{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import warnings\n", "warnings.filterwarnings('ignore')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "import matplotlib\n", "matplotlib.rcParams['figure.figsize'] = [16, 9]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Energy Data Exploration" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "from sklearn.ensemble import RandomForestClassifier\n", "import pandas as pd\n", "import numpy.random as npr\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from itertools import product\n", "pd.set_option('display.max_rows', 7)\n", "\n", "df1 = pd.read_csv('PURISIMA_COMBINED_2017-12-01.csv', parse_dates = True, index_col = ['TIME'])\n", "df1 = df1.drop(columns=['STATION', 'REPORT_TYPE', 'NODE', 'MARKET TYPE', 'HourlyWindGustSpeed', 'HourlyWindDirection', 'HourlySkyConditions'])\n", "df1 = df1.dropna().sort_index()\n", "\n", "df2 = pd.read_csv('PURISIMA_COMBINED_2018-12-01.csv', parse_dates = True, index_col = ['TIME'])\n", "df2 = df2.drop(columns=['STATION', 'REPORT_TYPE', 'NODE', 'MARKET TYPE', 'HourlyWindGustSpeed', 'HourlyWindDirection', 'HourlySkyConditions'])\n", "df2 = df2.dropna().sort_index()\n", "\n", "X_train = df1.drop(columns=['PRICE'])\n", "X_test = df2.drop(columns=['PRICE'])\n", "\n", "y_train = df1['PRICE']\n", "y_test = df2['PRICE']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Regression Models \n", "### Predicting Numerical Values for Price " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "As a reminder, \n", "Regression: the output variable takes continuous values. \n", "Classification: the output variable takes class labels." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Mean Squared Error\n", "\n", "The mean_squared_error function computes mean square error, a risk metric corresponding to the expected value of the squared (quadratic) error or loss.\n", "\n", "If $\\hat{y}_i$ is the predicted value of the $i$-th sample, and $y_i$ is the corresponding true value, then the mean squared error (MSE) estimated over $n_{\\text{samples}}$ is defined as\n", "\n", "$$\\text{MSE}(y, \\hat{y}) = \\frac{1}{n_\\text{samples}} \\sum_{i=0}^{n_\\text{samples} - 1} (y_i - \\hat{y}_i)^2$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### The Coefficient of Determination\n", "\n", "The r2_score function computes $R^2$, the coefficient of determination. It provides a measure of how well future samples are likely to be predicted by the model. Best possible score is 1.0 and it can be negative (because the model can be arbitrarily worse). A constant model that always predicts the expected value of $y$, disregarding the input features, would get a $R^2$ score of 0.0.\n", "\n", "If $\\hat{y}_i$ is the predicted value of the $i$-th sample and $y_i$ is the corresponding true value, then the score $R^2$ estimated over $n_{\\text{samples}}$ is defined as\n", "\n", "$$R^2(y, \\hat{y}) = 1 - \\frac{\\sum_{i=0}^{n_{\\text{samples}} - 1} (y_i - \\hat{y}_i)^2}{\\sum_{i=0}^{n_\\text{samples} - 1} (y_i - \\bar{y})^2}$$\n", "\n", "where $\\bar{y} = \\frac{1}{n_{\\text{samples}}} \\sum_{i=0}^{n_{\\text{samples}} - 1} y_i$." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Explained Variance Score\n", "\n", "The explained_variance_score computes the explained variance regression score.\n", "\n", "If $\\hat{y}$ is the estimated target output, $y$ the corresponding (correct) target output, and $Var$ is Variance, the square of the standard deviation, then the explained variance is estimated as follows:\n", "\n", "$$explained\\_{}variance(y, \\hat{y}) = 1 - \\frac{Var\\{ y - \\hat{y}\\}}{Var\\{y\\}}$$\n", "\n", "The best possible score is 1.0, lower values are worse.\n", "\n", "*from 3.3 Model evaluation documentation: https://scikit-learn.org/stable/modules/model_evaluation.html#regression-metrics*" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Mean Squared Error: 2646.189070500566\n", "R^2 Score: -1.649050023408206\n", "Explained Variance Score: 0.4846802847799577\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# linear regression\n", "from sklearn.linear_model import LinearRegression\n", "from sklearn.metrics import mean_squared_error\n", "from sklearn.metrics import r2_score\n", "from sklearn.metrics import explained_variance_score\n", "from sklearn.metrics import mean_squared_log_error\n", "\n", "# model fitting\n", "model = LinearRegression().fit(X_train, y_train)\n", "prediction = pd.Series(index = X_test.index, data = model.predict(X_test), name = 'Predicted Price of Linear Model')\n", "\n", "# plotting\n", "fit = pd.concat([y_test, prediction], axis = 1)\n", "fit.plot(y = ['PRICE', 'Predicted Price of Linear Model'])\n", "\n", "print(\"Mean Squared Error:\",mean_squared_error(y_test, prediction))\n", "print(\"R^2 Score:\",r2_score(y_test, prediction))\n", "print(\"Explained Variance Score:\",explained_variance_score(y_test, prediction))\n", "\n", "lin_predict = prediction\n", "\n", "#need rmse in terms of dollars" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Hypothesis Exploration" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Mean Squared Error: 2673.793827102922\n", "R^2 Score: -1.6766846251601573\n", "Explained Variance Score: 0.5071571968760964\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# use ridge to enforce an L2 penalty\n", "from sklearn.linear_model import Ridge\n", "\n", "# model fitting\n", "model = Ridge().fit(X_train, y_train)\n", "prediction = pd.Series(index = X_test.index, data = model.predict(X_test), name = 'Predicted Price of Ridge Model')\n", "\n", "# plotting\n", "fit = pd.concat([y_test, prediction], axis = 1)\n", "fit.plot(y = ['PRICE', 'Predicted Price of Ridge Model'])\n", "\n", "print(\"Mean Squared Error:\",mean_squared_error(y_test, prediction))\n", "print(\"R^2 Score:\",r2_score(y_test, prediction))\n", "print(\"Explained Variance Score:\",explained_variance_score(y_test, prediction))\n", "\n", "ridge_predict = prediction" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Mean Squared Error: 2982.5393958396426\n", "R^2 Score: -1.9857639971547196\n", "Explained Variance Score: 0.4705481805068368\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# use random forest to explore boolean hypothesis (forest is a CV decision tree)\n", "from sklearn.ensemble import RandomForestRegressor\n", "\n", "# model fitting\n", "model = RandomForestRegressor().fit(X_train, y_train)\n", "prediction = pd.Series(index = X_test.index, data = model.predict(X_test), name = 'Predicted Price of Random Forest Model')\n", "\n", "# plotting\n", "fit = pd.concat([y_test, prediction], axis = 1)\n", "fit.plot(y = ['PRICE', 'Predicted Price of Random Forest Model'])\n", "\n", "print(\"Mean Squared Error:\",mean_squared_error(y_test, prediction))\n", "print(\"R^2 Score:\",r2_score(y_test, prediction))\n", "print(\"Explained Variance Score:\",explained_variance_score(y_test, prediction))\n", "\n", "rf_predict = prediction" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Mean Squared Error: 2673.7939285083116\n", "R^2 Score: -1.6766847266751825\n", "Explained Variance Score: 0.5071571389960792\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# use a ridge CV\n", "from sklearn.linear_model import RidgeCV\n", "\n", "# model fitting\n", "model = RidgeCV(range(1, 100)).fit(X_train, y_train)\n", "prediction = pd.Series(index = X_test.index, data = model.predict(X_test), name = 'Predicted Price of Ridge CV Model')\n", "\n", "# plotting\n", "fit = pd.concat([y_test, prediction], axis = 1)\n", "fit.plot(y = ['PRICE', 'Predicted Price of Ridge CV Model'])\n", "\n", "print(\"Mean Squared Error:\",mean_squared_error(y_test, prediction))\n", "print(\"R^2 Score:\",r2_score(y_test, prediction))\n", "print(\"Explained Variance Score:\",explained_variance_score(y_test, prediction))\n", "\n", "ridgeCV_predict = prediction" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# comparing the results\n", "fit = pd.concat([y_test, lin_predict, ridge_predict, rf_predict, ridgeCV_predict], axis = 1)\n", "fit.plot(y = ['PRICE', 'Predicted Price of Linear Model', 'Predicted Price of Ridge Model', 'Predicted Price of Random Forest Model', 'Predicted Price of Ridge CV Model'])\n", "plt.xlabel('Time', fontsize=14)\n", "plt.ylabel('$/MWh', fontsize=14)\n", "plt.savefig('week_sim.png', bbox_inches='tight')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Another Test Set" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "#inflation adjusted graphs (meaning of the dollar) maps one year dollar value to an other" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "# use April 18 as train and Dec 18 as test\n", "\n", "df3 = pd.read_csv('PURISIMA_COMBINED_2018-04-01.csv', parse_dates = True, index_col = ['TIME'])\n", "df3 = df3.drop(columns=['STATION', 'REPORT_TYPE', 'NODE', 'MARKET TYPE', 'HourlyWindGustSpeed', 'HourlyWindDirection', 'HourlySkyConditions'])\n", "df3 = df3.dropna().sort_index()\n", "\n", "X_train2 = df3.drop(columns=['PRICE'])\n", "y_train2 = df3['PRICE']" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Mean Squared Error: 4856.268016352942\n", "R^2 Score: -3.861518417488881\n", "Explained Variance Score: 0.5728891389585578\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# linear regression\n", "# model fitting\n", "model = LinearRegression().fit(X_train2, y_train2)\n", "prediction = pd.Series(index = X_test.index, data = model.predict(X_test), name = 'Predicted Price of Linear Model')\n", "\n", "# plotting\n", "fit = pd.concat([y_test, prediction], axis = 1)\n", "fit.plot(y = ['PRICE', 'Predicted Price of Linear Model'])\n", "\n", "print(\"Mean Squared Error:\",mean_squared_error(y_test, prediction))\n", "print(\"R^2 Score:\",r2_score(y_test, prediction))\n", "print(\"Explained Variance Score:\",explained_variance_score(y_test, prediction))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Attempt to Deal with Time Series Prediction\n", "\n", "Clearly, we are not getting accurate predictions for using train and test sets that are so far apart in time. Let's try this once again using the week of 11-23-2018, one week before the current test set." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "# use Nov 18 as train and Dec 18 as test\n", "\n", "df4 = pd.read_csv('PURISIMA_COMBINED_2018-11-23.csv', parse_dates = True, index_col = ['TIME'])\n", "df4 = df4.drop(columns=['STATION', 'REPORT_TYPE', 'NODE', 'MARKET TYPE', 'HourlyWindGustSpeed', 'HourlyWindDirection', 'HourlySkyConditions'])\n", "df4 = df4.dropna().sort_index()\n", "\n", "X_train3 = df4.drop(columns=['PRICE'])\n", "y_train3 = df4['PRICE']" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Mean Squared Error: 1100.5814145141537\n", "R^2 Score: -0.10177131875533241\n", "Explained Variance Score: 0.6177273041815802\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# linear regression\n", "# model fitting\n", "model = LinearRegression().fit(X_train3, y_train3)\n", "prediction = pd.Series(index = X_test.index, data = model.predict(X_test), name = 'Predicted Price of Linear Model')\n", "\n", "# plotting\n", "fit = pd.concat([y_test, prediction], axis = 1)\n", "fit.plot(y = ['PRICE', 'Predicted Price of Linear Model'])\n", "\n", "print(\"Mean Squared Error:\",mean_squared_error(y_test, prediction))\n", "print(\"R^2 Score:\",r2_score(y_test, prediction))\n", "print(\"Explained Variance Score:\",explained_variance_score(y_test, prediction))\n", "\n", "#need to adjust for bias\n", "#need to look at deviations" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### The reduction in MSE from using the week before as a training set is quite significant. We again run this new training set through other models for comparison." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Mean Squared Error: 1027.7403099395672\n", "R^2 Score: -0.02885146131601224\n", "Explained Variance Score: 0.49371095412462407\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Random Forest\n", "model = RandomForestRegressor().fit(X_train3, y_train3)\n", "prediction = pd.Series(index = X_test.index, data = model.predict(X_test), name = 'Predicted Price of Random Forest Model')\n", "\n", "# plotting\n", "fit = pd.concat([y_test, prediction], axis = 1)\n", "fit.plot(y = ['PRICE', 'Predicted Price of Random Forest Model'])\n", "\n", "print(\"Mean Squared Error:\",mean_squared_error(y_test, prediction))\n", "print(\"R^2 Score:\",r2_score(y_test, prediction))\n", "print(\"Explained Variance Score:\",explained_variance_score(y_test, prediction))" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Mean Squared Error: 1077.1831921461146\n", "R^2 Score: -0.07834779917287116\n", "Explained Variance Score: 0.6177409660599629\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Ridge \n", "model = Ridge().fit(X_train3, y_train3)\n", "prediction = pd.Series(index = X_test.index, data = model.predict(X_test), name = 'Predicted Price of Ridge Model')\n", "\n", "# plotting\n", "fit = pd.concat([y_test, prediction], axis = 1)\n", "fit.plot(y = ['PRICE', 'Predicted Price of Ridge Model'])\n", "\n", "print(\"Mean Squared Error:\",mean_squared_error(y_test, prediction))\n", "print(\"R^2 Score:\",r2_score(y_test, prediction))\n", "print(\"Explained Variance Score:\",explained_variance_score(y_test, prediction))" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Mean Squared Error: 970.1141722436153\n", "R^2 Score: 0.02883697943607244\n", "Explained Variance Score: 0.6161051022730881\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Ridge CV\n", "model = RidgeCV(range(1, 100)).fit(X_train3, y_train3)\n", "prediction = pd.Series(index = X_test.index, data = model.predict(X_test), name = 'Predicted Price of Ridge CV Model')\n", "\n", "# plotting\n", "fit = pd.concat([y_test, prediction], axis = 1)\n", "fit.plot(y = ['PRICE', 'Predicted Price of Ridge CV Model'])\n", "\n", "print(\"Mean Squared Error:\",mean_squared_error(y_test, prediction))\n", "print(\"R^2 Score:\",r2_score(y_test, prediction))\n", "print(\"Explained Variance Score:\",explained_variance_score(y_test, prediction))\n", "\n", "ridge_predict2 = prediction" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### This is quite an improvement over the Linear model and so far serves as the best model for predicting the price in Dollars of a Megawatt hour in the Day Ahead Market.\n", "\n", "#### I will attempt to find an even better model." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Mean Squared Error: 845.8688169846323\n", "R^2 Score: 0.15321666376260068\n", "Explained Variance Score: 0.6089299846915472\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from sklearn import linear_model\n", "\n", "model = linear_model.BayesianRidge().fit(X_train3, y_train3)\n", "prediction = pd.Series(index = X_test.index, data = model.predict(X_test), name = 'Predicted Price of Bayesian Ridge Model')\n", "\n", "# plotting\n", "fit = pd.concat([y_test, prediction], axis = 1)\n", "fit.plot(y = ['PRICE', 'Predicted Price of Bayesian Ridge Model'])\n", "\n", "print(\"Mean Squared Error:\",mean_squared_error(y_test, prediction))\n", "print(\"R^2 Score:\",r2_score(y_test, prediction))\n", "print(\"Explained Variance Score:\",explained_variance_score(y_test, prediction))\n", "\n", "bayesian_predict = prediction" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([-6.08234265e-01, -2.08004919e-01, 5.10703821e-02, 5.15721235e-02,\n", " 4.59679143e-01, -9.57602084e-01, 1.56726312e-01, -2.03667680e-01,\n", " 3.64090795e-03, 6.57813168e-04, -3.02820763e-03, -4.08112686e-03,\n", " -1.04664746e-03])" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# the coefficients of the input variables for the bayesian ridge model\n", "\n", "model.coef_\n" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Mean Squared Error: 378.7815804794304\n", "R^2 Score: 0.6208088961512406\n", "Explained Variance Score: 0.6212973090642755\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from sklearn.linear_model import PassiveAggressiveRegressor\n", "\n", "model = PassiveAggressiveRegressor(max_iter=100, random_state=0, tol=1e-3).fit(X_train3, y_train3)\n", "prediction = pd.Series(index = X_test.index, data = model.predict(X_test), name = 'Predicted Price of Passive Aggressive Model')\n", "\n", "# plotting\n", "fit = pd.concat([y_test, prediction], axis = 1)\n", "fit.plot(y = ['PRICE', 'Predicted Price of Passive Aggressive Model'])\n", "\n", "print(\"Mean Squared Error:\",mean_squared_error(y_test, prediction))\n", "print(\"R^2 Score:\",r2_score(y_test, prediction))\n", "print(\"Explained Variance Score:\",explained_variance_score(y_test, prediction))\n", "\n", "pass_predict = prediction" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Mean Squared Error: 936.3032500844682\n", "R^2 Score: 0.06268445660073274\n", "Explained Variance Score: 0.5723817097550276\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from sklearn.ensemble import GradientBoostingRegressor\n", "\n", "model = GradientBoostingRegressor().fit(X_train3, y_train3)\n", "prediction = pd.Series(index = X_test.index, data = model.predict(X_test), name = 'Predicted Price of Gradient Boosting Model')\n", "\n", "# plotting\n", "fit = pd.concat([y_test, prediction], axis = 1)\n", "fit.plot(y = ['PRICE', 'Predicted Price of Gradient Boosting Model'])\n", "\n", "print(\"Mean Squared Error:\",mean_squared_error(y_test, prediction))\n", "print(\"R^2 Score:\",r2_score(y_test, prediction))\n", "print(\"Explained Variance Score:\",explained_variance_score(y_test, prediction))\n", "\n", "grad_predict = prediction" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Let's see these latest estimates together on one plot for comparison." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fit = pd.concat([y_test, ridge_predict2, bayesian_predict, pass_predict, grad_predict], axis = 1)\n", "fit.plot(y = ['PRICE', 'Predicted Price of Ridge CV Model', 'Predicted Price of Bayesian Ridge Model', 'Predicted Price of Passive Aggressive Model', 'Predicted Price of Gradient Boosting Model'])\n", "plt.xlabel('Time', fontsize=14)\n", "plt.ylabel('$/MWh', fontsize=14)\n", "plt.savefig('weekbefore_sim.png', bbox_inches='tight')" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "# lets assess how redundant the data are\n", "# singular value decomposition\n", "# assess why OLS causes bad conditioning" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Monthly Data Sets Exploration" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "# lets check out monthly data sets for december and january\n", "\n", "df5 = pd.read_csv('PURI_DECEMBER18.csv', parse_dates = True, index_col = ['TIME'])\n", "df5 = df5.drop(columns=['STATION', 'REPORT_TYPE', 'NODE', 'MARKET TYPE', 'HourlyWindGustSpeed', 'HourlyWindDirection', 'HourlySkyConditions'])\n", "df5 = df5.dropna().sort_index()\n", "\n", "X_train_DEC = df5.drop(columns=['PRICE'])\n", "y_train_DEC = df5['PRICE']\n", "\n", "df6 = pd.read_csv('PURI_JANUARY19.csv', parse_dates = True, index_col = ['TIME'])\n", "df6 = df6.drop(columns=['STATION', 'REPORT_TYPE', 'NODE', 'MARKET TYPE', 'HourlyWindGustSpeed', 'HourlyWindDirection', 'HourlySkyConditions'])\n", "df6 = df6.dropna().sort_index()\n", "\n", "X_test_JAN = df6.drop(columns=['PRICE'])\n", "y_test_JAN = df6['PRICE']" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Mean Squared Error: 2172.164835326075\n", "R^2 Score: -13.115192593494497\n", "Explained Variance Score: 0.5922569243133509\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# passive aggressive\n", "model = PassiveAggressiveRegressor(max_iter=100, random_state=0, tol=1e-3).fit(X_train_DEC, y_train_DEC)\n", "prediction = pd.Series(index = X_test_JAN.index, data = model.predict(X_test_JAN), name = 'Predicted Price of Passive Aggressive Model')\n", "\n", "# plotting\n", "fit = pd.concat([y_test_JAN, prediction], axis = 1)\n", "fit.plot(y = ['PRICE', 'Predicted Price of Passive Aggressive Model'])\n", "\n", "print(\"Mean Squared Error:\",mean_squared_error(y_test_JAN, prediction))\n", "print(\"R^2 Score:\",r2_score(y_test_JAN, prediction))\n", "print(\"Explained Variance Score:\",explained_variance_score(y_test_JAN, prediction))\n", "\n", "pass_predict = prediction" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Mean Squared Error: 26.122105141185326\n", "R^2 Score: 0.8302529628420242\n", "Explained Variance Score: 0.8394441379005317\n", "\n", "Importance of each feature for predicting price:\n", "\n", "HourlyDewPointTemperature: 0.31%\n", "HourlyRelativeHumidity: 0.13%\n", "HourlySeaLevelPressure: 0.69%\n", "HourlyStationPressure: 0.04%\n", "HourlyWindSpeed: 0.1%\n", "Sunrise: 45.23%\n", "Sunset: 1.34%\n", "HOUR: 6.65%\n", "LOAD: 34.35%\n", "SOLAR ACTUAL: 6.1%\n", "WIND ACTUAL: 1.51%\n", "SOLAR FORECAST: 1.28%\n", "WIND FORECAST: 2.28%\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# grad boost\n", "model = GradientBoostingRegressor().fit(X_train_DEC, y_train_DEC)\n", "prediction = pd.Series(index = X_test_JAN.index, data = model.predict(X_test_JAN), name = 'Predicted Price of Gradient Boosting Model')\n", "\n", "# plotting\n", "fit = pd.concat([y_test_JAN, prediction], axis = 1)\n", "fit.plot(y = ['PRICE', 'Predicted Price of Gradient Boosting Model'])\n", "plt.xlabel('Time', fontsize=14)\n", "plt.ylabel('$/MWh', fontsize=14)\n", "plt.savefig('gradboost_sim.png', bbox_inches='tight')\n", "\n", "print(\"Mean Squared Error:\",mean_squared_error(y_test_JAN, prediction))\n", "print(\"R^2 Score:\",r2_score(y_test_JAN, prediction))\n", "print(\"Explained Variance Score:\",explained_variance_score(y_test_JAN, prediction))\n", "print()\n", "\n", "# shows importance of each feature in predicting price. The sum of these is 1.\n", "feature_score = model.feature_importances_\n", "\n", "columns = list(X_test_JAN)\n", "\n", "print('Importance of each feature for predicting price:')\n", "print()\n", "\n", "for i in range(len(columns)):\n", " print(columns[i],': ', round((feature_score[i]*100), 2), '%', sep='')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### This model is capable of accurately predicting price. Let's attempt to simplify it by using fewer variables." ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Mean Squared Error: 27.412063282314488\n", "R^2 Score: 0.8218705384037559\n", "Explained Variance Score: 0.8308588443993232\n", "\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# how much do our scores change if we only consider features that are above 1% significance\n", "\n", "X_train_less = X_train_DEC[['Sunrise', 'Sunset', 'HOUR', 'LOAD', 'SOLAR ACTUAL', 'WIND ACTUAL', 'SOLAR FORECAST', 'WIND FORECAST']]\n", "X_test_less = X_test_JAN[['Sunrise', 'Sunset', 'HOUR', 'LOAD', 'SOLAR ACTUAL', 'WIND ACTUAL', 'SOLAR FORECAST', 'WIND FORECAST']]\n", "\n", "model = GradientBoostingRegressor().fit(X_train_less, y_train_DEC)\n", "prediction = pd.Series(index = X_test_less.index, data = model.predict(X_test_less), name = 'Predicted Price of Gradient Boosting Model')\n", "\n", "# plotting\n", "fit = pd.concat([y_test_JAN, prediction], axis = 1)\n", "fit.plot(y = ['PRICE', 'Predicted Price of Gradient Boosting Model'])\n", "\n", "print(\"Mean Squared Error:\",mean_squared_error(y_test_JAN, prediction))\n", "print(\"R^2 Score:\",r2_score(y_test_JAN, prediction))\n", "print(\"Explained Variance Score:\",explained_variance_score(y_test_JAN, prediction))\n", "print()\n", "\n", "grad_predict = prediction" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "8" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(X_train_less.columns)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### The resulting loss of accuracy is very small. We know then that these variables are the ones of importance." ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Mean Squared Error: 56.69667896916076\n", "R^2 Score: 0.6315728299960724\n", "Explained Variance Score: 0.7130559921720495\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# compare other methods\n", "\n", "# bayesian ridge\n", "\n", "model = linear_model.BayesianRidge().fit(X_train_DEC, y_train_DEC)\n", "prediction = pd.Series(index = X_test_JAN.index, data = model.predict(X_test_JAN), name = 'Predicted Price of Bayesian Ridge Model')\n", "\n", "# plotting\n", "fit = pd.concat([y_test_JAN, prediction], axis = 1)\n", "fit.plot(y = ['PRICE', 'Predicted Price of Bayesian Ridge Model'])\n", "\n", "print(\"Mean Squared Error:\",mean_squared_error(y_test_JAN, prediction))\n", "print(\"R^2 Score:\",r2_score(y_test_JAN, prediction))\n", "print(\"Explained Variance Score:\",explained_variance_score(y_test_JAN, prediction))\n" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Mean Squared Error: 33.37112914275912\n", "R^2 Score: 0.7831472514185547\n", "Explained Variance Score: 0.8018608729009395\n" ] }, { "data": { "image/png": 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zzDM44YQTWj63uWj1vi9evBirVq3CXXfdBSBa4//mN78BADz55JN43eteh2uuuQZHHnkknn322WnPh4NxzTXX4Nprr21ysJcsWYIjjjgCmzdvbjqn2R6nCy+8EF/5ylfg+z6A6LGamJho5yGZEQrPjJgmLS+MVq0dc7QaIFQaQUjRQNqD41QIIYSQzrJixQrcfPPNePvb345TTjkFZ5xxBh577DGUSiV89atfxR/90R/hrLPOwjHHHDPj73/hC1/AT3/6U6xduxannXYafve732H58uU488wzsWbNGlx99dW44IIL8Kd/+qfYsGED1q5di0svvRRjY2NYv349LrvsMgwODuKP//iPcfbZZ3fsfs10XieddBI+9alP4YILLsApp5yC888/P4mIGkqlEr7xjW9g48aNWLt2LRzHwV/8xV9kOvapp56KdevW4Y477sA73vEObN26Faeffjpuu+02rF69es7f/8Y3voG/+qu/woYNG5q6515xxRUIwxBr167FZZddhptvvrnJ6TxUstz32267DTfddBPWrVuHk08+OWmadPXVV2Pt2rVYs2YNzjnnHKxbtw6vf/3r8cgjjxy0uZDhD//wD/GWt7xl2u233HILrr76apxyyinYtm0bPvaxjwE4+OP0/ve/HyeddBLWr1+PNWvW4IMf/GDLrm8riHZt8XY4/fTT9datW60dLw92Dk3g/7juZ9Hnn/kjq8d0BPD7T9s5JllYbN05jEtv/AXe/gevwqf/r7XdPh1CCCHkoDz66KM48cQTu30ahJAWmOn1KoR4UGt9+tSfpeOZkcdeGAUAeLIz2f1WGJ6sAwCUbjiuhGTBOJ18/hBCCCGEkG5A4ZmRx16IctYrl7dekH2oHIiFJwD4bQwrJsTUeLJOmBBCCCGEdAMKz4w8HgtPT9p76IYn/ORz1uiRdjD7FYpzPAkhhPQANkvBCCHtkfV1SuGZESM8A4vO4/6JlOPJBkOkDeh4EkII6RVKpRL27dtH8UnIPEZrjX379qFUKrX8O5zjmQGtNXbui1oK2+wwO5yK2tLxJO1gnE7WeBJCCJnvvOIVr8CuXbuwd+/ebp8KIWQWSqUSXvGKV7T88xSeGdA6avAD2K21TNd4BiFrPEl2jOC06dQTQggh7eB5HlatWtXt0yCEdJiWorZCiI8IIX4nhHhYCHG7EKIkhFgmhPixEGJ7/PGIvE+226Tr40Kbjmc6akvHirSBccq5b0EIIYQQQrrBnMJTCPFyAFcCOF1rvQaABPAnAD4KYJPW+jgAm+KvFzRhSnjaFID7082FWONJ2sBsmoR0PAkhhBBCSBdotbmQC6AshHAB9AF4DsCbAdwSf/8WAG/p/OnNL9I17jYjr/s5ToUcIubpyn0LQgghhBDSDeYUnlrr3QCuA/AMgOcBjGit7wZwtNb6+fhnngdw1Ey/L4T4cyHEViHE1l4vEk9HbW12B/VDBdcR0XGpHEgbhHQ8CSGEEEJIF2klansEIndzFYCXAegXQryz1QNorb+qtT5da336ihUr2j/TeYCpkxPCrgBUGii40Z+KzWFIO6ikxpMbF4QQQgghxD6tRG3fAOAprfVerbUP4LsA/hDAHiHESwEg/vhifqc5PzBr9qLrWBWASuuG8KTjSdqgUePJ5w8hhBBCCLFPK8LzGQBnCCH6hBACwHkAHgXwAwCXxz9zOYDv53OK8wczyLggHfihtjbYWCmNgqTjSdonpONJCCGEEEK6yJxzPLXW9wshvg3g1wACAA8B+CqAAQDfEkK8D5E43Zjnic4HzKK94EoAAZQGpMj/uE1RWzqepA3oeBJCCCGEkG4yp/AEAK31xwF8fMrNNUTu52FDOmoLRE1/pCMtHFfHYtduUyOycGh0teXzhxBCCCGE2KfVcSoEqaht0ujHUtRWI4na+hbHuJCFgxGcdMwJIYR0mr/4lwfx/W27u30ahJB5DoVnBsJUjScAhJYW8UrrxGVlVJK0g+lqq+h4EjJveeS5UTx3oNLt0yAkMz/fvhe/fnp/t0+DEDLPofDMgNF8xvH0LTX6SXe19elYkTYwgpNRbULmL1fe8RA+++Mnun0ahGRGaY06E1mEkDmg8MyAUlOitrYcT9UQnnQ8STuY543i84eQectELcBoxe/2aRCSGa2BWkDhSQiZHQrPDJiUou16y3SNJ8epkHag40nI/McPNapcvJMeRGugzucuIWQOKDwzEE5pLmTLfexG1LYeKFT90MqxSP6YPRI6noTMX/xQoVrn+y7pPZTWdDwJIXNC4ZkBNa2rrc0az2icSmjpmG/8ws+x+n/+yMqxSP7Q8SRk/hOECtWAwpP0Hhp0PAkhc0PhmYGp41RsuY9KAZ4UVo/55N4JK8chdgjZ1ZaQeY+vNJMmpCdRWlN4EkLmhMIzAyauWJT2o7bFpKGR3Td2RjMXBua5SseTkPmLHypUKDxJj6G1jmo82dWWEDIHFJ4ZmBq1tddcSKeaC9kVDiPssLggMG49uyITMj8JVbR4r/pcvJPewgRp6HgSQuaCwjMD02s8bTme9o9pGBqvWT0eyYeQwpOQeY3ZyGTUlvQa5qpC4UkImQsKzwwoBfyN+y0cU30cgB3Hc/rsULtv7HspPBcE5mlD4UnI/MRsKlJ4kl7DbMozaksImQsKzwwoFeJK91+xfvjfAdhZxCcuq4y62tpyPJf1FwAAQ+N1K8cj+aLoeBIyr/Fjt8gPtfUNRkIOBXN9qXHThBAyBxSeGdBhVO94ZPUZAEBgocOs0QmuFHCEnWMCwBF9HgBgaIyO50LACM6QXW0JmZf4qVFZVUYWSQ+R1Hhyw4QQMgcUnhlQKgAAHFHZCcBS1DZ+RxcCcKXTtDjJk8XlWHgyarsgMMJTa3YqJmQ+kt5UZNyW9BJGeNa4YUIImQMKzyzEjudAfS8GMGkl9mqEpxQCriMQWnI8zYWEwnNhoFNOJ11PQlrjS5u2419++bSVY6U3Mik8SS+R1HhSeBJC5oDCMwM6CJLPXy2etyQ8o49OLDztddKNjsMaz4VBWmyyzpOQ1vjXbbtx9+9esHIsn44n6VHSzYU0NzYJIbNA4ZkBrRrC8zXiOSsNIIxIEALwpIPAUtS2ITzpeC4E0k9VCk9CWmO0GliLD6bf2znLk/QS5oqitf2Rb4SQ3oLCMwOmuRAAvMZ5zkqjH7N76AgB6QhrzYWMUGFzoYVBuq6TCwNCWmO04lsTnn5Ax5P0Jjr1EmHclhAyGxSeGZjmeFqM2kpHwJNOUxwrT3QqasvoTO+TjtqyuRAhc1P1Q9QCZW1ERLpxXIXCk/QQKnV9YYMhQshsUHhmIZwqPO1FbR0RjVQJLUVtzXHroeKFZAFAx5OQbIxWo4SLtahtU40n33NJ75C+otDxJITMBoVnBkzUttL/SqwULyDw/Tl+owPHTMapRFFb33Jzoamfk94k5N+TkEyMVqKNRluOZ8CutqRHSV9TKDwJIbNB4ZkBE7WtHHE8CiJEeWJX7sdsito6jpWGRunjAnTIFgL8exKSDeN4Vi0tpOsho7akN2kSniGfu4SQg0PhmYVYeNaXnQAAWDz+VP6H1I2orXSEtY6k6QuJrYZGJD/SUVvWeBIyN6OVOGprzfFM1clReJIeIh2iYWkOIWQ2KDwzoOMaT3/5agDA4on8hWdjnIqAJ4W15kJhU00gLyS9TsgaT0IyMVqNo7Ycp0LIrKSFJ6O2hJDZoPDMgop2wHXfMryol2LpZP7C07yhSyHgWpzjmb6QcO5j75Ou8eTfk5C5MY5noLSVEod6alORUVvSS7DGkxDSKhSeWYgdT+F4+L1+GY6YfDr3QyZRWweW53hqCBF9zqht75OO11J4EjI3psYTsON6srkQ6VU4ToUQ0ioUnlmIazyF9PC0eBmOqD6T+yHDpMYzitraikkqrVGQ0dODQqX3oeNJSDZGKraFJx1P0pswaksIaRUKzwzoRHhK7BdL0ReMACrfBYJOCU/XaldbjYIbPT1YE9j7COXjW4VP4gznEQpPQlrAjFMBgFqQvxCsh6zxJL1Jk/C0tEYhhPQmFJ4ZEHGNp3A8jIjFENBA5UCuxzQaIRKeNh1PoOjS8VwoLPGH8AfO4/iid32T+0kImZl01NaGEDSbigNF12pX26HxGvaMVq0djyw8WONJCGkVCs8sxPOpHNfDuLM4uq0ynO8hVWOciivt1nh60jievJD0OmYT+ihxACH/noTMyWhT1DZ/IWg2FReVXKtR2//7jofw17c/ZO14ZOFB4UkIaRUKzwyYqC0cF+POkujzyX25HtO8oQvLXW3TUVs6ngsA3YgNMglFyNyYcSoAULPgeJpRWYtKrrXmQhO1AA88NYyh8ZqV45GFSXqFUOMFhhAyCxSeGTBRW0e6GJeLohsn83U8k3EqjuWobZPjSeHZ60hVTz6ng03I3IxVfCzrLwCw02XWT0VtbdV43v/UPvihxkQtmPuHCTkImo4nIaRFKDyzoE3UtoBxaSdqm4xTEYibC9mr8WRX24WDUI2FpeKONCFzMlr1cdSiIgC741T6i/aitj9/YggAMFljF13SPuklgo1YOiGkd6HwzICO53hCSkzKpdHnOUdtGzWeZpyKHdEQag3PdLXlHM+ex1GNejVnYk8Xz4SQ+Y/WGiMVHyssCk9fRSOsSp60FrXdsiMSnhP1oMm1IiQLHKdCCGkVCs8MmMW743gIZBk+vNyjtklXW0dAOvaaC2mtUaTjuWBwUjWehYndXTwTQuY/gdLwQ40j+qKorQ0Xxw8UXClQ8qQVofv8SAU7XhzHkQMFKM0RLqR92FyIENIqFJ5ZiGd2CunBlU4Ut83Z8dSpqK0nnaQOKG9CpeG5AgBrAhcC6ahtYYzCk5DZMJttfQUJwNI4FaXhOgJlz0Glnr/Q3bI9cjvPP+klAIBx1nmSNqHwJIS0CoVnFuLFu4yF55izGKjsz/WQ6aitdIQ19zFd48mobe8jdSNqW6TjScisNISnC8CS4xkqFNw4amvheFt2DOHIgSJOO+YIAMBkncKTtEdT1JY9BAghs0DhmQHT1RauC9cRGBOL7EVthYArBXwLwlPFx2BX24WDk3I8KTwJmZ0wXkn3FyPH0844FQXXsVPjqZTGvTuGcNaxyzEQ30c6nqRdWONJCGkVCs8MCNPVVnrwpIMRYTlq6zhJ58M8MbEZzvFcODgpx7NQy3ezhJBex2y+lU3U1oIDGYQ6qfGs+irXZj+PvjCKofE6zjpuBfqLkas7aSHeSxYmjNoSQlqFwjMLqaitdARGxaLcx6mEWmMxxiFVHdIRULqxKMrzmEAqassaz57HNBfarwfg1g90+WwImd+YzbayZ9HxjGcnl7zofTfPBkOmvvOsY49M4sR0PEm7pIWnjcZYhJDehcIzA6ZBi5AuPCkwgjhqm+POtNLAtwufxOm3rsZrRn6BP5N35+56mrtDx3Ph4MbCc0gvQaE+0uWzIWR+E6bKDQrSsTbH05MiEbt5NhjasmMIxx89gJcsKWHAOJ6c5UnaJL1CoPAkhMwGhWcGhA4RaAeO48B1HOzHIkCHQDW/hbzSGsc7UU3emx6+Ev/LuxnhaL41eqHSeLV4DsfUtwNgjedCwNR4Dukl8Cg8CZkVk/qQjkDRc6w1FzI1nkB+8d6qH+KBp4Zx1rErADQ6907Q8SRtko6Fs7kQIfOYeTCvmcIzA0IFCCEhnajRz34MRN/IsbOt1hq79XLU+16CvYtOAgCEk/lGJZXWuKd4Ff7y8fdGx6Pw7HkkohrPvViCos+oLSGzYd7zpBAoutLKOBU/1PCkSKK2eR1z6879qAUKZx93JAAkjucEu9qSNlFNzYXonBMyL/n6+cD/Xt3ts6DwzITyEcCBIwDXEajqaLg4gmpuhwwV4CHE+Ctfj18f99fRaeQtPFPrHQ8BHc8FQNrxdMMq4Of3nCWk1zHvgY4jUHTtOJ6BUvCkk3vUdvP2vfCkwOtevQwA0Fek40kODdN3Qgg2FyI9jNbzwhHMjV0PAOMvdPss5haeQogThBDbUv9GhRAfFkIsE0L8WAixPf54hI0T7iZChwggIYSAKx1UVXTBRlDL7ZhKa7gIAOkBpeghDifynR2abhTwKrEHIaMzPY9rHE+9NLqhas/1/C2ekGkAACAASURBVMFvnsOdv3rG2vHIwmKyHuB9N/8Kzw5PWjumaajmOpEDaaNuzQ+irrbFnKO2m7cPYf2rjkiaChVdCU8KTLCrLWkTs2Ioug58zv0mvcp33g986bRun0X++JWuHn5O4am1flxrPai1HgRwGoBJAN8D8FEAm7TWxwHYFH+9oHFi4QkAnhSoqOjCjdCf5bcODa01XCjAcSHKiwEAwWS+wjPUGqO6DAB4jXiOjmeO3HLfTvzgN8/lfhwnHgU0hOg5lGc8fCp3/uoZfPMXT1s7HgDs2j+J+377OLD5s80WPuk5nhmexKbHXsSvn7H3nDWbb5HjKVHLea4mAPix41lyY+GZwzGHxmt45PnRJGZr6Cu4dDxJ25jXS9GV8LlRTXoRvwI8/G1g+Mlun0n+7N/Z1cNnjdqeB+BJrfXTAN4M4Jb49lsAvKWTJzYfEcpHGAtP13FQ1UZ45ud4hgpwEQLSg+yLHU8LNZ5P66MBAK8Rz7PGM0duu/9pfO/Xu3I/joy72iaOp0XhWQ9ULovo2fjGvTvxu+9+Gtj0SeDF31k9Nuks5v3HxkiTxjGjj1KY5kI2utpquI5ozA7N4TVz745ojMrZx61oun2g6GKCXW1Jm5iQVNF1GLUlvcmj/1+3zyB/nFizDD/V3dPI+PN/AuD2+POjtdbPA0D88aiZfkEI8edCiK1CiK179+5t/0znASLleBZcB5UwfvgsRG2F48Lti0SDytnxVAqYRAkA8Go6nrlS8UMrj29jnIp9x7MWKCvNWdJU6gEu0luiLyZ6+33ncMcY1nlFT2ciaS7kACVX2pnjGaqmOZ55vGa2bB/CkrKHNS9f0nR7X0HS8SRtkwhPz2FXW9Kb/PaOxudBvXvnkSdLXhl97BXHUwhRAPAmAHdlOYDW+qta69O11qevWLFi7l+YxwgVJo5nf0Fi1I8fvhyjtiqO2mrpoVQsYkyXcx3fYo4pEV08XuM8R8czRyp1ZSWaJBEgFC4OYFF8YIvC01dWmrOkefnYb/FKEQvOiX1Wj006ixltYtfxNMLTQdFzrIjeRHjmFLXVWmPz9iGceexySEc0fa+/6LKrLWkbE7UtMWpLepWRVPLMn+jeeeRJKd5w3N87jucbAfxaa70n/nqPEOKlABB/fLHTJzffcHSQOJ59RddK1FapAI7QEI6LckFiBP25N4YJVUp4iucQ8EKSG1U/tNKMQWo/Ep66P7rBquMZWnc8V4/eC6XjxTUdz54midradDx1w/Esuo4V0RuoqLmQidpWOiw8n9w7jhdGq8n8zjT9RTqepH2M8Cwwakt6lXRysW6vkZ1V4l4feO4hYMvncjXNZiOL8Hw7GjFbAPgBgMvjzy8H8P1OndR8xczxBCLH00csPPO05YNoMSCkh7InMar74dTydTy1BpxYeC4RkyhX98zxG6Rdqn5oRdi7OoQSHiZFGQqyC1Fbu45nMRjDMBZBCwlMDlk9NuksZlFrc/PCiF0nnuNpZZxKqKc4np29v5u3m/rOI6d9r7/gYpJdbUmbpGs82dWW9CRhHXCjppqoL1DH09St7PoV8JNPAM9t68pptCQ8hRB9AM4H8N3UzZ8BcL4QYnv8vc90/vTmF44OEIrY8Sy4qMOLvhHmJzx1PH8R0kPJkxhFH2RtNLfjAdFuv4RC3YvqAZePP5Hr8Q5X/FAhUBp1CxdqFz6UcCEdBxV3sXXhGShtNYIlVR1VFKDLy4AJCs9ephuOp0ocT3vjVOqhgicFSgVT49nZ+7tl+xBWLu/DK5f1Tftef9HFOB1P0iY6HqhS8iRrPElvEtSAcjwVcqFGbfWUa4rfHWe3JeGptZ7UWi/XWo+kbtuntT5Pa31c/HE4v9OcHwidqvEsuqhZiNpCxaLWcVHyJEZ0P9y6nRrPkSUnAgBWUHjmgonS5e14aq0hdYjQ8SAdgapl4WmiVzZdT0fVUdMewr4jKTx7HDOc3qbjGYQN4VlwbXW1VXAdBwXpQIjOvl7qgcIvf78PZ83gdgJR1JaOJ2kXY6SYqK3WdD1JjxHWG8JzoUZtVQi85v8E3vj/Rl8H1a6cRtautoc1QqeitsVU1DbPnHRoorZxjafuh+fn63gqpSERwi8swdN4CY6efDzX4x2uVOOFXt5dbbUGPBFEjqcQmJSLgEl7+0TGqbIpHKSqow4PQWk5o7Y9TtJcqBuOpxBwHceKW2+itkIIlFzZUeH50DP7MVEPZ6zvBKKoLR1P0i6NOZ7RkpKd8EnPEdSAvmXR511yAnNHh0B5GbDy7Ojr+ex4zmf+9aHdeGLPmJVjyZTj2RS1zXGcClQkaoX0UHIdjKIPhSDf+6s0ouZCjsQTWImjJ7fnerzDFeN45t2MIdQaHkIox4V0BCrSnuMZKp3U/Nh0PF1VQw0ugtIyNhfqccIuOJ6NrrYCnhRWOnubqC0AlAuyo82FtuwYgiOADa9ZPuP3+4su6oGdDttk4WFeHSUvWh/xeUR6Cq2j5GI5nnNeH+/u+eSFCgFHAl5cy+pXunIaPS88/+f3H8atv3zayrGEDhDENZ4DRRd12IjaRosP4XhwpYNxMYBCOJmryxoqHTUXEg6ecF6N5fXduY9wORxJorYqZ+GpNDwEUMKLhedA7p2RDWlRbdOxcnUdNRRQLy7jOJUeR3XB8TQuq+MISMdJord5YrraAkDJdToqtDdvH8K6Vy7FkrI34/f74k66kzXGbUl29BTHk51tSU9h1tMlIzwXquOpACEBL67zp+PZHvVAWYsIOTqMOoIiulCb0Sr5Rm3j/1tGIndSxnMYq/nFbZM5nkLiKWdldONexm07TSWO2ubdBTCaBRtCO3FzIacPqNnZ0UuLBZuOlat81LSHWnEZUBtZuAOhDwOMeWKjzjI5ZvyadGPH0895c0gpjVBpuE50SS55nYvajkz6+O2uAzj72JnrO4FoIxUAZ3mStlBJV9toTcQGQ6SnMA1Ck+ZCC1R4qhBwnJTjyRrPtvBDZW3+WLqrbX/RBSAQOoV8o7ax8HTcAgCgKgei23N0rJTWcIQGHIkRGe8AWawJPFwwQizvWFKoNAoIoBwP0gEqot9alCQtFjo9l3A2IsfTQ7UQ12ywzrNnaURtu+B4CgHpCGjdaHKUB0bYFtzOC89f/H4ISgNnHz9zfScQzaUGwFmepC2m1nhypArpKYzwNDWeCzVqq8PY8WTUtm1CpaE0rHXjc3SIMI7XmmhSILxcx6kk7Y9lFJGqudGIE1TyFJ5IHM9JGR/PUjTzcKKadLXN2fFUgIsQSrhwHQdVpxw9Z/PcMIlJR65sCgdP11GHi4oX72Cys23P0oja2nNRVFONZ7yYztH1DFIOKwCUvM5FbTdvH8JA0cXgK5ce9GcGitH1bIKdbUkbJHM8PUZtSQ9i1kLFxQDEwo3amhpP6QGOy6htOxinyGrUNnY8i64D1xEI8xaexvF04qJ9z0Rt82sOEyqdNBeqOMZhZY1np6n4IRZjHIUw35lRodZwRQjteBgouhgOitE3LMRtuxW19bSPGgqouPFimw2GepauNBdKzfE0YjDPBkOJ8JSddzw3bx/CGa9elgjomegr0PEk7dNwPNlciPQgpk+LWwIK/Qs3amscTyCq86TjmR3Tsttm1NYITyFEVOcpvFydIxELTxFHbXVSFJxfNlvpqLmQcGQj2pujw3q4UqmHuNH7PD4hb8p17pnSUdRWOy5Wv3QRfj8aLaRRy3csD9AsFqw6nojmeE64sePJqHjP0pXmQinHU8bCM8/4oGkwZkRu2etMV9tn9k3imeFJnDVLfSeQqvGk8CRtkDiebC5EehHTA8ItRoKsnq8Z0DVUZCgBiOK2AYVnZvz4zW3CUic+R4eNhkKI6jx95Ox4qmgh4MRRW+nGblWOx1Sq0VxISBdVUabjmQMVP8TLxD68Wjyf66JWKQ03rvE8+WWLsWsy7sZcy38MUa1LUdtCHLWtmpFHeXaeJrliRGCtG+NURCNqm6fjme6iC3TO8dy8I3L6zzru4PWdQKN0hM2FSDtoTK3xpPAkPYRZH8gCUFjAwjPteLolOp7tYGpubF0s01FbILpY+8LNucYzvm9xV1u3YIRnjuNUdCNq6zoCE4698RuHE1U/RL+oYoU4kOtIFTPHUzseTnrpEowjLiy3UEDfFLW1uAteQBS1rav4LS7PztMkVxLh2WXHM8hxMW1e/lKkheehH2/L9iG8bEkJr1nRP+vPNRxP1niS7JjnbzGe40nHMyeGf9/tM1iYNDmeCzhqa7raAnHUljWemTEuka3ZY1IHUGZ2J+JZntrNdVSDidomjqcXRW7zFLtaI5njKRPhScez01TqIfpRxQqMwM9xUW3meGrHw4kvXYQJHQtPC45n0xxPq1FbP+pqa4SnopPTqyRRW4uOp0o5kF48WzOw4HiaMsyoudChvV5CpXHvjiGcddyRELGgPRjsaksOBXa1tcCzvwK+eCqw55Fun8nCI3E8vajG83BwPL0yHc92MDvQ9VBZ2WFzECbjVICoIUMNXq4xPpFEbSPB2XA88xOeprmQcCRcx8GEGGCNZw7U/Dr6RA2eCBGM78vtOEohEZ7LB4ooDcQNdyxHbSu2OmaGAVwo1DSF50LAGI1Vi46nEZmuIyDjHeI8u0+bLrqO6FzU9re7DmC0GswZswWAPo9dbUn7NGo82VwoNw48HX0cfa6757EQMetpWYyitgva8UwLT87xzEz6zW3SQtx2atS2vyhR09JKjadwox1pzytFt+cYHTTNhSBdSEdgXPTT8cyBoNp4c9NjL+R2HNPV1sS1X3ZU3GjEdo2nLeEQRG+mdbiomkNSePYsxg30Q51rnWWatBA0jmee41SUbhaeZU+iGqhDajq2ZXs0QujM1yyf82cdJ2qWR8eTtMPUGk+bo48OG8warJ7/dfuwY2rU9rBxPBm1zUw6zmFjpIrUAZRoRG37iy5qKueobVzjKZwoautZcDyV1nARPUFdKTAmWOOZBzol/NTYntyOo3QUtVXxc6jQHzueNmo8ffvjVHTcZbqGAqohHc9eR6XEpq3asXSNp+tYaC6UOh4QRW1DpQ8psrh5xxBOftliLB8otvTz/UXXygYuWXiYl4aZ40nHs/OMjUQbSRNjXIt1nMOhuZDZOHUYtT0k0m9uNpoiSKgpzYVcVLXMOWobO5txjWehGDmeOk/hGWpIoSEcGTmeoOOZBzo9RzNHx1OpqLkQYuGp3HgkzwLtahvWozfTGjzUjPAMuaDuVdKCz9pzKD6kFOlxKhYcz1RXW6D9lMBELcBDz+zHWcfNPkYlTX9BYpzNhUgbcI5n/uzb+yIAYGgfR4N1HDMS0S0u3DmeOn5vT8/x5DiV7KR3g210tnV0iDA9TqUgUVFurrFXU+MJJ3JaC7HjqfwcazzNEzTuajuK/mjmo+KipKOkhKeYeDG3w4Sx46njzQvXczGBklXhOVB0rTmeYVy3UNcuqmHcVIWOZ8+iUnFTWxG+MN4dlrIRtc3T8VQpoQukhGebNZf3P7UPfqhxTgv1nYb+ootJRm1JGySOJ+d45kecOhOM2naepMazEEdtF6DwNOt309WW41Tao9nxtBC1RQDtNKK2fUUXFSWTaF8uJE+W6Lilgou6lvD9PI9p4r2R4zmGuBU/Xc+OIvyU8BzPL2obqjg6beLajsAEyla72i4pe9ZqPP2acTwLqCsd7fBRePYsXXE8U+NNGo5n/lHb+FAN4dnmZs3PnxhC0XVw2jFHtPw7/QXXSskKWYAYx5NR29wQNVPjuQBjoN2myfHsi8qQDqG+fl4yk+NJ4ZmddJfB3KO2SsGBboraDhQl6nBzjb06U6K2ZU/Ch4swR+Gp4ouG6Wo7gjiaSeHZURy/cQGRk3tzO44K46ht3BnZkw7GtR3haWYvLiq5bbs3WTGOZw1eJHwdF1Cc49mrhF1wPBvR1+j1Atip8XRSNZ5A+1HbLTuG8AerliUCthX6ixKT7GpL2qDheMZzPDlOpeO4sfB0LPRmOOxo6mrbD0AnTQoXDKqRZATA5kLtku4ymLvjGTsm6eZCfQUXde3l6nia5kLGrSoXnNyFp045nq4UGNXG8WRReydxY+E5pBdDTuTpeAZwhE5cc891MKbLdpoLBQoF6aCvIK05nmF9JuHJBXWvkm4uVLP1HDLNflKOZ2ChxlOmutoC7Y0gen6kgh0vjuPsDPWdQJTgYVdb0g5T53gyatt53PoogOakFOkQifD0oqgtsPDitjM5nirItVTwYPS28AwsjlOJHRON5nEqdbgNmz6X48b3Kx6F0XA883NZdWpnRDoCBzSjtnkgw0h47tQvgVvJ0fEM4ueubERtx3SpqatuXtR8hYLroFyQ9mo84+ZCde2hFkZjgRi17V3Ses/WcyhIdZk1NZ6B1a62JmqbXXiaMSpnHdt6fScADBRcK70SyMJDT6nxXOhR2607h3H5Pz+Q62bUVAp+JDylz6htx5katQWsbMxbZVpX23g0Yxfitj0tPNMLgdy78cUL1zBV42lEYJ47Bs6U5kIlLxK7Kkex23A83ai5kI5fiBU6np3EDaIdtWf1Cri1/bkdR5iuy6bGUzrWajxrQYii66DkSmv1eWomx7MLu3qkMzRHbS09h5SGIwAhGuNUglzneEYfp3e1zX7MLTuGcORAAatfsijT7/UXXSvd4cnCwziernTgCLvC88BkHU/utSsS/uLWX+O/ntiLveM5mg5TKIbR9VrS8ew8Tc2F4vXuQutsmziesezzytFHCs9sWG0uFLuAOlXjWfQk6vAg8qzxnBq19SR87ULlODs0qfEUEtJxsJ+OZy4UYuG5Xy+Ck+NIHuN4wo1rPF0H4yjbcTwDFQlPz57wnF7j6dHx7GHClOCz5pprnbiPNpoLJTWlSXOh6NLcTtR26879OOPVyxMR2yr9RYmJegC90JpqkNwxTxlHRBubNqO2X/nZk3jn1++3djwAGJ6wJzgBAEqhFEaCk45nDgS1SHQKARQGotsWWtR2Wo1n9wR2jwtPi+NUYsckXeNZjt1HR9Xz64BldinimGQpdlnzFJ7mCSpkNE5lRMU7IxSeHaWgJlEVRUyimK/wNBsj8eaF6wiMazvjVOqBQtGTKHqONdGgZmwuROHZq6TNE7uOZyTcbDYXmjpOJev9rfohdh+o4LijsrmdQOR4ag1ULG0QkYVDY+NEoCAd1C06niMVHwcm7SZazFuBH1japKmNwkH8HhFQeHacsB41FgIaUduFJvCn1XjG6/ouNFHqceEZvbk5wl5zobTjWfIk6joWojlF+ZKutrE9XvSi5kLIUXjqKeNUxlUkWLrVenkhorVGUVVQc/pQ1QU4OswvDhrEf8+4q20hdjyFhZbhSdTWk/ZEg5njCS9aADkcp9LLpOd42qzxdKc5njlGbeOVbLG6F6iOJM2FsqYEnt4X7V6vPLIv8zn0F6JjMm5LsmJeoY4QKLiO1aitH2pUg7ArTr01gR03dvS1hEvh2XmCWpIIS5zAhTa2JjaUtu0ew8Yb7wNcE7Wl45kJU9i9uOxhIu828InwbDieJc9BHbEoy8mxclQQCc14J7zoStQhAZWn8EyPUxHwlYhiCAGFZ6fwQ40yKvCdPtTMcyinnScz7ke4cVdb6WBc90GoIPfdriRq68q2YoPtYLpM+6IQOZ6SUdteJuxSV1sTVTXNhXJ1PONF8+p73gf8+OOJ45n1NfPUULRYWnVkf+Zz6C9G7w/sbEuyYjaHRBeitoFS0NqiCExhTWDHabM9OAJesMAioPOBsJZyPE1X2wUmPGPH86nhKn61cz9CyeZCbWFmRS0te/bGqTgNx9NEbQHk5kA6OkCQ6qRbcI3jmV+0JHE8pQspRdTEySvT8ewgFT9EP6rw3T5UEe+0+fkKz3TUdo9eGt124NlcjmlodLV12mqU0g7G8XQLJTYXWgA0CU9bce0ZajyDXGs8o49ebT9w4JnUHM9s93fnvmixtLIN4dlXiIUnO9uSjBizUQjAc0Wu9dBTMeLP1ozftNi0Jjzjxo679ZFww8nck0qHHUE9KWdLhOdCay4UG0oT9ei54xuhndO6czZ6Wngax3NpX8Fe1NZJO55xV1ug0RWrFV54uOX6OqFDhCnhWXQd+NrN1fFEeo6nI6KFn9e38F6IXaTmhxhAFaHXn7vj2dSxDdHmxeP6ldFtLz6SzzFjoqitRNGVCJW2034+fhy9QimO2nKOZy+jtG5ETy06nnJKjWee41RM1FaoOlAZRsltz/HcOTSB5f0FLC55mc+hr9D+7FByeKO7WONpRK6t5nVDqU629hzPSHg+p5fDgeJarNOE9WiUCpCK2lp4jMMg33GMaWLH0wjPOozjyahtJvxU1Db3hggzRm0l6jpj1FZr4MYzgW++uaUfP5jjKXJ0cMwcT+G4kI6DQGloOp4dpeKH6BNVaK8fVR07nrlFbaPniiON4+lgh345tHCAFx/N5ZiGWqBQlhpFET2nrOyE+9Fr0SuW2VxoARAqjXIsimw5nqFqOJ6m1jPPcSphIjwDYHIYjhPVymUV2k8NTbTldgLRtQWA1ZgkWRgk44CEsB+1NY6npfeGPaONtV7dVnOhOGr7nF4efV3jSJWO0tRcyERtLTzGd/8/wK1/nP9xgGTzfcyPhadjHE9GbTNhFrGLim5bu7SZanbixXtzcyEnc9T2kd3xvMbdD7b0844KEKbEbtGNjilyrfGMHksndjwBRIXIFJ4do+KHGEAFujBgwfGcMk5FCtRQQH3xytwdz3qg8J79n8OFj340+TpvdFhDTbvoKxWi+JXjAopR217FxF7bEWLt0iw8Y8czx00TU+MpVABUomtEyXUyL6Z37pvAMcuzNxYCGsLTVmSRLBySGk+greZCY1Ufb/zCZjz6/GjmY5t1oK367xdGGtdpW46nrhjH88joBhui6HAi3VxIFqLOrzacwP07geGn8j8OkDieY7V4owZGeNLxzIQfKnhSoFyQmbsd/uLJfVjz8f/E8ESLAs7M8UxFbQvSgS9aj9rueHEMb73+vzKdp5jqeMrY8cxzIZ04njJZfGm3xHhHB6nUQ/SJGkRxALXcazyj54qIHU8vXmBWlh5vIWqrcFTwPBZXd0dfhxYWB0ENNXjoL0jUg5COZ49jYq+Lii7Gq3b+jqFujFNxZf6Op06Epw/URoGgjnIhW0OuSj3EntEaVi1v0/GUFJ6kPVSqxrMgswvPF0aqePT50TaFZ3QsWx2vXxyzLzyDaiQ09+ol0Q0WRqEdVqQdTzPL00bU1q8AdUt/y3hdPx5HbauJ4WF5Ji16XHhGLe8dlD2ZOWq7a/8kKn6I5w606OLFuwVaNB4yIUTjydpC1Hak4sNFtvOUOoRKCU8hBELhNsas5EDieMqG4xlFbe0XIS9UouZCFTjFRfk7nvFzxTGOZ+zgTCw9Hhj+fa5Odi0IUdQ1eGE84sTColYEVdThoa/gRrVG0mONZw8TqqjBz9I+DwcqdpxrpaY3F8ozJm7Wr8mGYmU/Sp7M5PBOxk2BFpez13cCSBoadaM7KOlxtIYQ0fqknaitqZ9uR8iZ37VV47ln1L7w9H0foRYYg6k/pOPZUdKOJxDN8rTxGPuVKDZto1mUcTzrseOpYi3ThTRYTwvPeqDgJo5ntjcdE7MdbXUhYxauqagtgEZBcgs1l6FCs/AM5969d3SAIBW1BQDleFaEZ1TjGS26lFum49lBqvUA/ahClgZyr/E0HZATxzN2cMYWHwdoBex9PJ/jIh6noqtwVTzixEaNZxg5ngNFGdd4Sna17WGU1nCcqIncgckcm6qlSM/xNM2F8h6nIqAgdLyQrQyj7GW7rpnzM+/ZWSnI6NrGGk+SFaWjmC0QJWrqGd/nw0R4Zn+N2e5q+2K6xtNS917fryOAiwkdN4RhjWdnSY9TAew10/QrkSC04TrGiZ26il6pVRVrmS6sjXpaeAZKoSAdlFwHFT/bAGFTUzPSqvCMFwTaaRaexkVq5YkTKNUsPMeen/N3HBU0dbUFgFDkKzxFvDMipEwWXYo1nh2lVpmEFBqytAjKFHnnXOMp4q62Jmo7WTo6+v7E3nyOi3iciqpCKpuOZw017aGv6EJpQDFq29OYqO3SsocDk5YcT92Y42l0XJ4dmZXS8NLXhslhFD2JSob4oLmmtS082VyItIlKRdMLUsDP+BwyNaLtOIi2u9pWA9VIQdga4eL7COBgwnQipePZWYL6FMez307UNojX1Db+nvG6PoxlXzUWoN1YG/W08PQDDVcKlAoSWmfb8Uocz2qrwjMWY2LKQ2aerC3UeKqpjufIrjl/RyBEOMVlVU4BUuf3ZFGp5kLNjieFZ6cIq1Etiywtzn+eUtyISkyJ2ta1qU/ObzFfDxUKqgYZR9GtCM+whjo8DBSj+6cEmwv1MmEsAiPH087fMT1OJYoPilzHqYRKN18bJveh5Dp2Hc9EeDKWTrKhgYbwbKO5UHgoUVvLjqdSGqX4tWKtxjPwEUJiXJejG1jj2VnCejJuDkAkPP2J/I9r1tQ2/p6qWXjWwvg6QcczG75S8KTTmPGW4SJtOhSOVloUcAeJ2ko33oFqQXgGSsETaeH57Jy/I3WAENOjtlK3/mS5b8cQxloV2EByXx3pJnEzJYuM2nYQ0yzALQ8gdPKN2pq6sUR4uvFurXHScxJlQaiiBbWqQoZVABp1C82FnDhqa+YSKkjWePYwyjiefV7rCZVDJFRIHE8g6myb6xxPreEhdS2qDKNckKi1IzzFIQpP1niSjKi4xhOIoulZn0OdiNracjxDpVGK15zWhGfseI6DwjMX0s2FgChqW7chPOM1tUXHU8G8z+uudfzvbeEZ6ibhmaXBUHbHM36DcZofMsdrPWobKg2JNoTnFLGrMwjPiVqAd950P77z4NzuasIMXW2VLOcXBT0MUdXowuGWF0PJePMi56itTM3xBIC6dpq+32miHWgNL47ZFuFbGqbX+QAAIABJREFUmXsmwnrc1dY4npJR2x7GjDZZWvYwXgusuOahUo1RUohmeeY5TiUSns1R25KbrWneodd4MmpL2kNrNAnPrBHUQ3E8G1FbSzN+dUN42qrxDIM6QkhMoBQJh3iuJ+kQMzYXslTjCdip2TWOp051L3c8Op5ZCVLjVIBsbzxB1uZCsfCcGrV1PNNcaG7Hc1qc6sDcwlPosGmOJ2Acz6ClTlj1QEFpYCLLnFPdcHfNKIFQxs2FbHTfOgzQsfAs9C1GmHeNZyy6hBsJz2SBqWXT9ztNLVAowodA9JwpoW7FTZEqqvHsj6O2oWBzoV7G1I8t7YuevzZcz1BPcTylyHWcStR4rtnxLHlOpmvaoQpP03SM41RIVpTSTVHbzM2FDqnG00Rt7TieSmkUPbtR2zDwEUCiv+Bi0hkAqgesHPewYWpzocJA/lFbpRprvi7UeNb8MO74zxrPTPihgus4KLqx45lBXJli9tFW58KZqJ7TLAI9s0vSwh9vmvAcfW7O35E6aBqnEt3owYFuKT5oBHamXezUfZWxOxbKUiS+WxDYZG5UvMPllhZBufnWeIr4b+ZMjdrqfLua1YIQZTSSAGXUrLgpTliPx6kwarsQSBzPvuj5O1LJ/z0oivc2vpY5R21DreGJ1DVkcn/mbu2H2lxICIGim30UBiFNNZ7SyVwnfChR28Y4FYuOZ7zmtNVcKAx8BFpiaV8hFp50PDvK1OZCngXHM2002BCe8cZpI2qrIj1DxzMbfqjhuU7ieGaJJTVqPDNGbac4nm7BNBdqYZyKniI8W5j9GUVt3Sk3tt7QyLyhZ3KajOPpNOZ4BiYOyjrPzmDeaIoDcBwvejPIO2obv7EmUduc5zjVfIUyGs/RkqjbEZ6qDl94KMY1a6FgV9texriPq3d/B6vFMxgb3gM8+0C+x0zN8QQiNzDPrrZ6WtR2H4ptRm2dNms8gcitouNJsqK0boxTkSKzgAzb2SCP6UaNp2e5uZAKAwRwsLjsYdwZACp0PDvKNMfTQo1nulmnjajtNMfTzDin8MyEHyp4jmiruVAYq//Wx6kYMdb8kBW8bI5n0+JCz/2mJRFEXTnTp5JBeJp4WDbHM74vwkkWX2HSeZWdbTuBMDGOQj9c10FdFHJvLmR29EzUtpY4nvmIsnqo0Cca96kE38qFWqo66igkzVICSHa17WGU0pDQOPZXn8Bl8qdY8tt/Br75llyPOVV4ypxrPKelYSrDKHkyWhxk+D8ANNWmZqXoZm8MQ0i6xjPavMg23s4k0NqJs9ue46l0lIYoyOyR4vYPGo3V6ytITIh+Op6dJAyitbibbi7UH406ybG8IhmlAlhyPKPrS8GL9ERS49mFNFhPC89ganOhDFHbIGtzIdNwZ0qjH9fz4u+3Jjybmgu18Mbs6OnjVETcJKYll7Wdon3zYks7no5xPCk8O4FMhOdA1IwhV+EZPTfllKhtXeXb1bbmK5RSjqetqK2ravCdhvAM4dDx7GFCpbFIVCB0gAFUoCaGovqbPGsu9VTHM+eobXpTUhaByWGUPYl63Bm61f8DaD9qC5iYJIUnyYZOzb3tK0Tzk7MIQbOp47fRfC6wPMdTqeg1Fjm7dl4rQoUIEa3HxgVrPDuKSR6adTUQjVMB8k34dcnxXNIfreXrgQIko7aZqYcKrhQoF6K70VZX21bHqeiGGEvjmeZCLSxsA6Wbx6m04njqMOrK2XRjFscze4RFp0bHJIOSnbiNN4VnR3D8+I2mMABXOqiLYn41nmrmrra13LvaNtd4lkQdNUuOZyi8xNkN4LLGs4cJtcZiHTXj6hdVaHORbqFUoe1jppqlAHFX2xyFbtM4lYGjk+ZCQOsL6o4IT9Z4kjZQuhHxXlSKHJXxWuubfarN5kJa62SNY8vxDONmZ14b80rbRWgfoXDgSQfjdDw7i1lHT43aAvnGbdOitm5vjmdfqQjXEVEzLodR28wESqEgG82F2hm2nXmcypQaz2IxEoG6RfcxiVPJQkuLYYnpczxFOzWeGd6URarGM+mAKhi1PRhKaezan21nTAaT8OECbgGeI+DDyzVqW9cSTtwtxXSvrObteAYKZdF4jhZhp8bT1XX4Ih21ddjVtodRSmMJogvzgKgCtdHoGy2MsGr7mNp21DbV1XbR0UBlP8pe/Dql8CTznHSNpxljNZFBeBr9ljXmna4lzTLz9lBQcQzfkzaFZ+x4SoFR9LPGs5ME8RqlqbmQcTzzFJ7p5kIWZobGGsZ1XRRNLb/kOJXM+IGOHc/swtPskk3Ww9bePFKzLdMUCpEgC4OswrPYuuM5pZNu8gJp4QljFkttNRcSEkviEQajYRxDYHOhadz9yAt4/XU/w/6J1rttesEEKiLaVfOkg1rOUVsfbjJYXggB1xGoq3ipkFONZy0I0Zd2POFbitrWEaSFp+Ycz14m7XgucapwzGIgg/Cs1EP8+Te34tnh1t6/glA31UrmHbVVOpWGGTga0AqLdXSurSZ5TFfbQ2kuVHSltbEUZOGgdHRdAZCMsRprdWIA2h+nkk4hVC09b00MP4ql26nxFCpEABeu42BM90dpj5wSUocdSdQ27XjGwjPPzrbptbTFOZ6OI1H04vd5pzuNF3tbeCrVXOPZhuMJtPgGeZCobTGu8Qz8jHM83UKLzYWmR20dN1/HM31fl/VHx9pfj8+Bjuc09o7V4Ic604XWCydRj+PLrhSoId/mQgHktJo1XyFy8HOt8Wwep5L7DrEKo9eMLCRdbZPmQpxB25Mo1RCei5waXCM8M0Rtnx6ewN2P7MHWp4dbO6ZujtpKR+QrPNPXhoGjow86itO1OiYiaS4kD9HxZHMhkhkNc3kxUdtsjmf0nMuaKmh2PC01F4pj+DZrPJ14rJ4nBUYQiyLWeXaGxPGcIWprq8bT4hxPKd3G2Cw6ntnxw0h4lpLmQhmK2VOLiJY622rTXKj5ISsVJOpaIgxaE4GyyfFsIWqrp3e1zSI8k662mZoLGcfTwRHx7Lz9vhGedDynYmpL/Aw1YIVwEjUZvbkVpBMJzxxrPOtwkx1pINXy3snvjaceNkdtyzbGqcQuWCAKKMh41pqpZW1ho4fMP9KO5wAq8ELjeLaeMDBNS1q9RtgepxJOrfEEsEhF9zlr1PaQxqmwuRBpA6UaXW2N4zlRtxG17Z7jaT1qKxy40sGojkUR6zw7Q+J4zhC1zVMQxl1t9+sB6Jq9Gk/huI2xWfO5xlMIsVQI8W0hxGNCiEeFEBuEEMuEED8WQmyPPx6R98lOJepqK6LYg+tkdDwbbxitzPJMGu5McTzLnkQAF0GLUVuvLcdzqvCMdmZUi2IXyBhhSdV4ljyJ/oLE3mp8v/OaNdnDmF3XVrtPAkBRVVCPhWfkeOZX4+koP2qwkyK5aEovt6hFzVdNUdt+6efvpsSPYeAUm8epAIzb9iihAgZUVNdZRgUlFW9+ZXA8zfMuS2zVmVrjmbPjmVwbBo4CAPSH0X1uVXiaBi2HMk6FNZ6kHdIJgYFi9H6bJQGk2lmnoNkhbTUZcKiECrHjaU94Oip2PB2B/ToWRazz7AymZGMmxzPXqG0kPPfpxXaEp3E8XRnVeJo5njmVWs1Gq47nFwD8SGu9GsA6AI8C+CiATVrr4wBsir+2ih9quHHzm5LrZGwu1Pi8lQZDOhaqYooILHkSARyEfgv1lu3WeE6N2saddAN/7oVXO11tkzEF8XGP6C9gby1+qtDxnIZ5bLNchIqqgiARng6qOUZtHR0cXHg6+bXTrgVhU9R2wLFQ4xlfRNJRWz/n7r0kX5TSiftXVhWUVBxRylDjmXXIvFIz1HjmuMhUGig48bktegkAoC/IFrU1i/BDbS5kqzsoWThoICU8o/KjiVr2nht+5qht47lqqzY5ai4EeK69OZ4iHqvnSoERZRxPCs+OkHS1TTmehYHoo4Wo7T4sbnRqzxOVjtpGo7qiGs956HgKIRYDOAfATQCgta5rrQ8AeDOAW+IfuwVAvhO9Z8APVdJ1tVyQGYVn4w2rlaitjt0SMeWiXvIcBJBQLSxqldZwTQMJWWip5sxFACW8ptvMPEa/PvfC61C72gLA8v4CXqwY4ckaz6nUw+jxyuJ4lnUFgRvtXBakg5rO2/GcMgbIjbt0yvyiFqarbdTvUKBP2HM8VWqOZyI86Xj2JKHWiePpIkAf4vegFkoNDFmFZ6B00owLiFzELK/vrIRaozClxrOcCM9sjuchRW1Z40naQGmditpG15rxWuvXFdNcKOvmTlPU1pbjmTQXEvAtbdKYGk9XOtjPqG1nmUl4evbGqezVS6x2tXWkjDcYw3ld4/lqAHsBfEMI8ZAQ4utCiH4AR2utnweA+ONRM/2yEOLPhRBbhRBb9+7d27ETB6I3KbMrXfZkpqhtkNrRbkWUqSRqO93xDNFajWcQTmku1NI4lemOp4wdT78+t1BJHM8MO3NCxwv0+L4e0V/AC5PxVYXCcxoNx7O1x1hrjT5UoOI3N9cRqGgvxxrPYLrwdOIFppNf1KIWqGiOZ6Ef8Mros+F4xhcRJYsp4WmituzW2Yso1RCeTbTheFbqrTuezVFbJ7MbkwWlNApmU7JvGSAkin7kaLR6XQs60FyoyBpP0gZap2o8C2aOZ+vvt6qNdQrQeM4XMibeDoVGcyHbNZ5uFLUNY1HEqG1nmK25UK7CM1rv7dOL7TQXitc/btxcqOabGs/5GbV1AawH8BWt9akAJpAhVqu1/qrW+nSt9ekrVqxo8zRnxg81vHhxWfJky4sKIHKnkhqwVnay490C4UxpLuRJ+JBQrdR46oxRW6UgoaCnxHulF+3MtBK1Nc5uPUsMZcrM0mX9BQxNxsNmGbWdRtYaTz/U6EMVYVzA7rkOqjk7nv4U17xR45lf1KLmx+NUvDLgltBnpblQ7HjKaEiyEEA9cTwZte1FQq3RP5PwzOB4mrEHrTYgCXXseIYBoFTUXChD87CshGnhKQtA3zIU6tHC0mZzoaLHqC3JTrrG03EE+gsyU1fboM0aT/Pzi4quteetua9WazyTqK2D/Srqhk/Hs0PM1lwo16jtJGrwMIY+OPXx/Lvux0lGR0Y1nnWz/punjucuALu01vfHX38bkRDdI4R4KQDEH1/M5xRnRmsdjVMxjmchu+NpasBaEQymuZAQ05sLhbq1qG2oVLZxKvFOxNQ5nm7seIYtjHBpZ46nmNJIaVlfAcMT9Sh+QMdzGuaC12pMqOKH6EcFyovqCIqug0mVo/DUAcKDRW1z3PGqhQr9Th3C6wO8stWuttopQIh41ppmc6FeJlQ6arRjFgOGthzPVrvaAlIK4PY/Af79I7k3Fwr1FOFZXgavth8AUG3xNdOR5kJ0PEkbaN284dFfdDFuobmQ2fQdKLnWHM90V1tbNZ6ODuOorcCkktFajDWenWGm5kLSjcyhXB3PCmooYEKXo/K2vBt3mhpPN+5qmzie81B4aq1fAPCsEOKE+KbzADwC4AcALo9vuxzA93M5w4MQKg2tI+cGiARgljcepTSKbrQgbWVBoULTirh5Ad9wPOd+k003F9ItOZ7RE2JqV1u3YITn3AsvsxjxMww6Tmo8Y5G9bKCAih9Ce2UKzxkwC7VWF6bVaiVaZMZDiouuxKRyc3vjkXp6V1vXRG1zzPjX/Eh4wusD3BLKws9/hzhpLhS9Rgqug7pijWcvo4zwXPqq5m9k6GqbtcYzVCraqnn2fmBoe9xcKL9FptZoCE/HBfqWQRrh2WKSp1PNhSg8SVaUjir5DQMlF+NZxqkkNZ4Zo7bx63rApuMZd7UtuPmOWErj6ABaSHhO3OSstJTCs1PMVOMJRHHbPB3PoIKKLmACseDNu8FQMsfTQ9GVqRrP+Rm1BYC/BnCbEOK3AAbx/7P35sGWZGd94O8sud371uqu6kUIqWXJQggJYctgm0UYQRiIYTHgGDGAI8YTJgwTwUzMjB0w438cNng8xjjGDhMzGDPGnsHYSBb7LvZNaJdaEq2Wulu91dJdVW+5W2aec77545yTN++aJ1+9vF2v+n7/VL337rt5372ZJ8/v+y0f8EMA/ncAX8MYexzA17ivN1ZTP8tUatvGXK4MIYkc4xmweJCf4ylmgWcsuRtQ3/zhmRngGTfP8XTPSXNgV54l1bbVOBX32BrjCQBapFvguaT8exsqtc0HViLDkl0ANqBqaBzz2MEiwIyCmmtexH4j3SXjqQwyVlqpbdRDimID4UKO8RQpAMsmV1Lbl2CB3dadFzOFHaEyDzzbzPFsDTwJ++Y2kJ8Ak2OIrsOFDCGqGM8IyC5BTBzwbBsudKfAcxsutK2WVfd4AhYItpHa6rPsU1BjPBOJQpmKOe2y3qI+iq994Sewg/HmpLYu60MKBkMAJTvdA5WXSy1jPAGrsOmY8RwjwZCcdLroeKSK93i6cSqFeulSbWXzQwAi+jCAty750dvP9+WEl1+gInG2cCFdk9oGMVWV1HYWq0eCQUOAAlgjZQiJA56aR+CNjKcDqXOgIfKMZ2eptovjVABA8RhSbQB4lmPgJ7/BSh3e9veA13xl98e8gypbjlMpxtavxhMvtRW4DefBVBNA7Jzr6xOkoDDbzZOC2XOiQ41/rjT6yIHoEsBzpCi670p71tglP8diy3he9NoxboN1B4ynl8SF3iMMAZfzp+0Xk2NEgnW6yayktgTbDOpdAnv+gzZ4rG240B1JbQW0IWhDd8ScbuvlVQSaldrG7aS2Z5o3Xnv8bmr3SLkyyGKx7lfuuN6hfx5f/sIH8Jbj38DfZP+i02P5EqRhuKgUfiRisO14sPOpivGcA55xr1PgSeUIE4owgG2Sd51sa4wGB8CFRCy13Yvdxam2d2V5SUYkzhYupIypwoXCPJ6zLKCvRFipbUjXwJjpOBXNomYzcQU85/x5DniagHCNs3g8sWScCgCUkJthjY6eBp59H/DZPwA+8tPdH+8Oqy3jWY5tZ4ulU8Zz4oFhB3JbTiX0fPOimuPZ9TiV3C7gMrWM54aAJ8mp1DY323Chi1y75DrBd8B4+vMuFMRpQ7hcPGO/2ADjaQwhQo3x7F0CRjft2hCo5PFsz52OUwFazn3e1su+vPzU104qMTgD49l2PIkP/NpJPPDs3udZkD3W5eI53Kevd348wIcLyYpoIR61arxta015xlPMBjAi7ncqtaVyYhlPOMazYwbbuL17JL3U9i72eN6t5TtdPjo+i9vFaRuDVh5PHy7El0htNQRYAJviPZ6KODR483gHL7VdAJ72RDUB4UJ1xpMCU7OmHk97enjGsyTRKknyzDW6Nf3/ZEma5V1W1TiVYOBp/ybhgGciBfIOgadlPJcBT+pU418ogwyFk9pmSFB0L03y56e0XUTr8XQboi3jeSFrx6wAnmfyeIaGCxHunzjGMz9BxKjTc9cQIWbKSp8YA7JLgC5wKMvwJN5zYDyTLfDc1hnKEOFN+lHg5CoAJ7Vt4fGssihaejzr4ULAZmZ5Ckz/rkv6fEcErioODWIS0k1VIB5vZi/2cii9ZJwK0LnUloqR9XiSZzy7Bp4ahhik4EgiJ7W9yz2ed12VldTW/glvHvwRfkT9YPDvK2Napdquk9qWEEEfnvbAEwKGWHO40BzzWB3TM54hs0Nrf1voos5IW2DsOpie8SwgN7PYja23CVHPeqzu8vKbNB04bkFP7AIj64wnuW5bB7M8OakljKeTDnao8c+VQYqJ/RyjDAnlG2M8McN4bud4XuTaJ7cGHLxy9gdtUm1VS48nEe6bfLb6egejjj2esIwnd+tA7xIA4IochocLecbzDj2eAJDr7bWyrfAyBPzw4AeAH/0SAEA/Ea2kttU4FRPeIAfqUlt73bSxW521JBTGwt6779cvdn48wKXaMlExnkbErRQf21pTL5XUthhhjASDivHs1uNpjIIGRyS4tSBpY0mtLeMZXmUltbUX4usG78Pb2IeC0mUBF+Ygwj2ehgw0MfC5OZ5SuHAhCgeeJSQUeECq7XKpbRJH0MRAARuvOhgK7dgzMjC1U6PvZCwlyc2wRmPHeB686kLMqsq193iG3TCNk9pG2R6AzTCeK6W2nabaaqTwqbYZDvUL+Nvjn+gEXFdVyWYc4yk4cs94bj0xF7IqqW3/MhRPocl/nu3DhULtGNoQLk2eBlxWZ8+MghUNZylDzobh5V69+wAAl+UomPH0rNGdptoCNpF6W9sKL3dtuPv1ThJhmLebMgBY91GbBo+3Eh1k9rppE2h01opI4Sh5GABwmW52fjzA3sPJzfEEvNR2CzzPpVRuG/Bze/uupbYox5ggwogc4N0E4wmOSLBpsCq7e+d43pWl5hjPfWNZssE4rEOhDCESDJKzMKbK2A9NLPHPmECprQeeGhzaIHiO54KvNOIoIUEhHs/aIh7KNjFjQLVTw3dILLO7Qcbz8NUXgvEsK8YzEHi6zlbcq3s8a+FC51xipceTOvd4JjRxUtsUqRnh28ufBZ7+o06OB6B6/1hUYzz1NlzoIte+B57ZJSjZxwCZHUfV4lrx4UIhIM4YAofB/uR54PLnAQB2aNDp6ATtPZ4eeGaW8bzMh8HywTOHC330Z4AP/CSAmtR2m2y7rRY1nya7kwgU2gR7LvUZlFn2sfY89Xag0xYs61lLQCGXuxjLfdxPt1oxtGc/pg0X8te23hDwHOQKX/ZPfwvve+pW84MvaukCEAn+13d/DP/qPY9Pvx/1gaLbcSqTGcazY+BZYzwrmyEEANq4GuzCAk9/Y/Sa911lL4yT0zDgqY1NYQsdDE4OeC7LbTBcggVs3jXZzUUJYbv2TeNU5tJlfcWCo4AEBUgt6gt66GaCQcPMSYqzWKAgsZnuyPi2/Zv3Hr4YHk/3voZuTE1uz9GovymPp14ttRXdBUblpUZCuWU8ee34XS5y7prgldRWYExb4HmRax+nUCwC4j50ZIFnW6lZG8ZTGUIPE3Bo2/wCkJkBDC1usM+rdOXxnJXa3sdPg1naM4ULaQX82g8Af/QvAdh7C7D1eG6rXbE5xZdXSYWynuoM+xRgClL9yLfTSff7kwgKhkkMk8t4iN0Knt995iKCgAGxqCJazIY8nteOJ3j29hiPX7+HR7eoHJAx/uQzN/H+z96efj/udcpCstLP8dxQqq22pJcUvFK2KI8tNsx6Xljg6SUWsbQ32X5hJQ+ng3DgKT3jGdJhMwYafOlN3UBMA3nWvWZDENDQENZDeVapbSQs46nCRrj4CmY8Sc9IbQGgHwsXLrSBE3R0C8gOgXTfMp4b6CjeSfn3NfQGxBzjmfb27b8RR96hx1NQCb0kXEiZbhlP+NE7UQZc+9j0+x16GUw5QUECUtr3MxYcud6GC13k2scpJnIfYAw66mNIqQvXaB8ulAfM+jNEyOCee+8hAECP7Aakq00m0XLG85ANWoQL2X9bMZ5P/T4wfMGGwhBtU223dabi9XsIUZUyGyp9NbV7fBtlgU+1Pezb66ZNku5ZS5KG4RFGyQN4kN3sPjDP7QP9HE8AMBtiPH3Tq9hAWvBLVjoHRIJRoWczAKJep1JbpsaYIIaCRMnizud4Wqkts1JbDzxdQvOmfZ4XFniWc4xnMrEm78Ew7ESxc8p4S8aTLcjAAct48hCprbZDwhUEFLGAcSrLpbZW9ioBE854/h3xi4ge+7nGxwMAJwM9B3azWCCnDYYL9S4B6Z59D8oNzA69g6qAZ2h4UzmEJoY06wOwo4A693jyWeApBbMS4Q49ntwDz7gPfNU/wDM7b7Zfd9hFNOUYBaLqBp1IjvEWeF7YIiIcYIBJZJs0OtrFKXpnZjwBNM6S1YaQMffcuxZ4ZnpQ/ayL8jaMShmQHQJwwDM4idc+rlW40KPvtP+WQyA/mQLPrdR2Wy2K1xnPyXEFPEOlr2eX2trHHjrGcyPAEwqGRRhnD+BBdgul6rgx7qcbcFHtdzWLNhIuNHLJxG3Thi9UqQKQMcalxqR+b4h37H63C0UYEZiy41QAYMKzzqW2NCO1tedRiS3j2ar8hbB//Bhw9AyEskznYBT24SlDkNxGCwfN8XQs4DLGk1gUxHhqcuFCJKAIZ0+1FcwCz5BUW/c+fYd4D3qf+vnGx/vj0typ0YslctpQAtbYMZ6JDd+5232eflMbzHiWAwyRIXI6+0R26/GUZG+U9fKpZpbx7OZmzeqM5yNfgZ9/wz8HAFCXjKfKkSOqJIOx5Jhsx6lc2NKGcMCmwPOZL/qf8X+U73BSs3DGs6htDpuSLzURep7xnAOeZWByddvSBhZ4CteAEhJI97FHp62SeFsFC6kc+OQvAOmB/frk+cr7s2U8t9WmRH1fMLiOLLbnUZu5ub7aMIj+sZc25PG0ygQFwyXG2YO4zE5QFB2G5QEzY/WqVFu2GcZz5D6/e7oRpXNAxBgXGnn9fI179t+yAwmsLsFIY0z2vJ2wrPNwIXJS2zrwVHhpEv8vMPC0F8Ln/+Z3Ar/wP1TfH47aMJ7hHk+4ESNLpbZczHb81hwz4cZKbYm1mOM5y1YxxuxcxhBfqdsoxawMXqh8dHe9erFAbvjmPJ5eagvc9T7PKeMZtjiLcoix1/WjY8aTCBLLU22VIefxDPxMjQbe/T3A9Y8HPbxiPCO7gFO8Y58m7zCivJwgrzGeseCYqG2q7UUtTYRDnCKPLDiaPPTFeC+9AZrH7cap1K7NRuCprccTALDzAACG1DOeHXX+jdvQzgwxzy5hn06CgacyLYHnp99jU0jf+rft1yfPb6W22zpTcaqtrafXqgbGWcKF2oAcf8/txRKx4J0DTx8CRjxCkT0AADDHz3d6TL/PIyarVFu1cantPbwe6BIkYhTaLEptgW68l07C6/d9Y3TPeBqXUyMFQxq5BmOVf7FlPINKGYMYJaL8tvWpuBqNw2SZyhgIFp5qS9pYqe1SxjNQamsIKTcoIVCagDme/nWxxY9JMQnWItU2hgoKIwIABrMQvG36AAAgAElEQVTg8ezFAhOzqXChI+txuiCMZ96S8RRqhBHLqq8TyTFxna9zlxW75sY88JSCQRuyXpHQRWdwA/jITwFP/G7Qw2Wd8QQg4wQ5SZgOGwlUTpBTVN2gY8kxrlJt72Gfyj1axli5ae4YTw+M2nqc6sCzCchpImTMgdpkB0j3kGrL0nfHeDrgWZfE9y5h14QDT2Noaer6ynr0nXadfct/Y78+vVopBUIBw7a2BQC8vrYOriON2o3l0XRWxnM6Vm8nlRjk3e5PNBEipkBcoug/CACg4+c6PWZ13+ICkU+13RTjWbwMGE+VWwUNMGtriK0VqpNkW0cwjJGgHwsbMNSxx5OMYzw5r+bejvzeaCu1DatCWe8PgJkLcDIOZTwBIdoxngYcYsk7RlyCIwx4xnXGM1Bqy4Rc+JFCFJak6/62BOGMJyOzVGo73hTwrMKFHPC8i2d5ElEtXChscY7UEBPeq75OIoG8ktqGszhB5T5zs4TxtN8X4R4G3/kLkDgSEYR2rJHrHMaCY4gUZtJdZ49UjgIRYs94So5J5fHcMp4XrbQx2McAeWwZTw+MrMfpjIxnQ0qsMTWpbdQDkn0kqluPp3E2jHnGs69PWsgVWwQLFUPgsV8BPv+bgP1X2u/VGM8mH+y2tlUvTrW9RY3xbNM08RWalQDY61pyBsYYdmKBL7j2s50yR8a4VFseo9ix1w07eqqz49mD2vuz4dOGarX+dRy8OHYez3ub8cytggZz47Y88OxCausYzzHF2M8iDJF1nmpLRlVzPPdSux8cq5cm8f/CAk9lDA7ZYodgHAw87YJlGc9wqS1b1lHmEiLE42kIMTM2XMgEjFOpafsXnotJsAAQOGU8y2DQuEpqOzG8+y6byu2F3rsYHs960yKU8ZR6hHye8ayktufNeNrPXC/xeAI2kTkYkPmOXMCGv9Bmyhp54Ck5hpR16vEk5/H0IQzxNlyok9rE7DoA0JNTxEyjcFLbaQx8u3ECRW0zG8R4wj131APSfSTKMZ4dBYlMgWc8/WbvPvT0CSalCXq/tTHhwUKP/Yrd/Lzp24AoBXr3OY/nVmq7rfYl6mtrnfEMPI/OOk5FuekEAPAF0XN4x7Uftud2R+VH4hGXKPdehYIExM3Hm3/xTqq2D/R/q2ISm5i/6BnPzpN7X8pSxRR4bkxqa/d5E8TYyyIMKO0+XEhraLLjVKaM50tjQ7qwwLPUBods8YPKJ6FS23YeTzJrpLZcgocCTy+1DQgXoirVdvFj0jya9VWsOSZASJhqx3iyRantSPPuWaOxm6M0w3jevcCzUAafw27gB+W/hQkYbwMAsR4hFzXGU3KUECCwDhhP5w+ZS7VNIr+Bb+Hx9AtwCPBUprZ5tyA7lhwDpDBdLrDKejwjt4GORV1quwWe51HH4xJv/oe/jt957Eb3BxvZ+cxFbKW2VShCW4+nMtUM5qaUWKVrUtvYAs+suIm/yB5DobvZ6NlU20WpbaaOAIRt4FuFCz36Lhuc9Ll/1X69+7CV2m5Tbbd1hhJ1xdfptcpDFsx41qW2LZoepTaVeudh6fYJHYa0eEk88QhRHOEpehDR7c0AT3CJiNcab0DnRMDoZeHxzO2caGC2ydel1NYBz7EDnicm7T5cyEltY8Gxl7lxR+qlUYNdYOBZk9rWKs/Dwlm088OI4Dmeq6W2lvFs3tQqYxC5OZ6K3Ae+ppNt/CaHLUptNYvAgzyeBrG7KbCA8SsAwLA4xzOLJSaa20WwI58TgBrwvBgez0IZvI1/FN8h34PdcVjIQGLGKMWU8WSMIZECJU/O3+PpQKXhs4xn5jYGpRGWeQ9hsFoAz1yZ6SxEt4DHgmOEMyywP/0dwAf/Q9hjVY6CosoLE0sOXUWGb4HnedTTN0c4nSg89WK30iAAMA54lokdLzJlPKPWczx33YiHJumqoVq4kGM8D29/FO9K/iH0UTd+LmPsmIZ5qW2sR4iggjbwOjRcaHwbePw3gDd+y7SpufcwcPJcBexDR7hsa1vA3BzPW09U51Eo43n2cSpT4PmgcPuEDpLhfRk39ohEhEhwfIYeRnL06c6OZw/q94HzjCdarYFnqfHLIdVWFRXwBGrnbNRhqm3FeCbYzyKcmGQD41Sm4UJZJCA4w6DcMp6tyjKeTrK3+xAgbUpoGQg8lSHn8eRhjCcZGGJLpbbEIwiEjFOxkfkasgY8V1/Qxm2Ul3k8TQvGM4Z9XIg0F7BzPOflvf1YWI8n0G13pM54xjsA2N3NeOopwBIqbOFIzRhljfEEbLKtYu1YnKBa4fHsu0144ZeAkHPDA8aAm12u6lLbKeM5pBSsDfAkAj71a8BzHwh7vJfaus1IIjkUtozneda1ExeMsAFwwjzwdIynl4iXLefYldpgL7Obi8ZUW0OzTZPTq9XPaPhi8DHbVCW1rTeIehZsH+A0CAjq0HChT/6iXcPf9K3T7+09BJxcxV4aIRIMLw663dBu694q4fcir/vrwPMfRP/p3wEQznjOAM8WjW2lqfI13w+XBdHh3G9tNCKmQcwCz0/TK5CcPt3tTM2aasmPUykhZ37WVY1eJh5Phen+qArE2gDjOaEYe6kDnsVpp57dKlxIWMvgbiqnwHPr8QwrpW3MPgDgb/zfwNf/MwBAmYctOsbP8QxMtUUtEWqhuAwDnsZAQEMzAV3NFlz9e1R1uhaPaVg0OztrRSlNNlgI4Ywnx6LUNovFZhY7t9FEdmi78cneXc94+iASGdgZS2kEJfsz30skR8mSDjyedkGZ93j6OWsFtWgmtGA8J6VelNoKjgGydsCzGNrXFnjOMQc8o1q4UHVT2QLPc6lrx04mFLipvJOisV0P1DzjiXaMZ6Gp8rU0bYYNEXostz53EQNf+n0o0vsBWM9pF6WJIGmO8ezdB8Cm+oa819ogjPF89J3A4SPAw39h+r3dh4HRi+CmwJXdFNdPOp5NuK17qiqr0V/5XuDSa5D85vfjVexaMHOuDcGfuu2ktlQxnvex7oGncQDTM56fNg/bGe63PtPZMetSW59dUHYVRjhX48J+Fvc28CxsI9NVtdZWwLMDJtKHCyHGQS/CqUktCdUhW+9Vm35vZIGn+9mW8Qwr7/GkqAe85m3An3s7AECVzR8cETmPJ2/h8ZzS1PPFhISAaZSg+iHhmgloNDOe3uM5788DLOMZIu/VhrAbuXTcQKaS0bJxKnI6bLZLX4FnPHuX7L/p3l2daltogx6z55zUATc8rZCigJ4DnmkkULRM6gwq91nNn0P92H6dexY7iPEMB57jQk9ZIydZSSNhGc+yRQdxYj1uoSw7087jKaYeT10xnttU2/Moz3iGshl3VK7ppKNdAFPgWZyF8XRJfk2vWxkbLqRFBjAGvPFv4DNf/WMA0Fkis/EezzmpLQAcYhAotTXNwPP0OvDk79lQoTo7uvew+/lVPLCXbIHntlqV9Ixn1Ae+8V+BjW7il+MfwJ9//t1BLI4mVL7Q9lJbex4fGHuvoA6BJym/J4uRRpbxBAC88Fhnx0RtH1hJbSsSoFuP57i0x77Xw4UKTNfdaq2tpLbdjlPZzyIM/Fz3DuW2RFPGEwD20qjGeG6BZ1CVmmy4UGY74ZAJAIDpIqCjbf/t61P8+M2/hUcmn2g8Hs11C2aKhzEq2hgIUjAtpbacL6baEo+m8pY1pQxhT9pj8MCTyzKec1LbpMZ4dskcjWuMJ2AZz7tZaltnPEOkto4V1fEi41mwzXk8e47xzE0LGWoLqe0wV8hYbs8jl9SZxXacCm/TQfSNiNBgLO08nrU5ntPzdjub8Dzq2rH9/DcCPF0jkfwsWM7AmOv4t/R4VlLbhnEqVmo7gZZTH7ao/ObdMZ5iQWrrgCc7DQOeFMB4fuLn7D3nC7519vt7D9l/T67igb0U1463wHNb4VXtRUQEvPrLgO/5Y3wMr8PXPfGDwJ/9UuPva2NqwLNNqq3BPh8BNz+DPW3vFbroUGrr1xwhsZNIPEHuuuky2baa4ymr+1rhGbpNhQvdy8BT5yhqUttqpEqVatuF1NY+p5XaSgzJAc8uZ3k61aasMZ4n/vTZcP7FBQaeBgc4reRIfnMbQ+FkvB5g+XmLB8VV3G9exCuKJxqP5/XRconUlvkudQOwU8ZuLgxzczztE68+pgsXWjZOhUQg40mEvcgi7WDguWScShaJ6cXZNePJI+fvhGU873aprfMyRipggXIdLYqWMJ44A+M5PloPqCp/yCqpbRvgGc54jpzU1sisYlbSyA5KFmoY7mUYO8YzVGqrC+fxnEptDV4aH8O9WtdOnNS2AcCdR3n2giJ7Y2aMIRbcrkVtGE9lsFsxnus3UcbASm1rwFP2LPCkjjrS2sCu53U/fzYFniFSWxMSLvToO4ErbwSuvGH2+7ue8XweD+yluH6y9XhuK7y434v4cUD7r8D3i//F/v/4mcbf14aQOjVDG+BZasLfKn4G+PGvxq5yfvC8A6DgitT0ftpPJMZIoXjarSprRmo77/HcDPDsaozUXVGqQEF1xtOdf5xb8NlpuFCM3dTN8QS6DRgiS575nITdNJoCzy3jGVbKj1PxkkzHeMYocdQAPL2RPSW7QKW6+cQiJz+NlsXaVsBz/cbWJ6IZVmc8V28oKsZzSbgQ8Wgqb1lTWk+ltuGMp17wePYTCUUbktpmh1MZWHIBpLYuATPSzTc88myfB9auqlmebTT+ugT+5VuAD/7k6scYz3gul9qOdTdS21FupbZU27xnkcCQMusHCv07WzKeXFuPZ1yT2gIM1GZszLbWlmfDNuHxRDmGJgbGp/MtY8ldkyb8Wik0IY2EHa8TMMezhxxGTgPAZLrrXk83HWmqPJ71OZ5TqW0e4JVTxqwPFzp6GnjmvbOhQr681PbkeTy4n2KQKwzybaNmW2ElK+A53cBz1ywKuV8YA6Tx2aS2l+kmML6Fg4FNl9UdAk9T2r+FiQg7LqCvFGk3rFh10CnwrKwG1OK+fQflm4v5Pc545lRjPOdneXY4x1OLDL1YTKW2HY5UqcizCnjWGc8t8AyqQhMusVMw1xX2N+yEKRyHAk8zdv8GAE+jYcCWSm25X2wb6GplyLKJXAYxnsasAZ4itp6ghlKG0OMOeAYAVWC51HY2XKjDDcno1lRmC9z1jGdZk9rGAcBTjd3GNZkFnmkkkFO7zTQGNywwO1rTUa48nssZz4lpofFvATyHhZXaVnIVd8zpAhu4mFfAM/DcXcJ4As7jumU8z6U8G7YRqa0aY4wEotbwSyS3GwVTBo92KrVBLDjSiDe+bm1sUnVdaiszCzxbBWO1qOkcz9p1GmUwMsMBC/V4Anwd4/nou+y/b/yWxZ+l+/ZaPbmKB/fsNbr1eW4rtKqgwxng6WdNhliCDFJ5BqmtJuy6sXo+4Eh3CAKNb4CKGIm0GSE5z7oBJ9VB3fvHBfqxBGfAaenWw47Dhe75VFtjAKMwWQU8415nqbYGAkxGSGOBEXXv8awCUt3eaC+NcLRlPNuV0gaHqDGejMHwGDHKxk6tB56JsSdUFgA8MdctmCm32FIDK2MMQUDBsLA5ntoZ2cUS4AkRIQoAntoYpMyeVIJ00EaNk1lI0u3FG5Ta+s8UuOs9nrmejg2JA86jfGTZW7aK8QwIx3rvEzfxXf/2vSiO3ZiHdeZ3f9Nf4fGcaD9OJdzjaYIYT2VTbeMp8OxFEkPykpJA5mjSQmprDDiVKCiqJPGJ28yYLfA8lzqdTNfXTTCerBxhgniGyYsFt00aIHgt8iEkaSSaw4U0IWMFqMZ4JnGMCUXgHW0wNZGT2s5epyY9xKVAqa02ppLiLa1H3wW84q3ApUcWf8aYHUt2+jyu7Fn10PWtz3NbgVWl+tcY+0hG1uYQcI1qApLoLFJbg12a3aybDj2eldRWRGCMoR8L5CztRo7pq2I8I3DOsJ9FOC78/MWOw4W81PZeZTydZ3cWeNb+1ninM6ltyWPEUiCLBAZeatsh4wkyMDSdzLGXSpwUDn9sPZ5hpbXCHhtOPZ6wLGAMhWED8PQptoljqFITIJF0UttlN3YPDMsywONJykpt/bm9xp9XSW3lEuDJ46m8peGYCas9LmChYsvCheqptl3P8VzGeHY43+hOqlAGfSe1TVowntxL91ylkcCYZBDj+eFnjvD7j7+IJ5960n5jHfD041TmpLaRsFr/sQeeAZ9pPrKv/YWj5kbA0KXa8njKGqUuXAhA+ALbRmrrbiIzUlvPeDKxldqeQ9VZsNBRCXdU5QQTxDNMXiQ58qoJFtbx94Pms1g0grhSW6mtDzQC7Hk0QAZedpdqa8OFZq9Tyi6Fz/GkNYznC58Crn3Mptmuqr2HrdTWMZ7XtozntgKrCheqNTjTWECxsBAwY6hiPNsE2ZTaYGcOeHaaauvuQz7XYyeRmLB2jOf3/ccP4V//9qfDD+r3iG6fediLcTvfDPAcubXynmU8XRN9YqZQKFebkNqOULAUkWDoxaIWLtQd8GSkYRiv7hG7aYTSA+4t4xlWvDgBB1UBDAAA6RjPSRjjGVeMZwCVXkltF98yL7VV5fpFQLvNBfF2qbZyCePJZIyINTOY2lDFeNpvNC9UnHSD1LZr4Fn7TNN9C566nM1lCP/m9544k6epUKYaGxKb5tdYOvAm0kXGc0xhHk/fOHnm6afci1jHeLrPe26OJ2A/0wp4Bnym+cgCThUwK3dcaGSsAKsxnrHgGLWNDa/ChQJusO69q0ttEwc8DY+Db9Lv+eT1barnivKJtnup3Ei4EFNjjClZZDyNW4sCAoaIqJr3l0Wi8XWXxiDDxI7q8seUHENKwbuI1ofz/1O5wHiidx8OA6W2fjb10nr0nQDsaJiVtfewldrub4HnttrVMo9n4mcoB9xbtKHK/qFaeDyVIeyYqXpmRAnYec/CrlU1x9N5zm3AUNJKjvmhZ27jI88ctTkoAIC5ptR+L8LRhhjP0T3PeNpzc2xkJUHdiNRWTVDwBLHkjvHcjNS2PiZxN5VQFL7/O8+6sMAzKdyFW2PHmEwQozkUYQF4UsCJRbNRxPVigYynJnKgLhB4uk4XWyq1tQufbth4LTKezScYx3Kp7UaS1Ma3gexg+nU1xqA7ue2fXTvFD/7yJ/E7j91o/bulnqbahjDnyg2gl3OMZxIJjE2Yx9PfBG5ed97OdaBcT6VB89WLBUY6PPGVctv5mzmfVtSwUNhhOVgtvZcxBiVbDmVu4/F03csCs+NUAEDzONgP83f/3w/gp9772bDX9zKrk4n9HB7azzbi8WRqggmimbTWWPKpNCqATfEMSiw5kkhg0tC9L31SdTTbNBkig1QdSerMolQRAHj/Eg4wCJLargwXIrIy21d/GbD74Oon2H0IOL2KnuTYTSVubJNttxVYC6m2sCqeEjJMamsIkWDgrKXHU2n0zLBqVj9NV8Da5CS0LSe19YxnP3GjMFqwYkpTK5sC6anHE7CM503/J3a4F9OGKqbznmU83f1jpAUOe/bcnVGXRP2OpLYjFCxBJDjSSEwb8h1LbVEjlPayaDoPdsM2pAsLPKtNZE0OxWSCmIV7PGNtN+z9EOBpXKrtknEqXNoTtizX36i1JghyjKcJYTydN3MF4wkARb5+kdWGkKCd1JaTAc3NDk2lmEptu+qOlBMrG+3NMZ5Apz5PPyR5dAYGZ0ZqG8B4ag883XgGX4nkGJEM8nj687c4vma/sW5hbACeYxXe8WLuODGaHzvKLeNZvz4BQEdnBJ4hUhA1ldr67qWX3CqeBIF6bSw7dpZz4eVQflO4m8rNeDxduBCfA55jDzwDmgk+JTMWHFnEMWn4bJUhq2KIZ5smI5Z2Bjyr4Lc5qS3v3YdDdoo8iPG0EwAW6upHgJufXi+zBYC9V9jrbPQiLu8keGGwBZ7bCqsq6LB2n0ll+IgwTXYUkBS8ldQ20gPbKP/L34vBN/wYPkGvgtDdAc8qx6MmtR1S3AqclJpaNe288o05GfNBFuHWxLHCLUZKtS0fLARsHng++twxjkbdsrkAqnNzZCQu9T3wrDOe/c7ChXIk9p4UCyhI2xzvaE40MJXa+tpNJcqu9/Qr6sICz6qrJdPp90SCHleNUltVAU+7WPQCGU9DbCnjyWWg1JYInJRjPKfPu/qQ9mdyicezArvF+kVdGULcwuNJRI7xnAWenDNwN7Kms5PUg4zsEMfjEkS0EcbTd7jOwuAUeiq1DfIKO+AZZ4sez5EOZTztyXOJ3Pu1jvE0fu5YvPCjXiwxrBjPACbc3VyjgHTkYaHQY8UMawQAxgPPUEnJpI3U1gFPiqoQsKhiPMOAp5/xe08PzL6D8jK4TQFPrsaY0GK40MSEqy9Kt2mKBLNS20aPp0GGWZk4AIzRgwyZ1XuGYmZx4w4ArHcJBxhiUjT/ncqYpXOm8eg7rffuDd+4/gn8SJXjZ7CTysashG1ty5dc0jhJIu4Yz+b7hZ1Ba3MH2syMzJTbqO89BPGmb7MBYJ0CT/e3SC+1FRiYpB3jaUyrtdMTEN7jedCLcWsDjKe3JOymcuP3w3f82J/gJ/7wqe4P5N6/oRY46Nm1dzZcqLtxKjmbSm0BoBC9zj2emAGe0WZyW5bUxQWeXmLlwRAAyBgZ1wGMp9uIuE1EGPA0K6W2wgNP1TTGRdtRJVyi9NrqAI/nsnEq4YynQYLa4tRwEzC0XGoLADJqlyTZusZ2APSA7+JLfug38ZufvGHDhYBOZ3n6BfYswFMVufXaAsiomfE0+QBDSpDFsxvMRHIMTeRGRDSlbtr0yivMvScBHk/GF8+hXiwwVN4r0rzwSBeeJKj58x8XGinyBcbTnJXxDJLaTj2envH0/yoe6J91wOoiSIuun0zw8x95fqPH9MB8J402KLWNZ5i8WHKMfKptC2l6JHlYqm1pr2k21zQZ86xqVp53xeT+DpHM/qB3CZxRkOJjabiQMcCj/wV47dtnlSTL6uEvsv8+9YdWhp9vWf9thZUgbYOEag2iVAo7bzJgv6AMQTBAcFbtz0Iq0w54Zod2zBJiiMDAsTNVdT+dSm1PTTuPZ6lMK0WNB56sCheKNhIu5F/jfhah0MYSARuoQhkMcoXjDTKeQyWwk1if52QmXKi/PrzxrFWOkSN2I74c8OQdgVxfNBsaupvK7lWMK+rCAk9eAc8p4wmRIOPNHk/PeEZuE9FHgBmdVkttRWC4EPOAgtcZz4BwIbkok/TsY1Gs33gpTYhbSG2VMRAwlZ+gXsIPhO6qO+JAxou6j0lp8Nmbw40wnr77OC7agw2qAagQ4MmKAUZIqyAFX2kkkCNsM60MoRcLvEK692St1NZ+9vNzPAEHPMtAj6cxiI19XdI03xCGhUJK+cw4FQA2nhxoES7kwHVQqq19TIGouk79vyVPgiRfFwl4/k//+cP4vv/4IVw97i5MY748276TSExKA2O63YxwP8eztqGtmjRAkDTdd+urcKEmwOxu/izpz3x7wrKgWb1nqdfQ0/Y/l//87A9caruY3G58jqXhQs+8Fzh5DviCb21+EfuvAK58PvDp38BOIs8Utratl2dJlNCYbW4mEbf3tECPJ+cMkrNqfxZSPe3ugekBOGcoeQJpugOefpyKb/zvJhLHOraN1EBgVhpqlPvPHHNeatuLNpK34YHnQS8C0dTi03V5pcVGUtPd+zfQAlkskcq58Lm4b+8H5w26yzHGiBG7WbCx5JiIXqfhQow0aEFqu/V4tquljGeClIUwng54Or9OD5NGlokZDQJbGlcvombGk4jAHGAzMx7P1Sc0udcklkltozCprTaEZCbVtvnxfMk4FQCQ0WaktreNBSfH47LGeHYptXXA8wwMDrlN6pj3wkKqyiEGlFbyCl/VHE+gcTOtjB0NcR+O3WtYFy7kU/iWAU+JQSjjqcbgIJxQZhnxhrlP47xEgnxBaivjFCWiMMZTKyD3wDOc8SzZdPyGl9oqFpoYbG92+QWQ2npi4M+udecLmS/l3pe91K5JeccAneuJldrOeTwH2l8rzddc3eOZxs2Mp2cveDwLPHPeq2Y/n3e93jxh//Pgm2d/4EJTZN4MPJUh8PlwoUffCcgMeP3Xh72Q13418Nk/xqEsZjxe29rWupKkoNnsPiWNwhlPQ7ZpIjiDabHJ7/tRKi6QUPHEyn4b9nNnLfJNVzFNtT1WEQAKur8Adg1tFS6k/BzPqdR22qTuDmT77IuDzKnrNnRPHLp1Z4Z57KoqxpOjFwmksZgdpxL3rB3uvAG+GmOCpApB7MUCE9YDii49nrP7+n4sYcBBYFvGM7S4PxHqwFPESFnzHE8PPGf8Ok2MGmmYJWAMAITrfpk1jKchIMISxnPNAkmuC7EMeIrK49kcLhTNMJ5NcmCCXDJPDgCiOA56jjPXyEptXzB2w3cyLjfk8dR4I3sSeXGGv8ttUk/lJdfAWL8482KAIbJqWLavVoynJuywSbUJ1uu6ZJ6dXhEuNCznHreiyB3jiHaCXmPpR67MSW2zWGDM0jDg6eXVPGoFPBWrDTF3UtuSxUHsmO+2XwTG83UP2M/ik1e7uzbmy78/uw54du3z5GqC8dwcz1hwDCrGM2CEUY3xTKVo7KSTB55zjGcuenZkUgeSs8+jJ3A7fmhRDtuzqe1xEcZ4zkz70gr4+M8Cr/9aINlZ+Xsz9bqvAUyJvzT5Iwy2UtttBZYgBT3X3EwlR04SFKI0MS5ciLNW41T62gNPe50o7lRZXY1fc+QCr6XanpLbgwbIJI0hGGoXZGjMrOVqlvHsDjDUpbbA5u6JozuwPrUuhyNOFUMWC6QRX0y1Bc5fAluOMaaoSt3PIoExyzpnPOvZLV7iq5ncMp6hxVcwnjErcRoYLjSTUNiUJkU0Q1PXS3j2cQ3j6Wd42hcfoQxIta3ChZZ4PIVjH1VDkq4yNJtC2tC50Yasp2jJ3xrFadBznLkc4/lCacHKyUQ5aSbrlPGUx0/hl5L/DZ978w/a/7LbpA6k288UpoUAACAASURBVDA2MDC8HGKIFYwnOcDUBOo04QFu349rdLh+bplPtV0i1+7FAqdeatvAYA4GFgTeggtFagqp8gt1NLt578UCIwQusD5YaOdKq3AhqkX6V1Jb1m5UTddM3nmUl2t/4vmXAnja86lz4KnHmGAuXEhynOpw4FnUw4VijnGp1/uV3DUs5oBnIfp2dnQHPpw34Elc671+8QeO8UzKZo/7QrjQk78LjF4Mk9n6euVfBq68Ed/y7D/FXyzeF/5723pZl4RaIrUVKEiCApJXjWPrhWCtJJ075PZtqWU8jXB7lI5GqpCZldru+DmeQNC6UJrp/SXUpkBz4UKHvRgG3BIhm/B4utCdTTGeg5dAanuqbLqsbUzOMZ5AB8BzhBHFVep+FgmMEdiQP2NxmrXQCc6QSA6zBZ7hxb3kYcbjGSNpMcdTqCEmwm2kG4DnfCJUvbwHU69hPCsmEbDhQiHjVIxGSWJ5oJEDu6oh7VAbQlwPg2n0eBIEDNgSj2fnjOf4FiBi3JjYY5+MSzsfINnrlPHkzj+1k19t/7vOXzmIrBeraeEQaoQhpVW3yVc7j6fBZW43os/QFQhSqz8T933OFpsXWSwxCGQ8b96y79ERueuloYtdyX/nGM80EhiGLrA+WKh/2b6+JqbJvSZdS/DlTr5VsDCPZzWqZhMynzsszwx8YpOMZ22cCtBxV9oYCJ1b4MlXAc8Qqe00XCiLRDUyZ1X5a5qnsyxhKfwm5Jw3B5NjvIpdw42dJcDTeTyrudVrysyHCz36Lrt2vvZrwl+LjIH/9pcwkfv4Rvqtzj2827o3SpKCnlNJJdKm2poA4FmNU+G8lcdzhwY21MjdZ7QP5+qM8XThQvNzPIEw4Flbd0KlpFOPp31/PQNpWBQ0x/is5Zuvfq3fGOOZn9361Lr8OBUtrdR2PnzO2y3OO2ConFjg6RjPal/UJeMJvUCeZbGwjOdWahtWYlm4kEwQoWyU2voNmyyHGMSX7TcbgadZyXhKBwLNmg9PGQMJe+EyHjZOBUbBgC+NyJcu6KeZ8TStpbarwoWS2C3qXYYLZZdwe2yf/9j9i3SvU8ZTOblymt9q/bvcybWH0f32Gw0Lh1RDjFhWaft9tfN4Ei7DbkSfY24g/IqFkXSJggS4WDyH+rHAWIelmh0dWRBYMZ4N4JiV7n2YCxfKIoEBhQLPGuMZ8Bor4DmXDBoJhgIxsI4ZdlVeoHAhDwKffHG4MT+ef3/6iZPadjnv1J1jY0pmvIuxEK0YzxmPp2v4rNv0Rc5PKfv3zT6PaDkKKLSuPQoAuN5fAjyTXSgIZLqZ8dT1cKFyAnzyF4A3fAMQpet/cb6yQ4yyB7GDCUab2Pxt68KXhIJmc0ntkUCBMKmtdlJbm2obyAQSYZcGyOVelaZL0jU6O2I8q1TbivEUGHnGMwCcqBprGLp2euDp7VWHbt6k5t0CBv9a+7Fd69c1686zPHEUMrv4jqsWSLgxqa3RgM5nGc9YYICs01RbRotjErNIQENsx6mEVjXSoSarg7DAc5CrtVIqQwQGA6GGGCR2U0tNwIaWjxgBaoznGqmtMYD08zRFVAsXWiO1NWrlCBcPdnUD8NSGZucuBjCey+Z4AkCUZEHPceYa3QKyQ9wa2uc/mbjX3THjaZxcNiubfVTzxR2YGcae8VzfwIj0CDnPFr7fzuNpcNmNUrnGHfBcEeduzyExI1X0ZQcXh81xUm7+6EmA1LZQBpkPYUn2Z4/pgWfI5t0znh54Ni2O7n0jMbvRjgRHwcIGmV+kOZ6l26ARAZ+63l2ntF5WzsnQczLfThlP93kuYzyPzsJ41oHnmk2f91Py/v2zL8cHZZ13AIRb2ybxknEnjGEk9tBXYcCzAuif/g37vG1ktvXnivroscl2lue2gsoCz7lwIclRQAan2grGIBir1uCmKjXhgA2RR3vV90iGg8AzlZMkMjkNFxpVjGfzGlwHb6E+TzKzUtt+LBAJZpneDsOFPEHj1/rNeTw3KLV1719B0gFPMduUbCG1/dDTt6d71nXlmqUjEyOSdr3OIuHG8px2kiEALEptAb8H3DKewSWWSW1lDEklSk1rPVrKEHpwFHtiGU/TADxtFPHycKGK8VwDPC3zaE9oJiJUkzsaPJ5qxQgXGYd7PKM2Hk83fqXuk/OVJF5q29FmZHwE9C7htpvfdDJ2x0n3Op3jSY5h3FHtgacPqBp74NkAqGI9svOa5iqJ6h7P9SyO0oRLdBtgHC9KB8pWMZ5GoYTAkjBm9BMJ5ZeAhs/Uv0cT0RwuNCoU9ph7PenezM96scCJSWbG0KysyuP5gHuNDRsY93MzF6QUCTvfDWrSuKhfpHEquraJefG0w9l1tVLaMhPeo9ypHMqd02PEM6E5sWAYaW4bgQEbzOk4lbDXHRdurZkL+tGyI8bTzKZWztdI7qOvA+Z41sOFHn0X0LsfeORtZ3tNUR872ALPbYWVJGW9YrVKI4ESEhQKPFsynsoY7GOIPJo2NyvGMyBI7izFPONZS7WtGM+AWZ51UB3atCOtYIhBuIubMYb9LLbp8B0CBu9HzTYMPIc+XGgTdhennCwQoRcLJPPhc1GY1PbTN07xnT/6HvzzX/1k8zEd8ByaCLGw720WC5xSZvFAoEz8mVujGQa9qSyhNCe1jQQUE1vgGVrS5JYirgfvCBelDay9YWpj0IddmEap3bibcROwodXA04HAdcBTk5OwAgAXQR5PL7UVyxhPf8yG2aFaEyIqbKon0Cy1JZeCuwR49uIYhhioK1/B+LZjPO1r3BTjWQFP3eyjmi+p7SIxThw7sg5QESE2YxRiCeMpRXBEemkI9+EI6F9GIdYvjKRKaIilY4B6vtsFNKfautdU+s33Gt/OsNDYhWc8Z4FnGgsMkTWHeQGzHk8gQGq7ivFkyCm211rDc5wp1XZy0p2naE2VtU3M0XgzN45S0wxz2KnU1r2nE4pnpLaR4CBioKgXJrVVSxjPNd30pLyNESUL/mQduabLOXs8/bzmVcBzLA+wa5rXP5sMyi0wfuxXgTd+8+z9sUVRsoMeJhhuk223FVASi6m2ieQoSa69V/gy3uPZIlyoVIR9NkQ5w3i6pm6ArQKw+8RW8yl9wmwtXGiEcI9nPbE3tGlHRkGBz6yB+5l0bHJ3DUf/vnip7cbGqVThQpvweNpzM4dEFkmkEZ+V+MZhUtv//AefwB8m34cveuHnAo5pz82BiWYYzxPjGxjN95eTSYm3/8jv4hc/Gp5LwpZMq8gigSF6nRI7y+oCA88Cis+BIxlXTOi6gCE7jsIBhtSyKaZhI8xJVz6Chdfixp2s83jWx5owEaPa166RlRijocERLQENsfPt6AaQopzUNvcApTHV1npCacn4jSyxMd6qAeyeucZeauvY6EJbmVzHHk9ym9dd0/7iE26g/FH/NchJWqZhVZUjcNDUK1arJKp7PJsYT4NL5jawc2Xa4V0jtVXgM1JFX1kkUCLM42kcs66iZsZzXCjsuutrnvH0UlsK8TKMb9tUYy9xbOqcu2vBzK0LkeDIWbiMGWgJPP+/bwN+9nvCH39OpTThkvP7HI26SzeslzYGUrAp8OyU8XTAc05qKz2tF2Xt5nhKjiy2v7vudafFEY7Z7sL3jT/3z5nx9KmVbAXwzKN97FJzo8Zu3gE89st2c/MF33bm18TjHfTZpJqpt61trSsJZcNuapVGAgWiiiVcV6rGeIaGC5XG4IANUMbTewzzyfsBjCcR4W3/7LfxU+/9bNDxAFT3IOGYKiu19fLekHChs3g8bfO4vgb2E2lHqnSYauvXzU0znqONptq6hjpqUtuWqbaDXOHGR34VB2yIR8rHm4/pzs2hlkhqqbbHyu1bApryg+EIP8H+EeiZ9zYfzxWnxdDQLBa4zQ6A4QvBz3MedXGBJxUz8/oAACJxwJPWAk9tqGI8J8lly+I1Sm2X+x4BII4CGM9aqi0TEkUA48mMhoaYbrRqJRN/zOZUW0klCp/I2ARUlYJkppKS1KsXW6Ciiu4YT8oOcXtYVr6CapZnh4ynf08OTHvGM9JjGDCMsofwf+lvBD72M8ATv7v8wW7DWrGGtUqlmEptm4CnIRzSbWDnARgPytaECynIpR7P6uYFNMZpe7lUBTzXdFqH+WrGM4sERkjBikGzl2F8BKQH+JPPuoU4gPFUEBBzo2NiwS3jCTSf/57xbNPdPb1qg1yGN8N/5xxKGYPDXgTOakFcHVdpCJLzajOSd7k5qAHPWcazFiTSdo5nAFObqSMcYwnwjD3jeb4ez4rxXMFO5vEB9tF8TO0+Gzz6LmDvc4BXfsmZXxNPd7GD8cZCq7Z1sSta5vF04UKNahoiEAGc2TmewVJbTdjDECo+qL7HvUohoCGVK4MXBwU+ezPcD8p0iZwkuLM/7cR1xjO8CQYgPLjLKHtfq62BvVigoG6ltovhQpsap6LxT+S/wb833w/88b/u9mDu/fNS2/0smlUPBUhtP/rsEf6q/gAAYHfyfPMxHeOZY5pqm8UCRzqc8TSDG/gy8XF87tVfbz6eKwkNWsJ43sI+MLwR/DznURcWeAoqFqQdcPKHCBqDNbM8NU0ZTxPvuBjjhlTbFYE7ABA5jyc1MJ59ZsGuln1ohIcLLWOrYtfZMwGptpKKqSSzSWrr2MxlHk8LPDtiPIsRoCYo4n0U2uBV99nXezJRU8azI9M1cyzYPgbW61iMgBc/HfS7kR4jZymk4PhR9Y2g/hXgA/9u+YPdgmLkotR2hvEMYOUOjAWeaLrROtZ8mdQ2dYlmhkeNUhI/i41in2q7TmqrsMtGVpoez4LsLLaMJzOqORjBSa/f+eHr9uuAVFvFogqY+JKCYUKe8Wz2zwIt53iqwgL3j/+X8N85h1JO9rqfRTgabQZ4Km2CvZJ3fjCnSqFkJgXa/9/IMMaz7vEMSbXN1AlO+N7iD+JuPJ7UILVVyQEOcYqywfNUhQs9+37gtV9lR1GdsUS2i5SVGI434x3e1sUuSXqB8fTjVHjA7HAAkG0Zz7LAHhtD1RhPHoen2vp1oWn83kyZEiVktSfr11Ntg8ap1DyeLVJt1ZxdphdLFBDdhguZl4bx1OMjfLv8bXwh+wyoa+CpchA4NASySODyboJRoadWvQDG83Rc4K+JDwEADibPNR+znIbm+XtZGgncVuHnkXbj6q6cfrz5eK4EFGgOM/VigRdoDxi+GPw851EXFnjGpoTms2MT4MYoxC7ZdlXVGU8d7aCEWMtWAo7xXHEj9/Mt149TIew5FkgnezD+rV/n8SRjpbZLPJ5xYoHnuuHMRARDlh0uA6W2nkFdJvvqxZYha0rSPVM5P9/QbfhefZ+94CvG05SdRaSzOns3ugn8yt8Dfvyrgn43MlPgmSOGfuQrgSd/b7mE2gHPyitWq1SK6SDqhs201hr7+shKbauO3HJARbqEIoElpxAS121TcqdZ3uFucJQ0j1MZOcZTxzsL8nTrKfDy4IYN/OQIJjvAqfIBSM1S2wLxgkIgEhwTkjN/x8qnMGeQ2vrz5yM/Hf4751DKEKRgOOjFG/N4Km2PuZlwIQc8Ec+sgf5m3ZbxjAWvXve6TV9PHeGELQJPVvl9ztnj6ZMyVzCeKrmEmGmMh+utANoQUhoBoxeBw0fu6DVFmb3Oi9HmZsRu6+JWhHJhjqdnPFlTYroDONzN8QxlPPXIKpR0PA0XmjKezeuCX+NPWwBPZkoLAt19TQoOIWObMBsgta2D6rYeT8lnGc+cupbamupYAG3M47kzsNLnP9RvBDt5Djh+truD6RzakSxZLHBl1+7BXvBhfTJtDLETNz6Oy+wEz9L92C+u23Ep60pNswsqxjOqMZ4BjU2V2/3XA8NPhYV9EtlxjvOMZyxww+zbv6/DGaLzdWGBZ4RiZlA8AECGAU+lCX3YD5+iPjQEqEFquGrECDAdp0JrTgBjCHvMLkw63gNVjOf6OZ6aVs3xTNyvr154qk6iKVHKHfeUDcDTP59cLbXVAWEBrcsBzxPY1+kZz+NxOfUJduTz5HoKoujaR4GP/Cdrtg7oJiZmjAlLq5tC+aqvsBu/G0s6Ue7CpvjOPJ6JOoWEAnYeAGuYM+W7pUtZc7foldFO42baNzhY0jxOZVRq7LIxKF7cvGexG5QMNG/gx7eh4r3pyJdG4DlByaJqNpavSHCMg9nkKeO5biTT7C8V1of63PuDmfLzqFIbSO4Zz814PL3U1jctug0Xsjf7yVwzwYNQI9PW4UIhgHlHH2OwhPGMIxk+CqhFVR5Pthx46vQQAFCcru9Ka0O4VDrJ1MHn3tFrkpn9+/PROY+O2dY9WXIJm+LDhTip9VkWbp0VnIG3YDzJ7RmMuz4AQCT2fkgtgOc6ddx8MT3LeALWslLwNDBcqObxDG3aab0QENiLBXLTLfC0CgqrAPn1+O/ji3/nO4EbAamtd1j7o6cAAD+jXSL3M3/a3cFUUTH1vdgyngDwwsDt/Rizcts1ny07sSznH9AXQkADJw2sp9tXThBVTdReLDCo9kUBtgo3ez6mCfDiY42Pr9RiYtGHfd24Pd0G5bYXEngS2aTWRcbTbi5jKJyuk9oawo6TvZrYDugmvX4RWOfx9B/mOqntDOMZ70FTAOPpZJJy2SwM4Ue4rF54/AIuqISWGQwxmAYwVQGMVVJbkpUc91xrfAsAcNt5qyrGc1JOZ0F25PPkNcaTfvuHpp6UAJN3ZCYoeFZ9Rvkrv9z+YJnP0y1etITxTCSHAbe+5Yab5r627xV2roAl6z2e3h/Clng8PUArRb/5b/U3uCDGU1mPZ7oEeEYCA3Jd6aYN/Pg2imh/6kMNkNoWiBbm3kaCYWz83McG4FnbIAUPzNY58PnfBIABH/1PYb9zDqUNIRIMB71oYx5Ppe0cT84ZEsm7TR6sJEnJUsZTi3bhQpEMSLXVCj0zwKnYX/hRLDiGSBuD6NpWk9SWMruxVoP1HmJNhMPSeYwOXnVHrynp2WtXT7bAc1vNJaGXejyna3dAg5x7j2cYs2ZGFnjqdHqtCjdr3EsR15W3U7SR2jJTopxr5PZigZxlrT2ewU07WubxlJiQ6BR49kbP4cejH8bDv/ideIRdw+7J48A7/7vOjufr0uRpaGL4NfNWq2ppATyVNnj8eos1S+dVSGkvkhXwvHFS2yfHvfVNBbd3fSJ+vf369lPrj1nLLvDN/zQWGIbuiwCY+j7m+Q81Pn46smsWw/RigedLDzw3J7e9kMCz1IQEJcw8OPKMJyvXbsSUqTGeSR8avDFchcFg6TBEAODNwFMbwh4bgcBAyS5MgMcTtNjpqko0j0epFnQqQCK2MtmmMKLSd0aWAU8JBTFlRc+zXPfyprZAqvJ4jtUGGM/p38Of/+A0RTVgg5mYCQqeVjO2iv6DwH2vs3Lb+fKdrGQReDLGEEuOkieNwHNPeeD5AHjcBDzL1T5ht+gVMgx4amLT96ZhnMoeG4Eli8AzjeqemPWjZzA+wkTs1gKQGsCVtlLbaBnjWUltm4DndGNQqAAfqjF27Th8NfDIV1jg2ZEXeb6UtuzjwSY9noYq9jGLRcfA0zGeFC/1eGoRxni2muPpJf9LgGcScQwogzlnMOaB5yqprZ8nqtYwnkQEbQgHxTX7jTtkPEVqNyN6vJXabqu5IiibFVCrNOLIWwBPzvwcz8CDujnPVAOeUZTCEIMOAIFnYjxNYVncGgjcSSQmLA2S4J8l1Ra6hCa+AHbHRgSNqjlrPXj8EXwV/yDi6x/CP1LfiU+++ruskmvcPoSxTT1QPINn6ArGSDG58hagRXLrLz96DV/7f/4+bg0D3xdVQDvGM4sFLu94qW1tnxD31zY42cg2BJ9MPPBsSElWU49nUpPaDkP2Ra50/b733AcbH1/tneau0SwSuOEZz8Fdxngyxp5ijH2MMfZhxtj73fcuMcZ+gzH2uPv3sOl5zquUMUhYuTA2wYOlw5jw4mD1hlGTDfohMCDagSa+ViYL2CjilYwn5zBgjeNU9jCEinYghZxKbdd194yGYSs+Ik+Zr1nQK8bTlCARo4AENbCVfl4jWya1TdxA6C4Wu5EFUzeUBTaP3F+T2noAk3cza0iaCXKqXZBf/Hfc8QKAJ41R8KwaeaMNAQ+9ebn8wXWyWLwIPAEgrYDn+pvmvpkCzyhOLSBcNU5FK9uhXcZ4ukUvF/1GNpnpAgUicCfxXpdqaxnPMXi2uHm34UIBnb1yDOgcI7GHgpo3LwAAlSPHYriQBZ5hM1Lrc9bEb/9j4Ef/yvpj+vdBxMAXvgM4+myrG+WdVOlGmxz04o1JbX24EGBvWt2GC9kb9BjxjOrDH98CzxCWwQFPzpFE9pxfCZjdJmIolkhtHeNJ5814Nng8uQOeZk1qsu+XHORXrS9p58qdvSi3RpkN+n62dXErgoKZYzwT2Y7xFJzhK09/Ca8qPxN0TOYBUE1qm8YCE8TQeQvg2YrxVAtS214sMEag1NacQWrrVEt1sNtPJAqSa61Wd1q+IX/y3e/Dv9d/Hdd232R/8NwHOjsmADyonsVTeBgAMLz/zcC1j63fJ9fqaFRAGwpXAOkcitnPMxIMhz07uuuFOn6I+mvZbJnfQo4IV6NXWRLrqAF41uZTR6IOPDOLCwJmavpQ0SHrhTGeVXL6otT2RXL7tA2OVGnDeP41InoLEb3Vff39AN5DRK8D8B739UaqVIQYJYyYk9o6xvNKBtwcrFnotMEOJkDchxTcSm3XeS1hGc/5GTj1Ug0BRcoxnjregxQsMFxIg1Z9RIxZEBiyoJsckIkLUQr0eK6Q2haQjc9xpnJMw/Uyg+AMV3atvO5k0r3HU5oCN9khShKYPPwlwGu+0v4goPOU0AQlz6obkdJkgz2OnlkwfZN7Pp4ujmoAgCQSKFgzi7Ov3cLUvx9pbMeTrPwdo1ay5hXw5M2MJzMFFJPgsjk1cFho7LLRUuDZm/F4rjmm62YP+G7N49k8TiVHtOCJjgTHSIel2nqQkqBA8uF/F+DXcO+DTIA3fAMgs42FDFnGk2E/i3AyaTkI/azHNFSBQAs8ux+nongyIxX3N2sle8HhQnV5MGPNwHMsl0htpZVDUUeptmw+pd0V799vH+eac8vKf/b7+fOW7Vwxczq4nA/9vP/Wbd2bJaEXGM9EchRobpBrpxDZmzyL73jhR/D9ox8OO+jE7hmQTsepJJHACXow4+bNe+HsVaeTcLUId1Lb+u20n0gcsV2b7dBQM+NUQhlPoxdyGrJIIIcEBcwrPWsxbddWr364uvMGAKxb4GkMPsc8j6vyFQCAUe8Vlq0LBEW+mZA3JIBXpQuUiNCLrB2Jc4b7d+JpuBDgpLar18E4P8Ix24OQEW6JK60Yz7hSD9lkXZXeB5xea3zZ/nP/hPg84Pqjjcx3hRPm7By9WOIm7m7gOV/fBOAn3f9/EsA33/nLCavSGCe1nQOeLtHsSka4OVzNbHipLcU7VtoBvlYmCwACZkEfXS8DAb0GeBqyHk8V7yES9pgAmud4rmJZAShIsLW+UvvclvFMUELCNEgNPZvJlzGekZXadjI7anwbkCluTISdTcgZ9tJojvE8f+BZaoMYBUqR4u+X341nv/Sf1I7XvOlKaQIlsulm2JCVXZIGjp+Zeaz3S8l0BeMZceQsaZSDpuS6b/FulYarVy2MfgbYkivdL3oT3msGnm6BFjKyXuE1ycbjQmGPjRZmeALzqbbrfBN2U3HKdoK65gAAVaCAXCK1ZRiZsFRbv4H/Ov6n4PlxANj1YVyJ9b++4b8CPv7uTmPuq0M72etBz27uTjbg8yy1qaS2aSQ6DhcaQzMJPtelra41Hhgu5MbOAFbSnq173c6vM5KLAp5EchsAcd7A0zGeXK4Ir+sf2lnTAcBzb3L1jmW2AKZe7nNmd7d1b5ZlPGevU84ZiDUDT09mvfb5XwAAXGVhbD13zBDLpsAzjQRu0l7QJtp7PIeFDg6S84znfNDPi7QPDJqPWVfUBNsUXPN4NtBI4Jh2qgZtF+UZzzi1KrQhesDl1wPPvq+zY+L0KjLkuJnaNWyYPmC/39QAduWBffB8aVWgZFE1MgYAruyms8Az6q1V1iTlbZzyPUSC45jvV/eQ1S9y6vGM5PReCgBFdgUYXG982R54foi9wV5by8Isa1VZ7ObupVlsRx7pZP/uk9oCIAC/zhj7AGPsu933HiCiqwDg/l26WjDGvpsx9n7G2PtfeOF8EHWpLfCkeeCZWUnSw/FoPePpw4XiHWtmB2+MQOYwYKtkrwA0k+sZT21TbXW8B+mkuQAaGE+1mvEEoNj6VLPKO2EKMJk4mWzYRnqZ1DZzczw7MbSPbwHZJdweFjjsOcl0P8btYdEp4zkpNRLY0TzvNl+Ok93XVDKzEKCbUo5S1BlPY4EnsGAy1+MBcoqqUTjzlUiBgsWN8sHYTFCyGBDSbv4phslXgDijoGhWplM9TxvgaUqUTCKKuGW913Rah7myHuol4UJpJDCkgNhwBzyPaMcOIQeCGM8JLZfajoyoHrOuSnfNfLv8LfsN0uvXhkpq6/6mN7/DbgY+9WvrX+s5lJe9HrrTaRMjVezsUPv+plHX4UJjlDxdCIvyX4fI0gHbBa+fE+k6ibBjPCfRMsbTSm1DUgfr9Xf/wwfwj3/xEyt/Xtk8VjQZ0yTGCXpgnuFZUhVrlJ8T8HRrIAsYEbGtbVmP56JUnKRXmqyzBBkwGLzmuZ8HANymJTN0lxTPjzCkBDKe3k9TyXGT9sBH4cDzIbqOyc1nGh5ty49TEXOy1xtm36aCNgBYTwbch2PsDJ8KOqYFnmyW8YwlbtEueHHaWZPThy7KOANjjk38nLfaOcEd5RiQS1YtexZODOK2wNMznoHAU9tAwjrwvLybzEpt4/VS2155jKHYt2PbWHNGh9+DFJBTxtOH3qWXgdOrjS/b77/eq52vtMHn6UkxNg883XFVev9dyXh+KRH9v2HJLAAAIABJREFUBQBfB+C/Z4x9RegBiOjHiOitRPTWy5cvn+lFzpfShISVIDkHPJ0X5oFojBfXAU9y4ULJrmM8RUC4EK1lPAueQurVJ6dnPI1jPEPGqTAyMGsZz2g946kJAtqOghFJkCfA/3wZ4xlLDgXZ6Ic9U42PgOwQt0YFDvv22Jf6MW4OCyDeBcA6YTzHpUaCompiTAo97fYHSG0zTFDKrNrYKkPAJTdDbx54Tk4xQFpd7POVRhwTNC9cqZP3+t8ZIVkLPDX4UuDJna9hxHp2MVyzOeC6gIIdVZIjWst46nxgZ0YtYTwTyTFinvFcs4F3/p0j02uVaptTtDRcaGBCx6kY/Dn2HL6E/5mVvTQdt854Alam3b+ykXRbZQiP5J/CN/zSF+ON7MmN+DxLQxB8Q+FCxQAFS5Z+ngCgRGrX7YbzotCmkpUD9ma7MtXWsYr5KuBJGXgLMPb49VP86sev4cPPrGEmjEJJonpf5yuNBG7TDsSaTro2hB4mSMsjYP+Vwa9vZTmpbZu/dVsvzyJjEC2R2gKYNuQaGM/XsKvoj20is0RYA41PjnGM/kxjKo0EXsA+RIDstVAGAhp/kPyPiP+ft4cd0ywZpxJLO5JCF43+PC8F/dPke/EPnviuoGNa1ZKcBbuxqCYAYI0S4k5KmAk0OJiw99RCE3Dfay1JEKA0OUsVE/u8WWYbX8ex47NOng/6fQ88g+9LqkBOcmZPdnknmUu17a/dC/b1MSbyAJH0+7eGZmg5huExCLy6L/Viu8cZJleCpLZ+H/PJ8gFLuD2/HngqTzgtzPG0XxfpfXcf8CSi592/NwC8G8AXA7jOGHsIANy/G+NpC8d4Yp7x7NmN4hUxwK1hDrPC86S1DRdCsgPJORQ4aB2rQQTR4PEcyEvYVas70soQdtkIOrGMZ6jU1mD1MTWXYGY945n4RVzGKBA1BgOtk9oCgGk45plrdAvIDnF7WOA+Bzzv68c2nYxzCwa7YDwLg5SVNpADzvDvU2ebZGZESJHDiF61aVSagN2HrEf29pMzDzf5KUaUIouXX3aJtMEITQtXSmOUwgNP6/GklcCzXDnHE7Cs54i5pNo1iys3JRRzNyBEayXb5JMwlzCejDGIKLXR+wGM503TQxkcLjTBhOQCQxZLhqF211GDJ0Ybwn8tfgclCdx83bfZb65L062HCwGAkMCb/qZlPDvaEPgqtcFfGvwWhCnwzeIPN8J4xmqArz99F1BOug8XGt92neS5z9OPAWKO6Wi4XkplZsDrWqZ2fNv60nx6c6281JYHNKR8/dSfPg0AuL2mKUBarUyetq9X4Bh9iGL1ptaH1wGoGrB3VHEfBgwigFHe1su7jNHgjBbmeAIICkHUNB01BwCSwtYxWRzjmPpz17bATdqHnNxsZOUKZfA13PoVReAMQ04lirlU214i8Jxy97oGuWIV+MjCGUM/wqXel8pigVvkgef6MUtnrf+fvTcNliU5r8NOLrX1dpd373tvVnCwg8AAXASCi0SFBImCw0vYtC2atCyGKMsOL2EzZHm3/MtWMBS0pLBlUcEIh2U5grIpkiHToklIlESKhIQBCZIAiG0wmAFme+vdeqs1M/0jM6uru7Oy6r7pCw6I+0VMvLl9+3Z1V1Vn5slzvnOYMRQEIYgY1aC5h8fDG6k0NcBzoI8zJRO9zr94tdffF4/CeKoAgw3G82RRrDwTOqS2IzlFHu4jZASZ6o7DQ5VpYzxgi/Gch0f6HuoidwzLfVFyqMe/Fbjzae/TZelnPPPoTQY8CSFDQsjY/j+A7wPwuwB+HsAPm6f9MID/56re5GZVQpsLKb4hWQxHAAtxSGaQql16VkmFETKQSPd4yq44FQMOfVLbZXC4cht1lJASEyygor3e5kJECSjPMSUJvLv9lVQYwLjUhkOU6M59WjGekfv3NADpirV4lErPgMEBzjYYz9oWO5pcCeOZVZrxJEEDeNZS244FZpmCQqFig9pwpZKmF3j/6S3GU+XzTsYzVVEnOIqRozQDV2xyMVudNo0xgYvxBDSLs7Q9l57zS2WBigQIuWY8lYfxJHaB7GA8AZN7RjuysUzvyv3K3LdAN/AUhZHarn9nOKVYiH5xKqVQ+H72a/hl+W1I49vmdX2MpzkPze/LB35Ag9XP/pz//b7BEkLiffOPAQD+BfYJXPS1kH8D9Z3Zx/Bvnf1N4Gd+xC9Z3UUtTzBne1tmUXZjobA5zh3RCaXYBJ6e952dY0pGW5sXQIPxFFn3wgB61/1nP6kXTD6XRWVdK1uApzYSCb2SOiHNZiqwGr/eSBGi3brFNeN5Xf6y2eCbrrYAQHg34ymkxIisFutBb+B5jguMtjaVTtQETGSdiqWikvgz/JcAAIvjb+11TFp7JqwznneFmes6AGwlJCJcbpwmsoJQ28dcMZ5XBDxlrlt/oDOQCyEAs066KuCZZ3osHw614iKrFDB5vD/jWZkez77mQlWBDHxLaiukWm0W+qS2UmCCOcroQLvn9yAOUKYQhjRb5Xjqf2f8CIDqvI/s+c8RoIoOOu/1yrbQtQDPNDh40/V43gLw64SQTwH4BIBfUEr9EoAfA/DHCSFfAvDHzc9fk7I9ntgER4QAySEmSi/CT1oiVfQknYKEY3BGtGFOH+DpYTyz6AYOZLucSlQCE5JCRboJuXeOp0dqK2nQ2eM5IXrhoKL9Xv2Z1mTJ1eMJWOB5FVLbM6j4AGfLEoeDFeN5ZuyxEU962Uxf+rCFQIwS1AyoWWmAY9Aj29IAJ8GTeqFa50AePOMEnkvEiFqAZ8QZUgTeHTOllDE00oxMHDDMkIC0yFaJY6JsVsgp5ujOLaWqhCDauCdXQb3YcD7Xvk68LVe07zkjiX+wTM8AwvCwCC4htc2QtvR4ppIBIJ39MLLMcESm+Ix8ph/gdblA334/cPwe4FNXK7d9SryMo+I1lI9/EE+Sh/iuX/0h4ON/80qPOZDm2n7xF/DB9GNamn5VtXiIGdt3Xk8A2gEa6GY8G32pgJXatjOe043FrK3I9ngCvWT4v/DpO5hmFb7t6X2cL8t2A5NaDu/+dRzo7xzxRBhJtdpktDLZN1oaeF4zntflL+sboRxO+Ku8cd86BRjCLKTpAEFPqS0vprhQw7WopcvEQxRFgQ/RL+j33tMwkSgttW1+V2tzIaBz8V4KhbeTfiCqLrkdiTb4WjCestBeEuZ4y1zUyrCrk9rq8WY0MMCzFMDkid49ngfzF/CTwf+EPO8JjEWOTHIkwWrT5Hhsszwb42m5dEe6pOegUBDxofaSUH16PHMIqs9jM5oMAM6ZUat09XlWGYTS2EUbfvrX5LIGnuvfUQu4F+Gh3uy/wlzYZnUCT6XUi0qpD5j/3quU+h/N4ydKqQ8rpd5h/r1aXVmjyqpCRCqQTcYTAAY3MJIaoLT1eVrGE4bxFIr5DUTM73zAM4+PcIgLyJb0Y1JoNklGe+CU9MrxpEq0Z4dCA08f+1hJiT0jv1LxpBfwJDXj6bb2VzQA3TXjqRSQniIP9yGkWmM8ldLZTIiuCHiaHk8WDeqfAWi5bZeJiOl/ksFgPU4F0AZDp19ZezopF1goP+O5lP4dMyEVBiRHxVY9nnOVtMv/pJXxuX8dcoqF7bn0AE8mSwiiQV2BwGvjzkrzXloYzyRgyGjiB/bpOZDsY5aLFfDsuO9UlSNTjjgVTnR/Co8741Tse58jaUh8L8l4EqJZz1c/AZz0y6R7lPpuaWzt/6W/irmKceviU8An//crOx4A7MtTrda4/X58/52/grB4BFfF138H+Osf7N5hXZ7UboHNspN1Qcw575joCyFxRKbAX34r8PJzSEKGRaurrWVRXGZcDPPakbkbeP6dT7yMtx4N8ZH33UYlFWYteYFKVFuGJc2KOUOOoHaZdFW1xnjuBniWfIhIXgPP6/KXXdS6ejxpL8ZTtyEBwDI46M14hsUFztUG48kZTmBlr37g2cyo7ZtNzsxGbjPeaRRxPOgJPCsp8S7ycq9j2SKOOJVBxHF2xcCTywwl9FpsHOvIrhp4XhHjab0jksQyngLY6w88n5r9Nr6PfRJ81hPcVzlyydaktjc3gWcwAKCca4dipq+3GhyCM4JlL6ltiopuMJ5mTXjGjK/EzO9sS0SuVTAgqLoUm1i52m5mRVvgObeAt0dv9C7qjcSp/J6VMDcncclBB4dISg1QTlukZ9KaCxlX26rL1VZ1A88qOUJEKqQzN/5uskCc9ezxVNIrtQXzg0BhskMBAMk+CsV7x0OwwC21lSxCIHfsolYuAVFgyfRAejjUE9jhSL+HE+tsexVS21IgIiV4qBeUNYMTjTultsL0VUo+aMSpmOs5OATyi7U+E1LMMUfSDjw5w6Jj4KqMiUjV6PGcI9Hudo4ijvDpZoWMYqZ6AE9VQtDQmAtxL3PIS3uvtwDPkGl5bxfjGe9jlpWXiFPJtVMc3wAqlGrTAR51Mp7UAM+FSlCQHse1v9vcBHv2TwIgwKd/2v+e30C9X34BD6OnETz+LP5I9T/jY0/8WeDBF2pjpquofXGOi+AY+Ff/BgbiAn9ePALQ/e3/E3j4PPDKc+3PkQJIz3BBJnV8iy37Xct7As9SSLyVvK4XaF/5p5gkQXt2X3puWBQH4xlQLJS5zh1jw/P3ZvjNr57hB7/jaewbBcfFsuWYnqxdQJuAlSSsXSadL2HGBQA7A56CD5CorL9s7bq+Icu257iktjSwpm4dKQPQ3+GU7/VmPMNyigsMNxyrKR5aV9wOxlM1N3g9361mUamVP80aRBznGEER1imRLIXCu2g/B11bRJZbcSqDgOEMRlJ/RV4CXBbaORzAOOZ6zDSRhV3tQI9aygDaKBnovOVCGKntHS9JY4sI/fetZoubJUqkim31eAIbjCfglNum5+Z6D25ovwxliANff3GZrYCnmcsCRhEwghPaj/EkVY7cZOSWinVuykubFc3dUtspM5FEXyO57dcn8MzNQqMFeIaFMSZpyfIUVakNZYyrrQQFVPuOgRAWeHr6LY39c3buvmForheDKtJmGX2ktkQJr6utZDEilbWaKFUNwwka95PaQvrNhfJgD0O542w3M3BOiZ4wbJzKkWE+T+aW8bwa4BmjQBDpAbVmPMNRp9S2Mrmca4ynvRaOnV5WLrBEvNZP0KwooFjIUO+stQxcpZAYIIfgRmrLdS4mrxbugdnEqbRLbRmmsh/jKanu8SwQeHc8w8rPeMY2y7MrxzM5wCyrGpJXz+CqlNkFDNakV4Ae1KUCVJB07tSyosl49jiufb1NmdneE8CTHwRe/BXv8R65lMKz+BLujN4HAMiDfbyQfED/7rXfvJpjAjhQZ5jzQ+D2s/jEk38G/wr9Nagv/mL/F5AS+Pzf1/9///Ptz0vPAChMyaRVarsCnt09nkcwxm8PnsckDtozT9MznCm31HYQst5S25967mWEjOJf//Yn6/Gs1WBIVqhAWxlPABA0APWYuuls6h32eAIQwRAjkmqJ3XVdV0vVUttHZTxVA3gG+/0YT1GBywxzlaxtTEWXkNoqAySEIt50gGZRVa02Qk0NQwYFiiq50UNqK/Fu0gCeHTF+gF4Hlhubx4OIoQJHzkZXx3iqldR2EnPMvgaMpyWVWBAh4hRZJbXUVpa9zG+I7Tf2rS3WDphjKXnNOALAkSE87q8xnqgVbs3Kp/o90eGRkdqGek3vW2dXWQ3oN93WT9QEILTb2VYUDeDZg/EsDeO54WprAfc5NbnVi2vGs7WEubmsIcxaDW6AZWcgpF1qW8sSQ+tqy0A8A0BZmYBvtr2jV9dIA8/i3H3DUCO1JbE2y6jzOT1xKlQJvYvW9r7Cfexh0WqU0WQ8yWAPJXgtpW0r2+vAWsyF8mBPN8d3GHpcqoyD6YXSO0uHVmo70v+eXiHjmZocTx4PEDDSkNqOOxeXIjMyZj5A0HS1BVbubw02hlULzD1S24gzzCX3DlxWamuBZxI2GEvHwEh6mAtNaxan/fxypYGn7fFse39KKUTCz3gOQoYlIj9rlJ3XwFPBKAS8g7keE3IVbkszuf7sinUbN7FKn8M5YhQWePp2E11SW1s33g6cX05W1bvOX8YxucCdybMAtB37C8E79aT1yieu5pgADtU55oGWA336mT+Hz8ungJ/794CX/mm/F3j1N4C5GSPvt2db2sXUGWmX2mboyXhWCkfKAs8vYJJwTNPK3XOZnuFMDZ1S23EcNBjP9k2atBD42d96FR95320cDkMcDPQC4ayV8RRb5iGbJWgE1uFgPiB2h343wFMFIwyQYd4iEb6u6wJWjKei25vVLOjT46kwIikEi1GxBAFavpvNMgvtEnztuxpxilP0ZDwNODnHCKSniouqapvxNJEUedSdhVgJhbfQhoyyRya6ZjzXXa9Dpn9e8v0rA56BzFGRldR2lpcN4Hk1PZ4W0LIw0V4QpQBGJsuzh/MwtdexL/CsCqRinfEcRhzDkPViPMuZBmrBWAPPhY1t822GlmkN6NeAZ8iwrIiOY+tgPKnItYIRhvHs6PFcrevXv6OROf45+plj7aq+LoGnLPRNT1uAJ0lPcSPheNhiLjSdmkWI7fEE9QLASnRLbclYfznKqRt4MruoT4yrrerBeELqhWRLiXgf+2SORcvCoBIrm3I20IxnlyOt3fmrJTIbVUZmZ2SXg50BnqcGeFqGwALQ00W+Yjx3HFycFQIxKcGDBMOIY56ZcxmNOxlPK+dQ4YrxFJZ1tEDEAhOlwKsllojXdteaFQUUc+EfuEqhJXXC7MJFvNF35ni/dtJqA54Ro7iQ3YtpDTzDOk6lTbKaVxIjpFpF0LIATgKGmYq7pbbJfi2J1Gx9N/OYY9tcyMpZFI86d2q57fFUCfI+MS4ucyFb+0/rCeQKGvaVAZf3auDJcCYi4OY3XynwvIFzLEINPKMowr9b/AXI0W3g7/xgryDzFz7+8/reeMsfBO5/of2JZnw5x9jJYAPQYd1AJ+NZCIkbFng+/BL2YoZCyG3L/aoAygXO5MDJeI4jvuqH9ty7/+BzdzHLKvzQh54GAOwb4NmWs6oM4+khPCFpCO4Bnrp9ZLdSWxUOMUSG5VUaSF3X132tgOf2vNaH8ZRKYYwUIhhB0hAhSrSIuBp/pOeCCnTtuxpxipIEyNiomyEzQOICI9BLMJ5ig/EcRfrnLLoBzP29eWXDdwNAT+BZbWWHEkIwCBnmfO9qGU9qgadhPO2a+4qktnYOYWGMmBvgGdq4t26yg1nJdE9iRIkcmeJrwBPQctsH803guQ1mxVwDz2h8hIATzKVh/X2boQ3Gs3nv1vFk49udjCeVtscTKPownrbHc0NqSwjRTCvppxLYVX1dAk9rbNIGPKEk3jYReO3MffHPz4wm3vR4ClCvU6swUhLqAZ7BRANP2dIUzNcYT9Krx5Mq4eybsKXifexj3mqUYV1tJQ0RhAMU4F6DCv1HZmekBXhWFnh6wswvXea1HlTrjKcFoHWPpyx3LvGwgcUsSrQEz/Z+9QCewv4+GGLPLC5rln1TkiIKUFVpxrNFahtz1jlwVVJLbRVfudrOfT2aSmxNWs0KOcVM6CZ1L/BEBUEDhJwgR7vD5iKvMMYSJR+ibSWdBAwzGXeaC8l4v763O4Gnua8L8K2eQAtcFIs7wRGvGc9ED+jA5c2FbO0/DUAB034ZZJcp9epvYKkiXIzfDkDvlqaF0I66D7648+MBAESFAzVFaoBnEjK8hmPMnv1hDcS6XKABnD68j7mKUT35HcDJl9pBuZH8nKmxg/E0wLMv4ykkDi3wrFI8pvRrb8ltTYTPmXLHqVBKoHpELb1yqhc93/a0Hittj+d5C+NJTI+nj/GUNARTHqmt2H2PJ4nGGJJrxvO6/KWMIswlteVhN/CshGE8gxEUCxGSapWh2FbCAk+2tjFFCNHu08Fh9yLabFgtyMj73WoWU9VW0sAg0j8vgxudhkZVpWP1MuNn0em5AS21FWp783gQMszo1QHPQBV1L6IFnuqKpba2x5PxCEnIdMpAYMazHpnCtSqkT/6wUiAmq3STDDgeR3gwM5/RI7VVixMsVYTBaIyQ0X7As0xRIAQh2HJkTgsDPOcdwFOsejwL2d3jaeXwLtPQQchwISKt0rvu8WwvUQNPx2Iv0c257z0QeOmh40ZRCrOpMd8wPZ4CzMt41lJbD/CMxjc05d1y4XipgSdN9nvHqZAOV1uVHCIhBZYL9yIoKwUmWEKEE3BOUSnm7WUFACI7zIViy3juEnjqReG9KkHIab37FDCKvSTQUlvbL7jjPs/CsOc8SrCXNHq/wlGn1FbmZnALB3h8L8ZeEuCzr5v3t5l3ZRaqCySIuftrF9kcT6AdeBY5AiIgeMPV1st4drvaFlKZnFQ/4wkaIGQMhUeyvSwExmSJKhi3vlYcMkxl3C6HkQLILlDwlVS3sz95jfHclNrqnyWLOiVCgQWeKkEuL8N4uoDnU/rfK5DbqpMX8WX1WC2dGYRMM1PxpL/M6LK1fAhKFJbhEYCVE19B+zu9UpEhQ4j55B16l/bkhZZj6cXUiXL1eOqfUws8Oz5vKST2xSlgFsaPlV8F4MjWNKZMm6H0a+8/Mve157NOswpxQGsZ1X5ipbY+xrPd1RYAJI8QeBbHUimMSAZBQ4C5HckvWzQeGcbzGnhel6ek7fHc3iRn9TzYzdaLcATJNOPZCTxNa5QifM1hFjAbm2y/EwQSMxcs6Bisp1O/i/EcGqntgk3qtUzr35dzMKKwDPQ6SnrysJvHLDcAtj3ulEyuzFwoMIaCgJbaCqmQwZpFXRHjWeYoFUMQBIg41QxgsN221FaW8SR9gKeZu3PFa7m0rZvjuJfUlqSnOMUYo0hHzaWqh9S2ylAQrR5r3rtJ2J/xZAYw6/dP9FzqUQNKq2R0KLOSkGFZSGB4fM14+mrFeCbbvxzo3fh3jHK8erbccuQ7X5agduciHJkcT+rt8azNhVg7CBzGAR5iD7TlwgXFBSpFQYzUtu7x9ByXQjrlK/XvB3rwKmbuhuBFUWFCFlCx7pOqwEA7KHkrteUtPZ7KnF8rMdhJmYHzTh7jcBCufRlvDENtLmQzIXfc52nBIw8TTBK+WoxG3eZCtkcEwRCEEHzzYxN87nUT+bK5M2hcZ3MSbzFytmLOVgN7yyBby3sDzbzEAWu40m6fG6K6XW2LSnYyvAFK7WjMCQpPpuCiqDBBChG2A88kYJiK0DDYjtfJLgAopAZ4aufpLuDZ7PF0SzM18PRP9EFlNwhi5L3MhSzj2SK1BYDzy7kY9imVzzBTg3oxkoRcA4RgoEHRjiXpAOpNtTzSY4AFnnkNPLsBLxMZUhXiZPA2/UBbn6cBnqdqtPV9IYSAU6INqoDO2KNSKA08n/wDAICj9CsAsFI32LK95nD3eAIAiy3j2X7MaVpiEq/AH2cU44h7GE+h5fAexpPyCAyytZfHul3b3u9dFIvGGJEMi+xrk+12XV+fVWdgOoAnD/v3eMpgDEVDhKhW7vBtZYCidBwzCRgWZKRd5T1FDThI+RgMopdrqrPH0zCeKaJOR1Nmxqos1ARJ2QN4amd6vjU+JCHDOcZXxniGKkdl8ibHsf7M88rMiVeU4wnD5AWMrHo8a8axD+OpzyetegBPM3eXaJHabgJPx/FpdoozNcIo1sBzpcLxAPMyRU5CRBvzWlIzno9pAOhZdzCZQxg2OpfWi6IdS1hXW+bwqbkxDLWseHQNPL1V0/GhS2qrv9DPDDJIBXz1ZP1meeVsqaNUgLUeT+Jzta0Zz/bTNYw4HqoJWOq+cCw7wwWGSEIOTilEzXi2D1LaXKj9mHSoF4Dl3D3wzLIKe1iAxHsIGEUJpllUX8kSlaKgLSCbmPNbtBzzkSo9A4IB7qe0zvC0dTgMtTuxBZ47ZjxLw3iSwDCezR5PUXiBirJyO5MB+t7HJ/jC3RkqG90BrP7eLMoL3i6DiwLaA3jqYyqz6RIwiiU1A7OT8dzOAGtWyJvAs/3cBqqCsuZCnkxBy3hKD/AchAzn0pwfl2TRSB5tvM7+IOzR42mAJ3irGY1kUefkFQr9+4wmyPoATwvAXYzn5Ando30VBkP5TLsZm882tIxnONDqjR69Q5ctYdoIslgzntYkK6v7Hvv04KRIEeFe+KRWc7Q52y5PgHCEVG337AIAZ0SbXLGwc4OoqCQm4hS4+R5gcIT95UsAgGm6MeYb4HmuRs44FQCIkpHuUfUwnrOswiRZZx33h0Frjyc6Io8AbbYBoDX2QZgcTxnsRmYLADzR379s2c1kX9c3blk2xcV4cjNPyY44lTFSyHAIxaKejKeV9zqAZ8iQIu4cj6hhPFNmlDVdkSpKgTuktpbx1Gol5WUDA6N8yyMDPItu5lCzrHRrDh+GHKdqrFU8uzR7tO/V+DoAmvEEgKkw5/uqGE8TiRYw2ugrtYxn92fkRhVC+5gfmfu2TWo7zap14OsY84PsFGdqjHGk56m+jGeOcCv2bdBkPAFvvzCTBQTTct1cmvvCQyrZzSHi2CC/OTHs7vC4UyWwq/q6BJ5WnlBPxs0ywOjJSN94Lz5Yv1leOU0xatjOc0ohlN/VtqqBZ3u/pQaeewgzNxNIs3NcYIxByEycSo8eT0jAw3iGI/1ZxcINAhd5hQlZgiQHCBmFAPP2sgIAlYU2IWpZBDFzfkVf4Dl/AHzhF/zPSbWD6dmyqDM8bd0YhetS245dzMuWsAM2jzCJgxXjaYGTz3m1XKJQDIGRE733iQnySuLLDxYrxtMCSPM6FWtnJGLOGlJb98Bls0PRWGDWr7m5AFfKTFp+V9t+jGelFwXGXKgt2mGZC4yxbI1SAWxfqo2lcBzTAIA50dfgYBDoSJUe7rJtcSoAUPFh5wQdCh15EzCOXNoeTx/TWgAgbnkjC4Dx41cCPHUm7Io9T2rgaRi5K5DbSmOclkdH9TEBIEV/qS2XOTIEOMmIdv31Ac/5OYqhAAAgAElEQVTBDZRCOmWvAaMoRPd9CwCqyjESF8DoNnD8boymWt67xXiaDY9zjGp59mZNkgBLknjHhWlW1gyBrYNB6HG19cvhgaZk0b04lmr3jGdggGeZ7t5N/Lp+/5Sqgef2GBiaHk/hYYB0jucSKhybHk9RGzq2/5H5Ljk8MAYhxxJh5xjIDCtmNzg7zdHMGnHTd4NRgjigOoMb8M4xYaXHqsKoRqoewJNYn4ZNSXHIcKbM971D4vsoFUKDG2DFeJ6X5rNflbmQKJBDy1CPR4Z1rBnHbjBpM+ZZH8bTbDQULsZz1Mjy9JgbheU5zjGuWyvSLt8BpWrguTmvxbW50GP6AY/clqscFYmQBAyZsOrJ9vWR3fjZdLUFgJvjSEfHXEttO8rc9NwFPBMtPz1ietB5caPP8+XTJYbEMp66x7MC9QJAIbultoOAYYohgtK9IOHFOeZ0rGVijEL16PGkSjoHVlvB+BgAIBfuQWeRV5hgCTbYR8CIzoLqyMgistzKqWpWEkeYqkF/qe1v/m/A//Vvd2Q2ngLJIc4WRW0oZOtwGK3iVICdM57SDvx8o8ez7uVqX9SqfIEUUb34f+/jmpX97OsXqziVmvHU94XwMBKa8TSTd8uOopX3qoaBiAha5H/mvq0cxgS2Qt5cwLvvXSUlIlKCsCbj2S61HWO5YqgdlTQNkVz3hem1mxL9uQ4GobYO79Xj6YhTMT8L3pEdCiAQCyzJQE8itYSlg/HkUauREvafBi52L7VFMcdCxQgMyK53Sy8hS7psKbMDWybrjOeiZ68lAHCRIYP5Tt98D/DADzwroZzsY8ioji7qATwnwoyP41vA8TsRnr0AQG2bCzVinYIWhcAkDnSWp6/Hc0NqCwB7SYDzluzQrsgjAOChH3hWQvfJ7ZLxDAf6O1xeM57X5Sli5d+OjfkoYCgUq/MZXSWUltpa4AnA+3wAfsYzYFiobnULM+qWnPc0+jHzwKbUFtDs47yO0mgfB4PSAM/YAs9uZQo1G1Obw+AwYjgX/XKFH6UiFLWcc2KA56yAVqpcEeNJRYZCcXBGarlrbWh0CcaTix6MpxlLCxU4pbYAtAS1Njfavq5xeYE52wMhRPd4ooPxFCWgJDK1zXgmAUNWNOJjPJEqXBaoaIhByJH1YDxr01CHudDNcYzTRQExMMCzh+T8jdbXJ/CsLPB0yNvMjn8sU9wcR3jxwfrN8srZEsfhykCGU80+Uo/UtuphLsQZxYIM6x2tzYqK83pnTR/TAs/2nT0Gv7lQPNGDF1I3+zjPBfbIEiTeq02UaIfUlooO4BkynKoxVN+G9otXACj/jpyJzjhdFrWjra0bQ80U1NLNHfd41juxPMIkCZBX0mRH6VxW/H//BXDvs+4/LpdYIK7ljm89GiJkFF+8N2tIbW2Pp54YfAvDmLPGjpl74LJS2xpgAKh4i9OmGYgqn6stozpWwrOAr2xAONODZQEOpkqnTHxZVBiTFDRpZzyTkOnFu+s9Aw0AoD/jvmU8+8SpqG1zIRunUrJh5wQdiwVSqoFnJvr0eBZuma2t/aeviPFcYI6kvq4D2+PpMUJ4o2Ud/OxEHAf6vC7ttewDPGWOTBkVw81vBk5fcr/XxcOa8Qy5W2pbCqmVCR3Ac1+asWd0Czh6F2h+gWOcO8yFzqBAMIM7TgXQO/9z5Xdknm5Kbf/fH8WfWvxtb5yKUKz1mAAQRHqjxrYGbJZUOsdT7pLxHOgxt7pmPK/LU6sez+1FbRwwFAjqAHtXCaEjuFQ0rmOp3hDwDBnmMtLjka/fUmQQoCiYGTO7pLbmc7qSBgYRw8yqlTxjb2TWh3bzruplLiRQOszHkoDjrPK0rLyRUgoRSkhmezz1tZ1llVZzXZXUVhS1QeDxOEIhJKYlB0B6zWnBZYBnwwl/M2mgBp6zXPs30GB7fhMlEjHDkusNuvUez5bjGwlwhm0vipW5UB/Gs4CgIQZhg/H0ZHnW5kLB9nf01kS/5xk/0HjkCtjzzfq6BJ7KDBBOxpOyejHy1uOhQ2q7xO240rtzPDKMp7/30fZ4uhpzm5WxkR5YHINdIqbI+T4AfYP2ilPpkNomE814UiMR26xFVmJMFkCsd2Qk4WDK735FZInKA3aHIcc5Rv3jVKZm1yZ1v0cAwPIUMjnE+bLcAp6HwxBCqhqE7JrxhF3I8bheLE6zEnjbh4E/+t8BL38c+InvAX7mR4CH6w6cpFwgVVENbDijmCR8NTgDK4Yi7waeUdDcMWsZuMzgS6LV6wRhiIJE26C8Bp7tMr6oh9S2XuxyPVjmVlLkYF8WmWY8WdLOeA5ChkUPqe2pWjGeZRfjuRansj6g259LPtCTh2dHL5QpUjJAxCmyXlLbDBUNcH/aMhGPbu7eolxUoCLTjKeV2gbaet66Hft23R+1ZDHHAlE9Ydq+mEW94Ope/IQyQ4pQO7zefDcABTx0xL9MXwMmj6MU0sl4XkZquy/NWDW6BRy/CwDwP4T/B37gN/7k+liYnkNGe5CgzjgVQEttZzKG8vZ4bkhtn/8o3pP/Ds4W/hzPtnxfYAU8Fwv3da2kZjzVjqJUAICYTVzZIybnur5xS3lcbSNOUYJ7pbaqyhESscZ4qi5A5jE00nFdoV5Ee+SzXKTISVwfs1tqq+dTF/AchhyzyspQ28deS0xUhvHsBNhKgUJAqG2fhmHEcFZZee+Ov6PmXEi2ilMBsMryvCJzIdowF7o50WuE+/Ncb7T3YDwDo+gLLsN4IqjVO7ZuNoEnoOW2m8DXrFOywK7re/R4mu9BqkKEfP2YSWDaZYZHmnDyAE8bdTMIGVLRh/E0GMZhGnrTAM+zXWd5/uJ/1fqrr0/gaRgY3pI1aY1S3nlrjC/enUE2GtW/erLErTDXzyGkZgK9wNNIFtsMd2wV1h3N8aUcihmKUF9YRsnKNOiN9HgmQ2QqAM3cOxR5tkSIqpY9Kjtg+o4pS+0g2lK6r2AElvUEnlYu0MF45oFmyLYYz5HJ8ixt1uRugac1qkIQ13KSaVoClALf+58DP/op4A/9eeCLvwT8rx8E/t5/BJzpOAZSLrFEtNZTOAg5lnnVYDzNvWAlslYW66g4YMg6ejzt65DGAjMJGVIycEhtjTSoq8dTSL3b3MZ45iZ8mEV6wW/vD8cOcZktwIkEH+y73z/056wdST3mQifCMJ7DADn4amfd+Sa7pbYlTaDNH9onpVgukNENqW1HfuhpRvBf/9xn3L8Ph/o8eXrIL11mkTFvmAtZqVBBLaDfPeOJfIGlavSVmsl6ri4htVUFMoQ6m/fmN+sHN/s8y1RPfntPaamtAwT2ldoqpXBoGc/x7Rp4/gn6CRynL65PssuHEKY3OWzZqZnEAeYqhsxaZOlKYZpWK6ltlQOzO5hUp5hmLfmEJsczaukrBYAw1t+FZeo+x0JKDHYstUVkgee11Pa6PGUXvC2MZwnuNReiRn6qGU/TE9qz39IFPAchw1R2zKMAApEhpw3g2TPj3Cm1jTguRMemMYBYGHPAQU/gWR+TbcfGhAwPS3PMXX9HzXyqauBpGc9StxFdmdQ2R2EZT9NneX+Wa4OhPj2ehvEMZI/3Z+NUsB2ncjjUxj018AyG2xsKxk24CHV7X8h69HiatcdSBVtS2zhgyCup/V9GtzqBp6QhhhHv1eNpN4c43753b471muGBNCq1xQ42yqUEnvuJ1l9/fQLP2qGpReJmFiPPPrGHRSHqPs+sFHjlbImn6IM66oAR3ePpk6BaqS3zgEAAKGx2YbZhgFMVGCCFiFeL8fq1PAtSBuEFngBwQcYIWgx3pGVCLfC0jK1nIU1ViQrtOXCDkOEUY7AWsLtV09f1vy2sLJSW4aZMv8ftHk8DPBelvq67Zjxrqa3O4QSAi6bbZXIAfPi/B/7TTwEf+g+Az/xd4H/5duAX/jMEi7tYYj0eZRhxLIpG9lTd42kWxx5GIuJNV1t/j2cTeE7iAAsn8NT3VulztWUUSkFLmYuZkw2snfd4qKW5dR/q9kRdLfV1DjzAMwkY5vD0pqTnQDDAeUEQMophyHVGbi9X220X1Bp4WhMmD0CK5VIDT0axrCUs/uPm4HjupVPtZrxZV9FzmTeAp2EDB7XRT/eC61FLFdp4aRXhYoCnMPdDD+AZKR2ncrYogINn9EJzU8p+8Zr+d/8plFI6QWAtte0AnkIq3CRaQovhsZYxNY2vzr6i/5US+MrHkN54n3n9dqntAkkrC5hXEoWQmCRmrL14FYDCqDwFoLblvYBxtfUznnGi76N04b6u81xgQDKwqH1j69IVtkj4r+u6GmWJAFf0WxxQ5CqA9DCexN5f4biOpfI93zxB/+swdYtDhpkFgZ4xKZQpCpKA9AWe0iO1DRnOKzsOto+9sZghJUk9f1ceCbI+mGVZt8/tMOQ4sz2eu1YlGGApzRp7GDJQ0mA8rwp4yhK50gaBlom7P8t6M54R9PkM5SUZzw2pLWcUN4ahBr2AXrdtXlcDPKtIA08tte3YfKgZzwChQ2oLAFllszzbezwDVUIwzXgu7XK1h6ut01zInOe7wuCXXTCeXS19b/wIvwdlB4g2l1nDeL7/Sb34/fSrejH8lZMFlAKOi9f0ogcApTpT08d4ysoynn6prWgDnhZ0GeMj/VrmRvfGqUgQj+wVAGZkjLB0gzpi38cm4+nZGSGyQukxNBqGHOdqjKDwSGdtFcvVZ2+T2hZzQJaYUX3uXFJbACtn250znjaHsSG1dS0OR8fAR/4S8J/8NvCtfwr45N/C+PzzWKpoDejoWIvK0eO5gAAFjxzycFNxwDqltsTsupHGAnMvCbRZzxbw1ANRF+MJAJVlYh1AsLK5uTwEpQQVaTdAkuaeox6pbbImtW0xF0oOMMsqjGPdn1qCr66Vq+ocz2BLmmmvT+6Jnanfm1wip0ZqK3pIbYW2f5/nFT53x3FvehzxHrnMQm2h4rUcTwDIfID+DRYpF1giqoF8bKRCywqr/NCOCpR2LTxdFADjwGMf0HL2Zlkzpr0nUbYwngGjvYBnKRSOcaHlUCzQJlDH767Dt2vgeed3gPldnD35YQDwSm3niFdRShtlx46a8TzX6gguM4yQuvs8LeMZtE/HcazHjTR130ezrMQQeR2BspMywJNcwb10Xb+PyvZbOkBgxBnmSEB8G8bm+8uSFeMpe/Z4OhnPoAkCPUY/MkfJ4sZc3Y/xdGWHDkOOC3tMj9Q2EXMsyRAsMJ+zk9nVx3Sp0NZbVnb7HVVm/aFMjychBOM4MIxnfGWutkzkKEkAQsi63DVIegHP0DCekerDeJocT8W3pLYAcDSKNqS2bsZTJJq9DjiFBIVkYft7tRE+cpvxrDePbZZnG+MpJQJUkKbHc1l193hClJCKgDt6PG8MI1ACvFqYuWMXkSodCq83BfB8+c5d/PI/+Uf9/0C073YBqBcjb785QhIwfPpVvRh+8cECDAKD9HXg8K310yXh2kG2pSorteV+ECjryI/1QTaf6gtpMzCBRiao57gBEXpx5qk5nSAq3YwntUxoogH4Cni236Csp9Q2qBbdA3Vzx6ZNamsen2LVz9esIyO3OLHOtpug/g0WFduM51bMQrP2ngD+5b8G/Me/ia++7Yfws+J716Sdg4hjnotGnIp5/XyOBRLEoefcBgwVuN5RbRm4iHmcNno89wcBpiraXoALO2m1h9PXwNPmizoW8WWuP4NVGAjavkOsUnN9PHEqScBWhjQu0JCeAfF+DTw5JXon0Se1qXcv+ZYZjb0+BfU46ZqKVYqcaantsoeEBVWBQun75rkXHfJzjyPeI5dZZCwcUttl7TB7BVLbYoGFimv2nFKCiFNtiBAO++1IqxwpIt3jCQBv+6PA678FNM3KDPBUe09CSLerLWcUZQ+pbSEkbpJzLKPj1YP/4o/jx2/9mP5/I5vH8x8FQHDy2B8G4JfaLlTSCsZsDnDd49kwljoiF+5IFSk04+mZXyzjmWXuc7xIcwxIjsBj6nXpMptb9Ar6ha/r90/VCjQHIIsDigsMQYr2eVsYUBoO9moQ2Ak87TEda8AkZDivZa/t926kMpQ0XpnDdZkL+Xo8I46zwjzuGXsTOceSjWrg2W2i5I5wAYyJUt2yslvG06qcVMM4r87V5LG3XeWNFJUFSqKv3SjSgPD+1ESa9JDahtD3RT/gaWTMdBsEAtpg6MG8KbV1M55WNr3KC/fIgs16cOkwQbSKF20wdKud8RSr/tthyJFajOfr8ZQVSjCnWzujBEejCF9dhrq3dBdS268HxvP5//sv4o/96vejevHX+v1BLbPw9XjOwCjB+56Y4DOv6UHvy/fneIycgMpyA3gyUIhW9lGKflLbZGyA5QY4mp/r6JFgdKN+jNvXagOeVvLYwXgu2RiJcO8m1kxorJnWldS2/QalqlwxWo4aRgwnMIsbT8AtgJXMFmiX2poFpzWS2WQ8LRC9KsaTNICnZSmcjOdmHT6DT73/L+Lvy+/aZjzzyrArDdvxYo4lYufOmi0LHirWHvtBiqXeuWoYa02SQNuqtzGeatsRz5YdcEveEsmC1eRIjUyjBp4uuY39+9jvapsj0JOpawGfWcazxDgOwCjRgKojlBnQPZ7bjKf+OWcdwFMpDNQSOR3qHs8+UluRIzPA8+MvOtylr4TxNFLbhrmQvXfqHfArkNrqnuZ47X6PA4a8lEaK1AFQRIUAVe1qq5TSwFNJ4KVfXT3v4lWAUJQD7e7nWhSEtdR2ohdBLdeoFBLH5AyZyR4FADz2Adzd/3Y8IIcrxvP5XwSe+g5kpl9nMwvWlpbaxmAtsVl206p2tW0Az2NcOBlPYhjPTYl4swYDvYHRBjyzVL+fINmh1NZsmlwDz+vyll2POXo8I84wVQMwX/52psezcLhXB9x71S2Al/FMQqbdtwF/pqbMULGkPmanuZDH1XYYMZzUGZftxxyIBVI6Aq8Zz54sa4vUNkegTZ12DDylMRRUwWqdMY4DvbEWJN3n6hGLyQKlWX8SoiNVdI9nN/AUUjvxAkCserw/8xlI4G7ZOx5HeLgmtXUznmyo1/12s1KwuJPxXMhga3PTrg0z62ybnrrPc6P/NgkZlpU1F/KtU0pUnparW5MY9+alNjbahdTWB4LxJgCei7zC7FRTyuRn/2y/Hj6PfTcAveg1X8Rnn9jHZ1+/QFFJfPnBHH9gZJi3w2dWz7dGPy30sLRxKh3s4+RAL26KjVzN1DCe4XgFPBmjOlKlZWfAgt0uxjPjexi2AM9BYViEoVl00W6pLZUlhIfxjDnDi/Jx/YPLjbJZa4xnC/A0jOeJ0Iuc/cH6NQ05xTjmqyzPHfd41nmUQVz3ZTn7sBxle/qaQEfHWphr2rQdN7mLPuA5jIxcko1aATapbITL6ph7SYCpSiC3XG1XPZ4O0ghAs/+xnfG0Uls7QEvaPlHTwryHDsYTINplti1OJVlnPNOuXLZmj+cGULEDfIYO4Fnl4BAomI7FyQX05oHX1bZApvR1+8RXTrfNY2rGc4dAsMl4NuJUgKbD7O7BAi0XWCBau9+TgGlpUDjqPqaVGSFEKRTmeQU88e1AtAe80FC8XLwKjB/TETpwg8CgaS4EtDsyG8aziI/WHt9LAryibmrgOX0duPMp4J0f0U65wNY9ZGtiZO1Ulk7Fx5bU9uyrgInOOibnOHcwnkQJgPAt85BmDQ3wLDL3Tn650N87ssseT8ZRkAhcXAPP6/KUsFLbFsZTDcG9edj63g0GeyupbU/g6WQ8gybw9KhbkEGwZCW17dvj6TQ04jgtrNTWAzzVHClrAM+ekuI2xhMgOht8x1JbYZ3stxjPUp+vK3K1ZbJARVbkw81xZHo8uzO4y0ogNj2eCfqbC7EW4HlzHOscUaUM47p+XcXiBDOVIDFqlLW88A7GcyG5M8cTgF4/jm/rB13kjvluKBZhGHHM7ZTSwXhWYK3eBTfHkWaWh8ffGFLbf/SF+5CG9WOLe8DDL3X+DZGljiNpW01HK+D5R959jKyU+JlPvoovP1jgW0YGjDUYzxrctYDAyrCPbRfN1sGhXtxcnD1cezyf6p+TyWrxEzAKBdrKeNrsRF92KABk4T7Gcuo0hRlVBuzZTEraQ2qrSlSeHk9KCV7m2phpy41ysyzjObrVznga4HmvGmAYMqfBxo2hccG8AsaTWeDJY0ScIQ5oLZfrqkpokNHsBxtGDIvC/D2PVrtT+RxzFW01sTcr4hSEGODZIimm5QJpo88OAPaT0PR4unM8hSMDrHlMAMhr4Ll9fm0Gm7Xilh77eVb0YDzNNda5mq4eTws8dSwFs25xPvAmckhQzRxtABV7fbJaatuyCDJjRsm11LaopFZVeBhPJbS50JMHCWZZhc9v9nmG3YZGly5zneeNDFnLeM5E9677oxYpl0hVtHa/19ljYY/Fj5mMKxNKfrYo9dj71u8FXmwwnucvA3tPNr5fbqltHacCtAPPUuAIF8iTm2uPHwwCvCSOoc5eMjJbAO/8SH3MoGVusYwnAOfnnZmxY9KU2hr33mNysZIYN4rIymnM0qzBQN9HZe6+rqV12Q13CDwB5GyAoLoC2fZ1/f4pD+MZBwxTDME9UlsrWyfRZGUY2ZN9JA6wO2jmRHvY+lhlqHhSK3m6XW0NwHbGqTBciG6p7VDOkbNxnUGvuhhPG1XTEuECAIIPd24AJmpDwRUom8SB3pS/whxProo1xd3NSdTo8fSD3bLMQYkevxPkWhHjq8oquWLnr+sc0bTSG8gbc7iYPcS5GmFkCAO7JquoJ27GnLeFcDCemz2egLvP064peaQ3fm2cirfH0wDPFsbz5sQA/OHxjsyF/Of+9xx4fvR372KMxkXy0cWmSEcfYt33IyX+4NuP8K1P7+Ov/fLzeP7eDO8MHmg76NHt+unU7pq1ADLLPnYxnkdHenGzuFjv9SrnmpIf7q8WP5yZSJU24Fmzul3A8wY4tkNfi0riQJ3rcGQrl7ATg2chzVQF4ZHaAkAZHWDGD4H7X/A+D7M7GixOnvD0eOpzdbeIcTB0S6cPhyFO5vnOGU+lFJjMtT26Oc97SYALVx+Wo0oD9psDyDDiWObbjKfKZ5irxOtcSQjBMORY0nbgyaollipak0zsJYHu9WiJU9E5nu2utoBeYOr/8UltzWTp6Ynhxhrfy3jW0R9JS45n01xIO9wtEYGUabsZV5XVEuC2OJWUeAyNgPq9lGyIkDMNbDqAJ6ocheL4Q+/QPYTPvbTR53mVrrZq5WpbT1qlMkY/V8V4xmvnNw6awLPjmGYyDhO9yXGyMPfP098NXLy82qi6eBXYe6pmHzfd/+xjZQ/gWS1OEBKBcrAOPJ85HuJleVMf8/M/r13Ob76nVjEE3C+1BYDz81P8xlfWr7dTavv4t0ARhmNy0c54thnlmWKBPqbtt94skXW7Zj9KVWyASF4Dz+tqL+Xpt4y4ZjwDsWwdR6mdA6LxSmrb0+3V5fORhFwrZIBWEKiUQowckiU12O1mHz3mQhGHAoXiiRfsjtQCGRuBh/r7LLv6Ss3aU7RIigHTJrPjDXkrtUVDans0MgRAz2iTRym+xXjGRmrb7SFgx8YlYiQokJcdEWbm3LOwHXgCxlXXYS4kFic4xRgjs8lovSUqr9RWv8eZ2GY813s8DT5x9XmuMZ46rghAB+NZGsazBXiOY5wsCsjh8aV6PF87b7kP3uxS29fOUxzwxpev4w0DMOi9A3hCAcUchBD8he97F+7PcrzlxgDvH5xpmW1jR5sz/4UTtsezA3g+fmMfueJIZ+uLEbk4RakYJnsrV1tOiZbatlDSpXHSdTXsNyuPjWnGxs2yyCvcIFNk4crQqJbC+CJcpJ/xBPSAdyf8JuBBB+NpJHNIDjqltq/m8VZ/p63DYXQlPZ55JRGhhKDru3pec6FGldU2Ez4MNWApKmlsx80gketFuw94AsbxlQ7bgWc5x6xhKgNoebKW/xXrO8Xmfq7AOs2FMtoutbUTMjW5uTZU2iU1DMq5vq89zItldnPqkNqWmZZkbpoLqQgEyrOTmNfXcXNwteA67ZLa1oynkdqWQi9sPDvhqtK5Y2+5McBThwme2+zztEBglz2eZqHmNBcqRG/r+UuVFGAi0zmejXspCajuSbkE8IwN8KzZv6c/pP/9rb8N/Pg7gbOXNOPpUZr0ldoqs2NcbQDPd9wc42V1U99TX/7HwDs/AhBSg12XoRGge9YK44788594Hj/4kx/XkmFT09QynoG+l+d3gYNvAhke4wk+xXm6fS/RHsDTMg9V4b7/66zNHQPPkg8QyXQtC/u6rqtZ0qizAkeuehQwTGE231o2jVk5RwUKBAmokT2qnkY/LjJAm9f5pbaVVEiQQ/JBzXiJLqdWYdnHbbA7jPT4K3nSPtZLiSGWyPkYPLSqoY61hnUMhqPHM7LKoX6O4pcpYcbqZmTh0UivwySPuxnpRyymiloRA+hN9VlW6V7TDrBbGTXIjIxBiUKedpwTs37hbcBz1HDVdZnnLU9wpsYYX4bxNI8vxLa5kJ3D6x5PwMt4gscYhBxCdZsgElmhBG+d125OIigFLIMDYPHQ+ZzN+mcvPMT3/Ng/xgv3HXPvm11qO01L3GAZpsosCn3sgikiC2eIb10bi5HvefsRfuO//WP46I9+L0bZHWDvqbWnM2sx3HKyhNCPM+YHDbf2EswwQLFYB1kqPcM5hthvAKsuqa0dzEkH40lGGnhW03Ut+DyvcIQLFPGqr5T06PFkqoTsYDwHAcerwVuAB190Snzruv85Hdie7HvMhc6AcIR7C9kKPGupbTzRIGBHVt5poXsCarMcaKaid4+n3Jba2l47HamyznguOsyFAA1c52gHnkE5w1QN16SAe0mAmcvdztzPfeJUfMBTmM9gdwalnRgccptQzJHTYbsMHprZTQKGlCbbE6a5T2R8gHluGE9GVgsJD/CsWhhPe33SrqgR09uQhodaai6SFWoAACAASURBVCukBp5eV1sttQ0YxYeeuYFPfOV0fZFud4x3adCSzyFogNIcF9DfScDcd+Fg9662ZtJdNOS9gN6l1cBz1L34MT2eyVCPz6cLc15vv1+D5V/9y3px+v4fAJ79N1ZSW8emCa/jVKyTeIt8eqbHRTk4Xnv4bccj/Lp6Pz5//BHgvf8a8ME/p9+ildp6jH6k2VTJFheopMJnXl19V6dZCU4J4oCuYmH23wKMbuI2mzpdbYmqegBPszhuAZ51vEuwW+Ap+RBDZFh2sQfX9Q1bQrSH01vGE0DrGoCVC6QkAQipfQT6mgsRh8HkIGy4preMu0UpMEAOGSQgBjBXPbNDVUuPJ2CAZ9scVczBIFHwMUI7l/aU2jr7Ss2Yn7MWr4Q3UMr6OvAV43k8jiCkQq6Cq3G1VQqhKiAakm3rDl7QjlYbrDblFkzPCUXaYbhkNjcCj7kQAO1sGwz1eqeBEUh6usZ41n4Z9NEYz6TJeCaHek5wAk/bHqZzPCu7KeEh7Yj0mwvdHOv7ccoO9XvvcT998quaNHrlzHEvvNldbS/SEmOa4ty4mvZhPKms/KycYxf8eBxp84b0HGjEmgANJrPNXKhmPP2gIeQUCzKCXK4PsDQ7xxSjNdDBGYEEbZUOVjXw9C9IDm8+CQB4ePeVtcfneYUjcoEqaZhqsL5SW/8xBxHDV+jTeqF58Yr7SfkMOH1RLyqTA3+cSnKAe9MctyfunacbIx04r1riah610lIgQgnJVsfdSy7BeDr6wewu5KIQpgnfDOCljqJIQv9XLgk5pl3AE4O1xX+d4wmsn5s6TsXjalvLUNtt2eVGj6cvcDsWc2Sse/GbBEwfc3NH2twnGdff4UnMwShtAM92YyBB/FLbTHE9mLcNqkbWsgiPEXGKvDLA09fjWeUoTBj0h545xPmyxPPNHcBaarvDibqY1/E3rM7xbPSHBMPdAl2gvk6py1yoFL3kvdLsSI9G+tqeLcz9wwJtMqQE8IEfAL7/J4Hbz66ktg6jn4AZdtKa6bSMCXShgacY3lp7PAkZBoeP4a8f/JfAv/m3gON3AkDdF7R5D62VOaZI9TFtTjSg8zQnic6hsxme2H8aGN0y5kJuxrNrg7ErZkLajQbbU7yjksEQQ5Jikffre7+ub7xSVYlSMYSOTdWIU8yIZTzdwDOs5kjNc+glMzVdjGccaNd0RWjrBlyRZ+BEQgWDhtFPzx5Pp9RWf3bhk9qaOb0IxgiDAEKRHoZGxlzIMT4MzDG1cmjHrrYWhAfrjCego0CuJMfTrlfI6pi2f7IgJsfTk3tvGc8l1xniZV/GM/JLbTXjue3VwLNTnKnxVo9n2YPxnDkYz9UcLvXG/ei2E3jWm4+G8VwBz3awZ53T2+rWRH/WU5j89R5y2y/c1fdcWza1r35PgadSCtOsxEAuMSUGVPRgPKksOxhPc/JcX8bsHIj31x6qd+raejyt5MsRvrpZBR+BbFiHB/kZ5nS85lrIqXW1bTMXslIS/4Lk8Se/CQBwdv+1tcet1La500+on9kFAK5KyDa3YFODkOEFGNb4QYuz7b3P6n9vP6vPd3bhZkfTM6jkAA/nOW61AM/DYYhKKqTE7pzuBnhmpUBMCqi1Bnp+aVfbwMV45uuMJynmvRnPqRrohbTjOoXVDDM1WFv87w2ClZnCGuPZlNq6j2cX9YUiGjw4FvB299lKUlTQznjGcrGKZvFUHDAsXX2pBnjOqQWegZHa2ly29qb9ioYgBFu7evb6FBJ+SagZ5NNIA8+VuVD74oCIwmSHUnznW7W6YC3Ps5ba7pbxrAy4t5seIae6F7YU7rDrN1rm9RZqnfEcRByLvJ/UtjKLwGQwQsCIVjHYest3638N8wg0zLscN29A+0ltqZlA1fD21u/ecXOEF+6tL05Kh4ph6zVjfUwrb/1UA3jen+bY34xSMcDzULl7PCl6SG2p3tmWbaYe5XZP1i5KhSMMkV8Dz+tqLWWiGlzZt4QQLM1Y3tZuE4pFrbix0s5uqW17X+nAuL1WrH0ctGZcKhiABlZq2++YwrE+skY/FfVIbQ3wLIMxQk5RgkP1NTRytJZZaWZKdi+1VWY8oY2NLAvEFsIwnh4Q+Ehlxrbm+tOyiRmJ9FrZc76sIVIe7JuX6zgn5rWi0M14TmKOiFNjbrTh1VDl4NUCp2pcs7L2/i+Ix/W3yqBAsBDU3+MJ6D5PR49nDTyDDcbTg52I8gNPy3jel+a72kNua40UXXOaVwmJrzHwnG24haalQCkUIrGo6fE+jCdRldNeuq56MbKxiBaVfixZB551b0JHjyfvAIEAUIWTlcGKff3yAqnZhanfIqdQvjgVAzy7GM9vevJx3Vd69vra44s0wyFmwKgBPFkPqS062GQAScDxmjCscVvI7d3P6H9vP6vPt5ItRjKnKII9KIVW4HljpK/PtJaTejLBLlGtjGfab5Fl2ZEm0FlnPE0vhKhARY5Fh7kQYMKvpTX62QaBYbXNeI5CjgUc5kAWeCrameNZVHJlyrVRsgaeZoCuezzXJ2ohFYZyiTIYez8jYHpZkWx/RrM4mRP9GuOYr3I8AW8USklCJ1NFCEHAiN4o8MV+zO7gTI1Bg6iW2irqZzwhcuTQx33yIMHjezGee6nR58lMKPOO41RKrq/3uszbZMgGVyC1NedsueGoPIqMxX442pIibZYwO9IkGOBwGK4YTwD4zv8Q+NM/D9x+X/2Q/X65QGDA+5kLseV9zFUMnmyz8O+4NcaLD+dr7oe2b9u1iK5fM16X937qFT0eZaXAx154iA+91YyN5y9rQ7fxbWB0jIk4w8Vie3HLlHC6c26WIAFUy+KY1MBzt4wnwpFhPK+lttflLiVKHU7f8p3JmfmOtqh4QrGoXdVtjyfplKDq+7F2pG2U3dytWDv7WGbmcT5Y9ZX27PGEM8dTP1b6jGXM56+CCQJGUYB3M7s14+lgdjkDIcCSOBzt32DJjQg1QJsLAQ3n9C7QfNkyryfZNuNZbzx7Njct8CxCvb7vZDxFjhwBktA99tocUc14jtaPb/LnzzDGKNJA2RrSeWXBZWraJkidKGDLbiTMLU4auxnPyhjJkWCIYdRPaqvjVNrnmKOR3rR/vTLf1bmf8UwLgZdO9LlwtY+8qaS2D+frk+ZFWiJECa4KZIEBZj1cbbsZz5bFiB34NhlPy2S2gkD9OOfdjCfiPcRivtbnlZQXkNH6MaOA6UiYVldb28PgX5CM4gBnZH+rx7OcPQQlCmzUMNXoIbXlqupkPIcRw+uV+SK2UfJ3P6116pPHtdQWcO94pme1NMLS/Zt1ODTxC9IAzx0ynhHKdctwI7XtY6ZRSoWAkTUme7jFeKaN3MU+jCfHaf05NyZqUSEUS0zVcK3vjVLSuOcbg20zTqVF21/HqXiAp3UYrPOuWnLP0lJgTJaogm7GMwkYZsowns2dU8N4TqEXIitXW9uz0zKgixwVCbaiVGxxanoCfbEfs7u4hwMwShEyqt9Wh9TWMp4BoyCE4ENvvYFPvHSqs78AgBBzzF262k5RMH2ON/uLlzZT84qktkusmwtNYq43FHswu3anlgQxDgYhTpsSnWQfeOsfXnt+KdpBYGB7PIMhANJ6TXn6EA/VnnNR/I6bI5RC4asnq2tjN0cHLYsRAAgS/V2zMRCvnae4P8vwz778EItC4E+817CrZ18F9p/SjtmjW+CoIBwtBxTS6c65WRWNnCoDIRWouBrGk0QjDJGtIqKu67o2SgrNprQCT7sR2SK1TeRSu+9j5d7sckxfKyu1dfSV2gV8ydrZR8uGkWgIzgNIRXownu1SW3vMnMTtY2CD8eSUoAQH6VrvevpKKSXGSMm4w++SgTTAs74eWDGe09Jc510725qxzdXjuUSH4gkrQyQR6fWmyLtypQsUinsj7o7HkXbV3ZTaLvXm8qna7vHsYjxtv/6mj0DAKI5GIe5Ozd+OH3MSO3J5Zj7n/obUtn2MprKCIO2fkzOKG8MIr+RmHu+IVPnivVl9u1282aW22YZBwUVaYmiiVOwuhTeLxhR9VMbTDnybjCfvMBeS/Xo8ASAY7GOMxZrN8EjNtvpKI05Nj6cbeIqqvYdhs5bBIdhy/UYRMw0I+WTV20Q73HsB3ePZaS4UMpyXTEua28Jm735Gs52ErIC+i75fnmJG9CK6lfE0pkMnpZWT7gp4SsSkqAcCQDOeSgHzHgutSsitydbufNY9nlW+Djw9gxygz+2paAGe5nPPyXArbJ7Ejs0Wy3gS1hpOH5p72sd4WjlQUDOe5nxtLIKXRYUxlpBhe5SKrcRKipVcB5PmO2p7vi3j2S21zVGSoDVrN2BE9+T6THBmd3BP7SNgpGaCJfW42koJIisUatWv8aFnDvFwXuDLDxrHCAb9gaAU3fm4+RyFib9pylAHITPA8woZT7XOeI5jjrySqHh3XqldCJBwiMNhqJ2qPeUy77KlgafSvTAt9y2g+3BOMHEuim1PeXND9PXzFMfjyNlXWh870RtlrFzgmSM9Uf/WV8/xS797F+OI47vfZvrqz1/WMlugzlIelqfIq8Y8IyUYZK9xXjE9nqTF+jw1zyskJjh914wni8faXCjv135wXd94VUttWyKIlG19amE8Y7mse9at7JX07H2kDnOheC2uq8XV1mzQknCAkOtIik6jH+tq65Lamnk/9/T3KTO3VeEeCCGageqU2hpzoZb17iDkegN3cx7dqH/+5RP8w8/da/391nutMpSKgTUY5VHEEQdUr/2A3Wd5GgVVk/Ecx/pcL208jgd42ggYaYgO2QE8rSP9wAc8R5FbamuA5znGGJq/txuyOTGEg0tuWmZQZr3p2lB94mCAV61Zz/i2Xg9tfGZlgKeK9/ubC6kKwpcEAuDmOMKLqfmcHcDzC0ZmG3LqZjzfTK62lVRr8qppWmFEzM1iGcE+5kKqcurs62pjPC3jlhysPRwYxlO0WFtL42oL0n26hnuHGCPFC/f1wDadzzFAjmDkAp7tPZ6izg7tIe9NjjAoTtZYOmmo8mivATy5X1IMABzdjGcScL34GR0Dc8dgJirg3uc08ASAm+/RPUw//aeBhy+snqcUkJ7hAhpk3GxlPPX7flgZwLMjxjMtDOPZ2NWbmIFu2qPPsxRqy3HTDmKLZo9noz+uS2o7iFjjc25M1ObnBd2WDbKB7WtunJt6w6T9etZSW9EOPO2EEIQaENfM58ZEvcw146miHlLbgGEqHX2p6RkAgjOpj6HjVGgPqW2GokVqC2igqx1f23sR1ewu7skDcLrqv5CEt6swzK58AV4zxx8yfZ7/fK3P8xJA8Nf/CvAT3+OXuhQN4NkAZbf3Yr3hdRVxKo3Nk+Yx7cKgMyMVq4UBCeJtqa2jSk+0SWBzPAF937aMCUF2glPlBp42a7PZ0/36RYrH99wbYLaGwwSF4uDVAt/9thsIOcXHX9QLuw+/5+YKtK4BTz0OH5OL9Zxg1S82CwDAI4Sk2spOm+cVEpLre7UHc3qZYskInEgs0+ssz+tqqQ6p7XA40SCrpcdzgJVKhnNrutOv35I5GE+rKipo3LrhZw0gSaTVEDl4Dyddn6utYTzRLrUVSz1/2/mxBO8BsM3as8V8bBAyzJWdR9ulpX/jV17Aj3+0xY/DVVWGAnxtrCeE4GgU4awwn3/njOcqn9KWldrOhRnXPPNaLZUe6Dm4i/GUxpHep245Hkfa1XZT0WOAZxbu15v6tqUns+ZILmBepTqOBlr1uFlP7id4rQk8ga01tkrPkakANEw046m6ezw7VaLQ6+87cwHEe51S28/fmWIYMrz79hjnrrXym0lqCwDP31stMi/SEhPDeCrLCPaQ2nJVQfVhPD/63wA/9++vHs+MzCne7PHUN3VWuAcBUQPPbhA4efxdGJAc8y/+E8yyEvfuaao8nhytPS/iDFK153iKnj2eAEAnt3CIc9yZrm708kLfrPH+ylSD1sxuC/BUCgG6Gc9hxLAoKqjRTffOyMmX9MRx+/365xtvA37kH2jZwKd+avW8fAYogYdiCEYJjoZ+4Hm/MMB5p662Rb3LCrgXo21VehnPSgPaMqsnhD5S20HIcb/oAJ5kW8pqWZg1EGcGoihyx9QAmz2eEzfjWa0zntzsEG8OrIu8xBjpytzLU0nAcN4GPJN9zHINKsZxsN7j2WpTnqNE2BqDMY4DIwltYTylAOb3cA8H4FuMZ8u9UFnguWI8v+nGADfH0XqeZ4/w6/r1nvtJPWifvtT+vHyuLfSx7qj8tuMRvvxgDnUVPZ6NOJWmbHslheqIqgEgzHtike7xPHVJdJqHNOZCLiaFU4pKKi1pjvfaHTPzU5yosXN3eX9gvusNIHjnIsNje3656iQOMEeMQCxxYxThW57ax0//5is4W5b4yPvMeFumug1h/y3656FmPI9xvr5DbJkbxwJ6s2gQI0KxBTxnWYkEBQTzA+ZHqSDR6oVysduA+uv6fVSiRKVYq0rgcBRhRtqd2gcqhTDAk1kJagcgU7Wr7fbcFjBqAEDcPg6amCU1voWAUxQIurMpLePpNDTS398UYevmmzTAWxhFUEmCS0ht3WuyQchwIe2mbPvY+3Be6F78vlUVyLHtvHo8jnCSm8d2neVpo+ca19TKWOfSKp7a5zVpDZEMllAdZneiyFAq7iUDjsc6u7RkNhZtnfGswg0swShynyy4kTduQXWznjxI8Oq5yU22wHOzzzM9wzlGCDnt3eNJlV9qCwC3xjHuT3M9V3Uwnp+/O8O7bo9xMAhbXG3fbMDz/urLcZGWGBngSYd6l6JsAX/Nol19iM3doc/9vRXlnbZIbU2Yb5a7j10znl2W9wCG3/Hv4C6O8L7P/ji+6y/9Q/zUr3xKP76/HmAeBdT0eLp1+dJjF75ZycFjuIEpXri3WhzceV07KjaltnWPattC2so6OnbNk5BBKZON59oZaRoL2Xry24GDt+iIFVupZoXulXqxTlv68+KAYRRx3M3MudhxjydpyNMmiT5GH4OhSqgtGaDd+VzmDXMhY6rUx1xoEDKctEltzc9LB+M5GIz0/eTI8WxzbQP6mQvVeVfmdWpjhI3FQZYuEBABkvST2p7bCbN5PdNzIDmoe+3Gsd51zVQ38CzI9kRpa9zsRXRNSIuHIErgnjoAp6QGKl6prZl4swbgtX2ezzX7PPu6zH7m7656pq0jqqvSM2TGsKN5/73teIhZVmmQflVxKipaA7uW8VyobuCpLPAMBzgYhLhIy9oZ2lWVh/G0920pLPB0LGqVQlScaamtA7zubWwyKaXw+nmKx/e7gCfHQiUYkhSTmONDzxxiWQjEAcX3vtOYudWOtgZ4GqntVqRKLRnsZip5lCBCudoRNzXPKsTIdYbgjssCzyK9Bp7X5S5lwunbxt4bo1BneTo2h6qyxIhkkJbxpESDwA7gKasKlaIIWsBuEjBkrrguU8TELNHJLR3N1IvxNGsCB+nBTL9l6mE8VXqOmUrAzDpMkAC0E3j6x4dB2FQOtX9HT+Y5ZpdxphZahrrpDXE0inCSm8d2neVZmwutNtCsZ8a0F+Oprx8baSzRCTzLrFNqa91ez6sNcyNjLiTiDfUko8h8m+Rlqnv14QaeTxwkKCqp2z/Gj+kHN/o8SXaOCzVEwChi3ldqK/ztidCM58N5DjU88gJPpRQ+f2eK9zw2wf4gwNmbHXhSQvD83XXGc0T0xQlGmhFcZt26ca5Kp9zBWf8/e+8dbVt2lXf+1k4n33xffq/eq1dZKoWqkqpQzlYiGSyrMWngQBNs2rhtsHHbPQBjBtg0jG7To0FtwHiAwTQmCEkGCQQlJFmqUomqUj1V1auX083pxJ1W/7HW2iftdKVXHtWtN/+54Zx79zn77L3W/Ob3zW+GfdjRSUAvnfGsaMazN8iYkZYsOCVOl1vl92e/g1P+c9wRPM8zL1wAYH5xAng6lpKUZPZ4qg+uTF/p7PIxHBFz5eoVAC5vdpHtNSLhqqRMh50wnlnAU9/4RYynXgz86lIG8HxSOZ8u3TX++4Xbx4Gnrhpd86scyOjvTP604bHRjcBr3cQez4iKCMYYz8lkNC+CeJrxNJXPjh/qHs+h1LZdssdzV2ogPClNSoDnNOM5W/e0S+x0j2c1j/G0JxjPlAS+0bvGdbmA66jX7joWAe4U4zloq/vLqhUznlXXZiNMmT3a24LqHLv9AM+2qLr2hKttDvDEzRyDoRjPQM1gTNuQ9OK+Kudw7AmpbSbjqe3bpTuWAD18aoG1vQHn1/Vx3Fox43n+UfjIP4aDulizkwE8gx6EPTq2OsejUu/bl9V1seG76rMv6lnaT2RKbU1FukAKjbLoH0gXz3VYaHhISbpMR4dhPNN7PIV+TqzHNaUwnv1tLBlmSm2bFdU/vN1T52m3F9L1I47M5a9FMzXFeDbp06o6vOakqrC/6c7loWxrdJQKQHWW2K6wLHZTGU+7RIHR9SpURMjV7fFraW8QUhP+TTcWAqjUFfAsHE1wK752Iw6JsLKBZ8NjO64he9N7S88w6VqlZlmCQQnGM4r8XEOjuufQyynAWZ1VetLDq83h2RaBLOEwq/cBkWEy2ajYdKSX6e4d97bZpZ5ILENRwlwox0RJHdNhK9Jrb4bUVkrJVtfnm4OPIH/2zsJRF+rFDfClM1ZkBMUArvReXHOhUbNH2xJqxFwCPLOPKfXfey2tLixQ/cShMgbM7fHUhkrrA/2cEaltRzSoVcf3Cte21HWX9VrDPoEGno0MxhPgynZvBHiOM56iv8MOCnhalsDzCpSMKHOhuIDxPNCqEEsYVPKB57WdPnv9kHsOz2jG8yUutT1qbeJfeSL5eaenpXlAZUZVKbr9Yvq+jAEOb/hheNW3q+/XnlNfM8yFPA08B376IiDj8j2eAIPDDwJwQqwyi1oMZhcmgaetezwznHTjcq62AI1lldzsXlUa/k+cWWGRHVW5GDGVsfUNndXLaoBnlqzDhJGodd1FNdpk0ob8xlNw8D7+4OlVfuLDzwzNOxZOKwmhYYK0MdGFXpODrWxWDhiakVRnbl6PZxBRxU/mU8JIj2cJWUoYyamNz1Q+u34ETk2xhRoMdqlSzTEtAW0WQE2N2slgPPv2NPCcq7vsyRpyrMdTvYdqJZ/xrHu2AgCNJfV5TmzAs91LXORw0svg2RaDFGlS2FGvz60XA8+6Z7MZGOn0CFjuDxlPA2ocS+Qv5gBhnwFu5hiMoftqM32D1ou7YTxNz2ZYBnhOHDeZ53le93m6jeJN+mM/qjaa7/gvUF/KZjx1pbVjz2Jb447Kpw+o62K1bxKDm8h6+l0kQrO74+NUAHbSZNMTIf0ufS3fMvL5vD7PPFdbw4KGhvFMSWrpqMLWRgbwFEIwW3OTItO1HfUZFUltW1WHDjUa9Jipujx0cp67D7b4todPDJ+0fVF9NcBTCOL68hTjGYXlGU/hVGnZUSrjWePFAZ62dvCNbjGetyIr4oAQJ3PtXWxW2JENwu60o/Ogo3Iy0/doGE8rLpDahiEBdqaZXM2zlSFNBvhwe6usyVmqnq0VPG7xTE29nzpueiG37jnDAlzKei/7O+zKerK3RDglGE/dA54iKQbF7G5leULo2O2HBJHkx91fRXRWS5kCiYxC7nKzwsW+XmcK5Jj7jtDkn+PvtVl12A6Kgad5rNpaVKROQbE3DtR7LJLaAqz09XPM/+xtsitmaFbH123PFvRkjiw46BGIHMZzTpEOV7Z6yovG9qYYT2uwxY5sJsXxZBxkTo+nLcMSPZ7qOuq4C7k9nmeuqb3gvsMtlXf2w2nl0kvJ1XY23uZH1v9Z8vNuL2DJ1TMCNeMZBsVVeocwVWc/Fu/4l/Cun1Dfr2vg2dtWYMAZT8Q9nZj3MxjPaB9SW4Clo6cBuL+5w6xQyZ+REpswjKfMqD7tx9VWnFDD1+dWPgvAJ768yolKB6c1DnYN4xlmVfaM1NbKZshgeDNuWcatdmQBkjJxtP2Fjz/H//2p87z1Zz/Jhx49h1w4pdgt426rZYXPdWscKjD0WGx4rLd93Yd4c+Z49oOYCgF2ZSi1na3vx1wonjIXAl35HITD60wzu75Vz9woTdQ9G4lF7LVypLYpjGdNAc+wN20uVMkBnsBwVpVuyjevFwApWehf5Ip1NPmV51gM5LQcKuwZ4DkuP0mLmmuzHphKbUqP5wjwtC1BjEVkedlgKhrgSy+X8dw18yaDzvQirRf3FTne4xmJPKntCPAcKSicXm6w1Bzp8ywjtd25DHe8XRl2zZ3IAZ7qf7bt1tS1d3hG9RBf6+v7NyMRGYs4TsBsbvgd3eciJsapqPtlO0r5LCcj7NNDOcYa4JnnbBvGZo5nirnQqClWbS79vXbVOrPBTGZSPFdzk4rtNd07ebiI8ayqe21WdGhVXeqew3/9h2/iLXePrLdbF5XqozlsdRDNAyyzPcbyDow8rESPJ06FhhOlmwsxQHg319EWSObXybzP9VZ8TYdIzIXS196Fhsc6M4jdq1OtRb4uVgo9G9e2BL4sZjzjKNAsa/oxa65Nh0rmuuv21lllnpqnelN9HEThCBfTj52eHzUqDu04RxLa32GXRgJ0yklttYlSRr7bqDhcinQetnst9Tkb7QEwct6L3idA5GvvgvHze2Khzo1Y7+8pMya/qjCA2B3PV5qVEeCZu7+o91VvNulSRRQAT+VqW47xTFjeEcZzixatCfDoOpbq84VMxnMgvOR9TcZRzXhe3eop0qg5PcvTHhjGU302SStVQY9nodRWv9cdS3smZOCEL99QOebdh2aYy1IIvpSktt3qARbYZWtd6et3ewGL7rguOyoAnlJKbBkpl9SiqC8o9mBdu3lpNmUyjNTWz+gv3Y+rLcCDdx5nmybfcDJiHn2jTBzX9HjGGR9QqI/plpkd2ljkWvVOTrcfY68f8NlzG5yotBNDCxOmUhcFBYxnAag3uvd1qZmtrzUiKgAAIABJREFU0erIzhXobrA3ew8vrHX4jkdu41Un5vjJPzrD86F+PUZuq//ufK+eOUrFhGI8B5rxvDnA0zCeo1LbpucgxD5cbVMS2rrnDF1tIQHaoTvdm5n2t6ANCFKAZ4xFaE8nmEr+VyPqTfd41qv55zaxDG/o/rTRQkJ3k3q0xw33WPIr1xYM5LS5UKSlwW6jhLmQZ7MrjdR2FHgaxjNI+gcNuxU52XPZ0A51af2AoBjP3X4IS3eqX6x8afwJezeQCNaZxbUsKlpWHJHjaqs3ukkTBiEED59aGPZ5FrnMhr76rM35nzsO25fTn6v7otvWzBTwtCzBqaUGz3f1dbZXwj7/974PfuZUsczMb6vxBJBqLrQVFfd4EnTpS8WYzteLgWcitU0p7nh60w1jLbUd7Exvdvo63pQzmcYnM2OMp7qejxb1eNZcbsgFDomt5P1PxfYlPcNzeFxr5iAHrJ2xnhh/YNw5S6zzTpWGFab3eAofyyteX/YdCfC8yT3Dt+L/PxFHhDmzohebHk/Ed+J0V2HrwthjvnZ6tTTwdCyrFOMZR0FuX2nNs1VfadhLBZ/V/ppiPJ0h41k42qQIBHr20AQnZR0U/d1xxtNysWRJqa2bfsyaZ3Pdb6gi1076nrHZ8TnCSDG5hCmQFStQNrmf3nGgyRZNpThMmTH5VYV5XfY48GxVXa5FutieNkVBh5HaNmo1elSwwoL2lnDAQOb3eC41tbFlW+dzI8BzU7amwKNrW4WMpzEfalSmj9usOMzXXa5s6b9tpQPPbdlIiqmeVzytwi4DPM14MXT+1k0Zfwicub7HiYW6eq1GuTQpt30pSW0tnYhfv/AMoFDyvDMAy6GiTQyiHLoY1LBsh3CKjs+M5bth/Xn1fW97SmYLUDHmQhnAcyi1Lcd43n2oxdyh2zko17lvPlIUtzfOUlUcG4kYsqkTYcBhqYQE2DjwMK+Uz/Hhx88RRJIFdhNDCxNOwdiYodQ2/wI1VaAbsb5AOyPA88KnAHiMewD4wEPH+alvVn1rZ0Nd/R8BnrE3wwAvqbZkxUJTSW1l5eZJbQeDAY6IFQuuw7IEM1W3VI9nGMdJAjwadc8ezvGE5AYWJaRwZhEM3XTGs2c1cFPYkbmaS1vWiEfPjb6Xajk9njBiGd5YGnu9gHIoBla948mvXC21nTRjiDXbWp0YHZQWVdemzUSPZxynS231OY7sWnoVUUoI+/RljtS25uKHMYNDD6hfXH1s/Al714nrS4Sovj9vP1JbOe2m+/DtC1zf6XN5s6cNjXI2QQP0E+B5QiURacZjRmprzaQWPW5fbvD0Xj15T7kRR/Dkf1Lf5wFGSBhPZ0Lea1wHt0pUpEXYp4dHxbFY1Bt6nrNtIrVNAY0mIQpCOexjn+z91gWfLVqZSfFcfQR4bvdwLDUyIC9aVYcV5llkl5abMbR9dJSKDtE8yLLYZbszvJ78hPEsAzwrVEXAjd3+cJQMsLLbpy587BeF8TRjBG71eN6K9BBxQJwzK3qxUeFzscoHuPjpsccCvWfYtRHGEwerhKtthJValAKVwD8XaldQk/+NRHWwzqqco+raeLZhPIt7PANpJ14Hk1GvOFw3OVEKG2gNdlSPZ+If4GKXNBdy8sCuL2H2qCr6p8R62+dB67nhL0oATxEpV9vJdfP0gSYSi463cPMZT8PEOuOF8lbVYXuA2h8zWF1Q8uC+dKk4qr/XLgCeMlI9nnlS24pjM1tzVX40WkDubrIeN5P9z4RnW7SjAsZTA8/JvzVxdL42VLVMAs8owAk77MhGsv9Xy/R4EiEL8Muy3vdWQj0VJENue+bGLvccUs8ZeqJM3DsvJcbT9NLtXFE3wU4vYN7qQWWGqucQSJuooPIeRBJXROXnlS3dCWuG8dyZMhaC4bgJP4MJjAtmKaXG3AnYvsw33V3Hri+M9VrCcI5nFuNp5niWMRcCiE+9mYoI+NyjH2Wu5uANNoZAQodhPDPlzDkDkkdjpqrmFl7xTRVq5AI9/+dQX+SP1xaZqTrcd2SGw7NqBMOz/TkF3jdfUM/trDKoKqa7iPFcbHgEkVTzvm6SuVCk5wpOSq9napodK4gwg/FsVBw1M9IAzc4GfatGxSu+Zk0VzHdnEnYrif4OXVFPNSia1YznaOIv9ULUqJWU2iaM5yjwVHNXt6rDJDoBnhO9vUJLoCvNcuNUQhykUxt+noNdZbZVndOM57DHEyC0a+lSW50wDHLNhbQ7XuWIUkFceXz8CXs3COqqMOLYQ1fbSOQM+R5hPCfB0cOn1HX92fMbesPqZDpYJ4UbUyiau02B2rQeGn1N7IpWqsxsuVXh+a7eOIqA59lPDL8vkgIHXQaiNvU+Xdui5trsDYzxVzZAEbra69pW0iee1+MZ5jCeU1JbmDbj0gWUXXt6zTcx2uN5abPLwZlqJkg1MVNVjKclJHNxhkw5BXjSPMgcu+x0hwmJ8RUoBTxtZS4US4ZDxoEvXNpizgkQ3s3v8UxMX24Bz1uRESLOH06/2PR4Xh5l4MzApXHgGXXV2u/U9tnjWcB4PnL7In+xpQugk8Az6FMNd1mTc1QcC9cpJ++VUUBI9tiYhmdzLtLF9Y0Xph63/F125YjU1nKxixjPOF/eW/McekGEnDmWCTw3Oz4PWCPnoAhgo4GnnHaJb1YcjsxW2RAvAvDUQE1MAM9mxaHdD5UHQs6eJrTPg+uoUTp2geuu0M69eXM8QUlQ1/YGehSbAp6yu8Fq1JxiPOcbLuu+6QdNOX7QoyeVhLmSUcA4Nlcfru+tw+PnWe9x2zST0XyNqqucbXN7PCPiAkLJtMBcNcCzM8149vyIC+sd7j2sCkVGubTVeQlLbd2KuqD8NZXM7vYDZq0+VFpUXYsQmziLjdPhRzFumR5PEwdfrpK1y59P+scmo6oZTz9jnMp+zYUAmD2mWIvuZrq818mX2hrg6ZTp/QGO3P82Amlzuv0F3ntXXS2iE1Jb04RcyHhmNLKbEEKw3Kpwsa8r7Eb+ICWc/ws4+Ub+8twWD9++iG0JHNvi0EyVSzuhkp8ljOcaXVdtDsXAU/fhWs1sxvML/wEe+/e5/2c0woEBnuPHHk1G88LP6PGcqTrq70cYz4GoFc7wBKi5GiA1blMFk1Gw0t+hLRqp0pC5useerGH5Q+Dp6wJDGantTi9gUNHX6eiCs/48AQ7t2rDHs+JY+NJN5nuaEBr0imo5cyFAzW8zYDkx/zKMp7rHDRAI7AyprRlrIrMTEQM89wYhHHsolfEMDfC0hq62AXlzPBXw7uNNMa13HmgyX3f5b+c2VY+njLMrzW3DeOr7dVazy2l9ntqgY5eZVFnxXM3jyqCq7uEi4Pnkbw2/L3Ld9dv0RTXVia9VdWgPQuUYnFMUsv1d9qQCrxVHjUjanNywRsKweqk9ntao1FZfb5MKgc46fauBsLMLL7O6xzOMYv7y7DqvPVXM1tc9m1VUYaHpp1SFB20Fes0oFRONZWxiovbw/gr0PeqUZDwrqPP1ufN6gHkQ8fTVXVp2oAocNzu0UscqM4f2VnxNhiiQ8c3XPRAWl1uvgoufGXvMqGQ8bUhnWQJflgGeIaHMdrV9/ysOc1EeJMYetlqZ0IW+TWseyxKJ1FaUkvfaqSonUAXnC8GiagPbnACecYwT7I0znpaLLQsK3Mb1OstJ1yikWtmM52ZnwMusC8NflJLaKjYwrZB7+kCTa/FcMfD8wn+Af/fI1GeeFdIANTcFeA5CmDkCu9l7mhN2EvO7gahiR0XA0yco6PGEkcK8V1fKD7+LCLpsydZUq8V83WM1cf1Ny1X69GI3dR81cXS+xtWtnmrTaR1SbSSmMKxzpB05zANVEd8uIbUt3mMOtCpc7GtCqTO9tz23skcs4d7DCpwmwHNSufRSktoiLNbEIs7OBQDq3ascCy9DZYaaaxNgE4f5N2KggacoYOWSeOUHVYPuR/+xAoEpjGe1gPHcr9QWUMmj31YurvXpZKbiahOZDHOhWCf1o46rebG8tIQ8+gDfdegi//QN2iTGMFg63EKprf59iXN7oFXhWkcqp9rLn1O/3DwHu1fZOvgIlza7vO700FDp2HxN6dYXTg+rge0Vdmx1bg4V9XhqaV5H1LOT20//H/DH/6LQRttElLHQzVTdUj2eYTQ9TgWUi99G2x/Kq3ev0xXFMzxhyHhuNO9Wi8zoZjLYZY904Dlbc+lQxQ6GzITpWS4EnsYyPKypTXOUads4yzXrELXqsBhh5nhOSm0tf1c5NXutwveZVH29EeBpxh1NmAslDqZWxow0AzzjaTMEE62Kuqb3+iEcfUgZjvVGXBb3buDXFfAbNRfKrSRm9HiCSqDuOtji0mZHudpCNrhLpLZaoWCYslTguQFei4GWBE/GbM0BBHFjujdkKq7/1XBNKwIWUYCPk2qI0Bp1DM5hxir9NVaZSz6j+Yar+rYzwvR4psmn6/p1dAbhcE2fHKnSWafjzGWy4KAk6rv9gM9f2GK7G/DO+w5mPteEEII9T62tXiflHJteqxTGE8DpDu8v3zdOmSX2s0oL29/hYNPlU2cV8Hzq6g5+FFN/kcap4HhKfh7eYjxvRXqIOH84vW0J5useZ6svU4BsxMws1nu5N+ILEAgHu6zUNuPePr5Q577jy1y3Dg7NJU3o3neTe5j9rEjeG4c+Yc4Il4Zns+NLmD85zXj6bYSM2ZX1ZO+LLRenbI9n5ggXtQ4OGkdUoTFlr1pv+9wurrMq9TpZwlzIMuZCKcXNOw40Od+fQRYVNp/6z7B2Bn7t6zNB8WjEWoEmJgpozeoo45kttT2481d8KT6JYwkGoopTAnj60ikccbfcqrC6NyK11aqjTaZ7PBcaHjd6+pqcZDx1S1BXuslIwrQ4Nl+jF0TK/2BypErPFJ4bybHrnk1UBDwJS42gPDBT5VxX54spUtsz19X9eu/hGWivceCJX8AjeGmbCwFsVY4x071MfzDgl/0f5Vj/WbjtddT0yYsLbv4ginHYh9S20oJ3/SRce0JdtCkGDGacSpAltU1cbfdxuuY0a7H6TCbjGSOG/3siTPXH3od8yrvjrbQ2nqTV1QlrcwJ4amY3zpIz634DWaL6nlSB7nq3Yjn9jpLZAp+VqqfzdaeHUt9j81o+sHD7cKRKZ5VNZqk4FjO1/JtiUTcx71FXzOzkCJcoUJuavwfPfqTw9QPEvpkb9ZUxnmEsU4HOkgae0jBXO5foUZLx1Ivgjbo2wbnx1PBBbcdeS1m05upKautG3eSm97VLc7OE1BZgrR0oZ9vRHs+dy1zlwNhCOezxHP8MbL9Nl1qp+8S8z9AZBZ4KOESVOdqDNMYzC3ga5jHHXKg2AjyPPaR+efUL6msUQGeNQVUBT8+2ErATkCe1HZnjmZKMqNmhoaqUQracdUpqm8N49jahPk8Yx6nX3pyuQAb1A7n9MAQ9db8ce41+bQXAM44IYiu16NE0jsGVHKmtlFQH66zJ+eTcLjQqbKbNANMRJoxn2j2m3ufanp/NeHbX2bVmkz6UtJipuUgJ/+WJK3i2xZvuWs587mj09LWSWoFPZnhOMJ4aeLq9IfAM/H0wngunEJHP+07Cp8+uE8eSxy6oRMSN+y8O4wkM7DpuQRJ3K752w5IhssC4ZKHhcRa9ro0CQb32V0aAp4+HJQuAZxxqqW12UelNdy7xTHAYuTYBPLVCa89RwNOzSxoahXpsTIbUdq7usdsPkAunx+eVQ7I27dJIGE9pecXAU+/lWSNcjDfGlnsAkKlrfn93nSWxy5djff5LzHdOzIVSzu8dB5pci2YR/e3s8SZRoNpZjrxa5ZWTZn4pIYMegbSnjJRaFYe2HxK3DqvCaxpju3WRhf4lPs0rEELgW9XCNcuKA3zcwrzMmC9Kr672Se0svyWnezzn6x4r/QzGU7/uduRmm9IxNLe7stWDli6EGlWhkdrKJnVNUlRLMZ5ROeDZqnBxz1K+JymtPmeu79LwbI7POPBb3071Uz/NK+wL04znS2mcCkB/5jYORtd57om/YFns8NTD/wbe+zNUHXXyZIG5UBBKPMLywBPg/m+F9/2c+v7wK6YeFvp/ZTGeyUksy7KCktqCopxve93UwwZ4yqzKgE5qnco+qtin3qQkfc/8nvp5QmrrueXmeFLCuOlAq6qqQHe/W1XQXvgzOPfnMHOUP1lpsNjwuOvg0FDp2HyNG7t9wvnblXRg7zr0d1iJZzg4U800JjBhxi/sxBOGNCa2Lgw/p7/6zcLXDxAH6VLbGZNI54SUks2On1otW2p6+FHMXn0oT+1QLaysAQnAu+bdDghYeXr4YGeNTdmk5k7ftlXXpifGjUCCQJkhNHMSbxi6FCd9nqNS252rXI0XxqQhrq36cCZdbd1wj64o56xpFvvAGZFO62pe11aM6cxEj2dgZZgL6eu2F7tJ799kJD2e/QCOPgAIuKr7PNurgKRbUaCj4lpJchDgqHs4TZkwMk4lLQFKJKhuAfBsrylW1BTFKi1VrEplPDehtpDZX2xAVq96MJ/xXPuyWisMCC9iPOOQQIpUiVAyI7XSzDYX6m5iy5BVOZckbgt1t9QczzQ5uzFCWGsPsns8O+usy5nErS8tDFD/oyev87o7FlMZ3bSQ1XllEpFWgU+A5/Hx3+vCQm2woWRUQBDug/FcuB2AtyzvsdHxOXNjl8cubHJqsY4Iei8O4wn4dh03uuVqeyvSw5JhYf/YYsPjy4FmbyaAZ1dWqI2M/PKFh1OS8cxiH0EVlV6QR1SBLRpJhNtqXWy7qjDu2oIAB1Fg9BMnY2PSj7nQ8JAS+q3bFPCcaJMBUhjP/ATdzBZ1M7w+zBi6VaFzvRRmsbqjQPAzUhfCyjCecYAvp82FAE4tNlhFr7lZe8yNp5SvwSu/Tf084WacFrHfpZfSttKsOkgJfl2bRaUxref+DID/Jl4JoIBnnD+v1Ip9QpFeNB6N5VaFXhAROQ31nhLgmc54DqSr5rBP5iq657QdO7lS22PzKl+4ut0bYTz1e9Y5Uls0k/OUAM8c7OQQIktKbdc6PrKxlA48b+xx96EW1sd+BC6r8Y1LlSgZSZaETFdymvjvDjydpdMcENtc/szvAnD0wfeqF2IJ1eNZADx9zXhmDdRNDSHgNX8b/sUWvPo7Uh7X7EuG6U6yIJUZ4WJi/hQg4I53wiM/MPVwxbGJc3o8TXXEreyjin38tapScebD6ucJqa3n2oTSyjzHSc9eCVC/3Kqw3Q0YHHktVGbhzB/ChUeRp97IZ85t8sjpxTEweXyhjpSw6WkwdkldtFeDFgdn8hk5GPZ4bhngOdnnaTazk29UIDhv0LCOxBxnkvGsFzOez67scWWrx+vvWJp6zDh2bgychOXoUC3Z46mesxNXVKJ540n1QG8L2iucjQ9nNsNHRtqrz00QqM15ctbUZCSMp5nlaYBn0IfuOlfC+TGmy3MsurKikt2R8MI2fXt/wNN3GlNS2z2h3kcyx9M2wLOaDt40AOxJJ+n9m4ykx7MfKIZs6S648pgCcrofp6PlkzV3aCDhS/2+05ISff3EdiW1cJL0pqSNqRmNzuqUERizx9Pt8XubUF/InCFr5tC2vaV84LminMWHjGcBsJARfmwlPUWjoaS2gZqxmyW11cneqpxLNvr5hpc/TkUrCtLO7ULDQwhY3xvkSm1Xo2auY7YB6h0/4h33Fstsk+M3K2zai+mscmcNEFPrrwGe83KLXqDWfdPj6WaYh4zF/CkAXtVQUq+PPHWdT7+wwVtOzwDyRQOeoV2nGt9iPG9Felhx8aiGpWaFM71ZNSpjBHi6/XW2aI7tab7wcOKimZoKBGYpXECNJjsrjyi/i+2Lwwc2zxMIl66rWoGMk65dyHj6hNLOdE43oyX2GidUIW90/U1hPLFdHIqAZ4gvbbyM3MF4Y1yJdTtXCvBstc8DcN46qX5RosfT1j2eaaBsvuGxIgtmeer8jnvfr4qqm+cLjxn7XfpUpvY1o3zqVvQemaYyOfsJdtwDXLZVsS+walQKgKcd+8QlcITJj/pCz4XtDqW2Uz2eDQ8QyjRxspir84V2WNzjCajWtJYB2/o86z3O92aSfbHiWgQyh/GUEpsYWcIc9eBMlSiWhLXlqXxFSsmZ67t8p/un8PivwB3vAGAxBXjG0UuM8Tz1qjcD8Lbt3+GcdRsLB4asUCxsZFGPZxjiiBhRcszIWFjWlLus+r1OgjOOLUyj7H5Y1voCfM/H4AO/lio9rLiG8cyoDOiL1N0P4+lU4J73KrkpQoGIkfBsK5dVTiS4OWYcJkwyt96TilF+8j9Bd4ON5a/j+k6fR24fP/YxfTNdFrqCoxemi4NmLiNhoubZ1FybjdAMqp+Q1Rnn4ld/u2KoRiWqWWEYuwlX24bn0A9iojjDhRT46FM3EALedd+hqccMSF5vD1S/B9COq6V6PC1LUHNtuoMQDt2v+vCkhNUvA3AmPJrJnEaekRyqxSkIBoTYycKdFYuJbNEwnnrB0WzOVTnOeHq2RYcqYsJhthLtA3jq99C3GlPmQruo/zGc4zkCPHOktr04z1xoRGoLium78nn4pTfDb3+XekxXwKsjwDMwbo1pFXh9XJlxv5jeFKmLD5mbdGdtavSRcsXOZjz7YZx6PSUDnZ0ltQ5kMZCrz6iCy8GXq5+LCjVxhJ/BeLYq7rDHM6v/Wr/3FTmfnNvFAuAZRnFmYunYFgt1T91jXkMVD0eltlIiu+tc9Ru5xmXGXRco1d9p4sfedy8zyyfSk6DupmJhJzd6r0Fg11kWO8ncM9Pe4ZZwvGb2GFguM70rvObkPB969Dy9IOJtp3VP9YsktY2cBjXZYxDm9+3ciq/NsGRx/9jxhTqXtgfIxdOwfjb5/UznIufjQ0MwBgTCw5YF4CiOtOw1WynVqNhciPU9Pcq4bZzlhnOUiga7QghC4RUCzyJXW9MOtFnRSodRgyHdvrItm1T0ui2tYuAZRQFRDsu61KxgW4LzvgaCowDbPGdwkVA43PB0z3lp4JnOeM7V3SHwbGfsaRceVXvYzBFYOFWK8STo0ZfTqiXDKu66upCXpjK5+jjnGq/E0cxwaNfwZM6eJiW2DEqNZTSKsJ6sTkhtW1O51YJW0EROijpLM567kZ1LBszWlBT36lZPFVWd6hTjKb2hNF2pRbMJJQNIy0ptAXrewtD0UMe1nT73DJ7mG679vCLU3vkT6j17EdsT41QGGaMpTfx3B561O9/Cs42HqAmfq3MPjT2WO6xdR6jnnon9gMCi0B9IVCS13Y+rLcCJR1J7SsFIbbMZTxGppHbSWrowHvxu9bW+APb4hVYpcA6O98l4ggYrb/vnCch93FKJ7EO3jfe1GuB5NlhU51HT9C9064XGQiYWGh5rgX7uFOP5vJIlnHqT+vnaE8X/0ADPCabAGPx0/OxN4WNP3+A1JxeS8zAaCeM5Ajz3ZIVqikQ2LZpVRx379NsU+PjTn1BN+sCXwqPUMwBsVNXnXFfkwlBtlFnzoky4trLRXmv3FfOmF1Z2rgJwTS6OMV2ubdGlgpgAgdWog2+Pz6vNCgM8B9aIWVRvC5wqu6G6/hLGU29+vqhmzMZSa0I3Tu9JAdUnIgRD06hjDyn2cPtSYhawoyvgZrYbjDCeaYt6OFBmShn3S6vqEMaSQc30aWRs0u21KVm8Gcc0NYKlqxjP7iBMHUBtGLxNWxd+ssDuypfUjGM9LiN1TM1oxCF+JPLNhSrN7B5P3aOyylxSSJhvePSCiJ6fvgYGUXoPtYkl3XuDEArojUpt+9uIOGQlyldUmPP1ymOzhc7ao3HPoRkayyfSk6DuBtTS3XH92jJLYieRGIcGeJYppFq2Wk82z/G++w8zCGMqjsVDR/XrfpEYz8it0xB9uoNbwPNWTEeZGYEnF+sEkaQ7c3rIeErJXO8Sl8URrBGAoxjP4pmaao5nPuN5TWqWbJQJ3DjLVftYAgCB0sAzb4SLcfhccTWZMmowpA2NVuQ81YTx9HApkPcGvnLSzQC7tiVYbla40gEO3Kf8NibiaHSV7cpRhMlFS4xTseOAUKSDsrnaCOO5naLKufw5ePYjxPd9M/0gUmvWVjnGs0dlytDIgKHrsT7mZLFvsAe7V7lkn0i8QiK7RkUOskeYxSEWEukUkywmx2vLipbabiIR7IwY/JiYb6h1XBkhTuQqmkzaDd3UvXs0Ek8UIcZneW5dZNtepFIdvu6qaxNIO5tl3I9pqN4r2878FON57uyz/KL38/it4/AtH0qwzbwTTo1T6fv51/V/d+CJEPTe+uPsyhrRne8deyjKG9auw8hhrRIXTOnQlekwo+naikPlGlXQh7ifUFLbbMZTmKrUfoHnyTcqiWZzmokrYjwTqW0J2dfhWZXkPHNtV4Hcb/o/4eHv49NrVeqezV0Hx51ND81UcW3Bxe1AyQg1I3nRnykltQXVO3ljoF/bJLOy/pya2TpzRL13YxyTF0EG46kXk6xE64W1Ns+u7PGel0+fYxj2n623/QR47sTlpLagQNJeP4QHvlMVEh79t/D4ryK9JtdYzO4VNQy3Bo5hoIFnib4100BPfUmd23AAuwp43pALiYsoqBmKHVnFioOx6mlddvCdYkdbGEptu1ZdbRxSKuBQm1eyTUYZTw0CjdR2cjPRryGP8bQsQdMbmc96VBe9Fk6rr8Jm11KSzapr4diWkmDlAs8+ofAyB4qbquaerCkJfCbjuTplBMbciWSTSyIKFdNfX6TrR8nondEwQGpNauCTJgWNArj+RTh4/xCslDAXGsRWqsy7VXVVD4yb42qr3/u2vZBIhBayrNh1BBmu0SaWWprxBCWfHmU8O+oe2JAzuYByUUt23/Wy9Hs5N1qHVRI0eT32NqfUJiai+jLLbCdS/jA0jGfJ1pGFU7B5nvfcfxgh4HWnF6mhz59bTm2w35BekwZ9JRu/FbdiImwZEhcktSeX1LW5Xr1NsV9ELlYMAAAgAElEQVThALob1KI9rtrHxp4b4OEUmAupnnM717G67tmsMI8U1hB4RgFsXeCyODKmGAmFnqmZBVQYMp5ZxTDjQ3FVLoLtjTOee9eJhM2u1Rr25tseNjLXAbSI8QQ4OFtlZbcPd78HLn56bM8Io5hT8grb9VO4Vb3WFzGeUuJInzDjM626Fl17lq3KMbjwqam/5Y/+Ecwc5d9b38o7fu7PNfC8kO6TMBphnx7e1Gd6RJvtXOx44+yfCT2n9fn4CEtabRY6dWxyRpiF5QksAzx3IzdhPAfODFFKUd9cA75VSTEXUkB0J7BzpbagDIaubqfM8tx4nqvO8TEioOpaRNhERaahpRhPtVduizkFPM1nFvS4+5PfS4WA6G/+hir0aoXNrBux3X2JM54Ar3zwdTz5t57i9e/662O/l8JOht5nRajf0IvBePpBlka6uHl+v2EYzyxzISvqE2BPsZaFIQR866/A+39u6iHPsdTImozKSJTcjMVJ0L2HW9x3eIYPPXpOSVLv+mvwnp/micvbvPLY3JREw7Etjs/XubjRVcBYxuydfj/XWUwu9qJYaHhc6+vXNsp4xrEGnnepn4+8uhTjaZkme2ecKTD9jFmJ1seeVovAuzOAp+n12BgBnruRV8pcCLREcxCqz/Kv/ZTqnbv+VwQLdwEi8/+IhgYbGnhGoU+EVQ54Gstw02u4dTEBntflwoSrraCDASxDpqwuO4ReScbTAE/RUNJov6MYz+pcIoc1jKe5lAZWFZBTpkZmE+lE+S6HCTMHcPBlCth/yy/Dba+HmSOYNoWqBpKebY0AzzSp7YBQTJshmDCbUtuPxquWoxFH6vOa7AcccUQG4PqT8OvfpL6vLdD10xlPx1af90VLV90n55UCnP24Otf3fv1QkVFgLiTjED+GZsoxTZV0T1bVeUrb7NsrDKw6kT2Ug5r7JEtu2x6EuRv0crOizIVASZJGezx1tXaTVqoqwcRis8Lv/I9fx99546nM52RG86Ay6phy091MHaEFIJoHtNTWMJ7qq1caeN4OW+c52Krwr7/5fv7Ru+4efnYvEuOJBp7dDGb6Vnxthy2jQv+LUxp4XhJH1Hq/eR42lOR2zUhTdYSWp0x38kYyaDIga+2F4ZiJQe3gEHhuXYQ45AJHhswjEFkeFjKX+CiS2hq2a7MbTY9Uaa/QdpeojM5lNzlsDgMpozD3mAAHWxUNPN+nzu3zf5I81n/2TzltXWdt6TVUDfAsMhfS5yCL8RRCMFt3OdN4rZLUjk4Y2LqgfCle/0M8sRpyZauHP3NC7dnGmTUrgi4DPYdzNA7NVrEEXN3pK3Lh2hfH/04z6M/4hxK1mTQ5Xda+Zs55CQJrrubiWIKdyFMgbu86XVdJXSfHohjWe0Alk/HcCYpzMjV+UM/ybGqjQClh/Tku28fG9sXCUZQm398HyF6XM+pa6m2p4/7BP2Cp/Sz/qvoPaRy9Tz1Z7zczTsD2hCfKSxJ4CiF4w13LUxdYbDmIIuBpGM8Me+mvKPSimXWyRBwR72eGZ4mouBaxFMgM9ycrGijn0K8kjrxKyXwnj+mohbiI8SwD6oUQ/MBb7+DceicBYv0g4plruzxw2/SsVIDbFutc2OjAne+EE6/js/f/ODCshhbFQqPCla5+baOM540n1c/HXqt+PvqAWoyy+tvMe0iA5/jiYxaFbobU9qNPX+fVJ+YS1ncyXNtiru6O93jKcj2e5vhtA5C8huqhBQbzClhnDTx2DWum+wCiMCTKmPc4Gcl4nDveoSpZf/IvYOcqoTdLj2pi3Q2qaNJFnzPDcElJU3aJ3JlS79HIjreNJHT3agrjOezBcSyhFnNI6Z1QC7qS2ua7HCZuxZYN3/C/w9EHFVv/N36Nvu5hM5+T51gMZH6PZyC8zKSgqWeHqhlkGcDz3CeVA9zyPeO/H53luXcDfuNvKifaO98Fp99G148yr4PZmsuVcEa9tzN/OP2EL/6GYrbveLs6D3ZKdXYiZKwSoHrKhnlyUbMZgVEjpLCeezfYdRfHztViAfDc7gZjPZiTsdSssL6n/3aS8dQ9VUWMJ8CDty1QyWCtc8P05U6aRuk+3LSwW4eU1FZXOSKdLLhlXG1BAU+/De1VPvjaE7z86OzwfniRgKeoNGmI3i3G81akhi1DZAHjeaBVoebaPBXpde3yZxPguV0bn3ebAJ7JAuNoxKEyF8pZ7xPlUu3w0KhNH/O8PDRWwA0tvbfkgTJtaJQFdiuOUhdtdHw9Nm5kpMredXadhTF5r1GWhX72+4wLjgkKmN3Y6auCe/MQPP6ramRKHOP92b/kcrzMlds/SKWi18GicSr6vMc5/Y9zNZcveA+pfePSZ4YPGAb01JtVjyKwXdGMdoHcVgQ9erIyVTx2bYtDM1X1/06/TV07o7nd+nNgOTzdW0wYx9gpcJLX+7koATwtS7DUrLAV6L1v5zIda5aGZ0/lVlXXpu7Z9MlmPHvSKwU824OQ3V44ZDw7a9Df4bw8OqY8qroFoyjj8lLbqmszW3O5HmnlWmcNnvsYPPXb/Ir3bWwdffvwyQZ42gFdPxrzABjcLKmtEMIWQjwhhPiw/nlBCPEnQojn9dfpYZX7jFi4hZbWhpWzbybjqXs3/RTgKaUsNadqv2GktllVPRH5+NxEcI1KpPPNhfbXP/vulx9iqenxiS+rStZTV3cIY8mrj6dfCrctNri40UU+8v3wPR/lmfUYIRgbu5IXi02Py129cI8ynuc+qb7eroyrVBIvc53UgijGk+lyZnNTpyValze7PH11N1Nmm7zWhsdGZwCLdyIth1U5X1pqm7ihmnjgO9XrmbsbIFViCdCq19iVdWLtShuHQemCiQGecvYYvOWfwnMfhWd+j379cPKaTLi2ktoCycIeDLp4IkJWyklthVAmSlddbfG++oxirGrziRx2ZqRx37aEZjyZ3kz0gtvJkdrCiPvqZMzfBscepB+oIpAxuvAci565B1NNjQb4wstkWc052xsECnim9Xh+7pehsczf/fwh/tUfPTP8/egsz8/+otoAvv134W/9Z1i6QwPP9OtgtuaqXtZ7v14x/6P9Tb1ttZG84gPDCqiZT5YTMooIZbpEyLAZK/2UopCJ9gq79uLYuTKMZ5bUdrvrJ+NO0mJJ29x3BiG79iyDrRFZcac88PyKw7DUk4O2e9mMpzd3iHnRZq9tRh4ZV9uS+5mZDTrqeJwwni+OuZBVadFgQOcW8LwVKWFTzHgKIbhtsc7n2wdUMfbMh2HjLAEO/cbRsecGBgTmSEJFrGZqpjl7mzCFub3KoRHgqWWZ0aFE2QIjICtPhhqFhNLJHNkFivXc6viqhWPz/FCquLfCjr04ZqJkTBwDP/uYcRgQyQLGc6bKbj+kF0rlt3Hp0/Bfvhcufgpv7Wn+t/BbqNcbVCplGU+1JuUCz7rL57lPSYqf+9jwgYt/qYqay3dzTUtFVx1j8DRtfDQWYZ9+CuMJyun16nYPTr9dea6cf3T44NqzyPlTrPViFnWbU2xmZ2cVVE2uW7Jlb7lVYcPXa/T2ZXat2UzvjPm6R1d6mYxnH69QapuYcRpnW38vaR87Kw+PqZ2qrsnrM9bnZBxkOQxzcKbCFV/n5J1VuPJ5pOXwM3t/jXsOjxALumjdsFROtTPibJs5mtL8aalXouKHgDMjP/8o8Akp5Z3AJ/TPX1XIEoxnlPR43nzGM45C1Qw9EkEkcYgK7cL3G0OpbTrjaUd9/Aypw1dzzDzb5f30eIICA688NsdTVxTT8MQlxbS96kQ643lysU57EKqKIPDsyi4nFuqZCfRkLDQ8+qHqORpLbs99EpbvHVpPJ/LBbFezfhBRMY397nhi2szp8TTs7ntefjj3tS42K6rHs7nM+nc+yh/GX7cvqW0iCQVVyfyuD3Pj9AeAbMZzru6yKVsEexp4RkEpXT8o2eIgjNkbhPDI9ytH3e4G3eqhqWO6tjWU2mp2q7enPnsq5RhPUAZDV5zjqvCzekYxtTUltXVtMbZJO5ZgIPTnNFVJVAu6L93McSqgehHHzutEDIKIimMlRheebbEp9LWcJhMK+xp45s8ObfdDVYmeZDxXz6hN+8Hv5ovX+zx+cWv4WHVOncvtyyqBWTiVzCCWUtL1w9zrYLsbwD1fr37x5Y8MH7z4aZVY3PO+4e/ceinGM0KkSm0Pzig240pXX2tpfZ57N9hxFsYSKNPjudHOAJ69gPkcxjOZ5bk34OMby1Q6Vwnbur9JA8++N196Nue+I2E8R4Bn0FPnMgN4OjPqfgp21d/sdNQaVbp1xMyHHnU8fpEZT7c+Q0UE7HQK+oBvxddk2JQbTn9qqcGFzR7c8361Z195jGvWIZr18f03NIAnZ/8WcUiIlQvIjAxy1zuojPKiUDFytQVWw8aY2V9kl2FZi9nHhUaFzW4Ai7crhsv0I+5dZ8teHFM9CZ1n5QFPGYW5s0NhOFJlZbcPD3wHvPlH4Uu/C5/4cSKnzkfih2lUbGp1nRcV9Xjqx/NGjczWPFYHjipuPv6rQ1nxhU/BydcziGLVugOs+qZgnNH/r8MKe7rHc/q9HjE9jyceUb3sZz8+fHD9Ofz5O5ByqKIpnJ0d7c8r5kCrwvpAX+O9TXbE9AxPEwsNj07sZiqz+hQznkfnUmZ5XlBg+8vBoTHgWtFzPLNMQxP5eMm2vQOtKhf6+lrprMHqGQYzpxhIh/sOTxALbpWGpc7l1gjwvClSWyHEMeB9wIdGfv2NwK/p738N+KYy/yv/1djD0SUZYRpoLfdmmgtp90ziqXk0gZ4bWuTatt9IgGeG1NaOBwQ3GXh6tmpCJqMyYoDnfkD9/cdmObvWpjMIeeLSNicW6iw10z+b27Qk7+KGWgy+fGOPuw+WY8hg2LgdeTNDxjPoq9Est79l+ES3QN8P9IKIijHlmGQ8c1xtP/L0dV52ZIbjC/nswnKzolxtgXbzNiLsfZkLTbGtp96oXNUgE8C2qg7bNInbQ+BZtmAy5lJsO/D1vwAI9jTwHO/xtOjIcaltv61BU3UfwNO12QtdVR1e+dKY1LZVdcfmNzq2NSK1nQSe6jwPmLZiH40pJnki+kE0lhhUHItNMyh7ktXSx/Vxc6S2I8x565A6V0Yi1FmH3/wg1BeRD/1ttrs+l7dGNiohhiNVdq7AzJAVGIQxsSSX8dzuBbB0h9q0RvudLzyqrvejI47ibr14jmccEWGnHlMIwcmlBpfa+jxMSm2lhPYKW9bCWAI1W3OxRDbjudXxk/EwabFk+lHaA56KTwLwwlOfVg921+lZdeZnyq8v+w7jRDxqO2+MPTLMhQxYjY3ZkgaepWdEGyZ8lMV+kRnPRlP1M21vbRY881Z8zUUcKxOXEoWTk0sNLm92Ce9+n5L/XXiUv5J3jSlbAEJhGM9sEChkRIidy3iafXLTOaCO9zvfrQp9D38vvYm1Pi7BshIbc6Ec4Fl32ewMhqZ1my+o/9nbZFPMjxVTLdsAz3ypbVTQ42mmAtzY1f/n634AvBZc+TzrR95KnwqtqkO9WiGSgjgoYjzV43mjRubqLjtdH971k0rC+Uf/SI2027kMJ9/I9e3he1rp6ddeUNwUYY+eTFcQHZ2rcWOnT2R5cPqt8ORvwZ/+JPzbe2H9Odqt24HhRAE04ymz9jX9OVteecbz2f6QUNmULZoZY+rmGx57sZdZIB/sg/G8stUbEirn/xzcOuf92XFzIccuyXiWK24eaFU429E5dHsNVp9htabO7z2HJvI7t05d59GjBkPBTWI8fx74J8AoSjoopbwOoL8eSPtDIcTfE0I8JoR4bG0tY4C6Dmm5WCUZT/umMp7qQ7SJppKgIIpxRFyaOSobQgjF9GQCT/+mM56WJQiFnTmyxoxTsUrM8TTximOzSAlPX93hiUvbvDqD7QTV4wlwYb1LP4i4sN7hnkPlE0NTzQrcmSHLcO0JVVk0Y1RgBHjmMJ5+TEUESISSi4yEAQydCcbz+k6PJy5t897789lOUAvgumZyzLiIsuNUWlWX9iBUjeUjYcw9sgBszbXZlC3oqwQxDkNEiaHBMAE8QfUHfufv8cXbvgcgpcdzXPbqd5Sxi1UbzpcqiqprKYXBgXvh3J8rF9f5k+z1w6nBzI4l6JmEZFIWmizobm4i0qw6uXLBfhCPfUaeY7FOHuPZw8+QBpnjgQGe+prZW1HX5W9+UDGg3/ZbdCrLBJFkbW8wrriYPa428t2rQ6YLkveQx3ga11SW7hob2M6FR+HYa8ZZfq9eYo5nmOuQfGqpzvk94wI10Vs92IWgy6a1MMYWWJZgvu4lCojRCKOY3X6YL7XVScZ6e8AXfAXIrn9ZDy7vrLMjZhMr/hcl6gtqDR9lPM0oooweTwM8Lc3I7nR0glbyPqU6q5jwMeD54jKe1aZKNnZ3twueeSu+5iLpHyvOj04vNwljyYXay+EVH0S+9Z/zY/53JyMwTIQlpbZRQY9nxVHO5OuOTk3P/CE8/H3Eb/wn+GE81m+ZsHtFUlvs3NmhC42KGi2xqIHnxgvJ3rEmxns8hfYpCfOAYIGTLigZKqg2IEAVf3V7zuUj7wGU30Cj4uDjEgY5rC4kPaBxTjFhzhQ3Z47AO/4lnPsz+I/fqmY53/v1icwW4IbZrgv2GCvsp5oLmfcYxpLVvT68998ow52/+FnVJvPI93PhNuWDYcgJoR2+w0EW46lb9kpOjVhuVfiz7ink7W8FwI9k5izOhbrLbuikSG3Vz/0SPZ5zdZe6Z3NlqzvMHW48hVy6k24gJ3o8LUJpITPyeqmPW2Z0DMCBmSovdFxFtm1fhK2LvMBx6p7NiUnCxa1RQZ3LrTGpbT6OK8yEhRDvB1allI+XetUTIaX8JSnlQ1LKh5aXl/OfbLlYMv8FG3BkvwjmQg7xFPD0w7i0lGT/x83u8XTiQaar2FcTMdlS2yj0iaWgUtZhEbj/qErM//iZFW7s9nn18WzgeWy+jiUU4/n8SptYwt2TFZScMPr9zbmXq1lRcTx07Tz2muETTeU/zAGeoZLaxnZlakyOSegnQcp/LXCzHY35usdOLyCMYnrBuGlNUTSrDlEsk55DEwbAZgGOqmezRQtLz6WMo6C0hO/AJPAEuP0trFnK5Xaqx5Nx+UzQVkmpsw/gWfccdW4Ovkz1MLh1uP9bNeM5fr/ZlqBvjjklYRlhPPN6PCtOrtR2sgruOZZimb1WJuM5wM12tTU9nv0QWrrPZe8a/O7fgyuPqVlYxx5KZjqCrnCamDuhZLbt1THg2S24DmZrHjvdQBUulu5UdvNSKjbuxtPjRRpQ0qWCajRxSIyVecxTSw3O7ujz4E8ATz3DblPMT1Xul1sVVnenEyHT55tnLmSKJat7A851q2qMwbUnAZCdNVbCJrcvvzgjRgAFFutL49dGr4jxVNeB21sljGLaPQM897G/mIKEiQR4vjiMp9BO1e1bwPNWTIbOJUQJNsWom55d6cBf/78YvO6H2YucZASUiURqW8B4BjJf9iqEoO7ZrKLzzvoivO3HGESqoDtaZJR2CZZVS21zGc+Gq8zSZo6pHs61Z5P1b03OpTKeYa7UNiDEGu8NnYjj8zVcW/DC2gjIetP/DO/8cc7Nvw5QOUXNs/FxiHIYViABZXEOATFXd4eGMg99jypU71yCN/8TaB3iigaeQsBqJyxlYGdFfTXHM0NqCyiDoZnD8D0fgw/8Onz3R+Dd/5prQuVkRm1nZpYG/XR5r9Q5g+OVB56xhM23/xws3cVfildngsf5hsdOmCe1dQuBpxCCY/M19X5N7gAMHvg7ABM9njYhTqaSMdKFeumUK0weaFXwI4GsL2p5r+Tx3iHuPtQam7cLgFtPlIOjjKcxgc2KMhTM64FvEEJcAP4T8DYhxH8EVoQQhwH015TMbH8hbKc88LyZjKc2F7LFtNTWj2JcoptuLqSOa+dKbZPK302MSDiZjGcU+AQ4485rBbHcqnBktspvP6YSoVefyPaY8hyLo/M1Lmx0eXZFJad3fwWM5+WZB5URzcrTcPVxlaA3l/n4Myt8/JmVoXQ2p8LW8yOq+KmLq6kmTUptP/r0De462OT0crEZktlM9/rDvuH9mAuBNqUZiSHgSL8Wq47Nlmzi9JXs1Y26iJK6/inG0xxzECIEY0YMri3oSDNORQPPngaejezCw2TUXFs5Bx+4V/3iFR/QUtuQVmU8GXEsoZziQDGjoxEOkIhCGVSz4jAIY/ww/Z7rB9HYZ+TZFoMgVixVRo+nArvp1eiKY+HaYpzx/IO/D2f+QI3JuVf1YI4Wu37zc5d427/5pDovc8f1e5UZwDNbautHsSpcLN2lZn+2V+HJ31b/6+QbAPj1z1zgQ4+eU0xZkdRWxoQ5o3lOLjbYjfXnM8l4alOlNbEw9fkcmatxbXs6ETLnZD6H8VxsVLAtwdWtHnv9kGfFKY4PnmO769PfWWU1bvHwqQwAeLOieWDc1dYwnhk9nsaQqDrYYGVvgGVaS/YFPI9lmAu9SONUtGFYr71T8MRb8TUXun+szD5z58EmliDZ+3e1KmNSajuUvWYDJDNbPW+OJ6gWkWvioFIKvPXHoNJK9uPRPS0BnjmjTVRfqZMre51vePSCSBn93P4W1Wup79UVOT9W2LTKMJ76mHn7mmNb3LbY4NzaCMiqL8Drf4hdX52fpudQdWx8XKKSjKfMyT9n9bq80wtUAe6v/zK8+Ufg4e8DFEAUQrHca3sDtTblMZ5RiBUH9KSXqlo6ZoCnYVKbB+C+bwA949u0NZkc0a6oIlzYS9/XjLzZKSu11YB2RSzBD36ez4T3ZJoLLdQ9diMHOQm0x8yFinPBY/N1VYg2vhmVGXbv+hsAU+NUQqzsvH6gzllcEnianuFB7SDceAqAP99e4t7DKSSRW8ON1fsaHakShKEyT82IQuAppfynUspjUsqTwAeBP5VSfjvwB8B36ad9F/D7xW+pICwHS0ZTEsPRiHQDrX0zezyFQFpOhtRWate2m9vjqQ6bLbV1Y3/Y63ATIxYOIoNljUMfH4dKSUmoib/zxtvpBxENz06/OEfi5GKDixsdLqx3sC2RyG/LhJFRPFd7pfrFhUfhyuOq2gb8wiee5+c/8dyw8p8HPAPDeE5XvGxLOa6OMp5rewM+d2GTdxeYCpkwwHOnFyRMZVlzIcP2TbJzhjnN+j81T0lt7bCLf+ZjvEacYWXhtaVfr2uL4VxEHR0/ou7aY5Uu17HoJONU1MIedVVS6jXKm1tXPZteEMPJNyq3utf9A4BUqa1tC3pkS22VjETkJiJmo8iS2/Yn5FeeY+FHsWKp8hjPjERECDEcjbN4BzzyA4CA1/19eOT7kueNSlR+/bMXObfe4dxaZzhSBcZ6PM2Yn3rG5mU239U9PfcM4OnfUSNyTr8djj/CL37yLP/L73+JX/qLc1pqW9B/IxXjmdWbcnKpQTsxnEpnPK9Hs1N/f3i2yvWd6fvUFADzGE/bEhxoVXjmuur33p17OafEDa4+/wRxe40NOcPDt2cAwJsVjQnGs6jH06nQtVs0gg2ubvVw+AqA59xxZTplorMGwp7qVb9poRnPQSfFrfhWfG2HUU+VmP1ddW1OLjZ49oa+X7XD+Mwk41nC6EfISI1TKRgVVq/YbEUe/ONz8Jq/DZCMzRrdR2WZY+p2gzwQaNbejc5AHa+9Ap/7JQBuxLPjjKeWPuYBT2MulAd2AU4vN3hhbZrdM+1CjYpN1bMZ4Bb3eJpzkEPumN77xMl08TS89Z8lf3Ntu8eBVoUjczUNPAv2GK1Oy3K1NWq3rYzRW5sdX9kiaEBsVdSaFWWM1PP7Pf0WyzOeQJIf7Q3CXMazJytqQsfoBImwRywUO5kFWkfjqDFUEgJ+8DH44TNqJjjjnhuG8ZRZSkZTVC5ZmDRzuZ9/+f8ETg1pV/lSf4l700git4Yd9fFsaww7BaEqDGXFVzPH86eBdwohngfeqX/+qkLYLg4hQZQNPA1F7t5Mqa06uJLadlJ6PIkL51R9RWFZmWZKrvSHkpObGLGwM52D49AnwC4tCTXxPW84xV/+yNv4/R98Q+ECqWZ5drmw0eHYfC13EZ+MumdTcSwuR/Mwfwqe/l0l79BGKdd3eqqpvUyPZxBRFX7mAOFGxaYzMjD9j5+5gZTw3vuLZbYwATy/QsazPQk8NeDI6/HcQi0Ozv/z3ZyPD3L23u9Lfe5kCCFYblamGU8/nJrd6NkWPSqqP1YbycQ9lUxU9sV4WvT9SFVnv+N3k74YYy40Go5lDYHn5AYW+UhdQMiTXo2Z/aREP4jGhop7jqXY0eaB9BmcYZ++zJf3Nqva0Miy4d0/BT/0RWXIMCLvHpWoGDb2ylZPSSpNjHyfMJ4Z18FdeoM4c31PMZ6gQGd1VlWmLYsPPapGDa3uDQjsWgngGRNiTw3MNnF4tkqbGgN3Rkl7R0Mznhf9FjMTG+6RuRpb3WFxxoQ5J3k9nqCqs2cM8Lzv29ikxfE//ntU/U3C2mLmrN2bFo0DEz2eGnjWsgswPW+JVrjJ5c2uMmaB/TOe/e0hwH/+j+Hk65Pq/02PWVX0mO1eeHH+/634/2xIMw+xpLLm7kMtnr2hrlvThz4ptY3N2KycfktLKuM8IYoZz64fjTl6mhaWcalt8TGFDAhkOYfZ6zt9NRN79oSac9k8yHrUHAOehjyJchlPNU6lKE+6fbnJpc0uQTROZLQHATVX9cLWXBtfOqXNhfJGjZiC4CjLNRrXdnocmasNc4oixlM/pqS2059p0d693vFZqHvJXE27qqS2cUaPpz/QOKIk8DzQUs9b2xsgpaQ9mC6Om1hoeCNj2Ebec9BPVIxlnNaPzdfY6QVqBNzSnVBpprbZqHEqFiJDahv7psez7HtVr/HZ5sPwdz/BF9/wi8RY6aSSU0MEXeWk3xleC1EYIHPg5b52KinlJ6WU79ffb0gp3y6lvFN//eot72wXV0RJonJeKdgAACAASURBVJ4WccJ43lwgKCyHii3H2AdQiaBD+CIxnrbqvUoJV/pDi++bGLFwEDJ7jmeAk9tPkBUHZqrccaBYgnpyscFOL+CvrmwnLrdlQwih52P6cPd7hv2dRx9kEEast302Oj79tJt+Isw4laybsVEZN6L52NM3OLXUKO3CO1sfAs/+fns8MxbZrh/hWCIT3CfmQihr8p8O/wdmWuV7aM0sz9FoD6KpRVJtgoLAHnFDHewQS0G1VR541j0n1Tk4lfG0BD2ZATzDflKxzmM8s5hkE4MUV1sFPLMZz77M7vEEZeqQ11cKwyruaAJ2dbs3nNkIysRBh9l8stjHew61sASKCWwdUT2ccQhv/GFoLBLHku2un9yve6GbP8dTSiwZEWFlsqwHZ6oIIbjeuE/J30dj7wY4Va73vKkk8/CsSdTG71XDeOaNUwHl6GhMvO48fQc/En8/je5lLnKYnWNvy/3bmxLNA8r5z6zjvU0ljcrprR5Ul1gSO3z5xu4I47mP/cUUIXauwNpzyjzKjM55MWL2OHveAe4Ln5lKbG/F13aEoZHalsvH7j7U4uJml64fstsz85rH17Gk/SVn/7bisNSkgZpnTylcErO/UamtUdDlgV3NeOblR0Pn/q66p7/138M3/jv4wcfohuM5gPEpifP64eKwcIQLKElrEMmhwZCO9iBM2LWaq6S2cUmpLXk9njX12idb00ys7/ksNysstZTJonSridQ0NfRnneXT4DmqzzVrL91s+4kiDsCpqM8hygKeGox5lXJgbKk1VBF1/Qgps8HjfN0baQsauYbDHqHwsEQ5EsKYRl0dMWoy1/Losat6nAoZbYqx2dtLegAYkL26N4CDL+PTKIXhXRmMJ0GPQ7NVro3s4WEYEoubBDxf7LAcF5t4apbmaJgKm13SoWkfB6fhTFv7B1F5u/D9H9POltrKAZF186VTsZUttZWh7vF0bj7INmEW5subPU7uQ2ZrYqHpqeb9d/yv8J6fgfs/AEcfYGVnuGFc2/WV9KdwnEqAyACedc9JZCrbXZ/PvLDBu19+qLDCamKuNg089zPHE6YBUtePcv9H1bXYlsPF4ePxg8w3yhcv0oBndzA9L9K2BLYl8K3acDbXYJc2VRqV8vdJo2InIMpEHEvafjiVjDiWoGsKClNS20GSrOT3eKrXllU1VeZCo4ynraW2B1SfZIpZQBHjqUbj5FuLb3YDhICXHVFFAscSys2uvqA2i/piYg8PQ6lt1rVQdW1OLzd55tquYsGW7lS9hQ+ozoi9QUgs4VXaCGwrdPMZT7NeiOzKu2tbLDcrnHXvhtVnxntG2yvI5kF2+uGUrM6YRkz2eZp12CQ4WXFodnj/Lrc8ri6+njc6v8Hb+j/LsVe+Nfdvb0o0lpVMzG8r8LnyJSW/zYmwtsQy2zx9dZeZil5P9msuBEpu++UPq+/vee9X8OJLhhBsLD7Aa6xn2dgrYEtuxddUhMlc9ZLA82ALKeHsajtTaivcMoxnRFTinml403uMkdqOzdS0i4GnkCFBQb/l0bkaloBLemQcx18Dr/52qM4wCOMJxlO9zygHeIo4JCqYVwokJmrn1saBlvJL0MDTsxjgJqrBzDCMZ46qMGE8M0ZhbXZ9Fpsey80KfhQTFalqDOMpK5nF41bVUXPGU2KjMxiOUgEqnsOWbCI66ZM0woHab9xKOUVM3XNoVhzW9gZJ/pDZ49nw6ElDfoy856BPICo0vGKmHlSPJ8CVzWHekTCeo3M8HTUmMUvJKDXILtuKUfNsWlUnMf17fmWPw7PVqV5sQEuoe5xcbHB+fXjtRWGY64vz0gKeWmqbDzz3V2Erf3CLmiOnzYVCNcdzX4lB2UPm9Hh60lczi25ySJFj4BT5+NIpPfbjK4lRsLlfxhP0gOaOlsg+/L3wLb8MTmWMMblm5LY5/Rr9IKaKP9zkJqJZGVZK/+SZFcJY8p4SbrYmDLOzPSK1Lct4tjIAUs+PMl1FQfVMrqFcZS+f+EYi7FxzlslY/n/ZO+84S7L6un8r1wsdp6d78mzOObOBsCSRtCxBSCAQCwgEWNmW5A/CEmAsy5ZkyzYCSUQJWYEsYaEASMCC2IVd0rILLJsnp44vVfQf9956qeqFnlcz08M7nw+fHTpVvVR1zz3nd86Ey96lGmHUVOGPrDVS/4ZlKOIpLjZ6Y5VVipmBN2koqfnHFqx5AXFMl9XW0DX8WE/fUAjqRPKz0it2vllvkk4ERZ1Ke7hQonhCt+oZNKjF2TOe6pi9ukNB3LwnXYsbz97EdWfOctbmkkizU12eLfOd0KJ49niuL9o2yf37ZBjM8/8AfuqvE/Kq5nIul8TzSMMUz2mUoWbJcQCjz+Jy65TLt+KzxTVt3zeb31g9QFReIIjiLsVzm7TC7utQPJdrPrpGpp1JQVnbQFwbzp4vs281RNfgyef2SVEfBcqqy/OQ6JZ79Etw7ev6/M4Cm7Vl7tu7zGxBvneGub9sPl/MXf7b/4GvvVeMGrSET+WB2pbr2KodY2n/Q7keZ4yNhcAT1xJ9CMUTRId3VrhQk3hm3L9jmbsxQOBj0TGTjToFtb5sy7JQQsYAgUZGj7lS29TZOlXg8WPdJKuzJ1pZbaMexxTdoWZ/xXNOuFc65zwrjSBxxriWSLXtWRkDAymeytF1LGXmMo5jFiseM0U7mY30NKeP1VY8XzXsNiW6FSovYc9ilQcPts9uHqu0K56OqfNgvB1n8cHOPyMOJ8OFHHfwUQy1Ma8EgewZT6tlLKhd8Wxo9kDznSA2MaBd8VRridYeT03TiHuN0HnDh8/NTzhC8QR+cHCNc7OcfpbYUDhzrsTepVry2QpDn3gjKZ4Wva22ingOMsw+5MEpmFpquJCphWg5EE9N19GyiGdG8M3xItaziWcc+NJKkp/iuXO2mIy3nTk3vOI5V7I5utZ9sdu/3Lx471uqgdl7h63mhTiaj5bxYSzazRvWZ+47wPbpApduH7wqRO3irtR8ap6cKRnQwpwQpHo7Qar5YU9iV7AMHo638fHL/pgvnP+fAHERHBRPPneO5ZrPFx9s7hLuWayxc7b7ObIMnUaL4ml4q6xR7Lsz24qybeKF7Smz6qKe1uMZRHF6SEHQTCc2e8y5tdWbpKAr1dbUaQRRs8C5i3jWqUW9d8DLKeS6E4tVn5mixb+79Vz+5g1PaqbZAVz3+iQUQ0FtiPRSvy/aOsm+5bqw8W6/GnZc3XI88fnZOumybcrlcN1IHk8q5A3NMHtfA7dMuXy1fob4P61227WDeK4ggZ2LzIUp8brtT1E8pwpWd3x7BxZkEIKuCZeBSpy+ctfMUGr/urH5fPHfu/8EPvNrsPMGuP7nev6KPrFAWasTNNbYMSXPcZj7S2FaBHk88gURXvLc/77Okx8c2hmiliF+6PO5H2uMjQPfV/OAg91ndm8q4Vo63z+wmlQmdfZ46uqenEWQpAMjWqfi2UhmPFuun0oNCnuprMFAx9w1W+SxFOLZqXiainj2VDxDAnSsPvfVqaLFdNHiicUUq61SPC0DL7Z6JvcCLYpnNvGcdC0WJp1kvr4Vq42AIIqZLdnJcxwYbp9woWbia1a4pdrE/S9//wC/8FffbPveci1gqtBKPA0ejHZQWPpB6jhbsB7iKedVFflLVQBRVtuUca+gQQM7c0SmE3NlG8fUhftJohks2P43Yt3KzIuJ5XOrDTjPCmJD9+BKnTCKeejwGucvZIzRWQXw65y1uUQciy7ZOI6JwkAE3mXglCKehiGstp1BE62Ik92YERNB3aRgdCueIlwoHP3xAE03ehDP9KqP44ZMDk5F6K17xnNQuJbBVqlSrE/xtEViXAdaFZN9y7W+w+w1X9Sp6JmKp7jIrdZ97nzwCM8ZwmYL4nE6pp6EC9mG3rPsuvPYkD7j2Us1tQxRmP1Q6QqO1cXFdhjF8+kXLrCpZPPXd4vEzEoj4GjFSywfrXBMnbrenPE0g1Uq2nAbCeoC3DqDsyrJdpriGUYx2Cmdk0E9cQf0tL266c+rQueOtJjxDFtUrZZKlTCAKKASWVg9CsUHVTxbSVKSZgeCdF796raf79fnCkLxBLhvX3cFhgqEmC5anDFXYn9Nnn/WwkAST7OPqrF1qsD3Vl2YOQO+85GmJXr1IHVJPDsVT8c0mCs7XTOegoz3f+9ukdeSmaKNrmvJ3OrTzj8BaicIUn/B8+Gu9wil4IV/1Hde056WnXPaMhfxiFj09tgdTsV1b4CLbxdl6tuvWu/ZD4yJnZfyULSV8+95G9z5PzL7p8f40YKa8RxU8TR0jXPnJ/jBwVWWaz6upXdtdBtqgZzVwy1rI6JBFE/b7JrxTKtT0c3+VlsjDgbqc9+9qdg1axmEEUEUt91fTNmXrioC06BFQgzop3iCuG90jiys1ltmPGWPZy9yLU5WfF/vY828bMc0397bfX9RmQUzRTs579BwB1M8YydT+JhwLFbrPgdXGhxs6X6O45jlmtd2b3Etne/HO7C85dQqNFUp4ww44wlS8VxrJBvJWcqlZehotgq4bLXa1mSVymBcQtM0ts8U2rq91fhXuVOA6CUoeTXCWMMcYjxRKZ6PH6vSCKIeiqcQAs6YFWu/h49UqHghWhwR97gPnlLEUyieQZI6looh4ruHgmZQMOMuxdOTM56DFCQPfUhdB1IeaxiI7tAciGesmRhZVttIEM9hU22Hxe5NJXRNpHYNi9myTd2PuuwzB5brTBUs5iccoXhK73kWGnLGU7ezFE+xU/r57x3CCyOeM2CabSumChbLVV8SmsE/askgfafV1u+et+xEwTKo+xHHKh4TTm81Lu24L756B5994CBLVS8hPztnuwmlZejUNTdRPG1/jZo+3EZCOYUIZiueugg2sQqpM57hIFbbjLRgBVGn0ny+CrZBzQ+JS4p4tiTbyl3EWtzbBjXpWizX/J4VUcekLUlBpdmt1NMtwRVPbGT0em2v2jVD0Tb49Lf2d32vNTH2zLkSTyh3VlaXpyQZeh/Fc+uUy2ojoPbUt4n+rz+/XXSHNpZZs8TcY6e6AbBt2mXfcvuCabnq96xSUViQM57KZnXDmbNcuWuaH798e69fGy2e/V9ET+uz35kkM/dCYUZUMr3W+AcW9n0Wnvwf2lKOB4Jhwks/CNfcsY4THh5zkwVe7L+NbxRvhM/+NvzZbSLcaIwfaaj5xH42/FactzCRWG3TVCPD7qN4KtfbACRQ3cdbr79pdSqGmvXLdH2EaMTEWv/HuWtTkSNrXtt9rSFdPamKZ8+50lDOlfa/PmybLogRjRasNVpmPGW4kNZP8VTEM2NTXuGy7VM8fLjSdZ9S9tvZUrMaJdAHS7UNdCfTylx2TVbrAYtVj8Wql4wE1fwQP2wf43BMgwdjOX5w6P6uvxV64jEW1mG1VaM6vZJpbbfc9rjEgxOZEOUBOjwVdswUU8OFutxOPQSl2KtSw8Eewsk4P+lyaKWRVB+dl0k8XSDmjBnxXDxypMJq3cck6rkBe0oRT8O0MQl7znjqkfzQjJoI6gYFI2a55hO0JPf5YYRFOHBc+FCH1A20tAWp3JGKcuhli3Ur8w2qhT5en4LkUeCq3dNcsn1qXZbepCerw267b6nO1im3WUhv9d5hq/khrpYdLlSSiudnvnOAhUmHK3cO3k+pMFWwkh7PQYOFFCbcbotmtc+MJwilteaLPtr1WA2fdNYmAmmvULu2aRsEgngWkjoVO1yjrvdPNW6FunC3Jts2Fc/uVNswy2obNgj1/uFCRdtA09IVzzCK8YKobRe87Jj4YUzDmQW0dqutvDn3S7WdK9v4YZwkOKZhqYNkJWl2i+nv35oXZKbLKpQck+ddupVPf3tf147/coviuWOmyDFPHjtT8RTXC3MAqy3Ani1PF8rf4iPw8Z8FYMUUvZadiicI1fJgB/HMmi1O+11oEs/5SZdPvOkmdq0juGzdmNkNv3x/lyU6C8VZkVD8avMfYesVcNMv5Xl2I4FjGtzx9Kt48dE38O7pXyHeew+8+yb47idP9qmNcRKRhAsNIQRcsGWCw6sNHj1aSb0eOJaJF5t9rf+9wksUSo5JEMUiJE4iGX2xuklgZvCOJLuDKJ675EZtq+qZRjwtWx2zd7hQrBkDua2E4tl+z0ib8exLPENFPHsLH5fuEKNH93Wonkq8mSnZyVqyr9VWKpCxmU0EJ+SabKnqE8fNDdTW+5mCY+p8P5IhbIe+1/W3VIVNoTAc8VytBxyWa89exNMpyE34DsWzGtsDVako7OhQPFfqPo7ZHTalGdmCUiyVVmcIQWl+QoRCff3RRQDOzWqskEm5U4bPXNnm0SMVVusBhhahbRTiaVoWphZRT6lYUEgGaEceLmRSMIUd/EgLqRGptuHow4wQiqdONwmMFWEadXIvoBlG5htUizwCzJ7D86PArz7zfD7xppvW9buzJfGcdA61H1ipSeLpDqR41v2of49nI+Bff3CIH7t4S99ZszQo4lkPwoE7PBWU1bcVNa//33FlN+Zi1V8X8VQkc89iLblx7kyx2lqGRlVrhgu5YQXPHI54llIUyNVk7qejx9OQM54ZVttA7kT3qlPRNI2yY6bOeDZSkg5Vsu6qh0gqbbXsyEVRA7vn/E1n8XQaFqvtiqd6vh87mq5AVrwws8OzFS+7dicVL+Tvv9OueqpxgqmCJZKFs/pRFeRGVb85d9WZuX+5Dle8HH7lAfipv4LLX86j008C0udiZop2sngAYYX74aG1JIikF0qOyYRjtiUanhQM0aFpTLS4J27+pVzGOPLALz7jXP7gJ67gfxy+jleYv0998gz4yM/AJ9+cbECN8aOFIBgu1RaaAUNfe3Sx6zoP4hpcx0r6B7ugiOeAiidAtdFcZ1VT+rAd26QRm4ReFtlVxLP/49w921KpIpFWqWZKS3HcgwhqcTCQpRgE8VxtBIkCqfomlbPIMXU8LIw+VlvV86n3WX9etkOE031nTzvxPCb7HGeLdqLU+vpg4UK9xJaya7JS8xPCqdaArfczBdcyOMYkdXsmVfGMggZebOAOkcKv7uWPyOTgXsF3blHeuzoUz2pkDWy1BfGaHqt4yXv2yJrHXLn7deklKMV+lTr2QHZthXm5ofsv3z/Ertli9jmreWyZbPvwkQqHVhroRD3XC6cU8TRMsXioe726lFS4UA6Kp3yeDrT4x1WqbT6Kp5kx+CzfrLmEC1kiES4FWhgQDWAlOV7oso5jPVDKRifx3L9UZ8tUIZmPi81C9owIzTqVrKSvom0SxYKg/tglW9d1rtPFpuI5rH25nKF49lNOC5ZBPQhlqtzwr+X2FuK5Z7GGa+nMpSzqLUOnhpsQz0JUoWEMq3iKx9JKsFXSYWq4UBgPYLXtfUmbSCH00CwVL7TsgrdZgTu7PBXx7FOnom4SRzKIZ90PqXph22t1/pYJbEPn3seXUn+n5oVd4QJpuHr3DJtKdrJrqbBY9ShLG7ZrGc0EvizyIBd6/TbfVCfnAaVe6obo27393RxCLFLSFI7Jgtlm1/ruvmWCKE7qXvrhdbecxW1XnEBr7fGiNEes6cQTW8V86AbCi67awV++/gZ+4G/mSYd+jccvfhN88y/gj2+BPff0/wNjnFYIAzn/3aN6oxMXSOIZygCaTjimqP0Is3ofE/FhkHAh8TPVFhfd4bUGlqF1WTMHOWavuTUFpXg+fqy5cZgontZwiqceD9ZXCs1qKuWUaQQRfhgnCpumaaJHMuqteIa+IGW21fv5nS3Z7Jgp8K097fepZMaz1Lw3+ror1mNZIydBf8Wz7Jis1EUVGCD63Gkqnm2vp3yeF4tnwLGHu/5WHDTwsAbawFWYl8RTJQf3IpDFkrLatiuelcgcWvGE5mt6ZK3B3EQ38dQME5Mg/fn169RjeygnY/OxVrhsR49QTdUN6tc4d6HM9/av8O29S5iE2Fb2euGUIp7q4tXoQTwTxXPkVlsT1xAv2oEW25cXxpiE6DkQT9sy0YgStUUhaIg3WdzHY78uGD2IZ+QP1I11MpFYbVuI54MHVzla8bho6wRnzpVpBBG12BooXChL8VQXh00lm+vOnF3XuU4qq62/DqutY7XNG8dxzJG1BptKvXchC7ZBzQtFvPgQwUIKRdtkU8lmz2KVJxar7Jgpptp8HFMRzzXw61j4BNawxFN8histu9FJ0mGHMuZahtg1Tk21rRMMSDzLbnfYBKTvSCe9n/VABAy1KZ7iGtXA6hnG1Y94/vCQuIm1Bm25lsHlO6e4+5Fjqb9T8frP+oJYaJy9uczDR9oJ5XLVT27SRdtgUXW/1hY7/4SAvObqRu9jqmqTzmoUaC4O0naJJ12LqheKGV7gG5JwX7FrMOL5i884l2dfPPwM9kmDbqCd/1y0p/x6Pv3QOePq3TN88s03sTA9wVPvvZnPXPNesXh+/7Pgi783Dh76EYIKxhlmxnPzhMMvPv1cfuWZ5/Gfnn9R1/ddy6CBna14JjOe/Y+pRhKqLdf8g8t15ifctvuaUgOzFc9w4GNOFS2mClZbpUpaoJE9gOJpxAHRgGvdbdPy+ivttmqDtfWaGxk2RtybeEZ+HQ9roLnSK3ZOJ9drhWNVD8sQ7iJFdnytT12NvKfHPSo/OgMHj/UinvK4dWMCGt3Ju5HfwMcaOPARmve3Hx5aw7V6ZyyUyyLcr3UNGgd1KuH6iOce+ZoeXm2wOUUISDaF08JKgxo17KFCQ1tryi7f0eM+nCRQ17h69ywr9YBP3LuXsq1h9OBMpyTx9L1eO0D5KZ6uvCa0Jmb5QST8yjksEGzLxCDqStJVxDNr/vB4oOnZXnA99glPgOJ5PFCWuqMtC/nP3HcATYNnXbwlSbVcCa2eMwUNL8DGF7UrKVAL+2ddvLBudTax2vphZjdVFi7YOsH9+1eSTYmVekDVCxNVKQuuKWY8O5NSh4GaK9izWMsMgLIMnQqusGFWhBIY2v2tka0oyUVBpSNcyDK0roukK5XcrDoVdWMz+7xWaRZmyCKe0mrb8LMVzz7EM7HarqYTz/tlHL1KoVW47sxZ7tu73BWiBYPN+iqctbnUVSq+VGvOlBZtg6OKeFaPpP8RFS7U5xpomzpzZadt405hpSZi/dNu9K3VQwDffGKJ7dMF5idy2Hg7VfCTf3HCgoHywI6ZIh97443cesECb7yzwH/e+SdEF7wAPv8O+NALYOmJk32KY5wAqHChYay2mqbxy888j194+rmpwXWOqdOILaJ+6uMASqAiK60OqQMr9WQeve2YWMR9jjlord6u2WKb1TZV8bQsgljvWW+iRwHhgMRT9T4q4qkecyshi3UbI0oPrVOI/AbegO0GV+2aYf9yvS2V/NiaGB3RNC0hZ54inlligPx6ryTdzhTZXoqnbehoGjIAsXtkRQs9/AEtzAoqT2DvUi3ZlM4817K4p/r1lmPLGc9hrLaqUWBPonimW20TYSzsfm21oC5mPNeheAJ9FM+m1fa6M4RA8+ChNWZcs2f41ylFPNWume9nfzC00CdE7xtZPzR0E1uLsAytnXiGERbBwHHhw8CxLXSiLtuonxS+5kA8DUvUw6RAj/yBd9dOFsqOSBFtfc4+c98Brt41w8KkmxDPRd9IBtbTEKjvZSieaubuOeu02YK4EIpKlmBoxfP6MzdR9yO+Lecn1IV963Qf4mkbLNcCKh32zWGwY6bIo0crPHa0mtiGOmEZOmvIi45Mt4zsydSfzUKT2LWHC024VpfK6lqGCIWwiylW2+aMZz87Sdm1Umc8awnxbP5+Ur9SV1bbg00rS6vi2cOuM12wMHQtU/G8f98KRdvgjI5qoevOFCFPnbvJIGaUevW5tuKszSWOVjyWWza3llpmSl3LYAlFPNMV1ibx7H/MbdNuW6euwnLNT2ZmO6GSbpXa/c0nlga22Y5x8lByTP7klVfzc085m/fds8RPL72BynP/N+z/FrznJrjv4yf7FMfIGaEkTcNYbfvBsXSheGaRFEUCByC7KhTlBwdXk68dWmkkJKJ5TEOQ3T6BRr0CU1qxq6NSRW1stgYqGrqGj5lKFhTM2B9olhWEu8Y29EQde1haQs+aazqRIsPGjPsQT2lDHcSaedVuEbrYep86VvUSC7VSTRt6nxwBv4an2dg97msTHYTtmMxiUfe2qZb1jqZpFC2DKoXUEZI4aOAz3Ht2uth8TnrNdwJMTxTxY4N6reXYQZ0Gw4ULbZav6d7FGmEUc6zSyCCe8rFH3WsbPahRi52hrLYlx6RkG+gaXNKrv14JN36VnbOFhLBOu1rP3INTiniqi1fYq1A3DgjIwQ6qGWhxwPyE2zbj6cs6lX5VAuuB47hYhIknXkHZPbRciKeJSdiW3KtgRD6RfpJDOvpA0zTZ5Smesz2LVR7Yv8KPXSKsdrMlW3y/rve02oYNeQHM2GF7yvmb+cAd13LLuXPrPle1A3dotTF0uJCy99718FGAZDGvAlyyULD0hKQej+L5xLEaa42AG8/elPozlqmzEktSKtWN2BmOeKb3eAapF3XX0mn4IVil7tc1aOBr4rH2Uzz7zXi2ksiJzhnP0BN21CiC+0Wa52pc7Dm0r+sam0o2R1bTr2n371/hgi0TXar61btn0DS65jNhSMVTLjoearHbLtX85CZdtE18TGGTrh5N/yOJ1bb/NXDLpJuueNb91CARaNqqV2o+VS9gz2KtSwEe49SErmv8xnMu4Pdfejlff2yJ531hJ4/9xD/CpnPho3fAJ94IjdX+f2iMDYlIigSmObp1gyvnLTPVR0XUBlCstk65TBetxFkSxzEHVuptVkJoWm1VsE4XlNV2wJGrXbNF9izWknVWPWVjE8DHRMsK+4lEsGU84JpM1zW2TrtJl+dD0uly5uaWTU3DRicSPdQZiIMGXjxYFdtFWyexTZ17H2vepxZb6sHsIRTPBk5PZ1gnYTsm+9yXaz661t1tuTDlshjYGYpng3BI5yQzEQAAIABJREFUxVPTtGTDoh95nCna1LBpKOIZhWihR53hwoV0XWPbtMuexSpLVY8oJjVzQ1efvxT1XJeEd9gWCSXk9DzfFsVT0zSulevWKUeHHo6EU4p4KtYe9CCeRuwTDjhsPdzBTYhC5iedNsWzOeOZg+LpuNj4HOvoDlWkqF+P0nqgGRaGFuMF3RceUZB8aiueAHMTdmJdVDNyl7coJOdsLnOwrve02iY3mIzn2DJ0nnb+/EAx5llQxPNYxRs6XGi2ZHP+wgR3yTm//UuKePZRPC0jsW6vZ8YTmnMFtqlzy7mbU3/GNnSWYnFDi5cekwcfzmprGaKvtNKleHZf6AqyJgarAH6lqTzGMQRiJgXomTAL0mqblmqbMoOTKLJqxhNg6TH46Kvhrvdw+PyX8+34rDb7VBrmyk6q4hlFMQ/sW0klWWVHzNq2boIpVBvDWW2BNrvtUtVnumXGE6Bhz0Ilw2or0/J6zWwobJ1yM2c8s4in+pys1P3EybA5ZVd3jFMXL756B//3Z69ntR7w/A/v5c4n/zk8+dfg238F77kZnvjayT7FMXJAFKpwodGtGxxLpx7b2T2eQzQbaJrGhVsmuX+/2PxYbYiRlYXJ9uuLmCu1sl1SQ2y+AeyeLRJEcbJhnFSMdNyTA81Ey1I8h0jSVTh3foJ7H1skimIePlxhYdJpI0lJN3yPZNvYF0RlEIXMNnUu3T7FvY83iWe74in+RqNfcrpfo6HZPe+lreuCmaLVZrWdLFhdzQPbpgoc9iyxXojahRYtqIvAoyExKPGcLdnUcfBr8r6b1K8Np3iCCHzcu1RL2jZSw4US4tn9XtLDOvUBFexW3HHzmfzcU/r0UifhQuJ1ffoF80y4JhNOb1fqKUU8lSc4DHpYbaOcFE9JPLdMuhxcaX4ok1TbHAiZ67oYWszSWvtCTSmeeo9B6/VCzap6KXO0RuwTb4Cwi61ThUTVe0J631srP86eL7O/qokFc9ZFPamsyW+OrNXOU7CH/6hdf9Ys98ibyP7lGrrW7r1PQ6uyOr1u4imey5vPmcvc7bJNjSWpeEaLjwOgu8PbIztnLlfrARMp8xOuZRBEMaFZEAP0alESBUCcKJ5Wn1qLspuheKaUinel2gL8zavg/r+FZ/1nHrruHUD3PGonNk847Fms8St/883E/gRibmO1EXDxtnQry2zJTnZ1W7FU8wZ+bXfOFjF1LUnii6KYpaqXzHiq90vdms5UPGO5uBxkjmvrdIHVetD1HK/U/NREW2id8QxYlFH861Xrxzh5uOaMWT755pvYPl3gZz70Tf6s8Ap49d+LRd/7nw1f+G/j4KHTDCpcyOzT+TgMlOKZqY4NSQIv2jbJ9w+sEEZx0hecOeOZqT6qcKHBFU8gCRhSveObOjbUfMyEYHZBrl2GGX963mVb2LtU497HF3no8FqbzRZojhZlkXpU4utgiifAVbumuW9fM49iseIxU2rfCK4jn++s19Rbo0qht+LpqnReOGOu1KxTqTU3UluxbdrlUF2+Xn676mkGFQKz1PU7/bAg3zed86admCnZ1GKboKGIp3jf1Ye02gLsmBbqudq8TrPaamb2hoIR1qnFzlAzngCvvGE3L7pqR+8falE8AW6/cjtfe8szMLVo48x4MpDiGQwtkQ8EXYcoYKGjzNwPBfEc+Uwp4LriRVtabd8FCmWam2aPnnha0s68Wune2TMJRp8WnAO2TbmJArjnWBXb0NsI2TnzZRY9+Xpl7LAlwQU5Es/Ld04nFsphrbYAF26dpOqF7F2qsV8m8fVLYWtVVtOi6gfB2ZvFzeo5l2QnhdqGzrGwnXgaheHtkSXHHMhqq54/32jOFADJBd2nf48nCFvnWiPomqtWVttWK5RjGtiGLhVPSTyXHofrXg83/jyNMJY/11/x/P7BVT5+716+9GBTVVQx9Jf0JJ7t51nzQup+1LVzngXL0Nm1qciDcsZpz2KNKIbpgvh9RbSr1nRmuFCoVI0BrDpdlSoSq/UgtcMTWqy29ab7Y7Z06l+HxujGztkiH33jjTz1vM38p099l7d+YwL/9V+Ei2+Hf3knfPB5sPjYyT7NMUYEpXgO4oYYFGLG08pW5Ybscr9w6yR1P+KRI5VEVEi12sYmWh+VtV+yt8KuTaqLWdynjqyJpNfOOfcAK1vxVLbJIcafnnnRFhxT52+/tY+HD69x9nwHuRqAeBIOPuMJImDICyLu37dCpRGwWPWTYDg141mXG8PZxLNCFbe34ik3pKcKFnNlpy3VNm1Tc+tUgYMN+fWOOU8rqBDZwxPPLVIp75w37cRs0aaGQ6TyKOTjrmMnoYqDYsdMgcOrjaRSJXXG08weUzRCES40rOI5EFrqVEA4DFzLEBs1G8Vq21Q8e8x4RgEheVltA7ZMuaw2gmQx7Ici1TaP2HtD7hKuVtvJUSxfRMMePSkqFcXfPLTcPXBtxP6GsNpulUXJq3WfPYs1ts8U2mwWu2eL1OkzUxDkTzxLjsmlcjB7PcRTEcCHDq+xf7nWN1gI2hW7mXUu3ndtKvJPv/xkXnJ19m5XyTE56MnzWRLE0ywNr3iWuhRPvys2HZqE0NfUzqkins2QH+g/4/m8y7Zi6Br/63MPtn09Le4ehL1nreE3rbYAV75CHDMlMCINcxPNhUNrRc49jy1SsAwu2JpuUd5Uctpqg4B1EbOnnjfP5793iHf+v/u59ff/FYBzFsR7S1ltK8ZUZriQCnsbZNxAqfz7O+y2wg7VO1xoueYn8+7rVevHOPkoOyZ/8qpreMOTz+LPv/oYd/zlD1h+7nvg9j+BA/cJ6+13PnqyT3OMESCShMyyRxguZBrUsbNJ4BB1KiDmEEHM06vRha5wIVNUuGQSsniwZG+FrVMFLEPjMdnleVRWoXWO7oSamd2rKR9nPASpLzsmT79wno/fu5eVetClePZSxhIEnki1HVTxlAFD9z6+xPcOiA1O1dWqHEi1fusxv0oldntu4iqVcaZos6kl5yNrjGPbtEsllsdtmfOMohg3roE9XP0bNDcs+imekwWLOjax175BXo/tvsFEnVDd6mqjOm0MRY3leSl1QGYkiGe/tdG6YEvi6XXwiai3WHdqEU/5oY56FuqGOSmeFkR+4v1XFyg/CLEIB7ZYDAVDqo9r7TYApcaZOVhtJyXxPLzcMXAdx9gEMMKQgLygipL3L9dl12T78zRbFjYHIHumIOidajsqHE8659lyPu+hwxX2L9fZ1idYCNqJk1K11oPzFiZ6zreWXZP9kngaq3sBsIs90s8y0Bn2kx0uJB6Xp+YyvHbi6Wk2lqH1nck9Z77My67dyYe/+lgSOw+tqbbtF8uyK2dC3SkwHJi/CLZcJo4pgyP6Wm1bbhSt1Un3PLbI5TunMi1NsyU7sWgpJOXcQxCzX3rmuWyecPjTLz3CjefM8flffQpPO18QafV+WTWk1TalgFo5UMyBUm2bn83k98OItUaQabUtWAamrrFSa854rnc+eYxTA4au8R+feyH//SWXcdcjR7n9j77Mw9ueB2+8EzZfAB97LXz89VDv7tgbY+MgzkHxdC1Rp5IduqOs/4Md85z5Mrap8509S0l+R5fiKVXWfsfUBnychq6xpcWZdbTiJVVwrQg0Ey3Taiuv/cZw18JfesZ5hJG4jp+1uV3VS+pKeqyxCT0RLjSgQrYw6bJ9usC9jy/ygAxxulCSfV3XMHWNOn3WY94aa7HTMwtDWVSnixazJZvFikccxyxXvdR7y7bpAlVl8fWaAWfLNZ8SNTR3eIeWsmj3s8sauiZmSBXRblM8h7TaytGnb+1ZEqp5ygau7Yg1Rq3W8fzGMVbUwNe7Nz1GAqsIaN0BTvFGIp6S3AUpwTfJj8QBUR7hQqYNoc/msnhjHZHhNcm55KEEygvKWpfiKWc87fQqi+PBREn8zaPLHUmDyYX11Fc8t001i5KfOFbt6gKbLdotF7ruHaA4jps3mBzIfSsu3ynImAo3GAazJZvposUPD62xf6m7eywNapZ0oqW8OQ+UbZO1QCe2iuiRx2pcoOgMTxZKjkGlIUhfFMWseUFq7Ya6ITW6FE/x+g6awgfwk9fuJIjipKoGmsm6nTaYZAZV0+DGn4db3yr+DTRUEm4fxVMlERu6liielUbA/ftXuGb3bObvbSrbLNd8/JYEarXLO4yNetK1eNfLr+LfPe0c3vuqazhrc3OnV9c1XEtnVZ8Uz2VKAqAvr4GDlMTPq427FuKp6muyrLaapjFZsFip+yxWPXSNzCCiMTYWXnrNTv7vz97AUs3nhe/6Ml8+WoY7PgNP/Y/wnY8I9fPxu072aY6xTiRW21HWqcgZTz3sV20y2DXCNnUu2TbJNx5f4sBynUnX7Ko3E6m2vRJmB6+UUhB5IZJ4rqXXYISahd6HeA67JjtvYYLf/4nL2TFTSBxXCspl11PxDH18zJ5p7Z24Ytc033x8iQf2rzDhmm1igGXoLUJAttW2EvXumrRNEUY4U7TZvUmEN33vwCrLLb3Urdg6VWhWvrXc146sNShRx1zHaJBSytNcWZ0IDRctkI83mfEcLtUWmornfXtXUlVzaI7tVaqdif9SQFtHkNJA0DShHHdW1kTBRrLaihcz7hEulNuMp2FD2AzdWJKltA0VwpPDjKcinp1vFkU887Dauo4k1p2Kp7KvDLm7djKwVaoqPzy0xmLVT1c8e1g7GkGEi3xdc1Y8b71ggfkJh9fefObQv6tpGmdvLnPXw0ep+WHfRFtoWnqnc56RU1YTVaGySmHgpNVWtM54rnkBcZx+UVePq2ZI0lSTKXotVttBrSS7ZWfm48fak14NXevaySw7ZtIvydPfChc8N/meKgXvR/CfdfEC//dnr+eSbZMsSsXzW08sEUYxV58xk/l7myS5bLXnJornkPO715wxy79/9vmp51q0TZaQN+GUgKFAWm2NAZIrHdNgrmy3WW1X6t0F352YdE0RLlQVwUmd9TJjbFxce8Ysn3rzTWyZcnnV++/mw1/bC0/9DbjjH4AYPvAc+Nf/2rPiYYxTFMpqO2RVQy8o9dHIIkdyrTKo+ghwxc4ZvrN3ma89eoyz57stlo5p0Iht9D7Ecxhld6GFeB5Zy1I8exDPZJZ1+DXZcy/dyp2/fmtXmJGuiGcvxTPyCTAG3sgFuGb3DHuXanzugUNcuGWyjRxZhkY16k08Y6/Cah/FE8Q9ZLZkc+sFC2ga/MN9B1ipp7tptk27VFOstodXKhS1BnZxeOKpSOAgHemxWcBQmyfycTewKQ3Ywa2wMOEka5vNGeGSinhWOxVPedxAz3Gd65Q3utVWznimdNEo6HFAlEeqrWFD4CULuiW52FutyA9KLlZb8eatdiqecpfEcnKoU5FEa2m1442idtc2gNV2YcJB1+BuWTXSmmgLQu3zk96obmtHzQtxkBd7M1/Fc6pgcfdbnsGTMvow++HszSUePlJB0+BpF8z3/XnVQ5m3VVHt2oW22FFdjYtD7+SBIHarkngqZayX1bZiyeexclj8t2UncdAb5VTBYqZo8ejR5ntDBRR07iZOuOn1KwBeoGY8ex/XMnRuPHuOGWkPAmGzBRHMkIXZkngPtwYMqX9vGmHqa8EyOIacM00jnqHq6hvs9d06VWDvUlOtWJabeL1UzETxrPgD3dTH2FjYOVvkY2+8kaect5nf/OR9/Nan7iPYfi383J1w6UvhX38HPvhcWHz0ZJ/qGEMgjlTw2Ah7PC0x42lkzT4mVtvBrxNX7pqmEUR878Aqz79sW8oxheKZOW+5jmNumRSd8HEccyRL8dQtjHi0imcvGDKwMvSyq+a0yMdjOMfU7VduZ8I1ObBS58KOzALb1Kn2G33y1vrOeAL83ksv541PPZvNEw7X7J7hvV96mDCKObMzvRexoaqrireWLuHlJTEr6ZaHHw3aOlXgL153Pbddsb3vz8ZWAUsRz5ZMkWE3VU1D5+23XcJrbz6T33jOBak/UyiI17VW6yD2CfHML8sEu5Rhtd0oqbbyRKOeVtswH6utYQnFUy6OlDKxWq03vz/yY4oPY7Xe/Wapxxb2gAu99RxzcS1d8dQ3APE0DZ35CZe7H5XEs8Nqq2kalitnG4Juu07NbyWep3ZfoAoYesaFC8m/e0Epg3nXUahUN99WimfxuBXPVamMpSqe0kK8Yklr6uoB8V95c67HgxNPEKrn4x3EMy2SfUKm4KZBKZ79ejwVZop2ol5+/bFFzlso91QBlZ32WMucZ2JFHcDqMygKtsFinE08VbiQMeA1cMdMgb2Lzed2pSaev96Kp5XMeK43jXmMUxsTrsWfvuoafvaWM/nQvz3GHR/8GstxEV70x/Di98GhB+DdN8O3/vpkn+oYAyIOxeabNcoeT1PMeOpxkK6CR0rxHPyYKmtB1+AFl21NOaaw9/Ylu8NYbadc6n7EvuU6jSBK3SyMNAs9yljv5iAG6I4gKH69B/EMheI5TP3GdNFOOh/VfKeCsNrK1ypN8YxjYbXF7at4Pvm8zck66NkXb6HihVx35iy3X5lOBMuTMmOjhRitrohN31J5ffkbN50z12XVToNuF7HidsVTX2dTxcuv38Vbn38RN50zl/r9UkGsgeudXEKufyMjT+KZoXhq2e+fU4x4SqttD8XTICDKxWrrQOhRtEWFggoBqdRyVDwl6YkDj5rX7DfT/Bo1nKEW0gNDEs/l1XbiGai50lOciCksTLksVX1cS+fMue5YbLcov5ayw1b3Q1xNWW1z/ECOAKqSpW+Rr0RCPE+Q4umZgrCsxoV1K55VLySK4p6Kp5qjrMQFoVKvHRTfkBfWRmz2rVJpxe5NRR492vwMZCXjdfaMtiKx2g74OZ0uWixVfaIo5t7HF7m6x3wnkFizjnQonjNFu6ss+3hQtA0OR9nEU/UqW/ZgC72ds6J3LJZBRU3FM/v9MVkQlmZltR3j9ISha7zleRfxuy++lK8+LEKHHj1SgUtfItTPLZfAJ14PH3sd1Jf7/8ExTiriZN5ydOsj29DxNHmtSdk4VnOlgybMgtgMW5h0uOmcOeYnu+/5lqFJ4plutQ3XEaKkAoy+u1e8jzttryA6Os24d6rtKMefDEeQNq+enTmhRQHBED2eCq+9+Ux+5Znn8ZxL24m9Zeh4kSbWWmmKZ1BHiyOqAyierbj9yu286Mrt/M+XXZGpIk5OSkdRCzFak8SzsA7FcxjoTgk7FgFI6n1s5FCRCFAqir/bRTzl8x0aOa7r7XK34rkRrbZRVq8RYsYzyithNvTRNE0uEMXFYK0mL3y5zHjKkl0CjrYUxWtBnVpevTsq0KhSIYqaCZZeQxx/I1htoVll8fbbLklVUpyCVAdTdtjaFM+cw4WOFzectYl7f/OZXL0725LZCvcEEU8141k3m4rnILuAXX9HktWVut+ieKb0eMq/XQ8iUW2ydkh8Q8541mN7qDCE3ZtK7Fuq4UnymNUFVu5htW0EIYau9e1WVZgp2qzJUKHVesA1fV7TpuLZvDYsVr2Rq9muZXAolJ+XSneXpwpYs4ZQPBtBxGF53oPNeFosK8VzTDxPe7zs2l18+LXXs1jxuO1dX+YrDx2Bmd3wM5+Gp70F7vu4UD8f+7eTfapj9EIUEMWa6EEfETRNa86kpdSbqLq9YQKNNE3jQ6+5jv/+ksszvx/pNkYcJvOc7cdUjrDhFE+A7+4TSa9zKTOekW5hxL0Vz1G60AxHbMj7te4QOQUt8vFiY+j1p2sZ/MLTz+26zluGJhLgrULqRoIiLRWcZFRoEGwqO/zBy65IktTTMD3drXjW1sRGQGLDzQmmU6RAg7W6fwKIp1A8G42Oz4sUlKI8R8qccpuVGdiYVtu4R8hAbnUq0moLTWWi5oWEJyDV1tYCjrTY6bSgRj22c1I8xePQo6CtI7DRkB+MDUI83/bjF/Obz7uQl2Z0TRZL2cSz7ocnLFxoFJgaYuZNWVKH6XlcDxRhrBlK8SxSXEdX6RW7xI3hcw8calE803o8JfH0QygvtCie4kJbi4ZUPGeLRDHskZbQpWp6Ml7ZMfHCiEbQvRjxgmioHVpFGD/7gDj3a3oEC4EgqprWPuN5dG30xKxoGywF8m92WmYguQaaA9rpVNjXHll4nSiePezBUwVBPPMg1mOcmrj+rE186s03Mz/h8Kr33c1f3PWY2Hx+yq/Ba/5RkJkPPhc+/85x8NApijgKCXNYRibWwDTFU5HAIQWIC7ZM9kyGD3uQ3SAYbtwAmgmoTeKZpXhmzXiOfvzJlCNIYSObeOqxUjxH46qxDB0/iIRTKU3xlPecKsMpnoNgfqpMPbYIWmqb6hXppFhHj+cwsNwyhhazuFpJCKDpjL6pAsCReTBel9VW/P98rbYpM54bMtW2l+JJSJzLjKctIqbjmGk5i7VY9TA1ueDMscfTJmirH9CDOnWcoRScgSGJlqUFSeIagO+Ji20St32K4/qzNvG6W87K7CYqleRuVirxjFpmPE9tq+2wUAQtb7uiIp4VTdzIqnpxYOWvFdfsnmH3piIfvWdPkh6bVqeSpNp6IUwsdCmejSGtQWfMiRvAY8fEjTBL8VTq62qK6tkYlnhKYvvZBw4yV7bZNdv7JmToGtMFi6MVj7sePspV7/hnHjy0xsyINxWKtsGaj/gspNSpqN1+0xrsGqjCvp6Qz+1KzcfUtZ4zwJMFCy+I8MM4902TMU4d7NpU5GNvupGbz53jLZ+4j7f93XcJwgh2Xgtv+BJc9pPwxf8GH/gxOPbwyT7dMToRBQQ5rMciXd6/ehDPUbuzQnXMlGTb5Bo4hOKpqqXu36estt3nG+sWBumbKkrZHSXxtKTVNuhBPLVI1qmMiATapi4qwUw7PU1XKZ5x/xnPYbEw6VDBpb7WJJ5eVapzTr7E0ymItdHyykpCAG23eyxsJJDres/r+LzI9W9knegZz2gjWW0V8cze3TTivGY85Yc7CpguCMVzsephkj/xtGgngXpYFymdZg6VAi323sePNXefmsTz9FAbyhPCAhqmLKRrXoijeUS6lY+F+iRix3SRHTMFLtuR7/yCmudc1cTFu2Gs7yKuaRovuWoH//bw0aR8uledirDaLsCaDBeSC5NqZA1FfFWlysOHheV8pZ4VLiQeZ5rdtuFHQ92clf35vr0rXL17ZqBC59mSzbGKx0fv2cOxipdL+I5rGYLQW8XUHWk13zRogMj2FMVzMiUxuBVPPX9z8u+8beJjnFqYdC3e9zPX8tqbz+QDX36U13zo68Ke7U7C7e+Gl7wfDv8A3nMLfPMvRRjJGKcEtCggZPT30NjMVjybJHC0G1SxWgOmKp6yTmWIYzqmwUzRYt9yHU1L716OdQszw2ob+qMff7IL/RVPIw7wMUYmfFiGjh/GMkclZYZWrtHyUDwXplwqsUuj2pwX906Q4ukWxd9fWVlOFE/LzUfxVFwiyCCeubY3pM14xhtpxlORu6xkMaTimUvQj9rtEuEdSzVPdPshy9uHGCofGPLNUtDDNuJphDVqcb7hQiUj5OuPLiZf9uUbdpSx6CcTU6UiUazR6Ow1Qsx4uvjEeQ5cnyRMFS3u/PVbuWzH+hLbBkUym4m4kXnm+i/iz7p4CwBf+P5hTF3DTUmJVTekmiettrVFsUCQC5NaZGINEbizqWSzMOnwnT1LrNZFf2hauJAivFUvxWobRkno0SBoJVTX9AkWUtg5W+Texxf5Z2nPhfQFzPGgaBvU/FBaZlKIZ7LQG+y4RdtkU8lOiGdWz1orLt42xUUyDbGzS3WM0x+GrvHW51/E77zoUr7ywyO86I++wmMq/OuSF8MbvwxbLoNP/hx89DVQWzq5JzwGIKy2UQ7EM1L35tRwIWVBHS3x7GXvDddhtYVmO8JPXrsz9V4RGzYm6Q6/IAcXmmU7eLEBXnqfJogxrEgzB9oYHeiYasYzU/EUalllgB7PYbFl0qWCi18Vx3jo8BqBClZyhu/xHAZF6bpbW12FoIaPScnNac0p35dKQEogiWec94yntyZUToWNZbWVC46eimdedSpN4jldtFiUiqelbBA5Kp5zBTjQQjy1oIan50s8z59z+OrDzQTLQO6uGfbpQcZmJ1xq2DRq3TNrdT/EwTvtbLYnEoauUbAMlmMZVnAcxHP3piKaBnuXaky46Tc8XddwTJ16EIpwIRBdnnIuuxoNV3itaRpX7Jzmm08sJTOIafbkZLY0ZcazEYRDzng2Fy1XDRgW9aannsPBlQZLVZ+bZZT6qBXBom1S9QKpeHbvhEdJZcLg18Ads8Vkfna55qfapzvxwTuu5UVXbueGs9bXeTvGxsdPXbeLP3/t9RxZa3Dbu77cvEdN74RXfxpufSs88Lfwnpvh0S+f3JMdAy0KiPJYRqp7s99jxnPUiqfKe0g5ZjLjOWTFnXJyvOV5F6Uf07CxshRPqbyOMnfDNnXqOBBk1KlEETrhSF2FQvGMhOLZI1woD8Vzy6RLFZdQht989v6DTCBJd85WW0U8K5UV8OvUYyu/TVW5UaNU8gTS4ptriKad0iCxsVJt5YUkCpIo/k6YBMS5BP2o+G4R5+8FEfuX6k3FMxfiKY65yaXdahvU8xsGVsRzs8MDB1aS9F61u2ZukBnPfpgt2tRw8DKIp6v5Y+J5nCi7JscU8bTWv3voWgbbpsSFMc1m2/pzdaV4gggYarPaDrdDe8XOGR49WuURqaykqXIJ8UxRPNdrtbVNnUu2D/Z8XXfmLM+9dAtlx+R3X3IZ5y2UuXznaNXsgmVQ9yNiu9hT8bSHsOHvmCm0zXimqcmdmJ90+YOXXTEOF/oRx5PO3sQn33QTm0o2P/3eu/irux8X39ANePK/h9f8k7h3fuj58Ll3NGsnxjjxiELCPIQAM1vxDOXrPcruUIDQlDbI1M234cYNFP7oFVfxnd9+VjbhMOymuNF5Pqo/eYTjT7ahU8VJvc4DSUdqPMLeelsRT9NNNopXYAGaAAAgAElEQVTbkKTaukM5iAbBdNGiSgEaYh342QcOsmsiEmpczuu/grTaVitrhH6VOta6KucGglzXdxFPqXhquRJPSeBb5zw3VKqtfHIKNIQ0n4JR78Yk6FA8AR45WmmZ8cyB7MqL62xBawsXMsN6fvHH8nGeu8khjuHuR44B4Ms3rHW6KJ4lmzo2QSPdauvgoeU5cP0jgLJj8oBxPu+feAM/nLjmuP6WCvtJq1JRUAQpIZ6rB5t1KpE+9EzKlTJR94s/OAykE89CD8VTWG0HP6ZrGbiWzuU7poa6wf7+S6/g73/hFrZPF/inX34K154xmE13UKiqmsjMmvGUxNMefAF07nyZx49VqTSCgYnnGGMonDFX4hNvvokbz5njNz7+Hd7+d/cTqvqvHVeL4KErXg5f+j1437Pg6EMn94R/VBEHuVhtk5m0lHnLOLG9jnaDKllzpQWshUrxHO46VrTNnpup6BYW6UJLXopnLbbRggyrrXyc8agVzyCWVtseM56xmzpmczzQNI3QKqL7FZZrPvc8tsj50wi1c0RW4sxj22JNU6+uEjZqNLDzI566TohBdFKJZ8vnJgo3kNXWmSTSDKa0StKv1wkzzmnGU80UhF6SPvnI4QplS14QcunxFBeUaRsOrjTfMGZUz283Rh5zx5SBqWt84wkxKxP6YifKsk8PMjZbsqnH6cRTpdqOiefxoeyYrDRiPmK+AOs4Y8LPkGE/vYina+liFlERz6XHxY3MdPFDhlY8L90+ha7Bv35fJOSm1ak0a1y6r0cNf7gZT4DnXbqNl169c6jfKdgGuzblFEoASdpsaBRSF13KamsPsdt/2Y4pohju37/CSj09MXiMMXph0rV4/89cwx03ncH7v/wIr/3Q15KuX5wy3PYueOkH4dhDInjoGx8eBw+dYGg5KZ7JvTljxjOIdcwR2zIjpXimuj5kpdSI7b2YNoYW4/vdqr0iEeYIxQDH1KnhoqXVmoiDiv+MUGixTF0ISX3ChSq4Q/V4Dn4CZWa9/az+2wcgjph3fLDz7fAUxxVkr1FbI2hUqcc2EznmF0S6RRx4RFHLNdCvEcVavm0VyrLc2uW5oay2moZnTjLNGo0s4kk40t2YBMpaEPrJrNcjRypMO3r793M45owTs9YIWGuIi5sde8luSV7HtOKAhUk3UVp9SdBs5/QgYzMlixo2ccpNpOaHFDQ/312gHwGUHINKI6TqBZR6VGUMgjPnFPHsY7X1Q5jYCguXwpf/EKpHwHTwo2joOpeSY3LxtikeOpxttW2rcelAIwhxhtyh/f2fuJyfuHY44pk31GMMjPSeNRXmMQzxvGS7SFX+lpyh7dXhOcYYWTANnd96wcW88/ZLuPNBETr0+NGW9+jFt8MbvwLbr4JPvRk+8moRPDbGCYEWB8Q5LCN7Ec849AlGmLqa/F2rl9V2+DqVQaDJ9VhXDQbNOpVRkgbb1Klho/dRPEe53rUMTQhJfRTPGjbuiDcTAAqWhkODHV/8DzxT/zolrZ77fCcgMhMAr1Yl8mrU81Q8kZ2wBFS8Fut2UKeGjTNEPsPQUDOerZvWcQha9mt5ahFPwLOnmNHWshVPgpwUz2aHk1I+DqzUmXKlipLjMadssUNxcKUOcYxDAz0v4mk2ld2FSSchnivLQvmcn5vL57gnGI5p4GsOcUqPZ80LKejjGc/jRdmxWG0EVL2Qgn18n4/dAymeMn1V1+EFfwir+4XKoYkZkvUsRH7ski3Jv9NnPMXfTA8XWt8xTzUoq61vFFJ3+1W9lT5Esvf8hMvWKZevPXoMP4zHiucYx4VXXL+bP3vtdRxabXDbu+7krpZgPKZ2wKs+BU//Lfjep+HdN8EjXzp5J/ujhCjKJexR70k8A3zMoR0u/RAnC+i0zTdx/TdHXTenajAa3YQski60UR7TNnSqsYORFS6kiOcIFc+2Gc9U4rmGr7vE6LkonsvTItipYU7wAuOrFONa7lUqQKJ4Bo0Kka+IZ371fZFh4+AnfegAsTzuqDpZU6HU4zarbbCBZjyBwJ5iqofiaRDlTDz9ttTIgpFnuJA4zoS08x5crhMHDXRizOO0LvY7JqHPlimXg6viwl5ZEbvEbinf/scTicBw0VKIZyMQimdCwsdYF8qOwVrDp9oYheIp3u+9lLGCZdBQltcdV8Mzfkv8u7ZIEMaYQ9SpKDzv0q3Jv9Oi3J0eiqcXRPlYg04wlNXW092eqbbDXgMv3T7FnQ8eAWCyMK5IGeP4cOPZc3zyzTcxU7L56ffdxV9/7fHmN3UDbvkVeO0/iwXuh14An/3t9PqGMUYGPQ5yIZ6JGymFqEShT8jwM/19kSie2QFr1oittqqj00tJ0o2TEKUR1qnIVFs9TEmXhST8Z5QBns1UWzszXMg3xHOfh+J58KLXcG79z/h6+Wncqn8Dq3b4hCqeYaMCXpVq7ORbFaaLoKrlatO2HXlVajgjTwtuQ7Jhs1GttkDgTDOdoXhGUSwSwHLu8ZyfcHjVk3YDsHVCfgDzOKamgW5RNsVjPbhaZ60iXjwzr6JZ3RASeNBgYdLloFQ86yeoVPdEIjILqRfYmid6PMeK5/Gh7Jqs1gOqfkjxOC+oO2eLuJbO5onsm2wy46lw8y+Lcvnn/h5+GGOt4+J6hrT4ZkHZUNM2whrBcOFCpypKUq1uaG664hnJHdQhF5iX7ZiiIgn7ptJ4k2eM48eZcyU+8aabuOGsTfz6x77DO/9fS+gQCMvtG74IV70S7vwf8P5nwZEfnrwTPs2h5VRvZzqSeKZsHMehj48xchVHd1JCUpJjqlTb0SqeinimKp6Bhxcb2CPc3LQNYbU1soinutaP1Gqr44ex2OjPsNp6egFD14YelxkEZ20u42Py4bWrKWoNtEP3g9X7vj8SyM2T2K9CIJTH8gC1YuuGaWNrQVIPB4J4NmIr33VK5+cmioC453rhlNuGDp1pZrTvcizF2hbGsZjxzFXx9NA0jbffdgmvetJuFvbU4AnyIZ7yuAVdPNbFis/qSoMJwHZzJIBy52nLpEvFC1mt+/jVFRp6AUff+AvpBKaLWU8hnn6IM65TOW6UHYslubt2vIqnYxp8+udvZutU9txtwZYznq245MUA+J/5J6x1KJ4Af/36G9izmD7zYhkaukb3cRm+x/NUxZwk+yuRJcIfwgBabLVRGBChoQ95bXjRVTs4suZx0dZJbr1gfqTnPMaPLqYKFh949bW849P386dfeoSHDlf4w5+8ojkf7pThx/83nPNM+LtfgD++BZ7zu3DlK3NPsvxRgxbnk7lhJFbblFTb0CdkuN7mQY8ZxRp62py7JGTmiB0uhnRd+Z1ppEAcePiYI32clqFRjR3M8ATOeJpaM1wog3g29EIuaic08yP+Ye1sPj/9TG6t/3M+YaGdkCnJbuwRe1VqbEo2efOAYTlYBDx6tMKTzhZd2LFXo4aTs9VWknhZWUPc3yF1yq2aIneGKSqpCkMYRphalE+1iSKeLdacc+YnmLBznPEEMCxsLUDTYKnms7oqXjynkF+KpUgXE1ZbgIcPVzD8NQLzBOwCnUBodhEz6r7Q1f0IFw/GqbbHhXLLvELxOIkniM9br+F71zTaFc8WBGG07hv09Wdt4sVX70j9nqZpFCwjI1xouB7PUxXzkngu+apAvX3HP44CwnVUJmybLvDbP34xP3HtztPieRrj1IFp6Lzttkt4xwsv4Qs/OMyL3/2VpDc2wUU/LoKHdlwDf/vz8DevhOqxk3PCpykE8Rz9Z9uxTBqxRZwx4xlgjHzTz7HMzI7LSKbaWiOsNgHQJPHs6l8E4lAQz1FaijVNw9NdzD5W21ESTzXjGZtZqbZr1PVCbmMrWyZdCpZBjM7Hd/5HeNmH4da35nKsNug6oe5Q0Dw0P3+rrWW7FPSQ7+5bTr6mZjzztdp2Kp6KeG6gcKGoMMOEVsP3ut+gymefj+KpUm07POjqScwj1RbAdNAjkfq4XPVYW1sBoFDMMe7ZsGS4kCBedz9yjLJWJz4REdMnELpdxI7TFU97bLU9bmxpUSeLOe7kKbi2kVprAuCHcS42HZBpuhnhQqMuvD4ZKDsmBctgMZCvYefCKwoIT71bxRhj8MobdvOhO67jwHKd2971Zb72aAexnNwGr/wUPPPt8P1/EMFDD3/h5JzsaYi8rLa2qdPAIsqYffTj0SueomrEIfLWur4XyZqRUaeD6spqm7LeFcTTwDZHq9J7mosdZSieUtkd9YxnHEOk2+LvRx33cK9CHTe3oD5d15KRmm0zRbjwBbD5vFyO1YnILODSwAzruafaaobNjBNz/76V5GuxX6UW5xwuZFhCzFIznkrx3DA9noBWmAEgTNmZDBUpzLnHs/2gKuUrpwWmYcsKF4ulmk+1Kl68QjFH9dGwIWwkxPOuR45Roobunl7E03SKFPC61Kq6H2LHjTHxPE684PJmMM+oEwbT4JopVlsgjmP8KMLK6Rxcy6Dmtd8s4zgW4UKngZKnaRrzkw5HGvK62mE1i8Mwn5L4McYYAW4+V4QOTRcsXv6nX+UjX3+i/Qd0HW76RXjdZ4Ut7M9ug3966zh4aATQc7LaWoYmiKeXQpCkA2PUi2nHEomvYSN9xjOIdawRbzTqMjgoTLMUB75UPEd7TF93MOKgubZtRQ6ptmqDINKbzRFt8Co0dBdrxAS7FWdtFuvpLZMnds0XWwUKeFhxg4bu5kwAbaZseGD/anPu3ReEd9TvoS7YpRbFU84JbySrLZJ4Uu3u4gr90Q8+J2jp8WzDAE/icR83aDBdEPNytYrYbSuVJ/M5njpm6CcfwrsfOUpZq2EXczzmSYDllHA0n2OV9l3Tuh9ixd6YeB4nHNPgT191DQDnzOcfSlWw9VTiGUYxcczId8AVXEvvUjy9UBDR08VCOj/hcLghb05et9U2D1VjjDFGhbM2l/nEm27iujNn+Q8f/Ta/8/cPtIcOAWy7At7wBbj61fCV/wXvewYc/sFJOd/TBXocEuewKW8ZSvFMIZ4yXGj0iqdBFYe40a14xmEo5kpHfL03eiieWujhx+bICZmnq+CmlEoVKbxoI+7xBAgUme0k2b5QPK0c80XOkorn1qkTu+bT7CITWhWLgNDIuTfetJmwQmp+yKNHxT1cC2o08rbagpirb0jFM7HabiDFUy/Nin+klEBHuSqeGbsxCfHMyWorg36mijZLNZ96TbxhSqUc1UfTgdCjYBtYhsZKPWDW9DALp0+VCoBVEBebpeWVtq97nodBNCaeI8AzL1rgwXc+h4u35f/ecU2DIIpFNHsLArnAzEt1dS2DeodqrmbQTwfFE0Tv5qGavFF0Kp7RWPEc49THVNHig3dcxytv2M0ff/Fh3vDnX2etEbT/kF2CF/xPeNlfwNIT8MdPhq9/AOI4/Y+O0RM64dBp14PAMnTqsU2cZrXNS/E0daq4xBnJ3kEOFS6GLdadUVroTjT6GU8QNXNAamIw0lIcGyPsDpWvU6gUz87H6lWpa26urqmzN4uN8e0zOZO/Dhh2kVlNELI47/WmYVOS9Y/fVXbboJ6/1RagOAcVUZ1GLNdnG8lqayjiWV/q+l4UKBtAvqm2HQfN75jquKHPdEHMeDZqYrfNyqtOpeWYIGbjALYXgxPTbXQC4RbF41leWW77euTJm9k4XGgkyEtp7ERBBhh1qp6KiOY1I1JImfFUfaKnQ48nwOYJh/01+fx1KJ5aFBDlECAyxhijhmXovOOFl/D22y7mX75/mJekhQ4BXPh8ETy06wb49C/BX/80VI6e+BPe4MhL8VQznmnEU4tEuNCor/fKahtn1KmIJN3RkiNTrkHSMk0SZXfEpCHQ5bon5XE2U21Ht95V64NAU67CTsWzRh0HM0fF8zmXbuEPf/IKLt1+YsUV3S4ypwviuRyMNpiqC4aNowm+8sNDgkfogbTa5k08ywtQOST+nXCmDUg89RTFMwxGbwNoHrif1TbPGU8vmfH0peKpOoDyOaaV7Dq9/baL+c3nXYgbVsE5vWY8C5J4rq6utn9DJeWNFc8NBUXyOpNt1eaJuc46lX5wre5Qo4YkoqeN4jnpcNRLn/EkpwCRMcbIC6960hl88I5r2btU44Xv+jJf7wwdApjcCj/9cXjWO+HBf4J33wgP/cuJP9kNDD2OcpnxtKXVlpRUW8Iglx5PyxDhQlqKBTWOQkJ0tBHX8RTKggiFle71riCeOSieZnZHqlr/6vroSFKTeHY3RxDH4Fep4uSW0QDCRn3bFdtH/vr1hVVgpyOe5+3zs/key7DRI5+pgsVSVTzHeiDqVHJfp5TnYU0Rzw1otbXKcwAYjRSrbTD6xK0EZka4UA6Fum1QxLNgsVzzadQV8cxb8RSP81VPOoPX3XIWeGvNWOTTBMquvLbWTjxjdcE1x6X2GwkFSTwbHSQwkIpnnqm2nQFV3mlota0iPw9dqbb5VCaMMUaeuOXczXziTTcx4Zq8/E/v4mP37On+IV2HG/8dvO5z4E7Bn78Q/vEt6X2DY3TBIMxlUz6x2qa8Dlos1EdjxBuNlqGLa2Da7OM6K6X6wZk7AwBz9Ymu72lRPsQzGsBqizn6GU8/TfH0a0BMDSe3+/dJhVXE8YR78xW3XJTvseQI3UzR4ljFgzhGD+vUsU6A4jkPlcOCdG7EVFunNEUYa5iN5a7vRYnimaPVtjPpLszR3gtJtclU0SaO4eiSfNx5qnEtVltA3GRD77Sz2hZK4vFUWoinH0aYsXyNzRPr9x/j+OBa4nLVqXh6OVtt08KFTr8ZT4dqrBYk3VbbPFSNMcbIG+fMl/nkm2/imjNm+NWPfIv/+pnvEXWGDgFsvQxe/69wzWvh3/4PvPfpcPj7J/p0Nxx0wlzq7VSqbariGfmEOSXpVmMHPYN45jFuUJ6c5kg8ibuWTjwDTPQRE+zQkKKGn221HaWr0O5SPFteU/lc13BycyydVFiFhIhZTo5NFSCdjB4zJZulqg9BA42YenwiFM8FMdtZPTqaVFtN01xN0+7WNO1bmqZ9V9O0t8mvz2qa9s+apj0o/zszivO3TZMlylheyoxnDv7zBOpJyurxzIt4yl2K6YL4oMcqPvwEKZ4AqBQ35/RKtdWlXblababUVRoBDmpXb6x4biQoxbNzxjMIT2a40OlhQZ2fdKhlKZ5jq+0YGxjTRZsPveY6Xn79Lt7zhYd4w4fvodIZOgRgF+H5fwA/9Vewsk8ED33tvePgoQzEcYweR/mEC5k6DWy0FOKpRSFxToFGNVz0oFsJFFbbHBRP02BvvJlipVuN13Mi2JHV32rLCMOFlNXWR6Xatqw95ZxpNXZOWFbECUXryFye43OQrOtnijaLVS9x9jU0m+lizvOl5Xnx37WDzZ7W47TaNoBb4zi+HLgC+DFN024AfgP4XBzH5wKfk///uKHrGmsUsfzVru9FobhZaCP0nyfQtG5CBpK9ayekxxOgoDWI0fOz9ibHbLE7NGQC1mlmtVXkPZmbBVbrAS7yNc77QjDGSOGqGc8OEhjIC11eNy4RLtRu71VW29OnTqXFapsy45nH4nKMMU4ULEPnnS+8hN9+wUV87oGDvPjdX2HvUsrCG+D854jgod03wv/7VfjLn2omNo6RwA9jzJystmrGU8uw2ka5KJ7CaqsH1e7Nhii/zbcDxgKT9X1dX9cjnyAP4qlqPdLChaTVVhul1VbeI331WLqstlDFOSFd4CccrQKSnaOYBGA4CfFcqvr83T0/BOCWi3YxV85ZZCkviP+uHWqx2mavjfqummIBJRlZ8n8xcBvwIfn1DwEvXN8Zd6OGi5Gy65Sr1RbkC9cZLuTnp3ZCs8dTEk8Xj8gsCCKc5zFbH6enFM/TjXiKC6zf0su1UvfHiucGhSKe3SRQLBLyCidwLb2L7Cq7r7L/bnTMFC0KjiOSBzsWJHqUT3LlGGOcSGiaxqtvOpMP3HEde5dq3PZ/7uSex1JCXQAmtsArPgbP/h146HMieOiHnzuxJ3yKI4giDC3KZX2kZjy1sFvx1KMgN6ttLXbQ4qh7xjcKcquUOmxuZdo70HTXSWiRT6iNXoCIB1A8jZEqnuK+7MUp42zS7luJ8k21PWloUzzzJp5W24znvQ8dAOApF+3M97jQongeGsglOtArrWmaoWnaN4FDwD/HcXwXsBDH8X4A+d/54zjtNtQ1FzNMSRbLwX/eBvnC/f/27jtOsqrM//jnVK7OE3ryEIcMI2EkK0kUMIC6iKKIiYyia1zX/bmr+zK7u7oiQVlhDYiigMsipgXDgAoIguQcJ8/0dO5K5/fHube6uqd7Qnedqupb3/frNa/uru6ee7pOhfvc5znPGaNUqEH2MUdn1j0ps+Qwvq+MBOW9ZeVS22h1tQ2f9IWR0cdS33CBjAnXeKqr7UxSXuNZl4xnEVtxFXzjgDsxmeW7hKVGjDHsPq+N4XHNNYbzRWyp6Pfim0gNHbNnNzdceCSt6QRvu/KP3HDvBE2HwDUeOuJCOOc2yM6G770Jbv0HmGCLj2aUL7iMp/G4xnOyjKevUtsBwnXuY88/XZbVT+C5MbnQNWnqfXHM7bFSnpKXwDNc47nlOXY5uVPFjGe4vjAX/i2V5dPBso5Bm/Ta1bZuKoNN34FnRXOhoXyRdRvdRTVTi8q+1spS2yptp2KtLVprDwSWAIcaY/bf3vEYY841xtxtjLl73bp12/U7IyZDYoIrXeVSW28Zz3ElqADFgueM59hS245Evrw20fcxy0aCsuZUNAPP4rjAM40Cz5mo3NW2MPE+nr664qWTcawdbWIEsKHfPYbm+C5hqaFl3W0M2PSYNZ5PrusnTpF00uPFN5EaWzavnRsvPIqDd+7iQ9f9lS/dOknTIYAF+8O5t8Gh58Ifv+kaD619uLYDbkD5UskFTB7Ox8J9PGPjz8eAmC1Q8pRlHe3s3T/2mx47e/dmF7lPNj075va4LVD0sYPDdgSesUT113jmmKCPSjCGARvVrrY1zngCc7Luflyzsac2xwVXLZlsHVdqW6WuttbaHuB24CRgjTFmIUDwce0kv3OltXaFtXZFd3f3dh0nF8uQKE6wwLsQ1p97yjKMD8jARe8+y8zKGU/3oJmdKtVgEXJybClJLgg8I5fxdE+4csMmoG9Mqa0Cz5lksjWe4T6eSU9d8cpNjXIVgedAjmTc0JGJTiZw2bw2+ksp8sOj6+sfW9NHgiLpdDQyuyKhWa0p/vs9h/G2Q5fyzduf5ILvT9J0CNx78ilfhjN/7K7qX3ks/PlbTd14qFC0xClhPGQCU/EYw6SIlSYKPIteumyHpbbAhFtK+cp4DmSDUsiesYFnzOa9HDOWnHw7lbCBZzXPsUcDzzDjWbnG093PvcWUt/fvuhqT8axBQgmYnQnOh0pB8i5Zo/PctnnutXFzkLmfTsbTGNNtjOkKPs8CrwIeAX4GnB382NnATdMadIV8LEuqNEHgGVwp8VHaAUBikuZCPq46hYLAMxmP0Z5OMDc5XINFyOO72oaBZ8TWeIaBZWGovNfjmFLbWj0hpSom62obZjyTnhr9jK4tHT3uhv4R5rSma78htUfL5rUxSJrBgcrAs5+4scp4SiSlEjE+98YD+H+v25dfPbSG0y+/k5cmazoEsOerXeOhXV4Bt3wEfnAG9G9fJVfU5IslEpS8ZDyT8RgjNknMFl3VWYWYLXjawqUi4zl+SymPpba5tkUUicGmZ8bcHi/lvexZn0wmGLTpCZsLlQo5StYQr+KchoHnsJ1gH88gwO+3qYg2F6plV1v32J0dPITLlX21yHiCazD01G3w43dBx2JYfMikP7o9Z2oLgduMMfcDd+HWeN4MfAE40RjzOHBi8HVV5OKZ0Wi9wmipra81nhMFnjVoLhQc88unL2c3swrmLPN3PJig1DYoK4lcV1v3RM+So3fYPXaU8Zy5yhnP/NjmQuXtVDxdMZ1obemG/hyzW6OVBXSBZ4aRwYrAc3UfbUmI+VznLlJHxhjec/SuXPWul/P8xkHe8I2V/OW5SZoOgbuy//Yfw8lfgqduh8uOgMd/VbPxNopCyRL3tcYzKLV1Bxp7ISBmi+Cpq+1kW0oZW/K2l3FLJsMa5mxZakuRoocdHFIJl02eKONpCznyxKvaLyHcxzNng/tvgoxnfzHipbbJFr8NQ6FcatsVPIQztT7PbV/g9vHc6yQ4/w/QOnfSH92errb3W2sPstYut9bub639THD7BmvtCdbaPYKPG6s1/kIsS8ZOlPF0d2Q168/HCDZgHcN3Y42w0c8Ld3PSbmmS/S/CvH38HQ+2DLBzEW0uFItTjKXImhw9g+7v7Rsu0BoLrqCqq+2MEjYpmDTj6bG5EIzLeA7kmNMWrcBz6awsI6QpDI9eCX90TR9tKfwuNxBpAMftNY+fXngkLak4b73yj9x034uT/7AxcNh5cO7t0NoN3/87uOVjTdV4qBBmPD02F3IHGltuG7cFrIcsayJuXCYQJmwutLXtIaajPZPguVI3dlypbcL6yXimg8yuzU+Q8SzmyZOoavYxmXD/12BpgsAzyLr2lZLlADVSwmxjLbKOwflsV9qdD2UJ7udabRt43CfhrT+At3wXWmZv9UcbcqYLiSwpO7LF+gkb7jHktbnQuMCzMOxKcH2Jp8CWXMOCW//B3TZvX3/HC49Zyo9u9Dq4wWU7I3hyWYpnyDDC5iH32OkdLtCRDANP7eM5k8RihnQiNkHgGW6n4rfUdkzGc2DE/95YNZaIxyDVWr4Q1T9S4IVNQ7QmPO5jLNJA9pjfzo0XHcVBS7u45If38ZVfPDp50yGA+fu6rreHnQ9/vgK+dRysebB2A66jfNESo0Qs7m+NJzC2CyoQ97TGMxWPMRh2tZ1gSykfe4cCtGUSPFuaBxufGXN73PppbJlKxBiy6TG9L0KlQp4CcZJV3NokvHA7WAweJxM0F+ovJb1VLNVVmG2sReAZrPHsCK5VjC4pq8kzAVYAACAASURBVNF5bvdesPdrtyuz25CBZzHeQgy7ZSlA0FzIW9nXRPt4Dm1yrdR9qfxbHvix++g98AyOGQTyPHsnLDrI7zHrxKbaaDdD9ASBZ99wnvZ4ETB+t8kRL7Kp+BaBZ7idiq81IuU1nvmxXW3nRKzUFsCmWkkGHcWf3eBOvjIJq+1UpGnMbk3x3fcexhkrlvKN257gwu//hcHcJE2HwPUKOPmL8PbrYWA9XHkc/PHyyDceyheKJE3RSyIgXOPpDjQu8MTPMRPxGP02OEkf6Rv7TVvytpdxezrB87YbM7Bm9JzXWpIUsJ5KbYdIURrZMuNJIVf1jGemHHgalzUeX2qbyJIvmoiW2oYZzxoEf0HgmSJPWzrB7FSxdsfeQQ0506UwEzWu3MEG+8PEqrjH0BgT7eM5uGGbaePpHbPihcUWXeax0/OGr2GJaTHn3ijXPAC7HuP3mHVS7NqFXc0qesuBZ4G2RME9GSPUGKZZZBJxhsYFnrmCCwh9leqEazzDUtvBXIHBXJHZESu1BTCp1nJjt55B95xJGgWe0lxSiRhfePMBfOq1+/DLh1Zz+uV3smrzVpoOAexxoms8tPtxcOvHXflt/4TN/iOhEPbc8NEAJx5jZJKMZ4KCn6Y7ccNmWt0Xwz1jvhezha1uDzEd7Zkkz9tgx4ee59zHIAFiPVwcD9ey2gm2U7FFt8azmkFgOhEjZoIlMvH0ls2FUi3kS6WI7uMZxDK+G4bCaCxRzDGrNcncoOS2ESv7GjTwDCZpXLlDuMbTxH2t8ZxgH8/BTdAyx8/xwmNW6t7bbVztU/kBmodnfu8+3y2agafp3otl5kV6BsI1nnm3xlPrO2ckl/Ec11woKIXzlfHMpsLtVFzgGe7hObc1eo+heKqVNO5ELww84xS9rW8SaVTGGN73it246uyX8+wG13Tovud7tv5Lbd3wth/CKV+BZ/4A3zwCHvtFbQZcY4VyBZqfNZ49BM0ONz8/+g0bbOHiY11pzK19LJo4DI0LPCl6W27Qlk7wvJ3nvgg725bCwNNTxtOmseO3jMGdYxdsvKplr8YYssm4W6qSSG+R8bTJFqyFhO/z3nqo5RrPivP6Zd1tLGkDMA15rtuQM20n2eA2DDzjCV9rPJNbltoOboDsLD/HA9e8CGC/N0GqHRYc4O9YoXjFov2nfuuOu+hg/8etg+SCvekwQ+R7VgEVzYXU0XZGSidiW2Q8CzVqLtQXdEbeGFzEiFpzIYBEppUMeUZyOXqG3N/pq4GIyExw3N6u6VAmGeOMK+7kZ399aeu/YAwceo5rPNS+AH7wFvjfj0zYRXQmKwYVID7KXo0xPGD2YiTWAo/dOvqNoOrNxzKZWMwQj8UYibfD8Oax3/O0rhTcGs/RwDNoMBRW3vlY4xluGzNhxjNoLlTl9ZbZVFCpND7wzA1gg6xgpLdTqUlzobBCYIQrzlrB8cs6Grayr7EDzy028Q23U/GZ8azs9jroWnn7zHiue9h9XLIC3vsLOP5T/o4VqkjJ8+xK2PkIL3txNYL4vL0BSPc8DrjgoSWWV+A5Q020xjMXNhfydMV0cVeWee1pbn1wNeAaCwHMiVhzIYBk1nW23rR5cznjGaOk5kLS1Pac386NFx7Fy5Z08YFr7+XffvXY1psOgetOf87/weEXwV3fgiuPhdUP1GS8tVAIzpV8ZDwBiKd4svMwePRW1whxcCP0uk7DvrbUS8YNQ/H2CUpt/V18a0snWEcnxXgGws62Hqv7wjWeZqILIUHgWe2LuJlkEHjG0+OaCw1hgwrHSJfa1mKdZbrDfVz1V1KJGPGBtQ27RWJDBp4mrIce3+65nPH0tMYzMe5JMRTsEONzjedh58P8/WH5W2H+flvd+6Zqgo1m6V8D6x+DnQ73f8x66XaBZ2vfk4Artc0YZTxnqkxiguZCRb/NhRLxGG9ZsZTbH13Liz1DrA9KbaPYXCjT6t6oenp62DyUd+tzPHVXFJlJ5rSl+d77DuP0Q5bw9d88zsXX/mVMp+sJJdJw0ufgHT91jQq/dTzceeloR/kZrJgPem54em1IJmI83HE09K+GX3wSvrQrXP06AC+ltuCqZobjbTUtte3IJAHDQHYR/PWH8KtPj56Hegiw00GprZkg40kxR4F41d9Ls8ngfTuRmrDUFlRqO20LXwa7Hw+3fx7WP+EqBZad4P+4U9CYM51yC7yL47tuBYvZvQWe4/fxHNzgPvrMeM7bBy5YCa0ejzFe+GL27Er3celhtTt2rbXNp9+00jXwNMWSZSBXJGtyrhOhzDgTrfH0vY8nwBkvX4oFfnrPC+U1nlEstc22uIzn5t7N9Azm6GpJupNkBZ4ipBIxvvR3y/nHU/bh539bzVuuuJPVm7dj785lJ7jGQ8te5YKo778Z+lb7H7BHxXCNp6elT8l4jAdbj4B0J/zpMndjuN7T0zlgMh5jcFyprbWWuC1ifK3xzLj7795dz4WOhbDyP2CDu1BeSrZW/Xgu45nGFLbMeNpSWGpb3ffSbCpc45nZotS2GOWMZyINmNo0FzIGXvcfrpv2d06GkV444HT/x52Chgw8Tdo92QrD/WO/4b2r7bhS28Ew41nDoLAWwvKNp3/vTigjur4TAGNYldiJecPP0B+s0UujUtuZKpPcco3n6D6e/t64ls5uYafZLTyxrp+NAyNkk3FaUtELxlraOgHo693M5qE8XdmUe91VcyERwK0/POeVu/Htd67gqXX9vOEbf+D+F7bRdAhcNdNbfwCv+3e3hdllR8Ijt/gfsCdFz9vbpeIxek0bfPRx+PizcOQHyt/zlmWNGwZjbWNKbQslGyw38HPM1rQLaO/vehW85vPuxju+DsCajur3/EjF4wyRIlYY2nLLn2KBPPGqv5eOltqmoO8lePTn7hv5QUrBuVgkt1MxBjoWQfui2hxv1s7w+q/BwFpom9+wu1U05EzHgoxnfovA03OpbTw1trlQmPH0uY9nPYSB5zO/hwXLa3M1po7WZXdmUeE5eofd3KYYachOX7JtmeTE+3gmYgbjeRH97NYUG/pzbg/PCGY7Ado63DqRwYFeegbzdLYkXeCpjKfIGCfsM5+fXHgkqUSM0y+/k5vv30bTIXAnoiveA+f91p2Q/vBtcPOHtuxnMQMUwwq0uJ9MYDJuXDVLIg3ZLsh0lL9nPGY8B2JjS23zxRJxU/KW8Uwn4mSSMXd+svhgt23LE7/mBTuX4bYlVT+e62qbwWC32KrGFPPkbYJ4tZsLJeMM5YO5fOleuPatroNvfqi8i0W1Gxo1jHNvhyPfX7vjLT/dddU++UsN27ulMQPPjFtnVJwg41m0xtsL3RYZz6FN7mPUMp6JiuZCUS6zDfS07sZs28PA5vUAJG2+Ifc2km2bKPDMF21NOuLNaU2zvn+E9QO5SK7vBGgJSm0H+vuCjGfS7S+swFNkC3sv6ODGi47igMWdXPyDe/n3Xz2GHZ9Fmkj3XvC+37gT0rv/yzUeWnW/9/FWU6kYltr6CwLDZRTAaPMU/GVZk/EY/abNldoG85gvWBL4fQ2c3ZJi02DeLTNbuByAP5X29rJ8JGwuBGzZabmUp0C86sfNJuNuO7Lh3tEbH/sF5AYoxN25mM+lMnXVNq/2S7sOPQf2O622x9wBDTnTicwkazxLBQokiPvKbIT7eIYL/8sZT4/bqdRDZae0Fe+p3zhqZKB9dwAKax4BIFlSxnOmck0KtlzjWYs3rbltKTYM5NjQPxLJjrYAJqg2GQkynl3ljKe62opMZG5bmu+fcxhvPngJX/vN41x87b1bXBybUCINr/5XOOtGtx7rW8fDHf85YxoPFQvB0idPWZVkPEauUBHEjwk8/ZXa9tPmquuC5jsjxaLby9hj9qirJcWmYJuuMBnw59I+pBMeAs9wOxWA3NhzbFPKk/fRXCgVZzBfgLUPuhtau13zm/wgxUSEt1ORCTVk4JlMtVCyhtLIxE+KuK8HaPsC97HP7fnI4EbIdDZsunrKwit33XtD9571HUsN5GbvAcDIKrd1TcLmatPeWqpu4jWetQk857S5k4P1/SORzXiGjd1GhvrpGcrR1ZJyew0r4ykyqXQizldOX84/nLw3tzywirdccSdrerej6RDA7se5xkN7vgZ++Sn43huhd5XfAVdBqeB36VMyMT7j2V7+NJbw8/rrMp7B0qOg3DZftMQpEYt5WuIFzGpNsmkwCDz3OBGbyPCH4v7eMp7DNgg8x2U8jafmQplknKFcyZWAHnoeLD/D9RgpDJcznpHsaisTasiZzqTiDJLeIvCkWKBA3F/Gc/au7uOmp93HwQ3RW98Jru3ysZ+Ed/+83iOpicSsnRi2Sexal/GMF5XxnKmyyTjFkh1zQlIo2pqsD5nTmqZQsqzpjW7GM2z7PjTQx3C+RGdWGU+R7WGM4bxjdufKs1bwxFrXdOiBFzZv+xfBbdl2xvdcY5Dn/wyXHQEP3+x3wNNUKrkLgL7KXtPxGLlCReCZ8Z/xTMRjbDbB3odBZ9t8oUSCEsbjxc1ZLanyvsksexVrLniUF+km5TvjOW7LQhOcY1e7uVB5O5VDz4FTvgT7vancs2W4dSkQ0a62MqGGDDzTiThDpLHjFtyboP682gufy2bt4j5uesZ9HNwQvfWd4LZTOfbjfvcnbSAdLRmetIvIbnYtymPFYXW1naEySRcAVWY9czXMeIbmRrS5UNhobLDfrcWZk8q7BhRRW24g4smJ+87nJxccSSIW4/Qr7uCWB7Yze2kMHPIuOO930LUTXPd2+J9LtiiHbBSFIOOZ8LWdSsLUPOOZiht6bbCFSdDZNlcsEaeI8RRggws8Nw6O9hcZwR2r1ms8TSlHjkTVO8xmU65Sqbz+eckh8LGn4SNPsG73NwIR7WorE2rImc4kYwza9JZXY2zRbW7rK/DsXOo6ioWB59DGaAaeTaazJckTdjFzhp+hNRXHFEYUeM5QYeBZuYaqULQ1uVo6tyLLOTuqpbbBvnHJkisTnBfrc7e3za/XiERmnH0WuqZD+y3q5MLv/4Wv/+bx7Ws6BDB3D3jvr+GoD8I918AVx8BL9/kd8BTYcldbf2s8J2sulPDY0KiXsaW2uUIpKLX1t9xgVkuSzUN5iiX3GOkdcvdtZ7b6f6frahuu8RyX3LEFCjZR9XPs0UqliudAy2xo6x7dDi2qXW1lCw0ZeKYTrtR2ixbjvjOe8SR0LoGNT7uOZptfdB2pZEbryqZ4vLSYBaU1LGopugZSCjxnpHLgmasotS3VJuNZGWxGttQ2kcLGErQYF3jOJejs3arXQZEd0d2e5vvvO4w3HbSYf/vVY3zgh/dtX9MhcJ3nT/wXOPtnLuP57VfBH/6joRoP2Rp0tc0VJ2ku5OmYiXiMHjuu1LboAk/jsdfHrNYU1kLvkLtPw/Wes1qq/3emEzGGyqW2Y8+xY6WCl+TORJVKoUIwx8p4No+GnOlM0j0xYoWJnxRe9+ubvavLePatgsH1sKD6G/hKbXW2JHnUunUER6cedzem2+o4IpmqbBh4FipKbQu2Jm9alaW2kW0uBJhkK0ta3clAZzHYz66tu44jEpmZMsk4X33Ly/jYSXtx8/0vccYVd7J2e5sOAez6SrhgJex1Mvz60/DdU90F8QYQ7uNpPGUCU+MznhVrPBNJf6W2PaUg4zk8mvFMmqK3daXgSm2BcrltGHh2tVT/78wk4xWltlsuZ/NTartlpVIoH1xMUVfb5tGQgWc6EWfQpjH58RnPIkU8N7mYtYsLPFc/4L5esNzv8cS7rmySh+1OAJxS+LW7cf7+dRyRTFUm6V6yhnIVpbalUk1KbWe3VK7xjGjGEyDVyu6d7v7sLG50t6nUVmRKjDFceOwyLn/HITy+tp9TL13J317czqZD4EoS3/Lf8IZvwAv3wGVHwkM/8zfg7RSW2vpqPJaMj1vjmUhTirnXYJ9Z1s2loBoq7GobXOSMeVrLCrhtq4CeIOAMGw11ech4xmOGfCz4G8dnPK2/5kIw9n07VCiX2jZkOCIeNORMu1KADLHC2IXPMZungOe2/rN2dZnOZ1cCBhYoQJnpWlJx1sTm0WezHDR4p7tx0UH1HZRMSVvaPf8HRgrl22q1nUoiHiuXPs1q9ddoou5SLew1J843zjyIrlIPYKBlbr1HJTKjvWa/Bfz4/CMwwOmX38mtf9uBLVOMgYPPgvN/76qyfnQW3HQxjPR7G++2lIpBEOEp45mMx8gXxpYWF5KuUslXxjMRjzFSirmy3iG3zGD1JncfpzwdE0YznpsGxpbadnlY4wlgE0FWd1xzodFS2ypnPLdaaquMZ7NpzMAzGWet7aJt8EUojJRvN8GTwqtwS5W//RRm7zamk5rMTMYYOrMpHrFLSVCAOcsg21XvYckUdARvxL3D+fJt+RptpwJubWd7JkE6EeHtRZItJItDvG75IhhY6zIuUdvLWKQO9lvUyY0XH8VeC9o5/3t/4Rv/twNNhwDm7A7v/RUc/fdw7/fgilfCi/f4G/BW2GA7DG+BZ2LcGk8gn3TnY/6aCwVZ1tZu99oH/Pz+5wHo7mjxckwY7R+wqSLj2Z6pfslrqBgGnpV9VAo5EjbHgM1UPeOZSU0eeOaCwFPbqTSPxgw8EzF+VTqYVLEfnrq9fLuxRUrG8wnfbsdB+0LY/DwsVJltVHRmkzxc2tl9sfiQ+g5GpqwceA6NZjwLxZKX/c4mMqc1Fe0yW4BU6+gWDv1rVWYrUkXz2jP88NzDOe3ARXzll4/xoet2oOkQuCaIr/o0vOtmt9XRVa+G338VSjvwf1RByXOp7RZrPIFCwnXd9rfGMzhm+wLoW8PavmHuesoFoL7WssJoSe1o4JkrZ0F9SKZSbtlaZaltsKZ1s2mveh+Vcm+GrZTaVjvLKo2rIWc6nYixsnQAw/F2ePDG8u2xWmQ8Mx3w2q+6z1WOGRldLanyOk8FnjNXR8a9+dcr4/mmgxfzlhVLa3Ksukm2jJ6Q9K91V/9FpGoyyTj/fsaBfPQ1e3HjfS/x1iv/yNq+HWg6BLDL0a7x0N6vg998Bq55A2x+wc+AJ1AshIGnp+ZCiS0Dz1zCd6mtcdt7tM2H/tX84m+rwQZj8Bh4tqXdFiabBsNS27yX9Z2hTDJOLpYZG3gOuvX8fab6jRe3Wmqr5kJNpyEDT2MMsUSKx2a9Ah75XwjbdtsCRVODkq+9XwvvvAlWvMf/saQmOrNJ7izty3BmHux+fL2HI1PUmkoQM6Nt56F2azwBznj5Tlxw7O41OVbdpFpGS7D61yjjKeKBMYaLjlvG5e84mEdX93HaN1by4Es70HQIIDsLTr8aTrsMVt3nGg89eIOX8Y5XLASvwZ6q0JJxQ27cGs9c3G/gmRyX8XyxZ5hseMrpKbML7rEwqzVV0Vwo56WjbSiTjDFs0mMDz2BNa7+p/vKylq2U2pb38dR2Kk2jYWc6k4zzTPYAGNnsTn5wm9t672ob2u1Yre+MkK5skmfsQu4/409ug26ZkWIxQ3smSe9w7ZsLNY1kK+SDUtuBddrLWMSjk/ZfyI/PPwIL/N1ld/KLB1fv2H9gDBx4Jpz3O9e/4MfvghsvgpE+H8MtGy219ddcqFCylEqj6zyH42Gprb+utvliyV1syw9QGNpMe3goj4EnuD07Nw6E26nkvezhGcom44yQHrvGMwg8+2Idk/zW1GW22tU2XOOp9/Bm0bAznU7E2BQLGsD0uxr7mC1QqkXGUyKnM3gRnx3h/RebRUc2MSbjWShZlelUU8sc6F/nTlzzgyq1FfFs/8Wd3HSRazp03nfv4dLbntixpkPgGg+95xfwyo/CX38Al7/Cbb/iSanoublQEIiE+zwCDBnXFCeV9LPOPhmW2rYvACAxuI62VPDe4rHUFqArmypvo+J7jWcmGWfQZCFX0RV5yJXaDsarn3DZ2j6eheDCgt7Dm0fDBp6ZZJyNdLovBtYB0FLo9VJ/LtHXmVXgGRUdmeTYNZ4FZTyratYuUBiC1X9zX6vUVsS7eR2u6dAbXraIL//iUf7+R3/dsaZD4BoPHf8peNf/QqkAV50Iv/uyl8ZDo9up+GsuBKOlmADPDbjgr70l4+WYyXiMYslSanWveemhtbSVM55+A8+OrKvkKRRL9A4XyucsPqQTcfppgeHe0RuDjOeAh4zn1tZ45rWPZ9Np2JlOJ2KspyLjaS2dhXVsjM2p78BkRjrlgIVceOzuXstXpDY6MskxXW3zJatW7NU0axf38anb3MeuiDdTEmkQmWScr731QD584p7ccO+LnPmtP7Kub2TbvzjezkfC+X+A/U6D//tXuPp10PN8Vcfqu6tt+Joe7uVZKlke2exOWU3c3xpPgEJQ5ZEeXkd5y2bPOyqElTybg2oen+cqmWSMfpsdW449tIkicXLx6m8bM1pqW9rie9rHs/k0buCZjLHBBldeBtbC0CaSNs+G2Oz6DkxmpD3nt/Oxk/aueptwqb2ObGJMxrOgNZ7VFQaej97iPnbvU7ehiDQbYwzvP2EPLnv7wTy0qpfTLl3JQy/1bvsXx8t2wZuvgjdeAasfgMuOgr/9pGrjrMU+nkC5s+3Dq3u5bugw7jvgk9724Q6D3VzWZTxbc+uZlQj/Tr+BZ2c2Se9QvtzZdpbH6qxMMk6vbXE9VEJDmxiId3jZOzQeM6QSsYkznmGpbY0600v9NezZWiYRp7eYhFQbDKyHvlUAbIrPrfPIRKSeXMZz/HYqDftSNvN0BdsOrX4AWudBq6pMRGrt5AMWcv35R1IsWf7u8jv45Y42HQLXeOhlb4Xzfw/de8H174Ebzh9bYjlFtgbNhQByQeB555MbWMNs5r/qA16OV3nMQrID4mlO6/8hX1h3ofum71LbTJK+kUK5wZDPUttMMkZPKTP2cTC4kcFYu5fAE1y57YRrPIslEjGjpEATadiztXQyxkih5Bpb9K+F3jDw1EmQSDML18KEXFdbvWlVTTID7Yvc5/P2ru9YRJrY/os7uenio9hjXhvnfe8eLrv9yR1vOgQwe1d498/hmE/A/dfBFa+A5++a1th8B57pxNg1ng+8uJnFXVkWdma9HA8oB125ktvLs9NWBGY1yHgCPLfRdZr12lwoEaen1OJKbcPH09Am+mPt3jKPmWSMwVxhi9vVHLD5NGzgmUkEV0fa5rlS2yDj2aOMp0hT68gk6R8plNeGaDsVD8JyW5XZitTV/I4M1513BK89YCFfvPURPvzjvzJSmEKzoHgCjvsHF4DaEvzXa+D2L0Jxy2Bge5RKfpsLlbvaBq/zAyNFOjxmAQFS4brSooX2cU3VatBcCODp9a7TrM9GiJlk3GU8bXF0L8+hTfTF2r29l6YT8S32ZYXg/VsVS02lYWc7nYy5wLO127X2DwPPhDKeIs2sI9jRu3+kQKlkKVk1Jqi6MPBUxlOk7jLJOP/5toP40Kv25Kd/eZG3f+tPrO+fQtMhgJ0Od42H9n8z3P45uPq1sOnZHf9/woDVU9OdcqltEKwM54tkk35PWcultsUSLD+D79mTR7/pOfAMM55PrnV7KHe3+9kyBtz2Jn02yByH5bZDm+g37d7eS9OJoIpxnEJRGc9m07CBZ2sqwWAuCDwH1kLvS/TGOsFTNzMRmRk6Mu4NuneoUN7jTRnPKlPGU6ShGGO45FV7cOmZB/O3lzZz6jdW8sjqKa7VzHTCm78Fb/oWrH0ILj8a7v/xDv0XtuS31LYj4/7fsMvrcL5Y7o7qS1hq+56r7+L6+Mn8v9xZo9/0XGob/r1PrOunPZPw+remEzH6bNC9dmQ08Ow1bd6yj+lkbMKMZ6FU8rauVBpTw852WyZB/3DBldoOboTNL7AxNoe4FiCLNLWwJKl3OD+6B5iumFbX7sfD4hWw4IB6j0REKrx2+UJ+dN4RFEol3vzNO/j1Q2um/p8tf4trPDRvH/jp++Cn58Lw5m3+WqFYImbDUls/gefcIOMXbiczXPAfeIaltk+uG+C2R9dSqlxO63k7lc5g+5Rn1g94zXZC0NWWioxnIQe5fnrxmfGMT5jxzBctSXW0bSoNG3i2Z5L05wqUWroBC2seZGN8DnE9QEWaWnhluHcoX17nqYxnlS19OZzzG0i31XskIjLO8iVd3HTR0ezW3cY5372bK347xaZD4Kob3nULHPtJeOB6l/187k9b/ZVcsUScIIjwlAkMg6+wpHgoVyTrOfCsfB95YdMQAJtbgi7fNehqC67ZzrwaBJ5jMp7DPQBsNu3ezrFdqe0kXW31/t1UGna229MJrIWRdLCms+8lNpjZCjxFmlxlxjNX3ny6YV/KRESqbkFnhh+ddwSn7L+Qz//8ET56/f1TazoErvHQsR+H99wKGPjOSXDb5ydtPDSSLxE3RUrE3JYtHrSnE6QSsdGMZ75E2vMaz8r3kRc3uaY7g607uxu2IxM8HZXbp3S3Z7weK5OM0R9mPEd63ZaFwGZaPTYXmniNZ15dbZtOw56ttQdZjf7MgvJtq+ILFHiKNLly4DlUoBCW2up1QUSaTDblmg5dcsIeXH/PC7zj239iw1SbDgEsPdQ1Hlp+Bvz2C/Cdk2Hj01v82EihRIIS1uO6R2MM3W3pcuA5UoNS28olG+v73X6aq3c91d3QvmCiX6mallS8fH7b3eY545moyHgO98LfrgcMj5hl3rZTSSVijOQnai6krrbNpmFnuy0IPDd17Q9n3wxn/pgbU6/39qQQkZkhLLXtGcqVW+2r1FZEmlEsZvjQiXvy9bcdxP0vbObUS1fy6Oq+qf+HmQ544+Xw5qtg3aNw+Svgrz8c3e8RFwTGKWKN3/LT7vY06/pHM56+S21TE7yP9Ox+KnzkCVh8sNdjG2PKWc9arPHsIwg8+1bBXd+GfV7Pc8z3up3KxKW2yng2m4Y9W2sP6t37Rgqw6ytgz1fTW0x5v+IlIo2tLZ0gETP0DI42F9Ibl4g0sze8bBHXnXcEuUKJy2ay3AAAIABJREFUN31zJf/3yDSaDgEc8HdwwR9cg7EbzoOfvA+G3FrAkYJb42k9N9yZW5HxHMoXydSw1DbUmkpAW7fX44bCi6r+13jG6Cco573nGldGfOQHKHgse916qW3DhiLiQcPOdlvaPQH7hkfXGIwUiqQTDTtkEakBYwxdLUk2DeYpBNupTHSlWkSkmRy4tIubLj6KXbtbee81d/Pt3z819aZDAF07wbtuhuM/BQ/e4LKfz97p1nhSwnpuuNPdnmZ9/wj5YoliyZJJ1K7UNtSSql2yo5YZT0uMQqIV+l6CTBcsWeGyjx63U5l4H8+Slso0mYY9Wwuv/IwJPGuwuFxEGl9XS4qewRz5Qpjx1OuCiMjCziw/Ou8ITtpvAf/6vw/z8Z/cP+H+idstFodXfhTe+0v3+dWnMPfPX+SA2NPYWHLbvz8N3W0pNg7kGBxxJZq+K94mitFb036D60odNQw8AfLJdnfDggPAGLenpreutnFG8iq1lQYOPMM1nv0jlRnPEmnPV7xEpPHNakm6UttS2NVWb1wiIgAtqQSXnnkw7z9+GT+6+wXecdWf2DiQm95/umSF2/PzZW9j4f2XcqB5gpcOvKQ6A55Ed3uakoUXelyH2Yzn7GPY1PLI3eeUb6tlxjMMPGtRaguQiwfbZS1YDvgNAtOJWLkLfaV8qaQeDU2mYWe7vMZzOF++TaW2IgLQmU2xaTBHvqBSWxGR8WIxw4dfvRdfe+uB3Pd8D6ddupLH10yj6RBAuh1O+yZ/feW3eUvu/7F5v7OqM9hJhJm/cE/NjOfzv53ntPL7jx3HP71u3/JtNQ08M0niMcOslpTX44QZz5FEEHgudIFnvugvCEwn4uSLlmJpbFrZlffqwnEzadiztZZkHGOgPyi1tdYGGc+GHbKI1EiY8SwEb2J64xIR2dKpBy7munMPZyhf5E3fvIPbHl077f9z1byj+Yvd0/v52NxgW5HnNwYZzxo0l1w6u4U5raOBX0uqdqW2px64iA8cvwcxz+9n4f04HGt1N4QZz5K/IDAVPFbGl33niyUtlWkyDTvbsZihLZ2gNwg880WLtZBWV1uRpjerNTV2OxVdkBIRmdBBO83ipouOYunsFt579V1c9Yenp9V0KGwS4zvwDDOeYeDpezuVUFeQccwkYzXdO/7w3eZwyav28H6cMHM8FGuBeBrm7gmEpba+Mp7u/x2/pUquWFLFUpPZ5mwbY5YaY24zxjxsjHnQGHNJcPtsY8yvjDGPBx9nVXtw7elEeY1n+GBVxlNEulqSDOdL5eZj2oBaRGRyi7qyXH/BEZy473w+e/NDfPKGB6bcdGgkHwSengPB2UHm8aXNw0BtMp7gsnPt6URNs521lIjHSMQM9885GY77JMQTWGtdEOjpHDtsDDq+s21OlYxNZ3tmuwB82Fq7D3A4cJExZl/gE8BvrLV7AL8Jvq6q9kyyvMazVlfYRKTxdWXdCUm4x1syoVJbEZGtaUkluOzth3Dxccu49s/Pc9ZVf2LTFJoO1SoR0JZOEI8Z1vSGgWftzv9mtaZqur6z1jLJOA+1HQ5HfxDwf44dNgYNL1qEcgV/wa40pm3OtrV2lbX2L8HnfcDDwGLgVOCa4MeuAU6r9uDaMpUZz/BJEd0XAhHZPrNaXPOxdf0u8PS195iISJTEYoaPvGYv/uOMA7n3+R5O++ZKnli7Y02HapUIMMbQmU2yusYZT3CBZ2tEM57g7svhiiAwnFNf9/Fkpbbq3dJ8dmi2jTG7AAcBfwLmW2tXgQtOgXmT/M65xpi7jTF3r1u3bocG155JlEvpwv1/dGVERMI1OOWMp7ZTERHZbqcdtJhrzzmcgZECb7z0Dm7fgaZDYZBSi/OxzmyS9cEFxloGnnvNb2PnOS01O16tZZKxMftqhp/7y3hOXmqr8/rmst2zbYxpA34CfNBa27u9v2etvdJau8Jau6K7u3uHBteWTpS72qrUVkRCXWHGsxx46nVBRGRHHLLzLG66+GiWzG7hPVffxXdWbl/ToZEabmPVmU0S7sBRy1Lbz79pOZe945CaHa/Wssk4g7mKwNN3xjPcwmV84OlxXak0pu2abWNMEhd0ft9a+9Pg5jXGmIXB9xcC0+/RPU57JlnualsOPGv4wiMijWnWuIynr02vRUSibHFXluvPP4IT9pnPv/zPQ3zyhr+Vu4VPJtxT3Rj/r7ud2WT581p1tQWIx0xNO9rWWkc2yeahfPnr4ZplPEeD3UKxRLFktYSuyWxPV1sDXAU8bK39t4pv/Qw4O/j8bOCmag+uPZOgfyRoLlR+UugBKtLsusat8VQ7dhGRqWlNJ7jiHYdwwbG7c+2fn+OdV/2ZnsHJmw6N5Gu3Li98rYfaltpGXWc2Se/waODpO+OZmqDUNlesXcm2NI7tme2jgLOA440x9wX/TgG+AJxojHkcODH4uqra0wmG8yXyxZJKbUWkLJOMk0nGKjKeel0QEZmqWMzw8ZP25t/e8jLueXYTp126kifW9k/4syOFUs32VK/MeCrwrJ7OemU8Kxoa5WpYsi2NY5stu6y1fwAmqzc4obrDGas944bXO5RXV1sRGWNWS4pVQbfDRIRLokREauVNBy9h5zktnPvf9/DGb67k0jMP5pV7ju3PEZba1kIYeCbj0S59rbXxgWfNtlMpbLmuVEvomktDz/asYPPgTYP50X2j9AAVEdyG6CE1FxIRqY5Ddp7NTRcfxeKuLO+++i6uueOZMd/P1XALjDDwVLazujqySfqGCxSDzk1hxtP/dirKeDa7hp7tcMuEnsFcOT2vUlsRAdhjXhsAMYOuhIuIVNGSWS1cf8GRHLfXPD79swf51I0PlJsOub0Xa1tqq8CzusL7tS9Y5+k7+xj+v5WB5+gxNbfNpKGjuHCT+J5BldqKyFjLgsCztO3u/yIisoPa0gmuOOsQzjtmN773x+d413dc06GRGu69GCYgarmVSjMIA8+w3Lac8fR0jl0uta3cOzSoZFTGs7lsc41nPYVbJmwazI2W2irjKSKMBp4iIuJHPGb4h5P3YVl3G5+84QHe+M07MEB3e7omxw8DpFpupdIMxgee3jOewbl7rrhlqa3O65tLQ89250QZT131EhFgj/nt9R6CiEhTOH3FUn5wzuFsHsrz1PqBmpVHhtupqNS2umqf8Zy8q60Cz+bS0LPdnk6QiBmX8cxrEbKIjFrUman3EEREmsbLd5nNTRcdxf6LO8pr7H0rr/HUMquqqnXG0xhDKh6bcI2n9vFsLg1damuMoaslyabBPLNa3JYJ2q9PRMC9PoiISO0snd3C/1x8dM2OVw48Uwo8q2myjKfPPirpRGzMdio5BZ5NqeFnu6slVV7MrnS8iFRasfOseg9BRKSpGGNqduEvk4yTTsTI6PyvqibKePreKzWdHJvxDNd7qmloc2nojCe4zrY9g3nmtKXUcllExvjhuYfXewgiIuJRV0tSazyrLJOMkYrHRgPPfMl7OXM6ER+zxrPc1VYXFZpKwweeXS0pnt84yEg+q4yniIyh0nsRkWj7+El7s3R2S72HESnGGDqySXrDUttC0XvzTpXaCsyEwDOb5IHBPLmiSm1FREREmsmbDl5S7yFEUkc2MSbj6bvkNZUYV2qrrrZNqeFne1ZrqtzVVnXgIiIiIiLT05lN0jtUAGqU8UzGy8EmqKtts2r42e5qSTJSKNEzlNMeniIiIiIi09SZTdY045mOjy21LQeeWjLTVBp+tme1pABY0zuidLyIiIiIyDR1ZZP0DOUA1+gn4z3jqVJbmRGBp2v5vHrzsEptRURERESmaU5bmg39QeCZ999HJZ2IMZQbm/FMxWPak7vJNHzg2RVkPIfyRV0VERERERGZpu72NIO5IgMjBYYLRe9b1sxpTbNhIFf+OlcoaX1nE2r4Gd+tu7X8udZ4ioiIiIhMT3dbGoB1fSM1yXjO78ywvn+EfNGV2OaKSig1o4af8XntGeYGTw6V2oqIiIiITM+8DnduvbZvpCYZzwUdGax1xwNX3quMZ/OZETO+76IOQAuQRURERESmq7u9thnPhZ0ZwPVsAcgV/R9TGs+MmPF9F7rAUwuQRURERESmZ7TUdrgmGc/5HS7wXNMbBJ5a49mUZsSM7xdkPF/YNFjnkYiIiIiIzGyzWlLEY4Z1/bXJeC4Yl/EcUeDZlGbEjO8TZDyfXNtf55GIiIiIiMxssZhhbluKtb21WeM5qyVJKhFjdUXGU71bmk+i3gPYHrvObWWXOS187KS96z0UEREREZEZb157hlWbh7HWfx8VYwwLOjKjazyDfTylucyIwDMeM9z+0ePqPQwRERERkUjobk/z5DpXTeg74wmus22Y8RwpFOlqSXk/pjQWXWoQEREREWky3W1pnt/o+qfUosPs/M7MmDWe6mrbfDTjIiIiIiJNprs9Tcm6z9M1yHgu7HQZT2stuaKaCzUjzbiIiIiISJNZPCtb/rwW2ce5bSlyhRJ9IwVG8go8m5FmXERERESkyZx64CKWzWsDoCXlv+1LZzYJQO9QnlxRXW2b0YxoLiQiIiIiItXTkkpwywdewS8eXM0r9pjr/XijgWch2E5F+a9mo8BTRERERKQJpRIxXv+yRTU5VkfGBZ6bh/KMFIoqtW1CmnEREREREfGqI8x4DueV8WxSmnEREREREfEqLLXdOJCjZCEVVxjSbDTjIiIiIiLiVVhqG+7lmU2puVCzUeApIiIiIiJetWcSGANPrusHYG5bus4jklpT4CkiIiIiIl7FYoa2dIIn1rrAs7tdgWezUeApIiIiIiLedWaTPLV+AIB5CjybjgJPERERERHxriOTJFcoATCvPVPn0UitKfAUERERERHvws62qUSMjmyizqORWlPgKSIiIiIi3oXBZndbGmNMnUcjtabAU0REREREvAsznvM6tL6zGSnwFBERERER78K9PNVYqDkp8BQREREREe/CjKe2UmlOCjxFRERERMS7jrDUVh1tm5ICTxERERER8a68xlMZz6akwFNERERERLwrd7VV4NmUFHiKiIiIiIh3h+w8m9MPWcLLd51d76FIHWwz8DTG/JcxZq0x5m8Vt802xvzKGPN48HGW32GKiIiIiMhM1plN8uXTX1bubivNZXsynlcDJ4277RPAb6y1ewC/Cb4WERERERER2cI2A09r7e+AjeNuPhW4Jvj8GuC0Ko9LREREREREImKqazznW2tXAQQf5032g8aYc40xdxtj7l63bt0UDyciIiIiIiIzlffmQtbaK621K6y1K7q7u30fTkRERERERBrMVAPPNcaYhQDBx7XVG5KIiIiIiIhEyVQDz58BZwefnw3cVJ3hiIiIiIiISNRsz3Yq1wJ3AnsZY14wxrwX+AJwojHmceDE4GsRERERERGRLSS29QPW2rdN8q0TqjwWERERERERiSDvzYVERERERESkuSnwFBEREREREa8UeIqIiIiIiIhXCjxFRERERETEKwWeIiIiIiIi4pUCTxEREREREfFKgaeIiIiIiIh4pcBTREREREREvFLgKSIiIiIiIl4p8BQRERERERGvjLW2dgczZh3wbM0OKFM1F1hf70FI1Wg+o0dzGi2az+jRnEaP5jRaNJ9+7WWtbR9/Y6KWI7DWdtfyeDI1xpi7rbUr6j0OqQ7NZ/RoTqNF8xk9mtPo0ZxGi+bTL2PM3RPdrlJbERERERER8UqBp4iIiIiIiHilwFMmcmW9ByBVpfmMHs1ptGg+o0dzGj2a02jRfPo14f1b0+ZCIiIiIiIi0nyU8RQRERERERGvFHiKiIiIiIiIVwo8m5gxxtR7DCIizcIYk6z3GERk63RuJOKPAs8mY5wPGWOWWC3wjQxjzB7GmEy9xyHVYYxZboxpq/c4pDqC191/Bj4Yfl3fEcl0GWPiwUfNZQTo3CiadG7kz1RfAxV4NhFjzDuB24CDgF69Yc58xphTjTFPAp8Bvm2MmV3vMcnUGWPeboy5H/gX4DpjTKreY5LpMca8A/e6+07gHQA6sZ25jDHvMsbcC1xS77FIdejcKHp0buTPdF8DFXg2CWPMUcDVwEeste+01vaGJz96kZ2ZghfS9wFnWmvfBqwF/tEYs2d9RyZTYYw5GTgPuMBa+0Zgd+D1wff0HJ1hjDFxY8x7gXOAj1lrdwNeNMbsV+ehyRQZY/YGLgRuBl5pjNnNWmuNMTqXmqF0bhQ9OjfypxqvgXqxjDBjTHv4ubV2JXAXsE/wvU8YY15vjGnT1feZo3JOw5uAUvD5D4E3A6coUzYzhKUqgdutta+01q40xnQCTwU/Y/QcnTnCObXWFoGbrLXHWGv/bIzZB+jDPWdlhqgsebfWPoLLXP878BBwcXB7aeLflkY0bk51bhQBEyxN0blRlYyLJab9GqjAM6KMMZ8A7jXGfDG46g7uKsU1xpj7gC7g/cCXgysY0uAq5vRLxpgzrbUbgQeAs40xs4AVwN3AAmBxHYcq28EY8xng/xljuoObRoLb5wO3AD24N0s9R2eIijmdB2CtXR/cbqy1DwO7AAcGt+n9t8EZYz4G3B685r4T3IlX8Np7A7C7MeaVwc9qPmeAcXP67uBmnRvNYBVz+mVjzFuBTejcqCrGxRLvCm5+dDqvgXqhjCBjzPHAKcCJwK3AvxpjDrbW3oN7QX2ftfYTwNuBhcDOdRusbJdxc/pz4KtB2cjlQA74HnAU8GngcEBXahuUMSZtjPkH4GxgOW5dUfmKobV2DXCKtfZM3NXEPYHd6jRc2Q4TzOmB434kfK/9PnA0KEvWyIwxc4wxV+NOWN8H/Bm4yBhTedL6MG5d4Hng5nNcBYM0kEnm9HxjzM4V50bv1bnRzDHJnH4ImA18C50bTcsEscTnjTHLKyoBpvQamPA0XqmvJHCvtfZp4GljzNeAzwEnWWsvDX/IWrvOGLMR9ySVxjZ+Tv8T+Kq19vXA3xtjFlhrVwMYY17AzekzdRutbE0etz7i67jA8jhjzOPB3AJgrd0cfNxojFkLzKrLSGV7bXVOg7JbcFntzcHaMaPgs2ENAL+01v4AwBjzLHASsAR4seJnrgf2McZ8FkgDVwBP1n64sh0mm9PFwLM6N5qRJpvT3ay1d6Fzo+maKJb4PPDa4PtTeg1UxjOaWoA5Jmghba39AjDPGHN6+APGmNnGmK/irs7fVZ9hyg4YP6efAxYbY84Ivl5tjFlqjLkU90b6aP2GKlsTBBuPWWsHgOtwJ7OHGmPSMNrQIniOfgWXPdNztIFtx5yGV4EfAd5tHQWdDcpaOwz8T8VNBdzzcBWMWXc9DBwAXACss9Yq6GxQW5nTFyp/TudGM8ckc/oyYE3Fz+jcaOomiiUWhrHEVF8DFXjOYOEJ6njW2htwHTFfV3Hzl4C/D35vV+Ba3NWMY6y1T3geqmynKczpByu+/gYQB14bnABLnW1lPkeCj88AfwCOAfau+L3lwI8YfY4+5n2wsl2mMqcVGc87gM8ZYxKT/T9SW1uZz76KL+cAa621zwXfC0vNvgg8COxkrf2y14HKdpvKnAa/txuuEY3OjRrMVOc0cCk6N5pUZfOgynWa24olAp9nB18DFXjOQMbtT3QN7spO5e0mvMIOfA34gDFml+DrO4C/GNfRaxXwNmvtB/QkbAzTnNOwm9vbrLXnW2sHazFmmdw25jMWfB5mwa4FisB+xpizcG+O9+Pm8xI9RxvDNOb0HcaYNwJYa/PW2v+w1hbUMbO+dnA+l+AalmCMeY0x5tXB7Rdba8/Ra25jmOacHmutfQqdGzWUKj1PdW40AWPMycaY24BLjTH/CKPrNLfjvDMMVt+/o6+BWuM5Q4SlPcaY44DP4tYUHWGMedZau6mi9GckuGp3HbAv8CnjNnp9PfCMtTYX/JfD9fg7ZFQV57QfQC+q9bUD82mD+dwI9Fhre40xj+Ouym4APgBunVGd/hQJVHtOpb6mOp/AK4GUMeYyXFnZJwGstUP1+UskVKU5XQ58AsBau6E+f4mEPMypLiIEjDEGl3Q8B3gvrunSBuCfjDHvsdb+V1ChU9zGeWcflMudd4gynjNAxZMM4GngNcBHgcNwTy6CJ2nMuNbHf8J1Tvwq8B3gUOA31trzaz54mZDmNFqmMJ8rcW+kxriW/R8EvmytXWatvaUOf4KMozmNlinO51HBz+8X/Nwj1tqjrbW/q+3oZSJVnNOjrLW/r+3oZSKaU3/C+zYILJ8DzrTW3mKt/RPwa9xWQgQZT2/nncp4NjhjzMXACcaY3wHXWrd+CGCVMeY1wDHGmCestS/i9ijaDOxprd0U/NxKY8wf7egaI6kzzWm0THE+9w3n0xjzDHCArso2Ds1ptEx3PnGl0xdZa3tqPXaZmOY0ejSn/lTct78H/ttae0sQYCastQVgH1zzO4B5eDzvVMazgRm3LuhsXIv+5bhUd2Wd+w9we/wdCmCtfclae1lQihAPUuooQGkcmtNomeZ8JoLbhhWgNA7NabRMcz6TwW0362S2cWhOo0dz6s+4+/YA4J+NMQeOO49M4zKcWGtX+TzvVODZ2A4DLrPW3gb8M67s4JLwm9bav+LafR9gjDk+SI2H6fRiRbmCNA7NabRMZz4LdRivbJvmNFqmM5/5OoxXtk1zGj2aU38mum/DXhIF4xoJLQXuMcYsMcacA/7OOxV4NoDwasIEXz8FnAlgrX0W+F+g1RjzhoofvxZ4H24B8Bz/o5XtoTmNFs1n9GhOo0XzGT2a0+jRnPozhfv21OD7e+Puz0uAnwGzfY5TgWdjGLPWtuLqwvXAYMWDYxVwO7CvcdpwrY4fAJZbaz867velfjSn0aL5jB7NabRoPqNHcxo9mlN/dvS+3ScITnfDrfHcFbed2xfH/X5VKfCsI2PM4caY7wP/YozZwwR7EZlgnRBuP6IbgAuClPdmoA3IBA+IYeASa+1rrbWr6vE3yFia02jRfEaP5jRaNJ/RozmNHs2pP9O4b7PBffsEcLS19oJa3LcKPOvEGLM/8J/AzcBa4FzgneBqroMfywK/wF2duNIYswg4CLenEdZtQr62xkOXSWhOo0XzGT2a02jRfEaP5jR6NKf+VOm+fcBae1etxqzAs34Ox+01dC3wLWAQeLtxG7ZijPks7grFfODDwBpcV68e4At1GbFsi+Y0WjSf0aM5jRbNZ/RoTqNHc+rPdO7bz9djwAo8a8QYc4wx5rCKm+4ClhpjllnXdr+EeyCcbYxpBXYHLrTW3mut3Wit/RRwirX2QqutNBqC5jRaNJ/RozmNFs1n9GhOo0dz6k8U7tvEtn9EpsMY0w5cAxwL3GiMedxauxF4Evgz8F/GmI24ufgesAIYstaeGfx+zFpbArDWDtbhT5BxNKfRovmMHs1ptGg+o0dzGj2aU3+idN8aq4ZQXhm3P845uHbGRwLPW2uvqPj+cmBXa+1NxpgVwGettScH3ys/UKRxaE6jRfMZPZrTaNF8Ro/mNHo0p/5E6b5VxtMDY8w7gWeBv1pre4wx38alv+cCRxtj9rTWPgZgrb0fuD/41eOBPxpjjHUa5oHS7DSn0aL5jB7NabRoPqNHcxo9mlN/onrfKuNZJcYYAyzALdot4dLfrbj2z+uDn9kDOBsYttb+a8XvHgJ8FSgC51prn6zx8GUCmtNo0XxGj+Y0WjSf0aM5jR7NqT/NcN+quVAVGGPi1kXw7cCL1toTgAuBjUA5FW6tfRy4B1hkjFlmjMkG33oG+LS19oRGfaA0G81ptGg+o0dzGi2az+jRnEaP5tSfZrlvVWo7DcZtzvoZIG6MuQXowF1pwFpbMMZ8AHjJGHOMtfa3we03GGP2AW4F2owxx1trHwJ+W5+/QippTqNF8xk9mtNo0XxGj+Y0ejSn/jTbfauM5xQZY47BXXGYBTwBfBa3GetxxphDAYIrF58B/rni904H/hG4DVgePFCkAWhOo0XzGT2a02jRfEaP5jR6NKf+NON9qzWeU2SMeQWwi7X2u8HX3wQeAIaA91trDzHGxIB5wNeBj1trnw5+D2vt7+s0dJmE5jRaNJ/RozmNFs1n9GhOo0dz6k8z3rfKeE7dPcCPjDHx4OuVwE7W2qtx6fL3W9dJaglQtNY+De5BMhMfKE1Ccxotms/o0ZxGi+YzejSn0aM59afp7lsFnlNkrR201o5Ya4vBTScC64LP3w3sY4y5GbgW+Es9xig7RnMaLZrP6NGcRovmM3o0p9GjOfWnGe9bNReapuAqhQXmAz8Lbu4DPgnsDzxtrX2xTsOTKdCcRovmM3o0p9Gi+YwezWn0aE79aab7VhnP6SsBSWA9sDy4MvFPQMla+4eoPFCajOY0WjSf0aM5jRbNZ/RoTqNHc+pP09y3ai5UBcaYw4E7gn/fsdZeVechyTRpTqNF8xk9mtNo0XxGj+Y0ejSn/jTLfavAswqMMUuAs4B/s9aO1Hs8Mn2a02jRfEaP5jRaNJ/RozmNHs2pP81y3yrwFBEREREREa+0xlNERERERES8UuApIiIiIiIiXinwFBEREREREa8UeIqIiIiIiIhXCjxFRERERETEKwWeIiIi28kYM8cYc1/wb7Ux5sWKrweDn9nFGGONMZ+t+L25xpi8MeYbwdf/PO537zPGdNXr7xIREfEtUe8BiIiIzBTW2g3AgeCCR6DfWvuV4Ov+ih99Cngd8E/B16cDD4777/49/F0REZGoU8ZTRESk+oaAh40xK4KvzwB+VMfxiIiI1JUCTxERET9+CLzVGLMEKAIvjfv+hyrKbG+r/fBERERqR6W2IiIiftwKfBZYA1w3wfdVaisiIk1DGU8REREPrLU54B7gw8BP6jwcERGRulLGU0RExJ+vAr+11m4wxtR7LCIiInWjwFNERMQTa+2DbNnNNvQhY8w7Kr4+zVr7jP9RiYiI1J6x1tZ7DCIiIiIiIhJhWuMpIiIiIiIiXinwFBEREREREa8UeIqIiIiIiIjALaYSAAAAL0lEQVRXCjxFRERERETEKwWeIiIiIiIi4pUCTxEREREREfFKgaeIiIiIiIh49f8BJ9AN4x36sTsAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# random forest\n", "\n", "model = RandomForestRegressor().fit(X_train_DEC, y_train_DEC)\n", "prediction = pd.Series(index = X_test_JAN.index, data = model.predict(X_test_JAN), name = 'Predicted Price of Random Forest Model')\n", "\n", "# plotting\n", "fit = pd.concat([y_test_JAN, prediction], axis = 1)\n", "fit.plot(y = ['PRICE', 'Predicted Price of Random Forest Model'])\n", "\n", "print(\"Mean Squared Error:\",mean_squared_error(y_test_JAN, prediction))\n", "print(\"R^2 Score:\",r2_score(y_test_JAN, prediction))\n", "print(\"Explained Variance Score:\",explained_variance_score(y_test_JAN, prediction))\n", "\n", "rf_predict = prediction" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Mean Squared Error: 61.492776001798056\n", "R^2 Score: 0.6004067636774449\n", "Explained Variance Score: 0.6980470380898642\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# ridge CV\n", "\n", "model = RidgeCV(range(1, 100)).fit(X_train_DEC, y_train_DEC)\n", "prediction = pd.Series(index = X_test_JAN.index, data = model.predict(X_test_JAN), name = 'Predicted Price of Ridge CV Model')\n", "\n", "# plotting\n", "fit = pd.concat([y_test_JAN, prediction], axis = 1)\n", "fit.plot(y = ['PRICE', 'Predicted Price of Ridge CV Model'])\n", "\n", "print(\"Mean Squared Error:\",mean_squared_error(y_test_JAN, prediction))\n", "print(\"R^2 Score:\",r2_score(y_test_JAN, prediction))\n", "print(\"Explained Variance Score:\",explained_variance_score(y_test_JAN, prediction))\n", "\n", "ridge_predict2 = prediction" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Mean Squared Error: 80.75270196331606\n", "R^2 Score: 0.47525163738959053\n", "Explained Variance Score: 0.7894063894831385\n" ] }, { "data": { "image/png": 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b8LWvfW2Ey9zV1YVZs2Zh9erVAOr32cyZM9HV1VW7H+65557az7zrXe/Cd7/7XcRxDEBFpguFwrjrNwsJz4yYJi07BsvO1hwsJ0iFRJKSaCAmBo1TIQiCIIjWYd68ebjrrrvwgQ98AIsWLcI555yD5557DrlcDt/73vfwnve8B8uWLcPxxx+/35+/+eab8R//8R9YuHAhzjrrLDzzzDOYM2cOzj33XCxYsADXXXcd3vnOd+KDH/wgli5dioULF+Lyyy/H0NAQlixZgiuuuALd3d143/veh/POO2/S/q79ndfpp5+OG2+8Ee985zuxaNEiXHjhhdi+ffuIn8vlcrjzzjuxfPlyLFy4EJxz/OVf/uWYa61YsQKXXXbZiGPve9/78NOf/hSAEnpmnMr73/9+fPazn8VHP/pR9PT04OWXX67FngFg/vz5mDFjBp544ol91jHNfxYtWoR169bhS1/6EgDglltuwZ133olFixbhxz/+MW6++eYxj1933XVYuHAhFixYgPPPPx+LFy/G29/+djz77LMHbC5keOtb34o//dM/3ef43Xffjeuuuw6LFi3C+vXr8eUvfxkAcOedd+LTn/40li5dOqIT8Cc+8QmcfvrpWLJkCRYsWIBPfvKTSJJkzPs5C2wi1vVEOfvss+XatWudrWeDnt4C/uSm36nPv/oep2tyBrz4FTdrEtOLtT17cPntj+MDbz4OX/mfC6f6dAiCIAhiSti4cWMtTkkQxMGzv+cUY+wpKeXZo29LjmdGntsxCAAIvMnJ1zfDnmIVACBk3XEliCwYp5MePwRBEARBEMRUQMIzI8/tUDnrE+Y0XzR9sAxo4QkA8QQGChOEqfGkOmGCIAiCIAhiKiDhmZFNWngGnru7bk8hrn1ONXrERDDXKwTN8SQIgiAOc1yWmRHEdCbrc4mEZ0aM8EwcOo/9hQbHkxoMEROAHE+CIAiCUE1q+vr6SHwSxEEipURfXx9yuVzTP0NzPDMgpURPn2op7LLD7J6GqC05nsREME4n1XgSBEEQhzPHHHMMtm3bht27d0/1qRBEy5PL5XDMMcc0fXsSnhmQUjX4AdzWWjbWeCYp1XgS2TGC06VTTxAEQRCHGkEQYP78+VN9GgRxWNJU1JYx9nnG2DOMsQ2MsRWMsRxjbDZj7DeMsc364yzbJzvVNNbHpS4dz8aoLTlWxAQwTjldtyAIgiAIgiCmgnGFJ2PsaADXADhbSrkAgAfgSgBfALBKSnkygFX662lN2iA8XQrA/sbmQlTjSUwAc9EkJceTIAiCIAiCmAKabS7kA8gzxnwAbQBeA/BeAHfr798N4E8n//QOLRrr0F1GXvtpnApxkJiHK123IAiCIAiCIKaCcYWnlPJVADcBeBnAdgB7pZQPAThSSrld32Y7gCP29/OMsb9gjK1ljK1t9ULuxqity+6gcSrgc6bWJeVATICUHE+CIAiCIAhiCmkmajsLyt2cD+AoAO2MsQ81u4CU8ntSyrOllGfPmzdv4md6CGDq5BhzKwCFBEJf/VdRcxhiIohajSdduCAIgiAIgiDc00zU9h0AXpJS7pZSxgD+BcBbAexkjL0eAPTHXfZO89DA7NkjnzsVgELKuvAkx5OYAPUaT3r8EARBEARBEO5pRni+DOAcxlgbY4wBuADARgAPALha3+ZqAP9q5xQPHcyw4dDjiFPpbPiwEBKhR44nMXFScjwJgiAIgiCIKWTcOZ5SyicYYz8H8DSABMA6AN8D0AHgZ4yxj0OJ0+U2T/RQwGzaQ98DkEBIwGP21x0RtSXHk5gA5HgSBEEQBEEQU8m4whMApJTXA7h+1OEKlPt52GD27P8TD+PM4EmIRzbC+5NrHawr8SY8i7d5LyIRb7G+HjH9qHe1JeFJEARBEARBuKfZcSoETNRW4pPpT/Fu7w/w19zkZF0hgW+W/h/8Q/BDJNWykzWJ6YURnOSYEwRBEJPNX/74Kfzr+len+jQIgjjEIeGZgVRKHMt2YY7sx6tyDlhSApKK9XUbx7i09T1jfT1i+mG62gpyPAnikOXZ1wbx2kBpqk+DIDLzyObdeHpr/1SfBkEQhzgkPDMgJPAmtgkA8HB6pjpY3utgXYkX/ZMAAJ271lpfj5h+GMHpcv4sQRDZuGblOnzjN89P9WkQRGaElKim1PyQIIixIeGZASEkzubPo8DasVacog66EJ5Couh1AABm9j5tfT1i+mGaCgkSngRxyFKoJBgsxVN9GgSRGSmBSkLCkyCIsSHhmQEpgbP483g+PB17oYQgSgPW1xUSiFAFAMzqe1qdCEFkgBxPgjj0iVOJMm3eiRZESqBKj12CIMaBhGcGUiFwMnsVr0QnYa9sVwfLLoSnRCjVVfCougco9Fpfs5oIlOPU+jqEG0wCihxPgjh0iVOBcpVed4nWQ0hJjidBEONCwjMDQqTgTEJ4EQbRpg46qvEM0RC/SqvW13z3zY/g1C89aH0dwg3G8by/8gng//ubKT4bgiD2R5IKlBMSnkTrIUGOJ0EQ40PCMwNSJAAAzj3slSZqa7+LmxBAIBvEprBfA/TC7oL1NQh3pEKCQeAI7AHW3jHVp0MQxH6IhaSkCdGSCClJeBIEMS4kPDMgUrUh4Nx37ngGsoqSDNWBNLG+Zm1timZOC1IhMRf2H6sEQUycOBUokfAkWgwpparxpK62BEGMAwnPDAihNgTM81BFAOHlnNV4BrKKYeT0AXddD/dSh8VpgZQSx7Ld6gvmTe3JEASxD6lQm/dyTJt3orUw/Q7J8SQIYjxIeGagFrX11MY9ibocOZ6AL6soyLw6kLoTg73DFWdrEfZIpcQxRnjOOGpqT4YgiH2ItVtEUVui1TC5KBKeBEGMBwnPDEj9osq5DwBIghnWx6moqKuEL6ooTIHjuZuE57QgFagLz87XTe3JEASxD2bUEQlPotUwzesoaksQxHiQ8MyA0I6n5yvHMw5nWI/aCinhIwWHwDCM42m/xnN2u6on7R2230GXsI9odDz1hROCIA4dYn1hM04lEtrAEy2EEZ4VumhCEMQ4kPDMQL2rrdq4x0Gn9aitkECkR6kUpTvHc1ZbAADoHSLHczqQioYaTwfjeAiCyEYs6mKzTJFFooWo1XjSBROCIMaBhGcGZENzIQCo+g6itlLWhSdzV+M5I6+FJ0VtpwWpqDuekoQnQRxyJGm9gzjFbYlWwgjPCl0wIQhiHEh4ZsAIT89Tjmc1mOHA8dyP8BT2o7bmjYSE5zRBpDia9arPE+pUTBDNcOuqzfjx77c6WStucItIeBKtRK3Gk4QnQRDjQMIzA1LP8fR8JTwrvo7aCnsvtkICEVMOVcmh42neSKjG0zKPfwf4r5XWl4niAYRMPX7J8SSI5rh//at46JkdTtaKyfEkWpTG5kJS0uxvgiAODAnPDNQcT94gPCGB6pC1NVNRdzzLrE0ddFDjWRee5Hha5em7gf/+ufVlWKPYdNgVmSBamcFy4iw+mDTWeNIsT6KFMFJTynp3ZoIgiP1BwjMDNeGpu9qWvU71DYt1nrIhauvS8TSpL2ouZJlqEUjK1pdh+jFTlgE1FyKIJhksxc6EZ5yQ40m0JrLhKUJxW4IgxoKEZwakVLWVvq7xjFmkvpHYE2eNXW0r3DieLmo861Fbis5YJC5affwYuFBis4CckwsXBNHqlOMUlUQ4GxHR2NW2RMKTaCFEwx6BGgwRBDEWJDwzIPXGwDQXiqGcT5vRxVRIREwLT8+l41mv2aA3EovEjhxPLTyLMkeOJ0E0wWBZv+66itqOqPGk11yidWi8NE2OJ0EQY0HCMwMy1XM8/VHC06IQlFIiByUUytx9jefoz4lJRAhnjifTj5kCcrXYLUEQB2awpF7vXTmeCXW1JVqUxj0CCU+CIMaChGcGTI1nYISn1HefsLdJaIzaVnm7Opjaj9o29gegZgGWME6nA8fT08KziIgcT4JoAuN4lh1tpKspRW2J1mSE8EzpsUsQxIEh4ZmBenMhIzztR23VHE8lFCpT5Hg2RsCISSQuqo8uazxlDgzS6sUSgpgODJZ01NaZ49lQJ0fCk2ghGkNRVJpDEMRYkPDMgBGeteZC0n7UtrHGM/a18HTgWKUNLmdicU7pYU21oD467GpbgKkTJteTIMZisKyjtjROhSDGpFF4UtSWIIixIOGZAdNciHseGHPTXEg2Rm09d1HbxjeSlKK2dnDpeErT1VZ3YibhSRBjYhzPRMgR9Ze2qDY4nhS1JVoJqvEkCKJZSHhmQarNAOM+As4d1XjKBuHpLmqbCgnG1OcUtbVETXiWRyp9C3BT4ylz6gA1GCKIMTE1noAb15OaCxGtCo1TIQiiWUh4ZsBEbRn34HvMTdS2QXjCj5CCOxENQkqEnnp4kONpiaoWnpDW/095Q1dbAOR4EsQ47C25Fp7keBKtCUVtCYJoFhKeWRAq4sq4B58zVBw0F5JSImJVCOaDewES+M6aC4W+enhQV1tLGMcTsF7n6cnRjicJT4IYCzNOBQAqiX0hWE2pxpNoTUYITwexdIIgWhcSnhmQOmrLuQff44ilzqIKezWXZpyK8EL4nCGF52ycSuST42kV01wIsF7n6dUcT1Pjaf8xRBCtTGPU1oUQNFHbjsh32tW2d7iCnYP2G5wR0xeq8SQIollIeGYhNc2FfPi8MWprbxOfChW1FTyC7zEkzI3jmQqJwDOOJ72RWCEu1T+37HjWo7bU1ZYgmmFwRNTWvhA0yZLOnO80avvXK9fhsyvWOVuPmH6Q8CQIollIeGZAaMcTnCPwOCrC1RzPGKkXwfc4EnjuajzJ8bTLiKitZceTorYEkQkzTgUAKg4czzitC09XzYUKlQRPvrQHvcP2O2sT05fGHUKForYEQYwBCc8MsFqNpw/fY6gIffdZFIJSAhGLIb0IPmdKeFqM9hrECMeThKcVRkRtLdd47hO1pa62BDEWQ6UYs9tDAG66zMYNUVtXNZ5PvNSHOJUoVCh6T0wcSY4nQRBNQsIzA2aOp+d58DhDtTZOxWaNp47aehF8zhHDd+R4grra2mZE1Na+4ykkQxlqI02OJ0GMzWA5xhGd6kKNy3Eq7ZG7qO0jz/cCAIoV6qJLTJzGLYKLWDpBEK0LCc8MmHEq8DwEnKNai9rarvGsQngRAo8hkZ6bGk8pEZiutjTH0w6xQ8dTVhEzH1UZqAMOHkME0apIKbG3FGOeQ+EZCzXCKhd4zqK2a7Yo4VmoJiNcK4LIAo1TIQiiWUh4ZoCZrrZMzfGsSPtRW9PVVnoRPM4QO6rxlFIiIsfTLlV341R8mSCGrxxzgKK2BDEGiZCIU4lZbSoh4MLFiRMB32PIBZ4Tobt9bwlbdg1jbkcIIWmECzFxqLkQQRDNQsIzC9rxZJ6a41k2NZ7W53jG2vHkSng6qPFMhUTgq3Ex1NXWEk6bCyWIETQIT4raEsSBMBfb2kKVanEyTkVI+JwhH3CUqvaF7prNyu288PTXAQCGqc6TmCAkPAmCaBYSnhkwUVvOffgeR7UmPO1tEsw4lZrjKd3XeFLU1hJxEYCeBWvd8awiYb66cAGQ8CSIMagLT3WhxonjmQqEvo7aOlhvzZZezO2IcNbxswAAxSoJT2JijIjaUldbgiDGgIRnFuRIx7MqGADmLGrrezpqa7k+T+hN16LKOvwg+DqSlJoFWKFaBPIz1ecOHM9kqqK2j94MrPrf7tYjiIMk1Tvp9khdqHEzTkXA525qPIWQeHRLL5adNAcd+m8kx5OYKFTjSRBEs5DwzIKOnHLuIfC4GjPiBdajtj4SSC9QDY2kB6R2NwgmNnNq9b/xDm/dyEgoMXnERSA/W31uvblQjISFUxO1fe5XwKZfuVuPIA4Sc/Etb6K2DhzIJJW1Gs9yLKw2+9m4YxC9w1UsO3ke2iP1mlB0EO8lpicUtSUIollIeGbBNBfyfHicqfb3PLDqHqVSwocAuK+jth6kZbfKXO3PQ7lwkoSnHeIikFcxN9uOZyBjpMxHVU6B41nsAypD7tYjiIPERG3zgUPHU89OzgXqbdlmgyFT37nspLm1ODE5nsREaRSeLhpjEQTRupDwzIKJ2nJPjTYREuC+1RpPIQGfpQD31ZrwIC1Hbc17SE4LT9Y4b5KYPCVkdMAAACAASURBVKpFoM2N4+nLBCkLGmo8HQrP0h6gPOhuPYI4SIzwDDyO0OPO5ngGHquJXZsNhtZs6cUpR3bgdV05dBjHk2Z5EhOk0Zsn4UkQxFiQ8MwAa2wuxLlquuP5VqO2Qkr4SAHuwfc4EgfjVMymKyeVGJIkPO0wImpr1/H0kSDhU9DVVgig1A9UBmtRdYI41DGpD48zRAF31lzI1HgC9uK95TjFky/twbKT5gGod+4tkONJTJDGWDg1FyIIYixIeGZBO56er+Z4xsJ+1FZKCQ8pwAP4eo6n7aitic0Y4ckSEp5WqBaAqEM9hqw7njEEmwLhWR4ApAAggbjgZk2COEjMxTePMUS+52ScSpxKBB6rRW1trbm2px+VROC8k+cCQM3xLFBXW2KCiBHNhcg5JwjiwJDwzIBsaC7kc6Y2J5ajtqlArcbT5wwJ7I9TMcZUZIQnOZ52iEtAkAf8nAPHM4YY4Xg6itoW99Q/p7gt0SKY10DOGSLfjeOZCIHA49ajtqs370bgMbzlDSpt0RaR40kcHKYZF2PUXIggiLEZV3gyxt7IGFvf8G+QMfY5xthsxthvGGOb9cdZLk54SpHqBZXpOZ6uorYeUsDzEQWeitoKN11tQ0GOpzWEAJISELQDfmTd8QxkgpSHEOAQ4O4cz1KD8KQGQ8QEKFYTfPyuP+CVPe6anCVaefpcOZAu6tbiRHW1jSxHbVdv7sWS42bVmgpFvupZUKCutsQEMYZn5HPENPebIIgxGFd4Sik3SSm7pZTdAM4CUATwCwBfALBKSnkygFX662kN01Fb6OZCsYOutrKhq20u4E672oa1qK1dUXRYojsFr32tgqIM7He1RQzB1UZTcLsjgEbQ6HhW3Dme2/qLeOT53c7WI+zx8p4iVj23C0+/3O9sTXPxTTmeHiqW52oCQKwdz5yvhaeFNXuHK3h2+2AtZmtoC31yPIkJY54vke+pfRFBEMQByBq1vQDAC1LKrQDeC+BuffxuAH86mSd2SGIitcxTzYUczPFMBeAhBeM+8sbxdFTjGabK6eTkeE4+Or78+CtFDMbcfo0nEkgeAgBSZvdiyQiKffXPHQrPOx/twWdXrHO2HmEPU2/pYqRJfU310WOmuZCLrrYSPmf12aEWhOejW9QYlfNOnjfieEfko0BdbYkJYnoLRT6nqC1BEGOSVXheCWCF/vxIKeV2ANAfj9jfDzDG/oIxtpYxtnb37hZ3IKQp/PEQmhdY7tkdpyIEfCbAuIdc4KkaPctulalv8oUSR+R4WkA32hkSIaosdBK1FVp4Cu5PTdTWYY1nKU6tjqMg3GFej2xFT/dHrbkQB3K+52aOZyrwof7v4MjNKwHYaS60ZnMvuvIBFhzdNeJ4W+iR40lMmJrwDDh1tSUIYkyaFp6MsRDApQDuy7KAlPJ7UsqzpZRnz5s3b/wfOIRhMoWQDGAM7aGHYjWBtB211SJTenXHkzmq8QxSJYbI8bRAVUVt9yYhqrAftQ0RQ3oBACBlDoXnFDmeSSpQTcWINv9Ea2Ki/24dTyM8OaKAOxG9cSpwVuERzHj1EQCT73hKKbF6cy/OPWkOPM5GfK898qmrLTFhap3wKWpLEMQ4ZHE83w3gaSnlTv31TsbY6wFAf9w12Sd3yCFSpPoua4t8CKndI4sOpNQik/EA+dAITzdzPH0dtfVScjwnHV3jOZgGqMK+4+kjUfXIcB213YMScupzh82FEt3ggq6+tz61qK1Lx1PWHc/I505EbyIk8qIAPxkGoFz7yeSF3cPYMViuze9spD0ix5OYOLXyHIraEgQxDlmE5wdQj9kCwAMArtafXw3gXyfrpA5VmBSqIyiAdl2HI+ADqcU37FRtPhgPkA88xA4cTymBAAm4VOt4KTmek44RnkmAigPHM0AC4YXgzL3juZ3NU0kBh1FbIzhpE9T6mE2ti1maBiN2uZ7j6UL0iiRBJMvwqkp4Tvbfu3qzqe+cu8/32kMfRYqmExOkscaTutoSBDEWTQlPxlgbgAsB/EvD4a8CuJAxtll/76uTf3qHGDKFYCqiZFrRp5bHm9Q62HqqxjORPhik3dmhUiKPugPHqcZz8tFR2yERauFp9z4OoWo8Pc7cOp6lfuyRnRhGDqlD4dlR2YW3sI0kPKcBU+F4iprj6W6cSpCqum8eq2TAZEdt12zuxQlz2nDs7LZ9vtce+Rgmx5OYIFIPVMkFHqVMCIIYk6aEp5SyKKWcI6Xc23CsT0p5gZTyZP1xz1i/YzrAZFp3PCMlPBPm2W32Y6K2nq+EJ5TTalM4CCnRhroDR1FbC+jmQkVEqFgepyJFioClkDzQwtN3GrXtlx0YQhtEae/4t58k3t5/H74f3kSboGmAGU7v0vE0UW2PM4S+G+GZ08KTVYbB2OQKz2oi8PsX+7BsP24noKK25HgSE8U0ADNRW6qtJwjiQGTtant4M0J4KgFoe7yJFCZq6yMfqqgtAKtiVwiJNlYXQr4g4Tnp6HEqZUTWHU+ZqMeK4AE8xpxHbftEJ4akW+EZpkXMYCVUKxQTb3VMveVfbPo48IcfOFnTOJ6nrP5rvOe1W500TMkJlYJg1WHkfG9Shee6l/tRqKb7re8EVNSWHE9iotTneKr9USJIeBIEsX9aXnjev+5VPL/TTdMSJkW9uZCO2sbS7jgVIzAZ95HzuSPHE8iT42kXHbUtyggly45nqkWt1FHbBIEb4SklZGkP+mQ7hpGHdNhcyBPq/kwL/c7WJOyQCokcKji29Bzwyh+crQkAXTsex7GFZ2pf2yTSjicqQ2gL2KQ2F1qzpRecAUtPnLPf77dHPqqJoI6kxIQwz45coPYn9DgiCOJAtLzw/NK/bsBPfr/VyVqNUdsOHbWNYTtqqzcfng/f42p8C2C1rjQVI6O2vrDb+OawpCFqW5Z2Hc80ViJTeCpqm7iK2lYGwUSCftmJIZl32lzIl+rvI+HZ+ggpMY8NqC+Gd45940kilRJtKCMo96E96a9Fb22Sl0X9mcQsP57UaPHqzb1YfOxMdOWD/X6/TTfLK1YobktkR45yPKm2niCIA9HywrOaCGcRocautuaNOpbc7iZe/26mZzAyzx9x3AZC1qO2KTh8cjwnH+14lhFq4WmxxlP/bumF8DjXwtOB41lUZd/9shNDaAOrunQ8tdgukfBsdVIBHAHHwjOVOIbtBgC0x3sQC7sbaSEk2mrCE5jtVyYtaru3GOOP2wZw3kn7r+8E6hdSaZYnMRFEraut2hdRbT1BEAei5YVnnAp388dkCqGjrqa5kIraWuxqq383N4LTM46nXeFporaD6CDH0wZxEamXB8BQkr5yPC01ZEhjLTx5CI9DRW0tz4IFUBee6MCwzINXXDqeSnjKIgnPVicVEkcYx3Noh5s1pcSxTI2mDkUJOVmuNTmyQSwEOli9HnnWJArPx1/shZDAeafsv74TUHOpAdAsT2JCjK7xpJEqBEEciJYWnqmQEBLOuvExKSDYSMezKrlV4VmL2uqILfdD9bXlGs82PU5lL+9CQM2FJp+4iNTPAwBKIgAgrf2fSh21lV4Av+Z4OhCepbrjOYg28HjY/poaXzueKA04W5Owg5ANwrO0B0jsu/VCSByrHU8AmMMGrbqeSSrRibrjOdMrTVrUdvXmXnREPrqPnXnA23ToZnkF6mxLTIDaHM+AorYEccjy4u+ATQ9O9Vm0tvA0Bezuorb1Gs/I5/A5Q0XY7WpbH6eiNgbcOJ4W10wbutruZSQ8rVAtIvGM8NRutqU6T6FjtZIH6Ih8DIoIKDvoMNvgeA7IDtWkquJGfAba8WRlcjxbHeV4Nvw/OojbKsezLjznYtBqg6EklSMczy5enjTHc/XmXpzzhtkIvAO/3ZtmeeR4EhOh7nhScyGCOGT50XuBFVdM9Vm0tvA0LbtdvVk21ngyxtAWeqgIbjW2yLTANIKz5ni6itryGQgkRW0nnbiIhOcAAEWpLyZYqvM0NZ7wQpz6+k5sLs1QkUXbrmexDwCwR3biNam7aQ6+andNjWkuxMvkeLY6Qsp6jSfgRngKiePYLkidcJnL9lqNDyZCoBONwrMyKV1tX+4r4uU9RSwbo74TaKjxJOFJTICa40nNhQji0Cee2jFzLS08Y/3iVnDUiY/JtBa1BVSdZ0VwILX4Zi3V32ZqPD3fOJ721hQNXW2H+AyEVOM5+cRFVLXjWYERnpYcz8Q4niHOOGoGni93AZDA0HYr69Uo7YFkHENow3YjPPdus7umJoT6m70KCc9Wx9R4VqGTAQ7qPFMhcQzbheqc0wAo4WnT8UylRAdKkGAAgBmT5Hiu3qJc22UnH7i+E6iXjlBzIWIiSIyu8SThSRCHLLs3TenyrS08dc2NqzdLhrrjCaDB8bRZ46l/t3Y8vcC+45lKiTyrQHgRKjyPkBzPyadaRJUpx7PiyvH0Q5z++q4GEWjZfSz2IQlnQoJjO6bG8fQqDiLFhFWM8NyM49WBYQfCMxU4lu1G/LolAIA5GERicTMtBNDBSihH6nnSgcmp8VyzuRdHdeVw4rz2MW9XdzypxpPIjil/jvQcz2nteL74n8BTd031WRBEdqIZ6uOujVN6Gq0tPHX0ydXsMRW19Wpfd0Q+ypajtsbZ3NfxtLemlEAbKki9PGKWQyTtdVw9bIkLqOiorSvHEzzEaa93GHst7kE1Ug1NdspZys2xLXY1IdTzw6+S49nqCCkxlw3gOXk8AAYM2Y/asqSIDlZG2nUcqn4H5rK9tdIOGxjHs5Q7EgDQwYoH7XimQuLRLb1YdvJcMMbGvC11tSUOhsOqq+2PLgV++de0JyJaj65j1cddz07pabS08DRXoKupcHKFrbGrLaAaMpRSDkhRv+Q32Ziore5q6zmo8TTNhUTQhliLI5tzJg9L4hIqLALQKDwt3cdGePoh5nRESDuOUl/bjr0W+1ANlPCM4aMYzAYG3URtI91cKKi6G+FC2EEkCeZgCK+KWUD7PCeOJ6uqJlgs14VKNAfz2F4kFjfTQkh0shKq4UzAz6Ndlg5aeP5x2wAGy8m4MVsAaAuoqy0xceSoOZ6HRdR24OWpPgOCyIh+opLwnDiNL25FB3FbJlNINNZ4eiin+kqypbgtq3W1VVekAxO1tVnjKSXyKEP6+brwjItj/xCRjWoRZRjHU/+f2nY8dVz7+KOORAFt9h3PUj/K4azal4Phkc4czwDq+RHGFLVtdYJKLziT2CFmQnYe6cTx9M3on6gT1dwczIHdcSpCO56J3wFEnWhDEeVEQB6Eq7Jmcy8A4NwT54x7W85VszxyPImJMLrGszKdo7btR6iPO5+Z2vMgiKyYpOS2PwCr/reT0WT7o8WFZ/1N2cVIFQ6xT3OhYmKEpyUHUo4Unl6oGtLYEimA2gTlEEP4eaSecuWmugvWtCMuoATteEq7UVukRniq9Wa2hdjJ5jqo8dyDsj+j9uVAcISTGk8pJSLdXCgi4dnyBLpOt192IJ11IvDauvp8Y0vw6hAAgOVmoBrNsd9cSEh0siKSQAtPUUQq5EFFFldv6cUZR83AnI6oqdu3R76TC7jE9ENI4GS2Da/f+TCOxm63jmd5L7DnRXfrzT1ZfXQsPHcOlvGB7/0e/YWpEQvENEDEAA+U8bn6JmD7+ik5jRYXnvUXNxdNEUY7nrWoLWCt5pIZQcuV8ORRBwBAVgtW1gNUajhEDOlFtZEfNoXuYUlcQkkqp9N21NY0F5KeWs/nDDvYXLuxVymBYh+Kfn1o/R5/nhK7lmtj0iSGxyRSyRAlQ/Zi8IQTmH7tqSBA+cT/ARR2AS//3uqaXqJeX1nUiUrbUTiW7YIY3j3OT00c43imQQcQdSAnVMKknEzsfa1QSbDu5X4sO3nsMSqNtIcehqm5EDEBhJT4aXgjzvjPv8SK8EYkscPSnAeuAW45E7D4/ByBry/k7NzgZj3NH7ftxeMv9mHzLjezsIlpiEiBhcuBD96rvq5OzWOpxYVnfQProrNt4xxPQL1R1x1PW1FbvREwwjOnhGdasfeASaVEyBJIL0TiUdR20hEpkJRRkKNrPO2Ie6kdT6brgwOfY4ecY9fxjItAWkHBU45nR+Sjz5sHxAXA8mzNpKrc+T50gUMA2r0iWhMm1OO3igCF4y8A/Bzw7L9aXdPXtcE8PwPbT74SARLMXn+7tfVEmqpmRkEHEM1AZITnBGsun3ipD3EqcX4T9Z2G9shHkaK2xAQQEpiBEkqzT8NxfDeO3nq/u8UHX1MfH7vZzXpmr+fY8TRpBJvdtYlpThoDng+Eusu5RQNrLFpXeFaGcOr9F+H30afx++jTOOLxG60vyaWoDRQHVCfAouUaz9rvrTmenQCAuGRvM62iijHgBfWobdWh8IxLwF0XA69NTQzAOlrEuxKetRy/djwDzlRn22IvEFtas9gHACh4XQCArnyA3Vy7L5YjvnFFCc+dUrutxT1W1yPswrRjX5U+SiwPnPQOYOMvra7px+oNmee6UJl5Eh4Qb8WcjT8CynaaVUl9ITEN2oGoE2Gq1p/oSJVHnu9F5HOcdfys8W+saQ99JyUrxDRESgRIUDjhQqwTJ+GsZ/5f4NtvBgq99teeoZvlPf4d4ObFwPY/2l3P9Nfo2wz8n1OBb5wBPPcru2uiXk4WW4z8H9b86m/V/+fPP+ZuzSe/Dzz4RXfrmaitTk6S8MzK4Gto738OL4ijUJIhZr3yW+tLMqSQrHGciofYjFexFbWVIx3PIKeuVKRli46n0M1ZvAglX29cig7eQAwDrwA9q4FXnnS3pku0iB8SOmor7TYXMsKT6YhQ4HHsFLr2smApnlRRF0YKrA0A0Jnz0S/0VbaK3U6zSVUJlVeldnts/Y2EG7TjWUGgmpYccTow9JrVyHaQmK62nQg8jv9Iu+ElJWB4l5X1hL4AJIP8SOE5wajtmi29ePP82cgF3vg31rRHHorU1ZaYAFKk4EzC80P83/HH8NqsNwO9m4A9L9lfPC6pbtcLLwf6e+w7kSIBZr8BOPvjwMkXqr4Fr661uybqYwPJ8bTEi/8BDG0HNv3a3ZovPGw9vTMCkagmk6ERnhS1zYaOoP4kfQd+K85CVNppvXaMj4ratoU+Eqnf2G01FxoVtc1HPoZlzqrwFFIiRAL4IYYivXk3cRYXlHVDmMo0bQxjHE8RwOfMfo2n3rhzPQM28Dl2C+WcG2dy0tHiuogcQo+rjplC/52WY9upjtq+LHX3QQcNjQh78LQeta0kab3GKrXXZMPXwtPLdcLjDFXzHE0t1a6Zv4UHQNRZE76lCQjB7XtL2LJrGOdlqO8EVIKHutoSE0JfePf8EM/KE/D0MR/Wxx3UesZFYM5JwAXX6zUtN98RMTD7RODibwCX3goEeftrosHxnM4zUqcSk/6Ki+6cwGrB3h5sf6SJ0hIUtZ0gOoIqwLFDzoKfluqCxRIMI6O27ZGHpOZ42h2nUhOegYcichAWazyV8FTNhUrBbPU3TonwnKa1eXHd8ezM+c6itrIhars71Ve8bDnZ+kpaQeYQ+hz50MNQaoSn3UZVyT7Cc7vV9Qi7sJrw9FX01Lc/W9hPCijLAF4QIfCY9eeoaIzDR521qO9EZnmaMSrLTmq+vhMAOkLfSa8EYhqi9yleoJ4n1t/TGolLSvw5uCAFABAJBioCV//wSeU+eqGTsRTmolBCzfLsEBfr7y2Wki37rllSzxFXpWwiVlrCzwNgJDwzoyOoCTh2ytnqmGVxxKWAaIja5oMG4WmruZAcKTxzgYeCjGo1QTYQurkQvBCe56EXs1QEwRWm+cx0FZ76RWZvGmBGPqi7KZY20iytIpYePK4eq4HHsQc6amur/lG/oBVEiMjnyPkehlP1GLa9GRFV9ft3yZmoslDFMomWhY2I2jY4nhaFZxgPYxh5MMbgc44qzGPXzgZTmlINLTy5qCJEjPIE5iGu2dKLuR0hTn1dZ6afa498J93hiemH6b7P/RCcARVp9/nSSFotYliEtTnV1oVnmuDpbcP4z+d3Y/dwRT1nHTiehaqJ2pLjaYWkDMw8Tn3uojYZqKe/XLmeqerdAs6V60nCMyP6qk8Kju1GeFreYDKMHKcSjRCetsapGOGp1jGOp80HTKrHqcAL4XGOXWwOOZ6TiX6xGUyU4ynAIXhgdY5nDB8eV42wAp9jj9SbUlsvsPpvHJaREp6Bh72J3oxYngmbake1jBD93ly3j11i0uGp+v+sykA7nkZ42ruAEaTDGIKqT/Y4czhr1wdC9dzsQGlCUdu1Pf045w1zwPXzvVnaIw+FagJpuWSFmH6YfQrzAgQeR8n286WBwcFBrNlarDXPs3lBCgAgkvo0A8Cd8KxFbcnxnHSkVPuSrmPV1676Qph9fMlBA0QhAMiaiaWEJ9V4ZkM7ngIcO2EcT7uu3P4cz9h21HZUc6Fc4KGAnNUHjNAd6uCH8DnDTjlraoSnpQ6SU44WZXuTAJ2ReoMWPLT3hplWUYUPztSbpc8ZBtGmGmVZjtoOywhR4CEKOAadCU/dBRUB+vhcitq2OEy7gVX42vG0H7UNkwIKWngGHm+o8bTkeJoGYNrxBIAOVlJ/bwbKcYpXB0o4+YhsbiegHE8pgdIE4r3EYY5+jjIvQOhxlE3vCweCzEtLGEyCuvC01Oixhohr+744kYDvRniacSpU42mBNFaaouZ4OhKeNcfThfDUz4tG4WkxOTkWrSs89RW2BB52Q3detR21HVXjmQs8JCaCZTtqq2MkUcBRlDnw2J7jKYREpLvaepwpYe80ajvNHU99las/DtCZU4+flEfOHM/Q55DgkPnZ1psLDZmobeBhyAjPxK7wFLrGsyID9PLZ1FyoxeENczxHOJ4WG5eEaQEF5AFox9P6rN2RUVtAOZ5Zazy39qnn3Qlz2zKfQ3uoNtMUtyWyYvYpzAsR+hwl4c7xDEQZwyJQezPm2W9oJFKkWnhWazWe9psoDVONpz3MnmSmY8fTXIR3EbXV7zHP7iph+e2PUdR2Qoi645nP5zHozbIftZViRNQ2F3Ck5mtLUVs+qqtt5HsoIIKXWBaeLAbzI/icYbuYrRwsVw7kdBeeJoYqQnTm1Bt0avHNi4kYVfjw9EM10J+k+dn2orb6BW0wrdd4DsT6Krjl5kJC348JD7ALc4ChHdY7XhP24A3NhUY6nvYeR2FaQIEp4TmyuZDdrrbMD0YIz6xR25d61fNu/tz2zKfQHqn3GOpsS2TG7H9M1Fbo13oHgiwUZZQQKhHoR06aC8Xa0Y2N8LTtsgK1UUfkeFrA7ElyXUA0w02Np5QNUdt+++tpc+zlgRh/6OmHDChqmx0dQU0lx8x8gD3eHPtR21FzPPOBV3sBsj7HUzutoW8cT3tdsKR5E/FDeB7DdunGUa5RE57TNWqrrnKVEGJG3o3jWZUjo7YAkObmWHQ8hwE/h3LCdFdbjkLC1LgIy+NUTHMhHuSwC7PVFXAXURbCClxUkUqGBB4qI2o87W1qo3S4FrX1OENV2hae9Y17Y9Q2a3Ohnj61kTlhAsKzLdTCkzrbEhnhwkRtfQQ+a6jxtCw80xgeUpRkpGb8eoH1hkYyjWuGQ114OnQ8qcZz8jF7kqANaJ/rxvFMqzUd4yZqqx4/Rf1WIwJyPLOj78QUHDPbQvSy2dMyaguZqAZGWjREPkcBOfiJvc070y+izAu146mFp6vuoNNdeOonexG5muOZWKzx5Dpqa4Rn6KvHcJKbZU94xkUgbEclSRH5HiLfQyokZJCzHr+S+vf7Yb6h/pvitq2KJ6q6xpKhnKSAZ7+5UJQWUGBKvAUedxa1ZTxQV9wxMcezp7eAOe0hZujXlSy06ajtRBoaEYc3rCY8Q4QeR1GYsgrLgkwLhhJCFUv37DueMk0Q631fXHNZHTieOgKfCHI8Jx3zuu7ngPZ5QMHBOJXGC/AOo7bDujFW6reR8MxMQ1fbGXkTqbM/TqXR8VTC00Rt7QhPLuv1BIB2PJGDn1p0jUyjCz+Cxzm2GeHpqklLY9R2OkYk4yIkVHxvhqnxZKGzGk+f66u10Ry7UduwHZVEIPJ5Ld4Lv816cyGz2fHDHF4TpuM1NRhqVbioImZ6PqALx1NKRGkRJR219Tmz3lyoHrWt13jO9MpKaGfgpd7ChNxOoH5BqjqBES7E4c3orrblhKmUlm0nUL+XlBGp1wYHHWalqDue1URql9W+40ldbS1i9iRBXgtPB1HbxtmdTrraKuE5pK+RpOR4TgATtQVHZ+Rjt+xSVw0yFF6nGa8cMchRjievO55NXvF69rXBTO3quUjqdaTQjqfMwZOJtUiJmZvHgkh3tdWb973brKy3D0Z4isTNAGohgCe/X1/XNnEJUg/wNc5EbNHxVDWeQc3xDDz1MY5mqdoCYcHhqA4DQTuqiUAU8NqmVvr2HU9hHM+oDTtSPa/UVbMAYtLxRIwYAUKfKyFmu6ttXIKHFEWmorY+d+h4eiEQdQAAZnlltZnOQE9fAcfPydhY6NWngC2/rT1HKyQ8iaw0CM/Q54iFVO5jk8+XoXKMd9+8Ghu3Z0w5adeoKCNd/+2gw2ya1PZ9KmrrwGXt78HFyUMAJM3xtME+wtPBfsG146mfo0NV9fhJvDaq8cyMvhM595APPRRMF7Umr7A9/kIfFlz/79hTaP4FY3SNZ+hxJKz5OZ5bdg3hf9yyGn94flvTm30mk5GOp6eitgCsPWiYEbS6q20VAWTn64GBrVbW24fy3lpNq5MGQzv/G/jVtcBPr7S/FgBUCyrmAKBDO54Js1fjyfU4lcY5ngBQiWYBkHYK26vFBsfTq21qhZ+zXuNpLsiEYQ6DqX5dsO2yEtbgQj1+OyMfw+XEvuOpX3OKOmrrewxVc4HR2sU+9f7B/VDVGTGOLl7OFHstVVPsHKxg/pyMjucvPwf85H143XM/BkDCk8hO3fH0EXq8HkFt8vmyY28ZG7cPTkB4mn4Jkep47aDDLJNJJ1ZJIQAAIABJREFULemmhGdgXXimj30XXwl+gOv8exFTV9vJx3S19bXwLPbZuSDfyAjh6cDxTI3w1MaDR1Hb7DR0e80HHgqp2Rg0t3nf1l9EKU7x2kDzG1IVta3fZYwx+L6ZHTV+1HZvKQYg8eYVC4AHPtvkmikS5o9Ys8JVBMzWg8bUeHLteAKA6Doe6O+xst4+lPcCna/Xnzuo8zRu9cuPuXkixkWkvvo/rDmeLLAmPJmIEUuv3tVWR20roXaybcRKqgUgbNM1nhyRXlx4kfWutuZ+DKI8Bs3rwhS9wBIHj6+jtjPbAgyU4gbhaelxpIVnmdebCwEMic04fO1iX6jq+aNOzOCVTFFbM+dvRj5DfWepH9jx30B+Fo567Ev4lHc/wv7nMyWHCII31HgGHldxbb/5i6mmbjFzjLQWtTU1noHdeksp1Z4MDV1tHXTSrXJlNnzafwB/0nOztbnxhy1mTxLoGk8p7HeaNVHbjiOdRm0H9UM19trUMcvNuPZH6wpP0w3K045nmm1Ug4nZDpaaf5HiEHUnzhyrCc/x//NSAQTQ573+nqbWZDKFaHA8ASD27ApP8wBlflhzydKu44B+B45nXFauddcx6msXDYYar5D+8Wf216sWkOj/w/ZIv4Ex91HbcjBT3aBoQXjGBSDsQCURCH2OwNcXMPy8/fh0UkYsPbTlQgya2aHkeLYsnqwiRoCZbSEGilX7UduKitwb4VkbP8QtOhsmwRNo0RjNwAyebY6neU8zr9lNsfVxABJYfhcKJ12Kvw1+hv9r1SXAf61o/ncQhz3G8YQXIPA5qqnMJMjSmvDMGCPVe6B6V1vLItDMj5dmjqd0UlcaxxUkkuPu5EIs3bkC+OO9Vtc77KhFbXVXW8B+3DbW+/euY512tS0LbTzUdIT7uG3rCk99RdbjPnI+x1BGxzPVdZZ7MwpPOVp4BnoT1ETENxECIbJdjeMiHVHjCQCx3hDZEp48rTcXqm26uo5XnUFtXx0xdZY14ekgatv4mNn1rP314hJifQWzLdTRJItuyuiutrWobc05txB9Nc2FYtVcKPTUG3XK7UdtmY4Wt0U+UslVPW1Mjmer4okYCQswMx9goNjgeNpqXKI3IRX9HDU6LrE88gjQNZ4AEHWqrrYZajzNe1om4dmzRgn5Y8/B0Htux0eq16njwzua/x3EYQ9rmOMZegyxEYFNPl+EPDjHs97V1rIINNMUdAotdjTCJalWUUKEG5MPqwOuJgwcLtSittrxBOwLT7Pv6jpaiT/be2vtkhu3vmo5OTkWLSw8TU2Bh1zooSz1G3azwtM4nuXmhaAHATnKfWSBWXf8B40QGCk8m2gyxJAiZaMcT98IT0tXKvQLN/ej2iYmnnEsAAnsfcXOmoaa8DxWfXQhPBvfqCoOrv7ExZrwzAeeriGz63g2drU1Udu4NgrIQjSpWgCCNlTTkTWeiZOobQUVBOiI9N8X5MnxbGE8WUWVhdrxjBscT1uxV/V7U6YELmMMgceQMnsbTFZ7zR0pPK07nj2rgWPeBAQ5hGGA34luSDD7z1FiWsGldjy5bi6UCvU8bfL5kk44amvGqWjH03ZzodrYo4aorYPmQklSRQIPMXzV88PGxeLDmVrUNl8XnsOWR6qYPYnZ69qO2+p9nhGeZRKeE0BHbZmu8Sxn7DpoOoMNlprPyquo7UgR6Gd2PBvWGxr/qjKXyT5R28TL5ng+tqUXQxkENhf71nhWO49T37Rd57mP4+k4alt1IHSrhVrNRi7k8DmzWuPJRRUV+OC15kL6YoLUT38bNTHVIkTQjlRI5Xhq4Zl6ufrVRUsoxzOozSWUgYMRLoQ1fBEjgarx3FuKAe6rkgdbUVv9e2Me1s+B200l1KK2DcKzHSVUJiI8WZPC09R3nnAeADNOhSHlkfXnKDG9aHQ8A4+jmmoRmNEIyBy13Z/jabO5UEP3XsAIT/tR2zSujnSqbDfoO9ww92ej8LQ9UqUxagvY72ybjhSeFUZR2+zo5kLcU8KzAv2GnbXGM4sgg4DkI+8yzwjPJq7spUIiZA3r9W0e92c8mezjeKZ+88KzUEnwoTuewD8/1fwolHrUNle7el7t0E8OZ8LToeNp3qjysx05niVUmRaegXIDKxYdTy5ixNKvbUjNHM+qNB2ZJ7lRgZRAdRiJfpxGAa/VlSbMvuPJ0jIqMkB7qBxP4eepuVAL40ndXCgfYLiS6Loqi7FX/TwUPKod8jlDwu0Jz9oIqwbh2SZVA7xmyex4mvrOE5YBUB3TASDmEV2oITLBzXsI9xF4XEVQ/dwEajwn5niWZUNXW5vNhUYJT1XL6kB4JjFiIzxZRMJzsjGv634eyM9SBpOzqK02WWzXeY6qTy4xu9MxxqKFhae6Ez3dXKgsMzqeE2gu5EGMGKcCAFHoqysITTieqZAjHc++LeP+DJNiH8czzRC1rSYCQgKFDG35G69e+lowVNuOVC/qtkeqlAfUR5eOp/m/a5vj5kkYF1HWMb584MHnXA2oT8pNxa+zwnXU1lwzMRvMmvCc7DfquARA1hoohR5H5Dduau2+afJURW3bowbhSRvplsWXusazTb3G7zWdbS07nqnX4Hh6DAmz2FwoTSAkg8d1PDzsQF4W1Wa62V+RVXia+s6jzwJQbzqWcAdxeGJa0dhcKGxsLpSx58ZEazyL0HM8vdBe7TcwtuNp4b3bkCZVJNJDe+ip2nOK2k4ucUn9P3Ku/rXPddBcyERtj1YfbTueYmSNZ6k2lpGits0j9QsUDxD5DY5nxmL2wXLWqO3IuywfeIgRNLUJSoVE1Fjj2Tu+8FSOpz/imAiaF55GYFczzGYz9UZqjqeuzZNMicEBRzWe7fPUpsil49k+143jWS2ghBx8zhB4quNrbUC9hY0tl6qrrcdGR22bn0GbCS0sTfflKPBqzYVimw1aNKOjtqlH0aRWxhcxEl3jCQB7S7qzrTXhaWo862NJPMtRW1WH7YFr8YdoBvKikK3GM2tzoYb6TkDVskY+R8woaktkY0SNp8dRTdJMqYSDjdqqcSoORpvoi7Tca2wuFI74ng1Eoi4ez2wLUWYOZmEfbsQlFbM1tM9zE7XlgRqnAtiv8dSPT+Oc1x1PEp7No6O2nu8rxzOj8ExSiS4M48ZNF+vI0ThICQ65r+OZRXjKUY7nnhfH/Rm+n3EqMtADwpt4wJgX9Eue+Rzwm+vHvT2gagIBAH5Yq/FMhQTCdvvOkRGeuS4g6nQzxzNx73iWECEfqP/XgPO68MyysRUp8K1FwH+N3Vqdi+qI5kL1qK2lGk99H8a6eL2xxrPK9GbE4pxATyjhGTXWldIbdcviy+oIx7O/6MrxrEdtA4/p13k7m9rac9TUZ0adiEQJ5bj556Z5refN1HiOqu80hD5X9efkeBIZYLKxxpMpAelHmZsLZblADgCIi6gggACvz/G02R1Uu0ZytOMJWHVaZRojgYcZ+QAVitpOPklJxWwNLhzPahEI21SJF+AuaqubShYkRW2zY6K23NM1nmbj3tyTPxUCr2d70C6GgN5NTaynrzzzkSIwH3iows8QtW3YSDRxVZnJfbvaBkGACqImHU/1Qj6vuKXpUSE14enVu9omwnRvsxhjAVTU1ovUVfj8LPtDfIG62GubY99hTRMgraKEEDntyPkeQ6XWlTnD/VsaUNHn3c8d+DZSwhMxqvDA9IbURG3LwlKNp74gUjWOp+/VYnyxjhjbdD25UDWBtU66fp6iSS1MYKK2efUcqY1UsTbaZN8aT48zVC03F2oceYSoU62bYYNpNu9+M47nqPpOQ+Rz9XfSxpbIQGONZ+hzVJIUMkNzIZNAS7JekIyLKOn3TpdzPCXzlLNrBDZgubZUCc+20EMZEb2fTTZxuZb8AKAdT9tR26KaGxrkgKDdgfBUj89Az4quC09yPJtHjmouZGo8m3TkEiGRg36BauaO1+uNnuOZC7Rb1XRzoYZNvhg/RsWRQox2WX2ubPIMjmeQFpsWVXXhOcrxtBlvM5T3KrcTUFeCbMcPgPobVdtsJeYt1mqYDV1R5uqOp8dRRrY5tADqonysx4FIwSBRlUF9nIrtrrb6TbHCdHOhEY5ntmTCRPDSCmIW1oWng9mhhD18WUXK647nQLHqxPEUDTWegceV42lpU8u0o2E6TxvhGaWF2mv4eGSq8RxV32kIPW5XYBPTkprw9EK0hT6EhOqO3OTzxUwZiJOsUduiEmKA0zmekvva2dVzPAGreyMuEiTw4HOGMuj9bNIxItDgUngCau9pPWqrHrsz2pUhUJT6ggkJzwyYrra+j3zIG6K2zTqeEjmWQXgakThKBOZ8DxXZnOOZNDqeQVu9TnUMPLmv8Ax9jgKaE56mxjMUpeaFpxEiflif42m6t7kUnm2zgaIjx9OL1GZPJHb/Rv2GMSzCmvD0Pd4whzaL49mE8NSPy8YYn4naVoSlGk/txFe0YxQFdeFpmirZjGyrqG3Y0KWTmgu1Mj5MjWdjc6GcvfRFUkYKrsa2mHPgDFXLI4+qDXF4Izw7WPOzPLMJz5H1nQbVYZu62hLZqNV4egE6c7r+Ec0/X8QEmwvJuITiCMfTYgMwoHaRVjIfgZlXaiL5FtdlIkEC1TG4xCLq0j7ZJOX6fGhARW2rw3ad5WoRvVUf1973X3qv6yZq+/+z9+bBtmxnfdhvDd29p3POHd697z2eJDAKSEKCJFgpgw0pE0w8/BMch5TLcZnEKZt/YlIZyg5x4oxOPMSUKcfYBQ4ucGG7VIAToGwCAgSGAEJCmEECCTS9J735nnvPOXvo7jXkj2+t1cPuvXv1ubuPdKX9Vb0695573um9e3evXr/vN3yz6ZQaGBokLz5KbQeUYyClkC5cyHed4h6YusF4Rpz4wHi2pLYpAU8bGS4UPJ7JNIrxFB1zPDPJsYoEntpYJFCQVkUnxIqa1DYkoPp49M9FxlO5sJKUNntD5bbGWLxwHrlAOeC5NCkmCZ3bhDNs7OMwnnuuX/cwrKfaetlrkNrqA0ttfcQ9q6XaunChHONLbYUhhsyD3VIcPTFPciW2hOIpFhkBs/PV2OFCOQqkDQAnOENpx/OPMaMaI4+QnQIATjAC8Nzh7wQIeG6QHoHnsQYVNyUMGMBFGGNFjZpYjyd9LYYCz6JiPPNSV+FCY6mW3J7N+rExDY/neMCTWwXFBKRg2NhjY+jgVW5a4UL36etqxIChcoWHpcQvfex12uuOnmpLTRMhJTLJqVGTLY6M56AKczxpnMpQj6cyFpkDnjomyXSHx3OSCOQYAjzrjOf1pLap5KTPjvF4aosZ3Cb/GlLbszrLMHZUOdBiPG+P3wUCXLcrpZsQAIphwPPHP/gSvu7/eA/OlxEPHtdBuzQpJjWp7ToAzyGMpzs3exlPut6KGuPJGCMGx7gN6sEZT3o9PjUtS0SQ91bzdscDgsIWKFFJbUufAjimhPpY45TREDDQLAFjDLemCXk8xTA56LrQ+PPf9z48/yDiulM5SpY0vJKJ4MjHZDwtSW1DLpBbixZsHT3L06fa9oYL7fB3AuTH3iA9ptoea1Axq8KYBj/GKrfx98t1x6nYYoW1e6ZslK5kr2P5Ld2z0nLn8VS2dswRgacpoSEhOccKx0bqwatcbafaAuPKbd1YvXVhKF/khlJtmUiQJYLGD6XzI/AcVEbDgEFK8nhacIq/j+wE1RlPtY4AGl4Wu+XxFCiQwJSR41SYB55xjCe3GqY1TiWTwgHPOMZzBvfaNhdRm29uKbobnOPOnBb1B8uRfVW+2oynWo/f3dMFyWVSBzwHjlR59TJHqS0uY0bzlB54JpjWwoXW5hqptjFSW/d5NWR8cJ41Y0lOOFKq7dp5CDLJq0Aj3yAaMTVTmgKapyHVNucTun/HvnaPdfjyCbOc1qFbswQPvdR2wOf5iQdL/PgHX8b7PhHxcFcbFEgaAE5wRrN2R9pc+lm7W1JbrKNneYZwIdEDPHf4O4E643n0eB4rvoRVIS3TS21zJNRcj1DUaBcqpAaOUyGprWc867LXkdZ6J1c0LKk8nvIGpLZWQ4N8pSs4qe2xkXq42pLaeuA5IuNZrLDGBOtCOantzczx5IIS/wtlaM97BJ4DymoYcCSCB+ZI8XhgpIzFxIFAtR7AeLY9nglHYSXMdaS2EYyn2BEudGXjdP7KGMyY20RYHQXihKZofwC47WbnnY8d6OGr7fEExmc91YbeW2A8hwHP3EXAlzGJfO4ze6Qqj2cqONb2cYBnhNTWypBqC6CKvOfJCIwnges1q8apSMHBGUgmBIzKqEhbQPE0zA4N8t5jl/jJK90GnmktXCj+XvGhJesi4h7tkNomgg1icIYWM6qhSngcj2cv47nD3wn4tegYLnSsYeXDb4A64+ka5lGJ//R1qNS2ES6k9PgzNf3vbUht/bN7POApgtTW3Z9Wj5ui+/lWW3M8n6KvozKeS2yQYV1q2Olt2vse2vZULwc8mUhc8rRxjOdnqceTMXaLMfYDjLHfYox9iDH21YyxO4yxn2CMfcR9vT32i22UUdDgSASD4Ayp5Ch5vERIG4OpYwJNBMNlfWpb2+PpGM9rSW0jgAq3plNqe2Uz2IgLRhuLOWqbiAi5bWA8QYzuPBV4/aoYf5yKtduMJzC+BEHltJENHs9hN6Ifeh2VPumA/4VOauFCDGtzHaltTLiQa67wpPHtxkPz0Iudez2+E515gC051hiWPn2dSmwBVUu1zflk9GMea6TyjKdLQ56lAqtCO8YzfqPnN7RRslWdo2BJlTALYjxzz3iOwDRw051quxjg8fQBLXvHqezxdwLuHrXHcSrHGla8JrVdZG5A/YBnmjHXk9qiLrUtDVlmgPHYR1NlfVTP0JtgPElqm3BGpAMAlMeAoYPVZwR4rrFCBmMBNXF73c3D8Y7n9oKe8cxL81kvtf0OAD9mrX0rgH8dwIcA/DcAftJa+yUAftL9/ebKEOMpnYRvIjkUi09d1QZBahsHPGlBtB0ezwJJ1HHVwRjPeKmtMhZzNgx4ClNSIp2r2/P0ZhhPtaHF+8YZz7zFeA7zePqh11EPTbehe6iS2hxPjpW5RrjQKsbj6Tbu2AE8uRwn1VZOKDUN1dzQVHCsjfd4jgQCrUViSxieVFLbI+P55JYfbeIaJ0EiNJTxdPdmFIhTOQp0eDyv48OOLG5VaPYBCE2wIVJbL1PcGy60x98JeOCZUHd8zO77sT6nilsF7a7fRUb36hDgqQLwHDpOZR0sHXmd8Rxrn2JqjKd0czwDyzre3kgYBe3ChVbGj8E4Ps8OVmpNCa++0jnN1rwaEXgWq9CcL5Nb9L0x5bZeaisTZFJQMzadDyZaDlG9wJMxdgrg3wbwfwGAtbaw1j4E8O8B+F73Y98L4BvHepGdZQ0UKu/YNBUoWHzalzYmjFNhEZ0j7WnqloxpknAUkFHdd2PbjGecx9O2PJ7pwFTbWYPx7E+2FbagRDpXd+fpzXg8N4/o600znjp/LI9noelzjGI8g9Q2aUhtl2Mznq1rKJGMNqoiObxkp1wB6TxIkDOX3ktjgEae4+m6zkpk1QiXI/B8cst9nl5qmzaAZ/y9Mgx4bpAjqWSvIBaxCrA7/LVL4SG1BqOQMHI6SGprYsKF9vg7AR9c5+/Ro0LgWHHlU1cBYO4Yz+WAZqoPF1IDGU+m1k3GM7CPY4UL+bExEqlgKFWdZR1P+sqthmYSUnBc2ZGbt5+PVW62rQfzp8ZjPK0FymUAnpvUCUbHJFmCx1M6qa3+rPZ4fjGAVwH8Q8bYBxhj/4AxNgfwtLX2RQBwX+93/c+MsT/PGHsfY+x9r756wA/RaBjLQ1d6OoB5BKjDNnUeTx6xITV6d6othU5EdPW0RcoUxY6LNIrxlFCdHs+lzcDUprcrrYzFHLXXdk3Gk4DnJDos4FrVBp6fMcZzIPAMjGe81Pa8lJXUlj9uuNDVbvmfB2KsxXhyTh0vnlQP00NVsQSSGvCUFeO5MiNLbWthNB54rnHsED+x1WI8U+Gu22synusikvG0baktx8aOl17JW2suAJj0BCeIT7VVMeFCe/ydAJA17tGjz/NYccVr4UJ+nMpKe49nRFPeXbvFQMaTqTU2oCbjpqyn2o7UIHfg0rCOcSojNuW5VdCMpLbLoBo6Sm0PUkbT9VJnPAFgcX884KkLwBos3TNlLWl81qgkiyY7RypFS2r7Wch4ApAAvhLA37PW/psAlhggq7XWfpe19p3W2nfeu3fvmi+zo7zH020uaaxJfCiCNhZzTouIVBE38M5wIYHCSrCIxVU7xrOAJAAbw3hCb80ODYwn0Lv46Hq4EBAHPG3ZYMjueOA5tqQkAE8nO/ic9HjS53VVn+MpOZZaVK8ltsJ5sbuBXABiuzye8vAb6WJJjKfbMAeprbw54Gl5BskZGKsBzyPj+eSVl4o7JiMRvJoprPNov2XhwoU2Kg54thnPRFxz1m5kEWPUVCXYdHHYcKEefydA6oRluEeP98ux4krYMgBPzhnmqag90/rvF3Udj6fR4DrH2qY4ySQ1OsdOmA1j9WSHx3M8xlNYL7XluPLA89hIPUz56zNpAc/5vfFSbR3LuHSy6aVwwHNUqW2JEiTXziSvpLafpYznCwBesNb+kvv7D4CA6MuMsWcBwH19ZZyX2F3WaCgIJJ7x9LM8IzcFyljMHOMpdf8m2HhWiG+HC+VI4oCnMUihUNiEAGyMx9Ma6K1xKhxLDzx7QJLS7XChfqmtbHXf78xqUltgvM5em/GUKUkBVufjHM+XB55CUtdroMfTM3tRMqFiBcs4ciQhjTmTHJfqGpva9Tl5NIHdi4d7GOo24+mltnwEqa0HntogkzzI01PJsdSe2R0LeNL5MyIDY6xK6QSO0qQnsZyFwXRJbYHoDWbFeMal2uZIIEQzXKgCniMwnrYltQWA7IQ8nipuM94bLtTj7wSc7F+PJyk+1udmCScF9TXPJK6UB57xjOcg4OnW8xUyLCayyXiOlTAbPJ4JNcG8XQUY1ePJrYKBhBQMl0fG87BV7gKeI0ptXVPPNxGWwu15x1T3aQVlKRQrDYzngq7bG05I7gWe1tqXADzPGHuL+9bXA/gggB8G8M3ue98M4P8Z5RXuel1Gu1Rb5/FM/ODruIelMRYzXgOePexjkNp2MZ6QYKZ/oVPGInOMp2UsKtVWdDCeIVwI6O1WGNv2eMYwnkVDmnlnkWJdahQYWVLSBp4AsZ435fEESG4bcY7q5aW2KorxXMEmMwAszPHMpMClGsh4Gk3n6/Q59yJ2NCB2SG2ll9qKkaS26Qx5aYLMFiC2KoQojSXj0x6oOGmmk6XTMY8d4ieutJfatoCnv18j1/vBHk/bZjw5NteRw0eWMOXWPcqyE2I8Y+TBiAgX6vF3AnR+L/XIqoRjfc5VfZwKACwmEhcDGM/K4zlAauuuzzUyLDzjKcZOtaVnpeUSqWTUbL6BOZ7CKpL3co6rsVVDn2/l9wWy7fG8B6xei9qnDz8mfXYBeJqMnmkjhwtpEPDMpHAezzn92w2znrL/RwAAfwHA9zPGUgAfBfCfgEDruxhj/ymATwL4pnFeYndZJ7UNqbaJIA9OGSeTJMaztlCUqxBh31XGdHs8U8lp2HikjyFlCjkSGAiIyFRby/cwnj36bEq1zaHAIWGiGc81azKeALDUnKDnaFJbFyVdB56z2zfk8XTnM11cI1yIFqY4qe0K1nkJvMdzknBsNGCzhHy7MeVB+tkbgYef2MN4+nEUzU1tKrhjPOUI4UJLYHYHuTJIZXW/pJKjMJZY5bFAoDt/VtDnSX5oD3aPwPOJqw7GM69v9iIbNYOApy6wQdIAcA3Gc4T1j1vdTLUFwCenWOD54eFCO4Hnfn8n4EZ1GQkIHDe2x4ouSrWtAc9MVs3UqDme3uM5hPGk9XyDFItMolAGhqfEpoy1R6kp3xLW9niOCDyhXLgQqxqpR6ntYSpIbWfN78/v0ee9eVjljRyq3H7Ns9drZegYY5IsTmqbeKmtn+PpX8/01njHblUU8LTW/iqAd3b809cf9uXEl9YKxjIkogoXWg0Y8K2NxbQOPIvlXuAZAnVawDMRDIWV4DD0M2L3KVVujmdhJTQYRITHs3ucSs3j2dOp8Km2F3aOO7KI93hiEf5+e043x5WWuA2Mt8B+phhPlVfJdNlisNm6HDJOpVhBt4Bn5sHZkKROD8bP3uB+736prWk1L6RgTrKYjjBOxUltlW4wnqlwQ4uTyXgyPh9G4z7PVPDjg/pJLreBtO7zzJzH08oMDIi+jnxoSVRQj2M8ecvjeXGd5OnIEraEYR3Ak10jXKgLeHp/5x/8tr2/IxWi8mEfU22PFVkCCmVdaptKXGzc2h854xwYKrWl9XxtM5xM6NgFJO2MxpIOun0gE9IBz7rUdkzGU4dAo5WNy/c4VmT5BttWqq3LpFm+enjg6a7dC6cuWZcamN0d1VZmtfN4cie1Vaaa5HDDjGfsHM/PugoezxrjuTZDPJ4mzPEE0A/gnNSWtUGgcKm2QG+Xzbg5ngUSaHDAxkhtTWe4UKzUVmma47nEhIB1BPCUtin7uuuA50XpHyQjgYbNI5Ib1BeA2Z0bZjxPRmc8taDOmp/j6UOGrBwAyHyi7a03uhexX2qrWdr4dhWMMJLHM5khVyaMUgFqMslkNp7U1ocLOSlmw1d6ZDyfvKqFRQEIScWae8YzbrPn5fBxwDNHbmUjHbbp8Rxnjmc7XAgZpdrGzvE0+8KFIvydgJvjGcK4jh7PY8WVqM3xBEhq+6i8BvCM9DPTDzvg6RhPgIBn7DGvVUFq6z2e9XChsY5pwGGguUQiWO3+PDaGDlJ+z9VOtZ0/RV/H8Hm6azeMUyk0ML09qtTWOI9nKr3Utg48bzbZ9skFnlrBgIfNwTR1/rFojyeQobbh7jnxdq/UNm6xC4wnpAOePZsgYxzwbEttBVZhRMT+1+0Zz6WdwA6emvhLAAAgAElEQVQAnnVppmc8w4NkrM7e5lGT7QRu0ONZZzyHezxv4RJf9VPfBLz4a/t/uFxBORlom/G0YgDj6YFnH+O5N9XWSW0P7vFcAekChTIVmwtiH0vtEknHYlP8w981ElLJsdICYPz4oH4SKzQSKqktUPMsR15HldQ2Jlxog02L8ZT8mrN2I0u2ksQBULgQW2NTxt2feh/jGeHvBEhNswle/uP9cqy4qs/xBEhq+6h012HE/eJl4lEjyXzVPZ6O8cz9PTraHE/6vYy7OZ6+eXsDx7RMQnIe5pYeFTwHKt+Q3goXchMixwCehW+a0D4+MJ4j7nWtonEqkjNkSYfU9gbriQWeRqutcKGlSaK7tJ7xvIpkDj3YavstE8FqjOd+QKYD8EygLe83LYfu2mMwnoZSbVfIYLNTYBPh8bQFyg7G81FxA4znFvC8DawfRo2euVYZQ5/b43g8lcHX8N/A7fNfB37l+3p+eIWS07EmSZPxNHzAbMJY4Bmktm3gycZhPK2lZkjqGE/ZxXhORx+nghpQKYwFkvl4jOev/CPgQz8yzu/+fC/XKCsldWb9aB7FhoWIeCal1y9pLaALrJFA1J6OiWBYm/E8nm3GCACQnSCBgsrj7hUvte30eEb4OwHnocUxBfpYw0pY3VBJzTOB89w3qiNmnHvG0xjYyBFJ/vrc2BQnk8T9ebx7FMAW41kqAzA3l32shnxIpifGU0HC8uQotT1UhVTbXVLbEUaqeMbTAc9VoUdX9xldBJWon4dtkiPwHFSUaisaHs+lFrBqEzXbjUBgjgfW+Tr70mF9592HWriSglehED2dPe3ChQqbQINFMJ60yLW9P8M8ngYzlhPjmQ6Q2vJKmjl3MpalipfOXKu6gOfsDgBb+T8PXf5h8Rgez1wb/F7+YfrLb/3o/oZCuUTJuz2eRqQDGE/v8XwTfb2u1JYnh/V4qg0AG+Z4bgFPz3iOBjyb4UKpn/uYTMYDnv/ybwHv+mbgI+8e5/d/PpcLHCsTBzzdvRIaY5FNk2qcSs+a6+6/3MhGqq3g9fmWB752rQ0D4hvlMwciFRieNdpKtY2Y3+krlRyb4/ihYw0s0RoHtMiSWqM6gvF0wNPaSMsKUJPaZrg1pXtzqdy1PxoIrHk8Ja8YWpGOPsLF8CSEadpkdrw/D1Ve2dGW2s7uAGAjMZ60b1/bGuPp1X1jpOiCVKIK1LzwFqhSuPd8lNrGFQFPFhjP02mCtU3BYKM2I8pYpLbAAzig0ye19Ysnz7b+TfO47ruuSW2V5f0snpdAtn2lCa9JbWMZzwl0GjcqpC219R2Sy9Dxv2GpLTBeJyjo+6/v8SwVAU/NJHD5IvCp9+/+4WKFnDeltp7x1IMZTwacPut+7y7G0wPPNlNfC0bQkVJbXQI//BeAl39z98/415EuXKptM1woMJ5DWHOj4xdj9/BnSeUJpBCl6fCGibVxm4n8kppI7/ozwKd/ddgxjrW/1g9xaadgLrTNX0+l9YmZkR5Pt0HcqD7gSddljgSC10cBMVyNNWbEaHDYncCTR24KdoYLRfo7AWpqBinfcY7nsSJLtBoni0xgqeOtOXWwGS23rc3x9HagKkl3LNkrhVpyIYPH01o7MuNZERD+3jZyeiMs1VWu8DV//afwyx8f2e70mSx3Hf3Nn/4k/s5PfqT6Phckfx3F41nJxAGnxJndpdyXfBySxZoSyqlEPdmRc5fke2Q84yqMU3Gbg7Npghzxvh9tLDKb4wFO6Rt9J96nZYp065/C9/oYT2uRuXAhZSM8nkEm2TxmKjgUJAHeWI8nJtByHjdOBdtBF9NUYBVmTd6g1NaniY2lffcPi7rHs1wO6jpxtcSXsU/gI2/4E8Qg/sL/uZt1L9comJPapnTt+kVA8SGM5zmdq3QBgO0FngYMrCONmRhPGc94vvDLJCX+8I/t/hl/PfpwoZrHM2lIbQewj3//a4Cf+/a4n3XXJpMeeAoav5Fcg2X9F38R+Htf3f9z+SXwFX+SrtV//B8C558Ydpxj7a7NQzzCPLCPHngGX32s1HYo49mS2grOsBqLCQzNoaYc3gNPFjlXeGe4UKS/E6Bny+YotT3WwBJWN4DnPJOVEiziHq3PwI4eqRJSbdMw8u3CH2q0cCHavDMGpE5tp4wHnuMdEyCPpydaTDK7EbDw0qMNXjhf4yMv3ywjdqPl1rlf+uQK7/tEK1V2fm/UcCHf5Ft7qS0wGskSPJ6Ch+eoJ0GOjGdsaQ0DjlTSzX9rllbelMgUtcTmOGee8ewDni2AUisbGM+4cKEcEtqyfsbTbaJ1C3hmjikrRf/iQ/NKN1jZjH5PRJBMYsstaeY8FVU3ccxxKp9pxjPI2+JvxDcXH4ZkBp986muBr/s24IP/N/CL39n9w+USG0agaJvxTONB/eoBLVSMEfjc9XoNecc4b97qieDugTnA4/nRn6Gv+zwPPvDAj1NJWoxnkNpGvk9VAK98EHjxX0X9uJfEM9mS2g5JDAaA538ZeO93AY8+1f/6dA489a8B/9EP0DG+/z8YP4n586XWD/HIzoN81Hs8i5AwOwx45soEgNZZugKeda9kIupprweWbBvv4eoGnkLFbTD9fn2L8Yz0dwIE7DUEBdodgeexIsvPmfS1yGStOdT/fDG1Rq2KBp7O44kMt+d071yoeJb1WmVIrihYpbajwLx0xBEudakt3ds6uz1+6CKqRl3RpxR5ksvtCx6WcjsDYP4UcDWO1NbyBMrdI0FqC4y3dzAlSi+1dcBzE2nZO3Q9scDTWu0Smugt3JrVGM+IB6bWBqkt8JB5xjNOauvnydXLRA4Q1roapxLFeLobos2yhs0X75dbaGMxR06MJ3g/8DQGEmprEzRtAM8RGE9rdzCet+nrWIus/8y8d/ca8dLPqE8DAF6bfjHwNf8l8KV/BPipvwosO6Kxi1W42atwIc94DpTaTt25Sed7gadhYsv3JQWjYASexKfafvQ99PXqld0/U5PaFq1woaw+TiU2MfPqZfp68emoH9eFn8mV1Y6ph/lKtQJ+9L+gP/edG3/es1Pg/luBP/lPgPOPA//0Tx3HURyg7IaAp2fxssdkPAECnzvLM542aXk8GUoIGm11cMbTbSx3SG1lGbcWaafSaIQLDfB3ArVxNXKgHP5Yn9clrIJBM9XWglMDY8A4FWCA1LaoWKPbjvG8LMb3eCpwCF4DnsoxniOPcDFchv1uObk7TuhNq1YFHXtQ2vCTVq6ReF4KbNrPhtEYzzXJpV2FVFtgtL2udeNUSGrrGE8raBzQkfGMLDdOxd/8Z9OkCkWIWAC4oZ9ZsgWZ4nsAnPVsptj2eNrIOU7aWqSsRGElSusWyH2STrd4tqW2iWBgDCjErF9qqxRmLMfKTuh99m2k3TFVKwV1lkpcjtlNVBv6vZ8xxtN9hp7xjJS3AQA3dD5yZMRAfsP/TIvZ//cdzR/UJWBKrJEiEdWDyy8CJRsotW0Azx3XryFlQBt4BvZRyLhObX4FfOp99Od9C7G/HtNtqa0PF7JDGM/Ll9zXF6N+3LjfK2rjVAovtY09t7/83cDLvw48/Q5io/aFlfnrxDcsvugPAH/87wOf/AXgn33LaEEBW/X675K3+HMtYn99TlJb3pLa2mFjEwpVfYZ7Z3k2PJ71cSoMABsnkdlLbXmb8aSmaKIigae128FCA/ydQD3oLDsynseKrrbUdprWAvMGezzjpbaaSShI3PEez1xTM3Uk4GmNgoIAZwyJX4v8LM+RU22tS7UFgHJyZxxA1KqVWyuj5c9PYpUbgHFclgx5+9mwuD9Squ0SWs7CX0lq6/ZzY83yNNUkkNDA9SNVbpjxlP0/8tlZ1mpoy5G5G/HWQI+ndMCzZCkKNsW058QztQd48kjG09Q9nm6DYDV24n8vtW0dkzGGVHDkbNILPLmL3F5iAsNEf5CMA8/t8RuzVOBiwEDowbWm9Mot4Dk5o3Cl0Tyerc/VA4gBAUPcFABz3SMAuPcW4O1/HPjl7yEQ6qsWoT2pATLPeBZsgNR2fQ7cfTP9OdsTGmUUNBNbvq8gtY1Ntf3U+6lpkZ3tf+CVNaltedlgPBPBYS1g5AQidlPrAeflSyRNb3lV22VKJ7X14UKiFi4Um4z8nr8GvPnfAd74VcDLv0GGf7bjuP68+4YFALzjTxBD++P/HfCzXwb8wb8Ud9yh9cL7gHf/j8QKv+ZSlf+NPw18498d53gA8PB5CpiqX6df8g3A1/5X4xxv/RCP7DMBUPlmTW6vz3juB56+idQEnv64Vk7BDi21rY1LaJS7phIdtylQpgN4DvB3AjXGU4yYPH2sz7lqS21DA4MnEAOBZ7zHc00qIVBjPBUclxtFTeSR7EBWF9AgBZH3eFZjycZNtbW1VNsiu0sAxRiAj8cfbTZrfGfyt/EVHyiBL/hLwFv+6GjHatRP/BXgS/4wNXLHLrWBlVMUa9sttc0f0Z5Xbu/9r13FilQlrgh4OsZzLOCpS5QguXYi6P5cl2r//nGkenIZT6MbczxPp8kgj6c0tHEqeQbN+plA6xYy2+HxRCzj6cepQKI0PLyPnaW6GU+AWLKcT3oZjqQgQPcQC6gYqa3bBKmWx3OWCjwqR5TaelAwvdX8PmPE7I3GeLrPLDCeXmobfyMKx3iGea4AcP/L6HfUH4Dus1rZDJO0AjKB8cTAcSqeDZ7f292Vc/dJez8qBYM2FobLuFRb//nc+9IextNtkpN55xxPgIBntNTWM55WR3V4TblGbiWk2/hUs0MjWVataITHm34/scHAflYtAM9F8/tf/Z8BX/CVwMd+tv+Y163f/Sny7916E/BH/wZw54uB1cjyq0+9D/joT9M5EQnw4GPA+793vOO5cCHeChfKMUx9UQeee2d5BsYzbYA4/2c7CuNZMRqNck2wLBJ4GmMb8mAAg/ydQG1OquxX0xzrWL6EVQ2peDWbOg6QaXs9xlO5cJREMCwmEld5OTy8bkBZrVA64Nn0eGbjSW39+sAFErcOFelt2su5cVNjlTj/GP6YeC/ecPEB4Dd+aNRjhVI58PPfAfzmP7uZ45UrWtcBbMoOqS1weNazXFNzD5Sfsi41KVyy0/HCCQ2FCyWch7m3FxsFLJ6JtjIdqp5g4OlSbV3XaZKIKvgnCnjSYliyjJjAXkDmmZSOcCEZd9xqnEoChTrjuaPCTMLtTkuWCGI8exbYSUGA7YE9ISNz3/t076EdLjRLZZUYN0ZnzwObNuMJUIjOaB7PFvAcyHhaayEsPRgC4wmQfAFoDnl2n9WVSUOwEFCFRRUsiQP1RtP58lLb+f3dvktD3ps2ExLS8Vhkqq1/XWdvdJ3WHdetA542SG2b4UIAaLNgVJxMsi6xjVgcrSqQIwnd6GqcSiTYDTO9Mkr8BfbfM3WPZ70Yo2t5rKRDgK5dxoE//YPA7/sWekiO7cvzjZR//7uAb/4R4O3f6Eb7jFDlBkxtXLgQfctfQ/nA0U4NxnNfsq07f4WVDZWAl7gZOcKm1t1/bXsDkikMRDTw1KYVLDTQ3wnUgL08rVQoxzpWT0noRhJ+xXjGhe7UA7/UgHEqBZ9AcgbGGBaZxNVGkVJgJAbHagVtndS2DjzHHKfinj91xnOTjcyO+arvK25A2ts45k0dr9yEud9b47YC8DzwaymXUG6G5tk0oWYoY6SWe/W3DnssX0a7cSoMpxO6Vy83Cjh7A3DRE6J44HqCgScxOX4jAgBJ5jTTEcAzdYyn4hlMFBPoFpUO9pEFxnP/wmO0hoR2jKf3eO7ZBHnvTwfwpNj7fuCZFbQpfGBP48KF3Ea57TeapQLr0nkZxmQ8J7e2/2165wYZz2GptiGp2Eqo+vPSA89iG3gu28AzsDiRjGdghx3wXNwHlq90exGNhsa21NbfN5pFejw9y3PrjSQ93fV5uPdbuEU1S5oeTwBBHhXFHHnGE4jyedpygwJJCGEIHk8Z6fH0rGgyJRkysB+Y+/FE6WL734Ym6Q4tnTel/2MGXNSPCcAKd26md+gcjJHo6Lr5Fx2M52Yg8Cxqm9n9jGeVaisbHk/XqBEjhO6497DFeDKGQs4xMSuaFdj3a4xpBgsN9HcCtbVIno7Ophzrc6SMBodpSG1DUntkuNB1x6mUfBLIh5OJpI105Lzy65Q1nvGsmreFsuOu9YHxlOG9blL37B8ZnLE1AdsH6ReMr6bx5YHn2KDal1qTpx0dz4axGM9ihZLTHul0mlT2j3tvBV750GGP5UuXUJCQomI8LzclcPYcpfdHPGMOVU8u8LS0oZY14DmZODlRBMsgrfN48syF7uxf7JjKkdtkaywFACCJYzyZl2TapAKeexhP6zbmtt0JB5AlnMZy9EhtJyUBz9dxAmUFHW/fBbZD3jtLBZaFSwcdwz/Ry3iOxKrs9HjGPbgKZZBCoYSErndqu4Cn+6wuTdoptc3hGM++BcCfCz/3aXGfNq9dG0Xn8Wwznn7MCV37PQE6QHVtn72Rvi53MKweeDIHPDuktsqNk4l6UF++WB0zivHcIEcSgh9SwVFqGx9oVA+bCoznHqDimfG6x9OXTMcbPQTQ766nbMeC68c6Jv3+r/vbv4D3/PYr484ec4xbfZxKlcY3kPFUBr73siWnqlcYp5I2QFxDJj5Wqm3HOl+IORZssz+J1/+adrjQQH8nUAP2chHviT7W53d1pDL73ALN4qS29XEqZcS1Tj9IjKcHgItM4jJXpD4ZSyauy9DI9aP8Kqnt+B7PxO0/18nNAE/hgOfL2RfdSIougCrJ/sYYz3VgHzelaTb55k+517Inyf9ax1xBOZb1dJpUKpz7byOAP8K5Zi4YKxUcp9M64/lGeu7d1OeLJxp4GufxrG0OJvGMZ2LawLOf8cwhG0PFfcUynsxtagoWl2rrg1KM2PbnpIJjZbOmlLOjJjXGs/QfdwTL2t4ETVNJN4ccaVDyZke4EDAy4+nHqfg5nsPGqRDwLFFANrq21ViWOuNJf74wKaa1+ZaM0Vyl3Lpz3veg9uciMJ5P09cuua2TpLeBp2dcCy8P7p0p6xnPN9HXXQ+FcgnICXLTBApAxbKW/nqOZTyf+XICgVHAkxpESSsFVYtYqa0HntPH83gCLulwRCCoi+Zc4TF9RuGYdC4ebICPv7asgOcYUni3JnSl2m68Rz6SaS21wUlWm5m2q2qMZ90vGZomYgSprQ8X4ttZfypZYIH1fpbW/5p2uNBAfydQ3a9rfnKU2h4rrsw28MxCkzFuTvS1xqmUKxQsC8DzZFKX2l7EvvpBZTVt3js9nmOt9T6DocZ4VsBzXLCQbB7AWIaX0jfRsW6CFbtyKqebAkLluqEqbDT5RpParlA4f/JZHXjeeyt9HYH1ZFahtAJSMEwTuoYv1iVJbQHg0fMHP+auenKBp2mOUwGA6WwA8HSMp+ITGBYnQS2QgLXDG4BKptlzXG59emEKFcN4+tmhHYFGWSJooHnP5n1WniO3Cc3xtB547nmvIdq/ecx5KtwojJE2t7673vbKARQzPZrH0wMN936TGfnmIj2ehTbVbNZ6EyF112IDeNJndamThtQWoA7xxrM4fUygZzzrUltgL/BsS23nbhNe+NlrfT7PNuO5a6hysaREW7d4px2MZxlSoCMYyKuXgNPnyAAfM1KlpPvUKyHCBog7D04vwO5iPCM8np1S25GBoC6aUtuxpb1A2FwVSEh6P2YSX43xDFJbL2/Tlj6fAR7P0yk1dmLGqRRWNkBcBTzHYDyd1LaD8dTJAgus9rO0/mfr4ULX8HcCwOkkQSIYzu2MwtFigseO9fldHanMYTY1k1GArAE8Y0dQlSvkLAuSeGI8y1E9nhTQwhsezzBOZbQ5npUiwhMtV9JZkkYGZ2n+Os6xwDm/Ta/jJlQQdalt3/P6EKU2lf0HQF5fa9MFNaEPDTyLFQovtZ3UpLb330Zfx/B5GgUNmuPJGKuk6afP0b/foM/ziQWeLDCe1VuYTV08ccRClxo/rzKS8VQFCsggdagXT+JSbYX7d8Vq41T23FgeeJou4Ck4VtZtpvdsDmbqIV7HCQCG0kaADH/MLcazFhYwFvCUk+7u/PQObQjHmFHoPzPPeDIGpCfDGE83m1VFSm0flUl4MPvKJMfaM55957cNPOceeL68/bNusWmn2vrPszDudfR1pcs1bfRPnqG/71qIiyWQzAND05jj6TvEXmrbxxyVG3qvJ88Ap8/GJa/pnKS2osmQhQdLHzAb7PG8pIdT15iXsYGnyltS2xtgPFWV4Lwu9bhzdjdVIvfWHE8f6BH5fkul8c34EQfiIhnP2k1TNTD6ffWDK0gVdwBPtt4Plv3Pmip99zr+TgDgnOH+yQSvKvcsPcptj9VXbu/UyXginvH0l+4QqW3OJjXGM3GM57geTwUJXmM8KbxuRH+9O3+My+A1L62gPIyR5aiT4hwP7CkewinRbsJ3GfYxdjyLVb0cc+6rsdYytn9qwAGOeWuWQBlLzPnJszSybgTGk5sSJUTYGxHwLCsy4dELBz/mztdyY0c6dLmEJlmT2s5mjnXoWQCstYHx1B542p7FTuUobNI4ni8RUm33d995SC9MabQJsPe4ttyXasuxtO64e+S2s/IhzkEsYhnFeHrguZ1qG74/VrhQl8wWGFfOF+az1t5vthjIeLqk4k6pbe33uM/p4Q7Gc2088Lwm49n1ELImzB2r19x9nrmJuCYAB3ImdEwu93s803mQjsxqXlYPtvMAPHvep5fcnDxLzFrMQ0htqEEkKo8ngBC737s5GOzxvOxmO4HxPZdbjOfI0l4A0DkMBAw4Abgx7826x7MVLlQonyQZJ7V9rvwY/tz6e/CH+K9EAc8SshN4lnwExrNDqujLpgucREttTfWar+Hv9PX0aYaXcne/HAOGjtVXHR5PKTgkZygjPZ7aVs+HeKntGjnSsJGmcSoKNj0ZNId7UGliPAVjIUBpU+px13rv8RTV/lNpS4Bo5MCfmTrH6zjFOXNKtJuQv950km65QVljPDtneR7ydVjr2PpKags4wMsYcP+tozCe3uMZRlBOEmI8Z3fo+j0Cz/5iVsPYZqrt3Elty2L/xsBYIGNOHiIm0WmvtKHdBp6pFBQM08d4OpbVsLRiPPdKbXcDz1RwLK37/h4mcK4f4hEjQFciws/nw4VaLOs8c2EBIhtvnMou4Dkmq6JajCfgUvHiPCI+XKhAAlVP49vDeD4sk0a4EOAZTy+17QNH7vp2s6cIDCZ7GM9tqa0HhLlvRvRt4NWazlHoAO6T2s6wzOl+8pJeAJimdKyV8Y2ang28T7Q9eSb6wc6083h64Dk0Sfc6Hs+uYCHAAaOxgWeNJbuJcCFdhLEJmwbjOYbUlhoNF5iHoB8anVAHnnFr0VQTA3LGlvvHqbjnQInmOJXUDdwueb+9YXD5Z4/YZjxtdoIFiwSetsZ4XsPf6evp0wk+tXH36BF4HquvdjROJolAaeNSbbUxNeA5UGpbCxcqtYVKFrTujrEWGgVlKetj4Z5tV7ked633zx9ePddKY8Zh4lo1L8/xuj3BA3jgeQNA8Orligi4CaCrNihQ7Xc7R6oc8n2rHLAmAE8/2mRT93m+8sGD+2m5VS7VtpUCzRj5PI/As7+YpXEq9cj7xYI2+/lm/8ZAGYMMPtAhjQSeRWNMQ71SyVFA9jKePtVW8wQqsI/X9XhyXGnPeO4BnuohLrkDngM8nm3Z17SeUjeW1PazifEcILXNusKFEufxrH827s/npexkPFcm0uPprzP/mhkj1rPLd2mqMIR6ealtbgZ4PD04n9/b7fEsV0A6x6rczXgGSXHfBt57Ok+ejfcv6gI50rC4Bl8pi2ST/b8nk3iPZ1ewEEAMpFHj+VRUXvnLASc9HX+OZwnXoS00eZnldDSprUlPYMBDqBtjDKngyPUwxnOq6H4+xXK/X9J91u17xqdAFxGzkweXH5fQwXgiPcECcVJb48OFrunv9PX06QSfXLm15RgwdKy+clYf3bp+M8lRRI7r0sZiIjm+VfwQzl75pbjjlmusMakxOG4Dz13TN5b1/JXvA37jB+N+Vqvg8fRN1WWuqqbfGOE7AXjKsN8lxvPu6EBwoR/hdXuG162X2t4AELx8uQrZuRHGc0UTIlxtPR8ODfDd82MDOqYfbdLwea7Pd89mv2ZxU6Jwqbb+uBcbd22dPnf0eMYUs3prTMTpbApjWS/w1MYG4GllBhXh8WQqb0j46pUIjtz2b/pmhtivnM9RmjipbWkFhNjekGRS4Mr2A8+FfhiM6EOAZxvs+kVW8ZF8ZMVVxRK2a0zGU+fEFtYbCukwqW0CjRxJy+PZJbVdwTKBi5JtAc9McqxMpMdTFwATTV/h/N5OxlNBNOf7oZLabnQk41muK/ZkL+N5BaQLrHIPPGuMpweeJhZ41hnPuOuOu/s0bUltg4ej75he/isn8R7PXYxnZOjYtasrXEgXvaOhHu+YOXK00mFjZdBDq1zBSGrg8FbCLDGecTI+AJgYug/v8NV+EOeDUlpNzXAdcddMOOTcUteYMGzbJ8wmp5izHHnefzxlDEmSr+nv9PXM2QQvFkep7bEiS1cN9XpNEoHCxoULGQPMEuBb5Q/huU/9WP8xnVxxU/PzLwLwdEqg2GTb93438Cv/KO5nXWaC4KzGeCrntbfjzDOujVMJjVRtyOO5GSe9FwCgFU7tBR7gBK/aG2I8raV9zNPvoL/fhKe03NAMdVc7pbb7mgrGAN//TcDv/nTE8RzwZBlSwUNzvjHLEwBePaDP02gwWCgrg0IgMJ4A+TyPjGd/MWsAiEbK7Ok0RQGJIo8HniZIbfd3lJljPLulthwrZL2d8FuaNmcP5R0oxIUL5bWEzsYxBcelZzx3SW3LNSZ2g0t+C5yhArv7gKfy3tcm8PQMWWxK3eAqN8ScdNXYjKdsydGy+HChsh4uVGc8ZUrApS21TWcwloXz6WuSCCy1+14fa3GjG2UAACAASURBVKVbTBdAI1U6gaeGsawxGgKoPs/NII+n+3wW93d3AIslkMywLOj31RlPf8zgTe57n5cvErCa3o5mPJku3D3T8gSyuFm7ldR2MsDjuUtqGxc6du3aktrGjXV6vGOW2Jia1Bag1OkxNghawbrPoO23rKS2ced25oDnLdETLmRKF6zGOud4BknWIVlPt7FkHQ1GPqFrS236w1K0oXCgx/F3AsAzpxM8sq4JeGQ8j9VXHhi1GidZwmlcV8R6pIzBPbGCZAY8ZuyV+525TWuptrQWruAT5SMZT130P/98uYAWwWkEmuCMGM8x13rHKDMhMU8lOAMerUtSVfWM03uscvut1+wZVlrQxIHlyEBw84jO4f23AmA3A3TVGmu7D3jeo2tkX9Da5iHwkR8Hno9g613ze40MqeTBdrWqz/IEgFcO6PN0DZGyZhc8rTOeZ89Ro3+MxklHPcHAU8O2ZK+LiUSOBLrH46mNRcYKGHAwLqGs6AeepkBR6xbUK3EzNW3PZuS2IeD5SNyOG6dSUlCKbEeSghb1C+2Zox2LjwMHV/KMWIIIeW+V8toOF3L+C4yU3qbWu/1IgfEcgVVpJ4MCgxjPvBEu1GKa0nlrnMoK1oG3rlTbpY6T2r704BJLxZHXvQiL+92L9A6pbeiyxTKeag3IDM8/WEHP7lK4UFcHsHBS2w6P5yxxHWI9gPE8eYakxEkc8OTGhYBxP07FSYoR6SutA8/H9XiOzXi2pba+gTKi3LYs1shtq0M7uztMjfDaR4Dv/P39/49RsI7Vb8zUFLxKkox8UM498OzzS+oygN2kI1xoE8ucDymfCtoxTkVMiWlQ6/50WW0MPSs+8fPX9ncCwP3TDBdwwPPIeB6rr3ZKbQXNpo6R2lrgGU7XWhzwpN+Z2yosJTCQ8IxnZLKtyuObdSElnoExhnkqKqmt/12HLq+4ESk4ZzibJni4KsnmcGi/eb3cfuKBPSGGdTa+tDfIS0++gBrOP/PXgf/9jcC3v30c0KsLwJoW8Gzt40J44x65rVf8xHz+nvG0BDy9Eix4PBdP03s/JOPpru8SIkzmOHVhXMZYN8vTxk0OOEA9scCTW73VYTvJJAok0MX+D185xtOIFELwKI9nYFK6QKDk2CCF7Rn3cdueo2QpCnGC0sQwnt6vtovx3LOBL5bAh0mycinOaLMWxXh6qW2TUfPSzGIsj+c+xlOmBAZvjPFc0Ay7iPLhQooljVlkAOg1F02Pp5cO+kQ8X5NE4CoAz/3n98HFJVZG4Fc/WdsULu7Tot0Gv0ZDQaA9fjYRFMwVgGeEx7NgKb72b/w03vMCc+NtOsB5sQTSBZZdqbYuXOjKe1ljPJ5+fItnPHs8NNyNU0lb4UIVU3Vgj2d+ud/jCYwsta2PU4lkdR+j8s0ahfN4hgf09M6we/OlXwde+U3g9d/d/3NGwTpvbp19TCSvxqlEbhjnlhpAZ6xHamuq50p93fXXUY7IUUBDqjYuoV1yRt4qs45gPK07T6vXgVtvuvbLeeZ0ghwpqV6O41SO1VdBCtoOF+I0JzpiPTLG4mk2BHi6sU6W18ap0PEvrXuejwQ8643cRSYpXGjA2vut/+QD+Ls//TtxxwOq9cE1Qm/PUpyvCmI8e8bpPVY5oPW6PaNG3w2k6AYSJavt96a3gYsXgIcfH+F4dK2tbNX0y7fChZ6ir/tAt2/QxVxH4ZiUyLwltWUMuPe2wzKepmoO+WfpySSBtSB12g3P8nxigSeD2QKe84wYT9OzudTGYoICmtPwYWX7gSfXxU6PZ+oZzwjgeSXvQEpe+S17Um0L252kmyUcj9Qeqe17vwv45/81AOB1+WyT8dzXgXQ3DmslLIa5j0jGYVTUZn+HfnpnNI+nFSm++2c/Sl4NYJjHUxHjaXiyncaXzprgrKiAZ5fH88pLbXsAGTMUZvSLH62dj8XTdC21vXYu1bYttQXoM11r9/2+h1e5Dh7UDz5y113b/G6t83jOsC40OKuYIoDuE86AKxUZ9OMZTyBaRspNU2qbBcAQyXi6teOlJeI8nsXVnlTbkaWvurhxxrPYkArjdCKrdNjZnWFSW78565OJmXI/4xkJPK21WDjgedqbaluGYLX66CwPPNcYg/F0r6cDeCZTBzwjvFzGWGqMqs22FH9APXNG19FGnhyltsfqrx1zaDPJsTEiOlzovgOeUscznqRCo/vUq2sGA0+dx4M3U4UL+WM2GM8Iqe0Hnj/Hv3p+wH3lnz/ueXQ2SyqpLXD4sDNfbk0/x4L2NrfeCHzqA8DD58c5HlBdKyIBvvAP0J//2N+kr8UIsmL3rFyZykbXKbUF9gPPazCeK6QNxrPREL3/VmI8DxVWFUJDq2eMb9RcbNSNz/J8YoEnt3praPtiIpHbOOCZoYTmGQRnbo7nfqktNy7VtgMEJoJhjX7gecc+wjK5A8k5Sn897R1tkm8NMveVCoFLP5aiawP36FNAdob//N4/wAvZmx3j6VnWiDmeLcYzdGUwHW8B2MV4AuQjG4Xx3CBHgr/6zz+E9/y2A1Lpghb7iAdmqQ1SpmBE1sF4tqW2Syj3HreAZyLwUMX5x5jOUViJX/xobbPvF8e2z9NoKMs7r6FZKrAcwHhuHHgzYSFudT/VBoAF0jmWhcI8lQ0PNmMUqrTUjDbZUVLbZ+nPkaCK69x5sZuM52aAx1NZjn/8vk9XUttd96jvlO+c4+kZz5GAoGoznn7zM57HUys6v8+eTWsez7sEUGLTe/356FkvYXR4UIqW37IKF+q/RwttcMroWCd2ic2+AfU1qW19VJf/8yYw54cEnm7j3nqeAYCcUVPDRgSlhHChLhXHgJqlEicTiRU/OUptj9Vf4frdHqeysTJujqexuG1p8y50xHrpjrmxFRngVURX3uMZzXgW0Wsm0yVKW834nWeSGCMRz3gqbaNSqn3ZOhhDnfF0+6WR5Lam8ABpQuvt1/1lCsP8gT87TnovUH0OIgX+1LuAb3uh2tv0PS+uU26vtTQJbs/oM+xMtQV6gKdnPGOAJ31eS5shEbxK+683RO+9jdQmPmDxccsnp9fsHKdufujlpiSPJ3AEnn3FrAFY8+XPU5La2p6xJuTxLGGEYzwjwoW4KVDYJOij65VKQZ3wHsBw1z7EVXIHiWBRqbY0X6h7hEuWuEAjoHvhWb4KLO7jBf4cJOfxHk937niL8ZxIkmuu2GQc4Fnu8XgC4zGeqghBSsHcnfpwgv736RlPy9PtwdfpogU811Cc3mPXHM9HXjrds8AyU6KExPs/eV5t/hdP09dli4XckWoLEPBcq3iP59pJZHnwPLSO5d+rS7WdZdsb6Wkq6KErp/sfmPkVpRK2Gc99D3ZjIKxyczxduJAHDDYOMJhyjRwJXQu8x+Ppf5fvPLcrvOaxGM+8CTzD5mc8xpPpAiUImITN0+QMgI0P8wiMZ89GogYC20E/JLWNSzoutcUp6Fhzu6y8NF1lVAC79SYjY4xC5OwIUlvfCOzweKZOassiNtHGuHDux2Q8AeDewvk8j4znsfrKsYVbczylcIxn/5gRbS1uaXq+xzGeLlzIiLDWT5yf/9IO9Xhu4oGnCxfyyxFJbYd5PEtto+by+rKqdM1jepbd8h7PwHiOEzBUbOj3rm1KwPPum4Gv+zbghfcCj0ZiPd3n8NEHBR7qlNREYSZ65PNlSDmS6sqkuDP3wLP12czu0tcYj2dM5oAHniZFKngV9NhmPIHD+Tw948m3Gc/LjaJzPL19BJ57y1oI6C1PgeCM5vX1bLwaHk/O46S2hqS2OxlPm/YDTzzEKr3rGM9+jyecr7RTait5mAPUCZCWrwHze1ButlsiOPIIj6dVOXKbQIgmaOCc2KqVzajbeMjNtC6Jca4xno/WJWz9YTUb6COLLbUJwDPc+MkA4KkNMihYke5gPJtSWyW6Gc9JIvCw9MBz/wLLNQHPQhn8qpfseDDYlr8aRQ+tDqntLJVY+kuh78Gr8uBBZQF4tjqA/ny5VNt5ui0dnKaCNv7JZL/s1TO3gfGM6O66bmNRS4JOgsczTt5ryzU2SAnYBKntjvvF37tiGzDQa74BxrNTajuex5NpCllrAM+hnffAePZJbSsQuFtqG6FKUAanjI41s0tsin1WgzIcs22ryASvQigOyTLs8XiyjMKFWITnXBmDhMFJsK/PeAKkHrpi8yPjeaz+2uHxzBIntQV691fG1IFnzLxmL7XloTHvmaMwZi4GeBpDrz8y1ZYZhRKVT26e+XChAYynMYMYT2PKRvP41iytwoWA0RjP0gFPMZnT8xCg0DIAeOk3Rjmm/1z/2x/+bXzPz3+cvueB5xiSYrcHudISt2at7AJfIiFQFuPxHCK1tUlDartqM57A4Xye7vquM55+fuhlmOX5hqPHc285lpB1zD0zPAXr2URrYxzwjGc8hSl3Sm39OBW278bQCndwgVX6FKRglex1n8RXUUJnp9RWchSQ5HPtOu7yVWD+VEg6TARHEfEQsG5OX1eI0iwVuPLdxEN2nwJzRJul82WB3/e/vRvv/lANRI3m8SygWAt4DljoAuMp0uY4FcDFndfDhZYoHOO5y+O58/OsFTcFSiRgDJXcNgDPttSWPCm7pLZXqr8ZQa99jQvlOsrcDZO+2gE80znWxQ7GMxG0wCbT/UE/ly/S1yGMpwM09WZN8G1ESiRNSdLrQpn+cKHgvdl+nwBGH6didYHfeVBb68YGuqg8tItJst2oid0YxDKeRgUff2PMbmA84+Z4ltrgxDGeHBa83LMhNSrM02yrW4jx9IFuh2Q8fQNjG3h6/zCPWG+1BVLmrtXWHOahNUsFLuz8GC50rP7a4fGcSIG133P03KfKWJw64JmYeMZzY6pU2+DnV6ARVzHA07+uAYynggyNMPJ46kFrfalME2T0lFXUaPZ7stuzBFe5Qun2EqNIUAEoBzwnkxkKbYgIuP9lABjw8ljAkz6HhwXHo5X7TAYQAYPL7QculMQiozyVTTtcCHCzy1/Z/r6v9fBwoStNjOeky+O5uEdM68EYz22pbYPxBCjZ9sh47qkQxrC94VM8Beu5+YnxLGBEBiEYSiuiGc9Oqa3gWCMD28fgrF4DZxbr9C4SEcd4Muc/7Ao0ojERDDaZdS88y1eJ8dSO8ZRxHk+rSErXDVQkLo1nWQ8IPOsjLAB8+tEam9LgE6/XFprZHdoExfrIBhy7dA/MdeE6XUHaESO11UihwGQGtRUu1PZ4rlEwBzw75ngCzAUS9QHPEponePsXnOIXftcBz+yUzt8W40keT97JeAqslA8X6vd4PizdaBIrujuANeC5LFQYn1KvaVKT2u67X7y3YYjH07HwOSpJvP+69oChpyNpizU2Xlok+oDnbokkvWbfBR9HamtVjn/xoQd48ZE7jzfBeLpgq0UmsSkNRbF7xjN2A+TX5xjGk28zns05nv3n1ns8S6c2kPvYQ1OGsRCJbN4zmeS4MuN4PA0YWFcDwwFPESGnM8Zi4oHn4zKemcS5PUptjxVRAXhuM56rMJt6/5qkjcWZ8sAznvHc1KS2nJMcfqO0m8UdATz982Sg1Nbvj06uI7U1dr/cv1VWN4/pmbnlGLL/WulijdxKnM4nsJY+I2QL4M7vAV76tVGOWR/7EZhHn6EwCvCkz/9CJ5imkpolXZ/NfM/scqBaJ2Oeve59XBliPIW7brdY8EMm27rzajukthfr2izPI/DcU3Y38LQ8BTdxHk8rJpCcQVu2H9BYC2lLlEg6vXKp5FjbDFxttsdZ+F/hmKh1epckwRGMJ3NJul3sow9NMXK6vfBoRZrz+T1oYyEFQ8IZ8ijgSeEhuxiyCngecBEIjCdtDM+XdCM8WtfA0PQOAHv4jZAqoJwMc30NBkeVJTizgOyS2rY8nsUK+R7GEwCs7B8Kzd21+FW/5y4+8PxDYp4Yo8VxK2mWxql0fJzUSPCneF+4kBuyfF442ao2biFuHausgOdqB+M58cAzmezfvG8xnhEPdreJKFl1nwaprRUAE1FzPHMkyLXp93j673dIJJuveQQGUitwGBRW4rdechusGxinwp3H89Q9tHJlgMQrBGKltpHAU5cwcKm2neFCccCzVBonWGE9owCFVO0J6tEV49n21hPjGRcANqj2JE+DC6wxgVT9jT5vIQHw2B7PWSpxbmau2bcnh+BYxwrhQi3GMxFYm7gMAWMMThU1URPTPzara44nAEwkR14aAp6DGM+4ecA+X6GdamtFXGMTAJQeJrW1mlhWf8xbLgTnQvmxZCMBz3yJDVLcmtLxgtz2mS8fXWpbQFbMo0zpGTtKqKVjPEuJWSIwScX2OBWARqpEjVMZEC6kq2Csmbcg1ev+W4FXf+swQU5ealtTwngrVLgWz95A7yNyosPj1JMJPB1I7PLEGJHFAU+UsIJSbcu+OZ5uMVGsm9lIBMe6Z1yDuaRN+jq758KFIhhPN5OwS97rgYruAp7rBwCsk9paCM6d1LY/XMgqSkzdJbV95IHnIS/OFuP5wEksLurAc3aHvh7a56k2KHZJbSMWOu3loiJF2d6geY+nXzjKZRhAn3XM8QQAk8x6jytMAcUkvvrNd1Eogw98subz7AgXKvel2pYR41SMAqzB6xsH4vxMr3YHsM545ns8nqV2MuQexjOZEZMLxMlI3SbCS6eBSmpbakvXV0/itS03yOEYz75xKn0ezzHHqfg5dkjwoRcdkLqBcSo+ZM13S6mJ4D2esVLbTdzP1xjPRriQcFJbGQc89eYSglms5wQ8s30grs54ttbddCzG0yVldjU1AWDFZpAqlvF05+MxGc95JvG6ngGwFPJ1rGPtqiDja6l4JMfSz6bu2ZCnZo3UbnCBBThsP4Bz9/1a88b+aJK450u2iAOe/jgxwNMYMGugrGik2ipjwx6i730aY2EskBcD5m/uYDwf6RGaYLUyxQprZDhz6aeFTwN/+suB84/FhzcNKc94WtkM22mrxw5Vbh1/pASmqcAk4dseT8Dtd2LGqcRIbVdAMkOubSCQghKsXvfeSmvvIXyXnvGsqRImbW/p6Rvo6w34PJ9Q4Oklbh3SJJlB9gBP3xm2sjbHc5/XUu8HnqnkvfPd7CUxnsXEhQv5a3tPqi3TBXKknam2gfEU022Jm79B5k9BudluiayHC+1eZPcznrIa+TGKx9Mzng54bmoL89QBz0P7PHURgmeCxGIQ8HTjZ3gKvZVqO6fPV+W0IBmFDfYznkZGSm1Zgnd+EZ2TRsDQjnChXam2lx547mM83edz6TYRpTbdHcAQLuQYz3T7/pylTsoiJ/sB0uWLxHZ6FsiDm71SW/o3w2vA0907pTb9gUbud+RIiMkLHs8da0Ofx3NMz6Vbk0pIfPDTHnhG+GAfs7iT2vpggscCnhFSW+/xbIQLDWQ89Yruj3xOD9ZMXTaDyxo/XNJ4LXSEC0mBK588feA5njsZTwAbPt0Pll0pY2pS28djPOepwOvKgddjwNCx9pUPF2rP8UwEStujGnF129DG/dPcpbP3NqXo961Ni/EMwDOS8QzAs+hnltwxyYpE31q42aHLSEmxb05/L/+fYP/Xe/2vD47xtFW4kB/7cV64Y47k8bTlCmub4swB3cB4Pv12+vrqbx/+oEFqK5sAMF2Mk97r1vHzUhLwlKI7cXh+j8Dlrut46DiVZEqj+EQdeLawwP0DBgz5ADtZ3aOCM2R1ie+ZA55jJRbX6skEnj5cqGvDJzIIO4Tx5P0eT9fF0Lw7sKEBPHdspjzw3GStcKE97CN38xr3MZ6qS5oZgOc9x3gypCJWats0stdrmtZmTR6y+9RmPJddjOdt+joG4+mAZ5B2DJDaGuXnnqYou1JtATpX7nd5ZnzSkWoL7Pg8WyVsCcUSnE2pQXCVu/O0A3iWO1Jtp3Wp7b6Ngft8fEBPqU03cCyaUls/0Lv9PqtwoR7G0/s7gTgQ5z6L+n3KOSNVgzbOV9o/x5M8nrryeO46N6EBtktqOyIQVJ7xlPhgm/EcKcwIILa9QMV4BvYaGCVcSB9gjqdxm4LihB6sJ7jaHn0UfliHY7bX3VRybDQjwHtQqa0LLNnBeG74HKmOYDwtkOJwjOeryjUUjgFDx9pX2idmtjyeLgCRfmb/nmxm6fp+nbnRFRGjloCmx9Mfc1MaGvG0iWDqw1pp+/Mjav7DutQWAFae2e0Dnm7d+bf4h2kkYEy5VFv/DPcM5HnhpbbjpNqyco0NsrDWB8bTj25bvb7j/3yM0hW4bzCAEUqwa5XbT1xpJ7VNdgHPp+jrrvc8iPFcAwkFNnkCaZIIrIvWvtwn2x4iYKgjXAioTRkAarM8j4xnd+0JF2JJhrQHeCrtPJ5y4hhPth94ar+h3cF4CvJ4AtjNeF69TPOlkhkSzqM8nj5BsnOOp5tZpXiHV85LIOf3oGqptjHAEypHARlmRtVrngqarQSM4/F0m6VzJ7Xd9nji8IynKpC7h+N1GE/rHjSWZ93jVABih0OEdoZEsA42xUmnxTRCakuMJ0ByptAZnN8HVq81HqDW6J1zPOepwEb3s+D1tFgAKJR1m/7WddQAnmorQAmgzt6mdIxnn8fT+zuBSI+nUybwJtuTCEYP/D5fKRAYz6hU2+Dx3CW1HdFz6dakHAk+9toSq0JV0t4RGU9hifH0G651oYfH+gfGM2KOp0+1bYxTEYMYT6wJOKnTNwEATrHqTi4ESGrrGc+2x9OPcelrmgwtlzzNdjCehZgjM/1AVxuLCfMez8cFngKPrAv1OAYMHWtf7fB4ZolAiThANrF0fZ9z12Duu7/CHE/e2B9NEkH39uQsrmFSf137noFAWO9VTfa6cDkGV5GMp9IGEwxbn61WzVRbN2/yNRf2N5bUlqsNNkiDZSY06yYu1X6MhpSuGqr5ltR2hPfpzt0Gab/UFtgttx3k8VwByZQmInjGM+2Q2s7v0nEPwXi6a5u1bEFhygBAjX7GbyRg6AkFnrQR7Jx7JjMkVu2WUgEwllJt4T2elsPu63Z5JoXtZjxXQWq7AzRcvYJX7Rk4Z61xKru7XjzC41nuldpWjKcU9Zla+2XFORJ0BOlimkq8VnjgeUB9v9+IJi3Gc3MzHs+NbYULDQCevsNlRUqsWr3qwNN9RkubbbGdQMV4lqJfaittGZogjQ7d4j5dT3Xv5Z7gkmkqUMLH3e9pRjhfZG4p/rv0oyzaD2q3iBd8ilJbzHcAz7VnyXaxl9Zek/Gkf7OtURKJf8198l5QkvT2HM8ej2dfuNAYDGSYYydhLfDhl6/GH6dirfMXJ0FG3WA8YzcGgfHsl9r6Bkub8cy1IaBtVH/4jdsg6ZPnYMFwyla7UyV1CcWIfWw3a7KEU/BEe0zS45ZWbjPb/c+5mGNqImT/xiK1Hng+3jiVeSbxCG79Okptj7WvApvSXAcnklfAs0eZMHONlUf8Fn2jN3isAihJw+PJaU26DvDsa2LV2Lg243ml/HO0n/F8G/tk/+tqHbfePJ6nxPK+5jIXRgOeeoO1TcNaHxhPDzzHaEjtlNqO5fGs1FwEPMXucSrAtqIMoGvIfQamHCK1tSE5fZrsSNO999YDMZ7u2m7tjRqAVyTA4pmjx3NnWR8utL2x5ckECUryaO2oyuPpGE+IHjC2X2qbCN47J5AtX8GruFWbqdkjtbU2MJ5dI1wC8OSTbqktE8DkFpQDnjSfKIbxpAHxXYznLBV4ULoHySiMp/N4hnCh2uvMTmmDf0jG01oC2rYmG6y9jqgF3TOeoiPVVtZ8iYHxTLf8nUAVNlSKjs+zVV5qC3jg6a51H8RT99864Nml4ptnkq59IJrxnGeiCt5pbyaKK0BOsFJ0HmYd4UIzt9DZfYxnfkHnq5Px7A8Xat+nDeDZy3jmyG2b8ezxeHbNXwRqjOcI4UKq8ngCwGuX+fjjVIwGg4VCEq7hx/N4RoQLhVTb6tupYFXzA+jdMNrcbUCnt1HKBU6x3J0q6RjPdrAQHZe7FN8RGE8rdno8SznHxPYfTxt7OKltKvHIOuB5ZDyPta/CcPpt+4hXyfTdo1N3fT/krsHcy3jSMUvIDo+nk9qqdURIUR149jCeJgJ49qz1yhi8nX98/3G2XmPR8JUyxnA2TfFwPUITrFZcrbFGFpRLFfB0+4xRGM8SFgwavAkA0/k4Hk+1hhEZLDhmqUAmRTfj6eekd41UceujsQzLVcRnUa6AZO4YTzq3BAA7jnv/beSl7SDSnn+w2h7ht6vc/dLFeDakxWdvOHo8d5ZPtRXbG3iRTJAxheVm9wKgjUGGEkzSHE8dmWprRHdgA8Xse49n94XHlsR4Cs4geZ3x3N15Z7AobALRtQmqA8/8ihgi/9/D50mTzjm09h5PjtxGAE9N4UJdHs95KvB6KWHBxvF4BsaTFvgG48kYzY48JOPpk/FMi/HkPN5T4NPCRAbV9o3V5zi6h8OVSTslqBMnnS54v9RW2jLImkKHF6htxGvnbY/UdpaKuI50zeM5z2SN8eyQ2iYzLF3nbt41TiUVhPdFtntz0Z7hCVQb6X2ptIHx7JDaKjdvsmcjwrVjPJWppPzX9XhyTuBzxHAh709+uC4JADM+HvAMloO0Gnpd6FqjJlZq69bmmFTbDqltIjisrUn7eja13G2Q+PQWVHqCU7bs3lwAgX3snNcsXZpuXyLzwPJz+nal2iq5wMxGjHYyFikOFC6USVzAMdlHxvNY+0oXMGBAe46ndPkZQC8TOIMbayG91DaO8VRWQNaAZ+bDYSaOOe3xeW7WtfuqD3h6xtPWpbb0ni9LuLV3/1qvtMU72McANBNG9x+X7E/1NfBsKvFoXdAzbaRwIaE3WNektiFcSGa05o+xLujCqblYExAN8XgOmfVermGFD3yUmCS8KfH15T2eXVJb5+98gJPefBl/TCRTFNo0GM9Ob+n9t1FDvwUGLzYlvv7bfwY/+msv9h8PqDXJW4xnXWoLuFme1WaUeQAAIABJREFUR8azuzzj2XHjipQuoqs9nQddlpCMGBDJI4BnYFJ2jVNhtVTb1nF/8M8B//LbwZev4FV7K8heC+1B4I4NUI1lSjo2JN7juRYLGqHxt95S/ffr7woG8JBqKzjy4Ofb/17LHUEX01TCWkbdp0OOU2kxng+W9JBaFbopX53eOSzj6Tboa+tlg7VjRS50zD1QmUyh2p+lv8l1EX7XpU4DyKyXZzwLPomQ2qog+25IbUVLGmoMGCx07UFZr2ndg7MvAbDOeKYOeHLZwXiugHQRTPJdjKdnykruEma7JPHtGZ5AHOPZES4EOMbTOKaqJ42ZqbzyeDJGzO51PZ4AyUFHGadCx84mdM88XNWYrrGktuH8ygp4lpoAdtdYp52/JzLVVpfQPtW2dv36jaaX4fZtGJm7tsXsDDo9wylWexhPAp7d9gZBMwKTAe81oqxR0NjNeOpkgbndca/UythDMp4CS0zIY3sMFzrWvgpS0O0RYbFSW894XohhHs8uqW2uTJQP0VqL//4H37/1O3cf03s8K/bRM57LXNE91yu1rRhPZlXcjEZVILfNSQPzTLqQvsM2weolNI0W22I8AWB6azTG06/rW6m2MQD7w/8v8Ne+MP61lWtot1YGqW3XsyE7pf1cB/DcfJpmmr5sb0PanuaFO6Z1Hs+snmrbKbXtTra92igUyuCli8hnvbu2+T6pLUCM58WnDjM7dE9Ftlw+y8p1NHjHBj7JaCO2Wi0B3O38320Y30GpttoKMFgCgR2dbtQCZLoqE6Lm8WzdHL/zbuDVD4Hnj/CaPcMXOtlrHsap7GI8q4VVdph/POP5a2/6M3jbO75y2yv63Dvp14Q5nqBERoae2aEFLeY7GDIAsMkc7JDjVGqMp7UW58sSs5Q6MRfrEncX7tzO7lTpYQc5rgOenvEs2tKOYVJbY2lOV2Au6nMc3Xu8MCkmexjPnE0JkO26Fq1FgjrjWfMk8NZG3AEmtcPjOc8kDDgu730lTn7n3cAf+h+636P3QdgUs8xJUUSy/aAurtwMT3o9XeNUAvBkGaYAnb+ktUluMZ7/9L2fxNufPcWXg0WFC/kOpi/ypVrg9hcBn/gFWlR3bPID4+kbHlxe3+MJEOs9BhB073WSZeDrWhCXzEZkPF0DjlWbkdxvDoaAsehUWx2CfpqMJ/1Zc0l8b8+GURSPsLQZkiSFyU5xyh51P+SBkCDZDv8C6oznYaW2tuXhapdO50iYpuvIy5q7fs5ZSAAchPEEGMr0FOlRanusfeWaNe0ldZKIoMjYtyZZazHDGgYcK+k9nv1qCKBbapt7jyewF4DkyiDfbOBdUvFS2yrVduGaq1e5cuqWfo/nU6zGwhq1ew60K78nqz/D/f6IgOcIElQ4xtOmeDqEC9X2mLEe2qGlcmgf9tgIF5rFjfD7+M9R/sjFp6trYO/xNtBuXz9LBc6mCamH2sVY9+zyzQXYj/9lfNg8h58z78DbTEQwT7mCcSRLmOPZFS4EAPffSl9f/RDwpf9u9SvcZ7Ha9Rxrl7+25bbU9tXL2jV7+gZ6zqxer1jeEerJZDzNbsazAp57Fq7AUtU8nsAeEOg3tLvneG5sB/DUJUlDX6KOyKs4g2AMknMof+p3gcDAMqWdbJX3eD4St4Hf+x8D7/yzzf+e/Qr6NSHVlmHtD7VvgXVzLbvneNJ50smBjd41xnNZaBTa4Avvkr9oa5bnIRlP97muTC0oxVekmZ0HCQN9/qru85S1VFM/C1MlmCYdnl33vQ3b0cAIr9knCHrGs5bC1pbauoez3rGp9azVy2/4w8BLvwY8+Gj3MVuMZ6G0A7mtCPpiCaQzLPcxnr576lnJrvfpGU/H2v8vP/pBvOv9L/Szef6h3wpWkYKhVAa495bqodRVWoFZjdwmlUdcJNf3eALuNY/BeFby/7NpgoerWprpWIxnTfnR8HgCwzrv0R7PMow2qW8u/Z9V5NB2XlzgAnMkgsFmZzjFcneqrVYorewEnpkf43JolsGl2vIdzRCbngAAytX+jZ42Fok9EOPpZPKFPD1KbY+1v3SJ0kowtMK4IsepaGOxwAalmKIQkX7xWghN3RY0STg2DcZz97VbaIOM1V5XL+NZHdPvj/x9ssz9bOp+xnOO2toRo4bROflKeR14SkoyP7TfvFbSbLo9nsB4wFMXUKwa32L8fiqWCPCzRWMJinJNkyFAIOzeSYZVoYnBblfX7PKf+CtIV6/gL5bfgqWdgkP3S33LdQCe/jkz2cV4Tm9T4E+L8QzAs+t1dpXbE/LW3mjWxXgCo/s8n0zgaT3jub3hSzO6iNbr3TejdQwOSyYQnMGgR4LqNo67PJ4kte0IFwoXKd08r9pbkIJSbY3ljfeyfUzn4bKyM+jCA89iT4iStRbGwoULuRl0wF6pLdM+XKgLeNL51vLAM5XUBgADZIZzl2j7RXfJX7Q1y/OQHk93jv0Mrq25URELnZfaeoahIbcVtY2xO18PVdIZLuQZzw3chnHX+fWAwzOecp/Uts54bv8qfw196tlvoG988Ie7j9nweApiD7v8pOWKRqnkuz2e/r3n/n7pAkmXL5G0JVtAaYNloQnQ97F5NTBWrxAu9NRb6Buv7Rh8rdbhfYb7iovrezwBN/JjvDmeRqS4NUurLm3siJHHOKbm6TbwTAeEXNQZz32SHheMBaCxBiZBahsn45PFBS7sjKLrJ2c4Y8vdqbaG/Ja71lxKtR2D8ZQ7U23hgGe+3A8AKdXWA89DMJ5ALv9/9t4z2rKrvBaca8eTbqpb95YqKJUkBAIkgQBZJAsM2Ngm+D2c3YR+Ns7G3bafeaEfDtiG9vAwbmzwU5vhdsIREx6YIKKRAAkhhARCSKgklUqlijeduNNa/WOFHc5ae69TdUuW4X5jaFTp1rlnn7D32mt+c35zzu+YC+1UfQmVQHXLYCu1TSlDD2MkbpfHiQHWwLOqTlD3QwvGM05pPhMt3kf9MeX9NGc8PddB6DkcBHrNa2+aUfQw4dF6hfdRV0SQAZ6jYTyD7rkBnozBEzOeytX2sWA8syQ/Z4C8Aex3+WfVxEqfFADNds1KxkjFfqEduFid438vsYCyuitl4PnAZ4Ev/TnuO/hq3MEuzZssTYqjZIRMqLIU4+m7iDOqNwtanXa2jYWB49CW8RTntlNpkreDCuB9jLI8/30Cz5o4lUAwnpNJzcKVVBnPBuApGU+Dq63nOogkU1Xs4g+Olx4nzYV8aWgE1DCeeU6fLsfTc7lTaZ17r3RZVU66ctC/FnjKOBUz45l4lrIH20rGvFtIiIpSkYznVJbnaG379OfiMx7SfBOtYnisGU/+eonoJJUYTwU8E3Uj3ch8rbmQZDzHRJroGI4tAYejm/EszJQC6numcLTfp1z0+q29wL6nA3e/33BMGafil82FgPLNOh4AQQ+jREptzYynul50N81ChudAdPQyOaOZ1txkxeskngZ4UsatyYG8K1qtJGd2o5Tyc+FsZzzPFQMpTa2cQDCej8GMZ6HpIZsW6qY1i8mFen2sftNEU2VO4pUYT34up5bh9F7SxxY68F0HpL1UP+OZJcjgGMcb/i0YT7Q48IxtGE+UFRhnWvLaHbu9HcZzp+rLIBUPPQcxk9eoeTNOGUOXjBF7XR4PB1gAz9xhdtrVNgMLm51XOfAs3L8spbZxxQOjG3pc5eOGjWsvjQZwCMOGzMhtOiYAkiWIWZXxdHmD1282IzyjymI4oIgQ5gkKjwnwjEvAU+1tbCLu4hGwIaJqbNesdIKY5FLbFQk8Bw3AMx4CH/gFYNdB3HrxzwDI92SNjeYC8JTnroon0+3nV4SzbYHUkN+F9NNoLDnjWdkbtfwq43k+//McZ3n+uwSeMnPT1bjahi3OlJXcyqqVlhnPTEVKmEBg7lxqKtf1uPSruGAOyrT8SbYIlxC4jpOzrA3y3sjgMAsIs4uG2Bj+2gh8ryAprpvxpImQr+jjVAAgcbYZeBbm/NZGFcazmuWZRfbMSuNx+XkwSPlCx1ihq2cZWExUPhI/N7Kis63KVcxf82biaXM85eI+YpLxNElt5bmoiVNRM55iMRLfM5+/0cdDAII1v+IVwNHb84W7WBKQEe5mmhQzLos3zngE+B0l/6hjPCesgfEUMtu+kFpbMZ5pBAoyZRnuS6ltdzdvXpy8x/D7ObMLiMBsqxnP6fepygvOkdRWnnc+Fjv+YzrjSUkAxyEIvYKj8iy2/mmUAyPTRoJSgFG1ZukYz0SZC9V/vn7SxxbrwvccOJ1F9MgEUWT4HZohZoYZT9fhc9xea5tzPBOkzDMCTyI20emw3qEzY9vIeIq1fuT0dsyFdqq+aIrEMONpw3hKqW3qdUEcnzflG82FEjDigsIpGYG1fH6NJn4z8IxSms9EA9ZS27Ri1qdAoMVYBZ3wfdOGzMi1AZ6UJw2UZzyl1PYcmQuJ54xJqBrU0WMktS0Bz7SgqAHqgefp+yDVhfZS21EOPH1PAc8TWzXAkzHgk78DrD8IvPzt2Ez5fcgLpQFizTmQJbzR6JQZT+n7oZXbrj6R3282HspfttinWjOeck9Y2Rt1qoxnZ5mfx1s7wHOq0pR/iI4GeHY6/AQd18x4MrExc/w2PJc0z1tKxrMmlDvwHO5ImmgYT+HMeBrzGsbT5Gorc/p8o+mE6sAbqsh4Bq5TOKa5S+LIQfYaqW3sbnOXLR3nGZ4VxrOU5dkWGV/bNecpbiQqgwvAJJbSDruhfSJBic8XrKQktS2YC8UjwPEwSB2t1JYQwmN5pAS1QWrL3OKMZzVORSx8oqmRQe9qGxTl2le8nP9QJ7cVgIy6IQJXnHNSslE8l+IhNxcSC1nHn2Y8lRtqXe5t/1FlLCQbDxllVjOeMQL4FdMxJbUlRAQy32v4/ZzZBUQTwvVqZjz1i3mpLLrgZ1QFw7PF0oznOToeUJL3Apy9zoHnDPLTLOJNJMB8jdFc1gaYZjztXG2DZEswngReh5uXZGPDpqlOaitUCam7zVJbwXjqrlEAIILxTMZm4MkYQ0YZPCS8KVTXDLEoKSEcOL0dqe1O1ZeQildnPFu+k5sLNcx4dgkHnq7r8HGTpqZvFoM5cv47P650+5+QkDcNZ5HaNsapTEttAR6pMohSKyM5Jhy219mceh9NRTR7snNuLiTWt4SEqkGtZTy32/1UsLuyFCgKBENc1/ArKJnGW6ftjpfkjGc7cLHSk1JbzffYXeHf76FPAV94B/dSuei56E9SBK6Ts4l1jKd4/algPMOC1BaA3lFXOtsWGuaxMheyZDxpgoS5U3ujtu8ipSz/bgkB5vefc8bTytWWEPIggD6ADEDKGHsGIWQXgL8HcBGABwH8EGNsGy1HzZWlCXxMh6ECudS2PzJfjCQrMJ6ZYzHjKU4k1ww8uYNbCx0d8Nz3NKSnDyGdeCLHswACG2Y8U4OTLlCYOTKUYjwdOeNHwIgLYnqfNANhGWLma+MEOmHBeXVwAvjAL+ljONwAeOF/AxYvML62UiWTQoYnX4gv3q2R2srN6ngNWDzf7rnrStwkhpnL7ayTDOMkwwJ84aLWzGq4tCxhyEpS24KjnwgNHo8zLeMJAC3PwVCZVJmAJ/88WNHV1mrGswZ4ZhTYdRA476lcbvvsXyg/UAHPVu7sqctQFMBTMp46SbH8mWI8qxt4xjjjKaS2ivHM7BjPBNMz0b7r5J3BlcuBO/8e+MfXTf++2KRIxpNneWpiY2TJz7nW1fZcxakI5tsTM54lqW3heJ9+i1lafM1rgIPXz3BMCXb5d98uynT8Tu5GXPscKT8v27t4g8F0jUkHSSm1dYqMJ/97YjlTE6QDbLEOfMdB2pH5fgYwlfEbtE5lIjdgmWww1rgjz1TCFdTUYPTafF7NCJYByGXHp/FZGwvJ6oUe+hBS2+16rzv1rVeiWVM9fUPPtZp7yyhDF2Ok3n54DsGEhOhaSG2ltLEstRUmfSnFfGuh3lwopQjI2UttFQj0Ws1rfSyAJyTwtJHaxojgl8BuN/SQUobMa8E9J4wn//xjp1VuUMtqLfC9azwEwt72HTeLETGXN7gzmqu5lNRWKO2Ofw246Q/LTeFT94ISDyPqIRuswez/Xah0jMgNFCG01OF/N0ptAeA9P8nB2Yt+EwAwiBL0Wl4uta1jPCWgd8pS2ynPhGKtCG+KT/8ecOc/AAAunnjo4HtmcLWNeUyYU20OCWVLnGGhLa6jxyDLc5Y4lRcwxopewm8E8AnG2FsIIW8U///r2/rqDJUznpqXLwDAaFjTBRIbacdvwWNFCaoJkImZ0hpmoxd6iOKwvJEanuQmKc/8Tzj1zTuA2yByPIuGRuZZIwCqq6erwHOsZzwVkHS8RoBdDSuWpXToTocv6Lf/BQcspAAwGAXW7gf2Px249qeNr6183EnOeI5iuA7B6lwI3yVlqe12M55igeinLpZ6PsabWcEspWfF6rriZiTnClOd1FbkeLKgg/FWpmU8ASD0XQwk8DRtyFMN45lWpbYVV1um39RO3VCueAXwyTfzRUcOmQPAo1/Blr8bTubl0SRVcyHGOFgWcSqB66jnL5Y8h0ZUgvJKZ3G8zj8vwXjmUlvazHhmEWISTMnEfdfhUlsAeNLLgMOfB47dpX2K9fkn4e6TF+afS92MpzIXqpvxDIGaJtgZV2XGc2uS8ugkL8yvj9P385vV3L78xi2r/yh3rjt4vf0xq4yn72KcFBUCFvJT2Q1WjKcJeObsgueQklRcSW1tZjwZQ5j2MSBdOA6B3xU5gboNKWMATcxSW9Et5mYUTB8FdCaVpUgRGHM8vQ6XDdKJOWtXrvU+i89aZiurE7rYRJd/F9u9wdypb50SrrbVPUPoOXZSW8altrHXhesQTBBaRC0lqgFWXO9DaV6XUKBVnzUZZ9mZSW3hlUB2VzKevaBxBImJ/PN1NePZ3JR06DTjmedht+HaztbPUgoghfl6W2U8Af75ngPguasb4NjWJJfa+hWp7U1v403yxQtLv37v3pehfeRmLFpLbSeYuD46Ph9HIgTY3Qv05kLnP4s35xmAl74FaPF1eTBJ0Qs9tSezYTxjKbWVwDMQo1ZaZ9tF4CmvAh79Ct+3sAx71w7he90l3BV9v9XbZFky5QAN5CrGSZJhoS32MQvnA/d/yup5z7TOJsfzFQCuF3//CwCfxmMEPDMhedDNeEp547hmxpOIzTsJWnBT0sw+ytzQmtiEbuhiEodlBmdwHOitAlf/GB5e/B7gts/Dc5yy1NZ0TPFzUiOZChuAp3RYla62AMCcGsYzk8BTP1cqpZNj6bw6fwD4xdvLnXCaAb+1PJ13VFfJuMB4JljqcHnxfMs3M57bUQLEjKiHpW6Ao5uTglmKkLA0dPqluZDja+JUilLbZAzmtUGZngkEOIgcZE1xKnLGUwBPz0UmpBL+VJyKnPF0tI6ZctFT59AVr+TA854P5k2DaAB88+O4a+H7EPQd+K6DjDJQ4vEzWJ5L6YQ3HYIuxv1UsePVkjfMoQSe1fepMjwl41mR2iYNUltNFIbvkvymeel3AZfeYnyKj956GA//MwelivE0Xi8SeNbNeDZb7J9RFaJjFjv8s9waJ1gqHu9r7+V//uSNuU26rM/+AfCJ3+KSmuq/map67hUt4G2ltvK1tWVen4nZF8CTOZrvU0hebcLp4wEcUAwJ3xwRcVyi25CK6yXRHBPIZVGyW81VDNsAPGmKFG2jq63XlsDTLLVVTUa2fYxnN/CwQcWGb7s3mDv1rVNZop3xdBwCz/VA4cKpAViUAj0yxkmvyxlPhM1rSRYrZ3e/NONZkCw2zCFGVXOhRlfbQo5nhfE8sRUBiyHPP6wpIoDnJnqWx0xBGEXM/IqhkQSeLbS2U30hS+yNahlPgH++xSb12VaWYEK9HHgmFaltPOJ7gG98GLjyh4FX/HHp1z/16fvxnCP/EUu25kLJGOMwLO3JVudaeuC5fAnwMzdN/XgQceBJlW9FHfCsMJ5yxlMyniYG81Xvyv/OGMa/fwVe2r8VtyTfYz5WoVgaI4E7ZZonAW/puPP7gcExfr43ZMyeadnOeDIAHyOEfIkQ8nrxsz2MsUcBQPy5qvtFQsjrCSG3EUJuO3nypO4hM1fOeGo+FNHtndTEqcgIDNdvc1fbJrdXZjYzktUJPIxYWJZIDk4CXf6xSCbMcVCW2hrnx2yApzvTjCcAMFK3kdZLSWTJizPNxGt+wndPL3aOyweUq3lHdVVkPIcxljr8Al7qBmrmk7+AczPjGcNTxywNszPaCBpcZVMtXG2LXUHH4cBFSG2Z6NqZpLah56Iv5guNnVNlKpNv/gFxo63OeBZcbXUMdslcCAB2XwasXlF2t73vo0A6we2974TvOvA94ShajbKQAMLnM55djaNt8fUOqJTaVoCkzPCcYjxtZjwniOBrpbaJzqZcU0mhcRBnmZjxbGA8a2c8z1GcSpYz7RJ4bowTEWIuPqO73w8ceKYeWF7xSvEYQ4SO9pg188WWZlzqtbXtGM+YuVOyf/n/NhmBEGBt5AjGV2yYSKQBcYVj6mY85QZMjT9YStx+5q++hDd/8G7zA2iCzGAABnDDvIS5+rEGURnbfsazG3pYV8BzZ85zpwwl4lR052/oOzz2qGYNTCnPtsz8HlzHwRhhs9ooS0A1Gb8tcY1OEmoJPGeZ8cyddN2K7JXPeDaPVTiJnPG0dLXNchVaifEU99fIkeqLbZ7rl7OITigUJzXAcxuLZTEm1MFyj99jIiW1lYzngM9Yxv38HlZ82RnFJuvCiSxfVzrGmJWTBlbmQr3U1lD9SYpeywNzCkSDqcQ9Q7r6BxWprXbGs1qE4JG9L8bznDvh1DQji0WF83T1XtouSG1VLRzge1+5FzsHZQs8n8MYezqAlwL4eULI820PwBi7gTH2DMbYM1ZWVs7oRVaLpnKzr9nAS+A5sQCegXS1tQOBdYxnL/QwQsjBphy4lownuGU4AMV4MjmI38B41rEpQdFVUlMS7BYZTziuldRWN+MZePy1K3B9+ffqn6ead9RURcZzFGOpyxedXd0Ap0vAU8jkbGUUTaUia3LWaDLLMDs4w5ASX3WuSownkOcqxkOVUWaS2rZ8B1uS8WxwtZVsqpppSWg+gyy/34JcUQc8HTHXUMrnuuIVwEM3A7+9wv97z08CvT24L3wyl8/KOTclT68Az6CLUZwaWd3Qc0AIMKRy9qdyndYynk0znjEiBFqGLMmY4ZcqT1H4LKLtmvE8F4xnFiGDA+L6WGzz731jFHOmfu1+/t0du5N/n7pavgTY81Tgng/ZHzPN5b2AzlyoIZcTyDdIUr1gdLWVmzwz41kyLvnsHwDv+anp5xEbo7EjrmexYfJiHfAUjTdqjlMBcpmUDfC873gfH/naMdzxcA1woxkSuEapbSvwMEC7HnjKJiPdRqlt4OJ0JjZ8OwZDO2UolulzPAHeaEyJXwuwaBIhIJkAnuDA0yLHUzKenobxjNIC4zk4CfzxM/N72t/+KAAOpEKSgDKinrO2xPpQdbXtSodZGyM50VAeewt2x0xzFVoJ7KpYMrEWDU7UP8+sJda21GmBEBHHV7yHtgyz8vEIuOEF+Wd9w/UzGRBxZs7DbmHyo0afQjET+56fBP7ux/h3e/E0DEkyik304Ng0ymgGZDFGLCjtyVZ6od7V1lCDKMVc6OXmo7WMp5DakrKrrYqvsgGeAA7v/W4EJMMz0y9aPV5+rlUlY1t3XJXlee4Mhqyktoyxo+LPE4SQ9wJ4FoDjhJC9jLFHCSF7AWzzmW+uVMiwPM8845lEI1DKtLNtTioZz5ZgHxtiRpiQrNYwnt3Qw03kGbjm5A3AfTcCT3gJMDwB9F7IX7My+qkyngYmRoLdmk1tp7jx05TajLj5jCclHtwGBiczmGsAHDR9cvW1eMa138lli7rq7p5NaptOlDxsfRjj0lW+SVzuBrjvRIH58wIepr5tM57SxZRLOwCUzVIAfqOQm2RNuSxB5vhwxZxJWgU4EngmY2TiPUp5Q7VCz8VWJv7NdONNaxjPdoWFlN9njWOmcqmV9cyf4ud78YZ48fMRf47ffIrzde3isQrAcxhl6sZYLUII2r6LQSaltibGU2cuZMF4summSeARa8azaA61bTOe50hqm8KD7xAsFBnP635ONLvE5/X0V5ufY+9VwP2fsD+mZC0KM57KTddv82ZZlvDrtOZ181+2ZDzpNPuoXBalUiWLgQdvAh68GXjlO8oMtASermQ8+YbJTzTAUyo+hLlFtaTUNs+gbWZ4330rjydaH9VsMDPOeJrW3JbvYsDacGIb4BkB4fYAz17o4WQqLDp2GM+dMlXG83Z1zc3Qc5BSv3YNlE6v1O/CJQ5XMliwj5mjYTzV/bDAeH7mrXze/bqfAx65HbjvY3wsQ0hth2hhDmOLGc+c8Sy+107ocvM6L2yMU3FE0z4OFoAE1nOlMXwUrQtkY/fE6vOx3/GAm98GfP8f1j/XLKXcV/n1H1b3CSbG8wvv4LFsz3o9sP4QV0z1HwXm91kdlqYxYnTVfkztb+f3A9/zltyw84LrtPeZWDCeXmzBeApwPaR+aTRoZS7E6WHMPRMMa3Kx+pMUl616IFElR73mmPweEk8xnkapbaVO9J6EiHm4lD5k9TqZMs2rSG11TKvK8jx3BkONwJMQ0gXgMMb64u8vAfBbAD4A4DUA3iL+NKTPb39lWQ0oE0xQgAQb40SdwMXKGU8+V5M2udoK4OnVAc/Axd/R78Ibdn0CeN/PArufwC/KHmd5MzVvyXOnrGc8G+S9RzfMXfeiq62S2tbNrIn3yYGKHhx1Qw+naA942k8Yj4vuCh+Etq1kzDeu4Bu0IuO5NqxcxJ2l7ZvxFAtEBF9JbXNzocJsU015LEbqBGrTmFYbCRJ4JCOkYr6sjvEcSebSxG4U8hv57xQWjl5l4SvkeJoyAqciebrLwAv+69Tj4s9+EYF5Wy2oAAAgAElEQVSXGwZNzdfJTbhgPDsGqS3AGyb9zCv/nqz+MQ4OxPmwJYCnFeMp3P+qDJnnzCC1zarA8yxnPN1zxXjGSpmwKEwBNkcJcPmTgT1PtnuOuT28U04pYLjeq8cEKjOe1UZNMmoAnlXG08Ts8882gTN1s5yS2qYRn63KIuDUfcCeK/IHS6diR3TMgy4yOPATzfWlpLaOUfEB5N3qJsZzkmR4z5eO4HXuh5ENF5FbIpSLML5xD2qafcfRRrfGuORczHh2Ag+HE/FcO4znThmKURmnMl0t30WaePrN+Bf+FGjNg/WuAgBkfg8eFaNPtGHNNEltlQJIMJ7Dk8CX/hy45rXAS94MfPWfuaLn5D2I02XMI8UIoQCe9jOeVcYzTikyN4DbwHi6cR+UEWQKeDbEYahYveljAsB6+wCP9fjiu4DrfoHLUB2Pv9+zKcV48v207zl89ESWZDw/81ZuLnnlD3JC4Ka3AZd/H/C9vw889HkOPI/dZQ08mcjxlFJb5WpLCPAdP9v8slOGTXS5oqVp7lWmGtBpqW1GGdZHsWJe62oQcaktBvaM5wQCeKocTzFracl4xszBQ2wPDpKjGCcZemE9lFOMp43Udl4yng9bvZYzKRup7R4ANxFCvgLgVgAfYox9BBxwvpgQch+AF4v/f0xKSm1dT8M0iE7MIgY4bdBpOwJ4Er9VcZg1x4wAhplSUd3Qw1YM4JXv5M5Xjgtc8kLgsu8GAMh9r6dkr0Juy0yMJ/85qdkQ9kIXw5ocn+KMpzIXIm6jpJga4jcA3mlrDK3trpwR40kpw/oowS4BApe7AdZHcTmipL1r2xnPGD6WpNRWLnT7nsaZrM+9vfYpemyI2O2pC3paahsqqW3iiO5hzYxnlGbcKfjYndrHMGUqI6W2hQ7vVJxKfY4n0JwFK4ubF5GCsUtVais2xUEXozhT5ge6avku+on49+qNupDhCeRS25RSDkar0txipRNMmD5OZYqJNj1FAaDmOZ41jCdx629urXk+j2K65s60spjLrxwHi+J6qWXVdNU7jze4GgwxVMluvmTufTeXpheBp81ztO1yPBMN4ynPwRERLGa0la8J1etGAk9PSG0JwZD0EKQa4CkZT6p3tVWMJ+wYzw/d+SiGkwi/GrwHr0g/CmaSnGUpMjhaqSLAN9Ob6MKPzSMGcpTDpcm2SW17oYtHYwE8z0VY/E59a5QwF9Kpy0LPwYD09OMxX3gH8KnfAyb83kF97mqbwGkGZFmMjEhXW425UJoBT/x+Lsd80svzZup5V/I/j92FKKUIEWPA2up91BYtMp75j6VTe+ILF92a1+4mQwzRUrF/tixrxMpSW3nMYZQJlVIGHPkicMsNwKd+16yksy0BPKVKqxO4GEWFe1hnFycfGAM+8Itclnnfx/i97nm/wh8jG6CGvYy20hgJ89Qe0Grmsfiy5YwnS5vnhMV77Gc+2oXM8ZU5meVp1zDmrrZ+OcWg4ZjyHiLvbbMynnFKcT/bh0vIURVfV1eyOTTFeAaaGJewxxsLW+eO8WwEnoyxQ4yxq8R/T2aM/Y74+WnG2Hcxxi4Tf24TGmgu6Wrr6WYu/Rbi1m7sJ6dwaqA/AYjsprkhXKcYp2JmHykj8DTxELK6oYdRkoEeeBbw6vcBr/0g8L+9F9jLFzrJeDqEqIWyFgQKxtMhNcxR6PGFx1BlV1spta2Z8WQSqDhwNR1/gC9AjRdHdwWINu2ZHsF49kUkRJHxZAx5RiHAF7xtc7XNZSxLVantroPAc/8Pnvl4/yeNT7ELmxgFuxSwm5ba+orxlLNhdYznJKHApS8CHvocd5StFBWfqVMweAHEjdbRS21NrrYA8lzOhopTKqS2MkNRyhyr5kIdjOJMzQ7oqu27GKXSpVYz4ylktkAutbVhPFk6wYT503EqHrF6j0C5cRAlQmpbN+PZ5PrWXeXNJVtwZ1spZzx9l2CuxT/rocUNqFRi/hwDi/xNQEltZaxUO9Axng1zj7LR0JoHiNOY4xkzopnx5OdgRFrclGxwogA8KzE5AjBF7pz60djtIUzN5kIRc6bALgAEbiGcHmh8r39762F879Ij6LIR9pA19A3fD2HplGFJsVqei1NsAa3IvO4pdQuNto/xDD2cSAIAZEdqu1PmUuZC0//U8l2ccleAjQp7QjNg6yiweRjB8S/zH/k9eA7hEnrTHqVwTAk8y+ZChUbsBdcCr34/8IN/zsd/AGDXxYDfBY7dhTjNEJCUz08D1rLXjJSNlCTbNOns5XuoGlMWN+XAMwxblscszHgWnXTFMcdxlmeabzzMAeDgOHBcHxdmXRJ4imb5XMtX6iMAvNn6ij8BXvMBAAy48U0ceHZXedMe4Gv80sXAozMAT8pjP+aFimdSk1OvfdkZxYZ0DG7yAhHvcZC5CsgDwOoMwDNKM8QZ5fdgz0JqK/ZJY5EVHlRdbS2BdpIxHGJ7cQE5gdG42ViKpQlizTiHylWv7ukXDpzTGU9bc6HHVVFB+bu6GU8A2dx+7CenpmWaotws4ouby4dtbeJUMjjwa9jHbuCCMfOJoxhPl+TGFcRpjHCpk9p2A5cPtRuqnOPJj1kLPGkOPE3zRp3Aa97gykXelvUUjOeaAJi7unzR2SVkDqerzrbbyHhS4oHCyV1tixfg834FWL4U+OD/qd1kZpRhNzYxDpZzJlAntRUznlKiZwSekvG87MVibu2zU4+hiXAW9auMZ8ZvBkWgpGY8a6S21dkNQyUZ5VJbaezCKioBCSCCHoZRapzxBAqAxQg8dYxnYcbTxBylXGpbzQ/1Z5DaFr+/OGuQ2tKs3lgIUFL7bTd/yCIkzBNmZRwoNSoRqiUBfv+45THFeVVg25VCQEijmxlPydi3uYGXlaut3lwooYx/vpsP58ypgfFM/DwKZOLOoZVqZKsSeNJpeS/AHToBKZNC7Xu993gftz20jtee9yAA4DysYXNg2CBQwXga1lzHIVgji2gn5uYFVcBz+8yFeqGHOCNgrfkdqe1OmUtkBBKN2LblOzhOVqZle4MTqrk0fz931mbhHFxXAk+LGU8ltS0yngWpra4clzNxx+5CnIkZTyZAoEW0CQCVHypLgsBRW6ynNRt2Lx1iyFoIWhJ4NhyzYPhYAp4ylixO+drbFWZych2872P1z9tU4r7MxFoy1/LUvbhUixcAz/5F4Kv/BNzzL7xpXlw7z3uqMTNbV0SMkHRDD4RoAFFDyRlPAM3NMqGe2sr8EvCchfEcCDDeCz0QGZ9nEacyRtnVVt7D7YEnxf10H3ySITl9qPkXspgznkapbWWPs3Dg33bGc9trtAZ88c+muwK7nwBc+UNWT5Epqa3+5TuL52Pf8dvxuWHlBLjj3cDaIVy4dRti+PCBCuOp32BSSkGhn/uR1Q1z1qGr0VunBcZTLpQ2jGddnEon8DCKM6OJUj7jmcepUFIzuM+k1JYYpZmdwDUCelVdsdkenWrOeGLCCtxvq+eVIHC3YCFPD2Iu+Aa2l/HMYlDh0Dk14wlwp93v/0PgL14G/OvvA9/1P0q/nmQUu8kmjhUZzxpX20gynibHV8l4XvAc3pW970bg8peWX3IawUeB8Sx2eAHOwFXiVDJWYy7kubVZsLLijGLRzWc8p4LBK1LbuhlPlf/od8rSWUo5+1bHeDLK35eGaWTpRJtB67sOKIPVEH5anfGsk9pmSTPwFHFKGG438IxL0TFt30KJUK2euKgGlsAzjZDCUaZucsaTMQaizLiagKcAX17Av/+GHM9Ywz7mgeaMrzUnv8H/wQ2Bo3fwLFpZhz6DCQlBCmAs9ufQ0sWpSFkbdTGvkQjIzclAZdCaGc9333IYgevgyvh2/nYJRf/0UWD35VOPJTRFWsN4AsCms4hWNuRmXJrs0LQEPLdrxpO/Xxouwt1hPHfKVFJqqzl9Q8/FMezmICDq5+6kCpwR9I7eDABgAc/xjJlrJbVNxea92JgKdWYp1TrvqcCdf4+nkj/DAoZYw5x6H7VFEz6WRcr3b9lk3QrPw77SeytUGgF3vBt+soV1tBEGFrLMwr/H8KcMjYDCbN7CAeDw58W/EuCOv50GQBc9Fzh4ff3xZCUjPrcr9hnzLQ9HNwyNs+f8MvDlv+ZM72UvKv/beVcCX/8Aj7VqzTcelgjG03cJQs/BxGJvUqw4pdiEAJ5NzTJhbLiVethbIAPkXOcJG+AZFYCnZ8FiS+Ap7iHFJvks9/A4pTjExNzsqfsAPL3+F2iKhE3HJHaU1LbyOc/vBw5/weq1nEk99sDzK38HfOp3ONsni1EAhOfy1BlTyIerHE59Z9dfvhD7yI04VTxxRmvc9AfAPjj4Mrkc14AbjzTNeFKagmJa8lUsKbcwsQ4l9tGR85ZOzYxnc4SLnKMbJ5kW7ObHzPMXKZpnPOsZTxdH1i2ktoBdpIraiLZUZqc0hNolBszXqoynnKOo+WysKp0gEwtrr+XpO04XPx+46seAm/8IeMqrSsYlSRJjCQM8GC4jMLnaeiGXzLJMMSUmxjP0hEuxFwIXfAdw5Napx0jGk4hzXzrkqhutW3BhLXyfteZCFmxgkjIERVfboqMooAAE89sYxmntjGcncPl37bfKrraj0/y1lxjPSo4nwM8ZncQ1jRCxaXMhee4nGYVbZwSEcuOg0VyIphaMp5Szbk+GsarBSWyxjrqRdKSl/yylgKel1DYZI0KgjinP4yilaAnjrMamkGI8W9zAyxinkrOPJqltklEO7B+9kf/DFa8A7n4fj1Yp1Df9p5TAaxrMo8se5YC5eF1QCTyJVmo71+Ln3HosziED8BzHGd5z+xG88klz8O//EkZLl6Oz/g1MTh8GYAKe5uYQAGy5S0AG3sBYvGDq37Oi1NZtvofalLynZMEc3B3Gc6dMRROkzNPeY1q+g0cgFFCbjwCrTxR/FwzoVT8Cduc/4BTtIe7shbuZImEOGE21ZkWqshiZmPEuXqtqDrsOsFz6IuDLf4XrHnwH4ABfzy5ARjy4FiCQEt3mnV8nG/5q+b0V6+v/C/jgL+N8OHgET4Lry+gzS8azAhoCl68Xas1fOAAc5ZJlXPUjwJ3/UF4HGQW+8WHgZ2+uP56sZISIhIpsmWv56JsMD8Med5z9+JuASypJBytP4H+uP8Bd1BuKA08+Y88VNWc24wnAQmrLm6RbiYdLCmRAN/TQDVwrxlPuT3otT+3JGs2F3ACRUIyVgGdDSkXpaTKKQ4zvk9y1bzb/Qharz7VY8noZ6xjPyQbfu4Y9bHc99lLbo1/mG8s3ref/veyPADDrzjsR8ikiNzuVchbPR4dEGG4WNnvyonz1+/HTB2/EG+ffCkAwnlXZYKVoJqS2NYxnPuytf46swD56pXnLM2c8iyyrrnQ5nvUznrmrrUn21Qm85mHmWaS2cvPmt5XUVrKPEoCuFZlr6Ya5HR34NEJG8miIbugp6USpXvJmIJwHPvjLpaH9rH8SDmGIW8vqppBVpbZuoBZACTxbJuDpO/kNc9dBbkdekZVSMZfqCAYn9CodXmea8axzteU26c2LXZJR+F4OAmJWUQmIRTxy2mAMtYxn23d5p9Zrl82FKlEqQDXHU7qJGjqvaVRiAWWp+A0LgF3K8cy2Y8ZzhiaMbVEKduxOfJVeqLr9ncAtO9PZVNDh57Wt1HaygS10VeOs7cubVpaDoY3DtU/x1cPiWF7IWX2j1LaQqalhsAHxffZW8nPwmtcC/9fJ8r3lTev47wtvQeDl1xwL5zGP4fTmVHzPEw3YBYA5If/aSCTjqX/tH7v7GPqTFP/p/EcAlmF4Bc8NTNc1TAhjICwzzsjJGngiw9jQwMjNhbZvxlM6ZybBwo650E6ZK0uN52/ouTiSLfP/KTKB8u8vfStue8038czonSCtBbiOwxVoFrLXVONqK3OiazfwT/xe4L8eRSru/RnxuWy30dU2RUamAbYkHfq0xbPGdYyn2H86oBihnZMmjcfMGc8i8CSElNd8GYEBAC/+beBNa+V18OqfmC3/PB5gRNpq7eVS25p935NfCbzhK0B1Ty6z123WD8bgKMbTQcs7E+DJZpDa8n3EgAYlqS3A5bYnDeakxZKM51zogchmQtYgtfXbSMS9p3jutosu8Q0VZxRb6OIkW4C/cX/zL4is3WrTRMbbTR134QD/8xwZDD32wPPRO/LhY1k9sdG0BJ5utImMEbitOf0DxIcWny5sgh69g/+59yo8vDbC+bu4NIzPeMpNtH5jymjKpba1DrN88RnYAE9lLlQ34ymkubUznnYs65TUtgF4sgbGc9R0cZwR4xlOMZ4SgE7NeALbM+eZRkid3KRnvuVjSzfH0F0Gvvt3gYdvAW7//9SPqZjbi1u7VZbilKGVG6gFcIx6qW3LcxGnlM9rLV3E3TorNwvpaut6mhxPeTx5M1NmUWfvahsLV9tAsoeK8SxIbb0WhuJ/qwt5sdRC57fKm/e+YN4E45lRps7tJKNlxlNXUmo7FaciGbJmZ9uUMgVcc8azRiHQxHi2Fvh3sp1S29PfBIkH+Cq7GL5kH21Mv3TV22PPeI43sMm6uby36IjXXeHS2fUHa5/iyEl+PkfwrRjPWMt4FqW2q/k/dJa1T5VkFEGhGcFai5jHEFvjyrUuvueEudqxCsch6IUe1mLxbwbG8+E1fk5f2v8i4HfgPvU/8H/Q3cRlc4iZr1EAGHrivRnOI9lkdLLtm/GUqoXYm98xF9opcwmWihgYz4epBJ4FJnDzCG96tRbyc9fhHhgpXCtAlmLa1ZYQIdFs2qO4Po61L+Mv3w0tgWcsgGf5x7nsNTWbshTi5UakDcfGiAYozXhWAW/JaVYCBTfMG//Fas3YPIoGGKOl7qUSeBqduU0lY1dsjq1ylLn3CmcAZ5PaJtksUlu+fk8QTJEBK3MhTvabTXsGBcbTFesua2I8/Q7ijIKQaUdm23u4bKIfYnvR3rSZ8cwlzNXqBDXA8xwZDD22wJNRrkfee3X558rkwm4D5MRb2EIXvmfY3IoPLVsrAM+jdwBLF4O1FnFkfYwLBPC0mvG0YDyb2MeMaaJN4DS72tZsbJtYVrn4hl4+n5rBsTIXMs94es3MSjjHF0Ab4Ck3bx5nPAPPUe/Ldx0stP2y1LYjOmjbMeeZRUhJnoe50PanN6OyrvoRLru98TfUeUr7fBOYtndj30ILC20fXztamR3zQrUAjiTjaXBHluYlcUaBpQv5DzceKj1GMp5E5XhKqa2c8SzcQLfR1ZZv3h3l7BnRapzKSDnaAvXAsyUlJX6nzF5WGM8i+1xiPA0LOzHkePreLIwnU2xtPuNpOCdsZjwJ4eBoO6W2ool2Fz14downwD9rW+OjCQee8phTxlaLF3KWvq7Ed7cRu+L7r8/x5FLbKuNZkNr2isBzl/apeBRQfk447UW0SIKtfkU6puIS9HEqAERzinK23vDatyYpWr4D98HPABc+G/O7D2DMAriDo9MPLqgS6mY8x6F4b4bvSjGe2TYyntKt05vbMRfaKWMRwaaYZjyPpPN8LrLKeIp9mjp3Ccn3Y03xU+KYnkOmAK8tc3SkLWSgrs9BbBMIpNzQqLo3UgRAlHHmsbpZp7QEPCcF4Cnv58YS7Fmk8S7oBl5OAkigsHBAH+/VWuDN4SZwLSseYoS2WmvnWj4yyqwZudJxAbv1Q3z+kvEMPWfm48UpxQBtTiZZutpO4E8ptFbnWnbmQoUZT9/zEDMXLGliPDuike+Uzt22DgCaniblfhX3033oDR5o/gXRHHI15Fm7GpUDFLI8vxWAZzICwIB9JuBptqEulhttYot1zAykkB0Ew6PcJRQQTOvV2BglGEQpDixxF0abHE8qXAerTEqxZHe4iX10qlLbBldb1wSukW8MTBtOmfHJ5xf5a88s5L1ZDbvbCTgrl9Zt4gmxz/KU7JXPZzx3dYLSxbjcDbi5kKxtZjwTEoAQDs7n2x42TcCTEOD738Zf70feyH8mNoFpawWEEFyxdx53H6109txAGegMWQC/6GpcqVZRNrsogGdlI8/SCBHzVNNFy3jSKvA8e1dbFaciGE/laluMUwl66pzTzRzLUkP0XqtsLiQbT2L2ULLPnkPEjKecodB0IrMUhGWIDTmegB3wTChVoHlbZjwBLgfdTsbz6B1gXgv3sf1qM9I+kxlPgH/Wlg0/jNexznqKZZ2ygF+6cKpRMlVic7EWESDo1sSpFBxmK9cLEZFUfMZzJf8HKeuqVJKxEpB0O7wLP+xX1hBxLqeac0iWcnf020bGc2uc4NJwCzh1L3Dweniei+NYRjjUfM7ymIYcRPWwTr2KJKUMLjIQ0G2X2o7duR3Gc6fMJcyxdPeY0HcwSggwv68CPB/OCQLpReHy69pKaksTJMTTNoj4/aV5rX8o5MBzHznNzfIspbZTM55NjOf6A1y9tPIk/jjSgSdkmVkT8FSRb97U+sABQ2HGs/hntaQEdqIxVdNVPMCItNQ+UEZ21cptdSWBpxXjWQSe5IxnPAGCsduzdrWdsFAvtbWZ8YzKe+wYvoq8079AATxTirBy7s5iLpRkFIttH/ezvWglG8CwPq6NUB7Z5WvuMcvdYFpWPL8PAPkWkdpKIFJlPLsr3GzIUmrrxVvYRHcqNkFVZxmZE+KFzu3Y/NTbgc+9nc8e7b0aD6/zjc75JcazHngy6WpbszFoYjwlOGz7btlcyBT0q2Y8z5zx7BesntWMJ5rjVCgzh5nLYzbLbXdbMp5SatvG2jBReZqydnUDnNbNeG4H45lGSOCj5XGZ0EK7klVVreVLgOf/GvC19wL3fky9v7TDpS1P3jePe471y6C8YPQxpNOSjmJJxjNKC4xnRbrI0ljISfkX5AuTAZV3VYpTaWawbaW2ScYQFGY8o6k4lYFytAXqGU8p7WB+JU6l/yjQ2a0MxuT5u9gJmhnPQmfYbEbTLBPKKEPo8c8rzrKzn/EEBOO5jcDz0TuQrTwFGXJJaPdMGc/eHr7uWkio2LjMeLarTY+li/j5WvNcjvju1iYQjKdJaiuD0/VKE88lXKInGc/WgvG7kE0TWUGXA9TJVmUNoRIEmhtv820hx/c7RuDZn6T4Tu+r/H8OvgAAcNrdjU6kub9ZNIcAoN3uYoCOcU3NKEOIctzN2ZZspo6cHm/2mGard+rbu5TUdvqfWp6LOKNg8weAR24DvvCn/L/1B6eApyMYz6RujyIri3mclGZtsDVpecDnUtuLssOWc6WxdsazzHge4Bnmn3s7cMv/5PtO6S9yzWsBABOnA9/zkTLHmvHUOZJ2i+ozOeNZnPUslgKAlg2keIAha5XMhQDoI1XqKpwHzwG2l9pKxrNxrlRT8h4/dCxUGmI9M0lttyZp43kkVVlzIfeWiOEhq2U8R4DfRpzSKfyilbwaSmaHHoJwtj19X+3jSRYbxzlW5zXsruvzkadDn+bX61f+3mqPYFuPLfAcr/Ouz9ye8s8dl2/OLDvvXrKFLdYxu8wSgsnKlXi+exdWb34T8LH/zoHtxc/Dw2t8s3D+kpzxdHKprYF9pFnW6GrbBDw3RgkCl8tI5UaKojnHs87VNnfS1R9TvpZu6KkZz6xuURevhTmOdl4DyE1jGjsz3RXLGU9pLtTC+ihWGZ6ylnvBtKstsG2MZ0x8Nas23/LNjKes57yBRyJ86Ffgbj6ICfPhCIv4J++fR5RS3H+ysJkuuDQPaGB0tAUqjGdrgTM4FQaJpRESuKWNcctzKnEq1RzPBldb6xnPPMczYjJORXw3yQgIOkqyUcd4tnyXx5u0d/PusGS9+tUoFf4+ljo+B/MyRiLVbPhTCTyDejOahkozpmai7WY8611yAQjGcxultqe/iWSZu6MqEHjGwHOFf3dN+ZsAl9qim7vayhlPyS4sXsgbEDXX5nJ0GKfZHNZGiZjxbGY8deuu7wqJuJzxbOtltoDMoC04X87xx0aDihQry0Ggb2hqzrc8bI1Fdp5RapvgWvYV/tr2PBkAsOmvYiGuB541txfMtTysYaFWansxEYohw6zrrCWv4QERroY7BkM7VS2agTCKlJlmPPkakZ13FXD6m8BHfp3/F20pAqLqf5ExF4RRc1MeUFJb3dpg6/D9kMtB2se73ycYTwupLaYBoOsQtHyH78P2XgWA8D3nh/8z8C+/Bhz6FM8svuqHseXuwsPuAQSegwSecqk3VlowF6pKios57t0VYOli4MA1+ueZFXhGA4zQKpkLAcDmeEbG03F4jIrNcbOc3fVdBys9O9axWPIeP3R6M0htNeZCPbssz0GUqO8/8DjjWT/jKcyFKuMfQB5PZlNJRhF6Lo66guE+VQ88IRhPndpudS7UR8fsu5r7mnzk14H3vh649yNWr82mHlvged5TgZ/5rP7f5vZYM55+0ueMZ82dmr7mf+GqyQ1413M+CfznB4A3PgzsvwaH1yTjyaW2rkP43CNg3GAymgmpbY2rrQz0rWqlRW2MYix0fC4TUzOezbJXt8ZcSAUXG445jFIQwl+bBLspHHNnTy70pJ6tks9dW7NKbb021oexMhSStasbloFnOMfBwDbNeMbwFRisnfGU5QXchXnzMBbu+XucwgI8ARifvI8v7l8rym3dnH3o08BoLARUGE8gZ5CKJRnPws2v1OF1/SmpbcZqpLYWM56MMWXQohjPrGouNASCrmqC1AFsxZRd9nIOVO75IP+H/qPaDM+lKcZTw7yIn8mbVrFmktpKgO0Jh+HGGU9LxnN4sn4jNUslY1CRmymlM7N0S0sVimw1k1W+rDQGSUZlc6Epqe1F/E+TwdB4A08d3IQPZd/Br+laV1v+nFGmZx8D1xGMp5Cg1oCt6k2+JYBnUgWeCgTqJUkAb071o3qpbX8U4erkKzwzT1x3/XAVi9np6fXekvGca3k4wRbMUtuM4VXuv/Jc4kr275mWZHL6kMBzR267U5UqsFT6GU9+3Q2u/y2+D5P/vfEwcM1r+AhJEVoAACAASURBVFOwHHg6kvEE6hnILDaapdjOeE4yBy/b9UF8ZPFHLKW2CVIN4wnwa2UYpfya/y8P8/f4HT/Ps7i/+l4eFdhewn89+E/4fPAc+K6DBK4F41mU2laOGRaajYQAb7gDeMb/rn+eWUx+ACAeYMByc6F5JbWdkfGUx55FaiuYbCl3ncXQSO5l+sROasuIiwSuVmoLoNHZdjBJeYYn4XujmDU0E6S5kIbxbPsuJtZSWwbfI1j393KfklP31j7eEaoEnWpzda6FtWE8TUD88F/z8/jX7ueu9Tf94baxno9tjqfjmaVpc3ut9cRBsoUtdqGaN9M+XaeNcG4ZX9/wSqYTD6+PsNTxlXTAKwFPk9Q2BWX1rrae6+RdL01tjBIsdcoubNTC1bZOaiuDi03HHEQZugGfDSDifMkswG5dhIsETo3sipTaMqYfdpeV5DOea6NN5Wgra7kbYH2UgFLGZxwI4ezGqfuAR740/XzLl+bdvaZKI0RsQQG++baPKKWYJFmtJBYXXgc8/TVwbv8LnGILqiFxcDdvhnzjeGETX5C9bWUzMJ4AZ5Aeub30Pt3h8SmJEc//FIuGIU7FKLV1nfrMM/D5McagABlgkNrOH1Ad2NoZT3EO9fdei97iBcBtf85lzJtHgPOeoh7Xj/hNbrHjV2Y8NQu7ZDw1OZ55nIqd1NZzSc4Eb8uM5yp/7IP/mgeo62rliXzusanSCTKHfxZnleMJ5NdK1C+B/qkSN/FNdLHsSHOhSoaslIc/8BloQ/juuxEBi/GP2XfihcM4d7XVrRFZnqkZaNZ5zxUznq1FLmevBZ7lGc/OPL8fpKMq8Gw2F5qTjOdyhzdKNWvQ1cPPYp5uAJe8QP1s0j4P7hblvzO/b+p9cvM68/1lvuXjBJ0H23wYRHPMzsl1vNK9GevnvxjLBpOlWavl85GLTfAmB47cxlkVi6ztnfo2qcI1o8/xFPe0lAEL+vOyyniWzR4NsvEsQQxPuydrBy42Rg2ADhykBL4rQKAd8NQxngCf81R7IrnGX/Na4At/wscJnvbjAICUQt1fEnggadMxpauthvH0LYweZc1i8gMA8RAD1lINuFxqe4b3GCtzobLUdmUu5LEh41SlBjSVbC730QPGDX4DyQSZGwIgU4SAAp4NjGc/SpXyUJ1HNoxnzKaaJjOZC4lmaisMcDLdj72n67M8CU2QQi9N3zOfg+z9i+38Hxw3x07P/iXgX34VOPx54MJnW71GHNHsz0U9tsCzrnp7+CbbosKUM551N2oAOLjSxaGTg9LPilEqgGA8VSZhPeNZ52oLcOmrKU5lYxxjsc1v2Pm8ZbOrrVfHeAYN5kJRquZ0COHywdRixrNOPthtOGb+wBXOQsWD+s22YKpSJ8TGKJkCnru6nO3aHBfmP+f3cZZMMmXFuvRFwE+8p/61qWNzox4JBufbfHHbmiT1wBMAXvybiO/+EI4Md2NJfJ+eyw2KSotzodHSz3z7GU8A2P0E4O73Af/vC9VjFgAcwYVlBsd38hlP11eSwfKMp+GYFlJbuZjzHE8xL0nB5euK8RxxxlNKbRtmPAFgnDCeL/bp383f4+JF6nGzMZ75Dbq6uHpqxtPGXIjBdZz8c3F8fr3owBFNAdfHoZMD9EIPq/MGUxc5d/OXr6g/+FU/CvzAn9Y/hlIeJSCApzwP2j5vPmSU1cZyTJW8NptMJ8TGYavAeE6ZCy1eyD+vT/wm8An90xz2L8Zdk4vxtFEM7OoAYPz79NvlB4o1amxgPJXUVrrpmkw1kMvE1Vvu8Zspq26GClJbk7plvu2jP0nAOksg3/hw6dqU9Rvga7tz8Hr1s6QrwObmI2XgKd5nwrzatWGu5eERthtk/VbtMa8CAALcd/kPYnuEtvye0Q08nIQwbXr/zwGf/xPgP/4ZsOeKbTrKTv27roI5lu6KkYxn3aycAp6EwHWcPN7OOFufASxDYjABa/suHrXYwEcJRSjuaQlcK6ltqjEXAgqMZ7FWngCcfy1Xfl1wHYAcMPBjevBmMBeamvEMXftm4ywmPzQDklGJ8TxjcyF57JnMhbhCT95PT/Qn9sAz5efSJroWUtsRMkdE3FXW3lVL4DmYpOqz8V2CCQIw3ShQ4ZjwO4hGtJQtLV+DbSNB+hZ0AhfHsB971+ojVYjIR9XdS1cF8DyxNSkDz2I97SeAT7+Fs542wJNS4M+m71OyHj/Ac+48zpBlKZe3mSqZwKMRtli31uwHAJ6wZw7v+dKRnC0D8NDpEa48kDNiNnEqudS2Huh2Ai93GavUxigpGRoRAlCQ2hnPDA48k4ESIMxeiBHsDqK0xDz5LrGa8QQxHzNnPC2ktgD/TuuAp5CrbaX8dU4xnr08y1MBzx/6S+DkPdPP9YV3Aie+Xv+6ipVGmBSktlJOsjVOsDrX4AzZXsJXXvo+/I+//SreWTgPp86BgtR2M21gPKtmLc95A3D+s1S+KgB8/egWfvqjA/xBRWqrZm5dP5cACuBZ62orpLaMMeNcr1zMAzdnZeJMgrKy1Fa+jk7DjCcgmhfPeQOfS6EZP+8Ki5oyF+pyxpO5Ad/czGwuJBhPi1nWNKPwHd6RjjKaM5o0m16XBPD8hXd/GXsXWnjXa5+pf9InfA/w6vfXd0I/81bgxN2Nr0+CbirOKwmQcjCfqQ6sVclrM2oCnvwmvokac6GwB/zUJ2vdyX/v4xHQJzyb9zzB7sYjDfCUjKd+xEFJbQHg1e/jM1SaKsrEVZlkZzTfRJvGOOZbPigDRi/5A3SveZ32eD/9V1/CdVdfgdcVACYVf882H4F7fuE8KcxhhzVr/VzLx2+k/wEv/4EfxZ65aRboK0fW8bs3HsF/OXC98TnOpLqhhwecC4HXfQRYOwR8/E3ADdcDL3kz8Kyfqlez7NS3fsnGicHVVq71daoaGafiCMYzadiP5cyYacbTbgMfZ1S5kSbMnvHUbTu7oadXnv3w3/B1hciGLYMnokIS5qHVBHZF5JtDNLExgWtMUZiq9gxSW5Gt3Kfh2ZsLyWOfqmfkAOQ5noUZTwA40Y9w2Z6aPWShZHN5g/W4yROlmNIoy0onSFy+z6vGqezq8rSD5hnPHHgGroM1NoeDoxqHWWkulE1LbVu+i0jkuNc5nAP8fXYCD93QQz/uAlE9u+vQlEttNfdSudc9vlXzXv028B0/C3zyt4Fjd/GxybrK6j+3xxfwBOOxA8WOcLWE5GvodI0bZVlP3b+Av/z8Qzh0aohLV3uYJBkeXh/hB562Xz3GJc1xKoxSMBDj3I+sbuhhYJzxTHDlgbxr4zuOcJg1u9pSkFp5rzymCewOCjIAgDNWqUWOZ518UG1wbRhPgHf7dh00P05spDdi/rzTM54CeA4iXLoqNpdLF+ayvmId/TJ34UomuRFNXWURJjRnGhYE42k7QD9s7cEaDpcaEvwGVPhsCrK0zdTDUtv8fcqNZyRls2EPuOzFpcecwEkcYbeWjjnfKsymauJUal1tXQeMcTmtidGPC4ynkq2mrMyunsmMZ5Lx7+nSF2kftzXhhlySZadem29JdLN1aRF4GsyFaLPUNpVSW2kuJMEmTfTA0+9ga5Lg8NoIaUb1zSnX47M/dXXfjcCd/9AsTS8oBACo9aFTaAidGfBsmPEU6+5GoeHX1q0Fe6/k/xnq+MdvBrCB9WHMnWEB4Wxb4enEWjShRAsCldQWqGU7s4JMXJXfQgwfTlwB2ypOxTU2GZXJhrsL3Sd899S/R0mGj6UZrt59eenn7iJ/jZPTh1ESUxc27nWM53zbRx8dnNjzXOw5MD1K8ND4KG5hX0avZccM2FYndDFMKB8vuPA6vh69/+eBD/8a8M0bgVe8I5+z3alvvyoynjpX26ocX1OygZTneMo117RPkY7X+uu0ZelqG6cym9pBjJpZfllZgpTom7idwNWzgZVrQzY2fXFMZsF4Zo5vZFlltF0TKQK/w/d1NnPaMVcJ9lkLi07umu6Qs2E8Z8vx9BySM3F9ezftWAFPoaaJtnLQXa1kjJTwY1Sltp7rYLkb6E13CtWfpNjdy5WMp7AAd3TY/AtSaptWmqGF1zBJsykgPPU0ImWAEGDAArM7PMANwED5iJbW1Vayuw2f8zN/Erjpbfy/V72r/rEG/wNZj625UF31xHxRk8GQ6NgMib7DXawrD/AT7s4j/KR/8PQQjAGXrOa/6ziEz1oCFuZC9R9XL3TNrrbjGIsFUMXzQxsYT1Yf4QIIiUeN1LYEPF0HCbOZ8axx75XW4TYznkCzm6c4QU/H/Jg6qS2AssGQqZYuAsC4hblNpROMWS5/VVLbJoMh+evihlkEOt2gIn+RcSqOj0E6PUtQrHwepu4mzRfW4nmx0C648TqFzq1NjqcAu3VyW7nBD1yiutI8akQ4ATLGFz4Rp9LyzUAXKACWhs1BX8hY5HOljvgsa2Y8ufGSIU7FkvH0qlJbQN8NzxLA8ZBkFIMoxd2PWmak6WrpIt6hbZIHifcpP4tijidg0RCqlq250Dif8ZQgTs4kz2JqJDcGa3LGE9A724rPe5zpGU/fdSzNosQ1WukuD50evCrwVCCwXmoLmDdgcu2YrwDA7vxujFmAZO3h8i8UZjyl1F5Xcw3mHvLn8nHbVb2wIiHsrQI/9g/AS38fOPQZ4J3X8abJTn17Fi0Cz+lrJqz6FmhKrgmh74gZT3EdmBhIyYwZpLYdS8miNHgJPAcJc5qltlmM1DDj2bWcsU+z3EMghQtmwXhmJDCCXcAi2g7gzUxbyatiPPMcT0II5lr+Y2IuRAk34bSVuxZL3hPWMnFvqbufJmPE4j6qa5TvtnDVHUSpavb5nsM9P8Yn9SY8lIqxko6W8bQmdSAl2wSdwMUgC+qBXqE5pMMwy90QDkEjyEZ7EXjG64Cv/TOw9kD9Y+vUXXicAM+HTg/xmYfFCd208RIboJHbDDwvXe2h7bu48wg/6Q+JmIuDuysGHnJzaQCBjGY8x9NixnNLc2FOkgyThCpGDeAbRkrckoyyclBLea9Z5z8ltZWLurGTKAyNSLMxzHgWqW1dCQZnLeLvs8p47hZyi9NWwPNi/qfJVXPq2DEm1FXvaaEw42n16+LzKhmXVFlvKbUNOhjH9aZF7aIE1XjMPGxb1mKnADzdYAp4UjhG6YYN8JT/Jt8n3/SznF1NJ/w8Drp8rrihW6fcUBsWWAk8JbjKFPA0z3hGzJ8yo5kpTkVnLgTorxmaAa6vwM0th87CaXmXPHebFnR+g1GMZ0VqO3Okiq3UVpoLsTxOxXEIQs+ZCXhK2fb6KM7lsbpubSFORaf68OQ52FCKra+soxOnhyDRA88mqS1gXiNkDnAVAC50Axxly6CbFQM90QRM4Cogryv5fKbjDgqZzdtZncCddk0nBLj29cDrP83X+b95FfDhX9/J+fx2rEzOKLtaCWqr6lugKZX97HNQlyrPDRPwFHOPTC+1lSYtTW6okQCevuvweLAmqS2tcbUNPWOiQbESKmc8pRFNwzFTLrXVgV2t4qSubAGgaEIOEZaA/ZnkaqrjJiM1r2os8fkzsR/vhdx/40SdBLRS8p6wRsUev45pTceISQhPjNZUa2UubHS17U+K5kIEp9gCnGyiWOPq8fgDzXEqgF0jV/oWdAMPfRbwPZFJPUkLEmbNeeQ6BLt7IY5vWazf1/083xN97v+pf1zdnCseJ8Dz//7IN/DmT4kMzyb3K3HhjJxmzbfrEDxl/zzueoT/zv0n+MlwcKUKPBtmCqS5UIPs9byFNo5tTn95GyOZR5iDKt91kIHUZgRSNDOeU0CnUMNYI7VldTOe0hm1xlwotNzgzsJ4Oh5Oj/mCUWU85WdmxXjabt4B3pFKJxhRDy1PWobPxnjGJsazyBBIqa3fxSTJaiWoNh2vnGUtSG3bPjYU8Cy62uYznlVHPFkKeNaAMsV4ehJ4EiFDFVJbyVj5nPHshPXGTPaMZ4K5Vn7TTUkd4ynjVHSM5wxS24ypG1GcFaW2OuCZAI6rmNQvHKqZ7WiqpigS9QJFoDgpG5WdPfC0Yzy30C2d7y3fzaXhFlVkPJmc64x1wFMyga52UxAUpbY1VWTrixV5PYRp5T2rzrBekgQUAKBhjZDAcL5dZjyXOgGOsV1w+kfLvyDeJ4WrZW9k5YDX3GQkBFOxAGdbdYZ52HMF8FOfAq79GeCWP+WmR8ct5pR36lunaH7N6ACZDeMp/60VOBXPDcPviPtbxPTxEO3ABWP1YBfg/x56rojBsDAXyngWopbxDF1jukCxUuGwLV1trVhWEmjv30p91hRtJ8vWXVasx0O0S8THXMs3rj+NxwWaQa+YC6TCkJEQHqnSyMTJX6dMGVWdysS9pe79JhNECI0qtJW5EKcscjyLM56nmHivurxlyUoGXSXzLtaUZ0JNcd8CB+3ART8V9xpTNFmB8TQp0fbMt+w+57nzgKt/DPjy3wD9GnXq453xHEYpPnHPcWzIDkUT4yk6GJFrN2z81P2L+NrRTcQpxf0nB9i/2J7ST5MG4GmT4wkA+xdbOD2Mp06cjTFfXBYLzlyuQ0CZW8OyplbHnAI6hRpMcldbgG9SUzj5XN7UQflrcWoAtuzKN0ptvRAIF5qzPNMJz/AcTX9GAAc7cy3PDnh2V3g2oA3jSVMADCPqqYVnvi1Dkm2ltlL2WmA8g4rFeZHxbACekp2uu4FJlrUqtY1FDAzP8ZSutpLxJMb5emUWVMd4VlijwBMyR0fMxcjuXtDFKD6HjCcF/zx1jKe4aU3gT8kq87lUG8aTS23VjGct48njVCLx+dz64Jq68c1cEng2SljEjCcpS207Zyq1dX3Aa1sxnpnfQwa3dL63fXemY8rzLMkYRjIqQSe1VU0TffPNL5oL1VRiYDxjfwFtWulKq020M3UOyTpTqe1i28ejWEYwrBgvifPKcf1az4L5hjiDfiFPbjurMabHbwEvfSvw4//E/RluuB645YZty3vbqcd5FZxI62Y86xnPFK7DZ7lLwLNBahuZGE8L5RAAxGnGXW09Ysd4ZjEfW9HFqQSeMU+9WElGeWNTzpU2Ac80Qub42mNaR9vJspba8nVxyFqltZcznmcitbUFnuKzcHLyYXUutJ7xlGu96xCcklLbOsYzGSNCYGzWrc61anNEk4xiktBSnMopiPeqI1wkMDSYC9metwBXDvmug27oYTOTwNPAMhZiakwKytW50J5ZfvYv8XvlLe80P0a3RyvUvznw/MQ9JzBJKLZgQY0D6uQde81SWwB4wRNXMEko/ulLR3D/yeE02wnA88QXZ5x9pKAWcSr7hBXx0Y3yCSAZz8VCF5wznuY4FaoiXJrNhcwznhl6YfmYCbMxFzKDI8chYrNp0fmSWZ51lYx5hucwRjdwtVLU5W5gJ7UlhG/gmzbvgLowhpmrLvjQc9HyHeuuntz4FpsDU51PMePJ/DZnPGsYiVAMi9dt5BMN4yljejZGicjxFDcHloESDwAxMp7K0Kh2xjN3tZXHzhnPJGesgg5nPBtYl7alpIQznh5cxVhSvtGtk9rCn5KTzBKnUpzBsZnxZGLG88BSG/1Jiq+f6Zxn0AW6q81NEyFnjA1SW5uu+1S15q0YzzRYKB0TmC17DEDphruZig2GTmqbJWDEATOMG3gyTqWhpLS3uo7ScB5dOiyfEypOxTOqW5okrxIYzlektkudAI+yXWhFJ8uNP3FeEa8MVKvVa2BaB1GKuW2W2QL1hnmluuzFwM9+Djj4ndx46N0/BAwa1v6d+vdfUmoLfdNjyqldU+OYou3zGVHPcQqMZxPwNMx4Wipq5FoUuA5i5jQDT5GFqNsGdgMXcUatosmk1Jarz2zArl6BYR1tJ6u9aGfyEwngiTLwnG/51k35qeMCFsBTqD8KEXSr881zlrLkWt4LPaxlFkRWOsYY5qSBYo6oriTTXAKeNoyn39YznrPOeHp8L95XwNNgMFRoDpmUPKvz9gAfy5cAV7wS+OK7zN9pw9jFvznw/OhXucQ2QoDMbVnPeNoyns+9dDeedsEi3vbxe3Hv8T4uWZkGrGEgNkA15kI2DrM58Cx/6BuKzSubC2UgxhlPmnGpbVMm35SZjag4pdwuvMB4Bi6pB57KXKgeOHRDy7yh7gqXXh36jPkxkvEsxqVUalc3wOkGrb2qpYvsGE8xbzDMPISFhWeh7WNzZLe4JlTK+MqutqXOp5DaMq8DylA74ylz8+pmRTKad/WKrxkQTG1JapvyOeLK44sV2DCeqYnxFHEqspMX9DCM0kZHttnMhfwC4ymyPOtyPFlNnIrtjKdDEHiuiIypn/FkxANjwPMu4zPNtzxwlnOeJ74ObB01P0Yxnvw7l2vSzPM+xQrnLHI815GG/KZazpCdDXgmGVWB1WuJ+Gy1jGeqQH9VJit/ZvN9xhl/bVMseG8J82SIB08VbtYFcyHf018vRant2jDGFx8sf98mqe1cy8MxtgyHZWUDPXHPcd164Ok6BL3QPGM1ENfKdpfp/qKtHeOhb78qmAvpmpsqx7Pm/jJOUrV+2cTbKaltpm9K5UZr5vOWMaY2/1xq61kY/SQ1Uls7xUnRQ4BLbS2AJ2liPGeQ2s7KeBY+3909SwJAd1wAmDTs7bWMp6UEFHmDvBd6PMcTaJTaTligzpdqrczVu+rKtVg2BQOP4KQEnkMd8JSMZ0cZWxXrjGY8QxcjJpRDJsZTXqPMbJq3OsfVmjb3VADAc38ZiLaw+dn/qf/3xzvj+cjGWBnIJP68xYznBiLSAvGms8x0RQjBr77kcpzoR7hwuYMfv/aCqcd0Qk+wj2ZAZie1bWA8CzJSzxExLkawK6S2FjOeOqAiuzFFcyFPudqeOeMJ8AXPCnjuvgw4+XXgr15p/l4l4zmKp+Y7Ze3qhnZSWyAHnk1SL3FhRIUcT0BEk1jKSaR0sxSnUu18Cqlt5nHpRx3wBCSDZL6RJBqWVZ5XG6NYGP5IqW2mgGejuZDFjKfsLufmQuLGWZLaNjOektmdzCi1TTPGJdw1rrYR/KnrVEltLaSZ0po+cB1EMu4F0M9P0EQwysCFyx2cv6uNW85mznP3ZcAjtwFvu9LcgFOzrEJqe7bmQgAHnk2MZ9RH6vFmX3FNavuO1UyKrDilOE8Eg69L4Kn9bFMwsQ7pNpe2UttYZdCWz4nu8vlYJn34H3tjvu7RRFwv5iajVEX0Jyn+4nMP4kdv+EJpBlJ2x6tSW8ch2AqE4VqxsSA2BU4D4wnUS924u+K5YTxHcQZqKyHfMR769qrC/JhuFls2daNaxjMfQfHcotS2OU5Fx3jmoxzme1pKGSjj9yIZbdI8b5kYHeLlSFOT4oR7CHD1XAIPpInxTCMkphlPW78NWRJ4Nu2N4pzxLH6+u3t8HzbzOImN1PbYV4FPvwURaWHszasfL7R99Cep1foj91xzLQ8TBGBu0CC1HWHMfON+ReaImhhXue7PFRjPNQhCTKf2SOrNheTrmGXGsxN4GNeNrAAV7wKD1HY+BGPAKVuCZ+9VWN/7PMQ3vR33H9WA7Mc78NwaJ7h4N9+UT7z5ZsYzGSMioXEGR1fPuXQ3vvjfXoSP/vLztUG03dATmZpmQEYtZK975lsghIPpYknjlyLwVFLbGiddG6ntUsfHxmi6UzHQAE/fJUioOKZu8RHsq9MAPDu+nXU4XvZHwMv/mD/vaUOAcDoBvBZODSIj8LSW2gI8AzYdN0tKMsmQeWoOBeBMhfWMp8ZhtqPkL+LzEYxnJoKK62Y8AQ5c6xhPOVdalAKWGE/HKzGeTALPs4hTkaA0NxcSMkenIrX1udS22yD5I0TItWsW2IwyEc6cA8l6xlMCMm/qmplFapuIPFNlLjQvMiI3j0w/mKbIxOfruw6uvXgZtz64Zr9Jr9aLfhN4zhv4xsrEesr3KfLHlLmQXznvZikb4JlOkLllsAvwRsoswDPJKFYF8DwZifVQay6UM5665ptnHaein/Gcv/4X8Y/Z83HR/X8NPHQz/2GWgJHcodBUc6I5tTaMkVKGu47kG6qtSQLPIaU1Rda4tVc8qHAuiXuOawk8zRLfZNsdbYHC5naG7xjAjvHQt0sJ4JQYQKDNKEexWek6HJAVn3uqZJwK1e+POhZMoLzfcVdbYsc+0gQJ0zOeHUujHxmDEXgOYrjNwFMwntpj+jNKbVsLfG/QkLEo1+MRWiWgsjIXIqNM+XFYlw3wvPUGYLSGP9z/B0i8fBxOKkwGFvc1udbz3yGgQcN9LZ1gSOultgCMzrZyjy0bftxDxUPkL54R42k7ggTwJrrvOugEbg48jeZCwgWa6M9dgDOeAGZyEP7c4suxQraw8cCXp//x8Q48N8cJLlzmJ9rQmWuWAtCUOx02sI/VWpkLjcYLncCtBYFgdpmagedgdS6cAp7roxiB55ROcC61rZnxzDJQ1iy1Pbi7h5QyPHS6fNJVuzGAAAzyK9cd15Lx7NhKbR0XuOA6/vdT9+ofIwJ1j29Figmp1nIvwPowbrRHBwDMi81d/1j94xRDVl54FtozMJ5y3rKwOOedT/H5iM166nI2vB3UX3LtqjlR9WVrwK4EnhvjJI9TYYxLbUX32OhqayG1TapSWylzlHEqcS61HcWplbNmuyFrTZ6/8y0Prvh8U1rDeMrFFWcntc0ogytiQqKUAotCIaHLhs1SZEQ62hFce/EubIwS3HuiAcSZqrsbuPTF/O8mUy4pKRZSW7k+nJ3U1mLGM4tUnM2UuZAlKKGUIcmYus5PjwkAor9hZolqmuiYFN8ldjOeBuDZnlvEu3uv4/9z/GviBebS9LqG33zLw9Y4VeuEzIkGOACcb+uNguKuyKouRqqIza4N8Jxv+WZzoXPIeAIzOGcWa8d46Fu/CnPRWsZTqFtqGc8kjxnzHIKMyT1KvTJrYohaspEsFoEnB4F2jGdicAaduu8bSjJdgQApxMJcKCG+1hywEzYD7FLZZjZHfVCvPRUh+bZQbwAAIABJREFUKJWJ1qyYLL8mr1lWFgPd3fimf3npO5XNtIGF74a8H8jfoX7NCAljQDLGkPq1rrZADeNZibCS94xxuNw44ymBY7Hye3j9fU269/qS8WTSK6EeeGbEfI+R4y+2smYAuLvPv9eorxkvejy72jLGsDVJsLsX8vkV0m1mPGk25ax4tsWBp1sbbZLB0S6s1dq32J6S2m6OEiz+/+y9eaxlyX0e9tVZ7/7213tPb7NyhuSQIme4iIhILaSlaLVlIZYjyJaVSDZiGwEcOYmRQEEkAwkc2YClQJIjCJItRTEi0KJEUhJFRlyGpCgNl+F0z9I9Mz29ve63v7udtfJHVZ21qk7d1697eqj+AURz3rvvnXvvO7eqvt/3/b6vchhxLAsxNWE89cDz3CqbWX35ZtmhUSa19YS5ECBf1DNXW/0BpmMqtQWY9NVygVsvyL8fT5FyxvOQAngudj3EKVUOeZeqL4Dndf3jxAEeTmnhGbScmV1tXRnjKQ5qXGobWRx4GjCeuo0kk9oWGc9OIQbGdgFQdi8XGU/FrZtLbZsNjcRjM+OdLE4ll9qOgmbGE2ieDSy6g5ZnPNvyjm08RUJspKR+MBB/n9DQBdWxLPjiNXaX2TVlwDONmVwe7D15+swSgNvM8xQxRGMF8OSvPeSbjWh6eA5rjM3MTAEceDbMeMZhtnGVGH7D/Dogn4le7HpwbYKNccRMlRQzntQqz7EWy7UMpbYK4AkAS4eOY5vM5cAziZDytU83VjHgzSkBAr9WAJ43d4OSiVyxnO4ipvArUls+43mbjOdweofMhWaNbJDVfeOhb90SjKci+5YQ1sTTzngWGE+LmEht2dfDlOjNhTRnlKKKR2RqkjRSZyECmdRW1lTqVvd9RRXN6yI4sGjD5yoJEcOVNo5nHq8QzGPTWh+OkLqMDCqum01ATFkeZzBVwAjIHOIZIMtfq2imKSOdCpWZC/Exh8TrqUF2HACgGKWOslE+aDnwHUv5evcEuVOIUwGAsbsoN9Xk+xx15K62pjOeWTPVIWaMJ/czSYlcUQjkjKdRlievb26y/TccSdSFDaz6XQWe1W7tJEoQJRRzbRcLXRc76DXPeKYxYtgzSW2bqus1zXimRlJbgM15VoHnzb0g6xaJ8h0LMSXKhS6LcGkA2Gc58Lx4qww85VJbi0ltAbmMJWM8G1g5V8/Klcp2mAvW+kvy70cThPBAKZTAc6nHPjAbI8OcIQDYNQOeAdwsawzgjKcJwEXZvltUrfPJpbYhl9qazHjq3lthLlQ8GPc8BxYpmAsB7O9bNBe6LaktN2gpuNqW4lT4gpc47cbImOLr1Ek0xVrRb+XykDhNtTOeCfGkn1FC2AElNmQ8i1JbCjDWc/u1+oPTKGM8XdvC8YU2js618KVXbmPOsyOApwK8ZoxnXfba0UQracvvGwDPaRbhUnyPmeGNYe6tYBlsC4tdpmKA25Ffu3DvykCg65jmeIqmSf13PHh4gG8mJ5CWGM/yIUJWIs9OvO6vvc5UOtMowedfXsdTZxalPzff9XCTLFWktpzxdNWHguJ1leZCQXyHpLYCeO6joVGs+8ZD35pVmPFUnY98R7/Wjyszno1SW35OCxRSW5NYCpE9XDQX0l6TUia1VbnaZlFoDaAhzV1tQ2ogtY0DRAqJZMthETbGa36W2dwEPIdIOPAsXneZn8NmZjxtl6mjwqH6MWnMMrErs49iTVOte8USDuYCCEaODniyM/peopbaihzRZsaTnbmEId3YXVQwnuycJBzp/QqGEQC4id3NmibCXAgN5kKC8bTUzc3lngdCzBnPSZjg/BYfYRpLVKr3EuNZvWEFszTXdrHY8bCVmjCeMRKQmaW2uur4Nsu31AJPMgPwnJbmvK5tT3BsoV16nO/aDYxnXJM6yKrnOzgy15Iwnkn2fVGOTRBmwHP/jCdztZ3hgLv8ILCuZjwn3ChF0P3VWuyyrxvNeZoynmLGE2WphWAzTOb0xDxgsQNa63xyxlPM5DUznvr52ZzxzK9pWQRzbTePUwHYYpOm2QyiSrJtFKeSRVLk5kJhQmtxKhPCwHUxO1ZVTfmP4lA/i6ttbHm1KBVRjmU2ExgnFDbP8aSUy3vnTwLbr9cfzJtgAHtPCCF46swSvvzKppksXFbtBfavUmrLXvsUEvaxQaatLDHjqXvOSZhtXGWLfbXTarXyKCCChY6HzXEIHH07cPHP6mqTNAa11CAwa340XTNWM54PrvZwIT0B3HyeKwRYXAIArTPzgJv8iAbV1e0Jbu5N8YWL6xiFCb7nLYelP7fQ8XA1Xawwnux3OCZS27ZcjZGkFOMwuWOutsA+Y3qqdd946FuvUiG1VQPPlmtlQE9WxZgxx+IjSIXfXb8mWyuCVH4+MolTEc1U32WzqSFfT5UHZuF4TeVS2yzOyoTxtAgciyAmDmyDGc8Q8hlPEW1nvOYLqW2Tg3kwROoIxjO/7r4ZT0CtbBHFGU/BCIvqz8B4CkAmlB9a4MnXnGHiaCPuVvq+EowNA/a3K854AsBQxXhyYCjUb1W23rUtLPc83NjVs4XFPa3jOZgKV1uZVwKQAc9UAzwd28JS18ctw0iVF9b2sEvZ66ATGfC8hxjPaterBDy7Hm7FHZZFoxvy5jOeJiDQtLqewzOV1FLblDTPWwLAA0tdhElamvO8uj3JHG9F5YynXmprIik+t9rTSG2LcSoWAiG1lclY+HMhdsOM5yxSWwBYfphla8YS4BhNMU7ZB0LJeHLToY2hAfB020Br3lhqG1C3NuNJqdkweyxxJqt1PjkDGXBQplvkgOb3Nk5ZAHVV7jMnTJH4TCmSOGONCIFyvtnjf+tZzYUikXEpXG1tH+NYvIZm5qUp/1HOeOpcbaeIiasMSHZtYuRqyzrSpMwEz5+oS23TFKApk+gj33SeOr2I9WFYUyAYl+0w8KmS2lZdbQvrw8yfS1GtATMA00mh+KwRUAZx/ZaDIG7OrwOKc1U2Frsec6p++98Bdq8Clz5dfnAS6RlP4azcUKoZTwA4PGjhAj0BK54yJ+wkRkRtrPR97VhFv8VUEXvTCKeX2QHtr17bxieeu4G+7+C9Z5elPzffdnE1XQQtGlXxvc4xYDwPD1rYHke1hk3V5OIgS6xn+zKtUtV946FvncoyAh2pqgDgqohAfaYrmwtZOeOpOgdmjKecDGgZSG2DgvrCsw2uKQyN4ChcbcW+r49wYXEqrEmZEBeWCeMJV2kO2PHUOe7FeubiBp65xq9lwHjG3IW/Om/ZctXSU225XTUwAtjZ07KzmBBRoplmMuNZNhcCMykKVDmTbK/bTdRSW4A52+oYT0Ly5pxoyO45C+xMVAXagvHkJISsoXpsoYMrWw3As5Dl3vFmYTz1e8xq38eaobnQheu7mMBHTC1QWSPjXmI845QyeRWvzHq+7WCh6+FmxIGHTm5LE8TUTPZqWh3PQQQLqaLDRmiSzco11YOHyjOXYhbo6HwZVPmOhYgS7YynCeMJAGdXerh4a1hi6TL9uZ93OTzHwl7Kb75Q0gnKXG0bchhdZzYTk+WH2OvcvFT/XjzBKGHv7aqS8WTP2ThSpX/E2FwohFt2tW0V5iUbKuLdy2LVOp889mdKzKS2TcZN1Y6gqLmOx82FxAYa8iaNhZajvuYscSpiofRFjqft5OZCXjfLLz0QxjMQjGduAa5lPJMQkUJqCwgJs37zSlMKStlmWwaeJ4HJZrl7Wuj0Azlz/BSf83zmduY8O8t6xtP2IAiE4r1weK5VMzYzqkyCpTGdSMJMalvuSLPPi4ncthjLk0ltH/4I0F4Env3t8oPTOHOYlc54Gud4qoHnoO3iQsrNoz76D4FXP4uQEhydkzfA8p9zsnX9vWeX4DkWvnhpA3/y/Bo+9OiqErTOdz1co4ssx1M0/nizz3GagadQzVT/xjIjuYMq8Vke3q7Utlr3jYe+NSpjAutu4qKWur62aVwcz3BMcjxLwFMTp2JgLlSKUwHUBkMCYDcwnmPN5yST/fPnTInBjGcaMWZUQXp0PFubVyrqlz/zMn7lGS7/bHQwDzIX/uJaTwjBcs/HugkBUC2vy0glVQnGM1VJbc33F7EnBXZXI7VlZ4hR6mkb5St9X+lqu8fHG0RTX4z07NlCtVSR20YTgNiYpvzMIDkLHp9v42oj8Mz30Y7HomPYN1Qznuz5Uw3jCbDztyqztFrnr+8ydZ7VhRXKgOc0V99J6q6bC724lt8IVantjVAAT43cNk20so79VMezkVILSaTS96cAMbveuRUGPF+6uYe9aZTNex6tMZ424lTtassMjUijky7AGM9xmOB6YTD45u4UjkXKjKdjYT3lh0zZDJlgPBtcbbu+jVEYm8sJF0+zf3ckcsU4wF7MpCTL3SbgadhpGxwxYDxzyWIpx7MYTdJQsiymWuezdwh4yw/j2vw7ATRLbTueo5XrxCmVHsQzxtMqz3gm1NIyIUYznhW5YuYoWoxT8XrZa267Boxng7lQznjmMqM4oezAqohTYcBT/nnRzceJigrzsyVAnjnbFu5f3qlOKi6op5Y6WO37t5fn2V0GxoqfjwPAaWXuxkVHZdGAmlnmayLBigPEFSddIO8um8htg4KT5GKXS20dHzj3IeDqX5YfnCb5vKWESXEsC3FKG19rftirf2bmOy5eoCdwY/m9zE29NYfPWO/Bkbl27bHFGrRchHGKvSDGUs/H20/M4/e+8jq2xhE+/LhcZguw6KvrdAmEpsCQN8b4feR6zTLZY/OMhagCT3Eou6OM5+2YC+nqwe8CfuaZ+8ZDb9bKGnBq88XFhji0SZigzQ//tkXY2FPhd9eKN+tDhastm6Ek2gbulHfufNeC6xQZT5XUlv2uGJY0EzuLU9GAwDjbX3gj1XJhNwLPBBG1lefAjmcbMZ7rwxBrAQcoTVJbjbu3buZRW17HgPF0EMUHYC7E16yp3VOPkETi/OdpyYCVPssulTU5ZYZurm1h1+LAs7qORRPA7WR/L9lM/vGFNq5sT7SjXkUFWte3kcJCbPkaV1u2P+iktgBwqN8yjlM5f2MPDx/uY2p14UQScB9NmfpQUXcfeBYkoUXgudD1cDPmtsu6DMY05ovcwc94xrEaeJoyngtdD8s9H1+6tImnf+FT+KU/YaY6NeDpWogpGl1tVdLBYsmcbT/9wk2869Ri6ed9x8JazIGnjFHhjKfTYNzU9mxQqp8LLFVvlf07XKt/L5pgO7ax2velCzrAWMKe75hnefaPNJsLZfEbTmnhGbTZYmBiMCRjH2udT9sF/tZvYK19DoAB4+nZCOJUGdIcJ6mU8Zxvu9gZhwWpbcQ3LUvLhJgAz6pcMZPa2h47HIRDwOtkG70R4zmD1NYsx5O5/6kaUn2DWcS4MD9bipmZf4A9oNg4EQcuKjbovOv51JklfOl25jw7S2rGM5oAjp8ZJRXvhbMrXexNY2WHVllNjGeacmMNLrUtHPZyxtP8YODZFhY6HnYmEXsdvUNsky6+X2lBais5XIr7tkluW3QArNZc20UIF3/w1n8L/OwzoD/zBfz89Edra3W1BgWAN2g5eOr0IsZhgpZr4QMPrSh/br7t4TrlxkNizjOb8ZyB8ax0xKu2/gdZ4kBtcvDbd/VW7hsPvVmLAzLd+NNSz1OqleIkRZikZcaTNshes2uqXf/bDfnC05h9ryVmPKnwRlBdM88rlRn12QbzllV/htRyYSFVkw8AkMaIqBrUM8azGXhuDAOshXyNaZLaFk0JK2cyxnjuB3j2mmc8iY0oTUtnVuGZYbK/hNyLQoDVqdVhv1d2XuAgbQpPK7UVbq8yxn5vWo+wcm0LO/Y8+4/qnGc0Btx2pkaUrdfHFtoI41T7HhfPY0LNFlkt9fvLz7rUlhM7olYH7G+rOnuKopTi/PVdPHpkgNDpwY0lY0XxNFP7yequAk+LELx4Q8F4dj3sUG67rGU84wOX2jJXWxuJwr6b0MSY8QSYacWnLtzEKEzwyedZZ1s24xmlaldbcKmtyiylWFXg+frmGC+uDfGhR1dLj/McC2sJe6x0howysKuaJxA1s8V+VwDPivSAG3psh3YWKq+qbCbMpPpHGMjVLehCakvdEhicm4XxTOuMp6rzKUCWyYwnoJ6pipoYT7uwaacxYmpnrJSsTHI8c8aTmws5wlyIh25HYx6lEvPXYBinosmr2p1G8GwLLdeuuNq2lDOeIfGU0nTGeOr/pnlGar7RB3ECzB1nDyjOefK1IhIznoWDwVOnF3FrL8Ar65oOr666y5oZzwBw2vlzLawPZ7ja4tKtGa+bBXwr1l0hM5PEqeSMp7kUSjCelPLs2d4qMyMouh4WHGblM56k9DubrinbL3o+k7BtT9jr253EGIdJbSyiWoNCXEq/5eBdpxiY/MCDK9p7f54zngAAMefJD7qe1ww8D/V92BbB1e3yAaNq63+Q1c3WowOW2lbrvvHQm7MKjKdaauthaxxKD7RiX8ziVGaQ2uqUb50Gk74pv59bDouByaS2DeZCQWor95iub2sbNEGcGxoBBQZKl+XZADy7vtNo/EUpxdY4xE5AQd1Os9SWRxYC5SYjcDuMZ7fB1TbJzIWK6hTbIuh6+vdVVHXGc2pxIkv2ejkYDairn/HUGCrJnMRd28IW0Uht3bY06lDUcd5cvKIZmcnNHhn73vFshFZLM+PJnnsT47na95FS1qTQ1bWdKfamMR45MkDs9tFKVMDzHmE8W64lldr2Wy4WOi62IYBnA+N54DOeNmLYSGIV8EwBQ8YTyIEgwJr4rk2wUotTsRHqZjw5CDQxNFrqepjvuBnw/NR5xix+56OHSo/zbBvrKX9uMkYlMzTSX3Oe50ZujfVA8D997Rr+l489j/XQBrx+HXjyD8pmaONQX9+NmQ14Hmbvq8xZTFQhTqWc48lnPA0O0rEkBFjV+RQgq9XAJouDq6qLyQyNJIxnhwHPtCK1DQ2kth3PZgBAUcL8QcwyeFmcistnPEeA182eswnj2TSbsjeNsw2k7GrrK11tIzjKGAwT99WMRbRI2e23u8I+/0X5dsZ48hzNwnWzPM9X9jnn2VlmUnhZU4p3Epn7btlkShWt1Hw9DobGKuDJPisZ4ymZwdk16kjnIFDI57dGobwxlUSZjFn2NxXNl6Ysz6pMvFiEkLxhA+DaDluPmqS2/RLj6eLbTi3g4UN9/BdPndT+3EK3znimvIHhGpgLObaFw4OWkvG8E8DTsVmm7W3leM5S942H3lzF18FEkeMJAEs9H5TKzwsCeLYKBi2NUltxTapWhDFFjcZJN2M8DWc8RXYoJbUYDFEdz9FK0oWzr/j5bOauwUwzUpgoAc1eCQBbm6OE+RdQv8/GCnSVxkghN3Zb6fnYHMulp9pyOwY5njbP0S5fs9dyZjMX4r4mYwgFpYTh5WfPCfxGqS0A6ezjXhBnmaGiPJtgi/BGbk1qO2ZSWx3jyccpdAZDVbPHjmczwyLVDC2/v2iTuRAnf5oiVc5fY+/nY0f6SLw+Oum4HlV3LzGeLccuAc/dSYQ+7zp3fQd7VNwomg8Glw8eKOPpO0hhIVVIbWdmPLnB0NkVBqQPz7VqMlLBeFKqZzxNpLaEEJxb6eGiAJ4XbuLsShenuOOiKM+xMEKLUe6yGTLKrmk3OOnmH0b9Dfqv//RF/LvPvYLv+N8+gx17HrTaAeIAYj0gONxg6LHU9cyH2kWWp85gqBCnUgSDc51ZzIXqiyTAZ2CDOuPp2c1/z8ycSAU8UyptRsy1XaQUmIq4nCQEgj1MqNcowWvqYo7CpMTkeI7FDvTFOBW3mz3nromrLZ/xVMlRi8BTvN4o4VLbNK67MidBI+PZ1EzIGc+Kq61ls3uqKN9ORX6dmEMszlp2udx+n3Oe3WXWOJGNHMRTwGkxSVLlPjgyaKHt2rMznm0OhnRzpciBZzlOxdxcKKwwngA3DOtxeWoReKZJwdVWMsdlYIoF6Gc8ASZR3x5z4Mm7zEeaGM9WkfF00fEcfPKffgD/2cOrmp9i19pFF5HdZk6+AJJgiIA68A1mPAHWEVeZC/V8s98xa/UMWJUDrfvGQ2+eKrGP8rV3UeNKL0BTx82lnbGhq63umgyQaRhPDgLbng2vNOOpAp55hIvq7MnYx2YnXQF0GoEnd04PqRrUmzCeRQYr9QZGUtvcu6D8/p5c7IBS4LUNDYiUldfkasvMhaKEltRDAFt/Zprx5OeGERGMpxp4NklttYznNKrPeDoWptRhKiIF47mnGY1QjVOUfk1SVqAxgyFfzXgKc6GGyK5V/lrXdvUqkws32Pv58OEBqD9AH+O6QjBi5xRV3VXg6bsWtsZRxlztTqJMttRy7ebgYLDZxwjWweZ4emzGM1G62qagDYY7xXrq9BKWez5+4YeeAFCX2QLsvUihNheiaYKEWsruWrXOrfYyQ6MvXtqosZ2A6LQR0M6S/JCZpkaMp9C968DKzd0pLt4a4e8+/QDefnIeL4w62Fu/Wn4Q/6BshbYySkUUYzwNJR7iIK2TbPMPY2p7pYNtz3NAyAyutpINQWYQNI2SknuuqgTAU8mEZCwrkMv/hhH/XhwCN5/Hi/R4Y76fzjJcPJcii5k5ilpOwVyomz3nJjmxeExK1cBhbxplz7vmagvUWc84QABXGT80aDmNrFzRsMd3KjEzg6PAXj1/MaJ5tqkoQgieOr24/znPDo/jkKkS4ingtrI8uGJZFsHp5e7sjGd7HgBhzr2yErL02zQXKrKPC50C8BSMZ3GjTqNM7iVbj8T6H6tGFXhFle5wtQYlxpPdU7L1uvozomZhGTueDc+2seuuZsAz3XoNV+my8Tp/bKHuepjNeN4BxhNgHgijg3a1Nan7xkP3fvF1UBc3t9TjwFOyf1dHUBzLysYXmhjPVCPvbTdES4n5z5bD5LrNwJNLbRM1+9htcE4X18w+63aD1FawrCmpgTFRbYMZz6JSLHY0Tq/ZdaOc8azspzI/EaMyzPGMkrQ2XtZvudk4ga5C3mQUZ5UceMqkthx4Uj3wXOb37ixS2yhJ2Z4mU/gVGE+ZMqznO1jouLiypX6vqikDHc/GlDSbC+GgGM/rezi52EHPd2C1BuiTMbbGlfMyP6eo6u4CT/7hucQPRjsF4Nl27XzBacrxpAftastmPFOV1BYJyAxS24cP9/GV//E78dSZJTx9ZhHvOLlQe4zv2EhggWpdbc2Z3XOrPWyNI3z0q9cQJRQfkgBPcfhKWosKcyHOeDaAepMg4Wc42/Oj33YCv/BDT2CdzgF7FXMh4SxLvazboqpFblBgdJDvCOCpkTrGAdu4KhI3yyIYtFyjGc84TaUNEJnTXDEkW/vUG2aqgjiRO3Tyz9Eo5s9n4yUgHOK59KQZ46nR9Y+CpMRiujZ3FK1IbcXh1ITxFF3fqWLOsyS1LYKMDHhWnm8cIKSuWmrbZk6kOsMJIRexLVKPmakaVokZTyrvDD91ZhHXd6Z4fXMf8SYdDQPJXW2TVN70OLPSnX221LIZ+FQxnpkRl1vLkO3NADwF++g7VnYY3RyHBfOxIvCMkZA6myxKHIjEvIv6miksUjfJECUk6gBjPB2LRQboqgg2ZwGehBDMd1xs2ivADgOeZPs1vE5XG03HRB2fb+PG7rQkdVvbnTLJvOHvmLW6DU7bd7TuGw/d28XXQct2lVnRS9ytXsZ4in1O7I22RbKGk5KA4M2mWNMk7/mOdjRHMJ4tl894CkMjWdY4UJjxVJ/JOr6jjR0K4qrUVhgBNsl7LfgasNvUFCoqxUKnb+BqmyDhCr/qurnvcQ4x46k6v1Ex45nW9jVmDGhABIj317bhOxaGlDcQZcCTz45PGlxtfcfGXNuVno+GEnMhz7aYpLq3qjQXylxtFXvHMYmqpfRrMmPBHHhOqK81F0pBQBpiEsU4YBPjef7GLh45zAwJ7c4cephgZ1w/j907jCdnEYQUbGcSYY67iLZcO5dY6BjPJGYSC8MOsUkJxpMqGU/KDmf7qN/96ffgn334kdrXfcdCAA8kmkhnuUSOp0pKUi2xIPzaZy9hvuPiHSfna48pAU8p48nnShvMhQYtB75jaTsjz1zcwKDl4LGjAxyZa2Ed83CDyjVvngcA7KDXyHgudT1ECTXqfOXSQR3wnCImnjTehOX0mbra1u/Drl83NphEidHhUnTBVMBzHMoBrDBF2ov43+7qXwEAvhoeL7lwyqpRahtUGU9+HxGbu9qKGU8WqGzC7DZlrTHGUzHjCagZT6XUthkgZa6DNqmbLg2O5k6kQOFQwOcQK+vRU6fZ3OQXX9mH3LYnYQCzJzlhUlvFrO9K38fmfnLWVCoIIAP509SpvU7XttB2bTOpbYHxzObERyFneEm+UUcTYPt1hDYbFZAdLk2lttVA8moVZzwvb45xaNBqnKsvSm2L7KdJzXdc3LKWsnvJ3r6My3QVvsFnBgCOL3SQ0vIM0F9d3sJbj80pXcFvt0zkfHe07hsP3bvF5wE9W723ZU0mCRAUbF3R1TYnIBpmPDXmQk+fWcKFG3t4fVN+GC+yj65DDHI82RoRpERt9OPZDTOeuZMugDz6rEFSHGrAbttzMIkSbfxG8X1n2ZYGUlthLlS5bs93cHSuhZfWGljTarkdBi51UmbLYlJbyTVnmfF0HTaHuwcd8Cy62urPR6uS81GSUozCpNbUX+i6zC+juyJhPBnwHAYxXJtkeKhax+c72hlP4RciPjNd38FYJ7VNAsRwGtMqxAiM7lw/CRO8uj7Co0dYBJvbmYdDUuzuVMYj48m9Azw9x4JnW1m3ZHcaZQfmlmsZMZ40jbUSi/2UmPGkiutaNAWZYcbTpHzHwkv0GEgyBbZeqT+AmwupFrlqveXIAI5F8NrGGB98ZFUKiESnLWotaV1tmw5ehJBGsPKFixt46swSbIvAsS1M/WW0492cqUpT4DP/EsPeA/hc+rgB8GSAw+hQ3ebjmmsIAAAgAElEQVQMs86kKgkREVcKBouHUV2FihnPQcup/fwkTBozPIE8A1O1gU2jRCoNmefSxd2QP59rz4ISCxfSE40SvJWej51JlLnuVWscxqXFWdxHidg4wz3GeIaMGVV1vovV5N7LGM+ytDPWSm2nCBriVNjvVf9dk8wp1qrHzPSPsNcpNjGNuRDAnK0XOi6+dGkfBkODY+xf4XxarDjIzIVksuL5toe9IJ7d/KGzpG7U8HnoUWpLnfj6rdlmcDyHSZkZK8GdmDuL+Ub95V8Dxut47ujfAqCY8bQMpbYxVbLgAPusb49ZrMvnX17Hu08vNr6Ojpc7Lc9q6DPf8XCNLrEcz/Em7GALl+lqZovfVE/yhuKXeUNjGiV47uou3vlAXVVzUNUxYFXuSt03Hrr3is8D6oiAhY4HQuRumdmMZ8HVFiBM6nkbrrbf99YjAICPfV0eqzaNEngOcwVl5kJNslf2PCPYyjEv1nA2ZzwhZu6UzG7OsurALqBu4ALl/POpbSK1jTMSSNbIPbvaw8szM57c1FI155nGoJbDkwIq5kIzzni6tgXftbFH+VlBBrSFqy30rraAvDEvGnHV9X+h47Fmam9VMuPJzIWG01i6j4oS4xQqdZ+4tnjebdfGKPW05kIRUY8hFWu172uzPF9c20NKgUePMMbT77F9Z7hbOTvwc4qq7irwBIBTyx1cLDGeudQWIMxCXwc8E57jedAzntRGmsg/vATJvhlPVfmujfMpd0G88fX6A/i8pe7QVKzVQQuf/7kP4j/81FP4n77vLfJrisO0vwiM5IxnSptnPAF+g0qcvgDgytYYlzfHeO/ZpexrtMsNRASr8eLHgZvfxF+c+hkksHG4acYzmxMxAJ6OxxY6rdR2ikjFeLZcoxnPWMGmLPX8mqzoIBlP2UKZMZ7iste/imThHAJ4jaYjQjqtMm8ahYmc8URh8XQ7HKCafU5ajYxn0dW2MOPpKoBnEiCgjlIhIJzu9Ixnno1Zk9oKMCjktvywEPIltHofWBbBQ4f6uLy5j0iV9gLgdoHt1+vf4+ZCapMpkUPbfP+Wr7moBp5cfjaKbals2yQjFajH8ix03fxQ1OXSpDgAPvd/AOe+E1cGTwKQGwN1fLNIpzBJlCw4wA1/phH+4tUtbI8jfNdj9RGFahFC0G85GYCepRY6Lq4kCywz+fIXAQCvz8B4nlvtYbXv43Mvs/X7G1d3ECbpHQWePf8NlNpW677x0L1VPPNRp8yyLYKFjifdu8dRmfEEGOuZErsRkLGcc/l1Tyx28PYT8/jY169Jvz+NksxUcJYZTx3L2hT7Ma0xnk1SWzNDI0Cfs1vc18ekYyC1jZGIfU0CVs6t9nDx5kjLstbK4/OWqkiVNAYlNk+BqDCehq62YSEnteVa2E4E4yk3F4otHxRW4wjUSt+vsYCq7OTFrsfGR7qrzCS1OBJUiFPRjSMdX2hjEiVKqXjVFbfj2RhRT2suFMPR7oOiVgct5bkeAM5fZ++lYDzbfbbvBMOKnwp/raq668DzzHIPl24NMY0SbAzDbJ5G/PET4miltkIGcJCMp+9YXDaoZjwPHHg6Fl6ix0GJDdx4rv4AmszM7B4atPDec8uZM2u1ssO0N8/Ym+qcnGA8DW5QHeP5zEV2KHrv2eXsa86AO80O+Zznla8AloMvt94P37EwaOuZg6XMGW8GgyGt1DZEBDezcS+WKeMZp1S64S5z4FnsWE0jQ8azgQmchAnakkVLSBe3C097svgogGZWpmlmd1xZKHOpbeH3ej2MAjkolpV4nbKZyySlGAYNjGdVZhcHmFKNuVDbHHh6dt7wCTKpLeug489+Hvj4z2VgLEzlwBMQ2aH7OLATAsyfAHYUwNNtIZZ0hoGc+Ta5f0vVWVI3ajjjOYwt6d+3Z+AYDBRcbfl7tdj1sSlMCXpcmvTaF9jzeNdP5fE20s+YMH3QN6K2x3lzU1aDtgtKgd9/9go828IHHlppfB0Aa041SdhlNd/28ErIxyBe+zwABjxNGU9CCN5/bhlfeHkdaUrxlVfZhn9nGU89k/OG1H3joXuj0gSpwXlMFYc2rcx4AnzOkzgaqS37GZ2rLQB84MFlfPParjQ/dBqlGQAszXg2AM8YtpJ9nO942J1G0usBdcaTOAJ4NjGeanmviRPp5ijEAj8fDNFlzJgu4zxNsixV2dp7brWHSZRk8VNG5fGEBdUcYhqDKnKb+76DYRg3At0oSeHZFghhMtZxagO2r8zxjC2OPRrOZcJ8sXiey5zEJYznziRCkhkEFtakaAJ4XX620TCe3NxOJbcVa3GHkwEtwXhqZjwjOAfCeJ6/vouuZ+PEAmskZMBzVFEX3muM59nVLi5vjvFXl7cQpxRPcuMdsfGmxFYvOGCzj7qw4v0UIQSJ5cFK5G+4hRTkDgDPAB6mc+eAG9+oP4CDwIOcZRXd+anHDynVmS5DV1uAOduqtODPXNrAUtfDQ4fyPNP2Aju4Rzs84mTjJWDhNK4NYxwatBrlmaX4BZNqzze42jJppixXc2BwkKaUYnMUSrtlyz0PYZKW5lEnhuZC3czVVjPjKWFHWi7bEC/jCPCOnwAe/X5ce+jHATS7XTa5FA+DsjREbPbj5bfmD+Kutk3zEqKyGU+JuZBY1AfVGc8kBXqckSqCMkrZjCd1lJ8XsdDr/q6CffXd3E26JLUFgPN/AHzpV4BP/vfs+wpzIXFNE4mQtOaOq4Gn01LOFwuQpctllVZnga0HMuaIg+zd2JJKhEwyUoH8vRSHqMWOy2RJAGc8bwIv/TE7LJz+QM5AS9YjYYSgM8UCmEPfqkZNIYD6H379Ot57bqnRiEtUv+WUZj1Na77r4uKU57y99gUAmGnGEwDed24ZG6MQ52/s4iuvbuL0chdLDYZIt1M93yzA/a7XfeOhN744O9Y0ErTU9RTmQtwJXcp4Ns146s+Botkoa+JO43w/du3CjGe1GV+9pibKb7HrgVJgW5FvHsQVxtPQ1TZIiVLhJ2Lo1jRgYXMU4uQiAwpDaFjAwnXFjKdMVXN6iYHIy4r5WWm5AniqpLaJMre513JAac6OqyqM82as73CTH7+vnPGMiA/XVrsUi1rp+5hESckwUhWJIu6BkctHNsT4CKWlGU+d1PY4B3Uqg6FREMOxch+KlmtjL/XY75ft3wkjWUyVjLeGgRLkn7+xh4cP9zM/AdJie1lUA55TrE/V17vrwPPhwwPEKcX/9blXASAzwbG4k6Qx43mAgAwAAqsDN5Z/KAhSFiB/gCVA4HDhESnwJNxcyFRqa1Jic5i4HHhWnG0pjZFQ0mguBLAP4/a4PhdIKcUzFzfw9NmlEpicW2FSxV0RqbL+ErD8ENZ2pzg0aD40Zc54psCzs6iX2iYhQjhyo55OM+P5wtoermxN8L5zy7XvZfbxhY12GqWGM576HE8duJtru9gOAHz/vwH+9m9hbZ5JFatZU9XSMZ6U0pq8V9xHo0PvYqYBAOC2MK5IcnWlMxcSc5hZjqddYDxXHgZAMmMqALxjTDGhbs2KXZTJjKcI+G67eVc7KJoLiXriR4GrXwHAGE/RZa2W6WyKtOZOaGY8W8oMWaF22BfjGU/lluxc1rwX2dlMUbGMXQcLMzgAsFBkQXqrjLF66Y+B098OeF1EXFEge28Xu2xubL3B+v3m7lTrmC2A+ihMpBFUqlrsepnKYJaab3u4nPD199pfIXLnsIfOTJLdb3+QrTl/9I3r+MLFDbxfsgYdZHUkZmn3TN03Hnpji894Np1Tlnty5/QJX3OLe5rdJLWlCSixABAti9PRNHGZ1DYHVxFpMvoRuc3q17rQ0BwXTrqiqWk5ZuZCMVWzrMIb44aG8VwfBljp++h4NnaE06tObptEmXeBDJSJ17lTjdDQlWA8VXOI3KQKqDca+4ZZ0VGSZrjAdyy2dyuB5xSh5RudyWTnI7Gv12Y8xXtjc1WLYDyTkI1XCKltw4wnAGWkijiPiX3Rdy0ME1dt3pSEiIiZ1PbQgDnmy87ZlFKcv76LR7jMll2c/f9kUjYXovEUv/8N9fn7rgPPDz6yirZr40/Pr+FMpVPbdm02N6bqAAE8TuVgZzwBILC68FL5H9pCCusAASCArMO9M/cIyweszlzSlHf0Du51igVz4vIPRcVgiKaUmwuZUfJAfS7w8uYY13emePrMUunry4dPYJe2QS78EWO0Ny8By+dwc1fPSIhqezbarj0D49kktWWMp2zh6XoOplGqlMwAwMe/cQOEAN/92OHa9wRIXi9stJPQbMbTsgjartodbxqlSuZ0nhuliBJduaYczyVNVlWYpIhTWlooM8fXlAIf/Bfsi24HozAxZzw1kuLq8y652rptYPEMcLNgKiKMAqijMRdqltoWZ3Bq5kJuG+gdBh76MPDDvwo8ydjkMdrKz6iYTdlXlufcccZAVjvE3NV2GqfS+0nE6sx0KAAY8ATknxmuBNmNiNxcyDeTFFcZz6Ui8BwcZYeSjZeBB78bAJuhVh0sHdvCYscrfcaqRSnF2m6gNS4rgkeT+U5R/8P3Poqf/4HHjR8vaqHjYhcdpD5bg/d6pwCYOUGLWh208K5TC/j1z76CSZTgg4+szvw8Zqmez4LdVeZj90TdNx56Y8pw9OnEYgdXtsaZfF7UhK//xRxbx+YEhAaQUcGOOerzUZbnKNlLmdSWS14JAWwhe1Uxnrm8VwUClxqAp/j8+HzdJraZ1Fb3/i73fNgWwdqOXmq72PXQbznYSTROrwBjzGiCBDaIIoYqG+uZpbnpNTOeKTfwrJJKglVs2mOiwn7Rcm22n7cGcpAdjhCQlpEKTaYIGyrOVotcQbMB3lwUjKdo6LodJrXVAM+5tot+y6nlNWfXruSHthwbGyl/f6sRLgCQRAipOeMJQDrneW1nir1pnM13sovz/z8tAE9KgXiKKdTnzrsOPHu+g488zg7r76jMpbRcC7FO2w9wx62DldoCQOR00ErUwPNOSG0BYOhz4FK5YQjv6pk4hBpfky+0YxGsW1kEhGOwSWdExZI9e5lR7t9W+dseW57DL8c/gMVrnwa++tusucAZzyZjIVGqORFptRcapLYhAupID+/ZhqXp8n/iuRt416nF7H0oVs54FtzkosT4cNlryeML4iRFmKTKvL7qbOowiLLfpyvXZjbat4b1xSbP5qybC0UxBZ7+GeDv/wnw4PewWVBTxlMz45kDT854Fmc8AWD1UeDWhfwHeKNqnKq7en3fASF6051pQQpVi1MBgP/yo8AP/gpjWf7zfwP85Cdw2X9QK++NU5qzprPUPDce43mPANi6SBPAaSnfa8Hgzcx4tnXZoez93Y6s2zIXqkpnF7oeJlHCnC3f+ZPA9/wiY5Mf/xH+ePkMtajlnt5Zey+IMYkSraJCvF9vOz7X6KxdrEcOD/D4sTnjx4ti0l6CS9/7O8Df/A188e2/CAAzmxR97xNHEMQpfMeqNfkOujIH6nvB2VZX942H7n5lwFN/Zji11EGUUFzbLu8xE+59UIwCyrI8lRnnhXnAfTKekyjJACC7qFmmpg4ELnDQsaWQ2mbZoWLG0/WNrhlrpMy2RbDS87WM5940xqDlouc72E6E06sCeGbuvZbUWAhgqg0ApSa3rJKU5vt7I/AsRLhUrmsyxwqwPU94hWSMp9eXGxpNtjC0+kaNcjnjyc9WkjgVALiZckAmnG2F8Y/bZrnoDeek4wvqSJVxGGfmegA7r7yccvPD4rlIVBywGU8DzLQ6EMCzvq+ev8aNhXiGJwCgu4IILgaT4jklAqEpptRTXueuA08A+JvvPA4AePepsnV927XZULNWapscuLkQAMROFy4iaffJuSPAk/0+MSNWfc2EHry8N2eqRGxNZcHj8t6mOBUAODLHOmfPXyt3k569vIWOZ+OhQ/3S1w8PWvhtfAQ73mHgE/8cADAenMEo1B8Mi7XckzvjSauzCEy3pRmpAIB4igmVx6kIVkd10Lp4a4gX1vayBkq1xPxZkQ2eGJoLAQwkyQ7ymQOgivHsyBlPk7m1FcUhXnSLiwtdKUOREODEuwHL4vOns8546qS2gvEsuNoCDHhuXMzldJzxnFB1nIplEfQ8fT5rHipuwbHZ5yAsOl2vPsLuK4CZjT3wHi4HVQBPw06ttOZOsH93LudfE06+jq98r7MZz30znhLgKRjP0JZu1P2Wi0mUNEa4BEkKz8mbaYvFg5rfA97zs8CP/BrQZdLRqCGDc7mvZzyFSYIOUC5xye53v0X+WT7oEmzBWuch4PEfxobP9sJZZjwB4CNPHAEhwHvPLhl17W+nTJwz76m6bzx094rPeDadx04tM+Dx6kYZeIwkLu02IfqRqzRhUlzIzW9Eid8rYzyDiss8scSMZzMIVIFs4UOhOqMEcZLFywGAdQBgFwAOzbWUoCxOUkyiBL2Wg17LxY7I+W4Cu1RNQLRcNl6yPdGfxX71zy/hO//V/8f+w4TxVBgaHeVmOyoGUNTGMMQyV5v5js0YZseTv9bJFnbRm0lqW2QBs7NVpamf3QOBxUDvsJBNDWSMp05qCzCDIfWMZ1IiAlquhRcpB543JcAzCRHAMfZuAdiISrUu3GBn/YeLwNN2sdY6hZPhxfxrhagaVb0hwPM9Z5fw23//KfzQO46Vvt5ybZYfpIlTITTR5jftt6jIGap2gjhwyRamAyrBeAZcS1/7cGRzDAdX2dxa5uBWXpDTNDE2F3r0SB+PHRng1z97qSRJffb1bbzt+HwNvDq2hdWFefz+wt/LZAc3XHboEjd7UzHGcwZXW5oy8CmrJMA0daQLj9iwVAetTzzHDJI+rACeC93yjCel1NhcCOASTcm1JxIHwGINKoznTMBTYhkO5N3isqst+9tWgcYonIHxzGY862ClyniKW6nEeNKEGVQBmSHEJFXHqYjfpwOB4v0Vsz+ebZUZT0mFmpxIsSnt68A+xz4bpUgVATzdNsaK99qxGSs5+4wnB9QylYBgPENmNFMt0SW9oZF7AfVMzaaZqKYNekUxNyZKbJ4yVYKopZ6P//hfvwc/9e2ntc/9oKrKitRC5Q3r0KCFX/yhJ/DffvfDB/sEJdVkeHZP1n3jobtTPPOxyVzotAJ47k6izARIVMZ46qS2ltyIplh5VrRsxjMtGQu6jo2YuLflaivYri3NjGfxmrbrlX63+pp686ZDfV8JPIViqec7GLQcDGMBPPXy3oiqz9iEEOaD0dDcfO7aDq5sTdg4jfCCkHkI8OsmQmpbue7huRYsojbbEbUxCjO1Wcu1WCPZUvxNJ1vYJT0jF/75NpOpymY8q7EoYn3fHIVsDRqVpbbUaWEUxo1nsuMLbVxRZHmyvT//+bZrYwsD5qR763zt8UhCRNRsxjMD2RKzqvPX93BisV2TF693H8LZ9JX8C/w8ds8BT0II3v/gcu0Ga7k2Il1wMFBwUTvYGU/iK4AnZR/cA2c83SoIrDKeyR0zNJqmiq7XDIwnIQT/8DvO4dL6KANi0yjB89d28Y4H5qU/88BSB/8xfBo4+iTQO4QXd9mHVHRDm2qxW8/HVFabS31Vcts4wCR1pPJXsSioDDU+/tx1PHlyPmN9q+XaFuY7bsbGBHEKSs0Plz1fnls1roRtV2u+7VWktjG6hbB7XanicbKw4gLgEE2TKvAczzDjKd53E3MhQggci+TzQauPsX+FwVABeOrkJIO23q14WnEd9Jxm4BlxFk9WIj/VJIOsVv0jbNNc+ybw6ueBf/+jwG/9EPue11XmuQLcZKqhG10rwXhWDMcAZIznlLol5lvUqSX5obJaYZKU3qummajtcaQ18Fnu+VjXxKms8Q51k4T2nQ8szix13W+JWIMtfmirhcrPUD/27pP7kvvOWqLB8aZhPEWVjIdW7xsP3YlKRa66/v5d7TMjl1fWK8BzGtdiiRyb8Hg7NSCjGTumvm6mXJIBz7jcCHZtiwNPNcsKQJut7jss51jHeBblvRaPU0ki/VxpojE0AhgwUzX9hmHexO35DnZDM8YzonqwW/WTkJVgKNf3QparDmhzPAXjWW0eu7aFw4NWI+MpZlmBAuNpS/6mlAKTLWzTnhEZYFmkNtYxnMrPVi3XRsezWfOhu1qY8WTPPSAtUNpMBhxfYO63u5P6Z2AYlM9Z4rwSLjykZDxD2EZxKi3XxlzbzfbOYp2/sYtHDw9qX9+dfxTLZAfBNs/MjdlrneIApLaEEJsQ8iwh5GP8vxcJIX9CCHmJ/3vbQWJt10ZMNZ0u3DnG02nzN7TywaD8w0/sOwMCA4XsldyB7NDM1VZxTZomSECMgArAGL/lnodPXWDZnN+4usMick7Ib4UHlrp4dXMK+mP/Afg7/w9euLEHQlCKXdHVEpfaGpm16BgcADQOMFWYC4kPteyg9frmGM9d3VXKbLPn2vWwwdlZMedgKrVVuaHm1vNqV9thEGcAbTiNG+c7RQngWX1vq2HFQN6RLIKyKEkRxqnU9VRWhDATpYkE3As5bDGuwrZIzqwLh1mxqHMmcJzq14Um99Wq66DnWFn2pKqKFu7VykwRgmb28Sd/48v4X/+wYIZiO8BbfhD42u8A/+8/AK7+JXOQ+87/GXjsB7Ugf67tamdZpeVz+YzsYMCBfQhXykBmbMa6HnhGcXlmUzCeqpmo7XGYxZ3IalnY3AcxXlzbw5culWXCJlLbu12Z6zB/zeMwhl2wxr8XS/zNZZLFN0Udegz4B38GPPUz942HDrrSBLGGHRNFCMEDS53aGqFmPB0N8CxIbTVnlUxqK4tTKbjaAmytZ/4iChCY5K62ukSFha6rZDyDKC01mCyec6gGnhwEalhWgK1vu9NYOrYyzFRPbMZzJ2gCnux3hFTfTJjvNDc3r3GG8tZwyiSvlqPN8UygdtI9tqCWngJsDGdrHGZmpb7LZzxtidQ2HAFphM3UTGoL8PNRQV2zpzlbLXQ8bI4F4ymktux1T/jcY5PU9jh3tn1d4mxbVTtlTfz5h4BbL9Rn2uMQgaG5EAAcGtSzPCdhglfXR2VHW17TJUYETF77Kr8eJ1zowTCe/xhAkcf9OQCfopQ+COBT/L9vq9qejRC21tVWxIwcNPD0u6xzHIzLtsBRzD649h0yF5pmILB8ULTuAPDMrknl16RcamsKPG2L4G3H5/GNK+w9e/YyA3lvPylnPE8tMX37hrUEHHkbXljbxcnFjjFLttj1EMapMmqkVJlZitzZlsZTBIoZz55mxlOwux95/Ij28ks9P5vxFIBmFqmtTBIqAKyS8eSHWgHc9oKo0dFW1ErPRxCXs0eBXKrTkZkLFUBZHmpsLklve7aC8Yzh2qTsdGiRXGprV0wZ+L8BPGWcCsBmEXVS2yBK4DtWZnTh2VajMZBuDlEwtiaM53PXdvGXr1WaJO/7JwwI7l4FfvQ3gZ/8Q+D9/xSUS21198HMM566eSP+tQi2VGp7aMDYjEsNwDOssMOZA6BCxbA9iTKGUFZZludegH/1xy/ip3/rL0uumWu7AbqebZzNeTfKd3hHnP99rm8zc7WDNJE76JrfbzbsvVRuC/jIv7xvPHTQJcweDRj708tdvLpRPkjvTuvA07EI8/rQsI9p5mqrYTyFRLzB1RZgLFsMA6kt1bOPi10fm4q1t+pELqS2SXSbM54DkeVZZ6mECU7Xt9EvzXjqpbZhA+M51/awI2HjRAVxko3uZEyh15XPeKYpAJqZC8lY7KOamUeANS8pzVU0mautDHhyMmIj7RhJbQGeb1mR2qr2lcWuV2c8OeAecuDZtCcdm1dneTJzovznBYs+nDsHhHv1GLYkREDtLJauqVb7rdrY1Ytre0gp8NiRfu3x6epbAADRta+xLwh293YZT0LIcQDfC+DXC1/+AQC/yf//bwL4QZPfpauWazGzHY3UltA742rrdxmSH+1WgGfEPqDWgTOeAniKGc+K1BYJyEHPeIo4lVhuaEQ5qDftjADAE8fn8PKtIUZBjGcvb+PkYgfLijDzB7gk7zUuybtwYw8PH6rfyKoSMopNE7lto9SW5Xi2JAtPR+Nq+0fPXcdbjg5wggcyq2ql52eutpMZGc++kvHUz3gKoCPYrr1p8yxB9nwVLsWCZS3PeApzIVp7nOlCDoAznrIZTwaYi4dxx7ZyxjML3ub3bxan4moPQE25mtOK4YRvILWtgqnq9YBmiSKlFNvjEK9XpUSHHwfe/uPsf6fen305iFOkFPo811lBAiFM2isLUI+nSG0fAJFekxCCU8vdRsYzrID0ubYLi6gZz61RmIEeWS3389iiW8MAO5MIX309n+le25saRTXd7VroeNlrvrI9wbF5uWT/Ximd4cSbru4bDx1spTFiahb7dmq5i9c3y5Equ5O4pGwBANuyuKutWmprwni2M8ZT7mpbXOtd22JZng3mQk0gcLHjKn0oRGNTlC2ktk2GRg0g8LAmy7Pol9BrOdgWl1ICbLZvRGkz47mjWLcB1lATlZ0p3I58xpPmUTVAXWoLMLOdGztTZcSdaF6KGU/haktlUlt+JlxPusZkQNUDYy+I0VM09Re6Hms+9FZZlnwSZa97nLKfMWU8Zc62Iz5CJUow97sd7lOwebH8AwlLcFC5FFdrte/X1vrz15mx0CMSqW1/fhlX6DKIcNSNDk5q+0sA/hmA4insEKX0OgDwf6VhYoSQnyaEfIUQ8pVbt/QLfMu1GfBUdmNSEFAkDV2n/VS7x1i68bBsRhNzxvOgZzwJIfAcq8B4lj/E1h1wtbUsAtcmmCoMjWhmLmT+3r71+BwoBZ67uoNnL2/jSQXbCbAZTwB4dX2MacSp+8PmwHMpc40zMBjKpLaKLM94igCeFAz2MmlZecO6vjPBs5e38Tee0LOdAFsABeOZmdYYOlf2W0wyW5W9ZsBTAWDF18Ws4vZYzxgVSwU8RxmTKZnxjCWM5wzAkxkAyBnPajAzYzz59SybfTbE/cs37rDBua3XcogXTj8AACAASURBVLRywWoX3HTGU3UQMTUXGoUJooTi1l5Qfz9+8N+y/xUfH+hB/nzHnd1cCAAcX772xiFSS9+pPb3cqbEZ1QrjtLRuWxbBQkfuVB0nKXansV5qyw8Z68Mga/J8+oWb2fdv7k4zK/57qebauTHH1a1JFhh+r9ag7cCzLa2R05uq7hsPHVylMTPcMTiPnV3pIU5ptk5QSrnUVrLWNwFPgxlP32HqrapXQ5pShHFamrd0bQuRLkM+y/HU+4ssdn1sjdSMZ/GajieAp15q2xRXI9aP1zfr629uLuSi69mIhKeI0jGYM56pBVfzOucbmpvXCkxddqaQgcDCNZuktnFKpfmSQH4mzGc8LVAKpDJzIQ48b8UdYxf+lT4jEgTwHU4jZRZn1nzorrAvjNYzMDZMzRjP+Y6LjmfjSkVqm6TMqLI848kJJYs3WaMyWKVJiJA6xkrG1UELt4blsasLN/bQ8WyclBAuc20XN+l83sAbM5+IbVIHqaIaVwtCyPcBuEkp/UujZ10pSumvUkq/jVL6bSsrK9rHZsBT9aEodEZ0H4r9VKfPANN0WGY8Q8F4HrCrLcA+HJNEMeOJg5faAoz1nCZyllXkeM7isPjEMfa+/fHza7ixO8WTJ9TA8/hCBxZhjOdLa0OkFHhY0kFRldDvG2V5tuYAEKXUliSc8ZSAQZUN+ycb3GyLtdBhRj/CzhyYwVyo5fAMrGrYth7cCfZWPG5zFGZzdE21qgKeuhnPotQ2y/s0/5x0PEdpLlQFnqUZT4CDJAE8hX23p5/xVMTUiKp2wU1nPJWutoZxKsWZIFV2V7GaQP5c28POODKbhS6W7clnnJIgA56qa55e7uLy5lgbqSIzYlqRdFeBXC6uMxfKbe6DDLx++gLb/JKU4sL1PZxZMTMuu5u10HWxNQ4RJylu7E7vecaTEKI0H3vT1n3joYOpNEFEzRRoQt30wg1m4BjELJd6rqJqsCzC5i01wDMRUlvNdQkh6Hh2rYEsxieqTUY98DRkPLuu8nxSZzzZ+pWqpLZJ7qSrMx87sdCGaxNcvFVXnBSzvNuezV4j0GiiFKb6ufP5jotxmDADH0ld4cCTEOQNK9uX7y+F9xaQA8+mSBXBeAq1nfBQkRpGceC5FreNG+UrfR8pzc+eOqntQtdjzYce5+JGNzMwuJuwe70JeBJCcHyhXXu94rxUnvEUpqHib1u5n5IQEfSO/8Va7fuIEpqNgwDA89d38fDhfilvV9RC18MGnYM94caEfK418BZrjxVlQsG8D8D3E0JeBfC7AD5ICPltAGuEkCMAwP+9qf4VZtV2bYSp1ag/N8mNmrX6AybNVM542ncCeNq50U9lkbXowWeHAkwPPk1QZox40SRBQq2ZHBZX+j6OzrXwe19hsQ9PnlR7THmOhWMLbby6McYLa2zzeXg/jKdCavunz6/hT59nRkewbAY+ZVLbJAahCQKqNxeqSm0//twNPHSoh7MrzWZIYjPdm8b7MhcC6qY0OeCQ34tCciEWp61xmNl7N5VSahvEIAQlIwZZnIrM/bap2q4tdQ7em8bo+5K5n4K0l3VPBfAU5jeOdl3o+Q477ChYzGkla9WzLQSSuJdiRQlVLui+wyRoTYxnUWr6O1++jA/+759ROioDzffBXNtFmKS1xkW1fuuZV/Hrn72Uf8HxFVLbEEkD43lqqYskpVrgzIyYyn+fo/PtWqg8kL8nuvt3qevDtgiubk0ylvz567vYHoc4f30Xe0GMp04vKX/+jar5joftcYS1PdZBv9cZT0Dtev2mr/vGQ7dXSdQoBRX14KEeLIJs7xcjIVWprWMRJFR/Dkz50bUpIqLrOTXTHbEfl8yFbAuRyYxng9HPQtfDJEqkRj/VGU/XdZFSgrSR8dSfdx3bwgNLXVy6VTeGyyLVPActpwg89a8zaGgmzPF1WaWsubo1ASGM5c4ZT0/LeEbibyoBN8cF8FTMeQrFSz7jyX5XIotn5GfCzVmktr3y+Uhn3LjY8TAMYoQtvvcMb2VS271ESG2br3t8oVPbT8W8cjVOBWCu/gDqcvE4QAgHtqGSsTozTCnFheu7eFRiLAQw9nudDuAF3NyPA8+4pd57G58JpfSfU0qPU0pPAfgxAH9GKf1xAP8JwE/wh/0EgI82vyR9tV0b09QGbQCed8LVdjDHAFM03i19PY7vjKstwBlPRbSJheSOAM8sm1CyCAip7axh5j/17WcwjViorermFHVqqYvXNkZ4dX0E2yKZ/NakmgKa//WnXsIvferF/AudRbnUNsldOmVg0LaY42qR8by1F+DLr27iww2mQqIE8NyZRI35m9USbF+VKctmRRW/R3w9iFJMowTjMMneM5Pn69qkJqcbhQk6rl3qdIk5yrAktZXnWumq5dnKHM8a42lXGM+iaUCSu6jpDiJio1DJbatSKBPGUxenQghRRuMUq9hZ/K0vvoZL6yNcknSvRY0bQL7YfFWyJAD45c+8jH/x0W/iV/+8ADxtxcErCVjnGOrZFBGJ9JomUmUUJrWfPzLXwvWd+mFCmCPpGE/bIljt+3iez588dZp1WC/eGuKL3OH2qTPqrusbVUKmJrrZ9zrjCXwLA0/gvvHQ7VQaIzRwtQUYM3NqqYsXeBC9iLaSudqyWD2V8i01mvEE2BpZbSCLUZRynAphoEwJAtlzaQKBunGgKuPpciCYNs14NoBdADi70sVFCfAUbG/Xt9HybISmwDNtjlMBoMzyvLY9wWrfx9H5dr5uOJ78/RWxMVQttRVqN5Vj8OYoBCHIRjNyxlPCYnPguY3ZXG2BnL3da2A8AWDX5ntPgfHcidnPmKQNHJMYKsnyQ0UzI1dPVt7jJOJNeVOpba4kAoBrO1PsTmM8qiCJOp6NbTKHVrTFjKJGGxiTDvy2+mx/O+jtXwL4LkLISwC+i//3bVXLtdiC0wA8U4PcqFlrvt9FQB0kkyrwZM/FvhPA01VLbW3cGcYzm1uT6O3TNJ1ZagsAf+/9p/H5/+6D+Og/en/jAvnAEpsFe3VjhOML7ZkaCB2PSU5Uw/vXdyaloXa0F+VS20LAra94rV3fLpkS/PHzN0Ap8DeeaJbZAhXguU/GswpYJlmcin7GcxIl2cHdlPEkhGClVz9cjsO45lQrPntRgYGUud82Vdu1MJV0hoW5ULEcy8pdbYEy8CxIbXXrQpPZD7PYn23Gs2qYU7tmS29oBLDYkOz38evpmMOM8VTcBw/xDeL89T3p9wHg1z/LAp9v7gU5ELd9+YEkLgBPRWPhyBw3uFDkyQE8OqGy4R6db2NrHNUYAvGe6GY8AdadFcYH7zrFNvqXbw7xpVc28cBSR5m1+0bWQsdjZlJ8Jus+43mP1H3joZmLpjHLfDQ81D58uJ9JbQVbVpXashlPJwMktUrjbO6xyQ266zm1HE+hBCm72loMlDVIUKMGVY1gi65L1sEwLsepMHmvjTS+fYXfmZWedNRhGERouzYc20LbNZHa5jOeOuWbaAiq5jyv7UxwdL5dPlPIHGaBfH42A571v2nT3r0+CrHY8bI5RkGexMRlI3rFe2myBWq3EMCbwdWW/V1F5NwwqDfHRYlm/zp4xvLwJmM8nTZG3EzRxPTx+EIbO5OoFAEnG7MR9/FYqCer4D4JEcI1n/EUIyyc8bzA91cVqUQIwdhdgE0TYLoNjG5hx5pXvj/AjMCTUvoZSun38f+/QSn9EKX0Qf6vwsXFvFr8g6FmPPMBb1P0Psu1x2iDBuWuUS61vROMp41xLJm3LJqoHHB5jsg3qrMbbMaTzCS1FbU6aOHcarME9dRSFzuTCF+7sp253JoWIYTnY9YXryBOsD4MsTEKc4OW9oJcahvrGU+AMTtFZuwTz93A6eWusQtvltc3iXJpz6zAs7LIjsMEjkWU4D4DnmGSzSKYmgsB8sPlMEhqi6QsTmWyjziVjudInYOljGd1xrPI2BfNhTTrgopJFhXsx9VWM+MJMFMH0xnP4gFMZx0vNh8V+/jI4T4sgowJrFaaMhdd8XnNQt0dX+7qmITM8RFqlvXQoAVC5AcuUbuTqHbIFIC1ynrmjRP9/Xt40MpMvN56fB6eY+GltSH+4tXNjAG912q+4yKlwAXO/LwZGM/Vvo+NUaid4f2WqPvGQ7MVNxcybSA/fLiP1zbHGIcxdicir7liLmRbiKGX2iawjUwQ255dU7hkZn/F8RHHQkCbZzybzke5c3/d6Kfqmu5xQyOqZDxzT5MmouXsSg9RQmsGQ8Mgl4S2XRspLFBiNb7OaUK0f9P5NgNXqtiu9b0QKz0fy31mskgp1QBPweyqGU/PYUBYtZduDsOSukswnhEk0YGTLSQt5kViqkJb7ucqonGYgFI1eBTN/s3QZU6+o1uM8XTbGE5jWMSMhBANyeJZQOa5Ie6psSyaMU1AaIKIOlojrmJlLub8LHiBN4oe0ozF0e4yf4LrwOgWNjGnjfI7WNrwNqvt2Yhps9Q2gW2M3mepidVmOTiFEq621h2Z8bQwkhn9cBOlOzLj6RSltpVFIE2Z1NY5+OuKEgvz65sTnJpBZitqsedJh/fXdnLAlDmqqaS2hfgN1cLT8ZyMxdseh3jm4gY+/Phh47y9+XYdeM6S4wnUAdI4TLS/Q3S+pnGSMUam5kKAHHiOg3pepG0R2BYpgbJRJrU1v3e6vl3rRqcpxTCM64eRoqstoGA83YYZT/Y3UXVNmblQsSNtG0ltmwyNhoFiPeO1OY5ACPCWo6yj6Fik5mZXLCG1Vd0LLdfG2ZUenr8mB557QYyUAm/nRmAZ8FSZC8UBQrjwHHXn3bUtrPR8JeNJKcWOJCxemEZU5zzFjKc44Kjq8Fwel7LS93BmuYs/+Po1bI8jvO/csvZn36gSLO5zV3ex3PNnVpi8ESWkZqr5+m+pum88ZFw0Mc/xBJjBEKVMlaCS2vqOhTDVSG0F8DQgH7pefY8RUlsZCJSuf+KaxAagB2TH5tuwCHBZMnIQSBlPB9QkO7Th/RUmatURDeaXwIGnx36H1Ok1uyZ7bxqltoLxVESqbI5DLPU8rPR8hEnKmgwNwDOiwqlY/nftt5xazriojVGQRakAOeMZQUSvFa472ULsMTbSVIXW8Rz0fAe39oLs/KCc8RSxf+OQOdsOudTWZTn2Xc8xOkceX2Dn4yubOfCU5aWLe2okYhKL93Bi5vhfrLZno99yMsbzpbU9HJlr1Waxi9Wa40rA0S1gtI51Ojg4xvNOV8uxuY22nvGEZfaHm7UCqwOrEnArcjzvjLmQhXEimfFM7xzwzObWbLdmaESpcLW9c7dFEWzOyngCPKBZAjyLjEl2iG0vAmOZuVD+YVS91p6fd0r/5Pk1xCnFRwzcbEXNFULXZ3W17SsA0iRMtNKQoqvtpoE5S7VW+i1c3Z6UmMX1YSD9Ha5NSuxHk+GNrLqS+cdhGINS1LplUsZTdIpL5kLNM54qIMjiVMqHkeY4FardoE2ltoOWi/eeXcK7Ty/izEpX6d4HFBhPzXv92NEBnr+2I/2emMt5mxR4yqW2IZxGedCRuRauSeY1AQbq45TWGM+jXApb/bmdSQSLQLt5Abm0DWBrw9nVHtZ2A1gE+MCDehf1N6oEi/vc1Z0sr+1er6q5xl+Lum881FiUg0DT0SdhJnjhxp7SXMh3LITU0khtEyTEbNyq4zs1ozbRCPZLUlvCGU+doZEDi0BLeniOhSNzbVyWRJtUGc9c3msw49nEeC4z9Up1znMUxJkyRlw7lTm9iuJfD1I9wBaKLtlZjFKKrREzNizNRqoUNULey6W2LQXxIfwSrmyN8dJamSDaHFUZTw48RXxMifHcRuixvW+W84pozGeGTcoZT/bebI1C5mw74lJbt41RoDYlqtYxiaFSPuOZv0eEEI4lhNS28B7zs1E0A/AEeJYnX+tfXBviwQal32D5KAAg3F0DRrdwM+1rgeo9BTzbYvi54YOIOxBtAgCR3YETl4GnCDu+I8DTVUhtOeN5J1jWzKlT1vW6C4znicUORM/g9PLsjOdy15N23YsSvxLjGe7VF9kCQ6bqeHW8fMP6+HM3cGy+jSeOzRk/T9HF3Z1EmHBdf8uwK5wBpGn5eVfzm6qV5XhGSSbfFIugSX3gwWXsTCL8+Uv5XNOVrQlOLNYPx65dNt4ZBTFcWy0DllXPcxAmZZfZYuB1sRjjqXC15XEftCGDtinepOZqK2TpmookTq3Va5qYCy10XPyjDz6I3/uv3iN1syuWaIjo2O/HjgxwbWcqNWMQbOKRQQtH51p4NZPaegqpbYCQuo1OfIfnWkrGc0dxyDw0xw4m1yWM51zbldq3l36eGyFYhKkMhOP0kycXZmL772YJxnMviPEOjQv4vVSrAyG/+mvG+t03HtJXOhvj+cBSFy3Xwgs39rLIpGqOJ4vVa5Da0v0znkE241kGgQG11eZCSYyUNDOPAHBysYPXJMCzxnjalrHCr+n9neu4mO+4eH1LIrUVjKcAnlrGU5gL6ffyQcvFoYGfzdcXay+IEacUi10vj/qIErV5XRbhwq6nMrcUTdxf+KPz+G9+96ul7+1MYsy161LbIJPa8uve+AawewWByxnPGRRaYl5VgD8VsMqktqOIKSaGBaltoRHQVMs9D75jldRPubFg/TMzjgGAlN9jfm81jSFV69CghbXdKZKU4uKtIR4+pB+jWz18DACwffMK6HgdN+Lem4fxbLuc8UzU+U0AAENb4Fkrdrpwk0pgKx/8tg7YzAhgXZlpTBmQvkuMp+/aCBKF1JZyV9t9zHiaVsu1cYQfYvbHeHpSx7giY5L9/zY/1FXnPLOZQFfJQvZ8tsjtTSN87qV1fGQGmS3AXqfvWJm5kGdbxhp73YynjjV1bRaYPYmSzCl1FsbzQ48ewlLXw//9ZRaNMwpibIzCTPJRLN+xaoynqWxFlFiAizM4YpDeiPEsxKmkNnudWtlrS/6+iqp2pJksXdF15xUkqTZT2JTxLIIkmZtdsZryXAHGeALAcxLWUxhCzHdcnFru4lLGeCpy1uIQU+o0OhYfmWsrgaeY56oynr5jY7nn12Y8GRhvvncP87VkoePBskg2t/odD9+bbCdQdup9+h503ZWVKm7pr03dNx6SFk0TJNQ2NheyLYIHV/t4cW0PO5MILbfe6PYdC4FWasvOKSYznmxkRs54liPCLARpA+NJzGZZH1jq1GYt4yRFnNJKTjRp8DTJZx9N2N1jkmiqvULshwBZCWkGntNEn+MJsJn6r1+t7y9Z07vjFYwIU7V5XWZoxP5TRXz0fRd70whru0EW9QGIMY6wtLcIJVvOeIbA5ivA//ntwNarGLdYxuYsZ5aVvo9bwyBrJKuYS9e20G85rMHbW2ENq+kO4PdnAp6EEBxbaJea0GL8q1fZi9uujWmc8nzzotQ29zOZxchTMJ6XN8cI4rSR8Txy5BhSSjC9fgGEplinc28e4Om7FmI4IE1SW3JnGM/U68NPqwsGu8kc585IbbN5y/TuzHjmcSpuHeCnyb5cbWetB5a6sAj2JTNb7HmYRmlNPnNjZ4q5tovVvp8zngJ4Vp1tC4ynCmR3eKf0zy7cRJik+Iihm22x5toudsYRBzTmH7VskL4qtY3q85bVars2plGKzVGIvq934JNd90feeRx/en4N2+MwAz8nFuvA07UtRHEOBMeh+YIqqicBgmrGswx04RTNhRjjyZ6XBgQq3IJFsTiV/P1qezYmUcKMESRFKWVxKpr3eNBysTOJlL8DYDKhIsgSbna7U/k6OApZI0P3t33HyQV0PBsf+9r12veKjrGnl1n+G6VUYy4UYErdxnvvyFwLe7xZU62M8WzX75Gj8y1cqwDWnXGkjVIRdYjPeAqZ1dOnF/HkyXl8/9uONf7sG1Xib00I8O571ACpWss9D4QAn37h5re+wZCq7hsP1UswnjPsMw8d6mdSWxlr1HJtBKlVGwWqXtOEfRT7eHH9lcWptFwbE9o842kCAE8udbA+DEv7mlDOlOJU+FwpaYhTEQ6+TXV0vl0b0RgGhRlPVwDPZvfeadKsXnrrsTlcujWq7VNCfrvY9QpGhBpzIZrPlbo2UUqZey0He9MYW+MQW+Mwa0RPogRRUh7jyBhPWjDcefETACjwt/89vvrQPwYwmwu/kNqKUR3d6Mlil3uRdFeB8QZw6zywdI5JbWfIOj++0JGaC1WZ2pZrMbdmu6Ja4u93RM3l8ABTuNzcDbLoo4cagOep1TlsoQdn4wIAYIMOMk8NWd1TwJPZPdsgVM94pncAkAEAvB7adJLJa4HcXOjOzHjabEGyKpp7bqJypwyNglghe+CM5yxyyf3UOx6Yx+PH5vYl6c1ysipy22vbUxyZa5UD6Tv8UFdlPMXmYvtKFrPLGc+Pf+MGDg18PHlidkncXNvNcjxnkXQADHhVAdK4YcYT4BtolGCrwqKZ1nvOLCHm8grRtZU1CGpSW4PnVi2xcBedbXPG08TVtsh4+tnzUlXHs0GInPFMUoowTktd8J7vIEqoUm6bpBSUQrugL/c8RAnNGD9ZbVdAVuZmp5DbTsJY6S4rqus7+N4njuBjX79W6/jvFBjP4wsd7E5jJkdTSaHiAFPqNN7DhzWRKruK6ASAsZZrlZ9RzRbLfhbIgefqoIXf/9n34eQ+jMvuVon34NHDg8a4mHulfMfGP/nQQ/jkN9fwd//dl5R5et/ydd94qFxJhLghYqRajxzu49ZegFc3RtL1gDGeRKN8SxDDNppZ6/oO4pSW9qps9KXQZPQdi2fIq0FgapCnCTCpLYAS6ykDnp5jIYQNpHrgadlmniaM8SzvGbIZz0SWbVm55jRtBipPHGdy1ecqrOdWwdhQvF9RkvJmsZrxDBKinO8EhFFfjO1xBErzBmpxPxMl3ucwA54h8OIngeWHgEe/D3spOy/MCjz3pjFu8bOnDngudP5/9t47TLKrvhZd++RKncN0T86aPJJGAUkgBBIGA1ZAAWMQlgUYJC4Y2/fi98A24A9jX4N97YcwwRgwYPCzMcLGxkZgZEAoC4SE4owmaELPTIfq7oon3j/23qdOVZ1KPbW7q6vP+j4+Dd3Ts6u6qs7Za6/1W0tjiucI4Ll0DzqyA9mQloB6WFOheM4VLOhK9R7dUGVmZ64ICPSttrWrA8MwkqKhUI8coXvnrQ0aK3pjKtKkF73zBwEAU1hG4UI81ZZ4bvhgOXuDehBDPJVYCknk/Xh+AHAcgcRTDSeBHr/gLHKqLXFdeEQSkhgcxO9csx3fvOPyBf3sQIJeMCqH2ifm8ox4GtWKZ2WyLZvjkFS95joJFi5073Nn8OpdqxrOmoWBE8+C3boNlVt9g8g3YWc1WDfmTM5aEPHkJPP4TN6/ca4NsdqqMim7medasJBwJEIUyHl/7qei202unPEMXGDtAhymeNabYyCEIKkroTOexZCkw54G9Su8x7Te/E1l8XQYZnLliif/fR8NSUYEGMlv4v10y0VrkTUd/PsT5aonj8DvjZXmNvOWU9tq65goekrDjQjvzAyrVKk14wnQm/RsoA+uYDk4eCbjB5HUQ0JXkNKVskTDTocsEWwcSuDqHSNL/VBawnuv3oo/v3kfHjuaxnWfug8Hz1QX1q8YRMFDAADi2k31TAbBP9cPH5mpus4DfMZThlcn1db2mhtd4cQiVyztJ3Mhfdi6yoJ+6lSbOE3WxqwfqK5UCatU44pnPWUXAEiTe8/VfTHMF21fgeR9k9xZxMmY3USOiuk2fk33rqEBPU8cLyee01m6/kBc85Va0wlR4/w1ueJJas53AlTxnMtbPuHke8Dg/YyD/559xTM/Axy9D9j6KgCB16NF4gkAh1lycD1iVVI8AyMfw+e1ZLUF6Gs6nTX99+xkxsRQsnrfqpdZbcPDhVpVPAHqcFk3EG/qMefVASQc+l6Y9HrLwp4q0VHE01AaFNwySd4TFC6kJ3qRQAETgXkjxxZntTUUNvheQQK5vVcS0B2qKUGrbcXv2HNAiPhof0mqbadoBD+quoJ4nkoXsKo35s/Hua5HU22BEKttSfGshbimwPVo0umrd48t6LH2xUuKZ6v25WQNxbOR6kS9/g5LlWs+WIhjdYB4Hp/Jw1AlDIVs6qnVtlzxbJ1c078fJNhcGQsNF3Iqw4XY+9cp+sSz0c0yFULogVKpeCxw4wuzAgfBQ5HqrclvEpM1iGfBcpAznbLXavuqFDRZwmPH0qE/kzedpvpSL1zfj8GE5p9acszkTCSZDZu/L/OmUztcyC6i6CkNHQpj9RTPQm3FsyemlNm1fnFyFrbr+XUvjfC2l27Ctfs711obhu+896V479XblvphtIwbLliDr73jUmSLNq7/1H344XMreM6xLHjo7MoMHvKo+thKLsR5jHg6LICmEroi0f5Fxwr/XfpJus2EC9HrZM4qEc+zmSJUmVRZM60GhKxZyytXPI9Nlw4OfcVTLVc8bU8BaVBt0qzowaupuFOmaLuwHM9X2AghNEeFKA1zVJqxMg8kNKzpj+Hx4+X3qWCwoW+1rVXhF1iz4JC695ikrmCuQKvAAPh97rMhbhr+ey7ybsvDP6Rrb70GQCCFv0UVECglB9cjYwMJrZRq6/8DO8vCnprBmgr302SmiKFU9b7VUKjgAFmtsNqWwoVacTKWnmsWe9c0F6ppJUb9P5/1erFzrKfm3+0o4hnT5FLha9hpF/sgeoLIUSyRhEQ8nJkpJXXZDvvwCyCe/XGVzh9UzFuK7A71kzor50oBEM8BRNmY2wTfahsgns+fnsdU1sTOsRQ2DiVRtF3qi/ettuHEk2gGaoFfHAYT2oLnsHq41dZagNVWV33LCkBPLyczRQwmapNlgM0lmg6NF1+AjS+uKRhMaDg+k8OLMzms6Y+H2nyqw4UWMOPJZgCygdNoP+mwQhnzrSQcFVbbZoln0qgOmwDCT6T93s8aiidXSettuhoRT64aBYO2DFXG5pUasQAAIABJREFUvrW9eOhwSActqDW5GYsQIQSbh5N4YbJcmZrNWf5N2lcEzPqKZ8FrfOPi1SZhlSqzNQ4UAPpa50zHfz/9lBHu/euaI57vvXorfmlX6zPYSwlDFdNFvRi4cH0/7r7zcqzui+HXv/AQvnjf4bozzF2PrdcA7/rJigweIj4ha34rOZzS8d5XbsVvX7MNf/C6nVXfN1QZBU8DgRcuQLg2LDSpeOpc8Sxdw0/PFjCSMsrua7TCRaV7oFC3nUUrXJoYD+qNq+iNqWWVKmGBRrQ7VK6TadKa6DHex66/zPHFD0yD11y6x65HsOnjbJZk71/b51+vOaZzJlSZuotKVluv2gbqr1lK0q2neFYGDk7XI55s3SIPF8qcpv/tWQOA3u9aCXwESve3g2cyMNT6ivBAQmM9nox4xvrhJYbZjGfrxPM4e03PzhcxHCIEGExwqLqHO6WquVYOh4I1ZfvWNHcfPnng/fif1jvwe/EPIzUwUtdx11HEU1ckmmoL1LzgABBGjpIJehI3lS5ZB3zFU4D6yF+YSs+9xS5SkgBl17fahkRqE88VEmjUTnBL3VRgI/+dJydACPCqXav8VMuDZzOAlqSJwTVmPCW1NvHkG/JX7Rpd8AbRt9paTt3ZhTCcN5bCU6fmfHLD5/C4qlQLhkJnPCuTUlsBnys4PpOvGQBVOePZzPxpJbjNM1sRLqTKpOoi6V9YOWS9LFzIJsxq2+C1CrMwA7WIJ7Pa1uj9DJvbqUSjNNCnWBw9T6HluHjjAJ48MVsVogW09rveNJyoKhVP50szpfzfyfvzIZUuCA8ws8i5WkPiqSkShpJ6jRlPesMNu9EHq4cA4GcvprG6L4aRVP33eoSlw5r+OL7xrsvwivNG8aF/fQofvPvJlRs6BKzc4CHXYeFCzd8jCSF43zXb8J5Xbg0NrtMVCUWwe5dVXUsCz4HjSU3NeHKyEnRITcwV/Hn04Jolt124KmdDaTq9d91AvMxqG6Z48h5PUifV1oYCtcm9A+995MSTP+cgIYupjSoL6WOxm2w3uGBdP07NFspSyaczdHSEEBIIF2I20LAxOq542lLdfVJlimw9xVOTJRAC5FlFCwpsT8/2fIUFiAE8T+BEOl83OAeg4yMFy0VeG6RfGN6BouPBdr2WDuh5o8BxX/EMt9rScCGnPHQRCIQLtUY8RwKqarOK554du/CPzsvx9emt2Lu6PlntMOIZsNqG+d4FE894gpKWmdnSCY7IGU9uM7EriKfJpHJJQJ+mpjDCEGK1XQ6KZ1KnXvXgjeQ7T07gwnX9GO0xfOJ56EyGBkHEBkKstvRn5Toznnzm7jULtNkC9EJIK1nsli9yl2wcRMFy8XM2P8Ev7GN9DYinJmM2byNbYd9sBWv64zgylcXRqZxvG6pEVapt0WlYt1GJErErDxdKGWqVymqosh8KAaB8LjqgeDYiR0lDDZ3ZzPvEs/Tzfv1KTcWTbyZqv7Z9MRWyRGoqnk+dnENck7Gholro4o005KnyNBmg6nKzxdebhhOYypqYzZU+6+nATCkn2jnTZlbbisdpZgF4SHuxpqw6431GzRnPnhozMTzplqvdP3sx3bTNNsLSIaEr+OxbLsQ7r9yMrz54DG/924f8+asViZUWPOR5kDy7qZ7JVqCrEvJg92YrJGDNdWB5zYUg8lCU507P+187M1f0SURpTUbIgJpdk7bX/CzruopKFX6wGbSSyhKBTVRIdcI0m+0OBai7RpMlXx17gVlCNw2VgmEMVaIVI426Q73m1r1gPc3RCN6npnOmv7ctn/Fk+5HKe4w/41m7wxOAn87rr8OyWPi9rTew3yGEIK7KyNiVxJPuZ3Km3fJoUF9c9X8n9eY7AWCA9adPOzoVQEZ3+QferSiew+w1PTGTh+N6mM4WQ4knbzOgc7Th4UKtWG0TuoKEJkMiwO4m++vXDsR8wrqnAVntKOKplZ061VY8PbKwDXUjSBp9U6bnSlZblxFPVW3/mj7xRPmFwGbKjiykTkWG43qhJcIEHoig+dl2gRDCujzpYz8+k8PTp+bw6t3UajeQ0DCQ0ErBF4khGmcdBKtTkdXadS5Xbh/GF267CC/dOrTgx8pP4M7MF1u+yHF774Mv0MfON/M8wKUWYqrkk9RzUTxfnM4jU7Rx2ebB0L+jKpWpto2TVisR3uNph17UDVVCsdJqa5fChawmFc9GM55BEtmo95Or0fWG9iWJYDChYXI+fEP+1Kk5nLcqVaWqX7i+H4Sgaj4TaFHxZJuOQwG7bTpv+TdpTmDz3GrrWn6qNgCgSDdsc67eVDjBqh6j5oxnWJAIULJVz+Ut5Ewbx2fyVQpwhM6EJBH83mvOwydu2odHjszgurvu82egVixWSvCQR68Tttdcz2SzMBQZBY+TlDDiycKFmlA8x3oN9MVV31nieR4m5gplVkKAOcH43jM0AKc1S/G6gTiOz5QaEgohB5sA4EIGqZVq6/BZ1ubWlCSCsT7DT/U/xJwuG4dLh5oxrZHiyWc8m3uuO8d6oCkSHjtauk/NBOrBqno8geq1GfHMN1I8K4kn63OfzVuQSHW35WivgdNZdi8rsj29Ql/3hTi0CCH+gUUj8sif/0zOAt5yN3Dl+/19TiuKpyQRjPcZOD6TQzpnwvUQmrlRSrWtHS7UaosEF3Ja6R29iO1b9zYgqx1FPGWJwOXzm/VmPEWpcuxNOTdfOh3zZzwFWG058aTJZqXn69j0zyLmSvmJEiWe5Rtq4jmQmihlXmoMpTTfusgJ5r6AQrJlOFkinvFBIDtZ/g8wq61cZ8ZTlSVctX2kqRjzWuDEczprthwuNJDQsH00hQfZnN+pNCeeDRRPVfZT3hYy4wmU5go0RcJLtw6H/h1NLs14ep63oAu5KlM7T7ZK8ax+38dYTYyPsnAhEzY7jGp08p7Uq0ObAPiktrJOhT6mRopn/TWHknqo4um6Hp4+ORdKspI6nbWdmKsmcblia1ZbAGV223TOQl8sxGqrsPdL8Npr0s9R2jGasuqM9Ro1ZzxrEU/+OZkrWL6TYTjkVDdC5+INF67B37/9EswXbFx313340fMrY8axJlZC8FCgZ7KdFWyNFU8bVpOptoQQ7FjVg6dO0T3dfJGOrIz2lF9fDFVuwmrbfNXc+oE4bNfzD4z9ipGKe7IjqZDrpNo6LSieALB1JIXHjs7AdT28cDaL0R69jCTFWGJwox7PZmv1NEXCntW9eOxYiXiWK57BcCF2/a8invT55xspnoF9QX9cLbPa9sTUquaB8d4YTmUY8SyUE8/ZfPg+oxGaJZ5lIZhrLwKSwwtSPAEa+HgiXWrbCA0X4sSz0rXEftfFFsOFAOC2KzbinVdubulnXnneCFKGgt3LSfEEACLxN2dt4glRqhxTwOYzpRNbhxFPEUogvwhVXggskeFC7EIQ1uUkofNnPAGq+nFV70XmfQ9WfmweSeLg2QwNvEgMAbkK4mkX4YJAVcVWMATtPDGt9Y/aJZsG8Ci7iZyazUMi5d77MASV1YV2BPK5giu2DNU87dIU4hNP03HhuF7T9s8gKmcu5ws2UiHzE4Yqw3a90hxZWbhQARZhPZ4NDk6SRg3FM6RUvNlU20aEbDil4/hMHr/9///Mtz8BdG5jvmhj13j4RZpGslcT1nTebPq1XTsQhyIRX4VyXQ/pnOnPeMZ8qy2b8QTKb1zspDjtGk3duMb6Ypgv2FW/s7m8FZpoCwRnPG3MsCj+har1EZYOBzYMBEKHHsbf3X9kqR/S0qObg4fYnsVqMVyoEQxFRt6f8QyxKbs2rBaUwJ3jPXh2Yg6O6/l9wWEzniYPoqkRgGN5rSmeAPyAId47PlhxoOYQFZJX2/baalXNa/euwol0Ho8dm8Ghs5kymy1A76NFT26b4gkAF6zrw5MnS3kUM1kT/Ynyg2DL8eiMJ1CTeBbs+j2e/H5MCLBhKFGqU8mXDlKDGO8zcHKe3YeKc4ASA9j+YKrGrGQjjLL3TeW8aSX4/SsYEMkPvFslnmv6qHrOD6/D61QkWqdSqXiyP7eaPA0Ab7l0PW64YE1LP3P9+avx8AeuDq1NC6LjiKcn1yOe7E1EBD1sRjxzmZLiya22EJCkyzd/RbcyXEjcXCn/wJheNfGk4UKdbbUFgPFew1cAj0/noMlSGSHbMpJEOmfRE7HEMD1xDsIuwoKK2AKIUivYt7bPt1C2arUFgB1jPciZDk6k8zjFkvganfIGldV6PUr1sHmY3qxes7t2UqgmS749lXekJVpUPAFqO2nGast/f36yrcJsoZ4H2Cadk0b9Hk+A2jozRbuqjoc/l/JScbq5aah4NrigDyV1PHt6Hv/82An86PnSIQiPod9dl3iWP8686aBguVUn57WgyhLWDcbxPJtxOj6Th+sBfTH685xo+zYdoPy6wKy2826sacUTqK5UmS/YNW9GvtW2YNEkQJRmZCIsL6wdiOOf3nUZXr5tGH/wrV/g91d66BDQvcFDAcWzGdtrs9DVBuFCrgvLJQ2v9Rw7xnpQsFwcnszi9BzdvIdZbeuqrI4NGzI0pclwoUHexUwf/2SGJr1Wzrm7RIFUT/FsgWADwDU7V0FXJPzL4yfxwtkMNo+UZwcYqly136xcEwB7rs0Sz36YtounTs4hW7Qxk7P8YLiqHk8gZMaTKZ5OoxlPek/ojakYSuplqbZhh5pjvTGc4VbbwqwfLASwWpIFEM9VTCmvnDetBHebBe/fWZNbbVvbJ63pj+HsfNGvVAkNF1JkmLbLGjICry37/OS85g6OzxWEkKbcfR1HPAknnqFWW1aoKwnalCiUeHpW3t8Mu0zxFEF2VVlCj6FUnUA5jjirLb/gZm2pitxLcIV0h7YbY6woeb5g4fhMHqv7Y2U2i/UDgSSw+BC96ASfq11EEWrLgT+tIqEr2MO87gshnpwAHjqbwanZfMNgIaBcsetf4OZ93WAc333fy3DjhbVPu4KEkV9Qm+mWDPt3MiHhQpXghJATRAQPqOwCTDQ34/navWOQJYK/+v7zZV8Pi7sHqL0nUyvVNiQwIgxDqRJJDJ6APnp0BjFVxnljqdCfG0zoZbVBABZEzF6+bQT/9cwZfPTfnsIrPnEvAGDLKH1vldWpKGGKJyWeGTQXLsRV/lMVdltqh6ofLjSbt/wOuIWq9RGWHkldwWdvPYDffNkmfPmBo7jtCw+XhVutSHRj8BBzoLViQW0GuiIj79W32tIZzyYVT9Yn+NSpOX90oSpcSJGRA/uaWZ4Czte0WphlHeuNQZUJjrIuzylWhVY5uuNKKuSaiqfTcnBTUlfwyh0j+OfHTmCuYFcpnjFVRqGu1bZEPPVmFU8WMPTYsTSemaD3C97Vyh1IVpB4Vq7tz3hWp9mXPTdG2vvjGgYDOR+1xjjG+4xSnYqV84OFXNfDVNYsuy83C75/bqR49sRUSKTUaQoAGXZA36rFl3er84PqsDEUTvYcqcJqy97LeaK39XDoXNFxxLO0oaydauuJmkNkJyI6TP8C5SuegtYcSGg08jnY4ylQ8eSKxLxNqsj9crHa8qLkU7MF1jVZHrgzwIavZ7ImkGDhOMGAIaeIoqe0PHe5EJxLOudmNp936GwWp2YLGG8QLASUEyeuai0E20ZTdedbg5ZVXsbcaqotUB32UztcqELx9G9iRapgEw2qTBrO5G4ZSeKWi9biKw8c9WPngWCqbfl7ImmEz4QC8MOVGlptAzeKdGAD/ujRGexb21vT0jSQ0HyLFodfzt0CMfuta7ZiOKXjcz86jMu2DOG/fudKXLWd9ovx94vf4wmEK56INbXpCn42OWzHRaZo17TaxlSqmMzlSzOeC51PjtAZkCWC/+eXd+DPbtyLBw9P4fpP3VdmM1+x6KbgIUGKp6FKJattjXAh05OaVh+3jCShKRKeOJ7Gabavq1I8VQlZTnbNkPcpI7vN2k9liWBVwJk1lTX9Kriyf1ZSIddJtXXQenDTb129DY5LZ4k3DZcrnjFVRsFtbLV1IDVNeEd7DKzui+GxYzN4moU47WBkX5IIFIlUEM8KxdOj996cXX3/DYJbVPviKgYSGmayJjzPw2zODL23jPfFSnO7gO9onM1bcFyvYSd6GLhFu5FdVpYI+uKaf1AMYEHhQkBp9Onx42mqmocc4CaZimqRirYKRjwdJbyPfanQccSzvuLJ5y3FKp4GTEyy8BrHVzzFkJT+hIaCI5VdCEqBRuIUz4xJyi8+ngcZrpA1243x3lJR8ovTuaousDKbQ5yl0gbstp5dQBHqohDPfWup4snDDVrBQEJDX1zFwTMZnEpXd4+Fgc+SpvTWh8lbQVJTULRdWI7rX1BbDRcCqO0ky04CXddDxrRDazdqE08LcIowoTS9KXjjRWthu55fVQMEbwoVxLNGCi4AFHkSbgPFkycRyxLxFc9s0cZTp+ZwYP1AzZ8bTGqYzVtlVkV+ytuKjbrHUHHXmy7Au6/agr+59QA2DZdOwSWJlDrAwsIfuOLpxZoqTx9hVqSg1ZZblWtZbQkh6ImpmCtYmMmZkAhqBhFFWF646cBa/P3bL0U6b+G6u+7DfQcnG/9Qt6NbgocC6lgzQT/NQldkFHyrbY1wIZc0rXhqioTd4z346bE0JmYL6DGUKreTrkiNFc8WyBhAVVVOdKdqWDu9uopna/Zejm2jKXzi5n1Y0x/zHVccMU1mQkftJF0ALRPe/ev68LNjaTx9ag4pQykTA1RZqpjxrFQ8mdW2geKpKTSMsD+uYf0gDW96ZmIes4Fe6iDGeiuIJ9vf+7OSDfIywsCV8jBXViX646qfWQCUZjxbJZ5c8XzyxFyoag6U7pd0hC6oeGZgER1Kh+3rO5d4hn0wPJ5qKzZcKEZMpFkprc0SZkX1Ww7ENWQriGepO7T9a/YYCmKqjFkT5WW+LBp9uVhtAZpoO5Ozaiqe03zGEyhLtnWtIoqeuiD7a6t4xXmjGEnpuP2KjS3/LCEEm4eTePCFKeQtp2GiLVCy9PYJnpHjVpNs0aZVHFgo8SxZdjOmDc8Lv6jz5+Un2/qdYAXAMWESrelT9/WsM/PYdHnSqyyRqpPMpK74/ZKV4DOejQj+q3aN4u/ffgl2j/fQeHUAj7+YhuN6uHBDf82fGwwJKPAVzxbndw9sGMDv/tL20Mca1xTW48luxCHhQtkmrba6ImMoqZVZbecK1QXflegxFBoulKPBSZX1MhGWLy7aMIBv3Xk5VvUauPVvH8JXHji61A+pM7Dcg4eC6liT85bNQFelgNW2YsbTdQF4sDy56RlPANi/th9PnJjFw0emsXkkWfV9XZGR9Yln2Fyp05LVFqCH/Jx4TmZqK54KnPBDB6ayLqSq5pf3jOHH739FVZiRocooOPWtth4keC2GGh1Y348T6Ty+//QZ7FjVU0aOVJnQIL4GqbbZBoonQO8hAwkNrzhvFIQA//HkBOYK4W6a8T4jVPE864f0tO6q4SSwmY70yowGfoDdqjNsNFWyyQ7XIMuceBY9pcJqm0NRau7QeDHRccRTaiJciIhi72pJ8eRF2Dk+3yVQ8cxVzFvaLNVWETDjSQi1gKRNdmHgFwFGQKVlEC40mtIhEeAhVjUSTLQFqNqnSITaHBJM8QxYbR2zABNqVaeWCPTGVDz0gavxkhp9mI2weTiBFyazIAS46ryRhn+f91CKtiomAlUjWW61XcCMZ1JXMM8uyFwZq2+15TOe3BZFyaPpNa949sZU9MdVHJkqbTB4QEHlaWKqntXW5jOe9ddVZQmXbR5CP7MHAdRmC9BghloYYFag4M2L/3mwjamvMVWusNoGrr3FebiyDquFOPax3hhOpEuK5yw7xKunYvqKZ9Zq6qYeYXlh7UAc33jXZbhy2zA+ePeT+MNvPel3HK5o8OChX/44cPiHyyt4iCuenty0+tgMDDWoeFbMwLI1iy5piZCdv64PRdvFMxPzeN3e8ZA1JeQ8TjzDrLYWLK+1apNVPQYm5grwPK9mmI1Xt8XBbntiMJ/x9MIchWxNl4ksrTzX689fjZShYGKugB0VmQWaIpX3eNYIF7K9xsmrH79pH9718s0YTuk4sL4ff/OjF+C4HjYOVR8mxDUFiVjgsJ7t7/n4ykLChcZ6Y/jq2y7BtftXN/y7/XGt7NA4W7QR1+SWD1UVWcJHrt2N26/YiN97zXmhf4e7iQqVoaFmFkWpuWDAxURnPRoAkt8lV3vGU9gcIuv4MWD6ykS+yF5EQUm6AwkN2Yp5S0cg8QToBTHNP/v8gsfUZKnDTkbCoMgSRlIGHjrCiGeF1ZYQUtrkh1htXauAIpRFUTzPFTxg6Oodo/6f64E/J9F1FDzVLWvaVC3DuSue80wZC1U8mYU4X2m1ZYpcEWpLN+j1gwkcqyCeYZHsKZaCG4Zmezw5gjeiR47OYNtosq4K6HeBBeY8fStqE1afZhHTAh1gQLlVpzgPV6Xvu2Y3emv6YzgxU/rdzuXp76++4qn6M54LTWOO0NlIGSo+d+sBvP2lG/Gl+4/iti8+7B9KrGgQAlz89uUXPBTofGyr4qlIAeJZoT6yfQrt8WxF8aRZCxIBXr93LGTNoOIZbrU13dae56peAwXLxcnZAoq2G35YWM/h59qwWyS7jRDTJNhQQByzpsrqsYT4VshKX1zzOx/5fCeHyju/G4QLOWiciPqybcP+PuiXdq1C1nRw8cYBXH9+OBFc1ZeAw2mOWmG1XWBX9OVbhpoKpgxTPBdyOA8Ab7pkHX7/dTtx+Zah0O/ze2uh0kZtZlAgEfFsCKLUeHMCgToVQaocI55JyfJDQApFsVbb/riGvCvDC7Xaijn5X9VrYKbALjpOuaV4Ocx4ArRPKZ2zYKgSNg4lqr7vp57F+umhQcBqS2c8tUWZ8TxX8EqWZot8feK5SIpnpmD7M5oLVTxzpgPX9eoqnnyOslBptWUziEVoLW1E1g/GcWSqtMGolYxXd8aTW22bJGR9cRXpnAXX9fDYsRlcWGe+E4BvzZqsUDz741pVWfa5IK7JdXo85+Ew4tkswV47QHvHPLaxKSmetd8fPTFqaeZW2wjdCVki+MBrd+JP37AHD7xAQ4eOTIZs9FciRnYsr+AhHvZIlLYGl2iyBIsocCFVz3iyNa0WUm0Behg22qPj8i1DGOmpHllRZYICYdedEOLp+d2hze8ZeJ7GL07QLIFK2ysQVDxrEM8WLa+NEFPlUl9pqLjjwGXuvlbXvf2Kjfjta7bhNXvKiX1pxrNGuFAgpKoVgnT9+atxw/mr8X9u2V9TRRzrNWCB/Y4DxFOWSOhBczvRn6AHzfw+mCnaLXd4Ngt+b807Cv19usxNYmZRIItTpdIKOuvRIKh41g4XgiAlEJIEKAZ6Vdu32uZN0YqnCgsKPLuaeKqqmOc52mNgyieedN0iU62Wg9UWKFVZfOTa3aFKSn+cKZ6SBMQHgVyQeJowFynV9lxx6aZBPPbBa3Dh+tqWzCCMRSKefMYzUywpngupp+EX4rmCFVA8Q3o8tUriyRVPTjzVlqxX6wcTOJnO09kT1O4Cq5dqW7QdyBJpOlijP64hw0KF5gs2DjR4TUuKZ+lGPZMz265mG1VW2/JwIZsTzxYUz6Lt+rM0zc14qpjlimdEPLset1y0Dl+5/RLMZE1ce9d9+MmhKHQIwPIKHmJ7NLfNewZCCHRFhiUZdIa/bM1A+E0Lm2lCCL70Gxfjz27cV/P7mqLAlGLhVlvHhuNJUFsI+uFhgL84SV05oTOFtVRAwK9waadapasyLLD7dA2y6zJhp1WyYqgy3vPKrVXXeVUm5T2eVTOevJZH9keFmsFgUsef37LfT1IPw2iPUXq+rE5lKkNdNe08vA3DQFyD5Xj+wXW2aLfc4dksuAMq5/LXlu0ZzCzyxIgUz0aQlSZmPAXNWwIAFAMpxUY6ZyFvOnA52RWkeA4l6fxU8Plyq60o9XGs16DdoUCJeFp0fVH23nbjw7+yCx987Q7cVKNrciARiLKOD5UpnrAKi9Lj2S70tjDzxi2prfQ8LgScMFLiycKFFkDk96+jFqjvP30moHiG9XjWJ54FV2lN8RyIw/WA48wSms6FJ+MldQWm46LI5jmDMG23pQs6J4zfe/o0AOBAnWAhgBJVQspnPKcy7Sdm8SqrbZB4ZmAp1FHQ7EaEh30dZ4XXvuJZxx7cG6PEUwSxjtCZuGTTIL515xUYSem49fMP4asPRqFDPpZD8BBXzAQcVhuqDEvSQsKFSiSl1QqX81b11E2G1xUZRSlWU/G0Ibd0uMkTUEvEM0TxbNDiYLVQ4dIMYqpcCtypSTy54tkeYqbKEqxguJBdSTxLhwntJkiregJdnszRWGvett3g9zGebJstOsIUT0OlanHGqThUMLPINRkMuJjorEcDQK5rtWV1KiLtoGoMKZlavmZyJiSwk0ZBZJefyBDX8k81eYWLKogEjvYYVXYL0+JW2457S4Tikk2DeNtLN9W0+JT56xMVxNMxabhQh30Y2wFO0ETbFZNBq61pQ1ekBUXqH1jfj/WDcfzTo8f99NiwOhU/1dbkrgdOPOnpdCt1KgCwYYiefh6dphubWoonV1/nQ1TPYqvEkxHb7z19GkNJDesqZpMrwe1AU1kTD74whQv+6B48fyaD/jYfKpSstuGptpbCZjybfK487OtF9rudy1tQJFJ3BrgnpsK0XViOJ/zQJELnYN1gHN+44zJcsXUIH/jmk/jwv/4iCh3i6PTgIYGH8roiwSRGzXAhp80VLnzNWsTT79Rs4XrPq6WeOsmtttX35HotDp4jYMazjHiGizsuWg8XqoeqcKE6ime7XWijPXrp+fqptuaCEm1bBb+PcQFkXqDVFqCHt1mbvWac3JsZ5BBZbRuivtVW3AmbDzXmz3jO5EzIYDdBQYrnaI8By1NA4PkfQJfPeAqy2o73GbArTr2KFltzmSiejdCfoB2ItuNS4hmw2sJeXopnK1jTF8cSYjl4AAAgAElEQVSa/hj2rult/JfPAYmg4ll0Fjw0TwjBjReswf0vTPnl0/XqVAo2T7UtDxfKeWpLGxFeqfLC2Sxc18NcoVa4UIlgV6JouS1d0Ln9+ckTc7hwfX9Tc1H8AOWfHj2O6awpJHzHUGVK6Gv0eJpya4rn6hDFsyckMTiIl28f9v8s2iYeobPQY6j4/Fsvwu1XbMQX7juC3/jSI749e8Wjk4OHBCueJtFDFE/eHSpBa2OgEUBn2IvECCeejg2rxcNNXZHRH1dxcrYAQsK7l0kdq63nWiy4qb2JwWYDxdNhIstCalzC4M941rTailM8R3sNWF651fb0bGFxFM84VzxL3d0L3Sc1g56YigwnngGrbc7TGnaNLzY6jngqamPFUxKpeCoxJCQL6byJdM6CxImnoBnPwYQGt2LAnM94iip93b4qVbJ4sDVNNsvaaUWzC8VAXIXnMZtfhdWWOCbMRerxXGz0xlX8+P2vwN41fULXCVpts6a9oERbjlftWgUA+O9nz0KRSGjNDb8h+YpnRbhQwVOhtmC9GkxoGO3R8cTxNOYLtD80LFyIv0e4nTgI03FbuqAHCdWBBsFCHGsH4njs2AzuYfZcIHwDcy6IazJNCw7t8ZxHkRPPJjcicU3BYELziWetnrUgdo33YidLQxR5KhyhMyFLBL//up342A178JODk7jhUz/B0akodMhHJwYPCSSeuiKhCC0kXIgloHoiFE8ZBWLUqFOxF0QCeTvCGy9aG3qvIGHjDXxJh9l720jGNEWC5TWw2kKGKpO2BUb5M561nqtrwyMS0ESqbatY1RPo8lQNHDqbwcRcAeevE7s/AgIZDQHiKVrxnLe44lkinlnPaNshQrvQWY8GgKItYZ0KAKgG4pKFmUrFU5DVVpIIdJ3NHbg8SZe+UVVFjOVMV2RsGGEfPEbwzS5TPAeSgQ7ExBBQSPvPVXKKKEJdFuFCnQpZIoipMrJFG3nTOSfiuX4wDkKAE+k8UkZ4QqIkERqzb9ea8Wyt74wQgv1r+/CzF9P+DGKYPdmfLQ2Z8SzaTosznqXP8wVNhkXd8fItOD1XRDpn4QoWpd5uRTCuKTQgqkaPZ7FFxRMA1gzE/fnZ2bwVap+uxBdvuwg3nL8al25aWOdthOWPX714Hb58+yWYzBRx7V334YEXphr/0EpBpwUPCVY8i0QH7PBUWwdSyzOejdeUkEcNxdOjJLDVuUfu5PjAa3eG/4UG4UIO5LYqu5oiNbTaOkRqK1GpqlMJ6fH02P5axIynr/CqcXzvKXqA+8odo21dJwz+jOciWW17DAVznHg6Fj2ksfPIeHpktW0EhZ2KeJUDyAD7IBLILURat/4AYjBgwrRdnEoXAlZbcb+qmMGIJ7sQ5E2xFS4AsHWMbnznc3RzaPrhQt0xX8UDWKazJk21BYAc3cRIrgkTyyPVtpORNBSmeDqIawu/oBqqjPFeas8Ms9kG/17BVzwZSWLEM++qLYULAcD+tf04MpXDYaashKlyPvEMUTwXarXVFAm7V/c0+NsUF28cwC/vWYWkruBPb9yLbaNJ7Fvb3tPamCqjYLkB5wXbGNhFwCmiQOhr04q6u6Y/VjbjGaYmV2Kkx8Cf37I/Chda4XjJ5kHcfcflGExoePPfPIivP3RsqR9SZ6FTgof8zA0xM56Feopni/OWza0pI0fCZzyJ6yzICvqpX7sAT3zoVTUJh1QnTNNzLFrh0k7FU5Yahgs5kKG2e826PZ6lJN12W0L74ipswn7HioHvPX0aO8Z6sLpOEm67kNIVKBLBdNaE5bgwbVeo1bY3pmLWZHsgp+i/j+ddPUq1bQRFoxtKpybxlCG1sTOqCmoMOujG6/BUNmC1FUdS4nH2IWAXgnyRV7iIW/O81ZSMPXuCkrES8ewOMjYQPG1KsPkxZreVXbNrZzwXE7Tj0kGuDTHhPOwnrEqFgxMkACWrLbNFFbzWEgcB+HabHz5HN21hxDNWR/GkVtvm1zRUGYYqYd+a3pZusJ+4aT/+/T0vxeq+GL77vitx0YbmbLrNwq+q4bMw/ESaBTflJfratLIB2jqSxLHpHLJFu2niGSECx4ahBL555+W4bMsQfu+fn8BH/vUpOG4HVoosFToheMh3oLX/s60rMvJeGPHkM55ySz2eza0pIefpNcOFqOLZ2ppxTal7mErYeINX2W0J0AqXNs94aorUYMbTYSprmxVP26NCCpGrezw911c8w8ZszgWEEH+vkIOGR4/O4OodI21do97avMszyypVRM94zvpWW7OMeEaKZwNwxTOUeHoObK/1GO2WoBrQPLr24bNZGHx/KFB9TMTKiSe32opUWTczxfOF02kAgNVtiicjnlPcagvQgCHXgeTZML3uTLVdTCR1BZmCdc6KJwBsYGE/9YinoUp0FhGostrmnNYVzz2reyER4N5nzwBAaJ1KqcalOmmzaLU24wkAr90zjpsuXNvSz8Q0GesG6yfgngu4TTrnR7GzE2kW3MSJZyske++aXrge8NSpOcwVwhODI0Sohx5Dxd++9QBuu3wD/va+w7j9Sw/7Xb8RsPTBQ9xqKyAXwlAl5D29JvF0ILV8vW8EXZGQRciMp+uCwIPjtU48G4G3ONhm9X7Xr3BpZ49nE1bbhRDselAVic54AjRHIGTGk1e4tNLj2SwktleYLMhwPWDXeHNuo3ZgIE7DAXmXZ0q04sk5vRMRz5agawpsT4Jjh4cLuZAgiySeSgyqyxTPySwSGltLoPqYTNCNXTZPbxh5U7ziqWnU3juXoXa4AltTU7tjg8jn6WayJg0XAqjiyW5klqS1PZxgpSGhy8gWHeRMG4lzVI83DnHi2cBqW0U8KTnKekrLr2dCV7BrvBeHzta22lbVuARQtB3oLZ7QfuLmfbj5otaIp2j4z9Fidih+Ip2fBgBkCatTaeH3u3s1TVV+nM3Q1uvwjBChFhRZwh++fhc+ev1u/Ph5Gjp0bCrX+AdXEqqCh65anOAhTlxEKZ5Q6yqe7Q5M0RUZGTdE8WTZG+0mgQD8ig+bHaCWr0vVx3YrnqVwodpzpe20ZqoygWkHnEohPZ4uoyIixABJparyZJH+22O94m22HP0JFTNZyyeeQhVPQ0XBf22L/gHKrKNHqbaNoMkSbMhwrHCrrS2aeKoGZJcSwIm5AhIqJ57iflU9zGo7PUffKMVFmPHkN4v5LL2JT6Tpf/uTtQuWlxN0RUZSVzCdtcqttmwznZHF1o2sBCR1FfNFGznTQewcFc/1TSmeckDxLE+1zbsL24i8evcq/8/hM5703wwPF3I7Li1uIeBW27zFujz5xmD6MABgUh2DIhFILVx3R1IGxnoNPHxkGpbjRYpnhHPCr12yHn93+8U4M1/EtXf9GA9GoUPlKAsemmTBQ58RGzzktwwImPFUJWRdrTpcyKMEhvZ4tr9OJePpdNMeJGWBCpd2K575xBoAgDd1uPqbrg3ba+8sK53x5M6WkD22Y9GqGhEzngC9vyyy4smbMs4WOPFcvD3uQELDdJnVVtyeviemwAS7zwastrOuFimejaCr1Arghiqe1AYglnjGITslq4omsQu3QBLYk6Sb7unZDDzPKxFPgYonV4yyeXphn0jTN6nWJVZbgJ42TWeLQKyfHhzkJoEcJZ45efHsFt2KpC4jU7TojOc5K55U9a+njMVUGUUrYNkByq22C7guvHbPmP/nsLApvY7iadqukBvlYsO32vIuT654Tr8AADgjjy/oxrVndS9+/Dydq+6JdUdadoSlw2Wbh3D3nZejP6HhzZ9/EP/wcBQ6VIWy4KH/JTZ4SPCMZ9atPePpoL3Jq3RNCfMuIyVB1dNfs/0qK4n1YtLrAaYPVX/TT7Vts+21rtWWjrO11WpbRjy1EOLp+MRThOKpG1TYeeqsBUUiGFyEDk+O/riGmayJTJHuH0TXqZRs1KVwoZxnROFCjaArMmzIcCsjlwF4bNharNXWALELuPUl6wEAA3H2QgpUPHuTdNM9k8lSSd7jSboiiScbuM7RC/tppngKXXORMRDXMJ2z6KxsbIBG0LNk27wivsep25E0FMwXbOQsB/FzvKCuHYjDUCUMp2rfFMJnPKlLIOssLIlvA7P41gK3oRbtkBlPu7VwoU5FgqnVmYJdPoMzdQjoWY2st7AT071repFlhH0wsXg3+wjdi41DCXzzjstx6aZBvP8bT+Cj/xaFDlVhsYKHOPEUNOOZdRXALgBu4NobJJ5tvvYaqow5l91XrICdmym7Iqy2qizhiLcKEjvkC4J4jhj1sUGqbbvXpMSTfUaVMOJJCbYsESHjT7w14qHjeYz2GGL5QwUGWLgQn01PNlErtlD0GGr5oYJFiWcWnUc8O+4YmlttpbB4adehiqfgVFvimPjI63fg1pesx/hjDwOTEh3kF4QUn/HMFZDOWcK7QwH4G3fHsTBfsDAxmxO/5iJjIKFhMsMucokhZrWdAQAU1Yh4niuSuoo0K8g+V8VTV2R8+39cUXf+IqYFZjwlmR4G2XkABHlHgrrAG8o/vONSHJ/Jh35PlQkkgtK6AbTa49mpGGJk/2ymQK8LvtX2EDCwiSq7C3ieN1ywBpMZEzvHevCK8xYnSTBC96M3puILv34R/ujbT+FzPzqMQ2ez+Ms37q87H77iwIOHNlwB/NPtNHjokncCV3+Y2nLbAUYCZQHEk85baoAMSj61eNma7Vbl6JoSZhydyjGhiqfUco9nM2se9UaxP/189Td5tUlb1UcCu57V1rXZ77Z9z1NVSClcqIbi6UAWFvbIwzuPZ4GxdYs7StYf1+B6wMk03V8kznEkqR5W98dQ9K22RQCU7OeiHs/G0FVqBQiz2nquDceTILf5w18Ghb0x7QK2jKQQV4hwMsZPZHKFfDnxFJhqyxVPFTZeOJvFfI4pzF2kePYnaKIYADrnmZvyFc+iFhHPc0UyMK8Qb0M1zZaRVN3he0MJzHgCJdVTMWC73oJv0JdsGsQbLlwT+j1CCGKqXCNcqLUez07FCCOeZ+aK5eFCU4eAwc0wnYU9z/G+GD70K7tw80Vru+L3FKFzoMgSPnztbvzRdbvx38+dxRv++id+b2yEAEQGDwlUPHVFQsZlm+ig3TZAAtt96KcrMmYddk8JJtsyEcSC0nayq8oSDruroGQnALP8/Ut4qm0b16T1IjX6NAFf8WxroBGz2nqeV36wGVjTgSxsbIXvrwuejlWLON8JlNoVXpym72GRVtu1/XE/NDRote1ExbOzHg3om/Ss1wt9ttp64FtthSqe7GSNX+w8R6jNFgBkNq9WyOcxkzMXpTuUE08NNh46PB1Yc/FsCKLBo6wBAPFB32rrgsDWonChc8WqgDp5rnUqzcDQ5PJaE594arAcT1hKsaHKNcOFOi0tbiFI6gpiqowz80VATwGFWeoMyE8DA5thdkmIUoTuw1suXY8v3XYxJmYLuPau+/DwkemlfkidBz946BvtDR5iFlQiIBdCUyQUUN/2KkLxzHhsJKCG4tnuDbzGrLYAgJnygCHi8TqV9u7JiE88w3s8211ZqMoSPA/UEh+qeNpwQITdYwirrClAw3jf4iXaAlT8AIAXZ+h7WGSqrSQRbBylNYlwLP/wJAej4w5+O+vRgIZ5/Le7H6nJn9KLZABewAsuDNyGwomn64hXARkJLBQLSOeDiqd4q60KGw8enl4ce+8iYyCpIW85VK3iVtvcNLIkAV3XlvrhLXu8fl8pmKfdCYNhMBS53PLK3sOeYsBy3bbboPx1VRl5s3zG0/O8BVtQOw2EEIz06JR49q4B0i/6wUIY3MyU3e65LkToLlyxlYYO9cVUvOlzD+AfH3lxqR9SZ2Lr1e0NHmKETBIQLqTKBAVOAu1ALykjno6AeUtdlZD1aocLibD3qoqEw5x4TpUHDEkum/Fsd2pwXeJpw4LU1kNc/juzHK9GjyerjWkzwfbBnm8eGlb1LLLiGadrH5vOQVPaP5dcic1jAwAA16KKpycpMKG0/z10jui4XZMmS7jHuQDEc4Hnv1v2Pc9ZhFRbhZ2I8Iud54onY+yDUSgWMZszF3XGU4GDhw5PQSaLQHYXGfxDP50zqdW2kAYyE5glPTCijfQ5Q1dkfO7WAwCALSNJ4evFNKmCeLINj6LD89D2TQGHoUpViiefWem0k8SFYiSl48xcAehbB8weB6YY8RzYtGCrbYQIi4VNw0l8847LcfHGAfzPf/o5PvbvT0ehQ2FoZ/AQ67cUoXiqsoQ8VzzDSKCAahNdkZEFIybBXk2f7EoLCrCrB02mM54AypNtXRcELhyv/YSMK4CLNuPJ/i3TcVlqerjVVhU1WiZrcIgMG8qiVqkAVPwAgOPTeaE2W45tq2ln/cz8HFDMwFXiAEjHHZB31qMBPXV60tuIvDECPPvvZd+jiqfUVhtAFVihb7niKfjXxDbQZrGAmZxVsr0K7fGkHwJDsjFXsLGml12Mukjx5DaHmaxJN9QAcOKnSCPpdxdGODdcs3MUz3/0Ndg1Lt66bCgybNcrRbPPnwIAOLtuAiBOdTVUGYWKGU+ecttpF/SFYiRl4Ox8EehdSwObjv2EjhgMbELRcqBHVtsIHY7euIov3nYx3nLpenzmhy/gN7/8iF/cHiEAHjz0jnuBxAgNHvrO+wGr0Ogny8HDhZT2b6hVWcKER9UbzAYUbIGptroi4bTHrIrpo1VrtnveEgA0hSCDOIqxEWAyEDDkBZJ027ympSRQJAY9YKyEa1HFs417Xv46WY7LeqIrGisY8RTmmjr/zXh834cA0ACexQQXP0zHFdrhybFj9QBmvCTmTx8B0sdgxqma3mkHx531aMA3cgQTw5cBR+4rn0NgqbatFJm3jPgg/e/8BP3vYiieMXqxM4qTSOcsjCnzgJrwyaEQEAIYfRj00gCAt11O62O6SfEcZMRzKmsCw9vpF+eOY9pLhXY2RlgYRCmNleCHBb7que9XgfPfjPwV7wcAYTMisZAZT94n2g09ngAwnGJW27619AvPfw8Y2AQoeqR4Rlg2UGUJf3Tdbnzk2l34wbNncWMUOlQb5xo8xJRARUC4kKZIOOSN0/9z9pmqNUV0auqqhAzisJNjwNnnAmuKTLWl949ManPF8wys2e4KF0XBhLaufD1/XQeWJ7WVBJasti7d62bOlP8FVhvTTrJbhuHt2PW6O/GXb9yPPasXN9sjpslIsQqVXLE6J6Ld2Drag4PeOJTp54HJZ5Ht2QwgIp4NwX9BZ1I7abjF3An/e55jwxWteI7uov+deJwvKp6MJYYwpwxivXkQ6ZyJ3dJRYNVu8UE/q/bgVQOn8cHX7sB5o6zPsFsVz6Ht/ten3RQMtePe+hEagJM8P9n2+k8D194Fy6WfE1HXBUOtCDUCrVIBukjx7NGRKdrIx9nc7uwxYPg8AOiaWdYIKwe3vmQDvnjbRTiRzuO6u+7DI1HoUDjOJXjIteF4REidiiZLyMGAlVoDnH22bE0Abe+aBEoEqdi/rYIEUkuxJyk0FbaN4KRkJrGJPk/+exeqsko4oawr/71yuDZsT2qr7dUnnrZH97XzJ8tni11HCKkPQldkXLt/ddtfv2bwFzfvBwBcsmlA+FqaIuGYtBaD2YPAzBFkUpsAdN4+pbMeDUonQKfj2+gXTj1e+iaLepZEvnmMHnrSz9d1xafaAsBk6jxsdQ9jcj6Prd4RYGyf8DUxtg9D2YN422Vr/ZNE4bbiRQRXPKezJqAngV5qt510E4h1iVK1ksBfs2IFCbSZ9VZkqm1lnYrZhVZbADgrBfo2mUvA7JLamAgrCy/dOoxv3nE5UoaCN33uQXzj0RBrYQSKhQQP+T2T7d+PcbJi9m8NVQI9orQ964OvWejdAkw+B7jsPuPvjdpPsPnc31ljA00h5UJL0FIsgHi+qKyjaxXmyr/p2rC89tpey2Y8+b52onxf77Q50KiTcDUbR/o/t5y/KOtNaOsQczKA52I2QYlnp92/O+vRoLSRm4htoYTv1M9L3xTtBecY21da13MWRQWc7duFLeQEiieeQBz5RSOecIr0IstmCrpJ8ewxVEgEpUoVtpGeciOr7XIEV6nLujwRCPpZxHCh7pvxpAmSE2YM0FhQFFc8I6tthGWKLSNJ3H3n5TiwoR+/84+P40++8wzcKHQoHK0GD7GeSRH7MU5W8r1b6ewjJ39snyIJSOnka2Z7t9IKFz5b6veVtj9EKckUz1PaBvoFTrLZ8/WI0vbRMk2WcERiIxWTz5V/07Wp1baNa2pBq+2qvfSLFft6G+2tcOk0qLL4RFuO6dgG/88ziY0AOm+f0vDREEIMQshDhJDHCSG/IIR8mH19gBByDyHkefbf/nY8IP4mzbo6MLi1TPH0mA1AqOIJ0A9H+ijtsnPdRZl7LAzugkw8XGP9V+kxiAYnt6d+HjjV6x5CJkkE/XGNzngCPvGcQVJon1IEMeCKZ6GCeNoO3UguTbhQd3xeRnoo8TyTYQFDgP95KVpRj2eE5Yu+uIYv/cbFeNMl6/Dp/z6E3/zKo8hGoUPhaCF4iLYMiJnN43ON2d4ttGGAh/3wChcBJJArnnwuzreicuIpQPHUFWqlPSavLV/TofZeEfsxTZFwmPD1KuY8/RlPEXUqLhDrA/rWVzsZvfanFK9UzCXp+9cDwd0vxiEReg3sJDTzShcBvMLzvH0A9gN4NSHkUgC/B+D7nudtBfB99v/P/QFJBKpMSrL8qUpJXhY3hMzBCdmjX6SlvotgtXUZ0bxB/hEcSfXVBqEY3AKoceDZfwNefJB+rYsUTwDoi6uYy7OLOPudzngpf7YiwvIBV6krba82s0SJunHRcKFyey+32naLEsittqfnWJcnCD34Q6R4Rlj+UGUJH71uNz70+p34/tOn8Ya//glOpPNL/bA6F00ED7mOOKstP+jK9GyhX/jpV4BnvwOc+CkACJkr5fePeTYXV1IfueIpZs+QMhScdZJAfIhWCD7zb8DB79FvCiC7mizhuDtME2ariKcNs93hQsFUWyBkX+8IU85XIryeNchDRzY2jrufnMbv/tJ2DCX1pX5YZWi4m/AoMuz/qux/HoBrAXyJff1LAK5r14PSFZnOca2+gA4in30WcGwo2QlkYUD4wcj4+bTn8nsfAo7dT2c+BcMYWo9T3gAGSAb5ob2AsggnFJIMrL4QePpfgfs/SS12iWHx6y4iemMq0nmmeK6/DLYxiGe9NeiJiOeyAyee1SSQKp6iwgkMVaoiu9zu2y0hVf1xFUldwdGpLLD+MmDDFYAWBxDNeEboDhBC8OuXb8QXbrsYJ9J5XPvJH+PRozNL/bA6F42Ch9LHkIUhZDaPk8C51BYgNgD86BPA194I/OwrmJf7YctxAWsye6/SS+vXDjH3WZpabi050fY1AWq3zRRtes194V7g628C/uXdAICM3NP29TRFQtElwKo9wKEflF7P+QnALmLe1dscLsRmPNl9GqsvoILO9Au0WmX+FHIwxAtKKwR9CR1PeJvxrLINq/tieNeVm5f6IVWhqd03IUQG8CiALQDu8jzvQULIqOd5pwDA87xThJCRuv9IC9AVCabjALtvBO75A3qx2/RyqNkJfMt5I24U/QaNDwD/41EgN0Uver1rxK4HoDeu4/XFj2IVmcJXbrlF+Ho+3vhVegFQYkD/+lKPaZegL67hzDyzCQ1uxiM3P4wjn30AKaP9Vp0IYuHPeC6J4unA8zw/FW86S7vI+jvMwrJQEEKweSSJg2cywLW/Dbz0twFQW3POtKPPS4SuwZXbhvHNOy7D7V96BL/62QfwpzfuwfXni7/HL1vw4KFv3UGDhw5+D7jy/ZAOfhffcl4PQwjxpNfZAokBv/MMMHMUsLKAlsQffncaONH+ihx+/7AdF9j/ZuDePwamDgEPfw4ntQ14Ud3Q9jUBGjCUKdjArV8A5j8KZGmo08e/fwT3HxdDPE3HBc7/NeDb7wOOPwysvRh45G/hAfgX5yW4ro2HuHql4rn3jcB/fRR44NPA+H4gN4V74i8Xmmq7ktCf0HBb8XewXenF+p74kiT5NkJTVwzP8xzP8/YDWAPgYkLI7mYXIIS8gxDyCCHkkbNnG6SkMWiKRBXP5DCw52bg8a8B934MxeQa3OMeEK94AvTEa/x8SsYWYe6xL65iEr140diOvsG2cfjGMHrp8xw5r+tIJwD0xVSkc5b//+cL1DYTWW2XH/xU24qgH0twqq2uyvC8UogRAExlqIo+2GEWlnPBlmFGPAM4dDYD1wO2jiSX6FFFiNB+bBlJ4e47LscF6/vwvn94HP/7P6LQobqoDB76m6sBScaX7WvEWG0ZWTEdF1B0YHgb3acMbUXBU4TMnJfNIl5wKx07+sbbgIkncE/qeqiC5vlThkL3JZJERY7x84Hx83FM2QBNQAiiJkt0VGTPzYCWAr77QeAHfww8/Hm4W1+FI95YWw9xy36vANAzBuy5Cfjpl4F7PwaM7MQDZH/XptouNvrjGrKI4ckzNsZ6O3NP39Ir7XleGsC9AF4N4DQhZAwA2H/P1PiZz3qed8DzvAPDw83ZOHVF8sM78JI7ARDg7DOY2HsHXEiQu1CS741RRWHjkBg7x0pFT0zFbBnxpH+OFJzlh1oznhYLF1IFpeL5oUZmgHhmTagy6SrL9paRJM7MFzFXKH1enjs9DwDYviq1VA8rQgQh6E9o+LvfuAS/evFafOreQ3jXV6PQoboIBg+tvgC5vbdiAoNCLJJaJVkJwLRdIe6WUu2HR8nR+b8GnHwM6N+AHxpXCRs3SOoq5kPed5bjCiP1pu3SirlL3kHzPf77T4HiPKxL3wMAba2qqSKeAHDFbwGJIcA2gav+X5iOJ+z+vdLQH6d7W9NxsbrPWOJHE45mUm2HCSF97M8xAFcDeAbAvwB4K/trbwXwrXY9KEOVS6rG6E7gAyeBP5zB6a2/CgCQO1A6PleosoSUrmBTRDzbitKFP+cAACAASURBVL44vajzrsdI8Vy+qJVqy29oqqCNQWm2tLTuVKaIwYTekTaWhWILUzUPBVTP505noMoEGwaj61KE7oOmSPjj6/fgD163E/c8dRo3ffp+nIxCh+qDBQ9Nv+yjAMSkiYeSFQbT8YSQwDKrLQD8yv8HfGgWeO/jyHqasFGOlKEgU7Sqvi5qtt4nngDwyj+gz/FDs8Dvn0Fx/BIAaGu1id/J6gQcBcPbgd96AvjdZ4Edr4ftulG4UJvQnyiN/4z3LV/FcwzADwghPwfwMIB7PM/7NoA/AXANIeR5ANew/98W6IqEglV9wXGYFabdxcGdgj+7aS/uuKrzBoGXM/qYkjzHCGdJ8YyI53KDr3hWXBv8OhVB14Ww2dKpjImBRHfMd3Jw4hm02z43MY9NQ8koXChC14IQgt+4YiM+/+sX4cXpHH7lk/fhsWNR6FAj2K64UDc/CdWutj+btiPealu1prhKKX/Gs3JNR4yyqykSiiHPESiR7nau66vXdviadF0vstq2CcHcibHlSjw9z/u553nne5631/O83Z7nfYR9fcrzvFd6nreV/Xe6XQ9KV+SqOS6g+4nnq3ePYctIZGlrJ3qZ7SCdozN58wUbmiJ1Tf/iSgIPKaipeAoMFwIqFM+sicFkdxHPtf0xaLKEg2dLxPPZ0/PYFtlsI6wAXLV9BP98x2WIazLe+NkH8K2fnVjqh9TR4CRFSI+nb3utJiuWIMVTCVptF2lNoDTj6Xnl64oiuzqb8axcDygdJrS3ToX+W8U6xNNyoq7odqE/URojW7ZW26WArtZQPL3uJp4R2o++GCUHs6zLc65gd9Vc3kqCJBHmhqgx4ynoxhU2WzqVLXZcN9a5QpElrB+M4/DZLAAgU7RxfCaP7aNRsFCElYGtoyncfeflOH9tH9779Z/h4//5bBQ6VAOl6664Hs/aM57i1rRDya6YNQFap2K7XhUxswT1J2t+ymwYwWaHuG08TKg1IhOE7XrCHEsrDXzPC6A7woUWC1TxDLPa0q9FxDNCs/AVT0Y85wtWFCy0jBHT5KobGK9TETUj4s94Bg7DpjImBrvMagsAwykdU1nqDjg6RQnopuGIeEZYORhIaPjy7ZfglgNr8ckfHMQdX30MOTMKHaqESKdJQ9urEMVz8QONACCl04Pw+Qq7rSlIBSxLDK6AP7bSxntpaUSmDvGMrLZtg6ZISOoK+uIqEnpniiwd+UobqoRiyJuUf06ik5EIzYKnBc/5xNOO5juXMQxFrrqB8aAEUVYdPuPJrbY500bOdDDQZVZbgNbDTDPiyWuIum2WNUKERtAUCX/yhj344Gt34LtPTeCmT9+PU7NR6FAQpQM/kcQzXJXTBIzKcEUzbE1TkPoIlBL2MxXJtpbtCSX1Zoi4I+I11RUJEqmveFquOEV5JaI/oXas2gl0KPFspHhKXZQkGUEseLgQ30RTxTMinssVVPGsCBcSMJdSuSYAFJjVlnd4DiW6y2oLAIMJDZOZIoDSZ6YvHjkEIqw8EELwtpduwuffehGOTtHQoZ+9mF7qh9UxEFlj5c94huwDi4KsttxeGqZ4ipxBTPqKZ3myrSiy6yueocSz/UF9hBDEVLmqBo3DcT14nphZ4ZWKLcNJ7BrvWeqHURMd+UobavUcFyB+gxmh+9BbRTxtpPRoI71coStSleIpIokvCD6jwq1QXBHstnAhgBLP+YKNou0gnafPMzgzEiHCSsNV59HQIUOVcMtn7se/PH5yqR9SR6Bky2z/dZcQAk2WaoQLuX7QXDshSQSyRBbdaptkB+GVybai1tTqKZ6CEuJjWrVTiYP/vqN9ffvwmbccwMdu2LPUD6MmOpJ41lY86YciUjwjNAtFpn732chq2xUIm/E0/ZN3MZez1X0xjKR0/McvJgDQYCGA2lK7Dfw5TWfNSPGMEIFh22gKd99xOfat6cN7vvZT/Pk9z6340CFL8Gy9KpPQCg5RNSP+moucausrnsWQGU+RimcNUg+0/xDXUGsTT5G1PCsVmiIJ+4y0Ax35yAxVqlunEs14RmgFvTHVV2+icKHlDUMJCRcSfGKqyBJuPrAW9z57BifSeUwyq203hgtxFXcqY2I2b0FXJD8cIkKElYzBpI6vvO0S3HThGvzV95/Hu7/2WE374EqALfjAT1WkcNurwE5NVQ5fUyTZ7eEznhWKJ7X3tv+epjdjtW3zujG1+r7trymwlidCZ6IjX2ldkWE5nk80Obq9xzOCGPTFVczmLDiuh6zpoCcWKZ7LFWEznqJ7PAHglovWwgPwz48e92c8u9VqC9Ce0nTOjNTOCBEC0BQJ//vGvfjAL+/Ad56cwM2fuR8Ts4WlflhLAtEWSVWWQjs1TceFKkh9DCOenucJI4FAyWpbNeMpKL23GcWz3SQwptWe8RRZyxOhM9GZxJOlSFaqnhHxjLAQ9MZUzOYt/0QxUjyXLwy1esZzMW5cawfiWDcQx8GzGUxni4ipMuJa9x1gcKvtVKaI2bwVzXdGiFABQgje/rJN+JtbD+CFsxn8yid/jJ8fX3mhQ6IP/LSaJNATqHgSWHY52bVZ+I2o55nQyzMEOCxBKqsm0/XqzXi2+15a32orLh05QmeiI19pg53IVCobjhcRzwitoy+uIp23MMdOFKMZz+ULI8SyY7suFImACJ79HkhomMqYtMOzC9VOoKTi8hnP3kjxjBAhFK/cMYpv3HEZNEXCTZ++H9/++coKHRJFUjjovGX5HpCrdKLmLVVZ8mdXOSzBa+qKDEOV/P0JALiuJ2yutF6qrShxJ6bKyFvV6wHiAo0idC46knjqbKYoUjwjtAO9MQ3pnOWfKPZExHPZIox4Wo63KIl4gwkdk5kiJrNmV853ArTMXJUJJtmMJ68jihAhQjXOW9WDu++8HHtW9+Ldf/9T/MU9z8HzVkbokGilKsz2yt0tYmc8y18/roCKHOUYiGuYyZWIJye/QhRP32pbrUCKUrFjquzXkS3WmhE6Fx35SvuF7ZWKJyeeUapthBbQG1MxV6Z4Rpvp5QoaUlB9Ir0YN62hpIaprImpTLErE20BaiMcTOiYyhSRzlnRjGeECA0wlNTx1bdfgjdcsAZ/+f3n8e6v/bRmkEo3QWSPJ8BmPCtsr1ylE6qyViiBRUbQRM2VAkBfXMMMq+kCSs9TRG1M3ToVUeFCmoycZYd+L6pJXHnoSOlHVxoontEbNEIL6IurMB0XJ9N5AEB/vDvVqpWA8BnPxSGeg0m6OZAIsHOsc8uZzxWDjGCn8yb6os9KhAgNoSsyPn7TXmwbTeJP/uMZvDidw+duPYDRHmOpH5owlNLEFy/VtmR7FZO0rcqSr+SW1qT7Tl3gPaY/oWImVyKepdwCcYpnWGWhqHAhQ5WRN8OttqLWjNC56MhXOlI8I7QT3C54ZDILgM7qRVieiKkyHNcr25DYjrco8yGDCR226+H0XPcqngD9fJxM51GwXPRGVtsIEZoCIQS/eeVmfPYtB3DwDA0deuL47FI/LGEQrVTpslSlyolWPJWQJF2ugKqKuHtMf1zze5OB0vMUMuNZT/EUNLdbv04lSrVdaehI4ukrnlUhItGMZ4TWwTfPhxjxjOyDyxe8UzKoeorsWAsiGCg01KXhQgC1Dh6OPisRIiwI1+wcxTfedRkUScJNn/kJ/v2JU0v9kITAD/oRpngufriQFmK1NRdhBrE/rmE6oHhyt5/YGc8wq60YFTumUadS2PxzlGq78tCRr7SveFZcAFw3Sr+K0Dp4Mufhs1kkNNknLxGWH/hrFzw9tR1vUU5LhwIqZzer5vvX9vk2rKhOJUKE1rFjjIYO7RrvxR1ffQx/9f3nuy50SHQaaVi4kMjZR75mpdXWVx+FEk9a+cZdfXN5Og8pwnFSL9XWEvSalpxK1Z8B0bPCEToPHUk8I8UzQjvBN89HprLo72LCsBLgE8/AvIjtLo7iGSSb3Wy1vXrnqP/nSPGMEGFhGE7p+OrbLsEN56/Gn9/zHN7z9Z91VegQn/EUtR9TQ2yvJautmOt9qNWWK54Cw4X6Exo8D5jLU7stn/fsF3D91ZuoU2k38QxzKnH4BxiR4rli0JGvNFc8K4efXc+DRCC8ry9Cd4ErnjnT6doajJWCGCeegeAx0/YW5aYVtNp28/todV8Mu8ZpeFI04xkhwsJhqDI+cfM+/K9Xb8e3f34St3zmfpyZKyz1w2oLLJc6TUTtx7TQOhXxVlu7hsoqVvFk/cmMcHLiKSLcreQaqhMu1HarbbVTyV/Tt9pG+/qVgo4knlzxrC6K9yK1M0LLCHYRRorn8gY/lMoHOsGo4in+ujAQD854dq/iCQBX76CqZzdbiiNEWAwQQnDHy7fg02++EM+fyeDau+7DkyeWf+iQ7bhCk0hVOWTGU7DiWbc7VGidCt2jpBnh5EFDIhwnskSgyqTs8JaDuwpFhAsB5fdtf03fatuRdCSCAHTkK63XiHt2I+IZYQGIa7J/IR2I6iGWNZI6bYDKFkudYItVp6LIkm996k90txL49pdtwiffdD7G+2JL/VAiROgK/NKuVfjHd74EBMBNn74f//Hk8g4dshxPqEqlylLNoB9RJFCRpao5RF7DljLEtQ9yxXMmW2617RPkODGU8JRZW1C1Sayu1TZSPFcaOpN4hgSIAEzxjGy2EVoEIcS3DEaK5/JGD3sd5wql6HlrkepUADrbmTIU35XRrUjqCl63d3ypH0aECF2FXeO9uPvdl2P7qhTe+ZXH8Mn/Wr6hQ6Jn61Wl9oynsCTdEJX1X39+Emv6Y9g+mhKyJlBylswEFM+UoQgbIdFVuYbVVoziaWi1iWcpNTja268UdCbxrKF4OpHiGWGB4MQzsg4ub/jEM19SPG3HFWqDCmIwoXW9zTZChAjiMJIy8PV3XIrr9o/j4999Du/7h+UZOmTarrB0WaDWjKdY22vlmmfmC7jv4CSu3T8uNFuEW2pLxNP0VVARMFQpXPF0XchS++d2/WyGOlZbkbbtCJ0Fcd6Bc4BPPCs+GBHxjLBQ0CH9bEQ8lzl6mN1pqRTPGy5Yjems1fgvRogQIUINGKqMv7hlP7aOpvBn//ksjkzl8NlbL8RIyljqh9Y0iqKJpxJSp+KI67cEqN0zaLX9zycn4HrAdftXC1mPI6krUCSCmRy32lpCE8UNtYbVVtAeu67VNgoXWnHoyCMGQgh0RapWPD0PcnQqEmEB8K220YznskZCUyCRUuw8sHgzngBwy0Xr8K6Xb16UtSJEiNC9IITgzqu24NNvvgDPTszjuk/eh1+cXD6hQ0XLFTpyoMqkqvLDssUqnpXhQifSBWiKhK0CbbYAfS/0J7RAuJApJNGWo6bi6XhC+jTjday2JXtvtLdfKejYVzrsRMZxPETvzQgLQV9kte0KSBJBylAxV1j8cKEIESJEaDdevXsM//jOl8ADcONf34///MXEUj+kplC0HaEjDqoswXY9uG5JgSwKngesJJ450/ZJk2j0x1VMZ3mdiiWkw5MjVmPG03ZcIXOlRt1UW7FJxRE6Dx37StdSPCMfeISFgHd5RsRz+aMnppQpnrYrNl0xQoQIEURi9+pefOtOGjr0m19+FHf94GDHhw6JttpyIsJ7HgEgx9LMRSmtaoXVNmc6SPzf9u49Ts66vPv495qd2Znd7G42CZsQEgoiQUCJnGpBqBQoFbEWtI9PFRFqFRBF0VoPtfWplb6q1mKrLVCtVmhtKTy0FGutPfig1VAR8AAVUM4CBpKQc/Y0h+v5477v2dnNhCS7+7tn9r4/79crr+zMzuz8dq6dmfu6r9/v+vWmsyJtuK+3uY1K+DWePW23U0n2Zp1vz7WPZ7KFC5/h+dG1WVzbimfDRd6J2aC5UHYMVUrT13jWqHgCWNiWD0VNh37lxQfpE//2I/3mTT/o6qZDE7WGyqWwzYUkTUsEv/eTrVo13Ndc6z/fSj0F1VuqrGlWPIf6opk8tXpD28drzWOWEMrF56h4BjjIfq41nlX28cydrmwuJO2h4tmg4onZOeeYlZqsNYJOX0E6hiqlaV1tQ52lBYA0VUo9+tTrjtWa5QO66j9+rMef3aXPvPFEjQx2XyftyVojaHKUvKdXaw2pHO3j/u1Hn9VZR60I1mG2tcpaLvRo10Q9xcSzqPvXV7Utns0T8lilUirs1rxTitZ4hqg8Tk21bZ/sSlQ886Rrs7hyqX3iSVNbzMYRKwb1vrOPDNoSHekY6itOq3jWWOMJICPMTO84c42ufcPxum/9dp139Trd99PtnR7WbiZq9bBTbYtJxTM6Drz/6e3aOlrVyc9fFu4xk2Q3rsKNTdbVn9JU28V9JW0fqzY724bcc/y5utqG6BDfUzD1FgvtK57JVFsO7nOja4/WKsX2U22peAL5FlU8Z26nwvsCgOx4xTErdfNbX6p6w/W//uJ2/XuXNR1Ka43nZJx4/vfDz0pS4MQzesykCrdrsqZF5ZQqnpWSdkzUmg2GQlaTK6X2SWCtEaa5kJQ0NGrfXKgYYO9QdK+uPVprV/GsNVwFzooAuZashUlEXW15XwCQLS9atVi3Xn6K1iwf0KVfvFvXfv3hrmk6FHo7lXJx+hrPe5/aplXDfVq5uC/YYxZnJLujKVc8Jeknm0clhd36rbKHNZ4h98SulAoanaztdj3NAfOnaxPPdhXPhqe3UTyA7jRUKWnnRK15VprtVABk1Yqhim689GS98piV+vhXH9B7/u8PNNGmI2naJmr1oM2Fmustk+rjRF1DAauAktQ7Y6rtrol0mwtJ0qObdkoK2wgx6Wo78yRGyGUr5WLPbvuySvHnNzOWcqVro11us8EtFU8AQ33RGeidEzU1Gq6G05gAQHZVSj36s9cfp3f/4hH6x+8+pTf85R3atHOio2OaqDWanWdDaE61jZOV8WpdfQET3dbHTE5qpr3GU5Ie3rBLkoI2lOrr7ZH7VGU3EbL62K5hqBSuoRG6V9cmnot6ixqdsdlsI9DCZwALx1Al+oDePlZr7vFGxRNAlpmZrvjFNbr6/OP1Pz/dpnP/fJ0eeLpzTYdCb6eSbJmSdHkdr9ab3VFDSaba/sZ1d+rmu59MeY1n9Ps+tHGnBivFoL9rMo155nTbkNXHcqnQtuIZcl0pulPXRnugUtTO8enzwWuNhnpYgAzkWjIlaft4dWoPMM6YAsiBV65dqZsuPVm1RkO/es3t+s/7nkl9DLV6Q/WGB13jeUBc8du4I6rsjtfCJ57JVNuHN+7SbT/aoIYrvYpnvH3KY5t2Bd8+J3keZ26pErL6WC72tK14VuuuEgWlXOnaxHOwUtLOyVpzI19JajSitswA8is5M7x9rNqcEkXFE0BerF09rFvffqoOGxnQxX9zlz7zjXSbDiVTNEN2tU2Sr2RK8dhkXX2BE8/Wz5Ent4xJUnprPOOZPLWGa3lKiefMimet4cGOsaOptnvoasvnd650bbQHy0W5R+2sE7VGg8QTyLnWiudkc/Pprn0rA4B5d+Diim669GSd86KV+ui/PqD33nxPak2HJqrhE8/BclG9xcJUxbMadmqvNP1z5KktUXfZtBLP1u1TRgYrQR+rEj+PM7dUqTVCNhdqv8azSlfb3Onao7XBuKqxo2W6bd2peAJ510w8x2qqJVNteV8AkDN9vVHToSvOXKOb735SF3zuDj2bQtOhJIEoB6xAmplGBsrNxHMiham2rUs2Nu2M9tNcVE5nqm1/b0/z+HZkIHDFs5hUPNtMtQ30WdpbLDRPWEx/TLra5k3XRnugMtW5MpFsNAsgv5KptlvHJput9plqCyCPCgXTu886Qp9+/XG658ltOvfqdfrR0zuCPmZSWQ1Z8ZSi6bYbd05VPENPtW3XpbcvpYqnmTWrnmmt8ZyZeIbcmixa49luqi0Vz7zp2qO1wXi++47xavO6iVoj+BkvAN1toFxUsWDaOjrVXIgPLgB59isvPkg3XnqyJmsNveaadfp/D4RrOtSseAZsLiRJB7RUPMeq9eYU0VDaLdlYlFJzIWnqpGr4NZ5xV9ta57dTiabadm0qggC6NtoD5d2n2k7U6sHPsAHobmam4f6StoxWVYu3Uwm5nxwALATHHjysWy8/Rc8bWaQ3X3+XPvfNR4I0HUpjjacUVf427ZxQNe6iWwmc6Lbrjp7WGk9JHa94RlNtw22n0n4fzwZLZXKma4/Whtqs8ZxIYXE5gO433N+rraOTqtaSiifvCwCwcnGfbrr0ZJ39wgP1B/9yv97/D/e03T9xLibrUcLSGzrxHOjV5l2TGp2IHi/0jLd2OXpaazylqf4FHUs8G+GWs5WLPbtt3yIx1TaPuvZord0az4laI/jUDgDdb0l/KZpq20i62vLBBQBStPfk1ecfr3eccbhuuutJXfD5O7R51+S8/fw0K54Nl57cGnWYrQSuPiZNLV/6/GXN69KseCaJZ1pTbWc2+wm7j2eh2YW+VTVgJ110p66Ndvs1nky1BSAt7uvVltFJVWtMtQWAmQoF03t+6QX61OuO1fef2Krzrl6nB5+Zn6ZDaXS1laYqf8mempXAx3+HLFukb77vdH3ol49uXpdq4lkpqadgWtLfG/RxmhXPWrrNhap1V70xvawcspMuulPXHq31l3pkJu2Mp9q6e1zx7NohA0hJUvGsxR9ifHABwO7OPXaVbrzkJI1V63rNNbfrth9tmPPPTKur7QHxtiJPbI4rnik0lzx4ab+WLZpK/PpTbC507rEH6Z1nrFEh8OdZ8jyOTc6caht2OxVJu037rtYbLJXJma6NdqFgGigXtT1OPKt1l3v4M2wAut+SRb3Tt1PhhBQAtHXczyzRrW8/RQcv7debr7tTn//Wo3NqOjTV1Tb8VFtpKvEMvZ1KYjiuOFZKhVT3jj/psGW64hfXBH+cpHI83naqbaiKZzy9d0aVdbLeYMZSzuw12mZ2sJndZmb3m9kPzeyK+PqlZvYfZvZg/P+S+R7cYLnYXOOZ1hk2AN1vuL+k8Wqj2XyMDagBYM8OGu7TzZedrLOOXqErv3yfPnjLvbNuOtRc4xk4EVwaVx5/um1cUjoVTymqzg2Wi6lWO9NU7CmoWLBpU23dPUoCAx1jJ41BZ3a2nWQmY+7sS7Rrkt7j7kdJOknS283saEkfkPQ1d18j6Wvx5Xk1WCk113imdYYNQPcb7osOSJI93kpFptoCwHPp7y3q2jecoMtPP1w3fOcJvfHzd2jLLJoOpVUIGCgX1VMwPbM9STzTO/5bsqg31fWdaauUeqZ1tQ19jJ00Bp3Z0GiyFi7ZRXfaa7Tdfb27fzf+eoek+yWtknSupOvjm10v6bz5HtxApbXimc6GxQC635L+qPnYxp1R4hlq7zEAyJJCwfRbL3+B/vTXjtX3ntiq865Zp4c27F/TobQKAWamxX0lPZ1yxVOKEs9FGa14SkniOZUEJjEN9RzvaaotvVvyZ7+ibWaHSjpO0h2SVrj7eilKTiUt38N9LjGzu8zsro0bN+7X4AYrxeZUumT/H86MAEjW4DQrnmynAgD77LzjVumGi0/SromaXn317fr6fjQdSpKUNI7HFveVtCk+wZhm4vmCFQM6ZFl/ao+XtkqpMG1fzeTrcBXPPU+15bg+X/Y52mY2IOkfJL3L3bfv6/3c/bPufqK7nzgyMrJfgxsoF5tdbZlqCyAxnFQ8m4kn7wsAsD9OOGSJbr38VK1e2q/fuO5OfWHdvjUdmkhxG6vFfSUlO3CkOdX2o69Zq2svOCG1x0tbX6lHo5O7T7UNVvGMf+5uiWfAdaXoTvsUbTMrKUo6/9bd/zG++hkzWxl/f6WkuffonmGwUmp2tZ3aN4o/UCDvlsyoeIba9BoAsmzVcJ9ufuvJOvOoFfr9f75PH7zlf5rdwvck2VPdLPz77uK+UvPrtLraSlJPwVLtaJu2ob6Sto1Vm5fHU6t4TiW7tXpD9YazhC5n9qWrrUn6vKT73f2TLd/6kqSL4q8vknTrfA9usFLUzom4uVDzRcEfKJB3wzPWeNKOHQBmZ1G5qM9ccIIu+4Xn64bv/EQXfv472jq656ZDE9X01uUl7/VSulNts25xX0nbx6cSz9AVz942U20n6+lN2Ub32JdonyLpjZLOMLPvx//OkfQxSWeZ2YOSzoovz6vBclHj1Yaq9QZTbQE0VUo9qpQKLRVP3hcAYLYKBdP7zz5Sn/zfL9bdj2/ReVev00Mbdra97UStkdqe6q0VTxLP+bO4UxXPloZGkylO2Ub32GvLLnf/lqQ9zTc4c36HM91gJRre9rEqXW0BTLOkv1fr426HxQxPiQKAtLzm+NU6ZFm/Lvnru/Xqa9bp6vOP18uOmN6fI5lqm4Yk8Sz1ZHvqa9pmJp6pbadSa7OFC0vocqWro70k3jx4y2h1at8o/kABKNoQPUFzIQCYHyccslS3Xn6KVg336U3X3anrb39s2vcnU9wCI0k8qXbOr6G+knaM11SPOzclFc/w26lQ8cy7ro52smXC1tHJZnmeqbYAJGnN8gFJUsHEmXAAmEerl/Tr5steqtNfsFy/96Uf6nf/6d5m06Fo78V0p9qSeM6v5HndEa/zDF19TH5ua+I59ZjENk+6OotLNonfOspUWwDTHR4nno29d/8HAOyngXJRn3njCbr0tMP0xW//RL/+hajp0ESKey8mBYg0t1LJgyTxTKbbNiuegY6xm1NtW/cOjWcyUvHMl72u8eykZMuELaOTU1NtqXgC0FTiCQAIo6dg+u1XHKXDRwb0wVvu1auvuV0maWSwnMrjJwlSmlup5MHMxDN4xTM+dp+s7z7VluP6fOnqaC9uV/HkrBcASWtWDHZ6CACQC6898WD93cUnadtYVY9s2pXa9MhkOxWm2s6v9Cuee+5qS+KZL10d7cFyUcWCRRXPKouQAUw5aHGl00MAgNz42UOX6ta3n6IXrRpqrrEPrbnGk2VW8yrtiqeZqben0HaNJ/t45ktXT7U1of8AUAAAFiVJREFUMw33l7RltKol/dGWCezXB0CK3h8AAOk5eGm//vnyU1N7vGbi2UviOZ/2VPEM2UelXCxM205lksQzl7o+2sP9vc3F7JTjAbQ68ZAlnR4CAOSKmaV24q9S6lG5WFCF47951a7iGXqv1HJpesUzWe9J09B86eqKpxR1tt06WtWygV5aLgOY5u8vOanTQwAABDTcX2KN5zyrlArq7SlMJZ7VRvDpzOViz7Q1ns2utpxUyJWuTzyH+3v1xOZRTVT7qHgCmIap9wCQbe8/+0gdvLS/08PIFDPTUF9J25OptrV68OadTLWFtBASz76S7h2tarLOVFsAAIA8ec3xqzs9hEwa6itOq3iGnvLaW5wx1ZautrnU9dFesqi32dWWeeAAAADA3CzuK2n7WE1SShXPUk8z2ZToaptXXR/t4f6SJmoNbR2bZA9PAAAAYI4W95VSrXiWe6ZPtW0mniyZyZWuj/aS/l5J0jPbJyjHAwAAAHM03FfS1rFJSVGjn0rwiidTbbEgEs+o5fPT28aZagsAAADM0bKBsp7dGSee1fB9VMrFgsYmp1c8e3sK7MmdM12feA7HFc+xap2zIgAAAMAcjQyWNTpZ166JmsZr9eBb1ixbVNazuyablydrDdZ35lDXR/ywkUXNr1njCQAAAMzNyEBZkrRxx0QqFc8ViyvatHNC1Xo0xXayTkEpj7o+4ssHKzogfnEw1RYAAACYm+VD0bH1hh0TqVQ8DxyqyD16PCma3kvFM38WRMSPPmhIEguQAQAAgLkaGUy34rlycUVS1LNFkibr4R8T3WdBRPzolVHiyQJkAAAAYG6mptqOp1LxXDEUJZ7PbI8TT9Z45tKCiPgL44rnk1tGOzwSAAAAYGFb0t+rnoJp4850Kp4Hzqh4TpB45tKCiPhRccXz4Q07OzwSAAAAYGErFEwHDPRqw/Z01ngu6S+pt1jQ0y0VT3q35E+x0wPYF887YJEOXdav9519ZKeHAgAAACx4ywcrWr9tXO7h+6iYmQ4cqkyt8Yz38US+LIjEs6dg+vp7T+/0MAAAAIBMGBks6+GN0WzC0BVPKepsm1Q8J2p1Dff3Bn9MdBdONQAAAAA5MzJQ1hObo/4paXSYXbG4Mm2NJ11t84eIAwAAADkzMlhWw6OvyylUPFcujiqe7q7JOs2F8oiIAwAAADmzaklf8+s0qo8HDPRqstbQjomaJqoknnlExAEAAICcOffYg3T48gFJUn9v+LYvi/tKkqTtY1VN1ulqm0cLorkQAAAAgPnT31vUV9758/q3Hz6tn19zQPDHm0o8a/F2KtS/8obEEwAAAMih3mJBr3rxQak81lAlSjy3jVU1Uasz1TaHiDgAAACAoIaSiud4lYpnThFxAAAAAEElU20375pUw6XeHtKQvCHiAAAAAIJKptome3n29dJcKG9IPAEAAAAENVgpykx6eONOSdIBA+UOjwhpI/EEAAAAEFShYBooF/XQhijxHBkk8cwbEk8AAAAAwS3uK+mRTbskSctJPHOHxBMAAABAcEOVkiZrDUnS8sFKh0eDtJF4AgAAAAgu6WzbWyxoqK/Y4dEgbSSeAAAAAIJLks2RgbLMrMOjQdpIPAEAAAAEl1Q8lw+xvjOPSDwBAAAABJfs5UljoXwi8QQAAAAQXFLxZCuVfCLxBAAAABDcUDLVlo62uUTiCQAAACC45hpPKp65ROIJAAAAILhmV1sSz1wi8QQAAAAQ3AmHLNVrT1itn33e0k4PBR2w18TTzP7KzDaY2f+0XLfUzP7DzB6M/18SdpgAAAAAFrLFfSV94rUvbna3Rb7sS8XzOklnz7juA5K+5u5rJH0tvgwAAAAAwG72mni6+39J2jzj6nMlXR9/fb2k8+Z5XAAAAACAjJjtGs8V7r5ekuL/l+/phmZ2iZndZWZ3bdy4cZYPBwAAAABYqII3F3L3z7r7ie5+4sjISOiHAwAAAAB0mdkmns+Y2UpJiv/fMH9DAgAAAABkyWwTzy9Juij++iJJt87PcAAAAAAAWbMv26ncIOm/Jb3AzJ40szdL+piks8zsQUlnxZcBAAAAANhNcW83cPfX7+FbZ87zWAAAAAAAGRS8uRAAAAAAIN9IPAEAAAAAQZF4AgAAAACCIvEEAAAAAARF4gkAAAAACIrEEwAAAAAQFIknAAAAACAoEk8AAAAAQFAkngAAAACAoEg8AQAAAABBmbun92BmGyU9ntoDYrYOkLSp04PAvCGe2UNMs4V4Zg8xzR5imi3EM6wXuPvgzCuLaY7A3UfSfDzMjpnd5e4ndnocmB/EM3uIabYQz+whptlDTLOFeIZlZne1u56ptgAAAACAoEg8AQAAAABBkXiinc92egCYV8Qze4hpthDP7CGm2UNMs4V4htX2+U21uRAAAAAAIH+oeAIAAAAAgiLxBAAAAAAEReKZY2ZmnR4DAOSFmZU6PQYAz41jIyAcEs+csci7zWy1s8A3M8xsjZlVOj0OzA8zW2tmA50eB+ZH/L77YUnvSi53dkSYKzPrif8nlhnAsVE2cWwUzmzfA0k8c8TMLpR0m6TjJG3nA3PhM7NzzexhSR+R9DkzW9rpMWH2zOwNZnaPpN+XdKOZ9XZ6TJgbM7tA0fvuhZIukCQObBcuM/t1M/uepCs6PRbMD46Nsodjo3Dm+h5I4pkTZnaKpOsk/Za7X+ju25ODH95kF6b4jfQtks5399dL2iDpd8zsiM6ODLNhZq+QdKmky9z91ZKeL+lV8fd4jS4wZtZjZm+WdLGk97n7YZKeMrMXdnhomCUzO1LS2yR9WdLLzOwwd3cz41hqgeLYKHs4NgpnPt4DebPMMDMbTL5293WS7pR0VPy9D5jZq8xsgLPvC0drTJOrJDXir/9e0q9KOodK2cKQTFWJfd3dX+bu68xssaRH4tsYr9GFI4mpu9cl3erup7n7d8zsKEk7FL1msUC0Tnl39wcUVa7/RNJ9ki6Pr2+0vze60YyYcmyUAW2WpnBsNE9m5BJzfg8k8cwoM/uApO+Z2cfjs+5SdJbiejP7vqRhSe+Q9In4DAa6XEtM/8jMznf3zZLulXSRmS2RdKKkuyQdKGlVB4eKfWBmH5H0f8xsJL5qIr5+haSvSNqq6MOS1+gC0RLT5ZLk7pvi683d75d0qKRj4+v4/O1yZvY+SV+P33MvlKIDr/i99xZJzzezl8W3JZ4LwIyYvim+mmOjBawlpp8ws9dJ2iKOjebFjFzi1+OrfzSX90DeKDPIzM6QdI6ksyR9VdIfmNnx7n63ojfUt7j7ByS9QdJKSYd0bLDYJzNi+q+SroqnjfyFpElJX5R0iqTfk3SSJM7UdikzK5vZb0u6SNJaReuKmmcM3f0ZSee4+/mKziYeIemwDg0X+6BNTI+dcZPks/ZvJZ0qUSXrZma2zMyuU3TA+hZJ35H0djNrPWi9X9G6wEulKJ4zZjCgi+whpm81s0Najo3ezLHRwrGHmL5b0lJJfymOjeakTS7xUTNb2zITYFbvgcVA40VnlSR9z90flfSomX1K0h9KOtvdr05u5O4bzWyzohcputvMmP6ZpKvc/VWSftPMDnT3pyXJzJ5UFNPHOjZaPJeqovURn1aUWJ5uZg/GsZUkufu2+P/NZrZB0pKOjBT76jljGk+7laKq9rZ47ZiRfHatXZL+3d3/TpLM7HFJZ0taLempltvcLOkoM7tSUlnSZyQ9nP5wsQ/2FNNVkh7n2GhB2lNMD3P3O8Wx0Vy1yyU+KumV8fdn9R5IxTOb+iUts7iFtLt/TNJyM3ttcgMzW2pmVyk6O39nZ4aJ/TAzpn8oaZWZ/Vp8+WkzO9jMrlb0Qfqjzg0VzyVONn7s7rsk3ajoYPYlZlaWphpaxK/RP1ZUPeM12sX2IabJWeAHJL3JIySdXcrdxyX9c8tVNUWvw/XStHXX45KOkXSZpI3uTtLZpZ4jpk+23o5jo4VjDzF9saRnWm7DsdHstcslVia5xGzfA0k8F7DkAHUmd79FUUfMX265+o8k/WZ8v+dJukHR2YzT3P2hwEPFPppFTN/VcvnPJfVIemV8AIwOe454TsT/PybpW5JOk3Rky/3WSrpJU6/RHwcfLPbJbGLaUvG8XdIfmllxTz8H6XqOeO5oubhM0gZ3/0n8vWSq2ccl/VDSz7j7J4IOFPtsNjGN73eYokY0HBt1mdnGNHa1ODbao9bmQa3rNPeWS8Q+qv18DyTxXIAs2p/oekVndlqvt+QMu6RPSXqnmR0aX75d0nct6ui1XtLr3f2dvAi7wxxjmnRze727v9XdR9MYM/ZsL/EsxF8nVbAbJNUlvdDM3qjow/EeRfG8gtdod5hDTC8ws1dLkrtX3f1P3b1Gx8zO2s94rlbUsERm9nIz+6X4+svd/WLec7vDHGP6C+7+iDg26irz9Drl2KgNM3uFmd0m6Woz+x1pap3mPhx3JsnqO/b3PZA1ngtEMrXHzE6XdKWiNUUnm9nj7r6lZerPRHzW7kZJR0v6XYs2en2VpMfcfTL+keOd+D0wZR5julOSeFPtrP2Ip8fx3Cxpq7tvN7MHFZ2VfVbSO6VonVGHfhXE5jum6KzZxlPSyyT1mtm1iqaVfVCS3H2sM78JEvMU07WSPiBJ7v5sZ34TJALElJMIMTMzRUXHiyW9WVHTpWclfcjMfsPd/yqeoVPfy3HnDqk53Xm/UPFcAFpeZJL0qKSXS3qvpJ9T9OJS/CItWNT6+A5FnROvkvQFSS+R9DV3f2vqg0dbxDRbZhHPdYo+SM2ilv3vkvQJdz/c3b/SgV8BMxDTbJllPE+Jb//C+HYPuPup7v5f6Y4e7cxjTE9x92+mO3q0Q0zDSZ7bOLH8iaTz3f0r7n6HpP9UtJWQ4opnsONOKp5dzswul3Smmf2XpBs8Wj8kSevN7OWSTjOzh9z9KUV7FG2TdIS7b4lvt87Mvu1Ta4zQYcQ0W2YZz6OTeJrZY5KO4axs9yCm2TLXeCqaOv12d9+a9tjRHjHNHmIaTstz+01Jf+3uX4kTzKK71yQdpaj5nSQtV8DjTiqeXcyidUEXKWrRv1ZRqbt1nvvfKdrj7yWS5O4/dfdr46kIPXFJXSQo3YOYZssc41mMrxsnQekexDRb5hjPUnzdlzmY7R7ENHuIaTgznttjJH3YzI6dcRxZVlThlLuvD3ncSeLZ3X5O0rXufpukDyuadnBF8k13/4Gidt/HmNkZcWk8KafXW6YroHsQ02yZSzxrHRgv9o6YZstc4lntwHixd8Q0e4hpOO2e26SXRM2iRkIHS7rbzFab2cVSuONOEs8ukJxNaHP5EUnnS5K7Py7pXyQtMrNfabn5DZLeomgB8LLwo8W+IKbZQjyzh5hmC/HMHmKaPcQ0nFk8t+fG3z9S0fN5haQvSVoacpwknt1h2lrblrMLN0sabfnjWC/p65KOtsiAolbH90pa6+7vnXF/dA4xzRbimT3ENFuIZ/YQ0+whpuHs73N7VJycHqZojefzFG3n9vEZ959XJJ4dZGYnmdnfSvp9M1tj8V5EFq8TUrQf0S2SLotL3tskDUiqxH8Q45KucPdXuvv6TvwOmI6YZgvxzB5imi3EM3uIafYQ03Dm8Nz2xc/tQ5JOdffL0nhuSTw7xMxeJOnPJH1Z0gZJl0i6UIrmXMc365P0b4rOTnzWzA6SdJyiPY3k0SbkG1IeOvaAmGYL8cweYpotxDN7iGn2ENNw5um5vdfd70xrzCSenXOSor2GbpD0l5JGJb3Bog1bZWZXKjpDsULSeyQ9o6ir11ZJH+vIiLE3xDRbiGf2ENNsIZ7ZQ0yzh5iGM5fn9qOdGDCJZ0rM7DQz+7mWq+6UdLCZHe5R2/2Goj+Ei8xskaTnS3qbu3/P3Te7++9KOsfd3+ZspdEViGm2EM/sIabZQjyzh5hmDzENJwvPbXHvN8FcmNmgpOsl/YKkfzKzB919s6SHJX1H0l+Z2WZFsfiipBMljbn7+fH9C+7ekCR3H+3Ar4AZiGm2EM/sIabZQjyzh5hmDzENJ0vPrTkNoYKyaH+cixW1M36ppCfc/TMt318r6XnufquZnSjpSnd/Rfy95h8KugcxzRbimT3ENFuIZ/YQ0+whpuFk6bml4hmAmV0o6XFJP3D3rWb2OUXl7wMknWpmR7j7jyXJ3e+RdE981zMkfdvMzCNd84eSd8Q0W4hn9hDTbCGe2UNMs4eYhpPV55aK5zwxM5N0oKJFuw1F5e9Fito/b4pvs0bSRZLG3f0PWu57gqSrJNUlXeLuD6c8fLRBTLOFeGYPMc0W4pk9xDR7iGk4eXhuaS40D8ysx6MMflDSU+5+pqS3SdosqVkKd/cHJd0t6SAzO9zM+uJvPSbp99z9zG79Q8kbYpotxDN7iGm2EM/sIabZQ0zDyctzy1TbObBoc9aPSOoxs69IGlJ0pkHuXjOzd0r6qZmd5u7fiK+/xcyOkvRVSQNmdoa73yfpG535LdCKmGYL8cweYpotxDN7iGn2ENNw8vbcUvGcJTM7TdEZhyWSHpJ0paLNWE83s5dIUnzm4iOSPtxyv9dK+h1Jt0laG/+hoAsQ02whntlDTLOFeGYPMc0eYhpOHp9b1njOkpn9vKRD3f1v4svXSLpX0pikd7j7CWZWkLRc0qclvd/dH43vJ3f/ZoeGjj0gptlCPLOHmGYL8cweYpo9xDScPD63VDxn725JN5lZT3x5naSfcffrFJXL3+FRJ6nVkuru/qgU/ZEsxD+UnCCm2UI8s4eYZgvxzB5imj3ENJzcPbcknrPk7qPuPuHu9fiqsyRtjL9+k6SjzOzLkm6Q9N1OjBH7h5hmC/HMHmKaLcQze4hp9hDTcPL43NJcaI7isxQuaYWkL8VX75D0QUkvkvSouz/VoeFhFohpthDP7CGm2UI8s4eYZg8xDSdPzy0Vz7lrSCpJ2iRpbXxm4kOSGu7+raz8oeQMMc0W4pk9xDRbiGf2ENPsIabh5Oa5pbnQPDCzkyTdHv/7grt/vsNDwhwR02whntlDTLOFeGYPMc0eYhpOXp5bEs95YGarJb1R0ifdfaLT48HcEdNsIZ7ZQ0yzhXhmDzHNHmIaTl6eWxJPAAAAAEBQrPEEAAAAAARF4gkAAAAACIrEEwAAAAAQFIknAAAAACAoEk8AAAAAQFAkngAA7CMzW2Zm34//PW1mT7VcHo1vc6iZuZld2XK/A8ysamZ/Hl/+8Iz7ft/Mhjv1ewEAEFqx0wMAAGChcPdnJR0rRcmjpJ3u/sfx5Z0tN31E0i9L+lB8+bWSfjjjx/1Jcl8AALKOiicAAPNvTNL9ZnZifPnXJN3UwfEAANBRJJ4AAITx95JeZ2arJdUl/XTG99/dMs32tvSHBwBAephqCwBAGF+VdKWkZyTd2Ob7TLUFAOQGFU8AAAJw90lJd0t6j6R/6PBwAADoKCqeAACEc5Wkb7j7s2bW6bEAANAxJJ4AAATi7j/U7t1sE+82swtaLp/n7o+FHxUAAOkzd+/0GAAAAAAAGcYaTwAAAABAUCSeAAAAAICgSDwBAAAAAEGReAIAAAAAgiLxBAAAAAAEReIJAAAAAAiKxBMAAAAAENT/B4OfxZWqtRzZAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# ADA Boost\n", "\n", "from sklearn.ensemble import AdaBoostRegressor\n", "\n", "model = AdaBoostRegressor().fit(X_train_DEC, y_train_DEC)\n", "prediction = pd.Series(index = X_test_JAN.index, data = model.predict(X_test_JAN), name = 'Predicted Price of ADA Boost Model')\n", "\n", "# plotting\n", "fit = pd.concat([y_test_JAN, prediction], axis = 1)\n", "fit.plot(y = ['PRICE', 'Predicted Price of ADA Boost Model'])\n", "\n", "print(\"Mean Squared Error:\",mean_squared_error(y_test_JAN, prediction))\n", "print(\"R^2 Score:\",r2_score(y_test_JAN, prediction))\n", "print(\"Explained Variance Score:\",explained_variance_score(y_test_JAN, prediction))" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fit = pd.concat([y_test_JAN, ridge_predict2, pass_predict, rf_predict, grad_predict], axis = 1)\n", "fit.plot(y = ['PRICE', 'Predicted Price of Ridge CV Model', 'Predicted Price of Passive Aggressive Model', 'Predicted Price of Random Forest Model', 'Predicted Price of Gradient Boosting Model'])\n", "plt.xlabel('Time', fontsize=14)\n", "plt.ylabel('$/MWh', fontsize=14)\n", "plt.legend(loc='upper right')\n", "plt.savefig('month_sim.png', bbox_inches='tight')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "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": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 4 }