots.AxesSubplot at 0x128fb4f28>" ] }, "execution_count": 466, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmQAAAJQCAYAAAAg+ngHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzs3XmY1XXd//Hn+5yZgWFREEFNUFGRojIV3PLOTDP1zjTDfV8SzWwzTVtcbstfmd5pueSSmrsgaJJ5S+bSYm7gLoriCpiCOGwzw2zn8/tjzozDMMionPmOzPNxXVzM93s+53veZ7ouevlZI6WEJEmSspPLugBJkqSezkAmSZKUMQOZJElSxgxkkiRJGTOQSZIkZcxAJkmSlDEDmSRJUsYMZJIkSRkzkEmSJGWsLOsCPqi11147bbTRRlmXIUmStFLTpk17J6U0eGXtPnaBbKONNmLq1KlZlyFJkrRSEfF6Z9o5ZClJkpQxA5kkSVLGDGSSJEkZM5BJkiRlzEAmSZKUMQOZJElSxgxkkiRJGTOQSZIkZcxAJkmSlDEDmSRJUsY+dkcnSZK0OjrrrLOyLmGVWF2+R1ezh0ySJCljBjJJkqSMGcgkSZIyZiCTJEnKmIFMkiQpYwYySZKkjBnIJEmSMmYgkyRJypiBTJIkKWMGMkmSpIwZyCRJkjJmIJMkScqYgUySJCljBjJJkqSMGcgkSZIyZiCTJEnKmIFMkiQpYwYySZKkjBnIJEmSMmYgkyRJypiBTJIkKWMGMkmSpIyVNJBFxO4RMSMiZkbEae/TbmxEpIgYU8p6JEmSuqOSBbKIyAOXAHsAo4CDImJUB+36A98DHilVLZIkSd1ZKXvItgFmppReSSnVA7cAe3fQ7ufAucDSEtYiSZLUbZUykK0PzGpzPbt4r1VEbAUMSyn95f0eFBHjImJqREydN2/eqq9UkiQpQ5lN6o+IHPAb4Icra5tSuiKlNCalNGbw4MGlL06SJKkLlTKQzQGGtbkeWrzXoj/wGeCBiHgN2A6Y7MR+SZLU05QykD0GjIiI4RFRARwITG55MaW0MKW0dkppo5TSRsDDwF4ppaklrEmSJKnbKVkgSyk1AicCU4DngQkppeci4uyI2KtUnytJkvRxU1bKh6eU7gLuanfvjBW03amUtUiSJHVX7tQvSZKUMQOZJElSxgxkkiRJGTOQSZIkZcxAJkmSlDEDmSRJUsYMZJIkSRkzkEmSJGXMQCZJkpQxA5kkSVLGDGSSJEkZM5BJkiRlzEAmSZKUMQOZJElSxgxkkiRJGTOQSZIkZcxAJkmSlDEDmSRJUsYMZJIkSRkzkEmSJGXMQCZJkpQxA5kkSVLGDGSSJEkZM5BJkiRlzEAmSZKUMQOZJElSxgxkkiRJGTOQSZIkZcxAJkmSlDEDmSRJUsYMZJIkSRkzkEmSJGXMQCZJkpQxA5kkSVLGDGSSJEkZM5BJkiRlzEAmSZKUMQOZJElSxgxkkiRJGTOQSZIkZaws6wIkSVLPNeHWbbIuYZXYf79HP9L77SGTJEnKmIFMkiQpYyUNZBGxe0TMiIiZEXFaB68fHxHPRMSTEfGviBhVynokSZK6o5IFsojIA5cAewCjgIM6CFw3pZQ+m1LaAvg18JtS1SNJktRdlbKHbBtgZkrplZRSPXALsHfbBimlRW0u+wKphPVIkiR1S6VcZbk+MKvN9Wxg2/aNIuLbwElABbBzRw+KiHHAOIANNthglRcqSZKUpcwn9aeULkkpbQKcCvxsBW2uSCmNSSmNGTx4cNcWKEmSVGKlDGRzgGFtrocW763ILcDXS1iPJElSt1TKQPYYMCIihkdEBXAgMLltg4gY0ebyq8BLJaxHkiSpWyrZHLKUUmNEnAhMAfLA1Sml5yLibGBqSmkycGJEfBloAKqAI0pVjyRJUndV0qOTUkp3AXe1u3dGm5+/V8rPlyRJ+jjIfFK/JElST2cgkyRJypiBTJIkKWMGMkmSpIwZyCRJkjJmIJMkScqYgUySJCljBjJJkqSMGcgkSZIyZiCTJEnKmIFMkiQpYwYySZKkjBnIJEmSMmYgkyRJypiBTJIkKWMGMkmSpIwZyCRJkjJmIJMkScpYpwJZNDs0Is4oXm8QEduUtjRJkqSeobM9ZJcC2wMHFa8XA5eUpCJJkqQepqyT7bZNKW0VEU8ApJSqIqKihHVJkiT1GJ3tIWuIiDyQACJiMFAoWVWSJEk9SGcD2e+A24EhEXEO8C/g/5WsKkmSpB6kU0OWKaUbI2IasAsQwNdTSs+XtDJJkqQeorOrLDcBXk0pXQI8C+waEQNKWpkkSVIP0dkhy0lAU0RsClwODANuKllVkiRJPUhnA1khpdQIfAO4OKV0CrBe6cqSJEnqOT7IKsuDgMOBO4v3yktTkiRJUs/S2UB2FM0bw56TUno1IoYD15euLEmSpJ6js6sspwPfbXP9KnBuqYqSJEnqSTq7ynLPiHgiIt6NiEURsTgiFpW6OEmSpJ6gs0cnXUjzhP5nUkqphPVIkiT1OJ2dQzYLeNYwJkmStOp1tofsR8BdEfF3oK7lZkrpNyWpSpIkqQfpbCA7B1gC9AYqSleOJElSz9PZQPaJlNJnSlqJJElSD9XZOWR3RcRXSlqJJElSD7XSQBYRAZwM3B0RtW57IUmStGqtdMgypZQiYrpDlpIkSaXR2SHLaRGxdUkrkSRJ6qE6O6l/W+CQiHgdqAaC5s6zzUtWmSRJUg/R2UC2W0mrkCRJ6sE6e7j466UuRJIkqafq7ByyDyUido+IGRExMyJO6+D1kyJiekQ8HRH3RsSGpaxHkiSpOypZIIuIPHAJsAcwCjgoIka1a/YEMKY4F20i8OtS1SNJktRdlbKHbBtgZkrplZRSPXALsHfbBiml+1NKNcXLh4GhJaxHkiSpWyplIFsfmNXmenbx3oocA/xfCeuRJEnqljq7yrKkIuJQYAzwxRW8Pg4YB7DBBht0YWWSpK72/Dn3ZV3CKvGpn+6cdQn6GCllD9kcYFib66HFe8uIiC8DPwX2SinVdfSglNIVKaUxKaUxgwcPLkmxkiRJWSllIHsMGBERwyOiAjgQmNy2QURsCVxOcxibW8JaJEmSuq2SBbKUUiNwIjAFeB6YkFJ6LiLOjoi9is3OA/oBt0bEkxExeQWPkyRJWm2VdA5ZSuku4K52985o8/OXS/n5kiRJHwcl3RhWkiRJK2cgkyRJypiBTJIkKWMGMkmSpIwZyCRJkjJmIJMkScqYgUySJCljBjJJkqSMGcgkSZIyZiCTJEnKmIFMkiQpYwYySZKkjBnIJEmSMmYgkyRJypiBTJIkKWNlWRcgSerYOYfum3UJq8RPb5iYdQlSt2cPmSRJUsYMZJIkSRkzkEmSJGXMQCZJkpQxA5kkSVLGDGSSJEkZM5BJkiRlzEAmSZKUMQOZJElSxgxkkiRJGTOQSZIkZcxAJkmSlDEDmSRJUsYMZJIkSRkzkEmSJGXMQCZJkpQxA5kkSVLGDGSSJEkZM5BJkiRlzEAmSZKUMQOZJElSxgxkkiRJGTOQSZIkZcxAJkmSlDEDmSRJUsYMZJIkSRkzkEmSJGXMQCZJkpSxkgayiNg9ImZExMyIOK2D13eMiMcjojEi9i1lLZIkSd1VyQJZROSBS4A9gFHAQRExql2zN4AjgZtKVYckSVJ3V1bCZ28DzEwpvQIQEbcAewPTWxqklF4rvlYoYR2SJEndWimHLNcHZrW5nl2894FFxLiImBoRU+fNm7dKipMkSeouPhaT+lNKV6SUxqSUxgwePDjrciRJklapUgayOcCwNtdDi/ckSZLURikD2WPAiIgYHhEVwIHA5BJ+niRJ0sdSyQJZSqkROBGYAjwPTEgpPRcRZ0fEXgARsXVEzAb2Ay6PiOdKVY8kSVJ3VcpVlqSU7gLuanfvjDY/P0bzUKYkrdDFP/xz1iWsEif+79eyLkFSN/WxmNQvSZK0OjOQSZIkZcxAJkmSlDEDmSRJUsYMZJIkSRkzkEmSJGXMQCZJkpSxku5D1pVGn3Jd1iWsEtPOOzzrEiRJUhezh0ySJCljBjJJkqSMrTZDllJP8Pcdv5h1CavEF//x96xLkKRuxR4ySZKkjBnIJEmSMuaQ5cfcG2d/NusSVokNzngm6xIkScqMgUwfSztctEPWJawSD37nwaxLkCR1Aw5ZSpIkZcxAJkmSlDEDmSRJUsYMZJIkSRkzkEmSJGXMQCZJkpQxA5kkSVLGDGSSJEkZM5BJkiRlzEAmSZKUMQOZJElSxgxkkiRJGTOQSZIkZcxAJkmSlDEDmSRJUsYMZJIkSRkzkEmSJGXMQCZJkpQxA5kkSVLGDGSSJEkZM5BJkiRlzEAmSZKUMQOZJElSxgxkkiRJGTOQSZIkZcxAJkmSlDEDmSRJUsYMZJIkSRkraSCLiN0jYkZEzIyI0zp4vVdEjC++/khEbFTKeiRJkrqjkgWyiMgDlwB7AKOAgyJiVLtmxwBVKaVNgQuAc0tVjyRJUndVyh6ybYCZKaVXUkr1wC3A3u3a7A1cW/x5IrBLREQJa5IkSep2IqVUmgdH7AvsnlL6ZvH6MGDblNKJbdo8W2wzu3j9crHNO+2eNQ4YV7wcCcwoSdErtzbwzkpbrX783j2L37tn8Xv3LH7vrrdhSmnwyhqVdUUlH1VK6QrgiqzriIipKaUxWdfR1fzePYvfu2fxe/csfu/uq5RDlnOAYW2uhxbvddgmIsqANYH5JaxJkiSp2yllIHsMGBERwyOiAjgQmNyuzWTgiOLP+wL3pVKNoUqSJHVTJRuyTCk1RsSJwBQgD1ydUnouIs4GpqaUJgNXAddHxEzgXZpDW3eW+bBpRvzePYvfu2fxe/csfu9uqmST+iVJktQ57tQvSZKUMQOZJElSxgxknRARV0fE3OK+aT1GRAyLiPsjYnpEPBcR38u6pq4QEb0j4tGIeKr4vf8n65q6SkTkI+KJiLgz61q6UkS8FhHPRMSTETE163q6SkQMiIiJEfFCRDwfEdtnXVOpRcTI4v/OLX8WRcT3s66rK0TED4r/pj0bETdHRO+sa+oKEfG94nd+rjv/b+0csk6IiB2BJcB1KaXPZF1PV4mI9YD1UkqPR0R/YBrw9ZTS9IxLK6niaRF9U0pLIqIc+BfwvZTSwxmXVnIRcRIwBlgjpbRn1vV0lYh4DRjTflPq1V1EXAv8M6X0h+Jq+D4ppQVZ19VVikf8zaF5Q/LXs66nlCJifZr/LRuVUqqNiAnAXSmlP2ZbWWlFxGdoPiloG6AeuBs4PqU0M9PCOmAPWSeklP5B8yrQHiWl9J+U0uPFnxcDzwPrZ1tV6aVmS4qX5cU/q/1/uUTEUOCrwB+yrkWlFxFrAjvSvNqdlFJ9TwpjRbsAL6/uYayNMqCyuO9nH+DNjOvpCp8CHkkp1aSUGoG/A9/IuKYOGcjUKRGxEbAl8Ei2lXSN4tDdk8Bc4J6UUk/43hcCPwIKWReSgQT8NSKmFY9q6wmGA/OAa4rD1H+IiL5ZF9XFDgRuzrqIrpBSmgOcD7wB/AdYmFL6a7ZVdYlngS9ExKCI6AP8N8tuWt9tGMi0UhHRD5gEfD+ltCjrerpCSqkppbQFzSdMbFPs9l5tRcSewNyU0rSsa8nIf6WUtgL2AL5dnKawuisDtgJ+n1LaEqgGTsu2pK5THKLdC7g161q6QkQMBPamOYh/AugbEYdmW1XppZSeB84F/krzcOWTQFOmRa2AgUzvqziHahJwY0rptqzr6WrFIZz7gd2zrqXEdgD2Ks6lugXYOSJuyLakrlPsPSClNBe4neb5Jqu72cDsNr2/E2kOaD3FHsDjKaW3sy6ki3wZeDWlNC+l1ADcBnw+45q6RErpqpTS6JTSjkAV8GLWNXXEQKYVKk5uvwp4PqX0m6zr6SoRMTgiBhR/rgR2BV7ItqrSSin9OKU0NKW0Ec3DOPellFb7/3oGiIi+xUUrFIfsvkLzMMdqLaX0FjArIkYWb+0CrNYLdto5iB4yXFn0BrBdRPQp/tu+C83zgld7ETGk+PcGNM8fuynbijpWsqOTVicRcTOwE7B2RMwGzkwpXZVtVV1iB+Aw4JnifCqAn6SU7sqwpq6wHnBtcQVWDpiQUupR20D0MOsAtzf/fxRlwE0ppbuzLanLfAe4sTh89wpwVMb1dIli8N4VOC7rWrpKSumRiJgIPA40Ak/wMThOaBWZFBGDgAbg29118YrbXkiSJGXMIUtJkqSMGcgkSZIyZiCTJEnKmIFMkiQpYwYySZKkjBnIJAmIiCMj4uKs65DUMxnIJPU40ewj/ftXPKBZklYJA5mk1VJEnBQRzxb/fD8iNoqIGRFxHc078Q+LiKMi4sWIeJTmjZBb3js4IiZFxGPFPzsU758VEddHxIPA9dl8M0mrI/8LT9JqJyJG07zr/LZAAI8AfwdGAEeklB6OiPWA/wFGAwtpPrP0ieIjfgtckFL6V/G4lSnAp4qvjaL5MPLarvo+klZ/BjJJq6P/Am5PKVUDRMRtwBeA11NKDxfbbAs8kFKaV2wzHtis+NqXgVHF45QA1oiIfsWfJxvGJK1qBjJJPUl1J9vlgO1SSkvb3iwGtM4+Q5I6zTlkklZH/wS+HhF9igdJ71O819YjwBcjYlBElAP7tXntrzQfvA1ARGxR6oIl9Wz2kEla7aSUHo+IPwKPFm/9Aahq1+Y/EXEW8BCwAHiyzcvfBS6JiKdp/nfyH8DxJS5bUg8WKaWsa5AkSerRHLKUJEnKmIFMkiQpYwYySZKkjBnIJEmSMmYgkyRJypiBTJIkKWMGMkmSpIwZyCRJkjJmIJMkScqYgUySJCljBjJJkqSMGcgkSZIyZiCTJEnKmIFMkiQpYwYySZKkjBnIJEmSMlbSQBYRu0fEjIiYGRGndfD6hhFxb0Q8HREPRMTQUtYjSZLUHUVKqTQPjsgDLwK7ArOBx4CDUkrT27S5FbgzpXRtROwMHJVSOqwkBUmSJHVTpewh2waYmVJ6JaVUD9wC7N2uzSjgvuLP93fwuiRJ0mqvrITPXh+Y1eZ6NrBtuzZPAd8AfgvsA/SPiEEppfltG0XEOGAcQN++fUd/8pOfLFnRkiRJq8q0adPeSSkNXlm7UgayzjgZuDgijgT+AcwBmto3SildAVwBMGbMmDR16tSurFGSJOlDiYjXO9OulIFsDjCszfXQ4r1WKaU3ae4hIyL6AWNTSgtKWJMkSVK3U8o5ZI8BIyJieERUAAcCk9s2iIi1I6Klhh8DV5ewHkmSpG6pZIEspdQInAhMAZ4HJqSUnouIsyNir2KznYAZEfEisA5wTqnqkSRJ6q5Ktu1FqTiHTJIkfVxExLSU0piVtXOnfkmSpIwZyCRJkjKW9bYXHzuFQmJBbT219U00pUTvsjwVZUF1XRO5HKQUFFKisjzH0oYCjYVEZXme8jzU1Ddfl+WCIf16kc/neGdJHY2FAilBUyHRuzzP2v16kctF1l9VkiR1EQPZB1AoJF6bX83bi5ZyysSnmV1Vy1dGDeHEnUdw8X0vccTnh3PqpKf5/MaDOHT7DTnhxscZ3K8X5+33WWrqC5xw4+PMrqpl6MBKrjlqaxoaC1z4txdb39fy2pWHjWHkuv0NZZIk9RAOWX4A86vreX1+TWsYAxg7ehgn3Pg4Y0cPaw1Vx+64cWv4On6nTYBc6zXA7KpaZr9by7jrpy3zvpbXjr1+KvOr67P6mpIkqYsZyD6A+sYm+lTkW8MTwIDKcmZX1bb+DZDPRevPAyrLyQXLvAdofU7b97WYXVVLfeNyBxZIkqTVlIHsA6goy1NT38TQgZWt9xbUNjB0YGXr39A8F6zl5wW1DRQSy7wHaH1O2/e1GDqwkoqyfIm/jSRJ6i4MZB/AoL4VbDioD+ftu3lriJo0bRaXHrIVk6bN4tyxzfev/McrXHrIVgwdWMllD7wMFFqvoTlwDV2rkisOG73M+1peu/KwMQzqW5HV15QkSV3MjWE/oGVXWULvslybVZZBSpBSovcHWGXZVChQSLSu2nSVpSRJq4fObgzrKssPKJcL1urbC/oue39An5W/d2Df5e8NWaP3qilMkiR9bDlkKUmSlDEDmSRJUsYMZJIkSRkzkEmSJGXMQCZJkpQxA5kkSVLGDGSSJEkZM5BJkiRlzEAmSZKUMQOZJElSxgxkkiRJGTOQSZIkZcxAJkmSlDEDmSRJUsYMZJIkSRkzkEmSJGXMQCZJkpQxA5kkSVLGDGSSJEkZK2kgi4jdI2JGRMyMiNM6eH2DiLg/Ip6IiKcj4r9LWY8kSVJ3VLJAFhF54BJgD2AUcFBEjGrX7GfAhJTSlsCBwKWlqkeSJKm7KmUP2TbAzJTSKymleuAWYO92bRKwRvHnNYE3S1iPJElSt1RWwmevD8xqcz0b2LZdm7OAv0bEd4C+wJdLWI8kSVK3lPWk/oOAP6aUhgL/DVwfEcvVFBHjImJqREydN29elxcpSZJUSqUMZHOAYW2uhxbvtXUMMAEgpfQQ0BtYu/2DUkpXpJTGpJTGDB48uETlSpIkZaOUgewxYEREDI+ICpon7U9u1+YNYBeAiPgUzYHMLjBJktSjlCyQpZQagROBKcDzNK+mfC4izo6IvYrNfggcGxFPATcDR6aUUqlqkiRJ6o5KOamflNJdwF3t7p3R5ufpwA6lrEGSJKm7y3pSvyRJUo9nIJMkScqYgUySJCljJZ1Dpo+mUEjMr66nvrGJirI8g/pWkMvFcm3eqa5jaUMT+QgqK/IMqFy2XWeeA9DYWODdmnrqmwo0FRKV5XnW7terw8/szPMkSVLnGMg6Mm8GDB6ZaQmFQmLG24s59rqpzK6qZejASq48fAwj1+nfGn46anPevpuzzhq92WhQX3K56NRzoDmMvfZuNfMW13HKxKffa3vYGEau+/6f2dHzJElS5zlk2d5zf4JLtoUX7lp52xKaX13fGnoAZlfVcux1U5lfXf++bU6Z+DSvz69pbdeZ5wDMXVLHrHdrW8NYa9vrV/6ZHT1PkiR1noGsvc12g/U+B7eNg3kvZlZGfWNTa+hpMbuqlvrGppW26VORb23XmecANDQV6FOR/9Cf2f55kiSp8wxk7ZVXwoE3QlkvuOUgWLowkzIqyvIMHVi5zL2hAyupKMuvtE1NfVNru848B6A8n6OmvulDf2b750mSpM4zkHVkzaGw/3VQ9VpzT1mh0OUlDOpbwZWHj2kNPy1ztQb1rXjfNuftuzkbDurT2q4zzwEY0q8Xw9Zqfv8ybQ9b+Wd29DxJktR58XE7qWjMmDFp6tSpXfNhj1wB/3cK7HgK7PyzrvnMNj7YKssC+WCVrbIsFBK9XWUpSdJHEhHTUkpjVtbOVZYdSCkREbDNsfDWU/CP82DwJ+Gz+3ZpHblcMLh/r5W2GdK/90d+DkBZWY4ha7z/sz7I8yRJUuc4ZNnOs3MWsudF/2LWuzUQAV+9ADbcAf50Aszuop45SZLUoxjI2qkoyzHr3RqOuPpR3q2uh7IK2P96WGM9uPkgWDg76xIlSdJqxkDWzmbr9OeqI7dmzoJajvrjY9TUN0LfQXDQeGhcCjcdCHVLsi5TkiStRgxkHdh6o7W46KAteWb2Ak648XEamgow5JOw7zUw9zm4/bhMVl5KkqTVk6ss38dNj7zBT25/hrFbDeX8/TZvnuj/8GVw96nwXyfBl89cpZ/X2Fhg7pI6IJES5HNBIUFToUAugn6981TXFWhoKlCWC/pU5FjakKgvXvcqy5EIBlaWU1Xb4CpISZIy5irLVeDgbTdg7uKlXPi3lxjcvxen7fFJ2PY4mPcC/Os3sPZmsMVBq+SzGhsLvPD2Yn5374sc8fnhXPvvVzni88M5dVLzUUZfGTWE7+yyGd+6YVqH10MHVnLpIVvx+GvzGTN8bY5vc9+zJiVJ6t4csmyvYSn860JoagDge7uM4OBtN+Cyv7/M1f96tXnl5X+fB8N3hD9/F954eJV87NwldRx/wzTGjh7GqZOebv275ZiisaOHtYavjq5nV9Vywo2Ps/Oo9VrDWMt9z5qUJKl7M5C199IU+NuZMPFoaGogIvj53p9ht0+vw9l3TmfyU29Cvhz2uxbWHAa3HAJVr3/kj21oKjC7qpYBleXL/N1iZdfQHL4KKXnWpCRJHzMGsvZG7Q27/T94fjLceiQ01pPPBb89cEu22WgtfjjhSf750jzosxYcPB4KDXDzgR/5zMvyfI6hAytZUNuwzN8tVnYNzccY5SI8a1KSpI8ZA1lHtv827H4uvHAn3HoENNbRuzzPlYePYZPB/Rh33TSmvf4urD2i+czLd16E8YdC44cfFhzSrxeXHTqaSdNmce7YzVv/bglXk6bN4veHjl7hdcscsvum/4fL2t33rElJkro3V1m+n0evhLtOhhG7wQHXQ1kv5i5eyv6XPcT86npuPnY7PrP+mvDULc1bYXx2P9jnCsh9uJzbssoySBQSlOWCpgRNhUQuWOEqy4amAnlXWUqS1O10dpWlgWxlHrsK/nISbLorHHADlPdmdlUN+1/2EHWNBcYftz2bDukH//xfuPds2OF7sOvZXVefJEnqtjobyByyXJmtj4Gv/RZm3gO3HAwNtQwd2IcbvrktEXDYVY80n3v5XyfBmGPgwd/CI1cs95hCITFvcR1zqmqYt7iOQiEtc//thbW8uaCWOVU1vFtdx/zqpcypquH1+dW8WbzX8h5JkrR6MZB1xugjYa+L4eX7mifw19ew8eB+XHf0tlTXNXLoVY8wd3Fd83YYI78K//cjmD659e2FQmLG24vZ59IH2eHc+9nn0geZ8fZiGhsLzHh7MT+9/Wlmzqtm/8sf4sSbnmDWuzW8+NYSDrjiYb543gPsf8XDvDx3Ca/NrzaUSZK0GnLI8oN48ib40wmw4Q5w8C3Qqz/TXq/isKseYdjAPow/bjsGlDXCdXvBW8/A4XfABtsxb3Ed+1z64DLbUQwdWMmE47Zn/8sf4vQ9R/HzO6czu6qWyw8bTUU+x+l3PLtc+5/v/Rk+s/6aDO7fa4UlFgqJ+dX11Dc2ERFU5IP6pkQhJSryOUiJAtBYaL7Xv3ee2vpEY3EeWlkuyOVyDOhdxjvV9dQX71dW5BhY2YtcLlq74ZmSAAAgAElEQVTnujU0FSjP56gsD6rrCzQVEpXledbu18s5a5Ik4U79pbHFwZCvgNvGwXV7wyETGb3hWlx5+BiOuuYxjrj6UW48djv6HTQertoVbjoAjrmH+rKhHe4N1n7vMWjeX6zl9fbt+1Tk33c/sZaeuGOvm7rM7v0X3/cS8xbXc9ZeowCoqW/ilIlP8/mNB3Ho9htywo2Pt7Y/d+zmvPTWwuV2+z9v381ZZ41Ghg2oZMbcJa2vdXRiwJWHjWHkup4MIElSZzlk+UF9dt/mFZdvPQPXfg2WzGWHTdfm4oO35Nk3F3H0NY9RXbYmHDqpeQPZG75B75q3OtwbrP3eY9C8v1hNfVOH7Wvqm953P7H51fWtYQze271/7OhhHL/TJrxb3cC71Q2cMrH5BIBjd9y4NYy1tD910tMd7vZ/ysSneX1+TeuJAu93YsCx13sygCRJH4SB7MP45FebN4V99xW4Zg9YOIevfHpdLjxgC6a+/i5H//ExavoNaw5lSxey1m37c/V+w5fbG2xIv15cefiYZfYcu+yBl1mrbznn7bv5Mu0v2P9zbDioz/vuJ1bf2NRhz9qAynIGVJbTpyJPn4p8a5t8Lj7Qbv99KvI0FpZ9bUUnBngygCRJneeQ5Ye1yc5w6G1w0/5wze5w+B187XMbU0iJH4x/km9eO5WrjtiayoPHE9fvw4h7juBPx0yiLt93mb3BRq7Tn3P22ZxCocCE47YnpURlRZ5EYvy47WgqJMpyQe+KPAMq338/sYqyPEMHVi4392xBbfO5nBX5XOu92VW1NBVSh+1bdvtvf7+mvomy3LKvtfTutW/ryQCSJHVeSXvIImL3iJgRETMj4rQOXr8gIp4s/nkxIhaUsp5VbsPt4YjJpLrFNF29B/NeeZIxGw7kp1/9FA+9PJ/Dr36EV/p8lkV7XQVvP0e/2w6lPNW1hrGWCfiFQoGmBCklKsqag9egvr1Zf2Afhg7sQ3lZntr6pmLbFS/CGFhZzuWHLb97/6Rps1p73tr2vl35j1e49JCtlml/7tjNO9zt/7x9N2fDQX1aTxR4vxMDrjzMkwEkSfogSrbKMiLywIvArsBs4DHgoJTS9BW0/w6wZUrp6Pd7bqarLDtQKCRee/4xBt12AH3K4Fdrn8POX/oKJ970OFU1DQzqW8EVh4/mjhsu5qz63/BQfivWOvpWRqw7kJfmLeGCe2ZwxOeHc+qkp9+bFH/4GEau0x9guUn6La+17ylrmdB/wT0zGDt6GOuu0ZtB/SroXZajvimRUqL8Q6yybGgqkFvBKsvGpgJlbVZZFgqJ3q6ylCSpVeY79UfE9sBZKaXditc/Bkgp/XIF7f8NnJlSuuf9ntvdAlnLlha//GIfNptyCGuV1XFi/IQpizZsbdO7PMfShgIH5e/ll+VXcU/+C3z627ew/5WPLrPlRYuhAyu5/YQdADrcLuP2E3ZYbuuLFW2t0VFbSZLUNbrDthfrA7PaXM8Gtu2oYURsCAwH7lvB6+OAcQAbbLDBqq3yI6pvbGJwv14M3eQzvLnP7ax17+FcWn028/b7A0uGfZG/PvcWv57yIjtsOojjvn42i55Yl10fPIfF9/+YW479FblccOM3t2VJXSP9epXRVEg0FRJBoq6x0OkJ8yua0O/kekmSur/ussryQGBiSqnD9JBSuiKlNCalNGbw4MFdXNr7q6zI86PdR3LY1Y+yz02zGFt3OvVrDmfwnw/njut/x9YbrcUn1+3HgzPns99lD/H4BkdyQ9k+9H/mOv59yThenVfNOX+ZTk1dIwtq6vnhhKc46o+P8Z9FdfTtle9w+4uOJsy3TOjvTFtJktS9lDKQzQGGtbkeWrzXkQOBm0tYS8k0FlLrvl4ATy/ozderf8LCwaP54eJf86+b/h8/2HUkAyrLmbeknuOun8bPluzL1Y27s3/Tnbwx/oeM3WooP5jwFO9WN3D8Tpswu6qWb90wjZr6AlcePma57TI6mjA/qG9Fp9tKkqTupZRDlo8BIyJiOM1B7EDg4PaNIuKTwEDgoRLWUjINHQwrzliQY+bYa9n0H9/jB7P+wOwZlSyo3Y5xO27CFf94BQjObjyMPE0cwR28+fy6zK7asXmfMJp7tGZX1dLYVGDkOv25/YQdqG9sWma7jPZattDoTFtJktS9lCyQpZQaI+JEYAqQB65OKT0XEWcDU1NKLadvHwjckj5uh2oWrWjvr6r6HFO3uYC6N7/H156+iAv7zqBygwsZ2KecqpoGIDiz8UjW6JVjn+cu53/6zaembmvqi9taDB1YSVk+Ry4XnZ6U/0HaSpKk7sPDxT+ilZ0f+ZM9RvLO5J+yx4JbeH7gl+h1wFXc+ex8Lrz3Jfr3LuO8sZ+lcspJfGHx/1G1zUks2OaHrRu4FlIin8tRkQ8KCRqaCjSl4tYSfd1aQpKk7i7zbS9KpbsFMqB1g9f6xibKy5oDVHVdE00J+vbK0dQEldMuo//fz2Rq7rMcUfN9evddk4W1DWw6pB8X7PdZNnnoNCqevYU/DTySwV89vXVfsq+MGsLJu41k/pL61rlq77cfmSRJ6j46G8i6yyrLj7WWocL1B/ZhSP/eDOjT/PMGa/VhUN/eDFmjN0vHfIufl3+PLZqe4+aKX0D1PNbsU84r86r5wa3P8OK2v+Tu/E58veqPPH/LT5ldVQM0H949p2rpMgsHZlfVcux1HuAtSdLqwrMsP6BCIbGgtp6GxuYd7OsbC0RASpCAXmV5BlaWU1XbsMzk+vrGJq5avC2v5Cq4tPy3TKw4iyOrT+WM/XfjtNue5YSbn2R29Td55NOD+ObLt1BfVsOvGw9gQGU5gHuMSZK0GjOQfQCFQuK1+dUsXtpA7/IcdY2Ji+97aZmjj74yagjf3WUzjr9h2jLDi4P6VTB0YCX3V23JIfU/4Q8V5/OnXmdB309x3THbcNQ1jxGR566Nf8Yary3hBCZTSR0LakavcOGAe4xJkrR6cMiyjUIh8W51HXOqapj1bjVvLqjl7YW1zFtc1zpP7PX5Nbxb3UA+l+eEGx9n7OhhrWEMmocYW8IYvDe8WJaL1n3CHk+b8e3ev6LvGgMYMOEbbL30YW765rb0ryzjF3e9wJJdzmV8/mscVTaFyik/ZP0BFa0HgoN7jEmStLqxh6yopffr7UVLl5k8f+7Yzbn236/yg11HskbvMvpUNPdK5aI5bA2oLF+m56r9NTS3q61vWm6fsDJ2I24+AMYfwuZ7/JqJxx3IYVc/yi/vnsGv9vkVi+YMZ8epv2PpP05mwFcuZPy47WhKzWdjuspSkqTVhz1kRS29X+0nz5866WnGjh7GsddNJSKoqW+ipr6JQmruqVpQ27DMkUXtr+G94cW2k/8H9+9Frv8QOPJOGLEb3HUymz59Prd/a3uGDqzk5EnP8NDwb8POP6P39FsZ8tdvs37/MjZYq3nhgGFMkqTVh4GsqL6xiT4V+dYwtuWwAVx+2Gj+d7/PsdmQfgzu14uKfLDpkH5stHYfKsqCq48cw6Rpszh37HvDiZOmzeKyQ0d3fnixoi8ccAOMORoevJB17/0uE47ZilHrrcG3bpjGrX0OhK+cA9P/BLccBPXVXfL7kCRJXcd9yIrmLa7j2TkLOf2OZxncrxcn7zaydW7Y0IGVXHLwlpTlcxx3/XuT9S8/bDRr962gKSVafo0VK1hludIerZTgXxfAvf8DG32B6n2u5fiJM/nnS+/w4z0+ybh+/yLu/D58Yis45Fbos9Yq/x1IkqRVy41hP6C2c8iWNhQ4/Y5nl5kLds2RWy93b+jASm4/YYdVe1zRU+Phjm/DoE2pO3A8J02Zz1+e/g9Hfn4jTt/0FfKTjoGBG8Kht8GAYSt/Xhdru0nuisIpsEwbz9yUJK2uOhvInNRflMsFGw3qy4A+5Sxe2rjcxPy2w5ktSrIX2OcOgP7rwvhD6XXNrlx0wM2st8Zw/vCvV3lr4Sf47cGT6DXhELh6Nzh0Egz51Kr9/I+go2OkLjt0NL+790X+On0uQwdWct3R21DXWFimjacOSJJ6OueQtZHLBWv17UWfirLlJubX1DetcLL+KrfxF+GYe6CsF7lrv8rPNn6J0/ccxZTpb3HwX/MsOvAOKDTC1bvDG4+s+s//kOZX17cGLWgOrMffMI2xo4e1Xr8+v2a5Np46IEnq6QxkHRjUt6J1zzBoDl4bDuqz3L1VuRdYoZCYt7h5D7R5i+sorD2SwjH30jDk0zDhcMZWj+eX+3yaZ2Yv5KsTqnjqKxNo6j2QdN3ezJ92O3MXLeXNqhpen9+8f1pjY2HFzy6UZpi6vrGpw17EltMGoAt7GiVJ+hhxyLIDuVwst2dYS/Bqf29VDLN1NNR33dHbAH2Yu9N1LB5/HLs+9Et23uRFftt7X2ZV1bLPzXO4aK9r+fQD32SDPx/F62N+ymHPjV5mqPCTxWHA9s8u1RDhik4UWFDb0Hrd0tPoqQOSJL3HHrIVWG7PsFx0eG9V6Gio7/X5Nbw+v4aTb5/BsdXHM3PUiQx5eRIXNJzNABZTSHDiHbO543NXMu8TuzB86i/45uLfk6epdahw7pK6Dp9dqiHCjnoWLzt0NJOmzWq9LnVPoyRJH0f2kHUDHQ31tZwI0Hw/mD/mJC56ssCvy6/gtoozOabhFF5N63HhP+fw7jZnsP4bvRhX9heGxTy+0/AdZldBY1OBlFKXDRF21LM4sLKcc/bZnDO/VvqeRkmSPq7sIesGWob62mo5EaDl/oLaBqatuSsH1/+UNaOa2yvO4Kv9Z/K5oQO49pHZ/DZ3OD9rOIqdck8yoeJsthhQQ1k+1+GzSzlE2L4Xsaws12U9jZIkfVwZyLqBFS0i2HBQn9ZDxS974GXO23dz3h6wBV+vP5uq3EAuavo5+6S/sU7/XlTXN3Fr7MYxDSezce4tbs3/jCFLZnT4bIcIJUnqXtwYtgNtNzeNCPIBuVyudWitUEgsqK2ntr6JppToXZ5f5rDv9pujdmZIrqP3AG0+B/r2ytHUBEsbC5TVL2Tw3cdT/toDLNniGG5d61ucc/dLrLdmby7dpYLP/P1YorYKvn4phVH7uBGrJEkZWGU79UfESR3cXghMSyk9+SHr+9BKHcg6WvF47tjNufbfr/KDXUcyYnA/3qiq4e1FS1sPIm+7chHoslWNNDXCPWfAw5fAxjvx+LYX8M0JL9NUSPxh7DC2fuR7MOsR+MIP4Us/g5wdopIkdaVVGchuAsYAfy7e2hN4GtgIuDWl9OuPVuoHU+pANm9xHftc+uBy2zKcvucofn7ndCYctz0z3lrc4TFKE47bnpQSB1zx8HKv3XbC5wmCusYmAogACIb0a55n1bbXLZeDlIKU0jK9Ze9U17G0oYl8BJUVeQZUNvd0NU27gdxdP6Cx3yd4YafL+f59S3l9fg2/2HMzDpj3W+KJ66gdvitLv/Z7Cr36s7S+sEzPHniUkSRJpbAqj04aCmyVUlpSfPCZwF+AHYFpQJcGslJ7v81NZ1fV0thUWOHmpm8uqKWp0PGqxpq6Jg696pHlet2+u8tmjBzSj1kLanl70VKuefBVjvj88GUONr/y8DH0Kstx+NWPtt47b9/NWWeN3gwbUMmMdb/GRflF/HzBuWxyx95c+qWLOGfmhpw2eQZ///QRbFLWi++/ejVx7Vd4fqcr+M5fF7/37MPG0Kt82Wd7lJEkSV2rM2NYQ4C6NtcNwDoppdp291cLK1qVuKC2gaEDKynL51Z4jNL86vrWdu1fe/Wd6mX2Ajt10tOMHT2sdb+w1+fXcMrE5nstYayl7bHXTeX1+TXL3Dtl4tO8Pr+GuUvqOP6GaUxZtCF71f2cmYX1GHH/OH439H6O2H5D/u+5t7l4yZf453ZXkltaxaZ37MWIhf9+79nXL/9sjzKSJKlrdSaQ3Qg8EhFnFnvHHgRuioi+wPSSVpeBjlYlnjt2cyZNm8WVh49hSL9ey6x+bGnzv/t9jsseeJnLHniZc8cu+9rlh47md/e+tMznLNPrVkitvW4t99q3bdmXrP29xjY9cm8xiP3qz2Ry0/YMeOiXnFp9Hr2LmfmkR/tz57Y38kZhMNdUnMfJZePJUVjhsz3KSJKkrrPSIcuU0s8j4v+AHYq3jk8ptUziOqRklWWk/eamLassz9ln89a5VRsN6suAPuWMH7cdTQnKc8GZk5/liVkLADh/ygx+vvdn2GRIPyrL8+RzMG/Jsp2Jy/S65aK1163lXttQdtwXNuITAyq574dfpKmQuPuZ//CZoQMY1K8Xvcty3DJuOwIopERTIdG7bEcWzryaNR48h8mVT3H00u9Rnx/Gj/62kOM+fy1rzr+YE1+dyJYxk1/1PZma+vfC15bDBvDdXUbQlJrPv3Q+mSRJpdepbS8i4r+AESmlayJiMNAvpfRqyavrQFdse/FBdbQys+08rPdbubmyOWTHfWEj9txiKN+6YVrre39/6GguuvdF5i2u50e7j+SUiU8zuF+v1p9b2t2002LWv+87LG0o8NIOv+GA+/tT11igb0WeSdu/wsaPnklUDmDubpdzwN10+Aznk0mS9OGtylWWZ9K8ynJkSmmziPgEzasrd3jfN5ZIdwxksPK9x9q+DpALSASD+1awYGkj9Y1NlJflaGws0FBI9C7L0ZSgoanAK/Oq+d29L7X2wLWs+gT4+Z3TGdyvF7/ed3MW1jYwv7qeyx54mSdmLWDowEr+dPAnWPOOo8m/M50LG8ZyUdPXSeSoyAeT912Tkf88Eapep3rH01n4uXEccOUjy60Qvf2EHRjcv1cX/jYlSVo9rMpVlvsAWwKPA6SU3oyI/h+xvtVOy3FAH+T1tj1nbXunOuqpOnfs5pw/ZQZPzFrQOtcMmnu1Tt5tJEf98bEO29b124B5+0/moYuO4KTyiWyee5mTGk5gUVNfDphczUXfmMiO08+k39/PIj/7ERZV7QP0a63R+WSSJJVeZyb116fmbrQEUJzMr1VgfnV96zDm8Ttt0hrA2v4M763KPH6nTYD35p8tqG3gu7uMWG5VZkvboQMrKS/LQUVfLuh7Eqc3HMkXc08zueJn7NDvPwzu14vDb3yBM3qdysIvnEnvV+/hnsqfMCZeaK2xlOdeSpKkZp0JZBMi4nJgQEQcC/wNuLIzD4+I3SNiRkTMjIjTVtBm/4iYHhHPFTeh7THa7nnWdnXlilZaDqgsb51DNmnaLC574GU2GNSnw7aD+lZw2aGjWVLbyFmTn+XcfT/H/WvszQH1p9MvV8/16afs36t5+4vrHn6Dg54dw4yv3srA/n0Z3+sXfDd/GxsMqPDcS0mSukBnVlmeHxG7AouAkcAZKaV7Vva+iMgDlwC7ArOBxyJickppeps2I4AfAzuklKoiYsiH/B4fSxHRuqKy7erKjlZaDh1YyScGVHLTsdtR39jEQdtsyLC1KskFHbZds7KcBTUNHF9cDDBvcT2n7zmKQX23oC6/DzNvPIxx7/yK8rLdOKfxEJ7/z2L2/3MZ539tIjvOPJeTnp/IiWvPoaz3leRya2Tx65Ekqcfo1OGGKaV7UkqnpJRO7kwYK9oGmJlSeiWlVA/cAuzdrs2xwCUppari58ztbOHdSaGQmLt4KbPerWZOVQ3/WVjD/OqlzK9e2nr95oJa5lTVMG9xHYVC80KKfNC6Z9llD7zcurdZ25/hvb3QvnvzE/xnQS3zl9Rz1B8fY/6Sek4a/9Ry+579/pCt+NHEpymk9/Yoe2LWAo67fhr7XvYQdb3X5r8XnMwfGvfgqLIp3FLxC9ZlPv16l3H8xJf4w+DTKHz9MirmPkPu8v+C6ZOz+cVKktRDrLSHLCK+AZxL8479UfyTUkor6zZZH5jV5no2sG27NpsVP+NBIA+clVK6u3Oldw8dbWlx8cFbUp4LFi1tXOFRSM1bSeS49t+vcs2RW7OwtoF8Dq47ehsAyvLBDcdsy9uLlrJW3wrOm/ICT8xawILaBiryudZ5ZPOW1HH+lBmcvucoBlSWU1PfxJK6Rp6YtaB1b7P2vWeFBOsO7M8vqg7jycKm/Kr8Su7u/WNe2up8Ln9rBOf/9UUe3Hg4vzvkbwye8i2YcBh87mDY41fQe82sftWSJK22OtND9mtgr5TSmimlNVJK/TsRxjqrDBgB7AQcBFwZEQPaN4qIcRExNSKmzps3bxV99KrRdmI+NM/fqqpuYO7i+vc9Cml+dT2D+lbwg11Hct6UF6hrLPCdm59k5//9O4df/SiLahv5f3dN54ArHua8KS/w3V02a+09W6tvOeft23x6wLljN2fekjqOu34aP7z1KXqX5/j13TMYOrCSDQf14crDlj114Lx9N6dXWXDlYaMZOrCSOwvbc2zv8ykbOIwx/z6ey4b8ifO/8Smemr2AXa+dxT3bXwc7/gieHg+Xfh5eeSCrX7UkSautzuxD9uCH2XMsIranucdrt+L1jwFSSr9s0+Yy4JGU0jXF63uB01JKj63oud1tH7I5VTXscO79y9wbP247AA644mHGj9uOA654eLn3PXjql1h/YJ/W/ckKhQJNCVJKVJTlGVhZTlVtQ+u+Zm2vKyvyJBJL6wvkckEqvq+8LEdZLqitf28vNIB3qutY2lAgH1BZkWdAZfH+kjqWNjSRywXlhTrWfvB/yD9+DQzdhtd3vphv/2Uuz85ZxKHbbcDpW9TS688nwPyXYJvj4MtnQUWfkv5uJUn6uFuV+5BNjYjxwJ9oc5h4Sum2lbzvMWBERAwH5gAHAge3a/MnmnvGromItWkewnylEzV1Gy2HkbcdFmw5imhFRyG13Uri/fYva39/uXYr2oCk3f0h/Xsvc93YWGDh0noamgokIBfBoDXXJPa8gEXrbU+/e05i2ITduO1rl3Dea8O58p+v8uir/bho378w8tkL4JHfw8v3wj6X07juVsxdUkdDU4HyfI4h/XqRy8X7bpIrSZKW1Zkesms6uJ1SSkev9OER/w1cSPP8sKtTSudExNnA1JTS5IgI+P/snXd8FGX+x98z23fTO5CQ0JEqBKSJAp7l1LOLDRU9KXqeV2xX9H6e97tiud/pnQV7A089ldNTzy4WikBAEJDQOyQhPbubbfP8/pjdzW52N9lAAkGe9+s1r919ZuaZZzaB+eRb+StwFhAA/iiEeKWtObubhezwYsg6LlJaW9QURaBpeh9Li8lAjsOiJxm0EklGo+6d9vs19jW4qXP5uGnBqvCanr9uLD6/YNZLKzHWbeNJ6yMMFNtxj7mR5X1u5taFG2lo9nHHmYO4vucu1LdvRjTspWrkT5i+cTI76vwx8yR7v+11Oejod5NMt4RkrtNZ65JIJBLJ8UuntU5K4kK/jnRDdjXdTZCB/uA+6PTg8Wmoim71Mhv1B3drt2LrB3syD/3QMQqCigYPD3+yiWsn9uGFJbFi75+zxlHv9ofLXYTqlhVlWkmzmjnQ0IzLG2Dmc8ujrHbPzRzL3W+tC49Z8PJnxytcFHgfd85wnOfM41dfuPn4u0rG9cnir+f1IevL32Hf8CobtSJ+5ZvFN6J/zDygWwTfvGkiOQ5LzL0CbfYB7cjPoKP9RNu6TkePl0gkEokkHskKsqTKXrTDpZ0wxzGNqirkpVopyrLTK9NOj3Qb2Q4r2Q5r+HPPDBu9Mu3kplqixFh5RSMXPraYSfd9xoWPLaa8ojFcFiPymN8uXEtjs58588vCiQLxEgY8fhEWY6GxG+eXUeP0UV7RiC+gi8bWxWTtZkPUmAczv3Rew6Ypj+M9uJ3sBafz1ND13H/RcNbva+CseWt4Ie8OrvPeTpri5E3z/3C38SVSFE/cQrVubyDuvR50emKSIkJJDx0hXnJF5Dzt7e/ofBKJRCKRdCadIcikueAQSeahHzrm4tIiqp3ecMX+yNdI4omtPbVuVFVh1osrMaoKmiCceRkiVCIjksJMG9tzp3F68314epSivPMzpm/7NR/MHsrQnmnc9345Sw2lnOG5nwWB0/ix8b8Me/ssLkgrj5lHVZS499rsC8Rdb0f7Z0Z2PYg3T3v7OzqfRCKRSCSdSTJB/e1xeD7P45hkHvqhYzJsJqqd3qhEgdYJA6OKMjAZVF6fO4Fqp5d5i7ayencdZwzJw6gq/PXSkSiKgsOi8uzMMeytbcZuNuDyBhhU4OCV2ePwBQQBTXCwyYvVpPL7tzdgzuxJ46X/wvrtU/DJvfTaW8Y/z5/HM/sGc/8H5XgVO3f7r2epfSoPmZ7hIefvOcMxlV87ryA1M5f7Lh4BiLj3aojoVhDiUPpnxkuuiJynvf0dnU8ikUgkks5EWsiOIqGHfiStH/qhY+rcvnDdsdavhZk2RhVlcMdZg7jiqWVcMm8pf3hnA7edOYg5k0v46WkDufzJZVz25DKmP7EUt0fDFxDc/dY6LntyGXe/tQ6nJ8D+umaufmY5P/i/L7jtX2vwBwS5qcF+lilWmHQL3PAxmFNQ51/ArObneXvuWAbkpwLg6nESy854i/cyruQs7UtWZvyaR0ds54XF2/D4Rdx7tZkNPHVNdK20Q+mfme0wtzlPe/s7Op9EIpFIJJ1Jm0H9wX6Utwgh/tbGMb8RQvypKxYXj+4Y1H+oJBM4Hjrmbx+V8+OT+/LMV9u4uLRI71dpNWFQIaDpZsornloWY9F5ZfZ4Ln8yejxe4H2iYPzX5kygIM0aHcjudcEHv4Gy56BgON4fPc7/rlR4celODKrC3FP7sq7sK37Z/Cgj1W3UF0zA9YO/UOfoG/deAZllKZFIJJLvJZ2WZakoynIhxEmdtrLD5PskyKBjWZaapqEJ8GkaBkXBZjaQZtELxrq8fk59YFHM/J/fPiVmPF6x2vYK2MZl47vwn5+Buw7t1F+xtMcMfv9uOZsqmhhVlMFtp/dj0N43yFp2H4rPBRNu5mDpLXgVqxQ4EolEIjku6Mwsy8WKojyiKMpkRVFGh7ZOWKOElsKwrTMw4x2Tn26jR4aN3lkOejPPtxUAACAASURBVGXayXLo9cVyUy3Yzca4LkFTsO9lJPEC+BMF9bcZMzX4HLhpGQw+B/WzPzBx0ZU8erqDdJuJ1bvrmPFsGc95TkO7aQXKiOkoi/9G7gun0OvAJ+SmSDEmkUgkEkmIZATZicBQ4F70Iq5/BR7sykVJOk6imKe8FEvMeHG2PWasMMvG36aP7HjMlCMHpr8AlzyLUruN/gvPZvEp63l99lhO6pPFo4u2csU/t7J10v1w3ftgSYNXZ8CCS6HmmGrKIJFIJBJJl3HYhWGPNN83l2Vnksj9GW8couO2Mm0mGjw+3N4AAQFWk0qOI77FLiGNFfDOL6D8XSgaj7jgMd7YYeEP72zA7Q0w99S+3HRqCdZVT8Nnf4aAFyb9DE7+OZgT9YGSSCQSieTYpTNjyNKB/wFOCQ59DtwrhKg/7FUeAlKQdXOEgLWvwnt36IJr2l1UDb2OP72/mYWr91KUZePe84YxtWcAPrwL1r0OqT31ZuXDLwW1MxJ/JRKJRCLpHnRmDNmzQCMwPbg1APH6W0okoCgw8nL4yTLoeyp8+FtyXzmbv52i8s9Z47EYDVz3/ArmvLWXvT94BK7/AFLyYOFseOZ02L3iaN+BRCKRSCRHnGQsZN8IIU5sb+xIIS1k3Z+wi9TnJ3Xbu6R+9lsUVzVMvBnvyXfw7PIKHv54MwA3TO7DxaN6kLV1Ialf/Qml6QAMnw6n/Q4yimLn9AcwGVWMqoLbK8tRSCQSiaR705kuy6XA7UKIr4KfJwEPCiEmdMpKO4gUZMmTTOxYaKzO7Q3GjwmsRgNGQ6zgiSy/oSgKQgh8mkATAqvJQI7DAsQ2C3/msv4MXHM/yuqXILMEfvQwuzNO4s431rJkazUAOSlm5l8zjEGbnkJZ+oh+A+PmwORfolkyYuZ84JIR3P9+OVVNHtn0WyKRSCTdls4UZCOBF4H04FAtcK0QYu1hr/IQkIIsORIVnbUYVa55dnl47MXr9RJzFQ3N3P76WnJTLNxy2gCKs+3sq3Pz4tId/OqHJ5BiMeLyBjjQ0EyG3YjHp+HyBrj9db25+RlD8rjrnCGgwNZKJ3//ZDOrd9cBesbmwpsmkXtwuV63rGYrnqGXsXzgrayrNfDMV9vDrZr+OWs8o9IaEZ/+Eda+irCk0zj2FvYOnMHuRhFuB1WYaePuc4cw56UyCjNtvH3zJAIaUUkKtW7fIRV1jRSyDosBt1fDG9AwqAo2s0qmrYPJDhKJRCI5bklWkLXZy1JRFBUYJIQYqShKGoAQoqGT1ijpQhI1Lv/D+cOixnZWuwC4+6115KZYuO3MQdz5xtqwYHvkylFUN3miRNxjV43G6xdhMTaqKINrJ/bhyqe/Dh9z38UjePCDclbvrmvpz9lnMty4GPH5A5gXP8yI9e/yru9yrClnMX1MIa+X7WH6E0u5blIfzhj9Zx4pP4mZrheY8tW9WFY/zTL7DG47/QYe/GgLq3fXkWEzAZCbYmF/XTNz5peFrz9vRil//2QTH26ojNsBIRGRQnZi32yunlDMjQtWRVnm8tP8lGQ7pCiTSCQSSafRZlC/EEID7gi+b5Bi7NghUeNyuzm60KvdbMBuNrCn1s3cKf3CYix0fK3Txy9eWxM1dtOCVeSkmMNj8c678421zJ3SD2hVYNZk4+C4O7nG/CDfaUX8xfQ0j7jvoGbzMh68dCRnDC3gyS+2Mf2JpSyqL2Cm706u8P6WHS4b11fdT/4/z+CuQXsozLBS5/YBcMtpA8JiLHT9ufPLuLi0KPx51osrqXZ62/3eIoXsrFP6hsVYaJ7bX1/LzmpXUnNJJBKJRJIsbVrIgnysKMptwKuAMzQohKjpslVJDptQU/LWvSld3kDUcaHPhZk2MmymGBEXEmuR7Kl1ownC88c7LzQer8Cs1x/gy/o8vuQuzlOXcJdpAU8234lz67dccN7vufDEntzwYln4+KXaUH7o/j0fnl6N5fP/pfSr2byXO5oHP7yEwozB9MlxJLx+5GevX79XTRMcbPLg9gUwqApGVcFkUMi0W6KErEFVEopal9fPvjqNXIeZuma/nmxg0P++cfsCGFUFh8VAmjW2FlyKVaWpWcOvCYyqgtWk4vEL8lL0zgshNE1w0Omh2RcIt8rKsMkEBolEIvk+kkzZi8uAnwBfAGXBTQZxdXMSVe4vzrbHVO0vzrbzwCUjOtRSyaAqPHDJCAozbdS5fXGPCcWOtXYVhsQiKLytTWKa50FeM55LyoaXUR8dw7jadyhMj+4QYDYa+dx8CtfYH6Vu2n04mg9wb/1v+DTnAdKrlse9fsiCFvpsNhp0l+SBRi56fAmnPrCIy59cxvaDTvbUutlx0InJ2NJqKqCJuPO6vAE2HmjknrfXsbGyiQsfW8yk+z7joseXsLWqiZ+/8g2XPbmMXTVu9ta58Ps1yisaufCxxbxZtoddNR4ue3IZpz6wiMueXMa+eg8frtvHxopG/H4NaHGdXvTYEk65Xz+u/EAjO6qdaNqxVcxZIpFIJO3TZlB/MIZsghBi8ZFbUtvIoP7k6WiWpc+vUdXkZW5ELNbz143F5xfMeqklOeCJq0spSLPgD+hZlgYVapw+5rzUcl5bMVuaJthR7WRntStobQpQnG2nxL8D9b+3w64luHOGc3vDdN5p6MfA/BT21zfT1Ozn9CH5/OrMQVgNfqxr55Ne9g8MzgqcvU7m1qpzeL+huM0YsmqnlwsfWxxjOfzD+cMAGFmUTkWDJ2EM2aNXjiLDbqbG6SXFYuSBDzby4YbKqLkikw2ev+4k7GYD059Yyp5aN1/cMZUrn1oWc/2XZ43nyqeW8dqcCfTMsFHV6Em4zmG90slNtXTuL4tEIpFIuoROCeoXQmiKojwCjOq0lUmOGKGm5K2JN5YVLFmRm2pl4U2TYgRb67HWQis/VbR7TCQev8bdb62LEnDkD4Xr3oNvX8f68T084r2bB4edze7Rv+Latw7S2Ozn4+8q+HRjJVaTgSZPX/pmPMyC8Rso+PZx5nm/onnQVNyT7iQ1P5U/XjiC//lR9Hrai61zewMMyk/lldnj2VvrRhOC+T8+CUVRMBtVapq8XNUqeaGq0RvOKI10le6pdaMq4Ato4WtqQsS9vgiO+wO6haytdYZcrxKJRCL5/pCMy/ITRVEuVhRFBq4cB4REXK9MO7mpenmHeGPJnJeIRBmg1U6vXul/xKUoP10J0+7CsnMRJa9N43rnU6TRxB8vHI7ZqNLk8QOwrU7j4tUncmDmMjj9XqyVa8h8+SyML19E7sHl9MqwRa2nxV3aQsgN6QrWXVNVBVVRuPVfazj/0SVMefBzTn1gERv3N8YkD0QmL4TmCrlKCzNtaAJMhhY3qKooca+vBMeNwTi0ttYZTpCQSCQSyfeGZATZHOA1wKMoSoOiKI2KoshsS8khk8j6E2X5MdnglNs5cO1SXvdP5nrD+3xu+SUTql7H6/VEnbuvvpmnllXQUHoT/HwtnH4vVG6AF87V2zGV/xc03fKU7TDz1NXRsXUPXDKCLIeJ4ix72CKYl2Jh3ozSqONKcuxx1x06JzTXvEVbw+VBLEaFvBRLOJ7vrVV7eLzVvI/PKOXTDfuZN6OUvBRLyzqviV1ncbY9KkHiSKJpgqpGD3trXVQ1etA0EXess+Zua7wz1tNZa5dIJJLOIJnCsCpwFdBHCHGvoii9gR5CiK+PxAJbI2PIYvH7NSqbPPgCGiaDGpX515b7UNNEdIX+iGr7rePMIs8PXQ8EQkBACIxq8tdNFB+18KZJMe7U0LGpdRu5yzifSYb17FJ6cp/nEt7TTkKgYjWpNPs00m0mZk3uw8xJfUhR/fDNAlj8ENTtgrwhcPIvYeiFaIqBg0169qLaKssy3n36AhrGoKXw0nlLY9b92pwJCCG6MMtSw6BwVLMsky00fChdExLNPSA3hc1VTTHjg/JTgdiOEB1ZT6Jryo4PEomks+nMSv2PAxowTQhxgqIomcCHQoixnbPUjiEFWTR+v8bGisaoQPzHZ5Tyj3aKooYC60MV+iMr93v8WsIHVeh6f/9kE9dO7BNVRDaZ64aunezDMPpYF7cVb+MG70tYazexTivheesMZl4zC39A8I/PtvDJxkoy7CZmn9KXayeU4DAC69+ELx+EqnK9ddPEW2DkFWC2d+i7Pp4f4m0lGVz3/IqosXjC+lDmfm3OhHAyROv5AS58bDG5KRbmTulHhs2EyxsgxWLk0ieWtruejvxRIJFIJIdDZwqyVUKI0YqirBZCjAqOrRFCjOyktXYIKcii2VfnjvvQCmX6hT63ftBUNXpYt7c+HFgf4rmZY2PGIs8PXe/uc4fwh3c2dPi6IeJlgCYSNa2PzTArNK16hdSlD2Bs2IUomoBy+j3Qezzf7K7joY83sai8iiyHmVmT+zJjfG9SzQbY9F/48q+wtwxsWTD2xzB2FqTmJ/19d2TdXYXPF6CyyRO2sOWlWDCZDj2uLJl72lvrYtJ9n8Wc++rs8Vz25DJGFWWEhVFhpo0e6bakv5fQ3JFz1Ll9DO+VxsS/xF5z8Z1TAbj55dUxnSUev2o0v3trfTjJAmDlb0/DGxBhC3JeioWKxua497P4zqn0yuyYUJdIJJK26JQsyyA+RVEMgAhOnItuMZN0AyIz+EK0VRQ1hNcfiFv0NVEh2ND5oeu1VQy2reuGSJQBmuyxmROugbGXw6oXUL54AJ49EwacwYnT7ub5605i1a5aHvp4M/e9v5HHFm1hxrjeXHfyaeTdcDbsWgpLH4UvHoTFD8PwS2H8TVAw7JDWciTx+QJsrGzixlYW0cF5KYckypK1+rVVaHhUUUaMMOqI5dBsNHDGkLwYi+sTM0o5Y0heTFmRUFLDLacNiOkQceOCVVF/FMyZXML+Bk/U96XHBlrj3o9MmJBIJEeLZIL6/w4sBPIURfkj8BXwpy5dlSRpIjP4QiQqihqJ2WhotxDsqKIMnri6lHdvORnQLRlWo8ors8eTnWLmuZljGVWUEfe6o4oyeG7mWAJCtBkw3V5gdZv7jWY4aRbcshp+cA9i93J4YjKuBTMo8e/g+Zlj+c/NJ3PKgFzmfb6Nk+/7jN/8ex07HCPh8gXw0zIonQnrF8K8SfDCebDpA9C6b1mJyqYWcQFBETK/LBjT13HazHiNoK1Cw/GEUbKtqkJz33XOkJg55swv465zhsRcM9thJtthTtihITLJ4uqJfWK+r7nzy3B5tbj3c7QSJiQSiaRdC5kQYoGiKGXAaYACXCCE+K7LVyZJilA2YLwYMkj8oMl2mMMV+iNjyIqz7Tx1zRj+9lE5107swwtLtnPtxD7MeamM3BQLd5w1KOr4By4Zwf3vl1PV5OG568ZS3eRl4U0TSbeZ+Mt/v4uJJ4OWhAGTUaWp2R83CFvTRDig3hcQPPn5VpZsq45veTE70Cb+nM2Fl7B0/u+5eNM7ZG3+Dw19fsjgaXfym7MHc+W4Il5bsYd/rdzNK8t3cfbwHsw9tR9DzrqfmrG3YfrmBVLWPIPh5emQUay7M0ddDfashN9962SK1kH5XYFfi1/HzH+IGYJJZbyiWwYH5afGrVFnNMRvMZVsvTRVVRK2qTKoSsL6dnZLfKtdzwwbi++cGvyjwx//+wpoce/n+x4LKJFIui/JuCwRQmwENnbxWiSHgNGoMjg/ldfmTMAf0DAGsyzjFUWNRFUVSrIdZNhNvDp7PAEBVpMazrK857xh4VixkOXi7nOHhMUYtDTbfmX2eMwGleomL7f9a03coqmzXlzJ2zdPClfBjxR0uSkW9tS6w5aVd346iT21zVEi87GrRgMw68WVcePSqp1efvzqZvY0XcjfOJ3rje9z4+4PMT3zX7apY7nffT61GUN5+tqxfLWpin+u2M07a/czqncGu2tcHGwaSknG35n/g4P02jQf5aPfwad/hGEXw9gboLA06nrxkinmzShlcH5ql4oyo6rEFSHGQxQSiVyR8Vx3idy1NpPxsN1/ba0jkYs4x6GXE2ntbi1Is4Z/3/fVafG/L4N61N3PEolEEknX/jkvOSIYjSo9M2z0znbQM8OGyWRIqkirqipkOfTjemfZyUu1hgvBhirHR8aKJYobUwBFUcLtlaaXFvLczLH0SLfy8BWjmF5ayJ5aN25vIMY9dvvr0YVVJ/bNxunR49uemzk2fO5NC1bx89MH8NzMscHG3u5w30eItvTUk8Lf/JdQ8eOVPGW8guGBDfzHchd/avodC1+fz8yJxSz+1TR+MrU/a3bXcbBJd63tqPMz/asCDl76b7hxKYy+Gr57G56eBk9OgdXzwadfo7LJExZjoXuZexiuw2TJS7HErWMWql/WURK5Ijviujtac0Ra7RbfOTVu39R49eTmHcb3JZFIJF1FUhayQ0VRlLOAhwED8LQQ4i+t9s8EHgD2BoceEUI83ZVrkiRHyGIRahy+p9Yd9T5EyIoREkTTSwuZMaGY655fEWXdyrQbCSRoGxRKBAide9mTy2IsYwDVTl9McHbIIhXPwhIwp/HHph/xMKdxteFDrjd+wEPee/D883WMJ/+cK8ecyaOfbYlaz766Zv7vo3J+MrU/hef8FU77H1j7Kqx4Gt76CXzwGxg+HaXvxQldYV2JyWRgcF4Kr84e3ylZlolckR1x3R3NOdqzcsWzIB8J17JEIpF0lHbLXhzyxHpm5ibgdGAPsAK4QgixIeKYmcAYIcTNyc4ry14cGULZd6FYsjvfWBs3hqx10+7nZo4Ni7EQhZk23a1pVLnosSUJa1l9/MtTmfnc8pj9z80ci6IocfeFmnHHyxYMlWQInWPBy3Wpy7nV8QGmuq0E0nrzd/cZPNk4ETdWAGwmA16/hkAweUAu08cUceaQfIwGBXYuhrLnYcPbEPCwSenDAu8pvBWYSB2pUeuRSCQSiQQ6sQ7ZYSxgAnCPEOLM4OdfAwgh/hxxzEykIOu2hOpTaZpGQIAQApvZgF8T+PxalBUjJIgsRpVpf/08Zq4vbp9CYaY9bomF/DQLbm8AvyY49YFFMed+euupGFQl7r4vbp9C72xH1HpDFpZ0i4HyKmdMiYhFG/ZzecZ6ctbMQ9mznHpSeN5/Oh+nnMdvLj0FgeA3b65jR7ULgF4ZNq6ZUMylY4rIcpjBXUtgzb/wrnwR28Fv8QgjXxnH0e/0uRSO/iFGsylmnRKJRCI5PukOguwS4CwhxA3Bz1cD4yLFV1CQ/RmoQrem/UIIsTvOXLOB2QC9e/cu3blzZ5esWXJ4aJpgf707yioFsZasREVIExW5fXX2eARweZx5X509vs1CnrXOZpo8GpoQKIrCW6v28GrZnvB6Gsq/wPPFQ+Tu/QRNNfGF6WQWcBaXnHdBuJaV2aji9WuYDSpnDy/gqvHFjCnOJBAQ1GxfhW3dyzjK30RtroW0QhhxqV7bLH9oUt9be9manV0ItqMc7etLJBLJscyxIsiygSYhhEdRlDnAZUKIaW3NKy1k3Ztksw/jiRAg7rkFaRZqXV7cPo2bFqyKsnb1SLOQYTPH9IAMiT67WWVPXWxh0NB6QlXifzIswCzrJ6SV/wvV58SbfyL1I67HPeA83lpbxYm9M/lkYyVvlO2h0eNnYH4K08cUcf6JvfQYJr8HbeN7+Fe+iGnn5ygigMgbgjbsUg6W/IhmR8+4Yqu976uzC8F2lKN9fYlEIjnW6Q6CrF2XZavjDUCNECK9rXmlIDtyxLNmQUsdMUVRMCigqiqZNhMNHh9ubwCTUcHnFwQ0ES7DEdl0PMNqpLyyKUaEDMpLwenz4/To7kuTQcVuVmlo9uP1C77aVMGpg/NRFSWqNlmkgIkXS/bMtaUYDQYUdGtXnsOM2azns1Q1enj6iy2cM7IXNy1YxdRiK3Mzl+Nf9iTFYi+1pOE78VqsE35MWn4fXF4/76zZz8vLd/HN7joMqsLUQblcPLqQXpk2blqwCnftAa5KXcXcrFXYK3Qr29faYL6wTOHcy29kQHHvsChLZBUMWfD21rriWhzbswx2Fkf7+hKJRHKs05mtkw6VFcAARVH6oGdRXg5cGXmAoig9hBD7gx/PA2TB2W5CPGETr/H4fReP4IUl27njrMHUOr384rU1UfFhA3JtbK5qijrniRml/P2TTVElI/7+ySZ+dtpA5rQSafe83dKs/LGrRmNQFa586usogTB3fllYwMSrPP/jF8rC7XTCYicoyLIdZq6e2CfsDr1m5lgue76ZPe77OVldx7WGDzntm0dQ1jwGg36IffS1TC89jelji9hS2cjrZXt5c9UePv6uElUBvT5rOn9vnMqbxrN54Nw0vlr4BBcYFnO7bx7+l57C33syxpEXwuBz8QWiM0NDaw5la3Z2IdiOcrjX7w69P7vTOiQSiSQRXZb7LYTwAzcDH6ALrdeEEOsVRblXUZTzgofdoijKekVR1gC3ADO7aj2SjhFP2OysdsWM3fnGWi4uLWJ3jTssxkL7Zr24ksomT8w5c+aXcXFpUdT1Li4tCoux0HFzI44L1SJTlfgV3UMCJlHl+VBpjdalKVRVIRAhOloqxit8pQ1nlu9WTvH8jYZRs2HXMnj5UnhoOHz6R/qbavjVDwez5FfTePCSEbTWKHtq3VQZe/Bo4AJO997P2Z4/8ZT/bAz1O+E/P4MHB1DwxoXcmvIBedSGzwsVLoWWQrCRHE4h2I5yONcPifoLH1vMpPs+48LHFlNe0ZiwjVZX0V3WIZFIJG3RpcV4hBDvCSEGCiH6CSH+GBz7nRDi7eD7XwshhgohRgohpgY7Aki6AfGETaLG4xk2U8J9iZqfx2vl1JaQCn3WNBFfIAQFTKgeWev9oR6bkceGiOwHGogzPxnFNE3+HfzyO5j+IuSdAF88AA+PhBcvwPjdvzm1X3rsecAtr3wTfKewQZSwIPV6qmYugbmL4ZTbMbur+Kn/BZZZb+Y986/4Vcq7PHdOGnnB76ezC8F2lMO5frJ9Mrua7rIOiUQiaQtZHVESl3jCJl4z8pDYSbQvUfPz3FRL1EM+8nPruSM/W02GNiuvx6v4/sAlI5i3aGvCKu2R1dyf+mIbj101Or4AMZphyPkw4w34+bcw5VdQvQVev46cJ4bzn5I3ODttOwp6u57nZ45l1uQ+mAwt1qQMm4mPv6ukOmUATP0Nys9W45+zDOeYnzAgy8Rc/wIGvH4axsdGw3t3YNr5GYOzjLw6ezyf3z6FV2ePP6IB9ZGFaDt6/WT7ZHY13WUdEolE0hZdFtTfVcig/iND58WQpcTEkD11zRj65ziocnqj+m9uOeiMOm5eMNasdYPyUOPxRJXXI+OFTEFrWLMv0GaV9lDWpz+g4bAYaPZpyZV50AKw7TNY8ypi4zsoPhf+1EI8Qy7BNvoKtOyBVDZ52F7VxKJNVXy6sZKtVU4MqsLEftmcObSAM4bkk5emF6albjds/lDftn0OfjeY7NB3Cgw4Q9/Se3XyT7trqGr0cOFji2MSAuL1Ij0e1iGRSI5PjnqWZVchBdmR41CzLCMblYeKxrY1j9loINNmosbtpdkXwKAo2MwG0iwmat2+qGMiPx+pwOykA8I9TbDxXb3V0rbPQGjQYySMuExvUp5agBC60H37m338d90Bth90ogCDC1I5a1gB55/Yi5IcvdAtPjfs+Ao2fQCbP4C6Xfp4/nAYcDr0PRWKxoGpe3YGiCfqQ6L6SAbUd5d1SCSS4xMpyCTdltYPyDOG5HHLaQOjymC0fmAerYfqIV+3sQLWvaGLs/3fgKJCyclwwnlwwo/C4mxTRSNvrtrLR99VsK3KCUDfHAdTB+cxbXAeY0uyMBtVEAKqymHT+7r1bPfXoPnBYIHe46DPqdB3Cv68EVS6AgmLzB5pukt2Y3dZh0QiOf6QgkzSbWntQnri6lL+8M6GNl1KR8vt1CnXrSqHta/BhregejOgQO8JejzaCT8KuyB317j45LsKPi2vYtm2arx+DYfZwMkDcpg2OI+pg/JaXJueRti5FLZ/rrs2K74FIGBKZWlgMJ94BrMj5URunXERg3tkyGbaEolEcpToDnXIJJK4tA6yzrCZ2g267mhgdsgi4vEHUABFAVDatRi17iCgifh1uDoSEK5lD6T6pDvwjvol1rrNWDa/g3nTfzC/fye8fyfkDYEhF1A04lJmTurLzEl6AdrFW6r5dGMli8or+WB9BQDDeqUxdVAeUwblMbLfDzAOPEO/iPMgNes/5ssP3mCkfw3/Y1oBnpdwPnMX/t7jMPY7GXqPh16lYJYFXSUSiaS7IQWZ5IgTyuAMCZ06ty/qM+hWKLPRkPCceMeEiOdmDCUf3HLawJg2TiHitTFacMO4pK8bj3hreeCSudy/ZSpWyzYeHrKJ3F3/RVn0J1j0J8jqC4PPxT7wLE4fNI7Th+QjhGDjgUY+3VjJZxsrefSzLfzj0y2kWIyM65PFxP45TOqfjbXvufzMmQpAD6oZq5YzRi3ncude+OyPgADFALmDoM8p0HO0LtCy+oIqLWgSiURyNJEuS8kRp6tjyBK5Ge8+dwh/eGdDuKp/a+K1MTpjSF5MB4GOxK61tZaozgHaAVj/JmxbpLsiNR9YM/Tg/YFnQf/TwJYJQK3Ty+KtB1mytZolWw6yo9oFQIbdhMen4fYFoq712pwJ9LR4YPdy2Pqp/lq1EXx6zJpmSceTNxJ/j9HYS8ZiKBoDKfkhs2KXkExMl2xqLpFIvg9Il6Wk26KqCoPyU1l406SoDMrIz60f0PHOSRSY3Va1/taV+iOJV8T2ww2V/P68oUldNx5Jdw7I7gOTb9W35gY9S3PTB/r27b90y1bROOg/jcx+0zh32ImcO6JncA4XS7ZW89Xmg3y5uSosyAyKniDw4foDjOubzaD+p6OGXJxaAP+B7ziwcQkrF39E/52bGLz7KwzLg9+NNQOy+0H+MN2K1nMU5A7Wa7EdJsmIa9nUXCKRHG9IQSY5KqiqEhMU316QfLxz4pHIvRlyjbau1u2G3AAAIABJREFU1B8iVMS29XmC5K7b0bWE3sesx5qmB/wPOV+vc7Z3FWz6L2z5GD79X32zZeq1yfpNo7DfNKaPKWL6mCJ8vgArdtayfHsN3+6rZ92eer7YfBCANKuR4YXplBZnMaFvNrmpxcxcUckep55UYMXDlLQD3De2ifTa9VD1Haz5J6x6QV+XaoCcwZA/tGXLGQDpRfq+JElUOT8yUaKyyRMWY6FjbpxfdtSamidTuiVZod46TrErM2HbskTKzFOJpHshXZaS7x2dGUM2b0ZpwuMPdS0PXDKC+98vp6rJ0/H5nQd1t+aWT3T3Y9MBfTyrLxRPgpLJUDIJ0gsBEMGkhOXba1ixo4avthwMi5yWZujRfHH7FHpnB2uhaQGo3gp7VujZolUboWIdNOxtOcFg0a1p2f11gZY9IPjaH2wZMfPvrXUx6b7PYsYX3zk1LLZ2Vjs59YFFMcd8fvsUikNrO0IksuhZjCrXPLu8Q67srvgd6+i6B+XrcYayNpuk0xACAj491CLghYBff9V8+nggOK4Fx8PHJtiXcK4k5u3ouWf+CcbP7dKvR5a9kBzXRP71D7r4ECjkOszUNfsTWgUiK/a3Vdn/UNdiNOg1xZr9GkZVX4/ZnLyhOsqqYVDJdm1F3fYZ7Fysb831+oEZxS3irHgSZBaH762qsZnNlU1s2NfAgq934fG3uHAVYFBBKiOLMjixKINRvTPol5sS7ngQxlWji7ODm/VSHge36K8120G0xLAFbDn4M/qgpRdjzi7BkNOHOnMPbni7itX1dgLolrXWpUT21rq47Mll5KZYmDulHxk2Ey5vgCE9UslPP7KFcBPFAf7h/GFc9/yKqLH2yqHEi1MMx/nFiWvsinUvvGkSgOxecKwjBPib9QLS4c0VHHOBL/jqdeqbz9Wyed36v1MtECtSYsRO5OcEYkfzd/HNKmAwBzej/qqawBDazKAaW703t+xXTYnPHXCmXsuxK1cvY8gkxwsej5+DLm84+DvHbsZiMcY8WJKJXTIa1YQPxkgxZDMb8GsCn1+LEnaJ3EC5qZbDto5ommBHtZOd1S7sZgMub4D+eSVYht+A74TrMauQ7dyMumuJXuG//F34Zj4AIr2IxryTeGF7Ph85++JL78OC2RO4aHQhc15ayd66ZjLtJsb3zWZrZRMLV+/l1RW7ATAZFIqzHAwvTGdU7wyG9kxjcEEajuKJUDwxepEBH1r1dvZuWcPbn35BduMuBnkqGdKwBLX8TRAaGcDrgN+qsl/LptqYS0nP/qQt/gTSe0JqD/IdBbx0SQ8qAunctnBDy8/r6jHkplqPqBUnURyg3WyIGWuvHEq8OMW24hoPh/ZKxcj+nl1AyFLkjxBIvqBoihmLFE/u6M3vbn/M725/PfFQDWC0gdEKRktiwWK0gCUlgfBJUuy0ta/NuUzR+zoQEnEsIwWZ5JjG4/Gz6aAzJvh7YI4DiyX61zuZ2KVERIq5iX2zmTulHzVOL9VOL2+U7eYXpw9K2LczJPgqmzxhMRa6/tz5ZW1aRyIFnqooNDb7uPutdeHs1JunDeCmBV9HX++kEajjbwRN0+PAdnxF8+bPYfNH/JoGfm2BOreD7x4ZxIkTfsBbZ43ClTcagy2dFKuBVIsZAWw/2ETZzlpW76oLl91YuFp3VSoK9M6yMyAvlQH5KQzIS6F/Xgr9clNw2Yq54ss97Gk6S78JPxRabPzvJQMZbG/A6tzL24uWMCnXRXrzPno37se7cyXKzg/1BxT6f0x9gttCkUaVOZPqplT2PpNB8YjB2NPzdHdoSj44csCeA/ZssGd1+n/eieIAXd5o8VKYacNmNlDV6ElogU0Up5gorrEr1h0q2RLaN720kFmn9MUQXKffr33/CglrgTbEjivC0tSOWIo71mo+cSiiVtF71pqswdegYDLZ9bqBjpzgmE1/jTouNGaL/7n1mMHU6V+vpHOQLkvJMU3ItdX6oRMv+DuZ2KVEhNw/uSkW7jlvKD95eVVMfNo95w2L644KCb5EcVFRMVsRtBV/tnp3XVIdDkLo1/6M/speStVNnKhsZaJlG70Du1AQaEJhp1qIo+841J4jyRo0GbVgiP5XchAhBAcamlm/t4G1e+rYVNHE1qomdlQ78QVa/h8pSLNyoKE55n5emTWOHhk2jKoS/+dwxxR6WT3QuB8a9lN7YAfPvb+UAqWGXKWOLKWRLBootrpRvQ0JflKKnvBgy9STIyypYAm+mlP0h5EjN7iv1X5Liv6QM1qCFgQLKErSMWQvXn8SHr/WpgW2u8WQ/XvVbs4Z2YubFqw69PUIoQuekGtL8wdjenwtsTshN5ffCwFP9Pu4Yx7dzRZ6HxqHOOe2nsennxM5Jg7RAmm0tgijKIETb6wtIRQhtozWVsfZdUtQF5aZkRxdpMtSclzg1+JX0vfHiVaPtBiMKspg7pR+ZDvMKMGHbltusJD75+5zh4TFWOhad76xlrvPHYI/gTsq5AZKZB0xqArVTc14/CIq867W7Yux6N3++tpwDbP2OhxExa6pCmcMyefDDQpbAoW8yjSemzGW2f/+mpyG9YxStjBa3cyYre+TtvV1+BK91EZWSbD0xRiUonH0KBhG7sBchvRMC68102Zib30zWyob2VLZxLd7G6jeWBEl0gBmPr+Cokw7RVl2UixGmjwtcSezTi4GRWGn24LJ0pe8PifgL/Dx5pK+8QWnTQF3jZ7k4DoIrmq0poO46yoQzoMYvfVYAi4UbyPU7kA0NyCaG1C8DSgdeTgbTKgGC4MNZj5XTQR6pILRivEdO4rJyicFZrSeJhSDCT55kUWba/iZR+A3Ggg0qqx/2kLxyCLsVjMoBoyqkSEYeO9EPaFCVVUcW1Zh2OTVH9SKqj+YhaYLC6HpgkdoCTahW2QUFVCi9qlCY7AW4KN+PoSnEZUAlkVPo6DPN1gL8POAwopn6/m9z4Pd5MHYFCDwjAEtzwZKIEJM+RKIrODnLkGJdmcZzC1iyGDSk0mMFjA7wJjVEmNktES/ht7HE0JhYRXH4mS0yoLJkiOKFGSSYxqjqsR3AcURV9kOM09dM4a/fVTOtRP7cOcba5PKMNM0QUATFGbaEoqgkGuqLRdRXoqFeTNKo6wjj101msWbqxjcMz3GSpFhj3+tUA2ztjocxLOOPD6jFNBrqxVm2ijJsVNep1LOcBYzHAKAT/DvK3pS5FpPds03sH+t3itzw1uAnhjhz+jH+oYClnt6U+EYxNzLL2Rg7yL656WEv6/yAw3c8KIem5btMHP28AIamv3UOb3sOOikuVWs0rNLdvHskl0ENIHDbODi0YUM75XGzVP789DHmzjQ4An/nLIdZj1LI7VA34iwBn0eaw0KBLSWmmZuF30zDDx68QD6pwYwBZwEXA3sPbCPf36xBo+riXyb4MJhmeSYNdSAm4DXTaOzibU7KmlsgAyTxogeZhx+L5ZAQzCwOYDf72OIrxGDQcOAhoEARr+GdZ0SDKD2gxZAFQHS2vidbh+lRbiFXw3BLXJcRVFUbKqqW7BC+9BfFUXFKFRy/Rp+xYAC+DDg9BkJmFPBYo2I5QnF9xhb4oBUI0I14QooBDCgGs3YrVZUY+tzIuKBosRShKiKJ6BUo7QaSY4rpMtSckzTkRgy0B/cBxqa23Qttqaq0cNvF67lJ1MHUOP0hmO4Is9dcMM4Xl62g1MG5UcJvSeuLuWEgrQol1WoBpUvIHjy863MOqUv1z2/Iq7bNZ47NpTd11aHg2qnN24W3auzxxPQBEaDilFVuOjxJXHnH9YrveW7EEJ3I+5fQ8P2ldRtWUHP5k0Ym/aHz/On9sKYPwTyToC8IWi5g6myluBBF6omVSHTZgpnlPr8GhsPNLL9YBP76tw8umgrjc1tZ2ql20z0yrDRI91Kj3Qr2SkWijJt5KVZURWF219fw/76Fldp6Gfq9QfadGu3l/mYrFs86Ub0QujiTAhAJH5V1AiRpUaIrc4TKYeT9dmR7hkSyfGMdFlKjgssFiMDcxy8Ont8TJZlPFRVCdfmiqStDDOvP8CHGyr56bQBWE0qj181mhsjrFlPzCjFYTbwxJc7WL6jjrvPHUKGzUSd20dOq6DuUBbnzmonP/i/zwGYO6Vf3PWoCjx1zZiYB15+moXFd05ts8NBogw7IByvpmkiZv4HLhlBfpo1XPgU0AVAWk9I64mv11Tqh3u4cn4ZruYKTk3bz50jm8ls2oyxZjNs/xwCXlQgHwWy+ujN01vVJzPZsxhemM7wwnR2Vjv5y/vlMd/7gh+fhKIo7Ktv5kC9m/31zeyvb2ZffTNlu2qpc7XtKttT6+bXb65NaGk82OQhP83abuZjsm7xkAW29c8r6rsMfZ9tBFZHF44V5KUYDznoP1ER2tC4UYXHZ5TG/EFjMSrtBvcnmyTT0QK08dYMHLFiuhLJ0UIKMskxj8VipFcCARaPjjQqjzx+X30zf3hnA7kplrDocnkD9MiwEtD0OVbvrmPOS2XhOUM1n1oTGU8WcofG6xCQsF1URA5APKteMvcYakf15k0TafZpGBSwmQ1k2MxxLXomg4oQIqKCfhoLG9JYsc7Gq7N/rluLAn6o2QaVG/Q6ZZUboPI72PR+dK0iW1a4kGymo4Qr03ysaMxhl8jDg5nCTBt9clPiWmlCa2ps9lHn8iE0wc5aF3/+78YokWY2qJQfaKTa6Y37Mzj/0SUAOMyGmCK5VpPKX97fSEGaFUWBdJuRenfL+vPTLBxs8pBhN5NiMWJQFVRVoX+rPw7yUiwdshZ1ZtB/orkG5jrYVOUMj8+ZXBJec8hqu2RbdbvXba+sBnTcipZozWk2I1c+9fVhfycSSXdGuiwlxx0dfUiEjm8r9gw6Vvk88sEzsW82MyYUH16m22HeYzz8fo0atwevX4+hM6gKAU0cWgX9gB/qdgYLyW6JKCa7paXbABAQChVqLmk9+mPP64eaWQyZxXqh28xi/NYcNlY6Yx7Yg/JS2FLlZNZL0da+3FQLRek2vj3QwM0LVnGgwUNOiplrJ5bgMBlo9ASobvJQXtHI6l11eAMaBlUhzWrE49dwewMk8z+k2aBiNakYDSoNbh9+TWA2qJzQI5XsFAt2swGbyYAt+Go1GTAbVSzBTVEUHBYDTk+Av320KUpE5qaa+fNFIyhIs2I0KBhVBaOqYlAVjAZFfw19Do4ZVZUD9e6ErtbW4x//8lRmPre8Q67LZFy0SbtxgyRyoT5/3Ulhi3Iya5NIuhOyUr9E0gYddaOEjtc0jYDQS0Acbm/AyK4ADosBj190WYeAQ+lVWO9qZletJ8qdlSiuLRRPdUjXbG7AX7mZxn0bUas3Y6rfjs25F6VuJzgrow4VBiu7tGy2+7OpEFlsFwU4HYXcctFpKOmFfFtnxm7R3cXzFm2lqsnDa3MmkOsw6991hOUqskl5og4NmiZw+QLUNDazq9ZNQ7NPtyYCzQGNxmY/TR4/zT6Ng00e3vt2f1R9MrNBpSTHjl8TNHsDuH361uzr/EKwyZJuM1Hvjnb3lmTb2VHtijl2RGE6DnOLBdCgoL9X9M3l9bNiRy1uXwC72cDkATlk2c0YDAoGRcHlDfCvsj0x895wch8yHWZURcGgEnxVqHf5eOiTzTHH33nWIO5r5da+/+LhFKTrWcqhTVUUzAYVs1HFZFAwG/X3ZoNKiuXQXb8SyeEgBZlEIjks4gWz33PuYEr75MTEHA3OS8FgUDs/yNvrgvrdULsT6nZSv38Li1euordSSZFSSboSLSJ8wkAFmVSITPaLLCpEFhedOpbMgmJI6wVpPSC1R1R9tc6iI3XmNE3gDWj65tfw+PXXPbUubn1tDZWNnvCx2Q4Td551AqlWI35N6FtAwx/M/vUFNL36BRDQtOB+QZ3Ly7/K9kQlS9hMKhP6ZbNka3WUKDy5fw4rdtREtdGyGFWG9kzDqKoEhH7dUMaxJvTX0PX1Mf28gAgeJ/R9Lk9yVsYjQarVSIbdRIbNrL/azWTYTPHf201k2Eyk20xSyEkOCynIJBJJFIkCvBORSGCU3XUazT4txtrUUffUodDapZWKi9L0Bv7vjCzUpv28/eVKHJ5KCqihQKmhh1qLndgitVjS9ernKXl6oVizHRz5kJoPqT114ebI1TdLalKZjZ3Rp/JoxJAVZtp4edY4Gtz+Ti9YG891/uTVpQzIS0VAi7ALijiPL0B5RRN3vLGWA/XNFKRZ+P35w7CbVW7711oqGjzkpVr49Q8HU5RpR1EhoIFf09A0XQz6/LrQ9QV0oevxBah1+ah3e3F6AjT7AtS7fdS5fdS7fNS6vNS7fVExhK1JJOQy7SbSpZCTtIMUZBKJJMyhPOg70gUhdPyhdkI43PvokW4hoAkqGr1R1rt5V41mcIbA6DoADfugbpdeSLapCpzBrakCGg+AJ0H1f4O5pfp/Wi+9PZMtq2XMrr/3m9PZ5jTzs7d3Ul6n0jPTcUiipjMb3CeaK9440GnXjeRwXPmHu7ZkYyk1TdDo8VPn8lLn0sVa+H2EaKtzeYP79PfJCrlMu5l0W3whl+kwkR4Uepl2M2lW6Vr9viEFmUQiCbOvzs2H6/YxbUgPNCFQFYVPN+znjGE9w9Ybr9dPlbOlSXu2zczm6tgab4NyHeF6YpEcCQsZxD6w/ZoWzsCbM7mEqyf2QQvWWuuQqAj49Mr/zqpg+6Z9ulBrOqALONdBvQisu1bfmuvbnE4zOVCsaSih1kxRrZzSoj+bU8CW3rLPkqpb7Uz2btt78HBjFI8EXf07qWmCxmY/dW5vK+Gmv69z+cJCrjbi/aEIucyQ5S303t6+kJMlRLoHUpBJJJIw1U3N7Kv3xIirnukWslOseL1+yqtixdeAbAfV7haRluswxxVjcHQKhXbETejzBdoM7O8wAb8uyty1ehunkFBz1ejjnobg1gjNwdfIzz5nctdRjdFtf4y2Vn0U7dG9OEP7zBHvTY7EYyZbhxuyHwtFYTVNsKfOxSn3L4rZ15lW20MhUsjVRljbap0tFrh6d7SoC4m9th7ZqVYjmUG3aZrVhKpA2c5anN4AWXYT95w3lAH5Kcx6set7qXZ3juQfFFKQSSSSMO25HzvqnkzEkbaaJBtI7/MFWtontUpGOCxRdjgE/GjNjWzdu5//fWMZzoZa+qQG+PnkAnqYm1G9TeBz6U22fS49wcHn1t/73PrmD34OeMHX3PK+oxgsYDTrYs/saOnvGG6ObY3q/egSJhasqqLSreDGggcTNnsqt549kvS01AR9IoNC8Ai0QwoJxgP1zXE7a3S21fZIERJytWHXqTfsPo10pda5fVQ1eig/0Bi3r28k2Q4zL1x/EsN6pR+huzj6HOk/KGSlfolEEqa9avMdadLeFqqqHNEHXaKG7a1dN5VNnoiCtvq93Ti/rMOCs1MxGGlU7WT16suf5pbgD9Z6+2j9fs4ZUpjU9xg3UUPRdKHmdUWINxd4msDbpFvovE79fahhuM8Nnnr9VWgtgs/n1l21IbHnbwafG5vPzSzNB5HeVB/wVjsLVlQwB6155hSEOQWf0U7A5ECxpGFxpKOELH2qQU++sKWDNSO4pbXE7rXhyg11EchNsXDfxSNiagfGdE84RlBVhXS7iXR7+27sRH+sXDephOcW7wh/rnZ6OfcfX9Enx0FpcSZjSzIZU5JF3xwHyve0l2iyXSaONF0qyBRFOQt4GDAATwsh/pLguIuB14GxQghp/pJIOpn2mrB3pEl7Z3E41rS2Wv/Mm1EajpUJH99JgrMz8fkCOL0Bqpt8MZY7g9r+utpM1LCk6m7MLuJgo4dLHv2Cg3X12PBiVbyUpCn849ITyDT5Iyx4zRHizqmLQk8jeJsQnkacjXVs31OBye8i3dBMrtmHwedE0dpuiwXosXbhpIqsqFeTcDC6fj919SksfGcTf5w6HGvWUAqzU+mRbus2btWuJNEfK1eNK44SZLmpZqaPKWJTRROffFfB68G6cVkOM6XFmYwp1gXasF5pWBJ0MznWSKbLxNGgywSZoigG4FHgdGAPsEJRlLeFEBtaHZcK/Az4uqvWIpEc7+SlWOL2LAwJl1yHOe7+3C6yJByOy6C1EJkzuYRXZo9vM5C/LcG5r859VAKcK5s8aIKEljvaaHwQOn9uq3Pnzi+Lip/r9Li5INkOM/OuHdfy88uw8dtrxpCenwpJip2DoYB7V8TPxGpj4S8mkWsjaNFrDMbeNelxed6mljg9d030a802/X1zPRnA30O/unXAe+DBhJp3AmrP4ZA/NLgN08uffA/JS7Ewb0ZpjGA3G1v+LbSOIRNCsLXKSdnOGlbsqKVsZy0fbagA9Lp0IwszGFOSyZiSTEp7ZyVlqeuOdLR93pGiy2LIFEWZANwjhDgz+PnXAEKIP7c67iHgI+B24Lb2LGQyhkwiOTTaezi3zrJsK4D/cDmc7LdDqfeVKIYsJ8XEpfOWHZUA5311LnyBQ2xFRfvxc10dN3e48YJdViYl4Edz1bJ9924e/PdSfE3V9HM0M3tIgKymzSgV6/RSJyFSCqIFWv5QyBmox9Qd43RGCZGqRg9lO2tYuaOWFTtrWb+3PmxZHpSfSmlJ0M1ZnEVhpu2YcHMejzFkvYDdEZ/3AOMiD1AUZTRQJIR4V1GU27twLRLJcY/JZGjzQWc2G+nVRQKsNYfjMvAFtPjux4CWUCSYTAYG56VENf62m1V+9MiSNi1MXYkQesugQ3UVtxc/19Vxc4cbL9hlVgqDETU1lz6Dc7j3p0PDvwuZDjNK6HttqoLK9VAR3A58C1/Pa0mIUE2QOyhCqAXFWkr+EUlK6CyMRjXu73JHfr9zUy2cNawHZw3rAYDbG+Cb3XWs3FHDyp21/Oebfbz89S4A8tMsjCnJYkxxJmNLshhckNota6qpqsKg/FQW3jSpW5VtOWpB/YqiqMD/ATOTOHY2MBugd+/eXbswiUTS5RzOwziRELGaDG3+1dtakO6sdiYUdkcCAfx71Z42XcltkcglFTq3O8bNRZLtMPPUNWNifl6dFXAfEowhK9HuWleLWzolF1KmQN8pLScE/Hqz+4p1QaG2DnZ8BWtfbTnGnh20og1rEWq5g/VM0uMEm9nAhH7ZTOiXDUBAE5QfaIxyc767dj8ADrOBUb11F+eY4ixG9c7AYekeuYRHOgEpGY6ay1JRlHRgK9AUPKUAqAHOa8ttKV2WEsmxT2fGkIWFSKqFix5fkrQbtDNaHR0OVY0efrtwLbeeMRCHxURA0wv2ptkMpNuSe1C0VdW/s0qZdCVdXSalU1pRuWqgckOLSKtYDxUb9ExWAMUAOQNi3Z5pvY4pa1pnsrfOzcodNZTtrGXFjlo2HmhACL0x/Qk9UhlTnMXYkizGlGSSn/b9F7NHvQ6ZoihGYBNwGrAXWAFcKYRYn+D4RcgYMonkuKEzsiwjhUhFY3OHYpI6s2/kodDV1++Wtde6kHi/TwcamrtGdGsBqNkeIdDWQ8W3emuuENb0Vta0YZA3WK/zdpzR0Oxj9a6gm3NHLat314ab2xdl2RhbnBWMRcuif27KUXcddjZHPYZMCOFXFOVm4AP0shfPCiHWK4pyL7BSCPF2V11bIpF0fw7HZRAvNqajblCjUWVwfiqvzZnQ6f0bk6HW7YubJdlZtZDixc11VpZldyORxTXdZuwat7RqgJz++jb0gpbx5nqo/K5FqB1YB98s0LNDAVAgqy8UtHJ7pvcGtfvFWnUWaVYTpw7M5dSBuYAeB7phXwMrggLti80HeXP1XgDSbSa93EbQzTmiMB3r9/B3Nh6yUr9EIvlecCy084nkSDRjP15IlLX76uzxcd22R8otDYCmQd3OCEvaOn2r2Y4eSYheLDd/SITLcxjknaAXwj0OEEKws9rFyp21rNxRw4odNWyt0luLmQ0qw3qlBV2cWZQWZ5J1jBX2Peouy65CCjKJRJKIY6HhdYgj1Yz9eKAtcVvr8h01t3SbeJqgamO0Na1ivd4xIURGsS7OCiLcnpklHe49eixS4/RStrOWlcGSG9/uqccbtGz2y3UwpliPQRtbkkVxtr1bl9uQgkwikUi6MceaRa8705a4zbSZOlR366giBNTvaZVAsE7P/hRBN6vJrlvPIq1p+UP0rgXfY5p9Ab7dWx92c5btrKXerXd0yEkxhwXamJIshvZMw9SNym1IQSaRSCTdnGPJoted+d6LW587aE2LqJtWsU7vWhAirTC6blrBcMjqB4buUWais9E0wZaqJlbuCLo5d9awu0YX5FaTyolFGWE356jeGaRZj15XASnIJBKJRHLccNyJWyGg8UCsNe3gJr1pPIDBohe4LZ4EQy+EwrHf6+SBioZmXaAF3Zwb9jcQ0ASKAoML0oJ9OXUrWq8jFUOIFGQSiUQikRx/+D26KAsJtD0rYc9yvVSHLQv6/wCGXAD9p4HpyImSo4HT4+eb3XWsCNZEW7WzFqdX7wbSM93KmJIsLj+piIn9uraf6VEveyGRSCQSieQIY7To7sqC4S1j7jrY9D589x8ofw++fQ3MKXDSLJhw8/e2wbrDYmRS/xwm9dfvzx/Q2HigMejirOXr7dVMHtB97l1ayCQSiUQiOV7we2H7F/DNfFj/b91KNuZ6mPhTSC042qs7oggh0IIdBLqSZC1k319nskQikUgkkmiMZhjwA7j0ebh5BQw5H5Y9Dg+NgHdv07M8jxMURelyMdYRpCCTSCQSieR4JGcAXDgPfloGIy+Hsufh4RPh7Z8GC9dKjiRSkEkkEolE8v/t3XuwVWUdxvHvDw6mEqaOSCaU1y7mNU9eMk3FC3lBK5vMMiyLMgxQZ1KnRmcaaxq1EkVFE9SSxEuaxZCF2gzdNK5yTbEyxUtgpnYxE/n1x9oaHSFM2fs9e6/vZ4Y5a6+9ZvPM+8c+z3nXWu+qs823heEXw+i5sOdJcO8NcMmecOvnYMX9pdPVhoVMkiTBpkPgyAth7HzY5xS0S2CPAAAJpUlEQVRYfBtcuhfc9Mnqrk01lYVMkiT9x4A3wuFfhbEL4L2nwdLpcPl7YMrH4NG5pdN1LAuZJEl6uf5bwCHnVjNm7zsLHvw5XHkgTP4wPPyb0uk6joVMkiSt3cabw0Fnw9iFMPQceGQ2TDwUrh0OD/6idLqOYSGTJEnrtuEmsP8Z1anMw86D5UvgmiNh0vvhgTurxznpVbOQSZKkV26D/tVCsmPnw/svgKf+CNd9EK4aCvf92GL2KlnIJEnS/6/fRrD3yGq5jKPHwd+fgOuPhyv2r+7QXLWqdMK2YiGTJEmvXtfrqvXLvjAbjr0cnn8WbvwEXL4vzL+perC51slCJkmSXru+/WD3E2DUb+BDE4GAWz4N498Nc6+DF54vnbBXs5BJkqT1p09f2OU4OOVX8JHrqmvObhsFl7wLZk2Clc+VTtgrWcgkSdL616cPvONo+OwMOOFG6L8lTD2tel7m3ROqU5t6iYVMkiQ1TwS89XD49B1w4g+qZ2fefiZctCv8chw897fSCXsFC5kkSWq+CNj+IPjkNDhpGgx6J0w/By7aBWZcAP98unTCoixkkiSptbbZDz7xAzj5DhiyF9x1HnxrF7jrq/CPJ0unK8JCJkmSyhjybjjhhuo6s+0OgBnnVzNm08+Bv60ona6lLGSSJKmsrXar7sg85dfw1mHwq0uqYnb72fDMY6XTtYSFTJIk9Q6DdoLjJsKombDzB+GeK2DcrjD1dHjqodLpmspCJkmSepctdoBjL4PRc6rFZud8By7eo1rP7M+/K52uKSxkkiSpd9psm+o5mWPmQffJsOBmGN8Nt4yEFfeVTrdeWcgkSVLv9obBcMT5MGY+7DsKlvwILt0bbhwBjy8snW69aGohi4hhEXFfRDwQEWet4f3PRcSCiJgXEb+IiJ2amUeSJLWxAYPgsPNg7ELY/3R44E6YsB9cfwI8Mqd0utckMrM5HxzRF7gfOBRYBswEPpqZi1c7ZpPMfKaxPRz4fGYO+1+f293dnbNmzWpKZkmS1Eae/QvccyXcfRn88ynY4RA44Ivw5r1LJ3tJRMzOzO51HdfMGbK9gAcy8/eZ+S9gCnDM6ge8WMYa+gPNaYeSJKnzbLQZHHgmjF0AQ8+FR+fCpMPgmqPgDzOgSZNOzdDMQrY18PBqr5c19v2XiBgVEb8DzgdGr+mDImJkRMyKiFkrVtRroThJkrQOG25SncIcuwAO/xo8sRSuPRomDYOld7RFMSt+UX9mXpqZ2wNnAl9eyzFXZmZ3ZnYPHDiwtQElSVJ72KB/ddH/mHvhiAvh6WUw+UPw7YPht9N6dTFrZiF7BBiy2uvBjX1rMwU4tol5JElSHfTbEPb6DIyeC0dfDM8+CVM+ChPeC4tuhVWrSid8mWYWspnAjhGxbURsABwP/HD1AyJix9VeHgksbWIeSZJUJ10bwJ4j4NTZ8IErYOVzcNNJcNk+cO8N8MLK0glf0rRClpkrgVOBnwBLgBszc1FEfKVxRyXAqRGxKCLmAacDI5qVR5Ik1VTfLtjteBh1Dxx3NfTpgltHws+/UTrZS5q27EWzuOyFJEl6TVatgvumweBuGPDGpv5Xr3TZi66mppAkSept+vSBdxxVOsV/KX6XpSRJUt1ZyCRJkgqzkEmSJBVmIZMkSSrMQiZJklSYhUySJKkwC5kkSVJhFjJJkqTCLGSSJEmFtd2jkyJiBfDH0jl6gS2AJ0qHqBHHu7Uc79ZyvFvPMW+tkuP9lswcuK6D2q6QqRIRs17Js7G0fjjereV4t5bj3XqOeWu1w3h7ylKSJKkwC5kkSVJhFrL2dWXpADXjeLeW491ajnfrOeat1evH22vIJEmSCnOGTJIkqTALWRuJiCER8bOIWBwRiyJiTOlMdRARfSNibkRMLZ2lDiJi04i4OSJ+GxFLImLf0pk6WUSc1vg+WRgR10fEhqUzdZKImBQRyyNi4Wr7No+I6RGxtPFzs5IZO81axvyCxnfK/Ii4NSI2LZlxTSxk7WUlcEZm7gTsA4yKiJ0KZ6qDMcCS0iFqZBxwe2a+HdgNx75pImJrYDTQnZk7A32B48um6jjXAMN67DsLuDMzdwTubLzW+nMNLx/z6cDOmbkrcD9wdqtDrYuFrI1k5mOZOaex/VeqX1Rbl03V2SJiMHAkcFXpLHUQEW8ADgAmAmTmvzLzqbKpOl4XsFFEdAEbA48WztNRMnMG8GSP3ccA1za2rwWObWmoDremMc/Mn2bmysbLu4HBLQ+2DhayNhUR2wB7APeUTdLxLgK+CKwqHaQmtgVWAFc3ThNfFRH9S4fqVJn5CHAh8BDwGPB0Zv60bKpaGJSZjzW2HwcGlQxTQ58Cflw6RE8WsjYUEa8Hvg+MzcxnSufpVBFxFLA8M2eXzlIjXcC7gMszcw/g73g6p2ka1y4dQ1WE3wT0j4iPl01VL1ktdeByBy0SEV+iuvxncuksPVnI2kxE9KMqY5Mz85bSeTrcfsDwiHgQmAIcHBHXlY3U8ZYByzLzxZnfm6kKmprjEOAPmbkiM58HbgHeUzhTHfwpIrYCaPxcXjhPLUTEScBRwMeyF675ZSFrIxERVNfWLMnMb5bO0+ky8+zMHJyZ21Bd6HxXZjp70ESZ+TjwcES8rbFrKLC4YKRO9xCwT0Rs3Ph+GYo3UbTCD4ERje0RwG0Fs9RCRAyjuvxkeGb+o3SeNbGQtZf9gBOpZmrmNf4dUTqUtJ59AZgcEfOB3YGvFc7TsRozkTcDc4AFVL8Tev2K5u0kIq4Hfg28LSKWRcTJwNeBQyNiKdUs5ddLZuw0axnz8cAAYHrjd+eEoiHXwJX6JUmSCnOGTJIkqTALmSRJUmEWMkmSpMIsZJIkSYVZyCRJkgqzkEmqjYh4oXHL+6KIuDcizoiIPo33DoyIqY3tQRExtXHM4oiYVja5pE7XVTqAJLXQs5m5O0BEbAl8D9gEOLfHcV8BpmfmuMaxu7Y0paTacYZMUi1l5nJgJHBqY5X61W1F9RinF4+d38pskurHQiaptjLz90BfYMseb10KTIyIn0XElyLiTa1PJ6lOLGSS1ENm/gTYDvg28HZgbkQMLJtKUiezkEmqrYjYDngBWN7zvcx8MjO/l5knAjOBA1qdT1J9WMgk1VJjxmsCMD57PNQ3Ig6OiI0b2wOA7YGHWp9SUl14l6WkOtkoIuYB/YCVwHeBb67huD2B8RGxkuoP16syc2brYkqqm+jxh6EkSZJazFOWkiRJhVnIJEmSCrOQSZIkFWYhkyRJKsxCJkmSVJiFTJIkqTALmSRJUmEWMkmSpML+DdoAwlvXwJWvAAAAAElFTkSuQmCC\n", "text/plain": [ "<Figure size 720x720 with 2 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cv_result = run_cv(boston_df,\n", " 10, \n", " lambda df, i: preprocessing.PolynomialFeatures(i).fit_transform(pd.DataFrame(df.DIS)),\n", " lambda df: df.NOX,\n", " lambda x, y: linear_model.LinearRegression(fit_intercept=False).fit(x, y),\n", " range(1,10))\n", "\n", "# bump the index so loc corresponds to order\n", "cv_result.columns = cv_result.columns + 1\n", "\n", "# print the best order and score\n", "sorted_cv_result = cv_result.mean().sort_values()\n", "order = sorted_cv_result.index[0]\n", "rmse = sorted_cv_result.iloc[0]\n", "print('Best from CV: \\n order: {} \\n rmse: {}'.format(order, rmse))\n", "\n", "# fit best polynomial from CV to all the data\n", "x = preprocessing.PolynomialFeatures(order).fit_transform(pd.DataFrame(boston_df.DIS))\n", "model = linear_model.LinearRegression(fit_intercept=False).fit(x, boston_df.NOX)\n", "preds = model.predict(x)\n", "\n", "# plots\n", "_, (ax1, ax2) = plt.subplots(nrows=2, figsize=(10, 10))\n", "\n", "# plot polynomial rmses\n", "bar_df = pd.DataFrame({'rmse' : cv_result.mean(), 'order' : cv_result.columns})\n", "sns.barplot(y='rmse', x='order', data=bar_df, ax=ax1)\n", "\n", "# plot best polynomial\n", "sns.scatterplot(x='DIS', y='NOX', data=boston_df, ax=ax2)\n", "sns.lineplot(x=boston_df.DIS, y=preds, ax=ax2)\n", "\n", "# plot standard error curves\n", "cov = gen_coeff_covar_matrix(boston_df.NOX, preds, x)\n", "err_curves = gen_pointwise_se_curves(cov, preds, x)\n", "\n", "sns.lineplot(x=boston_df.DIS, y=err_curves.error_pos, ax=ax2, color='tab:orange')\n", "sns.lineplot(x=boston_df.DIS, y=err_curves.error_neg, ax=ax2, color='tab:orange')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "(d) Use the bs() function to fit a regression spline to predict nox using dis. Report the output for the fit using four degrees of freedom. How did you choose the knots? Plot the resulting fit.\n", "\n", "(e) Now fit a regression spline for a range of degrees of freedom, and plot the resulting fits and report the resulting RSS. Describe the results obtained.\n", "\n", "(f) Perform cross-validation or another approach in order to select the best degrees of freedom for a regression spline on this data. Describe your results." ] }, { "cell_type": "code", "execution_count": 475, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Best from CV: \n", " knots: 4 \n", " rmse: 0.1253672577242327\n" ] }, { "data": { "text/plain": [ "<matplotlib.axes._subplots.AxesSubplot at 0x12a939400>" ] }, "execution_count": 475, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "<Figure size 720x720 with 3 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def spline_basis_extract_x(df, i):\n", " f = 'bs(DIS, df={}, degree=3, include_intercept=True)'.format(i+4)\n", " return pt.dmatrix(f, df)\n", " \n", "\n", "cv_result = run_cv(boston_df,\n", " 10,\n", " spline_basis_extract_x,\n", " lambda df: df.NOX,\n", " lambda x, y: linear_model.LinearRegression(fit_intercept=False).fit(x, y),\n", " range(1,21))\n", "\n", "# bump the index so index loc = number of knots\n", "cv_result.columns = cv_result.columns + 1\n", "\n", "# print the best number of knots and score\n", "sorted_cv_result = cv_result.mean().sort_values()\n", "sorted_cv_result\n", "knots = sorted_cv_result.index[0]\n", "rmse = sorted_cv_result.iloc[0]\n", "print('Best from CV: \\n knots: {} \\n rmse: {}'.format(knots, rmse))\n", "\n", "# plots\n", "_, (ax1, ax2, ax3) = plt.subplots(nrows=3, figsize=(10, 10))\n", "\n", "# plot some splines\n", "for i in range(1, 10):\n", " x = spline_basis_extract_x(boston_df, i)\n", " y = boston_df.NOX\n", " model = linear_model.LinearRegression(fit_intercept=False).fit(x, y)\n", " preds = model.predict(x)\n", " sns.scatterplot(x='DIS', y='NOX', data=boston_df, ax=ax2)\n", " sns.lineplot(x=boston_df.DIS, y=preds, ax=ax2)\n", "\n", "# plot the best spline \n", "x = spline_basis_extract_x(boston_df, 2)\n", "y = boston_df.NOX\n", "model = linear_model.LinearRegression(fit_intercept=False).fit(x, y)\n", "preds = model.predict(x)\n", "sns.scatterplot(x='DIS', y='NOX', data=boston_df, ax=ax3)\n", "sns.lineplot(x=boston_df.DIS, y=preds, ax=ax3)\n", "\n", "# plot rmse bars\n", "bar_df = pd.DataFrame({'rmse' : cv_result.mean(), 'knots' : cv_result.columns})\n", "sns.barplot(y='rmse', x='knots', data=bar_df, ax=ax1)\n", "\n", "# plot best spline\n", "sns.scatterplot(x='DIS', y='NOX', data=boston_df, ax=ax2)\n", "sns.lineplot(x=boston_df.DIS, y=preds, ax=ax2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "10. This question relates to the College data set." ] }, { "cell_type": "code", "execution_count": 659, "metadata": {}, "outputs": [ { "data": { "text/html": [ "<div>\n", "<style scoped>\n", " .dataframe tbody tr th:only-of-type {\n", " vertical-align: middle;\n", " }\n", "\n", " .dataframe tbody tr th {\n", " vertical-align: top;\n", " }\n", "\n", " .dataframe thead th {\n", " text-align: right;\n", " }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", " <thead>\n", " <tr style=\"text-align: right;\">\n", " <th></th>\n", " <th>Private</th>\n", " <th>Apps</th>\n", " <th>Accept</th>\n", " <th>Enroll</th>\n", " <th>Top10perc</th>\n", " <th>Top25perc</th>\n", " <th>FUndergrad</th>\n", " <th>PUndergrad</th>\n", " <th>Outstate</th>\n", " <th>RoomBoard</th>\n", " <th>Books</th>\n", " <th>Personal</th>\n", " <th>PhD</th>\n", " <th>Terminal</th>\n", " <th>SFRatio</th>\n", " <th>percalumni</th>\n", " <th>Expend</th>\n", " <th>GradRate</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>0</th>\n", " <td>1</td>\n", " <td>1660</td>\n", " <td>1232</td>\n", " <td>721</td>\n", " <td>23</td>\n", " <td>52</td>\n", " <td>2885</td>\n", " <td>537</td>\n", " <td>7440</td>\n", " <td>3300</td>\n", " <td>450</td>\n", " <td>2200</td>\n", " <td>70</td>\n", " <td>78</td>\n", " <td>18.1</td>\n", " <td>12</td>\n", " <td>7041</td>\n", " <td>60</td>\n", " </tr>\n", " <tr>\n", " <th>1</th>\n", " <td>1</td>\n", " <td>2186</td>\n", " <td>1924</td>\n", " <td>512</td>\n", " <td>16</td>\n", " <td>29</td>\n", " <td>2683</td>\n", " <td>1227</td>\n", " <td>12280</td>\n", " <td>6450</td>\n", " <td>750</td>\n", " <td>1500</td>\n", " <td>29</td>\n", " <td>30</td>\n", " <td>12.2</td>\n", " <td>16</td>\n", " <td>10527</td>\n", " <td>56</td>\n", " </tr>\n", " <tr>\n", " <th>2</th>\n", " <td>1</td>\n", " <td>1428</td>\n", " <td>1097</td>\n", " <td>336</td>\n", " <td>22</td>\n", " <td>50</td>\n", " <td>1036</td>\n", " <td>99</td>\n", " <td>11250</td>\n", " <td>3750</td>\n", " <td>400</td>\n", " <td>1165</td>\n", " <td>53</td>\n", " <td>66</td>\n", " <td>12.9</td>\n", " <td>30</td>\n", " <td>8735</td>\n", " <td>54</td>\n", " </tr>\n", " <tr>\n", " <th>3</th>\n", " <td>1</td>\n", " <td>417</td>\n", " <td>349</td>\n", " <td>137</td>\n", " <td>60</td>\n", " <td>89</td>\n", " <td>510</td>\n", " <td>63</td>\n", " <td>12960</td>\n", " <td>5450</td>\n", " <td>450</td>\n", " <td>875</td>\n", " <td>92</td>\n", " <td>97</td>\n", " <td>7.7</td>\n", " <td>37</td>\n", " <td>19016</td>\n", " <td>59</td>\n", " </tr>\n", " <tr>\n", " <th>4</th>\n", " <td>1</td>\n", " <td>193</td>\n", " <td>146</td>\n", " <td>55</td>\n", " <td>16</td>\n", " <td>44</td>\n", " <td>249</td>\n", " <td>869</td>\n", " <td>7560</td>\n", " <td>4120</td>\n", " <td>800</td>\n", " <td>1500</td>\n", " <td>76</td>\n", " <td>72</td>\n", " <td>11.9</td>\n", " <td>2</td>\n", " <td>10922</td>\n", " <td>15</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " Private Apps Accept Enroll Top10perc Top25perc FUndergrad \\\n", "0 1 1660 1232 721 23 52 2885 \n", "1 1 2186 1924 512 16 29 2683 \n", "2 1 1428 1097 336 22 50 1036 \n", "3 1 417 349 137 60 89 510 \n", "4 1 193 146 55 16 44 249 \n", "\n", " PUndergrad Outstate RoomBoard Books Personal PhD Terminal SFRatio \\\n", "0 537 7440 3300 450 2200 70 78 18.1 \n", "1 1227 12280 6450 750 1500 29 30 12.2 \n", "2 99 11250 3750 400 1165 53 66 12.9 \n", "3 63 12960 5450 450 875 92 97 7.7 \n", "4 869 7560 4120 800 1500 76 72 11.9 \n", "\n", " percalumni Expend GradRate \n", "0 12 7041 60 \n", "1 16 10527 56 \n", "2 30 8735 54 \n", "3 37 19016 59 \n", "4 2 10922 15 " ] }, "execution_count": 659, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# clean up the college csv which was exported from a .rda file\n", "coll_df = pd.read_csv('college.csv')\n", "coll_df = coll_df.drop(coll_df.columns[0], axis=1)\n", "coll_df.Private = coll_df.Private.map({'Yes' : 1, 'No' : 0})\n", "coll_df.columns = [x.translate({ord(c): None for c in '.'}) for x in coll_df.columns]\n", "coll_df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "(a) Split the data into a training set and a test set. Using out-of-state tuition as the response and the other variables as the predictors, perform forward stepwise selection on the training set in order to identify a satisfactory model that uses just a subset of the predictors.\n", "\n", "(b) Fit a GAM on the training data, using out-of-state tuition as the response and the features selected in the previous step as the predictors. Plot the results, and explain your findings.\n", "\n", "(c) Evaluate the model obtained on the test set, and explain the results obtained.\n", "\n", "(d) For which variables, if any, is there evidence of a non-linear relationship with the response?\n", "\n", "...hmmm, whilst we can select the best model for each number `p` of predictors, we cannot select between models with different numbers `p` of predictors without using the test set, cross validation or a woeful metric like adjusted R squared. I assume from wording they want the latter as the question specifically says 'on the training set'.\n", "\n", "- I could do CV on the training set, even though it seems a bit odd to split into a train and test set then do cross validation with the training set - especially given already small dataset.\n", "\n", "- I could do everything inside the KV fold: For every model in the forward subset selection, fit the GAM and evaluate result with test error.. but that would be quite alot of models?" ] }, { "cell_type": "code", "execution_count": 725, "metadata": {}, "outputs": [], "source": [ "target = 'Outstate'\n", "predictors = coll_df.columns.drop(target)\n", "cv_result = pd.DataFrame()\n", "for train_idx, test_idx in model_selection.KFold(n_splits=10).split(coll_df):\n", " train, test = coll_df.iloc[train_idx], coll_df.iloc[test_idx]\n", " stepwise_predictors = []\n", " stepwise_rmses = []\n", " while len(stepwise_predictors) < len(predictors):\n", " remaining_predictors = predictors.drop(stepwise_predictors)\n", " lowest_rmse = np.finfo('d').max\n", " best_p = None\n", " for p in remaining_predictors:\n", " ps = stepwise_predictors + [p]\n", " train_x = train[ps]\n", " train_y = train[target]\n", " model = linear_model.LinearRegression().fit(train_x, train_y)\n", " test_x = test[ps]\n", " test_y = test[target]\n", " preds = model.predict(test_x)\n", " rmse = np.sqrt(metrics.mean_squared_error(test[target], preds))\n", " if rmse < lowest_rmse:\n", " lowest_rmse = rmse\n", " best_p = p\n", " stepwise_predictors.append(best_p)\n", " stepwise_rmses.append(lowest_rmse)\n", " cv_result = cv_result.append(pd.Series(stepwise_rmses), ignore_index=True)" ] }, { "cell_type": "code", "execution_count": 726, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Best from CV: \n", " predictors: 10 \n", " rmse: 1864.77390764911\n" ] }, { "data": { "text/plain": [ "<matplotlib.axes._subplots.AxesSubplot at 0x12a3cebe0>" ] }, "execution_count": 726, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "means = cv_result.mean()\n", "means.index = means.index + 1\n", "\n", "# print the best number of predictors and score\n", "sorted_cv_result = means.sort_values()\n", "predictors = sorted_cv_result.index[0]\n", "rmse = sorted_cv_result.iloc[0]\n", "print('Best from CV: \\n predictors: {} \\n rmse: {}'.format(predictors, rmse))\n", "\n", "bar_df = pd.DataFrame({'predictors' : means.index, 'rmse': means})\n", "sns.barplot(x='predictors', y='rmse', data=bar_df)" ] }, { "cell_type": "code", "execution_count": 730, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "9700.0" ] }, "execution_count": 730, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# How big is the search space for forward stepwise with a few basis functions?\n", "\n", "def n_choose_k(n, k):\n", " return np.math.factorial(n) / (np.math.factorial(n - k) * np.math.factorial(k))\n", "\n", "def search_space_size(k, p, b):\n", " fwd_selection_space_wo_basis = p * ((1 + p) / 2)\n", " fwd_selection_space_wi_basis = sum([n_choose_k(p, min(b, p)) for p in range(1, p + 1)])\n", " return k * (fwd_selection_space_wo_basis + fwd_selection_space_wi_basis)\n", " \n", "# number of folds in CV\n", "k = 10 \n", "# number of predictors\n", "p = len(coll_df.columns) - 1\n", "# number of basis functions of predictors\n", "b = 2\n", "\n", "search_space_size(k, p, b)" ] }, { "cell_type": "code", "execution_count": 728, "metadata": {}, "outputs": [], "source": [ "# TODO: Return to this\n", "# - What's the best way to contrain the search for non-linear models?\n", "# - .. try adding a search over splines / polys in the forward stepwise?\n", "# - .. looking at graphs and guessing..?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "11. In Section 7.7, it was mentioned that GAMs are generally fit using a backfitting approach. The idea behind backfitting is actually quite simple. We will now explore backfitting in the context of multiple linear regression.\n", "Suppose that we would like to perform multiple linear regression, but we do not have software to do so. Instead, we only have software to perform simple linear regression. Therefore, we take the following iterative approach: we repeatedly hold all but one coefficient esti- mate fixed at its current value, and update only that coefficient estimate using a simple linear regression. The process is continued un- til convergence—that is, until the coefficient estimates stop changing.\n", "We now try this out on a toy example." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "(a) Generate a response `Y` and two predictors `X1` and `X2`, with `n = 100`.\n", "\n", "(b) Initialize βˆ1 to take on a value of your choice. It does not matter what value you choose.\n", "\n", "(c) Keeping βˆ1 fixed, fit the model:\n", "\n", " `Y − βˆ 1 X 1 = β 0 + β 2 X 2 + ε .`\n", " \n", "You can do this as follows:\n", "\n", "```\n", " a=y-beta1*x1\n", " beta2=lm(a∼x2)$coef[2]\n", "```\n", "\n", "(d) Keeping βˆ2 fixed, fit the model\n", "\n", "`Y − βˆ 2 X 2 = β 0 + β 1 X 1 + ε .`\n", "\n", "You can do this as follows:\n", "\n", "```\n", " a=y-beta2*x2\n", " beta1=lm(a∼x1)$coef[2]\n", "```\n", "\n", "(e) Write a for loop to repeat (c) and (d) 1,000 times. Report the estimates of βˆ0, βˆ1, and βˆ2 at each iteration of the for loop. Create a plot in which each of these values is displayed, with βˆ0, βˆ1, and βˆ2 each shown in a different color.\n", "\n", "(f) Compare your answer in (e) to the results of simply performing multiple linear regression to predict Y using X1 and X2. Use the abline() function to overlay those multiple linear regression coefficient estimates on the plot obtained in (e).\n", "\n", "(g) On this data set, how many backfitting iterations were required in order to obtain a “good” approximation to the multiple re- gression coefficient estimates?\n", "\n", "\n", ".. All answered in question 12" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "12. This problem is a continuation of the previous exercise. In a toy example with p = 100, show that one can approximate the multiple linear regression coefficient estimates by repeatedly performing simple linear regression in a backfitting procedure. How many backfitting iterations are required in order to obtain a “good” approximation to the multiple regression coefficient estimates? Create a plot to justify your answer." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "predictor_df = pd.DataFrame(np.random.normal(1,10, size=(100, 10)))\n", "predictor_df[0] = np.repeat(1, 100)\n", "\n", "# make y a linear combination of the predictors, so we can see the coefficients end up @ the \n", "# correct solution. Spread out the solution for a pretty plot.\n", "\n", "solution = pd.DataFrame(np.arange(1, predictor_df.shape[1] + 1))\n", "\n", "y_df = predictor_df @ solution #pd.DataFrame((predictor_df[1] * 5) + (predictor_df[2] * -2) + 11)\n", "\n", "# doesn't matter where the coefficients start, kick them off at 0\n", "coeff_df = pd.DataFrame(np.repeat(0, predictor_df.shape[1])).T\n", "\n", "\n", "history = pd.DataFrame()\n", "i = 0\n", "while i < 10:\n", " for p in predictor_df:\n", " # fit p, keeping the rest constant\n", " constant_preds = predictor_df.drop([p], axis=1)\n", " constant_coeffs = coeff_df.T.drop([p], axis=0)\n", " a = y_df - (constant_preds @ constant_coeffs)\n", " m = linear_model.LinearRegression(fit_intercept=False).fit(pd.DataFrame(predictor_df[p]), a)\n", " coeff_df[p] = m.coef_[0][0]\n", " intercept = m.intercept_\n", " history = history.append(coeff_df, ignore_index=True)\n", " \n", " i += 1" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "<Figure size 1440x1440 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.subplots(figsize=(20,20))\n", "for p in predictor_df.columns:\n", " sns.lineplot(x = history.index + 1, y = history[p])" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.5" } }, "nbformat": 4, "nbformat_minor": 2 }