From 1461c7e615b8eb02750e29ac092df4e5e1208930 Mon Sep 17 00:00:00 2001
From: p49807235 <2656795153@qq.com>
Date: Fri, 4 Jun 2021 08:20:26 +0800
Subject: [PATCH] =?UTF-8?q?=E5=88=86=E6=9E=90=E4=BB=A3=E7=A0=81?=
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---
psychology-of-a-professional-athlete.ipynb | 2017 ++++++++++++++++++++
1 file changed, 2017 insertions(+)
create mode 100644 psychology-of-a-professional-athlete.ipynb
diff --git a/psychology-of-a-professional-athlete.ipynb b/psychology-of-a-professional-athlete.ipynb
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--- /dev/null
+++ b/psychology-of-a-professional-athlete.ipynb
@@ -0,0 +1,2017 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "_cell_guid": "9228aefc-2d19-4f8c-b922-3ad0473f510e",
+ "_uuid": "8a554ab2cb173e8a639965aee591900ab1d4e42a"
+ },
+ "source": [
+ "# Psychology of a Professional Athlete\n",
+ "In this script we explore all shot attempts of Kobe Bryant throughout his career and try to see if Kobe displays the \"hot hand\" effect"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2021-05-25T07:00:02.400460Z",
+ "start_time": "2021-05-25T06:59:58.937623Z"
+ },
+ "_cell_guid": "85be483c-2659-4cb9-ada0-d8399131e27b",
+ "_uuid": "edf0b389530390309995eb23272990b76e01984b"
+ },
+ "outputs": [],
+ "source": [
+ "import pandas as pd\n",
+ "import numpy as np\n",
+ "import matplotlib.pyplot as plt\n",
+ "import matplotlib as mpl\n",
+ "from matplotlib.patches import Circle, Rectangle, Arc\n",
+ "from sklearn import mixture\n",
+ "from sklearn import ensemble\n",
+ "from sklearn import model_selection\n",
+ "from sklearn.metrics import accuracy_score as accuracy\n",
+ "from sklearn.metrics import log_loss\n",
+ "import time\n",
+ "import itertools\n",
+ "import operator"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "_cell_guid": "993caab4-e77f-4692-9563-ebf506eb2366",
+ "_uuid": "e22f169aa0a45b260d3bc1035c67fe8c9fe37724"
+ },
+ "source": [
+ "## Load the data and create some useful fields\n",
+ "show the newly created fields as a sanity check"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2021-05-25T07:00:18.193336Z",
+ "start_time": "2021-05-25T07:00:18.057218Z"
+ },
+ "_cell_guid": "4d3b1ae0-e4d6-4939-a09f-06b464369d3e",
+ "_uuid": "831af1bd6acda25f97cbcce2b801dcfa4ffbf344"
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " period | \n",
+ " minutes_remaining | \n",
+ " seconds_remaining | \n",
+ " secondsFromGameStart | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 | \n",
+ " 1 | \n",
+ " 10 | \n",
+ " 22 | \n",
+ " 98 | \n",
+ "
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+ " \n",
+ " 1 | \n",
+ " 1 | \n",
+ " 7 | \n",
+ " 45 | \n",
+ " 255 | \n",
+ "
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+ " \n",
+ " 2 | \n",
+ " 1 | \n",
+ " 6 | \n",
+ " 52 | \n",
+ " 308 | \n",
+ "
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+ " \n",
+ " 3 | \n",
+ " 2 | \n",
+ " 6 | \n",
+ " 19 | \n",
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+ " 1944 | \n",
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+ " 291 | \n",
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+ " \n",
+ "
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+ ],
+ "text/plain": [
+ " period minutes_remaining seconds_remaining secondsFromGameStart\n",
+ "0 1 10 22 98\n",
+ "1 1 7 45 255\n",
+ "2 1 6 52 308\n",
+ "3 2 6 19 1061\n",
+ "4 3 9 32 1588\n",
+ "5 3 8 52 1628\n",
+ "6 3 6 12 1788\n",
+ "7 3 3 36 1944\n",
+ "8 3 1 56 2044\n",
+ "9 1 11 0 60\n",
+ "10 1 7 9 291"
+ ]
+ },
+ "execution_count": 3,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "#%% load training data\n",
+ "allData = pd.read_csv('data.csv')\n",
+ "data = allData[allData['shot_made_flag'].notnull()].reset_index()\n",
+ "\n",
+ "#%% add some temporal columns to the data\n",
+ "data['game_date_DT'] = pd.to_datetime(data['game_date'])\n",
+ "data['dayOfWeek'] = data['game_date_DT'].dt.dayofweek\n",
+ "data['dayOfYear'] = data['game_date_DT'].dt.dayofyear\n",
+ "\n",
+ "data['secondsFromPeriodEnd'] = 60*data['minutes_remaining']+data['seconds_remaining']\n",
+ "data['secondsFromPeriodStart'] = 60*(11-data['minutes_remaining'])+(60-data['seconds_remaining'])\n",
+ "data['secondsFromGameStart'] = (data['period'] <= 4).astype(int)*(data['period']-1)*12*60 + (data['period'] > 4).astype(int)*((data['period']-4)*5*60 + 3*12*60) + data['secondsFromPeriodStart']\n",
+ "\n",
+ "# look at first couple of rows and verify that everything is good\n",
+ "data.loc[:10,['period','minutes_remaining','seconds_remaining','secondsFromGameStart']]"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "_cell_guid": "07a5c8b9-bfd5-4d14-bb83-927cf8e7dcd4",
+ "_uuid": "bec244ea9ee74b3c98ff125d3103e3909cfb218d"
+ },
+ "source": [
+ "## Plot Shot Attempts as a function of time during the game\n",
+ "here we apply 3 different binnings of time and show the attempts as function from game start"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2021-05-25T07:00:23.483286Z",
+ "start_time": "2021-05-25T07:00:22.141831Z"
+ },
+ "_cell_guid": "53ac0257-2797-4078-8fba-ed6b6a44929f",
+ "_uuid": "9da244d59def7d5f62c00bec042d5babe6de78e9"
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Text(0.5, 0, 'time [seconds from start of game]')"
+ ]
+ },
+ "execution_count": 4,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# plot the shot attempts as a function of time (from start of game) with several different binnings\n",
+ "plt.rcParams['figure.figsize'] = (16, 16)\n",
+ "plt.rcParams['font.size'] = 16\n",
+ "\n",
+ "binsSizes = [24,12,6]\n",
+ "\n",
+ "plt.figure();\n",
+ "for k, binSizeInSeconds in enumerate(binsSizes):\n",
+ " timeBins = np.arange(0,60*(4*12+3*5),binSizeInSeconds)+0.01\n",
+ " attemptsAsFunctionOfTime, b = np.histogram(data['secondsFromGameStart'], bins=timeBins) \n",
+ " \n",
+ " maxHeight = max(attemptsAsFunctionOfTime) + 30\n",
+ " barWidth = 0.999*(timeBins[1]-timeBins[0])\n",
+ " plt.subplot(len(binsSizes),1,k+1); \n",
+ " plt.bar(timeBins[:-1],attemptsAsFunctionOfTime, align='edge', width=barWidth); plt.title(str(binSizeInSeconds) + ' second time bins')\n",
+ " plt.vlines(x=[0,12*60,2*12*60,3*12*60,4*12*60,4*12*60+5*60,4*12*60+2*5*60,4*12*60+3*5*60], ymin=0,ymax=maxHeight, colors='r')\n",
+ " plt.xlim((-20,3200)); plt.ylim((0,maxHeight)); plt.ylabel('attempts')\n",
+ "plt.xlabel('time [seconds from start of game]')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "_cell_guid": "dab4153d-bd8d-439d-82e8-811be8fb8085",
+ "_uuid": "417655cf7816f5792e74f5999f893a019061c761"
+ },
+ "source": [
+ "### It looks like Kobe is entrusted to take the last shot of every period\n",
+ "it also looks like he's usually on the bench at the start of 2nd and 4th periods"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "_cell_guid": "b1853d7f-a92a-4710-b682-2dcbf0b630f4",
+ "_uuid": "4ed02a7b3d585996fd907b45ca5c291b6615d206"
+ },
+ "source": [
+ "## Plot Shot Accuracy as function of time during the game"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2021-05-25T07:00:23.995267Z",
+ "start_time": "2021-05-25T07:00:23.483286Z"
+ },
+ "_cell_guid": "654b2f85-1102-4331-b025-0a6e8aada370",
+ "_uuid": "cc3bc08e60221f68c5fb87e6d8279210e9664f48"
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 5,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "#%% plot the accuracy as a function of time\n",
+ "plt.rcParams['figure.figsize'] = (15, 10)\n",
+ "plt.rcParams['font.size'] = 16\n",
+ "\n",
+ "binSizeInSeconds = 20\n",
+ "timeBins = np.arange(0,60*(4*12+3*5),binSizeInSeconds)+0.01\n",
+ "attemptsAsFunctionOfTime, b = np.histogram(data['secondsFromGameStart'], bins=timeBins) \n",
+ "madeAttemptsAsFunctionOfTime, b = np.histogram(data.loc[data['shot_made_flag']==1,'secondsFromGameStart'], bins=timeBins) \n",
+ "attemptsAsFunctionOfTime[attemptsAsFunctionOfTime < 1] = 1\n",
+ "accuracyAsFunctionOfTime = madeAttemptsAsFunctionOfTime.astype(float)/attemptsAsFunctionOfTime\n",
+ "accuracyAsFunctionOfTime[attemptsAsFunctionOfTime <= 50] = 0 # zero accuracy in bins that don't have enough samples\n",
+ "\n",
+ "maxHeight = max(attemptsAsFunctionOfTime) + 30\n",
+ "barWidth = 0.999*(timeBins[1]-timeBins[0])\n",
+ "\n",
+ "plt.figure();\n",
+ "plt.subplot(2,1,1); plt.bar(timeBins[:-1],attemptsAsFunctionOfTime, align='edge', width=barWidth); \n",
+ "plt.xlim((-20,3200)); plt.ylim((0,maxHeight)); plt.ylabel('attempts'); plt.title(str(binSizeInSeconds) + ' second time bins')\n",
+ "plt.vlines(x=[0,12*60,2*12*60,3*12*60,4*12*60,4*12*60+5*60,4*12*60+2*5*60,4*12*60+3*5*60], ymin=0,ymax=maxHeight, colors='r')\n",
+ "plt.subplot(2,1,2); plt.bar(timeBins[:-1],accuracyAsFunctionOfTime, align='edge', width=barWidth); \n",
+ "plt.xlim((-20,3200)); plt.ylabel('accuracy'); plt.xlabel('time [seconds from start of game]')\n",
+ "plt.vlines(x=[0,12*60,2*12*60,3*12*60,4*12*60,4*12*60+5*60,4*12*60+2*5*60,4*12*60+3*5*60], ymin=0.0,ymax=0.7, colors='r')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "_cell_guid": "10128a19-6e30-4147-82f7-a0b1eede5e6b",
+ "_uuid": "dad0e64fe43c824b4175d804451d64ab4eb9795a"
+ },
+ "source": [
+ "### Note that the accuracy of these \"last second shots\" is consisently lower than usuall\n",
+ "This is probably due to the fact that a large amonut of these shots are from very far away"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "_cell_guid": "cf6bdb1e-a890-4d4a-a808-0bdf29fe7ffa",
+ "_uuid": "eaf01bf6146e7112288063036556056213634b7b"
+ },
+ "source": [
+ "## Now let's continue our initial exploration and examine the spatial location aspect of kobe's shots\n",
+ "we'll do this by building a **gaussian mixture model** that tries to summerize Kobe's shot locations compactly"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2021-05-25T07:00:49.728616Z",
+ "start_time": "2021-05-25T07:00:25.384367Z"
+ },
+ "_cell_guid": "d73108f1-2c6c-4e86-b4e9-b85618dd3426",
+ "_uuid": "289391fd173162d8d683bb2934e41954da5a19ed"
+ },
+ "outputs": [],
+ "source": [
+ "#%% cluster the shot attempts of kobe using GMM on their location\n",
+ "numGaussians = 13\n",
+ "gaussianMixtureModel = mixture.GaussianMixture(n_components=numGaussians, covariance_type='full', init_params='kmeans', n_init=50,verbose=0, random_state=5)\n",
+ "gaussianMixtureModel.fit(data.loc[:,['loc_x','loc_y']])\n",
+ "\n",
+ "# add the GMM cluster as a field in the dataset\n",
+ "data['shotLocationCluster'] = gaussianMixtureModel.predict(data.loc[:,['loc_x','loc_y']])"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "_cell_guid": "9fa59ef7-dc2d-400d-b3fc-8e16331452db",
+ "_uuid": "aa6ae759fb7da71a35d31a940ec9016d3ccac214"
+ },
+ "source": [
+ "## Define some helper functions\n",
+ "the function **draw_court()** is shamelessly stolen from **[MichaelKrueger](https://www.kaggle.com/bbx396)**'s excelent [script](https://www.kaggle.com/bbx396/kobechart))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2021-05-25T07:00:52.812963Z",
+ "start_time": "2021-05-25T07:00:52.784963Z"
+ },
+ "_cell_guid": "751a1e14-3194-4226-b097-0fa7aa1f0f88",
+ "_uuid": "996dc03da4ea0a4d4976cd285af68b498381d007"
+ },
+ "outputs": [],
+ "source": [
+ "#%% define draw functions (stealing shamelessly the draw_court() function from MichaelKrueger's excelent script)\n",
+ "\n",
+ "def draw_court(ax=None, color='black', lw=2, outer_lines=False):\n",
+ " # If an axes object isn't provided to plot onto, just get current one\n",
+ " if ax is None:\n",
+ " ax = plt.gca()\n",
+ "\n",
+ " # Create the various parts of an NBA basketball court\n",
+ "\n",
+ " # Create the basketball hoop\n",
+ " # Diameter of a hoop is 18\" so it has a radius of 9\", which is a value\n",
+ " # 7.5 in our coordinate system\n",
+ " hoop = Circle((0, 0), radius=7.5, linewidth=lw, color=color, fill=False)\n",
+ "\n",
+ " # Create backboard\n",
+ " backboard = Rectangle((-30, -7.5), 60, -1, linewidth=lw, color=color)\n",
+ "\n",
+ " # The paint\n",
+ " # Create the outer box 0f the paint, width=16ft, height=19ft\n",
+ " outer_box = Rectangle((-80, -47.5), 160, 190, linewidth=lw, color=color,\n",
+ " fill=False)\n",
+ " # Create the inner box of the paint, widt=12ft, height=19ft\n",
+ " inner_box = Rectangle((-60, -47.5), 120, 190, linewidth=lw, color=color,\n",
+ " fill=False)\n",
+ "\n",
+ " # Create free throw top arc\n",
+ " top_free_throw = Arc((0, 142.5), 120, 120, theta1=0, theta2=180,\n",
+ " linewidth=lw, color=color, fill=False)\n",
+ " # Create free throw bottom arc\n",
+ " bottom_free_throw = Arc((0, 142.5), 120, 120, theta1=180, theta2=0,\n",
+ " linewidth=lw, color=color, linestyle='dashed')\n",
+ " # Restricted Zone, it is an arc with 4ft radius from center of the hoop\n",
+ " restricted = Arc((0, 0), 80, 80, theta1=0, theta2=180, linewidth=lw,\n",
+ " color=color)\n",
+ "\n",
+ " # Three point line\n",
+ " # Create the side 3pt lines, they are 14ft long before they begin to arc\n",
+ " corner_three_a = Rectangle((-220, -47.5), 0, 140, linewidth=lw,\n",
+ " color=color)\n",
+ " corner_three_b = Rectangle((220, -47.5), 0, 140, linewidth=lw, color=color)\n",
+ " # 3pt arc - center of arc will be the hoop, arc is 23'9\" away from hoop\n",
+ " # I just played around with the theta values until they lined up with the \n",
+ " # threes\n",
+ " three_arc = Arc((0, 0), 475, 475, theta1=22, theta2=158, linewidth=lw,\n",
+ " color=color)\n",
+ "\n",
+ " # Center Court\n",
+ " center_outer_arc = Arc((0, 422.5), 120, 120, theta1=180, theta2=0,\n",
+ " linewidth=lw, color=color)\n",
+ " center_inner_arc = Arc((0, 422.5), 40, 40, theta1=180, theta2=0,\n",
+ " linewidth=lw, color=color)\n",
+ "\n",
+ " # List of the court elements to be plotted onto the axes\n",
+ " court_elements = [hoop, backboard, outer_box, inner_box, top_free_throw,\n",
+ " bottom_free_throw, restricted, corner_three_a,\n",
+ " corner_three_b, three_arc, center_outer_arc,\n",
+ " center_inner_arc]\n",
+ "\n",
+ " if outer_lines:\n",
+ " # Draw the half court line, baseline and side out bound lines\n",
+ " outer_lines = Rectangle((-250, -47.5), 500, 470, linewidth=lw,\n",
+ " color=color, fill=False)\n",
+ " court_elements.append(outer_lines)\n",
+ "\n",
+ " # Add the court elements onto the axes\n",
+ " for element in court_elements:\n",
+ " ax.add_patch(element)\n",
+ "\n",
+ " return ax\n",
+ "\n",
+ "def Draw2DGaussians(gaussianMixtureModel, ellipseColors, ellipseTextMessages):\n",
+ " \n",
+ " fig, h = plt.subplots();\n",
+ " for i, (mean, covarianceMatrix) in enumerate(zip(gaussianMixtureModel.means_, gaussianMixtureModel.covariances_)):\n",
+ " # get the eigen vectors and eigen values of the covariance matrix\n",
+ " v, w = np.linalg.eigh(covarianceMatrix)\n",
+ " v = 2.5*np.sqrt(v) # go to units of standard deviation instead of variance\n",
+ " \n",
+ " # calculate the ellipse angle and two axis length and draw it\n",
+ " u = w[0] / np.linalg.norm(w[0]) \n",
+ " angle = np.arctan(u[1] / u[0])\n",
+ " angle = 180 * angle / np.pi # convert to degrees\n",
+ " currEllipse = mpl.patches.Ellipse(mean, v[0], v[1], 180 + angle, color=ellipseColors[i])\n",
+ " currEllipse.set_alpha(0.5)\n",
+ " h.add_artist(currEllipse)\n",
+ " h.text(mean[0]+7, mean[1]-1, ellipseTextMessages[i], fontsize=13, color='blue')\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "_cell_guid": "d98edf27-409f-4e8a-9eb9-5af925bdf290",
+ "_uuid": "97c5544ea57a6eecdd42818d16705e06445fd952"
+ },
+ "source": [
+ "## Draw the 2D Gaussians of Shot Attempts\n",
+ "Each elipse is the countour that represents 2.5 standard deviations away from the center of the gaussian\n",
+ "Each number in blue represents the precent of shots taken from this gaussian out of all shots"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2021-05-25T07:00:54.406534Z",
+ "start_time": "2021-05-25T07:00:54.214461Z"
+ },
+ "_cell_guid": "af91d297-6fed-416c-904e-6ec5a3501863",
+ "_uuid": "bbbf548f06fb46f90e21f7d2786f1b622c3828bd"
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Text(0.5, 1.0, 'shot attempts')"
+ ]
+ },
+ "execution_count": 8,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "#%% show gaussian mixture elipses of shot attempts\n",
+ "plt.rcParams['figure.figsize'] = (13, 10)\n",
+ "plt.rcParams['font.size'] = 15\n",
+ "\n",
+ "ellipseTextMessages = [str(100*gaussianMixtureModel.weights_[x])[:4]+'%' for x in range(numGaussians)]\n",
+ "ellipseColors = ['red','green','purple','cyan','magenta','yellow','blue','orange','silver','maroon','lime','olive','brown','darkblue']\n",
+ "Draw2DGaussians(gaussianMixtureModel, ellipseColors, ellipseTextMessages)\n",
+ "draw_court(outer_lines=True); plt.ylim(-60,440); plt.xlim(270,-270); plt.title('shot attempts')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "_cell_guid": "8ac84036-e6ef-4fa4-9623-c8b1d6965077",
+ "_uuid": "65d8a1a318bd5022026771c238a501724a550ca8"
+ },
+ "source": [
+ "We can see that Kobe is making **more attempts** from the **left side** of the court (or right side from his point of view). this is probably because he's **right handed**.\n",
+ "\n",
+ "Also, we can see that a huge number of attempts (16.8%) is from directly under the basket, and 5.06% additinal attemps are from very close to the basket\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "_cell_guid": "ea222759-29c4-4d0b-a84f-2ee6ba365999",
+ "_uuid": "b9ae4e6ea2f5f4faea5bd4e7ea1c57cc166689b6"
+ },
+ "source": [
+ "## Show the Scatter Plot of all Kobe's shot attempts colored by the cluster assignment according to the GMM\n",
+ "\n",
+ "Just to make sure the gaussian model actually captures something"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2021-05-25T07:00:56.445327Z",
+ "start_time": "2021-05-25T07:00:55.973342Z"
+ },
+ "_cell_guid": "e2c8a096-8644-4d76-8369-69c71404b2d7",
+ "_uuid": "7f207fa0ec719952af11d341416c24dead08485b"
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 9,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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6B4qiEPpQnYGF81Cd669o6k5y6NAhrr76aiqVCt/5znd6vZyuc+ONN3LjjTdSKpV43vOex+zsbK+XtCHK5TLPf/7zmZmZ4TnPeQ4///M/v+l9BC1ozEO6CG4CHBeSOXEM6qXur3mz3HHHHUxNTXHo0CGuuuqqXi9HUZR9jDoHirLP8Rswcx/UZiFoQG1ayi6C3VmWftnsNdnPTowxvPe97+WRj3wkP/rRj3jxi1/c9xmSKIr42Z/9Wb7//e9zzTXX8P73vx/XdTe9n7AFxqze7iahVenCQi+T9vftqU99KmathSqKouwQ6hwoyj6nfAG8pERRvZT8BahO93ZdvaItj7kXnQOAXC7HRz/6UcbHx/nsZz/Ly172sr6dCB2GIb/2a7/Gxz72MYaGhvjYxz7GwMDAlvZlHOk5WIkNJZPQaz7/+c8De0+eVVGU3Yc6B4qyjwl9CJoSPe0kkYFmGaKoN+vqJW3j7Etf+hJhuHPF6FEEzSo0K/K5bCdHjxznA//zI2QyGd73vvfx3Oc+l4WFhe190U1SqVR4wQtewFvf+laSySS33HLLZZXbeGnpMwiaS9tsJBmyzNb8ja5hrd2zg90URdl9qHOgKPuZdaoXrF3/vsuhbQDX5qCxA0bwVjh69ChXXnklpVKJf/7nf96R1/Trop6zcEYaZttKOttBowzT98B1J57IR/7m84yOjPOZz3yGRz/60Tv2fi/FD37wA66//no+/vGPMzQ0xGc+8xme+cxnXtY+HQcGjwBWHN9mRY578ZA4w73krrvuYmJiggMHDvCQhzykt4tRFGXfo86BouxjXE/KiPz68u1BHTKDYlB1i0YFJu+CU9+C+78Bp74OF34gRvBa5R695FnPehbA4iTe7SSKYP6slHalCpDMy606Da1ad18r9KF8XozhVB4e/8Tr+ezHvs7Drn0U99xzD49//OO5+eabKZV606FbrVZ53etex/XXX88dd9zBtddey9e+9jWe/OQnd2X/XgqGr4ChEzB4FEau7H3WAGSwG8AznvEM7TdQFKXnqHOgKPucwgFp1GyWoVWVyLKTgNxI914jaEH5nKjFJJJQHIf0gKjElC/Ia/YTP/dzPwfA+973vm0vLfLrUvfueEvbjBFnoT7f3ddqVgEjSj1tTp68gk/c8lV+6Rd+hWazyete9zoe9KAH8aY3vWnHhqX5vs/b3/52rrrqKm6++WZqtRo///M/zze/+c2uR9KNgUQaktnlx6FXWGt573vfC7AlFSZF2QpRXFLXDRnfKIz3tQ/LUPcq6hwoyj7HTcDQSRg4CvlxGDoGQ8e7azg1KxD4Ern24qG2jguOiQdT9Zmi5hOe8ASuuuoqzp07x2c+85ntfTG7toqOcbqvv29D1iwXy6TTvPHP38aXv/xlnvjEJzI9Pc2rXvUqHvrQh/K2t72Nqamp7i4kZnZ2lne/+9382I/9GK94xSu4cOECj33sY/nc5z7H3/zN35DL5bbldfuJL3/5y9xzzz0cOXLkskunFGUj1OaldHH2fikxLE9uzbCPIsn8Tt8j+5q5V6Swld2POgfKJbG2/8o+lO7iOJDKSYlFMru2sXo5RG21zJX7dQDbf3MVjDH84i/+IsBiVHe78FJr/8aCpmjyd5NktuOz6CD05fN/4hOfyJe+9CU++tGPcs0113Dffffxq7/6qxw6dIhnPetZvPOd72R6+vKaIebm5vjrv/5rnv3sZ3PgwAF++Zd/mbvvvpurr76aD33oQ3zjG9/gaU972mW9xm6iM2uwFYlWRdkM9RKUzkv2LJWXstL6/NbU6WozckvmZF+JNFQm+mNuiHJ5GLtJq88YcwS4C8gBBWttJd5ugN8HfhUYBb4F/Ia19l9WPP9a4C+BxwPzwLuAP7bWXjJG9pjHPMbedtttm1rvVmjXfG722Ow1okhOGrVZUfVI5aXUxEv1emXKbqNZldkJtVm5gJg4LNGoQG4YcmNQPNDbNa7k9OnTnDhxgmQyyfnz5xkaGtq216pMy8XZS8qxCZqSYRk81t2+D2uhPCG/ay8lTmDQlF6H4qHlTmEQBHzwgx/k/e9/P5/+9KcX5yG4rsu1117LNddcwzXXXLP43wcOHCCZTJJMJvF9n2azydTUFHfccQe33347d9xxB3fccQc/+MEPlu3rGc94Bi95yUt46UtfSiLRB5qiO0i1WuXgwYNUKhXuvPNObUZWtp2Ze6WEsbOM0VqZ9TF61cYzxlEoGYNkbvl5Iwok2DN6ZXfXvR/YadvTGPNta+1j1rrPW2vjJfhzoII4B538HnAz8DvAncBvAp81xvyYtfZCvJAh4LPA7cDzgQcBb0Dih6/ZwlqUbaQyIbXgyWxssDRg7hQMn+wPXXBl95DMQrogF6BGCdyUDKVyE/Lf2e2zu7fMsWPHeOYzn8lnPvMZ/vf//t+88pWv3LbXyo/KMarPy0W3cFAM9m46BiAX8cIBcfQbC2IUFEfk3yuzRZ7n8dKXvpSXvvSlzM7O8tGPfpRbbrmFz372s3zve9/je9/73pbW4Louz3zmM7npppt4wQtewOjoaBfe2e7k1ltvpVKp8PjHP77rjoG1cv6uz4qxlspDdlgcUGV/YuMsbbu0s40xYBHDfjPOQfu5nTie9FFFUffPX8rOsanMgTHmycDfAf8JcRIK1tqKMSYNTABvsNb+SfzYHHA/8HZr7Wvibb8P/C5wwlpbirf9LvBa4GB723po5mDnCJpSQ5gqLN/eqomKTX7/Xs+VLRJFUF8QtZzGAiRy0uOQH+lfZ/MDH/gAL3nJS7jyyiu58847911key3aUe52RuB7/3IHd955BwvlOZqtJoHv43kJ0pkUAwMDixmGzixDoVC49AvtcaIo4uEPfzg/+MEPeNe73sXLXvayru6/Mg3VKUjEjddBUzLAQyfUQdjPzD4A2OWzbawFvybqXRt2DiKYuUeUz0yHExD6sv/hk11c9D6hnzIHG3YOjDEu8B3gr5FyoL9myTl4OvCPwDXW2js7nvMe4BHW2kfH//4icM5a+zMdjzkOPAD8lLX24xdbgzoHy7FWjPVGPLsoXVyd4tsqzQosnF3tHEQBYOUCoyh7nSAIuO6667j77rt55zvfyS//8i/3ekl9xbpBhCpkR6RkTFmbtuN5/Phx7r77blKp7tVrhoEYbskVGSG/Lp9VYbxrL6XsMlo1qQBIZCQoE4Xye82Pb/73Wp2TCoNkTpyK0Jfv2MBRSOe3Z/17mX5yDjaT9HkFkALevMZ9DwVC4Icrtt8R39f5uDs7H2CtPQXUVjxOuQTWisLA/Gm5QAdNmD8jspDd+F6tFz0IfSkDUZT9gOd5vPa1rwXgP/7H/0iz2bz4E/YZob92MMJNSgmZsjZBECx+r26++eauOgYgJXuwRqlYSgI/yv4lmZVeJuzSNPbCwa2VdmYHpVcp9OPvlVXHYK+wIefAGDMC/EfgN621a800HQIqazQVzwFZY0yy43Hzazx/Lr5vrdd+uTHmNmPMbdslp7cbCRpQn5NsgZeSW7ooZRsrB1ptBS8tt859RYHcMoOXv3/l0rSnCVdnRP2h27KWysZ48YtfzHXXXcepU6d497vf3evlbJkolO9RdUa+V90IIhgHojX2EwXLyxaU5bz//e/nrrvu4sorr+QXfuEXur5/x5Ua8pVEgQw+VHYXUST9I9UZMcIvZ55AGF/HUwUoHpbyn+zg1ioOjBGFu5ErpJl5+KQ6BnuFjWYOXg983Vr7ye1czFpYa99hrX2MtfYxY2NjO/3yfUurtlxtoI2biAcdXSbGwMARcRCa5aUIQ/GIqM0o20sYwPwpWDgjTarlC1K+EezMTCqlA8dx+OM//mMAXv/611Ovd8H73mH8BszcB5UL8n2aPyPfrct1OBMZ8BISrGhjIzlX9MPk4X7E9/3F79Mf/uEfbksfi5eS83RncMda+R5kuzjcUNl+gpac+0vn5Le7cFauDVuRf/brMHuflALV5uQcUDp/+cPLjNHm473GJT9OY8x1wC8Bf2KMGTTGDALZ+O4BY0wGifzn476EToaAmrW2bdLMAWtdMobi+/YF7V6BZjVu3tkKsT78Wvvu1o/U9WDwiDQpDZ+UvxoV2Blqs7H2fEEMsLaaTPlCr1e2P3nBC17AIx/5SM6dO8db3vKWXi9nU1grhoXrSQ16IiPKUX798icwGyNlBMaRAEKzIgZo8bC8jrKa97znPdx77708+MEP5qUvfem2vc7AEWk8bpYl6tyqQv6AzLNQdg+VCcB2XAsK4hhsdi5BFMHCOXEck/lYQa4o5X/NPptQr/SejZiRVwMJ4GuIAT/HUt/BGWRmwZ2AC1y14rkrewzuZEVvgTHmGOJsLOtF2KsETYngzZ2WCMDMvZIq3CypnETobIfHbyOZgJrqsgHvJmL99S4PxlLWxlox2hLZ5dvbZV5bdiiVLeM4Dq9//esB+KM/+iPuu+++Hq9o44QtmU69sswnkZVJqZshaK3+DnpJESgYPiHTtUeuhEyXh7ftFc6dO8fv/d7vAdLD4nnbV+PjelJbPnwSho/D6IMg14eSwcr6hIEEElc62omMSEJvJuIfNmV/KysOEhkpUVaUTjbiHHwZeNqK23+O73sOImn6VaAEvKj9JGNMFnge8A8d+/oH4AZjTKe2xYuBOvCFrb2F3YO1MH9WIvvpQjydMC+NxZstBfKSUDgUZyDK4v37NWks6pchZdaKMaGlMMpe4DnPeQ4vfvGLqVar/PIv/3Lfq5ltiA2+hSiS8oPZOLAxcy+UJpb6FoyJS1kyWl6wHtZaXvGKVzA/P89zn/tcXvSiF136SV1g8XPR4ct7hm4H6vbCqUzpLpcMW1hrp4HPd24zxpyM//NLHROS/wy42Rgzx9IQNAfJLLR5G/AbwEeMMf8ZuBKZcfAXl5pxsBcIGhJxS3S4RsZIbWh9bvPp3kxRUoNBQ37ciUz/NJv5DSllaEcYvZSoGmzUcbFW6qGN2X8XNWPidG91ecQobMnx69eZAPuBv/zLv+Qf//Ef+dznPsc73vEOfuVXfqXXS7okblK+M6G//Lvj1yGzwUhydVqCEJ2SpY15Od/ktIZ9Q7z//e/n4x//OMVikbe//e2LsoWKsh6uJ9eAoLn82unXJbi4GUfcTcm1NAqXX1ODBmS1nVNZQTdjPH+GNC7/PvD3QBF4lrV2ov0Aa+0c8AykBOnjwB8D/w34oy6uo2+JorU9fseVcqCt4HpykkgX+scxCAORWDWOGBNtg2Lu9MYaIJtViVDO3Cvj2UsTe0Opx9qNp4FzI/JdaVbk5N2qynEtHNz5tShLjI2N8Vd/9VcA/M7v/A6nTp3q8YoujTEwcEgMjFZVvk/NsjgKG5EvjMK4zG1F8CKZg+qsRh03woULF/iN3/gNAP7iL/6CI0eO9HhFym6hcCCeRRBfC5oVwEB+kwa948j1I6jLecCvy3kgkVHxAGU1m5qQ3Gt2+xC00BejN7FiUNleGxhUm5fJnMkVxkSrAvmDF69H9hswd3881dNbmtyYyEpz9G4kCmM50gUgkuOSH7t0FiUKxVEK6uAku+MAhoGspT04L5WH3KhOTN0M1lpe+MIX8rd/+7fccMMN/MM//MOuiAKHPjQqELXk95TMbSzyGPriqK8cdAZiXIxetf+ye5vlxhtv5NZbb+Xf/tt/y//5P/9nV3xflP4hDJYcey8dZw22+JsLWrEcqi/ngERWSwH7hd06BE25TNwEZEelkShoitZwqyo/8r3kuYet5ePU2xhXTkgXozYrZRDtpilj5ATWqsgx2220lWIaC1IClirI8Zk7fenGYscVR6pwQBoJL9cxsFaa4JslOaapvESP5rsgabmfMMbwlre8heHhYT71qU/xxje+sddL2hBuQr5HhQPiaG7UIHA8cBLxdPQOQl8cXHUMLs473/lObr31VvL5PO985zvVMVA2jeuJjVA4IH8v5zfnJSUQWTiw+dIkZf+gX4sdJjcMQ8fj2l8rGYOhE3vrAuulVxsSINu8S8xICJpiiKzCbE3XudcEDYn+JzuyRV4asOIk7iStmjgDnWtJZMAGOjV1sxw8eJB3vOMdAPz2b/82n/rUp3q8ou3DGMiPy/cnaIoqWtCQjFZ+vNer62+++MUv8spXvhKAv/qrv+L48eM9XpGi9D9RKCWLM/fJjIf6gpYv7jTqHPSAVA4Gj4pTkBveW44BSDTCS0lWxNql0iAvfWnt80RGIuursLuzETcM1s6iuAkxtnaSoLX24DynB2vZC7zwhS/k5ptvJooiXvziF3PXXXf1eknbRjovUqVuQkr/vDQMnZRsmLI2999/Py984QsJgoBXv/rV2zIJWVH2GlEk2ezatFyvjCNKaTrjZ2dR50DpPhaSBWg1RLq1Pg+pojhEl0phZockw9B2EKyVuuZ0cXfWxTvu2hGPMNj5IVFeYvlcjDYbyegoa/Pa176WF7zgBSwsLPBTP/VTzM3tXcHwREZ+w2NXwcBhnZR+MSqVCj/1Uz/F9PQ0N9xwA//lv/yXXi9JUXYFbRGOZNxX4Xhy/a+XJDCh7AzqHChdJQxg7gGoz0i0MTu0pKi0kQyJl5KyK5A+g1ZNSq/yB7Z33dtFIgOJlJTztAl9IJIT3o6uJSufxbK1xE6YTr7eGo7j8L73vY+HP/zh3H333bzkJS8hCHZh/ZvSNaIo4ud+7uf43ve+x4Mf/GA+8IEPbOuwM0XZS7Sqqwc2ggQWd2Pf4W5FnQOlq9RmJS2YjEuLUjkxkEsXNl4zmMjIVM+RB8lUz/zo7m2aMgYGjkpkvj2m3kYyuXSnMyGOs/S6zbLcQLbtxpKtfiGfz/PRj36U0dFRPvWpT/Hrv/7re2NAmrIu1krgojoXK79E7e2W3/3d3+Xv/u7vGBgY4GMf+xiDg4M9Xaui7CbcdTLc1u69Eux+RsMZSlepz6+WMHU8aNWXhnhtlL1yInA9kWENA8DGdZQ9EixxE+IMtNeiTkF3OHnyJB/5yEd41rOexdve9jYA3vzmN+PsVq9WWZcogtJZERpwXDFknAQMHLH8/h/8Dm94wxvwPI8PfvCDPOQhD+n1cntGFMVZSqvDG5WNky5Iv0GUXLIBQl96D3a6FHc/o1cupasYB1gjaGoW/2//4npygewHJcP2WpTu8aQnPYmPfvSjpFIp3va2t/GKV7yCSCfN7Tlqs2L0pouxJHABwPIbr/xN3vCGN5BIJPjQhz7EDTfc0Oul9gy/LjN9Fs6IlPPMvVCZ7vWqlN2Al4LikaWBb82KqBcNHt07AcPdgDoHSlfJDokyUSft0e+7saFYUTbDDTfcwN///d+TTqd55zvfyctf/nJ1EPYY9Xnp32ljreUPXv8q3vaeN5JIJLj11lv5d//u3/VqeT0nimDhnGRIUwUpMU3moTqtqmjKxkgXpKx48CgMHYORK1QAYadR50DpKpkhSf01y9JY1CxLrWDxcK9Xpig7wzOf+Uw+8YlPkMlkePe7383LXvYywlCnzO0VbMRiFjSKIn7nD36Nd7znL0kmknz4lr/lec97Xk/X12v8uiigdWYmjZHgUH2+Z8tSdhmOI1LJiUx/ZNv3G+ocKF3FcaQBd+i4DEgaOCLNxZo1UPYTT3/60/nkJz9JNpvlve99L//+3/976vX6pZ+o9D2ZQTGAW60Wv/ZbL+Ndf/MWUqkUf/O2v+N5z39ur5fXe+zaxpxxdBK7ouwW1DlQuo4x4u1nBnQ8u7J/eepTn8o//MM/kM/nueWWW3jqU5/K+fPne70s5TLJDsPc/DTPv+lZvP+W95JJZ/ibN3+Un/6ZZ2uEEykhbQ+/7CRo7rx8s6IoW0PNNkVRlG3iyU9+Ml/96lc5ceIE3/zmN7n++uv5zne+0+tlKZfBHXd+n//rpuv52re+yKGDh/nUx7/IC3/uBp0WHeMmIDcqJaVBQ1TqmmWRc5bmbUVR+h11DhRFUbaRhz3sYXzzm9/kCU94AmfOnOEJT3gCf/3Xf93rZSlb4AMf+AD/5t/8G+677z4e/ehH863bvsmTnvkYLZtcQW5ESku9NBgXCgdjtRm1OBRlV6A/VUVRlG1mfHycz33uc7z85S+n2WzyS7/0S7ziFa+g0Wj0emkXJQygOitTz+fPiLb/fqTVavHqV7+al7zkJdRqNX72Z3+WL37xixw5cqTXS+tbklkYOCxqM5kBlaFUlN2EOgeKoig7QCqV4u1vfzvvfve7F//7UY96FF/72td6vbQ1CQOYPwW1GcDIIKK5U+Is7Ce+853v8NjHPpY3vlGkSt/85jfzvve9j2xW64iUjROFMlF74SyUJ6UHQ1H6FXUOFEVRdpBf+qVf4qtf/SrXXHMNd955J0984hP57d/+7b5TM2qUxKBJ5kSz3ktJQ2ltOp6wvcdpNpu85jWv4frrr+e73/0uD3rQg/jCF77AK1/5Sox2HiubIAwk+1abEie7WYbZ+6FR7vXKFGVt1DlQlC0ShVAvQXVGyi1WqnMoynr8+I//ON/5znf4vd/7PYwxvOENb+CRj3wkX/nKV3q9tEWaJXEIQAyaRgnqC+A39n7U81vf+haPfvSjef3rX08URbz61a/mu9/9Lo9//ON7vTRlF1KbjR3tPLhJUfNLZKE8IUPjFKXfUOdAUbZA0JTIT/kC1OZg4YyUXKiOt7JR0uk0f/qnf8rXv/51rrvuOu6++26e9KQn8epXv5pKpbKtrx0GErVslMXwXwvHk+9zoyxRz8oU1Odg/qxMu92LznC9Xuf3f//3edzjHscPfvADrr76ar70pS/xF3/xF1pGpCwSRdCsyG9jI45yoyQOQSeOKwP1wtb2rFFRLgd1DhRlC5QuyFCfVF4a71IFiHzJIijKZnjsYx/Lt7/9bf7gD/4Ax3F44xvfyFVXXcVb3/pWfH8dy/0yqJdg5h4on5fbzL1Qm1/9uMyQTDkvX4i/4zlwPcgOQasmt71CEAS85z3v4eqrr+bP/uzPsNbyW7/1W/zrv/4rT3ziE3u9PKWP8Bswe5/0DpTOS5CoNHFxZ9lx1r7frjMwTlF6jToHirJJghaEzaWSizZeRsou9mJEVdleUqkUr3vd6/jGN77B9ddfz8TEBK985Su57rrr+PCHP4zt0pcqaIlDkMxJiUMyL/9dmVgdAU3lIFkQrfpWfal0rnAAEimJhu52rLV87GMf4xGPeAQve9nLOHv2LI961KP4yle+wn/9r/+VTCZz6Z0ofU0UykTrbpTCWQsL5ySrlipIcChVkIzaxfoH0kPgr3CmgyYkklJmpCj9hjoHirIF1AFQtoNHP/rRfP3rX+fDH/4wD37wg/nhD3/Ii170Ih73uMfx+c9//rL336wCRrJebYwjWvTNNSqZcsOiT188JLKUg8dip3gPRDu/8pWv8KQnPYnnP//53H777VxxxRW8//3v57bbbtPegj1CdQ6m74HZUzD7gNzWK6PbCEFDnu8mlm9PZKAxv/7zMgPSzN8oye+sWZZrSPGwZg6U/kSdA0XZJG5Coj0ra0X9ulwA9GSvXA7GGF74whfy/e9/n7e97W0cPHiQb37zmzztaU/jhhtu4NOf/vTWMwl2uWOw9JprN0Ym0hIlTWTk1v5uB035rm8nUSS9Ed10xK21/NM//RPPe97z+Imf+Am+8pWvMDo6ypve9CbuvPNOXvKSl+DopK49QbMqGbFkFtJxlD8KJPK/5Z+PXdsvNubi/WaOIw728MnY0T4q/70y+6wo/YKeBfcA1qriwU5ijJzgQ19qsoOGRIMcRyaDKko3SCQS/Mqv/Ao/+tGPeN3rXkehUODTn/40N9xwA9dddx1vfetbqVY3N5UsmV3biAl9KSNaiZuA3LhEOls1cYAbJYmEJrepPzeKoDItfREz98LMfZcv+Viv13nXu97FIx7xCJ7+9Kfz93//92SzWW6++Wbuuecefv3Xf51kUus79hL1OTG+O53hROby1LbaWTO74nobNCE9cOnnJ9Kxo5LTadG9QG2ljWO6Vcu6EzzmMY+xt91227a/TlvDut+PTRiIaki79jddFON0ZcpT2R7aii9RS/oNUjmdAqpsHzMzM7zjHe/gzW9+M2fPngVgcHCQl73sZfzar/0aJ0+e3NB+ShOx4ZQEjBg2mQEoHFw/6+XHDrCNJALbmUXoNqUJaCxIL4QxEu1tVmH4xOYdktOnT/OWt7yFd7zjHczOyvS2AwcO8Ku/+qu84hWv4MCBA9vwDpR+YOY+yXqtPCc3KzBwZG1neCPUF6QR2U3IvoO4/2zwmJ7/+5UwELGQxoL8O5WH/Fj/2Uo7bXsaY75trX3Mmvf1uwHciToHS0SRTC8NgyWJtKAhF9OhE3qSUpS9iu/7fOQjH+FNb3oTX/3qVwFwHIfnPOc5/MzP/AzPe97zKBbXr/mxVrIAjRJgJajQNsR7TRhIxiBVWLG9JRHgoeOX3ke1WuUTn/gEH/jAB/jYxz5GGEqq5DGPeQyvetWruOmmmzRLsA8oT8p3vNOhtBZaFRi58vIMQ78RDwn0pak/lddrbr9irciMhy2ZLQFiK2Ek4NBPn5s6B1tEnYMlmhWpnUzlV28vHITMNtcDK4rSe771rW/xpje9iQ9+8IOLsqepVIpnP/vZ3HTTTfzkT/4khULhEnvpH/yGXMhXntesFbWXsavXfl61WuWTn/wkt9xyC5/4xCcWp027rsuNN97Iq171Kh73uMfpZON9ROhLA7IxEtlvqxblRiE/2uvVKTtFsypziFYGHFoVyB+QrGm/oM7BFlHnYInqDNTnVw9W8euQKkJhrCfLUhSlB0xMTPChD32IW265hS9/+cuL5650Os1znvMcbrzxRp7+9Kf3fRlNGMDsvZBYkckImhLpHTy6tG16eprPfe5z3Hrrrfz93/89tdqSVuTjH/94brrpJl70ohdx5MiRHXwHe5PFbNO8ZK3TA3G0vM/r5kNfhlQ2SjKjIzMsNf973UcM/XiaeV0co8zA/m1+rs5BbWZ1SWLQkIxpoY9OieocbBF1Dpaol2Q40coIWz96w4qi7Bxnz57l1ltv5UMf+hBf/vKXl9330Ic+lKc85SmLt8OHD/doletTnpSeiGROSolCX4wcPz3BV7/5Bb7wBbn94Ac/WPa8xz3ucdx0003ceOONHDt2rEer35ss9qmkxLAOmvL5FA/3v4Ow3wiakn3DiEMdBWBD6YlYGUzcDzQrMrBuVeagCtlRyA31Zl1roc7BFlHnYIkolMmMxoCXlm1BU7YPn5QoiaIo+5szZ84sRta/+tWvLouuA1x11VU85SlP4frrr+eaa67h2muvZWSkt5Jb1sKZe2b519vu4If33MG//OBbfP22L3D3D+9a9rh0Os3jH/94nvvc53LjjTdy4sSJHq14b+M3YO6B1cZVsxw39ubXfp7SG+ZPSwauM1MQ+iImMHxy72dNVhJFsa3Ekq0UtuSYDF/RX7aSOgdbRJ2D5QQtyR74DcDKF794cP+mDxVFWZ9Wq8W3v/3txcj7l7/8ZSqV1ZPPxsbGFh2Fa665hmuuuYbDhw8zNjbG8PAwnnf5V9MwDJmdnWVqaopz585x5513cscdd3D77bdzxx13MDExseo52WyWJz7xiYtZj8c+9rGkUnqy225q81CdkkxBJ0FDVNoGDvVkWcoaRBFM/2hth61ZvvxG7N1K0JKZF604NuKlpDczke7tulaizsEWUedgbdoTH/fjj15RlK0RBAH//M//zBe/+EW++93vLhrmF5udYIxhaGiIsbExRkdHGRsbY2RkhGQyieu6eJ6H67qEYUgYhgRBgO/7zMzMMDU1xfT0NFNTU8zOzl70/JrNZnnoQx/Ktddey8Me9jCe/OQn8+hHP5pEQk9yO029BJULosrTifa39R/WwtSPpL5+ZYagWYaRB/VXpHynCQPA9q+t1E/OwT7+muwd+vWL3m2slWiVteL595MEmaLsNjzP47GPfSyPfexjF7dZazlz5syio3DHHXdw5513Mjk5uWjUt2933XXXRfZ+aYaHhxkbG2N8fJwHP/jBi5mKa6+9lmPHjumk4j4hmQWLlKy2z7k2kqBUevcIYfUFYbAky7sdUWtjpN+wMb/cmWvVRLJ4PzsGoO9/M+ihUnYFfkOkW6M4S2KcuPF6ByRbo1AuhI67fxwxZX9ijOHYsWMcO3aMG264YdX9neVAnVkA3/cJgmAxY+C67mImwfO8RUegnW3oVnmSsv24njQel88vnwzcj2UZ/Yq1scLgrDha1sqxGzjSfYM1NyIOSKMMjomDaWnIaYZH2QR6dlb6nigStQHHhUQcqbIRlM7JlNftvEBV56A2vXRRTOalr0OzFsp+xHVdxsbGGBtTS2M/kc5D8srl/W0ahd04jTJUp6Wpu13u49fF4RrssrCW44rkr98QpSLHlc9rvzUiK5eH/ryVHcdaMbaNs7ETll+Xk1ynDJtxJIrfKG2fc9AoS8N3uiCvBzKIqXQBBlU6XVGUfYTjQip36ccpq6nPru4DSGSkDyBoSZCr22hWR7kc1DlQdgxrZSBNdQaMBceD3LhEpS76vAjRIVuB4y6VGW0H7cEppqP0OZHd3hO6oiiKsrcIg3VmDJjlpVqK0i9ox5eyY1SnoTIJyYyU5xhXxpq3ahd/npdECjVXEDRXK2h0kzAQB2YlFhkqoyiKoiiXIpUXMY1ObCSZBO1jU/oRdQ6UHSEMoDYb11zG3zo3IanP6vTFn+ulID0oEfvQlwbhVlW2b+cAnmR2jRO6jU/omjVQFEVRNkB2WK4dfj0WuGjJ5N7sqPavKf2JOgfKjhAFgFndY+Am4ya3S1AYh8IhqS6KAsiOSCPXdp5YcyPyWm0HIQqgWZLtekJXFEVRNoKXhKHjEhwLfclIDx6D3FCvV6Yoa6M9B8qO4Hhi2Lcj723C1sYap4wR2dKdkC5t46Vk3Hx1RqI8rgfFI6rt3SaK5Li0ylIili5KtkVRFEVZjpeMg1zjvV6JolwadQ6UHcH1pDSoPhf3GxhJr/qN7ku5dRMvBQOHe72K/iOKpWSbFTlGWKjPQ24U8qO9Xp2iKIqiKFtFnQNlx8iNSr9BfU4yCI4nQ2BUHm/30aqKY5DuyOS4KVF4ShdVyUlRFEVRdivqHCg7gt+QWstERjIIBqnb18Esu5NmOc4YdGAMYERFSp0DRVGUjdHZrOx6OrRM6T3qHCjbShRBZQLqpfhkZ8FJyARHo9++XYtxWFNeFqsXNUVRlI0S+iLp7bfk3GmtZNOLh8FRyRilR+hXT9lW6gsyxThdENnR9vj40rler0y5HNJFGQRnOxyEKBSnYc1hP4qiKMoqyhckiNa+RqYL4NdE+ltReoU6B8q2Up+TqcKdeCkxLINmb9akXD7JrPSQtMpSYtQsi+Rr4ZDKvCqKomyE0JchoCsDKomsCDzYtbKzirIDaGGHsq3YaGno2fI79MS328mPxhmEpmSDEhl1DBRFUTaKtUgD3kqMXDsVpVeoc6BsK+milBV16t9HoSgV6ZTh3Y+X1OZjRVGUreAm5FoYBfK3TdCQ8iLt31J6hZYVKdtKdkgyB62KDDzz6+BXIX9Am60URVGU/YsxUDwozkCrJtfIVlXuy470dm3K/kYzB8q24iZg+ISoFQU1qaXMDKyWwVQUZffhEzJLlRJNXByGSDNIFrNmrYSiKCtJZmHopIh3RC1IFSXj7qp1pvQQ/fop247jQm4IGOr1ShRldxM0oTYnaiZeWjJzvVKHCgg5xRwWS5YEEZZJqjQIOUTx0jtQFAWQ0szCWK9XoShLaGGHoijKLsBvwNwDUnbgJKQUYfYBaFR6s54SDSIsWZIYDC4OBVKUaNAk6M2iFEVRlMtGMwfKniIMoBHLanppaerS9KyyF6hMilPQLslzXGlirEzK0KSdbl6s0iLJankqg6FFQEovL4qiKLsSPXsrPSUMJBIatCCZkZ6ErTYqBy2YPy0ScI4nTdC1aRg6rj0Oyu7B2qUGRRwx/B1PMgep/PLHOp48NvR3XjUqiUeFJokVDoIFXE1KK4qi7FrUOVB6ht+A+TNABMaF+qxE+wePbk0vvzIZ6+3n4g0pqdEuT4iDoCj9jrUyMbW+IM38NoLqJOQPiurXyrkhNp4XsuYskW1mgDTz1AmJFp2BBgEJHDIkdn5BiqIoSlfQ8I7SE9pGkOtBMi9NlamCSLlVZza/vyiUSKuXXr7dS4l8aqgl0MouoFUVxyBdlN9EMie3yoT8Ptoyh22Ceu+UTdIkOEyRJgEVWpRp4mI4yoCqFSmKouxiNHOg9ITQl6h+qrB8eyIrxlFhfJM7jG0Ra1fXXusgGWW30FhYXQJnHMAuqRI15pHvuxXHIb/Z30oXKZAmR5IWIQ6GpF5SFEVRdj16Jlf2BI4jEdRmZfk0Zr8uZUbalKzsdhwHigdEvjQKpPSuH3ppHBzSmoRWFEXZM+gZXekJbkJuYWv5dr8mQ9K2Qm5U9tkoS4lRsyxZg01nIRSlR6QHJKPWiY3kb7tkzkuKA9wPjoGyO4giydZGYa9XoijKbkDjqUpPMAaKh6UhOWxJQ3IUiMGTHd7aPl1PGo9bNVEu8pJSirFV9SNF2WmSOXGOOxuSbQSFQ5r9UrZGbR5qM2BDUZLKDkF2RM+LiqKsj15ulJ6RSMPwySUp00RajKPLuWgZI9KPqdylH6so/YYxUDgoGYRWTfoNUvmdlylV9gaNsgg/JHNShmatTNi2tr8zqmv1jilCPx2bflqL0l3UOVB6iuttvYxIUfYixkjZUGfvjKJshdpMnD2NpaGNEUehPicZ2n7LRvl1qEyJzLXrQXYUMsVer6o/CFpQnZa+OuNI9icz0JsMUNCUz6k9rT0zBNlBdRT2EppYVBRFUZQ9hrViULorRk4YAxgpM+on/DrMPSBldKm8DPgrnYPqXK9X1ntCH+ZOyTFK5SXLXp0UieOdJmjC7ANSDpwqyPerOinOgrJ3UOdA2be0arBwTi5I1RmdhaAoyt7BGDEiV4o+tEtBnD7LGlSmpOnejUvoHE8M4dq0NFTvZ+oL8rctZ2wcMczrC6sFDLab2lyslBYLJDiuzCqqz4kTo+wN1DlQ9iW1eYnEBE3AQG1W/q0OgqJsDZ+QWaqcZYEZqvh0NzQdErFAnbMsMEmZJvpjvRS5USnRaRttUSgqbtnhrU2h3y6sjUuJVvTWGEfui/a50elX1+47MmbnDfJWbY1ZLHE5kToHewd1DpR9RxRCZTJu9ExJhCqZkzR7fb7Xq1OU3UeTgAeYZZZ67CTUuJ9ZGnTHWggIOcU8E1TwCSnT5H5mKdPoyv73KsksDBwFrNSqhy1peN+qItx2YYz0GEQr/D1rAStqdvsZN7W+4b3TTp6X7J+1KNtHnyUWlb1E0IRmbanBsl8UV9ppdrPCNfbS0ChBfnTn16Qou5lJKvEwNLmkJHFpEXKBMie5fEt0njoBIXnaJxGXkIgJyuRI4mica13SeblFkZyL+7VpNDsqPQap/FLGwK9CerD/Gqc7aV/nHEfKfrbjOpcZlOnpUbhkgPt1uWa1y3t2iuywZNndxNI1tFXtv9krQUuyHNZCqs/Wthvo45+cspupzkJ1aunkUYkgNw65od6uC5BmPLt6s43A1ciHomyKkIgaLQosv/omcePinxCPy/thlWiSYXlnrYtDCDQJyahzcEn6fa5BugDRAekxsBYMkBqA/FivV7Y+lWlREGrLxGIhf0CUe7pJIi1zgSqT0Ark2CSzMv9kp529ZHZpLVEYryUPxYM7u46LUZ2D6sRSxqkaQW4Mcn2WMetn1DlQuo7fEMcgmV86cVkrigb94MF7KUikJOLTXou1EokpHu7t2hRltyHiNwaLxbDaUllr2+ZfwxBhcVbsKxbeUfYAxkjwKFOU8iLj9nfGwK+LY5AqdFznIlEQ2o5MebogWZWwJUG3lSpUO0mmKGuJ/N6vZSVBU2yNZGGF/TEln0tihzMtu5U+jyUou5FmRU7snRENY+Qk0qz1bl2daykeBqwMCWpWoFWB3IicgBVF2TgODgOkqK9oEG5nE9wuXGaGyVBjuexOixAPh5TGuPYUjitBm352DECuHW5ixXXOAYw4DtuBMfGx6QNj3HEuvpYokuOw02pKzXh45Er7w/HkWq9sjD7/+Sm7lTVTnQZYo5ynF3hJGL4CgoacxLxkf5xwFWU3MkqeBvOUaOIAFkMal3HyXdl/kTQ1fBZoxPsHD4ejDHYlM6FsDmulKdU4/W/EbxvrXMvMOmWr+4n6gpQdtUutvDQMHN6ha6xl3XTifv9cNsN+/Vkr20gqJ+nWtiYzxHJ0QX9NfTVm+RoVRdkaLg7HGaKOj09IApcMia4Z7gbDIYoMkaFJgIdLBk8bkXtAo7xUb46V8tHCgf3nJKQKovm/8jpnI0ju4+uKX4fS+aXG8va2uVMSkNvu3pdkVkqI2vM82oS+NOYrG2Of/ZyVnSCREUWD2uxSpCAMRHO7V/V+UdT/DXmKspsxGLJsryRZmgRpNMXXK/w6LJwV6edE3OzZqkH5PAwe6+3adppEBjJDMvxr8TrnSwN1r/vqekltTjLxbcWp+oIco0ZJ+hEHjnS/YbuTRBqyIzLYtO2whr7YJDut7LSbUedA2RbyY1K/3ygDRjz2XkTpGxVRvwhaUnOYG5VmKkVRFGVztA2/Tj37ZFbO835jfzV7GgOFcbnONSvIda6wv47BWkT+0vTt+gLMPSBN1K2KOFF+A8augszA9q0hPyoVDI0KYCWLkcj0r4xvP6LOgbIttEt2elm206jAwhlZQyovZU2lc5L23c7IhaLsF3xC5qjFvQaGIdIMktU+gD1K0ARnjcSNMXGZ0T6jPcOnn8ple00iJ5kCz4GF00szEBKZ2JEsicOQftj2Guu9tj92O1pooexZ2tJl7ZSv44mTUJ2WMiNF2cvUaHGGee5jlknK+HTXegsIOc08JRpk8EjgMEmVC5S7+jpK/5DMLQ2RXIZVQQdFyAzGyoQlKe3xUlKO1s6qpPNQntqfzuRuQp0DZU8SRVJn6KzIjRkHiMDqiUnZw8xT4wHm8AnxMJRo8ACztFbIjV4OJRqERGRJYjC4OBRIUaJBs4uvo/QPmUEx6oKG/NtG0CzLFGMvKeWblWmYOy1/g7UcCaUvsBbqJZg/I30kzUp31HxcD4aOy5yBoAnYuJy3YwCZUdWgvkfLipQNYa00nrU6ayv7OGXX1jXuHDcP8cnPLKkoKMpeIyRiiioFUotDw7IkqeMzS42DbL3pJiKihk+FJhcokVmnAblFsKfmD4REVGhSo0UKjwJpEpc59bmTiIgqLSo0SeBSIN2Xx89LwvAJqEzF82wcyI1LmabfEEWa9lCs+ryIUgwd1zr8fsNaWDgnjl0iLf+ePyMN1sUDl79/NwGDR+Dww+U1ktml0rNmGbKjy6/LSv/Rf2cfpe+wVqTJGiW5OFgrJ/38eP+OIzdGhpp1SqpZK85NdkRPTMrepUWIhVXThFN4VNh6KDci4iwlarRI4FInYIoqxxikSKf1Z7oy+Kxf8OPyqYCIBA4VWkxT5RhDZLqgnNQ+rlWaJPGo4TNDjUMUKNJ/ERgvBYNHl6LM7brx8oV4XkzsL7oJiRxXJsVBUDaHtVKO49cBR8pxulW61arFGZ+OOIGXEocuM9AdZ85xYOgEzNwrGSQbynDUVFG2a3Nwf6POgXJJWlVxDJadSNJS05/Kd39MfLdIF6W8qDYj6W8QxyA30tt19QPt6ZVRIBccVXLYOzgY7BoTmiIs3mUY7eU4cl5AdBoPUKBJyAXKZEni4dAgIIHTFaO5X5ihisWSj7MkKcRhOE+JKxi+7Obr9nHtdLAiLBcok+vShOntYJmGfCCOQGrFhHkvJQGZlRlc5eJEkQS2mvEUZhtBdRKKR7qj1d9WDlqJ40Kr3r1MT/taW5uVa01bMVAFQfofdQ6US9Ior3YAjGFxTHy/OgfGQG5IIiFRICc+vUBJL8b86aUJp1Eosm/Fw3p89gIpPNJ41PEXjXSLpYbPYQqXePb6lGiQ7rhkpPE4TIH7mWOGGlkSpPE4RHHPqBVZLGWaZFc4OwlcGjTxCUle5mV0fsVxhXbWx9AgILfNsyO6Qft6sHLwVLuMc498HXaMZlkM+M6AXBRKdiZ55eXP7DHuOv0FtrvzgIwRWdHsUOwgejpvaLegzoFySdaLKBt2R+2+44DT/9fXHaN8QS4MnVG+VlU0zPOjvVuX0j0OM8A5FijTxMSZhFGyFNh6SNCskZHIk+I4Q4yRI0+qL+vk16NFQECEh7NlA78bTpAB1hJPs9hdY1M7rhiyzbIoGrXxa1JGogbh5mjMrx7Y5bhSmhM0Ll86NV1Yyqi3r+FRGE933gZZVg3M7T52z5lc6RnpotQiuqklRyEKwdLfTcnKakJf0sapFanpRFacg9zIPikvisIlOSt3750GE7gcZ4gmARGWBO6GG2gjInwiHMyy5wyQ5iwlkh3bxLg2DJLp2/KXlURETFChRGNxW5E0B8jjrHgPBsMQGeaoL4vgNwhI43WlKXmQNOcorzquLmZVRqGfyY+JzGmzQ8k2mdWAQz/ipSB/ACoT8Yb4nF88rJK0irB7zjxKz0hmxWiszsTefxw8LB7ak3bVnsbai2T494O8nLUSMqvPxv8G0gOQG9tz4U2DIb3J2v8SdSapEMFinf0BCni45EkxRJo5GriY+OtiOcrgrnEMAGapUaKx2DsBUvfvYhhfo+xqiCx1Asq0cIEwdrYOXYbqUycF0gzis0Aj7heR3+gRBlY5K/2M48LgMYlsh4FcG7z0Pgk2dJn0oGR4Ow31KJQov5da92mbIjsoQaK2LG0io9F9ZQk17ZQNkR+TDEKrvjQVUiMMuw83IcHy0F/++QUNSTXv+Qt5fR7qM5DIy5u1FpoLctXNj/V6dT2lRotzlMmTXFQ6qtHiPGWOMYjBcIAiA2So08LFiRuRd49FERExR32xubhNjgQLNBglt8ogd3E4ygB1fJr48ftO4HXp8mkwHKTI4C4+rm2MiSfT9nohu5xUQaRiG2Vxsqx46xS63BfmeuB2ocFZ2Xuoc6BsGC/VvaiF0huMkYzP3GkpAXA8adY2jig57WmslYxBIrfkBRkj/27MQXZ4X4fOZqnF2jhLHmKWJGWaNDvmFqRJbDoj0S/Y+LayV6DdTxFh14zVGwweDnP4VGlhkTKrUXJdM+J383FVuovjwMDheLZQTc7TqVz/in8oew91DhRln5HIwMgVIk8btCT1ny7sgxIxG4/GXtlF33YUbAS7MFrbLVqEJNYwjQ2GcM2W2d2Hi0MSF59wWb+A9E6465ZHhUScZh6QJmyLpUKTBgHHGdxV5T/K7sAYcQhSuUs/VlG6jZ7RFGUf4iakj2TgkMi97nnHACQr4CalpqqTKJ7O4+yHg7A+eZK0CFdtt3GN/V5hnDx1Ahpxs3aDgDo+B8ivqz5UoUmIXZSGNRiyJGkSUCfYyeUriqJsO+ocKIqyf8iOQVCXmioQR8GvSEPynm+4uDiDZIiw1PGxWEIiyjTjOcB7xznIkuQkQ6TxaBGSxuMEQ+RYv2ayQbDmADkXQwt/jWcoiqLsXvZ3qExRlP1FKgcDx6E2HY8JTULx2Gpt131IEo/jDDFDlQpNPFwOkGeAvadXnCbBYQY2/PgkDqU1SqtEuUgvo4qi7C30rKYoyv4imYXk8V6voi9J4W3KaN4vFEgzQ21ZY3YdnwTuqunJiqIoux11DhRFUfYYTQJqNHFwyJDY8gRgRfBwOcYQE5QXp05nSXCAgjYjK4qy59ArhqIoyh5ilipTVOOBWpYIOECOIVT25HJIxWVXQdy0vRvnECiKomwEdQ4URVH2CA18pqiSJ7movBNhmaRKjpRmELpAPzkFNlZbirCkcPtqbYqi7F4umQ81xtxojPmqMWbGGNMwxtxljHmNMSbZ8RhjjPn/jDGnjTF1Y8wXjTGPXGNf1xpj/tEYUzPGnDPG/IkxRs9mStcImuA3INobsuyKsikqNHExyyQ5HQwOhirNHq5M6TZNAu5jltPMc4Z57mGGWaq9XpaiKHuAjYSRRoDPAX8OzAPXA68FDgK/Fj/m94Cbgd8B7gR+E/isMebHrLUXAIwxQ8BngduB5wMPAt6AOCiv6cq7UfYtQQtK5yFoAEbmXOXHIVPs9coUZeew2DW1+g0yGVjZG1gsZ1nAIPMp2tsmqZIiQQ4dpasoyta5pHNgrX37ik3/ZIwpAv+PMebXgRTiHPyptfavAIwxXwPuR5yHtuH/CiAD/LS1tgR8Jt7Pa40x/yXepiibxloonZW/qUK8LYLSOfASMhFYUfYDedLMUF8mPiozCyzZHTYYIyIirJa6bAMNAnwiCh2fqcGQwmWeujoHiqJcFluVWZiBxbPPE4AicEv7TmttFfg48OyO5zwb+NQKJ+ADiMPwlC2uQ1EIGuC3wEsvbTMOeEmozfdsWYqy46TxGCJNiSZ1fOr4lGkxQpb0DkluhkRMUOJHTHMPM9zPLHUdFNZVIixmjVyQi0OwxjwGRVGUzbBh58AY4xpjssaYnwB+A3irtdYCDwVC4IcrnnJHfF+bhyIlR4tYa08BtRWPU5RNEYXgrDHc1rgQtXZ+PYrSKwyGcQocZ5ACKQqkOMEQo+zckLfzlCjRJEeSQjx1+DTzNAl2bA17nSQuFskKddIkWJZNUBRF2Qqbka6owuJ8+fch/QUAQ0DFWhuuePwckDXGJK21rfhx82vsdy6+b02MMS8HXg5w/LgOLlJW4yalpGglkQ+Zdb9ZirI3EQ3+5I6XEYEYp1Vai04BiCEbErFAnXEKO76mvUgClxGyTFMjjYeDoYGPh0uR9KV3oCiKchE2U1b0BOBJwG8hDcV/tS0rWoG19h3W2sdYax8zNja2Ey+p9JgwgMo0zNwH82egeQkBDi8J6UFolCAKpN+gVQMMpHXYq6LsGAHRGu3QYszWNXPQVUbJc4xBPBxCLCPkOM6g9ngoinLZbDhzYK39TvyfXzbGTAN/Y4x5AxL5zxtj3BXZgyGgFmcNiB+3lqk2FN+n7GKshWYFmnFHSXoQklkwa1kKFyEMYO4U2FB6CKL434UDkBte/3mFcUikoTYjMqbpImSHwO1XWfdWDRoL8kaTBemkdnTSqrI5fEJKNKjRIoXHABlSPZxl4OGsWfHuEy7LJijdIUdSm4/7CGst1lYAuRAaMwDkMJu9ECpKj9nqVaTtKFyB9BG4wFXAXR2PWdljcCcreguMMceA7IrHKbsMa2HhHDTLYqBbC/OnpaSneGBz+6rPx/Zye5irC+kEVKfE4F/P2DcGMgNyW4+gCY2yOBzJnNx6Yo9XZ6E2KfVQGJi/T7yi4jF5AwktC1AuTYuAU8xhkdKdMk3mqHOMwZ6UFIFMES6QpEqLLAkMhhYhIZYBVDZM2buIY3AeKINty8ueAYYwZpMXQkXpMVs1jZ4Y/70P+CriJr+ofacxJgs8D/iHjuf8A3CDMaaz6PTFQB34whbXofQBrZo4Bumi2LteSv67PicDyTZDs7xcdQji7IOB8DKaixtlmL1fnA+/JjKn86elmXlHCX2oTUm2wE1BfVbqoRpzUD4H8/dDTRNpyqWZporBkCNJApcMCTIkuEB5VaPqTnKQIgOkqeFTQX60xxjcVEYjIGSBOjNUqdLq6fvZDE0CZqkyS7WrDdgWSx2fGarMUaWlJVp9SA0oYShgTEpuFIF5rK33enGKsikuebY2xvwfZHjZDxBVoicifQcftNbeEz/mz4CbjTFzLA1Bc4C/7NjV2xCVo48YY/4zcCUyTO0vdMbB7qZVAXcNlUTHg1Z9c4Fwx5PMwaqyWSvypFshCqF8ARJZcOL9emlZd70EuZ1sWg6aMpHKGKnDatUglYcwBTYQp6E6KdvWOqiKghiLFVqLA7DaeDg08PEJSfaovMjFYZwCo+S2NOeggc9p5rGAi8GnSo4khynibjmetf3MUmWSCl68xkkqjJK7bKUoi2WCMvM08GIB00mqHKZIQZuP+wZrq2ATrGq6sS6WOsZo5kzZPWzk6vEt4BeBk0AA3Av8PmLst/kzxBn4fWSi8m3As6y1E+0HWGvnjDHPQBqZP44oF/03xEFQdjHGXVstCLv5sp3ssPQYpBNL/QpBU5qOvS2WLAdNaVJ2VtgoXhqaCzvsHLTTIACtskxpC0NxErxYdskYGd6gzsG+JiKiQUCEJYVHYoWR7WCIsDhrTkTeeo1zi4AWIQ6GTFwatFHmqdEgII1HkfSmHQOL5RwlkriL7zeJZYYqFssRBrbNQWjgExDh4ZDC29T7buAzSYUCqcXnWSwz1MiT2vCMiYiIOgEWSxoPD5cqLeZpUOzo2YiwnKdEhoQ2IPcNLmvOITeW1dEuRelvNjIh+Wbg5ks8xgKvj28Xe9ztwNM3s0Cl/0kXpBHYRkvR/SiUfyezm9tXKifNxdVpxIa2YjMXj2y+ubmNMWueshft8B3Fy8hBCn35WyuBX4GgBvlxWDgVN1xoA9t+poHPWRaWDbQaJccI0oxjMAySZobaskbfOj6ZuMxos1gs01SZoRZ/+wwJHI4wsFgS1CIgICLRYby3t/8L55ilisHBEjFElkdxZFMZjBYhPiHp+D1VaDJJhQDLJBUa+BzqcsQ8IuI8Jcq0cDDYeJr0ZjIVVVqxoOjS79ZgcDFUaW3IOajjc5Z5Qmz71Mc4OWoEpNZwDEEmJee32fBsEhCu8ZkryzEmj2UaayNMfCG0NgRjkUprRdk99KuWi9JlwkDKdRxvdQT9cvFSkD8AlXaeKL4+Fg9vLfidGxEJ0rAVTzpOXZ4R76akkTkK5P238etQPLT1/W4JxxFPp3RWUhoL90vnduGQ/PWbUlY0qnMB9ysREeco4eKQiY1Ki2WKKmkSi+o0w2RpElCmGRuThhQuB7c4S6BCk2mqFDui300CzrLACQaZpEqJpSaiQdKMkcfB4YdMM02ZYfJ4ODgYZqlxJxM8nCMbXoPFLr62T8QEFdJ4pDG0cMiS5BwlrsDrWtnUDDWq+Msi87U4E3CIYlde41KERJxlniTeYlmSlBNVScTHcyXb3YURxk5TlaVmryEyjJG/rMzUXsWYFNYeBHMh/mxMfC08hDGaBVZ2F+oc7HGiCCpTUj7TvpjkRqR8p5tR8+yglMkHse2QyFyeE+J63ZMhdRwYOCwzE2gARjIbmQFpnN5xEhkYuhKsgZGrWUyPtOKBDulhmeCm0o/7kgbBKulPExv+89QXnQMHhyMMLvYYtJ2JrRpuc9RXPT+FR5kmZ1iguWJNCzRwccji8S1OkSZBkxIOhmGyDJLmPGUeSrBhQz4VG8c+IdXY6XFxqNFigDQOBgdDhSbDF9lnQIiFS0a6I6L4mC433jJ4lGgwTn5D2YM0HvW4nMrpMO4D7IakRuv4cX/G0muZOHMD0CRc1tAdxdmF9DZewiVTEyx+5hbLLDUSOAyRu8Sz43XGGWTH60GWtgc4zgDW5mDRiU5jjJpZyu5Dv7V7nOo0NOYhmY/La6w4C8YVg76buB64l9d7t20kMjB8hZT2RyEk09Jz0LMLluPIIoavkKtn0AAcWWjQYPvjgkq/0jb8VuJgCNeYIpAmseGa9osRYnGRiLEUyJh4e8Q8DUZZXhrRjuJPUuYcC4xTJCIiT5opqhyKMxjRmpMP1sZgOESR08xRiZ2eKk1SJBiMpVDXOw4g8xQmKVPFByxJPA5SWPf4WJZnKzrXIWu3F3UvIiKmqTJPnRotzlNinBwF0vhEjJLd0GeznhqTgyGBSxaHBRokcIiwhFgOU9i2foMgnp+x0kHNkWSOxiWdgzAQ+elGLDXiJqF4UE5v/YRUREeA07VZBOIM9OmFUFE2iDoHe5goFOnOtmMA8jeZg9qsRM73QzSnjetBpheZgvVI5KE1IR9QW7+13dntatZgv5LCW9NobRIyRvdrl9uGaUjIPczFzc8OI2TJksTGEe2VBnRAxH3MkiXBIYoEWJoEBNQZIMUUFYbJkt7kzIUMCa5ghCkq3M8cY+TIkFgsrfGJyK2RVbNYzrJASLSo4tQi5BRzXMHImlkEFyfOeATLIvNttSfvElmDCSqUaZIjSZ4Uw7SYpsowLkcY2LDTlsQjwq76zFuEjJClQJoB0lRp4uKQI7Wtw+7CdRxUF2exYXq9DJW1sHBW2qpScYVb6It09NCJrQtLdJsoWgBmEJ0VD2tHcZx+ukAoSu9Q52AP09bwX+kAOK7U2/ekIVdZIlWQtE6rDG5aMghhEzIjUmak9C9hCHPzMB+HRot5GB4C7/JPqQlcRskxRZUULg6GJiFJXIpdHCRWos40NQLCxVKmdplKhOV+5hgmyxUMMU9zUcmnzQxVknikY2P++1wgxCEiwBLi4PITXLmltSVwOUQRg6EUazaBNGoXSC32YnRSw6fZUQYDMhyuPUV6ZJ1o9zh5TjFHSEQSD5+QgIhjDF60RMtfI7qe62gG30w2J4XHCDlmqC1+5m3Vp3zcA5IluWPD7dp9DiHRsrKqJsHicLv1CBpyS3W0vrgJ6fmqL4jgRK+JonngAtgcxqSxNgBzjihCHQRFQZ2DPY3jSUNvp4oQSKOvl+zRdGBlCceBgaMy76C5ILn3/LgMZFCkYWahJAa4tTBYhIEiuD1WTIkiOHMOWj5kY2N9oQy1Ohw/2pUf1gg50iSYp05IxBhZimS6JuM5R5UJqmRJkMDhDAu4OByiQEBIBZ8iabIkGSZPkgRnmF+UVG0RUqbBEYqxzGaaR3KYC5SZpESOND/OEYYvI9NhMBykQI4EC3EN92GKi8bySoJYfnUlMvth/aFhaRKcZJh56tRj52KAzCUj8+KwrH69RBxd3yyj5MiSZI4aEZaDFCiQWuxh2CpNAuaoUcOPM0K5SzoZDg7j5DlHmVSsUtSMlaou1aTdDko1yhL7iCJxFBIZ0WDoNVJKNAM2v6gqZIwnvQJmGmsLXSsxUpTdijoHexjHgdxoPAAsI9GbsCUn6MFjvV6dAkgaJzMgN2UJa+H8BFSqkImbQ6ZnoVyBY0d669nWG9BoQaEjEp3LytqqNSh0p944R3JDzaybJSRimhp5kjgYWoSxTKXDAk2OUGQwfmwlnk6cJ8UJhpmhSivOMFzFGA18QixlmmTwuIJhBkhzmCLHuPwBIgZDkcyGMiYJ3DU7EQIiBi9xqUviMb5Jlad2odNapUBbaRRu1/R38zNv4PMAc4uzGwIiTjHPYQqXPKZFMni4zFKjRUiOJENkL+k0OR5UpsVJSKSlnLMxD5VJOHBt197aZRAAwaqhZMbIsDLpQVDJVmV/o87BHic7KPZnbUYC1Ik0DB3vv8YwRVlGoyGOQaehnc913QDfEvU6eGs4J54n6+7l2jaAjFVb0sp3478JXKr4i8Zuu4yobfhmSHB00W2Qspr7maVAihQOc9Sp0mKEHFcxSgIXi6VKizKN2NBPb1tpTIYEaVxq+GTiIWYNAgxsyyRhD5dB0szGg84cDD4hTUIO7pAE6qWYpkoCd9FZSeLi4TBJJV7zxZ3srZQyGUfE1owr1x5jxGGw9a1Pue8uLuAum0cA7ZkELvTxFG5F2SnUOdgHpAtyU5RdQ6O5dvlQIiHlO700wBMJCNeIUUeR3LfNWCwNAio0cHDIb7I51Y0HfS3922GQNBNUCImYoYaHTPI+1uEMdNIkoEKTNB5z1KjSJIHLNRzgcDzFWKYdL1ChRRKXCLuoejRAJhbKjMiSItMhAbpVDIajDDJDlXkaWKLFaHyJBnlS60qqhkRUaDBHg5AwbgBev7QoIqIaZ1WSOFRo4SAZiOMMrtkTsdO0HbPCiuZt6SWw+ESktsEQDltQOCBNyI25COo+SROSG3UJawl6bXwb42DtMJhJbFxaZG0Epgoc1JIiRUGdA0VR+hHXFWN7JWEIXo9T/rmslDW1fEjGRmDLl7/5jem/bxWLZZIyc7GspQxHq3CA/Ia15z1cBkhTormo6pMmwQw1krhMUiYCDlBY08gtUec8ZRxgmjpz1BggxTBpqvhUaVIkE2cMWsuGi6WxnGKeJJXFxttZ6mRJcoTiZTsILg7jFBgmw3nK1AhoEFDDZ4oqh9eYruzHikYXKFGjBfEshXEKHGOAwRV9EwFhPPchwMOJhTDhCAMkcKnjsxDPjOjWoLb1sAHYGhCCSQMd8swmlkFd2VTcZq3+jG5gHAnA5zIhuUoFiDAJh2C+iecbOFyAZG9/w8YMiTCcmcXSbso7gDFa3qkooM6Boij9SC4rVo7vL0Xja3UoVWB0mFhWZPlzWi1otmR7Jr1+X4K1Uv4TxI5GusOiiiLpKYgiMfxTa+gueh4cPQQXJqXMyRjZduxwV9SKLkYNnzkaywxucRiq5C4SGV/JeKzDvhCX+5xjnocwyih5avhYIpqETFHhEEsGU0DIecrkSFKjhU/IQQpUaOLEQ9guUCZLkjINkitqty0wQYlRcqTIksQlQ4IyTRaob9jBuRRVfGqxslGbkIgLlEnh4RMREZHCY5pqXFVvGYmPS5OAGi0mqJAjtUwGdZbaqiF1PiF3M0ma5GKZlgXGyXXtPa3E1iA6G7+Qka+sKYJzcOnrPEyGCSrkSS6Wh7WPy6UGxG0VLy1lROH5unwbC0kRYgugUAxgog7Helt6Z4zBmGGsHQRCwF1WYrRVrG0APlK6lNEshLJrUedAUfoBa0X/z0Yy46Bb46F3K64rBvj5SaiXYWYOKjUYH4HJGZidl/tTKTl20/G2zucfOQiZFc01YQjnLkjfguOIYZVOwpFDct/ZC+AHgJX9Dg3C+Ohqzd90Gk4cE+fFWkgmd0QXeC2Duz2urI6/YefAweEgRUbJUccnJKJIimmqsTKQiZ2OCkMdg7zaqj8OhjItUvFakriUaJAjiY0f58SZjU4mqXCWCgZoEGKAA+TJkGCeZtcM6QUaq5qCZdKyz51MkIrlOAMiytRJxipMbVJ4VGgREtHAX3ZfiSbZFRmVCJigyoPJLB4ri2WCCtl1yr6CuD/BwZCOeyQ2io0gOgekoD2A1wC2BDYnTgLAABl8IuaoL64pR5IDm2y+3gyOA4MHIyr3+bSSSajKTyM/DomiB5UWBNHafTs7jDgE3XAKIqw9D1TAGjAWSAJHMab3JWaKsln2uQWiKH1A0ITSWeniIx5jnRuH7OWrvexqMhm44jhMTUuk/0SHTGjLF0P+iuOSUZiZF/WgtoHu+3BuQu7vzCDMzEo/Q7HDOKrVYWJqKevQqUI0tyBZiOI6xtRapU/biFnRL9C5fSO04nbkBC4uDh4uKSwOhgpNFmiSJ4XF0iKkQosfMcVDGCexxuVi7bUIKTwuUCIZv1aDgAkqpHAYJo+HE0fzKxxhABPr6vuxwZzEIySiFc9gSOKR2qARbRCDPYrfh0Earicpc4zBxah/SMQp5iiuI4+6HrbjfQLUaOJglpVFGQweDhWaq5yDGarMUFs8hkk8jlDceBlSAyklWvnwFNh5aPdDGwxj5BmKnQQHs63D09p4KVFpDhKAFZVmp+1frTx4ewBr54EKhsLie7O2juUCxqg0oLL7UOdAUXqJteIYYCBZWNpWnZArbHKfzzwwRoz5ocHlRn4yISU9jYYMI0utiNwnEiI32mhANj6G1srMhNyKY5rNSGbCMfI6nWRSsv+VzkG9LlmNINaz9zw4NL46U9EFIiKCuG68QIo56qQ75DMjLBF2XVWZiIgmAVNUqBPEz7OMkmOIbDzIzOMMC6TjGQYXKHOGBQwwSYkyLa5ilEHSseFtKZLiPC2StCf55vAJqdHiPAtEQJ2AO5iI7wtw49kFBjHMZSpwxEw8TfkepmlnLfxYV3+aGiERWRIcpMjRDTT8DpDmbqZoEmDj9YqjES6TCm03Y7ebptuGc3tisoe7apjZIGnmqC/bT4uQJA6JFVHotZy5OWqcpcQw6UVnokaL+5jjKoZxN1LuEye24hYJFoPT8tGuwsPF20l5TtfBFBIk6gFkOsyMegD5BLi9zxp0l9k4ZbO0xZgMljLWtjBGh1oquwt1DhSll/h1kfXoHCdqjJQWNebVOQBRBlqzCTnOskSRGPZr3E3UYSnZ+L/XKv8JQ3BiCyuK5Oa64pD4KwZaBQGcOS8OSjrOMvg+nD4nmYouKRZZLHPUmKGGjY3bITIMk2GWOh4Gi0iTjpFdrHXvZJ4a01Q5T4k6AQfIM0IOA5ynjAGGyHGQIvcxR4uAKarMUSeBw2GKlGmwQI0LlPAwHKLIOUqAJYHDBcoMkmaKMvPUiZAG5wPkOcYATfLMUCVLkiJZPAy3M0EdPy4v8jnOEDlSDJDGxFmMUyzQwO9o9G0xGx+LKxi5aM28h0uVYFFNSI5FEzee/Ns+vtJnkCMgxOAwQxWLKDodoMBB8qteZ4hs3GzdjLMflgTeYklU2+kxsbRpLs5StAi4QJl7mSHCUqfFKDlqtJinQZUWPkE8ZyJ70UyGtdJvYF1p/jVpcMaBJpgDG/t+bTtjGThdgXJTfr9hXEo0vrd0tGWo2toD8eJHbPPrB4DTlZ4JRWmjzoGi9BS7trHquHGZkcJAQSL7nRH/KJJrcSolsqZTM8uN8rYjkO5oKHYcyRI0msu3+77sw/dhckp6GyILqYT0Fhw9tHw91Zrsv/P1EgkpdapUV2cftsgCdSapksRhmjoNfO5njmMMcpIhmoRUaBBimaXOPA2GyTIUG5YVmlygQgoPi2GELCUaNAlw4x6BCco8mDHGyXMd49zFFElccni0iPgu52kSMEwGB0OWJFcywhUMU6XJCDks8COmOE2JPAmq+AyTZY46BsNgPGxrggpBnAXJkGCYLEEcza/SirWL5LcwR50ULvNx6Q1AhiSVuAm6QuOi/Qnz1DlKETDUaeHhcIgiP2SaOn5ch18jxNLA52pGGCZHmSY+AXnSFEmvWebj4nCMQeoEcT+CQ44UE5S5iylmqMYN2i4PYogjDBDhcoYFQBwnF0OE5Q4myJJkIFZQklKsSnzc1g4M2Jb0G5gDwKwI7dgKhAvgPBicfpGtTrhwsghVH1ohJBzIJ9d25HcxxhisLQJV6BgsZ20Qp3S2J2tgbQNrLyDpI7C2iDFjGKMD3JTLR50DReklblIMTbvCSQiakBnp3br6iYEilMpieCeTEuUPAjg4LtH9YkHuL1fEWYgiUS46MLZaPWhsBE6dFQM/mZCsQBSJ0tCps1IqVCyIY9BWR3rQieX78P21yyIcZ6nM6DKx2Fha1OEcJbx4nkGWBOcpkSPJCFlqBORJ4uIQYZmiSoRllDzTVMngEWLjqQWGDEnuYZqDFCiSooZPi5DTzHOMQQZIs0CDGWrMUCdLgmMMYrDczTQZklzBMEk8knhYLA8wt7jGBZos0MABjjLIAnXq+FRoUSCJxXAXE2RIkSaBh8MoOaaoUKa52AsQxLOOTWxEt2m/j/b96+ETkYgHfmU6LnPDZDjNAkFHeVGeJDUCBrEcWWeuw0ocnGXTjKVxWcqmErgcZoBEnFV4gDnGyS8qHOVJMk+dFB5lmov7sIhzkAZmqTNAZs3sQVQSh8AZlkoWWwETiaypM9wvg8ZiHAOFvV9SY8wwliqWKtgE0hASAEe2RbHI2hbWngKbxJi8ZC9MBWt9pAl6bzlgys6jzoGi9BI3AdkRqE2LBqBxRLXI8SDdH1NWe47rwrEjSw5COiXZhHZ9f/v+ckVuXmr9+v9UCk4eg4WSSJYOFMT5aPOQqyQLMTMnzlo2LQ7D1R3Si5kMTM91BgmFIOxaz0EUl7y0YnWgdgTbwSEdR+cblMiSWNSwdzDkSTJLjSGytAhI4DFDlbMskCVJCgefkHpcPmRYUs2p0mI0zi7MUGeYLAOkSeFSJyBNgu9ynkMMkMYjQ4JZqnydU8xR5zhDFEgxT50pqhRiadUmEck4up4mwQJFmgS0CLiCYTIkaBAwSw0HQx2fcywwR40yPgOkGY7f6eJHsEY0thXvo0IrVlyycX/DkqFUJB3PJpCu2DxJ8rFDMkNtXYP8YpRpcD+znGGBOgGHyJOK+xTag9JE3jWxuIYyTSo0AZEWdXAZjUfBgShPtSdVA1gfojmgBOEkmBw4GTApucGSk7DTWB+iWaAMOGBGRC1pP9mn0lNwAmtL8TC1LMYMYEzqUk/dEtYugHUWexnEGchiKSPd6nurdEvZedQ5UJRekx0Rx6A+B1EgGYP0gMqZduK6Uq6zXsmO44iRP7ABhyqRgNEVWZlabcmaabZgaGAps3D/ack4DMZ6/9kM5DLiqGTji3C9IZKo2e5clJ1Y6WaO1jKjWAZaGRKxCk67HKVN25gMifBwuYcZciQ4QI5JakxQY5Z6rKwjIqgTVEjg0CRgnkYczc/GykBiqMocAMiRIIHDPDW+y8Li62diZaKDFBgiE0uWLlAgTZ0Wg/FU5BINFmjEOvveYhN1AmdxCFtEuDi0bJAsC9Sp0GSQHEOkyZFcJSXaHmQG4uzUaHIfc8xR48GMy0ccTws2mFVTg9vHrH3cNsosVSap4hORxmOBBheocIgCSbxFxy0iIoyf4+FwhAHmqHE3UwDkSMZN2paIiGTHxGgbQHQa4mYOTB7s+bgtpqO/wFrY6cHMNoDoVPyPDBDK2mxj+dr2A8Z4GDMMDO/AqzVY+8MWd19RLhe1PhSl1xgDqbzclPWxVkp9Fkry34W8TCReb9jZRqjXYaEclxCVpWQp6Un5Uvs1hwZgelbKjRxHPq/DB2F+ASamJVuRTsFgce3hbFvAxFHt26lQo8UBCqRJ0CRkjCzE9f8+4TLnoa2M48YzBmwsXzlAFh/LA8xwmnlOMkwm7kVIx4PADKLyExAxTIYSzcUMQIpEnC9wYnnOFoOkKdOIMxYpTjNHiSZXMEgKl9Ms8DCyFEiTI8G/co5xciRwuIspCqQYJLUYSb+OAzQJ+BHTDJPlMAOUaJCK+yMcLCcZIhUPWrNAkRR5UizEOv5VWizQJI3HFQxxN1NMUeMKhjjJMOPkuY/ZVVODIywuzpqThNcjJGKaKgWSGCwlGrFRbyjRYJQ8YVz+NBT3D9TwyeDhYqjhM0aeAklSeMxQZ546A2Q5wZKMsS0jVSpxi4UzCFEFomn5bxJADUwWVviK2040D0RLa8MDirLdDoGK9Gwca0PJPFABEnHmYb1gQxpYYLWDYFGzTukG+i1SlN1CFEKzAkFd1IxSeSlL2i9Mz8g8g7Zs6bkJmUlw+OClaxjajkWlGtdB56Ux+cKkZBJcV6L/956Ca6+Wa2y1KoPVjhyUHgXfl9cpV5Z6FbAwOiRZnvmS9CgcP3JZikUWy1kWuJ+5xdKd+2It/ocwSgKXBC5D5DlLiTxmseegSosRsrjxDIErGGaWOpNUmKfGCYZxcPEJmaVGkQzz1BedCoOhSosCaVpEHGKAEk3OU8In5DEcJcTiE5EjSZUWDXxqBBRIMUOd0ywwR4MncIKTDPFDpvhXzscKSfOMko8dDpfvcI5HcpghsoyQpUFAg2CxDj+Dx2EGSOHGhn+dC0yTxSNHikrcp9CIJUtlTkOSMDbWUyQZIBUPWRNHY4QsF6iQi0uyQiKq+Bwkv6GSohYBZZrxrUGWZFyy5ZLCpUFAFZ98HMFtzxpI4XGGeU4zTx2fgIgf5whNgsUhZQ0CTpJeLHUCKRfqrKIyHjiHwZ4COwemAAyDM9SDUp4qrJGEkXW0gLilipo4NDjSMG122Inpd8QxOA20wIo4sGUeaw/hOAOrHm/MAJa5RZlU6TmoAz3wEJU9iToHirIbCH1YOC1lR44H9XmYvQfyByE7DInM3i7ybTbFUO8cdJZMQLkqhnv+IpN1rZWpyOWqPMdGMvSs3oBDB5Yi/Vccl+0XpsTwrzdlIrMfSA9Ce7aC48jshLPnpbzo6GFpfE4mJBMxMyfN0lvAYjnFHLczuWjUHmYgzgEYGgSMkGeU3GL5yzQ16vg4GEbiCb0zVGkRkCPNYYq0CBghSx2fBiFZEtwZK+scZhBLxAPMYZEpxtdxkAkq/AvnqNJijgrHOUyDkBlqlKjToEUtnq7sAg4ug2Q5QJ4EJUJC7mKSKSo8wBx+rO7zUAwPYoQRslRoEsYlOUGc5bDLjoc0Jy9Q4wHmMLiMx1OdK/gcokCZFg5Qp7Vo2ldp0IpnI+RiZ6FAkkmqPIgRDiI9BiE+Lg4HyTOwgTrtCk3OsoCLIcAySZUQyyEG4iZkj9PMU4mVow5Q4AhFsiSZjudMjJKjTIPJeBr1KDkKpImw+ISrHZQEYoR3+JsmCc4BcI5KxsAYKeUJ56VtyeRWR+1tA6K4es5kl3oVLosEUuGywpKwogcrkqvnJPthkoCFcCZe+z6f8diJDFHzMeQ7hqilwExgbX6VApH0GhzHMoGlEj9nAGNGtRlZ6QrqHCjKbqA2KwZrMi+Zg9q0SJ3OVKB1EFI5KBzpSklL1wlDMcTDUKL+6S1EthrNpZKeThKeGOwXcw4qVZEnLXaUbVkrswrGR5eOmePA1VfCnT+UNR4/LOVCtbrotH/lm3DimExMniuJIlImLeVIw7Glk47/vUXnoEyDM8zT1kZPxapAdXzGY12igyz1VRTJUCBNGI8TO0eJGep4ODSJOMckR2MFHimZMaRwqNLiakaZo0EWjylqpPC5nQs4ONRjZ+LHOEASjxkqtAip43OWeVK4fI8LZEiQxCHAMkeZowwwQIoFPBZokoi7G44zQJkWFZpkSXKKeeao4wIhMEaWaSqk8eKeAzH0fQLOs8AEZVrx5OQ6SQbJEBIxRYUx8iRwKMXD4ACq+FgiUnF2wFvssIAm4WIPRLu8aCMZg4iICyuawMfIM0eNHEmGyHKIAhkSHCJPkczivpsEcQlSKh6MBhV8FmiQj51AJ1Zm8laUNjmDIlNKKDMNAGxTVDLbVSfhJNhZySpYC9EkOAehHXQOp8HOyPOjCGwdzAC4Y0Bm6wpHzhCE9wPJpX1Y6QUnagLzYBfi8qc2aVmfyXcMb9v3lMCmVwxRc+KMXhPWkLU1Jo0xJ3TOgbItqHOgKP2OtdAsQSIr/12ZFEUeJwutCiTS4NegsQDZbQjHRZFMGraIcb9SHrRNsylRds8VVSBj5HlnL4jEpzGyr4GiGM+biXAZszS7oBMbLcmK1mpS1uO50jzcXmepLFH9ZfuLHY1ma6kEqNGUaci1JtQa0tuQTMD4GLQCaTZOJOSv58IPJ6VBeqHDOWgPT9sCLXz+mXPxJOMWDQKSuIwjTo3o768O97YI4zKhKgvUycTSpgfJ42I4zTwR7Qi8OA6nWSCFS4UGp+PBW6KC1OIog4tlLu1JxMlYUWiSKh5QJ+QwRSo0uJ85xinSIOBeZnDi5mJLjXEKzFIlRKL5Hi7TVHAwVKhzmEGmqHA75zlADoNHEM9hOEqRIC5fSuKSJ0k9bprOkCCFt1iGNECeCMs9TLFAgjItPGCcAiF28biJRlH8FcBcsvm4reRE/OwQ6OxLGI/7Cu5nllYsn3qEwrKBaA185qnHryivno5nKYdINiJDgghLQERxRQbDpOMyogmpLMTEmYMj8YyDmjgGTmcvfgTRhbgPIQA7HZcfWdmPrUB0HijHykdHt9YfYDKyDjsZOx0RUEOchUkIz8ubNKklR8aIHu36PbX7EgfpOF9n2ONFMEbNOKX76LdKUXYTYVMyBl5bvzDe7mWhMdd952DRuA+XrlGjw0vGMIhVcH5CIvRtIz6TlpKdcxNiLGc6sgULZTGwN6Is1KatAhSGS8a3tbKuYgF+eA/86IF4wJIRJ+aR14mT4DirHYt0avn0Y2ul/yCM4KoTUhpUa0pp0eSMZAkCX45By18akja/sFxBqd4QZaM1sFiacW18Kp7Vu3iY8fkXznKOBQyGMi3cuDfgPGVyJCjR4lBcYmSx1PGZokKDAJ+Qf+YsaTxGyePhMkiaMXJEWErUOUeJCEsClxQeKRyuYpQIy0mGFyf6igFrqeFTR4zXOgEGSOOSxcPDpUA6LqHxKVFnhhplGkxQIQKaBHyfcwQQm8JiHjsYDlNkjDxjZPkuE+RIkCPDEQao0mKeGqPkCImoE9CMnYApquTxyJKIDXNLgyY/oEqTgJCIf+EcKVwGyOAzy0MYI42HT4iHQ3qDl70F6kzEjc8gjoJPRKGjAcAiMxVc3HhCtWWBBikSBIRMUMHC4vE5ydBipmeQLGeZx8MlTRMHwyEKpNZYn1OQmQa05OtNcsm3jkqrDXsjSSJsvSPLYOIG4mq8PxexRY2U/rgnN3RYVq+tCDYva7O1OCtQiMuXCmCr4qg4x5cyH8u8NAUYAnOOTm/J2lacWtEeAmXnUedAUfodYyAzJFKnjhMXYrfESXBTMkgtCi+5m00TReIYeB3GvbVSl59OSd09wOycOAaFjrKdWh1On1uaPtxJNi0R+s04B54njcfnJ5YMfWulLKhUgR/eH5cImaXX/5cfwE9cL87DQnmpkbn93g6OyXsrV8Won5mTMqVmA354rzgW+SyEgaz5/inIT4IXT3lttKBaF0epUpV9Fgtrvq8GPufipl4wuMABCnGtecRp5qjjc4xBJqkyTp7bmSRHglpsOD6ao0xR4RwLOLEDMU+NImkCLGkSJHGp4zOMxyRlzjLPGRbiKcYzDJLiSsZI4mCBLMl4mq+hTkCRNAUSnGKBFiEXKDFMlqMMUIt7DCo0ORhLcXqxws8k5XjIV5oMSao0Fqchn2AID5cpKizQoIbPSFxys0AjdjiS3Mkkk3FWoUXIKea5jgOMU+AARR5gjgjL3cxQJWSeOsNkiOL/tXsqfpwjnGGeAikOUmCKGgaHLAmuYHiZU2axtAhje9tb9nk9wGxsuCcWnYsfMU0hLgMCmKBEA5/jDJLCY4IyZ1ngAmVKNDnJEHlSJHGp0OIMJXI04te0sbORYoxcPINh/UyGcdi8nbjCJ7YLrKpQMSmIyjJ5eavqQu21RTNxliD+mTlFCCsQe4uQBRtnP7Zq89oI8JGZCtuYebC2hRzA5LbX8RtTwNohLHNgjRwf42GMDjRTeoM6B8ruJ4rkimPc/qy57waZISkdqs7A7L2AgUQSCsdkmnLkQ2a0u69Zb8SDvdISsY8iKatJpeLof1zmNLcAuRUWRzYj8p9rldgYI5H3zZLPwZUnZF3WioOSSMBt/yqvF4aIHIoj/56alcj+yDAMD8g629+PKIKTx2Xd9QaUSnDuPOTz0KhL9L8VSNYgm5GMQj4vjsRwCognWh8aF3WiQl4cizX6KUKiuInVWdTXl20lrsCjRUA9bozNkCBPYtGQl0FYDj/OYbKkFxuG23Xrg/GwsweYY4wcU3GTa5UC05Q4T5mHcXhRgrREnXmqXM0Yc9Qo0aRKix8yTTrW2m8RMESGEbLkSRERqzLF2YoB0kywwCQ1glj1KAJGyeHikiVBnSZ5EpynRYkm51hggQYW0fR3cPAw2Fgd6QzzlGhRJMkAmXiS8yR3M80IWSIiWoRkcCmSYYAUOZKMk+M8VQ6Qp0aLgJAyTQwOE1QYJ4cflyLlSHKeMuPkycdKRxOUF6ctS69AERfDv3CGO5kmiUMEHKLA1YwxToFSh+MzS50x8mRIcIYFUngMx7MZkrhMUIn7RlwOUuCfOUcCh4MUaBKSwOEB5qjQ5IAtcCAokHWSmE1UpjmFuBG546vXHrruZMTgD2cQYzxCMgpWjGynXcFkWHQkbITUO3lb0DiI979IBswgRGfisqYoXtfhuD8ijJ/T8VpWutDBXd0LEc1JiZSVryOmCM44mzpel8JaH2svIPVRAB7WjuM4hU3uZ+nNXcrAN8ZgzAGsHQTTQsqMMtpHoPQMdQ6U3Yu1otpTn5ErmnFkgFhmcO8p9ziulA6VvwvJLLSq4OXEKZj9IQxdBZnVkneXRRRJ1HxiSoxiY2QGQLEohjB0WCFx6U5b59+YWBnILi8FAqntHx5c/jqwMcfOdZc3H1sLU9NLfQXGkXkDxbjAOghlLeNjsq3eWHIe2r0Gvi+OzJkL4E1K87LniPOVSooiUSIFp87B+LCUF6XT8NAHSbai1VqdHemgLVuZ6SgZcGPj+AFmqBNwgQpVmjRokSPFMFls3CNwmDEOMECTgLuZpEyTaSrUCBiO69NL8XPnaZCMi3hmYqO9HY3OkYynD5cXJwVbQtJ4DJBhOJ4OXIun846SI0MiXludCi1K1PlXzpEnSUBEM3YWqjRJ4ZIH5uLG5QQeeZKMxhKlg2QIiBbr7asEnKfMLNXFgWc/YpZWXCbl4XKKBarx3AIp1bGkcUnicJRBAqI4GyO9F5NUyeJRIEmLkAUaNAg4QHFxhsNZFjhEkfOUyJBY/FwaBJxmHgcbO2fpuBcg4jwlHByOMsAIRby4qTuMMxYlmhhYnL4sjkxCFHFpMUiGLEkGSFMgSZF03FsS4hPwQG0e54JDww+50gyTKHo4Y2L02vjnsa6dmAUzJIazScjX3gaiCNTOBJgRaUgmIfKnJMEMS5TfBvHreDI7gTn5WRkXzNhSL4ONfe+LnVpNEewFFqVXjQFnBOmTOCCv52RlP+EFpA/XxmVPB5AhalNxrMcAQ/J8YyS7EV0QJ6N9qrCVuFL/0Ppr2gzWWqw9CzbEmEK8LQRzDmtPYDagwWpthLXTsCgskMDasQ05FzJReXumKivKZlDnQNm91OehOiEKPsaRq2h1Qu7bjsbcXtIow9w9kCxA8bAYqLVpwIHsOGSGxYHoJsmE1OEnk1JeA9JY/MBpePTD5d9tQ3t6VhqCW4E4DvmsZBbGRqQUyHNlfb4v+x0cWDLKyxXZVyEv/QybmREwNy+v5weyzygSydMIyU50KhSl06sj+6UynJ+UbEgmDQsL4IfiwAwmRCY1mYTjR6FSFmcgsnBgFI4cih3UxkWXGMYSnSup0GABn2MMME+DPAnuZ45qLEsaYMiTXlQnqsdlKQ6QiqPv5ygzRDqeNeAtNuoOkMZguJbxOPtAXMbTXIykN+PJxycZ5SGM08IH4CCFWFYz4BQLDJHBkqaET52ABC5XM8YMFaaoMUEVn4B7meYARUbI42GYoUaeZNxoG+LikCMZl9BkaOEzS5WTDDFJhSY+E/EgsCFyjJLBi4e9lWlQpsUxhhgmyzg5KnEmIonDNBUmqXCeEsPkSNCKFYDaEyDEwm5nUE4zTxpvmTJQe8Lx/cxxmCLzyOfq4DBClnMsMEKWLEnSJOLsQyuWW12SIG3iM0qORtzj0B6E1iJkjjoeLlUWeIBZRshTbKRoXAhxXMNkusSwzTBWKRA24obi+XiBWcRhWGE7GiPRc4pLswTc/PLHuWPSFxAugD0NTkoakW1NDHH3qJQEMQ/kpGrOhhCdlZ4F6kgDcdtgH17bWTEFsCWRLiWJZAp82X+ndGl4Jt5n+7UCCO4QJ8GJT2XWAjPyc3PHYrWl7PLXNbm4JGq0WyVGDaC56BjI8XWx1sMyjzEHL7kHayeAMtgcxhhREzJnsfY4xqxWHVKUfkSdA6U/iEKpqa/PAxGkBkW/313nK2ot1GeXHAOQv8m8bN9r2YPatMw38OKQnJeAwkEpNUpklsKLG6VcgZlZaa5Np8SIz6zQeY8i2eb7Eh03jvzNpsVJaJNOSW9CNiP3NZoiE3rtg6Wh2ffFyfBbknUYGpTXn52Xzz2KxMh/4DRkc/Co65b6GS5GEMA994slUSqJulA2K8PLbr8bnvrEtR2NWk2ckvYQtNFhObYGGBmCC9NwYUYyByHyvv1Ash3jY+AYwlqNhWCBkl8jyqdJMscCDc5TBuAQRR7EMOl4+m1bYnNx6UTcwww50pxlgYiQBnCUAWap0yTgAPnFMhaLZYoaRVKLU4PBJYnLBcq0CJilziEKi5KbEZYzLJAnxQg5ZqhSJM08VeaokcBlnAITlLidC6RJUKFBAm+xvEgGerU4wxznKDFLjRwJAgIshhxJyjSpE1EnpEVIhToeHgUiQmCeBgEhASFFMovzGO5mhhYBRTKMk+d+5nBxGCDNUGzaN+OiJonIS1bjYFx+BTBFhYPk+Dz308KnTov7qZMiwfUcp0YrbvFdcpxdHKo0yZHEYlmgzjwNQiwhlioNxhihGveJtAgwGBZo8CBGOMMCAIOkGSHLvcwwRZUJKhRJMUSWI7Hi0wVKDJKmQRD3MMAgSSaoxlmTBuOlPENOjkRCXJl5U2csUyD6ITijkhUwRmYUBN9DJEAdoBgb6e1Wmgy464xqsIEY0aYSNxAnkLKdArhFwAF7Jt53fNo0rjQtB98D70q5z0bAbNzutEa03jiSbQhPx/tLgnNM1hrNiaqSrUM0C2YAmEZKiHKS0TBDSyVCxsSNznNgh5E+g/VOCyFdUj5qN0SsJIE0TVwca32gvGxegTEe1qawzO64cyCZkHlgDjnQ+XgWgo6uVi6OOgdK77EWyufAr4tcJ0akO/0KDJ5YOyIehXHueUX4yjhxyCtc37HYbVgrQ9CS+SUZU2BRGShsSdnLRplfEKM4k5YSnWYLHjgjtfOdRnkQwlAsCbpQlhKjkSFxBoKOBuhSBa6+QozuRlMyAAfH4J4H4OghidZbYgPckczBj+6XzyiblYbmdFp6A2YX4PYfwo895OLzEKyFM+dkYvLoMPz4I+Bfvg+nT8Ox43DsqJQAnToLJ44uyZpWqvK8dHqpl2B6Ns4wGJiekwxENiMSqfedhmMH4fAByRrMzBKlEkzaMs0KpBIZguEhvsYpGvg8mDFcDGdZYI4aj+M4aRIUSbNAnWxc138P01RocZQhPBwaGJr4pEkwCDyUMSJkQrCoElUJ44bheeoYIMIuauOPUSCBYT5uLk7hcZRBfsQkFskGlGkREVIgw1EGGSZLSBjXvDc4zhAj5Jigwhw1BknzIEb5V87xQ6YZIsdJhjnHAt/gDIcpxHKgDmPkOEwBB0OaBB4uVzHMBSp4sRMTEZEnGRdGRaRwGIoVhxwMQ6TxieJBbS1aQIoECQx+/D4LJBbLkxqEDJKhSsiDGGGKEj6WTDzVoInPMLlYCWnJGPIJGSWLH0fyyzTJ4JHCMEuNGj4lGkREpGIVohYhzdhRSlLnFAuUqZMlxUHyDJNdVDNqS5JmSXCCoViC1WeQDIcpco4S5ynFZmhE0/exTsQ8DRyMqB41xIg26Y5a/LJEz20C3FGgKpkC58TFo+Y2kpr/tnFt2sN03aWSHduUr//KeIqtgQk7ypMcIC8KSXZkdQOzDcCejct+rkQyeGUIpsBNy+u3ZVY5A84Vkg2w9VjlaMVP3hjZBQGQQezzFb0VBrooiRrXZa2iCWwkGx2ssz0JsTzwTmLtJOJd5TAmjbV1LA8AJ9RBUC7KHrGelF2NX4dWDVIdNZnJWMO/WVm7lt5xJcQUhcudh6jdmNzlEpteYoxkDKJIlIn8GnhxtiBoitOQ2GBEKoqN4XxuqXC3reIzPQvHO/aTiLsEs5klKVEQJaC2elEUSQQ/n1t6TL0OZyekhn9kSGYGpFNioE/PSDahUhdHYqi4fOpxNg1YUQ46cpFC4kZD1lHIyeOtlaj+gTEx9LNZyOXkMZ1DyqZnZO2uK47CQkmsi1JZ3suRQ1Auy/fo5DHIJCXb0e4pSCVpzE7S8uu0Bg8yNZpjLjnPPDWGydEiJEeSUXJMUeYCZY4yxEEKZEkwS50GPmk8DlFkKm4ubke3syQYI89JhqjQZJY6I+QYIYsXDycbJYvFch+zJHAZIRvLY1qS+JRpUMVnhBwOBznPPBco4wDD5Bej2wBlfFqETFMjE3crnGaOWRpMUeFupnEgrpl3Cf7/7P3ZcyRXluYJ/q7utpsBhh3ucCedZDAYW2ZWZnXVTPdbi4zM4/yp8zYi3dMj3V1VXZkZGcGI4E5f4I59sX3T9c7DdwE4SWesjC0DN8QDhMFMVU1hUD3fOd9CicVyypgmIXVirlngOwLPkAVvuW0fMqak4oAWb5HwkjELUnKgoGBGxpKKnnPpWafOKTOumGOpeMQaMTElOL5+jSUFv+CEJjHvs0WMzxETdmizRZMmQwYsifGwVC6rOSUmZEZK6PISdunyjAGXTFmncasNWHOuQR9xRkLAuktjPmXMFm0+5pyMkn26tEn4GccckvAPPLi1hb1iwRUz3mODDjU8PIbM8VlQJ2JCSpuYxOVKN6OEziThZTAkIaRPg2WZEZkIm0I1RunGQ1fMZ3eTAjvXz/1f40VQDV2mgY9sTNt3dBwWQAMJgnHF9msAwU6AN1DljUF18Nfqy2osGhGVoyS5ZOdqAN7fO7qQcy4ybUdBCoGlbFbN14y+bo8n0BSlPEQgxmkl7BzMa4JkWwi4MNV+vR63+QrWpq6LvgLqGNP5RoFsTIy1bSwTsE4cwQqMwZhv3oekL5gCE8BgrdDPN4fWX0M1f4Ilt6URhvZrU4wa1i4cRer3C2q8X38b6x4c3K8//ypS3mg34QUqhN8EDoyBxgZMjlUcew4oZDNo7f77ohQB1PswfC460XwMi6He4/q70H3427/forgTDb++olBUn9d/Fscq+OcLfb0JDbP2zq7TGBX9N6Lj0VggYzJ130/E6X/8EC6v9d/1RF354zPIt1V4l5VAxfUItvuiGb0ODqrKJR3PpV8oS2UQFIW2m8R6fZbptf/wIx33cAKzmQBBFIlGVa/pOFapxMvnl5qMeAaquhyMHu7pedZqYpKmUExhcsqqmHD+7hrj7ZDMSzlmxBVzckpK181uEBMRMGTFLhUzUhZkNAipE97aXd4kEafOM6fEckAPD482NdrUsFjmZOQU/IwTCiwtIlrEfMkVG9QpsAyYE+IRE3DBjCkrPCDEp0uNbVp8zLmjjdfJKHnOkBYhY1Z8xiX/jUMifNZoMCDlnDktItZpcMyYNgldEq5Z8owBHRLGpKwRc8SUBQUBHgMXtvYOG1wy55gJHSIiQnxXpHdpc82KAXNnTlrRo4YPtEmYkhM4UXOJ5SNOecQa+3TJqPhXjnjCGkOWeMCEFSOWDFkwd45Fj+jTpcaSDNy5CPEYsbw9r9csScloktB3qcoxobNuHd1al4YEHHLFFk0mrLh2udQ5pcunsC7/ISKlJCK81SGEBNwQ/yzwNus0iDlljG1bzoZTsrRkJ24T24CT5ZRultC7bqgAzwEHEnjn9b9bYA58CzioppD/s6YOXl+d/nKi9GTjQ7UCv+Euv2vANdiGG8Dm+mc8hZmZmqMduRTmN7mu2qmAgL3W1IEQqnNRhqpNMG87oXNLUw97Bv62zolJlLdQvqNLfzXSRMF75I7PB/9Aomk7Q4BhT9sCBwxeImZQBKwEJrxtMJ0F1r6S6poQGMs2lAMnAr5bcg1KwAzcxloYs44xIdYKRlo7xVoDzDCmBBu7115gq4KKa12zTCn043l4ZvfNv6Q/2sq/5fEYfWju1/369nUPDu7Xn3/5IdzeOl9bVSkf/29biStQF1eaPvgBtPfuHv99VlXJCahY6Q4Vt/4y6ElBrDvoYqS7dViHuA2d/d9tSvJ6gNjrgKIsxc9/HTQYo2yB64GKfFCR3e8JSJSlCun1nortJFLHv15Xsd1pqrN/BpydwdVI1KOGcwpKU2Uh7Gxq+/OFgMbShY/N5ppIlCW8OtZzikLHfnom4fBGX7kEP/9Yn5d+H7bX4bPn0Eh0fKYm2tRmX+9/OtPk4cZ+1fOlKZjOIfQgStw5NXCwp+dcfQ5XX4AfUnR8LhfHcDWk3HyPAI9Lllwyp0ZEjZApKTkV+7R45Vj3ET4FFZ9wzguGPKJHSHbLVbdYnrD2lYRci3XgY+HsUA2567rLIUdUotI9twDq+DQJecWIhaMiJa4YjvF4ztCRZSxtIkbMmbCi6dKJT5kyI+U9NqkR8pIhOSVtEtrENIlJnM6hQQgYZyJqaRJyzAQfjz3at3LfGSveZ5M6AVfM2aJNwwmGY0IumFNh6dOkwBIQECKtQZ2IFSm7dHjImgsdk97hBQPaJHzOOZ9wRY2ALjVwaQYvuOZ/4m1CV8mOWPKUa66YMWTF51wR47vzuOKUMSkVHWIe0KVGyIyMJjEDFk6XoGA4OUPJ6WnCij4NDhmxTYuaO/89Ejbd1ChwoOQmrq1OxBYtiA3LhznbFy0ezdaomZCqbxkOljS9hCjyb+0+qxUEr/cBHF//TauaQvEzIHON47HqVNMHewWsg/caHcdbl8bADqAq0D4bKBvBAAsV7F5XeoGvC6MBbOamDbnTFFRgUk0vymvpEbwa0NPzjLNNNTEEb0t8XH4MZQ28BExXQKC8lCjZJBI3f/3yBS7grdRUBBAGiMBeWGzjDOPVXksTDjRJ4BJj9r+yHWM8jOkBPay1tzak4u+fILFx5BDKMZYHeLcC5kg2qHamN45xXKwd/vTl1rfdF3Lug9Xu129afwFVz/36m19hTa2hIr3j05c5YCH5DfZvSVsF/I2V6R8yMahKGB8phfjGQ3BxpQI8/Bal3++7ykJTkarUtsPfcLFeXItqVX/v7r1WBczOoPf4ze/bWhXBq1RFcaOur/XaneagVtPUYL6UTuDry/dF1+mva3uLJZycCUR4nkDBzbYHQ/3cGHiwKy3CfKn9ffK5nrfWFWBIM/jB+9IlfPTZXXjYWlfd/c11dfTDAI5P9fooUSrx+ZXoQVmu7WBhvaPHfaQZuLyCizlse9I9WCRe7q/rebGjE1h0vD96XxOPbkfUpKrS47M59GuQXsLeJngeWTViVc7YPH/OqrlPp17DUrJygtjMFfojlkzJqchYp0mMT8oK3/HnKyxr1OmQMGBOndC5FJW3Atqpc89ZOnGsJg+RywsI8ZwAWR7/loqcFSmXTLl2wtyuC0m7YEKDgJSCmePUt0gYk9GnzjMGlBSy1nTJvbu0mLvk4SesUyPiAT0yCjw8luRYVgwoSAgoKQDLJk02aZIQcuWCzZ5yxftsskmTlJwaIQsKwJAQMGPJCUNKDI/p0qPONi0es8bPOeGANfboUFIxcaJtGd7EPGfElBUVEQEBCT4P6N1aoXadxuAlQxaktyLvBRlXZDxmjSYxhwxd0d5gSsoadY4Ys0GDMyacM6VJQu4E4F1ixqRYF2RXJ2ZB7rQGMUNWtKlRI6RByEsGLMi4ZE6DiLdYUwp0UtJ8GBOVHhNvKYvOLcjTEn/qK+k4c1QcZ45VLdSl95uuw/9aoW8rRyWy6pzbE+4mEEt3CSlUSFuLNA4rJFI+cBSjlxDsSFtgryTlYg62pW7/zX5YOIpS6aYB7k/SFFBdOu3EDej4HMxPUOWRgfcj11zPHUWop8ta8FDg4sYh2Q603xtNwhsv8xO+UfMaD0HmvMB8TcNkTIxlhrXVt+YJfDWfYI7ExqLpWDsF2wEzwNLEEMkVy1yD3cZ4a0CFwcfaOdaOMOY7zqL5tSsGpDMwjlslW9YUY34/71drM6yVdsKY5BtTl/v172fdg4P79edfnq8CfHoK2VQFmx9C54GbKvyGZcybaUm/61oOJe6NXrO/LHMd17cV4L/PSmcSYAO6y5SQ9KC5+e1FfjrVtOD19+qHkKU6xhsXo5tVVbIQnc1VlJeliulGXc4+WaYuf1XKPejJ41+fWOx52sbpuevGG4GB0USAYLOvx7od2NvW83PnJpRlmhgsc+1jNNH0oNWEB47j32lB6MsWdHtDzzt8pQnBly/0nDDSZKFySUqHRy6IrdTPtjY07fnkcxfGZDW9+NWn0HHWqZ4vQLFaSZNgLXRb0iQEgf7NF3fveXcbZk+d6LsOsxMqs2AjArM6pzr/FfODH9Dz6rxgxGdcOeebkm06HDKgR4MRV7SIWDn/+w4JlaO1jFlyzpxdmpwzI+KKfbrUCXnGFZ9xiYdhRgrOlPOSMQafmIBTJsxY4TnKzIKCB7Q5Y06MJcDjU87xqFiR4AFjVkxI2cCyQ4tjhsxJ3QxCTOsvuGDIwhXuBZ9wwVv0iQn4MXuk5Dxj5JyFpoyYc8icESu6JFwxpeW6+BEBK2f3mVLgYVgwJsFnzoovuCR3k48RC0oq3mWDF4zIKDlliofHgAUrcj7j0u11RUnFnIxNmnj4dImpE7FwCdJnLtdhQc7Vrb1qRkDADi0+44orJxYtsWzQxCegR8CKnJyKX3FOBbRIeMUQD0NOyRKfCy6dtmFJjYifsEfdkfFDPGbONvaICdu0aBAT4pNTccT4VnMS4XHoj/AA4xky39Jej0mWIV5osA9kAVqNnf6gBLMDTBSC5u0qEE3XGG5CdlXwb4mOUxXAOfibEjJj7rQBxkd/N554/NVKkwUDsKvPhDVqiNtCE4XiWLQhZo6mtNSfo5fKGtUuBEDMIyDWNs0rWa/aHbBHTqNgoUqBI+2/eKk/ZXvj1uRxK9D+1uWO3xbcJiiTgL0ld311WesaAG/86Zue7yYGt0/3dI2xBsvK6RcyHYSJ3F5v7ks1YMy38r/+CEvAZg/LKZYpd1OMvVuw8LusqhoB5/oQYNTesBt43tp3etz36y9j3YOD+/WXsYJYzkQ3EwP/xp/vT7iWo29OCPxQtJUyu5tq/CGrKgU2gtpX6UCrIUQNiL8tTMvg2txfffhN83WQ0Ha+UAGe5wIC44m68I8P9Pi7W5rjL5d3moJft1Ypt4Fny6WchZp1deHLUt7/Xzy/CxpbLuHtR9Ih7O/A51/qGGouF+Hw+I7OhIGNDYiM9vPqBP71F9IS/PJT5ToYTyBirStQUK8LUDTa0jBgNJEZTeR8ZK30CYsV1HNNSjotiYzPL+VAFDpAUBQ6jrcOBD5u0qA9D0Yp5CuYfQLG0PRKfC+jW4XU04rhakZaL9miQZ2QEJ8Yn5GbEsTOreZGFBzgY/DYoElBxRULElcsGpSAPHNWm/+VQ54ycFkDkFPQoc6EnAZilTyiy6kjq4xZ4rmypObCwixwyZw+NWqOxrPuxNNPucDDcMSUDjXOmBA44bGY0wt2adEgZE7GkowuCRUV6zTx8Umdm9I5UyakXLsC/ksCtmiwToMSS48aVyzIKRmzZI2Eh3T4L7xgRYbB58wlCn/BBSdMeJc+LxjSI+FnnPAl1wT4DJmzJKPvphMRPnNy9qmzRp0TJlwzZ07Gx5yzIGfL5UVUQJOEJTkePn3qJIRs0qZ8ze0oJuAhXRbkjFmwTYcGEc+dkPnaJeh+j0326HDF3NHdfSYsb9Orj5yV65dc8ZIxSydIz10OwkOnMTnljB1a9KiT10oi32NxWpCRU+tGVEvwDVQBcALVI12eTAOFh52CrTlAcHNp6KrrbhqOn7/UhMB7Al5TIIP5a6ACdf6LL8GeA01ddizKWKCpaQWl0wc8FT3I3xdliQIFnFXABLyGTng1Bb8LwbsCD/5b2m71XMdYnYPfUzBaeQnBCsoVVD2UbfAQwt+kn+1C+UsHTlzNbyvwtgKIm1i7+KqVqFkAa78xvfhueTrom5ebJtYOef26rFRk+4biu+K3BSHf5TImwJgHzmK1AsLfK3VZ4uZz5HrkuccsmEusrf9W4XD3669r/e6fkvt1v/5Y68aVJ4j/9MDgu17WiiaVr7hNAAZpGWz1TZ2AH0M6fvO2jFFuQ7746uPFSmDmTdOV4fjOUejiWkV4EutfHAk4zJfuseQuiOzbVuo0AMulCunJTIVzluv7PJe9ab8ncHB+qdfcTAL669L2+b40DOOZ6Ex5rumB5911888v4aNPYbVU0f96MFrp9n1+eRfAFrvtGKNj6XZhuQAq6RI67Ts3ojjSz5OaHpvO9S/LNfHwfXUDPcttIRB3RN8CiFo0gxZrlU+WTrhuNJhlV65JGbFN23XDM2I8ckqeckmIoe6Cs0QbMlgsLxly5Tj6j1lnjQYRPh9xziVzfAx1AgK4te+8YkpK4cSvEs9WLinYw9B26cA9ajRJsEBJ6aLKtO8bRyWLYUnBkow6IW1qxPhMyZzFag4YdmmxT5eUynXjJcB+hw1yLKdMmJCREPAWa44WZUkpb61CEwIyCj5gmxYJcwr+hZdcsnC0Kz3HlaLMnXD5IT161AiAAXNW5A4MFIR4hHg8Zo2MghFLnnPNiBUJET9gl106nDPjGVekFHSIWKdO6c6LxbqkZB8fjxJL6LQOPp6zRK1xyIgQj++zyY/Y4QdsUydijQbG/a/vXKWkXLCcMyNxwuRDhjgISyjDUias3MREtLQjxgxYkHolzc0I/9pjukgV9PUK2HTORHUV97fCX6vOup26v9fE0YzqqKCfaTpgr1wnfkNd/vKl0xm87t5pwF5w52LUVIFeXbopQykZjx25QWYXuXTWuHVEsjNk0KOTjL+un5nQHZfnWKCbej4LpI1ItO/SaSMIwTag+vj1svzXrNfsWO1NzW6QM4+JsExFJWIKNDDmt+96G9MGkztRsmhJ2HXkflRiubmG7vENDZ1ZYm0Da1cOQPxplzEhxsS/FzAAsHYO1vvK640xYAOs/Q33jvv1V7nuJwf3637drFpX1KLoNYVfmakVZ/mmbeq3rSLVdKC8Id8G0NzSVODWmPtry5ivgohvHFsPiqVoV3hApZl/8zckdmaZKDk3EwTQMdQTFemNuqPp/JrXn5zp32givv7mOsxXLgkphKNz2FpTd3+Vw/ff0f6mMxXvwzGcnKpwP3UJ1htrovc06yrMl6n0C6Ox9AQ3gWanFzrG2VTF/MJNOXxfXf/hWFOCmjNwPzyWSHm5gnAhAGGANIedLX1/fqn3sb8tutN6TwnIBhi/Uhp16dqPjb4AWHtHP7MVEZYHVJzXdrkKEraKkIwWYycSHjPnmiU+PjNSV37K1nONGl0SFxaWcsEM60LBQACgwpJScM2cJQWHDFlSklPSI2GLJtu0eJs+dUKuWThOe0CHNTJKakTMScmxLlnBuEi2kBY1Bix5xZAQwwYdTpkxJWODBhMytimpE+Ljs0WTnssLeMmIORl7rDEj5ZgxhooLpkRuZuHhOcvQgAkpFsuAFQGGJTl7dG7TiVNKl2NQ4eE5i9Oc1IGTU2a8ZERFxQ/Z5YQpNRfT1qPGK8YsKYicleqEJSsKEiJqBPyYbXo02HD5DT9imxErzpgxYuFyDrJbetY6ssatsGTk/IITjpiQUzJy53mDBtt0wAmxN6jTo84GTc6YMGFJTkWTJTUCpqz4nEvO3ETIw7Byrk5LZyW75qBIg4hLZuxOOwwulhh/Rcck9GZNTNvg9wQIMG6WGEHxAkzkwEEBdk+0HW9Xxbyp69JVnYJtajJg/zd3KTgHWtIl+Duu6F+qcPc2BQDsXPtjJaej4G23nxUQO2bNQhQhDHAuwOB9X1Qj03AAw0J5Af5D97jRPm1dl0kaUH3qLpEXrryO5abEpmhMvMG47nYNNcFwI7Y7WtEMTBZA/AAhlgJ10H+3SbBsQPtgruVUZMD4Idb+E54XueckQIG1RwIg1sOSu5NaYa0aQNb2/x3RcX7HAM779Vex7sHB/frrX9beFe5/yMSh1pNTUTZ1gKDU934M40PtJ+nKQvXrVqA3q6pkr4q50y5UpR7rPYLABYLdJBpbq+MuUmj9GpGY50N7X65M6RKi2KUKuW3cFP6R0x50WvDilYrn80sYTUWxKSp9HY7gcqDjXK4UOvb1Za2SjgdD8QQ2+qLgfPlCXf44kpNTp6H9rgpNA0Zj8f/nLon4/FJfr4d3mQq7O9rWx58rFfnBDrTr7sbuXIfKQvstS+kCjk5FSdpa19dGU2CgXtPEYjyBB3tyTeq0dE5eHsuS9Z23NCX59Cl8/Jl+T2mqkLeyEgAJ5wJ1yzEsLgQU8aCzB/UtVUx5Dn5AM64TJ22yzFA094io84IBBQV1OtwQoGcUbNHggC5jVnSIXZDYlDUSfsAWl8xYUvARZ2zSJMCndNkDsj+NaOFRUDKnIKfiIWusu+CtTZrMkEp1naYTQqds0nRmm5Z3WCPAo8ByxZwYnxkrOtRICHlAhzOmLsU4Zuk63x2X5rt0ackZOW+zTknBFl2aBPxfHJLgU7kkaONAQAXMSVmjhkdFicVgKSlp0KDmJgnPmLOkpEHIkhwfyJ2taY+YGRkWy7WTXbdcAb0kc3z9iFOm5JQ0SaiQVaimCaJqNYgJUIv9khnXLOiRsM8uTQc2bpKahywYs+SECSsKNmiwoKSkYsyKKSsHRFa3+RI1Ijw3ZVlR0cZQUvGUAaAU5hkpM9Qw8PHI3e9ySUaNLnUCRizJlyV7512iuk/WL7BXsLheUb+uUaZ3f5q2gHIKZgTmLdXCpodsQz2nK3gExRWU5xC8h6g8x1DN9dFmH7h2GQOA91C6AAvQFFhgBTbVP1ZQnXEnfg6BqehJZg3lD7TRxOIGrIw1ETANt801d5luAQswbQdgUlTg991xjBH4qDvwk7mpxbf1Z8Sa0c9fl2A5RqboQ789/cXaCmUW3JVJntd3OQhL10Wv4XnBa6+58Xg9wJiVvK3sFZgQz9koWYd+qirA8/4AZ70/4TKm5jQGd+5N+kGOMd9Ghb1ff83rHhzcr7/utRjB8vrurlFbh3r399uW5yszIF+IDlSm6v7HLZfeY0X9sZU6yW9axVKqv9dFzTeBbasJNDeg1oerT1ToY9QF7zz46mu+vqxVJ/5qcEfxAYGUVycqdus10Xfef6LnfvSZe91CP/d9Fdmn5yqkO64N1++JqtOayjr0Jnl56YLKVqkAwsmFuvxPn8tdyPcgW8H2jmg8Z5fwn/+DwManX2pS8LNfwca6tllWsLcFk7nAycM9AYgbwXTogt4aDRgNRSW6dl+XcykUQ99Ro2LY6CkFuV5T6NpyqX1dXmsaENdFFboeCaC9OIJPPwesAs6CQO/bWvjiC9jONA3JJvoad/T7TKfKlwhq0sSUS1isCIev2G60GVewVW7xUXOGH8TMyVwhCD1qjMkosWzRpEuNS+aAZZs2ET5fcE2MR4TPghyPHIucisSFb5FSsCJ3fH+5+zSIOGeKwbBPjyYhKSVvscalyzkogces8T5b/JRjxiyYkNMhoU+DLdqsyPExhPhEGGqEbNNh5OxFQ1e0XjJjmxZHjNml7br7kibmVJwxxccnIaCgZMKcNnV8R7MpqfDxyCjxgbrj3T+kx6EjDHnAiBUxATVCCixNAjJKPuWcv2OPXbqcMuaEKXUXxNZyAWYFBY9ZI3bTi8zRdc6ZcsyEFgkWy0OXTN0i4S16GAxDVjxnwISUnEK+CG4aEgARgTt6aBLwPR5yzpQz58Y0YEmDiH06bNHiS644YsT7bFFQYbAsKQmBjJKIgIKKBjFgWaPBM4bszAI+DS9o+TFrYZ2tQYdxbUVCglkaqgtXrL8Q/9+8D2YI1kOCXgvmGqoaVL+C8qeaAFR95/nfRBQfgyqApgrx0ofqSzW5WULxbyrKSVyBH0HwCIGFG/aXdWBiDKblCvgu4MLITKjXVwswV+D/EKojTTzoaeJgFkAbqn8DauAVyMmoA2Zdnf9qDn7HDVeb0j98IxW6DQz5irWrvRmK/g5hwNaWWHuF7I8s1kYYs33Lqzcmwpjoll50s6pqClxibYYxAdauIepSgXktSc4Yg7U1lKPw24GDOyrTn55uq33HwDqYK6x1J97kKDX6dxM335y2v3bm8L/3dQ8O7tdf71qMYH4GYeMuBG3uuOG/L0AwRrSiqAGjl3cBa7c/a2qyUPbfzPUvZc34jeX5ULkAsdwVpHkqUJO0VWRXBXhfu4vdiIlPz+HiUsWvRSLbPIPnr8T1L0tx8xdLOHypwv/JI00KLq/UvX/7kQr62VzuPNub6pwnCRydwD//m6g0y5UmAVEkIHJ85lKG1xxgWKqorsVyOhqMlEqcF/DzX8LurkDI+po68qOxaD1RCNOlXnd+JWCwXMK//ULH/uRAhbwB1ruiFS1TTUBCH95+KB3F+ZUC0uJYwGKVaZrw0Wc6LoPckHo9TTAe7jnaVqnXbG3oWCoL+SVcfKbwvKIJa+65GAgdZ6LMXY5GCK09mJ3rs1HltMKE1dGHNCd9NvY3edorCL2AH7Et7jgFIQErMifEXTFhySYtXjLihLGzQLVcuiAw+eIH5FRUVET4BK7YbRGTUhC7YLMeNT7hnJeMANing4fHJi0GLNmgwaUT5m7TYpc2hwyoE7LHBiNSnjNgyIIeNUd7KYjApTwvSMnI3ISiS42Uio84J8LnKdd8zDkjUlYu8fjGPQgsCRUzMlJHn0mImJPxihGXRDSJ8DFs0uIXyHuzSXgb0pbgu0C3lBEpV8ydm5BPnYA2NSosPpZLppRYOjTIyHnOFTEhT7lmwJwfs0uTiJjACaRjjNNFBPh8wQULcpdkrd8dKB165Y7/kgXvskGHmIKKdac3WJKxRcvpPSo+54KZE2+fMmFK6oTNMzrUabopSUaBj4eHxxVzCgoGxZzYj3hQdGlNE64fL2hMA8oTC18YzATsBnL7sZoclAb8NaBwxXAB2Wfgl0DPiY8zSP8XiYK9UMJmU7oi2+kPvC0IfiB6TzV2Xfg2MAC7hoLSLsFkykUopyriq0DPMy0IHkD5cwEYE7mfHwkgEOqx8hzsZwIrVYKsWGP33HN9Twg8A/sUvB9It2ASgZfqlQtHe22A63UFSOwMiJyr0wV4a+75m5pC/KalLIMV2Lor5DMsL4FHt6BAScvXQIW1dYWm8UpcK1NgKw8hlW2M96YqOAAWb3j868dSOtGzhM/WNjGm/41k5z/GsrbA2gFyWQJ9EJyqHYsxLaD2WwOWqoLFQL4fthLLttH/ptHe/frLWPfg4H79dS5rNTG4AQagr2FDj9c6f3hrosjenG9grQr5N4GDIL6jDL2+qhzCNdGHhoca6Xe2HVVlJVBTX4POaymaZampgHUUmG5Hxe/lAN56CGczgYO3Hqqbnhfi4X/2HL73ttJ/Ew+aD5VVsFgARkX7wb4656CAsV995qYJLZgs4OpQFJ3BGD77UqLiqtLkYrqAZlOagaK4SxpeXxONyffV0fc9ARfPkyi409b3Z+cq4Ntt6M5U6Bsj4DCcwjuPtP04kLahWdfrGrEK/l5H04SqgmeH8P47cD3W+6/X3ORhKgBUS/R1lSpf4fLaWZkA4xcwPRQFObLKtEivof/O3WfKWqCCpKNJQjbWRMLzwI8Joiab4Tqj6THtizH/UP+/49d6ruPuoxJh4cK9KlJycmDllAg33eZTJ01dp8EjeuSUHDJgmzYTMhoEhM4BKXX6g5SCAQtyLIn7+ZkTK7/PJk/o304WdmmTEDhPfiUkBxgnvjUE+NTw8YjpUOeEMQE+fRoY6i69uSImoEeCwWdCxtilEocYujSo3R5bSYJHm5guNTwMU+faU+BRIWb/kMXtefo+mxRYFqQkROzRIaUkc2frAzYI8PiCa/o0eMI6FfCSIWMy2iQYDD5wwZIFGXu02aPDFk2uWTjw49Ek5poFMqEsWZJxyIhNGs5qtsYxY44Y85CSJjWesE5GwYKMEI8HrNEioqDiBQNyCioiGoSOMlRy7ahkDaJb0Le8FYtHzF043jlT+u48r8UtapOAVZDTreqEQUU2r/A3DKaCqgXeXCFhwfehGIL9HKp/AK8OlAocqz6F4H8EU0mnYCqxJYsTiJ6g7IAJeI9FR/Ju6D8rUX2CHpQDlK68K4qRycDscmt9Gqy7ovwIJTC3tc0yEtCwofofNF3I2kAY3Vg9VhVgXgkY8BZ4lQMdr1TkWx/89zQdqY7B23e6iKk7htdclkwge1Y7gfJYX/0DJ9zOBH78h78eIFi7Ahbq9LvLhABBiWWEMZtYewGMuHHusXYF1S+RyrqLoSE6EXOwx1jbQcX06/ejlK+n1ylDYADMUEhbDxhjzMoJMwywxPIK0Zb+eOWbtRX21mf25oRNwSwx5uHvJWyenKoHE7kE7nwJw5ewdvDbOZbfrz/tugcH9+uvc1Wl7jpfFwh7vgrJqvzDk43DmqhFwWs81ZuZqPctV7MgdtOFmWgoxkC2lLPQciAe+/xc+oObC2yYiL60uPwqOJjNVXw36uLhN2qi5mSZo/qMBBzCQEDi8gpaLbkQzRcqlm/Cvho1Hfvmur5PMxX6i6U4+L6v8zWZwWgkGs3FQK8JQu3/6lqdfjw4OlaBvFhqP9cD+IcfCYCclwIKO1vSJmQZ+AuBgRunjv6aivUffU/7jWOYz2FRF0hZ68DlUNutxer+1xJHc8rg7OqOqrRYKNk4COD8Gjqp/vvpoSYQ87kA1WwGwwn4FvoxzD6G3KjwX9uC+gwmr3QXa/QhW8D0XL+naAJrNQgaMDsVvay2DlWG7zVoJuu8vRgznEyJavsEeMQEfM4lMaHrUOdcs2CPJgOW/J9ckDvayyEj9unSpsbIdfwfse4EvG0WZMxcMb5Fgzk5/4Xn1EkYMiPCp0edLnVOmfAxF8T4RISsKPiSKzwMNVeIGqBDwq+44Jjxre/+jJQeDWcP6jEhZUlBj4QmsfM7qtigwYWLeFujxjOuHb/fUFHdWrbmlFgqpz/ImJLi08Qju81mSJwW4nts0STiGQMshgUpZ8x4xBpgWZCTEDMnZYsGKwqOGfNLTmlTc6W5T+Xi5Hx8PmCHEatb29AKSw2fFwyYsKJHjQNHw7rJiFjHUCdy2ouMCRld6qxc2rSlYoumK+4zrpmRknHOhC3aGAyJgzw5OaE7d3u0uSTAUvGIdQLgEy74hHO2adIgIMBw2Z6zP+kwLzIWQYY5N7RPEmzNYpZGAWQ9l0HQBPuFivjgErkURUgQXIi243Wh8pH4eBvsERSnEijTBn8G/hNty+tAfgJe7i51JdIO4KhHYwg2VZR7a+Dt6DVFA6zbZjWG6gqlIaP9VhPtyxTgt1yBXjo6Uqx9+U1lIxgEEsz3RIcyNfBraspXQxfAFqjg//oyPtAB7xp4fHeJvWm0VxfgP3rzpVvrWya/aLwiS8/RV8ADxBJ60MW4+4IxPta2xO+yD8CbikpEgEIocozZu926gMFLlCFQcyf+Odgl5iaVDoAaljnWTl2K8x9ryT7qq3qCutye7NxNDX77la8U7/N6pmlYk6RvNYHG+ndy0PfrO1z34OB+/XWuGx7/1x2EKqc9+G1chX7Tqq/D6FB3GD/StosF1Na+HXgYI2HxaqzsgqpyjkeefmY8SEeipjS3XjtO882Jw2KpDrkxEDkv/sDnVhjrOUPx4ViuPkksELCYqYhernRTiSJ9X+TKCEhz+OXH0g1Yq1C00VT7ma+ASm5Dl5eaGGysaTvzJUzGavP02nB8oUI9DjTV+ORL7fM//EjHc3YhcBCJU02eyai9Fut9rfcEIlapAEFearv9voTDqRM91+rw8kjH3qhrInEjwo6dLiHNdMw3QuzBWCnNG+vwr7/U7y5JoFzAyRcw9dVO7exBvYS1QC2toCHxeDaTMNkYiGqwGqnNiaefZXNu7c2jpgStXkKcewyAJTlrNNgn44SJC99KqBNxyIgZGXMyMgo+5oKpC9AqqViQ8/fs8j5bLCioEfBTjkgIeZcNhsyZk3LBnJIJMzLWabBOk4kT3abODelLhqxTo+1EvHNK3mGNCsv/m4+ICAgdheklVxzQY8KSBSsWePgYpqR03OsTAroYpmR4wFv0OGZE6QTDHtbx/AtqTg8wZMUFUyoqQjympCzJ3fkQ8b1yqc0FJWDYoOZ0E1LgPqDnEpwNGTkvGfARF9QJiQmYs+KCjA4N1miQY1knoU7IzzhlkxoGT4UnHikFV8wdDcs4sFQjJeeCqSvsLQk+ET4RAW1i1qjxihEWc6vrAOjQ4JwFLxjwFmtE+BRU1IjYpEnm7Fkf0KVJxMQFzmWU7NIhwueaJQE+7wUbzPZS6uOQyrdsfdHCWwevb6ieQvURBG+JyuO1XHMX/YnZXMxE63wPsLpceF2Jjr1r/czECEjkUFpuLVYrgBNpAmykLANjxfk3Y2Abqi6YI6QPeNvt20N1tSvYixF4p1A2dYzVFMwE2FN/wADkslOtroAhVPvq9NsR2MJRl/adJgGkG3CCbIpvag5sKmBiZ9Ji+Nt8xazdRG4aUX2VjvTVdSOm+PrKkYI65xvgwdz83xvQChbj9RAyukZFdwNj9r7ilmTtSL+r23yEAFsGUJ1SWQMmwZiWfm5Dd1L+eODA2pXGNl/HSTbQaInfDRyU+Zshlx+pB3MPDv7y1j04uF9vXtZKmJvOVMBGTXW4/1KWMerczs90bMbTVT+fQ2P7u1E7hYkEyvNLiVK9AOqbsjz9dcvzoN7TvyKF4QuJmkHHmvQgnUDYglpLV86qgGRNRfIqFSceK+Gu72mb07kK4FqsIrzupgFfPFMXvlGD00sV4922wILnw3iqJOX331OH/vmRKD6l0yrguWlEJtAzmuo1jTqkhQLMpjPnQLSUG9BsJtDQqOt419oCZdMZnF+4KQHafq8F7Y5zSyrh0UNNI6pKeoQg0ESj3VIlcnou0LDWEcg4OdN7/vIZ/I//Sft8/z29py+eiSq0tq5QM4uAQrutz8PxMWz2pO9IhxCPgJYLY8thJ4G1GMwQ4m1ImprweIH7TKVATUBxdiaHqLLQ79UPNRufn+PXt2hZS1ZbY88VnCWVS0iuse78cpbO2vOMKR0SWkT0qXPFjGNGVLRICDlyEt4fscv32WaLFhEBn3DKOTMsOWOWDFjSImbI8nZfFbAkY8iSDReeds2SOjU2CBiyZIsW77LJgow5OX1qLvE3JyBgQcF7bADKFpiR0yLCcuNAVOcfeciKnAFzpmS0CAkIuGLuXP+r2ymI7Ee9231s0aZGyIAlXQKaLihujy4VsEeHAB+LZZ06K0o2qGOBl0xJydmlQ0HBJXMSAiIHPAIMTUJKR1tqEDByU4IVpZt4lLzPJn/HHoEDAM+4pkHIDAUxLlyK8g/Z4QO28fGwWDL3vuak9FzoWkbBNi18J2xW3oNoTz4edQzbtFgjoUeDKSkvGLrMh5gSS4TPS0akZKyFDZr9CBYVV/9xzsFZFzMwcg9aKrfAr6Bwol//Xbn82JV0APZahTkvoDIqwqzrQ0T/UX9m/hoquK2j3lRgnws8YKH6AvDBtjUVsJtuO5eOihQian4FjMB/oP+unqvTn5+AlzqBceAASVt2prZS4Fn1UkWjaQCXUAxEDTKJAI3pceeUZFDuwVJfX29qVzNn23pT0Yx0WfX37qYG9uY43gAM7ErbsEWMaTSw9TmGO80BpsSYrk7M18CDwWDpgJ1hbeHEyJXjPXWcgDng1xfUMyT6dcdDCebKAYp1pG2YYO0GxoQone6PuSIw5TcfNiW/k7rbLc9/M+Sqirtb4/36y1r34OB+fXNZC5MTCW9v6DOLK2hsqeD9S1k3ouPX3Yoa29IbfFcrrAkgVJXr/P+OoKP8WjcpSCBah4sXMPwUWtuiAsUduE515w0C/ferE3XbO21uA76GIxXHjZo6552Wo/ZUyiHoduTZ/2BXYOJgX8+vJXIcenmk4r3ZVNd9Zwv290QxmrtcgDSD8Rh2+gIj7YYK9Vcnej+zUrz+9TXtw8/h9ApqofITskzHkma6+r//jpKHrdXj06k6+/OFwEoY6PxurGuakOWadpxewGKuxycTTUheHMHf/0DA6DqHZsuBJGC2lJ4gjrRda6UbKWe6+2cXkGSwUdNnp5WCfQnmIbCm6UJZwvYH0n8shrK3BTkYLa71e4ibriNpBQ5WPnTeohtvUrUeMySnwlJQOcv18tbB6MrZZFZUdIh5xjUllXO5F68/IeAVE6ZkPGadX3KKj6FGRAE8pMPnXBFi8ICUnB1ajFkxI6NFTExI6o6gTUyTmDoRM1LmLo9hnQYpGbu0MEBBg1OmJE4gPCbFx7BDlxYJ54zAWYdu0mRBzglDwCMGCteRD13E24iMGpbIcfAz54TkUbEkp3SThAlLGoRMWFE5ElJBTtvRcWZkjJjTp8WSgi41Ckq3Jd81h6V5KFnQIGHktAwNYppELoBNOo8miRMUq9D38ejT4JwpAxbsOODiu3A140BH14mfe277BkPNUYEyDF0SDB6504jUnW5ixoo2CS03DTnj3AEmn5iYhIBLFi51uk5JxSuGrBcNkjyk+dBnVCwJLzzq/1DDO4fqc7kLkYH/E3Hwy0N13asMyiF4D8A2gBeu/xAAO+iuXwos2FMwO5oq2CYUl46ulIsKVJXgXeq5YVcFuWm5DIQplEdO5+CmF9UEOFRB7rd0fOUSvB6Yt912D0UnqiauYF8CdQGB6hmUz4FNKH4BXgP8XQcIZhIhk4DpaBsWoAb2QvQjEwhD2G1RnIpXSl4mklWq15Mew4vdPj299xt7VoPBDnewzWu83ZH+xk2MMQ9uRcASIM8xt9akpTshbbA5llT0IBODeXSrDZDrz8LpGgKMabymG4jcSfTdc6dIw9BCdqqJAxxnWLOFZ/64FqjGNLDWx9r0dsIhkOTdvu/fZYU1+TvkyzsZX1Xo33d5u75f3926Bwf365srnclRJ37tAmRjmF+oMPpLUg/Vu7q6vCnnoCp1NapKTQGC3y305ivr23INvm2VhbPBnN0BBGvFoT9L4WwOlLLs7Ppy5lkLVfSDiuE4VMc8CMTr93117b/3BK6GujNubaiwT0JHu2lCvyswsLmhicL1UHqEpy/Fv5/PZXkK0i10mrDZFx0nCkUQbTVgmevctVs6r48eiPqz3hVlCKP/fnniqD2Bphzdzp0l6iyH6QpmCzkeXV4JVMyX4v8XBWBFP5ovBGqCQNOIwIfHj1Twz3sOvADHp3IsyvO7nIIKBwQqbTsI9F6uLqBb0xSscjazoxcwdZqB1RROR9B7AHgCBe1dmJ646YC7RFZWn6HWnuw1+u/BxccCDLaAZp9y54dEUYMNlLB7zoxd2izJmTohsMUSu+J54or5MSvneFNxzJgxS0IXtnXIgO+xyXNGRBg2aHHmXHmaJPRo8oJrRixZkFMj5IAeXWokziXpnDk1As6Z0SYmvO3uzxm4YC/rvPety1JYkjNw23xIl5icdZq0ifEwnDNjwNI5FGVEhPhULIAlqeP4C7wsbkXAIQ0i5uQuUCyiTcKYlXNQipg4VcMWTT5gmzErThnTIOGalAUp2zRZkjNiRYe6yzU25C6NeUbKAT0CDDMylhR4eGzQIKVgTErsbERPmdAhceF0kmRrAuDTIGSdBtcsOGNC4DQYF8zJsVww5pQJTRL+kX1KSv4rL0gIqRMR4rFPhx3azMkxwDZNHtIlcNa1Hp6jhdUYsmLuCEhP6PN9b4fQ+JjQYPuWo4sxrVVK2A5ofj8hehJgBro0m1yWotVCbHUqYAXhFvCfdakxF2Cm0gCUFyhDoAn2laPybImtYiIw+2pa+11Ut57qqy3BONpO+QWYNaAjN6ByLFoPufo0vgXbUX1rJ3qcHTAK26U8BL+NpgFTqD7UcZaXej8mEa4v/1kAKHjfTTgM2CNu8w6qpbB/sH93+TUNeUDwuSj/JtOfNz6QOoZgDGZb7kimeTdRMDUfO9mEWR/TVs6BLQVQbAnW7GKrC4yZQg1M4GPMe0CJtZfuBBiMWceYvrv0V1h7DCwcNadUkBoPMCbBmB6WV1gbOrHv1AGMByjZea5xDxXGbP5R3YqU77CSZoIhoksZMJEDSb972WiMGJzTc90SsQKh3Qd/2G35fv3x1j04uF/fXNnkm5aaN5z5YvWXBQ5Ax/V1DUC+FHf8lsdvIe5Cc/O7oRz9urUYSqsAClCbnQkseC11/tMM+nuaxBCoCL+cQW/THaq9oxAtVurug1pi4ykcnkAtUrE9nopOM56pIN7b1mOTuVyArofqrH/+1IWZlXB0Bq/OodvQedva0DG98xYc7Dkg5DlqUQ2+946ASRAoi8DzIE7gF79SEZJlchQajsGzcH2twn6V62d5qu2sUnj8UELnZkP2pxcX+jwNrAr+8VjH8V//Vfvpr+t8XA01IUlq8MVzF3i2r4nDwb5A16sT+MkPBHRuAtcWoUTU6VjHZAcwG0EtEO2q7sbzUQfqfXf3L3QHS6fIqait9qfx9bNkQ5+hRl8VSNxm2uxwZgdUjm8/Y8XCdfRTCvZoU2JZo8YvOHN++CoSP6Wi46w7W87dZ8CcPdfBzqg4oMcXXBG6vAED7NBxPv8+C0q2HKd+kxYbjsb0L7widvx3eZ1k7NBmwJIvuGadGikFFssxY/q0aDuaUoBhlxaJS3r28W+Fyz0aRPjUCXngqEArCrrY29CyOhF1QprUKCgI8DF41PEJSIidReuSjA513qbHGXMCPKe/gJiAiIAnrPGCES1C5hTUCTh2oW0tEgLXcf2ALf4HHjJiyRkzunjs0eWcCV86g9IONQIM79BnQsYlcxZkbNLkMWtELpyt4cr3DRr0qbNDi//GIVu02KFN00GiEUtOmfAFFzSI2KaNj09Kzi8443+mxTZNcioSQhLnOuXjkRBo6EVGnYgVBe+xyWN6xF5A2QbG8FnjnJMHM3pRQnwe4XUMPyp3aE0aVE9RiNixow69QjkGsS7X3lDFtd8DtqC6VDFuQ1dsWwcMnKbA3HTza8CltAekTsAcQVUDb6Ta1e/IBYihxMR2BDYXt59Y9CICPZcTbsPmTV2XRhvqOKuBXIpMA8w5+I/BjMC2dCkiQ05IKyg/A/8HcmsCbbM6BtsXoLCZsy6tA+9o8lDe1OW56EoAduGoSLyBapQAMw/T8WSdeqxLQTWC6srHdHcwaxsYU8FOiN827tLdRuILH/NaWpusT5dCcuSyOrUF1vsCY97F8xpYuw3mEovVwRFjzL7AiaO6WVZADWulLdJzvrsyztrUgZjiVkphbYwx23g3J/z3XH4I3X1NsazV9/dZB3+56x4c3K83LMObGYI3Csy/8FVVokV54VeBzGoIYf2rlgnf9bp+BSc/g7gh0a0fKtl4fKQuc164zvwuhK4wXeQqnM+v4PEDPXZz1bRWnXPPE7f+1fEdvenoTPvo9MThHy+UIhwEyhm40Sm8PIJ//lBZBljpCChh2hIA2dlSB39zHTDqks/GohO1uur2bzng8vaBCvfxVJ3/80tRhpJEj03n8kTMC1F+PF+uS58+FQXKM3B8omMbjQUaTo6039kM/j//B/zHn8BbD+BnH0t/UOTKO/jeezCfwWCg5x++hJ1thbddDZWW3GoraTldQSOCja7efxlAfgrFWLqC9UDUKpMJpCWdOx1LNoPGpnQhJ/8moBy39LwiFSfh6nMBUC8gr69xvjymljc5iSyvghVXzDlhxAfs0CCiwjr6iQTG23TIKMgcpShzycBKGhbdZkXBtnMqiqnxfbY4ZcKP2OaQEaXjvreo8z5tjhnTIyF29B6o6BAxQ9OZAnvrImSo6FPDw2OLJk8Z0CZmkzrg8wHbzndfLksvGbJHj4zCUWcKUnJmLj/hhAlTcpYUBECBj08AeMwdPclSkFISE92KgOdkpBS8RZ8KSJw2oUnMIQMes0ZByYqSLVpM3JQlwKNL3aUki5BeI+QJfd5inVeMuWRGjM+AhQouwMfw9+wzZMmAhbM/hQ2aPGGNf+aIC6Zuez7rNGgS80N2WLnj71Ajo6BLwhVzrpjy3znEx/A2fcBSuSnGCWP+v3zJNm3WqLlwt4gWEd9nm/+LF0zJCPFJCPl/8C4lOHqWj12DT8sLfp4ds1m2sOeWwDckaxEf+af8Y/gIEwXYI9SBv6kZO8Lp9JwQ+RDM91Vs22NhWjOA4gWYvorxyqjgNsZpDAbqrXi5myRYdfLNAHikTr3x1Om3gXv+0FGGUpRyvBBlx84FKnBAxiuQtuFC1KfySo8Xl0ATQiN6FIDXFugpPnGagivRj9hw9qk+EEB+JipTdQH2TJdOAgEKLrU/+6kmGSZ2E4hLsYG+YV/hbnVV6vYVud7ACsyG3qdpBdABzsDWHaXJeLyJk2/tUKIGM3MNiCuENppYr6KqNjFmmxvRszXrmBs+F2AIsTZH04kTvdbdp63dxPP+cLqv8htOwBq5FN3c6s0UocXvRnN4c0tWhoObShD/WQLe7te3r3twcL++uZKOOrOvW3hWchH5ymN/qatY6QLs35AbXTfYBHKd+U3goKrc3dP/7e1QyxJevoCjX6rL7FvoNqETaZ+dR5BfOU5+CyJ3DLO5QsayTHSfwFMh3m7KfrNZF1VmNFYB3OsCRlOAMJAwOXd2p76vbvn33tbU4PIK/su/iDr0s1/AxZWEuqWFR24GPxwrLM33lYC8vgYX15oQWORq1GnJetRY3ZPeeSwQkEQqwheZjvs8UQe/iOBsAfW53IfmS3h5DB+8p2OeL/Q8P4Rffa4qZqPv2ndWmQv/t3+ED94VcBmOdKyjiXR7WaFpQLMpF6dspeOqJ7C7Bg2rYy/nkATQ24bNLbh8Bec/VeURBZpn+12ByMWViv3auu5Vq7HAQZDIkrb3SDS7uOUSnXNNDuIWy3obz8u4Wp3yapFx3K5RJyQk4Igh32ebm+J8RckBHVd2Q52YLRpMyXjFGONcf1bONcdz3eUmMbt0mLAiIuAd+pwyxUOZBfLZryiw1MjpUqME3mOTc2ZkFC5JOKICcpq8zzavGDtyi2FBwRVTtmkzYknibE9vjsFgndVnjZYrkK9Z4hM4b/+aUxdY9oldh95jyYoxKRu06FBjyIIInzYR16zoErNBmwlLutRkAIXngto6LChYkvE9NlhR8jFn4ChWSzIO6DmFgLl1Q5IeIOaMGZfMnO4jJ8RwzAgPw9JNHWLnUPOCIUPmzJwTk8wcSx7Td/JqqLCcMmFOSkrFF1wyZcWElDoRSwpeMKZOyAZ1KioumVMnYsQC34G+HgkzMq6ZsySnRsT7bHLGlISQM6a0iTEevNoa0EljqFtaP0vIa5ZqUWINTOMlvbdbpFcqwBmD6apQL/oQZLIctRMV6l5LWvvwXRW+dgR0VNx6ngp0Z5wDnnNDMuDvO6HwU11avV1NHapzNGE4doX6luPvn6uDb9p6Hha8PSg/h+JLCN9WZ78aQfEUeKXLNjOgBVXHTTci6QSYIsOftvZnGmCvhfUNKJH5mcCM2dblwtRVzNs5mJr2ZyeadJhYUwRmOme4KcjtLWCp7VafiIZFTe/HWpRGvYJyIsEzDYGyXysDsBNgijEtrD0TdwsDLJwt6ARrE1fk+3heLC2DGQrkGBy0B0OEQRW2tRbMOdYmrzkd/b4rQ/alX7s/2rre9HfojlRVE+CcO5ATAF91cLpff951Dw7u1zdXWJejzmp4R+y0lbrdf2h2wJ9kWTcrt8oVWA6c2DQX8GnfUGdwwKFy7jRGlKDF1d024jY0NvS98b9de3B5DYNzda4zo3M4mqkArgHk0F2HQQVepu78KoVnL9Uxb9R1LM9fiSK0uSbgsFzq+1fH6uw/2td04ORcz78eqUgPQ4WHxbG6+HkOR+fw6kjuRUWhILXLKzkGtevO2rOQfqDfg9MzFe2dpkDHF89ENxoO9XhZ6pgePZAb0loXXhw7fcJK2oRGAwbTO+1Bheg88wX87/9NYOT6GsZz6SlWC1hfF4BY64hCsFope+H9d3Ruzq90Hp6/Es3I80SpqqxzdfKdzeEYVof6XdX6aoPGLWhOID2DWgbdrsBaGOt301jXMdZ60tSUCwG3YiWg0NiQWLz7QOBh8/swPdPz/RCKBdV0TBnChZmyyEO69Ajw2KTBNctbvcA2bbZo0qfJS4ZUVOzQZMSKFjE/45gFOUsyLpjTp8mclNLlBlRY/o49LphRJ+SxC+V6xcgV0l2WFMxchsAFUxokvM8WVyzwMRRU5GS3HfUInw0aqN+ZcsWUTzgHDDkFA5a0iQjwWVE4yk3FjKXr+pcuvTlwEWXq/q1RJyKgoqRGC4PHI9b4CTt8wYAmKo52WfGcAaUr3K8crWiGzxPWOWdKRknHaRP6NOjRoE2MxbIg4IA1N23x2afLAT1+zhEBhgd0mZBSI7w97zMyciqaRKxRZ0nOkAUjViREvEOTzIXMpRT0qHHNnE0aDJgxcX6aF8w5Z0KJ5QlrDFgxc5kKFTU6xKRUtPEoKTlnziZNcgqeMSR2ycjvs82CjM+4Yk7GP/GQTZqMWPIl16zI8WOPraBG/rjEehWDMiW0UJ1Y7HmFmVis9SA3otagetRuqbi2LtOgGiEwcKzimpq+Vlcq4k3LgYwQ/B1EF3KOlqYQN5+6Lpk3l043pJJN7B4q7ieu+HZNdG8XTAXlGvBU+wu2gU3gAuiD933wlireyyPADfaKpXQK4bouwWUO5tIBm2sUnlZXwJlduFvWvuvuN5Hbkc8twKiOJNb2bgTaNTksmQcONNyY9KQOAE20neKp6E/+A+5ckTynWXhN7wBgbQHwGuWnAmNd938FJK4BlWIrizF1MAOs7boT6uF5mwpQuxVM3OgW1HU3xnduSiGW8XcADt7EFtC+3mzT+nvuxa6QX27zNkzN2hTLMUqh/h31fffrj7L+Giq9+/WnXsZAy1Et8qU6ulH9L09r8G3Lj/UeliMYH0K6kKNRNpMlpR/D5vuuOzy6I0AGzs8+bt2RUKdn0g/Uetpm3FXH+HWQUJaatCSBuizZVNus19TxTzqio/T25TM4m4s3f3QiR57dTQlxd3c0EXjxUoVv4KvT325qmlGW0g5MJnIcqtehVRcXP8hVoF9ea7+ffCE+/zLTz0cTmLncg7KAszPx9z1PwWHxGM4HcHUlMfNoAoHRfWq1lKB4o6fC/eRMIGBvS7anjZqKfuPpOJcr2ZzGkfZ9eAS72/DTn+u81GqqKk7OdV5qDRX+VeX0C02Bj//X/1MTkL1tBbBlKfzqE53Ti2u9j91teGsOPQ+eNGF+Ku7EYqbjeOd70OrByTN9lpt9CcSXQ7VE8aUpCJuyqA1rMHql32E6FUjGqg1rgOmpPlfDZ5o8hDUSAytvwJIpth5hllOIOxjPsE2TV4xpOy76jXPOlnscDC0SRizp0cBngU/gKDQpTSL6NEmpCDBs0by1ywwxLMjIKVmjTocabSxdCoYsmJJRJyAhpE+DM5c1MCdjjTqvGNGnQelceyyGDnWOmNIiZMSClIqSm3Rkj02apBQcMaagZJ8uUzIix6O/EQA/Z8A6DXrU8IB/4oC3WWePDhGhmzosGFPRp86HnJA53/+Mih1aDhR51N3U5DnXPGfIQ9oUVGQUHLDmdA0hD1knp2BGykvGnLqU5wELEnyaQIzPFXPWqDF3Nq4KO8tZkhMT4mFICEgIuGDGESNiAi6Z84oxF8wJMazImZNSJ6ZHk8A9JyV3580yY0mLiA85ZkZBi4TSHWNEnYazcE0IWJJzxZyfcsQuHS6YMScjQknWvm+4bszJh0u86ZLo2id81oCrlMBPMNuGbBZjTYj/SAWs9xiqrqg+xSeIAhO54rsFFA4kLKBsaeoQdMDbRhT5dyDYVdFu1pHW9lIgojpDFPqRe27PAYIVch46UQHvJVD+0u1riLIKFqIN2ZWMfrwtDSbNvv7MimeuYV2B+a/AJvjPwayJhoQTIROCcYNDlmBy5GzUV8oyaH+mI5DASFQiSmDbWZ36wCO3rXUEro4QcCpdn6nE6RC0yWqpc+U4dNIK44pce66DAaxtYMymQym5G+kcI6Sy0IGZL7H2AMwSvOfcZClY28GY/mtuQedQHWNvXZNaGLOuaxg3iOYPWRFKZi5diFsmgbUdAB2q6hXGbP3BYmhlOoRfAQHGxFhu6Eu/uxvS/fru1z04uF/fvsLkLyvb4LddfgC1DXjx/xM1pHAz4npfQVfDL/VYvacusTGyr7j8WFOFm4tWvtTrsaKXeIG88qlkQXqzSndhjtuatsQdgQ4vkBh3Odadd3apAjhNNQVYLqHTUOe8tHfBZVGkwndr4y4NuZ7Aq1MnDI7gJx/A589U3L//rsLJTs/hf/pPogA9O1RBPR7LUQjrWneVpgqjOTzuafv/8lMFo3U62vfFpbQEm31x/UPP3f2MshAwsNaDRSpQ9OVT6K25CYynqYHv67hnS72X1UpTjoe7AjzdjkDGzz/Sfa0oJbLOK00wFkv4X/8P+B/+QROK1Urvf7nUlGR7Q+d9voB8BD0DnRDiSt3/fKjz1HjP2WOg7r/xBPBGhzB9pd//xvc1Sbj+UoDRWnEuikxgMYphcgSzK9j8gT4jV1+IjL1YkADroeWjBuDXmWdjfJtT1ZssqGgRsUGLPg2uWOLj0XGhXAUlmzRcHuo1M0cHCm9Z0NblAjTZci46m7RokThqS8E+PjPX2RMf33cTgooLFtQZuhLacMrSKQGMs+jMKIFNGpwxo02Eh+WSGTNydmjTo0ZMl8xlHdxYoM7InV6i5F02OOSa3IWf9Zx15xYtYudUlDkXpDoBKTkxPj9m79b16JIVNXw2aWAxtF142yZtThkzJ6NNwhP6RAQcMqZFyCN6zua1vH3fG9R5zvA20qp09J4QjzXqNIloELFLiwYRM6dlqLBYrFNEwJAFCR67bHLGjBCfd+izdELmjIrHDpQ8Yd2Fmc3wnXakSeKC1Fp4zBkwY0FJ8BpJpKJiScUJYzKKW/pSmxoxPps0GbDg3zhiy8S0LgvmkeFg1GbYW5CcBQTNAExMsLmknHiYhi9ufAnmIxX7XgPKDaieSpxcicKOXVPn3fSBGZi3RNuhVOfccwxDe+Wa2PtiAlZ1UW4qT5MBDOL6o4Lfv5aVaNUT4MBHtV/mdAoWCJ33Rc+BhB6UDQ1Xy1TH4f1Q9KbK6nE/Am8H8qleZwKwJ07nsOYoR5mmCGUqCVZVanrg9dwEZF8FPl8IvFgL3ExZSu2LhYCTXUiMba0bQP93XQ69Lth1FAQXaFpg7RFY75aaY+0SyxESJ1RCR/ZaJ8G0dJKrkU6MqYNZd7alFszE5SbsOdBxqXsVdXdtmGsSYdqY74DyY4yHtVtgjqkqJzwxOXhtjNlFNq2vUHf/GyqN32HdWbZ+ZVl0j7pffxHrHhzcr3+fK2mrs1vVdbVPus5g2Yg+Mr8UZeRGBOW5P4V8fmfhuhwIHJWZu8uGKiZXYzeBcJOUMNQdyA/BjDWZqG3A7Frd92obbPsuMCwrVOzv76i4bjZU/F5eSsAbOkuPPNfPh2MHKjJlBFRGYuGtTWkS+msqyPt9/Tdom42GZvBnVzrGel1aAWt0lxuN5fRTVJo25JmOY5FK5Hw10OTBWHiwrelBHDuq7EoThjCEZlutuyiQ4NgP5FRUTpSIXAUq7K2bfoShthEGSleejDUtmK/0nsNQ4OJyBB99Du8/kRNRmkG35/QCzjFpcAlmAvMA+g8gWEB6DDaAZqx70OiZQIHnO6Aykq9eWIO9v4dypceNUcidCTRlYi4RuedLv5JO9FnwfOd6ZTVJsLDV2OKx3+SltaRBQpymjKOYKpCotUtyy4sfsKRBzISlc7tZ0SZmg6bz+89oOD5GQUXTefXHjmdsMM4JKCImcBMIOQRVwBlTFuT0qZMQEBNwyJAWMd9jg3NmNIkd2ND2cip8DF9wjQHeok+BZcaKEJ8uCVv0XelqWKNDjM8LhiREJITs0cPDZ0yKB6zRYM3Zg4ZEbNEmxGfMkpKKH7JLg4jPuGCLNj9mn5iAbVp8yRUBARdM2MXwiDV26XDJhHNm/Ece8TYbvGTAJQvalPRpYIEaIYlLM1bC88pNbBSMtkWLPjViIpoueKpLnZgxNQImpIR4zMkd0Gg7VYa2XSMkxqdFzEtGzFjRpUaLmA0abNMgp2JGfjvhKMHpNDSH8QkpAUuJweeCGQWls3sNmJMTuZyGEsvb9JnbjNa8InqQ8MHlBuszn3TTMm8VrD1fQmCxgwy/neLtNKkWCSYymL8DX4gTc+UK7ZloR8GeMC4B+FtQdoABBG87elHXAYNrUW78R+q02zl4MzW+g1gThOq/q9vPCqjA31DPwxxL7+C3Xbd9AdbT8dgO2Jm2YTZ0efaGupzE7yJ9QYro7lb7tale5/WgGrsJxLkGhtUlMFX330Tgr0QhsnOo5vq5icF+qMuk3QLznl5jJ6IQeW2Bi+pC58rfUh2ffabgtuA9AS1r0DTkFdi/x52w8iv0HmNqriMeaaRRnaPOeOgK4bZDVG0IWrc0JIlzG1imDhiMMNSwZgMYavxDiHhV7dfAiHXOSEMdHG2MWfutu/2e18TaR6L4GANmX3kM+GACLDOsnWFM5zdv7FtXU+Onrwu3Dd987H792dY9OLhf/z6XceJpiwp83110bKW2kEHTgtdX1FKX2ZkIUWR3Jsw3YXA3qyruwIEx6rIfn0KyKUHyYiSS7P5juQg13ai0qmShaa2+jlCXPE1VQEehQs8CTwVxvaZ/V1eyJ/UDqIcqzH1P29hYFwe/1RStaLEErIrspClXHz904WKhNAq1RCAlqWk6kCSaGoynKuB9T8W4dTqDw0qF/+aGBNDThcBDHKmz3246UfJA+QxVoYohTGQrOhqrmC+tUpQjX9uLEhXZ9bqAkEXbXy0hq+n9tFs6P8uVjv3R23r9+BrCMSQWtg5gZweuX6gV2Yxd2JMLJErHEDTUXgxDFf821wQp7sDklX7HVaHCfzUQMGjv6nNUZdIxtHYFJmodPbfUZ8iP2rxvWiRVl4Vd55oRCwvrtPg+W6QUnDElp2BKylOuKLHsO5HxkYgRLi23YkrqqDfKKGgT47/BKewGOMxJmZBSUDBmRYuINjG4SYJlTouEBTl1QrrUCR1tBiBzx9VzxJqcim2a1PE5ZeIK36azVe0yYImHYZ2cKStKSpfyG/AOTUJ8luT4zut/g6ZzBWo5KlNFjYgZGZu0SKmoETjtQMAuXV4xoAJ6LgMgJmCTDhE+BQUDckICHrFGhOfyHyo6JNQI2KPLyk1UJqRs0qJDwj4dLpmzTosKS06Jj+En7JBS3uZPJMD36PM2fZcHEdEiYUmGhyEipE7AkoI2CTNy+jTZocU1Cz7jgpCAiJAaATNSZqzYoonn0qLHFBTOdarrItUiQiJ8hizp02SftoLaqgbvlTU2G13CFlTdBXHTo4gL/LyiLD28jo9pVZhmhmcq6Nax1iicrBK9iJYYLFhhZtMFO0XN7I6sQjNU0FM4MLDmzN8W4NWAtjr9xldxb/fVaK6+UK1LD/Ag2oZ84Kg8G2JuFmP1WQDlL/SgmEMwhvxYUwBqwFDY3uy4Hk4TKtd0p61LuH3ptuWjELSVu7yPHWPH1yWsvHDDzwzMnmhDNgP7AspnEDxwYXJXmlzYOdgLKAduOzU34VgDf1MAA7c9uwDmQLLCFgF2arBjNxfqVNAOML7Fmq5QS9AGp7kRFTNFyW7+V6ZW7uaik4Q4VMasAQmWsfuFrmHM9mvc/QudONtAictzLDPgwCUr/+ZlTIzx2mD3vqljsL4bH/3+y5g21g6xdo5+0RWYBdC7FyT/Ba17cHC/xPtejp3LTk3c6+CvHMF7nuwoB09V2PnRXTBZrS9919c1FHFLhV++0sx9cQWLCYTbMLtQ0dtqqBvuheqyjyYqXBt12NlUZz7zJChe66rQnSzv9mGQZiAvVRx32yqAz6+gkaj4b7c0LcCBGAukpeuWRwIB46k66FdDTQvKQq9pN0SDKUsV7I1YzzO+QERZyRrUd5SnLFXnfplC7LkYy1wOQTMnqMYXMKnF0ieUJTzeV0bA2ZmAS7/njq0hcDKfi6qUrnT8uzuiBF1f6X3kvsCKBdbWBB4qq+K/LEQzmsxk0ToYyJoVdJzLlfgFLcC04aAHUQ7BUiBtFcLgGdhC77WxDatrUb6qQm5VxQrmI+kHkq62nbQh6sHlR5outDYEBqKmaGTDQ7k4VcDKVVsNR2/KprStz5Ngl2sbs1FCz+uxzRo1As6YApaUggvm+MAmdS6R9+QaddflVkCXKEY5j+m5PASfl4xcgNbdSL7EkhASEzB1AKFNzEO69Bz94JwJFkvpEnhzx09uuByCjJKYgJySXTqkVHzJJRfMqKhokNBw4Wl9Yp7QZ07GERPeJuCUMc8ZUlKyQ1N5dK7IXzlRc4OEB7SpE3LFnAW5tOqOXNOnzhUzDAYfQ4jPlJQGIREBgaNA9d17OmHClpNKB3j4ePSo8QUDdihpErNBSeYmNo9Yo0lMRkGfBk/osyR3Imuft+gT4jFiycS5HTUJuXZC7tid8z06HDIgwKNN4qBIwA7tW1CSud9nlzoBvtM2pA6E+OzRZZs2OQUfcsKHnNKjxtus8X1nISvHJWVHZFRslAmby5iN44ooHUGsqjedh7QLg2nm2IsUc5WpaG8U2JWlvCqpTht4NV9N6sCxWhxAsG7QyJWbEFwAsSYLxTMVvt5jfdSrUygSCX+9BMwW+G+7AvwFlJ+6xngbWKnIt6GKay+QA3A1VX2JcxGiAtwx2BWwhCoCU7rifak/L3vhwEco2lCwBHMtetCN25Cpg9kGf+y6+q7mxuki8jlQQNCC4hoY6phMDYig/DnYbeDCuRQ1uHUz8nooKG3Pnacz5Oa0jbQJS6BKqE7nmKWnhgVgLz3sAvy9WCfK67rRRe1uam2GemP4XwMGuIt/oJ0wxRAAjbt0ZjPFGFF/ZQs6wtwgJwBqVNU1ls9U8NPCmDYSN48RNUnTQAGMpvt5LP7V15cp3Qn9/ZcoSQ+xjICJTiQ7br/36y9l3YODv/WVLyXA9HzXXZ6KL995+NepN3h9dQ+UjDt6IQFqUFP3uNHnVmdgK3VvykxFaX0LTv8N5gPwm3Axh+gCWiUUXbg8g4MnKlKPTtSFDgOBBICHe+rAg4rsq4EsRItS3frB6E5bsN7TJGGRwlb/TmPQasmdKI7g4y9VvFeVhLxdTxf++RyOxtrGxbX0BVcDcfl3twVMogge7el1wzGEe0ozfnkkkNSsOU1AqUlHvaZ24WKu7TWcmxFWz11fE4gJfag3dMzTKSwWmgrUYrXn5ksdr/GBSgX1xrpA0eGJjrPjqEi9lrYHAlIGOSt5nva9mGl7D/clck5XsDqFZqjKox3D3j403RQgX0G2gLChfIlaV7GclRWvgEqTi6AOnR3tJ1vA9o8hncPgM4nve29JkOwF0DnQ8+rrmjjEPYHDdALFAvxE2wsiGiaisTKQHLDmN7lgTknBBVPn61/QcV3DE2bs0aFLjRkpXRKuWdClxi49YtfBX5G7onXFhCWbNG+LiBErQjx61GkSM2BBgMcWrds/gx06DFnxkC4glx2AnNJZiiZUKCE5peSaGTEhKTnbdADLB2wREbBHB4MhIaRDQoRHjE/iwElGwSVL5qwosS6vIecVQ+akPKTLgpwFKadMeESPyk1KPAwNQmZklFT8mF2uWLCipOYoVXVCxqwICMgoWaNG6ABGzQWMTUhpETNmRYRhnw77dEkpaThXJ7gzZlyRM2HlKFO4cDafJgkFSrKuETmxOGzTutVabNHix+xQJ6ai4inXtAipsLxizBFDPueSNgldalhg5ShQ58zYp0efJisHVF4y4glr/IwZQ5Yc4ENVcXp2RnSdkech8RAIPIoyg5mhddmGkwx/meLvgrEV9vMhZdrAbPgwK+FxA/IIry2HX68O9i1XdJeqV6uRilzPaQ88D8y7rpa9cEXxuf60vUcCA3Yq2o4ZahCXHwEniDmTAL7TM0T6Pj8BLlVoEzua+aWK7+BAl4xgKHoPBvJrsL9C7JkSZRt0xYS0cwg2IXiIUpBdI7qaqh9EIVqQmWpbfArUoWgAH+t4vB9C0NX0obiE4qUcl+yp6EWek6DZAqrYHYd0uwASWCOwxLKpZlJzeacbaCxhGsOyDkmhHdmKO7/YVAfrPQHTwtoMYyIV7GaOaEER0MUywtpU4l1r3c+b7vuCqjoHe4mlwJgmxoRU1UhjGxOKd2WuqKoLAAwetkqBQ7BLLBvgNbGmjTEHQIi1SyBxrkhLMMEtMPlDljGBS4/u6zxaC8ypqingYUz7O3Bful9/yLoHB3+ry1oBg8tPVAAlN+2dQIXy/AK6D//cR/mHraQFG++rIzw91zQg7kDnAdTWlAS9HDqqUaGL9OSVisJaB4Zz6QcadQmRo1jJxnMLywsV04H7EwoCFfxXAxXnq5VoQdbZWJyc6a7q+/r55bX4+1kOiQ//4UcCBWmmbUxm8IuPYWsdtrbkUnR+pdCv6VzP/f6mOvqrFXz0mY5ntoTnh/r5e2/BO2/Deh/++WcCCGmqIj7NRCu6GohqtLOlDv3plXQSjbq69omnm9j2prafJJpEzOZ33P/tTVmmbq5La7DW1mTkegDzUhaio6n2s97V+8+d0HpzXTf9NNNkYb4QiMJq1Nyy0BoBI/jHd+DLL3TnXtYloH73IWzUXX7EXLwDP9Pvve7UhdNzAcNGX2nVq+s71yo8yMbShTT7+r1PjvX5X44kbk7Hohd1H+mzsrzU8SWO+GwtxE3R0hYDTRuA3qqkihL+xXvFCVPqRAyYUoLLFcg4ZkKTGIPhlClr1CXoRGFlJ0z4lDldGqQUfMo5b7PBA7rMyVhR8BbrBHgEeKzT4AXXdEhIXEFdUNGjTomlSUzAkoXzJ1qjxpAlMQFPWOenHN9SbCRYlj6iTcI+bWJXvAd4vMM6bWoUlAxY8IoRx4zIsITgJM+ySs0o8DFcM8cCj52o94oFGzTIKQmpUXcBaTcpzx9zDkCHGityjhhRUNF1VqHrrzmbGOfm1CRiRUn3lkYVkVLSo8b6rZhTa8SCM6YEeFwyY8jq1v0oo2KPDmvUnC4kuXV6qhHRJGKD5u0kR5DG3tq59kh4iarHK5YkhLzDBg1CPuXMaRsCfDwCArqETFjxLxyxoiBx9rFP5xf8YNpifZRQ22gxrS/wT5cks4otv0FSz6hqS9joYLwSRimmFcHVAmu6mI0Uk0OVhTAz+O+qF1TtAk8RJcZz4uEb4OAkON5Kj904A3kb0gBYTz+3hf40iwEKC7tE4ACgC2xA5Vh55Stk0uOBty6xsw2hWglc5M/1ucdZoFrAfgn8HGlwd11DfA7VRxD8RL2IauUATBe5Ma207XIO5QgooThEDe8SOEKNiRkUn+tY7ArMSNuyA/A6upRYRCOqFg6wLMAMpEEA59iUQ3YMZulj6tuY1jWWuS79aRM7Xac69/AetLDevrNxOnbcpUACBq+LMW8BA2kUjAesOxoRDiA8xHLhfm6ALsb0nSbhlQ6OFTBytJ0tNBJSk8YywVCD8gQsWK8H9hDxtDz3yzNQDbCUQkcs7n5ppokxG3+gGPmb6zZ8jZk+EFgsQxfutvabXn6//kjrHhz8La6qcpaMQ/Gqo7oKoMa2ihw/Eve+KnUX+WteSQvi92D9HRVxxruzIQ37KhLLwlmeLlX05glENXXTG23nh7+pLnRjXd3/LFOhvFyJn99q6PvZXPs5uxAQqCrRhDDq2PsePHqoQLA4UkG8WMjSdDLXJKC/pklELRIYsIhKNJnK/vMH76pIfXXi7vKV/P8z56l3NVEKcvYpnF7Cdl9d94sLHW/o631kmbrok7EmAH4EOxuaclTONaIo9VgQyrLU9zSVSHMV8bO5XJKaDdjbVbGfZir+LyttN+mq6LeJfl6vwySH/V2Xu5DLsrS/5qhMBuoDSC9g24N4CKsPYb4JOwHsvwsHW7JADWOBgCKXnWvSg7W3NDlIOrC8gof/CPMrZU/cCJPnl3rd0uh3SyUg0ehLkB7WoP+eROnpRKC5yiVY9iM5X9XXdJ6qUq8NbrwPc8hmmNUIP7BstRvU/JgpK/o0KbBcML3t1k9Y3Xbtu85i02Bcsi/kWNpEXJBRd9SYV4zwnfPOJTP2bzv6AZu0XO2TuqC1iB+zzYTUJSrHDFnSICK2AfkyIxinDEdXpONDfjZ6znI8IxjlBOOcaFLxr3mBKS21KqAsS6qqoiorqqq6/b4oC9KqYFatSL0S3/OwvqH0LEu/JPB8Ej+i7kU0/BjjeZQ+dIM6nXabRrfNW50dGt0WRafJottls9PkqltyVptK8kKLh3SoETJg9ZU/9QUZLRIe0KWiUmGHR0klD368rzy/oOTCibOX5O48x7xgSJ86LWI+4oL32eAt1gCDj0flJgxf394NKCixPGfAF1yxSYsaIQUVP2TH2cYW/JQjQnz6zrI1dcnZHtzqOhrEBIWhOptwuRrSzpv00pCdyzo2C/CzDBoBDJZ4DxpYP8Z+McJEqty9Vknp5/ixj8lXeD8uYSeQmPZK/Hzvn1CIVwrev4ljj+fciOb6OFdj9/Ma0JVGwd9Th55Srj/VMwGEG4tQU+kShef+5PadxEvNboGKGw1ACWZNtCXvAEwfzKn2zUyXTt5SDc1KVCdrnDSq5Zrixyi/oUJuSkD1cwmITeC2c1PthDhaKTCA/Jm2bfbBW2jKYdr6mX0KpYcoSiUE72uKUr50PSUDXgHeM22zugrhB9t4exWcAStPuoQQbOnD3iOILqF6WyfGJBhvixtdgec9crkC3jcSg0Uf2qSq5vpke8oJqKoL5JC0jmXlTq7veFhz8K7Ft2KKLU/EmTI77pr3BRrHbLqTi+OWTTH8GEyJtTGwj/d13d13tKydATMMrVs6lLUJmAusbf7B1qn36/db9+Dgb3FlM9GHko542IHznZ9fqCgyri30BgHkX+UyBr6t22GM7kKrJRy+EA8/nykTYJpCuIC4roLvxtFoPleRnuUqnj2j4n1jXRqCPFcxPJmpg+4bFZHNurILdrfugMPxGXz6VJz9ZgN+OlOq8MmZOvUffSa+/fW16EuLlYTPNwX6bKYOemXhk8/uXI2ur3X87Sa8qGvbNxz/rIThpfQGjbrew2omYLJaiT40HMo9yALPj6Rd2NrU9GE8U5GfZ6IALZYCXF8+1zGud2E40fGvUr3XWqhzs0p1rus1qNWh/kCgpsyVCL2/A40xxDWYb6kKaLZ0HJMvobMN/QNpDgorP8PGJtRasPUDJ/huO9CU6fcbN0X9WQ4FCm7A3vo7gJVuYDmS5gSkt+k+kM4kcGL22IHE2bk+BzN1tKmv6b0v57Cawvpbsst1a5yf0Vt6TJs+Swq61LlgSov41jbznBk7tNin7agqzdvU3YKCEI+CijEr6kScMaVD4hKRK/xZQX45ZDGaMBlPOB9dkYwt49GIyXjMZDRhPB4zGo0Yua8T93U8HpPn+R/hj+67XUEQ0Op2aHVatDptWt02tU6TTrdLp9Oh1W3T7/TY726x1unRdY93u102NjZotVrf2GbqtBee03r4GC6Z0XYOQTWXJj1gcZsjoed739gWQETgfj8TpqzokHBOQIh/O6FZo8ZLpqRUrLspB4jidcWcLVpsEJIQ0psFxCcZDAKWi4zRYER1FuHNDMwLGKXQLGCYQlriPfSpFilV5kvjWVSEBwuoeTBfYrptaAaUT8XnN9oxjNQ9r5w+gGugLhqNc+aUe89ChTA/0fs1Fqo2cAT5OQq8lb4dmyCafOwYNL7cigoLnAkoeG6IYxdAR5qB6sJdrmMBGHKgIRafSQVE7EzbrQZgfoizQtb3XqJCvzoFk8hpyFpXC0/dvk4Q5UnIGfMIuTjlYA7AjDU9ME2np9iSM5NdinbkB44WtQTvGMyu3ou3JrpT+TngeZhc+zGeo2pZ1evm0QbGrwH2ViQsWs0I2HxjZ17ddYmN5RxksfYSa7e5S1kGzBaWCx1cNQCugCdOBFwJEWIdn8vTiSbXFANPz7d18OwdrcfMkTZg/Y2f+z98TcFGXyk3RGMy+qXfOxj9WdY9OPhbXKuR8+33RYXI5wIF1kqcjBX95tvSgH+bVeYuytL782kXbt6PrVTgfVu6s7Xqfk+XkITqrMcxhHMYzKDR08U0rLtO+0z8+LJQIY1VgXx5peJ4MFSKcasprv7NSlMVwGWprv31CJ69grcfCmAsU00RJhNRdvpdYE1AY62nQny5ko6g0ZS1aJnD6am7exrRm84vNTnwLay1oNfV8dwUge2GCvSi1OSisCr+a5HOQeyEwNstUZjSlba9SOH778EvP4KzS5hNXRjajiqFyVz6gF5bgKbaEpXIVi5wDU1LjK9chOFAd9OtvvIT0lydrnil7UaR2ni+r9+RLaDjQyOCekcgdzmA6QlsvAe9Ryr+s4loY150pylobbufu/MQJnpPtb7OXeSp6C9SOVQFNWg/0PZrawLTcVvb8gN9nsavHPcilMC50f8KMADwwho2m7Fr9zg1YyoqEkKGrHhCn4yCFQXfY5M5+v30XDjWEROGdkV6PeGzw5d8dviU2eEl14enjA8vuT484+LwhNlg/Af9mURRpGK626XdaZN0G7eFdavTptluYSOPdb9J7IX4vo/nefi+/5X/9jwPfPjcXJLakqzMCSuPsiy5qKZEpcd6VaMsK0xlKcoSr4Ik8xhMRuTjBZeja5bjOZPRmMl4cvs1Xa0YXl0zvLr+vd5jt9vl4ODgK/+2DvZIDnq89+gJph+Tm9KJpM3tFMBiSQgYsboFB79u7dDikAEVFSUVodtOk4QlBSkll0x5zBoFFSmlEzsbjBOs79NmVmZwOmdR82HDp7g02JWH+XQqfc+yhJYPnQj6CXwxxgQG//tN7DyHWQHrAbwXUZ2sVGg9X1DOJQTwH7sCuuEK/0uUNTDXn6CxKKgMYOWwdqH/tgMHCtr6k87GjpffRAXeEE0IaqjjngENFdRBD4omMIZqU68vEzXzqyZw7kBDB3DTAC4lkMbXn6jN0UTCqndgAlegZ+Dvghu3yS3U6V1NIKEzObAFHACn7vieQRHKBTlY0zTAPtNzyyX4R1DWdD7KfwH7nyHsibZUNcAcQfkBeKVoV9VYdKXgAAGIPnJ9SqBaGkxmMPHX70U3ZMI3L3XXh18RG1tbYDl1r7UYYzCEykUgwxqnxr7l7jv3OdNCjkOxTpL1gAGYzdcQY++1ndfEufqjgQPPvYevrX8nvcm/1nUPDv4m12t/dfV1mOeiEeVLFUGNDdFOfp9lrcK+VkPXlbeiLdU34cY770/hhFRkCq6qcsAdR2NTVJKvr+NL+JePVLAXCxXJD5eQ5LAq1SkP9+UQNBipAF6l6uJPZwIIiwVcj+HwGA724OPPRZN5521x/D3P5QL4mgYUpULMFgulIweBLD+jUN3+NIezcwl/Vyt110cjTR76fXXms1wg4Pxa4KRRVzE/Wep9N+qyHG3UBXbmK9Fvrkei+5S5On1xpPd8MVDi8uVQVKhyIYemOFRBXGRweQHzFIqZiv7QaRC2NuHpoShKhyd6n3NX5L/1AHodTQNeHOrcXV7AYCKNw+nx3fn5p/cg/kIUrzCESSH7U38OzKGdw/gLKDZV7NtKE7DmDkyPRfFZXKuz39xyv3snjp6dqtAvr3STjFqiSQWRgF97T69Lp3pNmUNtXWChcACp1hFFKW7q+VFTFDS7+cabWdfGnLpJwRP6TEmJHEe9S8KqzGmeZpwdfsbZ4TGfHH7J4eEhJ4dHvDx8ydnhMeli+Ws/6mEc0d/aoN3t0Ol02Oyu0+10v9I9/3Vfk+Sr4H3GiheMAEuEjwW2aNL9Gl8/pcC659x00xdkfMkVU1acMWPpmPhzMsDwkB7W2Yd2qbFN69ZpyMMwYkn9a53CORmDdEo4LpiPpkxfAw0XoysC9/j4tWnI61/Pz881NRmN+PDDD994DpNajY2DHdYPttk42OHRwSMeHDxg7WCHHx28R3137425TV9fAT67dFijzhEjdmnzlAEDFqzISck5cJkN18x5zsDRywwWjzUaLCiYLqdc2xmRn2Bqhm7H5+G4hvdqrGtUI4K1BPoe7LZgmsMwh5qPOU0VJviwCb8c4KcFtlODswK7yDH/aQtiDxMZTRBMiU0tnu9hax7eu2CnEFTSHJhCelk7EzCwY6iG+pOtBsLs9ozbTrzDOqr4h8jWHsfhX6G686n4+qYvHO7/JwgysH116Bk6qrzn/p1o+1WGaPAH6hkU/6ejBK1ralCdi/aEFWXedsBcQvUE+BdggFzOvgQXPiF7VCOjOhMJLJVnGjaCLoNmCox1Dsr/FeyBXl9N1Ruw5y7TwRdFipqa4bdgygoc0IiA+FZYDG4qwAhsD2vtN+hEWmONY77SXQ8Ai7URSpd77e/TlhoHUQNmWOY6GLME9rkdt9iWNBAm0gHagcCE2ZPugFxDht/80f+9lzFtJ7aOb9+7taVjL9yLkv9c6x4c/C2upKNuqx+pJdTclatPNhfVIv4D3AiWY3nE3wSJAUxOYPgcmtsOLDhryN9Wz1CVTv8Q/HbTDGsFDDAqAG8em5+rELzp7uaOlvOvP4csElG2quD8Al6l8L2HQFOxoqUvzv9gpEK7XhO15maKcHwumk6/r45+FMIXz/X8/V0VxzV3t/F8uL6Ui9HZBTx/KUFwnuvu0mnq33AoIW9V6u7iB/DOYyUMT2YugXgme9LJxL3vMQyuBCKCUAXuNBGgybO7wLU4gNTqee2aCnGv0nRgY935B5awsS2gEnjaz8szAYuiku2oreDoTCCgFokCtL+jrv8qhXYdkrryDHptOI1ELzq9gNUcHrQhW0Enge0eBCvo7sL1M2X4+AG0S4mM6zvSK5SlhOPTE1j/HtQ31E4Me45G1FaBX+VyIZqeytI2bkDUhm5doLgqNDkwngBs1JDoeHwEy2vd9fOZgO5NTkbcdsnZM00Z/EjqxfaexM5ldvdcoJUXvJp5/C+/+N949fyQjw6/4PDwkMXhFecvTrg8OqP4DbSeRrvFxsEO7YMNugdbbB/s8+TgEQ8ODtg/eMD25hZve30SQhKCN9gh/vZrxIJL5vgYVhQE+DyiS+IK9pLqtXRg0XJ8DFuOW790uQL7zq5zTsY5UwyGFjGbtMgpmJGxT4c6ERE+EcGtlenXlwGCOGRjs8f25tZXfjYj4wHdWzejNy1rLRcXFxweHn7j3/PDFxweHjIdT3j16TNeffrsjdsIgoD9/f1vTB8eP37MBx98wNbW3XF1Sbii4oAeF8x5whojVqSU/BMP8DB8xDnvs8UBPcaOPjZgwX/mgKdcc8mITRqMKNmhxWarwSqeE7yzpqnBRh1qgf4OJynsNOBRC5qBQMFkBc9nmoRu1zFNCZTNp9ei0mzU8ZKA6kWpULHspqiOIUrE72861knTXXrfhXKGHHoq0WiskXlX5isvgHM0KchRrZqgFOMlqm+nqFv/GMIfgr+vyxYZohY1wTyHqo+AxRUytJkiB6QFosj/QM+3R7o0R7Fo9dWhgIp1A2N88FzvxQ7kO2BOXbN86fQKGaqEYrCBHjMxWDftsOe6vFgQsKhQFsO6jrHaVF3tNdyw/BTMj8FegL/jatxc0w+Tg4l3gCMFnFU5EieEYAKq6hnGrDu3odfLs8pZjupgb3INAIxZB0YSKlsPiTgSDLvAS6xtI6Fy5vbjeFam0qjITtzJdb80swOUWPvC/QHNsXYfa8rvXIys469jbR/MtaMS4dDI7tfOwf36U677M/+3uOIWZG0ntLyxVrOw/uQPAwYgYBC+to10JuBhrdxh/FDfT8+UUvvrlrXqAi8H+t546uTWuvDG7goq7nNHt7nhkIOe78eiVFW+ivI0g2cv4PkrdevrPZjV4Xium1Hdhwd9WOvruaOJuvvzpUK48q4sOb94Ki7+o30VyZOpivf9XRXkvY4udulKbkJXQx2nwdGPGjq+dkdUm48+hvfeEQDxXUf9yVvSEXz6FGb/Ii1Dsw5PHsNyAVjtu9XUcRalwEbcVEtr6PbZ6+q4RlPZlWa5tjUfCShsb6jIL62EzEkCYaYcgrISiGi597hcQbIAjPQGu9sCBM9falvNho5hw4OHu5pK/OSHOlejsegQtbpm+fW6wMPqFUQfwANg+EpuSeW1qpPGuixDwxoQqGWZtDUhCOt3nwlj9Hg6FRCL23Ko8gJNsJZDAeHpqQr9sAZrb+szky1cZ3bzbnuLKxX+8RN9Bpvbet1qCL3HjsLkUdQ2+Pzf/nc+/NUnfPjRZ3z4q0/4xSefc3J6/ms/5usbfXYO9nly8Ji3Dh5/tQB9dEDcbTAn5RUjQPkEFpzPjSgwva919X+bVTphrf9a1/+MGU3nGNQhYUnOOTMe0GXAgmsWHLnj2KZF16X+/pQjPGBOzjlTdumwQ4u6AyzWbS/GJ8bHRxqMzdcsVxvEXLH4Sq/QYimwbNNiQX6bHH1z/B7cZhB82zLGsLW1xdbWFv/0T//0xvNwOr7k8PCQLw+f8cvDzzg/POXq8JSTw1ecHh5zeX7BixcvePHixRv3sbW1xY9//GN+/OMf88Mf/5CdH7/N1nsHbIQN5uS0SHibPh1qFC7r4owpM1bO2jVnhxYhPls0WcY9AuZElSHxAsIUWl5C8TAkHJWQVarMMwtHM9iuwyCFRghvd+CFgfNUTmiLEr4c6zq/0YJPxnA8xVwt8RohdrODt93GfwvKwzmmZ7C1EGsMZmRkczp1E4IJum5lKL14Q0Vw2Fdfo9xw57yj2rOMgA+Rc1HLFeLXKJPgQA3rKgd7LBE0K8SEsbIYzR8LtFQLYAbmbblRmxYUp24/GVQeeKljzSzFhGHlwMPQgZt9DTPKh1D9AmwbhbBZ0ZKoA1PwHqnrb4/dJaAUSMhP9b69beeQlKEpyAkUV6IukTkWzjGQKlAOX9MXDMqVmEeY5iOqfIYtvsSEexi/rVAwe4y1X2LNPgoFWwdCbFWA/VxCXXysWQdaGM84a9E2sMSSu4K6jjGGstwA+wtgqc8LKxQ+UYA9BRLw/0En0qZCL1UF3itxx0wFrIMJsfYMY958z5ZmotSbvaU5/WYgIfG1wfP6WNuSoBqDMfV7YPBnXvdn/29xGQOtHbnI5EsVPHHzm6Fgv8+qCukZbtZqqO/LzLVyUCGXTl0C8a+hGC2unZtS01GUKnX/MVDvfm2/JcyvVfznc1iN9X78+O49e74K9PMTV+Q2RdfxPV3PRnNNAFY+pMY5/eyomD25hPNz6LTU8U8SeHEkl6DRRNz9kwu9p+uxqDgXV9ISrK+p8z+e6Q44XUibcDVUF38wEr0ouIDxWJOBpgMMV9fKKUhO4OWx9AyfP4VmUxoFSk0PkgYcH+t8Bp7AyWgC67m2mecq6jtN/b5PzgRyjBNjG8/pI9wlIU0luo4idfmxyitYpLC7LiAyHEgHEcd6/nQmS9FVevfY6bmA1d/9APYfiNY0msCDbenvGm03gciBpbIVqit48AG8/QFMX8Dlp+rGt3fU3bco+bjMRC2qMm69BV9fBveZK+9cuKzV1+svBB47ewICRSoNga0Ebl8Hn7V1gdzFtT67wHB4zS+envHh5/+NDz/8kA8//JCPPvqI1Wr1jcNoNBr84Ac/4MmTJ3QONtk/eMCB6/rvPdynVq8zI2WP7leK39dXnYgudV45K88Ij9IFm+3SfeNrvm3llFwyu3UzahCxSZMBC2IHOG7f+v+fvT+Psi07qzvR39rd6bvoI26fvZSpTHUgCUlkgpBsQIIUBgMGY7BsP5exKRubeuUG22VXvfGAMrYHxvZ7VQJh0xQPsGSQEJKlIhMJhARqUqns8+bto484fbe79f6Y65yIezOFlJJc8ijuuiPGjThnN2vvs8/e3/y+OedHSJ8pm3TpExPiEeFTIuKAMQYYkNBljMVygiYFAq7RIyGjQZEhCYtUXBOybN7ky5ITOavTwPVKaFGk7Xo3gOxBl6iw4I69z5QQ33H6LSdofF6B8Bc7fDxONlZZvneRU/fezqt4gDFTKhQ4SYMaRfbGHR698jSXLl1m69IVDi9us3tpi+eee45HH32UnZ0dPvjBD/LBD35wvt0oirjz7pfwsvtexivvewXd+17Bfffdx8LCAi9nnc8AbXzOElJ0PSo26RFgOBUuwHKFeGdAEPpsjMtkoz75mSqsegIE40zfvyQV0D5RkwahH8sEoTeVyjhDEfBCCa89IL+YYu/bADOVUcBmnyAfYKpV7MUpXOng3d7CGo88LpMNI2XPR7pd2FC6hCCB4D6gIpvP/Kqj1Ti3I68oGk4+dZ2GQwEMii58fFxMTtqouuApfs1jUYFMrMS2CYGmAn8b6pEVFLQvvwL2ALJHIDurvge2rduB2QDuRjb/qZbFyLzH1pm7Ntk18Jt6z3alJTD7zohsV9USL0GJ9VTVCWdeJQ1FCWkoFuToZJYdcFiH/GlRqfxz4FWlR0guggk9uAbWr2LCKt4tY8zKNuIjGcg7YLawJlAJI+uBGYK378QT+yq7cMexILo8v21JwGwxpofFqaFNjjQGsU4kdYy3xKyPAdSwDLB2BPYkGJwouSSBMP15H4bZ0H46wAHWTvWBE2K8CtaWMWblBbseWztxAuuJ+7uBMUt4XuNL+g7fHF/5cRMc/GkdxjgqxYvPOP6JI6oeZWNB2dig4DL3x8DHLNj/fCPPleGdAQPQ0yOsqDpRalwfwHWvii+exkpFDbYFTIotgYKgpJ/UzStyc6lVAU+8+cnU0WUKCuo3lhXYPvQx/V0owMUrCvKDAKpF2NxShr9RP2p6NhrD/gTGsbb/9AU4dwI6DgyAKD+dtvYZBtrnYCwF4LVt+NTnlMEvl2B3Dy5dUaC+sapMf7+n/+NYc752VfPyAwX79arOb7WkJ/FCU0LkjXW4ek3npFFVhr/r9AuNOjQqCvCHE20/myqgTlPNO0kEEG67RbSqwVAgpVoWYImnOpbA17H1RgI4H/sk3HaguYyGemIGuTobTwcQ5qiFagLNFKYXIAlg/T5VdDrX5EiEB2FV25l2BHKDgqPzHLu+rNUyQUFKx/FlVxkYuu7GFkotRRgd50toM1UmmiePXYY55y9c5JFPfZJHnrnCI599lEc+9ziXr1x9wcv2zJkz8wzy7OeWW27BetBmxAUOaTNmhQotyoT4zrOIuRbh840QnzO0GDBlREyRgKrrAPzFjpycK3SwrucBwJiEq3Tn+oHjY0rGFj16TGlRooBPjhx+SgTsuC7Kl+nQY8I1evN+AiVCLJZlKqxQJceySRfJJj0alBgyZUrKaZp4eKxQo0qBa3TpMKFAwIiYquv6PGDKkJjQNW+LvkKPsISMy7QJ8FighHVVkzZj2cqWEs7ecSuLd5ygxyvpMKFKxDp1wtxjeHGP8488yWcf+ewcLF64cIFHP/0Ij376EX6ZX5zv6+TJk9x97z2cue8OXn7fy7n7vntYuv0sPV9dkQV8DOVWhaTksdiP8EKf6WJMWIjULb1ZhGoOuwbuXoRzDSi6c1GLoDuV0cA4lbNRJYBahHnqAG+lgGWE7U3Az/HDHHNpqu/Hfg5Tg408bBxh9obkaYv0fAnvDoNXB9NVwJ8+iig+C+L62x3FsV4TvHUXeO8CBYmM7eyjaqhYaMuob8CiC/IjWaLmBw7HLzqp6lS3/ryBqhAZpBvK8OODt6qcVL7rKgjOqtRvKVhPHQ0of0rAIQ/AjlWR8G/T8ZDp0WH3pTXI9sAuu2D/qkTK5BzRpfqo8VpNbEbvVu2TAwm9aYG9qHjcRIjeP3Xg4zmwHfBOZXhNj3wE9nNdgleEqkRkW6hT3JoquNmz4LXBrurkGc9t0D6vq7C1uQvWD7FWggfjncIc62psmWDpu54FN5iFWA9M4t67sTo/OwnH93cI7GFtBXm/ToAxNq9iTILlCnD2uiqAtQnWXgYbYkzVNXTruw7PJz+P5uLm+L963AQHN8eXP5KJqD/xyJWch3p95hA06ajj8ownOWsM9idVKmyGsh033Cg8X3So/o7cajxf2dz2Jd2co7Jq1r1N2HkCVl8K5TXYvKpANjinBmGlovQLG6vw9LMS+LY7orbstRVMLy7Ilaffl5bAM3IXKhfVCblUlGg4CLWdTz3ibEI74uF7iPbT68JTMWxti860tqJeBzmi/9j8qBHYaKTgftCHbioOv+/h0uACHvFU9qrJALYP1LSsN5RCb9aUbTSBU+uwvOQAhKtr97qqGJSLAiqlkqouGAX5cQq9PWUaIweSSgUY5npQ1YqiVi0ewplTqgJUKgJSu4fq7Fwui3LU7UHo6bPc3HWuRH0o53DtgsBOYiFwAkp25NC0tKGgvn1e3a0LNdeXoafKQZ45vcCitAf1U/rbWue6lalbcmlJ11hQVMfrPNW2rBMtx86+r1AG49Hfu8ZnH/sjHrky4JEnz/PI5x7n0cefZPQCguBiscg999xzHQi49957aTabz7+UsVyhzS59RqR0GLmeBxNO0CQlZ8kBhS80fBdUfzHOOS80hsQkZNSOBQsl19jMQ5n60rGs/VXaTEipEVEipM2YgetA7OMRk3OePR5jmxIF+kzZZUCDEl/DKVap0nDVgInbt4+Hj6FBGYPhKh36TKhQoEmR1HUSWHdi5Skpl2lzhhZ1StS/xGNPyGgzoue6MS9Spk4Rg6HPBIOh4B6JBkOZiD4xV+lSwGeXAZnrTRGTsMmIEiEnvDrJLYu88ZY388Db/wwdlw31ejGXPvsMn3vk0TlgePTRR7l69SpXr16F3/6d+dyKpRK33nMHp++7g5fcdw/n7ruTk/feympjEb8o7cFKt0p0ZQKtEqyG0J5AwbseGICqlPsTWKvAIIGFEA7GqqZOLaZmMNMpMFZ1YZTN6UdeISc7PyC/ksHpJoYMsznGM4t4SQNiD3MCoiVInobkE8gMZwLBWfUE8FLIrymjb7dRlFFxPQkOhdkJFKjPilTZCIIB5ItaJveBnrZtYlmIzpq14em9/DkZxgWryHjHIoOFk2LMpFuQt8A+B9YXJcpYR49yngPe3WCLri/YGLxTSKR8wVU+cPFuHzlq5kdzpg1JR4wcv6pj9ZaV47BW79uijjV9RkCDNbBPCqD4wwLUMrwIsmQK5wOCV+4AV8CeRn6yT6ISw0tkhwTShtkW2PPkWR3jVZ1OoYS1O5qsLeuJYROsvQbmFGauy3Hoaea1enyYDJVFpvP3cjsQmqGLNSU8b8V1Zc4QIKhhzARrJxivhrUp0MaYU64ZXB9jWvNdWNtFfRl0DxIYKEszwYSbIuT/NsZNcHBzfHkjmUDnkoKwsHTkDpRb1XLLK0rF+KHumHmqwK288gUEyZ6Ct3FbACGsKrDLEnHA/YKccmwO7edgcE1Nq0DLhEVonYFRFzoGKMLCAgxj8JIlhAABAABJREFUeOpZcf031kQTuucu+OyTcP4ios8Eyrz7oRPm5nLfOTiUi4+x4szHKZw6oc7Fuwd6b+9QAKDXk/D2sCNw4QXy/89yrfuHfyz3o/FIgXxuFdj3hjreq1sCJ4OBgvnFBTixpsrENIGdawruez0F8IOxKAJRruA5Kohu0HFC5TRTEG9cRn8Sy01pcUHN0cJQQf+oL/JsoSig4nmiTuUHoldFVUdbGmoft52D171alZf3f1jVhvFYAGmaiDIUJ6rNh4eiHhUX4fQZVYCKHoxDPXhXc7jvVVBZUI+BsKbzUlpWt+6D5yQ0DwOoLuqzKtSlQUmGR6DB86F2UlQi0HVUW3UWsn0BDONzuH2F3/vDCzz8R4/y0Mc+ySOPP+24s9ePE+ur3Hfvvdz3yldz7733ct9993H77bcTzIBYlrjAq63zUmxdV5Ebk3CJQ8CjTMgZFthjwFW6NChxG0ufl070lR4xmWu1pXl1mZA4YfESVXJyxiQUCThkxJiUDWoMiLFYmhTZoseT7FIlIibjc2w63/6AAiEjJjzLkBPU2KDOCjVGpHycS/SYsEyFVWps0WPIlJScEJ8xQ55lnzEJ97I+10IUCLDgXJ8UsEf4tFxHZYAJCbv02WdIDixQZpXa/LymZFyhM7eSzbFs0WNCwip1xqTz83J8GCxDYjwiEnIqRGzRo0CIj8+IhJicGhGPs8cKlXnvgnE94Owb7uGNb3jDnPqUZRnnz5/nE498kt9/5I949pHHefyRx9i8cpXH/ugRHvujR3g/vzbf/50veymve+ANvOnrvp63nH413LYCnVjfi42qC5Sn14ODfqx7yC0Npc2vDmDgqEbNgtzpKgEsluDyAMiUiBgWMZ0p3nqJ/HyK6QyhGuLXfUxvhO15sFrHKxlsEYITEO+C2QFTOLL7tB6k51F8WdP/2WXgtLMJ3QbuFRiwIQq8VTojiCXlIgTrPCXSAtLsFqU5sDPm3lAUIK8C7IJZB3tBrJu8L+pT/ggz5or0AhsOxFjIxzIuM4vAqqMerUtf4DvHpnwL6SUCBAxmYusm0NUcbCwzM1bBG6jq4JdcfH/VgSeDBN6RozltQD4swVYF/5YBflAgP2xLX2UqQhsmZp6ptzsqveQz4fChO0klsAmWS+T5MsZ0wQZYu60TZSeQh1hzIIoSI5d4k3bA2iHzYNyMEDVpGbik4qsdAzsO7axjTOyEymeZJayMMeQ2cVUHMCbA2oETUAdIjd5yFKQBNj8PpFhaGFNT3wYQncqkz/sO3hxfnXETHNwcX94Y7alCELhMpB+pMVQ6geYZBZfp1GVqB3q/dkKdi//E7e4LaMR9UYnGTk+AkVZiFnwZT45E8VBBmh+6ANFTRSG3UFyRnedkDIfXtEyv56w+++ojUK/BuZOi5lRLCpavbUpbsLioJmWPPaOHcbWsqkG5qADZd1oGaxS4RpFoS2km4a7vq7twmqiSkjtwkecCGgbdsAdTbadY0I32sCtqURgKrGxua90sUaB72FHGvRCouuAFCoxnHOPMOj2Br2oJqeZQL0nXYK2oRVhl+asVWF4W6KhVxf/fOdDx1MoKLk5siOZUr8A3P6DGaWGkSkGcqIncdOKqRLmaq9k+nLpVf2ex+LRv+HodXzCB0ILvrDwqS3I2qq7q8y8vqDLjR7B2tzQC446uqdZZaN1y1HcgHkDj5PMrUtkYgiJ7/T6/9/uP8vBH/4CHf+/3+OwNzjRhGHD3XXdw30vvEBh4yS3c+7KXsXTy9s9/vWbJES0pKIib0L2sbuNOF9NnwoiMFZeJ84ENGhSJHDXo+Zzc/1ojwiclZ8CULfpE+AR4tBkT4HEHywyJ6TOlT8wGdVqUCAnYokeXCT6GChFdxvSYMCblHIvEZBgsRcJ5xv3PUuE59nmKfVqUGBBzjR5txtzCAntITC/BcoEyIVdpc4FDbmVprj3wMDzLPmdoUSAgJuUSbdapEeBziTZ7DFwnZMMFxvSYcpoGC1ToMSFzwf1se3WKtBnTpEzR0ZdupFVZd6x9pgR4WKyrrgRzUBO7/hQTYoo05qCm6tYbk8736/s+d9xxB7ffcTv3f9c3MyGhTEjnsMNnPvsITz7yOa488iyPPvJZPve5z/HUo4/z1KOP866f+f8CcPedL+H+176BB173Rr7+ta9ndaEKz3RhmktvUAzgYCL3Ig/oxXDPIty9ANf6qjaEHpRDWaEeTOAw1WuTFBYK2LiAXxhjToe634xz8rEPgwwGMbZWkPDWKkvu+SrWmrKKe+ygom8I/mnRabJdlKx2mtXwLjDbumXiQ3ZFt8AMYB+8l4qiZC8rUZ5HENyDkt5jt2xJv5tANKf8GWkOTFMgwTX6FfCYxdhd3RrDWyHrCFj4d0O+B14kYGCHzqZ1oGO0U+3XrIE5A8kV1EzNoLi6jKocNVGl8rHE0eCOrwVE+t1uafsmUMbc7m5gwy52LcUUuqghREWII7umCROjDP0KmB5kO2Dq4L8E4wWuYZgHbGGzvqsIFBwSSSG74D6Msy7In4DXx9pTGJMi8ZcBljCmiTEe1p4lt7vAs2BrYBbwPN0DrZ1gOcCYVcA4bUOIdSdZlYNI2yFjVoGwdh84cIhwCuYQa/tgNuaN3W6GpP/tjJufxM3xpQ9rIR4fZWhnw3gKlvJET4+gAPWNL367yUR6gfpJCZdHzq0onShzXWxev3xYUiVh2pNzjPEUtOWu/Bq5y/zgAIpVWF0+Esoaowz+yTU1F7uyqcz6cCQOfr2qB2SaK/O/uS2Kju+r+VfmXIFyZ3txbVtBbxTptX5fDkG+LyFyo+qchuq6cfsBlMei9+DoPtWK6EOzCoDv63zigMQ002uLi7IBTVy2xfMUwIcuC53GUGtoX74nceLyoo4lmcpydTCCcgEu91VFiQqaS5bALWdUkdjZ17GtLGn9chHuuFUAZ3lRQOu5ywIUpbK2PZlqPhVP0XAwgsMDwIP1JjDQ/DdaqvJ0Lslu1A/cEzlTVSCNVRmoLIsq5gVQWYXqsuxIjzsUGXOd9mB3d5eHH36Yhz/0Ozz0ex/hsSefue6yKUQhr335S7j/ta/kgTe+nte+/n5KBV80pC/2eh21Nd+ZPa4XaP+jPQEKzyfDYl6gyY8P86z9f40RkzJgSkJOyYGQiutKcJn2nBo0JaXqaENX6LBIhVWqFAlIyDHOaajPhH1EGWxR4iWssEmXpzhgkTKHjDhkNNdPlAgp4PM0+6xQcSJkWKTCiCmb9CgRsUOPMywQEWDIKBIxIabLmCV0Xg8YEuLNg+wAj9BRfQyGxFVEyvP3UxJS9hhSp8jwBQJ/AA+PhIw6RQ4ZMSWdU4uk6/BpUeVxdonJKDiPqD5TFqnIZhWfMTE+Zg4MZiPAY8T0eZUhi6VOgS4T2owpLxT4hgce4Lse+Na5jmIymfDxj39c1/DvPsQffOxjPPbUEzz21BP821/43wC469StPHDf67j/Va/j/ju+hvWT63CyqmC4FEj705kqUdAowNesytHoykC6hEYBFgpqAlgrQG+KGUyxUeC+UzlmwcNYi932YJxiJgUyx/qkDHYfefsb8f3zgvt90bFwptIU+LegTPsS6huwBjwrQGBzSJ0ImZbEu9mh0zOUgWfA2e4ryJ4iIbOVf0F+KFF07HwTbKbbK9LHQgDekuhF2SXkIHQC/CVVCbwA0o5cjEwJaEgD7DWOAEPeAd/pELLIgYFdxeJ2JECSLmue6aGOgRwZCW0Cnrbn3QXeyMXcBY+818KbtjCvXoHgczog+6w7kbFWZF8rZLvARbAvBW9lzs83JsTmzgqK9aN+Ad4JgQks6sRWxph1nRBziDHnMGbped8LYwp43jLWjjFUb3iviGWAMRtY20IWpGWggM0Hjna1JoGysRhTc3oCR0Hyis6ZKQQTY/O+wIsp8jya05c5skT5qTyW5LBQ+QKEhZtjPm6Cg5vjSx/GuEx49vxvnEUZ6xcz0tgJRrv6VoOoRIWanh7xUBaoowMFjDNXpKAoe0kTONvUXPuOiqKw7A8gPlQAe+p2BXOtlmg1h239jMZq5LWxDpeuSkxcCBTs1+vi3ZfL2m6lIgpQty/Sa5qI+x9PBAYGPekAjK/zc9jRQ+LkuqxCL16TtSi5MvrjWEAlzdUorOYAyUxfEPl6r1yCSSJaT8Nl/je3neOSr8y9da4U41TCYc9XwL+8qE7M01TrtjsKHMJA5215SfPe3BbvP8udm1IsV6JmXaCr0xV4SHN4/Fnt96AjPYU1cOakm0cGO08BY53nfKBzsLoGrSJc/Qzc+ganE6kKCHYuyzGoUFPvgmIThrvO7SoVTay8pM8/S46AgRvbO7s8/IGP89BH/4CHH36YJ5544rr3i8UCr3v1y3ngjW/g/te+ktfcuU6xtSFwa4yu42QokfMXdb06h6PAAbi5M5YDx1kMXomqC8iPB54JGSk5iy74fbFjQsKIGIMsQG8U5o5c5l6JWY8OY0KGTgStgHhEgoehSEidAnsMGBFTIKDLmIzcZce9edC7SoUSBU5Qx2BYoEyZgCExBkOdEgGGNiMWKHGRNn2mFBxNqUJIQkZOzkXanKJJmYjUgaQQnxCfAQmbdKlRJMTjkDGnud7JxMMwJScnZ3Ls3IKoSENix2rJCPHnQubjw7rthPicoskuAwdiLKFzUNLnVORRdhgypeBE5AXX/K3oHJ0qFJ5HTcqxL/BazjV6jIgpE1LAI8VSu+FzLBaL3H///dx///3w4z/O9Jl9/ujTn+ThT32Mh/7gI/zBH/8hT145z5NXzvPv3yvB8x1nb+P+N7yRB17+Ou5/w9dz4tRJaEa6H3gGFmJVC+5bVqWgM4bzXQXepQACD3PYxZbL2NRgmhFebgluNyTTMXaYkE0MRBF+I8B0IJVYBevr1kOsKoJdkAiYwPH3dxQDercdfXXzSMlwO6MfZRIY2y7qUtxU4J6VIb3oAvIZE2akbdttBe60gT1Irrrfd3DepVouT/R31kH3HR/SXWkcwkzVBxKBHXtF4CBfgqAqViVDV63IIViU8xANLc9l1JdlD7Fqh5DfqtvrjIaU7bnfFyC5DOYy+HWX4F+F4I4FMKcgzcgHNfLJMxjTwysNoWgw3jOIp5UgrtQeuS3gmZqj8PjuxBzj7dtMJRGWwTYxXgUoOPehsdvWcfehqdyKwJ285yc1rE31zACMWcRaD2MOsbbmLoAI41nAx5gNARfbB4wDLRFwAmv39KGYPTB3fh4R9Jc+krHcsD1Pt+RxF0YhNE/psXxz/Mnj5im6Ob68UVyA4baoPbMvdjxUgPdivoGjjrZjfAmbh1u6L806NcdDBY8mgOGeKgqlpoLFbKrmVWFJ1QODArw0heeuwWPPKpjtZxBfgUZPtp5YWX72h1o2zaUrGAx0U726p2A4inSXb9Xh1fcIMFQrEjgvLsBg4ihGIdxeUeVgGqvzcBQpwB8O4OSqgvWZJWmpqP1aTz/lovoPbLqqhucrqF5uKRtdLIn/Pxo5+9RYgKbah4Oenm5ZKhBTDPW0rpRFgwoCLTOdCnR4nkTV1bKcifYPAF/H46HXDLDSki1ruSSAsL4iClKxILemLIf1Jei34fEnYK3pSvh7sFSB/QRWSnrOLBSgMYKkr4rG+Dz0c4GAIIIzb4DDZyW07k3UQ+COb3bg0B5dT6UF6F7m2s4+D//BJ3j4ox/joY/8AU+fv3DdJVUul/m6172O+7/2Xh742nv5mjvWKfi5KEgLtwhQjg9FRzIOzNVOHDlt/UljeKjqQNzXz/hQAunjHbjNjF5S4AQN2owYEIPriLtC9UsCB3sMOGBE4OoRuwxZozYXKefkbNGjSHBdYHqefWoMaFLGYikSsOKgy1W6eBiqFOYNxUYumI7JyEiYkBERsEZt3qxsgQqnaPIUu+QuoAZDkwIVijzFLvsM2XXdkosE+PgcMmaRsqMrdVlgRI0ibUaOnhOwywCccHjF+TLdODzAYAjwyMjnoX+OdZas1vVsKNFh7MJ3zX1CSog3P94iIadpMSFmk76zfB1yjQ4+Pudosc2AAj5NSkxIWKTEmIQ1p8tIHBABSMmxWGo3ZEO7jBkRHxOFB2TkbNOnQvR8a1Yr16HCYpU3vOo1vOG+r+Uffu/fJN7s8snBeR769B/y8B9+lI9+4mM8ffFZnr74LP/bL/48ALeePscDX/t67v+6N3L/297M6XMb6vq+M4R2LMDQKOh+0IigEGBub+BdHJIPfPLDDMoBXm9E8dSEvFQiH4+xkyJ5WMW7pUy4jmjpfRUnKYtTzxCoicpuMzFhvJPKtHuLotCHL9P/9lCiYO8K2EuoJ9eCKEKmDeYesE+CvYbuL5n2Q10FYurutUtAz523tvu/gvQPWygubQDrwMcRbf8piGuABe+cw/ZOi2B3IO3J6tSelnEQOXhdZMm6j0BKhJL8V5AeYYyavr0ROASzpOJr/FH1afATVxFZARYhug/8mkfWWSO7skO+H2NJwSyThy28hW28E1cxQRU4p43lI/B3sZR1kmm5oH2Cdd8doZ0YzAQ5AjnqEivueX10reX5IbCr5waAydVfwRthXB8VOQsNmWkWjDEYs4C1TYyZARRVua/vU+BxHGgYU8SYU+T5AEwZz1vjKzmshd6Wy9u420aAQovRIdRWvqK7+7/luAkObo4vb5Qaqt+ODo5ei6pQ/SK/fdYq0G8/d1QNCIoKuIY7eniZwHV0DiVMzRIBhP4WYCUAbZ1UgJm57LkfShhs+rB0Qkq4ykhZ7mCoJ8rygoL8pQXx+p99TlWAtVXRbUplWGiJT3/rWfFydw7lZBQW4I4NVy3oKfO+s6vMfBiKJx94qgwYo6C83XWdihPYWFEGvzvUMQxHjttfdTQVX2m0SkWgoVGR61BmHcnX0/uFCJrryvDXatJbNBwwKxZF+UkygYatbQX/WD1cBkOJhrd2BH5Ob2iOBlUVtg/gznOwlkK7r89rdUWAYDyExYay5+MOFGMo5UrhmVwPq+UTsLYGYaJu08VUlKOigbXbVGmob0ChKV1AVJWNaDxw+pGCunk70Nntdnn/+9/Phz70IR5+6Hd59vz1moFKpcLrX/96HnjgAe6//35e/epXE032j6x1rVWmKpno+ohKEJ1w1Z+xnl0z4fwLZbDyTNS2dAqDLYGa2rosdMMyTA60TXDXsYI/D49bWOQKPm1GWAw1Qk45/vyLGSNiDhhRI5oH6DmWbfqUiebBfEo+D3otll36VCmQOzrLElU6jKkQYVz/AYtl6VgztRIhIxJuYYGU3ImI+1gsIxIMMCZmkTInaZHNg+HQBfI5AR5jEqpERJQ5ZIhPypiE+zhBizI9JhwyxqPDhIRbWCQDFp3geEzCMlUHiLz5cU8cHSrA44ARbZL5+2MSKoQYjGuWZlinxp4TLCvzH7DhKiDHR/eYPuEybRaokJKTYLmXdQ4Zs+aA3ZTUibx9GpTYZcAEEc5VjWgR3FCt6DJ9XkdnH48cyyRPKE88XYsFt961gQL63Or/wMBGmajk87rqGq971Wv5++/470nI+dSjn+HhP/59Hvr0x/joRz/K+csXOH/5Au/89V+EH4Vz585x/9d8HW869Sq+9fXfRKvZgnoEiwVoT6EaQg6mWcTfGmIzI67ONMGcauCVI7J2jt1MMaUJFEPyIMQuA13wL+i2RNvdRoqQFcBviHoULELaFS/fTJGuwH0FvArYl0D+SdR7YAR24ozW9hHjpIyilgYSKUdOk+A5HUDEESjwESiwiMK06167FQGIutvOLurzNYD8kgL1vKpbWDJUzsA6dqQ9BflV0ZpMGwGCGAETKeGlMQj1Yw+Bk6okeCV5c9g15o3VKTi71KJundm1AnawAdEzeMUyNitjh3vkBxtQLOCvTtyJqED2DHAG60UY76yjB13C5iWkW0jB7jkLpQrzBmX2QMX1YB1pBobzvgOG+hElyVrgEJtPsKaPKg4BsIy5oa+MOjbPgMYLMQZKQHBdnwRrLcbLXaO3r+zIYt3WCzewlMKSKgg3wcEXHjfBwc3x5Q1jJCItNl2J0P+TG5sdH1kKvWsK9GeC5UJNTalKLdj8FAz3tb3xIazddwQewooTK5cEGGbB3CxNMB7DY0/LHSe2CtSXFxXs7+3LJajTUyZ+ZVENy/YOlWEvdI+y5TaHy1fhYgWee06WnLN9HRyIhx8nsL8vnv3ugQLr4Uh+fPFEJNhCUdn5el3AoVxVYJ7nAiTFSPuqV1W9mEyAXNSlpZZ4/0mi6kSzJvFywYdKFTAKtCd6WDNNwKT6v9NRdaRaVkWh21U/gsFIYulaVXatnvssC5G7x3va3tlTcGYDSh3Zq7a7OlcbqwIzV56RiLlUh+V1Aa0rfwxjq3kVW8rS1V0FpViDpdtUFcgTBf/jfVWAZiOauQwN2L56if/82x/gPe95Dx/+8IdJkmS+WK1W4w1f83Luf92reOANr+OV991N2Dhx1CAvz3VNzbZnjLPXjdRbIUsFsoZ7TklpmNuh1jaur3xN+uqdgRUYmnRVro+qAkbTttNx7EJt7XmahVymiK5bsAKnGZXmxQw1AfOuC2hnXZJHxPPqwfH3YzIS8jlFBmCFKikZm/Q4QZ0BUzaov6BFqsEQERARcMCAJ9glI+eAMVNip2OAIhENigQYLtNVmwkCahToO/7+kJgpGRvUXFBt+CZuY4sBe/RZoEyGNA1NSseCe+a6BtUDcMF9Aw9DjoCT3IpE0cmwJGRs0sW63gonaGDcvwj/ecDAYukypULIhIwUS9HRqobEpOTzxm5FYrbpz/OhBnWNnlUOCgTP2/7sfNoXoGuYcYbZ7EPqgjhjFHAGxtH8XDVvnMqRqBTAzpjZLsIcXrN6F6/5+2/gf6hGpGnKZz7zGR566CEefvhhPvKRj3DhwgUuXLjAu/glgn8d8MBr3sCD3/I2Hvwzb+NEY1ki5WqoJMTdC5jnenI6GqVQdmLuyCP3UvymJc9iIJRt544DBCdF9WGMaO6RNAcmcfR3A+aMqDu2DXaMjnMoKo/1UKMyRPuxzpiHa8x4YMrWuwpBVnN/byEw4OhG1N0yPY4S1z5wEnjKnfQdBDwGRwnzpKLl7b5jxhppg6lC8BLdakGaCC4gcDBxF8CIOTAg1fGl553+YSxKU5BAVnSahHVtL7+odexugKWMWd4j7yxBJ8TSx/oWBsuYxufwiiM3iX3IT6rqQ6rWQXYJ+JRQlZ2iSsAd7vdnNUmbAkNsfgq887rq80OwQ6wJMWZWJRjpgzRNFNxnWLuO7x+rjn6RQ+DhBJZNZ1mKe46uukZrX+Exu0ncOD5P3ufmeP64CQ5ujq/M8IMXT+QbbCnTHVUgmxx1TjaBBMnVdWVfizUYtZQBTicCB56n//3o+d9264TBnpHjTuApQB+OFGjnmbj762sCBqAg+fbLuqmsryhwHk3l29+sw2NPKnhfWtCDul5XX4AgcBx7oypEEssatFQSdWmhpf0PRrCw6JqYpQqsy47u0z7QNitlBaurCwIhNgeMAEbgKgnVCqyswKoRWBiO4C0PwMJnVbkwRhqHWkXnKJkIAO23Vdt/xX1wdVPrwhEISXLtr+ycmvbbAixJAuWKOPXLi7DQ0DldXoJWDXqh7Ds95Gh01y3QmAgAmb5oZ+sNGLone7EucGCOfX7p9LrP8Jnzz/Ge936Ad//We/nDP35kbi/qeR5f//Vfz1vf+lYe+Po38oqzTYJCWaRk0PyH2xI4h0Ve+Olwwxi3Xf+EY5mweCStwyzAT2NVrgJHOPZDAYPhNgSnRX2LqqocFBfl0nXseDJyrtKhQDAXzM6y/cV5lv2GS9i54sz48Mdff6GA83iwGeLNLUmPZ6jHpCy54D9wgXKVCWdZnAttj2+7w4TGMUrMiJgYy0tYmdOWLJbH2HEi45gCPiNiB1SKrFAmI3cN1AJalKkQUnGUmtO08FBPgaIDEnWnM5idpympq1zUaVKan5fiseD7FE2WXSY/x5Jh2WNAncJ8mZiMLfqcpfUFuyon5ExJrnvt+NU0dcBK3Sk8UnLXF6LDbSz/iT0rZnawvtN+eBhMZilcm1AIywr6QRW/J9pwoiKXoYq715VDiYnbMZR8p2/ygPwocgWCIODVr341r77vFfy9v/V3yDzLI49+lofe91943/t/m4c/8ft86Pcf4kO//xB/8x/+Xb7m3lfy9m/7dh78C9/FS17yEm0kciYHcQ7FXMYGRXQVGvDXwKu7rsKPI2v+faCKxMdTx4AJRM0hUKY8WIV0gKw+64pBbYQchipgVhGwmLq4duS26YNfdhQmHwXlhyhbX3d/e9o3qXstRwmKgXstQdWFRTArSMPQcOvM9jdxy1V0Sr0p2CrQA1t2TdqKqiJwEtGJQrdehqQBRTF6mMiXI5vKodS7DWkqAlUrvLOoT0Ooc8Bmi7zgqsplD5MWsMUYwgn5zlnMmRLGyyBvIAX3IjAiz/cwZgTmDMbkCu7zGuI3+eCd0WdqEHjgcbC3ylXIJA40bGHtGXe1b2tipoxnWuprYHaxtnJdl+Qvdqjh2jl3knKsjdw8E4x5/j3wyxl+6MzjpkdGiqAQovTisc2fynETHNwcX52RJQrCCjU92PLc0YEiOHjadebN1chqJmzOc1cTdAFLNpWLTZ4rcPZ9BcSTiYLtVkNZ7rFzzun1FUAvNEUVujF4LBRUASgUBC5srhv0pavQ7Yhnv9CAsydhv6Nvz6c/KzvPvX1tvz+ShsEYgYJDTzfdIND89g7U12A0hulY9gnGh4W6MvqHXVUZfA/aA52TOBYtqVY5EioniSoC4zF85BPSIaQ5DIeqNkxizXk8ge19bcM3oj3tHwrQhL6bp+/SdJmEyhhRjuIijAbw5DMCVQstUZpe/UoJqg8ORSHavCQLxTtOwpVnBXIW6sAyhH3wrM7ldKDqD+7v6hpkMbaywif/6BO85wMP8573fYDHnnjq2EdS4C1veQsPPvggb3vb21heXtYb04ECdu/YLcx4skuZ9AQOPF8VpmQsipLNjqhFUUnvj9ta5viIHEjNUgHeeKg69fhQ62axiKulRfEOEk/Wu9O+9t/blJOS6ww+JsHeIEydBf09Js8DBwPXSCwlc4Yw0TwjXaNIh8m8CmDctnJwTcqG7DMicV2Ly4QsU2FMQp3CdQ3EJqSsuV4Ap2lxlS4DF15v03dSX4GUdeqOs++7oDan6axJEzKqFAHDVXpEjtU/dZz8bfr0mDAlo0rEJQYUCThFi026rLgqwlladJlgyckx9JlywJCBIz3lwPLcb8k8DyQdB1rX6FJ0j7fUOS5F+PSJmZDOQdrxYbFMSOgz4ZAREQHb9FijRoGAyCkcZqJkxZm5EzHH5OSkZK6XxeenStQpsk2Px9jBYMkx1MaG+7I6Xvn49ezuITtj9SU47syVu2VOVJwTmdX3Oc0lOK5Gugduj9QIDfB9wytvu5tX/ti9/Oh3/VUO0j7v+/AHeffv/CYfeOjD/NFnP8UfffZT/IP/+Z9w55138uC3fztvf9Wb+JroFrxBCt0YFoqYSoC3ZCTgNZGCeAPeKVc87gAZ2AWwV2UTaoqOPnTauRYZF6PWkZg5Vn4o98CeV17BTvU3OQrmI2CiYN0WEMVopqetoFh23y0/+7/IUQVhVj245LaX6pZAw72+i0AImh8tF9yXHYAYQ7yp/7O7kTHQAOkGLrh16whkJG69XUjr4CUSZYPmZdHjK/Qg31ETODzwhmC9kHzzlXitT2N8DztdxfhTTLWHjUPy3gRTmuJFJVQqOY/N14ARlgjPOOG+ibDsq8mECYSE8HXCbA3oYU2muqMpYb1DN7fR0SQ95pl9Y3ys9bAMvyRwoG0YoCStAVec7anF2jLGrH3FQIIxUF+HzlU9KoynnGChfL0s7Ob4/OMmOLg5vjrD5ke/BwUoNKD9LEyHsP+04H15Se5D3S1RgPyqMrwriTj45ZYa+hxeOgIHiy0F4mmiDH27q0z643sSAFfKyqTXKnLm8Ty9dnlTlJqrW/BfHhIoOGjLpeiO25x3v4XtWB2UG3VVCfJc3P7hSNn2NNVDaBKrY3BjqoBxqamAfjxRIL+9q+C0FElXsHS39AG7e+q10Ovp4V6I9NDPA80/z0RnancVzE9SeOJp3ciXWzqWC5fce7ECh6oLfqcxPHcBMM4yNJfNa2L0lJxMdSzlEiyXdY4LJVGd6nVpGVaWnOtRA7YuwMWn4I4ClGtwqqXzmSbQXIXFdW13uA/1E7ImtdISJIR85KHf490f/Cjved8H1DHWjUa9xlvf8gBv/87v4c9867dRrVaff/3kn4eSYzztYzbKS7D7mAL2SUei7UILNl6pedqceefu67Zz7BpNJqILFapHFKUsUz8D42ubflFiZuPB3uMCufWTUFkmK77wA89zlJnjY0rKNbqUCOfB7ZiEq3Q567yGygQ8xe6cIhTi81JWmJCww5AqERUiGhTYc9air+Ik+wwYO4eilHyeyQeICDhDiwETnmTXbTdwHYUnDIkpEhI5bvysguGjfgET12F5TEyXFB+PETGXabPHkAFTqkR4FKlRoMvULZPwLPvczhIVQq7R5SKHJGRMyVikwkkaLFBmhz4XOWTRzblJiSUqL1gFmGXydxjM7WJrFOYN1W4cHUbsM+QKHaak80tggTLPcECNiCYl2k6nUSRgwJQDxhwyoERE1Wk3nuGApWMN2HL3Oc3mOXGEsnMskLpzZWxCz0ypcqyCFXiqIuwNoXbsGoozZfSz/KiSMElhzwEB49aNM0gt1Fwgl+WwOYTTNVgssnho+IG3/nl+4K1/nlGvzwcf/X3e83++n9/6rd/iqaee4id+8if5CX6SjeU1vv3V38SD9z7AA+deRbRWxztZxayWsNUArIpq+Y7AAE1lxvNrYEfg1YAlWXhSYF4FMEZNx5gK22SPu69dQY6dFhR8B+DdovXyIXPqPEt6jwAF/7NiTeD203XLRW47U8SO6aHM/iyIryKXoa57v80RfT5CoGEGNCbAGphtV7mIEFsnRD0VthBo6brlzzpfiX1gHfI+8FG33wziApjT6vGJhTRQ3O4FK1j/DNY/xBRKmMIu1i6TP/IS7MIOJvTJV5fxbx9jvCJ4bT2LzOqxqzqRytteQjZPBZU72HUnYAy2Sm7X8bwKlhaYTX1o5Kh52QbmOkG9KExfzrB2iro+l1w1AawdY7kKnP2KORYFBVg4q5AizyQTDEs3aUVf7LgJDm6Or87wI2V980zf1nQsF5rpSJaV0z6kQ4GGAQpmI6C5AbGBcUHZ3539IwpNnsP5Swrqnjwvke3qkgBDnik4vuNW+fcXC9BsOh6/o88MBgIEi0t6L80lNr561dmFhuBLnEep6HoTWPj055Str1VVJTjIwEvV06BYUuZ8Grusda7qQ38k7UC9oSz8cKjXt/cFSAYerC0pWN87hHoTyJXx9xHPfzxWJaJe1b4NqkpMEx1fpSSAlGtVjKefStkF8enRMdhA9Kk0UyfmMHQdhSeiZ5WLem3D8QGm7jxNVqC9B60Ayi5zn1lYPqXUTTKGxiko1BhNYz7wvt/kPe9+N7/1Ox+k3e7ML4eNjQ0efNu38OA3v5n777+fqLbw/GZmx8esO/aNI4uVtZ+NZOyO2+j1sKiAYXSg18LSEVVtNvJUxzHfv9Vrx+dTXdY1mycCIMWmKmHjQ13H8VDL9Tcpsqpn8g0jJpsHurPRdc3IjlcZSq6p2JiEEJ8JKavUyFxG3GAYkdJn6oxK9fQL8Fl3LjoNitQpMmBCTE6Z8HnOOLN8/JCYAuGckhSTsk2PUzSY4lMlokDgnHk8yhRYoMQmXVapsU2fKYlrVpZRJKTgXI58fBYpkbqQuUWJDEtEwBYD1qixQIVn2CUhp0rIAmXGpK6RmYTEgZMvZ1jWqT/v3BbweZIdWpSoEGGxDJjSYcxtLF23bJcx2wzceVd1pu+qAw3nr9RlzApVqhTIyHmcHXIsPQdypmRETkMxJeUqHW5lkX2G9JxAuUaBJSocMqJE4MToLnCPQib54XV2twA0QrUIbk+hVRD9D2C1DBd6Sj0nmYL+wJORQauoLP/2EO48lib1PdkzH07VC6EazasK5Y01HnzFd/PgD3w3aZrykYce5t2/8P/jPf/nb3Nl8yr/7v2/yL97/y/SqNT51te/ibf/wJ/nz97xrVRrx7Qvq+DtKo9hNsB2wJbAO+3EuLc7KvxllG13mX9TUvOy7DnIPI6Ex7vou9qFfEVAwh9B3gNTBr8GaQSu+fjMJEfrjjkCIiUEJGL3/kkEFGK3ziUU7y6ie6urElBz25rRhQIkbC5D/ixHVKSy+4ncdjvAHdq/VxOFKiupMsKhthFUlZvgE7qN2a/XIzHvO4D1pgCv8FJMtQ21A2xeJ38MbKGMtzLGelXMYYnsMQheWXDJkiESGFswKTa/oPsYt4hWZD3mSmwbOgBUQFSik3hmkZwMNa0ACPDmv7thUox58Q5rx4d1nKrjbkbGlJwWYexO5ldmeL7kcDfHix83wcHN8dUZxkh43L8milE6Fo87LIrr3bmkqsHBDmRGQXqv72wo16GeQm+qwN9zAc5oLAFymkGzoe7AM/Cw0BIAmEzh0jWX4TdatxCKIvOJT7tqgFVQPnvudQbi1886FJNpPs2mGqqlTljc6zkKUKo5jFwNPPAFbvb2FYzvHeih3qzBqROi/7Q7CvyHA1UO8kx0KOMy/40qXNp0fQl8PeSHVs5KxaLmMJq45aviyYdOnDwd60GQ4KoFkY4tTnTOCkVl+EslLZel0O6JflWrH9GN7n2p5vvMx4CRBLq7l6C1CvWW6rflZfEB9h6DyjIHE4/3/vZv8u53v5sPfvCDjMfj+SVw1+238OBbv4W3f+d38+rXfh2edxSofsERFCR2nrRdYG/09A2KR9l9a9VZG+O6ajtKjc0FCOKhwEH7gs53qQlRXeemfvIoxeQFqhpMBwIJ47au16gqulJ1Vfuabko/c9wiMChR6O/TTKCdHFI0BUyxyaRYomSi53VHnrpM8vO+LlgyciYkeHg0b1ivx4QJGSsvQJcB5kF16wtYp/Zd07TmMapTREBAQoKlhs+AmBYlrtJhTEYE/CGXXAuxnL57f50Ch4zx8ThBnbITLEfOujPHskyVETG79Gi4oGDElA5TCnjsMGCZKm1G8+7OGZYQQ5WIHhMWKT+vz0PmBNix2oWTu/WKbt8zTYDFcuD6LwyY0mbMgWv0NsHnbtYYELNMlVWX1b9Chw1qPMsBBwxYo05Ozi5DbmOBJiW26FMgICWj4s7lgCmbdGkzJnJ2qE1KAoIFn7wZkV3oQuzrHjLNRNdbL8PBWK/VC6oU5DncUlNn5HGiqgAIINRDaQSmmcTL5WOgNnQVBVBVovT8ECAIAr7hjQ/wDadeyb/+f/8LPvXoZ3jP7/wW7/6d3+Kxp57glz/4bn75g++mUCjw5je/eU75W1lZwX8Z8IR6APgnXZxp9b9XUEya5hB/EuwBcABmCbhL1JtcfDS8irQIaQNl9WNHk8exXaqiHPktx/1/CmX8SyiZBIp7i3Acg7EP9ARk8j7qT9BG3/nI/Yzc3xMty4x6lLptbTEXUFNwy/QRiJgBm0jv5buQGqdNuKL1TU23C7puXxch6UJy0pkKASYF/6xH+swi9tOLpBczTGkL/9UjDEv4fhdaI/LdFWwvxdQzMMtgm1guQnpFaIuR6ESm5rhdhxIYmwTYkKgjN1i7C34LY1YxZk3n2QZYeq7aYMBMUJnlixMQW5tjbQdoY+1YB208oUaqYIrXUwOtQS20b47/FsZNcHBzfPVGsaaW7u0LumkUGwIHwwOXiTVw6QIMcifYPSFR3ngsr/16X7oCz9ON56CtrHinJ3HsQkMZ/V5f6xeLCnS7PQXq7Q40GvDZJ6Q1OOgouzZNFMwnifblB5CWFZRPRqoOLC6IfjMciirk+9r+ZConJGscEddT1r3ZFBg57ApglMuyBz34nNtvKCBzYtVVRPb0c2ZdgXexAHffJXrT4aEqEhslOSDFsahUYSS3onIkCs9w5OhW6LiLBVGUfKP5rS6LVjSewrKrFozG4gicbOiYykVVXxoNnYvCFCoT6SG8AjRL0PBFzk0mUFqkPcr4lXd/iF//3Z/k9z72x2TZ0Q3/a1/9St7+5q/jwW/6Ou669az2EZSYd9N+MaO64ixEO0AO5VXXldgF1zZ3GbX0erH8rEnZeB/SioTvvU04OK+5bLxSLkfDXVfhClUNGHfUhC8sSeuSTgUypn0ngAZnGcJcuGxzaF9gZeEc5XCZDhPy4R5r6Sq12vLzKDEVIg5cIDwbGTlt15SsR0wJ37UaO3qw+ngE5M/LPIv+w/MacX2+ISed59fdcyDC4xRNeozpEXOCJlv0GDDBkDNk6lx8QqpEtJ3fj8FwkjoZlpjcWcJnc59/XR2qlmzSIyalQYGYlD6TeTM3VSvy645FbkbPJwqlWE7TYkzCgCmBC8Y7THiGfeoUaVF0DdjU6G2PAUOmtChhgUNGbNJjQMy6q9T0mHCJQ0ICt+2YQ4ZUKLBIiZbrISFaVDo/Roulw3jeCM5g6DFhTMIGdXxryGxGUCjKrvRCX4B9tSLOyXJFAWs5VPXAGJfcAMaZ7lutooCB7+nJ7hlVFQh1/+snsDuGsg+LRdGNvM/DsQg98AzGwqvufQWvuvcV/PP/4R/zzFNP857/8j7e8/D7+djHPsZ73/te3vve9+J5Hq9//ev5zu/8Tr73u/8CC2eWyB7Trv0lZfpBDLz8ACjLYdM2nfvxLtiWbq3eALyyQIDv6bZrN8A/o/W9a+C9DPJtx+P3Id1xMoyx/qbBEf1o6i6yAVBxwGCIgvVZrmKGmWN07nyONApOn0AZOSbNfh+4ZaZu3TLqcZAiELIGDCF3QGHWAsDuQOYjp6Spe72t9fMZY+dTMj+zDuhY34d4HXupR572yKMyZB72IIInPbz1IqZlFHPbDDVgKDPv32KMAOXspPi3YLwNrB2A6aLM0bqzKB1h7aG6GtvQVQsi9371i6b9WLsFDLB5QTyzWXM2WwazjbU55jgNylhdMDfHfxPjJji4Ob66IyzKitTzpCfIYmVmd/Zdz4BFsG1308/kx12sKvueo+B/seUsQTMFyVGoh16pqJ9iQdSd/lDA4KCtTPs4VrY8S9T0qz/Q8lHkmqE5YXGaigaUxQq+i1UFy+2uwEiSyZ1n/8AFnrhasYVzpxSgDl2GPp066s9EgSdWdKZdK8ARRlC2cgTyDXSGcjlaWISTKxImP3tR81loOkrSSBWFlWWdjyRTQyPPBaqDgZ6ykS/noSQT5QjUy+HkOpw7I5clbwrB7CFS1HKNOtQr0NmB3VzWJGtLOua9CaQT8nGXhz71JO/83ffwnz70h0ymoisEQcCbv+lNPPj27+Db3/qtnPB2Rb8JizpXWazgulCD1tkXd+0YIzBQrH2e9z0H8gL1UZjRgmyu6yUZHnVcLpShfLuA6eXfh5W7obyga2PScwL6npqnGSNQUGyoUjDal7gaXM+EiTQzXiC9TBBhogo1UEOsqClr1HJG7Od0GDMhpUTgqD4SMc9Ex+fZJ8SnSp3YueRkwCpHWgwZstTZpMchIzLsXPR8mgY+HhMSOoyJyZwmofg8D/4GRYquu3CJ0CVQ9VkuUsHHo0WFFhUOGZKQ0Wbkgu8KRVI26aLuyUXKFFijxj5DFhHdp0NKSECVAkPXJbiIT5cJUxIsMypTnyIBCemcRrRG9TpwcKPQezZKBPSZzrPzYxKeYpcDRtzBEkUCNunTokiAR5sxBsMSFfpMiRx9que6JRcI2HJ1FYGYLmMSakSEeGQoCM+xjEnn252NCSkTUuru9Yk7ppiMPhO8qaU1CIlqRbjWhlYEtYKaAT7bhbsWBAoaEeyMFLxHvqoAgScNQusYuA496RSmmb7vu2NVWj0DrYooR4MENmaVrtlEU+hMVXnwgM5E1QqnYbh9/Sw/9uP/Iz/2//pHbG9v85u/qarghz/8YT7ykY/wkY98hB/7sR/j27/92/mh730H33jHNykhgaRA+QUBheDs9Z9Xtg3+SyH7L4iO04K8CPmmKgt+HfzTygXwtcqwx3tIMFtyAb/cNo9YKYcoWDcwZ6wsOv7/AfNbHEWUEB9z5FI0df+fQiBgViXIjv29iAJ8EAWpAP6q68Aco4pHQVUAGwPL7rUEVRtmwCXgSOvQ15zzBPLnwFuH4Fbpie2hj73cwk5fCiv72MMS+dUASmNojjCjRczCPmY5AP82189nIvFHNuNRDWUxZRpOiFzHEoIp4Xl18rytg7JFDAVVFox1YuEvXoRs7QQYYKhhOXTbaDmxs68TZvfIaWCIUGO16lyDcHN89cdNcHBzfPkjzxTspGMFvIXa5+91kMbqYpwlutMXqsrW+gXoHKpMPixDZ6QbdlSQV56f6yGXGEhd3TdN4I8fkY5geUHz6A/Eix+OFTQXi06o5SmrPxxpmTyFas1VGSpQLcHasnoa5Dn0xgIaoErC3gGQK3jPc4mCJ1PXVM1TNh+nR0hSAZJiwbn/eHJQKhQUUHf3lNGvlcUDnUxF/VlelgNRloos2aw5C1IjUJLkCgaSRMH55o5sRNNEgehw5IRzkWhUo4m2F4ZQClUFWF6UUDrNRcOprcIt56T1aACNlo4lHUAlk9C4VoJyDMMODI2sNdpdqC1zZX/Iu37zIX7+/Z/iwk53/jF/0xu/lh/4c2/lrQ+8mtb6OQXLxsDmgfpizETAXsnxirdeGBzEI4EHrK4rjP62uWxRw/LnV5gZo+A/HunaSKc6T/FIFQtTFlXIDx1QQ1S26RDaF/VaVBWFa9w+stwF0Y9KrSMwGJa0j94F0Yz8oq7x0a4E0IMdUaGi6txhaZwNueIn+KjDb5cJbcasUWNEQp8pA6aUKXDS+fm3KDNgyj5DGhQp4DsgoWDWYBgwJceSuv4AZRfs7zGcN1EbMqVKgTtZoUaBshPUlok4TZN9BnNQEOKzQYXmDXSCme//wHVS3qbDhCkpGZc4ZI+Qu1l3867RokRCxhpVZygzpEzAkjMEvUSbSxwydToF0Y9glxEnqdMkmmfic6zr+WDYd3qBurNLBVyVYOyITvAku+wyZJny3I3pBA06TFikxBU6hHgsUMbDsMOQJhFlQjaos8+QHUcVOmTMNj3WqTu9q3QgQ2IMsEKFVWp052lp0cVmQvAmRZYcVWrIiC5T7po2aOYWDie6nioO3Fci574zVvB/bQCVUPal+2OJkKeZrE3HDagX5WyU5Ar8GwW4OpCD0VJJFYNZc7XeVNqtGe2oHx9pFwJP+00dbcl4UPThTG1ORVprLPHXHvx+/trbvo+eHfO+hz7If/iP/5EPfOAD/Nqv/Rq/9mu/xqmTp/iBt/8gP/jtP8S5W89hI/Cul3zoqxoAqxDcB9lHID9EFJx1/Z8fAkO3rlWAb05AvoVoQilwO+pfkKAEdAUF73UEGHzgInI1CtxrBpzRloDBxP0+4khvYFDw7yFwUHT7iN3PLPs/ltwK3HLPaT3bc9tooqrC5rE5zgTWIaIZFdzc9iSX8jqQj8QISjuQXwbTLWM/u4wpjvBXR9irHvHuOsEqYDy8lycEJ5pQGOlZlWeo5BEAVU0ou0zuLboJWYx5iaxK2QdbdX0JAEpOLHw4pxt9McPaCTYbYM1I3CpTdmrzEEyCYQNrr+nDM1XUWK35RW//5vivP26Cg5vjyxtZAt0rRyLOeCBRZuOkAqbjIx5B96oeNJ6vJmbjA2ichrgMe1silg5GkK3KMz6YKBUTH0JYg05fdJ5+XzSXUlGZ9K1tce1bDXH0qxU4bMPWroLjwRBe9lLY3pYG4LALV7eV1Zpx7xt1WFqCK1chHjuni1AZ+ktX9ZAcdVVtmMa62RUiqDVFLcqBohVZtuqsMidTWF8GvwE7beekEUGnCweJo8AYBavbe1AtKtu9vqzgNirAK+/WUydLJT6uVJ3A2K3nGR1fFEKrJeAynkqnUDgNq6vq57C9p+NdaIrWFIVw8gS06jAxoh4staBmoXRa+xr3oHAAowwqBfA9pnHCb37wI7zzg4/ywU8+N+9DcGq1xQ9911v5oT/3Fs6ePSc9QO8qdHwHzrqi5tzYPdvzdB3dOAZ7uj68UMd6eEEptdqG1ul2JVivuYdWMnZC4BlYsArI6yf0WQx3BCxKC6IFTfuiDhnP2ZWmorgVWwK6/U0F87V1LRM1RNeKh6J8pBNFNYWKwG1lRe9PunB43mkcrMBUhvtudDQfYMeMiSjMKUQhPlNSOkw4TYtV7JxmcyQy9jhBk8sccsiIhnP/WaLCPkNKBNzOMgOmbDMAcq44i9IOYyfqFf9+m02eYp83cpYWFQ4YcYomp2lSJqTPlJycCgWKBFzikJScZWo0Kc5FyWNidhmQkzEiZeS4+1UirtChRZk7WOYciwyJWabCDoO5JellusSk7NLjIm2WqdJnTIUit7JAjym3sUSNApdos8XAmYrinJLU22CfES1Kc7C1Tp02Yy6wz4CYNaosU8XDEJNywJAGJYpEnKDGE+xiMRTxuYcVQjzaTnDcZUKHKRP6PMoOVSJiMmexmnMLi/h4LFLhFE0KDpBNSCk6AfVMpF2hQIDHGjWqRCxRoRVEkPQgsdIZjFMF6JmVcHiaqTcLRsDgsweyKU0zCYwHLoBfTPRduaMBJ2tHrkWl4HrtAei9mSYht7A7UgB8ONb3veGSCo1IAmjj7hHdqaoXvVjgwzfUY5/vvf/b+N7v/V6uXL3KL/zCL/BzP/dzXLhwgf/lZ/45/8vP/HPe9KY38Ze++R18+0veTrl6Q4Y4U/dk7xsgGUCyB8FIcWOWSY7m11UlyJ/RY8JfBa5AeiCDHbMmWtKcDrTrfm+iYLyE6D77KPGUu/drHFGEZsWXJhJNH7plywg4WOAER83WlpBuYYRAQ5d5gp4IBf6HqCoxcNvtoArBrEBb56h5WsHtb1P7yktOa9EEex64iOxfpyWsVyLtWUzRYA8hWxrjrRTx+xXsbQnBfSVM8Vm3w5I0Cf7LHDg4D/l5oS+zjDXXEA/KHgMGs1HkSMjxhYe0BjviitHSybIH2PykK4FEWKaAAbuG8ZYxM7tyt36e93UybQqmhufVMeZF0k4Ba1OsHQKxs2Qtv8Dx3RwvNG6Cg5vjyxujA1FXZiJQCgr0+lvqgjvL6lqr18LiMW/6ggMMW2rys3ZWyw2H4B/q9+WT4O1DtCxrzkKoDLkFWk1RYnxfrzXqotfs7CnwLZXglS871vXXilbT78Pla1p2nMDgmqYzTUT0fNV90iQEkf5PE2XQgkD0HN9ZkGYWimVHyI7k9mOMqD8HbdGEyDXvLNPDYr8jIJK7J14UaNuViuhLxhd4qVX1sD9zSg/krV2dj7On1O24UtHfozHUawqUY1exqFbleLS0BKc2RA169Cmdk/UVWF1R9aFeExBZWRSNIGxBLYf6adja17aND50r0DrD56zPO//lr/Af//OHOehKtBmFAQ9+49fwjj/3Z3jTq+7Ab24oWE6mCoZrqwrQbSq3oL0n1aui1HDXRa6gvnqMewrK8k8ORTUzRmXxPHGiNnPUKXvsrr9JV+/7oYL6bAYiAvf7ukBoUGDuXrTzuI6t6CoS3auqJDTPaJlCTQBg0nP6AQuHT6vSZTw1PcsyUZAmh6IZmaaOJc9g/ynpGeK+5uFHOtbeNQb1ZfaDmBoengtm9Y0QHSYjx8cjxGNyA6c+wmeVOmvUqFGY6xZ6TKgQuUBZQMHH44AhXSYcMmZKwkma7DBg0fHjL9FhiSpdRmRknGGBNeqsoL7Oz7LHx7hIgEeViPMccpoGtzgv/x4TYixVClQJuUzmTEtDAjyWKbPLgAVK+HjsMqDqoMGBsxC9SocuYwoE84BZAKZPgyI5+VzcvESZNiPaTFh0oXaO5YAhl+lwC3JYsSiLv0aNBsV58zSdQwXvVXIyclIsAT4l52z0NHtUKVAk5DJtUX+ceLlFkSIhQ2I2aLBOjZM08fG4hcW52PkkDXYYzEGWj88StflnPbOirVGEkgcFT1XHaqAsfpzpu1/y1aG44u45WwO40FVFq5+6+6+B/hRetexoPEbBP+hv+wLgO7dHyyS57sHPdHU/Cz24kEBo4Ja6Oidb4Epf1KOtkfaZ5HCiKkDTi2GYcOrUKf7RP/pH/IN/8A946KGH+Lmf+zl+4zd+gw9/+MN8+MMfpllt8j1/5vv4y9/xDl5x1yvIByhwX3DF2rcD70dORomqAv7d7lGSgn8XpH8AmQvygwLkDfBi3UL9muLg5OMoGI8QjecyR5SjBAXyp1AwX9H+KaNYeqBtk3BEA0pQkB9zZJ2aovi36I5hjMDHCbc9h+c4jyhFPkeuR1P3U+OoslE7tt2x5m+6kF9BVZAmR6LnBLhi1LIgBzspYqYRtlsg3rxC5u9TuGcfE11DXeCKYK9B1gf6YBoSdzCF7KJ6Ini1I1U0E2c7aiCPsGaMtRPXi6A0D+itzZFOIcGYAnnubKBMU9emtwx5rDKP19KHag/AhGC6atbGSYyJsDYlzy+D3QKcds8aclYw5iSe13r+dfx5hrUTrL0CWLA+dt4s49R1YOTmeOFxExzcHF/6sNaJMcsKovJZcFuUODVLjuhFWaxsq3dDNSEswcG2bCeME/GWy/Jtzhxvf2NDN5beFoyGyhrXq6IBRS4bliawuaWgenVZtKKSObLqXF4SzSa3yrYZtP0wVLD93BUF1njwzAU4uSYL0bVlUXt8dKPyIwXh3b6cfCIDZ08oK59ZJ/ZFIuG9fSgXYHtH2flaQxn94UjzCJ1YsBAJdNSrogTlVhWSc6cVwEeReiMsLQhwdHpHTktJprn0hwpUi5GqB/WKzv/WNrz+awVWikUHkgwsbug8XNsSNepUE5bKUur5ETSrUC7QTUf8Hx/8OO/8yK/xR0+cn39s9966zjve/FK+77u+g8WTt4pznwxFGTNGNBw/FCDIEujvwOJtqiilYwU71iqTFJVld3p8xCN9FjNwmUxdpSRQAB+WXCO0bYmJbe4qV0MB1dKCqDx+JNAQ91QtKDQU9Oe5rsfGOvR3j5rUVVdU+WqeUbUhKKrisHiHcyiqSxVp0dyLVR338bkagx6ORtuorkqXYHNsnrHrT9mvnebADBk596F16hQIGBMzIiElw8ejTpE2Y3KnIQCcA48u4bHLTPt4+HiOr5+RYim6IDQjx5IzJibAJ3GdCoqEjEnoM+YpdqlRYJfhvNlYizKXOOAjXHRuPjEdxpygwVPsU6HIGlUaFLEc4uExIMMDGpSoELpeCRMmpFykzd2sE7tjG5NyiTZTUnpOCxE6h6KQYO5OtECZCQkpzGlFB4yoU2CHvuvPMGXinIE8DCVCMnJ2GOBhaFBkk57rZ2zmouEQz9GTfG5jiT0Gri+DoroTNNiiz4iYR9iiTtFVEqZUCegy4VaW2GXAnTd0Ro4IOEVz3szuFpacgHsqJho+J2lqHQ84U1eAvTcRQOjG0CwKKKyV1Z+gG8Mnd11iIlAWP/KUwe8lWv9ETeskmYBBNRQFKct1nwElJIwRRQn0/XmirSpFOVT/mNSKjjTNYaEsUDDTHxQDrTtORIVaKYuu1E+0DcDzPL7xG7+Rb/zGb+Rnfvpf8Su/9Mu88z+8i0995tP8+9/4Wf79b/wsL7/1Ffzgt72D7/87f4HFQIGfXwReBfiQt8HEqhjYDOiDt6C+B9mWAw0hpJuQPyntgbnKUcbeup8xzBteJ8y7LTOj/MSoUtDkyHVoiEBDjoBEgmLLLgrqN1DAP3avD5GWwfkREKMgv3dsnVllA7eOde9lHFUNdhFIWFasnrcRuCi51/uoihG7fR/iOkAb7HITpluYgwE26ZIt7eI1M0x9E2MrYBeBjyOx8p1SR89aQbMH+RrW9sVjMmNnH9UHG5CbEYYi6sbuIU9YD2uv6sCsWvop8F/DmHUsu5qsqQI7kI91DXoNjFnBEDra0i7GnMTafZ1Ik2FYVHHBxuJW+V98d2ZrLdZugg21/DxHOcRygDErf/IGbo6b4OBP7UinLnsdfH59wBczbK5MbTLWw8aigGyWJZ1RO7TwC21AAVR27CXfh/VVNfM6aMNiU1z5285KUJymoh6VHdDIcgXyy4vOxjMTzWZ7V/oC42g39ZosSe+6QwLUZ57VvpIU1hZVOYgTWaD2nbC3P1JwXiwfBeR2JBBQjJTBL1XgrgZcuOYAklH2v1GGM6fhuYsSIw8HeigXiy7F5b5+g5HWqdfg7jt1LJETVrcaylJXqlqv24MzDoykmehP9RmJ10CtBvEUGk0Bn8WmqggvvVMuSqOJNBmNuqhQ1TLcdhLuPAXJIUz7WBPxe1e3eOev/ia//v7fZTyRHUe9VuEvPPhnecdbX8Or7jqDsRY2XqEA2g+kRyjUVTmIKjDYV4Cep+66CI+AYzJxWSVftKB55cmNPBH/34+03vEKlOdpm8Md0XnSsY59dACdywIg066qCQu3SFgcDwVcdx6Rq5ExMNySA5ZfhtEOBBVVttLEgcCh9hMUpS/oj6B5SmDHZkd0p8Gejvm6YXRtGyMwElYgjxmQ0KZLy6+SuJ4CIT4XOSTCZ0xKjYiLtFmiwiIV1qmxw8DFOZYRCQGGLfoAeBjWqbNAiV2G1wWoE9K5b39GToDvZmbn3P5DxpxjiZLre1AlYps+faY8wwFTUvYYzN16/oirnKWFD9zKEi9jndiBjzEpfcY0iMhRU7RDhlhUFSkTMmQKRLQZMmBCkxIlIkpISzAhoUrIIhXGxESEJOTXdTU27rinrllajylF/DlwAuaWsJGrLCxTZZ+ho5THtChzggZX6MwtZUu0HGCDLhP2GXGBA/pMaDm9QpmACSl7jFijQYcRi05n8ELjuOj7TN4kdj1PokKE8Y9lMCMfXrECl3qiCZ32dL+oR3CqpvvPQtEFs64iOQvY6wUYpnp9fpLM0XY3KqIhZc4OJzDqdTCrHMTW0T1dNeBwIgBgc313Cx48N3QOR8doGcVAgGDZKqnxQvKfwwmtts/f+Na/yN/4lu/nM089xjvf/6v80v/xy3zm/Kf52//yb/L//Ld/l+/4ju/gHe94Bw+87hsAT0ntiRPzHv/gkfYgnwXJiaoFeQ28QzCLAhDJS4HHUVBuUSZ/RhNa4KipWcSRIDlyrzWZW6jOQUUDVQlmIGHoll1w7830B22OGrDNQMisYlF3/6co+grdaw2Oqhy7zMGC/7VgPuc+Nh/MabCfcccxdfv33ToTsKd8KI3wwjXMcBkbTrCDIYQ7mNIe5C4BRlHJLpNqQ6ah180p+cLaBLw1dxtrCCjYIZgFOZrZmNxe1vWBxZj63MXIsiMrKX/1KAj3LTY7Ad5ENKLj32XX4yDPXYnGpjox81xLhGXoNBHjL1IYnQApxtzwXKGsfXATHHyhcRMc/GkbeaZsazLAwXIFdNXV62/6X8wwRtsYHyorC9pe57IqBQVHfYnKUFlzgdz0GFhAWdeFddgeKJs7t6F0Gf5y0QlondDXIIrNzJUoikR/sThHnlBOQ6WiqDOPPuGC/J4C4zQVIHjuooCAGUk/kDjO7sA9QFOre+j2rqoRlaKWm1GCwkDLtpoq78cJrCw4v3EDxsLCguuxsCCr1P2e6DGZq1zMjjVLNa/DrhqqnVoTKKpV4Bu+TkLmckHBwIwS06yLSrS+rnM0jgUohmOBFuPDS25TR+P7X6sg44mndQydrgBINoBGDifK4Mdcu7TFL/zyr/Lz7/ldnr10bf4RPfCal/OO73oL3/HNb6JcLqnjcTKC5TslKAcBwVJLnzueqkmjXVUO0rH6H3gB7D0FGy939B4HTBMnOi41dC4GW6Ie9bdg5KhFxZo+f2KJjFMHLmbX4YyCVFQQTmphuAeLt7pznED7krwPTQ6FprL5B49LYxDVtS9TheVzjhqUCiDMqgh57sTRCDDkjjMQFjWX492WvUDHl2f6zL0IgiKdpEOx0AILi6nPyCR0gimX6bJBnWWqrFHDA/YYUiKkTokKBaakTJ2Lj+hEenpm5Gy6Dsp1Muejk3HIaK5HmJISOR1BhchJiaGIT4GAmusZ0HAc/h36tJkyZsynucZpGgSuMlEhYJs+t7BAhYhdBrycDT7DNfYZMUIgqEWRdaqkZOwyYIny3B40IWNE7EhVclXKsVTwOWBIhzEFIgyWFcrsMmRKRsk1fWtQ5Bo9cuzcynTsnI4C15TMun/LVOg4ZcLsXKxS5xT1uXB71vHZuO2MnStRiYAiIW3GjqZUZUrKClV84CR1ahS5h7XnOT89b4xTzOaAQuqCaDuBhYKy/pGv4DrORNMBR2X09N5seAbuWRIFqF5QEiLHdUPOoez0CkVff1vrqgcR3OLci0BZ/httTFsFd/8eyykOKyME4+ZlUEWh4e7fWX60DWsFKuo3BG6jRPqEejQHKy9/+cv5mZe+jJ/6X3+S//ze3+Kd73wnH/rQh/iVX/kVfuVXfoWzZ8/ylx78If7Sd/4gpzdOy/rUZf/NiotHPQhfBdZpXQmE17OLiBJ0Tt4PaRuJlN3jjhQlyQOO+hqUgdMcBfsBCu433H77KIBfBBMhe9EYCY5TjoDAhCOBcdcdv0V6ghxl/R3jxpX4NJcxAgkzEOF+TFH+HRxq32xyVMHwOUr4V9w8DOT9FC/tg61BfYoXLgFj7KQCpUsclScCrWDHuufZQzANjFfCsqj7lll199hrrnQzxpoeEikPwF7UgZgm1vawdkWTSodgLmC5x+k/CogfFYCpXgcM/uuOF0pG3hxf7LgJDv60jVlgFx3LcsV9GIdykXkxw7qabakpiofxlLFNY3WQ9QvK+sYjCT9r69C7BqOO1vUdr7u6rLL59q62m2Vw/rLzkB7L1rRckpZgsSWR786mguFqWRn1UlG0m8Rl/9tduHgZLlwWx77bFaDoD+Dyph56lzclAJyM5SZ07owepKnVHIJAFYLpRIHpcKjqgmdg4h661gqQDCdu+x0F9lFB1YqDA9g5BDJl3/ya3k9SgYNxrofscCygMxzDc5egUIL9Q/jM4/CKl8HSouabxdIRXN0UAFhqChgkUxj1oVSFPJCQcGVR4GVx8SiLeHAowDDqgQ3Izt3Bb33kY/zv/+GXef9/+V3yXJnHE+sr/OD3vJ0f+p7v4Na7Xnbk529zZcGTEfglJwDO9VnX1hRQ964pax9VFXAXqnrYjHe0fG9TlQU/VBAell1n4YYqDclU2X5rYf9xOHxGQX0yVPA/6yOQWwXuo0P3HLAwHsCorTkOd+WiNe5JCEzqXISmUFySYDr39J3wI/nJ7z+hKkjRaSIqy3JFGh3C5id1fOlEn8PCbTqvtROqVgz3jjKn6UTgeHygZnF+CKVFbLWA8QPiznkO6AMpNvBJKoYlf50Tx7r9Rvh0GFN2/PwyEQNns+kdS9H6Tp47IXUVhDLLVNl2Hv3nOWRETAGPLjmXnAmph1x0lqnwBLtUKDh69D4typTwGeExYMITTOfOPyVXf+gxpUBAnSLPskef2G0zc5adxomgRZVapkfb0ZKeo01OxpB4fgwH9Dlk6LQABarOBvWz7HDovJHOsjB3c2ozoseUlNQJrmNOUecTXKJIRImQ1LkjnaThlszxMfSZcokOBsMhY/pMOUHDAZk+XSZUKbBNHx9DgwJPssfIUasshjohK1S5i9U53enzjjSXa1DB11O3N1V2/kJXYMD3dL+bfU/LIayV5jag191zq4HuHRf7uubbU93H1ouqOhR8iZGnDhzUQ/VL8MwLNj0DtM1qoGUCT/Mph3JHqkewMxHFyPdUvVgtwc5YlYtyoKrFUvH5oufDyfNBSODBOKFoA777u7+b7/7u7+bSpUu8613v4ud//ue5ePEi/9O/+if8s3/9T3nz69/CD37rO3jb3Q8SNUMVp4eOPlTX1zHvgZko2W1aorrnXTB74FchW0cBfobsRLvMSk/QEuBgiDL3MUeN12cag0NmHD695+u0k3GkG8i07hxc4P7uI3Awq37Mlos5Ah41joBFy+0rkDyAx9wyDkzYBGkiRhzZoHbc7z2g5sFmHXvrFO9MjskDcs+6bPsCQjklTSS/poMxy7q/eusYp7nBDtVEze6D3QbruXvbXdiZnZOtgedhTAWbHQAXIO/o5DOB/FmXJIl1YP6dSIw8duJgDesAiueF5HkdzNSd/IJ7PwYbYTwfM2uY8QVHCIRYG19faTBOyHFzfMFxExz8aRp5puA9vIECEZbFES8fCyK/6GGgdtIFTImCptaSsrcz5B6VFViWlyCpwMFAc4lKsFZ3GoKaAvzhSJlt34hS0+lDo6aH0uUrytzfclq0mUZF1YDVRQXbraZchXYPtL2rWwrSD9p6/eSarEUvXtXr8VQPrjhRJWD/AE6tC3Bc2ZLV6OKigMXIzblY0LKtuqhJq0vSSBRLAgflojQA7Y6yLdNU4CIM1ZRtOBIVqdvXcRuU6SsVtF9yBarWiZSvXlM2/c7blSWcTOTOVK/C6ZOqiHi+5tPr67xUilBvqDpw1x1HFYq1FTkYxSnD/Qv8/K9/iJ/+gR/hwqXLugzCkLd/yzfxjr/y/+At3/QN+J6nrHjgMoqJq6r4gUS5syDZD/W35+n31jnAc3SjSHSfSUdBeDpy1arqkXC9flLbTSYSMRdqOtdxX9dW1FAn7bV7lB4sLQlwTtqqViQjCMrQvqzzl2cw2tPcLj6s6666Kj2EdZn/4a6+B50nNa/6CV37rVs1Z+NJB+GHsnm99kmorAq8ZImyYLuPw4lX6fwnI/XriMeaQ39L1ZLaho4rnUA8puEtsTm+TD/wMKZMGR+SAQv9PoPGlKnJKLgMtIch4xhNBFUJrusqevQtnOfJCgTOD8dwgUNO0eCQEQtUGDLhMoc0KWPwWKDIeQ4wwAZ1EjIMHjv0OUWTZxhQIWKPEVMSSq6T8AZ1+s6VqOsAzGs5zTUHABJyR+mOXYOwMgEB2/TYokuFgjNo8dzSEjGvUscAi1SZkrNFjw0aVAi5Qodr9LhKlzoFVqnxUlY5YMCIlLM02HW2ppt08YATNPk4V7mPdVapUcRwwHDupmQwRDR4ln0u057TkmoUqSNHnS4TIgJKhNQoskqVjJyxW3bdycqPf0azzy93oZQ3SnQv6EyV9d8ZywWoFimbfzhSEH/KCfDHqWxFT9euvye3p2p69po12BzIyjS3CsxXykpsXHaJmpe0BC76MXhjOQ7NhnU0IM8w13rdswCf3FcCZJho26EPtzdcH5WytELbI2gWYCGCPBJlqRodWaSCwNDOCM73lPwo+Nr/HDwYLePmcObMGf7JP/kn/PiP/zgf/vCHeec736mu6h/9AB/86Ac4ffI0P/Lf/W3+yg/8FeqrNcxsM1UwHbVesbOAeREFzytixvhnwS5A+gkUnHuoSW8dvLvAPge2hOhAs6T6gtt+iDL2MUdBfuK+bE0UkEccUZI8FOhvcNShOQeuctSDwbovrHHLNjiiHeVu+1uI1nQfqgpccMs+6/7OEZCY5RK6bl+1AHu6CbULmAHYvRybG1iBnDMYV1sz1NzkpzoB2cshWJdmIN0TtYgJR/6tXbBr4DtEkqdg+sAaNu+D6Ur4Yfu6N9oA7FXIlyG4XSUX6mB6WHxt0/pgMjABxoh5YMyS66bcw3LgbmpGaJBVJ4b+wkMUpw0sV7HEbl8pUMSY1he1jT/t4yY4+NM0Zs2fbgQAxgNmtIgXoeI3RkFeMpZANCwpKPM8IBAn+/iye3vQn0BjydlXZrC1I5pPsaBMeX8g2tBBW5abqasE9HoK9kcTZ9FZEBhYi8SdX1+Ep85LTLy9JyvRTldC5NzTA2o6hSef1X4WG9rGaKhGZqORgu/BWDaoga/MP1YBYr2pORj0ngU8q22WywI2/aETtZYFDvojZZmiUNmywVD0IYyAR5oLFPiBtgEug+hBsyEggJFl68GhC5gTWbQuNfVZRgXY3YelZVUXWk1nydpSo7Yw0BzTIUwO2dne5d/8/C/zb3/uFzlsq/Z965kT/I3ve5C/+L3fxfLKqnj10Q0A0pjnvxbNauA3XheehL3JWJQiY5SVLycCB9MOJA1dL+lUnYnDkoS+gx2on2Le3TgsKagvVJ3w3W2veRK6jjoUj+U01L7gQGdV2fxyrCrFpHtkn1pQtoveZX0WuRX1qFDV9ZplAhrpFAa76muw+xS0n4PGCW3LL2peyUhC6zSG7UclWiYTwJnRrIot0Y8OnoFJm9rWJ/GXVmgvtWhSYWxS4jBkJfYopgn9cELBtWudkrJ2A4+9RpEeXYo33LpzJzA+PrpMWHRm7nuMqDoFpDoYF5mQcI0eAQEHjJmy5UTFEzZoEpO5Pgpq2JXjkWPn/Q4SUp5i1wETQ5ux641gGbv/PTwqrmNyizLX6LFEiSWq1CmSU+FRtgjxiQgYkdCgRNtpJ2bi3z4TJq5hWIGQ21lgnToVCq7nQ4EtusSuSzQYlqmyQpUxCc9xQAHfbXtExQEDUIXmTpbZpOuEyYsu2Jfl6a0s8gx71CnQokDHCYrvZIkiIXsMOEmLhIw9BvSZMCJh6rpAR9ZjITa0dsd4pUgB/KxJ4e4IJpGEx3EmoFAMlOHvx0d/gwL6g4kARR1l7LtTWC67PghFBY0nqwIhVwZwti7hcGeqHgeBB4NYTdGSTN+FyEjgPE01h82h9t1P4NUrEqUOYlguyd60l6iasFLSHGYAYzasVcUhyaHiw7NDRRqX+/DSBc1/a6j9R2Nta6kEvsEzhje/+c28+c1v5vDwkF/6pV/iZ3/2Z3nqqaf4e//wR/nnP/k/8df/+l/nR37kR1hvbmC3VEHwMmAB8j3mTkJ+DfKB6PT+Apivh+xZCFZkEZrvIo2sqwqQoB4Il1HgX9d2WEdCY8ciZIyy/UUERPbc67l7rYBAStG9PgMTM4pRrNvE3Mq0iGhPqdvvBAGVhWPLD4/to+CWGXHUi2EJneMGeIVTGDvG9g7I6j4UbsPu9rEHq5jKEBO0MY02pnoOw46b2B5kT2NNWRQjYlSSyBCy8fSTn9Rrpup+FsE+rhNtd7WMVwOqqIPdlJk5gzEe2BKWMlBx7xUwpjJ3DzImwPPOYO0S1rbdupUvycpUDdXOysrU3LQyfbHjJjj40zLSqYSTvaswCB1doqGbehYry+u9CGAwG+Ul6F4WXcR3XPdxRw2t5iLSXNmoi1clgto7UOa72VBQvesARZopUG/W4HwMTz+nAPnKtqoE44l+nnrONfYqyDloMBSNqFyEjWUFfb2BXIYmLs3S7Sm4H8woQhM5B/m+gvxyUZz+4ZYoPe2O5oKrY0+mCnrzVKAiDMTfb3dVcbj9nOxRh0Mdt7UKVKsVVTtaDe03yQREkhzqDlRMJgoYkgSay1qvXhOoaNQcXStWwD8c61g+/ll4+UvgxKrW7/ZkU7q2ArecURVjMmEmmH3qmUf56X/3C/zCr76b6VQ17tfccys/9sPv4MFv/SZVCeKhePiLt31p11iWyPln84+lLYj72v+pr9M1kExlk5qNFdRXlmH/GQXZq3dDGuna6W/q/PV3RRzubUsXQ6DPywQKvEstwFNlIh3rGpoORFGaHsLinaInBY68W2jqvXQsQBFEAhy19aNrf9xR1au/rdf8SBWKbEaXctQqY/R//5oAMR6Y56DiKhlpCl4Xdh4V4KltQKmJN+mz3tklHW6TN0/gG0MlWmTsVdi0CZaYOkWmzoXoRrpKmZAyEX1H6ZkJixeONQCbjZiUChFTsnmtISajw5QyRWpE9IkZMqHLiBE+FsuQmCExBQJiMpoU2GbKMlV26bNFj1tYJCLgCl2mxOwyZJMePSakpASu27MMBEcUCFy/ZUPgXJkWaFIkZIcBz3HADj1KRBhnVL/DkCt0aBDhu7kYcidsXmdATIqlx4Q2I3YYEeExIibA46KjQY2Y4uExIuEOlpmQXiduBtGaCkTU8CgRcs2RxqsU5vqMFMshE+oUWKJMgE/bVVQyci5ywCFjBsTs0KeSBdiDgFPdMr3DMebamIXVRQXtvlHQnmQSEfvG9aM6xpM2HOuqhYCstUc0nW6syLbqtATGg90BnK4rUx9njvbjhPO5lQbg2a6qD2muZbaHAiudWEH7YgHOLAmIXB5IY3CqLh2DMWKltNzyOyMFrPVQ4CP0YZLpByur1ao7ztzCE/u6N51rwEJJx3PogEzD6RJaBWgVWFhY4G/9rb/FD//wD/O+972Pn/qpn+IjH/kIP/ETP8FP//RP830Pfj9/56/8Xe6+625sx7lwVqWFNRa8BqK6t8WO8SLw7pEVqr0IaQicQoLfHtgQfQYRR5n9GQVoiSMRcMCRbWnEUefkAFjlyH3IiaXnuoaBe926ZWfUpA4CNACXOGrOtojsS9tu2SmiGEVunhkCFnU3hwgYgTctY1bvwphrmIUx2FXyKwvYboy3tI0NQugG+Cc6mGYDzK3Sv2R7qsxyDbjiJqZv0Fwpne2Cdw68RfB8jAmxZsXpryLH0aqAyVF5xwixeXdg8LD4GJPjeUf0yRuHMR7G1ODzCPxfzDAmwJjGl72dP43jJjj4So4sEd857utGXVoQX/lFU3W+wiONoXNJ/L/GGQU0vWuiO5QaCnibp7+0bQeReN+TnoKi+imIuy6QzrTtZAwHsQLzJVfS6w0UnJ9YU4BdKkmACwqosxwO9lRRKAQKvC9viV+/u691r22J1hOFqhKsrajr8fBZbT+J4coVWFnW7+Oxe7gCva6rfBTkTFQuQ1gAjCoASSJAkzrRXZopq5y76gtGD+DFloLwzz0lGs/2jvY9HMLCogBMEGlboEpF4IuPvrqkh3NvIECU5aIGLTb1e+4qC9OpKgX7bcf7NNIU7B863YPRsgM37yzV38UCv//Hn+Cn/uP/zm9+4Hfnzcq+7S3382Pf/xZefybCLN2pbU4HotpYC70rsvxMRrpGwqIoZzc2tTs+8kyZ+2c/DJ3noLigLH1vFy59FE6+VoF6xYmJhwfK6g921Dxs7ykJ2ZOJAqVhG8pNZx0aw7TtqEAF8f/jkeZVqAk4lBe1TQ/txxgF+skQVu5RgD/rNRD3YTKQZiAIRXnLYv3vhYoiihVtu78pENJ+DrLICQ970Lko3c7ay1ylYSiQXFlUteDaH6vSkIxdoGF0rMVFwkmP+rRDVDsHUQkz6lLEI26dIXGUntAFqR0mjI4101qgzAnqDJjSY4rBsEKN8g1VA1BgOyGduxdZLBkZCTkVQmJyivhcdAHtsusJ8CyHPMs+DUqEhFigRIGcjAUqpM4CdJMeCxR5gl2XNe8zISUDBvRZpMLdrFAgmot6y4RMSViiQp0iGTmXOOBpdh0YSdmkR5sRZXyuMeAMDUak5OQ0KDMkYciUBkU+wzU+xybgsUaVIgUOGbNHnzpFUlLaTFmkRJmAkesuXSa6rvqSunNhES3rFE16rlqRYWkQMSbhNE1SLAeMCZiyy4A1auwz5mn25lSkah5SuDqhnQxZKhepTwpMuwck+xAuFkXPuTgSMLilDkVP1YLgWFbTon4Ds+F7+jtxdJxxqoB6f6x+BOVAOqzDsSoRoXeMuoO2/fEt+PiOtE7VQK8PE+kIppmoQ90YPrGjuDAycLEHdziezdRpp7bGsjEtO1eZYQrDvuxYM6e4PZgIGNQiGMUCE6NMx7nmKo651Xy3Rkfdm7tTGJbhdBWMwfM83va2t/G2t72Nj3/84/zUT/0U/+k//Sfe9Ws/z7t+7ef55ge+hb/94N/jG97wAMYzmLoMyCgJr9MAL9HhuH5cmDIETaAL6YqS2GkPGeWsg9dy1PkcgYMaR5n8HAXzVfcZ5SiSStz7lnminRZHvRHgqOOyzHS07sxNaQYADAIITyOA0eOoaoDbbweBg5KbmwGzIHpU2oPgU0VSexo/zSGv4uFhgwRKm5pk7wQZKaY1xJgDMGe00XzPVQ4KOjmEbicGoZSnwJ7VPdlYLB7YoqsCuESW3YbM6Ro8oSFjFjV3E+sDOTasHWPtgTvYIsYsvAhtwc3xX2vcBAdfqZGlrlNw7txLchhuKxCqrX515zbuMO8/EADeKWkPRocK1honr3cQerHDDxUUuaZIpKsuMBsoGKMKYUc0D4y7+ZXEv99ywbTfhWkT6nW9fnAAl64p8D57SnSigu+ytk4fMBgq8768KKef2DkatTsS966tqkqRJo5uEkGUugA6c1QjVyseDmWDWq8po+8D7Z6y0eWymp7FSOzbHSggb9QERuJUdKYw0AO5N5DOwLSlayCHyUgVicDT/AuBHgalgvbp+RJOG+MckSy8+pWweU3z29rVXK5uinqVZgps81zHXS4KxBx0yArb/OcnHuV/fc+v8bFHHgGgUIj4ge/4s/zoX/8B7rrtHHQ3FTjbXNfBpCthuPFFp9l9XNqBQkOBc+eSmohFn+emPe5qnc4FLQfavm9UoUpHUDtzFCwXatA+cPSyidMl7Om4J0g0bFMB2eW79TDa+Rws3SF9wGhP2fjRPsQTXb+VRT2M/LJAaTaVFqLvjjUq67uJ1XF5Rtva/KSu0/Ki1utvQvXletClU4EAryDdhDGQ9DUfz4PhoQBLeVEuS3FfSQHPOPHyVOd05mRkoGgDSplHPx1QCJVdn5gUgIiQFhERPl0mfI4tztCiSYmYjMu0OUGDOiXqlIhJ6TBmz3UcXqA8pxctUOYyHfd7kR0n9l2iTN9l1wsEpGRk5JSIiMlJSMiwXOSQGkWalEgZ0ienQYE6RdadePcxdnmMbeoU8TCUiZi4js4+Hh4BK47ec8iQAVNexgbnWHCaiA5X6ZKQsEnXCZxL5GQ8xiEhMKVKTk5MxoAxdYpcpssuA2fr6jMiZYsul4ADBtQo0nX9ppuUKRLwOHsUKRDhcZUOp2kROfvTMQknaTjB8YQSoeuvkDIi5laWmZDRYUKBgENG7DKkQsAFDvDxyZ1c+xptzoxrlCceBzVDl1iN3JohKQXCHNGJqpEC5YIHl4dwpuK6IucK2FvF652KQNSeq0MtY4BaKKFzyWX1G+7vjYrrdeAyv7fV4bkO/N6WnlWlSImJp9pwsiINRNVRnq4NFOzfUtc2/mBbyYhbGqoenKjC3lhB/2yUAs25H+v3zOrHsxJfx9Jn0HAAILOyU+27akWCvjORL9BzqQtLBTV+OzZe85rX8Ou//uucP3+ef/HPf5p3/erP8/6Hfpv3P/TbvPIlr+JH/+KP8R2v/XMEywHpU0AI/oY0BuZQGgRrgIaKkNmBo703wXQQFX4iRgxLKEjf5UiUPPuZ0XwijkTICxw5CYUcMS4nyFHI58h6NGVuGHSd+9AEBfstVEWwbtnU/V5FsfrArRug6kEqzTAZmB1IffBaIflhi/ziEFYCzMTibfmYpTIsWLz9IjYZYCLj+FczvlMdiR5wEwMBgyZHgo0epC0I9jUB4/hNxoe8iTrBzXhTZ7FZF8tlMCWMd3L+eVo7wtrLyNGoBMRYLmPtCTzvy68c3Bxf+rgJDr5SY9JTADALnoynoGLSUebxy+kl8OWOxFF+ZmOmD4iqCqheLDBIU2W4xxM18Jo16pqNIILaCnMv4b19ZbRadQXxpaKyYIOh3ITWVxwFaApXt2Xn2emqmdegJ50AwNe8Qvtst53TUUH/ryxJcNzpiBq0vKQbZ6kAywui4sSZ45inmvNoLJAQRXIuihM9sHIECgxzVw2ynuZcKrlqSK71xlMF69WqyqgzYXOpqCrSNFa2uloUfQWj+YynojiBtrm8oDkvNqE30rq3ntX8X/EyuTU9d0nn3DNODF2AK1clWn753bC0yHhvn3d9+uP89E+8j2d3dgBotZr88A99L3/ze7+F1fU1jqw2Pad1aOmcLJwTQJn2lb0vNvV7sQnkqoi1L0LzrILfckugcDaGe3KWmnUgzjPHse2ITpSMYf0+17hsS2AhGR3Rr/JMAbix0iTUVgUgsliOP+UFVymo6/ryQlXBdh9Rh+1s4pqurWn7nhEAaN4ix6OwejTXUkuahN4VbXv95aIaTXv6nizfoyx/GMF0KCCweKt0BXhyaSouqEpGrteKTekP8kwJAb/kgNtQwVizIqAS96C6Qmt3l2j7WUa+IW6cpNw4ySS1FILCPNPfZ0qLEh0m+BiGJOTAZTq8lFViMp7jgJEjvvh47DPkHAvUXBffDWpcps0BEwJgiQoFQkqEGAxtRqy6SgTAVbqMSbFYlqgyclChQEBCQsf5/c96M3SZkJKQEDAlczoBnwoRCxRZpUKFiBIBL2WNPYYEePSYAJYn2KZAQJECFXJSMgZMKRKyRJEeU0I8BsSO5ZEzIeMabeqUKeBRwKdKkTFT9uhSp8jAOSedpoWP4SpdSoQ8yTZVipSJaLpzVCTkDC3KRPOuyAeMmDg6VkpOgOE0TcakfI4dDhnRcI5KNUocMKBPzAlHlepPhtSCGencYj2wJZ8g83W93LkAB2PYn4hG8/JFUXG6U2kM1ivPtwUFBfCnjQDCMIHFErx2DS52JVaOfLh3Sb9PUjhXF8joTuFRV1krRAr2wQmWU8VlxUyW0r4nrUDkgEojlDPSYhFK5aNq6o0j9FR1yKzmdqWv4y8FojP1Yu2vVVDSAHQOLOoQHflu35HAUzd5HjhQdTXm1uIqP/vPfop//Jf/Mf/+Pf8ffvZdP8Onnvgk3/8Pvocz62f5ke/5O3zf7X+Z2kIVexloQHCfqEd5DyV6qkBBdCI7lNEObY4an7lcFi10fvZRFaCAIqccJdcDt8wsIZ6jAN9z25uJkl1BZd7wLHTLpW67PgIbFbevOjhDM60Tum1M3NxTBCj6SBfhoZYFy+CVlSMxxUXSgwL2Ugf/zABbbWHPb5A/cQWzNMG8tIZZamK8PTBrqJ+BgXwHoZscIZEmanoWAttgXqNnG3UlwbxbwVbAXnEUzVucCHgZvBnwaDoQcRVrT6m/gd0FWzomNC5grQ9mD2ur894JN8f/9eMmOPhKjaR/vQB3Nuac/q8iOAgKClhu1BRYy4sSIIM6/16+5rYbKFg/7Mhes/R5aCdRpJt6q6k5dLrKDl3bVqBbLEI4EG/+6Qui+Sw2td6tZ+DJZ+BzTyrYNr6aji0uqqFZ6ioCYSgRM1a/e57Euv0hHB7K9ahWVtY/SZShLhRESSpVwJ8okzUTQIe+eLIGNUBLUih7WiYqQcUJiTGqfsRTWFkRMLBWgGHQ1/aXXSbZBFApQTh2D+miAzEl9TGo1uDUKTg8ELUqctWEOFYFxQ/UAyF2czx7CroD9qslfva97+bffPiD7HfaAJw9ucGP/vBf5S9/z7dRKUQw3he9LCxy1Pyu7K6LQAF9PFJ1KYsFHuOhMuPDLXH14yni+O/AeA1aZ1wmHmX5w6LOa566akRPQXc61mtbj4jf3zwlh6B4qApW94pEvgbmjZQmHV1fBEeaAeNr/VJD5z3uOgrVRBn6eKg5GF+Buc0FEJZfdjQ/L1Alo1CFuMm8OZvnST9TqAsYTLowKAjUHF5QYN/YECAZ7cuetFCFQksAI431t8VVEKcQragyMdhy3zX3fbv2KTybUistiFXb3iEdTzmoVAijFnhyvJmSUSacdxEuO4rPZQYsUGZMwrajIIX4TJ2lp4fhbtZIyV1TtIDTNN02U1quoViJkB4T+kzIyVmmgsXScRqBFkVHKQpJyGhSIcNSo8AefYqEDmIEZMwSqgkN/HljMoPhlZxkgzqbdDEYCgRcpsNFDhkzpexEvQ0KlF0PhgFT13QM17FZeod9+sSkFDAYPAKKrkGaBxTmzkhFZ/ca4dFl4rpCz1gglpyMa/R4LadpcSS0Vw+FEnWKbNJl4CosOZY2UxYocZIGp2nQZUKITwNVo666xnGLVNgJ91nMBMSrRAyijOZinbAfKvCdZkqY3NFU8D7KRPM5W3++HeiNoxxqvVlPg3Ig96CdkUBBPdRrp2rMOyK3J9pH5O5rqdU9uejB5R7c1lD14dEuNENVFvqx1n/1qrQN6xUF+r3pEcUFdG2PU1UcJqlsVBdLqkpc6UOtIKCxXBJo2BlqrmsVzWOa6ZiOux0ZHD3p2EhziZrTHCIfk2Ws1iN+/K/+j/zdv/Rj/MKv/AL/6j/8C85vPcvf/Zf/Pf9z5Z/yV77hv+Nv/qUfYb2wij1wCWojarztiD7vj2D8GUTfqQAtBdczRo13N9g2ZDWO6EFTFLDPaEYbKOD3UbCeuGWaKLaeLW9QgT1Dz4DVY8u2kLg55whUrHMkSJ4t13PLnnDrl92FHYK/rlupzRwI8g12rwZxDeNPsaN9GJfV9yC9Rn6wh5kavI01TBCKm2TOobbMHRQiLgILYE67Cd6N8RexdoQxATafgPEx/j3YfMkJkzNnAVUFIy2iqEIlsAmWPeCE65cANk+vr7BiMSZ1H8LN8dUY3hdawBjzXcaY3zTGXDPGDIwxnzTGfO8LLPdXjTHPGGMmbpk3vcAyJ4wx7zbG9I0x+8aYf2P+70Iu8yIn5rlhzLrAfjXHrDlVfmx+8egYzeJFjP1DAZ5ySYFvuaRM1NbukZjOWkcNOlS2u1RU8JWkat515qSoQEGgJl6VMpzYUKb22QuiAsWpsvC9voL96QQuXFHA7Xui0QzHoiEZtN00Ed3osadhcws2t906Y9F4xo7QOXb0o2ms7U5HMHA6ge7A1ZutAvIs0/GtLimwr9fUTyDPdeyzzPdkKpB0/qIqIsaqy/OaEwkXSppzv69AuV7THEZOGB1GR7SkLJNo+bADn3tCIGBtReesXpNN6UtvY79a5u8/8SnO/p2/wT/9jV9lv9Pm1Xffxa/+xD/jmY9+kL/1N/4alYU1nefaCce177lM9hnRycKyxGTxUJWuQkMVg1FXGf+J4/fnmcvGV5RZymJpAGaj2NJ7YUX6gUlXgCJPBU43XqEAvntFlRGvAFhl3IOygulkCjbRXEGfVVRU5WvSFpDpb4q+ZHwF6F4EjVtUWRh3YfNTWq5Y03vZCNbvddd6Wd+FsKzqiDHSBEV12anW3TmaOm3K8EBzjWoS8qdTHXdtXcunE1VM0v8/e+8dZ1tWlvl/19775FjnVL75dk40oYkqCGMcGSOiooyKiqiAorZhUGlHCYqgCIjKYEBBTIAIgxgYW5RMN91Nd98ON99buerktNP6/fGsU+c2ooA6ozO/3p9PfarqnB3W3meftZ/nfZ/nfSc6dmVV5CNFx570Yf4qOPwkNYQbbCsrYjxd/0JDcqRcFW/cJZ706IQ7zuSa4AF9xoyJqJInS0DWReX3GHKGPWfOzZLBp+DMyht0CYlpMSQlpeRkSirFmXOVgXz6hKRYlqhQIcedrLNJhyEhFpwp2WfP5RJ6jImI2KLLGl0SEuoUaVKkw8i1GRMBKTgz9YCQA66U6tBJdyrkXIZgzDoDthnQYgBAm+F+E7dVahTJkZDQYcyIEIsl77IUCZYYdTs+zR5bzqswYEKK5QA1FqkQkhBgKLmsQJEci64U6zo9oku6Ko+J2KbHvWxwij0CPJYo4WM4yhw9JuwyoONIwAIVPIyTX+UZEHKOFr1SSs+PqEwy+InHXJRlrudpXqkGAulTjf1cTmD+Ql+R9M5EAPizLStFZRcGkTKjS0V44rJ8CPlAfobpnOx7ut/nXNagPRZAn5qgO5FrIunJHLw3lpdhJQ/lnID61PPQmog4tMYa5/pQoP38QPP87lgk4UgVrqlrPltwHogjVbi8rm13R7oOGXctUgv9icjTtDP0pcveWOuUs9quEGCaAX52SPm6PM/7kedx91+f4I9/8+084fon0hq0eOW7X8bV33qMH3vDj7C5t0lyUcFrb8n9IMxrmmCuguCQpivfY7/KkP8E8C8ToWAVRfsX2Zfz7MuFxogstBFRaKJMgI8yASCsHSBAX0OZhzaSJHnAIWbtCBJEVsrMTNJZRAxSZp4Fq2N7dfDntP+0w6y6UqT9pJ0c9mKBdDzB+EUIj0H/AMluheTiEbEfc0jpFf9pwOWoMURFGQAy0l8FS/Kv2SE27ej+sS1s2mXWR6Ahc0d6l8pCJevY9LQyBSYDjEiTDtiLkO6BPQfpJ+UUT1tgL5Kmnc/+HXh4+d+2fC6Zgx9GVXZfhG7x/wy81Rgzb619LYAjC78O3AL8PfCdwLuNMY+11n7KrZMB3od48DejO+jV7ve3/Zud0b/XUqhL6z6tkQ5OXpBR5PPfc8kUBLgGW4q0WytJUfnz9EJMTa/l0kNfz2Qkv4giAeuL69DuznSxxQIsLwjs9gcOUKfKDuTdA2B7R9sFnkD/XhvOnIGK8yD0BsosNGoiD2mq49bKygp0u8pilMvS4j9wBs6c18PKuIyAFwhcD4YwGup138jkbD2lvjMuwpvisipW6/qeHmJDF4FOUmU+sI5khNLBl4siGaBqTEcOKoMR+JJJtdvQGWj8c3PyVrQ7kldFsRq9lfKAr23yeRmd61XJp6KY3b09XvXn7+S1f/M++qMRAF/x1KfyE9/97Tz5umMYMjrP6eJlXBfsxysqPl2KTZg7LuA77iq6PugoCr53ErJ13b8j92TL1bR9kHelPHOzvgelpu790gK0HpS5OByoMdryjfK29DckvcmWXJMxJz8q1BTVrBx0KoxYIbDEZTX8jAMnqfpx5Kpw4aM6XrYksJ42NYaC229lWaA/HMlMnCbywQx39P3MFLV9kJOvYVzQ+e08qGxBMobCst5vHNdPd033Uyav+zyOVWA9VwNSgf3+toiJMa7U6YYkdo0r1EOhfQpKKzBY0/yAhUyRsWeYJANa0Qb5/CoJIywp52hTo0CXMREJI0LmXdfhDuOHVDNKsUTEdJgwcIblwiWRt9hVKmoz5ErmWWaONbpUyJG6jMEeI1LXMdgCVReDX7Zl9rptLu6s09reJdruY3bGRNs9WnstdqMecRzjJVBMAop+jrFfYivIs5F5L2Yuz+GFVerzdbYXLP5Ckcl8ljO1HleYeeoUaTGkToEJCV/McdbpUSfHAWrsMKRMQIJlSETTZTE6jJmQkJLSd/KnGgXA0idklSoTIkqUMYCP4QBVcgTsuEpDOwwU3WfCBj22GbDrqNOAMUtUaVKkxYg6BZoUsUCTIn0mrnyrIUvALgNGRNT8Ar2DGa45W+Kykx5enAqk7Q5ge6z7fBKrao/vKereCp0cKAU7hAOlh8pqpqVODYrg+54IwXxeADFMRDBaIew4kF3JqHpRNQuVQJHZBIHzvK8Spdc0tI7vyVeQWmUUchlox8oerpQF2O9r6feRqvodnGwr+FXLqDFas6Dtd0ZuzsgoQ7BSdn4rNM8uFDT2vC/T8s5IZMWi9UoZkaRKdiZh6jo/wziWl2KqOOlFmOYE08sTVHy+7ku/jq++6uv48MkP8so3/QLv/od38StvfTW/8adv4Hu/9vv58Vf9GMtmETMHtgb+CDJNpHoBBb0NsAPeLvhLmo6Ts5AUUSagiCL4ob7CtJgRhhBYAv84JLfzUJDuu+1XEAHYYyZhssxMzCkyJPfcawEiH8Ydq4hIxSKYGGzRxf4mEG2B6UOalUVuKktK++AVa9DtYUtD7Mgn/sQyXvMYZqmMTSPM0kWorIGfAE+UOTm14I0Bp1cyWUjP64S8EtgQ0rPylzCP8Qw27UM60kWkJEZmE7ADlUs1CZgtsCvgrSkoZBZ13zMEVjFmF2trn3Nvg4eXf9vlcyEH/8Vau3PJ/+83xqwi0vBa99otwO9aa38OwBhzK/Ao4CeYAf9nANcAl1trT7v1IuBtxpiftdY+8K89mX/XJVNwEoJN9lssBjlFE/8j6ObylVnjKWMeqhf/TEs8UdTX+LPswrRZjrVOLpU4qQ/62/OULTh7ES5tXd7t6/cVx0UgpstOS9H51CrCX6uqDOe9DzoS4YtYxAlcfYWIQrkig/BeS9Iizygi3zZw9eWqbvSxT6o8arejbSYTjdNHP6Ox9ukZSDyXps7oQVYp6zysewgHgWRLcSxvRLujSH+S6CfvomrVikiK8SRf8nyolmB1WaC/XNB6zTn5IopFnVurrYzAJFZFpXxF1+vYERcRGgvgHmmwt73Fq//+Q/zqu/6MniMFX/mEJ/KSH72Zx19/gyQ6SQ8OLOr4sYuAJ1M5Vl3AOo0AT5H93gWtM9xVBavKkur0ZyqqwLN+r5p5NS8TEJ+um6sI4KeJjL/RSO/PX6ksSPucIu+5kgy7/XW95uV0D/pZaFym19JY451WQ4pGkviU5pW18AIRrzRx3ZZTZRByVVi4yt3XY92n9SPguwpRU9nSpAPNK1wUNVE50skAjtygCD9GMqedB9w48iIZ2ZKyFrHb9+qjdF8kochU47iIV76mrMcDf6HxF+acfKkiohlP3PdmomsbDqDQFEEHEt+nNTzNki0SUKaNxcPQcvX0TztfQZsxJXIcY26/m/EuQyrksKTsMmLIhDExD7DLmIijNMjgM2DCJ1mjx4Q+Ey7Qok6JVcokyItwhV3g1NY57rv3AeJ7ttm89yztey/Su2+D4WabNPoMmdHPsHQ/7f8P/DPrmsCnuFijeeUBatceoHnNIVauPYq9ZpFjy00apgQY15F5TIsRBbIE+GRcb4XztCmRpUmJq5hnQkKHEXMUqJDnMRxiyIQ8WVZdYdSBQ2Pr9DF4bAFrdMjiM0cBD3VRHpK4rs5VjtLgAi1y+GzSZ4cBE2ICfBYoMCLkKhaokKNGAT9nOFXdZuVInbrNyXh7uAoPtnU/ZFA0PErUzXi1pPlj2qX4fN91TzbQj0QcjDwMGCPyUMwI1KdW+w+MiPZmXxH/nbHKlh6rigS0J3BmXcfN+lAK4HhdMqULAwH1QgbW+67AwUhAvRHDvXsiE8tlZTyuqMMd28p6LBXgbF+Blrx7tuR8bY87H8+IGFRz+jvj6VjHqrAzVL+GjKesx2JBUqVeqFKq02VtIG9GlIr8GHecOIVRfp/kGANPuvFJvONX/4xP3HY7L/2DW/jz97+LX/nDV/Gbf/4GfuAHfoCbb76ZhYUFqYGLKrJjpHrBdsD0XCXZTfAWwb8RknNABfxlcSyGwDTAPWJmRJ5XtU972E23IElQxm3TY9YLYRU4AkHTYehNFzcoMyt9mrr9lhHJqF/yd8ONYQ/sI8He6ZQ9YrDargfUwFofs1QnfUBkzwsCzJ4nM/MVPnbzOF7xEGRiV2kIrB1DOnRZgS1dBJOAdxRjfKyfQHQE0nXw8mr7Z0P3HF3WhTHOkZ12gXNgrsCYCZgmNtkClwMUS8pjvKb7f8zD0qJ/n+WzkoNPIwbT5XbgGwCMMceBK4EfvGSb1Bjzx5e+Bnwl8LEpMXDLO9Hd8BXA/93kAJxEoSywZDyXRfgPQAymizH/tPchiQTS8BRdjVw5BGtn0VnPV73+VkcAbcvdGuOJQPKRg/IjpIlA9nSZhMoKHD30UOPy4VU1Ntvclq4+DGF1SVKiT90nYL6zLRLwyOvUhXh6rCAno29qdKz5iXT4Wzuw04Z6XRH8Xk9gPI7Bi2E0mBGUTMZlCKyOXa/rGpUKIhT9odYNPEXtswEUy5JWBZ4IRTKVFyXqrhzHDtinIjJJLFnVoRWRh04XFhL3MN/U2AdD7T9FpGFhTpWQ5puwd46WPcmr//zDvObtf01vJOPolz/6Mdzy3O/jCd/+rfJOTCaQLMJwTWChe1GAedrZOFOWidjzXOWdrqoSZfKK+OQrYA4qi9C4AvJlRenHba0/bAkogyQ0+AK4nbNOgrOj+756QEQkmki6k6vpuxCPJYbtr8Nw1WV0fBGATNH5Fyrax3BP91+mCOufVKWkZKL1/eN62s4dmxGfJNS9mcQC/ZWKAHhQAFLX+duH4bq6K3ue8yiMINxyZMXTfoqHdD325Rh5ndvc4ZkhurfpsgUGiJUp2T0tb0ZhEbzerAlckuo6H7hJ16t5hbotD/c0V/gZwskeJCmBybKQW6JGbt8E66GIfxafFed4tFj6Ll6+td/BeECFLAmWIhnGxGzSZ5cB17PC7VykxZCOi3R7eHx4/W7CW89z8e/u5t4772H9ntMMW71/cvrIlPMU5qvkFip480UKC1Xy8xUyzTLjXIrne9SCEgteBdKUUTyhmuQ4PKmwsbfDxs4Ww+02Wzs79Lfb9LfbhP0Rg7U9Bmt78Ld37R/rD4Bqrcrqtce58hFXc+CLrsV/ylEWD1boMNqvHim5VMAiRQ46U/HEdWwOXEOzw9TZoMcWQ3oMSfebnwVUyTJPyVV7CtigT5UCGXzGRGSd8rbDhDwBD7LrCEbAOj1yBLQZMSTmGhY4SAN/GtIexeR6Kdu5IfVh1n33DCwXYG0oUN6PBIDLGQH2vK+IcD9WUGHaM2BrqAZiUz9CnAooH3MR/3EsEnC+77ICLhqf8xXhzwZw08IMWF/XEHnYG7qgzgSwQsNHq+p1UMmoB8JeqHmxF8pPUM3C2Z4kSINYfRNOZxThzvqS/ZSysJyX2XlzoFKmoGxo1mj+Kzj4kfFhtTLzHOR896xyEqYpOfCNSMRSWUSoGOgct0fQyGN2O9h2hHlUA/I+dgwkCY++/Abe8Vvv4BOfuJ2f+82f5d3v+3Ne+cpX8vrXv57nP//5/OgP30x5aZ6kIwxs2/pqmzIEK7rR7EXwa+BdD/YkkvckCJxnNB0ycT8+4ILpxncB8QBhXceV9nFwFQXXI0gzkD3q8HMBuAxJ/PuoCZvvjpVDciMP2GDWn8GH5AzKRkRItpRDHZ5T4JMah02BWgDzkNyv7ElQR70g6hY7SKB6QYM0WTUo83PAUeQT+LjzT41dfrGmznI2RWzEB9N2/rEcJGtg+7q/0q4uXOaxYDYxGKxpaqDG10BN3vVE+MyLtRN3Qtn95mkPL//2y7/UkPxElPQCuNr9PvFp69wLNIwxC9babbfePZeuYK0NjTEnL9nH//2L54FX+Pcexee+pKmyHZOuJuSBA/y1wzoXcMbUHUWV5+qSDJ0656ryJPq9siiZzW4LGnMPPUYu68p7TmZR+CRRVH3aSKyQF6gzwMFVTRSjCfgWjh1VJmHS1ZjKJWhUdBwPEYIHTokc3PMAYFWNyPj6nc8L5BsXccu6aJvvqfpGNnBjiiCyinJ4gQBnFLpGRbHIQqkIlx+VidjzZXYehwKBFWf2nYzh0EFlIvwAVhddhCsr4nP6vKRDYai+D5cdFWmIYnkNej1YXqadifnlv34Xv/KOv6E7GgPwZY+5gVue83U88ZnfD42F2WeUzwN5PUDWbptp/Y2B+jFVBxq1XXWiBLZPSP8f9hRhGu7qt40FypMFRfxLSyISwz0oVgHPZR9iEZCFq911GsGgLzBfWtR9FQ0E5NPYZRgiVTvKOJtRGkFnGw48Xr6D3nknfYvkexh3XEnckbIexYai78M9ReeNp8yD8V0VpIsu83IeMIqKRmOR9vGexpktzsjB1l1QcyJjm8pbYIxkU711ERprJVMLSuptUDmg4+ydhoUrda+FA+1jMoKikxNtP6BjGSN5U3nJeXXmRWw271L1p3iETUbYxgommcCkTybI43sBQ2J8PJqUOE+bxLlAN10JzwXK+BhiEnJ4rDlzcoMFtukTEbPBkB0G3M8O9nyX87d+is1bT3D/rbez8cC5fzQd5GpFitcsM3/NIWrXHqByzQpfcvXjGK7mSQo+JTLsMuAkbdcyDfIEjIn3qwkdp8E02n8jqxyniQU+xQZ9F/2fyqFG4xGb6xtsnThH5t4O0T3bnLr3Ac7ec5Juu0P3Q5/kxIc+Cb+h8VWOL9F8ypUce8ojuOopj2Hu6CJjypQp0KAAeKxQIyUhxlJz1Z5q5LlAl9N0SEjJ4nGMJk3nGQA1QotJOMsePj4RCRfpuH7Lwmklcnh4+Pgco8GEZN9sPSKZEYN2KCDbGkE6gGF2VhWynIVypMh4Yp1238JVdYHnMJ6V/9wbK9o/iOG2bbihoXKgBnmnBi4Sb60qDfVCGZw9A/Ws9t3Mw6LT/K8P4XBFxKKUkWm0PZZcaZKKEESJgPtSSePLBvJJeL46GSfOZ7BaUgb2Qh+uqMEgESA1LsuxlNfrV9ZEUDadlLMXyS/Rjx4K/POfAY5c2hQuscoutMYas7UiOwtFGZQPBdgLE9JTA0yzTHp6BP0EbzHF3mt4zGXX8K73/BmfuP0T3HLLLbznPe/hF3/xF3n961/P9331C/ihL/1R5uImNtAjwBSAOfCPAEMpbHJPVAzGXnAGZTftEiDgv4tw64OQ+EiqNEbm4R0U4d9C90IOdWQOgDVILyhRzDTusOnWncbTDLOSp6l73SVDpxWW0tuY9UCIUT+zCbIPNFAGYYf9NgZJAOzpXNKjQ0z1PNgHMOk6qkTUxJplwMd4m3jeERJ7BEhcJaEAQxZrImwSg93WoOINsPcCGfBqM4kxOTATSD+FpQ4mwZgK1vYw5LGmD1SxNtXzmhmWsjbG2nV9GO6CWLvgGqYlQObh7sf/hsvnTQ6c0fhrgee4l6ZIsP1pq7YueX/b/f70dabrzX2G16fHey7wXIDDhw9/vsN9ePlsy3BX5RVzFQGk6c+4LTAGAnOTjqK8vq/uxgtNSWym/oHdlgPMRjNcqTg7Rhw7MO7DxpYA8mQCu21Jghp1+QPSRGVEt3bhwVMCZSuLAtPhWGShXoe9LhSzsL4tD8K5C3DipI6xtQMYHbPjfA+9gcY1CZ15CpEUmzgdrNG+KwWdV4oe0oW8AH2pKG9EtaqqQvk8XH58BuTvuk/7mIwVxc/n4K4TqrSUz6kzdC6r6zZXh8Wuzr05B8OJPBaHDiiT0h8wOneR1334Vl7+395OqydJ1pc86SZueeFz+IIn3SSgG0QzYnDpEuSl+5/KxoK8M8kmMvUW50QGt09IH1+oCYSPO26b1FUq6oItSzZTbEB1RfeIMS6zFAvcBoVZZH6aiQgyKo2aTmDvlKo7JQ7wl5cUVQ+kC8cEGmN/TTKkTNnVYB8pcxENlYGbDHQfDraVIRhsCmSXFkVCJi11QPZzklNFY21fPgD9PYj77Dewm5aVjUONGav7ZLAp34DxFNUf7SoDUjsoYlA9qGsR9vXgGuy6i+7r2qWhrl/1oAhVpqR9lOZ1DnGozyDIiJQkIeCRbV7GuGTx/BL+uEPq+dhSg4nrcJzF3+/Iu0GH+9h2df27LFDhShboEFIioEmJGjk26bGbDul+8CQf/qO/4sPv/lvapzcecqvkygVWvuBqrnjKI1l+7OUsXXucvRXDwIQI1xToMOY8hgIJZTLsMGKVGruMGTKhRIYREQWyxMRkXGnRLiGPZpWOK8OaI8MNLHM7FwhcBaEJMb18yNYxw+XHHsWNX3mIy5hnngJFm+Xi5jp33Hsnt33sdj566wd58O/voHdqk96pTc789gf4X8Dc4SUOfdWjeNQzn8rSFz2Gki+JlcWwSBEPjxERIQnLrllcTMq266+8Q58qWSrkaTGizYgsPhXyFAjIEWCAVapUyLPNwJVvjem40rIR8b7sKSQmO7CwOyItGMKCYWFUcUGMkQDwJFF0Pu/DfW01MOtGcOeumpENQs1R7QkcqEh6E/giE2d6sOCyBMNQAPBgSWA+RvPcVKMf+IrkZ10k3uIKKWR0nO2RxpUakZFGTiB9GGl8FmUOwMmCUsmECi783AuVcVh1hLuAxljNwcGyqhs18trf/W195wJfhulKVtH/rK9MgWdmpufpMo7lTbh0WSmJ1MSJSEYtLzJjLcb38Bc9bD0F08e7MoVSBmN9ZQOjMaZtuOm6G3n3r/0BH/3IR/jZ1/8i//PWv+KX/uAV/MafvZ4f+fof5we+4Ico10tqolbV9JD2UQTfOunRqmT5yS5qJtyC/Y7FU4thExiAPYqi99El7xfd/zvMjMXrSJM3NSunqNdCXcdlxx0rh7IDUwnTOjJJZxGhmOhSq1+M+zkNLCPEt4CQmO+O7UFyW0TYWCPb2CMoDMEc0GectnXveAeBBGtDjBGkM5dU+bLWOv3UmgI4dssNYNNVtmq7FIfTTnESknmstwJeGWwWywb7xg8zBFYwJrjkGBfBxo4MQGpjsHdhTcVVQvKxdh7Pq7uGnwngPUwY/oXL50UOjDFHgbcCf2at/Z3/HQP69MVa+5vAbwLcdNNN/1Sm6eHlX7KkjgRMa8BbC1hFPCcdVZKZGnrtJVKL8UTZg2rZlZtEwHtrR2B+t6UoeyZQhiCMVe2n3Z01LtvZUwR/NNF79Srcea+IxdaWG6BVHf+z56E7gMWGSAUjpZPnF1X69Nx5WGyqEVmppN4Dcaz9T+VFvicwvrMHUdtlD/Ju4op1nokV4De+Ut1FJ0sJPBGY5pyuWbkEzYayEc15ONKHu09oX/WaKhB5Vt2SDy7P1j15VuVAl5dEIqoVdY3ea8EVx0g8w5tv/xg/884/4cK2rsEXP+5Gfu4nX8AXPu5Rl3xw5qGVpx6yWAHVbPmhLxtPEfxwBBc+puh3NJnJaYKcwO1kIGAd5EQC6kfhwgf1f/fiDJx7gR4Gw00oLIggJLEMZeFI44gnsHCNum8PW9L6X/gY1DfVB8D3JLW58CH2zd/5qohD1BOI9msC2Z1z6jNQqAvcG6OIvV0XuSg29XqxoYxM77zkcNks7F3UPjxfZCca6frsnNDn62X1PciW1RAtW1ZPhmQCBHovV3YmapyZfxV2T+gaBnkRtkJD16BzUdsGfZ1fmiqbMdhR9qvQVIZj1IV4SNDbYNFW2CpZ/GwWb7TDuFBi3iszJmSNLm3G9JlwlhaJq2QEll2GnGGXESHL1LGp5Y4PfYy/+uN387E/fj+dtZkqNFstsvxFV3PsKTdy9CnXs/To48QB5MgwIWadPr4S/fQIsRiqZDnJDnMUqDHGI+AiHfbo02fMBRJXJNTDJ8HHZ0y6X1L1KHNcoOOyIFou0qJEkSYFCgSUybjeCyq5GuCxZ4ZsL1sOLz+Spadexxf82DPoJCNOfvIe7rz142zfeoKzH/gUrXObtN7wF9z5hr+gstTgMc/4Yr7oG7+Ca7/w0Rzw64CqLg0InZG5iI9HhRznaHORDitUKLjjSyiW0mKIxVB2eucN+iRYtukzZIJPQIGMK2Uf0XDtcrfSPuULA2iFhKMJxzoF6rsDReS3R7A3UUbLA9Yd+E0SuL8jALg9UmbBpgLLGaNuxud7mn93nA/gqjmBrbmssguFjLIDw0iR9WJG0qNiRhmD6U8tp6zBKNbxBjE0M3B4UdH8taF8BYNIQZjQauyH3HwylRMNI1dZKYSGI/qFAIq+zmmxINAfpvBgV+D/gNvHOFYWYSGvsa6W1TF5beCAqJmN/VK/QTUrU3I1q/KoA+cL843m63EC1SzGKEtpFouzYJABhincvq19+YbHXf9o3vPWd/CRj32En3npS/nLj72fW37/p/j197yOn3rOLXzHVz+HTD6D3QG64B1FHZZTsPdB0mLfX8AFBPpz7HdBNp4SM9k6RJtgB8w6K4+1L/rMypoW3N9riAi4y8rIrTd02+bd3wNNX2RQRmKOmYE5cttOEZPvtssgojAGjjCrtjQakNydkhyweAfyeP4YTEcHSQdgQyxHMH6KMVWs7WPpYa2ng9ieAj3mEMQn3SCybpA9d5F23HxbBy8Cm5N3gTrGX9CMliZAgDGlhxiRJSWaYMylz7VtXTAbuexDCmaDJBljzNCdnMHaOsY0HyYJn+fyOZMDY0wDeC/q2/etl7w1zRDUeGhmYO7T3m/x6X2zZ+vd8bmO4+Hl33CxKfvmNnDgKct+o6/pzJJErr6bu11SK/AdXHL75LLKJDSb8gZ0+04DPhbgHxXVzOzIQUl9klTa/sCXHyGblVznvgeh0YDleZEQz4Ojh1X7P1eQ4W637SZ8KyIwGEpitLSgB+3Koir8JKnrMOqyG5NQ2Q3TVfQ/l5NsyPegVtOxolARskmqh07OjXGxIVP0XF1dlQ+vwKOvV+nSdkfSp3pVZmdrZcxeXdb/+YL2PR7B+Q2te/gAU2O3PXOBd2+c4ydf83LuPn0KgEdeex2v+MHn8mVPvgxTXfnHn1vhM32VEPidNiG7tIRuPBaobZ2WEbm46My6w1lWKJnA4rUzaU2Qg3SsiLyxujc6Z8EarRMPJajtrenBkK+IEOTr+j13RPdOHEEycr0AqiIKw/sF6EcdjSXIuqhnoDH6Wb0X9nROlUV95vmyyEv9qMqcxhPtt7LqAJXLUs1foSor4VDHjEZQOSRzdcZ5KLJFEeNJT9tnC64xG5IVVVe17bgF3XURlPoxjS2ThbnLRWKMUTZk6x53vmMdt9gUsZh0nNnaiqQMdwCnPy82IYmo2iy57pBBrURqE+ap0ifidi5SIMuYiHtose6alOVd2dImWXYYsvuJ0/zd7/8DJ/7472lf3N7/2BeOrPAlz3w6S9/waLZvKpL1sxykxhZ9ztDhCzlOhRx5Av4XJykSMCShToHASWtWqTt9f4YtlMnyMXgYmhQJSYmJ2WTEYWpcRpMdujzANnMUiEhJSJiQ7kfl5yiyTIk8WUaEhCRK6OGzTZ9N+lTJs8sQH0OAD77HlY95BNXHHGH+h4tk0wDv9m3u+NNb+bM/egcbJ8/zt69/O3/7+rcztzzPf3nG1/J13/qN5B5/iMjIt+E7WlVyDc86jGkxxmDIkuGRHKDoxpQjICQhcuOuU+BqFnk7d9GkiOd6TRTIcJQ5RsTcsF2ldXEMkyxL3gKNbAGyQ0XJSxk1KMv5AvRYGEdwoq3vVDWriHjo5DbDWNH5aQ+EzkT35l4KW2M4WpHkJ+O7Sj4ZeQlOdSSPnMtJmpT1FHE3RvPh1khdmUuBfndDOJyTn2CpqP93RwKeV84pQp9YjXulKA+Bh/MVlEUmPE/rHXLS0On6rYnmjswlwCwfKDsSW40TRIiO+pIaRYmuVTHDQ5qtNfJ6fxAp+3Chr2tytCLC4RtlJIbOJ9aZKPsSW72Ge6QVAvkVtobgweMf+3j+4rf+lL/5uw/zk7/+M3z8ro/x/Fc9j19526v4uR96GV977Tfgzxu8ClDVVzi+F2HdLKpSNPXNJuw3N7NWsQ1znYr9JDHKApxDxGDsfqaLz4wsTF9fQkA/ywzcexoHA/eaU3vSddtXYd+UM81KTP0RQ7fvOjND8wRYTQjqHiZjSM/kMZedxBRKQNEVJrkXTJfU5PG8ZaDhehTsanBpoBNIt90JevIb2BXEbhZQvdgFsB3UNyEH5FydkxLWbmO8PuBhbQg0L/EUpFy62P3mDxV3EmCMR5papGi/DGPyyiCYPaxNMGaZh5fPffmcyIHrRfBudIs+3Vo7vOTtqdfgakQcuOT/Pec3mK73EG+BMSYLHEdlUB9e/k8vnu8iwC4SDAKJ7XPsV8WIRnq/fomkKxPISNsfihRMy3nWq5LRLDSh15c5udWVybbXk1G419eDZNAXIK/XoOOiYotNZR0mIazvwOmzAtnZQKTjhqsF1M+cV6Wj8xflfUjcA3V1EXa7Mhr7nsqb9lJlE6xVZ2V8qDu/ws6Oshqe76ps5GYN0sJI+y3n4bpr1JysPxDRac5LYtScUwZic0v732s5s3Sgh30YCai3Wq4aUkESpUxGPovjh/nExho/+ke/w9+eOQnA0QMrvPSHX8g3f8VX4y3Mw/i05C7ZmsDvpKuSn4X6P/GZepLa9NYEYr3ANRBDEflkx0XmRwKyWMlk8F2JzozAuu+zb0ZvHnfSo7arGFRRxBxP5UkH29BZk/9g7pii94NtJwfqKUIe5LX/SV+ZivKi/AX9LQHyfFWAGs+Rhx2db9iXTr+3pci7f1DSoUlPEqlcRWQhHKjUaGdNwKCy6rIgA12rIKfIfrbgSMQQascE7osNnXc41L5zdV3HXEW/M85fEoeuAlTqyqDGMHedrs2kP8vY+L7GnK9JehR46m/QPqfvUbakTENpUZ+ZTcH45CZDchsnIVfB5jtsFmHeL7HDJjuM9gGrBerk2Ypa3Pn293PmNe9n50MP7t8C84eWuemZ/4knPfNLueGxj+Iy0+QjXGCHPlsMGDvEME+ZC3R4FKtcxgIxCZ9kDYiJSekyIYtHwUX2z7BDxjkN1l1xVcuQPmNyZCiTpUcEJAyJGBPx95xkmz7LVPCcuj8kpeMowQJVfAwpMCLiNHucYJM6BSpk2aBHkQx7DMnjs0qFCSE1Chz35kkfs8IjH/NobnzpM7j79rv4yB/9NQ/80Qdpnd7kza/7H7z5df+Dq266gaf/4LfyyGc+lTAbMyTCwkMyFiVnTN6gR5ksBkNIwhn2mLhziUkpkuFGVtmhjwWOUKdGgQRLM84z1/VZDucFYItZgfv1kWvWGCjSX8oJsH90S+B3Pq8IfJQIvJays20eaKsMaM6Xafne1gz4TiKB82pG5VFznuRGjbxkSmt97X8up8xDOaNMwfGqIvrTBmorJUXq41REI+PIy7ke9CbKGpSz2nchkMQytTIqlzOaJ/qRq6oUigg083CmKyLiod4HuyPNh7WskyfGIigX+gLvWV/XopHnIUsYw+muzNaJ1TVcLMJNi8o2gIhVwVfVt5WSOka3Q5GFjBGhiVId2zPs9324pwXNPCbw+E9PfQIfeuZHePuf/ik/9Qv/jQdOP8C33PyNPOERT+SV//1VPOngEwFIuhA0gFDB7+Q0QlIWZQ5cBsBYoAgmA14e0obLHjSYmYZTZlX0JszKnoJAfB6hrqmROXSvGffboqxBAQXop5i54PaZutdB2Y2CW6fgth+gPmWmQLrWg/MBpmxJ20X8QoyaoQ2ADNgupGukyTkwI9TcrCYndXo/pHfoRKmCN3Qyo4kuBhfAVlCWfgxUINkGu401n8KaHLCM8Q/oWKbjsgUHnbchA1iste7/aeZ8on1NF9tX1sbJkbRuBUsHa5sPl0X9PJbPSg6MrvIfA1cAT7LWbl36vrX2lDHmfuAbUR8DjPI334gyDdPlvcCzjDFHrLVTEvHV6Ov0F//aE3l4+RcsxgigdC8IFE17NBTnZx6EbEnmz+CS9G65pB4FIP+A8dWkK7UiC4EjD+Ox/i+62ez0BbjQUUWifF7Zh/MXZdy16GFYrcBdd8PFTZX5xNOYuj3Ji+pzM49DviBJ0lZbZujBCFYWlEnwfclSinmB8SgWMPc9eRE8T9vnUr0XRm47o/OYyolSlBm4/0Ht7+or4BHXaPvT5+GKY7oeu7vKeKQp7HV03JIz7AWB9k8qKVYUcba9x4tf+6e85YMfAKBRKfMz3/89PO9Z30gunsBkC6rHYO4xAvrdC4qgLz1CEe1/bslXXX+CliboQl1AddKfEYDemsaTKUJQhvZpWL5BoNr3BMoXrxXojoeuQZiLqvsFfZ6TjotGlpQ5SEPJlYaHRQ5GbQfSu/I3ZPJgY2VlorGi9mbsiEooEN47D3tn9PCbv1pRe89X1iVNBK5zddi9X9H86pLu3fXblaFIYxngLn4Mck11Yy42NZ7+jkqrgjode3noX9R1SBNdpzTSfWmMy6z5s34IaewIDDIv5x3ZyBZlRm6fdZW9ll0J1FhVlzwnjTJG1zVXcxmP8YxojPbk//GzsHANadhjPV7nVDVH2S/wKCrs0GNIm52dbU7/5ic4+WvvZ3hxT8OpFfnP3/4NPOtbvoUrH38D50yHLiMuYx4PQ4DhGA2uZIHT7LnmrFVSUnIEnGaXZaoMOE2bEU1KeIS0mVBFjcYOMUePiAfYZo8BBp8MAT4+XcYYPHwMp2mzTZ9D1GgxZJsBXcYcZ44JCRNisvhAQEhEngxZDDEpYyKWqFAmz92suYZqGVJS9oioUuAY8xykThaPPYbcyya7ZsyNj34UT3z049l4eY87PnEb3T+8iw/89ru47+N3cd+zf4LKzQ2e/Lyv5WnP+wbyS1W1YCHHFSyQc4/CkIRdhhQIiEjYpk9MyhEa5FznZ1VB0hiGRGTwqZLDxgmB9RUZH0aw3pOeHwT8fSPQfzwrbDOMBNwzbm6NLTy4B3sGFkqSX/ZC2B4KlE8SAei874zMk1k1o6UiXLkgMH7XjkqLHqkKgPcjgfhRoqzCVXOKytcvmdN7ocjBMIYPrQvgN3IC0vd14EhZx7gwkXSoWYXKBE52JCFqBurPMHTkIx9onMUI7thx2bVAGG9nJHJSrgvAlzIiH1GqcqqrVr4F0Jg+tqX9TiVGnYm+X09clrl6atjOGJ1TPtD85OHmcqvr7TvPg0XkbXusAFAxA70Q0xsTHCryzO99Bl/3nK/hTW96Ey95yUv48J0f4ou+9kl8w1c9g5fd/AqOmsswNfBLYBuyrqUxiso32Zf92Jw8C3ZdpMDCrHzpIjIvTzFuFoH2qcTIQ+isi66ZS3xQdD8pM5+DU/aQc+/l3Wupe63MjCzMudemfoeq3jNpHtvIYKIc9nSMLczD0jrSVKUC9nbdBYW68iQEq5DcjWqoHnDz6Jj9UuDsotTFMfe3Yy7pEeCivAleAGnWubZ3sNZgzAEMJSw9xJAK6sRs58FsY20Biw92DLaA8aqz+3has/UzLjEPl0X93JfPJXPwa6jx2Q8CTWNM85L3breid7cAv2+MOQP8A/DtiEw865J1/wR4MfB2Y8xPo0/wl4G3/l/f4+A/4pImMkWGfX0BC/VZHfnJRAB5PJGuvrgCcU8grTuUySweq3pQwULeKsI/NRmXSwK8vT77YY7hSLr8gjvGeCyPwXyT/T4I2UCR9d5Q5GG3pWZn+azWLZfkQdjcdRmHvKtm1NfDI07h9Bl1PM5klGkwLmtxYU0NyBKr/G255FKrnioCxbEi/4MJVOt6UGRd1sPPAmPXs8FAzgA5EZs0FdEwPlx5mYhMp6fsySSEex+Qh+Dy43D/Kb1/5ICOORjCXEXn7OWgWqdfr/KyW/+SV7//L5nEMdkg4Ae/5iv4bz/1k9QzGR2v3tQDOB5Abl5lNOcuydx8TosTvcrdpR/PFwidmnwJlJXonJWmvtCQdMh48mOs3aZ1kolkP5mciIeNRTwmPSg1IMmoZ0H9MKzfARc+IgJijOsp0FM2oHdR22N0LxqjzEFQ1j06GYok2ERRqUxR5GS4J4JSnhd49zwdr3VOJUSND2TdPdyREbrQcJWJApGT0rxeD4r6PCsHdL9v3aGMRBxLphQURHL6fVUo8jOuSstVTkbl5BH5qivb6v6fDORByNWVYYmcLqB+RNd8tKtxts66659zZVgnTmrU0vXNVmDcwsuWOW/6lEKffCFDjwm9ezb48Kt/n/Nv+TB2HANQuXqFR77wq3jKs5/Ot5QfR9GVQX0sVTJ4DIjoMiKDz2HqzkArn8AOfTw8MniEJNzPFotUSDBMY3NFJy0CS4zFkuJjSTBUCSiQZYARZyR1Nt+YMnk8PArkMFhSYJsROQekO4xpUOIwc2zTp0fI41nlcpqcpcXAdSDeZkCZDC0MGQwDJuTwiIiZp4bF8hHOcJC5/bKjK6ZC5aYnEt30ON7y31/H2976Nl75mldz31338J5bfov3vez3eNI3fTnP/JHnMHfjDQCExHQZMyQkg6FPyC59NuhzOQ08DAZDnoAyWUISKuRpUiImZUjEol/E740FxkexQHshkBRyvgDzOYHwU23NZR6S8PietPfDWPhlpSjAvFqAnpMGtUMRiQNF6MSQN8pOXhwocp/x4MSuvAujWGRksaCKQ54nInEk5+Q0IxmGp8vUSxZ4cH9LhMAYgfV+BPWM62GQqNP8clFZgEZeRL87UaagkVFVo3GqTEHB13yWD/S7mnNjS52kKRBpCTxdl26ocZyJ4bqmKzAx1P6XysoKtCfq5vxgW/u4uuGu7SVTX5joeVHLyuMxjtXUbb6g50Peg1Nd99m4bEPOUwM35/nIdGKe97iv41v/4Et4xe//Jr/8B6/jT9/zJ7zrL/+M7/+aF/Dib/sZKtUaNoDgWohLkJ4DUwFTBmpO4Zm46amh2yAtQXo7wspNPX6ImJEA6fdm8qE+AvxTQJ+grMOeO9c8umdCZDSO0LWI3GtZN/2X3X4S2PcRFxGWzgOhh5dfxpgi6WCIPbOHd7iBMRdhYrFJAQohJncawzmwD0D0RGUQbAR8yg04B6nvBjB9/gxRGdRE2QfbdQPqO9YUzvwHtoClizFNsAZLiDHCFJ7XJE2zYHYxxFh7APVi8N1tPNHFNkU+8/IwMfh8FmMvLRX2mVYQ4D/yT7x9zFp7xq33PcCPowbgdwM3W2v/5tP2dRB4HfAliEO/za13qUzpn1xuuukm+/GPf/xzWfVftRinwf9s1+Y/7JLE0keniUDgtHFTaVk6v/NrmniDQFFza6WBP3Neptl8TlKYvbY09jdcowjMQkNgP03h7AVF66MQMALFRw9LZw+S9Hzw46rfn6SKvp+9oG1HYzi0KtlQqyvzrueAcasD4yHc9ikRjCCriH0SyvMQhtJ7J4m6I08r0FzYUNOx1MKVx0UezpzTWIx7kGL0EN1pA/ElVXQi1yhtqlutaD0/gFJZTcUOH4Tjh0UISgU4eED7PnVWpOjipqIq27vaT60MN1zr/BkhtjnHH95zFz/6K6/m4o6Uds96ylN56Qu+n6OXL8DRy2feD3ChKCtw+fku454yA16gnyR01ymBnfvUMTgKof2gA+E5qF8G6QgWrtO1G7Yko0mG0Nl0fSUWYe12GG6hEnWpgG22CAefKIlO67yIxtwxVyLXafK7a4rel5cEPkYtRe7HLcl60liZheK8MgCDbZft6OletigDUFmFQlX7yeQkgTr1v5yMKad1du+TVyDIw9xRAfjKiva1fAMsXCt/xIXb4YH3ijzEE0mGCvPyJYR7UFzSOWeKqliUr6rEL6h6kbUiOdaqctPaJ1Qpyng63yTUGDoXnDsxEdkYtnVP56qweANUFuRXsAksPwoyOcJ4xP/MrRNXFjjbHvGOl/wGH/zd92JTaW/nv+p6rn7hl3P1lz6GI6bJKlWexuUcokGfCUNCsgRUyJEl4G42OEsLD7iXLS7Qpk/I1SzSJ8SSUKPAIep8nAu0GGGwXKTLhJg8AYuUuUiHDmN6TEgx5PH3I/vnadOkyBUsMiDkAl2uZp4cASNCNhlwDYssU6HDhJiEYzSokqdMjiPUOUKDHQZ8ig2q5DjvOkRbZwaOSTlIjRWqDImYo8Df8ABHaXDJt4cEy3k6/ChfRJYsZ+0ef/e3t/Jbv/ob3Ppnf7k/tz/9WV/Pz/78f6dybBGJF3w39g518tzPDl3G5Ak4SoMSWYZE1MgzT4kxMQEe87ZIZSPGnO4JwF4cCAiXAkW1u2MB/kpOIDXjwek2WF/E1CLpTC9UhaLHLsChqoy7WwN9Z3LOdxAmLgM6kfegmZOMKIlhbEUuWmOYK8AjmupQPIol2WlN4EIPbpyfeRWm5U+befiHNQHINHXa91iehzRVRuD6eWUEPrWrUq2VnEhQPTuTKnkeNLMC3lsjgfReJGJSysykPWNHYDbctcq6qP7eCG6Yl3/h7l1dg9iKEGyMFLwJYxmhb5xXc7fF4mz+TFJlNEqZ2Wvtscqp5nwZoO/c1ucyn9e2czldj36oeffBrsab9bHdkPPb27zkHa/jd9/5Zqy1LM0v8bKbf4FvvuLZsObJnOyBXwVvRYQh6UByh0uqrsl2RQmSf0Cgv4MUOzlUcjRllgHIuf9DpJoJEcZ2SW2GzHoeFBEGr7rXlhFhKLrjbDDzKYSIgBxw27YQTj+mqVw9G0bY0hbB0gi7+lZMtYlfi8DfxRS28Uo76Oa4SgcwV0jOQw+RgBApzKeZqT1gHszVYk72Iir51AJTEjkwPSAL3jHwjuJ5h7H0MOaQq0T0jxdrLdZ23P6nJ1wCtsDmMSbjTMoDoI7nLX3G/fxHWv5PY09jzCestTd9pvc+a+bAWnv0czmItfaNwBs/yzoXUBnUh5f/nctUG56dhggyIgmDTehmFRHPOBadyQjwnr0g/f7ivLIAXiBAvL0rSc/qsiL91YokMmEksDy9iY1RJmE8lmQo72Q1nZ62DyMdJ44V4Q8jyXpWizreaOxK73kwsCIo2RxUSpIXTWKX6cgrIp/x5Q8YTUQWmg1lEaalS7OBogijkRqK5QvOmzARidhuQcWFacxQ8p90DInRfgp5IJBsaRqF7w/lq8i5Sc+gDMXWjo43Hus6GU/jP7AMN93Inf/wQV74s7dw60c/AsBjr7mW137P9/H4L/0SmCsqdTtqabtsUZ9VGgtYfr5LmkrLnynODMl+RlH23pozZnelhY/G6vNQXhLgTjKwc4+AvZ8VSCeQFKe3Ln9BkIPSimusVhDB8rLKCmRKkCsKUBtPn0tmXueSqwlcT/oC4rmaZEmFpu6dwpzOPRromMYogu/5InDGCmyHTspUO6Jto6F+W6tsV5BV9H3gcu5+TmVV83M6p+pBjWf3DFz8ECzfqOvROqXr3T6j8V/xlaowlJ8T2AmHMiOPWrqmxQV1be6cn5miDz9J37FoouN2L0JuTuSne0F+hFxVBMhFuYn60HVZvuK8SshmFghyZfytLr/3irfzrt/8M+JJhBf4HPneL+boi57GZVdcSQaPiJQcGWrk2WPIGToYDPOukdcuQw5S4xoWyePzD5zhDHscok6dHCm4Sj4JRynQJ2RE5ORGGZoUOUOLAgEDQif5yfEAit5NSBkSUyPL9SzQI2KTDgNijlChSYkUy4iIGlm6TDhInWtYIu+akDUoMXSN2QCaFGlSpOdKpU4lPjUKdBnhYRSpd30eigT0GVMmj0HYqcOIBQpMSOjSZ2RCHvvUJ/Gfnvo0zp4+w5te8+v83ht+i3e/9e2874//nG/9/ufwwy++meLC/H5J0nvYJCKhQo4uYz7JGteyyGEaVMlxkDoWqzzLKILOSFKeWigwe9cOnGwrQl3JCti2It2/1zSg47Ks9SqcbCmKHqVw1GU9B6EA+zAUgI7H0I1VurSRd6bhRL0UehFU8+y3420WXYO1GIqhQO+0VOhcHu7a0/+1nEjGxb4ake2OnbSn5KoSJZo301Rzdd4XCch46i/Qi/Re4MFZF43PBeqDYJzeZXcswrJSmjVx604kA+qHykiUsnrdWl2rXiRiUnAEY60nIhSl0E5FtjwPWiF8ckdG7/m8si9hqrFPKxsZM9tnztOzpJxRX4lKbkYgUiuD+IWhfA0TkR1TzXKYeX77Va/hBT/1g7zgeS/ggx/7B77rx7+D37z21/mVH3sdj7r+MfgHhHnTLniHIFlX7IUq2AuA82Zj9ZrOF0l9AtTToMysKtHUgzAlBMatO0KG4oRZJmAqJToKmWs0LXIOqXJqCDvn3fp9YA/MVVrfc6re1E2ZSb0AD8xjF09hTBbTSUjXPPwr+nimoGepP5CZwoZgh+4EpoOe/p+6kzoE3hHweshrcFBGZq8AZk6DSy3Qc5mECdaOFMi8pM/Bpy/GGIypA/VLvAi47MI2lr67B+dRPZ2Hl89n+VxkRQ8v/7ctk+4/BpbGE9gbhzC38ND3cllY2wSsIjrDkcA3COSePicZ0MQB/P5gJquZTLReIe+Mxg5ox7EqDt17UqQiG+hBZpGs49Q5KBcErJN01pG4WVfIJYz1UEpiZQuCQCVCGw0Rmu5AWQbji5QkiSbP5pyqGZULio6HsXorVCtQLEkDHKdQLwNGRKGQc5WYEqWdUydVmitqNq/XnMRpIsIz7bDc7ikDsrULVxydSZeshb02rTTmZ37qxfzar/0aaZoyPzfHK37kZr7zm74Zb3lBEqz+lszVE89FlXcEEj0X7f7nlikgjic4F5akMuO2ovLJRNc6V5Y0Z9wRCVi4GqLbJDWbVtbpnFNUPO0qa5DGuibj3iwLlalIelNZ0ROlddqN0bjo+54zLNcFrIOcxtbbUOamebnur8lAnZKnkf40mnVKbl9UedTykgjJYNuRkLKqIBWq2n7jk7D6KB3b80R8bDrzCnTPunKpDnQM2yIfhaY8Ad01EYic06dWVtlv5hb1RTLKKzpmvg69C/JlTBu4jXbcNcrrHk3GIknVw8qGYFzmpKXP01onUypAqa4uy8bqvGyiz8YY8D1Gwx6v/cO/5aW//ha63QEAN3zzF3PVz3010eV1hkwYMmGBKk0ynHalTLvou5gjQ48RS1RYoMwGPY7R4AhzXKTNGi1WqNCgSJ+QBKiQdWRCzscGRQI8KmSwWOYpUadIRMp9bGJcA7QGBTqEjAnp4rFKFYvhNDvEGCT4CgjwuIGD9JkwT5mIhCXKjIlIsMw5MjMF28docJJdDlPnIHVOsss6HarkWECSmCERFfJczTIn2CZAUquUlAkJV7HAKVqkpIyIWKfLAWosHFvlZ3/l5Xz7i76XX/6Zl/PO3/tjfuc1v8Gf/NZb+a4f+36uf9HTKZdK7DCkRECIx1EaDAnx8UlIaKD7wOzLKmPNmcYoCn31nIy23VClQANPUeusJ+Cdpopg74zgYk/z4nIJLq9rHssHAtXVrCLsvueAbwz37en/zaEA+vZIyorEhZ5Pd+GaOd1z613YHgjUl7NAKoNzdqT9DkJ9N0tZjbcX6rVzqcadd9mFyH23BpHmx4yvyHyUCpSPYwHtgg87Y82xSaouzBe6TtaTh57V+WV9lTy9e0/XBjf+lvM0JKkI11zeNYJz5CYw0E/0/KkVRDIqWbhnV+MtZ3Q+w1DgflqxzjNwRV3Xf0o6xulD59J+qP2OI5WZncqrOhNd7/Uhj37So/jABz/A7//6W/jxW27mI/d8mCd952N5zjd+Ny/76ZcxX5xXsnZNQXEi1Bcsderavh4z/vWKRdnbkaTIWdIYoYC7U0oyp/UpM2uAFjHzHZTZb0rMWB9/UpFhOp4y5YuIHOwh3F504wo1daa7LrsRo0zGSaBaIkmOYe68Du/AHt7KOsn9OeyRCaYQ4RVdUIsR8CBwncsGdFCJ0QbKJBwWATB9SD0wm2COaI5OffBDkQBTgXSAsg4TMHmMWdwH/P/UYm0CjLA2BnJYm8EYi7V1BG+LeJ+pH9DDy2ddHiYH/y8uXjAzUz7kdc+FLj5tsVZymumDzjMuijKGtS2B2J09lSetlBT5391T1H765bXugdEfyJtgjP6+uKYsQrcvcJ/PybB79rzKnFYq7iG2JblOGKt7cLkA55wByvO0z2pZ5fpCD/yRov9JIiCfy2piH46djnMib0Pga/9DZ/7M5XVZTE6gbKcNJPIiFCsiCqTOIJ0qsn50FR55I5x4AO65D5aauibHj+iYjboeHn4OshlSa/mtT32Sn/zFW9hptfA8jxc8//n87E/8KHP1qiLxQVZR9LADjctdZ2CnU++eh9XHzjwin2lJU9erYKjIemdNmnqy0Lof5bjziiYVGyIhfk5kqlBXlH+wrUh1aUUgergjYEzqSnuWlHEIB4qMhz1IayIf1QMyFKehyx5FTEuzahxW3ZIn/ZkJ16QC583LdW7tM1BqKoofX5R0ByeFiyciDdFQWYU0FmkI2/psrYUjT1Zzs3wFysuuctKejL0Y16E50etpAoUrNF6stvGzOt/Uan+5ku4Jb5oOt+w3NxvtwfyyPrd4Av1d+QhqB5XRGHXAnoOla2cZkENPEMEZ7eia9ze1r7CvrMPqI3WMeKyyr8Nd3vE3H+WFv/x2LmzuAnD9Ux7Jja/6Ng4/5moeZJdVCkCVISEFfPpE7DJgkRIthsxRpEKWkJQuY0pkCfDYYcBdrHOBNiGW+9ihTI5FB7TrlPDxmafAaQyb9AjwKTrSUCBLgSzzZLlAm4PU2KBPj5gsHjuMMHhUyFMhT5cJLQbcxpAbWCZPQEriyrJOyOCzw4DIdVS+ggVS17chdSWUjzKHwdBmxEXahKRcwdy+eTgmZYseT+IQWTyXzVCJ1UewRJaADiNSLJv02GbABbocpkqVPEePHOQPfvf3ed+PfB+v+cmX8f7/+Ve85qd/gfrr38S3/vKLuOabnswBM8c6HfYYuh4ICTXyFPfb1rplWsggTmUc3h4JhA4iRxoSRa4XiwpA9GPNRyOnow88gdms08ZPEmeaHcFiSdHwsQO6uyPYHMngu1xUNPzCQNV8ShlFxs/0FQi60NPcdKyqYx6rymgcePKXjWLt3zMQ+orOBwbO9eU1KGVU4rTgqTqRMZLjbA00nlpW+7g4EKlYcuPxjCvVORFpWBvOyFPOkxxoLi9Z0fme9rExUEYizTmCkUA9r4zDHdswsZLBpsBlNc3j60Nd+9h5GgJPz4iCr6yHF8H1FRGziwORmWkfhSnR8T19/5t5kYndEA6UeEhDtq2RpFOAFxj+6/O/jad/+Vfz0lf8HL/65l/hTX/0Rv70fX/Mz/3Yz/M9X/u9eJMAU2M/gG5y4ixmV/L6tA1eCZImkgFdRPKhDOpz0NEUTsE9lgcIh6dunR4PJQtbmjppQvoxSCvAQfQZTLfzEEmY+hu2RVCInW1gisMTPUa4UMJGTdJ0hKnUoTIkvdDA1s5Bset2HKI0yA6YA0AR7Ko7gNM/2T1IAjB1YFUHpg4mUtbB9rW+dwTM5eAdxPMO8NkWaydIjJKANaR2BLaHNQ0MgZ43lLB29eEeB/+C5WFy8P/ikq+7SCqaTD3jGsXkoe5kPMVLgOdgKAnR8EERgnJRUqB2R+D7skMy79YqTv4TKFq+OD+bQMNIfQwe/2hJbcJQpudsVqZcY1TRaBLNOgmPxypzalOV+hyPVfI0k4EDKyo32ulq23weNncU1QkCgfNjR6DfdVU2xoru551HYUpSKmU9lDzflSYtKuswX4eOewAalB2Zq8p7kQlEfAJfZU/LVY3x6stgp6GKSFdfoXPY2BKhOLAKNuUjd3+K57/qlXz83nsAePIXfSGvffUrecSxeVVnGG256M2Cos1+TgC0esCZcVOnVf8085S1Tr7iCFnYV5Q7U4buAwKv03Kj4VD6/+phAd7OBddPYEEGc+PpeL11KC+oZ0CpqS7Uk54M6vma82N0JZYNypIM+Tltl0TS15eOyqBcXpDZduKIRK6m622t+gEUqhr3zgkZe5NY+yotOgnOmsY/3JX0x7hMymSoDEiaapyZLOydBxJ1Xw58Ae1MSe9HI61TXhARnjs2I8vRQN+JsCe5j0m1Lz/QMaYVmA48kf0mc0FBxC0oixiAxhl2VNELI/IVDUQWOmvaV39b91y2NOu8HBS0jyQVaWpfcAZty87WOi943V/wtvffCcAjrznOD/3Es5n/+qfxkVKfkJQ8Pi1GFMju6+636VFniQYlfGc8bzGmSg4DdBlTI8/drBPgcRlNuk6u02JMgHFkImGeGmNCp69vskCJHBku0MLH4yoW6DPhGpaokucRrOK5kp+3cZ4MGQwey1RISDhLBx/DF3IZKZYPcpo8GarMs02fPUZcyxJ5skyIWaRCjQITImIsGXxGTLhIlwwBISHr9JinSJkcqaMRMfAFHOdxHKLDhAIZztFmhyFNimzQo0dIBp8xEzx8wCPvSpk+4RGP4Zr3vIWP/u0HeemPv4R7P3oHr/+WF/PoP/pifvTX/jsHl5v0mXCIORoUqX0mqUMpo0pA/Ujz7cm2SnkWM3CsIkKwPZgZb5eLcKIjYDx0IDVC8+MXHNA241BP6M5YBKKcEbk4WIHNvsy6tawyFdtjgf7IyqvQzMIdI7ixIbkRwOGqSnqe66nMamSdzt/qPt4daR/9CK6ui6SkVqByLwTTgd08lD3p9y+vi1is9xV13xkpu9HIK0uQ8xX9P5jXa82CzsE3KnpRy6kTc5xK1pT1ZxmRrRH0JyIQWwO4qqZQ+N5E20cp7A313CgGMimnqSRKidXzoeyI0s5YpMOiLEOczgJg1YzGFXizErFZt//psy1NFbSqPpQQzh2q8gs3v5LnPPu7+KGXvJC//ru/4gUvfj5vfPNv8is/9Vq+8BFPxjsMtidriWkBVRc433ElUFG8xh4F03QxvQB1PZ4qdfJIwj9BcqIq8gq4RNG+tOiI22bqOfAQ4Vhy6xngjPvdRBmKGBGTLDNyUHTr7YXQuRKsIYkyeI/bxPfa2PAyZg0ZEkQEMmDLLh2xqgGmWTegoQZr58Gb1/8mJzJhLPsSS9cgzfPm//H369MW+Q0ugvUxpoA1VlIlq8CU8SSpVqO29sOyon/B8jA5+H9xyVVgx4O1+9ivaZbJwdHroFmRLKbV1qTneZpIaxWV6LzzXpGFThcubKpUZyarbZYXJVPZ21M50p4kD2rVPhFIjiLY2VUTsosbOs4998nMfCFRJL43UFTI4jIQI0mEhiNNytWSxh27ib7dVnYg6+nBNUkVSW7UFY4JAk30o4nIQyaArpMcJYkkRb02FHMiS8ZqsrfWGe8SV/a0IBISRXroeJ5Iz9KCpFEri/pJUkmgwlhE6Nor6Wzv8BO/8QZ+/V3vAODAfJNfuuXH+KZnfBWmtwZxRRFwEPDsnpP0y8/NPrepBCaNH/p5xqGA8O5Jgfesk+s0jgnQX7xNID4aqnwoONPvniLkGB0rHsKo78zJsbIDyUSAPOyKPDYuF/Dt9F3p0tQ92awjLhNp+tNYsq1oKPLgefIwdM7BeEddkuORAHK+KrC//YDIS/uiq/azCiffr4Zlnq8SpiTS5+eqjkDdDcMNZUHCDiR5yZVyJYH2Yk2G6XQkghD2JZ/zPAHyjAP1/Q1HlofqrDoZ6Dwu3qH94ousFee1bq4oshEPnZchp88hyM4apaXRTH6Vr8HOgyIOIPKzdJ3eLy/D7oOAy1BkS84DtAHJmD/5hwf4/te8h+3OkGIuwy8890t53pddxn2HGpwZ7zIfdlmvlikFOS7Qos2YOnkGhFTIkyEgxlIkIMWSkBC7GokTEhIns1mgQEzCYeqcYo9dBpxljytYoE6ehIQWIzJ41MiTxSckpkKeAI8iWSyWLmOV4ydHgIfBY0BKjpDT7DEiZEJMiQwjYoZM2GNEgM8SFTqMSUjpuY7PcxTZY8iYCA9Dz8l3IhLW6XKEOqtU6DKmR8R5OixTYUhISMw5WhTJ0WOMh0eegAfYUZ8uMqzTdd6ELBExZbJk8TjFLjWy5PAJMFz3xTfxqg//Ae9/0zt4/Q+/jNve8bc899b/wnf+6o/x5Gd9FTVTYOxKl37mxchr0B4p4j8MFfE/1Z1p6nfHcLYDVV+RcoPe60bufkIlUD2j+SUfCMxHqcDpKNIc7BmBxbNdafyznvwIvQhqGdi1AvqLZf1+oC15z8RKdrlQ0Nx6uCLCEjgvweEK3Lun+zvrKUtwcaD16zmZgI3VmHfHOs/diQD3sZrm506kbYqB1gtTgdCc55pSujltcyQAXw5kAK5lXPY5guNl+b/6kQhWmCh7kabKkAwjbXtFQb6D9YH+T9F8PooliUqtCIYxOofNgYhNxo1lcwhfUJhJmwIPrm3C6Y6uizH6zh6riixd+mnnwVuGq8zVvPc33sef/fU7+ZFXvIg777uTpz37KfzXr/oOfuH7f4nmoSZ2EZIt8McoyVqCqAqmq+k1GAMFSC9CekiPbLroM55mBYq4rLcejwwQKXAqRh5AiO609oUjHwyYZR667r11ZEredvtKmFVEGrnX54BxDnvfjXDyIMmFBXjWXxOkXZSSWHUDaAM7YPMabBq6nZ1zB+yhG2AMyQaYR4JXl+7KTM3NAZhFjFnCGAH7NE3BNV2E8r48yNoQa4dYO8EzThZKqMGbijtmXS/bomNlD5ODz3d5mBz8v7gMhtD3YPkqRaF324patU+4fgSpgPckVOOuWlWA2FqYbwhsZwI1KbvsiKLv+ZwDgJEeBI269P3jicqQDsfQGyl7kAnUCG3aCbnXlwRooaHmZllP0pxzFxStL5UlOzp8YJZF6A8E5AtOklQqyLjX7UuvnSbqa+AZEYI4EoALfKgUXQbCV/Q5CPTaYAQlXx6C8xdFBDB62E1ikYsz59Tg7OCyInd+IB/EeKKxZDI6r5VFkYlCgXf8wR/w/Be9iLWtLQI/4Ee++Rv4qZtfSPnYUUly/KwAeKYg0DjcFnBOrUBx4zKNExwYt4oyg0DsuQ+KAPTO6UmSKwOpzjmeqBRppqCI+HALsFBYcDr2QLIWk4Fh3/WyQOdVWXJC2EgegtoBwBOAH25rW1LnC3AkyrMCvMYTodh70GUJYheRukIkIxxou0lPJU6HO6p8FPb1wA2yOvdBS9F24zIaYV8gPR4rC7B4FXTLjsg6T0ahqXMsNXUetQMC315en0k80vEHWwLmUc/1UpioP0LtoEqZGgPNY7o+5VWRieG21k+crGnvtIDMcAv2SvqsJn1VJ8oUZ4QpGsvLkClKQjTcc+fqz+R8mZLGHKeQjtkKazz/Ve/kj/9OWaYvvn6VN7342zl+eJnUM6RJSJTExD5c0RmzO7dE0cuyTocU47oNZ2kzoc2YHCVSDAmWDB5Z15tgmSrn6bBNn4HrRtxHEbY5SlzHMitUOcMuKSlzFAlJGBBRJstR5mhQYp4SFstJdpkQsUOfGOgxos+IMVClwISYLiEFMjQochWLfIhzXMMSXcas0SYiIYPPvWyyRY8hMXXyFMiyQpmrWaBKgQCPTfpUyBJjqVOkxYgeI3fOAV0mbNBjjR4VcixTIYNHnwkb9BkS0qDoejAbMniMibmfbfquP0OVHDXyNEyep3/3M3ncl30RL3vuT/DJ932Q137bi/m7P3wv3/rrN3P56jFiEg5QZ4nyvoma7kRgtBRIN3JlXYD2ZAfuawlYFgLJaFYrs1KmhUC4aTSUnMcCF4cyLh+vKJq/PpCxeHsMl1cUPT/TE/geOFDfcEGGI1WB4Ayw6TwLvtPZD11AJE6lz5+4AA0I6OcDfa+O1TRv5zMiMGGseXJjLN9CMdC5PdjW2KxRtL2ZV+nUaYfjK6oiLqNYlY0uq+pYWwP1PigHsBfBRt+Zf3O6hksFNZ+cxLoOS06KFaU6VpwIT+6MRBIWippLz/dmjc7KWYgzylhsjaCRhdu35HEoOthzoCRCcaEPx2suQ+1r+8cuzczW0zLatU+TkuEwbhkYG77+O7+Or/yOr+AXf+kXeMUrXsGb3/M7vPfv38Orf+hXeeZTv4lgyUAD0j1I7pP9KLkfbAuSIpBX4J0uag0wQLi6jrAvzEqX5hH+riLyYJllEXzUw2AdZQ5ShOUjZj0Tugj8t9wxArevkTtODehkITNSNivNwfkrSP6mhz16q3ZkquAtKmDDBZQhqDjtVMENZs/tuOoG3BZYNxbMInAdxssAeYwp7DcpS9MdbHonMzNGhcReizEjoK+ypXZDj1CvxuxGnhot9j+hS957ePl8lofJwf+Ly36n3gy0+zBKBfoHQ4HrvbaMtNOoehRpwt3Zg7UNRcqn3oDz65LTTE09k3CWNcjnFLEdj2GupuOCQP3OniodGQuHD6kPQcZXJGrhgNavlPV+tQTBQRgONcb2BizMwxULKqk6/W7P10USfE8lUKsVTd6ZUGbhSlmyIs8TSJyb0/+1qurWewaWlhzgjwR0mw2Rl0mkqJEfyO+wuydJ1OqyHhoGPTBLWZGDcom1vT1e8Oxn8/a3vx2AJzz2sbzxlb/A9ZcvQKmmseF0+CaQTj0ZOS+BcWUiUth7AGpHta5NZfL1A0Xut0/Azv3qsJurzyoZhSO9l8bOdBfoOgVF6ehtKnC7e0KgtNBUpmDuiJqBzR1XA7DKqrTwQUFR8o27BPCzBUmRwrKyAY3j6tK894CI2fyVGn80EOiftGXIXb5eoN/PCjD7GQHz1jn9DgJlBDxf3oRxyxkUKyKF+VXJlELnZSg2ZQzuXVTmZdzRPuNQTcfmrxQpLMzp8/UCZQviiX7v3KtzK61oXwZ5FlpnlGVJY2hcqWMmkTI5QUHm8vYZGPdh8WrIl3Wd7n6H80IMlC3IlLROPITqISjUlLmbNppLY3VGtrgyrHXYuoc///gaz3nDH7HTGVLKZ/jFb7mR5339k/FyAfgBtrxMJd3B62/jLTQIkyHEIxrZAgUCCmSoUSB1Zt4KOSJSRoQYYIkSB5njSpr4To4UYCiTZ5cBAQYfj6PUKZHhBFtUyHGEeVaIAcseI1apcIA5Bk7sc5o9Vqhwih32GDMhInTm4i16DJhQpeB6J0SsUmWTnut5oJKnp9gDUhZdZ9M2IzqMyZPhIAUiLCfY5bhrPJZi8Vx/ZVUfGrHFgAVKrFJjyIT72WWJEgE+gevdkGDpMGRIRMCYAJ8GBcYkbNLbr4CUxWdExJCINhMMhpXDB3jte9/M7/z27/KWF72aO/787zn1gTv5yd94Oc1nfjlb9DHAclpR9PxUW/KVgQOzFQck8xmYL0oKMy2XeW0DPrWt9wJPIDTwFFnP+ApgVLNwT1sVdQ6U5SkYh/ChDc1/B8siFgdLcLanaPijFiTzAc3tp/qaU1pjCK3WbU+0vyNVjTsDHKkIQ53pS2ZzvKpo/N0ug3Co4no15Gc6/U9ua7yVrGQ5USIi0czBYl5BmmrOST4TWMiLZIxiVUrKBWBdJriahZNdkYc1J/2r5kVA6jmte7SqalCDCJ60BJ1E6245X1ktgPMDzQH9WHNvP1KVpDgVATjVkyzLN7oup3oiWxOXaShmdG1XSspO5Hw9Q6NExKDyj8kBuBiKrDsUKXDLLbfwrGc9i+c+97nceuutPPtnv4W3/s3v8bqfewOHzWFMFfxjwP2QHoZpl2Q7RkC9Al4DvDKYqyFdh2QX2AVzEHVmbiGSMAX4GYTmBrg5DmFzw8xzUHXvT0nC8JL38sz6H2y788kbBVyquzAXSrLVKpFsrpI5GkEwgeS8ovU2C3gucl9GzATgsNv5HPuNG9IB+Ataz3SAo3hecf96pmkfm34CbBXj1QGwaR/S92G9R+F5VSxFdxHWsTYjMzQ+2AE8REI05J9uivbw8s8tD5OD/2jL1NT5r1niRNH7JJE8ZOoviGOB6OacqgQFgTT4aQbWN2C347SYiQDX3g587DZ44CRccyUcXBGoX1pwVRx6sLHtIlNjNf+684TA88UN2N52LiwEzje24PCKIt7Wytycz8PWtqL6YaROw+NI4+0NJDmyqUiJ34RSBYojTdih8wXE6cxvsLSo/VicTMllOhKXjk8EfNjbU5fPcKwHyUJDgDP1ZFKejNXcbHF+NrYyMBqTNur8jze9iR978YvpdDqUy2Ve/vKX833f9334w23VrA8dUcqUZlU2Ji0nJ9lWScxCU0QgyM5KcGadpGrzXtj8lEpl7j6g7cruuicRZKvqEJzNK1I/cBr30gK0eop++4Fen3OTY2XFdQFOdA0KDe2/t8F+B2DrIi82dV6DoohBvwXxeVUZMkbdgQ89XhKiSU9jx8zObdKX/Ka7Dhc/Ae3ziqYX67repSVJnIYtkZUg0NgLc/ocPA8iT9cjHol4hC7zgIHqipOY9eUTKC8JkGcLOr/yksYx6ui6zV8FjaM63/62xpMMRTYi57UwnsCAlxUhIoDmUZGoucu07bgtNFA/omzC2sc17iTUOYVDnXdlGeyKKjolsYiFlyXZOcVLfu9WXvrWDwDwtMdey/+4+Rs4llmXGTqJICjhB3kKSZGlqM+QMjmboWTLroVYZh/cGww5fDL4tBmy5wy4KYY1Oq7RmaQcF+iQoeuUAxF5slRQ9mzAhBpZJ0dW+dKImHvZ5gJdcg5AV8lzmDrrNOlykbE72oCQGMuECQE9rmCeOUoUCNhjjCXhJDuUyLBDnwPU2GXgah4ZahToMSaL7/yQHlv0qZBjjc6+nCcioeMkSn0C1uk6sgN9QhqOgOTJ0mGPDiNGRHQYsEyNQ9TZY8AeAzwMm/TxMFSdiToh5ThNeky4aDo86TlP5/CXPYJ3fu9ruP1//j3/7Zt+gG/+8Hfxwl/4SbqZDPMbluD8UID0Yl++g3EisD+OFdWvlgQ0D5UFQDsTyXOGservrw0057Wt8NO0kMDuSKHpRkHbDEMZhldcFqJZcOXds9CO9H1YtNAJFanPG/jwlvoGxAmcc9Kd+bzMw1lPY1ooCSAfrCqDkKD9pygDgNHfYQK9RJWBBrGCA42Mxu55AvkJIgX1rDIJga+MxFkX1d8Zw+5QAPxESwQp52kf9+y6bEVLXrAwUeS/O1GWYHMAgxS2UjenaxrjoxuzEqkGEYVioHnqnj0da9ORqwuOiCWpIuwnu66SnpNYBUYVkxJHakqBiFg5+3k9l6+88kre//7386Y3vYmbb76Z9/79/+QRX3UtL33Jy3je038Ak/cxZcguQtqA+BSQB++gIxtZh7nbbrp2cSa7i4C9e7zsd1KOEQ6OEeAP0PmlzLIJodt25F5bQ2ShwkO7MOcRQTiKpMIrY0x9XezlQIjtGxjeC9WhdmrnUXurqfcgQYDcyY7pMyttGqC0RQnsOiQdrN8l5RjGzGOMj00vOinrJWTMZGXeMGNSO02NTMBuYpMh+Ndqn2YPyLiGaBGY4GG/wb9weZgc/EdZwqGrFjMWqCvOO7Piv2CplATcg0AgfDCU9r/V1Ze9WFB0P3D6T8+D4UTR2rmq9PRrp1TP+PLLFN3v9QXcr71SIHt50XU53puVNd3cVbZgZ8edUyTAVSkAJenzWz3nfzikyHwxB+OC8wtMJIHyPDh5TqSjVFJDsWJBPgYPF33Ow9iZylbmXVS/KCCWy8DCHIxK8gp0OzrvQmEm86iVVSu73VcGJEllMC4EOm6lJPlRxp8RqsUm921u8D0/8kI+8PGPAfD0pz+dX/u1X+PQoUOuis02YF3lG+tMsDFMnMRquKMx5OvOBNzT+43LnT8ASYiG24pAl+ZFDvpb+hziiSLVgYuWZCvaTw8B+anxetozYdx1hDPVfWWtQPSoJeBdWtA+k0QgvXVS19dkFVmPhtDfE4iuLCiqHg1U1rO6rOj/ZKQHwqgt43E8VpbBMCMzmRLkXaWenfuUScgWBTC8QFH9TF7yq2gA+QXwnYQpHEN9TuQ2W9bTctyXLyBf0f0UjhS9b1yma+PnZZyORpIdLVytcw6H+nwaB+V92LofknOu87O7vrmSkwfNiXikicbfueCyFhO9bgKRqrCv6+j5MifvndTnNf1OBwEsXc/uXotn/ezv85e3ncHzDC/73qfzY9/1DMzeg7DTUYardthVM/Koe1CsL5HFJ4/B+mViRw+KZJySwDpgnrJAhQJZthhQIouP4bTrURBgeDQHOcEmCTEHqbNACeuKkvp4DIlZpkBESpU8WTw6tKmRo82YAhmGRK5sqM81LHGaFifYpMeELIah68p8gQ43skKOLCMmeBj2GHGONlsMaDMhh+EymoyIyZGl5LwTvutGPCZ2vRv2aFKiT5+YhDEJx2kwIiZLgo/HiIQeA1IsHZeJGLieClXyrNGl6ozPESkJlkPUKZIhIaXFEIA8PkPCfSmSxRIeXOW73/1y7n3dX/KGH345b/vlN3HiE3fx+rf8D46erSugUM5Ia7/tpI7l7KwCUZzKRLxaUpbgvpYA65L7fxDKHNyduCIvVpHqJJVfoZlXRmCQKuNZycrMa4yIQDUrIhJbOLEnML5chkokM/NOX6VAD5fU/6AbQacl2Y5nVRq0EOhnpShQfs+uSPyBsjwF57qSEB1xHoWCA/2lrLIWIIJxpisS8PgVVRoyRuRkLqeofXskADuIBcR9q9KsWyMRqVyo63PHrvrQXFGHIzUYhZIiXT2n+f1cX92cc57kSeVApKwfKVPeigTsF4oiKltDSDwds5oVMeuFYBLN8ZtD+OC6zv1IFa6aEzEZxiJe5c+cNfjnFs/z+J7v/C6e/oSn8YKbf5g/fd+7+KEf/0He+pa38oab38i1yzdg0e2SXUKFe3zUD2wVCCD+MPiHIG5qurEpcAIZiJ0KbL8XQg1VOTLuvdElPyXkWci43xM3yDGzDELgfkrutQFQ3cbU1sGEcFWPINvDr/cgXkZSoj4qZVqRo9oYFMGfA07pb5ruYEM3uCtlwGAD6EJssF4P612O5x8FuyftldfD2gBVNvLBZiDpgN8BW8R489ikBKyDHWK8Y2CudMcJgQbGlDHmn/IIPbz8c4v37z2AhxdmdeZtKj25F6iB0rD12bf9TEvd6SfDUKD+4roA7uEVEYKzF1yVABcJiWKVAvWcnrPb1evFokxbzYaMyZNQVYxA+y+XFHHvOclOu+OqIngC3Fg94IyRrCl12+WzIh6lkkhJvTprllYoKP08HCmatNhUlmB7Dzod10thpPVKRXkfqhXJpMpFF/l1OtzdPZ3DyhIq7enrjt/aEthcXdT4PUcAykVVbbrpRrjsuDIlBigUCA+v8vO/89s84j9/BR/4+MdYXFzkbW97G+9617tEDMAB7qIyApM++43MbCJpTK6i61Nekd7f87V+6LIjIDA/2BTYzBSVUSjO6b2Nux159AVYTSqAP3+lmoJlS1q/cQiOPxnmLxdYbxxTBaBJR5HvaCQgjhWYLS1BPBAojkPdd5t3SBSbn1ON/7CvbEXjmKLySQwXPy5gROp8Bn0HoHMaR9h35sWmfAcYR1xcNHK0JzPw0nUC4kksyY7JiDDVj8nXkIaued2Szqm66kiHIwvVg7OMwTTL4Aew9AhlPWoHdbywr3EaBMCMr8yLsfpcwr6OZ4yyLAY1iwORvsGuiEGQFanJltjvZF1ZEpGa9J2UauDkbQvgZTmxk/D457+Rv7ztDAv1En/1qufy49/9jZjhpu6R2iEg0LlaoHOWnPW4vHQVV0xy+Pl5CkGZFao0KVIhR+iA8bTKzxpdElJ8DCWydJ1x2SBjsgdczwrzlLmcecYkBG4OGDkzcMEB6DkKktdQpUnJxfdFJEQEAsBgSYlJCfCJsBQdKRkQcQ/bNCnSZoTB53qWWaBMDp+IiGUqBASEROTwOOLKlPadodmSssuAFWoEGErkaVKm6yRCJbL7pUo9LBddA7iE1JGIkCo5jtPkMRxkgQolAnL4XMUCGff48/EI8BgRkwI9QgpkyROoLQuGisnztBd8I7/xt39Ic2WRT/7dR3nGE7+Ce+74lABye6xa/gdclmAUK7LfnH7PfIHMraGkN3M5eQPmC3DjgkB6YOBYXRKagct4TlKB/kkMq3kB1yNVAfB+JMlNb6Jo93xegHwurwZjm0MR02saGkcpO2t41gk1Hw9ibRul0vVvDHE1W2fN25byAsrZQGO6vC4SUcyonOmRmjIM3QjmMurXYJAHYGuoCPyRquRJS2XXd8DT8c72dK18J0M61RXJKKIMyekuPNhSxuRwRfKqyGr7vC9Chqd9Gk/XY2r8nyT6ni+XdKzFvAjb1BSd9UQktoewPtL18REhuH1b25cy8jWMk8//OZxauNBnJd/kT970Ft75pj9gdXGFj975ER7/HY/mv//uTxP6Y3wnIfJXIDgG/o3gFcCvQHAtBNdA/krIHoP85UipM8+sktEis5KmDffaAGHyRWRAjpDkv47A/3T7QJePLMomuAwFVwKrMaZ+ForgHRkT+BHkungLPcitAZehEkkN4LQkPfRRr4Oi2+nUHJF3Bwj1YzfBjBTgMvNgNiG9jTTdATty7xXd4LYlXzYxyhbkZ4DfM2Auw3hZjCnheQU8r4nnreB5tYeJwb9ieZgc/HstcQi9LWmfNz8FmFm1Gi8QkBy56M3nu2QyMvfWq9re92BxQaShVhHI9zyB4b2OtP6rS3ptPBZByGYlrUmSmSzF+Iruh6GkQGfOCbQPRrC+LZPvZASNmsZQm3MdjcdK6Q4GDtSl6lnQrMHmNtz+KQH5Ql7rewiwDfpw930iDiQiDVu7s0zG2fP6aXXkRTi0qt/9kTIN1SrMlV01mZwkRlvb0B6o0o7nyZdQLOn6V4pwcHXWw+AR18DCPHf1Wjzua7+Gn371LxFGEc95znO49957+aZv+qaHNmmJRvoMSwsC0Bhd/8KcQGr9kEqI+r57L5HhOFcRqO1cUJYg7Ou9bEEEobQiIuB5Wj8cAIH2RyKSMXfUeRl8AebOeZUWTWLYuBM2PqVqR+c/IXBbOaAxdDcF/j3fZRk8EdWK81qEAwHe8oIi8/gC/5lA0f/BhqL0Ud9p7bN6KA5bOm9rYdSTidz3XYagBF7qug+79YOCvhPdTWcGDvV5TQH5xh0yB486uj5BHlYeLSDuZ2HxBigtSx6UKcqQPTUV97dhsDP7LhXmRHSMFdlZeaQ+s2zJZXTmlbkrNGbGaJvCeM9lQCr6389ITjQZqjRqNILzH4HuhrZvHIf6Af7qzjWe8Oyf5uT5DR511WE+8Rs/wNO++ItVkSk3p98HnwjHnqz92xhKq5CrURh2uTZ7JTeVHsXVLHGYOY4wR5aAIzSIsYTEZPHpMuYE20Sux0GLES1GnGGPHfp8ig3W6LBOl0+xQUhCngx9JhxmjiYF1mmzQZdNuuwyYp4SPh5Zp/3fY8gmPRJnam4xJiWhQcH1H7CkWGISzrLHhtP2F/BpMSQkYpGSK02aMEeeElkSUmdmjthlyCl22GFIFo/LaFClwDIV6hQpkWWPIVXy4lEMOMkuWTy6jDnNLj1CrmEZz0mRfAwRCQmWguv9kGIZO8/EhJgcHgWynGaPTXqM3XUNXBO3kJjLv+BGfvO2d/KIJzyG9QtrfOGPPIN3/dHb4c4dAevAhwMVRclLgQBo3nfR8C39f908+821LvQUkR8nwk7DWH+vlGSSHYXSyB9ygvC8p4pDqXXGYAfuL68q2zBJJN0514e1vkjLxCrynfVFNgaR5vVBJOKR9eRLCIyq+DzQkbzIGBGJfiTfRDOv/dzQVO+Ciz2VMI0igfTlAlzdlLch74scPNASYZgapqtZnUM3FGHqTvR3I6eiGRnPlTzNC7jP5SS7Wu/JNzFJdN0KPvvlOYuByE2Arvuyy36I2clvMHGyL4PI285I2YokVtlZH51LL9Vn0BorCwK6DvFneQ4PI+3/bE9ysGkfhUksgmEMX/MV/4V7bv04z/uG5xAnMS///Z/nCT/6aD5+223YEdhAWDk4DNmnyK9rSghj14ECxCWkyllCMv5Ij4BpcR4WmBmVDbOGaTm33RD2m62Ncc9at22eGVlYBu+mCRxtgx9gigZb2MU7eh+mfj+U+m6jFLjc/X1e5UvNAvIcXA3mJtQF2XeDqgCb7rPL6bljAkgGEH8UwvfqZEwZ0raeR2kGOO3KOEWAcaVMx0CC8VzwzDVBfHj5t1kelhX9eyzTko/Gd4C7K3BoXCQZFAWxqSKT3uef0iSTERm46jKX2m0LxNfr0uXv7knvv5Rxec2sfAWjoWr+b+4oKj/flNwBXNTXwJnzIhxBoGj/TkuT7CQSGEyNto0iGPoyJxuUBQgCZSnuOwkX1iX3mUy0bd59uX1fBCZKIIhFKgp5V3kjo3NJU+njU6vjP3gWjh9WliDIKPU8HCgrUiwCRink3bEiYMaI6AQ+HFoWiEyMiMYjroGlBZI45tXveic/9bbfI4wijh8/zhvf+Eae9rSn/RPXvCAwnSkIKOecTCjsSX6SKYk0xONZJZtSU3Kc3rqAaZAXAPbXFb0urwiMb3wSCkaVgbKlGXHIFHR/2EiSlFFb1Xd27pfkKImUhfJ8mZEzeV2zbEkZjXiojEcyURS9cVyNxsK+wHr9uOREmbzu0WJT5GO4q2MmoUB2mmr8aVHZilFHQD2aqBTuJBWJmDYb8+aUmYjG8jFkC4Dnqk8NHGmYaPzxRN+Dccf97e7DQk3fl9TJqFauVwYlGumcg5zM1YkzL49aur7FJSdNaumc/BzMeTA6oE7KSajrUTsChUWRgmgoQlWoSb412HblY2OVU510tK9sUec77IDxeNtf3ca3/fjrSJKUr//iG3nzLd9JqVDQesaTd2LqFTEGKosiddmimsX5WfywT2OYo1FeAGBIiMeIAgEHqNFygL1PSI5gv3znA+ziOTOvj2GPPudoYYF5ysQMqJDjRlZoUuJBdoixjIgI8Mjjk5BiMGTwuUiHGjm2Cfaj7IeosEUfH48jNOgzoe9MvRXy7DpD8IiI87TpMCbAo0mBCQkGw9UssUSF867ZmKL9i+zRZ52BM1N7xKSOqGSok2ePASER81RYo8fYdT7IEZBgHeax9AlpMZAnnNx+cLRBgS4TQmdMDolYoUxIRJ+ILm2WKHETB9hhwBoCi9cvX85fv/+veNG3PI+3/Nkf8bW/+H288ev/G9+1/CWqJFQK1CegmHUm5USyl0pO89LuSKD8ZEem2KETe08c0DdIDnNZVRWKPAPbEwUHHrcs8Hp/S/PjakWVkZZLArubQx0r8AWQu6FMxhZF1f1QwdtcVvOJ8bTNFGB7yDcxSQWyDQLnUSKSYh16vGlR+25NtP1cBh65IDP22kDneaSqdToRFCcO9GfhqobKs24OlEkoOmKynahSUTsSsJ6Whu2FkjD1I73v4Rqw5WRYXio6w21GRMc3un55TxkH34NC1pXFHs88YCslZ1yOlaFoj+V5WCroet3X0jlYOyt1+pmW1ljEMB/o2HsTZWbywUy665ZatcYbfuHVfMszn8Vzf+IHOHH6Xp7y04/nxd/6En78+T+BdyTA5KWqsTuaErxDQAzpadmkGIOpSYZEHjU7SxEeX3Y3twdOKTfzGjjFD75bJ4tIQ8atEyOScRCYgF+3xNkhxhthSgPMQkRw7TZ+o4vSEX23UR/poNycZjzgEHgr4JclE7LbkgWlEdgTqPRpDahCep9IABOw90PaBe+R8gyw6bDQEQieBJxUZsIAlDBm7pITeBjO/lsuD1/Nf49lsCVZQuCiKTkXFRpsQ+Yw+7WVQcDhX7r4btuik+BMlyTR/8cOP9RklaaqOFTIq9lZpayMQiYQIK9VBPiNkx/1h5ISlfKuuk4kE3G/D+2eJCfrW9pfpSIgFcewekRSp2JR5zk/50qUum2jWOSmkIdyRRNsu6vjlYtOEw/ki5KbFB3oHPRVFSlXEFlpddTwrFrUfmoVOJDX6+WSM1cvav9pIklRcw5Wlzm9vsa3/9Ir+MCJewB47nc+m1e94qWUm8v/9PXO1wVgk0gkxlqBykzZVdSpS9ZTqEN5Ue9PG5d5gTIHQV4AfLAjMlGcE8koL0s+VF5wBuKsPq/Btt5rnRWAzpYVza8eEPjfPSUCMm10lK0qUzVsw3hL/09GIhLRQKbpaOQqIznfQuWAQHwmJ7CfjkUw5q+AxWu0Pr5AdDhSc69xeyazypREJGwqQuPnRU4yBZicA1ORFCudQNLUA6SypAi65ynDFji/iEVZBa8gApCr61rXDijiXzso78Skq8+ht6FjNa9U1aBMwZVLjTTusZMt5eo6N89XNL9xXD6EcRfmj8PSDbB5twzG/W19rn4gk7MfiBTmarrOw13wfN7y53fyX3/m10lTy489+8t4+c3PwzOpPqMgq0xHJqfzSGOdx7ivLEz9sK6bMZorRnuQr5EEAX0mXKBFhoAKOerkGRFxLUvsMcQCfecB2GHEAepEJJTIs8OQeYocpUGbEW1HLCISFimzRIU6BYaEdAk5xS6HqDMh4jIa7DHa7xC8SoU2Y7YY0SeiSoaYlCJZhoQcpk4GwzlaZPDJ4TsFQ4DFcpwmj+QgGQyrVKm7Ls9VJ5lKSdl1mY/LmafLhBEhZTKuu4PHIWqcocUiVRouJ1CizkU6nGaPQ9TZpMuEmHkqZAhYocoaXfJkuJJFUiwbdEkpUKeI78qnFlyfhiI5Vgl4BKs0KQl07wz5vRf9Eldll/mZP/5VvvtPX0rypWOee/DLJOnYHOqe8Ix08otFyX+sA4/DWO8drcinEDlP0LQZVy4QyF4uCcRWMpLnTGLJfZ56SJKdnA8lT70T9ibKMASeqhL5noD1MJbkyFrJlyq+Mnf91AFff0ZKdic6VjzWuHKBKg2d7Wj9K2s6/34ICzlV+7GeQPpqSdt3HTDuThSI8dA25YxkSusDZTqOV3WdTrQ0vmJG4x6P1eV4FDsw62mu2+hBdU6R5qtLOmbeE0nwPZ2b50k+NIgdqUn1d5wo83BZTYQj7+RYC0VIhyIexlOgY5LM+kU86AhCdyLCUs64kq/TZ2mq61RxslzQ9R9GksUm9pLnq9XrOyOe/LibuO32j/GTP/NT/Oqv/io/++af5r0n/pzf/pU3c2X9KuzUNBxBcob9HgS+D+mqVDagaTAtIXx+zP2eAv4FhJknzEqh5tzPlAyUtF9qiExkUdGhPNi9DP4R8J+wQ6YcYycRfuM4ckMXUPph0210nQPsc5pPyYAZu6h/zfnPsuD1IH6s2y6R38t6qORpF5h3lUg/Ad4TZDS2RnEjL4+1x4ELYEsyL1sLpg/M/YslRNbq3NM+EIBX4SFe6P+/Lg+Tg//TS5o6w2Z59lp+ToQB6zIFgZNpzP3ryUG9KmBdKs5Ix2AEywsPJQbgjLpV1xegIm9Cq+tKgC7Alcfh1Dk1SBsMRTL22ppsM07rGUcC32sbOuZ4oopDvR5g4MAynLhfUqP5hsaztATnt2BjE8YjTaJYnbudym8mUCgp4zFtApTJqCGY72ks6zvOzG3g4hZs7DBr3oUm8pUFqFpFwkYjkaG5KszVIfCxhTxveuc7eNHvvYn+eMzyfJM3/crP85+/8ssEilunnca9+OlXW9H12iFVpulvKYqfLUqeAgKE9UMCqYNtXY9oLKnQ1Dg87dSbppLt2Fhg+tDjXXR6jKoJIX28l1NUvHdeXYatEUj3A9i+TyA4mehz2bzbeR0CSD6iqLWxqiI0bgm4mwyMd2HzLkljwiFkKpL7pCWB16mZubAkEhMNFfnub0DrvF4jEunAOMlOQdclW4O5ooD8sC2JTnVFQGrcErnIu0h8+4K8ECAStXGHjls7ogdwdw1qRsdIInkneptw4eMiSNHEybFyGkNQFNGadFyX45GyFr4Lq03auucWrtX9N+7qWlUOwKgrspWr6HoFGZX5C3tgS+rNYCoC+uMub771JN/xyndgreWW53w5L3nOV4r8FOqSbPnOtzDc03Uf7Skr0l3TPVRZcd/XVPfIqEWUK3KunGPTG7BO38l1AspOllOjyFXMs8mAdbqMSKiTo4TPxFXmyRKQJcM2A7J47DDgHzjL1SzyKFYxGAoEnGaPARM6TEhokcNjiTINCjQoMSFyTcgSrmaBc7Q5xS4plqzzA/QJscCEiDtYJ4NPTEKeAB8Pi6HDmAWKrNElJnUSI0uLEVmylMgxYsJJdligjMFwHcvO56B9DIk47rIWI0Ky+NQp8HG2aTEgxNJACMoDUlIKBJxkhzERc64TdIkMABUnV9pjyIiQDiOOMsccRYHitQHsTTCTlJ/+6u+jmMnzo2/9Rb73r15F8uSY7zvylXBvRyB7PqdosofAvUlm0erYSuozX5AkxabS07ct+CN5E2oZzYehkxHF6Sw6nvc1r50dwlpP+18tqaTo7kTRf6yAeeQ8ATsjgeoEzZsPtJWRXS4KyO5MI+C+5Dun3LyUszr2J3c03iiBjRFcGELZh9MGTrcFxBOr47QjnX8jr6yA76t3w+U1Aep7d0VoKoGytgUfHnSR/Zynef/8UCilkpUM6c49SY0qnrwUpMrOJKmuSTMnktEKVY50HIuApGg/d451nJrzfISJSnR2JvI0JFbkpR+qfPEdOy5L7jIHO2PJt/K+AO8w1nFSq/EtFuVdmPpOPKNj+Mb1qwj1vR4lFMOU17z8l/jqr/5qvuM7voOPfvSj3PS0R/GKF/8i3/ufvh9T9rBjSO/QY8DU3HR2HNK/cI+JMQL/MZIanXd/dxF230IdkBPkMejqkuGS6bj4JF23TjCB4gjTsFCP8EoF/GCITXuQG7oNFlGDs4k7iAFOgK26nXc0mORa8Ntgt8A2nWcgD/6S/AnJFnDSbT9EOqkYWFdg0dwFyeVuuyLWdvG8OZJkBTiPTQeIBR3A8xb+8fP4c1hsCulFd3gHYZId8FZFEv7/vDxMDv5PL8aBGZu69BvOqJpC97yit8YXYSjN/+uPN9/U71ZHxzZG8p6pVOjSpT9QRN/ztN6BZWn1lxdVycdagemtbYFPz53LaKjyc8eOwNqmsgPlgvwM2Yyi9PmMIjLbuwL6NtXvlUXJn3b2FF3ebTut+cRV0hjqwVous18JIUphNNB2vq+Mw4ojW7WqxprLwbGDrtnbWOB/7LIhVx6HEyc1Nt+XofmG69jY3eV7fvvXeffHPwrAM77qK3jDq25hfuXQ7BqlsSRAjeP6PxoJNHqBov7ZoiJbnQu6RuMYLnxEgHbhagFOmEXq+5sCqyWXEUhDgYdMUVmCQ08Ukdw7JcLRelDg3M8LaE66AqijtsYSDrVOaUngt7cGpYFAfzLWukms0EhYgblj8gfk3MQcj6G4KBIw6UhiFMdQX4HyAVVRCrIiPIUK4AngTvo6trECtjaG9Ly7Lr5Kf9aOajyFhqQ7hQqUr3SR8ZY+/2mFpdiKGHhZXfOMkTZ/3HM+mqyi7pUVRf275yW98jMiQd1zOo6XhckudCsuW3NcEf7m1SJS9YO6htbC4nXKeJSakmgZdB4kAv3WupKkBjJVjTnfUKantwnRBbAJv/3+E3zXq/8ca+Hnvu2J/NT3fI3kTcWmvtOer3vIC3Ru7bO61tmyskBeMMvUdNd1raIh7X5EFGdIanNc4c+zx5CO8xUMiFikQpEcR8m5bsQ9AjxWqXGeNn0Xj28xZIUKHUISLCEhn+A8CSlXs8hFumTwqJAnR4ZVyqzRo0gWg08ZhdViEpacGbrPhPdxgrPskSNDmRxNB7rX6LjOCZY8GYr4FMgAlh5jbmCZs7QoEdAjou1KmvoErFBhniIZfFapcpgGCxTZYbjvbdhlyJzLduwwYEDIGdrsMeQKDmFxDXoJ2KTPaTfGKln6RPiMyBGQwSPvCEKVPBVydBhzkBpVCgKAm0Nn1LUChsWAH3nGc/FKWX74jT/P9//da0i/rcwPfPm3SFpzsS+5z9hFzi8ONCfkfCeFyc4AJ0aVfTxPkfQranDlnMjIKIKDdZmBp43MRokA6XxBVYTu3dW++hNF3J+wpIzAMFETsEEEV9cksQkTkYfdkcsCO318ISOgfbAsCWbBV4OzQSiZVMkRkotDkYydEezGIhd/vz6TT027Lzfy8hHkAhGdhbyKRexNVMGpUdQ+QEEIz4P727oW/QgWcyIKEVrf82YR/GpW5315VdfyVFdSrTDVPhcLut69WCSlGykzcXlN+2oWNM65LNzfgd0BRAYOFOFATc+s9RGsD/X5rJa13092YbWoz/ZESxmcxZLmi7mcSMtySee8VJDk6GJf8qp6VgQi5+szXB/wn572NO666y5e8LwX8vt/+Hv84E+/gHe9+1284bt/i4Ojg5Ls9/VY8Zoua9BAMqKpokasVz6CGi54BOy614oI008QEcggnL+MigpNgEYHDu3AcYv/6A38bA8bDLFhH1Pbc4HKPtIdLbodtd23q3PJ77ob3BxwhcsadyCYQ76D2PnXLroB9t0JlGVEti3tNzkAmQmYFbevTdI0jzFtVTFy3ZGN6btjTpnO577YHjBSXGd/ScBuoObK/4rY7P/ty8Pk4P/0YowMkaNdVxvevRZkBU5KC7oj/X/hR5OmAsEWAXvflxm5MafX02mU/9OWJJGh2HO671xOf3edzCfnvnj9oR4i1bwiO/WqCEMYwd33y4wcOvlQGsNmWxH6pQWt4/tQqcKgB/Wy1n3gtIhEuSTvw7l1GZZt7KRIqQzEfsYZiwdOKlVR5G2auV2eV7fleCIjcmFBBuZRTqVJm3OqgpTLw5XHVC3pyuNw6AB/euv/4ntf9vPsdjvU63Ve/9rX8i1f8QRMJv/Q6+QF0pZP+tL2x5OZPyRbFqhf+7iAfaY4+0w6Z101oLEi2Gmo8q25krr29tZ1PYOsQH5+TtKSSUfylvycznvxWkXCs0V5AiYdgWbPU8R9uCtA3N9wlXk8AddMGUoNZ8RGEftoAN0LTlqQ1UMfZwIu1ABPx/VzkrgEGVU3KtSBVNtn6zp+PJGkJxlBYV5Ny6YNxQg0roOPka/h0Be6+udVZSiGbWUNslWRFz8HGPcAKzszc8ll2wwMNyXTCjLKUow6LouSUbbBWPbr/qUTwBdxGXWgEqrXwmBd6+G5rMauiE+27AjCks6v5NLcmZIzNYe6BnGozziNNaZ4AP02b/rgNt/z6ndjLbzsO5/KT37vM3V98zWdW74K/bYyUIvXyvwejeQHCUf6/g+29bl4GY3fy5BaS89LiaMBhW6CN3eERcrMUeAiXUZEbDr4b1SOiQwBeYL9KkM7TqNfIstFOsRu3QEhNfJ8hDOcYpcKWQ5QZ0TEAmWq5NhmxEl2WaXOiBAfj4iEeUp4eKxSJSTmQ5yjTJaImBI59hjiYThIhcA1JjtAlT4hRXLMOeC/QpUOI1dqVKVNQ2IKBBykzgFq+9tGpBTJsMOAGnkWKLFGm5CEOnnO02GXHlXy3M8udSdCyuDRZkwGjwETDlNj1Y3FYNigR5kcnnMrxKQuC+Lmvkkyi7iXAunWAw8Sy4ue8m34oeUHf/elPP/3X0pSy/DCp33brAuxtQLXhzzNn3lPoH1joKhyLoAVXxHp1aIqFjVycG9LQP58X8D2eA0uqzsZTArWF1COE40ldtKabqhIdeAL2PZDRdTnCpLTeJ5A+3JJWYDlEhyvQ7QHD3ZEMHaHehYNEv0sBJpvT3W0v52RyEQpkHzoqjl5JOJUr+2ORVKygbIDWf//Y++/o2VZz+pe+Fe5c1p57bz3yecoCwESiCRENAaRbMBEAQYTjcFg+xoMBkwQNrIFWGCDwWCSwWQDRoBloaxzjnTy2TmsvHp17srv98d8e68tIfiuxx2De2Wd2mONtVd3V9Vbb1VXzfk8cz4PHKaKnoeWMFQsYZhkIhj9GF5kv3OXhirBuj9TJgBH21hUGXJRlsMgEnRldOydMMjTMMtEYqqByFTTF1i/v6vz4DgiHs1AaKgRaR7rFc13NxRBOky072Gq8/70kUjf1lhzXhoRIYPITeCIyFV8EZh5LlJwpyTJd/V6UtDpdPhPb/x5PusVf5uv++6v5U/e/sd8xHsf4se+6A38nZd/EW7VwUyhPAQMhC+G7ElEBEpwY3l6qSOM7aOmalaxTIiC/AsD8xgpg8oCTqfQSHE2+rgnXdyVS3jtQ/z1FUx6HdobeGGAcQ8QKzmyG67avyeIKIQajNNR4MVcgWLVOqsPwJzB8SKM6YObQfmAPYCbHDdqWNP9mmXd/ziB6yrzboyLMds4boHrHAc3jUkwbOM4Z/nfXcyAv8QpHE+PDu6cvw/D5Tly8P/GUu1JBpGOUBbBWG33xv8zGdFspsh9UXK7xvyiH8FgKAkQ6AYW+MoMLED/1q6Mxg37bfB9AfoolIyoUbfiPPtz9bq+RXkmnf/VG5IiNZvqhzCPpfefTGQoLkoZh7ttaLcFWi/f1ENqa1djP31KN+PpTBmERXdk11P0v9lUpaR4rlKow4Giq62qfAe4IiDzWJmIak037bLU73miakb1ioDh5hrTOOYbvve7+bk/+D0AXvWKj+Fnf/m/cPLECXUgzoyV21gJVpFa+cctkZXI3qTKAvoXJT+ZL+7gDRu9dgWSdx+3vQ1s9Hl2aCVI2wLtlAKbjm+BZAMam9Ljzw9h691q3lVmun4cX96CbK4I9mxfGQUcAU3P09zlAKn+X6aom6Sx3Y0zW/u/1PksMkXSm1YP7wZwdNlW45nomJub+n88kNHQmGOfxaJjT56LpOQTvWZSlWgNqwLcjWW48mciRok1aBexxlxdPS4FOt5VlCmfa+x5pnnxQ1sm1JWHwguUWZnuWeneXIRjcc1mM53H4S1bZnWmua+viYw4xno9+tpGnqjJWfOkrtWoKcBepNC/qu9rpSPyNLwJ6Zhf//NHee2Pvx2AH37tq/j2r/ockYJ4rJ90BNuPCQw66HwWBXRP6VwGFZ1bvyLSlKfKSiUjnGoXb+YQRhGF61G6FRzPx3gusyjmtNu1in6HlJwBMcu2jOj72GaXsX3fUAITMhJSSuAeVmkTkVBwiwFXbRH0JRo0iXBwaBPyGDuMSKjebpZWp02VSxxwGYdDZpSUXKePg0tgzcjrtEgoMBgych5njzo+PUoGRLSJWKfBU+yTkHGTARNiwGGDJqdoU7Ema5mmCwAya0DeoMVFDhkw45AJMSXnWCLE5yYDrnBEg4iLHNiGcT6n6eDYikUBzm2z84CZbTHn4OFwgo6dN2wmyUYiQk9gtiwVWT6K+aaX/128xPANv/wDfPMbvod2vcGXLX+crr9+omhxtyqfQVYIVF4bK9I9y/U07lqJjzECpJ1Idfg9TxH0J/oClS0bgR7nyioMYkXDjxJbrKGUGbdno/jjVGSkGYjc5OVxUCVwIXJ0TzJobHvWf9MIbK38DPoz2J7A9emxh+mUr3HNMmVEap6Nihtd55cnIjz3d3SsjBQ935rbKj5ov3ULReaWgI1zkY/LI2U3Jpn60qw2lCmJXBGJR/fhGV8ka3em7XUiZZ13rdxokeGeZBp31VUlpxLNzd5cFZbqkcjFJIcn+8d+hu0ZnPZUfakWaA7255JQGVe9GnamGhOuMi0Oxx2VHUdzErh/+Znt3PHfGrzmVZ/Dy1/ykXzNt/99fv8vfo+v+g9fwh88/Du84R+8kWanJRPylnofmAeh3JYsxjgI8N8LPAomQUH5MceN0fp2RzHC37W5nh2rBfT6uCuX8e59GmftGqSG0jU4ThPHr4Gb47SHKNqfWxzQYRHRP9YtTWzkv6JzbYZgNoElcC9iyh6UO6g+agvKMSIV+9qmKVF2oatB3hm6dxCaN6vvP29OhGGMMSnO/65ZwOH4e/DXnJsPx+U5cvA3vRgjAFhfVgSyzPUF+MAI9f/ukueq/lOJBOxBD4mtHVhZEjBv1o9B7myuqkR3nbOlSQ9kEF4Yl7MMtnfV42A2l5m3WhUYAzh7WvKU7T3AsWVSG/IYHA0sQEtkIHY8wGgb9YoalBWFZEz7+xZQOtKIx3NlOQYjVVOqVfTZJBe4D31VXFpZgXOnVJEoCLTfSqifKIJrtySJWV6R4Xm5K3L08pfCg/fBjVu8bzLiC77ne3nq+jUqUcSPfNs/4uu/6Rtwe21FduORAHDUsvr7kSQ0+RxwVT7Ur2hOZwd6zRSAlRilU2Uawpo08NO+bW7WERCttNVNOYt1XThGlXqmW9rfbCjgec+na27Sua4Zx9E6WarxNdaOTbEUFoCvqUSpF4oQgQDxomzqwEYVK10bXXc0nshen3EfTAeSy8d/F5nO43DruEGb6ysDtrwso65TkdwmTxRpdx0IS6ifhtkIyj2VWTWJvBfJXHNVqWv7ZQ4bz4PhHuy/T6Sq0tHnaxsiUs0T6q4c7IpwTPd1Xa48IEBzdENko9ISKXTMcYO55prd70jjLXMLdKw86vBpXa+NNWULoqbmePvd0Dyl+UrnxyZhvwb5nIf7Vb70p94NwA9+zafz7X/3FbZh3FzbcB1bWjaBxlllxYoU+s+KxPTO20yinf/eeRGZeAxljpMMafpNytk2ZXyIt/cMpr7EJPRZanaor72QE9VT7DJmZMtyFpRUCXgRJ9hmTIcK1xhwyYLkGwwI8FmiRkpBDZ85Kc9wiMFhhRZ7jLmbFZ7hkCYVAjxCXJZt74OL7DMlo0Zgo+wV5pZ01Ai5ixX2GQOGm4wYk3KCNn1ictsX4Ql2eQEbnKVLiMdN6z9oELJOCxfXNk6bE5PfzoS4ODSIOEHbVlMa8AR7CKI5XKJPaI8pJb9djrRq4f+ImJScfabW7yBzd4sKbSpU8HHvrPa9AHhZqd+NUFH8VqSI8PaEfzD7PMok55t+84f5mtd9F3d/wxt5+cd/jEqBrlQULQ9ckYGNisBpUSga3ggVWcfIADtOdb+Lc8mMmqEAtTGK0l8dCZNtTS158NV/wJtrHwHS8jsoqj3J4OYI1poC7qDI9UbderIKgd5+LAKBbgu0rLym7inTe38HdmJJjUrrgcitj+JCW9sMPWUfKo7IwCyHyVja/rzUfEQutCv6e9/6Ahr+8fZWaiJVeaH5bVdUYaksYZhDPRVROWdJ0fWJAPxaXTKqyIHSU9+HpUjPmdR+111P0f1exUp96soUHMwkP+pFImBpqc9dHWk+q6Etz2rlUoGjuQs83YN6kc5Rr/L+nr6FBOvOZmpZac3nAsDOOMaZz1kf1/mNr/55fvaBX+Lbf+G7+PX3/AoP//N38Yv/6ld44bmXQAbOOkQvgHwI2R8ofuHa20x6AmH4KiICMcLzbUQKRkCYwNIYLvh4boDZHOPc9V4gg9SHIsDxEpzTb8NtXADnXnDOQXlgN5AAmxbg37A7mdodlIgoLIB/H5xNcO4GZwimiiobBToXdBGZ6AMn9bqZoM7LBcZkGOOAY43OHxS1/3Uo/69ZamC2gd7x6TK5PYz/h5DsQ315jhz8TS7pTHKPBSAJa9IYe8Ff/mxZWm21x18yDn+wZTrTb/+OU+q6Wv/mtnT1C0Ny/0jVhKZWMuQ6AvHTmW7+nqMHxcWr8JZ3Szu71JF/IU6l1Z9OZFZ+39OSHvWPYGdPoN73BFxLFLmp1mA4EXAvDPT7qijkuAKXZ04pejwc6wGSGY3FDxUSmScqbep4Ii1pJuIwmghQzm30eq6IJ70enFyHW7uwtWUzJ2O91mpiqlV+5l1v55t+4vXEacoDFy7wK//in/DQ8++Bch+uP3FHTwJXAO3mOywxMjZKfwiDqxp/UNNnikRAb3qoc1xtyguQjAUo26cUwfZDkQQ8AePpgc0EuNLkexVFyGsejPtw8Y/0MEvnipo7oS0HGqhkaeukwG+lA9uP2vKfmbbrBJIyRW2B6HjC7RKhvtU5tzb0mXx6HKkxxr5mJWpmIsA8uqXr2AskA/KshGnlIZGevcegf13HWSR6OHuRiIfJtP+Dp2ByUwSpsSrAjweVZWVI9p89zozkdl9BHbKRZDfGgaQP7oYyDAbNs4O2OdrR8c+nIgaeD/WO5sjxdO5mR/p7tKV5DRuSCbm+zpPj6lw21mx2yFO2xPX09+xAn9l5L7uxw9/+zv/IPMn58s/4SP7xV3yGtjvrK1PkhfrJJtC9oGMbXFGZ2vYpfdbx5ZNobOqa8GyKPp3o3FHSygzF5BCm2xycfpCiXmfmZNTShNXty9w4XeG6P6VGQEpOSskydRJy6oRUCLifVXzgMkfE5BS2Uk+DiBtMGNoGYH2mxBT0mfA4u5yiw4s4wZyMITFb1pcwJCbAw6dCYjULCTlX6dOiypiYAJ+EmBGxHVvJku2L4OFSwecGI+5imQiPF3OSATNCAhxKLqJMnIuauzkWHMzJ2GbEWXps0GSLER0qFBT0mVEjYE7KgASPhDP0AMMyDebkHDBmhyqxlU91qNKlxpCYDtX3Jwag++dG/bhuvusIxK7WrASoD70K3/jKv8PTW5d5w9t/nde88R/yzjO/xqmTDynq7Nko+zyD/zWAJ44E/lcq0sKv1RSpNo69D94hw4kLC7xd3aMX9fyT/LghWtNq+n3XgtiqtP7dqojDYwcixqeaNrptM8cu2u/QehQOY+3n4tB+vxKZml1EhgIPHplpPFP7s1GRBMdF95W9BNq+shpVT2VLOwFcHGvbO3M9I0JHsqFmRY3Pnh3CpZGkUb6j46mHIvqDXN/BZimtv+tqrO89sN4FR1H8jYqIwCSVZGrbRvZrnvbpoGfR0VzZlNDT3E9Sbe/G2JI+T6/VQ81fnCubgBGZuDTQ8y7y5IX4uE2NuVt9/2unE2mORsnxa74rb4fjaN3dOe5qgFl28Jfhtd2/x8d+9Mv54h/8Kh69+Agf+xUfzYa8vJ8AAQAASURBVL967Y/y9V/6jRA7MNVtomgpJuWtWCnREFkBAhTc7yM50cBAVCjb0colSYtzyvYcv3YVZ/UqzkofJ23g9nLc5RmOfwiEMhs755EG5yoiCFNbjahERKC0r7eQ1Aj72poGZQrUBjoG9qCM7OcSbYsAEYWG1nO3oXAwixbOznkJLZiCcxLHfj+Nsc8K/u9lDUypIZT7qL/EANgBdx2cxdfBJow/nJfnyMHf1JKnigIHFT38QVHF4Q2ZQhcEoCzh4FBA2RiB/dXlY7nPX7WU5XFU/87FdQXoO3b7RwOB+noNAd1I5KFWE/C+fksRlskMbmzB2pJ0+WkqedDegSL7V28porO1rW1mhRqTbe9q3J6nLEGjpZtnkSu6vwDYYSCTdBQdm4LTXNvcv2XlJZHMzkmu8VUigT7jqFvyZKh7T70Ka+vw0L0an++qmVmnqm7I9Zp6IGQeo6vX+No3voFf/p9/BsBXftEX8fpv//vUV1ZU7jSxD8PJvoBbYxOCsZqTVZdFGlxPEph4JLC8dEElQNO5otq1ZWUehiPNeVCB3l0C07N9RfhnNoswPbTNsFqw95RIhjtXQWsHGXlvvUfnt3PCdiquSQPsuprXdGIbeHX1tDi6DPHMXlOFXksm3Dakhw3rKbDE04+gc1bjKku9N7olMlHah3F9VVKgsU0hx0N1UV5EurMJLN1vpVZtneuoqbH6dV3rS3eJiFS7yuq4IQRdzUE61jHkia61SlsAKCuVHait2qzA0yInfgSU8lKUNuNw853aRzYTaShzERQvtJWK2qp4ZDKbgXFh86UC55Md6J7XeTGZsgVFpgZuQajvbPOEsi7trojh7JCkSHjN9/4GN/YGfPQDJ/mpb34NTjzQ/oOK5tNx4MqbYfsRSdUCCxy8qnoklLmkUUWiRm+1HvTu0bn1fMmpTIkfj1gqfBpeh1rZpizqlGGNUTkjKWcczLfoNdfxbNZgSEyDkANm5BTUCGkREVOwTpNtBrcJwiUOicloUbkN+Gek2JimLmNcPEImJMRkDMgJrUJ/j7GthiRp05r1IAyYk5JzlQFVW8K0SYV1W3q0z5QNmgS4PMkOMzJCfCJCQhzqVDEYthjRonKbGABUCRiRMiOloGBEzMNsUcPjCgNycpvJyDhJk3P0yCiYkrLLhDk5O0w5RYcuVeufcAhtw7Yq7b98P636cK513MG46uvnxligMC9hmPKvX/y1PLl3lTddeRef/W+/iTff9RvU0kKSmEkKN6a6151pSse+P4e37MhvsF6Hsw3JaG6MJXupeCIXDV+fOUoUnb6nK3B7aaRI+WEiAnKUCLjfX1OxhtBRr4RGqNeb0XF0PPIFkq8N9Zn+XGMa2CzGUgXaVV3HvUDoqluFj99URaJxJpJyNYWDBB5Y0phSGwRLjbwF7QAmjjIRSSEvxP5ERt2KB08eSLKzANo3x9a8bec4slF619Ez5foAmlURqKRUd+i0UBZia65sQVFqG3EOKw1lIFrRcR+CJNe8DhPN3dZMoH+Wy1x8piVTs4vIWDWAd+1q/LuWcMxKkb2jWMbnz79H8/p+z2FHxGgYWwmZq27ai27NR4nmwHUUM1uDsvS5LzrH//rPb+Y7fuw7+clffQPf9lPfzP+89Sbe+H/9R3p+TyrEu2zhHyA/RFh7DWFlB9hBLuawgGUDQQnLfQhjnI+/gVuOYO1JnPoIxxvgdqZ4q3McN0cZgQHwsHVCH9ofX9cGQ47LJR0hsD9HQL9t/x+CGUHxNpRdj+x2n+aYTBgN2kH6KjcD5wE9o8qJgjrOLTArYPYwprRovgDH4Din3r8h6QdZjEH9Iw5VQdXxFV9yz9tExRCcDXA7lmt8mC/PTcHf1JKMjiPliyWoChRlMwEjUMfg8eS49Gieq4LQ6ROS9fxVSyXSZz9wyXIB/EVX5MEdxMAgT0G7Ce99Au67G+46Kw/BwaG2d/6cbmyVSDdB14XrN+HEhhqg5ZkeAo2qJEKBb7+FRqBqPtMNsNkQIWi3lKXIchGfMJJ0yPPVDCfJJDHxEHGYTjVGF93oWy19fjhWOdS7zmpeOh31RXjwPkmpyhkQwV0v1Y27FvLui8/yhT/9X7l0sE+9VuOnfvIn+ZLP+1uKAi/mvyxkmi0LnZeoqXPmhgJyC6N4fUWCz/EtAfj5QLKQaufYi7B/EeZ7ykCEzeOoc5mJ/AR1qBlFsvefVDlSLLGKujo/0wNte9FN2HFtpiERWan15GsY35QZd1HSk10oHRmEy0wm5mpXUha/Kl1/kdj3Sx1T2BQQrfbkfxlch633oKh+2+p3fW2jyO0xNASckxlsv0dz2dhQFaDRtqRY6QSyiraBkZfBNATAs9hGlFyN0S2hFikbY0IB6DwR2E4H4NV03RSZMgQOMvbmsfY1uKZrL+wqY7XoMRE2ZUgu5pLslJZc7T9hw0UFHDyta91OB1FP2y1jfX/ry5qXdALkmLLk6173u/zF+65ycrXLb3zflxKlexCtSuK0+pCyJAcXud092/GOZVe1nghE0ID2hubCcfW9H98Uwax2dDxeAJUKrutRNQVVE4LbxRBQlgmXvDlOpmpEMbmt1+/wGDtUCKgTssOYSxyyxYAzLHGeZcakTEjYZkgBxKSsUOMkXVIydpmxSpUuFQ6YklmT7gYtxiQMiLnGgAjXdijWa30mZBhO0qZDg4Ax+0zpULVVj2CHiTUvq9HaTUas0aBOiMEws8XZG0Q4qDpSdMcjq8TgYRgRMySmS4UXscl72CIlIyQgI2OJCj4BB0wocagScJIWCSUbtq+Di8ucjMh2Q85uXwQfZPFdGz2+YxnEirLXA4hcgl6dX/207+Yjf/Frec+VJ/iKn/jH/PI/fQNOL1L0OPJ0XmuBSPA4E1BtRwKNFV+vXR2rbr/vC7ROMviYTUl/OpENhDR1Lf/FljT7yxHMazIeH8YC9wepZElLNRGYyLO9FVwB6lYID+9byU9Vmv8813dhlqsnAS5sVjWOtSrMUsBRhP+hJR3LzYkAcGE0rmkmMD5OrYHZl67fd9Rh+SCFFyyJrNwcK5OyZLMEnQimVoLVCbTfE02tW/EtYDS2aa5jvRX23uoi8tWuWMNzrjlaqkp2VJnLFxFbUG+MMjPNQGSjFYrQOA6cstH9Riiy0I/hf9xQ9iN0rRzS1/H6nrLupeF23wOwHZRnmoteVfsb2vlbsxmgOzwJjgvuJhBAtR3xb3/i3/GJr/kEXvu1X8Vv/c5v8fCjL+KXfuaX+ajnfzRlVbflcke3fZZlK3OMVezW51DJVHJ2zSj41DqAuYf/vD4eKSUeTt3grYBbG+K4bZ1vdvQc5RQC9Hv2bw9VLLqKCECKov4LQhAhXdMuyircI8lpGSNCsApuzQ7aAKfBa4GpK/jn1PT54r328ysajxtA2QUzw1DBoYrjNHCcD6K++IClPAQONOVuBFSg3NVpcpt6BOE8RwwWy4d54uRvcCmSv6ICkWO/wShiOhorS7Bgwb4vTf3R8K/ffqUi4D2aKAOQZdL01yqwuS4AeOmafAbXrqsDcqelz9zcVonR7V1Fu/tDZQ6KQuD/zsUPJOvxF7rNUPuYzORNqFUE2OpVlQ8tDQwmiup3OloXVH50PJXUyPNFGE5siETcfQZObErf2WoohZ0XiiAtdW3VHEsIalWVOa1X4PAIZvFx1YmgAlEF02zw+ne9k4/+6Z/m0sE+L7jnXt7zjnfwJV/6pQK6d5rA/aqOe2HOBXuTLwWIR1vSjicjK9lJVIkoqIlgZLGadvUvC6z2LlhPgCdQmU4VfY46Ih7Dm8da/jSFdKhz5ddEpkr7Xq0jQ+zhMwKxk772m4whGyuaN+tbr0BmG3Ll1oCMJTieuh03VrQfimNvyNZ7NJaDZ5UVMAWsP6jmXx4iMOMdZTsWDz5TqprQokEZaD6DyJKIWFF+1xUwTsfax2QfUjtPu49Z/8RYQH16aPti7FkiZaOXRaoo/iITEVV0nHksbX46tZFKx/oUrHdm9W6R8Mm2iEEaw9FV671INH9Hz8J0IPLVOqmnqutrfhaG6rMfq+1NdnUdzEe84b+9lZ/9w4epRiG//b1fyHowkJE7bKkUqouIUxFrO411zWtgvQiTXf2sP6hsTn0FWqe0v2QiI3pR2F4K5jizkkxt9aU+TjJl2VRYLavUKh0UtW/So0pGySFTCgqWqNGlxk0GJJQ0CagR0CC4bchd9E1w8JlYedEqNQocaoQ8zg5XOeQaRzzFPhMSlqgxJWHAjH1rQK7hEVPgIelPQU6OseVLSxIyYlL6zLnIAQkZ+0xZp8EiS+HYfQ6ImZNzjiUyCpslKEnJmZLSonL7tdDKpk7Q4j5W8XBZock9rFJQ8jj7jJgxJyOh5B5WOEmXNhXAYcAcgyEhv12u9fYS5wK+zxxJfz5O3//9EgFzg4yx04ylsMVvf+z30KzU+dX//lv8q9/895KnzAoB3AV2XJQkDVzJa54Z2hKZc+nhpzmMY1ivqorRYWwLLViN9cLwOsptn4RMOvwHlkU8bk0EdpuBotMn6ro2tyZwdahMxvZMhuFmpGdOnKkiUFwouLJR0/3k+kRk4MoA3teXtOeeDpxri3ys1RSU2Jkp0r5RlyxoaMHx5ZG2OS0UcD7bEPifJyJN/Qn8xY6yGAsylJWKrPuIPLzvALZHIiO78bHR2Bh9v+q+5iZD3oNOVcf9+BG8ZUvyr0mqbS5VRRJ871jCG3rKdkSeyFNpZE4OPP10Knp9uar1Vmo6/gd6WvfK5Ljr9WI5tIRw0S9hQTYGibLuDZtNuWNxMDg18E55eEvweV/4uTz88MO87GUv4/r163zcp30sP/pzP4R7vsT1wF+C4IQKu5GC18txO304ex16W9AcgF+AO4GjLqxPcLJbQIzfdvA3pniNGMcNkcxHcj793kLVhAzSKd0CHrW/A0QEmqi8T43bXdsYoBNdh3Jq1/WAq9L1UNh9zcDUwF2SmdzxUSvoBJwuOHMoj/TMcVvgFkgz5WHMTcryGcpyC2PukG3dsZjC7rrJbVmZ44lEmb79kM9xs7jnlucyB39ji1+D9MBqie9YTHnsOchzPqjZJrSG2w9cylJZhqOB/m411dxsNLYA3tPvG7ek4a9XFV33Ar23f6DSoaZUt+TZTESh21FjsoNDePxpdRH2HI1hOoO7z1n/TykAHy7B4YEeKl6gcnEGgd12U6De90QEalZSdWrT+hys1Ghz9bi6UOQrdHLtphq2xYkyF6srqlhUFNrW2pJ08xsrttOxLwIUABfWYQaD3T2+4jd/nf/2nvcA8PWf/Zm87nu+n8paBa78TxvRjSRHcV0bya1I+15bElDLU0V3x7uS3PgVGO3BZAvWX2BLd+4IgDqelY15Mr8uosSux+1eA6ZQxgTX9rhwFGVvbcJ8X0A5n0JtU5F4v6YOwEeFld0kyo9Gp7VOPFDDtCKTX2G2b++GRpEWx7PR+VT78yoC01P7OeNY+dmRiFpmI/1LF9Sf4fBZgfWwJsBuBtp2aSSDCqv29VxjnQ+PqxeFdQHdbCpCU+bgjWyVpIm8KdlU57u+IRKdHNiuyijEM9sSMfArVjoVwPRI5973bBlTR/s3NvMTLCn6PtwBSh1XYQArwzp4xhqojcZMphKp3obkRUWiOWqfEplafZ7Wmx1AMuTZrQHf/obfAuDnvv8beNED6zoHfkVErrliiWBsyU8MrXWNeX4gUuVVROLChkhC1NB5qC3pGjRGc7l8t7JHrqP7R/u0LT2bwNEBfm2FcP0Ed1XOs8XktvRmhxEbtDlFZ3Gz4X5WeIw9Eko6VHGscTfCp4pLTE6fCQkZmc1ARLhs2e5J+xbuL9PgLlaY20zDDlMCwMVlgsHHpUeNAkOJoUGAIcBQUlJwkUMcHM7SY8ScPaa8krOMSJmSUrGPpjkpES1O06aktMVYS1wcWkRs0GRkm7XNSJiSkVHQtSbrEJ8+Mzxc2kSEeJTWuDhkjovDnJwValTwGZMQ4FnCYJf9OTx2qPnvRTpHt6awbqPbIGDfDgWaUyslK0oe2LzAf/m7/5LP/Nlv5Z+//gf5jC9+Dc/vnRRI7scqQHBzIvLhIynMJBWAHqcyATcqkrikhQzFcaYMwyK0V5TanmNUi7802l6nItKxNVXEPvRUlecw0d9tSzziqQB1Ukgy00+sf8fX73EBcQmbTRGIcaaKS0tVyXDSEq6P9F2sBVBL9ZlrIzjThitDOJqJBGSlou3LVX1Xu1VJpZ7pw9MDgecyh4mnZpYnG+rdMIo1/tWKPl8Cg/lxfwgfZQfOdXTMu7HO1VLF9plILeFBgLwIjrs6T1IdeyeSwZhSY7010z3jXFNkoOprXotSxuthIrDZtWRhlitz5Dnax53m40Vn6w+25Ebnd5RK8hV52u8sU6O2BaEAzp07x5vf/Gb+yT/5J7zuda/jO7/zO/nTP/1Tfv5nfoEuKzguBK+A4skCU9vBqWQwKGHqwMYO5A1oJbj1EKc3xOtOcdtT3HaME64By4gIHCCQv4I8AKAOawtJ0eK1AkX211FZ0xGalAFWF2vfG9vPDhDJ2NU8E9j1bolUeitgzoA7BkvaVZq6qn079rmGC+YInJGyDYRAjOEacAZnYR5YLJa3u44+amxi0PHkPzAGGb17H/wUfTguz5GDv6klaqq6STa34NFYOVHj2IPgL3R8H7CkmcDxnYsxivRPpgL8oOh/rarypTe2LNAO1bRsa18316KA4YE+szdSxR+wlYg8WLHp7qOBfl+9Do89rW9Tr6eKREsWoBW5dPq7e2L6QSQw7XkaR7Ou8S2t2JKpVspUrytLsNxTiVWD1l1ZFoF54lmldE+uywz9zCXdKJsNkQLfh7Vzqlg0OFJZ03pV+zy1rspEUczjezf47De8nos7O7RqNf7D17+Wz/uUV8LsvbBdFXgP6tB/WpmAjRfpwR+1rITHU+S+tiLpUNLXMeexTL2NNQHTrC0pze77FJHvXBDATlLp1JORokNlLnAXNVUONI2t/tzVWIpURHA+lhSmyCSPcT0Ybuth2lhTNies6hykU1QWztd1VO1Y30QhYJ2ONe9+VRKdLFM1n2RujXRtHZcXaUyLsqT9yzIPt89qXI01bbPILHA3IjDtUyIARaJzX13S/tKBSIcXibT6NREjv6a+BkENqi1lQypdSZlMrmzAIptWJAL61a4eHNlQoNhp6XuUx4qie6GkW9W2mpNldj9eRZ+Jh5pnPwK3LSCezXTdu57+3z5tZXxzSZPOvBJ6dytL5VtAWGlB1KDsX+er/uXPEicpf+9vfyJf8MkvE9Fqreq4ilJk0ZYOVYnXRCTOr8PSvap8FDZlWs8TEYPGhohdULFekIq8HmUhY3PQgM0X6/iOrlip0ypB+ySt1efTd/M7wPIcg8MFK6qZkzElJaZgyIyYlJKIORlj23RsiRolcIVDbnBEgMvLOMU+UxqEzHEJKFilRYBLaUF4ixpL1LnMgJKCCh5jElJyVmjY2iURER7XGTIlpU7IOg2qhCSUhLhs23KrNxmSUbBm+zicoU1IwAXU+G1Cio/LEjXqhGwzps+EAohsOdLrDOlQYYUAH48ePg7yKQT4uDiMSDjPEoYZfWZUCLnPdoA2wAET4v6EymMjmn6FqBKpks04U0T8YK6IvOsIpG5U9VphpN1vBdDy+Yzzn8DXXfs7/OSbfpmv/JrX8rY/+FP8d8xFCoxjJSdTAdlLY7ivqypFezO4d0mSpb2ZgPeVITSm2m/NV9+DSSaMFXgCubNMke95Iq1Et6L3NhsCtw1LQJ4dyAdQWGlMO4JHdlUxyXcUbc8MnGkoW1EPRQge7AkMJyWEcxGDWgB3dW3VokyVisZV9USYl8oqFCgYUBh9xndhnsLuRCbllYr8DjnyU1StRPWBriL+qzWtuz23kXabUby/p7GuoyxH5On83NOSKXrRwO1EU2bl0mhOTjc17rs7IjkuNkDkKSBU9UXIHBsIqXgadyOEjz8Jv39VsqmsFLCfpvD8FZGEWaZ9pRaV7s11X4g83d9CV+fQGJ2zfmYljSXMjN4/UT8uh3rHEoYhP/qjP8rHf/zH82Vf9mX84R/+IR/xipfyG7/4mzzv7heri/KpKeVeAkd1eOEQygzvwhw3GGCyGk45xnvRFbzlHJ0YD11EPvAACrPvIxLQQX6CRfAyQsA+R6F2x97rXJQtAMmLXI6zCk8isF+32+7b/0/stmrAnpWSbtjtJsASlHs2u1/RR92pZKnuCGNCjh3XNTABcIjjbL7/pNmkkDF2GFXrjfatnGhX5mS3phieU/tL0/5htzxHDv6mFs8XkJr3ZWR1XNtltncsIQpDAak7pUVZpgj85tr7b28+lyyn1Th+rdmQrGh7TyTAGNX7396T0Xg+lzE3DOGRJ3QjPLkOd51XdmFrV30JjDn+Jl2+JjBer8P2DlRPwu6h1m3UdBO9sS0QRaGxRxVF+JNYwKbX0n3EC2Rg7nbU7yCMVGb1+Q/qYXNwJMPX3efg4cdEDJoNeMkLlbHoj0QCnne/yEiRwcteIInFrA9eE176AqjX+a9v+SO+7J/9M6azOS84d5bf+I5v4vzplh4w2UTjnx8J+LfPSfMfVBWJr63A0tKx3ChPoNbVz4LgmUIEYrJtgS0CovMx5M8oGt46bSPxczU0A5GL7illIZIjnaciEYjGCKRW52qKVRqB5SxW9N1Y0GlS8Nq2SlLfRv+NKhhlUyA4brrlV7Tt5XtVv38+1DEELXBKAX3P1R1ycMNW5jGai9Etm/Fw7Gd8AfAyk8xrMWaTWYnVTGMqc4H1+ZH+X18TsE5Gkvb4kYhF2JB5OxlIi1rpoIiQEUg3iDgYo+3PHcmbpocC9HkM5FA7p/Pv11QVJeiItOXZcfUnN7DG7KHGMz/idi+Q5gpQgt+wvpCe9UpMdc02NkQoApGwN/yX3+PN73wf6ys9/s03v0b7LjJ5F0bXYOV+jXl8S6TBjwBfWRbPhqyipgjB+guspyLW8bi+KimZVNdN+5TWXxila8saY/eMtpPNYfdJVi69nbDZZr+3jqmGtKhyLys8yz5VW2Z0mxFHzOlQI6XkMoccMWeXKQ+xykna3GLEeZZYpslJWhwwpQRexEm2GVFjQoRPTMoRcyICelQ5YEqDgKtMmBBTI+SAiS0RqkpJz7DLKk2qBHSIcPF5iFVqBExJ+W0e4/mcoEuVGIfrDNmkRWi7Fof4rNN6v9ugwVDYMqRjEkbE1iw9w1BQJ2JOSo2As3RpULUlUTMScm4xIKVkhTor1FilSUrBdY4gL3D2RuxHQ8rKlHOTJr04tEZkT2A5s4Bvtaa/KWUAXqvJnGvlOT/0Fd/B7196K+9+97v5kR//13zXZ3y1gOMgFa5peAKfgSNgfWsm8N2fC5w+PpC0xXPhdEMA+c9u6TtS8yWdqY/giQPdQ4cp7E0FMl++qSh73WYPah5cm1vga/X940Tm4L25rl3XgvmJBfOHc5lvT3UEjnenugfUApUTnRfQmgtjHsXK/s4zyYtcBIxPtxRBT0tF1uMcHjnQ9vJSEffc0Ti3J3q9E8g3EBdwfaz79jCxkXxX+0lyHcOppuaiFykjsjsVUG/4gKMszOmGNUdbUjfPlGGJC33Gd5WpwNXclsaOyUbvW/act0NlFN4+01hnuToyV31lmh49VJbmKNG2A0/nElckqBlK1tWL9H5a6n7kOdrOicYxLvgrls/8zM/kkUce4fM///N5+9vfzsd88iv4yW/7d3zxZ3wxbj7GPRFQXhgTRSMwh5ipC/EYpx7hnLuO1+sj4D5CmYKFrCkE7rLvgbwGPQTCF3KhGIH3Qs8bxsiDsPh8YD8XcNzK2SAJ0VX7d85xj4MGMJGM1KujjEUqCZEZC/Q7Rs8sWjIjm11w9vVcwgfnCIyLoQDenxw4ng7B7IPT0OrlIZRb3C6C6q6Bk8qs7K6B2/1rp///+OU5cvA3ufihNMkNC/Q/2Jd/bUWm3qOh1RkHMiNXKu//uXmsG84HLqaEp561WnJr+n3qEhwcwMkTAquL6kePPa39NRtw0xH4j0JFnCqRiMmFs9DtCqi7njoOO0br2AwszZqi5HUbmc4LmI2hVldjszAQUZjNlUGoRCI1ea7XnnxWx9ht67O1GoxHIgvttva9siQJVasBrbZITtWB4gBo2UhxQJGP+L9+7Cf4wTe+EYC/+5rP5Gd+5LuplUPonlYDK7cuiUw8hqNLAsJRy5pBPT2AZn2BybDO7ZpmUVM/RQaHpSrPOK5A3dE1SU6iuu1R4An0TvxjY5rJtV8nEiAsCgH2IpZsqMhV4tLY3GelogluRHB4UYC40oJJLLCbxQLbeWZ1/hVdW5NtC3K7IjpB1XZzTmUUjuo6xjzTzXjW17puKb1n1NAxzg4U3a6tKELnebZEba6xh6G2U6Sq6tQ9YyP+U5gONZe1ngXHBoyn+TI2UpXO1b/BDfV+nuk8VG1kclEJqdLR96YfCHzPB8clTsO2SFs2E+DvnVdWZbQlcD+fCkQkA5uduUN65DcEuE0qcuTaiOH0ph7Sfk1kJJ9b+daIy9eu853f/28A+Mkf+m5662eUEUjnkqJ1z+vcpFONcfVBkaL5QN6IfB/yZRGO6pLmN2zIizHe1fHGA83Z8j06rzMris0T9cporujveAQX/xjSIU73Ao3pNqP9h2me+ziy9jI7jDhkyhINbjKUFYiAii3Z+TjbjJnTImRGyi3GnKJDSkGFOafp0KPGJfrMSInw6VFjRkZMzsRq/huE7DHmWQ4oMHRtRF/t0+RnyClYp0VgX2tQZY0GMSWHzNhjxISMyxyyTIOTtDhNhz2m5OT4dzyqEnKmJEo44tIgokbIDQY8wQ4ZhrtYYocpMSkTUk7SIsRnmSo5BbuMGTLHwaFDlZicPcYcMCaxsqVxmpC6MaFxMTsznjFj7i2X6KaROuQ+0ON2v4DQh49aU1OuwVwZztPN2+Uvmyca/PRP/zSvfvWr+Z4f+X7+9kd8Ig/cZQMGa2NJebJSWYKbM4HWRV+DSwNbYagCz1tWTf5WIJ/AntX2DxJ9xkFgdTfRPXmlJoBaC+SXqPo2s5UJpB7ZiLcBRoU8B9NMILjh26o7jkD3vT0ZgWeZIuinG9AuBWxvjAXGfURONuvyFcRzgV/HiAAEnvwHg0z9Evo2gzJNLbFHpt24FOg/LES6HEcgfpzq/y4C8r4ngvD8tjorNyNlOa4MtN+alejEVtazGsoTsj/TsWzU4AXL8LCjjtBXRpJunWuJ5EU283J1pDm6vycidW2kTMxHu3Cxr8xmz2ZkfHQutqdWRmWzQHVLKAexCOVSVYbzbqRzgqOMzTSXxOlOWdJfsZw6dYo//+M38Q++6u/zH37tF/iK738tDz/xbv7VN/5D/FMTHGcPpg3cUzOc6Dole7gYPV/IEYC/gczENSQbagGnrPm3RCbkPWwEzH7WQRot127LSmlZs9toclzpyEdpnSkiFz2UiZjZn572xwjYAfMQjuvLg+CtYMozwLaen+4ZHGcZYyrAE2B6OLdrjvoYM7bj+suL29Nt3th4mtvSoTgJuHfEWImUrHCaH97m5A/jQ/9/cfnrIgKuq34CPRsx9T4IAQCB/oUhbbEMRqokdHgkiZHnyqQ8sRKXvX1p/RdLNVL2wXFENnoWIJ/alGF5MNbN1/RhY003iiiQ+fju85IMhSGsr2n9/UOZhOeJvn13nbc9CnI4u6QsRqelnglZBjv7qloEMGzA+jKcPyvT9MoKHAxEKuJExGBzXT/dDjx0Di7+hUqaNtuQHnE0L/ni7/oh/uCt78B1XX7kR36Eb/3mb8bJZgLMQV2ga24jJEWiiHx9WUTBAMPrAui9uwGr1WyfEmhdlAx1bTagSGRgLTJFlvMMXPvwqi8LaA5uymhaZNp3WchX0FqXBCgIYO8ZgcOopf0WpbIvYVNjSCe6FzdXdLeKj0QCw7qqO3mR9lVpQfcubXdyYK8nR+D65ntEbCqt48o+yUjjMZbg+J6IS9hW2Tq/qvGVVZG1oKpj9Kvg5LB8H9z3qRbUN46lQI6jbE42g2tvkazHr+nBlxgdjxtoLNWO1nE9VQJqnxSwry9bKVNpiY8FyaufBrtPwOSWiMDsUNIn31fmw49sViOETk8EIhlBGdjIfajMR7CsHgsHT1kjYiDyXm3rOnEceQ3MskjS4WXK9mle+89ez2w24+98wefz2Z/wIoH5sClCM2ppW8bR2KsdEaTxNTj5Uo03n9uyssDaQxDVRPIqHZ2TzgU9BA+eVtajtMdSbYv83HoHnPsErbfzqK7D3t1Q7TBwahT5kOb1d3HlgVfS8io8yDq7jOlRs03D1MPgBgPWaNCmcrvT8IyUQ2acpUfDRvtzSmIybjCkRkCJoUsVD4e7WLaVhSDHcII2GSU+LkfMOccKE+a8lNO4OLg4XOWIAIcVmkQEbDGiisdj7HKKNh4uVzgE4CM5zYA5M3Ja9lF1xJRdJvhWcB9TMCHhNB0yCk7RZc22a5uQ4OOxwxCDIbZVkaZknLSm5U1auDikFMQU7DFTwgqfsZvSJQCnIJq7TDoOh3FMPXcJZ4WtjHPHvbwawEvXYGcigBf6AsSdEFohn/ziT+a1r30tP/MzP8NXftc38Zbv/AW8dlUG5UkmcFz1FXl3bebWRxKaezr2eeDYXgKuiHxSCFwfJuob0K1JxtMt9L3pRALva6FAvSkU0DnX1hj3kuOodeCIeCSp7gVnWrr/XBnD6baA9CgT2Qht1L7I4HlLcHdbhueLI+3Hc4U1H+wKcF8ZwdN9SXsWevrDWN+VjTqsN+DKERQOnK7b4h1Gzd92Y4H1tNT4Fv0lXE+G5mZoA2Wu9TwEmvNmqHWniTwMk0z3n3pgszSuZFmVQEbvUWqlV5aQHMzks7g+FhExiFCcbysDPsuUiQlttqJTsR2eSxGKQWKrHvmSjfku3N3Qeu1Iz9Odqb7jNUsEZkbr7dascqDQPqr+X4kbomHJT//g63npi1/CN/3zb+f1v/mTPHrlnfzid38rK/fVcDau4URPgW2NKHC/hzIDJXDOIuEIaEC5DjQVNKEPTsfKdTIE5kvkTVhDID/Q5wlQxuHI/iwIQolkQlVEPMaIQIToIqlwu2FamUF5FdyHwDkAJoonmfM47iqOE+E4DsbMKYsKyl4ow2FMafe1IAvvvziOvM2mo4+ZEnhap9WkSqItPgd20x/GCPnD+ND/P758sJ4Fdy71mpVf2OxAmqkMaq0m0O4gEB0niuAXhSRH47E19EYC754LD78PDgdWrxkJiF+/pRKqy8swmkrWc2LjuHpDGIE7P65SdDSG4RSm42Pz8ZUb8kMsdS3AcwTc4gL2+yIuiyoRy0uSJ1UqOhZjYMVGkP1A+0xi+QtWuioR2m4JyA2nPHblBp/9nd/Ppa1dlnodfvVXfpVPfNUna67KOy7z+qoIQJ4KpAZVyVQWUf8i1826OZMxNBnLkNs9r/WTkR6Irg9L90H/krbTv6RI8OxQgLC+rOOqr0LvnAWFiUBxfGij+ksCtslMYK8sFN0eb+m9sGmNyUvqhxFPbfUez2YgXFtdyYJLY6RZz2LJjWb7Aq1lrOo9XkXRbYweYI4r83PUUWTd8aCYQTGRzj+yMqo81YM4GR6Dft/Kh46uaY78UHM0vArduxWZj/sCyMPrIjWVJRgfaL48m9avdQRwnUBkx6BeEqaQJ8P3ZfieHIo81VoiTu5JWx1qpuZhaw+oGlDUlHm6YoGNXxHxWvQ9qC1r35v3q6pQciTSUF8SCZzsao6LVOt5viL72ZRf/M0/5E//4l2sLHV5/Y/9CISxtjXdB3KdQ8eT76R3Xtma6Z7AUFjTZ02u+Sqt1nd4S8cwvml7eFyDlQd1zUx2bWncUNkE19X3+ubbRMz2n4XeWXkUsjlDf0bNb5LNblAkY4JaQBXHgveSFhFzciq2sCgWsEf4OLalUEyGBxwwI8QjsD8zcltyFNtlOLSdhl2ahMzJbjcpqxLgYEjJOQJqBGSUJHYbBpcD5sSMKcnYJrP+gYickgifGxwR4nGC1u1HfULOHlOaNicBUMVwxIxDZuSUBHhU8TlgxhpNmoTU8NlhzCZNe5SGDMMSdTy79RxDYLs6JGSMmJNFhjQwVJKScjnE3xlT3cvJ5inh6Z6kO7tTRXgdR9V2JpmqBk1SIY5WqMyrrXv/oz/6o/zB7/4+b3/yYd745l/j6z7liwX2Gx5cmwqkzjLopwKvt6aAo+06WBBsFGlPCwHa5arKbT47gP5MspZZDl1XYHVmo+STXLKM0kZ92yG3+3CErnBVx8r3dmPYnSviXvdtx2EfKqWAdT9TZHy5ouxEL4IbE8mPhpmAfM2Tf2F/ruOIS+2jEcCpmo5ns6GsgylgP9V3dppBN4C7lzTmcQoPLqup26JS0zSHu+vad1FqHNEdz0zPVZalN9UcPX2kKP48k+n7TFtgPrcyv6zQcc2trj4tRCRujgBXfy/Kv/rucbamGkhC5jp6rxFovK6j82dsAC/yNJeLXjO+ozmcZlBtcNuPV3ElGXv8SEZl19HxVn15ELwPwAWF5stphvz9L30tz7v/QT73q/8uf/7Iu3j51/9Dfu3XvoGXnJ4hYO+Bs4QE9w1kPO4oa8zIvtcF10bqqYN5hz2GXOuxDlwDHkNA37e/+1qXma4xM0XoeqLtMEZE4AoiBT7KJPiIKOwA57Qdcx3oYcw6rlvVfcr9QKjqgrMMZo4xE6xGFFjCcZv8dYvjQDmTpMgcAgUUfZmRvZ4+Y+wuPpyX58jBh9pSlgKZoCj67r4tAzcSUTi5AYcWeA/HApy+JzC7uS5PQ6d9u5oGyz24eEXmYRAYG421n0pFN+1aRRmG3QP9/8SmaHdeiGjMY+g21eegWlM1ndFUIG44FKjptkUiGnXJV8JIkqHCbiPL9PuxJ0VIem1VTgqszCjJdGyDIaw2IPOAEpa6/Pr/eidf/o++l+lszgsfvIff/NnXc/Z5HyVQ64cCiIv6/JUWLD+giPF0X6C6SGHzRQJtC8A53lbEG2wXXiOg3z0neYfjWknRVFVqmjYjU/oC5JWWiIbvHuvJg6qAXjbXNvqX9H+M5tnxbOY20//9SADf8aB50oLVSLKZaleAvUj0fhDZqjf7AqUL/4Ib2qpLRh6EZKgOz0VpQX1FpKh7Eunih1Bf1/arHclh+hePsx5xX5mQxgrMd2CnFOBtrGsMoMxG1LAVjOxDb7KlcTU2BdDnB9Lwg8zeQVUAv33mmHQs/ALDm4q2h1VrvK5qu0Ed/KGIxWyg/Ra5BdNH+kw6lvG5yGwviobA9NEVWL5fc9HYkHE8HSnTENl88uwQSg/8KlmS8D3/9ucB+OFv/kJWnKGtCFbVua12JSUab9lz+7TOy8HTOt7JDuCIJPoVjWe8pf9nM4F/xzuWjEVNa35PLBmz+t+VB6whvjguxzqdAw5uEGOcSN9NB1qE9G1DMw+HW4yYkVqSkNKgwv2sUifikBlbDLnBkCv0bVUfhwExKzTpW1Aek3OCFveywj2sMCHhKn2GJAyJmZGyZLMUqjTkccSckpIbjGgRUSGwJmlVHjpBExeHHaasWuBfweMmA1Zp0LCVg2YkuFaWtFgcHNZo2BpKhoSCAN+OAWak7DHlHD1eymkyCppEXOWQXcas0cDgUCOgQnC7SdoWQwrHsL9ZcuJGRj1zaWQ+LEeUS20RwVtTld28tyvp9dZEpGCtpqh7XggwJtltaWG73ebf/LMf5PO/4cv4l7/+k3z5XZ9CNfNsWc1QOvW8FDloRyIVnqPSntszge+DWGB2JZKmv1eRzKjqKbMbenB1oqZhe3O9vyjLmZYCPX0b0V2rQKsCe7HA6CwVgN+011sl0PGlJSxbqVE7lBzGNZLAVjwpShwD93YEbjEiC30rd1quHjdGK33NV92zngy7z5oLnboIzihTNqQfw/ZY5GSjpqi/KfVMW6/pp0DkpyZvym3StFkXaTq0/opFX4JepGxp6Ing1RN4aiAA3gr1/sBmQCcFVByZxbuRDOcbdRuIyTW301zPuCTRuWqFIgirVetfyDQfviUZiypEWanzuD/X9TGzfw9jXUN3mpGnNtOyWnt/POA4VjRvwHF4+Ud8JO/877/I53/1d/D29zzKx73q+/ipf/tJfMkXvQQY22zAVQTYUyDRvYQQ3Co4bYF7JwQegHKAgPjMavvfg0D+QiK0kCJVEfDPEVnwgIscE4jYrnMTZR0i+7up+yJH+tspVDTCVIFbGHMSx/ExxvuAJmchjlOz+10GCozxwD3ClC4lE5tlCPjAxWQiBtQM7kZMuQ2mGkHf1W5tIvnOgmUfjstz5OBDaZlOrdnYRjt8D1aX9Hfg2Wo+kcD6cKyo/SzVZ2pVePwpVSXaPRTIf9XHwrNXYKknQtBpQ/8Idva0rxc9qIxCGIk83NyCuy5of488piZkB4cwGMBuoXVNcZzypW+N0SWcPimy0T/SOr2ePAWgMqrDEbzrvXqAra/qGNZX1L8gTdVPwRiILKhqhJTJjH/+wz/F97/x1wD44s9+NW/8p19FbakmGZExAoPNDRlkR7cEFisN2HiBgGg8EAGJWgLLi3Kg8UgpzvoylJEA52xfILnSFogc3lBUuyikLz+8InJ18KRAebWtuvXTPa3vV0RExlu2rn4pDf90x57PiqLs2RwoJFkKWwLKg5uKJPfO2LKaI21n1hcZWcgsRzfVvCyoKBIOMjG7PsyGOobxvkhNkQEuNE6KHMQDRfxBEpZ4KEDt147LjYItqxnZiFZH57q2JOKSxQKziR1fkQk4O55q/acDGYIbG1Bpap48X1mSeArVicZa7UBzFeYjAWtjYP8ZwNN5m27r9WQqg7cpBPAnO7ZD8lARsVnfkqhUYykLGdLzGaw/X83HChv1DyN5JOLRcXnheAjjLf7T772Hyzf3uOfkMl/yqhdan8FED+eFDyUZazzVZe2n0hbQH23rvJW5Kg5FddsYLdY5jwe65kCdoMtU5LzMbQdtS9wrbRGkeGh7UeSw816Rq1qXtttgMNuhGjbxq20MBgdDRkFKwVX6hAQEVvbj2G7GLg5L1NhmRICDj8eUDJcxNUJKYIMGI2IiAtpUuMQhOQXY/gD3ssy2JR99YmoE5LakaZsqFznAt2rnI+bcxwp3s8w+EwpKFoKAA6bMSWkSUSHiHF1ScsK/5lHl4bJJy45V5U5DPFIKMkrWafIiThLiEeLRpUpBly2GVhjl26yDyyEzTtFmSMxT7FGJPHYeTLjvKZ/VzWUy36FyKYH9kQBkpyJQe6p9nFUtjEhC4AoAdqvvJwF9zcd+Ki+88CCPXHqcf3/rj/iWz/kqlfJ8aqAoen+u66odKcKclvIdnfZVhciUAqDLNUXePUdkolsRuKzaTMCstKDYEQjHHEe2+7F+j1J95+7rwos24U+3JWvaSpRFWKsLdK9U4YmBjLLLNR3jm7cEvJuhLdNp4GxbmbiLQ5EjB4H/RZfjuFBloLtaktSMcsmZ2iGsN2E4FzGoBjBLtH49UO+HCy0B8YmV87QCgfeGr6xBWmibu3N7v5hrHjqRwP16Xe8/NrBnwgYu7utonkNX5+xsE/7HkTUfG32X1yzBGiTKPKSlyqrenIg07M11HiqOwP1qVd6EUSLi55YiMI/uC+BfGQrwNyOd01sjeTTyXI3h7mrrHrBQENR8EZmV6vvLi1zHNm7Lb5OjExur/Okv/ie+8fu+n//wS7/Gl3/1H/Dwo9v88A98DJ63hwB9igB6E0XtT9lvoAPls2AugH8gmWw5kimYfZQB2EL+gCEC545d1wDXwWzav0NgCWUP+kiG1LSvPwBctuvPEIlo6W+niiknwEWMMxFZwAc2cRzdJ0UUNjHcBGKMicFsSQ7r1DClh3FWcJyTOM7S+xELMwf1UNjFVHPouHDkUaZLsFPHWwf3xP9fP/j/8ctz5OBDZckyuLUj8O/b0zaZwjseEZguC0X2qxVF6edzfT89H27tKrX84D3qB9DrCngPhpIQrSzrgTOeKZof2O2f2JT06Gho06QevOABOLGmMqqPPikTc2kk/SmMZEzGaBxZZsfqKJuxMDkvdUVkxmONa6UD/T50W5IuBaEkJVuX4fkXlHJPM2gZONUDExIXc778n/4Uv/I7/wPPc/mR7/oHfMvnfjROpSGwtGg4l07UUbi5Cp2ziroaq0sMD2BrDwa74B8eezxqS5ISVbuKxGcT62DypYfvnBEwG90UuE8Geq+5qoj52PoPcKGxiBobjSWeCASPrytyPt5RZDyoCwQaB7AAdtZX6cr2puQn9SVFdBxHGY88FVErS41zuAuzbRGYqG3N1R4cXrbSoZGIx/IDQKZovBdKWpOvqjJQWYgYGI5BtWPT40FFJKtIRXhqXQHWSkcEorUmiVQ2FXjNphrzeFefmcyOI/hLF0QMXBe6Z5V5SUb6nOuJ2Nx8u66DeV9jNKgL8+ZLdTyzvshXWFfUq9Y+7igd1QXw44GNNFaU8fAtqXGMxtI5IzI1uC4PQlAH30oXbPYomc/4vl96MwD/4itehR/VdT2MbipzkyXHhu+oZUH8kgzwjgc33yHi4HjH1anap6xXZQ/wdF3WlpV9yQpdv/VVfSaqH3tdBjfh8Gl9txfX5eGzMGnSjlrEtZC93ikGyRFbQUzpQo0KB4xpU8HHZUxCFZ8dBsQknKLLETElBfezTocq1+gztKVPd5lwxXYN3qRFTk6NgCfZpUpIhwpVQgI8mlQIbYO1TZq0qTKyzHWZGuBQwadGaKsi1XkfO0xsVmBKQkzGkIyHqLLDmPMs4+AQ4FNiLOnRk9tgyChpUKFKwIOsc4MBqa28YjC07XuLZYk6CTmRbfbmkhHiUaVGF4+Mkg4VHmKNPjF0qiTVCYezGXc95RFkvjTiHSuVvDKR7rw0inYvIaKQlwKSq9H73cpd1+V7v/wf8ln/11fxg//53/HVn/lF1FuRDMLdisD2SqbIdODYbIArsDrJBJZ7FZUh7VhSOU4EgMcZuJmAdFnC5Ym24SBjfsWD7VySn5Wafq4MRAhCXwB3uQ739AR6XVfjGSQ2ao+i/0/0RTpW6gL0h3PtOy4kN8Ioa0Cpqk3rFnxXA+2jdKTdf/pIc7luAxCPjrVeK9S6FzrqlbMzExm4uwuXRnBXE168KrLje/K1VWx2pBMq4xG4kvLEhbwZW1ORlrWqjivOJTN67xEsBwL4oc22dCrWa2vJ2Zu3NB/tSHNd9TXmEsmoupHA/kGi3gxpKa/DiYaM6WUpb0kvEjnwHVWq2rdzV2KvkwpUUl1HNyeq8AS65xtN619qhbRS0718nOK4DoaIqJbw0z/7Ol7yMS/hm7/5n/Lj/+4RLl8Z8J9/9lXU6yHHHY2XgBCchnQ1TmkF+AaB9TXgaeA6kgll2NKDdjA1RDIMilBtospDOSpnGtnPbtht3UAkY6pjZRH979nyQBtQjMC5rvu262IKV2NzbwLncGzDTccJgXMYM0JEow5uG8epYEwO5QjjbgMBjtO+PV2mLDBmB8f4uE6kaqmNAjPZxWmcwD0X3Y6DfTgvz5GDD5VlYo3DC2KQ5zIAu64eUN2eAPR7HoO7z8pvMBzKMDyfyQj8vAcE0KczG5m0etM8VyS/VhN431iTJ6DX0c22UbOehFRm4svX4dnLsHdw3NugXlWloTwTuTCOIkfGKDI/nigSvyiN6Voi0WjAs1d1XBvrkjklCQQTRU6vHMCpNVUoCifACfbznM/+su/kL975MM1GjV/719/Bp3zyqyXrWLqb9+tEHdQlMal2bHUbm5Yd3hDIXXseHF0+Nhn70fF7BgH61obtWNuVNrzWE0jeeBFsPQzjud5rn1LUOZko0hJUJV+ZHelGt4jGV5rWGFtof0FFvoHpWBH5sGHnL1EH4eamZDyd0+qQfHRVVYcqLVVfqjQUkU63rB8k0BhnRwKt86kdEwLk2QCq6zpGPI1p/zEIO5IdOb6tMhQqzbsA7XmsqLbjaT0AjOQ37kAkqX/VNvgKbZnUUMdHLtKVzQRoh9dFdJbPKVreWNHnmmuas3RmidMNRfmrS7B03sqqGtLcn3ulskGmELFJBhrjrK9ofZ7aPhCuzkVQs9KmdVtBqdQ12T0raVjQEIFon1K35qgFjXV+5lffxPX9CQ+dW+MLPuH5kkillmhFbZ3z+qrmsXdO18x4GzZeCM62ov21FStFc3QtVHs6n6NbOp7GsrYZDzXv+VxktsxlvjYV+TWGN61/oyK5VOuEytOOd/HCGsuEpDfeQzg/xG23uNVqsFONeZd7kwdYY5U6QxIKSuYUtIENlGU4YMaclD4zehbI32TAiJSMjPtYtxAgY0pCRoFHxgTwqN72LkQUbNCioGSbMUfENGwGIqUgtRWEHmWbU3R4NffwqzzCM+xjAA+fNiEFJVcZUOMWKzTwcUnImJHSIMS1hGWJ2m3w36TCPawwI6XEEOLbXs65lUqBh8MKDXrUaFGhxFDDx8FlmxGHzKgSUieiS42Zl2HurVF7uCD0jKL180JyGYPkPfvxcTnOWa57YFGqMk7DRuAXS8XjMz/qVbzswvN5x6X38oaf+Am+49O/0kbGS1va0+h62awq6HJ9dFw2NTMyCVccuK+n/e1PFUU3pWQ2vUj3gRBF4ntG0fYbE/lGS1fja/gC4JGNmp9uacyRC0s2QxBbSQ6OlcFkis73KtrGTmmrBCWq6tOzUXNjBMhD/3jMJ2oiFHMb6b6nC+87VCZjlgnUtwoRktBXxDw2xyVGo+AY/JdGGRXQOIfJsW8gsOgu8rTtJIfHdgX441TrNQNF+N+2owBZzRWAz40kPC6aDycXwE9zEZRmqCDSbmLlWKU8IIvmcgYZwz10jCcbqo4U5ZJclY4I29QSwN1Yx+S4Ih/VQL+v30EO5rnOlfuBzADNzZmmthfnOJXTmMouxp3zNV/zGu67p+RzP/97+Z3fu8onvPq/8Vu//ulsbKygikQ14GXgZQigt6C8KDG+Y1S2h33d5xkieVCueyoOgpCB7qUkHPdKaNvP1lFmoInkRxnyLST2vQ6wKR2P29T6ZgxlCG4fqIB5EswaxtnEceZAA2MMx+Zjm6VwFXoAJEXCZvK8Qzsea1qOxhhjcO6Av27kUcYe7uoYx31/Mv/hujxHDj5Uljx/f5PybH4MBPNcN+JeV52Gw0C9AoyBqzclCfJcmY0dR1H9wUiEYdEwbTrT9hflUzdW4NoNa0ZyRDDaTWUKbuwIzIeBTMN7B3pI1KsalzHKDMSJiIFxbDO0NpxcskRgTUQh9OHAhTOn1GBt/0hp+NUlRWRHA2iW0PEhc3n60jN8xnf+Sy5dvcapE5v83n9+A887tw6r9wlM+h+gMUynFuznAp/VJWvgnEnKYowqy8RDgbRkIimPG1h5y2l9Pp0J0DY2jj0DcEwgsqmyCXmmuQhrAu9lKT18Ptb2gqoA33BLoDGbKZvgOTaqjdYNazIEe74aZmUTjbGxJkAaddXRN5tCc+nYeJylSuv7hxpLMrdjS6B5GgobvU5H4NWAQoB/nus6mu5YI/RYoN0PBb6Lmfa7qNLUXNXDbD7U8a8+YMmHsZHzpjwVzTUrM5oKbN+WyTiSMBlP1ZvSka5Nz+qBdx7WfPgVrVckkt60T4pkVOryRswOJP3K5kCpzEV9FeYTqNkI1rSvc1JkOh95otKxjiswlYx1fF4oc7Nro131FebzGd//S38GwL/4oo/GzefqvrzwYEy2bZfjmq612UBjM2jeZ4cC876va7Dak+xofqB9JBNlReor4NfBL0UkXE/ZFccVqZ3ZzJZf1fmqLYvcZXOJaKM6eBGpkxMFVXaLGVmcc8oLaRLxjjrcZESBoUlEg4gRsW0WtmtLkEpnHuEzYE6Aa+U8KWs0qeISEpFTMCRhkyYZJbvMcHDoUSMmZ46kQ6foEltJUEJuA5+KOvpWztQmIsdwlh47lnKs0qSCw5ySGxxxmg6rgIvDkIQxMR2qLFHjtO3hfOfi4lBibvdoKCjZZUR+R8ahR5UHWCe64xGYU1BiKChwCTCWXOSUdGtdnN6U0pvrXuqVkuWs1QTmDuYCeHtzRdnbRve9yBOAfMhmEg7msDXBuTTge7/wm/nUH/gqfvhPfo6v+9tfQtOvwrmKSIDrWG16zUqNEnhRW+B+ZyZAmKRwpq6yoDkiF/szOMoEpI1R5BpH95ftibwC51vqCeC7alK2EsE4l4QkLazhOFZ/AddVdH21LnmM7+gYDmba5t5M48yNIvF9S5guT6Dtqyyp54iwDFPrcbCgfLmqTsOPH+r41mr6fh7FyhysV+DaRMdQlCIjrr3nVn0B7U5FANxBhueqb3uyGJ2f3ZnIR8W1PRzQ8fge3NMWydiewYlYADt0YOqJ0AX2nGWltlkJNQbf0/gu9UXa1uvKmtTs6/szEYgNC9gX5UkHsf5f9fTs3p6K1Jxqan+xJUw9mw2aZBprYWxGp3rbW/CXlnGqc56XOJ4DSxuYVobjJLzyYz+J//Umj7/1mh/lPY/s8/KP/21++ze+juc9rwFOVeTHPYNDF8dxKJ1A0qJsiCRENzj2GLT0zOAIgf8xxyShY9+PUEaiBbwZlTO19zs2gRcicjBF7DWVp6GYg9PV+s4tYB0cS47MoR5VbOI4E4zZxXEKwMOUVtLkYEmDlR3dVvLllGVmxzCGYIjTySn7p3BDX8NPHfGHWvaX5/bDdHmOHHyoLDUbvbc+MXKlzTk4FCAfjhXhDwP5C5ZsJqHbEUjcPYBwS5GXwFcH5EFTBuUkuaNvgZH+f21NNapHEz0gWi2BnItXRSR2D447NLsuTMYaT6tpTaGushSO0XuuowdPaQR480Qa+mYGG670pdVTQAcSVw/WRgAv/kiNbTrhz9/6Dj7nu9/I0XDMS174fH7nV36OjZWu9lvtSEJSpAJ5IOA1usHtzsGmPAa/i2Uh0UlncHRREpxKRz/jLUVmF8bfPBG4y2L1HZjuC/TVlwX8p33tf36oMRxekYF3cE1R9KChajvJBMoEBjY6U1iNOY6ISDwQQVmU3ZzcFDHwqqru4/h6fTawx+poTNUlWz71luRP8UBRbdcVySEXUC+MpE31JUX550PrCyhFTjDyJcyHsHyXzmcy5XaX47AuP0Uy1bzVV0V2yhScisZ1eFnz0b/CbW1vOtLxNtd1ThaVfrxAx7X6kMY6O7B9FvqSZLk+iv5bGYfrab6irsqXJpZ47T2lLNBCq1vbtJmEkT32sY5vtCWSUeRad7Iv6VbnFBQrsPek9tc+wS/88ZvYPhjyors2+JyXbugamPdtpauK9R24msfqkiWKvojBzXdpn4016znxtD9jswcmU3bh6LKuE1xlieKBrpfxlkjAyr26ZnYe1Xqebw3vma61dKJjmR9SkJJUawyTPTrRafIsw0/GtCoeW94RlzmgbRuBqbyoyy2GNIiYkTC0hmUflxEJAS4X6FACU1JcPPaYkpBTJ8TDYcScMTEpBUdIUtKlzlWOqBGQkNOw26zi08KjoKSCzxExfebsMeEFbHBEzISYKQVg6BNzyIyEnJicHlUrZZLWeUxymxwk5Owz4Ql2ucWQZWqcpAPAkIQ16kS3+yMrC7EgB1OmHLDPlCOe5gYeLm3quFRYZom6U6G84BI8gyLIg1jR8WEqML268Iwsot2FyMJyRTKSfqJo9GEssjAreHX9ebzi3At4y5VH+enf+S/8w8/6CqstzxTVrvsCqKWx9fUtid+dqDToMIV37MHdLTjfEejcmQvQJjba71ZlTJ6Xx2bctND3KCkUKDhIpPnvVTTufiwJUVbCLFZU/NpIBt/Q0TieHcCzIwUOagHcOhRAPtXQ73mqbVd9RccdV9kI4yjzUpYCypeGqkzkoHtDxZfXoShV1nOewcUjSVoXoN9B97BWKKJU8UVYqp7kPHkJw0JkYGuqORuV6v58ZOfWdeDxAwHueaa5eNsW1CM9W+uR+hBEnrY9sxnxKzZY1gyUfViqwM2xJEDtUNvpRFpvlEoylBvNn+eKGAWe5ERLVZGyg5muKd+HrTE8uKRznwTaRm7J4iTTsUaevAd1GwgbJfJx1H29X5Q4O3Mc6tBpUXgH3PvAQ7zlzd/Haz7/x3jrW5/hlZ/0r/nlX/wGPuWT7wIaYI4wZh9jUijeCTyLJD8C4Ir+j3SPul2i1EPgvoGQdWhfc5HH4JZdr+CYVEyBt6EmZxfsPtrgXAAzAvM0mLoNFBn5CBYdmM0UylsY5xaYCOM0hBeciZUiDcEcAJkyBCYDqpiyDe4NIABnE8ddwl25hGnchPEpMC7umsHUYhyny3OLlueUVR8qS62qyPx4YrMIDly8LFIwm4s43NpV5ZIsV1TJdWQAHk5EEhwE/B95DCZzVf/JczUW63VUTvT0pqL6OztWf1+zP1WYTZSJ2D2QYXiRsYhjpY0rFaWuy9JGZBNbfcWF82c0hqs3lC2Yb0F2QyCylYA/huuPKYrslurJ0FlSJqTb4hfe9jCf/I9+nKPhmM/61Ffx57/3a2wstwXWFk3lGmv6e+ErGG8BrgywjgWVYcOWkjQaezaHnfdJvjPaFShbNN8KaorYJhPwG2pKVeQiNZM9W/c/FRCc7lkTrC+JyPRIJScXxlRTClTORwK/2VQAPxlanX6isaRzkbl8Im15nmnMUct29XU0vmSg7Ea9qwfuIoJe6epzydhKqTxlU9KhtPjGFfikgOmuNW5nd0TfE4Fe35N5G89WxYmtZKymiH2lDac/Sr8TK5VaulsEYHBFD7paS5Kg0bZAbJ5Yn4H1GiQjSWYWhuaFT6BYfM7TfC80+fHQVoryNHaTq1dAFsPuexW5D+qW5JYC3flUQNrxRGYoRbxmRzbynoistM9a2V4Vehes7+EkP/urvwPAt77mo9QvI6xorpKB1m9akgGSAtWXbUO9UCSuugT1ns6L52suXU/vYc9bUFV2yDjqqtxY01wMrsONt8lvEjVEaDqLTNZUgCtoaq6MAVMSNjZIPIMbD/D6V/DiARUnJDYph7Yz8JyUA6bsMGbFguwJMTtMqeOTUbDPFB+XB1ljhZYlAh67jInw6Fr/gqEko6CCS07OmBgXlwCPATMGJDjAlISLHFJiSCkocVilQZ2QnJKBJRdzYiJ8mrZPwS36PM0umSUjMTl9prerDg2IreE65xp9rtDnkAlL1EgpuMGAixwQkvE+HuHd/Anv4k1s8TRX2KGkZMKEm9ywraFc1vAYcMAOuwy5yRZPs8c+K1EH52RTgHNWKJoeOpYg+CIMjUCViu7tCixOrRRlmCjqn1opp+/gpAXf9tDnAfCzb/lvmKNEkqL1qgBf1RcpeOEybNYEfvcmcHksoL9cERZ73yE8vCcCUvFFgPupzL55AeNCWYO0lE7fOHBrLOA5zwV+z7cEOANXkhffgrNd60W40JYR+eJQGYfCwDiWmfbaSBmEcSJpzv7cdky28pjCKAx5sq5xXx1pXnxXYPqeJRmWMwTWX7wmP8XNofUZtNWNuBbY3grYUswGro0170tVyXf6c43nPfsy/V4ZCOVcH+mcGbTPvalIx1N9rX+5L7KzOxXZ253CKNb2Zrnmo2tlVFdH8O5dAf/9ueQ+J+z4slIEMHLh1kTz0Aj0XNyeCugbc0xIGp6OLTciWoHN2swKeRoWFasW1Ztie6+5MbHlco0yBh6Sel0Z6bfnwOEcUxbS6Hv3s7J6jj/+w3/O53/eKxiPYz7rc36Mn/6Z99r7pWPB+S7S7zcRwJ8jYG+loaRYMyOqEtRD5ODEHX+fsqDFZnPpoqhmRc8uRaC0D38NvDqYW+DNkNTIBYZQXLGZ7hSKS1A8AfnboAxw3Ba6YLagaAA7ypybKRT7UG5Dab0Nztz+DlEFpBKcZZzqEc7KEe56DvUxjlPBcRr/d9DYh8XyXObgQ2VxHIH2WzuSAU1mqijUbnO7UdrIRu83LFiOE4H6PFcjtN09VSrqtmRIbjXV6KzdBozIwnyuBi/jsdaP0+NMRBjp/9Opvt/ttkqXxnPJlEBm4m4gsuCkkjRtrAoMbizLU+BlUFxX5aGTZyRd6eQQTCGawWwHHjgJp9YxZcq/+IEf51+84ZcA+OYvew2v++EfwPN9RZ+bm1bTjkBW54yN7M4Ewpqbev32PLoaS9hQ1Hp403oBBgJqfsU2Cpvb6PhMwLRzRiBv9wlr1kKG1NTKbUZP2ypGrqorVGoQnheJMMZq3AuVtowakpBkFpyaXBG+Iud22aF4LoNtMYGDZ9Whd+UekZCgLslPbCP3vQ1lOLKZiIDvQveCxh2Nj6sMpVMBzMTKX8Iq1Dd13x5tCbyW2A69VYGI0ZYAeeuUMgO5zcw0NkQeHFdjM441PE+0r/GelaV6ivg7NtqdDNSVurFim8OV1ty8JJ3+ggiEVaic1nW5+7jImuvAtALJuyW5GdxUxP8g03quqyxGpaFn0HhHpCyqagzGsZmeNZ3/IhdB65w6rgiUzXUM8z5PPXuVtz36FM16lc/9hBfquq2uinSVmfVT1FSBKRlrfpvr2ufG83Rdg66B5oYIlCmVTSlSzV9YVZaKQoSweUIkKBnpmMsStt6jea6v6nxXl5TByRNtr3VSZDOsEc33abgleeBROGAme8T1GmnboUqAh0NAQJWAnIIZOQH+7cpGu0ypEeBQskKdQ9v0KLZ9EvYYE1PQwL9dfcjHo0JIwYwqPqntQLxGjRLDLhN6VFmnQZ85XSq4GJ5iH4MhwuM8Xa5wREKOh2FKzJCYpvUEPMYuZ+jaDs05uQUYiw7MY0sScnIqhET4RPiMSNhmhym3SJmxQQuHkqd4ggEjImL6HOITUKdgxIBVusyZMCWmywky5kzZgXxdMpl7OupJsDDM9qoKml4cWuxzh/TDQSAwLwXOW5H070cJtCp8xks+geU3dXhs7xLveep9vGS1rozD/T0B/XYo8HNrqm3dnEgGZBwB+bTQPefWVCVAJ4Ui/ZMcEg+eNcfZh32bNWyHArQl2kfDtd2VXYHKqq/foww+ck1A9yBRpZ/QE7A+UYWhr6Znk0wZCccRMG2G+q6WrjIRz18SoJ8kmq8XLItMLFX0c2us34eJ9bj5itQ3MsmG7ukqC7A31fs1X5Klv9gWGK+5Ate3JqoUlFh9/vW5yITvCMTXAskexzNVBvJ9640AJqVKpWZG68aFfmapCFYKDAc6p9VAJIZSBKnekLzrINY8j6ycaZ4JwO/a7PuFluYvyTXe7bH6QDxvCT6irjnuW2IRWSlSPde8NAId+zATYaj5Oqaqr0zOIFVGIfJ0rW3NoBXglA7GDSWn8+6nUjvBL/7SD3P+wr/nh37o5/m6b/wJLl6d8YPf92m4zg6SBuUoM5Dah+YMWOXYCV2gakOx/fwZcO4Fsw3OJjBVEOp2CdPArpvbdc8iEnAE5YqAPHPgPnDaYN6r9Z0CyhvgxGBOo4ZsJTgDTOnjuNZ74OwDLXA3oHjcjtfX/pwlMDGUO6pe59SAIxx3E2NcEQenDizjOO07ui0/tzxHDj5UFmPU0yCOBeJv7chDEIYC/w6wuqysQZarPGiaap0r1/Wa6+oG41syMZmpilCtogdDUagRWX+gG0wx10NoMFR2IvBEKOo1VZ84Gto+C0ZVkEJPXY0pNJYggCjUtvNE/7/nFOw9oW6/vd7xA2mzAzNHvoYHHoJKSJaMee23fTc//3tvwXUd/s0/+mK+8e+9xkZoVwTWP3AJKhBsar5c10pSPmAecQQQ5wOBrdENW57TP+5z4NibbFBVNDsd67hqKwKxB48pYltbFqj2bDS8dVLgsX/JSpbamsfpIeDbKP5MwLF9SkAYm573qtp/nkDS1/z1HtJ48wQmz2o/1Z78BoEPS/fYB7F9yBW5wGNzXcSjTGxTtCPr33Kg2hQgDSqS7syPlBWoNrVumSt6X1vS+p53bDKeD2B47ZjsHF6Vn2HpQX1megTZSFkNP7LHWlG0nlzkwrHRvzwVMVpU8Mnm1uzs6Dwlsc6Z6wmMxxPNYfuUCNLeYzDd0lzWepIgVdtQPWurA/nKMBS5IvfNVVVYmh/pXLVParvjHXkd8kSlXm1viP/0G/8FgC/81I+hdvalGsdkV0B8kU1JxraR3VDHkM5UYaq2rOsqqEqy5UcirfFI3atNIYM1pchDaOVmwVDbdT1dd54nsnB0Ceovk+E5qNiSrYlMy9lcvprZPm5esu4FHHoNLlUcqr6DMQ4t6zOY2yh7lzotAg6YUiVgSkKdKjXAxSUm54gZBVDDJyPnBn08fNaos0qdA6YEuMSk3CRhRgK4DJgzJyMjZ5M2iQXzXWp0gRLDZY7oUqVGyJiELpXb0f6rHGGQL6BNFd+a34fMbR8D53bK22DwbNdjAM9+Vq3WlGXb5QYVHCIiPFwSYgpynuIJGrhEBDRpc4tbpMT4eDSpUyFkkxYObTIy9rIdGmYZpxbCS+vH95Q4VzQ58gQsj2KBtk5FYHRawHIkQgDSxru6zMMo5Iuf/yn8+Ft/hZ97+Hd5yRd+okDsKBeZyEoB55MNgePE6t9DR7KS0uh+Povh0lj6/Gkmuc3CvFrztV6cQT6Cl6wpSxD5IiLzQl6ERqDI/kpVEftxLj39lZF8FMbonnN5YItZeCJGi6pNIGDbjGxTMkQUjKPXL6zCKzZVLSg3Oraqr+O9vyt5zpMDyWk6Fb2XlPDo4bHufymST2Jh0G348NYdPUfWK7oH1kIB6LsdkaHHDkVgupGVTtpnTuRJuhQ4Nsse657drEKnJoLiAFs2M24fm7d9FLGBk22RiMzoWOclVAt4ZiA/Q91XadlZrlK1mzUFl26MlbEJXEm0XAMPLavRWWlsF2VPvoqj2HarRuvmpeZsbjP3g0TP3tAOcPF7kFg8vwzOTTA1XKeL47b4gR/4Li5ceD5f//X/mNe97ue4euVZfv5nv5ioMpIZmBu6QOnY3zOUTTiNMgF1VOXoQXDPQnkJeQdq8gewq+caFfs7tOvMkbHZRaRhaom0D85A90VqwAEY+8yga71oNvtQTEQQzHl5JsoDK6+1cjHnXh1//gSYx8E9ZWWcNttMHUMbnCqOcxrXfU5K9MGW58jBh8oynwvMN+9Ie/kBTCeq1d7rKBJyNDiWOTgOPPWsovmeq0pE1UiSoLe+67gT8faeiITnwdXrethUKiINQWj9CUO97vmSJuFIujSPrfE4hO6yOiUXiLDUKqoCUY30MOn09BAzJdQiVfCYpfI1ZKkA1HIE7TXmacoXfMO38LtvfpR6tcIvv+7b+cxXvliyjSJVlL/S5HY9+g9cHEcAbXDdEp8MKK1ZtwbONYGybGaj/3ULogcCfqYU4DS5AF5jXcAwthHdPFPaPYiOAS02BVpft2CxPK7u0zplMw3zY/lPngo4L+pL+4ElUtmxR+LgokpsliiynCWayyCyXYxt1ufomq0q1FJU33E0dsfX/o2nz832FZXJYpGsMgNjJWjFDJxAx+tH8iTMDmHzIUsMDvX50R5cf6sArckVMR/9mRqKTW/aYytUFckgaZXjHldmCpuoRWVLhKxzBnD1ubCm8ZYzVS1adAaudq2uf0U9CeKBrveyOPZiuK6IU1DT/E92j03AzTVdL5MDjaXaFgCv9lSBaue9Wq/agWxOYVx+/nffAsCXf+Fna90SnZPZoc5XPLDZqlMyOPsVaJ223bFttGznvZY4BjaaBjRslmSyK7KZTFXlyRjNh2eviemezbzURIySic5J77x+sHM73pWXJptBmeMVCQ95XVqmzsVaSJbPCI8mvLhyN2mlynVvzA1GTJlTJ+I0Ha4yAEqqRLb2R8V2SXY4wRqXOKRFlR4NAlxaRLelQy4OKTk7TJiS2hKhMaU1ITepchdrbNJgnymXOaRKyJA5dQJO0OKIOZEthVojokuVEsN1jkhIiJlwiwHnWSalYMCAEI8eDUJ8IjymLOBMlQMmOOT0GVASMwKWKBmR4OExZMqIXTLupUIE1qp8nes0aNChwyGHJCSEhKyzQeEVZOQ4QcG4GDHyJwSHOc1nDNW5R4CvJmC9qkCh4+h7cLYpIH9tLCLhIhnMIIV+wpff/6n8+Ft/hV96/I/50dmcCEf3jqNMoDkI1IegP1OAxjHHygzXUeTfRyA9cCV3yhEZCT19xpQC9pGrSDMNRaY7EewOJB1aretzN8aKXC86A2OzDZfmymhOM0XyVysCs/PMVgWyhuPUSmk8BM6N0RjWqgpSPTuAJ48ElF2kud+Za5vtQBIm15W06vpY87ZSgRtzeNZ6KZqWABxlAv7jXBmT5YrmdZKIgJRG9yDHKFvhelYWharMuZ6IR+jZDEIq0O6ic1X1lSUIPO1nuaJtlnadXkUVnAJPkrCqq/FOM253ODZ2DhZEZ6NqJVKe9X94eg4+cQQXmlYmmmkM3apIwDgRITlKJTMKLMGZZtruMJHsq+JrfGmh8RhwvQZleRKcfQyxlTSu85Vf+XWcPp3yBV/w/fzX33gLR0cH/Ndf/3aalQ1EDkpECmqI6VWQ0XjdvmbvccVTqLHanvZNwnH2YYbkPw1EDBYZhefLn4aLmqvt65zQB06A2wITgTMF6lCOFYTi0GYSXOGVsqFxmBo4u7renInG68zBLDIesSovGSuNMik4Kxj/9PvBBmNyjJnasUtmtCid+uG2PEcOPlSW6Uw3NVCkdTqTn6ASqVrQPFa1orJUd2QQ6N/rK9sQW814kiva7/tw/z167X1PSjK0f6huy52WMgGDAUyHuvkVVis5Gqv52Xgsv8N+X4TBd7U+RlUdnBKWWgL9zYZu6JvLkjG9/BVw+D9shDnXQ6KcACUsrTMsQj7ry7+F//nWR+m16vzBT/1TXvai5wusLyq3UMKkzu0uu0FVwCqd2gdhRa8tTJv5HEY7Avad0zC6BjfeofF6gfUpFICrKH/7lKLq9a6Vc0wFTtMpHF47NsXuPK4sRlSRfAVHOnc3EOiM2kAKbk1ZgaAN7RWbfn5cDyQ/0jEYR/r/fC6wl9S0n8EVka2opoxAaqMtQU0kqbYsLXzUEPB2fR1zfUXkaHqoOQH5KlxXERc3hagH+DLOFqHOR5HaiiyBSFNZQnxwXEkoPtBDPqgL4JaJjmd+qJvvfCQQ6zowPgQyaJwQ6crGIiDVE7aEq6emcWEN5qvWexaoXGsysdV4PNh/FihgJVAJz8NLIlz1huY8mWi9IoPRM3pINNc1lmKuc5nH8j80VnWMwxtQsVmO4RWRtWoPggb/4+2PsbXX567T67z8rrbIVDKymaBcTdgWRuiDZ5Qxcm02ZT6QNKl/yY7Lg8M/VZS/tXlMAqd78hS4rn5w4erTmvOgJqKXzvT/ViZidudS5KqgVea28lYpEtXawC1Szo73OE2FuEhxeh7TyUVW6hv02yH1wGeIwyo19plRUrJGiyVqXOGQG4wIcFmixlPsYhDozmzrsyfZZ5kKVzliiyEjEkpKDpjaLsYqW5oz4j4iPAw3GVEnoEHInMxWAjJco88RMSdos0aLOWNbKckjYUTGlDXquAzY4xkcauwRUCXjDPcA0KV222TtkJMwYN9qnjMSmhQklIS0KXGo4eLRYcyIFVa4yiVCQgwlN7jKI/RZZo1VciZMmTDmgfBB4maH7ew648EB5VFG7fGU+WFJw+vQTltUq54qDG1U1Hk4tlndw5nAYJwJ1G1NFbk/UeeFmy/kBat38ejeRX73d3+Pz/24T9f5TQtp3+uBgH7TSpoe3tP91nNUxe3SHO7qSH6zWtU6viugeKEluU2BwPo8V5Zg0SPg2kjAe5RpbIexIs5pKXnoM0ORmxLJf65PJOmZZcJxxigS3/Cg5QlcXxzomM+2tc+tiYjEMIX39pUhyArb7Xlmi2Akks+cbUJ1puOPc0Xzj2KB/1kis3M1gMZI25vlx1mL3ZnKpdYCeNmqiPM7d21TNU8ZkrLQvuexjmm5It/EaK576kpFev6D6bHhOC01V0mh+ThZ1/d1rS4i4QfK2NR828AOzYPjaL5n2bG0rO6LVKw1lFnoJ9qnX4Gn+/BYKjN0L9K+1jKRlyf7InKVQOdnZ27JVmnjUq7OZTcScVqKRFjSAsYprhtA7TTGdwAHx3EwZs6rPukV/OmbXs+nf8a38aY/fZpXf8q/5Hd/4wtZWvoo4HGOqxGtIdNxB5yXgbkEPGaj+QNEHI7s/9u659/+WUJlTB3kR3geeBtgQihHwHv1jLzdK+EWlEvgnQDTAzO0290GIq3HTFkwAOfTwcnB3NA92BzoPJsEiCF/0u7boIpFVVQVqQTzLMbcb7swJxhjSZHxwRlhzCFw6oN2Wv4/fXmOHHyoLL6NCIAi90GgrsP7B7rms0LVgx64W52O01QR/yi0KdC5gNR0HypVgfcnn5E8aTKTlyDwVfEo8KC3pO/TtgXUgWdlLj2Zore2BU6KXBGKCBjsKSMQhkCi9OpwAkMXTm1q2ydXoVrCkQV1tQLMRIC62mMvX+JTX/MVPPzexzixtswf/cfv54EHHhB4LDKZM7OJvADjXYG1xrqkHotqQgtZTJ5JGlNbljm15dnSoQM1y0pnFsiHVis+VxTXcQTeysTKb2rWDDsXWG1t2trZI4H5IoHuPTL3TvckW8liSZfymQWLifTkjqOqRfNDaSAjJOWJhwKb8UjGKsfOT2k1r2UuSUxQt5VGRopKpxPonNP8+IEi3JUWjCqw/5Qi6I1NaPa0j8m+AKVnH6rp9rEnwg8UYW+d1HqzvgjT4ZMiEcWRgPD4UNHvMrVZmVwE0RiIZ9LRL0zzJhMwiQdW0rQkcrAIfR5d1ny0NqFT17pbD+tchjXNRTLSvGWJ5FFxV+fc5Dr+2pokQrNDNRzLUxGItiUgwy2tV2Qa79ElEaYik3k4Hmq/bqA+EmGTX/zdPwPgyz/9I3HCGmBENKbbNmoVQXtdD6Mi1XXVPiOQvv0IzPagsgzd8/a4e/qc4xxLrpKxzlfrhIjrbF8EYPsRmaKzBJYv2BKrNznWNdhldmirvtQELroXJGUa7+icGHCTObXuWV5SrfCu4ip72RH5pCTq9HjQWWWdOrtMmJFigC1GXGFAiEOLkAJoEjAiI8QlJuOQGW1qbDOhoLBOBhGCqn2kxOQEeEQ4uHhMyVmmRkpOjmFGjoPLETMOGRFS4tPgBDWOGHGdfeoEhKQss8Q+A2qELLNMScp5Vlijwy671Gyfg1N0cHB4LxfJMJyiyxJ17iPgfbwLgFUaeLhc55CIkBkThhzRoEVGSocOB+xTWC9GQMRpVhgx5CLPUF2rErsO7tCndwXC3ZLML8iaMK6mVHZjnFmue/V9rsDhpaGNoKPvSF6qtGY7VFR6lPDlL/x0vvWPXs9//ovf4XOf90kiEicb8hDszkUOEgOvOaf78nsPLZB3JKd5aFlP8xvWC7FZV6T76YEAZGGEvwJHOO5t2/DSVUWdAyslmlspU2H0PKnXgVgSmYNYmdJ72soyRKGi81EI3VDrVCsyPneryqDEpSLiLrA1h9Oxtp/YZ0ZaKCCSlSLQKxWrxZ+I2IxSEYO9BKJUz6Cavc/szTXeugXMaaGvh4OyBKGv7EctkJb/+SuS6Nwaw9hoW3UrX4pzBb88R7elSaK5Czy4MVL2rh+LcA0T9Zd46aqyBqsVeLx/XHY09ATaCxu937I+jcNEgL8XyWw8SjS2tBB5GFufSOHA/U1rRI40F4vSrqGnuXYdjWEQq1ldXoowrNZESk40dEx5qcyLZ4OKpcHZqGm7wKLy0Auev8Sfv+nb+NRP/zHe+a6rfMKn/Af+4Le/hRObX4AyAjWbib4Ozv3gjMAMkFE5QWQgRxdWiqoULf7fRWbllyCiEAGnoZxbie8VJDm610b6U7ueD+4q5FfBXLXjtfdhnrHbtxln8xYwVn7rhpIjmR1UGWlmfzt236siHe6GMgnFDUpnGc/bwJhdMB6OU2NhrzBmjmEfx9nkw215jhx8qCz1mu0nUEiG06jrS58Xakzm+4rmrq+KPAxHAg7NJuztKhNgjKL+k6m2d+UG7OwpCjKeiCCMJ4oYJylcOAvXbur/nq+o//mzNkW8oodFlOg71/NkkOqGAnZpAUECZ6rQ6cKrPgbOWB/C5FA3mXwuMJ1Lq30tbvLqv/P1PHPlJnedP8sf/9wPcfbcOYF4YyzonqmEZTaG5nkB1HSiqHA2F4heNJraf1byi7YF5WWqY9t/yho65wJg6b7Wa21Cb1OSk7JQJL4oZAie7mp9g/YT1rndQdgLBOyKWOAwHqnijOtKbrX/7HFVo9YJ2+QqgeW7BfqCmgzCrpWQOJ4lQzG3OxPf+VNkKuGZpwL0XkX7Ov0KSXQme+o7ACIpzTVF+L06uAcyQweBlboUIkReRf8f7+jGmFlTV2Yj8mmszEhRSPOZ1wBXoN/xBE4dD8JCGY6ooTmsdASUgkDZBL8l4B4fibRlU5mTXU/AdvlelVD1qzIbO47mu3NKPQgcX6Sge0qkzPFk/q0vC7yPbkLQUrYgauo74FVECCpt288j1PdlaDM7012dEy+ALMFUE/7krY8C8NkfdV5SsNG2yB+e0tmzmY6tvqJrp7okwn3w1HEZ2Vkf4n3JvBZ9NNK5sg1B21aU6umz4xuwfL+tRDQXqc1n3G7MV1sR0QKd9yIV0a92dZ1g1MwtnUD/sq6LPJVUrHOWMzNDGGxyjRGHZUCzuEDbbzMgZsY1zuMzIyXAo0XAmIwChwCXEoOPy5A5M3KWqbNKkyEzOlSY2KZkM1I2aJKRcURCkwonaNMhImdOgY8BRsRs0mKFOkccMWLKgDlbjHicPdr0MBTssUeDCh2q+Mzo0SHAZ8QUj4KCnAljxoxp06ZJhfM4lPQIqeLb7ENBmxH7PMMz7LNHRsqQEY41YR9yxCabnOMcLdqUGO7iHg7ZJ8Bnn21LZAaEXkCwHnHCLDFxJtQHGflKSFYBD5+0WiFKHXufKKXXT210Nyn0U1ofQcWXDMWv8Dkv+ES+9Y9ez59dfjfFyTqecQSO72or8h75OsczA688CR+1qcZnqxW99+SRAGnNVSR/dwpOIZLRDhUND31FlU83JMF5ug+lo+/niboi1Yexottxoeh06Mp06wAbLZUqnaWq6OO0oOmqH8KFJjw1EtjvFtL9h6VIRjWEjqv9111ts2+JgsdxSdXQVSZgkkjPnxTKZlAoe5iU0u9nBoY2+FALRbRMCWUAXU/R/BtDAfK0UNlR34MHlmQ6vjjQa61QgYskP+4v4FlC16vZbtJTOFlRVmK5qjKr+7E6O59uSnb06lPWX2Yz6G/d0X7fva/tVT15OwJX+xhmIik9m7FZqspP0q2I0ISu7vtFqe1kRj0g1mrKStV9EcaRPb7Is3NnJUb9uchFUup8L8zxpVFPh1oAvosxgUqApm3uOvVx/PmbenzaZ/4rnnjyBq/8pH/Df/+Dn+Luu18BzjKUh5CftYU0rgAT5B3wkOn3BsoOdO1PATyIsgkj+7cL3AXOGMwIkYibiFg8A+ZexM564HSgqIFZeB0qenaVKSIlPXBPgzkCc8tKV08poOfYoE2Z6DvDvcCeJR+O9SzsKihpAjCPUxQNHGeO4zTfD3Y5ThXDBGPKDzuz8nPk4ENlCUPYXBeYn8/lH/A8eMnzuN01eXsX3vWoANPcyo6adRhWYWwj4vsHyiyEvkqfOqg3gu9JTlTkAjmeL4nRhdOwtW9v3oFkRE88LYJRmUp2OEuVUTARBKW+uyeW4HkXwC1sV8tY1XccF2o5cFLR0uY6BDWevHyTV3/lt3Bzt88LH7ib//5rP8fa2fsFToe3BFon2wJTfgDBso7frcjo6QaKus6nkg2ZUiA/Hghw2aSLmnZNdTOpdvRetattTPvKRlCo/nw+FYBsrttSmgM0YaU1xxpud931q9LDV5qKKmdTbWte6nPzvgBrpSNwnyeowk5F0i1TCjgnuwLapX1gJlOd+6htTckHtiuw9Sm0N/Qzn9iSb5mi8dUlkYTJlo57fNP6DwJFZ5JSUbjCgBMKeDqBAOmsr2soiqD3fBl/U2twdEtlEZKxMjPGZjVS3xKVQH9P9/We4+qcRW2V3YyPBGaDSMdQX9dYs4nGuDB2x0fgP6BtuL4AVdTS3CzIUWtDZCKIJBGa7Oq98siaeQNbbnbG7Y7NlRVoVSE+VBZlPtA5LApF4CfXuHT5KlsHQ1baNR7YqMHwqq6Z2pIesKH1ZEwsqeic0mWx/6yqMQV1XatBpAxF2Na44yNVLaotWRN0ReQiT2RqrraVDah3lSXKq8fG8IV0YrStTAqo7Gk2s9WTcuhflC+l1ta5Kee6Zm++A7/W5ZRfo1qN2F9eps4yMxx2mXCeHs+wT4BHRsGcEh+HmJw6AXtMKTDMcKnhM2YOOHSpEuLTlEqeIUfWaVACJT4+ETDliD4zOtbT8EKWmOPRZ8weO6Q4rFEnoKBDj4SY85ygCrhkdGlibBMzQ0mXiD77zBgzZY6LyyprrLKKh0eAS53w9q3Tx+fFvIwKNc5yjitcZsYUn4BDDjCUDDjiGg6v4GPYZYcuXUJCMjIcPHwCcka2X3RKGcbUooIySklcKB2D63h0aev7muSSeezG8nYtwHaaK8K7XoUVacLpVTnz0Q9wprvBtaNt3nfxCV5490MiEElhM5m67TDNBEgr/rHPwKDrMvIERseZLZlpdfs7uQCmQd/TQaLIPa7kJ/Pcav6nitxHCEB2I0XD+45A7ziBYaB9n2nBU4f6bi7XVJRivSpAO0xFjEapIteLMQeuAHB/rih5bsHvNNfn26E+O7YyoFF63K9hmEI9hNjORd3VvgaxLchQyoSdFLqnNcYC8ZFrjce53g8c7XO5KplRnOtemGQC8OtVgfYUjbMwIhO+q+3d3ZYJ2rMZD4N8AAaolQqORZ7Iw5Wxov6+q4xBy7cehVIZgScHaryWFpIwVV01tJumygAsshUn6prj0Nf2Gk09U0ap/A0LzOo4Op/n2va6yY+JAVizLjrfzRBnMsFsV8CdADEnnE3+9Pe/i7/1hf+ad7zjWT7uE17L7//eT/GiF69hTFXlxmmAc2j9UzEwFnEj1HOTfZQpSBDwr6LI/eL1R8CsIOAQIPKwIA6PAJ+m4E35HoF+rqISqetg6tqWc9oC+wNkfg7A7GsbJlXWwC00R+4qkiIVNitRA2cGrMm74PT0HDZbqth2x3QBthoSH5bLc+TgQ2XJc6Vwz56Sz+DwCLpt3ZRcR4Th2Stwz3m9n7eVVbi1BRdOqnyb46oM6dqKJRmJjWglQGS7Gsda79QG3HcPHPUFEmcp3LwF/QMBMN+B0CjqMQ2VzSgL8AvdzD72xQJN8RwaJcR7UN57XP4xzwXmgxrveuYWn/rF38jh0ZCPedmL+J3/9Ho693ykosmmo6hpOlFPhPqS9jPd0bwsvs3GSN9dsczfcW3ln1hAyXUFFA8uCbw7scByadSfoLpkNd0lrNwvIFfpCuQeXREQTWcCwLVVEQkvUlQ+bR5XNSpTe74Sbjd7w5OHIWzYmvarknYFLQG/ZAT7j4ko5E2dk2pLUX/HE/EJWtr2/BAoFBUPqrZZWiRyNrwFGB1zYaPMbmi31xNZyDPJeLxQ4NRJBDBzoNWz5T1zgQyTa/36ivaRDgXwwxoMd2ylJYtaikzVo8pFSjgX6fAr1jS5pkimF4kkrT14XGEoj22FprltpmaBzP6TOkfNUzofrROaLz9QdL19Fk5+hKLr8wEsPyhCNju0BPlIxzk51O8wgNy3pW+XbE+JRNeK4+gaqzT582d2AXjl807LjBaPlAnpXYD9J1S5y8FmW1LNVzaXKXz5bs3P6IYIRG6Uzdh4kciEMSIUzTXYeIGuGceVnAn0XtSwJU0H1hi+asvEJiI6lbbmu7oKyR3HOj/SuQ1tNiQe6LsWVEVe0xG1cBk/7uN4AUMmeEBJSYsq97HKITNuMeIELQwlJTkuPtc4YpkGd1GjT8YSPg+xxiExl3AJmNAh44AUh5IaFeoYPAb4BKxQIyfGo2BKzIPcxzY7NFkiw2eXbVrUca02ZMCY82ywy3VO0KDBCQ45oEuLm1ynQ5eICBePBk0OOSAkpEuXGjUSYiIqGAyZ/XcXd+PgcMQRHTo4wL3cx4QJc2IKMlx81ljnJjdo0mRAnypVYuYs0aPLEte4zDP1y3y0dx9FDwbOPikpsYlxnJxec10k4TBR5Duz4LwsdN2kuQBxNZBMxctgqcbHPfgyfv5//RZ/fv0RXvjxHylAm9j76UGs71lSSO6CjSjnVr6y2ZBef3sO9RTu76hBWieStKVblb4+thp2U8qAvFnTNq8N9fpyVftdj459DfVA9/VFc69uBXbGAusXOvBgT7Kkv9iRpOYwseu6CkCkhYhG6Clqvj/X8Vd8ZRYcV88gE+q77xjb5MuXuXhvZgFwqe/HekVAeT2S1OpUU4C6NJJVbVRFKFqBSIgpBPxjG3DpWvlSYGC5aav7GB23cSSvzTKB83jx7HA0rtPWK7Bek3fjY+6Qm8wyGBh4ZA+aFfikk8rYmFJEIfSg6Yt4PLgs4/c8g4cs+R8kyrA6jjWW13QcOXreBq7mbeFfOEqO5zXwRXSGqe22XPwVQMJmihJJnpxqBbwlIIE8Zyk+xx/9/kfwuV/4jfzJn7yNT3rV1/I7v/NfeflHP0+koOwDAapKtII8AjsIwAdI7tOxv59CB7uGKhV1gevc1v1T2M8aPSPJgGehXLGv3W/3k9v3h1rHzLRds2u3sww8DeaCzhEZlB1wUvAe1HVTllBc13vGgXIANG2VI/vMxcOYOSI6uZ5jJEDrwy5rAM+Rg//vL0UhOdF4or9dV70CRmN46pJuPMbIYNVuihiAsgmrS3B0BEcjwIFbtwTKn76kMqTzmW7KofUJDIeKoKwsCbS89Z0qdRqnAlLVAvYuq8TaoG/rtLuw3JCO8/wJOOPCmTVts8ihURGJifsCgV6on1oPBtf4s7e8jb/19d/HZDrn0z/pY/m1X/iP1IKS27X5HedYTpPNLAEJrH63VLQ8bFlAHEO4cTx3fsVGmudQXbcdei2YLVF9+tIC4HyuB091Rc3TFhUK/IoA5/CWotR+pHUd77izcn1VKUzjKE1vkDY/m9nzUxw3YisLnYv6unwPYVNAzgmUgagtaXzxkVKj9Z7mYr6nayGfWVJV1X4pBYbjoQBqrSsy5YeSmcwPFVU3CPwmI6htKKpdJhB25N/wAnsDzXVevQpQwOCiJEW1tsbtutYEi44rTTT2iiUIrVMiacbqroNQ680HKtc3H8sQnM8g9jTOo+u6vuY7tsyoJ4lXHuvY2mcEiBfN6TIbEfN8uPl2mw0pdPyNNc37dF/vBzWo1GWMT2OtP96SNK0sBfxnh3qoGA31z54Q8fy4u+rqmu1FNkN0aGVI/z/2/jzKljU96wN/Mceeh5wzT575nDvVrVu3VFcqgSYkJqmEsasQg0ATMsjt1bQxba2GdrNsbNN4tc0gIYMsIaymjWkoBEIMAoQkSiNSqea685lzztzzGHP0H8+XJ8+tKgpBu0xR3Lgrb+bJ3Dviiy++HfE87/s873uqaJnjQbgiEurXTdWwq6bfwZYxaJeQDPS77RdFHurrhtDdgP0Pa25iAyLClojc4K6uVWNHpX+7t0xTvERZnrCra5/GEO9pzrKlzilsP0GOYxg+oFgOGQYpk3xKFNzmfv4yR25MQckpC8DCpkqDkA0qDDjCJ2LChDlzOoR0sUxp05gBQx6QYROwZMScQzKmzOkzY0GVKjkdJhS8xNNMmQE1nmOdV9nnPneZMiZmiYVHxIwGK0SkLMho4rJKi5RVliyoE7LA44Rjcgo8PPoMcHE5YI+cgiFD3sNLrLHOAQeccsKQESkxHj43uEGDJh06uLjEREyZsiCiICEhZs6cNVbpc0bEkgFDCgYU5NzkFikJMSlxmHC8M6U4PSEYwWq6QpCHhCsdBqsRrt2i8TCGT56Zwi2pwGfNSE+8ROAysPUU9m2+7jf/Jv7aL/w9/vnHfon/7Hf9QQHBG00B5UUu4Lc/VaTaKiXx8S3p3a1SQPpsqX0eLUQoGq6yBEdzRePTXGByraL7+tQVyaj6ptoOygbMUoHNk4WRK3kyI1szadbnmQzL6xXYqunzuBoqY+Lb8OmBkVEZqUvNg6qjcaWFJDvj6AKYJ6VKlGa5uY9ODV400flFJl2+m8g8/NQKXGoqK3O8ULbhzMjrUpQJaRigHdj6t2cpMn+5rsh9jK5BUepvGEmO75iGdq5kSKeRMh9NV/0k3rN+kakpS82PbfwNDye6NzY806SsECFa5ippWw907mdL2KyLICSGAK5UYH+ic8kLSYPq/oUpem4yKf2l5moYw4dPjcy3Crs10wG7kGRqnAijn2/nVZPOeyM4wWOvmGWFqiZKRsP2+Pt//+/wbd/2R/ixH/sxfttv+x188IM/ym//rZfBuiuZUblnJJ6bSE40QMZjT/NIgQhBomuCr3tS2UQ+gBFabCsoezBDF+QN4BS4Dc4Uii7YI72nrJr9Ls37JmDVoBzoWcUdQyQW+ntZE5lxd4BrxqT8hl5bjoGxkZ36yEPxLCWHqIyqKwUFa1jWlc9EZf9ebG+Tgy/W7fyDfHyqSGW9pt/nOdx7qE7IrqM29a5nIvEljxvwxJGkRF6oRe57cOuqKhP1hnpvlukBsYwUeXBdSYBWO/BoXzKjWlV/m4/1gbm+DfYCWrEiL4UF2Kq+8LXvAe8YnKZulM2qVlixFFibHMsUHNSgtsbPvnLM+77nT7GMYr71d/0H/OgPfj8emcD+Z+b3QMBvvCeA5zeVPbA9AcnEEaBNjA69yAS0gpai2bUNaF1WdHn/V6QNr3WMdGekB8hoz8iqHJOhKAS6yc3PI2NiTkxNfkvglkJypnSm8xw8gNGb4K9Ac003rDI1FW/mkp1U2xC0ja8gh5WbkjC5vm5iRaksyOptSVOGjzSPQU3fvZbOcTmUZj9LFOG3PWUVopGAr+1IZrVcGgP02Jzful5TYEzXgaJl51WQsMzrtmD4y4rwB3VJWfCg2tC8+G1VU6qvifBZrjIvWQonnxLZKcsLoGzZsPq0/AtlKWAfG4AetEyJUU837Nq6zNazU40nHl4A9I3nYHRPY6k0BWjKTFKhzlVlguaHyi7UN+DwE7AY67jZUoQsmUjuZTmwdgvyjLJ/lw+93gfga1+4piZxWazGZa1tmb3diuZ4+AA2X9T8Op6uRZ7oGtZWjHzoECqrsPNlIlb1Dc2vbQO+fCLzU+13dnQhvTpfrytPKWPj2AJ2RSrAMbwvmdX5OmxsQ+u65idf6rpX1zS3lRaDZoWZW1DLbWpxSFTa7DOkyTobdLjHiCNOybAZsk+HnJiULjWqxGRMiSkZABXaOLj0OCFmTMYjAqY4lDxPixkNJgyIuEONJjP28VinwpRTLEpGZARssU6PEypUCUhoYlHHpwpcYZWCkg5ddthhyZJV1khIeMQD5izp0aNGhSUeDs5jI/EOu1SpMmZIlw41alSosDQNz2IS7pvqRKec4WIzZ8EWW3Ro06DJbZ5mnz2OOKRBi222cfEoyIGCm9xgc+0aZ1/hsf5mlUockHgZWaWK03LppzMad0a6zk6pa3e8FIi/1lCUf6UikPrOLqzW+FrnawD4uU/+CoVnYX/ZmjTmUaYI8622QObgRNd3mV0AvZOlsgPn8p2DqQBm1Vd2wLOV/d1tKGLfjyXheTiHrq+x7NbheKYMQVIIbEcZXG0qEv3KXH6A7aqA7TvWBPiXRrMfZwK2HR+eapmyrUbGY9n6OXDgeltE4sgA47UafPxMz6HMFRHqBIq6Z7nOvUDegrqn51FRSO6TFiJbsZEpNTwFfl1PEf6Wb7IB6LxWKgLRo0SRZddTFai6KxI3S+B6A35hKsBuOzr3pqtMyWApsH6yFMF6NNVxLbP/NNd4mr7Ime/CmqtqVeNY8xOlsD/X/Kel5qm/1LW53hKJi3PN6Xr1ojxpbwm9iaRFD6aqmtT0lT0ZR2DVTfnSUmSsZTJTngl0pYUyO74DWYHlOJSsgXVMWVpI5hpDUScM1/mbf/Nv8j3f8z38yI/8CO9//7fxwQ/+Wd73Tc+KtBW+5q+YQREBd4BnwFmF/D7wEBEAB4EAC+yOnq9EKINQFXbAQ6bmY+QvQM8Wywd7CWULmAl/cFsZDGwop6giUQpsIRKyZ/bVAfqQ/yoUuyZDUALX9Dc7AUKjHsAEA++D1dBr7JSLDMLM7O/fr+1tcvDFtpWlqgwNRpL4nPXhyu7F3x1HJUZPzuDqFd0kpzM46cGdewIOjiswuNKRWa3VgMNjgf/+SH6BSgWqNZlHJxMTHZLKl0+9rJtzPYXjI/UrqNWhN4ZWqShx3YHumqRJeabqCfUJVC9Lk93Y1oMxS/XBW7kp8DZ+CI1tfvaXPsz7/pP/hmUU892//1v4oe/777HLxHgSVj733LiBykHGMwGj1raJ3CT6kK/cEIgrUhlW7QAoVDHmvItytaPfFbki5HkiAlDtCijGMyMxGekc/FC9GwJH0V/b1hzbjgHSDUk5Bo/g9BN6IFu2JB9FoutjuyZqkhvz8qmAbn1H5VzzVIC4vSsCkc6gckk189dvwd6HNY5wg8f6zNEjGC8hHWo8jS1Fly0jK5r1BBQXAzMOW9kcq2rKnYbQXNf4R/d1nVomuxLPVSK1tEyVIU/ZBd+Mv0R+DL+uNVVdgcqGpDKur2pHQVXnNjfA/rxSU1mY6/O0CGz/rubSb4l8RGOtX6uAhQ+bOyI52fyiUd1yCpT6LGSZsj3tbUOsShlyV58xHZnnkiqFLYHu2VjzHXY1zrJQn4SwDfGEB1OHvWFKt+7zjmee5XGTz+ke9O/LRF1pa57qJnMTDTX2lVvKGHkh4Knkq1eXfMhCUf7JodZhUNe+XF/ruLWt8zz+lOZj+10aYzSUtCPPTOlUX2s0j8Be0Wdz3hMpra2Yiiu5yZDch2qHdOU6M39ENXMgCCjTKQl1dulwjwNSurSAExKOOGaTgAUDfCBmzBGPWGeNEJsKPg1qvM49WoS8m6fJOOMuJ8wYEpi6QzkLWrikTCmIKJnj0+KX+SXGTHiJ91KlwxU2KIip0WCfu/SpsckGS5ZkZGyzQ2j+Aygp2WePPqe0aBIQMmbIAQdc4So2NlBylzu0aLHCKgBTpgwZcI83mTAlIuYBD4xkqKBOnZAKD7jHe/mN2NhssMk1rlNSklNQkpKR0KBFgwabbFC0Cvx3hqTzhCibM6ykzKpTstdPqK9WaFPFneXQrsC8UDBiZDTqjiUN+kYNLjW4tvosuzuX2DvY52XvlOdXtgQI74xkFD6N1GytdASgFzPdj55ty9jaX2r/g4Ui8dsmmhwVKoHa9PSZmScC3OtVE4hNJQkfxTKwbtVFRn/hQEGkKBfQbQdGhpTp+L96AoOmxnWprmzD6VL3jaorKUzTF1juJSICV5rCg5t1EZZJZiQdlsoaR7kxcFt6/9TIp+qugL1l6zMfZ9LcO5akQ+NY45umCng1PUXoa4HmODAA+92rOv+HUxGPqid5rGdB2xFgr3vS+EeFCnhcqWlfmZHjfKpvuinn+pwvc5GKBxMd17UkhSpzVUNyLJG0RWZAvKUM0jzW3IeOMhrFFN5rMt+bFWWI4lz6+WVm+k/YcH9szNILzfVmTWPen4l0+ebZtFlT9mGWGmmn8YuAyMMowQ5rlOUuJXMgg6yJVVnHshwcB374h3+YWq3G93//9/Mt3/J/5YMf/JO87xu/DpzLUE7A2UaR/HWR4AKwK1A09TtOkefgAeQ9VGFoExEBcy983P9gA1hDoHypjIDV1jlaW+Dk4HwZWBuQH8hfRcaFtGlm9rOmbEHWA8ZQNiB/RtkBuzSvS7VvCtSw7XlkkG5i2+cEBcoyBwaUZRvrcwUsv4S3t8nBF9t2cgYHR2osFkUiCQBXL8tzAAKrliPJT57rBu4HgKVuyCtdEYaDYxGE4RhmM0Vmjs9kSJ5M5RPotgT8ZxPoPgPdOhwbGcqwB8yNLrwhINiyYDrRz/UV8CKB0K4rQ+fl36CoeLJUdZmwdQEYHRcWPX72Qz/H+77zj7FcRnz3d30nP/Tn/wy2lRuQ1tTrntyyxAD3qYBTZUXAzLKMOfWhHnqNLUky5qeK8Hc2Lo5/vllG/77+lDH4nuhcsRTRn/dRpsCCxcuKbLuejLiLnkhE2FJ1ollP+5geq05+YQngWZaJ3K4aT4gL+Bc+ANdkMxYnyoSkcwNmW4qgJxEEq6qwM7ovEhNPBABt84DPU5mri1T9ZWzXmIBTZSBWrisS7ThQODA7EGjsXNX5RxOBz3QpYhWGmrPYPNzDjqQ/877Sz80GUIiUlSjbki5k5m5s6LjtXST9MeAjXNH7ayua3/PqQpalykLNHUXg/YYhBKW+kpmpPFXI+L1yXfIEy2RV5kc61/aOgPL0RDKr1qaIabLQ3Na3RTbqqzA6NNmRSEQgqIr8Wa72Nz2EcJVXziRn+7Ib69hWAYuh1sXKLWMeXkC4q99ZrmRnfu2iH8Ha01p/8UzzEy9U7SpZQueyXntegWm8p+pS5+s9bBozfW4iXZisSk/N+7IEmGnNZZGM526g61immpugoTUdT7VGvJCcFCtZQulj+TXSsM6MiUnO+6zRYcqShIHpWFxyQkmTNhNy9lF0LielxMfCJmfOJTao4JMzxyUiYs6cCat0CEkoDVS3WDLigANepU6DpoHXpzziBjcAnykjttnlMldISZgw4Vmew8fnDV7ngANKCrbYpiAnV8ckMlKGDHCMuTgmwsImI6NPj4KCU04YMaBJm4KSBg0WLKnToE4NC4cddmjSZMSEESMqVNjjEUNGTBhiG1Oyj0+TJmPGfJyPcI/75H5G7hf4uIRUadJic+lyvANzN2L3bBU7LQWC56kiuRYCen6oKHJSYDV9Xvryl9j7u/u88ssf4/nZqpHYGGnKw5HkKBXvoiTo6UJAfrMqgH5vDA9nAn81z8hySsl/ylJR5/MSm9NMYLITCNxWPXh3FzIjkdk0Ga5ZpjG3jWfhIIIrjj7TRzNVZMoy2GmYkq2W9PfjRKC05poKR64qG00jnUdcCAd+qmdKobq6t+SFsiFprnmquJJPebbOYZxD15JBuuorXjJPFcF3bc1X4epcj5ewFkCnKsnNfXN/3qyqCpTnCjBGKRyn8lyshIriTyJjks5EFHxLPo26q0pRJ5GOtWa8AdNEhKXuqb9C3QM31jXICt0bf2ZP53OtIcJyua7Ad8M3enk09w0jKZql+hpkF9KlwBEBeH2kMrm7DZ1bWlz0UTh/1lU9fX3mdv77aYIVuli0dM/u+Fpfjx+XFn/hL/wFAEMQ/ls++EGX933j14B1FXDA3QeeguIY+IQCE9RRdsARhiBFRGEM/EbgPcBdZDhu6tmCC2wjkvAA8mOjILDAvgTWbSx7BTimdCIoNsCaiFSC2X8bWEKxr/nmJliByUAMwbqGzMwRMARr2zyTqiLdVvaWabIsh9JkCz+rlPSX+PY2Ofhi2tJUHYqTTF2FPVeZg5OeAPylTb0uN5rrJJXspzdU+vLGVXVKPjlT+dFmA97xNHz4o7B3LD+CYysqOx5CNFeN+GrVaOZLsfG2q0hzkSkaUKkqUzAAGjlsXxVpyRaSO119EZxEYM22oXtT+vl0rkh90BJ4A372449433f+5yIG3/3d/NAP/RC2/XnMPnkqjTtG7lLmAr1ZJFAaTXhc7hMEllq7AkdB463E4HxzfUW9G1tG4tOFk1cF6FduCqBPjxVVdn2jzQxEfrBEhixL5KgsYHgA85EyI7UVXZ9sISDqeKgBWsX0ZFjXfpY9gcf2ZZj2TEWddVh/HvZ+EaaPJM9JjQQmNXp521MEHUsPzrAtgD4/0ZzUjJRkMYatd8LpywKLYUtRt6CjDIhfU/S7NCQmmSro4vjaj+tpvh1kKj+v/JPnYOVgr+ncvbrWU7iiaxA0dT3mPejuitR5FRMlD5TxiEawqMHVr4He65rPxNZ6Oc8CYZlMjYuyBAFkZ8q4BC2d4+REoHhtB+IBRFXNadg0kqg1ReqXY5HZSlf7dUNwqjDc098rbZmIvSoPRjEA17a68ip0Lmtuho+0TvxLer0TaFxeqLXgGz1s2NG1yvd1XVafEikaGD1s2DSm/IrOL56abJbZvJr8OY4vwrEcigx4VWOuPjFrPpXsKGwbL41j/CtHktdtv1t/nxzgFRZWWKUM1ymqXcoyZuwcUaVBhQpNfJr4RJwSkdPEpckmKRY+TXZoE5jhFYBHRh2oU8fGZcmShIhV2vQ4ZcaUlIxtOsREONhEzPHxcXHx8QjwCalwj3tsm/+q1FhjHcD0RJ7yGq8wZkLHpPUfcJ8pU3a5woAeKalRNOtR5puRDhkypMdTPMOSJVXqDBgwYcYWm0BBixaXuEyJAIFj/hsz5JgjjjmmQkDAJve4Q406XVapUuV1XmGbHRxsHrCPh01AlYqRO+2uvETpLjm9tqTTcmn2XN1DlyE805IptuopmtzyBBjHCVfqGzrPBw/hnUaGc2eqrICFwGffRPizXOv5ZK4n+c2WAPqKIRzTRMfZrIlMnMwV/Z5mputvrKh3HikSvlnXZ2+rIlDcrWiNJ7mA/CQx2YnMmGKBpadxHSxhpSYCsT/R+axVNM6aJ3DtWrpX3GyJDLw5Eblp+yIo8wJpyxHoTwoB5twW4C0tUzjB1fsLS311PMvIZyyd13nPg2UBqwHc6ui9g0ggvebAdkNZjEmijEnTN5WGPGUafuM2/OKhSMwslaa/FWpupkbm1HFglEta5FnqYu3YOn7TE6Eq0bUp0dhKy3SYjuCZrnoSbNeVGVhmkv00A1OdzFLkvxXIV9HwlZHJShguRFZslBHpxyqz+nkepY+3eWpKyeYad5ZrrNu1t5Y+NdtnE4T/ir/9t3+Y973vq4EaZVnBIqZ0Lusebb+uMeGi7MEhpqEPkg2N9Hvrt0J5B0XsRfaxn1fmIa8bEF8oS2G/hJjkobwHRRWsGMqK+d4FzoH9EIq6MquE+r3lIflSqoAZHc1v6YLVwLI8kYDS58nqRGWZmefRr2div7S2t8nBF9O2jNRLYG3lYoGurcBxD45PRA7iRJH//siYW1HjqTjTjSk0Ud7NNUmH4hiGM0Uu80zvPTk1JipXN6vlDNY60rLmBTzzDOwfQ/9MN5zFRIDx6ouwngi0rNtKd4ae0ov48gGELWPI3BFICi5SdD/7c7/I+37Pd/z6iQEo8lsicA36oAZNAcxKR2DwPMr65GZZiqoTKrpzbsa1bIEoHElAzn0Fy6EA37JvjKFdE8WeQOOyiIPtGQN0VVFcry4JkOsaYBsrYuzXTT+AVJHjIpf0ZuWGiEu2UHYFB8jBe1PXwvGNXtw2gH0BZNKsp5Eehn5VkWTP1/HtwtTCrwp8LgYaW5Eoup4uTQWbVFr7fK7fhStm7kKB0TxD0f1U55Gha1daGlsWYVzIJuuwovWWLTVvG+/Qz15FEqH2dSOf+pAi9I4BEe1dzXVQFVCudJTJ6N8VqQhapueDbdaQyVw1tuUxcEITmUJrbWmyKfFUpK69K8A8uK9zOv6Exu3XAFvXL40g3dcDrL56IcMJGjycKDp05cZT0vuXJnuwckvX1XZUsrS5rRK3buWJNedoDHmkOWxsGRLmgDvRWpr39F4w87rkLXrWsCkpUbrUdQ7bxiDuy/8xP9V+Np5TBi2ZShrWv6PzC6oiYbYrcuS6OGGX+soqA/pU04Si2qJiT5gwYZddpkyYMGbGgoKchJgepxQUpj5PAxefOgFVqngUWBScccqUMRUq1GnxBq+zYEaDJhUqnHDKDpe4xA73jMznGjeYsWDGlApVUlJ6nOLgss0Oc+bmGD4PeMARB7i4DOlTo06TFscc4uLSoYsFnHIEWIwZUadOQkxJaUzQkiK5uKYSUmEqHckBUVISmf4OLdosWDBhio1NgM8qGzzgHutskZIwoMdDJmyzQ0BIgM+LvJs9HrDHI76ML8cCjrfGbK524WDOdCOh2V2RPCgsBQjzQgBtsyYwaEmKc7WhANDDg0eKts8sAfNpKglOlGtNZkYrPUvUPCwtRQg2qiIUw0RAfS3Q/n1HwPLeWJ/p0vgRhrFkLw8nAsnzWFH1wBbJ+MSpgP3pUkCyt1BE+3ChaLmLTLbnJUnr58+EUgC3Gahz824i8Hs007OnGcJqCodT9UGoedK7Lz1JomoulJ7O7TTSea4a4HpmPv9rgTLsTijJUcXRPelGG94c6b11X+Pxbc1nfwFuXVj1YK6xeLb+fjgXQN6bwZYhD/MUIiMz2jBk52Am4hOXun5HcxGKHGUh8gJuryjzUXfhw2fKTCSFMgWBq/PJSxGP0Nb98ZmO8SosRTgKYLsi0nZei9uy5Ks4mOpcG4EpZ1vAtaaa5sW51sDn2gaRTOYVk2GITXZmq3rhTfgc22cShN/1u/4Qf+fv/B3e9773UZYJZfnABI5mAvY8MM+3EmUDHLA3dU3LIyAA7zkoAshdVGZ0AMUpWOtgr4IVgrWF5bxH/QbKu5SFq9cxhTKAsi+vhdM0lQETc8weFBWwWmA1hRvKtqRKxaoyBMWxyABPU1r3NTY7oywz0zE5BWsJXPr3TlIEb5ODL67t3Ij65Dpst3WTmcyMVyCEl94FL78u2dBiadKwE1hf47ziCqcDVWhpNUwpT6O57DRENFzXVDbKoVKqO228VDSpOIYrOdw5VkbQrcs0tlsBK4XApKrjqQzRuAJZeaxjRENTrrMtEO/X+Nmf/2Xe97u/3UiJvuPzE4MsEyBc9BR5rm8g89IT2zn4dwKB/jwRKclT6cznx2o+1bokCUyyENh1fHXgLTJFefNI0fWzNwxgt0QW8kgNX1aeltl2fqr3lIqdgmUaoxWKPidj/Wy5ek0eaT5dTyDOq0DvvoCpV1HE2YbHwNWv6+a2HBvfgw35QJKxPEfR81AkJ491Pas1yU2SqUxhBZpzSmUXZicCmcnE6PYT4x0IlDVKBuB3FLleDHSOdqC1YbuKTiczyXGSpW7iXk3R+0VfjceCmrIl6UJgub6l44VNiE50ffp3jGnY1vEcXxmMPFWDOiydx9lrygxZlv5eaQtgxEsoDqW3L2Ied58O6+b6vSKjsR1oHidHAkAnn5JcKEtl7vaM/CdZiPi5Na3beKE10r/Lg94SgKtXr6p0ru2o83D3stbycqhzTmON4ck1HE0kcctjwNF1XI6NT2Kkz0zvjv7t1413xZeXIR6LGDW2JMEb3td8OP6FUbvMRYyzRJmMaCpy4lXBcol7n2bRbJPWu1TSgFrhYq+/AxYDOrGF47UZ1CCq+DRpscUOj3hIQoqHiw18hA/TossmG5xyyiu8QpdVttlhk00yUg44wCPkkCMqBAwYcsoJOTlVaixZsGRpGorlePjUabLCOn0GRCxZZYURY045Zp11bnALsDjigBKYM+NlPk1JRocVbBzGjJgywcahzxm3eZoePZYkHHPITW7SoMUpJ9zlHmusMmPGEUfUqLLBJh4OORm3uEWfM/qcUqXKJa6RktCiRUjIhDEDBsyZM2RISkJGyhrrxCQkpMQMyMjpUKNDlxEjQiqEhEz9CdFve5rk56eUH1+CE4kU1DxTx98V6E9yATYs8C2urIs4Prj3AO5MdD+fxAKM/aXMq12TdcgKSUl26pKwWIggOEhqEtgC7P1IJlvPFrDNyosSpRUbPt1XNHWjqvvNx01QKC8FrpcLkQ2vlGxnluo+nxT6uu3o++kCRksB68gQmXEEbw6kqc8yRdTvjsGaSsbiAXfGyia0A+03M/vdber8AleA1nXMmBxJX7ZbcLaQfGiRqqPzeUlT29LxLRORnxfyTaS5Kj6dRYq+u7YULwAdV5/3FHk4QEA8K3TMpBBZKNA9eZHpXmuZ59Egllxomcss/Imexj2KdD8ax7A02XunFDlZreicuoGu46tDEbW6r3P4VF/dpdeDCyLXCWSW3psZyVNq5EklHM91TnUjDaob+ZBt6TzOliIgRalzWebGuO6p6tTn2T6TILz//e9/giDsQvErkD/gIl2SID9AlcdyUxbm6wjSu2AtjNH4BPkGPD33qIC1Jt9x8WuURQHl64AN9hU9H8uBviigaKPqSEPde7EBH8oTsHf1Gis00qGFTqiwzVjuQ3kFnE0oY0oWer/lA5ew7frnnZcv1e1tcvDFtFUqUKsI8FeMXKEwKb8Xn4Wb1y9Sfs8/o3RgZj7cRQmtlm4eqyvqg3BwBPWb+pykmWoohxW4dV2yoPU1RQxqVYHAXmJusHdVkWjDgWYbVmuw+bSi3uN9VaywNhTtOAflXlVAZ34MSUVymdoa2A4/+1M/yfu+9Q+LGHznt/NDf+Wvfh5ikMDBhwW0vApMTwWUtl4U+Hy8lbpBhA3ovWoi36hh1/hIgHZ2Anf+scax8Q6BsfFDPaT8GoS5wN3aMzB4w0gzAqX504Wi5V4A68/ApGnMy0NlWiyM8XtwocvHBjtDJtWpqsWsXBUQjEzWoje+kJWsPqPIsWULCEcz00uhKv9FPpb+17J5XFr1vJvweQS9MIQiaCirEA8lmwkaIpTpHEpb48tzrY8kvsi4uEY+Fk+1/yI15+Gqn0NuMg/YphJSYNK8Llz6clh7SmuiKHRO8xNlSfJY57H1ovoVLAbKdsRTVfjZeA42ntVY+/cMiazqvPL0QqZT29bDdLQnAhZ2jVQr0PXAhnSq69F/QyVfzyVO8UzZLDcy5UpHkha11oBc74+Xem3zacgSHp7+cwCu3HoOLt+U7MnGmJjbWuP1Tflpskiys/Pu3cP7GrflXACGZV9jjEYwegCda5KWLfomA2IIpRuYnhp39dmJJxdrPJ2Yoh4NkZJKV5ml2ZH2sfUuFo06p+Ucu1jizI+YtteoOE02KHEaW1id69RcC5iTkBBS5Zgj1tkgIWbEmCFD1tlixJA5S65wjad5jpglN7iJZ5qPrbDCNpeYMOZNXuU+d5gxpUaNLmtgdP4utvlyqFDhVT5Fw3Q5foM3sICneY4rXGXOkg4Bp5xyjzsEBOTk3OMe17FZY4WSkgEDMlK22SEjo0mTDm2uG+PwkAFzZlQI6XFGlRotGlg4LJhToUqdBhMmfDVfx8T0YcjJ2WKHW9ziTd7gU3ySMRNatOjTIyfnKtfYZMvEcC3mLLBMJKeGorsFBSkJPgFJJSf6LV2qLz4DRwEcLASAu4HWxxsjmUzPS4WOMq4EklU93HsoUF+Wiug/mopQNAzQqziSnq6H+gy7NmDp36UB2K1AsiIHEZCX+zzuIdKPJKmJMsmHdmvw1Tv698fP4Jen8JWb8MKqMe8WcHdyUSIzLwRSS8t4HIycpkRExikVvc4LeGUoguM4uk/MUpVYdVxlBZIC+gncDNXAayUwzctcM/ZEWY92oCZkw0hm3P7S+FirMiFblgDuSgBHjky7WALMviPZ0OFM/o1pqgp+tmUMv4WkuZaRUd0dmYwz+v7mUNkJ29b8rlZgO1QmZpYKzG/VNM6RJQK2EcIwNU3VDABPS1jEJjPq6TXbNUmL8lLlYjefAKNVT3Kw9VDZikmiTE7Nl9fhmvGGnEQqQrKsmF4HvvY7Nl6SnZrOCzS2Q0MSPVvZg1f6mt/K54eEn4sg/NiPfZBv/ManwZ5DcQ3KOZISRcgHsIUkQfvmd1s8LjtabqM09cQcYWy+rxvicATFp83fHaAJxctgvxPsBuR7UC4lc7XX5a9jaY6zo/eUB5B7kivZ17Q2cwfcPeCSJEd2ZLojh2D5WNbOv5fZgie3t8nBF9MWBHBlB45OVaoUdPNqNWF7661awFYT3vtuvfbN+6pasoyg3oLxRDef69f1utOeUrbpAmJPJOTmrtK5q5601Ud76ryY75mIdwaVSPstLQFt2zHdeS1FfPyq0tthSzfMwujia+swPYLONX7x46/zvm/9HhGDP/gH+aEf/uF/OTHIUzh9TXr/1iWBQNcX+Dx7TcfJEgHgwhJYOte9Owkcf9Lo/E0EKItU2WYxEuisr+lnC403XZhKPpkqAzkm2rJINZYCZS+ypYB+WAe3IcB38GGV2LRsEYgoVrUJr2NKgdoy3G69SzXrw+ZFI7LzDsJhV1kFvw79N0UMylLadtvVMecHimznOVRqKn8Kxjw8EQivdHROfsNUYZqJxHhVkw1ABM4JjOEv0c9hXcB4MdD4gm0RDb8uwB1P9fvz+XFdPeAXY+17uKe/YxtpVSIfhlsTELYcdWh2A407bCnSP3rI40Zt2eJxdok8M70hcqAmT8Hlq4qmhyvQcyBc1fmfl7R1PJGMPNfYStv4TEp9D7uQDDUvy4n6RrgBtG+o8/FyrOvsN8Be8uB4AMCVbiBSuRxqPieP1IytsaVKQ8Wm1lg01npNpjpGnlxkmWanmoPxga6XY+QWx5+QL2d2LMJdXzGff5P12P8ItC/JMxCPlR3IljDaF3lrXdJadmwoLYrpIf16QVB/Gmc5hNLCqW6zIGYyv0dn7b1Ebs4jHrJAUbOUlIc8ICRkzIQ2LRwcrnGNiC0iEqpUsHFISR6X8gzwmTGlQYOEiC126XKHM04oyElJmbOgTp02HWJiqtRYZwMPlykT5mYMOTl3eI1NNsjI+RSf5IxTuqxgY7Nq+hW8xitEXCEmZsqEDisEBFhYrLPBDW5RmN4Hc2asscYJp8yZ4uMzZEidKnNSZsy4yjVucos2bVxcEhJsbFzzOBzSA2xatPDxadBiQJ9TTrjMFa5znU/xKRo0gZITjnFxucxVCnIeccgNbpAQs2Xt0FzbAieVh6xppDFRJlDpWHA6k5696nH1PHPQP6S81sS6P9Xrr7dEJG63BTjTXKCw4ip4VDdAd5npGEmuqjaroczIb471d88SkN6qqGoSSJff8DWm47l+V/MU2a+6ioK/OdKx26E6Kb86lNRos6rofmHGsVlRNDvwVOY0NtnwnaakNMdzfU5OMlVFch0B33kqslQ377vU0XFLS7Kb/YXWfj/VazfrMjZXfdMV2XzfqFzIdYYLaFd1z0tTAX3PUWW9JDP39wQy25TnN3KrtgcHiSL7WakmZRbKDOSFwH7Xl2Tqcg4f70mutBpqji834bWBqkHVcmUz7oxEUALHeAVseGFFsqC1isa4N1YWIMr0Ossy51ZI8vRcV94Cx4IHYxhakn6NYqAQ6TxdqlSsZYkAXapr3qfJhdRoaLLMNfO8s1AU/WguadK/AhR/JkH4wAe+hZ/4iT/Pb/76a6ooRA75FpTHSPM/Rn6DgosGaTdQ1aB7XMDQOjIn+8BU7yk+aQ66CuUp6oUAFB8BXjCDn/O4Q/J5/wO2ZWJmKrJib6NKSfd1vS1X43AKc+wSSCRfYsqFBONzb2UZU5bK+FlWFcv60oPSX3pn9O/6dmlbIGcyNVp7D9ZXFd3/zC0M4dplRcJtW18LQypuX4fX78Brx2CP4XrXpGiBbAKrO1Cvw8F9GU676/DSLUU14lLGxjLSV5SqI7BQtfT/6dJ0FU6MSXYsMLT2tABjMuWTH/so3/zN38xyueS7vuu7Pj8xiCYCWWefFuCeHAj0hi1Fak8+BXv/wvQYmAs8jx+a7EFXpSDd0FTGMQ+k2bEIy7yvChteRa8dH6hUaXXN1O4/EThtbescs0RjcUKd74NfgvVnjcbch7Kl8VHKc2CVkuZMI+n3LaPF96sC315NEedopGh297pkJtFAcpjlGKZnAsqWpTnNHENQCpNd8JQSnZ0pSujX9TCjFLA97xBdZsrexFPNn33uh1iaSHtuxuPq53iqc/ar+ndQ43HVm+XISJh8AdQylAl+cSapS1nA3kTjWLkO/lyAO5rwuHrSZE9jdwOtqQIB7Ae/oMzC6KH2ZwFBqDUcTTQ3tmMqMGWS8NS+HiYPNS/dqzI3r25r34uRkc5lRm7j6To0N6FYA+8IakuVtW1dEjmJWyKxmaKQOQGnowWWZbFVzTT2sGH8CqW8Am5g1n5bwH5ypLXi10UiCscY2BPTrflM81jflB8iT02TtlOtTzfQmrXNg9txTIndTMcoS8m0kple372pCkeLvl7jeMTFlCJYxzGVpCzjNQnImfg+7foaD3mTU86wsJgzZ0CPHn2aNHEMEJ7QJCfDwWWDFjMWNPFxDcAGi5yCAhibCN95hN8lIDOtxHx8YiIWLFhhlbu8SUbBKiuPTb0REUMGQMmEMde5ScSSBQvWWSchJqegSoUep9zlLi4BLg5t04sgpEKPHh1jfH6N14zUqcqCOSPGfIKPYWPjYLPCGs/zApfYpfG4njq4ptZSRISDw5KEK1zhmAPO6BMxp02LmBgPlwoVVlnjiEMjJxrgYHOZq5xxyg67dOiSkNKlK9LhmKzdOfBKjHzu5b7WVtUD36F9u0PVD1kkEZPhkJbrCezVXb3/mY4A49FSYDAqJVtpGrPq8ULAtOppvy7w048EGgMjjdk7z3xaktpcagjw/tKJQHPDE0CNS3h5aCR4lqLTAxOhd4x0JbT1jGp4Jpvh6vcVx0j7FgLFrUCkZJ4JtGaFIs1lKcBrFTB3BKR3GnB3qPtcYKL5cQa/cioZkYWi+GsVfV+kirhTmmxuqvk9TWCQXjy36q6kSk1HY8pzmZtP5zq3SSLAfBqZOfVMA7pzIpErA3+lLrJUlALao1T790YC4U+1VfL1aCGCsSz0/odGStUJ4XJDGRfXVQnUQay5mqbGe+WZQj+GXFiWpFDbNZG9s6VKjR/Mdc3XQ11DyzaZKONryAoRouOF3kuprFE70Doszdxu1YQP0uKi2tHn2c4JQlEU/MAP/AAf+MB/wU/90/8bX/7SS8AYnD7ka1DWUd+BJcoQnO97zfwuRdkFy/z8AE1WF3UxPkQNzVoaO29yIU1KMaYXBeZAsmfqUM6AAVhVZRiIlDkuQ9ShOVbW3c4RqaiBBWVZaA4/DzEoijOgr0CUhWlJtf0lJz96mxx8sW2uC7s7kCRGquEZd73ZikImY1CmwbZlWv70axd+hV5fGupqDFEfOjVFejMDWlaq+tB+wzfA2R4cfUrko16Du1NFqPOGojFBUwA4OjGVe+omS5AqEhvWBHAa6yaq2gLgzt2H/Nbf+e2MRiPe//73f36PQZ4agFUVcAXtcznQdy8UwDzv/Joa4J0uBOSzhcqKlrbKgFquzjuLjCbbpNpz42XofVogy0aZBkrJR8KWbsLJGDpXBIy7t+HSS4q819YFVN1A0pBKG8bHiugGgcBjNDUlTFNjcB7rmoQtnWNj00hOUsARcDx5WQSrvqFzxlPknob21X1aHYptT5Fsr6L9TfalPXcc9VVIpyJCpWXm9EBZgcqKMh7pRNHwPFeH5mSoh12R6jrHU0Xtu9el0y8yEYx4pvMpHBi8qUo/XizpU7zQOLAk3Tp7VT+3r+n9fs2A9aohHqXkRdFYErCDD8Osr/mttHS+lieJkOsZQ3IGowPta+vdMiGXRnKUjLWveKY1nyc690pHfSQWfc1X97p+bm7JGN57U6SnsSnvieORGGLtew5OWBPpSpeSX8UT42lJtPbqW1qns2N9r7S13opURNFCaydsGFO+bTwgM62faKJxloXWSK1rPt+l+VAYIFnrmhK3g4uMjePJ72FZkC0p7ILIBbdY4LkBZeeK8YHMoLVBbGccckSVKgkJI0aPy3r26LHLLiecUKPGQ/bo0mHKnMAQgxZtttmhT59jjoCCOQtqNIjokZLQpEFCQoBHQkpKRkHOBhvscpWH3AdsVky1nykTGjSZMKIwBMECEhIyclZZ4y53yMi5zBUsLNq08fDJyJgxY4NNcUpCEhIaNLjMLjUavMqnKSmNOTqkSZsuKzzkPu/ixce3noiIAw7IydR0nYIJI+o08AhYYYUAAe0qNS5zlYSUKxTc5JbpjxDSo8cej/hGvhnHAKAqVSZM6NAlOI/S5sVFRZs3hpJ1dI00yAEezqgYcpC0HclL64FA3koo06vvmZLwVZUHHRtpzoav12W5AHrgKKr9qYFA+Y6RvVyqihicxfCeVXnP8lJSntNYILkRaD8VR1r5wID+YSSwuWaCVXEueU3oK2q/WYWbHa3jw7nxDOVa58dLQ0owgVlLRuCWf9HAbJkK7F9f0bzUPZUNvTsWoPUs3Q/aPo97NHQCeH0IVxo6r9J8ftYqAvhbNWUbpiar4joXXgwHzcMyM5kFVxKs4wXkVZmZN2tGShTq/LF1fN/RdbvqKAt/fh1HMVxuwTiDMDLG6UzAu1rXfm61dc2O5pq3miefyEdONb5xJE/KehXmFlxv6nj7htjVfXg+1HW7P9FxK67u2yDAP89guBSp8MyzNylEYGz0nhLJymq+fv+vsVmWxfd93/cxHB7w1//63+Wbf8f/yD//mf+BZ5+7pmcY5hmGDed9FFgFKzFegRRNum3+NkTZg3OZ0RrKFMxQxuGc6BkJL7so8+Cg7MQz8i9YTeBABMGpARuSJ5UL7d8+BjbBMtlnfLDGlGWAZS2A7r9UUlSWC9RBufn4NWWZg3VEWV77nBmEMjVDd8AK/rWm+N/q9jY5+GLbylLEwLIEOJ9cpIuFZESZ0Q66Dmyt6zWWZTToGVhzRUS7G9B/pFJw8UT7vnwJWqvQ7wGZGsDQgwdvqCrO4J5AU1i/kJFM57qJzM8UtZwcyAtQLBV5d6oqAVqRHOZw7yG/5Xd/NycnJ3zD1/8m/re/9r/gPklwPnNLTMTcMlKcs1fBW1ckOJnr944rYJRHJips6e+uo3ML2zIUz0+N+TO/iPL6TYHMIpPcxTbyjjSGpK9MR31LlWSSiQhDWQhgFqlKqZ53Z165LhAYdkwX4iFQSH7kVIx5dyqSND+WLMQOFEG2QwHH09c0b2u3Jc1Jl5BPdBeZDZXtyGKBwOaWKvVc+grTE2Fm5GFjU9IyE2BYnCi6PNwTWPYqRjYVQWLpGtm+/Aa2C2WiB8myr3mYDyQ3q2wCluaiug6tLYH3wmiG3cD0nRhDo67qR5W2zr//uohAOtW5+y1dD8uGfAGOeTBMj2H9aZFLbGUJskTHmB6bKk2F8VE0gVxrL55CuyfZ1fwMZvsXBnTXA29L1zmLBejtUusnnSsL1L2hCkjRWFK02orkTp4Prk86fR0Az3V0HR2Tes5jVStqbhsZWXixds/nGowP4PRiTKA5rHbg7BWtP7ei+fVCRRTzXOvIq+gc8kxkzjFZkPPPQDQU0Bq8oQxMZYXScRgtHzALHQbVBov5HapWg2b9NnaesKxWWQsus2Rp5DwzxgyZMGPBnJAKCSkPuK+hUsXDITEVhLa4REbG8zyPZYD9nAULFhxyxAnHnHJCnSoRS1JiZszIKU0dn4ANNrGxcLA55QgPhylTBgxYY40uXU44ZckSyxiSn+VZU1EoNK+f0aLFggUBOS4e+zwiJKRKlS22OeWYgIApYxZMGTEiYsl97hIQsMtlStMhITbShISEe9wjMGM9r2oUk/KIT9NGhC3A55hjk4FwOWOfjBwbmyF93uRNxoxZMOOIfVbZ4BKXqFClQZM5cwK3q8jtkZHHHC0UMT+X6oDu66dTPFdEIo0zo+GfC5xvVNUwbRTp3tDwVDWo7khbvpEY464tWc2bI1UD6gQysy4TRcU3KwKMi1wR/Umq6jeUF1Kj57vw+lggc2wi8dcaut8ezgTMk0JlQSeZPANVV6oOxxI5CG3Jod4cq/PyMjXSlvLCEBtYMg47luYktNXf501DnFZD+PRAJt3Q0+dlnsCDVKB2EksiRSmT8tTIgcaxwPJJpt4EcakswSxRFaL7iUjQNNL55ZnkTEWhTGiRSesf5/rM1zzwTIYgzXXOaQINR1jWRXPqIK/DNNX5TmKB9zeHel8rFLG4P5XvwrI0DxuBMO/VpgjIINaxfQdut/S+cSwvRJTr3O4vLkjSONG6qHiSbvUiradXByJgz3SU/akGyjw4lilnawhOlGncv46swZObbdv8yI/8MONxj3/wD36e3/5N/yU/98//NFcvNxA5uGmSBXUoxlA+gDJA5mMHZQ8KFM03UiIqKDMwNK9ZmL8liGTMzIQ/xHSoBKrGpHwC5Zv6e5lA5oNV17OvDPV3qoh8eJCfgF0HqwbWqbyUNI1kyMOy3jofZTmGMngLeVAvhMKMpf7Ea6E4Q+0VMHy4KoWT9a83zf9WtrfJwRfTtlwK/KeG/Qc+bG2IJKQp7B8pylM5f5hk+p1tw0pdEo3TNyA7hGABJ3ehnEi7HbjQ7UibNyjUD2F2LD2/5Zhur5a+JgewbKjGux1CYxWSujIHi5FAaTwWgGldl5yn0oVFn8HZCb/1d/0hHjza58vf/QI//iN/lmB5DHFPIPdJYPV4Ky9+rG8ak++ZbtDpXBr21acFhLPSpP3QjdXzFUSIR7rHlLGIUWEidLZv5BmF5ilsGz1/B4YPjAk2UFrSDXisda+0gUJAP4s0VzVLDxG/LnA/O+Fxj4VqSxmdShOau3DyaZ2W6yu6XrqKSvXeMNH/UNHg2bF5+KyaJm+2oovnjcFqWzoHy+JxJ9FFT+fjV5QBGh0YEBwrkk6qiJJlC/w6LuCI8JW5QObsWKTk3OCcLk2VqCPNZ1gTmAZF2/KEx30V0kTkp7pi/AxLo8s/lB/ErwsgW5YI1nKoL8tRPwKnCoNAayaZGtmRhcrLJSqB2thSN+x5D+v3/n+eWCt/89/00/Xr3maLGOup933Bj/Olv32an+Sn/7Xf9Wf5vi/AWC62P8R/8gXd//9e2873fNUX/iB/T9/KP/Izeka4jml0ZuQ7tgPXKgLOo0Sf/UWmCH7HV2R7mqhsaMWRnv5goe8bVZGLAJGYuYn8Brai+kcLZROmCTLm25IJNYz86ZeOJQU6mIvcrFd0jEkuOch2Rc/I3aYISJoL6NqWvo8TjXORqIli6SgT0fT0HOn6uu+4QGxM4svU9BMwHoYkkxE7MPsNbZmQQ1eRfceG59pw6Cr7cbmuDHyJSrKWaI72J9rfMJIyZjVU5SLPFtg/31ZDeKatY8YZvLAmwL9Mjc8gEVFLS1WHmsewURe4nyQXpKsoNcenC/3t/kTzsV7RHMSl5qDMTdUo5/NXKzoveuLan+VJ8P0uf+Nv/BW+6Zs+wM///Kf57d/03/Khn/0zbKy9R4VNilKBr3KMMgoz5DsoUGTrPGNhm7/VzM8esIqyAhOUhYjM69tPvHaudVWOUA+FEfIu7JlsQawsEMfaT+lz0U0ZBdDsGRRrlFTAmj7+W1l2sayVJ8hAweeWHJ3D/4utHAEDsJtPvGIOxQlqLP1Fvr1NDr5YtjSFvUOB/9DknuJE4P/qrsqYWpai+eeb60K5hEEPnBnMHqm8ZV6FuK/V2ZlD0jQ+gAJO+9BKYeeakZ7smWpDNUXlKytGD1oI9FMoepsbo6tnC/AlU6P/X6oCi+sxc7p803f+57z82ps8+9QN/tHf+lHq3XWNNU8kP2lf5bM6IHsV3aTK0siknoXmWGCzfUUR28mB6V7sQj4TwM9NJDbsSDLSWFUGY+MhHH9MEejGjsk67Isw1LckjbFtnXNlTUDbNVGcEmPUDRRtzhLTaTgEry3jsF9TZNoPVZnJCfTQzCNlPNKpyEWlK/A9fqQoePumpD5eaMzdZ5LzeIGuheMqtOC6ykK0rkKjI7A8O9FcTI+V4cnmiqA7IYyO0M2slKciXypybVkG1DuK8GcLRcvdun7nt8D3NSeWLWlO7y6svUMysfmp6W9gq5ynVcDkWGvV9zVX512a3Yoi4Gmsea+0tF4sV5Ii2zER/aqi8GUpL8VyrHKis56a2mWJ1ppbUZZk/ekv2Efu7e3t7e3NbBVPlYBeHyvSHGf6jG6EkiPlCMTPc0lcLjcFRvemiqq3KvDOdRGGOANsAdtlpsi6ZSviH9h6vmUFRMeKrLcbAsiuZcq6lopsu4hoTDJJilxb2cump9fNMnhhXdmXw4Xu6VmqakUPLI257ZsqSamA+bUmvLgBv3qmDP1ODfZ9jSPKTddmx/RHyFQC1UqFTduuMGXFFUlo+9CL4cFU+624Kg3aj2C3rvEOYkXom6HJwhsiFNjK/OSFsgyLVOf/ZFnRZWa6YWeSHw1NNqQVKEvQ8EzHbFfX7LLxntUCVdyLcnlN8kLvjXPN7diBa22NMc71TD8vd/qZW5prrkexQL7vGLnWhT7GsixqtVv8+I9/kN/8Df8hH/v463zT+/40P/3P/jTtzjNACta+7umFA8Uej43Ej8udVtDkBiiy7wGXkTn5GfO7Pe0LD86bpuECV1HvgwmK3LcxUSvtr3QlISoBexesIyMnOgaelyfByoWXygmUN7CcJmVZgtWnLB0sq2OO1wTrwIxTm15XIsJzsZVDxF2e2Kya4pBlqpjYF/P2Njn4Ytmms88G/4EvUrCMLkzH51u6UJfd+Uwyg8UM0hN9gAdvqkpPPIduCc2lrnS0hPaqbi7xULKL6ZEi5mFLn6XOFYHl2aGi10Foml61FdV1PUW4m5vS92PBZI+4cZn3/xf/Pb/yax/jyqUt/ukP/ylW/Ng04aoITJ+XPa203nrubiBJxqInyY9lCUxuvEOa8CzW1+JM0fYiA2sgwJ3MTaO0EsgFOMMWrD+nRlhlpuh7lkhC4zcEskf3jK+hr3ltXZXkKJ0p2j8fALai4Psfg40vU5qyf19+huEDGVvdQOU8532NbXKkcVU6IjW2pbtAUcLkga7jcgQUprLTjgD98IGRlM0EyBs1PZRmfcluJgfKqGSRrl3YloTHciX9mZ7pWImR1RS5oiZZCe5clZ0cXxIZCwHwIJAXAUtrJeoDGRx9FGZbOrd4LnK4ONM1CZpad0UuD0M0NtKpiqKOlo+iO2Ydn/tG3KbIk+3q9V5dxCAaP1HWM1WmKmhDdGqyNxf51/J/fb+8Ip1rIjmjPc1lutDY6qvaZ7rUMZvbsPE8j7sYBy2ZiPNMfofzvgVOAEXKYplS+8rv0LHe/Clluvyq3mM9ETGbnsoTkRi5neObPgQmquQGWmOOKynYYgSHH9U6WxpvjGWp/0NzBzbfqbXUuqR9JAtYvaXXnJPi0UPK/mvMPeg3QuJqk4N6xrZ/g1Zik7UvMXLnjBkzZ8Z1bpCTE1KhIOcObzJlSkzMCcfUaRAT06HLNpsUlPgEJiZWcp1bzJgCFjYWZ5yxYEaLNhPGlPC4zOdH+Qgf4VdZElOnxhWuU6fONts0aNKkziobBARMmGADhxyxxyNCKsyY4plyohWqtGmzxRbXuMGEMaecsM8eDjYLllznBtvsUKdOTMwldvHxOWCfGVNOOKFPj7vcwcHBxWPGjAVT3sGLPMVtNthiwZyP8Gt0TZnUhIhtdvhFfoFNtrjNU4/XXkbGhDFfxddwlztMmDBgwF3epEGTM0445pgNNvEJmDFhjXVyct7Fi1zlOjGxKYl6FTe24Gf2JC2aJ8YrANQcrD/0PAAnf+8TrL/jiqLUIEB4spSWv+Io2rvMpFPPc0lSPEemYR/45SNJavpLSX58R3IT34avvgRtF+v3P2ueNUYKc72hiPenB6piNElhMlLE+XQp0NzwtY92qH2XBVypKUo/SoBS5a5Hsca+WdN5NtsqczrPJXc6NLId13gw5oWi2MNYoLfmCxi7jp5Vx0u9LrAvSoN+5ZbGMUvh9RFUK5IOOZbAs2XB8VSf39WKougHE2UTlqV5hpUC51GujOuylNHbd1VtKC4E3KeF7p1uqTnuoDntLyXJudXWeDdaOvbI3GtHBtT3FvIBFKVM4XszuNFUVuHVgY6zFipr8FRb+/zQgYn8j+QDec+G9rU/1VwOY2U5PEvYepHBdqn3TmJVrAptaFc0b44tadlWpvmr/ksQ6jyRTOpgKvN7zdH1cC0d8+mO1oLZLMui232an/zHP8XXfM1v4hOffIPf+R/9aX7yH/4lqrVUEuRyBFYXrFvAAygrCNi/hjF86BnOCGUM7mHSTsh/cA6+z8xrCz2jGaKswh1UBcnRc9GqQVExv29K3lvMDJAfI1KyB9Yq6qg8hGIHnAll2cayLMqyBtbg8b8tq0ZZNlTRqJQXSf7Bdawn0H5ZosbMn0sogRn6F/n2Njn4Ytni5K3G4/PNthWprVbh5BgWD1RWcdmT4dLbgG4TDj4hEJEMJTOJZtBywGqpTFl5CFvXYetZAbDliYyd6cL0I3CRCRLp3ItMsiLL0oeK0kR7DSGYnxhzrkde2PyBP/79/NTPv8r6Spuf+mt/lp0rVzT+yYEB0aGi1efdbYvcyE1G2nfQgvq2wH1ZSOPvVRVRH5nI+8Y7ZP7tvSoQOB8oItS5bIyvM2ndG5dUGSZoqob+9FhylsqqovSNTQHPeU+Avr6hfgSx0d0W2YXme3amCL1bwnRfvwuaIg2zvjrSnktuKg2BbywBTr+m7Mf4kc6/LE220rkA3fMTyJuSdU0PBfjDuspYlqkq5hRGexyNJB3r35e516/C6m1TIvVM85ulylyUnrkB5Uqn54nMsZ3bIkB5puzDuT9gfmYIRakIz+ghtK5IJlWkmvdsKj+GW5V3IfCVCRo90n7sUA/y6iVDdJa6FkVqPByrF0b2eHLRkCyomkZsQ93z6zvaz7IPR5+4+Cx0b4uUZpEyKSs3le04+BXTyGwGFJLKrT0lkjS8r2u+8pSubTTSe0HXaXaq8954Bq+9+vhQ5XAPy61qH9FY18+vCWQcf8Ks1zVdm+mpCHDnirTgQcNI1BCRKe4qy5TFksgtByKMjq91cPQxjfPye3Wd05mOVVuD0iY9+hWGIZy2FwwYsxaFtBdjmo1nOOIQnBUiZ2JAtk+DJg4O97jDTW4TmM7GNg4nHBEQsMUGY6bMmLJHSkFBlRoZGYfs8yqvscsVVlklJ8XDZ5NtDjngZT7NmDFrrHHEAQkpq2xQkpOSkZIaPf6QGTMy1rjKDZamGtCMKSkp17jBMUeMGJERc5tnsHHp0WPIkA026bJClRoWFgsWbBJynRuEVCgpgRgfHweHS+wyZcqEKSus0aTFCcfss0dBwSZbOMbXsMo6tqnStGSBh0dKxpw5O+yQkLJkaUhLRkzCBlv4+HTo4ONTp8Y+DwkJWWGVBRFrrDOgR4MWHboUFLgINAQEzJgxZ04raMG71wXeXhsa2acvKY7ZPNd5wqCOAO95w6u8NGVCTSR9P4aTmczKcQH9TIA5n6lDcTcQuK6l8PU78MLGW1UQ7QButAQeXxsK/FuWdPq2ZRqfISBa9/T6B2NlD+YpvDIQmN6sydtwdwiDJXQqplOxJ0NuzYM3J4qw1wOd7zCWedcyspU81We27gm/TRLhP9cS+I4tqNoC0E0TRd9b6PNto3m82pCM5mwp0hE4MnRPE5GgZqB7z6khMzk6D9c22c5S5+EYIhJ4RirpXMQrilKZEg9Y8UylpkCEyHNUlWitosj8JIZJoEh8apDhZlVze7TQtXhmRdf0dCYiEWXyWZwrViaJ/B7PrMhHcnessS0zEbqqZzppxyJK5yb4pBRhqntaNzVX7/mXbcsM9uaay3tTXR+r1LW9VDcZoxk80/2st25s7PJP/+lP81Vf9VX84i9+nN/z+/4of+dv/4943hUoJsAC7FsopL5vRPm3UFbARhmEJSIGXdRd2TO/OzbvW2BSWWZitlFmoQ88At4B9paQeWGCfPY1ZeU5hWKdC3lSDewdmZfLPjgbiKWXgIVl2ZRkaPE7WJZtjjc3JU8dLKuBZVXeMg+WpSGV0VsJQpkbv8EXedYA3iYHXzxbtaLswRPpKkCmosBX1aLFGzCf6ObktWB0CLU5NKtQj+HsjrSI1QpUI7BiRTfrbSNV8SWtKSNFyvNEROL0VUW6McA3T2H7BVh/h0p+Nnb0fdZTVH041nu9KhQp3/uX/zF/++dfpVkL+Sc/+j9wa7st4N7aFiiMRvISlNlF5aDx/sU+QGAxWwgUP5khWY4UFXYDA94zUw0oV9QnqGmOoiNwzlRRKJkICE+OBegrbXkWssg0NqtL0776tMDa4A2B+UpbpMD1TNOupol2FAKwTgjFXBFwJ4TJHchaPO5YXAKdqwLFbiBgXxY6zyIWYK+v6HdFolr2XmjKprqKVJeFzimZirh5VWUJ8lh9HCgE2DGSocnehd/Aq0C1aTIp6UUWxm/ounmhqt/MM5mPz4bGPLsQ6E+WWgd+TcfL5qaefqhIuVNRE73zrs7Ny8owdS7r9Xkq0lGkIj6OazI/qbIFyVhEpbmmh1R2qMxUWWj+G1vad76U32F08NbPQn1dsqzqJnR2Td+EFK58lbpeL8emfGuo3hLxGC59penaPNecnmea/JpkTKNHujbRGLe2/vhQg1nEynbVlKa1RCDzBA4/ou7N594Z25zjoi95m/8ZoaLzyl6NHV2f/V+D0pLOlQJqHV2f3utaV5e/yhjolzDeI8vmHHkTCqdK7AXUFx5TZ0lRxHRjl5Q5e7U5rjWgQpWYmA02CAhp0OSUUy5zBQeXI+7RoEWFGhkFc2asss4RB3g4jBlywikdupTkarjLIxwcbvMUhxzQp09IQEadX+VX8XBp0CQg4JQTnuFZzjgzzdLWeCfvImLBv+CXeI53MGdOjx41alSpkZMzZsgul1myoEKNGjVCfO5yh3fzHipUuM5NDtgnYvm4N0HEkg02H1cHOgf77+B5HvKAQw6YMKFNBxuHFm0aNBgypE+PLl0aNHFxGTPCxWWNdTp0mTIlwCczBugada6YqkldVpgxo0qN53mBN3gdC4sWTaZMCKmyyxWWzPDx6NB5vBw8Uza1RUvR+JorUDeOYa3C0rnQnzcrTYHVx8+C0pTWzEUm4lxkoe3DqS0QPIvlbXKBZgVWfSM18eArmjpe3RM4Pq97D6q0ExcyDnsO3GzDMhZQ9Bwdu+WLFGQ5vDYCSslfDiZwsIT5obIXr42Mb8mFdqEGbq4NT3fh0z1VSGv78MCA1mag/Q8jeQNsW6C77qm52iCGaSzgfbmhe0dUSO7yL450HushLGyBYyxlJcaJSFHNFyC/OzJVf1xFwu+kmhcXgfaGLxnVwgRjSkdZDsvSMyB09e8UaLnK3jQDmOXwzNqF1CYr9TrQ/MSFrkEuwEnF03UYRgLuFvB0SzKpjQpMHXijL1D+0pbmCksZiNeHapi2zJXpqLsiSq6jrMs0AycSUYlSjSWwROpsS1kWi89vPO5HIjSPJvIsnBPW06VI43pNxvfPQQ4Arly5wj/5Jz/B13zN1/OTP/mr/J//yJ/jB3/wT2A5LyDNf6msQRGB1TQegCbYXSiOEDG4rSxDWUUpkRbwOgI/XZRFOEBlUKcos+CgizOCsgP48uvxLiOZ8sC6DO5EGYWiad7ngxVIop0vwF0xJADKMkVN0S7mS/6DOpZ1YT7+XJu9CsUj7ZZAQytjY0i2P+9bvyi2t8nB/xHbfAHDkamr3NDXZ2YJ6jV1NZ4vBO7LUj0LahVdpZNPgTWGRgVO7plI5arSZL1902AnEMDIYih8AbVzEElgorZDZQYsW8C70gZK/T6LFNVtX5HZ1AvA3xRomxxo/EMTtXYvgWXxl/7+R/jz//AVPNfh7/25P8q7nr2piPbwkSK5XsVEiOcCmW5FoDePBIqyyJR1TIzJtmF6FZgtW1w0j1r0FeU9l+T4FdOQqjCAfmi8E6lkMMcvC3AvhhqL5SiLEQ0VdV72VJd/MdAYKI2EKdE+p/uaP78uSVbeE/BMZxpPY1PvjeeGKBmtvG3IRcXcPOO5Is+eY8p6BjIgVzpq4LX3Kzpu0FSEu8jV6df2Vd+/dUUeCtsVwLUdY3auqBt00DbnY+Q59RXNcRKr8kaZKMIYLRQ1X45kFGte0oNi8mFjtK7o38lYke1FX+cOuqZuYLwDichZNFa2JxkrmzDvaW4dT8TAcUw/hLH2HY2UYYhq+rdfB6ehxmb9V9V8z/FF/qYn0L2suTzf3vxJCFZ1LYoI1oxkaDkS+bEcHSNZaH27Va2v6bHm2gkuMkGOa7wmIcxH0HsTq3KROXjYX7IyfqTzpZSEaf1ZI0OYioAux/qMVNdFbgdvaOyVzkUFo+VI16nSkWwOzJwfav0kU62JZKbXHn1CpNwZQFEyjx6R1NcpSDkuB9RqAbWiydyeUi0yNpsvcc87JCamSZNV1qigYzdp8Uk+ximnDOhRp86MCQ4uCxY0aTCkx5QJTZoMGJCTEFBhypwpY9bZ4E1ep0b9sewnp2DAgLrJNBzwiJSMBg0e8ZAJE97BC2ywSUxEmw4PecjP8s8osKhTZYcXiYgI8FXqk5CYhB12sbHx8OhxSsSCEaPHQH+HS8TEhIRssU2Omrt5eLRoU6VKnTrXuUFKwhu8QY0aTdqsmiwEWBxwSJcVc959Qipc4wYuLj4l17lhpEgLAny6rDye14CAK1xlwIANtqhSY8CAU46wcFlhBQuLjIQdLlHlIhuQkj3ej0inr0oyD6dgWTw6ePD4tU5aCoSBQNlGRaDPjdXL4LWxtOWeK0yU5pLdNND9yUeAd60qScpTHYH7OBc4PZpffLb6Ebw80H3g9qpq+fcjSV7GqSQ5V+vS/88TGM+1X8uC3ZaOfTyTMdizYSuEexNFt19YE6HZmwigD420qB+p90E7UJS8v1RwK3RUlaniCBB7BvgWhUC+58KqK5JybwzPrYpIFKWIySLRPPi2PAHjVGRlHMOjuSofTRJVbSosZThCD7Yamhe7hMOlXj/LJdlxbclyloXIjR/o/jaIhEl9S+NPCo1zowLbLZGV14dwZyAgT6Bjx7bGPE9E9PZN5mMaq4zp8VJzO45EylYr8g7MUhgvNR+rJrtyFhnfhw/eUkQpcDU3Nsp+bFZElFw0xpXASLwynVc7uJCvLVOTwTTSqvNqiKGj81+mFFZCmd0FToAQy76MbV/cP5955gZ//yd+iK//hm/nR/7qj3Pr9nN87/f+nyizfSjflOTH6ihLwwz5D5YKs5c7QARlYP6+DuUeF/Khq+bnCco02CjaXzXjeUWVkWgDT4P7IpSv6L7NNchHBrFXdTPOx2BVoFwBe46ICJRlAlYEXOLfZLNCsK9AMUTJDl+JCav6r3rnF8f2Njn4Qm+9PpwNZMKyLTjrq4Px7s5bCYLjwOUdGAxhrAcFKx0xzvEjmVLzhezuDVu9CFiaJlEoutzaEcgfPTKp2YrAWZFI51yWFw2dFn1FfYOmgHHQEFiJDegJh5JLtLcFWvwqbL0oMDV+BKXFP/rEMX/kr/wCAH/lT/wBvu7LnhIwxBJYS+eSOlVaAkeVjpFJRfrQxzNj9vUFwpKF6s8HJtINOl4y1w27MFFpy0KpQkcgsIildS9SOPq4gHfQ0t96r4pwNNYFnpcjaG3qtVkq0+2if6HvPjf2lpnkXGFLQHT80GRVJgL+nWvSi0czSI6AQkC5TI2EyhJQdT119602TOOqVOZwxxO4Pjf8OuY91RVVXppbyhZZpdZGFmtOXJOhKFGlJifU+a5ch2RbfpNc0Q7SM+MvSHUuzly+Laci01q1rWj3+KHAabJQBsLKjWbThflQ5vagpayM4xsfgWfI31Nae/HEAH5zbslE0fJsoZ8tT9mjyaGuQ9lRRaQ0URYJS5+PdAyjpWRefk2g/Hw7J2GjsbIL0VRjcl2Rnv5dzX1hrl80FUl0XCP3cUUIw5Z+F89Eovy6siaTw8eHevBon3dfXxWRABGf6aHO//DXdO29iunX8IqyTN2bkmMN7qgDc2vblFH1lAmYnmjtz8/0ubBdrY3pofmMNSRz8u7CvAp+k8Vyj3EjJWt0cax1EiwiCvx5QLuzRc1rskmBjU3TPNQAIxfao8RiwYw+fWbM8Q2IPm+ENmFMiw42LsecPO76O2HMm7yJjcOCJX36TBkzZEBCxpgRIQH32SejxMclJ+OUUzJSBpwR4HHGKR4BQwZUqXCZyzxij4/yEVaM1r9JkxZtU5q0xoI5Dg7Xucld7rLHQ5q0WWOTyJRlvcJV9tknJycgICJmyH3q1HFxcfHossJNbrPO2ltuyTWTt3CwTUMzZYxsLGrU6NI1sqHPHRmMiRkzpiBnhRWucAUHh5ycIUNGjCgo6NChZshISUlEhItLjRoFBVOmzJnheh7NyzXCfsnDO/cvDlR1pIW3LEWxPUfehA+fCqzWPQHf3gSuVgUo92eKfK+GkvTs1Ex03FbkukTVx9Yqiq6fb2Uh0hAXAu9PtfS+jTqsFJLkrIQyIP/aWMBxJVAUeZZKEz8rNN6Ko1Kd3Yoi1R85hc1Qn+tRBPtzqULyTNHv+xNFsiserDk8lrdGqcbioOh3xRPQXQ0lMerFsChgOzIVlmacF9wjLo1fwdb4XEtAdxzDrx3LS7HbVGS97ur1DU+kou1L8l6WykrYpchNBlyr6X6TWNCwYLuhxmwf76lE6uWGnjt3RpKBvXtdEqfThXon1E3ArhWIdESZ9r831VwFqSRSo0jzO08F4jdrBtzbsFrTuMfxhXTINvOBpSzCJNP+rvoiIwdzQxJqIqTLXM9N31GG4t5EZGOjpmMMI5170zPX1ATo7JJiOKF8xz0jdz2PsD8iL17Aca+ZBeXyFe99J3/t//19/O7f8z388T/+p7l2bZcP/M5N48a1Jf0hAnuAovo3wD5SA1B64LQU2Cpn5oFXQeRghGRGC5RBWKAMQoxIhotkQKeoatER8C4FqXgd9VhooV4HkgtBW744drBsn5IZWCGWdRnr/w80bwXgbP4bv/3f6vY2OfhCbmmqbECzfmFm9DyZjCdT6LTf+nrXhfU1fYEiyIN7Ai9uVeCttQORiUBXukY2dEmR5tqaNOBFKqDrN0wkfkPg0XHlH4hnJpLvo5BTKRDT2BBgdEKB+PmROvjankDXyi3JUqIX+MTPfJDf81/+EEVR8ie/87fx7b/lecklskjR2XSukp7YJgtR5aILrKcby6L/Gb/3BYAXPZlJQYQiGhtDqA24it56gYy88xNp/x1bEW3bE1h1KxpLieYjjUxFnTEcfhxql0SwVm4pCt6/Z44f6ubVuir/w/xUD2TL0XijkcZ1boKur5qa/lUB1s5Vgeqjj8L689LITw41D81LKiFaWvoedGREzuZqGjY7k3QoaAjcLkaSUmVzSWPyhdaRG+orXoogUGjsjZbJGMx07kFD55BM9ZrShuUMVtagdc0QRfSQTpcCCOSmwlyqtXpe4tTJdB6ekTy5VSAzWYiOuk1buXngz7ROFwOB9vqq+f1ImarmZRGGLIazu7qW57Knc+N6tIBpT3NyvgXVJ+amr33YZr2cm80jI5WqrMlTs2jo2juuPke2b8D7ZZGc2qpM+e0rsHrz8aGabmEyNKXenyf6TC3OdO0714zUbWFeM5VR3K1orZx8WsTOclThanakz45bgfmBSFOWmLK7ickiCKyVZUaU9FkyYewtmC9O6IarZF6NA+uQYjlkEETklTGb9Nlim4yUCVMDRkse8pATjmnTZpVVQir06XHAAQMGzJnRoIGDx5AhOQUhIQkxA/r0OGGLXYYMOOOUHqcsiMjJKCg444wqFSwcdBdJVbzKRPofsYeLR0xERkabLi06rLPFmAln9AxAd5kw5ZBDXuBdzJlSAhk562xyj7s8y/MsWZimZm3O6HGPuzgGaAMU5BxxyIABt3mKGjXjbUhYGilSnz4TxiTEPMfzhFSMp6GK9UR5woSEAQMyMkMjLv4+ZcoRhzi42NhMOSYkYIdLuLismv9AJuaeycwA1KlTp0GPHocc4OJQo0FJxNAfsLW1zam/vFjv1594PpSl5DWnSwHQUaKofDeEiiVi0Anlx6z5AnaF+cz7jjIOw1hR/Y22AOfd8cX+fVekIc3g3kg/X6oqipyVpnTmUsDzpQ11K96oK5ZSdySPyTLtPy4FjE+WijZXXGnXn1uFmy3p2YtcMprEvLbm6XiLXGB2HMtI67jgZ7o/PNXR/e+8xOjRXNr7ZSqAvj8TYUpyk8W1TBUeB9qe5i8zsqWzpQD1Tl0N3LzSVEmzdH+uu2BXBaIrjrILTV+ejran/g03W4rOvz7U2JqB6UTt6h56uIDNua7LMx397nipYywTSBydzzIXIHdLkQEHzVta6LmR5JKLRbkIyHvW4Z6v8/FdEa1JpKzHNNJ1nmU6N8dIjtquCMlO/YIkVlzJus5MluLQeB8KTOO6UvO7N4P+ROdRQrneh40hWHXzTDYyWetjFMUOtu0jIB/ygQ98PX/mz/zf+RN/4v/Jd3zHf8alf/IH+Yr3fo153wgIwXkOygdgXQOrAc4u5P9M5IWAix4HIZIUzcGQbkmLambQI0QangbrFpRH5rMTgdNTYJUNkZLySDJf+xKWvQOUYGVY1tW3GIv/fd7eJgdfyC1O9P0zu+0FvvwFn0kOPnPLEwGTc+lNuhDA8hsGkMx0E6ytKDo/uCcwVuSKDrtGXxg2BMDsQCTCDRQxzmMBySJXFLS1q/1SCqj4DQHaSkfjiYYQdjl88Cbf/L0/yGwZ8/t+23v5U9/1mxQ1b6zp5hsNFBF1PUmY3EBguHPNaOBrptrN8kK7nWcmqu7D+EDExwv13tau3m+7umF4tYt9LAYCZV5TgKtzRSBwavTq5z4L2xcJOO/6G/X1vniubEuRai7mPZGkItb9JppobEHFAO255mj00HTh3RIhKC2d++TQgDxXuvfZsQDisgfYGmNsiMXsQIC/uSPC5Pu6xulEoNOrgrcGg0ciD9FE55DFylaUqenUayubU10TOUoijeO8gpNjS9fpBiZzM9MYeq/r33kKy7kqSmArcmO5mufaiolE7Wv+3QBwtCZXn5LGPhopY9C6cpGFal6G+MOa03EiSc9iqHmkFBGxfRGqYgm5J3Ib1FR56bw07ZMfnWgoiZtb1RxbobIaeaRsQbLQtbJcWBwqe2LvqRv00SeNrOyKyNzxy6Z0b0fktShMd2dtv/nFK1qH2V2z/i0Rg/G+TN2jB/pdYa5BGmlezo3IRS7S4jeMtMgQHydWN2vvoZHS5Vors0NIlpRbz9PPDph6Bb69yrhV5yw9Iy9OSRcj+uUDTus5J90aQ/tXeZpnWGGVgAAXlwlj9njIm9zBw6Wg5Iwzlix4nVeJiWnQZs6MJcvHkfycDBubBzxgypRVVoCCT/IJ1thgSN+o/GNcbJrUOeQIB8e0Fivocfy4MVlOwYwpdZpMOCYHLnOFKSNmzHGw2OeADTbIyFiw4BN8hCYdbnKL2zzFEYccccAI+SksLCZMHnshbvOMySRMuctdFszx8TnjjIgla6wT0mPBgld4mYKMnJIFU0oKPFx8Aho02GIbC+sx+LewcbAZMqBOnS0UrDjhhApVbGwiIgryx7KkDTbecvt2cdlkk3WTmRBpesCZMVyH+IRUadDAw2ePR/y+P/D7+LZv+7bPfhZYliQn98bS9a9bygq4tlQZo4khCq7AZN2BzJK0KCsEhDNzb78zuugCfL4NYmUcTmaKZn/iDE4qAp7rhiR0fFW9madq4LU3VnZgnppO66XJZuSSGdWM7j0tVC3p/lCkxbfgONY449xUdLNEKizLROstEaB2oKzD/kLNvTxHGYi0FBHB1pyMEsluJol+71kwSE3FJE+BujjXOOJCQP4sEpBfqeh+tMzUOwFH/o1WAOu2IucLR+9tB+aZaqRA+zP9PElVZci3FLFfMRnMZqAovG2rqdoy13wME81ZN1SGwHGUyQnNcbqBKkslKSS2Sro+14Fn2xpPXKipXo7mvOHpmmaF5vW2ySImhQD/CyumPKs5zmpFxODuWOTRRsSsQGRtrQKf7Gvsvi2S4Fqa16fPpIRIQnk/HEf3beeEshwCG0aXv0PJKd/7vd/GnTuv8yM/8mP8R9/y1/mlX/gKrl7rAL4Ae3kuMSoBD5wR8LVQ3IfyDmYRImIwMgvWBLKocJEliJFUKOGiIZkF+StgfxmUPZQtcFGzs1Mo+5RliWXvYlm7v25iUJYRZannpWVVvyQJxdvk4Au52ec5zs/YilLVD/5VWzRSyc10aTTxBgQ6ocBY56oyBbUNI1Xx1WTLcqC9I7Nt5wqPK8d0thRt9Wr6MM+mJvJrQ2G0hWWqD4/ja+hlfkFuLIt5kvE7vuuPsX/c4ze+53n+6p/7r7ACk2nIlgK3Gy8YXbd/8d50KTB0rltvXzbdcGeao3SpaMKiJwDfe0Mynvqaoq3VNZ3/eT+GRQ/O3tBNvXNDEeA8V6Wfc/NQlgmMTw913nkiz0EyF/jMIoH2NNaxwxYUI5GbSlNadMsRmbMDReab24o455nmPJ0LaNfWNIbZscZYmKxFXCpqHFRFINKlfBBZwuNCx6NH0HHU3bhMtT5al7RPx4NspmxPdUUR6v7rukaVNRl325fh4NfUedkPL0qdpkvTPXpd1/JcXuO0jHfByH8WfRP5cTTHjq37rluB7jU4eVngNk807qChHgmVFbj2tYrau1Wtw2QOjZsw29N5WJgGaFw02lueaY7qm7C4pnkoTJq72rpYR46r8338eTDr1a+IIFVW1XvCrZluzIcCKvHIeFNyyXQWfc3R6IFI1+ihiJwf6jiVjozwWXJxLNeDaV9rNU80Fq9mmuihrFg6NxEwQ8I+87N+Tog6u7o2Way5qnahc13yvWSKSrgG4BUs3JK5FVGfFxTdDWqeRTcb85GdlLyskNq36LqrrOPToMaCBb/Ah3g3L5GSss8+Pc6oUGXBjKHpRNzjjKGRu+QU5KYixymnpCwZEVOnSosGC2b0sMjJiVjS54QcSwFFFtjUKcgICB77EK5ylSkzcjLOOKUg54wzcgqGjNkgYI/75KYa0hZbbLGKjcdlruCZoqOrrHHEEfBxYiJe5xV2uMIaK3RZxcfikAMq1DniiISEM0445RQP11RrqpMb2c4OO7zMy3RoU6HCgD43uUVGwiGHPM8LTJlQN1mXE44JCElImDPDwuGUU8DCwyNiSUjAMYcsWWLjkJIy4hXatAk+s6AEMkrHxNznHgvmnHHKlClDk8HZYhOfCi2aNGh89nOgLBXpP1oKGPaXpj69pSjxyUL6+2Ei+Y2PtPJNT6bna22BycMpPMoVlc/Lt1asOT4PeiT6DE0TSUk6gSLZNVfg8mghsPj8Cvz8oWr856W09be7IgNWDL1MQL0XyRexGkjTfzDT/lcrGlPgKjLv2Mp4WIU+RmuhjLmtQDKi47nJ4FrCgJ1QY9qoaFy/diZAPkuULQg8CEvop2BlitJXLZGn7ZpMtlEqz0FoQWSyCGvG77dZFVgdJSrDer2t323U9FxfZhdm6uuefncyu4jkr4fyeYAI3MlS57Jpnk3dqohEWYrspYX279ga49RIoTYr0AjhUk2VghY5vDrUGshKXePSyM1WK9rnMhfRW6lKPXOtpWpQy1IelKO5SEHNE2FZ5LqF1T1TcckVQbnRgmnlItNwXh62kkG/UIn189sfwGYOTvF4SVmWi2VtU5Yb/E//01/mwYNDfvqnf5n/4Hf+P/i5n/sLtNt1RBBOwd7Fdm5SljllOcTyxpTlVcg2gXVw1iF/FfIPoQUwNvfcLir9M0BZA5Ah+cj8fRc4g/JAxUSsTBkPmTH0TKZl5EMX9++yTMxxbCB8bEguy5KyPNPxSges899tYduf47P77/D2Njn4Qm5hqKhrkiodCboZxDFsXJh3HpcIPa/a4riKRC6G0mSXpYAhBRSrgKVSjZ3rpqKN0eW7vkqVOgZAh23pm6tdgelkqv3HUwGToK6MwfRYQGdyJFCaJ9qX7Qogmi3Pc771P/6P+egnX+HG1cv8+N/4XwhX1kzZz1xkJowUef9MO36RaqxlKYIQ1GHlhoDbeUOzsCHw5voClJMDgcHZibIczrm+0oWNd5oqNCbzEdQ1X8lUhKa+od/3XhWADhoiVNlSkfKgKZBf5IrQL4ciM35FD6DKKpSu0etPRRzcipFbDU35Uk83zMTWXJcGDA/vG/Bv62GXJ5C5+rdTVTS5GJksQK5GdHYoAhiNjF9gBuWaSF00ldE1bEiukySK1lS6en2xJU+A7WoeNt+lY56+rIdWWL8AuWHzwqvRXFdErFeYzIUheW71oiSrFwClqTqU6DrVViWXKk2KvnlJ+2ttC5hbuYztrq+MkjfWvLs1Q0Az2PkKVS0a3NF7y1K+GtsTUamua92WFvBhXXc3FNnLE13LItKaCisiaPUtVcmyTZSr9GReLEz0zLKNAf1Ekq7GukhWNIX8vgi12X7+1RO++lZXBObcFO9WdO3OXoGtdxpZnq2KUZQi3GD8IYEh2Y7kX+dFAWxP1zQ1WS4sUyo1gPE+c7fEqqyQeBlLr2CU9eh7S1In5NA+Zp0tQkIKSjIycnJcXCwsUhL2eETEkgCflIRjxuRkDBg+Nvq2aTFlQkxCSkydNrfY5mU+xQYbxKRYQJUa62wRs+QNXqPLKte5TUFGgyZLIh5yD4/QVP7pMKZPTkGTNiEBTRosWRAS4FNhyhQHjzlzOnSZMXr8+piYgoI5cyKWdGlTp07CkjlzAkJCQlVbNmbqLqvY2DRosDR+hBKIiBjQZ5NNQkIuc8V4GTxjCK4woEdCQkDIlAkuLkuWHHPMKSeMGBKxYEnMDjs8xbOccMyAPjYONeNJ8PCIiTnmiEvsEhPr9m/qskdEnHLKGaessY5lyEJKwpQJNWq0cbjPA5pZ+63PBcsA0bOlQHLVFRlo+PDGUNVwzhbSkt9oyeR7vSEg6jiwVRXQf3Okz8TJQmtutyEt/vk21pjVD8EWyH2mI2C7yGRc3bAFoANHpt6v3BJotyx9H6b6PIxTva+3EPBfpPAw1bOwKGCU6v6SGiJgGenLRlWA23Kkq79p9PJJLiKxbjIjoSEF89T4tDxYreo569jmPGN9v9IUOclL7au0JGUqS7ja0v5qroB36AmEj1OdT8WTyXqnpmO0At1HJpEAdGLp9ftzeQR8A6eKQqToyzeMJChV1udaSwSu6Ws8vqMsjWUJg65X9XNR6no8s6LruhqoYdnrI80d6FwHia5RO9S+LAsObZGC07lI4npNkqh5dkE+Alfyp3OSUw9ElECZkUmia36pLsJxXnr1vJtzvwvZHahsXQT/sjn0gJ3PBsiW5eD7Vf7W3/o+vvqrfy+vvHKP3/N7/xv+wU/8STy3kDDfuoJl2aZK0DpluYJlZRRuG8saU5Yh2CmU180cLxFBKFGGIEcZhPOvJRiJJVyBsgrlG2Dd5C2O4LIA5pRlBiSUpUVZzrCsoXlmgNjxjilXugAGWDQfx4LKMgfriLKsYFlfOpD6S+dMvhg324adTTg8gen8IrC4vqq+BSDANdkXeC4BrAsT5LlhMhkJlJXoplrfuIiuVlek445Gkl0MqvqgRjMYH4oEkCtyvXpbxxk+kFa/ti6wQ6mU7Olr0thXVyTfqK9fVF0pcr73v/5/8RP/4B/R6XT4h//bD7K6tvlWyZTjK3ocD81+0U14fCiw6/jmdYHAdLYUqJsP1Iegumbe5woIO54A/OxA/oL6uo6XRjKBtnZUTWliJESVtoDn/ETj3nqXQNfooQBb3teNO2wpO7DoaV6TE0O+SoHwZCq5UtA0D+hcD6wyVnUNz4PGNQFtr655PHnFkJjIEK+mSFuemKi4ub6Op33ncyMhuq/XZ5Gi1dFUGRCvoixEZqQ+eWzq4zvyGQQ1RdrnQ6WcSwSebV8SMztUlHreM0ZeT+DcawlUuyZChqW/Eei4tolmlZ4pX9s3sqqaCEgyF9Gqrmi/eS4TcXNH52w7mge3qjn2QpnKPBNxcwII1gXaLUcEd7yvDE5mvARBW8cIV2D7JeD/q+tr2SK24aqyKvUtXTM/1LPhPKMSNk1p1EsweSg/iGXp2s/7ms9kbkr0TkUMh3cuPBjA13z3f8fe3/oTXFrPRZy9ijI+RW4yHn0RR7diPo/xBcF0fa2JdKHP8NmrGtOir/leDLQe/Jpp2OZDFlG2tsjKEX2rT1J1mJT3iKycQcvhrn2fmSkD+gav8GW8RI8zGjSoUqWk5AH3KYw5eY1NPHxOOOUOd+hxxjrrePj4ePToMWbEEftscVmJJWBqqvMEhERENGgwok9EwpAhHh5VKmQUNGiwzWX69OgzoKRgytwQjCUWcMIpCRn77DFlSocVQBV/TjiioGTJkpiUEN/o9I9p0aZmGqrt8YARQxbM2GCbq1zDxmKDbcYMWbLEwiYhxsbml/h5XFzTs+EAsGjRxsd/i7fgfCspsbAoKDjlhISUPR4yZ8GIITERSxZc5TodOrzBG1zhyuP3R6a/wZABCxaPS6vGJBQUVAiNRErN5yxjTla51JCSEp8K5WDMN1/9HRcDmxvAdrwQMFuvCDjOEmUBkkJ9EnxX0hSrFFmwHAHAtFC1m/25APVuXcZZ35HcZuNivZObZ4BlKRru2/q8+q6yFMtcoHG7oVr7JwtJTmqBCMBzFVUiOlnA5Rq8OhLYrbkXWYrjpTHVWjL3VhxV2HHNsUYxdFwB5YYjjJcUMstiCdimuWkwliiq7lp6rmYmWr7bMCba3ABfTxH8u2OggIotL8NuU4B4npiyn7myAzsN441yRLp84zf46Jn2k+a63+7UNJ+9+KLUa8UQI8eS7GoUKwMQGfnU/bHO99wDYpvX/cZN+NAhPJzpPD58KvKxEqg60Dfumt4FY3kbbEsBJN+FT/bUIXqtonnbqOraY8GdiYjJm2MRg2lF3auPZprLQSTSgK3rVHHl5YhSPQOWqZGBOU98WEoYXYGVMdhDkS2rFLlbPIWVlJROjGV9ZgYtpN1u8xM/8aP8ht/wH/LTP/1J/sj/5a/yl//S92A5z2Db6295tSL1Dra9RlkWUB4afGQrM0UbSYoCdPNfQ3D2zPx7hiRGPtjXjHzpyQ99CWRgN6GYUFp3AYuyXEDZo+QmtjmHskwpOQSuUZYTSXSfuI1YlmN6rpxLmb40trfJwRd6C0O4uguRkZn4ngFjaIFO9fB6C5he9ADH1LCfCNQ5iUpTlkhTvxxJT10kIgXRyDRjCqTj9gJFcQdvAIVq+g/vK3I92TfaeQuSOyIozUsCO05Vx7Z9yUayJVDyv37w7/Pnf/BH8TyPv/t3/y5PvfN5abCfJAeNbeMFSCVnsWxFkJMhrNy+IAfRDIYfl2Rl5bZ0hfHIdLtdCsyd9z8Y74HXEMPPYz34bEdR9zzXjbjaNdIVS39r7qphWtBU1mDvFwUqvZqAeO8N7b91RfssS81j2DVSoRnsfpX2FQ0vDMV5LMDueCIqacJjc2x9QxmULBZhSCeaQ8sSQO7c1HWNhjzupJvFxvMwEvistFUxoRgLMC/6Avp5Lj192DXZJc9U5Cn178mxgHiwAmRGZtaC4Cv10Dpv7FPf0FrIM/VYODf7npeYzc352L7Sr6WteWpu6jj1TeP7yMx81s05TDTXwwd6z3JgHtZjiHoGQG/qPKorInWzMwH4SseUoJ3qvFafV0YjHhvPRXixvq58nR7EjpGZ5ZHW3HRPhKdzw3S+rhhjcKksguVqvLNjZQ7CFZn/J0emmlRd0rPyIiUO8KFPPeT3f0NDQL9Mjdn+SFW7wpauT+eqxjLZ15u8yoUEy7JEJlqXzFg3je+iqSzJcmRI/pJk/SZn7px+pcad2oBWbhP7Dm5lnZP6Hk3adFhhzAgfjz32adIwen1JVe5zF5+AHqdssMkGW3TpchcPG5t38QIJCW/yxuOmaGBzm9ssmPMOXuQ+9w058Jky45BDmrS4hseMKX3OOKNklTVq1KlRpaCDBdRoscU2E6a8wRum23GLddbY5hJQUsGnSoOEhAULpkyZMjNVixrMmbEwGZCClOvc5FneAaY06BobJt8xoEmLTbYogSFDUlJ+lV+hTYc6VdMoDe5xlxMOucRlatQJTTMyyZR8pkxYMxWNcgrucY8lS+rUHmcWCnJe5xV+A1+Dh8MpJ9jYxiTdICRkj4dc54Yp95pxzBEl0OYaXbocsM8ZJzh4+LhExDgGZeRkHP38Kcvp8mIBXmsKHNuWou/HCx7XyscSCK54qoaTFNKSLyJ5fJYZ/NZLAq9XDXgNPdOMLFdEO3zi8V/1tF4nJoPQCPRZSzNlKaquwHdvIXKQ5iZiHwhkJqmA78FMUp0rdcl9zklHOlfE3LWNPCbTvXs1lOZ/uIT1Bqx6iq6fJQLbBQLqGxVJnDxbZtsrNQUYPEvgNXRFRir2RQUgHx277akTMaXO43ZHpVTLUs/AKJdMqeELPMe5yMfZUsf7xSN5A2qugiY28KmBTMWeo/N/pqNsRysSUHZd+LVT2Kprjlo+vD6AUShCUJS6RzbNPN9ogj/VsW61NdYS2Arg9YkqQdmWzM8r5p7oOyIRnqNzr/sa+2tDnVvT17mFJntzONe+a4Ey2pTqZ5EWigyMU703yXXvPFjCTkWEadUEk/ISO1ih5AVKzlCE3jFfNrBHWTqUZYhlbT/W4gvs73DtGvz4j/9lvv7rv52/8iM/yYvv/ir+0//0d/Iv3yzA03OJDLgMxRnKGnTN93NQfgPYMj9XkQ/BA2toMg0t7aPsGVLTRD0OZlDW1fCsnKISqseUXMbCwrI8SiJznMfphM8xzvJz/P7f3e1tcvB/xGbbF5mCJ7csMhKJJ4hBkQucTY8VYXQrin6XnqrXpHPd8IK6IrnLocD96csCKE6gfcZjGTtBhsygKoA5fFlruLFlSixOLyoGdS5LKlNf0d9WlGn42Cc/zR/6Y38SgL/4F/8iX/u1X6v9BnUjP0HjdMxyam6bhmOJxlJ/ghgAUFzIqPJEwCtsCfjHU1PF5dBUrRnonMtcpMcJzcNypNKRlmUyFmvGRG0IgRfKUDrZE0mpdEU8kqm+LFsAP5np+Iux5DKuB5vPq3JNkcF+TwTOcgR6I+ORwFEpzsRE9ovIkIKFqWhkHoi2kdZQipxEY/UFyJ6UWXkiOJaldVLOITIyMccRObQdM9+JyYJMTcS8MKVqC2VszuaKkBep1s3OC8asvG4yMUNlZeY9ZYksBPiXY93bLQfKmUjixjtg9yVlfoZ3NfZKW/uwA1h7h4B+9Z1GpjUUQXCrUE51zo4B5yWmXO42rD2nTMF8qDUZDc312JAuNE9h/TllgJL4Ytlce68a8U0P1YPCCSCYan5qtjJK3Zump4WtylvJ0gDzDUnFqhNT+jbU75Opzqm1azwRF9uHPnaP3/+NX6n3JgvzWStg+FD9Kbq3VIGoyLT+Wpe1T9A5jx+ZcsJVXZ8sNp91489xfGhuU8RjDrN7YLWgc5uG32Hhe+xXh2TeHMcK2aVLjxOWLNnnETYObdrsclkNtYA2XVISWnQ4YJ9tJJOqUuU5nmNBxJABOTkDhmQkXGKHhFhlzYnZZZszekYSY1OQ8y5e5IyzxxWP3uA1NtnGx6NJi20sBowIqVCjjotPkyY3uUWbJmMmWFi4eJxxzHVaxCS0aWFh0adPgzozYxReMjfR9QURMVts06QNT/gSJox5nTdo0cDC5pRjZszo0GKTTZZELJmzwoppzNajxxlnnLFKl5AaG2wyZPC4h8GMGaus8iF+hi4rxMQkxKbKUJ0ePRIibnKbU85YYRUPhwpV+vRxcQlNDwNlECT3WjCnTpMuXQYMjTPCJ6RCnRqXuUaNKq//8zfe+nzwHH01PXhjpOhwfylg3Q2UWVivqJznMpGEZpYIyLqWSIJvq2/OednStVAR6nkiUHu+bVZ0nEMLeonA9SLT/Wm1In36bl39GLqBMemmcDcW8dhtwIovsPuJMzUke3ZNZOJ4DjNfAN7mQuqyVjVN1Qq42lbkOi8F1LNCmY1RBFREfo7m+rvnwC9N4akGvGdL2YqbDUW6704FfAeJyEE9UPT7akMZFNuGRzOBaN+SbOfZrsY/MGTgjZHuV0+19XMBnESaj2agOd6sKPp+uSnJ095cz79uFd7RUZal4xsZaqbzvNyGh2ORF9cWYej68NFT0+tgpr9t+zCPNcaKeW4+GgvUt80zIXBkzL43VbZgb2Y6MofKrFhoDm+21JE6L0QYj+a6lmNDzjqBvk9TkYOGB6mRWvUi+PRA83W9JUnZZhUrL7B6Xcpmh7KIwEoorR6WXcMKWigCvzTR9gstv0qCXue9793if/6fv5/v+I7v4Y/+0f+aF1/8TXzlV34ln2sryzFlcReKBep9MBe4pwbs6DmLjaouAmwCG6ib8g1wngVn1UhXXwWekqzI8rHsKmW2B3SwnXMZtJE5PTY1n8uqLaDAspqU7PNks9qyLESmeCKQ9SWwvU0OvlBbaSK7T3b7/VyvOWeh8dRo4M0NedYT4CoSlTtc9AR0LEc+gu5Vgcqz1wSmmjsCReNHknVYvgE+He1zenZRU76yKvDs+QKMQUuAtr0L1Y6AfqobaX+W8f7f+weIoojv/u7v5g//4T98MX7XSCg+c7MsgSKvorE+2cgKNB4sAablUKCxyFXd59zkuRwJnHauK9I/OzF9F3aUSQCB/ZVbAsLZ0lQkSrWf4V0T5c712kVPEe7CjLtIRMAoNX9YimpXu5qP0QPV2D99TXNdWooIJ/dhtq+5szqKxs0OJW0KWxpD2Dayk1IRpHOzr9sw5UVT3eTAVKNKBdRLVxIcC43BCTRe3xLp6d8xUflIQLaoCIxmZs7KXMRq+AiRl5bR97+kJmnRWFmn+amR/lSUmXEbRvJSAafUQ8XJBfyDJlSmEHUEbsO2MjNhU/tcvSnCVmSSMaVjEYDBXZ1f2NUas2xJtpYjI+nZ1ZxM9jXnXl0R/GQug7ZfNT6S0cW62f+oMQT7Gu/68yKPjUuai8EDWH1GUXlKRfzHh5BbIr2TR/IPzE41n8EjjWveExlJZm9Zph/6+BvyJlieiKPnaa0M7kpmVRq5mFfVZ8f19AXGc4IyacuhqeYh+ZDC7BuUlSbTcko/tDiwbCrVOouKTaf9IqXjMOcuBzwyfQkWzFlgU7LF9mPJTcSMU854iowWLe7yJiEVEhKOOaZNh3fxbmZM2WcfB4cJE5rUOeKYCiEOPq/zGmuss80OCxa4xiK8yQYLlqyzwYghGSlrrLFkQYdLXOYyUyYUWHyMj7LPQ2zTBbhCSJd30abNfR6QELPCCg4uT/MUFjZtJoSEHHNIScmACQ0aBITGVL1kzIgNNtliiy4rTJmSk7POGkMGFJRMGDFgYMbtYxPh4ZOSkhHRoE6XFUb0eYF306bLiAElLg95wAH7VKgwZEjbeB0AckpiIk44ZcKYj/IR2rSxcTngAEcrjYycbXYey5YyMkUdzd98fLbZBSwcXEJCxkxo0QRgzoxXPvTKZ99LQfcRx4JfOpR0J0cAb6cmglAiANoIBBDboSH6COyWCHjfHSvif7aQZ+Bm6+IY11s6TitQM7S9qbIONiIkv3lXr3s0k6/BtQSmp5lA/3IIv2ELVhsiDZ8cKEPp2wLzvvEV1TxVuNmtC5i3fZELx4bdmgD4w5k08eNYRt6+kb/khbIMFUdg7NND0xAtFLjNClOlqFAmo3AF5M//luQiGzdasCj1XtdVVaPjU83VItHxnzfBmoO5QHVewjxSVad5KuKSJwLwdV9G8DRTlag4M/dQS+eQFfJ9hA48tSLUtVnVvf3eEFoVGXkDWwTjbKH3VtyLQLVjac6TXLKfw4mIS1ZIvuQ4et3MjKlERufQE9Cfp8qWzGLNzUlkyq3OJT1KC5HKModmqIzDZk3Xy0Nz4Nv6Po7hwQRrlGJ1A4rwDKtWYj1VfawksKwKJVNk6r0Azcog1Pn2b//DfOQjL/P93//9fOADH+CjH/0om5ubn7X0y+IhZA+QyXgG5etoUV4BqwHlJiIGD1G2IECG4xoC+i5SQiwhb6MSpi0gpMx7qBTqJkWxj2WtoT4KZ+dH1//PvYSE2hdNnVtp4LOVogpNn4Fz/h3f3iYH/3tvRSEAtzSpvaAuUPS5QLTj6zXR9EIn7wYGpOT6oIVt0zTMUZUAq9RnAxOJXPQlEXH8C9Nu2FG5xtqKgGfY0v4zX+AwrJtIpvnwpJFuCkFT40wW4FXIsfnWb/1WHjx4wEsvvcQP/MAPvMXR/+vaAgP4zr0LYMqqlqbMaGYMyakAYXNHhCKZ6Xee0WqXuQhNPBeRWrmtfaazi8ZhFAKq4wNTJtXIk04+oX3Vt03U2xMJCZqSTlW7kkj5Fdh6t7INuS3CVOuKJOSpfm5tQ74wINXWXE2PBTLDFTMGBFqtUuBw9UVdl9NXwa2DXwi0u4ZA5ksZsf2q8SikYCXK7vh17Wd6rOPVNjQ3bkXnODakpN6RpMeyTJfiqkhN65LW32RPY/frAsi2L2JgoYdO56aqCDkeNFclbxre1TGjPuAo+1JpKsK/csN4KAIdcznUHGLrmre2jQm3EEi3Pc1vkSkS71Vg4YrM7X6FsgFZajwVgdbv1W+BvX9xsW7qG7pWvdcF7l1HD6tkbMhXAJ1LsH5T0f2gLd/JYiA5UJZrvQc1nf9yLDIcDVTpKL7QYNcrPm/sDzh67V+wtbkpEGEZnfDmO3VtRgfyy6xcF/F0/IvsmWWLjMUz+RwWrgjdYqh9dK8wqTgM05ii3MBzA+zaDpEfs3DmrLPOVa4xZ8YDHlKnasqQdujQISXmBjeYMuURDwkI2WKLKRNsHCIiHByWzBkypCCnRdP0J6jSZoU2XTJSMlIucYU6NVJiNthmgzVcXHIKttjCw8fGomPkMSUQs+QRj+hxxuu8zmu8YizDFTIjX2qbRmAj+hRAixarrFKjxpgpKRkdA/hhRoMaG2xhYxMQUqNKmzYtWqyzSUnBmBF1Go8B/CmnTExH5xNOOOSAOQs22WDKlISMW9ymSRMbhwE9Qiqss8kJx6SkJCTUqLHGGi4ec2Y0aZOScsYxNp4pjVphyIgqNVq0adDAxXncnK2L/GIiGgMKRBT2eERmekHsskubDre4zREHzJkxHA259/F7uJ5LlmZvvYeOY+nEbUsVfc7lLwczEYSFkcjUPYG5LIftuiml6aui0ShSpHqSCFw/01Xk/nzbMD97joDigSuisFbRWn5tCNdyGXCtUlHmlYqeSY4tQDqOlFX4so0LP0Rpa6xFIZK+XjPBr0ykICulnd+ti9gkmQBu6Eoi1PS073km8BpncJhJmrNb1+8rxhPx/2Pvv8NtW9OqXvTXcx85zBxWDjvvSlRRIBkROApcEBC9VyXIleRRRDkmgoJXiiMCFw6oBXoRFUER4Vy1BEFCUUBV7aq9a+ew8pp5jpz66PH80b4xx9pFcfU8F84juPt61jPXGnOM3r/v63303tr7tva+eyPdkzZCoBC4DpwlgM8xWXxPpuT9qe59SWYqJRWS6uxWFDVPp8rMJIV+V3JNkMiSDOp6y3gvYkmX+rEyAEczeSb6sTK+vsnieGb+F+sC2h3jV9gMdbw5IkB1X+cwLUS08kLZiALT8TkSgakGOv/NkgzPTV9jK5t1dI1XoEDrneUq37pZgsdWlLGo+coeBIaUnMyV/Vj4QAJH15XvwO0h7NbMufFMedwM1mwTsEk1prPNQkz2Y29//+//fT784Q/za7/2a3zJl3wJv/iLv4jvL3FSURSQvggcgNUGuwrpHpIyHQBvBmcFspdRL4QtIIBiAO511A+hBJShmGo8lqfna74vv4H9KFgTIKco9oFtyYroG2qgzIjA/wIubwENNUrDwbKqWNYfrKwBvEEOfve30YExMJZ1U01miuY3Lyyr7YBen3YEKk5eMYAplNTE8hQB3X9Kkcb6NiQtARyvZMo2nhiD6FAR29TIS8K6qeCTCpTbrkCuVxYJiCeSt2y9ScAFAzzrW3rPtKcb2s5b+Vvf8q38/M//PGtra/z0T/80YRi+fuzJTICsvPI6M+frtlKbs+67bqBxZamajMVjk814VdHs6rrkGX6Vs6pG2Qx236H5Loyhqw8rUkKmSPSsp2huuY2YUy6gja05uiXJgfJYIG+WLE3D84HJclRU0vSFfyfA6niSyISrIgajvWVDr7Btuj37Wtss01ymHxZItRyNv3kRtp5QdsOryCS8/0H9TKdGklQIdPolnasi18282hbILnKYjTR/x1OFmyzWvKcDnc9Sa0mGbEefsR1lS0b72m88EUivbkLvpqlitSJw372j6Ed5VeP2QkiHMJjqoe6XZP51HK1RMlXFJLvQsRZA2PENgHZ0zLCm/YUt00sg0bU62hO4j40Eaj4xFZKGup6rOzp/85EhHGYbH+p4i+ujtKbvD7bOyYJEWy60Ly+bzkV9SeZOXxWx85uGiBs5VfuSMVZ3zw71SY+d4z0fvMF73vcsX/HZNvgBZ80BWxd1DXuB1iyd6/o7flHnp7SylF5ZM9PgbKysncky5HnCwB0QupskpBTZBKewaLpb7DFkzJiCnItc4pQTY1r1iU0JzoXsxcWhTYsmTXr0uMp1EmJe4wY1qmyyTUxEgc2QIeusY2Ph4rDBOve4x4gBq6wbmhCzwdpZSVBV2jlhhTYbbJnmaXXmzPAJiZjxKq/wLM9QoQwU9OgQMSfA5xd4D3+IT8EzHYfX2eCAQ8qEpqJRyB4H3OMuDRq0aOPhkFGcdR6uUDmr8OMoMoKFZeqUVHiNIXMmDBjSpMmMKWNGPMU92qzyZt5MgzpDhkRMiVkhJSNiyiH7LJwmKiu6zTnO8xIvYONQpYzDLhkp13iIDbY44YiQEhYFbdpMmZIw4o7Jjmyzg2fMz0O6DOmTkhKZcrExc+rU2WCDBnVucpNnf/55iqLgze94Ex/89ac0oKJQVPiFniLYJU9RcsuWlGWcKvpdsaSPP5rAhZq+p3tjAdLdip4NmfmeDmNlGKq+jLmLLTPyob2RtPOuC5frAv5RCq/1TJ8EQ1BmOVQripYPE2iEIsaTTA23zlVkjh7GKsN6byQyshpqPzsW5LZA8looYgACr/fGmls/E+gODMidpVC2ITXZiJIjb8JaKOIwnosoVTz5Uyuuxj+MRVZcS9KctBCYznKt7VZV2nsHafirJZVs7RpJY8uXDMt3REaiXN6FKNV7kgzsXJKcOyP9bpF5GMyXFZaOp5rby1291gpVVrVVgrsTGZAbvkB4ydF7Xuiq6dxjqzrWhSp8qCOJT9uHxBJZsCwRhk9YV+WmV3rqWj1NReTyQr6No5kI26L61U5d2Ygs1/Pw7lAZoW2Tnc9yY3Ep9G/fNr0jDHmcxArg1eZaZ9uCaUqR51CLdS38DgF1z/P4qZ/6Kd72trfx3ve+l2/6pm/iB37gBz7qXcdAVcGlopAkqKgAp1BEUPSADtKQgbIIORRdsLfBWpeEtOjKR2cpe4c1NhF/28heEwUgGYqEFOtYlo/A/5apVKRNAdIKlvU7YJ4/INsb5OB3c0sigYCgtnzNKwkERUNF8kFAeXBXwKyyCaMjo1O3BJDDhtFgrwkgkZtSkzW9pyige8tEj2Np5NITAZzxnmQSlicwE4+0j0UVlXBFACWeCsTVdhQNrmwISAGsPsJP/+JTfNe73oXjOPzkT/4k586ZtHIyU/UfJ9B+8kRzqe2ImHz05voiRrO+iXgHigB7RtKSz02JzbZuTsO95Xuqa4r6hjWT1lsX0CwZYDnpCqz5VY2lKGQ49epLLf98IL399FTgbCHrmQ0kOaqt6bwFNQHa8eGyZGaewclHdPPIM2Up4rGRhbSBGOaRCEwy0Q0sKBlw7up8rz8iMAkwOafxZZnGOI9MmVFX5zaJBJodSwCzsqqMyHBPQNzyjU/Bkuwni1ThZz5Qne7KiomI9+HoaRETy1wv064hUBvLhmzWsfYVlLUmpCJRsZEAkAusF4nOYVDTPEdH8gs0d0xloapI8eC+iEo2FxnCMv6OXP8eH+h44Yr8EpNjkYosg8aWpFpuWetZuSDJUfZA5CkaSXKUzvUdKa+aHg6FycSYLMbkRITu8HnY+5Cayzll8x0oLeVmhatj5oUqM53BRPjit2/zng/e4IO3h3yFZalJXKMu0jI5Ntd2SedjeiQiaDumJ8lNkfrmBZ3faGAyek1oXiBNR3QmL3M/vUHJbtBKfCpujaFf4AdVmkZ2EjGjRMjH8wnc5R573KdKlVXWSMno0OFRHjWylpQePSJmHHHIiBHrrJGRMmLEhAlDhrRZ4SIXAJs97jNlSocTMmI22OEqjzBkSJcOZSqUKLPPa9zlJtd5mCpVbGzK1JgxPiv3OTU+gSZtbCLmzEiIcXCYE1Fg8QiPs0KbF3ieXR6noOCQA1ISrnGdu9ymQ5fLXGKNVXp0uMp1Imac4zwxczJyLCxi86dM1Rw/IiPBN2ZnTP2QEiEtVunSwSegThMX33SCPmXClCYtMlJe5WVi5pzjPG1j/j5gnyZNrnCNgJCbvMbTfAgXn4d5hJASU6aEhGyzbdZrjx12eZhHeZaP0OEY3/zeN52ay+xxmStMmXGRS/ztH/87AHzel3z+khy80JEJeX8skHc8E/AEkQOnUFag7ikSfDQTwb7SgPtGFnR3aDJssaK+dU/3kYOpAOhiO51JenI0hbIvkLrQYSeGWBTo3pbkkrYcxUvJ03xusuaJfE/jRP0VPmFLY/9PdxUF91w4XxKw7sx1nzk1sqECeL4jsNpw4SSVXt7GNAdz1Dcmy/RdHqcC1La5X7m2AsW2Lf/D8XyZGU0LvW7Zy2h/gb77eS7pVNlTtsJ15ZNohprrRgWSksaYomi7Y2mNbUtRd89RJqUf65y8NhDpmOfKdgS+CEmUK9pvWfJjWBY8uSaScG+s0rNVb1nm9VwV3rkhGVLN1/tPdH3z6kDEpVwy1ZD6yk68dU3zGiba50pJ65nmhvx4Ok91E+V3bZ3H0Nba3h1pnDVPa+Lay4pOrskSec7ZZ61ZjaIaUfT6MK+ZilMRDOpYowgueMtr6aO2zc1Nfvqnf5pP+ZRP4Qd/8Ad5+9vfzp/5M38GWMh5ynouFTFiGTXkJ/CBI2M0doUNCICX9b5sRQEcu4QqHT1vfv8CKkcaADvg9rCsKxQMUa+EFNu++gce+P+3bG+Qg9/NLU/ONHev2xwD6kwZPybHnHVMBYFA0I231OasI7LtCSyGVcARcEpn+ltqLbMK4+NlFZyiMGCzbEy442Uln5XrsPOk0UpOARtWr4B7RRHasA6NC7xwNOfLv/YvAvDd3/3dfPqnfJIIRzIzXV8rnHWCdfylD8Kv/naPRRIpyzDt6mZX5CZ7kEsDHtRkIB4emrSvqzn7ZYEqr6JxYotIeCXNcSGFWr3+wDp7IgnDuxrf+ET7mg+0fv4i8zExevCykRUWprFZotcXc3B9ZR5saym/ms205v37gGWi4UNJVfyyAKtfgcNnlXItiuU6pHMB6dwWIA8q+uy8r3HatsZZJKqAk8QiQY5r/Au+jpmMwGkoAj4fyLTrBSKYbtnU2S/pmsDSGi5KdrolzXPS0VzDujHb9rU+6VT7Sucqexo2Bby7N6C4ZFKyma7f5nk4fclksWrm+rOkt/fKxtsRQpJA9yllDVauixRGAxThMeufRfqsDWdVmKZdIxcz22hP6xE2NJ+j50Qgdz9eY/RqmvPokLOO20Wmc5h1jf7UXEtWrrWqb5ku2DEP9vT4E29r84l/7zN45Mm3GBP2UITYDU0Ph1Br2L1tqkP19R3Laga4HGsMbkmRSIB0Tmpl3GtaJP4K1uiIPInZLxXUK1dYKa/RtQcUFJznAiVKvMxLTOng4fAQj3CHW5SpUKFKQMAhh7yTTyQn55A9BoyoUsUn5D73mRt5UYkyN7nFy7zVfohUAAEAAElEQVTIRS6RUXDCIWusMWZ01mdgxtQU5ZtzzAGb7FAxZt0RI2pGmuPi4tPghBMatEyHZo8Z47PI+MRkP65ynVXWSYmZEpGQccwR7tnjp8DFZYNtOpxyxCErrJ5VC6pSY5ttcnK6dCkxoM+ATbZwsElJmTFlnU1ycgoK1thkm22atEiZUyKkQZMNNjlknwkDEnImDHGwycjx8Rkz4R53adHiIR6hbEzWYPNbvI+u8TiMGfM+fo273OEz+Swc82eLLWJiSpQoUyYl4SJXsLHJyenTZ5/73OQ1CgrucJtTTvjCH/k8HvoX1/hjf+qP8m1/6dv0OLk3xK4EinrPEgGs2IDNZiDjcMVV/fx2aACvJdPp0dRo6m1Fdw8mArYXaoqA1zyB8rPvVqpsQs0zNe8fCPd6tu7X81T7B5mZB7Hen+Yq73lnKBDfDpQ1GMWqrrNeEuidpcogHI71nmagSH/JWmYnTqYK/vqOMiUrhbIRvqP5+ZbmYSMys1tVJLs7FRh2bQhN5rRkCI1j6z7oWvre92NF+y1LmvySazT7hebxlpIyLt25ou6eJRlWXMi3UXe1nieFJEdBoYo+SSKSNTU+jPVcoN62ZCi2bc01RWTNsUT8TsZa37Kjeb6pKYN0xdW8RomOd7W5vDemaO3roYjY7aFMzEmqf3diEQ7f0Wtxrkj/pYYyK/sjrSvo/IX2UuK1UZahG3RdLXplVA1RCBzTwM6BNMcKSjDbphjegu1Mz6tiC6tco5j0KcY9ycCoGwmOTVHkqgzEiHe84zw/8AP/gK/5mr/An//zf57HH3+ct771rdi2TWafh/zAeC/m8vmdVS7KzN8mAvxH5ueauX5fgfwp8/tbGAMfsI0yEseQVsG5iG21KawAWH2DGJjtDXLwu7kt5CQfveXpsiJRnpsKRdXl70ttE1XFaLdPBWzKq0syUN0W0Ck1RAp8AwLTFPq3TIYhEsCrb0tyMryvz6xdU6S8KPS+yibEkaLzG08YuUMAjYsM5zlf+BVfy3gy5cu+8H/iG7/uz0leg7UkAfFYmsqFj8B2NI48VeR6sUUjZRmmp/r/fCoSUjUa9N4ddcStrOsGbluqGhNPBEqxBDCH+8acner4FoY0GLmMX5H0ZXSk947uyTQLImL9W1p/v2bGYkm+tHKNs8ZY0VDAeO1hkYpFJqe2I8Px+ETViarrOnfxSOuZxlBpKVOT5co8lNrKcOSRqXC0JnLlOLD1NunbYyPZcctqxpWYB7VXVfnP+YCzcrJZoePlqckWzGHc18O/1BTAL1hee37Z6PtNhG3akefECbVWRaZKPsMDU/Y2hMhV9L/ARORbyti4gY5VKQGFkbbVJTOKeqaCksk4eCUjIRspkt66ahrZdZEEbAB33ms09w+hOtO26aZdBnJ5JJxQJXiTxMiGzJbOOWsSWFrR9ZjMdA7Ov12lXG/8J0MCEkN2d5TZmpuMXn3T9IsIjCxoRUQlbOn6MVs1dHlkw5Msq258G3muyFo213EtS4SlKLTe8VjHWbmmtSoSEgomTIiZExYFsVsjdSyqtUtktRanpjJQn4htyrRx2GaHOvUzqc0NXqVLlxVWyMh5jRtsscEVrnGe81zgAje5wVUeYo97lCgDJwzocsARZUo0aFGQ06MLFETErLNujL0bbLFLwpx73KFBmzkRIWtEzLBw2eUcxxyTkVOihINNiSqfzmfxW7yXm9zkmH1KlPEpMWeKhc0GmwRGUpQQc8Q+t7hJgxplKhxxTEbKGmuUKdHiGofsnTUS22aHy1w5IxKbbLJhvASnnDJlQo7FOhumBGtAhQo9evh47HKBK1yjSYM97p1Jgm5xGxcfH99UMjqlQZ0OHdq0CQjpcEpChgXc4455T40hYxwsttjiDnd4iRe5yEVWWcfGwcLmPntMmTJmTJMmYHOLmxxxhI/PlDE/yU9wg9d4jMcpb5TY/svb/Aa/vnycVAIB8HM1gejeTFHgJBOYPldXT4E181pgC8zdGwjIbpYktTmZKtr7cleZh9CVgbb+wOP/rWvKOPQidT6+NdR9thmovOlKqLFcaSjj8IFUEXPHgkGm78b9CVyuCq+92ANs3WcWPRLuDBW5Djx1cN7vSwZzvgkvd2CUwUpF4627AqS2o/veaiCgfX9ispyFIun75j46TAX+Zyk4MZxrSUZzOoVrLd2b7401Dizdg2wLrjdkCO5MVYK16inq309gswqPhzJo70/lEYsS/R2lWpO9qQjEa30dY5oqmt90Bcg3XM21nwqER5mIlWWJ8FkFPGvA880RVBwRuNUQPnyi+/GakTkNEpVM/eRd+JX7cKEhCdALXYH1R5rKEr08WJa3bfhQqcqDcDoTUezPRc6imZqlxbl8ByeRMhVv31TmohvJDB7nahjXi7S+zUBrmWamlLiLdZxglc+BU1/4eMmtU/CPYVqCahU1CitTFFvIMzCDwgdy/tyf+0ze//7/O//kn/wLvuiLvoinnnqKlZUVsB4He6x92pYCZyQ6h3SAlnAABTISr5r/B4gshMJFDFFaqUCViFbNGFKK7IAinwF7YF0mcx/Ccdb4H317gxz8bm4LQ3EyWwLnLNHNLawJLKeRgKETLD0IQRWKTRjckWwirAkwhw2gEIg+fhHIBWbqOya9O5N0psjh4icIoB1+RMy6uiZTZ2lN/6+Y43VuCKT5ZWmhx8dmP2WK6Qlf++0/xiu37vHEw1f5ke/9u1ijfSPHCA0IqgKWwG5jdylbwdKNfLHluTFBJyICXiDAG9Sk/Z90RAwcT2CrdVlkZnyk4/llyXEsR9HXRUlSyzWZk5LAfDQQ2LMDY0SeyPQ7H8GiV4Tja926t4zMaNU0O5uaSPOByEbQVmSstKKo9eRUmYzyqqLDeaZzkM00v+Z5M5aG5DejU5Ekt6xx277MzMlUD47NJwXEbVuvpamqIjm+zvOijn7YFujvHwCx1i6oSIaUGmBaKStzUGSa2+REcqv2Za3DIpI/7ZpysbaOu5C3WD4EE+0riaFUBntDY6htGqBvjpeny5Kk1U15Jkptncfxsc57NhdAdl0TqZ9JzrUA6N3XNJbRQJmT6QGsPqSbfZ7oeFtv0vfn9IYqUw0Xa2O28Ym+GyvX9J3xzTonU9NIzqyNZ9L25DIcj/aN9yTQd8T2jSG6B/kryp5NuzA7XB4rS4xvyOXZF1/jsc/8Uuz+Xei8qnV1HF2PjfMa1+nMdOyewdGzUEBUqXNQScF2cLKMSRGxHwzY4jwAdVPKs0fPCHMmnOc8depkZMyYAdCixZixMe+2aNFknXVWWaNBgzFjQEKaHXbp0cPCYp99sx9ISKlT4wLnOeQQh4gVVmjRAmxmzEjJiUnIKfDxsLBNyzSXISNKhOxxz/QAqPPxvJNddrnPOZo0yIhN07AYD5/rPGLM0XP2uU+XHhETttmmQYtjjo2DwGHMiF0uEhAwZcJVrvHJfOqZ6fjBzcKibv7MmfNxfBwv8xK3uU2ZhIg5nmmC1qbNCiscc2hkWI/TooWLS8d0SK5So0SJDifscp4ddqlQoaBgwoh1NniZl8jJOeGUDdaoUjXzPOKIA65yjRYtZsy4x10AmjSYMOYjPGMIyU222GFm/BF3uI1d2HSLDkNbnZvvcedsnif5MY0kYNpOyR8vKD9XEB5PsVxb+vjtMmzVBJpuDVV5xsE0t8ok4zmd694SZ9LDR4mi4HOjQV9s15sCrsNYhGOaSF6yN4HHWiIF+1OBxoOJuhWvlZQJ6M4UjV/1BbDNWeLeSLr4LJfUpuoo4JvnIhhZrnuSjUDtbkk/LUsZAi+Slj9wFLFuluCJVWnsTwxw7UXGeO1JxmPbAt2+K338hYZq++9P4YKtsZ7OoVmVrMZGQYjAZBeiTBmDrZKyIN25Ok4f2DqubcM80e9ODNiOEKhPcsltKj6cr2muN4YC13tDBa5XS4rM13yRracOlQHZKsPbViUjuzfS/cSyFOmPM9PMzVeFok/eUvnV57sC+k1f79uqwihSEC418q8cU40oU+Zlp6qqS0Nb+7xt5MX3R8vSrK6tvztVkYZWINJZ8zTncSLSMUuNOT6X72Oanl1OBTFYXcgqWH6g5w0+BSOK/ADLnmFR5axlQBHwAz/wzTz77Mt84AMf5Ku+6qv4mZ/5GRx3myx9J1ivQNYBBmA3lUHIZ4YsDGHRD4Ey6nPg6brHQ1mCFjIyF8ARWE8Y3HIC6c/pfdY54FXIXiTLPgnHf+S33Xv+R9reIAe/m5tlGRPkkcCpZQlcVjcFQLNkWZmn87LqpC/kObYliUw8NZ4D861JIhORR6DXclSdxW8rCj/pGUPyXDeusCaANB8JIAYNIz0xkWfHF5BkRWA2T3WsPOGf/e/v5V/+u/9EuRTyr3/w26kErpHC1JfzC5vSrGeF2Z9nKv80Xk8OstgQmDEsTM+TjoD01GiwnUBR53wsgFtdFwBff1zAL5mZPgQprD2i9yYTrW+RCMTPB5pT91WB47CJPBouHAikkUwEZEsNZQ72P2AatlVFXuJIkf+Z0be6oTFPG2JXamg+9W15DcYdY44Ol8bf+Uy+ALtk6uePdd6bFwSkT18WgchMNHw+0bVQW1e5zHik6Pm8byLtQKUOw1O9J50ZqdVYaxQYH0aa6DiOJXKz/qiuIRC4He1jxLV6PRkp4pPNNc5Szfw6BS8TKE9zVDojFXGwPR0rqOmmTC6Nvhsq01VqLrX89V1V/8FSRmV8XyRr2td5dHwR18KSlCmagK0oMf2m6RUxMd8FI60723JdN/Ou0SFXBPQX12D35rKr+PRE5C1sQnlTmaFSW8ShSABXBrXaujFHRyrxu9gq0qz+377n1/jZ99/ml378Kp9+vazrNGzoPE5PRQxmp2CvLStpWQ5Fc5fT6AZFFENtE9tr4DauYjkHdOiwwy45GQ4OLVqUKHGFK5Qp63Zg/gzoE1CiSYucjDJVupxyzDF9BlzhKjMiMjJc82ebHRo0eY5n6dIxkpmAVdZMlZ0GJUJWWWfCmJQUDw8XmwZNrnGVPe6zxRYRER1OcXDo0GHOnA02OOKIZ/gwFcrscJ438RZe4RV22GFKxAbb1Iw/YZ/7dOji4VKmyqNcxMIiI6VLl022aNIkJ2PCiNyUBf1YxGCxpeazEya0aPEm3kyAx01uMGZImQrnuUCNBjMmpOS8mbdxkQvc4hYtmsyJiEnY5Rxt2rzES6yxelZeNCEx67bO4zxJSo6DTRnjp6FgQI8dds4yG8ccUZCzy7mzdX2ZV5gwIWLCmDGpIWAFGZ0P9PnJL/5p3v6X3sbb/vJbmbOU+vxm6ylWkjJr7ia2nXJ6bkLjQpON1XNYMwOah7EkRN1IAO54JoDbmUk2VPMFfPuxZCuDWDX5L1RVV//B7XiqbMBuQ3KbVqB7w3ZZUfRJavToqYCk6xhzrvmOjmJ9L33HSDBRhHmSKfsQOCZolOr2Elga51ZVx9mpw1NH+v12WeRlbwrvWJd8pukLDBfIoDszcprDqYBpby6J0BOrAuuBq4h5M1T24nJd0qg7IxmmR6nWzbZ1j8zNX89WFiObwZWavBxVF0a2sgWP78IrXe2/5IqUWZaM3lmhrLrlSO55NNV7yp6ONY7lZwhdmZUbvkrKbhkgXvX1vmmixmaj+dJM7JpxjlN4fEXnuWoyFK1Qc/McZVle7Ghfa2URvEEksF/2THO9TKb1L7wmidORyUz0Y1jNlibw2JBM11bWabsqUge6BtJc2AVUnWq++Owc0gIrQ+NYbIUPHEKxtiQGyOQbhiE/+ZP/lLe85ZP42Z/9WX7oh36Ir//6rxdByNbBeUnSYidSqdQsgvRplDHoowuuwZIYHOmZQYzSWS5ncjm7rnPFoT5nv1ljtoBsFZzfJMsu4jgPEOj/wbY3yMHv9ua4ipRmKWfdbEcHYqkLo3J9W2S3f1ea56IwHW3rkN1bEoOiUGTW8SQBKnIDyEZw/4MC+dFQoG98CJc+Rfr97g3YfxqS4RJkR0OjH7cEGqsbMDuG9jlwfV558Tm+/nv+NQA/+Lf/Eg9d3DalVnONYzGmsKHXhiYintoad+Wj0nCWpco2430Bw2xmvAdVAfFyG0rnBZSjvuRByWzZtbh/zFkdfMs2gD2EiZGvpLHJzljKuER9wBPoz2Mj0erqfEQDrfWsq+PMRjB5QWUvbU9AzwlMabaYs+ZtpRURAL+ih934SDenoK6I+GhPJMJrwP6HTOrTFxFae1j77rym6yEeK2tTbkvmMumoRKhbUVYgidSvIBmb3hSZZDl+w0S4IygckaFSU++xHHP+BzL5plPYf0brX1kz5U/NTX7RBC6a6HoaHuocOWU90Pt39Ls8VpfhIjcNvJqSelVWRYyKXNW1wpqupeG+kRFdgNFIWZM8EXCf9OXNmHZFMudj02zN0zmNp/ouRAP5EMK6OW5N52BR6nexZbEhjBNVNIpGplxh3UjRDGE6fkH7Hx2q5KjnqDlaPFQmAVuR/9qKrpfSqq6Te7+xPFb9HIRVnrzyKj/7/tv80L/4GT79O79K6z8faSyjQ61lY9d4a0417nKDfq3MzdaISuKR+jOSRpW2pX4BN3iNMmUO2NNYABuLCZMzcmBhUaPOszxDQoqLy5A+97hnypS6XOYyY8b06TNnzg7bzJiZ0qE96tRJSalQxjfVcyZM8E0jsVNO8PE5xzm6dOjTZ4ddZszwCbjDXXIy9oxExsKmTYuYmDZtLCz2uM91HuYhHqJOg0P2cPGZmkzDovzpFa5TIiQlIyMlI2eDDSKmVGnQYsWMsWCLLXY59zveYseM+RBPETElI+eIQwICPplP4xJX8XDpGUN1jToDelzlGgE+hxxyyikTJkwZE5MamJ6ZnEzbzNXCw2eddTw8rnKdD/MhYlJsXBLmpKSUqbHGBl26lCmbDMg5XDwOOaBEiWtc5w63mBMyJ8LFISYlIuL5H3qRyb0Jg/sDcvKzUqgA0YrNeDZn43ZEue9CUGNwIaeazalurCggcDgRgFuvCGx3LUXVu3Np1V0bJoUyCmmhqPUglqZ86wHyNY4VafYdVSyKMgHJLIMX+/rd+/ZFBnxHBMM2GYlJIhA+z1TFaH8isH6tBTtlgeY7Rh7YiwRuV0ONcxhLRmMjaY1nCYzuTQX2ixxuj6A+V1UfK5cX4XgqEBoVGpttL3s+3BrC9bqIxFbF6PojkYjrLXh8VQQgnSwbrgW25pYWAslRqnV4/75e2yzrmDEC33GhzEOSqUxsxVNWYJJAsyw503Bu5F2+9P7DucjVnZEpzRrIM5EVCtjYlszPvbmA+ygRAWmHypI0AlMtKdX62pYITpRpfhdr6k3Qn4sY5hY4c0X4K67Gt17SWqWpMhuHE10Pucnu5IWyNleaOld7E0mNotyQlLJkRYvNtZf/3q3p3I9isBKV7N4qL83LwFL3n3+Mb3bBxYuXePe7382XfumX8k3f9E188id/Mk8++SS2nVAUHoXVh6JkzMoWWKvKnrOKSpdG6CK4wbLk6RXgPiIIBbAm4z6vIYlSBYrXUHbBQR2TS4g4XPod70N/0Lc3yMHv1baod57nAoYPegwsS4Bx1hc4cY3kpygMWI2XfQuKVK9XNwBbDZ46r6kx2OpDkjXM+gKLp68swVT7msBwbdeUNF0xUqZAFXQcT5Fjy2YeJ3zZ3/pRJrM5f/JzPpEv/6wnjKzngsDcfLAsVWpZAunt6wJajpG8fPRme5Ls5IXmU1kHLAHF8pqRVvlal/q2dObJWMeZDxThzUzUukBArHHeyJjMMYpCgC/PdCMs1+UxqLRFSBYEpbIh8FnMzedzSWAmx9LPnznc0L6rG4rglxAQrG/pGFHfgNsZ+J7mVFjS1TcuSf6ziKCnU4H2QV9krb6jB20a6RiTYzOWBA6fVto1SwT28yNF3dO61nbRr2E+ht236LjpXOvTu6Pot+1BVl8SIttRedzmRZVfHdwTESsKXZNhQ9mC8oqi7EHDeGZySbSSkYiO7UqqlM6gd1/H8mqmuZmtLECWyr9gu5C9JCJRauk8FoWAetgQ8YgHmkd5TXMs1Y1ULNLalVd1fR08J69L4wGQWDXejFlfcqzWOa1rUNaxk0jnunheGY35eCkZcwNdY6NDETS7JIIWtFQ7O+rruGebMmN//gs+ke/+Nx/k37znV3nmy/8Ib2rPYHpX3p7OK4aorUpOhQPVGkmpxnB2G7/Yxg/buMmIDIcjDjnPBSzgA/wmHgEWNiEhj/DoWYS+RAkfn4KcJm0O2cMnoEWbE04YM2KTLbqcMmRAw5QxrVHDxuY1XqHDKRWqlAiISJgyJTfNuFZZ5TwXeZVXABgxxsXlCZ7kIpe4xS2u8zAnHHHMESVKvMIrbLDGlIAZMzJyNtngHnepUiUmoU+PjAKLnBarTBhRpcZ1HiIzTcFucoM+PWrUsbCYMaeNwyorJu/h06BB3UTvP9b2PM9SkBsD9JA6DW5xkyEDdrlAhTLXeJg6dQoKNtkkIuYed1hn48x43GaFGTOucY0uHQosrnKNmNg0T0tJSXBwaNPm7byDf8W/ZECfRebgER6hz4DznCMjZYUVGjQZ0CcjJyWlQZ2LXOSIY1NKNSWiz/SVKTd//BaWY/HQ119hxAD7gXCqleaEG+tMenPKY0Wp/U7K0O9QHQYC45aluvhxDu2qAPBWWfr4G0YqUqAo+/maItZeIllQ+QHQdmuka36SiFish8bH4MI0gv98X1HotNCxHmrAsx2B374BoquhiENmyIhVqCRmb6bPdObap2+rb4PjSN706wfwlnVFnrerinA/31VUvSgkBXrzqkhFYQkcn0SKlPcjjbllZK+eLRPvixl8/Lqp/GNA7fFMgP9CTaRlq6zI+52RKv+kuemEHGussxj2I/kHCgvWqyoX+3xXFZ18R5mZnZqkR66n8p2d2bJa0CxVp+Uk1Vgu1mVqLttanxtjkYSKJ7KyZnTxuzWdhxVX83z6RJH7ZqgqViApUWq+JycznedBBC/0RaTqvmRklrUkVHsTkYq9iQzM/bkAfsWTgflgon35jsZ/paHfgea0yIQEDwJ+sy06Ucc55GWwJxRZjjVPIXCM+jjBsnaBE4oiOOubVBSpnj+EfMmXfAlf/dVfzbvf/W6+7Mu+jA984AOUz65Vyzykje/ELgEXoXAh7wP3gFNggLolm/exgyoVmawG+8Bl5FuIDfaaA219Jo8gK8itPiIyVewH/ZT/A2xvkIPf621hWnXi1+unQQDODZdEwrIEdhYmzjgSoKvtmmZYFvgX4NavC/BMjwFbsiK/LsBWWdFx1h9XNmHWFYDPE72+ehXWHgUKOH4GLIe//g9+lA+/dJtLu5v88N/5i1iNLdh+m8ZVWVG0fCGTKnKBLq8kUFkUMvrWNpdR6ixRhDdogn0sYDbtGANuIKZfWzfm3ZaIwnxfGvXOq5w1c7OQfjKZCXDmc4HY3m0TwX7RlBzNRRKaF02Z2D2RqnRuossGmFqWpB9hXYDVC0yPg6rA8+Fz4HkwP6/zYFnKHLihwK0XGiIiHTmzgbI38xEUsVKmYV1As8glOfECnf/OLaiuSNc/vK+Sp1kuoDvpGMlRqrnbriJkAK1L0lZWt8DtKEpeZJKyOKHOZzI1la0qAtuLDtdFocxNpS3CU9mQDwVbGYv5iSQ66VjgPDM3yVmXs6Z9rmsalJnMSXxV/hDbkcytuik5TxrJI1LkypB5VZHP8oqu56iv6yKOdC3arsbo13TMUt1kd3ryyTiukVtNlt+X5kXzoGtrX+GqCDKFrq+oL2JTWVF0zKsan0Ffxx3dMJm8Q1NNKYD7v2Uyd3U9rBfbyUsQ1tkp1/iaz32S7/+5D/FtP/gv+Xd/7/+p/Q7vidjPR6YLuKtzWNkgTQa44Q4+PgfsYzFlgsOcmAEDSpTYNrp2xxhYjzmmIKdDh3XWKSgYM+I6D9GmzTHHTJhgYRPgmf7BJTIKUjJKlDjmkAYtcgoycsqUsCmT02NIwoghJQJs04TrHbzzLFOhsqUlxoxIiDnhGBsXG48+PdPcrExBTp8hd7jBsanMc8jBWeflPn3OcZ4VdqnToEWDMUNatLnLPU44pc8Jt7hpQPcKRxyyzQ4XuUxIYPoEPCgnW25jxgzoU6JCjy4eAQUxl7nCEYdYFOxyDp9ldHNOxJQebdqMGJGQABlDBlSoMSNi2/Qy6NKlQ4djDomYssIqcxLWWCWkxB/ms7nLLXIKJozxCPDxaLFCmTI3uUENXbMxEccckQENqrRp8hIHJGTEzHnpb9+gyAuu/rlLnF7pcsQxn8ann4073vEIkqaivE5JkWM7wTpMpT0vCklR1kMZav9LV1r1sgHV56oCeWVPJU0DRxmC3ZrwTv7A9b5dlvTm/UeStbzUFYhsBmoqFqcKFlQ9/bvt67t4PBWorHmqTDRLldFwbWn9qwaUXqnD+w71emQiuJfrkrjYlojAS6nA/ekMsATck1xk49muPlvk0vTXPXhtAsNMZt3+XL0WaoXAq2ebhlyF9l9yJaUazLVmtqVj9GJ9fpYYmUuhtRnG2qcNpJbGvFaCjslQOLYyHKD9tkJlBU4jvdeyNHbH0usN8zw7jYyx1tY99OEGjMwcxzH0Z8oOPNyUxOfOWFmEXqTz92gbnp5qLe6NZUq3kASpb7JF66EyJoMYMgd6Rkq6UtK6JLnGPs9g1dH1EqU67lZF0qlxLKBfeeB7aFuazzjW8+tjbZYFgYN1MofjMoV3RGEXIplrIfib2HabPAesU4oF2LccLGvHdFCG7/u+7+O9730vL774It/4jd/IP/pH/wjwoCibyP4CusZQtPQsdOqQnYf8BqoMWULViwYoK/A55vUdvW6fiARwDOTywlmRrjEyyF+gyF1dJ9hk+SM47u7HnvcfwO0NcvB7uc3HAlSzriKYpaapzOMtKw45H3UKLMdUvkmNFtLcRIpcINh2tb8iFeCzbf0dn2qfgYnEUijSWt2QTn14V+Cq1BaZKK1BeYP/8PQ+3/vj/x7XdfmJH/l/09i9Bq0ry3HZjnTk6Vygbj4UEX+wp0E8EUBaSFmSid4/MSCstingCSbCPVf0tn5BcqPBngiL48HJSCARRAiKwkStbwksZjMda9Y3YzHReDeEu78K9fOGnEwE8N1TSVsmx6ZJmCVQmUz1+XRu0rozo6s/L2AcRxpnbY2zbs3TngG9M8lwskj7rG/BNIDBoTIVnm/KhpZ1vme3JVFyfBGKZC65mOvqPfFI5zeaCqAGoSQqyUxzLjcl/6p8nEjOos53mpiUKsZYHIksNS+pyZxlQdfW+G1XfoIiFklwQpgcmHNSUjq/sPV7LGUb8ljnfHIiA3BtUxmpIhMx9cxcF78rtXS+3FBEKhmLKJx/pypiTbv6/MIn4le07kkkDajj6dj5TBW2vPLrS5mWWsoylZomG2Yi/fFM5G7luq7t6pYe8JNjzRsU1Vu9IlP35Mg86DyRR4tlCeHF5oU6N+MD/tqX/1H+8X96lp997wt88LmX+bhHryhb4EUi6bMORW2DdO5jOy6pbZFFPWzLIk0GEDSxLQcoeJWX2WAbH88YeytUqXHEAS3aNKhToUpKyi1u0qTFGus0afIar3DJRPZtbFx8XGDGmA5dttlmQJ9znKNEmT3uccQBZapc4jIThlSosss5HuNx5szp0n2dtj8iokeXNdbwCeggM/OEEQdk+ARMGePiEZNQpsKEiZHT7BIQ4OHh4HKeixywh4PHnDlH7DNlTIceuYnoP86TVKgwYkiVKhe5iINDisyN7sd4RFnYjBkxZMQhr5CbP5CzxQ7ZA11ZE2LucIuYBAeX2JRrrVEDLDOHMmusEzEjNyVN26zQ4ho2NhMm3OUuFlCmzFv4OE45pksf27zWo0udOmus0advJFcyhJco0WIFC4sBQ1WNer7HKz/xKo7n8Ll/63NJiAkIqD6YMXFtIjdj1amrXKZrkd7uUn+5rABFkqtm/ukc7s4UkQ9cgX7HNoDUEuiruAKLvq2nfpTBgwnfk5lA//2hPAIVV8GL00hG4k4s2ck8l9fAt/VdrwfqNTCM4YkVjWmS6H4yTpdR7tCVbt6yTFlmoF2ClbKA+TxVxmCeaezJyHQ/z7SfJFXVn3ZJgPXVvpE9WSI27UABn6qr5+GVuqQ4F+uK7se57q3t0DRtCwSYDyY6TpQLOK+ZDEToKJNQc0UKWiaY49kQlhS1P51ofaYp3BlIcvTmNXi5byrXJSJt+zb0XBGqc1Xde3Zr2q+NfBPHE63lJFY2xnaU6Ymz5dqczpbnbjfUWkWpiFU7FHAvOaaBXCQDd2q+C/tjnaO1UGuxFkLkiUzkhZ7p4xjOr4rQTRPtb7Fl+VIJ9ACn/G1bXigT82IXq+IqGNZGWaL9AOtSCwDbXqEo6kgGZAPhGTEAKJfL/Kt/9a94xzvewbvf/W4+67M+iy/+4s+jsBIohlAMIB9AEZigTgMYKDFQ7AA94IoJso2BTbAGYD2MSpu+KKLBGiIQJ8Acioles9rgBFjWiqacp2A9Q55Xse3m/48F+IOzvUEOfq+2dK4IsVeRHnu4L211MhF4sV2BtI/exgcCpdV1/d+vwMGHpA1fGGAdzwC5zDQXmxg9d0eA0bP1Wm1Hkpbamr6cRQZYJto94aD6JH/2L34BAN/5N76Rj3/rE4rMBx9lBFxE0ItA5R4f/P3CBxENTPQ5WTYliwYwP4LUMx1yDZAvrypqm04UdS4KAbbymsBiPJGcxvE466Mw65h61QFsvUW6/f1nVPazeVkAOpooEl54WofaxrK52PQURcxrOsZwX9FmN1BmwQl1A0xnWlN7LEBf2ICjalGLzIhlKRpd3dC6D+4tiUd0InNqPNH5nQ8F3J2pon/zjm7YUVefSeamwpGnOWAre5Ea493ovsB9+AKUj8x4Fud9IOIXVPX+6qYi8PkMyE2Z1C1jAjwUcVi5YqL9N8w5mxiTbmoyIi5UahqX44qkEolwVlY0nmSmCP2sr2t52jVmPpMaDpvygYyPDSmrmuZtmR7clQ0dL6yrH4Tt6LoIG8oETLta38qKZEuLLR7B6U29Xm5J8zzr6ZqrrInIpNGSrI4O9LO2JUJR3YLxS9r/8YvKGs1HIqHxZGm0A71uvCebdZ9v+KJP4n/9if/Ct/7jn+M//NVP0rXZugTjY0ZuxEl1TFqBvjMgqq/D9B6n84CN8CEobxGRcsQBYNOjQ0BIRMR97hESMGVGmTJV5EtycalR45RTo2F3cfFos8oxJ0REeHh0OOUWNwCbm9zAx6PDo+SknHDMxHgFQkq0WcXCpkuXe9zBwWXG7ExulJETMadJEw+fuYl8uzissc4B+0TMSIzRNqdggy0GdEmIucUtNtnGxmLMkLsGlBfAHntkJFjYRuqzTkjIbW7yKI+zwhqnHLPLLvvsnVVqKlM+kwIt/m9hccABe+zRpImDy5QRFjCgZ7pLQ0HOLW7RoE4I3OYmXbrc5FU22KJGjS49CnJGjKlRoUkLC4s2K9hGaujjM2RASkLVSLdiErqcMmKAg0eLNjk5c+aUKZEQY5t1HzAw0i2HFisE+PzUt/9biqLg0776U3nswmOssc6IETHJ2SVYpizaE1hMgxnx84es3g4pj2ywU9gIJPMZRpLr2I5w1jSDnVCA/FxF+vdSQxV4PnQiIFz1BDrPnlc5PN8XCK5kMiQ7lirznEYqs3mhKmAZ5zBI4eYQnlwRSJ2nAu7tUICz6et+3YtEKIpcYP0kEurIkKyHQkTCcgTybxiyPjaevSyXVt52oTPWeGLjdVgPJO9sBZJIJUgqsx4oC1Iy4Lddku59lkruHqWma3ImElByBb7vD/WcXHRrrtoyJvcieSk8S6SoGSpAM89ESmxb8qhLNUXwnzpSNL7pq5Rsmqlh3CyR6frxFWV0fEfPjNpc97IrDZ2706nkYQ1f41kri9CEJliY5SIUoYlqeyYjtGqi+SUHZibC350pE+S6MgbnJmuw0hRpPDGZCtvSunci+QYCR4b18zWRnIEJ7k1TePPK8rpZ3DMtS/s4nanyUSuAwMUqCugkYIW6HqJM6w1Ylge/Q4YQ4Mknn+R7vud7+IZv+Aa++qu/mre//WkuXLhKnm8qe8AVyG8BB5DfgaIDxRrYDSg2wc4l2y2aJsDaBNr6bD6XVIwJuigWWOxhVTKyXwGrcTYWy3Yp8jJFfhfeIAdvbP9/bQ8aL23HmBanAqRB3dT6/yjdXjo3wNhEj4rCyCpcVYexW2BXFEGd9uD4JYG7qZEgldcEgtvXoFxW9GVyJGC09rDAUJ6AvUWezPnTf+Gvcdrt8Yc/+R381a/7csmXgsrSfPzRW1EI4Fm2MgHTjmnuhkBkufkA4bH072QK/b1lUyjbNiVKbYHJhd8iTyVfSSYG7EYmW6GIIEFD/6/v6D2OD8wF0NMZ5DWlCMenpqZ/IMOvXxPgzFNJbPLIlG+dmpr/BUyHQE/R4NGRQHtl3TSny9Rsy/EE4pOppEujPc3f8nSup13JeQpL1YwWmZb6lmQ96Vzvi8bK/CRzXR8UIl5pZLoLJzo+BfgtrXeRLMuq2q5KslqWMgFuoBudVxX4dzxDGrtap/KKrgvLhto5mXbzVJkPMq2TWzWEsafzGq6YNa+LOKSRkYJta23nA8DWPruvKXJf3RC4H3dg7/1Qv6T9p7EkY16Vs4ZneaR/u4HOtVfWsaOxMgXxWCR55+1qMrbYbv2y1rfU1jlduaJrKWyY69oRiYl6uiaq6yJd2CJx0cumnPDM+Dh8Q3Q8ESVrGXHGr4rUAwz3+eYvfIJ//p7f5C0XGmSzAU42gyJnGjjslyzK8znTAOLVCyR2wkkYcFCZcb+6x67tMCcBci5xiWOOiYm4yQ3qNIiZk5OxzvrrIuVrbHDEAcccco+73OA1xowoU2FmOvx2OaVBi5SEU06IiXmJ5wkJucGrXOAiLgE2NlMiZkxwsDnmiB3OE1LCx6NGHRfXlDaVfGeP+xxzwh3umMo9HhWqnHBKQAkPmzvcwscjICAlp0ePV3iZFdaoU2WX86ywypAB57nCDV5hky1qVJky5z73sLB4J3+ICVPucx8b64wkzYm4y10uccns+yX69Hkfv06AR5kSMWN8Yxrucso6G6ak6B5zIgbkZOSAxU1ukpDyMi9TpsIlLjNiTJsJa6yYPgTeGTEAsHHw8c98CHvc51VeZo/7BITsso2Hw0u8iI/HIzzGKR06nODhc4nLODjkFDg4XJxd4vS1U9zA5Y/9jT9KQsqAPle4hvWA5+AyV9lll3FwzMn0Dn7VZrZmM25Z1Dq2QHfFhaNcZteaL42/Ywu8jmKVi/7UcwKtlgWPr8GHjqW/33kgddAuLaPQvmO8QqiXyv2+jpPk+n2cS1fvWCIZ9VBa9Fki0O0hqVGaayx2Kk1/xYWRpQxAzYUXetCqwGMN+FBH++rMJP1xLAUnrEyE4+UedBOB166RLmW5+hRgyWBtIeC+UZHRt2eA7mZZ2Qrbktn2cCrCYxXyIwxiAerNGsSJgHjZgdhkZyep3jNM9PnH2zBzRaCq5h4+TzXfDx+qbGoxVcAktGHFM6WPcyEux1pKlhqeMi1vWpVcqpgLmO9P1fG4GZqovvFVDGMRmkmm+XRmJkNShU/e0Tl3LBGl8UwA37IkNdqtSnp1FMFvHet9q4HIhWuphGqOqiftGP/KB45MFSVP81sN5MewzRyOZiIMDV+ZoXGi62eBISwj6erPJWt6UMr237B93dd9Hb/wC7/Az/7sz/Kn/tSf4ld+5VfwvAbQILcOKOwdyLfAmkA2BuvUgPrzkHdMwCqBvAeFA9YBWFPIbqPJ2si4HKMsgo/KpkZgH1IUTSx7EQz1zHv/x9jeIAe/V9usazT/fVO9pWkkES0Boo8mBslMcpreLQFOI8Xj8DkxYDdUBRW3JFCbZ4qez7rSgq5fEOjp3lBDp43HdIMfHgqglttLz8N8wvf/6D/kF3/1faytrvDP3v3D2I4r0Bd+VNbgwc22Tf37ybIZmV8xTbCGqophhwJ4ear3VlZlDq6sCtgGNRPdHes1t6KIsF+CbGJuqE0j90mX9enzzBATS2AuT5VNAQHa8YnWL50I5PslgeX5WPt3Q2heVQQ9zwVmnVC+iYUe3ispap+ner20Io/CyjURrcEd0zCraWQzM8hHks9U1gXGK2smIv6CiETQ0mfjHpy+KvJWWQc/WF4D6RjyRZTebGFLazXrSgLm1TXu0V04fl7R8PqWHnBZbmRF5q9fNQSzkA/FKlQa1DYP/aNntM61XVMWtwTJioD3rGPKfzbkGUlnMDeEjkLrX1nTWKKxronVc7qZplPzYLLVeK6+pQxBbVtgJajp873b5nrwBOYXErX5UCVhfTPvPBMZObv+Aq37rCczsBfC6Yuw9WbAMp3CB8oKkRvyUde16VfUc2JyIgIc1EwH7pLWLJsvywqD8Zw4OlY8ZBW4/UNfhj87AByRpqhPLwzwwy0sy2XsnuK6FU5rFk7qslV+hNhWNZ06bdbYNHIghz4TKpTxsAGPFutY2AwYsE54NowLXOJDfJCMjEtc5g53yMkI8bnPMQ4+G2zyGq9QMlHqlJRNNgkJucVN1thglXXucpOcHAuZkJ/iA2ywQYkSW2xTokREZOrzuwzokpOzwSYjhuQmHu/h0jR/upwaDb9FTsEe9zg1pGWVNcCiS4cTTujTo0yZGVMswMXDNcTiFrd4hEeMDEf3oLmROHXocMQhhxywwSZXuMpjPM5rvMIxJzzMI7RoGgN3iwkTMlI2WMfCMv0M5mfeiRYtpozJyAgMMQoIWWOdUzp4eMTEZ9mKmDkNWnh4jBjxCi+fdYnOyTjimDpzunRYZZ099ihTNsQrYMKUy1zGw+MWNzkpHfM9T303zz37Ao/sPMzYVE5aZB0WW4mQgoJZNmWj2MTJU7AijoojiCrUopqA9Kkh21caqgw0iSEIBFAv1VWhx7YUQV5o5xu+wOhiawXKOHu2MNAgFihOMwHndgmutEwUPVGvhOOJIuqXQhGLmXl/xTeyHBsuefB0R1mGS3V4eEUANi2km09jNe2yESBtePImHEzgahXaZZmlQxe2HNMgLVSZ0IoDBzN4U1vjtmyB+pLDojkXo0Sgth5ojB861fgzdC9cZD2mqSRJa2VoeyITFUOUurGRGHnKSFiWiFkj0D1zmoqYnc7kEwhtnY9OBGPjJyg7SwlRgkjGS32NZbUCV2vKSmRG+oQFp0ba5Fuw4mtOkclgtH0dw7KUobhQ05qezERiNgMY2PIrrAYih2DKzdoic480Ne6hycZsVkwDN1/nZqMk43jJZDgsS0RmbwS/NtW1Fjq6nuJM3orjmXpMjGNznQXa18zIl/wl6f5v2SzL4kd/9Ed56qmn+I3f+A2+67u+i2/5lm+hMP0NbKslKRErYENejCDv6t6dN8DpA6EIQTEBO1NWgWd1vRR1sErGw3ACTKGogHUCeR2sMUV+DsuuiIBw/f/U+H8/b2+Qg9+LLRopqjy8L6DjlQS8+5kqq7QuLd+7KFd6/AKQKxrsuAJN6UTa7rAqkBcNwZkJ1N35t3pf+4pA1PhQkU6/ImA9PRVB4G0COAVK06Yxrzz3NH/jf/s3APzoD/59trY2NZZ4pM8+CJIe3IpCgHr/wxpLbUOgj0JzOnrWVCZaMbKh+bLiTPvycj+Tjsa76CGQjBR9tmz5MMbHxjBc0hynXRPhdbQOYU3SJMdE0otcwDJPl6ZVJ4BuTw8fUhGGacdUymktS7I6roDubGCMz2smYzPT/hpbeu/UFRnzAp2nwpIB1Q2VSfCNLKXUUGS71DDgP1Uln9GRUsduaLIBmR7gjitDmucoA1Be56zudpooQl7fNWSzb7wnsZEQ2CI1iwiIX4baquYSjwVwfaOhLa0aM7IFODKED/YE0G1Pa+2XodIUMfHKeq8b6JryqjpWFmu9CrSOaaRx+KuK0g9PtOaWpfWcnBppwBWRn1nHHM/opt1Q1/xiy+cwHakh2lmGw2yutxxXkS6/L7VTIDOlZjNdC6MD04DtgohIMtOaLszKuWW8OegzXknrvdjGR3oti0XIe7fxvUAVvHCYj44JbJjV64R5TlqtkYUwYYwbO1j1c1hujQEHTIiwGQJQJmSbXQYMqVDGxWGbXWo0OGCPU45ZYZXIlLycMaNGjRZt9rnPJS4zZ84e91hnw/gMhrRpc8QxDh4FuZETKWNxj3v4eETMiYgYMKDFCqvmOAkpd7nDNa4TEFCmzIs8f2acXYDUGjV6dM+MzT4+NRpYwAH7JEa/X6OGS0BCygEHbBriMWaELVEwETMcEtNBuWSuSoceHbp0yMmYMqVGnSpV7nCblMwQEdhhhxIBE0a0aOLgkJExoM9d7nCBi9hYFGTmJ0TMzozXAT5gERKaPskBLh5NWmSkTJmdlVydMCJiSpMWU6ZsssGQCRe4CFgcc8Qxx3h4DBnR4ZSQXcpUmDMnI+eUU1JicgoSEtbsdZ54k82AIbvscsKJOb9Xzi7BFm0GDKgkZZzzIXRPwIFyEtLdiqkeFFi/daQMwGqJs0pkni2t+9WmDKuuLeCW5HpPlCtKvACMoGj1RkWVhXqRJDklByYGWC/Mz61A0p3TSOD1XMXU2M8kV6llIgxJLqKQ2TIPB0au49ryAfi2os73ZvCJzaVx+XSmSP/BFIY5+ImyDCAd/XpZ4HhuCwzP5vD+U3VUrrh6Pm1VTY8DIxuaZ1qPg6kIhWfB+w91HzhfhWmu8aSFwK1blpnZQbKcinsmheFkJsLhO5pvyTVV2xyVBbVd2KjCqz0VwauF+nkcyeBr23AwgtdG8GhDVY6SAt5/Ap+2I/AdZRrrNNa65A481DL+hYkyFiVPYwscQ4wsrW2Sw5OrKh0b5KaRWShishLArYl6J9jGG+Jammtg5FJFIUnXeKzfzzIdY55r//NMhOw00hrXfK3ZZlnZjn4kKVLhmb4OiapYxYV+mrKmRZFSFH1U090GWlhW/ax60YPbysoKP/ZjP8ZnfuZn8h3f8R183ue9gyee2JXvwAqwrCXJtahS2DbKALwIxS7yNfQk96WpjIKzokxOap6Hdgz5GEjA3ZGvsDiFXM/7wlkDO8Syd8z4C4piBHRZVDOyrJaRSv3B2N4gB7/bW1Eo6uyWOOuAbLtGl2+ioYN7S2AS9RTtr6woip5EMJsK3A7uGS10LNNoWDe6/lQG1eG+0dIb2dKCGERdmJYFrBoX9JlpB7KYzPL4im/7YaJ5zJ/+sj/O533uH3n9+LPkdyYH046kOuWVpe7enhrJUlmAOU94nWPprHRnR+uSzgVsFyZfy1LmY9oxJuJzilyP9vX7mZHrrF1QdPfoWTX6cnwI1+D4IyaK3hSYLHJoXlGko3dLx5/19P11fB17OjCmXG+ZycjnptdExdTMryprUFtbSoaciml0dWLMyjumv0KhfbquPBRVk+KurAoo5wk0d+FkoghGbvwEWPp9AeBrPPFI2ZfmFsznOl42f6BvhivQ6vqaU9QzJuASWBUobUBgNKGOL4lQHhvNf7EE+GFTBA80B8uW/Kx+XudkeE+/a1/XdTcfKgs2uKfz1b5i+gtMjea/Yq5zF8h1HUddrUMyVRnU6rqIR25pX5UNRf/HR6aSlSu5VTbnrLzpgybheLKsMjQfL8nG8bMijbPTJfG0XVOtyEiGCkvrHDb0PbFsmDrKeCRzvVZZXx5r1jNlemsar+dL2hZW+ef/5TW++d2/wP/32z4V9+o5evU6NatOEXWY2z7e6hOclCbUSAgJuMc9XuYFNtjgGg/TxKVC2dTXTwEL3wDTHDXfUs39Jh/haQJCclMWs0SFgJCMjAljWqwQUiYnY8SUMmW6dCko8HC4zCVTyeiIERMaNGjRxMKiT48KVbbY4oAD9tk/IwIxCYH5k1LGJ6RMmYQ5Za5QJmTICA+PDTa5xS3TbbhKiZDrXGXKjCMOuM41CiA13YinjFlnm4LUVDRq8TCPmL4AFZo0OaLDhBE+PjYOKQltI0+qU2OHXbqcYOEQEDBmzIwp5ziHRcEBe6yzwZAhz/IMBTm+6buQEFOhwoQxMQme2Teoq3GLNiMGHHNKzBSPgF3O4WDTo0+ZCmtsMGbEPntUqeHhk5EyI2Kfe2TEVKjhIV34HW4zvjXhp775X/MZ3/dpbO1scY4LlCkzJ6ZF2zR265xdgne5w6u8ymqpwuaoRbtiIrqWRZpOyfIU17IEVFdCRZ2PZwLT56synR5OFD2OUoG502iZCTicLK/3KIO3rsJLPb13lAgUXq7Doy34jSO4O5DMKI4Fdp1CMqZ2KNJwOlXEP5sLbNoYWZGrKPxa2fjhcgHWWqr/L5p/HU0UcbZsU47Vgl4qMjJPFZW/YKQxWaZeCCVXWYWsgGEKTqqIfSYZGSuhIu6DuSLejVDPhqJQZuRgqs+vlUVWhiaIEKXycayVwUlEdJIcmkYqnBcaT+DqdyexALuNJD95oUyDZzILi0ZoRxORras1AW7LUtS/N4Nf3ZMca5YtZTgNgyFOI7hQB2zN5dmOMsKBo/cmuSL2liXA/uY108041VybockMJ3pubFQlUZqmsFIok5TNRM4c2xi7XdPbIVGnac9RxsFCVawmicia72jtkkzErG9IUwbsj2R0f7St9S6mFA2XwrtvPJCh1ts6oCgiLGuDj7V9xmd8Bl/zNV/BP/yH/5Sv/Mpv4n3v+xk8d0yR36ewN1B50qmekdYqlrVOURyDNYPsPpCYQJgDVqyMQR4DL8t8XNSBPWAmKZt9Tv4+6wSKI7DeCtYGcEKWzSHrgdUDqqgx6EA+Rc5jLbDd7/PtD8Ys/nvaFqUuyRThTybLcoxJJMAyHws4xZHASZYKLIVI4rEAYvHYfLYiYE0myVGeGfNupIs6jozk5EiRieZFAc2pidJajqRMRc73/+i/4X0ffpGtjTW+/7v+zuvHXrCs7vLRW5Zof36ds6ZoXkngME+liy/VBPiy2Bhdy6qaM7grslLEAn1JLFDrvLzUfvtlAd5Swxhkc+n6q0YSFZjI9XyiLEtYg5WLqnXfvSlQ6PrQvmS622YC58MjrXFQMR2RI6NJnwv4j0+13+qaPut6Zg0s3Xzz3BhrTw2YtvQgSqaa69rjOh/TY90cs1RSncIx5q+eIUDOkiwmMyMFumMi4ahpWKmlkzAbyMhbXtMN1BA7eRryZUWqxKxxah6oli0jbeuSJGxYugFOjqC6DeF5lRX1y9qXVzFVkYxvxCupNOr4WED+rKFfDIc3BaAbF3UdD/e03n5FAL+6oWth1oVJF9YeMun3KRSRITMzZVXqm0aKNoDBgdbbD01jvIbkSicvm07E8+U1GE/B6hgjWSHSVluH/gF4J1ovx1W2Lp1pLJU1MwYjrcoTVdRqXxR5mhwrC7X2kMnCmM0NTJbINkRvXT+zgl98+hYHvSlf/UO/yU9+/Fvp+y6zwIXyZZLVNr3SHAuHmDmv8SoePg1aJGTc5zYRM25yAyh4iEexsTjikJSMt/FxbLNzNowaDbp0KVHCwSUzXZVzcq5wlfvcwydkmx1ucxsbeJwnTJQ6Y5fz9OiQkNKizZTIlCUtETE1hlqVIV1jDYCbvEqBJE0tWrzCy9zgJiNGNKjh4LHOBmvEdDllwJCICVWaAKRGahMYs2HEnDoNznOOAotjDqlS5iIXTZuyOgkpbVZwcEyfgZQqdQ455BznabFCTIyFZZqPlXmMN/EsT3OPO7RY4SEeZZst7nGXjIxf41cIqbDBFi/xAlMOucY12rQYMzGAPmOdDVo0mTChQoU11lhnnQtc4iY3qFDFwiImJiTApsmYATMiDjnEwzMdERIiItq0GDBkTkpBzirrNIomf//P/QNu/9IdklrMn/gnX8rzfASfkDfzZgBmTFhjCY7ey6+p9lPNZnhwwHZtlfPzdXK/gGmKs1KBTUdg8eYQrtbhelNAehGBDlyB9o4x1Z6r6nu5Weassy0IoK+FcGOoBliLspXNUEByeyyteTQX6HMdSVsGc323fEdA9VJDch7bUtWeii0g/FpZ49iq6P29SCD4batLSdJLPe3XywWkt8vwWh/upsoMbBo5z8lMxKBiSzLTCpU9uT0y1YQcyaIsS9H6NJcROrV03LWSgHzVElFxLIHew5meG3Vf3/WjqYnSOxB4Il7VUCB8ZAB5bLwdaS5dv+WKeJ1GphN0pve3jXyn7umYgStgPjFSUssSMK+bANaFugD2LNF8toxef72sXgaOLULhORrr1Hge1suaT+jCuZrW4/ZA67aQc62VRLzmZnynMxHFlVAVqaqeSFrd13nYn0GrbIhQrnNb90UuknzZ7VlaQRGkJBMxqgUiKI6RJo0SisER7ERYYfMBgFGnoC+Nv/Xbg5NFkfKud30D73nPf+bDH36ed73rH/O3/tafhuIeZB2wVwTmmYBVoihmZiAF2OtQ9IAp5EOgJh9CcQJcVOA1nxtPQgv1S/DArgEXEO5qY1nHFLkP+T3gVShW9VmOgBYUIQWDswpHv9+3N8jB7/a2AGmWpwuwsqq/0XBZkSUeC5jZAQx6qmJjewJq84H03otypZUN6L0mSch8U0C0ugatNwv49e6oYg+2iMTWmxQBLq8KWI72TJR3h5dffY2/+Q/+CQD/+Du/kVa9IvAVjQVYS81l1qAolt1oLfv1BiOvImCWxXr/olSm4wlUWg/oCudm345npDyF/lY25E2wbBGaoCqNf54KzJfbS0/DYsszgUhqsP7Y8jjNi9Lhz0cCwgWKBo8MkHTKnDWHa10xlYBySBLOOlfXzikDMetqv06w7GZshzLRxn1FlCsbUNkUOB/tC5C6oW7eXklrkM0lU5kdiiCU21qvxKxVbqJL9lznOWgZyVG6bOpVXtE4ph3APKynfZMxmKjcqI2uNdeHjceVEbBRNN7xZewNm1p7xxMIdnwdJ0vgpFA2qEDdmOOpMk6hIWkWkk/5dejdhOY50/uiJelVY1eSpfsfNg3OpiJ085HWpWSOG3WBhsqNhk3OGv4Rw+ojmnu5rc+kd6F3QwRn9WHgPcvvVp7oAV5qc9a9O6wuSUpmSM/kWCSn+5rkb25FWan+LV1nwz1lAkptVW+KhspCLLYs0bVbamptnQ1m0SGz7JRv/qrH+I9PvcaHXunxT//Vb/Fl//PnMbQ9xuUSrXCXCfvYONziJp6R1+ywjYfPkD6nnBASsGMaZ93gNarUadMyspvltsMOt7nJjBkNmpxwQkpChQqXuYKLR48uDg5XucI97lAYb8CTPMkRh1zhGgkpGSmnnODiGIFRhIvHMSe0aFGlioPLKhvc5w63uMkNUyp0lRbHnNKnR9vo79dZw2OL53iGKnVC/LOeCxERM9PBODA6/x3OY2FxlztMmXHMCU0SGjQYMuQa13Bx6dElI2ZmMi81auTkPMtHqFJli21ycmbMeAfvpE7jzMAM0KDJCzxHjwGPc45V2ri4HLLPgB6bbHKVHQpyQw7WOOQQGxvbSHlq1IiJAevMJOzjU6XGkAElKnSNhCklJUDygxarHHEIFDzBmzjmmDF9fvndv8rtX7pDebXMZ7/rs+gZ/8WLPMOciIbJ5tSNIRwwRMTh1OvQOFfh5uwu7bxCUctYj1axqlW40VGFm5WSOvuGiUCb66jPgOsI4A0SmEQGmDoCl/UHJBDtUE3I1ksCmpal6H9WCKAnGTzS0r3aNhHoexPJSE5nAo4XK5KUdGLp1s9XBa6nMTyxKr39Sz1JeK7U4Ym2JEb/8baJlsf6bt+f6vMNV83LOnMVgygsZUEmiaks5wrsNkJlOlYfALeZkbEcjNRF+CPHsFbV+0JP5VBnydJMe3ckEF/zYVpofc5X9XrLaOsvlBWgLrsmGx5rLiuh5jHP1J25GZjSoonWsDtfSnMmhghVPFN2EwHzg5nQ2HpZYyovAkmF9pHkkoNdbcBvHsqHMEoUlLtYFzl7qWeISwQTW6A8zZWVqQNzX/uj0PmqejId9yJVqVqYzQMDC9NC5uuX+3BvqExIgQhXdy7y2ZlpDfpz/ZwmamQXuCJV+2OtxSTRuri2nhvdHLZ5/VagqD6/nRxAQrVa5Ud/5Hv4zD/8pXznd34fn//5f4QnHytDcR9VIXKwrMuAT8GpgpEUeu5YU5OpmCPjcROKQxV4yQ6WWYwigvQmONuoc/Ip4IN9lyJrQPaaCIntS5ZEAtSAHkWxhWWNUS+F3//bG+Tgd3uzbUknkqnKrjkmDTntCLS4nqKmro8uXEfAZpFhGJ8aPX4igNu9rQhraVXmGsuGqCLQ5wZi5DiSGPlVmVerG0sZSV5AEpG5Fb7y67+JKIr4M3/yi/lj/9PnCuiODxTt8KvLqGp1Q+ByPhCAKwqNb9oDt6fIRqktUhCNNIagBu4VEaBFNLzIFcFtXZLkI57ooRPWNffUFyAvGx04CBTPR5x1ii7K+kyeaX9Y0pUuqnoUhfZdpIoYd2/CwTOALUCaDg0hmxrpSiSDsYWyONO6IvZhTdWMLE/nyQu0hnkO47u6eaw/YXosnJj16Au8NzdNhicXMSgyZTK8sq6Fzg2ROycUMJ/1TGZjQ+c1HkHSB7uhjMt8pDFFAxHLsCFCc/qizk1tXSSm8zLULuoB4dc0x7CuWv6jPRGOyooyR6NDgW3b0T6y2KT71+Vz6L2mczLvGUN5IrCezmX+TWa6TrJExKfIDcmw4ehpzW39UbjzPmVRahv6fW3LeEtWdUwsc14xvQp8U71rQxmzLNJ6VLdNl+6Ly++Wp+wX5aYyGo3zIhuur2vARoQ5szS31kXjTfF1HS58CratOW88rmMkEdz+ldd/jx1f+6gqktsJUgbzEXbQIi9GfMO3fzrf8hf+Pd/zj36Fx770szj3xCaN0iaX7Yd5iMf5ZX6JMSPAokSJnILC1OE/4IDrPEKNCgccUmAxYMAKq9zgNdq0X1e68+18PC/wHHMkebCxWGWVHl2u8xCrrJKQ8Nl8Lve5x1N8gH32SMl4mMcpUWKfPTBRbJleCwIChvSJSegQA1CnSp8eMyJu8wIjRvh4FFg4uFzkoukUMOEluoR4hIS8lbfxKq9ikxtvwJyEhEtcZ4dd2rQoUeJlXmSdTS5ykSkzYiLucZeLXDQGZZc1NvDwucNt+vS5xz0aNFihzSH73CagRZNddrnMFe4aQrQA8U1azJkTEpz1LggpcZlr3OU2jjnOVa7SoMl97tGlC1gMGXDAPhtssc46r5NIAqusMWfOXe7S5RQPjy4dXBwKbPbYBywe4mGOOKDLgN7NHj/9V/4dAJ/wgx/PaG3EkD4D+iSkWDhc5To2Ni/y7Nmx9tg7k5sNazNOL5zSjO/zzpev0+yGMOjCnYk08dFEQHq1BJcbGvdi6BVPgD4rBGADR2D/wTr2Sa6I9PFUEfJWqHtuN1aUfKVsgKYjIvJKLP1+GAgcD2JJS1bLiirvjQU0+5HkPnkhyYyPQG7dFxB/qWMkSpbIwfFY4+7k8ExHMibHgl4isBulOlacwtCSifb2QKDzQt14HXJFxo+m8Ot9gdNuCnsnmrtvMgZ3xgK840SkYt34LoaxQPOFKqwFiozPU8gcKNkCuTUPLmyKsJxONe9eBKe+3ruosrdakvxqb6Z1KjsqA/tCV0D/YALHhYhW1YW1isZoktfMUhmcDyaa6yx9gNR4uteNE2Vb7ALKaF8dI+d1TJao4kHDEbG5PdL4MnQOSibCH2W6TnYqukdGiQZxsarPXKqLKPVjPQ88I9e6N9bcKmZumaXsxEmm7MZba9p3Xmj/QSj/3CzWeVg0qXPRc/tjbsoCfPqn/yG+9mv/LD/8wz/GV37lN/Ib7/tePOc6lrX9uj4JRTGX0ZgqMICiZn62VFacK6gTclf7tiZQlIBbmnNxVeDfaoK1BtkrkhsxBeaQnwKrQIjl1CkKC1UyeiCY+ft8e4Mc/F5sZRPVzDNlA/JMILLUUOWW/l3JYyiMRs6WNGRwXybmLDURckzliaqyCc2L+tLGM4HU6hqsP6LMQDSU9MUJ1PDMrwqYDu6D6/P9//Tf8r7f+iDbm+t839/55qXcaPVhgaBF5Zz5wMhBBsuSqgC9u7D/foEqv6xxr14XUG2cFyjNM4HQ+cgAwEzRWd+QIstZlpxMZgjoe0tiAEtZVm1Lc5x2FI23XYHb4b7GlRvt/HwqzXxopDY7b5URd3QkDeXwEMZ74Jq1tn1V1fGrAr6+D5XzAuHN87ppnjwP5XO6OXglnZ/Oq1BzoNIwxM4ykf5Ca96+IlAbtGB6ZH7vK+K+6IiZzwFHkfNkprULawLJfkX7S6aqEoRZr/q2iMZ8bCpDJWYtdkVk4j7UrwgUT48VeZ+P1CHb9RVNt2yRvSIXqAaB3lJL58ivKSOQTJYRc9vXGs37ujbjWBmN9mWzL0Re4rHmX2vpuNV1YyCPlRlLEyPVslUyFURikoHOoVsypuXIAHGTeSmtiLgsOjUDPP7H9TOLNa+gpvnYjohFNIDZROe33FR2x7ZFpMK6zOVBWddGkek7EDb0HWmc+6huzOeVeejdZrZxhV4jpDy/SuQWDBvnuPTwNp/2W0N++Z//Gn/tz/4g/+z9P8bMnZKREhDi4dOiTZmy1Ho4DE1N/BIlXBzkNXDxqJORMWbAfea0aHGVa2cEoUmTT+STGDNmnz1DMwpTdWhEg4bpU5BhY/MIj1GlTkFOjTobbFKhzCldttjEAl7mZRISQkqccsqKIRtjhtzkBh1OSEhZZxMHm6GRFM2ZYxudv4/PiAkZGausExmj9AptUjK22OaT+RTmxPgE3OQmEya8mbeeESYPlyFDajSYMaVKjRlTDtnnlBNOOSGnIGLKFa7xdt5Jny6XuEKDBgB1k3mQ3CrDxSUk5CIt1tmkw7HpYxyQkXKdh6hQJiHmVV5laJqWNWlg4zBhQsSUAX1CQiJmhKaKkIVl5rtKQYHPq2yyRcScQ/aISM5kWzYue6N7/MIX/BLz0ZztL9xg5Usb3OIWERNc0yyuTIUWbW5xk7qZE2D6SdgEBKxaa9jNgpJVJunNyUcuTg7smODJomtw0zclQ5NlttdzFNE/MJF+GwHQzQeATC8SGK8GilofTwXGR3MB7V1H+xzGAqiDuYBmzYDn05m+a9NMGYRmII9Vb67eBVsVgcnNkky19yYCpy91pVEvcmi6kBj5jIXkQ81QIP1kKsDZDCHrqtrbLFOEP3QV4Z+kkvbMS3AcyxDr2ZpnaiSiFU8Eo1WSn6LsaQ2HsV6/MxJxargy9dZ97b8eKBPxaFu9DX59T6RglhsyMzPNyaqSAF1uqFHbPJPhuepJproSwo4nLf7xVM+GeS7SgQVPHUsOVHYEnEdG6jhPlFF5KJE8qDPTfb3iiPxkmYLY+xGEvuYWupx1cvYcfS50tQYVIxEaRvDcDFZzPaN6M53fy3WRuDjV2l1pcNbx+XSmtX+0rQZ811tapxt98DOt82AuKdXUzMO2z+J5VlajGNynyD0s14WioChi2AqhUuJjbZYVUBQhRTHjXd/1N3nPe/4LTz/9PN/1rn/Ot/ytv/46YvD6DwZQGCmdfV7+MYbYziZ5cSR1h2PUCEUC6TN69tqFIQarhmTfBh7Rc7GIgByyY8hXwdky2CLBspofexy/D7c3yMHvxWZZAu7ltsBWkevn+EDgNx4bw6MvcDk6gXQkfXTUV9Wh+Qg6rylC7wYCvm4oEOhVBN63nhQYxDalOG9Jvx+uQGNbxy21ePm1m/zN73gXAP/4O/8yraID04ki9m799WN3AhGU0gOpsWlXUfXWJc76NhQZ7D8FVz7LyGRyvV7bkmk1i/WlsxNFsbPMmJEt/cQSKH2wOkGWyJztV00X5xZnFYzc0FQPOqcKSJNjgbuor2NV18zNJwcyAfEs1s8kWpKw6am06YuIclBFWYypjj/pCAw7jrI4i/BbOpOsprat/XhVnZcCgdzKiohA91WdzyAEGjA91NgXJV8tBOpDk961DDGzPM46XHtVRfC9sq6XaCiSVGoqam+7xgzuarxB05QvbQrszvpmTpGq9qRTzb93A+LHRVKb50x2aqZsReu8xpfH0H9UvRROnpf0KuoLvLurxgtyX6QsjzXW1YdEAucDzioxRSOtfZ7oWrJLIluLRni2I0I22DO9GQro31aGYVHqd3Ksm/Fiq7RFCGxHpQxLTRGJ/l2NcTbQ+S8SEZByYeRNvjFCZ/ru5LHe6+1pbeKhyYQ8ILNIpmA7FLbDwE0Z+wE9d0bW2OakVeLIGfAn/uGf4N5ze9x4+ibf+pXfyl/9mb/KXe6admU+EXM6dKlRo0qVFdp06XKei7g4nHJyZpIVMB+zzgbP8gwA62ywaoyyAFPT0Kz6QHRq0ahsl3P0TMS/ToOHqXDMEQMG3OUOLVrYwDFHzJlzwhEVqiZb8SoTJlSpMjVg/5hjmrQZMTKgOyU19fibrFKljoVFxIwhUzqcUKbMFa4ZAuTzFt7BNltc5BJ3uW1M1Qmv8golyiaDYeHh4uNRpskdbvECz50FvdfYNITGOassVKNxVrVI/Rd8031ZFZpyMirUmDAmJyUmoWRKqOrM+JxwzE1uGd/FmDpVVlljgy18fGJiRgzZYIs+PcaMzjITIQEZVe5xn4DSmdwrpyDAZ401dUzOa/zy/+PXOHrumPbDba7/0yscWAekJo8k4/ccC5uXeIkpQyMJ0xYhshnS5ZRT+k6Xxvoj3H3Uhw8m1LM6pcSVxMa1BARLRsu+0P0vNs+GN61IZpTkAupJvvz9/li/KwoBPd9WpH29ojKaFU8AM04VKbZtvbfsCFSDoveT2Aw+g16s/gbtQLfliqeo/zQTAF2UAM2RdCjOZabem6ipWJ5pf6905TG4VFc/h9TSPt1U2vgoF0ivZgLxtiVycn8kMjFLBWq3yub5Zek+/FDb+Alc7e/DIxgMde/0bf3drcJOTYQhyeQluD+SN6MXiZTNMxmXq47G0g40t7WS1vj+RGPP0VjOm8Df6VTPwcBVBiK0TUYkhqdPNc6HVjTGmicpz/5YGaKjqakG5OgZ1DVkrbA0znEiQO8YSXCO1sQzcrH9sakQNVfzttzIs5qezM69SH0fCpRxeOuOzvm9kYhF0xdpqHoyIXdnAt6bJZG+HHWBdh2RwcfaZ8966xSKZAPqEYUVaQ1SB2u/iXUFPkpZebZZ1jYF+1Sqc37kR76Tz/zMP8Pf/bv/ki/4gi/kTU++BbEjm6LItZPiGPKP6JwXIG1VBJwnz+8CA6APeUmZA+Zg7aBKR+tg72BbVfL8UPuzAKsMjCWrtUZITjQAKwUuYlnljz3434fbG+Tg93KzHV7XzyBLTbfj0IDduQDw0UcEcvw6BMeS72SRwO3kRDdh10SAvUAR2VJbgHVRE93xoHXZ1IUvFP21LPKVa3zVl38b0Tzmy//45/BHP/MTBOgcHyYH2s9Hlw970DMAApiLCHR5zVSAGQmEDvdMNsBE9uOZAGzZkIugJrDde06m4Awdu7QqQGu7irgDDPY1z9r2MpvgGMlTqQVYplb9kal0hKRXQUW/K1I4fU3kZnqqEqKZIVMLz0EW6/NhzYDYMmArshzUIdkTYD550RAeS1Hk8ob2m0ZABjOjqfebWsNkokjz4L4xjDeXhCYZgd8WWbQDgdFkqs9X1pckMRmDWzMdrS39frAn4JvOIAmM/t3V30nPGKyHy9Kboz3T3TcSmfNLsOh7P5+IdAU1M85U1+Twnn5WVgEfwlUITnXtlQwYz+daj72nRLZcV4TICTW/WVdkLZ5qvUsNEbmgpqxT5xVdu+ncNHxrar02Hln2sejd0rW48aTxS+xD//7yOsznYNVVmahkSOp8pv2ACE88AOeCkYcFum7SibIFCxN/UFd2yTPejsLSdVxZWx4rnZFYBf12m5Ngxm3rmHJtB6+9Tu5MAJvbldt84c9+Af/6S36az/n2z+GIQ2wsKgZkP8QjPMczjBnhYDNhQosmbVbYZpv/zM9jMWbCmA4dznMBD5ecnCpVOpxSNn8KCgamUg5AQX5m0J0wISGhT5+SiXA7uGyxYxqQDfEJuM5D9OhxygkZOQMGWNhc5hodTjnmmCFjpgx5iEepUadPhwZNbnOLAw7JybDo0aRGov69BJR5lVcJKbHCCudZ4xoP0aTBmDEnHFOnySab3OMObdNsLCDEwWZAn4d4hA02sXHYZIc6dSJm9OgzZMgGmwwY0KR1BqzVT6HDMYfMiQkpUaLMlAkxMQU5z/EsCTEN2iQkbLLBDW4woHNmdnaMcXpKxAknRrI1xALjQ1BPgw02KVHiFrfIzRnIyamYjEqVGmPGxERMmVC1qmy9c5POr3f5op/7Ag4bh9zmJgkJDhYuDlvsUKJi+i6IECy2A/Y4z0VOOWVOwlWucFA6oXwhYPdkjfFzPfxwFSdGVXdaRhqyUobrdUXe57nuk6FjzMKewGxeiDAstv2ZIsn3RgK0gS0TbysUMF0va395oahwyYXdioBtFuv1rFDmIS+ko/cdgeeSI+Lw2kDgfpIKzJYc7Xd/KklT2RcwHCfSv7fr8iscmGh2jgDwWqj7Y8kQlpYHVI0OP9aYLUsyo8Wj7VJVmdhF87G6J/COBc93NaZFczG3ENm4UDP6eeORiDL1dujMNJ+Sp+NVfcl4ShX1CXimA5uh9v90R9Iky9I9q+rJmDxLdcxmqGdM1dPxe4WyAWmhuR1PIA91zhbdqe1CMqbUPNOGsZ6XKybLUvGVJerO5Q+Y5VqbS3W41BRoP5rq7yCRz2SSimAmhZGU5XDNZB8WMqxBpL4FE+NJyQt4pafzPpqL7Fgm8r8o9erbOpeurbUCyHLstQ2Kwja+AAvsAAuzLtUHAkIPbJblYVkXKIo5n/7p5/i6r/sNfuiHfpiv/Iq/zm/+5v+K6zoGB4SK+hPAmRcpg+wGWA0TBKqAbchCOkdpOJMxKA6BzddnI6yWrh8rgyIAewDZFlgVsNawrIvYZ83S/mBsb5CD/ys3v2RkED5YF4BCUc/qloBJdVU68iwVaMxi1Y1PegKbtisAlkzVw6CyIbBYFMasmeln+7LxIwT8kx//SX79qefYWmvzvd/1HVBf0e+yVIBo0Sl4sWVzU1e/8/qSposKRW4IZKaxWEmANKgJaA7u633+A+zZsqDSknG1cd7sI9B+0khALzC67zRekorF5pUl96htCQSOj0yteZuzLs0FAsu9PY0rrAmsOp7e55UVvR7c1cNiPpLsJawJdMdTZQrClqQ+jonGNHZ17DzWnIOG/r96BebPa60WUeitx0XINt+iDFG5JUJl+wKqhZlbpa1zOroPO++E3Y8z1YkOldYtElh7RMAcIJtqX5OmadpV1jHDtuYRF6Zq1Mg0k6uacreRIRxTY7jtQ2t96b8oDk0fhKqi59NTU9q1rvmXW+A9bozLqeY9OjT7WxORra1pTMlMBLK8KuOg70oCt3LdEKFI+2lc1nr0brNsouapJGwy1bjrOyJ7YVMEo7yxvBYufJoego4hE/MR3H2vyJFtKwtTv6Df9W9DGposV46iU3OTLWrrupgPlG2prRmjePjA9W4zCSELS5SLnOZwSrK+zYFzTEJKgzpTxmyc3+Rdv/n3yKyMI45ISbCxyMnZYpdP5JO4zW0soESZq1wjMN12AwIiptRp02aVFisMDcC3sfHxDSEovy6iPGXCCSemDCrMidlhl4IcC4vCxPkdHFO/3zkbl3oUlHDxKFOmT48SJR7hUTp06NEnZoZnGpR5eGctyObMWWGVXXZZYZ0BfXxWeJhNIMfDx8OnZKonxcadoH4FDg4OFSrc5R4j+gCmT4LFbW6eybFKlPHxsYAePcBizAif4Kz8a0JCl1PKVBkzJSejyyknnLDBFi0jKXqUx3iZl2jSxsKiRo097lNQ0DTm45CQlNR0j7a4Y8jUDrvUjVF4ypQ+PQDKlDjiAAubMUOmjE21IpVyjUlYYx3Xcnnor1/ls7/msym1Shyxz1WuMGJ0RiKHDDjlmBJlYhJ2HnBpPs6T+Pi4OLRYJbRDesEBo2LKwB1SvxISOwGlxNN9zXdEEK5WBepAwG2xpbmyDMHHCM02PGnfV0OB8LyQ3Gaeizw7lqRBdwaSsZyv6H2DSBV7xrGi9muhMglpJknMRqhMQI7R+zuKqvu27l0gYHxQCI2cRjreZkngu8glW3EG+n3ZE8AvuwKbq6HAbVxIs58VOm7D+AKOpyIhRSBZz5aJbFd9yWMs4GgswN4uCVgnmca4WjIG3VzZgryAmyaQ5VjyUJwa/9VuWRKr9QrUIpGKJJev4EZfazRJlJWpliBIl+Ou+aYyUSrZl2fWvR8L3CeLc2YJhF+uq4fFINb5OIq07qGJ4vfnZg6Z5n480/l5oQcfF6m52WZJ8qXTSGu44y5J43qo419tikA6lshnyazvouNx1fgrTnK9NkmhnME4gvMNrV9aaA1sy3hBbBGpOMfCgQea/v23botqRu9613fzH/7Dv+fpZ17ih374/fzFv/inAZsi68lIbPuQb6NsgQnqYQGvABf0fMwssO5A/qS8IYUFxToU9yjybbAzIAB7F1jRNeQYCZZ1ALwZ276E9dEB1T8A2xvk4P+qLTfSIstZgud4aiRI6wbM5QJHR89LUhENwU5VaSXLJUWaZcoQzPsqGZmM0UVvQ21TANSvguNx2unyv3zb3wXge7/9m2iuLx88ilqvSeJkVNEUqQByeVVfnKgnwOWXZfRdvWaMSkPOQjKh0cjaLjDT/nwTqS8MWclzzspVuuZmsABsLHT9zuv15YutKEQ88kxg7owMWQKztS0B01lPhMarqeyrbaIfWSywHkcCpUmkVGc8guqOMgbJVGA3v6/1K1tw+pKG54TG91ATkJx1RWIqWzDvGv9CTcSjvKL1c1yNoTAR+8qqItyL6JoXyAy781at9Xhfvys3jF9jEVk/VOdnHONbyHSuooF0+pYtsLtYc9vTDbGyJjI0PRao7983axVpjdJY61bk+kypZYjoHlRz7b9336RRHeMtGEpilM7lDbAsraVlou6WedDPTyG8pGtwemKM4HONxyspsxTUlNWJBxBdE4lK5yajVuKsU7TjiyAstu236H3JVOd8tC/CFtRMGVLLGN8jkb5SU1my8YFkbccfUafpoG6uOUtZOt/onCf3zg419zxmtSp+6pDX6rhFxMBN6THAwqJkeg9ERMytOfe5S4MGH/lnH2H94gZv/5SPY597NGgxpI+LzzobRvqjkpkODjUaVKkyYsSMmQHQZVMjxyYj09cL+wzMd+ng4RMYUBtic8QRNWocsM+MiMJki0qU8AmxgBu8SocOfQYcccCMqdHNB8TM2WCLNi2OOWaC/BdVygzwadOmRhUXjy5dXuJFMBInF5/LXDElPWMyCjp0KIA+Xe5z/6x7c4dT7nOXmBgPj4ASORkv8SIDhuywC0BKiodPmQov8QI5BdtsM2NKhSr32aPLKfvs0eEUF+es0o+Pxz73mZNg8zBVapxyQpsWE8ZMmGBh0aDBIfuMGdOlwymn+PikpGyzS0rGjIgttujR4TVeZY0NpkwYMqTFChe4yPM8y4gxQwbUqDP/cEyj3eL0wik5BXYLhvRIyejTx8E9610Rk3Gfu4SEVKgyeSBzkJo+EBXKzJhxzBFu3SY6HPPa2j6PRecpunOBt6ovcDlKFInv9hXZ3whMjf+JTKW7FRmKV0uvlx0lBuBFqb4L89zIjHJV4DmewvuPJDdphwK0WyU1+coygSrLkjfgeArvPTTRddvImBwB4zjX42Y1FPC8O5aU6C2r0vvPEklrXhkout8OTebDXmYbfEtAe2hA8OlcwC4JBI6HscjDsydG1+9CYOlzOzWB4pKr8YWO7smFeUbVTADu5khVmi7UoOvquImROWWYyj0GKE/mei1KlZXYKCtrcGsk0+25mmRCo7n8FXfGIl5XGvBcFw7HkiNFida+5OqcpoXm8kJf4/IsZQGuNSS76kRwGClLUACXPZV8faUvSdf9keQ+dV+ksRFqfe+mkvqUXZ3bQSRi41h6vieZ5l0xMsu8MFWpCq0ZZq5z83yfJcoUhbb6ONiW5nQn0Hktua9XJ9Q8Hf9Bkprlmu//iQ7K1WqV7//+b+ELvuCr+dZv/Qd8yRd/ATs7WxT2DLKRPIdWaPyfJrusevEGV+xDvoc6I/+GTMt2aCoV7aCsQx3bqZBnLeBZkdwCkQbrCtYDxKAodK/+Hf0Pv8+2N8jB7/WWZwJy84HxHRwZ42smc+0CGHolE9GOJKuZ9RRR9SpAIaDkeALK2AJJ2Vxgqnle4NAPZQBNJpD7/LVv/Q66vT5/+JM/ni/9os9//biKXNru+u6ytOdC278gLGFd4A4XKkfQuSkglxsfxdpjr886YAsUTk5NtaRUN48kFphblD3FUnQ4TyB4Uh+1HN2U81Q36UWDq2lHkWInlISoKATck5kZc12RltqGIvfVLcguCTi6rim5mogYYGkdrVyfGd6CfEtr37+jCH+lJ+NqeU3vn3VVKrO6qtKoC+N1aKROeSxw6pc1n+NXRGAsdFy/DCtXVXo1Gul8rl3TfMKGMgaWrSzG1HgcHEfNzCyk54+ncPKKJEfxItp+Tmvfu2EayEUG5M5FXIK61i9LdI5tW4RzdKw1aF1YGpwnJ5KETbu6pvwKrFwRwF50OnbLiphkE43bDUROXV9r7zf1/rAlkoohkdFAVZ3cUGPESORsS8cJGnrf4Lauk/GhMg6WZdY3eeDycpVF676mecxOlsbyLBV5SmIdp7IuQhfWDaHMRYqSRAZ136Sbk8h4JQoRvcXXNqiSlxtM0wHjZMQkmNK1B/ToUKbEGqvkFIwZ4+JQpsrd/32f/8+f/XHCWsD/6z1/jwufeI4D9gkIzroEz4nxCJgw4SIX6dEz8XnPAMQKDepGjx7TYoM5c9PEbMQzfIgjjs9AbJUqj/EEcyJ8fDp0CAjOavjf4y5N2pxwwE1u4ROwyip9OgwZssIqHh41U+e/+UBZ0MJE7D0CLnGVS1wiYc5HeBoXhylTRqTc5y5P86Ezj0SJkCpPYpsAQt34E7pGutSni4VNQYlTjrFwDKnIcXBMlL9gRsSrvMwB+1SoccQhL/AsASWmjOnSZ5MNjjhkk21uc5OpITxQ0KJ9RsIOOWCAY7IyFgFVjjgipITFnCkzUxLWZZttAjzucpebvMaMCAeLHc7RoHnmdxgx4m28ncd4gld5iQ/yQZKnUn75s96H7T7FF//qH8d92KJCjSo1AgJKhPTpk5AQExMzAzwaNE1/hWWmzMfnMldJSXmVl1lnncKDdrvCrDTm3tqUndEjkDsqHxo6Kmu5qNhzMoNmZurz+wJxliWT8Dx7PWCLMkW3m6FAapLD9YY+M0nhA0eKVLu2MgSTBD7UUZ+Ch9sClycTeOYUnjoS2C270qFPjOzoibayDyttEYqXepLNlBzTlwBF00eJ8U4kkricGPDq2QLyri2Scb2pDEnLRLr3xpJF7dYEeD3XyKhyiAo4Mb6Gigufsqs5HE8VVS8KrVk90HsawTJIEaUyBGfoProw8h5PNR7LhnKiTMJGWeZoJnCnr2h9ydNcAkvlUeNcPSlWS8pYnE7By5S9OZ1rrUaJJFYfOdVzKHJFyAIbfvNImYJOJHmRbQnQH0fwbFfGbq+s9dwoG6N2hbNeClVfnoH9ieb5Uk9Zk8DWazs1VW06mIjEDWOZ0wexzpWFzoFvZFKtAIJI43MsrefeRE3nLtR0DuoPqBBqPtQS7de3RV5PZiKC98b62Qx+u9z5Y2x/7I99Cp//+Z/Nz/3cf+Kv/JW/w0/8xA8DgTIHVgWRAZNFLw6N93AFrIGySVSAXbAbkgxZl4UPirtGIjWlKBpY9ipF/hAUN1DL622wrmPbNkUxpyiOdBygKGpY1trv+2Zov79H/9/7VhQCqUkkUOhbAr/7Tws0+lW9J6ibrq0OkCuaXDe6++mpgJjtcGaOLRDAcg0jLzX1F4AxlNq877c+yI/+85/C933+t3/4I1hBVdHyhSQjT1TNxS+/Xga02BZNzrIE8hlsv00ganxkutu2ZWJ93Xxzgb3+HQHQBeHp3FCkeiFBodDxa9vq0zA9NdrvXKVH/ap8AclM82zsKgvQuwnYpqymBU7JrE+o8qTN84h4VLXm7StKbw/uaM6VJkSLSFIDLF/Au2IIgm2bUrOJZEDxVASNHArjfaisKopuB8tzmEUw7sJsqHMXdRSxzoz8p3VB47/8qUu9/7yj/UyOReZsX+cwqKosYXEoOZBfg2CmsfXvwNSS5CdPdC69kj7vBlpjr6SMz6SsykmWZaoQRZxVzQrrImt+TZKuPJW0KWwsvQeWI2KUJ6aClSPJVXVT+5v1zfyqYK9q3uWmCNDkUESjdcH07ajrvMQTkzXYg8q2zPOp8agELWAo8hmPZWqPBjqHi21Rycv2jIk51/gsW+coHpsMXKpz09gWYQzrumaSWIAhq3HWX+P4jr4XjS2dS7P5o2PGKy65FVEbwp1LLaaOshNlKuxxjyEj3spVZkyJOeHJz32MN/3JJ3nmJz7C3/zsv8nf+I9/jdInlbnAeRxcZkRUqGBhccoYG4fzXGTMhHU2mDChTAkXnykzQgJCQu5xF+dM5OOTEmNjs80OljEzR8xJSbnCNQM5Z2Rk1GiQkVKhjo3DwESuc1QmNSCgTIUN1klIqVGnRp0OHVw8JoyNWOeUNm0iIjx8mqaWd25ITErCiBEtVpgR8xGe4SpX2GADG5sP8yEKCmwKevRZZx0Xl2OOucglcnJsHMqUOGCPK1zlmGM6nHKZizRo8zQfYpGx7NAlYsaMCb4pe7rBBn169OhQooyDbbwaA0qEJMRc4jJNmjzLR4iYMWLEhDFzZmxzjpwUKNjjPg4eG6wzY4aHw5AxPTpkZNRpcI87PM4TJmOS8dQHPsTP/5FfIupHvOkLnuQdl9/Oy7xEgE+ThqkqFVCjwSknzJgRELLLeRwjB5syPrsGt9ghM/6EFk1mzKhQJa/aeHOf8uYq6XoFv2P8N3mxlO1UPAHGg5kitbaJCufIOPtST8BtsdUDGVwDR2CuHSra7wAv95ZG21qgKK9nIsZTkwmYxCICpzP1FagaPX7Lh1GuBmNvWoGHV/T5o6kasp2rwo0BZtlhxVZ0fZyoBOe9oUqh7lQFiDOUvRjONf7duky3h8YH0J9rrlGhbMJJJLlR2VfTtFEKdyfLMqYrJdhO5Ic4nmi/UWZKlZp9zxJYrch83Yvh1a5+rptofC8R2VoJTUUmYxhOzJqdmqBIPdT1u1Mz8p9Y2ZErWzrm3nhpkF61NMaKJ59tKxCQrvkicP25noW+rXW4PVDm6PZQBDHO4Mk1jSGfaf+LLEloC+h3I332besC6APj17hsMivjRBmDDJ3vlUBSJcfSsYaxzkt/JkN22V2u34X6MvuxP11eYwtssV3RdXow0c9LDc01L1QSFzSW/+pW5/u+92/wC7/wK/zkT/0cX/mVf5LP/Iwn5U2jDgyUQSgOAEM4rJLIQ2FUE84GOKtQzMyzfoxpaAFFhYIBFLex7BWwHsayLFVXsvbI821gHwoXy6pSFAUwoSBG3ZL/6wTnv9ftDXLwe7mlcwHM4IGbcHkVgn3AyHVaV0zzsx5Mh0YaYsvkOjsV4JqcSt7juAJypYbeN7gnw+rJy7DxJkV7nYA0Sfjab/xfAPjmb/5mrj/6uJHljI1XwEStvf+K3q8oNDa/qoePuyrgmKUyj86HilAUhUBe0BDQa102xtOpIkTrj5gqNbOldMhyBIhnHSAXsM9iQ0YSZQm8sqLBgz2tYYHWKaypWs7kQK+1zmlt2lfg8FlkMopUcSebKbuyGF+tIhCZTDTWIhNgzOcy4tqOyVY44JSls3eMXKfIBOYLoNbUelLogbtortW6pPRrPJa8p7EF7QtKu9uOQLlt9j02BGg6ENmaDeSrmPUAC9YfNpmdSDr/LNa6eoEi4+NTGBtZkOVrjRcyrCyDoCST7vQIrKqJriOicvSCIv9bTwooF4WyRYNXVTFq0aQNTCZpUxmBUktr0r+37EdgGUlaPNZauXXIB5LzeHVoXBAhWFTBymIIS3DhU0WQRodApmurummM9oXO/4MelGwuQpNWUc8PV+fFL4lYDQ4EUFYf1zm1HWV20sL4SjxFhVoXTLUnR+e93NL1Zqdnh8rzDCfPyC2HUVkeijXbw8E7i04HeDzHszjGsDpyR/zJf/ZlxHbMi//iJb7jc/4u//N/+AY2P2WTFerc4SYv0WXEECj4BP4QNjYeDhe5xIgRfXpssMk661Sp0qNHAQQEHHNIQIkyNTJSenSNJCgiJ6NMiVXWCEzjsH3uU6XKhDElSpznPPscMqBHnRpbbNPllCYNNthklTWOOSAipsT/wd5/x8uWn+Wd6HflVblq18775NRRWSiAsUQw4MHY2AQbp3vtGezxEOzBEhjZYnwxGDAYMNjY5hqMba7HwwUnGIKxESIpq6VWq7tPn3P6pJ1D5bBqxfnj+dWu062WkPThGjFXv/7sT59de9Vav/Vbq1Y9z/s+z/uWiUzjNVUJChjQJyKiMEB2iTZDRqZB2xIW0KdLmQoFKROmlCibrgIODVrExFSpkANDeqSkZOSMGePTpUQZlx7P8rTp6tymxhLP8lEmTBgxoSAjIaFBk2NOsLFo0iIhpUkLG5tllkiImTAhYsoaGzzD0zzHderUaNBkSsQSS+Sk1Knj4tFnQMqMjIwpU1ZYJWZKQOM082Nhn1aOipnh4XHjPTf4z1/6i8T9mFf8yVfwN/7dNxP5U3wcU57UpkmDzJipfXxsHDwcqtRo00ZUazFCQqrUucFzVKmwwSYDBhyVO5wdrpBMIyJnQnkSSG66Ghpw7yp6ayFNeNOAsrzQ33uxot5ziQhIFtjyIUlF2ttlAX3fmH5DV4AfZMi10efqaGJKihoQ9ExPkeqqp4j5sZHc5LlA4rNdRaPvDRSdLjlGelqITHihqgoNjHn17lBzrnnyMlmWouE3ugLk90Y6z2FiJElGZ380VW+BujHDRqmJ/FuS9+yN9B04Sk2XZFuZiKnJEjRCEYfDic7BdiB2FV13XVixBdqrDpwtL3oXuLaO0QgEvG1DBnZHAur1QKSi7Mr8vFEVKL5Ugodb8J59nXuBvhctWyW0y0bGtFrW9YyMaXtkMqtn6zpGN9J5nKtrTeNMMq2bxrA+MJmJwNLcSnPpEDrfWSZQPm9sFqXKwpypK7sQZbq35objK3V491SKBd8SEfIsZUFGiUhF2dXrNX+RDbCsRUWtczWtP+b6OJbkVmsl3XftcCFxetGwrCXOX9jk7X/nG3nb3/4BvvGbvp0nPvhThME1LKdKkXfAvgdFHaxNGZJJUUOIFFjSd222K3JQRCaLsIJlOapQVrgURYciD8E6MtWQalD4UGxj2c6pD0JkoEzBEPU9eInA6x+Q8UmRA8uyrgBvBd4IPAb8ZlEUb37RNhbw7cBfQ90h3gd8c1EUH3rRdo8CP2r21QP+BfD/KuaCrf87jdyAjdnINJYqRAhsXwC3tqlSlHMNvzcTqw2XFEGeDRXVrp8VGB8fCzy5FdXdz3NTQz6QLCOdQnWVH/3Zd/Pkk09y8eJF3va2t2kOtiNS8aCG++ONdCaAOhtL5lHfeGHVJcc1sqMlEQDL1rkENc3Lr5psRGvRFC3qGSNyyUTMOyIX9TML6YjjK8objXReRartLUuR6HggYjMTuKJxwRiWRyIxzbNw5nVw73e0v9Y59TnwKvp7ta39zBu7zfo6frgiicrkxFQxKmA8MBKoTGue5zpuOjM6y45AenVVEbpKS3OddgSgm2d1vsnUlD0tCyxPu4CrfXfMNZz1RVbKba335NCUMx2KdOSZkceUpfevrOh69Pck56FvyubOwC4pC1U/ZxqcNbSWjqeqQfFQZt95ZZ/ePYHjlYd1jQa7i5KgeaZjlpqSgTmeZFylRGuVL+lLIR0ZOVqh+3zWgaVHBDKG+9rX6sPyGfglncvSVWUiBqnp3uybjJCt6z3tGgJ4tLjvTm4bqZNjMltVkUUwErktnUdtXdmT2UT3VpZI7kQBw/siAnmq9QnqmlNR8GDZ1LTSouQt4dgOz27BYThkjQ0ucIEP8SHhLgMMS1RxgC4n9N0ef+5f/Wn+o/PzvP9ff5Af+aM/ylv+z7ey8uY2T/MUMTMDtkPucJdLXKRBg5ycNsvGsLxIwc+I8PBOTcYeDlPGTJiywQYuDnscGAdCiZj4tD9CxIwyZVw8Y8BtERDQp2/AuMdDPMoybZZZITLVeuYdjTMaREyxsfDxqFDFxmLKlLIBrhY2B+yzyy4AV7nKWc6TMuMGz2HjsMkmLi4BJbr4tGhTocoh+6clVTfYpEKFD/NhunQ4xzmWWTZrFjNhSkZxWlK0QYOYhMgQIxePJZYpU8LCpkuPZdZo0Dg1cC+xTIDPfbZN6dYKl7jCbdPFWqVfOwDEJGQkjBkTUqZJi5DA9I6oMWJIwoyAkN9412/wXV/23cSDmGtffZW//G//H9iexYyIHEhJjL+igquW5oYMgIPDKqtk5ExJcB5oAuXicpnL1Glwy8irCqDptJit2dya3CcZZLy6/AhVtyKZCghI+Y6AYskxBmEj8wG42dXfqg880wvzvrKvCDEIWK6WFVW2zO/j1IB0TL+SRPsepdKb96fyBsSZos+Boyo4Fova+s91FS1+JJQMKJxvY6mk6WrJPEtTeMWySIVlwOzZqsjKR4/UITlPBVqHCWyPRAYsBHJnGXhAZmse09R4K0xWY3esyL1ry/hb9jRnGwHb/YnkQ7GR/thlSGyBYteCrbrKgCa5ZF2BI8LUmWo9N6oiFt3IrIWlH8c25t8MTlLtK3Rkjt2owrgvQH+xIS1/YM7pQk1G5z1j8D4YK5MTWLpGuZFctUOtwzjRTz815ttc7+tMdcwl4zuJUgPKTQYWRPiagQBwfyaiOPeNlFwj70Uk6pUrkpINY5GndijcXQ0W3o7IBKYeDKTnRsoVPgBDpyabkOa6h/NC98hm5YXSJDMsywfO879+y1/n3/z0f+SZZ27yD3/wl/g7f+cvYVHBsivkVCW9YwJUzff/BDU9KyEYOiepmMxBSpHPcU8GeQ+siAVk7hvZUQDFxgvPC6CwKUg+GWXUZ+z4ZDMHjwH/A/Bu4KUpHPwt4O2IRDwLfAvwXy3Lerwoin0Ay7JawH8Fngb+BGpT9w/Rx/HvfJrn8Bk8bMlmYpMRwDIVdo5h9eUCLbOupBkzA7DKyybKWYKzr1NWoHtTGYYsBxJFdrEFxKgK8HsVGO6y04/5ju/6HgB+5Ed+hFLpd8kOvHgkUwFG2zUeh0S/N84uMg3zmvCVZV7QwAwkW8ligT0wlZESAbrZWAbbLDZdkG39rXleD5tkqrXq35dRtLICTmQaupk0rOUK0M1JzlzH3rktKZZflXHar8Lek8ZPUYPojPwdjq+sQGZkVY2zAoyWeeD1d+UHGO0L7FqB/BOHT5kv0FVVg5oNRAQKZ1G9p7wsKUwWK0qfTER0Tu4oMxAP9b7xsX7mDcA6t6FpTLbJWAA/HsoEvvFKmO4bMlLVNeib+folSEsiUbhQX4f2RZl+GxdQ7WVH6zobi6i5/kJaFNRNMzEjw0oTdZWOOjrXUtMYsI1WOWgYQ/NY3YdHR4tuyn5V65vGxieTC4RbttZsXup23qtj7hmZm+Gjvo4RdXX/H3zERMoeXdxbe0/IyJ2nItVOoGOM74jAbr1Gzd8SQxZHBzKY+RWRm2lf1/bkeRGiLDIlfU/I25cYtzdPDxVX6uw0A3YrM06aFVISjjhgnz3q1KlQpUuPgICzbJEQc2i6HVuOzbf85LfwL+yf4Nd+6h3886//Z3zd019D5EUmkh2xxDJ3eR4Pl022uMDF02OnpOZIu0yZEFJii7O4uCRkpppPSAGkZKyzDljMmLHDPZZYpk4DD48ePdZYowAO2CMlpUSFNdY55NAQEYtb3GSbu9RNIzAA11QXGlGwzgYdOgSUWGOVCWPGjNjmPjvcJyfnLOcZM+YG101nhzq3uM597jCkT0xm+hlUKcgJ8IwfQSQoYUZqyE1ASIcTA9ET00m4oETImDFLLLHNNn16XONhatS4zU0ucY0LXKBDlzEDDjngFjeN+buOj885zjFhzA1u0OKEEhX2ucmQETNiDjkAYIVVqpTxaZpGbFMCfCOlmrHJWd5/9H7+1pd9O7PBjEe/9hG++KffzH3vPoXxo7RZNWuskq0WBS3aXOASxxyd+i/6dOnRpfZAD4tllo1HpM3zOJzQ5TKXVdrUmbJW2yCvhTy9tsfj9y5QnktHLEzzLvPv/amisO2SIvbbY4HY3iJTxjhRBHc5NBnaTCB9kqhDbsNXUzDPEvg7mSm6vFJVFPvZnt6zVhVQ78ygkioKHaXSxrdLIijNQPKXwUzRZNc2nodCpSRPIkWtQ1cEZu4HcC1lKjJM/X703pq/KLMZ2gKmG2XYHkjStGRgziQ1voXMmLdnms9aSdH9g6kJcBTyJwxmyg5EOYym2v8khdEMHluBzZIqBQ2NJMd3YCvT/G0kyQGRroOp6etgyMe9oTInNU8SpV+9B1dbem42fbhpgP+8HGvNkLZ9I9FpBCI3w9RkciytRWFJ5uTOJA2zq2btDAFrmdzUSqhr1DOR/iVfngXPZJFdR2RnNJOH48R4LCpmLaep5h46um+iVHO5OzDfk7aaz/nOokrRi4HyfM5ZvsgcHE9NhSR7kYVxLGWCHsw8PDAsyyMMz/BjP/b/5gu+4Av4+3//h/m6r/ujXL5kA2Vl1Snpu5C+CEdRlceQEtA1QD80ZGCMJjulKLa1bbED9pa2L6bAyBTBeAycF8a1C3KKQgHfPB8DdYoix7KGgIVlNYDyZ7zk6JMlBz9fFMV/ArAs62fhgc48ei1E5OB7iqL4x+a1d6G2ct/IAvj/z+hq/KlCq/erlmXVgb9rWdY/MK/932PkucDSaF/AOD5aGGjzXDr4sCJSkExMdNNEf2d96bMdR6DH9QWejp+TZj4eKhLqlQUSsxScGNyAb/nuf8NoNOIrv/Ir+WN/7I996vMeHZgyqAbc1zYkCRkdCMQzl8ysfSwxANPY6r7RdLua58kNbT8+NDIdV2bRmZGe1LcE5qK+9jE8gemh1qKyaqrx1KC0ItJgZfobtuZGoQ/8/kcEToOaIsxHz2ib4Z7mYocm4hUbaU5b5GFmJEa2L+A6OzCN2nKRkLkm3y+JzI2PBIjTVObYxMiU9p7SNXNDRa3LDZG6w6cUJXcrirgP9jSHRkXHjXvQy0yZ0kREsrKijNLeE4rOZQVsvlrAe/u9AvrLj5hKG+ieqG8YOVYgMlLfND6PCex/WGQkMLKezvMqN+qWdG2mx5pbPFYWaHKia+OWRQTKbW032FE2q0hNRaJj6NzRNS+vQNHR+ffuitiEVV2/k5s6J69keg1E8i1YjvkCcPS5yAtV68pzk91YaLDJEpGYwPhzjp6RjOvMRU6/eXrPS/JkubB0wTTwO5YUwC/rCyxs6rO4/yQzEkYlm/3SAbm1AEtPn63xwfYJUSnAdqcccMiUCTawxVlmRNSo0aLFgD4TpsRkvJbXY2HTdpZ560+8lfJqmbW/3FbDa6BOjZgZXY6JKNPhhOe4TpkyISUmjLnJDcmvaTNizLt5N0u0ucglhvQZMcLGokSJlAR1TM6ZMGafPd7Le9hgk8tcoaBgypQaNdZYZ8aM1HTxvcRlenRPS3sWpheDCpfuc4azVCgzYoiLS4s2GQkXucSH+BBP8AQJU1IyElJOOMHHZ49dPM5SpkxGTsGMfQ6ImPEQDxGbikZLrFKlQU7GgAEeHmus0aTFCsvscWg6SLs4OHQYUqZCSMgxx4ZYbVCnTpcOr+Q1NGkZs3PKIR3ucsfIdpbpcEJoqpXYuLyMx4mYMTZlUstU6NGlQp2M2DRTK7HOFgkJ++wyZsQW53iUxwgI+cDK+/iz3/N1PPPbz/Cl/+qPULgAOV065BRc4hJt2ryLdzNmQIZFkyUG9KgQErBumrVltGi/oMHdgAF77Jz2cKhTY599fFxqNOiaLEfVrXLvTJ2H7odYdydGylKGzaaeD62xgOT1E3jPoaL6jrWQDYI0601fr4XuQi8+zQTeHl9SNH2WCsyuhPBYWzX5r3flbXikKeDvWnptEAtsL1dFMKqeju078gEMExmUo1SSlyyH5weSCnmOFB++LYnMvSFc74hgbJQkzbEM0ehE8im8YkWZEsdS/f6rDRmCRzPJDRuuovPz81stC6wXlpGKOppTFIukTFIRjdAVebrdl1ymEWodDicwygRoi0LblBwB6yiR7+B8XRkd1zzfohSeOFIDtmYgUuTFOt87Pa13WsDLl9Vobc8YtrfKAu8FuhZPd5T1iDLTU8KFy024GELZFvDvRvBQS/vyHEXFA0vk53iiZ+DI+Axs22Q2PK1n2YPIFvjfrOr52okUxZ/EWr9XrOj/WSHCGE9MGdRMWZUlc00nKWyWPxbYW5YIxo2+SF3FkzTMtl9YTcuxTbDNZBM+znjzm9/Mn//zf56f/umf5m/8je/jP//nf4llDSQHxhJJsFrauOjrO8xOgJaRFO1D4QGGOBR9yH3IDwDXyHbv6J4mUIbBOqAo2oCkRXmRaxtiKJYoigi4ofebMsUF94EWlrX2cc/lM2F8UuSgKOY1GT/u+Fzk/viZB94ztizr54E/yoIc/FHgV15EAv4d8H3Am4Cf/yTn/Zk/ZkP9NM6pOgqWQHc6lgY/SwSUh7vSYVfaMsHORsZXUBXAjieKVPd3YeUhgajtD+gYtXUB7bAO1VV+/Td+k5/5hf9KuVzmh3/4hz/1OeeZAdfVxWtBTeC9f19g3gkEEk8N0C8afkUm3smRosO2o6pGsVmPUtNEoStCS0Uq8A4Cb/09rUWpamQ8U61b1BNIzSK9HvUFAifHi87NR08JeDtlreWkK1DohALdrqfypX5VUhjLMRKqQz04YkPKfPNwsMNFNRs3MOA30/HnMqsiV2ZldKzt5nIcv6z6+UHZaNojldjs3xfRqm5oP/HQlHkt6++mdCVRX2A6qMPwulKXR8+AH4go5RkcflRyomSo++ngSUXat96gtQqq+nvjnO6x278B0bEyAF5LhKZYMlWixouSqOUlSaOKQuC6fUX3QdhQtaKgKYA/OQEKSYZmI63f3GDfOG/K4iW6Rtls8eUQNnS9xkdw6Yv1vv2PqjdB1NPDd+m8QHyaLO6tUlNfGOMTY5K2ZFYvL+k6JFPYflaVpch0v3mBrslwH9ZeJf+KNYSozzA5ZndjiaR8ln7Rww8Wj8PRhZfTdz6Ih0tGQpmQEw7wKHHIAY/yGC4ONi4JMzZpmWh4SDEvP2rbfOX3/XGe4P3MiGjR5Pp/uMXaV6xScT2mTEiIGdDlV/hlVljBweUOz3OOs0DBIXsE+NzmeWZE7HAfUFfhIUM8XOrUKVPhXfwWZSqUKfM0T3HIPq/nc5kwocMxASVew+ewzDIWFiemg0GHE2rU2WeXPfaJScmYcJ97TBjhEXCOs7jY9BlRo0GdGhUCukwIKIHpkjxlzBprJKRERFziKg42V7hqIv19VlglJSMkJGJ62twtRNfKN5KlLTz6dHCwaZsqSDPTUXjEiBabnOMsV7hKjz4xMdd5hgplZsS4BNiGmMyYsckZ9tlng01aNPHxqdOgSYsBA25wnQtcYJ0NAkL6xu8RMSWkwufwRs5wBi/3ufv8XUpXSmSkfOn/8iV8yV/7Ixxbx8yYkZAwZMAZzgIWT/IhCgo22KJHl4iIR3iEkfFr+Hg8wmOUKWM/ICt6nhukpNjYTJji4FI3/RB6dE79HvWiBoOIduazsrqqN49TGVynmT5P3Zmi9XsT/Z6jyP58dMzns+4vorhZochy1YfXrQuAkkvz309MMzQjpZlkep9nqatwlMEs1jP28SVYMf6CvBDgfKgl8BqlkjL1YoHwR5oiIXtTlQMtm+zHSgj7Q0WwNyoQW1Cx4NGWougfOlEZz5OZIs9nTPbSttTYKytEVpZCeNWK+hkEjsjK3kR/Xy8rG1CZKtK/EkJhC+iPTabBRscPHVUa2hlrfhsVHfc4UjbCd/T/o6ki4BVP+2qFxuScqjIPhSLiZwMRjsCVlOnARMpDV8fHUmWoo5kxX1twoaFr88EDre16SaB6zQDxw7H2cXtg5F0OjHKRlMCWbGkp1LnNUlU0muWwFy0qRl00cqvzFZV2HcQiWctllXudZMbwbovslB2RAReRJccSMXgJSRD92aI8bW+mc+7H8OiSMlXzMW9gOve1fILx/d///fz8z/88v/iLv8Qv/dL7+PIv/3IgonASKBKUFSjAaptgYAAcSSGQz/T/YgfyQ31H4QFdyKtg75msgQfWDKyatscHy6FghKRLOZZ1BctyKYqJmr1ZmfgJARBQ0FUVJCv8Xc/p92t8spmD3208jFDNjRe9/gzwp1+03a89uEFRFPcsy5qYv/3BJQdzWUyWSHIzM/p4+orOtpZMetREpKvLiljklkqQFrG6uAYNgUXLSG5Ge9o2jxcdX9dfCcfPmIZWY4iH5N2Et/zQ/wHAt731LZw/f/6Tm3eWCoDn+cIsPO8jMB9+VfKb5kUBbBA4TGORE7f0wixCWFtIVbKZgLRfFSCumS+vIoe6Je9B74YBfo7OMWgo41JaUrS9siSSNDlRac9pT8ed9kQyvECEyqlIjtW7o6i5F0hig6MHcuuC6Rxd0b57d5RiblzUWsclKBdaE8vS8SxP14hCkprQZBImfSDTtR4dCBDblsmW1HTupZauT9RTNH7uHYiHBlxPRFz8uuZdCkRiRoe6FmHT+C7CRWfjpcuw/5SIw3SgL6bLf2Rxv7WvilzZ5qOdRItStWEZylf0UHR9kYHBPZHOsA7Tsikh25PcqCi0zmkkw3ihWxe3rPOa9vTvItW6+CVlU0pLsP6YiOT+08q6tK8ZGZpjCF9Z8p7NjkqhbrzclHY9NJWreEB2NB82lFfB7mrdJx0RyzRSFHE2FOHwK4tSqaD7p3tH5IkCqmtkpQYHRYzvrbBbhr5bImhfWnycHYsJA85zkQoVJkykZjBR+jNG5tPhxGjDr5KSccQBF9F+cnKOOaLNKkP6PPXjz/Crf/W/sfXFm7zy3z7GysqK6WfgEDHlhA4xMSFlhozYYZuQMius4+LToImPxx57vJrX4OCaOkLHvI/38XJeydKpMXhAlz677HKRS1SpYmObo4nYDhkC4JivActIXzx8WjRNSVSPwETau3S4zfMU5AzoU6bCiAl1qswoMWWChUNCyoAhDRr06FChwoA+MTNi46FYYokBItNXuALYuLhkpmKPGn+1TkurengccsAqG6TEePjEzHBwuMxVjjjgkCNKlGnQok+PPj16dEjI2GabhJRHeJQVVoCCBk1cXFZZo06DOk16dKmi4EiduqkyJOLXpMW0G/H1f+Gv8IF3fYB/957/nf6VPi3a2JZNhSpLtBmYfTRpcosbJMS0aHHEEXXqrLBuyuGu0qXLCiunErAH/SYuHkN6VKjh4ZIQ0yfGwmFkumKnJISRT296wl7jhGa2ioeniO3TXRlGp7mq9lxsqhtwWkh2M3yAHDiWVBdzYlAUioxXfQHFVqBmVidTmZSnBjwPE8lHerFAfcmRXMa1BU43qpLL1H1JlNbLAoSBoxKox5E8W1NfmYs5ACw60t1ntqLegwTWa8okLIX6HHcinc8XnJGM5eABIF71YM+Bkq8GZW3zbJp36/UsVTS63NTc8kySnfLMdC/OBO7nEqb1iuYYJbBehe5Ux1gzMqy8kDQpNvr+qi+dfJTApZaem8OZqjpNzD6sQqC4FUoW1Ykk0enOJN85U1NhhZOpIvxHkYhXLxH5eX6ghmMlV5KjJDfS40KEqGy8Fc1A5+TbIig3u7AcwKMrImBZru12xgLmW2WtRc0YnicJ3OhJZnW5Yfwfhuh85ERVqNZNQDF0wUtFElbKup4vzhgUhY53s2cM2mX9ZAXsDUXYHhzjRATQsflEoygSVlfLfMd3fBt/82++jW/91m/ly77sy7DtCIsQy26/oBdBUUwpGIM1gGIZ7L5wEBY4K2BdRhD5GPgA0ARng8V30iFYVSyrwLI2AYui2Mey6qdlTItiAjhQSJg4Ny4XRUGRH2A7S0CIZX08tf7v3/i9IgctYPQSpuIuULYsyy+KIjbb9V7i/V3zt48ZlmX9FeCvAJw7d+73aLq/xyNLVYkljRQpKXJFfsOG0e2btJZt6295arrtjlSNaLitDEKaKCpqGXLgdAQ8u02Bz6LQvmorIgvjAxlW4wn/+7v3+cDTt9jcWOdvvvVbP7l5z0Y67twpVBQmAjt+QVlHkomRMZmH6HBX4HBeetX2RB6cB27waU9Ab/5gSGNDjmIBz9OOzpk651bWjSF3T3OorankZxYJTCZTEQ6/qg/w5Eggu7JiTL8VRYeLRLKZ0f5CYz+NjM8gE9ifl+icdPWaa3SoWSJdf7Snkpwzk6IfbavUph+YCkeF1s4zlQiirl6rLBsgbrSSe0+K+MVjE7H2dI7xFOxYa1eYzI9liwjNK/VkhYzJeVNZhWggIFxZ0RyiHmDrSyebLWQzFkY3OzSm3oH23bmp/VPo3swzQ6zKOv68s3WewKinuTneohPz7gd1bsPdBQF2SsrwRAORnCLVPqvrInOzPWUaskj3ej4z/RLM/T3rymhfZKaKUaRr6AamGlZNhGM+vNJiLfaekJwpmakaUx5D/QIkA63N1qvNZ9NkEMYHuh/GymgNQjjytjkI99mfRfRLFSJ/QURiUpMVSOnRZ0rEjBk5KQ189tihQ4f7bNM0Eo9l2gQETBgzJcKiYIklzlDlkAOOHjkhXA3Y+a+7nLzmhD/+s1+O8zqHY464z11sXMYMabFElTpTRmxxlojISHFmVKnjckSPPg4uJxxzn9tkpAzoU5BRoUpMDMBv8ZtEROojRUiXDiVeh4VFYrYBmaufN/vp0yNiioXFFa4Sk/IB3kufPgMG2MA++1RoUGJEn4FZs5gJY1Ka9A1AVsOwkZFUNUiNybdDxzSDq5GQMGVGhQoVykDOPvuGTKQMGHDCCRkpY0Zc5hohITkpSyyTEFOnyXWu4xoCNGXKHjumVGuJlJwTDrkOrJtqULraFmusc4MblAkZ4TIyHY9btLBxKSioUOWDH/4g3/Kn/ib3n79Po9XgeOcE/4q6WFeokpk4/4gxm2wSUmbAkBEjBoxwscnIycl5hmfY5Ax16syIucUtAgzoNeMWt1hljQoDHFy22GKbbZ7hI8yYUQBlqpxM9znvnGGPPWpWjQvFBazYJPuTXOAyNJnORqCIbVKozPN8LL0owJPkyjr0pwKl02ShG7/TE7jrxaZMqIkcH0/0HLnkC4hmCBze7mtfW2XtIy8E+KNUIHR3pGjzcQQrgQBjNxGQDhNp1nensGFkoYNYMhbLUaOxx2eK1CeZvhsGtvZHIYDei5UFTnORjM2ynptLno49byKWZLCfiCQdjCTbKSwBc1C2YXcMNzuKmE8SkZeWJ99Cf6ZjLPkiIrmjUq+HU0mbqr4pDOIbibGt/eyOdIxpAk8mWtszVWVJSkbmkxqCVxQyGE9TgeZeJFlTJ1I0vxmqVGtgq1rSalnZgIOJ7gNY+DTaJmptW1qvaSYC4DkyE48SVXK6PRAJ3KrJBwGaz7zh2TCF9cWtQ+iY116CGKS5Mlqdma73JBVRXDeEcrViMgqRSKxjicislPhEI897wAFg8df+2lfwT/7JP+WZZ57hJ37iJ/j6r/8zp6rTj2lQZmXAWUMMbOA+2DWwDHkjArsFrAITZQ4s2xDCJjiZIQApth3KIF1EDx5A96FVgMkK5kUfinvAMkUxA6Ao1rDtxic8x//e4/eKHPz/bBRF8ePAjwO89rWvLX6XzX9/xvjQgK364rV0JiBS25QEYmqinXkqaUtRCCie3DSGTUcR1pnRrwd1YwhtCnyWWorIJhOjC1+TL2DpGlHtLG/7K18NwHf9rW+iEnwSlzXPTGOy0gMSmcJIY2yByjw3ZtOapBsg8pJELzzXZCow3jj7wLkfmt4N5gvHy43hNtIaxBNFw4tU1ZiGu1qfoC5C5Jcl46kZXZ4XaZ+DXTNXy1SaqYlsTLomym2LeGkiylY4nrIAtqdqP2lsTNyhiU6NF+Qg2hHY9OpQqqkaU7CsNWleERCfniga7VcNgXBESPJYJCSdaJ38kq5bUBMwzVPJyprnYdxVHe5orHVeuax75fBpkYdyXZH3oKrffd8QqljG55lR5k17IhTlZREk8yxSRmmg12xP6znt6/6pruqYXijy5JVN6dkZnHujicbPTOZqX8DdsmS8JtN9HUcm2+QuDNiWI7Kbx5CZSL5bhuVrxgC+omsYrplqQcuSxs2Geq8bSoaVmus0OjLE2gy/pvl0b6mXwubLlXnySkoPjw+UOZl2RMZWrhr/zgiWrkH3JnncZ5B2OLZTrjcOsGc2nr9ClQq1B6xUA3q0aJqeAaqlX6Nq9N5N7rNNmZBHeIQ6TSCnQpVHedxUsklNo7LElO0csvn5G3ztB76KX/qaX+Ho3Sf83Of/J2bflfCyb3mMwrFos0xAyJgRBXDMER4BMQlTIurUGNNlzBTPgFgXhzarzEzlnALo0mXIgJAAz5T5TEkZM6THXSJmnOUcMTNOOCIlY5v7nHAojyc+dWqnnZM/wkfIKejRw8MjJmbIyJh8axxwQGy6MlvYLNHCx6dHD8hZZs2UAw2pU+eYA8pUDFlIqdLAYkxGxjHHxMwYMaJJk8tcoUmT+9wjI8fGwsVj03RS3mWHMRMCfLbYYkifKRNOjJl5jSVmxKyzTEzMwBAcD5cBI9ZYw8JimSU+YORfaobmkTCjQpUwD/mpf/JT/OC3/RDxNObiqy7yvT/3PZQuhhwDCQk73Gef/dOGdzYOMfKqrNAmIcajwnkuMWNGxJRLXKFPjzFjCnLex3t4mIdO78FX8RojT9qiQYu73DZ9DzxKpnxuhSqelZEUCaU8ZDjtMmaJalHWg8Bi8UwARZiLQhH+yQNk4ExV4GwQK5IO6nJ7sy8QG+fmO8sRsBwb+ZBvvmsea8OvjSV3mSbSxz+8pOj67hTeuC4yslLW/w8iKTb2RgLZx1M9O3enArNtX31JcpOuHM5UZrUZQikWYGx4Iidny/CaNrznQGSj5AkcB5Y8AVkhc7VTVYS+F4vQLIfaZ82XNGZqyEozgE5iAj6egN3lpsDsgQGwuxMRrJCFNMopTJQ+ky+iYQjJoSFAS6Feu1iRl6Gf6vW1suRARbgoM1t1deHu9JQ9aHoiA2EZ3nso38CGkRGtlhT1XzF+DMtSNmDebXjVbBPnOpc7Q2VQbEtR+v2J5E/3BpJ6tQLThKwQQYrNdZuboUH3ygT97cGAflEYSVmqa/diKdDRRMSz5kHfZPRHqa7/esWQtMKYks2+U7Qv+0X7Oj3kDDiAooJl2YQB/P2//zb+zJ/5a3zHd3wHX/d1X0O1mlMU2Sk5KIocrASoYuFTUAerifobFFJyMAZrBewKWBt6rRjDnMRbM+AEijJYd8nzNpZVo+CEogixLEu9D/ITwMKySxTMjLchxLKXsfDMXPYpik9MgP57j98rctAFqpZlOS/KHrSAickazLd7KXrUMn/7gzfSRMDzQbAMAoSTjqKc9bOmTvIEWmdMCtcTiA3qqlYzuK/KRmkkE/DoQFr18hJgK4pcXhYA8qucdkxuXeJH/um/4d72Li9//BH+4p/+KlP56CU0fg+OeTOyB0uUWpYAmluStGO4azIhCfTvLYjOPGJeFAKG83PLUgH0mdHzWw88NSxbUp95N9vpPa1dqWVMqTacPCcDr+2pA25YE4i0TcTFK+mYYdWQh2VFwf2K5oGlyLFrzFdFYozUWwKycymSZUNeM2tgSS7V3xb4PLmuL5NKxZxPpmPatrT9hTmXWaTsQp4qal5qSdbUOqPSd4M9KJ81voW+6f2QwOAunPtcXW/Xl1ehe0/HLnKB6XJDuv6wJnDfuAS9mwLzM6MZrp2VEdr2VLbUyvT3eZnW7m1tZ/dNlMMSMC8va73cQPOP+pr/pKvszdwXMvefuIHIan1T65UXUDtj+jN0IGybtU517MGekWpt6l6adHQvTXumSdlE2wVVWHlU97Hl6F7zq2q2170raVT7IVVOmo/Vh7UP6w5sfZ7IT/d5I4FC16u8JJnW8XPKlPRu6Zyra7D3QfpWxnYt59ibcFJ28CcTEnuAnzeJs+HpoULTnGqb+4SEWNicY80o+mvc4TYXuEzNdBPOyOjSYYNN1tk0jbLqRES8h3fR4QQLi5UzK3zdO7+Wd/6vv8mHf+wp/tO3/jzv+9n38+X//svobHWpU2VEnzvcoURInz5NWjzOo+wZf0CLBg2ahiSELONxwD4TJpQJGTAkpMQxB1zgMnvsklNwm1tkZKaVmk+LFj4hz/AEB+yRo3KsIeFpx+KbPMeIAWusM2KMg0ODBjWqxKbLr4dLhSU8POo0KVOiRNkYk12gYMoMlz4eLTIjy1pimXvcZUiPBi0mjDnLWaZMmTGjRpUhA9q0WaLNfe4yYEiTOhYFTZbYYot1NvDxucglKlS4znXgFkssMWJkSsHCEi3J11nhEpcJTGO0p3iSMhViYo44pGbOISdl/9Yef/8vfS/v/833A/CGv/x6/sQ//uPMSlMiJrRY4jJXiZhxnWeNt6RFmTJdOqyyzAZbFBRkhpz06NFmiYKcNdY44pCycYtMmJ7egz7+aeO7GnWaLLHNDk2adOgwZoiHRyWsE58MsXoTStMaXbapWlt6jjm2QOPdkZ6BDV/gdWJ05vOR5yIR20MBv1agCkS+pRr3c2C2O9R2rvPCTEPJllTpWkuR55UytEqKLoco6u1acNLTvMgFFLG07cFU+zic6udSzZS0RITGQnMouwKTt4Ym4lyCDx7DIy1Fo/ux6dRrAw5MTNbjcKLswjRR9aHNio5fIIA9SVXFKcsX8qd5PwfPEbAez9T0K3Bh2de6jmN4ri/D9FYF3MyUZnUX1ZsuuHC2IgBf9+TXaIaSsD6+pOj+ycyYcn2TTZno2Lf7sFGDk4kIQbskUhQacJ8XyrTUjGeh4ZsAVaHjjDIoTSU9aoUiaxVX1zjNZDC2LJHFpNBanN4XlqRpyyXJsPbH2q5iyKMNp54JEEk6mCjzUXJkml4tLRrqZbkyEBVP2YG9sUiAbeta1H1d+9DR/TcfE3P9Nh9QMzwwimIMhY31AN74mq/+Cn749f+cd7/nQ/zAD/wwf/fvvhWsvUVezgKlO1KK/FmwciOXqkO+D/YaWFew7ZA8n6FqRo+CtQfFBDiWad3ewLLPQeGAdYTq7ayBdaRjWcibMK9+lHf1XWmdP5USWZZNUdiSOH0Gjd8rcvAsSsZdAa4/8PrD5m8Pbvfwg2+0LOss6hTx4HZ/MEY0FKgZ7ioz4Jckw5icSB4xORTgChuqtFPGsPoUSiFgKSsQVJQ98CsCqRYiAYOatNpzgLZ0WXXcKXSMZMrxKOG7/+GPAPD93/l2HNc1Wm04bYhl2QLXD/7+Ai33g8MyIDBWZmP+gctizS3PdA7JVNr4wqRv80w9Axxz/Jcq02W5+kBFfSO7WhIQDWuQlyE7EQGotE3Z1Nx4AYwcxAu1LhNX2vPGGT0gveoiyu2UoVTX3MptI0kyEprCWZzjyQ1ds7CubEDznOYdj0wlJEuyF9sXgUvHigKV6jrf1qoIk+Xq+k67AuuDfV3Tclv79EOIa6Yb9tCktyOtlV9Xvf/6mQX4bp7X6/d+UxH72rpeX3uFQPVkHyxf0plsKlLR31bE3q2ITOSZrnO5xWmDs8xke6Yd+UYsW5KcUtNE4o+NXjUVUIj7IgfRUNWULLSW04Ee5n5d5Oboo5qX44MVKWOR7yiynxcqPeoGOnaWSgZXWVWlpHmHbcsSoZib9pevao2KDAbh4v4pt7Wf/L2mKV5ZTdgcW+cbDZRZ2vwc/X/7d0Rme/dg+30UjTPcc3tMs4xyarMx9jis1olcm/0GnA8XufFHeJQl2ryL38bGwQJGRsojM+j4BZX5MjL2OeB5bhEQkFOcVhS6znPEzKjTICZi7Nt89T/5Kl7/x17Pz3z9z5EPc4p2gUVOTkGJMue5SNOA1A02SCmYMMHF5yznOeGEHkeEVKhT40/wlbyDX+OEIxxsEhIcHAJ8LGwGdLCAJg3GDBhQZo9t09xsyFnOU6bMLW4RMeUWNwCbMUMcXKo0mZpSoyFl1tjkhCMKMkMOqthATkKXyGQZJIVp08Y2kW6wGdBnm/v06BER0aHDLnuEhGQUNKjhYBtplMy4BerEnJMZ50LMCceMTeUmC5s6dS5xBQ+fG9zgNrdo0MDFA9S6bcrUNEebEhBwwD4OLh06lCnzMI8xNqZqG4ffGP4GT7zrCZprTb7+n/5PvPlPvtk0q+uwxjoNGoyZkJGyzDIJCS2atFnBxWOVQ445wsUhJWPGFBeXKjW2ufeACdmmTBWPhRGzS5eQgJTUyLygRInAbHPEESOGpHZKLSuI0imHpWMsCoo4Z729gZ/l+rxuluF5EyiYZQvpynyEBjy2Qmnex4kxBLva1jV3eyuUgfUVbRlqbVuAuxMJpM417oUlQHfXEO5+Rz0KQldR/b0JPHEikJ6NFbEeGa16nCqAdq6u7UNXgHRnbJ5lhYBp1VuUA70z0BybgeZXcqTJP56IpNjGu1DzBEI/Z10VlaapgPnNrnoStHzNY60ksB5lAs1WIVIwyzTXiq/zsFDk/3xVHoGyLfJVsmFnApVM51QU+mkZALwzEgiveKrqM4wh9DTvV62oMtPBVNKejsmGLIcC6N1YTdMagcib62gOe2PNIUq1VuNEFZh+60BrslERKXm8rvX98MmiGZ5TyHw8j/jvjrXOK6HkR1khz8lzPR3LtrQWn7sp4tGb6prO5VmTRNWWJomasl1sSlaW5CJiR5HI1Emk79M4174rnkjmg6PsSXY1L4n6MSPnhekLsCyL7//+t/H5f/hr+YEf+AH+6l/9q2xuXgZDvovCBo7kbSnuSFJkryGQVtU+rZSCkb5C85djOX2KYhXyPlgjsK6AtYWFbVTZIQVdbPsMRVFFWQiwnJLOkYjC8oEWtv1iomOZ8/jMGb9X5OB3gAHwNcB3AViWVQa+AiMJMuOXgLdallUrimIepvvT6Iq98/doLv99RjKF4Y7AWNDUtU1i6H9EgDKdKNJeWRZRmHZVVafSNqm3njHsptpXqWkitrmRY5QUdc0+qkh8bUuZhvqWQJntQO8e3/l9P8RgMORLv+jNfMkXvUlyE7+i94wPTY8BSyC2yAW4LEv7z4x56kEgn82kjbe9F0b+Hd+Yi10B+8mxgJwdmP1EAufeRR1/eoJY9ANjuKfIrleSRKrU1H6wlQ1wPYHzIl10xk1nqnmfx1BfEyiMevq9eUHRZzdQ5Z7mOUWks5mqOxUpEMD0QMcuzP7SschFnoig1DYELKur5tp0dZ3U2lMAfDaAbAjDSDQ4bEBxTqDb9uHiK3QdB9sCyEmkfdbWlOEpbBPl39DPpGskWw2RnGS8aBg368gkbHvKJDTPyvOQxYpIlQx5KixlM8or6mtgW4vysJnJXtQ3jH8lUJS/dWGR5Uoj3UeueXjtvkfXxStrrfyS7lu7pN4atTO694pMa5RMRAbJdV/kkal21Bap8L1FRqDITXbFNcb3Qte+vKK51tZFrkD3o2fuz+QB/Wb/nrYNqjIXL18TYUynpkxrIuKx9z4Zrc+9QSRnOoLhPnHnOZ55KKGchNhFwGF1hGeXyGoux0HMmWCRRdvnAAeHNdYYMWRKxBkuUKHCPru47NGhS0gZCzjkgB3uUqHMGc5xn3t0OWGfHeo0GDBkyIgVllmnwZgRr/ijr+DzPvr5nOwfk4cpNWocdo/Id3POPHaGFVbY5AwtWvTpM2FIlTplSuxzQEiZgAAHhy59rvEQPbpkwBm2OODgNCKtPgJ1qtTYYx/HNEbbZpuIMRFVHGyTGSlzm1tYWNSoc497gE1BxoyEMsdkFETGgBwQMqRPTsEKaww4oUWLNm0807PAxcbHM7mGhAkTlllhhVWe5RlGRGzyGCHBaQTfwjKmaNec/4QTjulwwogRPgFVKjg4+Pj06bPOOius8If4fBxsBgzISdlhmyFNznOBZVbp0iExlYVCQnbZwccnpERvt0u2qX4SW69c4xt+5n/hyh++hN22uM4z+PjMiEzPiwZbbDJiRE7OiBEFBQfsc597ePhsssmMiD32sXFZZZ0+fZ4zcbRLXAQs7nEb/4E2Qle5QkrGGmvG/D2mhj67bVZwsBkzIYkmDJsZk6qFN7FYtzbIwirbs2MuLK9gW44iuI8vwwf3JVlZLgtUzsczHQGv9bIivaNYwHmaCqBaKMK/5Cvau1KS2fhgrOZjF9cEKvfHAn93hwLXSabH6DQReD9XkwnXsgT6h4mqDCU5bIWLhlzLJYHxPFuUtvQsRc9rngBq2VUn5zgVkHZY+BzGqcqsOmXJVZZDSWA2KsZvEMBrVtVpeWcsElB1dN6OC7YxHO+OFclulBS1/8ixqe6Tm+8BWz9Zoa6+NmryVvUV/d6oaN0Px8oS5JYI1jJ6z+2B1n6jAlgiJh2T0W74Osa1pohLlOm4WS6gfKFuwDzKmKyWte8PHxktvw3X+4vqRNNYc7gzhrOGMB5Pdd27kcq8XqkLqPciaJaVbakYUrRUgoct3QsVFx5Z1v2SFyIZvVj7uzs05MfM9e4QzvdETJZ8U07a1XvPmCxC4JqMd6Q1LHu6xx4kA/OqRS8allWh4Phj8Mbnft7L+Kqv+kp+7uf+I29/+9v5yZ/8SaBqOhzf0fenlYN1WRKjYgjWKpZ7gYIeIglVLKuM7bqmZOmYwq4AIba1/MKJnN6AmKyA96K/V7Fth6K4+xInkSHI/JkzXoqGfcywLKtsWdZXW5b11cAWsDL/3bKscqFirt8LvM2yrG+wLOuLgP+v2f+PPrCrf4bo1L+3LOuLjdn47wI/+Aeux8G0K8BsO9JiZ4lAyrgr0OP4AsKWkdy4vmQQuYmq+1U1kCq1BAzzRKDLqwhk9u/KRDrYQ7KiY9j5ANx/lzHDlrix3eGf/sS/xrZtvv/vfqsAbNjS/AY7AmxBTXM4eW5R8carGA18LlNvMhVojoeal+u9UG50OqxFBZ5kat4/FRhvbCl6m0wE7MKWKUUaaa0OPiKgOBtKGpMlkppMTlR5aXyk/SRTPQRGe6omdPgRgdt0JqBo21rXOUittCVh2XgVBCXNv7wiouDVBFBtV+VX85nWPJ6YBlmBfj95XqdX5Fqf2obm6FX0MB/eN2VMbUW50hgOnxUxwF4YbD1fx2mdVUOuwTYcXpevYLiv9Wme07VJphCdKMJuYaoMGS9BeUVzqK0bomc8KMlIrzU2lfEIK+p90NiEIFQmwSvpPdVVHaNzT1H0yTF0b5jKU2cEqv3SQhIWdXT8fGaI69BI3FaU/bBdkeEsNdmVeFHZyHL0e2r+Nr9PKHTPz0nPcM8Yu+dEcAInt7R9bf2F90waieiED0RYbFfEYPkR/fvoORGv6dAQzzP6HPV3RBLChjwntgO1Vfr2EGc2wLFdvLDNal7nyOuzX5qRB8GpiRegTIkyFWbEvJt38V7ew3We5tB0Iz7LWSaMGNDliEOe5Wlucotd9ngHv8pv8xs8z/MccsRtnjclQ48oyClRwaLghGPSRkzjoboBmwf87P/6c/zDV/0wP/dt/4Gkm1CidFrGs0QZC5td9kwUvaAA7nGHHe7ToMl5LvJqXsUyK5Qpk5KQkRGbbs4TU+UGLCpU8QlxcLCwTDMzVTpKyXFxsUxH5kP28Ako4dGjyxEHbLLJGmv4xoQ9Y8aYgYmGO4SUsIA9dgmMNCsm4RwXWGYF2/QwiJjQZpkBfUJCSoaiHHJoLMkpxxzzFB/GxeFhHqVMhW3uccABJSNjSkm5w206dLjABR7mER7iIZo0ucRFmkaQ5eCcyn5yIGZGgwbDwZB/9R3/mq+//D/z6z/767i4dOnz2J98hK32GYaMsLAYGtP4jBkH7BMQskSbESK3HgE9kx25zke5y22GjAgIyEg55oiICSOzZh/iQ7yTd1CjRvUB1e27eDdLLNEwnapbtLjAeZNFmeHiMWMMecr57ByJl9FtjvCrVQI3JHUKppiIfisUoA58uNwSOcgeiFTm5md/IoA8jBUtnxqpStWXXv/eUBKZlfJCtrReNYHPwnTmjSWDSTKRgcAWadiZwEdPBIaTXM+HUbwo4BBlAvZNH2YJ2DmMcz0fLjTgtesiBiVP8p5WKGnMOBYY3R5rfjd7cH8szX0/lhxoMNO+D6emA7SlyHsj0Dw9R2QpQ7/vDAWs2yG8dlVSnijVfu4PJDk6ieDZrsBtnIu83B6ahmCx0E8nElgPXUmkfFuBF88WuTpfU6bheCr/QXeqeZRsSYM2a4pqF9aiis+1JeMVGKqqkmeb3gIVI8GZioj1ZzI8r1V1jWIWEfijqUhO1RMZnBugDw1ZWCpJtpUXpvJSVWB+raIeDX9oS7+Drt28A/XBROB/nuGJCxGVDx/r2u9ONYf+TOc7S3W80FEGYinU+c8yYxQvFhmDl8wagHRrLQoGFEWkHwZAi+/5nn+A67r81E/9FE8++aTZfgIkpnJQCpaLZVfBboBlYVkulhVi2w1se1F5yLJc89oalhVSvJisWBHwInn5Jz3XJpb1B9NzsIrA/oNj/vtF1Ozse9HH4duBNvB+4I8URXEwf0NRFF1DHP4xKlvaA34IEYQ/WCOLF+Ui3VBm3NG+9H5+2Uhe5pEPR8Azz4zkxzbRfEegqXHe1Lt3BH68wHgGEkVEZwNonQdyAdOjZ2Htcf7Wd/0AaZryP/7FP8vLXv5KAcY5CHO8xfxmw4V8Zt692K9of5U1E02PBIT7OzqPPJFOvry0aIhGofmFDYH54a4kPeUlZTmmHQHSpcsCp0FV5VmnRs/ulnRus4Fe98vaJo0ka5mNoBTJpF1eFljFMRWCjOTHtgFL/3Y87WcuJ8qBvQ9r2/qWwPrwQOTLmpOEZYHSZGbmYGQrflmmN6+iyLxtSyLkBtB4mdGQGr2tV9Hxh/uaixdKFuOVlZXwa4qen3mdzjWoQMn4Izq3lQ2IOiZLYyIm5163uK9mQ5OR8JRZ8I3UqtwUcC9yk7Gq6drEE3k0PCM36t5b9Gfo3xdQrqwoK9C5KWmWV9F9W1lVFsAORUp6d3Udwyb4GZS3RLIa5yTPqa4IxA921HehsmakU1OBiWQsEto4L8+HEyzuNy8w8rNNk4mK9UVZXhbBqq7qnGYDY35cEYk7HZapgtWRXKm3o+zQ+TeKFHme1nPcMUa4AhyfaWOZk9lNThKLkt1kr1XBK1Ks2MOublA065z1NnmMx0+PlJLwDE9znztUqRJxRJc+M57jdbyRiCkf5aOmh8GMFE6lMPe4x8j0IIiImBGzzAo+Abvs4OGxzQ4t07BrkzPS02djymGFLMl45z/4Dd774+/jT73tT/JF3/SFdMMuIf5pRqPNMjYWRxyzxjpTpnj4LLOMh8eYMRe4SI8uSyxRUBAQ8DRP0aXDCisM6Z9G/9Wp1yEzNfQzEmOrTiiwSCl4npuElI3mHyxTf8fHw8ElI+OII1qsUMenywm5qQaUkOLhcoVrAJQpM2LEjITzpvRrZCoMxSQMGNBiiUtcJsQ3VZZU4vUZPsrz3MTB44QTXsErCQgpU2aPHarUSEhZZRUHmyOOqFChapT7XTpUqZFTMGZELa7x3/7Zr/HP/96PMzoWwH/P77yPh776GrYhUV1OGDM4bb7WoG66JWec0KHHCdvc5YQuMyImTDnmkIgZq6zQM8bjgICrXKNLj5SEPXY54YQSAXVj5Z6PPbZ5iqdYMv/ZOFSp8yiPccgBY8Zc5RG1b+l7rLsbOIXNwBoSFiFWVpAGLwIwnqXnZJoLwM6HbZnynim890CArhnAdCzZTZaZkpK+AGmaK2K+P1l0L24GAo/9BOyeKg7d2VNk3jZAcTeBrYYAcTsQWNwZGt9SIfPtSigwfTDRd1TuKpJdcuFSXcBx3sl5bwwf6cDR2LxmSRa1N1EU/FpDwHac6txWypKuBI6i+c92TdUd9MwoeTCOBPIBkppkSedqmkMOPNRQlaIkFcnpzYxZ16x12ZcHIEXZjbyQOXp3ZDIDkV63zHXICkmF6p7mPDDSHscWmbBR5udwqnmvlmG5pf2sh+pXsFISmRglug6eo3OeG4LzQiQtLvTv3kxAfDmUnOdkquzLwUiSq6tNZU3WK6bTtqV1ywtJweYegu5M+zqJ5FeZpiJslqVjJ5lK6fq25m6bzIODDN5ZoXvHc7QmqyabYVkifXeHIjwrJa2f5+gc01zEpl3CChwEUasGaGMajJW5enWNb/iGb+Af/aN/xFve8hb+y3/5LxRFKkJqAVQQDC0jOJwI9FsFPPBZfHBYlkeet6G4SVEY7yYuWOvY9icmB+qK/OBcrdO5fqaNT4ocFEVxB14gsX2pbQrgu83PJ9ruaeALP8n5feYOt2wkPGYJHU8AbHIscHhaO8tGznbHAHYTkZ83yvJrioDnqT4Qs0OBNi+UhjybqnJOOtHrjguWxft+69f49//+31Mul/nO7/l+yUfmI40eAPQI/Nue0aJncJoUsDQnv2pA4bEi+tU11YU/uQHxpoB2HgsU5plArhtIMhONBBKrc/BfUsS8ui7Nu+vr/barKDKWAYq+jpul0tAXmc7PQoAyi5U98IzkJY0EZPMUfWFYArh+Sfvc/YCITVjXfgd7MvHWzsvY2r+nfYYNExkfqQxndV1EKM9MBZ7U+CZQT4Us0cM5qGve456RYdmGKLUFtvv3obkBlU1dq+mRqlJZmYzIdmHAvb3oOL3ysEjReB9OluQ3iIe67qW61qLaXmj2bdtIkV6kVywykYmot+hV0ZVmHC/Qg65zHc6/Secw2pMEbvmqziHq6D4Y3Nd9UzfyodlQ+6y09XqlLZJgWbr3K8vadnJiyG+suS5dEcEapDr28sOGrHR1zZxQ9waYTJGJiFmW+Uw8+KB8ANyM93W/uR40LosIxENYfUzznd/3swg6z4JlMyXiKJiS5SVcr0Gw8Sr2w4/QmgU4y2cYt2bUbI8v5cu4yOXTQ0VE3OA5QkIaNImIaZva/O/n/bjYBPiUWeOYY/bY44gDWrRwcUhIGDOlRICLy4QxPiEZ8CzPsMUZznKOEiGH7FOlxrKzxmv/2Wv5E//jH+dffdu/5pl3PMv/51v/Lb/8o7/Cl3znF3P5L1zCd3xCQhJmSjixRIUKISWqVFTjHrCxzesha6wTEHKD6zRpgqk81GfIa3k1Fja3uEVGSs/U1d9gk3vc4ZAjUlJ8QhIKY8du0uGEE45MDX7fZAksIiJscmbENGkSMWVIjyWWeSWvJiWhb/obrBn79n3uG9GVR0hAjRoWNk3qDBngs0xIQI8eO2wbuVLAlCk5Kc/wDG/gjdinzgaHEUNO6ODiscEmOTkJCTYWK6wyIyLMQz78f7yPH/zbP8ju7V0ALn7uBb7wH7yZV33eK/GNKT0k4Da3Camwwio9BjzHc7yO1xFQOvVuOHiM6JFTUKZEQkpMRJ8eG2xQpsKAIfe4e1radJk2MyYkJNzhFilnT+/BEWO2uc9DPERBwZAhORkhJZo02WSTgBJ+2SX0CyrTgNTPiYlgPKOoO/jhi0DHZlX6/BdXkQkcgbCTSBWLzlQVXfY9qBTCT74jA7Bvq+59nMGFmsjD4ViBsaqv2v/dWMCv4etnkmibq81FqdBmqHr9OXqm+46CMOsVzWdnosh5zVcJ0kkCr1mR/KXmmlKrRsriOWqc1grkF3iuJ/LzaFsge7kkcjOM9e/9ETzZMXr9quSiHzqBK02YuTItlxxougLhxxORp7KvKkw1X2uAAbGWJelUbt7X9rXvJV/ypkkm6U3oilQdTAWi26HkN0UqmU/o6rm5VoJ941OIMmU4VkuS29Q9ZR3O1eFl7RfW/18KNZ+PGJlYYfT8M0P2AltrUPdMJiVa+B02bClhDifwyJK6O9voOs6zSGVPIL4oZJqeJos5OZYInePKpzHLF9klz5ChwNb6bI+M3yLU/XY4Femo+6bBXKx5xBlcaekYO0OZzq80dJ9FKdwdwPm6IQgVLKvCi8fb3/52fuqnfopf/dVf5R3veAdvfvPrKYy+37LqJoo/NTLkCtgDYOUT9h6wrJQCn9MeSHiSKJHzAMD6OO+1Pu5cP5PG75Xn4P//RrmlyGwyFagtcoHP+hnjG+gLLBepIq/JWL8Pd2SM9Txp5oOaIQMl6G0buccZAeRkqAeh4wm4uoqMWGdeezqNb/qmb2Jzc/OFc/PKkv54Jk3lBgKsRfFCuVBhtOKjQwH60YGpHhRC+7Ii48lIZGDpkoB37662yWIYHpnzKQQslx8zMqqhNOErj5nIudJ1lJYEJOdAP6hpnmHT6P+bijqnhR4k8VhgMDpWBN0tmZKcXZmYy0bzNxvqOPV1kbY80QfVq4qEWIaQOB50npce3rZFgub9KIIa2JFAfeuCtk0j0xV4ZjwSLZG5wX3z/g0B1FJTRCpJBfb9soy7OIAtuVnzgohjYqJUnq/9YIuA9HdNxNtRNN4r6fzKTRG1/l2tT5Yow2LbAu7TniI4nZvKAPgV7Susa53Gx8p0elU4um66bAf6Ep5nCCx74X0ptw252jGZGl8/kyNJoqK+7pvpiSl1m+r6zqVATqjMUamJjOqpMWtPTd8E83p/W8cfd1UW1gu1XvMqVOWWCMxof3G/HjytDFplTdvXN021sGNlr8KW1m3tURjtUgx26FUsAmyKKKa/epGktcZVq8phY4QftlmxuqyywY7pWzAfhxywxzabnCMkPNWCp+QccpcV1jjLOdPRICIgICUxxtrAgNoAH59NzjBhyJgBNSq0WGaJFkPzX0xEjsU6G2QkXPuca3zzf/tG7v7KPf7dt/0Md568w7/7yz/DX3/tN3L28bPEJCzR5pgjbEZ4ODRoMSOmTIZjmqq1WeYSlxkyYMqEC1xiyoTneI599inhc4PnaLIEcNqd18VizIiMDAuLjAQPh00uU6IECIDuc0CdMY7pNNynZ8zQGQU5I8Y0aBLic8wRv8NvUqKCjcM5tlhmjQMOSUjYZYdN1llny5QyHZKRcZNnqfI5+ASGfEzp0KVCGRuLGTFdTthlhyXaxgNwlvfxHiaMKVMiYsoh+yyzzh3uEBBQUPDr//KdfO//9H0AnH/kHH/le7+eC19xnrIl/4WM2BU6dLjIJTocMWDAiBHrrDFgSEKHKzxEiZApEVVahISMGdOizoAeVeqkJNi4zIgY0CGnwMHDNSSux5Ahg1OzMWDKwxYcc8x5LlAAASE2Iq8hIVucYcle4njtkOkggklKuSgzWs2p1FYICRW97ccmkoyR7eSKwM9HxYU7I4HZKw0By+2RovhY0DDP5NBVpNh35Bc4mCh6P4wFAm8HiuqOEzhb03EDR3KgkQkW1ALJc9ZNtLuX6Lhzec44hmZVRGCSaf4va2s/ZaN/P5ooCu0iD4XvCkAmmWQtca4I88BkR5JcuvbzdUmEnjxS5HkYS+by/FDrcrsnMtD0de4nickam3nNqzodzZRlWK8K6CepMhuZ0eYnueYKApChC69cUVbmt/fkeZhLeTarkmHdHIhsebbA/Nma5nY4kSyrHcK1OrxsRd9pac5Llvc8W1NUfl6W9XimDMF62TS085VB6UYiYCslgflmoO+mkqvvlMeXdU26s0V2KM11vQNH61EPBNJ7xqtR9bXuSS6yMC+n6lhaj7QQmUzyRRZgGJuy3qn2WTGEMnRkYp+Th06k+2icau1DV4SlG4lQfpzRbrd5y1vewtvf/na+8AsVl86yexSMVNSCTWAfrBSsCrCMZdU+7v5UfLOHba29gAeoG3If62O8CH8wx2fJwac7HE+R3smxKa9oQF1QF4AabBvvQSBD6WzIaX1/ywK7pn1YloBuWBOA7N4WYO/dMxVyjHkrNxKNOeAHqtUqb3nLWz52bqWW5jCXEAU1RbfDpn6fNzoLGvr3yXPG+GmbPgojRdRLTUWAg5r6AuSGAHllU2FmqvPySkZvPpBm3fG03/H+wpvhlXV82xUwjEcyaK8+qmNPu0BuugIjadRgTyB36apIxeCejLfz85iPZGpMtyYDUWotzMajA2PO3RbItWwB7vHRooZ/fVPHn3YlD6ub65WMVQ0nn+n6tq8asFoY/f8qp0+HcVNAvUjVH4HCRN0N0F+6IJIx3NMaFxYMj1W3Oh5rnq4rc3vnutaivqWynnOQn8aABfnAEI2ZsgCzocznaaK5TroiM7bR8sYjnff4WKDacVQeNZ1pnWxfxGL5mq7P5MRIvJZ0vcf7pvKRBYdPiUjUz+v/R8/pmLUzMofPr2XYMBKsku6jLIHjGwtpW9TVnKd96N/R/IKGMgBJjHpUrIlszMdwX/Pq7UH7kj5XYdN0gY6UAUlKmvfDX06+9wTF4EO4To307OtJzm4x8O/R4gwhU1ZY5YgDrnOdhJR1Ftm3u9w2VW3G9DhhgzOUKXGfe8yY0aBOm2WG3MYyApsyFVIDnDNTxWeFVUqUqVHDxjLylxL3uK9CJ2zi4nGfbWwsXs8bKFNmYk145Mse5se+5Md4x799B+9/6n3UHq+qHGbR473/6r286qteQa1W45AjGrRYY40dthkwYIUVLnOFKlU8PM5y7rRR1w7bTBkRELLDDrvsUqHCMivERBzS55AD43KYMmXKiDFLZByybwpsBqYp2ZiYHplpAebiEzElNM3HqpTpM2JCREaHVRz69E0lnvJpCX4Pj2NO2GGfFnU2OMtzXGfIhIiIKlWOOCIgpERIRsqIMRXKnHDME3yAL+CLucwVllmmTZsneZKYmDo1QkLuj2+x96Ej/M/zsLB4xZ99OVf/xVXe8PVv4C/8xT/HhrtFjy4VBDQmpr9Fnx5TUylK2YqMhIweXQIChvQZG2DfZUaGyxF79BiQU7DNPVos8RgvY8qUu9w2fZcrZGTkFKdekIGRRQDGSl7iNs+zwQY2NnVq1KixxRlucoMjDhkzZslZZtga0mmdGCv4mmRrcS4dPgjQpwh8VjwYB4vP1hmTUZgV8EhNMhPH1jN/lAhYB7be61ra5/HUVKqZCdiWbAFuyxZ4m2bqYxC6AsNrJagE8FBLjcSGqalzn8gMnBbyEdi25Cvn65IkjRIBxzSD505UWjUplD2oeKYJW6H3jRLwC4H0YaKKRY8tiZDUjKY9yfW3LBZodS0BzLIvsBl6Oo840/PWsSGORUjWysoqpLnQ0+5Qz9iViubQGUieulJWpmGQyFdQ8eDde5JkLQfax0c7Artn69rvQQT3Rjr2tYYCg3mhvgpbtioRkasrcSOAh5svLCYyH66tLMPtgQD2eZNp7sWwGsLnb+m837mjdaj5IgwOugZRBu87XPSC2CwrS5AXqo4UZapU5dvaz95kAf4bodZhKdB7eonIT9VAzUGk9bQwVY1SEYCjqQjN9hguOyKVWaF7zHeNDC5ZkJRlg4MCxzS8+8Tjm7/5m/mhH/ohOh0FgCxri6LogtXFIgfrEpa1dOov+MRD38PyDIyQUaUMBFjWGPgsOfjscH0ByxePypJ+QFH1/v1Fbfl5daDEaOur6y96s62/+UbXnmcCycsPq/pRqXG65V//63+d5eWXuBHdQFHe0eHCILr62MJMiiVQXFqS3MarGOOPkS5liaK6fl0gf9752LJMtaKh9tU8p/naZs7DfYE2x9c+5u8fHUiOYjum0VXFVL4padvcyGLcUICwd1/bti8tSmZWVxXRrq3rb/37i/N1vEWZVq/MaflO25FuPe4LgGepgP+803NQhdVHtO/Rns7Nr0guNTf02p4yCamJYkcDSXW8io5jBwK5rfPQvqgMj42IxcrL1YhrtG+M66sL+ZYbKkqeZibbkUER6PVopPcP9423IhDpmXZELEaH6s0QONL35umCpIVLIpiluuRJ045Ad2I0sX5Fa+G6MjQ7Lmy+Sms795pkMaw9pixC93nJhOZrWlnT+6cnBsTnIhdZBKVNWNmQ3MgNVao0S7Q9aK2Pn5O8KJ4aVFg2WbVQWZs4Mp+TTGtVe+DzNT7U/NIZ5BOZtuOxIT8uTAYwuaXzXXkI+9wbmHmXyGsXsG2XdTKOGTJmZJpSuaRGC58QM6R/eqgRE1IDpC9zBSgoUaJGzZTLdLFxTv/LyalRp0GTlJQ+Ayw1xaBGhTZrLJn69HWaTJhQp2F6KECFkpEmHXOGM+Sk5OSM7SGv//Ov4TIX6HDMNtvs/9ox/+Ev/Sd+8Zt/mdf+5dfw//ymv4R1GZ7gg1jYtGjSoMkRh5Qo4eAY67KasdnYnOM8ffrUaGJjEzNjyIAMi5SUgIA+PTx8XByG9HmOZ2mzjIvHCmvkpBxyQE5OSAmfABcHi5wyFeZlS+eR9gYN2iwTc5Nl2lSp4eMTEyvCTW5qGeUEeFzkIgUZRxwyYMAmG5xwTI8udRqcYYsZESXTUG1InxIlItPIbIVlLGyevvtR3vOP38sH/sUT5HnGH9r+Q6S1lElpwj/8ne/ntvU8u+ycXseYmIKciBmbbDFG2vcGTZ43zeZGDImJucxlYqYkZCyxzD77PMvTgHwrI4Y0adKmzdg0jnsFrza+jpwqNZo0qVDhFs+zzfbpPVinTp8BZzlH13Sczslx8dhjl4yMgBIdjolJ2GCLz+dNZi3NOB6ZrK27qD5UIIB87oHo6DyyvhwqMj+XoIxigXzXkWRnKRSo3+sr4jyJBf4fWVJp0DUjO7nekQ+sFgiwF5bkJHYhUNgsqUNxVgjorZcFMvNMEeLdXBHkedYjsAUU5516C4wJ2FE2op9I0TFJ9H1QDiRRsYym/WzFVElCYHNo/BOWvTDczlKYOAK9ZR+qJgvhWNrm8zZ13JKrbEGWyY+wVZFW/vm+9pOnBij78Ipl+IKz8KNPCCifqWnetg0HQ2VrXp1AowxbrkD/KJYM55GmSFszUAT/2Z58D5MELjeUGfAc/T0z2ZrDqTIN40SE4yTS35ZKIglzUB26akzXmYqMFCyySR1j3r49WJQ6rXoihv1YJKLiCsiPTcbEsWHT0XdM38DKzarOZZYr69GLlZHpzlT5qeQZbT+6pgyVUTqY6j60UKdmy5I8N3C0dtN8cd+mueb1u4x6vc5b3/pWvv3bv928YmHbbWSP/eRHUWTk+Riy28jMXJMsmhEUUBSXPqX9fSaPz5KDT3fkuQBXlnDaZfalWHyRC2QG5kFsWXrP+FDSoyzVv21b5UrjqSQkfskYnc8BDtRXwPWYTKanu/6Wb/mWjz8/ryTAmmd6AM7n9uDvWSqgVWmb6LsjkO+Fpm9DQ4A5bC7mHi7B4MmF2Tlsar6BidZnKRQTATTHFQHJMdFiA3j9uuY2ORR4rSwLYJaMpCVsGqAaaz9+VUA1N+Smtm4izFOdZ9BQhHnSg9U1AXosRdDDmiQ17WuSHrmhrl1jAsGS0Yr2IEk0j6gn74Ibaj3SoUBt2DJNv1oCreNdZYnCps7JK8OZ15jmZGMoXIHj0pKqLvXvL5pxzbMSoZGm5akxsW/pWtu2KvDsfFhfEuGSzscrq8LRnd+Ctb78CMnYVLvKTZYm0Jfj+ETXwqvoeENDMG3HyKmGsLyh8z2+LsN2muiauqHuk/0nF/e654qkJpEkR0Wme3paaO6uL6LXPKPz6dxSxsAt6ZzS2eJ+KXKwDbHII2VhxscyMDfOm23tRcZrPppnjR9jSdmPo+siy06gqlO9bRG3ZAgkWOuvohUHHMaHVMINHBzOc5673GGDTUqUuMPzOLissWGq+GgE+LycV3Cfe0SMiZmRk7PKGnVqdEw0OaSMg0udhqm+4zElZsrIdDwOCChRo0KNBi/jlWxzjxkRgInUHwIOG6xzl5vETLFxKVPmmCMj5SlomtKgg3DElT98mZu/cYvf/ke/w+/8yLu49uVX+aJv+ALe8EVvZOqNT5uiVaiyyip16vTos8M2uWkg1qXHOmt06eFgsc8+E8ZMmRIxI6BMRoqLy1kuMGNKhRolyuRkVKiyhsPA9Cuo06BMCQeP1KzldfZwsEwjryqHHBIzY8aM3+I3uMY1ytSoUuUed6lTJyfDwqZMGQ+fCVNmTKlSOy0ZepHLpOSEzKhR43FehofPEYc4uFiZw41fv8mv/dg7eN9/fD9FLhBy4Q3nubd3j8u1K2Rk+JbHGuuc0OF5nqdOnYycE47wCbCNrMrBN34K25C/EzJgnz26dKjRoE2blMRkKkrssEOVyqknZJ11OvQ4w1lu8RwpKTYOBTkBJa5yFRePd/F+QBK2IX1qVDniEOA0q3HAISEBDeqssUpOQcT0VBqm755CwLziKRPQnQno5bnMptUHNNVXm9CaCpzdHgj4t0pG0lMXAKx4AmdlEzGOM8l+Sp7AdmSAZZwJCDZ8ldu81ZNsZFIIME4TRfFzS/tbdQ2BseGJjiLuKfC+XZGSR5ck3+nOFIVPEcgcJSIQZV+vbQ91TvPqTDVXz817Q819vSIZlI3m3zPZAs8VwH/iGNqesic7AwHox1uwWpXc5dWrAqZjk3HYGUmCda4mcvOKtmoxho6kSxeNPOs4goNY16MzMyQkFWHyLXkltqfKFgxjkQ7H0n48Z/HdXeSaE5bWwne1fo+2RKyiVNe1OxPYP19TBqMXac2PIl2rQaxsx9maQPn20Eiycu0PRPaWQmVUDociTM1Q90FeKKjVi/SzWdXrBSIhL1/RXK42dM69WJmGI5NputpU87V+bKRdCSw52s+8h8JqSdctyvQe3xFBHMeLnhu58UE8SHI/wfjGb/zGU3LQ6+3TaEjKalnlTypjUBQJRXEfiilwbEqhpqiZWoiaoH1iv8EfpPFZcvDpjDSWTCVPAXthpq1vCRC/YFj6ebCfwLQj4IZtOh5XBLZnQyNLaS3Mt05P8h3zmS23FpHUpaWl332uLy5J+uKOyJYlcDU3NE8OYTTQjV9eWpS9nI9SQ9Hj/r2FkXQO6EY7i+h/qam/5Zmi2I1z0uW3LmtJikyvpTOB5OVrArCxSdNWV9T5168s5pzFAuyWJW9H9670+EUmUBpPBJAtW4SiWTL9CUY6TvMsp30ZbNuQCIz0qmIapk1UxcgtKxrSOCvgOjlUdDqowOrLYHIAB8+KGFho/4Nd7TOdwYqizdKOvFwlWTt3dD5B02RqRgLH4yPwz2seifn9+IYyOWFTpufqquacRZrL/pOmolUhyU9QVUYi6plStxVlGEoN9XQoLYtsWY7uq/k17N8VKU1mMNpVRiJPtI5pIsA+3BGZKDIR2fEe+E0BdMvSe6ubmv/kRCRiNoTRkfHNxMakn8KoazwgoUhM5ptrMlwQCMuW/CjPdR/OR9DQHNIpehhPIfG0DrMRsWcTBxZW5mJFhwzHTzGtNbFii14Y4uOfVu055pj73OOjPM0mm0Y+spB0ZKZ7bY0aXbpMDEEoGz35gAE9uvh4p6U4X8vr2WabA/ZYZ5k+PdqsssUZjjjkIlfJyfFMnfw6TRw8tgioUWfCiApVrvEwEyZ8kPczZcaYISkpTVqssMq5zzvDW9/5FkZPjPmFH/0FfvPf/hbXf+E5rv/Cc/zi5/wy3//e72PIkIKcGzzHEkvUaXCXOxwaN0VgMgIzIk445JAjxoyMgXaIi82mmVlKTIDHhAEH7J02CPOweZRHeIqnsLGYMmFADxeHCVMjr4KcjA7H+Hi0WcYy2YkRI65znVfxaqrUWTVEReVifSqUOGCX2WmJWQsPlwEpR+zjGn3+EleM/8KmQZ1Bf8SffujP0Dvo6ZHn2Tz+Zx/jj3zTF/LQ6x7mhA5jJhTkpKSmO/KMO9xmjVVTUcqnTZtDjk5Lwj7HM2yzi4VNmzYN6lSpMDWNzebZl5AyU+NDuchVGtSZMcXBoU6FddawKbjDbSIiTujg4HCNRzg2JADAx6FNm9vcokSFNdbIyXkvv0PJ1F/KTcfrDTYV/GWGP/ctWJaepZNUgLFiIsSHM1M1Jz49FqnRnG+PTHOzXM+KczWB0GliIrm+VBUNX0BwEAvQThI1r6q6AsQva0ttMY4lW5lk6mK8UpFZd7WsSP7RVFKaWqTyo0WhbcepypmuVmSuHaaKgDd8gdiaB4ORtnMt06grlzym4qsqz1ppUT0ny+Gd24pkX2nB8dhU8PFEMsaJqiclOXiF5uXZAvlxAW/cEGG62RcRaJd0/t1IP6EtYLtREehthwLU+8YkvR7CEcoWHBvvAmibiSE5s0LHrPnKqBxMFMl3Lf372Ehy4kzfRb1I8664IhG+IROupe+KvbHm2YtNmVkjoSr52u+795T56cUyY49izfXzt4xReKZKToeRSMMVa5FFOZiJ6LgWjHqGbFThUkPnkNmmlGku4nG5och/xTMEzdb7O9GiEdxmVTjHM8HL5ZLIwSgRoasaHwJorral9a58fOPwg6NarZ7+u9HoQzEGK6coLODM71pKtCgOoSiw7ICCTWAKxQCK+2BvQnEey5p9nPemYAJCUMKyPvNJxGfJwaczxgd6iD1YNSYeK7JcW33htrYtgDfrLZpBRQOBqDwWeE4mJuLrClwGVUWIQf8ujOwkbAoY/l4N21H0Ox4JtLYvq0b/tK9sQv3Mx2ZDLEteizwVabA8zXt4IE/AXPffvycASi5pSJ4YiUlH/58Pv6Ivofr6Qr6Tp/IleOELicFsoKhxUQh89m7DpL+ocLRyTQStyJVJ6NxSBmKwI+A8G5jyn54hYGsiYXFf7+ncAGxlbdIp5J6yCkfPLCRH0cAYrzZ0TWYDmdEm+5ImWbap61+ShOnk5qInRH1DazobwfpjArW9u4qAzwbKAEQjrUFQEyGwHN1X6cgY2V1Fz+tri3vOK+mYWa4vOzc0WZiS7qfGhrZJxgLu7auc9i2obigTMzrQdUqGMtBbjshh57b8K8lEGZ80AYynZNKVDGi4a+Q+Q5WStWztq39f96/jmqZmiYzNRa7XdRMuPidWbvYTmfK1ha776f3qiSj5FWVh4hFEQ4roNifZEcP8mCzx6DoTtt0TBvYKbtrA8Zo0eYxX8EpSEjqcUKNKnz6bbJrItOQi81GndlpvPyU5jbI7JjK0SciMKWc5zz473OQWT/JhIqYssUyFEltsUaOBh88+u/wXfpk1VnBxOTAR7otcNCZTm332eSWvokmLX+e/scwqKQkRDWwcTjjmNrcZMaJKg9mrYj7vJ9/IF3zfm/g/f/wXef6n73DhC8/zLM+SkZDvWLzjO3+dr/nar+Fz3vRa1tx1Roy4zS0C0zPhiCOOOWJID0xUPCFlSoTLedpGP2thU6HKhCkrtBkwICbjhGPW2GCX+0xM2dYOQwLKpv1ZGQ+PnJwhI2bExskQcZlLHHDIMcc0abHOBmNGtGmzwjIRESXKjBizyqqp/hRyhjO4BMTMCDKP2799m6d+7aP8qf/tT3LLep5Ko8zauTW8msvL/tzjPPpXH4INizFj7nOPIUP22KFJy3SxDoiIqdEgpEyFOnXqLLFEyn1CGtzhDimZ6aZ8RMqMjBgbh1XWOMcFpkx4A2+kQpXb3GHEgDEjoMAjYM3Iop7nBmdNMzaAHbZJiBkxZIut03vwdXwuFjAj5TEeZYNNjjkiJsVmxjIrAIZgHFOmivXiooJLocp1ugZw9SNJVNbLAqXzcbsPFPD0iYDjB6fQ9BRZXnMUdb/WFACdGXlSzZd85gMHArl7sd7rWZJ7vHJVz+bNioB3yVd2IPAE7suePvezTJIc24DHvskQZIgg9GKVtExz6B4rIt1DUfGGkaxsVaTFtyz9u58I2GIp+/DhIwFaz4L3Hiqr0I8F6NdLIiRlX+dxOFYfBcfWe6+1JI05mppmab7+VvfhqWO9frEugvV0R34C14btWOTJt1Wi9APHipQHmWRP00TPQtfRM/PeQERrJVTVoN2J1qk7g+s9ZXGWfF2npVDH2Bnp/C82dE1AoPxkomNHqUhCxRNxywpwC90HT57AYy31kCjZyiycGOIySwXcA1fBcBdlLTqRznM4M0ZwGxIE1I8nutZJput+Z8jp7WhZ+vfBRO/fqoqwjBP5IAJDKoeJsgbzvgdlD5YtbetaZvuyzsezX9qQ/UkMi/rp3IoipWAXuIhl2RTFDGPOwbJ8s00GjLGsKgVSWVisU1htkQw2DVT6WIlTnveAeQbcMvvbwLY/uYzH79f4LDn4VEdmTMXBiy6sV1bUtrrysYC60hbomQ2BQgDN8RSxnZwIxMWRAGJ1TaAomYpMWNaimqNl84KuxXkmwGXZixKWn+qorCzmZpkMR2VZeu6XkkmBqRRzxkg+MpjNpBc/+wZToz/R3Lq3FDUPasbYemhkQA+QqmjACzofuj7gK2Mx3BVIj/pap/KKyWwcSLuexTp+gcDk/oclP6osL2Q2w339zS3LMB2PNIfqhok4942Wf6x0bjKC1DbSmlTHjgYC435ZwHWwy2ntfscXKZh3HY5HpjyrvfBYTE5M9Lyic69vaD9BWXM9fMpUsjrQnNxAUfTSko6PIUNeRXKlsArY2s4Lda+MjkwPiaEpK+tLUjXt635zSyJQk/0HyGpNx89iI48LYDKSSbrUMhKzQD0UgoZIlBcAFeMZyBRhLC9rHbu5zjmsQNyTvrh/Xxmb4b7WZ/khZUZyk70ZHugcvIoI8bSn/XkrWoPjZxf3xuR4ISNLU20bDZnE+5zUEhpJmZ6VMkuGdPwBM0JaWYlemDFlm5ycOnUsbAJcalR5jMf5KE+xzX3qNE8P1aRlIukzcgpKhFSonso2cnLucpsadTY4Q5tVPspHOOGYMSNOOOIyVxky4ogD02irRkBAmSobFAwYcMQRJcq4ODzCI6ya0qgpMUNTBtQjMO3WetzjLhusEzGhz4ApYyorFV7/t1/LV7ztK6gkIYccUaXKL/3cr/BbP/47/OaP/xbl5TIPv/khHv/Dj3HlTVc5fvwQ3/bp02WPXSrGuAwl6hQcMOQe90nITM0ll4CANm1803cgI+eAfc5yHhePlJgpYzJSkwWpkBBTMQ3Nupzg4lKnzjUeMn4GjxFD6tTNtlUcHPbYZ8zQlIddZollzlCmX3Q5eOaIm++8xd133mXn1/cYHCjj8+qvfgX1x2u0WeVv/PI3022d4FsBORm3TCO6lJgqMnZ6uKddpH0CLnPZeAPGFBSccERMRGAM0BERqyxjkZtypRUKMlZZw8cjw2fMhDvcZcSAiJiYGRERF7jECcdMiRgwoGSuUWHuyQMOyMhZZ+FBO+SAEmVexsvM6wUjhmyyxV1uGwO4S0hoMhalF/oNQNmAum9q0EcCnBXz2gMdwXmmI7A1NBpxC7g7g1EmgLmWK/Lvmwj1a9fgg4d6NrnAu08E2EYmSr1WVgbikaaMxdNEQLLmAyZj3QoFBifpouMw9qJOf5pKV3++psh6aMv4/HRXjbgqZv7natLmzzI12+rEmleSqXtyP1a2pOLp9bovUF6yRTzOGumNZUFq6dl9ramMwdFYsqiyr3KdZ2sCyHmhCH6eC6xigO7+VFmCmq/vpWm2MIQvB5pLOjc021qLwBCNLBO2/K1dGLRFyNolyaQGkdbKtUUMQlfBoAe/oh3LlPccihx5CIzvjPUem0V/gu2RCMJTXf1tvabznuW6bpZlSsXORIh8R3KzkqOMz7xq1JmaSMksE9m83tX1mne5npdZTXKIEu0vdCXPqnmGBPgiWKFrTOsmE7BVFfmJjEIhRkSoFXx8bPJpDMtyKZieVhvCNDMEKIq66UPw4AgAh6LIsCyPAmXkCqsPxdYDzdFmFEVMUexjUcUy2K0oMrD2KIrwE5ZL/f0enyUHn/IoXvrlU11g8cIbtyiMtKYtkJwXUL6nKKhfgqll5EM2pI4iuslEwG2+m3QqWYgOtNh359biGA+adV88skTbzKsjPThsR0A/nRnA5r5QRvTxRqkhsJvNJLtxAlP3v6mOvvnMyHdc7TfLdQz3xfu2XkgO5sMvqwnb5FgR8uVHVd8eBDgPnjSlROfrjCRZ+0/BmdcKDM/mpKKt+eWpiEA6e6AkZ9cYfM+qK7If6tpkiWlE5mqb+qpe88oiAK4hB5khJ+WWCML4RKA8nUD3vnwHQXVh8rYcpYQrawLHrbZA7mwIgwNTtnbPGJC7kjHNfCNhs3SM6obRzTaVZaisabvKmuaXGc2+belatK+ZL4aq1mG+aEFd4Bx0TslY51skUF4zxNMBTKRsdKTfS8tQynSudqCIzrypTG1N6zLpyZBoDXXcuVwOQ7zSqYhw2NK96/gwuqDMRWVZJq/hDlz6QuBfao5uqPthbpq+9MVwcp1+1MePxmRFRlwMGVgD8mxGlA45bK2T+g5dDpkwoUWbK1xlzJgxI0qUucZD7LDNFmdOb78pE57mKV7Gy2jSPDXypqSnN1xGRocOG2wREHCGM5Qp8yzP0maJEiXT/GpCzIwznMXBo8USLVp4+NhY1KhxlnO4uGSkZKScmHKdZUp06ODis8s96tRo0KJMGZeAjBb77FOjgmf5jPwJMQl3ucPVL72E+7ddnvqZpzm+ccwHf/YJPvizTwCwen6V77r9nfSsPmc5zyyLiJwZU6Y0aZjGZg4Naqywzh1usczKKZF5iEcosOjRpckSRxzi4+HiEAOuMUFnZBQoE5OQGiPxOeo0SElp02aLMzRpGX+DR0RERirQW0xoWCIOoxsF3/e5P3jaqGw+li8u8+qvfRXNRpslmqywytNLH8HGoWxKkdapG09AfCrbcrDxCEiJWWXd9FewKFPhkH0OOaCgYMDwtD9CiQpV6madWqZzdYCLx4B91tngHndx8YCI57jOkjEjP8WTvIkvpMrDjBmzacq2WkmGV9jc9e5zbB2dnle7aLNubXCei4DkWQAlStRpMGEsfwXKHmwUG7hJDlaiUtnm8UojgecPILfhaADjMsyanN7KIK16nKub8KxQNH0uYTmc6t8PPqeXQnjzGZGO3MhHGqH+3Z/pwMOZacaVCEBeaxrTcKbI9Lwx19WmiIpnJFChkT/NI96zHJwUxiiaPJzB4UgylrWK5Ci2JdC4YqLOOfr3OBHAjnsiGJGRWAW2ItSjFNplODPTl8hJJGDfCAWeQZKX5bmnsBCRqnjat2cL0Obod99S6dDtgc5jZ6TvvqdO5J2wCnh+JPJk5fCuQx3fBsKSqh/Neydt1QWgj6YyKh9HpjPyWMdq+tpPO5CGP0rVC+BgLGBfFLquUaq1qQUiQXsTSYamGTATUQkseQqOI5Gq2wMjFauIxDkouj83OI9jyX26M82t7sEx+k67M1CGZJJqjSu+1mneb6Lhm8pHjl6bZZrP+YqudT/S+geOMjLTdLG9/ynKcRJDLLxP/L4iL6C4A1ZhjMrmdQYUhYdtL1MUVYpiKvmRtU7BHkURCec4z0FRAeuYPJe6w7Jcirwjj4J9AZEKsCyHAouimGBZjU/tfP47js+Sg091OEbjPC8TOh/JVCDQfiCyH09M/4A9Ac+5Xj4eGknKiRqcTY6MxKcmUJtNBfLGh7rx/LKAXFGA+YIATMUca3Gs4b4xtZqRxoruJ8bEbHvKCLwY/FvWJ0cIPmYtXP3MRgKveSYwPtwTYRgdKDNR20CRnKlKWLoVAXYKU72o+tL7nzf9ClsLYnB6XseKrAd1s6YTOHxWZuJ0ou2ObslvMD02PRJq4JTg+JYIh+WYMqBHykikiXT0jreo419e1hy8qoBpNDAN2o6U7bEcvbeyBnnX9DfoSsoU1CHuKsqeTE3FqlDHa50zfRosSaH6O7C+CodPqoRtYZuKQFN9wdue5lbk+oJxjD4yy1C07YK5dyLNMZ+pw/NsKBAe1Ba9DCrLesAPd2S2djxd/+MeDG6JiEXPCrT7ZZGF8VDEKU9MCdglE2mbaZtSG1UuckR24iGQKVsz7cHSOa3v1BAKUmV/Sg2RqZLxnXSfV+YjGYtoVBYPai58vkhHkYqEphMorxIHA4pxQT4ZMqk22A37dByPaGWLWm0ZSOnR4YgDmhyrGzF99tinYrTcDV74kI6Y4eLyYT7MJS4xZsQhBfEDpuXYmGFtU8w0IMTBoUKFPfbo0eeEY0aMiYno0aFJmxpVXFzKVKhRpc0Kd7jHionKjxkwZUpMTE6KjUdImQI4w1nq1E417Q4+FvlpydRDxqTMBE4fguXvavGVf+9/4NaNW0TvTBm8c8jeO/dYe3iNoTVkwojZNOYX2r9C+UqJ4BEf71Gf4BGX5qNNlq+u8XDwMFucwcHmgH3GjHDx6ZgsyTb3+AAfYECPgoKElBIlRgyxsHDM2shYDX06p4bsFZaZMGYj3uL+jTu865l3cf/pbQ6fOWLvmX28lsvXvuOrWWWV4kJOPI1pbDR46E3XeOxNj/GKN72c5sM1mtYyNjZdU4rUxuWQPcaM6NNjxoyCnCkzfAKWWcHF037J2OIsvonAp8zocUJBQZMmUyJSUlq0TddrdToemb4VFhYBASEBXXos0WbClH122eIM17iGi0thKki1aAFQTQKy/RNO0kNCe8ojRZ21UeX0/jp/O2dtY5VZKTLSM4cSJYZ5l7VilWVnjYiIlITNaZvmXhdSQy5KJVhfh+EQBidwsQ1P9yF14U4fwgjyB575NorM3zU68LtDgbOWrwj25YYi6eUHPiSuLdC1XNY28+63c+PtVtWUuHTg8baivvdHki5NjQ8gMTKkfixJyigToG6FMJoJXNZ8EYW6r4o7IyOt6cSS+BxORCaGsQhIZKLYN7qSfLbKBoAaT0NvpizGMFETtoqrY+8ZLfw0hVt9mbhdW70APFsN2Z7py4ewUoZaqmo/HziEP7xlKv2kKrP63gOTJUFrsT+F7YlKtrZLkvf041NLIpNUwPt4qmd6lCs679rKfliFTNlY8lDsjfVd8LJlbfd0R0D9OBLYnxlCAJrrNBWpKNB1qgQC3KMEulOt3dmKiNArlkUIe0ZWVKAMSxYtOitjLYzI940iojMzmYJccrRJpvO62jREwBKpmndbng8Lzfk/39Z7skL305s2RBLKn0Z0fWZI1DzrEDgiOi8x8mQPeAq5yUvk+SrYV7Ht0AD+LkXRxrJWKLhPwVAZfNrAGOwErBVsq0xeRJDfBEpgXwQrgmJGUewBZxdeg8ISOfwMHp8lB5/OqK4rep0lAkPziHtlZbFNOlOvgmlHkeK5ftvx9YCqrnDasXjt5fo/mSrKOL4pNxlIfuLXjEEzWTT+ghdmAfyygGAaK6qd5yImsPBGZLE07q2LLy1DyvMXkptPdgRVgf6op2jybCg/hV8ypVjvSRJUpDIZx0OdS+MsUCwkOS818nSRDSkKyWQ6d7S2BYqY48L0QBr44GGB0P49Ae31lxkzLJrfpC8TbjZT7wF/Vf8+uiHwXGroQeyGAtu2revRu7swE9e2jFzntukaPVEDs85NHccNJRHzyppb1JWO3zPZi8aWgPFWQ0B+cF+lZm1PMprqprIeaQTDbZHAs28wXYYHkiH5dT2sy6vgK81JbnwAXgD+ir5EZn1lICor+ndlRWSueRbGOZzc0nySiQD56svlPYl6IhLHz+nedYNFg7TePcj3TJO7oe7JyYnu+aAsAlBe1rUfHYtU1dah97yOX13T2va3RZpX1vV5sN2FQT+oaZ8vuM/qpuRpF8ot0mTEsdvnuGTTqVZoTT1yr8IwGHOnlOHWMqbskZDRpME+e9gscYtblAhYYYUuPbbZpqBgl93TQ6mO/oAZsdHKSxZUR/eq+vl6bLFFRESZMm3aPMd1XFxKlE3kvUXP9A2Y/36f+1gUbLDJNa4xZUrZAGdVEZLR+ZhDRkzw8E69DDLdLuHj4lNiQJeznOeKkTB1TFfgO9xhyowznKFpLbF2LWJ4rcsjX3+Vi8UlquM6BbDBJk/e+ijZNGf4kTHDj4wfWPAdPuw8TeUXq3zul3wet3meD/+Hj3DywRP8lQBvxSNYdjlof4RhMGBWmcEFSEiI8xn5czle5jGKR4xOhlSO60RHXbpHz/Dar/0crjx+Gch553f/Jt/0v/0N8uxjvyy9hkev6BBYPrbn8N03/h7n189zzjrHDtvExByyT0TMPvtGkrTLTa6zzy5nOG/kYSkuzmm2IiNnajI6S7QJDGGoUmHEkCs8hItLlRq3ucUQjx3u06RNnSZtlilTos0Kj/AoGRnbxX2m1gQXhw5HxHlEYQv92dj4uYdv+wwY0MwbZPfvkucJ42pK1h/x6Du6hMOFxybPUpbvRXQueIyDDDeDsDumP7lPmLYpvBnOSgvXcdncNtKP0AD+fh/e+14YjZRFKNckmVktSb6x019sC4r+fuREEWnHkpTFtjjtXhylL10yMjXR/4qR3cwylZ9shRDFpqeCr/0mmYBoauQzJQ9uT+WJWAuh44gAUCgCvlbW8QtEQhzgRl9A94vOSFM/SSFITKfcqkhHzde8Gj50jD6+EcBHj0VwlsOFWbbqQTfR/+cypGMTXKr5RoJUwI2B4nJRKuBddiWxmRppz8jMxbLAR/u8NVC1plkmH8H9sZ7xS6GIx9CYV+uugPw00XkeTLU+d/u6DsNEBKbiLipMjWJttzKB3RFM8sX1ms9x6MgXkBciYrNM12K1pDnfyxf9C3pDretmVddso2QqDM1MqVJLXa8PJyJ9dU/SpTgSiYtzU9zEXKtZJlB/NFZmY60CWMr27I4X91lm/A8fOBSJaZmg18kUfvkefPVlBcU+lZHlymhZlum7YSnjcn94uokAvkeR98D6IBRnwZkAFch7kD8N9qvlQSAHciMBukBRjMGaYeFTMMWyhmCF5MUx5PeBPuBS0MCyyhR2zxRvibR/ACv7XQ3Qv9/js+Tg0xleKPPsbGTMp2WTNXjgJp72dUMUmcDOtCu9dJEJKM6GAl1pbB4oZQG2067GTQHVZGq8CpYpy/kJbijLUjQBBPby9AFiMBPYmnS0v9YlVRSybVWimRwJHLu+osBh7VNYj7LkKqPbArBZouNXVhTRxwFygdx4oOMmkQiEE2gdPu6+awKbng2du9C9IQ29V9Ixxkda06hjsjAdkQ+/JN9C57ZIQDKVlGV030iQEsmJ/JpAcxEroj5vy5RnuiZxDJWGtm1dg8a6zLbDbUXS05lp5PXM4l7IZppDGglkZ4kelFmmvzXP6brHI82zeU7Zlc4t01OARVfhaUeEwPag3oJ0BY6e1bz9Tai0FPkf7IqEFglYxktRaUF+UVrSqGckX0OTLSnrWNHIkBgHNtY1n8qKshm9uyIP1bUFQU1n0L4iAlZbl2l6uK+1HR9DMlDvD9/cu8tXRGSmXVPKdUMSrNGhaVoWSSI23pAXI2jpXIpM2zyYVdp7QmtWXqOwLHZLY+KwTCX22HFm7FcGTMOIARnTiofHmA6HpOSmkVbDyFUCegxYJaRqynL26DJ4QGt6yIGpua//NtmkQvXUdyApUYhMvDMGDCgoqFAhJ2eZZZZo8xzPcsg+FRp4ePToEjNjwpRNznCf+/jmvxYthvRISalS5TwXeI7nOOGIMiVaXOaIYzocAxYtWoRUeCWvxsWlT5/znKdKjXfzbnIytilMjfwKS6wwYkzX6lOuVujSJWXGGx5/HcuDFreffZ7OMz0mT0/gGZv4mYTBrSHuBYe73KZLh5u/cJMbP3nrpT+qr3eov7vElAgnsRg+kpi17H/MtlcvX6PxeJMSAZOVmCIv2Ly8yblHztF4tE7jkTreIy7uIx5lq0RKxhJ1VjaWucpVWrQpKOjT5zrXGXCHJksU5OxyjwkjylQ55siUii2AgjOcY5ddqqYPg4XNKusE+EZq5ODimfKiAamRQh1wRECZpqGIPXqEBIRFwLS3R949ZjUdEpdn9L0xy/GMcu6ReDld/wZnp22W4xZFkJAtBTw0vYZ9/6P07AFnsynhU7sU05jogaDN+nu3CVfXuNDPGV5eZTbp0IwrXAo/n8iLiZIBwc6MWrmJS7SQEqUpdDowHoscOA7c2YO7Frz6ISOJGb/Qv7YcCtw6lsoTz4y8J84EECdGGvriUTM+g5qniLnvaq33R/IOPLak4+2N4ZnuwuvQCBV1n5trbUtR3uO+nsHnqopa9yLp7e1C4HyaCIjeGghw55ZAczPQ+TiWdPZ3zXdm2VPp1SSTROXQZGLPV3V+lqX9L5fkXaiHkrgUtjwJvi0S49mKam+UVL3n/lDR7YYnKdbh2EToExikiuBXXUXkQ1egt0CSq92htnEc2CrDc33Nv+nLSLxVkaxrmmqtdkbye1xpCngfTnQ+lxoC+891tCZrFWjlsGNBVOhZXTPX0DH+hqpnqhkBF0xm56mO6cmwokzLzaEIS9XVXLozNbNbDpXlWS2JHFmo10GrpAZxR1Ndfwt1nF4JF76LxwuVfS17IkzDWNc7dOBgJFP2LFOGAgxpi1TJ6uKnKL05norYOLbOtRHo/OIHVBdsgjU2UqIL4CxBsWN8dE3Ij8nzvpEQLaoLWZZtuicLH+X5CAqHojgAJsooWFXhiXybwn4YEYIjitzIdq0IWMKyPg21xn/H8Vly8OkOxxPI+XgjM7rL099NliHL1YTLrhkPQkdAt3H2Y6P5c9Lgl/ldx1wPOm9YFo+NtOcIyPV7UFfHYcsyZGAm4jLcFUCcN0Ab7gBbnzxBsCwByGlXNf0tR1WAwoYxOrvGF1Ex0h6j6Q+b2s5xFfWO+oqyF4XeW2ppvlEXjm9qXtOhJDvxVCDSLSly7la0bakuOVZYN3Im9IG0vUWzsXLLNBvrab7F3AewKmO1VzXbh4rGLV+TZpVUwNcL9bfaBhw+o+tnh+AZnWdlRf+fnAgAty7pvId72m80MB6FBqy/XIQGdH84jsqyug/r9cG25Fl+RSRq0l3MI6yLUNTPCHiP9o2pbKyMie2JfEV9Q0YGitqB1i7q6r0bL5NBuUDZCMczPSpamqdfMY3fAuOfWdI5NrYU/S8tizB1b5ryp44xT2ciELUNAX03MB6U3EjRMp2DW5ZEaLCje3JuFgdz/z7wGXJ8mBwwHd4kqhfkZz+H44rL+nSZlr/GR4Ij6sFlNhzJecaMjAG1QKrtghXW8ExZ0wlT2rRITKbg9FAUVKnTo8uYIQ2arLNOg5ZphlbHwqJEiYyU2zzPhDEhZWaGVsiYG7FE29TMtxkxoEmTgsJo3KFClTFjjjiiIKdEiRZL2Li8ilezwzb3uccWZ2ixzP/F3n822ZJm2ZnY49r9aBE64urUWaKr5QBET88ANNrQxowf+Jn8afwTHAMNJEAMBk2i0V1VXTLV1SJ0xNHKtfPDev2em1lZrabbpouW77WwuHGO+6vcj5+19l5775g1Pj4DBjh4pijXnCYNLBxuuabP4G1RNxtIySnJcHHZYRcHl6XJpLPLHp+2v4f3Rx7zP5qzYMbHfEqLDkHsU/kVN1zj4vH9//P3aN1pEt8kxLcJ65sV8/GCPMvxH3i4uFhU5G6J84GN67r4ro89sGnvthjuDLF24e73T+jSpk+fj/4vn/Kn/9d/RRCFpMRsiHnJCyaMzByhQUSXLg4OA4a4eBxzhxYtoCIwe6aKzYoMScm5yx0yMpN2NqBjCo7FJNzhnqlrkGMZPbCLQ4MGS+Z4piLyGadAxRGH3OcBa1YUFLTpcDJq4txOOGsuyEOfxvWSYDrDu3fEl603dMcpw9uK3YNDwmaf2/ySD14GBOMXZHnOfv8B7hfP2FysIQjY1EWqgNbLEe6Bj2t59E9XsrC+9x4AYRWBawj47RTeSdPIcqnnTxyLBHQ60OvBkxs4fa3PZCfQ57pueSkwGOeyClPKMt4KZDkeBApi/dDbBpmCwP40EbieGxKxTgXIPugLDJ6Z+dRF1W5yWb2pBND9VGNFDlSeiMJuQ8B8EBqJSyJAWoUCwutcwDSw5XVo+ZLppIXGnyXGyJJDFAhgtn0B9Z0QQl8ZiyxLcQLHLXhk5DmDpsbeMbr3VSbL/s1GWvzDpsBmaGQ/pwuB5oan494sJWmpUz0nRl7TC7TPpSVykiJyscy1F8tMaVYPGtrzUSyi824LjTxnp7GVJK1y46nJoevKIzyIRFpcSzr+pm3ShroiWl0jK7IteL+jdc5TGReXOSxsAf2s1CB7Da0hck2q8UBk8IGnQOO8FHlrufoOGsWal4Xup8jZgnPX1nzrNk5M8Tpb66slYvNE90uca+7rXN/Hw/C3py+Nc8U8gI4pym2cxDvyJGUKalPYj6FqYGFRMQDrWgC/KqGag+1gWXd+Y5iqqqiqOVV5DeVrqGZgN4BMxMBqAhEwx7IOlC7VboHlY1l7fF2f98+zfUcO/qma1xCQi2f6SVYCQ15gwG9bMo26ynItBYpnsvpatsBz0P7tkfnZZptVJ99IYmI7pprvlQhBYyBZx2YiYOV4ksYEbTO36da7sJkItFGpj/3v/d1lRo6nL5vOiSzddfYjy32HI1UCg15DALsmBlUlgpKtBBQtS3NJl6qF0NwTmF1cKb+/bQu0rm8EKksUk+CFIiazM+2lF0mmRQVhqUxE9/87OP1Lrdtypf0rN5p/XQ25yDWvoCvvQ2gC3tpH2lO/resZT+TdCZrwJjP6e6P7LxNTS8GX5t4OVMysWOtvx1d9CDCZjxrQfSBPS2o8IpPTbYanItdr2Vr7G890/bNU16xItOd+Q2A87Oseau4YYuqZOItSxMpvwexSUqh0JSmTjeoc5Ilkc6trERq/JfJXpNv7c/hQ91BdUbquOJ2u5TEBzaO5azIv9XQdKnMftPaVnjUvTNalQOtb3pj7OlJcRbIF7CQLCDvEfsgb54ZzP2YT/4x+8yP8nfvYvs8BL5gx55wrU1CrwsViTcyMOffoU1Li45ObYltg0aJNhy0ZTk1WmZyMe9xjwYxHvEdoQOSYMSUFD3nEhjV3uEtCYsqHxWSkxMSsWZFTEBDQpUuXDgvmb1OnBkSMGJEQG41+RZM2ISEuNq95aSRFQ3bYYY89wCImZsWKNSuTlnNASUXCmgZtdtjlhGMujNSmR4eKCheHAJ8efT4k5JZrXvGSBk2GDGkQ0aGDg6tiZCGccc6CBTvs8sH/+AEH/+M+CRuWrBgxfhuHsDD7ZWHhOy6Nrzx22OUH/B4eNhUWLWPNd3E454xd9vEbPl26xIYYDNnhBc9JSHBwadPlkSkQNuaGxMRUVFQsWRGz4YS72NhUVEQEtGhwzgwbm4IcnwiLkgvOaZuKyqe8JjS5mFQfwKPJIUOGbFhzySVQ4awT+tMYN90wmLgM1xsKxyY+cmB1g90Z0LccJtktx1cByyLCeb3hzr0h7mrKvfAB/tIjaAwZjuHwx29wZ2tah/dptYcUN1+w6fVx50v6m+DtPdjMfPzZGg7vyitwcaHMcMH2GDxPz7o81+vrNTx7BldXcH4O778vkhBYskwvEihG0DveGpJAVtyGB3cdk+vflSXatbYBuRUCyp13xq8r1Aa2fg8jgedFos/587mA2SDUc/12IyBfy1xq8HfY0POyHeqZsCzgJBCw7Qaymj+bqc9XC31ndE1A7pfGoLTJ1VfoiUw4lgD+poCBqzW4jvoKHAHQs6WSgqxykYudUF6Lpq+13WvJUj8zgc2OWSeWkTQ5cLcrorHOYFFpLw+b8h5UGM+FIRH7TWXzmaQmS5wJBj7pylJeVpLhzEwQ7kcDxSmcrUU69iJT+wCtPc10XYvKpDptKFvSdSIicGKkVtNUIP5qDael5D22kdsErrIwzRLJjNaZwHun1HdqWuhY19b+X61N6lFEECxL5Gt0tS3y5pt4lNBRrMZOQ/s7KL6eJQt0fVcTHYO2loYHFwZDPJlug5JBkqNH3a/fh3Wr6yYkxsvl2NCw5P1wvg1HDYErZRyilMeomkC1BHpY1j0s6zfHqaprlE+3JRJRnkE1BAZgXRqCcIxqKURY9h6WdYz1j5hl6Z+6fUcO/qma34RkLIBrOaYWwKmAeWtfgCtdbi32pQkQzdYCRjVgTruy9HzbTeVFAmOOKx18benfTNVv2N0CSL8t623neGsxqkpJe2gZ/ffMxD4A+YUkI+2Db19fWWr+aS156orMxFPJbDYjiD1ZiosUsDUn29c5jZ1twbhsI2Lgb8GZyNWNKYxVSf6yuZXkqTRrshGwtiyB4+mbrbwrWQq8Dx4JcMYmmNhrCTRbnuIjggjcloC7H8HuhyIi67HWVZayaHstk3a1VMxJkW5z/4+eac8p9OVsLwTGywpIwN8XKbAaurbrkQBxHVviN+XVcQKdNz012Z42AudutK0anMxgOQbrieZrlTo3X8nSX5WaVx6LiOWJ7gsn0r7HSyPJ2sgbUlWSLoH6GT016WMnuhdsTxWUr34JzQMFXrcPFWPhRtqjdGmyNPVMoHCiPvw2zM4VR9DcNdfb04PTDSQ9cktdxzwR+UtXkLZF8GZvFJtSt3jO0ss4b9rEVsRV1+Zp9JoqWPKe/31OOGHDmgtOiYho0WJj8hLtmBSViUkwaeMwZYRr6gfc5yF3ufd2KGUAahERUpg89ddcvy1elpFRUvKMpwwY0KbNJZcccYRtqg33GHCPu/ycn+Pjs2BJjw7nXLBgzhvecIc73HBNTIKHTYcBMRlrk0Z1jwNCmixY8JpXnHCHlIwGDVKT+nNmMiIps86MhIR9Drjlmoc8wMGmBEbc8j3+6G1q0ooQB5e6vsEuBzzmK5asaNAkJ2XKmACfazbccsEt12+zDznYFKRkxCyYs2FNTgFU5OTklKxZMzJpOz081lhYWKxY4zPnZ/w1A4bss8+KJSUVFhY3XJFRsMsubTomoDnk1/yCv+Iv2WP3bTYkB5cGLVNFuUnFIRdcsmTBiBEiUysSUuMtWrPM5hTLGcOkYr+ABgNWdsnL5g3t1hE79i4LFniTFe3RiqbdwX96Sn71C6pmk2D/DtEvHhOsOlQnd2nFa7rzl5STG46DA+5eeRwnTZaZz+KuQ7necOfLNffOWvhFIGv51RIWv8CubPazPgtS4nTz9h7sbjxwXXkF8tw8l/Ovk4Msg91deQiePoXnz/X79lbPxSCA/X3wfWhnUPWg2VYMwrvZhxxnW522MiS+zv9/3BIQB1nOdyLJVUBg0rdlWe6F0uynpazQWSlvwyqH41yW8byUB8RxBBILBGzrrHUOsCpgx2jzr9YCp01P740TvR+UAuuzTFKefiRS8dVCVvNeoPHnJj7gYReeTmWpr63tZytZtONCln7PluZ+ECnjz76xlleINNzraC6jWOtquAKpGN38baZ4tbTQXJuOAb7ZNsWrhUD46UpeBs+WR+LPzxRMHTgiME4OP9oVkRpttNbLFXy2EnC/3zNF4UK4X4l4THOlfu346sOzJAkrCqVjtW1Z3T1Px9UZhX5/T9flfCkCELrG0WrI3G4A00z7dLetPTxfKH7jsCELf1ZsK2jPMpPqNFfAt28MjDYmM9I3yMFhU8Hwo7UyNxWFiNWwtZVpha76ySuRjOczVWL+Zp2DdW72PBfJiQzGqAOTv9Es+x5VeQrFa3lUSlsGQ/pgTSjLNrbd/1p8QFWlwBSLNpU1B3sfFXvYAGuwvgcswZoAA2AXy+r9ThED+I4c/NO1bCO5hd+C2YXAb++B0fU3Ze2PBgJ0liUwW0t/6uZ4pvBX79tjDTpHv2XspcBX+1AW+PWNwLQXCqS9jY2wjMxlIgBsOxqzLATuxq80x2/KnapqW83YCdDDcS7AXVnG0t0UwK6rL9uBsdJnApnROzrCPIFvlh1fj03l4I7mPXumcRzXfKHEOidbCtg3D01VyV+LeOx9ClYHnv6/9HeRwui5HpCdAwH9ZCawa9kqDOYZWdVmorVFfQULV+gLON+Y2gupqWZtyUMzfWVSjZZm79Z6aIU7RsZlg98zFnsT1NzoGsnRPQHqItH+730EZQzrhTxP7SORiOvPJAtqmbiAfLUtlNd7qMJ0Ox9qP8YvRUDqYOGgrUJrbqAx0qXW4jQVoxB0TK2NhWRSvq9Yi6Cte+/2K/Rkr3QvtPd1zvJS90G2UnEy28SW5Bvd56/+vyKfrQMT8zLWMY2hqip7TXNvOCJXVSkvzPxKfVCKbNa3nR/xppmz9H2+jK554864cTMCSn7KjxlzQ0aOjY2Hj4PPQ95nxoTCwM4+fTp0ueaKlzzHx+cOJ9zjPiu2wGyXPVMgS4HGFjYFBQERJQVduvTp84QnbNgQElJS0KTFIUcUpjawjcMhh8aCXXLDDT16hARccM4rnrPPISEhIREWFQkbRoyMV+MSG5td9qmw+MoEPB9wSE5ucvAXbyvzZqSMGNGlQ4DHhAkOLh3anHBCy/hIpkx5xXM2JNzljpHkzPken/KEJ9xwQ4OQQ47ZsMHHJ6Nkw5ScikvO6dDhDne54sqUTsu/9hEuyEhJueSCDj3ucIeEhLvcpcJiwZwbU7F5QB8Xj8/5HBuLhZE85aSUZEwZ80tesDZk7ye8YsQN7/EhexywYEKfIddc4+IwZ0FQeQSrlOZqSddpkrUHXAVTGrcZra+uocw4KTd4k19g+bu0733AbfwGf55iHe5zWO0Rja5ZNT9mMnqOvdpQHd2lWi3YpDP6Tg//F19RLDPKyOPo2Zh8veLm5BVeb5/e2uPueZPEP+Rg3iA6H8PxMRQmMPLwED77DFYr/LMzho0GfPjo7f5ZOztw7x7M51tysNlAw3hX01RAajCQlOiLL0QOrq91nO/DzY35fkng3gk0B1BFsNffFs0C+JcHIgBnc/jxS+nYgx34eF8AOC+ls99vCACerWTpPm4JUK6zbSXmtNBrb9YCw24Fv7pVYO33dwSW3yyNlMgVmDts6LVNLJ17y0haur6A7MVC/e9ERkJTKLC16SlF590W/DqBj4ciKL1QFvY6O1Fow4c9gcZxIqC9E8BhS+B8nshb8GymuVAKzJ8uBbY7nuIoZpnm3XRFFloOPFuqkFc3lEcgLSVtea+j52ZaSH/f81UY7BStuTAkLK8E1Je1ddzSmJdraGWmjkAmK33DNzUHpvCDob5nxomJW/C1hsgTqL/TVSzAlxMZuQ7bGsPG1Erw9P+bjWINHEdpWWsSd9QUibnewMVGla2p9F5mZGKPuiKCXyxEdHqhrmlVbdPJRoZIVny79X4Qwp8eqdDb+Upzeq+ja3qVfL0mh4O8WTexCEnwDQjrO9rXw6au+zw13htXsQ7faLbdoqh+H/hP7xiiIrB3UAzBreRD1T623aeqcsryFqoRlVUYz0Ab7EPjbQixnAFVqdgD2/n+t3oefhfad+Tgn6rFRg7hhNKse5FAYr4WWPqmXChbfT01at0s2xSj+hZy8Nua45vaCb5kJU4g+UiR6QNQleozbEnG8/q/mMBpY00qUhGLZGKyJn1jXulKQDLoaJx0baQoXwmUd4/VT76RVT3sqXJ0bgBw+I2116Cybnki4OyEptCYJ/A5O9N817f6yTZGw57p4Re2gKGCmOMFjJ9De1fA+fYLaflXNwpoHrwvL4TXhMNPjScgVzXkRk8VjOeXIgJBRyk2w548GuNnAq1uJPDbGChV5+1jM48u4AhwDx+K4Lk2hIfKFFWnKHWNG3Uz0nypTDaje/pS6fb0pAABAABJREFUCJoiBbHx6Fi+8Z7smGDvpchJmYsYtPf1hV3XD2gM9OVcxIbkRRqrmJiCbxv1MXqmeZcxtI5FJBtd7fny1MjfjBSsd6J7x3L0U+QiO66va+J39XAvLXkvOocGnCxENDZT3SPpQntYFXLlLi62AeubW1OTwxZ5Ne2Vd8uv/BmrKuHKtSidgK7dIMUmI+eUNxxxRI+hscavcQ1YT8kpyHiPDxkyoEOPgBAfjzvcIyCkQ/p2rN/j90hIcXBZs2RFzo/4PU64Z2zfun/btJkzZ8dUEk5JmTIlI+MR77HPAVdcUVJxwxUPeURJwVd8yYSXtGlSkJFg0aXHfe6/9TRERORkJkTWo88O57zhEz5lzoySiltu3gbNemZFY8Zs2HDEkalHULFhzQGHZGRcc01KTIVFhw4eASNu6LPDHi08VBytSRMHlwkTlixJ2XCDtOKWCfA94xywsLBxcSmp3ubjB8jJ6DMkI2bDmi59AiJ22eOSS77gM3wClixMxWD5Ij7iYxYsmDDmmht22GXELYGZ62Me4+PxhMfssceMCZXxSBSk7Je7BGe3DNcFQ28fv3SxRgW7ZPzxrxMmHhRZSe/pFwS9QzZHTcIXL6k+7tNNAkarObkHYBEVPsXZDG+SU8VXBEEX9zamY7WoXBdrMibNldmo5wzpny+Y9wdUzSFWPmf/pxdEh/f0GRuNBOSLQmlGJxNJgJJEXoBnz7bPwU8+gelUlt44FkEYjfT/RkMehTt39PpiIcNHnstTUBTw4gW8fq33Dg/h4UM9Sw4iuB9B8x3d825DhKIcwe81oAMceNCPZYG+MHKNYaRnmQ08iWWhnqcmpsBRwa9JImC5G+r/k1Sg3HcE6HaM9KjnmwxEc2OF7wjQWwbwNnzJQ+61BfT2IoFVKslg3sxM0o0QRon213LkNdiJZGmeJQKLntGz90N5EV4tlGJ1U4iEXK/BSwTsq0oWcruCVaTjfnorK/b5UgB7vyHL/V/FRkN/qD4SQ2CyQqlL9yOl9UwKZfVZZTIyB7bmbLJZ8UlfY+9GAtyfjQXwm4Y0+A40zb58OhAA/8WtnrOLRAazl4ut1f6oLTlTXIhgNTwBc9/WvLCgbwtcd3xIbGU8wtKcbUvXwQbmma5XUWrf4kJ7/LCj43cb2uObjYid3RaRtCzte8sTeQyd3/QagN53bPh0CD+yNP/C0nW+TkQG6laU6msaSxbmO1/HEsNQ92DL03UYBCKVdUXub2mW5YPzQ6oqhHIBzkiVkKsUrExyIeuGsgyAC2BlSIGJSyACa0e4ipSqWoJVYtl3f2eJAXxHDv5pWpEJ7GxuJaOxEPDuHAGVwPBvFCNz9XD7jVbxrYXN/qYW9SXJqAuQbUb6nZmgz9WN5DYtY7X1IlnRU/PQCHuyeM/PZIF2XKMBN7dLuhTxyIwlvV7z8haCM/VtWRqn0Te5+FHfyVx9tvb0Ur3mZKX/B22Rg8q4YOsCYu19WB3A5KXWEnTlgaGUZCbbKCd+a9d4Xyo93B1/W+fAtgX2J89MBiDHBEDbxkoeyC1sIXC6uBDAXd8IbOe5LO2Or71p7mqcNBaQDgZ6yEU7suz7LYHy9UheFdB+uQ2RjdpLka221vt4Jqt6YXT7eaw4AscWOXAbug6dY6hyjdF/pOPXIxGedGnuMUQMu3cE4i8/U4BzmSmwu96X0TMB9yqH5Ct5G8K+9qaWVrm+5luZ/6+uJReKhuYhmevYxbnun8WZiFCZag1lJqtY2DcVpXsaO11APhERtB31EbR1L5bF14rm/TR4wkWx4TKsWAddnMCjWZYUXsCGFSUll1zzAR/wfX7AOWdvc+vb2HzEDwlMWtCCkgYtGkRvBTAVW5lFnat+zIg2HTIyXvCKjJw99omIcPFo0WLODBsHC4sf85fkFEQEPOUJGTnHHOPgUJETk3HBGRUVHdq0TCxABZRUXHJDSkqbDi1arFnj4XLDFREh++yxIaagwMXmlhsCQtas6eCSU/Ajfp9rbnjFC1PMzCUlNbEGA17wDI+ANQtyQvbY53Ne4hGQkXDLLSkJB+xTYnGfLkuWfMYviVlxwBExa4yNkxlTXBxKQw7kQyvM06tkzRIXlwlTE/xb8ZynFJSsWHCLw0te4eLSps3EBFJHRCxMReUxIzxCAgJ+xS+MNGnJKL7kIGvRdnxWwZyB0+MjPmGxeEO6PuW2veI8P6PIMqw45eOfzcl7e7TCfVbxG/J2iDddYQ0LskaJcz1mr/EJ7aziV3dG2PGI4GLN4bOU1quMKlgx9Bokgc0iusAZXZHbfZoj6MxKrOGQXv8unTcp5TLBGbtYD+9Dsympj+MI2Mex/n7xQgHDd+6IIDTfCRJem2DUOu7L80QmXFd9tNvyHlxf6/dkomOzTM/cvT24vFTmop0dpTd9+FDnP3kMH364Hass4fpSyR1y4OOmwORoDtdvBPgOe7rg60wSkMuVLO42AnNZISv4Jldq0e/vwMO2nhkXSxGBp3Pl03/YkfV5UcC/OjTJECoFKr+eC1BjiRDEmUkL2pZV++l0KwWKM/jQMs9t4yHJHRGLs1gAG+DxVIC6rBRzUJRwboJmL5cCw6tMVuyGqzF2Q5GQr6bwfldrOF1si6e9XgjoF4VqR3iGfCSlrN5FJS+Db2u8yoYHPVnHl4kyH5WVsh7FhUhY33hGThoyVmGZKsKuwLCDLPktR3383p5S0NoGVE9TWfbrlKr7kbHYIzIyi2V0KUqRnl4oAL/b1nG9wASlG9xSVgLZgbetTPxqvg1EB427G4lkrQt9F/RD3Q/dwKS39Uzht2/gnrw03gJb2auSUmTgQVdzP1uKdOyEureu1yJ0FrpX1oao1OS06Ymg3GwM7qg0193fNK5WVQ5slJqUBMsKqaxrKEsqO0MGSw/LMqaQ6g0WLhZDKmuj+9pqQXUFVUMBxxwCFpZtYVk7vzHm71L7jhz8U7TZuUDPZmIKlSHAVpaStLjf4gUI2rK8ViVvU8zVVXG9v2dku9+UdGd9IxBbZtA9UsAylSy/brgF+/0HJnNMVwDNdhSfsBnJkrsoAFvehKCl/5eFwH+dgSZPTGrPzbaCcJXr2M1IFmLbAM312FjXrS1YdVxJeGxPFvMyh/4dE1PgaJyD7wvklkYHmk5kmW/sSNqTx/ISUEjy44ZmfONWTRdG7tVXyk07MBWIJ3D032ve0VBeCzeQ1CuLtTbHg8UbrcMNjS630NqXl5pn0NRYfibvSvtY+2G5JoXszID/lUB+e0/XyPV03aMdeTVGTwTEi0Jza9/R3hepSFS6URxFaDw9ZSoSWleB9juSJzne1hsV7Wi+ww8E3GcXWldZisAkM92DdfpUP1IGJvKt3Crq61rksUmn2oJyaQLBXSODW8LyXARnM9FcXKOdXpyKFOVrrb0oYOdjEbrZa52XLnT/5jFY4dfIwYvjIetyxUVzQexvBOh9H99tssOQzKQpXbPmHg8oyE294ZxjdrnHPTZG9b5ixQlHrE0MwpAhIdvPpYPLnBkb1qxZ4eFzzSW3XPGI9+nSZYddbGze433WrHjNK2ygQ4s+AyxsSioiIm655jVviNmwMfKlBk0GdLFxKKnwcPiSz+jSYc2KM1N/ISQgNgHOf8a/xsMjI6NJk5yCCSMySsaMWbHmlFPe8JIuHVyaBAQ0aPGSVyR8xS77pCRUFJxyyoIZNi6xiRno0SMh5ppbOnRo0KBNE5+QY1OEDfrkZGyIAZuEBFsuo7fEoJZiTZkREuCRkhIzY0aTFgkZCRuatFkw4wmSDoZEHHD4NkA5I+GcU7p0sAhx8fArn2p6TZmsSIsR97MTrtxb2juHvB9+yGpW8VW44JPNIcPbnGw5hmWOd1VycpsSB2t838JabCiTksbzc8p7DodJj5Y7ptPp0aiOGb25pkotwszDTjM6Tg9vOsErSxrTCXlZ4uz2cawCrJkAfZ5jex6248nS/8EH8Omneq/TEYhfmu+DKNJ7rZaA/MXF9jn+61/DgweSNL55A92uQNT1tQD/06fqezpV8HFRmOerGSc1nrA81zGTCfzlX0K/r/Hcd77+pyul9IwasrDuGeC6yWE5g05PYPxJJknN9Ubg/mKjFJXjdyz03cB4ORIZNTIDlncbJiYB+OVIYLMfCfQdN2XFbvvyOni2yElt1W+6stwPQvijfZ3f8+G20nfRhwOTwWghb0ZZSedfVOoPS6Cyzia0SKVdb7giXXuBpEtU+p66iQUobVvgNs5lNV+Y+IaeC4sYWqHIzCZX8O8wkiTKD+SheDkzJCjTXELjwUgdfYfdaYmgxDn0GnC7ksbftuGko5oLy0y/a0v+s5mAeT8UQH48VWzCIJLnODLxGWdreNTT+H99pfX6jq7vJlc2qTtNEdZVqus2TgTY67iRq7X2yM9FxAahzp8nup4WpkaDiS84MNcur4QuT9ompaj97VjlZm1ku5EIQFbK+7LJ5eEIXN1jo1jzanqK5Thoah5fTnQf9Mx3csdT0HfL1/FvA6m/3spygbwACC8Uz5RRyMr1nVdOwPKxbMVcikhkWNauOefApC/NUPrSKbCDZdeE4hjL+i1r/h1p35GDf+xWFgI6XkMW283Y6ENjpc3c+1AAzjagrSy3aU9bh7LIYtx7lqNsOc4/4DI1egJt2UZegHclS7YnkNra09zaBwrCTRZG058rwLR911QgtgX+FhfgPVR/qwsdV1dWthwBZdd4IeyBwOd6JJAZNLf7k63VV22o9duyckQDA0w7+rE9gcSqUsai6QvNtTnU2PHYZGDyt3UaEqNZrCrJt6oS6T7nes9Ccxw8FBjd+4G8EpupHshBQ/3ajq5LmStouUwNUbEFlP2m1tvcMQSn0ryirgKcXV/rKSvJcrxQ6ULjqbT+bihPQNjW2K7xwhSpyE48g/hKgH9zo7Usr4ClPBbNvqztVOqzPNoSMNv6OjEoS1NnwMQFWK7InxfpehQbzdcNTKVjdA9XaN7de2BtwNnXPTI/0/3d3pd8zvG3NSfCntbQOYGzv9S97A4h2cD0TO937+rLs0jh5jNwf6h5Hf2B4iVKc/9na2ifvL1tszCkF33AnnfD8+oZY2dKaS+5S4cufTISGjTwCXnBUz7iE265pUGTY47fSnQyMvr02bChTccUMWtyh7tvx1qy4IZrGiZVZkXFe7zPGW+45YYWbV7xgk/5PkN2uOUWD48f8vt4+OTkVJQ4OMyYc8QJSxaccYaFw4o1PSJiElq08XG55ZaSgogWNhabt/mOlrh47LBnqv2m5KZSc4cukanSCwLkb3hJQEiTDiUlIQGp+TdmTI8Bd7nHOeekJKxYYRuhkI9LQsw+h1xyztoQhitu2GOPJk3WrIlJTAYgFw8X28QMvet98VFq05CIlISGqRGxNvtekpNR0KHDLvusWBHEJelyQlTcwe2E3A1PWLHCSQom1Yh1IB27P1njTyvGDRtvXbBw5nh2wN5FSbm/YJC1uVsdcTr5Bf4iprBsnKDLgVOxsVcE44zDRg/bs2ng4cc23tzieHgX2w/h+Jh2VdFM90lPX2LlXfyjLtbZmeQ3kwn2aoX/R38EPeMdTRIB9qMjZQmKIrh/XyD96kpA/osvFAcwHsvCf3goIH11BWdnSjlat35fRKAodOx6LQ8AbGVIlqVzrq70eg34azKQZTAcbsfJc/Wz2WiOdTsKIPVh0BaAzHN4M9Vnse/pczzPVLnXRiB3L5Rl97mxmrtGK3/QhJ9fQ5TCq1RZZUITK3bYVrDvjtHof9/o5p/NZKWvg3Z94y2/XsvKXVRwmyhgOC+V2WYRw/dapv5Buc2W1AtUdyB0Ybcpi7VnCwDPUgHiwJZU5mqltaaOjnMcAeDDpiz+NgoI3jUEIzBW/IuVrNZ2JnDq2TJITRNTbbgFe0b3HjoCvEmlfeoG6uNmI0/KR12TPtZIec5X8pJscvAQeagqretyrb2bpiYjkCVCENiAK0IV2cbobck70HIF4ENXRCcpoBfJSn/UUt+pp+v5i5EAum0J4L/f25KKqlIAetPRMUPz3d/wJNsZG09CbkjiSWt7HetWVSYWBN0vi2ybltSytjEDzyaST7Vb2r/TpaRKJ00Rgb1IFa1bnu6ZujjcPDF1JcLfHPtr7QKqun5BTmW1gCvFDxAL8KPYiYoMXQibqqpMYLGDZQ2pqgzsLlgfYdu1L9X/nQs+/rb2HTn4x25lIUlJYxesSJKQPBGzXFyoYNR6ZKq9NgT8ykLWc8sRqKplRG74d08l+m3NdrZZcX7rfEsD8DxJbbKV5hu0jN7w3FgsXL2WbfQ72pWVO60/BBbsfk9egumpwOjiQhb03j2jmbc1Rjg0Ab2VqWMwM0A0Mlb9WED28hcC/KZ7hh+acU9Nas3MBAhvJDPKYwXkepEs2I4vclBMFIcwfaM9idqSJwVtrdeyjQQnFCANupLMbCYiKItLkZuqNJ/9lsbwPMm33Mho50tT5GsX1peSINkerKfSdMYT1QEoM6XuTNcicWUhADB5qb4rS9mRwpUyPwUt3UetPXlc4jls5lCNdH3Xt8oy1D2Wt8Iz8qTmrtZw/YViTtzIyKhKFV5b3mr9ZQCdO0b6U2h/4hn4Hgw/0l5Q6L5YXeuYzqG5N2x5XIpU87DMddyMdE1f/YXISBHrvJM/kfcgMp6j9QhOc8mNFm+2RDVsw/ARRefw7a161quw7XOTFnTALSNj119wxTk77HHNNQsDdgcM2WOfA47YYQcLi5/wYxwcztm8LXQWEXHBOd47j8NXPOeUM3bZZUDf1BCwOOSEJTN22HmbP/+MM8445XO+YMGcFh1cHOMRKHjDKXe5g41DRs6IG5asCHBN/QN5MmI2fI/vk5OxYGHqGAy54ZaQBiuW/JQf06LNH/CHTJmyYA5YzJlwzgU5GWs22DgsWNClQ2piJ6aMTUzCLUvmZOS06bJkTochDRrkFGyIec5T9jkgJGTJgiFD5sx5yUv22DcVoQdccoGLQ0jInJkJxFZLyAgIWTCjSYOcDJeQAQP6DNjP+iRlQuQFzBnRfzLm4KsV7Rl08v+C1xpy+Shg2BiwF+7whDHT7BQv3uAuE/YuS/74HHa9W6pwwV3vAevOBfbiBfa64t7TCw7KNpPNhqH/gF4akI+fkwcedl7in26wDw7Iz19jD3cIx12ssIAHewL219fYZ+eEV2MF/WaxLO51YbEg0HGbjUD4aiUi4Pt6riaJzstz+PM/l6THcfSzayyQP/0pvHypz/94/HXA/vq1+n36VCTD8zRGEBhr70qypFZL7yWJvi92dyUhOjzUXHs9vXd2JilTkigu4V0Z69UlXJ8beWYTbkYmA841RE3YL1Uca9iDZSDwGLgCrE9n+t1v6DO/zEzgciGgd9cXgJuk8OXYBEJXkqq8mAmkni7h88kW5H3QU7zA45msy2kp2U9cQt+Xpb3lw/2uZE7DSAD5wAD/otRehI4sx0WpeV2u9KwuHUmFHnRU1Kyq9NydJzB2wSrMl475STIB3lqSc6PYGxaJnmsf9AxpMpbtuNKabLSu25UK5DqV4hl8R7EA80RA3ndFILpGAtMLZPF/MhfBWOciSgNfEqT3O/JkhLbuhetEWZx8W2RsnkIzEOH62a0s+L4tcrEXwac72tfXC8l/eoGu1SAS2Zkar8o807WepZr3MhXpOGxuU8dm5bauBZhkHN8inU4Kkcm83BoGl5mu47ttZfYadN27gSGspe6rnYb6ykqNk79zH0ee4lzeraPwW1pd2Ix8DbkL7l0Z7KwDsNZQZVTVBVi7WNa+YgnYUJYFcKPrX8UKPLb5Z1/U7O/bviMH/9jNssFpCCzVkptiYWoODLfSnfUINs8E+GrdeZHLKnv0B39zgbW/a3M8zSFPtkWlYJvm0rIkT0kXpkrvgbHmfilZSLe7lTgVGSyuoWOsq+0DeQjAeAyMZjxbyYLePhQpuPzFNp7Bsox23jVpU3MB53isPqK+sgY1BrKm9+4by38l4pQuZUFf3yoouKofMrbqE8RzWa+9BmAJ1LoNWfCDFjz8bxX4a9tGR+/KmwMC5UUhedLiTJmCZqcmF38ufb6FUp1FXZG76akkZLYrUuKECuadvobBA11ryxLQtkpJzIKuNPfZAqwTSYTiichMMttKoCwUSxF2tadeWx6YxbkyLNkWVL76b+xsg8aTqa57ttE+nf5U7zV6kMS6DtM3sPu+IXtL7VGx0d6092Fxo/uhf1+kpH9He2B7ujbT14bklJCMdA9ZJl6giQhctjbZrCKgBK+rcZaXGrfRF4nIE13LoCVPW9Ay8Q5jSBaMW/fe3raVbWNhEZOYolg9LByatLnDXdZsSIgZM+Iu9xgYAL9iYWID5lQU+ESMuGHAgISYLn1WLE0lXbU+O9wyISdnw5qCkoKCG24oKbjhmksuiGhgG6u9DXzFYwIC3uM99jnkikssSs445R73eY/3qSiZMGHKmHvcN9b0NSENDjlmxpQbRlxyho3DmDHHHDPmmpCIHXZZExPRYMQtbTqENOnT45YRjiEmb3jFNSEhDSICRozoMSRjQY8OCbFqGeBSUJrCbg4JG6DknAtKMv6I/4YBQ1asKcl4wxkn3GFDzMJ4NRzz711y4OPSoYttKhF7BAzyLu5kxZ1FzmG2i2VZWJWFczXio8c23eSAInJYDSNaccCDny3J3h+wfLTPQTyh9eSMnbjHenpO4+kILwpxF8/pR8fsrs7ZHHagMSLJSrw3r3FnM+4MjunalnKpB32B5MFA4CkuCD76kQDxZgPf/77A9fk5/OxnAuizmYJ6l0tZ4btd/dRZgQ4PBdR9X+/v7iomwLbh1Sv9Xq30vJnN9LlxHPjP/1nHl6X69314/Hj7nD481BjrteRJm82WIKSp5jgYiBy0WvDHf6xsRe22xr+50bGbjT6/z5/rt2UJDGfZdqzxWH3/1V8Zj8cjzTVqaIwqhnt9ecAdDzaOwGFt7Z3EssI/6Cnbz4c9pbosShivFZMwiRU02/Akd9kNRRZGiQAqaK8ajgJyDyPFP9SW4aIQQLYqWcL3G5K6eJZqBaSFQGFgrP9FJfDpOgK3Z0sjWyllYX8yUfCvbwuQpqWIRVrAJFdSiM/HAuenS5Npp1Kl5zTfBti2AnncZ6kp1NVUf8NQ7500tM55Jit+YsjEINSYBw0RgdDW+f/zG3ke2gHs+Iqb6Ppay3UM/6KnWggXa3kvBj6MUuPlCUx2JSPP+v6OITJofocNBR7fbiSdOsi1/riE2Vpeiz/c07piW/EGaQ7jUmRtk0uy1PBUTyEpYdeXB6JOK5obT8+7gcRlpf23rC0ZKCuRlUn8dTC/zvUwPV/JC4HxRPjOdow6JjHOtx4MMN+L/O2tMn3cJDBZo+CRCnZC7OERlZVRlQvJZu0MrGsgpypnwBjoaI5WC9ihqs6oqhNTQfnrsLqqKnQjO79TUqPvyME/dnNc6funpwK/li2QarsCzLVXYDNTBp2Ln0mP7oUCx04Ezq/g+A//13sOQGPO3mzrLdQ6+Yb5UkpmAq2wlegEQ1g//no/titpTf3Js22Bufm5yUxkgk6LVDIUx9MxOx/KgzA7VaBy1BPRmC0ExN1AgJ9ShOTy17D7ibIM1XUPso0s1jX4T5eSp9iWrD1ZrIdO9668GflKnomgpbW1jqV7X91AM1RsQ9CWNdtraP+f/gfFXjiuXgsSrXV6JiIU9SV1WpwLSNdjN/fh9ksFOjuxtseq5Nb+8P8kADx+YQKwLe2PbUsilCcijRUmjqLUfnYOjbTKBHCVmchIOtP902grXiJdyUKfzCU/quU+bqD0pmVuPFSBiEtlPFaNvgKSm7uSrd0+1vy7dxSXUhovyHps4lWOZSWcXwA72svZa+MRSlVgrsy030FPhApb44ctxRdga//XY30mNjMja8pEXpIZrPxtPYdoSJ7OmfY6b2/B/K2cxmLGlBZtXDwCAl7z2mTLKWnQYMqMz/m10f5blFT4+HTpccM1Ni42Ni4+t9xQUrFh8XasHj2OOOGKc94Y7T9UZGTc5wGnnPOYL8ThcI0uv80bXr8N1C2M/v4+7/PUeBU2pBxxh4oSFSULaNPiAY9IyUhMsHFlKvBOmdGlQ0SDCRMatLjgkhtuiGjg4nDDiD49NiRMmWIBIRE3jJgx4YB9+uwQEvCaFzRp0KRNTsGYS3x8Nqx5wXNKKjJS7nKHJWtKSq64JCCgQ4f/hj9lwOfMWNGjz4ABv+KX5v2uES8lpGSEZYBVlliuQ1JuuPs45eNfjrn7smCQr1h8GjP6/gHHo4hP/srmYPdTIidgHRZU44Sk5dFbupTpMcubkGDRZhJ8SDMtCU+XTPMFYdVl399h97KkSm/Y//ICv/d9kp5Pee8Dgl8+IXh5A801nJzI6t5sClz3+/o7zwWOo0jvPXsGP/+5gLnrCuw/fy6QPp8LfHueAPl4rD7abVnos2ybTchxdP5oJK/BZmNknG3FFjQaGu/BA733/PnXrfmNhvr+9NMtOXBdkYizM50bx/IE+L7+/tM/FSlotXT+q1d6rw5u7ve38Qg3N9uxai/InTsaq8rVx6AvYLZeg91QXFm5gqIjoG1ZqnFws1Z6090Y7KZAby8Q8PzFrTIkWZbSf54uRRiqSpKZSWwAfaDn2yZT1p1ZLIt3hc4dRrJozxJJViwL3qwEWH89Enj8qA9/dqxn96XRs99ulOc/KRT7cKcj4Pp0qvPargjAKpOVerFWMOxRU1KZe2097zueAPmVAbShI+KRlsqeYyF5TWArDqMoDcC14KgB/UySmE2lY3ZCU4cAk9a0krzqYqm9fNCRRCYwkqdjW8HAF2ave4H2pOEo9sCydE1uN1rnH+xKujWM5CE4MnuWF9qPwJFkzLIF9ktP2v6XM3lkslKW+GFDBCZ0Re72I7jbkaGvju1YppJKXW+0j6DrUZ+3yUwF53eMlLaldc1iE2NivDKuvS22Fxj8U1dhLtn2vzL9td/xPGxyEaS/rVkl1XWMNcuhFek7p8qxbj1wM+jZUL5EATK7VFWACqbliBgMsSxPGY5IqcoXYM2BBlXVxLL2sCyPspwjL0OOZEl9LGv4OyE7+o4c/FO0OjtMtjHBopEsrrVEIllI776eGFBlwHkeCziPX+i87l0RhObu3y+V6bvNDWSBT41cyAuNXt4xkp3qN91/vqdMQMlC41aljq0163XzGgLZoyeyHvuRqQq90JrcQFZg2+VtDYUsFpj1m9t8+3m8nZPfFuDt7GuMIhHodUNZ7DdzA3g99V3rNCcvpL0PGiYQeqXsUI4rMJ/O4OZzjVNa8oJkGx3rmL6KRJb09a323LK05iLWHKl0DZOl0pxGfYH9sAmJo3mvLreg/sm/hw//DyJEddYht2WyE/X1ZRJ0Vf8iXSpVa994WDBfFtnKeH1yEZH5peIFso0pCJersJkTav/LQqTl6ld6rTQBZkHb1A6wBMbLQvES/QcmdexUUq06u1DYlfQJNF7Ul+fAsvS7yJT1aT02hKppiq5ttM7llYmrqPQFkkx17Vc3qjeRrXQf7HyoPZy8MvE2lZGYtUi6Q37m/Ort7ZaSAg5L5lRUvM8HLJmTU5GQMGFKlx42Dh4OI0YUlKQk3OchOwwZssMTnjLiFg+XBQsycv6IP+LynTz9T3hCYVTxTdq4WLzmFRUlOTlr1vj4rFgT4tOiTQUcccxLXvKC5/To06dPRU5Ak2tu6NF/W5yrSYMNKRkpIRF9+pxzZuz+PjYbMjJ6DNiwoaDgmisqSlw8GjQ55NB4U2IycvbZ44ILU0XYoUETG482bZpEZBQmALmiQURJSURkgokrQ0AatOmSUVBQEpPQpo2DS8yGJh3e4yMsKl7zhgCfCRNKQ3iqvCJa24SbNVZRcbBq070pee/zNXbUYt6zuLMYsP//PiM6m/J+6/e4UxxjryBtKiC6bUdc3TwjXU2wz8/wRzbHzRaflIek40u4viBIPsSfeMo98OQ1wWyNH2fw//z3ePv7su6XtoCwbUu+kyQC453ONljY90UA5nP4d/9O563X0u07jjwGo5Gs+/v7ygLUaIgIvHplNNupYg36ffVzcSGLe+1R6HTUZxgKiNfnzef6TO3sKHXp06fb5+tPfiISYtuad68nYlEHHmfZFuAfHqqPdltjDYciN/O55rBabTMh1QSlJgywNUJZltZQVUrt+frcxGlZcNCFtQGXrpGvrDIBug/7pmaBp/dcW/KYJzNZn0/aik1oeNKYXyxhtdC5SSkreSuAVQxfTBUf4FryKuxFAph1MGw/FFCPXLjywLcAXzKYda5xPhrqOdj2RSZez+B+X0HCgWM0+67AdmTrOeXY2yrFLpIrtTxZul/NVFnYQUSo5Wv8pzORhNBRf54LCwNan0wkY1qmkFkC4S1flmjblvTnONQxjqW9erPU2urMQ1GpjEeJAc3TRBb4wJX3AbQnf9zRvG9ieRlcW4HKew15KzxbcpvQMUXabLgTiZh0jJTLtkRYrteqS+E7qtdw0ITDjs47aJg0r/b2nIYn74Rji+TUnoG00HoGvsjMxVrei2G4PSZyIWzo2saFrk03ExnY5CbWQV9/7EbyqICIyw8G27oSdiXvk2uLNP1trRjA7JSqEei6VC5YGVXDoRotoHUJ1Qrsh1iWq9gC6xJwwEqBNlU1g+oMqgthCmfXpEDdUHFGWQ6wrHOomlhWJA+CNTJxC7t/+xz/N27fkYN/iuYGMHwkkFxsTFaclqy7VWWq79oC3FZlAHglkJbPBaaTlcDd4gauv1Tqyva+QNrftznu14uO1c12eJvu1H7nVrADaA2hdSQSkxgd/zdJxPLK5NkvoHfH1B+4EeD27gCBkZF0TEG4SJ4RNxBQx1jeXUcBq1iysFeF5Dl5oqJm6xvJftymvqxto7fFUpEw2xEpSZc6dzORLGn2SnIc1xFB6t8XCHVcXYsig8oWQUsXsoY3dySJsVxTzMwzmZVsWcWLjcYKWwLZk5cC54Vx6zrhNhvV7CVcf7WN+ajdnTufmD1qSL7T3N3q9R3j3YknOi/qaz5FBsmF5oMtoL0eywvghjrWN8FlbqgA7jKVRMquFACfzvXwbOzoZ3Vtvvg9OPw9Afz1hTw88UwExHE19nqi/cOSNCkw1rQ8MaR2IzLptwHHFDg7MnULlppbrd9dnul+bAxMbQMjQeqdaG0W5Omas+Vfc+Y8eHu7tZEnSXp+eMj7LFmwZEFBwQWnlKYqLwbY52RkpAZUK9//iBsmTAiJmDDmyADsGfO3Y/l4bwOWdzlgxDUWLhEBFZK6veQlZ7yhSdME21rMmdOkhYfLIYdsiLnmhoqCPfYpKFiyACoadHCxTdGzGwoKdtghJ6NlAqEPcFiypMAiJ+OWCX3atGhhAU94zC477LDHAQdvycuQPebMOOGEjklFmuBwj3s85bGpLbCkQUSHHm94gwUccERKyoQxX/IVG5b06HHDJRkZe+zjE3CXeyxZcM4pHj5t2mRkZFlKsMxoTir8TcnxVcoH5zmN2ZpGtMvd1yHZ6IrO4oLj1kecfFVwcu+IbHqJtRip+kQ6wUpSDiYj1l2P9T6EfpPOokUwT1Q1niMoNwLlT54IBEcRdCJ9hv76rwWQj44E7i8uBIjLUqB9NhPgTlOB7l5P4Po//Sd5AyYTvd9uC8zXXoHacv/RR3p/MtEYYag5NJs69vlzjbtYwHvvCcRHkfparbY1C3o9Aa2q0muz2fb5eu+ejl+vtx6JWv70B3+gNaWpSMwHHwjUr1Zb70DHeN2++krzXq1EguoCat9mvUwSrf/VK71/dAdKH27HsLmEdiiJycaDk0MBy7QywbFrU9CsJUCclgrObTgC/7sN6erLUsB3EgvY+w50XAHCNxuYrgUSh0Y2NDW68kFoMtF4IgxfTfS8aPgCpesMxrHAc9NXBqS6oFcr2GY8ejGTxMe3BLzPlgJ3Q18A93wBr5fw+0Nd/ycTBUPvRvq+jnxzvQrJd0JXRCZyBZxBfYxikZ/I7FGKSRjh6PjcyK6wBK5dBM7rlKuJmaPrSTY13mj/Wj6sU6VY/agDoW9UK7YCfH1ba08rXYNRomrLk0TkYhjAB114vTLSq0TXIy2MfMrWuO/11E9sZEJYIjSnK+1bXkrW5NmmfoUJMn/7EHV0PUbxdl2ODZcb2EfX8WYtj87Tma6Nb/ayH4pErnN9bdTZs2zr696HQaE5pYU8T3XNhL+l2dWQipzKlkLAtj9WtiJ7SbVZIO9AgGUbYlDNoBwLL1g2WKFIXlWgOgcJVDdUVUdEgAVwaoiBDKqWZVFVLbAmVNVgG/Pwz7R9Rw7+qZrjqRolyCo9ey0QZRvQWZUChfM3RjtfGemPJSBludKmF8azUGxMbML6bx7379MsSyByfiqw7HgCuY4rqc9mjAD8rilg5m0twlUly2+RyBoPWl/3RJKR5Q0MzOubqaRW7WP9vbrRh8pxgMqQJMvIZGZGrhILeK9uNF6+UT/YAvB+Q6RkfqaYgnQhHfxmLNCeLUVMmgcqeGbbJth2COlUwLkqIOpIwjN7bbIZGUsFha6BlQnAlqUJtDqQhb/ITfYmI43ZjEWCvEh9FInIxOTFVkP/8F9LohSP5U26/2e6F/ymqYQ91JxtT9KqZGJIYmDGmMo67xuN6+pGBDQ019Fr6LjWYBs83rsDFz83AXq+yXwS63q2D9R3Mtd19gLFC0R7knwVse7FZKlr0Lur67oZi2y5vmIuilRSgs1IRGp1A/sfK3ZlaaQZ6UYkr7WvuUZtXY/pc60rGoLliUAWGSt7xsLN6RdbWVGPPjOmb4NhY9bss0eHFhk5c6accoqNhW9Sj1bAkB0mTDjkkAvOKSixgZTE1EGweMZTWjTe+XDIsh4T85oXVJRkZHSNdGhq0pzm5EwZ8xVfUpDTooWNg0uLhJSEmDPOcPGYcktCTkyCh/+OZd+mpGTCyNQ7yFgwJaLJLrv8ml+xYsWMOW2aZBSszNqhYswtG2Je8pw+fXbZp0OTAUMqSiLCt7ERS5ZkJtNRYIqP3XJNSskhB8Ss+ZIviGiwb/5+wUssbO5xh1e84oQTpowZskuTLu2iRXS9YP9lRvsq4bqVsGrZ9NYBYeHSWlp0rks61Rp8j3YcsJsN6F6uSSKbVhVhB3vwq1/B3bva/levcJZL2t492jeWAvr75l4tSwHyn/xEIHezkTV/OtVzqS4y9vSp+ttsBKx9X8dZllKD7u5uwXanI7DtONtn4+mpfh8cyILvG1C4Wol81IXIej1VPr6+lhxpvRYR2NnRsWdneq3d5m3V4qIQiF8stJ7ZTOTCf0ciUZrvhSgSoalTnX74oUgD6LU65mG10nPu3YxHJyfalyDQeE+faox79zTfd8cajbbejfVa+3P2WiRr4JlMcl042YFfnsKTEQzvm6DsXBbbyBNQKw1Yb7gClpNY4PSpuUYeqoFwvtaz6XojMDmLt16HyDbe5hzmpQD0fkMgsKxkcV9l+k5YJibzTT1esg1arRCJOVvC57GeR/sNWaqTStIfy0hkakBqowDfuZEbDQJDYjwZm86W0vn3fN0jHV8W8aYr6/yTmdbQ8DXPyNbPNJUlH4y3wYP/cikS1Q+1Z51ABcxuY80vK0VyJqnmF7gKCF6kIjGBI1DeC7TfnUCEoFnK0h46Ov9eB+6Z652XME4Fzm1LfVyvtW+7ARx2lVlplUvK84sbeL8vL0FW6DoOI+3jJte1WaTQTwXOe8aTMzdzbngC9bNEZOJ2o7HHRp41z+TFSBKNO01V0figsSWxC0M4Xy8M4fP0TPiWGgZ/a3NtLLeBRedtHINlAVlIFQaU9gIYU5UJvI1FawKJiEKVgPUBMDf/74EVUlVzLGtHRKPaYNm9rw1b10yoYxD+ObfvyME/ZSuLbaCp44kE1LULAgPk6sJXbihAV5ZAsc1yFLR0Xp5B20h9/jFb0BIYX49MEHUoq/J6LC2668vS0do32X3Wmm9deyFPRV6yGLBNalNjHclj9Rf2TGDt2mT2sQRU/Y409lHPyJw2Ikt3/mRbH6DIIbsVyK9Knb+80LwcX2D55iujpfdMylCjwfcMAI1HQKXzkpniQYpUmYW8ENxCGYZs1xA0W3MN+wLnmZEUOQN9QbYOBLyXF1v3frpSwHAN0B2jz81X0PsBxF15QdKF9oMCrn6pL66gCbiai2O8SEUOaaK98pvySLQPdR7OttBbkYkctY9MPYFI16/KRVT69zTH07/S3OwAyjmMX4m8ht135ElTERPHlQenyEx9BJQ9KE+UAjZPYW2kTbX8qcq3tSvKQsHHvQf6wl1dQ3ItkjV8ZILw54Y4mM/F3semavICPI/V7iG3jEmq+O2tumJNTEZEREZOgE+fIQUln/ETrjjHJ2DIgJSMgIiIABcHD499DnjKE9q0TYaiCxbM3tYx+ICP3o4Vs2FsinaFRNzlDp/xGT/lx3ToMGdMYnwTqtp7TUZJlzY9+syZ8iWfc8IdbCxmjLGwySnwcGjSoUUTsIlokJLhYLFkzowpKRltbJ7zjBULbJy3NRoG9Fiy5JVJdBrg0aID+DznJa85o02LBXNcXBo0mTGlSYtbRqaAmscFZyxZ0qJDzpwrLklImTDBwubSvD9nwoaYQRLyg9kjotEVWbzBbn3EgzDk//hFm9XLF8ytNY3bmE9voXQLlkMXH5u7ZzHh9YYiLAl2I6IqwE9gzZrd1xX28BZ+8YttkOxoJND/0UcC7TXwv7oS8PU8+PzzbYrP+VyguNUSCJ5MBJSnU4HhyUQAdjTaegTKUv3VAb5ffPE2RSlBINAeBMruk2UiETW4f/1aSGJ/XyD6yy+3CQ6WS3kyhkP13W6LXIC8Ca9fa22uq9eTRD+zmcb40Y/g3/5bHf/kiSRQ/b6OdRyRA9c12vFc8wlDzb3R0F65rt67vBQxSVP93WjAxx9rjkny9cxIT57omHv3toXWas9DHUQdBDov8uC9fXh1BWcvYHCiYNpWDi3gJoNZJaD8aR/+45lAYl7otedzAdlBQ8/9RSor+ZUB+5W1lYrUkpU80zPRRmDbtaR/v1goQ1BsrPh1HENgCxA/n8njELgwmYuMxLl++hGkmY4/bilObJEpALfpa15ZKbLQCwSKE0ckoCr1bJslsuZPPPUzCBRIvdfUOYtU3o9Zqjm45jzX0TW8SbSWyoablWRJ69TEf7SVDWmTS3bUc+HlRt+zVSVr+nWlGIh+qADvVSZwXaE9txHAfrXQ/3MEhn1bVZn/SyzpUFzq89TwtP8W2r8avJeV+s5NfIVv67psUgVTe7bqKgQezFbw87VJH5urBsUgkPcgNARpkkjyNTTE0rUVr7HJtE9pqtoOvUDEZZ1JWvVkIk9EaakQ3H5Dkjbv7wm0bUtyt8u1PBqeLVIbF1QnDeBUBsrylb5v7QjKW7ACsN5HNRLWgA9WF6wd892s7yvLqqhoUFUZVl0AFROcbMHvAvT+5z/D39VWFgrCLWKTj96W/tsywC5P9GAMe5KlVDZQyuLsGQmShQBYPAVcA8becZltZgKxjifg/m5Gor9P8yJZ/EFAePZav6OukUKVGsOyNEa20ngWApJlYWIRSlnj/aZ+evcFOh1PwHY9NmlLC43nt2DZU8B2kUPjAPY+FalYj5XRZ3Bf4DJdSXoTNA2g7oooJXNJWRxX8+ydGInRWu9VuQJpp6eyxFeViEEyM7Iq4yZsDCXRWY1EOLCgd6Rg3OWlrN6OB3ufwGps5FYzzb3R3mZfKlLtTftw6wFyfBGF5kDvx2MRic1Iex8OlE2oKuHOH8tqvzwX4N/5QOs9/yuRuHSj/agKpY4NGnD4B1pnVZpCeoUAfMcQnt6dbW2JzRzWMyMXSs0elSIYeaInQp2SNR5pzb17hpiU2rP+HXmCZm9g8hpaPd07tqU1tndFbo9+X/3OXkN3YgrDHWhutqs9qb0yywvFPwwfQVVS5a9YOrDjnby9TTt0KSg4YJ8hOyxY85IXJMTsckBKSkFFhcVHfEyfAQvmnHPOx3xscu6HeAR8xRfMmdCma1J7rgxYV+sx5JYxLi4tWriENGkxYsQNIybMsLEICfBNUlLIKCjx8DjkGAeXFzynaTwdXfrk5Fg4jLjFxeMR7xER8hf8fyiw2GOPR7zPU57wmC/ISHBwqSjp0SMg4JwLCkpaJmZgyoKQESfc5ZpLFqzxcVkwN+fb2DgsWWBh06HHK16Qk7PPITFrJowICPFUYowpE+bMiIjo0qG1ifAuRjALCbIO3XmF89UvGfgu/92fJ1TXbdLbNcumS5nnBBuI1gmTEwhzl72XLnaVc/rpCs92Cecxu2ObVh4ImNaZgOpqv9//voDuZqMYgF5P2XlcVySgJgN1IC7o/1EkUrBc6tj5XD/rte6zRkOAv9MRKfjqK4H40Yi3BcTimLeVjCMjp2w0tqC+09kSmdVKIDzLtrKgGqC/eiUPxw9/KODVbG7nM52KgOzuqq9GYxuAXLeq0vmtlsaJYxPLZMhHFIkYgLwHh4e8zcT213+tNbXbWxlRp6OUqHVtBOcdQNXtiiClqSRKVcXbastJonPPzzWebQtwenuyUF+dwp095c6/mile4N6e0mK+XOjYqzW8NFLQex1Z0fciAfdXUyhdfTfmJaxjAXTfFTiuwZtlCeT2PUlyrpYKxI0K81x/x0vgO9K5X29MES9b4DLORAAsS6B/XYiIXG/koYhcFUubJyIhH/WVmjR09dXbdCWPGsfKJLRIBIBtB66XSv+a9eGoLRJhWZr7PJV1fGWp4FrTMwTIEkDu+PIU2GadTiWs+YM9WfJfLSWHshwj6akkEcpKBWcPQhGaVS7PSVZqDGNrxLVU1TkvjezG1XhVKWJxvYFloWO6HZGa0BOAH2+05pYvuZhtwcQcH7ZFxFapSM3jsa7F1EiYXFtB2BbydvRN3EjkbGNK8oq3hcrqOgc7oeY5jeVx6PjwZqRr2vB0/HWsOIaOrwDpv2/rBSJdo1jrjVyqOxFVeAGV8ajkHvBMqW+dPljHYMdQgmUfAiFV9QaqFBnKIirWQAgMwDo1AcouVVWCtQR2/tlLiuA7cvAPb0UusFOnLPVbX88slCyNLMNoEItUoPXql7D7qYKW12PzAI7VX+fYFK/y9F6+1oeqKmQ5n5/pvbqtLo2WfCXLf+fYVDD+llZVJr3k2gCz5jb95bttdS0wazsKIvUk82B1K5BZ5rJOu4EhMQaE+w29vr5VHIFvYhwKI1+xHVXCbe3qy+v2K/V7dGgI0FJW5MF9SZc2U1m6vWhbAGz6QnEQO+8LpFu2+k+WWtPiQkB+NYLRM95mZqoKrd02cqjI17m2r58yF2mJ+vDgXwugzs8E3hcXqgGQraShj2dab2NoyM2OiV3wjaTHxFZgaYydD4znyBfRiqdKczp6Jm9F80DjdO/ob8eTl8Zrbr+8q1KxA6uRrO7NofT6pVlf766I0vp6KxkKjKcmTyVH694V6XI8EwdjyJQG0ByCPuy9r7VOT7cxD0Fb5yYLeXq69wyJbWgPWru6T2uSk66MHK6h61nE6mfy3JCjifqk1DyO/1jF0FY3KObAwrccyt59bH8Lllas8fB5jw9o0eIxj2nRok+PmJiSHBuHlJQpU2LWLFnTpMGAoRH7tPkZf82IWxo0iNmYQOID5u9kK7KxOeCAkhIbh2suaNNmyJDHfAVYePgEhDi4+HgmG1KHLj1cXGbGKxEREdGmTZecjIqCkiEVMGXCLSUxGQ95yAMeUZDxjCc0aREwxMIiImLMiAuusIxsKiEjoskhx0wYc83V26xJPVPkbUVBQsoHfECDiCUrLrgkokGf/ttq0Q4ea9Y4eISELFjQzFu0U59B2sWaTmnmLm7lkPUaVJOciorDxzHl0zlFXFEVPQ4vU4okZvBmTRSD/XnF5NBh7fvkoccPf15xMLcJusCjBwL/Bwf6vbMjEPrll7oItUegKATor6+Vuefqagt2Dw4kHfrpTwXIz88FrsJQVveqkoynLHV8HR+Q59vMRI6ztfLv7cnC7/sC0K4rIF5LlWxb57Za6m8+1/lJotdPTjS/OJZnYbVSIHRNJI6PNZc0FSCfzbSuqtpmM6qbZWlM39c4k4n69DxZ+MNQ85rPt7UMViv1d3mpudRFz5pNkYUf/lCeiLLUOusWRZqbZWmv223FHoSh/p+mWmerJWKzuwtNW97sVgb7PQFYx5fu3ttAnMCvx7L63m0rpWdcyNLcDmShbrlwpwuXS/h+Szns7VuBtlWq52jfFZh81BNgu40Vx2A7ku04lgJxi0IBuJ1AJGFkyFTkmYJZvuIhyqWAaVnKkl8Ya/hOJKt1o1Rswcd9nfvprrIrPerJ4r0xVmzfF8BcG6PYhi0AXibwy0SEoh0anbxZ7y9HAu2+o4BjO4LRWiC/7Zv6ECjg9v2+yFXgwNlChMO1NOfUSH7ud5Wi1NgXWSamoJuRSt2s4aAlFUtiCMk8gS/Gkl4dtbRn00T7sMx1TzR9eUssS1Z9EChfZyIfZSmPz7oyXpCN9j8rdG13myJmWSnvwPlK1z8tlb1pk2uOjrWNa5gZMhg52wDkli+52aul1lUTiciVt+nH17pOkSPiYL/zGfrbWtvXT6U1VOUEiwysR1TVBOwzQ1wDsB6B3ZWMqLylyl6DcwAEUC2AGOwO0MaydrBth7K8A9Y1FbGIHftYVu/vPr//Ddt35OAf0vJEXoGq0AWPDUjr3tmC91raAgK/Fz/Ta5spjL4SODr4PQHFzpmOGb6n49djWVvHzwQuW0cCWnm6rS0AW+IBAorLKyMdeYekgD7Ei3OTmtJ88GsN+btkojR69KClDwu2SIFj3Kh5InDXPtLx7QOte5LD4spYzXtam2d08nVRrnebbQuszt7A7RPjkYiUMeD2sfY0W79TH8EFqzAZfsqtZMkze2IZMjO/UKCz7UuiUlee9ptKg4qJOQi66rcstC9+YIJ099Tn/NQQroms7N4K4pWODToCwskCxs8FehtdsB/q2LAHQaRrEfXk6VhdSTK0nkCyVsxCspKHYvxUJLCuRD19Cf2HsPeRAsqodO7+9+DylyYrUWiCn32j/ffAHWg8HBHQ1ZXIkBts6y1EQ8mmQF6sIpeMqChEgqwLeRT8BlCKhOSx1hIvjCfLyKzqgmmbWxGXaAhHO3otT6D/zj2yGsPL/yzyUlawmVP5EXF3h6R7jNXvgfch3HyO5+REboeg+wPeHzo85enb2yYk4CEP3gLgBzzEMVKdnIKEhJiEhZHleCZ4+CGPeMFzPHxT6Cs11vjqberTgAZdtp+nFUsmTHjAI3p0mTLBNwXEwMHHo8eAJg1SEjyTEegej1gwN/NWEHJIQGis8TYuMybkZMyBZzwmN/9aNFixwsXjDa9JSU1dhpCcAhubnISIEA+fjIwT7hDgc8o5C2accJeCgiYNU005ISDijDd06XPAAUvWStGNRUlBgwYFJXvsMavmxPGCMl2wu4zIvAQrWdG+XHE4a7L2LgkXBbypuON8j8PTKzbnCcvVjEWQYKUpjaSkNQU/g9BK6cU2qe9it0JcL4QPP4BHjwROa1nPzo4kM+u1AO/z51tpzl/+5Tan/7/7d/r/YqF7erVSX++/L71/HAvQPnyoc+vUo3VO/81mK0dqtfQ7irZW+6LQj+dpTs2msUoXAtppquOGw60kaD5XfEIN+GsZTxxvJUtH5vOwXuv8R4/0/9vbbdxBLZmqWz3/WkLkODr+8FBeieFwm4J0vdY4liVvyHot8FpLiOpA4x//GP71v1Z/RbEdq9vVXkynOm6x2FZlbrfVTx1QPRptv2N8H7pNpSpdZwJatiVL9E+uZNnf5AK8q1QW904kMGcZqcp4I88CyPrsoGff0shpBoGA4NLo0p/P5QnwbQFRx1U6UtsWYK4z4eSlEM4kFmDOcs0nq4zXINM8W56ebU1P3xe1BCbwBWh/MJR1epVrbZsM7rVUsTfORVQiR2sqKklVer6qKCeVQG7Tk9dhL9LvVa45F5UIw9qRVKYXKOPTe10RmTrQ+ibRuq7XSoXqO7LmNwMFGHcCzfuoqYrO17H6qrX5s0R7lVbKFDWKBdprb8tB08QgetrDCp0TOPC9oTwstYzqq6mCihueyNLNRusPXO1thaRVlaXMSRUC9nUtiv2G1pRXkiytMkmIVrnISsfXWLWXAbbju+9gmziXR2YU6/e4VH8nrb9TUPLX2ltSvoAqwEqATUhlVRAGIgdcG5lRQ54E+yWUb8DaFwbhIZb1CPud5C623aKqmoi12b8TKUzr9h05+Ie0xaWA3LugN9vIet82+lLblU4SBACrStbmbCUgWmYwegx73xMADw0wqS3slDon7OohmhqrTC3/+WazHfPATwUK323xXOlRQQ+3qjIVigvJeN6SCUsfkrKUtblIZZXPrwX4wq4IjBdux2zuKD7ADfSQxjIP66NtSs9va35D5KayFRScxybAdgLruSoMF6lAaTIXmQhaypjjRiIWzf0tYXIbqrBbGhevGyi/fp6ICLT3TKYBS6+19reWda8lS3e2hvOfSF4ULwWgycHfhcEHSg+aLCULuv61gHWVGmuMC7sfyOtw9Ie65rdfyNMQtEU2xs+1165v0nx6QCHSdvOFsR5O4PYpXH8uktA+MMHIM5EJ1zcEzsh9Wnvaz7KUZf7y51oTJVSGQC0vJAsKmlq37eieWBgykEx1bcOO7uPCSMvmZ0amUOkadY41/mayTVvqeCab0ZVqRRz/oaRd7UPNa3UDlz/VMbNzmDyjpGI83Gfl3RAXEafuCnoWh+ExTmOfpr9Dyx3ykv/Ik3fIQUVFSs5HfExJyYwFc8Y0EMF1cRlxxhteU1JyjwdYlCyYkrDDz/lrAgJ22QOTVvQlL4GKlJQZ07djbYgJ8HnFCya06TPggCM+4zP+hD9hxIg1cxISo+mf0aLNY77ExiZmw4Y1A/bIKLjkgjFTMmKmzDnhhJgYjB/hNS+4NClImzTJyFkwIyDigH0uOCcgZMkKn4B7PCQj5TUvcfCYcEVGTkrGPoc84yk5GT4+IxPovGSNT0CX7tv5WFQmPsPHqSwOpk28JORyOcetEtwSosSmN6oIr8b0pxZHNLg/H3BUpIR4hBcr2jcrdqsSqhK7VLyprYsmT5AfGo8aAszrtQCy48giXmfkef1alv6bG4HlljFeZJkAeFVt5URFofPevNExx8cCtWhMkmQrxQlDeQFOTgRuWy2B+FevlE0oy3RuqyUQnCQCzD/6kQD6z34ma3ya6vfr13q/KDR+mmouNzey7h8cbC34x8ciH7W8pyz1XrutuIqjI60tDAXM6/Y//A96b7FQ7ESSbGsz1OlM9/b0GX3zZutVKEvtaT1GnR1pOhWBGAwU1Pwbz2RfnpTZTPuw2ejYw0P9/vxz+Iu/kMfEdXV9rq5ExGxLFm0LAdKbGBaWgOsXaxGEqoJNCRdjEYDQEWhf5rKsT1KBwwc9PXOuXQHMopJWfpUJvBbG+9B0BawbnoBiZAtg365lUe76ev3NHF4uRTxmxhuRGIlNUUrWU1SyjjfcbdahONc4u5H2uCrlGXAs+PNLAeUcgVzbESaYrDS/pJSsquOrj+OG8OGbhYB0xxcxiTNdr+O2PivHTe1FZYlk2JbSgS4SBegOwm0tgQplWPp0KDA8lt6dViBvwDAUmP6vV1pnw4eLmQnULpSBab8hgF9VknGtcs1hYObwoC0vzyyRd+ezkeIl9puSb01iI7+poGnpGmwqXcudSJKqqoKep72725ZHoqzkDegbj8V1onvhrRSqEpkrjDEwclTsLs4l8aoqkcqykmclMlB2aa7x4BsY6O/aKhuuFjC1qOwbwAdnF/bn4C+ATN/bTgPs+3rKWQ6WdddIhtbA1yVOIgT//GVE32zfkYO/bysyk6HnG/IdNxTgau4ZS7gvgOU2RSbq6sO2r/eDtgC75UsK43jSmrcOBJxtT+Sjd0/kAHRutvrtczNfxL/RFqfKzvNuGtQy3+q8a++BbfO2gm88M8GqPa3LDvTl/k0vwGaiPWntmH5LSYtGj2HnY3kQ8mQbt1B7VopMMQ2uKwKwON8G5BbXCla2bWnfi1zzDdoCqI0d45nxZHV3I6V59Vr68qwzKw0eiXRcfaHrkC/VlxcYWZEjqVRrT4RseQ0YuViZi0CFbQVJp0vp591Ye9O5I49E0NK8p28UwLwaC8yHfejeF9mh0r7msf5u7CqGIVtpDZtbCIe6Pxp96fhHjzVHN9D5m1s4+KHWXiRKEfrutd5MJfkpM+n+LVvrSBcaJzVSIsuRZGl5I8+RG8rrE3UkC1pdm+vc0lzbR5IcWZUJahwK0KUbmL+G/vuqklzLmdZXCij3G0pP+9X/Q/dMZx/Gj+Huv2K1eMq628UfvMdk/Gs6/X9F5fgsvZK9xj6PeUbBc37Jz3DeeUR1aHPGG045ZcAAFwuXgBlTpkzpM+ALPqNJmwCXioId9siouOKSj/keN9zwMd8j5BlLFgwZsDbFvgK2EiYPj/d4jze85pRTzrlgjwN20H3u4xPTxzHBzjdcsTSBzV3aNEzRslNescMuDRpsWDJlToPG20rLPQa42LToMGGCg8OUKUtW7LDHPvtMGXGP+5xyxgMeMmbEhgUDdmjT5oZbIpr08EjJyUmZscLFoaTgkCMG9KmqilFyTrNs8iPvB5x7VzjXM6zlhrNwQqcIOZmGxD4Q97BtGMx8PjrtMi+m9GYb+puAbtDi7rRNuLyFqsIqSzzz8xutLhbWNsaP4VAgeHcX/vAPlXFoMtkC0k5H91ldRRj0mV6vBZxddxsgXBQC/3kuQP/97wvE+/42befJiYBzVanA18OHpv5BKZJQFyvr9wXcq0oeg3oOs5mCeotCen3QPK6utpWKj44079NTzSPPNc9790Qs6qxEvZ5AdhjK+1EHOX/wgUjCq1dfzzT0wx/q2CdP1H8YbklNo6F9aza3noW6JkKvJ+/B2Znm4Dg6t9vV2q6vtTfhNwDU8+fq7+FD9Xdzo7WOx/LM1Jmfdna2QdY7O3rNtuQ1WGUK8rVcVGOi0HuRq/93jLxmECh2gEpSlOuNLNm50Zln5vo7GFmLKzlKFquvwIHTROfOMpGEYaTiX8NIcQP3OgLyrwrVWXg8FgB+0NZcAh8eBXCxgbtNeRMaHpw04Xyporkf9sz3uSUP+cu5wPFhQwHM2NA1FvMkVkBxHbPw8VDAe52p4nPgbgN4H3bg/Q5MjOfkYqV519mWKgSUV5kJ5i6V4ee4aapFVyJij7ryINjW1lNQ15kAEztiaS2rVJ6QjgedUPNsuIqtsIATX56NnQB+uKvxL9fS49uWgPy9tuY/T3UNUkOuLlcoZrJUX4tM3o+80l73jBcgdEUUQX3uRiJqPxiIFNUxGrYlsrPMoG/I1N2WJGVFqXGXha5FXe+hNDjpYqW9+PvIi/IS0gJrEVBNLig7XbRpe7B+A8978NAYMstrvVc5ZowlFQlWFYI15Zvk4He1fUcO/te2shTwxtyIddGuxbl+NjPl1i8yyTR2PxTYXo9lVe0/guEHxqIciCj07upv290GAgNvU55+WytSA77933wvmW9z79et1pzn8delRc2h6gMUqQq3VAgEtw4ExPMYHHN8bemuMxela7j+TGlEsw1MX8s70D40+fsrAeymIRK2I9mRdau5BB1VSHYjSX02c4HyoCWg2TkW6K0LpyVzAfOwo7ktLnUZykLHXJuHWhmD1RJwt4DC11557W2cR1HJYt45VKGx+ZkAd5Xpd++uAHO+MR6PnLdVocuWxr/9EigEypOxyIEbAK6kN3kqwnHxE5HF1EgY3AaMvtDaFjeKrXA8FZc7/UsVChu+B5e/2t4PliUScfgjEZx4IktPncliZWReWaLXkqUAemxr3nXmrLf3l6V4iNU1jFfa83iutSwut16L/gMTYG88TPHYBND5QKlYCEoRjtsn2sfOoe4FNwDPZ9lu01yuWPUTCivDn5xR7n3MutXkglNsbF7zkhZdDjh8e2uuWHHOGf+W/zs/4Pc45IgrznnNa2bMqChZsOCQYxYsOOMNc2akZCyYs2BFmw5XXGBjc8EFKQkrVhTk7HHwdqxXvCRhw4YEF58Vc37Nr9iwIiEmJsXGok2HNSsWLCgpWTDnigt8fDwCSgpmTNhnHx+fXTIiQiZMecFzHCxWJKxZMmHMggUxGxpGYnTLFT36vOY1N1wR0aCg4IoLcr4kJAQqfo8/oCDnmguuuKIwxc1UubiNm9swmhIXE3b4gOZyxA+/Osd/fU1ws+LKu6Y5q2i39ljshHw4njJrQZiCf/2CO26HPl2GI4c7mUNjPZHU5Poavo0U1M2yBOZnM4HXXk9g2bZ1rm3LWr1eb63qjcY24067LUC8XOrv5VJ/x/G2BsBsJhLQ68EPfrBN11nXNghDfc5WKwH40Uhzq/u9vhbAXa0E7h89kkX+9lbPrdoC77rbQOU61WmjoXVl2deDdp8+FXCuYx5q0rNabbML/fznAu/TqUD5v/k3X3++1x6Rx4/1+iefiGRsNttMRLUsq5ZD1efM5/DrX2vuDx5onz/5RPOtqyofH2/Hur3VvpycaC3X1yIF6zX8L/+LzikKETDXFSHyPP3/7Ezz8isB+3kG7b6szTdrWfALS8+FopAF+IuJqht7JqbkYVdAeBRLYlRWkoe4BiwOQkli4twQgtSA59QEk9rKWNMOJEdJCrArU4E3haGlbEDZStbu07Vy+fcCAVbPPAM/v4Wf3wjU15bxi6XAbsMT2XBsSY2aroKLb2PFNGwyjd0PdB8XJcxj+PGNvBaure+Zo0jE4qAlgjSJ1VdVwo+vBP7vdjWP27VqD3iOCEsnEKD2jFb/9/e2IPhdUvBu6/gKlH4+N8XnPHkRThoq2FYasI+l6scNX7Klpg8PPO0lyNtwEcuiDzqnLI3XwIMfGg/GPAVnI8LXCzTXlqf/ny635GeVaj1xKclU8xvYpcJUPEb37x8dwE+vYGaIu2/BB31d41UqKVVuvEqBI49C61vw0DfbOJY0ygLrIqFyGhAuwFnCVQCbhjxB2Rz2F7AzAnsH+AUUHqp54Kn6sdP/W4f7XWnfkYO/b3M8k3c/NnKKWxPwupEmvshl5S1Sgf4s0QMpWRqNf0deh5snAlqDB5J2LC5N3YBMVuWwL8lPPHmHHLCVa4COtxw9VGxXkqNv8xx4bfVZy4FAABrbAL13mu0o8NZv6/+2YzInmYcnv4WclKXy6ZeFrNvpyrj+nkuHHx0YMjESSAza6rdIjWY+NBl0YlmdHVdSoCwRALddWfGbuyZY1zcBxRWksYBo68DsVyFgm13LSn/0IwWBX/xMMRGWpZScm/HWol8k6jtemorMvua5uNU56xH0GiaIO9P5df7/qCeyt7jSNciNFGr+SuQvnYlANfc1XvdAXoqdD/TF+OJ/NtKmZCvxcUKttyxVK2H3Y9VnqHLtRftQlvpkCnNbFrU6Xe76VvvmBvpytT15A1pH6qfMtT/La92L+Z8br0JlMmIVWq/lKI4CR16n5q5iC0ZPjQcM9WuZ8S1HkrDNWNcniHSNHV+ehmQJlo1VzKEocUrAbWCZ6uEr65pbTolocMUVK5bsMHx7i8XE+ARENGgQccs1Ng4N84pFxYQxU6ZcckmDiJyClJSYDWe85l/y3/KUxybLkE9KSkjIPodEbD8LGSlPeUJFRZ8hGYnJhlTSZ5cNK1JSU5jNokmLS86IaJq0pB4OOQ0iLJNtqEFDcZLcsjL1BibMcLBp0iAjpTDehB49QkIuOCMjYZcf0KBJTsld7lNS8IoXgM2QATvsYFHh4tJjyIYNTVPgrE+f3nVKlgUU3h1aecS9X6+Jnqd4WZe42aQ1Dwiur/HTiLuXkDYP6D+Jad8WYLVx45zGnUMCK8Q+P5cV+uhIYPr0VOC3tmDXAbdhKDDa6QiI1xZnz9O547HkOf2+jlutBExrfX+SqM+rKz074ljvZ5nAe13V2LJk7T46EsC9e1cgfbWStb/2Xlxdqe/DQ4Hf2UxzOj2VFb5OR1oXH7MskYdOR5KdONY8Dg8Fom1brz18qP5rMgHbAOey3MqBOh2tudHQ/t2/L29GnQnp1St5EOr24YcC51WldW02Grffl5W/liVdXmptn3+u9yxL4z98qPV2OrpONzdaz/6+MUq88/VfeyWKQmP5/jZA++pK+1HHVNSeGssykpGe1pKmcM+SHvvpAnqJstpcJwJ+84S3KTatSp6GfgRPJ/D5VKDataV/d234o32Rjeu1CWCuAF8A/L6tefx6rIBcy5bFf5MrfWnXhzMDSo9aJgtRpjl3fRUka3rQ9yVF6QamRkMuycwoFtANbfj5rVKddgI98/oBPJsrdejDrv4+buq90JE0JXSUqSnOBa6bgUhMUWzjBMoKzmN5IfYiEZKWB0/mAtyfjWXR9hz9nZXKDNT2RZZCB349UnyE+w3ZSmxkUw1X+r6qkoV9nWmteaF5Hre2qV5/MDRZmSylG+2FW68PmLFdmJUau9NS37MUPmgrfetJS5KuTweKf7AtzWOUSD5kWxqrKKHy9JpjmXoUlY612Eqdw3fu0ZYPf3oM40TH36xV36FAHo7Q1eftMDIB3Ct46PzNaU5XJu6kbYxkUYqd9qmuC8qggnWM1ToCO6XqvJDcefIR7FwDEYpCbwFtsM6oqv3fPtbvWPuOHPxDWutAso/pa1MAzBKATBfw6s91jOtJyhJ1JRmZvITzn6kSLdUWjM7PZH3HVqBpFoPbVqCpbQt4ZhvzwI++nq2od8+khXS+PRC5bu0jAbY6q09tNW7ubXXA7za/I4t9XdwM9MGtq+/WrZZHzc7kBRk/k+ykzAVMKyNDmb+BzoFZQ0MxFl5D+zg/1fHZeptCM5mKcBWFiMLySmDVbxtrdyApULzQl00y1X4OHsHlL0QQCuMV8VNZ8Cml4Q8M6QmMzCE2YzX3tLfP/5PJuGTmVqSyGK3nmndjqHEbexqzqvTFNDOW8ao0INgReF9e6NoGHfOFuC+w7IbGK9PeAu35hfryW/JGFQU0eyJc5z/W3ljmWmApa1OykMzJsk3WpzHMLkwdjdKkJ43U3/JChHX/eyI3XqT1e5Gud7Y2JMM12ZWMhyWeCtyHmcZo7JoCebb635j9D3v6/+JKno4iV7+T12A5JJPnrPfvkBVLrgddbGuJvZqzbPVJrTnXXOPiARYf8CE/5cdccfn2dgsISUl5xHukJFxyjY1lgLiNT8SAAV/xJTkFhalyrOJlfRJynvKEfQ7wCViZishz5lxyyQ5bq09Eg4SUpiEhGQUDNgQEbFjRY0BKQkGOi8MxJ1xwxpo1FjYjbvDwySk4ZI8lK/r0aRBR0GXOzIRR5wSEhASsWBGYgmWeSUA6YJdrLhkwZMYUD4tXvGDODGXSbrFkiYXFkoU8CWXFnfSAW3dEaecEcU5nUpDPUu5f2txWz2j9ZIpb+bSKgNCpmM+nHFcnNJ6tSFohobXPztPnWNPZVseeXQjMbjYCwvfvC0TatsBlkpjNi7bBrr6vc+v0mcOhAHUdC5Cmeu3VK93Xi8WWYNRZherqx3U/9RjTqfo5PNTrL16or9pb0W7rp9nUsTc35pkaadyzMxGDwUDn1PKl29ttatE6y9DZ2ZYAzefb2ID5XP26rubb62ks29bPcKhjb2+364tj1RuoKyNXlfbp+vrr6UUvL7c1GWr5VLO5LbJWBzkfHWkOs9k2ILr2DKzXmvunn6oP19W66jnW7Q/+QGuZzUQelkv1M5+LbNVk4OpKfxeF5hrH2xiQdwu4vWcr7ehOKMnJMhW4q4xFPa8EOovCpJNcy/rf9ARs62xFjg33urISF5Ys/GkhcDhL9Jy9iY2EpZTXYi8SYOyY+dTpMENXxMCyBGpD481u+prPJpdef2AkN1UpDf6mkJElLkyVXwd8BEinCdym6u8g0hhJIXB6tdYxvqWftge5I3Db8bfVf+epjm2Y+IlNDr+4VczAPNXvX96IMKWlAL5j6Rn/fC49/gd9HbfO4auxCBmI3LiWiE1WyuswToznodL6Wq5qEXSMrLI0IP2bzbLgk6G8G5NUc6tQX81A83ghww8HDfV90NwGHb9OdB3SDKh0jGubzzXweKrv6RJ5Lu60tlmS6mYbL1JZbT0R443WXVbyenR83Te2tZUl/bY2SXSt6udKx4ObHCuxsBcDqs4YirXqE0QWWEOlo+374BoPFxkqhtZFrPP/P9p35OAf0hxPD5WyNAXMGgJg0+dGHtOUdXv8QqC2tS9wHC8FPIcfyYJcJJCbGIIqByxZjQtjybYNGahTjn5TUuR9SwzAt7VGXx6K9chIAKpttiLb2fZbf0CCFiQto+v3zVozWb6db35YPQHj1a2pYVDK+9EwLnXPN94NM8ZmJslLmamvxq7ZU19AsrEjadLszbaug+3CwY9MjYW1Umm2dgW4R48VkBwvwEtExoKe9jCeC5DHU3lNundMetZQ+vp0ozU2d811DOTx8JuSE2GrYnD7cOtBCYcC/+trwFWMRLbWNd75WNKqeKJ98Bsau7kvEO+G0D8wFaIR8eg/UKGy6y9NzYHKEKNUX3BhW/IqbFn+45kAfLoyQdVLU6NhT/s3eibpU9gBq4R8pnukfaDrAnD6Y7j3p8ZD1ILhaJtJazPTnhXGZVwa4hT25XWwPa3FsjXPmy+13zWJ9SM4/a+Kn8mW0mVOX5GXOZtqjX31FU5vl6kPq/RzznoVr4L/yIjYpBrtcMwx93lAjwFPefz2Vrvmih12iUmYMuWKSxqE7LDPLVe84hmWSWUKNvscMmaCB7Roc80VMSuaNGgCDoGpVRByyy2LdzwHc+bccPU2rWebDiOuaNMjIGSffVO1eMKAHcBiwIDXvGbNhoqcBk36DMipeMETKt4jJcbGIySiQt6QBg2WTLGMNDEnJccTd8QlosEFZyyYsyYmJyMkpEmTBXMcHGbVmKW1onOd8cMXEfvrDCuNyNyKpXvJez/f0KnatPp77OYe6/iCzvkt8X6feLfN0dWQvYUP1yM6K4/w5lJf4o2GAGmWCYAuFgKKteY/DAVOz85EGmpLuW0LRA0G6gMESOtsPC9eSAJTV+mtM+SAPgOOs/VE1NbzRmM7Xr+v/g4ORA7OzrYW7bqvumBZs6k57e0J/NYZijxPHoOdHfVXFAL3vr+trlwXO/vZz0ygabItPPYv/oXOf/5ce1P3EYaav+tK0vPJJ5oHqP841vhD4xVrNnV8TSbqVldSrvcjjrdSnsFAXoTJRPtycKA99bxt0PajR0qjWku/6hoRQaA9erz9bNFowL/8l/A//U9bYlC3Xm+bpWk83v6uKnlv6qrW736PtH1ZqstCAOp0LcnKFyNZkXdDAeqXc8lACmQJvtOBg1DBsm8W8H5PgLnpC+TuRbII32+LfBy3lJ1nkkr2shfJ+n+vA1QC/bVspK7iPE1h31wjz1Ydg6wSCej4xqpd6bhpLMv4Ihfw73j6XPzqVus4aQuY7gcC7G0fftCRtr8oTWXmjaQ4jgW3mWSur1FK7bzUOZ4jYpIX0uAnhdHrl5IdlZXeu95o3+apxh3F6uPZHPZCzamolPe/bYjWZ2P43x1oDN/WPju2NPt2KQt/9x1it8nlDXm3rdJtXMidpsaqKiXG2DUehpcLnTcwf2elruGDjuIilrkB7eia+o6IXoXm1Q3eqrMpK1M07h0CW5prWQdQu0ZatcjklfEjxX/UmYpsS3vxN7W8VB91a/mSiT0dY40TcC2qwIL3fSh2VNuDkTHSdcFaQbWA4hJVSX5GWfpY1g6W5ZqPRfU7laWobt+Rg39IW09kzW7tCuCWhTLZVI6R7rgmb35XKU8tFMDaOVZg7+1j6e43I1NEa6DUluNnsP8D9Tk/1+9sY6rvOiaN5d+BDHyz2TZ0TgTw0iVvi6bZnkD9ZmpITUvg3PUFHLO1AYLG0v6uLKlui3NTgK0hvbodyGKfLzVeXdRtbb5MVpcaI2hvg6K7dxWLkW0E8u/8S9hfSQbk+gKnzV1Tg8EzXoZKoHfnI3DfmIDYWPp8L9Je5ht5TbxQ562u5JFxXOONuBTgX17LA7O81LXYGFIRtM14iQLsOkeaPxW07sg7lMdKI5qnxpqOrrflSs7ltSBq6bfXEmDuHOr4xj5cfabzOoewWcLiJVhNCHcl5bEryFLVCygTzcdvaT/Gz3RPuA2wbzTP5t5W2mVZCr4OOu/UZmhonxcXMHwgEtE9MTKsjfamuQuWJ2/DZmwCve/pZ3ml+Iq9j0Q2ylyeLzcw2amMV2M91r3hONDaZ5NOyXbukjQ6jHf6tIMOz/sTboMpfmGzywExG1xsliz5nM844IgObeD/Zm62CgeHCbeAzYI5MxNTMOLW2OEzdhgyZUGAz4AuC1YGRFvsccCKNRkZHi6HHHHOGSBQXjcLi1PeADaHHFJQUFC9DTC+5ZoFS6BkY1KV7rBLTs4Z5zhYHHGXE454w2uumWDxEtf8C/C5x32aNKgoSMmZMKFNh5AQHx+omLMwaVP7zJnj4ZGSgIl3uLMZ4ozmfJA2CC4LGs8n7Lsd3hs3CZKKVT5l/GCfu6M5raJB9GyMHzSYPg2Z2Cmtp2O6Ny26V2BvJtA03pP5fGsNPzyUZCVNBVBtW6DQtrfSnyj6enBwngvEv/eezptOt6kw6+xEOzuyqJelfuosQWWpvtttHV8H8u7t6e/jY4Hm/X3dX/Vc6pSgDx7ouNVqK8lZrbYZeA4OtkHLdSxUXWjt6VN5MYpCx2aGIJ2c6NjXr3X8/r7W1etJh79a6afO7BOGIixZpvMePpSX4uXLbYxCnV41y3ReXUfg3ed2EGxB9+3ttlLyaqVx6piLuh6EZW1lXIeHWvv9+5rnei3JVJbp+Jq0gYjI3h782Z8pVuHqSud3u9t0rY2GXqtTw9aegtlsW2PBtjWvXk/g715XIPF4LQtv04MjR0Gsri1AHloCaL4LV7GA40FTwD0pYb426S2BFwvFDpQIRI8SBS27tqz4B65kQffbAtiPp5Ih3WlJVvR8JkDq2wKGNsqg5CBSkiJrc1mZzDsexBsFA99tCeAGtrwYH3Qla/HRGEctWcn3Gxq7rtZc2QLJo42ArGeDk8rSPk0UIN1yBf4dY0l/r6v5bnIFb99tw9OZ9mFewK4nb0Nh5FlnC3g2014/6ijG4KSt47u+iNTv7Qn87jcl8drkkkMtcpEQF+2NY4lE1W2Tw+lK5KjpwKKSp6fhqRBcyzeSZ18/dfNsSC0Rmbav81ve16XPdcD6YVOvr4w3peVpTpt8m870aiXPUN3H+UpE56Ql63/gKsXqsSMPT15uJVG/rbU9eVJqEpKXIpm2BR0fywFr7cBPMsoXMZyM4ahJZV8KF9EFayOJFBMoPwJrSVnFQAfLGgMlVdUwhOFbMNQ/0/YdOfj7tDwVmL7+zICimQJ4bUdWAipZkqtckqMyF5Fo7QlIRgMB0HgMrYHIwvwCrr8SkbAdEYGLX0Kx2cph6sDRGvj9Q5ptywpdp0ytKhGQbCWJTy1Lmb2RXMlx9XqRC+TdfCnrfnNXVmi/YR5+t1sQffB9OPtrWcjTjdHRp7B3T8A+TwRGGwMzJ1fHrm/Bv/t1T0iR6cFdZ4UqMiOHKjTvKpe3pj6+fWCuS1dzmrzW2OkSphsTCBdqjXZLmXaSuSz9Xqi9T2a6xlUmz8/gkdKDXv9Kkpk6w9HuJ0a2k4h0LS8Ejjdj3QObifa1uYC7/0L7VsTySNiWkVxYyjgUtAFbMSdBCHlf5ze97d40uppjUUiCVOSSo83OjQTIkxchz+QZqSttO4HOqys3hz3tleNt6x3UwcTjF9pjJ1S/RSaPSVXJSzJ4IMI7PTMk0YHbX+l+jXahWMLoStK4nY/g9X8RCHJCcHxKzyPd/ZhFWODtfMioDRUlg6Rk6jWJaNGlR0aCi4eHR0ZMmy1YKqlYsCA16T6bNHnJS6aM6DGkScTa1Ano0DG1AVxyUhbM8Qh4zhM2xEQ02GGHT/iUJm0e8ICE5O1YMWsaNPHwKMlYU7BkTk5GTmEKkYXssENMzBUXTE1AcR3PEODxipecc4aHxwn3iIl5ymMiQn6fPyQiZMmaGRN+yB/wV/xX2rRo03mbXvVjPqFPnzPekG/WNGcZSbFm57pi9yKhuw75cDWm+9UF1nxB3/VpxhMKz8aPXL7/NKG1sfQs6nZhtqS3dundlrIstq6/Duy73W1w7mazzfbT7281+OPxFsTf3GylLnUNAccRkH36VCTj449NEP1EgPW99wQ46wJfrrsFl3Wl481GIPP996WtX60Elv/wD5VSs85otNmoj4ODLWHZ31fGntqbsV7Lsl5nTnoXoAwGGv/0VGvxfb2WJCIAdSGyKNI8kkSA+NUrjdNub+Mo0hQ++0xEZTzW6w8eaB7LpfZ2d1dZmn7xi22RseFQlvuXL7fzqj0HoHWWpUjWwDw/a+9IHYT84IG8GEmiY+qA4qoSsdjdFegfDDSvd2sqTCZ6/fhY98G72ZtAe5umW5JUt/EY/v2/1z50Olrf7a3mcHgoINcOIIgFOH+0Bz+9EQBLMlX/fT4XYD1uCCx/OTaAvi1weNKUpn6WyIo+SpRtJ6sEDl1b4LAfyLIcOAp2nsWSIe1H8jCkhSRIqxwaRva0ygSe95oC1qGtRBbLRO9HnkC/VUkycxzB01jjthywDcFbZOaz5MuKHdgCzJcrAf68UJ8uIiYdV+dMY/j1rUD8slAO4FoSM81NeljLeA4qA7gLSYsWqcDti5n28yaRN7cfQJTr+7M9EFl5OoP4QtIo31Gcww92BNrjfFtteceA19PlNmZhY87xDAG73QiwX680j6eWvAn1Z2qTb+soWIhsDCNzfRIRKNsSgfIdzTMtNbdVpnNcS5/lzMib0sIEuhvykZk96IWG7DmKTVll8hKdNEUwG38LxO0G8gytMs3rdKHrXBfqO11o76sKK+lRXV1TDSu4LuEgh3IFVsfItSsFNVsNqvIFWBOoVA25qhIqXgH3sazgb57TP5P2HTn4u7Yik3ymyAQE7abiCMpcOvKoo0DN3n19QNuHAnCWJZDcMl9c6VqW3NmppEXrW9NfKMCZLeDqc1nSvQZMngkktg8FGoPOP8568sRkAmpvX/Migb14rnSYy2sB3/VEFugiE3lI17Iif7Mac/dEVXwTY4XuP5K1vUgkpfEbXy8UBwKmm6kAfbLYejWyWPn+y9wQil0RjngiqZLXEDm7+Lks5+07sna/+Qvta9jdZhfCgHpXQFUEbWZc+a7SkOYbkx4uFQnZjAxYGm5jALDkmQg7vK04ffulwHrTSHyKzBCaUnNoH6iPPFFQeFmY+JS5rmc8k8SqfWhiJ1JlgwoifSE9/DcingsD3oO29j9ZmIen8QKkayOFQvvT2pX1fj0WCe3c0b24mejecxu61m6ka+a4csfnGx1joTn6HZGi+ZlJ0dqWVwIUA7GZwuK1rkf/CJZjSb3ah0YyV4Eb4DXvkNgjJtmIc6vinAQ7S6h8n8prYBtr+poVBdCjS4MmNlsQ16TJgAEJCRkZH/IR55yTkUpCTACUPOR9FszxCRhz+xb0F2RsSGjQIiLgiisiIv6Ef0mbFpfvxDc0aHLECQ6wYEUFVFR06RIRscu+SU+6JiM3UQMBBTm2CVCugDETWnRxcZgz4ZILAgLmzFiywMHGw+aSC/r0+W/5M84445IzevT57/nfU1CyYUN3GeKdrcjCEGcNx0+WPHpmk3QKite/ZPDjGQf+HYpdiN0Y782IgT8k8ju8rbb74sVWdx+GW29AXYSr1ZKFOM913Gym9+t6BHt7AoG1jGa51DG1dh622YQ+/1zHVpXy63ueAGOSKGA4igRonz4VyPT97di1Fb0udPbVV5p/tyvL9nwuwL2/vw0irish37+v/utYhTrIuc5YVAfnzmbb2gK1bCZJBKhPTgTY68JstbSn1RKJSJJtheTawn92pmMnk63H4/IS/vzPRYY6HR372WcC+TVZaLU0zn/4D3qtbqvVVr5VBySfnm6rQO/saG137mzXcOeO9r7O1OR58nY0Gtrf21uNUcc81K2WcIWh9rLd1tzrWgeDgca+vNzKlupMU3V8R55r3ONj7ctgoH2434LbEfzqBXQj+DiClQ2vlwK3R00F9i4yAeOGq4JZswSmmazcT2dbrXlemjoBaxlRLOD1QoXJQHKgg4bA4zJX2tC3noWGQOAr4x22jFSl6Ym81PEBWaU5dTzJfShhUcDjubwMHR8eGwnmMIJP+ia+wBFpONsI8PrIw7Ep4GFPAdqjGC6Rx2DpbuU1A19ei6TQHvzBEL6Yqt+kgD/Z03fQX5zLkn+/JanQ0ymUlmom5IUs6INI4z/qaX1xDlVgPBSV9m4Wby36BwYKTmJ5JCLPBHEXqqQ8DHlbdbpr9j6uYNfVnB7PtlKky7UIWmgI3e1GnoHdSH1OEn2nDUP1NYnhya3mXdcwuN2IQNwz+OSbMRC5gDierbV5jonDcLRXrgPvfHf81uba8spME2VyerMUQcqqbd2ICnAsrEYDug+p7AWsQ0i64BuDIG2wGmDlVFUG1RKsIZblmI9XQFWVVEywrIO/fV7/DNp35ODv2taTbQDpeiS5y+ChgGaylIbdb8ny3D0UgCxTSTk6x3o935jUl5XRlSeSaKRLASn3nsZxXMPCcwFay9YxrrEC/2O0Mvu69axude2AvCW9fJaY7EGecTuuNff1jchB+0Dg1G9p3o2hpE+D92D/k21Mgxdp/+xv3HLpSvtpu0ApEDp9LdBqWSYt6krrX94A1TZj0/pG4LQdQhUL1EcDA75nmk90IK/Mzoc6Np4aOUwhYraZyguRJbCewupc3oDGUAC7TKHzABo9WN7qvHRpgnBT4xVYCSAHfQGVeKZiaP1H8ix1TnROe19eGGylOl3dyNvhOMpM1dzR/ZVtYO8TkYqoJe9S0hRpi6ciQaGxVqxu5UnxJma+mVLQDpuwd6QgedD+z85MXIMlr8fZT6B1rPiAItV17hyr33QmstK/D/6JSGmRm4Dkvoij15Q3oizeyUg0l9Rq8BAITZapLl4Q8dJ7xitnTMs5JMxzfh3d4IZDji0fF5sefWLWVFgUFEQ06LyTM7pHj332cXGZMSeiQZsWLdrY2ARE2Fh4+CQkDBhQkFGiiscxG4bsyJiFQ0TBhoSUhAf8UNfFtAc8oCSnoKJNlzVrClMz4CEPOeLEpFttY2FhmwDixJQiu8t9NmyYMqagICNjzQpQJqSYhCVTBuwwY8KGFUccc8QhO+zyA37Ahg0+HsNyh3Q94+DLK15HHh+s7zJ8PuXgbMnYuaRzXXJ32uH+bUbgrMDuyAu1ack628lkNX782ARj2gKIy+VW497pCFzu7Qno+b4AbKOxBcbrtcD37e3W+l4HojrOVjfv+wKMsflyrdN/uq6s3PP5FtjWwb87O5rP7q4A7Xq9rSNQpzS9uNiSiE5HVvCjI4HQzUb9J8k289HJiYhAHehbg/3RSH/XMQW1JyDPNQ/P26bu7HQE8uv6B/O55gY6ZzLRPD75RED/1Svt4Xy+JRNVpfnVcQO118V19VPHEYxG2xgM0Dj372tfzs811ny+DTp+80YE7eRke13v3NF53a7Oq+sreJ7ISxDomDrou25Vtc1e5HkiXfv72/fPzjS/Xk/j3N5u1/H/Y+/PYi3Zs/Q+7BdzxJ6nM+ecd665il1Nii3SEkBbgiAIMEDBDwIECNCj9OoHAQIEw7DfPAGGYFuwAQM2LduwKUOSB5JQs0m3uruGrqo738ybmSfzzPvsee+YI/zwRWTk7Sqyq6VqddO4/8TByRM7hv8QO+L71vrWWr1es/6Goc8GA62vbcP5GYwy+OZE2vVwB6MeHBwKwN/vwp0+/MFlRVztKgtNoWf6i1DWf6siDEZZVV5OFWsw9uUZaLmKXbCQFd6vvBalIXBZS1SyoiIhLoxassDvUqVKHbsC++OWQGOtX19EsIlk/XdtAcf6e/Fqq/496OkR8myjZ6Jrw15X5ODpCj69FehuOVUswlbj+d5BVfyrkIwqyqXTn8YiT3WRrydLgfvDtjwgi8pgtUwE2ieBCM68Gs8wEOh9uYb3RzB5Q0aWVJKr405DErNccQN5oXiGnqu5WiQaw2Fb5GUWySPkGgLltqmUnlEuL8awkoxFmQjCyBfheND7ZekRVJ4RRAZMo8IJleyrzo74J1O02tV+tWchzuV9SnLte9Su1jWrKl//U5ptNsHf7w01f7cVOXEt4bW+Cz0Po+tiTk3KLMIIDin2RuCuMAgoyxBoAxkYJYbxJ6/roSJp/2y0r8nBr9vSbWXhN6usLDOBqdZYVmMKAauLHyso1LDh4Dt6SMQLgfreHT1QgoH05OtKt5ZUlrfNTJ6DIhdJyDJkeXUVk2C5Atu/ifZmkHCdVaaW7nQOBRbLQuD4zaxFhiHtfrpVTEHnWICxTgdquwK9wVjbaylPHXgczXU+w9ScbG80n1lUZcXZinzMnyj9aHBX23e3movR23ogb641z519jWU3k17a71ZyG6eqnBzo+uFM+xmW/i7SKu5grtSzRSFJmNMVCTDQGvkj/T9L1efp55UXJQZ3UOn/x1pLM1HgmdfV3LRGvC4AZ1b9yWM9CMNFVSeh1FyGC3ShXC+zxam8A2FP57cDMNZas3imOI10q5dRMFRGqDJXNqxko2OLFLp3RJgWpyJ2fq8hFiWq9Hz7RNmFkpXOWaRa/+1SsqACWLyqqmVvRVKdoPLKoPGVhdYoWqiveVJpmzNwU5aWiWG3GY8fcz6yscx9xtjMmBMT0mbEhhUdetzhLiUFhxx9RepzwgltulxwxoIFDhZLVliYBHTYsKqCgQtySubMMXHo0mXHhoSYJZJp9OlxyDFjRjzjKe/yHgMGr69l4XDMfWZMcXEoK6owYMB9HrJmw5IVLg5LlpxwhwkTTAyuuQbMKlNSQU5Khy4ODn0GrJgT4FMAF7xkwZKckjNesWPLiIk8KPGOh8s9JpfXZNGW3hcObw0fM7VuSeMdzOa8F014eOUzXBhY3VLgcbEQYCxLAcq6sNZ4LIt5raM/OhJorS3MeS6gO53yuvrwdqtzttvap84mZJoChfUzoU7z6ThNQGud5cj3ta0sdd7FAn7xC4FoxxHInk4F9Ovg4bJsLNB/9a/qmH6/AcJ5LrB+daV+rNcCvr2ezvOjH2nc3a6eF7WFvyYAR0eNNMh1JZvx/SazUZ2dJ8uaoOQa/Pb7Ass1ETJNBSzX1vb6s16v8crc3OjYe/d0zaJo5vPsTH2uC7PVbbvV+tWZkYZDXbsmbNOp9jk/b7wKdSxDvZbrtY47OmpkRPO5xlPHPEAjq6oLrNXF6uq13Ww0b6enTRrUy0uRn7ogWn0v3Nw0FabjuPGyPPJkVW4NYbch7vXYfLwlbTlYlkXsuWxCyPyAIDcYXKzoWQZOnYnItSQ3OtvBNlatBN+uCoPZAoo9T9r0jqnU04tEHuG0EOj9bC6S8JNrOOqoqm+SCVhvM3iygh9MJH/ZJCIpaa71XFW/y0KW6X1bwDzO5QWZ+AL7mJJE2Sa0gNNINQpmMTwIqkJxiRJGhIXW/Wwti/r9nlJxrlMRjjQXsL7ewjKE2NF4jjvS/c+jqnJ05YG4NxDIP9/C1UYA/k7vq8QARLQWicD8KNDxZ1tda+DpXftqIwt+14LzXZXy1JJMN80V9GxXIN61YWBK8pXkVfpWW8e4luayKPmVhcmiXARxk1ayIkNgvM7OFKBz9BwB/rYjUtJyVAdi6GtO8kLX3qukxrb565EDqGINCsmU1onmJylEQqZx4xWZJxilRdluUS5mcG3B/payn0DLwjC7lOUOcClLk5IZYqwBYGG8UWjzL3v7mhz8us1yKh28JTBmmAK66baSFh3Lkt0aS7NfIAtHa1KlKkVyDzsQoDSsRp5it2T1tb1Kmx/JUrurdPq7RRUgc8Sv5Sr7dZoT6HrRUsC5lHBCUhNPEifDrLLSFLyuuLs6E2A0TEmOvK5ShEYzAe10p78NpNe3fWW56VTkwDSr+SgFUN2OCMTmoiq8tdT17ZbAdNBXka+wL4+GW720DbuJN1ifi3wYhohHa6B+hXP9lG0B/vYEMEUGDLsCs8sqq5EhcD16F9Kl5t3yqpoEN/KOtCciH7vKg5BVEjOvsqC3xgL2liVSVaJ5wqgANALr1x+JhKSnIpTpRjESfldyLTdRv+IKrFPqfmjvK0g7TwXMLUeA35iKAFiOttcF9PyeCGVvv7KU7UM0lcX/zcxUeai1sjyNc/68CiRvK7NRshShxdb26w8lF8tikYHhw8rbsBax3M7U98H9Sq7ykJnzCqf3NifDb9Ext6xY0aXPF3yGh0dBQUbGHvv06XPECVC+DhYGcPD4lE+YckVIzGd8Sk7OkiUvOGXDmgkTEjIecJ82HZ7znJCIgpwNa3KgTQsw6NDFxuOYfdqVzr9ua5Y42BxwyIIZHXpYmHzAN5kw5opLbplWhcZc1qwIsUmIsbEIqpfAPe4y4waZM+WxiMkZMuKWOWDgIq+Zi8eGNRExg7WBcTOlt2lz+MRlmd5QrhYcZSO++dTn8ElBZyk5ixFGuh/rAOIkEfBdrQSY62Bdz5N+f14ZHup0lKbZAMcvvmiCdOtMQatV4wWoMxH1egKk7XZjGa9BY5o2hoeiaHLk1xlu6qDj8/NKnpfq7/Va56ulS7VcabGQxX8yaUjLei3ycHUlMHpy0lir6+Dijz8WmVitND7Pk2TmwQP1t5YL1X2oA5qTROesYwH29xurfxg2xGpvT6D55kbbr69lza+zAs3nTYDuZqN9kkR/14XaDEPju71V/94E2mGosdRB4LXkqSZcdfDxZ5/p+MtL9a2Wgs3n6meeN3NQBzxnmc5ft7ric/1cGI81p/v7Otdq1cSL1PUoFgvdTzXpqtd0vYZul3S2JLqako328H3wOx7GPjCP2Gxyzq0C44M9lk9WnH2esXZ6mMOcMipolzAwUw59eNCx8GdhAzgNICwVH9CxqiDWClC+XAsohoXQTV7IIhyn8Olc4LVtS5c+iwRebVNgMy1UwXgW61n9alNJVWxVDb7ayIqfFpqDRRWPUsuMriOB5twQcB37sp4/WUme03UVhJxWJNkoBYifryUjMkw424i83O1UmZIqadRH1Tuzk1UyGlNEYhELXPecyutSEdaJJwzyWwfwh1eNLp9qTs43mou0VHael7WcyWn2m0XS39/pVKQrVKampFAsRy3zijLFNeSFgPnA0zuvJgJFJQGKMo3NrqRjdf0Bx9T76bDd7GsYIhRvegwO2mCFImRlqXSiE0/jWIaa36NWE4RclIrv+HWaaei6rgknlcdoncJZZfQYOBpTUsLAxcj3KVdzDGtFeWFpbF4LThIMc0SZxcCPgU4lN5oBBRg//PX685egfU0Oft0WjFQ52HL0JQ4Gsga3j5RJJtlU+vhhdZO5AoTbaxGEwYNKQrOoUnkWAlrptrKkG/rb68r63hpWYPwCSWmOBWp/Y54DQ8D07MdVbQVHcpXx25W1aKV+2EFDGLY3IjVeW0DTHwgQuj2lF80TAejXqV5zkQXTaV46wYjXxc8sV1b87U3j4jYrrWBZVFKVXVXfwQLa8hAYRhWb0IGo6tviueY5ulG/w4WIiT+oAqxdgVpvqKDexecCv1lUBUYHQF7JiO4q5qDM9ZKI1zB6B+Jb9df25cnpHEjnb5rqY7yWLMgwqpSnC2g9bKRL/kD3Se9QcwCKWTA6zb1jd2B3Coff1LznMQzvKWA43TYxJ61KDmJe6v4wLI3L8nWfWE4VlFzFZ4AkcHmslLqWXd2rtuahKIBEtR0MG8pY58pDjau1p/s8WmhOvAG0vCZ2xQmq2JhDBa17A5HoPAR/hD0YEXVWtE2XIS59+hSUjJnwgIcYGFWaTz2SSgradBi8UXvgJc8Z0Meg5JqbqgBZSULGutLvW1i8xUPuc49zzinIyYhxcNnngISENl08RCxDtkyYMGPKqqp7APAtvsOrqsLyPR4wYsgJJySkXHNDSoqLS0nJPoesmVcxDD4BbdasiQmZsI/FPtdcAQYZKWPG2JjEJLRoMWBIQkzIjr1yD3sTcvRlwZfdlDgNSeOYwO/zeDei+/mGwrBppSZGlmttut1Gg19bt8tS2w8OJHmpZSi7nSzJ19f6v+PouCAQqKt18bW1upYE1TUGPK+RDLluA7ChkSfUfajJx26n/xdFk5rT89S/OgZgs2lSpF5c6O836wDU3oc4Vp+Hw6Zvaarz1fKm1UqVkmtpj2UJMAeBttcZgGrPSR3jUFcbvrhoxuk4Ou+jR03Wph/9SJ9fXDSFzzodzeneXgPqa9lULXGazxvrfF1vYLttgrHLUiC9bs+fw2//toKgf+/3dHzt0YiiJp6j01EsSS1/2tsT+aiDtH2/kZLVGaC+8Q0B/7plWVPvoSYOt7dNLMF0qt91tqSyVP8sq6lA/eqV7qEHD5jtP+BlaOPFC7xX1+RWh54Pez2PouMyBVr3+0StDhvLxSyWxGFJZxYy6hvshgGFkRNHCeeY3LFTUsOAzMDzLGX3Pm4LiNck4DYU+Dxuy6Ngm7KE17EHJtCyBMp9S6RhGup949iy5Hc8geNVIk9Av/p7m8F395TCNCv1mWVU1YBzeS58WyThcgfna0mQ0kKW6DTXuUx0fZvK4Jarf44JfUeehxdLFUlbZzBwBYbvdwWWd7mAeKGnJPuBQLFRynpfF5KzjAboP+yLGO0Fug8WsQjQo15T22CdaoxtW3NoGgoAdqv9H/XVv20OxyW82FT1FsyqenUu3NN1Zf3vVuctS1jHmuPTTSMHKkutU8fVvMxicItGxhVX8qA3sw2ZhqpjTwIBf8vQ/XqcK1NTYDfEppYb/TpeA9B1B57G2nE1ZydtOF3J8J9UnpQDkR8jzDH8E0rzGGMTYfgjynUIlx5FawXupciPMYPyFsoxmPvAb0gW/t9A+5oc/LrNbYkI7CrdO2WVP/5IX7ho2WTbWV8JPBqGwGYwFNiMN7B+JbDsdoCOgGu8EbBzAwGrLGrAcu9Y2vXBXYHVNPoNDsoQWO8eaTxvgvh4rb6VhjLtbC6a4NbWpMk4ZAcCwbarh10dbGwYVexEW5+3R4q7WL2SbCXeVKTAkGW6SIA7snaHc4Fa0DnzROA3GMDtZ1U6VldpT2dPRU5215LHFDn0DjS2PFPGoXQra703UI7poiIeticpkT/SPpYtsJ6eiOw4HQXvul31MY0rCdROQNh09FAJlwogx9C6uoGCnOOl+u34Atd5orWtPQp+R0Qr2SmI2mlpHYJBZdFPRHrcrojC9hY6E81dtNLntiVA7vW0NpSwjiQj6k4gmGgMBXD+Yz2U3XblDUJkMJjovl6fVxYtdK+tznXvOoEezHYgi0+RQ3gtL8HggeZyeao5LAtK2yeyMorhBDdNcbr32W85POH3SEhwcTExq5ScJW3abNgwYPT6ztyy5Wf8MQ948HrbCfcY0OcFLyjIKSrpUE7CQ97inJcccsI++1g4FBQ42Di4pKQMGHPKCywiwGDNih/y1zjmhBlz9mnA0t/iX2LJnFNeYGLSY8DnfMKOiB1bEmK+zw8I2eFWxdkM5rg4ePg85Sk5OTNuycl5wNvYmHh4XHDBhg07IloEJMRExFhZiXF5wd7cpzXPeWvdp/fhE/avjxi1jvGma/LrK/zBHla7o/tos9H9vL8vy3oN2uMY3nmnSd9ZA+VeT2C0rghsWZK01J6CWiNfF8qq67m0KwNGkjQAMkka+VCaNp9bVgPUdzuBVttuio/NZo2HobaIm6bAdQ1w6zSjnqf+7+1JipQkGmevpyDnPFdf41jHfuMbAqmuq8/qYNw6+1EdS1GD4dmskc3UVZFr+dL3v699okgg+dmzBjTXwdpFIW+E64qwOI4+r/vgeTrfyYnOUXsO3n1XAB6aQOuaTNVtb0+enLpwmmXJS1DHXMSxzj8cKp3qaiUQf159j+u5WywayVSaynNSy6TqVhM6aGI36nWoSVo9D7V0qdPRtdfr19Wyy4ePuOkd8vGtgWPBqjWh9fRz+scpKxzaNphZRu66uN0WmxDKwCEaB4SFTdnzGE5XkJcYvk2Y5WTHHcqywLrfx7zeUNx3Gf3wkN5mJyB+t6PsRLtEGv3rUCC9JskdR+DYRCD2OlI9hV2uZ2VpCMD3HfhgJPB9uhLQtEwRgW+1FC9QlPD/fiGwmBSSo+z7OlfX0HPWMpSl6GKn65RIb/9qB8VONRt2BVxsJdOxTAFQCgHljqsAa8NQjEZeyVuuQ3lHJoEyE51uRXbutBW4/airtKemoX4+6qmPB4Es2883ej+cb+QNeHug9a6/46tEZMPI1PdtIq/C2BcR2KUiHF0X/ltHEBXy0lzu1L/9lmQ826yK/ais8Z6lWIq6KB1oTBc7eGTr85O2vCZRoT52XfXxV8mQ6tiEurmW5vdiKwIFIhZ3Or8cq/BPa5Og8TSB+v7eWHOaVpI0r5KvbVKIs0rHYUGcY0xTyus1HF5BYWEMjyj3DKq8u0APWMAbBq+/zO1rcvBnaa2BpB95InBnv6EfMypGbLnK2pMnle56J9BUp8H0R9J2z58JKIa32mZZApB+r/JCIHBn2NKcWzZg/+YCkus+U/JLhc3qzyxX1uLekSzGy3ORgjf3L8vqPNW5fqm9sW19rv0sD5KrqtrwAoy+rNqLF5q71khW7c25rPoGstKbjn4XY4HXaFXFBXTAyCGJNOdORyC9Na5qSKyUJckJJMlJz+S96RwK6G6vqqJtaMytPfVn/I6COw0b+idw/bE8O+VAgDvbgD2EZAbYyv3v97V+qwvoDqt7pCJNpql+hTN5lPIEBg81J9vLKhXpSoTQ9jVWp6tg57oAnWHCvd/WXBZFk5XI7Wuui6zK3nSg42vSdvO57sVgABTV/WQ2QdbBRF6g9ljr2RrJK5NFAgtmpUPtHlZyKht69zW+dKuHdTQncjwuilO2zhZjF0GrT8/rM+GQb/JtPuFj8sp6YuPwPX7AihVBZcnXHVNyww3PeMqUm9fbp0zxCbCqHD8XvGTFnIiUJUsiIq65JCPHxcInoMuAHkOWLOnQ4of8VQYMSEm5y10e8RAXj30mzJi/vlZKypo1Q8YUFJQUvMsHfM6n+HiY7GFi0KXPLdd0aLPHPkOG7AgZMqDAIMB7nZo1IyEmZp9D9ilZsiAipEhiyBO+MbtDkFocdA54vOtxvX7O/jZmuPPIRzYxCb7j0U4smAyU0vPsTCB1MhEI7PX08+yZCMNg0IDLGiTXuv4aiNeW4KMj3VPHxwLVdbBunbIUeF3ka7PR77rqb/3MqGU09XG2LYDa6fA6D79lNZ6EOu1pDUBXq0aPP5k0xb18v5HU3LkjcG/bTVBxEAioPnumz3/6U4H0u3ebIN6Tk6ZwWhw3/Wq1mkxFNTHq93W+ui/zuYD622/Dd7/bBHff3jZ963Q05/fuNfOX55LofOtb+vyLLyT/GQzgt35L+z9/rvOcnupcdXv0SGA8jpXm9JNP1P+akO3vN8/fWr7VbuvHdUUCJhNeV2seDDQ3P/jBV4lB/Rz/pUd3tc2yRCY+/VTep7oSdj1vh4ciSKZJ2BlyueB1cdrSDIh6Ey7OQu4PYtZJSa/tkB+fgGlKPYLFRW4zTw3cdoAVWHQXO9K9AIYu0TThoO3irSLKrkty3OY8NcGycI46eC+3uj1NU8W29gIBWduEoUf4yYw1Fs42ZxhmVS5/lEnIsWRd3qYC5kNPgPetgSzRLUcg27MFtAeu0p6uq3iNwBJ4HAYCyGNfcWe7vAKxpWoWLMMqsLcC1EUJPQt8Dz4YCBRbBjzoC5xebkRGHEvejbwC34tYnoRVLLJz3BWZaVdWft/mddVi31bsQYk8In+tJQ/Knq94C8PQXFzuBOhvQl3zIBDhuQkVyNyyhUdKJNv6rQNlXkpz+Gyh8+29EdNQF4MbeOrH5Q7M4qv3lmXKSBjl0DarmIFS8R9mdT8XvwpP/BNaYCuIO87195tVj3/dZhqal0nepI19Xf+g1Npdb7T2Xy5EpDAkb0sKCGxKL4aOD4QwzzACF3oeZZlBGcEbqbn/srevycGftZkWmMEvb/f6sD6rLN6lQG+0rCzFGdSF0VavGlJAJU/KYlnnLa8CkZ4sxEYpC++vKj72mxqL26kCh98YUxrKWl0DAtsTYI7Xv/yFqwuN2Z7Ae55+lTxkoSRIWVIF8Xar9J0JrBYCyEUmPX26ASzFLOQpHHxTVm7b07zOnur6158qMPb2aRXTsaqCZNuy1EdLkQvH1zVBY8kTrZM1bazjlquganLt272nIGevLw+AN4SbT5R9yQmqgl++PEmDRzA4kVRs8lg5/pM1zL4UQbGcKi2oqYDlvXfUr5Pfghe/J4+H7el+wIT5F7C+lsdhPRAh6Z3IU+G3RT6ihcZo2SIFmysRh8k7lVdhq7oM7X2gcru295TVyB+IvGyu9KC3AxGszoFS8drvVPv1tJatTJ/H66rydEWU0jn03qmqVA/g+e+C5bBxbT5Kfp+zTsLWtymzTymD9+lYEY94TJ8Bv8VvVxWMlX3IxmbFCgODkqLK6rNjxg1bQvbYe30rRey45ZqAgJSECXusWHHMhAXLKm6gz44tGwpaRLzPB9wyxcaky4A2Ps95gYVJRsqUKcec8M/x1/mcT19f65TnVdpR/7W06TmfERNTUlBUb0sHj4SMKTekZHzGp6xZExHSpsOSnEMOKCir2IUu3+V7FGXGKnIob24Jw1vc0qBzdk537yHG2CPJIobPZjzkIZOLGcXFKebtAq/V0TPEcRtrd68nQN5uN8G5r17p8+PjxrtQy2fu3GmyDV1fN+k5h0MFy9bVjl1XlvWaPNQk4PXzw9Q1w1Cf11V1Z5X0z7YbyU2/L+Cbpg0Id91Gq24YTRBskgjI19bt2Uz7vfOO9nvvPeXzf/SoISCTifoyn8u6Xmcy6nZ1rc8/lyV+MBAQr6+fpgK2dYaiuuCXbWsebFsAfzpt4jL29wXkdzv1q5YT1TEfdRah3U7H/fCH6mttyb5zRwThvfcaj8ztrdZuMmnm1/fVxzqr0f5+Q+DqgOy6TsT1dSP5OTzUPBhG4y0IQ43t7l1dpyZmdaurP9cendpz3ek0a9jtNl4qy9J9tVo1XpHBgOU0xDYDZrEwt5eG5Cd3WPf2eJXH2H2Dzp5PsjGJM2HfeWwQjH02lyFBXpKaFp84be5NTOyhi52X3O8k5IuY1ID4KuIsyln1Wwx6BlZicURG6y2HKMyJbBvHLXF3KZ/PCj4K23iJgbWN6GQG33BKRl0bK87gW/1KgmTAQZt85JOVYJ9vsHIU8Espjb1pwdO1QO+Dnt4ht6HkN3kub4KBqgb3CjiqQPP9LvwnX6oo2TwE34WHbXAdpSG9jgVu0xI+v5Vc87gjgnFYeZOnkaQ9s0gW+P2KBDlGJX2ydW+9NxRoL6gKgZUiEWdrWbwPWgKyn8/lcbmplAieKeu9VSrNK5U34aQnT0ZSyKrumbruNJRM6Gytz+tsQY6phd+k6nt9z/+qVn8WZvBkrjgRKrIbhbrme8NGavSnNcPQWv7XbY6lehN1K0p5NSa+5vByK4/9k6XmwvDg57fyxLxjo4NtSq/EWOSqaQFgRMDd//r9+2+ofU0OflPN60AyELALlxDeSCbSPYHzH0miUbd0K0JQFALneSYQXBc460wE3NavYPh2I7EpSwHa32Tr7Fe1CzboKZKLpLT3vrqfaYoErM6ACsyWmUB0XSuhNREIzuPmXE5HgLRIoQ6mzjNZrL2ONPZZBJ2xcl93j+WpsH1eV5+uHy7hHBbnCn7OY0ltikxzaftVatUDAdn+sfpiOVU8wE7xEGWuOZ+8B/MXVYYlX5YNcyj5lmEr/mJ9JQkPBVz+SH1NdxWZaok82D4cfkMegNUreQXyBK4+qYq+BYClPky/gMnbSvM5eqsKKN7CzaXum6KQxX5wX+cJFyIeyUr3QJZAmqj2xW5eeUl8oJT3w3Ikr+rdr2QClSdh+kWVoSmuyFag+zE5rWIVTMjWYLV0P+xmOpflad9wBTef6T4pDTj6nsii05Z3B4jLiCf+NX88KrmxN4RE7MotlmvwGNjngBFjrrnmiKOKDOhfjx6nvCAioqTgjJfMmTPnluEbGYTG7DHlih4D2rS55LIiF2vWbAmq2sJbViQk9OkxY05CxgGHXHLJDRGXXPKQBwwZ06HNC54x5YbeG1adBQt+wUdYGPTpsWLFHhOGjImJKwJzy0E1lj32uWVKSYmBwYYtKTkuDl36mFic84qMlGfrn3F4ZdC9mDNa+cx7Nr4R8M60Q//GZr23osOA7q3HJHTxNhWwmy1guRYQvL0V4G21qmJzVmM5r8F9lum4kxMB7FZLgPXioinSVRf62mx0fO0NuL1tsgjVlv3acv9mjQTb/ioxgCrLGgKZdWG0Ovi11dJ1amBgGI0Fv93WseOxrnd62lyj1s0HgYqHFUWTcefuXR0L2reOV7i9FXg9r569NaB1XZGh3U79eflSMp+HD3W+OgjbMJo0o0miazx50sRotNsNAdrf11z+0R8JfLdamuO33xZwPjsTYL+8FKi/vNT4xuPmOqbZ9BWaOJDHj0V4rq8bg01RNGu7Xot8XV1pTYOgkf+0201fvvUtXau+P94EbWdnkhCtKwPQgwc6Lgy1XnUqXMdRP+Zz6HTIRxPKiyvst96C/X3K25eY6w3G1sR1czLXIx7ukZc2F4nNagsvcuHXrJBB3jbgIrXY9doso4xVXLI/sTD3LPqe3hp/mHnYow7bXca8E9BPUzqBSSeNyfKC55Muse/w7DZlMS1IM5d+CKtVysnYoVV6bMqS54uM67Dg23bBXsthNAwwvjem/PmMRW6wWgFna8wspzuN6ec5xvMNeAb5vT5l28a62GLMY3kM4kJxAs9X8jLsBUqjuR9UmYy2Au5JLuA89JUdaORK3//FXFmC2rYs/2WpAmYHvojJ719KFjWLBKLfHki6M/ZlOHyykddim+h6gSVpTcfRO9g0tD3J5fVwzAbYvliLPPi1Z8mVdMlAgHjsi7CE1fe5oJJcrTXeuqjcXktyp7xU+tdaRVG3visPRh0PAI1XwLclc5onIl0lzfXPNiIwdVzEX1QLM81T19VcHVWErShFwHxbN/M6xrB6YITAhNK6oiwTYRhjA8YdDKP7FzuWP0P7mhz8ppphKNA0aslyXFb6w9svquDYtvSG7kCBsbYPpi/ZzPBI4LFI4c5vC6gnG0lKao2+05K1vb3/p3Tkz9gsR7rxdCfw6VSA0PwVbN1tKTNNsm08GrYvy/L2RsdDFQjcF6B1WzqX4QqIFpkAepHo2mkkwGraVVBVINBZ5lVe/jWSPnnS0UdzyW4MA7aLShJUya6clrLtBBN5ZIoMCrOyrt6TLn7+Qn1dPhdxczqweCaCE2+0Vr0DZShqTVRYJgkrcHQh67vbUoyIYciakmfw5T/QefNc1ZfXF9pu3dV50lCBSbuR+moH8qqszpT9KF5WGZBCoBA5C+fyLriB1n11qnHZXlOArjXUZ7upSETvLjhTHYcB8VRrtVtUsSG++lbfkxTynCy/hGyu9R/c17m9joju5F15P9ygkiNYmq/Nle6B9oR5fs4L+4Yvys8wrR4GBZQ2oZlwyjMG9DnggJ/yY3bsMDDo0eUd3mPEmCVLCgq2bHjJGa84pU33tQQJ4JILHvGYgIABA5bM+ZBf8HN+jolJRsJLTjExOeEeB+zj4TNiRMiOY0645Jxv8k1e8BIXjykmMVuuuaJP//W1fsQfYmJhANdcsGTDlzzlEW/Roo2NTYc+W7YUZPQZ8At+jk+AjUVORsgaiz4f8yE5BS42e+GY1pMbrLRLNr0hKwYcn+U8OnqLfntEnkb0X+3odBx6o3do/3+fCggeHQnYXlzoXqxlL5uNAPUf/ZEA3HTaBNLGcWP1jSLdr8NhU8H26kpA1fcFDJfLpsrvgwdfDUKezRrLv20L1MZxY2WuLew14K+BZy09qYOADUOW9JqAbDZNgLPvC9jWMRPrtfa7e1eekRcvtN11G2nTt7/d1B94/lwBw64rcFzHVVxdyVpfE4K6InIdJ7BYNNWXWy31azxuAHhRiDx8+GFTR2E0asB8EAjs27a8G48fa9ujR1qv01Ndo6610GrJur9aiZg8fqx5r4Og61bXY6it/nUMyMWF+l7Lw9JUa394qDVstzUnz55pe70WSaI5ShJJ0t70AteelNq7MpmIfF1eNoHfDx+KGFxfk/WHrPweK38Pc5ZgfPKK8XsPaD1+wM3VDt9J+DL3CJ2AcmNysasyjiL8XJRSxiwi4c8fHAGlwU3ocBtJmfLOQHjspzcKCeg4Bq2OQ2g7rKOcVStl51q0HIsnhcdqBWXHA7fEWCX8f+izZ6Uk4Q6r9NkctBn3QuZJmygPuX7cweqZDFyL2fcPWFyndJIUo8gwCoNNBOVJm94yYrUtCT9cUnoWRsdn8HJK8HRJmeYUWQF7Pub9PmbLqcC7p0G+2shbcLoRebjbU6DyP5qKEHQcWdjjVNb4aQhvDRVgm5fw3kCSpyNfGv3rnXBFlKu2wXFb783bEC5D+H+egm/Iev+tieo1TEPFAKxTSXwKFFtxvlXAdpzB46EkSy1HhKdrV/EQRpMJybVUzfliK0/BKFCMxzbVfmneZBzq2M391XGhm2oR7YoAZSUct/T3LNJ79Gqnm6EsNTdJLg/En0YOylKk4lfFJ/xprS6u9k+LTahjMq62WsdtpjW+W72Dx0G15gGsLGEflhANYJKJ7BjfxjSPMf6sUqe/wPY1OfhNtrKscuRXQGpzLUBaF03DqH5bgC19t98TECwLgdSbz5r8/F5lDZt/qcBhf1hZ+H/DzTQFBH8dgm7ZsszXLVqLAGVx5dUw9TucKT7DsNT3YCAQe/2JPCLRSikvOxNZy8OFwPzy9I0iY7kefFRf/nCm/9fSpfYQim1FnvwqkDvXHG9vFegbb2BbqOCXYUNpioiM3qq8DjtZy+PKUrh4Blcfae7dnn5nUaXrfrcaU6X9Dybaf3sua7vThuUXMDuHMpHkZnetOTBQfES6gxe/D9EtXH+u67ZGGpffhSIQCfIr8JEsJBuafqJt6+smK1JZiOyYtvqabgXui768CvFa65qGkqFECdx8rLkvgbwiQOGt/s42gFsVuktEyJxAa27aIiWODxiqghyMRIjiNdvNJ+yCU/LWhp7RYeZsue6UbI1TxuzzE37KS16yZUOPIQ95QEnJJ3zMkDH7HHDDNTYOAwa4OCxYfCWD0LjaLyLkGc8YMWLHjiEjNqxxcOgxICchJYFKqhQRsmLNYx6zZYuFSZc2F1xWQdEKjjbeSBPs4NKjxzVXbBBh27DlglMOOGHNhpAdHgEPeYiJjYlJTsGIMSs2FGSUFFxxzb38hKNlh3c+jYmvppg9E9dsEZUJD5wDDs98jJZJ8fyKztqg49n4hYNxdS3QWHsBQCCurhtQS3PqoOPa6p6mql5r2wKThiHr9pvFsepKx3EssN3pNGC4jh84Omqs6d2uiEUd3JwkzbF1oHIdYFy3Ot99nS41CARis0z9CUNdb7fTdyyO1Y96LGUpAN/tihys1438aDaTJb/T0TguLiTVOT3V31dXVbyM2WRAKorKOlvJKI+OdPxo1Eie6nSitU4/qIwlr16punFZNrUc6rStDx+KQFxcSPLkOE2moFpmVXtNXr7UNff2tLa1t8Z1dY663b2rMfyDf9B4cOqsTqORrvXokfq4XDbZi3Y7jb/O9LRYiOzVNRzq+glveg7qAHLXVd/qzFZRpDl++22Na7GgvHefm8KnSHM6iyuiyRHXi4TPvow5HPvEXodzv8pQWSjBzUlbBth+UIWdGJK3h6kw6cAXtisNxeuuYtUow5AP+nwt9UxZSr2zH1g4XYtzC4hMPnqRYdsmJXBoF/gHPsbK50kEVs9icr6i45XM+33OEhiPCvY6Jhu75Lt3e8xTG/9OSXG6xLpYY7gG9kGbdZaTZga5bZKEMbPCIoozVnSgVbK2HFZZiW+UHDst3rNL9qIYe5dVYDlQsPRhGz6eCeAfBBCXMN0I/HuWBjdPpFcfeJImTSMdE2bK5jP2lGVp6Augd239/dOpQO69rs61SuA81MR/b1/xDB1bE91zoFfJlOvsPkMPbnaS03g2JFU8w8BTIPeykj1dh9ruWVo8EIEpkbcitURShp6Ce+tmGiIxu6whEp3KizENRaA+mleZiHyN5dlKnpP9QESnDjB/s5WlakPMoiptqSXPRvBrwNokgy+WKmBXFrrOO0P16082x4SrSLBt7FfpwxFRe2coj0scSBG1yWEwhNQDP4ZBC8PqYRh/TtLwP8f2NTn4TbYsEqgyTQW0mqbAfxoLhFqeAFYdsOx2ZF1PNpLKeP1Ko15Kf+8GOufuVsC6PdZxf16tKN6oe5BLY94a/+qA5bqtTnWM2wHLlxt1/lxg9c4PtM/2qpFDuYGkQ1kKZSp5jOkI0JtuU69g9lTbBg805unnSrvaOVS/bE/gvvsA0pWs4L0jfdHjlUhBWhEWr6053F5X8qM2rG8r4F4FOQ/fauJBylJEYv6lruW0FORbUlVkPtH51ueVznGkcaw+rGJSrAo0ZEAg0N451pzMKqLXO6kKsM11r3SPm/iK9UVVZC/QvNqeyEi8rjJAUaVe7CrG4fapyInXEUk7+q5IkunoYW5WRDSLRFh3M82d6ULyQusbjOXF6Z/Abimv1uoFxBHsv6tKyaal86c7iLekacY69FjtBjx194mTZ3SNnOtgS9ztEtoLdoQEbHCwcXFYsyagw2d8zgGHeLgsmVNSsmMrzkKGhY2FyYzZ61utRQeDkpSEhIg5My65ZsMaCwOXLiYlDi0KCu7zAAuTC86xMVmzqeRLO1IyHGxMHEpybOyvBEVf8IpVVdvAxGRDzCGHJCSUFDhYTNlgYrJjy4olV1zyTb6DhcWAPrfcsmKJEWYcfrHi5GzD5IsYx+mwM02GsxYds8tbywPcn3+GsX+If/87OEGkdJmXl5KN1CCuLAUAt9umKi00uf+Pjxt5SW1trrXpdXXduigYCPjVspg6JWiW6dyOI9BaF7Gq6wJYlsBp7ZGoM9sYRiMRqpvrNgW7zMqDF0UC2aap/u7vq49nZ1X651LAF3hdA6CWAVlWo3uvwfYXXzSFu9rtJgVrDZbr1KhZJiJwcaE+bLe6ThDoGvVxdTahINCPbQt8X1wI2O/vN2k965iFmgB89JHmeT5v+lNLcJJEpGW51I/nqT91GlDLarJC1e3Zs6b2wP6+iMHZWSO/qoO2a7lTHSdQy6DquhMPH6o/oPU5OGjG++azH7TGn3zSeCWq4PFiu2NZOkQvZ4R7LjvfYc9OyQybaWhg9A1aVi6MZkvd4lS/9w3hqEUMFyvFCrdtYb5VJtn6TSg5u2OohMFeINyZ5cJ9vi1DdYkM8XV6/Vdr8F2fhZ9R7DJaHmy6LoOejb82WCRw1umS3bUZL3ZcxgZXhk0WlFh+ye2kzXlhkwOmbcAgoOwHlHGO6ZrEWYmRQmGWXPoBfpyRzBOuA5+L3KbjQLsLCSYXS4Oi5/OWHXMvLTBOOvByI7AaJpIN7QqlKO1YEJoiC91ALpQadG9SgexNKkt124FjX9r7V1tp8bepAP0mlgb+Xk+A/NVaVn0DVUDeCwSgTVPW+Wmo+gijyhLoGJIXbWI4qr5bVqXdT3JJglp2E+CcFfp/mGuBFlEFqA29m/YCVau2TS3SItb180IEaOQ19Q1ertTHZ0v9rGK4cRRzYRnyGASOiIJtav5cSwC96za1KjquCEiSaywPun967MEfXWsMY6/KPBbDH17CP3f81WO3qSRUn01F0ByrkhBVxC/JydYpy0mHdWJguAa90qJ/MMLsuf/VvBl/SdrX5OA32YoMfSvNN34XspqvdlWq01rXvWxSnxaZAl/9flVIar+SgtxUmTjGChQdPmjiD/482uZKwNpp8broWbKt6gS8catksUBtsoXLXwjY1p/vbjSexTPJrLpHsnJvb/R57QEJb0UqOhOB1XgB7UMF1iabygppC4wvnijlqdfXeWbPobcnq3deCJwHQ8l9nI4ITbyF3QuRDdOS/CaLKk/CFTg9WfoBjEJ6/DrdaJ3ms66uHC21JkUCnSN5KrbXmofeiXT361cif6YlKz1VLImDgpyDnghge6K+gIjK4K6IRi0bS3PNa7yo6kYciDT4XW2nqGopmPp8N5UnJQ+Bnvp7+4UITGukmIrAV2rVZKPjDUNjS3b6O4s1r7ZTSbJGIhdrC7Zf6Fp1sz0IZ+SOx/VlSu71CALoWT0+N/aIsqeUfoelHVbViy1SMmIizjljxYqcDI+ABTPucIcDjnjKF+yxT5ceHbpMuab8ExmwWgScc84116xZcsBxVYJMmYBaeHj49OhTUnLEEQEtrrkhoyCtUodecVEJhtqUpAQEHHOHmEbSccoLuvQJCBgxxsRix4YP+BZzZsyZKwkIHWIiPHz6DHjFGSUpbbrss0ca7hi+SgjOFxhJn7RI2X+1JQjByy0eXhpM6MC6gE4Jn3zRzHUtDaoz5nQ6AoV1ms8afM9mjc59u22Cj09OBF5nMx3r+yIIQSB5SZ7Lel2n+axTVNbA33EEyg2jiTeoq+f2+403ofZELJeNfj5NBVCjiNeVkoOgCTK+vdU56qJc63XjRaiBd32+KGqCkkF9rrMb1cG5dQXk+bwpEJZluubenvrQ7eo89TEgC/vtrYD/mwXesqzpk2k26UZ9X8D+4UOd58MPdY5Hj0QE6oJqWabtn33WEJ5aFlZniFouG09I7XV5U1Y0mzWSrOlU29zq+V8Tv+lUP3W2pNozcnCguXjxQh6Mfl9zUJa6bl3M7fX32m4C2efzhoh0OpTvvMvlxZLIbBO8/Rbl2ZQpXa7dLnavi5vHdMqc1HFeFynu+8KrYSoMZuzkEchLEYYwh9OlsGrgCO+92gh3HQSNiqNtwzKq0tWXwlotR3gTKim/ZdDtOoSewyaHbQR9YFk9fpMS1l7AaeBgmimP2iVu3+A8cDkILMKscpwWYLcd6DmUZzFbw+S6sMHymK1zjKGLnRusfJMdBk7LkqzJyFl4Lu4mISsc9lseOzulHWayot9GqurcdqBfeZFXkSohF6aA+SqW5f9yB6UrgF8XBMsKBet2TEmCFpEGZVl674aZwO06qvVXVdrVQpO3TJtUoybyOsxiFfYyTGUmCkzt63fgONBE17UZjlqSMRmGyI5lwuVKINp3qsJvJjz05SGoJToXWxGctiPv+ToR2L7X1Y3w4xv93XLhYVfZnD5ZKAj5TlekJC81thLFW+SlYjQmuYhH9w2PgmtpzqaR0pj+09oq0Y10uauyOTma04utahyA+vtipTEXlatrm+oGHhqQZORhzvlBiwLwuwbZvR7XhcnOgmODN3zR/+y1r8nBb7KZdpVK0pUFNlpC5AAxHH9PgKsoBL76dwVqbbfSyQ9EDmaVbMgwq0AWs8kX/OfZslia9Tq4GERc0p1kKO3KmpdGkr2YlohKUSjw1zhSf5evBGbzSFby7bXkOHUKVsOoZC4dPehmTwTWg4n6cPNZFQxtyKK9POV1wRfHkyegNawCcFt6mO29pz56Xc2l6clqXmQVSEhEMpKNPDh5DOMjpQ+1fD1go3lFQFqy9PuDyoOSyXpfmpXFfC3is7kWGYmrh5DdFmnIM/3fNMDwq7Hk6juILEUbeYbKQjEGtlfFSOQw/ayyIB422ZbCWSVRWipwuncskrM8F8APRiIv/hi6++qbv6myyUzk/bBsrUu6Vf+StbIrmabGmOfyLoTX8qIYqM91Zq1gIHKWrMF0WOcjMgwCOyKMffLdGK/YwwiO2e5tsdoWBxwSsyUi4oAjrjgjIWXDhoAWiyr96B77BARVBiDwCZgxx8PliOPXt+MtMxJCptywZEGbPh16lJRkpLTocMIJc2aMGGJismXLPvskRGzYccAhFiaf8ClzzugzrMC/oTiJqhXAGsW7zCtiYGGxY0uXLkcc8RkfY2Di0+KACTsec8E5G2K2bJiwzzemx4ye39B6dsa6veE4H2HFGdHygm4+Zs97H754JnD7wQcCZZ9+2mi+b24ay/Rk0gSx7u8LSK5WjTxlNBI5AAHBuoLuw4fatt02xbKgsdj3eo00qN2Gt94SqN1sBCrrINWiaEB+FGnfblcgcz5vUpS+mQKzKHTdGpyPxxpHlqnvNbkxjKao2vV1QwRqglMXUjs8VPxAnVXIdRuL+4sXOq4uiLZY6KfVkq6/KASkaynWbqdr14XO+n3Nwe2tZDSep/ne29OcfPTRV4lQ7U3Z29O27ZavVD2OIn3+8KF+1/PQaqkfk0mTkrT2kLwZ61UXZpvPmxoDtt3EEtRpT2tSUs9Zq6X9o6iRXL16peNHI/V1s9F56+b76tOrV5rvo6PXNSmis0viO13a3YBstMf1LGfb28P2XXZRjJNkRJ0xtu0ytJvXlWvCsCsAP90JQ5amsK6BcNd+S/G0y0TJeLJKPv92T3h2EUPggpFLGu/b2sdA2T7fGin7ZMuBH11ImVMWMq57JjyaSM6/CGFR2twZ27T6sG1Jhn8bChtOAmHQnmth3u+yTgpOX2YMg5Trtsu5Z+E5Jm3LZpUmvOx1GXqw3KQyAaYlYd9nmxpceT4nZYEXwKqwiMwtrajAHzr4SaEBuI4YVFHA3S5MbZjFlAOfXQEbx8ecRrRyCMoS0zEbRuS64JeVJduUdb/M4eO5vBRHHXkTRoF+8lJ6rbtteS2WCQwMgeFexbTem4h03ISa6JEPixy6ZpMetUSB1KdrSY4MQyA7sFRjof+GLjnKRAy6bxgzWxW4XiciNNeVF2OVCNR3fWV+ygr1tUTnCOympoRrCRdcbkVC/qTUyLOaAOp/WlskkjkFNmBoDrKC+CZmeQBRWtJ+GdJNwTXQHO63ZYzMCs1bUbLtuGSmSTByKAYepmPSRUOMskZ99c9i+5oc/Cab7VcA9VzgsnMgwB8udEPHa8lkesey3MbLqqhZKSu426qyyOyq/PjVC7mMJEX682x5yq9kIEWuytB5LHC5m2m/LJaXwbRkvY4WGpPliiBYfqV3j5R6tHukfTfXTcXgeKX9u0dVNp5IRciyUA+7eC1ruRPIuu73BIQNU1b6ziH07sjqv3wpwuBPKhnRQseXZ9rPcnW9za2ONw15G+KNpEWWpywOllsBfB/sA73NwpksH7YPFz+RHIhM0qPLX8h7YNn6fHejcVu9SoqUCpwP35ZnYPGiSs3qaX+AdEdUtFhtPHIjoH18QCf9EtNxq6rat/LO7H9DHgrD0jWTHaRreWhsv4pT6WjcrX1o9avgcovE7LCLAvL8kMCz8SwfKw8BycfS0mO7s8gKB8dIaAcldnsEo/tguGTrOeuFReQcENtjnl04GFmBt0gh2+F6Hv3gPvZiTftJG8v8kjxYcRTs063qCsy4xcAmImTGHAeLiIgNG/4q/xzP+ZI5M1ISHvMWW9ZfuSc3LMnJMIEhQxbMcHBIiQkJMTGJ2eHg4OHxipdkZHTocMJdLrlgxZpbZhUh8Zgy45xXBHTYsX19rfvcr/o8JSblkAN2bOnQ5SEPueSKA46xcejT4x6PSClYsWLCGAMDKyxov1hx/+Mdw09TpicBkbXgRRce3Pb47nUH9ziTzvz8XKDu8rKxptu2QJrrCviWpQpz1ZmDwlBg+b339NmTJ43cJo4FPv/qX21A949+9FWLcS1pqQlFv6+f8VhAczLR+dbrJv3om3UJer0mnWedMan+OwgErvNc+xaFAOlsJpDa6QgQT6fq0/FxI7k5PdUxJydN9qFvflOg3XHUnzpL0qNHIlFffNHUYKg193VfbVvXffAAfud3BJpfvtRcl6WAfz1ndaD1q1e6/mgE77/fAHvL0vXrMVqWzlWnIK1JAagfoL7UGY22W42j09G16pSy77/fFEKrW509yrYrK/Cyyd602+mzL75oYlJ+//c1nsmkIRbDYTMPl5ciPfU82W+8/m0bFgsSv81m0CXtjAjKGe1uiyzJsdcripNjNvM15t6Yjuuyna1Idynrx++Q2HvcLypDLsJ6L9eK0TSRXNuxpWJZxpK2dzxJ8Q868HShONgSfeU9U9L6WQhbS0rbq1B4eBRIiRP0K5m9LVx6GyrGdh4K2Lw9lOpk3ILOEJ7O5I2YBPJYrBMYBFKKTHyBuTCDxOuwPnY4ae/o70KuFiZFu8V6GHDjWASfTnHPEnZYzPwWZpqw3WTsOgFm26N/b8h7g5D1H00p5xHWQYu1ucfyyzVBCqlpED/o0TILunFOyzQwvrNH8eEtXw47XC0LhnlOl4RkGBB7FoO0xGzrng+3GfNRi+3dDq5nMByEtLYl9kiAlbyUK2boa1IzFPz7YFDFoMSSypgl3O/Iyr7LZOEvCgFmA4H+o8rQ5ZrS6V/spAtzLXkT+i58MFZQiYFSfTrVZ5sKgFtGVSuhihHYpSIcteSmZctLbZfyUviWvBO2yetKyWnReCRMQ+/wrPEqv25p8dWsSP+ktk5ETOrWdghPN1yGghN2UbIOC9arnEPHwfcsojBj5TjkCXRCaA8cdic9uNdnW+qUZqL7ulY5fU0Ovm5qhiHQllZWcydoMvwsT5VJJhjKgh2v5T2wPRWWWp3J89C/A6tLyXa8HgrATSrgefvnIysq8kpuM9XDw2kJyEdLgW63K+AeLaTLt4LK3ZlUwcPzCnDXbvFCchnb05iieUUYLIF+O5CFf30pwO8PdJ14LfC/udG8ba7Up3gtYtJ/UFUU3kBWBebGC/Vl/kLeGmcL0/OqVsBl5aU5qbwcZRNsuzoXsRi/W3kEFkoTitEQjmQni/nwvvqxm4kEdEaQZ0RRyDbvkb5aYrU6eH5KMfgOXq+Hb2UU8Y5N91skwQO8rKBdXGBFS623ZeunNWKxDbhcP8LJV5j+hFU0phWGnHSvMdsTeS6Cofq294GIQh42tSP8gTw1r70+JZnhszXukc6vMbINq9UEy0mxjA2bpU2xCxgODLx2gNG/x/V1RpmEOGXIbgW36SGDsqQMJ5ROi1vze5itPlc3BZ8/LQgZceCec7MI6A/G3LljUF4FZCzJkwmT+G3yvTOCfkYrMHlhfYnntzG9iIKEay445oS9KsVplx7f4rvMuOUJn2Pj0KPLB3zz9W26YVNVP1ZZsQ0bMhIcOvTpsyUkpcDFZUuIj8eWkFNOsbHx8ciI2WOfFQsMLHp0gYIZN5RvSJhSMoZVxWYDi3d5l5/xM7as2bHDxaFNmwVL1qyAgpScb/MdZTAqM8qrV/S+TGhfbPETi3tXJoOFyZ11h8mtgXnoCNTVWYdqyUtdU8A0G4A+HIoIvP++AHEt+5lOJVUJwyabkO/rs7oY2fW14hC++EIAdbfT9SxLVm3XFaCtSUAto6kB5L/wL0g+8/nnIimDgY45PdV+tWbeshqtepI0QbY1GcmyRht/dKQxZZmuV8cP1FKiJGks5IeHIkXTKfzhHwq4t1oC7x98oLHXhOXiQsf2erp2XbF5txMBe//9pl+PH2vcdT9qCVcdZN3tCsxfXKgPdYXjt94SwI9jXWex0D611CtJGgnXzY2OvXtXc95ui8xMJur/divAPhzq581YgIMDncP3dXyd8rXbVb9NU9uiSFmaLEvz+sd/rG1l2QQ4R5E8Bc+faz3ffvur8SFxzG5yyMX4EWYUYQUum1af+XrFOJxRBG3iTpeXCxOvZVLYHpfdLou7+8ysLsaiqnvlSiZvVfEDn0zhk1sZgN8fQq9SrPZdmHsiAa7V1Mu63uoxbRpKvvP5rbCsgYBW29IxXU9JfnZZgx3jDL45gU2lZDNRTbFFoppVniOD+CqU3GkYyPvQsoRfwwrHPuobbLo+6z0fyyspF1CuDG52QArJ4z3M7pqLs4RdlPPCd1k+7FP6AUYJi0vY5B3ee9/m+OkUdxqS3Q9YdbpsNxnj6QajdLg2TfzvDzi66zOOE77MHb68LRh0UxauyXboMolzyqsNwcAi2KbMWy4vbZuV52EGDtvDDua9McdZzIPVjmC608R/sCdycLrWhO5X30Gj0mU96ioz0N0ur+sIlKUs+4ctEYXnK01sieQ3t5G8DikiCkctBeSedCojQqJzFaUyD13vNMlZoerCbVvXBk12mpPsUkLbIe/5mIuIMgEjsAk8B+/AF8NcJWJvNZkoS7mVWg5sEoqWQ5gZREmBE2a0Hnf/dGDbsiTlqjIhlbuUZWZi9x2FWBYGlmOQOibzVYnfC7iKLZwwxkxLlji4/Ra55fDpTUV2K2i2TOTA2AsUU50V6mrL/mVHx1/m9jU5+E030xIZsJxKx+3Lsh7sKQd/fXdksSQ3g3sCyEUB4VRAsD3Rj98HCpGF3e1Xtd+/qZYlAvx5Ksv28qW0+J1KnmK56nddiGx7I8DdquIgeseSqazOtC2cQvtBFZR9XaXnTIAtTN4SkZg9lfV98RyGjyuSEWlOdnNwQjD3pZO3PWn1d9XcGMDlh5JAgVJtmpX2OAuVAcgwNG9FJqv/8kJehSJT/YM8Z1e4hNOILC/ptdoEbVdSnrM/gsWXhNaIkD2KvEVw/Dbtulhb5wCWL9jlLpezFXlhsUpHzG+HxOMf8PaeR76BcnnG3Pkr2OUJ3bzAtgy8cMpx7yFOsa1iMAwy/5Dr7j06+0eYxRDSHZ5jsU7usE4j+nYo8uK2dZ8MHlRFzW6qYPdQUqH2gWRISUiUmpwtDynSFobxgGevcrruMfcOPmJ99op1YmHlPsVyTttss94ZOJO3cNtDrPAVud3n4srmZhVwcLzP2bMFqWVzfLTl1XnAwf0JcR5wcXYH373i5nxDFhqcr4csrL+OEaSEi5DiYshz7ynvPfDwJkvOwlseuG8r1rVscWQccW1csM9DtkFIz+pUIp89QnbssUf7jdoDAS1OuEtEzCueY2IR0OGII044oUeflIwXPGfFkgULZsyYs2BAj4gdN8wwKHHxiIlpE7BgQ8zmNRkAWDBnzgwfj2PucMYlFjZj9inImTHnS74gJqJFCwOqImttVUNOUo7PTJy4TWQXHG17tBcWh1/u8LfTJn7g/FxgcrsVgFutBDY9rwlGrjP+/M7vNFr6Gsz7virymqaAcq1Nv7wUYKyB9Ecfaf+afOS5AO5uJ/Bap/HsdgVEz8+bfvz4xwKZs5n2r9OgWpY+r1OGbjZNAHKd+efNmgatVmMFPz2F731P///oI5GPLGuCaINA8/LZZyIwdfrUR480V3U613oew7DJ5FOTgTpG4v33GxnTfC5Z0notgH5zo7HWqUGfP9f8vf22rm+aIjSuK7LV6YgI1LEdZal+1JKg1Uo/dRB2q6U1mkwa4uF58pQcHUnW9dZb6s8f/MFX6xyYpvrguupXFGmtFguNz7Y1rjqIvPYo1cXcplNtq4uoZZm8HP/wHzYyqqqVh0dcm3381Ryr5cJui2tDXORsRofc2B3OZhabg0cYrQ7PFwWZbzIIDIaFMOjfP4WPp8Kh3UBA/9VS1vplUsXkOqrvNfQBQ/LxvbbA1fVOQP5BX1Kim7WkSLc7WfiXURXSFciQfdyVXGkVq4bWMpIE/juHMj5/MhOhiArh2HmiZDavNrDZystw0pFh/e89V8ak/cpwHRXQLeFmazBLFD8R2FLdnHRMpkGf607BbFlQ2DZO9cox0Xh/N4KXA5+Hh0f0khl+lmLu+eychNZhwChOSN4esDvscemUzLYOV98b420z3HUoyY9pMD3bcriOiBYJ9t021+02ccvBvo1Zex5R4JFlOWbX4+bBmLd2G7pdW17wbY5RGNAPKC0bPy/VzzRX9p+4kH6yNrSnhdhR2xHIv1vFQJxtpOPHgB8eCO2eb+Uh2GXyEpQlkecQlRbcxJhxSd5p4WUlQVZiGKZSgAaOJtmC3cdLbhYZpQuLzGBBwOC+S/v7YwpMDpYZA9cGcsVu1G2bik3uBeRXIRdnMUkBlm2QjjuUicOd9E+x2n9rDK92WlBKspZN9O4Qb+jLRGQaFEMPJ0rZFDAvXXqtAtNzwLfJfY8vMxfb9rgORVaLEiYtQZRpCMFK94xpyqvVduCk+89OjPLX5OA33eKNZEUgcF9Xv32TGBSFLOjbeSMnag0E9sq8IQFFLg9E/4TXaVAt71dc9L9G217rt9cVkdley2MweyL5Sv9eI3+hFHFI1o1XwzDB9WD0UGNZWMoeZPR0fLzSfkFXv7c38oRkMawuBHyHDxUz4A/Q08rQ9Yf3qyDl92D6EVz9HPr3q/SEA1nLwzkUGWluk5w9xShS/PEJppGqtoHfBb9PmiRknbfB8lhNb7k5yzGTKeG5QzL8gPs/+CHHowyMksuXb3Nzek7hjSnsHvE85sHRfQ6Ckmi1oCxanE8zLG+IYxWsNg9w9+6yTMf84qxPv5Xys0+O6e316K1hODA52itxTJ/bzY7Dt/+KiJhpEicB5TrEdGww+5qvssDvt1jG9+l755V36VikoL2np023kqyZlkhUuoMsJEpsXkQfUPbHdIPKkBxYJGWHT6bvspl1GDovcY2Aq3DMXd/ifH6XO/4EhofkR9/i9sUlrUFEWjpKDzj+ANfxeL4sKVo2pmNglWDYAU+v7tNtZZxfGrR6FqPuOUnhM8iH2EmJl/axVtd8p7eHWTjMT31ao4hiN+SLyKY73qfkiNBosTz5ko13zY6wkvB0mHLz+lZNSZkzp0VAnyGveEkJXHCBg8OISSUlSlmz4porUnLWzDnlOXc54YwzLAy69OjSqzwIJUOGtGm9vtZznjJmQohFlz42DhuWZCQUBNxUBdjaTPDxycn4jI9x+CYuPk5uEmc7SiuFUZf1uOTRTzP8zGyKgiWJwOaTJwJ3h4cCpS9eNEHHdXEsz2uKXYFkNv2+AOBiIaDv+6/z0PPznzfxAffuKQ1lHZxcxyhMJk0GosGgSX/55ZfaNp021vI6S9Hf+lvqX22xTtOmUm6d8rOujux5Or6uQ1DXJwCRjXv3dI7TU2XICQIB2Foy1O/Lk3B1JQJx964I0OVlE/D8xRdNoHBRqJ917v+6gBlon1o6dHqqua7z+HtelbFkqT4UhUjEYtF4Z778UuOoPRt1YbE669ByqTWr4zTqfQaDJk5gMmlIEuiYw8NmPq+vNca6dbuNvOq99+Dv/t1GllSnKb250RoOBhqzYYjE1DURwlD98TztM53qOpeXIltVS5Zr4uOH+EaOcX0johQU2JM9Phk+IHTaxAd3iTKTV0uIcovAloU0r0Bxz5W1PwUGhWIKdlU8at9Tmv0kq0C+Af/8iYzCT5ZKYnOzkxpmryU1SZRIap6UIg8Yyh0R5gJgvqUg5ydzGaoNpFrZVl+rsadEN21bkvs9X5/H1TnLTNd/tpRRfFudd69dxZ2aQKVsOdsIO+8Fwt1HbWhZJqO2iW1oTKtU+4RbmLQrxVli8fY7Yza3Ea0sYz0x+JKcjV/Q9S2W65y5AXG7hdfyWZQK/O0tQ+JNxnrYovzvPObALYl8k0VkcXYeYeYO8W1EWcbQ9Thr+/imTdRzsAObdpzgmCWrUUDPhVGcYr7YMW6ZBPse0WGXnedg3OxolRm+ZWC4pgKBa0+Ca0m3FVZBuNtMC+EBh6UIwtakvNxyedBj1W6Rb+H8eUZeehx3HdxFROt8y7FdYOWFFtqzVNbg8Yhgk5JsErLC4GBgcvtgQnCvQ9suuY4L2gMDZx1rgSoIQt/VQpgG836L0PZp2yXYJo5hkOZNXPE/0VLfduGbgW7essC0bYqLjPKNVKblyCfPS6JNiZklsIzZWRZF2+LKd2kftVjYNo8C3UfTSkXo25U8LZeszjBEEtaxJHVD/5/Qp79k7Wty8JtoZSkSkGeyoLttgTZoCnPV1t8sktylzLRt7legb1IFo73hHdhOlRbUa/Fae90++K/ezzwTMDdMAc6ykHTG60ieUhQNAN1cq+91sS1QH7yuzhEtBMzzRCDV9nTcxU8koerfqwKqDWUnijaQPxdhaI0FgsdvSR6T55IflZE8LHkuvX4WAikMTirvCkAJ3RPyNCcpPCgHhJuY2eUtru2QuQOM1ZDDSUJQLqE9Yblz2IYTMvs+21XO5y+P6fRaBMESM9tx7fyQ2888hu6X5NYRT9aHTO4ckrt9Cm8C2zWfPL/idvQY5s/I0pKX8w53xwusEtL2A4zBI8pdm589nXDvjonpXNPtQr9dyog3NzB7fcLFjPEjA9ttEcUQbjPywlaMhmmSeAekixvCuKTlO5T9uxidPUqnQ5zZFJEwlm0jT8Hht6E1oYzX3NzCPO3xIjkhmNss1sIJZRVH+ux6wHjSI3YfERY5u8ig6EPsG2w6NkHPJcth7Tym3UlIdiV5z6XcGHgBXN6oQO9mp/dHFIJpGZSmQ7sLoz5s033mxg2bPGTYNgiigHF2RDzf0CneJmm/xI4DHCwGA5/x7bfoHQYkyxZnT3zeffAW/bZSns645Y/5yeu77y53WLPlglfMmdOmg4tDyI4v+IItO5bMSMmYM6dHnyVzxhwQ0KFLn28wZM6MfpXRaEuIiUVO/jogGiCnJCEDMl7yAh+fFgG3TFky54prTGDEiA49ZsywMLnmhvf4gLvOIbm3o12mTJY9OoEBR1sVA1qtGiv3eNzk4q8Lid2/X6UVjhoJTLfbZPipg0dHoyZ7DQis1gGuoGMcp5HARJEQS5Y14NqufN1vgtu6PkCdyajOQHTvngBmkjTxC3Gs4/K8qR0wGDQW8jqlZh3gWqc/9X1ds7bsT6f6+810prVEaTwW2G23tf3OHZ0vz5tAaNPUuD/+WOe8vm6kQUmisezvN0C8BuHHx02q0e1WhGG3ayoTO47W6+xMVv3a61KP4/RUfa8L0NUemLqew+mpSEGeq2BbHUNy505Vx6Wa+yxrUsfWrd5WZ2pardS3+h6os0LV57h3T5+321rrWipVe3Lu3tU8FkXjRamf7KYJB/sUHRf89ut5XXYmXLlDxicT7rf0bvIM+OMrHXe11WP5sC2A5FrCb7c7AaFNooydvqNuHrcVCNyu/v7GHhzudPz9fpWVCBmlP55KMjTxm7iFBFllf3gkg3VRKgbhXq743jCtMmdSZU3y5B0436o/u0LyjqSaetcSqGvbkupv0ibrdpjrFZbkMpb7tkoE1JbfUSAPwyqBRcbrmpiBLQycFerHNjcJuy0uo5wsLblyTV65Ji0jZ1OWfGvPVLVnF8Lc4suyQ+m0sMcFUQFPLYt7fZOuVfDpdYH73kDPrqsIYx5xtjPohyZHDuyOe9w/sNhFOdMdHA9NZoVBx88JKHgegxVYXEcm2xUYXo+uUXDchjsjE8f+FWjasarsSW9s63pwIi/DetJi2e3Qc1XsuOWCU5SsDZt7d9okec68yJl4JWXbIUrlcMg8h/K9IbNNKedfx8YxTFYJdD0DbIsIcMaBPAVpQWmZxIZJkYNLFbDum18Jl3QsiGKtm/dPQrh3qpuiiluwypzW/TZr06L9+kthsBm0aH3PZ7XNOU0QWTAsrmOTkW1gGyLIdzqw8RTTbRn6PXWa74ZtypOx+Joc/P9xK4o3ALar+IL1uSQn8VYBqYP7jf7btASOt9dgnsD8VPIcw1LtAr+vbDBuS+ShblkszX2d6x70pNpc/dn6W1YxC7tbWedNEyjVh/ahkOP6QoGvtfvf6+qaplXlw69uE8OQXKoodJ46O1MWKZtOslR8wugdSV1MB9ZnOs5w5JHoHsq7UlLFG5zAqhqnHcgjkcUQVi/JovrWOy3oHBKHEbPsMbvVjjLdEWUDZhdL7vsLAmNJ0RoTJWteXA55eK9FaQ64mUcEGDhGyC7ySegTFxb91g4jGNNqw9Xc5HYGpQ22Y2HYPoXdZrH12C0Snt6c8NGzJQOrZFA+5WKaEW0cBkcH7HqPub0p+IcfjbmYetzMoIjbZGVE/32TKIHlxmQ5cwjcRySfZCRpRssvsWybV+t90rlZFXPtMl+02K4S7p5A2fc59A1ub4Rf6iWdjGE8gtzukLTf4nYXswCcsUe2MV/nB58vhCNOX4HnAoZJYQdsQ+iPAFcPgTj76m2z3Lq0W1VYhC9stN7pPJ2Wsp4OuuD58OKljJubLeSFw53+EWEe44YlfuzwnmExm61I7Ba9s2+zK0MluSnbGHbKH/9Bm8gImeUttmcBDx4WPH48wjANPuWT130yMPGwuSFmxZp3eB8Pl5SUC874jI+rdKKvSIlpEWDhkJLhVr87dDjggFtmlOTsWFFiEBNxzeXra1lYRIRV/MKWmJh7PKDPECgZMuaGSwxMXDzadCiBHVtm3DJx9jAPhvgvQ8b5LXF4XdUUKAQk6xz/dVxBHeBrGAKonY6KmE2nTS2A0UjAtt3WucKwKUxm27Iit1raHoZNXv7drgGSnqdtdSGv0UhAcn9f3+s6WHaxkJznzh0wTfLHj3meJHz89/4en//0p1xFETdxzDSKuMlzpnFMuF6TIUBkmSY24AOT9Zq9VouJ57HnOBwYBm9fX/PB4SEP338f27Y1H7MZrysCz+fq99GR+rBYSBKTppIWJUlT3ThNNYdh2EiQaoJgGI2npiZARaEb+uhI89JuN+Si3ZZVPUnkzagJm2lqfg8ONEegdaxTy9ZkYbPRfB4dab9uV8fXax2GqqLc70vyNZ1WGd/WOv/RUfMlPDtrAo/TtKlvMBwK3BeFzuv7kjrVqWhfvmxiUIqiicEwTa33YEDu+aS9YXO/70/AtFlPTuiOJ5AkZEXJL6YuielxFhosc4HtliPLe149MzqOpDm7DAZ2k4ymKAXoryMY5xCVAmxdVwB9WhkZAluSnjhvwJNhKAjZNCQxOmoLx6WFJEV+hVdnIUxjeRgutqr1NQ5UH2ybyXp8thZoXUQVcPUlc+o6IgBxBpsqbGaXwseurpG14YeHioUY+gJ9Jfp7Feu5mFdhSi76nIpr913VcHi5ULakvIBpZNFyYFjqOmlpiXev4AeBPCe3Ifzjc4OisOjYFlEO35iIEG1sk3lhslnrmpe02fgBuzJnLzCYdixGqcE94DK1OE/A2AmgbhOL98cW5xG0YsCAg7aeqpvEYgnYOxVw/qU29DSZZdkEhKQ5OCZlYHPl+dRqpV0Gnb4DNyGhZRLnEIwD1i/XtD2T69gmjSGMC2ahwb5hUXZMETKrenj8qmaZpJicbbRetUdgEeve+DNnc/RteNgTwwTwLCYYJGvdvwYabtuFiW/y5cYk8EVezQwCtCbvDOSJ8iwR05pEBo7uw6TQuh51/sldyYtG0fWXqX1NDv4sLVxWMpwqSMf2BYxtX2khMaSF31wKRNdynNZIKTqXZ1WxqrYkNMNHVe55U3Ib06nAdybtvR2AuRUBMW0htT9LREsWi7hES3kr3K7AuRNAFlNuLkm3EWa8wH7jRZGtZhStQ5yDuxjrMyDkdc0GfwT5dRU8fSIPQ7yksAKytMQyPKxOH+wTkZmgT75ZkpsOTrrGSCOScEseGzj9Y0rbh1aJ09sTucKQd2TzqvJIyDKa5DbXU5fb/B3OFz36nYxj42OMtMB1TK42Y/YHbRbTgFXWYevcZzvzia5cQnNIx5xjzBOuFhaulWBTEsUFu/63KbOMMitZZwOCfI5JABTs4oD1MsVxHJ7OHnDYvmSy12MdjsnDG34xG+FxiDfNOV0dcjn16fc0hJQ2V/OM7vOQrDQY9gpKz8MZH/LxZclunXDn2GA08Tm5Y/LRJ3ruRhF4rsXhnQC3DfM1nF3ByRH4nt71tg3XN8IkiwVc35q8Og/YVFra25luk70xHB3At74pS0oQCGuUhXBDu9XgmnYbFktIUnj5Sg/GO8dw+lIPr9Va2UYO9uHpMxkkDyZ62T+6L2P37S1cT+FmauA6Posb6Hfh9Aw8t8/stiRqTWm33Co4K+H5jw+4P3bpn2zZRSW9fsnpCxMvSNjcOWPL7vV9eZlc49sesRnToY1TPb489D2LifFwMTAICZlyi4XFLTeUFLTpsWDOXe7zAR+Qk5NTcsk5AT4zbpvvADmHHLJmhYuPh8OWLQN6bNgCBQVlFcRcVn+nPOQhHTrss0dxp0tvNqGYfo5tmXhhCk6qBby9bYpptVpNPvs6600dhDoeCzjW8p00Fcirq/j6vkBqXfU2igSC81zA1/Ma8Fxr1eO4yUbU6TQVggHimGK75edRxD/8gz/g9//gD/g4DPns4oL4zRz8f1qri2oBX2426vuvaO5/+p/yTrvNB+02v93t8jc7Hb7bamHVhOb4WIC81dI565z9dXpV32+kSHVAcJo2VZY7nSbHf00ATFPEYTTSjb5aNetQB/SapiRLliUJV/3lMU3463+9KSBXe1dct4ndqFOz1jUb7txRQHWd6rXTUf9fvND4gkDg/ubmq+lFa2/JyYmud3Mj0G/b6vtqJdBfE5P5vCEIk4n2uboiSzMKx8NxXYzJhOXdxywO75EdvPX6Uh8lPbLS5XoBLcdjv+VxuYV5qfT6q0hA5+lcID2wZYm3DEgNuIyUZj/xtd/ZRs8SyxQAXxmKOZju4PFIgG6vLXC3TQUsKRVzcLHV5x1PwKvvyzpfJ+/rufJAXIWKI2hb0O9IHr9MoYwh9eU5+M6+zrWsAHrfFbiPMgG/XQyzRHEQZQmYCniexSIPaa743DAXoM8qz0Dfl0djvwM/u5YHZboTvt1vVeqbQmDyoKUx7jKIUngaCji6ls512FaGpW0OL5ciNi1H+65j1QkzDBEW09D8L2O42MDANcE1aXdE3E5X8F4ochbYembPQjiLJOvapJJbPWxe9yqKXI0vfQOc17XK0o4HgwwnTqvcryVYJvGkxXmnxavYpoibZEWdlgPdvMorCxgFqWdziU25ywjMkpZhsDxpcxmZ7AUC5K6p/h22Nc9Jrthq0CXPN1XGU6/ZNg31c/CGXTVKK3j2hgjjVzbDIHX1DnFMgeG7Pd0buVRK+LbWbhzIC7ZJKi5fkVjbEuGchbrn9ytCsFdBv8DWmLJC5GG//dUuzCPdNyVNBui/LO1rcvDrtmQHm4sqKLa667ZTWeQn7+hvy+W1LChaqRR6kcH1JwqoTWORgKSjWIKLnwmol5Wc5/C7EM8r63lSpfQsRTYMo0pX6f6q3v1yq2sOGKZMPMFA3orVOQzuso09bi+WxKFJmQ1orxIG3Zz5ymIbDTFcFzvzOdx/RMupgvssV7Kp8VvyRuQp9O6wXMHickpc9iD0GPhbJvsOWHAbu+zmBXnpYhkeu2uDTbjHKnlEdNrmQetjeqN97Mxn2LXwB/vyvLQGCg6OFhRJxOWlRTn5Dnm4xyB9iW3C8/kRYZSwisdczWyIx2SLc0bBjmA8ILmMuQ7HnHz7A/zhFvv2Q8pFzvW1RTeOecr7zOaPcYwNRbjkB9/0GAQ5ly+vSVt7bDYpLcfgtrjLfO1xfHyXszDi5el9tiFcXRdsvgSn5bPauhwf6eF1O4dk5xDGI15exfS7BYOByfGRj702mE5hMHQ4m0IM9ENhiLPLKp17AcO+DISOoywbtqVzgx5apgWvzhvlRJHDk2cqaOx5Ou7yFnkI+vDWQx1TljCfQZw0+3/wrs6/28kLELR0TQyRiqfPYW+i22i3hXt3Ku+BLaz1/LkUF90OrKsQk8M9aYYXy6pYbRdWZwO8dovzMGbTL7kzCtjeOCwdeDUNuPVv2S1KDvbgs5cR3p0pTtE8orY3PRZmSNIz6bTbzLilz4A1t4SELFni4LFmWVVODsmI8fF5nw9wcDnmhCc8ISJhSJ8dG0oMElLKN8xWJmVVWdmpCECLNm2mzIgIKSnISNiwoSDnggs6tAnw8XDJkpB4fkVapuxaJcc3OebRsRa6ts5vNgJxVRrJ1xmEDEPW615P6Td/9jNJXIZDgdDVSmDyvfeaXP6eJxD66aeNxfyjj7Qwh4cCoHWKy1r7X2cmGg75fLPh/3F+zu++fMnvXVyw+BVE4KTV4v1ej/dclxPLYpJl7JUlk+qnnefYloWZphSmSTYcshsOmbZaTGczbjodpknC+ekpn+52fBLHvIwiPtxs+HCz4T++kle0Z1n8zmDA33Rd/tUo4v26PsJspj7XIP35c4H5shSQv7rSvOx2Gv+9ewLItVemlvGUpb4gX36pv588ETGog67v3ZNVvw76/fxzzV2deanVamoUPH/eVKAuCq3BYCAwPxrpHK4rMlAD+TpQupaO1VmDWi343d9tJvz3fx9++7cb2ZFlNfUo9ve1pt2uPBH372vdf/pTXassycOIpRWwLSxKf4zhT3APOoS9Mf69u7ie9fpS/zDdZ7Iw6HmqShxneg7d7Qig+w68WAgAdRxZ+ju2lBnrRADNs1TcdmSo+O0i0XFZLut5XChbUN8VGAozuFrD05Wk7q4pecZRWyD1+/uy+meGjk8qr8G9ntKfnm8lhV9kTZ0sKmnQKNB5Tte6jmMKaN6E8O4IHveURWka6dhpBCMb7vQF2DYx3Bjwn30pr0iRN8Sg5cIHI3jcVzKegza8P4CfThV7kBvwfKF+uBac7xRsbeqRyn4gEOqYcBMrj35UzVHgNPENF1sFdR9URvuuI7Jxrwufpwrcdi3wYo3Nc5rA7oHXeFYud0ABH04hzeC68v4cdnT7mzTW6+fL5j1jmvLe5KUBQZvgjs/BnQSvKMhdi1eFi+lauBsdZ5twtYF8bLA/CjB9B9fLCUuD+LDP6bKklWeUpoHfsRl55mu5V1HCH9+I6M1CEYPHfSUrGvq656KsIQagvh+2NL51onHchALwh231aa/1OiHRV1qaq1TCLtM941Ukrbb6v9nKsqp71lVsy6wid/NI6/n+WN4w39aaWoZsp/NI8xynTazBm6Ug1rHO13X+cmYx+poc/LotnCkYuCYGZSXNKWLp9W1fYsU8gdVLMN2qgNVSmXK8AXT2KaMFxuZMWWaCMaXVwoiXkOWUu3+A0TumXF1A9wRjcSpr//hxVaRs1xQT+9NaGmpfr0KOZoUoDZNoteFiPiIwC9ptg2V6xKevEqbznL2xxcldj467I7NKXl5YPLjXxQtoAqlNC8wAnID1Bq5X0OnmOJiUlsNi1YLrkNKw2K4j/OEBbnuPL162mJ694OSOh1HmeOk1Pzt7yMg6puvMMOYe7+8fMXQtBTj37kCREa4zIvsO7YMjsrOULPNYzeZcbve4mRWkpUd/z2G7KljwNps8w5+GdEdtyvFDTq989o/bFId/jYF9w4+fZ2y3PbqTEb5jso0GdHo+sRGSjgZsBiafPc9ZrFy6kzZJZhP4kBYmedHicikrvj+A0oFWWy/TwJfufmXK1b3ZmnTaAZarsBHDqmTVjkD5oAsU8NFnevfXiUk8Vw/x2bySp4fwzmN4+6HwRVHAZ09l+QqqALlnp/ImFCWMBjAc6IEzX+jlXCJMulxDlgoDjUbwV76n/Z4+EyGJK2vf84sqQUu/Sr5SQKcttZfni1y0O1WdtZ68CIeHik0vqz44jsYQJ00GTMty6fkuNzN4tYXzK51jPPQZ20NmyZxXH9l07y14rwgZzB+9vqV3G5OdlULSZWDY7Fo7CkquuSZki19BcweXPh0MLExcSuApT3nMW4TsKCnYscHGIGLHMUe0abNm+fpaAYrzycnx8LnHPUJCXvGCI465xyM69GjTBkre5xsMGdBnhFkYpFfn3JkHHN7adLy3cfYMWfeDQJbgm5smfaVtNykuv/lNfV6DX9uWJh94Xam4DjqdzUQM6rSdP/4x/Bf/hT7zFcPC5aV+dzrKdrS/LwA9m/Hk+pr/88cf8x//o3/EHy+bsQPc833+5mTCP3/nDt92HN4D+oOBmGYUici8fNkENO92AvC9ns5/fCzgGse8U3slBgNJgp4+1ViThPV8zqdPn/KLiwt+L0n43STh2W7Hf3Z7y392e8t//yc/4Zv/+X/Ov/43/gZ/+3vf470815eoKDT+u3ebLE9FoevXhdnqVKW1HMn3Gy3+cChAf3Skvphmk4L1wQMFdJvmV2sWPHqkY2sylqY6tq4n4DiNZf/gQNerMyrVlaF3O81P7WmovR5J9SU5eCOm7PBQ0qabmybOog4qbrU01rfeEjk4PGxkaTc3AExzj+g7BsF8StFukz5+m48HDzi5O8a1S6a3jVfO9n1abpUa1JIlPCkEfK93sEuaelvbHN5vCyQ/GsKnt7K03q0cGOcr7edZepZ5CPzaCbw1hAc91ZDaxTIu9z3Fl1qGngmGIfC/36qS3iWQuvrctwWKDcndCTN4sVS/fVvPrq6rdKWbjv5/u6uKBvd0LtuStyAulcWo74uk3MZVJuzKUT7w9fmntwLs74x1nlUCf+8FtD24362UNjZ890AAO81h5FRSoFyejj+8qNJalppH11bw9TqFV2vAUD/Pt0qJaVXxC1ZlTZ/kgFt5NDyRlKEt6/7A1Xz0HNi48vIMfBGED2+qMgW25mfkKYPpk4VAcN8T6PYtrfODfhV/UcDTJVDC4wFYpkGc27wsbB725WXItwr+vg01/3EuudkvruDtMbw9sAltm6zQ/WMF4FeENMxkbLpXrYmVww/2dd5ZrFoURiU5u420/69K1ujauk+OOiJkngknI81LXnmwLLOJZanbyzWvCyOD1u10JRla7TGpnZ+epfXZpBrHqPYY2NpelDrPva6210H6q1Lz6lk6b/tPkIDbSKTjVxGDJP/1yjX8ebavycGv2/K00tjnVeXjhbbtZtCvYhBWZwrg7d3RNyHZiSy4bbZFl9llSXHbJ1i/xHB7bGcOsWGxS08wKHDslHKyR8vZ4p49p92y6PVCrDSUhwGj0f//Ov2tv01uS3n/TRtMi9Uiw7ZLbNNitgp4fmGyCTuc3lpYfk78IuXRXY/u2MLOYbmC/T30pK4kSdgeZQnPX8J2kzMvfKzuhGE+p92xudkOcfIl/X6HvP+YMDY5je8zfOc+F4trPG9HaL3NIu+w21r84AcfsNrAk4st77dzOqMDxRkYBrspXH4OxnOYLxyubh5xMI5ItiGeDfHa5Do0iXLI/YIMaO175F0f2zJZrYQnOu2A2LuHfwR+Ab2+LCMHBzDq++Suz0cv4K0P4PA+fPQpLFZw9wQ++Qw++wKWG1gu4HBfxwYtEYWkwieeX2kvN1VYSRsmQxj0FJuY5rKiu1WwkmHCrvIctAIIK8t/tJbV3TRljd9u1J/DfWGN8zPwA6nQdpFwZJJWISaFQPn+XpPV1bZEXvJcsqF336myG+aNdP3Tp9pnvZY0Kc3Ad4VbTl/Be28LAy0X6tuLV/DwHpwcK/5h2Gtqc63WOlccw3pbWQ5jkRbTgONDPdg/fwr9gRRz43LMgBaX5oZ4scG82SO7uPv6lm65FlbepbM4wrIWlC3VLzCALTss4BM+pSSjz5A2XRbcEtCiS5d99quqzCE7dnjYHHGHgoKEhCGT19dSnYMhCSlHnDBgwFOecMwdQnZkZBxxgIVDQIt3eY+MhJCYw10Xf3vDo1MDLy4rs18VgzSd6ob77ncF3OuiYP2+AlYPDxvJkOsqxWeeN+k6+31ZuLdbBQXXbPH8HH7yEwHiOnvQfK6/y/J1zvzddsv//kc/4n/1ox/xkwpEgqz1/+p4zN965x3+5mDAgzt3dO7z86o+SVmlWw6bzD51ZHwt8am9IpalMfm+yNDdu+pLGFZs1n7tyehGEb/luvzW3h7/VpbBW2/xMor43ctL/t5yyd+9vubD83M+/Dt/h3//7/wdvn14yL/9r/wr/Jvf+Q5dx9HNaRgCz8+fa9z7+/r94x83kp26UFlNnC4vNZd/42803oHLS83rF18IiNfpWetrlKXAeR23cO+evBVJojWbzeRxqIPN67Sq7ba8E3V2qXZb/x8M1KckeW3tfzO96GupWJJoPHWdi3v3NP/37zexFk+eaO6ritdJf8QuNOmkO8K991kUDov3/hqfr2wuVrKS3pqNxuHTW4HeOx09E9IKGG0S/X+bQVjAuA2dRMC47QjI3k31XT4UTxYImit7D5XF2y8aK+oiVbZqx5S1d5U2BW87dlM8rUSW4eeZ+hHYIhFB9Qoc+JJ83O1VdQ5ygS3TkMfhegsf3wr0tuyKI3uqffWTK3i7L/Lz81soO9CrvBudSjJ1upKcaB0L+OUZXFXelJ4vCVCSy5vxaKA+hZlyc6Qj8DaSwpiV9MRE3pS40HaolGelAP3FTt6C+7YkQ7XMZBHDuSUwf7mDg0CVoc9XIjaWoT5nJRx14RtDeWxuq3iDm1AW7rYFna4A+CqUJ8Q25BmZeHCn8maA9rEMwND/u55A7iavpDWofy9Xmvvjjgxki1h/D12l9awz9xiG1qdugS1iEVkiTxjadrqSDMuqSGGcC3ivY2WcKsuvgukok2fANassUkHzmWVq3es0om+2Wjp0Ua1Dx9E9vE40J0+WihWwDAH7jg3/r+f6jhjoXn57AA8HIg0mmr/ztYLeHUvbdjn8lYOmvMObrfZE/apWe2/+ItvX5ODXbU5bpCBZSB7k+E3qz/kzZeApS4Fyt6v8/1kE08/ZbOFyYxM4EX7PY7fu8/xswsFgR+wNmEcuZRoS2AWlV3CVDukYOfGNR2/kc6e02BQtMvOATvvXvGscn9fpBfy+goDTHeQZSdbGddbk3oSXqzab9RTMksA1KPOEzSrn+e2E40CWZ+taFqBeD4z2PtH1KYt1watLlxfPU+4dJzijE8Kiy0X2AXvGF1zcWtxu93FmHoNOQTAeUZQmlt9hZnco2zBbQP9QQLN0xGEMJ+BiAz2zeV9OKzXBeCRN/S4yuZ63CK0WuQNUfGW6lia+3YHuUO/M7a4C2ZZeNlkG776th2dUAdc6u+L1rXT4tbLj8EDSmH/we5Ln1I6TLJMWv9uTrn8Xyhpzda3zmehB+egO7I9FrhabSgNZwMWV5nW9hrceNUZX29J1rm9kUS9LPbAsC6a3erCf/hRODiqQbcJnTyRjsmywEln2owgmIz18ogRulyIMg4HkQcsKuHc6mhsMyYVms2p+dyIW9dxf3wgrrTYQh7DeiDzkOfQ6VVChr3n4+LMqKU1bxOHpM/jiGRztVwqOp5rn8VBjfni3Ul5Uqo/FVUC4CLA7LZ7+lzFFVjT3dGHRMtvseyOimwH3TvoURkmHLiE7ImK6tDAwWbMiQHUTunQwMLnkks/5nIICG4sJewBcVWlJ+/ReX2qPAwb0ARMLgyuucbDp0uOYO9i4FOSYWIwY4uORY+PikYZLzJsr0idLvM6egFyd8991NdG1BbvX0/8vLnRD/M7vaN83qyTXKSnrOIWLCwFM0L7PnytV5mbTZKapJSdxDN0uL9Zr/pe/+7v8r3/6U+aVNbxrWfxrR0f863t7/LfzHO/NQmC1Jb6OW6jlPHWGImje1IOBQOx63RCZzz5TH4fDJrVnFMEf/ZHGMJs11YzDsKms/Mkn3A0C/o3BgH/j8WOSw0P+/qef8h+fn/N/Oz3l55eX/Dv/0X/Ev+e6/Fs//CH/Tpbx6NEjXf/lS1nf676fnTVzUGdniiKtwatX8m68eCEC9e67Td2J2azxLNTpUB1HROCDD7R/XRNhvdZ5apJUe4cWC/0/y5Se1nF0vizTOu3taa5+8hPN4+efiwju7TX3++1tE/zc6TTpY4+PZWn42c+qICWP7MEjFr0J07jF7tkG+iam5xMaOU/yDm47YLMuiFKBspEPn8/feF2YmrKnS3jQFbADFTQbOJLpXO3gdC6DRjwVgM8LgT/Pkp56Gcmjuc2gl8B0Kwu9bciqm6L//+JagHjcFhj0q9u8lqnHuf5+ta0K9gbwagUfz2Ql/mAkr0BeAbFxILC3rY6/2MHVFO60RE6yUt4QI1DhM9eEe331tb8WGHNMSEJpw8McjESSpuVOgHcQwMSRffB8Az+5kETpsK1nvm3rub9ONP5lqMDn0wVchLDY6bqjluIvFhV49y09BrYpvChFaNKsITs9VzW7SqBlQj8QCLYMjde0G/D5W2N41Jdn4OVGc9J1G6B9XTker0KtyyTQe+TLyvsS2MoalRQiWQYNUQQ965NCYDvKBZbrAHLT0bh9C063ykTVdTUfLVtkbhHpc8PQfTOsYi8Kqvdz0WQYMgxdOzCqsiaevC++rbHHufo39ETSlrEkPyDC0HN1b2ySX0JHTEONz7d1jm2mtbJRCl7blCQpK5Qqd1rFcYz8Jlj5fCtCkBa6dzxL8rhVIvIx8EXofhUxgCqupPJ4/clWk7S/yPY1Ofh1WzCQ9n+3UIBxmStQePI+lClspuB3pDXxepX0xqLEYBYNCawNlmlSGiazXY9ut2Bt3SHMBgxat2xjk9tFQHfkMlsaFJ0Be70lLy73eL475hvvW7QC2G62v15/bb+pSWC3oHcE6yswcrxeh1W2h+12mG2gt7dHvttQFjl+x6d0Wnz23Mfv6AvUbgnQ7kIY9H1eru9jpHOydEfQ9XmxOmK/E9Bpwyru84vpt9lFW4oyxnNNbrMu7jJgsdS7ulPJcCh1zhoHZbl060+eVeA21zu2zoC43eqh+eAeXFxDuJP1vt0S2IwjnS/wlW6zzEQOej19oWvL9dgU4DUM2BtpqZZLuLxS8O7lTRVvaOmc65Us/70eXFzq3KulpDO9jkiObaoPUSwLU6cFd4+q5CfX0GtrPE/PBNBPDgFTwNl34f131Pf5UpYly9S4VhsIPAUHL1Yac5zBowNhjeVafR/0tK9paY5sC559KcPi3qhSQyyrrJSWPBSdjojHagXPT5UVJEkUvDe9lUXftRXmcrCv1KWX1xr/nRPtezvXS/jwUGO/neurMezDF0/h5lbjKwr9HadaH8eVdyFPNedpovMUhe6BwaCFmR7y4nbx+pZu4eOXbfy8jVN4/A2+y4Y1H/ILNiwJCXnOC3JSRowxyPHpsiFkURU0K8mJibFosWEFWCSkhOwYMHh9rX32ucMJEQklJTExG2wCfAYMsXBYMsfCwMTCxCImxl9lOJ++YHPxBVe2RWvlYIZRk8mm19OCPX/eWP1r//XlpbbXlu/nz5V9pwaBk4lIwOefC8x2OgKs7bZuhqsrfcE877W+/rPtln//936P/8sXX1BUpsjfPjzk3+31+O+22/j9vvatwTo0gP3wUH25utL1Wy3tWxc4Oz7WDfT5501wcBg2qTXrmgc18Wm3G8IxnzdzUmfkcRztV6dYbbdxi4J/+fvf51/+wQ/4D8OQ/+Sjj/hffPwxv3d7y//0H/0j/mf/+B/zr733Hv+Db32Lb9bByXVa1JpAXV+LiTqO+lJXGV6tNLblUgHD3/mO/v/kSePtWa/Vl35ffT8+1vze3ooxX17KG1ETiW5XfXAcXfP58yZ+5E350XKpftS1JeK4CRSvm+vqp44TGQ5FxH76U5GYoyOIY/LlildFh9nQJhsd47XWRKuQL50Bu86Ag0kL14DrREjIt+Cjqay+dUsL1SDA1PbHQwXXmhUIm+4kLcQUmJ/H8HkoAPZXDmXx/ccv4f5AVtY0F8j71r6A9Mu1gOjAlXW55VRA3mhA635L17veClhtEj2rbsNKopPqelcb6fQP2gL4TxYCwWUhkOmYOvejngDsuiJDLVvjfH+kAmmzSMC07QiYbgztm+QiMo6puZobkoBkpfq3zgQM25X399O5LP4/PBYBudoKvO4H8OxWtR+GHuRVHIBjwLfH8HInonTSk3W+5ypYeLmDbSVlGfoCj0edKlOUBd8YwLay+r830pq0bEmcDiupp2Nqjse+wO7AVf+vI+haknZ9sZCEaBRAbsGnM83DJBDQra3Xb4SmCLxbIhFtu+q3p/fwxVbzu99WRp95XBEOS/Kpsa95XSVar56rfqSF7i/X0k8NtstqLesESXsteapmocYy8DQnlgnXaxGHoadHzixS38ZBJf/5E22bfjWIObDlKXi1EvntV4/COgXp0wt4Z6Q+12UgZpH2P+ho/NAQVRDJfKNswi+1sa+4iHqO68xX0FzjL7J9TQ5+3Wa70D2qLPCh6Hp7H7wuu03KMmpRZD5d26fjlcrtY/qsog5n64CuNVcxy7nJ+e2IcW/NLB2TFS5pFrFJA6bbAy6floyHEZExwShmJLlNx7UJw5K2vSNo/VPutjebYahwVriAaE6elWysR2zMIbljs50rkIkCStMndX2GJ3rozC/hZlrV2jH0bkwzAWrPh2HfA/uQiwhmu0rLHsK3vyHZzXThcnLsEvhVXSFX77xuS8a9b31D7+VnU+GA99+TDKbVgtVWYLvb0fswioU3bmaS3VzfVHVQunC8r4fEfA63C71/F3MBUmcl8J4lMN/BH/+8Sqn+rs59OxNQbVcqh6IQ6P3Zh3qwDwbCQVEsYN5uay4mIxkdI0+eAtNUINjxkQD5yXEjp1luBKptU5KfPJOnoVNhpPFQ2YQur0WCVht5aEbDSh4dC0S7NnLPd3R+25InIklFftJUJOXtRzrvdCoyNxoL3y1XOle7LTLhBxpbXlle8kJkIUmq8+WQ7WQAPRgpmHm7FSbqdORRWa60Hu22xvXqTGM92IPpDXx5KimUacJ77wo/RolIw8E+YMCdQ8nS1mv137WFlfISTg4NutlRVeND7d34+8Rbi+Xc435nTLDpkZkup7s1ET2KvIu3a3GeX+B2Q5xehO8nlGaBXVn1bRz2XhdAWzLjFhMTC4uUJgjXxSEmoUOHjIxLzgmJeMVLDEzu85AFc2IiznjFDde8u7mD+dk5cRExNiZw9QnbLz6j2z9pglkXiwZIt9sCinXKybLURNdA/fKyKYQWBNLqr1ba9otfSAPvuk1BtX5fFuXxmIuy5D/46CP+N8+ekZcltmny3/v2t/l3f/u3+W3bhj/8wybdp1W9/fP8q4XEXr3SzbXdNt6Iul7CcNhUK/74Y22vA6o9T4B/udTft7d6AJimwPOdO+r3l19qe51KtC7GVnsv8rxJt5qmeL0ef/t73+Nvv/02P0kS/ucffcT/8ec/5//+ySf8J59+yr/58CH/wWTC3TxvCEZdWC2K5EmoLO2vrQ2bjcjA2Zn6Zduq3Pzhh1qnui5BLeu5vtYDx3Wb6sw3N/pdBx8niY6rU86uViJ2dRC4YTQVjGu51v6+iOCbWZ3qrENHR5ITrdd6gF5eNg+tLGPTG7OOC/LLK3Z7d9i6LfIunHv3iOISZ7XhbHzAVWTiV9bNTVIlHajayJfltG1B15eMZpvKsnuxVerOvbYkOdNQoNs1JR/5Yi6Qtt8Cs1QF4p4lCc8uU12E+5VkpevCsNJhD3x5FlxLQOrFUnUD3hvJ2v/pTKBwFcvCWmTwxVqypGUs4N51VccgLaQHL5CFt+uJnLiWSMX1TmNLSni5lRTpeguLUOB7ljSF2T6aKQbBNESQ2iZcRXoHRtUjousJLGaFyMsmgr+7kVcgsPTM/y/PYZrIS+3ZcOxU3uEYOgF8pyVvTM8ToWi7+r9lwQGa43mkMdmVXGrcUnaoozZsXf0OHBUzfhNQblLp+ceBSN9tVAWWm1WNmlzP/agiVG0HZiY8XcA3J5LL5LXwoHZeZlrDThXjcL8PD1YaQ1FqjQIbbre6x2qPRac6Ps41b223KY5nGZJaXe+gnQnwX+4grORpjqmxHFTEse38skRom8qbcdzRfAW29plHGuv7o1+GR4GlPtiGvAabFIwCZqnuy+vKy9N2NS6zkj2FudKYWpWn4GoH3zvQfb5ORMhqQr1Lte5na8mWOu5X18izFeNxG2me/qJjDP5k+5oc/Fma24LOWLKhqk1nBtMrcFtDjHjL+UVOu2NztJdzcZ6wzR6xsX3OLzuE8xsC/xE3bouPTxM8lngth7n9iMXSYMuYThGTzAKG+Zbl+BvErQkH3pbtEibjLgTDX7+/pgntEbk/4uVZVZeocsVi6B3muHrX7e+L9T55BqfnYsIvz2Rp/6iSvfZ7evddXQmkX15LfuL70uPXdZz2JjrO9/RQuLiSFOX4QPFzaaKc+aYpkL9a6j1990SgfTxoipnuIklVdltZmLNC7+cwkm5/vdZ4ilxjWu+UMWMbwcsPVSbhwTFc3YK9FDYwLcllaqt+HMny7nvwo580adKTCqMUCLxeXuvLnZcC0Y4tYGyY8Pi+vAVZ3qSg94PG+uJ6euCNxzo2iqp52DZy7eVKpCyJFQj87LSypLdlzQpDzedsLjwSZ6iQjan4hu9+W/EAQaD5ONwXgdiEion47Inm9lsfSPN/Pa2kPEuRhzq9u2nonGWhfne68lpYpl40tiVc5LnCL1EMT19I2nR7qwDkshTJ+fIFhB+JSx8e6h7bhiJJk4mO2Wzhw8+0rpu15uizp/DgvsnBqLnf3WffJN3B3Tbsu/B/+r/Ck6cDwoffYDc+JS4LQucWp+ezuJxTHLyk2xthtiLulHcZuR26/kvmxpyQHVdcsmKNVXkEtjTA7IIzbrhmwIiQLRdcMqCPhcVnfMIpzwgJOeAIE4NNuSaZfsHDrM1b2zG9aUaSQVRGdD/+WG/8/X1JTGpw2OlIolID7+lUX4Q//uMGlH7yiTrU7+vGWi4FEA2jAaiOI9KxXLKdTPgfffop/5MvvmBXFFiGwb/9/e/z77/9NncePWqq7n70kSQ1daBumupm6HablKidjkBzEOgL8fy5+tLpiIk/eSKSUEtlarnRdls9XJxGd18XE6trMLz1luIg6mPWa12zBs/9flMzYDCQ3KYGznnO9997j//dd7/L//hf/Bf5H/79v89/+POf87/98kv+D8+e8e/u7fHvjcf06wrGbwZmu9UDb7PRWD/7rKk18NlnuvnefVd6/ouLplK1YWisZantdRVox1GMwqtXOu9goHHlub6ki4Vu9IsLrf+jRw3Rq9YMy9J433mnkRGB5vXxYwVI13Kx9ZrcMNgZLqvUJUsctknOwojZ2iaXkcNNa0J7fk3WCQkTi99rHzExekSJ9PCnK4Hvid9cqkQW7Y6nVKMHbfhyIZC116qKRld666LSsMeFsu2UpUDfw0Els8iV8tQypblOS1li+171rC4FzvZasmifbquwmEAynVkIv39WcdRMEpjTuZI81MG6z1ciDf/SI/jmngD607muZaPxxXkjPVklcJ0IsFJKltR3RGTKUnUKWpaCkrfVOMtK+mJbIjhZob4VCDSGiazvy/8fe/8drNue5ndhn5XXm9PO++Rzc+o4Pd0TkNCMZBBhZGFEmVCFsMqWXWAokBAYC9mWJYIMFCaYMkVJgLBUBAmEUBqkkUbTmu7pnu7bffO95564895vDiuv5T++v/e+5/b0dPeMVKin6q5b++593rDWL63f+n6f5/s8TyIr8MVSY7TtQ6smOUpWCVzfWyl+YruuNlyt4FPbcH8Gl8biXiJPwXQmEtNwROA8S9mTbrcFQlPjXAoMCTmea34OWxtJTsuA46YvgrDKBX6LUpbuNRitOXq2OJYs7NNEsibPEemquSajD7Kab9U3ReA8B17bFqF4f6Sx8h0BbtD8BK7G4EZblvm5eb70jRTprctN1ephLCLRDTeEJa+Utva7ZRxaH6vMxKt4WnOTWIDetTQv35l9CLS+55nWDJapeVFKatcJtY6LUh6vwNY6bJm1d7oQScgKeGmgz7cqkYlxInxQFOpDYsb2fKX3vpPEBa5IzQ/j8Qk5+LUcbk3COlPbIE1hOCxpNUqsbh+qDsHyitlkxWlWsSratPf72EuHqT8gHzzPOIGLwmZYVfR7FbN5Sc2xafSWWNmIqiYQ2e21OE56uE0Lb3uA6wBN69fV7Jnx1LeeWoSBL0PXj31BIPT4WL+bDRh0dGP0e3qt3YB2V/rxIBSgf3IksjCbyRJcq20y2hzuaQNLEpGCZl0brOvpO7dvKMD1i5+Dd9/XZ2xbr5WFLNOzmTwI47EBppbA+d625C1HR8Ioq6Vwy2uvqJ9Zps11ZIx7DjCaws0b0vFPprJ4pwlQmTTvoYlryASK5ws4ORWIbdRENJJY7aKE5RzuXDdp4hsb9UK3JyCfJNL+v/ic+m1VsLOrUJW33zUp7SwRlkdPRCIsY9G5fmiMqS1d7/0PRZC2BnD9QED6jXdEVizgcqw5sRDeG/SNQdoWBrt7R96C8Ug46ckpPHtXsqFuRwTrjXckwdoayHtRlCIp2THcvSUcdfu6sjI9eKjz2bY2wLMzEbKDHY3VvbEIRaezqWM1n+tayxiu7coTc+um5ufBI7hzS8RsORfJyQuN/WTyceum60lSVg/hT//3wqZBAKMHz3Dm+9y6k9Hr3aXeX7J3+ITi7R/jbvkizivfZNx5yEk8IUogbScUdvlR+tKCij6HeGy8cnNW7LHDBWeUVAzYokndxCa0eMwRATUqKtp0WaYTJtUKMp/p8owgSSieuY3rDWD87qZwYBzrd1kKMK7rFKxrAdy9u6mEu7ZGR5GQ0uWl/h0Em/MkiQbYcfi5dpv/3V/8izyYzwH4Xx8e8kdffpkXfvRHN+B1LWnJ801A8VobXzMC5LWO78YNvd/riaSsMyqtreOeJ2C9MDcwbH5X1aZAWKOhNg4Gxuc/Eghexza47iZjk+Po9TUhGY303Tt3Nhmc1ue8fZu9rS3+A9/nX/iRH+H/+rM/y59++JA/dnHBnxqP+U+7Xf6+6XQTZ7CuhbCzo7EYjZQZynU1ppalcdrZESDvdsVYi0JehWZT/c4y9eXJk00hsyzbVB8GMeF1obmtLV1n7QmxrE1qsnW14/VcrzM7gdbCeq0MBrC/T/roiPNwm+FoxYo2dqPG1TTmfFlSDVoMaRLlcLnzLEd2hzsdi1ZpMagL5FzFAm1FJSC2PgY1qEKTRtk3GnujEXctI6dJ4N5IIOgy0T6Wl/D8QJKWSayYg5q3yed+oyUJzjfPBODbofbDfs3U0rJVaHe3rtzwR0uByVUprfk7I33+rbFAYlJIrtPyZTF+b6QsQW1fINw3YDytFNNwuyuL+DwBHLXHstW/W13JoO624Y1L+PKJAOw40f65V5MX4/4C9loySBzHkkktc6VCnWdQszdW4+1AsqmoErAuCvW1wpCpWGPvO5KlBE8RkrOlPBNtH3ZDZe3p1uR1oRIY3zKAeRjJI3G63Ojfs1LxD51QgPOXz3Xdfk3tmySw1YRPb8NfP9KzKco3MQVZaTxKBryXZiwPjS30u2XV2aqLUJyb26cdStpT9zSWO3UB78AV4C4r462u4MtHIqqeq+d0nEPiinBsNTaf/X5pPl1zi1iukRr5JlVupn9/t8N3TAKyriEUiTxgu00FFRdro6AP40yfOVlo3QWebstJKZKY5OrfoK6xzkvJhdqe2h/lImCLVAR054eUDHzn8Qk5+LUctq1MRIszSOYkSwurCrE6+6bGAdC5TuDnnI0ttrccolTyivnC4vLSYjgWOL1122K5tKg1bOZzaO23CP0mq7gg8G1mhc2WK8v8fG5x55ZO/+splDGdCXytj7XEdb7Qc393S0bEdlM681ZT+OHBI7OB5wLkUSIwfHIqj0OvB+eXylqzuyOL/P6uMvhEY7gYSW+e5QLN3bY2grMLgdKzcwHOVkuvRyl88D68+bbA5KAvy/feQDKa6UzfCwIB3MlMZKOyJDuazdcdlGSnwigKEjg2xr48g/aOHm4rI4/OChjPhL22BrpGs7lRUTRDBeJGkTwWtiM81+0IX1SWHpT1awZPXGkjn0yFO27eVHvuP1btgYNdk0ViqE3q/iN5Whyz4RQGM12/Bi+5Oo/vS/Z0brwmu9saW2wB+yTX+T79msb63kPFJ1yNhIf6PeGQrb4CsuNUY9Fobgqc9YxcfTRWnEPN17zeuGaIE6aQ7UREsKo0to4Nt2/q9aY5X5bCkxPNYbuttVYuVBDt1ZeMauZC389yAf92R65lLLUnTjQO62NnoPXwF/8qvPuB1m2SQCtrY3PAm69f8OpPXjIqLjm4GtC5eJ687bI9fY6qPaOVbfMg/gA3mFHVVgTmv4qCmAiTKR2AAIc99lmyoEGTAQMqKlx8EgpiUnbZZZttugxI7RVP/IcMgoqUmEkXGv4W1zKjPS9LDe5yqQWxvhGfPDGBHlNl9XkaNK5fe/99ueuGQy2obvejdKQEAfPVij/w/vv8f95/H4BPX7vGf/zbfztfWkuNvvAFAc2339Z3HjwQmF1nRTo72+T0T5JNNd01WF3LX3rGi7Muyra1pfZvb6s962rC63Se6+rEnqff68Jm61iDdVaj9efWIH0dqL29rbHLc4HwdWD3nTsiDsOhxieKuOv7/Kl/6p/i9335y/yfvv51fmk24++/vOR35zn/bqdDt9MRoYgiXbssda7hUDf6Oh3saqX+bm1tCq4dHaktVaX319KnpwnGevzSVOd/912dd29PY3VxoZvjrbd0rSDYkKA1cUxTnW99rIvg5bnOceMGo7DP/HxClgzpFitwLKbxiqoMWHUHxK5PvdtmFXaYXNoME1k355mRReQCs65rrOjmOF8KEH5uT4DnG+eSY9RdeDiXdfq9KwHPXk26ewdYVQLeJfoZG6/C0VzW4rgQufjcviREpWVqwSTwSk9kICjMcyrTLbhVF0iOMgGshzMZDFZG5pQab0TNgOM01+/dhgBpVkg3TwUfjvRZx1Ymn24ogDY38qC2LzlVWskDYVUiJMOVrnNvov2oG8haXJYiKXGhVKwHDcVArCp4piMP6XIpmcvdPrx+ob25F8oC33D13YOWAPJabrUwDrPANVnsjIzoaimPykFL3o9GaPKeFMpUFzgC/p4jIH9m5EmWpbY9nqkydd1T+1uBihBfr8PjqckO1BJRtJC3YNDYaPqfzHX+wJWX52lVc2xAb1Iq+PhkIeJo6opRVuaaT32nqjQOl5FkY9dam2Jlnq25/uop/NZbm/N8v6Pla97zUueyLD1DKzQW3+3Yayi2Jin0HDxfbmIa0lznqzT1dHz4qZvw80/U7ravtfeFXSMJW2mtwyaIep1Z6WSp+bdtreG3RrqHgh+wb383j98ATfwhO1wfujegyLC8iir1Nn40c1S2i+dJInN8Cr/wVQV8TueyjA96AsX9rtlsdteBuhYHBy4X58bS3zK54W0t9vmCX3OVcDDGJ7MB54WCapNU4BFLevGwrtdcR8+hekNW5tnUBK5OBT5roWQxV0PdVJ4notBu6oFzuL8pJjqZGKl1TSBxf08ei8srgbyHR3oP9Iw+uzBxCad67dq+NtqiglvXN8Vh+z0TBGywyHgMM09ejlZL/apQn4tS7djZEZFoNIVt1nF/pw8FvldLjc1iqfYvlyIJtnG7ts0m5htsMxkrpoBKfW53NhkPd7Y0Ns2mvjeZmVjCKbz0HJycyWOQZQo6btRF3up1ZTGqSoF6P5AMqCzUhidHMJlrDGvGRX9t1wQxTzbybcvMd1lJ7lWUkvH4vtbbysiTzi+MCzsGQiMBivR+qyECMV9KatZuKdi419XvJJFcKQhMrMfMxB6c6LV1FqTSzE+joWJrHz6Et95X8HGew/PPaD2cGgMtttqU54pP2N/drOO/8be0Br/8twQchlfgBbr9Jos+2UWXq+w64faUx57NzsCl2imJFgP2i9d43Ppl5n4Gl31aBw6+6/Ih92nQpKJg9VQ15jZ9BmzzkIesWOLhERJym7uUFEyZMGCLGg0qKmwvhMBnaA9p1muElyuiymU0jdjZ3sUuSoHben1TrffQxCIsFgKha8DpOAo43d7WwDUaAvZr/dlyqY3BdfmF6ZR/8hd+gUfLJZ7j8Ad/5mf4V37H78C7uhKhWAfAdru6CY6Pdb61rGaxUBvWMpks46N6CquVCTyqxNJmM7G6+VxtXfdj3a6y1E0Am6Jda4s4bKzuSaLJrtU25ygKvV5Val+tJg1+vy/i4Th6bTbbpBt1XXkFnnvuIznW52ybL7/4Iv/ehx/yB4dD/vh4zF9eLPgv9vb4qevXRWbOzzdZl/Jc309TowUMN96VO3e0eVy/Lo+J64poHR2JUK2zJYDa1u1qvIJABMzUcthshHW107JUzyLLNuOz9gjduLFZ8Ldv65yNhoqafenHid55QuFf4iYF9sUJVZZDr4tT22Xx2R9n6PdIKofcyC7zSqlCPVuW5tsd/V2UH/fKXW9L5nK0UOGwOBchmCXGC2DBLFcOjqQQcA0cgalJLFKQFiY95FJgy7OVJnNdmfjFLZGTvJKUZpwKaO03BErPDZB6NDWBwaWkSLYuj21JG365hINSVumykhQkzg3gK+DBROeuO0bu1Na+khXyCkS59nrbWLSzXNbv7brOs9MQmB5FIgmODZEtklF39fooUezASSQwGboC0kWh2IdbAy3r210ZVuapSEhWSGceG+Jxt6uA5LQ0Vmlb45+UAqC2pet3A312nUEoKQS8L6On+j7XfCyN3CmrFBcQG8v2dg3eGorkLQqdNyvl0XVrImLP9jSus0QE7ZsXunYr0LPu+YEIzflKY2YhOZVj63tjo59fpy49bG6A8CrTmqoQeTxfbgqDPZ5LrhNnOq/vwKvbCrD+fodrS65zutTcgtbe9aeIx3cegSuyGBpyFeXwYKp5yUqRy0Yg6d2grva0fOGjQU3zZK+JbmRS7Jr7ycJk3op1T6wJSm7G5HSpNfDDfnxCDn69h+NRa4F9ZVi8o5erSs+Dbhe+8kvw6MQUjDIu27VX+fRMv7d6UGuYoqkNbYStpp5Ru9tw+5bOv46vC76H9u67HWWpxXp2oaDZS9PeIJC1oaoE7Jp14RPfE6CbzXRj7W4rZedyBf22Xuv3JHWphZLLBL4svxcXBuw24M5No01viDwE/scNiUenukEbNWGNB4/U1puHssjMZvDosTTp44ms9PPlRpIcJyZWMlLg7XwhSc5kZvJZNyS5KUtjEIx03X5XY9FoANUm/3+UwKAN4znkRlqTF4bYdNT+q8mmcvBoqnH5zCsCzr2uSUbS1nxbjc33i1IxGlEkEvDSC7Kur9OcPjnS+fJc2LDeEPhfKy5uHKhdcSLPxutvGes9BpSnGqNbN0Xabhxq3bx/zySYKaHXV38tQ5bmS137lZdkJF3F2gAniebc942X50z4rBaawi+dTdB0o6ZxDQNDMlKB+TXOclx5O9JEMQ6f+7QkZUkmedinXjVpXY3yI45kaG0YzGjxcXIwm8mT1mpBNTMqjbHGJEsgz22qtIGzslm4Y/LYxrIqOm2L67MdXvC+ROGV+MuQO7MmT/qvk5IwZ0GJRZ3GR9eysXjCYzw8SipKCho08fCISAhMJWRlMZpTUpB0a7TaXa6P+nSsIZnlcvF8jdo4oPPgUp1cByG32wKUn/ucKSwx3MhYjo91M66z+IShUmg2mx9Jg6rZjP/30RG/72d/lrws+ezhIX/8n/vneO255zbW+MtLLYA813nXlYbzXANt2xRORTm6xFkk2PMlRSMkX86oyKEW4OBjj2dklxHZlkO1U8ctHOywiTuR5aDqtrAePADLIu3WKKMFlu0R4ONUUA16JG6B1Wji5w6252tRrS31k4lcUlm2MYuurfZxrPgLy9pY6PN8U7F4Plff1uleazXcZpPf3+vxD11d8bvv3eMrkwm/7Stf4Y/EMX9gbw/r5ZcF3q+udJ2y3MSBrGtJ7O0J3B8cGF5d18QAAQAASURBVHfYbCOL2tnZVFIeDjcZii4v9Zk1yRkMRGLWGaSiSPOxWon8vfiiAp/bba2L4VDXWx+vvKL5Pjwks11ir8Yk7BH3PIovHGAVEU5ZkIwqTu1teodbhIXkKi1XlYef6wrMWpakJo+NdfeZgUD5+uj5JnuRJaCzzAw4jmSt7wbS6CfVJqPNtYa8l/fH8vpiiYAcL0zAbGasryWMStVQaDd1/uFKgHZt/W95Sqc5S3TNli9PR1lqvxjUZWVuBnA2M9l/Kvj0QED+0Uw6/qtY4C0rtH81PMU9NGyB5IO6CIllS2/fDTYxBmAy5tgiM2tCMo31XugogPdmG/wI2j341oVkIrc6AvSTSNr57dBkJdoWyHpnBPulvDhptTH4pIUIR7+m/jRck34zk0TndC6PzulKIPpOV9b1uJClvuHCdlPfX6TS0NtGHrTOWNQKBH5X2SZ96I4j0vT+WB6JuiO51t2egP4shQ+XumY70HzYlqRUDgoirrsGD9QE+h0bbjTV9rSUVGzLGP+KUu0N1t8JTRC0iQ84W0DblfV/LUV641Kenu+W6vM7j5ohvutaCoHzveVI6xiFdbDxNFVfF6nWT5QL3NvIK3AR6fnXD0UikxzeHIlQlWisD8w8hK4MVifRx2MlYjMm63n/YQtA/s7jE3Lwt3E4jgD3yak2wbXkp99T1pt7D+DefWnp01wAZp0RpmG8590OfPXr+u7FJXz5l6TvfvlFAa8P7gl4V5U2u/29H7x9k4naESX6+823TUzAPlDJkv7NN/TZ+w8lY4ljAeAkEbB7+TkB2TwXaI1j6eFffVEW8LNTk/TkUgGwv/g1PUu3B7IeO66ejWUp0LzOcnOwp759+FDg+MFDffZqDN2mrOZxog2k34dffl3nOTuHr78ON6/JKp4VsjDbmHSakchBWANnLIDe7eh7V0O1Oc8ESj1fQLQsdI3pHOKFbvzKuCjXiWC2t0ycgrWpjeQ6phZDaTJM7MCXvyrL+jpQ+8FD+PEvanySSJZv21LmjeEEjs8UVzBb6txpDD/yec1PWWizfHKsfw8GMjzalUC7HyqWIAy1RkLf1IwoJfMJvE1M52qhz7Sa8j6Mp/pesy4A/tVfFlaaG8VFqwWvPq94grI0XqNAHo3xBNoxBPtGUxkr7uHsXJ97cqy5Wyz1nRvXRUa+9Ybc7r2uSM3xiYKd1wVuj47h9Ap6TcVvhKFJn2gO15V3Yi3dCgIjxR9uPB5nlxCMa9T6Of71GfMEanbFW+/Cq9dvkHQ+INhbMZ/Z9NsDdtxdJkzJyGjS+uhaQ64445SKkgqLJR4TRuTk1KnTps0JZyx4nyVzUjI6bofy2c8wbTRIQovi5IhBIyD55rvwyMhovvlNAcFPf1pA0NQh4MMPN+zw5GRT02B7e5NS02TwSSYT/g9f+Qr/+b17APy+3/Sb+KP/xr+B9/ChrNq2rfP5PvnxA/LLh/gJ2FH2kbypbNWZxh+SOTlu38JyZuAXZF2bqFpRrcbQ71PYBdaDY+L9iLSzwkmP8GouzWmThmXhJBPKRojnZaz6BdEWWCsoahluZdMcOcTNE4q6B94Cx23QXnaxLh5R+i4BIc5ohNVoUO5uU45GOLUGVqulvqwrPa8Li3meftZZftZpVt97byMVMl6IF1otfuHHf5z/+6NH/OE33+Rfff11vrG7y5/odqlvb8urslxqrGczLag01blAc/HSS5s6BmvLjm3rZnQcbRzrInCtlrJFLZc69/37G7Kxzsa0Lo42Hus66/40GiINb765WfBVRdlscXEZcbx1k7Njm3vRFtW0JMxX3Kj7bIcVrd2Qkl3FeZV61pwkAqePZrIu+w4scln4HUua+YvNcmeWqIkHLVlOi1Igz3Pgm+cCTMNY93uWC7w9nuvfrqOqybYtOWHLlWSkQNdyDTF5OIUXtuT1W4PKwNWz88EIvnoiorBKoLIFrLJCnobP7ygN5+ncZPFJFLz8opmGeSZ500HTeHg7kkZRiTA4lsnqVhOxCF34kT1Jdu5nutbFUq83PenPp4mJn2iJIMwixQx0PFmD14ByXeSrqNTnrZqs4Ft1mMfy3GSF8UwUslCPIo2pbYn8BJZJtYrknL4rcmWhcWu48NiRXOUZ07e15f08gtcLGfZmsUD1dk0SoG6g6zR9AfhVKs+IbwyDB03oG3mQ6+kWmudGJ5/BKBfQX+QaQ6tUFqZuKK/QKNJaKCv49uXGY7S25i9SkZNltqmHAfpOJ9A6PDHGuGWmZ++Npua6Ql6pH8R7ACYJ3K8B0e7URWQXscalHUDhKvPim5cmkLqjcw7WoN+M2+lSUrBLI2cbRZJLvWwI6WFT87w0jtgKEc6mr/vqN8LxCTn42zwaDbhze5NJJghkBT+7lAX37GKTIWj/uhbKzDxL2k1978ahbszFAnZ6+rvXFYCzbVnhHSP3OTr+wdqVpvD1b8qqu7Oln8lUVXZffF7Po2+9Ka1+q7GJeysLFXne34dXXtS5hhPYzfRQWEbahHpdAULPEeDc3ZU3xDM3UJLIkv3BhyImUSRAZ9kC8/WayMRsvvFkrDX+tisQfzVUUG6/o+dzmsALz2lMz42XYrYUphr0NUa9rvSagasCY2Vl5NtzIFLA7fBKYz9fqR2epzm7dgDXbijjTxwDljbprJRx0jUWgf4OrFobiU1Rqp1XI/W3a16/cah5uPehLPRFruufncvbcXYmXNIxUijbAWz48lfk4eh1FM/hWCIydTM+vi9jYxSL/DiO0o2mCbz/gebn+NR4UNoiAMOp5u7q0ljitkUU3/nAyMRT45WyIGwoOPitDzRWzZZIVNNIls7OtX6nM7WnHmpzfXSksT7clyTpvQ8Ud1BvGNn4KTx/V58vCji7UtBzs6G1UJTqa5yaWgrXFFC9Pj58IKPtwZ5w1LEh5bOpznf3tgiCbUExb3H1QQA7OenIwsp9tnILZ+8WF9mHnHcvcevntFpdXqy9TI0aXXr8af47AEpK5ixp06BBCwuLbQa06HDIAeecMWZCmyYt2qxY4BFg2TaLa23G2w7LVcDo0Yxo6tLf+SxuoyPAv1rpZvc83dSOoxvu9FRyFsv6CNxzdKSJabVguWTUbPIzf+Ev8AuPHlH3ff7E7/29/KP/wD+gG8SyxMyzjPzOdYarN4gev4GTlnjRnHBwm3Z4nTQoeXz9Icl4glu4OM024fSQ3K+gKqiGBZXT52Lnkml4wfInIlrvL3ELh9rIIlyUzG6u6F90aBxbJM0r5j/tUFFQ+hC3wc1ditCiDB32H/h43QFFzSeqZVxF92kfFaTbDaxmi37lYG9ZlD96A9u5DV5AYPcI33uyAc7zuQKjYFN0LU03P0Wx8R6Mxx/VU3DimP/HK6/whb09/om//tf5b87PefBX/yp//md+hl3fF/lYB1f3+5u0oi+8oOtmmW7Umzc3XhfH0funxjLyi79ochHPdAOsPUNFscmEtA5O7nY3FofFYiM1Wi43cRfr48EDRu1dLr0ai0aPLIebfYczb494GfNBVXDi2hzu1LgVW7w3Mhr8UmDyhb6s5q4tI0PdhZMcqFSU6+ksLmkpvf0y0/3T9CX9cIzlPCll6f9wIuNWy9M5tkP49I4KbrVckz4SAaazpazRBfCNS8lovnWhZ8antrWvXmvLav32UBb8tFCb+57JEOMJlCUVfGZHFmvfEui93TXPxUKfWwNQz1G61Z6vdu/bOlfhyijn2/JspIVkNlkBb1/Ae1M9/yxLY3HYgc/uGomPA29fCsy6rvbWy7nG7m5XYHAaKyPR/ams4NeaApV3ffj2hdJjfuNCJGKemrSYPjyaw3M9Wee/dWUAtKUU3ONU89UL5QW42YL3jLX/sCGycrnU+N9qC/D6BqyXla71ZK52rTIFOE8SE+xrqQ0Pp+pXJ4D3ryRFKkp4ZwzPdA35Qe37cGqCdS2NsWNpbV1viYSeL0xxOU/APi8UXHy5Uv/HkVlwliQ7F2N5W2xL57/RUwB0Uel8efWD4Z1fz+E58gKFjjwIsZGsffPKGPDQvbNIFJvxUzfUrmEk6dsil1HywJLMzI6hH6h6degphmVNOD1bmCQt9PcPQ5Gz73d8Qg7+DhyO81Qhr1zVc28cCHBatkn11tjUMSpyGZYsW6BvvyfARiWpyWSq9J13bpoAnkgA3PNkff9BjpEBrfWnXMfdjgDnyZlcgK4nTXtiZFBhKAAa+Ar4rRAuuRoKjPd6sn7bttHRd82zu76Rzh7uG2//Uu/v7cCDJ7oZblwTxpnOBPAtS+OR5upzq6lzXV2ZoOAGdFsmG6JnUsqF2pybzU0SjyjWNbcHetZW1abCb7cD77ynNj//DB+ldHUdaNdNG/obj3+vJYuL7+taabaRROVGM9rpyEOxs6OHSZKqP8ORDL2+0RienClWYhWL6O1s6fvdjr6zXMHNA6WODUN9z3bg4lzt29mDywuTlr1hjJNtaf0//bL0/WUhL0G/pzmxKlnSHUekKs1kjUozjSVt4c91uvdGTaC921RZjLNzSaPi+iZl3bomQr0uCdXUSM/399TOmzfgl7+ptdUw67yqNPcVanejYeR3tjxE7SZQ6tq2WYsvPKf75PxCRLQRfDw+03GNd2QGzz0rKfiTI8XsrCVbcaJNfTSGuuvTDXwCG/B1rp1rfaJJSJYN4e6EzmiHm/0mTlBwaZ9/dK1DrtFkAoYUXDHEo0afLo75b0CPXQ6o06Ag45t8kxEjZszZDXYZBM8QvvMthp865Oyox7VkZ5PF5twwrP19Ewiy0uthKLlKZJ6iZjCrg30uHt/n7/uv/iSvn51zrdvlv//X/i989rOfVbHFaCmX2I3rsJhz0fmQ1TClWfsU5XDIMnzAxd0FrTBnOX2XYqtDy3meyqpIXtzlxDqlW92hGp7jntQYuo8ZtlfkdkjkzwlPLLI8o6r3CI9t4lbGpFyR+y2SHY9lErCqQ9n2CC9LooZPFlREWzatTo+2fZ0ycFjO36IMLIq4T9Dss7zdYuidElzr02o1cX70J6iqgtU3fhH7xgC/sQO9HlWZw8MHWElK1WpQpQnl6BKr18dxXUl03nhDY7lOAzudCvDbNv/gSy/xi/0+/+Bf/It8/fKSv/fP/Bn+2j/8D7PXbmsT6fV0Q8zn0vqXpeZiXXV6MpGsaS1BAs3lYCD5z9e+Bl/5ilLVTiaG9Rsy2OlscjM3mzpfp6M2riVS61Sya30qUC6WDPstspt3KW2XEoHU622Lea2Ga7ToXV9r/ouHsho7tkDLyDhRfMeEhmACLguTtvQpcnDQNHnoPYG0o7meH5azsRLPU0lydkK43dtUyq15AlhNFy5yuExVtOvASHeGEfR9gcSabQBqKjBdIavr+UqgsObCkWWs/+bavVBga78hmc7pUm0OnQ0Iti14dSCPgm3pOl6g9Ke+LSmNjcDmVk371izVZ4cxdOvwjGV0/pUA+J2O2pMb2VGvDsEEXhnI+rsVCiQ6johJ4Ml4FDrwxQOTEKNSm0crpfu82RZIzHOB5YsF/KZrGvOGJyL1/sh4VxzJqPpmnopSc3puiNhFIu/E6UqSmjiXB+VuTeshLkQWImOpfnVLGYzWpUx8W5l5ZqkJprZFAC/M1tPxDai1TZxGKY/IMz2B/tDR+6sMHow1JvtNzXnNFZC+N9H5b7TVtizXOQ5acK2jeX3flnfn1R2tSdvWsyEtf0U453c9qkpjbf8An/3Ow7K0vrZrIs6nS7jZVBXqOFc/Ax/alfrUranw2TJTqtnrHd1T6xiD06XIAWidrTKNW4XILyi+5/tlYPphOD4hB3+Hj9zcRB6yVk/GAoZUcpXWawK37ZYAbJ5tCl5VlUDybC5g2esJRBXF5vw/6A0Qxd99Ae7uyPuwNZBkIwwl/9gyRjEqgbCbN0RKzi8EZrNM1nAw7suFbv5aoJtnvtw87+JY30szgberoUl5Hoow7GypH4+PdNO4ts4xW5iCZ8bY1u1qXHp9pRLFYKo4kvzGCzc1l+qhvusHqt6bxLreL38bvv51eS3iVG3zPFmbbVukrN8Fr6bxmK8EmP3APFjNxjydmjFFbXr+rqzb88UmfvT0Cva2BOQdV0A3K6CK9ODotBVbMLU1Dzt9YcJOW16GZazA6GZNnpDVXGskjhWbMp6aAmkmhiJJTC7mYxGgTk+xLUcnmgvLkuRtNNImt45raTREpM7OtFbPz0XM4kRkMUoMKbxS8Py64vJiodf39jQuVSWvh2vA/fVDybUuhiY7prF6RUsFHPuurrHOBrWKZeQdT/SAb9bN5w3Zc32tn/XhefJiObaKp92+Dq++AO98KA9FluicUSTS7e6ISKzrjH34EKxgB/vaY9K0Qf/oGc7zJdNhwu1em6Pm4qNr1alTAnOmHHOMg0vEkoiIOXMmTLjigoyMNh3AwsPmXd4mpE5BxpgRN/IxB/41loOQ5MMJQWxMYesc/Gsm2etpovp9TdTJiSREVcS8OeUt+z6/57//Je6dLbi13+JP/8F/lN5nLJ7UPsDrHOAOGuT+OavyTSbBE0aNR3TikGWjw3z3iDyOyIshD/13KL05eBbNwQF2r4/dyYiCJVUzpVXboihSJtEJZTQj9hYsexHxj8DO6xZZumC+XcM/i8i8kss7FuFFxvBVhzyvKO2Y6YGLP1kSd3Kiay0ul2OKZUi601A+/ScRcbuJ07cpnITxKw7bnktYrnABKytwLI/olUPcWZ1oeURanVDcdcmHJ2SdnGR1QnY9xSGgkXZoWddo20YHuK5+vM6alOeQprz08st8pdXip/7Mn+HN0Yjf/Gf/LH/tt/92Dp5/Xq7P+Vzsfp0xCYwmoNJCXQdTL5d6bZ3SbHsbXn5ZN/NyucksFUU67zrVq+9vAsK3tiQ7unlzU+vhxo2PseGT2OGR1WZeNChXKtTlWEbZhNJy7jVk+R0ZCWbd054TFQJ+y0wAsmskHA0fSAW8ak89/a93ZPV8ZyQr7zITaBpGG0nRNJF1+W5P+eOTQvndP5xoX5wbgJwuBfh7Rk5iGwlRzVEbe6HOFxXa494fq/DVXkNAtqwE8kNjaX2hr3u+7m8sutNIfQBJcpqeAF5kZCoXK0lGykLF2xLz2zPPm2Umr8Y0laTKdxTTUFTyhjxZwDtX8GBmbtdEbZqlsmgfNPX9eSoi8WGpLDTrQFjf03gNV/KKvDGUTGWebXKiNQMBxneuJGNq+gLpz/RUwXoYaVzeLbV/90Nda55JDuW7avsihdIVEN1tKrve+UKZctYVfV20DkrjSVhmm+xAnUBkbRCa4PLYGMF8WdLTQuTwcqln5Fao4PSThUhmgeb72Z68Qe8MjeHTESkKbPD7Wg9vmLiWd0Y6f8NToPq9qebOsdS2y5UI09lS63Rdsfjpo6rkBRlG6pfvSNP/3eoafLejqkyMS6xzfP1c/Wn4WgctXz9RprEZJ+rryVJkdlAz7UtNheNyE/OAWWe3OpqfdQ2Ilv+rB0n/sB2fkIO/w4fryrL69jv6vbNtLOMjwDaVdD2RgyIXyDs5E9i5d1/W1nZDxq/xCM6NRn480XfsH3BhdVqb5xts8v8/ORaYncxhNFT2Ht8zOvFYpOAnntfzMQhkjZ3NBd4DX2DY8/T6fK6sO5Yl6/X5hQDlW+8K6DebUkWUFdy8ru9MJmrXOvNSkphCIY5SqA0tU7fI0TgsVsoKuLsnQrBYiKyk2aYScRhI+rKWCD05Eui/uoRHx9JpJqnal5vrBZ6Aarel1KuNWJWb8xSmSwH7ZSSpTi3cJDFJU8UzLAyJuHEAX31dm3cjVErUZaKN9/YtbZC9riROWQ47SyOdsgWyh2NpbINQP46jMfSCj5QR8hr5At+DgbI8zRcGV1rCIVkunf54avqbSKp0cqbxPtjTfEWx5E+BbwK+HSPRauh621taDzXTlq6RuZXFphBeWWp9tRqSgG1vwWsvwv/4SP9u13Wt0dxUgbxlyEws8ttp6yFzfGLqTjRE7ixL87ou+nt0JJK0Pj77mu6l+Uxk5bOfUkrTeKUHYG48eEWh+ZrNTX2KPdXemMwgmvm0jm7R2hkSRBMaw0OmU7i3M2XS21xsPClYZhaBMyCqnZPVYubMecxDKuBDPiAjY8mSfQ4IqXPBBXWaeLisiPAJeXJQsfveBKvYoagHm7Se61SWp6ebYNedHcgyiqMnpMWceOAyro95N3zAP/vvLHhwnHLjoMa/9Z+8Slx7wPlWg9UNh45v08Yiik84L3+JcpGS2hFx94qZ/w383MddQhQmxNaQ+rJJ1Mt4FHyLwOngN3axQ48r65TBwfPknTOGZzOCyCHya6x2oaiVLK7n7H4tJZ0FLF+GWuzRzBpcvLzgcmtK7meEY6iNC6J9mN+0sOyc088UnPSm+JeXhJ2M/GZKPV/i1SPsrS4LIC4fM277NGqvk/ZzVtXbFM63qff3aKya1JizPMiYkjPeP6L23gjPaVHVLdzJGY1777N/7Q6D+Rb2uqBcu72JQzAps3babX7u9/wefupP/km+fXrKb/4rf4Wf+9Ef5TBNTaova1NtGjZyoKoS6VgHyMCmsvXjx/q9Dqhe60uDQA+EvT1TZOSJvBL7+5s6Fefn0GiQ7uyxqlyinVsfrcFjr0/SGWDbNu+NJG8YGItmlAkYLRJpznuhgFZgy7LpWJLDOAiAZqW+85GcxZUFd320PMlB+qHSLUaFLPk7NWUwGq1MfJcvgDwzcpytuoBgUQq4171NESnHgiqGjiMQnpcqUIkehawygbJGAF4kUHiy0uu2pT1124Blx95IjLZDtWNqwPoK9fsiEki9jATGl6kKJtqGUD0YCzguPLV3EKiNtiULf2BrH117Hy4j6Fbay+epgLNVSUJ5sVQfeiE829V3up5iGlYpHE0Va/DGpWRGbw3lzUhy1V3Yqctyf7FSZqHPbktrH+fwwMiOy2qTZTDO4INY/XNsyUAbvqn54G0Ko10Yr0JeGq9LIIIxNfyzRFb8caLnlGuJtGSF2luvTLpb47WpEFmoO7AV6DyXkZ5rTU+/54mu9/ZQ6y3wzLrIFOfAU6/5FkxyXfday1SnjgW+b3dEytJSsSRpqWtdRnC3o7oUTxtHLyN9t+np9bRQjM2tzvePPSgreDiRTCpw9NML4KoU+brR1mu2JVJd8yQdO14oCLnva53OY1UUrzvCFQ1Pnp+mL8+B7yiW4XsVcfthPT4hB38bR55vLP2uK1nFdCawcnRqsh04xvqfiyjAJiHHqy/B3/wq/I0vCyzZtgJyR2NJJi4uBfTu2jr/8Zms3D/I0e3KQn9+IWvx2cVGehEEslB7nmQrUSJphspfmgJYqcBhGMpabdsCeJ22yTTkb7z3l0P1bbaAv/E3Zb29figQt1ipvsFwZNJpBnrWPj4SYF0X3hrNJZcJXWXLWSzlebl7xwTEXokU7O3qvU5X1XSX0WZ88wxSR1KexUpFsmYzAc/9XcWBZLm8AK5rUntWCow+2FWbmw0BzjTTPGxvK47CDyU/WsVweiIccfemSEfdWKA8H0aXwExWneNjePYZePkFgdY8NxKlSufud00VUOMxsBxTY6AGs7EZX894mtqmINlKhGZvR7ji0RONqR+K7Dm+pFl+YIKg2pqfj7JUhZrjD+9rPd2+LiPmaGyw6pnGYbGCV17QQ/TsQpKwvDCZLs15PQ9efFbyorJUkPV8qbU3melcNV9EY29HpCSO1ZatwSZYeTjS/LU7utZ8rnMHlanmbY5n72gs3n7fKDTqJt5lT96pValCcaHxMNRqItSNusgElh6sVunSTXdxnziMsyuCZY3ycZuV8+Sja82edGl0M6bBEdHMxilcps0xhxwyZsSSJRUWl1xxxZB99liwpE6TPlvkFMyZkxzAyYeXXDsq8cKXzOSPVCF4ndasLPWaZVFORizqS9ytJsvWhMeDK/7F/++MB8c5t/Z8/vC/dZ1ga8Kk49A69Kn728x4xIgPcFoWjBycyqbMY6aNK6p4TumF2G2HxImI3Jy8l5HaGYVbEfkJVhBhkZByRukUeO2AUTslpI9Dk4pLCiLSGjz8+136ixZlZDMrfC67DvOGR7GEYAxRC6a3oQyk8bbrLiQu9WlKfMtmtpvjjjzyaU6r6YMbsXRmWF6b4M4uTxofUJIQpB7WaMEwuE/sb9HaczgLH1B6NvOtlNIaUC4v8fKErWhA2bM4th/iHuzRK42rs2U0ievS36sVHB6y1evx1/71f52f/jf/TV5/9Ij/1b/37/GL/+l/Sms41ObQaummmEy00E5OBPBnM73Wbm+8Ce22rvXkiYjewlhFXHfD7q9dE/F75RVTIj4j+/AB0ed+jOT0nGo+p5zOqPb2SG9tgmyy7V1a3SbfnAiEpKUs0avC6PAzA+hcgeR2IItnXgK2inglpSzFxIZMpAJBg+bHFEwMarKiTpINCK8sOE0FtooS3h0q6NI3lvd+XdequfrOhZH7rIlH6Aq8XsQCkWUucHuSCUDHucjIMhdofm8sMOaadoWu0nw+mcHn9wXYFqnkK5YNpAqudW1Zf98ZygLvOSIQ+3UB+pOFrnO+0ut7DYH9s0ia+ocTBVSD+hYayU0v1F63yk2ByrbGKCm0t84zgezdBnxuV3Ph2vBLpxupFBVEnshVXsmr0HBF6maJ+vKpARy0pWFvepJbFaUp6mY+a1um6HasPkxjPXMarojGG1fyOiQlvD/R91/bVv9nieRMSWE8OjV4rg+Pxga4ehsrumcL4Du2vA4fTASKd0L11/cViL5TF/g9Wxki2VS8hF0qRSil5n2YKHA8zk2ht0jjv7aiW5ZI1ThWW/YxhNR4DPqh1vQHE62L6y0j8S3Vt5a3UUj4zia16Lpw2692HM11zl4ogrjKFNdyuysyl5YbydQyVawHlu6FVSbvfZHqmZ0VsCj1uYYrghDl8PaV2rSWr23XtFbqP6Bn4+/28Qk5+HUe69iCtZWyKJQn/uEjgcS7twXeVpEW0u0bIhFXC3jhGT0jmm1tMo5hnYGLiloVygN/fV/W5/lC+vR6/eMSo+912LYKYj05htffMAHCN0RC/EDFqC6GstoWpazI169tpByrvirXxolqNPR7ugmvRiY7xUpWb9fRe/ce6rlaq5mMixPj4W+oT8tIwLFZFwCkEtgPA0l5uh1JsKJERrt+Xzf6dKr3rh8Ya/uOrPNJDEl3E5Oxtw31pixTx6dK4/muAf1FLkv3bC53KPYm+LZCpKXRUAB3q6Hn/e0bJivBqYKH79zSORqx+nZ6LlJSb8jDsVro9VZDBOPqCt57Hz71isbk0RMRrqMTPQgXK5OlcF9/P3isTSowkqIgVJr1y0u9vjUQ0G21TOrVGLa2hTvGY2GR03NtQlWpNXNxobXXMh6cdUVkKvjggca02RI4dx1d+/GRwHavJeJzeCBJ1vv3YHtHkqdGU6T3xedN1WiEu770Ja21N98Wubp1XZjs/kMpJrpdeWLKwsi8ErWh1dJ4jcbCXoOB1kWSClB8dM8V6uPpuTxw9x4q6DlPNUezpcYiCEUI211T2M3XGOeZ1lqrIeBz9t6A1PVJGiNWqUMSP/vRtZIPbpFcf0zeHLDvDBjNRgS7Q47rZ1gu1GmQkOLjUGFzwTk+NZ7lWZasiInpcEC3fpO3P/shn4928B6vtFl85jN6yhrLc3ltn3R2QlrkZBdPqHZauHbIIrzij/7ZIe8d5+z3Xf79f+Ea9rbNaDvB6hcsw7c54DNYOKy4xA5dmoM9ovCYJEpYBEPs0MdyYqzCIXWWBHmTzEmIvDm+0yYPEhacUWOLgCZLjunxPB4NchZYdHBpkRABJZYTkHXq0AnJcSiIyJhTNBKyxq/chwpKluEKx+3izkqyoCQ5dFlsr5gsvk2t6JLu1LC6DdL6PaDEo8WyGeFm4GcBI+sBVzsF1mxB3nApnZxlvyBYQuqviMKQ+KaHc1Jx4iwpvvEB1o0+zvAUKwnxuz6+38K5uFAxOMdhsFzyV3/37+Yn/rP/jLcePeKf/Nf+Nf7s7/t92J2OYguiSOlO11mRXMP2qwqef16bdlXJbXd+ro3C93XDdjpa7Os6BkdH+u7Nm1CrkWFzWQRYXh1/d5fLT32B1SxhMLtglGxMo6e961yr+wQLFQirCpgii7dnyepc8+DlAbw9kpX20VxW2lks6YtjSfqwygRauoEA5CJ9KjiUTdEn2xKA/GAoAHatJQC4KgTU1xl2bhinzCKHpqMqssczgb/P7cKzLQHYixhC2yQwyBTEW6Jn3bmRLw1qAoHHcyMtsSUPabpmiGNjwc0UGHq5EmDfqj0l0SiVISlw9PrjXP1s+pJXhY5Sd65Tsa7B3tlSAHySyLhQt2FWiXzcMDKj47mAHcYD4aC2vzcS0LUsxVNYkQBrnEsiurZeDyON/SwxBcV8jVuUCezutExciCXQmheyUDcN8G14cJoohqDt6fXKUpvfvlKa19ttjckiU/ue6avt40Tjvcpk9XcdzX1eiFzYluIyeoHOO4w1Bi1X/fUsSbGiUnPeCuCrxxpT31Ff256A/VZoDGkmhsC1pN9PSxGIeiGi816sc40ircHAl2eg5ctLVVYiDNtmbF3jkZomm3oCWbGZj6ePwNnUOvhexyQW8RsZSVLTF5kexSI6NU/SrLiEn74OL21JYha6InlNT16QWaaxCS0Rksq0Kc5FyrNys3YemViFG+3fGJ6ET8jBr/OYzgTUG+aB6Jib+/xCYMyxpJW/3RIQzzN48VCb3eG+PjuZCmDu7wk0xcadGniS0HxUwGtLVlXH+XjF2O93uK7kPqBNoawE/oLAaM7PN1WCO13Jnh88MGkxa/peGGizHo4FOhcrtcG2dP7RSFbitV69VtNNF9bk+fAcAf5aKDnukyfaFAN7E/B8sKsgMMcSyPdDePe9jRXdsWX99QJp9Z+5Y2QklbwIZS5L9i9+Hb792FTWncuI9ygT2PQCkassA6st4tRtq4/jqc7juqrb4Pl65tcDeS4mxptT5ALX1w/MdyKT2nOqMbx5Xe7ddlPtrdVNbOJIAPnoRNWyfU+1LW7dkAQrTlUgLE1gNBPZ6veAUrENrqdg6l5HfZhMBf7PL0S2Fiutl05L7V7FGv/Al7ekHigT07rYW6Ml4G7bsrjHqZFM5SKOnZakUCtD6FpNrZdOy8zzNnzx88I/66MoNW4vPgt3bsA33oBvfksPhn7TVLsshLlsR/1YB7+7jpF6z9T++Qxa+yJJ3c7mGt96S4T51nURwNwoObIcFjNTLKirNtYbmq/RWA/q2zfgmbtag6OJqbKaWYynbYbDNnUfcvv2pj+PbxDMtgnHO4R3RvSaF5TVQ5L2Ge7WjMIt6TIgwKVLBxefU46wcLjOLRbMaJjUqN3GdVavPcvJqzuEy4L6LMeKp+TFhDLokvpLqu0Kt/M8sTekujynCj3+478+4mdfX1ALbf7I7zvA/9E+42sxi/1CEjrLZspjXOrkJNjkXAUfkAcRKQExFSkjXBxKoKIgx6KgJCWlYIZHgI1LzpIlF0BBjR1qbFGQYlNhUaegg4WNg4tDCGQUpOYn/lV2oAqoKK2SuJlTNSGjoiQlJwEKfBY4lBSc47HAwcVniRfWyHsOq2RIni+Z2VfY2x5eamNHCVngsnoOWEaEqxVlIyS9VWee1nGGp/hpgt/zqDoetl3gOwXBmUXZmJOXV4SrJe29Z/hzf+gP8YV//p/nz33ta/zB//A/5I987nPSwdXrm6qGDx4I4L/wghh3rSbXblGIFIzHInqWtdlkokjoeR0DYbxD0TJimDjM+ru0Dw4p84Si9Al2mhxZPleDw49G77y1RzRWUS+rksX3MhZIOWzqlBdLI2n0ZI0/XUji0AlkOX7jStl0Thcms1wgYDSJ9Jn18calUkYmheoFBB4cTwSW+jW43hRASwoDQuebWgfnichIainrjuPIe3ejLbA5ibTXzFKz5zv63jCSPCgvTPAnpsItAlSet4n/fjKTZ2AQCvSPE32n6Qn8Hs82RdKauZbeLNEzpVtTLQLPgpt1eQuySmlRF6lqB3R8tXWeSLJztyer8jQR2Kx7AtiBre9Ms03xtHWF3mstXbesoN+QBfz+DGqWSXLhaBziVED6Zkt72CrTmAwjI6myRewuVtqTXePNyBw9J0vLVCK2NR91dwP+AW52BWIbngxRDyZGhhQYD0SlQGELkbJVrniCmqefVgB7LQHmbqDg4YPWxiIeuhrnTiDwu9tQG4aJxthCMTChLU+2VSnFaZZrDeYFfO1MJGarpuf4B2PY8mV5n2VaP2vgX1U6p2dr3655GpOn01yvj6z8weoHzBLdSy3XEKRYz6hrLfWt6+uZtNvQGFxFJuVqpfbnhZ5jNWM78B19v0LE5XiudR8Vm8D/zMj5Llca219PAPX/kscn5ODXecwXv7IgWVkKCGObQlCxgmePzgScO025gtsGZL35tizKtfom97uFAFmJbqaLobwHoblWGH7/tq2LqKaZvue5+ttz+ah6X+BL1lKZzXcyFVBMc2UG+uCeagmsMxI5qbwKl5c6ZxgKxJ1eCFivayFcDvVsvHVDHoQkAip9L8/1ve22nrfnF5vMfaWlc7z4rOIEZgtp2QNPY3DNPDOjWIDxwSMF/QaewPOH9+Hb72gTXSaApfGezuCJ8Yp0u9Lhl2yCaZeRyFm0hP7WxiqfJiaTYa62TabKHhUn0GuIjIxH0OhLdXA1FAm5diCr03whYhanksGMhrKWLxd6v9UUKM4zbSo7WyIUABcjs/HU5D2IYq21Wzc1XpYlz83RiSmelmoOroZ63ffUnyyVh8VC891sq88WIkYfPtDfRSWPQB5rbl95QcB9MjVZk7bU39s3hX2OT0Uys3xTJbKslGVpPNHY9ntGEuXJ09Bsisg8eKJzPXNH5NF2BOrffV/3zWwhb8V4oodkrbZZ1595VePw+rf1uWu7MGzJWzeeG09DqXYlqchBUcKOr/GxHcWJYCSAi6U8HWUJZRMmU/ujay1//ku0biQQ1xmeXxJ+6Zdoj29zOreo/JRmv0HMnBZ7dOizYkGdJudc0KHNPgc0aTDkinZ4yDQ6oX02oqi1OS+PaQ0nNBsHRDc8Fu6IXnETipzymevkdsRfeu9N/oP/5h0sC/6Ff/Mug9/UJdndI+5fkQVLbGoEbJGxJKBJQcySBTGXBPSIGGIBFjng4eIRc8GKBTYymxYkePjkrMioyIlxCIk4JyMmZECLQxzqTPiAnAyfDilzYqZUlChE73uZ6iwC6uREgE1ODJRYBDh4WFjkzEmY4lMz79kkzCjDgjxcElczCsvCoyIixao8UmsFQNEv8esQjFOajTuk5Zz5SwPqecii18YuoXZZsihXlNcrnC/WCY4h2qkIqyXX5vBf/87fyd/3J/8kf/Rv/k1eKwr+sTff1Gb1kz+pBb9OnfrkyaYAmudtKk6vdX/rSs6np5tKyaCHwTPPMLFrRBcjJvUuVdjgwu/RCDKKgxssS4fL+oL04MZHI+c7Fg+mAlknie7V4coEx8ayFvdrcH+iWfjpW/CZUiC3V5OV/dFM4HWnYYAnyrefFh/PH18YgBY4ug6V0eE7uoZt69l2vJDWfbemNoxjAfnrDYGtrbrA23tDWBlP7iIXGFoTFseSFXxZSPMdetoH48wEf9YVpFxz1VbPlUU5NFZvByN3TPQZGzheSp6UZRC0tMf7tkBcZT7v2Jtc9Wvg0/ZFaOyBGYdCchMqWdbjUqBuCVCK4MQZ+MBeVyTlvtknA0cg8UbbJF9IBYzX0kjHFtjsB5oT3xC6q0gBwTXjYakbOU1abKr1ni7UF8/Xa3mhNvYDEYZpZmJRcthL4Z1IRKZEWXXOlnDHV/8vFoopGNRk9a4syY6uIp1vq6afjg/nDYHb0ADuy5Xx9NSUOjUw4z9L9PmWp/lOjOcmySCzzBqsa52dLCSNCn2tnVWm179+qYxK09hUVzbzsw6Ot4wsFEQy2oE8MQ1DJEaR4m0Omvpe93tgpXmm9K7TRGTasxTDsN+An7yuOb802OWtK0mppobkRrmC8G80YLclQrHM9ONaukfOl/KiLVIRj7262vtgqjWbrZUiP8THD3nz/u4eZ+cCZq3mRne/PtaA++kB9DyB8v1dgY+rkeQSl5dw60CJK6JIoPjhExMHkEhbv1rJK53lilkY9JRRZ6svac06JuH7sc04VjaistJzajwR+MkLAcJOW6/FsUjI1UhA2A9Muu2FJCz1moB+q2msHbG+m2dwOhGQvbwSmM6MdX5roLoJa4/CWvd+ciZp0uGBPjPoScL7wT1ds14HKpONZmRAXSage7kUSJ9MBTofP4ZvfUv5ka8fStJTq0FQBwrz8LC14dWaiuGII5ODf2rSlTYlo4oTeSrCEHCNVGmlc/mextpz5QmYTFXD4PZNAcyqEsk7OlXWpKLSWrk0Uq12W56LpRnjF54RYYhWJlPPSuC81QTMgyuKZPV/cF9WC8eRobLe0ENrvhBZ293ROPmeHrRhTWspy3Wu0wuTi7ylOTo8lBeg5kMe6vqpcSlTaU4vr0RSm021YzHXeeJEXoOi1Do93Nf6fPeezjkaS0a1NLEEHz7Uxv3kRGQgSuRpKkulx715TevhYF/9OD6THG+x0LUCT20/3JX86PVvb9Z2buIdhiP18633RbDnc2ldK3SvAcwjnavbkYdn8UDrt9+D/W31cTQ2aQpdU9viKZlFPhxwWg1pd1KcyKKW+jRrK3rzQ06O5nRbS0qvwsVjxCUBIc/zHGMmPOQBWyzp0qVHn4N8h8Ab43U62NEc13JYtnyaXkhVxtTKLpPqEV5eUl7f4yRv8gf+/f8JgN/7TzzPT33+Nud7E4rOgiLIqdMnoE3CGAuHiCklORlLwGLFJTFjUmIsXEMSwCKkYk7JHJNklpg5AvcO4OAQ4NMiJqIiZ8WIAVt4tMi5JGFMaipC58QUFEh4kP4qO1JFRkpJZgiCrmtRYROQE1GQkbGiIKcgIWaKZahHwozSSnBpkKHxVrYem4grSmDS92lZbazFKVQF8WFIOUxZbV8RjBzSWk5tZJO8eA2XBXY+g0ED98NzVmdLvlRN+KOv3eYPfOs+v/drX+Pv+fzn2Xdd1S/4/OcVf2DbIgL1+ibOwHG0cBsNuQgvLuD996XhjOPNZ3s9Ejdk1trGj2KqOKM6O8frD5j0D2h4LhdnMadljf5TbHiayoo/TTa1SI7mJm4GODf687QUELlY6J4OXUkeHi9kbc1y7XkFkoO0fb0eP8XposJotZsC8XNjJbcMaKrZ8lj0Qlm9D1u6z++N5L3YbQokLjOBw+FKGn3fyHDyUntVUckK7zvySniOwN2Dlc6xDrDeCQW8ezW1850rFVCLY3kbxsazPooEpJuurLWLzMiQ0JQtExEMC3kQ1smnYJP5CUvtW6Zq0+VK504L7cfLDHwD1FeJ9oudugBf6Cjzztlcc/RcX1WQRyv4xtgUm1sKUNqWAHTiQtNSm+8aDfs7l7KGH7SVKhXUl6O5AGXogBVq7OxKoL9rpLEPlyYY3NH1FgVMVwrQPuxA4mjOXUvP03EqEJwUkhP5RgbTs2FZKpZkmmhsn+tp/j+c6Hpxpr5v17RGFqnAfDeAZ4y06WIlYpAVpkaED06lmAQPE/NfSbO/ju+YpyIsoacxXAPyGy0RlYaxvj+t199tqN/TRAT5eKG5vohFFu904PnBd9+VPEckDERs8krPm62awPtDgzc+HGscL1e6F/NS8zRaidilpeoZ5KUIRpTxUZ3E07m8MKGjtuWIVF+slIHrh/34hBx8j+Ob3zbxAKl0yq+9IkDougJpj48E0Nbur6KQBntdwHN7IKOT40qKEgQC5Pcfwsm5/r07gONzAZ5VBIMtga2bN1TX6IMPBX47HVmcX3z2ezQYgcR1sO36WC4FcuNYbT27EDhdu8fSXNco2QD1dWrQ4dBkeYllMV7Fauv5uTwJ05mef64tQrTdVyakKhfIn89lMS8rgdsi21hx+209Rztt43I0wDCKtQnNjFciy6Utt23A0nkdR31aNZVRx48Ekmcz9XM514bUbsiKUyDwe7An0DqaCgDHLcGV1RLGVxqvZkOSsGbTpKLf0XeC+ib5yemZ0odGiSzrva7AZqMBlKpd8LCQNGYy2bjHl5Gs836g8Wg25KkpKhGH+0803o6tgN3zS6gtFIw7nek6tq1199orJrg8kh755AzeeX9TMO/yStdYLOCV5xXHUZXyujSaio88O4csVgAvhvC8/obWbLSSparfM1KxUO89exfcUoRpMJDnZE2IhkN5C6LYyHmu6Xtr+ZDnahN+62146UWTftYzxHmlh7lVSYo3mmiO1sfPf0X34WQK3/i2CrRVlilc5Ih4uI7GeS1f8hytmSgSmU9SeS8+fKzPB6GuWwHTxeZaybJGJ+wwj0r2fJ/D4i6Xo9epKpfu+YtkO0uu12/SbIOHx0/wmxkzZM6MY46JiShpsWSBG7dxPBsOBsyqlKraJa+2yE4drOGYst8g9i7w918lDLb4Y3/oLzEar/jMT9zln/6Pfi9lLWffXTK03mOLATUGTDmmIMLFJ2NFh1skRpaTMKGgpCDGo46FS05q4HaA7obS/GSmx/IwZKxYck5FQklOkx263GXOE3zaxIzJyYAEG3DxjFTJMM2PfgPUcAmxsI30KP/o2hU1SmJZqQXlKMnw6RHx0MQ8ZOSkhLQBC9tImlIW+DQpKUlZUFolw/5jhh2LneIlTvY9vAcXhFcWUb/C8yG/G1BunVArFrT6DYp+znnxiMEoIvCO+V0/2uIvXTT5udMFv+f+O/y5Vz6LM5/LWwDaVBLjTrx+XTfenTvw9tuy3hSFpEdbW/p3vb7J62zbpJeXRLVtJuEOy70tRlYdJ+xhL3M+HEdM3BoP6zuMJ5s1WHfgyVQAa6cubTjo/qhQ9phJbgAWAnAHUrJxfyqg4tkwzKCY675YmNiAg5bA9/qIMhOE6WrvGYTw2Fi/70eyLM8TU8DJglVNevmHE8UkvLitdp6vRC5Gqfbtq1IAb5yiWiOxrMh5aYJuHQHNtNQQJrn6F3qwH2rvbhkLe5YL4Dd9kYayhGoli+wokaXYsUUSPAP6b3dVLMy2DXkxYDYrZQGfZyIkRwtlmZmkylXf8SQLemGwCVJNDPB7stCzJTYGide2BFS3jGTpl06135UlvD/UdS1Hkpl1XYXnB6oJMI11vnVRsqoUcL7ZlrfnRst4JizVVFjlAvrD1KSpDYQ1HEdzmBSSX63tmGWpOIulJXBb9zdg+3pH7z+aCcR6mYKHW8bhZVtw0NC4DiMRnG4o0peVT3nhgSfLTarZGx2zdmfyEC1ymOYiACUic64j8jBPDVEttb4nsdrwI3vy4LTXcixLhOZp46htadxdC94rNQ/rIPuy1LjtNr67B2GvLiLlOfKWWJZwxG5DpOR4IeLzzlD9Hpo4l6JS+0NPJDw23q+dmp57x0uoRSZ7VSiiETgm7epK95Vvnkk/7Mcn5OB7HL2uwHySyNofJZKW7G4L9O/uyFK5fhRalqQPSSLANpkJRD3/rMDng0cCg2WlAFcqeO9DLbitvgDr7euyTO/uCBge7AuAddpyw40mv3p718VCm42Pv16viwzcuS0L/qsv6/XjE3j2tir41moKOE0TFWfNcmnpHx2J+R8eKCZhsdyk8VwaDweWuSktgeGiUBuqQgHRYSAL+aCv7ySxgOz1H9Nztt/V+K6Lji2WutE8X3NwdKKxrNVURyAzQLgwLtFoBdvXBPxtx7iZc8mUHKOhrCq5uBNjnd7dgkXdFPRKde6DPfXh0RNgIkvywb4CdFcRtOryRIwn8LXXgVLzkqTKJJRn0v5XLRUS80LYGwgoP3qsebAQaMfSuZMUru2JQCwiKBI9IOo1fXYyVdtWkUB2luknNVb0Wl2fWaw29Qy2+9p8R1N99uISzra0PsNQHoVeTxvj1vOSbXW68gbFiTwNjx9r3WYFHxWeLUphnQ/vS5adjUUU5/NNhqJnnpHHK4mVCeuNd02weF0BwrWaZHJlobWwWOjczZb6PZ5pTvJc7dnqbdbxeCTgEBmC2u4YAuDqPFcj3Z+jsQhyoyHikWciyI2msfxYIrLLlbIwPT7RWuk9Fd8w6IHnhnjNiEbLYnxS53DvgDDrsFWv07Bv8vXFN3DDiLrv84THeNgcco0DrnHBKdts84Bv8cQe8xkOuPC+RWJN8GhQVDbJ7i08b8BycEnqtymtgL/yP/48/8N/9bOENZ9/94//3zhoP4NDwJgHZCwpiJlzRINtXEIqclJipjykxT4xE+pskZOQG8+BS0hJAmTYeNj4hhqkwBohuoCPg0th7Po2Hh4tVpwx44yAFiHb5MSU+JQsKSmxcFkDfK3KFNn2fUpyLGx8ulhUxEzMNStyShxsLANlLHw86tTZpUaPhAkePh4NXOqkzHGpseSCChuoaLFvruGAU7BwxjTZY/G8S+1mk1ayTRmEJPaSoojw2Cdb1uBiyHIHJp895865S3fW5N/4bS/y03/qG/yF8wn/5c4R//TBbS2kyUQLrNVSMPJ6U33wQDdEUchasl7MWab3g+CjoPMCl/HFjH4AzlaLfPcWF16Xbx2n9Ps2t3d8BoWA6vrwHZNmshRoLa1N7v+Gq6EObElGJjEEfQHGuqd1/s0LVRWuuUrEsBUasOTBizvw4lPWy9DRPTmNdO9ZtqyckQ93PQWdHs1kTV4Z+Uoz1HWSXGCsF8haejIX2Hs4k+RiUNN9OollLb6MzN7pSUKUlQJfDWNAaPqmIrAr637NBycW8dht6Hnr2bKQvzhQ317sy4I/T0SkTheq9PtcV/WFGo4Abrcuehp46odVwZtXkkQlRh/edGXsSioB+aZvrltBPxUZqcwdMwgFEF1bHoBvXgoMXiy1dPZbem+/IRlJXGiPvdGEG1345TMRkEkkoNyvCVT3TXyAZwuMO2gtBI5JmZltSIBrpJl1T6A/NfInz8hwssLEZ5VGNmZI4uOpPAPrQl2DmuRJi0zXXOUaq3YgqViSaZ1EhcBvUilwvGOkTYErT1aFvtvw4UZNf58vNhJW396kMPdt4aGavQnSXRnQvl9XrMiWAdS/WuGwUaT2PZ19y7Z1jsvldycHgSOSWq53P8vU5ECeiMCRNyswJOYyNpmcnI2nxLGVtrfmQjsUmfPsTXapRiECMk40Jzs1XWfrB5CG/zAcn5CD7zgWT1kPnxwLoPuegMp0Ao0XZXkPQwHX1lqiYWszePBQr/383zI1BdyN/ObGdVlyy0rPlHXGlsVU5xt0BZDW1W4XC1nXHz7iIwBe+9tYWKWxznRaAku+L3C7ikQQggDuP9ZNOAgFhJtNgcIHjwW2bEdVnMdTtbU0OsheR0BuOtVNc3klHfj9B5tq0Hmu64/G2hweHavi72xi0pgGJk1pW6B3tRQIDAyor9eNzt3VOFjGFbhYCSy36nBhiQA9fKR2d9tG9rLSvLVaG6Dd7yiWwffNxmMLB0ymIoL1UF6VKJLV/e134OTCVEO+UmBvlsua/dXHGqvFSiD4+nWUzm2odTNdqF/7uxqf+VJxEFkm4nB2Ia/HbCGr03gu4nM1kadke1vei/sPRQDuPZAMuig3VqfS1hjN5trIVysRHM9WzYeDbY3TfC5wb6M2T+fS1E7nhtzlRnpUwI19SeBGE236pxfwm39cD9fxVA+mh4/BvxAJWLkav7xSjMPxieZu0JUX4Hf9DhG7NNW98ORY62kdszLoKgtYEkHjhiyX6+P4RP28/1hZq+LExPmsTJVUFHdRFgIh/YGsWedLrb+qBAoIGpq3eWykfJnIzNPetiAAx/YY1FxauU8z8mgkM2qOT38vIXITfnPyU0zih3R8Bwubt3iTgJA6DXbYwmPCdXqMwjET9wFWVSNzYlbWGK9occEUv3eTaXDFkmOWy4h/+ff+YQD+pT/yu7n9zHUyYiLGALTYZcJDIiZMOSKghYWF1PgVpQkAjrmkIKfCImVCSWIkPSklKSUuG8/B+sgAi4yMjAjbeBgWnDDjiBkn2Ng42CSs2JhEFEsgGFE8vdtQsgAcSpZY1LClFjfXlSehUNkzckN6cuaATYt9XLaJGGHjSjdOSsKCggUxUxwTL5GTYePiEpCTkTDCwmMZzgjCXeq0sI0MKmZFwz+gHF/h5iFJI2BxPcZ+65TOXp3f//fu8If+8in/0nsf8g/dvMtgf1+pUPt9pQZLUy3U8RgePVJ8wXwuK9FoRJllrMIG1D3q3R728ZHcaX4LZ3HO4jOfodzep7HdZTu3scKQ29tGt5zDm09J294bKkNQVkin7VgC5WmpPWBiAEuBLOnvjKS3rnkKDu0FAoQvbOn+mCQC3YNQoGzyFBFJCrjTh5OZJDvdULKmeSbg98FUIMy1tP/mFTye6LqdAH7uSGA0Nx7ST2/J6u178HgpAlF34EcP1A8HgcfcyHV6gQjFIpH2PSm1SvZr+m5aSHZyvgJ7JWt0aMuzECJS0A8F2qYpXK/gbCFPxV7DgFLku9oKtXyrUv0YRgLz7UCB1ScL47Ew0ppXtjSmVaWc9qtCY3eViMA0HAF7KhGZstKcDULJdVq+AGTN1fc8jGQsEmC20fmLysxtCa9fGJLi6XNZJpKyzHWdRSKPyjI3bVnqjvQ9U4cAAet+KGv2cKXx6ITw6R1d56vH8Pq5rODr2zl0JctZZvp7GIkwdQKtvU9tweXUpFJNIDVENHBhvFSGnq4n+n9hCF/Lh5kvD3Uv0OdtS+9PEwOyfXhtV2N0fyLSm5QmkUWlOXT+DlrbD5qa5xKdP0XXWJh5PJpr3OoePJyLbLqGgBWVajKBxmlddbzhynv0YS4yM6ibNLiWxvvQKBEa/g8WNP13+/iEHHzHUT71vLRtgch6KDBnVYaRugKxYWjkLUZa5LoC9n/iTwngDAYCK4f7An15Bi8/LznSybksvBYCWqOJZCTP3DW66rGA0dVEwZvtppFFxL96231fP2n6caCzWm1q+qyPdazcutBn4KvNwzHcNaDs2dtweqkbf7lStV0sxQ14rqQxVqWbfToRmSnZpMh882140DbZK2oGNGYCZo4jK2+9puvXm7LIj+fgLDS+jbqsxJ6nc/qhALLjCLxnhfpar4u8bA3gUy/D/paR2pTqd+iarDyJSZFpC9C/9yG8+qL2xX5XHqHQWD5cR+1cLiFqCgesItMXYzlaLuHSFhFpt0UEbeQxuf9Ac9nravy9tZXCEnHotOCl5zRPNw7hjbcEmj+4D9hmE6kLWD8+UTDyeCKSMLlQX4tcKW/PLzaxGrOZro9pp21tsmZajmozpCncPBQRuLgywXqeiE1RirzZtkjLVk9r2nOU8cn3TDrZ8aaN3S6cXWluikISpcVSHoRG3biSBwIZX/4aPHPLaD7rJr7FeHCwwA70QIgsEcfdwWbNZrnG0bNgsKf4lqoyMoRA/67XNA/zGVCpXbOJrrG/a+RNntZGFCjGpqo0/0W1uVZZwsEO5IXFziDkcDvk0P486e4jnPYlfj4gi31Cdsm8Ef1ak9BIaBIiIs64zS4NDlm6K8aDFdb4RKlE7QirmDPuhDRrHbrcoEaP/+I//MtcnIx47fMv8Lv+z38PEx4hsD+jx00cXDwaeARARZ2BIQ8jVlzhUMPBIiUFClwCCkpcGuQfiwl4Smz+sSPVJJj4g5gZBRUJU0MqKnJlfsdAES1W1n7yp89rIdjqAJ6hLi4ODSNBcrAIcI1fwSXEp0ZBQcGKhAltbtJgF8UoQElByhUlFZWRQek88og4BFgUxuthUVFQkuMSYONQmH/nzor0WhOGOemgw5XTJvFO6L0f8zs+XePPv1nna8cr/q1swR++sY1zfRd3sK+Nyvc36U0HA/jgA3V3Z4f5LOaDay8QXVySO7uEwR4vNpe0v/gFJrc/xckyZLF3C/wWtbmA0MDoyC1L4HfnKa9vI5C3GGMxvlhJ5rHKBdLvdAQOd2t6hpwZK+nJQvt3K5AV+MlUVmoXicoOW5siTevj+b5AmoOs22lu6gkgkBZlCiZ+ayRg2nHhMhG4L23FCCSlJELrwlGBa0BeLvA3ik1CjlD7zOd24OefKP1qXIjcRJliCipg4Auwny6k0f7xQ5H8pJDme6ehPielQPza0t5w4CzVWGzVZCAAAVc7lS59mW2CW0eRrjc21uyGr3YXpt+jGLatjXTIt6VFbxngV3O1d/RCAeiiUptCR3tZP9i0YbiSF+iDsTwr41iB4YGxnPdD9de2oFPbBAPfH4sY9ULN9V4TPrurwO2Op3gU19EdWFUCsrZlYhFsWNna07uBfvJKn2t48hKUaF7fHiqT1DLT+mm46ktuwO8o3iSgKBFBrXuy/F/kar9lQx1Jg5/MBLprrorFFaXWfF4pcLsy674bKK1pZDwXN9pwWJOsaJboe9fb3917sN1QheWy3MSFlqXwwXbjV34eNMd3ulp3VWUC1W2N8ShRmx/NNK7jSH1p+0YaVcoT8tJA5zloaf33jBdhry5y0UT3aVyKkMa51ux+87u36Yft+IQcfMfxdAaiqtpo9/JcgA6MZSATGL64NJkD0MK8d18ymFrNBDwWClLd7svCurdjNPELpeAsCm0gjZqufXGlTSswz6Bey6SnXAiMf79Upvu7qlOQZgKyRaHnWb+3iUVYk4fdbXjvngjB3p4IQLujB0Kjobz3cbSxxjqOMggtV9KYd1q6XpQICFq2+gYiAnEqAPrkGLpoTMYmNmB3a0O04ljEw7KkeX/0QGC7yOG5uwqwHo61Oee5Md4ZF6DtqK3drgBmowb7B3C4o/iI2UKu0rLU90YTBRUHoWREozFsO4oFeHKs83uOycePPrO2mMep+ng11qYGSnNaVupvVsgzcXZhsuck6vPFlcig65pUpoFSayaJPBvLpUl8cq6HZ7wyoLVUetRmw6Rdf6xc/qaoKkWpcb+2Z2IOLjYSuO0OYKl/nicyNLyCZ25L1lOhB4dVaQ2vVpJLu47m+2okGdbJmclkZKw916/BV79usmdVmrftvkD8g8e6TuCrT+v4HJBHJgyhmeje2d7WvK+WJktWJm+RVZliwdvyInzMmh8Kn734vOo0bA0U+zHomcxGvlKs2raIVL2muXqC1tatmxqvq7EJul5pHXmO2jl4SsK0WsLlWJWVb11X/NCrdxs43vN8+7jJ249nnLzfIvUWBPtN9l4Ykz5rMaqP6VInxGfFkIiUDhlp/RzPb2CnAZ1qgOe2mAZnFJTYWESzgj/+b/95AP73f+TvJ3Ta5MRETChJmXKEhY+FQ8KCipKYEWDjUSdjhYNPQqy5NdbyGvt4tMiYPhUX8F13PvOeDXgmkNk1gccRa88CxtK/IQMNPHwyhuY8nvlsZf5eewrW/3exCXAJ8egYX8WKipT0I/9HwSXvsOCCgC51OiSsSFga70UNcEhZ4n0UMwE5Kb4ZIwuHOgNC2kaWtMKnS0iTFVPKMCNvLBmXJ+Q3din7d7EOE7xVye/udfnav/IN/qOf/0X+4X/5s+z29+gtI/rlHjZmkxsO4f59BSFbFlFl883WHaoMitYWJRYpLr9064t85s4LzLav0VkW7B00SCqByJav4M/K2mTT8Z4CP6tM4GKVy3LrOwIloQPPGa9YkAhYna9kmWwHApxWIGPAbrixNvdrst5byOL9NDmw0LPqTldW6F881V5d8yTNSEo4tQQQcwQI+54sptda6o9XmHz2jkDtVk0EYS37GCAwHziqdpuVIiqhK+KzLjqVmrFomqVWVgYkptAMBMhvdJStqe3Dm+YZ7BkZ0m5N8QOuLSC+29D5ZqkA8HCltdj0zbg72tvSDArLeAJyzUVgb7Tme0Ya1DDymaISkF3l6otj5CP7TZPOcqG7aVWAX0mW9WRmstRUmyw9ca6Un1crze8wVjxHsFICidJ4V44Wir1o1+D5nsa0V9Prt9qQWxvpzyqSRGxSU0BtbNbQNFEa0yjT2tuxBegbxgPw/lgSqMgQgsx4/K8K+NyeiGeSCwiXFUxKnXtUaizHse78Rar2jI3n4VZHlviGJ6JYWSIIYGpa+OCv1Na9ul6/ik3KVWuTtnW/qbVXVRty1w1FlO9PTYwZGv87ne+dscixlWa2LLX+y1Kk83gKrZq8HG/P1f69pn5frOQVOVnqefMju9Dz9PwIzLUHNXh1oP6tY18qdL8/03uqNscP+fEJOfgex3IlC2gUa+PpdmT1n0xlES4KE+AaSjv+7Tc3VteiMNlnjAX78UoAc9ATaN3dkUbc9eUV2N4WuF1GSsFZ5AKFR2eSKVXNjQb/ex3rlJfrVKa1UFbTNaPe2xF5yHMtaNdV9pZmUyA/TRQb8eix0kuuVrrJB0315XIoT0qnLQnJg8e6UW9d1+bw5EjjVqsJiJ4aKe5ypZuv0YA71+HZZyVBOj03qeLm8jY0aiIPw6ly14+mApaOvQkonUxlRbYsAd91fYUi3+Tl39oWiJ7NAGNRaDaV3jPNlKXGtkQIxhNteFUmYNpoGS8RkNTVvzQTYHz0WFa1dQanohAYrtVEPtYenuNjuDqD519UVibPzPPhvsD2z/51+Kmf1Po6PpNX4/RM3qPZXJaKxVJqhv5AcxOGm3oRo7HWQq0mEre23g/6apdry+pRr2nN1eomONuTPGdroLFPjBvVcrQmZlON2XIhL9XWXK/t7khVMV+K6JS5rtnraDx+9HO6R77xhtq/ija1MAJffUlTzfU7HwhU3LwmK39eaF20GuoviGTFieZ+fYSBPALrDFmjK/VpaaQY/8Bvg60drXfHVvvnS3jhLvzSN1T5+vRMa2DvQMTrg3siCbVQ/Vofvqfg/1ZbhPK1V0X6ry4dvvXhNo/zlBu9AGt7SjLfY/leg8Q+w372lCqMqLgiwacOBFyw5Am2G1C617AJscixqSiJ8Gjy3/77f47ZaMWnfuIOX/itL+BQJyNmzgkxU0KauNTIWJIbeRBYeDSMZb8kYkrKnJQ5FQUZCxIW+EwojM7/Vz8ytOJzVMPAZUGGRUWlRI7oEZrphsI2vwuyj9U5yH6Vv2HtWSiBlITUZC+ygQyLkgyHGi4WHnvETEmJabPHlCsqEnJyCmIKUkpyEiJs6iSc4+JT0qEgwcKnzy1iFjhcYGPT4hoJQ3waOJbLslsRxAcsyylVo87kmpDC1rjL5//Hbb7+5Uv+8//mHX7/v3iLSfKIKqyzfTWgevIYTk+xdnepkoRR5vDGFXyrdYv+dpt+NqeWRcS3n2FUerw39znoLbH29hlXNq4tUHtlgNCjKTyopCk/mW5GqyyVGWcdJ+PbAuK329Kyd0N4MIemLeD/1qWAfV5KSve8McB0PFMcy3gb6q5+kqdUYPdnApPdmvaNtJCV00JSm8vISChDsAu1/fFc0pbSaPVzo33vGc9AZVbMKocq1nfiXFbpK7M/jBMFUq9TQXZ8adktTOBzJilM05d8Ji9lvW8Zo8F+Q5mM3hsptiCw5G1ZFVCu5KXISvXVQuTl3lTjeb0lsLquCP1gos91jeyo7il7UM9XGyoEQKlk0JsZvjxMRIjOFmpbiQDiw4nxPmPSWy5kNb/ZM2Ns5EFlpf2+skxtBkQyLiOTBrOhtWEjErhOlblVk8XasWXBxoJuSzUrjnORIN/TGksK7b0fjDVu50tTS8J4Z2qurOh1z3iCDOF8ONMzznN03qtInpeaIZnzVGTnykg3665kSv1QJOVoKULyaCZylhVwNtOzorI1ny1P549LrXHP1bxcrtSnojKeDuDbFyYNrKPr7tTV5ucHIoGXZqvabnxvYpAVImNHCxGawBERvDD3QFGJEPziibDBoKbnXC9U/M0kg2vmOTNM4K75Tp7r3Lc66tvRUvdCO5DM7jcKMYBPyMGvODxv8/fd2wJStiXgOptDbSkromXp3+OJgNPpqazU5xcCXTVfIHU0FuC+HAnMvfi8ZBfrAGHXlvRlONJNePM63LomAP7oic61ikxKya1NLvzvdbjur5QRrY8wFHmYLwQyt7fkQShLER8qxQu8d199KIyGdJ1Z6O5tBdJWpTaDdcGvJJE0dzhSnv44EpAejmT9TzNZPVp1+LEf1Tm+9RY8fKjzdNoan+Mz/d7ZkUXZ8yWrWs60iVaO8TC0pXG/dVNAdm5kSK5rbsYGvD0RsAYBSbcykpipAP9iqfaXlohBq6VNu1qY2I5K6TJBiUhsS8XLSkO8SiTHiVNds9NVv9e1IYJQQbSup/YkqbxHrqdx+fo34TOfEnm6d1+k8eLCZHLqyfIerUQ0fuwLG/1lnOih/9Y7IpxbA4HrdTD7bCxQcXvPeCISZSUKDtXnnR21c7hSuxoNtTeON4Xrum31qdESyZrMoDmS1T1NNT7rlIpnZ/CoKwK41dOYHh8LiC9KSAMR5Xqp2IfXXtU6KEttpr2uXOXNljI/tZqG1NbUnvXx0guq3/DgSGug11eNip2+1nsca3xbTa2N7W2lHnz/Q2URG/SUWti2VSOh3hBpCoy8yHlqNzy4Jg9LXshDtpjpPnn8BDpBSKdqkQVznNRmXqw4n0zYfXSLlxqfwrnzHo8Z0qVJjXMKCmxcUhYseIxPg4w5JSU+HVaLmP/s3/kzAPwf/58/w8J6AkZHX2OLGQ+JOSdkQMychDEeTUk+mBIxIuYKm4CMCJ8GFhUZC2BCSguLgOpXTTcKG/XzWleZAAnVx9JqVDyVfsF8/jsJwA96FOZcCaWJWVAbE0MBLqjTI2XKhCMKxqREpEzIyfComxiDHIsKjy42JQE14yloEJv+W1hs8wJtrjPnhIKEgpSWdYN6bcAl7zHjjAZ9oEZe8/jf/L9e4etf+jn+5H/+c/zjv/8n2f3Uc0xjC38+huKU6tAlaLhMzrvManUW9QbW3MbqtDl3dthuWoTdFuXK5n7rGlWvT+n6WEby4VkC6zt1gb9vnMPD4cfjAAY1Ve3db0gSsyoUyPrZPXO/5qpO3Axgzzy33riAg7qs7oErI8deW+Dt5S34scONRvrxU15oy1jBP5xpn0pKI/vA6KwLGFcbyeW6PguFCq1da8kq6tnapxPz3LgykoyLpSQpWzUB1W9fmRSrNYHio4Xa6Niy3t9uq6jaIofLmYDZazsCnhcrtX3PyEn6gSQnD2awsqBniWSsK9Ja1aZy73ZN4Pt0KTLV8AWet2vgb8sivFUTWejXNE7NQEQizgSKKwQsOz6cZopdyt2NB8SyBJp9F37LdZGd//mx5mq3BbeaAv6TVPN9p63fNTOHSS7wvgbsx3P1YZnptaSQRb7lgtsQ4SjLTVzAbtN4JQr17XwlQJ2U2sevtQVWv36h+hSrVN6TtNAYejbYNcVxdAO1YbhSitllCs/2dPvvGYJWGllOYYxmWaFgcSswhTXdjSwtyeCNodbYnZ6IxvHCxB5YWtNpAbktItdwdb5VLvJ6YbwLg5raOY1FDEJXZOB7EYKnj184Ul88V+dKCpHUmqv1XvckHas5EFvKCrXyRCA6IWzl8ML2RiL1wkB9jAvtbO+N1ZdrTRHUtFBWqpvtTeXsH/bjN0gz/5c7nq5lcLgvPfhkqkDQ7YFea9SV1rPbFsh2PeW7DwMBwq2egP1kpli1qxFy6/YkOdkewGlurL8dgUvHhc+9BmFd7yeJiMd8Lkt6ryOLbpL8Kg3/HsdqtalnUK9vKvD2uptinvOFrLQf3BNga9ZMQS0jSXIsgdCWsT63WxuiMl8IlP3yt5XAo8To8s4VlNrryWqfG2/IdCaAmqUC6VkqAHtxJWLSbIg8HO5KRhNHSj15/VDnefau2XBiWdoP9wQAz84FJs8vdb7UeGhqRgJ1cS4QmGYQlrIsn84AR9dsIoAZxSJOWaa+DfoiVXFkPElmXNYPetsVMbRsWa2i+wL8dV8EMvRljSnXm9xUAHu6VD2AJ8eyfvuO2u17JgPTQO3IcwULgwlwnum8ZxeazzyHe/c2mRZ3dzVOFbC6VBvbLc2D4wh0u46u8+RY82ShjftyqPVc8wS4i1xrZ7UUqS1zrYeyEHGtSo3Zm++ogGy9LoL84vMaq5MzFZc7OFBAcq1hPBMr2Fpprm4cygOyvysQn+fw7bckvWq3N+v4g/siP4Ou0stalf7d7Ym8uQ50TNvuP4JvvqH7tFHT2Nx7KBlYvSkP1+c/p+xXHz4C21PMxPpoN/TvrDBEppIXwfeh3bLYz3eYXzWY2SPmwTlpFOLYXZ4EOa/sb/O52o8w5W0DeG1sAurUcAmIOMUhoEYPC5s//9/+NebTJZ/+sWd5+TftURBhI6Qw5yE+bQoSbFwWnGHhUJIz5iExQ1yarIN6KxMU7FJD23sCpN/FZ7CW/zx9VFg0qMjYBBfbT/399FGgUFD5AX7tR27a5prvK45A7UwpmLLCxqEkY05OYX4nJjXruo22SdcaEuIR0jeipwrb+Gea7OJRI2FGjQ5trjPjESumzIhwsHHZpsk+C05ZcMozX7zLZ3/bDb7xVx7zl//Cu/wj/2yXZWjRevEVGm81sCybZTbjtBWyez6i2e+R+QMcx8KlYt7dJ+j5TPoDuttblI5Fw9N6inORX9sSmLlYyerY8j9ee6DmKiX0k7kssT/Wk9zjyyfyALQDAVjPeCJutWXBH8XwkgFJ41hW2M/cVnpI10gfPOfjRZiuVgI3R2af6XgCdo8X0PcFnkeJQNxBS/uAh+QXXdt4KjN5D0rghZ6A3SIxlYdNDMC6hsLFSt9PChGCg4YpkDUXCA4sad5tS229Mtdue/Bwob2tLFXJNqmUTebFvrwEo0hjk2ciCw0P7s1ERn7rTQHgRSIgPYlFNEJfxOt62+yFBqA/29W5pokkNfuGzASeAenxpghXzZCDRzORic/sGSlUJcK28kSWnjim8FspEH8VqY+nC0nAmp4CgddFJqepkfIYqYsdSrYzSmArFtF8sNxIetqB2ne9rXZPEt3FjUB3zAcjAfybLZ33NNJYhp6yOyW51kNSglOI/GzVtDZt9MxuB+rbQVOg2kWGu5O52nDQ0DqwLN3pXU/re55JEnURa/zX6z0r4dmBSNPlClLfpGE1kqqGq9iUEj0nG2b8LyNoL+H2r2IMffoYP+XgtGx5KqJU87bKNN++LW9NValI362OSAqWfltIsnbQMFmKAuM9cXQfTmb67ijSev7mhVLhXmvpGTKKNWa/EY5PyMH3ODxXIG5nW8C/Vtuky6qFAj8WsvZ2O8Y6WhOIuHNL4CRL5eprdUQy3npXwGZ7S1bI6Qyef0bEIMsFcL/6QJ91HAFTEJCt1Tf/BgHp8wtZnDstWcVbrY8TnNlMAG3d/jgRcTncF0gejpQbf29X/XzrbQHVW9cFClstAzJXsqKeXOjG6vd0/ulM9SBsl48UzfO5PuP58j7U6wLay6UI1WKp8y2MtXYyF7gOA6NXX2ls4lhkazgUoG7UZSm/tiewvlwp7/4zt0UKphN5Bdako6g2Xo/dZyWT+vC+NuIik1XZtuRRSGIB9X7fZBKo9CBvttWXWgDYslyDAGitLvC8rodkIWtNXqqPg75IzHSm7AZ1EzPS7YiAdFpaR2EN7InIUbOulJtY8jbtbuunqgTabUuepDwXmJ7PJcnKMpPlaKJr+IEIQhgqsLyo1MatvtbHKhGhTcxYnVwIDFSVzjW80mcKY21autArN8Formt0vAvN89JIc1rXRKLe/UCyoyQXmG/WzRhitL3JJvj/+jXFoLTbGpfxFF57WWvz6HSzlqdTAZr+lojOfKW+huEmzWsSmTiUJrzxjiRReS6SZ9uaQ98XyXr3XZGV7W2tHS946uavJCdqNORhcB39tJo6V5ZaROMmnt1kpx9SlVdUVU6SRSyuErzrFxTE5Kxo0KbGFivGlCSUxFS4+LRJmfPf/Ym/BMDv/Gd+mg43WHBqZDMpDiE5OSEdclJq9IgYETEl4hKwyZkZsJx9FH9gfeQFCPju1v3vfM1F9QciPh5Y/N2IgWs+EyOC8Os9cgQRK9PWj1s+KmIKLFPkLf4oK9E6QNnGo8LGp0GFhU1AQQqU2ISUlIYkWbjUcKkx5wkONSpDCVzjaVgTsLVHoyDmt/wzN/nGX3nM//An/ga/85/9IhkzgsFNeOGC6vwS4pLiwCc7vMbOwqE29xlfu4PXrHPu1LkIAuZugy/2LRKjzQ4c7Q8PptJau7ZA4eVKoPPpIk/3xig9dAhbDVMNvtIecLKSXr9fU6zB+UrA41pbsoh1fvhpIp1/3RNI7Ia6Zl5+bKiZpgJDB3XVJIhzgSnXksU4ygWcQk/W5E5bABJblvu0lNW9G8JPHsBvuy2ge7Iw2YhCAUzHhho6v+XKILFOO3m9Zf5tCfgNXAUl7zdNcHCuIOhBqO8MY7gbmrZZAnsdT5bcKIVXd2XBvVyJ4LQa8LdO1P7bbQVXDxOBvDxWXZov7AsAP0h1znWV5LYvS/07Y8lXPEdgskKg3UZpXLNK7W36skxfLU2MYqm5rDkiIzl6hkwiOHI09w56Xp0vTPViWzEKaak+N33dJavMFCFL9Wzaa2jVPp5pn28Gsk7XPNVDqLtaB+vK2K6t9j43kBRqHIuI3enIuv/uUOTDs5V+E0yBMoQBvnoqklJhCrFVWifT2MSgNDU+oQtJYMwHZr0VlYB9z+jxzyPJilzbFALNDMhOlMCi5YsYLzNTkDbYFC8LHChczcP3IwdlJcL10d5SaQ05leIstoyX6Gih5ziVPDujlUh3zZXEamUpVuOwpfUX5/LSLVN4d6T5myYav54h7g+mMq7uNT5O/n/Yj0/Iwfc4rh1u/i5LAes1OWi3NzECrivQcDWUpdq24au/LGB985oIBsja++Y7Khq1vS05w+1bAs8n53BmrLyOK9C2XOp6B3sC7s3GJigaVBgszURijucCivt7srqvK0FeXskFPV9bzAOBnG+9KYISG/Lz+AlgSXv+4nOytIahAONqqXPluSxZs5l+aiF87Rs67zpo9tqBiM10JiLg+bJOb2/pHEcnko7kmUlpmW/SwXqOCEGaCeiNJxrD+VKb0hrgvfGOqbTcEcE4OlF2oHrT6GrvCLRTieA0G7p+WIcXnpPG/OhIFuEk1cZRb8iTs5hpbiwb6kZRkaUiCQNXHpJmUxtZWWqD9wORI9fTQ2xdVXmx1MOt21ZAeeGryF2F5tjz1M+yFNidLXWtrb7OVw9UWXkRa72t087evKG5bxjSNUtNle2lPtcwchlQYHa/J6CfJkpZmxVaHxdXemA6vjwLo4nG2PEVmF4WAuiZmZuy0pzPZvLK3LhpCECmmg4ffqj1jyUC5Pmaz2sHytD06LHugTTT/N28rg2/11H/RxNDGC3Ny5Pjj8voblzT2OaV1thyJWnR8ApeecmkJ53ruus2OiaWIs207tKB5n/QF4DIzXx96rWP58kODQCqGRLaauv9WzfkXclL3bP9HqSnDeqHM/Z6OVv7p4wvQnaut0iYY5Ph0sajRsqczFjxXRwc6hzfv+Ibf+MDavWQ3/a7Po9LQJfbRAxZMsPBoyLFocW6gnFJZDIX1SnIjVa/ojLFxmw8yo+CggswKn7Jir4bUViD/fK7vPf0sab/AetHh4KdJQ/6tR8OGDD/cUkTQEHJHJsukJg6zD45KTY2LnUC2pK90CNmgkNoyFRExpKQLg41ulwjpEfCFAuLFReqNcHKBGrzUUC3zzYZMOGYT//MIY1OwLu/fMTrb3yDz776JQCqV17EimOcax0q6hS5R3uU89rOXd6t3+LBRGvqRgtalSzbg5pA6tlSoKnhCnDCBog5FR97Ip+sBMpaAVil4gJe25Ku/XKlmIDCWFcPmwKgLV9geRzrWlcrSUssy4AXZLm0Lck51kffyCNCVx7P05mA8bqo4CAU2N8KNlViA0/NfTwTYH62K+v0ZSxAdKcnwH9iLOLLXFltolJTPV3BvNhYXePS1Pyp67v7dfUjK7QXbtdkvc1sPT8C2wRCu9AIlZWnqGC4NNLTAF7dgmf7IlrLTNKgcSEiU+QC0uug0bLS+T+3K6npOJIU5FpD8QVZLkCe5JJoxeZ8VBvjy52GPvNkBllDz6uzhbG0JwKHUbUpolbzRCjKQlZ1x9J3LlaKSditq00dX+PkIKIXONq7b3Y0l+1AnzleCGw3W/DueBPHMSwVL7Fd09xdxEpdu11Xys11utLKrFULGVkGNfU3KSQNqxBhmKfwt071/hf2RQgcR5KfpNAaWht/QncTaO9Ymk/PkReoEeg+eDIXqO6GIrpZqfn3Ha3LTiASXbG5b0B9L7/ftoXWbPmU+9Sy5HmOC1NvwRBBx1YhzrjQvWSj+dnxRUAez0WEqkokrqiUiejbF6pS7qACgL5lskU5EFaSaDW8H1z29MNwfEIOfsCj3xMwdGyTuhTAEnCYTgU27tzSDeK6Ahe7A1MN11cabNcxFYATySlu3xRwTDMTszAX+BiNRBzGY21I1w91raPjj6fyKkuBsPXfcSzgkuUCVb4hBWtQ7brabOdzWbgPDwTKo1jtTzNtmMtIQLLVhNiAMC/QtW7fUH/evSdQNxwLRH1wX3r0vW1dN0lkNT+7kJ5/NhXwyysBz6+/LqBbq2mjyFC7w5pAclkBlUiGbatt5xfSjaepxivPFANxciZgeXGlAl5VJeuzZclifXYhC/fVCK7vm5RnjqkRUAjcTqYiIOOJNi/X04PDdgT+66HIQ6ulubQDzUmzoX4VlfqRGO2k62q+64HOtbTg9Mpsvj2tjflCG/XVUATwtZfh/Q80LqDqwtiSqd041DobjiQ5atY19tOZshydnmsjdT1TA8LSvNy7p/4MjRypUTfAv4JooXXmO6bInpE6UImwxplkA6tYa34V6dzTuR5M6425ZWRKb76r2hWubQLGUbzI4YHG7GoM3abI6P6eCMl4Km/b0bHie1IDBE4vTQG4pzbTx0/UzsFA+ugo1lj0+pI8BUbG1WppLvwQdlrw9gcmPsKSnM2+0no/PdP5XnhO3qfiqYdMq6N+tJqS38Wx1kZZ6j4/OxdpLQvo9Gq0Qx938DahUyfOpZ9vcp2CR8SMcNglZUFORIvreNRoscv/77/8HwD4rf/IF0lb52TUqdGlzoCCFSuT09+mhqoWJ1jG6l1QUlLgEwIhMREZYyzqJqNPxdoLoOfi08RAFngTdv8D7oIVmHStDgE2Pnoc+r+Gc3znsTalfecTXqZWUYbSSJ0cKixDrkLAImWKjUWH20Sc4WADARZ1LCwabNHhDhUVMx4T0DOF4GzAI2ZGnTYpKzxzTg8PaBCEIb/5f/sC/9N/8i1+/r94wqf/2I8w4Qh7AM6P7FHcf59iueIsu8HBc5/h2v4NLi5Nqsm6LIfr1IcPpgJwh02BkSgXYIkyBW56lmIKPmZYrLQmAwPEh0tjcbeMJ8vWXrPI5EFoerJg1j2Bynkq8Bfl0k/PE3j7Su9/dle6+48Oa1NoK3SN5TuTxbTjy+r5ZCGqOYsF0NJcBcjW2V6WmbwWNU/W2Nx4S2qeDBjvXkmGWA9MRdxYn3kcmwBkR1bZKJVFfWAMWadL6JYwsbRXLVI9R641FdDcKDR+FyvJhNZpqMeJyMlVJDB9tZR3ZZmbJAi+shL5rrwi19tK+7pfl7EtyiQPOZsJqDcdkxTCllyk7RtLcaz9tBmo3XEpK3xs+h8bqVBmVrXjCDyC5ue9EVylMojMchPr5QuEJwbAupnJXuUIjC4S2O1o7aSV1sGn9yA7U3GzrZrA7f2J+ts1MQfTRB6iF7qSbq0zZFkGODu2qUuQCoyPY9WTuDeG05UkQd1A81vztHs8nmm89o38cplJPltWIpX9QNcujAfmyUz9bvhak/dGZlwayhTlWCK2BVr7Nc+kqA3UtnVGosLIsm61v/8u4xhAvz5qDqyMlMt3JNGap5vK3WmptvmOxmQd0N80cqZ3R+rffkOJWR7Pdf+6pl1Xxuve8nVv4Wvd3ul+/7b+sByfkIMf8AhDWS7PLmA+VuBsFAkklaWAfLOpfPy725Ia3XsgUF1kAkTvfQB5IllEHEkXPZqIQMxmClA+PlV6UcfWBhYEAmWfu2HSQz6lV3Ofmj3bNhb7qYD9YCDw9MF9kYt1SkjPE7ChkkX48RMB9LbxSFy/pjbMzU2yWMgafOumAqXTTN6LKyNbqUp5QhxXn197AxxHlYUvRvKITJf6fKsJb7+n97ttgavlUgC2KLT5Bb6AV4V06rYBvetNvzSSj7V1I4pMpU5jbV4u1N9GQxIq11Ee+zSGN99X9eKTU93sq2iTBi/P1R7XNrr/RMSh29WDaDgyMQShiROx5WkpSklnylLj63uSKe3sqNjYeKT5abXV9quRSMT2lmRm2CJgO1vw2muKjZjMBOavHcBzz2h+1mQiitWuLJU8azpR+tOoEmHa3tZ73/yWCE2UyOs1HJl6EzORi709rRXXSBlaxvpTVSJgQW5AZaWHh+9rDl1bGbVqoc6zXMDFXKT26ER97HY0Fp6ne6UsFUPiuuorla671Zf3w3IUOzCaaI5XK4Hxg+c3azwtRCYGA51/MZOV5vYd9a3XUfvnC41Do664jf2pPGjrGhtf+hF5Gl5/U7UmZgvNa/YUdn7p+Y0BwHVheCpS3e+ZFLUhfOFzJhOUbxPZHU4uPUr/iu3DFeBxnRdJ6HHK1ylMStAG+/jUCengU+crf/ldAH7LP/YKDfosOKZgiU2NmDkXvI5Pk4qUiBlj7gMlGQlQYlGQf6TVF3ivyEgZ8nHAnn7Hjvbr9W+nRu7TJqBPwZy/fWLwqx0OOXNyIiMTWqFqBwVLShwcXFNBuSTGwmfJkJQpHjXq7OBS44xvYOFSZ0CLXWrskBmSVpJTkuIRMueMFWeU5BzwBXrc4Xf9Y6/wP/0n3+Irf/kt/pk/9gUqchx8Fv1j7L5HmPWwkwH30jM6+Q5tv8tLA4Fr25KF//FUYGu/aYwehbwKGLDb9LXG2g5kTw3lM3240ZCUZmF00Fmp+/9uV/dhnCtTDgjAX0UCgJGxcseZ9sb7E3jrSrKgcqXMPDe7m2vNElnLvUp78WHLEPBMHoq6J4t0VsCgrfNHhuQ0PQHhPIXDSsDPseTp2DYSp3Gk8w8TGSVagWQjJwaAurbutzgXKJ6m8kDUjAxrmsoa3TASpv2arNZZoYwwSa4+TlMBtkmsMa85kqhs15TZqTTeiYtIMsleTYXfmr5AsONtPC/fPNPY+O4mXfn1tmpGWDm4gQnkTqBTN/EOhujMs02Wp1GiubcqkYbLlfYyC41HakCl7chDFNgialGhVJuUkh2tK/B6lmRm7ZpI0tzEgVSlnqFFaTTvpdoUOhoT29E8j1dQdk0xLleejXkpcpOUGu/KENOiUJD6LBVRXOaqAl1Usvynpfq6VYNfPpeszQHu9gXihyvN/X5L69K2pL+vuUAlAjfPRCDOl5qvuq/K1+vK0uuK1OuaF5F5LlmV5GoHT6kpnj7SQkQFJEXq1Tbv7Rvv2cOpMhyFnhkrGzJLYx+4un/OVspYFReKH+iFprAmItLzDF5pSLY0jkSwp6niWObLTb2PF/q/cYKR4RNy8Gs66nVZ++8/UFXX+VKW48FApGE6E1Dd3YHPf1ZAZTjZpPJ0HMkr4kwgLfCMddQs2uMTBZMe7uvm9EIoMwHyBw9UVOvG9U17nnaTpanOtb9vZCWhrrcOqm3UdaPbBvwtFvD42FhExwL7rRY8s20YbwNu3pSmv9tWPENZSue+WGos9nbg2r68CIe7Og9oHByjC50vNFbP3NV7cSLgfP8hcChtuOfC0myq51ciB/u72uyWiYpYXQzVpizTpnG4rexArbas+qcGgK6WRvKTm+ImofL31wL40hfg/ftwcWaCwi/kfq0F2vxdIw3yXFPtNxY5SSJZsvsD5fSPUoFUKs2Nb7wIYaD4EtsTmO921NfpXKB00NM6cZ1NatJmS+PlOwoMvnkTPv2aLDKzuQhjtysJy9GRSY+7Erk8uxD5azW0Dh2zRocjjeEa2DabJhg4NETL1XVjI7vZ3YXh5aao2N62APDasl+V2owHPVncy9v6+2Bf4P5//utGkrTUWOz11G4wsQiBruPY8iJYlkkN3Nb6mBl5w6BviqgNReaOjkQc18dLzyouJErUj60tEaeb1zUuX/umKTjn6R7s9/X6/r4I253bIrZ37ohE10J4+UWRm6uJ7r/10ahtqmmvItP/gQwEo7EIVuBrjVs2uPgU85DB6oDPbaV0TIWUGREDXmSPz/IEH48QlzoRUy6Wj3nna4+xbYtP/eRdHHw66AYf8j4dbhLSpaTEI+SEb+BQJ2FqKhgDOJQkFJT41GlxSEoMZCw4Yh3su5EE/e0esvBXJESMVJCsSjl9He79FYhGkK3Aq0PYg2d+Gg4+x3cUL7LRajXuQdkITRuTp9q5/p0h70Rp/vZwcJD/oIeLT509fJaM+ZA21yhISZkTM2XJGXV28Wni0SGgScyYkpQet5mjiW+yQwlss0+DAVDw6hfv4AcuH75xympY0RrYTHlEzJgON6h5Azpuk7Zfscy+zaD6CdqB/VFP1yktQVZ9y5JsphMIfG/V4IsHAtBR8fEMQi/0BI7CFdwfCezMEgGnnVB/R/kmL7xjm0JdNYGio5msnEkhq/9eU9l/LKQZXwcfgwFPjqzDaS4gtk6S4BvjQc0RmLzeMjndK3h3or3TQiDUtUUi5qn2jaRQ3zxXVmTH2lTGnSWyoG81BO7XhatGMfyWPQE2x4LtDIaZ4gkaHrQsWWQXqcbsS3vKh9/0RY7KUuPweC4pTSdQ+wIbLF+pXxexrlMhENvylWHn1a5A+OO5iEpSyaDX8OQxuDeRpboRCgQOQgHcXmhKAlbSpn/rTGPQrhlQnWlvs9DYTQ0peLSQoakdavzzSmNSVSbjkSOQ2TfkJXB1rRcGfFRtl0rVtNdje61tPAs1SdPSTG3sh1p7oWMyHdkif0lh6ljMJUPr+vIOXDO6+lsdjevRTOe+N9b6eDIXgKwba7/n6vovDwS8F4nOl5UC/LfaOmcn0B3/ZKYg+QdTSYlcRKS6ofq4yDYeXwt53dbxCFWlv3cbH4/TWR/jWDKodfzluvja+ogy9fHvuaaA6kFdbb4/EdlK8g3Jsyu1725H18oqPcPjTOPSDTWX68xOF0a1UHPgpiEEUa4+/UY6PiEHv8YjNy7JtWwiigzA2pbVNC+AShvU3o6AxXIpq2O3I6D2+psCtEW1yVS0tWWKW9WlG3dtSCNZZvf3dO1XXtSNvj5Kw+wdRwDTM8B2rdO2bckmzi/VJtvmo8JuSabPFqXyDV9cycLbasGdG4YAhPDaiwJCZSnvxxp8loWkIGkh8PruBwLCfiALeLcPN/Zlua/VBMRWBiius8LYjkl/ZulBcv8hYElic3lhCrF5AunjsSz+nfaGFC0WAs21wKTLu9D82JaJj0AxHVFkcuJ3Zf12PJGz9TnyXBa7INTDbxUbHWdDwcxeIM/AeKrvPDrRzV8PBaC3etKx7/W1Ody5qbEpS81LUkgiNBxvrOmeq/7fONC6WSXqt+9urPl3bguk2xY8eaKxNsuLbkceINfTwzyKRLyaxgL4+LHiKNJU113G+k6F1pttPFNxDAe26m14Rg5UFKZwWktjdTnUa2mhjFb1msY7LSQlynIDyLf12ioR4G81BMav7Yv0OLbauC4aN5uL1FyNNYZbfbV3YR6YzY68B+tjsYIf/4KpJ9GVFGgyNjEvTQXRBzURyHUNiihSsPN6Tbue1gko69XpudoxmaLK0mzWJmieHjzS2Dm2zp0bz9jO9iZ+o6wc5kVJdzum3dhsqzET+txmmxfImJIwpyBjxgPe+sUlRV7y3Of36La7LLlimx08Gqy4xKdBn2eY8QQHDw+fGh0T6ByZMmQxJZWxlG8rmwgWOSWbjEQhvzLg1+ZXpib9buTh6ddtc069fvF2xuv/Vcob/7XF8N53Jx4/+69C/7bDp/7RGi/94xn7nypY10cwIfzmk8l3XGv9nq5XsmBNTGxqhDRxqFGQEDHGo0VJQkAT1wQ5W9jMOcahRp0Si4ox7wHP4VFjyhCXgEN+1FSY9mhwjmX8MT3uEoQdXvniLb7xN+7xwd+c88LvuEvEiJAuFhVF7vFomeGUbWLriixaEmctrrf5qEJtM1DRrm5o0kQaopTmkl/UXXiuLwvu7Kkp6gRKZdpwVTRsnTnnKoL3J3pGDGqyTh+6xvJuAOg02aTLPJlJflGWkj6s9eu1p0DV8XKTbOCwIflIx+jkXfTZ7aaRVaQKRe+FKvY0jPRcWXsds8LEUDgCh+siY4cto/s3DqN1rEXLFehqGMlQ0+jV77S1Ajo+PFOp5kDbV7+XRmZzpyPA+3Cu8XQNmMSCVwbyXiS5kVo1FDvQ9GDaAm+lz/d8EYemr73x4VTyIM+DIhVwXuYwNzy2GwqULxJJpJaZgPw0EeHIcmUsCj3FTqSVAKbnat5+7EB7yYdT9XlcwoGvvaUqlfEJSx6CxHgPSkskxkFzt8rlPVrkIhRXS60VzB6+yiV3yks9U+YJYEB818SPHDbg25GJf3F05/WNZKljAC9m7ndsEdek0L/TUoG4s0LtWaS6xl5N89wL4ZdPNQ6+I5LxzlBr6rfeUv9OVxqHG22tm3X2rHXA/Lr69PpwbFn8t+smts/Z3EtPH0kuYtD0N0aJqhLxWB+3Ovr+k5m8AeNYbXbMveM66td+Q+NyupAEjYVS7U5jSdFqvsjP0UxYxUGZoM6XhpQa6da+IcCYXcy3N/KoH9bjE3LwazwsS6Dj4lLAw7INWLAFPra2BGRtA9qajU1e+rX8Zf38s5CFu91WSsWqNFrJmVxmYSgA0qjps4+Pdb710ahLylGUAkjtptH8GwmR6whkNepwsKv2UAmEbw1kKfWN9bNjpEe+p3NVmKDfPtQuZf2+/1BB2s2GpELrHPG3buh7334Lrm0L3D16uHEVz6amKFWyScvpuPpcp6O8/JeXAtpJrjHY3jKxEG24VolgbW3LMr9cacN78MhIQdqm0vGWzltmmwJ2rZbSssaRrhfWjDWhFNFIYsDc5KuVHkr1mjw+OwOB5sXUaOubRj72/2fvz2Nty7PzMOzb83jmc+787pvfq6rurp6b3aJISiZji5IhGbEEJYiNQFBkJDCc4Q9FQEIndkL9QQWJDDjI4AGJDSShIcWgHRiyFEYmTYkU2WQP1d01vHr1pjsPZz5nz0P++NZ++9xb99XU1dVFun6FW+/eM+z9m/be37fWt9ZyOZYg4iL2upyrdov9ajYJyH2Hn4kT3tznS5Ih25JAwpj7aRGwb4rONa/kZL5PohDGPKaikECOJxzv2Ziks9p7js2xzKZ8aK2t1Slf44jBaqZFC/hySb1+u8PvWjrwuVcozQkTguuGB2RnwJ0b3A+tFtf+6Jh/Hx4AoyHnxV7xVI2nlJrd2OVY/Bb3cbdNAloRvZdfJpF89IQkCgofyO0OP2MZwEt36/1+67pIzyxKxF77Affj9R3u8Shm/EanCdhr/OzmGveVaQLf/DrnbrnknLca9LzEiSQFmNbnOjyiR+XklHvJ9/iaLuS7CoJbH3DeowxQgh1sbzxEqJxDgYISBVz04GIDGky0cQtz7CPCAg428IPf+q8BAK/+wi7GeAITLhY4homGpOLUocGEhzUscIYIE7GdJ6CkyAAfR9zEKZZIpUJygilYfqmEJBe+dCe7/PeLvAqrr/PseVbgt34V+O1fjVAIgPDWgJf/JaBzEzBdIA2ByVPgjd8ARo9z/Fd/Z4Hf+t8Bf/p/ruEX/zcFdPP9zlURhfRdnyqwQAYbCgwkiGHCwgJ7KFAiwUIKqZlQoSHABAY0mHDRRAAAmOEZPKyjQAIHG9BhwYKLCHPosFEig4UGWIV6gi//mVv4zm8/xHd/6zH+4r/EiAsDFqJyjtNlCV9R4ZkllDLHtbaC/QnlMm1LjCqOxCStEIOTBSUlhsqhGioJwGp60YZILYKU7y9Sgv+iJMDdaRL0Bil126rKGYszArk1h8+AN8743UqPryusr9Cy6nM5KkVeA5cAfJ4SlGsKJSoNC9iwacWeRLQaHy94L1vGBNQNgxbtJzPgZkOsxjnB69GS9/VhJDtWnpkArf+mAixLPjNmCTXtlga0HAL3DJLxBwSoZUkAvObWBb6Sgj+V7ltX6CEphFDcatNK7Rv0FLR0YJoSRDZsWtodheOGQpmUoghYzdlnU6N0ZJESVJ8t+NknY1rnDYWyFF0jsN1b0Gruyr0xTEggFolQ5JLzpgK42SN56dn0MuUyH+ch+7bV4LimCZAvOSdNnRKp+32RXYayoKpUJ9b4uY7NGI62RSBclMB/8Yj3bN9gv7s25y8oCK4bVn1FWhqltWcRP3sUMM5l06QlPZI9ahkcm6ZSl+8YnIdFytertLxf36QHYxTx/Q2/9jJkCnHStl/vkUy8SpoqsXW1c+5dLcjEo7tCHBSF+6Fq1XWmKLwOmqYYrWJ63h7PGLdj6TxvmFG2Z2pA2+Wx0oKF0ArU3rCq/kKVtldBLQesCGN1Z+vaPNdFr+qnp31GDj5k03WCSJQEXWlGcPHWAwKk7jkt2XEmbr6huGK3qAMPxcoSJwST6wOCrywhUEpTFpAqS1ovj8/o3v3KlwgsVyPzv/AKQVyacoMdnRDkVC3N6poEQ5FClAWtyGFEz8ZgQMtpFYicZwRYd2+LO09hmtNOhwBu0KOXocgJ6vb2CIArl/DBAb0SeQE8fsJzVVVuwxCAxpveoMcb6PkZA5CbHrMJNRXGKSwD9n254Lyu94FBhzfpIKQ1rMwlg4+4TpME0Ar+raoE50+fAru7fN/SWQQrSSUl6JLkyRQtparSiq2rBNCPnxEI7mxx3TfXOTcNjwB2NhGplsiL9vYJgk/P6a0pejzmyXHt2ZkvOafzOffHwRGJUaMJHB0wpZ7n0hvz+DEwWOOaPX5GaZDncj5jUV8kYolP4pq4pinBWpwAixDPvUaLgLUclkvekHWTshzPFS1xm3tua4vrez6UYnoK16IoSTJOz4SAKsBoRolSv0uLfJoLoSlJRvOYc77YIog+OqLHo9Ek0Rn0eL28fsT1WCwleHwomYLCej+fnEoF6JjyM1WhnElVSJ7SlN8bT+h16rRI1nWN+1FV+e9QSNV0ynFe26rjTarmubwWWj6vhfmc12QUc8+1WzyOF3Pva5qJjb6N2+2XoCFEgiVMuEgQoEAOBQp8bKBAihwZXPSx9xr1VPe+2YUJFyVySafZRIIlbPSQI4ICDQoKZMiRI5Bw2iYUscBnMKHDgA4bMZZIMF/JVkT5DS5UMf7oLQkK/PpfBh78A+63r/w14Ev/qoYbP58/97astn/x3wWe/lPgtf8n8If/PvA7v5Zj//eB/95/BtjNy58Wkykq78KLWoYECXLESJGjRIkICTRoyJHLPGrIkQJIUMDDHAdQoWIdX0QHd5AhgY8tZAhwhh8A0GDBhYU+BngFTVyTDEYWfu6bP8R/iH+EB689RYkSDtaxwAGK3EKWG7AtEykCGEoDjubSopvy4V/lsJ+GjHtZ87hfTiN6AioNcpwTQF9bmZMqc0yVXcjXgddHzJpSFQPbFQ/F4ynwSp/nSnKC36MlAeH1FkFPx+J9Li7EkrwCSnbavB+1TPEQRpQvmeK53G0QtC8znr8COlUq5LsdZgByNJKV3z5gulBbLOTPJsxS5Ot1Sk5VALCjSEYag5KWeQJ8fsDgZkuhxXcc0UNhGRxHlHHujpcEbJV2fJ4QDHsGawm1LYLtsJDAZJ3pKZEThA5s4Evr7ONhIMW+lpyfZcpzlKjnKi9J6pBS2vX2kH/PYo4hEYeYLjv4PACaJQCThDAqGHNg6xyHBsCICGgnAecnKhljUJTst2fS+3Ay5/w3TRolv3dCkLo/B17uS8Yii7El5xHnJsloFOo6DERumPTF3e+QlDVFUlXVDAjFc/xOCHxxQOKXFwT2QcbsT8uEx8sKjjnLuK+/usFzjSPuvaggeRkGtYlimQK/e0CykhScg1lC4O0ZnK9tnxWOVYV76zwkQVVUPgt9k5/XXkAQyvLC1r6yFeLh8nSufbVuRU4JUUXk84Kf7dgccy7PtTDlmkwSErtRxH6lQt7WPX5eU/n5H51zfqrK3mUp+1njun0a22fk4EO0oiAAtW2C8DfephwhCmktdeSG6zoMOvU8WmdTke8cnxL8xAkBlG0RJKUpAbZlCQEoCUA2BlXODmBzQGnGahE006y9BAAf1gdHIlkRCcegR+D26AljGTSNuf7/4LtMLbmxwZSepsWATU00ppp4RFSVP5bJcYWRVIVeB7RzwLwJPNmrsxM922Oml+0tWrd7LY5zOiVpQEkL8mAHePCQWv6yIDlqlQR0LY/ek+r8mkaLvyYAt8pOFEeULIk3FfNFDWBNkyA+nFNSpGq1dMTzCFAzcfOpKsFlkZNA2Q4Bq6KQiJwPmaHm2b4EKkfMN27ZXBvN4L7wG4yhiOSBej7iOpbyuy7Wo0T2iaLy9ao+RlGwIBfKukDZX/6LnPuWT2v8MuBNedDneQyTNxpHvCOaSmDb8BkIvVjWa+j5dUCtopMcaiqPubnOfamqTA2qahzvxhqQubwpnpwCD94iYWg2SGBUCJB3KCV78pRk0xN5j++SLH3/R6ykbJicW91k4P3DR9wPkynPZxjcD1/9IuV0+Qpg39lh5qDxmH0ucu7tgyPGj7x0F/jyq9wbQcDzjyb8nOcBv/dtenjimH0sAPzgRyQHg8HFc1kWv7u5xv6mCV/XNZI51+U+CCKgFPnfS7fWkNuvYYJ9xJihRAEHfTSwhQVOkWCGGEsoUOFigMOnZwCAezc/jwIJcqQIJT5gHV+BCRsBzjHFnngRDKQIJEvRDDlKGLChoYQGExFmAOLnNQAKhCDQDvH+aUorCdKLW1kC/4+/BLzzm4DbB/7qfwLc/ufwnsdWNeDmz/PnS/+qil//KwUe/xbwH/054G/8DlYIBXt9Uer04lYghAoTOkrokjmJGExHhCVKxEiRwoSNFq5TaoM98azo8NHDTfy3MMczaHCQIoCHdTSwjjmOkCGCAQsabNy7+SoA4PDpOUKMoMGQQGYFumJIDIiBtfLLUKEyKWxJkOTokrZR5CeLlHtolRgABAlVtpSqrbmUd0wjWqUPl7XVd8On5XWRSDpPjferTLzPhkbr5d6E8pOiBN44p4RJLZnP/esb9bl2fVr1s4JgOy25qmHGc7kGQZqpXdRPn4XSH48WcAXUlZfgOMeRjFmRzDM6AdTAJRHZm7GuggYJli6An9uWfVGy4FmUce9VFm5DFcu8wTnYmxN0vRUTqPdt3ts9g8+klg3cdjg+Xzz6r48IiDddBjT7Ju87C1mjpcgzC0j2OfDepZScg75DAnUeAacLAnqA98milKJuGcF8x2I2n0XM4z2dEUyjJPC3GiQx50sSoqrw1vGc8pMjWZeTkH0euLxXVdbns1CCeVV6X04CAlRHo0fGUKTqcAastbn+uuwdV7CJqnAeew5lcE3w+dS2JMA9JQFxDQYXtwySnIdTQI9JHJ7OuKdtg3tEU4CDCclaFQ+igOs3T1kt+LGoCpomx7jpc24qa/pEpFqeIc95neTzNOBngVoOp4kx0zU4J2V50Sqfrlxbjydcq2XCPdi22fcbLcabGCIpCvK6GnbbJnlNCxKal33u52nGdQwLztlA1uQ04H7LCs7zqueiKpo3ij4jB8+boiivAPh3AXwLwATAfwDg3y7LVcXvp6OVZb3BhiNKeNKcsooq9aXv8d/7dwiS9vf5mm0TZGUZiUMc0/p+84YU+dqnpdzQefxmgzee0ZIkoOkSpA56tEaPZ8BN5cWMeLEQTbxCS3yrwTSfx6cEZ80mAfOTp9SQ72wSfOYg2Ll1HfhTP0MgvlgA3/sRg29VlYCs2eCNe7YgIHu2z7F1xJr/zlNa1zc2+Vnfo1ej16W1Z75gMKmu8Wbw7IDSHd+jpT4WTWxRkFxMF7zJvHSP2Zae7DGYWNMowcpLYKHSeru1LjeBnN9vN4SApcD9u5Qajcb0Bqz1SVRsC3iyz5gCz6ROPggEdEcElL5PsuL7BNxuScLheXWIZ5Jy/ra3ga98nlKfSIBpCa61bfOmMV8QULea9JhU700XUidBI+B37VqRPZvXe3F3W6oUy01O0wjKq3Sqls7sSG+/wz6srwGNEOg0gEd79FINepyzfpfBuNM558b3eIN1HckAFTOgt9Xk+moaJUSeRzDdaXNMnR5B8skZcP82MGxxH1y/xgdzv0+ikyW8bm7dotxI03ju3/lnwFde5RobBtfx8RP+u7lxkQzrGtdI1xifsQxIyIqcZMgSrfL2FkngW29LDYUuH9RxTPJapbINlyQxwzGD21e9btevA7cVHh+gfKksSUyHY65bo0EJk+fJeKIZ2qkBVXPQUJswpBAXoCDECA7a8CSDToQh9p8cAQBuXb+PBoiSbfSgw0IT16Syrw8NFiJM0RZr9gzPECFChAksuDDgo5IOMYePCQUGYoSoEyi+V1NxdbGzi+1Hf78mBn/jd4DBS9U7F8H8r+BvAfg1/OrzV+hIv/6zBf7GPwH+/Z8D9n4P+O5/DHz1r1WfsQHJPpQhQF3/4EUtBmBDgwkLDfjYwByHiDGBghKJFDSzMJCqykxemiGQuIM7eIzfRIoZMiRQoGKJU8xxgAhjAAUcdKHCQG+3AwA43juHn+8CWoYO7sLVeniqKLBzB011DUVu4lCsnCq4/3dXPAGegOd5QiAD8JpTUAddrgIYzxR9eUrpSNMgQClBovFkSg/1MuVMVUWwRiGBWglWt00B3GkT2FS69VgAfdU0lZbO0yVBY1oSlN/vErwkOTP+VPUSwkLy1Kskz2sucFAQmNk6gbCnE7z3HIKkR1PWImh5BI+WTc9AAn6+b9UpTr+1DRzMeK3faVA2FWe00D+d0huy0SQRgkJA+Y1NgnBTUM2Gw+xGri5kpqxTwX5lQ2S8OYAFgeZJQNDn6oCice5dg1mHthqSsLekJ6Jj0zIfFsBWmwHOiUi+DgOC3WnK19Kcz3VFBdZ8WtL3ZwxCniWMQdj0gUOTpOBOm0QBJUG0ErAvps4Yha5Nq7OqcN1slV6TMKWU6CzkPvENPkOjnPdIQwP6JjBJGYS7TPG84rGtk3AECVDq3BtFKTn+PeDzawT1tl7HAUS5xJYorLbsiFHxLOBamiowLbg3spLPkaQEvtygfMrWeJ6OxTE5uhQgXWnDkDjjWci9rYLekUIkPNOYJK0EccSaSyLSq7x2IttLc+7vqlUpSucJ19IQIpRkwM/t8Foai8cKKonilicpglO+3qskbTH7pKaS7tRkNefjObDekOvAePcdVlP5/U9r+0TJgaIoHQC/CeB1AH8JwG0A/3twzX/lk+zLB2mPnxBQ7B8RfHU7BIpBAPzgdQLJVlO01omw7wNmtfEcSknyDHjwDsFXEkvtgaVUAp4BTp+gMYppqYwCbsRBV3J3JHXV2GaDBKRqxye0hKYpg1pdh1bYspT6CzNahJ88E2lFTpCtqcLsNQLJIqckZDRhCsf1tTrbT+WNGI4JwB68Ldb7I5KQMgOOzykXseT8mkHSM5+TXHTbJEVNn2M/POb8rPV5jDwFur54YRLetCdjzu9oSLC5mJMg+TattXnKbDen58DeEcnQeCGW8pX1WAYSWJaTNCzmTBt7elZX9/VFq18UdUxIwxXrc0bgHkYsvjadcbO6Hi3Zd67VwcC/9U85htMz4GTIPiolAJ0EyXHpidjZ5FppGtczz+qUo5l4V1yPWZJ0XQK0zwBbXK2OeIssiw9a06IkR9EpLYti3gznAYCCHgVLl8DrjKSzVDj+5YLjfP0B+xWFBNNP94DtDQLg6YzjajdrSdRiyT09W3LudI39sXQgNSh9ShLJCNXkWDR5WCUJSY2i8Lqaz0kcpnM8Lzb427/H/b9qSf3db7OmQpZxfjbWeT3ZPtfn9bck8GwitTNSKYg2pyZ2eM5+b23yeHv7JIlhQjncK/frc33xFe7xJCOZHBWUOKWpZO4qeQ0HEe8LmpHhyekMx0vAcQdo+gY6nQKGkSPBDDli2OggR4I5DjGcnGIxC2G7BoreIVJ0ocNDhgVSzKBAgw4LAc6QIkSBBBaacDFAiDPkCJHBRIEMKSbIkCJFDBUFEkRQXljw7Kr2fuSB5O4f/i3+/ku/ukoM6vYreAqgQpx/E7+CEL+Ka1glD91bwL/wd4C//68Av/m/BL7wVxmjQO+GjkxSripwUWLxHj1qwEIDBQpkWCDHHAoU6DCRIIaCAiociTs4RYkMBpqwoSLGDEP8CGf4PnRYcLEOBRpSzDHCY5iw0MINOOghQ4TAeYb+WhfnpyPERy7WdtpIMMVC2YfjaJgtNlEgxDgwkOYKGiZB5ShiIONOg/fcvKD1erikFERTCKiqiuz7c8k+I+3ZlPfph2MCkptNgpi8IJANRB5ZguD5THTgcUqLaJgxODTJgHPw2nypT1CrK+xX1X7/kNb3rCBA3fVpOd1p1vKOkwXBbMNisowkB/aWBJRnEWsE3GoRoL4tFuGo4L23YZGcHAUEp6ZGMPuSkI8fnNFCHqY8pqXxXF2b49qbrwAp8R7YmsQepLyvjFOOcdMn+NR19uf7Z8BrZ+zjMuFcty2Ob5gQ6EUipYJCT4apCjAsaRUfBtT9321T+nW04LwqiqTXTEgUDIVe5YXc+y2dQcOGUdcTiAvxWhdc//OQXiFbnlP/vyeUPp2EvIJd8QAMPP6dlSQWKijfOV7SY9JKuTccnSSqLDmHh3PKXxyD5K8KnO17zJb0eMZ5LkqukSX7wBUvy6MU+OI6gbeh8ph7M+B7p/RGDRxg4hLkJ4XIbjKu8VlA74mr837uauzDUcixrnuUrFWehUVSW9WLgvsiyBh03hVv/iiSYOCFpNI1a6/Z/pyEvO+SjC/kFugbFz11q7EMDSFlrsHrT1NIQNMViZhvkhQfLPkseTqRiKiCxOxUJYmcJjxnXvC6eBWM/RknwL3OxTtYlH16vQbAJ+85+B+C1dP/22VZzgD8fxVFaQL4txRF+Tvy2qemHZ0QdB+fEKjqOoHgeCaygxEB83JZZzzRNFoIFktJq2hJnEJInfR0LgGnBi3kcUIgjQJQCoLmICJwsWxmAdpcp8X1wUMCtKotFnWws2XVdQ8URYDbnJb7l+5yHEkCQCEYNU1uYNOg9tI26yBfxybg6fUISucLehw21gmQwoBW5QcPRYZjUbKUJIxBGA6ZhcfQa324ZZFUxDGt1lEicQWqZAEoaDE/FtC+3qN0aRYAxz+iVKjIOV9xIjUIJE5jvuSx8lSkWanow1MgHRPcV5k0mj4wmko2BNEVBgnJUKU5VDV6NlybgH44JmgP5hLXoHBcbz0geRlPSSa6PQLT/WORWRkSrBrx5mPbBK2OSFLiuCaGisZ1yVL+nRcMKj45pYxLM4Cexj51+8Drb/B9QFyqQv7GQwZk97tc44NDxn30OyQQM0NyqrvAd79HudTNm9RDHxxx3V+6V5NZBcDL96W4Xgp8/wckFoMuPTIHhyRi3/oz9BZ870fAdAyEpmRXyoFyn5WhLYkhqORcKDmfoymeV9IuCq6trtIbMRrX+73XZD+qbFzTGefWtulVWutTBhRGlMzNA1r1J1NmNmo0SQxf+5GQ4AE9RpZNj0q3W5/L93kdP9uTTEUaCbRh8LNKgefFDs9HQIEcUaSh0UjhuQYJY6RhexvItBgKFEQYI8ECOhwcHh4CAAY7DbhKHxEmKDGEgRYcdFAgxRAP0MAGYswRYoQZniLBBDlimGjCRhtTHKCESmswlkgxA2CifFddg/drtO6/qO3/PjB+DHRvA1/96+9+n8TAwUXfpo1fwT5+FTsXPvvqfxf4nV8DTn4APPlt4N4vr/YhB2CgfJ8aCDoclMigwEKGCHOcQ0ECE03ocJDhFDlCFMhgSnBxhhgpIkoB4SDAAVQosNGFDR8LnCLFHDburZzHhgEP6zsdnJ+OcHx4gvaOighTpka1ShjaIUbzFAm2sN3ooGFw708TArkgJbg4ElnQlg+8MeJI3Zwg5g+OmOrxrl+P8Y1zWicbJgHSOzOmLW2bBCJQRGYEkoK0pKV1mRLEdRoESfNYqhprtMYrCtD3CfKqthDdvK0zA9H9vlRej6j5P11SAqIUwLpPYPrWmEBwmTG2LiiAVkzLv65w/KpCUvHmiGCoa4uVfslMN5oK/GhIq7CnU6P+YAz81h7QNoC5x3GdiERDAQFolT2mZXCO8pKehbKQmjLyfHvtFPi9I1lLkdfMIgLmh1Na+BcJQWyQiAxE5T3OM2pJE8RKr6o8t66yf2HM76mgnCkUT46hADstWp8dnQTvICCQjwuShBKUJx0HvO/dbgOjjL8fL+kba1uUBxUq91IOEg5HY/YfVSzj2x7Hn4FxJicLkot5TA+GCj63zkPASFjjomtxvZ/MuF92m/ycqnCvVHUjehY9HZ4JHA05r48m/GzbpnxmkQEjnalbz+fMErUulnYoXENPpyV9mTBgfcMlIfv+OfD2mPuqyurzO3ucn1ksaX5T4DSr5XSVxn/VG6CrElMSEug7xsWMXFc1TyRI05jnjVJ6DUYxU/ai5Fh+NOTeuNPmOvRczp2VA98Tsl2CpG4kkq40J8lYpvROzBPx3CkkuipIqD6t7ZMmB78M4B9eIgG/DuDXAPwCgP/PJ9yfd7VV3XEm0hDLIqg/OydQNw2CqgfvkEBYFmAmBBO9NoHETICJbRMg5uJyjCudOKjBXu8ztkDXJYWmSmJwesrvZymtpJ0mHwLeiivYdQVcinynKEhKpjMJaFZpmV4GdXVbRazjyxDUPDr1za/bFSvxhMcdTyWQVqecZSrn8l1AK3ljdCxagQd9fm62FNDkcl7mc+aZz3N6DJYhx3t6Wstj2m0C0fNzykC21gnIz4YEe0HA78cR/81yIQJiRc5SEgpdJ8HJFQLECqaYRp3RaSHWIFMHzAa/nxdSjqng77bDm2OSAcGIYP5hQkJnG7QSqakUIQoBteCaPn7MG4Kls6+KrFGeE0gDYuHI2JdY1ltTJb2ZTgstwBtHJUUqAXz1y8xClNsSXhoLGdV5I+z3xK2tcP1UjUDWsvkgSmJ6KxyL3zFN4PZ1ElTHYlD8MiBByHLg3m3xEAQE450O1+fuXUnNuyQ5C0LKf67tXPR2nJ4BqhDOyZwA6doGswOpCmU8UcSHuqbyoa5rwPmU+6K/ScK0Cld3trlHJ0IKBj2C82d7nMs44vHzXAA8SC4si/1tt4HX51LZe8S/B116SuKIHpqqpSn7ce82SfYioJSq3ZY9Ixre6YyEo9U2oLcBW7dQKhFs20YQALNlBrfpI8EcMeYw4aFAgjBeAgAs2wKQw4AncpoCJnxkSFAiwQQpFjjCAscowdSoMZZQoaJEDgctFFCQYo4cOeq0pR/WX/1iYgAwqBgA7v65ei9XjS5fD+8WPaogQcCKxIh7/t6fJzl4+k8qckDIzmJnOd5dtO1iyxDCxxY0GJgjRIk5PAygwoKKEj56EtxdIkcBBQoMOLDQhIUWYsygQYcCHTFmUKHCRgMhTgHkUC88GjWYNlHGIhkjRx8GnOefcfQCnpVCV8Zo6k2o0GArUoArAkIBKONQLLQAtkWuN4wI2K+3CFTSlWULc4IQLaq17IZKknGzTQ1/WhAAti1KNkYhre4KCMwGLi2zh0sCl1hh8LCuAmfz+lwdB9hoSEi4yEcWCfD9U/5tKDTkpKVkF9KA200B1SnlIVUMhCogLU4JHFW1Lta2zPjawAVQAt85IhDzRYYSyTO3KDie81AKTSU8p6VxXnWNeflVj6D17TGP7xokHgOH95XffCqB0kIslhnvn/MEMDMCd0ujxXmZ8j7kGECpcs5R8lh9lztyHgNPC+BOh9WMKz15Af7etHhv8A1KTTZ9WtnnKUmEZzG6Jyslg13M+AbXICiNUgCaaP1Tvp7njCfQVQLllkYPTFYQcJclPTNrPklPllGGNolIpLKSz2tdrj1D57gsjXPclee5pRG0Wjprc2RgP7oOC8it+ySjQSJ7uMF+bDTqnP+eSbJjaBz7POEYX2qShEQZ9+79HolnkAHtkp6binTM5dmqKcCsAN6esB9N8UybGufhKo21KaqID9psnfsxSnm9xBnwbEGcoJRMHFDk/L1pkuy93OX4n0zpie9a9NzMI3r1NzXKz8Kc812UdYyNpfE53bFIrN4r69JPu33S5OAlAP949YWyLJ8pihLIez91cpCsPJNKEFgaBhf57Jx6Zk3nY6/bJhj3PCly1SPwmE4JXpOUngbfw/PKjLnIhBKFoDrLmCGnzAm6ilxyqecER7bFCy0Mgf4aQeFq0zX2LU4IFquiUyWAh+8QvNy5SZ34wXGdUlUHwWKaEXSur+F5efG3HxOUJwldjK+/xdc312jdToQIGTrnxnUkINcHrm3S0p0kAHKShoePSXjSlEXgloFUyQUAhaAzzTgf/a4EOwvzHs2kEEyHIPXojHO2DDmOJKHe/3lu+6LO2vM8w0Qqa6hQVqTLDdW22Y8S8lrOoF3TIJguC44zEFLkOhJgntNj5Ln0yPR6EsxtAeEEgMp1s23OkWWSWFR9ShKg7dPN3WpSmhVnBJkFCGYbDXoJ0ozE9O0HDJo9P+fYW826VoJhcvxNV3TLsUiIUh6jKCRzlcn5D2Na61++T09Uw6flrxB399Nn7GerwerLccR0oUFESU0c01oehJS6ba7RW7Kzwf5HCecgDJkvPMv4QJ8FAObi8VBJHK7v0luRFyRhhsx1EFMG1liRPlgOx9vuCOy0Zd7mwOfu873vfJ/7/9o1CRyb8viTKddpfcCH6mjMOJwkprSq05HUtNIykQy4Ln+yDHgKkSFFJKPzhYxFAU7OVHTKLuztELkyA0oFiq5insxgSkrMCZ6ihWtQYaLRN/Hf+Z/8WWxtbjPoERpsbMJCEykW8oqJKR5hiVOUKAXmJgJKGYirQIcGDQZsBBhBRYkIAYReQhI7Ah+gGjG/c7UUKRQ5Y3sXK8esCMV/hDoK53IrAfwDAH8eeF64LUJ7VwVQIBhW5+ajSIEOVez8L246XDThoosUMXSYUnW6Bw2WpCEtEeIMEeYwpB6CBlPqE6hQUEpl5QIWWtDhQIcNC02osGHABgDkSJAjxF/6K38ef/rrv4i1jT5yRDCey6cADQZ0LUZQMKeUCo1Z3jwC57OA935L42tVVh9NLJtvJvQG5BBAWh1Xq1NwHi4IrIqC98NCdOJKAbRFarHmAG6Dz44z8SjoAioHDrPrTERWk5cXJXuWXhMAVSFpSUsG80Zi5XRNApxSwFxP7jeqRiCsKwTmi4RZaxSFANI1gMdj4BTAvTb7HmU8xmtDHsOL5TmXMCi36relM8vOMgEGFlBqtOrrKsnR4ZKa+KbBnfZ4Qst83JB7USH+qJKgM8q4daMC6GocY5LyX1PkOEbBOTDBc5cr63KwoFfC0ji+hs17laFyrYOEAHm9ITIgOVaak4g0DCBWCfZtcD2CglfG0UxqqRQkKopCwjPJKWcpFcYXjBKC1oFdxyyqIPEcLYCnEYumnQS8p/kWCcAsocHL1RnoO4k55obOOdNVkqcgJsBe92WfimciTDiOs5BEJMp5rFnM3wF6SCYCkp/Js7thsS8AP3+tWQdU327Tal+B5rdG3JcbQiyCgsA6SKWStsKsP6stK+SzaZ3h6/1ale1qmZCUD1zulyQHtl3gn03oAXOFSC0zZkg0DBKoe22SibfkvljkJFFlCUQaCZyr87NBJnUz+vQa/nFpnzQ56IBByJfbWN57V1MU5V8D8K8BwO7u7k+sY1VbTRVayXQaPi3ZlctSUxmQu7MFmFPmXC8K4GtfJCD7/e8QjFg2L0bbIvCZzoDjMY/bbdcZT46OCaxjAUVVIbRyxZK9d8SbQ8O72N+8IOA5PObx2y0JHJ4BjsdzZxkJzK3rBLeaDvzhd6mpNi3gzq06h3CRMzOObrAfi4DHqApYWSYAVfLN61LQTCWgDSPgnce0iGxskuz84Pd4s9MV3qQrmYZl8SE2nvKC8mw+LDWN571zS4K7jujx0DXOQ15QzhTKw8R1CVJVhRbgKOAcaroQsoI3QF3kNLmw+Yr0eQI407S+YVUyrTilJT9NAQip0zSJiZjyp+GRVCwCgnK/IcGuJsdhmjyOpgP9NkmC5xL0bm8B3/0BLTudFscbyPoYBi3urlvXDshlb+oGHwimyc+miVhzNWaHWgZAxycYL0vA9WsQWwWWLwJKoKqq08dHXMcqhecffJtxIt2u7CnQo/P91+ilurbDed/bl1iJmB6LUCwt7Sa9TYkqRE+snn5TwL0CvHyPx99c5744H4kX46boOVP2s2qthmRdcng9tZvsQ7vBa8OxeC3YQro7Te67OCFhcWzK846Peez1Pl+PYxJIx67PVcnQVu8FLZE1GbLvDV1icRpAowR8pw0r1lBoOkL1DGERwjMisef3EGGKEd6BARvr19r4X/07/zo0WMgRooQKFTpKAdwlUgSYIMESuqQ5TWHDQBMGAljwocBEgQQKdBRI4KGHJUYwYCKDIkdKQeih473TmZYAXKhQUCAGYwDqZgpJW5xUr6iow+b/+6Cq/aqmAPgtACYsdKFBRYBzLE5IQqwmSYJQdBgwkENBAR0XCc2q7MmAiZaA+xQuelJNugUXHdjo4RSvwUATDWyij5cxwTNEmCDBHCoMWOjCgCWj7sKAjwY2QaivQoGGROoi2Gjjb/1P/9cwYGOCx1JvInvuOSiQwTc0BGqJONWgG9w7BwuCg1ttsUjOCawMlSCkikNomQSrugqsGhJL8RZMYwL3RU4984bPv1sWQbyjUXZR2AQshws+d1RIfYSEwHTgAtc14PVzPC/QVrUcvKcsMwJhVySFtkatuabS0jmKJKgXtaSoadDyukzrXP+2zvv+IiFgjguCV7WStmji5VAJ2pOcoE5RCGL7ttwvDPbhoUJL/d1GDQYXKaUrN1tM6/lswfMaKu+p70wI1BVV4vdyWnTnWU3EFjEt2w2T90VdBbo6cCAe0L7H/i9T4JrP+0wglvl7bf57Jus0MGlFniQ8nqNLnKFO0pWXAsIVfi4HYBZ8T1P43MwKjstSec5hLERQpbQnK4B7fcY/PJoCrw6Ar22QPIwjzlHf4Z7ZdIGlPFNt8aqfBwTypiayrxQYqsDdJl9rif5+2+f9LRMJ1LbH9csXEosgz39N4fwsUs5FCT7X1QyATWJ8WhI4DxySgedpXDVe1pZGIK6okgQG3MOLhHNezUHP4R6exEzFmpU8/iSWgP6SZM7SZE3fQ7JjynUxTiin6tk8RpwCDzLe3hoGA8CfTOn9aVlAuyD5MTTu0btdXg9JIelPVRKORAi0IR6vSK7jrPh0ewtW2ydNDj50K8vy3wPw7wHA1772tff2fX8MzbIu/q5rvKFZBkHZdEKL6De+zI2UprRqVxWOoRG8bG7SOqmqgNnlTWJtTQCIIvnpC8pSkoyW3bIQTbsmGWJUWrKrje+7FwOS44Sf6fUI7idTAnJFldSjNj0bR2fAdYsXe79Hy/O//BeBf/zbBDtxDNy7DjRbfFhZIns6FSt1tyu1A+RmsRiLx8CnrKooCBgPj9mPfock5PSc85OmgOmR8JyfSxanghrxV1+RegahpCItaLne2qSlftDlPDcaLLqlKqyOayyk4I0m6xDTAuR5cpHHnGPfJ8A2Dc5Nr0/tfVmQjDUbNfB2bd6glwvRclZEwpK0oVoNWnW9fq/ZZvahTpfn1XRASXiOSPCYaXKddnckwHkBlC6lKkFEgO+YjP2osgU5Bm/oJQhimyrnZ7nkuLY2aPFfLgHVAMoZ4xEcS1JslgTRrQbnzTDopWq4wJ/+JoOFC4j3Y8D9226TqJg2wXqnzfU3dO63Kp2ubRN8bKwxVsD1eC5Tr1PpFhnPFadAt0XrfJEDN3e5vmv9uhbHV7/EOU1TEtu1Acc6mdb7PRdro+dwngAAJfDKPZIsS+c+iUJguiSBuX4NePMhqydvrpO8BgEzJO1e4yGmU+79a9v1uUyTe2Ox5D5UFJKkZYDnVaQ7LRJu22bsRZQCRdRAz72PMLoLZHvY9ibIRLbiYQ0BhnCxhgIpVBiIMEED24gxRYoFFKhwMMAYjwEABjzkiFCAxbe6uAsgR4QlFARQpRpwAxvQ0UCKP0QGlQ9pJAAsaNCgQEOGFFfkzJB/6TUoYYKPBQcS/ggA2P0WP/XObwJlWUBRSvlujl+Fgl9BDNpaV598BYAMv4pfA+DCQROlxAA8+s2xHJfHUeHCgIsSmdRosIHnAckGanJQCokCZjiEgxa6uIk2biLCOSJMYaMHFz2UKGGgCQ0OBngFZ3gTOVJoMDDAKwgwBKlJARMuVBjYxZ+GhSZCnKNECRM++ngFNprcF/CRIECMGUx4KFEiQwRLbeNWw0MY6lgkBAxxxmw/hoCzdkJwveGKhEWcNHc7wO8fE2yYK09kAwTQjs57naoQLH++z/v+eUggPhQQteMLSNEY/OiZBDJtm2BvzROtvEUL/9GyPteGK0AQtEgfzAlwbY+g2hVJS1EA5znBjqXze3sz9mEYEMiPUwKvgUtANY9JaOKcn3UqDXlAOVUV8Nu0eA0dLBlL0LXluasy+01TJJ2lKhlrBDC6BnAWk8R44kFwTSAfcWyOyJ2yjNZlpRQRm2ypHBzfVJ7BlgG0M+r8TRWYlTw2FK5FR+59k5hr4hk8x4bLoOR5Rmt6wxQvNvh7mdCabOucg0Uk5MtmhWcNJB9FwThATyeAN0peWobKrEm2zu89nnIdX+lx7X54SoB+w6c3wGsCj+Z8LkYZvRyezme0bXAMcQG4CvfTJOIzpyg4zonIrBpeXZW5VJju8+mMhp+peCBaFnBdZ4pcU+fxDDGkNsRTf7/DKtezmPs6KoQkg2viaPy8r/E6mcXAwmIw9iilvM4Vstp1BKMseR1oAuZvyPycBNz/V1VQBhhoH8m8jAP+27Y4RoBEJslJVCdJbdxSFO7BR0MgawI/v0uS1rIk8DgEIoV1TcocUGzgrk0iqan0bFUZlNomvTqfVrLwSZODMYDWFa935L2fetNXZiSK64BG1yUYsx3gnk+vQVEQzJydE0RMZtQ2hwGDdx0LeLzHv8MYyOd0A2sGpSrQpCJwzM+4Lv8tS4KfdptWhvMzAjxdY0aaqmka+6RpvIC3Nkk+ypKBxedDsZYXtMz2OuLCFevwN7/BuInplBfneESw61gc89kZbySGIYGfJi21UHjMz98D/mDB/r35Ji+gtk89eZqSHA3HAErURV3iGmjP5iQrzQaDT4MlgWheMFvOcMi/bYuA7Mle7TGwHSBZUHakq5Sc6KpYmkvOVSbWEs9mYDhAa3LDJUiOQ55D1UhoVI1a9CKnRCeQm39eEhCXoIW5KCUTjkiVbl4nyaoC0k0DSAz+XRRSQyKTqr/ilt9Yoxxoa4N7IU6Bpc59lMUci+ty3tb7IqERwoGCe8NxCJSfzESPbAgxgdRVUPmZ6YxzcO82Qe3WFl+/d4tz+nSf0qB+l7Ei50Ou+3giFr4Rj6vrwN2bJISPnxKIWxYrKzsmvSb3bjFr1JMnMg8iZypKeeg4vF48IUaDLm+40ynJYxiRGFdZp1aDhLOc31M1EpH1Adel3Qa+9HmSAF0n0TRNSqE0nVK3vJTg7AXw5S9S6rcMuH5rEvPzPFBa2tqAJGc6xfOAxM+/zDk8PqVHscqjvblBb2KUkOQaVoat7Ri5vsAMp0gQQIMJHSYmeIgGrkGHAwMOCiTQ4MBEU4hABgdtmPCwwAkiDKEwLBYZYjSwAwWHUGGgRCFAtQEPW8gwxwgPocBCiQmY92cAAyYs3JdKy2cooCDHEgT/BgAVFhpo4QaWOEGACUrkqB4Ruz+bwVsDjl8DfvT/Bj7/lxUAqmQVSgFsAzgAvRQFIIlDgU0AjgRZl7DQxGv/5QRPfzeD3VJw8886In7SYcJCCUu8IRpyqChR6yg12CKg6sKGCwu+HNNDB9eh4DYmeIICBZq4jnV8HUCBACeY4xBNbKGD63DQhwoTG7iGEoCHNThowUYLDWxBhS51DAroMLHaPGxAgYYCmQSRF3DRRxNbcLU+Oj7vX1VQpCHcS1Uu6s99k4C1Y9Gy+PU1Wk/PVjxld7skw4uEx9oQr/Ak4rG2fQLL44DXfEvu/S/3aD0uUceerYIk3ySgXU2z6ug8j63TapuVDL4MUwLQGy1+RlMpFbJFIvNgyExAUU7DyiInqJtnwEAhGAIY06AkrKrs5niePnO7QaD7nWM8lzupSl1ptooBWPc4T0kJrFmU7Gy69JSMI5E3yTMmBz0CHQvYD2gVX2aSRQY8n2OQSBUZgWFWsD8tRRI2iMehCgbvOiQTWz5lMcOQ+v7bLeCHZ/z+O3OSt7ttkoBxSILRsYAvDEh6FIjnpSQZ6nvsy0QkM76QnlyMJnHMDG26SvI4EOnKMiWxGoW8/59FzLq3o/B4T+ecv4YBHMRitNLoQb4hioJJSPmRKyC67xL098ST5ShAoROcH895r+u5nL8sAX4wJEGxTcp/7jXpOcpBUpWIzGeZMdXpt3a4N6YRA/IVheuqqfX1UFZ3DZcAPxMid7PJvRJlAtpj7pWjBedXVfisnMTAhs45TPKLGYpW2yTitbg3Y/C3Y5I4DUMC/Vi8Qd8/lvoaGknMKOQ8nkSUjj2Z0BsS50I0Ih5blX3YtklyTY3X0fGS8wzQO7ThcR1f1M+fZvuku/QmGFvwvCmKcg2AK+99qlqvI+7CHkGpKxfpk33ecHtdgpBUAGPDF+3ykjrnIKTmXlUIrg8PqfVue5T8OA6t7SUkw0IT0M06o1EUM8il1ZY6CDrwra/W/dvdqX93Rf9ZlgTIVWGsLCfoG0+Y0rTfo5wFKq2pX3iF3oooYmakg0MWd9vfJ3g9PGRwaa8NnOXA7Ru0wHou58O2mFFn/4gBrLlYtqOAzLkiUGkCzAt5KLi8Kc8WlFQFAW+Gnsv0mfMlAPGi+C5vAstlXX13IZ6ELCeQNlxJ6ynSLNchWZrNmUFIgbhWXZK9oyMSqfNTWpIaLkmV63Hcx2f8XRVlRQn2xXN5zjStA2jjhMfbHAC6RUhkGiJbWQfWegTScUqLep4Cm1s8Ryo3z/6AXotlROA8HnFe2x2OSwHXrEoN6gigmMyYgjOKgKq47OmQc9fw6lz8vkeJm+/xp93g3lrIw6rXqfeRLeBaATNQ+V4tf4tCAvIbuwTtSUKgnKS8FvKMHrT791nN+uFjEpbTM3oJ1tcIyF2XRODkDPj8S7TIH53yYdEUwBIn/PvkpO7b9WvAl77APaxpPPbJqaxzF/jm19j3wyOJ1dFJ2m7dpASpqt1wU9SJlXdO02QuLlmZNI197vc4zqoOQ5oKacxrY4Km0SCwsyUkzVBxigSP8AQBTmGiBSCGCQMNXIMBDzv4ppADWvM1GEiwxBBvIIYPGy3Y6EGBihwJdBhY4BQ5EmziqzDhIMQUKnSkmEOBgx5eRhO7WOJcUnzmUKHCx7XnhcMUqCiRIoYp2f8BFQY89OCiCxMeDOwjxIx6eliYuSf4xX87wn/+P0rxD/8m8NLPbcBfN2DDg401/DvYR4wv42/hrwH4KwD+Hv42/gN4uAUHXSlUpmM0GuM/+5/RHfQv/EoHg3YHpZAjH5vQoSFEDzocaNCgwUGCETTYEitgSOCxCU02vQ4LNnpIMIeLPlrYQokSU+yjgzuw4KCBLWiw4GEDLexigscyLzsokUKXz1RSIRW6eBUyZIjkPDZUaPCxARcD8XAo8lmt3jcqr89VWRrA1zZ9go2ePEsqTbouXsFghaDe6Uj++ZLAVFdrYFSlfAQI3HsOnheCelHl2NWmKDVxAQiytzyCK0OnbOWaWHn3Z9SS9xyS/a4jum6FY/qZbQAF8MZYkjg4BFF3WgxYPVkSPCmg10MRi3017rYFvDQg6AwzSobutBlz1xRJzvWWFAoLaNlvmfxukBFIuickR6oiVv2kJhpNG9hW5DlQSlpVm2MLU8YtWAaB2iKhN8bxgG9tEnCWe5yLpiGWXoV9uttlnz/Xp2U9KmitNlVJ7ykykjstBhc/GDPg1tZpZd5t0Vj4ZAZ8eZ2AH2Df0oxz+8UBcK3Fz/gWJT+pkM+2xXXLQfB9uwX8syOSxa5DoOvqTFnb0DmuNRe43RMNvcjRBrZUw1a5TqZKK/5JxOP7lgRp5ySCHYOZlxQV6HjcK2FGQ8yra5QZHYXMSHQU0Jp/vc1HVFpwPfou3y8VEssw5zP1mxvcV2fiSaq8JK5B4vF0wvd8k8RgkXHdq728TGnt1y8R4svtJOAc9Fzuh3HM/ZDknM9XegTHi4hjGC5JcG+0ub8WKde8VBhQv+ZIFiOb3h5TZfYxT2Rd70zpEakK6AF1uuHDBaVxl58/P+32SZODfwDgbyqK0ijLci6v/VVQ4Prbn3Bf3rfdvV1bCf2CgAMA1kKC/CLnBmy3AT8loMxSAvFn+7Qcd9u8aTebBFqvv0nW3W4DKAnSykJSXoZk9rlFADJfsJDZrRsEKTsbPPZVTdeZzeXwiIBbU6mRLnJqwY/PeL61AclCltFC7Pt8iFW1FGyb4HptUIOsrORN/8Z1AnnLZnDswRE3vqYTEHe6PNd4QqKUnPBB4zm0nlcB2t0uLfn9DgHxQl4rS0q3Oi2Ov7KOZykAlQQkz+qbvqEDijwUkwhobgJGm2B+Z5tgvgBvau0micvhocQSzIFmB9hyxVU+5Fhu3aR0Ji+4Lsen7HOaABCXcxUDEacsolbknOtuh+RjtiSo9eRhNQ+BpkfQCIc3l+MzrsGdmzymaQJeSpKgq7SMlxCLfJMA2HGAX/gWCeV8SRIZZ8ArLxHc6jr7uX/E/dZtcz5v3+RYDk+Br25xbRcLEjjXowV/ueT4x1PeaJcxYwx0QwoNSWs1Wcyu4QEPjgic1/o832TKz7db7FMJiZMoRYakcN4Gfa4ZQMDfbpP8vq3UmYR0jQH0qxXAW02uU78ncwn+nmW8VirQ8dJd9uHRYxYntCWWoA0S5PMh58BU8bwugvMe+lRNE32sNMPg/jo65nUD8Hrb2lgtpKZjigA5IliwYcGCAgULjKHBgiNgl8Cyvg1baKCDuzjEHyHCBCoMtHEdgIIYc2jwYcCXOgcpVOjQ4aKLuxjjbVjYhQoVM+xBhYUcAUJM4GMdC5xI4K2OGAu4aEJ/HlhbwEEPMaZoYhsZItjoI8EUCRKoUPCt/4GPb/+f5zh6LcP/6efO8a//53fQeMnCJr6IBDcwwlv4u/hPkOD/Dh0aVJiSWtSACQ8njwL83b/0EKdvpti46+Iv/BufQ4oxMpRoYQMabBhoIUeGBrZgoY0ZnsFCFyVK2GjBxyYKxDDgI8UcLdyEBhMhRsiwgIkGWriFHCEizDHBO3DRg4UWFJnxGFMYcIHnciINKUIscYoGtp6vRYQJFjiS+hGKEIhtmPCgQrtACGK5L5maeP2Mev9rqqSZLCjjuNaowcxq0SdVLKjPz59TunPBqqjQar7m1vrlF8kSipLnBSR4+T3Ax50OgZsyB7oC+h2dP11brPMl7/OtlWtllhKArnuUoUxjYKCKQaXgNeaa1Mx7Dsd+uiRwviaW4LNQ4iYy/nt/jXNhG5TwZAUlO4X08zySOIeMoCwRz/Q8prSqaQOLET9/v835V8CsTVFGMlWU1P0nkEq7KklJyyLwa4m88+UuAfQiZhBuUdLiHmTAz/QZV9KxKedxNN7jNIUEsAQ9JZlCAPv5HvBSh+vwtXWSkd94SBDuK0A0Fw8I+OwYRSKR0gn+j5aUVB3PGWBcyn4rIJl0Er5+sCDonYsHesflvJwGfJ43rZpI7c+p6T9ecM+qIHjVNO6zTOQ0qZCSvkjOSoVzlBTiAXA5B9dcABbwigdc84Cexz2w5dO7YeuUAV1vEUiPY2DDZl81jXPuGZzvnkViYAjQHwX0lnniabF1Xk/DkLI1gJ8/Cwi2LxdUW21zAeYtMbS5QjgVSMFBk6S2ZXHeOjbPMXB57pMQWNc5v/OYQdL7c8ASY+ZZJPhEE0lbCZwkF2sd2Lpk8TJISqxPmffgk+7O/wXA/xjAf6ooyq8BuAXg3wLwf/i01TgAagASxwS7VRv0aXU8PObNMggIUvo90ffFDMbMcgkUlRu0ZfECS2IC7PGIN9wko+4viGkFbrYk3WODVnqUrDPg2heDJi83x2EQaSKWTc8jufnD78sDpKTUR9fY1+kMePMtfv70nOdoNGkdLgsCxSQDFhOCzrwgeHv0WIJMU4I3VeENYtDhe1EowdWRWFgLSjOKnLr7hksZy3DCYmHTMcmCaQD7e0Cjw3z9vR7noNcViZdDMOZYnPPFUgKZNYLBTpc3kr1DkaYseDPv9wiulyHw9KDOj99qAqGP5ylD40wyV4im3LV5riyjx2TvgO/rBr0kpsFc+suA+nXb5fvjMaU4WUZgv5gRiBsGX3uSsMjbfCoxHU2mFDUNzpvvceyjEWtEnI3Y/40Nxmj88i/Se/Xaj9jXhngC4oyEBQrnamuL8z5f0Is1GQEPH4m8ZsnzbYgXyBF3dZpwnw4GlEBVMqDZjA8E0+R8qgorLCcpb+jLBdej1SSBsywC/2XAvijgvr5/C2i1SBY7bR5vb5/9M3TgnSc8jm2xL9vb9f5WhBDOFzXg1zR6VeK4tuSbJsenG/XnqrY2IHmdLzh3J6cED4M+9+4Hba7La62q4GxZEqciLUUKwIeHnmTNGQNgWG4GSlmUK7P7AA46uIZvYYzHKJFDwxpK5OhKJeQUAUooyBBChwUdLhLMAJQoUGKOPRQoYECHgS4MNNHGLtq4jTEewkELp3hNsvro0GDAx5r0z0UPL0lF53UkGGOEJ1ChQtGBv/6PLPzf/pyKg+8l+NtfeRN//n+xjV/+V05g3NjHAmcIMESJDDk0WGhCARDsefiv/l9H+Pv/2zcQLTJsv+zjb/6jr0C3ODoHfVhYgw7jeUwAeV4JF33McAAbPZjw6NHCz0KBigx0MSYIMMc+mtiGjRYKJEgwRxMbWIpPpIFNqDCRYoEII9joSupYNgMOEixQIIcKDRkijPBQPqNKLqYZMsQY4OXnhC4rCJaqyrsAwXTPYc72/QVBRvV+36FlcaBdDdYr0gzwe6OQluSBWwfVrrnvTQqSnNKNcQxAEaOLSGJelPd9Kc+MKgPNmlu/ZwhAq6Q3lXVZUWghfzoj0O07dcVmz6iBV5Uy806bc9MwxNNuMYtRmNHiPo+pBf/ZbQKlwzlBVVpIHYecZKVv0TreMvl6mAN/4SbwcEJr7NGCluFX+iyC1neZbz7PgTfHJDCqJimxS85vnAMwae01FQlaLjgXP78LfP+EUhEoQMcFvtWmnMTSgO+eEUBqCufnZpPjc0Ra9LsHlCdV/b3TJDg+XHBuVZCAWFpd7yES0tW2aOHWhCxlBf/2csnw5vAcvkGVwZrLAPhRyBiTe23KvVyD555EnKMC/J4Oegaezrkuisa/80SqJBfAk4U8D03O08GC+zEt60J0rgnoicgwA5GEiaynLTK2UQQUBveEBikolpN4luC/w4hSpeM5vxOk3Lef7/OcmkpSERU8xppDclkVnctL7sursgJVCT0AynsmEeezCpQ3Nc55mHGOXB240WEfs5LnOA9IKG80gFc6eJ7219G5lrGsVZYzkFkXYuVoJJfupevvknPxU9U+UXJQluVYUZRfBPB/BNOWTgD8XZAgfCrbZdcwQACyvcl/KylElVLUtqgnv3uT4PrluwQrwwkLSHWatPguFnieA7ftS4BrQbATRTz+nZs81tmIMpg7t2sw8qKmqgR8p2f8/WxIoN9qciydNs+vacCjZ8ByzhtFGFD+4nssijWeCMAPJAVrStDvbfJ4oyHjCba3BJh3armO79KKvLlOwFwRi/mcKVWDAHh6SOuroQPzNr0HYSjZbBoM/J7NecH5Hp5nZmw3GKSdJwTOeclAK00HRucC2rZZhM2yCABdm7r6oWjp53NKv+YL6uR9t5YNleAczeeSVapDuZJiUGYVxpyrfpeEseECkwUfZr5LgqLrlPyMx5LSNuGNMgi57vfvSMyCJV6dY+CLnwOctjxgWpzjUlz/pklycusGszhtbFCylKb0UA16JDGjCdcbIilrNsSz1eQaXN8lMNdUvqfplO9kBVOBKgqBuqZzbGXBYwcB90y7SSLSbXPubYsymiSpSVW3TWmYZQPJtdpb5DlML6oqooEW6+L5iH1r+PzpdYG33iZp2tqSta/2tkJSsZpRrGqriQRedN0CvE43RCr0zhPuUd/j51e9Ax+kqSrn+apWSuBsG/dhwIMi6UdVmEiQwpDUmS9qJjys4RWkCAGU0GBCg4kUAaZ4JgGyLTlXgQI2eriPIR7AxxZSLGDCB6CgRAkHPaSI0MFNbONnJDMPIXiIEUz4mOEZHKzBQRsWfLjooIMbcNDHKV5DjhzddRt/+7c38R/+G9/D7/zHe/iNf3MPv/Fv/jpufr2BL//LTXRv9qG4IeIgQfDMwGv/6TM8+L3vPR/Xz/6VW/jr/9cvoNvpQIGOHBEyxALgryHECTwMJL4iRIgCXdxGD/dhwgUzGlHewxoPGYATmPDgYoDqccv/K9BgwUZb/lJQoJT54jlXrf9Y+eYSZwgxgo3O888USDHHERrYgSvJ9Y4WvH6qzChlScuoqdFC60W0OroGwZ+u1hVe25eWvywJiKt2s0UQcxrwvtWyCYzcK57aVXrQs4DyiAOxBK+LbCLNadm81b5adnSzRRDuGbR0rlpds4L37/OQ8hil5DjWXHoMjpa0pKuicc8KYLNDC/0sJniDQnJQEY1KvtO0gB2PFuBlKh6Wkrr3rSZBmqnxu2ZlhS0YxF1xawWck1d6tPpWwdCV5KbncA6PIlrWBw77MRXL+rMZPRs3WiRPGuiJvt0mIL/bYUagoyVBX8Pk8b93DHx/SM37nY4ATYufu9/juo9jkoqkpGyrIca0uczLtSbB/tMJAI0kbhYzLgUqAem1JsmTZwBvj4DNJsfWd3nu78mzvmNzLkyVBHTDIyBNc5JUS+RumcjPGgbXdZESlKsKgBQIxHv9YMSroZqnpKjvq0FGS/qW3DsNVYKS28DnuiRQmiqF60TSpWskO4uYhc/aFklRmJHgFTkDjtOc8qQoJ8k5CxnfsOXSm+EZQCGYIskJ7jd8zn+Q0ktiXHEvP12J52la4jUO2femxfFNl5IW2CUh8nRA77OOhq9zjtY9SQFrSTZKXbIpahzbOCS58y3eTjSVhqrrjTq4H5AKySKPey8vx0+rfeKOjLIsXwfwz33S5/2ozTD4UwWgVi2OCeAdAZ7HJ5KnXrTyvS4toIcnlI2cnotsxwQWGi34Wc4NmJe0thoqLcuaRmA+mkgcQ5s/qno1MLrcWk2C0PGEEgrX5e83d3kM1yGofOst6sdbLSAR0vLWQ1rnlwvgnad86LQaBLetNsdwfYeBl5pcLA2faTdtl3EQRcHjno2YZ15V2AffkwxLol+MYzLvbocX82RMAjJTJK2cRov44SEJge8SfEbiYbm2zfnNUddcKEvg7n0Gxj54h5zi4SPge6+zn74LnCji+SjYj2o9l4GsXywyJPAz168DZxMABdAsL35OaZLwnZ7z9YbP+YoTHjfNOA5oJDxFCbzziDdFzyMAV8DXVU1kPDGDqZWSFvwb12nxbjYI1IEamDd9gu9cHtieS8LW6dSxMEkKeA0SmjSRYnhi3VAErIchX1tbI2A+OOZefOMB9/POJkG1olJq1WrSc7a5znFEIwL0fl9yqOckU3FMQlPV9FA1SRlbckxHJ7VXLkkYM6HrwHxGr0eVUQigtC7NLnrxXtQqj0FRXLTox4l448B9WdVsqB5eH1cz5D/AgIUOMoRQoSJCBBsWfGxCuZDZh60U+KpCgwIV5ko+fQAwFe9d3/k0tMffnuPxt+eXXh2963P/9O89wj/9e48+mU69TxuXT57/niGWmAI+EmOJ5VglD6p4NOix6CDOCJIaK1IgRaEVcRTx3zCXgl8rzZP3V8nBQizej6b1a7ZOC3OlTb7eIFh91zgiWjT35yJtEnlSlbVFVwl6I7HqN6+Q0Fk6Q8ltnSBrFvOeXNXnUcSyaqp8PSuo1e/ZwL2unEOnpr8AQdtTOrPgm1LJQmR8UU5Q+XROMD1L6joCpQK8MwTeHBI0K2CA77UG52wa19KdgVuDPF3leTdFJgtFqvqK9TkrSUD6Tp0C1tUlY1HBugGBPAt08YhoCiVMzoJEptKwzxKC7deGzM/VtLkHDkXHHmYE3GFKi7FjcJ8sEurW5ynwu8fU+uclpU+PxlQOHAR8ZjUN9nUYcR4/PyDB2PQJUlsWxzuJgZfawD854j7JCu6HVORs85jxCmnO4mOHc+B2l+vRc1mU7Q+OgFtNztXBggRk4PHZkZWSDWpJ8HyryXz9b51zj7Qtkq80536+1SJxWb3nFiXnzNNJkKclQfHBQtKqKhJXYHJOX+rWXpR1l5mrhjFJQMfmmMchyfKDMfdSx+YerYqLXW5ZcbEieN+RGkIxPU7XG1IzJyEZ802eY39BL4Rr8P3zkNdgWnBvd4VUHC5IBCcRPYmWkIdKKmjqdXaoYSCB8SrHueV/+uINgD8GqUx/2k1RCCb29gledCEKukYCoKq0nAcBLdFhxM87DsHiGw9oPS4VbpAoJPDWFKqNbIsbt+PVgcmdtshvGrRA31+TLCxLvvd+TVVplZ9MKKGpAGtVwCwvqHm3LBKDoxOSm8UCCJcsK3/3FqU/86VcdD2OW1MpBdrdBF65Sy/DMqDG3rEILn/4Oq2/hkWC4LvM6BPHkkVI4iDmMxkzaPF2HECzqKu0zLoolabSEr27TXB3fAZAvCzrAz5AfB+MqVjjew8Ef2xsEOgqJYF4VRk6lgfPfC7A0CRoNi32czwnqQsksDqKgFc/z3+PTjiPapNu2Hu3gdnvM8C5yGX9OpSqzGcMLJ7NuJbDIWB3mYFoNbhZU3lsz+X5FwsCbcchyVwfkBhNZnJuldp80yKgNnQ+LLptoCE6/iDgg/zWDe6zouRcLEKOLUv5ne1NklXHoYynKFnF2rKBtx9yPJsbnO885z4fTTl3bz4gGVkErKBti6VoPud89gc8frPJ/oQR5UyeJ/UjpOU5NfwQT9x1IZ4Hh/Vn0oyk5EXW+tWm65yz41PRfqpSFM7hXglDEjpD55xXgcYfV1OgYB0b2McegCYMOAgxg4UubuA+LFxEjAVyhBgiwgRACR0OPKy9p3fhs/bjtRyJeBEyKFDgrcQbaLBQ4t2WmBKFpI/ldXLVM11XCRCLElfqBjR5vxTQHWUE9oYA7Kodi8a6ZQNqfLU1dBoJAVDEI2iIJVwnoDE1ginHkLoKL/CoVcWtFkkNth1NZKwlLfLbAuiqnO5BymJeX1iTpBEpg1+fTXlf0RRJJwmC5lSsrL5VGxBGkUh6xLpcFPL86TI7jaOz/7/+Ji3CvsmftklApqkEtZsesDeXlK8gaI0cAsWipKTH7fJ1TSXohAKcLWqpR9NiH3IQlB8vKU1qW5znJ3Pm+++7JGOLiDr/eM75tzXG0LVNGkLO0hr0WRrnbs0jaMxCKcAmhK1hAO8Iofh8h6A9yoG2QfIxTTjGccyxLFKgoVBec5Zy3m62Cdizgn1wdY5DKQl4F6mksZ1zDZKMz9obLc7tIqX0KEi5JppCEtG0uA6nIeekBJ97ecExW+IheLVP8LtKDACJNVNIIs5FAuTI99pW7e1I5HpJ5bJTQNKlq/RYtSyu8TimdEtXGQy9SBnofaMtWaWu8IxdvlZtjWOcx/S2lXmd+jRM2Z+9OffekxkJ2cDhGMKcQfBVDNHDMUnU9SYJ1yIVYiD7PiuAIiLp2XBE4gauedfh3vg0ts/IwQdolZZ/Nicw67QI3FWVFvg0oRU7ioFHT2ldXwYE2KpK2cg7z3hD1Q0C/zCQSPcxQbXr0lo9WKMl2jAJkipZyKArnooPAIwA3pTabQIk05Sg00BkQgW9CO88JtDdP6gz2YwnHIfvEvirKlN+zpe0Ro9GBMBQ+EAxDaC3LTngFwxSHo6YarQnN7kw4Rhv36BnYe+AmZF2tutAaGPCDEbdJvtr6YC55OdtiwHLYUhCc2MXeHYgchWfnoxWU3LNxxJn0JL0nzHX5uFToKx0v13OzWxBwrS1STLiN9h3iJvUsiRDjdxsioKSraIQyZPJG2+/yzU1dALoXo9BwabBzD39Lsd4cAQMFQLmhscHyCKgHOrle1zv8Zhr5DgEskXBcXS7tZV/NOZ+6XaAn/kKx3FwyDH1OvRO9fscx2hCslpVCVYUfr7hS3xAzv0FEDTrOsfteyQrvZ6kXy0AaPREhRHX6O5Nfm444rGG54DT5PebTX5/Oq31+L5PUjCdMrVu5SmoSEeWixciZv/WB0L6pF3blqxcH9DK0m5z7mZzHn/Q4/FVsWCGIdAY8HyT6cXq6B9Hc+DgBm5ihhlSJOhjCw00oF+67ZYoMcchMqm8q0BBhhhTPEMbN6BdSqf5Wft4mgtWO9Zgw0LjQmC4iwFmOECKhRCFEhliWGjAFjmXqa14/Vb2ZJStpD9Ur37fM+p9XBVVqoIvn38u5WdVhffDy6CnLAn+PIkDUBT+dG1aPAcuAV4FtjIBc1e1vTmPVwVEhxnB6bpHa2qVPrMoCHgMlcBm3a0DKV2D0o01792xDXoCrHXYl7xgn394CuwvCbw8k2Dp2Zzga7ch94WCwaNnIa27vsk5OcnYt2EodQYMAtAfnjODzcBm+lBLQKCts+9hUcuy0hyILBqsvjEgeAd4vIcT9mNdZDOTmFbieULCMU95zBKU74QJ31N0JqDYmwObDRIABSzItuXRg2DplDdlZV0joOdyzJ5OSY6h0VC3yAGU9MS4Gn1xTYN99gwG6R7O+d2thmjyBYSroDTqPCQIzwqu6TSuC3fdFKv4JKFXopdzT5UlretVbv+0JEFwdXpYtjzJ3tPkPtgU0vN4+u5CX1VK0Z4j+x5MAbrd5F5dplxHQ/buWPqLkuuqqtzLu03uiUo2FGRM37omcQKWSqv9bvPd+89QxUsk7QdntVfP0LgmxwED0M9DEs/zkJ+1NB5/GHGONj1e3+OYJOdmi8ePC+7PGx16WqKc1ZZVlWv03VPuyRtt8XSVzHRUpZH9tLXPyMEHbIZBT8FqC0P+NBv8O88IpI5GkuZUJygvxTz+zmMCEMuqUzV2O5QQFQWzIw3WqIdfG9DL4DcYr7C+Rs16nn/wPisKj3NwxHN6Lp5XCd7Zolzn7UcMQlZV6ul1HfjaK5SitOWzE53W5iQmoN3Y4PGfPmMthNs3SRxsm+krr+8wMHY6p/eg2wMePSGQPzqh5Xm9T0ttFWwcp6JrHdLLsYz4+vk5cO8eiU2ek1xtb3PO33iLQNiQB7FtSyG3tB5/WUowbc4MQA5IYoKYGYQGfaYbncyF+BSSdtTk910P4uLB8/R7lgMoAdet2yE43hZPjSd6xNmMY/mCXGGOxT53OxKHkJEMBUug3ZViYz16DNodzstkSk9DnNDKPxrR81HkUpXXY7G9TkTClKb0FO1s8yY6mbG/p0OSN8Mk0bEMEpfZjJ6W67sE+bPZarYdzmtRMF7g0TP+HkWcZ8vk3DkOf9KMezXLAV1kQ1X6z1X9/3DEefFcHidKgLffoQerLGjNn87otTJNnrtq3vsoaqq1Hk14rGaT414bXH1tdDqc36qa+SqAm0wko9iP2QwY6KH3np/JESPFEpYU2gIAHRZS5Igwg4f+89fLFwVTXDheijEewULjwusx5ghwCh9b0GCiRI4METyswxENfY4US5zgDK9DA5/QijwmGB8QwkQDGkyM8AgJZhjibYzwFhIsYMBDigA+1tDFXZhoQYWKJnZhwIYOB3OcQIcOCy1JCZpggmfIkcBGU4KCdaSIEGEMU1K0Mgg5hA4HLvpQoaGF3Q+6FB+q2Wiig+sIMEaBBIACCw142JB5IRDruwwctkWikuS0vgO0Zla65oYlACKj1Xx7hfRGeQ3C+iv7vQCtuIZG8He5laiDhI2ydlJ4JonLPCFg9kz+3jRfnE89LS7Ko6q6B8uUoOtwQYCUCdGoxnW7efE4cXZ1oLQCjrEjjrCjBQHpaiDnQuRTRqWLB/9OBNDHcm5TY3adRcI5Wibs396CGXJ2mkyn+b1T4JtbBM1NixbgeQAsShp10oL36k2XYPtWi8B3FtE6v+UJqRB5jafTqjwMGWyaiednHrN/i5R1HTyT4ynEGxIX/EzHAqyUhGPDpYdkLh6Btk1CU8VzpDnv4Y5OEGwqlHFlGdOVrrnMfKOB962OSy9MWnAfNk1mheqJHj+RdcnzOgBXE2t9V+N6LhK+V1W2blqc/4dTSmCaJtevr5IQTSLgS+sXgfiaSy+YqfEnzrlndhs8RyxkV1FJApoGxxZlfL50HVbwjnPO6ZMZ1/cv3ATWfRLTKoZmPq/3rApiGFPl+uxcIgeKcjHIfhbTI3ce8N+Gwd+DlHviYClzpvNcVYD9MiMBrorvxQXn19Q4hrwk8TlZkpgV4PrpGtfn+2ckEE3xUjSMWmL4aSuG9hk5+DFaJe+omm7w4lNUKahkE6wcHhP4qqBVOMt5I49DgizDIMidzIH1DVpLj45FV28AX3sVgMrMKv33xhnvao0GJRqjMa3oVfEpy6LU562HoGUiBRZzCVBa8ILYWmdgc1HUhdMaLgOs5oFIozKCdN8nOCxB0OfYtUZ+uiT401UCw7IEvvFVkoTX3yTYvXmdVXRHE+B0xBtGv8fjPHnGc2+sE+jNZ5SLVDftJCHxaIYkAEki4LUHPHjIQmmtFsF1FdSa5oBmElRnGUM7dQCOzxSuceXGb9ILcku8KElK7T0Kell0gwRi0AfmHX739FzInciDkgxY6wI7OxxDWdLzoSokVpCHjGOxgvPGQG6gJUnCcFSnvL19kzes0zMShl6XAdezOYuPlaUUUssJrl2HnoJnBwyELgqSwtmca2rodSrW2YxeAdsSkhTz9/MxxzwcUl7XbrLoWOXFMgwS2J2tWhIFIaaqwjlzwXkeji4WD1vrczzDEUms59FDYMievVyY7L3ayakULHQAVacXZjZn1qTLwcaGIbUPlhKfoFwMfj4fiufuE7hh55Iv/3JTYSBH+KGPR5nMu5sJHyVyWGggxgI6DDRx7XlcQ44UUzxFKUG7CxwBABz0pDJwDg22VHfWYcCChi628Q0o0DGUUjUu+hjgi+hgFw4GmOEpgAwaTPjYhCZpXSOMUUjFZBsduOhChYElzpAjQgObaGITgCrjyeGiL1mQVCTPKyh//E0RQmOhhRhTAApsdOTc9ex2bAKDUUhQVYB7RlN5v4vlXl8UBGKeSAlWAxBdo0476a0A9FSkDpve1aC+qhOQFbxXtS1aoi2VxdGqDEANk1ldGtaLvW76Fa9rqmQv0qi9T3NJ96jQm1CUF7MrAbUM6LIEqpIqASRQk4hg2VBrL4WhEiAfrWz5Kh1qltNKW5bAyYIArRCAP41JNq63WOVYjWtN/lsj4FvbBGS3W3WKyrwkqLMFiPtCoHyRqpTgOfdnlOBoCj05w0jiL3RgOAcgz/WnU8YGbHrA9Q73w5tDgsiXu8BQYx8HHi3fWSGejIxzoSmUUYUFCca1BisKPxzz+OsN6vybYqU3VOA7pwK6wXP1HQLqHLRnKeB7VUafJOd49+ac05/bZsrN84h7Z54Ao4RzuulzTeYJYAnpHcaAuqB8Zp7URG+1+SbfH8ckUgA9AqeBFJsruR/vdoDXc+DtCbDrk8QsBJj/3A4J0HnIQO+vrTND0PdPOcYkJ06p9nIpxFhXRBb0gmdGlTQAXDZmUrLqa8szgbfGkhY25PqYOSVZlfzvLOC+MVRO7smSc9lzheAXddEzKBxvEDOeIitIjh6O6oxKVXzEZW/Lp6F9Rg5+jHbZKmqZBBhPnzLDzWRCa38YEdxqBkH0/h43d68r+eFnDO4djwjAFJWWXdvhZwowIFTXCHY+bHMcYHvFIrVYEHCXkKw0oAfEMIBrOwSTwzEtzFDoMeg0KfMoFOD11wni+l3KYt56CNy9I9WBdY63yvl+di55plWOo+HTI7K3D7z8Ei278wWtxXlBgOftMwbBc+sg5rMR/1VV9imMaPF2bPZ3MuM5dndICkoA3/4OPRlJLNV/LZENKcAXXgJ6A85zFNFbYTtM5xrFtOo7LoODmx6JimVLytOQkrFBnwTo2X4duOu4gFvyHHnOuXZMgv57d4Afvc4xb23U49B1eo08h9/vtiV1nU1i2WxynFvr9NqcDbkXlgHlSrdviKzJoGSrKDhvqgrA4kNtZ4vrYcy5xpY85KOEEijbZl8Ojxg0vL1RV6tWQNDdanMMl+Ne0pTzh7IOnq/afEGgX30OeDdA6bSkfkVG0mpV1iD1g3vK4ph7qPLiAdyjiyWvmct9Nk3uxaciK1PVi7KioiQxWa2z8JNq6gtuwwVSGFcWlH//413lX8iRiPV7DZ6kLl1tVbpVQ+IhFGgw4CKRzEcadPjYhAkfI7wNH1sIcIYCGW7gZ3Ebv4Rz8Th46MPFBkpkMNFEAztoYVc8FgUCnKKJHfjYlAJv57DRgokGfKwDoNwqxgQAYKF9AZQz5elPdnGYEakLB933/Jxn8Ccv6C3orHihHJ3Xj61fnV4REFAv2vtV/fHn+pKD/z3awKkzE/VsWpIPlzzmlk8J4wfJhHJVLEJekGjMUgI6W5OgzpJyjKKg1bO/QqpbFgNiI4kvqORIVYA0UAfLdm0CzoYFdFWCvnFUA0VDJUCZyDk0lcc6XEoRODAbT5IR5F5vkchMYso+fJNgrkpK4BjAjl4D4bKUejYlK+W2xONyKgY8R2IjRmHtMXBNPluWMde2adIDcrykDt6z+FkVlFflBYF912UsRpRxj0wk9m9Tnr8HCxKEGw16rpOScQY/s01S82Ak1Y2bvPfrKmU9sxiwFeA85n21sBkHkmYE6U1TskxFIgsrSbIGHutSKEVNcPOSZPJ6g+v49oTjNWVtmibJw8Gc1nb9klSnao7IvE4DzpkjsrdHU5KllsXvfnGNhGmZAShoaW/bDNitZEybXi1bO10SmC+SOrg9F4LVtaWeSP5i6dxqW/PES1dSXhQmPG9VvLDav22nzuiUFPRKNS3x2Kj0AE1jXn+Kwrnd8KV6t8dnr2bzfA/H9CKUqIOfFwn36qeNGACfkYMfqzkOQVUQ1FrobocpGE/PKIkpxEIwnRH49NoEWssFwUia0upt6Lz4VaWusNtsEACHAcF0lXLxx2mTCfD7fyQVg01ahN96SMt9WRJgPgp4YxxPCbh3tmllnU4l6LVL0BVnHPvGhjwMFZKYZ4cEsLsOPQFPnlJ2o0woQ1LAi/HgmPn/q/SYB0cEt7M5gVlecB7ylGB9PAF++AbnWtcJIqdTgu08Y59/8COC3zyl1yBJCBINg2tz6zqt3D/7dQLGOJG6BhnjKsqSoNFxxZqmcK5Oz4DbtxjcO50wLafvkeg8O2DNgfUerVDHZ7xxbK1zXR2Hx18sge0d9isMGR/w0j3GDVQeofEYeLLHyseuRy+HVbCfhkXydD5kLYdYYjme7JOwdDtSH6CoLd5xUuvrX3+TN6btzRqg+wazOn3/ByQsnRY/c3hM2Y2hS1XllqRaPOb+3T/iGhm6kIlNervipAb3VYxI5WFYtd4XBclNFOF5ENr2JgnKfCl9cy9Wb36vliRXW0VNgwTtqkD+jXVmu1ouJQ3xqiWs/PCpTT9q02HDgI0ESxhwoUB5HixrXyIHOXIssUSIECbMK2MYNBiw0UKEKUz4ksIzQ474OfC+qqVYQoOFAqlUSXYRYYIMAQrEaOEaAMDDAHPso0QBEz5yyfSjwcIGvoomtrHEGRLMYMJHGzdhovE8kNdCCykCaLCQYAEdNtbwKkKcP68zUKJEioWkJyVxMZ6PJUeGEA3sfJzL8GO3556DS/vQ0mqp0VXN1KiTPg0ufm79fWR0AIH1NmgZjgqCsm9sELx9mBZlBOYNi/KZqiqzbxLEKCCoa1l1xqHjBaUYN9o1ATFkLGdBXcW5a9NbUjVN5J47Dd4v45L3+awgePyFHZKGCtivuwyazcD0oU8mlJi0Ld6jw5LSk7OlAOaEcQyuQYBX3QvzgpKXOOf4Dub819J5DzhYEPjFGfCFPuf/cEmJEsC+aRq/17PreILKg30SsliqIZ4VV0DxOOTn2ha15wcz9nPNo/Hj0ZJ90MHvmQbrE2z6zASlKpTXvNyrK+nOEpIWSyN+aNj0ahzM2e9dn6B3InErJwtgTwjMtk9yEGbAOzNKr3riWTpZ0PNwFpJcrHu0jr894d7yS86toTFl62lAj8fle2+csX9NMUJV+f+PllyHDZ99H7hAEfBc1R4aRQTZisJrqjL4V9karzXYP7Xknt1u1DEVcQasX5K6XdU8naSzYQKjOWVpSQnc9kkCBhkJZJKJHK+kAsIxKE+axtwX6y3Azri+s4SGxDUfKLYYT+BolB5lOY9Vecuq+iOFeBfeq5rzT6t9Rg5+jKYoBDSnZ7SQAgRDX/4C8Bv/BeUxRUkwV2QEO6ol+aAbBHK+SCwaPkmA5/H1doufiwLKOvKccov5R/AcrLYfvkELtSsPnpdfIth79JTnbHiUeqz1JQ9+xH63W4wXWIY1YOu2CY53tnhztQ3GL7zkAm+9Q+/Ej96QTDsd4MHbtLZ3O5yXps96CWnGgG/tTKr6anUGoiiUAO9YLEcVcPQIXpuCnZahZBI65ud3Nkkm1noMzjUMyk3SjJ4BReV8zubAyRmB8dER8I2vEJyejRinUBYkOo0mPRlVtd/hkL8fnxAQb28Be3u8QSkl+zoes3/jGYPSNza4P5ZLZv+5tkNPiy6Bi8/2SZiOTigVimLGbexuA1D4d54yfqMjYP3hI87n5gYJk+/Ri2LpYqFISEyWIc+7WNIL0e1w300mwGs/5Pqa4oXxfWZveviOZH9a2e+ey9gZBTUhvHmNhO3aDiVV1bXQ8Lne1cPZFM/adCbB/THlP/N5HauxNqiJkqrWqVvfr1VBxpdbVSjoqqZpTHl7eMx+rZKBdvuTIwcKFDSeA2pe4BpMNHHtgnU8RYp97CFFBgM6ZphhiCGu4Rqs549QNhZZYzXgUuIGGth+7hW4qqlShEyVmgwGPIkhWDzvS4YIGkx4GECDA24BVVKwAjlCdHATHdyUwmH0AAQ4F3kOPRsb+CJ00HRXpXTVYWGJM2QIoECFjR7c51Z7FTHGKFFAgYEGtmHhfczqn3DTKh3HpValGX6vZusE1asynQ8KGBoWf6qMLB8lLWIVdHowY39vtQj6NZWEwBCAZ2g1iQlSWk4fTyWHv2xBS6eF9UX9sURLnxTMi195GpKcxa62G8B1hfdSFQRPT6bA3pTXc9MkwHp7QuLgG7xP/+Ex8JV1Aq6zEIgXwJ+9Vp93lhCs+yY9BQ1T7qFT4IsDArg45/04LQgYbZ3PyjgjAdl0AL1JT9EwZP57VZXCaSk9OTnY75FIvAYuMxudpnzuqCIjDVJ+xxUCE+XA7Q6wkTLbkK7K9SOyGUsAc5aTOOVCSvoOsGUC/YiehA2P1v6HU3odnszpAXAiymZKhYD1KOTzcJESrHdMYKiStC0TzlNV32Bg05MBsK99m3vhPCLxu1zcKynwvDhqUdJ7cRoQLJ8EfH9DYj0cTQqUafX+GJWAgYtB+GVBAuGZ/NlpcA1mMb0iukric7kvV7WvrQOvD2UeczyvDH0ek3D6umQbioGJxixDQcouKpB1tkhkwgx4qcdgY9+sCfFbI+CNc85b26JEqmPTa7SIKfHabsh+yz+rkPwnruk6ZQlV7nZdB/7gOyLl2ZAgYJFvqCrdjtd3pWiGDfRaBH1pSlbcaVH/neUEWfvH1Pnrdp3HvmpRxO9VxZgu66PjuI6LcBx+fhkQsFVNVSkV0TTgxg3Kb95+RFCmAIjlM6rK94wpLcJBVEuj8oLBrmvrAk4nHHuWsgicopFk5AXBdJJyHJ5HEF8Fzm6s8fuvv0lLb9Pnec6GwI1t5vs3TUq1zs8IevsbPM5sSVnW2jot17dvEuAvFgT7zaYUmlN5nH/xnyf5yVICYNuijCpKmJbV90hU0owAfWeLgH2+lDLval3UzNDpNYgjgu/FQuon6AS6owmwew9QC37/y69y3bbWOc43H5LEpBlvEHnGtV8sJb2rTs/NwZF4mDx6bxot9qndIUmtgEmWs/+uQ7Lh+yQEaz0W/hpNOGeaSmCcZlwH2wRgsv/rawTw66i9AXnOtdhY43yYFvfxfMHvNJuUdVVxAmla71HH4U1zY52kbTxl/1AyJsA06WFqNmopT5Z9sLoeAI9v6Bc9F4V4nlrvYUlqNrkvh8OLuO6q2J5UQmQBZiK6bLH/cZoKHQ1sosAaIAXULrchzlGghC+g2AIQI8YxjnAdNy58VoEKD2tw0RdArb2wInPVbHQwwx40GDDRQoI5FKjQ4YiVfw4P61ChwUIHIYbPg54VqEixgI3uc7BfnU0B4GMdLvogGVjtS90nC43ncREK1At1IChT6n7gsfw0mqERHARpDVDKsq7y+kHaj2NB/HG+23P4kxX8qQpbAZIqtAGMA4LuSUyp5LbFjDOaQlmNa9Sa77yU9J5XXCKKwiDhkyWNHV3xcmx6Fz0eFaEyxItxpw3GesX8KXIC+FstpvtsFwSgLYfX/sClJyfNuTazmMAzK+og53FM6ccsZl/nKWWhVSBtT563msL75XnAz1WZoTZcAAowadG6ryp4XnVZTyRDjwaciPW4ZZK8VOlu5zEt4b5o0jd97pcoq705aUFPwpMpz38e0uodiMV63aVVetsnkVtzgG8fE9weBSQLCmRdFyQ6Uc7sS6OC0h5DI8FzDM5J3xaPSM77fsvie2XJ/pp6XaBusbLfK5nPIiHZA/i5VEhdIoHGnsHsQD2bpPhYPAqaSsv74ynnvJLZBQn72L20P3oSH5LkDO5djSt4r6apLFR3u82+Hc2B75xRklWq9CJ0dCGfJovgjUJ6DDY8zv2ZKA02fM71Iq2zfekqZYHXG5RTNU16TXSVz/iWVXtL5vFHI/Q/6fYZOfiYWmVlTBLq2n2foEmVzTYcEQT3+0CWAJOAOvFANtNwzKDZ+ZIW5CimNXg4IoC5tSsaxY36nE+e1RZTQ6f8xxRryOlZnbqyLOu6DFc1z5N87wLWGr6MweHvmkoQbRjA175ML0O/Q6vvKAImIrlptRgsnOeU5RwdCwmQuXBspk2dzCgz+sPv0lKsG5Q2TWb0UjguC6IdHJFoqGJ90FT2scgIhk/ESl2AVoVKwnM+5A2wSrM5m0v9iCbJ18YGC7yFS5Ht2DI+E3j7MXX3lilAXy7orTU+cBybsiJFdJ2KQrBtaPSQaBpBbRABXZ/gWAHHsQwBFMwK1fDZ/6JgGtLjE5LAJ/vcC7YDBEI8+l3K0SyT1vYoIjExDRKbqpiX75H4RTE9LpMZSd7WFvvWaHA8p2ecF0OXYGyfnpGq6Qat+arCImRVhqkg5HGv73L8SQxAYgSmM+5TQFK3HfFc1f40TRIKwyARe+luvW8rUtvvUVZUZfLSRNL2QZqq0ntzeFx7LlSFHqELcqFLrZICtpoXg58vE+0ppjjFCUpALPHABjbRXMkw9HG0d1fsZStQYI453EtF0SxYWGCOFKkUXbvYLoPs92omPHhYR4Az6DARo0SOGB5aSLCAg+7zasME6hkiTKGAVZhttFcs/R98bBf7qzzPjvTjjOWn1dY9gq257OGyoEVyNRPQp7lV9XdmiWQ4sngd3moBhxqz+fQ1Arx1r5aCFKD1dhwReFZOFFujhfdyGlZdrKZpznu7ob2Y3MQ5LeRZQQPOmkug7JgEso/HtCTf6vGkVdYhBbTsJzn7WgF3FSL/jEl29uf819RIiHyD57zV5vmrLDs9BxiDIDAvpVaFQlD9aEop0jTh88nTCdbzktb1xxMBxSYwC+WeuCLFmqc8TlrUNQY2XM6NXXkMCuDbB/TiFCWB6is9gk5TI9g2VJ7rNCRhSEuC76p4XUPnvBsKAffRUoqUxcCRC2zYvPdZIn05WhJ0z1PO46bPtY4y6UPIY/VtAuajRR2ofrDkuqU5PUWWxqBtBfxsnNIA15IYnZOAhjGlBO53ubbDkHNk6/QKmSu3hlnEoOxQLP95QRL+6qC+f5dlLSNbTRP8ZFZLwsYR5VSTCNhPKM8rxEux7pKQVMT/XLxFJyEL/jUtSoVsnWOPUsbH2Jp8RzwGRwtJyBJKPJDL/o7FQ1PFOlQtyX/6VZM/Iwc/oWZbBMvLJYFuHHFzDESSs3/I1x2bYM8yCZSThGkjLWHpRUnAu74uBb9WbqCrwZdxQmB0/RqB3Xhy8f0kYfaXbufdaRrDCPjcKwSXZwJYFQBQWKE3TUk0mi0CzPt3CQxPzymTGek85h99j4C126YUZjqtYweubfMY16/ztW6TmYJm87qa79k5UIq+/fxMZCw+JU7dFoHlushOHj+lvEkzCZ67beB3fg8oxJr/4AGPc3OXJMp3OB7NIPkaTzh23SDwvnWD4HUypWcjFi28afFmn2XU+1du0mdPaUVXFRKNPKY1X9PERdkBvv4VZoB64wFTczoW16nVZJ2HIATGPZKF9T5vpGEkMiNFMgUNge++RtnO3VtCNhRmPiok4Lks+frOFvfT7g73U5zw9U6nrv57/RrXV9frgPqGT2+QuYItJ3PgCy8TWN/YlSxES453PCExWt2H/RVMOBpzbKv7L4xIgK6JTFzX3g3AbZv9q5ppfrhsQVUNjDjmuKr6Ch+kadqLZUQxYpzgGC48qAJOCxQ4xhFs2DA/gToE72Up/zit6I5k5MmRoI1bzzX+KnRoK+RDgQofG3DQQ4HsXe//N7XpKrObVBlVDO3TGWx4VcsKWnArCU1VLGzNJfi52SLQA+qCUavtLJAkFyuXQ5ASEL0ofuKqwm5XNQUEww2TYO3tMe9jlkogfq1JEJwWBHdVHQk953dOlrRSDyOJK8gJVMtSUoSWvJ9u+AS6h0sC4WXKMac5ZUKVlCqSAN1zCZ7d8WsrcpBxriyN1uYc1PrnSl2s7mgpgBUSiGsSoO/PeY5NIQr3ugSJy4TnrIJ084J9fmdCMGpq9EqcB6ymfKsD/NERDXWnS0m9qQMnIFEIM8qN7rQJ7nWdz5w3J8BfvU/8MQrZ7zQH0pnUPxBZ7zQiUFdKxk7szSXNqVMTwdsa+6eArxkqgXsVqJ44taeoYdUpYBWF486FtKiKpP5cuY6KAvjeGd9bX1FTHC25P3Zb3M8HcxKZykhatWqPLmRNG7KfZynnehaTRAUpPT1lyf292ZCsROA+CzPgOydCFlMSyzWffdr2merYNVigbjMlCT0L6BkpFO5fVSUxmcZ1/x5P6H1ac396XoXPyMHH3EyTBcuOzyjT8Bw+HLodoNMFNgeiLzMJQr/xFcp4VNHZH59R5rOxxkw5UIHZlEWjNtZefF7LpMU0SSjZcC5ZS015/85N4Edv0npcXTCdNqUuqkqQGCcEndOZBHqqNXlxxLLwzhPmuI5jYKNP9+PTPQLYsmSdAlWlRXo2I7C0TJKloiRxSjMC+DimlXt9wPNXAF0p2V+AVpAwJOhst2lRrlJPNsUK7zgkG7s7BNyzOSU5L90FvvV1nm/vkERmILKROKbX4MFDekI21utiZlW2mumMREgVcuE5BPhhKLKyAT0+8zkt/obNdZtOxRplS4xJRslSHDNwqdXg+fIMQMnvGwaJUpLy2J4nmXgm/EyUAF/8AtdnmTFGoCw4xobP+dnbpyxIUdhvzwN00d3bNj0JG2JdOTrljfu1H5FcGhqPef82MygBPI5tc06+/wPugWruy5Jegs11SdeYkND4l8CAY3MPpCnXbzSuY0A0ld81DAL6H+dmWPX142xLLKFCe04MAEAVK/YSy0+MHDTRwgwzeCvegxgRbNhXeg0+auNY60CN98JvGozPSMEVTVVoVf64Ag3zok53eFUF2I+jnQQSAKpRxtqzab01NQI/RaGk4ii4OK6sAJMKlO/2kDg6gdbA/eBzUZRSvRccqyXGkiAl2I0LkoEqS42p8z5S1XLIxMscpJRvKAoBXZJLrMCSwdRhSit4XkoiEEFDvgm0UvZjwxU5iAagINhb82RMHgnEWQCcqMCjMT/XtkkqFFA6chwSaD6bE/zrGkGkrVEuZKiU+JwE1LKvD9jXOGM/rzVJbuKc3+s4BO6mzrWp0tRaGovfGRpB5/UW038CjCVpOsBXN0gOXB0oWnX9hko2NHB4nkLhOAHKXmwTuG0AUFh4bRyz3sHLfc758QJ4Ywj8/E69jq5B78siqWMMKjKYF7VXpGqqcrFmgq5cDGRfbVXMy9ql50zbAh7PSA6OFtyb7yU1miZS00Nk3Vse4LQZa2AYUjl8WQP3psFrZJZIliGDQN/V+bprcC7nMfeEY3DPqQrjPjY17tPrLZGWa5yH752QWFatYXGOLa1Od/pJt8/IwU+gvfISQfDjIaUxowmtsi0hBdGCAMa2COg2BpS0TGfczK5NQB1FUisgAr79XSmU1Xnvc5elWIZf8ES3LOBP/YxYdwPJRNOuWXmjATRA4BbFEigEAubJhG7VJ3vU96+vs95Av0vLtmny875HItLvsMaAZREIT2dM6dlvkwxV+vIfvkEitFgQcFfn6/dFVlIwCHc4JhDeTglcr22LjGvC8a6tSWG6mEA7TSlR+rlv1tlxFnMefzSRNJkl/202WKnYv8b+rgLMNKMka9CVcvcLHmtrA3j8jHKaZhN49Jhz9OrnRG9rcy8YNudD1wDXp7Sq25Zc2hnrD4wnwOQdni+I6CnRVMDfJPl66R7X/+YNkqdeF/DEi1AV25stgGfPSDgqCVlRMp3r7jbnNC/EEyPvZznww9dJeIKAwdl3b7G42tk5SYYud4k05fcqiZECKarT4WdnM57v6UofVq09ZVmT0eMTzp2miBa3CXzx859O7WWO/ErrPK3qHzAo4mNoPfQQIcQCc2jQkSOHDh3r2Hj/L3/WPpFWlLTUzqrgTYXW1I/6gC9LSitGUf1a16Yl+OO8VoYh5RWODqSgdVpRCBzHUZ3TvmkR+M4TXrtVAPWmTxB9uU+Vp7UsgQ/i4BpHBLInIotp2VKYK6d19TCg0aht83CGxr+bpgRAKwTVKKntblsE2kcLMRxo/H2UsJ7BLKnTvpZiqV73CfwWCef98ZT3Yk0BrkvMgm1QQtJzgIdDvrfpc4w9i2C4bRPYl2CcRlHUcjNTBRoO8Ooayc40ZjByw+SY9ubsfyRB0lORnyxEzrNMOJZKMtNzOO4sJwGxdD5v7nYJbm2DVvtRyGMGQl62fI6/73Dtpwk9BDfb9ZpMEgLeOAe2Pa7R3Y484wRneCbjP+ZCyACu2WlQ1356MCK5rArLbV8hN/ugrcDV+19TaWxLZYzvRQyKso7hOJyT9HomcZprcs8bKvdhnpNA7C3oYYolDmMRi4wKUvW4IqLSt1FIclC1Zcq1WX0tL7gHLj9JPL0ukPbTaJ+Rg59Ac13ga18RS/QageBsxsDWN9+REuAblHusrdXF04YjAj3LFEvInOB5rc8LudF48f01z3lhmCaB1nB0MXi5KPigqqQW/R7wosKtccyUoq5D0JykzIpjWwR8wZJ9XixIepYBv6eAALIsRQO+zXGYJsFzklIKNBgQHFpWXejKbwBtjV6L5ZKvVfn9N9b4/nLBFKL37/ACDYXNu2LV2tliAPRozKDwEsDnXybATRJq+02DxGDQ53jKUgqITSitgoDV1XlVlJp8mAYrDj87JClKUnp78oz1BsKYaWGXIcnL/TsE3d0u+zCbAXducIy7O4yB6InnZWuTQFxROE+uQ1mVY9UBwGsDgutASNTL98VTE9BTsbVZE4OylJoJGr0q7RaPaVn1npjNGYMRBuzDzjbH6DokWgdH7CfANXEdHjMI5W+X++DkHHjpDvve79FjoWk1ma3SnhqybzSNWY6SjHNbliSPqxWaPy3Ng4cRhsCKNR0AcmRw3yP7z8fddOi4hl2ECBEhggEDHjxoH0DL/9NsJR/ln8og4o+7nSwJACtZS1FSqqMpHzxYcrWNI2rWG0bt6R1GvJe/yKr6ovZe2Yx2fGrQ2zatnZUUSlXqqsiQ7276QCcj+KoKt+kqgUyV0ajyEsQ5j3cVCLzcn0lEUFzVKdAtgubXh/RifGkNUM9qEnKjKdl6bAKuvsPjPZxS1uEafAYcz6lL3/SZy75pA/qUyUGCnPcgU6Hsx7dodQ/Fmp+XBIE9mZeKaGz4BNnvTCgbutHiGKYx5+Bag2vmmeyHplD2c6dDa7Ch8Bn5YEzgPo25Z6p5apjsa5Xy0tRIXNpmHacRpXVgtSNy1mkisl2bfS1LephvtDiGl3t87dkceGtIEmBpdUakJAO63sX6Bbno76u10hTOd1rW5NDSCG6rZ2dRMDVskHKdXIPAeBKRILTtF0vKqr4AL96vvikVnrOLcQiTmEHAFVF8rzYO6X0ahgxiT8E5hELcsu3R+7c/5Z6JZbxLMSouJZC9LLgmDUNiNVbGkZUX/07zd3vQSkhc5SV2cPna+6TbZ+TgJ9SWAbPROA7B8X/5m/QSeCqB1aOnwC/fJdDyPVpvLQHR05lITxqSjQjAl79EkLxY1udYLAnk8lzA5QZvOK0mQd/z9wvJjrPxwdIzTmdSaEV2x0KCifOcoL7bJQDPc34uSYCHR8AiZCxFt8Ng626bWYPabV4Y25s8tqrUQcinJ7TuL5f19zSd5CaOOH9pxu/cv0uwX6XLTDPJwpCxj9evSeBxm0D9dEhPwbM9AvREgqrLgtKXRcDX1RLo9Aj2LROYqUxDqmmSOq9BYHt8IpWrE8qyTIME7+CQ87sM60w5ZUHPwfGJxBg8ILA2dJF33QK+8iozKi0XK8HUI35WVxkofesG8Eu/wL5WshzHIWG0bY797Jzz/vQZbzA7OyQUUVRX4ryx++5c/2Eo9TR81uSIE3nwZFIQb5vrdXBE8pBkwOkpSWoklrAo5lzubNc3416X5z48Yl9LcSHvbPEzQ5EUGZfUKLM5icXl13/azYGDFlqYYgpTUoYmiNFGBzY+WbOOChWe/PdpbzEWCHGGHCkU6HDRh/0xB3B/mlqa0xK9Kq1RFVpkh9GHJwdFScDtG/W1pSgEkZVF8YNIdYKUFtwkF4mrXcttqtaymZnH0i4C+SivM7BUTVHqQldVywtakl8fy/FMCbRUga1LS57ktNZWdRBcsSS/NSKIL8vac6Eq1IyXQrS+MCCorLwpA6/2ko8Tem1Ol4wnuN/l3I8TSm9GgeTHV+pYg55FsHsWcux9T6y4BQtZ2QYJgitGG1un1X4a8bl8sGRflhkt8C0LWKrs8zAkOMwL4OmcZGQUS3xDUctNHB3Y8dgHgPEZDQOYSczCuUqZyrMZLf1dm3MxlGDgrADemfJZeK3BgPJhRPCbFDze9YbUc0gpdeo7XK/9OS3iB3OC3ltNxktEWb2+vkHSoSoiY3IpX3K0OshXV2qPwfmSBO7ZnOcuBaj7Zp3e9CpiUJTs8/6chNhQKXPabtBjtdp0FXilA3z/HLAy7rNlxvW53uLxNaXOgHS5TSMWzgP4vqtLUb6Q5G5XgsknMTNrWTqlcQdzyiyr6txVUHpZ8tzVtVJxgoZIk4Yh7w1BypiUncZKNi6VxMq81M8o/+kmMviMHPyEWhwTXBcFMBoxOHU2o9V6e5PA8/AYuHNbbhQecP8eK1o+fiLFrDLJvCIWkdHkIkse9OsCbK1mbRHWNAK7xULSYep8/4NqsZPkIomIxUU+nFBO1O3Uuvimz4JYx6fMqFSWJDquS+D4z/8ZAv6qmQaJ0dM9Bj2trxFsNhsElL5LUjDoE6ybBoNZtzeZgjROKMtJMmZGWiz4exBRq9lpA2lCgjHokqRpOsHr5hbwh38kwc9nzFakazy/5xGcfuEVAv7hkOdtNAjEHzykN6Lfo+Rn1mGg8Fe/xPXbPySxW1sjKSlzIImAssn56naB/X0eb3ODN4Y0Zx9Hooe1TXpEuu06HamqAt95DfjSq7TMmxJo/Gyfa3x0QnIQxZyzgyPg7Yec69s36T0aTwjg1/oXc/5nQrqmM+5Fx6J3IqhIXpvHjhOuhadStvTOE+DebRLGicRj3LuzssYmA4+PJZ7Ba3D/VSlKk5jZvC43RSHh/LSRAwUK1rEBHw3MMQMArGENrhQs+6y9u8WYY44D6HBgwkeBDAscAiieZzz6k9by8mrPrqG9dxG0F7Uq68tlAlBl3bnqvcstSAkqHQEueVGnjazSdFbHXHMpDTEliLqyPPev8FBU2XLGUV1B1tKAex16TmYJPRE3+xfzt2cFgy0niRgucgLZqjhUUQCTjGRmw6sLOpYFQW9j5Vgti6DuNOAxfNHM3+4Q1L0xZJ7/DYd9eHvCz1savQiHcv/fbVMe0jJJFoqiLqY2SXmuSWXZVwgINZBEWJp4RkDCU4BAPs7oJfBNzmOUciy+3NvSUlKW5gS/Gz5QLJhlqCFWcV8HCovPid0mq/XOI6ll4AKzhlRptsVDkDBT0+0O8OaQY77pciylQuv9PGH/XZEZTWPg4YTa/U0fMMG/t30CXFPjcYIl57YQT83bI2AJKfxXkhx8fZ0A+eGExq7dJuf0OAA2ldrDFOcc0ziuA447NufjLOD+rID38YLrcK9bS9uqttWk/Odgwc9uN9jvCiOtuXxvdT9Xre8IITRY4wIK97IqhKLKINQ2WbMD4Fpfa3AOn8xIoF5dozTpeyfAD845/ztNkgvX4Fruzbk+nsH993jGask32ySYUQ5c9y96GQLZd70P6R38ONtn5OAn1FyXpMAwBFz1CIDbbQKlZcC87odHtHi/cp8g7dZ14PZ14PW3aEHudhgs3GwS5OVZfY5O++rKrwDBfavFn4/a9wrMmSYLX+U5j6eqvKlGMQF9rwOgpOb9+IQg1W/S2vw7vwf80p8hGBxPaBlv+AxgNQ1aol2PGvWzcxKcfp95/W2LlZSbPufNNBjvMJwwRiHLGACch+xvEAFthfEMrQat7Rvrdc76MATu3gHOJ0Db549l8ScKmX3o5BS4dfNibEeSEAB/7mV6OJIUuHeXhOPZPgPNfZ/ByqbO8R0dcz5abcYIeA6/D9Hcz2YE7FplqSsYHNzwGU8RBOLB0eml6bTr9bDMmpCkKfdXFQDcaNAjs73B85bgMdstqVq9EjBmmiQhozHfr+I9AM5/VT342g7XPE5IonZ3OAeWJd4okFitBsGrqmStuvbujEGue7EeASCa5PKjEYMo4hiimB6JTrsmyh9XU6DAl/8+a+/fApzBgPu8XoMKHSZ8BDiHheanPiXpR2mVFbWylFYtzgkKPmzTFIKay9bPvOC5tA/AS89DArbKUqupUhX2Ci1zUwD6OGafqzSNl628ZUlpzSIhACoKqS9g8tg9h1bY04BAsWExkLNlU1ZysCDgtDVgmtGanYOFtqqsNnFB0GTI+CudfpiyX1W++CpF5ZMpcLfN45gCNi0BhG2HwK9rE0QCHNM9ucd/oUsAHWZyHq1OHzqRxBqRxDEUICnxJcZhEvPvacx+nC4JeK+LlOY8INAbRfRCfG7Av98e8/28IAkyNKk0PJeYBo2EwYhq6/GaxCycLfnc+PoGwe1cALbTqongjTawnXMsYUYLNsDPpTkAg2MKMuDnr11c30IhOG9bJH0NE/jmJvfEsYyv53LdC7GY9926mvatNj97MOfzUCtI3jyRRHkGAXNRsq9FSW/BOJK0qhIk3DS5xyqA37LeTYbb9os1+Q0LuH5pP1et5wJbCccXpLXVv2tzji2NUixNoUeiaobGcay7wLUWydrJkl6Fvss9Mo+A1KZUL8y4npVHQVHomTlecP49g0SvYUmszMq1eNW190m2z8jBx9iSRKQnJwAUWpE6bYKg0ZRA+OyUluy1NZKFSos+6BOIBQG/87mX+HtDrK6Vi3WVXf4kWiDylcMjBhEZBmUvoxEt3p02rcyLJbP8mAatzZ02CcSuAMn5nDdDRWEw8edepnSl4TObkqETwLk+8PgxvQumwdcWC1rF2y1awguJYYhi4O136BlQ1LrKc9sAjkxa+j0H6G0z2PXZPuMRjk8Isi2LlvSGB2yvM5PS8Jw3rDgiUH74WIjciis8irieriMZl0SOZNuyVi/X8pqzcwYlR6lUOJ5wvLdu1PNr2zzG2Rm/q6lMd/p0jxaY8YR7pNfnPDb8ujJ01SxT6kiI+70CI1XxuDCU2hIOiZKhkwCVJfswmUp2oZTAvt3iOWYzzlNDPEK9bg3is5Tz3m7y3+1Nvq6CxKbb5n7JMo5vc/3qVKL9HsdajSPP6+J8qx6rsrw47tmMJGz1mIuFFIczOMalkKrdnRdXRv6s/WRbiQIFMuiXJFdVJeUCObQ/geRAU6nrPgtr/XiVdWbzIxhpFIUWzoMFyYWh8V4VZrSQvp+muiwJQK6SBZW4Ws98WS50VYuyugYCQMDsGgSUSwHvo5BSCk8nUB9FlKYECQCR0kD60LR4PEMj2C9LymFC8WA3TD5LbQ0YpZyDnsO5OVrws4YE554sGYvRNGlVPp7zOE8mfC1MgUSIRcukPOZWi0CwKTFoj6cE+kOJ9/B0yfBjEETaOo/jCnhVNK77LCHAbVm0mp8GNamxDQa9rrvs36bHz7srkjFdJUm5JbKYaXQRDOsq59IzSELaEoSsKtxrFaAexzxnlFInX5Y1wahqSgAkXxXxWci8KuA6nixZxKsKfC9LepUsHXAKPK9m4hgiAQOt/op4KGxN4gwSidUQEliNJy8IsgECcEcH9hL2vWXWfaz21TC8uopwlJHApQLAG+bF1MEv2s9VooAg4zWqgHORlyRrmz5/0hwIZrzmKiIzDtn3rs291XU4T3nB62rTJ4laiLfocipjVSGh6VgXvXer/Vz7FMTefUYOPqaWJMwoNJuzmFVWMEA0TQkG/+t/TEttmtKyfXAC/MxX6AnINYKaazvU2s/nBEIv3SNgDkQb1/QvWls/7jYcEdzqOt2Qzw4kjaFKy73vE/jFcZ0ycrEUt3koVWoNyTFvExzbJq26aVoHCVVZc4KA49RFi3h8ApwMgfs3aZXfExmOphHwddos2PXgHdZcAOQBmBDEbm0SmFsmiVenRe+BrhJsV2lY1/qS5vOUxMfzJBC2oGfk9OwiCDVNMFVfymw+hTyMJlOe23Mph3rzgRSt83mhV9mo9o7quImq2nRVh8KRuIGy4E3y8JjejumCWTh8jwTKvQR004x9zAuSokj2iGUKkVRZU6Mqxjee0sp/esZzW5bcEEXKU1USznIhEjGzaK16nlSN85DlgL+C+0yLMQ0lCNZ1g8RhlWCtNtsmeD8byud1EonLnz89496p2uEx53Nrs35gnZ5xDqv4GEdiYC57ST5rn2RjITPWR6jZHovHKR+oGNof19Z1eL8ZRgQUtk4r8lWVgj9Ia8p1OowIRE2NxOCDxC8o4nnILgGUKmvYR824WKMhAAAqq0lEQVQUk+QXv6sptQSl0n2PY/7bsERaKEB6klyUXhkaAVoJAr81F7ADkW3kLBZ1v8vvLFIax1yDAG4iRpuGWPEtjQBuIoA+zpjd57rO8y9TxjS0NILnxxMAAgifisV9zaVlPJLAUUsD9mcMVr5esBBX16GnogRjAMYRz9O2gY5J0L6U+3217r7B9JozWUPX5Bo4Og1CZVlngDoPay/ULOa86SrBb1Xh2TOAvSnHb2l8hhwkjEHYcHmsZca52fb4/SAlaK+ImanRyr1I2IdZLEXcSqb03J+T6Gx4NYFomCR+VTXspciUPIPPnDSvPWcbktloHEkaWfEwnCzfbRGvSENyKWA3K+t0n1Xwc9VmMQmLobH/5wHPtdv8YLVFqpgdU5WsShn7t9Og16Tan7vNOkamqqvgiOxnFNdrnJX177rKzzcs9vNyK8qffpGz92ufkYOPqR0eEeisD+rXfI8gxXOBr3wR+NEbBJO+Q/lQFUewtUEA1+0QGK6v0ZI+GhG0VsU7FOViQPLH2dKUlu+Gz3MoCvDKvToFZ1WQDSX7qOvUi/Z6rNNwfEbAWpYkD1XO+jSnJlLTaguJ6/CBcXBEMNttse5Ap01LtmnWQdaWXY89TZij/9khreBJTMDq2uzToEvrc7dDb8UXv0Cy4zg8/2JJ0NttE1CfnhPIF4XUV5jRY1MFcFfSFNsm2P3hm3STeh5vxkkCvPoyCSEU4MY1avGLkiShkl7pWp3ZqSeeoihiylBArOUKCdgP36A1ouHxM0fHwBe+wH5WLc85x9ubwOtvspheAYLk83OC/7UB59TQOdfLEaU8l4vj9bp19epBX6wnYslfX+PYQiF+tiVeoWVdqTvL+HNjl/N1WVLxouY4BO8v+nwUsa+tFcLQbLA/QVCvQZq9O5amqumR5x8sAP+/KS1DhiWWSJHCkf/Un4AFX4ECF10scAwTvngMSqRYwEbvT6SkqGqKQvlMy/7g18L7tYbFn49yvIF4Hqpg0LIkSO44H704W/U8qJqtU8KzSIE1sfTmZR2EWjVL4+eCjPd2XazLpwHf98XKu+YRgF1v1QGsAM+ZFwTyecm0mRVY3nQJ/D2R/oQZgeOOx7HeBoGjrVGylOaUz6yLZTzM6irAVQzEiXhaB54UeCvqYll9hzELvvS3L3EXXbEg/+CMlmWAf9s6Qbkh5E5Xgb0ZAfwo4jjijB6GMAPmBcH5MmEGJVMTaZTFZ1DLooSo59brWEgMw8AhabnRpBcrEAt20yT4zaSvSUavSykxCFUdhbOAY2paXJuipMdnmnDeokyeN/JsCZI6uLrn8Ni+UccS6CoJS0cMXJZO8gJwvoNMCq8qgCsE0zfq7D6OTlnUKpguSvat2teAEE2RcH1Qy3vT4s99cYVcdX2ZWp3q9vn55zyXI0Q4jphdarPBMVQZnhomSctqxeMo45y4n7LYusvtM3LwMbWjUwK61aaqBLvnZ7QybO8A3oTSF00kEElCoLuq11YUgvTzcwKgyiqaJB9fUZ3LrfIGVATEko1rW+xDURKYHZ9QFpJlUtCqRX37bEo51f4RgWlbAlDDiJmDDINkqQqg7vVIqOYLiVlQaBE+H9FLMOhzzqoHYllSytLtcG4mU5EbiTRmq8l5ajU5TwDBZFGyz6m4s3sdILCB3/8jIAoYaGVazKSzuUawaRjvlsO8dI8a/3OJbTA0xgZsbwHaGdc4L0kCDJOEL0lI/nyPN+KGzzFkGQlKVWugLGk1V474WUWVQHTQg/LKXR6zek3XSAx0nXN5bYcW9MWCc9VsMI6lLLmWusbPLJZcl8ttfY1gPAzrtGrra1zbhs84jLkce9AH1hWOLU3l2Ns1kfqw4OVFnw+jqy2bhsFxeBKsreDdoKlK2/thqiv/SW8RIuxjDwVKaNAwwhA2bGxj5yeSCtVCCyVKhBiiRAEFCmz04L4of/KfwPZx1+z4KMdrWMBGSctnFTDdtq8OMgYECKY1uLH1d5/X0evAUkuMPgOHwBSQ75fArlcDojinTMbWgZ4i+ftFhjFwwHozoql3dWa5uXz9VymldxpSyTkloPYN4JtbBNOHCwFtAuh2xfNZAfVpTI3+8ZKBoz27jjOIc0p/DI3EoDpnmNXe55OAluSmJXnyV+a1a9M6noj8ZZrUVu0bct99OqNnYxTzs7daBO5xzrmpMv5MJI6gIUHXkczVaQR8Y52A9Eabc7rM+V4l4QqzOuPSwJWKviJLDlLOk4KaDCwlW1EsUp/P9yT2JOI8VZmXDhYkNoYGHE6A622um66JzErnnFc1M6pnyYZXW+IBkT6FzBZ0uJR7tcbn3ppLKdckpFyrY5IY3GzL8zUSnIKrA/JtnZb6DyvL+SDX1upnNn2SE09n4HuSsjLyyRJ4OOIe6bt1xfTjJfddlfFq44r9/Wlrn5GDj6kZuugpLzUVBMSGJRbbAoAiN8KFXKTpuwOLDYOA7uiY1uey5Gs72z+Z/q9ufE0FEmHJRUHi4rnAO4/EepPTWruzRVDZahMk/8zXqPWfTCUFXQT86W+RLAAEnMcnHHeVjefubVrMDdmJ7QYzImkareWLQOo3GPQynJwS+N7cJRlJM0qXUDDVq21zvqu+LwUcq0JyglDWwyBZm87Yj16HAP30jJl3LgfG6joJQibyKNuqSZtl0nOxozOQvMh5jrzg71/6PMlQGEnKM5PrmKYALK7vYkFJ1MYGQbmmcX7bTY7JMkmeqkrCikKviOeSrG1tcF3ynNmgBj0SpbyoLX1RXKdYu9BKrlG3I+lp9RpY6zrXNssunvvy3x93UxVcmfqlLGpvQBV0P5tfrOmxDOgR+TQWVPtptBIljnAIA+aFSspLLDHGGH30P/ZzKlDgoAMbLRTIoED7Ey0n+jS3tk0wm4l08UWgJMkJHFMh10VJi/CWfxGEqQpB4tGyzsKkKcBXJVtNVgD+nOcpS4k/iGgh7tniEdYAR2IJXAnKrPr1fkGYlk6vgm+QDHTF+n+/R9BVlPz9cFFLURSxarct6vWTvCYGVTPVOvXncEIJVCoSKlcj6J4ltUxrdV4VEACOBdT7OonDNZ+AW1EIoO936OGo6klU7a3hxWw8VbB3XLDfRnUPzwiiq8rR15r1eukqrdRPZvSQqCrH37YIlouSMRq2kDstqwN6tzyeq2vzGRHlBPmuTlDu6OzHMgN2bED1KWtqWYwRME0CZkUhKO7Y/J6uvhvAVxWv/+iUzyZNyNkrXfZ5p8E5UsBxdm1+5vGkXq8kF3JzSWZd/BhyuQ/TdJXXBQDclP5W0qeOw/EkGSXTts6YllTI808zyPjDtM/IwcfUdneAP/gjWlAz0c0VuRTx2iLgzTKSgPGEaTirGgHXr11d/MlxWBG3soSb5k8O8DiOZDJIaS2eyc19vgCam7wxbUlA8jyQoFSFN6rJhGkzNRV4+R4BeQl6DFY165pGoJmmBKGeK6krV3ehwvSuiyXncjqnV2N9wNfKksTANIHru2Lp1+vUsVFUW45Pz2U8jTq4NYwp9bq5y89PZyJhmZIYrA9IYoqCxwTqwnGdFtNzNlYkPnFS1y84HxH4J6KhrdKL+j5lN1WBuCrr0MkpidTeAdOIrq3xgWm7dFO6Di3kAPuqX7paVbV2dRpGTWgsi+fSNP4UBbX7VQG7VblNUXAOG379+ava5XNf/vvjbq5LIpDn9WtFQbKzOv+VF6vybJSlBPp3frL9++PUEiRIkcK/FCDswMEEk58IOagaIwx+goFSn7UP1Koc9e/VDuUaWs2tvkho5e1dej5ZEkuRiNW68iAABE47DVqaTwOSCFMl2IjlGp6nwMsuM/KY2kd7rnUdnruqHl1KPMKWyHY6FvtQWc4BAtaGBfQyAmBn5T4WpLS0+ya/0zUp89EVgj9HJ9FZbdW8ngeSFUjmztWZOenpjBIdFSQSVYD55SBZ26CnYW1FfVB5zqs5hcyfAgL+ZzHn/bl3JmMq1Dvti2s9juo0rFkJOHIsS2IvshIoRfIF8ZRYigQzK2LIMyln2p+T9HRsguDP99jn6nwVgQH42lVKhyADZimzGlm6kACFxGpTjnWzU5PZvGSMR2MF/+QF04E2zIsEIcgoMftxWpLXBPD9rpnzJT04lQdGESI5jLgv3ZW+/XEhBVX7jBx8TG1NQOX3fiCMvSDg/qWfp5b/icr8/OMZL6B2h1WSf+ZrtbzkqqYoH39axquaqhK4HxyS/WY58NrrBGJFIfmuu9San5zROlvFAdg2yYGqEmhXfX6RrKMCstubjDuogF1RENhtrEsmnYTVhgH+resE1LlkWbAt/gA8xoN3JHuSyX48fUbwuBS9aKcN5MM6EFfXSAbSjITBcYBXXuJ5j47rao+6xnE3mwT840kNzA2xrGsa8/9rOlOk5imPfW2b3oooejcB3NwgeYwTEqlmgzUNdKMmF75HUnQV2PVceg9WZTVFwTHrOuckjkloXIfzkiQ8bpXJR1Fqj8unqRkGPSVHx/Vry4Bzuno9VIQzjmuvh/kZFv2sfdY+VKsssZeLLrkGQdtlcgDIff4FCMLSmbLxyZRBspNECIIGwCDpOItYdMz6CMSgLNnnhkmZSlbWAcTVvdA3SSDGYZ2hyVBJaiwNeDoFFmUtTQQo/+k4wPdOCUqzgvUV2hbJQeUluNyXk4AW4tV7saMBp4XIjF4AlKvWNlk0rGotkyTC1us5zgomCLH1Ou5hGNX9iSXe4DKgtXVKmS7nzFcUkrO9GT0mbYkxaJqcqzgHdkXClYjsacvnuDo2v9N3L2rpDxf0ZCgKE2pseO8Onp9KNqXK+/F8HiWeoapLUBGiSXCR4K3O2UzkSwr4b8d6d8G0D9oqz0pVnK8s6RlZ8168doX8q6ofrQL6p7l9Rg4+phaGBNI//y3KR1SVlX+DiEW1LIsAsJIS2Rbg+bRqF8Uno48uSyl8pV5tIXYc5vgfT9jPn/9TeF6+vChZaXhtwMwyUUyJTRjR81FZkq/ygLyoGQa/G4Z18asKpKpqfcyiqK3drSaz1qwCwNkM+P4PCLYtIQxdmfNum/8aQhqWYjnv91ipt/LKpGkNkp8+47+Ow88mCTMn3bpZa/GrQnG2ze/uH/KziniMtjZrqVh1o3nRHDhyrpfv8wb3+AmtNKrKWglf/NzV4N222Z+T03r/lCWws0mPzXzO9LI3r9eymzynVGvQ43zY9k/eC/BRm+9zzqt2++aL+/pJEOg/rs2ECR0GUqQXZEUhQnTwmYvls1bXGbncKm33R2mVlj9UaYHWV545CggMJ2LV/jCtAqFVKtZK4nE5I5SiUE7TtiRdpUKAryr8fOXBKIVYNExg3WffPjdggGmY1xIdBbXspmphyr7szaXAms5zxhlJVdMkiP//t3emsZGkdxl//tXVp9setz2eGc/O7M4uu7BsuCIloHAjECQRBCRYAgJBPhAhPkBEwn0FAl8Q4pAAiUuAuMV9BJagAOEW4RJXQu7sbnZmdg7fdt/98uF536lyuXqmfbS7bT+/Ucvj6rer36p6XfV/3vd/lOMkWDYU5Eob8YWIrlqb7eReXol5bpq9ZDX8ymxiqJ6v0Xht95Nn9PWtnOsAGrHl2K8epLJXlQrcz0xMMfUxDX6g1WPA80qLAcZrLZ6fajEJqAYS477vA6iLkXfz9duubwHXCrtFZMjSFAroZStyX83cywfB+vefXWvzszs9iqjYuzJVCsPF6ijc3uE1Shv5Gz5T1Pkhds3lWcZNpAVJb8A+L0zZhNt+mVKz4OSxuuaNrTIN/kAIuG17f+/FBW+gbdHA/tCzHPeNxnj9pLe26DbT6yeuFxeW9oqEyAfMzp/bHSQNcIVjdY2GZlTg8WRrAuwXs+GCwjnOjK+s+aAlYx9C1pqidyN6zwe5qrG4wJtoq83PNRrAxjZwLbUyMzvLGAkHXpdmkzP3Tz4BfMwTnOW3iOfhzl26NcGxTaVKMRMKpwG+GNkLPB+XLjJLUblEN56Zmjdm3fCZ+ZBSNAjElzzpY01u0CXpsWu7z49zSVszCpCZWlLArFpNhJNzdEtK++MX/KwMLL9K8bSRHp/TKmKmHYNhGct4AR9BBx0UEKGHHiqoSBwIADQSi4W9aU+bveFFpkZhtuSzEaUsaufdVcJM/H7oeSM0pPYE6Mv9/AaDVvMyMJUKe2fTiwW6gzR7iaFeSwVfz5c4Q+7AGfKSv9/GlnxHt09RUIkZM7HdSwrEOZekIw3fXSvS+F/2gashJWwI/g7Bya0+jfjHG0ml4IIltTOyxxHcVcKqRjZQt9XjDH5kdNv5yGaSsKHd83EM4PfGEVcf5iv08d/xrlLtPoXCnONnet51LJyvZm93DQWAfY0jGthLqXv3bImC4+IMqydHPr5gq8MKxNnVq3qJQqvq24RYiAEoxHoDGvXnDjFB1B9wRSMrVO+tnFXzbbPzFa6uPLfpU66C4+JjF3e7FJ1E9Lg9Irq94YEwhQL947e3aWS2Wpxtnqsn7il37rJtqOZ7lLRanNmuVWmkBv/76z0aonuOpZt/LPUZGuEh406tSsN1HIKm1wPe8z6uVoQ6BAsNCpzli75olw/6ffghip+VVc6WO1CAXXuYRvP2Dg3Lns+u87JPZNrSfo+rO6WYM/2VCsVcFNHIX/eBruH4rt/g8Yc4AICBx70+MFtNUpa22tz3nbsUI8sXh/vyFwoUaTdvUexEBd4oH3+M7jLZgl+3fAarQkShNH+OYiDPlSbEvmSJCj4YWpwZqqjiGh7FFrbupTKtoTaWVKbi5BHy0gfDsRDRyAm++welXqILyos7SUXnng+yHbj9u4Bsd/bmiC8WaGhvd5hCdlQib3DnrVxcmOHMeZjl7vvsPxdTE2Gb3v0kFCdrepeabp/vNSo5xer8asqj8+xvZ0CjcsYHZ8eF3fEIhWj0GhlxRGP55jaFSeRXKGrFZDZ8pkRf/60ur8OG43Wpe3/+/oDuTOdKPJeLNRre895NOBQ1C1mLAqGK9Z5zHO0VgPUSMNOhj/6FKgVIswt8whJXdLL7qcXsz3qb48jAzzQqXCkowwuQQb44HIWBy08VHPlzMnD5FcmjCHhqkf2+vZOIq7kTvmoASBwcGbN1GpTpLDfBlaRU8tl35nwFxg9z9jsYfiF16eoqDeCjdjEKqxph5jXM1m/4YN+sS8ZsnXEFWYMzzESP24XDOQbpXr8BLC35GY42/c8vL/M8P3qNxxBiHJ593rtyeYW/tkFB9PKXss+tFlCa5XmPY2Bph8cfRTzeMDtfq9JQX9+kGLrXJ9Cl6e7qbnEQipsBvMaXL1GMrK1TbDxyde+qwWDA91dW+P/ZWX6u5f3mFxv5lYDvCbwyP/fiLf5cHBKzUq0At/t7t/d6u1cTxIPpoYcVrGAD6wCAOZzDIhbHkgZ0XMSIMY/5SXdDTCm1IrOqbLRp5C6UacgdJvtLZPTxj4zxB9Xi7vShc/ucXe0OhhtpnX2uQtyPUoHnYrPDmfVyiTPaaYO400/6UixwJn2r6+spRMBCbbehP3AMTA6BuuUYWNsGPrDqXWTK3MfiIWpQzFd8Os8OjdrFyu5aAKGvDS+oVpq73WgKEfsVqnyHitCBqnd1ygbXlmM+i7J0fVaoNMGta6fL87tQZbrSYZW5g3CdLbFfc6WkJsa9NvCZ+Q543uJo98rZwFGM3PaZD+fL7GdegHIU8b2FIemBTyoSB0fE3Cyz9mxv0xgcDOiPv9DYbWQHv/+swRgCpkKw7VHSamcyAnmCC1HW2K/Xmb1neycxRJsturAch293mO2vVJJzUS7T5afpfTaDyp+ZoRAoxL7atPe/7KVWZrJpYgHvbjOzd3utxmNu7jCDEMAMR9UKr3FIkxqolHf75AaxEeoN3LlLYVOtcixUKkndgJoXMts7TPFar/PmXCj47FGpcXBnZXcl4PA9d+8mqU+zVKtsE4qcARwLYcWn26Vw3NriasLCPIWKUoDuZoCBd8npogaqqg1soIUmruCqZt/FqSH4oB8lZj7ve5X+4r1BEki8X+FRiRmEm6U32J156CgIKwLDqBVphAcKEQ38yDgjfqfJGfFy7N2FenTriYyuOR9eZ5Yj+BWMrQ63bXcpqB50bnoDxgJsdHzBMR+MmzXoh9Ef0AsgSwj+7eXEmvSHnOdKzO9e93UqDElwcTbdKODTvZby38sjFNS7Nsd+pQOZBz6o/DDZgEJ8ykc22ee7TY7VYgG4Uuc12e4yhe5BBchJQ+LgiIhj4OGrnBHe8Mbq5Uu74w8AH2hb3F3cDEgCjsZR0bVWpQFYzSjbvk/XubrG/8/5mfWQY399g68oyj+WcdHt8o8yZH26l3O/QPG1uJBsm5ulz3+t4lOfbjBd5/JFnz60t7/vNuNs/9o6r5GZj6uoc1/Z+IhKxZ/f7cTYbzZ5Xu922b5U4orDe9/v4xw6LLgWjmFnhys14bs2Nni9HvaB3s6xGnQ2RiAIyl4vf9yYMUh7c5NizznGMczNUkQ997yvu1Dh7y/cAJa643FtexA99LCGNexgG0UUMY8GqpiOqZhtbKONNupI/gBqqGELm2iiiRnkqEwhxC5qxcNXha0V6YYT3FsAGuCVwvFXnJ0p0lDc9gXAHDgbXos5gz9T4irCdpcxCxfmEhemEIw7MM6CA9zXjo8B2O7e3+WqN6DbU6hBMHD032/16cs/CmGSLUun7+sUDPae5/J9zvOlGR77apv9WawmYumoOF9NsjqF6tg7PVbUPuz31EsUZTe3fXYnH8wehNZ2h6tqp22FYBgSB0dIHNOwepBxtbRIQ6xW5Wf6fZ+m8cLRrxoAnFle32C8Q7nki4PtcKb91h3OfoeiWhubTL8ZxzTCh7msjJM4BuCDbe/4FKOFgg8KLvP8pds++giz+oR0q/OP0gBut/cGVY9CqURhcXeFrkVRRMHSbjOjURozxgasrtEtLFQ7HgySKtihkF29Dty87ZdfHQVXr08h0pj3LkoRBcX2Nq9ZCFIvlfcKSudnTO4XqBtFzFyUrjcBsL/OJWInioC5mMd8bm5vEbhx0kUXz+E5DDBAGWW00MJzeBbLuIw5HCLa/YhooYU451ZZQCxxIMQxEjL2rLY4swv4nPuVozVCR6EQcUVkpUWjEaALzXzKbWqYob7W5udWWr7YXMz9hUNo9u4vDja929CMn3kP2ZZWWzRoR8naUyyw7ZoPxI2MwqA7oNtPqJI86nk2Y5zCfuI+9ku1SAP+zg5XWkoF4KGcdKmH2f/5Gs9BdlWjWKBokzgQY2N2FngIzK3fatG4W76414A7KsplFmm7dYcz0iHGYX0jcYEBaBBubXOmeVx9GYVq1ReT6zJYd3WVosUAPPHU3hWMeh145ErivmPmC60NaOgehFArYGWF4q3kz2F29QWgYZ0WUt0uXYfWb9OgX12l4NhY5zmuVSlmBi+wfbtNIVFP3eDKZV6LsM/FBgXlTI1Cybnk/YOsNm1u7XURM+Or0zlecbCKVTi4e0Z2jBhFlHALL6KOyadUKqGE/r2M1gl99HelBhVCjJ+CTy151O5PByEEAV/YR192usxotNOjT/5aC9gwZjwKd5kHFd8KhnGgP6DhutLkjPpMEffcldJZmLJcqFEEBJFSiZl9J8yWT8t5TlOJgStjnDMqWG5WX/QHQO0MpcyWOJgQs7NJjYNglI2TSoXGbfi+ra2k+FiakhcIkxQHUcQCabd8sbVGA7hUpoDKSwlqxkDlW7cpbGA0xq8+dPAYiZAmdP6cz4O9jxWdKGKMQK3CvsRFiopWizET5RJXE2brFC83bzFr0ks/PtlHr58UeAN80LJP7RqyEB1mZacY+wxbmYeQc+NxbbsfG9hAJVO9N0IEB4c22sfbmRxmMAMDKw2XfLXfDjqIEE2FeBFCnAyco9vKcp2Vozs+wHoAZuK5UPNpWh8w51CMmDq1CM7239iiL/5Kk6ljZ8vMKLTS5IrCcj1/xt+MM+ENX7/huFdf9ktIW9p3dCWr3Ef4HJRqTDewZi+Jr+gNeH7PnfD0pPtB4mDCHEfxs7zvG/a9fZ9abdIUi3TX6fmYgQfluC8U6F9/YSkxcI/ipnEQ4TYY0LDvZlKJDvqMm7AocecJwcelODnWUB0668I0N0eREGIMDjN2GvPMCFWMk/202rtrOBwXMQoYYJAb2DsNwb4xYlzBVdzAdWyBDq9llHEVV09UtiIhxGTp9PlcmCsnLkS3d5IibU8u0G3qQcG157w7UNkHzzowE1Krz8rU/QFdjx6a5c/N9v3dfcz2Vn6eNppdBgwHEdN3FFHDhM9BMe+6dnOb5y2kq32ofrgiayeNM3SoIk2l4nNZdxMXEuf4+0FdccbBfgtfHfesdx5mzEzUbNJ1q9NOCss5XxFyaZFCplzmCscL15mxCGCb4DqVrZ5tdjQuPzMzjHG5fRuAJYHJly8df7aiBhZwEzcwm4ovaKOFsv83DVRQwTU8ii5YIKKIImzqH6dCiGnCDPes8Nky8ESJKVM7fRr0jzdGu/9Wi4wLuL5F//takcbykk+DGgKle36yb32fNSCmDee40hKK9QU2fZDwYQr15VEsAFfneF2cr6tx1rL4SRycUQoFzsxfv8EZY/MG4sUL+X71YnTimC5DxZgz9BeWGF/SbtGw32kxRmIuFTtx+bKvI1FL0shubXOl4fLyeK5JY5596HQoQI57xSAwhzm00MI61sAnp0MJJSzj8mQ6NASD3XMrEkLcH+e8cYUkt/9Zp1Sgsd7q0SUmMs7+d3wV4/0YoHNl7qvTZ/Bsf8CMRYGQsGIATMH66+Fo9RgkXMncfqs+O9JRi4PAg2I/TjMSB2eYapXFxFot3kjK5f3P1J8EBoPEFee4VhYuXmDRsravMbG06Kshn09qGqTpdJhp6c4KMDuTrBZ0u1xVePTaePoe3JomicFwERfRQAMddFBAARVUNDMvxAml0+esdscXYYx8Hvn9VkQ+TfR8pd2LMzw3mx1vvDvGBRzEwC3FDBhudr3/PSgSugMGIxd8VePLpzShmiE/Has4PKfQFBT7IYr25u4/LTjHlJ137/rsA47BzecXx79EGMesl9Bs0sAvlei2Y8b3bryY+Hn2+nQ56g92xwAAXGlod7ifrKA4bZT8PyHEycU5+oYDSTrIgaNBXCqMVqDrNDFwjCtYa/GeHxmwUKH/eq+fnJODPpOWqsDzPWY/misC13cYsNwo0+XmXJni4yRTjhm43R/sLg7X7LH2gTh6ztifqThLrK8zg1GoVeAcsLKaFBsbN2b5wmt2lkJhZ4cPh1qVv9+4yUrFefT74+2rEEIcBU3vApI2SCOjH/daC7h0yic5sry4zVWCeonPhIFjRqErs0cTB1AsMG5hp8vKy1dmk++pFceT0ee4iYxuVy9s+WKx5t2MChQ/4uiROBCnkiAEZmrJTLwZhcLqKv3tJxm8XCzuTRdbn/H1BzKzPCFYWAghpp2By898E3uD7izR7QMbnb1CqRoDd5p7C20dlMi4r6Pa3zRSLzET02abaUVrMYvAKZZlPEgciFOJc4wzyBrV5gucDAbTkdkoTb0OVNYZiFwps4+tNoXMpIKFhRBiPxQjCoQsnT6weMZcQPrDhJLPJiT2R6kALJ5SN+hp46QHsQuRSxSxqnE3cwMeDPyy5JQJA4B9vnIZWDrPh2tUYGrRC0uT7pkQQoxGOWZRrY1OEoS706Wv+FkLSI69hZUNmu0MOPMtxLSi4SlOLecXmDEIoBtPr8cUocsXj7/43KgUClwpaMxPuidCCHEwLtToD363RXEwV2aAbDyl991xEUcMPr7TTLIHtftcRVmeonpCQmSROLgPNuVRPNPePyGOkuMc7/rbEpNG412I8aDx/mDOmI4XQgghhBBCDEMrBzk4VdUQQgghhBBnEK0cCCGEEEIIIQBIHAghhBBCCCE8EgdCCCGEEEIIABIHQgghhBBCCI/EgRBCCCGEEAKAxIEQQgghhBDCI3EghBBCCCGEACBxIIQQQgghhPBIHAghhBBCCCEASBwIIYQQQgghPBIHQgghhBBCCAASB0IIIYQQQgiPOecm3YeRMbPbAJ6ddD/OIOcB3Jl0J8TUoXEhhqGxIfLQuBB5aFxMhkecc0t5b5wocSAmg5n9q3PuZZPuh5guNC7EMDQ2RB4aFyIPjYvpQ25FQgghhBBCCAASB0IIIYQQQgiPxIEYhZ+bdAfEVKJxIYahsSHy0LgQeWhcTBmKORBCCCGEEEIA0MqBEEIIIYQQwiNxIIQQQgghhAAgcXDmMLOnzeyPzewFM9sys38zs6/Mafd6M3ufmbV8m8/NafOQmf2BmW2a2R0z+ykzqx3PkYijxsweN7OfNbP/MrO+mb0jp42Z2XeZ2fNm1jSzvzWzT8pp95SZ/aWZ7ZjZdTN7i5kVjuM4xGTQNRcAYGavNbPfN7MbZubM7HVD2o30/BjlWSSmGzObM7MfMLN3mtm6md301/6jc9qeM7NfMrNV3/bXzWwxp90Xm9l/+3HxLjN77fEczdlA4uDs8UYAWwC+GcBrAPw1gN8ws28MDbxY+BkAvwLgVQD+F8BbzezjUm2KAN4G4BEAXwHgDQCehgKLTjIvAfBqAO8B8N4hbb4DwPcC+GEAXwSOpbeb2aXQwMwaAN4OwAH4YgBvAfAmAD8wtp6LiaJrLlJ8GYBrAN46rMGoz49RnkXiRPAwgNeD1/zLAHw9gGUA/2xmVzNtfxvAZwP4OgCvA/ByAH+YbmBmnw7g90D75VUA/hTAb5rZ54/rAM4czjm9ztALwPmcbb8B4EOp398D4BdTv0cA/hvAr6W2fSWAPoBHU9u+HMAAwBOTPk69DjQ2otT/fxfAOzLvVwCsA/i+1LYZALcB/FBq23cCWAUwl9r2bQB20tv0Oj0vXXO9Utc98j/roFh8XU6bkZ4fozyL9Jr+l39OVDPbFsDJpTentr3Cj5nPTG37ZL/t81Lb3gbgrzL7+zMAfz/pYz0tL60cnDGcc3klyv8DwGUAMLPHAHw0qN7DZwYAfgdU6IFXAfgX59yHUtv+EEAHwCuPttfiOPDX+X58KoA57B4b2wD+BHvHxtuccxupbb8FoArgs46mt2LK0DUXAEa6jwAjPD/28SwSU45zbts518xsWwHwLLzt4XkVgBedc3+bavdOAB/y78HMygA+B6lx4fktAK8ws3NHfwRnD4kDAVCtBzeSJ/3P/8u0eTeABTNbSrXb1cY51wHwgdQ+xOniSXC2732Z7e/G7mueNzaeA2eRNTZOJ7rmYj+M8vwY9VkkTiD++j2O3S6se8aFJ/2M+SgAxZx27wZt2j1xDGL/SByccXxw15cA+FG/qeF/rmWarmbeb+S0Ce0aOdvFyacBYMs5189sXwVQM7NSqt1azuc1Nk4vuuZiP4wyXkZ9FomTyY+CbkW/nNqmcTElxJPugJgcZnYNjDf4I+fcL0+2N0IIIaYN76ax/KB2zrm8GV9xSjnMuDCzbwDw1QC+1Dl3dwzdE4dE4uCMYmYLAJ4Bff6+KvVWUN/nsFuZNzLvr/o2WRoA/vPIOiqmiVUAdTMrZFYPGgB2vFtAaDdsbKzmbBcnH13z08vTAH5+hHa2j32O8vwY9VkkJsOBxoWZvQbATwL4dufcH2TargLIcxdL30fS4yLbJv2+OARyKzqD+FzSbwVQAvCFzrmd1NtB5Wf9hJ8EsOKcu51qt6uNdyt5DPk+g+Lk838ACqCfaJqsn2je2LgKoAaNjdOKrvkpxTn3C845e9Brn7sd5fkx6rNITICDjAsz+zQwcPhnnHM/krPbPePCk37GfABAN6fdk2C2q2FpuMU+kDg4Y5hZDGZ7eALAK51zt9LvO+c+CP5xPZ36TOR/fybV9BkALzezR1LbXgOgDODPx9N7MWH+EcAGdo+NGljvIDs2vsDMZlPbXgugCeBvjqGf4vjRNRf74YHPj308i8QJwMxeAma2+3MA3zSk2TMALvk6BuFzLwNF4zMA4Jxrg/UNns589rUA/sk5t37EXT+TmGN+WHFGMLOfA4uRvAHAOzNv/4dzru0Lz/wagDcD+AcAXwv+4b3cOfc/fj9FMAVqGyyKdQ7AjwN4u3Puq4/jWMTR4g39V/tf3wSmLX2z//3PnHM7Zvad4PX+VnAm540APgXAS5xzL/r9NAC8C8D/gMXSHgPwYwB+wjn3Pcd0OOIY0TUXATN7CsBTYF2UXwXw0wDeAeC2c+5vfJuRnh+jPIvE9GNmFwD8G1iv4GsAtFJvbzjn3pVq+zZw8vJbwJWAHwZwyzn3Gak2nw6OqZ8CU+C+2rd/pXPuL8Z5LGeGSRda0Ot4XwA+DP6B5r2updq9HsD7wZv3vwP43Jx9XQH/MLcA3AUfArVJH6NeBx4b1x40NkD/0e8G8BFwVvjvALw0Z19PAfgr3+YGgB8EUJj0Meo11vGja64XAHz/kHvIOzLtRnp+jPIs0mu6X2DF42HPluy4mAfwS2CcyQaYNCWveOuXgJMRbXCi6ismfZyn6aWVAyGEEEIIIQQAxRwIIYQQQgghPBIHQgghhBBCCAASB0IIIYQQQgiPxIEQQgghhBACgMSBEEIIIYQQwiNxIIQQQgghhAAgcSCEEEIIIYTwSBwIIYQQQgghAAD/D4OZQiXd9NGLAAAAAElFTkSuQmCC\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "#%% just to make sure the gaussian model actually captures something, show the scatter and cluster assignment\n",
+ "plt.rcParams['figure.figsize'] = (13, 10)\n",
+ "plt.rcParams['font.size'] = 15\n",
+ "\n",
+ "plt.figure(); draw_court(outer_lines=True); plt.ylim(-60,440); plt.xlim(270,-270); plt.title('cluser assignment')\n",
+ "plt.scatter(x=data['loc_x'],y=data['loc_y'],c=data['shotLocationCluster'],s=40,cmap='hsv',alpha=0.1)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "_cell_guid": "a2a4b01e-7422-4947-bdfa-bd8e62466bf8",
+ "_uuid": "cadc86606ffa752f323ea0db206789ec093c39f0"
+ },
+ "source": [
+ "It doesn't seem perfect, but definatly captures some interesting things about the data\n",
+ "for example, we can see that the large and very far away cluster is capturing all of the very distant shots"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "_cell_guid": "c7cd196b-baee-4f11-811f-1d33f72332bf",
+ "_uuid": "c8878a923cb68b18c5640bfe5e04def8e38046f9"
+ },
+ "source": [
+ "## Plot the Shot Accuracy of each Gaussian Cluster \n",
+ "Each blue number here will represent the accuracy of the shots taken from this cluster so we can get a feel for what are easy and what are difficult shots"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2021-05-25T07:00:56.825926Z",
+ "start_time": "2021-05-25T07:00:56.629886Z"
+ },
+ "_cell_guid": "df7888f6-aef1-4ec0-8d64-6a8c6e777e48",
+ "_uuid": "55abf141eabf55bb942d63a4c9c18a2d2bbd3597"
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Text(0.5, 1.0, 'shot accuracy')"
+ ]
+ },
+ "execution_count": 10,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "#%% for each cluster, calculate it's individual accuracy and plot it\n",
+ "plt.rcParams['figure.figsize'] = (13, 10)\n",
+ "plt.rcParams['font.size'] = 15\n",
+ "\n",
+ "variableCategories = data['shotLocationCluster'].value_counts().index.tolist()\n",
+ "\n",
+ "clusterAccuracy = {}\n",
+ "for category in variableCategories:\n",
+ " shotsAttempted = np.array(data['shotLocationCluster'] == category).sum()\n",
+ " shotsMade = np.array(data.loc[data['shotLocationCluster'] == category,'shot_made_flag'] == 1).sum()\n",
+ " clusterAccuracy[category] = float(shotsMade)/shotsAttempted\n",
+ "\n",
+ "ellipseTextMessages = [str(100*clusterAccuracy[x])[:4]+'%' for x in range(numGaussians)]\n",
+ "Draw2DGaussians(gaussianMixtureModel, ellipseColors, ellipseTextMessages)\n",
+ "draw_court(outer_lines=True); plt.ylim(-60,440); plt.xlim(270,-270); plt.title('shot accuracy')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "_cell_guid": "2aae028f-9491-4893-b5ab-035c8429b4b1",
+ "_uuid": "a20c55c5c52fe4a7f0edca0e22f1dde1dc7e480d"
+ },
+ "source": [
+ "### We can clearly see the dependence between distance and accuracy\n",
+ "Another interesting fact is that Kobe not only makes more attempts from the right side (from his point of view), but also he's better at making those attempts"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "_cell_guid": "a3de5946-c687-4d60-ad25-8063f0408e99",
+ "_uuid": "568d63e99afd7e026f2f999847911291963e0e6a"
+ },
+ "source": [
+ "## Now let's Plot a 2D Spatio-Temporal plot of Kobe's career\n",
+ "\n",
+ "* on **x-axis** there will be **time** since start of game\n",
+ "* on **y-axis** there will be the **cluster index** Kobe made the shot (sorted by the cluster accuracy)\n",
+ "* the **intensity** will be the **number of attempts** by Kobe from that particular cluster at that particular time\n",
+ "* red verticle lines are the end of each period"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2021-05-25T07:00:57.738927Z",
+ "start_time": "2021-05-25T07:00:57.210931Z"
+ },
+ "_cell_guid": "1542afda-c70f-4b52-9583-e14b66ced18e",
+ "_uuid": "c1557dd46863d66bacf5190b28f49e7d6309063f"
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Text(0, 0.5, 'cluster (sorted by accuracy)')"
+ ]
+ },
+ "execution_count": 11,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "#%% plot a 2-d spatio-temporal histogram of kobe's games during his entire carrer\n",
+ "plt.rcParams['figure.figsize'] = (18, 10)\n",
+ "plt.rcParams['font.size'] = 18\n",
+ "\n",
+ "# sort the clusters according to their accuracy\n",
+ "sortedClustersByAccuracyTuple = sorted(clusterAccuracy.items(), key=operator.itemgetter(1),reverse=True)\n",
+ "sortedClustersByAccuracy = [x[0] for x in sortedClustersByAccuracyTuple]\n",
+ "\n",
+ "binSizeInSeconds = 12\n",
+ "timeInUnitsOfBins = ((data['secondsFromGameStart']+0.0001)/binSizeInSeconds).astype(int)\n",
+ "locationInUintsOfClusters = np.array([sortedClustersByAccuracy.index(data.loc[x,'shotLocationCluster']) for x in range(data.shape[0])])\n",
+ "\n",
+ "# build a spatio-temporal histogram of Kobe's games\n",
+ "shotAttempts = np.zeros((gaussianMixtureModel.n_components,1+max(timeInUnitsOfBins)))\n",
+ "for shot in range(data.shape[0]):\n",
+ " shotAttempts[locationInUintsOfClusters[shot],timeInUnitsOfBins[shot]] += 1\n",
+ "\n",
+ "# make the y-axis have larger area so it will be more visible \n",
+ "shotAttempts = np.kron(shotAttempts,np.ones((5,1)))\n",
+ "# the locations of the period ends\n",
+ "vlinesList = 0.5001+np.array([0,12*60,2*12*60,3*12*60,4*12*60,4*12*60+5*60]).astype(int)/binSizeInSeconds\n",
+ "\n",
+ "plt.figure(figsize=(13,8))\n",
+ "plt.imshow(shotAttempts, cmap='copper',interpolation=\"nearest\"); plt.xlim(0,float(4*12*60+6*60)/binSizeInSeconds);\n",
+ "plt.vlines(x=vlinesList, ymin=-0.5,ymax=shotAttempts.shape[0]-0.5, colors='r');\n",
+ "plt.xlabel('time from start of game [sec]'); plt.ylabel('cluster (sorted by accuracy)')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "_cell_guid": "5b10fe8e-8b5f-49de-83b2-d33de33afab2",
+ "_uuid": "8aba5dc32adbc1c8a9762b5b4295f610a7223c54"
+ },
+ "source": [
+ "The clusters are sorted in descending order of accuracy. under the basek high accuracy shots are at the top, and low accuracy shots from half court are at the bottom\n",
+ "### We can now see that the \"last second shots\" in the 1st, 2nd and 3rd periods were indeed \"hopeless shots\" from very far away\n",
+ "It's interesting to note, however, that in the 4th period, the last second shot don't belong to the \"hopeless\" cluster, but rather to the regular 3-pointer clusters (which are still much more difficult, but not hopeless)\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "_cell_guid": "5be9f296-8841-430b-b0b4-65396dec71c9",
+ "_uuid": "4e4fe7b5579b9f3d301033053a9ccacc4cca7219"
+ },
+ "source": [
+ "## For later analysis, we'll want to assess shot difficulty based on shot properties\n",
+ "(such as shot type and shot distance)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2021-05-25T07:00:58.155263Z",
+ "start_time": "2021-05-25T07:00:57.870930Z"
+ },
+ "_cell_guid": "edcf54c6-fdd1-4832-8bbf-12ebf423fd60",
+ "_uuid": "31dab0453cb0007eb9b986a591ca0a9cf99b34ef"
+ },
+ "outputs": [],
+ "source": [
+ "#%% create a new table for shot difficulty model\n",
+ "def FactorizeCategoricalVariable(inputDB,categoricalVarName):\n",
+ " opponentCategories = inputDB[categoricalVarName].value_counts().index.tolist()\n",
+ " \n",
+ " outputDB = pd.DataFrame()\n",
+ " for category in opponentCategories:\n",
+ " featureName = categoricalVarName + ': ' + str(category)\n",
+ " outputDB[featureName] = (inputDB[categoricalVarName] == category).astype(int)\n",
+ "\n",
+ " return outputDB\n",
+ "\n",
+ "featuresDB = pd.DataFrame()\n",
+ "featuresDB['homeGame'] = data['matchup'].apply(lambda x: 1 if (x.find('@') < 0) else 0)\n",
+ "featuresDB = pd.concat([featuresDB,FactorizeCategoricalVariable(data,'opponent')],axis=1)\n",
+ "featuresDB = pd.concat([featuresDB,FactorizeCategoricalVariable(data,'action_type')],axis=1)\n",
+ "featuresDB = pd.concat([featuresDB,FactorizeCategoricalVariable(data,'shot_type')],axis=1)\n",
+ "featuresDB = pd.concat([featuresDB,FactorizeCategoricalVariable(data,'combined_shot_type')],axis=1)\n",
+ "featuresDB = pd.concat([featuresDB,FactorizeCategoricalVariable(data,'shot_zone_basic')],axis=1)\n",
+ "featuresDB = pd.concat([featuresDB,FactorizeCategoricalVariable(data,'shot_zone_area')],axis=1)\n",
+ "featuresDB = pd.concat([featuresDB,FactorizeCategoricalVariable(data,'shot_zone_range')],axis=1)\n",
+ "featuresDB = pd.concat([featuresDB,FactorizeCategoricalVariable(data,'shotLocationCluster')],axis=1)\n",
+ "\n",
+ "featuresDB['playoffGame'] = data['playoffs']\n",
+ "featuresDB['locX'] = data['loc_x']\n",
+ "featuresDB['locY'] = data['loc_y']\n",
+ "featuresDB['distanceFromBasket'] = data['shot_distance']\n",
+ "featuresDB['secondsFromPeriodEnd'] = data['secondsFromPeriodEnd']\n",
+ "\n",
+ "featuresDB['dayOfWeek_cycX'] = np.sin(2*np.pi*(data['dayOfWeek']/7))\n",
+ "featuresDB['dayOfWeek_cycY'] = np.cos(2*np.pi*(data['dayOfWeek']/7))\n",
+ "featuresDB['timeOfYear_cycX'] = np.sin(2*np.pi*(data['dayOfYear']/365))\n",
+ "featuresDB['timeOfYear_cycY'] = np.cos(2*np.pi*(data['dayOfYear']/365))\n",
+ "\n",
+ "labelsDB = data['shot_made_flag']"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "_cell_guid": "b802bec4-fe80-41cb-a9bb-b17706dedd93",
+ "_uuid": "dce5e83aaff5297fedcfbfd4c73cb2d465de5141"
+ },
+ "source": [
+ "## Build a model based on featuresDB table, and make sure it doesn't overfit \n",
+ "(i.e. the training error and the test error are the same)\n",
+ "#### Use an ExtraTreesClassifier for that"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2021-05-25T07:01:13.243636Z",
+ "start_time": "2021-05-25T07:00:58.513704Z"
+ },
+ "_cell_guid": "6fdd66b0-254d-4706-b336-891173ece13a",
+ "_uuid": "31f4c37291cccc898e9c72b7d9c0f92d4c39e729"
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "-----------------------------------------------------\n",
+ "total (train,valid) Accuracy = (0.67943,0.67856). took 0.25 minutes\n",
+ "total (train,valid) Log Loss = (0.60810,0.61076). took 0.25 minutes\n",
+ "-----------------------------------------------------\n"
+ ]
+ }
+ ],
+ "source": [
+ "#%% build a simple model and make sure it doesnt overfit\n",
+ "randomSeed = 1\n",
+ "numFolds = 4\n",
+ "\n",
+ "stratifiedCV = model_selection.StratifiedKFold(n_splits=numFolds, shuffle=True, random_state=randomSeed)\n",
+ "\n",
+ "mainLearner = ensemble.ExtraTreesClassifier(n_estimators=500, max_depth=5, \n",
+ " min_samples_leaf=120, max_features=120, \n",
+ " criterion='entropy', bootstrap=False, \n",
+ " n_jobs=-1, random_state=randomSeed)\n",
+ "\n",
+ "startTime = time.time()\n",
+ "trainAccuracy = []; validAccuracy = [];\n",
+ "trainLogLosses = []; validLogLosses = []\n",
+ "for trainInds, validInds in stratifiedCV.split(featuresDB, labelsDB):\n",
+ " # split to train and valid sets\n",
+ " X_train_CV = featuresDB.iloc[trainInds,:]\n",
+ " y_train_CV = labelsDB.iloc[trainInds]\n",
+ " X_valid_CV = featuresDB.iloc[validInds,:]\n",
+ " y_valid_CV = labelsDB.iloc[validInds]\n",
+ " \n",
+ " # train learner\n",
+ " mainLearner.fit(X_train_CV, y_train_CV)\n",
+ " \n",
+ " # make predictions\n",
+ " y_train_hat_mainLearner = mainLearner.predict_proba(X_train_CV)[:,1]\n",
+ " y_valid_hat_mainLearner = mainLearner.predict_proba(X_valid_CV)[:,1]\n",
+ "\n",
+ " # store results\n",
+ " trainAccuracy.append(accuracy(y_train_CV, y_train_hat_mainLearner > 0.5))\n",
+ " validAccuracy.append(accuracy(y_valid_CV, y_valid_hat_mainLearner > 0.5))\n",
+ " trainLogLosses.append(log_loss(y_train_CV, y_train_hat_mainLearner))\n",
+ " validLogLosses.append(log_loss(y_valid_CV, y_valid_hat_mainLearner))\n",
+ "\n",
+ "print(\"-----------------------------------------------------\")\n",
+ "print(\"total (train,valid) Accuracy = (%.5f,%.5f). took %.2f minutes\" % (np.mean(trainAccuracy),np.mean(validAccuracy), (time.time()-startTime)/60))\n",
+ "print(\"total (train,valid) Log Loss = (%.5f,%.5f). took %.2f minutes\" % (np.mean(trainLogLosses),np.mean(validLogLosses), (time.time()-startTime)/60))\n",
+ "print(\"-----------------------------------------------------\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "_cell_guid": "c20075e3-2a8a-4cc6-8e85-04392f16d018",
+ "_uuid": "cb5f12441f9a6eda322e6416c70950f8e5e5cbd3"
+ },
+ "source": [
+ "### Use the model to add a \"shotDifficulty\" field to every original shot entry\n",
+ "(which is actually the predicted probability of making the shot. meaning, the name is a bit confusing right now)\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2021-05-25T07:01:17.703617Z",
+ "start_time": "2021-05-25T07:01:13.247627Z"
+ },
+ "_cell_guid": "3efc7eb5-7ba1-4319-b86a-2dd1935dc284",
+ "_uuid": "186d822ff6daf15161cf2f0713bc6779a4dd6193"
+ },
+ "outputs": [],
+ "source": [
+ "mainLearner.fit(featuresDB, labelsDB)\n",
+ "data['shotDifficulty'] = mainLearner.predict_proba(featuresDB)[:,1]"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "_cell_guid": "2954fc97-cb16-434d-9b48-2bbddf8e5909",
+ "_uuid": "062e633dae291a03acf40c35f7829a25eb1ccac2"
+ },
+ "source": [
+ "## Get a feel for the important features of this model\n",
+ "look at the feature importances according to ET Classifier"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2021-05-25T07:01:17.943830Z",
+ "start_time": "2021-05-25T07:01:17.703617Z"
+ },
+ "_cell_guid": "01f418c1-37d4-43e5-803d-147323212509",
+ "_uuid": "01870bb507e72105a1f972f71f77f656a9b470f9"
+ },
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "e:\\python\\lib\\site-packages\\ipykernel_launcher.py:3: FutureWarning: Support for multi-dimensional indexing (e.g. `obj[:, None]`) is deprecated and will be removed in a future version. Convert to a numpy array before indexing instead.\n",
+ " This is separate from the ipykernel package so we can avoid doing imports until\n"
+ ]
+ },
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " featureName | \n",
+ " importanceET | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 | \n",
+ " action_type: Jump Shot | \n",
+ " 0.578828 | \n",
+ "
\n",
+ " \n",
+ " 1 | \n",
+ " action_type: Layup Shot | \n",
+ " 0.1738 | \n",
+ "
\n",
+ " \n",
+ " 2 | \n",
+ " combined_shot_type: Dunk | \n",
+ " 0.113634 | \n",
+ "
\n",
+ " \n",
+ " 3 | \n",
+ " homeGame | \n",
+ " 0.028848 | \n",
+ "
\n",
+ " \n",
+ " 4 | \n",
+ " shotLocationCluster: 9 | \n",
+ " 0.016584 | \n",
+ "
\n",
+ " \n",
+ " 5 | \n",
+ " action_type: Dunk Shot | \n",
+ " 0.016332 | \n",
+ "
\n",
+ " \n",
+ " 6 | \n",
+ " combined_shot_type: Layup | \n",
+ " 0.009854 | \n",
+ "
\n",
+ " \n",
+ " 7 | \n",
+ " shot_zone_range: 16-24 ft. | \n",
+ " 0.007753 | \n",
+ "
\n",
+ " \n",
+ " 8 | \n",
+ " distanceFromBasket | \n",
+ " 0.007577 | \n",
+ "
\n",
+ " \n",
+ " 9 | \n",
+ " action_type: Slam Dunk Shot | \n",
+ " 0.006656 | \n",
+ "
\n",
+ " \n",
+ " 10 | \n",
+ " combined_shot_type: Jump Shot | \n",
+ " 0.005994 | \n",
+ "
\n",
+ " \n",
+ " 11 | \n",
+ " action_type: Running Jump Shot | \n",
+ " 0.005409 | \n",
+ "
\n",
+ " \n",
+ " 12 | \n",
+ " shotLocationCluster: 3 | \n",
+ " 0.004436 | \n",
+ "
\n",
+ " \n",
+ " 13 | \n",
+ " secondsFromPeriodEnd | \n",
+ " 0.004391 | \n",
+ "
\n",
+ " \n",
+ " 14 | \n",
+ " locY | \n",
+ " 0.003677 | \n",
+ "
\n",
+ " \n",
+ " 15 | \n",
+ " shot_zone_range: Less Than 8 ft. | \n",
+ " 0.003438 | \n",
+ "
\n",
+ " \n",
+ " 16 | \n",
+ " combined_shot_type: Tip Shot | \n",
+ " 0.002343 | \n",
+ "
\n",
+ " \n",
+ " 17 | \n",
+ " action_type: Driving Layup Shot | \n",
+ " 0.001454 | \n",
+ "
\n",
+ " \n",
+ " 18 | \n",
+ " shot_zone_area: Center(C) | \n",
+ " 0.001241 | \n",
+ "
\n",
+ " \n",
+ " 19 | \n",
+ " opponent: DEN | \n",
+ " 0.00092 | \n",
+ "
\n",
+ " \n",
+ " 20 | \n",
+ " action_type: Driving Dunk Shot | \n",
+ " 0.000856 | \n",
+ "
\n",
+ " \n",
+ " 21 | \n",
+ " shot_zone_basic: Restricted Area | \n",
+ " 0.000649 | \n",
+ "
\n",
+ " \n",
+ " 22 | \n",
+ " shot_zone_basic: Mid-Range | \n",
+ " 0.000555 | \n",
+ "
\n",
+ " \n",
+ " 23 | \n",
+ " shotLocationCluster: 6 | \n",
+ " 0.000529 | \n",
+ "
\n",
+ " \n",
+ " 24 | \n",
+ " action_type: Pullup Jump shot | \n",
+ " 0.000487 | \n",
+ "
\n",
+ " \n",
+ " 25 | \n",
+ " timeOfYear_cycX | \n",
+ " 0.00043 | \n",
+ "
\n",
+ " \n",
+ " 26 | \n",
+ " dayOfWeek_cycX | \n",
+ " 0.000349 | \n",
+ "
\n",
+ " \n",
+ " 27 | \n",
+ " action_type: Tip Shot | \n",
+ " 0.000314 | \n",
+ "
\n",
+ " \n",
+ " 28 | \n",
+ " locX | \n",
+ " 0.000259 | \n",
+ "
\n",
+ " \n",
+ " 29 | \n",
+ " shot_zone_basic: Above the Break 3 | \n",
+ " 0.000245 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " featureName importanceET\n",
+ "0 action_type: Jump Shot 0.578828\n",
+ "1 action_type: Layup Shot 0.1738\n",
+ "2 combined_shot_type: Dunk 0.113634\n",
+ "3 homeGame 0.028848\n",
+ "4 shotLocationCluster: 9 0.016584\n",
+ "5 action_type: Dunk Shot 0.016332\n",
+ "6 combined_shot_type: Layup 0.009854\n",
+ "7 shot_zone_range: 16-24 ft. 0.007753\n",
+ "8 distanceFromBasket 0.007577\n",
+ "9 action_type: Slam Dunk Shot 0.006656\n",
+ "10 combined_shot_type: Jump Shot 0.005994\n",
+ "11 action_type: Running Jump Shot 0.005409\n",
+ "12 shotLocationCluster: 3 0.004436\n",
+ "13 secondsFromPeriodEnd 0.004391\n",
+ "14 locY 0.003677\n",
+ "15 shot_zone_range: Less Than 8 ft. 0.003438\n",
+ "16 combined_shot_type: Tip Shot 0.002343\n",
+ "17 action_type: Driving Layup Shot 0.001454\n",
+ "18 shot_zone_area: Center(C) 0.001241\n",
+ "19 opponent: DEN 0.00092\n",
+ "20 action_type: Driving Dunk Shot 0.000856\n",
+ "21 shot_zone_basic: Restricted Area 0.000649\n",
+ "22 shot_zone_basic: Mid-Range 0.000555\n",
+ "23 shotLocationCluster: 6 0.000529\n",
+ "24 action_type: Pullup Jump shot 0.000487\n",
+ "25 timeOfYear_cycX 0.00043\n",
+ "26 dayOfWeek_cycX 0.000349\n",
+ "27 action_type: Tip Shot 0.000314\n",
+ "28 locX 0.000259\n",
+ "29 shot_zone_basic: Above the Break 3 0.000245"
+ ]
+ },
+ "execution_count": 15,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# just to get a feel for what determins shot difficulty, look at feature importances\n",
+ "featureInds = mainLearner.feature_importances_.argsort()[::-1]\n",
+ "featureImportance = pd.DataFrame(np.concatenate((featuresDB.columns[featureInds,None], mainLearner.feature_importances_[featureInds,None]), axis=1),\n",
+ " columns=['featureName', 'importanceET'])\n",
+ "\n",
+ "featureImportance.iloc[:30,:]"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "_cell_guid": "71ba2df4-e867-4876-9529-6e8cedbbf1ea",
+ "_uuid": "6110d2a7f445a4134ca49b7e1375ab16bbdcda8c"
+ },
+ "source": [
+ "# We would like to asses some aspects of the decision making process of Kobe Bryant\n",
+ "### For that we will collect two distinct groups of shots and analyse the differences between them:\n",
+ "\n",
+ "1. The shots that came right **after a sucessful shot** attempt\n",
+ "1. The shots that came right **after a missed shot** attempt"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2021-05-25T07:01:19.855827Z",
+ "start_time": "2021-05-25T07:01:17.943830Z"
+ },
+ "_cell_guid": "863cb3ab-0c16-4048-9dea-0851b15982fd",
+ "_uuid": "be362aa4c00e2b9cc938c2660d21baa8e54178e2"
+ },
+ "outputs": [],
+ "source": [
+ "#%% collect data given that kobe made or missed last shot\n",
+ "timeBetweenShotsDict = {}\n",
+ "timeBetweenShotsDict['madeLast'] = []\n",
+ "timeBetweenShotsDict['missedLast'] = []\n",
+ "\n",
+ "changeInDistFromBasketDict = {}\n",
+ "changeInDistFromBasketDict['madeLast'] = []\n",
+ "changeInDistFromBasketDict['missedLast'] = []\n",
+ "\n",
+ "changeInShotDifficultyDict = {}\n",
+ "changeInShotDifficultyDict['madeLast'] = []\n",
+ "changeInShotDifficultyDict['missedLast'] = []\n",
+ "\n",
+ "afterMadeShotsList = []\n",
+ "afterMissedShotsList = []\n",
+ "\n",
+ "for shot in range(1,data.shape[0]):\n",
+ "\n",
+ " # make sure the current shot and last shot were all in the same period of the same game\n",
+ " sameGame = data.loc[shot,'game_date'] == data.loc[shot-1,'game_date']\n",
+ " samePeriod = data.loc[shot,'period'] == data.loc[shot-1,'period']\n",
+ "\n",
+ " if samePeriod and sameGame:\n",
+ " madeLastShot = data.loc[shot-1,'shot_made_flag'] == 1\n",
+ " missedLastShot = data.loc[shot-1,'shot_made_flag'] == 0\n",
+ " \n",
+ " timeDifferenceFromLastShot = data.loc[shot,'secondsFromGameStart'] - data.loc[shot-1,'secondsFromGameStart']\n",
+ " distDifferenceFromLastShot = data.loc[shot,'shot_distance'] - data.loc[shot-1,'shot_distance']\n",
+ " shotDifficultyDifferenceFromLastShot = data.loc[shot,'shotDifficulty'] - data.loc[shot-1,'shotDifficulty']\n",
+ "\n",
+ " # check for currupt data points (assuming all samples should have been chronologically ordered)\n",
+ " if timeDifferenceFromLastShot < 0:\n",
+ " continue\n",
+ " \n",
+ " if madeLastShot:\n",
+ " timeBetweenShotsDict['madeLast'].append(timeDifferenceFromLastShot)\n",
+ " changeInDistFromBasketDict['madeLast'].append(distDifferenceFromLastShot)\n",
+ " changeInShotDifficultyDict['madeLast'].append(shotDifficultyDifferenceFromLastShot)\n",
+ " afterMadeShotsList.append(shot)\n",
+ " \n",
+ " if missedLastShot:\n",
+ " timeBetweenShotsDict['missedLast'].append(timeDifferenceFromLastShot)\n",
+ " changeInDistFromBasketDict['missedLast'].append(distDifferenceFromLastShot)\n",
+ " changeInShotDifficultyDict['missedLast'].append(shotDifficultyDifferenceFromLastShot)\n",
+ " afterMissedShotsList.append(shot)\n",
+ "\n",
+ "afterMissedData = data.iloc[afterMissedShotsList,:]\n",
+ "afterMadeData = data.iloc[afterMadeShotsList,:]\n",
+ "\n",
+ "shotChancesListAfterMade = afterMadeData['shotDifficulty'].tolist()\n",
+ "totalAttemptsAfterMade = afterMadeData.shape[0]\n",
+ "totalMadeAfterMade = np.array(afterMadeData['shot_made_flag'] == 1).sum()\n",
+ "\n",
+ "shotChancesListAfterMissed = afterMissedData['shotDifficulty'].tolist()\n",
+ "totalAttemptsAfterMissed = afterMissedData.shape[0]\n",
+ "totalMadeAfterMissed = np.array(afterMissedData['shot_made_flag'] == 1).sum()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "_cell_guid": "bcff9941-a1bb-461a-a3f7-f0e63f3e029c",
+ "_uuid": "9d4291fe97a3ca1f31e24a84c22bd855409db185"
+ },
+ "source": [
+ "## Plot histogram of \"Time Since Last Shot Attempt\" for the two groups"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2021-05-25T07:01:20.483825Z",
+ "start_time": "2021-05-25T07:01:19.855827Z"
+ },
+ "_cell_guid": "99b347d3-53a6-4606-b7eb-097ed83e0ff3",
+ "_uuid": "71bd51431fb32d612f858bab73fabe164ac539b9"
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Text(0, 0.5, 'counts')"
+ ]
+ },
+ "execution_count": 17,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
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