From 25947b7d44947edd5d2d3246840a732bec27d903 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Alexander=20Ro=C3=9Fmann?= <alexander.rossmann@reutlingen-university.de> Date: Wed, 10 Jul 2024 06:43:15 +0000 Subject: [PATCH] Upload notebook --- .../notebook_PredMain.ipynb | 10242 ++++++++++++++++ 1 file changed, 10242 insertions(+) create mode 100644 Maintenance/Predictive Maintenance/notebook_PredMain.ipynb diff --git a/Maintenance/Predictive Maintenance/notebook_PredMain.ipynb b/Maintenance/Predictive Maintenance/notebook_PredMain.ipynb new file mode 100644 index 0000000..54f61b9 --- /dev/null +++ b/Maintenance/Predictive Maintenance/notebook_PredMain.ipynb @@ -0,0 +1,10242 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "bdbb2046", + "metadata": {}, + "source": [ + "# Machine Learning: Predictive Maintenance" + ] + }, + { + "cell_type": "markdown", + "id": "0e4eada9-0e87-4c08-beca-72973f3a3af6", + "metadata": {}, + "source": [ + "### Website Description" + ] + }, + { + "cell_type": "markdown", + "id": "2ada2792-1871-4a50-b169-d25bd0ea0bde", + "metadata": {}, + "source": [ + "Business Understanding" + ] + }, + { + "cell_type": "markdown", + "id": "a3530239-9543-4b41-88ae-803a4826b6c9", + "metadata": { + "include": true, + "paragraph": "Business" + }, + "source": [ + "Für die geschäftliche Einordnung des Praxisbeispiels sind die Ziele und Anforderungen von Unternehmen im Bereich Predictive Maintenance relevant. Maschinendefekte und -ausfälle sollen im Allgemeinen verhindert werden, da sie hohe Kosten verursachen sowie durch die Unterbrechung der Produktion zusätzlich die Produktionszeit verlängert wird. Folglich ist die vereinbarte Lieferzeit von Produkten gefährdet. Zur Verhinderung von Maschinenausfällen ist eine permanente Analyse wichtiger Maschinendaten und die Überwachung des Maschinenzustands notwendig. Basierend auf den relevanten Maschinendaten soll ein Machine Learning Modell aufgebaut werden, welches das Auftreten eines Defektes vorhersagt. Damit sollen kostspielige Ausfälle verhindert, die Notwendigkeit für Wartungsarbeiten erkannt und die Wartungen entsprechend terminiert werden, so dass der Produktionsprozess nicht davon beeinflusst wird." + ] + }, + { + "cell_type": "markdown", + "id": "8e81b23c-3a0d-440c-92c0-fe991049d8ef", + "metadata": {}, + "source": [ + "Datenverständnis" + ] + }, + { + "cell_type": "markdown", + "id": "3370566d-6b00-4998-bdc2-8c925cb5821b", + "metadata": { + "include": true, + "paragraph": "Daten" + }, + "source": [ + "Der Datensatz für das Beispiel bezieht sich auf eine Fräsmaschine, die neben vielen weiteren Maschinen im Produktionsprozess zum Einsatz kommt. Der Datensatz ist über das Machine Learning Repository der University of California in Irvine (UCI) (https://archive.ics.uci.edu/ml/datasets/AI4I+2020+Predictive+Maintenance+Dataset) verfügbar. Der komplette Datensatz enthält 10.000 Datenpunkte mit insgesamt 14 Attributen für gewisse Eigenschaften der Fräsmaschine. Aus diesen 14 Features wird zunächst die Zielvariable für die Vorhersage eines Maschinendefekts bestimmt. Diese ist im vorliegenden Fall das Feature „machine failure“. Die einzelnen Datenpunkte besitzen eine 1 im Falle eines Maschinendefekts oder eine 0 im Fall, dass kein Defekt auftritt. Zusätzlich enthält der Datensatz fünf weitere Features, die als Zielvariablen festgelegt werden. Es handelt sich um die unterschiedlichen Ausfallmodi „tool wear failure“ (TWF, Ausfall durch Werkzeugverschleiß), „heat dissipation failure“ (HDF, Ausfall der Wärmeabfuhr), „power failure“ (PWF, Leistungsausfall), „overstrain failure“ (OSF, Überlastungsbruch) und „random failures“ (RSF, Zufallsausfall). Somit kann durch den Algorithmus eine binäre Klassifikation zwischen Defekt und kein Defekt sowie eine multiklassen Klassifikation der unterschiedlichen Defekt-Ausprägungen erfolgen. Abzüglich der genannten Features, welche als Zielvariablen bestimmt sind, enthält der Datensatz acht weitere Merkmale zur Bestimmung des Maschinenzustands. Dabei kann zwischen numerischen und kategorialen Datentypen unterschieden werden." + ] + }, + { + "cell_type": "markdown", + "id": "c53e3b87-0034-4b0b-8c66-19fa0b422994", + "metadata": {}, + "source": [ + "Datenvorbereitung" + ] + }, + { + "cell_type": "markdown", + "id": "4a44c5a0-1c84-4962-b0b2-aaae41c43343", + "metadata": { + "include": true, + "paragraph": "Datenvorbereitung" + }, + "source": [ + "Eine Überprüfung auf fehlende Werte in den einzelnen Features bestätigt, dass keine fehlenden Werte vorliegen. Der Datensatz ist in diesem Sinn vollständig. Außerdem sind keine Duplikate vorhanden. Die Index-Variable (UDI) wird entfernt. Zudem wird eine einfache Form der Datentransformation durchgeführt. Dies betrifft die beiden Temperatur-Features, welche in der Einheit Kelvin angegeben sind. Die Einheit beider Features wird auf Grad Celsius geändert. Im Datensatz zeigen sich einige Ausreißer, allerdings korrelieren diese stark mit dem Maschinenausfall und werden daher nicht bereinigt. Im nächsten Schritt werden relevante Features für die Einbindung in das Modell ausgewählt. Dies erfolgt auf Basis einer Korrelationsanalyse. Features mit sehr hoher Korrelation werden reduziert bzw. nur einfach in das Modell eingebunden. Dies wird durch einen Test auf Multikollinearität unterstützt. Abschließend werden die kategorialen Variablen in nummerische Werte transformiert (One Hot Encoding). Alle Features werden schließlich durch eine Skalierung auf ein einheitliches Messniveau standardisiert. Der Daten sind ist nicht ausbalanciert, da die Maschine in der Praxis deutlich weniger häufig ausfällt. Zur Behebung des Problems werden synthetische Daten erstellt. Dabei werden die Daten der Minoritätsklasse dupliziert, um das Ungleichgewicht auszugleichen (Oversampling). In der Fallstudie werden die beiden Techniken Random Oversampling und SMOTE Oversampling der Bibliothek imbalanced-learn anhand der binären Klassifikation getestet." + ] + }, + { + "cell_type": "markdown", + "id": "0c4e24e8-0887-4ce6-b010-cacaebce22cc", + "metadata": {}, + "source": [ + "Datenmodell" + ] + }, + { + "cell_type": "markdown", + "id": "234c3448-bd40-44bc-998d-ea3083bb56ae", + "metadata": { + "include": true, + "paragraph": "Datenmodell" + }, + "source": [ + "Das vorliegende Fallbeispiel beinhaltet ein Klassifikationsproblem. Als Modellierungsansatz ordnet eine Klassifikation einzelne Beobachtungen zuvor definierten Kategorien oder Klassen zu. Bei der Klassifikation werden Beispiele benötigt, sodass der Algorithmus trainiert werden kann. Dafür ist ein Split des gesamten Datensatzes in Trainings- und Testdaten notwendig. Im Beispiel wurden mehrere Algorithmen auf den Datensatz angewendet: Logistic Regression, Random Forest Classifier, Gaussian Naive Bayes und eXtreme Gradient Boosting Classifier. Auf eine Darstellung der Unterschiede zwischen den Alogorithmen wird hierverzichtet. Es existieren unterschiedliche Formen der Klassifikation. Das Beispiel behandelt sowohl eine binäre (Ausfall versus kein Ausfall?) als auch eine multi-klassen Klassifikation (Welche Art von Ausfall?) behandelt." + ] + }, + { + "cell_type": "markdown", + "id": "998f7672-9904-4d75-8078-05383c8ee63d", + "metadata": {}, + "source": [ + "Evaluation" + ] + }, + { + "cell_type": "markdown", + "id": "7e299a86-5872-4c24-962a-af7cb0dd622e", + "metadata": { + "include": true, + "paragraph": "Evaluation" + }, + "source": [ + "Für den Vergleich der Modelle müssen geeignete Qualitätskriterien festgelegt und für jedes Modell ausgewertet werden. Eine Übersicht über die Beziehungen zwischen Realität und Vorhersage der Klassen liefert die sogenannte Konfusionsmatrix mit der Unterteilung in vier Felder. Daraus lassen sich schließlich mehrere statistische Werte zur Evaluation der Modelle berechnen. Hier werden besonders die Metriken Precision und Recall betrachtet. Unter den skizzierten Algorithmen fällt die Wahl auf den Gaussian Naive Bayes mit einem Recall von 80%, auch wenn die Accuracy lediglich bei 78,5% liegt. Der XGBoost Classifier hat sich auch für die Bereitstellung empfohlen. Er erzielt eine Accuracy von 87% und damit eine insgesamt höhere Genauigkeit der Modell-Vorhersagen. Dagegen liegt aber der Recall als entscheidende Metrik lediglich bei 71%, weshalb über ein Viertel der Maschinenausfälle nicht erkannt wird." + ] + }, + { + "cell_type": "markdown", + "id": "b8595301-382d-4266-af4a-d4e1bebabfcb", + "metadata": {}, + "source": [ + "Deployment" + ] + }, + { + "cell_type": "markdown", + "id": "fad527e5-b2ab-47a2-9323-216ff267728b", + "metadata": {}, + "source": [ + "Das entwickelte ML-Modell bietet eine Vielzahl an Möglichkeiten zur Ableitung datenbasierter Services. Dabei können Anomalien und Abweichungen im Maschinenverhalten identifiziert und potentielle Probleme frühzeitig erkannt werden. Das Modell kann durch die Echtzeitüberwachung im Problemfall einen Benachrichtigungsservice in Gang setzen, der die zentrale Überwachungsstelle mit Informationen zum Zustand und möglichen Schäden informiert. Anhand dieser Informationen kann das Unternehmen proaktiv handeln, um vorbeugende Wartungsmaßnahmen zeitlich passend einzuplanen und Schäden sowie ungeplante Ausfallzeiten zu vermeiden. Des Weiteren kann eine Performanceanalyse erfolgen, wodurch die Leistung der Fräsmaschine im Zeitverlauf analysiert und bewertet wird. Daraus gewinnt das Unternehmen Einblicke in die Entwicklung der Maschine und darüber, welche Faktoren die Leistung beeinflussen. Zudem kann das Modell zur Optimierung der Betriebsparameter genutzt werden, indem die optimalen Werte ermittelt werden. Dies kann zu einer verbesserten Produktivität, Qualität der Teile und Energieeffizienz beitragen." + ] + }, + { + "cell_type": "markdown", + "id": "83b0a97a", + "metadata": {}, + "source": [ + "### Import of relevant libraries and packages" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "06e665c7", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import statsmodels.api as sm\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "sns.set()" + ] + }, + { + "cell_type": "markdown", + "id": "2a0d321b", + "metadata": {}, + "source": [ + "## Data Understanding" + ] + }, + { + "cell_type": "markdown", + "id": "cc655b51", + "metadata": {}, + "source": [ + "### Load and inspect dataset\n", + "Load of \"PredictiveMaintenance.csv\" as \"raw_data\" and printing the first 5 lines with the head() function" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "8f184645", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>UDI</th>\n", + " <th>Product ID</th>\n", + " <th>Type</th>\n", + " <th>Air temperature [K]</th>\n", + " <th>Process temperature [K]</th>\n", + " <th>Rotational speed [rpm]</th>\n", + " <th>Torque [Nm]</th>\n", + " <th>Tool wear [min]</th>\n", + " <th>Machine failure</th>\n", + " <th>TWF</th>\n", + " <th>HDF</th>\n", + " <th>PWF</th>\n", + " <th>OSF</th>\n", + " <th>RNF</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>0</th>\n", + " <td>1</td>\n", + " <td>M14860</td>\n", + " <td>M</td>\n", + " <td>298.1</td>\n", + " <td>308.6</td>\n", + " <td>1551</td>\n", + " <td>42.8</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " </tr>\n", + " <tr>\n", + " <th>1</th>\n", + " <td>2</td>\n", + " <td>L47181</td>\n", + " <td>L</td>\n", + " <td>298.2</td>\n", + " <td>308.7</td>\n", + " <td>1408</td>\n", + " <td>46.3</td>\n", + " <td>3</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " </tr>\n", + " <tr>\n", + " <th>2</th>\n", + " <td>3</td>\n", + " <td>L47182</td>\n", + " <td>L</td>\n", + " <td>298.1</td>\n", + " <td>308.5</td>\n", + " <td>1498</td>\n", + " <td>49.4</td>\n", + " <td>5</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " </tr>\n", + " <tr>\n", + " <th>3</th>\n", + " <td>4</td>\n", + " <td>L47183</td>\n", + " <td>L</td>\n", + " <td>298.2</td>\n", + " <td>308.6</td>\n", + " <td>1433</td>\n", + " <td>39.5</td>\n", + " <td>7</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4</th>\n", + " <td>5</td>\n", + " <td>L47184</td>\n", + " <td>L</td>\n", + " <td>298.2</td>\n", + " <td>308.7</td>\n", + " <td>1408</td>\n", + " <td>40.0</td>\n", + " <td>9</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], + "text/plain": [ + " UDI Product ID Type Air temperature [K] Process temperature [K] \\\n", + "0 1 M14860 M 298.1 308.6 \n", + "1 2 L47181 L 298.2 308.7 \n", + "2 3 L47182 L 298.1 308.5 \n", + "3 4 L47183 L 298.2 308.6 \n", + "4 5 L47184 L 298.2 308.7 \n", + "\n", + " Rotational speed [rpm] Torque [Nm] Tool wear [min] Machine failure TWF \\\n", + "0 1551 42.8 0 0 0 \n", + "1 1408 46.3 3 0 0 \n", + "2 1498 49.4 5 0 0 \n", + "3 1433 39.5 7 0 0 \n", + "4 1408 40.0 9 0 0 \n", + "\n", + " HDF PWF OSF RNF \n", + "0 0 0 0 0 \n", + "1 0 0 0 0 \n", + "2 0 0 0 0 \n", + "3 0 0 0 0 \n", + "4 0 0 0 0 " + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "raw_data = pd.read_csv(\"PredictiveMaintenance.csv\")\n", + "raw_data.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "5b01ac63", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>UDI</th>\n", + " <th>Air 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<td>1423.000000</td>\n", + " <td>33.200000</td>\n", + " <td>53.000000</td>\n", + " <td>0.000000</td>\n", + " <td>0.000000</td>\n", + " <td>0.000000</td>\n", + " <td>0.000000</td>\n", + " <td>0.000000</td>\n", + " <td>0.00000</td>\n", + " </tr>\n", + " <tr>\n", + " <th>50%</th>\n", + " <td>5000.50000</td>\n", + " <td>300.100000</td>\n", + " <td>310.100000</td>\n", + " <td>1503.000000</td>\n", + " <td>40.100000</td>\n", + " <td>108.000000</td>\n", + " <td>0.000000</td>\n", + " <td>0.000000</td>\n", + " <td>0.000000</td>\n", + " <td>0.000000</td>\n", + " <td>0.000000</td>\n", + " <td>0.00000</td>\n", + " </tr>\n", + " <tr>\n", + " <th>75%</th>\n", + " <td>7500.25000</td>\n", + " <td>301.500000</td>\n", + " <td>311.100000</td>\n", + " <td>1612.000000</td>\n", + " <td>46.800000</td>\n", + " <td>162.000000</td>\n", + " <td>0.000000</td>\n", + " <td>0.000000</td>\n", + " <td>0.000000</td>\n", + " <td>0.000000</td>\n", + " <td>0.000000</td>\n", + " <td>0.00000</td>\n", + " </tr>\n", + " <tr>\n", + " <th>max</th>\n", + " <td>10000.00000</td>\n", + " <td>304.500000</td>\n", + " <td>313.800000</td>\n", + " <td>2886.000000</td>\n", + " <td>76.600000</td>\n", + " <td>253.000000</td>\n", + " <td>1.000000</td>\n", + " <td>1.000000</td>\n", + " <td>1.000000</td>\n", + " <td>1.000000</td>\n", + " <td>1.000000</td>\n", + " <td>1.00000</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], + "text/plain": [ + " UDI Air temperature [K] Process temperature [K] \\\n", + "count 10000.00000 10000.000000 10000.000000 \n", + "mean 5000.50000 300.004930 310.005560 \n", + "std 2886.89568 2.000259 1.483734 \n", + "min 1.00000 295.300000 305.700000 \n", + "25% 2500.75000 298.300000 308.800000 \n", + "50% 5000.50000 300.100000 310.100000 \n", + "75% 7500.25000 301.500000 311.100000 \n", + "max 10000.00000 304.500000 313.800000 \n", + "\n", + " Rotational speed [rpm] Torque [Nm] Tool wear [min] Machine failure \\\n", + "count 10000.000000 10000.000000 10000.000000 10000.000000 \n", + "mean 1538.776100 39.986910 107.951000 0.033900 \n", + "std 179.284096 9.968934 63.654147 0.180981 \n", + "min 1168.000000 3.800000 0.000000 0.000000 \n", + "25% 1423.000000 33.200000 53.000000 0.000000 \n", + "50% 1503.000000 40.100000 108.000000 0.000000 \n", + "75% 1612.000000 46.800000 162.000000 0.000000 \n", + "max 2886.000000 76.600000 253.000000 1.000000 \n", + "\n", + " TWF HDF PWF OSF RNF \n", + "count 10000.000000 10000.000000 10000.000000 10000.000000 10000.00000 \n", + "mean 0.004600 0.011500 0.009500 0.009800 0.00190 \n", + "std 0.067671 0.106625 0.097009 0.098514 0.04355 \n", + "min 0.000000 0.000000 0.000000 0.000000 0.00000 \n", + "25% 0.000000 0.000000 0.000000 0.000000 0.00000 \n", + "50% 0.000000 0.000000 0.000000 0.000000 0.00000 \n", + "75% 0.000000 0.000000 0.000000 0.000000 0.00000 \n", + "max 1.000000 1.000000 1.000000 1.000000 1.00000 " + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "raw_data.describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "399ce866", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>UDI</th>\n", + " <th>Air temperature [K]</th>\n", + " <th>Process temperature [K]</th>\n", + " <th>Rotational speed [rpm]</th>\n", + " <th>Torque [Nm]</th>\n", + " <th>Tool wear [min]</th>\n", + " <th>Machine failure</th>\n", + " <th>TWF</th>\n", + " <th>HDF</th>\n", + " <th>PWF</th>\n", + " <th>OSF</th>\n", + " <th>RNF</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>count</th>\n", + " <td>10000.00000</td>\n", + " <td>10000.000000</td>\n", + " <td>10000.000000</td>\n", + " <td>10000.000000</td>\n", + " <td>10000.000000</td>\n", + " <td>10000.000000</td>\n", + " <td>10000.000000</td>\n", + " <td>10000.000000</td>\n", + " <td>10000.000000</td>\n", + " <td>10000.000000</td>\n", + " <td>10000.000000</td>\n", + " <td>10000.00000</td>\n", + " </tr>\n", + " <tr>\n", + " <th>mean</th>\n", + " <td>5000.50000</td>\n", + " <td>300.004930</td>\n", + " <td>310.005560</td>\n", + " <td>1538.776100</td>\n", + " <td>39.986910</td>\n", + " <td>107.951000</td>\n", + " <td>0.033900</td>\n", + " <td>0.004600</td>\n", + " <td>0.011500</td>\n", + " <td>0.009500</td>\n", + " <td>0.009800</td>\n", + " <td>0.00190</td>\n", + " </tr>\n", + " <tr>\n", + " <th>std</th>\n", + " <td>2886.89568</td>\n", + " <td>2.000259</td>\n", + " <td>1.483734</td>\n", + " <td>179.284096</td>\n", + " <td>9.968934</td>\n", + " <td>63.654147</td>\n", + " <td>0.180981</td>\n", + " <td>0.067671</td>\n", + " <td>0.106625</td>\n", + " <td>0.097009</td>\n", + " <td>0.098514</td>\n", + " <td>0.04355</td>\n", + " </tr>\n", + " <tr>\n", + " <th>min</th>\n", + " <td>1.00000</td>\n", + " <td>295.300000</td>\n", + " <td>305.700000</td>\n", + " <td>1168.000000</td>\n", + " <td>3.800000</td>\n", + " <td>0.000000</td>\n", + " <td>0.000000</td>\n", + " <td>0.000000</td>\n", + " <td>0.000000</td>\n", + " <td>0.000000</td>\n", + " <td>0.000000</td>\n", + " <td>0.00000</td>\n", + " </tr>\n", + " <tr>\n", + " <th>25%</th>\n", + " <td>2500.75000</td>\n", + " <td>298.300000</td>\n", + " <td>308.800000</td>\n", + " <td>1423.000000</td>\n", + " <td>33.200000</td>\n", + " <td>53.000000</td>\n", + " <td>0.000000</td>\n", + " <td>0.000000</td>\n", + " <td>0.000000</td>\n", + " <td>0.000000</td>\n", + " <td>0.000000</td>\n", + " <td>0.00000</td>\n", + " </tr>\n", + " <tr>\n", + " <th>50%</th>\n", + " <td>5000.50000</td>\n", + " <td>300.100000</td>\n", + " <td>310.100000</td>\n", + " <td>1503.000000</td>\n", + " <td>40.100000</td>\n", + " <td>108.000000</td>\n", + " <td>0.000000</td>\n", + " <td>0.000000</td>\n", + " <td>0.000000</td>\n", + " <td>0.000000</td>\n", + " <td>0.000000</td>\n", + " <td>0.00000</td>\n", + " </tr>\n", + " <tr>\n", + " <th>75%</th>\n", + " <td>7500.25000</td>\n", + " <td>301.500000</td>\n", + " <td>311.100000</td>\n", + " <td>1612.000000</td>\n", + " <td>46.800000</td>\n", + " <td>162.000000</td>\n", + " <td>0.000000</td>\n", + " <td>0.000000</td>\n", + " <td>0.000000</td>\n", + " <td>0.000000</td>\n", + " <td>0.000000</td>\n", + " <td>0.00000</td>\n", + " </tr>\n", + " <tr>\n", + " <th>max</th>\n", + " <td>10000.00000</td>\n", + " <td>304.500000</td>\n", + " <td>313.800000</td>\n", + " <td>2886.000000</td>\n", + " <td>76.600000</td>\n", + " <td>253.000000</td>\n", + " <td>1.000000</td>\n", + " <td>1.000000</td>\n", + " <td>1.000000</td>\n", + " <td>1.000000</td>\n", + " <td>1.000000</td>\n", + " <td>1.00000</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], + "text/plain": [ + " UDI Air temperature [K] Process temperature [K] \\\n", + "count 10000.00000 10000.000000 10000.000000 \n", + "mean 5000.50000 300.004930 310.005560 \n", + "std 2886.89568 2.000259 1.483734 \n", + "min 1.00000 295.300000 305.700000 \n", + "25% 2500.75000 298.300000 308.800000 \n", + "50% 5000.50000 300.100000 310.100000 \n", + "75% 7500.25000 301.500000 311.100000 \n", + "max 10000.00000 304.500000 313.800000 \n", + "\n", + " Rotational speed [rpm] Torque [Nm] Tool wear [min] Machine failure \\\n", + "count 10000.000000 10000.000000 10000.000000 10000.000000 \n", + "mean 1538.776100 39.986910 107.951000 0.033900 \n", + "std 179.284096 9.968934 63.654147 0.180981 \n", + "min 1168.000000 3.800000 0.000000 0.000000 \n", + "25% 1423.000000 33.200000 53.000000 0.000000 \n", + "50% 1503.000000 40.100000 108.000000 0.000000 \n", + "75% 1612.000000 46.800000 162.000000 0.000000 \n", + "max 2886.000000 76.600000 253.000000 1.000000 \n", + "\n", + " TWF HDF PWF OSF RNF \n", + "count 10000.000000 10000.000000 10000.000000 10000.000000 10000.00000 \n", + "mean 0.004600 0.011500 0.009500 0.009800 0.00190 \n", + "std 0.067671 0.106625 0.097009 0.098514 0.04355 \n", + "min 0.000000 0.000000 0.000000 0.000000 0.00000 \n", + "25% 0.000000 0.000000 0.000000 0.000000 0.00000 \n", + "50% 0.000000 0.000000 0.000000 0.000000 0.00000 \n", + "75% 0.000000 0.000000 0.000000 0.000000 0.00000 \n", + "max 1.000000 1.000000 1.000000 1.000000 1.00000 " + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "raw_data.describe()" + ] + }, + { + "cell_type": "markdown", + "id": "c56f1ac6", + "metadata": {}, + "source": [ + "### Evaluate data types and descriptive statistics" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "f757c552", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "<class 'pandas.core.frame.DataFrame'>\n", + "RangeIndex: 10000 entries, 0 to 9999\n", + "Data columns (total 14 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 UDI 10000 non-null int64 \n", + " 1 Product ID 10000 non-null object \n", + " 2 Type 10000 non-null object \n", + " 3 Air temperature [K] 10000 non-null float64\n", + " 4 Process temperature [K] 10000 non-null float64\n", + " 5 Rotational speed [rpm] 10000 non-null int64 \n", + " 6 Torque [Nm] 10000 non-null float64\n", + " 7 Tool wear [min] 10000 non-null int64 \n", + " 8 Machine failure 10000 non-null int64 \n", + " 9 TWF 10000 non-null int64 \n", + " 10 HDF 10000 non-null int64 \n", + " 11 PWF 10000 non-null int64 \n", + " 12 OSF 10000 non-null int64 \n", + " 13 RNF 10000 non-null int64 \n", + "dtypes: float64(3), int64(9), object(2)\n", + "memory usage: 1.1+ MB\n" + ] + } + ], + "source": [ + "raw_data.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "9962ed44", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>UDI</th>\n", + " <th>Product ID</th>\n", + " <th>Type</th>\n", + " <th>Air temperature [K]</th>\n", + " <th>Process temperature [K]</th>\n", + " <th>Rotational speed [rpm]</th>\n", + " <th>Torque [Nm]</th>\n", + " <th>Tool wear [min]</th>\n", + " <th>Machine failure</th>\n", + " <th>TWF</th>\n", + " <th>HDF</th>\n", + " <th>PWF</th>\n", + " <th>OSF</th>\n", + " <th>RNF</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>count</th>\n", + " <td>10000.00000</td>\n", + " <td>10000</td>\n", + " <td>10000</td>\n", + " <td>10000.000000</td>\n", + " <td>10000.000000</td>\n", + " <td>10000.000000</td>\n", + " <td>10000.000000</td>\n", + " <td>10000.000000</td>\n", + " <td>10000.000000</td>\n", + " <td>10000.000000</td>\n", + " <td>10000.000000</td>\n", + " <td>10000.000000</td>\n", + " <td>10000.000000</td>\n", + " <td>10000.00000</td>\n", + " </tr>\n", + " <tr>\n", + " <th>unique</th>\n", + " <td>NaN</td>\n", + " <td>10000</td>\n", + " <td>3</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " </tr>\n", + " <tr>\n", + " <th>top</th>\n", + " <td>NaN</td>\n", + " <td>M14860</td>\n", + " <td>L</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " </tr>\n", + " <tr>\n", + " <th>freq</th>\n", + " <td>NaN</td>\n", + " <td>1</td>\n", + " <td>6000</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " </tr>\n", + " <tr>\n", + " <th>mean</th>\n", + " <td>5000.50000</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>300.004930</td>\n", + " <td>310.005560</td>\n", + " <td>1538.776100</td>\n", + " <td>39.986910</td>\n", + " <td>107.951000</td>\n", + " <td>0.033900</td>\n", + " <td>0.004600</td>\n", + " <td>0.011500</td>\n", + " <td>0.009500</td>\n", + " <td>0.009800</td>\n", + " <td>0.00190</td>\n", + " </tr>\n", + " <tr>\n", + " <th>std</th>\n", + " <td>2886.89568</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>2.000259</td>\n", + " <td>1.483734</td>\n", + " <td>179.284096</td>\n", + " <td>9.968934</td>\n", + " <td>63.654147</td>\n", + " <td>0.180981</td>\n", + " <td>0.067671</td>\n", + " <td>0.106625</td>\n", + " <td>0.097009</td>\n", + " <td>0.098514</td>\n", + " <td>0.04355</td>\n", + " </tr>\n", + " <tr>\n", + " <th>min</th>\n", + " <td>1.00000</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>295.300000</td>\n", + " <td>305.700000</td>\n", + " <td>1168.000000</td>\n", + " <td>3.800000</td>\n", + " <td>0.000000</td>\n", + " <td>0.000000</td>\n", + " <td>0.000000</td>\n", + " <td>0.000000</td>\n", + " <td>0.000000</td>\n", + " <td>0.000000</td>\n", + " <td>0.00000</td>\n", + " </tr>\n", + " <tr>\n", + " <th>25%</th>\n", + " <td>2500.75000</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>298.300000</td>\n", + " <td>308.800000</td>\n", + " <td>1423.000000</td>\n", + " <td>33.200000</td>\n", + " <td>53.000000</td>\n", + " <td>0.000000</td>\n", + " <td>0.000000</td>\n", + " <td>0.000000</td>\n", + " <td>0.000000</td>\n", + " <td>0.000000</td>\n", + " <td>0.00000</td>\n", + " </tr>\n", + " <tr>\n", + " <th>50%</th>\n", + " <td>5000.50000</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>300.100000</td>\n", + " <td>310.100000</td>\n", + " <td>1503.000000</td>\n", + " <td>40.100000</td>\n", + " <td>108.000000</td>\n", + " <td>0.000000</td>\n", + " <td>0.000000</td>\n", + " <td>0.000000</td>\n", + " <td>0.000000</td>\n", + " <td>0.000000</td>\n", + " <td>0.00000</td>\n", + " </tr>\n", + " <tr>\n", + " <th>75%</th>\n", + " <td>7500.25000</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>301.500000</td>\n", + " <td>311.100000</td>\n", + " <td>1612.000000</td>\n", + " <td>46.800000</td>\n", + " <td>162.000000</td>\n", + " <td>0.000000</td>\n", + " <td>0.000000</td>\n", + " <td>0.000000</td>\n", + " <td>0.000000</td>\n", + " <td>0.000000</td>\n", + " <td>0.00000</td>\n", + " </tr>\n", + " <tr>\n", + " <th>max</th>\n", + " <td>10000.00000</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>304.500000</td>\n", + " <td>313.800000</td>\n", + " <td>2886.000000</td>\n", + " <td>76.600000</td>\n", + " <td>253.000000</td>\n", + " <td>1.000000</td>\n", + " <td>1.000000</td>\n", + " <td>1.000000</td>\n", + " <td>1.000000</td>\n", + " <td>1.000000</td>\n", + " <td>1.00000</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], + "text/plain": [ + " UDI Product ID Type Air temperature [K] \\\n", + "count 10000.00000 10000 10000 10000.000000 \n", + "unique NaN 10000 3 NaN \n", + "top NaN M14860 L NaN \n", + "freq NaN 1 6000 NaN \n", + "mean 5000.50000 NaN NaN 300.004930 \n", + "std 2886.89568 NaN NaN 2.000259 \n", + "min 1.00000 NaN NaN 295.300000 \n", + "25% 2500.75000 NaN NaN 298.300000 \n", + "50% 5000.50000 NaN NaN 300.100000 \n", + "75% 7500.25000 NaN NaN 301.500000 \n", + "max 10000.00000 NaN NaN 304.500000 \n", + "\n", + " Process temperature [K] Rotational speed [rpm] Torque [Nm] \\\n", + "count 10000.000000 10000.000000 10000.000000 \n", + "unique NaN NaN NaN \n", + "top NaN NaN NaN \n", + "freq NaN NaN NaN \n", + "mean 310.005560 1538.776100 39.986910 \n", + "std 1.483734 179.284096 9.968934 \n", + "min 305.700000 1168.000000 3.800000 \n", + "25% 308.800000 1423.000000 33.200000 \n", + "50% 310.100000 1503.000000 40.100000 \n", + "75% 311.100000 1612.000000 46.800000 \n", + "max 313.800000 2886.000000 76.600000 \n", + "\n", + " Tool wear [min] Machine failure TWF HDF \\\n", + "count 10000.000000 10000.000000 10000.000000 10000.000000 \n", + "unique NaN NaN NaN NaN \n", + "top NaN NaN NaN NaN \n", + "freq NaN NaN NaN NaN \n", + "mean 107.951000 0.033900 0.004600 0.011500 \n", + "std 63.654147 0.180981 0.067671 0.106625 \n", + "min 0.000000 0.000000 0.000000 0.000000 \n", + "25% 53.000000 0.000000 0.000000 0.000000 \n", + "50% 108.000000 0.000000 0.000000 0.000000 \n", + "75% 162.000000 0.000000 0.000000 0.000000 \n", + "max 253.000000 1.000000 1.000000 1.000000 \n", + "\n", + " PWF OSF RNF \n", + "count 10000.000000 10000.000000 10000.00000 \n", + "unique NaN NaN NaN \n", + "top NaN NaN NaN \n", + "freq NaN NaN NaN \n", + "mean 0.009500 0.009800 0.00190 \n", + "std 0.097009 0.098514 0.04355 \n", + "min 0.000000 0.000000 0.00000 \n", + "25% 0.000000 0.000000 0.00000 \n", + "50% 0.000000 0.000000 0.00000 \n", + "75% 0.000000 0.000000 0.00000 \n", + "max 1.000000 1.000000 1.00000 " + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "raw_data.describe(include=\"all\")" + ] + }, + { + "cell_type": "markdown", + "id": "13547948", + "metadata": {}, + "source": [ + "## Data Preparation" + ] + }, + { + "cell_type": "markdown", + "id": "f3245e61", + "metadata": {}, + "source": [ + "### Check for missing values and duplicate values\n", + "(Number of features already shows that each feature has 10,000 data points. Nevertheless, this is checked again.)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "07a66f1a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "UDI 0\n", + "Product ID 0\n", + "Type 0\n", + "Air temperature [K] 0\n", + "Process temperature [K] 0\n", + "Rotational speed [rpm] 0\n", + "Torque [Nm] 0\n", + "Tool wear [min] 0\n", + "Machine failure 0\n", + "TWF 0\n", + "HDF 0\n", + "PWF 0\n", + "OSF 0\n", + "RNF 0\n", + "dtype: int64" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "raw_data.isnull().sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "57c858a5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>UDI</th>\n", + " <th>Product ID</th>\n", + " <th>Type</th>\n", + " <th>Air temperature [K]</th>\n", + " <th>Process temperature [K]</th>\n", + " <th>Rotational speed [rpm]</th>\n", + " <th>Torque [Nm]</th>\n", + " <th>Tool wear [min]</th>\n", + " <th>Machine failure</th>\n", + " <th>TWF</th>\n", + " <th>HDF</th>\n", + " <th>PWF</th>\n", + " <th>OSF</th>\n", + " <th>RNF</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], + "text/plain": [ + "Empty DataFrame\n", + "Columns: [UDI, Product ID, Type, Air temperature [K], Process temperature [K], Rotational speed [rpm], Torque [Nm], Tool wear [min], Machine failure, TWF, HDF, PWF, OSF, RNF]\n", + "Index: []" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "raw_data[raw_data.duplicated(keep=False)]" + ] + }, + { + "cell_type": "markdown", + "id": "9865256b", + "metadata": {}, + "source": [ + "The data set has neither missing values nor duplicate values, so no adjustments need to be made accordingly." + ] + }, + { + "cell_type": "markdown", + "id": "dcbab6c9", + "metadata": {}, + "source": [ + "### Removing features that are not needed\n", + "The \"UDI\" feature contains a pure index that starts at 1. Since Python itself adds an index, this feature is not needed and is removed.\n", + "\"ProductID\" is also an identification number that is unique to each data point, so there are 10,000 unique values of it. This feature is also removed because of this." + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "d3a44582", + "metadata": {}, + "outputs": [], + "source": [ + "data_reduced = raw_data.drop([\"UDI\",\"Product ID\"], axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "13311bda", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>Type</th>\n", + " <th>Air temperature [K]</th>\n", + " <th>Process temperature [K]</th>\n", + " <th>Rotational speed [rpm]</th>\n", + " <th>Torque [Nm]</th>\n", + " <th>Tool wear [min]</th>\n", + " <th>Machine failure</th>\n", + " <th>TWF</th>\n", + " <th>HDF</th>\n", + " <th>PWF</th>\n", + " <th>OSF</th>\n", + " <th>RNF</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>0</th>\n", + " <td>M</td>\n", + " <td>298.1</td>\n", + " <td>308.6</td>\n", + " <td>1551</td>\n", + " <td>42.8</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " </tr>\n", + " <tr>\n", + " <th>1</th>\n", + " <td>L</td>\n", + " <td>298.2</td>\n", + " <td>308.7</td>\n", + " <td>1408</td>\n", + " <td>46.3</td>\n", + " <td>3</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " </tr>\n", + " <tr>\n", + " <th>2</th>\n", + " <td>L</td>\n", + " <td>298.1</td>\n", + " <td>308.5</td>\n", + " <td>1498</td>\n", + " <td>49.4</td>\n", + " <td>5</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " </tr>\n", + " <tr>\n", + " <th>3</th>\n", + " <td>L</td>\n", + " <td>298.2</td>\n", + " <td>308.6</td>\n", + " <td>1433</td>\n", + " <td>39.5</td>\n", + " <td>7</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4</th>\n", + " <td>L</td>\n", + " <td>298.2</td>\n", + " <td>308.7</td>\n", + " <td>1408</td>\n", + " <td>40.0</td>\n", + " <td>9</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], + "text/plain": [ + " Type Air temperature [K] Process temperature [K] Rotational speed [rpm] \\\n", + "0 M 298.1 308.6 1551 \n", + "1 L 298.2 308.7 1408 \n", + "2 L 298.1 308.5 1498 \n", + "3 L 298.2 308.6 1433 \n", + "4 L 298.2 308.7 1408 \n", + "\n", + " Torque [Nm] Tool wear [min] Machine failure TWF HDF PWF OSF RNF \n", + "0 42.8 0 0 0 0 0 0 0 \n", + "1 46.3 3 0 0 0 0 0 0 \n", + "2 49.4 5 0 0 0 0 0 0 \n", + "3 39.5 7 0 0 0 0 0 0 \n", + "4 40.0 9 0 0 0 0 0 0 " + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_reduced.head()" + ] + }, + { + "cell_type": "markdown", + "id": "87e3346a", + "metadata": {}, + "source": [ + "### Transforming Features (short Data Transformation)\n", + "For a better understanding of the values, the two features \"Air temperature [K]\" and \"Process temperature [K]\" are converted from the unit Kelvin to the unit degrees Celsius.\n", + "\n", + "The Kelvin scale has its zero point at the absolute temperature zero point, which is converted to -273.15 degrees Celsius. Accordingly, the conversion from Kelvin to Celsius is done by shifting 273.15 degrees:\n", + "Temperature in °C = Temperature in K -273.15.\n", + "\n", + "The temperatures in degrees Celsius could be added as new features and then the features of the temperatures in Kelvin could be removed. Instead, however, the value of the two features is adjusted directly at this point and then the naming is changed in each case. Since both features are available as float, the conversion can simply be done by the above formula." + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "160f68f6", + "metadata": {}, + "outputs": [], + "source": [ + "data_reduced[\"Air temperature [K]\"] = data_reduced[\"Air temperature [K]\"] - 273.15\n", + "data_reduced[\"Process temperature [K]\"] = data_reduced[\"Process temperature [K]\"] - 273.15" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "fd92636c", + "metadata": {}, + "outputs": [], + "source": [ + "data_reduced.rename(columns={\"Air temperature [K]\" : \"Air temperature [°C]\",\n", + " \"Process temperature [K]\" : \"Process temperature [°C]\"},inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "81c71085", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>Type</th>\n", + " <th>Air temperature [°C]</th>\n", + " <th>Process temperature [°C]</th>\n", + " <th>Rotational speed [rpm]</th>\n", + " <th>Torque [Nm]</th>\n", + " <th>Tool wear [min]</th>\n", + " <th>Machine failure</th>\n", + " <th>TWF</th>\n", + " <th>HDF</th>\n", + " <th>PWF</th>\n", + " <th>OSF</th>\n", + " <th>RNF</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>0</th>\n", + " <td>M</td>\n", + " <td>24.95</td>\n", + " <td>35.45</td>\n", + " <td>1551</td>\n", + " <td>42.8</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " </tr>\n", + " <tr>\n", + " <th>1</th>\n", + " <td>L</td>\n", + " <td>25.05</td>\n", + " <td>35.55</td>\n", + " <td>1408</td>\n", + " <td>46.3</td>\n", + " <td>3</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " </tr>\n", + " <tr>\n", + " <th>2</th>\n", + " <td>L</td>\n", + " <td>24.95</td>\n", + " <td>35.35</td>\n", + " <td>1498</td>\n", + " <td>49.4</td>\n", + " <td>5</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " </tr>\n", + " <tr>\n", + " <th>3</th>\n", + " <td>L</td>\n", + " <td>25.05</td>\n", + " <td>35.45</td>\n", + " <td>1433</td>\n", + " <td>39.5</td>\n", + " <td>7</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4</th>\n", + " <td>L</td>\n", + " <td>25.05</td>\n", + " <td>35.55</td>\n", + " <td>1408</td>\n", + " <td>40.0</td>\n", + " <td>9</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], + "text/plain": [ + " Type Air temperature [°C] Process temperature [°C] \\\n", + "0 M 24.95 35.45 \n", + "1 L 25.05 35.55 \n", + "2 L 24.95 35.35 \n", + "3 L 25.05 35.45 \n", + "4 L 25.05 35.55 \n", + "\n", + " Rotational speed [rpm] Torque [Nm] Tool wear [min] Machine failure TWF \\\n", + "0 1551 42.8 0 0 0 \n", + "1 1408 46.3 3 0 0 \n", + "2 1498 49.4 5 0 0 \n", + "3 1433 39.5 7 0 0 \n", + "4 1408 40.0 9 0 0 \n", + "\n", + " HDF PWF OSF RNF \n", + "0 0 0 0 0 \n", + "1 0 0 0 0 \n", + "2 0 0 0 0 \n", + "3 0 0 0 0 \n", + "4 0 0 0 0 " + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_reduced.head()" + ] + }, + { + "cell_type": "markdown", + "id": "74563552", + "metadata": {}, + "source": [ + "### Check outliers\n", + "In the following, the individual features are checked for outliers. This is done in a combination of a histogram and a boxplot.\n", + "\n", + "To determine the effect on the target variable \"Machine Failure\", the distribution of the characteristics defect (1) and no defect (0) is displayed previously and is compared after any adjustment due to outliers." + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "798c3cc0", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Machine failure\n", + "0 9661\n", + "1 339\n", + "Name: count, dtype: int64\n", + "Machine failure\n", + "0 96.61\n", + "1 3.39\n", + "Name: count, dtype: float64\n" + ] + } + ], + "source": [ + "value_counts = data_reduced[\"Machine failure\"].value_counts()\n", + "percentage = value_counts / len(data_reduced) *100\n", + "print(value_counts)\n", + "print(percentage)" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "75833e4d", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\alexa\\AppData\\Local\\Temp\\ipykernel_3524\\1856570476.py:7: FutureWarning: \n", + "\n", + "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `y` variable to `hue` and set `legend=False` for the same effect.\n", + "\n", + " sns.boxplot(data=data_reduced, x=i, ax=axes[1,j], palette=\"cool\")\n", + "C:\\Users\\alexa\\AppData\\Local\\Temp\\ipykernel_3524\\1856570476.py:7: FutureWarning: \n", + "\n", + "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `y` variable to `hue` and set `legend=False` for the same effect.\n", + "\n", + " sns.boxplot(data=data_reduced, x=i, ax=axes[1,j], palette=\"cool\")\n", + "C:\\Users\\alexa\\AppData\\Local\\Temp\\ipykernel_3524\\1856570476.py:7: FutureWarning: \n", + "\n", + "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `y` variable to `hue` and set `legend=False` for the same effect.\n", + "\n", + " sns.boxplot(data=data_reduced, x=i, ax=axes[1,j], palette=\"cool\")\n", + "C:\\Users\\alexa\\AppData\\Local\\Temp\\ipykernel_3524\\1856570476.py:7: FutureWarning: \n", + "\n", + "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `y` variable to `hue` and set `legend=False` for the same effect.\n", + "\n", + " sns.boxplot(data=data_reduced, x=i, ax=axes[1,j], palette=\"cool\")\n", + "C:\\Users\\alexa\\AppData\\Local\\Temp\\ipykernel_3524\\1856570476.py:7: FutureWarning: \n", + "\n", + "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `y` variable to `hue` and set `legend=False` for the same effect.\n", + "\n", + " sns.boxplot(data=data_reduced, x=i, ax=axes[1,j], palette=\"cool\")\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "<Figure size 2000x1000 with 10 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axes = plt.subplots(2, 5, figsize=[20,10])\n", + "j = 0\n", + "colors = [\"deepskyblue\", \"darkviolet\"]\n", + "\n", + "for i in [\"Air temperature [°C]\", \"Process temperature [°C]\", \"Rotational speed [rpm]\", \"Torque [Nm]\", \"Tool wear [min]\"]:\n", + " sns.histplot(data=data_reduced, x=i, kde=True, ax=axes[0,j], hue=\"Machine failure\", palette=colors)\n", + " sns.boxplot(data=data_reduced, x=i, ax=axes[1,j], palette=\"cool\")\n", + " j+=1" + ] + }, + { + "cell_type": "markdown", + "id": "1558e233", + "metadata": {}, + "source": [ + "The graphs show that the attributes \"Air temperature [°C]\", \"Process temperature [°C]\" and \"Tool wear [min]\" are relatively evenly distributed, with all the different values for \"Tool wear [min]\" occurring almost equally often. The attribute \"Rotational speed [rpm]\", on the other hand, is shifted to the left in the histogram and has outliers in the direction of higher values. The attribute \"Torque [Nm]\" is evenly distributed in the histogram, but still has outliers. These are mainly seen in the boxplot and exist both in the ascending and descending direction of the values.\n", + "\n", + "Since the outliers only occur on one side (right) for Rotational Speed, they are removed by applying the 99% quantile." + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "a749f540", + "metadata": {}, + "outputs": [], + "source": [ + "q = data_reduced[\"Rotational speed [rpm]\"].quantile(0.99)\n", + "data_no_outliers = data_reduced[data_reduced[\"Rotational speed [rpm]\"]<q]" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "b0138195", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\alexa\\AppData\\Local\\Temp\\ipykernel_3524\\2183779739.py:7: FutureWarning: \n", + "\n", + "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `y` variable to `hue` and set `legend=False` for the same effect.\n", + "\n", + " sns.boxplot(data=data_no_outliers, x=i, ax=axes[1,j], palette=\"cool\")\n", + "C:\\Users\\alexa\\AppData\\Local\\Temp\\ipykernel_3524\\2183779739.py:7: FutureWarning: \n", + "\n", + "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `y` variable to `hue` and set `legend=False` for the same effect.\n", + "\n", + " sns.boxplot(data=data_no_outliers, x=i, ax=axes[1,j], palette=\"cool\")\n", + "C:\\Users\\alexa\\AppData\\Local\\Temp\\ipykernel_3524\\2183779739.py:7: FutureWarning: \n", + "\n", + "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `y` variable to `hue` and set `legend=False` for the same effect.\n", + "\n", + " sns.boxplot(data=data_no_outliers, x=i, ax=axes[1,j], palette=\"cool\")\n", + "C:\\Users\\alexa\\AppData\\Local\\Temp\\ipykernel_3524\\2183779739.py:7: FutureWarning: \n", + "\n", + "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `y` variable to `hue` and set `legend=False` for the same effect.\n", + "\n", + " sns.boxplot(data=data_no_outliers, x=i, ax=axes[1,j], palette=\"cool\")\n", + "C:\\Users\\alexa\\AppData\\Local\\Temp\\ipykernel_3524\\2183779739.py:7: FutureWarning: \n", + "\n", + "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `y` variable to `hue` and set `legend=False` for the same effect.\n", + "\n", + " sns.boxplot(data=data_no_outliers, x=i, ax=axes[1,j], palette=\"cool\")\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 2000x1000 with 10 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axes = plt.subplots(2, 5, figsize=[20,10])\n", + "j = 0\n", + "colors = [\"deepskyblue\", \"darkviolet\"]\n", + "\n", + "for i in [\"Air temperature [°C]\", \"Process temperature [°C]\", \"Rotational speed [rpm]\", \"Torque [Nm]\", \"Tool wear [min]\"]:\n", + " sns.histplot(data=data_no_outliers, x=i, kde=True, ax=axes[0,j], hue=\"Machine failure\", palette=colors)\n", + " sns.boxplot(data=data_no_outliers, x=i, ax=axes[1,j], palette=\"cool\")\n", + " j+=1" + ] + }, + { + "cell_type": "markdown", + "id": "c51af967", + "metadata": {}, + "source": [ + "In this way, the outliers from Torque on the left side were removed as well. To also remove the outliers on the right side, the 99% quantile is used there too." + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "3236e046", + "metadata": {}, + "outputs": [], + "source": [ + "q = data_no_outliers[\"Torque [Nm]\"].quantile(0.99)\n", + "data_no_outliers2 = data_no_outliers[data_no_outliers[\"Torque [Nm]\"]<q]" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "f7408cca", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\alexa\\AppData\\Local\\Temp\\ipykernel_3524\\1549324300.py:7: FutureWarning: \n", + "\n", + "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `y` variable to `hue` and set `legend=False` for the same effect.\n", + "\n", + " sns.boxplot(data=data_no_outliers2, x=i, ax=axes[1,j], palette=\"cool\")\n", + "C:\\Users\\alexa\\AppData\\Local\\Temp\\ipykernel_3524\\1549324300.py:7: FutureWarning: \n", + "\n", + "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `y` variable to `hue` and set `legend=False` for the same effect.\n", + "\n", + " sns.boxplot(data=data_no_outliers2, x=i, ax=axes[1,j], palette=\"cool\")\n", + "C:\\Users\\alexa\\AppData\\Local\\Temp\\ipykernel_3524\\1549324300.py:7: FutureWarning: \n", + "\n", + "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `y` variable to `hue` and set `legend=False` for the same effect.\n", + "\n", + " sns.boxplot(data=data_no_outliers2, x=i, ax=axes[1,j], palette=\"cool\")\n", + "C:\\Users\\alexa\\AppData\\Local\\Temp\\ipykernel_3524\\1549324300.py:7: FutureWarning: \n", + "\n", + "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `y` variable to `hue` and set `legend=False` for the same effect.\n", + "\n", + " sns.boxplot(data=data_no_outliers2, x=i, ax=axes[1,j], palette=\"cool\")\n", + "C:\\Users\\alexa\\AppData\\Local\\Temp\\ipykernel_3524\\1549324300.py:7: FutureWarning: \n", + "\n", + "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `y` variable to `hue` and set `legend=False` for the same effect.\n", + "\n", + " sns.boxplot(data=data_no_outliers2, x=i, ax=axes[1,j], palette=\"cool\")\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 2000x1000 with 10 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axes = plt.subplots(2, 5, figsize=[20,10])\n", + "j = 0\n", + "colors = [\"deepskyblue\", \"darkviolet\"]\n", + "\n", + "for i in [\"Air temperature [°C]\", \"Process temperature [°C]\", \"Rotational speed [rpm]\", \"Torque [Nm]\", \"Tool wear [min]\"]:\n", + " sns.histplot(data=data_no_outliers2, x=i, kde=True, ax=axes[0,j], hue=\"Machine failure\", palette=colors)\n", + " sns.boxplot(data=data_no_outliers2, x=i, ax=axes[1,j], palette=\"cool\")\n", + " j+=1" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "5e5fd51b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "<class 'pandas.core.frame.DataFrame'>\n", + "Index: 9801 entries, 0 to 9999\n", + "Data columns (total 12 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 Type 9801 non-null object \n", + " 1 Air temperature [°C] 9801 non-null float64\n", + " 2 Process temperature [°C] 9801 non-null float64\n", + " 3 Rotational speed [rpm] 9801 non-null int64 \n", + " 4 Torque [Nm] 9801 non-null float64\n", + " 5 Tool wear [min] 9801 non-null int64 \n", + " 6 Machine failure 9801 non-null int64 \n", + " 7 TWF 9801 non-null int64 \n", + " 8 HDF 9801 non-null int64 \n", + " 9 PWF 9801 non-null int64 \n", + " 10 OSF 9801 non-null int64 \n", + " 11 RNF 9801 non-null int64 \n", + "dtypes: float64(3), int64(8), object(1)\n", + "memory usage: 995.4+ KB\n" + ] + } + ], + "source": [ + "data_no_outliers2.info()" + ] + }, + { + "cell_type": "markdown", + "id": "1d270de3", + "metadata": {}, + "source": [ + "After both steps, the expressions of the target variables must now be compared." + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "c08e5a24", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Machine failure\n", + "0 9556\n", + "1 245\n", + "Name: count, dtype: int64\n", + "Machine failure\n", + "0 97.500255\n", + "1 2.499745\n", + "Name: count, dtype: float64\n" + ] + } + ], + "source": [ + "value_counts = data_no_outliers2[\"Machine failure\"].value_counts()\n", + "percentage = value_counts / len(data_no_outliers2) *100\n", + "print(value_counts)\n", + "print(percentage)" + ] + }, + { + "cell_type": "markdown", + "id": "7c34f180", + "metadata": {}, + "source": [ + "When comparing the percentage distribution of errors in the target variable, it can be seen that the percentage of errors decreases from 3.39% before removing the outliers to 2.5% after removing the outliers. Since the distribution of error occurrence previously showed that the data set is unbalanced with respect to the target variable (this issue will be addressed later), the steps to remove the outliers are not considered further and further development is again based on the data set with status before removal (\"data_reduced\"). \n", + "\n", + "In order to counteract the outliers anyway, the RobustScaler for the two affected attributes is used for scaling in the later course." + ] + }, + { + "cell_type": "markdown", + "id": "00dc4e5e", + "metadata": {}, + "source": [ + "### Target variables\n", + "In the data set, the features \"Machine Failure\", \"TWF\", \"HDF\", \"PWF\", \"OSF\" and \"RNF\" are defined as target variables. With \"Machine Failure\" a binary classification is performed later and with the other five target variables a multi-class classification is performed.\n", + "First, however, it is checked whether the respective values then also match between \"Machine failure\" and the other features. For this purpose, the five features of the different defect expressions are brought into a common column and, so to speak, a one-hot encoding, which these features are similar to, is undone. After that, the newly created column should contain the respective defect for each data point or that there is no defect. \n", + "\n", + "In order to recognize the defect better, the columns of the features are firtsly renamed with the full name." + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "c413c6e5", + "metadata": {}, + "outputs": [], + "source": [ + "data_reduced.rename(columns={\"TWF\" : \"Tool Wear Failure\", \"HDF\" : \"Heat Dissipation Failure\",\n", + " \"PWF\" : \"Power Failure\", \"OSF\" : \"Overstrain Failure\", \"RNF\" : \"Random Failures\"},inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "id": "540b36d9", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>Type</th>\n", + " <th>Air temperature [°C]</th>\n", + " <th>Process temperature [°C]</th>\n", + " <th>Rotational speed [rpm]</th>\n", + " <th>Torque [Nm]</th>\n", + " <th>Tool wear [min]</th>\n", + " <th>Machine failure</th>\n", + " <th>Tool Wear Failure</th>\n", + " <th>Heat Dissipation Failure</th>\n", + " <th>Power Failure</th>\n", + " <th>Overstrain Failure</th>\n", + " <th>Random Failures</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>0</th>\n", + " <td>M</td>\n", + " <td>24.95</td>\n", + " <td>35.45</td>\n", + " <td>1551</td>\n", + " <td>42.8</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " </tr>\n", + " <tr>\n", + " <th>1</th>\n", + " <td>L</td>\n", + " <td>25.05</td>\n", + " <td>35.55</td>\n", + " <td>1408</td>\n", + " <td>46.3</td>\n", + " <td>3</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " </tr>\n", + " <tr>\n", + " <th>2</th>\n", + " <td>L</td>\n", + " <td>24.95</td>\n", + " <td>35.35</td>\n", + " <td>1498</td>\n", + " <td>49.4</td>\n", + " <td>5</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " </tr>\n", + " <tr>\n", + " <th>3</th>\n", + " <td>L</td>\n", + " <td>25.05</td>\n", + " <td>35.45</td>\n", + " <td>1433</td>\n", + " <td>39.5</td>\n", + " <td>7</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4</th>\n", + " <td>L</td>\n", + " <td>25.05</td>\n", + " <td>35.55</td>\n", + " <td>1408</td>\n", + " <td>40.0</td>\n", + " <td>9</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], + "text/plain": [ + " Type Air temperature [°C] Process temperature [°C] \\\n", + "0 M 24.95 35.45 \n", + "1 L 25.05 35.55 \n", + "2 L 24.95 35.35 \n", + "3 L 25.05 35.45 \n", + "4 L 25.05 35.55 \n", + "\n", + " Rotational speed [rpm] Torque [Nm] Tool wear [min] Machine failure \\\n", + "0 1551 42.8 0 0 \n", + "1 1408 46.3 3 0 \n", + "2 1498 49.4 5 0 \n", + "3 1433 39.5 7 0 \n", + "4 1408 40.0 9 0 \n", + "\n", + " Tool Wear Failure Heat Dissipation Failure Power Failure \\\n", + "0 0 0 0 \n", + "1 0 0 0 \n", + "2 0 0 0 \n", + "3 0 0 0 \n", + "4 0 0 0 \n", + "\n", + " Overstrain Failure Random Failures \n", + "0 0 0 \n", + "1 0 0 \n", + "2 0 0 \n", + "3 0 0 \n", + "4 0 0 " + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_reduced.head()" + ] + }, + { + "cell_type": "markdown", + "id": "e435552d", + "metadata": {}, + "source": [ + "Subsequently, the five target variables are combined in a common column, whereby \"No Failure\" is to be used in the case of no defect. The procedure is to refer only to these columns, so that they are determined before as \"selected_columns\"." + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "id": "5c79dc29", + "metadata": {}, + "outputs": [], + "source": [ + "selected_columns = [\"Tool Wear Failure\",\"Heat Dissipation Failure\",\"Power Failure\",\n", + " \"Overstrain Failure\",\"Random Failures\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "id": "d72a5153", + "metadata": {}, + "outputs": [], + "source": [ + "default_entry = \"No Failure\"" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "id": "a7a7eb91", + "metadata": {}, + "outputs": [], + "source": [ + "data_reduced[\"Failure Mode\"] = data_reduced[selected_columns].idxmax(axis=1).fillna(default_entry)" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "id": "a860b7bc", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>Type</th>\n", + " <th>Air temperature [°C]</th>\n", + " <th>Process temperature [°C]</th>\n", + " <th>Rotational speed [rpm]</th>\n", + " <th>Torque [Nm]</th>\n", + " <th>Tool wear [min]</th>\n", + " <th>Machine failure</th>\n", + " <th>Tool Wear Failure</th>\n", + " <th>Heat Dissipation Failure</th>\n", + " <th>Power Failure</th>\n", + " <th>Overstrain Failure</th>\n", + " <th>Random Failures</th>\n", + " <th>Failure Mode</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>0</th>\n", + " <td>M</td>\n", + " <td>24.95</td>\n", + " <td>35.45</td>\n", + " <td>1551</td>\n", + " <td>42.8</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>Tool Wear Failure</td>\n", + " </tr>\n", + " <tr>\n", + " <th>1</th>\n", + " <td>L</td>\n", + " <td>25.05</td>\n", + " <td>35.55</td>\n", + " <td>1408</td>\n", + " <td>46.3</td>\n", + " <td>3</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>Tool Wear Failure</td>\n", + " </tr>\n", + " <tr>\n", + " <th>2</th>\n", + " <td>L</td>\n", + " <td>24.95</td>\n", + " <td>35.35</td>\n", + " <td>1498</td>\n", + " <td>49.4</td>\n", + " <td>5</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>Tool Wear Failure</td>\n", + " </tr>\n", + " <tr>\n", + " <th>3</th>\n", + " <td>L</td>\n", + " <td>25.05</td>\n", + " <td>35.45</td>\n", + " <td>1433</td>\n", + " <td>39.5</td>\n", + " <td>7</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>Tool Wear Failure</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4</th>\n", + " <td>L</td>\n", + " <td>25.05</td>\n", + " <td>35.55</td>\n", + " <td>1408</td>\n", + " <td>40.0</td>\n", + " <td>9</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>Tool Wear Failure</td>\n", + " </tr>\n", + " <tr>\n", + " <th>...</th>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " </tr>\n", + " <tr>\n", + " <th>75</th>\n", + " <td>L</td>\n", + " <td>25.65</td>\n", + " <td>35.75</td>\n", + " <td>1379</td>\n", + " <td>46.7</td>\n", + " <td>204</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>Tool Wear Failure</td>\n", + " </tr>\n", + " <tr>\n", + " <th>76</th>\n", + " <td>L</td>\n", + " <td>25.65</td>\n", + " <td>35.75</td>\n", + " <td>1461</td>\n", + " <td>47.9</td>\n", + " <td>206</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>Tool Wear Failure</td>\n", + " </tr>\n", + " <tr>\n", + " <th>77</th>\n", + " <td>L</td>\n", + " <td>25.65</td>\n", + " <td>35.75</td>\n", + " <td>1455</td>\n", + " <td>41.3</td>\n", + " <td>208</td>\n", + " <td>1</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>Tool Wear Failure</td>\n", + " </tr>\n", + " <tr>\n", + " <th>78</th>\n", + " <td>L</td>\n", + " <td>25.65</td>\n", + " <td>35.75</td>\n", + " <td>1398</td>\n", + " <td>51.5</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>Tool Wear Failure</td>\n", + " </tr>\n", + " <tr>\n", + " <th>79</th>\n", + " <td>L</td>\n", + " <td>25.65</td>\n", + " <td>35.75</td>\n", + " <td>1402</td>\n", + " <td>37.9</td>\n", + " <td>2</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>Tool Wear Failure</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "<p>80 rows × 13 columns</p>\n", + "</div>" + ], + "text/plain": [ + " Type Air temperature [°C] Process temperature [°C] \\\n", + "0 M 24.95 35.45 \n", + "1 L 25.05 35.55 \n", + "2 L 24.95 35.35 \n", + "3 L 25.05 35.45 \n", + "4 L 25.05 35.55 \n", + ".. ... ... ... \n", + "75 L 25.65 35.75 \n", + "76 L 25.65 35.75 \n", + "77 L 25.65 35.75 \n", + "78 L 25.65 35.75 \n", + "79 L 25.65 35.75 \n", + "\n", + " Rotational speed [rpm] Torque [Nm] Tool wear [min] Machine failure \\\n", + "0 1551 42.8 0 0 \n", + "1 1408 46.3 3 0 \n", + "2 1498 49.4 5 0 \n", + "3 1433 39.5 7 0 \n", + "4 1408 40.0 9 0 \n", + ".. ... ... ... ... \n", + "75 1379 46.7 204 0 \n", + "76 1461 47.9 206 0 \n", + "77 1455 41.3 208 1 \n", + "78 1398 51.5 0 0 \n", + "79 1402 37.9 2 0 \n", + "\n", + " Tool Wear Failure Heat Dissipation Failure Power Failure \\\n", + "0 0 0 0 \n", + "1 0 0 0 \n", + "2 0 0 0 \n", + "3 0 0 0 \n", + "4 0 0 0 \n", + ".. ... ... ... \n", + "75 0 0 0 \n", + "76 0 0 0 \n", + "77 1 0 0 \n", + "78 0 0 0 \n", + "79 0 0 0 \n", + "\n", + " Overstrain Failure Random Failures Failure Mode \n", + "0 0 0 Tool Wear Failure \n", + "1 0 0 Tool Wear Failure \n", + "2 0 0 Tool Wear Failure \n", + "3 0 0 Tool Wear Failure \n", + "4 0 0 Tool Wear Failure \n", + ".. ... ... ... \n", + "75 0 0 Tool Wear Failure \n", + "76 0 0 Tool Wear Failure \n", + "77 0 0 Tool Wear Failure \n", + "78 0 0 Tool Wear Failure \n", + "79 0 0 Tool Wear Failure \n", + "\n", + "[80 rows x 13 columns]" + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_reduced.head(80)" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "id": "8f313971", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Failure Mode\n", + "Tool Wear Failure 9698\n", + "Heat Dissipation Failure 115\n", + "Power Failure 91\n", + "Overstrain Failure 78\n", + "Random Failures 18\n", + "Name: count, dtype: int64" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_reduced[\"Failure Mode\"].value_counts()" + ] + }, + { + "cell_type": "markdown", + "id": "9c9dde32", + "metadata": {}, + "source": [ + "Combining the five columns does not work correctly, because in some columns there is not only a 1, but in more than one different columns there is a 1. This means that more defect types occurred there. This is also noted in the data set explanation, which explains that it is not clear which defect really caused the machine failure.\n", + "\n", + "Thus, these lines are now looked at first, which have more than one 1 in the five columns of the defect types." + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "id": "8c7ee5f5", + "metadata": {}, + "outputs": [], + "source": [ + "# List of selected columns\n", + "selected_columns = [\"Tool Wear Failure\",\"Heat Dissipation Failure\",\"Power Failure\",\n", + " \"Overstrain Failure\",\"Random Failures\"]\n", + "\n", + "# Check which lines meet the condition\n", + "rows_check = (data_reduced[selected_columns] == 1).sum(axis=1) > 1" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "id": "1bcef084", + "metadata": {}, + "outputs": [], + "source": [ + "data_check = data_reduced[rows_check]" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "id": "0f197937", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>Type</th>\n", + " <th>Air temperature [°C]</th>\n", + " <th>Process temperature [°C]</th>\n", + " <th>Rotational speed [rpm]</th>\n", + " <th>Torque [Nm]</th>\n", + " <th>Tool wear [min]</th>\n", + " <th>Machine failure</th>\n", + " <th>Tool Wear Failure</th>\n", + " <th>Heat Dissipation Failure</th>\n", + " <th>Power Failure</th>\n", + " <th>Overstrain Failure</th>\n", + " <th>Random Failures</th>\n", + " <th>Failure Mode</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>69</th>\n", + " <td>L</td>\n", + " <td>25.75</td>\n", + " <td>35.85</td>\n", + " <td>1410</td>\n", + " <td>65.7</td>\n", + " <td>191</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>Power Failure</td>\n", + " </tr>\n", + " <tr>\n", + " <th>1324</th>\n", + " <td>M</td>\n", + " <td>25.65</td>\n", + " <td>36.95</td>\n", + " <td>1243</td>\n", + " <td>74.5</td>\n", + " <td>194</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>Power Failure</td>\n", + " </tr>\n", + " <tr>\n", + " <th>1496</th>\n", + " <td>L</td>\n", + " <td>24.85</td>\n", + " <td>35.55</td>\n", + " <td>1268</td>\n", + " <td>69.4</td>\n", + " <td>189</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>Power Failure</td>\n", + " </tr>\n", + " <tr>\n", + " <th>3611</th>\n", + " <td>L</td>\n", + " <td>28.55</td>\n", + " <td>37.75</td>\n", + " <td>1405</td>\n", + " <td>46.4</td>\n", + " <td>207</td>\n", + " <td>1</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>Tool Wear Failure</td>\n", + " </tr>\n", + " <tr>\n", + " <th>3854</th>\n", + " <td>L</td>\n", + " <td>29.25</td>\n", + " <td>37.85</td>\n", + " <td>1338</td>\n", + " <td>67.6</td>\n", + " <td>194</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>Power Failure</td>\n", + " </tr>\n", + " <tr>\n", + " <th>3943</th>\n", + " <td>L</td>\n", + " <td>29.15</td>\n", + " <td>38.25</td>\n", + " <td>1333</td>\n", + " <td>66.7</td>\n", + " <td>205</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>Power Failure</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4254</th>\n", + " <td>L</td>\n", + " <td>29.45</td>\n", + " <td>37.85</td>\n", + " <td>1284</td>\n", + " <td>68.0</td>\n", + " <td>114</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>Heat Dissipation Failure</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4342</th>\n", + " <td>M</td>\n", + " <td>28.55</td>\n", + " <td>36.65</td>\n", + " <td>1284</td>\n", + " <td>68.2</td>\n", + " <td>111</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>Heat Dissipation Failure</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4370</th>\n", + " <td>L</td>\n", + " <td>28.85</td>\n", + " <td>36.75</td>\n", + " <td>1308</td>\n", + " <td>57.6</td>\n", + " <td>197</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>Heat Dissipation Failure</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4383</th>\n", + " <td>L</td>\n", + " <td>28.55</td>\n", + " <td>36.35</td>\n", + " <td>1298</td>\n", + " <td>65.5</td>\n", + " <td>229</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>Heat Dissipation Failure</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4417</th>\n", + " <td>L</td>\n", + " <td>29.45</td>\n", + " <td>37.25</td>\n", + " <td>1365</td>\n", + " <td>66.8</td>\n", + " <td>80</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>Heat Dissipation Failure</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4462</th>\n", + " <td>L</td>\n", + " <td>29.55</td>\n", + " <td>37.35</td>\n", + " <td>1263</td>\n", + " <td>67.8</td>\n", + " <td>197</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>Heat Dissipation Failure</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4642</th>\n", + " <td>L</td>\n", + " <td>30.05</td>\n", + " <td>38.25</td>\n", + " <td>1238</td>\n", + " <td>54.6</td>\n", + " <td>226</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>Heat Dissipation Failure</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4643</th>\n", + " <td>L</td>\n", + " <td>30.05</td>\n", + " <td>38.25</td>\n", + " <td>1324</td>\n", + " <td>54.2</td>\n", + " <td>228</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>Heat Dissipation Failure</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4729</th>\n", + " <td>L</td>\n", + " <td>30.25</td>\n", + " <td>38.65</td>\n", + " <td>1306</td>\n", + " <td>61.0</td>\n", + " <td>215</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>Heat Dissipation Failure</td>\n", + " </tr>\n", + " <tr>\n", + " <th>5394</th>\n", + " <td>M</td>\n", + " <td>29.65</td>\n", + " <td>39.15</td>\n", + " <td>1262</td>\n", + " <td>70.5</td>\n", + " <td>234</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>Power Failure</td>\n", + " </tr>\n", + " <tr>\n", + " <th>5401</th>\n", + " <td>M</td>\n", + " <td>29.45</td>\n", + " <td>39.15</td>\n", + " <td>1454</td>\n", + " <td>54.8</td>\n", + " <td>253</td>\n", + " <td>1</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>Tool Wear Failure</td>\n", + " </tr>\n", + " <tr>\n", + " <th>5909</th>\n", + " <td>H</td>\n", + " <td>27.55</td>\n", + " <td>37.05</td>\n", + " <td>1364</td>\n", + " <td>65.3</td>\n", + " <td>208</td>\n", + " <td>1</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>Tool Wear Failure</td>\n", + " </tr>\n", + " <tr>\n", + " <th>6248</th>\n", + " <td>L</td>\n", + " <td>27.65</td>\n", + " <td>36.95</td>\n", + " <td>1405</td>\n", + " <td>61.2</td>\n", + " <td>189</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>Power Failure</td>\n", + " </tr>\n", + " <tr>\n", + " <th>7083</th>\n", + " <td>L</td>\n", + " <td>27.55</td>\n", + " <td>37.25</td>\n", + " <td>1416</td>\n", + " <td>61.8</td>\n", + " <td>209</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>Power Failure</td>\n", + " </tr>\n", + " <tr>\n", + " <th>8846</th>\n", + " <td>M</td>\n", + " <td>24.25</td>\n", + " <td>35.65</td>\n", + " <td>1325</td>\n", + " <td>62.4</td>\n", + " <td>204</td>\n", + " <td>1</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>Tool Wear Failure</td>\n", + " </tr>\n", + " <tr>\n", + " <th>8926</th>\n", + " <td>M</td>\n", + " <td>24.15</td>\n", + " <td>35.15</td>\n", + " <td>1459</td>\n", + " <td>59.6</td>\n", + " <td>207</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>Power Failure</td>\n", + " </tr>\n", + " <tr>\n", + " <th>9084</th>\n", + " <td>L</td>\n", + " <td>24.05</td>\n", + " <td>34.75</td>\n", + " <td>1326</td>\n", + " <td>75.4</td>\n", + " <td>172</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>Power Failure</td>\n", + " </tr>\n", + " <tr>\n", + " <th>9974</th>\n", + " <td>L</td>\n", + " <td>25.45</td>\n", + " <td>35.05</td>\n", + " <td>1361</td>\n", + " <td>68.2</td>\n", + " <td>172</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>Power Failure</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], + "text/plain": [ + " Type Air temperature [°C] Process temperature [°C] \\\n", + "69 L 25.75 35.85 \n", + "1324 M 25.65 36.95 \n", + "1496 L 24.85 35.55 \n", + "3611 L 28.55 37.75 \n", + "3854 L 29.25 37.85 \n", + "3943 L 29.15 38.25 \n", + "4254 L 29.45 37.85 \n", + "4342 M 28.55 36.65 \n", + "4370 L 28.85 36.75 \n", + "4383 L 28.55 36.35 \n", + "4417 L 29.45 37.25 \n", + "4462 L 29.55 37.35 \n", + "4642 L 30.05 38.25 \n", + "4643 L 30.05 38.25 \n", + "4729 L 30.25 38.65 \n", + "5394 M 29.65 39.15 \n", + "5401 M 29.45 39.15 \n", + "5909 H 27.55 37.05 \n", + "6248 L 27.65 36.95 \n", + "7083 L 27.55 37.25 \n", + "8846 M 24.25 35.65 \n", + "8926 M 24.15 35.15 \n", + "9084 L 24.05 34.75 \n", + "9974 L 25.45 35.05 \n", + "\n", + " Rotational speed [rpm] Torque [Nm] Tool wear [min] Machine failure \\\n", + "69 1410 65.7 191 1 \n", + "1324 1243 74.5 194 1 \n", + "1496 1268 69.4 189 1 \n", + "3611 1405 46.4 207 1 \n", + "3854 1338 67.6 194 1 \n", + "3943 1333 66.7 205 1 \n", + "4254 1284 68.0 114 1 \n", + "4342 1284 68.2 111 1 \n", + "4370 1308 57.6 197 1 \n", + "4383 1298 65.5 229 1 \n", + "4417 1365 66.8 80 1 \n", + "4462 1263 67.8 197 1 \n", + "4642 1238 54.6 226 1 \n", + "4643 1324 54.2 228 1 \n", + "4729 1306 61.0 215 1 \n", + "5394 1262 70.5 234 1 \n", + "5401 1454 54.8 253 1 \n", + "5909 1364 65.3 208 1 \n", + "6248 1405 61.2 189 1 \n", + "7083 1416 61.8 209 1 \n", + "8846 1325 62.4 204 1 \n", + "8926 1459 59.6 207 1 \n", + "9084 1326 75.4 172 1 \n", + "9974 1361 68.2 172 1 \n", + "\n", + " Tool Wear Failure Heat Dissipation Failure Power Failure \\\n", + "69 0 0 1 \n", + "1324 0 0 1 \n", + "1496 0 0 1 \n", + "3611 1 0 0 \n", + "3854 0 0 1 \n", + "3943 0 0 1 \n", + "4254 0 1 1 \n", + "4342 0 1 1 \n", + "4370 0 1 0 \n", + "4383 0 1 0 \n", + "4417 0 1 1 \n", + "4462 0 1 0 \n", + "4642 0 1 0 \n", + "4643 0 1 0 \n", + "4729 0 1 0 \n", + "5394 0 0 1 \n", + "5401 1 0 0 \n", + "5909 1 0 1 \n", + "6248 0 0 1 \n", + "7083 0 0 1 \n", + "8846 1 0 0 \n", + "8926 0 0 1 \n", + "9084 0 0 1 \n", + "9974 0 0 1 \n", + "\n", + " Overstrain Failure Random Failures Failure Mode \n", + "69 1 0 Power Failure \n", + "1324 1 0 Power Failure \n", + "1496 1 0 Power Failure \n", + "3611 0 1 Tool Wear Failure \n", + "3854 1 0 Power Failure \n", + "3943 1 0 Power Failure \n", + "4254 0 0 Heat Dissipation Failure \n", + "4342 0 0 Heat Dissipation Failure \n", + "4370 1 0 Heat Dissipation Failure \n", + "4383 1 0 Heat Dissipation Failure \n", + "4417 0 0 Heat Dissipation Failure \n", + "4462 1 0 Heat Dissipation Failure \n", + "4642 1 0 Heat Dissipation Failure \n", + "4643 1 0 Heat Dissipation Failure \n", + "4729 1 0 Heat Dissipation Failure \n", + "5394 1 0 Power Failure \n", + "5401 1 0 Tool Wear Failure \n", + "5909 1 0 Tool Wear Failure \n", + "6248 1 0 Power Failure \n", + "7083 1 0 Power Failure \n", + "8846 1 0 Tool Wear Failure \n", + "8926 1 0 Power Failure \n", + "9084 1 0 Power Failure \n", + "9974 1 0 Power Failure " + ] + }, + "execution_count": 49, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_check" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "id": "c0de9d3d", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "<class 'pandas.core.frame.DataFrame'>\n", + "Index: 24 entries, 69 to 9974\n", + "Data columns (total 13 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 Type 24 non-null object \n", + " 1 Air temperature [°C] 24 non-null float64\n", + " 2 Process temperature [°C] 24 non-null float64\n", + " 3 Rotational speed [rpm] 24 non-null int64 \n", + " 4 Torque [Nm] 24 non-null float64\n", + " 5 Tool wear [min] 24 non-null int64 \n", + " 6 Machine failure 24 non-null int64 \n", + " 7 Tool Wear Failure 24 non-null int64 \n", + " 8 Heat Dissipation Failure 24 non-null int64 \n", + " 9 Power Failure 24 non-null int64 \n", + " 10 Overstrain Failure 24 non-null int64 \n", + " 11 Random Failures 24 non-null int64 \n", + " 12 Failure Mode 24 non-null object \n", + "dtypes: float64(3), int64(8), object(2)\n", + "memory usage: 2.6+ KB\n" + ] + } + ], + "source": [ + "data_check.info()" + ] + }, + { + "cell_type": "markdown", + "id": "0a1a2404", + "metadata": {}, + "source": [ + "To determine which error is set as the main error and finally the only error, the respective numbers of errors are checked in the total data set." + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "id": "450dc78d", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "TWF: 46\n", + "HSF: 115\n", + "PWF: 95\n", + "OSF: 98\n", + "RNF: 19\n" + ] + } + ], + "source": [ + "count_twf = data_reduced[\"Tool Wear Failure\"].value_counts()[1]\n", + "print(\"TWF: \",count_twf)\n", + "count_hsf = data_reduced[\"Heat Dissipation Failure\"].value_counts()[1]\n", + "print(\"HSF: \",count_hsf)\n", + "count_pwf = data_reduced[\"Power Failure\"].value_counts()[1]\n", + "print(\"PWF: \",count_pwf)\n", + "count_osf = data_reduced[\"Overstrain Failure\"].value_counts()[1]\n", + "print(\"OSF: \",count_osf)\n", + "count_rnf = data_reduced[\"Random Failures\"].value_counts()[1]\n", + "print(\"RNF: \",count_rnf)" + ] + }, + { + "cell_type": "markdown", + "id": "e0f823ed", + "metadata": {}, + "source": [ + "### Remove a second failure mode per line" + ] + }, + { + "cell_type": "markdown", + "id": "da0d3098", + "metadata": {}, + "source": [ + "Since the failures are relatively balanced except for the Random Failures category, it is specified that for each data point where two failures or more occur, the first column to occur retains the 1 and the other failure is set to 0." + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "id": "38895819", + "metadata": {}, + "outputs": [], + "source": [ + "# Update the values in the affected rows\n", + "\n", + "def fix_row(row):\n", + " ones_indices = row[row == 1].index\n", + " if len(ones_indices) > 1:\n", + " row[row == 1] = 0\n", + " row[ones_indices[0]] = 1\n", + " return row\n", + "\n", + "data_reduced.loc[rows_check, selected_columns] = data_reduced.loc[rows_check, selected_columns].apply(fix_row, axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "id": "f8c87af4", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Type L\n", + "Air temperature [°C] 29.45\n", + "Process temperature [°C] 37.85\n", + "Rotational speed [rpm] 1284\n", + "Torque [Nm] 68.0\n", + "Tool wear [min] 114\n", + "Machine failure 1\n", + "Tool Wear Failure 0\n", + "Heat Dissipation Failure 1\n", + "Power Failure 0\n", + "Overstrain Failure 0\n", + "Random Failures 0\n", + "Failure Mode Heat Dissipation Failure\n", + "Name: 4254, dtype: object" + ] + }, + "execution_count": 56, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Check example\n", + "data_reduced.loc[4254]" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "id": "b1a778fe", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>Type</th>\n", + " <th>Air temperature [°C]</th>\n", + " <th>Process temperature [°C]</th>\n", + " <th>Rotational speed [rpm]</th>\n", + " <th>Torque [Nm]</th>\n", + " <th>Tool wear [min]</th>\n", + " <th>Machine failure</th>\n", + " <th>Tool Wear Failure</th>\n", + " <th>Heat Dissipation Failure</th>\n", + " <th>Power Failure</th>\n", + " <th>Overstrain Failure</th>\n", + " <th>Random Failures</th>\n", + " <th>Failure Mode</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>69</th>\n", + " <td>L</td>\n", + " <td>25.75</td>\n", + " <td>35.85</td>\n", + " <td>1410</td>\n", + " <td>65.7</td>\n", + " <td>191</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>Power Failure</td>\n", + " </tr>\n", + " <tr>\n", + " <th>1324</th>\n", + " <td>M</td>\n", + " <td>25.65</td>\n", + " <td>36.95</td>\n", + " <td>1243</td>\n", + " <td>74.5</td>\n", + " <td>194</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>Power Failure</td>\n", + " </tr>\n", + " <tr>\n", + " <th>1496</th>\n", + " <td>L</td>\n", + " <td>24.85</td>\n", + " <td>35.55</td>\n", + " <td>1268</td>\n", + " <td>69.4</td>\n", + " <td>189</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>Power Failure</td>\n", + " </tr>\n", + " <tr>\n", + " <th>3611</th>\n", + " <td>L</td>\n", + " <td>28.55</td>\n", + " <td>37.75</td>\n", + " <td>1405</td>\n", + " <td>46.4</td>\n", + " <td>207</td>\n", + " <td>1</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>Tool Wear Failure</td>\n", + " </tr>\n", + " <tr>\n", + " <th>3854</th>\n", + " <td>L</td>\n", + " <td>29.25</td>\n", + " <td>37.85</td>\n", + " <td>1338</td>\n", + " <td>67.6</td>\n", + " <td>194</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>Power Failure</td>\n", + " </tr>\n", + " <tr>\n", + " <th>3943</th>\n", + " <td>L</td>\n", + " <td>29.15</td>\n", + " <td>38.25</td>\n", + " <td>1333</td>\n", + " <td>66.7</td>\n", + " <td>205</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>Power Failure</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4254</th>\n", + " <td>L</td>\n", + " <td>29.45</td>\n", + " <td>37.85</td>\n", + " <td>1284</td>\n", + " <td>68.0</td>\n", + " <td>114</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>Heat Dissipation Failure</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4342</th>\n", + " <td>M</td>\n", + " <td>28.55</td>\n", + " <td>36.65</td>\n", + " <td>1284</td>\n", + " <td>68.2</td>\n", + " <td>111</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>Heat Dissipation Failure</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4370</th>\n", + " <td>L</td>\n", + " <td>28.85</td>\n", + " <td>36.75</td>\n", + " <td>1308</td>\n", + " <td>57.6</td>\n", + " <td>197</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>Heat Dissipation Failure</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4383</th>\n", + " <td>L</td>\n", + " <td>28.55</td>\n", + " <td>36.35</td>\n", + " <td>1298</td>\n", + " <td>65.5</td>\n", + " <td>229</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>Heat Dissipation Failure</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4417</th>\n", + " <td>L</td>\n", + " <td>29.45</td>\n", + " <td>37.25</td>\n", + " <td>1365</td>\n", + " <td>66.8</td>\n", + " <td>80</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>Heat Dissipation Failure</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4462</th>\n", + " <td>L</td>\n", + " <td>29.55</td>\n", + " <td>37.35</td>\n", + " <td>1263</td>\n", + " <td>67.8</td>\n", + " <td>197</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>Heat Dissipation Failure</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4642</th>\n", + " <td>L</td>\n", + " <td>30.05</td>\n", + " <td>38.25</td>\n", + " <td>1238</td>\n", + " <td>54.6</td>\n", + " <td>226</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>Heat Dissipation Failure</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4643</th>\n", + " <td>L</td>\n", + " <td>30.05</td>\n", + " <td>38.25</td>\n", + " <td>1324</td>\n", + " <td>54.2</td>\n", + " <td>228</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>Heat Dissipation Failure</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4729</th>\n", + " <td>L</td>\n", + " <td>30.25</td>\n", + " <td>38.65</td>\n", + " <td>1306</td>\n", + " <td>61.0</td>\n", + " <td>215</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>Heat Dissipation Failure</td>\n", + " </tr>\n", + " <tr>\n", + " <th>5394</th>\n", + " <td>M</td>\n", + " <td>29.65</td>\n", + " <td>39.15</td>\n", + " <td>1262</td>\n", + " <td>70.5</td>\n", + " <td>234</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>Power Failure</td>\n", + " </tr>\n", + " <tr>\n", + " <th>5401</th>\n", + " <td>M</td>\n", + " <td>29.45</td>\n", + " <td>39.15</td>\n", + " <td>1454</td>\n", + " <td>54.8</td>\n", + " <td>253</td>\n", + " <td>1</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>Tool Wear Failure</td>\n", + " </tr>\n", + " <tr>\n", + " <th>5909</th>\n", + " <td>H</td>\n", + " <td>27.55</td>\n", + " <td>37.05</td>\n", + " <td>1364</td>\n", + " <td>65.3</td>\n", + " <td>208</td>\n", + " <td>1</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>Tool Wear Failure</td>\n", + " </tr>\n", + " <tr>\n", + " <th>6248</th>\n", + " <td>L</td>\n", + " <td>27.65</td>\n", + " <td>36.95</td>\n", + " <td>1405</td>\n", + " <td>61.2</td>\n", + " <td>189</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>Power Failure</td>\n", + " </tr>\n", + " <tr>\n", + " <th>7083</th>\n", + " <td>L</td>\n", + " <td>27.55</td>\n", + " <td>37.25</td>\n", + " <td>1416</td>\n", + " <td>61.8</td>\n", + " <td>209</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>Power Failure</td>\n", + " </tr>\n", + " <tr>\n", + " <th>8846</th>\n", + " <td>M</td>\n", + " <td>24.25</td>\n", + " <td>35.65</td>\n", + " <td>1325</td>\n", + " <td>62.4</td>\n", + " <td>204</td>\n", + " <td>1</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>Tool Wear Failure</td>\n", + " </tr>\n", + " <tr>\n", + " <th>8926</th>\n", + " <td>M</td>\n", + " <td>24.15</td>\n", + " <td>35.15</td>\n", + " <td>1459</td>\n", + " <td>59.6</td>\n", + " <td>207</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>Power Failure</td>\n", + " </tr>\n", + " <tr>\n", + " <th>9084</th>\n", + " <td>L</td>\n", + " <td>24.05</td>\n", + " <td>34.75</td>\n", + " <td>1326</td>\n", + " <td>75.4</td>\n", + " <td>172</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>Power Failure</td>\n", + " </tr>\n", + " <tr>\n", + " <th>9974</th>\n", + " <td>L</td>\n", + " <td>25.45</td>\n", + " <td>35.05</td>\n", + " <td>1361</td>\n", + " <td>68.2</td>\n", + " <td>172</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>Power Failure</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], + "text/plain": [ + " Type Air temperature [°C] Process temperature [°C] \\\n", + "69 L 25.75 35.85 \n", + "1324 M 25.65 36.95 \n", + "1496 L 24.85 35.55 \n", + "3611 L 28.55 37.75 \n", + "3854 L 29.25 37.85 \n", + "3943 L 29.15 38.25 \n", + "4254 L 29.45 37.85 \n", + "4342 M 28.55 36.65 \n", + "4370 L 28.85 36.75 \n", + "4383 L 28.55 36.35 \n", + "4417 L 29.45 37.25 \n", + "4462 L 29.55 37.35 \n", + "4642 L 30.05 38.25 \n", + "4643 L 30.05 38.25 \n", + "4729 L 30.25 38.65 \n", + "5394 M 29.65 39.15 \n", + "5401 M 29.45 39.15 \n", + "5909 H 27.55 37.05 \n", + "6248 L 27.65 36.95 \n", + "7083 L 27.55 37.25 \n", + "8846 M 24.25 35.65 \n", + "8926 M 24.15 35.15 \n", + "9084 L 24.05 34.75 \n", + "9974 L 25.45 35.05 \n", + "\n", + " Rotational speed [rpm] Torque [Nm] Tool wear [min] Machine failure \\\n", + "69 1410 65.7 191 1 \n", + "1324 1243 74.5 194 1 \n", + "1496 1268 69.4 189 1 \n", + "3611 1405 46.4 207 1 \n", + "3854 1338 67.6 194 1 \n", + "3943 1333 66.7 205 1 \n", + "4254 1284 68.0 114 1 \n", + "4342 1284 68.2 111 1 \n", + "4370 1308 57.6 197 1 \n", + "4383 1298 65.5 229 1 \n", + "4417 1365 66.8 80 1 \n", + "4462 1263 67.8 197 1 \n", + "4642 1238 54.6 226 1 \n", + "4643 1324 54.2 228 1 \n", + "4729 1306 61.0 215 1 \n", + "5394 1262 70.5 234 1 \n", + "5401 1454 54.8 253 1 \n", + "5909 1364 65.3 208 1 \n", + "6248 1405 61.2 189 1 \n", + "7083 1416 61.8 209 1 \n", + "8846 1325 62.4 204 1 \n", + "8926 1459 59.6 207 1 \n", + "9084 1326 75.4 172 1 \n", + "9974 1361 68.2 172 1 \n", + "\n", + " Tool Wear Failure Heat Dissipation Failure Power Failure \\\n", + "69 0 0 1 \n", + "1324 0 0 1 \n", + "1496 0 0 1 \n", + "3611 1 0 0 \n", + "3854 0 0 1 \n", + "3943 0 0 1 \n", + "4254 0 1 0 \n", + "4342 0 1 0 \n", + "4370 0 1 0 \n", + "4383 0 1 0 \n", + "4417 0 1 0 \n", + "4462 0 1 0 \n", + "4642 0 1 0 \n", + "4643 0 1 0 \n", + "4729 0 1 0 \n", + "5394 0 0 1 \n", + "5401 1 0 0 \n", + "5909 1 0 0 \n", + "6248 0 0 1 \n", + "7083 0 0 1 \n", + "8846 1 0 0 \n", + "8926 0 0 1 \n", + "9084 0 0 1 \n", + "9974 0 0 1 \n", + "\n", + " Overstrain Failure Random Failures Failure Mode \n", + "69 0 0 Power Failure \n", + "1324 0 0 Power Failure \n", + "1496 0 0 Power Failure \n", + "3611 0 0 Tool Wear Failure \n", + "3854 0 0 Power Failure \n", + "3943 0 0 Power Failure \n", + "4254 0 0 Heat Dissipation Failure \n", + "4342 0 0 Heat Dissipation Failure \n", + "4370 0 0 Heat Dissipation Failure \n", + "4383 0 0 Heat Dissipation Failure \n", + "4417 0 0 Heat Dissipation Failure \n", + "4462 0 0 Heat Dissipation Failure \n", + "4642 0 0 Heat Dissipation Failure \n", + "4643 0 0 Heat Dissipation Failure \n", + "4729 0 0 Heat Dissipation Failure \n", + "5394 0 0 Power Failure \n", + "5401 0 0 Tool Wear Failure \n", + "5909 0 0 Tool Wear Failure \n", + "6248 0 0 Power Failure \n", + "7083 0 0 Power Failure \n", + "8846 0 0 Tool Wear Failure \n", + "8926 0 0 Power Failure \n", + "9084 0 0 Power Failure \n", + "9974 0 0 Power Failure " + ] + }, + "execution_count": 57, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_reduced[rows_check]" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "id": "f1891ea4", + "metadata": {}, + "outputs": [], + "source": [ + "rows_check2 = (data_reduced[selected_columns] == 1).sum(axis=1) > 1" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "id": "16dd2a37", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>Type</th>\n", + " <th>Air temperature [°C]</th>\n", + " <th>Process temperature [°C]</th>\n", + " <th>Rotational speed [rpm]</th>\n", + " <th>Torque [Nm]</th>\n", + " <th>Tool wear [min]</th>\n", + " <th>Machine failure</th>\n", + " <th>Tool Wear Failure</th>\n", + " <th>Heat Dissipation Failure</th>\n", + " <th>Power Failure</th>\n", + " <th>Overstrain Failure</th>\n", + " <th>Random Failures</th>\n", + " <th>Failure Mode</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], + "text/plain": [ + "Empty DataFrame\n", + "Columns: [Type, Air temperature [°C], Process temperature [°C], Rotational speed [rpm], Torque [Nm], Tool wear [min], Machine failure, Tool Wear Failure, Heat Dissipation Failure, Power Failure, Overstrain Failure, Random Failures, Failure Mode]\n", + "Index: []" + ] + }, + "execution_count": 59, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_reduced[rows_check2]" + ] + }, + { + "cell_type": "markdown", + "id": "daa63527", + "metadata": {}, + "source": [ + "Now all duplicate error values have been reduced by keeping the first 1 that occurs and setting all other values with a 1 to 0.\n", + "\n", + "Thus, the distributions of the errors are now considered again." + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "id": "baa37354", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "TWF: 46\n", + "HSF: 115\n", + "PWF: 91\n", + "OSF: 78\n", + "RNF: 18\n" + ] + } + ], + "source": [ + "count_twf = data_reduced[\"Tool Wear Failure\"].value_counts()[1]\n", + "print(\"TWF: \",count_twf)\n", + "count_hsf = data_reduced[\"Heat Dissipation Failure\"].value_counts()[1]\n", + "print(\"HSF: \",count_hsf)\n", + "count_pwf = data_reduced[\"Power Failure\"].value_counts()[1]\n", + "print(\"PWF: \",count_pwf)\n", + "count_osf = data_reduced[\"Overstrain Failure\"].value_counts()[1]\n", + "print(\"OSF: \",count_osf)\n", + "count_rnf = data_reduced[\"Random Failures\"].value_counts()[1]\n", + "print(\"RNF: \",count_rnf)" + ] + }, + { + "cell_type": "markdown", + "id": "e1070113", + "metadata": {}, + "source": [ + "### Create one column as combination of the five failure modes" + ] + }, + { + "cell_type": "markdown", + "id": "b29e6141", + "metadata": {}, + "source": [ + "Now the five columns of the different defect types can be combined into one common column. In case there is no failure and none of the five columns has a 1, a default_entry with \"No Failure\" is defined, which is then to be assigned." + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "id": "bc0ddc0d", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "No Failure\n" + ] + } + ], + "source": [ + "default_entry = \"No Failure\"\n", + "print(default_entry)" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "id": "4ace953f", + "metadata": {}, + "outputs": [], + "source": [ + "max_column = data_reduced[selected_columns].apply(lambda row: np.nan if sum(row) == 0 else row.idxmax(), axis=1)\n", + "data_reduced[\"Failure Mode\"] = max_column.fillna(default_entry)" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "id": "1979fde9", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>Type</th>\n", + " <th>Air temperature [°C]</th>\n", + " <th>Process temperature [°C]</th>\n", + " <th>Rotational speed [rpm]</th>\n", + " <th>Torque [Nm]</th>\n", + " <th>Tool wear [min]</th>\n", + " <th>Machine failure</th>\n", + " <th>Tool Wear Failure</th>\n", + " <th>Heat Dissipation Failure</th>\n", + " <th>Power Failure</th>\n", + " <th>Overstrain Failure</th>\n", + " <th>Random Failures</th>\n", + " <th>Failure Mode</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>0</th>\n", + " <td>M</td>\n", + " <td>24.95</td>\n", + " <td>35.45</td>\n", + " <td>1551</td>\n", + " <td>42.8</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>No Failure</td>\n", + " </tr>\n", + " <tr>\n", + " <th>1</th>\n", + " <td>L</td>\n", + " <td>25.05</td>\n", + " <td>35.55</td>\n", + " <td>1408</td>\n", + " <td>46.3</td>\n", + " <td>3</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>No Failure</td>\n", + " </tr>\n", + " <tr>\n", + " <th>2</th>\n", + " <td>L</td>\n", + " <td>24.95</td>\n", + " <td>35.35</td>\n", + " <td>1498</td>\n", + " <td>49.4</td>\n", + " <td>5</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>No Failure</td>\n", + " </tr>\n", + " <tr>\n", + " <th>3</th>\n", + " <td>L</td>\n", + " <td>25.05</td>\n", + " <td>35.45</td>\n", + " <td>1433</td>\n", + " <td>39.5</td>\n", + " <td>7</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>No Failure</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4</th>\n", + " <td>L</td>\n", + " <td>25.05</td>\n", + " <td>35.55</td>\n", + " <td>1408</td>\n", + " <td>40.0</td>\n", + " <td>9</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>No Failure</td>\n", + " </tr>\n", + " <tr>\n", + " <th>...</th>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " </tr>\n", + " <tr>\n", + " <th>75</th>\n", + " <td>L</td>\n", + " <td>25.65</td>\n", + " <td>35.75</td>\n", + " <td>1379</td>\n", + " <td>46.7</td>\n", + " <td>204</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>No Failure</td>\n", + " </tr>\n", + " <tr>\n", + " <th>76</th>\n", + " <td>L</td>\n", + " <td>25.65</td>\n", + " <td>35.75</td>\n", + " <td>1461</td>\n", + " <td>47.9</td>\n", + " <td>206</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>No Failure</td>\n", + " </tr>\n", + " <tr>\n", + " <th>77</th>\n", + " <td>L</td>\n", + " <td>25.65</td>\n", + " <td>35.75</td>\n", + " <td>1455</td>\n", + " <td>41.3</td>\n", + " <td>208</td>\n", + " <td>1</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>Tool Wear Failure</td>\n", + " </tr>\n", + " <tr>\n", + " <th>78</th>\n", + " <td>L</td>\n", + " <td>25.65</td>\n", + " <td>35.75</td>\n", + " <td>1398</td>\n", + " <td>51.5</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>No Failure</td>\n", + " </tr>\n", + " <tr>\n", + " <th>79</th>\n", + " <td>L</td>\n", + " <td>25.65</td>\n", + " <td>35.75</td>\n", + " <td>1402</td>\n", + " <td>37.9</td>\n", + " <td>2</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>No Failure</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "<p>80 rows × 13 columns</p>\n", + "</div>" + ], + "text/plain": [ + " Type Air temperature [°C] Process temperature [°C] \\\n", + "0 M 24.95 35.45 \n", + "1 L 25.05 35.55 \n", + "2 L 24.95 35.35 \n", + "3 L 25.05 35.45 \n", + "4 L 25.05 35.55 \n", + ".. ... ... ... \n", + "75 L 25.65 35.75 \n", + "76 L 25.65 35.75 \n", + "77 L 25.65 35.75 \n", + "78 L 25.65 35.75 \n", + "79 L 25.65 35.75 \n", + "\n", + " Rotational speed [rpm] Torque [Nm] Tool wear [min] Machine failure \\\n", + "0 1551 42.8 0 0 \n", + "1 1408 46.3 3 0 \n", + "2 1498 49.4 5 0 \n", + "3 1433 39.5 7 0 \n", + "4 1408 40.0 9 0 \n", + ".. ... ... ... ... \n", + "75 1379 46.7 204 0 \n", + "76 1461 47.9 206 0 \n", + "77 1455 41.3 208 1 \n", + "78 1398 51.5 0 0 \n", + "79 1402 37.9 2 0 \n", + "\n", + " Tool Wear Failure Heat Dissipation Failure Power Failure \\\n", + "0 0 0 0 \n", + "1 0 0 0 \n", + "2 0 0 0 \n", + "3 0 0 0 \n", + "4 0 0 0 \n", + ".. ... ... ... \n", + "75 0 0 0 \n", + "76 0 0 0 \n", + "77 1 0 0 \n", + "78 0 0 0 \n", + "79 0 0 0 \n", + "\n", + " Overstrain Failure Random Failures Failure Mode \n", + "0 0 0 No Failure \n", + "1 0 0 No Failure \n", + "2 0 0 No Failure \n", + "3 0 0 No Failure \n", + "4 0 0 No Failure \n", + ".. ... ... ... \n", + "75 0 0 No Failure \n", + "76 0 0 No Failure \n", + "77 0 0 Tool Wear Failure \n", + "78 0 0 No Failure \n", + "79 0 0 No Failure \n", + "\n", + "[80 rows x 13 columns]" + ] + }, + "execution_count": 66, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_reduced.head(80)" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "id": "e0c15773", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Failure Mode\n", + "No Failure 9652\n", + "Heat Dissipation Failure 115\n", + "Power Failure 91\n", + "Overstrain Failure 78\n", + "Tool Wear Failure 46\n", + "Random Failures 18\n", + "Name: count, dtype: int64" + ] + }, + "execution_count": 67, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Checking Failure Modes in the new column\n", + "data_reduced[\"Failure Mode\"].value_counts()" + ] + }, + { + "cell_type": "markdown", + "id": "e424e5c7", + "metadata": {}, + "source": [ + "### Comparing the different target variables\n", + "\n", + "At this point it must be checked whether the \"Machine Failure\" column now matches the \"Failure Mode\" column or whether there are differences between the two columns.\n", + "\n", + "First, the errors under \"Machine Failure\" are checked and thus all lines that contain a 1 there." + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "id": "e08621f3", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Failure Mode\n", + "Heat Dissipation Failure 115\n", + "Power Failure 91\n", + "Overstrain Failure 78\n", + "Tool Wear Failure 46\n", + "No Failure 9\n", + "Name: count, dtype: int64" + ] + }, + "execution_count": 69, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Create new Dataframe with all rows that are declared as Machine Failure\n", + "data_no_failure = data_reduced[data_reduced[\"Machine failure\"] == 1]\n", + "\n", + "# Check the different Failure Modes in this Dataframe\n", + "data_no_failure[\"Failure Mode\"].value_counts()" + ] + }, + { + "cell_type": "markdown", + "id": "0bf3ec8f", + "metadata": {}, + "source": [ + "It can be seen that 9 of the values, which are actually declared as Machine Failure, have no defect mode assigned, so that \"No Failure\" was inserted there in the previous step. This is checked again with the detailed data." + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "id": "bfbe9762", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>Type</th>\n", + " <th>Air temperature [°C]</th>\n", + " <th>Process temperature [°C]</th>\n", + " <th>Rotational speed [rpm]</th>\n", + " <th>Torque [Nm]</th>\n", + " <th>Tool wear [min]</th>\n", + " <th>Machine failure</th>\n", + " <th>Tool Wear Failure</th>\n", + " <th>Heat Dissipation Failure</th>\n", + " <th>Power Failure</th>\n", + " <th>Overstrain Failure</th>\n", + " <th>Random Failures</th>\n", + " <th>Failure Mode</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>1437</th>\n", + " <td>H</td>\n", + " <td>25.65</td>\n", + " <td>36.75</td>\n", + " <td>1439</td>\n", + " <td>45.2</td>\n", + " <td>40</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>No Failure</td>\n", + " </tr>\n", + " <tr>\n", + " <th>2749</th>\n", + " <td>M</td>\n", + " <td>26.55</td>\n", + " <td>36.05</td>\n", + " <td>1685</td>\n", + " <td>28.9</td>\n", + " <td>179</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>No Failure</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4044</th>\n", + " <td>M</td>\n", + " <td>28.75</td>\n", + " <td>37.75</td>\n", + " <td>1419</td>\n", + " <td>47.7</td>\n", + " <td>20</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>No Failure</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4684</th>\n", + " <td>M</td>\n", + " <td>30.45</td>\n", + " <td>38.65</td>\n", + " <td>1421</td>\n", + " <td>44.8</td>\n", + " <td>101</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>No Failure</td>\n", + " </tr>\n", + " <tr>\n", + " <th>5536</th>\n", + " <td>M</td>\n", + " <td>29.15</td>\n", + " <td>38.65</td>\n", + " <td>1363</td>\n", + " <td>54.0</td>\n", + " <td>119</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>No Failure</td>\n", + " </tr>\n", + " <tr>\n", + " <th>5941</th>\n", + " <td>L</td>\n", + " <td>27.45</td>\n", + " <td>37.55</td>\n", + " <td>1438</td>\n", + " <td>48.5</td>\n", + " <td>78</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>No Failure</td>\n", + " </tr>\n", + " <tr>\n", + " <th>6478</th>\n", + " <td>L</td>\n", + " <td>27.35</td>\n", + " <td>36.65</td>\n", + " <td>1663</td>\n", + " <td>29.1</td>\n", + " <td>145</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>No Failure</td>\n", + " </tr>\n", + " <tr>\n", + " <th>8506</th>\n", + " <td>L</td>\n", + " <td>25.25</td>\n", + " <td>36.45</td>\n", + " <td>1710</td>\n", + " <td>27.3</td>\n", + " <td>163</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>No Failure</td>\n", + " </tr>\n", + " <tr>\n", + " <th>9015</th>\n", + " <td>L</td>\n", + " <td>24.05</td>\n", + " <td>34.95</td>\n", + " <td>1431</td>\n", + " <td>49.7</td>\n", + " <td>210</td>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>No Failure</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], + "text/plain": [ + " Type Air temperature [°C] Process temperature [°C] \\\n", + "1437 H 25.65 36.75 \n", + "2749 M 26.55 36.05 \n", + "4044 M 28.75 37.75 \n", + "4684 M 30.45 38.65 \n", + "5536 M 29.15 38.65 \n", + "5941 L 27.45 37.55 \n", + "6478 L 27.35 36.65 \n", + "8506 L 25.25 36.45 \n", + "9015 L 24.05 34.95 \n", + "\n", + " Rotational speed [rpm] Torque [Nm] Tool wear [min] Machine failure \\\n", + "1437 1439 45.2 40 1 \n", + "2749 1685 28.9 179 1 \n", + "4044 1419 47.7 20 1 \n", + "4684 1421 44.8 101 1 \n", + "5536 1363 54.0 119 1 \n", + "5941 1438 48.5 78 1 \n", + "6478 1663 29.1 145 1 \n", + "8506 1710 27.3 163 1 \n", + "9015 1431 49.7 210 1 \n", + "\n", + " Tool Wear Failure Heat Dissipation Failure Power Failure \\\n", + "1437 0 0 0 \n", + "2749 0 0 0 \n", + "4044 0 0 0 \n", + "4684 0 0 0 \n", + "5536 0 0 0 \n", + "5941 0 0 0 \n", + "6478 0 0 0 \n", + "8506 0 0 0 \n", + "9015 0 0 0 \n", + "\n", + " Overstrain Failure Random Failures Failure Mode \n", + "1437 0 0 No Failure \n", + "2749 0 0 No Failure \n", + "4044 0 0 No Failure \n", + "4684 0 0 No Failure \n", + "5536 0 0 No Failure \n", + "5941 0 0 No Failure \n", + "6478 0 0 No Failure \n", + "8506 0 0 No Failure \n", + "9015 0 0 No Failure " + ] + }, + "execution_count": 71, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_no_failure[data_no_failure[\"Failure Mode\"] == \"No Failure\"]" + ] + }, + { + "cell_type": "markdown", + "id": "9aa7c7b7", + "metadata": {}, + "source": [ + "However, it is not possible to tell from the data whether there is an error or not. Both would be possible and cannot be determined due to the lack of background knowledge. For this reason, these data points are removed from the data set by determining their respective index and then removing the respective rows." + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "id": "c40c8a06", + "metadata": {}, + "outputs": [], + "source": [ + "index_uncertain_failure = data_no_failure[data_no_failure[\"Failure Mode\"] == \"No Failure\"].index\n", + "data_reduced.drop(index_uncertain_failure, axis=0, inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "id": "ca0059bc", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "<class 'pandas.core.frame.DataFrame'>\n", + "Index: 9991 entries, 0 to 9999\n", + "Data columns (total 13 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 Type 9991 non-null object \n", + " 1 Air temperature [°C] 9991 non-null float64\n", + " 2 Process temperature [°C] 9991 non-null float64\n", + " 3 Rotational speed [rpm] 9991 non-null int64 \n", + " 4 Torque [Nm] 9991 non-null float64\n", + " 5 Tool wear [min] 9991 non-null int64 \n", + " 6 Machine failure 9991 non-null int64 \n", + " 7 Tool Wear Failure 9991 non-null int64 \n", + " 8 Heat Dissipation Failure 9991 non-null int64 \n", + " 9 Power Failure 9991 non-null int64 \n", + " 10 Overstrain Failure 9991 non-null int64 \n", + " 11 Random Failures 9991 non-null int64 \n", + " 12 Failure Mode 9991 non-null object \n", + "dtypes: float64(3), int64(8), object(2)\n", + "memory usage: 1.1+ MB\n" + ] + } + ], + "source": [ + "data_reduced.info()" + ] + }, + { + "cell_type": "markdown", + "id": "517f6003", + "metadata": {}, + "source": [ + "The same is now checked for all data points that have no defect assigned and thus have the value 0 under \"Machine Failure\"." + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "id": "12fe9950", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Failure Mode\n", + "No Failure 9643\n", + "Random Failures 18\n", + "Name: count, dtype: int64" + ] + }, + "execution_count": 76, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Create new Dataframe with all rows that are declared as no Machine Failure\n", + "data_no_failure = data_reduced[data_reduced[\"Machine failure\"] == 0]\n", + "\n", + "# Check the different Failure Modes in this Dataframe\n", + "data_no_failure[\"Failure Mode\"].value_counts()" + ] + }, + { + "cell_type": "markdown", + "id": "49788d3d", + "metadata": {}, + "source": [ + "It can be seen that 18 of the values that are actually declared as no Machine Failure are assigned to the \"Random Failure\" defect mode. Since there are only 18 Random Failures in total, the entire category is affected. This is also checked again with the detailed data. This can be easily filtered to the Random Failures, since, as already described, all Random Failures are affected." + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "id": "ba90457c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>Type</th>\n", + " <th>Air temperature [°C]</th>\n", + " <th>Process temperature [°C]</th>\n", + " <th>Rotational speed [rpm]</th>\n", + " <th>Torque [Nm]</th>\n", + " <th>Tool wear [min]</th>\n", + " <th>Machine failure</th>\n", + " <th>Tool Wear Failure</th>\n", + " <th>Heat Dissipation Failure</th>\n", + " <th>Power Failure</th>\n", + " <th>Overstrain Failure</th>\n", + " <th>Random Failures</th>\n", + " <th>Failure Mode</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>1221</th>\n", + " <td>M</td>\n", + " <td>23.85</td>\n", + " <td>35.15</td>\n", + " <td>1399</td>\n", + " <td>46.4</td>\n", + " <td>132</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>Random Failures</td>\n", + " </tr>\n", + " <tr>\n", + " <th>1302</th>\n", + " <td>L</td>\n", + " <td>25.45</td>\n", + " <td>36.65</td>\n", + " <td>1505</td>\n", + " <td>45.7</td>\n", + " <td>144</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>Random Failures</td>\n", + " </tr>\n", + " <tr>\n", + " <th>1748</th>\n", + " <td>H</td>\n", + " <td>25.25</td>\n", + " <td>34.55</td>\n", + " <td>1626</td>\n", + " <td>31.1</td>\n", + " <td>166</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>Random Failures</td>\n", + " </tr>\n", + " <tr>\n", + " <th>2072</th>\n", + " <td>L</td>\n", + " <td>26.45</td>\n", + " <td>36.35</td>\n", + " <td>1570</td>\n", + " <td>35.5</td>\n", + " <td>189</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>Random Failures</td>\n", + " </tr>\n", + " <tr>\n", + " <th>2559</th>\n", + " <td>L</td>\n", + " <td>26.15</td>\n", + " <td>35.85</td>\n", + " <td>1447</td>\n", + " <td>50.4</td>\n", + " <td>140</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>Random Failures</td>\n", + " </tr>\n", + " <tr>\n", + " <th>3065</th>\n", + " <td>M</td>\n", + " <td>26.95</td>\n", + " <td>36.05</td>\n", + " <td>1687</td>\n", + " <td>27.7</td>\n", + " <td>95</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>Random Failures</td>\n", + " </tr>\n", + " <tr>\n", + " <th>3452</th>\n", + " <td>H</td>\n", + " <td>28.45</td>\n", + " <td>37.35</td>\n", + " <td>1602</td>\n", + " <td>32.3</td>\n", + " <td>2</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>Random Failures</td>\n", + " </tr>\n", + " <tr>\n", + " <th>5471</th>\n", + " <td>L</td>\n", + " <td>29.55</td>\n", + " <td>39.15</td>\n", + " <td>1346</td>\n", + " <td>61.2</td>\n", + " <td>170</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>Random Failures</td>\n", + " </tr>\n", + " <tr>\n", + " <th>5489</th>\n", + " <td>L</td>\n", + " <td>29.45</td>\n", + " <td>38.95</td>\n", + " <td>1499</td>\n", + " <td>35.0</td>\n", + " <td>215</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>Random Failures</td>\n", + " </tr>\n", + " <tr>\n", + " <th>5495</th>\n", + " <td>H</td>\n", + " <td>29.75</td>\n", + " <td>39.35</td>\n", + " <td>1357</td>\n", + " <td>55.0</td>\n", + " <td>12</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>Random Failures</td>\n", + " </tr>\n", + " <tr>\n", + " <th>5509</th>\n", + " <td>L</td>\n", + " <td>29.65</td>\n", + " <td>39.05</td>\n", + " <td>1509</td>\n", + " <td>36.5</td>\n", + " <td>52</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>Random Failures</td>\n", + " </tr>\n", + " <tr>\n", + " <th>5553</th>\n", + " <td>L</td>\n", + " <td>29.35</td>\n", + " <td>38.75</td>\n", + " <td>1306</td>\n", + " <td>59.7</td>\n", + " <td>172</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>Random Failures</td>\n", + " </tr>\n", + " <tr>\n", + " <th>5639</th>\n", + " <td>L</td>\n", + " <td>29.45</td>\n", + " <td>38.95</td>\n", + " <td>1668</td>\n", + " <td>28.7</td>\n", + " <td>180</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>Random Failures</td>\n", + " </tr>\n", + " <tr>\n", + " <th>6091</th>\n", + " <td>L</td>\n", + " <td>27.75</td>\n", + " <td>37.55</td>\n", + " <td>1412</td>\n", + " <td>57.5</td>\n", + " <td>16</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>Random Failures</td>\n", + " </tr>\n", + " <tr>\n", + " <th>6913</th>\n", + " <td>L</td>\n", + " <td>27.65</td>\n", + " <td>38.05</td>\n", + " <td>1481</td>\n", + " <td>38.5</td>\n", + " <td>181</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>Random Failures</td>\n", + " </tr>\n", + " <tr>\n", + " <th>6960</th>\n", + " <td>L</td>\n", + " <td>27.55</td>\n", + " <td>37.85</td>\n", + " <td>1413</td>\n", + " <td>52.0</td>\n", + " <td>91</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>Random Failures</td>\n", + " </tr>\n", + " <tr>\n", + " <th>7488</th>\n", + " <td>L</td>\n", + " <td>27.15</td>\n", + " <td>38.55</td>\n", + " <td>1545</td>\n", + " <td>43.5</td>\n", + " <td>160</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>Random Failures</td>\n", + " </tr>\n", + " <tr>\n", + " <th>7868</th>\n", + " <td>H</td>\n", + " <td>27.25</td>\n", + " <td>38.75</td>\n", + " <td>1438</td>\n", + " <td>46.7</td>\n", + " <td>41</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>Random Failures</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], + "text/plain": [ + " Type Air temperature [°C] Process temperature [°C] \\\n", + "1221 M 23.85 35.15 \n", + "1302 L 25.45 36.65 \n", + "1748 H 25.25 34.55 \n", + "2072 L 26.45 36.35 \n", + "2559 L 26.15 35.85 \n", + "3065 M 26.95 36.05 \n", + "3452 H 28.45 37.35 \n", + "5471 L 29.55 39.15 \n", + "5489 L 29.45 38.95 \n", + "5495 H 29.75 39.35 \n", + "5509 L 29.65 39.05 \n", + "5553 L 29.35 38.75 \n", + "5639 L 29.45 38.95 \n", + "6091 L 27.75 37.55 \n", + "6913 L 27.65 38.05 \n", + "6960 L 27.55 37.85 \n", + "7488 L 27.15 38.55 \n", + "7868 H 27.25 38.75 \n", + "\n", + " Rotational speed [rpm] Torque [Nm] Tool wear [min] Machine failure \\\n", + "1221 1399 46.4 132 0 \n", + "1302 1505 45.7 144 0 \n", + "1748 1626 31.1 166 0 \n", + "2072 1570 35.5 189 0 \n", + "2559 1447 50.4 140 0 \n", + "3065 1687 27.7 95 0 \n", + "3452 1602 32.3 2 0 \n", + "5471 1346 61.2 170 0 \n", + "5489 1499 35.0 215 0 \n", + "5495 1357 55.0 12 0 \n", + "5509 1509 36.5 52 0 \n", + "5553 1306 59.7 172 0 \n", + "5639 1668 28.7 180 0 \n", + "6091 1412 57.5 16 0 \n", + "6913 1481 38.5 181 0 \n", + "6960 1413 52.0 91 0 \n", + "7488 1545 43.5 160 0 \n", + "7868 1438 46.7 41 0 \n", + "\n", + " Tool Wear Failure Heat Dissipation Failure Power Failure \\\n", + "1221 0 0 0 \n", + "1302 0 0 0 \n", + "1748 0 0 0 \n", + "2072 0 0 0 \n", + "2559 0 0 0 \n", + "3065 0 0 0 \n", + "3452 0 0 0 \n", + "5471 0 0 0 \n", + "5489 0 0 0 \n", + "5495 0 0 0 \n", + "5509 0 0 0 \n", + "5553 0 0 0 \n", + "5639 0 0 0 \n", + "6091 0 0 0 \n", + "6913 0 0 0 \n", + "6960 0 0 0 \n", + "7488 0 0 0 \n", + "7868 0 0 0 \n", + "\n", + " Overstrain Failure Random Failures Failure Mode \n", + "1221 0 1 Random Failures \n", + "1302 0 1 Random Failures \n", + "1748 0 1 Random Failures \n", + "2072 0 1 Random Failures \n", + "2559 0 1 Random Failures \n", + "3065 0 1 Random Failures \n", + "3452 0 1 Random Failures \n", + "5471 0 1 Random Failures \n", + "5489 0 1 Random Failures \n", + "5495 0 1 Random Failures \n", + "5509 0 1 Random Failures \n", + "5553 0 1 Random Failures \n", + "5639 0 1 Random Failures \n", + "6091 0 1 Random Failures \n", + "6913 0 1 Random Failures \n", + "6960 0 1 Random Failures \n", + "7488 0 1 Random Failures \n", + "7868 0 1 Random Failures " + ] + }, + "execution_count": 78, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_no_failure[data_no_failure[\"Failure Mode\"] == \"Random Failures\"]" + ] + }, + { + "cell_type": "markdown", + "id": "a681a781", + "metadata": {}, + "source": [ + "Again, similar to above, it is not possible to tell whether there is an error or not. Both would be possible and cannot be determined due to the lack of background knowledge. For this reason, these data points are also removed from the data set by determining their respective index and then removing the respective rows." + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "id": "054e8eb3", + "metadata": {}, + "outputs": [], + "source": [ + "index_uncertain_failure = data_no_failure[data_no_failure[\"Failure Mode\"] == \"Random Failures\"].index\n", + "data_reduced.drop(index_uncertain_failure, axis=0, inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "id": "8313a5f6", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "<class 'pandas.core.frame.DataFrame'>\n", + "Index: 9973 entries, 0 to 9999\n", + "Data columns (total 13 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 Type 9973 non-null object \n", + " 1 Air temperature [°C] 9973 non-null float64\n", + " 2 Process temperature [°C] 9973 non-null float64\n", + " 3 Rotational speed [rpm] 9973 non-null int64 \n", + " 4 Torque [Nm] 9973 non-null float64\n", + " 5 Tool wear [min] 9973 non-null int64 \n", + " 6 Machine failure 9973 non-null int64 \n", + " 7 Tool Wear Failure 9973 non-null int64 \n", + " 8 Heat Dissipation Failure 9973 non-null int64 \n", + " 9 Power Failure 9973 non-null int64 \n", + " 10 Overstrain Failure 9973 non-null int64 \n", + " 11 Random Failures 9973 non-null int64 \n", + " 12 Failure Mode 9973 non-null object \n", + "dtypes: float64(3), int64(8), object(2)\n", + "memory usage: 1.1+ MB\n" + ] + } + ], + "source": [ + "data_reduced.info()" + ] + }, + { + "cell_type": "markdown", + "id": "3930bc90", + "metadata": {}, + "source": [ + "Thus, a total of 27 data points was removed, which corresponds to 0.27% of the entire data set. (9 of them as Failure in \"Machine Failure\" and No Failure in \"Failure Mode\" and 18 as No Failure in \"Machine Failure\" and Random Failure in \"Failure Mode\").\n", + "\n", + "Since the complete category of Random Failures has been removed, this column can be removed accordingly." + ] + }, + { + "cell_type": "code", + "execution_count": 83, + "id": "f83a74f9", + "metadata": {}, + "outputs": [], + "source": [ + "data_reduced2 = data_reduced.drop([\"Random Failures\"], axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 84, + "id": "4e107b34", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>Type</th>\n", + " <th>Air temperature [°C]</th>\n", + " <th>Process temperature [°C]</th>\n", + " <th>Rotational speed [rpm]</th>\n", + " <th>Torque [Nm]</th>\n", + " <th>Tool wear [min]</th>\n", + " <th>Machine failure</th>\n", + " <th>Tool Wear Failure</th>\n", + " <th>Heat Dissipation Failure</th>\n", + " <th>Power Failure</th>\n", + " <th>Overstrain Failure</th>\n", + " <th>Failure Mode</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>0</th>\n", + " <td>M</td>\n", + " <td>24.95</td>\n", + " <td>35.45</td>\n", + " <td>1551</td>\n", + " <td>42.8</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>No Failure</td>\n", + " </tr>\n", + " <tr>\n", + " <th>1</th>\n", + " <td>L</td>\n", + " <td>25.05</td>\n", + " <td>35.55</td>\n", + " <td>1408</td>\n", + " <td>46.3</td>\n", + " <td>3</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>No Failure</td>\n", + " </tr>\n", + " <tr>\n", + " <th>2</th>\n", + " <td>L</td>\n", + " <td>24.95</td>\n", + " <td>35.35</td>\n", + " <td>1498</td>\n", + " <td>49.4</td>\n", + " <td>5</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>No Failure</td>\n", + " </tr>\n", + " <tr>\n", + " <th>3</th>\n", + " <td>L</td>\n", + " <td>25.05</td>\n", + " <td>35.45</td>\n", + " <td>1433</td>\n", + " <td>39.5</td>\n", + " <td>7</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>No Failure</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4</th>\n", + " <td>L</td>\n", + " <td>25.05</td>\n", + " <td>35.55</td>\n", + " <td>1408</td>\n", + " <td>40.0</td>\n", + " <td>9</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>No Failure</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], + "text/plain": [ + " Type Air temperature [°C] Process temperature [°C] \\\n", + "0 M 24.95 35.45 \n", + "1 L 25.05 35.55 \n", + "2 L 24.95 35.35 \n", + "3 L 25.05 35.45 \n", + "4 L 25.05 35.55 \n", + "\n", + " Rotational speed [rpm] Torque [Nm] Tool wear [min] Machine failure \\\n", + "0 1551 42.8 0 0 \n", + "1 1408 46.3 3 0 \n", + "2 1498 49.4 5 0 \n", + "3 1433 39.5 7 0 \n", + "4 1408 40.0 9 0 \n", + "\n", + " Tool Wear Failure Heat Dissipation Failure Power Failure \\\n", + "0 0 0 0 \n", + "1 0 0 0 \n", + "2 0 0 0 \n", + "3 0 0 0 \n", + "4 0 0 0 \n", + "\n", + " Overstrain Failure Failure Mode \n", + "0 0 No Failure \n", + "1 0 No Failure \n", + "2 0 No Failure \n", + "3 0 No Failure \n", + "4 0 No Failure " + ] + }, + "execution_count": 84, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_reduced2.head()" + ] + }, + { + "cell_type": "markdown", + "id": "e410345c", + "metadata": {}, + "source": [ + "### Check the balancing of the target variable \"Machien failure\" after the removing" + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "id": "f51de000", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Machine failure\n", + "0 9643\n", + "1 330\n", + "Name: count, dtype: int64\n", + "Machine failure\n", + "0 96.691066\n", + "1 3.308934\n", + "Name: count, dtype: float64\n" + ] + } + ], + "source": [ + "value_counts = data_reduced2[\"Machine failure\"].value_counts()\n", + "percentage = value_counts / len(data_reduced2) *100\n", + "print(value_counts)\n", + "print(percentage)" + ] + }, + { + "cell_type": "markdown", + "id": "9bbe362a", + "metadata": {}, + "source": [ + "### Index-Reset\n", + "\n", + "Now that some data points have been removed, the index must be reset, otherwise it will no longer be continuous." + ] + }, + { + "cell_type": "code", + "execution_count": 88, + "id": "a22b56e7", + "metadata": {}, + "outputs": [], + "source": [ + "data_final = data_reduced2.reset_index(drop=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 89, + "id": "b10e1dcc", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>Type</th>\n", + " <th>Air temperature [°C]</th>\n", + " <th>Process temperature [°C]</th>\n", + " <th>Rotational speed [rpm]</th>\n", + " <th>Torque [Nm]</th>\n", + " <th>Tool wear [min]</th>\n", + " <th>Machine failure</th>\n", + " <th>Tool Wear Failure</th>\n", + " <th>Heat Dissipation Failure</th>\n", + " <th>Power Failure</th>\n", + " <th>Overstrain Failure</th>\n", + " <th>Failure Mode</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>0</th>\n", + " <td>M</td>\n", + " <td>24.95</td>\n", + " <td>35.45</td>\n", + " <td>1551</td>\n", + " <td>42.8</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>No Failure</td>\n", + " </tr>\n", + " <tr>\n", + " <th>1</th>\n", + " <td>L</td>\n", + " <td>25.05</td>\n", + " <td>35.55</td>\n", + " <td>1408</td>\n", + " <td>46.3</td>\n", + " <td>3</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>No Failure</td>\n", + " </tr>\n", + " <tr>\n", + " <th>2</th>\n", + " <td>L</td>\n", + " <td>24.95</td>\n", + " <td>35.35</td>\n", + " <td>1498</td>\n", + " <td>49.4</td>\n", + " <td>5</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>No Failure</td>\n", + " </tr>\n", + " <tr>\n", + " <th>3</th>\n", + " <td>L</td>\n", + " <td>25.05</td>\n", + " <td>35.45</td>\n", + " <td>1433</td>\n", + " <td>39.5</td>\n", + " <td>7</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>No Failure</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4</th>\n", + " <td>L</td>\n", + " <td>25.05</td>\n", + " <td>35.55</td>\n", + " <td>1408</td>\n", + " <td>40.0</td>\n", + " <td>9</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>No Failure</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], + "text/plain": [ + " Type Air temperature [°C] Process temperature [°C] \\\n", + "0 M 24.95 35.45 \n", + "1 L 25.05 35.55 \n", + "2 L 24.95 35.35 \n", + "3 L 25.05 35.45 \n", + "4 L 25.05 35.55 \n", + "\n", + " Rotational speed [rpm] Torque [Nm] Tool wear [min] Machine failure \\\n", + "0 1551 42.8 0 0 \n", + "1 1408 46.3 3 0 \n", + "2 1498 49.4 5 0 \n", + "3 1433 39.5 7 0 \n", + "4 1408 40.0 9 0 \n", + "\n", + " Tool Wear Failure Heat Dissipation Failure Power Failure \\\n", + "0 0 0 0 \n", + "1 0 0 0 \n", + "2 0 0 0 \n", + "3 0 0 0 \n", + "4 0 0 0 \n", + "\n", + " Overstrain Failure Failure Mode \n", + "0 0 No Failure \n", + "1 0 No Failure \n", + "2 0 No Failure \n", + "3 0 No Failure \n", + "4 0 No Failure " + ] + }, + "execution_count": 89, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_final.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 90, + "id": "546749ba", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "<class 'pandas.core.frame.DataFrame'>\n", + "RangeIndex: 9973 entries, 0 to 9972\n", + "Data columns (total 12 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 Type 9973 non-null object \n", + " 1 Air temperature [°C] 9973 non-null float64\n", + " 2 Process temperature [°C] 9973 non-null float64\n", + " 3 Rotational speed [rpm] 9973 non-null int64 \n", + " 4 Torque [Nm] 9973 non-null float64\n", + " 5 Tool wear [min] 9973 non-null int64 \n", + " 6 Machine failure 9973 non-null int64 \n", + " 7 Tool Wear Failure 9973 non-null int64 \n", + " 8 Heat Dissipation Failure 9973 non-null int64 \n", + " 9 Power Failure 9973 non-null int64 \n", + " 10 Overstrain Failure 9973 non-null int64 \n", + " 11 Failure Mode 9973 non-null object \n", + "dtypes: float64(3), int64(7), object(2)\n", + "memory usage: 935.1+ KB\n" + ] + } + ], + "source": [ + "data_final.info()" + ] + }, + { + "cell_type": "markdown", + "id": "bb09f538", + "metadata": {}, + "source": [ + "### Data analysis\n", + "First, the distributions of the categorical variable \"Type\" and the target variables are considered." + ] + }, + { + "cell_type": "code", + "execution_count": 92, + "id": "58331e1a", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\alexa\\AppData\\Local\\Temp\\ipykernel_3524\\281434764.py:7: FutureWarning: \n", + "\n", + "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n", + "\n", + " sns.countplot(x=\"Type\", data=data_final, order=[\"L\", \"M\", \"H\"], ax=ax1, palette=colors)\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 1800x600 with 2 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Create figure\n", + "fig = plt.figure(figsize=(18, 6))\n", + "colors = [\"tomato\", \"skyblue\", \"gold\"]\n", + "\n", + "# First diagram - Countplot\n", + "ax1 = fig.add_subplot(1, 2, 1)\n", + "sns.countplot(x=\"Type\", data=data_final, order=[\"L\", \"M\", \"H\"], ax=ax1, palette=colors)\n", + "ax1.bar_label(ax1.containers[0], fontsize=15) # Adjust the font size of the column labels\n", + "ax1.set_title(\"Type\", fontsize=20, color=\"black\")\n", + "ax1.set_xlabel(\"Type\", fontsize=15)\n", + "ax1.set_ylabel(\"Count\", fontsize=15)\n", + "ax1.tick_params(axis=\"both\", labelsize=12)\n", + "\n", + "# Second diagram - Pie-Chart\n", + "ax2 = fig.add_subplot(1, 2, 2)\n", + "data_final[\"Type\"].value_counts().loc[[\"L\", \"M\", \"H\"]].plot.pie(explode=[0.07, 0.07, 0.07], autopct=\"%1.1f%%\", \n", + " shadow=True, ax=ax2, colors=colors)\n", + "ax2.set_title(\"Type\", fontsize=20, color=\"black\")\n", + "ax2.tick_params(axis=\"both\", labelsize=15)\n", + "ax2.set_ylabel(\"Type\", fontsize=15)\n", + "\n", + "# Adjust the font size of the labels of the individual pie pieces\n", + "for text in ax2.texts:\n", + " text.set_fontsize(15)" + ] + }, + { + "cell_type": "code", + "execution_count": 93, + "id": "ae92ec1a", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 1500x500 with 3 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axes = plt.subplots(1,3, figsize=[15,5])\n", + "axes.flatten()\n", + "j=0\n", + "colors = [\"tomato\", \"skyblue\"] \n", + "for i in [\"L\", \"M\", \"H\"]:\n", + " df_product_type = data_final[data_final[\"Type\"] == i]\n", + " axes[j].pie(df_product_type[\"Machine failure\"].value_counts(), labels=[\"No failure\", \"Failure\"],\n", + " explode=[0.2, 0.2], autopct=\"%1.2f%%\", wedgeprops={\"edgecolor\": \"black\"}, \n", + " shadow=True, startangle=25, colors=colors)\n", + " axes[j].set_title(\"% of failure for \" + i + \" products\", fontsize=15)\n", + " j+=1" + ] + }, + { + "cell_type": "markdown", + "id": "969d2ac1", + "metadata": {}, + "source": [ + "It can be deduced from this that L parts with a low quality have the highest proportion of defects. This is followed by M-type parts with a medium quality and finally H-type parts with a high quality.\n", + "\n", + "Therefore, it can be deduced that the type has a certain influence on the occurrence of a defect, since parts of the highest quality have an overall lower proportion of defects." + ] + }, + { + "cell_type": "code", + "execution_count": 95, + "id": "c88ec932", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\alexa\\AppData\\Local\\Temp\\ipykernel_3524\\1439960244.py:7: FutureWarning: \n", + "\n", + "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n", + "\n", + " sns.countplot(x=\"Machine failure\", data=data_final, order=[0,1], ax=ax1, palette=colors)\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "<Figure size 1800x600 with 2 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Create figure\n", + "fig = plt.figure(figsize=(18, 6))\n", + "colors = [\"tomato\", \"skyblue\"]\n", + "\n", + "# First diagram - Countplot\n", + "ax1 = fig.add_subplot(1, 2, 1)\n", + "sns.countplot(x=\"Machine failure\", data=data_final, order=[0,1], ax=ax1, palette=colors)\n", + "ax1.bar_label(ax1.containers[0], fontsize=15) # Adjust the font size of the column labels\n", + "ax1.set_title(\"Machine failure\", fontsize=20, color=\"black\")\n", + "ax1.set_xlabel(\"Machine failure\", fontsize=15)\n", + "ax1.set_ylabel(\"Count\", fontsize=15)\n", + "ax1.tick_params(axis=\"both\", labelsize=12)\n", + "\n", + "# Second diagram - Pie-Chart\n", + "ax2 = fig.add_subplot(1, 2, 2)\n", + "data_final[\"Machine failure\"].value_counts().loc[[0,1]].plot.pie(explode=[0.2, 0.2], autopct=\"%1.1f%%\", shadow=True, ax=ax2, colors=colors)\n", + "ax2.set_title(\"Machine failure\", fontsize=20, color=\"black\")\n", + "ax2.tick_params(axis=\"both\", labelsize=15)\n", + "ax2.set_ylabel(\"Machine failure\", fontsize=15)\n", + "\n", + "# Adjust the font size of the labels of the individual pie pieces\n", + "for text in ax2.texts:\n", + " text.set_fontsize(15)" + ] + }, + { + "cell_type": "code", + "execution_count": 96, + "id": "c5b3dd48", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\alexa\\AppData\\Local\\Temp\\ipykernel_3524\\3814874901.py:7: FutureWarning: \n", + "\n", + "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n", + "\n", + " sns.countplot(x=\"Failure Mode\", data=data_final, order=[\"No Failure\",\"Tool Wear Failure\",\"Heat Dissipation Failure\",\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 1200x1600 with 2 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Create figure\n", + "fig, axes = plt.subplots(nrows=2, ncols=1, figsize=(12, 16))\n", + "colors = [\"tomato\", \"skyblue\",\"gold\",\"lightgreen\",\"royalblue\"]\n", + "\n", + "# First diagram - Countplot\n", + "ax1 = axes[0]\n", + "sns.countplot(x=\"Failure Mode\", data=data_final, order=[\"No Failure\",\"Tool Wear Failure\",\"Heat Dissipation Failure\",\n", + " \"Power Failure\",\"Overstrain Failure\"], ax=ax1, palette=colors)\n", + "ax1.bar_label(ax1.containers[0], fontsize=15) # Adjust the font size of the column labels\n", + "ax1.set_title(\"Distribution of Failure Modes\", fontsize=20, color=\"black\")\n", + "ax1.set_xlabel(\"Failure Mode\", fontsize=15)\n", + "ax1.set_ylabel(\"Count\", fontsize=15)\n", + "ax1.tick_params(axis=\"both\", labelsize=12)\n", + "\n", + "# Second diagram - Pie-Chart\n", + "ax2 = axes[1]\n", + "values = data_final[\"Failure Mode\"].value_counts().loc[[\"No Failure\",\"Tool Wear Failure\",\"Heat Dissipation Failure\",\n", + " \"Power Failure\",\"Overstrain Failure\"]].values\n", + "labels = [\"No Failure\",\"Tool Wear Failure\",\"Heat Dissipation Failure\",\"Power Failure\",\"Overstrain Failure\"]\n", + "explode = [0.2,0.2, 0.2, 0.2, 0.2]\n", + "wedges, texts, autotexts = ax2.pie(values, labels=labels, explode=explode, colors=colors, autopct=\"%1.1f%%\", shadow=True,\n", + " labeldistance=1.1)\n", + "ax2.set_title(\"Percentage of Failure Modes\", fontsize=20, color=\"black\")\n", + "ax2.tick_params(axis=\"both\", labelsize=15)\n", + "ax2.legend(data_final[\"Failure Mode\"].unique(), title=\"Failure Mode\", loc=\"upper right\", bbox_to_anchor=(1.5, 0.5))\n", + "# Place value labels outside the pie chart\n", + "for text in autotexts:\n", + " text.set_fontsize(15)\n", + " text.set_color(\"black\")\n", + " text.set_position((1.1 * text.get_position()[0], text.get_position()[1]))\n", + "# Hide label inscriptions of the pie pieces\n", + "for text in texts:\n", + " text.set_visible(False)\n", + "# Adjust the font size of the labels of the individual pie pieces\n", + "for text in ax2.texts:\n", + " text.set_fontsize(10)\n", + " \n", + "# Increase space between diagrams\n", + "fig.subplots_adjust(hspace=0.3) # Increase distance between subplots" + ] + }, + { + "cell_type": "markdown", + "id": "bbe4c624", + "metadata": {}, + "source": [ + "#### Defect mode depending on the features Rotational Speed and Torque" + ] + }, + { + "cell_type": "code", + "execution_count": 98, + "id": "d08e90fd", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Excluding class no failure')" + ] + }, + "execution_count": 98, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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u3DjWrVuHw+GgZs2a/s73/LhtzJgxJCQk8PXXXzNu3DjAlzB86qmnqF+/fonxa3GK+0yRkZFBmTJlCtyTfywzMzPo17l7926eeuop/vrrLywWC9WrV/d3Xp+N+PTEeud/X4YPH17otYcPHy715wtxsZPEoxCiWBEREaSnp2MYRkAibOPGjXi93gLBY34i8OQ1a/J7OwH/VI5jx44FXJP/h/xMJCQkFCg3/1nVqlUr8r6IiIhC1wT67bffqFu3boHjjzzyCNu3b2fWrFk0b94cm81GXl4en3zyScB1ffr0oU+fPmRlZbF48WKmTZvGo48+SsuWLSlXrhyNGzcmOTkZt9vNihUr+Oijj5gyZQp16tTh6quvPo0WgKioKACOHDkSEJR7PB7/lJ9gTZgwge+//57XX3+dtm3bEhoaCvimdwdLUZRifx6KEhYWhqIoDB48uNBA9+QgXwghhBCXjk8++YTVq1dTt25dnnvuOdq2beufiltU3LZkyRIqVqxYYHTeyR3V+U7cmC8/Pjp69GjAVN0zjU/zRz+eHJ8WFq+eKDIyEqDA60xPT2fDhg0FZr9kZ2czdOhQ6tSpw7fffkuNGjVQVZXffvuN77//3n+dzWbj7rvv5u6772b//v388ssvTJo0iYcffpgFCxYAJcevpyMqKopdu3YVOH7kyBGAoONTwzAYPnw4VquVjz/+mPr162OxWNi2bRtff/31KdXpdOLT/O/LK6+8QtWqVQucLyy5KsTlTjaXEUIUq2XLlng8noCdo03TZMyYMYVOlclfI/DgwYP+Yx6Ph7Vr1/q/rlq1KomJifzvf/8LuDd/esyZaNWqFYsWLQrYgXDjxo0lTrlp2bIlv//+e8B6OZs3b2b48OH+KdQnWrFiBb169aJNmzbYbDbAtx4iHA9qH3jgAe677z7AFyBfddVV/oXEDx8+zLvvvkvXrl1xu93YbDauuOIKnnnmGYBid9MuSVJSEgDffPNNwPHvvvsOXdcLTHEpzooVK/y7+OUnHdevX09qamqJG+DkCwsLIy0tLeB7kr8BT3HCw8OpX78+O3bsoFGjRv7/atWqRXJy8hltbiSEEEKIC9f+/ft54YUX6NevH++88w55eXmMHz/ef75ly5asXr06IHmXmprKsGHD+OmnnwqUlx+fnhhf7dixIyCp2KZNG4BSj08TEhKoXLkyP/zwQ8DxE5OBhalevToxMTEFXs8333zDsGHDCuy2nf96br/9dmrVquUfMHBifOp0OunVq5d/F+vy5ctz66230rt3b3/sXlL8erpatWrFvn37Cmz4+PXXX2O1WoNaagh8O5zv3LmT/v3707hxYywWS4HXGYzw8PCAzysQXHzapEkTrFYrhw4dCohP89fsPJ1p/kJc6mTEoxCiWJ07d6ZZs2aMHj2aUaNGUaVKFb755hu2bNlS6C7UUVFRNGvWjDlz5lClShViYmKYPXs2TqfTn7hSFIVHHnmEhx9+mCeffJIrr7yS1atXn9G6kfnuuusu5s+fz9ChQxkyZAiZmZm88cYbKIpS7No099xzDzfddBPDhg3jP//5D263mzfeeIMGDRrQsWNHVq1aFXB948aN+eabb2jQoAEJCQmsWrWKqVOnoiiKf73JNm3a8PTTT/Piiy/SsWNHMjMzSU5OpmrVqtStWxer1corr7zCvffey2233YamacybNw+bzRawpuapqlmzJtdffz3Jyck4nU5at27Nxo0bSU5OpnXr1nTo0CHosho3bsyCBQv48MMPqVGjBps2bWLy5MkBr7MkXbp0Yfbs2fzf//0fAwYMYOvWrcycOTNgLaSiPPTQQwwfPpyHH36Ya665Bl3XmTlzJmvWrPFvnCOEEEKIi4Pb7Wb16tVFnq9duzYhISGMGTMGh8PB448/TnR0NA899BDjx4+nZ8+eXHnllQwePJgvv/ySO++8k7vuugu73c7UqVOJj4/nuuuuIzs7O6DcNm3aEBISwgsvvMADDzxATk4OycnJAZuZVKlShZtuuonXXnsNr9dLvXr1+OqrrwrdZPBUKIrCyJEjeeSRR3j66afp0aMHmzZt4u233wYocmkdTdO4//77GT9+PGPHjqVHjx6kpKTw+uuvM3DgwAJTwqtVq0Z4eDhTpkzBYrFgsVj4/vvv+fTTTwHfepMOh4MGDRqQnJyM1WqlTp067Ny5ky+++IJevXr526q4+PV09evXj7lz53LfffcxcuRIKlWqxM8//8xnn33Gfffd5x9JWJK4uDgqVKjABx98QEJCApGRkSxevJj33nvP/zqD0aVLF6ZOncqUKVNo2rQpv/76q3+dyOLExMQwdOhQ3njjDbKzs2ndujWHDh3yf944kzYS4lIliUchRLE0TWPatGlMnDiRt956i9zcXOrWrcv06dMDFpA+0QsvvMAzzzzDf//7X8LDw+nfvz/NmjULmIbcp08fVFVl0qRJfPXVV9SuXZvx48fz0EMPnVF9q1SpwowZM3jppZcYOXIkcXFxjBgxgsmTJxMWFlbkffXr12f27NlMnDiRBx98kLCwMDp16sQjjzziH9FY2GvMH6FYtWpVxo0bx9dff+1fnPzmm2/G4/Ewb9485s6di8Ph4IorruDRRx/FarVSt25dpkyZwttvv81DDz2Erus0bNiQmTNnUr169TNqhwkTJlClShU+++wzZsyYQXx8PIMGDeLee+89pfU6n3jiCTweD6+//jput5uKFSty9913s23bNn7++ecCU1QK065dOx5//HFmz57NwoUL/QFvSTuNg2+XwBkzZpCcnMzIkSOxWq00aNCAWbNmFZhiJIQQQogL25EjR7jpppuKPP/pp5+ydu1a/vzzT1577TV/YnDgwIF88803jB07llatWpGYmMjcuXN5+eWXGT16NDabjaSkJF5++WWio6MLJB4jIiJ48803mThxIvfeey8VKlTgvvvu48svvwy47umnn6ZMmTLMmTOHjIwMOnTowF133cXrr79+Rq+7b9++5ObmMmPGDD777DNq1arFmDFjGDNmjL9jvjC33noroaGhzJgxg08//ZRy5coxZMiQQtcXjIiIYNKkSbz00kuMGjWKsLAw6tWrx5w5cxg2bBjLly+na9eujB8/ntdff52ZM2dy5MgR4uLi6N+/v3/zm5Li19MVEhLij7XffPNNsrOzqV69OhMmTKB///6nVNakSZOYMGECTzzxBDabjZo1azJ58mSee+45li9fHrCrd1FGjBhBamoqM2fOxOPx0LlzZyZMmBBUx/YDDzxA2bJlmTt3LtOnTycqKoorrriChx56iIiIiFN6LUJcDhTzbKy+KoQQ58mSJUuwWq20bNnSfywjI4N27drx2GOPcfvtt5/H2gkhhBBCiMvNt99+S/369QM6ln/99VdGjBjBV199JaPkhBCXNBnxKIS4pGzYsIE333yThx56iAYNGpCWlsbMmTOJiIigT58+57t6QgghhBDiMvP111/z2muv8cADD5CYmEhKSgpvvvkmSUlJknQUQlzyZMSjEOKSYhgGU6ZM4auvvuLAgQOEhoaSlJTEww8/TJUqVc539YQQQgghxGUmLS2NiRMnsmjRIlJTUylTpgy9evVi5MiRxS4FJIQQlwJJPAohhBBCCCGEEEIIIUpd8DsMnCUej4fXXnvNv3PuLbfcErCN/caNG7ntttto2rQpnTt3ZsaMGeextkIIIYQQ4lIkMakQQgghROk774nHyZMn89lnn/Hss8/y5ZdfUr16dYYNG8ahQ4dIS0vjjjvuoGrVqnz22Wfcf//9vPHGG3z22Wfnu9pCCCGEEOISIjGpEEIIIUTpO++by/z000/06dOH9u3bA/DEE0/wySefsHr1alJSUrDZbIwdOxaLxUKNGjXYtWsX06ZN44YbbjjPNRdCCCGEEJcKiUmFEEIIIUrfeR/xGB0dzS+//MLevXvRdZ2PPvoIm81GvXr1WL58Oa1atcJiOZ4fbdOmDTt37uTYsWPnsdZCCCGEEOJSIjGpEEIIIUTpO+8jHseMGcODDz5It27d0DQNVVV54403qFy5MgcPHqR27doB18fHxwOwf/9+4uLiTuuZpmliGBf/njqqqlwSr+Nsk3YKnrRV8KStgiPtFDxpq+BIO/naQFGU812NS865jkkv1nhUfgdPjbRX8KStgidtFTxpq+BJWwVP2son2Jj0vCcet2/fTmRkJG+//TblypXjk08+4fHHH2fOnDk4nU5sNlvA9Xa7HQCXy3XazzQMk8zMvDOq9/mmaSqRkSHk5DjRdeN8V+eCJe0UPGmr4ElbBUfaKXjSVsGRdvKJjAxB0yTxWNrOdUx6Mcaj8jt4aqS9gidtFTxpq+BJWwVP2ip40lbHBRuTntfE4759+3j00Ud59913admyJQCNGjVi27ZtvPXWWzgcDtxud8A9+cFdaGjoaT9XVRViYsJOv+IXkMjIkPNdhYuCtFPwpK2CJ20VHGmn4ElbBUfaSZS28xGTXszxqPwOnhppr+BJWwVP2ip40lbBk7YKnrRV8M5r4nHt2rV4PB4aNWoUcLxJkyYsWrSI8uXLc/jw4YBz+V+XK1futJ/r62HOPe37LwT5WfbMzLzLPsteHGmn4ElbBU/aKjjSTsGTtgqOtJOPr3f5vC/TfUk5HzHpxRiPyu/gqZH2Cp60VfCkrYInbRU8aavgSVsdF2xMel4Tj4mJiQBs3ryZxo0b+49v2bKFKlWq0LRpU+bNm4eu62iaBsCSJUuoVq3aaa/vmM/rvTR+QHTduGRey9kk7RQ8aavgSVsFR9opeNJWwZF2EqXtfMWkF+vPsfwOnhppr+BJWwVP2ip40lbBk7YKnrRV8M5rd3njxo1p2bIljz/+OH/99RcpKSm8/vrrLFmyhOHDh3PDDTeQnZ3NmDFj2LZtG59//jnvvfceI0aMOJ/VFkIIIYQQlxCJSYUQQgghzo7zOuJRVVUmTZrE66+/zujRo8nIyKB27dq8++67NG3aFIDp06czYcIErr/+esqWLctjjz3G9ddffz6rLYQQQgghLiESkwohhBBCnB2KaZqX3R7gum6QmppzvqtxRiwWlZiYMNLScmR4bzGknYInbRU8aavjTNPEMAwMQy9wTtMUoqJCycjIRdcvuz81p0TaKjiXSztpmgVVLXpSSmxsmKzxeAm4GONR+ft3aqS9gidtFTxpq8IZhoGuewOOXS5xQ2mQtgre5dJWJcWjEHxMel5HPAohhLg4maZJXl422dkZhSYd8x09qmIYEhQHQ9oqOJdLO4WEhBMZGYuiKOe7KkIIIcQFyzRNMjNTycvLLvT85RI3lAZpq+BdLm1VWvGoJB6FEEKcsvwAz+EIw+EIRVW1Qv8gaZpySfcEliZpq+Bc6u1kmiZut4vs7DQAoqLObDM9IYQQ4lKWH5OGh8dgs9kLxKOXetxQmqStgnept1Vpx6OSeBRCCHFKDEMnLy+H8PBowsOjir3WYlFlGlCQpK2Cczm0k81mByA7O42IiJgSp7kIIYQQlyNfTOpLOoaHRxZ6zeUQN5QWaavgXQ5tVZrxqESyQgghTomu64CJ3e4431UR4pKVH+ydvF6VEEIIIXx8Menxv5lCiNJVWvGoJB6FEEKcJll7ToizRdZ2FEIIIYIjfzOFODtK63dLEo9CCCGEEEIIIYQQQohSJ4lHIYQQIggTJoylffuWRf73/ffzgy5rxoyptG/f0v/1ffcN5+67h52Nagct/3VMnfp2oecNw+C6666iffuWzJ//zRk/7+Q2EEIIIYQQJTvbMel99w0/G9UOmsSklx7ZXEYIIYQIUlxcHBMmvFLouYoVKwVdTt++19G6ddvSqlapUVWVX375kREj7i1wbvXqlRw9euQ81EoIIYQQQpxIYlKJSS8mkng8TxRFwWr1DTh1u/XzXBshhBDBsFptNGzY6IzLiY8vR3x8uVKoUelq1KgJa9asYvPmTdSpUzfg3E8/LaRWrdps3brlPNVOCFEaLBYVVVXRdQNdv7R35BRCiEuVxKQSk15MJPF4HmghNjJ02JjuxqJCg2g7IRjoTs/5rpoQQogzpOs6H344m++/n8++fftQVYWaNWszbNjdtGjRCvBN6Zg1axqLFy8vtIz27Vtyxx3DuPPOEf5jJ98zYcJYDh8+RKVKlfnxx+8pX74C77zzHqqq8sEH7/Ptt19y+PAhypVLpH//G+nf/+YS696sWQv27NnNzz//EBDkeb1efvvtZwYOHFQgyDt69CjvvPM2y5cvIz09nRo1avCf/9xJ+/ad/Ne4XC7eeedtfvjhe/LycunSpTsxMbEFnr9mzSqmTZvMxo0bsNnstGvXgXvvfYCYmJgS6y6EKJ5qUTFtNrZkuTni9FI+VKNKuAPyXBiGeb6rJ4QQopRJTCox6YVCEo/nmCXUzoJ9uezOOb4d+cqjLprF2WkZY8WQ5KMQQlzQvF5vgWOapvl3fZsyJZnPP/+Yu+++nxo1anHkyGFmzpzGk08+zueff0dISEip1WX16pWAwoQJL5OTk4PFYuGllyYwf/43DBp0B40aNWHVqhW8+earZGdnM3jw0GLLUxSFzp278ssvP3L33ff7j69Y8Tcul5u2bTswefJb/uOpqccYNux2LBYrw4bdTXR0NPPnf8vo0Y/w3/+Op2fPqwB45pn/8tdffzJ8+D1UqlSFr7/+nIULFxR4LQ88cA8tWiQxfvwLZGZmMH36FEaOHMH06e9jtztKrd2EuNyomkK2auHjrRno/+YY16eBXVMYWD0Cq8styUchhLjISEwqMenFQhKP55DForIjxxuQdMy36piLutE2whQw/437VFUBuxUPCm7DJERT0XQd3SXJSSGEOB8OHjxA585tChwfOvQufwB19OgRRoy4N6A31263M2bMY2zfvpWGDRuXWn10XefRR0f71/LZvXsX33zzJSNG3Mtttw0GICmpDaqq8v77s7j++v5ERUUXW2a3bj35/PNP2LRpI3Xr1gN8U1o6dOiEwxEYaM2b9wHp6Wl88MGnlC9fAYArrmjPqFH38Pbbr9O9ey9SUnby668/8+CDj3HDDTcC0Lr1Fdx++82kpOzwlzV1ajKVK1fhpZdeQ9M0ABo0aMSgQTfy7bdf++8VQpwGu40vt2f5k475XLrJN3ty6FcpFPLc/uOqVQWrlVwdFAVCVFDcEn8KIcSFQmJSiUkvJpJ4PIcMi8bKA3lFnl91zEXnWCsetxdVVTBC7Hy1K5ujzuNrQDaIsdG+rAMk+BNCiHMuLq4ML774aoHjZcrE+//99NPPApCens7evbvZvXsXixcvAsDjKd33brvdToUKFf1fr1z5N6Zp0q5dx4Be8PbtO/LeezNYs2Y1HTt2LrbMxo2bUrZsPD///AN169bD4/GwaNGvPPXUMwWuXbVqBQ0aNPIHePl69bqK554bx65dKaxduwqADh2OT3NRVZUuXboxa5YvyHM6nWzYsJ6BAwdhmqa/7uXLV6BKlaosX75UgjwhzkCuDnknZx3/dcyp40FB+/dr1WZhnwd+3JWF+99RkHZN4epKYZSzyKhIIYS4EEhMGkhi0gubJB7PIfPfkYtFcekmpvLvFw4bn+7MIsMduOj3hjQ3IZpKq2j51gkhxLlmtVqpW7d+sdds2vQPEye+wMaN/2C326lWrQYJCQkAmGbpfmiPiYn1T6cByMjIAGDQoMIDomB2AFQUhS5duvHLLz9xzz0jWbr0T1RVJSmpDUeOHA64Nisrk/Ll6xYoIzY2DoDs7CwyMzMBiI4OXBMnLi4uoBzDMPjgg/f44IP3CpRnt9tLrLcQomjeEt57dBM0fKMbc1WN+XsyA867dJMvU7IZXDvqLNZSCCFEsCQmlZj0YiLZq3NIM3SqR1hZk+oq9HzdaBum10BRIFs3CyQd860+5qRZnAR+QghxocnJyebhh33r6Lz//kdUrVoNVVVZsmQxv/768ymVZRiBfwPy8ooeMZ8vPDwCgDffnEJoaGiB8+XKJQT17K5de/Lxxx+yadM//PTTD3Tq1BWLpWDIEBERybFjxwocP3bsKABRUdH+aTSpqan+YBeOB6QAYWFhKIrCjTfeQo8evQqUJ2vpCHFmIqwqClDYx0y7puBQwQA0m4W/Dhf+XmMCK4866REiHx+EEOJCJzGpj8SkFwb1fFfgcuJ167Qq68CuKgXORdlUKoVo6LqBoihkuApPOgJ4TfCepQXArVYVi92C1So/GkIIcap27UohIyODAQNupnr1Gqiq7730r7/+BILvXQ4LC+Pw4UMBx9atW1Pifc2aNQd8U2rq1q3v/y8jI4N33pkcEFgVp2HDRiQkJLJw4QIWL15UaOCV/7wNG9axf/++gOMLFy4gLi6OihUr+XdN/OWXHwOu+eOP3/3/Dg0No3btuuzenRJQ72rVqjNz5jusWrUiqHoLIQqnerwkxRf+YalzYijqv1PuDEUh1aUXeh3AUZd+9mJQm4bFbsFikRhUCCHOlMSkPhKTXhiky/IcU50ubqsZyZ+H8tiS6caiKDSMsdGijAMj1zcS0jBMou1FB11WFUo7JlOtKobVxqp0F4fz3JQL0WgQ7UB1uzG8RSdBhRBCHFe5clXCwsJ4//2ZaJoFi8XCL7/8xHfffQUE10MM0LZtB376aSH16zekUqXKLFjwLfv27SnxvurVa9Kr11W89NKzHDy4n7p167N7dwpTp04iMbE8lSpVDvq1dO3anY8//pCoqGiaNm1e6DU33XQr338/nwceuIchQ4YTFRXN//73LStW/M3o0U+hqioVK1bimmuuZ9q0SXi9XmrXrsP3389n+/atAWWNGHEvjz46inHjnqRnzyvRdYN58+bwzz/ruf32O4OutxCiIN3tpUmUjTJ2jT8P55HuMigbotGhXAixGnj/7fBWDJMydgtpLneh5cQ7NKyqQnDvZMFRbRZcqsbyVBeZHoNqEVZqRDhQnG50XWJQIYQ4HRKTSkx6IZHE4zmm6ybkOulYxkr7cg4wQdW9eHOcAdeFqQoxdpW0QkY+Ni/jwKIX3Rt9qjRNIUOx8MnWDPI7sXdmefj7iJMB1SKI1Dy+egshhChWeHg4zz8/kUmT3uS//32c0NAwatWqQ3LyOzzyyCjWrl1F+/YdSyzn/vsfxOv1MmnSm2iaRvfuPbnrrvt44YVnS7x39OinmTPnXb788jMOH55EbGwc3br1ZPjwu/078wWja9eezJ07m65de/h7yU8WF1eGyZNnMmVKMq+//gper4eaNWvzwgsTad/++MLdDz/8BHFxZfj884/JzMygdeu23H77EKZNm+y/JimpDRMnvsWsWdN48snHsVqt1KlTj9dem0TDho2CrrcQonB6npsKmkr/ymG+xRwNA9xeDO/xGM/weGkT72BrZsHEowI0i3OgFTJz53SpNo0Ul8kP+46vKbkzy8MSTWFgjUjUPCelvAyZEEJcFiQmlZj0QqKYpb2q6EVA1w1SU3POdzWKpaoKZoidb/fkcDDXt5OSAjSJs5MUZ0dxe4iJCSMtLQfvGY5IVEPtfLAji1xvwR+FcIvKwGrhGHmFr0t5obNY1FJrp0udtFXwLve28njcHDt2gLi4RKxWW7HXWizqZdlGp0PaKjiXSzsV93sWGxuGpsl01IvdhRqPajYLh3SF7/fm4Py34znMonB1pXDiVIPoyJDS+/sX6mDmloxC156sGm6lZzk7uqt0d149ly73eOFUSFsFT9rquGBi0sslbigN0lbBu1zaqqTfsWBjUhnxeIEyDBMl10Xf8g68iorHBIcKmq7jzXWV6vo3ToNCk44A2V4DF2AttacJIYQQQogLle72Us6iMqhGBE7DNzjSroDicmOapTfaUdMU9uR6C006AqRke9DLh5Ta84QQQghxfkji8QJmmiam04MK2ME35FFTUUtxigsUvsPhic7SGuJCCCGEEOICpHsN8Lrwj21QFRRVQSnVEFTBW8LEKxNf+CuEEEKIi5fM07lIaCE28mw2Njlhv6lh2G2ltqtgiOrbsKYwNlUhRH5KhBBCCCEuO6qmoIY5OISFTU5IVyxkefRSSUDqukGF0KLHQMSHaFik91sIIYS46MmIx4uAFubg2z057P93rUcATYF+1SKJ01Q4w7UFFI+XLuXDWLi34DpDXcuHongu3rV1hBBCCCHEqVM1hVyrjU+2ZuI+IQEYa9foXy0cxXvmG7/YDIPGMXbWpgWuJa4C3cuHYboL311bCCGEEBcPGct2gbNYNVYcdQYkHQF0Ez7bmYluOfPcse7RqWJTuLl6BBXDLIRZFCqFWbi5egSV7KB7Lv1FU4UQQgghxAnsNj7dmRWQdARIden8vD8X1XbmK4DrLg9tytjoWzmM+BCNMItCnSgbt9eKJEz3YMiIRyGEEOKiJyMeL3CG1cLatNzCz5mwN8dLJU1F188sOWi4PUSoClclODBVBdUwMT0S8AkhhBBCXG4UBdI9Ji698DhwW6aHTgmls/GLnucmUVO5tkIIKAqKbmA4XbLGuBBCCHGJkMTjBc4AihtwmOUxUErpu2gYJrh806r10ilSCCGEEEJcZBRFIa+EpXx0E7RSep6uG3CGnehCCCGEuDBJ4vECp5omsXaNVFfhqcCK4Rb001j/RlUVsFtxo+AxTEI0FU33oru8Jd8shBBCCCEuWYZhEhdSdFoxRFOwKr4O8lOlagrYbTgN3+ydEE1B9XjQPdLtLYQQQlyKJPF4gVPcXrokhvBZSnaBc2UdGlEWBa+rkBuLoaoKusPOl7uy/QlNBWgUa+eKMna8uadYoBBCCCGEuKTYTYNqEVZ2ZhXcZLBjYiiK+9Q3H1StKhmKhW92ZJHn9c2ltijQOTGUaiFWDJdsaCiEEEJcamRzmQucrhvEqib9qoYTY/d9uzTFlyQcUCPytII+HDY+3pkVMIrSBNamulib7sZiLa2JM0IIIYQQ4mKkOz30LB9CyzIOrP9+YoiwqvSpEk7VEBW9hKnYhTGsvg1r8pOOAF4TftyfS4ah+GbkCCGEEOKSIiMeLwKG20sZTaV/5TB0FFQFrKZBpE0jLefUylIUhXSPSXYRC0euOOqiYXQEyHQXIcRloH//vhiGwezZHxEWFh5wbsKEsRw4sJ/k5HdOu/z27VsWee65516hY8fOJZYxY8ZUFiz4lk8//YYDB/YzYMA1vPnmFJo3L7psIYQoDd4cFy0iNZrFRqKbvtGJMaFW0tML3/iwOFaryur0ojeN+eNwHr0THeCUUY9CiMtP//59OXjwgP9rVVUJDQ2lVq06DB16F02aNDuPtSveypXLGTnyriLPL1jwCxERESWWc999w0lMLM+YMWOZP/8bnntuHIsXLy/NqorzRBKPFwldNyDPjYJvdKJhOb3BqqqqkFbEepEAbsP8N7mpYJqynaAQ4twIsxrYDCeKx4lpdeBWHeR4zs2g/MOHD5Gc/DqPP/7kWSl/5MiH6datR4HjERGRQd0/cOAg+vW7sbSrJYQQQfG6dXDrKIBiUVHCbKdXkKJy2Fn0uuRpLh00mYwlhDh/NIcVr6ri0sGuKVgMHf0cdobcfPNtDBx4GwCmCZmZ6Uyd+jYPP3w/c+d+Rnx8uXNWl9Mxbdp7hdYxPDy8kKsLeu65l1FVmX15KZLE42XGMAziHEUHjHZNIUc3wWolUgWjmABRCCFKQ7TNg2XZVyj7t/mPaeVrYk26lnS39aw/v3z5CnzzzZd07tyN1q2vKPXyw8PDiYsrc9r3h4aGEhoaWoo1EkKIc880DBIcGjsyC/8QH2vXOJBnEO2w4zB1DNnwUAhxDmlhDhbuzyXlhHVtq0ZY6Vk+FD3HeU7qEBISEhAzlilThkcf/T+uu+4qfvvtFwYMuPmc1ON0RUfHnFHMGxkZVYq1ERcS6Va8zJgmRFoUomyFf+ubxjlYfiSPj3Zk8cdRF2oxSUohhDhTYVajQNIRQNm/Dcuyrwizns6eqaemV6+radEiiRdffJacnIIbeeXLzMxg4sQX6devN127tuPuu+9kzZpVZ/z8HTu2M3r0w/Ts2YXOndtw003X8fHHH/rPz5gxlf79+xZ674QJY7nvvuEBx06+vn37lrzzziRuuKEP11zTi927U/B4PEya9CbXXXcVPXp0YPjwwSxb9tcZvxYhhCiK12tQL9qOVsQyjs3LhvDL/lxmb8tkR56JapXxEUKIc0NzWAskHQFSsjws3J+L5jj7HeFF0TTfCECr1VcHl8vJtGmTGTDgWrp2bcsdd9zCokW/ArBt21bat2/J5s2b/PePHv0IPXp0xOv1deaYpsk11/Ti22+/BGDdujXce+8wunZtx7XXXs3EiS8GxMP9+/flzTcnctttA7j66m6sXHn6U58XL17E3XcPoUePDnTt2pZhw27n77+X+s/fd99wJkwYW+i9/fv3ZcaMqQHHTrx+5crltG/fkg8+eI+rr+7GkCG3ous6R44c5umnR3PllZ3p3bsbjz/+IHv27D7t1yBOjyQeL0dON/2rRVAu5PgwZlWBJnF2Yuwa2//tif4n3U2W4VsXUgghzgab4SyQdMyn7N+GzTg3PcyjR/+X7Oxs3nrrtULP67rOgw/ex5o1K3nyyXHMnDmHmjVr88AD97Bp0z+n/Vyn08mDD95DSEgoU6fOYM6cT+jatQdvvjmRrVs3n3a5J/v668+ZMOElnnvuFSpXrsqECWNZunQJTz31DDNnfkDXrt157LEH+PPPxaX2TCGEOJnmdnNj9UgirMc/gthVha4Vwtib7SH73w1rftqfiyGJRyHEOeJV1QJJx3wpWR686vlJmxw5cphXX32JkJBQ2rRpB8DYsWNYsOBbRo16mHff/ZCOHbswZsyjLF78GzVr1iIhIZG///Z1Juu6zqpVK3A689i4cQMAmzb9Q3p6Gu3adWTbtq2MGnUPrVq15r33PmTcuAls3ryRBx+8L2DZtS+//IxRox7h1VffomHDxqf1WjZt2sj//d8jdOzYlffem8fUqe8SExPL+PH/xeMpvensf/65mKlTZzF69FO43W7uv38Eum7w1lvv8NZbU4mKimb48MEcOXK41J4pSiZ/0S9DhmGi5Lq4tmIoHkUlw2OgKLA13c3/9gSO9lmd6qJLrAW3WzabEUKUPsVTfGJR8bhAPfvTjBMSErnnnvt55ZUX6NKle4Ep18uW/cXmzRt5//15VK9eE4CHHnqMf/5Zz9y5sxk//vkiy37lled57bWXAo7deut/GDx4KHl5eQwYMJDrr+9PVFQkXq/BkCHDmT17Ftu3b6NWrTql8vp69bqaunXrA7B37x5+/PF7pk9/33/s5ptvY9u2rcyd+z5t27YvlWcKIcTJdK9BuOHm5qrhuBSFLI+BacLqY84CH/r35nqooqm+dc6FEOIsKmYLBP95xzmox+zZs5g3bw7gSxq63W6qVq3G+PHPk5CQQErKTn7//TdefPE12rXrAMAddwxj27YtvPfeTNq370S7dh34+++l3HbbYDZt2ojFYqFx46asXLmcRo2a8Oefi2nQoBExMbEkJ79Gy5atGDx4KADVqlVl7NgJ3HjjtaxatcK/kWGbNu1o1ap1ifUfNOjGAoOWXnzxNZo3b4mmqYwa9Qg33HB83fIBA27mwQfvIzX1GOXKJZRKGw4ceBuVKlUG4NtvvyQ9PZ2xYydgsfhSX0888V9WrVrB119/wZ13jiiVZ4qSSeLxMmWaJnqeG0uIje/3ZJPjPd6jEWVTaVbGQbRNw64poJkoHh3Za0YIUdpMa/FhnGm1wznq97j22hv45ZefefHFZ5k9+6OAczt2bCM8PNyfdATfaPAmTZqydOmSYsu9884RdOrUNeBYZKRvY5mYmBj69RvAjz8uZMeOrezevZutW7cAvjV5S0vFipX9/96yxTeS8v77A4Mtr9dLeHjJOw4KIcSZMAwT8lxYQ+18sTMr4Fx8iEbTOAehFpUIm4pq6JJ4FEKcdfYS9jMp6Xxpue66G+jf37eOo6qqREZGBWzMsn27b5ZQ48ZNA+5r0qQ5U6YkA9C+fUe++eZLXC4ny5cvpVmzFlSqVJmVK5fzn//cyZIlf9C1a3cANm/ezN69u+nRo0OBuuzaleJPPFasWCmo+r/88huULRsfcKxs2bIA1KpVh4iIKD744D12797Fnj27/bN7zlbMu3nzZnJzc7jqqi4B17jdbnbtSim1Z4qSSeLxIqVpKtkeHdNmRdMMDLf3tHahVr06daJsrDzmAqB6pJUmcQ7+PJjLoTzfDoY1Iq10TgxFzXP5gkUhhCglbtWBVr5modOtzfI1cauOc5Z4VBSF0aP/y+2331xgyrXv/bXgshOGYfh7UIsSExNbZMCWmnqMESPuICoqmo4dO9OsWSvq1atPv369T/t15K/hcyK73e7/t2n6gru3355GaGhYwHXqeZpKJIS4eHgNE9NmRbWC4vWie07vTVo1DBJCLBzM871nNS/jID7EwpJDuWS4DTQFGsTYaVPWgZHrlA5wIcRZYzEMqkZYC51uXTXCisUwzkk4GhERWUKSr/A3QsPQ/fFo06YtsFqtrFq1kuXLl9GtW08qV67CvHkfcPDgATZv3sjTTz/rK8006NnzKm6/fQgAmqag675nREfH+Ms/MY4sTkJCIomJ5Qs9t3r1Sh566D7atGlHkyZN6d69J06nk9GjHwmq7MLoeskxb+XKVXjhhVcLXBcSEnLazxWnTj5hXIS0EDvbXfDB1gze3ZbFwkMuXHYbqvXUu2K8Hp3mZRyEWBTsmkLzMiF8tTOLQ3m+t1YT2Jbp4cPtmRAS3BuOEEIEK8ej4k26FrN8zYDjZvmaeJOuJcdzbv9M+aZcj+Tbb78K2DimRo2aZGdnsWNHYIJ07drVVK1a7bSft3DhAjIyMpgyZSZDhgylU6cuZGX5RgAF05lksVjJzg5cImPfvr3F3lOtWg0Ajh49SsWKlfz/fffd13z33den+UqEEJc6VVUwHTZ+2pfD+9uzmLMzi5VZBmqYA1U9jfXA3V66VwhFVXwjHeNDLPxvTzYZbl/niG7C2lQXX+/ORpHNDoUQZ5Hu9NCzfChVIwI3kfHvau0svTUIz0T+zJu1a1cHHF+z5ng8arVaSUq6gsWLf2PDhnW0aNGKhg0boygwbdpkqlSp6p+KXK1aDXbu3O6PBStVqoxh6Lz55qscPnywVOv+4YezadasJc899zI33XQrrVq14dAh3zNOJ+Y1DIP9+/cVe0+1ajU4ePAAYWHh/teYkJDIlClvsXr1yjN7QeKUSOLxIqM5rCw+4uT7vTmkuQzchklKtoc52zLJUjS0orYKLIaS5+K2GpH0rBDGyqN5FDbQOcdrsjvHi6bJj4wQonSlu63kteqHt+9I9CtH4O07krxW/Uh3n58dBK+77gZatkwKCGZatWpDjRq1GDfuSVauXE5Kyk4mTnyR7du3MWDALaf9rPj4BJzOPH7++QcOHjzAsmV/8fTT/weAx+Mu8f7GjZuwfftW5s//hgMH9vPZZx+xZMkfxd5TvXoN2rbtwCuvPM/ixb+xb99e5s6dzZw571K+fIXTfi1CiEtciJ0PtmWy6qgTp26S5zVZftTJRzuyUE6jc9owTEK8Hv5TK5L2CaEsOZRb6HUH83RyDJC9DoUQZ5Oe46RnOTtDakdya41IhtSOpGc5O3rOudnoMBjVqlXniivaMXHiC/zxx+/s3r2LWbOmsXjxbwwceJv/unbtOjB//jdER8dQqVJlbDYbjRs35Ycf/keHDp391918821s2bKZl19+jp07d7B+/TrGjn2S3bt3BUxZLg3x8Qls376VNWtWc+DAfr777mumT58CENTmMo0bN+GnnxayevVKdu/exSuvPF+g8/1kvXpdTWRkFGPGPMr69evYtSuF558fx5Ilf/g74sW5IVOtLzJuReWf9IIfRk3gh/259KsUCnklf1g9kWGYkOMkMczOwn0Fhyvn25HloUZZq6y1I4QodTkelRxCfRvJ6Jyz6dVFeeIJ35TrfBaLhddff5vk5NcZM+YxPB43derU4403JtOwYaPTfk6XLt3YvHkQycmvk5OTQ2JiIn36XMvixYv4558NXHdd/2Lv79HjSrZu3czbb7+O2+2mTZt2DBt2Fx9//GGx940f/zzvvPM2L7/8PFlZmZQvX4HHHhtD797XnPZrEUJcuixWlfVproA1wfNlegy2Z3moYT31jWAMr4Gmu4gJdfhHOhZmf55OXbuG5zSndQshRDB0pweF4xvJXIjvOOPGPc/Uqcm8+OKzZGdnUa1aDZ599iU6dTq+jmHbtu3Rdd2/RiNAy5ZJ/P33Utq37+Q/1rBhI159NZnp0ydz552DCAkJoXnzltx77wPYbKU70nzo0BGkph7l8ccfAKBq1eqMHv0U48f/l3/+WU+VKlWLvX/48HvJysrkkUdG4nCE0LfvdXTr1rPY0ZLh4eEkJ7/D22+/ziOP3I+uG9SqVZtXX02menVJPJ5Link6CwNe5HTdIDU153xX45RpmkqKV2HhvsJ7hAGG1I5EyXWdVvmqw8Zne3JJLWJbryZxdtqVdeDKvnB6fUpisajExISRlpaD1ysJ0+JIWwXvcm8rj8fNsWMHiItLxGotPiixWNTLso1Oh7RVcC6Xdiru9yw2NkxmIFwCLqZ4VHVY+WJvHkedhceIFcIsXJ3gwHCd3nREJdTOrK2Z6EV8KulRMYwaISqeU+xcP98u93jhVEhbBU/a6rhgYtLLJW4oDdJWwbtc2qqk37FgY1KJWi8ipmliK2ENnTPZGED1emkVX/QOszWjbGQXFREKIYQQQohLlrWYGNSqKmiW049BLYZOg5jCp2trCkTZNDwy11oIIYS4KEni8SJiGCaJoZZC9lX1qRphJcujYznNwM/rNagUZqVWVMFMdsfEULZluGVHQSGEEEKIy4zy72aERakbbUcvMkItmeHRaVHWQbmQwI0SNQWuqhzOssN5RezlKoQQQogLnazxeJFRTJNuFcL4cV/g1Jwwi0JSfAirjubRpYwNRTdQbRZMzRfAqbqO11X0+o3+8g2D8qEWGsfZOZDjxaoqxIdY2JDmYmemm6Q4e6GbzwghhBBCiEuTrhuUD7dTJdzKruzA6dQ1Iq3opkmaSydaAUVRwGaBf2fhqB4PXk/x0aOum6gmNIlzEGJROZznJdSiEm1X+fuwE49hohmGxKBCCCHERUgSjxcZ0zDI8uj0rx7Jjkw3OR6DxDALsXaNhXuyqRhmRVPAE+Lgt4N5bMvMQQHqRNtoVy4EJc/l20ymCIrbQ4RV5cudWcQ5NHQTjh3wrSl5fZVwlNNcu0cIIYQQQly8vLpB7WgbjeLsbM90o6BQI9JKjtfkp7053FIzEkWxkKmo/Lovl0N5Og5NoUUZBw2j7HhLWINc1b1kunV+259LtF3FqZtkuA0sCtxSMxJcF9f6jkIIIYTwkcTjRUbx6MTZNT7fmUmVcCsOi8I/aS4O5/kW++5W0YbXqvHxtgyyPb4EowlsTHezK9vDrTUiIafozWF0r0F5m8otNSJZesRJqkunXpSNpHgHNq8XvYQeayGEEEIIcemxmgbrU11kunUqhlsBkx/35pCnm4RaFAzAbbXw0ZYM/z1O3eSPQ3kcyPXSrZwDw1l08tBweWkUaaVymJWlR5zopkGzODvNyzjQnG70YjrOhRBCCHHhOq+Jx6VLl3L77bcXeq5ixYr89NNPbNy4kQkTJrB+/Xqio6MZNGgQd9555zmu6bmlqgqapqLrRoHRibpuUDHUSq1IG5szAoO3pPgQ9mZ7WX3USb1oO38f8SUYHZpCGYeG2zDZkuGmrqP4HZh0txe74qVLGSuGYkM1THSnC4n3hBBCCHEpkpi0ZIbLS+9KYczbkcXm9OMxqE1VuKpSOAv35pAUH0KUTSXD7Yszo2wqEVaVYy4dl6JgLekZTg9RqsKV5ewYCqiGgTfHSeF7aQshhBDiYnBeE4/NmjVj8eLFAce2bNnC8OHDueuuu0hLS+OOO+6ge/fujBs3jtWrVzNu3Diio6O54YYbzlOtzx5NVYjQXKip+1DSD2HGJGLEJJJl2NFP2E1az3XRLiGEBrF29uZ40RSoEGZle6abVUd9ycam1R2sPeaiS4UwrCocyPUSoqmUD7eAaoK3+Okqpol/TUgZ4yiEEEKIS5nEpCUzTROHodO3SjhpLoOjTi9RNo1om8rig7kcdeqsPuqkQYydLRluOiSGku0xSHPp1LNrKIqC1arh8RSfRjQME+PfpX0kBhVCCCEufuc18Wiz2Shbtqz/a4/Hw/PPP0/Pnj0ZMGAAU6dOxWazMXbsWCwWCzVq1GDXrl1MmzbtkgvyNE0hyshAWzAT3MenQmuOMKK6DyFdDfePflQUhVSXzre7synrsGCY8NehwN3+dAP6Vo3g9wM5HMo7HuApwDVVwom3ahglBH6lSdMUTIsFlH83upEp20IIIYS4QEhMGhwD+PNgHqkunSibyrYMN+nu4zFdlscg2q7RpXwY3+zKwnlCx3mIpnBzjUgshczoOZs0TcW0aBKDCiGEEOeJer4rcKIPPviAAwcOMHr0aACWL19Oq1atsFiO50fbtGnDzp07OXbs2Pmq5lkRprrRfp0bkHQEwJmD9vs8wrTjm7qYpkm0TcVjwP5cLwfzvAFJR6sKYVaFPdluGsU66FctguuqRnBt1QgqR1j5elc2prWkyS6lRwu1c8DU+O6Aky/35rEux0QNc6CqyjmrgxBCCCFEsC7nmLQ4imFSJcJKlsdgb443IOkIkBBqIcyisu5YHj0rhXNd1Qj6VYugZ8UwHBaFr3Zlg/3cxqD7DdUfg66XGFQIIYQ45y6YzWVcLhdTpkzhP//5D/Hx8QAcPHiQ2rVrB1yXf27//v3ExcWd9vMslgsq54rFkwc56YWfzDiCVXdisUT6DykKVI2wkpJVcJfpVmVDsCkKlcJt/LIvh2Mu38hGu6bQtlwIZR0aKTkeajss6Hrhvb6qqmBYLHhRUBWw6DqG9zRGSNqs/Hgwj+2Zx+t5xKmzOtXFrTUjsRSzyHhp0DQ14P+iaNJWwbvc28owgvvApijH/29eoGvE9u/fl4MHD/i/VlWV0NBQatWqw9Chd9GkSbNzUo/TaauVK5czcuRdRZ5fsOAXIiIiSiznvvuGk5hYnjFjxjJ//jc899w4Fi9eHlwlzrGL4WeqtGmacsHFLJe6cxmTXozf2/oxdv46lIf7pFGLCtAuIQTDMKkUYWPhnmz/iMdom0rXCmH8dSgPDwr2Yl63pil4NQs6Cqpi/huDnsYoRZuVHw/ksT2rYAx6yzmIQUHihVMhbRU8aavjSopJL5a4YcKEsSxY8G2x15xpbDZjxlQWLPiWTz/9psC5jz/+kLfffp0ffvgNu93hb6t33pnE++/PZMiQ4QwZMtx/fXp6On379uDJJ8fRq9fVZ1SvU9G+fcsizz333Ct07Ni5xDJObIcDB/YzYMA1vPnmFJo3L7rsk10sP1el6Uzj0Qsm8fjVV1/hcrkYNGiQ/5jT6cRmswVcZ7fbAV9QeLpUVSEmJuy07z8rDh8t9rRm6gF1znDrtCsXQqhFZVOaCwPf4t4tyjqIdWhYNIVvtmXiOiEodOkmv+zPpU+VcHI9BpGRIYU+y60b7Mvx8sOuHFJdOipQL8ZGx/JhRNm0U3pZe7I9AUnHfLlek2VHnHSvGIZVPft/NIt6raIgaavgXa5t5XRqHD2qBv0H6EIPjG+5ZRC33ur722OaJhkZGUyenMzDD9/Pxx9/QXx8uXNWl1Npq/xrZ86cTblyBesYHR2JopScJH7xxYlomorFovpHAV3oyZAL/WeqNBiGgqqqREWF4nA4znd1LivnKia9IOPREnh0k1SXl+uqRfDb/uPL+cTYVTomhrEvx0Ocw8IPe3MC7kt3G3yzK4vrqkViKEW/7jyvwdYMN4t2ZZPtNbCq0LyMg1bxoYRbT+33fleWOyDpmC/Ha7L8iItuFcOwnKORj5drvHA6pK2CJ20VfEx6occNDz/8KPfdN9L/de/ePXnwwUfo3r2n/9iZxmbFxXht2rThzTd1NmxYR6tWrf3Hly1bQrlyCSxd+ifDhx/v7F63bhWmadKmTZtzHjOe3C75IiIig6rLoEH/4cYbb8ZiUQOS+KfzOi70n6vSUFrx6AWTePzyyy/p2bMnMTEx/mMOhwO3O7A3Mj+4Cw0NPe1nGYZJZmbuad9/NkTawtAUFcxCenQ1C15LCFlpviDOtNv4JCWLTLdBgxg711aLwDTBBEItCssO55HjNQKSjif6+3AeV1cOJyMjB+Okx6mqQioaH+3I8h8zgA1pbg7k6gyoGgaugkFcYaxWjXXHir52Y5qb1mXsKEGWdzo0TSUyMoTMzLwiR3cKH2mr4F3ubeV2uzAMA1038RYzCkVRfG2l60aJvYGaw4pXVXHpvtHZFkNHd56994YT2e0OoqJi/V9HR8fxyCOjue66q/jpp58YMODms16HU2mrfPk/exERUQH1P37eBEouLCzMNyrS6z2+7lpx39fz6XTa6WKl6yaGYZCRkUteXuCMg8jIkMsi2D1fzlVMeiHGo8VRFHBabby3JYNwq0qzMg7aJWiYgNNrEqIpHMoz2ZRW+GvyGLA7y0PzMnbS0nIKnFctKlvzTH7clxtwz9LDTo45dbolOMDtDaquJcWg/6S7aFXGdlZjUJB44VRIWwVP2uq4kmLSU40bwhw52LRUFCMDU43GrceQ4zz7HUQORxgOR+BzQkLCAuK7M43NiovxKleuRlxcGdauXUPz5q0wTd+oxs2bN/Hww0/w6qsvcuxYKlFR0QCsXLmSGjVqERUVe85jxpPb5UTB1MVmc2CzOfB6Df/vj64bp/Q6JB49LtiY9IJIPKamprJq1SpGjBgRcDwhIYHDhw8HHMv/urDRHafifHyoclhMHLhRvC6w2HBiJ8/r63nItdgIq9sGdeOfBe4zGnQk17Th9Rq+xKBLJ83lq//aVBdrU4/3tJcL0WhbLpRNGUX3vh916piA12rDzHVhnvDbojps/LKv8IAx1aVzzG0QY5hBLQquqgrFDbZR8OVZ9XPwvTjVN5PLmbRV8C7XttL14P7C5r+1lJh0DHOwcH9uwNIRVSOs9Cwfip7jLObOs0fTfKO7rf+uh+tyOXn//VksXPg/jh07QpUqVbnjjuF07NiZbdu2MnjwQGbMmEOdOnUBGD36EZYvX8aCBT9jsVgwTZNrr72S4cPvpk+f61i3bg1TpiSzceM/REdH065dR+67737sdl8Co3//vnTs2Jlly/4iNTWVZ5998ZSmgJxo8eJFfPDBu2zbthVd16lRoybDh9/r79E+car1yfr378tVV/XhzjuP/30+8fr86d53330/H3zwPgkJCUyb9j6pqcdITn6NpUuXoGkaDRs25r77HqRSpcqn9RryBfszdSkpKcEvSte5jkkvpu+tZrfy+8FcTHybyCw6EBgvdi4fSlmHxuqjRb9vH3V6Oeq0EGuz4s0NjFVVm5XfD2YVet+2TA8dEkJQg2wvVVUvmBgULt944XRIWwVP2qrkmPRU4obo8GNYjoxAyV3oP6aF9sRadirp2ae/xFtp+fPPxbz77nR27txOaGgY3bv3Yvjwe/yj7zMzM5g2bQp//LGI9PR06tSpy1133Rf0skEtWrRi7drV/rZatmwJcXFl6NPnWiZPfpNly/6iR48rAVizZiVJSW3893733dfMnfs+Bw4cIDExkWuvvYH+/W9C/Xdm49q1q5k58x02btyA2+2mYsVK3H77EH95EyaMJScnh7y8XDZsWM+gQYMZNOiO02qnHTu2M23aJNasWU1ubg7lyiVwww03ceONA4Hip5xPmDCWAwf2k5z8jv/Yyde3b9+S228fwsKF83G7PSQnTyUxsQLTpk1m4cIF5ORkU61aDYYOvSugjS52ZxqPXhDd5StXrkRRFJKSkgKOt2rVihUrVqDrxzOrS5YsoVq1ame0vuP5EGXzErbpZ6zfvoll/iQs37xJ2Prvibb5em6dXgV37XYYLa+G/N6O0EiMNtfiqtYC178dvJqmkpJddO+sUzcJs6pEFzMluqxD42iel+/35aA4TlrgW1U4XEgmO9/ubG/Qoyw8Hp0G0bYiz9ePsaF6g+u5FkJcmjSHtUDSESAly8PC/bloJ79HnQNHjhzm1VdfIiQklDZt2gEwduwYFiz4llGjHubddz+kY8cujBnzKIsX/0bNmrVISEjk77//AkDXdVatWoHTmcfGjRsA2LTpH9LT02jXriPbtm1l1Kh7aNWqNe+99yFPPz2BzZs3MnLkPQEdQV9++RmjRj3Cq6++RcOGjU/rtWzatJH/+79H6NixK++9N4+pU98lJiaW8eP/i8dTeiN9/vxzMVOnzmL06Kdwu93cf/8IdN3grbfe4a23phIVFc3w4YM5cuRwyYUJcR5dDjHp6TJUlb05hcdtmgKZbgOLqhBtLzoGTQjV2JzuZkOGG4s18Dq36VsWqCjHnHrQm8J4PF4aFheDRttQdYlBhRA+YY6cAklHACV3IZYjIwhzFBylfS4tWvQrTzzxEG3btmfGjNk89tgYfvnlR8aPfxLwxZ4PPngfa9as5MknxzFz5hxq1qzNAw/cw6ZN/wT1jJYtk1i/fj3Gv1Mily5dQlJSGywWC82bt2Tp0iUA5ORks23bVpKSfB3YX331OcnJrzN48FBmz/6IYcPu5oMP3mXKlLcAX1z94IP3UrNmbWbMmMOsWXOpV68Bzz8/ntTU45uzLVr0C61atWb69Pfp2fOq02onp9PJgw/eQ0hIKJMmTWfOnE/o2rUHb745ka1bN59WmYX5+uvPef75V3juuVeoXLkqEyaMZenSJTz11DPMnPkBXbt257HHHuDPPxeX2jMvdhfEiMdNmzZRqVIlQkIC16m44YYbmD59OmPGjGHo0KGsXbuW9957j3Hjxp2nmp6eEIuJdd3PKNtXHj9oGig7VmPxuAht3pdcj0qWR8Navikh5euhYmCgkmva8XqOZ5ZN0yTCWjCgqxtto1Gsg1SXzuE8L/Wi7Sw7nMeJ8ZtdU+hcPpRom8aBXC8NYh2gaWia4u8tUhQFu6oUOU07wqoGfDAujmlCuOKr26b0wOlJ4VaVlmUceM/TaCYhxIXBq6qFbpIFvuSjNzGEs70C1+zZs5g3bw7gC9zcbjdVq1Zj/PjnSUhIICVlJ7///hsvvvga7dp1AOCOO4axbdsW3ntvJu3bd6Jduw78/fdSbrttMJs2bcRisdC4cVNWrlxOo0ZN+PPPxTRo0IiYmFiSk1+jZctWDB48FIBKlSozduwEbrzxWlatWuEf2dimTbuAdXaKMmjQjQXWcnzxxddo3rwlmqYyatQj3HDDjf5zAwbczIMP3kdq6jHKlUsolTYcOPA2/2jGb7/9kvT0dMaOneDfAfiJJ/7LqlUr+PrrLwJGTwpxobnUY9IzoSq+JX1OTA5qCrRPCKWMQyPVpWMYcEW5EL7YGThysYxDo31CKKoCqqITZ9cw7RqK1+mPK0tabzHUomJ6gksWmiaEq1AnysbmjMAYNMKq0kJiUCHECWxaaoGkYz4ldyG2MqnkcP7W5J09exYdO3b2x46VK1fFNE2eeOIhUlJ2cuDAfjZv3sj778+jevWaADz00GP888965s6dzfjxz5f4jJYtk8jJyWbHju3UqFGTv/9eyqhRjwCQlHQFs2ZNA3yjFy0WK40b+0ZSvvfeDAYNusM/erFChYrk5OQwceKL3HnnXbjdboYMGc7AgYP8IyAHDbqD+fO/Yc+e3cTG+jrvIiIiueWW20us5yuvPM9rr70UcOzWW//D4MFDycvLY8CAgVx/fX/CwsIBGDJkOLNnz2L79m3UqlWnxPKD0avX1dSrVx+v12Dv3j38+OP3TJ/+PnXr1gfg5ptvY9u2rcyd+z5t27YvlWde7C6IxOPRo0eJjo4ucDwuLo7p06czYcIErr/+esqWLctjjz3G9ddff+4reQYcuFB2rCr0nLJnI/amPcnFF+B6vAYeThzhEzicVVEUKoVbfVNE/j3WJM5OtF3j0x2Z/mPVIqz0rx7JVylZOHUTqwrXVIngtwM5ASMaHZrCgOoRhBteDM3C3jwPDePsrDhSMBhTgKrhVry5wQdqutNNx7J26kfbWHHMhVs3qRNlpVakDfJOf4MgIcSlwVX0AGv/+bO9rcZ1191A//6+dRxVVSUyMorw8HD/+e3btwHQuHHTgPuaNGnOlCnJALRv35FvvvkSl8vJ8uVLadasBZUqVWblyuX85z93smTJH3Tt2h2AzZs3s3fvbnr06FCgLrt2pfgTjxUrVgqq/i+//AZly8YHHCtbtiwAtWrVISIiig8+eI/du3exZ89uf4+vcfIiv2egYsXjU6g3b95Mbm4OV13VJeAat9vNrl0ppfZMIc6GSz0mPROqAo1jHfx2whTrPlUiWHvMGXCsW4VQOiWG8vvBXAwTYu0aXcqH8e2uLPJOSFqWcWj0qxKO4vGCzcKuHC9VI6yFdkaFaAoRFgXjFDaiNpxuOsXbaRBjY8VRFx7DF4PWlBhUCHESxcgo4XzmOapJ4Xbs2EaPHr0CjjVt2hyA7du3cvDgAcLDw/1JR/DlDZo0aeofqViS+PhyVK5chXXr1mAYOunpabRq5Rv9n5TUhokTX2Dnzh2sXr2KJk2aYrfbSUtL4/DhQ0yfPoVZs45PTzYMA7fbxYED+6latRq9e1/LZ599TErKDvbs2c2WLb5Y9MRZBMHGvXfeOYJOnboGHIuMjAQgJiaGfv0G8OOPC9m2bQt79+5h69Yt/jqVlhPj3vzXcv/9gR3rXq+X8PCIUnvmxe6CSDyOHTu2yHONGzfmo48+OneVOQsUt7PYhSUUVw5Yjvesa5oCDh2v5kEBNN2Kmaf511U8muelZ6UwftiTg6pA7Wg7n2wPfDOsHW1jQ6qTHhXD0BSFUIvC8sPOAtOonbrJpzuyuL5aBDluk/m7c7muWgSHcr0B02lU4Nqq4ahuD4qmYtoseP8dh2Q1DUy3t8h1H/U8N3GqQq94G6Cg6Lr0MgshAChmRl5Q50tDRERkCcFO4e9thqH7R/Q1bdoCq9XKqlUrWb58Gd269aRy5SrMm/cBBw8eYPPmjTz99LO+0kyDnj2v4vbbhwSUp2kKERHR/q/z1+wpSUJCIomJ5Qs9t3r1Sh566D7atGlHkyZN6d69J06nk9GjHwmq7MLohUxPPLGupmlQuXIVXnjh1QLXnTyKTIgLzaUek5bEYlMwHB68eLFgQXVZ8br+3ZDAMImwqdSKsrE1w021CCuHcr3sPCFRqCpQxmFhY5qTftUiceoGZRwWPtmeEZB0BN+a4z/uz6VJnJ3D6W6WH3ZybbUIMtzH1zIHsKkKN1SLQHG50TQF02bD8++zLIaB4fIWORvHH4OWkxhUCFE0U40q4XzkOapJEc83gZPmABmG73N9/lriJ5/3XWP4Y9VgtGqVxPr1a8nJyaZu3fpERvrapUKFilSoUJE1a1aydu0qOnTo8m+9fO/VI0c+SMuWBWfplCuXwK5dKdx11xBq165LUlJr2rfvSHR0DMOG/Sfg2mDj3piY2CLj9tTUY4wYcQdRUdG0b9+RFi2SqFevPv369Q66DU7mLWRpuJPjXoC3355GaGjgqNj8EZ7iAkk8XupMa9FrzABgdYD57xb3mklOSDo/O38i3ZUOQBmtDF0jumLPicDj0Ylz2FlyOI9+1SOxqybrUgN7bcMsChZFYWuGhz05XnI8BtdWjWBrZuHdxHm6SZ5usiHNiQl8k5JFp/JhtCwbwqE8Lw5NITHUQqRioHsgQ7Pw/a4c0t2+X7JyIRpXVgzD5nZjFLE2j2GY+BeqFEKIf1kMo8gRLlUjrFgMgxIGRZ51+b3Ha9eu9k+1BlizZjVVq1YDfJvQJCVdweLFv7Fhwzoee2wM5coloCgwbdpkqlSp6p+KXK1aDXbu3B4QNO3encJbb73BiBH3Eh5ek9Ly4YezadasJc8997L/2KefzgMIatkMi8VKdna2/2vDMNi/f19AT+/JqlWrwf/+9x1hYeH+XYG9Xi9jx/4fXbp0p1u3nqf7coQQZ5El3OAfYz2rc1fjxYuKSj1rPVpEtsKbqaLpOgdzdBJCLDSOtRNlV/lga2DHd50oG/+kudiR6WFnlhe3btCrcgQ53sLfb3ZkeWifGMrCvTm4DJNvd2XRuXwYquJb0zHCqlIuxEKY7kHXNI7oCj+lZJP17zJEFcMs9KwQhuZ0FdkBLjGoEKIkbj0WLbRnodOtzdCeuPXCd1E+V2rUqMHatav8G6QArFnjm1FZpUo1bDYb2dlZ7NixLWDU49q1x2PVYLRq1ZrJk5NJS0ujdesrAs4lJV3BunVr2bRpIw8/PBrwJQFjYmLZt28f1113PK796aeFLFr0C2PGjOOLLz4hNjaWN96Y5D+/ePGiU2uAIC1cuICMjAw+/PBzf8I1f+bS6cS9APv27S32nmrVagC+GRNt29b1H5869W1UVWXYsLtP6TVcqiQFew64FTtmuaqFn0ysCVYbsfoxolO3Eu0+hteZits8niQ8qh/l85zPMcN8x0IxsKsK3+7KwqKq/uArX50oG+FWlR6VwmhRNoS+VSNwWNQixuz45HlNPP8mDb0m/LQvh+92Z7Ej083qY05+3peLYYDHauHjHVn+pCPAoTydD7dnYTqC66UQQoh8utNDz/KhVI0I3ETGv6u1s/Q2QDld1apV54or2jFx4gv88cfv7N69i1mzprF48W8MHHib/7p27Towf/43REfHUKlSZWw2G40bN+WHH/5Hhw6d/dfdfPNtbNmymZdffo6dO3ewYcN6xo59kt27dxWb0Dsd8fEJbN++lTVrVnPgwH6+++5rpk+fAhDU5jKNGzfhp58Wsnr1Snbv3sUrrzxfICA7Wa9eVxMZGcWYMY+yfv06du1K4fnnx7FkyR/+4EwIcWGx2BXWGqtZ7l6OF1+SzsBgg2cDv7sXYQk18bp1mpdxsOqYk03pLtx6wc1g6sXYqRttp11CKK3jQ7i+WiR6EQnBfIaJPzGZ6zWZvzubH/fmsCPTzZJDeaxLdaIqClmofLkrOyDu3ZvjZd6OTHCU0MkvhBDFyHGG4S07FTM0sHPUDO2Jt+w75DjP3/qOAAMH3s5vv/3Cu+9OZ/fuXfzxx++89trLtG3bgapVq9GqVRtq1KjFuHFPsnLlclJSdjJx4ots376NAQNuCfo5LVq0Yu/ePaxdu6rAjsytW7dh0aJfiIyMpGbNWoBvOvctt9zOp5/O49NP57Fv315+//1XJk58EavVhs1mIz6+HIcPH2LJkj84ePAAv/32MxMnvgD4luEpTfHxCTidefz88w8cPHiQZcv+4umn/w8Aj6fkZzVu3ITt27cyf/43HDiwn88++4glS/4o9p7q1WvQtm0HXnnleRYv/o19+/Yyd+5s5sx5l/LlK5TK67oUyIjHcyBX17C16Yf2+4coqQeOn4ivgpnUG+2ndyEr1X+4WmQc/btcxyfKj+SZeQB48fKP5x8a2pridXroEO+gdRkHudkGiXaLf5pLrF2jdoydr1OyyD2hd/mGahE4NAVnESMSo2wqMTaNXRzvEfYYvqQiQFJZG5qqsOSws9AEptsw2ZjupmGIekbbrAshLj96jpOe5ex4E0Nw6b7p1RbDQL+ApsONG/c8U6cm8+KLz5KdnUW1ajV49tmX6NTp+DqGbdu2R9d1/xqN4Fuo+++/l9K+fSf/sYYNG/Hqq8lMnz6ZO+8cREiIg+bNWzFq1IPYbKX74Xno0BGkph7l8ccfAKBq1eqMHv0U48f/l3/+WU+VKlWLvX/48HvJysrkkUdG4nCE0LfvdXTr1rPYXuPw8HCSk9/h7bdf55FH7kfXDWrVqs2rryZTvbokHoW4EBl2N+ty1xV6bqd3B1eEXQHY0dweBtWKIifXIC/HpKxD44jTFys2jLWT4zX4YW8O+blGBRhYs+gpirZ/N5RJDLVwIPd4DOrUTZz/xqBVwq14VYXf9uUVWkau12R/nk4FTUXXJQYVQpye9Ow4wmLew1YmFcXIxFQjceux5GSf36QjQNeu3dF1L3PmvMt7780gOjqGHj16+Tfss1gsvP762yQnv86YMY/h8bipU6ceb7wxmYYNGwX9nIiICGrXrsOePXuoX79hwLnmzVvi8XgKTKkeOPA27HY7n346j+Tk14mNjaN372v8I/3697+ZXbtSeOaZp/B4PFSqVInhw+9h5sx3+Oef9bRp0/YMW+e4Ll26sXnzIJKTXycnJ5vExPL06XMtixcv4p9/NnDddf2Lvb9HjyvZunUzb7/9Om63mzZt2jFs2F18/PGHxd43fvzzvPPO27z88vNkZWVSvnwFHntsDL17X1Nqr+1ip5jBblF8CdF1g9TUnHP6TEWBcM2L1ZsLuRkQEonpCMXy61xIO1DwhtjyrO/Yip+M44vBJmgJ9FCvQs9TsFo1DmZojJp4iJcejme9y0mDMgblwk1yPbAzQ2XdEcO/O3XVCCtVwq0Bi3/nqxRmoVP5UCyqwpwtGZw8G8aqwm21orAqMG97FpmewoO6KuFWrixnw3sBTWexWFRiYsJIS8uRhGgJpK2Cd7m3lcfj5tixA8TFJWItYSkJi0U6I4IlbRWcy6Wdivs9i40NQ9Nk0srF7nzEo0XxRubwcW7R61deG3odYZmxWCwq9pAQPv4pkx+X5fLQ8Bh2uV3UL2MQZTdJcypsOKKyLfN4LNghIZS9OZ6AtSDztSsXQtVIK14DPtpecPOGSKtK/+oRWBSYtimjyNk7DWPsdIix4HZfODEoSLxwKqStgidtdVwwMenlEjeUBmmr4F0ubVXS71iwMalEreeIaUKW10IqkaSFVSZViULxuApPOgKk7qeiHh1wKEKJQDF83zK3rvHGvDQ8Xlj1TxatKh9jrfYtG53LsXsP0SQ8ldtqaURZfdenZHkwge4VQgmx+HqXNQWaxNrpXjGMb1Oy+WVfDv2qRZAQcnw3h8RQC9dWjeR/e3LYnuUh3Fr0j0yUTUW5/PLYQgghhBAXNYtS/CQoh+Lw/zstU2fO/EwOHvMSoriIi1/PT955fJQzh1/1j4hP2MjVVY+X9+ehXFrFh9A0zs6/ISgOTaFr+VAqhFn5ZHsWm9JcXFMlnGjb8TizeqSVKyuH88mOLI66DCKKiUFj7WqRazwKIYQQ4vySqdbngX+Qqbf4dQZUjxdOSCo3tTVDz/Ld63TD5l1uEuM0miXlsMS1mGvNDoSvW44lZQko4K3agDsbdmHGXpUMt8GiA7ncWSeKauFWvP9uZpPp1vl2dzbty4eiKQpZHpMrK4djmJDlMTjq1PnfnmyyPQY5HoMuFcL4KiWr0Po2jbXjcboKPSeEEEIIIS5MFo+NilpF9uoFF9GPVqOx6XZ0fOt57djvwTBhQE8HO0KXsc290X+tGzer3Muob3HRuEwT1h7V0U34365sBtaMpFWcA68CoLAz08XSw3n0qRKO2zAxgH7VI3F5DXJ1k73ZHr5KycKlmyw5lEdSfAg/7is4QlQBakXa8OZeOMtzCCGEEOI4STyeJyEWE5UQfOFSIT20ioLXbvXtdo1KB0dHHO4w8pdoVP7tMe7Xy8Z666/0NTsQ/f08cB4PyCzbVsO+7dzYdSjT9oBdVTC8YNE9HDNU3CZsTHPSKTGM+bsD14SsEWmlYayDxQdy/bXL9BjkegyuiA9hyeHj6+yoCvSsEIbd0Ln0BxsLIYQQQlxa9DyFLpHdmJ/3LceMY/7jEWoEvUP6YGZZ8MWrJhbNF4S2b6Xws7mx0PI2eddxVWwj1h71fR0fqqF7DFR0Vqd7qRFl50CuTr0YO9/syiJ/FR8FaFHWQahF5e8jxxOJB3K9tEsIoVGsjXWpxzvuLQpcUyUc1e2RGFQIIYS4QEni8TyItnmxrF6IEhIGVRtCSsHFvI0azYF4+oX0J1QNRXFa0E8YTOiwmTSrY6dSosIBQgnbvikg6eiXl0XE/g1UCWtCnSg7dkx0q4WfdmbRo2I4zcuG8M2urAK7Em7P9BBl02gca2dN6vEHLzuSx81Vw2kQbeOwU0dVFOLsGopHB+/5331WCCGEEEKcOm+WnU56f3QMsOdic7hxmGGYWZp/GrNpQtVEK1YLGNaiRxgaGBiKC7Dh0BTalwtF9XjQbVZWHcuhSoSNxnEOPt2RGdD9bgLLjzi5unI4CaEaB3N1/7lVR510TwihVZkQjjh1rKpCjFUFrw6yqYwQQghxwZLE4zkWajWwrFqAsmsDKCq07w82B2xfBboXNAvOaklsCE1iwvNZ3Nwjgk5N7ahmYFLPquqMvDGW3ekZ1DDLY9+7tIgnKuj2cLpUCGV3tpdteV4qR1ipFWVHUyDHaxZIOuZbl+pkYM0oqkfZWHwglyNOnbpRNlRdJytX5ZuF2Szf6ORYhkHNilbuvzGaxGgT09QLLU8IIYQQQlxYVFUh02ll0mfprNjk62yuV83GyAGx2MJ1TDMwqRcbqTHqphg0s/iNcSxY6VslnDCLSkq2m3CrSrzi29QwwqqwPs1d5GYxK47k0b1iOBlunV/35ZLtNagfbQO3h+wcC5/9L4uVm11k5hg0qG7j/gHRxIXrGIYkIIUQQogLjSQezzG74ULZ9Y/vi/I1wWKFao3R61xBepbO0WyNL5fB8i0uejS3ouflsWKzQlJdK6ZxfKc+04TKCRZCHJG41DJgsRf6vJw2/Vhsq8aqLYE7BSbFh2AAOUXsUA3gMSDTbbBgTzZ9q0Sw5GAOjWPtZGcbPPzGUY5lHE8wbtvr4cHXjzDpsXhiQ3VkjxkhhBBCiAtfntfGA68dJiv3eEy4caebka8eZuoT5QizBq5JbrepJNWz4rWGEmPEkGakFSgzQUsgRo3m18PZHM47Hi9aFLi6SgSGaZLpLrqjOtNtcCTPy9LDeVxdJZw/D+aS6NDIzlYZ9ephcpzHA80NO9yMevUIU56IJ9RS/PrpQgghhDj3ZFfrc0zxOAETarX0JR4XfQzfz+BgqsFNL3m5+20X9SrCpNtzGR77PwYqn9NJ/YsoNRdNVQLLUhSseIiyl8NZr2XBh0XEsj+yCqvSCwZ2yw7nYVcVKoQVnXsOtSi4Dd+IyAW7s+hdOQLN7WH1FndA0jGfYcC732ViSj5bCCGEEOKCp2kqv67MDUg65vN44ZOfslC0gnGdpuhY3SpXh/QmXAkPOBepRtLT0Zs/DuYFJB0BvCbM35WFTVOpEGYtsl7xIRbS3QYZboMlB3PpXSkcxe3hh2W5AUnHfC6PyZe/5aBqWrAvXQghhBDniGSIzjWLHax2qFgHfvnAd0xRSMvVMEwPd/S00S1kOWHL/vTfEnZsH+xcStSVw0hTwgqMJnRlmDjKVMesXB9l9z/+43nVW7IkUwO8FGbVMScdE0KJsaukuQoGnC3LhrDumG/9nhyvSY7HIAKFvzYUvabPum0u3EYkNqXIS4QQQgghxAXAa6gs3+gq8vyarW7c3nCshcR1hmGiZtm5PuwGspRMMox0otUYws1IDI+Nf9IzC96EL/m4P9dLnWgbfx3Kw20UTCS2KOtgwZ5sAPbkePEYBqZXZUUxdV21xcmNXUOxKLLkjxBCCHEhkRGPZ5nFoqKFGWjhOhYHuDU7ZsNOvjUd85kmDhtYNOjeUCds+58FC/I4UVf8jxAtMEFo00wiLW4Mr4m7eW/0XsMwaydh1m6FXqUhud6ip1LnegzWpzq5oVokVcKP9zrbVIW25UJQ8AV7+Zy6gaKYxMcU/WMTE6HJD5UQQgghxHlmcYAarvviUK3w6EzTIDaq6MgtOkJFU4teP8cwTPQsjbCsGCrm1SA0Kxo9S0U3oZB8ol+2x2DpoRxurhlJWcfxUYrhVpWrKoezOd1Nnvd4AV4DNNUkJrLoEY3REVqxdRVCCCHE+SEjHs8iS7jBXnax2r0Kp+mkolaRlqGtsFRvjPWknaxjPIdIqp9AaOrGIstT9m/Dhodc7GgqkHGU0HW/oezfClY7Rt02KBVqQ0gEytE9ODYtpkq5jqQXsdxNlQgrFcOsOL0GV1UKxWMqpDp1DGB9qpPtmYEb2kTZNNy5Hq5sE84Xvxa+oPiN3cNxWHW8hQ+yBMBq1TBUFcU08Bazvo8QQgghhDg1mlVBD3Xyl+tv9rr24lAcNA9pTnkq4s0OTDKaupfrO4Xz64q8Qsu6qXsEFkUvNokIvrXH9RN2ltaASKtKZhFriVcOt+L0WrCocEPVcFwmpLsNXLrJyqNODuYeDyRtqoJdBdM06N8lnD/XFlHXbuFoJdTVYtUwJQYVQgghzikZnHaWaGEGi72L+Nn5E6lGKrlmLlu8W/goZx6pNjdmuaoB18dt/h9397agKsVFdr5zigJhejZ8+zbK9pWQlwWZR1H/no+SnYay5ifYtwXLtpUkRepYCpke49AUEsOszNueyZxtmfy4LxcLJmkuL1+nZOHQVK6vFsF1VX3/dS0fiqb7ArSoEJ1RN0WjnFRup+YhtKxrx1vEKEvVomKGOliRbbDgoJOlGTp6iB3VKuvxCCHOvQkTxtK+fcti/ztTM2ZMpX//voWe+/jjD+nUqTW5ubkBx995ZxLt27dk5sx3Ao6np6fToUMrvv9+/hnX61QU1z6LFv0aVBkntsOBA/tp374lK1cuP4u1FuLypKoKrtBsPsqZxxbvFnLNXFKNVH50/sgS7x9ooYExmmlCfBTc0SeyQFl92odRq6KGUVLWsbB6eDx0Tgwt9FxiqIWjTp0vUrJ4d3MGa9Nc2DDZmObih73ZVAiz0O/fGLRvlXB6VQxF9XgxTZOEWBh0VUSBMq/vHE61xKLrmh+Drvw3Bv0r3ReDahKDCiEuILqu88UXnzJs2O306NGBK6/szN13D2HBgm8xL4DdW3fs2M6ffy4+ozLmz//mjGNsiU0vPjLi8SxxaXnscO0ocFxH53fn7/Ru1IWQzUvB/DcAzEmnwqrZeK/oB/8UuA0AM7EGbqw4NBN11Q/gPWkoY0gEpB86/rXhJXrZF9yW1I+Fx1T25/oSh1UirLSOD+HnfcdHLW7L9GBT8+hYzkGVCBurjjr5OiUL3fTtQNisjAMl3Pfjoio67RpaaV67HJv3esjJM6hXxUZkKGhm4cMrNU0lU7Xw8dYMf0/0nhwva465uLZKOGUtJkYx08KFEJe2MEcONi0VxcjAVKNx6zHkOMPO6jNHjXqEu+66z//1tddeyciRD9OtW4+z+tx8LVsmoes6//yznpYtk/zHly5dQnx8Of7660+GDBnuP75mzUpM0wy49lwpql0iIgomKwozcOAg+vW7sbSrJYQ4ieIwWJT3GzoFR/Nt9W6leVgLNAITgipeeibZ6NC0HGu2uvDqJk1rOwi3G6h4CpRTFFVV/Ik/r9egnE3j2qrh/Lo/lwy3gUWBejF26kTb+SrFt/6jYcKfh5xE2zS6JoSQFB/Cnwfz+OJIFia+jvJ2CSEYNhU8OhbFS5+2IXRpEcqW3W5cHpMG1eyEFVNXTVPJ0qx8vDUD/YQYdG2qLwaNt5joEoMKIQBLqInX6sZturErdjSPFW/uudm8wOv1Mnr0w2zc+A9DhgynVavWGIbBsmV/8cYbE/n999945pkX0M7jJlqPP/4gV17Zm7Zt2592Gd269aB16yvOuC4Sm15cJPF4FlgsGtv1XUWe36fvI8+hYOt6O9qSzyH338W33Xm+oK12EurOtbhrNcETE4clOxP79n8wWlxFnq4RaXGj7N1csGCvG2whAYe0Iykk/DyNAfU64EyogieqHOvT3HydkoVTD+w12Zjupn1CCMsO5bHxhPnZXhP+PuLErZu0iXeQ6THI8ujERui0aXCMUH0TulaLHFcspmJD1zQUTFSv7h/9aNqsfJeSXWD6iwks2JPD7TUjwFv0guFCiEtXdPgxLEdGoOQu9B/TQntiLTuV9Oy4s/bc8PBwwsPDCxyLiytz1p55ourVaxAXV4Z169b4k4np6els2bKJhx9+gldffZGMjHSioqIBWL16FTVq1Dpn9TvRmbZLaGgooaGFj34SQpQe0+LloPtgked3e3dTy1K/wOwU1dQJs+p0aKShaSq6xQmKieKx4HUXPcpGVRWUMC+5Sg6ZRiZRahQhRhhGjobh9hBvtdNMcxASqxIbo7Iq1cXnOzMLxIN/HMqjYvUIFuzO5ojzeNLUqZv8tC8XS8UwqoXZSXWb5Oo6ZaOgXaODOIxdGFp1sp1lQLNgqBpgonh0/9Tv/BhULyQGnb8nh/9IDCqEACxRBr86f2a3e7f/WGWtMp2juuLNOPsTRWfPnsXatauZMWMOFStW8h+vUqUqTZs2Z/jw//Dhh7O57bbBZ70uRSmNUZd2uwO73XHG5UhsenGRxONZYWKh6J4IFRVMhYzQRMK6D0Pz+taq0S0h5Jo2bI06k928JctcKzhqbiEqPpJW9QcQ4Q3DzPn3l13TfCttn8idBxarb9dszwkBVF4WISvnY6vYgH8aXs+yw4WvjWPiSzJuLGJRyLWpLupE2/l4R5b/WBlHJP0rViD60EBIWMiaVIPNGU40RaFpnJ3qYXaMPBduIKuIdX5chkmODiGFnhVCXMrCHDkFko4ASu5CLEdGEBbz3lkf+VicP/9czLvvTmfnzu2EhobRvXsvhg+/B7vdDkBmZgbTpk3hjz8WkZ6eTp06dbnrrvto0qRZUOW3aNGKdevW+L9etmwJcXFl6NPnWiZPfpNly/6iR48rAd+Ix6SkNv5rv/vua+bOfZ8DBw6QmJjItdfeQP/+N6GqvuB47drVzJz5Dhs3bsDtdlOxYiVuv32Iv7wJE8aSk5NDXl4uGzasZ9CgwQwadMdptdOOHduZNm0Sa9asJjc3h3LlErjhhpu48caBgG86y4IF3/Lpp98UuHfChLEcOLCf5OTjU8tPvr59+5bcfvsQvv9+Ph6Ph+TkqSQmVmDatMksXLiAnJxsqlWrwdChdwW0kRCXHwUFBZPCPxxaFSvFfW5UQr3sNvew1rMGj+mhmqUajUIaY2ZbMU7K3KmqAhFuvsr7ikzj+A7W0Wo0fSOvQcmx8dtqJ29+nE5SfQftrw7hn4zCE3xOr0m21wxIOp7o94O5WCuE8e2ubP+xymEx9E1IJfzwICj3PSuPGmzNdGLTFJrHOagcakXP9cWgRa016TZMcnRTYlAhLnOWUNOXdNR3Bxzfre/mV+fPdA7tdlZHPpqmyWeffcRVV/UNSDrmq1WrNr16Xc2nn37ELbfczsiRdxEbG8f48c/7r1m7djX33DOUefO+oGLFSvzxx+/MmDGVlJSdlC1blu7de/Gf/9yJzWYDCo+t8vJyeeONV9m6dTOaZqFFi5bcf//DJCQk0L9/Xw4ePMCsWdNYtWoFycnvFFqGwxHClCnJ/P33UjIzM4iLK0OvXlczbNjdqKrK/Pnf8Nxz41i8eLm/Ho89Noaff/6BtWvXEBkZyQ033HjaMWm+sx2btmnTXGLTUyBrPJ4FXq9BFUvVIs/XtNREcVvQdZNMr5U0IkkjkkyvFVNROGA9yrzcT9mh7yTTyGSPvpfPc75gp7IdzQZO04pRvYgPtRsWY3S5BTRr4PHwGDLqdkfxFv2GqQF5etFTTUx8AdqJjjp1/newPGnlvmX2Ni9/HXaS5jI46tT5cV8u3+7NRQ2xFxvkQun0ngghLj42LbVA0jGfkrsQm5Z6jmt03KJFv/LEEw/Rtm17ZsyYzWOPjeGXX35k/PgnAd86PA8+eB9r1qzkySfHMXPmHGrWrM0DD9zDpk1FrJlxkpYtk9iwYR2G4XvvXbp0CUlJbbBYLDRv3pKlS5cAkJOTzbZtW0lKag3AV199TnLy6wwePJTZsz9i2LC7+eCDd5ky5S0Ajhw5zIMP3kvNmrWZMWMOs2bNpV69Bjz//HhSU4+d8Bp/oVWr1kyf/j49e151Wu3kdDp58MF7CAkJZdKk6cyZ8wldu/bgzTcnsnVrIaPzT9PXX3/OhAkv8dJLE6lcuSoTJoxl6dIlPPXUM8yc+QFdu3bnscceOOO1h4S4mKluC9Us1Yo8X0mrFLAJzIks4Qa/uH/iZ+dPHNWPkmFksNq9mk9yP4bwgp3SSojOgrz5AUlHgHQjnYXO73GZKp//6ksUHk7TiVKL/thRPszCobyidybM9ZpYTlpcfHcO/JlenbSyn/HeVhd/H3WS7jY4nKfzv705LNyfhxpiCyIGLf68EOLS57W6CyQd8+3Wd+O1FrFbaynZs2cX6enpNGrUpMhrWrRoxdGjRzhwYD9XX92XP/5YRG7u8aXTFi5cQKNGTahYsRJ//fUn//3vE1xzzXXMnv0RDz/8BD///APPPPNUQJn5sdVzz71CxYqVeeSRUTRp0oz33pvHG29M5tChQzz//HgApk17n/j4ctx8820899zLhZZRuXJVHnvsQdLSUnn11beYO/czbrllELNnz+KPPxYV+domTXqDq67qw7vvzqV372uYOvVt1qxZdbrNec5j0/zXLrFp0WTE41miuWy0sbfhL9dfAcfDlDBa29vgzSjixhAPv+T9XOipP5x/UCW0Kq5MC2H1O8D+rZCdFnCNO748O8KyqNZ3OLaDe1AyjkJMAlgshO5dQ2yN9nRIsNPI7sKuQqausvCYyp4cL3VjLShq8Wv5WNSCiUubZmHFMQs5J685CezP9XLEZRDvUAmxKOR5C0Z3FgXCLSrG2X0/F0JcgBSjqDfD/POZxZ4/m2bPnkXHjp0ZPHgoAJUrV8U0TZ544iFSUnZy4MB+Nm/eyPvvz6N69ZoAPPTQY/zzz3rmzp0d0AtdlJYtk8jJyWHHju3UqVObv/9eyqhRjwCQlHQFs2ZNA3y92BaLlcaNfZ1O7703g0GD7vCPXqxQoSI5OTlMnPgid955F263myFDhjNw4CD/CMhBg+5g/vxv2LNnN7GxvinsERGR3HLL7SXW85VXnue1114KOHbrrf9h8OCh5OXlMWDAQK6/vj9hYb6p60OGDGf27Fls376NWrXqlFh+MHr1upq6detjsaikpOzixx+/Z/r096lbtz4AN998G9u2bWXu3PfPaO0hIS5mugvaRrbjoH6QXDNw46q29naoLmshqz+Coihkqhns0fcUOOc0naxwL6eVvS0n3uyxuDnmOlbgeoBD+iF0TLJzfUnOlAMe4u0W7JqC6+Q5z0DdWNDUohOPWhH95rrp4I8jBk69YPyaku0hU3cQZYFQi0JuETFomEWliCXKhRCXCXcJbwJu040N+1l7fkaGLx6Oiooq8pro6GgA0tLS6NKlO6+99jK//fYLV13VB4/Hw88//8jdd98PwPvvz6RPn2u47rr+gC9OfPTR/2PkyLs4cGA/iYnlgeOxFUBmZibp6emULRtPYmJ5ypdXGDfuOdLSfPmGmJgYVFUlJCSEyMjj9TyxDJfLSa9eV9OlSzcSEhIB6N//ZubMeY/t27fRoUPnQl/bVVf1pVevqwEYNuxuPv/8E9auXV3sDKILKTYF2Lt3j8SmxZDE41miOxVqhdSjcmgV1nvWkWvmUs1SnUpqJYwsCxQxBcatuAoEiv4y0ckmixBiyDIdRF85FOPAdtSUDRg2O9l1GrLdkc4RDlB9236U3VvAEQYp6yAvC4fFSmLtxiTuWYeyeSm4nZQtV5WBTbtzuEwUGY4sjpk5lHGU42ghU13KhxbeG10lwsqSg4VP3wZYn+6mR7yNXhXC+PKEKTL5upYPA0/wi5cLIS4dplp0gOU7H9wC0WfDjh3b6NGjV8Cxpk2bA7B9+1YOHjxAeHi4P+kIvg/vTZo09Y9ULEl8fDkqVarMunVrUBST9PQ0WrXyrfeYlNSGiRNfYOfOHaxevYomTZpit9tJS0vj8OFDTJ8+hVmzjk8BMQwDt9vFgQP7qVq1Gr17X8tnn31MSsoO9uzZzZYtvh5eXT/+/l7YdJ7C3HnnCDp16hpwLDLS972JiYmhX78B/PjjQrZt28LevXvYunWLv06lpWLFyv5/57+W++8fEXCN1+slPLzgjrdCXC5ME5QsGzeED2CPsYsUbwqhSigNbY2wu0PRnYVn8KxWjc2eTUWWu82zjZYhSSh5x2fUeEr4oG5xuGhR385Py3wx4pLVOVzf0cb/Ujyku33vDRYFkhI08uw7KKskYteshSYm68fY2ZJR8HmVI6x8v6dgbJlvY7qbDrFWelUI44tCYtAu5UNRPZ5Ck7FCiMuHTbGd0fkzlZ9wzMkp+v0sM9O33Fl0dDQhISF06dKNhQsXcNVVfViy5A9cLiddu3YHYMuWTWzcuIEFC771358/wzAlZac/8XhibBUZGcltt/2H1157iZkz36FlyySuuKIdnTsHxn8nO7EMu93BDTfcyK+//sTHH89l7949bNu2laNHjwTEnyerUqVqwNdhYWF4SsgPSGx6cZHE41mk5ylYnWG0srXDVAxwKv8u5l30nA5FKX7tCA2waorvjSMsmuxKddiY4CLNTOeg8TctqEdXozmWjZNB90Lm0eM3tx+AsuRLOHLCMPKDO1C/n065HoPZatnNLnMf11fuxycpTn9QCBBr12ifGMrXKcfXd8xnmlDIQMjjdVbA0E3KaiaDakby1+E8Djt1YuwaV8Q7CMfEcBXdyy2EuHS59Vi00J6FTrc2Q3vi1mPPQ63+fb4JEPjmZhi+oMlisfwbwBV88zMMA4sl+D+vLVu2Zv36teTl5VK3bn1/L3KFChWpUKEia9asZO3aVXTo0OXfevnem0eOfJCWLVsXKK9cuQR27UrhrruGULt2XZKSWtO+fUeio2MYNuw/Adfmr1VZkpiY2CKTlKmpxxgx4g6ioqJp374jLVokUa9effr16x10G5zM6y34N+HEuua3wdtvTyM0NHANULWY6ZxCXA4Mw4RMjcqWmlS21EDRFTwZRgnJNROtuPXJFZWTQ1SHUvTKiAoKVisM6OVg8SonLo/Jig1u6rXZR5uqdsLMOAxTQdXcbNKXscO9lcbWJtxYvS2f7AjcALFKuJVaUTa+LCQGVYD/Z++sw6O60j/+uTI+cRICwd2tuGtxatR9K1u2stvdbrv9dbferW9l6yz1rTsFCoXi7m4JGkgI8YzPld8flyQMSSClUNhyPs/D0+aec88590xm8s73vCJLEjXZ1rJkfSbXUeC6FvEsLbdB7ZYNGoeJHhGH3wLBuY4atdNIaVRtuHUjpRFq1M7p/LaakdGQlJQU1q5dXUVMK2ft2lWkpKRUiIZjxoznj3+cREFBPrNmTWfgwCEV3n2GYXLVVdcxevS4KuMcXZDlWDvw9tvv4oILJrJs2SJWrVrBc889yQcfvMPbb/+3IjfksRw9RigU4vbbbyEUCjJ06AhGjhzL3Xe35/bbbznu81c39olSsQnb9H8LITyeZkwTouFyU+/ESWRsup04OY4yo6pxZcNGXGkAt8ONz7CMPTMkk+asx+bgNi4xB5GwZBa094AkQ3J9q0pfaYFV7drphWadoV1fQIID22HXBjA0pLWzOa//eBIlD8krvuHqJl0pqZNKqQYJ8V7cqsKiQ8EqlbABFMJ0SjZYdKj6Z+qU5AB0UFXswOB6bmTTxNQNjEgUQyTXEQjOWfwhD7bUN6sUmDHd56OlvoXfd+YKyzRv3pwNG9ZWJKEGKvLNNG7cFLvdjs9Xxq5dmTFejxs2rKNJk5pzrB1L9+49eeutVykpKaJXrz4xbT179mHjxg1s27aVv/zlfsAytJKSkjlw4AAXXlhpcM2ZM4sFC+bywAOP8PXXn5OcnMxLL71W0b5oUc25dX4Js2bNoKSkhI8//qpCcM3KygRql79XVW34fLEn/AcOZB/3nqZNmwOQn59P375tKq6/+earyLLMLbdM+lnPIBD8FtE0A+ub8onfh9GoThtnWzZFN1Xb3tLWkjzzEHVd9SquyREbrdTW7NCq5stqZ2uPErFhJuTw9F+T+e+3UVZtieAO1mOR9HllWOOR73ESEm3tbbD7IlzbPI5SzcQfNUhxKjgUian7fFUqYQM4pAAdEk1WVx/xTftEB4apYaoqNmBIPTfSUTaoLmxQgUAAaAGJwQlDqxSYaaQ0YrBzKFrJ6SssA6AoCpdeeiXvvvsfJky4mGbNmse0Z2buZMaM77n22htRFOuQqEuXbqSn1+OHH6axZMlinnrq+Yr+zZo1Z+/ePTHC3Nq1q/nss4+5556/4XJVPTjat28Pn3/+CXfccTcXXjiRCy+cWFGwJjNzB+3adTihk9Ty5UvYvn0r3303syKtT2lpSUx+8V8DYZuefQjp9WwjaGOk6/xqT51HKH3xrFtMNG8nqtsSMw3DJCGSwpXqeBJycqFNb0hMgwGXQkZLaNkDhl0HPcdBoAS2LIb5n8DCzyyPyCFXgd0Jh/fh1GVaHAgg7dtM3IIPaTD7VdotfZv0wGE0X4j+aU46Jzsq8uzYZOibqtHSNo9O8QUkO6quuVWCjWSnzEa/yfuZZUzZUcqHWaXs9GkgS6KojEAgoNiXQjDpPbRGm9EbLEVrtJlg0nsU+86ctyPAlVdex/z5c3n33f+wb99eFi9eyAsvPEvfvgNo0qQpPXr0pnnzljzyyN9Zs2YVe/bs5vnnnyYrK5NLL72q1vN069ad7Oz9rFu3tkrVu169erNgwVzi4+Np0aIlYHnGX3XVdXzxxSd88cUnHDiQzcKF83j++aex2ezY7XbS0uqSl3eIpUsXk5ubw/z5P/H8808BEImc2mRmaWnphEJBfvrpR3Jzc1mxYhkPPfR/AESjJ56rU6fOZGXtZPr0qeTkHOTLLz9l6dLFx72nWbPm9O07gOeee5JFi+Zz4EA2H330AR9++C7162eckucSCM4lTBNcmoe2trZV2uLleJrbmzMrOIv97K2w3fQg9Lb3oZO9c4XdqqLS1d6N89QeRAImqWodVnq/4fwrd/HCQzJ2Z4TxnvHUVerGjD/BPQF70IOumxiBMHHRCPUkHTUYxvCHGN/QS6sEe4WPuVORGF4vQn3tc3qm+EiwV/1K0zHJjtcmsdFv8sERG/SDrFIyhQ0qEAiqQSuRGawM4yrP1Ux0X8pVnqsZrAxDK/l1JJMrr7yWXr36cOedt/Lll5+Rnb2f7Oz9fPnlZ9x1121069ada665Ieae0aPH8d57b5OQkED37j0rrl999XXMn/8TU6a8yb59e1m9eiX//OejlJWVxng8Hk18fCKzZv3As8/+kz17drNv316mTfuOuLj4ilBol8tFdvb+GoXE1NQ0AGbOnEFubg7r16/jb3/7C5qmnXL783gI2/TsQ3g8nmXoukFq2M3V0mg2y3vJlQpJMuPobDYnYcNqlIO7kJPT8WulaKVQHHaQ7NBwBg5D1nroPBiWfgN5eysHlWRLiNy9HsqOVIg1dNi9AYoOwXmjYcVUJNPEteLHyvu0CBg6pt0FGmj+ML0TVXrUcaCZ4FA0PBxGNtsSMRKZ2NhDdlBnc1EEVYauyQ7qOGSWHAqxoTBcMWxQM/npYIBQXRftk5wUhw08qoQNEzMUFYagQHAO4g958HPmvBurY+jQ4ei6xocfvst7700hMTGJESNGctNNVu4WVVV58cVXeeWVF3nggXuJRiO0bt2Wl156nQ4dOtZ6nri4OFq1ak129n7atesQ09atW3ei0WiVkOorr7wGh8PBF198wiuvvEhycgpjx06oOE2dOPEK9u7dw2OPPUg0GqVhw4bceusfePvtt9iyZRO9e/f9hbtTyZAhw9i+/VpeeeVF/H4f9erVZ9y4C1i0aAFbtmyuSGxeEyNGjGLnzu28+uqLRCIRevfuxy233MZnn3183PseffRJ3nrrVZ599knKykqpXz+De+99gLFjJ5yyZxMIziX0gEwPb29a2luyMbKRqBmlkdqIJCWJ2f7ZGBgsDy2nia0pQc1GYYlBON+kRXIfOnq6o9uCqKjIYRtawLLlTL+NcY6LKSjTKCySUFXQjQj94wfglBwYholq2MGvxlTbNs1KrxTTBN0fYnAdGwPqOjFMcChRPJQgmUPA8HJ5Uy97fBrbSqI4ZImuKQ6S7BJLDgXZWFT5JTOomcw5GCBY10X7JBfFYR23KmEXNqhAIMDyfARHRSGZXzMZmKIoPP74M0yfPpWpU79h8uTXME2TZs2aM2nSnYwbd0EVj8NRo8bx9ttvcfHFl8aE8w4ZMpxHHoEPPnibDz98l7i4ePr1G8CkSXfVOH9iYiIvvvhvXn313/z+9zeg6zrt23fixRdfqwjhnjjxCl599UV27crivfeq2mnt2nXgzjvv5tNPP2Ly5NdJTU1l2LDzSUury5Yt1XvUnw6EbXr2IZnn4F9YXTcoLPSfuOMZIk6N4pz7DnpCKlpiMqqvFGXfdjCsjz7fkIvJTvWwd3UqvZpESCjcjrT2R2jQBrxJsK2aogaSDEOvgTnvV20bcCnk7YPmXS1hUlasf8EyjMS6mE4PZiQMqp0QDoKa9YGnKDKmXSWKBBI4JAlF0ypyCBlRHcPpYMqO6qvWKhJc0CSOr3ZbYeV1XQoTGnkxAyFO1W+lqsokJXkoKvIfya8pqAmxV7XnXN+raDRCQUEOKSn1sNmOn2xbVeVzco9OBrFXteNc2afjvc+Skz0oigha+V/nbLRHVVVml2M7RWYhiqSQq+WSp+fF9LnMcR2THvJT6rfeh7IMlw2L44IBLmQzNl+iIanMWR3h3e9L0I4YiB6nxAO/S6F5PayD8JNAUSRMu50IVh5HhwSypqMBkgl6VMd01WyDqhJMOMoGTXUqXNjYixkIn1Lx8Vy3F34OYq9qj9irSmpjk54rdsOpQOxV7TlX9upE77Ha2qTC4/E0IEkSsixhGMZJCWhBHNjPG4Wy9keU3N2W52E57gRKE9zIUTd94vcQb7hgwzyrrUlHWP5d9YOaBuRnW3kfCw/GthXmYLbvDwd3WgJm+EiF6joNkHqMQf7pA6tIjSThadwBd9cRREyFAtnB1L2+iiI0CXaZkQ28JNsktCPiof84b0bdJCZfz6GgztT9fiZkuNCDv54rtkAgEAgEAoHASuHjlb0sCi6stt0pOcnap1WIjtY98MmPZTSuZ6NHK7nCc1GWJTIPmPzn21jxzx8y+fsb+Uy+vy5e+88XHmWbQiEKM/f4KItacyU7FEY38hInm2iBMKYJvuPYoNoxNujhkM43e31c2NCNKWxQgUAgEAhOKeK4/BSiKBKJtghJgQMk5m0iSSsk3qZVqQJ4ojG8UghkBbNVD+h3CfS+AOxOzLTGFI+4hAWsJ0nyEr/+W8va04+cLisqRMM1Dx7yW/kcj8Gs0xCzMBdp2XeVoiNAfjbS3I+g24gjHU2kPRuRl36DM2cbCcX7aOystNpKIgZf7CqlSDOR3dY89uOVuwaOFcdzAxqRaqrECgQCgUAgEAhOL4ZhkiqlYpeq9xzqqHTl2x+rF/Q+mFFKSKvM960ZCh/MKK1hHpi1IoDN9vO+ikgShFWVL3eXVYiOAIVhnU8zSyjVJRS3FSLpOJENekzz4ZAubFCBQCAQCE4DwuPxFKHIEgl6McrMdyFSKd7JSekkDrqaoojtpMcwk9LRx/yezWSxRVrBUPtw5P1FVnjK0aXZywogqR4U5VQ/QUoG7NsSe01WMJLSUX76oPp7Qj4IlEJccmV+yNxd0L4/3jnvMmDoDey1J1d4PRrAhsIQTbw2GtkUZMnyhCyJVDVS67oU8kNVT7rDhom7pk0SCAQCgUAgEJw+/DYu8l7E94Hv8ZuVoeDt7e2JK2jF6q3Vi4m5+RrmUcKdZkrkFNScIW1PThTDdGJZj7VDtqksPRSstk63ZsKOkjD1XAr1VBlZgnibTGm06vjpbpXD1digAc0kvtarEQgEAoFAUBuEx+MpwquEUea8FyMYAkhFuShrZuBSTxxzfdwxstbRnuZcHu5Lst/A6XaAzQGRELjirI47VkLHAdUPHl8HHC4IllVekxUCfa9C0g0rlLomig5ZwuPRhHyg2vCunUHfxNhnOxzU8Wsmhk2FcISLmnhxqbEnyHE2mUH1PazKi31WANdRbpCqKmOzKcgnOLUWCAQCgUAgEPxydN3E5vNysXMil7ov4wL3hVztuZbu9GbvXqXG+5rUtyFLlTahKps0rV/zwXu7JnaknyE6AhiyzKFgzeHZeUGdwyEd84gNenETL65jXBvjbTID67lZdbiqDeq1VfYVNqhAIBAIBKcG4fF4CpAkUPxFEA5U375/K87O5xOkaphzrcZoPwDJ4UKdMRnCAWQk1PotYNAVsGkB9BwHiz4HXxFk74D+E628j6X5VpGYRu2gxXmga5gjb4bD+8HlhToNcAJyOGCJl0eLkkfjTYT8A7HX7G4rxLsol1RV52gNO8EuE9QMZAk0w8QWinBNszgKIgaFIZ1Ut4osSczY58OvxYqWzeJsqIaOaVMwbDa2l0Uoi+o08dpIccoYwYioOCgQCAQCgUBwGjF0E8oUbHixASYQxaRrawcel4Q/WNUW+934BOyyhmFY1Vl1Xeb6sQms25FXpa/TLjGomwtN+3n5FBVZIt5evRcjQKJDJqSZyJJk2aDhCNc0P2KDhg1SXQqKJDFtn4/AMTZoQ4+KzTAwVRnTbifLF6UootPAYyPNLUMogmEIG1QgEAgEgp+LEB5PAZIkWR6ANWGaFRWpf/YYyfUs4W/51KMHRDq40wqt7jzUqmI9+Go4tBtKCzC1CObQa9E1HUwTOX8/ckE2NGiDhGmFTu9cBf5ipMbtoctwaNMb1v5YdX5ZtcK3186uvJaQCoES67kUG9ox+XB6prmIGiYHgjpJTgdOycQMhkmRJFKdEno0iuK209CrsqUoUhEu0yrBzuB0F2YkyiFdZurukoq21flhkhwylzaJQ/eHjruXAoFAIBAIBIJTj9eh8eLddXn87Xz25lq2rccl8fsLE2leT8IwTHTJztTFAb6Z52NAVzd3X5nElO9KKgrS1E9Vuf+6ZDw2S6T8OZgSdKnjJNtfvd3dNcVJWdTgQEgn2eXAYZoYgTApskSq44gN6rLTJM7GpsJwhZ3ZIt7G0HpuzHCEElnly50l6EcaV+eH8dpkrmgWh3SKq14LBAKBQHAuIITHU4BhmBCfVnMHuxNDscNxtMcax2jZAzZXX1mQskJMuwvcCUirZ2A27Yx53mhCkpOZq6O88nkxPds76de+JaM6G6jhUpj9XmyV7N0b4NAeGHEjlORb4qcnAfzFUHAA+lwEe7fAgEutcGtZBS0Kpg6dhhDVoqzz2+iYrNAq0Y5NkpAlKAwbrDgUxKcZ1HOpjG/kQfeHKk6KNX+Y/kk2eqc6iRhgl0HRDXR/CMntjBEdyykKGyzKC9I/yYYeOb6QKxAIBAKBQCA4tRiGSfMGdp76Qwq+oElUhziXhNOmYegaumTj2f8Ws3a7VexwxhI/2Yc07rg0ifQ6Ck6bhNth4lQ1dP2osGxVxm6zfo5EJTTNQJIkFFVBlmXLfjR1wgY4VYMB9ZwszglhYgmRzePt2GSIGiYFIZ0VeUGCukkDj8qYBsfYoIEwfZNUetZxVLFBZbeDbzLL0I8xQn1Rg1kHAoyq60APR3+VvRYIBAKB4LeCEB5PERGbG2d6M6TcXVXajE7DCFB98mynauIkgmRooDoxjx3D6bFCqGtAyt0NyfUwOg/FbzoIhSEiySzb4Oe9PztIOrwBj9eOmR8HuVmxomM5gVLQy6BDX8ys9UhFuZBcD7P7aLC5QLUjGTpsXAD7t8ERSdBMb4bS50K6q042F2p8vbuM8giUVKfCmMZeZu73kRPUmJcTZHCqPcZY0yIaRDTK6yZKdgXV42BvQKs2aTjAtuIIfVOdIIRHgUAgEAgEgjOCXdGId1batcaRtIuFZWaF6FjOxqwwG7PCNEpXeeSWOqiSESM6et2lyJH12IreQpZMVM8tmO6uZBfUodhv8NMqHwUlOn06OhnYR2NdaDZeTwITW3fGTTxrDkf4cldphe1Yz60yvkkc0/aWke3XWJIXom+SGnNorYU1INYGld0OijSTSA3h1Pt8UbT6LlH3WiAQCASCn4kQHk8RvqiC2vtilM3zkbPWWqHVDjdG52GE67UhekwuGkmCRFsUZd2PSHs3gWmANwlzyNWY25YhZa2zxjANq4hMNFz9xImpEA0j+YtxelIIoRKKmPx1TJg6S9+18jAOvgrJXwK5u6sfo9dwy9Pxp/csgRHgYCbSliUw/FooyrXyQu7fGvsMubswti1jV6OBrDocu77DIZ0Z+3wMru9m6l4fO0sjDEivOcel4nGwIj/MoWCYxnH2GvsZpiXfCqNPIBAIBAKB4OzB4VBZv75qwZZy9uVq7MnRKCzV6NdBRTJ14j2lqHk3ooQq0/04fN+hO4cQ736XW5+qvL/PeRIzg3PIMw4B2RhoqCW92VAYexidE9CYne1nQD0PP+z3saU4TO9UR42H1orbwdqiCDtLfHRLdR33GXVTfHkSCAQCgeDnIv52nkKKIyrOdsNwtu2PZGgYso0ADqLRqiencaqGMv+/lndhOb4ipGmvYwy7Hr3dQNCjmDYnSuteyJsWVJ1QsVkekTtXI3Wth7pnLXHNeuBUgsQt+xJ0DaNFN0IpdZATk3BGgrB+LhztT6iokN4UZn5UeVxdjqHDwi/h/Btgzcxqn9mf3pqVedUnBi+LGugmuFWJgGai1WCsKU4bsw8G2VUWxS5L9Eyr+dcyxamgmObPrIEoEAgEAoFAIDid6KqG221ZaA6bxNCeDho1gPwC+HFpBH/Qanv182J6tquLIqtIoUUxomM5SmguNnU+jdOHsTdXQ5agRXOdOcahij4tlE58l1+9mFgY1nEq0pHwa4gtg3jUPA4biw+H2FwUQQKSHDVX7faoEnaqi18SCAQCgUBwPKr7Gyz4BYSiUKw5KDI8lGh2olpV0VGSQA2WINkc0LQz1G1ChQ+foSMv/gLdlCgyPJRGVSvPY0ar2EFsDqt69cYFcHgfzHobKbk+dgUcZgAkmdLL7mRll3S+0n/kG2kB21um4b/0Lqs4TDmpjSDig5C/+gcKloEWtgrJVINmcxI6NhHOURSHdbw2GbssYVfkiudXnHZMt4OI04GhqrhUqy1imJRFDRp6qhcfh9V3I0VEbh2BQHDq0HWdr7/+gltuuY4RIwYwatRgJk36HTNmfH9WFBHYtSuLJUsW/aIxpk+fSv/+3X/RGP37d6/x34IF82o1xpQpbzJx4ngAcnIO0r9/d9asWfWL1iUQCM4OTMOgdXOJ/l3tPP93O23HriXSZSb1hy3l0XtN/nK9l5Vbgowf4GXZpjCzluViL3ulxvGStNcY0d2y+VwOiZB0jK1q2KjGzK6gNGrgUmScioQqH22D2iptUJtqFXjEOpY/4I/SOrH6yJshwgYVCASnkTvuuJUnnni42rYnnniYO+649ZTOl5uby+zZ1TsXgWWzHW3rDRzYk9Gjh3L33bezfv3a07a+4+3DybJ48UJ277bS2a1Zs4r+/buTk3PwlM5xNOV2d3X/Ro0aXOtxJk4cz5QpbwKxNvT/IsLj8QxgV2VkVEhrDKX5kNoQOgyCTfOtQi+BUhRTA2x4lCjy3A+hSQdo3QvCAWsQ1WYVncnPPjKqCaumIw+4FAWTklFX8Vn4OwJmoGLeH/RDNJYbMGLElXi+eg2cbkhIq1FUrMA0sYTRqv1ULYxDcRGuQXxMcCj4owZd6zjBNLHZZHS7nenZfrL91im1IkGXFCcjG3qYud/P/IN+xjWOI90dZUNhmLBuku5SGVLfhdfQY/ICCQSC3waq20SzRYiYERySAyVqQwuc/qQKmqZx//1/YevWLfzud7fSo0cvDMNgxYplvPTS8yxcOJ/HHnsKRanZC+Z0c999dzNq1Fj69u1/0mMMGzaCXr36/OK13HXXXxg2bESV63Fx8bW6/8orr+Xiiy/7xesQCARnIREVd5yf666OMj38rXVwY0IhhexT99C/3WDkrHS6to7j4cn53DzOALOGVEIAZgi7agAKwbCJ03THtssaimSrUgimnDibTFA36F3XjYSBzSZjOOzMyPaz31dpg3ZKcTKqoZcf9vtYdijImEZeUhwK6wpCBDSTOk6FQekukhUTPSz8HQWC3zKGpBIIy/hDBl6njMthIJu/zdoCTzzxEOnp9Rg+fGSNfdLS6jJ58nuAdVBfWFjAl19+xl133cYzz7xYYVv+8Y/3YBwbPXmS/POfzyLLp87uzs3N4b777ubll9+gadNmdOzYmW+//YHExKRTNkdNfPvtD1WuyXLtff8mT34fh8NxKpd0xhDC46+A0wZ20zohDcsOvMHDSLPfAf2oD7EtS2HARIiEoCQfU7J+IW3RABQfgnWHILEudBoMkSBgQp0GUHK4Mv9jaQFICoYisUbfHCM6lrPXyKZIKsMzdhJmUQ4ESpHsdUC1V1N4RgKXB+xu6DDQEkaPwZO7nZ71+7OwmnBrjypR3yFxYYYN2W7Db4Ck2pi+p4yioww33YTV+SF6pbloHm8jqzTKN3vKaBpnY3iGh/puFUnTMCPRioqEAoHgt4OaYDAv9BP7IvsqrjVSGjE4YShayel1zP/gg3fYsGEdU6Z8SIMGDSuuN27chC5dunHrrdfz8ccfcM01N5zWdRyPU+F16XA4cThqzrNbW7xeLykpdU76frfbjdvtPnFHgUDwP4euG8Tb3Xzl/wqzmsPqpZGFXHD+VbzzmeW5uGSzg3GdriKeldWOV6pexYrtLiQpgmHC7t0qddrWIV/PB2CXvokOyT1YX1BVFEi0y2iGSZ+6bhp4VHy6hKTYmLnHR36o8suxbsLa/BA9Up20SrCzoyTCtH0+GnpVBtX30MCtgqYjRaPoYWGDCgS/ZaI4ePHjIlZtrTwQ6d7WwZ+uSMLGcQ5J/kepjX0py3KM3ZeWVpcHHniY0tISnnvuKT7++EtUVcXr9Z6ydcXHJ5yysaDqc9pstl9ky/4cfuk8SUmnXxz9tRCh1qcRVZZIVgJ410/HMeMVHLMnExfMQ174aazoCFYhmRXToF0/jBbdCHJE2S73cJRV6DLcqnC9cYHV11cEA6+Auk2PDGJ5B4XNENu1HTWua5ORibllEdKiL5DWzILVs6Dz0MoODjd0Hw1Dr8HsfSG6HiXYthu+0deD96hf/tSGKPVa0EXLoWuiHFPwJckhc2WGTOpPb9Fgzdck+g+TWeAjrJsxouPRrMsP0T658ovx7rIoW4rCSFENPSRER4Hgt4jqNi3RUd8Xc32fvo95oZ9Q3afvfW+aJl9++SmjR4+PER3LadmyFSNHjuGLLz7FMAzuuONWHnzw/pg+Gzaso3//7mRn7wesUI7f/e4ahg7tx+WXX8jkya8TiVQezPTv35233nqNSy4Zx4QJI9m3bw9btmziD3+4mSFD+jFq1BAeeOCv5OZa+X8nThxPbm4O77wzuSKEpbox8vIO8eij/2D8+PMZNKgXF188ljfffBXDsD5vjw217t+/O9999zV/+tMfGDq0HxdeOJoPPnjnF+/prl1Z3H//XxgzZhiDB/fm8ssv5LPPPq5oP16YSHVhOsf279+/O2+88WrMs0ejUV577WUuvHA0I0YM4NZbb2DFimW/+FkEAsHPJ2JEKDPKqm3T0ZE8JfTsJCPLsGV3lEORcWBrGttRTiBQ711Cda/l8iuCvPyQnT9e6+Kz6VG6+EdRV64LwA5tK01TS2mbFOtHkepUuKhpPHYZMjwq8w4GmLPfR9QkRnQ8mvUFYdomVXqV7PdprMsPIWkaRigiom0Egt84hqTy4iexoiPAqq1hXvykCEM6u/y1fD4fTz/9BOPGDWfkyEHcdddtbNu2paLdNE0++uh9rr56IkOG9GHkyEHce++fOHjwAGCFM69bt4YZM74/qfDdyy67ipycA2zevAmoasN99NEHXHbZBQwZ0odLL53Au+/+p0IADIVCPPXUY0yYMJKhQ/ty441XMX/+TxX3Hh1qPX36VC66aAzTpn3HxRePZcSIgdx//z3k5x+u6H88Gzgn5yCXXjoBgLvuuo0pU96sEmodDoeYPPl1Lr30gor1HJ1CaPr0qUycOJ4ZM77n8ssvZMiQPtx883Vs3Lj+Z+/bsUyb9h033ngVQ4f2Y/jw/txxx61s376tov3oUOtj6d+/O9OnT425dnT/8nW/9NLzjBo1mHvvvRuAPXt2c889dzFixAAuuGAkjzzydwoK8n/xs5yIs+sd9BtCkiBe8qPMeKPSkzAaRooEIVBa/U3BMkynB73dQMLl31NdcdZ/zxsJW5fAoaMqU2dvh4OZMPgqKMmD+q2tudx2JL3mEEXJNCF6lIfigR0QnwKDr4Sdq6FdP8zVM5EKDyIBCuBIbUhx/5EUjr+e5OKgVZTmwA5Y+CmeaJghrfvSs2k3AjYvNlPDXbgP708zwV+MVJSL52AmA86/mU2Rmj1uwoYZo4SnOBWG13djBEI13iMQCP630WyRGE/Ho9mn70NzRoDTE2Kwf/9eiouL6dixc419zjuvB99//y05OQcZM2Y8zz//FIGAH7fbA8CsWTPo2LEzDRo0ZNmyJfzjH3/jrrvupkeP3hw4kM0LLzzDvn17eeyxytKs3333Fc899zKaptOgQSMmTBjJ+PEX8vDDj1FUVMKzz/6TJ598lJdeeo3Jk9/nppuuYejQEVx33Y3VjtGoURNuuOEqkpKS+Ne//o3b7WHp0kW8+OJztGvXngEDBlf7bK+99hJ3330vf/7zfcycOZ0333yVTp260Llz15Paz1AoxN13/4HzzuvJa6/9B1VVmTbtO15++Xm6du1Gy5atT2rcY/nmmy9jnv3hhx9g9+5dPPjgY6SmprF48QLuvfdP/POfz/2i8HSBQHAyHD9FRoggjg5ZPPSHrjz8qp/733LyzKQfqWt/F0/4fZC9lGZ8yw/h1eT4P634ppLaLo1HWo1CCrsZaRtDVA0TMSM4JSfpdR30TfMQ0E2iBhSFdT7LKqGBx0acTaZbqhPDgIJQzeGSEcOMWXmiXWZsQw9G4Lfn5SQQCKoSCMtVRMdyVm0NEwjLeKtP//qrY5omf/3rXaiqjaeffhGv18sPP0xj0qSbePPNd2jVqg2fffYR77//Dn//+yO0aNGSgwcP8MwzT/Dvf7/Ak08+xz//+Sz33ns3aWl1ufvue3/2Gpo1awFAZuZ2OnfuEtO2aNEC3n//bR577EkaNmzC5s0bePzxh6hXrz4jR45h8uTXycraybPPvkRcXBxTp37Dgw/ezyeffE29evWrzFVUVMjHH3/IQw89gd1u47nnnuLPf76Dt9/+L6qqcu+9d9doA/ftO4DJk9/jlluu54knnqFHj94xAi3Aww8/wPbt2/jzn++jUaPGzJkziwce+CtPPvkc/fsPAiA//zDffPMl//jHY9hsNp577kkeeeRBPv74q4o8wT+X+fPn8txzT3LvvQ/Qtet5FBQU8OKLz/LUU4/yzjsfndSYx5Kbm8Phw3lMmfIh4XCY/PzD3H77zQwbdj533HE3oVCIt99+k9tuu4n33/8El8t1SuatDiE8niaciom8/qeq4cvGCXLD2JwURypflojsxNmoHZI3MVZ0rBhPh8w1MPJmy4syEsIluWhra83aSPUqfAejMdKhNbEXty6FPZtg1M2YCz5DKoxNtiof3k/isp8o7D0U3ekhZFfQmjZHTk3BvWUt9m1LsO9cQdLAy2Duf6tOahrYVn5P44HX1PjoqmR5Sp6f4aaOU8ErSxiB8AlTUAoEgv9dImbVNA3HtttPk/BYUlICQEJCzSEdiYmJABQVFTFkyHBeeOFZ5s+fy+jR44hGo/z002wmTboTgPfff5tx4yZw4YUTAcjIaMBf//p/3HXXbeTkHKwwpkaOHEObNu0AKC0tpaSkmNTUNOrVq09aWj0eeeSfFBUVAVaIhSzLuFyumNCTo8cIh0OMHDmGIUOGkZ5eD4CJE6/gww/fIysrs0bhcfTo8YwcOQaAW26ZxFdffc6GDeuOKzw+99yTvPDCMzHXrr76em644WaCwSCXXnolF100EY/HCrn53e9u5YMP3iErK/OUCY+jRo2tePbs7P3Mnj2T//zn/YprV1xxDZmZO/noo/eF8CgQ/Mqouo0EOYESo6RKm4KCQ3KwTd9Mx3pu+nRqzpL1YW55xkbPdpMY2f0GunWOZ1Z4ATl6bsy9h408VqqzGO0egyYZKKaC2/QgBW1Eoxqg4VUkcNgxTYnedV009NrID+mszQ9xOKgzsqGnxnUrEiQfsUGTHQrxqoQZDGMII1QgOCfwh47/HT0QMn4V4XHWrBnMmzenyvVIJFJxUL569Uo2btzA1Kk/VoTi/v73t7Nx43o+//wTHnjgYTIyGvL3vz9M//4DAUhPr8eQIcOZM2cWYIUzq6qKw+E4qXDeuDjLOcrn81VpO3gwG4fDTr16GaSnp5Oenk6dOmnUrZte0e52e8nIaIDX6+Xmm2+jc+euNeYL1zSNf/zjUVq3bgPAgw8+xtVXT2T16pV06dL1hDZweS7HuLj4Kul+9uzZzcKF83n66Rfo128AADfeeAuZmTt47723K4RHTdO4556/Vdiy1113I/fffw8FBQXUqVNzOPWIEQOqXHv33Y/JyGhAQkIC9933d0aNGgtYr9H48Rfy3HNP1jjeyXDDDTeTkdEAgMmTXyclpQ5//vN9Fe2PPvoUY8cOY+7c2YwZc/qK1wjh8TRhR0M6sL1qgyTVkE8RUGxoDg8cVTDPpyk4ek6ALQtjz5ATUqF5V6sqtSsO9m+FzYsg5ENxJ9Bl3PVkSrsoM2PDXZqrzUg6VFIZwn00wTIIB5EKDlT7THLOLryMZhcHWRxeR4lRgt1lp0uPdnRq2w3PmgWQX/29ABQexGVE8aoyPq3qh3vnFAeOqEYT1cSIRGpMFi4QCH472KXjW3Enav8llAuOfn9Vo6mc0lLrMzQxMRGXy8WQIcOYNWsGo0ePY+nSxYTDIYYOHQ7Ajh3b2Lp1MzNmfF9xf3lYyZ49uyuExwYNGlW0x8fHc9VV1/HCC8/wzjtvcd55PenTpx+DBx+V/qIajh7D4XByySWXMW/eHD777COys/eTmbmT/PzD6HrNib4bN24S87PH4yEaPX7F1ptu+j2DBsWuLT7eMhSTkpK4+OJLmT17FpmZO8jO3s/OnVbaD+NEh24/g4YNK599xw7r7+ydd/4+po+maXi9cadsToFAUEuCNoZ7h/O1/2sMYt/3fVx92BzZDMB21nPh+a1Zst46YN5/CLzx9ckL+jhAdnUj08LRgj3sZkVoBX7Tj0ty0d3RnaaOFmg+CUM3IRAm1aZQZJoENIOwbnLgSDFDE4i3yZRGq34edUx2YNOO2KDRCPrxz8QEAsFvDI/z+Bno3CdoP1X07z+QSZPuqnL99ddfrjgw37HDCsW97LIJMX0ikQjhcLhinM2bNzFlypvs37+PvXt3s2tXFqmpaadkneWCY3W5Hc8/3wqNvuKKi2jevCU9evRi0KAhpKdbwuPVV1/PfffdzfjxI2jfviM9e/Zm2LDza8wT6XZ7KkRHsOxXrzeOrKxMevXqc1I2cDlZWZkAdOrUJeZ6587deOONV2KuNW5cmRak/IBd045vN1fnuVguwHbp0o09e3bz7rv/ITt7P/v27SUzc8cptZkBGjasTCe1Y8c29u7dU0UQjUQi7NlTjZPbKUQIj6cJUwIUGxz7y5i5GjoOgrU/Vr2n6whkQyPZCGA4PPgNOzbJgKx1SBXVjyToORYwrbDoQKl1bdvSyoECJcR//y4TR19DlpzLDi0Tm2Sjs9KWunIa7iUvVr9om6OyUE11z5TWmN22AmaFKovMRMwIK/R15HuaMPy8IbiKi2veFEnCp5mMbuzlx/0+ku0yde0GZbqMLsl0SHZiYKJHfpuVwwQCQVXUqJ1GSqMqOR7BKjCjRu2crk+EjIyGpKSksHbt6ipiWjlr164iJSWlQjQcM2Y8f/zjJAoK8pk1azoDBw6pMD4Mw+Sqq65j9OhxVcY5Orn0sdXpJk26k4suupQVK5awYsUynnvuST744B3efvu/2O3VC69HjxEKhbj99lsIhYIMHTqCkSPHcvfd7bn99luO+/zVjX2iRONJScnV5sMEKCws4Pe/v5GEhET69x/Ieef1pG3bdlx88djjjnk8NK3qq3/0s5umZZy9+urkivD3cn5O1UCBQPDzkCQJDRv+kEQgZJDglXHZDCRPhFK9lIu9F7Mtso3D+mHi5Dha21uzJ7qH3VHri02ECHWS4dFb6+C0S3jdMj8u9zMwOQzVfOy1srUiYARYE66M2AmaQRaGFlJqL6Ozsxvakcw8mmaQ6rRhmBI7SyoVxIU5AUY18vJjti8m33iLeDudU5yYkokeFjaoQHAu4nYYdG/rqDbcuntbB26HQTU1s079Otyeau0st9tTITwahoHH42HKlA+r9LPZbAD897/vMWXKW4wZM56uXc9j4sQrWLRoPrNnzzwl69y+fSsArVq1qdKWmJjIO+98xKZNG1i5cjnLly/lk08+5Kabfs+NN95Chw6d+OqraaxcuZxVq1bw/fffMmXKmzz//L/p3r1nlfFUtTrJykRR5JO2gY8epzoMQ68y78nYzTXZzACzZ8/kscceZMSIUbRt255x4y5g164s/vWvp2ux7urnr95urkx1Zxgm3bp15y9/+VuVfqf7wF4Ij6eJkGnH1rIH8rGVoLO3Q0Iq5tBrkdb/BKX5EJeC2WkwUlEuytR/A6DYnMT1uQiS6yGvmwNDr4ZNC6FDf8jfD7uOhFF3HVF9aHOglPiv36TjhX+ijqMOuh5mm56FQ5fxnH8jUigA5pEw7YOW0k/7/uCsOQzF16kXC8NLq23bZewhEN8Nl+rByu9zzJtQsWGcNwqXbOKIFnFrhgy71iDn7cb0JKK36cvCw1EORhRG1XdhBMVRs0BwLqAFJAYnDK1SYKaR0ojBzqFoJSeXN6U2KIrCpZdeybvv/ocJEy6mWbPmMe2ZmTuZMeN7rr32RhRFAazTyfT0evzwwzSWLFnMU089X9G/WbPm7N27J8bIWLt2NZ999jH33PO3avOm7Nu3h88++5g77/wzF188kQkTLmbDhnX84Q83k5m5g3btOpwwd8zy5UvYvn0r3303k+TkFABKS0soLCw46b05GWbNmkFJSQkff/xVhbFWfpJcm8qJqmqrErJz4ED1nk/lNG1qvWb5+fn07Vtp/L755qvIsswtt0z6Wc8gEAhqR1lI5ZEpBew6YB2wSxIM7uZi4oVR5shzcEkuRrpH4pAcBMwAP/p/JEKlbeeSXOw9YPDIW/nIErz+t3S+Xehj0IDq80u1srdihn9GtW0bIuvp6OkIIesLt2maJKgSu/xaTLqekojBD/t89El34VVlIoZJokMhsyTChztLqOtSGZfhRg+KvI4CwbmGbGr86YqkKgVmyqtay+bZ87nQrFkL/H4/kUgkxnZ9+unHadGiJZdccjnvvfc2v/vdLVxzzQ0V7R9//H6MPXayuQkBvvrqM+rXz6B9+45V2mbOnI7P5+OSSy6jU6cu3HTT73n66ceZM2cWN954C1OmvEmnTp3p338Q/fsP4s47/8y1117GvHk/VSs8lpaWcOBAdkW48K5dWfh8Plq1alMrG/h4z1meq3LDhnUVodYA69evo0mTpjXddkr44IN3GD/+Qu65p7Jw5cKFlnZkmuYJXx9VVWOitvx+H0VFhce9p1mz5syZM4u0tLoVQmppaQmPP/4QV1xxDd26dT/u/b8EITyeJiKaid6iB1L2VqTivJg2w4RQfH2kflehYKASRf7pA6tKdTnREMqq6ZhDrwZFtkKpOw6B1Abw0weV/fQomDW44xo6Smk+GTm7CDRpwSB7Z+yrf0Lavw1ME+xOaNsX6reyckUClBViZrRCOlC1KnYkLo6gHqzxmfMVHyn5JdBtBKyZVdlgc8CgK5F2rsK7ZRH0HAcLPq0IN5cAddc6eve8gNm25pTqECdJtfqiKhAI/vfRSmQGu4ehOSNWTkfJbnk6nkbRsZwrr7yWrVs3c+edt/K73/2eXr36ALB8+VKmTHmTbt26xxhtAKNHj+O9994mISEhxkC6+urrePDB+5ky5U1GjBjF4cN5PPXU49StWzfG4/Fo4uMT+fHHHwiFQlx//Y2YpsS0ad8RFxdfEQrtcrnIzt5PYWFBhVF1NOVhMzNnzmDIkGEcOnSIN998BU3TYipqn27S0tIJhYL89NOPdOrUlX379vDyy/8CIBo98To6derM999/w/TpU+na9TyWLFnI0qWLj5uDs1mz5vTtO4DnnnuSP//5Xpo2bc78+XP58MN3+dvf/nHKnk0gEFRSUKLxf6/nc+BwpWeFacLc1UHcbiftRrdjh7kJ1XCyI7qj2irX7YzufDXLsj0N0/qSZRiwfI1J0wEt2W3sjOlvYKBTfdiciUnQDOLAVtk/GKZFnBO7LLPXVxl9VBo1mLnfD0DfdBfrC8LsO9J+MKBRGDVIkiUMQ9igAsG5ho0wf7kynkBYJhAycDtl3A7jrBIdAXr16kPLlq148MH7ufvuv1K3bjrffvsV06Z9x7/+ZYUHp6XVZeXK5fTrNxBFkfnhh+nMnz83xo50udzk5BwkL+8QaWl1q53LMIyKiseGYXD4cB7fffc1y5Yt4dlnX6o2uiQcDvPqqy/h8Xjo3LkreXmHWLt2NV26dAOs/NwzZ07nvvv+TkZGAzZt2kBubi4dO3aq8Zkfe+xB/vSne9B1g+eff5IOHTrRpUs3tm610ncczwYuP/jftSuziodm06bN6NOnH88/bxWBbNiwEXPmzGLRovk8+uipzbV4LGlpddm4cT3bt2/D6/WyaNF8vvrqM8AKfT42QupYOnbszLfffkXnzt2w2VQmT369Bu/QSi66aCLffvsVDz/8ADfeeDOSJPPaay+xY8d2mjZtdsqerTrOCuHxm2++4a233mL//v00atSIO+64g9GjRwOwdetWnnjiCTZt2kRiYiLXXnstN9100xlece0oiarED7oWpTgHec8GsDsxWnQnbIvDH7HqRTttCrZ1P8SKji26QeMOUFYIhbkw/Aar+Is7AfzFsZPIx38JJV1H2rwQrzcJc+cPSIU5lY2REKz/CXqMhZR6oOtQcACpdU9MxYa0bwtggiRD4/YoNjc12HwAqLKNwvppxBX7sA29Fg5sh5Afs11/WDENqSDbqs69dna1OS5dq76nz6g7WVEcoV+iQiRy4rwMAoHgt4EWkABHRSGZXyvYTVEUHn/8GaZPn8rUqd8wefJrmKZJs2bNmTTpTsaNu6DKieOoUeN4++23uPjiS2MMriFDhvPII/DBB2/z4YfvEhcXT79+A6rN1VNOYmIizz//b9544xVuvvkGdF2jfftOvPjiaxUh3BMnXsGrr77Irl1ZvPfex1XGaNeuA3feeTeffvoRkye/TmpqKsOGnU9aWl22bNl0inbqxAwZMozt26/llVdexO/3Ua9efcaNu4BFixawZcvmiqI7NTFixCh27tzOq6++SCQSoXfvftxyy2189lnVZz6aRx99krfeepVnn32SsrJS6tfP4N57H2Ds2AnHvU8gqI7fqk16KjlUqMeIjkcza2mIEUPbssO+ifxCid7yBDa45nDIsIrFqKi0oxsF2xuxboeVb7xxuorbCU3q2fhiVojH2vRCqiOz29yBiYmEhEM6/hcwWZaQEiLIERt6UMI0IeoL0dDrpJ5LJScYu95Eu0x9t40lubEH6luKIwxKVoUNKhCco8imhtdOZSGZs/AMQlEUXnjhNV577SUeeuh+gsEgjRs35Yknnqk4EP/HPx7lX/96mptvvha320P79h245577ef75pyoKHl544SU88cRDXH/9lXz//Y8V0T1Hk5d3iAsuGFUxb0pKHdq168Drr0+hXbsO1a5vwoSLKCsr5d13/0Ne3iHi4uIYPHhYhT18zz1/45VXXuLRR/9BaWkJ6en1mDTpzoqCh9UxYsRI7rnnj2halH79BvLHP96DJEm1soETEhIZO3YCr732MtnZ+xk4cEjM2I888iRvvvkKTz/9OD5fGU2bNufxx59h0KAh1S3llHH33ffyzDNPcMcdt2K322jRohV///sjPPTQ/7Flyya6dj3vuPeXv56TJv2OxMQkrrjiagKBmp3EAOrXz+CVV97kjTde4Q9/uBlFUWjfvhMvv/w6SUnJp/LxqiCZZ9it7Ntvv+X+++/nvvvuY/DgwXz//fe88sorfPTRRzRp0oTRo0czfPhwbrzxRtatW8cjjzzCQw89xCWXXHLSc+q6QWGh/xQ+xfGRZQmbKmMiETkmf6FX1XAteB/KvSI7DbaqU29ZTEV8iCRDl6FWRWy7C1ZOqxyg9wSrqEzZMW61Ti807wL1msOqH6DzUJhfw5c3hxt6jIFFX0CjdtC4PZQWYDZuj6GFMe1O5JJCokX7mdHUx159f5Uh7NgZ7hnOdP90WslNGVjWBM+2tRCXDE07wYy3rI6Dr4J5NZeHL+t/JWudTenslTAlCUwwdB39JCvNqKpMUpKHoiI/WjUFbQSViL2qPef6XkWjEQoKckhJqYfNdvziL6oqn5N7dDKIvaod58o+He99lpzsQVFEDstTza9tk/7a9uipwGZTWJtp8tjbNadyePZ+B4u8nzDIfwWPvBzl8jF2+nSTCWpRfKU2ZszVmbvS8iCSJHjqriSKMpaScqA/972cj6LAhCFO+veQMNUobtVOQrzJrOAPFBpVw8ji5Dh6OnsyJzCHjraOdFXOQ/PJFePLLgf7AjrrCsIYmLRMsJPuUpmx30dAi7UvOyU76JeoYmICEoZuoOsn/3lzrtsLPwexV7VH7FUltbFJzxW74VRwtu3V9OlT+ec/H2HRolVneilVONv26nRxovdYbW3SM+rxaJomL730Etdffz3XX389ALfffjtr1qxhxYoVrFixArvdzsMPP4yqqjRv3py9e/cyefLkXyQ8/toYhkm4hpNTTVIxE+ta4diuOIhPhUWfx3YyDctLcOi14EmwrKhyUXLTQug13ronHLREyu6jwOGBfVugZBm06Q3uuJqLx4QDViEcsO5JyYDk+khzPkDxF1si5vk34ti5kiGN+vGVXEKpUVpxu4LCcM9wVodWA7DD2E1aXDLd9ChSnQZw+Gih8gQComHQIdlBYURnXX4YzTRpn+gg3S1jBMNHfqkldF1HRGILBAKBQCA4FZwrNukvxTRN6tWp+euD3SZhs1s2b8iZT1JcMm99FuLtL+Hea1PYdyjKxh1hFBnaN3Nw7YV26qdHSFPbsDt9Hc/9pT3vfhvkmzkh5q1QmDDUTqdufvZFdzLUPZRp/mkEzUqPDofkYIh7CAsCCwDYGN1IulqPdKURum5gmqAHwjRWZRrWdyIrErv9Ol/urhr+DdA91UmJZrC2IEzYMGmTYKeB24YRjFhelZJ0ZFxhhAoEAoFAUFvOqPC4a9cuDhw4wPjx42OuT5kyBYBbbrmFHj16xMSq9+7dmzfffJOCggJSUqrmuvpfQVFk3FIEBROz01BLeKzf3Kp6XRO71kFaY6ugTHkORV8RrJoBfS+xwpcdbtixwhIQy8neDsn1oe/F1Xs9yoqVaLGcrUtg2PVW9e1d6yBvL+zbBl2Gk+D3cal3GEXOKAfMPBLkeJKVFJYFl3NIP1QxxGpzC63b9cAruWPnCvogPgVKqzkplyQcqfWZkxtgW3FlKHZWaZTedZ20T3KyszRKWDdo4rXjkUEXRWgEAoFAIBD8Qs5lm/Tnkpak0jhdZW9u1XDrsQNc7HesARO22lZwx7UT+PtLGqGwyT/fLaBjcwfXjomnbRM78fEGNlsUM2THbjro5ExAyoD/uzEeXVfQpAjLlJnMMw7Q2mzNjsgOhriHEDEjFOqFxMlxeGUviwOLKTaKK9awKryScc764K/0wNA0AzQDA2jidZLsUCgMxzoFXNDYy7qCEGvyKw/pd5VG6Zhkp1ddN3vKIviiBg29NuIVCTMUFofgAoFAIBDUgjMqPO7ZsweAQCDATTfdxJYtW2jQoAGTJk1i6NCh5Obm0qpVq5h70tKsJPoHDx78RUaeqp65ECWXrGEv2oe87sfKqtadhyA5vZBdtahLBf5i8MVDNAJDr8Hcvx0pUGKFU6s2SyRs0jFWdCyn8CCU5EFqw2M8EIEmHWD/tsqfQ37wFcKGuVb+x57jMMuKkFQV05uI11+CtyhIQ1c65OzCPLycYV37M9dmsMu0qtIGzSCG3QnBiCVsOtyWZ+XWpdBlOCz8vEpRHKPjYMoUF9uKY3MTdEp2YJdlpmwrqbi2+FCIxl4bozPcmOGaxcdyt18RknZixF7VnnN9rwyjdkVfylMjHu2kLagesVe141zcJ0WRzqjNcq5wpmzS/7XXVlFk4uMVHr+tDk++V8iW3ZYNJsswqreby4bFEXa1QYpqaGikpPt56/66zFsdYlNWmIZ1Vdo3s5PoNpAMA8IKknSk6mhEhQjYMLHJGrLXRAnJYECenkdXZ1em+6fT2d4Zm2RjbXhtTAROOX7Dj6SYNe6tFIkwsYmXnKDGluIIDlmiS4oDRZZYszc2MqhZvI0GcXbe3lZMhdWaFyLVqXBxEy+Ejn8Afq7bCz8HsVe1R+xVJSeySc9Fu+FkORv3asyY8YwZM/7EHX9lzsa9Ot38Unv0jAqPPp9V/vu+++7jjjvu4J577mHmzJn84Q9/4J133iEUClWU+S6nvLpPOHzy1aVkWSIpyXPyC/8l6FHYttbyUiynNB9p4eeWJ2ObnrBievX3pjSwhMrs7XB4H1KvceArtkRD1Y7ReQjSmh+p9uM3uT5EwtBuACz4pFL0S2sMjTvGekImplnjtusHuVkw/xOknuNAMpEWfXlUYRgJWvVAymiFd8YHDBl1DYfsBfhNPylyCqrNBardCgPvPxEWf2mtP2utFTaeuRoKDmC6E6DTIEjJYMHB2NNnWYL2yQ4+zqxqWO71RdlWFqVXmvuE5ebj413HbRdUIvaq9pyrexUKKeTny7X+AyQM49oj9qp2nAv7ZBgSsiyTkODG6XSe6eX85jkTNukZtUd/IRlpdp6YlEqxz8DQTeKSwxhqGKQSkqQkzredDxKokgpOuHqUnYhmoioSilyzzWYYJvJR7UOloUz1T6XQKCRZTiZBTiBHz6G5rXm1oiNAmpKGy+bEmXT8902y20brJCcy1msxe7+vSp/eaW4+ySzh2Cxeh0M6y/JCDG/owVZNVddjOVfthZNB7FXtEXtVe5v0XLAbThVir2rPubBXp8oePaPCo81m5RW86aabuOiiiwBo27YtW7Zs4Z133sHpdFaUQS+n3Lhzu48J4f0ZGIZJaWngpO//JcRJIdS1s6tvXD8Xc/wdSPJMMHRLAGzdy8qxKEkQXwemv2F5EGa0sipex6dAcj30tIZEVBOXcUzYS3wd6D4ainKh4IAVUj36VisfpGlAyWFY+Kk1XzntB8CejZDREjLXQr+LLeHy+1eP8VI0rbDunmMhoQ6eVfO4qv84fHoZDlsCbkMBI2KtcdUMy3vSNCHkA1PHbN8f3e4hKqmEDRVZk9FMDUWCFKeCYcKgem52ltR8mrwqL0SreBtSDSfO1sm8i9LS4C9KDn4uIPaq9pzrexWJhDEMA103j5tUWZKsvSrPsyWoGbFXteNc2iddNzEMg5KSAMFg7KFcfLzrnDB2f03OhE16Ju3Rk+Xov3+GbpDgAb+jhKnBmZSGLCHQJbkY7BpCmpaOGTnx76luypQEZGYu83OoUGfiSDt16oXYGt1M0AzSw9kDp+RkV3QX53vOZ1N4E6lKKk7JScgMVRmvj7MvoVKdoFn7wj02m0LEiP1QGZHhIT+kVREdy9lUFKZnmhM5VHMV0XPdXvg5iL2qPWKvKjmRTXou2Q2/FLFXtedc2qvj2aNQe5v0jAqP6enpAFVCV1q0aMG8efPIyMggLy8vpq3857p16/6iuc9UBSLJ8Ftej9VhaFY48sDL4PABSEyFDfOgrMASG5t0tKpCY8LezZb4KCuYBzNR1s3GlZCK2aY30sFMazynxxIFF35ujVvO5sVWNew6Da3q2dqR9cSlWIVqJMkSH7UwjJ1kiYV7NlQJja5g+wpo0Q1p9UzcpWW453yAmdYEs+swpNUzoX1/OLDD8nhUVHDFYTZuR7R5L0oiypFBdBTDYGiKhOIJY8/bjazakJQ2bNVq/kUO6gbFUZMEm4pxnHyPum6cE1WnTgVir2rPubpXta0yX/6H+Lf+B/lUIPaqdpyL+3QigV9wajhTNun/6mtb/vdP9kT52v8VOpVfRoJmkBmB6VzquQx7MO74hVgkhZU7NJ77sAiAS0Y4yI/bxk/+ZRVdMqOZJMgJXOC9gKgZRTd1TEwu9F7IvMA8cvVcwKpuPcgxBFfYi2HTQDFBlyCsnPDvlq6btE20s6HQEpPTXApum8Shar5kVdxjQnHEJMluQw8c3+v1XLUXTgaxV7VH7FWlTVrT58y5aDecLGKvas+5tFfl761fao+eUeGxXbt2eDwe1q9fT/fu3Suu79ixg0aNGtGtWzc++eQTdF1HUSyBaunSpTRt2vR/N4m3rBy32VQUKMhBSmsIc/9b2WDosGsdZuFBpC7DIXMNtOoBM6cglYc+lxxGcrgtT8niPGjV0xIujxYdE+tChwFWCHSw1PKGNDSQVTB1q3/ubrA7rfGRrJyR0aonyhX4iy3Pyg6DwJMMfS5EWvoNzPnAEkp/+tDKIznwMquotScByTCwRcpIDofAnUBIdqBiYt8wC+nQbug4GNzxUJhN6/imbCmqfuoGXht7yqI08igkyRKGcQ68+wUCgUAgEJxSzkmb9CSQZPAZPkIeH5IJO7SsGNHxaFaEljPIOQytZodAgprCv/6bD4CqwKC+MEdaVqVfiVHCytBKWqutaWlvyazALBQUOjo6VnhEOk0PqqZSaM9nWXgphZFCEpQEerp7kaKnoQdqDvE2TZN4BRp4VLL9Gp1TnCzJDdI3vWZv1mSHQlFYpzBk0twmn/OeZwLBmaD88zgSCWO3O87wagSC3x6RiHWwpii/TDo8o8Kj0+nk5ptv5tVXX6Vu3bp06tSJadOmsXjxYt59911atGjBf/7zHx544AFuvvlmNmzYwHvvvccjjzxyJpf9i9BsLhRPoiXWHYs7HmxuS6Rb+Fm190vFeVaOxaadLPFRO8bLb9l30O8SzIIDSKkNrQIx5dRpYFWqXvqtFe4Mlndj865W7sfv37RESIBoGNbOtnJAtu0DJfmWl2V1JNWz/pubBQXZ0OI8GHYd/PSB5ek4+ApYPdMqfhOXDL0vgKXfIPmKKJdh3Y3bQ8fBSHl7rerbK7638kEC9YbdRKI9keJIrEEnAz1SXXy/t4z8kMqwem5kw0SKRIXxJxAIBAKBoNacizbpz0VWJMIuH1+UTsVv+ulo7xhTTfpY8o18DFUHqj90l2WJrZkRXE6JCQPj6NXeSalnPVJUor5aH4fkoFAvrJhjR2QHjW2NyQpncZn3ckJ6CCRwmi7kkA3TMNnn2M2cwJzKNej5TA9Oo4+jDy0cbdGP45hoBCOMzXCT6dNIsMscDukENIP6bpWDgaoVvPumu1h6KIhpQtMmXmTTRI5qaNGavSQFAsGpRZYVXC4vPp/lpWK3O6rk/jcMqdbROuc6Yq9qz299r0zTJBIJ4/MV4XJ5kWuRz/h4nFHhEeAPf/gDLpeLF154gUOHDtG8eXP+/e9/06tXLwD+85//8MQTT3DRRReRmprKvffeW5F7538Rv2FHHXgFyo9vx4qGqg1j0JWwZz1SnQzLY7EmCg5AWhPYvrxqWyQIcz9EatEd3e2NNfU6DYYFn8XOa5qWgBmXAnUyIG9v7Hh5e6FNL6vN7oRINZ6P7frB8qkQOJLkOycLmnaBLsNgz2ZLUO0yzArJbnkeLPoCgmUxQ0h7N1tr6HcJLP+uQnQEiF/8KZePuZMFBQY7iiPoJtR3q/Su62L14SAh3SRqmKwpCLOtOMzwDA9pdhkjUtVIFAgEAoFAIKiOc80m/blIHo2vA18TNi31zm/6SZAT2M/+avsnyAnIhlxjjkRJktBNkwdvqsMns0rZtjvMNTd7mOCdwP7ofvymn86OznhkDwsDCykzy5CR2antpInWlPRAI3TdQAd0DJR4jYXBhdXOtSK8ghaelhA+/lcfLRCmuU0Gu4xHlZh30M/lzRPYXBhmU1GIqAF1nAq967rYWxalIKQTZ5PZ7dNYmBOgb10nrTw29FANaZUEAsEpJz4+GaBCfDwWWZYxDOGUUhvEXtWec2WvXC5vxXvsl3DGhUeAG2+8kRtvvLHatk6dOvHpp5/+yis6fei6SamaRNzY25FzMpEKsjGTMzDqtwRJRt04H/peZIVCH+vNWI7TC2E/uDxQQwiygUFElXF5k8BXZIVCl+bXPObWpVZV7WOFR4DcPVao94DLYM2PUJRTuY5u51tejYFjKgvuXgeDrwZvtuXdufZHywsy6KsiOlKvObTta/UrPgTdRlr/Xf+TNW/IR/zqqbRoP55WCXFIQEFI58dsP2VR683eLM7OtuIwfs3k270+rmoej1sSJ84CgeD43HHHrdSrV58HHni4StsTTzxMTs5BXnnlrVM2X25uLps2rWf48JHVtk+Z8ibvvDO54mdZlvF4vLRp05YbbriZzp27npb1HW8fTpbFixdSv34GTZs2Y82aVdx11218/vl31KtX/5TNcTTTp0/ln/+s3vvM6/Xyww/zajXOxInjGT16HDfd9HumTHmTGTO+54svpp7ClQrOZs4lm/TnIMsS+WZehegIsCe6h/He8WyObMakqtdHD0dPDJ8M1bSBlZ+uQzMn/3jjMPvzNIb3cuBUVb71fVvRZzvb8UpehnuGsz60nkPaIet6dBv1bA05Oso7TJiIWb2dq6PjN304STzhs+q6gRqK0DvNxZyDAWbu99G/npsGXhVFkiiNGizODVAUPmKDxtvI9keJGCbzcoI4GnhoosrnfO49geDXQpIkEhJSiItLQtdjHU8URSIhwU1JSeA37Z12KhB7VXvOlb1SFPUXezqWc1YIj+camm5SpDtQ0zsi1++MYRhoUYMk+Ujhmb2boHkXy0PwWCQZUurD4q/gvJFQXkjmaM4bCZ4EXGvmWcVlfvqv5XVYVoNKCVbotb2G8uiqDQryYOk30KYP9L3QCsV2xcGSb+Hwnurvy9lp9V/0BRg6xr7NBDv3xdZpAPZgsDLfZZ0MmPdxZZg3QP2W0H+i5aGJibJvMxnth/J+tkpAi31zJ9plUpxKTALwhbkBRqc7QRfio0AgOHt44omHSE+vV6PwCJCWVpfJk98DQNd1CgsL+PLLz7jrrtt45pkX6dWrDwB//OM9GMap+Yz75z+fRT5BDuKfQ25uDvfddzcvv/wGTZs2o2PHznz77Q8kJiadsjlq4ttvf6hy7ecYTZMnv4/DIfJECQRHI8sSRceEVRsYbApvYph7GAsCC4hgiX4KCn0cfYmPJqEfJ/e2JEFBicb+PMv+u2S0yqzgj1X6+Uwf60Lr6Ovsx+FC6F3WBq/Thu61o7oiYIIRAVmKfZ8nyAmc5zwPt+RGR8clu5CdoB8nbXk5mmbQ3GOnKMXB2oIwhgmLc4MUhmM/c52KRJtEB59nVR7AL8oN0KhpnFWkUSAQ/GrIsows22OuqaqM0+kkGNTFYcAJEHtVe8Re/XyE8HgGsX5JK39RDdkGNifs3waDr4TCXDi8r/IGWcEYdAURu4IzEgJfMbTuFRty3boXpr8UefVM6+e2fWHIVVZV6sS0mhfjTarM+3gs6c1g2zLL+3DfFtA1WD8Hxt0OBdWH11hIEPJXeDjK+QcIRX2oqQ0wt6+xiuJ0GwUz3qxaMfvgTkhKh3rNrNBt0yRxySdcN/xWlucF2VpmIkvQJtFB8wQ70/fGelHmhXQMWUYRwqNA8D+BIakEwjL+kIHXKeNyGMjmby9dwnGrux5BlmVSUupU/JyWVpcHHniY0tISnnvuKT7++EtUVcXr9Z6ydcXHJ5yysaDqc9pstphnOp380nmSkk6/OCoQ/K9hGCapcmqV61nRLIJmkPM95+PAiWEaeCUvBFX0GoJsypFlmd0HrU7pKQoRz2GMSPVf4PZqe+mlDeTOR8vwumT+div43QfINrchI9PB05EUKYUkOYkio4gUOYV+7n7MDcylzLBsRAmJLvYudPR2QfPVXGimHD0YoXuCSrcUJz7N4JJmcWwqCLOhMIRuQvN4Ox2SHczO9seEk/s1Ex048QwCgUAgEJwbCOHxLCKIA7V9f+R1s63iMl3Pt/InFuaAy4tRrwV+xckuJZP6467GXViALTkNtWU3zLy9aGjY01sjffdK5aC711uinjsRUhuC02OJgcfSeWj1xWPaD7BEQEMHhws6D7G8LQGyd0Cj9paoWR1NO1kh2PVbwMEsDG8SCQdzUZd/b7WnZMCB7VVFx3IyV1lVt3OyrJ/rNiVxzfcMM6Fvky4Ql0KOZvBFVmmVIJ54m4xU07gCgeCsIoqDFz8uYtXWSu+Q7m0d/OmKJGycPR4jPp+PV199iYUL5xKNRmndui1/+MNdtGnTDrDEto8//oBp077j4MED2O12Onfuyp/+9Ffq18/gjjtuZd26Naxbt4a1a1f/7PDdyy67ij/+cRKbN2+ic+cuVUKtP/roA7755gsOH86jTp1Uxo6dwPXX34QkSYRCIV588VmWLFmEz1dG48ZNuOGGmxk0aCgQG2o9ffpUJk9+nZtvvo0pU96krKyM7t178pe/3EedOpbwkJd3iDfeeIWVK5dTWlpCSkodRo4cwy23TOLQoVwuvXQCAHfddRs33ngLXbueFxNqHQ6HeP/9d5g16wcKCg7TuHETbrzxVgYOHAxYYdNvv/0WN930e9599z/k5R2iefOW/OlP99ClS5df9DpOm/YdX3zxCXv37kWWJdq0acedd/6Z1q3bALGh1sfSv393/u//HmLMmPEV147uX77uAQMGM2PGVDp16sozz7zAnj27eeWVF1i/fi1ut5tu3Xpwxx1/+tXEWIHgl2IYJolSEl7Ji8+MPag+qB2kldqa5FA6mmbUUOPaQpLAQCVqyMgGpKdY8lzdZJWQUfPnvYkJkolpwoO3u9iSNINCswCOnE/t1fbSWGnCWM9YPi37lD6uPsz0z4wJDTcxWRtZS5wznia2lmjRE9uJekSDiIYHy6uyk0ehQ0IcEUli1eEQX+wq5dgoO7ssIUs1BZgLBAKBQHDucWoCtgWnhIhmEmncFaPDQDBMKy9isAwzoyWmOx7TX4JDj9BUbsEWWzazUw+xOyHCTuUQWxt60DJaIB3aQ4yps2Ol5bEYKLHClvtPrKxCDVYuya7nQzhohXcPuAwat4eWPWDMbVZYd6AMug6HfhNh1YxKz8jd66HjQHC4qz5Mw7aQt8+qsp2UDgMvg7a9UdccFUJjd1bN93g0hmHlpuw+GvpfCnWbwK71qLvXEbd+JnF71xFvhKo17PqkuZCivz1vKYHgt4Yhqbz4SazoCLBqa5gXPynCkM6O8zHTNPnrX+8iO3sfTz/9Im+99R7t23dk0qSb2LFjGwCfffYR77//DpMm3cXHH3/Fk08+z759e/n3v18ArHDmDh06MXToCCZPfv9nr6FZsxYAZGZur9K2aNEC3n//bf761/v5+OOvue22O3jvvSnMmjUDgMmTXycrayfPPvsSH374Ob179+PBB+8nJ+dgtXMVFRXy8ccf8tBDT/Dyy6+Tl3eIP//5DjTN+ly99967KSoq5F//+jcfffQlV111LR988A6LFy+ICRV/4olnuPLKa6uM//DDDzBjxvf88Y9/4d13P2bgwCE88MBfWbRofkWf/PzDfPPNl/zjH4/xxhvvIEkSjz/+UK28Rmti/vy5PPfck1x22VV89NEXvPTSG4TDYZ566tGTHvNYcnNzOHw4jylTPuS22+4gP/8wt99+M/XrZzB58vs8/fSL+P0+brvtJoLB4CmbVyA43Zg+lQs9F1FXqVtxTUWlt6MPDc0mJww3k2SZkqCdf31SxnWPHOKGRw/hdsrEuWX8QYM6pNd4b6KciBm10amlHV/8bkt0PIa9+h5K9BKu8lxD2AzHiI5Hsyq8EtN5csVftKiOEQxjxySzNFJFdAToWseBImxQgUAgEAgqODu+0QkqKIsqOJr1xdXsPFQZWPwl0grLQ1ABFIcbdfgNDDCbQUk+8tYlEAli1m+B1CQOHJ7YAU0DFn4OLbtb+R49SVYYdyR0RPQzoeAgJNW1PCsbt7dyLybVhQM7QVVBUWDvFlg7O3bspLqwaz2MvgWy1sL+7ZaY2Kyz1b78e2v+zYus9XUaYuWGLKc0Hxp3qH4jGnewKmBvXmSty5NoPUOH/rBpITTvCjtXkdikMzbZpPzQWgJ6pjlJd0joQRNVFYEuAsHZTCAsVxEdy1m1NUwgLOO1V9t8ypg1awbz5s2pcj0SidCxo/V5tnr1SjZu3MDUqT9WhOL+/ve3s3Hjej7//BMeeOBhMjIa8ve/P0z//gMBSE+vx5Ahw5kzZxZghTOrqorD4TipcN64uDjA8rw8loMHs3E47NSrl0F6ejrp6enUqZNG3brpFe1ut5eMjAZ4vV5uvvk2OnfuSlxcfLVzaZrGP/7xaIUX4IMPPsbVV09k9eqVdOnSlZEjxzBkyDDS062DrIkTr+DDD98jKyuTAQMGV+RyjIuLx+2OPZzas2c3CxfO5+mnX6BfvwEA3HjjLWRm7uC9996mf/9BFWu4556/0bJlawCuu+5G7r//HgoK8klMTKlxn0aMGFDl2rvvfkxGRgMSEhK4776/M2rUWMB6jcaPv5DnnnuyxvFOhhtuuJmMjAaAJfqmpNThz3++r6L90UefYuzYYcydOzvGe1IgOJsxDBOb38EF8Rfg0/xopoYdB3LIhhaxFDhTUglEZPxBE49Lwm03kI6kzfCFVe58Po/Qkb5RDV7+tIgHbkzh5U8L0QMeGtmbs4+sKnN31QcSKHMwuHeQPepmaiqVvTGykSHOIchGzb4VATOAKRlYlvXJIYUjXNYsji93l8XkHm+VYKdLkh3Nf/Z46wsEAoFAcKYRwuNZSFgDyebAu+EHpKNzPAKEA8iFByF7O+zfWnFZ2rESdm/AHHULksNjVb0uxzTBkwDRiJWbMRqB+s2t4jDLp0I4AEhWLsjc3VYuyO9fAy0Kw6+z5ooeY0DJCrToBnM/goZtrArXvS+wxMSdq2JzUwLSwUzM9gNAUa0ckQD+ErA7rPySviJLXPQkWHkuG7SG2e9T4b3pK4JDu6HTEKt4jmLDjK+DIdu5oYWDUs1EM0yS7AqSpqEHT5BYSCAQnBX4Q8f3kAmEjNMuPPbvP5BJk+6qcv3111+mpKQEoMKr8bLLJsT0iUQihMPhinE2b97ElClvsn//Pvbu3c2uXVmkph4nv+7PoFxwrC634/nnj2HatO+44oqLaN68JT169GLQoCGkp1vC49VXX899993N+PEjaN++Iz179mbYsPNrzBPpdnsqREeAxo2b4PXGkZWVSa9efbjkksuYN28On332EdnZ+8nM3El+/mH0WuTVzcqyiqJ16tQl5nrnzt14441XYq41bty04v89Hmut0ejxPZXeeeejKtfKBdguXbqxZ89u3n33P2Rn72ffvr1kZu7AME5tao6GDRtW/P+OHdvYu3dPFUE0EomwZ8/uUzqvQHC6MU1wyS5CfgM0AytbuWWraTh4+dNilm+urN7Sp5OTOy5JxKbofDytrEJ0LGdPTpTXvizi/hvqoOgSzUr60TmtE6gaBgZhI4waTKb0sIeCsgidWjhYcJwgZgODVZFVuCQX/V39WRRcVKWPR/Igmb8s6EvXTZzhCFc3i8OvmwQ1kySHgmLoQnQUCAQCgeAYhPB4luI0w0i7q8mdmN4U4lNiRMcKomHMtXPQBl6J7ccpVIh2XYZBSZ4Vul3Oge1WGHP/ifDTB5YluXyqFWq9aT5oR4S71bNg4OWwYV6lmJiUbuWE3LHSStZjc4I3GUoOQ3GuJUi27QOrf7DExSNIRYcgLhmK8yrXsXIGDLrCqj5detgSLlMywO6CxNTYvgCbFsCoW2DeR+jDf0cgAqYZJu6IY6MZiIqcOgLB/xAe5/G//LlP0H4qcLs9NGjQsNrr5cKjYRh4PB6mTPmwSj+bzQbAf//7HlOmvMWYMePp2vU8Jk68gkWL5jN79sxTss7t263P/Vat2lRpS0xM5J13PmLTpg2sXLmc5cuX8sknH3LTTb/nxhtvoUOHTnz11TRWrlzOqlUr+P77b5ky5U2ef/7fdO/es8p4qlqdeWCiKDKhUIjbb7+FUCjI0KEjGDlyLHff3Z7bb7+llk9S/ae0YehV5rXbq6rOJ4q0ru61LGf27Jk89tiDjBgxirZt2zNu3AXs2pXFv/719ImXXTF/7ALKw8+PxuFwVvy/YZh069adv/zlb1X6eb1xtZ5XIDibMSSVf31UxOptsaLb0g0hoJg/XJzAqq3Vl5Pel6vx4YwS/nRlAq46UeaFlnAofAiANCWNfo4huJPtfLchyKwVEYZf2ZISVlU7VlNbU9aH11NsFNPf1Z+6Sl0O6Ydi+vRy9oKgjRrdJmv7zIYJgTAuwC1JmIHoLxxRIBAIBILfJkJ4PEuRDK1q0RVJtqpAZ62p8T75wDbMzkNg2LVWdeyQH+o0gHWzq3YuzbfCqeu3soTIQKmVr/FAZmWfohyrmEzrnpa3oTvOEht13Soa06Y3RIJWMRztKC9DdwL0vci6Hg5Y1xwuzMS6SEeLibICetTKP1neDyzhccClsOJ7KCusvG7omMEy9BG3UKLbK74A/oKUXwKB4Azidhh0b+uoNty6e1sHbodxVmTob9asBX6/n0gkQrNmzSuuP/3047Ro0ZJLLrmc9957m9/97hauueaGivaPP34/RqiSpJNP//DVV59Rv34G7dt3rNI2c+Z0fD4fl1xyGZ06deGmm37P008/zpw5s7jxxluYMuVNOnXqTP/+g+jffxB33vlnrr32MubN+6la4bG0tIQDB7IrwoV37crC5/PRqlUbli9fwvbtW/nuu5kkJ6dU9C8srMy5drznLM9VuWHDuopQa4D169fRpEnTmm47JXzwwTuMH38h99xzf8W1hQutvJKmaZ7w9VFVFb+/MtTd7/dRVFR4nDugWbPmzJkzi7S0uhVCamlpCY8//hBXXHEN3bp1P9nHEQjOOIoqgVujtFCtIjqWs3RDiNsuSsTrkikqq16ai/fK4Pbzpf9zNCrF/Dw9j+/0L7gs/io27w5z7UU2mnvasCewrUqRm1QlFafkpNgoBmBdaB39XP2YGbAOfxQUOjk64ZJcYNNBO3XpeH5J7lmBQCAQCH7riOIyZymGbLPEt6PJaAV5ey2xriYkGcVXBEig2CwPyd3ra+6/Z4MVKl2BaQmLRxPyW7kbAyWWELjgU9i50vJe1DWY91Gs6AhW3/U/Qete1s+yYomanQZj9hxreU3GJUPvCVaeyPotoc5RXiqRoOWB2b5/lSWbqp2iqM06aRYIBP/TyKbGn65IontbR8z18qrWsnl2JOjv1asPLVu24sEH72f16pVkZ+/n1VdfYtq07yrCgdPS6rJy5XJ2797Fvn17eOut15g/f25MaLDL5SYn5yB5eYdqmgrDMCgoyKegIJ/Dh/PYsmUTTz31GMuWLeGee+5Hlqv+6Q6Hw7z66kv88MM0cnIOsn79WtauXU2HDp0AyM7ez7PPPsnq1SvJzc1h7tzZ5Obm0rFjpxrX8dhjD7Jt2xY2b97E448/SIcOnejSpVtF6PjMmTPIzc1h/fp1/O1vf0HTNCKRyJHntP5+7dqVWSUnZdOmzejTpx/PP/8UixcvZN++vbzzzmQWLZrPlVdeU5uX46RJS6vLxo3r2b59GwcOZPPpp//lq68+A6hY+/Ho2LEz3377Fdu3b2PXrkwef/yhGrxDK7nooon4fD4efvgBdu7cTmbmTh5++AG2bNlM06bNTslzCQRnAsUGpe4CPg18TL7ff9y+Ec3k4iE1e/heMtTDhtCmGNGxHB2dTdH13PcHhfWpXzA18A3DPMM4z3EeiXIiyXIyvZ296ensydzA3Ir7fKaPRCWR8Z7xjPGMYbRnNH7Dz7TANAz7yRWXEQgEAoFA8PMRHo9nKQEcqJ0GI6+aUXkxMRX2boIOA2HrkmrvM5t0RHJ5rNDog5lWkZbjeXDoWqWQGZdsVbBu3A4OZlnFXVIbWV6O21dYBWTKKc6D3Rvg/Jtqdjc8vM+qei3JlsC4YwVSu/6Q0hDsbvAkYDpcSA63lcOxfgvoPMQqYlN40LrmPqbwgWpDcieAsBcFgt8MNsL85cp4AmGZQMjA7ZRxOwzkGiqSngkUReGFF17jtdde4qGH7icYDNK4cVOeeOKZCo/Bf/zjUf71r6e5+eZrcbs9tG/fgXvuuZ/nn3+KnJyD1KtXnwsvvIQnnniI66+/ku+//xFFqXqQlJd3iAsuGFUxb0pKHdq168Drr0+hXbvqC3JNmHARZWWlvPvuf8jLO0RcXByDBw+ryF15zz1/45VXXuLRR/9BaWkJ6en1mDTpTkaOHFPjM48YMZJ77vkjmhalX7+B/PGP9yBJEu3adeDOO+/m008/YvLk10lNTWXYsPNJS6vLli2bAEhISGTs2Am89trLZGfvZ+DAITFjP/LIk7z55is8/fTj+HxlNG3anMcff4ZBg4ZUt5RTxt1338szzzzBHXfcit1uo0WLVvz974/w0EP/x5Ytm+ja9bzj3l/+ek6a9DsSE5O44oqrCQSOX5m6fv0MXnnlTd544xX+8IebURSF9u078fLLr5OUlHwqH08g+FUx3VGm+r/DwMDlOv5hsCJBr/YOurdxsOoYz8grz4+jJBgmP+EA1JAm9qB+AI/dTTgaJkyYb33f0tnWmZHukeTquWyPbGdZaFnMPR7JQ76ez5xA1eJhftOPm9OcQFggEAgEAgEAknkOxgboukFh4fFPZs8GvDYdR/Ym5I1zrSrULXtghsqQEtKssOSdx+S3ccXBkKutAi5TjyTod8dDl+Gw5KvYvgmpVmXo5HoQDlpiX/eRsH6uJRJqUSufYmEO9LsYfqqa1wzAzGhprWfL4urbR94EsoK0cYElgrrjQQtb+SBtDis3ZOZqS1AF69qAyyxvR3+xlf9x/idHRpOg93j0hLoUqSm1Cq9WVZmkJA9FRX40TWTeOR5ir2rPub5X0WiEgoIcUlLqYbMd/4ubqsrn5B6dDGfLXk2fPpV//vMRFi2qPofameZs2afTzfHeZ8nJHhRFBK38r/O/Yo8eTfnfv9LSIDvULSwOW8VbzjMG8sX79diws6rncI92Tv58RRyyqRExnWQdiLJmewi7KtG1tZN4t8TsNaU0HbWM3VplwSUVFR0dE5NGSiOS1CTWh9dXFI6xYaPYKMYu2fHKXlaGVsbkc+zj7MOe6B5y9Jwqa7rccwVKifs07FAs57q98HMQe1V7xF7VHrFXtUfsVe0Re1VJbW1S4fF4FuOLKoQzuuBu0BZZi2CqNpRQGdLM/1hi4oDLLMEuHIT0ZtCoLSz+GroMrRwkUAqYVp7H/GzrWrfzLYFv+wrLMzKpriU2FhyAolzQooTzsgj2GEhYlUjdtafGmHzpQCa06A5UIzzaneCKQ/IVWWuyOa1Q7QM7jhpAgvNGWWLprnVW9ew1M6FdX1j1gyVU1m0CcSnQrAsc3gumKXI6CgQCgUAgEJwhZFmiyKjMb7pRXsat11zMWx/aY8TH89o4+NPliRUe7E4lTIsGNiTJwfqdYWYt93HZsHjmrogwYWw39mn76O7sTrqaTsAI4JAc+E0/ccQxOzgbO3ZGekYyPzCfIqOoYh4bNs73nM+K0AoK9AI6OToRL8dXKzomyAk4ZDumIqHrwqAUCAQCgeB0I4THsxxNNwnaXGBzEY3quBw2XF1HIG9aaOV8TGsMwTKw2WDfFquqtNNjeT4aBsiyVUCm40AoPmx5TgZ9sGZW5SSH98Psd6HXeGjVk4BTZXlTiY3GdNLMNC6UknHWtEAJDIeremGy01Ak0wTVZgmKB7NiRUewwrRXzYBh11mh26ZhhXF7k6zCNXn7rHDves0tL8miXKTGHUmKlgESmuokYNiE4SgQCAQCgUDwK6HrBvXt9dkS3QJAhAjz1a+YeF1vfhdqQDioUMfjwW0zY9JmGIaJjQjtG8m0aehCkSCkgcshoZXEc0nKRJaFl7I8tLzinkQ5kTHusSgotHa0Zl1oXYzoCBAlyuzAbCZ6J+IzfOyO7sYlu0iQEygxSir6eSQPg92DmRGYwSjvaCgRX4UEAoFAIDjdiL+2ZwmSBLIsYxhGhTefV9WxR0qRMtcjGRpGk85E3UnoTTojpTVG2r3eEuOadLRCoxd+DgMvh61LYc9GS8STFWjW1QppLs6DZp3h+9eqX8S6OZjDr2eH7QAbtK0A5Ov5hDO64Vw7v9pb9IxWlHptuLsMwrF1heV96UmELsOsh/ru39Y6eo2H7cuqHQOwxNH0ppCTZf1sc0DL7lbhmtY9LXE0rQmmNwH5x7eR/ZYRqcanYOs7kTJbEtEa8gIJBAKBoPaMGTOeMWPGn+llCASCXwlZlpAkftYhrmGY1JMzcEkugqaV5zRChNXyAnDDBXUuIM5nr7EQoK4bgIEOOFWJB29KYefeILJ3A/u0fTF9i41ivg9MpY+rDw7Jwdrw2mrHDJthiowiCvVCNkQ2kBnNpK+rLzbJht/w45ScSEjMC8yjxChhS3Qz7e1d0CLi8FogEAgEgtOJEB7PMLIsEdZt5OTr7M/TaFTXRnqyTLI9iH3THOSsNRV9lZ2rkAdeAfu3IO3eUDnIzlWW9+PQq2HLEsjeVtlm6JC5CvQIOL1W0RazhjwE4QB+j4OV4cqxdXR2qLl0btMd+7Zj8n3ZXQS6DcBn+HDUb4ZerxWoNgxVxTRN7N/8u7KvzQnB4+QxCvms0GywPDZdXsjbb3k91snAtHtACyFNmxJbzKa0AOXHKXjH3kFRzX6ZAoFAIBAIBIKjMCWFUFRh654IugHtmtpx2Q1ks2pl6Wrx27jIezGzQz+Sp+cB4JJcDHAOID6SjF6D6Hgsum6SFq9Rpz58EthebZ9So5R4OR6D4+fSCpthmtqasiy0jIAZYHZgNo2URjSyNWJBaAEhM1TRN0vLoq2tA0SqFvkSCAQCgUBw6hDC4xlEliXKwjb+9mo+eUWV7nqtGtl45Rp/jOgIgCcBKRqyQpKP5cAOaNrZ8oAsJ76OFaJsmpCTCT3HQTRU9d6jMCSTgBmIubbEWIuzTW+aNLgM79Z1SOEA4YxmBJu2QjFlGv44zSoEcwTFnUBo+FVEe45GiU8F1QE2B1LdxkjlHo3HktrQyjkJcN5IWPod5O2pbO97sfWM1SV31DXkrFXYmw8goolTa4FAIBAIBILjYaCyYF2EN7/O52h98NJhXi4e6EYmesIxdN1ALnMy0jkW3RnBMA1sph0pZEOL/rxk+4ZhYhA9rrBYpvlJNNJwSs4YAfFo3JKbfdF9NLU1xTANOjg64JAcRMwIg92DWR9aX5H3UZVUJFP6WesUCAQCgUDw8xHC4xkkYqg8OqUwRnQEaNdIQd62tOoNDdtaIdQ1sX05NG5nCXi9J1iVr/dvs0Ke2/e3ql7rUSuMORquen9iGkpUI16Op9QojWn6yViG2+Pmwr6jSC3VKEyyURzKpe2CZTGiIwCBEpwLviQy7Grk79+wwq+dHuh7EeTuqioeehKs8GyHG0bcCHs2xYqOgBTyW96arjirGE40bBXLOTKWfHg/anOdSI1lcAQCwalHCP0CwenCFFXUBKcJSYL8Unj9q5IqbZ/P8dGlpYNWGVKNYdJHYxgmBCTAgQxYFm314qEsS0QMleARE9TlALusVcyjYkNBQaf63DkuI559e2z0atab+aF5VdobqY3I1/NZFVrFBO8E8vQ8ZvlnET0iojokBwNdA3FH3WRFs+hk6wxBtcb1CgQCgUAgODUI4fEM4g9J7MmpeqLstpvIWjXCoGKrXjAsJxq2+vS9CDYusIS6cg5mQt2m0LYv9JoAi7+MDbm2OeC8UXgO7KVvk178EPyxyvAmJk6fD9bMJ7nXKFJtDaGNaYVIB0qtkO9iK9SG4jzkcNASHcEqdLN/Gwy8Ajb8BEWHQJKhYRvoPARK8qHjYOsZ6je3/uXugqx1oEWs693HQCRghWA7XNBpiFUJe/cGzLhkdElBCCECwelHURRAIhwOYbM5zvRyBILfJJGI9fdeUYSpJji1SLLKV3N9NbZ//KOPv18fj0QtQ66xxExTUonoMpjgUA1Mo/J+SZbJKVZ4/r+F7M21rjepZ+PPVyVRL1HHMAzksI1Ojk7V5nBMlVMpOuwgzq1iFjZiWJ1hLA8ux2f6sGGjjb0NjWyN+MH/Azo6siSzMLgwZoywGWZ2YDYTvBOIGlEaSA3RdCE6CgQCgUBwuhHW7BkkFK7e2FmTZVAyvB0Jh3bHNuTvt0Kn87OrH7BBa5BVKC2IFR3LObQbmnSAaARG3Qx7N4OvGDOlPkZGC6LFB3FuX0mjxPMZ6OnNUm11xSlxHaUOo80+xC36BhLq4AhFMQ8dhE0LrKra8SnQrj/4iqxrgKRFISUDOgywit+EA+COx+x3KZK/2Mo/WZgDhYcsL8aSPNB1yzty5yrLih1yFayYDulNYOX0SmETYNNC6DEaTBOjdR/CUSE6CgS/BrKs4HJ58PmK0bQoTqcbWVaQpKoha4YhiarztUTsVe34re+TaZpEImF8viJcLi+yLDz5BacW3YD84poFt8JSHc2QsNUyCrk8ddC700pZtD6IBAzs6uL6sQl47RF03cQXVvnLS4eIHqVl5hVpzFtfwqXnu7ABRliig7sjETPC1sjWirDrDLkhrcsG8cC/fQTDZfzl6mS61qlLL1cvHJIDA4PMSCbT/dMxjxxAazXkqTQx2RXZxVDHcCKl1XapgsOuY1fKMEyFUDThSGEcgUAgEAgEtUUIj2eQeK+MLMGxkSzb9kbJ87QgwZMA/qPCYA7tgY6DIHONJfYdjcNtiZJ2Fyz5uuZJ926CBm1g72bMaIhAj6Fsk/azUZuNPdVO1xFDaKQn0MnvoLk0mJBdRkHGlZuHe/3nlmdj34sgaw1S5lE5KEsLYNm30O18qN/Cqk5td1ui45KvYzw1pfotrIrVCz6tDLvuMhwO77PyOMqKleexMMfqM/wGK4z8aNERABNWzsAcexvYnCiaVOtE5gKB4JcRH5+MzebA5ysmFKq5cJQsyxiG+JJWG8Re1Y5zZZ9cLi/x8clnehmC3yA2xaBrazsbs6qPounQ3I5dMTENUBQZJBkJE12vPgQ6oNn4478OUxaofF/OXR1kzfYw//5LGm6bxtezfTGi46Dz7EycAJm2VUzX8/BKXnp4e5JoJOKUnIzxjMFhuiksUFmz0eT/Zgbwhywb75kPCnmtaRxLnUur5CUHSFPSKNQLa3z+AqMAPWoCx1dWVQXiXTlIxS8hB2aAnIQj8S9o7kGUBuKPe69AIBAIBIJKhPB4BnHZDEb39TBtcdUv7Qu222g64mbkLYuQd60F00Br0J6IIwX7+begbpwL+zZbwl2jttCiGyz7Dlr2ALN6wxCwQp5dcVC/OWEFQtFSGhOPQ27LCmMzs8I/0URuxIjEQcRv3EK880hOxeQmMKih5VGpqJBZNQwGsEK8+12Mkd4URddh0ZdWXsmjOZhpFb5p0NoKvwbYvNASNA/ssDwhV06HoddaOS21aPUFdQAwkQ5mouRkkdDrAgoNEfYpEPwaSJKE2+3F5fJgGAaGUfVzR1EkEhLclJQEftMeaqcCsVe141zZJ0VRhaej4LShaQbDurv58idfhZhXjk2Fy4fFgRklatpZtzPKT6vLcDskxvX3Ur9OrFinKAozFgViRMdySnwGc9cEGN3byZbdkYrrzTJsXHBhkDnyVCuXqQmllPJt4Bv6OPrQ1taOhaEFlCzpy3vfBquMa1Nh3UaJsQPH823gayJUju2RPPSVRrAluqrG568jpyJpCsfL7ShJEO/ah7K/NxjlYem7UQ5djeydiDfxJXzBuBrvFwgEAoFAUIkQHs8khsbVI70kxsl8NddHMGzidkpcMiSO0X1cFEQNdjoG427bC0WWmL/ZZMbXAZLiZF69YzBJjdpAXApsXQY/fQi6Bge2Q5NOsG529XO26AbhAGY0inPx9zgLDgBQJ7k+jXsPZ5Z9PXuMfRRrhbibdILNiyzhccX3kNIAktJBlqg2l6Jqh27nY9ocSIrNCvc+VnQsJ2utVQCnXHiMhqly8rxvM2S0snI86sfJMxTygaEjbVmIo91wwicuxCgQCE4RkiShKMqRvI+xqKqM0+kkGNTRtN++h9ovQexV7RD7JBCcGty2KC/cncZLnxaxeZcl3DVvYONPlycR59SIGHb+74189uVW2l9zVwcZ09fDLRfYKq6FNYllm6qvMA2wZEOIET1cpCYqZGVbBtoV41TWqHMxq4lSWRZeRgu1JUMdw/mvv6pHptsp8fcb6zB3tZ8FL5nccvmlRLyHCduLSTbTsAeTOXjITqOMjuyQt1e5X0amo60DWjVC6dG4HCHk/PuOEh0rkXxfYE/6K5LUtkq9RIFAIBAIBFURwuMZRjEjXNjfwchebiJRE7tNwm3T0fUIZRE7D/6nuMo9uYU6r3yvc88QBVfePmjZjag7CVvBXiKeFGxNOyJlrrbyLR5NYhrEp4IWQfrxbcuTsJzCg8TN/IjhY6/jA2awQ9pP/Q0HoE1PmP+JVXU6qS4s/w76T6z6IJIEAy6FjQuQ8vdDakNIa1zzg0fD4E2C5l2t8G8taoVYH02gFDxJlrCYkgFHRNIqpDaErHXIRYdwtRtEGFv1/QQCgUAgEAgEGIZJkjvK369PIBSVMUxw2U1ssoYkyUxf4o8RHcuZvsTPmH5e6iVaPysyeN01e+fGuWVUyeDyEXEVAmVKqs5mo6za/iYmhUYRKcG69Gzr4vPZsVFBN01I5L3pJWzfa4mlf3k6Sv3UBJLjkxnWw81PKwNcP86FI5zIyORRzAvNJWxaAqZbcjPCdT5y0FFD3exK7IoPyT+9xnbJ9w2qowPR6IlGEggEAoFAIITHswBD13HIOo4jUcK6bnl1rFhb8wnygnVhbh0Sj2vnHGjamZJGvfhoa1vySuD6OjItB11phSnv32qJgo07WLkXD++zBEmtGrdAXcO9bT0t2zdDMYCEOlZYdDQMrXpYRWMMHatcodsqFlNORmsrr2P+fuvnskJo1bPmh/YkWn20KAy6Eg7ugNL82D7J9a31NmwLnQbDvI+ocrRcpwFEQhAJgsONGg3gVOII6SJETSAQCAQCgaAmDMNERsNtO/oaRE2ZGUtrzt07bZGP2y50o2kGiqRz6VAvm2rIF3nJEC8SOumJCpMuSsDtlqmXHIaqEdQVlPlA9ys0TINWjWzs2GfZrK0b2Wnd2MaKLTI2lYqckXmFGhmpKrsPhrlseByL1gbQDJOrRzflMnddwoSQJAm74YCAiq7V1k1RgZoqe0v2Wo4hEAgEAoFACI9nMcer0qwbYGrakarQOcQ1L6Zzq0E89k4xqgwPjCzFVr85eBMtYS4/+4jHY4olSNaALW8/6e16Uo9UMHdWehm64iyhEKxq0n0ugIVfVIZSN+kAy6dWDhTyW4JnXHLlfUfTYQBsWWKFY+/bDEOuhm3LjlqIAxq1s7we/UWWADroSisX5OH9VnuL7tCoDcz5oGIN0sZ5uDsNJYTIuyMQCAQCgUDwczGRiB7HBg1FKguzGIZJywYqw3q4mLMyVk0c089D47oyhqEjo9G/q5uPZpZi2kySWidRZBRVGVtBgUA897x8mDfuTeOhm1JYsSVE184GxfaD7DJWMeRqL1eH2zBnvkQgZDLhfIkcxzZCailuqTFjMjLYvcvBsk0BhnSxo4esiBpTlpBcOpJbQ0JGjqjo4apn2gAhLR417lKkso+r3yPPhUQDwttRIBAIBILaIITHsxRNM+jZzsl700qrbe/S0obHl2V5FdZpgEOP0sdzmHfvSWDZNg2fsy5JgX2Wh2JGSytU2VcE9ZqBOw4Kqp/XdMURp8QTl1cEoTJLcATLvlTtVr7FwhzYvBgGX2n9v6/YEjWjx5x2r5oB/S+FLYst4RATnB7oMBD8xZboCJbFt/RIReyDmdZauwyzxMs2veHHtyEasUTQlt2hXX9L8Ny/Hfyl1pq8SZZn5JwPkJ1e7G2HE6n1ibZAIBAIBAKBAMChGPTv7OKHZVUrRgOM7O1B1ytzJCpEuWlcHBcPjmPR+iASMKCLiwSPiYJ1QC3b7Hz2QxnTFvtZu13lb82GMV/5Bu0Yj8Ie5hC+mBHFHzTJOqjRoalC754634e/wheuzLe41bae3ucPIlFO4gftGyv1eBSyyMKluhjX4RLeeF+nf1fLnVO2Q8BZzILwfPLD+UhINFWb0i++P2aZDeOYfJOhsB1X8iOogbmg58a0GYl3E9LTT3J3BQKBQCA49xDC41lMkhcGdHGycF1syLXdJvHni+3E2erCtj2wchrYnNhbdKVBg9ZMlGbC9nho1xcWfg5I0LgdNOkIgTJo27eyqMsx6O37Us8v47LHW336XQK5u8CdaOVj3L7c6nh4H8x538r76E4ASbbCnvOzKwcL+WH+x5ZY2HW4JTCW5sPOVXBoT+zEwTLLG3PI1VCcBxvnW6Kj4YSe48HphZxM2DAPzKMSgrfsBj3HQXpT676h1yAFy1AwqFKspgbsqoSKhiEphLXqT74FAoFAIBAIzgVMQ+OK8+NZtD6ILxhrFLVtaqd5hg3TjD1sVohSxwuXDrbyBkWjsSl9fCGJ6Uss4fBgvsab79m47erLyXFso1jNJZ4E6gc7MGOOxNL1Vv7G7DyNJg0k1rIYn1m1yMsyYz4XuC+AY5qCZpAl2jwG9ByCbDMxQxJRl4+v/V9hHimOaGKyS9tFnp7HRd5LoLRqgbSSQD0SGixBDnyH7P8aU07BSLyLCK0IBD0/Y0cFAoFAIDi3EcLjWYxClEkXJdC7g4vP5/go9et0a2nn2iEyGfZimPNhZbXnaNgS5XJ2Qc+xsOoHS6hr0Bqyt8PezdY/gPNGWULg2jlUVqeWMDsORHUnogZKLRGveVfI3W15LS7/DjoOsq4f2l25yNJC6Ho+rJ8L3UZa3olHK3fRMBzYAUn1wOWBRV/U/MDhIMz9r+U9ed4oWPqNFWp9ZH006QD9LoZFX/4/e+8dnkd55f1/Zubpj3qxJNuy3HtvuFcwvZcEAoEEsiHZ3WSz2U3d3yZsNtnyZt/dN7ubQEIapAChF9Mx2Bjj3nu3bFm96+kz8/vjSJZkPTIy4IDx+VyXLuuZe+4ytyW4/Z1zzlfWHcqWWpH7N4jrdjtu8VACRcOIps784+2xIMuIYuxbh1lzDDecTWjsPGK+bCKpngdQRVEURVGUC4GwN8H//n0RT6xoZfW2KAGfwTULwsyfFCQ/x0NDQ/qajr2ZrUSi7qmajAA7Dyb56g+STB87grIBIxk0KsQPftdETUNn/4nD/TQn2zjqOdTrOqtT1eSb+dQ53VN5TtjHmTPapcGoJi8rn1WxNadEx660uq1UuicptgZ1i+IESSNvaC3AY92DN+czOHhIxCx9Qa0oiqIoZ4kKjx9zLBJcNNpk8vAcXExyklWETu6ChspO0bErNcegua4zunHqMsjMhwMbRQTMzJfIxGgLLL0DmmrB44VwNkb5HmhrghV/kKjCCQuhqAzXF8SoOwGrHoPJF0skZWO1GMwEMyQF+9guGDQGFt0mImR9BZgeGDJB1rL6Sbj0bpkrnbFNKFtqQgJMWipjjJsn1x1bnK+P7oRQFgwYCSf2wqTFsOW1TkG1HaPyENamF8mcchVRp+dUAKZpkJVqwHrlwVP7aNSdwDq2i+D0K7H7jyee6lvEpKIoiqIoyicJx3EJWHFuvzTAzUtCGAYEvTaQBM7eWCUYMDBNMa85NYcL63bGWbcTxpVl0NjSKTr2L/Tg8xo0JxzcYO9KX5IklpH+ZbHlsVkTW8NlocuosCt6HeNI6jADPGXYvZRsTNkOKdt/5gdUFEVRFKVXVHg8D7BtB4/hYBjgy8zEDUzE2PV27x1OHhRhceRMWL9cBMDLvgCxNmqNfPL9CYyXfyn3Tr8cKvZL6vP4BWBasPDTYt5Sc0wExsLS9oWkYONLYHkk0jAZl3nm3yz9Nr4MSz8LQybChAUS+Vi+R6IYZ18rkZdTl8G6F7qv1zBh9nUiYhYOkrlHzYDtKyU12+OT6MuFn4Z3n5WIzqIyWdeap9NugXFsF/4Ji0h6stO2h80k1ttPpRVvzY0vEuo/kjh6yFQURVEU5cLFtW18pihyqRR4POb7Gifsd1k4JcSKjRFGlflYODVEwGuw52iC/eVxWqP2qYjIySP93Losi8MVSRIY9MvrR7VdnXbcYquYLbEtPa7nmDkkjQRDvUNxcQmaQVqclrRjZBqZ3ar49IbHb+B4UxguGAkvqWQfOimKoiiKosLj+YLfcgnbzZjr3sAYNhksr5iqdKWwVIxZ8gdKBOLmV2DkDHGPrj4KtccJjlmK21KP0ZFu4vFI5OKc66V+485VIiqOnAG4sH45xtI75bNpiaN03QkRBAEwwBcEJyXrMU3ILYbje6TeYyAD5t0IgUxYt1yiIhffDoe2iNlNTj8YPBEaq8TMZuaVEoW5+snO50olCA2NoAABAABJREFUZG2NVeKGnZkHh7d3Gt+kw3UxWuoJ5viBnnV4PE5cxuuK1w+lo8EXxIg2Y/r79Sg2riiKoiiKopwldoJ7rslm2aww+48leHF1K60xhykjA/zD5wtoarX53j0FhIMGLRGHDbujtEZcSou8TEjOZ4X5FA7dhb6hnmE4rtPDoAZgVmAWISOEHz9HkkeY7Z/NK9FX0i5tlHf0GR2qTcvAyEiyObGFQ/GDeAwP433jGRYcgd1iauq1oiiKorwH7++1pfJnxbJMwpEqrBfvxzixV9KOh0zsvCGcA0vugP4jJAW7fKfUQxwyScTIURdBRh4k44TXP47RWCWRiVkFkNsfigZLenXFATGEqTshkYTxCCy+DewkbqQZGqpg0FgxgAllydxDJkrNx8ET4OK7xH16w4siKhYPEXFw7XPQ1gC4cHCzpGxbHnHYTiVhxe9k3S0NIgb6QxLleDpVR0R0jEfg+G65rzdMC0wTs62+b5s8Zo4Y6dg2NFRiVh0i24phWZpurSiKoiiK8sGxefz1Zn71XBPl1Skamh3e2BDhL/+9Co9l0BKxqWmweeXdNvaXJykt9jJrQpCtm0IstW9mkDkYHz6yzWzmehcx3T8dj+FhXnAeOWYOPnwM9AzkqvBV4EKb20aVXcXh1GEa3AZuyriJfla/U6sxMFgSWIoVe48Ml4wEf4o8xvbkNtrcNpqcJlbHV/NSbDlmhkY9KoqiKMp7oRGP5wFhM4G19plO05Zju2HJ7SLEtTXBnOvEcCXaJYXk2G4YNRN8IRETX//tqSaj6ggEwrD0ThHxNr0CaQpu4w/D0V1waEunP3TVYRE659wgxjNDJ8n1XavhjYdg0Wckbfq130hqdQcVh6BsHBzYJBGMh7Z0n2vASDGIiUckanPO9bDy0Z5raq6DASMgmAUtdbilYzFqj0ukZTzSGQU6dBKU78EoGgwN1WRaHlzDxcYg6vpJ4ceTXQhNNTB0MvgC8OYfuu2RZ/casi+9hwYjE7d9703TwHU59VlRFEVRFEU5M4YB1fUuG/f0NKWJJVz++HIzs8YH+T9/6HxhvGVfnOWrPfzTFwuItbmUJhcwOQ/8Xod9yT1UOCkSER/ZsaFMTA7G74OA3yRpNBHxNPNS60unxqpIVbCVrVyXeR0VyQosw2KQNQiiHux47y+ZPX6DTYnNxNxYj7Zqp5p6ask1izRDRlEURVHOgAqPH2MyvDY+O4qZSEoEYQeuI+7QF10F3qCIedE0dWv2roOhU2DPmp5tsTbY/qZEQ55yju6C1w9Z+bD51Z5tbY1QvluiGV/5lQifxUOlVuSed2HKJXD5X4ibdc1xyC6QSEnLC8f3Qay1+3j9R8i1eEQ+152A1kbIK4H6k93vDWdDSwPutEslpbtkuPRtbZCU70RMoicLBsDbT2CMmQU73sLjC4LHi/fIdnyTlpLoNwx71nVYr/5aojZff7jncyZjmOueJzT7FnBd/E772P4gTmYBrY6PVO+ZOYqiKIqiKArg8Vi8vTXaa/vanTEuuahnaZzj1SmWr25jyigf+cNr2GMfZF98HwCXx27h2ZdMlr/d/Qz88x9ksir5bI+xEiR4K/IWY31jabAb8FgeUu+R++V6UxyMH+y1fU9qN/O9JSTieiBUFEVRlN5Q4fFjSrbPxrvxeYzy3ZLafDrxCKx8TNpOc3XuxtGdUDoGysZDOEvMVHxBESrXLxeBMR1FQ+DE/t7HPbQVZl4hBjOhbCmjePGdkIhDKi7RmQWlYhhTvhc3ESORFcS5/C4CB3dgHNstcw+ZKILk2tMOiEd3wIBR3YVH0yOu2G/8rj0C0xCHbV8Atrwu92TkitnNW4/K2Ae3QEaOPHf+ANi7FnP14/imLCNSNpXg1X+NeXJ/Z83L0zCqjxBw4xhbX8c4uuPUdcvjI2vRZ2gJFpHUs6aiKIqiKMoZ8XvPEFnoMbB7yVp+c1OEQcUe8ttyifjlJXXICFFd4Wf5291fZhfmWtQ61bhm+nNdlV3FdHM6SZI8E3mGEquEaRkzSbX2XJsnCK7XwYqnd80G8ODp5QSpKIqiKEoHWuPxY4jPY+A5tEFERxBn6fwB6W92bM5oxec6MHExbHkNlj8AL/8SXrhf6jnOv0VqLeb069nPMGTsM41rWrDoNomA3LcBnv8pvPRz+fOdJ8Vw5uRhGDYZY9WfiNkt/Nx+jIrhg3EvulrqQu55F9Y81XMux5E1dGBaElm5a3XXRcjncHZnzcnWBqlPOe8m6Fcmxjrb3pT9O3lAoisBc9sK/E6cJieAa55ZfzcS0W6iIwCpBNYbD5Fh9EwZUhRFURRFUTpJJm0WTA322r5keog129NHRNqOi+2AJ5XBON84AMaYE9m5V4TGDoryLMYO9kEvomMHBgY5Zg71Tj07kzs5zrEebt2eLId33bd5K/oWI3wjeh1rnHc8qYS+gVYURVGUM6HC48eQoBHH3N0lPXrvWpi8NE10oiHXBozqfbCycfDGw1LLsAMnJYJdxX4RHufc0NPMpbYchkzofdzS0fJn9VGoPSFr7CoeNlSJM3X/4ZLyPXwqmQ0tjLCGsdc9LGnaptnFHfs0Osxxxi+Ei66GZZ8XY5rKwz3v3b9R7u2gsVrW8u4znKpdeXALZPcDb/tz2knMRATbdnELB/X+nHklGHXH07c5NmbVQSxLf40URVEURVHORE7Y5eaLM3tcL863uGFxJqu2RNL2mzMhyLb9MRJWGx7Xx2XJ22nZPQrbNrj9six+9OUC/uNbYb721Tbm3riPssz8XteQZ+aRZWaxMrry1LWNiQ24/k5nbE8A1ifXsi+1j2OpYwz0DCTf7DnmGO8YwnamuloriqIoynugqdYfQwzXhWSXItaRZjGAWfBpEfrqK3Az8jAGjJBU6tGzxPQleVr03YBREinYtT5kV/a8C4WDweeDRbeKqNdQKeYxpaNFvCseCpWHuvfzB2H4NEl7dl1Y90L68SPNInLWnYBRF2HWVXBR3niyU16MF34CCz4FHQYvXcnMg9wi2L4CcorFSObgZjjZS42dSDMETnO4TkTBMDujQSPNMtf+DaducS0PuBAz/ATHzMHc/U73MUwLd+bVGKseSz8vQEs9ZrGBrS+7FUVRFEVResVrwuBiL9+7p4BVWyK0xRymjAxQnO/h6MkkIwf52Hko0a1PbpbJgikh1myLkhN2qT7Zj2//pIFoXNS+ghyLH/ytl5WeZ4i4IlyayTgT/RPZFt/WbSwTk/mh+bwReYNiq5ixvrHE3BgHEwe7RUk6viR7IntOfX4l8gqLQ4uJOTGOpo7ixcs473gy7CzsNn35rCiKoijvhQqPH0NsLLyZ+dBS13mxoVKcqfuV4U6/glQwG+9L90uac+0JEQ6P7BBxzheEYZMhM19coCctgUgLNFZBzbHOMWNtEMqAaKuIlv2HS1Rg+S5Y8XvAEHfpweNh73qp3Th4AgybKt8nExIxmei9WDjRNlh4qwigOf3IjTgY+1aLqLnmabj0HjiyTQRU1xUTmn5l8M5TEG+DxRMlcnHeTd1Ew27k94emrpGT7ZGgXVPQ80tEKG2sEkFywgJMj5f8ZBMufuzRc3GLh2HteAuiLbj9BuOMm49t+fF5vL0+ntuvDLu3okSKoiiKoigXOIZh4PGYeDwmOw62sXJzlJnjguRmWryyto1DJ5IE/Ab3faGAEzUpnlvVSjzpctG4ABeNC/LKu23cfW02DdUO991fc0p0BLj9Gh/rvS8TcTqjJbcntjMnMIdLQpewM76TVreVYquYMf4xHEscY1ZwFnsSe9iX2EfYDDMvOA8Tg453yEmSuF0qN8bdOC+1vUSOmUN/T38meCfibQljq5O1oiiKovQJFR4/hsRNP/7JS9NH2kWawU6SxMI7eQmsfgpcGza+Ki7Uo2dB8TBoaxCBLSNHxLZ4GwwcBRMXwdY3oL5SxMrNr8HR7SL6GYYY0QybIo7UdgpWPwFLPwuDxoA/JCLfO09K5OXSz4qA6A10j9DsSiAEbz0iwt+UZZjR1k7DmHhEoh2rjsDQyXLt5EHY0Zn+gp2UZ/YFJB081f1NOIYJw6fDW3+Uz7klMHmJmNpc9Zdyf/leGNbuXG2YsOhW3GO7MJ/9Sbs4aWAOHIU740raZn8KC4ckHmIpAwuTnKmXYq74Xc9nC2djZxfjJPXgqSiKoiiKcjopvJyodnh5rQiDl8wMM2ygn/ufbCDVJVskFnfZdiBOYa7J396Wi+tCfbNNyna5blEGja0OiaRLQ0v3l72Dy2xWOHWczjuxd8g0M7k2dC0kLTxeg5ejLzM1MJXnWp/DbpcZ6516ylPlzPRfxKjAWOyYgRcvBkY38RGg0WmkMdHIBO9EHBUdFUVRFKXPqPD4McRyUhixNphxBWx/SyITMaBkKIybj7HpZaw5n4L+I3GvvBej4oAIdAUDIR6V2onH90HJEFjxu87ai8d2iXg3/2apg3hgExzr4ojtunKPnYIxc0QAHDAS6itErJx9vQiRze0HvJpj4LgwcgbsXNXzQQIZMl+sVRyy4zGYe0NnnUUAyxLhsepIL5vhETdr05I6j+8+0ylcZuXD9CukhmQqIWvO7y+p322N0m/weBgxHdc1cIdPh+IhGAc2YBzc0mUSF+P4Hkgl8M26gcZEZ4SjbTtEM/sTnHcz5saXxA0ccEuGYc+4hhbbB+pnqCiKoiiK0o0UXn7yWDNrd3a+nH59fYSZYwP89S25/OcfGzBNMVUszLUYO8TPP9xfg+tCQY7JVXMzWDA1hG3DjoMxcjJ7uku7Zu+1blqcFiJOlEBbNrZlcEnmJSyPLj8lOnZlXXwtI8IjIebFTHgZ4RnBvtS+HvcVWAX4UwFSPVoURVEURekNFR4/hriGgXvyIEYiCtMvbxffLIkyfOsRyMzDNA04ugNj3Qt0Fb7cwRMwsvKheAisfa6nW3QqARtelPTnza+lX8CJfRI5uefdzjRtX1AEw+Yub5V3vQMLPy1zxKfBwU2cqrCdlQ8zr4K1z3feX1suIuTwaVDbbtjSXCtRig0ne64jpx+01EvauGHBO4/B0Eni0o0rKeInD8G0S2DiQqllufLRzv5OCg5tgaYajFEzsYdMwnAdzENb0z62UXkITyoKdC98HrVNPIVD8S77PEYyDh4vKctPc9Kjb7wVRVEURVFOw7IMth1MdRMdO1i3K8a1CzP4t78qxHHBtl1KCjy8vSWCacDIMh93XZXNvmNxdh5M8F+P1GM78C9fLsQw6Gbmkor5sXxWWjHRwCBkhHCQOXBsau1eTA2BGqeKfmYpqZjLrKw5pEhxKNVZ57zIKmJZ4FLsZgt96awoiqIofUeFx48h8ZRBaNRsrNd/LWLjadhj5mAlIrDu+R5txpHtUFgKGXkS/ZiOlvr2lOX3ODQt/oykaAdCsPg2qKvo3p5VAIe2wZhZkp49tN1ZOpWAtiZY84xEHnaluU6EyhHTpWbjjrelfuOap7vfG8oW0XXPWhg7Rxy4M/NEFN38avdTZ6wVhkyEjS+nf466E5CRixVrEWOcfmW9R1i2NZKZk4nHjkEqgev1Y1oW5pt/wKjvfH5P4SCy595MY9KrboaKoiiKoihdSDoWT7/VlLZtULEHv9fg3x+up7qhUzBcOj3Ef/9dEYmky7f+t4bv3VPAd39WQ8c73o17YiydEeK1dZK27bFg126LhfMuYb29mhanpds8E30TMeJn808d49R3qWaTecGFzA7PIebG8Bk+PCkfTrOJqwc/RVEURTkrVHj8GOK6LomMAvzDp2Ee2Ni9rf8InJLheLa+3vsABzbB1GVnnsTq3TAFkBTpRAyy8uDAZjiyHWZdI215/WHyUolSzC2GLa+LMAiw5HYxpuntUBYIw5t/lIjKpZ+V1OVkHC79PLQ1Sz3KjDzw+WX+0tHtEZ+mRFxm5cP4BSJaHtslY9YcgzGze4qcXak8hFG+FyJNEjGZWywRnacTysK/8TmM8l3yDJYHd8Q0jNEXwTtP0yHWGjXHsN59mtBFN9KWVEdDRVEURVGUDlwX4on0Z8G7rszmB7+qo6m1e73G1zdEKMi1CPgMBhV72XU4TtfEkidXtPCzbxZRnOch7iaYP8ul2r+Tk0SYE5iLhcmK6AoAJlnTGe0ZTqK5U0z02F4KrUJq7JoeazIw6Gf265bJkooaEPXhR0oE9Z7UrSiKoijKmVDF5GNKa9IiPnYJ9uVfxBk1C3fEDOxl9xCffi3RlIERae69c6RZ6iuaPWvhAGIG4/VD0eD07YWlYs7i2FBxUExpltwhYmRhqYiOqx6TaMR4tFN0BLm/dEz6cbMLwR+GKRdDU7XUkswtkbniUUnnzi6CykOAIfPnDxAhdd0L0NIgz9XaACNmwMDRMm4gQ0TJ3p4XRPBMxsTQZv0LUg8zI7f7PXkl0FSLcWxnp3BqpzD2rJVozyETut1uVB7E5/RiqqMoiqIoinKB4rMcFk4J9biem2USibs9RMcOnl3ZSmmRl3DQ6HFPRsjkUEWScGaKGUsreN33CNvdjexO7ublyEu8E3uHm8K3MPLE9bhHR+FEup8LnajF4sASPGniLub452LENB5DURRFUc4FH7nweOLECUaNGtXj609/+hMAu3fv5vbbb2fy5MksWrSIX/7ylx/xiv98tKYsGsxcWsYspXncMhq8BbSkPNiOgTNwVO8diwZL5ODYuenbp14C+9bB+IVQUNq9LX8AzLkeXnpQnKIPbIJUXNKZ33kSZl0rwl0yDsVDoXxP9/7718PwqdLWlZx+YmpzfK/0mX6ZOFXvXi11K1c9BuW7Ja27dKwYwxzdCW88LILi1X8FA0bAvvWw7U04vFUEzNxima+lHgZPTP+8lkdExtaGzms7V0u6dwe5JbjzbsZY/0L6MQ5shLLxPS4byXj6+xVFURRFOa/QM+mHh207LJoWpCC7u/iXm2lRU9+7NUs07uL1GByrTDGyzNetLTvDpLbBZvwYh9XJt3r0bXQa2RjfyNrNDrn94sTDLXiybezsCPGsZshMEEyG+XT4Vqb6plJkFTHMM4wbQzcx1BmBHTd6jKkoiqIoygfnI3+1t3fvXvx+P6+99hqG0fk//MzMTBoaGvjc5z7HxRdfzH333ceWLVu47777yMnJ4cYbb/wIV/3nw3Uhkeie3JFKOTglIzADGSIIdsW0YNRFgCERinOuh93vQmu9RByOmS2pzGufg/0bxZRl4iKJBPSHIJQlomNc6ucwcSHUnpCU6JZ6qd3YUi9tBvSoE2mnxOBl/AIYP7/9IYCWWnjtIVlPMAyxqKRkdwh3UWDLa1LDcfrlYBriSD1mDjRUwZqnoKa8c55DW0SovPiuduOdI+KubXmgeHCnE3bVEeg/TD6Pni0CYioBjZW4pTdjhLPBH8L1+KC1UdK7CweBxyvzduyvneqePm55oGAQhDIx4r1nliuKoiiKcn6gZ9IPl4CV4D+/VsiTb7by+voIhgGzxgcYN8zfa5+ssEkoYFDXZOO1DEr7eSivFqGyvslmZJmPGm9Pt+kO9iZ385lrp7DT2cxIYyjLI8tP1X40MJjsm8wEezLjU1MYZ03CcE3sFhdbz3GKoiiKcs74yIXHffv2MWTIEPr169ej7be//S0+n4/vf//7eDwehg0bxtGjR/nFL35xwR/y2giQffkXcNcvxzi+D3AlWnHaZbD9TRHcysaLqFg4SNKWLQ/sWAUD2v/ak7FOQxbLC/n9JZUaYNw86ZeRA1mFsL39zbLd5S115WFJu+6otdhBKil1H0ddJIpcUZncG2uF43tg5EzY+kan6NiVmmOyrsYqEUKPbIcR0+CdJ3rem4zDnjUwYJQ4XAczJLJy3fPtxjqGpImXjpbozYKB4sK96k/gC5AyfTh5ZbhADB9Z3haMJbdD1WERIIdOBteB9ctFrDQtGXPCAigYiFt1BHPPu+QOGkvCn01r8gyp3oqiKIqifKzRM+mHi+O4+Iw4t10c4IZFIQzA73GIp0yK8y0q63pWTbxuYQZBn8GgYg8/faKBb9+Zz0vvtvH2lghtMRfLBNuK9+qPaGOT8rcwnMG83PYycbfzrOnisjmxmcxAFoPdEdhRg3PlTm0YYAYAX5IWuwXLZ5LqPdBTURRFUT7RfOTC4969exk+fHjatg0bNjBjxgw8ns5lzpo1iwceeIC6ujry8/P/XMv82OE4LuQWEJ1+Hd6pCUxczKYqjHgEkgkRGu2kuEhvfxNqj0tdx2FTxR369GhJOymOzx6fuEzvWi3pyKYlAtyEBSLIGcg9qYTUknRdSe0+3SU6lC2C3+sPSfr14tvh5CERCE1TIht748gOGXP7ShFOq8sl/bp8V897j+2G4dPlmSr2Sxr4KVwROlvqxGznnack3XrapTgutDo+UimpHxSwHIzacnj3mc7u+9ZLKvf8W3APbMQ4eRCmLJVakyt+f8r70Nr1NoFBYzGnXEFz8iP/lVIURVEU5X2gZ9Jzg2Pb+Ay7/XvwWw7/+pcF/J/fNbDzUAIAv9fg6vkZZIZMvvOzWv76llxaow6vrm1lxpgAn7k0i2jcpbIuyfCyweyIbUw7V4lVQr1dh2mY3UTHrmyIr6csMBjO0Qtjy2OQCkd5O7aao21HsbAY5RvFtOwZuC2ebgY2iqIoinIh8JGrJPv27aOwsJDbbruNI0eOUFZWxpe//GXmz59PZWUlI0eO7HZ/x1voiooKPeQBcceiLeXHsgyyHQdrzVMw+zpITYWMfEmxnrAQHEdevx7cBE01MONyifzrSkujCH0vPdgZ2eik4MAGqDwo4+5bL2nUW16T9nUvwOxrYdBYOLxNBMwBo0Q4fOfpzhzkfetlbCclYqblkSjLsXMkUtOxRaxsroVos6SFuw7sfRdKhsOwyemFR8sjbtYer9R+TEdTjczlC0BjNW4oi0RGEalkZ9HyEFGMrqJjBw2VuCf24cy4EjeVwoo0Ymx+rcdtxrFdeErHYuWNxLbTF0xXFEVRFOXji55J/zw4jkvIk+S7d+YQTRjEk9AccXjxnTYef0PSon/46zoGFXn49l35PPd2KydqUowbGqB/oZcMN5sSqz8n7Ypu45qYTAtMY1diF1lmVq/zR9wIruEA50Z4dMJx/tT2GCnkLG1jsyuxi/JUOddl3ADNmiGjKIqiXFh8pMJjIpHgyJEjBINBvvGNbxAKhXj22Wf5whe+wK9//WtisRg+X/fC0n6/1IWJxz+YqYfH85H76nwgLMvs9ieAmz9QnKFXPQYLbxWRb9ubIsyBiHMTF4sDdPlemH+LRDbWn4RwNky/FHa83T2duoPWBoi3Sbqy68Ds62H3OyLqbXtTIgqnXQ4nD0D1Udixsnv/uhMwaYnUjmyuF1fq/sMkhdtxIK9YjGYSMRExLQ9MuxS2rZC1+YLpN2LIBKn1OHSS1KHsjaZqCOdC4iS01OPkDiKHCKaTwrU8GPXVYJjybKdhHNyMM2YeCStIaO9Lvf+d7H6H0IIhRA1v7+v4GJPuZ0pJj+5V39B96ju6V31D90k5V3xUZ9Lz7Tz6Yf4OWtj42/8lkpPhZXCxh60ZJi0RhymjAtxxeRY1DTYzxgQxTfB7oTAbYs1+luZcxn5nF9sT24i5MQZ4BjDFP4Ut8S00OA2Uecp6nTdshDGxMM/B3ps+eDex4ZTo2JUWp4WT7glK/UOwtahkD/S/731H96rv6F71Hd2rvqN7dfZ8pMKjz+dj/fr1eDyeU4e58ePHc/DgQX75y18SCARIJBLd+nQc7kKh0Pue1zQNcnPD73/hHyOysroKcmG49G6pcZiVDy/+XFKiO0glYdMrYvBSeUhSk0dMk3qOsTZIpeDkwd4nO7Yb+pWJ87Q/BFMugXAWNFRLDcdgppjTjJwB/QaJeU2HGBjKknRvJwW718AlnxMTmqLBUtPxrUc65zmxD8I5EmE5cYmIgW2NIkR21KQEecbSsZLOPWSiRDXayfRrz8zvNMwJZhA6sgm2vi51Ij1eSdeefxOseryn+JhK4LVMvD5Pe+3IXkhECfgsAsHz+2er+8+UciZ0r/qG7lPf0b3qG7pPyofNR3EmPZ/Po+fid/D2y71cOS8DxwXXddm6L86DzzRR22RjmrBwSpDrFmbyjw/U0BxxWDJ9CHdcP5pwyCDiRHgx8ixRV85pITNE0Aie+tyVi4IXkePLwvB/+C7WrXYrx1qO9dp+IHmAUZmj8BgfedLZxxb973vf0b3qO7pXfUf3qu/oXvWdj/z/eukOayNHjuTtt9+muLiY6urqbm0dn4uKit73nI7j0twced/9Pw5YlklWVpDm5mi31F7DCBCYdSP+Y1sxUon0nXevEcFx0ytiAtPBjCskHTnRi7gWCOOGMjEObcXNzMcYMFL6VxyAuTeK4/XWN0TELCyFWdfAoa1wdAeMmA47V8HUS8EbEEGyoVKiIN94uOdcbY1wcLNEMvqC8NpvROicugyqjorjdW6xmNAsuV3uHz4F9q7rOZbXLyLl4PGwfyNGMLO70JlKiklNpFlSv3e+3a27WziIuG2QiNlklI7FPL2eZTvOgFFEkibJWFv6/fuY09vPlNIT3au+ofvUd3Sv+obuk5CVFdS37OeAP/eZ9Hw8j36Yv4NJx0NTG1TWp8jNtMjPMgj5bAzTYOM+h399qP7UvYOKvAwa6HK0rpVv3pnLd35ax+vrY7y+PsZ37sqnvMbLspm30mI00hyooDbawnUZ1/NS24s0OA2ydiym+adR6g6msfEc7XvQxmf4iLg9x8838xnpG0VbIgIJD05Kox67ov997zu6V31H96rv6F71Hd2rTvp6Jv1Ihcc9e/Zw66238otf/ILp06efur5jxw6GDx/OmDFjeOSRR7BtG8uSeihr1qxhyJAhH7iWToepyPmObTs9nsWyvPhrT/TeqalG0pdP58gOGD0LNryYtltyxBTeDZXjLxxO0AhRmvKQ3daMMXkpHNrS3TCm+ihUH4MFN4vTdDImpiyGIeJeS72Ik5VniLA8ugN37ByMXavl846VsOg2Sc3O7w+tjZKSnYxDMgnj5ouZTteoTV8Q5t4gtSgnLhKn73XPp5/v2E5Y+tnuwqNh4ky7graUhePYhAaMxty5qmdat9ePO2oW0fj5/3OV7mdKSY/uVd/Qfeo7uld9Q/dJ+bD5qM6k5+vP8Qf9HUzh518frmf7gc6X5EV5Fj/6UgF+L/z8aREdfV6Db/9FCH9RFUd822h0U+RZI/jJPwznhz+NUdNgk7JdyvoF+M+HWmmJeJg8cgSLpoZ4aG0Ln7vhemxPjJSbIkAAI+4lGXeB08/OJoSSJIwE4OJz/RD1Yp/lM3qiHiYHJvNm7M3Oa3hYElpC1I2yNb6FTWxkuGcEI/0jcdRspgf63/e+o3vVd3Sv+o7uVd/Rveo7H6nwOHLkSEaMGMF9993H9773PXJzc3nsscfYsmULjz/+OAUFBTz44IN897vf5Z577mHbtm389re/5b777vsol/2xxmtBKNGAkXmGQ3BWPrQ197wea4XiofJVeahbU2rSQvb6aziUOkSj0wiADx+fWnglec0xiZ7sgQtbV8BFV8Mrv4JRF0FWgThjOy4YW8C2e1+n44BlkSoajKehUmow2inIK4E3/yhGNCBRmpOWQCIu9SHHzBYBMhAWI5utb0gdy/LdYoxT17so6zo2hi8IiShuvzKcqZfT6s3Gaa/F02T7yV52D9b2NzGObAPXwR04GmfyJTS5QXlmRVEURVHOK/RM+mfE8PDzp5u6iY4AVfU23/lZLT/6ciFV9XI+/NpdQaoHvEWFWw7tR8Y6p45waDv/8OXr2bDZYv2uGCs2dkYYHjmZ5NW1bfzD3QVEW038Bnjp6N7znGZ5DSLBRl6JvUyLIy+Wg0aQxcEl5CeKsM+ihGcq5TDIGEKZdZij9lEAFoQWsCOxg4pUpxlOrV3LjsR2rs+8EZrUbEZRFEX5ZPORCo+maXL//ffz4x//mL/5m7+hubmZsWPH8utf/5pRo0YB8OCDD/LDH/6Q66+/nsLCQr7xjW9w/fXXf5TL/liTYcSwXrgfFt/We83DCQth65vdr5kemH6FpB1Pv0KcpY/vAcuLM2wyKVIMO7aPIf7hxAqLeIftHHKPsdU6xMJGD70G1zbVSFTixXfKeiJNEgkZCEsEomnA3rXp+/YfhlFfidWvTExnQGpFtjaISNpBIgbrl8MV94rImIhBMEMiITv6AUTbOl22eyOUhXPFlwCXBF6JdOxSANxxXBocP4Hxy/BPWIKBS9z1ErMN3PcaW1EURVGUjyV6Jv3zEUmarNqcvqxPVb1Nyga/1yAjZFIwsJk9bnmP+9rcNk6EdjB/6kzu+UHPl+ltMZenVrTw1U/nvOc7YScU5+m2p7DpfBkedaMsj77ALeFb8CYy3vP42JVUi8GC8GIi/lZOOMfxG/5uomMHrW4rO5PbGe+bQiqhZ0hFURTlk8tHXuMxLy+PH/3oR722T5w4kUcfffTPuKLzF5/XxDqwsdPNev5NsPb5zrRg0wPj5gIGTL8Mju6E1npxqh42RYxT2hog2goen7hPT70E1r1AoEtdw7BpsXThdRjZBsfs4xAY1/uiDAOSCRlv33pJye7KxMVw0TWw9tnu1z1eMZapPIjx9uOd1ze9AkMmwaX3wMaXpL5kBxUHJFrzyHapN3k6RWWSAl5QCrU9D7Fk5kFzLWZWAcTa8Lsufo+PVDCbiOMj0X4eNU0Dn5HESkYgHiUYysb0+GlLar0tRVEURTlf0TPpn4dEwuX07OLsDJP5k0NkBA0SCYeLZ4SIJBwqA1tIYxANwBH2MsCZyIyxAYYN8BKJuazaEqGhRdLe1u+O4ThIpk0veHwmO5K7u4mOXVkfX898/2JSsbTNvWK3mQSMLMaHJ7Ei8Vqv9+1N7mWsfwIkNOpRURRF+eTykQuPyoeHz3QwOtKIa47BljjMvxkcW6L/TI8If9vfkijEgaNh0lIRB+sqYPUTMPt6yO4HuOD1wYFNPc1UHJvQm09x+TVfptFthX45kgZ9uhs0wMBRkgrdUNlTdATYtkJExFnXwu53JEKxeAiMny8mNV3Nbzo4vFVcs8ctgFC2REBWHRGDmEs+J+7bzmmn1FAWZBfCO0/JPW/9UepMdhDMhFnXYrQ2yF6sX47RHi3qtbxkXnQ1bQXDSTgWOUYb1hu/69Y/WDoG77QraUzor5SiKIqiKEpvBAMGfq9BPCnq42cuy2JIiZdX17ex75icJW9amskbG9swzqAaGhjkZVsMKoJNe+PkZJjce0MuVfUpfvVck/R03TMKj5YXqu2qXttrnVocrw2cvTDouuA4zns+g6IoiqJ80lGV5BOEx3AgI7fzQmMVRFpEbDtdiLNT4jZtGCIYDpsq9RBTSTi8ReorjpsPr/46/WSug3VsL/mGgZudhJlXSnRl13yWcA6MmiWXDmzsfeG714gBzbApEhnZ2gDRyJn7HNgEw6dC/+FQUw7j5on4aHnhsnvEIKf6qAiiZePk3jXPQDwCdcdh4a2SBt5aD+Fcmb+pBjJy4NXfyBzBTHHEjjRhvvMkocvvxe/LwHr1N+KA3QWjfDdWMJPAmCXE0mS3K4qiKIqiKBD02tywOIM/vtLCVfMySCRd/vnXdafa9x1L8NKaNv7jq/1wPePZn9qfdpxRnjE8+XKCEf2buXhKgkTK4rk1KcLBADctyaSyLoXf46R9Lx7yRwhYFbiJreR5Sjjey1qzjWxMx+T9WgfYSZgQnsCB5IG07aO9ozETXpz3PYOiKIqifPxR4fGTRColItvBTZ21DJMxCIbTpx4DBDKgqVqEvHk3idBWvkvMZUbOgFQifT+QiMT+IzBe/y0MngBL7xBH6VibOFb3K5Oai1MukWu9jtMKySyJfjQtWUfN0ffu49giLO5+R74uugYqD8ucUy+BWdeI87XHB2883Pks+QMkInTTK5JePf0yePMPkqadiEoq9oQFknIea4OcQmhrxty7BmPsvB6iYwfmgU0ERs8lhr/3dSuKoiiKolzAOLbN1fNCGMDEEQG+9b81Pe5pbHVYuyvKiGGZlOYNptw90q0908xktDWO8XPWkxf9GiR2gRFixNK7OZb6Gs3xYnweA4yetRND/jaCsfsx6+8Dw8fEsnfYnjRw0xSDnOGfgdNq8n7NA13XJd/Kp8wzmKOp7s+QZWYx1juOVERFR0VRFOWTjRal+wSRMiyoOAizrhMBEeDQVhg+rfdO/YeLWHdsJ4SzJQ273yBpq6+QSMDeKB4i94PUVXzjd+IYnYzDrtUSQThiBuxYCYWDeh+naAikUrgjZ8KSOyTS8eTBznWko99gEVq7sn45FA0W8bV8N7z+MARCsHNVp+g4eIKkfYdzZJ35A2HPOomyDGWKSDluHqz6E7z7DGx5TRy0j2zDGDYVI91r8w6c1Kn0bEVRFEVRFCU9lpvgxkUBqht6KeAIlBX7+O5/tRA+PJfZqcsZ6BlIsVXMFGc+M1uvIy+1jbymS0V0BHAjBCL/zTA+TVFWLU+saCGepv52wKoQ0RHATZBV92OuDMzEh69zfVgsCCwkI5mDc3pByrMkbIZZ5FvMFcErTj3DgsBCrgtcj9OiMSCKoijKJx/9v90niIjtwTdgJNb2FXDZX0BzjUQF5hRD7XE4sa/zZsOAGVeKYOg6Uv+w6oikJ09YCP6QmMFMXAJv/6nnZDn9RLxrrRfxMhGD2hMyRgfhbHj5V/L90jsktds+7YDpC8LQSZCM47oujt+POX4BRqwVcopg7zpJj+6KaUlatmnAiQMigI6bL2uOtUq6uevA7Otkvsw8GWvKJRK9GI9K3ckr7pVal8//VMZtqYeRM+H1h3pGetaUw6GtGKNmQv8RYmRTNg4GjwcM2c8T+3AtX69F0BVFURRFURTBdZwzukUnki6JFPzbLyIU54eZP30BPq/LYzttrpvbyPjiL6XtZyXWkZt9hNbIyB5tPp+F0fJwt2velkcYbFfzmfxv02rm4FiFhNwsiHmwz5D4cza4EYs8p4Ql/mJcw4WYRSrl8H4jKRVFURTlfEKFx08QjuMSCfYjNH4hVuUhOLEf/EHAhElLxLClphwwIL9E6jiue146W16JAASJHJx/C+x6GyoPwtwbYfub0Fwnol/ZOBHocGHyxTJmfkjm2L9RoiezCiSy0Gh30HYcWPpZ2PyapDljQP9hMGGRGL00VmP2K4Ppl0va9In9YnJzyedg08sSyYkrDtwTF8l6HFtcsQMZ8Pbj7QKlIULomDliljPzShg0VoTKY7vg5AH53FAJa5+DBbd0muLUHhfDnd7Syw9vg9LRMGa2RE7WtxvypJJgWrhDJ2NYpgqPiqIoiqIo74FtO4wf6uu1PRzsNF6prLP508vRU5+/ekMcErt77RtIrWTUoDGEA1GS3RyjDQynrsf9VuQNsiJvkGVkkijdTlPbh/9PJMdxcaKyBrSmo6IoinIB0af/q1ZUVLzvCfr37/+++ypnT8w2SIYGEMroh3/gKNixEuOdJ6W6dclw3BmXY+x8W8S8q/5SogUrD0t05MRFMkhzLax8VAxZ+g0CfwYs/DQk4hAIi1BnWrD6yXYRsR3DgJlXS3s8IsY2824U85jqo2LWMnIGjJsrYqEvAC8/KBGIIPe88bBEKpbvAcuSP3OKpJ+LpG+/+2xnnUV/EDa+2GUHXKjYL5GYU5dBS4OMu3tN5y173hVxcva1EuWYWyxCpMfb3en6dJyUPFsoS5yz96/v0mZjHNiIlYgSmnwlkdTZux8qiqIoitI7eh795BHyOXz6kkweebWl+3W/QWGOxTfuyKOq3mbVlgiHTnSWswkGfJAKgBtLO27KKOKqOUkyvdXUJ0o7r6dsnPAtWM0Pp+3nhi8mkQp/CE+mKIqiKEoHfRIelyxZgmEY733jaRiGwa5du866n/LBsG0H03QwXn9IRMQOTh7AeP6nEkU4aIwYyExYBEMmwf4NkIi0pxHvF5OVXatFsLv4s9BhmLLhJTGjyciVyL+CAZ2inutKBOWSO0Sg83jh5CER/gCiLWL80sGl90idxoxciZzsSJH2B+Hyv4CDWwBX1rFrdc8HNQyI9mJA01wnadSZuSKynk7FAREfTx4SwXXlo2JEk5Xf+8aGsiSlHFcMfNJgHNtFYNIlRAj2Po6iKIqiKGeNnkc/eZikuHZ+kCmj/Dz6Wgv1TQ5LpgeZPznEEyta2LQnTihgsOyiMNkZJv/3D/UMKPTiC+QRd+7E3/ZAmlE9mBmL8LTUgN0AdAqPjuNieydi+idixLd172YEcPL+iVhETQIVRVEU5cOkz3kE9957L4MGncHs4zSOHj3KAw+kOwwo5xrTNLAaT3YXHTtwbEmhnn45xGMS/RfOgqmXipA3do64Ph/YKI7OExZAfaXUa1z5GKdq0bQ2iHA55RIoHSNmLiDCYVuT1F/M7gcHN/e+0A7jm0FjJIqxpT31xfJIqvTg8WL20lWs7MrAMdDWKOnShiVrO7JdUqpdV76O7Oh9/oNboGy8rGPRbSJuJmKQWwINJ3veP34+HG1PI3fs3seNtkjtSkVRFEVRPlT0PPrJw3STDC0y+OZtWdiuQTxl8lc/rqIt2ln/8MDxRmaMDfDfXy+ivsWmOeIhlP1tfMm1GIktXUazaMx+lMb6QnJC1Zgel5xwFfFUDtG4CIrNkVyyi5/Far4fs+nn4LTghi/Hyf8hzbFBZ6w7qSiKoijK2dNn4XHx4sVMnDixzwNv3bqV+++//30tSvlgeDwWZvnO3m8oHSv1DSsOdF7bsxb6lUlKc/URiUAsKpPajE014vCcrgD2thWw4NOdwiNImnPpGPkzmT4FBpAIy3EL4LVft0cStmOnxAk7mCEi4NRlsOmV7n2DmTDlYqm7uPlVqU/p8Ul6+NybpPaiP/ge80clKrN8t6SMT7scMvNh4adE7DyyQ4TUYKYIrM11Mv6ZREeQFHJFURRFUT509Dz6yUSco1N4TA8/f6Gpm+jYwZZ9MbyeHFoiDtF4ksMV+ZQVPsWAwiN4k28SSRbRzGL2Hw0zf+TL+Oq/DqnjeLHwZFxHIP/faYr0w3FcGlvz8Pm/TWDAvRgGJFJhYhG/io6KoiiKcg7ok/D4yiuvUFJSclYDjxkzhldeeeW9b1Q+dFzXxfVnkDYZKTNPahV2FR07qD4qEYhj5oJrS93DUJbUdTzdWboDOyX1I02rU5DLHyCCZUYuFA2B43vS9y0ZJqJmohdxcPcamHoJFA6Cy74g6eCxNhFIi4bAkW1iMtNBKiERnIPbYOxc8PhhwEg4ebCX+YeLqJjXX4xiMnIhEJS06/wBIkC6LiQTuBm5GHnF0FAl0Yz9yjpTyLuSVUDSG4RkzyZFURRFUd4/eh795JOwTVZvi6Zt+8ubc2lqc3htXYRNe2KEAiYXz8xi1viLqKybxvHqFNX1Kb55yyF8iR3gLYPUccDGaH0CT2I7uSV/wiFENJFLLOEjkcz7QOv1+A0cy8Z0TZy40S6gKoqiKIrSlT4Jj6entFRVVbFjxw5aWlrS3n/dddfh8/nOKhVG+fBIJm3coZNhd5q6iANHw+Ht6TvmlUiU4eonRODrYNndZ57QMDn1irjfYMjpJwJg/Um46CoROZ3TrJ4z82W+M6VitzaA6YFUHN5+UoxwgpmSSp1bBDtWpe93ZAdc9WUxoOk/Agq2i6jo2CJCdkRHDpsMG1+WlO5Z10hq+t72ddefFKHz1CNacOnd0FgNVYfFwXv9C/K5g3AOzqLPEHH8qFuhoiiKony46Hn0wsAyDZKnZdlkhgxGDfLxlf+oItl+pGyJODz1Zitb98e57dJMblvaSjD5PL76BwEbMq6BvL+Hyi+AXQOJfZiJzZjV3yac+zXMwB1EYu/PSMbyGDjhBJsTWzmROk7ICDE1PI0cO49U5OzrkCqKoijKJ5k+p1p3sHz5cr71rW+RSCTSthuGwXXXXfdB16V8QKJWiNC0yzA3vtTtupuRi1Fbnr7TpCUS7ZeMd7/u9UMoGyJNPft4/YALXp9ESxYOgsYqERRTCdj1Dlz6edjyuhi5WB4YMgHKJkBthUQb9kY4W8RC14V4Gxzd0TmnPyS1HV1EoNy7Vv6Up5Tv33lS3LjHL5CUbI8P5lwPyYQImOtflEjH2uOyjjnXwTtPpV+LY0NTrUSCJhMQa5UU82iLREGGMsFOYm58iexpl9FohvStt6IoiqKcI/Q8+snEb9ksnRHihdXdzQOvnJvBb15oOiU6duXQiSSThtST1XADRnxjZ0N8K3hHQPGDcOJauRbbCr4hmLXfIDBgKjHzorM+r5mmQSLcxhNtj5NCFlRPPcejx5nmm8b48CSCbgOWEQHDB446qiuKoigXNmctPP7Xf/0XEyZM4Dvf+Q45OTnnYElKX/BaQKSZsJki5vURT3Y/NEVTFgyYSLBkBEb5LoxEFAaOkrqHrgM1p4mP4WyJEDxddAQREKdfBm8/3r2+oWHA7Osgpxjm3Cji20u/hPk3Sh+AQ1sgI0eMWaZfLnUSY60QbZX+WfkiJKabd/RsEQh9AUkRb6mHcI4IhNtXwom9IkrmFsO0S8UspiOt2zRh7o0S0Vh/EjCknuOhrVKnMStfRMcO6iskbfxM9Rtb60U8bagUEXbwBNj0KgRCEI+eemarvoLMZX9Bk+PtfSxFURRFUd43eh79ZOI4Np+6OJP1u2JUN3SeyYaX+nj8jfSRrYNLvPhTr3UXHTtI7ofYOgjOh+gq8JZC24sAmA0/JJDzCJH42RkCGgGbN2MrTomOXdmY2MjYjDL8xxZB8jAYfsi+i8yc79DYmqs1JBVFUZQLkrMWHqurq/nud7/LuHHjzsV6lPfANA2yPXHM3e/C4S34cPGUTSQ0Zg5NdqDbW9toyiRKmJzh0/HsW4ux8lGp1bj4M51CXgeBDBEeT6d4KHg8kna85HY4cQDqT4iz88gZIuot/5kIh0MmweBxIi7mD4C6EzLGtjeheBhMv0JqRh7ZJunXXr/UYrz4Llj5iLhhg9SLHHURFAyU7w0TFt4qffL7Syp417U2VIrj9uLPQM1R8IfF5br2mLheT79c1huPSL3Kxqp2wTPQ3XymrbnnvnQlt0QiOEGiO7e+IfUt206LBI22YDVVYWaUatSjoiiKopwD9Dz6ySXoSfAfXy1g3a44q7ZECQVM+hd6CAVMmtt6lrKZMz5FRvyXvQ/Y8hRkfQpiayG0BJr/AICRPIplxoGzEx4dT4qqRFWv7RWJfeQZPvngxqHxAazYFjIKH6clkn1WcymKoijKJwHzbDtMnjyZw4cPn4u1KH0g25PA8+ovMfe8I0JaPIq5by2eVx4k2+oZNejxmFhHt2Nsf7PTIGbNMzDzKhH9wjkS7Vg6WuozdiWYCWPnQO0JEde2rYCC/hJhGI/Ciz+HNU93Rise3SGC4b71EuHYYW8zdDKMmwepGLz6azi6U/pEmuXeeAQu+Rxc+SWpJ3nlvVA2HnatlhRt15HIxpKhIlYGMnpujOvA7ndg9BxJr/YFoHwXzL9FohzfeFgEy9cfkhqRgUx55q6cPCDu1ekoHCTr7Yjk9AXSC7XtGPUVmKbW+FEURVGUc4GeRz95WJZJwvVR1+ohkYRRg3yMGewjK2zy+GvNXDwzlLafvOM9wz9pDBOwoPhXUP0dyPsmAK5/Gkkn/ZgfBAMDTqtRacTW4nXLMfRoqCiKolyAnHXE4/e+9z3uvfdeWltbmThxIsFgz7eEM2bM+FAWp3TH4zExy3f1jLADiLZgHtmKt2wmyVTnYSdIHPN0k5lYK7z+MPQfJqnSdhK3sRo3qwAzI7ezVuKI6ZLSHG2Bi65uN4ypFLGwbBzMu0kOcy31sG+d9HNsER1D2XD1X0pKdYfImJEj6c9NNTJGVr4IletfgNKxkr58ZAenDmuFpTB+odSdbKqRa6EsEQeP7+2s+dhBTbkIqtvfFBF1+HTY/Fr3lOqO+za/CtMul1TwDkqGSbTmvJtg+1syp8cHk5eKKY+dFCHz4CZIJSVtPZ7eedHNLtRoR0VRFEU5R+h59JOFY3jYuDfF/U/WnIpqHDnIx+euzuZ//9RARU2Kf763gG0H4hwoT3brW5CbTST4RUKRFekHz/osBGZC7T9A9G3IugnMApy87xCP+HrcHvAlCXgbAYeUEyYSz+x2pjNTXkqsEk7aJ9NO19/MgsT+ng2xtZjmRGxbDQgVRVGUC4uzFh6PHDlCbW0t//M//wNI8e4OXNfFMAx279794a1QOYWPJObpYlsXzGM78JVNIdnlr9U0gGhHgW4Du2Q4jf0mQSBMVnYAT6QOkgnc4mEcbwtTvOiz+NY/K87NucWSJo0Lm16BqZdKxGHxEDiyXSII7ZTcN3WZpDCbloiNr/8WEjFJuZ5zHexcDWu3izBZMBDm3Sii3ku/kGsDRsBrv+WU6GgYMGkpvPl7Efk6iDTD6icl7bviQPdU6UBYIhIPbRVBdPhUWH8i/WZVHhKn7UFjJQKycBBYXigaLOuedY2kbDs21ByDV38lgq8/CCMvEnObkReJQHnaW228AZy8AThJFR4VRVEU5Vyg59HzD8P0EE8ZmAYEvDaplAhwpmlwsMLl3x9u6Hb/vmMJ/vW3dfzdZ/JYtSVCUb6H79yVz4nqFG9vjRL0G8wYG2Djnji7K2cwOWMuVvy0l+2+ceAfA+WLOq/ZDdj9n6Q1MahbzUXDMMgJV2M1/ACj5Q/gJvAGpuMr/AmtydEkknK+dmMmCzMX8UTb4yTpLoLO8o0h1PwQPc6GAJ4SXFvPhoqiKMqFx1kLj//2b//GwIED+eIXv0hBQcG5WJPSC65hikFKb3h8uHTP4Ui6Ft6iMoyGSqqnf5YXt3l56fEUjgtLJ3u4ZloxxTv/SMOMW/nDGy1cO9NgTMlwmHF5e23FT4lAWHsc3vojXPElWPuMODl30FFj8ZLPwbHdsHNlZ9u4efDmH7vXTaw9Dq/+Ru73+iXV2k5JunQHJcPgxL7uomPnTsDedTB0krhZdzByhpi/gERDDpty5g2NNMOIGSKkegOw6lHAgCu+KNGb+zZIbcitr3f2iUclorIjfbxfmURC7lsPFfshlIW74FNEjSBwBqMaRVEURVHeN3oePX8wTYOWuJdHXmth/a4YGUGTGxZlMHOsH5+ZJGb7ePDZurR9C3MsCnIsTNPg739STShgcuPiDG5cksEvn23i+7+oJZmC5au9/OCehxiSs4Y8+wHAhoxrwDsUKj7bbUw3tJCm6OgekYdZoTo8FcsgebDzYmwDVvl8MkrfpSE1Gtd1cRwXT1uQT4U/ze7kLo7bxwkbYab4J5Mf24i/4b97PogRwPFPx2lV4VFRFEW58Dhr4bGiooKf/exnzJ0791ysRzkDcdskOGoWVuWhtO32qFnEXS/QeZCK2haBycuoa7L5u4dNjld31oF8ZIXNa5st/uuv/oIth132lbfyms9i1MVDMdc+L5F+HRQPhUW3QVtDd9HR45UIRgypx1g6qrMtu58Ih+nMWlxHBLzh02DnKoksND0ShQiQmS+CZm80VEqqeAcDRkFOkaRgg8x7RutAAywPWBbsWQvNtZ1N+9bDmDkwcREsvz9990NbxEzn9YdkD6ZfDpMWS9Rk5WHcgUVnmFtRFEVRlA+CnkfPDwwDGqNe/vrH1cQSci5raHb4f482Mn2Mn7/5VC5HK1McOtHzRXPQb/CF63L42/+qJhqXvvXtfScO97N4eoi1OyTzJZZw+fufehhUvJh7r13CzOF7Mau/BvEt3cZ0Q8uI2SU9REfTNLCSG7qLjqewMeu+TTD390RiktLvpIAmL+N8UxhrTcRwDexm8ISn4PqnYsQ3ddmEAM6A52mLqUCuKIqiXJictbnMyJEjqaw8gyCknDMcxyWV0x+3dEyPNrf/CFL5ZT0OUq7rEvXnsO5kDserUz361TbavLIpSSThUpRnMbTIxdjwUnfRESQ1+eRB+RMAAyYtgXk3i+CX0w/GzRGB0jAlSnLeTWLY0htVRyVqceRMSXceMa2zLdoqNSF7IyNHUrynXAKX3g1TlkqUY8nQLuMfhv7D0/cfNFaeJxmXaEtfl9pQ+QOkjmNTjbQbppjdzL9FjGsmLOp0Aff6Jb373Wcg0iImNkVluGcUPRVFURRF+SDoefT8wMXDL59rOiU6dmXD7jgnam0aW2365Vo92i+ZGeaZla2nRMeubDsQJxwwycno/k+ZY5UpfP5s4u5onNy/A89AaTBCODl/Q6rwQVqjmT3G83gszLbne30OI/ImXqtnXe9UwsGOGqRi8r67qS2PRL9nsAeuwi74MU7xH2HILtqcmSRTZ/3PLkVRFEX5RHDWEY/f+c53+PrXv45t20yePJmMjJ4Ow/379/9QFqf0pDnpIXPqlXjHzME6sFFSPoZNJRnOpyWZ/q8zkrR4dX1b2jaAtzZFuXJemLuv8tDfH8V4+Wj6GysPwZCJ8v30S6GuAra+0dm+510YPAFmXili3sHNUguxN/xBMXrxh8A0JXLSdeDAJolcXHQrHNhM2jo5I2fC1hVSj3HbCrBtmddxoXQMlO+GnW/Dgk9JFGL5HhnHMMUYp2w8HN8jZjVjZssaPD6oOy4RnbveljqS/qCIq8d2wZqnJJKyaDDMuV4iJu0uYu7+dtOdykO4A3J7f25FURRFUT4Qeh49P0g4Jut2xHptX70tSlbI4B/u8nCyJsaBE36Wr3Fpi7lMHO7nXx9Kn4INsHV/jHmTgzz/tpxxs8ImX7oxmwH5Bq3RMDHPdYRK5mMZEVx8RJL5JFrTi3+u6+Ja/U8rWNQFKx/XfW9LateF5kg2hjEJy5qCaRhk+0Kk2trompGkKIqiKBcSZy083nXXXaRSKf7xH/+xWyHvrmgx73NLS9KDN1hEzrybaGuNEYvbuGcwMjEM8J7hb3ruRLh86iECLf+K5Xyte2NWgdQyDITBcSCnEHatFqHu8Laegx3ZLlGH4QIxpFl0mwiS6Rg+VcaoOiwi31uPSgTkZV+Q1GtfAObfBO88LXUUQYTDCQslEnHENBELcWVte9fC+AViVDNghJjMbF0h1yYvhdZGCGfD/g2STj3zShFTd6+BtkaJXrz0Hnjp5zJX/UmYcwNsfAkaqzvXXXUEqo/BZfeA1wfxdvGxuU5qU9ZVYJbOQA+YiqIoinJu0PPo+YPHY5Do5Zy6cFKMoXk7yYr9kPFFR1k0cBo3zvs2D75YiAN4PQapLoYsoYDBzHFBgn6D4nwPYwb7uGRmGMOAcMAkM+jgtp8ZUymH5lQu8N4vg5NJGzfz05DYDDl3i4JoWGDXQ/3/xcm8g2gij7Qvw9PgujK/x6NRjoqiKIpy1sLjfffddy7WoZwlrgsYBsmU855pvSY21y3MYNPeeI+2YQO93L5wG4HKKwAH8rsIjwUDJa143fMizAEMmwrzPwXbV/Q+4Yn9MGCkiIflu0W8279e6jJ2mMUUD4W8knZXaCTtefFnRPzzBUQQjLZJBOWVX5L5bRuyCyTSEhc2vAix9khOX1CctVNxEQWHTxNn6sZqmbe+AkqGiwo7YCSEKuGFn0IoG2ZdCxuWS2p1a0PnGo/tkjTyrqLjqb8AR2paDp8qkZUA2YXQ1oRTUIrjqOioKIqiKOcKPY+eHwQ8DpfMDPHC6p6ZN1fMNphQ8Ds8dd88dc2bPEI/nuLr179Avb2Uy2aFeWZVKwunhLhuYQYey6At5rBlX4xw0CQjZJKyXb753zW0xVz+9rZcZo2xcJ2zN/hLkYcZvhzj5F3gtMpFTylu0U9xvFNItmgZHUVRFEV5P5y18Hj99defi3Uo5xDHcRk2wMvs8X7W7OguPv7NjVECdV/gVHSevRKKB0PlEanh+NYjUsOwg4GjINYiKc69EWmWGoyjZ0H/EVB3QkS/KZdAMiEVuTPzYPnPO/vE2kT0y+knjte5xVK3cfdqiboM58icTbVyzws/6+6CnYjCu8/Css+L6UtbI7zyK7q9md67Fi65C7a8Ci3tAmNzLbz9J5h9rbhve3yAAUVlMH6h1I3sjcrDMGJ65+eRM2Dtc7iX3E0qqcKjoiiKopwr9Dx6fuDYKT59SSYbdseoqu8uBt59RQxPzXfT9cJf9xfklqzmxsVFTB8TYO3OKH//3zUkki4ZQYPrFmbiOPD/PVDL330mj1T70D99vJHJ3+6H3zw74dE0DTypnRjVX+nekCrHqLgFBm0Fss5qTEVRFEVRhD4JjxUVFWc1qNbU+fjhIcFXb8nm+vkJnlsTw3YMrpppMXpgOZSXd97Y9E8w/QU40A9qj3cXHQtLobFKUo2Lhkh7OgrLICNP0qLfeLjz+rYVUDoWRk6XdGenS33EosGQWyTX2xol+rHysAiQu9dAS51EFE6/HPat6y46nsKFPWvknuojIm62dKkNlIzDmmfgoqtF5PR4ZeyqI2Jm038keANw8WclavLQZomI7A1fQMRLX0BE1crDuPNvoY0AfU3FURRFURSlb+h59PwkYCX4j68UsPVAgpVbomSFTK5dmEGWdwXQ0/gQgFQ5HurxmIW8uKaVt7d2vvBujbr87qVmbl6aydjBPl5a08biaSFeereNWMKlocWh+AzHt3SE/C1Ytf+QvtGNYrY+gdf7FZLJs4+kVBRFUZQLnT4Jj0uWLOm1fs7pGIbBrl27PtCilHOD4SYZMdDiO58Ogp3A4yR6/r26bVB7JYz8NWyv7d42cDQc2iIpyePmifNz7LTUGV8ABo2RqMfd7/RcRPkuaa/pIlpmFUBBqQiBh7ZBVj7EozJGRxozSMpzxQFJne6Nxiqo2Cei5dg5In6ufa5TqGyohHgE3n5cohsvukrExqZaGDML6sqh4qAYz0y/DHL7w85V6ecaOVMcsJfdLdGYhomTTJDy9r48RVEURVHeH3oePT9xHBevkeCi0SYXjc7EMF0cOwnGe/0zxKQ1bnQTHbvy7MpWvn1XPv/8q1q+fVc+L70rZ1Kzbz8i3Wcy4pDY03t7fC2mT18qK4qiKMr7oU/C449+9KMzHvTq6up44IEHaGlpYezYsR/a4pQPn0TKIZEC8GGafjJI4feNgsTezpvcNmj6D8j9Lhzu0tm0Ol2c170gbs/718Ox9uLtpWNg0mJIxCXysDd2vyORj001khZdNhZe/TXMvk7qQmb3A8uSaMTTiTRDZr64YacjswAaqqHmmHyVjoapl8DGl7s8X7sImUqIcc2S2yUC0k5JSvfxPSKCZuSJWc7kpVLPsSsFA6W+YyICrz8sAqxhYl7z14RJEjF82LamWyuKoijKh4WeR89v5FzkQHvQoOMZimUEwE0jLPpGYZNDVX0vEZFAPOniumA7YLb/XGQEDXIyzt7QxXF94B0O8c3p2/3TcPrgaq0oiqIoSk/6JDzecMMNvbYtX76cX/3qV8RiMb72ta9xzz33fGiLU84NlmmQacUxGysxattwB/wK48TF4EY7b4qthYHjYOvGTkfpqiNS43HPu5LC/ObvRThccIuYtgQzoa1JRLtENO3cgEQcDh4vRjFHd8KK34vgWH0E+g+XaMdUQq6dTvlucco+vLXdYec0xs4RETCYKRGZ5Xtg6GQxrUnGxdW6q/GL64ixzeAJ8pwd6eNZhVKbcv96qeO49LMSRZmMS/3HZEL2YM9amHk1rHwEJi/F2PI6gYaTeKdfSSSjmFhK3QwVRVEU5cNAz6OfLCLxPDKLfolZeTvdStQYAeyi39AWzyUrbJ1xDI8FU0b62XM0jmnANz+bh9+TSl+R54xrycKX/09YFVf3bDT8OBm3kGzVNGtFURRFeT+8b1Wkvr6er3zlK3z961+nf//+PPXUU3zxi1/Ess58QFA+WizTINtpwvviT7He+gPmu89grNoChStx874NwQW4WXdDyTtQVyW1FoOZ0vnEXkm37vicSkpNxrcekYhAw4T1L8DWFeJa3RvFQ6G+ElY+KuYtHQLjgU0iHDZUSPpzOuwUHNgIC28VJ+sOvH6Ycz1UH4U1T4sj9YSF8lVxUOpTYkgtxmCm1Iv0+GDYFHGuzsiROo9G+8+vnZQxQZ7xjd/J2C11Eu259jkRR4/vEfHy4jsh0iTP01yH9cZDhCI1mO8n30dRFEVRlD6h59Hzl0TSQ5uxDHvQJtyseyC4ACf3W6QGbaU5MRbbdsnNMOiXm/7vctIIP/vLE9x2aRa48MC3ixg5wMB1zj7jxHFc4sZ0nML/BKPLGdQqwh7wMq2xovf7mIqiKIpywXPWrtYgb5V/8IMf0NbWduqtsmlqZNf5QIaVwHr94e6u1NUn4PmnYdx8nNF/hbn9XbBPtkcuHoeFn8a1UxiJGATC4hy9b72IbKYFw6aKmPj6byVaMZQlAuXuNRBr7b4AywujZnav3RgIw+jZkFcC/jBc/dcStRjKknqP3oDUbmypl/vrT8LEJTDvRhnP8oBpwubXJHoRoL4C3nlKnLnz+4vRzIRFIpYmopImbgD7NojbdfVRicIMZoiA2lQjxjaGIZGVriOp2x0MGiv1JkGE0Jwi2Luu+6NuXE5o/h20Ou/r10xRFEVRlDOg59Hzn1jCTywxDH/4PzCNOLYTINHl6Oi3kvzzvQV8839qaGjpFBRLizzcc00OGC5tUZtblgRJJRMfyNuvLRYm6buT0KCrMe0qMHzYRgFtsfxTrtmKoiiKopw9Z6WI1NfX873vfY9XX32ViRMn8i//8i8MGzbsXK1NOQdY8RaItvRscF2MaBtsXiMpyl05tAVj9CzcYVOxayuwwpkYA0ZARq605/eHl37Ref/4BRIFOe8mEfWO7xXhrngITL1UxMLMfLk3M09cppvr5J4DG8C2Rdhb9nmJgow0wdi5IlBufhWmXwFv/kHcrxfdJuLnK7/u7sDdwY5VcMUXpa2tGdY912mIk1sk66k5KuLhwc0SuXjRVfDuc7B/o8y1fjndTrIZuWIs8+Yf5HMq2RkF2pWGKjzYvE99X1EURVGUNOh59JNHPGEAPbNdHMclL5zkJ18vpKLWobwqycAiL+GAwbvbI+RlW8wZ7xfR8UMgkfCQSPQD+n0o4ymKoiiKchaKyPPPP88///M/E4lE+PrXv87dd9+tb5XPMwwDiKdzBjQAFwoHYWx+NX3nPe9iRFrwZBdCv1J44aeS9pxTBIlxnfcVDBTjl+YaEeaGTYYFn5K2uhMi/I2eDWXjJOpx2qWSdt1SD+ue7xznwEYoHCSp1ztWwqGtIvhdfCfsWS/O2DntEYmJWHrRESRlOtYmdSQX3trdhbuhClY+JjUqX39IhM/VT8LCT7fXdGyPnrzyXnG99vrFtduxxRW7Y84BIyWVOyNXTGo68PpxDROvxyCA3BvH227uoyiKoijK2aLn0QsP23bxGQmG9DMY0d9DNGmQsg0umx0i6Elh2x+O6KgoiqIoyrmhT8LjX/3VX/H666+TlZXFd77zHYYNG8bGjRt7vX/GjBkf2gKVDw/XpTNKESQdesQ0EdIME8JZkl4d72UAr0+cqyNNne7Wji19OghmdopvqYSkH3dNQTYMiXLcs1aiFWMtkJkLm7q4TndQcwwahokAWXNMxt38mrhUN9WKUOi6Egl5JlJJ6D9C1jN+Aexa3VlXMhmD2hOQP0CE0UgTOCk4sQ8aTkJ2AgaMgOpjUL5LnnXwRInSXP0EBDKhZBhU7JfoyLf+eMo12x0zB8s0yDq8AbPyIBQMxJfTD6ewjOaUD9v+APlAiqIoinKBoefRCxvXdUkmbTzYeDpKcmsKtKIoiqJ87OmT8Pjaa68B0NTUxH333QfI//wNo7txRse13bt3f8jLVD4sYqaf0OCJGMEMqWe48rFO1+rSMbjDp2NsfT1958ETxWRlxmWd15prJeqxoxZia704XfdGTj9xxz64SSIIc4vFCKY3Dm+FURd11lc8tksMYd54WD77gpKSHcoW0fB0hk2R5/QFYM8amX/J7bDrHRELARoqpZZk3Qn5HI9AyVA4tEXMaF58QGpXdrD9TcjrD5d8XoJF97wromgiJpGSO1aCY2OUjcNc9QjG6FmSOl6+G7PuBGYqQU7JcOpsHwCGYeDxSLRGMqknaEVRFEVJh55HFUVRFEVRzj/6JDw+9NBD53odyp+JSNLEO+UyvI0VGCt+172xfDfG8Km4ef0x6iu6NbkjZ2LEWmHmFeIIbXokMtC0oHwPzLwS1j4v6ctTikToS6RJ6x4zF7a/Jd9XHZa6j2eqy5OMS03IUwtxIJQp8zq2GMUkojDzKljVRUQF6D9SBL8XH2gP90REz30bpP5krFWMajJy5E+QiM1kXIxjpi6Tuo9dRccO6iugrUHqQA4YCQNHSRTo3rUwabHsT/URjLFzROSsPd7Z9+RBjMIycubejOOCJ1KPcWgPeAO4g8YRNYJEbU0bUxRFUZSu6HlUeT8YhrzkdRzNNFEURVGUj4I+CY+2bTNx4kTC4fdIae1Ca2sr27dvZ/bs2e97ccq5IWmDd9fb6RvffhwW3y7Rg+V7JLV44CgMw8LNzMNY+QhkFcCUpeA4YtDSXCcRh9d+VfpUHISld8Kap6CxWsb1BsRhurEKWurkWkMl+EMSXXh8T/r1lAyD2vLOz7lF0NooNSIPb5MIxroTcGy3pG5XH5E07MJSSSV/8f5O0bED14ENL4qw+M5TMHSyrK/mmNSc3PWOCKfFQ8XMpjcOb4PJS0VUtLyyDxm5ktrt80J2EdQd7y46tmPUHMVTexSO78M4srWzYdsbhKZcilE6kUjK6n1uRVEURbnA0PPohYtpWcRTJqYBPsvGtp337OOxHDICdZipfeDUQXACCaeQ1mjGn2HFiqIoiqJ00Kewqs9//vMcPHjwrAY+ePAgn//859/XopRzi4WN0VyXvjEZx9jxlgiGhiHRf5tfoyVYBLtXQ1ONuFT3K5PowTd+JyLeit/D8gdECPR6RbybdxMsu1vSj6+8VyIUd63uPt+R7RIxmJXfcy0eHwyfKveArGfCItjyuvQBCGVBc72Ihq//VtZkecTkprkmfdQliLO3NwBzrpPx6o7DlV+WVO76Chg6SSIprTNo85ZXIiPXPS+p39VHoXAgbFsBlin9j+zotbuxbx1GqOfh19z8MgE70vu8iqIoinIBoufRCw/TNIjZfh55PcY3/qee/+8XDazd45AyfN3u83hMTMuD1ysvbb0ehyzfJrzHJ2NVXI5VeTvWsUkEGr5EdjhNaR5FURRFUc4ZfYp4dF2Xxx9/nJUrV/Z54Kqqqve9KOXcYhsWbnYhRrQl/Q1ZBZJ6XLEfMKia9yUCtoNxqD0yr3S0uEx31EjsIBmDlY/C/FsknXrgCElVnrBIXKuz8nrOVTIMtr4JM66UaMnD2yRluXQ0jJ0LW16TyMqiwfL54GaJLDTaNfPWRjGO6aD6KAwIwNEdUDTkzBsRCImYWnWk87n9IRFKm2olInPoFNjxVvr+ZeNEHA1mipB5Yp+kofuCIng21ZwymkmL47RbjffEOLQZ36jFJBJa81FRFEVRQM+jFyKtCS9//eMqWqOd2Sv/53cNzBzr56ufysZnpogkvby9KcaW/XH6F1hcOSeD4txGrBNXgNv9BbTR9gwe/yR8vr8jkTx9NkVRFEVRzgV9Eh4BHnvssbMe/PRi38rHg2jKIjBxCVbloZ6NpiX1Cl+XOkp28TBe2e7h5rlOpxP04PHwztPpB08lpPZhRi5seEmMXDw+EfHamiSt+dAWuTcQlojCw1vgyDYRG2deKendwUzY+gaUjYcR06X/mqch1ibXOtbeXAuZ+d1rSub3l8jF4qEydypNDUlfUCIWp10qoihA3UkYPQte/bXMUzoGxs+H47s7U8Y7GDoFfH44eVAMaExLIj/3bxTH68pDEG2FIRM760eeTunoXo11jFgr4lzT/tdiGgTNFB7DwQWirp9k6r3TjBRFURTlk4SeRy8cDNPi4Rebu4mOHazbFae+xcXv9fK1/6ymLdZ5zzMr2/j2nWEW9LsSf/yJHn3Nxv9HcODnSCTTZNukwe+zCXibAJdEKpNo3PeefRRFURRF6aRPwuOePb3U31POS1zXJRrIIzTnJsz1z0ukIkAoC3feTRjb3jpVF7G5cCyvPWdz1UU+ArnFIgAaVnoxr4NIi4h+A0ZCpBnC2VKHsblOUrSX3AGmKdGFh7e1L8oREa5DiJtxpVx795nuY/sCMHIGdBjjBNodqy/5nDh0t9SJwYwvAPs3SA3GDS/2XOPMq2DDchE197wrzzVorKSWB7Ng3DzIKxEBcsIiSZs+sU/EyhHTxETn1d901o/MzJPU8rf+KGKqxwc15TLOvvWd4mYH2YW4BaUYvdSQdAaNJ5USoddvuYQT9ZibXsKoLYdgJt4xc0mVjqMp0ed3B4qiKIpyXqPn0QuLhG2xaksag7926psdfv9SUzfRsYMf/76N8d/8LiVphEecJgzeO9zRNA2yQzWYTf8Xs+o34Cbwhq8nmP99miID6EOZSUVRFEVROIuIR+WTRTRlkioYQfiKL2MmImCYpDxBUqaXYMEAzMr2GkqOg2UaPLEG7p5+McaK34sIF8oWAxqQ+oxj50qUouPI51QSXvuNCHnzb4Fje2DW1RIFOb0/rH5S7svrn36BG1+COdfD4AniFJ2Mi5A5dLKIgQtvBa9fIg070ponLREx0+eHwkEiWk5aKqYze9eK+JddCKMuEqHwRJZEVY6dC2ufExG0Yj9ceg+seRY2vixi4o6V8lz9BsGIGbDyEYne7EpLvdSvHDdP0q5ziyHRLmjOulYMcg5ukdTqQeOg3yAM3E537q5kFeDmlpDtRDFIYUZbMF57CGg/WEeaMTe+iLf6CBlTr6I1qSY0iqIoiqJ8snAByzJIptK7UWeFLfYdS/8iPJmCw1WZlGT2A/u0rBXvMGwn8J7zZ2e04mn4L4itAacVAKP1UazIi2SXrqe+teRsHkdRFEVRLlj6ZC6jfDJJplwakz7qjRzqyaI55SWSgMSwi3BmXw/hHHKqtnL1TIs/vRmhxuyHu/g2qaM4fp4MUlgK0y6DnW+Lwcxbf4RXfikGLYMnyD0HN8HI6bBjFSy4BVY/LuJc7XGJjEyHY4uJTVujpDyPmAE5xVLz8d1nJPW5oQpaGySy0XUl0jAVlwjDVEIEvzVPy1dOPxg1UwTHtx+Xa+PmiWAY6OKOGY/KeP6gfF73gjxf0WBJq26q7ik6dlBxQMTRYIaIjPNuEuOa+goYOEZctIdOFuft1x+CbW+KKNqxB5YXZ+RFOEs/i7XjLTzP/T+s6sMY617glOjYBaN8N76kmtAoiqIoivLJI+CxuWRGqNf2oO/MKfTxpAVGz7Rou+DfiCTS1B1vx+9NkJdRjtX4H5Aqh4xrYeCz4BsjNzjNGI0/we/TOtyKoiiK0hc04lHpQUvSwlM4htDFQzFxmZsK8+Imm7/4f1H+6bP9GDEsG7/fxJh1LUZmnqQ9p7qkrMSjEkG46DMi+GUVSE1FwxCxMNYm99kpqdE46iKJSOxKMBMmLBTH6OpjknZ98V0w4wpIpaD+BGQWSFp1/xGw/U0RIU1L6ioWlEpkZkN7fcXda7qPX31UtDyPr6cBzIn9MGwKHN8jY7zxOxE/Z10HHg/MvUGe8dBWERVP4cozZhXI2o9sl5TxjBxJP1/5GDipzturDkNjFYyYhjvjSmzLh2GamJtexjjSnoIezJI96gWj9hhW0QRszfdRFEVRFOUThGPb3HJxJmt3xqhu6C7yXTk3TDho0L/AQ0Vtqkdfw4DhZUW4iQkYqROAC1Y/nIL/Q8yY2+u5yeu1CRtvYh29BWi/p/UpMHOh/+/g5N1gV2K2PYsv8xvEyf2Qn1pRFEVRPnmo8KikJZVyaMYLgGkk+f49eew6nOShN9rIyfJzwyyLIQVDCJ7Y3l107Mru1RLpB/DygxLt5zsttSWcAzlFIhYe3yt1EYuHiSN2PCJRiWNdiWg0TLBtSbv2+MWVuq4C1jzVOZ5ji/N1fRVMv/TMD2knZU1HdnS/7gtIWwcdwqRjw7a3ZY2hTKkPOXIGrH1W1hfMFGG1YKDUsywZJveV75HaluEsibDMK5E215XU7h2rIJyLGW3GLBwkgmUHhiFfbvo0I9cbwO2lTVEURVEU5XwmYCX4j68WsGF3nLc2RwkHTa5bEGZAgYnPSvI3n87hW/9bi3PaUeimJRn4PQaR0G/wFzSAG8cxsmiLF5CK935uCvvrsI7dzinRsQOnAWrvg9wvQe33ILgQnydBXnAruElczyAi8VziSe+HvwmKoiiKcp6jwqPSK16vhWEYpFI2XjfB1OEmM0dm4Du8kcDOtVAyFKJtvQ/QWA3Dpkq6tGOLoDZ0srSZlhi84MLOlSJelranI6eSsH0lHNvZOVY4BxZ+WlKtKw6KwUteMWxbkX7uhgpJly4cJKnULXXdnakNQ6Iw+w+Htx7p3nfIRKn3OHCUfI61Qdk4SSXvSHlurpMakIMnwPgFsP0t+fPYLonyrDsuUZfH98LRnRI9OX4h5JdISnZjtZjuTFwErosRysLY9LLUhuyaVl11WCI6T+zr+YyGiZs/EKeX2keKoiiKoijnM47j4jMSLJhoMWd8FqYBrmPjuja2DYP6Wfzv3/fjoReb2XM0QUG2xWcuzWJkqYXhJonEg0TiwS4j9n5mMgwDM7kH3Fj6G2LrIP9bkHEdbuY1mMemgtPS3tlHRv6PsAKfIRILp++vKIqiKBco77vG48GDB3nooYf48Y9/TFVVFRs2bKC1tfUDLebw4cNMmTKFJ5988tS13bt3c/vttzN58mQWLVrEL3/5yw80h/LehDwOeUYLWfvfImvHcnIiFWT7HVzXJWm7eAtLREyMtEDmGVJMMvMkarEjIjKVkGjCnH5SN/HYLlj5KFQelnqPm1+Vz14flO/uPlZbI7zxsKRAL/w0xFqhpaGnW3QH/UeIuFgyTMYbNhUWf0bSoAEGT5Q0assDni5vpweOlpqLY+eKY3YgAy66Cra+TtrD6pHtUDRE6jn6gpJiHWuTazXHxFG7tlyEytwiSLSb5OT3l2dqrJZIyVC2RHJap70pP7AJxswRkbIbBva8m2lze9YuUhRFUZQLBT2PXhikUg44KRw71S3Tw3Bt8jOSfPWWTH7ytQLuuyeXcWUuVh9cq0/HMADnDC/UAVwHN/erGBWf7hQdAdwEZu3fEWAbpnnm2pOKoiiKcqFx1hGPtm3zve99jyeeeALXdTEMg8svv5z//d//pby8nN/97ncUFxef9UKSySR/93d/RyTSaZbR0NDA5z73OS6++GLuu+8+tmzZwn333UdOTg433njjWc+hvDchj0Pw2CbMLa+J6DZ1GVYqinl0C3l5JSTDBcQyiwnOuxlz44siiu1d17NOIoiZy9Y3RbjroK1JIh3jEUkzPp22RkmVHjiqp/gYawMMOLRZoggHTxDh0D6ttk+/Mhg6CZ7/WZd1bRXH6/k3S/Rg4SB4+ZcSYXjxnbB/o8yZ3Q82vyKiaAcDRopw2ButDWKys/0teOdJmbNwkJjb5BTJSTYQlijOkdPh5d+LE3cHO1aJKDpoHNSdENGy6rC0JePwzlMw4wrceARqynHDObhl42kjQMLWw62iKIpy4aHnUaUD1wXDTeFrD6dw3mfZa8dxcUMTe7/BU4rjn4LR8BN6pGK3Y9bfRyDvCY16VBRFUZQunHXE489+9jOee+45/vmf/5nVq1efeuv4zW9+E8dx+M///M/3tZD//u//Jhzu/j/pxx57DJ/Px/e//32GDRvGjTfeyF133cUvfvGL9zWH8t4E7DYRHX1BieLb8RasfAxj0ysYr/0W38sPEEi10lIwksSyL2Jn5ovTtbdL7UbTggmLJCKxtR4qD8FF18CSOyT60OvvLuydztGdMGBE+ra2Jmiqke+P7YIhk3reM3YOvPtsTzE0HhGX6X5lsOpP0l5fITUYR82SZ463Scp3Tr/OfsGMM2+a1wfRVlnLoLESwThxERzYIKng/hC89lsoKoONL3UXHUHS0Ff9CSYtlhTv8QskTbuDSBPujpXYJSNomXgFzUNmU2+HiNtqSq8oiqJcmOh5VDkXxJN5ODl/nabFwOn3U6LJPIxE72dYI3EIy4ifuwUqiqIoynnIWUc8PvHEE3zlK1/hxhtvxLY7HeZGjx7NV77yFX784x+f9SLWr1/Po48+ytNPP82iRYtOXd+wYQMzZszA4+lc5qxZs3jggQeoq6sjPz//rOe6kDFNg5CVxGsnAJeU5SfieLFtOax7vRbGgXY35TGzRTQ7PdIv1oq14ncELr6biOMlq3YvxoGNMOc6abdtSSPetRr2b5BrGbnQXCMO1a4jkYpnNERxgV4i+bILINIs3x/dCYtuhYZKiRQEETWTSUnrTkftcRFGu4qSBzZCVr5EFoIIhxddDTvflkjFZByKh0hK+OkYpoiur/0GTA+Mnwfj50vdyNYGcezes0bExcy87nUmu5KIing58ypYvxyGT4GJi3AxcEJZJKwAbQkPrtvTuVFRFEVRLjT0PKqcCyLxIFbmt/D6Z2I1/BBSJ3D903AKfkQkNQI76cUJzMKMvJq2v+ufhO0G07YpiqIoyoXKWQuPtbW1jBkzJm1bUVERzc3NZzVec3Mz3/jGN/iHf/gHSkpKurVVVlYycuTIbtf69ZNItIqKig900PN4zu9oMcsyu/35nvebkJGox1z9lDgvA56sAnyzr6MtWEjKMfB4TIx4e2pRfn/Y+kb6wdoa8SQiZPhDmBuWizD31jER4QwTltwupi0Ht0DBAIhHYfeazv5VR8RE5uiO9OOXjRcDltPJzBMRc/Z1InAe3QGrHpdUaceG6mNiKPNee3J6Dk4yLqJhB9EWiUBcdKuM+87TMPcGEQ1jXWv/GLKWDoHVScG2NyVd22hfQ14JHNmWft7TibdJavqEBbD6Cdwhk0hMWkbE8YILlnXm7h+Us/2ZupDRveobuk99R/eqb+g+KR3oefSj4UL4HYwmsombNxAoWoxppLDdILFk+NQ7czfzdmj4P2lNaNz875FMhunQqC+E/fqw0L3qO7pXfUf3qu/oXvUd3auz56yFx7KyMt566y3mzJnTo23dunWUlZWd1Xjf//73mTx5MldffXWPtlgshs/X3TzD7/cDEI+//zQG0zTIzf1k1F7JyurjW9XmOqlpaHcptt1ci/nqr8m8+q8gtz21ePB4iQA8vW7iaVipGBiuiHYduI587VwFI2ZI3ULLgpWPde8cbRHDmeKhkobdlVAWjJgOh7d0r99YOEhEvg0vSo1Gr1+MZpbcDvUnRSAsHSUCYm/RjiB1K09vLxkmBjBdsZNQewL6DYJoM6x9FmZfD03Vcj2UKbUfPWmMcHasguFTxSwnGQdfSMRX15HoyGQat0TDlFTv5hox4LniixiZefgDGfh7f5pzQp9/phTdqz6i+9R3dK/6hu6ToufRj5YL43cwBIAXCHS97A6FQSug4jOQbD/HWoVQ9FPMwHhywj3/Ti+M/fpw0L3qO7pXfUf3qu/oXvUd3au+c9bC45133sk//uM/kkwmWbx4MYZhcPToUdauXcuvfvUrvvWtb/V5rKeffpoNGzbw3HPPpW0PBAIkEt1Foo4DXigUOtuln8JxXJqbI+9948cYyzLJygrS3BzFts8cSee1DEL71mHaaRz+HBt3x0oiEy8jYRtkZBTiyeuPYVrpjVvasYNZmMlo+oTokwfFhXn4NPkcS+MuuX45zL4GhkwUYxc7Af1HSkrzit+LWcv8WyQl2+cXQfLlX3ZGHGYViBjpD4kIaHmlfmP9SRg9W8TLjkjErkxaAvvWddlID4yeJanRp9NS21lr0uuXdOicYsgtEcOYHatgzKz0/UJZ8v2R7Z0i5P4NUvtx40s9+4yZfarupROP0pozGDvqQvQ93BU/RM7mZ+pCR/eqb+g+9R3dq76h+yRkZQUv+Lfseh79aNDfQcE0JxIseROLenBtHDOfaLIAuxmg8+z2Ye6XZZlYZgLX9ZD8BFbe0Z+tvqN71Xd0r/qO7lXf0b3qpK9n0rMWHm+++Wbq6+u5//77+eMf/4jruvzt3/4tXq+Xe+65h1tvvbXPYz3xxBPU1dV1q6MD8L3vfY9f/vKX9O/fn+rq7jXxOj4XFRWd7dK7kUp9Mn5AbNt5z2fx4WBWH+213agpx7QTpFJemgwP2Qtuw6o9ijlqJux6p8f9btl4klYAf7RF6iFGW3oOenyvpFtnFYoIFzkt5clJweonJZ15xhUShbj9LYmWBHG3PrJdvp93kzhnx9qkPuPoWRKlGI9In4Gj4M0/dtZt3PAizLoacq+U9bc1Scrz5ItFBG2ulXH6Dxcjms2vd4/c7CC7UIxgBo2TSND1yzuf1RuQdPFAhoieXUXdrEKZE6Sm5OhZ0H+EuHjnFsHcG2VdjVWSOj76IjG8eeFn0iczj0TCPnMZzHNIX36mFEH3qm/oPvUd3au+ofuk6Hn0o0V/ByGRyAFyulzpfT+67pdlmYT99VhGCy5eEnY20Xiw13OfaRpkh2owoy9htj2Da5XgZH+JmF1GJP7+he+PK/qz1Xd0r/qO7lXf0b3qO7pXfeeshUeAL37xi3zmM59h06ZNNDU1kZWVxaRJk8jJyTmrcX784x8Ti3VPO122bBlf+cpXuOKKK3jhhRd45JFHsG0bq73A3Zo1axgyZIgW8j4LbMPCDedg1JSnbXdDWTjtPwquC40JD7684WQUDsL0Z2DsXCkCnOXFGTmD1Kg5RG0LX6QFY9Y1Ei3odBZ2x7RgxpVw8pCkGY+eDZte7jmxv/2wtOttmLgk/eKLBkNOEbz9OIyZI4Jj/UlJ0S4dAyOni4DZzcHaFVfrggGw6DYRGpvrJF06px9Muxzy+sPxPdDWDDXHes7r8cHA0ZK6PXERLL+/+zMmYzLexXeKeFp3AraukHVMWtJZ1xHEtGbKxSJA1p2QvZxzvYitlgdOHhAzHoDMfNxgFu4ZssUVRVEURdHzqHL+EfDFCBvrMCv/GpKHAQNP+HL8Bf9FU6QEx+muPhoG5IROYh1fAHalXAOs5t8QLPhXHP/niMU11U9RFEX5ePO+hEeAjIwMFixY8IEm7+0tcX5+PgMGDODGG2/kwQcf5Lvf/S733HMP27Zt47e//S333XffB5r3QiORcnHGzMXqiCA8DWf8QmKOibhJd/apT3nxlU4jWDoe00nimh6iRoB4wgUcnIKBmLFmWHKHCIENleI6PWiciGslQ6GpBkwTJi6W1GSnPTckq0AiHdcvF2Hw+D5Y8CkYO1dqTLqu1HDMzAfaxbx4BN54uHPhO9+Gi+8S9+h01J6Qsbe81unObVpyLTMP6isklXzSEom0TLVHLWbkwswrRWh0HDi0pbvo2JWdb0sUY1sTzLpGIicjzTB+AZQMF3HTdUVkjbXJnOPmw/KfyfVln5e92PI65A/AnXkVEQKc6a25oiiKoiiCnkeV8wXTNAhZOzGPX9XlqovRthxPfBtZ/VfR2NZdyA744ph13zolOnYbr/ZbhAZdQyw+8ByvXFEURVE+GGctPH72s599z3seeuih97WY08nPz+fBBx/khz/8Iddffz2FhYV84xvf4Prrr/9Qxr9QcF2IerMIzbwac/0LndGBhoEzaSnxcCFOMn1+RyLlksAH+Nq1sM77Wh0/2akkxhsPSyRiTjEEwlLL8OQhiDSJwYxhQt1JuOIvRNyzPCLoNdVI7cSMXDGaySsR0W7cAklL3vOuRCgOnw75A7qLjh2kq1t5+sMvuk0EzsET5f7DW9tTwYdBUZnUVpx3s9wbyoKGkxKpuXedrLWppvfxm2ol1XvXOyK4ukBjpYzfcFL2BWDLG7IfINGW+QPb088Nef7Ft0NzDY4vRCyhoqOiKIqinAk9jyrnGyF/C1bt36dvTB3HTKzDNK/oFvXo9zRhtD7d+6CRV/B47tFUP0VRFOVjzVkLj26aAiSRSISDBw8SCoVYtmzZB1rQ3r17u32eOHEijz766AcaU4FoysQpGkPo6uEYTVXgOLi5xUTxEUu+vwL1KQdcx8VwXag4IF+nE8qSGojZ/aCtAVY9BvM/JbUW/UGYcomYw2BIZGHdCcjKh6KhUHlQxEdfsHfxr6VexMnG6p5tpiXC5gv3w6Wfh91r4HCXFOjGKji0FebfDK//Ttykl94homDVEYm8LB0t6zndfbuDrPzOeo67Vkv9RlypTxlrg4Obe/apPS5rHjJBUtAnLsLdvxFn8iU0OQE6xF2fxyBkxDEcG9vwEMGvB0tFURRFQc+jyvvH77MJeusxSGC7QSLxAlJ/BnMAy4xDbGOv7Wb0dTyhq0gkumbZSJZRbxhu9MNboKIoiqKcI85aeHz44TRRZ0BTUxNf/OIXGTp06AdelHJuiNsmcfwYGWUYBjipD+Ze4rrgZOZjGuZpNRbbCWVJrcRoi9RlTCYksjAZh5WPiihYOhaGTZZoxq4O2rvWSLSkLyjX0zljgwiTM6+ClY90pkp3MHUZ7F8vUY7rl4tr9unE2uDgFjGPye4H/rDM1WFyc3yfpJLv35j+GUfOgHXPy/fxiKRkFw8W051YL47U4WwYNB6qDoNh4mbkYU+7nLjrPfV3ku1L4dm/FnPvWkgl8AQy8E5aSrx4JK1JK/24iqIoinKBoOdR5f2Qk9GI1fQfmJU/BzeKxzMAb/6/EAtcQlssfE7ndl0TrKK0adMArmdIjxqPSTuMJzgHI9rT7BEjhBtaRiqiL6UVRVGUjzfvL9QtDdnZ2XzhC1/gN7/5zYc1pHKOcF23x8Hm/RLFjzNhUZoWA/eiqyXy75VfidP01tfh1V9D9VExbJmwEEbNgNVPdBcdQWpBvvOk1ErMKxFX6HS0NkjdxEvvkfqQRYOlNuTSOyQKsnyP3FdTLrUY03FsF4yYDoPGiEhqeTrdqzPzABcW39ZphgMimi78tHxfOkYE0qLBEuFYdRRmX4uU/05D6RiJ8swvgdLRGG88jOeF/yW08WlyaSHT7+Dd/CLmzlViQAMQa8Vc+wz+49vxeXoZV1EURVEucPQ8qvRGRrAFT83dmI3/DzoiBVMnMKs+SyD5PN4P6Xzl99mEAq34fd3rg0cTeTi5X++ll4WTcV2PzJZoIhOn4Cdg+NuvmJD7FRi4HLfk1xhGguxwPZapZ0NFURTl48v7NpdJh+u61NXVfZhDKh9zYikDz+Bp+PL7Y21/E1obcfNKYNISjFQCtr7Rs9POVVLTsLZcogIjzekHj7ZI9GH1URg+FXa/0zOK0OOFQWMlnbt0rIiDDZXw5iPvXf+xA8MQIREkGjPWBtmFcn3aZbDmaYnenHmVRCvaNgRCsG+9pE2HMkVozMiDFx+QqMeRM+GyeyAebTemcSWysqgMju6U2o8HN0sty45lHN+LVXEA89J7MKrTOG0D5rYVZA0cRYsVIG7rIVNRFEVRTkfPo0o6fEYVRuTVtG1m3bfJKp2L7QRoSxSQ7OMRsit+b4Kw7zhmw39iJLbj+ifi5PwN2PLyPJlySYU/jTfjXYzWJzo7Gj6c4keIxPv1GNNxXFoSw8gs3YDZ8COMjKug7SU4fiUGLgbg85SQXfIsTfFR2L14ISqKoijKR8lZC4/r16/vcc22bSorK/mf//kfxo0b96EsTDl/aE1ZmOFSgnNuxcLGY5lYqRhsfKn3Tgc3SlpzuvTlrjgO7FsHw6dJyvOOlVC+W/K8S4ZJOvXRXRKlWDAANqc/UNJvsERGpqNsnIxrpyRqsa0JJi8FDFj1J0hERRxd9ZiMM20ZLH+gU9isQyIrJy2BwROkVuW+dfL9m7+XtXp8EuEZzoGtK6R2ZBfRsfN5bYkOHTkjvWibjGO0NZKRsrEzS0nZH07kqqIoiqKcT+h5VDkbTNOAxPbeb7BrMRM7MCvvISv/n4kFbqItltHn8T0elwzzbcxjN9BRk9GIb8JqfggGPI1lLSaVgqa2bDJy/htf3v+HEVuPa2bj+qbQmsjHNCAnXAvYpJwQkXgWjuOSTFnUp8oI5/wvwejPMJpPKzOQOol1YimZAzfT2FZ49pujKIqiKOeYsxYe77jjDgyjZ6SV67qUlJTwne9850NZmHJ+4TgubY4FWOQlGsDr7b3GIUC0FTLzRXz0+DpTirtiecE0Rbhra4D9W2DaJZKm7bpiHuO6sG2FCI+XfA7Gze+sz9iB1y9i4d6e/0ghlCVu1288LKLfkIkyXl5/mTtxWtHugSPh3efSR1NuWwGX/YWIkMmYuFoHs8TNOpUQUXTKJTDjSjHR6QWj5hiMm9v73vmCmKseInzZvTTZvt7vUxRFUZRPKHoeVc4G13XB6hlR2IkJhgecZsyarxAoyiHuuaHPpn5hfx3m8c/T0wjGgcrPERy4gXg8H4DWaAaQgcczDL8njuW2khVsgKZfY1b+GNwYXv8kfIX/j7bUOOJJycrxGE0Y9f+RfgFOM2ZiQw9XbEVRFEX5OHDWwuNDDz3U45phGGRkZDBq1ChM80MrG6mcrximGL0UDYHm2vT3FA+D+hMwaJxEAqaLVBw/v9MV2h+GCfPhpZ9DItZ5z5I7JGoylZBakvNugovvEtOZZEwiJXOKxKF6wHCp47h3raRU9x8OBaWSSu2056ac2Cfr3rNGUrhPJ6tABMV0uK60LbpVHLQ9PqlV2UFBqfQPZUnK9uLPwL4NcKK7cyamJXuYjqIhsvZ4BCsRBUOFR0VRFOXCQ8+jytnguuB4RmGZ2eA09bwh4wqIrDj10az7LqGShTSncvs0vuXWglOfvtGuw3RqgPxTl/zeBGHvIcz672HENoK3FLK/AAX/CDXfgfhWrOOLCQ98i6Q9BcdxMUj0PgdgJHZjeq9U4VFRFEX52HHWwuPMmTPPxTqUTxC2L4i19hmYeSUc3tLTbdobgKGTpD7isZ1ybdFtsP0tESoz82H0LGipE+MXj0+iFl/5lYiO4RzILpD6iXZKoh1LhsuYIELkmNki4B3YKF+5JeJaHY/K95ZHBLxdb3d3zHZd8AUgEIbioSIAvlc6eLeHT4mQOfVSqTfZEfU5cJSkXr/7tKwBpD7lxCViYLNnTecYg8dDKFv2KdlFZM3Mg+mXdUnB1oOloiiKcmGi51HlbGmNFZDVfznWiWXgdsnK8Y2BnC9DxS2d11LlmEas5yC98l5nss52yzIJm+uwyq/svG5XQ2wj5PylCJBNvwBcrNqvESp4jtZoBo7rB09/SKUvHeT6p+Kk9GyoKIqifPw4a+Hx6aefPqv7r7vuurOdQjnPaXP8WBMXYe1cDcvuhvXLoabdLKVkGEy/HI7slIjGozulHmJBKcy6Vpyo2xokbbm1QYS/2ddCU40IdbOukfTnupNQOAiCGZJifXyvCH7JOAwcDQNGwNrnOhdVdQQObJAow/5DIZmAysOQUwxj5kDtCRE+h04ScbP6qNRgXHoHHNkh4iXImnKKoLEqzZMbEtHY2ghbXmuvE4kIoGPmikt3vMshNpWETS/Dgk+J+3esVUTViYuhrgIuvVvE1/pKEVo9PhEyj+8FXwDbF4L3UfxcURRFUc539DyqnC0pG5oT48ko3YaZ2IyZ2o/hHSQO1yfvAKfLi2gzB5e+Z5U4RmHv0ZRmDo7ZWXsx7K/DOnkvacXKxp/BwOfahUcgthGPGQEyiMQL8Ob/E2bVPT37eUqwvRNwEio8KoqiKB8/zlp4/O53v4vruqe+Ouios3P6NT3oXXikbJcWfyEZ4+ZjVuzDHDsHMq4SAa7yEKx8DHfuDeCCMWisCI+15fDOExIp2NogNRZLx0g69LFdIhDOuQHWPCXmLx3Un4S8EjGH6WDkdHjzj2kWlhQRdNISeOsRudavTMTL/BK4+LMi7L39ePd+826WiEWvX6IQ80rgtYe6p1GD1GU8uhNwJXLTMMVEZuw8aGuEsXMhK1+Ew71rO/vtWy+1H1NxScN+5Vciym7bCdFmmHujiKEd0ZQY2LOuI+L40ahHRVEU5UJEz6PK+yFlGzS2FWKal5KVcRHe43MgVd7jPifnb4gm8tOMkJ62eD6ZRb/AOvkpup/NDCh+kFiy4NQViyZIHetlJAeSR8AqArsKzAzc9n+upWyHePAK/AX/gln3A3Aj0sU/Fbv4d7RECtBzoaIoivJx5KyFx9///vd86Utf4s477+Saa66hqKiIxsZG3njjDf793/+db37zm8yePftcrFU5j0ja0EAA74ApWCb4SGEl2jAKBuH0H0XK8OI/8C7GwFFQWAo15dBQBa8/BAUDYcYVsPk1SUE2LLjsHokibDvtTfLQSbD6yc7P/iBE2zprNp5OY7UIgv6gCJl1J8SF2nUlFbpfGQQzIdoCgQyYcz1UH4Fju6V/2TiJ2lx2l9SfrCkXsXDYFInK7IiMhM507c2vweiZEM4SU5qycfKMq5+Q+5rrJL1719syBohAetlfQDwCG1+GhkoIZ+NOuRg3u4gIAZKaTqMoiqJcoOh5VPkgOI5LaySbrJI/YVVcBXZnTXI381ZSGXeTOINH4ukkUwYR32JCpesxG/4NI7ET1zceJ+8bWIFRpJoMThnP9FbHuwPDD66ktDjZXyKa6Kwz2RrNIOG9l1DpLZhuPa4RJOnk0taW1U1sVxRFUZSPE2ctPP7TP/0Td955J/fee++pa/n5+dx8883EYjF++9vfctNNN32oi1TOX5JJmyQQwwAywACPY5BtRTHz+4MvCBMWSSTkoS1S/zAzT+ojRppFEHTbIwsrDqaZwTjNEdvoQ01GV9K6N78qUYTBTIlI3LZCUp1nXycu13Oug/UvQEuXQt7b35KoxqnLYMQMCOWIOLj+xe61IvuVifBYUy6i5NrnOms7+kMy/8iZEu2ZXQA1RztFR5B07lgrvPkH2QOA1gaMqiO4U5ZB6ZT3eEZFURRF+eSi51Hlg5KyoSk2lowB67GccrAbwDucmJ1HpC181uPFEn7iyZH4s+7HY0RJOUFScT+5oTDQqWImnVw8/kkQ39pzECMAVgE49biBWdhZf02itbt7eyJpkUgWAoVdrqroqCiKonx8OWvh8eDBg4wfPz5tW1lZGUePHv3Ai1I+uYQ8DsGGo5gbX4T8/mKisncd9B8mYlx2oaRPH9goBjMZObDtLREh/3/27ju8jvs88P33N3M6gIMOgr333nsnVaxmWbaKbUnuJY6TbLLX+2y82WtvrpPcu4k3u7HjJO6WZEm2iiVZnZJIir2LvfcGgOjl1Jm5f7wAD8oBBUpi1ft5HjwkZubM/M6IoIbveUu2hyrLBmMywblEi0yM7m4oTG4hOI58TV4uZd1NtTBkkmRBbntD+juOnCl9HxuzTA9suCBBwqpTEM6B99Z33B8Iw/Q74MgOOe/bj3dce6IFVj8Ft30VjmyDkTNg/QsdzzFqFmz6Y+Z9tX/LO1YQ7j+WOMEO21ury7K9RCmllLqp6POo+ig4LtQ3FwPF8jiZfN+XXJLnQTzhB/wA+LL8S6slESXQ65fYpxeC29huj8Hr9W946Vq8fqtJm8E0NOVf9hqMgVAgQcDXhOcZ4qlCkinz/i9USimlrpDLDjwOGjSIF154gXnz5nXZ9+STTzJq1KiPZGHq5mPbFuH6k1jvPi0bxsyFfesBT4ap+ALw5q+gpV05tc8P8+4Hz5GS5paGjic9d1iGyZzal9l2bKf0W9z9bsdjjSWDbeLNEtBc9ZQMo2kTzpN+irtWwrgFkhHZnVP7oddAqKuSkuijOyRrstdg6eto+SAYksBitoCp50lvxyWfl+E1iZaO+4PhrmXlF1/rYjVWYSL98Dzw25BjJbGaayGdwouWECdALP0+pTxKKaXUDUqfR9VH7Wp9cGtbkHJ7wYDtmJZVWM2/x/WPwIt+hVi6LyknhBN3PtB6fLZHNHQSq/q/YZpfASsHf/5XcKJ/Sn1zkX44rZRS6pq47MDjN7/5Tf7iL/6C48ePs3TpUoqKiqiqquL111/n2LFj/OIXv7gS61Q3gYhJYm17LbPB88BqDY6NnCmlzi2dgm3pFKx/Dj7xTZh6G7z7u477D2+FZV+QgGT1Gdl2dIeUQi99RIbONNfLQJjh0ySgF8rpGnQE6eu47Q3JQDSWZFN2x7Jk/Ye3wsBx0h8ynCvl1BtfkiDp4AnSB7I7tRVg+yUQ2pnt7/51SKP8YqsJ1xfENNZgrXyiXcm5ITJmDr7hc2hMXeI9KKWUUjcofR5VNxrLMuRHqrCafodV9wSYIG7+n5Au/Xea40Ukmz2MgZxQPf5gLcZrwTWFxFJFJJLv/082YyAaPoV9coZM6gZw67Bq/xHT/CrR8pepby66wu9SKaWU6uqyA4+33XYbP/7xj/nxj3/MP//zPwNgWRaTJ0/mV7/6FVOnTv2o16huEraX7li6fOaADFrZ/S4U95XAYzaJmAxgaWmABfdLn8XaCumVOHyaTJsePg0mLJLzh3MlKBjJg6FTINEsr1/1FBSUyeCaWGP2a9WclWPCUQkoXjjdcX9uoQQmew2WLMW2XpRuWkrEt7ySOXbsfIiWykCbbKLFErictFTWc+G0TM0ePk2uk18qWZRDJsl0bw8JzB7eivE8eOlH2IXlMgk8kifvEQAPa+9a/IV9sIuG4zjv1/NSKaWUurHo86i60eRHqvCdWdRhorUV/xImPJ9Q6ROknULyI+exK7+Aia0FwDZB7IK/JJD7LRpbopc8fyiQxKr+Xibo2I5J7sFObceyluG6mvaolFLq6rrswOO6deuYPXs2S5cuJR6PU19fT35+PqFQ6EqsT91EPGNJOXVbZt75YzB6LhQckMDdpTTXydCZZALGzJM+jsEIbHkVzh6Wsu3Vv4dQGJJxyWa85Stw7D04124oTUEZtHQTdLy4UE+yJ3OiMn26LfjYb6QEMne+I5OmjYG+I2H0bNi5EgaMzpyjsJeseehkOLkny0WMBBRXPwUDxkL/0TLUxliSTfnOE1IWbllwYDOselp6VuaXSuZn7Tk5Te15WPsMzLobVj7Z4Qr27pVEFg6k8fJ/zJVSSqnrmj6PqhuJz+dhNfy8Q9CxjYm9iy+1ndzIVHxnb4fU4cxOL4FV+/cErDwC/j8lmer+GgG7EdPyWtcdkaWQdy+WHSDiS9HUos+FSimlrq7LbgL3ne98h7feeguAUChEr1699CFP9UiMIO6IGR03rn0WJiyWadKBS/w5ysmXQF9hmZRKe0gQctIyCQ7WnIXlj0L/Me3KqkPQe2jH8/QaBP4A0E2TbV9AAo+xRlj3BykBn3mXZGaOngOrn5ZgH8hxp/fLexgzR9bVZsw8WP8HCTrOvEuyMtv4Q5K5eew9KSX3B6WfZEsDpJJQeVKG13gebHhRztE2KKe+SobVREtlMA9IqXZLowRm22uuwzKa7aiUUurmo8+j6kYSsGuxGh/rdr/d8B/4qekYdGzHqv1/CQcuXPIaHhZYee1elAd9n4PQFKj+O8zZhwjV/QlFuafw2Zr1qJRS6uq57MBjIBAgGAy+/4FKdZJMezgjZuGVD2m3MQZrn5Mg26Rl2V84cCxUHJfhL/vWw1u/kazJN38B+9dLVuGQSVJiPWgclA+VMuiX/w36joBQbuZcHnD2CAyZmP1a4+bLVOucfLnG2mdlSvWoWbBnTfZJ2S0N0FQngdA2gZAEL49shxN7pN/knd+C278Gt35JgqO9h0kGo6+1n6NlS4ZjKEcCsS0N2adq48GedyW42qa+Ul7T/qjCctKe9nhUSil189HnUXUjMVYQcm4F/7Cs+z1jQ/p89ydw67HoWkLdXixZhJv/J5kNZf8M1T+Amv8J6bPgNmAan8I+OZ1o+DRGB10rpZS6Si471/7rX/86//2//3f279/P8OHDKSkp6XLM9OnTP5LFqZtPXdJH3sz7CKYaofIExheQgOGBzXgTFmBm3gl71kJTrQT8RkyDgl5SUt1nuAyOASnNdh2ZYH1spwQGm2ohvwyK+8B7kgXBqqdah8ysgpP74MIZwJMejbkFcGCTBCkj+ZK1WDYQVvwKJi6VTErLhsZquV7lie7fWOVxCLX7lNltC1AaGDpJshsPbZPzGCOZmaNnw4IHpDekzy8B0pd+BMu/CIXlXftLtnfhNMy4Aw5vkeE5uUVSut6OO+kWYq4P8LAsgzFG+z0qpZS6KejzqLoRBHwJSJzC1/gUnhfHFP0Z2OVQ+ZeQzjznudGvg7lEIN1E8Lh0Rm8q7eHkPoJpfgmTPg0YiG/teqDXglX9PULRnxBLBD7gO1NKKaV67rIDj//3//1/A/Cv//qvgEzXbeN5HsYY9u3b9xEtT92MGlM2jRQQ7ldIkCS4LunxfUi6fvLye2GNnS9Zf+mkBOz2rIWFD8L2tzInsTv90fWHJEPw9AHp9zjtdhlC01At/RjHL4AJS8BJSdbiqqcgWgLTbgNfUIKPDdWSWWksCWBOv0PKmNf/QV4fzu0mAxGZYt1vNBzYIN9blkymHjgWqk7DwU2ZYz1PyqcTzXKNI9vl11RCSsH3r5OJ2LWX+OQ7GIHmBnnd0fck2Lq1ta9PKBdn+h20hIqx8Ij6k1j1FZhYI15RH1KBXBpT2t9HKaXUjUufR9X1LuhPEXZeh2Ofw6K1tLnhMfD1h/KfwdnPgNuIF7mFtD0BY9LYdjk4XZ//3IJv0JIqft9r1jcXklf6DD5zAavuf3XXWAjT/BKBov+PWOL9z6mUUkp9WJcdffjNb35zJdahPoZiSY8Y/nZbXJqCxeSUhLH2r8PUVeAVlmOWfF6CeFXHM4c2XJCswLbgXKJZhq6kk5IJmVckk6ATLfLaREwmQh/ZLkHCWfdI1uCBTdLXcfAEyCuETS/D3Ptg00ty/NJHId4kWZUjZmSCe531HiZZiwsekGBpxXGYuATySyTImU3FcSk1n3ufBDh9QZh7L6z8rWQvjpopJdVelj48w6ZKMPP8Mbj9q7Jt8efA83ALymhwIoBLNHEB++3W0vScfOgzAiuvCHvQROriFgGfwTYujmehuZBKKaVuFPo8qq53kWA11omHgU7PcelTUPsjKPkejjWAtH8mDS352LYhv++b2OfugtTxi4d7uQ+SzvtPJJvfv0OW50FDSwHBYAl5VmH3B1o5eJ7WWiullLo6LjvwOGPGjPc/SKkPKOFYJMglOO5WbC9N2EphXvqRBOfaT8TesxbmfgrWPS8lyv1GSq/IlnrJdqw8IUFF15HjI/kw+x4p3U4m4O3HpKy612DJMkzGpF9ktFgyIhtaG3jXVUBuoQQpZ90D/UbJQJk2xsDkW+DkXglcnjsqQU/LgmBYMhPb1pBNSwPUVcKJ3VA2SN7Hos/J94kWyfRsm2jdpnwIlPSVnpN4sPUNmHqrZEyufQ6GTcUevZSwSUrQ0XVg5t1SNn5yD6axGp/PT0nfEXhHtmNVHMONluKNnAlpf3crVUoppa4b+jyqrmeWZTDxDUA3z4DNr+CU/hN1zX1wUxKYdByPutggcstX4aMS3Do8X18S6SJamiOXdf1EIk1O3sPYdf8n634v/yv4rBQFOVW0JEtIpjQIqZRS6sr5QPWWx44d41/+5V/YuHEjDQ0NFBYWMm3aNL71rW8xdOjQ9z+BUu8jkfIAm7A/BU5aMg5HzmgNtiGDW9a/ALM/KRmMr/1UAm/FfQFPhtC011IvmYeLPyfHj5oF+zdIgHLPu1J2PWaOZC7ueTfzuoNbpHR70x+hqUb6Pg6fBtVnJMOxsFyyKI/vhklLZZhN+6zIW76ETNDuZnpgTgFs/730aaw4LtcYv1Bec3KvBEbv+TNZZ1MtlPSXwTXxJph5JxzaIv0lm2qlzPyOb2LtXUvQOFi15yRQO+NOCZaeOXjxsub8UcgvxUy9FXa+g1VxXM618EF8hYNIf6j/ekoppdSVp8+j6npljMG49Zc4wsVzXVy34/Oh63o0tBQCl8hW7KG4249w4Xewav+/Dtu9wFhMZB72iZHYVi55Rf+VZPgRGmN53ZxJKaWU+nAuO/B4+PBhHnzwQXw+H4sXL6akpISqqireeecdVq5cye9//3t92FMfmYQVJNRnBObUPsk4HDkTDm2VIS3NdTIsJlQrQUeQEuTdq7OfLJ2UDEbXgQFj5Ovoe/La3sOg10CINUEwJ/Oa2nOSeThxKdRXSwBv10qIlsoa6qtg+HRY+rAcZ9mw5GE4vFUCh8ZIFmP7LMk2ecWSFVncF1oaofcQ6D0UXvpxJsNx/wbJuFz0kJSMN1TD3rUSSM0thNFz5Nh0Eo7vkvfUfzQ+n5FjwnngD3YIOl5UXwUVJySD8vxRwIO1zxK+40+Jo83GlVJKXb/0eVRdzxzHxYvM6f6AwCjSXu4VXUNLPAcif0Eo9z6shp+DWws5t2JMEM4+ArjgNmBd+K8ESgwB/zc181EppdQVcdmBx3/8x3+kX79+PPbYY+TlZT4Za2xs5NFHH+V//a//xY9+9KOPdJHq46s5aQjNvBPv3d9hNrwovRgXPiAlzMmY9G6sPpN5QShHApLdaaiWQNy65yXrcew8OUcqLsE7z5HekLtWcTFL8b23oe9IybjsNQhe/5kEJAEmL4NYM7z1WOZ4Y0m5d//REowcO1d+rTqZWUdekWRrbngRCspg2SPy8rcf61hWDZLNuPMdGDgetrzScfvml6WXZDIu207vB9fFyi3ALe4rgcyTe7u/Hyd2y304f1S+TycxsQbwdZ0OqpRSSl0v9HlUXe+SXm9COZ/ENP+h0x6DU/ojWhIFdFsR8xFpiefSwmgCkX8mL3gW68xySB3rcpxV83dE+n2GZKr0iq5HKaXUx9P7dynuZPPmzXzjG9/o8JAHkJeXx9e+9jU2b978kS1OKc+D2nQA5j+Ad+uXJPBn2VJu/PYTEiDMb/eQFGuUTMDu5BXBqX0weraUN7/0I3jtP+Ct38CaZySrsPIkTL8d2s8CPHMAdq+SoOXiz0mWYG6RlG3vX0+HB0fPlYBgQRmk0xKInHU33PFNWPRZyYgct0CuV3kCDm6Gza9KcLK7fpCn9sv7iuR33bf7XZlqDeC64HmY5nq8aDFeW8/K7riuBHE73HQdM6OUUur6ps+j6nrXFMslXfIjKPsh+PoCPrzwPJz+a2l2JuI4Vzbo2F467eDFN2YNOgLgNmC8xqu2HqWUUh8vl53x6PP5CASyl2EGAgGSyeSHXpRS7TkOXHD85EXLCQYjGIwEHvuPkiBiJF++T8alDHvMHJlO3Vkg1FreHIF0Cvat67i/vkoyDm/5kgTzlj4iQ2VScSjtDwW9oOIYHNkhg2kmLYWtr3e/8P0bYdIyqK+QrMOygTIg5+3HugYYPVcGzYRypPTb6dRl0fMkMDnrLti1umP2pJPKnK/vCNj2BpQPwj62U0rIew+Fs4ezBzUHjJa+kbYf/AG5bk4B6I+xUkqp65g+j6obQVO8gMLCPycZug/wSDtBYvHcLr0drzTP88Duc4kjbDxzeQNslFJKqZ667IzH8ePH88QTT8j/wNrxPI/HH3+ccePGfWSLU6q9RAq8A5vh7CGoPgtj50vwcd8GWPYFCSrWnpOp1eMXSjCtTV4xzPsMbH8Thk3pOnymTbxZ+kYOnypBxniTTM3OLZSgnJOWwObetRKUbGnofsHNdZBollLuIZPA9mWCi+3Zfhg6RbI5Jy2FeZ+WKd55Re3WX9Q6IOdpKa027X50ywZKsHDmXRLYjDVCTiFm2+uYV/8ddq6EhQ91XV84D4ZOlsDl8i/ItRc9hIfBtrXHj1JKqeuXPo+qG4axaE4UU99cRHM856oHHUE+v3bswWD3yr4/79Mk0kVZ9ymllFIf1mVnPP75n/85Dz30EHfeeSe33347paWlVFVV8eqrr3LixAl++ctfXol1KkUy6chwmYMbYccKmP+ATKMePBG2vCoBwUi+ZPYV9pJejfHWgS+RKKx6Uvoi+oMSUOxOY7UMoQmEJJBXeUKu57pw+1fh3FEpm3YdKfN2HTixRwbVtC+5LuotGZjDp0o5deVxCWJOXi5BxO0rZG0LHpBA5rZ22ZORfJh9j0zTbqyR14RyYN59EsCce5/0fZx2mwRh178gg2yGTZUp2A018pQJMlimzzCYf78MxnEcGXjTd7gEUt97B84dvnhpXyRK/uJHqLfzrmoZkFJKKdVT+jyqbnY+n41tebieIZXqphXPZWiKFZPf93XsM7eCU3FxuxeaQ7ro/yXWpIMFlVJKXRk9CjwuXbqUH//4x4waNYrx48fzs5/9jH/6p3/ixz/+MZ7nYYxh3Lhx/PSnP2X69OlXes3q48wYOLBJSpOrT0tgsKVehqO0DUgBWP5FeLPdPzoWPiilyiBDZEI5kt2YTV6RBA13vyuBxZEzJHux9jwk4jBwLGx4ASqOy/GWLcHF2fdIABBP1jV4gmQmNtVmrldXKescOVOGujhpOL5Tsivba6mXATgz75JAYzgP3nlc+lKClH4v/hysew6qTsk2f1CmaZ89DKNnwfzPwLu/l3u1f4NkNA6aAJYFVacloNpU1yHoKNduwH7rV+Te+jXqHX0IVUopdX3Q51H1ceCzPfLCFVjNz2M1b8ANTMbNu5+meDmp9GUXq13kuB71saHk9t2A7RwD5yz4R5Hyymlqjn6E70AppZTqqEeBxzNnznTolTNr1ix+//vfE4vFaGhoIBqNEg6Hr9gilWrjNddnhp94QCAA/lDXAzsPTNm3HqZ9Ajb8QXo0jpwp06q7vC4MgbD0biwdIMf4g5IteHyPZEGu/K30g2zjOhIMHTNXeiY21UkvxgMb4fA2OaZsoGQp7nhLpnAf2Cg9JJ00rHoq+5uNNYLlk7U4KZj1SQk+uo4EG99+DCYshtoKmHqrBDerz8qvgRA0XIDh0+DgJsn8TKdkGM+U5TBkIkTy4PWfZ792vAm7uRYT7IWnSY9KKaWuA/o8qm52tm0RDe7CPrkUPPnA3OJ5rNr/h7w+r9HgTSP9IZIfHdejvrkYY4oxxuCm9CFPKaXUlffBPzYDwuEwvXr10oc8dfX42vVtLO4De9ZKBp9ldzzOdaB8cOb7yhNScrzkYenXWFAmk63b90rMLcz0gTx3RLIKQYa9bH8Txs6VQTPtg47tHdwsw2Tm3Atrns0EHduuv+opCfq1XbO+SoKal5oi3VAl12+skczIgWMz+xpr5FwLH4Qj2+X8u1dL2fmr/yHB18ET5NjyQVBzTrIgT+yRsvOWhu6naAM012GM9npUSil1fdPnUXWzyAlWY59/8GLQ8SIviX3+AXJC1R/JdTyPa9JrUiml1MfThwo8KnW1OcHc1mxGAzn5MOUWOH9Mypbb27VKypSjJZltJ/fA+j/AiOlSvjxkspQrL3wQFn8exi2QnoptgcVUQkq7QcqskzHp/9iddFJKpA9vlWzDvCIZ3jJ+ofRUxJPp1v1GyvHGQCAoZdndKeyV6Ud5fBf0H91xvzEy2fvC6Y7bXQfWPCP3yheACYsk6/H8MQmCggQ8s2WLtskv04dSpZRSSqmrxEcNpE5k3+lUYXvdfPitlFJKXcd6PFzmW9/6FoHA+/d7M8awYsWKD7UopbrT7AawFz6Eff6olBAf2io7pt0uA1j2b5AS5apTgIFZ90jgrrFaBrbYtgQlJy+TYTFvPybHkSXA5gvQoc44EYNgTtfj2lg+uUbDBVj0kJQ2nz0sAb5xC2DsAimzDubAqf0QLZVg4KiZ0k+ys6I+UjbdlpXopDtmaAJEi2H989nX4zqSuXnPn8lAmfHzofKU9K2sr4Ij70nAdtfKLi/1CnuRDuZBqvu3q5RSSl1t+jyqbm7v8+DlJa7OMpRSSqmPUI8Dj2PGjKGoqOhKrkWp95V2oDnci7x+AcwrP8ns2PKq9GSctFRKpv0h6bWYVwh+vwQeL5yW6c7jF0rgrbYCeg+V4FxnxX1lEEybUC6kWx/2IvmS2djZ0EkSWJywWIa6NNdl9u1eAzM+IWXhRb2lbPvkXllPTqH0hzy4SYKVGOg7QgKSlSchHJXrlQ/pmNkYypFAZPoSD6nNdbB/o2R5rnpKjh+/UM57aDP0HQZj50vPyXQSMHh9h+NMv4vG1GUPvVdKKaWuKH0eVTcz1xRjW3ngNnbdaYJ4du+rvyillFLqQ7qsjMcJEyZcybUo1SPGtuHI3q47qk7Kl7Hgtq/A6qdg2Rek12I4F0IR2PKaBCc3vSRZgAsflMBd1cnMeYr6SPbku09ntk1aKsG5WJP0cNz4ovRYbDNgDPQZLsNdTu3rGHQEwIPNr8KSz4Ptl96Oe9ZAvxFyroFjYd6nJfHStmXy9aqnYPonwE1LNuXYeVI+DZBTALM/KaXW0RLJssymuA9sehkGjYNlj8K+DbK+fqPgwinZN2CMDL4J50IqiRstoS7p16EySimlrjv6PKpuZs3JYqIl/4RV+bUu+9ziv6UlWXgNVqWUUkp9OJrSpK46yzJE7BR+Jwl4pO0gLa4fx+lZpMt1XamO7pYnAbx5n5Hy5DFzJIhXVyFBScuWsmmA1U9LBuD4hZBogbxisC3Y9IqUYpcNlCE0Zw61lm8jfSLHL4TCcun7GMmXoTNv/AIW3A97VnezLFfWEGuSITnzPi3Tp5d9QbIu1z0PyXi7G+WDcJ5kco6bL2uff7+sK9YgZeXj5kufy5W/7Xq9gl6QTsv7SsalLL2uQgbrRIth4lJY+YRkXtZVytr3byAx+U48jToqpZRSSl1VqZRFLHg3ob6DsKu/C8n94B+KW/R94tYMEnH/+59EKaWUus5o4FFdVT7bEE3XYq99XkqdAV+0BP+sT9IYLCblvP8U5WTSkSEru1ZlP6DvSMnm2/KqfB8tkWnOyThcOAO+dn/sUwnY9ob83vZLoPKeP5dgY04BVByTrMBYu5KX5jo59ye+IcG8C6dg0HjpqejBJVMFU0kp407G5BzxZtneeygseBDWPivXMgbmfkp+jUThzV9JKfRd35bAqT8gQccVv5bJ1Ys+C1tfl5Jyy4aB42DIRHj3d3J+z5VSbpDhMoe2SvblpGXyfoZOkYE7U24hkc70vAz4DGGTxOCR8mxiri/rwBm/zxAmiWU80ljELiOQrJRSSimlREsiQtyaTaTkBSyTwHUDtCSjOvBPKaXUDatHgcd7772XwkJN7VcfXp6JYb/xc3Da9SVsuID95i/Iu+Nb1HCJ4S3tJANRAkMnY45s77jDH5Kg4conO5yfl3+Ct+wLmKETJdhnLAnGteek5PV1FRKs3PRHGDkzExxsb3FroO/MASgfDL0GyfbmuszwlmzKB0vG48aXOm4/dwQaqqXk+dwRCSa21Ms6ew2SbbFGyZTc+ppkQR7fJcHIQ1sk+3LysswU7tMH4J3fSpl2Ye+uQ3E8V143ebncn5ozeCX9MKE8SHsYA/n+NPaB9ViHNkM6ia90AMGpt9PkLyDZLkCcH0jjO7ETa+8aSLTgLygjMOU2YjnlxJxOw3CUUkqpD0ifR9XHhet6NMVygdzWLRp0VEopdePqUeDx7//+76/0OtTHQMBnsI5s6Rh0bOO5WHvXEBp3K/H0pc9jWwZfohFT2l9KoY/ugEQLXvkQGDULs+ppKX3uxGx9HW/cfEztOQlO7l3b9eQTFkpm4PhF0texrkp6Ix7eBrXnZHDN2Nay56qTsPhz0tex9rz0TTywSQKAq39Hl4fEPsMkG3HHW9nfWHOdlEXbPrlWcwPsWCGDbeZ+CmrOSpDQ9knW5NbXMq/dvgIWPgDb3pTj2uSXwtRbZShN+4Bo/1HQbyT88ceS5Ulr9fqwqeSPnQ9+g9m/AbN/feb+VZ3Efv2n5N76Vep8RbiuR47Pwb/9NcyJ3Zlr1lViv/0bwvMfIFUwhLRmPiqllPoI6POoUkoppdSNR0ut1VXjw8GqPNntfnPhFD5SwKX71+TZCew3fyV9GnMLZTiKP4ipOYu3cyUUlUvgrrPacxjLkuDgbV+TrMY9a6CpVvoejpkj5d+JFimf3v6mTJdOxqDvcBnU0lgNwTDUnIPZ98gxdZUSiJz7KRk4c/aIlDHvWSNlzeFcGDZVyqmDETlHd2rOycCZw9skS3H4NMlMXPc83PpluZbnSVl3e6m4BDsnLpYvJw2BMLQ0yECaPkPl/dZXSVbkiBnw9uNdsz4Pb8WKFsPpgzBwDNz+dWiqgSM74OwhCRBvfZXw7Adodm2Cbrxj0LEde+urRJZ9lYb3+e+plFJKKXWz8/mkCiSddt/nSKWUUurmooFHddU4xsbLycd0U4XsRaK47/NH0hiD1VidGQ7TVNshc9FYtgxJ6VyCDTKoJRmXvo5N1RDKgTmflPLqVAJ2rYazByVIeP6YBPhOH5CvNuVDJMiYVyxBxbrK1sW7EuArHQBDJsm5Z94lAUK79T1VnpBy6UCo4xCZ9oIR6SlZWA69BsprD22V1zXWyDTscB7UV7ZmMF6A3kOkx6Q/KMdZPuklefYgREthxh1yn9reR9lAmZrdOejY5uBmCcJuellKv/eulWzOfiNh0x8xVSfxGwfL8kmgtDstDdhOgvcLJCullFJK3bTSVUQDxzEtr4IJ4+V8gli6lFgifK1XppRSSl0VGnhUV00y7eGOmot9fFfW/e64hcRdi0v1sbEspPdhd9oGvGQzZk4mIOm6khXY0iBZk7FGGDcPxs+HM4cvlh9nLuyD+Z+WsuoVv4blX4DT+7teo+qkfBWUSbai7YcNL2T29x0Bw6fDnne7vtb2yetqz8tXU630YIzkQWl/Kbmuq5Cej3nFEgRNNMP545J5mYhB2SAYWwzHd2YCjZEoLH0E9q6T7wvL5X13p6Uh0xNy33oZVLNjBYyZK78/cxAPIzN0gu/z0Gz5wLn0IUoppZRSN6OcUC2c/3Pspufabf0OkeL/gQl+lZZEz3qbK6WUUjcyDTyqq8bzIBaIEplxF9bmlzMZd8bgTlhCIqcUN3XpfoCO40FBr+4PCEZwo8VYPj+k2/WSHDQSBoyG996GabdLALF0gGQTVhzLHBfJl8ExqQQcey+zfcpyKdE+f1S+P71fMh9BgoIjZ0qQ0bJkGM3pg5LVWBDtuL6zR2DqbZKx2D6T0h+E2Z/sGJCsPCFl0cOmSm/IV/89U2Jt2ZLJmEzAzncyr6k4CpXHYeGDUHNegrQtDbD+D9Lr0RhZZ0s9HNuZ/R4W9cn0gmyogpx8+f2BTTD/07iRfGJeAM/zcKOl2J3vdSuvzzASJpD9GkoppZRSNzHbtvDF34QOQUdhVf93Qv1vIWbGyAe51wFjwO+3MUAq7XaYom2MIeC38PBIpTy862XRSimlbggaeFRXVSxt4fYaTeSuYZj6CnBdvMJyYgSIp3o2ATkVzMMq6oNpP0SllTthCS12HsE7vo3VeAEr1YzJS0H6NWj+nzD/Ucgthv0bJCuwfdARJCD3zhMyNGbULDnOF4CcgkzQESQIN26hlD2XD4Ytr2amX+cUSBDx3GEp4/YFZPp02UCYuASObpfhMCNmtJaMu+ALSk/IC6c6rqexBkr6wduPdXqjDmx4ERZ9VoKWqURmn+fC7tUwcroMnQEZLjPzbtj1DpzcJ+8vlJN9YvfYubD5Ffl9XnEmO9JJ4dl+nJGzSSY9bNsiRghr4Wex33m8Y9/JnHycaXfqVGullFJKfSyFA3VYlf/U7X6r/icEcn5EInntg3i54UYCHMVq+Bl4cdy8R0jb42loKSAvUo/f3Y/V8EsA3OiXSVkjaGzJz3ou27bICVZjmxY8/MTTRcQT+k9OpZT6ONP/C6irLuFYJAhicgdiDLjpy3vgakr78C14CHv7a5iTeyWVMhCSrMk+o4klPWIEMOG+FJacwT4xlov1vr3vgXojA1xWPpn9Ai0NEpDzBWHJw9BU13VYTWMN2DYMmQhvPUaH+u7mOhnccvtXIRGHeZ+WNdacg10rpVfiltckY3LZo7D6aRlok00wAke2dX8zju6Q8ufDWztuv3Bapm+356Qk6Ahy/Xmfhp0rJbMSJLNx4hLJxGwLNo6aBbvbZWHmFJD2DEU0wNljGF8Ar9cgnLv/DHPmEDRW4/UajFPQm0YnoJ+IK6WUUupjyTIOON0PFDROBcakAfvqLSqL3HAjwYb/itXwm4vb7MansUJzKe79G0zFn0p/yov7fouVcxem6F9p6BR8jARjhL01WOf/ClLHwQSw8x4hVPjfqG8uum6yO5VSSl1d1zzwWF1dzT/8wz/w7rvvkkgkmD59Ot/5zncYNmwYAPv27eMHP/gBu3fvpqCggIcffpgvf/nL13jV6qPged4HegDxPKhN+glPvJPgxOUYJ41rB2ghRCrltjvOw/HC2L5ySJ+RjU3/CtZ/lwzE7oargPR8rDkDe9fIsJii8q7HVJ+BhmqyNpV003B8F/QbLeXKm/6Y2TdyZutgmCo4tU8yIU/t63qOYATyCjNlz9k01UGfkq7bLRuixTD9ExJcdJ2O77exWobhjJghU7D9QXkve9dBzVnpzThuPjTXZ6Zw9xoEPh+hra9hTrTv02lwZ9xJvM9YkvhwHLe1ZF6fLpVSSt049JlUfZSS6VwCkaWYxiey7ndz7iHt+IFrN+XaGEPA29ch6HhxX3wtNL2AcbsGT03zS/iij2JZt14sybZtS4KO5+7LHOglsRp+hknsIK/s+S6BSqWUUh8P17wO8pvf/CanTp3ipz/9Kc888wyhUIgvfOELxGIxamtr+eIXv8igQYN49tln+fa3v83//t//m2efffZaL1tdB2JpQ106RK2XS306QCrd9cEtniqBsv+V2ZA6AIGANLLxXaL/YDAig13GLZBy7PwywHQ8JqcgM9U6m+ozEMmFstZJ1202vCj9FicuhnNHYdRMKOzd8bWBMCz5PMSapSy7O0W9ZYL1gDESGDStaxw4TqZRH9kO8z8jmYzV5zu+Nt4s/SHf/BVs/KP0zpz+Cbjly7DoIelD2dY/MloCU2/FnD3SKegI4GFteolgqolUyunQE0gppZS6UegzqfooxZN+3KK/BhPqutPXGyd8K+ksz65XUyDgYtX/a7f7Tf1/QN69WffZdf+HYCB28ftIsAbrwl9lP09iCz7vxMXHVKWUUh8v1zTjsba2ln79+vHNb36T4cOHA/Anf/In3HPPPRw6dIj169cTCAT43ve+h8/nY+jQoZw4cYKf/vSn3Hfffe9zdqXAcT2ILsft8wLWhf8L4lshvw7cAsk8zDZduqiPBP5cR8qQFz4omX8z7uiYuRhrlInYzXXZLx4tlWxD2wejZ8v1qs9AICSva6qTAF86CfPuk2vUnpe+kf6AlDu3NEm589H3pBTasqCxVrIXLVvOe/4YpGKQ118Cpaf2w8gZ8MYvpIR7+woJdHYOnLaXXyKByuFTpV/l2HnQb5QENvOKJbjpC8gx3TBHthIYtZRkSsdYK6WUurHoM6m6EppT/YgOXI9X8ReY2CrAxsv9NE7x39LQUsq1rg4xOBivqfsD3GboblCg14Ih88znMy1SXt2d+Hpse9I1D7YqpZS6+q5p4LGwsJAf/vCHF7+/cOECP//5zykvL2fYsGH8y7/8C9OnT8fnyyxz1qxZ/Pu//zvV1dUUFxdfi2WrG41dQKO3jGDZCmwrAYSwTAB76GTps7h/XetUZgN9R0gmomVLr0N/UAbJHNoiWYtLH5FgZHO9ZAiWD+k6oAYgr0iCf1WnpNR6xW8gGJbgYUMNLLxfpku//Zj0i/QHYcR06D0U1j0PjgO3flkG2jhJuOObUHFc+jQWlku/yNIB8N47cHJP5rp718CCByRQOedeGZRTfUbOb9kwcCyc2NNxreE8mLBYBtQ4Dsy6W6ZgtzRI5qfnSdm152UfRtPKaqknbKdJpvTjbKWUUjcWfSZVV4Lj2BCaRKLkd9imETAk0vnEmgJc66AjQCodwMn9HHbzG1n3e7l3Y2Lrsu5zcx8klc6l7X14+MEEwUtkPR5fH1zn2r9npZRSV9817/HY5m/+5m/43e9+RyAQ4Cc/+QmRSITz588zYsSIDseVlZUBcPbs2Q/1kOfzXfMq8w/Ftq0Ov6rs2u6PMYZYqujidmMMYSuJb8R0rGGTIZXEJGNw5oBkCvYdIaXLkWimx+LRHXBspwxlcdLSD3HyMpj2Cdj2hvR1BJhyi2QJrntesiGLekvW5IndcGAjlPaH2goJ7rVJJWSqde15yYyMFktJdn6p7H/5Jx17NI6YAYWJjkFHkODgu8/AogclUDl4gvSQ9DzJlBy3QM6/azWk4hLo7DMMju+BHW/KOXLypcw8v1TWn0pCvEnuw6SlsvYzB2UCeHul/fHvXEHh+MU0OpcoY78J6M9fz+h96jm9Vz2j90ldDVfzmfRGex7Vn8HL03afkk4ejpNzcbvvuvkXGHihhRAYAcmDHXdYRVD4bTh1S9cX+frh5t6HFzP4fPKBc9Ipwhd9VMqzOzNBvOBMrLjBsrJ/QK1/tnpO71XP6b3qOb1XPaf36vJdN//be/TRR3nggQd48skn+da3vsVvf/tb4vE4gUDHAEYwGAQgkejm07QesCxDYWHO+x94A4hGw9d6CTeE7PcpkvltvBle+i201Mn3vYfKYJfTBySz8fxR2e65sPllWHC/TMbe9qYEJxc9KBmF/pAE5Va1m5h99jCcPSLBx1gD9B8tr8vm7GEYNVtKravPwLh5MiG7s4OboLCX9F5suNBxn5uWbMX6KslkXPP71iE4SA/IIZNg/AI4c0iyN3MK4PCWzOub62XwzKhZ8nvXkWDqucNw+qCUjk9aIsHXza/I/nAelA/BbHsDXyBE4ZRb5LibnP789Yzep57Te9Uzep/UlXS1nklv5OdR/Rm8PNf3/cqB/iug9t+g/ufgJSHv01D8XzD+ITBgFdT+MzQ8DhiIPgKF38YXGERh5/aVob+B+DZItHuuNEHo90d8wf4Uht//g+nr+15dX/Re9Zzeq57Te9Vzeq967rqJDLRNDPzbv/1bduzYweOPP04oFCKZTHY4ru3hLhKJdDlHT7muR0NDywdf7HXAti2i0TANDTEcR3uldKe7+2QM5JgkdkMlnD0EkTzM0s9j9m+Q4F8wBw5vg/LBkrF4cHMmozHeLOXSBzfLBGiQvo0YGDoZdq3KshJP+kMueViCebHG7hfd0iAL7Duia1l0e4e2wJCJsOOtdhsNRPIkw3H4dCm1bn8tz5OBM6EcqL8gpdS5hRJYNEYCkYe3Szbkke1w+9cl2LrqqY4BzjMHoe9ImHYbnDksvSZP7oOx8+HARlIjZtLkZmmmfpPQn7+e0fvUc3qvekbvk4hGw/op+xV0tZ5Jb8TnUf0ZvDzXw/3y+x2Cdg0Gj7SbQzyVg9el4rkIX/i/Esz9OuCRcgpINvuAFqAUf+R/EMj7T4Ah6RSSaraguRmfzyPkq8HgkPZCJFJFhHs9j+2ewMQ3gK8vbnA6sVQp6foUkOp2ndfDvbpR6L3qOb1XPaf3quf0XmX09Jn0mgYeq6urWb9+Pbfffju2bQNgWRZDhw6lsrKS8vJyKis7Tg1u+75Xr14f6to3S2Njx3FvmvdyJXW+T4WBFL53fpMpowbY9ibe3E9Bv9GYcA70HyNZjJGoTJje8AI01QJGypHbgo4gWYzr/wD9RnYsiW4v1ij7okVyju56+wTCsjsY7n5wDUCsSY5tM3w6DBgNjdUSWMzJl7Luk3u7vvbgFrjtK9Ljcuc7coznQp8Rkpm57XXpI5lOStZn56xKkLL0kTMkMLvqSSkXX/J5OLQFHy5RK07C8xFz7Jt20rX+/PWM3qee03vVM3qf1EftWj2T3qh/jvVn8PJci/tljKEg5wJW/T9h1f8cvBh2ZDH+4n+kMTmEVNrucHw6DXEK221x2+0zxCjqsK8gtw678edYdf8b3Dp8wcn4S/6JltQ4EqkJ2PYkXMfDbfK6nO9S9M9Wz+m96jm9Vz2n96rn9F713DUNPFZWVvJXf/VXFBcXM3v2bABSqRR79+5lyZIllJSU8NRTT+E4zsWHwPXr1zN48GBt4q0+sJAPrN0rOwYdAfAw656DZY9CMoZ34STm1AGwbRg9R4Jq6ZSUS3cOLrqu7LNsLikRk+P6jZCAXme+AOREwReEfRuhfJBkYGZT2l+CmTPukOBfOiXDYapOw7H3JKg45RbJamyolr6R8SYpsU7FJcPxzV92zIg8cwAqj8u07U2vSMn3ke3dv5/DW8Hnl6AjQHMDLP4sZvsK7OozRCJRQuMWksjtRVP6fe6NUkopdY3oM6m62UQj1fjO3QbJzPOmaXkHu2UWeQM2U+sMyZL52DO54UZ8VV/BtLQbSpPYjn1mCZE+r5CyFug/xpVSSl10Tet0Ro0axbx58/j+97/Pli1bOHjwIP/lv/wXGhoa+MIXvsB9991HU1MT3/3udzl8+DDPPfccv/71r/n6179+LZetbnAhklhHd2Tf6XlSgrxrNWbvOskerKuUbMZ1z0uZdTgKdqceNcZI8DESlUBcNgVlMuH6ncdh/CKZfN2eHZCp2ck4JFtgxieg9zAZ/lLSH6x2nxMYCyYtgwFjZOr2az+DFb+WzMNwLky7XYKjW1+DYVOh10Ap8Q7lwqLPwtApEqicdjss/pwEGmfeJWtMJeDYLpj7KcB0n8EJss+0/jUSLYHcAnjjlzJIp6kWKk9gvf0bgse2EPLJeXw+64Zrpq+UUurmps+k6mZiWQY7tb1D0DEjhVX9XcLB+Ac+f8Cc7Rh0bMeu+nMiwZoPfG6llFI3n2ua8WiM4Z//+Z/5p3/6J/7iL/6CxsZGpk2bxhNPPEGfPn0A+NnPfsYPfvAD7r33XkpLS/nOd77Dvffeey2XrW54rgxE6U5LowxO6ezCaTzXwZzeB+XDoHQAVJ2UfSf3wNBJkmk465Ow9hk6fIzsC0j24aaXJbD3zuOw/EtQc0YmWRf0kgzGfeslw9BxYOot0GuITNd2XZkoXXEMTu2DybdIOfaKX0OiXX8o14G9a+Vabes7sEFef/aQHHNoqwQVT+yRoObGP0pANK8YJi6WTMzzR2HgWMmUHDgO9q3Lfq+GTJLzgWRebvpj1kCltXs1OUMnEfFimBOHwPbh9RlBzISJORqEVEopdW3pM6m6mfh8Nlbzs93uNy1v4i9uBi6/H7dtWxDv5rkQIHUIn2kCCi773EoppW5O13y4TF5eHt/73vf43ve+l3X/hAkTePrpp6/uotRNLY0Pf2G5BPyyKekDBzZm3WWObIeJS2Sa84RFsGeNBOmO7YS5n5ay6LIg3PoVyfprqJbp0+VDYPuK1h6RSObk6X1S9uwPwogZsPV1CSoCLHhAzrv19Y4LGDFdMhOb66HmfMegY3v71ktGZNVJGVaTX9ZupwcbXpTJ3DtXwvzPwN51kF8sk7SHTJKS8AunZf/SR+D4rq4DcUr6SYn3hEXyfTAnMz27szn3YLa+htX2/gC2vU5k0jLMgMm0aBm2Ukqpa0yfSdXNwvM8PLsXprsDrEI874N98Ot5HlhFlzjCxuP9p1crpZT6+NBUI/Wx0+L6cabdAdkex0oHQDIhPRCzsSw4uEmmV0cKYMadcNe3YckjMtm673ApuwbpCxnOk56LK34tQb32fCEYPFEChMl4JuhYNhBsn0zN7uzgZjnW9nUfOAUJEgZaP8Uu6tN1OIyTkvOE82S9liXBxbpK2Tf1Vvnec2H7G7D8i/J+8oolO3PychgzF9b9QXpIzrxLBtFkU9QHYs2Y9kHHttu5YwWh1CUmfCullFJKqcuSSjl4eQ93u98t+Dax5KWCh91zXQ8vNAvI3lrIy/00iXTBBzq3Ukqpm9M1z3hU6mpzXY/mUDE5t34Fa+urmAunwR+CYZNlOnV3w1xA9lccl9+/+QsZ1uILwB3fhHee6BjgG79Ivq88Kb0TjQ31lVIOPXCc9F08sh3OHYZeg2HJw7Dl1UwmZXf2rYfxi6GwvPtjQrlS0u0LSDn13iwlMZ4Lw6fCK/+WKT2vq4RzR2DCEgmA1ldB35GSydh7mJSDg0zTrj4tg2hqzkmwMpQnGZA15zpeZ9A4OLKt26VaBzcRmnA78cQlyt+VUkoppVSPxdK9iZT8I9aF/9xhuxeah5P7CKmmDzhZBmhOFJHX+2msc58B2j2/+YfiFP8dsSbNeFRKKZWhgUf1sZRwLFL+EiJzHsJnHGzjYY7vwqz4tQxfiZZ0yRL0BozGOCkJPr79OND6wJZOyhCXhQ9K+XPVCQjlQO/hktHYUi9BOseByUsh3iJZhn/818w5Tu6VzMF5n4FAREqdu118DNKtWY+BMCSzHDtqJlSekDVtX5G5ThtjJHC59rmO/S5tv3y/8x0psT60VQKH6/4AtecyvS/LB8PouXDrl6GhBs4fk2vOvAve/FXH7Ed/sPuScMDEm8hpPkc4lE+zFyDpdFsYpJRSSimleiCWCEPwYcIDbsM0Pw9ODV7OPaStoTQ05X+ocydTfpr8C4gM3ItpfhmTPokXXobjH0dDczFdnjuVUkp9rGngUX1sua5Hk2sD0l8wPGAqoQHjwHWwljwMlSexjm7Hs/24I2fiRMvw1ZzCOrQZosXQb4RMdD53VAay1FXC7E/C2PnguXgYzMk9sO1NOjyA3fZVeOMXdHkoS7RIwG/W3ZJtWHM2+8J7D5HrVZ2U/owbX8r0jjQWjJoN/UdB1RlIJ6A6y3lGzwbLhroK+X7oZBg0XtZg+2QwTqIJxs2HVBLGzpXAaTAsWZRnDsLGFyWrsvcw6XvZ0iATvW/7ChzfDVWnZMp3UR/J6DyxO/v76TUIa8urWLUV5C14gKboABLtgo+2Zci1k9iJJkgl8XLyiRMgltZOEUoppZRS3YklwsQSA/D5/hLjh3TClR6NH4FEKkAi1Ruf72sYn8FJu7hJDw06KqWU6kwDj0q1iqUNsbbpfkmwi0cSKB2GhyHpGNykR1FRXwnutTRIIM1zZfrzhIWw/gV4720o6Yc3cCwm3gLb3uh4kXCeBCi7m6pddVJ6Lw4aD0e3y+/b84dg2BR46UcSHNz0Rxi3QM7ruZKpWXFMSrj3rpPzLP6cTLauOQ85+TB+IeSXyhoWPgi5hdLP8e3HMxOpA2EZPjOoHF7/eabn5exPwqEtMnimzck9Eohc/Fl4+zHpATntdrkGRiZ4z/sMnNoPbqdp4ZGoDL5pLc+2Vj9N5K4/I9H638FnG6KpauwVT8hAHgBjiIyciX/kfBpSOpRGKaWUUupS0ukr184mnXav2LmVUkrdHDTwqFQ3HMcldjHzTj699YzB27sWU3Uyc2DVKQmyzfkU3qm9eKNmY84clCBiZ5bd/RCW9sf4g7DwIen12NZzss8wmLwMDm6RoCNAYw1seKH1hQbu/BPY+EeYdhtMuUX6QZ47LFOzxy2AnAKZiL3lNQkWFpTCyJlde0omYxKIvP3rMOsu2PSyBFxtX8eg48WblYL9G6Vn5N518N5brZmOg6Q0fOc7sOgh2L1aSsCNBQNGw/DpsP4PmfMEw1gXThMoG0k67ZJnxbFX/BLSqcwxnoe1fwP+aCm+XuNJO/rAq5RSSil1I7Ftg+dJBZJSSqmbmwYeleohyzKYmrMdg45t6qug+jTu2IWk0x7BxmoZPNNZS0NrJmA3cgtlAE1thQTxxs6XgKFlSTAy1gT712d/re2TgOHYeTKkpnQATFoq2YvppGRFJmPSj7JtwvbQKbB/Q/bzuY5kdTbXScbiwU1w/mj3az9zECZ9QwKPZw9LyXddpWRZVp6Adc/DiGkyHTtaDAc2wcrfytoKe8O0WyEZx8SaiMYq8PwhTNW5jkHHdqxdK4n0HkGDk32qolJKKaWUur7khpsIWJWY+EY8Ox8vMpXmRBGuF7zWS1NKKXWFaOBRqR4K2h72oc3dH3BiD87gqXgY6blYOrDrhGzPlanRQ6dkmfRsYMadsP0NCTyePSSTsaNF0l+x6qT0frTs7KXaQybCwc0SvFzwABx7T8qiew2CYVPl2q6TCTqCBCMba7t/T021kl157D0o7guxxu6P9fll+ExRH+lP6aQgnJvJzow3SQbm7E9C7XkJZIK8pym3SJl2Mk5bjqkp6i3H+vzZg4+xRiztI6SUUkopdUPIz6nHX/OXmKbft9vqJ7f3b4nZS4Gca7U0pZRSV5AGHpW6HJdqyO15OB4kCBAoGYBVUCrTrdt6E7bZvxHu+hMoKpesv1ijBPVGz5Zp04nWfor1VbCm3YNZOA+Wf1Gmbq/8bcfgY0k/GSiz8knZHgzDgLESBBw2BdY8K2XZY+d2XEtTLRSUZR9kE4nCwHGyjp2rYP59UNofDmzM/v4HT4RjO6XnZe05CObI+5l5l/SItFr7Me7fAFNvgyWflzL1QeOlj2TnfpY152D3uxKkzXbNvCIcdMCMUkoppdT1zuez8MWe6RR0BEhhn3uA8MA9QOG1WJpSSqkrTAOPSvVQ0jU4w6ZhnzuSdb87ZDIJAqTSLs6AcZhtr2DmfQb2rYMzhwAPivvizbwT01gD/UZBUV9ItkAoV4awhHJg7qekv6LTLsvP8sGMO2Dt8zDjExK0izVCQw0U9Ya8YnjnMQk6+vzgC8rAmGWPStCx4phMow7ndlz0oS0SGHz7scy2YASmf0LOVXFMAp6LHwLbL6XiY+bC3rUdz5NfKoHPjS/BqFkwaJyUWG96Gc4ckPV7bmZ4zf4Nkh0ZyoWmeikj97zMEJs2J/fC8i9kDTw6k5bT4gYA7fGolFJKKXU9iwSqsc79z272uhKQDP/NVV2TUkqpq0MDj0r1kON4OEX9sEr6YToPWMkrwh00gVRSMiLrUz7yJt+Or/EC1oAxMG4+BMI4dpBmL0Bu2sGuq4DVT0sAbuqtEuCrPS9zbBZ9FiqPQ/0FKbXuNQR2r4LqU9LvsfqsDHlprpOej5EozL5X+jymEhIgzCuWgF5jjawxnQTXlWNbGmRbrEmOmXa7DIBx0jD/MxIwbLiQeX/GwJxPSfZj3xFSvn1qvwQKy4dCIARrnoH+owEDA8ZJ4PTMAXl952nW8SaZwN1vlKx59GwJulo27FwJdRVynOfKJO/Ccrk3AP4g7sRlJAoH4OgkRaWUUkqp654xLqTPd78/dewqrkYppdTVpIFHpS5DQ9pPdO6D+CqPYB3cBK6LO2QSTv8x1KcCXJx+7UFDyo8V6YM/2k+S+dIOngPgUR8soyA3hTVkMhzaLCXXU2+VQGQ6ISXTZQMka7DqFOxec/HcNNdLX8Ttb2YWFm8Cnw/W/aFjwDC3EOZ8EtY+JxmS770Nc+6F9S9I0NJz5bWnD8CseyCSDwc3djxH2xta9zzc9acSKHz7cRkQY/tg7xoJbvpDMjjm0CYJhi7/Iky5VUq5nbQEL1MJGT5TPkTKw997GyqOZ64TDMPc+2D7Cgk0BsPgubiz7sazgxLADISJESKW1KCjUkoppdSNIO0E8YdmYuLZhyR6kVsu9vlWSil1c9HAo1KXwfMkm9EuGU2odBgACfykky5kGXTiuh6JZNdBMI7jUuf5KBw7T7Ina8/B0fdg0eek72KfoV0H0wBgJNhnOj2azfokbH29a8CwqVYmXI9fIFmMjTWw4UWYuCRT3hwtkYEzq4/Cwgfh+O5u3rzbOuBmECx6UIKlR7ZLSfbAsTBiOrz7O+g3AmbdLUN0/EHZlkrIOcJ5UjJe0Ev6N7YPOgIkYlIaPvseWPUUTFgsWZrhXEilMUd3YDVcIFI2kNCA8TR6IdKODphRSimllLqexZJ5BEv+P+zTC+jyzOzrixucpZ27lVLqJqV/vyv1ATiOS3Papjltk/6A5b6O61HnhnAXPYS39FG8wl54LQ1Sxjz1Nik97mziEhngUn1G+iqC9GTMLZDMyGzqKiG3KPN9Uy2sew6ObpfS6Y1/lGnaxpKvbBOz2zTXy8CbV/5Dhr4s+qxkUAbCsOppCTq6npRdB8Ow8cVM0BEk6/Ld30sG5PGd2a+RjElZ+PQ7obgfBMKYPWuwm6qwjmyDs4ewdqzA98qPiTp1WJZ+Pq6UUkopdT1zXY8WZyROn5fBP7R1q8HL+QTpvm/TnCy7puvrzJiun/MrpZT6YDTjUalrKJ32qE4HsCN9yB1WTmD9sxKsyy+FW78Cp/ZJVmA4T4a3nD0MR3dIkHHKLZJNOGSi9Gq8FGMkqNg23KXvCBi/SIbeGGSIyx3fkOzCgjIJVmbTe6iUUafi8PJPZPBLbhEMiEh/x1AOvPJvMoDmwKbs53AdCZ6WD4EzB7u5MSnoY0NyAwRmY0bPkjXNuVf6QB7YCGcPY699hpxFj9Lo6l9lSimllFLXs3gyRMpeQKT8HXymEQ8/SSefWHMY274+Klj8vjQ5wRos5yh4CTz/SGLJQuLJ4LVemlJK3bD0X+tKXQcMBttNwqiZ8hUIw6kDMp06EoXh0+D1n2cmXTdWS2/IJZ+HVFIGzrQPLHYWzoPFn5NMw5x8CURuekX6SfYbCaUDoKVRAocTFsHq39OlDKZsoJw/Jx+Scdm/8SWYfz+sfx5K+0sJNUgG5vFd3b/hmrNQUN594DHqQOVyyPsuHAjC7q2Z92b7Ydptkul5bCc+J4H+VaaUUkopdf1zHJfGlgKg4BqvpKugP0mOeQf71CPgxVq32uQU/Td8ka/TFMu9putTSqkblf5rXalrLGS75DScxNr4AsSbZWNOgUyaDufB9jdk2/gFsOOtzAvPHpZA4sy7ZTjM0ElweFvXCwwcJ6XZ6/+Q2bbwQaivkABi7XkZQrPsUQlsntwHCx+QHozVZ2Ri9bApEng8fwyMnTnPxMXw9mMQzodJy2Qdlg3NDZBXlJme3VlhuZRRd7fPdwTsYkjOgl1vdtzvpKQ8fMnn4cQeydJUSimllFLqQ8gJnMU+eT8dP3x3sGq+TyA4BctaguteH5mZSil1I9Eej0pdQ8ZAJN2AterJTNARZOL0u7+XsuQFD0DNOWiqg6WPwKSlMGIGzP8MDJ4Ib/0GivtAr8EwapZkBAJYPhg2VfpCbn6l44WP7IBB4zPfN9VC9Vmov5AZSNN/NCx8SPo/1l+AlU/JJOpkXLIi598vk6wnLYN597ZmLxrp++gPwsgZ3bxpS4Kh0WJ5L4Fw5mYMGAXzpkDdn0PkK7Bnfzd3zpMy9METIdDz0hdjIOJzifpT5PlS+Hz6V6BSSiml1MddwG8wDT8j27BIALv2/yEcaLy6i1JKqZuEZjwqdQ2FbA9rxztkfchx03BitwT6BoyR3otOSoKMQ8vh/FEpZy4sl5JsJwWJOMy7DzBSfu0Pwo43ZVhLe811UNS74zbLhm1vwPTbYeWTsGNFx/0Dx4HPD1OWw7710hdy7qclK/LF5zseO3SyTLqeeadM2063logHIzD3Ptj5jvSlnLhY+jaGc8EfgNRTUPUN8FrA6gPNVd3fvKZaGL8Q01iNL6fv+w75CdgeuU4j1pY3MZUnoP9oAsOm4uYVU5/06SfYSimllFIfU5aVxkod6P6A1AlsK9n9fqWUUt3SwKNS15CPNKauovsD6ishvwy2Z8qNvQFj8EbNwsotkH1uGlY+AWPnw9i5Ut5s2ZLet+1NuJBl2nVhufSJ7CzWCHvXShnzwS1QdVKChcOmSP/GdBpWPy3HDpkkwc733u56niPbpedj9TnJjPRcCOVKIHTf+kxvR9eVCdt9hsPY2ZA6LkFHAGcvFI7JlGvnl8Lo2XIekEzJYBi7uZ5cO0Vd2u6wBMsy+Hw2nufhOC65iQvYb/5CysoXPgTnj2Jtex0TCFE4ei7JvF40pjqeQymllFJK3fwcx48bWoDV/HrW/V5wCmk3cpVXpZRSNwcNPCp1DTnYeLmFmOa67AfkFkkwsE1OAc7kW8ED68Ba6fHY1tdxyysSlBs6ScqkLVuGuHRm2TIJ++0nOi0mJVmKR7bDhTNSxjxhkWRcHt4Gs+6Gtc/Ksf1HSZn01te6f3OHt8sU7Hdar2P5YNkjcHhr5pimWrj9663rtCD0WWj6d/AS0PRzGPcanDkKvYfAiOmSkdlY03pvCmHWPVB9Bl/FcaLDZ9GQtDHGEPUlsevOYZ3ah5cThUETsM4eAtuGWXdJGXtrabsBzLkjBIZOIXfsUprSGnxUSimllPo4SaVd3NzPYNX8HXjNnfYa3OLvE4uFrsnalFLqRqeBR6WuobhrExq/GLviWNedxuCNmoVXdwEzdApeOBc3FKU+aWMZj+jgydiBoPRMPLJd+kEmWqC5HjxPhsbM/0zHYF1eEUy9TbIa3XTmWtFiCEQkIHn2sAQ7D23O7B80HnwBOY/PD+MWQ+XJjn0pu7y5JhlM08ZNS3l4ST+4cFq22Tas+b2UkueXwv4TMOpFqP82JA9C8v/Aoj8Ff6n0snSdzPmaamWwzW1fxdg+/Gf3Eew9nggJfG//6uJ7NgC7VsHUW+W9H9ySdd3WkW0ERswAU3Cp/2RKKaWUUuom1BgrJ9pvFXbFo5DcIxt9fXHLfkJzegieduVRSqkPRAOPSl1DrusRj5QQnn4H1tbXM8FAfxB3zn14viDmwgnMyb0Yy4bh04kOHE99yk+dr4jCeBWWk5Yp1a4r2YxnDsKbv4JFD8GeNTBmHkTyJBiZUyCly/1Hg+PI9fqPkcDjumdlMM2ceyWoeO4wRPJh7Dzpwdg2PXrgOIg3Sn/J0gFQcTz7mysbKMHP9hprZVI3gO2TrMWac/IVa4KRc2DH2zDwx1DkBzzwl8O+9zoGHS/eQAf2b4Q+Q7FK+pHjd7HOHpNrJ2OQiGWO3foG3PknsPnVbv97mJN78A9bQCqV5VpKKaWUUuqmlXagLj6SnLLX8Vm14Dk4FNKSKCLtaNRRKaU+KA08KnWNtaQtnN7jiNw1AtNSD5aNG8rDsgz2Kz+RLMZW1vY3MMd3EV3wWepTfjw8OLpDvjrb+KJMwd6/ITMoZtQs6D0M3ntLpmD7g9BrEKx+KpMF+NZvoO9IGQLTWAO7V0sQr/9oWP5FqK+CdAKqTsDImZIZ2T7ABxJUHDEd3vhlZlswLH0hDfJrbiEc3JTZf2AjDBgr5dnBYmhogVAOJJNQfbr7G1h7Vt6DP4h17D3M6f3Sl3L2vVBXATveaj3Qg/PHZEhPthJ0QD/KVkoppZT6+HJdj8ZYFIi226rPh0op9WFo4FGp60AibUgQBH8ZAEEMuXvf7hB0bGNqz2HXnsWKDsINR7Ftv/Rn7Mx1ZeJ0UR/JUmyqlcBbv5Ew406orYCWeimrXvYFyTqsq5CAYEGZlGMf2pI5X8VxyVZc8nlwPRg4XvpKzr9fMivPHQU8GSoz9XbYtTKTwZlTIJmUO1dCW1l5OA8mLJYA5cHWsu6WOsl4TCUkeOmkYPi0TGZkNjmFMqE73oRp33Py5F7J9lz4WVj1pKwtGYPZ98C7v4OGrsN1vAFjSac121EppZRSSimllPooWNd6AUqprgJeEuvk3m7320e34/dBixfEnXFn1wOMgRl3SKl0Uy28+UtY/wcpQT61X0qyD2+FM4dg/fPSK9EfgHNHpB9ivKVj0LFNrBH2rYMzB2DgGBk88+7vJPC36EEp7x4+HSwj5dptZt4Fa57JBB3bzrXxRVlTXpFsC0flHMsehaGTZVtTLYye2/3NGjoZju+GYE7XfXvXQCgMU2+R7wt7waqnZD2RaIdD3UETSAbyNOlRKaWUUkoppZT6iGjGo1LXK7v7H0/P5wMMybRHS+lwwrd9HWvPakxjNV5hbxgzB+MP4+18G1NzVsqkh02Fk3ukL+PGF2HSchn2cvagDI5xUjDzbgk+dte3ESTIN+/TsP4FmPOpzDkqT8DIWVDWH1IpuPXLck47APWVHadzt7dnjWQ17lkjPSbXPycDc4ZMgru/LX0i3bQMh9m+ItPr0bJh4hIJZjbWgGVJQHHPGglWtjl9EMqHyCTulgbZt/UNvNmfxGx9HQIhnNFzSRf2xfJcimgA18UNRmjxAiTTWVetlFJKKaVuMrZt8Pkc8CySKYOnn0grpdSHpoFHpa5DcQIEhk3D2vFm1v3u8BkkU/IgFEtbxO1CQpPvxsbB2DaBqmOYra9i+o6A6XdA7TmZHp1KSIZhY630cuw9RIbLuI6UODfWwh3fhKPbu1+c50pGZVOWc6QTckyiRUqtK45D3xGZgTLZ1J6XAOLc+2DTi5kS6O1vwrGdsOB+OPqebFv0kJzbQ/o/Ht7aWlI9Fza+JH0ql3wKnAvgxCDmQnMAKo7CuAXw+i/kPDVnMbYfb8EDpO0gMc9PTqIGe/3z0vfSdbAbqsibtJxk37E0JjU5XCmllFLqZmUMRCM12MkN2PW/wbMiuNFvkjQjaYpF3/8ErYIBh7C/GuPFcU2ElmQJqSwdkZRS6uNEA49KXYdSaQ9n0ETMiZ2Y2ooO+9zBE0lGivBSmU9gPQ9iaYMxfpl0veZ3suPwVsgvlRLjgeMkgHf+qGT/Hdku2Y3njnS8eKJF9u9Zk31xfUZIdqNcueM55n0G6iph12rpL9l2vuK+3b/ZcB7kl0gGZUl/CRB6nkznPrEHnDSc2A2Tl8Pbj4M/1HqT4vKr5ZPg5rH3YPEyaPzP0PIC4IKvH/T9n1BRKlO43Xbpi4lmzDuP47vly+T5/JgLp2DiYqg6BT4/TFqKdWIPwXAu/sK+tLg+4o4GIJVSSimlbjb5OTX4zt+FSewCZBai3fgMwbzPQ/4/9Cj4WJBbh13/P7HO/xS8OFiF+Ir+K8nI52hsucSH8EopdZPTwKNS16n6lI/ogs9j157BProDz+eTTMdIEU2p7D+6YdvB2vpOx415hRKwGzgO5n8aMBAthtMHug6vKRso06dtnwyhOX2g435/EMbOg3eeyL7o/FKINWSCjgAXTktGo2VnyqTbGzsPDm2VoN/BLbD2eSmbHjgWljwsA3H6DJPsyWm3w3utw2dA+jTOvU+G1syaC42fh+TBzLnTp+H8Q9DrGahod21/SIKbqQSmqUZ6YZ7e3zUIO3EJpqEKu6mWHNsPvccST2vwUSmllFLqZuH3Geymxy8GHduzGh8nEP0yxky7ZNl1TqgZ34U/wzT/IbPRrcW68B0CRU0Egv+JZNK+AqtXSqnrnwYelbpOeR7Up/zY+YPxTRsMnvR0bJ/p2JlNGlNf2WmrkYDfsffkCyTwOP9+Cbadae3xOGKGBB3f/CXMuFsmQvceCkd2yDTo8iEwZKKUWreVVLdX1AeMJ4NpOtu3TqZab3gB0u3qTQaOhb4jId4kwcxkTLa7tGZkHpV+kuVDYOtr0HBBzmOM9IHMKZBhOPWVEC6C6oNdrw1Q81+h94+gbbbNuPmSmTl4AviCkgXaOegIEuRc8nlIp7BWP03kjsHEye32/iullFJKqRtLyF+DVfPTbvdbDf9GIPdnJJLdnyNoV3cMOrZ/fe3/JNL/EZLJsg+5UqWUujFp6o5S1znH8UgkPRIp930bXDv48KLFHTdWn4Vegzpua6iW/ozNdbDgAQkAVp6EaAkU94O1v4dwrmzrN1KCkqkErPi1DIm57asypAYkC3LkTJi0BBIJyC3ourCzh2VK9rzPwOLPwfRPwC1fgknLJOh3Yk8m6NheSz3UnJUobO+hMHo2NNdL9iTAuuelDDuvGFIbu78xqUOQG5b31xbIbGkAx4FAKPsE7zanDly8njm2Hb9fP61WSimllLpZGOOBm+VD9bb9XgyMe4nXA+kT3e7Hi2G8ug++QKWUusFpxqNSN5G4axOasAT7zV9kNh7aLOXINeczfRFBMhcLe8P+DVBzDm/6HZjKk7iTlmJC98CBDZg+w2TSdOUJKdle/DnJDLR8UvZs2XLOlkbJQNy3DiYvg8JyGRrTXsVx6eeYWyi9JmONUNRbplXvW9v9mzq1T8539pBkIIZzIa8EBo6RoKQvAMk4WP26P4eVBwW9JeBZWwFrnpHtA8ZJ4LFzyXl7iRYIhGHepzHpNMbohEOllFJKqZtFIp2PP/c+rPofZ93v5D1KKmUh0w278jzALs667yIT+XCLVEqpG5gGHpW6ibiuRzxcQnjmPVhbX5Gy5ngz7FyJd/tX8U7uxzp3GC8ShVGzcANhPMchZQdJ22Hyeg+hoa4Fy3GJ1lXA7tUyPbqwXM61Z60MijEGVj8FOfmSRZiISRAQZNr1oockuHfhdGZx/UZJafOqpzNDXqrPSODQF+z+TfmD8jV8mgQvm+slGDjrLsm8bKyREvFQBHz/COmTXc8R/SZ4ReBVwrbXZdug8dI78sAm6W15ppsy7f6jWp8oDeSXkOc10WyFe/zfJMfvEnTjkmEZDJP259Dk+HFdDV4qpZRSSl1riaRNTsFfQNNT4FR32OcFp+D4p+EmL/3clqY3tq+f9BfvxIssJukUfZRLVkqpG4oGHpW6ybSkLdK9RhO5YyhWogmMhROI0OwGMQOm4xswBddYrf0iW1/kgs+T4Sue5+F4Fm7ZQKzTByRw2b7/YVOtlDyDBAGb6zsuIBmXydDDp8PU2yCdlEBlIAJv/KLjZGmAxloYMV36P2YzcBysfBKWfwGWf0kyLAt7wYYXO66roAwWroG6ByH8EJiJEjD0eWDKoOK0ZDeCZGcOnQxvPSZBzQX3y7k6D7/JKZDXtGaQGgxm6CRyxi+CHvR6LAik8W19GXNq38Vtdl4RvkWfp87K0eCjUkoppdR1oL6lnPx+GzD1/4LV9AyYEG7+N3By7qehufB9X98UL8LX52XsM8vBaddvPTASp/SntDRrxqNS6uNLA49K3YSSaUgSAKv109UUSHmIRwpDd6UibdJpB7f/WKxdqzITpNvEmyC/TIJyzXVdXzxmDhzY2C7bsfV6026XzMTOg2lsC/xRGDYVDm/ruLbBEyDRLL0eT++HviPkHFtf7zoMpq4S3nkGljwPq34Hta/J9lAOTFwqgUmDZFcW95bekngSyNy7FhY+JBmeVSelhHzQOBgyGdY91+4iHhzZjinsBb6J+Gwf6U5x1DYhH9h7VnUIOgLQWIP99q/JW/YV6l1/9hcrpZRSSqmrxnE9app6EQj/D4K5fwUY4qlCUk09+5DYdT3q40PI7bsR2zmESR3FC4wlbQbS2FyobXqUUh9rGnhUSmXV6IaILv8y9rpnoa5CNobzZCDM4S0w55Owc6WUPwP4QzB2ngQq25dYtwUSg5GuQcwJiyWAee6olDuPmgUXTslAnD7Dob5Kgowgx50+CPml0vcxm4YLUH8hs16QjM2NL8LyL0pwcsnnZZCN60gwsq5Sgph1lZJ5OWYu2DbYPnj7CXBSXS5jdr8LoVxyEjH8fcbQmOo6cCZEAuvItuzrbK7HjtVj/CXoc6hSSiml1PUhmbRI0pbheHkPaY7jUd9cjDElWNYc3Ljb+pynD3tKqY83DTwqpbJKOx51Vj6RhQ8TdBNYzXXSW3H/BunNeOw9mWY9dh5gpN/jid0SjOwsEJKgZfvJ1TPulEzGl3/S7kADExdDUR9Y+6yUaYNkIOYWwuqnYeGDXDJaF2+W8unOU7JP7pU+kbtWSrA0lCtZlr4AbHlFfl/ST67pD0mQ1OfLGngk3gy2H2vzMwRG1xEaPo942nQ4xDiprqXb7TXVYYpK9RNwpZRSSqmbiOd5OI4+3ymlVBsNPCqluuW6Hk2uD89niOx4KzNABmSgTFuQsbQ/lA+BskEybKbhQuY4XwDm3y9DYJY+IsHLaKmUbG/6Y6crejK5euGDYFmZzYMnZrIcLVu+ugvqhXO7ZlbmFMggmVf+LfO6eDNseVVKqu/8Fmx+VYKSbUr6wfwH4N3fdZ16nVMgrwes/esJD59Oyg4TMSl8bgIwGF9AStLrK8kqWozrehgDYdsjSAKcNK4doIUgqbQ+sCqllFJKKaWUurFp4FEp9b4Snp/Q0ClY7QOP7fUfA8d2wsHNMO02iETh/HGI5EkJ9brnJUsSwPbDbV+BPWu6v+DR92DAWDi6Q4bLjJ0nfSNBApBDJsHhrV1fV9JPSq09t+P2kTPgvXeyByuP74bhM+Dc4Y7bL5yWCdhLH4W9ayRjsu31Y+bCoS3ye8/FSraQ7zZhb/hDJuha0Atv5p2Y7Sukb2R7BWWkg3mYtKHAl8De+jLm9EHAg2AE36RlxHuNpDndtYRbKaWUUkoppZS6UVjvf4hS6uMu7bg4fUdKf8XOCntBXiHUnpPMwLXPSTbk+aOw+11oqM4EHUFKlxtrINbY/QVjTRIsnP8ZGDAGKk9A2QDZd2SHZFcOnSzTqdv0GQ5zPgW7VnU9X7S4Y7ZmZxXHsr+3mnOSmekPwpKHofdQydrML5WvwRNg6q2YQBDbIPvb1FVg3voN3rTbJdjayisfQnrh52lM+8nzJfG98xvM6QNc7P+TaMHa+CKhC0fx2fpXtFJKKaWUUkqpG5dmPCqleqQ+5Sd/0SPYZw9khqYMHCul1euf7/qC6jOtGYKelFu39WsEyVosG9CxJLu9XoMkE7GpFvKKZNr07E9CcV8579pnJfC46LNyjbwiOLUXdrwF0z8BG1/KXM8Y6ed4qWnetq/70u14s2RzVhyHRQ/BmmflfBMXS0bmgU2YY7tkMM2oWRIoddJw5iAc3Ix3YjfO3X+BiTfh+QIkTYCWtA14+Jpru70H1o43iSwbRAM6+VoppZRSSiml1I1JA49KqR7xPKhL+fGVTyCv7wh8p/bC8V0dsxlBsgONlQnkHd0Bo2d3zEQ8sVemSx/dCW664+t9Aeg/CprrJDi56mnZvvkV6RVZcVSyHo/ukOE0o+fIcJjzx+S4eBPMvU8Cjq4L+SWSddlnKJztVE4NgIGi3rB9RfY3HsqBdEoChLXnpW/j0Emw4lfteknWwoYXoO8I6D0Etr4Bg8fDvPuw9m0kNgxaTD60i236fBam5kyWC7ZqacD20qCBR6WUUkoppZRSNyit41NKXZa049LgBHFKB0Jdp8EpxoLZ90q2X5tT+yEYholL5VeQ5MPac3Drl2SCdZuS/rDgAQkyptOtAczWwGQ6Ce88IdecequUYU+7Hd59JhN0BCnLXv005BZBXZVMzd6/HqbeJkHEzqbdJqXf2bIhS/pJ1uXo2bDgfgiEYdJi2L+x6wAbkPedUwA+v/SprDiON2gcrunaq9HzwMstynaLhc+Pl+V1SimllFJKKaXUjUIzHpVSl81xPBr8ReTd+adYx3diXTiFl1+K6T1UMhGHTIbGailPBtj6Ot6kpZjlX4TGWsCDC6dgzzq8cQvwCnphnKQMWFn/B+n/uPEluOWLna7sSdZiW+bi3X8G026Fra9JX0mQ4OL0O8AfgEFjoLi3DLuJNcHiz8vQmLOH5LgBY+DcEekZOWi8lHe3BSB7DYaZd0EqLgHF/Rskm3P4NBgxTfpCpuJdb07FCZhxl5R+H30PPvENEq2xU2MMub4U/mQzNNRj5ebDrHtgx4qLU7LbuMOn00LgQ/+3UkoppZRSSimlrpVrHnisq6vjhz/8IStXrqSpqYmRI0fyV3/1V0ybNg2Affv28YMf/IDdu3dTUFDAww8/zJe//OVrvGqlVNrxqHWC+AfOxB40HZ9tCJ7ei3V8N5w+ICXQY+fj2T68SJS4CRF0E5jzx7HScQhHcYZNIZ1XRkPKR77fR+DYjszQGTcNtRXSv7GxJnPhIZNg2BQp5XbSUNpfJk/HmwAjWZWRaGt5dC3kF8nAm9oKuPObEjAM50EyDu/+To47uBnGL5L9qQT4QzIEx3OhpVEG3eQUyCTrPe9K4HLGHdJrsjNjpBw8mAOLP4tnJLvRGCjwJfCt/q2UbLcpKJPszdW/k+E8gNd3BM7IOSSTXU+vlFLqo6fPo0oppZRSV8Y1Dzz+5V/+JdXV1fzwhz+kqKiI3/72t3z5y1/mueeeo6ioiC9+8YssW7aM73//++zYsYPvf//7FBQUcN99913rpSulgFTaJQWQ8kj1GknkriGY+gpwXbzcYmIEiKekq0PaDpIzYjresR2YhipMOA87rxjb8tOQDlC09FGsPWvgyHYJ/FWekL6OK34l/RqXPiI9Jd95IlPqXNALZtwpAULLAssH9Rdg3fMwZCL4bMlyLCiDVEp+LeoDePL7g5slaPneWzLUJp2CVFK2t02bNpZkRM7/DLz7+9bAoScBzpaGjjekfLCUejtpOPYe5ravYowhx05jr3umY9ARpHR86xu4y7+IV1sJBWUkfRGaklJmbYwh7HMIeEnwIG35aXF8uG43g3KUUkpdNn0eVUoppZS6Mq5p4PHEiROsXbuWJ598kilTpgDw3e9+l9WrV/PHP/6RUChEIBDge9/7Hj6fj6FDh3LixAl++tOf6oOeUtehhGORIIjJHSizXdKZ4JjfhtzG01irfispgIB1ci9WIET+8q9Qb+XhNdRIQHHpIxAMSfDO2PK9PwhVp2HLqx0vWlcBq56EOfdKQHLup+DgVpi0VMq+0yk5bsIS+bXiOOxcKb8vGyjH73hLApqBINSckzLptjJxkMzHY+/J74dPg4ObpK9kcd+OgcdhUyTI6bTrS7nlVcIzP03AiWOqTkrqo+3LrAug5iweFnWFwySgmIKA3xA2aXxOHLPxZcz5owD4SvoTmHEXDXaUdDeDuJVSSvWcPo8qpa53xhjCwWb8VhzP+IAsfcuVUuo6dU2HyxQWFvIf//EfjBs37uI2Ywye51FfX8+WLVuYPn06Pl8mPjpr1iyOHTtGdXX1tViyUqoHPM/rkpGXYyWx3v3dxaDjRck49vrniNhpmWR97D144+fw0o/hlX+HV/4VzhySHoh7Vme/YKJFhsBESyRLsbgP+HySqWi3/ppfIudtH1CsPAGrnoIpy8H2S8Awv6TjMe0d3wX9RsjvgzkweKJkOPYfLdmQeUUdp3cD5vxRIiTBc2TwzqLPwsy7pTx83HywWgfIpBK4rocxhsJAirzDawg0X8B6/acXg44A5sIp7Nf/g3wTu/R/BKWUUj2iz6NKqetZ0J+kMLyHSO3nCJwZR/DcYqj7JTmh+mu9NKWU6pFrGniMRqMsXLiQQCAzQOHVV1/l5MmTzJs3j/Pnz1NeXt7hNWVlZQCcPXv2qq5VKfXBGQNWU7WUT2dTcxZfOgH5ZV33eR4EQpI92HCJf+DVVUFuAWBg6GQZNtPSIIHBfiOkfDudpWliOgkn9sogGczFPotZeS44rWmGg8ZJBubk5dIfctPLsH1FtnePSbRgWRbsfEeyMtc+C2/9Wt7PvE9LYDQYxu+3yfcl8b31S6yas9JLMpllgI2TxuxdQ0HI7X6tSimlekSfR5VS1yvbtsixt2Gfmo1peQvcJkgdgvNfwl/7N0RCze9/EqWUusaueY/H9rZu3cpf//Vfs3TpUpYsWcLf//3fd3gIBAgGgwAkEokPdS2f75rGXD8027Y6/Kqy0/vUc1fyXhlDx9LibMd4Lk44ilVQhqmr7LjTsiHeApF8aOnm0938ErhwUobPrH1WSqhTq6T34+RbYM3vu7941UkYO0+CfMFIZrvtk6Ey6WRrSXVrmfSMO2V/WX8ZfOOkpQfkgY3yZvuOgEET5FjbB+FczKv/0ToAp52TeyGchzd5GVZjDdGWYxhj5Jz9R0Hlye7vV+VxfE0XCOX0Ju20lq5bBuC66f+oP389p/eqZ/Q+qatBn0e7pz+Dl0fvV8/pvcouJ1iLfe5PgK7PdqbhF4QK/4qkL+/qL+wGoX+uek7vVc/pvbp8103gccWKFfzn//yfmThxIj/84Q8BCIVCJDuNdW17wItEIl3O0VOWZSgsvDn6YkSj4Wu9hBuC3qeeu2L3yuoFGLI9OBGJYodzsHOiUoK84QUpr8YDXwBCudBYDaNmwrY3ur7e55chM23Tqusq5Ne598HBLdK3MXSJn/lQjkzJTifk98V9YfB4yCuWadihCISjUoKdVyTnXvWUlIYHwjB8KoyaJVmVc+6FqlOw8UXpV5lXBJOWyaCbvWu7XvvINsxtXwPLxuSXyHvHQCgqk8EHj5d+kqcOSLn2xTXnYiqOkze8FEIBCWpWnpRbXDpA7lkgdBn/ga4c/fnrOb1XPaP3SV0p+jzaM/ozeHn0fvWc3qtOEqcgdbjb3XZiE4WFY67igm5M+ueq5/Re9Zzeq567LgKPjz/+OD/4wQ9Yvnw5//iP/3jxU+Xy8nIqKztmPrV936tXrw98Pdf1aGi4RDnlDcC2LaLRMA0NMRxHyy27o/ep5670vQpaAUKj52Dt6xp8c6ffSVPah1PbDPgJTb8X/9QExknh+YLErRDhwt7YFUdhxHQ4tCXTKzKUAwsfkh6QA8bCpj/Kdn9Qhs4010sQbtptcLabB7cRM2DNMzD1Ngl4LnhApmJXHMscY/th8WdlCnX77MlkDPasket84psy/Obswcz+xhp493cw/Q4JCFZ1ymJMpySbMrcAqk9LpuOYuRLkPLgRBo6BMfMksNl27J53pZx850rcQRPg4CasnSvJBHUN7qSlJAdNIeZeu7/m9eev5/Re9YzeJxGNhvVT9itAn0ffn/4MXh69Xz2n9yq7vJB1yX+wuyaXhroWvM491D9ClmXw2wnAI+WErpvKmp7QP1c9p/eq5/ReZfT0mfSaBx5/+9vf8rd/+7c8/PDD/PVf/7X0QWs1ffp0nnrqKRzHwbZlAMP69esZPHgwxcXFH+q66fTN8QfEcdyb5r1cSXqfeu5K3as0BmvEHPzFfbF3r4TmerzC3riTl9MSLCKRzGTzNWGAkHylAFySVoj8ssEYY2ENGCO9GEM5Un599hDsWy8DZgAKyvDqKjHNrWXZ8SbZN3KmlEO3N3IGNFTJVGsnJYG//Rs6Bh1B9r39hAQfszm5V4bFtA86trdrFUy9tWvgMRCCaDHEGqXMu6AXrH4a6qtg1t2Srfn6z6S/JEBuoWRyNrb2u3TTWDvfgaLecj8aa6CxBmvHCvxlg2jyl17Rh9Ge0J+/ntN71TN6n9RHTZ9HL4/+DF4evV89p/eqo2Q6Hzu8CBNbmWWvHzcwiVSTk2XfRyM/pw47tQm75t8BFyf6VZzgbBpaCrvMi7ye6Z+rntN71XN6r3rumgYejx07xt/93d+xfPlyvv71r3eYDBgKhbjvvvv42c9+xne/+12+8pWvsHPnTn7961/z/e9//xquWin1QTWmbOzCYYQXDMDCI41FzPHhpd//ycVxPWrcEKGykQS8FFYO2DUnsd78NV3Kt3sPw5ze33Hbjrdg1GxY+ghUn5Xy7PxSCVq2DYVJp6Rf46Et2RfhpqWMO79UAoPthfOg+lz3byDeJNfsbNwC2LsOzhyESBQGjpNzlw+GWBMc3Nzx+KZaWPkEzL8fb9IyjAfc8U3J5myqhX6jZC07VmAd3UZozHJiadPtsoyR6a030qfXSin1UdLnUaXU9aolkUOw7F+xTy8Ep/2zp8Et/zXNiaIrdu38nDr8VZ/HxFZf3Ga3vIUVmkW07Gnqmwuv2LWVUjeXaxp4fP3110mlUrz55pu8+eabHfbde++9/MM//AM/+9nP+MEPfsC9995LaWkp3/nOd7j33nuv0YqVUh+W47g0dfir5/ICXvEUxJEAXl7RIALjFmDtXStBQcArG4g7Zh7W7lV0CbftXy8Zj32GweAJ8PbjmUxC2yf9GNPJ7NOv28SapK9jZ+nkpftIYsDfruei7ZNA6IAxMt06WizZjLYfCsullHrr69lPlYhBsgVTUCYBzbcfv/j+CYZh6u0w6x5M7Xki8WoC4XwanUCH4KJlGfLsJHZLnZRvR4tJBXJpSvtuqE+wlVLqw9LnUaXU9crzPOpj/Yn224AVewsr9hqubxhWwaPEkr1IxrN8qP0RsG0LO/Fuh6BjGxPfgC++Att+4GNfZqqU6hnjXesavGvAcVxqapqv9TI+FJ/PorAwh9raZk3vvQS9Tz13o96roA/CJLBScTyfn6QJ0uLYFHoN2K/8a/YXTVoGp/fDhdOZbRMWydCYYVNlcExjdfbXLnhA+kjGO/0dEgzDbV+Dl3+SPXDZZ7iUehvAcSCcC8EcGUJz/mjmuEBYJnIbC95+rPs3PmEBlA+Dd56QITYgfS0XPghbX5OhOG0i+ThLH6XOy8F1PSzLUEAT9tu/bp3WLbzC3jgLP0tdyv+RBB9v1D9T14Leq57R+ySKinK0x+NN4EZ8HtWfwcuj96vn9F69P9u28NlgLJu8vNAVvVeRYIyc2k9BLMtgRIDQNFqKX6Q5nntFrv9R0T9XPaf3quf0XmX09JlUn1qVUje0RBrq0kFqTD61ToTmtI3nQcyXizv19i7He31H4vUbKcE6Y0nZ9Nz7oGyQ9HY8dxgmL8t+sWgJFPaWbMX2fH6Y+2npEznv01335xXJcBsnJRmTPj/UnpchMe2DjiDDatY8I+XS4bzu33hRb0gmMkFHkAE0u9/tGHQEaKnHXvk4eb4UPp9Fvi+B/c5vOgQdAUztOezNLxH2fbz/B6qUUkopdb1xHJdE0iWdvnI9HTM88NKX2J3mcquWlFIfX9d8uIxSSl0JsbSF12c8kT4j4OxBTDqJ12cYyUAU2zL4xy3E2LZMo969Gor74N3+NYjHIFaPmXuf9H5sqZcA5YDRMGEJVB6TITGplPR7zMmX4GU4TzIdjQWLPitDXmKNUjYdyYc3fin7LVuCiwsfhGPvZV98KiHXHT0btr3RdX8oByIF4LowYTG0TbQuGyBDbLJprMHfUkt+1UlM2UB531mYqlMEvSQthLLuV0oppZRSN7ekk0s4+gWs+Mas+928R0mk8wH9sFop9f408KiUumnFHYs4YXx9JwPySbGXkn3RkkH4GiqwK0/g5ZfiDppIOhClxV9CfjgHs/Gl1uxFG1JJKc1+9d9h1Gy8/qMwx3dJkNEXlGDi7tVw7ohM2waZTr30EXDTeKkUZuhk2LcuU4Zt+2WQTXcaayVoOXYe7NuQ6eGYXwrTPgFrn5NrDBgNt38tE9RsEwjBoAkQyYOmOji+C9Ncizm4SaZndzZwLAydAvFm7KZqivJKaHYDJJzuB9MopZRSSqmbTzrt4uTcjhUYCckDHXf6h+LkfJJ0kwYdlVI9o4FHpdRNL1vvjYaUDyunH/4p/QBDyvFwUx7g0uKLEhk6FevNX0K/ERKQ6zUYb+A4nHA+2Da+/iOh4gREi/D2b8Sc3JM5uS8As+/BO3cYs+EljJuGIRNh4UNSZu0LAB6EcmU4TDbFfSASgoJRMLQfJCISAG2skZLwGXfAsV2S4RjMkd6UBWVg+WDoJOg7Ag5vg4pjkF8mvSlDuVLqHYl2vNao2RDOgZW/BdfBALZlkzf9Dqxeo4iltSuHUkoppdTHSX1LMfm9X8du/h1Wwy8ADzfvCzi5D1LfXIKWWiulekoDj0qpjy3X9Ui40PnBKZa2cHuNInLXUEx9BTguXmE5MQIkUhb5pMHYeHlFkIjhTV6ON3ExXm0FJhiB3CJMKo5Z93zmpEffky+QIOCRHTB2bvbJ1QVl0HABXv+DTN+etAB2vwFnDkpJ95x7ZahMOpV5TcUxGDkDFn8OGqokiNimvgpO7ZXy7tu+Ktt6D5UMzWAYeg2UgTodbo6D2fgi4dt6E7cLux02E/AZIiaBcR0cy0fMC5L6mDdZVkoppZS60XmeR11TEX7fNwmWPQRAIlVAqslDg45KqcuhgUellMoi4VgkCGJyB2IMuGl5wCoIpPGteRIunKGtCNkA7vBppMYspiltE8CQt/+d7k9+aAsU9oJ0GiYvh71rIBEDY6DvSJl+/e7v5NhjO6FkQKaEe8R06enYPujY5sAmGDEDVj/ddZ/nwYYXYfodYFkwboFkQAZz4Mj2bpdq7V1DcPJdxLNcLj/g4Du0AevARkgn8YVy8U9YQqL3SJpSdtcXKKWUUkqpG0oq7ZFK57d+pwFHpdTl0/o5pZS6BM/zcF15yPL7LOyTuzEXznQ5zjq0BX9LDQC252Aaa7o/aVOdBP3ee0uyDmfcCZ/4hgylyS2AVU/KAJo2p/dBn+Hy+8JeUHWy+3OfOyIDb7KJN8vE7Q0vSCDT9sHI6bKebpimWiyv4/TEoN+QH0jj3/4q1p53M30r401Ym14keHoXAZ/2hlRKKaWUUkqpjzsNPCqlVA+FSGAd2tTtfuvQZgJ+i7SxcUv6d3+ioj7gb50aff4ovPt7aK6T8un9GzKBvDbnjsrwl2D4/RdpDJf8NNrnl56PxoKWBrhwBorKuz3cK+lHGsleDNgeRVYzeXvfJNBcjTmxO+trrJ3vELViBAKaVK+UUkoppZRSH2f6r0KllOohA9lLnNv2pxOAJ3G/EdOld2KsEQ5ugtqK1oMsGDYZwrlw559A5UnwXMgrbr1CtqChB7FmWPII1FVCr0FQcTz7IsoGwXtvZ98Xzms9ZgDkFspQmQ3Pw5xPyaAar1NvRsuGEdPJ8XsEggFCNScwbz8O/iAU9+32PpBKYOoqiUTiUFFDtKgvDXaItKPlOUoppZRSSin1caIZj0op1UMJ/Lj9R3e73xk0ibBJk3dsHdYrP5EBL3vXwshZMGYu5BTAoock23HjH+Hlf4PmejA2HN2O139k9hMX9AI8qKuARJNMtPYHux43erYMmZlyK9Cp1NlYMOseCUrufhde+TeI5EJLI+xdB/M/I8HINnlFsOizmBO78aXjhFqqMWufk+BkOvX+2ZfGwuxbD7Yfu6mGfFqwbS2/VkoppZRSSqmPE814VEqpHkqkIWfUHDi+E5LxDvu8/FIo6Ytv84uY0wcyOxprYMMLeHM/hek/WgbAHN+Z2b/nXbzlX8IpH4Jl+yCVwpw/ktlf0AsW3C8Zj8EIlPSHLa/AwofgzAGoOgWhHBg5Ey+3EJNOSZBx+RdkiE1jDRT2ll6OHlB9tnXBLpw5BCX94OwhaKmHcfOl96QxEpB0UnB0B0RLMYEQxJvktW4aHEeObdvWXq9BUH0aTuyG/qNg5RNYw6aSP34RNY6/y+Fhn0uIJCbRjPH5cfxhmtwgaZ2OrZRSSimllFI3NA08KqXUZah3w+Tf/g3sPe/CyT1g+3GHTcMZOgUrlegYdGzHbH0Dpt7aMejY5uAmWibdRSLhkTvjUwTcOMQasQIBjB2QadSVJ6CwHAZPlAEy54/KwJnywRIEXfMM3PIl2L0KTuyRXo4DxkLvIZJV2dIEudEu12X2vbDi11LCveHFzL68Ipi0TF6LR5cS8F0rYc69sOb3HYOwuYUwfpFM1vbavebwVqy+I8gpKSdg1YIXwzV54Bbi27UK60JrALWxBgtDwYL7SYXzaUnbuK6H42gQUimllFJKfXDGQCiQIOSrAS+Oa/JoSZSQSl/rlSl1c9PAo1JKXQbH9WiwIhTOvIvk2EV4HsQJkE5DQe2J7l8Yb5JgYBYmFce0Bvaa0jaQgwnlUBivwF7zOEy9DUbOkEzGY+/JizwPzhyULwDbh0klJOgYzpMnq6PvcTFg2FgrGY3lQyTDEVqDisDSh2HLq1BfJdcYMAaGT5OgomVLpmUyLoHBeLO8pr4Ktr8pwcd4i0zJzsmX47e9IccPGCODcSL5YNuYvBThum9imp4DXLAK8Aq/ixnzSTgRlena/UZCXgkmlcRfvY/82grc4r64pQNpdII4rodlGTxPJo4rpZRSSin1foyBgpwL2Bf+E6b5JeRZtAhf8f8gEf4UTbHca71EpW5aGnhUSqkPwuen2WsrB/YwxkAocokXGAnKZeEOHE/KtYBMVp/ngZNbiG0MrHsOAmEYNkV+zaagl0zGXvKwlE07DkSL4dR+yWy8cEr6QnbuzRgISebm3Psygcizh2DlE9LLcfJyOLxNJmBPuRXWP5/JZKw9DyufhHmfBjcopddNtTB0MkxZDpGovK6gFHoXQd3DmMTWdm+8DlP9f0GBC+eLJUgJEuCc9xnMjrcg3oQN2IEQBbd/Hc94cl1fADdaSrMXIOVo70illFJKKdW9vHAd9rm7MMk9mY1uDVbVnxIsCxL3PUg6rR9qK3UlaOBRKaU+Ap7n4eaVYPsCkE523d93OKbqVNcX5hbilA3BSXUtJW5yg+Qv/QL2O49JAO/gJph/PxzZ3vU8fYbjpRIyAMZ1WjcayZScvBx2rABfQEqq2wwaL4HJtqBlMAKnD0rgb8ISKO0HJ/ZKYBIko3Hx5+HINsl4jJZIkDGcK+d9+7GO1x41S17TXAcDLWgfdGyv4f+FMc9nAo/xZlnv6FmwfYVsm3wL1q7VcDTz3m3bR3Te/TRF+5PQ4KNSSimllMrCGPB5xzoGHduxqv+GSJ9lNKSLr/LKlPp40KnWSin1EWlyAziLHwa702c6eUW40+7EGTIFb9AEsHzgD+KOmk162ZdocAJZz+c4HvVWlOSyr+Lc+jWceffjRktxp9za8UDbj1c+GLPhxXaBPwAPDmyUQOLQqbKuukqZrj39E9BvlPSEXPOMTLYOR6GwF9Sch+ozSP14mTytgQyLWf20ZE7OvFsCluv+AK4H657veu39G6QHZbQU4ru7v3FuDfg7BV4vnJbz9x0Biz8n6+o/UoKlpvV/XU4aa/WT5BDr/txKKaWUUupjzbIMJHZ0f4BzHtvo86RSV4pmPCql1Eck7UBjqJTcO7+NqTqBaazFKx2Ak1dCQzqA53mEJtxOcOIywBDz/CST0GVwSzuO41GPH+wiTE4xXsoj1G8ikb4j4ewhTDqJN3Ac1t613S/s0Fa8+Z8mlfbw3fplrLpKaLggX54HGBi/AFb9tmNG5IndMGQSzPuMBCc9V0q1ew+Tcm5/EJY/KpO6sxkwWvpM9hsB7qU+QfaDl6X/ZU4+FPWGtc9Kz0jbL+uZ37oe1wHPw5zYhX/wHNJpCXxq60ellFJKqeuDMWAH/Li2fHBspdKkU877vOqj5bqAb0D3B5gQHsGrth6lPm408KiUUh+hlAO1ThC7eBSmxOA4Ll4qMxU6njbEyZ7h+H7ahqnE0xZxIvj6TgbAb1xym2u7f2FLAydiht+dgyF5BSzqVUiB62L3GYY5uU+yGiuOdww6tjm6A4ZNhXu+LX0jATb9UZ7gJi+VoGNbb8jOBo2X/f4g9OoFdjE41V2Py/ssHDvdcdvQKXB8N+xendnmpODQZog1wth5sGsVAKbhArn+NKapApw0XrSEmBckruXXSimllFLXjGVbpIN+Vp6PcbQxhd8yTCoKMrEohNsSv2ofFnuehxuYgG1FwW3ost/N/wqxVNHVWYxSH0Naaq2UUleA47ik084VnbycTrvy5Vm4ZYO6X0txX47GDK4HhxvS/Op4ipoBU6l1QqRv+Sre2PlwbFf3Fzq0GXa8DS/9SIKMVaeh6iQkE9LrsbhP9tcZS/o/1lfB5i1Q/CzYJR2PCc6H/O/C4b0dt4+cAfvWZT/v6f1QNjDzfa/B+E7txX7rV9jbXsNXeZTc5AWKAwkKwx7BQMehPrZtEfWnKKSRIhrI96fw2RqkVEoppZT6qBgD6aCfxw41cLghhetBwvHYWBXn+RNNWOGrm2HYFC/F6fsGWIUdtnuRZTj53yGRzD4EUin14WnGo1JK3eBSaRd30ASsvWsglei401g0j13EjvOZAGjag7UVMRYW+6lNBijIKcbvpru/gJMGX2sp9L51MPtu6e3YXAeJFigbBP6NkIp3eqEng2JK+0vZ9rs7YOrzEKwGpwJ8w6HRhgYjJdyxRhlYM3mZlHU7l1hTvEkyKS0bE4lC1QmYuERKsytPYCL5mGNrseJN5PUZTk75UJpNDhYu4abz2OueuZipaYdy8c36JE15fXVIjVJKKaXUR8AK+Fh1Pk62QdFVcYcLSZdiy+C6VyftMe1AfWIMef22YjlHwKkE/2iSXjlNTblXZQ1KfVxpxqNSSt0EGt0Qzi1fgaJ22Yd5RTQteoS3G0IkOz3UHW1M4tnyyW7M8+MOGNv9yfuOgMqT8vtzR+D4HljyMGDwZtwpE6gX3A/FfTtcm0gUCsslO7FtsM1br8Kb78GaOnj1HUiF4dAWmLQUFj4k59m9BtKpS79hfwgKe0v/ya2vwp41MGAMnNgj07nffkymgJ/ci9nwAvYbPyMveYGcc7uwQ2EYPSdzrngT1sonyHEaL87RUUoppZRSH5xn2xxrTHa7f399Cp/v6mYZOg40pXpRbxbQ4P80DemRNMU06KjUlaYZj0opdRNIOx51VpTIvM/h9xIYz+MCAV6sNFTHuzbwDloWbX0nE2nIGT0XTuyCRKeJfkV9wbKhqV0PyTMH5KtsIM6ABzFzP4N1ag9m5AzILQRfQDIdXQdK+sGFUxIg3PRHyWpMJeTJb+ISaGmA47vgzEGYfgdeKokJ5UBjDfQaJL0nO8spkOuUD4a1z8i1QCZxD50Eb/6662taGjDvvS2v2/ASzL0PbvmSXPfcUag5i7V7FcFJdxJPd4w+BmyPiJXEijUABjccpdkNcJX7oiullFJK3Tg8CNiGdLaURyBsGy41YPGjZlkGwkG2VMfZWyvPu6MLAkwtCUEscdUyL5X6ONLAo1JK3SRc16PJtYEIAE4oSHW8awNtgEklQaxUGrf1+3onRP5t38DsX491ai/YPtwRM2DAWMz+9WRLBHT7jqQ5ZUimQxQNGId9YD2cPQyn9ksZ9KSlsPElGDUTQjmSJemkpITadSCnEBLNUNhLnjuPbINJyyRTsqEaJi6FDS/I9O02oRyYdTeselKCk+35g1B9jm4fYs8chEWflWBookV6V3ouDBoH4xdidq/GRxrITNgO+1wilQexNv/xYum37fMTnXUvseLBtKQ0RVIppZRSqjMrnWJyUZC1lZ1b8YixhQGSsUTWfVeCCQd58mgjjSn34rZt1QkONqT47JA8aM6+TqXUh6eBR6WUukkFPZc5ZSHWdXrg6x32MTY/QLrdA5bjetS4QYKjFhMYOQcwxAmSSrhER87FH4li7V4tAbtIPu7EpSTKhpJsrYhOY2GfPpDJjAxFJMjoubBvvXzR8ZNt79YvY04fgD1r8foMw51yG3gu9qHNcsDR7TD5FvD7obEGr6gPxnVg88tdg47Ggmgx1FZ0f0M8T7IlN74IVacy26tOQUEZ3ow7cUzmf4vGQCRZi7XhDx3Pk05hrfkdkdu+RjCUR6MbJJ12UUoppZRSIp1yGVsY4khjivOxjmUic8tCBF2Xq/X0ZNuGPQ3JDkHHNk0pl/31SUaHLH2eU+oK0cCjUkrdpNxEirF5fobnR9lbmyTheozM91Pos3Basn+qm0h5JAi0nQGAhqSNv+9kwv3GYnkuLhYtBEm3e3hrdoP45tyHveKXks3Y0iCDYjpol4mYW0hLMJ+GAdPwDZxOTihES8Ijx3YIDpmEdXSHlFCvf14yGQvLYcBYyYRsHQrTwcQl0jW8fZ/JzvqNhtpzHYOObeoqofoc6b7lF9931O9gdqzu9nRm/3p8gTAFI2bghEK4jocx4BmLtAP/f3v3HWdXXed//HXKLdOTTMqkVzIhyaQA6YSQUJcq8gNBEymuogI+dFHi6m4QlV10RQUDuCIW2spKL7IuLFXEkASQFggJKaT3abed8v39cTM3mUzJHZjMJDPv5+MxD5lT7j3nm5OTt59zvt9vMnTVbUdERES6rTCR4pxBRez2Q96v9og7Fkf3iBINQ8L0QcbzbkeB7fD+nmSL69+vzlBZVACHsPBoWdkJd0LbxjIGy/MJAuVE6R5UeBQR6cLCtIcLHFviYFng+z6B1/aQ4/kGb78uyBzwjDoIQmpjvSk580qslUuwd2zAJGqxRk+BlUsP+DSL+mPP4v6tNtuShn4FDucMcDHGo853sKpOJjJ0AvZ7L2N5acIh4wgHj4MwwH37RZg7H9a/C7s2QUEJjJwMTgQTiWBZxTBoDGx474CvtKHqBHj96RbP0Vr9GrGB4/BwsSwL109g1e1qcXSDm48AAD7TSURBVHvqdsOMOVhhiLv8f2DrmmxX8FHHEinqQTwSxyvuTSKI4AeHzxN0x7GI2nvH9ww6bjZJERER6V6MgSCZpodtMauHgzHgJdMd9qZjAwuItDKtbsS2mh1WqL3YrkMm4vLy1iSbEj7FEZvpfQqoKLAIki1PwCPSVajwKCLSDXgdMBOKF8AuColWzsOt9MFxKRoyhrDPkGw37UQNYa+B1E84mReTxWzb2+3mmPI4lr/v+Go9F7toILGp/w/LhHhE8LyQokiIg8H6v7tgUGV2cplUAl5+CJwIzDgX3v0LTDkTBoyCFX/NvjXZZzCMmZGdfKbVQcz3rYu6YG1eCz36QvX25jfvOwySddkZtMO9x5+qh2VPYQ0+Gqt8ILFdm4gUlxP26k+1H21S5ItGHRzHxphDX/yzLCh1PZydH+GsXg6WRcFRU/F7DKDGUxwQERGRQyMMDZlM583KZwUBx/SO81F9XbPrjymPg+8fku92HJsa2+H+D2pySTPhBzy2vo7J5TGm9IgQdODbnyKdQf9PQ0RE2lXGN2RwcLEoihdR13cM0ZNGUp32+TABS3dCYu8Mh0OLXQYXOgSJxmEvDA3J0AIcGt6uTPgOsemfwvnfO+GjFdDQY9qyCKafC6V9cLathyduhd7ZYmMwYDR26GO9+ni2KDh6CmxZ0+xxmxGT93YzD7EwWJtXw+ip2bcrDywMWjaMmAB/e2xf0XF/H62AUcfCyw9iz/o0wcpXccfNxTcWVhASMQHFJpGdjGfPNug9EMwwIpEiYpZPBB+DRdJEyDSTg23bwhjT5LBaUxrxibz0B6ydG3PLnE2rsPsNp2z6+VSr+CgiIiJdUBga+kVtRpZEWF3buMg3siRCRdwmSByah8Am6vK/6xPNPvp+fWeayeVxLA594dF1bcKIi7EsLGOwPV9jWkqH0f/LEBGRQyoIDLW+jRsvZkAUhocZjDGM6xmjhwtBIr8ZDY0xVFNC6elfxt6yCnvzasKScszwidRbBRBaFB97OvayP8GOj2DnRjafPpq/1RVw3pSzcGp3Zieg6TUg2017f6XlhEPH46WzAcwLbcKBR2N/sAxmfhpe+19I1ma3LSqDY0/Lvm25Y0PLB7x9PZT0IowW8r/l03h3ZS2Bgcm9opxcsAfr6d+AvzdorgRihRSdcim8+QLW+nfAjeCOOo5gzEyqvWw392LXJ5Kphd27oKiMoKCM2qDpm5QHcl0bd/MHjYqODayta3B2fYTTY4TGGhIREZEuKUimmVcRZ0qfOG/uzgCGqp4xypz8s+jH4WOxK93y255bEj4D7UM79I0Tj7AhbfjLpnqqMyGlEZuZ/QoYUuCqq7d0CBUeRUSkQ4SpDEUWnNDTAcD3PcI2jjcZBCG7gyhuv/E4/asITeNu5M6A8cRPHYD9zotY9XuwI1FWVWd41Y0yuWY38VcegennQN0eWPd2dtbtoeMxQ8ezx4vS0N06CEKCfiOw334+u+3sC8FxIVWXLTi+9QJMmJftv9zSa4dOBMKAeuPwVvW+YxwTz+A8d8++omODdALrLw9k35Rc/0529uz3XsHasprSOQuwLYPzwr1YDTN3u1GsEZMpGT+HRBBptTt9DA/7gwPH2tzvUFcuITp9KMmglQGQRERERI5gYTJDsWUxZ28W9TyPIHNoH7raBxk80j3E0cuJOKyoC3hpy77JdWq8kP/ZUM+MvnEmlLjZNyCdj3cgjmNjOTYWBt8L2tQbR7oPFR5FRKTDGEO7jPHj+yHNjcST8G2SkT7EjzsPxwQUxOLEHY8Xdhp2lY5l2sljiNXtxOo9FHvQWCKE2JZNTRBr8qS5JohSdtJl2O+/gv38vTBvAfz9Wdi1ObvB1jUwcDRseL/5g+w9CN7/G7vtgtwiC+gZJLLdvpuzZxuUlDdaZO3Zhlu7DevDv+eKjsmqk9gzqIrX6iPUb4OjSmBIcRwn4+E4DmDwvIAgN6mNAdNKu4chVitB0XVtwCIIFChFRETkyGVMx4436YQhA4tcNtY3Ta420LfAJWxmXXsJIxFeWVvd7Lol21OM7dWDv21Nkgw8KlOGwYVR7DB90DcwLcvCLoiyMRmwYneGmG0xqTxGsWVwQ4Pr2vh+gOeFHTKWuRzeVHgUEZEuxRhD0rMAF8d4nD2kmAfX1PJWjeGtGouY0wenFs4bXkx56JHwmh8rMQwNu8Mo0dFzKKicCbaFO+lk7Gfvzm6w+nWYczHs2Jh9E3J/E+bC+ndIzryA53bbNIxTaVuAf5AuLc2MGWmtX4HlZ7sBpY4+njd6T+KFjSHsLb/WeyGlMZdkYLOj3qdPgUOvWJS4DSaVIUOU+PBJ2Lv/3PxXjjyWDC4HzlYecwyFpLA3r4J0AvqPxBSUkTYOycBpc7cgy7IUPkVERKTbCNM+pw4s5L9W15I6YEibUwcVYWW8Vqc+/KRSocFv4QtCAztTAe/szmbMD2s8SiI2F40ogfpUq59rF8Z4YG1do27kRRGb0WVRNiZ9vNBnaEmEeKFFxBjCZFoPr7sxFR5FRKTLCoKQnlbApaPLeHt3mh3pgIq4w9geMaxMhvqWkth+Mj5kyI6xWFhcQcHUs7Bf+1/w0vC3R2HW+VC7EzauhHgxDK+CdBIz4Cj+7pWxObnvKXZgwCsobbmLthtt/iAKiqBuJ1g29cOP44UN+wqEveMOx1cU8ujaWjL7FQKLXZtzhxUTi0VxwxB/+CSiHyzLHuv+yvoQ9BuB7x1YdAwp3rka+68PkZvx+83noPdgCiafTMyJUh8pI51H9+xCNyRm0li1OyASIyzsQV0Qwz+E4xmJiIiIdDZjDG4qw4JRpayqybCu3qcsYjOxV4xoEBAc4rcvnYN09T5wfa0X8tdtSY7vGcFvboZDwI04vLEr3ajoOLNfAenQcN+qmtyyv25NUlkWZVLvGGVFcfAC8PfvkSPdhQqPIiLSpQV+gOUHHFPsYEocCEP8ROpjPV1O+A5+xXgKzxyNnUmA7WBFY1hlvaFiBEQLMSbEVG/HeeMZBh1zXpPPeKPeYXblDKLv/bXpF4ybDatfa7p8aBWs+Bv0rGB1qnFCnN6vgP/5qK5R0dECZlYUsDMd8NauNOnAMLIkwqR/uIrStW/gvPcyWBbhqGMJBo/LTV6zvyJSjYuODXZ8hLXhPZyaXRSNPR4/3rfVSWlKowGRd57LTtSzlxOJU3riZ6mN96WVoSlFREREjnhhaKA+xeiYzeiCKJYxeMk0HRGBohh6xmx2p5sW+0ojdrMP4VfsyTCzTzz79L0Zoevy5u7a3O9xx6JPgcuja2sbbVcWtZnQO85HdR7PVmdwbYtjy2MMKIwc0gl95PCjwqOIiHQLrU2+0hbZNyCjYEWzNblcbors7fls4xT0Jz71fMoiUab2CXl1+77uKkt3G44aMZMBZb1x33oeEjVQUk4w6WSsdAL7gDEjwylnknEKiY6egr1tHb6xaCgG2ha4ltUkNJ7Qv5A1tR4fVO/r1r0jFfD3XWnmj5pMUcUowCJNFC+zL4haloXjWNi2hbV2BU2Kjg1WvQ7TzsJZ+jiFcz5PbdB8nHAdm8jGtxsVHQHwUjj/93uKz7qa3cSb/w4RERGRLsT3Qw4c1uaQS3ucM6SYP3xYS3q/B8VR2+KUwUU8tzHRZJeDdkixYP+XFkeVRXlvd+NCom3BaYOL+dO6Our8fRs/kfAZVhzhlP5xwhZm1LbtbBZteDPSiUUIXAdjrOxki0GAn/LbPHxPQ84NQ3NIZxGXplR4FBERaWdBEFKPA37AxNIIY3uUsrI6g2dgdFmU6kzIC9Zoph8/kiIH9viwrNZlRs+A4ad8AXvDCogVYgaPJUGclGdTetQMIpEoIwoML+79HteyGr3pCNkg2TPm8MLmpkEyFRj+siXJCeUFBBmf3NiTtgXxKLszIdtTAYOLXUqTtU32z/FS2Vm+92zDDT1aihOFdhr7nRebXUcYYG9ehdt/wt4gLiIiIiLtKQwN0XSGz48sZWPSZ2vSp2/cZUBxhCfW1TbqLt1gWEkEq5Xu0LYfcFRZhHd2ZwuHUduiJtN4+9FlUd7bk25UdGywts6j2o9TesDY345rY2JRNiV86lIhA4uiFEcdnttYz8oaD4B+BQ6z+xfRozCGnUoTttLrJne8B+Tc8rhLedzGSmda7bUj7UeFRxERkUMoTHs4wIQiB4Agk8GNRdmSDHiwUW3Q561IlPK+A7BHV2AM+P6+MFjjOUSHTqM4alNZ5vF+tUcmNBS5jcdY7F/ksq7Oa/F4VlZnmN1vX/cZ27YIC2L894e11O4d57E4kubSiqMofv9vzX6G6TMYq24PWDbG2vf9rmsTOg4WYAVBNuglapr9DACqt2MPPMjgQyIiIiLysYWhgUSKQY7NkBKHMAzBDyh2bbYe0OHbteDE/gWEyZa7QvsZn+l9C1hV45EODNuSPkOKI6zfL38OLYnw4qamD8EbvLU7zYm93NwM445rs9tyeWhlNfvXAhsKjatrPQIDW5MBD62p4f+NKKWsII5Vn2wybPq+PGrAD/FjUf57TS11+41nXuhafGZECW4qo7cfO8DBR4QXERGRT8zzAjwvyD559jwuOaqMo3tEKXItescdzhhSzNyKOEHSw/OCRkXHBhnfkEwEzOlXwD8MLqJ33GFDfYbxPWP7NjLZMR5bdMBKKxbhifV1uaIjQJ0XsqOgN6asTzP7W/jHnkEyUogZMpa0Fc12XSmKscazeHJziqe2pKhzI2xIGejRt8VDMX2HaoBxERERkQ4QBCGel53cJUhlOKl/AacNLKI87lDkWozvFeWS0WVE095BZ6C2k2kWjCplUnmMPemQwcURCt3GIdNqJZAeuC6MRXlobS0HvoC4NRnw3p40Y3rsy7qhgTd2pNiU8IkU7Ruyx7Yt7KI476Xgic0p/rwtQzoW5YmP6hoVHQESvuHhtXUQazrOubQ/vfEoIiLSwUI/xPJTzC6PEPaJYVvQqyjG7t31ee0fJNIMdmwGDSrAWBauY1Med3h1W5JNCY/j+sR5bUeq2X2P7hHF2q+o6WGxNdm0yPnIVovPHj+f3itfwl79BoQ+9BpA7TFnUBvrTXGZTbRiGGnfJlIc488bEqyv82gYbjIVGJ7bYfHZCadS/OI9TQ8kXkRYPojA01NmERERkY4WJNIMi9gMGVSAZduUFLjUVSfx83go3DBhzrQyh+N6RnEsw2dHlfHi5gQfVGdYU+MxpizGazubz6MTesbwvOwbkrZtsSnhNyk6NlixO83ZQ0t4Z79xJDfWe1T2iFLjG4r2Ts1tF8Z4fF0dmxNBbiTNuj4h25rJuQB7MiEZLBXFOoDaWEREpJME6Wx3Z8u1oSh2kK0P2DcIcyN7e8DYAofKo0oJsbAtqOoV5a1djQftLnQtZvQtIKjfFwJbqvulAsPvN8Bnx58OI2djE7LFc1iyx2JekUO8pDfVtsMmP8Cr9ZnVv5BZxrCh3uelzQkCA7vSAW8U9eWYaedR+MafIZ3tcmN6D8KbcT51YZwOH2RdRERERIC9E974Ia5rEymKtn3/TAAE+GTfYpzXN8aJAwoxJvv7qpoMNQe8bTiqNEKpA0Fm72SJtkV9quU82FxBstC1CQ34Bvx4jE0JH+oCThpUTGjgg+oMS7YlOVgN1QuNimIdQG0sIiLSBWQyAewdJycAZvSKUVkWZdmONOnAcFRphMqyKCTTjeaqjtsWjtV8qAsNpIzDHzdBdnQWw9E9I/ihYXMKnlhf3eizJpbHGFwU4exhJQQGYo7FX3YZ1heN5Pi5V1AcpjG2wzovwuB4CdS3PH6QiIiIiBw5jAFvv5mqbdviohElrKr1eG9PhohtcUx5jN5Ri2C/7YIgZEArRc+yqE3igElqJpTHKY3YrKrJsHT7vgfqFnDCgELKojanDCrCsWgx51pAoWOjvjeHngqPIiIiXVCQytDTtjitb5QQCysIGr3p2MD2Pab2ifPKtqbrxvaM8WHNvmDYt8BhcnkBBa7Fne/tabL933em6V8YYXfCx7Jgap8CXtqSYH19wH31ANm3Oo8qdRkWhDTf8UVEREREjnQN3bFHRWxG9c+OxWg8nzDZuNRnDBTZUFHgsKWZbtEz+hXy2o5k7vfKHlF6xx2waFR0BDDAC5sSnD+8hJpMyMZ6n0nlcZY3MwTRxPIYtu8rj3YAFR5FRES6qDA0hHu7c7ckyARUlUUpcG1e2ZYk6RtijsWUPnHG9cx2XSmKFNKvwKUoYlGbDnlzZ8tvKr65M8WI0gijyqLUeSFnDi7ihc1J6vyQqG0xqTzG5J5R/ITedhQRERHp6vYfHqglJpXhnCHFLNme4u3daQKTfdNx3oBCesddQhMnHRgGFUdwLaj1Ql7e0vKs2e9XZ4jbcHSvOGnf0DNm8/KWJMkgm3On9okztjSiPNpBVHgUERHp5oJkhlFRm5HDSwjIdkmxPR+/NsmAgih94xE+qM6wMx1wbO84Na1MCFPvh0Rsiz3pkNd3pJg7sJDPjSzGC8Fu+FyFPBERERHZyxgI6lNM6+EypXeM0ICDwcr4hPUeIwpjJAy8vydNMjAc1yfeZKbq/dV7IfGYzbakz4c1HnP6FzKy2MUL98u5yqMdRoVHERERIfBD8NNYZKd7aYhyfjKDZcG4QgcKXQh8hha7rK/zmv2cikKXhB/iWBbr6jzuXlnNgtFlRDMZAnWvFhEREZEWBBkfMn4ujzbwEmlitsUxJTYAoe8zqCjC+9WZZj+nf6GLF4bsSAV8UJ1hfZ3HgqPKcDMpgsBoasMOZnf2AYiIiMjhzZjs5DUNP5VlUWKO1WQ724KJ5XHK4y5v7MyOpRMYeHlLEqug7TMlioiIiIhAdgihhiwaZHxm9I03W9CKOxYDiiIMLYnx9q7sW43pwPD6jhR2QaxjD1qAw6zweNttt7FgwYJGy1asWMH8+fOZNGkSJ554InfeeWcnHZ2IiIgA2Kk0F48sZVDRvo4TfQscPjWsBC8I2ZLw2ZHa927j+lqPZGCw7abFSpHDkTKpiIjI4csYiHg+F40szU40s9fgIpdPDSvBwvDGjhTp/aazXlfnkTZgKY52uMOmq/Xvfvc7brnlFqZMmZJbtnv3bi677DJOPvlkrr/+et544w2uv/56evTowfnnn9+JRysiItJ9BYHBTaY5o3+cwHEwWBgMO1Mhr25PsSXReEKbmGORCQ0FtpWd4VDkMKZMKiIicvgL/YCiMOTTgwvxLRvLtghCw+aEz6vbk+xON+5QHXcsMoGh0LIwRnm0I3V64XHr1q1897vfZfny5QwfPrzRuv/+7/8mGo3yve99D9d1GTlyJOvWreOOO+5QyBMREelExhiClAd4WIBfGOexdbXNbju+V4yIlS1YOo6Nibp4WEQdi4hlEaY9MpnWZ98WOdSUSUVERI4sYWggmcECbNui2o3w5w31zW47rleMmJ3dJ5tHI2TIPiDP5tE0mYxGfzwUOr2r9TvvvENZWRmPPfYYEydObLRu2bJlTJkyBdfdVx+dPn06a9asYefOnR19qCIiItKCAhMwq6KgyfJBRS79C13itoXlWNS7Ed6s9qgL4NXtaZ7elGCNB05JgbpiS6dSJhURETlyhaGhPGJR1avpOI6VZVHitoUbGuyITY3j8naNR51vWLI9xTObEqzzHeXRQ6TT33icN28e8+bNa3bdli1bGD16dKNlffv2BWDTpk2Ul5d/7O913U6vuX4ijmM3+l9pntopf2qr/Kmt8qN2yl+XaCsvoKoswojSKO/vyeCFhsHFEWwM5TEbO53Bj0V5c1uKnnGHBz6sye26sjpDScTmopGluKl0i1/RJdpJDludkUmPtDyqv4Nto/bKn9oqf2qr/Kmt8tdl2irtMbNvnKpeMd6vzmAMDC2JEBpDRdyBVIYgFuW9HSkKXZsH1+zrrfN+dYayqM1nRpbiJpVH21OnFx5bk0qliEYbz4IZi2Wr1+l0yxfCwdi2Rc+eRZ/o2A4XpaVN3y6RptRO+VNb5U9tlR+1U/66QluVGkOPqI23t6dK3LWIOzZh3OWlzQnG9Izxx/2Kjg1qvZAXtiSY27+QqGNRFHGabJP7ji7QTnJkORSZ9EjOo/o72DZqr/yprfKntsqf2ip/XaWtSkNDr7iDH4IBilyLqGMTxFye3VjPqLJYo4fgDaozIX/dkmBWRSFRx6Yo0nJxsau0VUc4rAuP8XicTCbTaFlDuCssLPzYnxuGhpqaxCc6ts7mODalpQXU1CQJAo1D0BK1U/7UVvlTW+VH7ZS/rtxWyb0/dsQh4YdsSbY8luMHezIc1zvO02vq+dTQYpxM9kl1g67cTm1RWlqgp+wd7FBk0iMxj+rvYNuovfKntsqf2ip/aqv8dfW2qt/7Y0UcvNCwod5rcdsVezJUlcf5v7W1fGpoMXZaebQl+WbSw7rwWFFRwbZt2xota/i9X79+n+izfb9rXCBBEHaZczmU1E75U1vlT22VH7VT/rpyW0Usi15Rm2Qrs1pn11hsTwU8ur6O8wYXYtJ+k1DXldtJDk+HKpMeqdex/g62jdorf2qr/Kmt8qe2yl9XbyvXtugRdUi0UjAMDFjAtmTAo+vq+NSgQkxGefSTOKwfl0+ZMoXly5cTBEFu2SuvvMLw4cM/0fiOIiIi0rE8L2B4SZQBhS0/86wocNmV9qkocJlVUch2D9b4Ful4DKcg2uJ+IoeaMqmIiMiRz88EjCxxGVgUaXGbQUUu25I+/QocZvQrZLufzaOpWDaPWpp7ps0O68Lj+eefT11dHd/97ndZtWoVDz30EL///e+54oorOvvQREREpI0cz6MkYjOitGnYs4F5Awv5YE+GmRUF/GldHQ+tqeXpjQnuWVXD4xuTEFfxUTqHMqmIiEjX4AY+ZVGbocVN86hjwYkDivigOsPxFYU89dG+PHrv6hoe3ZDAxJRH2+qwLjyWl5fz61//mjVr1nDeeeexePFirr32Ws4777zOPjQRERFpo9ALiHsepwwq4uSBRfSI2sRsi5GlET43uozXd6SY0DvOk+vqSB/QJXtzwuflrUm8bj6WjnQOZVIREZGuIcwEFAQepw8pYu6AQsr25tFRpRHmH1XGkq0JJvUu4Mn1daSDxnl0azLgxc1JMsqjbXJYjfF44403Nlk2YcIE7r///k44GhEREWlvvheAl+SouMuIEaV4xrCp3uePq2twLBhaEm1SdGzw7p4Mx/dveYxIkfaiTCoiItJ1+ekA0kmOLnQZtTePbqjz+MOqGiwLRvcwpILmM+d71RlO8JVH2+KwfuNRREREuqZM2ieoSxLFsCnhkw4MMcemvpVBukMDgTE4joUdj2DFo7hRpwOPWkRERES6inTKJ6xLEjOGLYmATGiIOVaredQAQWiwbQsnl0cPq3f6DjtqHREREek0fn2aGT1cpvaO4YUQWhYvtbBtScTCsSzWZiyW70iSDgwjSyJM7h3HSqYJW5kxW0RERESkOX4izcyeLtP6xMiEYLUyg0yhY+HaFht9m1d3pEj6IUOLI0zpHcdJZ5rMfi0qPIqIiEgnCzI+ZHwigFMQpX+hy+aE32S7c4eV8PRHdayu9XLLlu9M8/aeDPNHlkIi1YFHLSIiIiJdRUMejZLNo4OKXDbUN82j5wwr5i9bEry9K51b9uauNO/uTjN/VCluKoMxehi+P3W1FhERkcNGmMpw9uAixveMYu992FzkWpw5uIjQ0Kjo2CAdGF7emsSN6XmqiIiIiHwyQTLDGYOKmNArhrM3jxa6FqcNLCLm2I2Kjg18A89uTmArjzahFhEREZHDhjEQ1KeY2TPC9D5xAgMuhqgxvLK7achrsLImw+x+caDpk2kRERERkbYI6lO54YCyeRQiYcA7tZkW91lf5xPaer/vQCo8ioiIyGGnobuLDYRAEHGw7ZbH21HEExEREZH25B+YR10bu5XxH1te070pp4uIiMhhz/MCju4RbXH9uJ4xbF9vO4qIiIjIoeH7IcOLIy2uH1kawdbkMk2o8CgiIiJHhEIMk8tjTZaXRGym9onjZ4JOOCoRERER6S4iYcisfgVNlhe4FnMqCgkzTccj7+7U1VpERESODJ7P7P5FVJZFWb4zTTowVJZFGFYcgWTL4z+KiIiIiLQL3+e4vgUMLY7w2s4UCd8wvMRldGkUK5Um0ITWTajwKCIiIkeMwohND+MzrzyCsQA/IKhPdfZhiYiIiEg3UeDalIYec3pl86gVhPjKoy1S4VFERESOKMaA72k8RxERERHpHMqj+dMYjyIiIiIiIiIiItLuVHgUERERERERERGRdqeu1iIiItJtuVGHwHXxDbgWOH6An1G3GRERERHpGI5jY2IRPAOOBU4QEmY8TBeZqEaFRxEREemWnIIYb1ZnWLajBi8E24JxPWPM7FeAyXgEaRUgRUREROTQsaMum32L5z6so84PARhSHOHUQUVEAp8g7ROGR3YFUl2tRUREpNtxog5v7MnwyrYUXjbjERp4a1eaP2+oZ4tvYRXFsW2rcw9URERERLok27bYY2weX7+v6Aiwvs7jD6tr2BnapKJRbNfpxKP85FR4FBERkW4ndF2W70g1u25trUfUsfmv1TVQEOvgIxMRERGRbiEa4fnNiWZX1Xkhe9IBT6yvI+W6WNaR+zBchUcRERHpdjIhBK30Wkn4IX4IH9RkcF3FJRERERFpZ7bF9lTQ4uqtSZ8eMYfnNyewY0fuSIlK0iIiItLtHKyWGHcsMqHhgxoP4xzZ3VtERERE5DBkoMht+U3GkohN0jd8VO9j7CO3fHfkHrmIiIjIx+QGIcNKIs2uK4vaJHyDAQocC4sje0BvERERETn82J7HlD7x5tdZ0L8wwpakT/QIH3NchUcRERHpdsKMx6kDCulb0PhtxpKIzWmDi/nrlux4O8f2jhNkAizLwolHMIUxMvEYVmEMJ6I3IUVERETk4/H9kMqSCGN7RBstj9hwxpBilm1PAjCpPIbt+QC4URerME4mHsMUxnDiEQ734R+P3E7iIiIiIh+TMRAmUnxqUCFJLLYmA+KuTRAa/vxRHTVeyOTyGGW2wVhgCmI88VE9mxJ7Q58FU/rEqSqLEiQznXw2IiIiInIk8hNpji+PMr1fAZsTAZYFMcdi6bYkG+p9KgocJvWK4dencApjLNuZ5vVd9YR7O+QMLY5w2sBCwkQKc5h20lHhUURERLolYyBIZogCwwsiJIzFymqPsT2ijC6LEjUhQcrDKYzx32tqqc6EuX19AxsTAcNLoxQXxcALCD3/sA18IiIiInJ4CtIeVtpjSDSC7zqsrMlQUeAyq18BZa5FmEjhRBze2J1h+c50o333ZALW1PsML46DH2AyPmF4eAVSFR5FRESk2/OTHjELJhdnu097yTQhYFlQ7ZtGRceIDWcOKWFL0ufxdXVkAsPwkggz+8Vx0x5BELbwLSIiIiIizfMzHmQ8xsZtLMvG9zyCTLaIGEZcXttR02j7KX3i9C1wWb4jxQubEvSM2czqV0DvKAQprzNOoVka41FERESE7BuQnhfgeUFumW3b7EgFjbabN7CIV7cl+dvWJLVeSDo0vFed4ZF1ddiFUaJRjf0oIiIiIh+P74d4XoDZryuNZ7I9bhqMKI1QGLF5cn0dWxI+mdCwNRnw2Lo6tnoQL4hiHyaT0uiNRxEREZEWhKGh536FxELXImJbubEeAQpci5MHFpEJDS9tSVESsTi6RwzXDwgzfnMfKyIiIiKSt4iVfXOwoV/NhF5x/rS+rtE20/oWMLDIZU2tx5paQ2VZhB4xmzCZbvJ5HUmFRxEREZEWGGPoGbUpdC0SvqGi0GV97b6uK44FZw0p4ZmNdexO7+ti/bdtKU4ZWMiwqEvoqfgoIiIiIh+fHQSM7Rnj7d3ZIqJlQWa/sRyn9ysgExgeWlObW/bmrjQDCl3OHlyIX995xUd1tRYRERFphZXOcOGIEsqiNoGByH7dVip7xFixJ92o6Njg6Y0Jgoie8YqIiIjIJxOkfWb1jTGyJALA/p2oo7ZF/0KX13akmuy3KeGzotrDdTuv/KfCo4iIiEgrgsAQSWW4cGgxc/oVMLZnLLfuqLIoK3a3/AT5w9pMpwY9EREREeka/Po0J/WLcfnoMsqiNqWRbMYcWhJhVXWmxf3e2Jkm7MSH4UrCIiIiIgcRhoYwmSaSShMPA2b2jQPZp82BaXm/VGCwrMNjYG8RERERObIFKQ8rkSKSynDO0GJcC1wbMq0E0nRoaPyOZMdS/x8RERGRNgjTHuNKIowsLaXWNwwodBtNNrO/4SUR/EzLT6BFRERERNoqCEIK8bh0dBkf1XnYts37Lbz1OKIkgh0GNB0YqGPojUcRERGRNgrTHtFUmgFOyEkDC5sNVIOLXIptMK28ESkiIiIi8nEEQYipTzEsAkMKHcpjTpNtIjbM6FuAn+68yQ5VeBQRERH5mNJpn7jnMf+oUoaVRLCBQtfi+IoCzhhUSJjU244iIiIicuj4fkCQSHP+sGKm9okTcywcCyrLoiwYVYaT7rwZrUFdrUVEREQ+kdAPiQYZTu0bw/QvAAO25+HXd27IExEREZHuwRhDUJ9icrHDxJ4lAFhBQJhMEXZy7xsVHkVEREQ+IWMMQdrL/d5ZY+iIiIiISPflewF4QWcfRiPqai0iIiIiIiIiIiLtToVHERERERERERERaXcqPIqIiIiIiIiIiEi7U+FRRERERERERERE2p0KjyIiIiIiIiIiItLuVHgUERERERERERGRdqfCo4iIiIiIiIiIiLQ7FR5FRERERERERESk3anwKCIiIiIiIiIiIu1OhUcRERERERERERFpdyo8ioiIiIiIiIiISLtT4VFERERERERERETanQqPIiIiIiIiIiIi0u5UeBQREREREREREZF2ZxljTGcfREczxhCGR/5pO45NEISdfRiHPbVT/tRW+VNb5UftlD+1VX7UTmDbFpZldfZhyCd0pOZR/R1sG7VX/tRW+VNb5U9tlT+1Vf7UVln5ZtJuWXgUERERERERERGRQ0tdrUVERERERERERKTdqfAoIiIiIiIiIiIi7U6FRxEREREREREREWl3KjyKiIiIiIiIiIhIu1PhUURERERERERERNqdCo8iIiIiIiIiIiLS7lR4FBERERERERERkXanwqOIiIiIiIiIiIi0OxUeRUREREREREREpN2p8CgiIiIiIiIiIiLtToVHERERERERERERaXcqPIqIiIiIiIiIiEi7U+FRRERERERERERE2p0Kj4eR2267jQULFjRa9uyzz3L++eczefJk5s2bx49+9CNSqVRu/caNG6msrGzy88c//jG3zYoVK5g/fz6TJk3ixBNP5M477+ywczoUmmunf/7nf27SBieccEJufRiG3HLLLcyePZuJEydy+eWXs27dukaf0dXaCZq21YIFC5q9XiorK3nkkUeA7nNN7dmzh0WLFnHCCSdwzDHHcPHFF7Ns2bLc+oOdY3e6pg7WVrpPZR2snXSf2qe1ttJ9SqRjKX/mTxk0f8qgrVMOzZ9yaNsoj+ZPebQDGTks/Pa3vzWVlZVm/vz5uWVLly41Rx99tPnP//xPs3btWvPCCy+YOXPmmG9/+9u5bf7v//7PVFVVma1bt5pt27blfpLJpDHGmF27dplp06aZ7373u2bVqlXmgQceMFVVVeaBBx7o8HNsD821kzHGnHfeeeanP/1pozbYuXNnbv0vfvELM2PGDPP888+bFStWmMsvv9yccsopJp1OG2O6XjsZ03xb7d69u1Ebbdu2zXzpS18yp59+uqmtrTXGdJ9r6rLLLjPnnHOOWbp0qVm9erX5wQ9+YCZMmGBWrVqV1zl2p2uqtbbSfWqf1trJGN2n9tdaW+k+JdJxlD/zpwyaP2XQg1MOzZ9yaNsoj+ZPebTjqPDYybZs2WK+8IUvmEmTJpnTTz+90T/Q11xzjbnssssabf/II4+YsWPH5v7i33777eacc85p8fN/+ctfmtmzZxvP83LLbrrpJnPaaae185kcWq21k+/7pqqqyjz99NPN7ptOp83kyZPNfffdl1tWXV1tJkyYYJ544gljTNdpJ2Nab6sDPf7442bs2LHmvffeyy3rDtfU2rVrzejRo83y5ctzy8IwNKeccor5+c9/ftBz7E7X1MHaSveprIO1k+5T+xysrQ7UXe9TIoeS8mf+lEHzpwyaH+XQ/CmHto3yaP6URzuWulp3snfeeYeysjIee+wxJk6c2Gjd5ZdfzrXXXttkH9/3qaurA+D9999n1KhRLX7+smXLmDJlCq7r5pZNnz6dNWvWsHPnznY6i0OvtXZau3Yt6XSakSNHNrvve++9R319PdOnT88tKy0tZezYsSxduhToOu0ErbfV/hKJBD/+8Y+55JJLqKyszC3vDtdUz549+dWvfsX48eNzyyzLwhhDdXX1Qc+xO11TB2sr3aeyDtZOuk/tc7C22l93vk+JHErKn/lTBs2fMmh+lEPzpxzaNsqj+VMe7VgqPHayefPmcdNNNzF48OAm68aOHcuYMWNyv2cyGX77298ybtw4evXqBcDKlSvZuXMnn/3sZ5k5cyYXX3wxL730Um6fLVu2UFFR0ehz+/btC8CmTZsOxSkdEq2108qVK7Esi9///vfMmzePk08+mR/84AfU1tYC2TYA6N+/f6P9+vbty+bNm3PbdIV2gtbban9/+MMfqK+v5ytf+Uqj5d3hmiotLWXOnDlEo9Hcsqeeeor169dz/PHHH/Qcu9M1dbC20n0q62DtpPvUPgdrq/115/uUyKGk/Jk/ZdD8KYPmRzk0f8qhbaM8mj/l0Y6lwuMRwvd9rr32WlatWsV1110HZG+sa9eupa6ujq9//ev86le/oqqqii9+8Yu88sorAKRSqUZ/mQBisRgA6XS6Y0/iEPnggw+wbZuBAwfyy1/+koULF/LCCy/w1a9+lTAMSSaTAM22Q0MbdId22l8QBNx999189rOfpaSkJLe8u15Ty5cv5zvf+Q4nnXQS8+bNO+g5dudr6sC22p/uU/sc2E66T7WspWtK9ymRzqf7eut0b2873dubUg7Nn3Jo2yiP5k959NByD76JdLaGi3nJkiXccsstua4L0WiUpUuX4rpu7oIeP348q1ev5s4772TGjBnE43EymUyjz2u4yAsLCzv2RA6Rq6++mksvvZTS0lIARo8eTZ8+ffjMZz7DW2+9RTweB7I3h4b/hmw7FBQUAHSLdtrfq6++yqZNm7jwwgsbLe+O19QzzzzDN7/5TSZOnMhPf/pT4ODXQ3e9ppprqwa6T+3TXDvpPtW81q4p3adEOpfu6wene3vb6d7emHJo/pRD20Z5NH/Ko4ee3ng8zG3bto3Pfe5zvP7669xxxx1NnuwUFhY2qaKPHj2arVu3AlBRUcG2bduafCZAv379DuGRdxzLsnI3zwajR48Gsq83N7wq3lw7NLz63B3aaX/PPPMMEyZMaLYrTHe6pu655x6uvvpqTjjhBO64447cP7AHO8fueE211Fag+9T+Wmon3aeaau2aAt2nRDqT7uv50b297XRv30c5NH/KoW2jPJo/5dGOocLjYay6uppLLrmEXbt2cd999zUa5BWyg79OnjyZZcuWNVr+9ttv5wY5nTJlCsuXLycIgtz6V155heHDh1NeXn7oT6IDXHPNNXzhC19otOytt94CYNSoUYwZM4bi4mKWLFmSW19TU8O7777LcccdB3SPdtrf8uXLm1xP0L2uqfvuu48f/OAHfO5zn+PnP/95o380DnaO3e2aaq2tdJ/ap7V20n2qsdbaqoHuUyKdQ/f1/One3na6t2cph+ZPObRtlEfzpzzagTpvQm050MKFC838+fMb/T5u3DjzyiuvmG3btjX68X3fBEFgLrjgAnPWWWeZpUuXmlWrVpl/+7d/M+PHj89N875jxw4zZcoUs3DhQvPBBx+YBx980FRVVZmHHnqos07zEzuwnZ599llTWVlpbrvtNrNu3Trz/PPPm3nz5pl/+qd/ym3z05/+1EydOtU888wzZsWKFebyyy83p556qkmn08aYrtlOxjRtK2OM8X3fjBs3zjz22GNNtu8u19SHH35oxo0bZ6688somf7dqamryOsfuck0drK10n8o6WDvpPrXPwdrKGN2nRDqS8mf+lEHzpwzaMuXQ/CmHto3yaP6URzuWCo+Hkf3/gQ6CwFRVVZnRo0c3+/PRRx8ZY4zZuXOn+ed//mcza9YsU1VVZT7zmc+YpUuXNvrcv//97+bCCy8048ePN3PnzjV33313h59be2ouyPzP//yP+dSnPmUmTJhgZs2aZW688UaTSqVy633fNz/+8Y/N9OnTzaRJk8wXv/jFXBs26GrtZEzzbbVjxw4zevRo8+KLLza7T3e4pm6//fYW/24tXLjQGHPwc+wu11RrbfWtb31L96m98rmmdJ/KyqetdJ8S6TjKn/lTBs2fMmjLlEPzpxzaNsqj+VMe7ViWMcZ09luXIiIiIiIiIiIi0rVojEcRERERERERERFpdyo8ioiIiIiIiIiISLtT4VFERERERERERETanQqPIiIiIiIiIiIi0u5UeBQREREREREREZF2p8KjiIiIiIiIiIiItDsVHkXkkDPGdOh+IiIiIiL7Ux4VEekcKjyKSM6CBQuorKxs9DNmzBiOPfZYLrjgAp588sk2f+aqVau4+OKL27zf8uXLueKKK3K/b9iwgcrKSh566KE2f1Z7+Pa3v828efM65bvb04IFC1iwYEGL65csWdLoz9/3/Q48uqyf/exnue9v7VhFRESk61EebZnyaMdRHhVpP25nH4CIHF7Gjh3Lddddl/s9CAK2bNnC7373O/7pn/6JkpISTjjhhLw/76mnnuL1119v83H88Y9/ZNWqVbnf+/bty/3338+QIUPa/FnSdosWLWLcuHG4bsf/M3HxxRczd+5crr/++g7/bhEREel8yqMCyqMiXYUKjyLSSHFxMZMmTWqyfM6cOcyYMYMHH3ywTUGvvUSj0WaPSw6NUaNGdVp7V1RUUFFRQXFxcad8v4iIiHQu5VEB5VGRrkJdrUUkL9FolEgk0mhZEATce++9nH322UyYMIETTzyRn/zkJ6TTaQB+8YtfsHjxYgAqKyv5xS9+AcCuXbu4/vrrmTt3LuPHj2fq1KlceeWVbNiwAch2I3n44YfZuHFjrjtLc11b1q5dy9e+9jVmzZrFpEmTWLBgAcuXL8+tb9jnqaee4mtf+xqTJ09mypQpfPe736W+vj63XSqV4qabbuLUU09l/PjxHHPMMVx22WWsWLGiTW109913c/rpp1NVVcXs2bP53ve+R11dXW59ZWUl99xzDwsXLmTy5MnMnDmTH/7wh6RSqUaf88wzz/DpT3+aqqoqZs2axQ9/+EMSiUSjbVauXMkVV1zBMcccwzHHHMOVV17JRx991GibTZs2cdVVV3Hssccya9Ysfvvb37bpfBp8+9vf5pJLLuG6667juOOO47zzzsP3/bzOZ8GCBSxatIjbb7+d2bNnM3HiRL74xS+yY8cOHnzwQU455RQmT57MpZdemvvzFxEREWmO8ujBKY8qj4ocbvTGo4g0YoxpNI5KQ9eWW2+9lfr6es4999zcukWLFvHII4/wj//4j0ydOpV3332XW2+9lRUrVvDrX/+aCy64gC1btvDAAw9w//33U1FRgTGGK664gurqaq655hr69OnDihUruPnmm1m0aBG/+c1v+OpXv8quXbt49913Wbx4MUOGDGkSdFatWsWFF17I0KFD+Zd/+RcikQh33XUXl1xyCb/5zW+YOnVqbtvrrruO888/n9tuu40333yTn/3sZ/Tq1YtrrrkGgGuvvZalS5dyzTXXMGTIENauXcvNN9/MN77xDZ566iksyzpouz355JP86Ec/YuHChVRWVvLhhx/yox/9iFQqxY033pjb7uabb2bixIn8/Oc/Z/Xq1fz85z9n69atuRD8+OOP881vfpOzzz6br3/962zcuJGf/exnrFq1it/+9rdYlsWaNWu46KKLGDFiBDfeeCNBEHD77bdz8cUX8+ijj1JeXk4ikWD+/PnYts33v/99XNfl5ptvZv369UyePLnN18WyZcuwLItf/OIX1NfX57q8HOx8Gtpm7Nix3HDDDWzatIkf/OAHzJ8/n3g8zsKFC9mzZw833HAD3//+9/nVr37V5mMTERGRrkV5VHm0OcqjIkcmFR5FpJGlS5cybty4Rsssy2L06NHcfPPNuQGtV61axQMPPMDXv/51vvKVrwAwa9Ys+vbty7XXXsuLL77InDlzqKioAMh1k9i6dSsFBQUsXLiQ4447DoBp06axYcMG/vCHPwAwZMgQevXq1ag7y4FBb/HixblwV1JSAsCJJ57IWWedxX/8x3/wxz/+MbftnDlzWLhwIQAzZszg5Zdf5vnnn+eaa64hk8lQX1/Pv/7rv3LGGWcAMHXqVOrr67nxxhvZvn07ffv2PWi7LVmyhIEDB/K5z30O27aZOnUqhYWF7N69u9F2vXr14pe//CWu6zJnzhxs2+bf//3f+eCDDxg1ahQ/+clPmD17Nj/5yU9y+wwbNoxLL72UF154gRNPPJHFixcTj8f53e9+l+v+MWPGDE4++WR+/etfs3DhQh5++GE2bdrEo48+SmVlJQATJkzglFNOOei5NMf3fa6//nqGDh2a9/kcddRRAHiex+LFiykrKwPg6aef5i9/+QvPPPMMgwcPBmDFihU8+uijH+vYREREpGtRHlUebY7yqMiRSV2tRaSRcePG8cADD/DAAw9w6623Mnr0aIYNG8bPfvYzTj/99Nx2r776KgBnn312o/3PPPNMHMdhyZIlzX5+v379uOuuuzjuuOPYtGkTr7zyCvfccw+vvfYanuflfZyvvvoqc+fOzYU8ANd1OfPMM3nrrbcadV05cGyYioqKXHCMRqPceeednHHGGWzbto2lS5dy//3389xzzwHkfUzTp09n7dq1fPrTn+a2227j3Xff5eyzz+aSSy5ptN2ZZ57ZaIDs0047Dcg+wf3www/ZsmUL8+bNw/f93M+UKVMoLi7m5ZdfBuBvf/sb06ZNIx6P57YpLi7muOOO469//Wvu8wYPHpwLeQD9+/f/2OPkxOPxZgdSb+18GowcOTIX8gD69OlDr169ciEPoEePHtTW1n6sYxMREZGuRXlUebQ5yqMiRya98SgijRQVFVFVVQVAVVUVkydP5txzz+Xyyy/n4YcfplevXgBUV1cD2X+09+e6Lj179mz1H+3HHnuMn/70p2zevJkePXowZswY4vF4m46zurqa3r17N1neu3dvjDGNxrIpKChotI1t2xhjcr+/9NJL/Nu//RsffvghRUVFVFZWUlRUBNBou9acccYZhGHIfffdx+LFi7n55psZOHAg11xzDWeeeWZuuwOfVpeXlwNQU1PDnj17ALj++uubnUFv27ZtAOzZs4c//elP/OlPf2qyzf5/Pg3/vb8+ffqwY8eOvM7pwONsrotPa+fToLlBuQ/8MxERERFpoDyqPNoc5VGRI5MKjyLSqvLychYtWsTVV1/NDTfcwE033QSQe2K4fft2Bg0alNve8zx2795Nz549m/28ZcuWsXDhQubPn88XvvCFXNeXH//4x40G4j6YsrKyZgPL9u3bAejZs2cuGLVm/fr1XHnllZx00kn853/+Z+4p6r333stLL72U9/EAnHXWWZx11lnU1tbyl7/8hTvuuINvfetbHHfccfTr1w8gF+YaNJxDr169KC0tBbJj/Ow/JlCDhjYvKSlh5syZXHbZZU22aXja27NnT9atW9dk/YHf/0m1dj4iIiIi7UF5NH/Ko8qjIocbdbUWkYM69dRTmT17Nk888USuy0pDEHn88ccbbfvkk08SBAHHHnsskH2au7/XX3+dMAz52te+lgt5QRDkumSEYdjsfgeaMmUKzz33XKMn2UEQ8OSTT1JVVUU0Gs3r3N5++23S6TRXXHFFo64bDSEv3yfMX//617nqqquAbBD7h3/4B7761a8SBEGjwPnss8822u/Pf/4zlmUxffp0RowYQXl5ORs2bKCqqir3U1FRwU033cS7774LZNt+1apVHH300bltxo8fz+9+9zuefvppINvVZsOGDbz11lu579q1axdvvPFGXueTr9bOR0RERKS9KI8enPJo0/MRkc6nNx5FJC/f+c53OOecc/jhD3/Iww8/zKhRozjvvPNYvHgxqVSKadOmsWLFChYvXsy0adOYPXs2QO6p6RNPPMHEiROZMGECAN///vc5//zzqamp4Z577uG9994DsoN2FxcXU1payo4dO3jhhRc4+uijmxzPVVddxYsvvsjnP/95vvSlLxGNRrnnnnv46KOP+PWvf533eY0bNw7XdfmP//gPLr/8cjKZDA899BDPP/987njyMX36dK677jp+9KMfccIJJ1BTU8PixYsZNmwYY8aMyW335ptv8s1vfpNzzz2X999/n1tuuYULL7wwN77MN77xDRYtWoTjOMydO5eamhpuu+02tm7dmhtk/atf/SoXXXQRV1xxBRdffDGxWIz777+fZ555hltuuQWAc889l7vuuourrrqKb3zjGxQXF3P77bfngnR7Odj5iIiIiLQX5dHWKY8qj4ocjvTGo4jkZcSIESxYsICVK1dyzz33AHDDDTdw1VVX8eSTT/KlL32Je++9lwULFnDHHXfknhCfeuqpVFVV8e1vf5s777yTadOmsWjRIl5//XW++MUv8u///u8MGDCAxYsXA+S6t3z6059m4MCBXHnllTzyyCNNjueoo47ivvvuo3fv3nznO9/hW9/6FsYY7rrrLmbOnJn3eQ0dOpSbbrqJrVu38pWvfIVFixYBcPfdd2NZVqNBqVtz0UUX8S//8i+8+OKLfPnLX2bRokWMHDmS3/zmN0Qikdx2l1xyCb7vc9VVV3HPPffw5S9/meuuuy63/oILLuCmm27itdde48tf/jLf+973GDRoEHfffXcuPI0ZM4Z7770Xy7K49tpr+drXvsb27du59dZbOfXUU4HsIOW///3vmTJlCjfccAPf+c53mDFjBnPnzs27bfJxsPMRERERaS/Ko61THlUeFTkcWSbf97ZFROQTqays5KqrruLqq6/u7ENp0ZIlS/j85z/PXXfdxbRp01rd9lCfz4IFC4Bs6BYRERGRT055tG2UR0U+OXW1FhGRJlatWkUsFmPSpEkd/t1btmxhy5Yt1NXVNTsDoYiIiIh0fcqjIl2DCo8iItLE97//fQDeeeed3MyEHeW//uu/+OUvfwnQ7GyKIiIiItL1KY+KdA3qai0iIiIiIiIiIiLtTpPLiIiIiIiIiIiISLtT4VFERERERERERETanQqPIiIiIiIiIiIi0u5UeBQREREREREREZF2p8KjiIiIiIiIiIiItDsVHkVERERERERERKTdqfAoIiIiIiIiIiIi7U6FRxEREREREREREWl3KjyKiIiIiIiIiIhIu/v/dhR3A+TH4D8AAAAASUVORK5CYII=", + "text/plain": [ + "<Figure size 1600x600 with 2 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(1,2, figsize=[16,6])\n", + "plt.title(\"Rot. Speed vs Torque with reference to Failure Type\")\n", + "sns.scatterplot(data=data_final, x=\"Rotational speed [rpm]\", y=\"Torque [Nm]\", hue=\"Failure Mode\", \n", + " palette=[\"lightsalmon\", \"skyblue\",\"gold\",\"lightgreen\",\"royalblue\"], ax=ax[0])\n", + "sns.scatterplot(data=data_final[data_final[\"Machine failure\"] == 1], x=\"Rotational speed [rpm]\", y=\"Torque [Nm]\", \n", + " hue=\"Failure Mode\", palette=[\"skyblue\",\"gold\",\"lightgreen\",\"royalblue\"], ax=ax[1])\n", + "\n", + "ax[0].set_title(\"Including class no failure\")\n", + "ax[1].set_title(\"Excluding class no failure\")" + ] + }, + { + "cell_type": "markdown", + "id": "8e250dd0", + "metadata": {}, + "source": [ + "Power Failure: occurs at particularly high/low torque and at particularly high/low speed. Below a torque of 15Nm, above a torque of 70Nm and above a speed of 2500 rpm only Power Failures occur.\n", + "\n", + "Tool Wear Failure: occurs as the only failure in the range of 1500-2100 rpm and between 20 and 40Nm of torque.\n", + "\n", + "Overstrain Failure and Heat Dissipation Failure: occur at low speeds <1500rpm and at high torques of 40-70Nm." + ] + }, + { + "cell_type": "markdown", + "id": "81b5e8ad", + "metadata": {}, + "source": [ + "### Correlations\n", + "In the following, the independent variables are examined with respect to their correlation. This is done first via a pair plot, where all numerical features are correlated in individual diagrams, and also via a heat map, which assigns concrete values to the correlation between these features." + ] + }, + { + "cell_type": "markdown", + "id": "6906b713", + "metadata": {}, + "source": [ + "#### Pairplot" + ] + }, + { + "cell_type": "code", + "execution_count": 102, + "id": "e8a4b6fb", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<seaborn.axisgrid.PairGrid at 0x20ad9f56150>" + ] + }, + "execution_count": 102, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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ChhFF8IVzRMa2RWBqhYKKty4Xobp0OJw/Un3mYCu4xuJ4IoeDLS6lYRhR5BJMxUhZPqKuDxepNuNJ9e2kC60RqO2EwYVQEgLLgO0T+esaaI/q2CVhGFPsEkg9NzWssW3idpCupIVJgbGgrUf2Po4DIb88Z3HAQs/QcUU2x1PQFjNUd8jqo6lH64HXjYPmHhiQC/kBw8o6PwHLx8QylxBxmuM+MIZIUs98ajm0doKxwT3NpdsB+szZHjx4eOHgkaoePKDF7tp6HyMLUwRsmFSS5InqAD0JLVg9ePDg4fnACebw/fUWe5oNAQs+vhAaO+GysSLalo2Eb66gDzEQtOGDc+FH6+DNUwAX/LZIt/t2wzumGtoIU+Tr8YiiFwluMMyPNtpsb8wSdR+bD48eUnpeBpaBG6bD5iNwtB3ePh3uXCXC5NpJUBwWeXqsI/udoA0fna9N4/QKuHO1NlgZDC2UTcCP1sN7Zxtu76d9fG6JlHP/2KfXMpqczXVwTsXzJxAt26IpFeary60+VgSVeRafXRTGny5C4vNZbK4//XFW1xiunejH/wIRvf3BtX38+8CppG4GDx60mFzqw/KKu72iEDd+Hjt8+t99Yy1MHihvakgHNnoMX3kqrShLf+7t00LMHhA7ofB2Q7lsrDP8fHPflPzZg+DTi+Dbq+AL5yrQdawjOz4EbPXb4pD+feMcqVUbe7LHyPWr766qhtcMBX8l3PwUdPSyOywJwUcXQFEAOuJwyxOyDMlgYK4CM/fvVfBtZJHUg7/YbPjgXHle7mzUeGAQOfuO6bC9QQTzt1YaxpbAVRMMHQlojWte2d3L89U2OodlYEOtiKADrYZJ+cbzKX4VIZl0mDMIVtbAsXZYMBj+uAPmpIOHy4ZrbnLRfmpno5ST48sUVGvskbr1Ewvhl1vMCQX0yGIV3/z+Ws1jb50qwjE3IJL1sjEKYm6th7/tho8tgHs2wtF2AxgMWhN9/fwwDx2AOVUiYms7dd4p5QqAtPaq31YYhP9ZAl0J+cH+fjvsa8m+7zOGjy8IMTz87IhVY9scjoRIOhZbG0Ru3rcL3jBJFh9FQdh3HGZU6tn8YJ3m+4o8BVhWHtN3HEcq9rGlcOkYBWRumA5PHNbrul/d81fPD3GgBQ6ni5ieP1LBk3gExs+F2lX9X2vlTLy1ogcPLxI8UtWDB6AhoujpvArNvMPyHRwMe9p8zBjgReQ9ePDw38Py+XjggEVVgeH14+U5Fk1Bjk+b5HhKm+L3z9ZGeG+zvhdLKRXsfbPgmyvhtqXa5PYk4NKR8ulbV2f4f+eE8SVf/NTqVxtsn83DR6w+hOrkgVK09CZU5w+Wv1yOHyYNUOqubeDWZWkVmqVU3t6EKuj3/e4a+PJS+MJjfQlVEPHS1KN28YstnKLEi6XgG09L4ey3YVyZzhe0IWgbknaAbtemJwn5fpeQSUIijjHg+IJEXZuuuCE3AHm+FO1RaHfD9LiQH3AJkSRubL7xVF9CFaC2C36+xeLdUwKQ9m89+fp7w3F50f1/XQzPtF9MpPQZD680iEg5HeIp9cHeiCYN86rgnGFpdZ2l1yIE6XEDFIWgPWr42eZT28v64+rnt18A9+44tV/HUyJcv3YBfGSebD56E6qgcf+OlSI5B4fgm+tFqPosESoTB0jZbpASsDMGH5oHh1rh73tEijZ0w193wcWj4M+74GCbSNp3z5Q69vXjRFLFHc0vBhE4b5io491xEXTHdd49zRo7ehOqIMXhjzeKRN5Qm70/r97Aqw8hk8TCz9oaw2cWy/O7JKy+kx+QCrs3zz5loNqJMVrXLB4qq5uDrXD+CAUnynLgi49Lmfq+WSJT22NgElJXTxygY/1hh77zxGGRuheNgplpkrIqHzbWGcaW6bv/3AsXjoIS4Fdb+hKqoM/cuVrz6upqEaoDcqQMHVaoedwYi7gJ4/ikeI0koSDgErQdko4hiUUkofPn++BgqyGagmnlIk3fPxv+sgsuGQ09ST2n2k545KD626xBCnxuqk33J/ScUo6u43trpFZ1XRGqMyr0elFaZZtyDA4ihR89BJ9ZBE8egeXH4bzXQetuFajqjfFXuZDj+SF78PBiwSNVPXgA9rf5MLhU5WplXhBwKQk67GyxPVLVgwcPzwtxy8+gAsOhNqjMg/v2wBXjtFFYfiTLNVXkSbn4m61KCwURqNH0ENTQrc3LkALYUQsPHNTrXXFD0Ut8T68GxK3AKcrHxUPht708y66eoN9vVyMUhOBPO7PkYl5ASpPVx/TbvmM6/Gxz33OEfVDTkfVpzGDhEBG431opcnZjbf/XGEkqHbg9Cl9/Wq/lB+DjCwx3rPVzsNfGalalxQ1Ttez70cYsWVwcgo/MM/xkJRzr0P0aYP5gi2smQuQ0+7DNdYbYFB9B4iSTDtPK4Q87+//shDIX/4tsAOxzkywe4mdXU/+qxQWDHQJuEs8s45UFPwnmVNosP9o/0zetQqq6DIK2SI6qApErGUK2MAjvn23Y22z6KFv7wz/3SW22pqb/92MpEaA1HfCaMUrr7TxJIN0alQo1mu7DtoEPzxM58vc92c8NK5R9wA/WKeX/I/Phu6vV93c1weVje503of7/hx0iZ7+xIksq2UYkT2tU49T+FhFVl48VeXr3+v7vxXHhQItsPw61wciSjBer15NeTUjFYkyr8PO7HWqL75qhNcngfKX35/iVam+hdlXXBaSLWAHMGSRF6jtnyLbiTzs1f4Z8ChjkBaSi3nBcpOn8wTrG0XZ9f3qF2v37Z0sJ+6stCiBEU7K1uGYiWJaI2OWH4bXjTg14ZFCb7m9PHdGa7IbpIj13Nio4KQsDw6+3Sm3qt+Cj8w37mg1Diww/25Ttz34L3jxZgc2uuFL+cwNSn3ZENY5cPlak6aE2kcnrj4so/b8Neh6H2yA/qHtuj+pZvGWqntclo0VQRxL6UxyCp4/C8GKRuKurta64bgo8eAC+sxtu+hTEd0PHZvDlQ+X5LsWVKRKOl6XhwcOLBY9U9eABONBuMyDsqPBLGlV5KQ6226f/kgcPHjz0A9u2iFsBHEtFEHyWoS0KbxgHUQeunSjV4RXj5YUXT4EvPdQ0dWuj8LlHpHAALd7DPiksXjtWhNe6XkrJSAKKvKHqBYFlGexUAGI2yYDVJ90W9Dt0xrTJefNkqUYctDEEmFimtML2qDZWjivrBsfVpuory0RqbDwuz9yyHHmw3rZMv2vQ1jGNUaGygqDUKm+aLJ9FkCLooQNKjwTZQTT16NqWjRAh2xGDC0Zqs3moTZ/bUGsI+izGltBHfXv9VDjUZnjjZJ2roVvHX1VtyPW7LB4q8v9kuEj9GUz/v9CXZM4gP+uO9yW3/Ba8baoKZ7mkVW6+ADF8JB0I2i5BJ/a80xKTSYcpA1wq87Rp7o3iECwZ6pI6mb328LKHk0hyxXiXdbWGnl791W/BVeNFSr59upSfjx6CJUNEoPxl10nHcUU0Lhyif08eqD7Yn1dre1Sq0vfNkhdpbtozMZZS/+2KK5BSla//f26J/BE31IoQGVeqvhrwyyLgy0vVl/a3iNi5fKzGkrygztMdh08tVAp1d0zq9HhK9xj0aXz49z7NJ80RETLHO3UNGVI15YoMrswXQbq3GR4+qDFo/mD47GKNY/GUCNsVR3WtKVfjSY5fivw11YZzhgYJpCS/tX02MStAImXIMwY7AqmEix10SQVipy0C1nusdV0wQYeUL+bZCpzFyLcTLBziZ+Uxwx2rYO4gEf3tUaWtxx3oSreV412Ao3VLBqNL1JYeOaj2XNsly4rmHrVX0PsPH9Ra52h71hLDRen8NZ2ajz6+QO+1RdXvIknNLTl+nbP3dDKrUjY7xWH1RxfNlx9boOtPpkSuJl31Q8vI3/zt05W+bxv49VZYOtLwjaezPsbjS0WAWnIjIOXADdNEJEvxqmtJ9crUyPHreTmu1nYdMZG/F4yE4UUK0L5xMhxp03w8aUBWyZqub8WRDhhZojXGyGKNG0faVMB0awN8bStcOUFWAD4LcsPQk7KJO3n4jEvQTWg+9vxVPXh4weCRqh48APvbbYbk9d1sDQw7bG/2EUvRh2z14MGDh9PC5+NQT5AdTRaDC6AyBwrDUjhua8oWTKkqkAfWH3do0W0ZKTmWjZCv3W3nw63LtSGuTG+MhxTocwkX9jTqdAZtFDybyOcP27JwW8Os+7FF+1FY+MOsOiuDYx3wvtna/AQs+ONO/T45Abh/j1RvH56ntL51x7WZKgzCVRO0kfrLbinJrp4gRY/rSq2yJ235MChfipuaDilu3jlDr6+uzl7HiCK9/rc9IkaGFerfH1sAD+yD//eY9m+lYbh6olRmjx7Sd1cdMywemr2fMcUiXv61XxszUDu7fqqI1SeOGD4yr39SNS+gAlqZtmcSMd4+xWJGhcU/91l0xmHyAJerxrvkuFHcdOXlhD/Mr7ZZbKg1J67zbVMtRuXHT/hZ/rfwJSJ8blGYJ48aHj9s4biweKjDBSNcAokInpvcKxPhZISvLA3zz32GdcdVCPD9c1zu3wN/2mVO9MNrJ7mMKYEfrO9L/GfUavftVip95rVrJsGqY6eqVq+bIkuP321XP51eobGgsVtKumPtIkwSKfXJjCXI/MFw61LYUgc/39z39SXDdOwvnSsV3+SB+u66muw48qG50BKFL6fnBoOUb9dNgUVDpKJf2+vzl4+FCQP6Esh/3yMfS1DQZlSJlHLHOuBf+2RN4LNg8RBlTty1RkUVRxSJNPvZJsjzGxaXWySsAI9W2yw/bPHh8XD4L1C/HnAhVAxTrrcoHJcgafpOULZlQUeYDT8xtOzVb1EwxGbGu218A6KkTldpx8MZgzGGJDZLhqptVneoEOPPNqt4G+j1G6YpUFASVur82FLNXx0xKVB/tllzRySp+S6RksJ0S72ON7ZU89X0crXPsaUqlNaTgPOGw4826NiZDJ5j7eqrxWH9f0udghZ+C3wG3jFDgWe/LRudaeVq308eEWm6qVYFrNratR5ri8q2Iy8gkrQpon/3JPXZgbk65mMH1ff/sFPBFxfZCLx1qgp3PXxAc3PmWhxXfx9Ne9LGUuqjv94KH5gDrT0wuEAB28YeqdAvG6t/u27WL/1Qm57JTzZpPHjnDF3XIwfl3z57kNaX/94vonXZCGhuMfxueybYaJhYFuCdM/zkOT2kUh6x6sHDCwGPVPXwqkd3ApqjFnMG9t3MDQw7uBiqu2xGFXoLPA8ePDwzLMvQSQjbMkyvgKePQEEVDA1KPdDQBecMh5AF6+tUIOGiKhiRC11JeLRem+KLRsH/rlUxhZ9vloJj8gCpoX65Bd46TQqnWBzOGeYSMt749ELAioR57GaLVByGvx7a4iIXj3dKjeY3UJ4nZRjA77cpBW/WIAjGYPE8wAc/2gGbeimJ22PaSL59miqC72uBn2+Bd06Hh/ZnCVXQub63VsRLrj9b+CPUa7V2qE1erJ9ZpA1l2C8i9/7d8mnLoDmi9vO5xen0waTSDhPp5mKAN02B256kj2fqsQ6lRX9msa4tYGdK3fTFtRNdgk68TxKwiUWYVWIxZb4fB4OfFG4iccLiIukP8ZUVNg29LICbI/CdNRafWRhgRDj5vDZ5rutix3q4oMpmyWBVmQySJBVLeoTqKxiO4xCId3P1KB+vHe3DWDbfWWM41JZtt+0x+PFGw/tnu+SdVID0bdOUats7Rb+2S96GXzpPway1NeqPwwtF6qw/LgJlUIG8TV0XPrlQys9RxSKJft/LdiCVVqZtqYffnfT6imPqB++frf559USlN+9o1LkXDlHhn5aIUq8zcBHhW92hMaCuS8crCkmZN6oYqgxcPADcIPQYHcNOO2S8darsSfKD8Nfd2eMmHXjiiAidt04TkfSj9VnV7qE2w3lDfPxjn80/9ll8aR64DTDgXCibASZP13Z8vYUd9JM7OtlHsWrHNNYmI9lzdhyDJ79ssexrIcj1PMLPNiT9Ib620mZIgUjFwQXwpcf1Ow8tVFGp4UWAUfsaUyLVcywpsvHhg2rfHTEpuDN2RgFLCtE11XDuMB336aPw623w+SVqy4VBePSg+mlPQiRqd1z7tycOi5Tc36J+Ceova6rh3bMUVJw9SMGB4UUiVO/dLkLy73vkSdwdV78K+USodsY1XrjpDJOBuTp2XZf6w/fXyv7gR+uzGSO5fhXu8tu63teOU8Bkcjk8eVjjxEWjpBa/ZqI88d81U8+oNCwCOODTcUI+KWhzAsqMaYkoG8VxNcdfOUGk7TdWwPwq2UmdOzxLvN6+Qs/5A3PUl+9cres6fwhML4SkY/jbLsMbJobxpXpO+a09ePDw3OGRqh5e9ajpkgx1QLjvlqs05GIbl6OdlkeqevDg4Rlh+Xx0WyF21cOUCm3Gb5oNd65VmlvYp+qv3XFI+mB/PXxuFBz7C1TvhWAhXHMJRMYA6aIPHTF47ywtnt81UxuNt02H42mPsSvHu5w/woVI5JkuzcOzgN/2cehRQypNqhTPhUBQCpvtDdrMPbhfxIrP0qbtjVMg0gHOTtjyZ+iuh4LBcOVVMHgY3H+SuvPve5TWl6k0/MedUspsqOv7OceVWm7KQG3+CoPasC4bId/DlCulim1ga4PLvdsNeQEV3fnYfG34Eo4Up2+bJgXLxtrsdQ8u0GZ2eJEUQCcXoQKd4/F0qnR5Llw2xuWRg4ZYSqn0b5zkMLkkQSpx6tyYTDpYxKTE7fW6ZRmOdll9CNXe+PU2i8/OD2Klov1/4DkglUzhS9O93uz96oGTTOI3SZqc3D6Eam/8brvhnTNge1rtP6JISs2TPU9B7ffPO+HCkepf9+2GG+dAa3rIvWeTiIy3TBVh8vsdOtaH5p5qLwAijX66qf9r390kW4LvrxUZ+oaJUHJI/X5duur63/b0/93aLs0Z5w2Ha3M1hpQ70Pk0PP0QJHpgwBSoej080gDjBsIXztF9TC4XOdQfdjTq3r75NLSdlMYddX08edTis4thcwM8flzquxkV8tT80w6onAWVAyx8qQAp1K99tk31k/QhVE887xTsuc8w4a1+Eo5XVOdsgTGGum6LN02C0hylt/9xh/rH26elyVREuheH4B971WZBCurPLYb792r9UxySGrQ8V8WuPr1YryccKbTfPFlrpj/uVFDwPbOUhXHfbhGEeQERmfkB/bszLsL13GFSyF48Sj6os6t0ricP63PdaaXrL7fo9YQjhXlbFB4/rDb91qkKmmbsmFxX95h0RGpOr1A/LA7ptQyhOmWgVKWuq/T+1dWad1ujMLpY837K1T3n+qVAf+cMEb45gWzxO5PQ+mBgrlTj2xt0vAtGqjDX3mape3+1RT60h9tEXiccaIvo7+64AqNXjNN4sqlOvrc3joa6B+D4BrB8MPccsIZZ+HMsEs9U6c+DBw/PCh6p6uFVj+ouC59xKQr2VcfYFpSFHKq7bMBb3Hnw4OFU+HwWSeMjYgW442nD55aocML8wRDyw2cXSn0Q9stPb+4gpX1fVgEbvgLxdCGFnkbY9ysonwulb4ABuVpAb62DS8ZIvTSuFO5a5XLTfLh1qUsuceKnqyLk4bkhadG0UySMscFXCPds0KbpM4ul5hqQC+ePVGp+Uw+kYhBZCbv/BMWjYMhrwI3D/p/B9NfD4TJZPmTQGtUGKYPOuNIB+8P+FpET8ZTUYj/fAnOrpF7e1qBN3K1PqpgGQCwipdmEMpEgv9oiQvXO1fTxhX3wAGytl2/vriZt6k6HA61wwzSXoBPl8mFw6agASdfgMy6+ZJTkc9yI2bbFrqbTv1/TCSks+nsktm2wHD08x0qe1qfRg4eA38+h+v4JVRCJMiDHJS9gmDMIxpeJJMqovE7GwVb1oYcPyPoj5UpNPrpEhGfQ1hdvfTL7HRdO8WMGqcX6ez2D450aI7Y2iPT9wjkqOrWrSR6SmTRrn5Wtnt7cI1LmUJssCQYXwGsHwZ4fQcve7LHr1kPDFrjiC3DbTpE4l46RL+P7ZskD8597s9eX69eY0xOH8QOk/HPRPDSr0iXhGD4+X8Ry74JAq6pF5HxiAdy+EjY0wm3n+rAzNiGOTeP20wx8IDuAuA0+b247W2DbFsYyxB0RmFdOkCf4nEFSVdZ3afyeNFCK0N7F0VqjsLleqekpRzYb31kt4n9quZSq4XTa/P17lYVx2VjNX7YlpXaOLbI1bMPrximjx2erz5aGtbY61qHAxpgSeahm+mBlvuYyEGHaGVfa/qFW/Q0iHz++QNd0uE3X7bN0fteVz3F+QPYGf96la11xTN8tCqkY3cEWKMlRPzFG/TPpyPPUAspyNd8PzpfVxy82w/wh8MvNUr9Wd6r/nj8SvvG0CNIxJbIKKAzBvmatCYYUyrrgqcOweBgnfKSTjgK3kwfq/4MLNFYdboXPTYZtt0GiV0Dz6D+hZaNh0f+EwPLUqh48PF94pKqHVz2qu2xKw46Mxk9CSciltvv0iz8PHjy8OmGMIekPU9NjMSjf8MQBkW/NPVpY5wagoUf+WdPK5ct30Wilqu1KL9CXfRLsPbD/N9nj1q+FMa9XylxRCH63HxYOhc8/BqNLXD44H0LJLpJJz0b1hYTlcwmXuLQdMvhC0JmEBUOkcPnVFimwZlZqE7ZwiIiWUAy2PgHTvwi7EvBkGwQtWDoPrCa4vLwvqepPb9AysA39zjsgJUzXST/w2hqRINMGQnNUqZT3bNS1ZbCrSdWCzxmmTV9/BE5tF3TEXAKWoSh0+mdSHIKhBQ7EHWK+ME8fga0NFkUhl0tHhSkLJjCJZ98KHcdlQO7pya5cP1jmVFor4IRp22Nx6FHNxcOX+ike65DwRfDqbHjIwIcPtzPIgScNBfNP3858FuT6XT48Fx46aHj0kAjGzy6Wv+HJFcOL0n3xYJsI2YZupdWuqVbg6+oJ8MOTlJ6Zvn1yzaXTvZ5BYShLkjiulHqLh6pfJx0RWJMGiDxaVS0SZlA+fGKh5owNx6VKvyLYl1DNwElA9V/gwgvhvsPw+gmam3Y2iYi6+TwRVNGk1IcrjsozcmwpfP4csIGaTpf9NRZVCWgO9F9hPZpUevOiIVIBPnEULhpsk0qmwHbIKevfUgTkxYrtBU3OJriui21E1OX6NSd2xmFahTJzOqLKpLFMllCdPFBqyZQDHXH1kXhKbeIbF8hv9Yrxaq9b6xVMeM9MBRZ+s1XHWDxUJGokJQudBYNFNF42RvZJ750FN80VQXmkXf3XNlKrTi5XkamutDoW1OJsk34tnJ07LxyldnywRSn8PitdUDGNRw/JFuBom6wO4o76KkiV/Y89SvcvCikraVOt+lPIrzWhbSnzKJ5S+n5VgZ7dH3eoD/59j+6zNSKFakFQ83uOX2rxhw8qeFOaIyuFb12kaz/apnHCceWLHk9xYk7vius+zh0MDY/0JVQz6KqFlt0WBVMsL1DpwcPzhMcWeXjVo7rLoizU/wq3OOhQ12N5GzcPHl6FCIX8hEJ+cnMD5OYG+vzfCeVw+0qb8jzDwVb5122q1aZjdbXSN3+0XinYPiPlxZ4myPOLeGuNwu3bYHO5/Dt7o32vSNfcgHy9DrbCty6Em+ZkCVUPLzBiAYYt0S6qaLg83rY1SJG2pV6pub/dBj9cp03immpItMCEj8DfOmBjuwj02i44moKeETCorO8pFgyRogxEWLxhokiZ/rBshDapJ2NbvYpdFQSVXvjeWad+ZneT0hS31J36XgYbag0XjnR5zRgV7pmU9uztjSvGOfgSEbqsMP/zuMWfdlnUdkJ33PCrbRbLq/24Pn//J+gHjjEnbAv6wyWjHQJOX5I24IRZ/z2btXdZNO6Axh2w7vsWa++08afC//GclmXw+218Pm+5+0qG3+ejc2+IRz9nsf8Bw4CkyI3+8K4ZLsuPGH673RBJqLjUX3dLYXf9VAVSQAq4yQNV5fvJjJVH2q/0mytEtOxtFoHYdpJjxdZ6kSq9MaRAhOx5w/q/rvyA+kbvQMiRdvk4g8jPK8dLyfaPvUoN3teiInK/2arrmlkJS0dA4/b+zxEqBjcJs9IKvQ3HYVyZiNzfbJOydHalgj93rpZf695mne/bq2SlEekyWE9B7WOw5jTjV+YZjC3Vv9fUGOJpHU8imWTkxadfVI+7wiFleyrVswkmHQh46khafVwrAm9HA9y5CvKCSr9vj6oNV+XLMuN4p7IjfrBO7WF3k9pqPAkxR/3ojzvlCWwM7GyQivwHl7n8+LUu75ihQEKuX5XthxXpvMUhKaET6X9/ZB587Xy45Tz4+gUiMW9fkbb1iMG8wbqPzXVSXx9t1xy88qiCEbMqRWBurBNZGUnoe+1REZ3DCqWgPdKhgOWhVilRc/y6po444IogvnO1FKhJB/6VDmy0RKXkvWW5sknWVGsOjyalZHVc9eWxpXqm75stAvjO1Vp37G7SOuS323T/f9ml4wd9sg/ITQc36rtVeDJgw1NH05Y/A6Bp4+l/22MrDBZeNWYPHp4vPKWqh1c1HBfqIxajCvtfwJWGXGIpQ3vcnGIP4MGDh1cmfCZMssOmy0CXkW9mSRzsgdCRLirw5BH4xCKpcc4foTTxqkI42iElxl93yQc1loKHDmqjPqNCi/X2mBbU10ySb2X+HDD3y08OIBXQ5v4XW/T/kA9SKYdgIkLSExO84PAbPzt+Z8gdCOOugLYjIhUyBGhvNPZIvbV4CATyocOFypjSet81Qxubvc3QFIWB+fCdi+WhGEtbQjxyUIq4w63QlYCxJfJf/MUWKVlAm1PIFoXpjZBP1gMrjir1N+nARSPVxjII+rTZDD3DCi9ow55mw/Ail+kVLh0xwwUjpT769Va4eKTD0LwkSdfPzzcbXFcpwn5baYi5ARhVapG0AvifpT1O3Apy7xbDjXNUwTneS2E7tVxkUyqafdG2LVp2Wieqg/dG20FD03aLkpkWyX46hTEGfzJE11GRsTkDoHyqSyoY8yqLv4JgGxs7FiTVYbH+bnMif//Ib+Hj74Rvb+vrGTyuFMaWGorDIl7aokrF9VvyWvzHXqnBK/P0vaPtIjnfMhXu3yN12h2r6DMO2/3w9U8clg9kU4/64evG6Vh1XTC9UsTOjzf2LXJz4xx5KPeGIavn7I4r3Xp9rVKa5w+WR6ODSKm1NfKHHZAL0QKYOh72/giirfLsHvs+aAnD3m7ojmkc6o7D33brnu9eL4K5O9G/d2tPQvPaO8fC6odh0FwIP0OsIuhTCjPoGfRWodsFcaa/I8iWXxjcXs9yzGUO+cOTxE8n5fVwxhDySw05e5A8Pve3SA355in6+2gHFIVVrM1niQC8bKysIDJYPBRePy4bEOhOSJ06olgqaAwEbENH1CXuGJojUBJSMKInKT/T8WXgOEpt/+lmtV3HFZn7wD61uffOUlDy3u3yHt3RAG+ZIs/Wj87X8f65Vx6rPkv2TI6rdvqXXfq+DbhpT5DrpsD/bdA9tEbU/1cd072GbMjxKb3/myvlnV/XJYXqnMFpJamj8aUopPEi5NPfF4yUyjflak5OOsqEOd6h+b8xnZU/qjgb8DnWIfK1K54dezK6bxd5z940J1vQLugD3zNkpNhhF8vCMx/34OF5wiNVPbyq0RI1JB1DcbB/pqI4pNdruy2Kgt6M48HDKx1+k8O++ywGX2F4pBpGBcF9BMreAr/dpYXt3halXLpok/B/G5Q+9tB+eN8cLXpnDoK/79ZnM+TRvdu1sG+PyTvMoCq6jUgd2XoAMFA1ER5plEee34LhRS6hRATH8RjVFwMm4aNmjTb3w5fClDfBb2tO//kVx7SxfKpRVbwrckWI3PpkX8VawFZF7vekyfX2qDZxt6/QJgq0karMU5XjAy1SzxzrEMEB2ijmBURmxpPyU6vtUjXg96SLmF07SZuvzOZ1ziBtyi4aJf+3SCJ7vgwuGS2fuO+vyxKWDx6A8WUu37oQrGQCE48T9+ewq8nwyYXydjzc1uu5Ae+eaZhZ5seJ9yVWjelrdWAMNHQbNtfrWXxknp5VV1zq7mMdEEm45PY6hpXyceiR07M2hx6xKJ3iA3OqBYE/EWbl12x6mrShjHeDsWDBJ0KEh0c9YvUVANvYRKtDrPqWxZwbwfajQnMutO0H9yfw+TdDkw1dASgMq08e61Ahwd59ojxXacTfXinPx689LUIU1M4Lgios45IlOjKo7xJZu6eXajOWkvL1ptkibL6zWoSJz5LKz3XhM4uU2jswV+/du13Ea2/MGSQCanSJ7GM+80iWqMyo3e9a0zdAURyCD86FX7XCOz4Fu74FEz4Od+7PerLq+clH0rKyKvXBBRoXTocdjZAcrX83bIPFr4MnjvX/2cVDRfQCvGa0g89JnuBtUlaC0tkuF0wN0HbQ4CShZLQLwSTxfvqzhzOP7Q1SQs+okOeniwKC925TuwC1qccD8NqxcPkYZVaEfQpQLBmqeTOWUnBibY0Iz4CtudFxFSh8cD9MqzD8aquKYH1rlQKOlpEy1HHgs0tEZE4tVzr8P/dKjbp4qJSvP9motZqL1LILBuvfU8o1N75jus7XGpGy0zbq54uGaG12T/r7A3KU0mtZ8Lkl8pP90hPZZ/LPfTCvSv1tbY3OMaNC762tUb+10pYfHTEFTB89qGvd36IMkXXHdZ5RJQqyXzBShOyadN8ZUiA/2UhSwdLHDsne4FCr+q2DxpMZlVLK7mnWvX1wroKk3X4YeTFs/Xn/v2vFUnAs95Q524MHD88NHqnq4VWN+h5t2EpOk/5fGHCxjUtdj8WEEm8T5sHDKxF2IEjU8tMehYLjMGCewQlqcZvcA7U27O+UB9b2Bm2gMSqa8HRtuhhAmxQGjx+Cc4ZKgbFoKCwbqQX7P/ZKmfGbbUpTq+5QWv/PNsFtS+Fomjua/n5o84l4NcAH5riEnJhHqL5I8OHDuPaJzcThx6F4CiSfYXXks0Ry1nVL7RVLys7hXTOklMkUY4qnRI5+bL6+UxyGrz+i9jKhTMUtEimRJAlHRT6aeiA/CP/vnOy5OtOecBk/xsvGwEMHst6MW+tFoG6qE8mytkab0/Fl8LapInW64lLpNEe0sbONNp8nY3eTYeUxh/MqU6TQJnH2IG3WehOqpN+7Z6Ph6xcEwRckz06RcqE5ahFNQnmuS9BNQlIkSaYF72rSn+KQVDTNPbr/GQNPVaS6z9DsXYesRKcX/MbP/gcsxr8e/DkQ71Lac9shWPs9i2VfC5Lye4U5Xu6wE0G2/dJi1rshVABTroNwCbQcgN33QfsB2HKbVJqTPgVfWqsq5LevPDXIUN+tPrVkmAIWTT1qVpeOERHTmlaUBm2lAh9pFwGzeKj61lUTdMx/71d/PHeY7D7CPqnSPjhXTbU0rCBH2C9y1nWVgl9VcCqhWhrWcf+1XyTV3euzhCrIr/JH67OEqm2kiB1Xpj71hknQloLJN8Ef6voSqqDrvXO1FLUZO8VnQ6y4YZh+GzSvgOQOuGgIPHQSsTqiSPPk3/fAtHKXccUOTsLB7wZxun30NEGoCOyCFIWT4ziOS8JTp57VcFzNM7evUFseU6L5ZEejxvLrpqhvWJbak0G2ALOrRP4VBuUz39SjdjahDNoj+rxl9Jmj7Qoc/myz+l4m3f0tU0T4t0Zlk1HXpYDzhSPVP+YN1vw6IFfXta9F1j25fgVEajtFRCYdvbazSWn3Dx9SH9tcq75fmqM13qE2+PEGEauDC8BypOq+/ySfYtso8LHyGCfmoUwfcjm18J1lVMi0ukPrhoKgsp4+vgA2HpcitTCkMSjTD68YD20xrS3eOjX7+oMHRGobdO6hhZqjWyK6/ztW6ZlfPxUGT4bisdB60vUPOg8acwxBQhyPQVHIJd+Xwp+M4Xj90YOH5wSPVPXwqkZ9j4XPcsn39z95WAaKgi4NPZ4fmwcPr0gEQ+xs8/Gj9YZzq+CScjjgwMAI+OJQ9w8Y/V744W5tjGNJKQjmVckT7OEDcPlYefJ9folSJB88KLVFZlTJ8avaeuiQfDpXHdPi+N7tShXf1wIjF8H090K1gcKACNtvXuiSY+KnqAA9vDDwuQEa1wfoaTJUTIO6zek3BsKivGx135PxunFSneT45QmX2XuEfFLA5Aay1gFdcXmzDS3URi3pyL9tbpXS86Lp1GSD1KNFIbULg9TPlXlZG4jRJSJNDSJq1x0Xcb/8MJSEVSl8/XGRQPfvgZ9syl5zeS58ZL5UPi2R098bwL8PWCwc5McmRYAU5w23+O7q/o1QXWB1tWFrPQR9Nq8bZ/j2Km2EDXDJKIvLRlkQj1KRq2InGUKrtZeqtywHwj6nT/U115dk2Ll+Wvb1P/8OO9fF8SdPSVu0kn4GzTRs/DH09CoUNnAKzLkR2g4b8sYZb9P4MoYxhkijYer1sOHHEOmlEi2fCvM+DKvvlKWKMdCcgtHFIoFOZ6GysVZBkt3pNvO+2VLaff3p7GfyAyog09QjpfW3ehG0AVuq9NePE7G6thoGF0rJlyFDbaM+3B2XV+qsQUqbHl2i4NqKY1LtjS0TqfqtlQq+BOy+Ngb+dCGdznR/MWh+WnFMc1EGhUEpYhtq+7/nhAMtPdmiOzUdMGH66Z/72FLYUKcAzcUTYU4HzDwO86bBylaIOiKb/T4V0vrcYpdBuQ5WLEIglcP6H1g0786OJXkVFgs+bUPYC3KczXBdmFmh9Uumvb95ikj94pAUp5kCUNsaRBb+9qR2f90UqbJ3N+nvi0erDzmuPjcgR7YTV03QnDm2VMf42HyltP9mW/Z6ynNVnM1Cvsd5/rRNkitFeX03rK9R0G7JUF1jU0R9qCgEE8v02WsmiqCdVgGdUSgLq3/Xd6v/xVJa782qUMCkNzJ9bnAB3LNJtgIgUnZ8qRSrfkv357ppMrdR64d7Nuo+QVlPP1ovhXxGMRtNamx46ogCOZYRWfzUEb3endBnf7pJwdw8vy7oUwulgN3ZqDl10VCNJ/86Bhe8C8a1Qc3TYPxQtAD2OvruV58yaQW+oTLP4lMLbML0eHOkBw/PAR6p6uFVjboei+Kg06fK48koDDg0RjxS1YOHVwp8Pou4HcKyLHoS8L01BhcYEIKefOhqUJX3XD8c7VL68CWjRHTGkioiFEmKUOqKazHfHc8WHpg7SIWrCgJalKdcbYCvmyLStTOuishXjodvrND/AwvgkWotli8shHEDHHLcBDyH6uoenj2MMcQb/Gz5ucGfC/M/Ak1pH0F/nsjMyQO1QeqNoqAKufSkN2fnj9Bvm0hp8/TnXVI4b6zNkq0BG3y2iNVbl6pd/WOf2srMSqnajJEqNeSDkUWqNH6oVRvCTy/SpqymU5uqshwpV+JJbTx/vhlmxuB326W+eeJwVi2bQX23Up4/s0jEa9czNKvuOLjpSdFOxanI9TOjUkps0GZuR6PSGGMptdmQD3Y0GnL9avsPHlD/+NcBw5BCm1klFsaJ85YpIX65te+Eaxl430yHQCrWhx9NJh0GTHXJr4LOk+wY8iqhYqZDrL+KxY5h/d3ykuyNhm1Sxw1ZrN//VB2Rh5cLjIFArmHFNyDa1ve9+q1SJg9dBEeegjE3wC9rFPBwkSrMNurbjx7KKj0dVyRkSVjVtTfWnhp86IxzIi3573vgTZNFijiu5oR/75ely6OHRM7cvrLv91Ou+udH5kNbRH3n/BEKpOxp0phz4Uh5pjquUo5jKZFHF4zUd5NOmmTtFWubPUiBnkVDVEjHZ4lceegAfOUp+PJSqQdjKRE9NZ0iW8rzZC8SS48l9V0iji9NE7ljS3U+x5VH5fkjFKw5f6Sqvvv8EG6D5idgagRGXgOPNsl/syAIHTFDXsAiYOfSXm2Itvbt+111sOqbFgv/J0gqEMeOB0lGDMYCK+SQ8nmKubMBxshXO5buK0MK1Ma6E+oDDd0K2D15VKrq21eK+LxqguY9x1X7y/Erm2fWIM2fXXHNhxV58gftTlvVXDZW7fOCkfIhz1hrFIcUfBxcoMDGoDwYViC1q0FzSdKFoQUwpljHSjgQdzRvum56PYbGkGhSAQ1Iz9dGfW1oobxOk47Wc5bJFpAbkKPidZMGwK5GremiSQVgzh+hPrpshAIqTx2GaZX6/puniEz120r1//MuBR7eMV3B2TtWqcDX6GK4eIzU6zsadOzM2mB/i4Kma2u0nvzfdfDlJ2UFMmUgDMxRn503EH66HT7/qMazUSVwXw2UhmDalfDEEdhxUM/xwuK+lia1XXD7Kov/WRjEip9Ugc+DBw+nhUeqenhVo77Hovg/FKAqCroc7fQqI3rw8EqAz2fTSphjTYZpYXj4WJZaGTcIEgkYU6YNa9SFIZeo6NCORm0C8gJwoBVsBwYXaWF9sFXemdsb9N6AHKW2ba7Xwj/sl9IiQ2SNK1WRqroubU7GlWkzO6IEqvJd6rtchuQkPUL1RYQPPzv/pg1+ohu2/RYWfxYiBfCb/fq93zNL6pynjmozOa1cZMK/D4isSDjaLM0ZBOcOh99vl9qkI6oNzpZ6kfEDcqUo2VKntha04bXjpEzbWKe03owKbcpAnffJI9rwfGulrCBAG6c3TYaABXdvkCrloQN6b2ypSKBZg+BrT/V/z409Ko61bIRUoqdTq04a6OJLe446jkvAdinLgf9da4ilFagzK5U2/N3VOvfqan13/XEV73jwQPZ4f91tMXlRADsRZW55nOHn+Llvt6GxxzCy2OV1Y13yiJHqhyBN+HpY+JkcajcYDj+m4Oawcx0GzXWJ+yKn8KLGQKTFnEKoZnBsJYy7wpDoj4z18LKB67okuk4lVDM4tgIWf85l5KWwOQ6XDzasqVHfzaioZw2SCu67a0RcDMwVeTEgV+rN+/sp1gTKUlhdrX567zZZAYAIn2snqQjdVRNEQp6MsaVK2//ftdlCdGU58kzM9cP0CmUvxB0RKsuPiNixjApTfXS++lxPQunOmdDA68ZpzPrDjiz5M6FM81JNh8aGv+zKjjOTB8DVE5X+3x4TmfzmKVLYtfSIzPrpRs1bIBuDqyeK6Lphugrl3bFKRJTPgvNnwmtGwh3r4XC7lPhzq/R8miMGMFTlwzs/AvU/75uG3FUHTswmWhtm4/9ZJ1TH+VU2sz9gY5dGSHn2N2cYDtGk5qc/7dR8t7lO65/ikMZdg/rQ00e1xnnjJM2R/7tO6e4g9ecN05Vuf95wEe9+S2uowQVqlz5LafAJR0GGf+3Td6vy4W3TFDw81KbXCoPw1mnyNe9OFwEtDqpoVEOP/EcbuzXfxlIqslieJzuPf+/nxHw2rVztf9UR2Q/8YkvWH31YodSvc6u0hnvbVJG4CQeCfmUajSiSv+pbpmhcePwQvGa0fJAbulVsqywH/meJ3rtyvNZ/Tx5RpsnN54k83t0E9T1S6lbkZa05uuIKsk4YoAJ375+tQO7nFut7R9vhSJsUt34bop1w9XAo9sHmZq1DLxutZ/OTLSKwr58ie4ZMQaveqO2CzoRN4YvUmjx4eCXCI1U9vKrRELEYX/zMXqlFQZfNjYaU03+VVw8ePLx8kPCHaWgVobrvIagfkX0vYCA/BO2tYBfDFx+Dm8+FW56ED8+HbXWwbBRU+ZUqtq9ZvnW/2aKU7n/t08LcIJXPpAFaeHfF4Z3TYXWNSKc9zdpUf2S+0tDCPhVPmFPlYjtJhgVjOAlPnfOiImnoaciqptoOQ3scfrhdhWxAm8GhhSJR5g2WEmV7vV770DwR4Y8cVHpgV1weinev10bnygmwdIQ2ZHeuzhIvoI3cX3dJDb1gsMiSZNqzrTsh9crS4fDpR/pe8uE2qU1vPi/rS/fEYXmngq7Rbz2z/rKhCw7GYMYgbWIzm90MbANvmuhiknFcwPb5eOQw/GNv9lm5qNhOW1SqvERKKrnMeyf7VTb1AJYtdWgiToWd4H3T/KRcg984OInT21u4LsTsHgYssCif7QcX3ECSWCrV740aY+hpPtVo1VhQORMGLwDLBr8bIGUnPBXcyxR+24fJhQUfh/ZjcOhRiLRk33eSEChwSeV2MzOcywMHDH/vReS5aCxujyoF+FdbRZbsadI4fe2kbGr9ySgKiez59qq+KfmtUfjRBqnBXbdv0KI4JKJybpW8Ed8wUUTp3uZsFfXrpqgvDSuScjTa69iOK9/GnoQI1D/v0ni0eKgK8RzvFNnUG7uaoHGDiNj/91j29UH5KmoTTcJnFsOvtuizd6+Xl/PAXKlbe3uwRpLw661S1R1t0BiVQdKBBw8p9X9Uib63dLjUd717V00nfGMr3HwDtH6eE28WjQA3YVjxddPnC5018OSXLZZ9I0wqcJIhrIeXFMZYJywnxpeqD/x9jwoONkc0b/gskZy7mxQ0TrnqI7GUMj9eOw6GF0pxOaxQ7Sac9o9vi8ET20Q2rjoG84dobr10TLZJvGWqfFK74gpcv6YKhuZApAesHH2muUcK2Z2NIn3XH5fa+6kjCogf75Q9z9/26BgXpFXhsaTI4JmVcMtyHWtcqZSngwpUFGtKufp9NAEdcc15Pkvk7NumwXdWyaKgNKysjl1NIo2nDNSz8FsiNa+ZJFVvRa6eV2W+iNNzh4tI7Yqr+KlBgYzJA3XdFfkqzLX8sJ7r6BIp1BcP1fUPLoSfb5I3+7BCGBiCS0fC7MHQnoCQDWEX3jcNAkHdw21Pnv4374gpM8crXuXBw7ODR6p6eNUiloKOuEVR4Jn9CgsDDg6G5qhhYI43u3jw8HKEZUEqkMfyI3DpaDj0L+g+DCMnwRaUzlWagIMPwJAr4M/7VGDhH+kiCLkWLBkBa4/BnMHwx11SDqZceOdMWF8tlcJvtsH2RpGqC4foz+Y6mJ6uUvuphdoYtEblbXnucJFyF4yUcqHKH/eInpcC/hRFI106j6fT3IMQLYRjJxVyONquPzWdUok+elCERmdc5Oq1k7SBe/QQvGmS1DTfXyeiJOyTL+o1k0SGZlInC4PwhXPhkQNKw4smtYG7bopUbs1pwrQ/0rM7IUX0gsFwoEV+ixPL0lXJu6VO81t9C9r0Rm5Aipn2KHx4rtQ1K4/p8xPK4PqpLgW+JG6aUIoaP/fv7T+aeKBVm8DbV/R6rNYpdaMYWgh7mg1DCnMoIIqbSkEijk22eNV/QirlkLLSzO0zxEEdxyWvsu9rvhDM/ZDSwjfeA8mIoWRsgKlv9WOXxEiR7P9gHs5KBJ0cDj9gOPCQIRmBktEw/R1w9CmoWavP+HPACjg4lk0kZU7xQ8xgX4sIzo/P11hekqP+7DMiZ04u7gQiOPe19CVUe+P+PfC+WSKQ9rco4LZ0hPp2pjDdD9aJVJpWLkJmbbXO9Y+9Uqj6LM0dn16kAFxGrb65TkQTwKZa+OA8HfOuNf1fS1OPAnZFIQVBLh2j/nj/Ho1phUHZDZw3XKTq33aL/OrvvkF+rW+a3P97Tx9N+1waEWL9zWLxFKxqhWFToX4LjH4NVM2BXX8x/X4hFYejy2HIJTbJlFcs9kzBdV26EjAgDO+fA9XtIt//tFNK0UxQrb5b7ba2Qx6msZQKRM2tUtAwktS8UZxWbh5ug7XHZRnw220KGlw3RWTkxlqRrH5LgYDqDhGO51XCBTlw5F7Ycwj8ueC7SEWXgmWyGCjNkef49Ar1k7lVWnd9djHcsVKWO9MrRK4ebkvPyefIG9UgtanjaH5LObLn2FCr9+ZVqXhUfZeKTjmulNsfW6D+c6BVGSTnDBNJ+/ghWDhU6tiDbTpeYVCK2fI8qXQH5avfVBXAn9MFJUM+3fPoEgVgK/P0/4/OV3GujbVaA8waBFdPgD9sh93NCgpfNlaK++qo1OZ7mvUczx2u/r78iI7Z2+P8ZJSE5UntwYOHZwePVPXwqkVT2ie18Fmk/4NUrQNzvBnGg4eXE3w+i6QdxNg2KQeWDDW4KWjbA407Yc518IANlw2EJ78IUz8PbUktdGcPUprnsqGQF4YvL1f61o5GLcQPt0ltagELhqrgyAdmK3XTZ7RpPdwGUwcqnezKCVqc3zBdm+qDLVJ9XDQKfrsFLhnLM/o7e3jhkHCSjH2dS/VKg+uoanhNtzZ6CwbLsuFIW7bg1LUTpWJLuSLMQSTFvhYpRSrztMH6ziql4F0zUQTC2hr5rl0/NVs46pMLRbL2Vq/uaYavPgW3LRPxuboaPjIXqjtFvhxukzqsJSIl0OvH699BW2q3v++RqqUwXTTk3m1K4euN0SUi7ocWShnUnRCps2w4dCagtQe64oa2iI9ROQlSKYeYY06Qwf3hQIvSDTNYOiJrBZDB5WPhTzsNzRHDV5eGyDPdL6r6JVCYonC4of2wOtO0t8HOP0HboexnWvYanvii4bxbglgDUl4g42WCgBNi3fcsWnopp1v2w6pvw/yPQush6GmEsa9zcENxugjR2GVO+Kb2h864SJ411Srs8qZJIm8uH5vts0MKNB/4LPW5kz2LQV6kC4doDGmOKFBWVaCU/++sUrbDHav0Xgab65XK/Lkl8IXHssGQhCPiY3eT1OB3rs5+x3VFAjdHFGCZV6VzNXQrQBJLyUpg4RARI5ZRsGdwvrInjrSLUOpJKLj3p1367GvHiVA+fBrrDNCYl+Pv/72Uq7GqIk/WJ7MHyeM5mtSY0JAmag90w7jBUBaDvHL9Zm1HTn/Olr0WQy+yecZoiocXFcbIL7u6U9kal4wWuX7bk5rfwj4FyFxXmRPb6tXOxpQoZb2+WwTeY4elYq7vls94jl/toiXdJw63yd7iXTPkJ/7gAc0p7VHNx1X5cH4Atnxdn88ZAOVLwORCz0HIn6xj+NJxwMo8/X/CAKk3fZb6xKSBsv2wjdr+paNlF3CkTYHKPU2a1+OO+m53QvPntHJ9Z2u9/p1wZCHSFZdl1Fum6J4Cttp9yCfLoKQrS4LCkJ6RL13Ayhj1RddVPx3gijRNOXomfhu+9AR8Yj4MzBNZnEzJ0/n6qSJ5fZYCK9dNVZDXtrK2IIPy4aY5uv6WiIIrHVGdc+UxkayP9ZoXM5g4wCXXgoATIGm8jA4PHp4NPFLVw6sWmeJTRYFn1srk+11s46ZJWG9R58HDywVOKJfdrQaMoTsuVWAiBZ9cADkVgAuHfwHf/RTUr4V5X4enamFMMK3mi2khvXAY/Hm30i4f2KdF+cjidPXaiP5/sEWL9tU1MKIYNhzXwjvk04b9qgki2XrSwviMUqMjJmXB6ydAY49LWchbvL5kyI2y6HMhNtxtEe9Smt7VYfmcdcS0Obz5PH30gf1SkBWlfRMLQ9pEPXFYxSdGl8gb90vniUBYXa3f/pLR2mDl+PUnz68NWG9CFUR2XDFeSrX9LWpT48q00bpvt877lilSnkWTIjPvSRM+n10EX16mFMc7VooQvmK8Nm0/2ai/Z1SKvL9rta7RZ4mIbegWyXrucNjaAAuD8LfdFh+fF8BORQlYuobT7amKQlIg+S0df1yZNqEgkumqCQpQZJRvf9xleMekwIvqF5ywo8z/eA6bf2rRetBgB/sSqifgwpZfGmZ/NIBjYi/a9Xh4YWAMRJvtPoTqCbiw+z4YdTEkIw5Vi1MkjM0fdxjOHZ4lGfpDYVCqu+FFSnGPJkVCzKmC985UBfH2mNRo8ZTsOq4cLwImU+Dl0jFSmz9+WH6I48tEVuxoVGDmTVOkfOtNqGYwt0rqtP7U5fXdIpQq87JBEmOkunv3TBGYv9oKtZ1Stn90vsaIopCuZWej+vdVE7Ip2/tb9O/r0uPJ73eIYPnsYlnalOac/jcI+UT4PNP7Brhxjo658pgI3ivGiXT92SYoD0OiFUZeAFt+CcPPg5xSkeH9IbfcBcvxlt9nEI7j0BJxKQoZFg2DH2+SuvmmOfLxfddMEatV+VJw+m2tb8aXac318IF0VsUAuH+v2kNtpwjK3HRRswy6E7Le+dA8ea+OKdF83B6DKblw8B7AwPj3QHslrOyEZSMhaeDfe5RZlBkh2mO6Dtsoa6QzJuXsn3fKt/WGaerfCUcq0LIcpdg/fkj/z8xbn1ig/7fHFCxYflhFocpylcmyp0nkb09C917XLbV2a0Rz4rLhIjP9Ps3Jr5+gNWRtp+bWzJ/7dquvusD310rt+tap8nVfOETHzwnomfYkNBasq9Ha9P82ZNcV+QF46xTY3wYmCRdWpslTS2sSy0hB7+hRnvBulhLX5Q1DDJu/ZvDnBhj72gA5VQkS3hzpwcMzwiNVPbxq0RixCFou4f/QC4yBwoBLc9QzVPXg4eUCJ5jDb7cbxpYadjVJMQhSQKw8BouWwoEHVDDDxCF3OqyuV3rlymPasH5rpZSDNZ1SXsxP++FZRmmO31klT7pvrVRa/993K+1qR4MW6q1REWj7WpQGtmy4Nu67GrWgnlYhdeLnl8BtT8EXFrs4cY9UfamQIkVwSIQlXwoStyzuO2p4+KC2Y6VhbXJsC77yZLb4S02nCInBBSIjMmjskbLlrjV9vRj3tajY1dUT4aKRIlg31WXf96fTfC8aJaKkrit7nm0NcNkYbcoyBM2FI0XgHG1XFfOArQ3pV5/KFkIDqVfnDIJbl0ldtqNB7fV146Sy+/nm7GdrOkUC3zRXFgJhP8RSFjlAkAQLBlusOHYqkVUSlv/j/ztHZMqaahEu/+8cl+6EIeloY7mzF1mytd6QmGy/qItP14W4r4ep7wngw8eBBy1ONSUQWvcbSNpwGvWdh7MHtm1Tu+3077cdgrkfcnHCMeJOkiRhtjUYSnJEhKw7fup3ynLU13+6qW+/PNahPvfFc+Fnm6UIPfHeTrXrD8yBbzytY+cH4DurFSx77yy49UlOqGNrOrN997IxstzIYGihSNq/7zk98dsc0fiw4pi8E/MD8LULROR86Yns52o6Nc99bL7ImQOt2ddXV+t6qzv0/8w1XTJax37ogAIsS0fIezLs62tvMKRA3o9TBuq8/WHyACi3oHgAfOnJbAARpMSfP1gBqZnlLgUDXIxriHUYjj4Nk98MTbv7P+7Ii10SKc+i40wilXIZViiv3UvHaH3kuFJt/79zFGAM+jRfloSgPKn2kukD+UG1m2kVIgQPtSkt/5LRKpzYFVdgI6NmTrnK5jhnmEj+UcUiADuOw65aGPUmeDIMq/Zo7bX6mPrh1nqtrfy2iketP65Aw9Z6rcGePqrU/2hS9xBzgKT6wlNH1T9bIjqGi+bN984ScWyMMkS++pSIzqSr4m+7m5SxtLFW64KdjerjBlnqFAUVWJxZCeDy6cWGzrQfa0csq1g1qI/40r7ohUEFeI93igi2LY0XtqWil+V5uo94Slks75utub4wCMGYVMUPHYD3j4Ptt8OyeVA4C6weyCsENwiptM3QpWOyHs45McOaT8t6AwyN22HMa/0Mu9glabziqR48nA6vCJaoubmZT33qU8yfP58ZM2bw3ve+l/37swZKu3bt4vrrr2f69Omcd955/OQnPzmDV+vhbEFjxFAYdJ5Vum1BwKUp4uXlevDwckFb3OLikYYRxVlC9eoJWrjvb4XDDsz+mLw0c3KVkljXLTXhsQ4t6j88VyqAaFKvJxz9XVUAK48qjfuhA/ChuSK55g2WUmBfqzaUn14khQNowZ1Jy8oLaHO5uRY+OFeL5o/Ocwikomfseb1akUo5OHaCbluEao5f6ps3TJRy44nDUl1dNib7nSXD4I87+x5n4ZC0Su2kPcecQVI0b6wV8ZoX0EaxPFcbyo/OV7r/v/aL8PzgXH0mgwf2ScmWmX0ePqhN6d3rVaxibY0Ima5+9jrrjosk/f5abfKGFMja4DdbT/2sizztxpaKuMmkTxrH4Y2TYGJZX7qnNCzfyG88LXXfU0flNRtJOqyr0bXdtaYvoQq6V/MSVL5wXUgQJ+GLEiw4/fnsABjLC2S8POASzD/9u5YfsFMkHbEDBpccv8jRZSOkJO2NATmy2DjS3pdQPXE8o7mgN6GaQWtUfXp+lRR7f0qPBxeMFNHSn93AwwdV7MZOp+N/epFSnB87pGDbZxbDjIrs50cVSz2a65e6dEaFCNOedCrvL7b094RkWXDJ6FNf/83WU1//936RPQYRwoPyNQ58aJ6CNYPyRVqdM0wBoK640pmXDe97nBFF8JZKiNWoYFZvQjWD1dUwocyl0E7g5Hdj0llikRboqoVxV6igXAaWH2bf5GDlewq5swGplAJvf94Fn3wIPv2w0v+74rK+6U5IvZ1wswG20rT9RDy9hnJcra1y/SJWo0kFNuq7RHIO6KWSTrlQ06Egwp/T/assD+wQhKbA8uNqh8uPwMxBOl6OX76/5blKjx+Qo2sZlK/2vOKo5tfzRyqwUN0Ojx5WILGmU/22KJj2P3ezhdeOdcBrRqtv5PoVUPRZ8lk9bzg8sFeWAoUhzdmzKuGWpfD26bq2jpisnzbVaVxq6FJh0wllWk9W5Omax5ZKLV4Q0LMuDqnv/+86BWp+tllq20khBXdtS9fquprrdzbKMqHrACTTfTDqqDjj4b/Bli/Cps/CUx+Ap98Lq94D1T+HZFLj0EMHoMHAlE9qbsxg3/0GE/N0eB48PBNeET3kAx/4AJZl8eMf/5icnBy++93vcsMNN/Dwww8TjUZ5xzvewQUXXMAtt9zC5s2bueWWWygqKuLqq68+05fu4QyiMWJREHh2m6mCgHPCLsCDBw9nN0IhP4E41MakQACRYgNzFPnfkq6a/HQALv46RA08eVQbguunauH75eVw+wXw2+1ajF88Wuqki0Zp4T0gnVI2o1ybxZkVImDrurVI7oxJabF0GHxlqRbUe5u06D9nGLgOTK908VswINfgS0RJxJ9t2R4PLxR8+Og+EmS9MRhEav5+e9/0/IcOqP1cNkabsp641CA+S/5mw4vh3KHyaCvP1ethn5QkkweqkNPIEpGha6ql7vzkAqXb39WrgNWuRql7PjhXHoqFQW1Yj3dq45lJNd7eKKJ1Z6Pa3Z2nKVID+sxnFmnTGLBUPOR0RaxaIvK5K8lxCZLE8tnUJUJ860nD68bLc7GpRxvH8lz45RZtON802SXf73LeUJcgCUYUBvj3gf6DkJeMcgiSwLHMS+LTlkw6VMxw2fYb+pUBDl/m4gYSXmrxywDJpMPAqe5pJZ3DznVxAokT1c8CboLXjLb50y6Le7fLy/GK8SoEVxAUkfHYof4JQJAP4+pqjfOlOSKAOnrxe6uOqbhNazRb7GVooQIuuX6RNy0RjQcFQaXx13Yq0LJ0hIIdmSCMz1KA5I2TdJ72mNKAv7NK883AXBFPW+rh7VOlDC8Iqj8GbJEvXXERW+0xvX8yUq7GlNKwyJiWdNX25h4RzvlBzVs1nfJkzpBcX32qb7DoTzsVDFo0VP1/SAjiO2H392DSR2DbwdP/hlvqoGpYkhRggklKx1s07zbs+gsMXQKLPg2RVrB8UDLGJRmIkvSq5Zxx+HwWTVEIuHDzbGi3oCWmQN3RdtnfWEZtfHejVKN+W+1wX7P+njRQ8+fIYq2RbKOMiYtGaU0UsBWEjqaUKl8WBtdoXbZspIjDIwkY8xrY1q7vnz8SvrlCZOTqah3n3u3qW9dNUXAgkhDBG/bJjuCJw7q+7oS87x/YB4uG6F4ePKBgejQJo4p0rY8d1nuZ/jarUnNxY7fI2hkV6tedMf2ZUwWvGaW1QXOPriXl6vzVHYanjsC7ZrgMyDWsr4HJ5ZqfM8PashFpux0jD/+OmPp2RS6YdvjpVnhrKQTi0Owo2DF5oO7/3OFw63K4YDpUJvXe8kZ484XQ+fP+f9uKZXDzU9lxcPkRFb+87mOw5RvZzzXtNpTMskg9k/+HBw+vYrzsSdXW1lYGDx7MBz7wAcaMkZTkxhtv5IorrmDfvn2sWrWKQCDAzTffjM/nY9SoURw5coQf//jHHql6luJIh8XymgA7WlT9YsmgBJcNj7/gBVyaIhYjCp7dYq0w4LK71cJ1vUIyHjycrbAsi7gvRBcGy1ZF9oo8LSwnDtBiMZguILCvBRwLPrgS/u8yLWjbY9ognztMn21IV2HfUi9l6Tq0yMbVvt2XgCEpyGkGuxMuHwE9QYiiRfBlY7VZ3lYvP6+hhSLWbAO13S7Di1L4EjGKi3NpbfXUcmcCVjzArj9ZWNeoeEOmwMbJ+Pd+WUFMLdfm75MLwY5DsQMtB4C98I3ZkAzD7nZtBocW6LNfv1AeqCB/OFCaY8gncsIAliXyFFcqmC+cI0K0KK0e23hcGznbyLt3eBEMKdRm7WPz5cV6cvGcirxs1eVj7VCW61ISNuQF+le2glSq10+B9oQf1wT4zmpDV0IKHdtIaRpJ6BpfOw4KQy5jCpNYiRhuQm0432948yQ/9+7oG4i8dLTL3CrDvvYQPUmp28ImgXkR/VUB3FCcWe8NsuFHfa+nYKjL6MscYl5q8csGTjDO7BuDrP+B1YdYLRjiMvZ1DjEn+1u6jsPcKqjIc6ntMhSFoCum4NiCIWrrzRERoP3BAHMHaT6o6dTn8oNw/x6lzM4fLHUcSFH61JFsn06kRIaOLtGcUt+l/hq01af9tsaStTVSxQ8plCovmoR3TBdZ+bPNIlgWDtHrhSGl7x/v0vk/lFa1d0aVHZE57p939l2nDi+SB6zP6PpvmC6iZmihiLBDrbInwZX1zXtmwo826Hr+tvtU9X3KFVH0wbm65+tsKMqF/DdA6gh8cRwcceGX+zilyJ1lOFGkLmklmPleP0/daoi2wtGn9CdUBHM/4pAMRkg5HoFztqAgaHCa4ch9cHQpzCmB+joI5Ktd5qS9UX+6Sdkd0ST8bhtcPw0GF0rZPbRQbX1dDbxzhvzIHzygwGVeQO36zZMh3glOIzSXwOF2KAjJp356BQTOBatO5GVHLJs6f6hNaexTBso653/XZQMaF46EAbkq+nbHSq3H8oPQHoGPLlCb/OBckZmtUV1nUVjz3eKhCjrkBuDG2Ur3n5oLIeDcAOQ0wA0jod4WuTu5XPN7Z0xz8Ltm6BrKckU6uy74bEMQl7EDDMc6FLQJ2PrOmmqRvr/dBm+ZKjI2aINVD9u/D2/+OOzrgoGrYdwiGDxOVgqD8rNZLvfVwDUl8KHJ8N1tEJsMZdOg6SR1++jXwcb4qYGlnU2wtxSKR0HrAb1m+k6fHjx4OAkve1K1uLiYb3/72yf+39TUxE9+8hMqKioYPXo03/ve95gzZw4+X/ZW58+fz49+9COam5spLS3t77AeXmKkHNja7OOJaj/7230UBhwmFKdIOPCvI0FSLlwx8oXbeKUcaI0ZpgefpVI16BJ3DF0JQ/6zVLd68ODhpYNlS1X3tx0WH5wrReq+FqkgGrrllbqrUYvqp44qZfo1o6XiiyalYtpSL4XOlROU8tgTh3OGyg/rlieUnum3pGq9sAKO/AMO/zt7DcaGae+B6BioieoaplVos/Gd1Vo0f2SeSK6iECKTvCDNGYNtWzTtNrQfgSmFUFSiVPaTkVGw/nGnKm1vrIV5JVCwBTb8hRPkjrFg3HVQMQs+v1Lfe8NEkSt/25M91uVj1Rb+vAtem/73X3ZlOSKDrACMgd9sU/rjjXO02btqgjaga2qy1xew5fsWsNWGQUrSd0wX+dF6wlXCMKRAbfDbq/p6JoJUaWU5Lr/eCuuOW3xyoQINGaTcrFKvvhtGFrlMK01g4rE+wkGTiLOo0mVGZYB1NdCTNCwZ6tLUY/jUw4aEk230S4YGeOMECxN78awvkiQpngoXfCtA7QZDrM1QMcMlp9IhbkdOX8HIw1mHFEkKJ8KF3wpQu9EQbTGUT3fJHdT3tzTGEPXl8PWnrBPFZkCKz88sctnXDMe7DBeM0FeWH+l7noy/4fLDsL42+3rQhg/Pg6ZuKTgzTccy6m9Bn9TnQZ/65DdX9C1OVZWvlODvrFLhni+Oll/jvduznwn5FLR502R5I6+qFlnyxx19x4jLxkKOTyr4nQ2wqV5jxQfnKt0aFLh4w0QVCjpvBNyyPOudCCJ2zx+heykJaz482g5fXgq4fX2jeyOTcnz1UChNwtNfh0Sv51wyHj77dvjKZtmoZDBnkEsiIabVdV1S4R7OuTlM+2FD025DfqXLwCkuqWDMI1TPMhxth6K9UHYO/LEBpsdhQAk0oLmqJyHiP54SsfqOGXDNZAUUBuUrONEVVx86d5g8Sb+8VMHDtqiKNZblKDj4yx1w3WiYEYBBVRAHJg5UuwvmwezhUNklj9RxpSJMLaNgwHVTZMOxo1Hrtanl6etKShH6ucUuR9rh4QOG80ZIsbq7SdYcP1iX9U8HGF8KrxuvAEfSUX/6zBTYcCe09VJkBwtgwf9ArdHc2puknDhAqu9vPq1zVOTpef12m+kTwC0MKjhz+ViR1B+aJ5Xv4AJlj+RbkIwYjvwAxrwDnAUQdiDkyJKoK+5ik/GPNvgseMNI+Npi2NEMw6+DcVdBwzqwglA2C/anie/+8MhxuOGcLKlaOs4l4alUPXg4LV72pGpvfOELX+APf/gDgUCAH/7wh+Tk5FBXV8fYsWP7fG7gwIEAHD9+/HmRqrZt9fnbw7NH5plZlsX6Rh/37ffTGrOoyktx+YgYo4scrPS+K8cPjxwLsHhwivKcF2b309pjcDEUh1xs+z+zGiXpitytCZvinDM7qXjt7vTw+bxn8mzwSmxDUTvI156w+Nh8EUGRhDaPxzq0qD7cJsVNW1TpWxtq5WP50AGpCz4wR/5Wu5pEcPktGFMK754BwwpdjrQbttXCxRXw2iHQbaDgcph+hTa2iQ7oPgoH/wyzPgR37YQPzIVvrVBRkakDle797VXwzQvh0w8b7rgwRF66ouor6bfojRe7Tz6ftmzbFskIuCnoWAsjL4KPjodgHLCh3oE/HdMm6ECrNmUdMREd14Zh9Z/7Hs91YPevYeEY+MYFIkDiKREiF47URqsnKfLTQurVKQPhl1tFwAzKF6ESTUoVmhOQUs5nQyQuBdyRtr6EKulz/HAdfGpRllS9aoKqAWcI1aAtP8XxZdoc/s8SqdIePpjeLBbCjXNFAJ0zzDB/sL7zTHBdl5BJEQ2G6Uro+ef6XcLEcVIpColwyTC93u4E+fZqw8kZ/08dNYwp8bFgoA/nRSVRHMiPMvh8C2NUeMVxXewXuLTAy2VsPVNz5QvzfBzcvChVS0//WybtAN9d05dQBQXYvrvGcMU4FXPyW/I2/cI5IlNsoz8hv9Smy0bC6FL4517NH7GUAmSfXNiXix9WqHnEAr50nvpwwJKdzI83qN+DFK9/3SXypCMm9dtbp0LcEUmZG5CiNFMEqCJPCtmVxxTsG1uqa84P6Fr8toilqyaKVO2MK5DyhXNVyK4iV8WsPpwOpJxs/bG1XkTvzPSc+J3VGov2NYtAeiYkumFADzx9FyR6+r7XshvCD8KSGfB4tV67cKRLgS+J7fT97Z1QlMKJhuLJFuDiRn2Y7hAmDv5cFxNOkHoV+HOczetX27ZIpiAVkddtyoVUFOofAd/rpTa9aKTa9Ptnp4t8PgmVedk2e95wCNkqWDW1QiTogRZVpu/ugQfqpcquyJNS9Df74U+HNGcNLRRxOm2g5rhp5bKxePqo5r011WmFa0rnTDoKgB5qVT+MJUSotkZdwn74zmrD5xarXw8rEmH7v+t0TW+cJCI0P636dFz42vma34uTsP2XKoo3+AIoXwb+IjA+6EhByFVAvjWiMSTpSC27p0kFJ6dVKLi/rUEZMRV5IlGLQ1on2BbEEzA4CPkGFlQoo8rBYPJdZt/osvJ2w+YvQ/4gyC2HYCGMusSltFIZVNdNEUm8th7WpQt3jS6B3BwoGggDzwGnCNbX6TpOh0gCrFz9e+K1LiacxGedvW3Ug4czjZeMVD3//PP/q+8ZY3jkkUee1Wff/va388Y3vpF7772Xm266id/+9rdEo1ECgUCfzwWDQQBisf/e/NyyDAUFYYATf3t4bkg68MvdYZ46qgns2qFQkWcDfXdy5+XAjhZ4/HgOH5jzwpz7WFr0OqgkSP6z+PkC6c9ErDDFxS/MNTxfeO2uLyzLUFyce6Yv42WFV1IbWnFUSrvqDm1sZ1bCA/ul7nnPLKVBP3VUxTpumA6zBskTL5rUAt114AOzRZg9dlhq9nlV2gx8cqGhuwusI9DZDsdCUi5kUqhLw6q8uq8Ixt4I9dvhXdOVrjalXIrVD87Vd1ZVq4DQVRNge5PFRaNeufPIS9kn/9vnl5qkv/0JSG6EA7+BZFpZllsOH34ftBfDTzbDpxfCN1bAFcPhwF9Of8yj/4Yj58Ff9muT9uG58ul96ignSMXJA9Qunzoqa4njHSL8/7YnqySrzIO3TVM677SKbPGoK8erGEef+3BVdOPcYdrYDszNKuSCtgjZBw/0VczOq5Iy7XgHVBZIrdYaVZAxPwDvmqlCOk8dPfUeQz4oDFtUd4e5a02WvM0PwPtmhZla0dfX8eFdnEKoZvD3vYZ5g8MUv4K6wNncn8+GufLFfj7H2hVI6w9H27MFca4YrzH/73tEUr53FhxulXVMxid1dIlUYz9cp3aedBTcGFKgoN3MSmU0NHZrfF95LEu4ThmogjU3P5FVwO1qUh/9ww4RIPds5AT5e/0UjRm/35FNnR+U9ll+eD98fZdes4wIqNmVCvZYaVuQI+0iVo+1a9y4djIUh0Xmns5L+YnDUtJtqIXaLo0zOxv1jIpCGpdOhgGqAhCpOZVQzaD2aTj/ImhNyCpkWJGhIBgAAv1/AeishTV3irQCEXhjL7cZcymECk/7tZc9zoY++Z8wPAHuOGjfCoMHQ7gS9twNc66EHQ0iBi8aCWUFChqsPKb1WMqF1wyDRBQaHfjlNqg8lA4kFkCDA4kYnF8Ou+phZIWI2T3N8gmNp0SqjiuVD/CAXFW2H5yv1368QccqDsGPN2aLSNoG3jpNQcmWCNy1Ft47y7CpToH1ui5YOFTBlYxN1E1zRcT2JDQvluTI+ocUXJ0HqTI4vh4mfwR25kJBAXQl4Wfr1cdA8+2V4zUG/H6HrmPZCGWf/GWX+u0D+1SI7uqJ8IvNCnjubFSQP9NPhxepaGY8JiJ5VImhYAic+zU4/CB0HIVgEVRcAK05hu8+rsysEUXwpXM1Fm2pF1k7tVzBmZglstef1L1NLc8GYk/GrHKwG+Ccm6F4qCGQFwSCL14D8+DhZY6XjFStqanh3HPPpaSk5Fl/p6WlhSeffPJZf370aJW1vPXWW9m8eTO//vWvCYVCxON908YzZGpOTs4px3i2cByX7u4oBQVhOjoinnHzc4RlWdy7L8zKYy6XDk8wviQFLnR29v/5CcU+Vh7zcdWIHgL/QT3zbHCowYchgJWI0vks7dTCvhBHmhJMyj9NVYOXCLZtvSrb3X9acDqOS0fHaVb3HvrgldSGjG2TtPzUd1nkBw0tEW12B+bKv3JfixR7H56b3XT+ZJPSzGYP0gJ4QRVs+wrM/qDL/EEpJg6Qf3JRMEVXl/ycra4c9q00DH8XDHPg1qXy5GuNqjr0/66Fz58DX3ocbp4FgYDeywuouMGhVhGpq6q1+R5fBkfaXbq74+TmBl+Wv8XZ0Cefb1u28wIMX+qjaLhh3f9mX8+vgqrXQhIYlKNNiuNqc1bsh7aW0x+zpwnc9LxyzjBtWnqnFw8rlPdbLAULBuuYVQVwx6q+x6ntUirxh+eJzL1xDgwvlJpl0VC1v9XHoDWmTWJRSJukjpi824pDsriYNUiEfu8q5i6wukZpiFdPgM88kiWRQMTMd1dL8bb++KlWAddNdkmlXG570jrle3esgq8scyizI7gu+P02tZ1BTud10RqBeCJFa/TFswB4qXCmx9ZnQ8ycybnypXo+kVQYnkGFnHJV5K0sDHdv0GuzKzU2P3RSoaX9LfCTjfDFc0WotkQUMJhWAdGEUv0fOSjyZ8Wxvt/d1qCU5PfNgm+vzr6eF1C/7k7ovQyBWhSC323XsTKIp6Ruu3iMKolva1Cg7umjImwso0Dd+2ZrrtlUK2/GaeUqlDN5oCxnTvuskiKt3jIFDrZI0ffGSRpnbluqoMpDBzSOTC3Xd2wX/B1S0J8OThIGBB3ePz2B5aRI9bi0PkOzs+MhnvyyTaS51zESsPuvEMh3qFzy8rUEOBvmyueLIn+QgwGbRL3hqgWwtwum/w+kknDzubJFun0lXDNJgYBLRmcDaz4LkkHISaf8379HxUAnDhABuapZwY4LhwCu2t6MCphW7mIMhGyXtqghkjQ8clCBjqAPrpsKNz8uIvI7q0VsFofkmTqpDMIB9Z+QD754jrzLB+UrW+SfaWLToMDBmyYrEPG6cel+HoUV1ep7t02FxichuAQq58L6gArZRZIKtkSSCkAuHiobjYx38OxBup+ArdeumQSWC9++WIr0mAMfma+1xfYGnddOB0zOH6HXw37936T7eiwE5W+CIZaIYX+B+uOnF+mcltF4smRouiiqq+fjs6S+b/aBz4WxxXDUJ6ugkxX9YR9cNAZqSlwqyhNEUknaO/zEHQvLQMgk9cO/jHG2BzE8vPzwkqb/33TTTUydOvVZf37z5s0sX778GT/T3NzMqlWreM1rXoNti22zLItRo0bR0NBARUUFDQ199e2Z/5eXlz/HO+iLzIIwlXJIJl+eE/2ZwroGH48dgouHJRhTmCT1HzJ7xhYlWV3nZ1O9xayBz38gb+hG3qiO+6yTigoCDo3dnDW/tdfuToX3PJ4bXu5tyA3m8M8DFsc7DZeOgX8fkDfq6mpYPEzekY8f1ob3Z5vhYwtUiOiRgyKdmrukEozucpl9E9gFcdrbs7vEtghYtgUmTPN+KH+7FAYzKqUU3NusBfnUcikcNhwXWba6BS4br0Xt3/co7a22WwVGFg7RYnxzLSwYnPWXe7n/FqfDS3VP/+3zSxJl/FW5rPlOlvAbfAGYc+CeQ1C7C/x75Fl28ShtAvd3w5ix0FXb/zHzx8K6tEp0ziCl3WZw8ShVLP7XPpEiCUebmrdMgcvGaKPXG5GkNpvDCrXhe/MUkZ0uUum8cTLk+bWZbeyRuuyK8dosfmiuNmLtsb6Eam+srtbmtzcxmoEL/Huf0oh/vlkbuMEFcOUElzHFDvfvs077vb/sNrxzko2bTOC6MHmAy/Ij/ZOqo4pdjJN6RbX/s70/n+lre7GfT67fPVFN+2QYlInw9unwtaf1WtAW4XHzE/0fr75b7T+jMG2O6DtvnyZrkJmVfft5b+xvUSGazPX4LB3ni49LQd4a0XzSHpOa7IKRmifuXq+55YKRUrj9aqsIk5mV6pM/Wq8x5OMLFHwZUaS/51apWE5RCMrzsgXmTofyXI0TMytlt/WVJxUQDPt07vOGy1/23u1w52oRPcOL4LrJUPgMP2GwECyfQzwW/4/rbGMMkVrTh1Dtjd1/tSif5Sfpi/T/gVcAznSf/I9IRhhRGSZ6rU2q1TBsIPzfVjiyT21sbpV853sSWl/VdEiJ2tgtYvPve9RvQj7Z4XxqodSj/9jn8vZpyrQI+AwPHpCC9G+7YVeT5owpAw3XTYFiA5ePgt/tkif5wsFw+0UiRWs6NT9fPlb9uyshn/MMUdkYEcFoUB8cXaw5M+TTvOa4CnbXpz34Lx2T9lGvhMblULIQ2oABF8I/66GyWLYdjis7kNpOnae+WxlSR9r1//mDFbjc0ajzpFztQbviKjCZ6WvLRohgDftEpC4/rKDIhaN03TkBrV8fOqDCVx+YA3lpJfn9e2XZceMczelzq2BXp8QD9+2WUnxvs1TpkWS60ORYBV4+nF4nrzqm9cicQTpnbYfLmAFJnESSmmSIn222ONKuMWh+lcUbJ/oIJCM4p0tB8eDhVYaXjFS99dZbGTJkyHP6ztChQ7n11luf8TMNDQ184hOfoLS0lAULFgCQSCTYuXMny5Yto6ysjN/97nekUqkTpOuqVasYMWKEV6TqDKEzbvjD3gBTBsKk0tR/JFQBioMuA8IpdjT7XhBStSlqUfgcC04V+F2aop6fjAcPZxLhcIAe14+D4e4NUJ5reM/MdETfp8Xyrib5z928HD61QKmZAH4D5SNg6VAtrAMGSADjAbeHePzUTU3UDhPtsMiZB7cuh9su0KL03TO0iP3xJikRD7Zqc9scUUXk+3bDBaO0aJ88UBtxnyUibFSx1EjXTnBwvQXpGYfjOnTUaGzPHwTWuXBHr4JVCQceOyT/tw/MgS88BpdcDtVPy4+1N+wglJ8Ho7pgWqU2P5MGyEMuPyCFzY82aIOTgTFKI144RJ/5256+ytCa9OZoQ21aAZN+fU8zfO0p+PwS+cndtVbt7ZdbpKSOOyJe3jbt9Pfu0rdwzck40q6+dflYec9tq4d7txmun2o41Hp6P/Jj7YYkFjYi0MaWuKdNJX7zZBc7FecspxQ8vIwQJMHS4RaPHT61jS4cIsXa8U4RpSBf01jqVEV2b9R3ScWasdWIpaCuWzYD0yr6D0xk0BqR3ca4MpGY1R0iW/a3iBAZmKMgSGmOvAwPt6nPTRoIt6/IHttxpRw/2KrCWHesEmkUS2kcSbnKhjjUBp9dJEXrX3Yrjbg/RRqkvSiTIn1+06toTSSpa8tkf6zt5eV8uE2E9J2LoXA4tB8+9bgTr3FxgnGejXLBtg0d/diMZBDvBDdpXmGVQF5+MLEI+Xk2jaEwtz5ucFG7umS01M5BHzy0H/JDmvce3Adjy/q2q2i6XdV0wjcvcAmQpMfxURw23PYkfGKh2nVmXpoyUISjAfLzIZSSVZNl1OYPtiogEbTh9eNhS50U6LMGyVs0lSZSTdov2bLUx8J+FZ28eLSyPjrishbAFUEaSSclVgah5yjkLoaH6uH1I6CwXSrzhm5ZDDywDy4ZpX54x8qsPceYEvXP321XAL8lCo8ezM6lV01Iq2WNiOi9zTC9Qu8NLxK5ubNBz3V9rUjRopDsQDrjGg/u2ag++smFmvsvHZO+ntHytr1qgoIvG2plVXXlePmshnw6b8CG146Bq8YBuLiAnXIZbEPKsmhKhrllucEysKgSphRAwjX8ZrvN9ZPD2PGzW2HtwcNLhZdserrmmmsAiMfjdHR0UFZW1uf9Bx54gGXLlhEKhU68VlJScuJ7p8P48eNZvHgxt9xyC7fddhsFBQXcfffddHR0cMMNNxAMBrnnnnv4/Oc/z7vf/W62bt3KL37xC2655ZYX/iY9PCv843AAx5Vix3kOtrZD8hx2tdqKNP7n2lLPiKaIJaXqc0BBwOVQ5wvgPeDBg4f/Cm44j22t8K99hteNh3fN0OYx6EJNRFH+f+2TF+SaapFNP9usBaqLovNvmSJFT6ZIQI7l4jOJfg3nbJ+PRw4ZrhgNK4/Dl8+Xv9aaGi2aFw+F714C31urzfHuJi1aB+Vrw7CtHr55gV5vjSqdbW4VPHrQ5f8tdvEno5yoyOfhjME1Dnnl0H5UKf8/PdT/5460Sznyvtnw9wa47Iuw5cfQkS7EUjQSpn4CtnaI+Igm5Zs6pVzq6EQK5lTBNRNVHbm2S2ROKJ0+/MhBGFWidvzwAW2CQJvWDR1qWx0nzZkJRxuty8fq/eYILBoitYpl1O5C/2GlVxBUum9/lb4r8tRvXFR4JFPVeHW1xeAClz3N/bffyjwXX3qDBhBIRvjCkhx+utmwo1HfKcuBd0xzGBiI4yS94IKHFw5uIsFVY33kBWwePGCIpUQenDtMZE9rRG25LEekzeAC9degnU3FPxn5QREfvdEaUR+xDadVxpaGpdgrCkuJbhkRrFdPhK8+qTFgWJHUqMc75aV8xXiozIWfb+mfrG2JiNAZWqhgnf+keH9dl+7j/r36/6+3iqy6b7fsAVxEzlw7SeNQTkDKv/6w4pg8Mk++Pxf4xQF424fh4O+hbp28yQP5MOlal7LpCRLPRjUB4BjyK08/F/pzwPJ5Y8TZgIQd5Deb9PtfN0WFqBq71a4SDswdrPT+sA/mD1GWQ3/YWAtvnGTwuz5MRqE6RK9HkwowfnCu/naBpCsbnaeOqm3PGaR9ZOb9RUOVLXThKM2fHXEptB2375+kI2V40pGys6Yd8oIwtEAB+byAyNXMvNkYhxGVchPd0ABXTpS9RtgHQwrV9yaUKaC5qlpjydumqd/cv1djyuKhKiJV06752Wcrq6QwKDXs4TbNs68bB4UhjQOPHNT1XzJawfifbdL9zh6kzxsj4rcrLtWvZbJ+6qNLsn1/TKn69lUTpHzvjmksNCarUJ1SDheNdCEF/jZDImFIlqmw2L3btKa9aQw0PQpNGxU8XrYUTI+FHTSknimi5MHDqwQvaczv6aef5rOf/SxXX301H/vYx0683tjYyMc//nGKioq46667mDt37rM+pjGGO++8kzvuuIOPfvSjdHZ2Mnv2bH7zm98waNAgAO655x6+8pWvcOWVVzJgwAA+/elPc+WVV77g9+fhP6O+x7DyuJ/FVUlyA346nwOpOjQvxcZGP3U9FpW5z0/T0hw1DM57btVECwLy9Ek58vvx4MHDS4Oc3CBJfPhtGFtsmLpIPpL/3AsXDYMuRz5z+1rgPTO0mJ5bBcaVX100qcV+2Ae5tgoLdMYgFnNZMjxJImFwfEGMLS9VcHAciDkWW+sNF45Syv+Xl2sTfuV4Lc4fOSjy6tOL4KP/Vor18EIpDb6xQuPEyCIpIg62qJhCbQecO8zFjnXjuCpQ4eHMwvHHmfAGP6u/bfAPhJrdp//s7iapYuZVQTQHFtwMTloxEvPBukYViSkISjHyqy0i/jP4934VVfvwPKUY1nXBw708HNcf16byw/O0SRuUp7TcrfVK/W/o0mZyc102DrCzSaq3ayZqUzi/Cva36t8gVdyoYqUpn4xp5WrDSUfWGY8f7vv++SNFHN21OlvBHKRau3WpFLz9badeP96FZNZ/3HFcwm43H5geII6PpAMhyyXoxl7StFe/zwbXwjUOyeQrv6L4KxXGGPy2jQuknFS/KagmHuE1Q30sHRGiusPguGrr/94PI0tUkfvNk0TW3Lxcfei84SrodjJKQiJA5laJ0NyaDtStrVEK/9Z6BUx6qzlBROQH5yqlPqNwBREe648rgFLTqYBFBm1R2PW0rAUWDxVpmhdQP97Xy8t5b7P67NZ6eSf2PvfYEo0PsweJHOqKy86mIleKtoKgUrL3Nmu8ml4uf+emHs1jJz/N1ojmsZ5E39e31cORYbB3Mcy7HEwKKksd8Ef/I6Hq89kY18JYDsnmEE7KEMiXKvVkjL7UedaqVw8vHlx/kO6kxe4mw4Uj1SfWH1ca+1UTYNtxqaurCpRJMaRQisreCPs0h40uBScF0YA54Rv8iYXwg3X63HtmqQ03RzS//n1Pdg4bU6KgwM5GEYKxFCweIhLy1uUKTsaS2YBERqVqA37UzgG+s0oq2OFFCnpsrVeA8oKR6m9jSmBtHVy2FFrWwvzR8K8D+nxZruw6VlXLNsBx5Z3/yYWyyehO6JwzKyHHB4dalLXks2WlMX+w1N4uIqZnVKifRRIiivMC6r+uq3XCl86Djih0xXR/uBqL/mcJhG3N3ddP1bw/rEgBlPygCO9FQ2BEIXRFpIbvSsJP1yugMqRA52mLGgqaoLUW2sZAqhtKHAkGvjQNtt0GibTS3djQvQuakjB8WZgePLWqBw8vGam6e/dubrzxRkaPHs3ixYv7vFdSUsIPf/hD7rrrLt797nfz17/+lVGjRj3rY+fn53PzzTdz88039/v+1KlT+f3vf/98Lt/DC4R/Hg6S63eZPiCJprZnj0F5DpZx2ddmPy9SNZqEnqRFwXNUqhYGHRwMrTFDWdiLynnw8GLDDoTocH0cbYPisMFJaEEad0QC+W15ZnUnFOVvi4oszQ9C8gh0VcBft4oY+vEGkWGghe7lY10uHg4b6/24rouLYdUxl4RjWDTUZUi+IS/gMrRQC9YnjmjB39AFTx+TKuDaSTrXjnq4YpxIsHlDtJh1XCgKSnVw3x747BLYXg8jihx8ichpK6F7eOmRSrkUDIZxVwBJqTjip9m8V+Yp1XdXo0j10hyREe1RbSTbolKHDsqXYiW/n2K5nXFVRr5iHHz0wVPfd1z4/XaRNY8eknXErEFQlS8iKC8gq4k1NVKp5ge0wetJq1aeOCIyZnCBNp337RZJ+4cdfYnVSQPkK/mzTSJSPrckS6pmPCa3N4h47U2ogja7Advl4/NdfrDeOpE2HbDhhmkOA/wJ3JPUp64LJhEnSFw1hFMqBPZSwDY2ViTE0Seh/YhF0UiHIYvBCUVJnezh4OGsht8JEam12fuowUkahp3nUDDMIeGLpINiWTjJJCG3h+JQmDtWWbRGRSIUBNUXBuYpRRbgaBt8fKHmkFXVWWJxyVApRx8/lO3bl40VkbS1Xqm1syphql/ry629qml/ZJ76YG9CNYPaLqncfrWl//v83Xb46vnqg21RBeuumiBv1eOduocxJbIlOW84fPVpkVyfXqT+mUwLANqiInaCPo0Ze5vh3bMUIIqnlP68qkb3NqRQpNLf98gOIIMcf/9jYn5QStx/H9WfsA++uRSsxOn7lG1srGiIY49C20GLkRc67P2HIdoGc2+CjT+Bnsy5DQw/z2XoeQ6xZ6t69fCiIW78BC1DYVBzEsj7F0QGFgQVBOhJ//tkBfeV49UWexLqN7GE5ozCsF5v6Nb3hhWquJqVLs6UdNRfq/KVoRT0qV/saYbBhTpPXkDzVyyVTrWP6Fp6jwmZdZedtsqIJKUe/+c+BczfOwuOtEFlfraw1O+3wz+bpRK9vAj+2ASzRiotf26VMkliSZ1n2QhdQ3dC64JLx+ica6pFNhujIOvUcvXvqgLdT8DW/Wyp11r2/JFp+6guCPphXY3WHaU5Ol57BEJ+3f+Rds31i4fq+F3x7G8RTWoN+uZh0HUAjq+AhgBULYNLBsHP98oqqz0K/ii0/kG1A3KCOlZ9NywbAvX/zhKqlbNg1IVQuxFa9hrclMWQxbmkQpGXbSE5Dx5eCLxkpOr//d//MX78eH79618TCPR1TLdtm6VLlzJ//nyuueYa7r77bm6//faX6tI8vEQ43mWxscHH0sFxfP+F0tNvQVnI4XCHzTlVif/8hdOgOe2L+pxJ1fTnm6MWZWFvcefBw4uFUMiH7fOzq9XmeKehNAxHW7QQrsiH7qgW5bPTi3DLVvGnn26CjgTsboZFxVB3H7ztDSJh/9852hTG4pDvuBQVGn62TRH/srChJQL7mg3NUdhQa7jrNbCz0fDGtA/WvCp5d7VEtOnuSWgzPq1cVWOHFGrj8LddsLFO97FspKpDv2WKiqaUBVP4kzGcM1AV3MPp4fNZHH/apafJUFEA5w2Fh/qxACgJyYvsl1tEQNSm/Rj3NcMN0+HHG6UiCfvVLvc1iwTJ9WuD2JOAhh6l6G2sFRFyOtR2aUPzUFo1t6lOxMaH58kn9fHDSjGcWyXFy++2yXMtg1XV2mS9ebL87B7YB++eKYIlktSxDrbClx7XRrI5rZD5zCL1E9uS91t1h1Q5J2NYIQRJMS4/ydeX+emIW+lAgovfieGeRSpQ27JINYdY+0OLzrSar26zxd77YfH/hPBVRHC8zeDLAgEnxPZf+ji+Lqvw76q1KB5tmHBNmJh1KnvppBxKrQi3nBuiMWLRETNUFaiYTFs0WyDqhhlSlC4cIvWX42rdmXTgs4/ob4DNqF9+cK7mgk11cNEo9e+3TUsXyYlLSdfQrQDK6dAe6+vjWhwSqRK0Rcwc78wGOjbVZVOiv79WBE4sqXM3dMOsCp3/aIcIqH/sFQGcSMFPNon8/OBcKVdvXyGy5ZqJGs+Odajfb65T6nTGs/FouwJJAVvX1niSIO2CkRqnzhkm/9ZlVRA/AIUjgsRSp6aiWZZFoi7E01+1cBJg+WHs5RaxDuiqg00/hfGvh1ARpOLgD4OTckn5Yy9dBMZDvzChED1xqO+E14yBlh6teTI7qdXVsgOo6dA66bXjpJqcWi6y8LVjRYquqUn7ihaqDbdFpR6/dqJS4c8brvT2rl4K1wOtavvvmK40+m+s0Hz16UXw9BGRoPlBqbU/MFvX1tCj/ptJ+3fRxbpo3lxV3ff+mnrgJxvhc4tdUi4Mzte53j9bBKybNJSk4F2lEPUriyRgSyn76y0Kesytgm+u0D0vHCIV+o/Wy4vdSZO4Tx3J9t33ztS48u1V6m9hn+xE6raKkM0P6L0b52TJ6mMdIlG/+lTWqmRLnf68e6ZU548cVN9ccRTG+mHd7fTxLK5eBYOWwPuWihRujkBeHBptqE5IpdqdgB0N8PaRsDVNnJeOg8HzYMU3ZfURKoZou+HIcsPcj4SxB/R4VgAeXrV4yUjVTZs28fGPf/wUQrU3wuEwb3/727n77rtfqsvy8BLiH4cDFARcJpakUOzyuaM8x+FQx/PLvc8UmyoMPLdNVL5fy4emiMW44rNnw+jBwysFeXlBWhN+arugLA8MhhkV8Ndd8Ibx8MlH4ZsXwj93wOvGa+F4/nCpai4dCx9bAA/vh9lV8FQzTJ4Aq94PrgE7AKkolE6AoR80NMfgmtGQE4e67ZAfgy9PBvIhmAeb67Vw7UpogxtPaeFpGS1cfQbqe+ThVd+tSrIHWmFDnUa3t0xVqtmuZi1aR+REiceTXjGeswy2ZeFLhrD9hmMroHo1XPBlOFisFPoMcnwiWhp6VGwmLyCVyc5GpdbtaRLJP65URTqae7QxjCZFXDSk/58hOf617z9f28nOED0JEUEXjZL/6W+2whfPlSqtN6GawdNHYeEibcyWjlCKcSYlsfe+55dbVOAjkyJ5pE2ec7kB+PwSl3s29r0QFcpw2dpkE0vZTB4Axb4EJhmHeP92AGcKfidEstlH3SbDiGVQUAX7/gX1W8BJwLrvWyz5UpC4/cqtKv5KgWUZuo7aJwjVQXNg5PnQfgwSPYZos01oQIgYp1ZDcxwHfyLCgNxc7t3mkh80vHtm1p9/2YhsJe6Mcu3t09THf7g+S6hmkHLlFfm2aSJzGro1JhxogfI8+PZK+NB8pc76n8GKP9PHK/MUnMtUBq9MexmHfCKjMv6InXHNdzfNFYk1eaAUdvkBWRrsbRE5NKZE9hwb08XthhfJquOJw/JbHFMq1eCWehFAV04Qgfv77RpPfrEFrp+i6ykK6b4uH6tz/XW37mtauWxFvv60PFcbOuHikdCy3KLnuJ8Bk31YuQkSJn7i9/PHw6y8y8J1YNIboXAotB6EYedA0XA48iRs/LHu1dgqBDjlrZAz+r9qMh5eQHSnfIRsw/fXKcU9muzbL1qjIlO74vIL3tOkefOysVo7TRygYF2VAzefp+DinmaR9W+eLAK0J6HXhxcp1d0YzSd+K5uSv6lO67FPL5Qf6NzB8O996qsji9WOhxTK1/WmuekiVYggNUhROrRQxzrWkb1+vwXvnOGyt1mF40ptCLTIMz00EZyQy+fXGmaWw6RyzfG/3w7/c468Y8M+BWd8VrpmSHqMGJSv88aSmvt9lu7rgpEiXdcd13N890wRqgVBffdwq0jbTy6CSFyvR5IiUo91aD3y9FE9s0tG6/wJR3ZAo0tkr7B0KBx/kH6LwB1/CuYvhZZEtpCXk5RtlmWyRV8DY8BKs0VjLoX1d0Nehfpvohu6GyCvEmLtFgUlQVL9jL8ePLwa8JKRqi0tLVRUVPzHzw0bNoympqaX4Io8vJQ40mGxpcnPhUNi2M/DQrAix2Fbs59IUhPIf4PmiMFnXHKe4/dtS+rWpqjngejBwwuNnJwA9TE//7fBcO0k+OEauGqSFuiXj4Xqdlg2PKsWPdYOexrlWbqmBq6YAJ1RuH6aFtVDC2XpuOzb0LgTYh0wcCKEyuC2jfCxedC2Elb+CilgDOxy4ZyfQHdS6tZV1SLMHjwATxyA3tZgl4+REjWY9qvz21qkv22qKr37jI5Rngsh2yWR8GQ2ZxtsyyLVFGbN3RbzPqjX8ish2AXXhyA2BfZ3QVkJTBgor7c9TdkN2pQBUux84bFMOrwsIu5cpc1ShlwM23DjXKXwHWgVMfGx+TqOz6SVNCdd25gSkZsn40Cr1K8gwqOpBx7cf/p7fPoofPk8aI6KUM18rzcae6RaM8jj7Zxh8OWl+nxrxPChuS7VHS7VHTC00JAbgNtXGhq6s3Ph5WP8XDLcYBLPwSj9RUbQyWHD/1o07c5ep7Fh1ntlG1K3CSLNkOy2oOAMXqiHZwWf8XHwIf2WgxdA2fisYgpg918NFdN9THt3mJjpS5IbY4j6cvj2CsPFo0V+JB0RHpV58jT8x96+5/vlFvjCOSKL+kN7TMVmfrVVXqc+S7YcR9tF6uxslOfogsEKqPSHopCIyWsnwf+u61uIrjgkhZvrqsBipoL6zkYRvkML4Z974NrJEE3BN57OpugbpN57+3RVI4+nRAAfblOwMJFW32bgIoXbjXNUeDGSgOHF+m5NL4/ToC1CzaCgy23L9XpDF7x/JKz8GEigKipr+LIAY6+ySFhRfLEcuo5bRFth9gfg+DrY0duZzcDkN4EvCIceE6EKUD7NfUl9lz2cimDQR1M6MOgiz9BblsoD1G9l/b3v3a71mm2k3HRczYsfmy/LnJHFYOWqYn1vf2CfEQF65QQd+02T5AsaSYBlac702+oLOxpk01EcVl8Y+v/ZO+84ucryi3/vnbq9t2xN7733hF6kiYBIFdGfFQsoCKIoNhB7wYpdUARFQXogkJDee9mU7Zvtdfq9vz/ODLObbEILSYA5nw8k2Zm5987d97nv+57nPOfJlOf9C/uVHPnbFrg4RWP+V2tVRZKTDDE5Tmz6+8wMkb372xXHhanw4FaD7U0avUMy4GMVECmHFa0wOxm+OBwak0WOTixQhdTeVpGY7uj1nTFE5KfDEPE8pUjPCtuWEnxGsdS8I3NEkO5oUkytr4fcJK11718rkvWpvSr7z/IqsbL0oK49RhRfMlrN99r8sN8vEndsntanDV2QDxxYQlzHdNjcX/sCGBfr810RcCZBsRt6U+Pn+dt+OHMxVP5Xn/ekwcTrYM3Pta6OISkb5t3uxEwxBvS4TiCBdztOGKman59PTU0N06dPP+b76urqyMnJOUFXlcCJgG3Dv/Z5yPFajHqLCs/CZM3cVV2ON60WbfabpHvsVxUKbwTpbvtV+4AEEkjg+KHLcvPXzQY3TVcvik/OjBOTD22BWUXqUByKdnEORYlQf0SE1P42lenvbdXGb2ODFoqhCGTmQXoJ5A0Cny0PKtsA7yyYGVNcBKEoGXptlWoXp2mjHY7AecPg4hEQsLTIv30JPL5H5Gldp5oUtPlFVqW4tRBdsh9mlkBzr82EnDD2m3csSeBtgiPo4eV7TJxJEOyGcVdCxmRtLoKpkJkBs/PA65bS9OrxGo9pbm3wzKhZ3LdPF7Ge4dXm8vrJIm2SXfp3u19//9R0+O5ybd4CEdkJfPdM+Zl5ndqI/Wad1GiXjol71R2OvvuVQORIQrYvAmF4pUab2WMhza1r/dJcET2gOAobssOYXRhiZFqYGr+Xr7145Bz4+B6TiQVOStzB172hsl1u/LaT7qBBshuSjTBmOHCEL+abgdPhZN+TRj9CFUTUrPs1zP2iSFWIk3IJnNqwLYNIUCaNFQth2T0cQRI0bDTIWW5StNBBxDAJmC46/AYel8GhaIn7b9crHm+ZrVL9j03Vc/vwYWejSoVjoT0QJ1SvHKckWpJTpc/pHpFOsW7ce6MkUmGq/JRzkxXzn5yukuBY49YMj5Tjhamam2aXKjYvGgHTSxTTgYhiekimnkV1zSKAk1wiZl2OaPdyWwrY7U26jvJMXevIHPjB2ZrPXNFKjK6AyKfvnq75rMOvBjaNe+KKxEBE5cj3nKFn4S1z9fNUN9Q8EiNU4ziwxKBgooPMER7W/cpg+LmQNRT87VB3+PPNhq0Pwtxb4eDLUpKPvcICb2LyPBWQD1SF1fyzJF3jKNmlaon6LjVcnF4sz+Ku6BrKNOD366WaHJmjGKiKNlzLS5ZXcVnUezwS9QG+7yyN4SSnjhGyNOc5ognIH5wt3+LkaFuOUER/396kuApGZHdz/SQlQu9ZLlKyPENz23nD9X4byDOVWGnogh+uhNG5cPciSI1eT0+0adQsQ2PfNKDM1DnaAxr3Ewt0L/zheJNU2477KPe1u2sPaK1Q3y3bAH+v4ntljf60bRGq4/MVm/XdMMup+7n0oH5+ySh9DzNacdITlLVHYaoU45keJfsjVjRZ8t2owjUEKRY0vwgH/6N5zwpInDC1OJoouQLaNoBvKlgOrUMe2Q4XzIT0DWosNvIi2XT0JVQBfK2w+qcGM77oxjJOneRqAgmcKJwwUnXu3Lk89NBDXHzxxRhHYbMsy+Khhx5i4sSJJ+qyEjgB2NziZE+7kwsH+48oZ3yjyPTYOE2b2u43X4Lf4nvjTapiSHer/D+BBBI4vgiE4YbJ8OgOuHi0yrpml2hTurYOrhgD96+Db58p79SrxmnBWRTNqP9qHXxuptQLNjDWC89VajFakSm1wLo6laBNKFCTDo9Tx+oKwh3zYE833L8mruiLNetp82kTMSIbarrgR2erwdCTe+Qh9vA2qYCG56hsrKlXKtaqDjXlswOJBeapBsMAX4tJsBuCPYAN2YvgV5tga58GLXNLtVG7f61sHkCbj4UVei0rCf6yWSTKb9ap9M5hyPv0lWqpqGMoTRdpWdUuwuVfO+VDGJuNClOldEtyya+3fQCFXEFKvOEaiPiv6YgTNodj6iB4bKfGptM8sowZtDF0OaKqnsnya4yp0wyUHJg2yAkRm3/vOvok/vgeg/+b4AIreNT3xGB5kvntRpNNjfHjDc928elpDlyh3rdMrJoBF/ufG3iutiPQth8yylW66Eq1ee0rTuBkwzLDlM13YUdMDm3jqD4Te/9nkr/Yy3/2GTyzz3g1CZGXDB+ZosZQZwxRzDy8XaTNVeM1TwykKPU6RZgcDk80seIwRGZELFlsxJStDkNluW0+OHMILK7Q8WeVKGES8yc1Db32kSkiMD4xXc+Uqo74uT4/S9VSX3shrjTP8oqQTYuWC790EJ7bT7/v+9GpMC5Pcf+jlXFFYZpbn/U64cer+j/bFpRrnrx3uZ4fn5kBP1kVP++kQtjXDr9ep9Lj2D26fiGUADWHNd/b/R+TGZ9x0rzDYNg5UD4f9j418O8O1ABn3JU22SNsXJkhQkaCVD3ZMAzo2g9Dh8P+Ds1tz1TGx0RJusboL9dKKRrDxAK4cLTK8xdWiJh8+aDWbddPEhnbFZQNRayp0j+3w/RB8gSv6tD43tkcTwwWpykJsqFec2ZphioyJhfBf3ZrvvrPLni5SvPt+vroWjFNqk6Av23VGjP2CClOk1q0JyhidGuTVKKfnqH59tEdcO4wjfP/7pYFQQyfnakKlmf29Y+9z88SYbyjWc3uACYXKravniDlbHdA64iHtmouD1laU1wxTsmLBeW6PytrdO0zi3UPD/Uo4fOHjbr2942Qb/JlY3QNe1pE2kYsrXH7zufzh8CZN8Pm+6BkATzeKpuq6yeCmQdFs8HfCUYeFKfZjMwxWF4LCz4Jadj4mg16+jTj64uOg2D1OiElseZN4L2HE0aqXn/99VxyySV87nOf48477yQ3N7ff6y0tLXzzm99k69at3HbbbSfqshJ4mxGMwCN7PZSnRahIe+tyENNQs6qabgfw5hZazX6D/KQ3dy0ZbouDnScsbBJI4F0Ph8uJHxdeB/xyjTaUP1oFN83QAnlcvpSrHT75VDkMLc6bu2FBiRQPs0tUqv+jVcrgXzBCKsBrJgA2rKnXgn1krkooLx4l8jMQgTsWgNehxez9a7RAzknWecLRTL/XoUy/DexoVIOCCflabBtE/zTkoXqgXYvj9oBNRYaN7U/4S52KMAyDQGeU0LOlYP7r5jihOqUAzsqHQR5oaYKRmSq1j9gaB0sPqMwu1a3NoY1IkUhUURP7b0+LFNQgH7TvLRcBs6wqXspXmq4O3GluqVtKXRr/3SGpx9r9UlePydO47Qpqw+lxqBTyjCHaQHZFmcF0j0icETl9lDlObbge3HrkvbhuooimS0aLGO7bjMZGG7osr8EFQ03aj2J/YwDFaQYB003Q6cZrWnjsIJGBbC9cbv60pT+hCrCn1eAna0w+N82D+RZtBGzLIHyM0At0gisZJl5vYbkDx5b7JnBKIBKxyBlj01Z5pEqqL9LLYXm9wVOV/cdXU68SBl9dAA09Ii1ieKZSibEfrexvj/H8Pik9/7BR/3YYakCzsFzEjsOEb5+mtenXXoTesNSdc0v1bEjzqOIiZClxOCRLsRxT2YFU7ekekbpfnq9y6o9O0fNoZwsMzpRy79Gd8c+My5OKLHac8kyRxJ+eLk9X09Cc1ebT+f+6RYTQ6UOic6olUvbBrXFCFaLPtoN6bkwsVEIz3SP1YGO3mmYtrJDVQF9O2x+GX26Ab5wH5ZOkMu1tEXka6AQ7ot/F/udhzAfA34cwBsgaAkPOVEy6UyG1NII/4nuVBE7g5MI0TcxS+OtWJaif3Cvl5yWjo+psF/xslexpZpXAOUPVnd6Olv9fM1HrJNPUuuuKcSIqzxqqeeu5ffCRyfCDlVpvnT5YSui9rVJ2LqpQef+4fOiNqjSf26fk5fYmnWN2icj/02YqwbCxQYrWiQUiOQPRNdxz+6XC/vQMqVRjVRoGkOGG2m55ll85TrHxSrVisLlXBGlfQnVcvmyfnqqUjcclo6DCLZWnHyX6l9Xo/Ba6H4Wp8iwemaM5OcWt64/YUpx+fpau59LRer50BXXts0p0jW6HPhO2VP1SlCrS+BPT9Dw42C6Su92vKq/xBbJWcDsU9zGbgulfhcx8uLgXvr8a7loqpe7kQshPg7ww5DlsclNDDB5tYEUszDCY7W6O1RclEgRS3rahmEACpyxOGDtUUVHBvffey5e+9CUWLVrE2LFjKSkpIRKJUFdXx/bt23E6nXzzm99k0qRJJ+qyEnib8UyVm/aAwfkVgTdVbj8Qcr021d1vTi1q29DiNxme8eZUrhlum56w+ZY8XRNIIAHBdnt5rtpBYZpJXjLcNB5aOqGqDbrD8PIBOCvaoOLry+H7p0FVK1w4Ug0OzhoilV5JmgjT5/dp87mzGT4wBnb8HiKL4IkquLUAmtrlMec0pHrd3qTmQtdOhN0tcONU+VPOKpFaorJN5y7L0IK/qRtOHwZra1Uy+uRebVrH5csmYHcrzC+HbYdsphdDoLsnwdWcorAsm5RB8X/bBbA56k36iTGQsQ0O/g4qfepQPW0hzF0M39useeRTMzRm3A411EhyS7EcIyjG5cnr8KuLtNHbFx1LjT3aXD63T/+eWyrl1z+367WiVI2th7dJ9QrahF0zQeTmy1UiXRZWaOP51Rfg1nnaXK6okR3FB8bqeI/s0OeLUkWcTh+kzda/d+pcJemKpdpOJQOc5pHdvWN4fr/BOUNMJhRYHOzoP/8aqENyTSd8+XkDfxg8DgdnDfVy9uAIRqC/v2UAJ2vrBl4QVLYZ+CwnKbxFpYvTIr3UQedROq/njLApmW3jzA4SthKNJ98pCDl9jLg4iZYdJgeXDjyGSi62+fPugV/rDqra4KWD/X/e1Kvy5S/NVWzubhGZOHWQEmhfnieF2rnDpJC7Z7mIj2SXkn0jcuDj06V0q+uSitMX1vPh9MEiKu5dDmFbBMsHxmj+2d0CH56sZoz/ipKmRalSsn1kipIvOclS3sVw2RgRt//cDuvqpUzL8MCNkyErWV6wu1r03uI0kcJzS/XMeHqvfFJtRKpeMlrE0pOH+TI/t0+VIxsblECKKeROHwzLq48qEuaxvbBoL1Q9KcudCVdBZ4ONw2Pj9Bo0bobyRZA3WopUEJmaWQHb/ymPYwwomuxg/LUphD29CX/GUwChUJiqoJtZJfDYLikvF5RrvMdsK/a1a17M8sLqOtjZJPL0kR2yzqnt1FwxOlel7dOLFY8vHpCn8DOVUdX3fNk5HWhXKf2Te2HrITWDsm2pV01Djdz+sU3nCEY0D39htkjPz0Qbua2t07w0OBPmlCkxkJ0k6426LiU+DrYrxg52qLz+4W36PmUZ+nNHk+bfVl//yhNQcuVPm/QMmJkHqd2wz4Q/74nPpRPyNcebiCT95HRYVaP5+qWDSvJ7nbovD22VstZGBOvlY0VanzVUqt50D+SmSBEc80m+f2083gelyY822S0V7Icn69j/2yNlbsTWd75oJKQng+0A92r4ymR4rAYOdCrO31cEPfshdzyErP5zcXKeK95B7DCYTnAnKj8SeI/ihNJCZ555Jv/5z3/405/+xLJly1iyZAmmaVJcXMy1117LVVddRXFx8Ym8pATeRhzqNXimys3UvDBZnuO3KMpNstjR5iJs9feqeT3oDhmELONNl/9nRL9Hk8+k7DgobxNI4L0Kw+nkiX1OQpZBUy9cMRx2/R2858GYApGVbpc2pdOLpDa9eYkWsUWpMCkXei0Ym6yOpRFgWCbUdEulanZD5jj4Y51K9DM90JMMqU4pID4xTddhGtGs/SCV/X9wrF7/1Axo7oGfr9Yi/u6X5J35g+XwselSCZwxBO5aAnedJhXC6UPgS8+qyY+vs/sk3t0EXgumadDthrzJEOmB3uhcMncQZGyFsA9GfVKKq+aXoPp5KOqBz18iFUdvByzKhpoADM7WhueCkdq47GtTA4sYrXPLbBEmWUlqBpPshu+cLtIFVILcHN2AXTtRCrquPruShm7ZAXxxrpQmY/NVrr+7GW6fpw1hyJI6yOOEO1/o3/Cmvlsk0JfmatN22mCp4rKT1EjnuX3arDUfhVAFbeACETWLe3af/j21SKql3KjlxVN74+XFgQj8d7dBZ8DB5SPcEIp/IV/YOCopAyq/TDlGx/TXA8sVYMK1DpZ968hFQnqpTeYwi5DTRzhB2LyjYNs2fnrJHplMSr6DnkOHvcEAbyF07Tj6Meo6pU67cpxip6VXxM7mRinLr58kO4CuoPwag5aIlwtHQjAMiwdLObe7RYTRkv1SoBal6jhP7ImfKxgRKdTqU1O7/+6WkjTLKz9JUEl/33h3mor5wlTFaiii+TDWRbw8U+XGHxyn63Sa0OzT+77zsuaxUbkiUr1OkVOXjVUCcmKhXt/ZLJuCBzZIGbd4sI75z+1K+vREvVZnFsHsLCi04D+1cMZwkVFHvbfd4M7X3ztrYOWP4fRvQ9gZYNT7PWz9m8mG38HMz0LDJkjJh5wRanoT/yVD/XqDjmqDeXd6CTp8A54rgRMJg+oeGJwF86MEvWmAmSp+LWzBj8/R/BSyYGimiP8X9qtyKNklQrE8Q/7C9d36WTgiwnF0rmLisrEadyVpSjqEo4rqFDcUp8b9f50OHeeXazU3zimVUjXFpTWiy9R5R+cqbiK2YiovWfPciwcUf63RofXvnSqht6PvMw2prx2mYr07qGuJTRcGuu7SDM2dY/IgqQXaUuAHGxV3Zw6R7U4oAs/sVbLTbepazh4GCyqg3acKlusmqYqlsUexe+4wVURhKL7L0hWTThNue1734I75Utb3hKQsX1yh6/A45Amb5ZXSd8l+ka5uBywo1dokYuke/WsHXLYA1t8OZ58G3hIItUHDL8EotzFmHFkRantCDD7dzf7njkxcDX+fhe0JJio/EnhP4oRr7UpLS7njjjtO9GkTOAn49z4PyS6baQXH1w8p12sRsQ0ae02KU9/Yk7s5WrqY4XlzT/xMtz6XIFUTSOCtIWC6ebrS4JY58L1X4EPF4C6CjDTY3qgNY28IGjrh6olQkCbyZ+lB+W+9fzSMyoEeGzY1aKP61y3KwG9vgnl5sCsdLskVgXSoJ1r6dQCerdTi9KaZgC11z9KDIoge2wXLqrXonDYIvrYIntgNzx+Ax3fJLmDJfm2QtzfBVxZBZYuIrr0tNl9bCOmGn8Q28NSGZdkEXTYZHzDIMCBWTXxeCdiDpNrYXKvN0eKzYPZlYLulcm55AqpehMwRUHoD/H07bGvShu6S0SJGH94udVlSdJN3zjCRMHctlVLkjMHakP12vTaDt83TODvY0Z9gicFGvnSnDRERkurS+A3b8NA2qVucJiwql4XFT1b19161kRJoXplKDyHuI7exQbYHecco2fM4wG3aeCJ+vrUoia6QwfJqg79u0WZzapEUs7/f0L9b+EsHDS4a4cTTR7uS5LQxOLraLcMDDOAa8EYQidh4i4LMvc3Npj+adNeD4YDSeTajL7UIOnoTDarewQg5fcy7I4ltfzepXWlgW5BeKjsHw2WT4XH0G/99MbFAjef+s0sEYVGaCNPmXv07J0lK0z2tSoScOURzQ29YJMTe6M/PGqoEWmdAirkLRiqxMBBW1UrtOjpP4/s/u0QEtfr6x/s1ExTHT1cqAXLecHlF7mqGx3eLIPrUdCUx/rFUZcGTi1Qq7PaKOLlxitR5/96paxubL7JlyX49XxZVSFn38zWK3b9tUdlyVwDuXKjveLAdhppg7IaGZdAYgXHTIXWQVPh9O7f3RWk6BPsQ2nYEdv0HRl1tUDIHnB6bHY8a7P0fzP48BLph12MDH6u3CbpqTJIGJ7qJn2xYls3gDKk3G7vlC3rWMCUZuoOQn6r12fp6kXXzy+HsHCXu/rRJquvaTnhwi8jKyUVaw4UtWFGrqoxgBJ7drDisyNTr6R6poxt7RB72+uQRvq9Nx75wpOboYETJg9/tVwJieDZ8cDysrYeDO5REL0sX4fvP7aqs6AxoTrxwpIjMxm6duzhdSYekqH3B9GJeFfE4DJ3vppma73uDmtuDXeBvg4dbZANwxTitM3+3Xu+fVyZytb4T/httonXXi1CYAp+cpnO3+GQXkJ0M2LChEbY16rnSHdRzKpbQvHaCvm9PSMeeXaI5evMhWF6lNUiOV2uNXS2Ky2snyr7jgQ36Hc0uhQ+Mg60NMOs2WH2fvoPTC2Vn2gw/xyYwgOY0RJDhFztIyjHZ87hJqAfcaTDqEpvCGRGC1lucvBNI4B2KRAFzAm8LDnaabGp2cXZZANdx7uuU49VOqOFNkKot0SZTb1ap6nWC12HTlGhWlUACbwm9IYOIrUWuaWvBebAcUiMwJFcL1opMaOwVQfW+EXDa6VrcOgw1nXpmH1w+WqTS3Yu1MXxun8jQpHSYlarF6KpalZHdv0KL9M/NkmJhf7sWwPXdKm/882ZYUxe/xperVEp292J4uVobyd4wjCuAngCUZcLv1sH1k23CERicaeMM9eBL1D69I5DujvDr/SZXT1B54ewScKbAnS9p4wJSXP57P7SUwqWjoOk5qF2hJkcVH4bna6VeOX2wNipl6fCVJf0Vm4/t0vGvnSgf1g0N8Px+ESafmg7/2K5xd9NMkTJzSrVhbO5V+WKsudSeVm2EOgP6XG8Ivr8i3lgN4PE92kjeOEVlurnJIm7W1IoM+uA4xVPYUqKhtlMlhq6d+s4xfzaIq3GK02FoloWXEJGIhctjc/8Ks58X4/JqkbOfmwXfXRb3pbSBzqBBXh9Ri5cwc0pNllcfqXQZlWOTZByfTVnYCOGtiDD7y27skInpANsTJGCFj87oJvCOgGXZBJy9jL7axejLXdgRMNwWlisAlsn7Ryfx+41Hjq/5ZbJp+fPm+M+qOtTo8FPTYMYgxWZRGgzJVgwuqxIpcc/y+LA51CNiaU+LSJnGHsVU5LBxVZASLf014o2t7l8L7x8lwmN3S/y9pw/WcZ+u1L+L00Riff3F+HkvHAk/XS11WwwraxR7dy+Weu0Pm/S8iWFjgxTpX5itZjaP7FCZ85XjdB8ae/R9fxn1U750NHgjsO0XcKjPfap7CZrXwznfFDF0eNM7A7ikAtoOQvmF0L5JjWtadhmYIRd7nzRo328w/kPyTU3KhrRBsK7m6L/n5u1QMczESlh0nFSYpkFFFvxmvWyRPj9LY6ozKEX0fa9oPirP0NgalKZxN6VIY/jBLYqzuaX6rzBNCYGvvaCKn8pWEX4xBCJSjs8pVUKhKF2JkPvX6PUJBVKqmoZUrf/bA0ur4p/3hTXnvX+0yvctorYBpuIuKykeq1UdSnCGI6oouXysSNV9bZDulpp9Y4PmwXllOrc/LD/iJKcqofyt4MyEmv3whTmy2AhEtL6cXSrV6I4mkbc3TNKz4POzpDDtDCher4zaGNR3iZxeX6/qkpU1+q5NvSJIx+bp/j5dqfs9oUAJ1Of36Xdz/UTwhKCuF7oNrZdjftGxtYIfEcpbGmXz4W+GIbeCFYCQAfn5NkGr56jzZNDwMWixg+I5buywgem0sbxBguFEnCbw3sUJIVUPHjzInXfeSU1NDZmZmdx+++1MmzbtRJw6gZOE56rdZHosRmQe/wes1wkpTov6njdObDb7TZIcNp63UFqY4bFo9h0ng9gEEniPwm1qteYyJUoLp8Eja6AsXx5TLxwQyfTnTXDFeKlndkQ9Jg20uL18LIRa9O/OgDLwpw0WIfWp/+nY7xuhjW1tZ1Th0yMl0sF2rRe3NcnXKhiRemJRhVRKMZVTd1A+dJ+cJhIXG7Yc0gb4n9vhwlE2aY4QEb8+kMjRv3PgCAX4wiyThh6TZysN7l4sgj7YZ9rK8oqgrOqA+9eDJx/O/jKke+HBqMfioXQRL6ahzeJHp0qB2vc4lW0iN88eqnHmMuWptrpWG8/yDHmgnTdcm51dzdrEfXGONk/r6zWuu4MqaewKaOz2JVRjaOiW192gNG2aClPh5jmwuUGvzSrRhvb0IfJ2q+mUv2q2VzHy+406zhXjdN5dzdDSa5Cb5CHP42Bzk9GPUI2hJ6QN4LRB/b3nkpzInyMKOxTkyjFObNtkRU3cCmBCvs2Nky3MYOC4cZ6RiEXE4VcXOUiUJb7LELJD4ApBrPFTRP+bVhihdaSD/+0xXk1wlEY9hO9Y0v8YsU7k25vktzqrVB3KYzH4qRmy5BhoTK6qlZL1zCH0ExC4TD03ghG9J2LFS5/PG675LWQpmXfzbJFV04vVACqGs4cpARI7b0GK4rYvoRqDPywF30Wj+hOqMURsEUZnDlETni2HpLT1OjV/Jkeb43UE4Lcb9Jn5F8H4s2HHT3m16VuwG/Y/C984F+5ZGZ8ns71Sqtc2wZJifd/Z42GiDfWPg2Gb7H1KPozNfRpuTf8UuFIgNMDzBGQPYNuJDMjJhmXZtIY0bm6ereTfmUO1dorNfZ+fpfemuvXzui6o7oAzhooIjKlDe0MiUZdVi5ifWKhEHCiZ/tGpsuRYW6d594whSoL/dJUS7VeOFwFqmppbIsQJ1TS3PMktW8d6YrcSKR1+2V1keTUHt/miVgUREaxdAZX6g9aZ102Umvz/pklZ/tw+JQxPHwKtvSJtD7Tr/QYiUF0+3ZNnKxVXX5ite7GzWfdhZomuy7IVjykuJTQcUX/YghTdR8PQM+PsoWqSFfvchnqRsPPLdM8zvZprn9qjyql9bfKuHZ4NZktUgJCszy+rGnitUN8tlSybwZ4KP94FN0628RhBXivswpEIOH1xJimx+E3gPY4TQqp+/vOfZ/HixfzpT3/imWee4eMf/zgvv/wySUlJJ+L0CZxgtAcMNjY5WVAcwnybuMdsr03dmyBVm3wm6W+y9D+GDLfNoYRSNYEE3hJSnDZDs7TwrsiAzpC861p8WpROKdIC/MMTwW+pUZSNNo/JLvDYsOfX4L1YzUQKUtTIymVAj6UOzw5T5VltfshPgUe2i4h9fr8aixxs0wL6YLsWnLtadJxPTO/f3XhdPSwaDO+L+sltqBf5esEImwxHgKD/+FqcJHBiYNs2rmAvpalJzC51ELENNvbp7Gsa2gj+dn3/Bk6bG1XufsVYbS7ruqQCjdgiOkflarzev7b/+bYeknLmuX1Sk8awq0Wbxi/NhT9u1HEOdkiZ+tJBNbZo94sE2dMi/187eh1HwyvRjsN7WvXfsqpop+RDuvawpcY5saraPa3ymbt5jroi+0Lw9aXaLOp1gxU1BrfNdfFKzdEn9k2NIppjpGpxGiSbkX6kKoAR6OWq0W4+MNpJb8jA65RC1Qi+9mYugQReE34fi8pTmFdmUN+luaCxR//1TXZ4nVJq/XyNmhaOzIW7l8af/XtaNRc1HMMi+2CH1GK1nbKk2dmiY754QPNLcZqIG9OEP23uH7c7m0Xqfmq6ki59h36GR+XH4/JFAo3MgY3HiPkNDSKwjobuoJ5NMTX67hYlU4Zm6bxP7Ik3ZwSRzEMz4fqbYPO98Z/Xr4byc6WK9UdF3ylu+OMG2NIUf1/su9/8MeisZUBWumoZDD4Ndv/3yNcMB+SPtwkeLolN4ITD43GyaZ+IvjSPyM76Lq2jHtup8voV1ari+dHK+K86VqJ+wUitmxp6lMj71mmKuQyv1NkxfHyaEglVHVJzjsxRjFS2ae3mdWncdviVhNh2SGMPRG5+crqIyFG5uo5PTge3U/PznlZVKs0ulapzVK6uNydJ1hrzy0Tg/nmz1LbXT9I86XGIzP3xKvi/qZqLD3bEr/mRHTCtENL9MH0ofHs5fG621g8/W61zXjBS61ATkaahiCqhhkf9ZRdWiGg2AH9Enz1tsBTAY/NlPbCiRokaM0q6fmG2nmUZXsXqxaOUBNrXDnm7ILMcWlJhTG68aeVAWFsPZ/igwrT5zmkWrnAAExvD5SAcjiTm4wQSeJ04IaRqVVXVq8rUadOm0d3dTUtLCyUlJSfi9AmcYGxoUup7ZObbl7bK8VpvilRt9hlkvMnS/xgyPTY7295iF40EEniPI2KYfGi8fOM+NAGC0bD81w6pA365Nt4NGbQR/OIsdWa9chDs/hNM/iT8YhdcPwW+8SK09/HQG5kjxcKjO+CTU6G+Vw0+AhF5Ze1sls/cyGgn2na/yjkbe+TROqlQm1TQxjvJIc/JFTX6d8Sy8ZqRBKH6DodtA34fl4xIpjdi4nUadEftG6YWiVDvS6iCNjizSkT6ux3aWF48SmTJk3s1tuaWiqDvq+hMdok46UuoxtAUbZ4xp1RqufeNkD3FI9tF3H5yujoim4YIorIMnXfFUUpnvc64BQFok/vb9TpOhldJg8NtCm3gV2vh1rnwwMY4odoXK2pEgMbbcB39vDlJ8IVZFs5IYGCBaCiIhyAeeFXlkti/JXC84LaC1Pa4cTtNfrhC4/mLc/q/Z0G5CJyPT1N8fnfZkWPwaOIAp6nS37IMkRy2rYYzO5oUW8GIYqmmU4RmknPgREh9txIuEwvjPytKldL8vOH6/KRCmFIoK5GjweuE5AF2daXpsv041CNl/BlDVO7f0ivV4PRiEVV9CdUYKtvhQIH8ajuro9/bC2sa4IHotYzKhfOH9ydUY6jtgtXNMO8ofs2Nm6FiERRNtalfF7/RDjfMutki4gkkHgqnAGzbJtml9dKhHsWE1xmvnKhsU3L7t+v7W1XMLNb7fr1O//7Hdo2/Vp+aKoYivFo5OCJHsVjdIQJ1YoGU2ZsaNdvkRBsiDs5UHD1TCecN03wJSj5sb9J4vn+Nxrhta30Xu96XDio5uaYW5pYpxtbWSekZCENmkubu5dVS5YKanH55vtTqq2s13r194mxjg5Ls9mBIM6Qejfmz1nfruwQjcZWqZSmO81I0l3udsPSAvn/IAg9ae7T06hnjMvW+7qDUqFOK9L5VtfJmD0akeh2eHb8uRxIc+AuUfwbys/tf7+HwOiDiA6fTJhwJ0WN4WFdv0BPScyfPG8EM+o/XUEoggXctTgipeu2113L33Xdz1VVX8fTTT7N48eIEofouxtpDLsrTrGM+xN8qsr0Wm5udhCzekGdrs99kWMZbsyTI8lh0Bl34wtGyxgQSSOB1w+GASEQ+iz9dDd9YpEV6llflTC0+LcyvGq/3N/eqfLkiQz6m1w8BqxsmfgaqLbhkDKyuhrsWqSyyza9Fd5JTi+SrJkCqF+ob1Tn21ufi1/JMpTYJZ0bLoD89A364UiXMl4yOk6pnDJFCYl21FtUXj7TJcIYJ9CYWmu8WOIK9ZCYns7Dc5Ik92txPKlSp7OH4+DRtyjY2xInH/+4WsXDhSJUNrq4VSfJMZfxzEwulUj0aXq6S+vV/e/TfvDIpU/JSpJ7r23jH44AvzpVKtq9qJoaZxfCHjf1/1hPS5sq2B26GBdGfG9q8DYQNDVIl9fUe7oszh+gcn5kBOUk26UaAYKLJTAInA+EQQ1JsmsNePjPToDOgctycJM0zEPdsvGeZlF+9A+TIdreIsDm8rP7j00SG/GlT/Gf/3S01eoZHf/54ldScC8tF6BwNK2ukVktyity9fhJ8Y2n/OH18t5rQLT3KcRYPjqv2YshL1hz401X9y3+TnHDnApFNO5v0HR3GkZ6wAC81wSUz4qTq0HPUzO8jSaoAGZQKv9t05Ode/XwVzJ8BDg9EDm8eZsOeJ2HGZ2zGXG7Ttk9Nb9JLbCLuABE74dF4KsCybGYUa4460K65LN2j8X/JaMXA4HHxMXb5WCUGVtdKGeo04wmF8flqmjavTPNhilvz2aRCqV2vm6T14FN7dT7QnPJ0pao05pUpIf6PbVKflmVo7E6KzrfDslWevyjqNbq+XteQl6LjvVIN4wvgxytlJbCoQnOiYYj0vGS0khkH2pWAz/LCkn16PnQEdK6C1PhcbiOf48vHwKx0VTXVdymmQd8ddPyY6rM+SrqeM1Tr23uXi+QNRvQej0NNqeaURu0CIvEGdyNzRAa/eED3wQBmlEiN2+FXMzxvheL14M9g7CdEJP/xKDG6MBvaasBMsVnX5OH3m7T+cTtU1VWcbnDTtGSMQO/AB0gggQQAKdHfdtx0003cdddd+P1+rr32Wn7xi1+ciNMmcBLQFTQ40OlgWMbba66S7bGxMGjqff1DOGRBR8Agw/3WSokyPZoVD72BcyeQwHsdtieFHkcqvc5UOh2p2LbUoRsbwWvC37dIWeoyRbL+dLU8UpdXqdlOTxAe3QX3boU7dkCbQyrXHc2wqk6b5EC0OcGfNmkB+eNV6kZuoIVrbPM7KlcL5I9NVXOiLK+y/wc7pLqw7Lg6aXSuFq6HerQhz02yGZlLglB9F8BhOHCHk4k0pBA4kIKjQ518S9P1jO+7CYrhg+O0oZlUqPHz+VlSmIDKZ2Nqkb5jCOCCEXCou7969HAc/pllVWqg8eAWjuhkHohoU/jBcUceZ16Z4mEg4tT1OooswpY83gZCZ0C+dYsqjmRfRuUqMfKvnWqIs67OTvghJnByEQnjC9vc9wr8fasqFz48WaSFwxBx8OBWvfVoI/X5fUqWZHrjPxuaJSXZlkNHvv/RHZCTovnGH10Kxwibo8GyZR/wsal6Vvxl85Hx2+6X/cc5w478/JAsmFyoObDvM+HCkUquHO6n6AurOVdZhjye55RpTrxhsuL78GszosvdvLGQNwrywjC9CEpT1AH+tb4bhohT47BlszsVpnzUIujsJZLaQ+akXpKH9hJ09SYI1VMMkaiIZX291ktr65QISHH3//2nudU8KjaXdQb0975DZG2dFJ3FafDkHo07E8VYmltx83KVxvQX58hO5/pJIkcdhuLXQMd8plIxHTtH7Dymoff0hGTfEbFhcYXIynOHaz33p03w1RfgF2u13qzrgmf2ShXa4VPy4dsvw9P7RApvrJf9QTAsm5sYwhb8bSv8eL2SNnDk8+TwqTBkyS7IF5IX8gv79fdgWPP+3lZVV21sgBSn7oHL1Nr2mgm6tj9vggtHSc0e+/4vHYQOJ4z6iBrFvXIrjPDByOwjf6eLi8F1ECZ91KbbY/L7TQbDMuHLE+ArFXBLHlxXalDbYuBwJio0E0jgWDhhOrtIJMIVV1xBamrq6/5Md3c3W7ZsYfbs2W/jlSVwPLG7XQ/dsrS31wMp26vjN/SaDEp9fedq9RvYvPXy/6yoJ2ujz6Q8PeH1lEACrwXLm8ofNsKHJhj8aq08JH90lhbPD2yAW2bDh8Zpw3jnAi00qzq0UZw2SOWUv14fP16WVwv5A+1w2VhtYoMREU0fGq/FeJtP5NLgLPlIbo5uficXKvt//xptLEEL7/OHS30wu1QL1GBYpZupblhbq9K2bK/NRyaD6TuGwV4C7wg4DAf+ai+rfmQS9kFqEUy6HiK1cPM0qOqVkmRGsdQaoE1dQzfc8Xx8w5TklJrUGy3tXV0rwnVSocbR2UPlt7i9SaWPV42XUmYgTB90ZHlwICwbgIHQFZSS5guzdF6PU5vc3S3w181Hvt/r1LjOTpYabiBVXrILghGbs4YYPDSAStdAnaCLUuHL86TGCVkq1QxG5JMX86ycWQzhRDfgBE4iLKeHFMPAYSgxsalR4/6bp6lkeXVUTRYztPA4jrS96AkpsXHXIs1FmxtlG9BXoXo4XtivuSdm/7HtkCxC1g1g/QGyE7EsxWZBKvzhKMf+21b5UY7NE7kVjOj5AiJktjepGePt83Sdg9IG9oNNcUnB+sCG/s+X0nT4zEwpW2Ok7oIi8LTA7Nsh3AnP3QZOD0y/GTpy4YlKlSsfzeN5fgn49hhUvQBzb4VDW6G32SZvHOSNswi7/VhRVs5KqNpPSYTDFhFD66cHt2p83DBZ84XbVMm8jeaYqYOUhN7Xrp9Xd2hsjssXAbqzWUrRn62GD08SgdrhhymDRCY2dItIXFiuGPrRyngy0mHAB8boWLnJ8jp9aKvOe/4IzdkuU8mSrYdEnk4bpMTCZWNVdTS7VPF400zF5+YGqVhnlwJRP/PlVWoUZ9lw50I1fNzfJp/TUETXWZKu77qyRt9vTqmU2//bDWWZ0SZSe6NrhWhzqliTqryolcETe2T1M6tYPQUOdYtITXLqen6+WusO29Cx71qkapHtTfC1hfJv3lAvP9iIpeP+Z5fuwTnjYc63oWEFtL4M/3cxNJlqEOY2YV4epAUgtQJ6PAYvH4AxOXBVFmz7bp/mcQaUnGZivt9LhKN0lEsggQROHKl6ww038Pe//50JEya87s9UVlZyww03sGPHMRyWEzilsLvNQbbHItX19i6MkpyQ7LRpeANq0aZoc6mY0vTNwuOAFKeVUKomkMDrgDs1me4QfHiywR82ilAFsDu1KP/JKrhvhX5261wpFc4brgZTgQi4jf6EqgHcOBmSTC16t0Q3uLta5NP1x41w3giVgG1qFLk6rVgL1NOG6PPBCHxlgcqyeoJS9T1TqUVrfoqUh1sb4W9btOD/ygItvgelgpEgVN8VMP1eXrnXJCaGGnsZ1K0Hbzrs+hHM/wpkVcKUeVLVZCVp09LuEyEDUp5EbPkAnz9cY9HrhEUl+rM0XZvOkAWnp2njY6Nx/9DW/qRmRrSBRt/u36AN3LHQ6ZeSuiBVJZX/2g4zSwd+74cnKXFRERG5+5v1R77nynGwqsbgnKEW/9xhcniPmItG6TzP7VPH7y/NU4flv26Rki6GGYNsMj0WdgAMw8ByufFbDsKWQZLTwmMFiZwgwtXhMDGDbiy/5mxHkkXEFSQSSSRF3y1wmg7MoJuwz8R02RjeMLYzzPYOJ6vrDN4/Wg1wQCXDD21VzO5qjh/j2X1SeR5eJmsgdejOJhEwZZlaBw6UlIihMyDv4hiaov6Iw7N1ftBcd/ZQEUPpHlnXPLRVpBGIQFpQru7dKS49S+yomv1Au87hNGVRMiZPyrmn9uo4kwtF/PSN32mD9AwyDCUmK1uPJFyrO3UN10zQsyrNozh3l0KoGtb+TO8LhmDld2DyN0R+eR0wJFNEWl/kJcNUL6SmQM5iaPVC8lxI7TQoLA8TCtoY3V5MC5xJ0ZL/RFyecjAMgySX1mRnDNHz/6er9fsdmiW15BO7FT8N3WChtVXEVtn+NRO0hppaJPuKz82CnSvixxiSJbL1qgn6fDCicX/vcsXf3FLFisepuHA54NpJmh+/sRhae1XtdOlYeGGf7Af+sll7xTS3Yuwf2+C/u5TwrMgUcTu3FCbmw/ZmWHcA5iTD5BxYUqPE5JBsXfM5wxT76QZYmyF5KtimKjqGZUIoDCGUdHE5NB8Xpapyask+WYGkuhVTIQs+Pxv2tcqD/fHdWn9OLBDBmuLSWiJmS/WrdYrXETmquCpJ13t/thpGZ8NZTqjthiSv1qtzSnWPl1WJvB4xBfwhXU9qRNfiAALdstrwuXT900tgYSns+F4fQhXAhprnIafcIHeGmYjPBBI4Ck4YqWrbNg8//DAvvfTS6/5MY+Mx2lwmcEpid7uD4tQTs1HK9lg0vIFmVU0+E6dhHxfCN8tj05ggVRNI4Jiwk1J5Yg8UpBoMze6v0mnzQWY13L0IHtstVd8zlSpXrOvSBtJlgO3WAvJQj0oVLx4FPSuhfrg2kVUd2tzaiMQamyfSx2lqgf/nTfDQNpWZXT9JRGlMmZPu0Qa2qUe+Wk098gr7/QZo9skaYHYJbG+yGZsHjkDvwA13EnhHweVyUPMirxKqrmQ1dig7G175KhRNhX3PQtXLkLcWvv5ZOOSDhi44Zzj8Yo0asIA2VTdM1mbz3GEaP79aF+9oXJASVU8flNdZu1+EyFcXatPW6tOmbVwB/G79kZ6GqR5tDGOq6r4wkFK1oVsebU9Xxj/zxbkqW67r0kbs/BFS50wsVKKiJ6SyyiX79Z6iNDh9sLxSc5Js0s0g3z3NzRN7DXY2G2Qn2ZwzzCAQ0WYOoNUvJc21E0Uibz2kjeP8cnA7DCI2eBwG3WYy968xX22Ek+Y2uXq8ydisEEb4KOauxwkOw0Go3su6+016omr1lAIHUz/uwFXgT5QYvwvgsj00LHOy41GpzgHyxpmM/bSbR3caVHeKrLhjvlRczVGCM8WtMuYXDugzmxtF8Nw8W3HR0C0C4+xh8o7sDiqW/r5NZcSj8+K+iYdjRrEIzr54YIN8WJt7lQQ8d5jmo5hvc5pbpFJushpOfWyaVGjfW67ngsNQ4mVWicjOc4bBP7crETIkCx7dLtL2wlEimf69U+dzRefCriDcvzZuSTA+X+ROX1UqiHxJcul626KJktJ0+MhwyBwC7VEvyUgQQpXgGwFZQbghD/bkwYuHdL2zc2FKMmy7L9pUshkao36wgzPhEyUOqn9v0BBN7iTlwJSPmiSVBggzwAMvgZMG27Y41CtF5sJymJQH/90btYPxiKQ7Z5jWdYMzNaeMyVOlRSCsWLholOJpcpHi6YtzRRpubtQ8eHqsgZVDxO3yKs1xH5+meXZFjRSlEStOksYSFKluuHQ0HGyHM4dq3N4yR8TiaYNVTbKtSces7tRacnapkowOU9/h4b3gGgpTvDA/D56ohnV1UtFeOho6giJBr5kA312hNWNJutSnB9o1d352DBSVqmlqukfPEhsRsoPSFe+NfdYG103SPWjz6Tmzrl7fr7oTHt8jlezyKlWiNPXC2HzF59+3qfrq4kLoDsCP18JlY9Qj4IIRUq8v2a+GWYVRFe6LB6AiS6r7glS4dBQEAvCXNfp9gawLbrgR3I9B48r+Y2DXvwwKJnmIOHxv82hLIIF3Jgz7BBlejRo16k19zjCMU1KpGolYdHb6yMpKoa2th/Dhco73IHxhuGVZGmeVBhidfeyNisNhkJaWRFeXj8hAzvivA0tqXLT4Te6Y/vrMs/++28O2VidXj3zrXohLalw0+02+8jrPfTzhdJrvyXGXl5d2zNcjEYvW1kRpyuvBiRhD3tRkKttNUt0Ga+q0kP7qC/HXZxXCokaofQ5GXA2eEkjJ1oLSEYGQAS9Uw3lDIdIDwSQRWdkG1PwFMsbB/5JhRC7Mr5D6xkQqnkBEi+yuoBQ0gYgWtv6QStc2HZav+8wMqXOuniCFq21bWLZBksOiNwxJhAgFjiFLegt4J8fzqRCTb+b+ud1Otv8uiZropiGlAMbfAR0dsONOGHYutB+A5ujSw5EMC38Gfkvk/4F2ETEzi0UgJkXVMzbw4n4pVUoyNPbCtsZ0QYrI1otGyW+uOwS5Xn0mbGszaaBNamdApIbHCcWp6qr9wAZdS5JT6rUxedq0tfRqgxmMaCOXmywSxba1CavqEJH645WKH49Dyp6OAPxmnVQ7Ock6zivViqO7F9s47AhuK4jhMPHjwjQNVteYvFR1ZGMs0xAxPKFAm9+/bBbJ+/0zIrhM+MpSB52HN6gB7pxvUe4IY4cdYNhY7iDhyPElOV2+FJ67Na5IjsFwwBn3WISSjhyfLtOFEXQCBrYrTJjgEX54R8PJjufXikk4uXPl670/TqeJGXCDbWIbFrYnOOD7nQ4HLWuS2PC7uBmx4YDi6TDiUqgLwu4ueKpG5MzmRilIG7ulQP/8bCXRqjvjx0xxyTpmYQWsr5Nirr5b5ElBimJpQbkUYbFhse2Q1NogsnRBhVTtDd16FrhMkZn/26OYG5MHd76gWM9JUjJxeDaY0dLlQFiqulcGIG2nDxK5W5YhYtS2pX6ziPrEmhD0QXc9pJXClmZIcut9WdFnTk9IZdktvSKHYh7Mq2pEjt33iojaxYP1nOnwi6C6rhQ23BG/lmHvg+a5MMUDS74AWUMheybggM710BQljId/BH4T1jMphlQ33D4CNnytz5cz4LRvW9gZPa875t4JOBXmyrcCl8tBl5HElkMG3UHIMWBQE/i7oXcfpBVA6mRISQenF0Im1HXD85VKGP5+o2LgrKEwvRiyPPHxCppDwjbc9ix8YQ6ku/WZ/BQRhfVdmsvG5EFxuubDDn9cRZrmUQw4DXCHNUeXmtCeqjVjuAo8o1TZ4QvBugbF8rIqxWNSVB265ZBi5OwSGJIDQaAwQ7Y56dFzxCwGvE4lD5p6NHd+aDzYFmBrDRAJg+mSl/P7Rqm03wJqOvQMyvCKEB2bC6EWqHNJtZqTrGZZTT2Qn6w52TC0RmjqUexubBBJ/LUxWjc81yVSNtWtcxvEq1yqOuHhbXDdRPjWy7rXX1kgFfv3XtFzYU6p1O1ZSZDigLQQhDugeasayQWic/5ZP44QdL47Gla9nrkygQTeCE6YUnXnzp0n6lQJnCRUd8lPNT/5xGwksj02O1rNI5p7HA1NPpNMz/G5thyvzfZWUwRQQrCaQAL9YLu97G03qWwzmFyojeTsEi1EY95YKxtgxHARQnsfhN4m8GbBqEugugSGlkTLzG4Q6TX6CmhKg5QiSLkYrE1weTGs9sNtz2nR+Y1FWmxOL1bzg9ml8O+9ytD7w9q0Xj0B5pXCz9fGr/fx3VIzPLHH5lPTbVwhP0YkQhBNkm8PnZrAyULE4SRrtE3NSk0cKQWwthlygOQ86G6AjDKRqq4UGP9F+M8eKT8CEZiQD19doHLhbyyNj62LRmlDMzpP5EFDtxQ6rT5tDi8aKQVZS682fWcNFZm/5ZBiY16ZFHV7D0pl2hNSfFwxVtYYT++VtcXTe+UzZxoidoflyGft8d0iS4tS4YKROub0YmjqjitrAxF5DncH4KNTdazn9il+phXJg+6+Vwza/U7OGeZgTin8bLXBtEHahJVnHkmqWrZUOrEGXfXdsjNwmTa728wBCdWFgyC53mTVQ27a90stPPQck/LTLALG8VHCeM0kdj5uHEGoglTKe58yGPYBJ6GIVHGmaeD0J7PjnwY1Kw1sCwZNNxl7hYtIsg/LemclPd6pcNseWjc52f6wSW8TJOU4GHOZg+xxYUJG/8FkBt1s/2d8AehKgZmfgdo1sPQr6jafMwpuuwLaw1J8tfikSP3MTCnIr54gxenyaiUnStKViFiyT528/75NijXTgLOGSGH3j23wz2jSZWqRYv/eMxV//94Jn38qrmD//itSzhWkqDKiPEPkbmdA8+JZQ0Vo/ma9qihSXCp1nlWquDq8ud3aOrh1Hvx2PQzNVhn/v3cqxjM8cMFwmJoC2TmwrgVG5enZMLUIVtZKJegLq2z7g+PgxYN6BsTIXX9Y98SKWpvE7td5w6ErCXJHxxNOGUPBcIO/EZxJ0Fap/w5HchF0HKbc7Q7C7gBklKuhDgA27PyXwdjrXYQSM+8phUM9IhbTPapQuGUCsB6a1kNdD6SvgsGXa0wcCosQvHCUEhafmKZGbEOzRfY9sVcNlfxhGJENV42D3gDcPAdWVosgHJat5oc2qjj60lz482Y43S1i9EtzpTZfWaM1Xm9IiYCrx0OHBVn7YE0mzM7W2Gxsh8d2aV04OFMxHLZE0v5yrZLr5ZnyQ35oL8zoFbn59F4lF/66JW4R9fhuzXOFKbIyuHCkVKzLq+CGKbI+yE+BHBPOHCZidWOD4j87GR7bKcVqdhL4R8C0bBjUAZ+cDs/th2+8qOZbK2q0zugKSi3+/tH6TJtfpGrQIRL4zHypXUMRrUGWVen+xuL8hsmyV7DR9VZ1aH2S5ob/myZv6TQPpPqh9kmoe1nPztwxMP1TsPu/4GsF20zMgQkkcDScMKXquw0JpeqReLbKxRMHPHx8nO81Sc7joVSt6jL51z4vX5vRTX7yax/jaytTKEuLMH/QW1+o1XSbPFLp5c7pPRSmnNjf/clWwpwsvNMz/acS3s4x5PE42dru5am9Bosq5Bv33eVwwyRt+p4+bMM1OBOuKIfBqdBTDcEy+PteuHECVD4M9S/zaknniCuh+AwIow2u04wvIoMRkVDpHli/H6bkw0E/VHXL521dnVQFBjL7f3RHXLHqMODTM7Sw/t4ZERyBE5eJfyfH86kQk2/0/hlOJ0tqPUzwmuz8JoR6oex0WDJGpfnXGLDztzDvNtj3PAy/EQKIYGjo1rgrSNWm8nD/wOFZ8PFxUqjVhOD3AzSbuXq8fNy6os1vhmVrY7e2ToqxnpDI0N6QNosxZdetc0X2fOnZ/lYA5w+PqsgGaH51zQQRLh8YK2InRqyOz5fSbVmVFHcTC0WatPpErvYERQbvapEyaGqREiPXTIBkt3xfD5+2HYaInu8tFwn0kUk2cwoDPLjLw3P7+y8IBqXBJ3Jg8/eOvOa8sTaTPx4maPoxDAOcLiK2gdOIYIVef0mwEzfde93seMSgo0oJm8KF4EwD3wGoXwHpJTDt5gBhU7XPnnAyL37V8aoqJwZXMiz+tkXQ9dpj+WTH8ztdqeo0nNS94GH7w0dmq0d/wKL4tABhOz4OXL5Unr1F48t0wZw7oKURfHXQ8BL4o5YThgOmfw12uURG3joXfr1OxN7sEphUpBgwkNorbCkWvrKkf0PDOxfAD1bqc32R5oYvzBZR8su1SgjadrzJXUzNPSRLJEdeMhzoEKHT2A3fX3HkvRqXr0SMgQjZSFRAEIxE5z5L5EiLD4Z7RTQ9Vaey4IXlcFExuNNhR4sI04e2wu7W/ucwEDn1h43xsuRPToOaLlkl9IXDEDlWFobmtdC+Cco+CnY7ND2reNrzPyiaDUkVEG7X78CdAbkfVzLGAazvgB3NuqarRkBpI9SthdrVSnYk58Kcr0UIm+8ORRycGnPlW4HX6+LxAx5K0g1MQ7YTRakqtc/1gBWGqjawPDAyR0rrjoDGrcPUeK1s0xzz/H7Y16axPKVIlk25yUo2gOLG5VDjpp4A+CMqm79+kojQwlQlLgtTNC8bhuK1uVfE76AUGJoLkQg4bWj2i+C0Da0XndH1Ym2X1KlzStWEKkZAFqVKUWoampcnFMBdLyrBOaEgrkgvSYf/m6rzrqiBYVl6vTMgC55N9TCjBO5YIvJ4apHWu//coYqR2aVKxqa69e/SdPjpGpGfHxijxOvaOp1rfL4I5tg98zp13iSnEqStAd03j1Nz9d5W3dPTB8OwFJX5Z2XCijqtOZp61ejufSOk+r16AqQGoP4X0FXb/3dvOGDuF8HGwlvhe9d4qiaUqgkcb5wwpWoC735UdznIS7Jel2r0eCDbq11dY69JfvKxSwYjFrT6DSbkHp8cQrZXk0pdj3nCSdUEEjiV0YOHVdUGH5sAd6+A2+ZoIfiHjfCt07UAfn6fNoQGWvgNKhKBWnEePF4jj8aabmieByMWQfvTULcUChbr54/v1kbyA2O0uHxiNwT88KXp0LEd3I/Duk7IGgtTFgMZMv3/6xYtVP+yGT4yJU6q5iZrA5AbLbVK4N2LoOnm37tMVqfCJ26Fygcg2AYFHqk99w2DcdcCJWBeAT+JEi9j80VAprmluOlLqKa44PNjIbIDdv5Am5vCufDVyfDDbf39Ch/eroYxvpA2ZStrVO578Ugoz5LCemezVCOXjNZm7M+b1Dznw5P6E6oGakTx3cOaW8Xwr51SqOyKNgDpCkgNFxvvvrCSHDOLRSg/sSduJ3D1BG1Av/eKypm7g7C1Sf7GN81UDMUI37xkHf+J3dpAXzbGYnJ+mHA4QnGaHb3SOC4ohv0PDHzNTdsMgh0OyHdT73fx2DaDFp/BsGyb9w23SbH92K/DIsAIODm01SA5F/IWQHA4/K9BFgkjpsEZ50HvGhvDaYOlMvLa5cYRhCqIeN//HJS/z0k4kvB6fDthBt3s/PfA5T+7/m1SOs8NLv0OHA4TKwQOD2QOhbLr4LEm2BWAzGI453Pg3g17/yqybt8/oPA6+PhUkTol6VJ0v3QQHtkuku/c4SI56rulJu0bbxMLNWccTqiCYnxdPUwq0DNi2qB407myDMXTmlolMjY26DzZSYr9v20Z+F5sPQSXjxFR8shO+T9meVXuHLFFQo10w6FtUPeinjvvXwBXzYBvbZI1yUOrpLa1OZJQBf38oa3w5fnws1XyEh+cJauSvhicqfLmlTXwr2aVe7/vk5CaDOvvA18zlC6Gyd+DJw/C3g7ILoHzbtVzrXYlpC3V7+HCmfCJWdDZALV/hR2dkDMC5t0K2x4WiROO+akkcErAsiIUpOq5f/NsEfFdQZW9b24UuXfOMChPF7GZ4pYvfmcQsMHrUgn6+SMUe6XpcM1Eka+GAakueGafkoCXjtGfy6tF5C+qgI9NlRLTF4IFZZpnLFtDpL5LVSSdAfjAaEj1ytomRoKahkjHmNJ2yX4lIy4fKwL4r1uUSJxcBLkpsLYWArbI3hE5sKJa3/W0wUrIuExdT3Gang+FqSIn67vgD5s0z14xVkrzJ/bEPYzPH6FnwvRBSroYBtR1wsZ6OGuY5tOdzbo3U4pEXOckqaJke5P2sROLdC1dQd3HwpToPB71rLVt3burJ8C4VIjUQs0/VL5vjoELzoUX2sDlhtG5sjNKcqp/gfPQkYQqKGZ3/89m8scsAu8SQjWBBN4OJEjVBI4barpNCk5Q6T9AitPGY9rU9zoYz7E3WU0+EwuDrONU/p/shBSnRV2PyZTjcsQEEnh3IGwbXJAOnU0qUTJ9MKMQVtbDHc/LmP+bp6ks0uOAVBNcPVBxCfSi0sU/bIBNh+CjU+Cf1XDx+XDGNdARERk7fZAWpPvatGgdnQu3zIA9j8L+Z+LX0lULtUth4u3ww3UiUn+ySs0N3I74+84cqpLIs4bKxzuBdy+6ggZhSz5j91XCxVdDYRKMKITmIBQlQ+ZUeLhSZfIx1HapVPjOheoUbCCvtwwPnFcAB38BXX3Uoh0HIW0QfO5TcPfG+M8DEW00H94mkhJEwmQkKT4CsamsSxus+WVqzvavnVLvuKMqGxD503IMMVd3UJvStXVSuWw5JEIpPwV+vkZxNCxbCqK/9iF2artEnnxulgjUva1S2XQFYFMDTB0Et86zCUW0YU12WNg2FIw1SHbauO0AVjBCGJhUaPPXrf27kBe4YMcAm7cYmndCg8vF/Wvj5Fptl8GyKoOvzPdS5Dq2WsYwoLfJoPoVmHEHPNcKj2/t//2W1cFdp4FlRHe8YQf1awcm8wAa1ptUnOUAR4JUfTsR7DKwjlJMZIUh2GnIpwNwmCZ1WwxGnA/2NPja+nipfG2XymMvLJdHcvWT0LwNxrrAk6zYO3Nof9V1bVe0+csodbLfeqj/+YdkqeLhaNh2SPG0sFwxaiNi6eoJ8MMV/QnaXS2y+zhvmAjco2FPq0idvW3xa9zaJFKHLtjwI+g8GH9/x58htQhu/Rzs6xJRs/SAlH0xGIgsyvRKfX+wQ16NH52qZEubv78SPc0tm4Dvr4gTRLHn0+JimH0uROqhqwC+vSIe67Vd8oO+dCiU1YIVgrRi6NoG65bC5A8r1rE1V7fshhmfBp8Flb0wPMXAshLM6qkAyzJebcoUiECgV8m+/FSRl+GIEtZlGXrd7wPLUgxYtkhWj1PjOckpQnVzg8bZ5CL40Sol9r48T4RoTDU9LFuEYlWHLDE+NUPzWlOvxuKOZpX+gxLnjb3w49VSeecki2h1OUQ6ziyBb7+sc350iub31dF5qCBFBO/2QzCjFJp7YHeL5vgNDXqPaaiS5COTNa/2huVfXNup9yyPzv/nD5fKtqlXhDNo/jVQQ8iZJVKZLqvS9/z4ND231tVrTXzjFNjRpPP93zQp30vT1Rxvf7ueKf/drfv9+Vnyg0126Zrb/EoUZRtw6Bk992LoqoWDL8K8u8Aq0Dn/vBk+Mgb2dkPBxqP//pu2yg4Hx9Hfk0AC73Uk3CATOC6IWNDkN19Vj54IGIYUow09rz2MG3v1nuNFqoJ8VWu7EyGUQAJ9kRyCfX8CR/RR4OuFi7JhdLZKqn6/EW59TuRmqBUCNdDhgdoAfHmJGvi8H7h7EjR0Smm3txf+vENkVmEqVKTqeE29UkzcMAmszv6EagyRAFQ9BAsLRcAuHqyFq2lokbu4QkTVsGyVqCUS8e9uuPo8sjsCEEmGBg/8c6caRySnQbezP6Eagy+sjVB5Btw2TyqXolQwKvsTqjF01UF4h8oC+8IflmolhtMGy7swMEBu8OUqGJ6jMWoikvOC6GeDEW2ojgVntLNxb0gbvFS3mlFcOU4q7/EFat52OCK2VEnpHnUyL8uMH8swoNtvk2H1kBruxgz04gj2km714Az2YoXiX8QTCfDluRZJfVL4tiE12tHgSTf4z64j59aIDb9ebxIy3cf8zrYdbZbSC4EkePzgke8JWfDbTcarxzIcNq6Uo69fXCmAmSB43m6YrzGeD3+955BN9lz4074jvUcB/nsQcuYBhmwc9rXDkgMwY5AUmgO5Tz22U4RMymHDLBAWeXE0pLjVnC4vRbEFIlj/t6c/oRrDsio150k6hrzF4xRRdTgKUkQSdw4wtrvrIRj1fwxGos+J6DnG58umY1Su4nlOqawQCpLA2wumdeT1LB4sKwD/AN/hhVpImQX2efDAzv7JkxgerYTSS6BiMZhOyBoCU24AfzvkjwN3Gky4FZI/An9tgud7ICfFwHqtwZDACYTNoW746kJo6BJReuZQraUyPEpEnDNUzc+6g9Ab1LiLWFEiNqz4THGpAdzTe9XAqt2vpIEvpHG4v01E4/BszbGTCkVCnjVU8/UTu+X/63FKPb2iWse8aYaamj68TXP8h8bDsoO6hpZezXN/i8bErXNlu7G6Vtd+82w1rDttsOL2oa2wqk7+r9jxmHeaSkSkRlW42V6tIZNcIlTT3PJlXViu9+xt0bWBCGFfWFUf/9ujY+1oFhFc36XvlOJWouWFAzr+lCIlRFt9UraaBiw9KKL4QLuU9kWp+nnMBislqkAtsPsTqjFYIdjyAIS2QGA1fLgCskLgAhzHqIZ3pSSE4wkk8FpIKFUTOC5o8plYtvFqWfyJQpbXpu51kKoNvSYeh03ycRzxeUkW+zoTabsEEugL0yeVXvdWGJcHO7oh+wl4/zRwTYKWAKS7wNUC+38BM74IP9usBW2yS4vazjLoeRLGXyQPyawkbSIf3Q49vTDPCc1ZIkRzvFL6ONdD9jBIKYTGLRDsU8bbvANGfwj+uU+L01AEvCZ89wwt9nvD2gx0BmySCCbaY7yLkeyMkJds0tQrRUisfDGGll6Vvx4N+1pFTNy7XITMZUOhdYs2HaEekYXJORAJijRoXg5TL48rzYrToK5LpEaSU6TliBw10DgadrdoU7a8Wk0rzh2msuB/bNcGMsUlBc3hGJ4tFdriCpUtGkiJV9cFz1RqwzmpUJvegdDYE/UgfrE/KeQy4bZ5BoZpYL+GJ7odiTDI7eO7p3lp8Rn0hqEoBXpmG1QvO1IVbjggbRjUDuAxCYp1n2WScsyzgifTImuIya6mo79nfzsEbQfJpkGECMPOs2nYMLBSffj5FpYzxGsUxSTwFuFMjpBSYNLTeORryXngTLUIGQa2bRMMhalYbNPcZRzRPC0GG9jfCyn5UDzXxpNj875ig2DEoK7r6J/Z1ybCY2+riBS3QwTHFWNFhgyEeWUiNv6wUYq6DI8Uok/tlbItJznuNRnD+nrF86MD9PJ1GJr3YorwnCSRlp0BSI5A1VFsPwBqX4IRUxW3VR1w5Xg9DxZVyPc4RhBtjKrwvjgHPCEYZMEhp87VEvUyH559pL9qX6ypl9qwpvPo93N3PYRfgrAffC2w+wmY9nEYfBqEcuEn+/ordh/fY3DtBBcz820IJ2bkUwFlmRq/I3JlIxOxosSprcRfxNZ4s+z+BPzBDs1RmV7Ndf6wKh6qOqJJvS1q0JThURKxOE2l7D9cISsAUBOomCLV7ZBKelg2fGGWPFJTglAVVb5+Yrp8xicVKW52t8CsEiUtPzpVc/zmRs1jn54RTRIGFbexMZzqlip9cYV80J/co3j85FStUb1uPQdiXq4OQzG/tVF/94XhlRp5mu5vV7w1dsuPvShVcQ8iRkFig9vmKd5/tlpVJBMKlGw14NWGzMOy9RzKTpLHrIVU5mkeCQ6SnEocOfYe/ffYVgkON+z/N3hWw7gPwdg0CM+CA48P/JmhZ1vY7mBi/ksggWPgpJKqlZWVLF++nEOHDnHNNddQXV3NqFGjSE1NPZmXlcCbQENUCZp9HJWgrwc5Xos97a5XJ5yjobHXJNtjHVe/xPwki3VNLrqDBqnuRA4vgQQADFQjVP0kfOgO+NU++L8Pwo775OvkSoFDfr131q3wcJUUD4/vUqlTIAx/3A03XQp/2w3fOk0+iE098NFJYJhayOc4pYYwTWXyJ5wBkZn6+5irIMWC9XeqYyl97NncDqkefFH1zrdfgo4gjMyxuXAkhHyJDdy7Ga5wgC/McvCbDSa+UH9CFbTxcxxjnjhvBPx4lcbRB8dpA9hwFhSdp01NJCI/wVQHjDKhYyXE+J5Ut/yCH9mhDVNsg+d1quHFQ1v7Ey4xOAyYWgzffEn/fnIvfH0R3Fescr/PzpT3aV+lXqYXLhsLB9q0+T1zqJS13UGRJZ+Zqc1aq+/Y9yvmvdoXIQt+tNLgm4s8OCPHPoDhdhMwXDT3GjT3akMZNi3GXA5tlQbd9X3fDDNusml+jVzla83jLsuDFTSZdL3Nev+x32xYJh2bkvFmQVoRDDnTZt+z/T9TMtsmY2iE4JtsqpnA60fYFWDm5xy8fLdJqI+1hTMJZn3epnO/ieFMJq3YJuIKYGaE8ATdHO7b2xcGkFEB+WdCr2GwpxXKMo70+u2LNLfKmr+2UEkIX1gESE6SLDkOV7LPLVX8P1OpueaxnYpvbLh0tFRvNZ1KHGZ6pVbb1qTXZ5eJgGnoQyqahuxqllfBnDJVZNR26rmTmwzuY39lMETmoFPwwn5Vfdz3isiYDK9InkyvCJ//7pYivbAWWkqUcPrJqv5Nuo42+r2u11bMe1Jg6EUiVNMGQWcNbPwjLLoLHqof2ALhT5tNJpzhJimR5jwlELFU7h6OqDroUK+8SMszpViNRH3yvU6N90Pd8ug1ECF68xxYXyevX4iOKVtEYVdA6zHTUBXHAxukRi2INqN68YBev2IclKXrHDYiUWs7lagvzFVsprj0uUyvCN2pRZp3rp0I/94JHxwrpefcMsWkgawqajpVZn/pmOgaM0mJkN4QvG9UPNxMAx5YD5ePk52BacD0YilfZ0dL+w1Dx/M6YXKhPvf4biliY8c4HM/vk+LXNPTeq8bH32cY+s+ONuY6d5gUrqtq9ZmyDJGtU4r0uzjmswFIGgSj7xApW+NX1Vd+Osz8AWz5DvT2SUZmDbcpW2QTeB1e5gkk8F7GSSFVI5EIX/va13jkkUewbRvDMDj33HP5+c9/TnV1NX/5y18oLCw8GZeWwJvE26EEfT3I8VqELINmn0F+8tE3PA29Jpme47shyov6x1Z3m4zOTkw2CSQAgCdC1lAHbZWw8/tw48eg1YLxX4ZwDXTthZQiyB0HtQYsdGtx+Inp6sb8sanQ6YeIS6TQPctFHL1/JPRGYNVBLWCf2KPFb7sfSjPgy8/3J39G58InvgevfBqyh8PWLnlBFqVoA3npaG1kZ5fZTB8E+ck2pu/U7b6bwPGBZdlkOnx8dkYSP1ndv8ohP0XlsCludeg9HF6nNjWWrU7f/9gmRVsMaW4pbp5q0IbKZcKnFkOBCdel6fiP7VTp/bdeiivBQJu+T82An67q39gKtCm875X+9gCvVEuxtqJGY/3mOSJJGrpFBg1KEwHT4YdvvBT/3OmD9dpX1qgMOCNKIg/EFxanxb3tDkdXEDqDJtkDvyx4vLQGnfx8jdGPNMlJcvCVBRZzbg/TXWNyaKtBUrZN4RSD/zXAKIyjXlNpOnjNoydvPVYy639l0rTVIGckjPksGLsHJoSGZ9k0LTfY+xftQF2psOgui4rT7Fc7kQ+aAa6MMEFzALY7geMOy7JxZPpY/B0vrbsM2vcbZFZIabruVwYdB/W7cnhg9i1evCV+0lPUtbuy7cjjGcCIYrCugwd3GayMeiheN1FERNUAClczqiqt7oza1PQZbjMHwftGKo7W1WtcTSmCTA88ukNxCfrsv3fCp6erZLfv88RlinB1OWBUHtR0wGVRIqeyTYq9ETlSpZ8zTF7OS/uU+TsM+MQ0KPsANN898H0sOx3+2CdhsaFBx/roVCkD+yp7Mzyaf10mGHlqNvTz9Uq81HXFFe0xb8nDMSxb/pjlGQyoGDYNKIjA6p/Ef5Y/Hqb9H3Q1wOaWgY8LuseLikzCA/kKJHDC4HCYdHRBshta/XD/2vh665oJmnee3dfn/QZ8eLLiMidJSYifr5anvmlojirLUNn7mUNE6r10UKX+aW4l+xaWK5m+r11j86aZSoImO0XkP1PZ3/fY61SysblHDRifroy/ZhqK+SmFIiLHF8StCSwblm3T3HLlePjFGiVM3Q5YVaNkiQFgaI4tShMZuaoGxuRp7i7P1HqgIlPzvG0rWfHb9TpWfoqeI4eic/Q5wzR3H+zQ9x2XD2vqdLzZJfBSlcb+/HI9R2xb8+HeVtknZCfpmrYe0vr5hsl6ry8oQjs07Oi/y5xREHBJrPDb9Rw2N8OX74buVyDQAoWTbFKKIgSM18i+JpBAAieHVL3//vv573//yze/+U0WLVrE3LlzAbj11lv55Cc/yQ9/+EPuueeek3FpCbxJNLwNStDXg9yo3UBdj4P85IEbSNi2rm9a/vHNdme61SirqsuRIFUTSCCKiCPI5BudLL3LxNcCm7+jsk1fIQw5E5oXwoY2qN2rTWUoAmdVQGWzShODEZWSpbilWv3KfHnjGw74324pBe9YAncugMoWGJIjpcInpitDH7aUyQ9bImNnfwN6A/DIXrhlDvxgJXx2lhSCkwoh3W0R7u3F8p/kG5fACYMVsTDMMIFIf9PE94+GX69XE4uzh/bflAHkJ2vTccd8bSgvG6MmGjWdGrtmVBH9uVkiI2LTYUmqNmDhJDXo+Mmq/oQqaGPz8DY4bzj8fVv852cNUdl/62Hj0+3QJmpumeY4fxgOtssrbmKBxv7tzx9JTD6/Xyq08fnasL5wSOqfwzuQu0y975dr4z9LdasJR0WmNohel4GJC2ybgOmmJ2TgNCHZjOAhRGPQyZ82iVA1gAXlUsNFbDjUY+JMsUka7GPwUAPD4eBP2928XGUwK6jOzId7vbpM+L+pFs5wgIEoFpfDSeV/RagCtOyC6kfhsunwj8PKIb1OuHqwwd574z8LdcMLd5qc9t0IZeeKRA2HI4QSAtUTiohlEXH2kjHBJHeKg4ZlbpZ+vX8CJBKAV+4xOev7Xjb8zuCaK+E7nUf6El86Gg50qTlccTrcWqHO4TlJIgPvfine+C2Gy6Ilxz9ceaQ1xqo6lUEnOUWmhi15HfeERIL0hdshcmTNYc2tQhb8ai3ctQi2NEK6V43h6rrUIKss2hDojCFS3Xmc/RMfEVu+izdOgTHfBUJAM1T/U81oMsqBEVC5Ln7OqUW6ni2NSkYaRLui+0TaNvVo3g1m6f6cNVQWJ8VpUv99YIzKqA+3GTlzCGR5IZIhYqc3JMXeiwfiiYwrh0HjYX7nh7ZAejEUTjl2lVlPKNE88tSAQV4y1PvU5NAbVY2Oy4OaLjU8GpWrceMytQbrCYoA7UDjb1295r5BqapKWlEdVX8naz7c2QKzSuNndDs0hvxhza8vHpC/75J9soTaekhq1PeNEEGb5ZEytiukuXt4tshLd9RDP9mlOazNLyIzxa3KEhs1oHSZeu83F+v8P10NF47UZ2Nj9K9blFB1OzQ297aJVM1Lic/DSw/AtEEiU/+yWZ/ZUC+F+L936pnU7tc8/WylLAguGqkE7d+2SJW+qVHvvTVqCfB0pdSpaqaq50Esz9DiU6VKXrKSMVMKRegOfj/sf7T/b9GZBGOvhx098Nz+IxXiLT74/ir4/DDw1UNqoYU/QagmkMDrwkkhVR955BFuuukmLr30UiJ95OSjRo3ipptu4r777jsZl5XAW0CT7/grQV8Pkp2Q5JCv6qS8gd/T6jcIRIxXCdjjBcOA/GSL/Z2JZlUJJBCDZdmYmT5O/24SB16A5u0mSTk2Q8+HjhSDklTY2ixSKs0Fl47QpjRiqlwxySHi6c+bYPEQKWDOGyaC9bwRWnhmetXYoCwLfrwyrlByGNqIlmXI88tlqqnPpEItVPe1qvyqvktKoilFNsFAmAEZmgTe1XDbYaYPclHTGVW+GSIwzh6qstzcZLhltkjI7qDK9eeXadOzpk4bMQMRCfkpIh99YalMJhdpM9UZFTdmekWALDsICyqO3u17T6s6hQ/P1qZv0WARtv/Y1v99I3M0pu9fq1JD0IbxsjEiZsKWFEBHq1Zfsl/ekA9uVRlkhlcJh5cPalNVkSmVUJYnrprN8EhJ+/C2OOnrMAzOHOJhbhl86wUDf3Q5NyjN5LMznVi2Sq1B3/9AO/xgRfy6hmY5+PT0JLzhXvx4eKVav4uVNfEGIsuqdE3Ds23OHGyTZPmxjvLFDL+L/Uv6EzA1z8HgDLh9MjzbZNPmNxibazMrxWDfb8F/mLox7IOuWoOkwVai8/hJRiRiYQY8bPvHwGssKwzBLoPGzRDogbtuhOWtsLNTRN+iChEdhWnQ5hNJsblRRMl3l4mYuWUOrKnV3JOTpCRFY7cIoIF+/Q5D88vqWhFJsbdMKFCy7ierRCyCnhcPDdAEDhQDO5sVZ88fUPIkaOm58/C2qDUAInNml4h4+enqONlakg5fWRInOXOT4RM3QUYbpJXAqg49R7xOmF0qVV6SUwTtL9bEPS8LUnTsJ3bD7zboZy5TRNW3TpP6tixT5c6fnaX7t6tZ5NT8cpGuv1zLq3HuMER8fWG2nnfnVUDXi3Bw6ZH34MBS2W3ktxk09R75Oqh0OhxOiBZOPiwOtEFHRL/7T82I2sf4VX2xoFzz0gMbNF+CYvDGKWoolZsiX9OXDmrsNXTBWdES9oilOB2fD/evUTMslykSf0iWfp6brJL4Xc0iXn+9TiTiR6fCf3YqJtsCUoGuqFHMTCiQT2pvSKrrZ/eJyI3F7Ph8+PAk+MVaEZxDsvSd6rpFlA7P0fwaK7k/0K7PdQdlizOnVLH0ofHyYS9Ikdr1b1s0p84pgdvniwRu9olk/tR0+ckOz5ECts2v+e60wfCVBVK6P1updequZjX0+thUef7va5PXaigixXBVh+5xWzTh2tSr/5ZXKwkydzHkjIbaZyDQBnnjoWQB1DshLaL7OxDquyGUYTP8Aoug05dYHyeQwOvESSFVm5ubGT169ICvFRQU0Nl5FLfzBE5ZtPgMxpwEtaZhQE6SRW330YnN2mgjq9yk479BKkqx2NbieHXSTSCBBMCyLILuHsrOd1B+lgMcNgG3m5omA7sFzh0O/gB43HDIB4d64J/bVdZkGCKLzhqmxfa5w0UCLaqAP2yA04bKGys/RWVhF42SH9dz+7QxfrpSSoCzhqo87NGd2jxPLFBZlIkW47HyqZDhwuEycEaCCRLlPQTLMJk6SKRpZ0DkQ2wW+c8ujY15ZSJgkpxSQT9bKbJlQbk8SpOjvm5hC26bq41O2JJCNDaShmVrw2TZ8mBzmfD9s7QxaupVt+MMr8aoiRpX3ThFx3E7RM72hYEUQt95OV6W7HHI07E0XRvJQET/DkS0YTu8crbNp+/bFhWgPFMpQnVGsawEGrpFQI3OVcmkPwwjc5XA6EsIR2x4qtLAMGBitKwSROx+Y6nBXYv07ylFivG+5aGgZMh3lpvcOddLKNKfBH66Uhvw2DWNz7NJivQeM0atiEEkeOTP9z8CrqfgiptsUsaHcPocPHOT46gmkb4WSB5yLBfJBE4YbKOft+rhCEXHcHslrL8dKibDmArwJEO4EXIWK9Ye3KpYu20efH+F1KlNvSJXJxdqjE0dBL9ZJ7Ij1a24mlemsQ1Sc7pMqcCmF2tcr6iRl+HmRpE37x8dj9l0jz4/Ll9/t2wlKXY1a06zbTjYKYVfikvv+fFKveeaCSJ50j06n2XD986UHUdRqpKMX5orpemLB3T+765X88XvrxWReuMUqU7N6FCu7z5S/d3YA99+Ge5erLnUYYIRyxih7+NxyHf8hyukIL9mgmLVacIfN8YJVdDPn9sHqS64xAE9L8PBxwb+3YV9Os/VE2y+8oJxRBJoVK5NrjeCPUBMJ3BiYRgm3SGNg0/PkIduh19kZ6ZXz+n7XtF7x+eLlM/wRhMThhqKprhkBxAbO8GIGjcZaH02KlfEq2HAvWdq3oqpXg1ESGJoXXjXInAa8iZeUA6PbNe60GEq4b5glJTWNvIm3VgvwnJ4dD5Oic7VS/br30lOXp2DHt6m2EmLFbIY+h4x8vKZqGo0bClG/7pF9hw3TpZ6dmaxmtMtPaD4n16sObQoTdfucYpM9oV17xaW67gmsKhcRK7T0LUGI5qrNzVKab+8Ws+nCQW6nx8YIwHB4ejwQxsQKYCCayDFAMMDvSak2ZAGXDhCatVYEqgvAoZNwNGbIFQTSOAN4KSQquXl5SxdupQ5c+Yc8drq1aspLy8/CVeVwJtFIAJdIZOMk9SsKc9rcbD76J0tarsdeB02Kc7jf32DkiOsbnRxyGdQcAxP1wQSeC8iHI6AEQELIpYLpwmpXjWJag/Dw5ulGM1LhqsmaFHdGxa5eqgT5pTL92n3IZU0fWiCiJsF5fJFXbJfz5/cZClSx/tEiP1vj8q5QGXXRWlSOUwrhtU18u16uhLW1xtYtsHgTDfXT3SS5/RjJ8z43xPw42JjvcEtc0SWrq1TCd9vN0ht9ekZUnLcu1ybn6xomeG3TocdTdq0/H6HNocXj4J/7ZRqqzcUp+IuHR31Z90u8sPr1AYuRlwWpEgV+vdt2rR9eLJIik2NOsbwbPnIra5V92GvEz4wWpYDMUI1yyvri7pOKTp/u0HHdpna0N08u3/DGdBGsLlXf8Z8En3h/r6Nl47WfsrjkH9xpvfoCtsl++UlGyNVQQq6fW02pekG88pEVg2EQz2qdMlNskhz9/eT7XtNMwfxmkkPw2WTlCNS9HCEesDjAjsYACsJT7oa5w2EzHIlhhI4BeCwSBvkoKtu4Je9mWpeaFuADY3rgSjJUDgdNg2GGSVSeY3OVez0Lfe3bCVK1tVLOTqzROTLRSOlWl2yX0RnxFbS4uoJmlOWHFBsLKxQo7ifrZbf4TUToDAF3E4l7oIRkUJ/3aJzA4zNixKivfI0bPWJ1DlzKHxwPPQE5MH65816Fs0oljr1UI8Uqpsa9LzpCIhYOXOoVHO/XKtnx1UT9PqfNuk5MiJHivrDFe8x+MKwug7W1sqf/H0j9N61UUX+4Ew10nM7NL/Gjjs4U6Sry6Hz9sWTe2HaCDV/OxpSCsB2hskwQnzrNC8PbTPYdsggxQ3nDLWYV2JhBBK+PKcCwmGL4jQYnaKmosuqRSoOSpNHeMzu5sYpIv12NotY9DpV6v/UXtjTAp+Zodh4eq/mi7AFiyu0plt6QLHa0KW5bEiW4vNQj2IJ4gm/Fp/i7/QhSlw29kjd7TRlSbFkv8boDZMV9w9uVSWH16mx3eZXzC2qgDG5IkMjtrxfw5bibEOD5mBQYmJIlt53oF1/ziiWB+vGBiUlH90BF0eb0g3OUuOpFw5IZXrJaP377GF6vkwogIe36348sEHigZh9UCzp+XIVzCvV9W5q1Hk+MkWNwg71KO4qMqUK/88uXVdOkpIjQ7LkLWsY8N9KNefq8umce1v1u5pcpPXBr9cd6Z2e4bVJ9IdLIIE3hpNCql533XV89atfJRQKsXjxYgzD4ODBg6xatYoHHniA22677WRcVgJvEs0+6XsyTkL5P6gEf0Ozi96QSiAPR22PNmxvh5K0MEUr+coOBwVH8XRNIIEEwGMFqe/ysLXJ5P2jtUH9/Kx4IjzFoc2dZWvBevkYLYxLM2BiMXjd8NfNKtf61VotFr8wW4vPpl7422Z1jR2ZA7tawGWoccbcaInWleNF7HximkqqZ5dIIZDihPQIeCImeJMIOW2SCREKHFse4/K66bVdpLqgO2RgAGmuML7uxCbwnQBf2MDl0IZiaKbGosOMNkUbrbLzvh6JbX6RHFdGfeSe36+yv5wkecpdNV7KlogNHxgOSbaarflsberCltQqli1yYtogKdXujap7bpop9WlfUnFPK3z9RfjmaUoq9IZVQjgoDe5aCN0hKeqe2Ss1zI9XxT8bsrShO9AuIiimZnEY2uC1+0S+LKoQqby1T7ffFJcaZjT3wo9WSRV+6Bg93A73sYxhf7vuZX6K1LW7mkUQH65Iq+2C0qQQl41x8MDGIyfqYVk2Ga7Ia27yLHeAsR80WfvzIytX0kpsvHkWQRssT5Axl5ts+M2R78uosHFnRQgmcqSnBCxXkHFXOVjxvSN/V8l54EiyqFhssv/5I8dN3ixYHm0MA0qa1HYd/Vx1XfJgnFGsBN93l/UnG6o79bMvzhXh0uaXaq03qGTLoR6pzT49Q8mUVTVS3n3vlXi5PYj8+fbL8I3FIitrOzUnpXsU326nFKHpHpEfDd2yJBiVK6XaI32aXvWERDLNL1NSZnQu7GiWIs5lwoWj4h3Bb5qhhGYgLML06Uo9j5KckOuEj44FbxLsbtN3i4XA/nbF+C/W6OdZXpFgOckiyi4YqWdVX8VbIAJhE9xAaiF0D9DkavyHLCx3EDtikW708NHxbsKGA8O2cdshIkd7sCRwwmEYkJumsVzdqbG1oFyqVI9TStPClChBXxv3I//4NDWoavMr+dATgt9vjD7z0zX/jMhRPHx+NqyvU6zMKdMYemG/rG7a/aoo+XNUBT4kS1Y9+Sl6bXYJfP8VuH6y4uapqJrU69BceMd8/bw3pDWkbUslmyxLcCYWKi4ilpKRVR0iL4vT497oRemaK31hEZ5bDylJOrlAf0YsVU0lu2B0DswYFK9kiXkNg9S6Q7I0d7scelZ0B3WPuwJa84Yj8v0flSsBAeheHWzX2mFJ9L4kOSVK+MwM3dtItKeAZes4pgGfGAN2CFbW6jkDuq719SJYPzFNDWFjmF1i4yWxn00ggTeKk0KqXnbZZbS2tvLLX/6SBx98ENu2+cIXvoDL5eLGG2/kyiuvfEPHa29v5wc/+AEvvvgi3d3djBw5kptvvplp06YBsGXLFu655x62bdtGeno6559/Pp/73Odwu92vceQEXg+a/VFS1X1ylB35STpvdbeDkVlHLsKquxyUpL49izOPAwqSLHa1OZlTlJiEEkjgaLDCYRaXu3A5DH600sAXlqpgfpmUfgc7tVn8yBQRWheNkjrv9gWwokqL9w+NF+l06Ripex7aqsX60Cz4whzY2SRFz4F2cDq0II11d+4OqlHA/nYRYm4H3DoBGlbBtucgEoS8aQb5pxm80utmTpmbpEjvEV2HnU4TvzOZ2m7ITzH4xw5YV6fvsrDCybyyVLzhbkKJLP8pjSSnTatPSpQ5pSrjHZ8vL8/h2VKdDIT19SoTxpA6rTgdrh4v5c6KahGzi8rUmKO+S2qyJfv15+hckTb/26ON6eIKkblOA9Y19CdUYwhZ2lRdMgqyk1Xa+Eq1rjdi6dovG6tEw0DY365NXrJLStqPRxuELD2ojdX0QVKA9wThRytF2F4zEVp6RNaANnq5yUe/l7ESzcNRngHhiM3PVhsEItp43zZPPnd9ya2CVAiFwkzJC2FPdPHwDoPuoAjg2SU2V4yxcAT9r1mMH4lYZI0OMfX/XGx9yJQS1YBBM2zGX2URdPjAhnAkQu7EMJNvdLHt7wbBLqkdi2fZjP2gRdDhT1T+nyKIRCxSykPMuMnF5j+b8sA1oGiyzfjrbIIOHyMu8eJKMal82iQSAIcbKs6ycQ4xGN+lMQ2aM8ozjn6uC0aK4GjqkRr9cPUWaFg8tlP+ot9YKuJmSJbUZg3dUJIm1dmqWr13XX1/QjUGX1jKtZxkPSvC0bL5YASmFUkBG7IU62uj80tHQCq4FNeRDaOWVcny5p7lIoHOH6757vHd8L3liv/Fg0XA/GeXSKB7zoCndsE5eWC74amDsKFZicozhugY96+Vor6xW3PtecOlDHymEuoP6Pk3MhdumAQ/WxO/HpcJjjBs/gvM+BTseRIaNuoGejNh3FUWqUNDhCOaX20bCAVf3ZQm6NRTDTYNPZq3hmapCVMgLELzwS0aG8OztZZbXaNPjMqV6rLNrwS216l1WH23kgm9Ie2h/rVTauuXD0od/vRezZ0tPiUlbFsk4WO7NK4+MU0Jkl0tmht7op7nn5whu5sF5fC+4TAq2mfDH1LsByLwXKXUrZkexdeuZsXgs/ukrk11a4yDPIP3t+l7OUzF1c2z4aFtIiPb/JqHR+ZCdTvsbpW3a26y4nVNnWLFQOTmF2ZrzTp6qBIpN83UHN4TUkwbhkjSVh+4o4rbfe2aH1t8SvY8uUdJmdh9CVtK6mYn6e/P75f9QH4KBDqhdzfU/E9VGUNGwTcvgL/UwsZoErUzIKJ2WLb+XDxY6ljTthKV/wkk8AZh2LZ9wpeOHR0dZGRk0N3dzYYNG2hvbyc9PZ2JEyeSmZn5ho93ww030NLSwp133kl2djZ/+9vfePjhh3n00UfJysri3HPP5eyzz+YjH/kIBw8e5NZbb+Xiiy/m1ltvfdPfIRKx6Oz0kZWVQltbzxEb7/cSnq928d/9Hj4xzve61aAOh0FaWhJdXT4iR+um8Tph2fDLrUmcXxHgzLL+K83uoMGtr6RyTllgQML1eGB5vYudbQ6+M6fnmF1MjxecTvM9Oe7y8tKO+XokYtHaegw5VQKv4kSPIY/Hhe1w4LcdBCMmVR1a9PlCWnAe6pWK9KJR8p97bKfKpL73ivwnD7SpnGpbkxZ/la3Q2AXzyqUM6gqK1Fo8WH5wThNSPfKa84e1uB+aCUlu+Wb5wmD2wKYfgWnCiA+CwwvdVdBZDXmnwbc3w9cW2rgC/Wuew95U7l1u8PWFUg46TJWr1XZrM+A0bb4wG5z+o9RKH4Z3cjyfCjH5pu+fy83Du92cP8Lg60u12RuTJ3/FIZkak10BkQfDc6RyKU+HwdkiU3xhjd0vz1dzjbAl5YjD1EbtrKHa7LX4tHnc2KANV1mGyNSfrdYm74px+tyGer0/yaXzNvvim0mPU4ToqFx1JK87TG2Xnyz13N7WqNrWJ6L2QIfOe95wqVwMpJb52xZebSoFUtt+cjqkeRQfPUF939uej7/nU9NlUxBrjNUXpw2O+zZWZOraN9TDtRNt7n6p/6SY4oLPzZKtQsiS6u3rC8I4gr7o79OB33ATsAxcJngIYb/BDIXT4cBlebBCBobTJmKECQ1gzOh0ODADbiIBA9MFeEKE7LeWDTnZ8fxaMQknd658s/fH4TBxBD1E/AamE/CECRtBYjsYp+nEEXaBbeJwSuHqN500+hzUdRo8uVfE4L1nivxo6BLhGI5+fnKhEh4ra+LNX9bUylM5zSMlZnWH5qdMj0pnOwI65s/XxDl4p6nYX1AWJ1ZizW4ituaw5l7ZaVw0UuTI8mr41444UToyWq6/ulY2Iz3R54cvLHXf+0eLGB2WHVeR72vTtf50tUqXPz4NvvbCkSrysXkiZ36/Ud/3/CTocsPdm/pbhICeNx8ap2PvbtEzY2TOkb6sIJLslWrYckj/PrMUxq6F2pfUcbxiERROAtLAmWLjSvJh2zaG7QDDJhQ+tijB6TT1XtMmHA5z4neubw2nwlz5VpCc7OaxSjfP7jP43CyRqWFLVhTF6TAsS43WWnwal3/ZpGTdf3dpvvq/afGy80GpiruGLnn/LtmvJMK2QxpzzT4IhqGqE2YXKwFuGlKHZ3q1pnvxoObVIZkiHRu6NX4vGKH5qzsIJRmKz6UHpET91TqNU69T8+qaWp33ByvidjoxzChWwuRQNwzLUSwnORXDDkPxbKPP7W6W4rQsQ+tRhwN8Qc3bFtGEY3S8Rmx9xmXq/iU5RYQOi9oMWLaeS2dFVbi/WgvvHyMLn5tnQ3cAvC4oS4/bBYDu+3eXSeGelQSuAPAc1C0F0wUFk8GVDr21UHYp/KCaV5vDTSxQAqbVp99FVQd8aUYQMxx4+wbUKYDXM1cmkMAbwUlTqn7uc5/jvPPOY/78+W/pWAcPHmT58uU8+OCDTJkyBYA77riDl156iccff5yxY8fS3t7Ol770JVJTUykvL+fCCy9k2bJlb4lUTSCOFr9Juts+aY2aTAMKki32dTg4vD7w82izBQABAABJREFUQJdUtIXJb9/mpiw1wtpDLup6TEpS31mkSAIJvJ1wuJz4TC8v18LOZoNRuVLl/HgVpLvVVCMQgc2H4Ltnwp5mLURr2qUYAPj9BvjUVOixtMAdniOCdWi2svh5yVILtPpFSPlCWrA3+7RAdzq0CK7vhfZWKSP2t8P0bhhzMzRHoDasRfKKZAgNh7khkUjP74cLBrtftQJwpqSwpkZ+eFuapA5ymiKsxudrEex1GuxttZmS66J3oA4ACZwaCAW5fIyLh3co+QYqFZw6SErOPa0iK2+ZK4LSRpvAf+2Ikw+TCtUA4/wRImLW1IkAOX+EyJe1tSJnytJVwr++XqW5z++XasVhSoX2y7VSmpw2GPa1atN4/nARGatqwRMW6dMVlIKnL84eqnLFp/Zqk3necI335dUa65+cLqXe0gOws0UE6p0LRfz+KVpK2eJTo5vBWSrh3N+ujarLjG82/75NXYj/sDFO6hrArGI4b5iIoqUHYX2DyhM/Od2m3W8coarrCakB1exSfb9bZlm4wv5XVTHhcAQnPi1OI29cMOo0HBg9XiqXQmeVSeZQi9J5LhzeCBGrP8MUjkTA6QNnVBn3DiNq3kuIRCwiDh+k9FExRn9fhgFmyEX7PpOql0xMj82QM9x4i2x+v8GgM6Au3DZKkjT0SF36nTNgeZXIhHOHSyna5pcn5PtGSCn2vz2ak84ZpoRDrKndE3ukZB2aJfX1P7ZJ0XbGUNjSqHjJ8IrkaehWgs9GhGhFhuaNXS2yH0lyKtHQ1CM1em2n4iTVLUIz1S3f5MpWqfWCERE+r9To73NK9XwoTIP7zlJS5Z/bB7bl2Bat5khxQakD6rfAC0VHEqog5V5HQITP8ByRQN9+eeDfz582yc7g1+uk1DszG9Yu02thHzRth7QFcM82SPcY3DbDS9tKg8YNBt5sm8Fn2DjSQ4SN/skP0zRwBpNo2mBQv87Em6n3OjOOfG8Cbx8syyIzCT46VcTfvjYRjxWjRJY+s09q6IUVKlt//xjNpxkeGF8Aa2pgfoWSBE4Tkk0Rs409Glu9QRiULsXo+AJ9dnaJYueF/SInZ5UoFgtT4f1R64ltUX/x0wZr3usNKe5ykpQ8afFpTv/LZs3RnihBCzrfY7uOJFRBCY2LR2oefH6/yNlzh0ctfvqoSzHUoBJUadUdlN3G2HxZbbx8UPN5eUa0cZelY25q0jw6Pl9JkMpWrRkcpppP1XWpF4CNXrtphuZxX5RUDkR070xDqt0/btJ9HZ6t1zP8sHEplJwBmafBSy3QEoRR06A8Fa4YCj/boutO9+j5tSKqMB6dC6aRmAwTSOCN4qSQqh0dHWRlZR2XY2VlZfHrX/+acePGvfozwzCwbZuOjo5Xla8PPvggN9xwA/X19SxduvRVa4AE3jra/AZprpP7AB6UYrG1xYFl008tur/TQbLTJv1tbKJVlGLhNm22NDspSU0s8hJIAKQsare8fONFg96QCMdzhik+h2bFmwskObQA/c06LVprOsBwRDuie7Vh3t2uz43M1SYyFFY2vTxTi89AWAvgtbUip2y08N7UKL+uNr8W99keaAvAzEJwAQ/vETnb1COyq7ZTC+x19VJefGSygeV0keyAiMNFV8BgdqnBqmpo8mmD7Q9LdTd1kJoBPLwdLhppYJluEk7/pzZC4Qhr61wUp6ls94JR8OXnRGJkeLVxXFunjWSnX16H6/t4A47O00Zy6yGpbHKTRXyur5dq5YqxIlOuHKfN4t5WqcqSndoE/n6dzhHDkv3qYDytGH63XuRNMCxyY0WNrDKuGKcSQog22chTkqKlV2T/r9bFfdNARO/5w6Px0KDYeH4/fGyKlHKP7dL71tdrEwdQ1W6T6jZYWK7uwCDS9JdrVd6ZlyxlTjjaHOg/u0WUxrC+HkrSDa6bKFL3e6/0v+/r6+HuxTZOwrjCgddsQPV64TBNfFVeXrnXxI4SSg0bTXb/B+Z/xYuzwIdl2TgcBpZlH7fzJnBy4HAoae4MeVlxn0lnVWzxZ1C7wqB0vs2ZC2Bnr5IRP14V5803NsATu+ErC0T03P58/9f+vVPluQc74LpJUR/SWihI01zV970eB9wyR3PcE7tlP1PZJrXoU3uVsIhZCaytU7Lv/OEibL1O2Nmt+eezs+Q/edNM+PtWEUa5yVLKblgnhfsHRus5kunRdfeGRODOKpGlxsgcJUPW9/GDPhzbDimpMcgFzmGwbv/R37u6VgTO9EGaW49mc+oLiwC7ZgKEIjYuA6Z91wAfREzYF4DvbtOc2RGAlgaTnX9Xs6queoMDSwwmXOsmb6ZNpM+86Qwk89LXo7YP0d/tgRcMxn7QRdE8m7CRmGNPBPz+MJML5SX6rx2aayKWFJT13Rpzxeki10fkiNzbeUjq6Y4AFKXKFiAQkWr00a1wzSTNSYPSYG+bLDRumqmk5oUjlVDffCh+DbtbNG/OK5O6tDOghER5hpTbU4t0bocpcrPdr4qJ943QNcwsVgIFQyTp+IIjbX4KUkRylmcoMf+jlSKRPzFNx+wKKGkyp0ye5tub9Gx4cq8+XxSdZ6s7lFydWQT5abpHmxq0TnSZMKkAhmfJ5zTmk56bLDLZMHQN2LK8eqYSJuTruRK29Mx4fLesEjr8ej40RNXAwUhUwdoMgxZAz1z4937d97ou2Aj81wVfna81cUdAFV73LIvfgwtGWJiRUKL8P4EE3iBOCql67bXXcu+993LrrbcyYsQIsrOz3/Sx0tPTWbhwYb+fPfnkk1RVVTFv3jymTZvGxz72MX784x/zwx/+kEgkwowZM7jzzjvf6td4dUEX+/O9itaASbZXG5XXCzN6z/TnW390l6ZZrG500RxwMCg1vlGq7HBSlGLhdL59MlqHAwZnRNjU4uSCYW+/r2pi3B0dTmfinrwevN1jyDAg4EjmN6tEqJamqwnB91/RovnqCSpR+sVqKXB+8Yo2Y7/fIE+7j02FyhZtVDsCsKEOzh+pjP3WqKJuYqFeK82QMqA3LOXPlePk8XX5OJFXxWlSHLoc2gineyHVAVXd0YY8ubAhrGNcNkab6LxkkWLtfohgsLfVjW3D8ByDpl55dY3vgfOzpRxoDKuUrLFHStnOoE1R6usbj+/2eH67Y/Kt3D/bNLlppojN8QXw6HY1mekIiKQcng2ZSSJFyjO08YmV7YGUMdlebeamFonMzE0W+fD4bilIPjZN5H5ZhkhQyxI5u7FePnOXjhaBs6dVx1xWJaXnVRN0XZ0B2WK0+qQSnTZIG7f3j5bCZHuTyNFBabLJiBGqBnrP0Khdhj8sq4IV1Wpg9bsNUurFSFWnCdgiT983EiK2TXaSQWWblKuga/jjRqlsV1bbrKgx+NjU/oRqDDWdum9FqVLgbO2zOXaa4DIiuCNBMA3M4+Sb4wh4Wf2TOKEagxWCLX8xmfHpJLoboKlKXcnTy2zspONH6sI7J55P1lx5PO6PGXFh+5w0bTOwwjbZwwwGTTHorKaf2rj6ZYPxc2D4SLjrxSOFyIGIEgVnDT3yNV9Y5NGnZygGtxwSoZqTFLXr6JNcGZWr5MqOZpUnXz5Oz4GWXs1n5wxTUuO/uxWvHod8HM8aqmfNxZmK5cYulSdvbpS1zXWT9Fw41KPnR1GqFH1720TgfrpU8bqvTdc1OEtxH7IUY8GjEKAeZ7RRThqYQXAdPPp7XQ6RSX/YKCLtWDAM+OU6+NA4AyvNZlOb5uUhWeBHcyOICEvNgfLboLIbMt0w3A3VDxsUTnJjpOhiHLaTbX82+hCqcWx7yGTQNDfOtHeP++qpvn7tjUgBPatEBF1Dt9Y8V4zV+Kxs0/w4OEtxUJ6hJOTgTNkAnDdCCew0N1w9UUpTA439Dr8I0UM9qrao6YwTqllelacXpsoK4I+bNF4/NkXn6gpqjrPQ67talBg1DMVBrIoyYuvvBvq5HRXhWLZsMS4bo3g1Df13+/M657UT9NlAWM+J3BQl4NfUiji9Z7lK6N8/WmvKsA30glUPkZ3QlASFYyCnGALRZGRth2J3Xpn+bRp6FjSE5eOanaS1rS+k50B1h5Iw5wzTd7t8LGCIkO0NytbEtmXBsKcFanJhyjUSFEyy9HwqzVCjrXX18MAmKda9Tl2z16nn4VlDbSrSIpiR4zcvJ5DAewUnhVR97LHHqKur48Mf/vCArxuGwfbt29/UsdetW8ftt9/O6aefzmmnnUZnZycHDhzgqquu4sILL6S6uprvfOc73HXXXXznO99509/BNA3S05MAXv3zvYr2IIzIhbS0Nz6cUpI9x+UaRiSDWQnVgWTGlupnvSGo7FCZVFra2/s7Gleo0o+gK4WC1Lf1VK/ivT7uDodpGmRlpZzsy3hH4e0aQ8290BPQIjs3WaWNjd1S0iRHS/Sbe+EDY1VG1e7XYrgrqP8e3qbNrIH+m18uf7iOQHwRnJ+iTd4fNsh/7kCbmvmsrVfTgs6AyqyqO7VYLEyGmm4tPKcVqQQ0L0UL575pna8vksrnUI+O8XSlgSP6WgQ4fbDO3RmA+V7ofAVyF2ih2+4XAfZMpcHYPIOUNzAe343xfCJj8o3eP18INtTIs8xGRMnpQ+R12rdcPTdZRMdPV0nxsrBcnYUNpJhO9ai0sC5qoWsAaS745ukibLY3x8esaWisVndIsfKDFRqPn5ohH+GIpeTC3lb5tPYtSxySqThaWyf1589W92+kk+SEz8zURvZgh86zo7l/p3BQjJw/XOXLVR3RJjQ9KiHOSdY5v7HU4IbJUg5dNUGbrgPt2vwOSoOl++HKCQbnDNd1Hw2vVGujOm2Q1HEx4ur0IZCb6sRhHt8laMteCA1gS+hJh7GXwdJvmPha4j93pcCiryWTVXFcLwM4teP5VJgr3+z9CXbD3hdg20Oxn2jjXzYfJl0HG//Q//0dK8FTHFdYmn38EA00J+Uk6+99iVWnCReOkvfozub4zx0G3DhFx1lXr+fGogr46gv6vMOAm+dI4XagPf45l6kE4pAsJRnvXCKiJoYROUoIfvMl+RJfNAq+skTkUextxWkiWB7bpfVtslPPjlU1IqHSPPr36hqYUyLfyYEwJi+uwLt5tp5p/9s78HsnF8Iv1ohkTnaJEBuooV6WV9dalqH3fvFZg765irF5mtN/tlrz9s82yb6n7/357OXQ0WBSNk1js6cJalcPfF0Ah7aYjDj/3bHmOxVi8rXwYnQumVqksfNKtebGNXVSS8fgMDSWnQ6t5e5apDVWm0/VEAfa4bfr4+PfQImJ6yapUsmypc4Eras+PUPH7A7KgmNroxqTuk3F5+4+z/SvLdQ6cXWtEuWzS5UMLEzVHLSwXOcrTJOKdWqR5vsLRoiQDPnBAdiG4um6iUoIpnv0ub1tIkJBc+W2JsXIWUM17lt94PZBz7+haV38ugwHTLoRnOPhntVaf3x+tmx5ClK1pnx4e//KFaepRpadfj1vRuUqznpCuvbH90i5m52k51irT4SzbevYv1mvNUDf4314kv5cXavn2LOV8pH+0lzd4/xUg1S3C9VyJZBAAm8EJ4VUvfDCC9+W4z733HPccsstTJw4kR/84AcA3HfffXR2dvLTn/4UgLFjx5KRkcH111/Pddddx6hRo97UuSzLpqfHT3p6Ep2dPiKR96ZQPhCB7mAKbjtIV9frzxibDpOUZA89vQGs43TvytLcLDsAM3P8AKxrdGDZXoo8frq63t4yv0FucJtentkV4n1D3t5yJIfDfE+Ou9dacFqWTWfnAF1UEjgCb+cYslwe/rrFwQWjtNm9bqJULmcN1eu9IfjLFi3Gf7YaPjI5+rk+IXqoB5ztEEgTadUblMI13SPy9VA3bGtWqdm5w+EPm3Sep/fK3yo/Rcqd1dVw4WhtAoNhWQ54HMruj8wRmfTZWVLjvHwQdQa3VLJ9zUSRST84WwQqqFxqyyFl9Z/aCxOmQuNKKBiv0q4rxmlzGIxAd9CmshXcDps0l43XHlgR906O51MhJt/s/eskiV+ujSuDnKb8AGOEanmGuoF7nVKofG2RiMvekHzjHIbGTSACH5miDZjHIcWNjY5zznApWYIR+f1uqIcH1sOX5mn8LK5Q2eD9a+DrixUD7f4jCdVx+fH4mVsm1WleSn9S1RfW574wW/9u6tWm93D8a6c2nuPy9Z0/OkWkUXmm4qs7qI1cplcx546WI84v03cOWXDmMI3vZBfMLTXY3KiN7OEIRqT6TnZH4yzq0ToiK0JLt0132JT/mwe8Rhgz8ubmTsM08RtuCJrESLa+GHYubPsH/QhVEAG77B5YcFeYiPv4NOU42fH8eoiZkzlXvpX7YxgQakhi20NHKvqqXobckSon72mM/9yO+mV/bIpU2/6wYtphap5xOzRX3DpPz/5Ul4gc09A80JdQBRFBv1kvEmJdveww6joVd8FInOA42N7/cyFL8fmt02Uxcnh/1t0tcZX66UNEpNw0U5/zOBTLL1eJBLlroe5FR0DX/5mZOrfboZhePFjPqbllShA+XRmfXy8ZpWu8ZU5UJejV+6cWwYZGdRePXdv1E1VR8vFpul8OQwTXvcv7X7/TVBJnUJqSNF9ZcqTyd1uTCOUPjpOyvS+hGrs/P94K351j09npJxKxMENebMvB0RD2W3R2Bt4R8+apMFe+FbjdTkKWGzBwRqs1itO0NlpbJ7L94lEaA/6w5rssr/y2AxGV8+cmqaT+N+s1L1w0SgkGtyP6Gadsd0KR+Px39lAlDCxb5ObCCpherCR9Q7fiJjcZLh+jxERXUOO6rkuxlOER6XvNBNl/1HRqfWhHNG7PHKrnQ9hSkjQWJxFbFSC/26DYgGhjqojeE1O7hiJqqhprKvlsJVzUKULVkwFDr4K0sRA0wB+CDJfWvqlurRXOGKLjPrknTqjmJeteZkbvRXqq1qKDovY8joAI1WQnLCiPNnw1tM4uSoPrJsg/fUezYv2KsZrfwxG9b0yexAG9IRiTr3OPy7cpTIoQ6gnQdur2SzuuONWTGAm883BSSNVPf/rTx/2Yf/nLX/jWt77FmWeeyX333YfbLefodevWsXjx4n7vnThxIgD79+9/06Qq8OpEHolY77iuzccLTT1a3KY6LSKHrxKPCd0vK/JGP3d0DE0Ps6TGTVuvTZrbZnW9m1yvRYrDIvI2VwiZwLCMCK/UOTmrNMCJqJp4L4+7oyFxP94YjvcYsj1JNPU6uGiUgdupDVZeiojI+eVaJLb0Soln2VLUpXrim1y3Q5vDziAkp0HYCT9cES8/BnlR3TAZXqpSI5GcZHlcBcLKuH95njbJNR2weIg6tbeosTgOQwvgs4bCXS/EyVKnqU33kCwpLmaWQF6SFs53PB9v4uF1KtNfkKISuKcq4dLLoPJ/cN2H4LkqNR6YWwq/XGuwqRHAINMLn5/pJd/pxzrKw+jdGs8n6ju9kfvncjl46UD8IR1TwbQpH8foXJXZPbAhThaWZygB4AuL3Dh/OPxspdSeMUwt0qbv71tVrvjXzXHi00AKl49PV5OoroBUJk/u1TH3t8knsb67P6G6sFzJgPvXxMdhklNea9lJ/Uvv3z9aJEqSUxvJo+G5ffpzebW++4UjFZtfeV5qnalFUq4+sEHksIHIlK2H4g13wKAwVaTs52crTg8nVj8+DTY12jyxx3iVhMnyws2zTR7bZbx6jQawqMLFpSNNjIDv6Bc+AAyng6oeDz9bY3LLGHU6tg7jZjPKYNvfB/68rwWCHSZ21vEdp6d6PJ/sa3sz98flcLL3yaMvrg4shdI5sPNf8Z9lz4CMKBlxz3I1gdnT0ncci8T4yBT49w4lxn61TnPMs/sGPo9lq9z43GFqYvfvXSJoQWN5Qbn8DX+5tv/nClNF0h5tybusSmSnw4S/bok/jxyGnkdXjZcabVcL/HlzvGQ/xSWV3/o6dSofkSPV265mPXNunauk4exSPTN+va7/nDq5UOROh19Nt17YrxLsrU3w9Rfjz6O0qDXP1xapwVdDt4ieyUXytDxvOOxskrr9L5uP/H4vHoC7F8ODWwf+/iELDvhhjDuCZdm4XGFyRpm07Bz4d54/EQKBt99y60ThZMfksWDbYcblufknsrAoSlPS8O9blYz79AzZLh2+VrtxqohMlymirzOgMXP1BGjukVf46hrZ5KyvF+nX0KUxubdVazJQrG6oV1JgfrnWe3/fppj6+DTtwYIRWHZQDagmFWqc3zhF672eINwxX+ewbHmWDkpVqX6bT8czDcWeYWgO9TgU1zuaRe6aho7b4VdMBiIibhu69e+wDQtzoe6f4M2EsbeBLxV+vlH3xe1QwvKJPbCjSUmTB7dq3l4anceLUrV2eGBDfO1w7jBda2Gavscr1Vqzfnm+7hHoWVGRCZeNleXGM5V6rn1yuu7dz1ZLLZ6b3L+JXYpLPu77WqG4KHRKj8EEEjjVcVJI1bq6Y6z2oxg0aNDrPt7f/vY37r77bq655hpuv/12TDOexS4sLGTXrl393r97924AKioqXvc5EhgYbQEtdtLexkZQrxdDMyIsrYMlNS7mFoXY1OxkUfGJM7EfmxNm+14v21sdjMs5Ootr27Chyckhn8mUvBD5ySf/3iWQwFuF6XLw7EGT2SUGLxwQeXn9JGXaQSrSK8ZK3QdaxEJ0EzZeG7lLR6s0bFYJ+FxQ3wmXjFZZ9PJqKSI2NmrDed5wLRwvHaNFo9OE2+ZL6dDQDQXpIspumSMPOduCkK1FaVcAfnw29IR17FBEaZ4Ov4ih0ysgK6qw+/oikammoUXuP7ZpQ1CcJpWEswSCHeA1pDJs9YtUHZYtJcADG1Qy9q1lJvee7sEVOXXVKO8VGIZBcx/uzuXQ7w70u752ooj4GyZro9bmgwmFUnq8eEBdj2MNOopSpYIpTNUYilgac0/tkdo50xv3YV1eDb6gNoyjc7UZvXAkPL9PYzXdEyf6QRu7GcVHNnryhaWg+eIclfH5w2r+FrHl23jdxIGVozF0BnTegx3a8P5rp5S2JRka1+cPh9uXxFU7U4pEHr9woP9xGrp1Hz46VZu5367XpnNBOWR5oL4H/rO7PyHS5odvvmzw2Zlx4tcGXjhgkOk1ObvUSST0+omSXsPLva+YWDY81QCLL4e9f+3/Hus1DhfygTPrdZ8ygZMFy8TffnRSNdAJruT4vzPKwTFUqrYfrZRStbn3yHHc1CvS4bZ58OdNSozZxJMYA6EzIJLynuX9y+FtRJBkeuWz2OYXIZPmiTeeS3Ur3o+4/kg0uRGNvdMG61lho+eQy1Ry59vL+n+uJwQrq+GD41XFkexSY52qDhGVDkPKN19Yz6yJBZpXQc+rlw6K0D1vuObCi0bpufDQYeRnV1Bqvy/O0VyYmyxFYFOvlG8ZHt1jpykyrG8pc+zz2HDNWKnlQhGRWOsb4eEdUaV+wMY0/5+9846Tq6ze+Pfe6dt73002vffeA4SOAoJg4aciiCAKomABFRARULELioqVYgGULi0hvfded5Pdzfa+0+/9/fHMMLvJBhuYAPN8PvlsdubOve/cfd/7nvOc55yjRnIRI8z4j7lY/HXjuEBJyTQbZ0Yk2QryfwQjVph0SrGCil+Yqbl6eqVK2YSjIlY9MfvOtrUfWbbmidPU/mYasu9a/KqHWtWuvePXG5W54XKIxLx8jBSlEUskp22rgeOmeo2hvlv73mWjoc2va4UtWFML15aKuF1xGB5YpyD7jDK9Vp4JI3OAbjA9YLs1h0MRXcdhaL2tbVR2BsgmTXXrPcvWellYqZIBXSGNMYLW4UAntLbD8E9BlQHPbtI6LEiFqybKZt3WoGfClnpdKxBJBC4+NAZ+ujZhB4zM0zPgYJtqr39kbKy51EAFduIcaEdQ9/HHq1VmpDsMn5io+/z4dl1jVD58f5XGctZg/YSYqrfYIOTwErXBbdi48BMOJwnWJJL4d3BSSNXTTjvtjQf0ibBz5843fT+OgwcPcvfdd7No0SKuueYampsT+V1er5dPfOITXHXVVfzgBz/g4osvpqamhjvuuIP58+czcuTI/+p7JAEtAXW3SHWdfGLQ54RJ+RFePexmU6MTnxNG5vzvotjFKRZFKVFernYzJrd/tY1lw+92elnb4MJt2rx2xMUXJvYkidUk3vEIGW6e32cyu0LdxRcNlrE2qVjR8P2tUNwIF49QxN7riqVcb1A6clEsxSkQUWODZ/ZKURe25IyeMUgqmYfWi0i6dLSUqR8YKSc1ZOnn2lgtrV9tUDMRG6njPjRW5+kMSn1gFytF7ZcbZOyPL4TRBfDh0eB2yQmPO4XlGVIyRaNSCB5q07F1XZBdAJ1j4UC3mh3NqYDXD8GCSnVz//RUGcPLqmHjUYNZBWZSDXCSEY1aTCpSoyXQnCtI1Ty4aabqkK6vlSN143SR+Y9tF1m6vlZzsa5LHXkvHa05+vAmKbJBjl5ltuZqe1DqtcklSidMcYmIrIopXMcWKDXeQI7jgKzEOGeU9d8EKo7Xq3TM4kNy8p6MmU3V7SpvsfJI/58blqu1ddEIEZurjqgcwY0zYE+T1m/vShVzKqT66Q/tQQUqytPh2slydn+5Qc5hvAnWsQhEVOu4PEM/43hhn8mCChdO/rV92+lysPhQonbjqqNQWgnjvwi1f4euesgos0kvBYfbINoPkYUBvlw7Sc68A2CbUQrHWzTt7L+hT+5wm54mg9RCKJwP7glqkHSoXYTi/AEqGdMfukJqonPhCO0L+1tUH7S3Er03xheJwOyvvihofd00U6TGn7aLeAQYky+F2kPrE6/FMa1EhIthwE0zRF79YJUIozS3SJwxBcdf68oYefKN1/Q9XabW7LRSPW+e3CnVKeg59+GxsK5G2R4+pwKgOT59l/uW6/2V/ZQOAZE42xpE8r56UAGVuk49H+LXnj9ACvbbjqkbOzoP3Da0++HrryeOP30AfGsB3LZYwch4FqBt25hZAU6728vupwwathl40mHo+Ra5YyxCxltTsiOJf45o1MKybS4dbTC8XrVALxsDpRlwz7KEqnJ0voLpe5q0B1q2bLPHt2nu+lxSNXfE6uNPLRER3xHUWhuSo/3pF+tFDvqcCkxYlkjOn6xR4K8nLMIxXqvcYUpBOyxXa+u6qcqgWFalPW5NjbJIZmbCypsg2A7pJTD0E5BbmFCqGrF/yw+rtJSBbMiH1sNnpymz6sIRalRVnK5xpbk1ntwU2H8USkaDVaTXq9t1T84ZqlIb6+u0750+SPX8vz4/Udvc7QDTTBCqM8p0rd9vVj33mk7ZtMNyVV/1T9ulYHcYUqXWdWpN1XTomo7Yd2noVqD05QOJsfxpe+LZNihbTTkPtBqUZcLyaoPTKlIo8QaJRJI7YxJJ/Ks4KaTq3XfffRyp2tPTw/r161m1ahV33333v3yuF198kXA4zEsvvcRLL73U572LLrqIe+65h5///Of89Kc/5be//S3Z2dksWrSIG2644S35Lu91tAUN0lw2jv9Buvu/gikFYQIRONrj4KJBAVz/w2aahgFTCiI8c8jDzhYHI3OOV6s+sc/DugYnZ1cEqUiP8theL38/4OGqMYH/3UCTSOJtQNQ28UdEmASjIohcDqX7XzxS6YrLquHC4TIEtzcorenpPXDHEvjMFBmmcypEwG46mojeByLqpr5okFRwS6pUnypq672LRsAzu2FoLswoVROqKyeKFH10mwiwn61V6tWGOhmr6R742mtyps8ZLCK2NQC5qbC7Uane8Rp13SE5DYNz4LvL4HMz9f0WVsqIHTBXxv6dp8Fnn1OjrPxUjfWbS9SoYVk1HGo3mFNk0rc1VhL/a0SjFsNzbHJ9UqS6TP377DQ1rqqLNZ36yFg1fogTf+Eo5KQo5fez0+SMRKIiNKaVytmpyJRztfigGtiUZ2peL69WOvClozX/fx4jKbc2SBX2tfkiabyOhMorx3e82qs3jnaJrAURwvEyFysOq1nO2lqRIFleKVvKMlR/rSJLxPGaGrhzIXxoNLQGpTLKT+1LJDkMpf2+mWqvIdbRuT0IT+xKjKfpTUTZ9V1SEOWnyrF2mkprjlgGHqeTkOHCNsBnRMBvYtgmtmkRdYTeqE1sYVLd0df4+OtBWOyDMy6CYh+MKLTACDH8Qg87/nS8QVAx1wbPuyeF+N2MSDRK6UybPU8f35DMdMHw98PmdiiYD1kuPeM7HFonoIyF/kjQ8gyt1VyfUmdNtN9cNkYBkGNRmq7A3+JDJx6rJ+Zd/XRt39e3NcKRTqXk13RqfzQNNaspS5fC7M4F2m8mFGn9rTyiferRbepEPrYgEcCZWaa19OzexDXCltS4HUE9k+KEKmit/mgV3H06LBoIzSGVJGjpkQoWFIQcnC3yxbK1Z66rTQRajnbp2TR3gAKM8aZC8Wu/fFDf44YZIse6YnUurxujcT57qO/xLxyEtiB8dppNjieK3etvFLWikNLNiI+6GBFygGljucKE3gF1VN9NsG2b/FSDvc0iID8wSkGB+5bLTjprMMwsFXFoGqrV2dSjOfPjNVKJproV1Eh3qwzH+EKR/lELvj4PHtmqPaosQ4G+ZdWJxqA9IXDHOtT/ZQdcPlrZFvXdWq8RW8ffNFPE5Tdfl6J13gDZex1BKLVh1RehaCLkzAGXF7ATZTmsmLLWRnvS0qqEvdkZgm8vEzF8+iCV2bAs2Q0YCsJYNuzvgRkXQU0YQiG9//4RCmJMKdW5PzpOe/3wXNmR/9gv5XiGR+cB/X/BAL3fEFPl5vgU1L1sjIIaVe16xhmIwN0eW+cvH5AAob5L9wX02Q11Uq/et1x2QWEqnF0ChV6oqYdx5XDrq3D3aRDpMIiaHtzeKCHbSdRwgG3jtsNEI29zPb0kkniH4qSQqhdffHG/r3/kIx/h3nvv5emnn2bBggX/0rk+/elP8+lPf/pNj5k/fz7z58//d4eZxL+AtpBxSqhU43CZsLAsDCdJdzIoI0pJapQ/7/Pw5ck9uHvV2F9R5+S1GjcLSkMMz9amNLUgzKtH3NT3GBQm1apJvFPhcuPAINUlxYDPKSJqSLYImknFcjKH5sjgzvTIOJ5eKuMxbEm5+pcdUrcWpalJUHNP3+7lrx0SMbq0WooHp6nzTiwSObM5RsTubJShf7BNioWNdSJ7Htum7sjZXhFPXSE5yGcNFQE1qVjXGJUHq2tEji6rFvlk2zLOb5otJeq5w2BFNcwugZVNcNt8jXdUvpzTsnTYXC/HeHuDlAKFqTaWlXQGTwW4In5unZfK83sNppXC0kMwqjBBqKa6pGzuraRMd4tsf3avgmgpLnhurxyyDI/U2ZYN9yyFaWWaTz9fLyd0YaVKBcSVLamuRFOs1oDqAu9uksN27RSROi09ckar2o8bPiDns7Fb4/Q45CTVd2ttPblTayVel+6ZPfqX7VNw4prJIjwe2yYVjGnAfcv0/gXDpMJ5bi/cNArcPX3HeyyK0lR24ye9OnW3BRLj6Q+l6QqgrK6RMx2Kqo6r02ny9D4vi6sMLh8Mla0ODjxp0N0AGWUw+nInvtIwESOEicWgLIst9X3J0mY/PH4AxuTbDC2JEA1HKJvnxJ1msPOvBsF2pYkPOceiYqFFkBPIDZM45RBxB5h/h4+tvzeo36Jc3dzhNuM/bhNJtyiOOAlvhB0viniddJ/mGiigkOnpWxrjY+P18x/7tRYqMhX4mFWmwN5npqo8Rm2nCM7pZVKc723WWjkRzhrctyN6b7QFFEDoCWtsf9+tfXJorsbzykHtcbatmo1fmi31d3239rFPTEiQqrPKRVr1h/V1eibF1Xag58Rnp8OqGpXc8UdgbL72wHSPxlOaoe/+6436zjPLNYYH1mnsA7P0/RcNVjpxf1h5RMHOz07T/jklQ816Xqzu//hVtWo25AgHjmtyBRC2wuCMPYCSnM7/HA6Hg4YuKUltABv+sl1z4RMTFEA30HPc41RZp4gtMrIrJHL0sW2q1/2+4bITgxHZfDubtL8sijVjTHWpcePTu0UAGobm+XlDZVcd6VRTtTll2lMDsZhYMKq19PkZ8MROlQJYWytV+UfHwO57YdI3YFknbAEWVkgZ2uzXHukPJ0jVkjTN29EFCkq+fED736E2kcVdIahuk33nj2gvDkVFFu9sgCF50BHV82JplcYftaQw3RVT8Z5Wqb2/uUfq0pzCREr+/AGyRRp7tL/6XNrrSzIkUPjcdK3N32zSM8rrUADlpQP6PiuPwJzyxJ7d2KNzLq0SoXrpIBgTgMN/hKpaSCuC6CUKfDy3ByZsgN3bDYa9PwX/YLhvk0GKC84a7GBOmfVv1z5PIon3Ak4KqfpmWLBgAdddd93JHkYS/yLagiapziQZGIdhwMLSEI/v9fLoHi9XjAhgGrC5ycmje7yMyQkzLjehihmRHWVZLWxocHHOwKRjl8Q7D06nSU3ITZltcG65CMyzBktpkOGBdJei+nPKYG8r5HilRO0IiHSdViqD0B9RB+bqNjmwf9gspcz0UhEvIGMwaqtmaXsA5lWoW/POJugKwvBYOlhxuhSHl4yWI3jVJDmt2T6N6eUDCTXeDdOVvvblOVI3fHaaanSdVqkSAi1+GaMgR/aOxVLg1HfByHwI2DCxFHY0SKFYkQmTSsDhUDrahCIphRYOEKkaCSVJ1VMBlmXjscKcPsjFt143+PwMpdbFUXCMYtMXa6Z2z1I5WR8dp1qncfVWs19O4/hC1WS1bDlZt8xSzdS1NfrcuUOlPClIFenvcaibsc+luXP/ShEYF41Q0KAzpLV07C5rIDK0KyTydvNRnfvhTXp/Z1Oiu/H9KxOfb+hWTeJZ5XJuX9yvQMTze2PpktVS5y4YCF8ZB9vvg7RSOP98eLyfdP5cH/hcNmluCEYTqtFXD/YdT2+kuuSs/niNVLpxTCqGu5ca1HfDaaWQsxU2P5U4Z2ctVK0wKT/DTVoxhIMh5lWoVEh/FTUuGWVjRMKqSWkEyJvmYN54N3bEwHTaWJ4Qwbe7i2USbyksy8JO6Wbcp9wQcmpiu6NEHSHcIS81D9t01hkUzgAzBYJVUF6pOffaIanE42TnokHaa3o3pNrfqv3guqmwo0nKsTMHS+kFsK1ePx/frrqP4wpUi9iytffFgwhjCrRHDMvVHN98tO8a7g4pENGblLxgWEJFNqtcwZLaTinMbpwBL+6FoXkism6ZpTR800g0rOoPrX49W3pi5MrHJijgsr+XAn79UdjSICLrkxPh7qV9a76+fED1H6+aJOXuzBKYYIPl7n/dxVHXpefN3BJofwy6Pvjmx7f4odh14veTOHnweh2Eg9o7LhgGGAr2fX6G0vvDlua3HSMlO0O8oeAEzUGXQ/tRIKL18t0VsudSXbIDS9K0z6a4VcqiPSiSf1yhzvHQerhumtLmXz0oYv8zsfqhlq1jtzdKSX3GIKXOg+Zc5zIovxR+ckjjunaK9nOnqbXQHVImUopLNqJty/4MW1KULhio7+R1ytb81UZlQx1q097vdmidvm84TCzX/nykUSUKnt2rPX5no4I162LPidMrlam1aLAC74ahtZ3jE0kbtUUsf3is7mNXSGNaXq3vP2+Anmn3LZe9enplIvi5+JAahUVi92VpFXx1rkp+TCmEoTWw7Q9gOqFoOuRN1n0q7YJDLvCWQfdrsPEhg+LZ8IlF4HdCSZpJc7tBcXoK0aj/jayRJJJIQqr5UwqbNm3C6TzluN4kToB4+n8SCeT5bE4vD7G23sl3NqTw861eHtrmZXBmlAVlYXpXvnCaUJERZUtzcs4n8c5EyOHlt5sMbAtGdUNnl1R66R6pGpoC8OsN0ByIkVSWjL9LRys639wj1Y4/An/eLmVqVbuUn16nDMfeSIulji0/rJSpzjD8bguMKdLnTUPqhzOHwF93yLhu7JYCcHqp0qmrYgTr5GI1kZpRKqP2CzPlBL6wXyqdD46WKqmqXcbzaZVySnc2ihx2GmrGs6waGv1SNS4YqHpigbAaNLQFVO9qULaFJ5os83EqwUmEjXVqsGHZIjni6Az1VaLNGyAVTCgqMuavO/rWHY1jc73UpekeqUMe2qA5tmCg5o/PqX9dIdWIu3GGHLiX9uv6X5oDz+9T2vDTe2IN2ObI0Ysjw6PPxcfzehU8t0/O1MUjeSNDYkaZ6rH1t0OvOKygQK5PjuS5Q+XE2bYIpVwfhHZDTyM0bIKRbXB+rH5bHAOzdO+yPAaLD2nso/L1XlW7vmPv8YCURV+bb1PX1ZdQHZApZzhOSi3Mh6qnE++XnQHDvw5rJsADRwye3O8m4ErFZ4S4dY71BukFciyvn2qR7wph24lvH4lGCTv9RLw9hJx+IklC9R0J24YwIcLuHsKeHsJGENu28Tea5Mw0KLoJXh0KfyuEHV4o9CktuD0gFd15Q5XVNLlEhGF/+MOWWIfyHqnB7l+p7uazK/T8z/CotMe0Mu0ph9sV5Lh2iuqhhi09Q3Y3ac5/Za5KBsQxOl91JuMYnitV+ZmDdd3mHq3BswaLbPz1RsiKkS1/3w0H2rS3laS/+b1KcyeaQmZ69L17E6pxhC3VWWwL9N9Eq6Fb6/PO+VDzJ9h0J3j+SXzQaWp8j+2C1FHg+SeEaar7zd9P4uTBsixMU/uYw9Tz/bRK2TyH2/Wzph2OduoZ7jBlH8X3UNvWXG6MzaO/79Z+c8Ew7RvzBijbyGFIQR2MNb5aNDhhf00pVabHJyfquMMdCmzmp0BBikj/oTmxTIXtClhsOqr9INwFdR7tyzfOkJLz1xu1j5dlKPD/kzXaQ2s71ZDtcIfGWtOpn7cv1p7fE9F3eX6f9rZsr4IW62pFcB6NBROG5Wo82V6thZcOaM/M9almcYpLGSp5KVLTZnqUtfHpKbpOOJogazM92qP3Nmt/Xn1EZPPscpHUz+6F763Ucy7+TPjtZl3rqkl6raZDYzmnCA78GfInweT7IPfDsNgLvwvA02GYXgEpuYm/fd1yGJ8KE3zgWA91vzDY/GMH/oOpuC0vSSSRhHBSmJyvfOUrx71mWRZ1dXWsW7eOSy655CSMKon/BG1BkwHpScfkWIzIjpLmCrK+0UVzwGRBaZgxuRHMfmrPDsqI8mK1h/agQaYnSVAn8c5C0DKpaodWB3TthOEWWGlwbiVYDhGr8a7Bl4ySMs8KwvIjUiccaJVD+ei2WBpUJ+xtEVF04wyp++KYW66oezgqwvOxLXDhKDmd/rBIrEBUxuzIPEUNp5RKJdgVkoO5+ohUN1+YKSXEqiOq8+pzqd7XnmYpFi4eJoc4FIHzhyri/9hWOeWXjhZRZQGlaUrr2tUE65tEco0thO8vh8/Phjteg2+ebhPp6UlG9U8xBHEyLNdgWbX+njPLRDqELZEpuT7N12BsTr16UJ8rTIulzRbIoXE7pPLY1yJHMWor1X5nU+JaO5tUu/HaqUrnm1mmlMMH14mcGZEnx+zbS/V6vNbckkMiR+9aqPlqo2s+vk3kyPo6kUSXj9Hr6W45Wp0hyPFIqRaMigja39qXYD3SISJoxWFd+/xhcki/txK+PA2OroO8WD/PXb+AoXNg7nkQ8oArZj1ua1SqZU/Y4Jk9Skts9Uul9ucdqk33+RmQ7rZxmTYpjig+w+KJw71YYnR/t8RUgC4TrHawY6ZFwRTomgnf35Q4fm+LwUsHDG6b66bEHeD2OW66oyaWDWkuixQi2LZFxDD6EKtJvDvhdDrojBqszoGXe5GVe5rhlVq4dZrUnf4oeEwRQrWd/QccDLRG09zw3TMTSlCnqX2kIE1q9D9tF1Fb06H1tr1Rz4QPj5Wirz6Wvru3RcqxG2bAA2tjTXpMPTdOr9T18lKhKFXHPxpTvLcHRYzEsbdFyvIbZui5sbQKbp2n2s+PbdNzJ8ubqJ3cHtC6jjeLqsxW9sSJsPmoAkYnwsY6GHoIql/R79EjMCIXdjUff2xhqlKbW/zak73l4AnA8BzY3dL/8ekui/4qcTidJoZhEIlYybV8kmAYJsGI9pH5A1XD/qPj4Ui75pcV2/dsC1bth/OGaV4Xpytwsa5WhGx3WATrzib9PiATGru0HtoCen/jUTU6e36f9lSXqf2xoVtr6tyhqgnc4tcatWytwaG5IhxDUe15PqcaMH5vJdwzF450w4fHqW5oKMob/tgL+zSWD46G5VUKdl49KdZIzganQ0rWYbkqE1SQJpLy15sU2AClzJ8+SE1JI5ZqlLcH9RyJB+bLM+Ce5XDzLClMXzqgvf1XG0Qqnz9M6/hna9XoMdOr59TDm0TUnj1E2RxeJ9w6V9/hwhHKaomn+ed4lW3VGdLzyufUz6smxUpvecHdqHT/vMuhzoYfLUk8I/a2wNLDcO1YyJ8IjRv1eus+OLwUmnYk5kTDVoPS6U5GfdRL2EwKBpJI4qSQqqtXH1/53TAM0tLSuPrqq/9pjdQkTg2EotATSSpVT4SyNIuytH/enbQ8TRb7/nYHkwqSDTOSeGfBYcpYu2s5fP9iWPdjOHJ74v2R18GvAkpbenGfjLt0j2qS7m+GYXkyiEvTVRu1ME2K04NtUvl9c6FI10tGyVFs6BYRW9+ltHvLFvnlNNW8wGmqJtziQyoHUNcpB7U1IMXQ+ljznhWHZZxvPirirK5LZOp5w+Tc+iOqZ9cVhjWx9Otrp0r1sPGoUtWisXIEDd1yXr1OqZFsGy4eDXub4KrJNmmOKFY4+Zw81eByGKytFZF41mDNoy/Nge8sl1P21C7V4H1grYhWjxNyXHKUzh+muVWSLvXJ/hY5OAda5Yz1JlTj6AppvtZ3i6RvCSglb3uj5tKYgkQKo8cpJUpTj/75XHIgH1qvtOQ4TEMk7K82ag5+JJYqOLFYqX7+iOb/goFaP8/ulUoHpLYbmCkVUGGqxja/QsRLig98H4Z1MRJmYiaEd8K6L8KEb8DXdiYaycURtqS0OXtIIu1/TzNcMtIikx6iURuiYLudsbJBRp/Pxpv7RG1w9FK1lZwPt/eqrRxHxIIH1pncNtuFI+QnA3DixOhwU7vBTbAdCsdDSpFF2OEnyce8e2GG3ViF8PLrx7/X0AOP7YbLRoggaeiCH6xRM5djMbVEGRARS8EBf0TrIcOTWI+1nZBeIIVcmlvERyCifeKcYcq8KE6LNUR0qwZiU4+CD2cN1h6X4YabZ4ukMg2RRjsbpeS7dJSCkd/q57v4I/C3XXB9LO35hX0KwHx5jva+xh6p2TI8qufYEdDrEUvBSO+beH0eZ//q+zi8TujoVQKkezdccw7ctypRixqkhvvkJNVsPnOwnm2eUggehWsnwL1rjj/+5pk2joi/TwtHBy4Mv4u69QahTjUY8hUk1/LJgG3bpHs051r8UNuleWsRS/uPH2jo9c1HpcY2DNUJfnRrolyNZYPb1PrQufX5R7bKJqvIFCEZ31OnFGt/2HRUn20LaC7+YJXUrF0h+MUGneu2ucpcqm4Xefnqwdh6ToWxaSpfEYqqceOscpUksCw1wUp1yQZs8Wv/HparvbG2AwbnynZ9ZAuMKxI5aaC64+cOgQWVuv6kYq3zD47Wfnz/SrhtngKaHxqr2sivV2mf/ssOCQeOdqkZVn13wt54YJ0UubkpKj+1pCphUzgMNZwa2gEvRWBssV7f1STFa3coUfYq3a0yIWMLZa8MywWfF8o+AA3An7ckCNXe+NUO+MYFCVLV4YDuo8cfV7PaYPBZDhxFyeBlEkmcFFL11VdfPRmXTeItRntIDlGSVP3vkOqCTLfFwY4kqZrEOw8uU2n0a2vhG+vga5+DaBu0HgJfNjAIal6GPJ+6oC4+pBTKP25RatfP1sqRjBt2XqfUbn/cItVqMAKXjRbRetYQGantQRnXz+1T/anPTlNEPi8Fbv5HooHVc3vVyfRIJ5SnK01/3kB1J15arWNOjzULCEbUyb0gBVYdVr3Wp/bAiiOQFRPVPb1HKsAPjtbv9d0iqrxOKTGui6kQw5ZNeYbSGT2EsQP/PLiSxP8eYctgQ51IjH0tcuxchojOhm7Ni5IUuHO6yPXzhsi5+tbrUpmFopqL8eYvj22DD4xUaYp0d6xxhyXCJcUlUv6Hq/QZd0z94jD0Wa9Tc/5gm44PW3K6zhmiefq7LfCVOSprccnoBBGamyIH9dJRGnOuD/YjNU4cz+4VYfvhMZq/Npqv5RnwpZcTDvHfdsNHx8JdpykA8nqvpjJPA/OKYeGnoZnjCdU46rpgWK7NNZNs8lKgMNXCHQmIUI3f93CE0yptXqtKkKob6+CK8RqXxwE9PnCngxWGFkPXS3HJAff32ibru8EfdZAKOG0nrVs9rP95orLV3mcgq9Jg+k0pBM2e/2CWJHGqw2P7OPQPB1uGJ+ZTXKUVimot1nRB2AmvHoCmmHrb5dAx8fk0qViq71cPqC72X3YoSBLHo9vgqokKonzttcTr/9gv4uO84QrIxNeGx6GU5k9Nhh+vVoDh6knau450iuAZX6iMja++0pfcKExV/cj7VyYa8cRx+iAp4bc2aE3E1ajnD5U9ua5WatgndsLVk+Eb8xW4DFsia5/f1/99XDiQfrOp4liUD0e3J34vngyBdql2AxE9f/JS9N4vNyjzpCJTytnn9urZ8NkSuKEC2h1w1A/5Xkjrhq5XbTLmurEM7ZVO20XzJg8bf5kY0N5nIHuIwbQb+q5lI6lGf9vhdJrsaBRp9/IBdab/2y6VVDIM3iC5XQ7tMQ+ul1rynCEKMIw6TSWR2gKa/2cPUaDBESNhzdgzfk2NapX+ZYe63Bemah/6x36d3+sUUToyX9lG9y6HOxcmAgd/2Kogx282aQ18YqICDC/sV337wx2y+fJjQcTl1ZqjOT6N/Q9bFXy4aCTcsUTPD4cB6YchLVY6IL5vjytUuZ+IBZeOVLPVi0doP/U4ZVP6IxIHXD5az5obY7ZExNI+e7gdPj5B3626XQGGe85Q4KYjqAD/BcMVnKhq1zOlPFPNUgeasKgMdnUr62RMgWzcyqzY32CdxjOnXMGkTLdI8NQs6Ig9HxtPsCWGotDuBIdb6mNvJvj7UZgDHFpsMOIKB6FQ0n9N4r2Nk5b+f91111FeXn7cewcOHOC+++7jwQcfPAkjS+LfQVtQjkuSVP3vUZhicaDd8c8PTCKJUwxOU6lKB1qlXrj2NShKgf+bAC5fwknL8Cpl+apJUhZ8aIwMuguGyejtCMqQbg1IjXf5GKlwvC7Vl/zMNJGvl4ySAXykQ/VXW/wiXD85SXW6rp+ma/aEFZW3gaYufeZvu+DrC+Q4P7tXzsH0Ur2Xn6pUNIcJg3LgUKdUqxePgOpOOQ1FaSKzDrXp2IFZUleMyJNBm+qCjbU2M8ohzfITDkb7TS9N4uTDYThw+U1uLAJHA4wugRdqYXSp6p21BURwei2orIH9f4IZ34LqgJQndZ1ywnJT5OS9fkiNnoIRzZvZFXKQTEPOZUMXrDsCnxwMqT0Q7oGcUoikwN5uqbevGC9nCuTUPLFTBMhNM0Vy/maTnNHukBpdra+VU9fsl4NUmg4DsuAv/ag6tzXo2NEFUq1OLREJfOz8/MNW+NZpIoaPxet1MG0sGP/EcjSAcflROiMOqjtMsrwpZLgtXJEAlmVj25DtCnPeEBfP7pMd0R5UDb47Ftgc7TLoNGHSvXD4T5CRJiVeW0DObIpLTvbmWLkAK2xgdqViugzW//x4VqjtoMGBFw0GnO8kEk06fu8mOJ0m9WtMWvYbWMMUVLhklPaUiKV1YqB5/rO1embH1ZjP7tG+8cDaBCkZiGoP2ny0L6Eaxy83ai6aRl9V5+QS+P5KEUOj8kUmhaL65zIVcIu0g68e/O1Qmgv3zoIjEZE4N8wQUbonlkpf350ga1/cn7jO4GzoDEqJvmiwxprjE3EcD/SUZOj7B6MKuLhMvdYWgEgEvj4HfrROv8dRmq5zWpZK5/RW2k8t0b3p9kPOp2GoAdFmWNYDL+8TcfuXHbqHncFEKvL/xYIkCyvVlChe/zn3SWjdL6LmSCeEuwFMckc4cRQGRdD53X0I1Tha9xkcesWg4hwHhFxEux34m8CbDa70KBFXMFlm522AYRhELEhxSuFZnK55FbWl6M7xiUBs84v0u2G6SL0Vh0W05/o0r+YP1PFDckQiWrZI2fifrK5LNpjPKTLWsrUOxhRo7/PHCMlsn0oGjC3U3Pv4BKXRH2rTWhiZp7l20Ujtl68cFKnqMJSBtKZG1583QOefUKhgy55mjf3n62TPXT1J3ycQ1h7VE44FaTplo1a1S8l+R6NKb+T71KyqME0E8Ccn6rlzuCOxRg3U2PTVQ4n0/J4wzB2g9R2Kiuh1oEBFU0DN5T4yVkH+uJ1roGBGplfHe51Su8+t0Jh3N0GgG6wW1UZ3+SAtHxpc4MmINRN7E9gAJky5Fo5ufpPjovRfRyWJJN5j+J+RqrW1tW/8/8knn+SMM87A4TieRHr99ddZsWLF/2pYSfwXaA/K4ElNkqr/NYpTLJbVuQhbMlSSSOKdANuXSk9EqUZfm6e0x60NSnF8YqfS5L9/ltQGhi0n6xfrRTr9dYfqN8VRnCbH82dr5SgWpKiza1OPmkN9f2WiiQ2oJMAN09WMwOuUcXvZGPj5ehG0Hxmj4v5ramB+Jfxlu67/wj543zCpg16vkmGdl6I0SbdTadTxGnoOAy4ZKeL1ppdk/H54rOrIuR265pwKpYAOy5VCdWIxhLu6SOLUhcNwEDjsZfUPTCL+2IsGDD8bykthqy0lzKoa+PV2uGYMzLgVol6oqocfrkk4gW4HfHoyZJWI9P99LPUwjgGZajxTlg4jg7DpOxDqTLxfPAdSzoQ7l8iJu2aKVF31Xfr/7zZrDk8oUtr+JyZofv9td4JUBDm0uSnwygka74Dm++Ac6AmJFO79+d5YXi1iaGvD8e+9cFQOrMPoP20wP0X35IdrnexpSZAixWkmN89MwYdqCxvhEOdUwqxyF0uqDCqz9L1+stZ4o0O404RbP2Czs9ngzzsS13M74IpxIqJ3NoJ/n8HB5wwKx57YFjn4sknlIhc4k6TquwlG0MW+50wCrTAtD8ZViFw5dq/41GQFLLpCIic21Gm/8jrhltlKwc31Kagwo0xNbE6E7Q1qQLM7RoCmuBKqtCklIiF/skakJqhUzC3DYMOPoLpX/dH8cZBzOfxgk+b0VZM0nnht4fW1sYBKL1J1bgVUZMFvNyWUa1+YJaLp4U19ieCSdH3+d5sT54y/ftscWFENDX4YUyhSLNurgNIFw5SqvboGRuVJbf/NpfRZlx8ZCy2xmrE/X6c9urlHiv8Mj+6D16F7+sDaxJ76wkG48TRo3AZdfvpg/wsGoz7hBNPmyJoT3//q100qT/Ox+kciWeNILzGZebODiDdZv/ytRnd3iGklTtqDCgK0+FWrfluDSPXvrBABGMeofNU9fX6fjp9TIdKxoROyUkSkDstVQBAUtI7vKX/couykwx0iOaeXav/78erEmjINBcc/MUEBgK4Q3LFQGQ+bjspOc5ka3+5mra+CVI1jS73O98ROkbAzy3TdJYcSTRXdDmVM2Wgt926qOChLKvI2v2qb7mvRdTK9Uoguq9aaido69o6FGlO6R2SwZSvoOrZQaywc1TMnxyeiM2LpvuxpEunrdqoB3sajMKsMikZAW1D3qXfTueI0ZW39coPq/t82GQ49A5te5A3S0+mD6V8AxwCo9WvNt/ZTDtVpQmE6lH0ejqyGijnQsBU6+gm2DphvJ5s+JpEE/0NS9c4772TJkiWAIl7XX399v8fZts3s2bP/V8NK4r9Ae8jAZdq4kyTgf43CFIuobXC026Q8/Z+0VE0iiVMA3lQfzx4wmFlmsLcFfrQGPjNF0fjFh2QAggzEy8fIoPztZikH0t1S5XkcSkv87WaRWIYNdy6QQep1QjCssgH13TKSPU59JsWVaETwxVkigQpSlZYdT+WcXCo1wYAsRfM7QnLwFgyU+jXHkGppaC78aSt8bKLUArcv0LWjlhzBZ/dCZY/UB3/fLQf1G/NVKgAbsj1QlA4tfptsZxQ74O/nbiVxKsEMeFlxn/lGIyQAbDj0PGQVwZxRcNRUGt3BNvjrAUgZC3lhGJgtB+fF/VLcnDtUTo/HKeWX55hYcVW7GtpcMxYOPAnDroVoqlSZgQNw+G8wqBy+MU9NdPY1Sx395x1yCm+aKXWOyyGC1kYObO8U+BSXGsxMKNK6mFAkx25tbd+xdIX0PQORRF1Wj0PpkmMKtFZNA1p6TpwWWJGp4746V+fZ06yGGz1hffbjExS46E2oghRI31lp8tVZHsyQvDgjHCKLEJcOcXA05OVri/saExkeaPIbPLa9z8uEoiK9bpkNM7Oh5iEpb4KdJ85djgSgdw3XJN4lsA3C3fr7eh3w02MIVRCp8tg2zfPn90llN70ERuTr/+luyM4TUXH6IKk7/W/CvduoQc37huv/OV6l1940UwG6217tq2L9aCVs/zmUvw/cAyEKOLqg9u/gfwkWTIRXDsPvN0sFe9bgxFosSdMeZ9k6t8+pdfzpKSJDDrWKzFx+uC+hmuERgdTcAxePhA+OUh3njqAI4Cd3wcWjlOXx1x1a79dPExnmNFXD+ewhum5dp56F8SBoxNKe/YWZKqPT7FeZgpJ0NaX73WaNZWIRx63d7jA4TtAwPNRlgGViOKIE20+8VgfMg42/6kuoAnTWwqrvmUz/kgcr2TjnLYVhGLgdqjM+p0J222uHtBc+tF5737lDYFYFpLkS6fynVcaak9qaFxOKoKZba640Xcpmy9bxF4/Uvre/FVLcUk0HIqrHf++yvmJIy1Y5psnFIv7bYiV1ZpSJpGzollrURnNu4UCpVU+vVPknSJTgKU7TnO4Oa6z+iOzUo13ay+o69bmFAxVAj1haQ9k+jT/To/f3typws65WayEYVWAy26sGdnEVbWO3AiNZXu3bh9ul6B2ZJ7I5x6f1O7FYxGy8nNX8Afo+m4/CujpdLz9F96cgVWPzuVSiwOWAttVw8IW+f8eIH1Z8GxZ9D7Lcsqt/tvZ4oelHR0HLMtj3pNL/a9fA5E/Dyu/2Pa5grE1KcZRQMoiRRBL/O1L1jjvuYMWKFdi2zVe/+lWuvfZaKioq+hxjmiYZGRlMnz79fzWsJP4LtAdNUl02RtJP+a+R6xWRWpskVZN4B8DyptAWNnlxn8G8ChnHB1rlsJ47VIq4OFwONY5qCchofr1KafdhSxTH9FI1o/r7HihIh6d3wfkxAvPcoXKGVx2RCu+rc9RVeUOdjEC3Qw7oJSNgb1vCET5nCGyt17gOtql25LwK8LrBjsQUNc1S6OxtknN533KRsCAj+PIxapQwu1xdlBdVypFYXydj/soJUN0h0nZ9rcWoXAvCSUL1VIfL5aD2dfoSqr2w7wUY4YWiCtVjq+2Uk/P7zVLOgJyhD43RvH5ovYhTkHP1wdGJRmlx7G0BwwHWxfC9/SI2QETFlbfA4YchfTh8b7vIzWllSjtcXSNSP15TcWwBzCiXCmxprN5puls1WZ/eLfUqKChw9hCVpfj9lsQ4RuWrLpzbAekuETQ3zICX9is910ZE7tlD5Jyuq+3rbF0xTmO5fUnfMX1hpuoQz66QU/jSgf6Ngrou6Io4yDjm9Yht8vc9x39mboUc4f5go/HNroVDVeDJFNly4KX+j88ZZmM7kmqadx3cUQrGOqlZbdAZPJ5QjWNdrRpDPb9P2Q8XjIA/bdNafXhTgjBMc6s+8cfHw2/6SXktTlP68682JFRi6W7tbQZSTvfmF1JdkB2GtGvg1wfg0Da9numBD18OrIOLymBbi0oRPLyprwL2whEicEblaz/60/ZE2u7gbNVpbuyWUi6O/BSpB/+8XcfHx3HhCBGyiw8pqyMUVZ3yZ/eqqVCKU/8/a4g6m1cf81wrSVfDnDiWVEnlF1+jzT0igPa16Bxb+lG6j8mDzj39/41KptpYZgQ7YlM8yebAP/p/jhSMtdn1VP/vdRyBaLcD0vu/RhL/GVwug02NesaDUuZdZqx5WVABhRRXTMUalepzWXWs6aAhIvaCYQoQGiaYKCjQ7BeZaBoqrzQgE/5xQHWNR+SLSFxf2392+UUjYF8rPLkiUXJiWK4CDk6/AuMpLq2dyiztcT1hZSk192idDs4R2ZnhiWVn1Gu/j8aCGkc6lBGV5hZJ+toezft40GNmmZ4X3WHttxFLNYTzU2XrDs0R4dwelLo3yyuBQVPs+r/fLFXphCKNPzdFduZP1sDUUpgRq1lromsUpencW+rVoPLSUSpBtWAg1Nm6ng34W6H+if7/lnYU6tZCWhGklivL7MX9Wu+FqXD+QAi8Dnv/nvhMqAswYdjlULcUnB4YfI5NzogooWQAI4kkgP8hqVpYWMhFF10EKOI1f/58cnJy/leXT+JtQHvIiHXwTeK/hduhZlU1XQ4gmZ6YxKkLn89JTcAk3WPQHRaRecV4uGeZFADji/o2sQmFYelhpTG9clDG7K3zZLyFojJ6u0MyDvc2SyGwrxUuHwXtIXWOvWyMDPj9LUr5ijuHdV0iaCcUKl06jvIMGYjlGSLFHCbkpMD3l8NtC2VYjymSWnBMkVSnN8/WOB7eqOs/uE4KoQfXqSN81FINu20N8cZaFvPLLcKRKJXeCJGQlSwr9Q6AYRh0HDlxJLCnEUwn7PsNlH1WqcNffaWvcq0toJIXX5iZqEs4tkD14vJT5JzNLpd6bG1NTGHihPIiuKUIuoKJNMbDYRj2CWiLnX9bg5pZfW66agb3xtYGKXa+PEfOV2WWFCorDktV84GRUpJGbV3XnSmSdluD1s9ZQ/TzqF+BhAtHiMTZ06sMR9hS0OCcGLG68oheH1OgMf95x/FjavbL8WwNKNvIfhNFaHtQDTNsGxwOk5DpJmw6mFVu0B5M1JQEOaCNJyDJQN+5Jzb2YLsUNZkDoL3qmAMNGHeFTdQRok978STe8QhbYUZc5KZxh0H7m9QItFEQwUB7zjeXqE73z9b2rS3aFdKauHG69o94ICWOj0+Aby/VOrt5lggYy9ZczPSoRmhvpLnBmQ93rUoQP6B18MAO+NJM8IeU/bC1QeSszwk9EQXzllYrcGjZ2i+vmqSAxtJqreujXX1JXJcpxWlHUKSTFfvyoVgToHEFIpB+sV5kim2rGc7CSmV8fHgsfP21vs+79qCa7Xx+htKY22NBocZu3Yc4Lhiu8iMfHisC9qldfe+Fw9C+vuOx4/8+3mwonGQRimqBZgywmflFGztq0FkLB1+BniYRcg73Cf/MgMqrOJOk6lsKp9PB0S6ozNacaepJ1MK/aGSCIMWG7Y3aNwZkqjlpRYaIQZep+WjZykoyTc2TiCX7Kt0TK7k0SuWYCmLNpOIBRKepPWlysdZVa0DrN9urMYzIVRA/EJYNV9spJWh+zNa0EdE7qVik5LlDNf6DbVLZFqertMfOxsT3PHuIjukIyf587ZCeC+8brqC9YWg9xhWsnlhpmqaYQtzt0HezgVBEtdHPHapxmqYyPuI1ZT0OBWp+tVH3bm5FomxGFAUrvK6EfX3ZaJW/GpqjMZRnKuDym01wzTCtlxOh/TBEdkPDdihdCBdOBDsNrDYIrYKqvx//mZ4Gm4FnWVTMBZMoUUf4jfWaRBJJnKRGVRdddBGBQIDNmzcTDoff6NpoWRZ+v59169bxxS9+8WQMLYl/A+0hI1lP9S1Ens+ipjtZSyGJUxeG00Ft0MuaGoPTBymdvqodsjyqLfXIVhmBqa6EA2kbUjUsGAhj8vW+1ynDuyIDdjWJuNp0VEbthqPqiLy4Wq+vr5Pj2upXutW2RhGpHUEZte8fLgN2QC/nbluDGodUt0vN4w+LzP3iHDXLWlqtcYzMg4+MU7qz2wlbjkottLUeHtmmcc8dAE/tVEfaxYekUopYNl7DIuL3Y5IMg7yTEDUMckbC4eX9v585ALqOQuVH4JmDSr89USrwC/s0rysyY2UsNsmpKcvQvBySI3XO4oPw5ZflXH12usj7p3bJCc1PUbp/ZXbivHVdSl+Md/buMz6viJ99zTqHy1Td389OV421v+6Ucza7Qs5WSbqIpA+MksNqIMfs1xvlGPYmVHvjlYPwpdlSywKcP8zmp2v6J0trO/Vv9RGby8acuN4q6JlhR8B2edjR7uTx7Sb13XKMzx4iRVO8nuXRLinB43X3jsWgVPDXJH7f9BuY/jlo2Gpz4BWDaFAK1XFX2DhyAkSTKYrvShgZIWbc6KE15cRkvsvUerp1rkrTZHpFWvYmVHvj8e0KbDy8SUS/x6H10hFUbe40t1Lmf7tZazXbq/fPGqz9KY4MD+zq6Euo9sZfquH6yVJ11ndJ/fb7LVLIpbtVjqAkHaraROj0fn3hQCnYTFOfy/LC9VO1drtCSkl+ereUrx6H1lZBmoIrv9ygtP+PT1QwqD2oZ9fqmjd/3i2sTJClA7K0RgtSFezsCsEze9XVPBJVMGnFYZFAI3PhsgHQ9BRM/hTsfQ7qt4gkLZtlM/IDNhGXHyzwWCkc+IfB/n8YRPyQPRjG/x+0HLQpmWzjSgXDYZww28CbndyT32pEo1EGZrlo6tFaqsjUXMzxqSxFPGPRtpVZdOkoKTcNQ3ZYlk/qVduOzdtYc6Yndkol7nFovi4arOykNTVSZd4yW+rTA60KgiyrFpF6wwzN34lFWnfhqLKYLh0Nz+/V+vj7bo3x01M0TpepufjrjQo8NHRpXOcN1f49IFMB9Kd2Ss3aGVLdU9sWKfpwlfb1sQVSnT68Sfvq2hqNKxhVMHLhQD1r2gMqsxEPap4/FC4cqWfI/laRvS1+rasPjtZ9fHSr7N+PjJWNDCJc9zRr7cVrz47OV4OsQEQ2yNN7ZEtEbe2XNT2QWdFPgDGGrAo4tFjlAKqe07845ny5/89kDrAJ+3sS4oFk4kcSSfTBSSFVV61axQ033EBHR0e/76empiZJ1XcA2oMGpanJKNVbhVyvzc6W45u3JZHEqQDTNGiJevnhaoP/Gy/D7oLh8NpBpSPvb1F9LV8szfCPW/W5UFTGptNIdCnf3iAjd32dFHCvV8PATCl98otkTI7Ik3NakKrXB2fLuCxJV0rU9gY42K6o/rVTlMaZnyJHd8URGddP7FTtu5aADPRVNaqjOiRHKoe9zXD7a3DnaVKoXjpaKqTb5isluqpdqoY1NeoKXdUmg3lCMUT8yVT/dxpM0+BowE3hGANXarzrdF8MOw+2PgJj54Gzo28jiGNxqE3O49N7NJfjONIBP12rzr9/2KI5+PRekQx7muVExdHYAz/foHICV07UHM/yyCmbXwEvHkgo0bxOqV9uX5xQq/hcqs92x+IEkRmMwqsHda0vzJTDdrBVxG3Ehl+u17EtbzKFQ1Fd957TbTxOOa1v1i24thPS3QaBCNww3ebZvcYbacxxjCmw8ZkRTKeDlfUufrclQYK1BuDRbXKsT68UMbS0Wo03NtYdn/7pdqie6qZtUDIVsgeprmbzXpvB7w9TeZYJtoHtjBJ1hJKE6rsYoXAYT6YbT4fBiFzY1Xz8MXHiYXKR1m1hat+Gcseirkt73DWTE3Nvd5PIy6YekYm9leStARGs5w0VsfrifgUwJhVDikeq0XW1WifTSkVK9YS1rpbXKqg4f4CeG3F0xoIvdZ0K1MSb5cRfn1IiRXzYEmE6rVSfj1hqcvfdFYlnRzCqNbWnWYQSSKHX2K2SBt96XQHDtrYT35NDbSJgQffm3KEipkbkSaEaL4NyoEWlSIbnwe3zwGyF9q2w71EpymtXwMAFMPoKiDhsvL4QoahU5G7Ly7qfmDTv7vVs2A8rvw/zvgaOfD921MHAhR4Ovnw8iV44wcbwJinVtxoOh4MsrwLNZwxSI7OfrtVaSIsph50xTcjkEtliLX4RiDk+lckBBbEDUYhG4HuxntSTi2F0gT6zv1WE4oUj9N7RLtUWLc1INKArTFWt/WBUgbhARHP93KGqcVrVppIZ8c9/e6kU5mcP0TOgKwTfWa71MrdCgY+SEu2JpgmfnqrPVrUrWBKKihwelS8hwOFYH4DPTFUg83CHxjR/gEpKxZXc9y3X2hxToOsMzdV4Xj4gxW1Npwjea6co6GL36Oe5QwFDdVQtS+M61KZxbG+QUnZ2hchckOo13a3nQjwA+XwtXH8JbP3e8X9LdzqkFatURn+IBHX93ptuWjF48yxCyW00iSROiJMii/vBD35AVlYWP/rRjzjjjDM488wzefDBB/nwhz+MYRg89NBDJ2NYSfyb6AiZSaXqW4gcj0Vn2DxOmZREEicbpmkSdqfw+y0Gp8WUKtFYsf4JRTI4yzLhG4vhs8/LuL5ohNQHboccUQvVdxuSC3/ZIZVLbacM8omFSs+v6YAmv4xet0NG7NBcEUwNParz9sPVcthG5OtzX5yljrLhMHxlrtSnoHpyl46G2g7IcEutU5AiO/GVg0p1LE6HW+bIUfjYeKVmzSyHJ3fKsM5LkVOQn5JoFDK+yCbDkVyk70REHW4e327S7oWxX4KsgYn3PBkw6SpILQCHBxy2lCsFqSc+X1GanLDehGpvPLFTztORDqXqzygTWX8s5g1Q6t62es3BpbFadOVZ8JU5CRX23Ap9vnd5jYUD4Zk9/StDj3RojVm2lD4PrFMNtw+NlYOZ4TnxdzOANLdNihHCGejCaVhvdEbuDxWZcnwfXAd/2Wkwocjmltm6hgHMLLW5ZqKFEQoSMj08vr1/VeGrB1VLDvRsyPJYfGm2RY4vcUxJOnxjro2132bOl8GbCdXLoGkXZA8EK2wQcvoJuXoIG8FkJ/D3AGxXmFTT5qpBakIVn10uE84cLNX2qHwRFfkpIj7yUk58vkyP9rVXDsD3V6rDfbpbzW9K0rXm+sPz+0Q6jS/UfuSPNYXaUq/X712k/WxptdJ5xxQqWLJokJ4X/WF1jfZBxzFLZl2tgiolaVLINXWLVDktplDtb9of7lAgJ9srpdyRDpFfpiHV7pvdk/xUqe8KUqXi7Q7B/atEDFX1IqgzvSJ2KzOhZw1suA32Py5CFRTM2vsshKM2RmqMUEX3O9ji6EOovgEbNv/WwAi5CNthhl0YZfBZNmZMGmSYUD7bZsInLcJG8MRfIon/CJFIlOYepfO3BbQWPjEBntur+eBzyWZzO0Quep2yA5cfTpRqOnOw5k9jN/xtl9bRV+aKqM/yKtj4xE6tF4ch+/Fol2y4UDRRL/kDI/X/s4co4PDsXs310QVaU7kp9NmrglGVuyhJV8DDZWq/XHVE+01XSOUt9rbILvzc81KrjszTOnE79JnTKjXPntyVKPtR06ng6QXDtXb2t2hNvXRA5QxumwcfHSu17d4mjW9Gmeb6X3foe7sdUqC2BbSO6zqhuk0Bl7CVsD1dpgjZVLdEBnHbxLa1Fr3OxPpt6Ia1Boz8lEjUOLIqYc5tsPWPJ/5b+/JUMzWO/DE2s74UJexI1k5NIok3w0lRqu7evZtvfvObLFq0iK6uLh555BHmz5/P/PnzCYfDPPDAA/ziF784GUNL4l9EMAqBaDL9/61ETqxZVX2PSWVmUgGcxKmDgNNHXYfJrmY4d5hSI+u79RzY36K0pEwPTCtRtDxswcIBUtF4HHq9Jyxj10BGpctUTahsr4zBzbH0/6YedY+NWCI0XQ51dQ5G4KPjlFa4uwlufVXpya8ekPph2QFYU6+GCYGIjHCHAaMLYXGVivrXtMP+NpUN8Edg9RFYWiUHMcWtNK0rJyr98gOj5AT/dYde+9suuHCETaEnSPeJcjmTOKURwYHXCTub4Ol9cOFHYX4m2EEI1MP+f8Duv8OQcyDNC+WxYMEL+/pvlHHBMCljppaItO84xpdvDcjZXFYN08tEEg7KTjTFARE9w3KlagGRP05TQYEFA+G5PZrfP1ylphq/29z3GpXZSnM8ETbUiUBaV6vfazulBD9/qMiduLr7WEwvhSxXFCsgwsNLmNMrTZ7fdzzhkebWmHs39qluNyhOgzsX2FiWRYojisOKEjENusPGGzVlj4UNOA2b+06z8Dos3FaIbC/cPsdDT9TENGx8poXLCmKOTOG1rylFOI6Vuw0q5jkZ/kFPklx5j8BhOmjZ5mLdTw0cbrj0Hpg3MNFMZnWN9qVtDapb+sVZIlMGjE2kBB+L9w2XCm1TfeK1hzdpD3I5OOH8tWytsY9PkKK8vdcU3N+qtN0ZZUqLL05TSnRBqkrdtB7DWbgdOt7lUPmabJ/2xziK06Rky/Lqe8bHOjDr+HqmvbGxTkHN6aVS7lm2CNPtjVIgvri/f0L2/cMVJEl1q7bypaOOPyYvRfv4zbMgzYbtv+l/DLkjbHxpEULhhPzd4TCp337icbdXAREHuCFo+Bl0oZNBZ7uJBgwcXhs8YYJ2cm9+OxAO2wzIkurz/SM0X4rTpcI00JyP2po3uT6tKYchBeeOWBp7jk9kom1LJf7FWWpC5XQoSGGQIDKXVct+HFeoNRrPfMr2au7+YYsyMJp6dP50j8jaZdXaL2s6Fcg82KbP2YhYnVWukgIpLq3NrfVw/0plL62p0We+s0iiga31Usnua9H3KkiTXdkRVNmBXU0aw7YG2FyvhqtVbcoG2dkoRbht6zoZtuqybm/U+szwaN93xDK4mnp0Tz40RoTo33eLqDVQT4DTB+n9ymz48Ro4baBKJfxjv8Y9MFv2dbw2azAKT1fBvly44GZIiUBGChyJwPpucKX1/3fOqgRHts38e8Hyg9OldRU2Q9hJdz+JJN4UJ0WpalkWRUVqdVdZWcm+fYlcuLPOOosdO3ac6KNJnCJoD8qxSjaqeuuQ5da9rPcn66omcerAcDp5YpeBx6nU/WisGP93liVqR/1gFdyxBG55Wf8vTlWTqe+vkhH6obE6bt4AqVQHZun1NbXws3UipobnqdHMwCz43VY5km5TBKjDkCpw9RHVbDNNuP9MqG2XE7jxKKS7bQ62wcEWRe3vWSaDsyuk8y+rhkE5UgL4XPoOl45SfbyVh0UKxTu8prrkpLb6RWwVpEJ5pk1hqp0kVN/BMAybnrD+zi1++PVu+M0RsH2w9qfQvBu6G2Dzb6FugxyfzfXqsO3ppXwxEaGf5RNp6XVqHn1yohzAN66HAgSXjNL/X9inGm1fmSMSBaTeeWSrHKwvz5ETaRpy5grT4JxhqhE3b4DWXqqr73cKRrS2TgRfP3VZQeqeLC98arKI1d4YngtnD7GxownmKGybnDHIYFJR32OzvCJQ4k5vb9R1xVS8hsHT+138dqeXfT0pOI6V3B0Dr9Mm1erBEQ4QjVpEoxaOsJ90q5vUaA9mOIAZdbHtkb6EahzVrxtEOk6KZiCJkwBHyMOmX2nhRUPgb9be8/1V8L2VWqO5KdonIpaIzKsmwTO7RXwcu6bmD9C+05tQBe0NpnG8YvRYFKVqfbX3w+nviJEq103V88XrFFGS5lbwMI4Lhqn5W7wWZJpbDaBSXCKtvjBTtVGXH1a39JaAMjdAe6vvTZ4JKS6YVKTvorIdeo5YthR210zu+7wzkMKvxQ/fWqp6rEc6jn/u5KcoJbozKKLonrUw8FOQUd73uMwBMPk6CBt9WWTb7quqOxamCwwz4XOErQhhdw9WRjdhdw/hJKH6tsG2bZq74frpyjja0ajMoqNdCspVZGrNlGdoT3DE1kngmP3JskW+LhgYazJaDM/uUQmAOxdojhMjGne3iFCM22agQHdrQIFRpyk1Z6or0fS0NaBxRaI6V1lGr++A5m1+qmqXxtPzr58m+9JpKmBgGqo7PjJf9uPQXJXYiX8v0PfK8Og7r65RFkljj84Xiao0x9EuqU6bevR9DKRI9zpVH9nnUmbU0BytwR2N+r5hS6rVtoCU9Q5DtjBIiFCarqawT+yEqycrSDKhCLYeVSDmc9N1PoCdzXDfVni5G2rd8P3N8Og+qPiE1mFvZJTD8GsBT5iosws7vYuwt5uwkSRUk0jiX8FJsTorKirYvXs3U6ZMYcCAAfj9fvbv38/gwYOJRCJ0d79Ju9ckTgl0hPSETypV3zq4HJDusqjvSZKqSZw6CJsuVh1R2v+8AYqKz66Q0ufml+Bbp6nOY03MOStMgWDMsKzplDKhxS81QGdIjtdplVIBNXRL9eCPwNJDMKlUaYQZbnAQ62YakDG8eK+MVKdD6tE/bYevz5cj+uuN8INFYG6D+1fDdVM0rrW16tye6ZFTeKBVir1oFByxzxWlSx3QFdT3W3lYRJfbkLrQaUDEtplXYRNN7k3vaLjtMAMyHQzMMt5QqK2rhTFZUDwNalcljj30NIyaKAcmGJGqJhSVkzUwS3Nr81ERlp0hpfOOylczjUe3yrmbVaZz/XKDiAaPU2nAT+9WYyn/Ds2vYTlKZbx/ZaLbL4jY+MpcKXA+Mk6k6llDpNKJY9URpU8+t7f/7zymQKTssbCRY1qYqvWb6pbD63bIKe0IQaHXwDANLMsmhIO6Tqllzxum+5DqUqrvU7sS9R6PxetVBv6IwbOxMSw7bHDN5P47q4PWarrLgjep3wpgRJzUbTwxu1W3HsrPchAOJ7tpvNsR6jCI9OLnWlbA7PGwJFZzcFiuVGdxrDyi+Xv2UAVIbpunddzil+It1SWV6bHoCYv0aPb3rXHaGwMyZcvF6x0ei4+OU4mPZYcTry2t1jq9ZQ48sFb7Y0cQvrMicczywzr3F2ZqDD9ZrVI5cTy9WwGSWWVS0J05uH+1arpb5w9H1TzPZUo97zQVNF1Xq+95/TS91xqQQnZtTd/AyaBskVP3nqGslTS37ltHUM+WDA8c7YZ7t8NHPwHjgVAruHOgxoZ6J2Qf4z7Ytk3BGPu4eo5xVMy1sd1h1RJK4n+KaNSiIM2mNWBw+wIRfi5Tz2sLEZEpLhGmDkO2lmWLfJxcopJLm46KfI1nKz2wVvV4R+VrTjb0qAlVvJTNisPaJ66frvm8rUFK0pWH9fkndioIOW+AghhOU2N4cpdqDA/JhU9PlnK0PSDb0+XQ3N/WKFFAthfujWWJZHikSt3THKvF71fd2Ksm6lxOU4rxEXk65iPjVC4AtH7/sU81lA1DKtuamHo3EhWB/MHRUoav7FXLdPURjf/8YQq6Pr8XphZLpfrYNgV4TqsUAVuarnv9mWmyE9oCqi1750KNdVaF7GHbK9u4LaD7n+PT8VVtWlbdYbhnG3z0YzDegFAL5BXBvjAcMWFYslxOEkn8RzgppOoFF1zAd7/7XSzL4oorrmDMmDHcddddXHHFFTz44IMMGTLkZAwriX8D7aGYUjVJqr6lyPbYSVI1iVMKBjIS24MwvkiE5iWjZHxWt8MX/qGNZES+yJ2CVKVJ/t94fT5siQTqDCmV8VOTZeBePDLmyLngziXqyvzTtXr/w2NhR5OOt5Hy9P0jRcI2duv6ThP+tE1plkOywWPC9ZPgx+vh5+vh5tlyEG+eJaLX4VCx/zkVIoYchlRLrX7VspxRJrJsb7NUBq9XS33w3F6bc4eRJFTfBbDCEc4farGqxuSz0w1+uEpOz6O74Wvvh/aD0B0jXzprIHIUyvI1z/+yAwJhuHGmnMUBmVKMlaZrfYQict5CUTmAxel6r7ZTaXr5KSJsWnvAjtVqvHqSnNEppSIvbpgu5zCeLhmMwo9Xa75btgIE958FG2q1PkCO6hmDYE8T7Gvt+30/MUFOW3/1VkHnbOpRndYFlXC4XQqaeRUwusDgcI+Llm4nJemQaep7/nlHvN6qfi6sfPOGV/F0z974yw41s/rOCqNP8yuPA74408IdCf5LvEl/547DNE/8XhLvbtQug7NPg33tUNOleRDvTh7H1lgpAK9TRMSdC0Vi7GuR0utEeHo3XDYG/m+c0nDj83dknoiQSFSlQK6dKmLprzsS6y/TI+KmN6EKWkcDMjWW84dpbVVma22ujZXtmFuhYGZzj54LV00W0fnKQb3vNDWW84YpxbgoDb46V2ttT7NqMF4xTmVu9rbonnz7DBG07QE9s7J9Ctw8tk0K32sn6zzfXtY32JPpkdI3GNHYOwJq9NgeTJQN+OIs/ewIws92ar9NcUFPve7HnYWJ8zlxYYTctB1QfeRp19us+YnRh1hNL7MZfqFF0Eo2oTpZiNgGoagyKyYVKzBRkq7nv8eh/W1rvfa4D4wWefeBUWqudNEI7W0zyzTn0mM1i00DzhmqefPLDYm1snCgbLLGHs29iCX1tsNUveIsn+bcwkrN0d3NSpm/ZjL8ZI0yk5ZVi+jP9oqYrWpVk6ySdF13epkymobmqNxHV0gEZEGsid2vNuqzDlMB/Ta/SN2SDPjpGtjRkKjdaiPS94xYzdZUd+J1244Rsv4EoZrqgivGa933hHW9OxfKXq7t1Ptfn69rfP212HPKqQZeg7Ph52ulUvVH9Bz6/Aw9L5osKX9nlGndn1apoEfUUhBkUrGU+50heCC2Li8YAhNSYV01TIqVEPgnYvwkkkiiH5wUUvWqq66itbWVLVskt/jGN77B1VdfzXXXXUdaWhoPPPDAyRhWEv8GOkIGTsN+IyUhibcG2Z6kUjWJUwsuO8yccgebjxpYtgicYESkaSAsBy7VrU6qL+6TM7itQUZ2RaYM4v2tMChLhOlP18Alo+G1A/DBMXK6mv0ydi8boy6ujT1w8QjwZ0tt877h6m7eO52yIlMkVNSK1VStNRiSCfefoTqvHQGN1WlAXTf8aHXf2nnTStXwYFk1vG9EonnBVZP02Znl0Nhtc/5woKfrf3zXk3i74Az1MKPER8AyuXeRwcY6ERWdXpj1NWg8YNC1G5w5EI11vR9XKIVLQaqIx5+u7VtT8YxKmDsA7l8uRzKOwdkiRH+/WXMv3a2037/ugE9Pkdp6TW3ieLdDa8RpStEKWht5KbD4oJzB7Y3wyUkKLmxrlKOV6VXd346giKJUt9Q0mR5YfKj/+2AgZ/SxbSKR9rZofLcv0Nq9Zxm0Bgzi7lV5BtwwwybdLSI0TiatrRUhs7Op/+tML00QQ3E0++HXGw3uWmizr8Vmf6tBeYbNyDwbTzSAFf3nlKrtClM81aR2df/uX9FkNVdJ4t0Pd4aFK8UkHKs3aoVh231wzTXQXgl7giJiXj5w/GcDEdVErmqHz06T+rQrJFJi+eHjj9/bIkLG4xRpebBNAZX8VJW+6U0+TiySquzHq0WuTCqWsvxY/N94kSpffSXxmsPQvpbiEsnqc8G9yxI8o4G6hF8ySs+Tz05XcOSRXmpSr1PK1s4AFGWI8Hp8u0iTDI++7y83JBoAgYI/8brkKw9rP//aPN2fw+16BuX4VOO5sUdBzVb/8fVg4+nR8TrTUTvxzEh1QYbHhiC4bDe1y11sf8x848uVzYDT7rJp3An+VigcZ5NaYhFy+Psvbp3E2w6Px8mWJtlg08s0h149qPm36ogU0tXtqmUcCMsGG12gfW96qdbUhCLVwx+RBy5DP0vSpag0DRGEIAI2YmndfG6GFK01nYmxZHu1j146CnpCCgZcPUn7Sn0X3LFANmdtp84/JEfHpXkgFSm5Fw5MjOWcIdrTPzZeBLARI/y7QiJpX9inYHxuioLtiwbBl+boWTE8RY1TNx9VcPTHq7Um8lO0j4ZjWVGXjEoovb1OuHGGyNpfrNf+ffZgONgqQUBv22JyMXxjvvb6yTEiu7ZT9vID67Tvf3a6PtPQreWR7hHx+7stuqcfGCU7OBhV+YBzhigY6zZhci50LIe8WPmGiGXhtCIkd84kkvj3cVJI1YMHD/KlL33pjd/Hjh3Lyy+/zIEDBxg0aBBpaSeooJzEKYOOkJpUHRv9T+K/Q6bHZnuLiWXLyEgiiZMNKxzh/cNsvrXc4OpJUgHYiNR0miI1R+RCS49ej/MhVoygzPVJXRdXhn52uozkj02QIfvRcUr1d5tKm55ZLge4IFVG4iWjdN6vzZchbpoyFP1hpSuGLaU+D86BH62DW2bBwFw5dT6XxuE04afnQINfRmk4CkuqYrVYPVIDzCmHHK+UfdsbAQM+OIokofoug22DI+QnzTBwGianl5ngcLCy1snOZoNOBwyaLUJ0eyOURaUAGZknRc6P1yTIeQMpQRYN1ly9aabIlvZYyQqvQ79/cZZIhdpOOZvXTVNg4vIxcNFInc8Ta8b2epXIkjipCiJbl1arFICBiJu8FAUGbFtkR4pL62FMgea7y9TrV02SEjzuqE0rVbqh16lznT1Y49rTrJ/jChWAaA1IwXP2kIQapyMAt8/Xd+mJJOrLBSMqYbCnVwMugAGZNiXpBgeOUdBCrFu4bTE6w8/YLBPLsomGrH85szdCmDGXuWnaYRDq7Pve4LNtHGnhZJbwewRRd4jJnzZZ9f0EMRfqhG33w5zbbLZFDZr9sYaETgUd3I5EkK4oTXO4PRhL/3fD+2PBwfgxHofWwvRSKdI9Tq2x4blS3N38j+MV4Rtj6c5jChTscDu0L4HW7/+N1/4YsURATSmRunVqqcbjMGByEWAoy+Lm2arR2BVSSYNQNNYwKE0E0daGxLUnFunZ5I+IYMGQCj2uJL1gmAjY+mMSMBp74MF1cHql6jbGS/1ML4XVnSJjen/m1xvV+CfeHCeOf+zT89Af1jjdDj1jnt8Ln5ps47NCRA2DYIOL7Y/2FRIcWQVHVhuc9m0LZ26QSCRKyLKThOpJhUE4qvnrMjVno5b+5jubpLDON0SwH+mIpcMfgFmlkJuq/enZvdpH9zSLiP3MNM2tymzNd1AgsCxD++wlo+DJnSJUyzLgvKFan5YdIytN+MMmvWci4rMiU2UEXjkoNfmze9V47ZrJ0BULeL58QGtpebWar92/UllR/ojsyDa/7My4sjwQgef3aS/tCavOeopL6z7DI4J2+WHt8zsbRYxmuOELs/S9nLEsj/jaP2OQ9tptDQrKfGWOpvbP1iUCr6XpCuRatvb42WU6xuPTPbhxhsZg2xqTaaiMQmdIZbPW12qNP71H463Mkk3jMOHcUpi0C1r2wNbdCkKlj4INR21unGoRDSV3ziSS+E9wUkjVT37yk9x4441ceOGFb7yWlpbGuHHjTsZwkvgP0B40SUmm/r/lyPJYRGyD9qBBtjd5f5M4NeCO9HDr3FQ2HzW4cYai+ZvrweFS1DvTK2dsdL7ImsJUGZHZXhnFZwxWg6lzhsW6tcZUbftaZBg6HDLQPzga1hyRw/mHLUrtenSblHBbj8Lpg0Xq7m6GswbBucNklJ4/TA7ooGx4cH2MsEHG/5mD5Xh2BGX83vaqHMD3xTqrzhsgo3pyCfxpp4iomeU2k4qkakyal+9O2LZNOBwlHI4SdLnwOA1ePiDH6ZGtcO0UpcnF1SW3zZOSpDehet1UOUZfeSVBVgzPlTKkuQd2tMuxjMQ+MzBLStS/bBdZ8ZtNWjcgQvSSUWqKkeKUsvtAm+aq05T6prZTzt6SQ6ptbCNC5VOTlaoYr/HoMlWreHqpygzcsRBeO6hUw9aASNO4oq40Xd95V5NSHA1Da3RGmYiZ325OqM1umWXQ5Lf53WaDrpjqLMen+3DlRK3LVUc0rhllMDLP4I4l/d//sQU2TjtCNGoTjf77uhjbhmhKDwvu8lGz0qBuvYk7zWbIeTa+oghh458UZU3iXYOoFSVtSJDT7/Gw73mDziMGmQNtBp9lQ2aUrp1Osn0Gz+xWAOSZPYn1M71UyrvfbErM83h6+5fniKjcVAeXxuoh/m23jjEQCXrWEDWjS3P335jqlYNSpRO7VnmGlHmfniLyMq7AczvgxukiaW5fnCBgClO1vg60iiC6eZYCgk/tSnCMEwqVQv3KQX3ufcOlBv3p2r7n+fgEqeMPtkFpRqIz+rE43KEmeYOzNZ4FA6Vo39vS//ErD+texJW9TlOlEF7YqyY+8XGOK4R7zoBIjY3pcWCYsPPpE6gHbNjxJ4OxVxlYyToeJx2WZTEgE3JSVJ4mP0VkaH6K1sID61S/tDiWWl/frQDhnHLtC6XpsrWWVYv4fN9wkfwLK0WQtgZ0nlnlmt+g+feXHSJizx2qvagptl+muKQsPWeI7MhzhmrdrqnRXvyRsbrWGYOkYA1b2vOilgIij2xRmandzbJfPzRWKtOLR0GGV9eYVa7zjStUndaekIIaE4oSNWRXHpEa9obpWgc3ztD92XRUmVuXjtZ+/MI+nWdvi74PqDzV4Gypa/0RBVg+N12ks8vUPRyYJdvWRt/rb7t1btD9mlaqLJlfbdD6HpQlFevcCgWBh8+ExVUK9KY5YHo6bP0etB9K/G3daZCRbXNjhYUj5E/GLpJI4j/ESSFVI5EI2dnZJ+PSSbxFaA8ZpDiTj963Gllu3dNGv0m2N5mAkcSpAcuy8TpsRuYbSp2qhEE5sa6rETXhaeyW0TcmXypUr0NO6NRSpSAPyZWidGasE3Cc1FlXIzLJYer9aybLQL9wuAzqD46Bx7bAzXOk0PnCTKVYm4bIr49NkONo20rv+vxMKeqe2wurauSIXjZaCoIsLzxwDlz7vGpDXjVJBFZbQMTXhSNsjGgUD2GCgUiSUH2PIBQ1cDuk+HCaUnj8bnOCnAc5NqahOZPhVoOzQBhKB4vAjFixtMdWdRX/wCipy26YLofoaJfSc7+3QgTt116TQzQ+lmrY7Nf7l45W0OHqSUr5S3PLeYtYmsNNfhEVcXx4bKIJXBxhS2sn2ysnbmyhFDDxmqi9UdOp+olfnxertRYUkTt/gLojx3f5sQVyRu9b0ZcEafGrVMC3TlPn8Ksn2RxsNXjlgBzD0vTjyRinCR8aY2NEwv+VAxeN2kSdPRQvcFAy1wGmTcSOEE6SMO85ROwIpEUYdrkTIiY4LcLRCEFSef9IgwfXKeCxrDqxfjwO7WW90+pB5Oj3V2lOj8uHUXnwpx191eM2KmthI0X3ZWOUynssukJaA9dO0Z6X4YXheXDHEr2X6RHxMyRH+9OuZq2PN76XJZJl7gAp8fa1qNt37/Fuqte57z5d6zdqK6jzhZkiReNd0rvCeq0rLELmqol6bpRl6Hx1nVrDTbE6lhePhLuX6ll2bHp/bzTHak3GccYgNRladUyzri318PN1cJHfpGcflMwAf/OJU7L8zQZEDckQkzipcDhMMr1SgTZ1q5RFWYYIvoWVUpx+d6XU3FNLZPtdO0Vz7c/bZYOVZIhQrciEQ62qP7ysWse3x8o1pbmldgXtYwbK5vjOcs3jswZLBRufryPztHZyvdAWhAUDpJ41jcS+XJymYGS2V+f8/AyVwWj2K5Dy4bEiMAMxW3Zno8jOUfkKQnxknD771G71Dcj2igC10M+mHgVFzxki23R2uUhNywYMCRC2NigzJdeXULTb6PuGLO2jn5osMcGiwVqXTlMZMJatfysOK3sm3a37PKlYIgaHAXct1HlClgI0Xie4YwzPJyZAVTOk7oEN93Cc4nvsx6DbaeCxDJJaniSS+M9xUkjVG264gbvuuoumpiaGDh1KXl7ecceUlJSchJEl8a+iI2SQ501SDm810t02BjaNfpNh2UlSNYlTBG43gajBUztVf/RgqxQLj29TVD7NLYN4boWM6DSXIu+j85Wq9PIBuOs0qenOGZoo5O8w5KzeMkt23tWT5bx9dJycuisnyUi9foacvXkD1ChkSklMjTBOHWBfr4qlQqbIkG4PSH00uURqnRf2yXB+bBuMK4AvzpQD8OwepS0PyrZxmeCxo4SCfvoRHCXxLobXYdEWMClJFyGfn9qXUAURm9k+1S/88FhYewRGF8YIzC0JoqMyS85ThkfO1v0rE6//33il6W6oUz3DxYekGo3aclAvHQ3VbXKKHA6l8F08SmmK7UE5UfctT4ypIFUBgd6Eam88sVMpuBvqRMjcvbT/47pCWsdRG8oyReAsqerre104Qo1A+kPE0vE3TLNo9hv8ZrNe/91mdRHf2yJ1bU8YxhXaXDbKJo0A9lvUZTgSjQLRZFfwJAhHY92TouB0OXnuoMH4Iik9Lx3Vd/3MKNO87G8WWrYCc5fGCMXehGpvrK9VqnwoenwKPEiZ2h6QKvSpXSpJc/ZgrbmhOSIun9oFf92p48cUSK32+81S0J0zROv4j1v1tSYUKXD4q2Nqoe5oEpGa4ZEC7rm92jvT3VLT5voSpW/8EdU2L0jVM2dDnVSDlVlS/718QETUI9tEPO1rEckUVwkei9H5qvfY4te5JhSJqO4PO5vhwxNh17dNSmfY5I20aa/qn1jNG2ljO63kuj4FEIlYHOoUefi+EcroKc9U0LwzqP3rH/s1d+YN0D532WjNiXiDpgtHaJ63BeAzU7UWXjukIOT10xTI6wwpQH+4Q/bhuEKtvUyvSMcX9/XdUysyoShVqm+3UwpVr0vq8oosKVPbAlorL+wTiZrqkvLVEyuX0xqAmg7t+3kparRaMl6ZT8NytdaunSpSsyxdtuvvtohQttHa+L/xIpKDURG//ohshasnafyDc1S/+Jopsn/bA7IpajtFwg7N0Tinlqox6+JDul9mLJhrGCJUB2SKJHXFnjVVbbLF67v0HGmONQ07rVKk8ANrZQu/bzg0DYKRn4IjT0N3A2RWQMUHoCUHiqNAk4Erz0U4HD7RNEgiiSTeBCeFVL399tuJRqPceuutGCcoyrlz587/8aiS+HfQHjIYkJ4Mab3VcJoiVpsCyYKqSZwacDhMGkJusrwGy48oTarHDdGoDMZ4arPXJePa54StbaoF1+RX/blwrPZW1FaNtdMqZTCfVimy9Psr4MHzwG+JuHpmD5w2ULWwzh8qh/Ly0arfNqdCxm/Uht2HYXwKTJkELZaUgX/cojE+u1cO6axyGcM+l4xnK1YPb0aplDRtQfjQGEglQCDeKSGJ9xR8hBnodXDTGIMDnYm6wHFMLVYTjngzi7/HlKj+sNRpvVVcB9tE3HxpjohKu9frP1gFt84D24JfboS6LtVznFuh4MOeZilCg5FYUGGiXptdIUIyekxZwbyUvg08jkWzX4oVjwNqO2B6PlT4oD0CrxyVejaOI51yzLY3wofHqC5cn3vkTJQX6A9VbZA1zOKp3SrAaqA6kU09cjqH5ug7DcuxcAR7SIpJk3i7EcWkvtt4Iy0/FO27fvJTld57IhzpEHEyLgOuGwGHA/BqTd9mdDba3zpDyrjwOkWCOAyl0Gd5dd3ukPbAITlad05TpNOKw9qjJpeodMa2BgUtPz9Te9W9y/oq2zYeFUH86Slw7/K+43WZ2jNfPZh4rTMk1frZQ/QMidfEPH+YUol/tFoE1+7mxDPqtnlS4cbTjJdX67V1tcfXjfU5YWKxFPqTiqU69Dj63udsL5xRAgVuOBoEvw2RgP4NOtPm4CsG1jE8junSe2EruSefCjAMBRrzUhT0G5qjueAxRVKWZ6pcjGFofp1eqUDgkirZYX/dKVL/0lHKRPrhaqlMLxoh2+xoV1ytbZM/HJYfNlh1RHvfysNKbX9wnUjaoTkq65SXojmNAddNUSAS4LHt2lMjFiw9BOle2ZQgonFysTKjmnsSY+4MShF7uF1lqIrSlEZ/0QiRveke/T9qJ5qmprhkp06MKUYvGqmMqY6giN8LhmkPXlcre2Bpldbz5WOkUI/fl1yfPre3RSRuxBLp2hHUc8RhxuqyIiFBXJH68n6RsIfb4fdbEn+rknTdmxwnfHeWAinhLihNg+bxMGI4BEKwtx1+WAslfvjIENj4TYPTvu0BV5JUTSKJ/wQnhVS96667TsZlk3iLELWgJ5xM/3+7kOm2aehJ5jslcWog4vKwuQbmDIg11bDlbOWliJDsCUsBGq+JNalYxFPUVtrXp6fIMPQ45Gz2hKUuCEVFqqa41D39YKeMw1H5anJxxiAZxGcNgR31EBohI7UjBJFOCB6E4FPQ1gJZQ2Dw+6DDCTfMgGVV+ny8s/mWehFVmR6lgcVrZh5oUxAjw2UTCCSdt/cinLgI17k5+mfoOAxphVD6Abh0EPz5gI45f7icQI9D895piqQMW/2nxUZtqWLmDRDJ0fv1v++SOq2uS4psr1N1T1v8UsZMKtY87QiI2JhToRTEcYVaN73R4heJcSJkeeWYzSoGqwn8r0LbfkjJgWvOg8Ol8OuY+rQoTWmPNZ1gGjZlGXC4IxHcC0Z1TLO//2uVZtgYVpSBWSY7mwyumSwC6Jk9WvfTSvXdTCuaJFST+J/AadpcONImENY8jjdci6PFr1qj1e39fBi4tBIyG2DHr6CnGSoGwa3vg2daYMXRxHHxMhfLqmBdnQiduQOkMN3VpHW4aDB8+3Ttf/taFCz0OLWuntylfXDeADXjeXCdSJ6Vh48nMUGEzqE2PS96N4FLcUvh1h9ePiDV+o9Wa+/zOBUcspHC7YxBUpZHba3Zoli/4DQ3XDxC6sEbZ2hPjQdyhuRINffcHqU3D8wS2QWyBWzg/QNgigk1f4P2OigogcJLgDPBdNpE3UHm3+5lwy9M2mO1NDMHwKRPWVjeQLI51SkCy7IZkCkCMhiV8vM7K0TgXTMZPLG/k8eEV6tUbzXbC1vrpWS+dJTU0wOyZB8+tUsNrnY1aQ/70FgpPVcdMRiVr3rGv9usgMOofJGuXSGl7uf4FLB8cpcCm+OLZBtGQxpfOCrlaW0XTC2DH64S8XvdVAUpX9wvYnbRINVpja/Ri0aIcO0KK9gyuVjkZSCi8X5gJOxr1fqbUqJrOg0d85cdOnemV2v4yomyFWxba+qJnVo/f9oukcDHxsOIPAU0snzw0HoRyK1+2ctpbqnMTTOmVEUK8LpO/b89CDPKATtR59lp6m+BBQMtOPI47NqumqmVp4GRC+EW6BoK929N1IefWAyOCET8cPAlGHJuCkHTj/UWZZIkkcR7BSeFVL3oootOxmWTeIvQGTawMUhNNqp6W5DptmgKJEnVJE4eHA4Dw+HA5XRgGyazKwz+tkvqvKMdIn0WH5KjWJ4OX5svw9MRK97/szWqddoZUpR+Vrkc1+mlUuLUdysN/6UqOH8IbKgXgTQiT+qgTK9UcxVZMo4nFMu3Wl8HI9Kg5hU4shwmfBKc2dCxG9bdDuNvgZ9vSSiGGnsU5V80SN3Tzx8GVlSKHKcDPjDSpiI9QlvbmxSMS+JdC4fpoGOnmzU/Sjxvg+2w8tsw/CNw5RjY3ynSpMUv4qS6XQ5VbormZrwT8pgCpdO2+FVDbXcTTOmn9+buZjlhZw2Glh4FJgZmSZW28agCFl+Zq+NeO6T6j5+fIQf2uqlS1myMETpHu3RNn1PphsfirMFSrZ3jhI338QZBEWyHtp9A+Tlw/ih4uVbfLU6WbGs0OH2QUjbjeGaPnMjtjcdfxzS0xoL+EFOKXZRnwkMb+qYLP7tXz4Lb5jjeshKJLqcTbAPbiBKJS+aTeM/D5XSAbdKDm3uXGXxwtNKTdzb1XT8rDyvteG3t8ec4pxxca2DTU4nXGjZCwyY45yaoyZRyb1yhgoHZPpheDrtbRFJ89ZUEIdoeFClTkKq98ctzlKr8w1WJMiNtARGWo/MVbLFRfdUTYU+zUoHjpOrgbBGxJ+JBIpYInqklCo42+6UQ7Alr3eelJI7d2aTsjRll+kx+qvZ3j0OlenpiHc0be+C7KzT2MQU6x8sHlLY8sRhMC8Y2wZbfJM4dbIdl34SJV9k4Ui1CwShmTg/TvujGDsZU7p4oUWeIaJLUOWVgGAalGbLfnKZIyDMqRaK7HLL94hkWm+thfwvct0ip7X/cqnVy5UR9NsMtgtHn0ucsG765BFoCKjvhdqiMxCWjtM+WZyjd/mPjJep5NFZ2ChRYMA3Y26xAgWEo+Bi1tQePKRB5eO1U1VGtblfZgPkD4Zuv6zifU58pTFN21Q9WwudmaKxbjsJvNisggaH9uTRdStyesMZ+/0qdx+vUe7ubIcujUgH7WzXGXbHyHGcOhitzVSLL59S/UFRr/bxhIp4XVsLpg6SIj98fC9VfD0UBW9cYkJVQxoLW7IY6eF82rPsmb6i/A22w+XdQPAkGLICDT8LV58HPdur8s8rg6Is6tnG7gSfDQekMH0HnCep9JJFEEv3ipDE3oVCIRx55hOuvv57LLruM/fv38+ijj7Jly5Z//uEkTirag4r6pyaVqm8LMj02zf4kqZrE/x6GAVG3j0OBFLqjPrY2uGgKmDy9R6lNKU7VRJtaqkj/L9bDra/BTS+qAU+LX3WjrpggQ9tA9U6nlsKGWpGyDd2K5LcFYWYZdEdltC6sVLTf61SqZKpLRnaGB4526nwv7IVBbsieCmPuhRec8Jt62DEEZj0EoSq4oFTniTfocJlSIxWl6XrBqAxZA5tR+SQJ1fcwHCE3m37d/7N2759ghE+OjSfWDCLTI0I1EBF50NANt86FOxYq/bGpR8TJl2YrgNDTTxZdhkfrYsFANawxkNp1ToWayGR5VcMtP0Zy9IRFrs4uhwfXwhXj5SjG8aftShXO9SVeM41E049xqbDnN/Sr+Dr8AszJlZr7T9sTr6e5tV4/MUHrERTQcJrwsfF2H8Vfqgu+MNMmLVaJOJUQB1vtfusv1nfDxqMGTud/t785bRdGeyp7H/ey5QEvjStTcEdScDiSZXPey3DgxOlP5dDffRxe4uW53cYb6e8fGy8i5szBifXjj0iRdu0U+415DtofziuFPX/r5yI27PsdvL9UCrr3D1fTxse2qd7jR8aq2cyxCtNFg0SqXBFT6f0+tufdMF3rLY7tjXpGOAz9PBEyPInny+BspRT7XP0faxpwxTit31AUntgloumTExUE9Tj6ljzJ8OjeLDmkoOTrVfCbTWpyV9ulfd4fUfOgwjQFgSpiz7/8VDUg+ug4uLgM9j3S/5i2/tEg2q0HiWXZhM0gEV8PEV8PYTOYVMmdYrBtm8ZuzbWyDK2l2RWa59saVIf0yd1SeZ49RJ9p6lH91Sklyhb68Ro1gHt4s4jTAy1SssZrkX52mj7bFVIZnLwUzSUzpgRPcQGGrl2QCrfMVpCgLF2NUFNciWwoSNiAxWkKOBxu1/q8fprKREVt1Rq9YYYCAbubJRYYV6hmXF6nCOEzKlXuqj1mj549RHt2s1/PlqitgONnpup6LX4FTTK8Ku9x+Rjdt4JUCQccBjQHoDOsoEpbQHbqn7arJ0AoKjK5LVbfvSRd339UgWx0w0w8IxyxsgA+p+5XqRuqH+e4choAdRsgmg4ZF8GgLChJ0z1P74bqF3SMJwMCrVC12MDpcBx/kiSSSOKEOClK1ZaWFj72sY9x4MABBg0axL59+wgEAixZsoR77rmH3/zmN0ycOPFkDC2JfwEdoRipmlSqvi3IdNv4owY94ZgRkUQS/yNE3Sk8vt3k8tEG31kB/zfewOdK1JL64Wr46XlyDi8YLge1LdYt3ONQRP3KieDqBtKUrrTxqFIOzxsqZd5HxiqFf1cjDM6VMiAQkVMXjCrqnuEVkWXbUgANzFaa10fHgTcbGjzw6l6lUdZ1SRnx9B74xkJIa1eTA39EJKrPqTpVYwrgpufh22fCGYNs0t02wc7uf3pPknj3ItxtEurq/z0rDMFYp+2xBaqrNrsCfrZWjpNl6/ncHZbirDBNr+9oFOH6+ZmwOqb0zPRo/nWHlKpYmCYCZvEhOVodwURJjWuniqzI9CbGsqFO6+q1Q0rRn1kqVUooKnLEaahmW4tf68TngrU1agx3+2hoOEGTHWywauFZS+pt0DrO8MBz++RcfmaqvqthgMdpM6skysQiB60BObCZHhtfNEgkLKls0DZYdeTE5ObSwyaTCpwY9N9dyzBUx9m2baL95D47cdKw1sOW3yauUb/ZwP1XB/NvT8HydSfLC7wH4TAd+A96WPldE9uCEZ+BNUc1R9qDInQuHKE1+tFxmrtdQZtUt0HUMvj6fKW4uxyQ74OWbZww9bynEaalQnGxFHl/3am12BFU8C6+lkCEx/A8BVle2K+yIHFsjKnerpsKj27V2Go6RVKdN0yZFQ+u07EuU4GbvBRo6FLQpMWv4MyRDtVC/do8BRBb/CK+Ipbe+8hYKVt7113cUCel62em6v9rakSMprvhrFhAZnYFfGtp3+DQa4dExoLInvOG6nkVTyWmXs+/W2ZDSVgp2f0h4odwlwFZ/8pfN4mTDcNI1CB+Yqf+vlFLtl1dbA/NizVMGpGnZo57mrWmLhimmvitAc3JvBS97naKFNxYpzXw2DbZbp+ZquMaurUEo5ZKY6yvFanvc8JVk9RsbWyh6uMfbpOC2u1QYOK8ofpMTYfm8aajKjGQ6xNZWdUeI3/thBrU59RYbpun50Ndl9bRvIFSve5qUsmqqJ0ob3GwTQETw4DvrdR98DpFwG46qmDGj1aLWC1O17Wb/apBvmiw9tp4XeUlseDF5WN0j8rS9UyIX89pKMMrHrzd3axSCBOLpRLe0QhT02D39mP/egk0b4YD47Tsbl8Ardtg7Y8SJGzFXNj6R3B6TcoXOsGRbJicRBL/Kk4KqXrffffR3d3Nc889R2lpKWPGjAHghz/8IZ/85Cf50Y9+xMMPP3wyhpbEv4COkAnY+E7K7Hn3I8Mt67QpYFLhSqY0JvG/geHx0hI0GZRjsKYObpiphjqrD4HPDWNLZOAFInJS/7hVRmaGR85kultG66ZamDsQhhoqAVC/XB1O/7Zb/z41WQqY66bCnUvgEzEHzYxxJE/tksH81E64ba6I1TEFMhjLM6A2luL4gZEqL+A01UDoSIdUsp+dqvNELDnRD2+EC0aI4IoYYBg2Zw0mSai+x2EYYPwTZaMRa7jy6Db4ziI5eReOkIq0plMOkmHAXacrTbA7rJTF6napuK+eJNIjbIl8yU9VHcKoJYLkYxOknsnxyYl6YqeaWUwv03njcJn6TGWWFC97W+RgDsvTenx4o9Rij26VU9pH5PVPRKEBEmn/bofW5d926fct9foXH8plo20KioO4IhYF8ReD0LvygIHW5IkQV7D3B8vtpTXoYHejiOhhuTbuaBA7mnDsjKCbLb87/gyhTtj6e4OxV7sJn4CwTeLdC0fIw5ofi1B1eCB9ILi2Jd7vCKpGI2ivmVFmU5xqUJEl0uPjE7SfTSuFe1fAZ7Lf/HpNfvjGWim1PzpOa6e6Xem+t8zWGhqaq2BMU4+aIhanwc2zVAtyX4vOEycy5w9U0OUDo0Ty7GvW3jejTOVBhuQo1d9lSh3rMPVMeXpPgvttD8LNs0VY7W3RsYNztB57E6pxVLXrnGcN1mdrO5RSbADralQi53PTFQCKl0wAET93n64O6r/b3ItQjcGy4cer4b4xb34PbdPAdroxIsn1+k5A2JJaeXaZsg5qOkQ8VmZp3rb6NdfLMpTy3hFQgLyhWyUlilIV8Htxn9Lbu2J71ZgCEbCHO6Q8dTkUFDcMrYWoLWLfEcs8mjdA52gPKsPDaWrvdTlkP350nK4Zryk+u1xkb2GqvkdPLK1+fKGawx3p0FqzbKlS090qu1OQqjm+rkaNqkD74eyKWMq9LaJzcgncs0xj+/BYqUwPtOrZYBjwmWkKUlS3w/P71KCqKA26Ymn7K48oS8Uba/rWHVsOPRGt5cJUrfHDHVLQVmZDnlfvlWXILn71oL6/RcxuOQEX6vPCvHJoC8PiKnBlwvh7oOkVcAbB36xyARnlnHijTiKJJPrFSaHFXnvtNb761a8yYMAAor2MZY/Hw5VXXsmXv/zlkzGsJP5FtIcMUp32GyRIEm8tMt0ykZv8JhXpSVI1ibcfttvLn3c5WVJlEE/4+cMWpSIZtpQ7TlPR9JYeqeBmlqnZRm0npHmkemkPwOXjwOdQGpiJUqGPdsmJzE+FgZk2eSkGXSFF7P1hGb8RS8ZsfbeufdVEdV+9e2nfbst5KSJmf7RGqUt/2KL6XHe/LkcyaMGoPBmiDV0irr70ssiiFr+NzwFWzwnkiUm8ZxB1p1AbhpR8Kc+OhSsVerxytErT5aQ9sQPOHAJ3vh6rbRZDeYYcuftXSm09uRg+Pl4Ozz3LNKfjyPZKCfPkzoTCB6QQvX4aPL1bpTYOtSXem1UuZcslo+COJX3rpxamymnb3yLFzC839v0e+wOQPRha93McDAcUDIYFzVCaIdJnQ53N3pa+m3uctJlczD+tXeq0Ipw5yMUD6/tnVs8cZOGwwhzr81meFH681mRPr2s7DLhphpfKlAB2NIrDYdK8yzihgvDoZoOxISe4kyTNew3BNoOIX6mx426GV5pgZrmaMR0Ly1ZNxB+sUmmaaaXw641qIJfuETFkDlMH+v7SaLMGwqGQ1uxnp2sPOtKReN/tSJTyuH9l/+v8yV16PgzIhK+/1ndKTyoWWfTgGrh9vojTx3oRxAZSsxWmqRv4H7aIwMn0qjnk6pq+x142WsTpi/08A1ymmmv9ebvqRj66TXt1XCTuMOCTk0RorYvVno3a2tPzUnSv4qq93ugOQzQF3OkKeBwLbzbsDxrsrnJxzkADIxw8/qAkTilsb9Df+n0jtD+tOKygwCWj4CdrEvuSwxDR+ump8O1lidraDkNq0C/PVVp/IKK1uHCgsiqK07T37WwUyWmj6206qnUaT6GP2vD9lTq+qVvNU+PEY2OP5vClo3StuRW69nlDpWCtbo/Vgx2kIMrEYo1hySGRo1NKlUn1ykGdI8Ul0vOyMXpOPLAORubL1rVtkcO7mzTOz06H5/eKQAYFbz42Hg626rw+l9b8mhoFUfa0iGwdnqtg6tRSeGa3FOq1nfD0LgkVmvy6v70V4/kpCqRGorKd3z9c9+G1PTByOtSt6P9vmDcJntgrEpbY/XUYcMEEmG7B+rv1euUiG8sV5riNOokkkjghTgqpGgwGycrK6vc9h8NBONyPFZPEKYOOkEFKMvX/bYPXCR6HnWxWlcTbinAUgg4vEdMkbMF5wwzeP0JpRC6HDDWHKYPLH2tA8L7harRx/XQV+feHFXHP9ChqXpkFnQFY1iBnLd0NqW4Zt2dUgsth0xZQ7aiPjZeD6Q+LeG3qga/OleEYteUg3rmkL6EKOu7P20XwPLQBrhgrtczHJ8D9q2QgXzJaStoPjhbJ5Y810bp8TJJQTQIcLidP7zPZ2mDwmU/B5vv6kielC6D8UqgLwhdnQZ5PZOb106RqCx3jaBzuUCr/nQtViqIiU+Tpwxv7Eqoglcvvt/QlWkDz9MF18PX5UrccjaU5ZnnlbPmcImiPbUhV3y0i9oxBUrQNzVFwIY5nDsOtn4ANd0P4mDqnw6+EPx2CI34pheYOkPO3uEopxL1xyUgLH//cNotGLUblWYzMM9jZ1JecHVdgMzjLJhrsaz+YTifP7e9LqIKeA/evMvnuIg/uqAZ/onRiQF510jR5T8KKrYvCKbAsAC9WSRVanqH12Ruzy21yvDadIYPl1Vrju5tFwJZm6Ji/18D5n4QdP6fPnHL6YNRV8HCdGk79Y39fQhX0fNjWIGKkv3X+wDp91h8W6XQsNtRJ6bdggAiaYxtpxdXzd5+uXxZUiOja29KXUI0f+9h2+OZC7Y0vHUi853Pq+35vJUwr0fsXjdS4vE49g57apQyQW2YnSFXQ3p2XIiI2Tn69fEDPvziOApM/B6vu6aucM50w4hr4xWGo6jCZUOhioOUg0GbgSgFHSpSwI4idrONxSiEUVfkaf0SEYcRSaagH1ynofsU47T9pbqmcf7pG2RwXjoAJheB1yb70hzV3RudrzpmGVLCXjBJxa/aKm9moxmpNB2Tk6fPZPr3uiJXhCUc19+YNgP8br5rk31upVP8cn2zJT07UsRFLhOnX5+lzXpfI0UHZ+nm4XWUKwlE1jfrwWBG1wYhs2cnF8NtNCmQaKFtk5WHdl91NWq9zK6RQz/bFbIMqEbYgOzTeNO7VA3DLHIkAMODLL+u5EI7CA2slGugMSRl+bH32xh745XqVBQpHRRi7HZCSAkUXQNsu8Lf0/czwD0CLU4TqxCKpi8NR3ct0txrLpRQoEFI4ySbUu9ByEkkk8U9xUkjVsWPH8sgjjzB//vzj3nv66affKAeQxKmJjpBBSjL1/21FptuiyZ+UAifx9sAynaw8AvtbHJSky6BqDSidyu0Ay1IakStmtD65C66fqsj+Z6fL2fr6PDlQG4+qk+mEIkX1m/0iWkvSZCi7HDJImwM2ue4IUcvJvliE/qaZcmR/vUmfvWG66tMdaoVb52lM/WFvi5y/P++Q8b61XnXjitPkDB5ogQ+OksM7vRSG5tiUZYIv6k8mBidB0HDx6iGDUBR+74Ir7oDWNeA/CGUXwDoDfrxEpF66W86iJ9alN3gC5cbqGilMsr1w7zL4xgLY0nD8cSPz4Nk9/Z+jOywlzcObRAbdsVDOlMch8rTzBJN3a4OcvzuXKJCwcKAaS5mGSglU2zD6a9CxEbp3gzsf8ubCK63wei8S5vzh4ABunxdla4PB2jqTTLfNGYNssp3hfzlN1wz6uW6yj0MdDhYfMjANNSuJWgaraw1mFLkxwolzhUwXLx/sf7+L2rC90WBKjkk0apE38sTXzaoE3ElpzXsRvlwb0wn5C+Chw3rtZ2tFOnSHVSvR7RDZkekFh2FTmKp19eA6kS713Vq/ThPWN0JaCZx1BzS/DsFGyBoBJTOg3gHvyxS5dCyJGceIPHjmBOu8J6y65PmpifTmY/HaQaXe/2ztib/zawfVZXzhIO3FcfVZf3j5gGqLf2KCni+gNbnisMZwyWh4fJueG3GUZ4g8emCtlPCVWaohGW/4eNuriSCPx5GoBfnKQdkOOakKsJ51L+xfDD2HwVcB2TPgsSNQFSOj/74HzqpyUPWMfs8oN5lxk4OItyfZsOoUgW2rtnhBqjKVclM0f0BBwOunwd5m7VFdIa2xfS3KItrbItvy/lWJTvVOU7VWM2L1xs8YJBtw8SEpzM1Y6r9pyLb89UapNicV6/WhsXIY+am6/h+36vNnDoZvzIdlhxXoH54LM8oV4CjL0PUae5Ri74/CkU69Vt2uYGjYUor/xGLZj5atuf3wJmWfXDRSa3dDrdTkblMK1opMkZ8fHiui0ozVQn06ppS3Y/ewul3kb2dQZa7+ukO2xaBs3Qd/WPcwL0XXjdi6d/1hR5PUvg5TBHVrQGpYvw/GfAW6dkLrBnBnwMCF0JwOj+6VSn9EHtz1uj4PspuvGAeTvwXBThvLFehb1yeJJJL4pzgp1NgNN9zAxz/+cd7//vczf/58DMPgmWee4cc//jHLli3jl7/85ckYVhL/ItqCJqnOpKHzdiLDbdPkTypVk3jr4XKZ+E03I/MS9R1NA8a5YW+r0rAuHpmotRaMKMpeFOtCev9K+MIsvT+rTI6W01SqfcAtY9UXqyHQE4Z8J7SGZZzmO8KELQegRmwv7JMhfOMMGJgJv1gH00tkbKYa8OAciATBcsHKVnh0Z+J7xLOQQ7FIe9iSWtWyZcT/cqPSrP+8Q46kK9hNKOmgJQFEbeMNtenOFri1BcaUwIgxYGTCX9Ykjk11y1H54kylGn5xDKTagANWt8GrNZqDli1nqygN7l2kwMQN09U5u3c9wojVV0xZlKZ1lpci5zDFqbW2u1lO2rVTpPiZWf7m3ykYVUDjgXVKDRxdAKcNlIP3zaU65lMTwTkeltXDxh3H10LEhjRnBIIBpuSaTM5zYGITiUSw/00HK2Kb/HGrwfBc/f749rj61aQ4zcUgX/gNwsSyjROS1aDPGbEis2ZqmIr5bqqX9CVhDQdMuNIi6ggpIpTEewqWO8Toyz0YbvMNoqA7rAZVxWkiESKWUm73NBtcPtrgkxNtvr3MoNkP31kRa6IY0P73p+2wpBaWH4WFk2B2Cexrh8VHRKZ8b7kCjCfaUqL28aLpoTkij3wuqegau0Vw/OPA8Z/vCCbqlZ8IHUFlj3zxHyo/Ej/W61RgZUxBjLC1ITMCvii4XHD9GPjjPhFBuT7VjXx+b19CFaSye3gjXDpa5UdSXCKmzxysAE7v7xeMwm83i9CaXKwxvHJANSRnzIJNo8EaDg0B2Lqp72c7ggYls6FrLzTvho7DsOJek1m3egmZx0jmkzgpMAyDTK/2jF9t1H5YmSWV9gdGwl92wIXDE7XAm2NN1FYdEYn43RWJ/WZ4rtSrOT4Rh6Yhoj5iqbQTyO7sDCX21opMeGSrSMr3D5et943FyrAoTNV8X1at880q1zUdBmS6oSeq/dVGNuywXAVQXtwbCzq2i3Bt7tF62VCn1PrVR1R645JRIm1/uVFBl+llCjgEo4ka4jk+Ec0ehzK3WvxQ15lYky8f0BjnD9S1sjxaG2trpSJfVq3vdbhdgYoPjlbaf/z54jBkA0wr1e9RS58xgEyX9r9sn47b0wwp6dAyHMbOhqMt0FQNh1wiUedWwO1LEn/bybFyIw5TfQfSsqAn4sV02/gCBlYATKcN7ggRI5RsBJlEEifASSFVp0yZwsMPP8z3vvc9fvnLX2LbNr/5zW8YNWoUP//5z5kxY8a/db62tjbuv/9+Fi9eTFdXF8OHD+cLX/gCU6ZMAaChoYF77rmH119/HYfDwZw5c7j11lvJycl5O77eux4dIYN8X9JreTuR6bY51On45wcmkcS/AafLRX3EQ3e3gc+tOlITiqEkFRr9MowXDFREfVIx3Ldcxud9Z8hIXHwIPjdDyrihOarRNiJfxuHOJqn6FlbKwKztVNOLrrBeNwwIhaKkuG2umSzjdXoZ1LSLWGoPwscmylD0BeDQc1D9itKynV6oPAe+Nx9uXp5oduNzytFLc6um3O5GEbmdIaVGHmqDj0+wSbP8WP3JgZJ4T8KFRUm6g9pYrT8b2NqotfDXXsR9vGTE9gZYUAh5u2Hn46oRaJgwbBrMfD/cu1XzrzhdKYNLq+UgxpUzE4oS6rB47eDOkBplnFYpAifeLGpwtkiMx7erOZs/IiLo/SNO/H1SXdDWi3to7NFabewWQTSpSM7cgEz44kuJgERvGGj8zmiICPHaqdZ/VFLN5XKw+IgU7Uf7qbbx550mX5jqxrTkcTqxKMtwHJdGHceofJUVAAgbIUZcalI41sGev5sE2iFvpM2Ii21ICxBNBk7ek4jYEYpmmAQibiqOGlS3J96r60qk4X9mqhSej24zuHaKzZfmGLy4T0HCuk6tjXBUx/1jv2opD86Fh7eJ6Fh3VGm+YUt7Tba3/4yKcDSxzkE1HfNTlbbfFtB6m1QMHxqjmo3HqtCH5yrleVhu35T63hhfpPqTwaiIoWG5CsZcP00ByxdWwIQ8uDQb9v0WOmOq2pyhcMeV0JUJP10nBeDrVf1fo65L++uwXN2fL8yExQdPXGXj77v1PbfW634FImC3gBubZ6r7V6OPzoLDL0DpNMgbAbv/Bl1HIdRmQtJNOyVgGCLWyzJUY/wPW+HKCZoXTT3aW+q6NC8OtqrB2uRiqbV3NCYI1QuGiexv8YugD5jaM9fWikBMd6uWqdNUozdIkK3r62B5NTy7Vzbm3aeroWlhmgKI5wxRM9RvLZV9meqSsnRUHmyqU6p+qkt2YYsfZsXqrS6tSpC8Rqz0wK82SKW9tkZ78OdnaE3Vduo+TCqWXZCfqqaU3z5d3+3pPSKZTUOK1+F50Fit/xfHAqhtwVj900MiZ/e3SGla3yVi1mGITM7yajxOU6UANterAVzYipXUGqS1ubhaNnh3rAHX3Ao4d5iuUx+A6h4o71Z6/yUj+9ZW/uRE/f1+sV7nunoy/H2XwaAUg4ldcOBxCLQCBhRPNhn7USdhtz9ZmiOJJPqBYZ/klREIBGhvbyctLY3U1NT/6BxXXnklzc3NfO1rXyMnJ4dHHnmEP//5zzzxxBOUl5dz8cUX4/P5+PrXv040GuUrX/kKZWVlPPTQQ//xuKNRi44OP9nZqbS2dv/T5g3vFtg23Ph6GrOLw0zI/89zAxwOg/R0H52dfqJJsuM4bGlysqTWxQ/mduE4RrDqdJrvuXkHkJ+f/qbvR6MWLS3Jju5vhqA7jZ+sMfjS7FjajwH1HVCRBQFLDTOumSzDuSemLnWbcvjS3HDLy6rz9r4REAyrqUdXSEZoiz9Rs6orJCLp/pUyRrc12IwtsDED3bi8Hp4+4GJWuUFjt9KhA2FIj3VqjT8N3CaELEgBmuug6o/q6Nw+C+pjNbaG5sLUYthUr7SpbJ+6HUctSHNCcxCK0myiXaduHdV38no+Fdbkf3L/HA6TQwEf9yzXw9XjUD3RMwbBra8k0nHfN1yN2YZnwKhOaO0CTzZ4PODIBsMNpg2mWwqwUATcsfpwzUH9nuaR89jql5IryyuFd8SKBST2ykErTNOcD1siXfJTtaZyfQps5Pg0x9fWyhnr6kXCXDZaQY2DrQpqDMjU+t1SrzIYDofWhIHOv71RpGtvEvPMQTYXjTCIRCO4oiGikf88jd7tdvLQdh9rjkmNNoBxhVLcjMi1cFthiIQwTYPqYAp3Lzs+O6Miw+bmGVHMUF/FmsNhYoZdYBvgjBIhfEooaE72ev5naxJO7l75dt8fp9PkcCCFu5YdT+CVpis48bO1WoffWhBhQ72Dmk6DmaVSpdsoKLK+VqqwbJ8CiHFFXTCqQMHP1ko9N6cCntip4EhZRiJzojhNBI7TFDFi2SJhGnv0OcsWOVOeAUNytbZbAlL2rauBm2apduPHJ2gfnVmmJnkpTp2/pkPX6AiJ6MlPUXDSRmOM167Md0DjK+AbLPu9ZTUcXQUON4z9Oty6Qaq8u5cm7tOgbDi7CEpjz7gUJ6TY0BIEd4rU8L3rNrtiTSzHFMRUe164Z7nGccd8qP8FDPmMzVdeM46rCe11wp1TYf0tqos74eNQtVSN9abdaJE2/N1RAuBU2Cv/G3i9LlbUe+gJGwzNhW8uSZB9Hqf+73GCPyTl9fBcZThFbam3oojws1DAoSukZk9/36P584FRUpy6YnugZWvdxO1AR4xctGOvx5/1UUup9gbwk7UqUeV2wLwKzcl0t8YVtRUgSffAkXYoz9T6tGyNxTA0F10GWIbWT0O3ghWpbo1rQCa4ndrXO0MiIj8/Q6Rrhkfju2+5njG2rVr/N8+GH6xUXfT5A7SXW7YCmHcuUWA1N0XPmh0xkjbLK6KzJ5xQn66pEalcmq4ATXmm1ro79nwJR1UKK2pJJewMqcZ61ISwAUaHGr96c9Sgr6pd9yfTo1rJCyuVJXbXUt2za9Jh0w/UsLPiHMibBrgh3Ab5hVGCVk+/8+SdhH9lr0wiiX8HJ7Uy5pIlS1i/fj3t7e3k5eUxc+bMN9Sl/yqqqqpYvnw5jz76KJMmTQLg1ltv5fXXX+eZZ56hvLycmpoaXnrpJfLy8gD46le/yh133EFXVxdpaWlv+fd6N6MnAhHbIDXZqOptRabHwrIN2oIGub7kvU7iv4NpGlieFA41S2m64ajSIavb5NQ9tw9Or1AqYmGaOg1vqIN7FqpE4YNb1QCgMFVF96eVAgbUdsmAfWSrVApOE2aXy0BefAg+P1NlAcYXGWyqg8m5qXQHDSzboD0IlZlS1gzIVBT+rzvlIMa7wGZ6FH0fUAypV0FmEwxKhzXdUJCi8gWBKJSlaywdQTmbh9qkuDWAQNjGdTJvfhKnHKJRizJfiFtmuXnloMlZQ5Squq1B6YHxxjZTi8DVCikZsCkKzzbDOelgAs9vluNTkSk1a2uLnLJDbVojc8phYLaaxBzpUC26i0ZCYYpUKkfaRTpYwM/WKWhxw3Stu1cOKugxqViNQBq64efrVYdtVD58bprWbFWb1GAtfjl9106V6uf5mJLnS3Ng81G91hZQwOGy0XImz4yV9nhqFywaLDXPY9tgW6OTc4eYTC+xMIL/WeqtZdkMzbZYU5MgSX1OKeh2NMKjW8EfMZlQ6ObSUS7SbD8l3hBfnu3mt5vNN54lc8ptLh5h4Qj5j1PGRaMWUTOWW5ncIpOIIRKxKPYG+MocL7/dbFDbKVJiRpnIjm2xOsdl6TZEo0zKsxid72LFEYOX9osgGVeojvePb1OdZJ9TqtWl1SJNJxWr3vFD60W2fm66ysw8s0eEyKJB0BALrrgd8LddWsNlGVLE7W/RGp87AArSVIM50wvnDYOJhVKTPbNHBMyyapUTeWk/fHuppvqNM0TA/n6LiKlrp+r332xWCvPALLhguNZ5xA2rhqj2q2HArOlw+jmw8/sQ2ADfPxO6I3p+RCz4zGgoaAJXGjx9ENY3KDNkfhksyIWUIMwuTpCqpekifhcfUlp4XCl312kihf+2G6682sZhB7hjvoffbjHY3ijCe3QeXD4AulbDrJth3QOw+2kY9QFYvx9S83lXEKrvBliWTY5XytRwVHPwLztELnaGpFBu8WttXDZGAb62mIK7J6SGUOtqYfnhxN524QipOrO8sttcptbZpqOacwsGKljxyBY4ewikuGNkqq1983Ab5KXqtXSPCNXyDJWPMg2tORDJ2OSXPZju1jpsDcAftkg52hnSPh6IQEdUa29rg/bz0yvVH6AtEDtnV0JRe+VElQU40Cry84bp2scz3CJ6wxYsOahnxVO79CxId2vs3SH93tSj580ftyhD5WdrpQYfmCXF7eemySZ/YJ32+hF5+l6PbVPQt9ave/vsHtke80rhwhJod8IvtsL2Jo3pnMEwswK21as5XVW7AjU7G1U6pNyhXgQ9Yfj6ZNhyD+SOhYEfB78H/rhbwVifE860TeaXp2AE3/nEahJJvJU4KUrVtrY2rr76arZu3YrT6SQrK4u2tjai0Shz587lJz/5CW63+186V0dHBxs3bmTmzJl9PrNo0SLmzp1La2srgUCABx544C39Du9VpWptl8m31qVy6ZAAJan/+XdOKlXfHK1Bg9/t8vG58T0Mz+6rGDrZSpiThXd6pP9kIuJJYXWNg2llcNdiuG0BfPM1+NoCuH0xXDcNIp1QViRn76zBgA2eKHRFYF+XiKaS9ETjjNMrZeh6nbEOrDF1QZpLBmOaR93Kb5oJN/9Dap+POmzsAQY7AzA+H4ipGxyGzh+1YH+rCNq1NUpddhiq9TQyT40QZmTBoSgMzoLHdsAHR0JzQNcEGfYN3Up3XlZtc3pZkHDwn3ctP1l4J6/nU2FN/jf3z+Ew6XakcOurBoGIyPz3DReBme2Fu8ZCayO8gtShiwbpcy8d0LycUiJnbHCO1FntQTmOZRkiNH68RsT/goFSu+xr1s+6TqXnPb1b5GdHUN2R97ZIbZbqlvMVteXMDc+T09nYA3/fJXXaN+ZrDFleuHuZiN3vr0zwi7fMhhXVOkdeihzLtTUiTr44SyRIabqaeOxrVlAi06PgxvhCGFdgk+mxcFlhQv/m+nE4TGyPjxa/yZFOBV0+NBZe3KdGN73hMuHu0yxSo92YpknIdBO2TRwmeOwQVvid1S3jZK/n97pSFcDhdLCzw0d7yCDbq9f2t4hUnFEqcXOay8IV8hNxefjhGgf7WvsqW10mfOt0/fzuikR5DpAKb2Se9piaTvjeir68/pQSpfWDSIzXDsHIfK31dLeUoIGI1n1nSM+If+zXs+PCEdDaA9PKFJyZVSYCZWC21ntJukintbU6/zlDRATXd4k4zvDEAjuHVEu8ul0EVbZXCtsdTSJevzAIjvwZhn0GnjygIEYWUL4aCs6Gb27hOFVpcRrcNBpSo/BKFxSl6/l35xIFP3sjPwW+OldE8NfmRDBDfgzDwDRTaDpqYlvQtQvaNqgcgTtNqf+vfxNm3gQ7/gLTbg4TNk/QrfIdhlNhr/xv4PW6aLc8/HqTwTlDtJ6mlWovfOWg7MBppXDuEBGsk0tEYvaENW/qujV/2wMKJDgM7ZHtQc3neQOkyPZHRCiOztfn0zxSnVq27EDLgrANuxqUYWWjuV3XJQL/gmFa50urdI6IDRUZClp4HLxRFqSpR5/f2wzDcmK1YA0pTVv8sleH5Wq/rO9S4CAQERHqdWrdHozZqg5DazrbJ+K1J6z1tL8FxhbCHUv0zDh3aGKdrDoisnNjncQHa2pgTL5qrxakKpvjVxsUkP30VO3d4wpl2/51p4jX1w+pZNFDG3TOITlwXSm0OeFbmxIZN6kuKeqnlGhdRmz40zY9aw62QU4EBgCPt8KwfBhgw657YfhX+X/2zjvMrrLs+r+996nT+2R6Jr333hN6EQQFLCCvFcEPKYoKSrG8gAVRLIiivoqCqBRpUkNNI73XySSTTDKZ3ufUvb8/1jmcmWQmICABPeu6cmXmlH322fPc+3meda973XT7En64I3N1j8n0QWfIYWpBFN5m4vX9gKRSNYl3GydEqXrrrbdSU1PDz3/+c0466SQMw8C2bZ5//nluvPFG7rzzTr7+9a+/pWNlZGSwcOHCPo/985//pKamhnnz5vGzn/2MadOm8Ytf/IJHH32USCTCvHnzuO6668jIyHhH38OK1WVbR9dn/wejM6rvmu4VMfp2Ycaumf7/YBEJ7wW0EXBoCVm4jmoK9t847t4qXK7kNTkalmWyts5gXrm8225eBC/sg8tnqExrVL4WtadUajO2uFJG92WZsLxOizmPJcVAZTZ8Yiw8tEML6ReqtWC+dBI8u0cKhZf2qdRpxQE18ojacMtCyInCqzcYTPkBDE8Bx5S30/5WZeLPGKYF86g8bQwXVMjz9bzRcONS+P7JUv1NPAmKTWgJytj/6meluFs8WOXbaw9rcRmxHeaXOzjh6Pt6XPynx/O/+9q/o+tnuXh0e6ID7uGYB+hFY2FYJtT0gLcCXow1dZhaLFXZhEIp2Ay0iXp6j8jP0flSfW45ouPccapIylf2K4bmV0iVbZXoM1PcUtdMKISKbKluNh5R52K/SzGX45dCdWOdyNYbFig+/7gRLp2ozc6XZ0jJ0ts6ozAF5lUoDrc3Kk6/Mkd+kn/cKNXozS+py/FL+6VUnV4s1c+aQ7C90WBBhYXXMilM85JhBHGix7cEMAyDoOVj5SGDVbUGPpdKHm9coPM8mlAFPf7XbQafHe/BiEbwOiG88MaywHwfx25/+KDE84m6J74X1ydoefn1OpWaeyz5BpZkKA53NmmcD80xyPWlcKiTYwhV0Lh8YLOU4nFCNdcvFdyeZinZqls1X146STFVmCoF37rD8KuY+nzxYLhqVqLhzp5m+N0GETFzy6WsC0XlCTmtWITFpiNSnaa5dR84ZaiI2XBUhMuCCn2PjqDmWtsRgbMsdt9YNFiEpu2oKVZ7UCrbQET+yhVZen3JWNjeIuJoQiEMjsABB56rP5ZQBd0fq20YnAbTMqVye37vsYQqKAG0tRZungqm6WC6TCzTYu+jBrufBNMNUz4LmQvh4EpwoiJW598AGA6zvupge0O4nPd3HL2beD+vU8ChNSii0jRivsCG1oAnVWocZnlVBTWzVPNIqkdEY9hWcmJ3k8i9dXUaO1k+JeYnFCo2XaaS8Ic7REzOLInNDzHP8eJ0xVsgDMPzdB6N3bLfaA/KfiLdqzXr7FIlKAMRjc+OINix8+kJK3Y3H4HThsOaw4q5DC98aoJI3/WxxzyWCM5gRHE9Ol8JyqYexduCCpGs6w5rfo+rOUflKTn5fLXsBRYNVpzHLQxWH5SCdXiO7jNZXkgt0X1q0xF934vGidB1m7putgP3rtMaoq4TppUo4WIaqiQbnwZt2+EvToJQPWu4yG6Xqevw4FZdi4+OTfz9Pp0GIReU+PVd2nug7GyoCsO6A7oul0/TvWTzESVHPZZBjs+iMtOPKxI8kQMziSTeNzghpOrLL7/MV7/6VU4++eQ3HjNNk1NPPZXm5mZ+/vOfv2VS9WisXbuWG264gZNOOoklS5Zw22238eijjzJ79mzuuOMO2trauO2227jiiiu477773ugo+6/CNA0yMvwAb/z/34BILMs3KNuH+13oo5Sa4n3nB/kPRZYPOhwv2dn9X6P/pnH3VmCaBtnZb8+X+T8ZXSHITVVZ/YRC+Y+uPaQSvfWHRUQOzZbyZXYZ3PoKfHWuVKYNvap7NtdrQ/bx8TCpOLZANOTj5DjaWEY7YWEx2JbKu57aLQ+qRRXQ2QE5wyDLD2ZEzT4qMkQs1bbDt5aqjLE8QwTPrmYtoKO2yqTbgtrodYRUSvWZyVokfmOeNp+mqePMLoObX4QfnWpQkGYAH4wx8Z8Yz+9lTL6d69fcDevr+j72j53whSmwvl4bpwU+mFCgzVVHUJu1j4xRXMUtK+LY3awy3ZsWyiLgtgFi6LzRUBfzQRySJbVXR1BeZ72b3mw8It+zikw1pfnTJpEYX5ur+Io4IknPGK7NUJYXSjOlxjvUCXeuTHQP3tOsUuLLpimmUj3a9IVtKXjGFaojcO9u41IQGeSnwNgCH+MKjn896zvhu6+ICI5vojcd0abu1KEq9ex9veJYd9jgM5O95GT856wH3s/x/H6YK/+d12dvi+aMEbkac89W9e1sv68VThticOowETBHw0DKs6iTiJ90j5ISj27XPcPnEjn55C6RrV+arjj9zstSksfRE5aVgN8F31/WV/G6tUF2HueOFBlUmiHCoqZNTebmj1ZDoM31iffsbBJZ9OWZImuyfXDXKhG4oagSLhuPKJkxv1ykSW9v411NOt9rZkNhCeytk/rs9VooDEHuLCnXxxckEjplGfLEXFOrtcPgMXDfepE6AzXRAlhxBHLXwfBFbjJK3PS0wqFYpcvkz8C+l6Gx1/2gcQekl8C86w3SCj44c/e7gfdDTL4ZetpFYj60Hb45XwnB+eVSY/pdMbKwFkpHazyCxvL6Oqk6L5+uGOhN2K8+JLuLdA98cZrK6VPd8OGRIvF/sVox6DY1T62pFcHoNqS6/tNmxUGGF7LblUQ8qVLns6NJpGqmT6RiZ0hk8E9XJWw7bn9NBC4o7lsCcNoQJUhG5kEkCo1dquI4ZQjUdama6sVqJUU21IlQvWa2lLaTi7ReqOvQWndd7L7jxK5FWYbm3m8ukGXIpiMweRCcPVKK0xSX7j2ZXlmVDMkW8doWTDSvGpGr931opO4ZF5bpvjDTA915sGunPnNBBVRm6fxbgvDIdqmALxwL921Ub4TSNLCPwP5qmHYBPFUHrd1w4SQ1EdtWD1+bp4vzk5VHr2cMZpS4+PwUF5m+f+fISyKJDwZOmKdq3N/0aBQVFdHd/fZ8Op5//nm++tWvMnHiRH784x8D4Ha7SUlJ4Y477sDtlrNeZmYmF1xwAZs3b2bChAlv67Ns26GrK0BGhp/29p43OtP+p+NQixuf5SbQHeCdFOWYlklqipeu7iD2f8m1+1eR7vJwoMWhpaVvFtCyzP+6cQe86YLTth3a25MeP0fDdLtpCXgoz9SGqrFbG0IcLdCmF2shmeIWYbNgsPwlG/q5lOvq1CzjDxt0nC/PhNo2KLIg/CQMOQlcQ6E9DJhabO9o1MZrRC64LobD3SKrSjNi/m/ZInU/Ng6e2a0F5PYGLT5bA/JOnVakRTVocfypifCXzcq2d4Wgvlsbxd+ulyoJwCRKS39tmd9n+CDH8/shJt/J9QubXryWi95tzNymNjJZfhH/O5q04XGbUrmUZ8qPLC+lf4KwJ6LSPtsZOIbOGK5GFUXpUpzEPdH6G67LD2jj+retUvX8YaNianqxjhVxpLr5/BSVLa6vg86w1DYLKqQcjyPdq83kwsHwfJUIHa8lkvj5vX0J1The2Q/XzYF718KXZjisqoUZxZDtieCKJtgjw7LY2eLl05MMtjZIVXfqUJ3TnzfLa3lWaf/XzO+GQx0OKw84TBoEXjNKV8RizSHojhhMLXLI89m4o++OIsYKe+muM6nbYODNcCiaCkZKCNvsq8S1oh7CrRaHViv5XjzdwZ0VJWqF+jus3nOC4/mtEDMncq483vUxbRdOl5vDayHUYTBoioO/wCbq1t/dxIJuD0c2QFejQcFYh/QyB9sb7NON2mP6+dpc8425Z06ZkhB/2qSS1yHZIiye3qMkXLpXiToHxdVJQ5QQaA+KcPneEs0zy2qklvvoGMX2hjrNm6PzRSJtqJOVznNVKnP+0gwl/nrC8jTtTajGsa1Bdjs+lyo3LFNkh9sUkdKbUI2jrhN2NCimWnqUGN3XCmP8mkef3CW1+YIKjmkWB5p/X94Hw7KhLEsWPLl+CFeKpP1Ul+5Ju5oSc3SWTxYl2X4lZyqzdR1PGaL47g8pboh0w6b7HCZ9BgKt4PIZpOSDY/clVOPoqIUDK2xKFgWJ2h+s+fB4eD/Mle8EbrdFutfLC9UG88s1ruaVaw5bd0gxNLVYCbS8FCUhf/m6bG421Cm58cj2/hXQD22HWxaJgDzSqZ8buqX+th2V9M8qjTV9QwmTl2qkHr1qpsZZe1Cl8WPyRT5GHVh1UAnMsC1V5v5W+OcekbZfnSPVZpxQnVoEpw0TWZsSa1hXkKpk/d5mNZkLRBT/4aj8j0flws9qFWfP7FHCf26Z3us4ih+vS0rS/BRdF9vW721BVWjdOBL2tOg8Lp4gBfvWeh1rYqHm8eaAHmvshk+Mh0Gpat51pFMJFtuBUwaD3QTYuk4RO3EuOFoTXD5Na5qNRzTnp3t0HMMClxeaXoX0sVr/XzQGIp0ijmvbJcrobz3zei2cMdTGCfS8LxpF/it4vycxkvjg4YSQqueddx533303M2bMIDU1MagjkQh/+tOfOO+88/7lY/7pT3/if//3fznllFP40Y9+9Ia/6qBBg7Bt+w1CFWD48OEAHDx48G2TqsAbC8Jo1P7AeeG9XbT2QIrbeRd8UHW97Kid9FQdABkeh/ouY8Cx9d807t4qktfjWBimw/IDsSZT+5StP32YyJcrpsEfN0ktcOlEbZaumiWPuIHw6n74yjQpVHtsKHaD2QypnwQzHVYcVqb+zpXaRIZjfxLLkBLhr1tF6jywWQTtnzZpgfqbtVLBhqNa7IaiIm3vWqWSyyxfzG/SrcXtBWN1rJOHwFO7tBH+8kxl1icUOnicyAdqPPynxvN79Z3ezvVzu0KcOtTigS2JipUvz4BXaqSyjuPxXSJlPjleXbLzU0TGDIT8VJGgA+GlfVLTPLxdKjXbUcn/QNhYB2MLdNyFFdogfu15PWegksy710hB0xsXjVX58as12oh9erLUMHW9WGTTUNwEjmObuqVemzvbMXhspzzzZpW6+OQYMENigm3Lx55mg3/uSbzvmSop3r44TRvrVLeu3dGbs3nl8ORug3WHDeq7IcNr8ODWxN/k8V0GY/INrpjifdvNs+Lw2ims+rFJa3X8+AZb7ocpX/CQMyFIxNCu32P72PGQi/0vJc5jxyMGFYsMRn4EQm/i9fh+j+cTfW5HXx8Xbo6s9rDx/xLXe9cTBtnDDWZ82UfECtJR7WHlHfLjBNjzpEFqIcy7wUvQFRtULjeb6w1+v6Hv5w3NFlnz8HZ4YEvi8cd3qTT34glSjk4aJIsPB6nFRufDc9s0Xxqom/fda/paWfxjp/xL/S744TIRPfmx6pBHd6g0elnNwNfipX2KixWxZMyzVXDJhL7q2qPx8n4RHr9YLZLUQAo425Yydki25vOBsOyAlHi3vSaF7cfGwfdeUSJkfAHctUzEji60CKbPTYFfvA4XjoN71shPc0klXDBGqrujsaQQCkxY+RODMQHAgfL50FmXUKz2h31LTYpmWkSs/v2UDcPgBLQD+bfjRMfk8WBZJltjBP+kQSIy/29DomGZ21Ri7ppZIhinFYtwXRvz/h2c1X9CDRRrB9sVU5+ZLIIxnlT46Bh5fx/p1FzV0KUmjeGoiP+Jg+TZHbVFoLbEY8Gr9WVjt5Kgw7JF/DZ2S3HutqT2BClFpxaLpHUsCMT8x6cUw89WicQFfec0t+Lr79tkefWpiYq5P22CqYOk7A7bOv62BjhzqNbKbQGRrKPzYcNh+bn6XIq/r8xRIrYwTQpSB5HSKw9q3X7+aHhomwjQ3U3wsfHyT4/bbvhdOrerJoHriBrJbWvRdzVjfq9P7IItDX2v+/mjJXYw06G4AFbcCdPmwCPAY3skcJhfIaXrqn6SM3G8uM/gklEm4Q+Y/3kSSbzbOCGkqs/nY9++fSxZsoQlS5ZQUFBAS0sLr732GnV1dWRmZnL99dcDmjxvvfXW4x7v/vvv57vf/S6XXHIJN9xwA6aZ8KWZNm0af/zjHwkEAvh80qfv2rULgIqKin/TN/zPRVvIINX1n7eYeT8i02Ozt9395i9MIonjwHH0Ly9Fi7XDncqeF6erxD7e8MI09LzB8Ztp2w74W8GTB1tawDChOBuiPnDCWrg29Yio6QhCQ48UCrUd8Ou18py7a5U8HX+5Gm47CZ6uknrvJyu18b18qt4XJ01/9jpcP0/vqe2AXJ9Iq/kV8Lv18D+TtSn97XopFS6d6GCEQ8mm4EkcF9FIlDllUltUtYj0S/f0JVTjWHdYDTO+PlcqmD3NAx/3rcTQoHSpRTK9UmQfjyOIOjCvRK87eQjc+GLiuUmDRAYdTaiCkhO3naTYauyWSuiqmVLSLd2XOJefrZJyZ13dsccYnSeVUGtAG8Pr50kF99xegxnFLsakG9i2Q0vQ7EOoxrG5Xl53uX4A5xjLpbIMKXJ+sEwb6XEF8MPlx9oybWswWHnIZF6hRTRyfG/XgeCyXFQ9ZfQiVBNY92uTk3/kAX8E0zTo3G/1IVTj2P+SQckMC1+lkexM/m6iqy+hGkfLboP9LxmUz/ex6s4EofrG247AlgdMxnzKTdgJ042H32849jhVLSoNDvYzdF7ap7ieOAi+/pzKaueVSe21ry1hETKlSAmO3oRqWYbUr5YpcuNHp2reaw3odbubpd473lCxHfmmjitUnBgoiRifmwd6T2cIvjBV/6d5NO/6XOC3FPMPbjn++3NjDgz720TgXjhW37G6RSRzhlderq/XSgX4zB748Gh9z0+MF3EUtdXtPM2j84hjfjG4qqCzG7IGQ0cUWjdA8UQ939048Lkd/TcG7QVdUS+RDoueJvDngSstSsQK/kcSrO9HRB0R8HHCfnezSL+Pjxfx6THhYIcI/2nFes9bvUXGx2PEVkIdNB+XZ4iUzPXp/6J0mDBIcexzKdYWVyoOw1El7BwgOwUOtClBcdaIBAG5pFKPl2cmPvvUofDP3bKzsAwlE8YUKNEfjMrbddFgkb2FqVorf2ay5ivTUJLzSzMV88EoVKaJFB2eI8IVQ9cu26/np5Uodu5eo89+rkqigO+/pvP62Di91nESRPK1syE3RZZbty3T95lYqPd3h3Xdgi7IHg9ntkBjUOean6J5/WhCFZRg+s4iqDoMoyMw5GRoflFJk4f3KdmZGSOi32x9kozAJJI4QaTqY489RlpaGgCrVq3q89ygQYNYt27dG7+/medpdXU1t956K6eccgqXXXYZTU1Nbzzn8/n42Mc+xp///Ge+8pWvcNVVV9HR0cEtt9zCzJkzGTt27Lv4rf470Bo0SEmSqu8JMr0OPRGD7rCykEkk8XZg2RE+MtpNqttkZonIoIPtkOfvSx5trtdCeGeTNoHP7+3/eAsqICUV/rpXC79hmfJe+9OmvpvADK+Imu312qDdvxkOtCesBrpiHVL3tqqEsCesxWF7EO5arQX2JRO1wTzcqdf7TEhL0+bx5KFwqF1eVj9cDtfO0ob3kgkO/kj3W17MJ/HfC9Oy6ImI0DjN0MbuuQHG/exSkZLffllEwneWDHzchi4Rkc9W9f/85CJYUQOjCzS21x9W7K042P/rpxcrVkoz1FSqN2aVqkxyIKw6KHIn7n1oGvKwu3AM/DWmLovGrAoKU+FIrwbUU4p0/NteSzTzMhCxe8kEqUtHTHPjMW2e3znwOby8X6r4VA9cM9PmlRqDzhCMyTdwmfDz17UpG1+Y8KDrD//cYzJjkBuLt0eqmkE3+14YuBnM4bUGRYtMjIiL3U8O/LrdT5pMusKNzcA2AEm8dbjdFgdWDPz84TUmGSUO9gBCqEOvG4y5yI071WbFcRTfz+2VsmxDP8mDtYdFzHx6ksrd71yppN2qXjEZ78gdR9yf8FdrRPB8boqU7A3dIjufi8X/ltjc+mQ/yRqQkvVHyxOxd85I+Z9PKx5YrTq9BB7ZoXvHKUOVJP2/DSJjvzkfHt+pBMWL+wZ4f+yeEoc31tX8+hdE0ICev2CMLAGeqVJsnjlcDe7iyPTClTPghnkqrfZaMDMdnN2w6z5IL4aR58LqZpg6A0JN4M+RYvXIAPet8gU2jidCPMwNw8AdSmHlHSbtvf6+mRUmM681Cbu7P3Clxx80BIMRZpVozPeENbcVpqoKId7x3nEn1pTdYSm1Tx8mlePBdqnF+0v+gRo75fhF9J0zUiTenDL5no8pENG5rkaE7sv7tP67Z03fJmkLK9SYKWyLbE3zqOHqigNKPpqG5phwVCrSkblSwx7qUHMt0Brg1f0iNtuCaqCa4dUcdeVMuG8TnDtK5fgTC0WoBiK6B8TP5VMTVRlix1QKB9tgaI6se4Zky7M1vr4eXyCl++4mWWp8crzOf2+zrtXS6gRh6Xepkiw/RccZmSt/2DgJHZ/b56bDZZPhpYNayz/dT7IzjqXVIma7OqGsBKJtkNMJE2bAugaYVQbBiMO0YmPAe8miCodI+O3NyUkk8Z+EE0KqLl269F071jPPPEM4HOa5557jueee6/Pceeedx+23386f//xnbrvtNi688EI8Hg8nn3zyG0rYJP41tIdMytOTN8/3ApkeTaUNPSYV7vdvWVAS72/Yto3fLXK+IlMLsWE5WuT2XpCuO6ymT/euk2pnzSFl3ntjTJ4UCb/dpgXl0BwtKINREaefnKDMfNwL7q6VKpf8zsvaZN65Ut50Xpf+91hSt9y9WgtWj6UFe0GKFEIPbtGiHWLdkw2dd26KPC9/u16ecIdiNgMOKitNKsiSOB5cpgsj6CHSYeJzG9Q2wusNIhDa++HJLEOWFU/u0njM9qskbkmlNiW94bGkRAlGpPA6OobGxjzf3C6V0l40TnYDX52jmOk86vOnFsW82Ig1ajvKVtTrSvjC9YeWgDZbcdiOyNRrZilx0RSrpg9F1dAjTuwYaLP1g2V91UYOIqc+PUmqdNsxsA2DjtDACfCuELgtB58TxmMHOX+IRdjyctPLFo29rAB8rv47ib9xnDA4HD/RfnwYRI5TtR9sN5TItyHcNfDrwl0xNd37uVn3BwiGoWs/EBwHQv34kb7xvK3u8fIqHPg43WHFS3+IxnwXyzM1Hx3uPHY8us2+npAfGS2Vd09E8989axLx5HMlYnnTESlHX6891vpiaLaIyN5xNzYfbntVc+bwnESJdRy5fpUs3x6zKXi2Svelu8/S99hcLwL3fyaJtDnalzXdI5/KuIdyqltWAD8+itiO2LJKuHa2LES6w/pO04ulYgMp7nY0ibQ6pQQCS2HvCxCJ31c6Ia0SdtfAkhKw0wEHfFkwaBLUbdDPw06HjJilSkYp9ObPXVEPq+/qS6gCtO2Htb80mXKll7Dx7vgtJzEwXKYUnR8bp7j41ER5Zkdj1VBdoUS8/HMPnD1C88qoPM0Zn5uisvXwUduZM4bJ63N0vt7/bJXmnoUVitftDWpKtWgwvFwNF0+UHcCXZui5g+36rCyfxn/cx9gwFIf1XSIWPzFeY7+pR6Tm5dPh4W16fZZP4z3qaD0biIiUHZWndeu5I0UYl2eKdF04WLFnO6q88rlkVTAmT8frjuh+ZDtSsd+/Wedx8Xj5tMatNeKl/l1h3U96IirVn16sJnPDc+D8UbLfAa0rPj1Jf4uoA7efpO/pMmQPELHB7RGRXZah5ljHm1M7w/pbHWzXvWLJYAgGlfQNREX4njcaSjK0R2g7KszGFzgMSonihJJr7iSSOGGNqt4tfPGLX+SLX/zicV8zePBg7rnnnvfojP5z4Tgq/09zJ2+e7wUyPVp5NAZMKjKSpGoSbw+Gy8VTO7Rw3d0s9edD21TSNC4/4a9oO9oUfn6qsvg3LYRX9sGaw9r0nVSpLP++VqlVD3fAjUsTC7bhOdoEPlslFU1tO3xhmhaSRWnakGX5pBxo7JaypjUgr7aqFi3WLEe/f3Qs/HSlHo93fs2IlUkXpmvRec5ILehT3FLL+F1SOvgsh7cpZEvivwBex8/eJy2qnjGww4ABg6fB1PPh7/th+qBjSYhJg7RJG1egpMNnp6g08PzRav7w0j4RFMNz1RyiqVsE7OXTdKwNdYqhOWWKoRtfgKtmy8riSGdCZfblmdq4bD6icT2vXBvNR3eIeB1foDh+oReRW92i12zrp7wP9Nxf+/F3fWq3lHiP7tDvxenyYF1fJ/VbvMncQPmJZ6vgk+Md3ETBtplRbLO+rn+WcUKhQ7rbxu7RjiwUimK7bdym1ed1e1v0/VYOoNidUKDPe7srEMeKkDPCpHlX/8TboEkOkYiN5YZBU2xa9/X/fQZNscEdTd5n3iVEIjZFUx2qX+j/7+LPdcgZPvD7UwvB8MijdWqRwwv92DuAyMrqAZRyeSmaw9qDiYZSe1tkf/FqzJt0f5tIlh2NIjZbAyJBvJaIkTihGn/vmHzFv4Pm1i9MVSXI2kMiRZZUiri5Z23ifSPzFMtRR9Y2X5gKM3rUsC5iSz0+u0zerb3j4B87lDTd3ax7D6h65PNT9J5lB3QPm1KkRM1v16ssem6ZCKGX9w18fV/ZL6X+piOaw4vTZd0Tt1IYXwCzSqDhZdj7RN/3Fk6EgxE4LwqvfQuC7Xo8azBM/QIMPd3B5THY9CfY8hc950kzGX+Jj+yxYSJGCLvHRcsAFQRNOw2cHgtSBj7/JN45vF6LzU3y8d0cU2m6LeWVvKYSjysOKl72terfqoOqajh/tNaDq2vh+vmyDtjZqCTewpgLX36qiL1Jg0SATixU0q6rR0n0toBiJj9N685gVAmIiYVw6ST5lf5qjRIAj8TUrraj5lRjC2IeqFVK/PeENeb/vg0+Pk6xtrEuYZE1LEefPacs0ehxVJ68xD9+kipD4h6v3WF9jy9M1fGGZmtdasdK4lfX6lyqWxVDhzpULTYmX8KFtoD8zMfH1LhRW2vzZ6rkhz6zVNd4b4t8iy+eAN1tUJGlNXNXSOe66Yi8Wj81SQmhF/ZKUburSX+TgaxExhcklPQzSrTOqGpJVLYAfHS0wyC/zdfnmSw/YLyxnjltmMPo7OgbvupJJPHfjhNCqra1tXHXXXexbt062tvbj3neMAyef/75E3BmSRwPPREI2wapSVL1PYG8sRzqu5NymCTePqKY1HcZfPtF+OFpWkDVd0lxMqc8ttmKyUKaeqR+mVkiA/tThmix5XNLgWoZKv+K2FKTjswTAfS3rdrM3fqqFs3ff02Lv3vXwf+bLh+sph6YVqTM+aRBWljOKpXSwEENBs4Zrc3pihopDx7ZoXM7Z6QWsJ0hlUkNyVZJ10VjYUud1H6mAZ+aYOOJBpNcRxL9wmW62Pukxe4nepEuDtStlhJuxkc1pnP82hjFMWmQNl7xBjeumGLtz5tFrswpEwla06b4OXsERBz9PL5Qz0dsbdAyvOCJKbVBG72LJ8hP+LZXZQ0wr1ybxm0NKr11x7jHzfVS65RlyEoDVN4b7+p7dM/H0gzFbO/vEkdDN8zy6ucx+UqSbK2Xt9v8csXhX47jyRhPjNhB3TzG5jl9lK8g1c4Zg2BENpg9NiGvj4hjAg5+Ilw60eL2ZYn5ra5TG9SjbQji1/yjox2IvP2S+6gVZsIlbl66yTjGBC5zsEPKIJuQ4xCJRilf4LD3WSntesOTBuULHELR5F3m3YJtO6SV2mSUGbQf6EuIGhaMvcDBlRGlcKKLIxuPJUwnXGpje0LYUYfSNJuyDIMDRylfLUNKNa8NY/zwRC1sjiUiMr2quojavZozIXL/63OlMA1GRVR8YaqIikwfb6isU9zHKtJf2icP8DhB2hKA7y8TsXtSpRIwte0q3+2NTG9CzRqMyk+8IlONdFymCN3yzL5xBnqPaUCWN3FeEVu+jSXpIkw8ll7z1B69vrZd6vxozJ+1LEMJm46jQqyhS5954VgRzq0BqfwMNI+/uE9qvivGAP/odc09MOQcCPqgOQTu1ASp2rofdjwO4z8G7QegZCYEO6C7QTG39m6TOV9z4x8SPq66HCASNJKk6r8ZLpfFkU6VqD+wWd74hzsVV1aMVN1YB2fOVxKiMyQib9MRzX+j8kSutvSIvMwvF/HYFVKiPdWtkvmh2Vp3moYakC4arMTDlTNkI/PYTs0P54zUWtRrieC8e40saQ60afzHCd7huTpmlk8Jw56wPJPPH6333PqqSurrOuWpbBqKg7WHNX89FLtHhG3Ny11hzeHhqKaQxm6V7N+zRtchyyeyMxpTvTZ1J8rz42rYXc0im/NTNP+fPULPG46uTY4fJmaC1w2GGxxDTayun6fzsAzF/6v7NXfXtElocO1sJTs+M1mf3Rx7zVfmKLF7tEI4PwUm5MX+figxs2Cw1t1xzCl1cDthjFCIHJfFWZVuTq00sZwoVjRMNJQU/CSRRBwnhK258cYb+ctf/kJhYSEzZsw45t/06dNPxGkl8SZoC2m4JJWq7x2yvDYNPUlSNYm3Dxc2w3IcwsCRdphYAJVZcKhTiplrZquU0ECLtVmlIlbWHILtTVoYG4jQeWKXsvEN3VoMtsea19x2shaDLYGYX2uKNoThqBahhztFhE4u0gJzXjn4LJhRrO7LoIXyzFJl/pcdFLlloAX1gnJtJlPcWnCWZSpTPzRbNgApLog4DsPSQ0SjyUVeEv3DCHqoeqZ/FVvzDhjphbCjDdzcMsXDmcM1znqrPbtCIjtBm5vHd6kp1IqD2syUZoiIcNCm8q9b5RV3oF2qko6YugQUS8sPKA6HZEup+thOiEalCK9u7Usw/na9yJpThmhD2R7UZ9yySBtX0OOnD5WP6f9t6P9aVGZp03X2CH3HjlCsq/BKqVc7QjqfgTA4y8FtJIhFd6SHm+ZHWTzYwWPBNePh/FaHI3fA5vsNajrc3Pm6i6uetfjaCy7+sddDSTrcvMBmcJaOkeqG+k6bG+Y7nFzp4I5NfePyHb67yCaNwDvyTrRtBysnwKLv2OSO1IEsLww7y2HWV2zCVoKpingDLPyOTcksB8NUQ76SWQ4Lv2MT8SaVOe82wq4eZl9nM/R0BysWG3mjHRZ9x8bIChAyAkz6fJTRH7Vxp+r5zAqY/y2b1PLEfd8V7uG62TanD3XwxpIRo/Jkr/HgVvj5BpEUF/rhuokifL40A36/XqRLPK6hb/n7pEGKtRf2itzI8irOQbGSdxSp1xmSYvSrc0TugEjNglQlGX+8QsnKo1HXKRK1N/a36f7x162699R1Hvu+ikwpzNyW5sbeqO0QUfLgVs2neX74whRdl4e2wzeel0/qnmbdW+L3kTgGZ6mzeVGazj9iy2PyJyulSPx/MzQ3B3LAkw4YUDgJZn0bfr0Xrn0Zfm9D1uVQfhaYbph9Lfiz4PlvGCz/ERxcAeM/Ia/VOLY8YGKGPXhSjxP0BrhTknuSfzeiUZsh2ZrXMryylyjL0M/pHvllO8AfNqjiYnqxCMqwrVgYliMC8s6VGsdVLRqnyw/C/74KN72oebSxG761VK87aYhK5dtCWq8+tlPq7i9M1Wf+fr3Wkw9s0Vw9KE3J/fJMqau7wzCpUHF75QwpRXc3a44tTBUxXJohC4/FlVDfAW5Da9PpxZCTIhIZlNCYWaJjNveA361YGh6zwGrqUbJkV5OUp8Go4qQsM2E5crhT94CKTJ3756cqtnY26vvkpMDmWjCaoL0HagJQH9Aa4bUauOUlrbu3N4gknVGic3i2SgRpW0AJj4YuiXIGpek8HtomYnV8gdbUblOJ0+tnwfYfwNBaGOJ3OHeUw1O79HdM98Anxtl8YmwUI6wsSzQSxQ4GsILdEAom19pJJHEUTohSdfny5Xzta1/j0ksvPREfn8TbRNyrKjXZqOo9Q5bX4UhSqZrE24TX66IHN6cOhaV71XH8268kfE6vnKky+/kVWmCCFmt3rYRbFsO3X4KbF8F3XoKbFsFXntVrdjVJtfKHjfJb+ukqbTxveEHllcNypBjIT1UWPccnFUIgopKmqhaVkd30ktQKo/JEqPxxo3ylvDFv1ZklIkyDUakIghGp40JRcKWLbFq6DyoyHcbnRQkEj2MelcR/PaI9sZL/AeBzpIz7zssqsb1hfkJxUt+L2Hxxn4jIP28+9hgFqfJcPVrtBdrUVMX8Eaua1Yxm0xH5n+2JqVfOHaVYqGnTZu/aOYkSfdCm7tEdcM4Ilfa7zITyfEy+zitqa+PWHtJmc/FgKV3aAtqcdYYUty092tQ192iT1R4UOZvlFVkytUieav15tl40FlyR4Bveh7bt4Ap1c+FwFxcN8bD7LyY7Xzbw50LmOfC9tQk/1GAUntxjsr3R4ZqZUb4yPYJtWBg4eOwQ0UCUjwx18aHhbsDA5UQwImGct+CV7LIsjJALTAfbFTlm4xclipnXzZQr3RhRF+Bge8MEo5E+6lXbtnF8XYz+lJuxHxf75bjDRAj32508iXcGx4Gg1U3luS6Gnil5lmNFiJhhojEmPWj0UHKyRdl8D2DgmFGirhCR2Lhwmy4IW7icCOcNtTljmJcj3QY7Gg1+tSbhB3j7erhuAljLYO58uGO5SAgHkaofHyeyMRRV2e1dq6SY+/AokRhrDknZWp6peK/vEpFxdCOezfWK4y9MlYruSJdUrz9YpntKW0DHqGlLvGd/mzwrU939eyF+aISa5RyNs0fonD8yWs16fvb6sa9J8+ieMTQHIlH44ybN5XFsaZA9wbcWiHxq7IaVB+Rv+eweOHc0/OQVkcLnj9Z9Zs0hEcRfnSOyd973IRyEnZ3wrS0JX9naDrhzM1w1E+ZPhW1/h4Ztic9u3QerfgrTvwQte6GjVgpWw7ZwfBGKZ5ocWnVsQqxsngO+yDHK8yTeXViWSXmmPFXPHiHLimnFml9sR/8mFqps/McrNJ9cNVPvDURE9qW75Qfqc0kd+b1XEn+2FLdI2K4wfG+JiL/4cdsCSp5/aISI2OYe+MVqHasjpPjJ8Orx12oSNjr3bVJMnjtS8XTBGK1bG7o01xWmSqUK8iQtz1BcxpN5DvrMZTUq459dpqTK8FzN8fHzfj1mVzMoTWvYT0/S9zNQImJbg+bSeKO34gwRoT9cJhHDgopYs6u18PUh0AFs64IcW3P09kapfw1E3G6pl63BqDzdN3siWnPH7yMvVOu84+rznU3yb19cqaZ2tgNGBPbeCy1V0PJzGP1Jg9LFYT47AWzDTMzFcY+PJJJI4k1xQtia1NRUKisrT8RHJ/EO0BprRJEs/3/vkOW1qe8ZuPFCEkkMhKgvlb0dPhzDxaEOgx+fCi9Va2G1t0XKuFUHVSq0ulbKgDtXShH61bmwu1EbpRU1cN08aO2RKX6KSxn37rAy8eGo1DMtPSJyBqXJOD8vljnP8qlJx1+3KWP/8Hap5A62QXes6cUV06E5IPLHIdE05+Pjtdh0mSo5O9wJv14LVz8NX3pK5dVlGQ4nD4FAVz81zkkk0QuW1+F4fY6cQtjbqrG3p1lqjXWHNf7SPYnX7WrS2L9gjLx84xidp2Yc3WEpSePdtU1DCYLTh4mkzPYpTj4yWo+bsXK+h7arhLIloM3blTOl6jl6xs1NUSOM36/XJrc8U5vch7drQ/vTVSJEcn3wjfk6n5f3idj4/BT4zmKpzu9YIXXeP3ZKAdvSI5uP3c1SDd2/Ga6b01c5l+mFK6Y7FKVEiUSOZRftcASjC2pe1oUuPRP+sq9/zmNvq0F9t4kVCeEKdWOFeohGtImzIxFcoR5coW4Ih3DeRKJqmgbeSAq1L/hY9QMPq+/w0rLej8f2H3uOtkPYCBFydRNy9RCJ9t9W3nEg4oRjr+sm7ISTXcb/zYjYEUJWj663cezfPRKNEnLFnjeDUh+bFu5AKnse8rHydg/rf+6lZ6+XjqDBra8aPLz92AYr91eDuxxybREdn5ooa5kfLle1xfXzpHKDhOosGNF94S9b5G9422tKJo7OU5xeMFaepfFbjMcSYZKXIlXq9gZVfkQdxXxViwigiYWJ93it2OfP5w0FN4g0umyqCM24yj3++Gcmw9YGHbO+S3P4pyfpuTgqs/RZnUGRxPdvEUHzsXF9r0vY1r2hJyz/xy/N0PksrFTC9HMxdd3yA7o3zitXk6zXaqDcD4deBp8JT9Uc23Tvo5VQ0AORYF9CtTe2PwxDT9XP/hzAsAkTYvzFNhWLHIyY+tiwoPIkhzEXRQk7b98SJIm3hkgkSmdInp09YSUJHtkucrE4TYrP80ZLDRqKqjHVz16XpUx+qojUQIyE97mlLo1H9kdGa7xOK9b4a+jW/LW3VT8/X53w2E9xw6F2rUNLMkTk56VojsvwimB8cZ/WlLl+vefHK+Gu10WkPlul9anHpXnukW1apz6+S4RwR0iP371G8b2hTrG4tV5rgNdrZadR06pz8PVShrfGmkKur1M8GzFrhMGZUt3OKVNjLMvQ+rs4XfZAIIHCRZXQfRgeOqAqkWy/1KtxT+fpxfq+pqFrahmJf62BhFr+UIdiNmrLb3ZCob7XYztFrta2QloVHOnl5bzr72B0W5jhwDFzcRJJJPHWcEKUqp/85Cf5/e9/z9SpU0lNTT0Rp5DE20Bb0MRvOW9sFJP49yPL69AdMekKK9OaRBJvBbYvlWf3GpwyxODOlSp9IgobGhL+o4ajpjBhG765QAthAy1+TUNkqG3LY+nZKpVD/2Gj1HvfelHZ98FZyqIPztLic3qxCB7Q+9uD8ma1Hal/bFsKl3tWw2emwHeXiGi9exWcO0bliVdMh1G5WiDe+Dx8Za6InAvHQjDicMkEeVAGoyK0Ul024a7uAa9FEkm8AV+E4hn9K55SCyAEPFelbrt5qfDtl6VOW10rFWlvr7EHt8o249uLpEAzDREuP12pDd78Cj0HGuOemA/rTQvlARcIKxlx9gg4b5QIiBy/lDqWKc/Cn67qq5AFbaDGF0jhesN8bfJ+urKvqq0wVZ+1vx1++brUaWWZIoN/vFKxGOeqalpF6qw7DL9cI9uAYFTqFpBy7qzhOkZnSETxoDQHIxDE43HhOA7hcGLzZRgGnYcT19dfDlW7Bv6TbDwCg4e4sG0H27b7JWrfCtwhP69826KnOfHYuntM8kYZTPmSn5CZTLr8J8I0DZxWH0tvNonGuLWOQxAJmHR8cmAGvLYDUqaC3wBftK+y83CnSMMb5iuxZ5lq2vjSPs2PcbQG4I8bNKeFYsTreaMUL11hzac5fhGeY/PVMGfCIM2Hg1KlKPv2S+okfuZwEar+2DqvJQBnDpOqrblHx3++SsrYOWUJL9RQVPesnU3w2clqQHe4E0bmiij2WkrCbD4idfyORpEuhzo0h582VP+eqUp8r60NIocf2q77zKcmQrYtMumHy/v6uVa3ao4/dSj4Tdj0IOx9Cq77Nly1KuHjuLAYhu2HfaugaMrAf8/Ow+CPlVyPPM8h6glBFIJmNyMudDPiXDfRgIHlc8AXJni80oMk3kWYrD0kgq4iCzI8qh4KRCAtNmYNQyT9R8ZoXEZtzZ2hiOa6n65SrISjmitB5fzBiIjWl/aJnC1KVxJwQqGqNRxEMqa41URxdH6sYVwDrKvT2ItXjZwyRITsM3vgo2OkzjYMzXf72vS+9qDOuycMpw+XYnZBhZIgqw7K2sBAn9MT0c9fnikF6/Ri+M06kceDsxSvI3IVZy/vT5zLgXbdCwpTFOthW9fFcTSHprrha3MlElhSqaTPuGxoCUN9rb6DZdAnCXzOKPjTRvnJFqdrzi7J0P3g1Rr9XdymPuvJ3brnnBJbO188Xt+lIwQFIVj93b5/3WgQwh1A1r9p+CSRxH8BTgipevHFF/PII4+wcOFChgwZgs/n6/O8YRj84Q9/OBGnlsRx0BZKNql6r5Hl0Yq0vtukMjNZc5jEW4DXS2OPwVnDDTYdgatnQHMQiv3yvfIYsKNJjXRmFKtEMRLVQuzxXYlu3x5LqrbOkBZoI3JjJYtBZd4zvImGPk3dUs/MLE10TP6/DfJa+8lKETPZPrhsGjy2QyXO965TFv2hTSJUH9kusjQchfPHQFcQ2sJgA1c9A5VZDlfPAm+4k2gUfABRlRomkcRbQdgJMf6TLoJtJk07EruV1AKY/Q2HNgxyvDDaB3+pViwUpoqIvHyaNi/LDySOt7tZilGPpXLE9l5jsSesDd0PliW6iQNcPVOKtReq+5Y+XjlDSpJVtVKo5vhEdj6/N/E6n0vEydN7tMkMRUWAHE2oXjtbJO/mI/DF6dqIhm016glHpUD98kyVM/aEVU44KE1K2tWHpJ6Nf25Tj8jk4gzoCMKGOodMr8G8ohQiOyF8yKF0Ljj+IFEigIO7lzjUiXVHH6iKMMNrsKbBw8YjBiNyYVKhjTcawP4X/Nrclovqp40+hGocjTsMOg6Y+CsN7LdgH5DEBwtW1MPa3xlvEKpxRIOQYg8sS7cM6E4Fxw0Prj32+agj8uTM4bLO+cI0xc7ao7pob2uEmR0qvV3aK6b9LiUIX6+FcQWaN1sD8PsNen5svpKar9ZIGfrELvEnCypUXnzvOhGoZwxTMjOOp3bLS/GuVYmYMhDRku4RoQoiWQ91SEV67zo1lpxW0tcbGkSmXj9PidP4uae6RTrFcf9m+O5i+VQe3SALlKxZUgmB/fo91AFVj8GHZsPDe/TYyQWw+We618Y9cftDXIk65GSHgskRQr3uA2EnDJ4weLQuILkkfs/gOA7pXlU1LByscRaKquKoIktjsDWocvMndmkc/35DrAqpB56uUsxVZCoOvJbeH59rVtdqXD+xE8YVwvQSVWJUZMlqxjQ0PlfXag6eWy6V5+O7NM/euECq1u6wFKonD1HS4MndiQqSUFRr1njDt/1teuzrc5U46Q7Dr9aoVP+UoZqnZ5Uoju7fJWX34kp9zxUH9Q9EtN4wH360XAnUxYNFEH9/mZ73u6T43lYvxWowGvNh7VZScUmljt3YA0ZY3zUubjBjt7DhOaoWc1taI0wvFqmb4xcR3RLQGvrKmWqa1RXW2mBrg9Tk4wr03SwDfrAYUguh60jfv7HpJtnkNYkk3gFOCKl60003UV1dTWVlJV6v95jynjcr80rixKAtmCRV32tk+xzAoS5JqibxJjBNA9weltW6mVRs0BGS4vOh7VpgtkXgjMFwuEuLslBUCtCSdGW7O4NafDV0y18qP1W+TXHh2Ks1sLBCZX6LB0Npphavhzu1IfufSfCbtdp8doWkErAd/Z/u1cIy6ohIDUT0umBE2fdwG/zPOPjFOnlI/madPF4LU7T4/t8lOoYnJEI1iSTeLkKubqb8Py92l4vuBvBmgTfL4W8HLM4YDicXQlezNm9jC7QpAW1Izh4hAqKxW0QoaAz/aRNcOlHq7LpOKcNq22HLEVlflMXUZhlebeT8bvj6PD0W3zyluOGl/VKNpbhFbg7PUdfvlh4Rt25LpMrORqlPusNw2RRZZ9R3KY5dhjam546WiuyPvfwXX6uRgu3zUxWbD2/v6+f4TJWURqGoCJ0jXdqE/b8ZSpKIsNEu76k9cNFQKAkYPH8dzLjSS/pIh6gTxZ9v404xCXdD0yuwcDY824uMjsMAyjINbn/NwEFNS/wuixvn+8k2u986CRpycWBZ3xIadwp4MyDQBvuXmoz9vIVt91/m/1Zhxna4SXL23wfLEvn9lrcBIYvm3X3JU38uRMMwwq/Y6u/PNbNUBGlxRv/Pg2I52wezyqR8e61GljiPHaW8/v0GKdS+s1hESapHxMmy/VLCPb5LZc/fmKd4ijq6r9i2PIwPtmtOzPGr4uO363Tc04cp4dEbaw8r7q+eJXKouUd2JatrFe/fmBcrBfbr8cYu2QYsP6DO4P191Zo2JVXihOzCwQnCCLQGaO7RuQ2E1bWQdzjxe+0KmH4WPIzI3sgRcGzorIOMEpGnTj9zeeksh8zBDmlDwoSMZFn/+wW2bTMqT56hZw2XIvKJnVJf1nZoTK85JJuJoTn6OdsHpeki4mtiKtFtDZo/51doPB3qEOH3xC4pQ8cU6L3nj9bceNFYqT5r26UEjWPlQcXw1+cApgjYA+2Kr9wUxcmpQ+GOUzWf1XdqHm6L2V90hDSn5vg1dj81UXPngnKRuj9YpkRqU0+shD9L6+adTfCxsZrv6zoVYw1duh43LVRitTRD835tu76Dz6UYWlAh8jNqw7IDifvOhjpdj6d3wendMD1fawQn5imb6pZq97m9WqPfvUafc+7ImLLdkX1CMCIy9duLtWZo6pYX7eYjIlpBHq4vHoA518DW70EoFvMZZWCl2klSNYkk3gFOCKm6dOlSrr32Wr7whS+ciI9P4m2iJWiSliRV31O4Tcj0ONR1W8A72xAm8Z8Jw7IIWV66IyZeB0blGbT2QEka1MTK/FqDQADy/RDo1kbzcKc2ZS/t0wK0PENqtogNc0phaokUMhdPEBkU35yaBgzJ0YKxIgvW7NKCtLFbzTxcBgSiKmtq7JaKwHa0uD5tmDacXkv2A+0BSHHA1Qm/3QOfnQK76uURF47Cl2dp0Xj9c3DjIshMrviSeIdwHAgbQUgL4ks3cBwH2+Ni/CAfgYhBRRY01cWUMY5KB0FkxOMxRVmqRxs124EvTRcp0hXWZnBzvczqr5ihGGjpga/Mhr3NUoq9sFeb0PhxIlH45AQ1wxiSpZLKn65UMzmXKQ+0xu6Yp2PMouPy6ZobDnVoc1WSIc+3YTk619OHyScu7sXWGzub9Bkjc2VDcDT+skVJjDipNbNUG9jD/bz2wSr4zjw4+Cys/oXJKXd4ibq7iXiCzPqqybLbTA6/DotPg50ZsiOIw0D3jZf39yV6eiJw12qTb872YtqBt/6Hjf2dUvJhyKXQlQENPVDhhyzbeUPx83Zg4cIKeWitNrCjkD3EwfFFiJAkfd4NGAa4oz5CbRYtB1X+nTrIJuIJYttvPZlcNB8KT1PX7KgDVgrcPB9ueaXvGCtKU4LwnjUihY4Hlyn191+26PfXa0X0PHiU4nNvC5w9XIRmU7fmxnkVSnasialbn9mjue3edTqf7U0qc/ZYIky6QonzHFcA04pEdm5rUFzEUdOmaxaISLVe3Zp47rGdifvTNbMgO0X3jn/sHPg79iaex+Qp0fr3ozxPjaNKkY+GZUB3LwLYMHnjyzj0fe+eZ2DKZ2HdvfRp+pZWBGMusglYSTuf9yPaAiIaH98lwnLJEJXtg/7G8T+xE1snnj5MzRI56vE1h5ScqO9MKFBNQ++3e825Z4/QODx7hNTSoLXjJ8Zr/rJM/f7cXs3BHx4l4ra5W8Suy0xUV2WnaO57tUbr3P+ZpDVvmldr1rAtknRkvgQF8SqtuN1H/BwDEX2nv2yBD42Ur/+cMj1uoHh/rUaigYosJU4w9Bk7m3Q+T+3WPSh+7NdqRMKuroPTJsO8CDxbC9NLdS0umyabno6Qzmleud6zvk5ihRS3qlrmlescnqsSCXz/Zr0+fk8pTtc5N3RBvQ0VZ8Puv4AnHcZcDrYnQnJKSyKJt48TQqp6PB7Gjx9/Ij46iXeAlqDBoJSkWvK9Ro7P4XBX0sg2iX7gcrG7w0tzj0mqV8TKeaMg04ADnVKenT5c5VV+l8qlKlJVwlS9Xs1pLhorMnRrgzZGM0qkhHlku3zVVh6Ud+SMEvjbVhFAuxuhKANau7VwjtrgsrQ5NAx4cpcWvj0RNbfI9qtc+Z+7leH3W9Bjx/ywBkN1Klw+QwvQlFx4ahecPVLlUpl+NRXwWSRrk5J4VxGvigkYHv62VaWyq1pgaBfMKoLX65QIeHpPr/eQaMAyv1ybuh+dCgfalEC4YIzUL3/YIHXXpEEqEV5dK1/TD4/SMfa2SOk9Ok8NORYN1obyZ6sUN10hbeLifo27mnT8Mfn6/44VCaLTbarTsuOIsM1L0cZqILxWo/MaqCR/R6OIGbpVZnj3moGPtaENCoZB005orTZIG2Vg2zaeogCn/MjHgY0GLesMrlwMjSjmUz0iax/f2ddOIY66Tui2LdIG/tg+cDxhKhZZ7H/JZMS18OPt0NRL1TQozeAbJV48RvRfroRyOW4a13nZ+H9GHwJoxDkGFacaIuiTeEfwRFJY9ROT1r0J5s2TbjLvBhMzq+f4xKonQt4Yk5RKg/pJ8PNNfZWn54yA758Mm+qgJSjPb9OAn78ukiLHn1CPHo3SDKntehOSL+4TIfuNeSoPDkQ0T2Z44ZtLdcw4vjBVpGkc6+tEBH19nppidYZkq1OSrjl2U70sNkbnK/4DEcXHlTPhcIfiojhdKvI/b5KFR/ioGI7fn1ymSJtvPC9ydXiO7EqOhoGIqNaAzuFQhxStfS6xpftc/Pn+sKgUDv8x8XvZfMjIhs9MgvpOh/xc4w11at16ka5zvwbNeyDQDkWTHVJLooRcgf7ltEmccGT7oTBNMVTTJuLObYI35uM5K9akqqpF5exZPiXfPRYMzdacd+4okbJ3rVJSbUi2CMqpxRqzWxtkCRCIaJwPSlPVBuj5q2epYqMjpPkuyy8rnc9Plap7+QH44lTNoVFbc9fUItkF5Pi1Hr12tsruB6VqDdsdhbtX950PJxSKzI3P9dUtsgRYX6dz3tkoW52Irfh3HH3eX7fBN+eLgD7UoccdNGenxZpdHmxXvH12coLkXV6jZOf3N8Hlo+HMMugGvD7dr0rSRQD/YYPWBNfN0bVyHFXUZHggxSNP2JmlInG/NlcJmfag4j9sw/++omtXmQVXnaQkZGgQtKQ6pA7QsDGJJJJ4azghpOqHP/xhHnjgAWbOnIlpJsmiDwKiNnSEDNLcSVL1vUaO16a63TrRp5HE+wymaRC0fJRlGhSlw89XSzWX7YPaTpU2BiNa9AYiajhx/mip5z48St5W+9vUhdXn0qK3OF2budoOvcdj6f/R+QkP1fwUlfvnpWqRvbVBG8PrnoWOsD7/SzPgh8u0iCxOV1OCv24V0eo4sKtFZO2YfGgKgtutTePze7Vo/dwUeaqmeERoXTwBIlEH75tfliSS+Nfg9nDfZpNAxOBIF/zfJvj2VDjLgM1NssBYWNG39BBknXH+aCUrNtVLTVrXqTg7EmsuleqWJ2O8kVTUUcObw50ibPY0iWwtTofCMnUbjsMy5T+84Yg+qyxTsfjoDm1WPz4+QX6EbbhzJfzgFG10bbuvsu1o9ISPbYDVG+1BxX78PELHSWb0GDD8MjW/MHMMukkhDKS4olieEK8X+jjoh7oNOk5Zpv4vz1QJ5ECIOAZtZio4kOq28URD2AN4f0SiUSoWOrgq4Oe7jvV9rOuEX6wxuXpCKp5olIj7rSkgDQOibR42/O5Yid6ux0xyR7nwV4aSdgDvAG7Dw5b7+xKqIF/O1241WfQ9LyFX/03GLMvEDFtMvBQOReG+9ce+5rFdKvHf1ggfHg13rlAJbhwv7VPzxrgS7o3zMqVWO9h+bCy9vF9kyNBsJTCy/XD988cSs+2BYxMXaw5pbq7M1vvLMxVvWT55nHdH1MQuNxP+tFml1neuVAImxy/i6HCnkqev7FfDx9teTTSEiuPTkzR+vzJb771onDwfA0d9l/NHQ12HOq/7Xfou314sYrqlR0SW29Kcv2iwqlpCURFOhakildI8kOWGhlh7DH8uDD0LbnhVdiZLMPCYDuM+ZrD5z3rN4bX6lzMCpl3mYKd1E4rYSUL1fQsDw1CJfdSWYtvn0hgbkaf5L99RXJwxLKYUN7V++/wU2UD9ZKXIyMWDlZy4Zy2cXCnV6eBsEYvzy2X19PpBJTTdVsKrfG5ZorrCiClbvS4Rjp2hGKE6Td6ktqNqkM6QxAStsZifX5GwsnLQef7idSX6Lhgr8jHDq8eDEdlomIaOG4rCD08G09Sa1DIlNvC7dU0iNnx3ERzs0HsNY2D7kc6Qkq7TinVPeKYKrpktNeuPN+scRuVpPT0sW/ewaUVK0jy0PUFUGwbsa4FPTxaJu/EIzM3T2j7qlXfz47t0bXrf96pb4YGtUJYD2w7AxblgFnmIJpOESSTxtnFCSNW0tDSWL1/OkiVLmDBhAqmpfV3LDcPg1ltvPRGnlsQAaA8ZOBjJ8v8TgByfzdoGN8Go1AJJJGFaJm34OdBkMKYA1h/UIi/FrYXds1Uig2aWiuSZViSl222vSWFzoE0EZ12nyE3DUAlTUboUNOMLdJw1h2SiPyZfDQkunQS7GlSa2B1WA59zRsoT6pbFWqxurYd1h+B/T9Kmb3uDFAeXToJMD9R1aUF55nAphBxEtP51m1QQX5urUuiRedDVqnLJR7bDiGwnqVRN4l1H0PCw5pDB+aO1CXOAH22Br4yHG6fDulYpQWaVauPTHdZGZU6ZlNczS0VuXjBGpMPyA4kN0bgCKUvijaR+t14kR1tQseGypKIpSO3bfdxlatMU34y1BaGtV2ltS6zRR7zTL2gTuPKg1GhnDpd6ZuNRjSjimFqsjdhAmFwk0nV4rIRyXD5saej/taML4Ja1Ur+YhsHcMoNJg+CvW02unGExaZDNP/ckkufx73HeqIEVgn4XtAYMfrhcRFuax+Rzk02Gpwch0j9bHHL14BueyuGl/dco726G5haD3T92Mf3/mbgHBYj2Z+rYCy7Txc6nB6553vWoyZQvu7GT3o9vHwEXtav6v8ahDuhpNHEVcYzHqgsX3Xu9rP2VSflJ8GrlwB/xYrXisaXnWFJxVa3i9auzFbsN3UpMnD5M89jhLsX+0X6itqMxVZIuMqO/cexzSRG+r7Xv43Gl+uRB6uB93yb5jl46CbbXy8M1GEuEjsxRE5wVB5ScLM2Q7/GeZpEloSjcvEhz5p5mkbxnxBrO/SbmzXrxeJGl186Wum5Ps0jceeX6eU+L4veBLfJP/scOkWbxrzS+AM4aofvX5yYr2XnPGhFsoPvQGcNgwbXQuB5846DDr+TG37fD9PkOWD0Uz/CRXWmw9wWD7kbIGQ5ls2HvCzD0dB9RV/db99JN4j2Fx2Ox54hIzSyfxrvHBa/u1/qwIlME6JnDRRamukWOhqIaAxdPgBsXijgdkas55qVqkX+TiiDNDYsqldRPccesBVxad86rUJxMK1bcOY4+33Y0ns8cLrWrZehz4w2eDrZrjK84oDg00DEe2a7vYcUEB5k+qcoPtGmu3t2kEv0vTtf5P7pDc+n4AjWaMlBy4bWaxBx9+TRdF68llapNQqW69pDuJyDyNc2jNfD9m6XWnVokD+OXq+FbC/Sd1sVUsGPydUyPpeTOFdN0P1m6T+v2RYMldNjWoLk6wwvN2yGzBIJuJXhX1fb/N119CD48Asa3w8YfGCy5zQJ//69NIokk3hwnRCb68MMPk5GRgWmabNmyhVWrVh3zL4n3F1qCsc1NklR9z5Hr0zU/1JlUdScRg8+PzzIZUwChiDqlOo4WgF0hebpVt2oDtukITCmWWqU1oHLAFQekVitJV9fxL07VIm5Pc8KXsTwzluUv0O9RR51U/7JNm1QrVqp1+2vw2gEpD8bnq9vrjBJYU6vyqqtm6Pc8nxbdJenKvBsxHyvbgZW12vQ6jlQ5hWlaFO9v0fcblefgsZMZ9CTeXZhuFy2xatO8FJEuIGXMzWvg19tgSqwUN92rzcuIXKlXHt2hMW/Fbst/26ZmTlk+bSA7Q4qN2l7lsqah1z+xS8qXc0dqY3bnykSZIUgFtjNegj8AOnr5vcXRHFPo/GCZiOBB/dTPp7hhyWBtMq1+uKyx+YrDC8bqHIvTpYp19TP9jMxVDMdLnu2YUmlbTL3+3VdMClINStKPfe/qWjhvdP/rifNHi8COozMEP1ll0hLxvuG3B1Iqum0frkAK7pCf7sjx1ychB3qapYA0e3zHfa2+kEl3w8Ckak8LcJwO80m8Oewwx1Un9rRIaHHM+zq8LP+hSbAdwhGp0wZCS0DzS2GqkolH47m9IjlH5+t1kwpF5uSlKkbzUgaOpcWVShz2h47Y/JnVz1DL9okwicd9R0iKucVD4KFtUqyC/Mnv2yh16qg8ETK/XitCFeTh3BOWynVCoZKc31+WeD7Lp+/hdcG9a489ztJqEU9/3CTiZ/kBkTC9/ySb63W/W1IpYueHyxKEKuge8Ngu2BaC1SVwy3opdMcXaE0SdQNRC8cTpu0AFE+FoadCoAVeuhn2PGWw5pcmLjtZi/J+hctl0til8VKaobGyrV7zQkGq/t6dIdjeCAUpIh4DYXmX7mqCW16CR7frvS5TXrpnDlfyfOlezRstPRp3+Sk6RrpbTVazfPIgjY9J09QxvC54dq+O2RLQ7z0REaXx6op0j+bFZ6v0nnSP4jZk63WtAd0THt6uBlfdYSnEzxgu79G/bxOhOqEALpkognTTESVF48mE75+sY3YERaZ6XHrOMkWytASkiA9EtI7+yGidW9RRk7u/b9P3m14KGw5rvXHuKPjQcH23sA03LtXjG49I/PDFafDJ8UoAPb8Xnq7S+Z85DAINENwOPSF9n4FgOxBqhi136j4cDSbnsiSSeCc4ISzN0qVLj/vvhRdeOBGnlcRx0BrUUEn3JEnV9xq5PhvTcDjQmZSp/rfDskwivjSWVhtgwiM7oC0kf7URudoQObY2TaAuwp+bIoLz+vlaoKa6tfBdX6dF2M5Gbeiy/TBlkDaI6V55SF0/X4vT+zfDL9ckOq5eOkkL3YmFWqjWtmtRGbSlDvjjJijNlEdU4IDIl/oeqGqGfW1w00sJU38QAfz0HqkWvjhVx7QdeLkGUjwO0wpC2JGkTDWJdxdBPHSGDPwubbaGZvd9fkJsfLf0yL7iub2Ki2GxWJtWrHEcJyc7QvJ3+8EyEaOnD9NxvZYSC1+ZIzXY4U5twOq7tLGsyNQmrCxDpZLu2Iax4Tgl+rn+hAI2jiHZstGI2CJrL58GpwwRgeK1RJ5cO1vkb9RRs5AJhfq8HL/IzJOHqER6fyvc9KISKB1B+M4imFrk4DZFCJ07UjYitiP/vN54Zb/uE8EorD3k8K35Uc4dYb9xLeaWOZw13GZxWYSrZ9qUZugcKrPgmlkOrQFtXI/GwzsNcIlpdjkugjV+Vt7u5vmvWDz3FQt/aOBNoWWAN6bqtSOw/2Vwu44/pzpWlPyxA9sE5I5wIGmJ9I5g+RzcKQM/n1HCMfYKbtPF7ieMN1iW7n0wKmPgYwzPEUl6/QtSbl05I+EHWRqLOZ9LhNHgLKmy71wFP10lf/CuoJRspw5NxNLsUnmV/m2rGtL0h9oO2FinROPCikRTmUWD1Wxu05G+SRcHWX58apI+wzT0/JBsKWUf36VETu+4H5qt6hAM2YS8sr/v80sGw7N71BzrM1NEEC+tljJu0iD45gKRWhWZUt+vPNj/d9nRqM8KRaWc7w8P79C90e/SuZ87UvepjoBB9ZMe6Paw8Y8Gr/8cVv8CDq5INKpq2mHg9JyQ4skk3gJCoQhDczTHPbJD8TK5SJ7bTd3giakk/7xJpOTaOrjxJSUjbpinMbzxiMZw2Fbz1JaAxkpNu8bk0upYA8ZOjfeuiD4v1a0YTXVr/PWENcbbAyJgtzcoUd8T1jmkejR/Gmg9OjTmJ7ypXp/XHpQHaZZPYzoclWq8LaDqE5ehhEduTAH6+SnwiQkiRmeUKMayffJGnl2WIJQDEZ1LT1hK80hMNDA0W8rW2g6tswdnyQN9aHZirh8ei5unq5RQXFotEYJlyjZhVhn8c4+ubVtQqtoUt0icCYWqOotfv6JRUPUA5B5W88uBkOoGI2anYLrAnZrc3yeRxDvBCZ3BbNtm165d1NfXM2XKFO2mcA8AAQAASURBVCKRCFlZWSfylJIYAK1BA7fp4EmKJd9zuEwRqweTStX/eoTcKdz+msHX5spH7YvT1HCjsRsumypysjBVm6Mnd2vR+oNlIn9y/XDSYJE9OBpXP1yucr8fLYPr5sH3XoKbFmmRmerWQjkcVUb84glayD64RQvP+OZwfoU8HPNS4FdrVd7cE1Zn1bU3wtwb4DvL1WDgz5tg4WBtQtO98PIWlRNeElP2hWMbtpo2LV7nlzv4XQ5Od7K8Nol3H8GoNkhnDNcG6NSh6vw7KE3ldoPS4HCbVCrLDojoOHeUiBkHvXZbPSyoENkRR1dYZZHpXqlgXKa80u5Yrs88dah8GccXwp82quwxP0WKmid3S5Fyw3yRrnv6KdMfX6ASwN5cU16KNpMNscbZVc06TksAvjZHynC/W0qYLJ+UZn/fphheUKGYXX5Aih0QKdIVVpOe9gCcNRJG5BraRMYa6MQb+Fw+Td/vYEy9FlegA+xuNllY1MMZ5Q4nDRYh6nYi2GExP6PSTL4+041jmJiGwf1bLZYPQOwcaDOIYOA2DYKHvbx2a2JOdKLQvMxgTiksP3zse08qg+ZXEr+37jWpsE2O5ykSiUQpmwe7n4TIUUpIw4KRH3YI28eRAiXxprC9IUZ/1GLTH48lxPNGO7jSo8c0pHYiFm37E6+v3wILroCna471P7ViJbI/XK6YfWKXlHUnVcoiY0+zYiM3Rersl6rVTG1umRKVfjfkpsKtr4po+X8zdG94db+OGYqqJDg/JRF7cayuhdtOgptf0md9erIe31CnxMU1s3U+vVHbofLj8kz5S75aA9fPE6FztD+ry9T8+8OYMvW7S+TB3BsTB8Hz1SKSfrhM1h+fmqj43lKveM/w6D5V33V8S1ODgRtVgVR/qR4lk4IREdDnjIR1R2BEl0FPM8f9gGCrgc/nIeoKJ32K33cwSPNofbmtQWrokys1norSpB61DM0lr+xXl/kX9sKDW2FxhRqitgc1p3aF4ffrlVwcnqMxkurWui8SVaVSlk9xNq1YjUtnlOpzukNSmXoNxe05I+GPG9WoanujYifXr2E2p0zzVPxcllZLvbmgIka6GiIyDzRCSYY++1AHnDdaCU0H3TsMQ8KB/a0SLIRtKXC7QlKJfmycxr3jwN/Xw2XTFF+GATjyEV9xUGrvlQflkzwsR8kW01DC4h87ZENwwRgRr2UZujcdaFfVSX6K3ju/XOTt0mpVgn1olM4py6dy/p1N8M3JkDYINv0Yxl8Do3JhR9Oxf9GPjIaSfOASiAQcHG9IUtskkkjibeGEsTT/+Mc/WLRoER/+8Ie57LLL2L9/P9/4xje48sorCYWSG+j3G1qCJmluh36qsJJ4D5Dvc6jpSCpV/5vhSvFT0ybFzMF2+PpcbeIaYxs5T0x109AN7T1w00ItWKOOyvke2anFbCCszdjKg9rkNXfBFTNg9UH46jxIdalT8qQilSHe+mqigc7yA1pk5sRUck/t1gI6y69N39fmStn29blw5AmY8TU4DFw3W2qYC8aKDLpyhhr2nDFMpv4/XCblrMvSYvYT4+HlvQ4XjAWn+zhyvSSSeAfwWlLPpLq1aSGmDPv7Nqm+2oLwwzXavAxKk9Lz+b1SgxiIBK3t0KbmjGEJz2uPpbLdmSUa779eq/fF1VuDs1SOuPwAfHSsYuZnr8OfN2tz9KUZKtvL8cFHRyuBAYrbJYNFisS7ihtIMf6FqdpcxjEoTee35hBEHHiuCr77ssjcSUUwOk+f8cQuJWZ+u16b0vh16U1prD4kwuSBLXrtb9bJ+iOOR3dIERuHZSTUu5VZNo7jEI1EsUI9WKGeNwhVgGjUxgwHsUI9uO0QacephilKc7BwsCIeNt937PJ13z/gTD+cMdR5o9GWzwXnVsLcCBxYmnhtRpkD5pvvIKPeHhbeYpM9LHFeGaWw4CYbJzVwnHcm8VYQiUYZNCPMxEsdPLESe8OCioUOU6+wCRnHXmPDZZNekvh75I+GzlXwjQl91ealGZqL4t6jcdR3aSw/tlME0a/WKP6aexQTX58rldijOzQHBsK6P6w5FLP0aJciLj7G798MV82S2i2+RM71w5Uz5d349Xmas3+5Wv8OdYic/fu2Y71YC9P02oZuEaKnDYWHtykpWZmVeF15ph77xw6RPFFHx5tdmniN19I9ozDWtiLqyCv17jXwi9W6FxSny85k9SG99nhL/JRYg7mBkO4RQZufCvXdUtk194A7CqUfhnA6x/0AxzZYc6eX7j0puJ2kFcD7CY5j0xaQOnvyICXhHtslFeX2psQYXFKp6ou/bVVMdAQ1FmxHa9VfrlbcfHGavET3NMur90+bFK+FaUpahqNK1q85JN/uBzZL7ZnmVbLS79K9Pc0jUjOuCF95UM8XpyvZccpQncuXY8rQFbVKvLQFFcNpbqlom2N+y4PSpGz1xI4/o0RrgVUH9ZxpyMIqGBFJPLlI1SHdYQkDfG4lQkwDLBQDlimxQVmGFKW/Xa85NK5s/fNmkafbG2SVMCgtkeDIjVWQZPt0bWaVJs7lhX0imW0HvjVf3uftQfjeOhj+ZSieCdvuhksLYX5p4n6V5oFLxmqt8fQhyJrjUDIDHDsp3EkiiXcCw3Hee1vwp556imuvvZZzzjmHxYsXc8011/DQQw+xc+dOvv3tb/PpT3+aq6+++r0+rX8J0ahNe3sP2dmptLR0EYn8Z6d37t3qo6nH5Lyh746voWUZpKf76ejoIdqfw38SfbCx0cWrh9zcMb8Tv8f8rxl3vZGf348xXy9EozbNzf+ZBJzt9lLX48bGIMenRdqyGjV9infQ/tnpagzx/dfUNOrpPSrPDUe12PW5pJwpz9LiLhxNNLpxUJbdY0mV5nHHPJx6ibB+fKoUPAfbpKzzxMqWLEOLOpcF0Sj4DKALTD88tk8Z/NOGQHtIn+N3QX07RAx5bH1mio4f75Ka4tYCNdXtEO7sfE+v84mAy/XBjef3Q0y+k+tnul2sa/TRGjQoz4Qfr0iQid9aoLLaR3ZoY3XaUBGoD20TuVrXKaXX1bOUFJhWImWMaSiWVh4U0biuTskNIza+81PgW0sTn1OWIeVqpk/PrT+sMr/PTZEypyMkFa3HUix5TBE+HbHNVHOPNmMv7kv4p5mGiKEfLJMC76NjtJntjVmlMCJHVh1H4/RhsjyIN7gYmq3N49+3DXwtr5klb1iQmsZtqav4FdNt3JEgkXD/DaaORrcrla89b+Ig4rc4XRvFDXXwzXk2BVY37pCfZ6/uP8lomDD5CpuUSRAMGARqDRpegLrVvHHRDRNO+oFNxP/WxqZpGlhRD05QbLPptYm4gv2q6U50PL9ZTMKJnSsHuj4uy8IIerBDBqYb8IYI2/2PGcMAWlJ58ZsiAYadDq37obMOys4G31DAgNRUePhQYo48GgWpitE/bxbR8MWpmtN+srLv3DcoTcRG7xiaUqT7gNvUGPWYSl5Ebf2Po4TN3hYpz3L9Oo5hSFV+x/Jjla0g8uVXa3Tsg+06r9llmr9z/Dp+Y7eIp2f29D1Gqhu+twSufUZDvSRddh7pXiVDjoZlyA+ytkOK1QmF+nldP0rvodlw1XT5Et/80rHWIwCfGCdiKcuva7KtHp7aA7cvhptehlPLoOwFaK+B3PGADY2b5HOcPQTK5sKm+3SsUefZVJwSwbGihKNRTsBW9V3F+2GufCdISfFQ2+OhPWRQ3SLCv6lbxGBxulTUqW41MPv0ZI3XjqDmn85Y86mYcJNwVAS+29LPIVtjsalblRnDczSHpXvg/i2aH5fV6D0zSjSuThoKXlPxZBg6DujneDM6d6zBUygKhgOOAZ1BPe42NYemuPXv7jW6F9iOXh+K6l6Q5dOx71oF180VoVmRpcdqO3QfeHIXLB6c+Ozfb9C8ft4oJSHclr571NF6OxgRmby3RZVbaR7Ftc+lRIiNFG8OmvtBlgRtQa3x4+fyw2UST7QEFLNnDNP3CkUgvBOcw5BZrvWImQE9LgiGIMUPKRnw92o9FwjDpSPAaHNw5QYIDdAM8j8Nb2WuTCKJfwUnpPz/V7/6FR/72Me45ZZbiEYT6ePzzz+fpqYm/vrXv77vSdX/NjQHzOMqSJL496IoJUrU8bC/3WJU3sB/h/aQwbZmi0K/TWXmB4ugSaJ/GAa0hV1EHQOfW8b84wthZ7MWbnGEo1qofW6qSnynFsMNLyQ2Px4LPj5OC9+t9XrvCwe1qHtmjxQGT+yGD49U052jN017WnQMvxtqWpVZf6E6Ueab65dn5IFOSPVCmsMb/ovdEXVcXTgY6qNSCX18PPzPZHVt7d2ddFiOSqAyvHAcm7wkknhHcFxuWqMe9rZqY/S79UdVpjoagyB11+lDRVJkeOWtevUsbbxerYHPTpHS5vXYOPZaGt/tQSnhepf4ziyRSuePGxVjB9r13gvGiqR9NtagyTRE9gzPUfdkUCnkeaNgWZVUPXWdIlqf25tQ4qW6VZr4bJVInM9N6Z9QWXlQpZPlGfK0A2385pTpM3u/pzssQmcguM3EfWBGsQghy4CqFvjNOpP8FB+nDHFIM0IQOX65fCpBbpzvJYrJ1gZ52Ob44eaFDtnuKE7IAdPB5T+2JB/k0RhpB1+0Bx8uIg0eGjYk/DfdqTDjShtSAsevde4F23awjSD0bjiUnF7fVUSiUXD1gCtmyHCc6+s44MoKMf1KD+t/YxLuBm8GNG6H3ffBsE8Co6A6ILJiIGR4NbbzU6Qq3XBYZOXRc19dpxSnHxunpErYTjR2vGKarABaAlK43b9ZxIppwNUzFRdtQcVyHHPKdH/4zdqEXYHX0vE31Onzs3xSrW1t0Pw4tUgKwJUHFe/9Id2rEur4/aU7LEJnfytcOFZzcDh2PdI8uk90R6SAzfDKy/GaWVpLbK5PHHdotpS1v1gjheJX50jpGq+SMWMWC2keeWWWZYhIfnEfXDcHumOJ3Rdq4ebPwcFGeLlB95v5iyC3BzJcsOqnic/c8ajJoIkedj/jMOQUB19+hLCZbFZ5omDbNvVd8sq/b6PuyfesFcnZHdYYyIypSLvinqdBeGm/5qRxBUpWfG6KxsbqWlVxnD861rgKrXV3NmjsWzGiNK4I7won1ru7mnUeoahiM+7B/cVpmse/uQD+sEGVF1+LJRcvGKMYLc1QldQ5o3Q+Hxqh8/zoaFVNFaToM3/+uuZ4v1sJxqijapOZJVJ+V7fqdVFbP8+LWWCle2Wx9c/dcFdsDs3ySUW7o0Heqe1BJSi7wlo/eC3Zax2Mrak/NEIJjm+/rGt6/XzY3qI4zfXrXLY1KCFS16nrVJIu64O8VHDaofZeCA/A0Y/7JHTNlH3BKYWQ0w47/wBOxKBioY+MIVHCVg8f8DxGEkm85zghpGp1dTVf//rX+31u4sSJ/OxnP3uPzyiJN0NzwGBQSrJRzIlCnt/BaznsbrUYldd/FvFAh8kvNvnpCEu9cU5lkNMqklYaH3RYlkVzp4HHkkp0dimsrJU67ewRUrUB/Hilml/8br02X9k++O5iqQQithZ23SF5Lfrd4Hap5G9ErjaIpwxRZ9Mzh/evVFlWI2+o7rDK+8qzVFrVFtAib1CqFsXeTJEp2xpgTkzJ0xGEM0cow/7V2Xpdlg9WHFAmf3GlNms+l0imP28SQXscu8Mkknj7sFxsaPJy73rVw00aJAVIb6yvE4kZV3N/5xURDh8aKcXaT1cq/obnatP37cVSfASiir22AGDIP+1nvQjKVbXaBH5+KmR5peA2DXm+ra/Ta9I9itmNR6QajWPxYMXmU3vgByfDqHwIhnWeHTG+IcUDrT3arPpd8N1XtJnsD6trpWJ1WbGSfVPH/8Xqvnyj7YhodZkJ5UxvLK7Ud75loTaVwSh875XenYcNnq82+OJUD+OzHIgOrIQx7CipHrjl5b7+mC/uM/jSNIsxmRa2FWLo6SY7H+mnXNGAwkkQjthghMidGuWkcV6CbQaGBZ50m6gnSMROsqIfZEQIkznaZsn3vYQ7DeyQQe0qgyEXwrpCeGaTFGiXTdV82R/OGq5Yy0+Fl/aKaPnm0v5f+9B2uGQ8/O8SEa+GIcXZYzvh1GHw6Eqpxq+YnniPQcwSwFDlSBzLD4jI/frchOLcNETabDyin6cWyyYkTjhtrYcfLRf5OxCpetZwEaAdIfjOYpE2fpdIsAmFIokito4fttXsZki2yKXzRotI/clK3ePOGpGYk3P8ur+cPky/b6jTdfW7dQ0yfSKXLEO+s+vr9Nz/TFJCKW6FEIrCPRvUNCiONYdhUgGc54FQ78IUB9oOQOM2g9oVBhUL3Yz4KEli9QTBcURIPrNbyul0r8bC6Dz93aOOxuWiwbLH8LkUVysOJBSeM0tlhXPKUCXxXaYS9TsaY2Xyhua0cBSCjuank4bIJ9QypI5dcUDnkR+ztMjxa77qPS/9arXG8/ZGnUtllqw8rpur8ZrqiTV3Q0n8n6zUevWCMSJGPbFGa3euVFKgPahGbmsO6eezhsnypyUg+6u5ZSrpX1Ipr+aTKnUd2oMiTNNic/LDO3S9PjJaCtPusGI706vYSPfqOxJTvN+4QMfoDGmd7jJ0XtOK9Ps/dmgdXtMG00t0v3mxGibkQ8kpsO/Rfv6QBmRPgqtehctHQ9tDsHtt4unD6wyyh1rMuNpP0Owna5lEEkkMiBNCqubm5lJVVcXcuXOPea6qqorc3NwTcFZJDIRwFDrCJhlJpeoJg2lAcarN7lYLOHZD2hmGX23243c5XDS8m/UNbh6v9jAiO0JlRnLz+IGG20NZpnybhmSrnMpbp0Xsshr5K963UVl2n0sL3p+/Hsv8o/9nl8CF46RynVCohazLFGF0sF1qFhs9FrX1/9HYdEQL3Gf2qElB/NiWITK32dRm0zK0AfNYkOvTOab7RBp9drL8tT4+Tq+ZXKSN4t+2Jcr/0z3wzfngM6P9jPQkknjnCFkefrs+Ye7Xn1f40mqVyF8xXSRq2NYm6+aFiqcVtSJaQGP+Y+O0AXpiVyL28lKklJlb1rcEeWeTNlczS+H+NbLxiMPvkuLmwa0JKwEQgZuXklCQ1ndLnfLPPfBaTYIEdZDqZmqxGoG0Hsf20zK10dvXKv/Wy6dr09q7qj3do7iN2FLl/XJN3w3ssGxdpz9u1D1mR6287xKEagK/WWdyxyke3MchVaOWh3vWmMc0HAK4Z53Jj072QqibwSc5NO90aNjW6+9owYyrbGxf8I0LErGj4O7GyNPvIUiqTP9DEHGi4OqGLHA7HsZ+wo0zxuSZjXq+O6wS23NGivzsjfnlUpD+dJXmuy9OVYz3N/fFUdMO2Snw+E6p0+IYnQ9nDlOyY3N9wjZ00WDNt0Vpasb4p02JOH1sp7yQn9otUin+uGXIc/zZKpGsxema41+oVpJh7SHNn3/Z0jfxMbVIxE9PBG5+ES4aJ5J3T7Pi+perlUSNz9tlGXDJRCnd9raqlPmUISLG4jYfpiEidWEF3PRS4r0jc0VGhaJS6a6slXr1x8sTofWt+ZAagI94oHs/5NrgLRVRezQ21MP8MZBaAF29FLKWG+IOEPtfNhi82IVZEEwq6E4UDJhZBIMyNX4vn6ZkZMztgu6wfu8Oaa2a4tY6deVBJc+L00VyPlulfwYwsQBOHa5xYZkJj2EDjaWdTZDiEsm/sQ4qs1WBse6wEhaD0hLJvkd2JJq3NnQrCfnELnmU/2qNSNoFFfqMeJw76HMbujW3gUjbL05TMvSuVXr/JRPhF69LPb6rSfePmSWax3NTRGwurdY/Ax3/6lkSP/x9m+IxHl/fe1WvMVCTzHEF+vz8lJhfu6H1drpX57L2kKq8frNeFgnfmKcmeYOzFKNxewEHXZdFgyFjNuTugqZelj2GCTO+DH89IFK2MgCv9yJU42ipMqhbb5I3wyR6PKl/Ekkk0QcnxFP1Bz/4AX/961/53ve+x8KFC5k8eTIPP/wwtm1z+eWXc/bZZw+oZH2/4L/JU7W+2+Dbr6dx/pAAZenvzvdMeqr+61jX4GLFYTd3LOymKL/vuPvdNh9bm1x8YkSAdI+D7cD9u3wUpdhcPuE/I9v4QfekejswfT6q2l28ss9gchGMzoX97Vp83RBT1Mwq1SLqUIe6l84q1eZw0xEpxiYUxnxMu5QR31wvMicUhs0N6ko6vkANJjpjZb51nYnO3r3hNuHWk7R43tUkwmVEnojYph4Rrh8bp6ZVSyq14AtEoLlb5VpP7YJThsG9a2VT0BXS4rMtqMV2jl/Kv6d3w7wym2z+s/6e/eFEezC+E7wfYvJfvX6mabC1I4Wfr06wJ5dMUNOWmra+r033wP+bDjkpIifaArLeCNuKgapmqVBG52uMZ/m0OarrVIljXmyT1BOWP9vuJnVJHpuv0tkD7TC9WKXFO5v0+my/SoyrWxXLCysUF4Ew3LFSxG2GF66dDbVtMGGQHttar83hmHzF/d2r9d7qVpEp/eEb8+TBHJ+BC1PVkbyxSyRLYZo+u6VHKhm3Jb/E3U1KiozMU/x2xe4b2+pVAn3jiwNf/6tn2oxM7R6wu3ePK4WvPj9wU8avzrYZ4uvGcRw8to9Qq0XjDpV/545wiHqCRE+gxP1Ex/MH1VP13YDP5eWR/W6e2N03S3LyEKm597YoHkfFCPYt9VJZVmbp8dcPaVzHqz+OxrfmK8a3NMD/bej73GlD9Rm17SJtxhYo7quaNQevOwyDs1WKH4honsvwiEDpiSimMn0iaVyGzuW+mN9xaYbK9zuCmsenFCUUo4GICM6aNn3+usOqKNnTrK7f2X7Z9RRlaI3Q1C2SFxI+zf+3QdUlZw3X/W1PTEk6LEdrBjNG8nSFE019/rZVCafOkM5jWnFCkT8uH64cBsv+F3p6dR33pMG46+Cn+3SP7I1xBXDGPtj3pH433TDralj+w8Rryhc4jLokQCj0wUu3vh/myncCl8tkR2sK5RGDHaYaMg1KVZVDVbPGfHdYNhdnDVdSL8sHd67QPDenTE0W3ZbG+75WzXdxf//WoBKI/9iheDVjROmv12otOadM49VxNJdGovo5w6fExDMx25zKLFVptAb0+Xkp+qzSjMTc+ZctIml/sExzZMQ+1ne5IlNVHFFHcTeuQPP+4Q7FUVkmlKVr7gxE9FwgontMhlex4435uXaGYWejYifTq/uOYeic1tfp/D2m5t5HdmhtDbFmV7Eki8fS5z61W6/75lLZKlw2Ta/d1SRF+JZ6/bt4AoxNBacVWneALxPyR8H2APxhG1w/C2p+A3Xr+/97Z5TBzK+F/qOV4UlP1STebZwQperVV1/Nrl27uPrqqzFNbWwuueQSuru7mTZtGlddddWJOK0kBkBzUH+j9KRS9YRiWGaUVw952NhgUZSfeHxrk8XaejenlgXf+BuZBkzJD/PcAS9Hug0KU5J/uw8aXC6TAC4GZxqUTdAiMgrcvRJuP01l+k/tlgpg5UGp1galieB5Yid8apLK+zK9WnxGIuBL1fMH2qRQnVmqxeTgLDWquHoW/HQFXDVbarOD7X3PaVasg2hLtzZ/G4/Az1ZpMXm4U42xDEObPseRn9aWejUaqG2HQemJRj/N3fJwjZdAd4XgwjH6nq/sj3Ux7kdBmEQS7wSG0bcTOIhE+exkqVJ6Yh2AvzBFxEV3RITL+AJtvuI+b3/fJkIhauvnglRtEOeUyU5gfxt892URnd9aoIRCQ7c2X/dt1GfMLdcQ398q0qI9mLAhyPYpHl7YC68dUOIBFH9fmi4S02tpw3e4Q8mSVLeUOS0BnfvkQpiSqnLboxWr542Scsc0dC+Jk0ChqEort9TDmHyHI50G6THvScuSamZcvlQ0L1aLCCrNhEPtIopcMR/lgSwHwm/Cdw7AtfZ5vxFT8IbMAEYuDFpg4jgOoWSC9r8athkhFHX3eSzVrdh0HJXG56ZoDD+9RyXsJemK8bagGrelexWLtR19jz2vXHFU16nYGZEjb8c4nqlScmRxpf6vblFyMRQbr2ML4I4VOh+PBU/u1nOfmqh7yM5GNbiqyNQYn1osm4CqFs3DP16hmJ9bpvvIL16HkgzF2xO74CNjEsftCeu51bVqPHnLIj1+sF0Jl/qYb+yFY9Vh/ZKJIpie3K3rUhrzrkxzQ7ZXKtdQVPeUp/eohPozk6U23FKvROs9McWb36Wy4jU/7kuogsr7t98FH7sSfrK173PhKBD/0xkw8VNQ9Wzf10STblYnFINNCLtUyj4kRWPzhWqR6009kO1IARkfR+MLNL7vWKGxvPyA4i3TC+eOEjm6r1UJwTllEHZkDWCZ4ItVT00slPrzxWqNyzSPkgIfGiny//4t8InxIvaPdCmJeMcKEYxnDNPadtMRzfF5flV8XDJB/uenDdWxr5srtXhvC6D9bfp+QzJhcKbmeseBth4lQJ+rktVOhhdG5qhxVluPBA9/3ab7xOxSWFCeaFKZ6RV5PKNE/sYPbIbTh8s2J9OrSrJdTQkbAa+l91oxWWtBKkwpFrkKiuHDHSKOw9EY0Ruz3/rtesVieSZkFCixk5YGj22TZ+u6Q5BzHHtzO8xb9hxPIokkhBNCqno8Hu69916WLVvGypUraW1tJT09nRkzZrBw4UKM/mrxkjhhaAno75HmTt5hTyQyPA5FKVFW1rk4fYweC0TggV0+ytKijMruu1sdkRXllVqHNUfcnFWZXI1+kOB2m7Q4KWyrNRhVAC/uVeb5qT1w22nwSo0y8jcv1KKwM6RS+pJ0LbhOGSblS2W23ruwEoI2XP+CFmx7W7QBsx0tiGvbVZ5U0wpfniWC9KtztMBbcUCL35MrpXrZ36bsfZpH/zJ9UOpRuVS6R35umbGGFYGIGhOYhhaAKW4tpp/ZA2MK5NO4t0VlYSdV6vNzUkQ8ZXqdWK1uEkm8e4hGHYbn9H2ssRv+ulU+Z9saRIretUpjfViOSJR710m5eeZwkaIfHSPfwJf3iSCdXSblmcfShmpwJty8SKX5z+yBD40S8bjioDaHpwzVZunJXXDacHnJLa1W/Ewtkgp09SGYXS6Pt70tUJSussP9rSr/O3ekyhkHpcMnJ8DSvdpEnVwJs4qh+tfQeRCuuwJ2hmBThwjP6cVqgPPiPvjyTG12H38tcT1K0tXB2TQMHt+l6xDHtCIlVx7ertLgR3fCHzf1fe+VM+Rzd7RPLcCQbAc7PPBawmfaFKZaHOlHtGUg0qn3+5Uw+mApvJP49yActplV4vDsXq1ZU91w1SypKu/v1ShqdJ4aL+X54b7NiQZzILL0mlm6D8S9QRdWKHnhtpRYueEFuHQSLKoUQWsZ+tl21ARnYqws+fzRSnhujiu4F+iYW+oVp0sqRQY9skOffcYwJWjW1ykxedVMkUSv7BfRNLdM7zMQEbrpiMiYz05WjN7+Glw/TwTRxthzCweLmDl1mDwhdzXpGLNLNX9vaZBFz00LYfMR3Rdy/bqvZPlgT5MI1C31eu/QbJhWorL/jUd03jsbtR6ZXgiTioEOaK3u/2/U0wT5dqJcOY55RQ5WtcGQUxyKpxrsfxWObOz73vIFDpFI0mj9RMA0DQIHYE8GDIuVq+elihR9aJssNixDPrq17Rr3pqGE5P8ukafqziYRgzNKNA/9c4/mCxtIi3m0RqJa/wUjWi9eNE5l/MtitjQLKnQ+DV0iV+PJu6/N1ThcfUgxe/IQrUe7QppzpxSJuL1zpda8kwYpUThpkGL4iulKpKw7rPctqVSyY0sDPLkaPj1J/qXD8iDTrzkzYivZ4rGkAE/3QpEJn5+ieb8lEEuUZCip+b1X9DldYQkOvjxTKt+OkBKqS6v1OfmpsP6wEjEuU3Nc1BH5PGGQkibxtfZfYk1f55crYeJ36VpsrVcsZ3lhSbHW1c1BJWsKUuEv1fCpWVC/pf+/d+lsG8cTSfY1SCKJfwEnhFR99NFHWbhwIXPnzj3GV7WhoYFHH32Uz3/+8yfi1JLoB80Bk1SXfVyvqSTeG0zIi/BMjZedjZBvwoO7fXSGDc6pDB7jC+gyoTIzyroGV5JU/YCh2/RzzyqDa2YrE33mSC3EmgPaKLb0iNT46elaIFVmyV/KRL83dImUCQRh/mCRrj+L+aymuLUYq20XQfTdl+WRdvIQeWV5LBiapY3YuHwpBVxGzFTfEKHUHFvInjtSWW+XIUXLS/ul1PnTJpnxzyqF5TUipkbmQTgiktZjwfNVUJymxXiqW11fOyPQEoRPjnfw2KFkojyJfwv8RphThnh4bm/iplndqo3N5EHyOL1grBTdQ3PgjuXasFw2TT+Hbbh7jRQiX52tDZVpiFTFgFBEqpOKTMXIsholOSK2NoVrDuk4187WBjDNrTgZnqMN5vIDKrEtSpOf3ME2qdQOd6i0/vJpIkwe2q54j5cXzyuHVBeE9sKGb0CgVd9twy2QPUSJi/IPwd6IVO7zykXM9CaVQJvLe9aozPAjY0SAHIh54a05rCTLmHyRsv299+41cNHYhEddHGcMc/Ae5ZRsuSyChoegbeA2IcWM8rnJNre+Zh4T/2ePsPE4ybksif7hOA75/ijjCww21xucM1KEau/GSKAGNo/vgkUVx47fXc3yDP/URCUMI7Ze87ExsOlwwkf57jVSpY3Jl53AniYRTX63rHPqu6Q0WzwYzo4lYrrD8O1Fum/sbIRbX9V9BUQyTS6C217V72Pz5XX6wOZYx/E0Eb2/Wy9F/FWzoDRditjbXpXaFpQ4/cJUWFgukqe1Bx7cojl4R6MI1e6wyKVgVCXJcXXs5iMwqQgs9D3rOkT8mIaI6HnlIneCEVmFxNHWCYtbIThciZS04yjgACIBrU/DsVxIURpMKrHxnhfGFfXw4jeNN+5dcWQPc0gvtQm9mZQ9iX8LDMMk2gWtPgi0aU5Y16rk4HNVsGSIfLm31ClpeNFYJQeCEY23cQUa3xFb5OJZIzTmyjNFVr5ULZWrZSiJOChNPx/pFJE/Nl9l9Ec6lVCMOkrYf26K5t/7dmstmeWTFUVDl5KYuSk6zmlDFdczSzRXPrdXsfj6QcXj8gOahz80QkSwy1JJ/vgCEaS/XqdY+ehovf7ckYqvxi6d14E2GFeomPe5tLb2WjrP1iD8aq2OXd8la4N55bo+s0qlQv9/M3QtvC4lZQvTFEu2IzX5S/v1/pYezcMXjVOi10EJo3SPyOolleA7CKOPwAgbWjfAttUw6ia4Zb2qZgIRzefOREgvgY6j7oG+bChbbBC0PLgJJn1Vk0jiLeKEkKrXX389Dz74INnZ2cc8t337du66664kqfo+QlMg2aTq/YKRWVE2NNrcscKkJNXL1iYXp5UHyfL2//cZnhnl8X1JC4APEizLpK7b4OrZUrGdMVxKl4IULfB2NIrofHGfNmXfXKBN362varE0aZBKo+raoSBdm5e/b0uoQmraRKIebIffrFMTi7WHtEk0DZhfoQXfc1VakIajWmx2hCHdDTcsgMd26JzWHBLZM3GQVKYnD4GdR+TxevsyLfQ+NFIL1H2tIlOH5Whh/ceNysifm6LPzUtTlt92HIp8IZzwB883LYkPBoxwiHOHmYzKc/H4LoPWgNSVDiodjJf+zi2T52AwKsJzd1OCCAApXJsD8OOViQYbvWEaUo38Zas2WNfPV9lfXOH1zz0iR9ceVul8TZtUaYGIVKljC+Anq471en22Sgq0h7er9Hdwlv4/HPMpHJ4Dn/o67PsltMe84lr2QnstpCyCNS3w3cWyOvjBsv6vUUO3vt/dq/W64TlSo9+/WSqkc0Ye6yvZ+725Kdow7mgUYXT6MIdxeVEIJEhRx+1hfbObB7aYtAd1vWYUm3xyvM2tS2we2m6wp8Ugxw/njbSpzIhghN6EsUnivxpmKMBlk/2sr7coTDN4YAAl1oY6OH1o/881dEsdtrNRRNCUIiUhH9p97Ote3i8y4951x94DglF4ukpxXNOme0dVi1Ts+1tF2kZtkUBTi+E3axPz9Jh8EahHuuCxXX2P6+kSMXT3UUmLOB7YrMoWw4Dfb9Bjpw5VWXZVS9/X7m0R8VWWCZvq9a832oIicZ+uUnIo6igJevYIkVI3vwRD/WCkg+2FR7bAJ8vliWr3F6oGZOY5ZNQZmAYsqrCZX+5ghXoIOw5RM8qCW/xU/dOg9nUDlxcqT7EpnuEQsnqSJcknCNFoFH8xDHPDHVu0DvzjJvjkeBGbcT/9liDct0zJhMlFSmhMKJTS2nH0//XzZA8wuUiJzEFpWjM29YgUbepRfBanK0mxPZYM6ImoWuqbC7Q2fq5KTduijtagD+/QeJ5RotiKKzwnD9Ja1XY0J/1itYj8vS3wZMw/efFgVXz8sleFxYRCJVeumwNbjsjm5sGteh8kyOPWgGLtuSrZbjyxEy6eqHgZnqO1MiimHaSenVGi5EtVs6w1Gru11g9GZBvykdEirk1T82JJutb8iwcrhgelwVdmay1Q06bk6qg88IVh5ff6/u1yR4LPL1L4z5vUeMsy4K7t8JUvQWAtHHkV7Cjkz4Jhp8A31xoYhovPTDIp8wXhOM0lk0giCeE9I1Uvu+wy9uzR3ctxHL70pS/h8XiOeV1TUxPl5eXv1Wkl8RbQ0GMkSdX3CQwDzh0a5KVDfhp7TM6oCDIia+D6jLK0KJbhsL3ZRWFKcjP6QYDLZZLnFtnxpenwt20q03OZWqD9czecPVJKkSNd8OV/wmWTtfDDAL+lbLbbJUI0EOnbFGLNITWoea1GC7nbXtWm8ewRGl/TitR1eG+L1CnpXpGhd66QT+v3XoLLZ+gcbEe+bbe/piYeWxrguWqRPOfGysGGZUv1Up4pMth21ODgloX6TgZaeFdkQXWrw5isEHYoqUZL4t8LIxRgdI4P3xgXmV4DB7jlpb7ESHdYSjBINHA7GmsPSZXy+K5jn1sYU6WCCBavJWVoHEc6YUYxb1QZTBkkgqU9KL+4219TAuJo1HWKVI3/fKA9QaiC4un2DvjWZbDuW5BZAYNOg8zhUOOoDPOMYSKMw8cRodR36d7TE9Ex71qlkuTbXtNG8Hjv3d+mjeDoPKnsR+Q4EEj4AViWyeYWN/esTZTA2A6srDU41GHytTk2/zPRIWIbuA0bMxzADvVdh5imgRXxYDgmjmFju8NJVc1/OVymi6BtsfaQwZnDj//a0HGGSiAqq5qRufI1nl+heO0PEbv/pEocLQFViLQFNa+GoiJVZpeKNHlwi2LddnSf+egYzY39WWCAXnO033lvdIT0eWmxEmHQZ5ZnHpugAXmhP7y9/2N1huCBLSqhjqMrLHLpgjHwucmQZ4J7FHxvqe4Vz/tg/odg78PHHq98kUNaepib5+mm53HCRIPRN7hS27YJubsYer6LYWd7wDbAsom6gzhJXueEwTAM7GxIOSzisKpZ9/Y/b9ZadH4F7GhQQv6FvSIA1x1WZcbBdpGhZekxf1G3StYjttagLlPq1AyvYjLFLTVouke2G6UxT9Nsv2Iw0ycfVZchwrUtqJg40imVaXc4trY0VBk1p0xKT30PxULv+Tw/RQTqT1epfP60oaqsyvCq1D7bLy/TbzyveTwvRYrQkTlaZ5dmqNJkZJ5Up/8zUcKD6latq5/dq8+Jz5cv7VPMZXoT5/BcldTn9V1as8eTjJahe0SOP2bHdVAJkqd2J67vtGIRuwfbwPfS0X84GPtJ2BWGT4xTgtNtwQ9OEXm8swVqK2DUKH1eixdWdMj+J9MLEdsk6vaCyw2Og9cOJy04kkhiALynpOrf/vY3AB555BHGjBlDTk5fYzPTNMnIyOD8889/r04ribeApoB5XOIuifcWaW5lZzs6gkTfpDGH24KiVJvtLS4WlSZJ1Q8CbNumISAFS2tAaplzRur/FEs/72+T6u3BLVKp3hMrCfzURC1UC1K1qFxxQJntsoxECWTUkQ/TNbPVaXV7o5RywShcOlFkTopbG7CyTB0DQx5uu5rg0skq7z/QrgXfrFIpD2rbVc6/v02q1IUVUqke7tDv88qlcttwRAvXhYOVWc/0aNG86qDN/DIbO5gkVJP498OwLLoj1hsNn/667VhipKFbZYugzc6MkmOPs7Qavn9yoolLR0hkxilDFIe/jjVwSXGrpL/3RxSnq9wv2y87gIiteDpvlEpxB7IKLc1QeSNog9vQD/nSFYYNnTDxq7A/BX57ABrWqNT3E+OlGIqXKAcHmN7zU7S5i6M7rPvF2HwlWo733ly/7k8VmQ6XTnTwRgN9vnvI9HL/lv49hWraDWraTe5db9AThvnlBmcN9+MJ92DHyn/djoeuajdbHzTpqIXUQhhzgYuMYRHCxn9ux+Ik+odpGrjDfmqXmdQMMdhwRE1gBoKBxvBAyPVLDVeeCTXtiseSjP5JSdPQfDtQvOb4FY+g4z20XUTTiBz4WCwWbUfd0eeWyxdydJ6SEu39DOXGbpVdD4Rsn+4t9V1S/rUG4L5NKuVfViOlediWWu/iCfJvPDwAYTwoTeRNf3hil5pULauBYIcIVYDlh2HsWBiRCvsfg2AbuFOh7HSoXAJBO4gVu1b93T5cuAjWedlyv0FLlYEv22TkuSb5k6KEjAE64CXxb0ejAUMGw//rgacPizAsyZC/7t+3ab74bKpKzO/fLE/Px3fJRuqTEzQObQN+tw7OG61jVrVovDrA9gY4aQh8/zUpT4vSpO782esiQrN9cOVMxW5PROvPvFTNoQfadS67mpQsBClVVxxU8qIiUwnNqK25uqFbjVpBn/nYTokWLhirJk4ZHhG5llexuumI5rpThsD4Qqm1Vx/S2Lcd+af//HUYkyfLoP/bqLX37qZErwN3LM631Ctx0hKQvzko/lp6RCKnuEVoGobuLaYh64+SDIkhPj1JTeae3iP1eapb/uaLKmDvi2BY4EQhowxGXAzdOVDiEmFd067v9fQeJW1KM+Cs4fp804D5xSKSlx8Q4XvSEPjteoNtDS5SPXD6UIt5pQ5GsPu9HHpJJPGBwHtGqk6ZMoUpU6a88fsVV1xBWVnZe/XxSbxNhKPQHjLI9CTVHx9UlKVFWdfgJmpr8Z7E+xsul8WemEp0d8ynLcsnxds5I+WB+tW58KPlWlxdMCZBBv1jp7LWLhNerdExlh/U5vLl/YnXVbWorHdJpZpQNHSp9KmuTYvgiYXatN36Cnx+mlQ0+Sl6LMUts32PpUWY31Kp/2cmi+D9/slaHBakwZ83wodHawFckAozSuW5GnVE1j6yHa6b4xCNRllcHCI6EEOTRBLvIgwDOvHxzaUmtgM/PEXKm6NxsF2kQqpbqpMLxyoh0NNLMeWg8r62gBIdLT0iH1+tSTSgAW3Gnt/b6xxQyeNPVmpj8/Hx8Ks16qa8+Qh8Y742TP2pQU8blii9P3u4COH+4EuFZd3wz14qtKoWKU6/OE0ex6cO7V9lW5wuIujokNzbAgsrHLK8DqcNM3hsp3HMe0vSYXCmzW1LHDxEsaIh7KMY67BjvNFkpD9UtRike0REP7vXYM1hi1vm+7FC3bhMi4bVHjb8LvHZHbWw6icmYy50UbwoSuRdlLVZloFpu8EBxxVJNsb6N8EwwGW4IGqCyyb8L5ScusJ+Xv2uRc4w2Faox/Y0Kymypf7Y108rVpz2h5J0JQzOGw03LtV81dAl5eqv+im531Anv+Jnqo59riJTno8RW0Rt2FaSEWBbI9z8ohKcti0i6WevyxN15UGRVtsbjz1me1ClvJleqfSOxjkj4fGd+u7njZIFQHdYiZtZpfJvtEwp7ixDyff+UJyu5waalntifpllmSpD7o3f7ND644xrINOCND+80OhQ6o5gHie/b1km3Xu9LP9BYrHa3QDr7zWpWGgw/AIPESOZeH2vYVkmRRmwqRkiIbhgOHQbUD5Cc1A0Vmr/x41KPJw6RHNailvl7oc6RNRdMEZx3twjRWZJut5nx+KiJ6w5tSRd8TsqT4QqaNw/V6WmTEXpWn+mukVEbq0XsbirScdJ94hUnVok/+CbFopIXH5AsfrkbpG06R6Rt3WdisOfroSrZ8GqWsVYdYtityp2LqUZ2hf/fqvWBwZSmLYFFOf/MychYCjNkHfrJ8Zr/b7piD5rTpmUpsNylGSJryn+ulVChJOHaO51xUhY21Ei5azhavj1+w1KbF48QfepsA2VmXCgE/IvgtLzIMWEHgO2t8GWXXDheP0dCtOATlkbBYIwJA2cAIzJhm3N8my/dpZsiC6bpoq5qKN5tjUAf9lqsuGIw5em+DBDyQRHEkn0xgmhWG677bYkofoBQXPQwMEgYwDPziTe/yhNswlGDWq7kozqBwHRqE1+SqK7Kijrf+VMWFEDX5mj5hsXT5CP27XPwnXPwbeWasHWGdIm0nZEBNW0yafpq3NEzsZhO9rw7WzUotZjQjBWfjitRNn6y6drkeu1lNX+0yb5vEVs2FinRfHBdqltDnXo8xq6tHk81A4XjoOnd0vJuv6wzvfOlSJ1OkJq1BMIO7hCPUSTJUVJvEdwXB4e2GoQjpXtWobUov3hL1sUO0Vp2vR8eWbfJi2+WGp6UaVK/tyWvFLjZf6Woc1QSYYaU4DKCr84TYmOYFREp8tMxGd9N+xrkR9rXkris1LdUpNvrVdMf2aySJX6AcqEh+ZqI9kf7t8sr8eKLG3irF7c6PAcdXF+sB8/yly/w/gC+OtWgxE5BidVOn3eOzLX4brZNu5QN95wN0Y4+Ia6tDcsw8F9nCkpy6d7WRzNPbD6sIHLZWGGpGLrDzseNjFDx1pLvV14bD+dO1LY8Asv6+7y0rTGjyeagnF0Z8gk3hFcuKEllR1/8rH2J16q/+HDHUjFMo4jJ42/12VSv9GguwFCHVDg1uOP71TsTSlKvNZAlhsLKjQHLh7cd+yPyFW8twY038VzAYc7VXXxsXGJmAfdC2aXKRG5oEJETxyj86TQ+9s2NZO8LOZJ3BsO8kD9yBgRUidVqoLk4e26T3xusuI+jrwU+OZ8zb9fmqEqlDjcpprZ2I7KnX++WnN1vPlO2Fay56HtIpN8LsXV3HIlWI++B1w2VQTSQDDQMQ60i6A6Gtsb4cdb4c+1sCPkcPowGytyfCLGDHnZ8Lv+bwz7Xzagx93vc0n8exGN2rT0iMwsy4EOC9oiasLkOFJSvlittefpQ+URvLRaRGN8zTgqDxp7NKZS3Il7fDiq5zN9Up1Cotw/TviPyoOvz1OFU1dYJGdHSGRkRZbisrFb1VrPVsmvvzRDDbGmFSsGr5wpkrQ0Q3Peg1uUYIg6Si4+s0eE7bIanX+mT+Rr/FxOGQIv71Mi4WC7SNdvLhAp2tyTOEamV+fcEZIn7Ks1iv2VB7W+XjxY94mh2foeX56p5G11qywMcnz6jrl+rTtKMtQgq6pZ64YMr1TAv1yta4sDD2yFH62Av+wEKxPam2D/n6DkIJxdKULV59ba4ek9ev/QPCi2IfhnCDwGJ6fB+Gx4/ZAI8cd29m9rsqPRoDFgHdMcOYkk/ttxQhpVJfHBQWOPFjeZSU/VDywK/DaW4VDVZlGenlTYvN8RCkUZmq2y4U9N1GbocKe6cZ89QouciydCOOrwlTkQieoxv0sL0xQP/GatQWmGCNPqVjUEaO6CmxfGyhAdSPPyRi1y1JYCLdWjz0iNNZRK8yizfdtJ0B7SuaS4pRyYXAReU8qAp3Zrg2caWqztaJTHluMo894R0vFujx0n7qv65G44a2hyTCbx3iJqWGw8ktgR2GhDtKvp2NceaNeY/3Js82UY8iRu7tFmK8MrRc13X5ZSxkBEiGEoHlM9esxx4DuL1Cm4J6yNTe+u5FvrtUmLl9q+UA0fG6uGFUVpavaW6lbsDMuRj+vhDp1Hf0jziBgaaOZuD6pj+C9fh28vFvEUjmoT6LGkhO9NasZx8hCDa5/VZnbpPlhSafD1ueBzOaS4HXxEMMNBnDdZMngJs6TS4pmqY3dmvpglQtNR321lrcmsQRZGp8FA3IwdgUCrgZl//M9/K/DYfjbcY1G/JXGOTTtN0othzjf8BK1kCeS7AZdh0bLZw9q7E2Ra8x6Dvc8ZzL/Rh6uw57heuUbURe0KvbdhG0z/ODyGEhY/ianUThmiectjiSy5+UXF55JKJSrDsefSPSrjPXeUvId74x871fTmiumab9NjXufBqBpFnlQpQjYc1X0hriK7Klay/LPX+1eWxkvvm3oS9gAA33lZtjs3L4r5RBpSmL64T+dalqHEp+MowZnmgUd39FWe37dJ5c+3nqT7hWVKlReKwg+XqSnfxELdZ04bqrj2uzSH371aRFbcQuBoTCnS93p8p4ih1w70//c5dyQMy4wQDQTe9L5gBw26+1HnxtG6DzLGGf0mapL498HrdREOQEOHSL/qVhGdcSVljk/E3cfHibT85lIlHJZUikjc1iCi8sVqlc+nefS+l/cnSMYllSJGi9NV9XTFdK1hF5SryqmmTXN0aYbmxEPtmmfdpkjJqUWa7yYWKh78LsBQM62Qrc+7fr6eG5GrOTSuli1I1Zz8ncWa+8YVJiw94ufiIFJ5S72SCBeMgUe3i9Td1woXjRMROatU8f9ajeLqnrX6XhdP0LX0WEqiRG31H3BbiftGxFYfg/zUWJLDSKjf5sbazdy8UOdtGJAS+44FaSJeU93QvgZatkH2WGgdCoN8ukc9tgOyvCJpQ7Emej4LzjkFtv0c9r8EZ3wZnu6BktL+VfJxrKuDD1VYhI+XdUkiif8yJEnVJI6LxoCJaTikuZMLmA8qXCYUpNjsbbNYnPRV/UDA7wT5xjwvS6sNvjZXHcmbeuAPG/X8+AKHy6aC0dPLCC0EXsDrS8HnMumJGHhd2oztaBQxdO0zCZLFQIvKFLcWZ2keGJ4qxWlNmwifUXkie5b12iy5TGX36zvh/i1a0F41E2patVDzurRg7QxCpl+b2ni3VNBG9BvzoDsEJ1XaeKLBfn3Vkkji3wmvlSjjj5fanTZUKpd4jJiGFJurDqqzMKgh29N7pD4Bve+aWSJDHtmRKPlPcavR3O/W6xj1Xfq5t3VAb/hjPm9v/O4WAXvP2sRjkwq1CXt0Z+KxT00UmfNCdeIxy9AG682EJG5Tm7nGbnUSj5dZXjJBG8PedgWWIbuR12oS32FQmpIrhzrhYLvBkCwYk2fhNUwcZ2ASzLIMgoaHk4fAgTaHbY2JM/W7tIF9dMex7/O59J3eTLxoud95k3DTNOjYZ/YhVOPoOAQHVxgULbSIRJN3r3cKM+Rl/b3HqhPtCKz5pcmcb3mImsdROBoOLr8DGDg2HHkSrjgV7tkuMqE1AD9cnnj54sFStt2/WXETj50zhmlMV7WI8IirO3tjfZ3+XThWStRvvyw17EdGy1fyuVjMxOdXn0ultGcO759Qjb82PspsJ/G5YTumROuFD4/SfLqnWZ6mvXH7yX1VtKC4nVAIT+2CF/frsTH5SpjUduj3jUf0L47PTxH5dekkEabXzYHvL+vr7zo4S2RVxIbLp4l4vXSiSNw432kAZ5RDfqeDK90m8haC0nyTgiqXnzclZpN49+E4Dj4XFLpE+nldatJYma0khWWKHJxSBDe9qDHw2ckiWsN2YlxuqBMBv+mI/EQ/NELjKi1Wrr+nWfPlr9cqQZ/jV6n6r9eqOeqDWzRPh6L0UUq2h1SC/4vVInaL0vR4VYvmsatmSQneu8Fbtk/VUq/WqCR/ZomUtS5TMRi3S+uJ6Fxml+pzU9yywnpoe8KjdWuD3uN16fHLp0lJ2h5MrCviSVvT0Dmme+A363QOm46oUaVpqgolGNV7a9tFQt+9pm9ioyxD18lxRNJahs6tMwSe8RCohMw0aGyE3TUwsQAuHivvY6sDmteB6YLUiWClgD8Hepph271wyrd03P7uf3GkujUmkkgiiQSSpGoSx0VDt0mmx+lT0pTEBw/FKTZ72t68jC6J9wcioTBFHjhtmJfOoFQmte3alA3Jhgy3jdFzrErK9vrpCJvMKze4d50y4+sOS0k6r1yqk+YeLcAqsqA9ABk+eTimuWFzHUwvkSKvJEMER3GaSqhq2iDVpYx4nh+WdmnzNTofGrsgN0WLxk9PUtlXqgeau7WAbg+ogVVeijatqw7ArDIHb7iHqJ1Uqibx3sLjhDl5iMnju7RrWnNI5a4OIvwPtmtjVZim5EBejojTjqAU3it7dcKO2LKzuGicVNlN3dp0WoZIlupWJTa2NUi9fbT3YBzjChOEDIj4Ofq1Jw+B323o+9gfN4oM+sY8aO3RZqwwTTE4r/xYD9g4Bmep1NB2HEbmqrHcc3s10d+3KXHM2nYRJqmxcuF7YyRPjl+bup+/HlPwAs/vNfBaFt+a7yfP7MHuJ7ZN06DDSOE7L5kEo3DRWN1fDnVASYZDvh9+tdbgQLs2nZ2hBEF6xjAbIxrGSjFJLTTpOnLM4fFmgivN5p2mDy3DRfXzAzM8+180KZ7tAitJqr4TGAZ01RvYA/zBuo6A3WNCav/PA0SJMPQ0D4fXavzWLYexk+GWBVDdpnE7JDuR3HtxnwiU6+YqOehzaR7M9ML1L+g16w4rsRBPnhyNETlKRmTFSoTnl8P3T4Ft9VK+l8TUdk/u1usHZ+me0F857YRCJV1G5+lzZ5eJiO0Po/Kkhjsao/OU/PG7E3HrtqTAawvA/l5k0qRBIk0HwupDcPVsebAeaJdP9I0LdG+r75KHqstU5/dhOYnKlF1NsizRfQXG5UL9M7B9lcGcG4y3Zjjni5A3xqRx27GbDtMNGaUOoRiZYxhGkth5j+A4zhuVC/vb4Lfr5D0adeTv3RHUfNARVGXSRWMV27ubNEdOHCQLqClFUmxfMEakZb5Xfv1x4rUoXWPn2tmxSglH9/9MnwjZC8ZobEedRBMn09B7snw6xgNbVHmysAKKMxRPh9qVrAtF9XOWT/Piz1/XmLYMWQs8sUsEq+2AHU34Fj+9R02o2gIa6wayAzLQ3A/w8DbN20/uVmx8dorUp2UZUuHWtOm75PrhpX1qlBV1tH64cKziNd2TUKjmpyhZ67EUV+1Brd/zYg0kM2NNtA60w8jYvSMvRQ2/JsfI7Xh0/HOPiOZrx8Lq/yVxv30YBp8OEy6FVXdCuAsyI/B8ra7DywPch6YVkfQWTyKJo3BCTBZ/9atfsXv37nfteK2trdx0000sWLCAKVOm8PGPf5w1a/pxkwe+9a1vsWTJknfts//TUd9jkpX0U/3AozDFpi1k0hZMsuMfFETDYdyBTvLMLtKdHob5u5me001mtBMjcCyhaprQErToDhsEo1rEtge1MAIpzG5/DR7apqy4O9bMynFU5liSAfdvhWueheufgy1H4GCbFqyrDsD4fBE2bUFtrp7bm/DDyvJpQfeR0SJzphTL6H92ucosf7Ea6jq0YP3Ks1CaYeOJ9E+6JJHEvxvRcIRTKx3KMzS3PRPbcERtxcjTe0Rc3P6ayI2idHmrQqKRRm8EoyI3f7pSmy7TkHdwdaue//NmbdimFPX1QIzj/NFKbMRVIfPKpaKJe7CCSKAMb//l/v/co47JhWkqUb79tRihs0sbO+uo236qWwrX5h6RnIc7ZF0QV/f0PqYB7G/VMTt6KdXOGg6ra+Xx9j+TlMD5xjyYUQI/WmESsrz9XvuI5eHnq006Qtrg3rfp/7N33nFyleUX/773Tt1es5tsNr33QhoJhBAQBaQpotLE3rCA7WfvDQS7YlcUsQGiCNJLekjvvWeTbLa3afe+vz/OTHY32VAkkBDmfD77SXZn5s6dO/d5y3nOcx6p2R/dDn9cbQi7lreMtnxwijarn5qpjfSsakt1nofvW/xQnKkf8Qkc5ePoBGH6x3380HEkgS8GFp5DbJtVy51IPN808Hwl474lp7dHv9l6YkFfcIfD55+UN+nda0Xy5HWx2l28T+XvFXn6e8dRTdkW7RV5UpnHMbhuvObQf22WGi8zl/5ptRIqD25RvGQUsIVhkUIfmHKserw4oqTCnavlY7i+Vsq83j2879VjZQFw9L1XGFZTrUe3K4H6nfQYdt9Gncf+lu7vmxd67ktqrXwl96SJ2O2N6lT+13W6brcvVAObi4apOdeqg1oTHGjV+92/Sefx13VgUyiWXmC8pEySie+yhAuPesDA1Bt9bCRBKBXFP5hLbHsOwVgOQU6ch3IWx4OhMAIYqadHlWt9ua1e9+wlw9Pd6xMiBivylEx8ZJvU1VvqlJg7f7DWi39eC994Rj6g31+s+6cjqXvocDv8d4vuGWtFyhqje3hUL/2euZ0s6eehe+5dEzXfPbxNfQa+Ow/uWq2kxu9XSgVakSe/4Z8u1fr4S7OVaCjNkVK2X6EI3JyA5s+M9/fvV8EVo7QuzowlFjW/eusYeLZGzeGqC0R2fn+RCOffr1Jj1vIcEcJJH5bV6JpcMFjjzp2r4VvzdD3+sg6iDoT3Q34DtDfAk9ugICSbhfyQPJo7UiJi25Naw0yslA/0hUP1HR0dcjWt8M89UHV297/vfAjcAITSY45rZA1w5nHGoevG+UTINovLIoujcVKUqr/61a8YNWoUQ4cOPSHHu+mmm6irq+O2226jpKSEu+66i3e9613cc889DB48+MjzHn30Uf72t79RVVV1Qt73tYBDHQ5VuVklxqsdFTnatexqcRgXzn6fryZ4nsVLl5g+FwcZioR4bJ26/YZd+VmV52ohd3Z/ESApX+RMRZ5UbRcNg5YYXDFCBMenZ2rxF3RhXKUWk76FuYNURvXQVilcXzdQJf++VXlXPKVMfEdKCpgdDVL27W5SR9U9TbDxsGVUObxzgiXqx7HZstksTiLcRDufmB5lT4vDon2GjhScP8hwVj8RJElfSrWKEOy4A26+GnYk0o1uqrSROhpJX/Gx6bBiaeUBbXgmVComC8NqWHGgFVbWiIA5u79e++AWxdBZ/fT3PU2djW8mVqpRXMp2qnKORmWe4rYr6bqpTsq1T82UiuxAqxR7ffIV2/lh+SZ2pAz5IbhhIni+ZfVBneusfvDETnOkq7lnRci2JbWpDjjaOGbIYNdIrXvuQGhOOpT0cN07fJddTcdet4PpZlsNccPPnzU0dCl1nFRpeecEi4npj55ncUs6OPfbEQ6udKjfAkUDLb0ngxeJnRD1u0eKAef6HFzVs/ag31k+NpQi613y0mAt5FZajAu2h2uZUw5O1D7vZU44MYa/OcyQ1weIFxruTauuG2L6+cMqqS3X1YoIKs1RB+15u+DSkfIsf+NwKd1iKd2TP16iyou2pNRfJVGV4u5pUizsblKi8BNnKtYOturzfGqmkpiH2xVvfQs0DlTmyp984V49Nq5CSs+ndiqekh58YTZsrYN3T1IsZ2LxjCqpztuS8OVzlMQ83C6Fav8ikUgtaZ7D0t1KZGqVPk+ffPla9i+UQrerjUhXnDNA12xmtY4/pkLnNr5Sqr4Z1VLi/mp5Z0ny07v0uh2NnV7Ih9vhkkmQG/Wx4RQcx/qk+/1g8XLamf3VKHUbDYdWG/J6W/rOsJCbInEgzIJbHJJdmvP1n+0w4kqXuDmOwXQWLxnxeIq9zSEaYpp/pvfVXPj0rs6GZU66BH1GX60jJ1RKZfnbFUq6OUa/f3iqiP71h6AkR3HgAvUxzSG+lYf4nmYwFnoXqOrp9YO1jh1aomMZ00m2WqSYjgQUf+tqRdT2LxIBua1BZfv7mhUbHUlVUW2tVyzXdeh8ZlSLbL1+gj53r1x5jq+skV1GS0zPSXo67o5GXYNzB+p919cq6dKRlOI7L6QxY90h+OrTKvt3UAJyS53i6EuzpTJvS2p9XtYGT38YUunbOZgLF94MNR2Ao885skyv39OsZO3Wenmgzugr7+TjWQ4vrIELpsOex7r/feeT0OcM2LsYQgX2SDO8d08Seb68RuPQWf0suSaBSWWt5LLI4micFFJ1wIABbNmyhbPPPvv5n/w82LVrF/Pnz+fPf/4zkyZNAuBzn/scTz/9NP/+97/56Ec/CsChQ4f4whe+wNSpU9m3b99Lft/XAjwf6mKG0SVZScarHflBS07AsqvFZVxZdhd4OsJaQ2vCkBdSpvz+TVLSjCrXZiyzoK3Ml2p0fa0y5DP6wmcf1zH6FojUKctR2X/AgXgCvr9UirQdjWogU+LDmlp4pk4qtZAD35inDajna8FXHBGh89d18oB9x3iLjcdIJr2X7HeYRRYvFdaCm+hgUNQwbIRLhwlz8yOG75yn+3dQMazeBS33wuF1ip+952szdcVIkR1HN3Ka1Fsbtv9shYe3K7Gws1GlfjlBKWDmDJDarCAktfedq+HMvlK6pHxIpKS4WbqvsxHIHcsUV58/W6rNv6zr/r6ukcqtKCLCpCtpufKAyJ4PTIE+bXqPezfAe9Oeb5ly5JaEyhDLcwzvn+wzIDdBR8oQdIJkipr+u1Xv85e12sT+dmX38/Cs1HGZjsp+OEKH52AxRB2fkB8n5T93tURtm1EzvS5YfsBQsRUuHRjAS4qZ8XwfL9hO+QyHipkOvu+TSPnPr3p8gfB9S+Egn+KhhoYt3c85pxz6nW2JZxNDJwR+MMG4ayOs+l3362wcmPTetPL4BVzqpBPHK3P47/YA7UfdQ8VRqU+X1ygBsblOfqEXD5O6a0u9VHVvHSN1GYhM+MFikaEfmirS5bvzFYv/d5bU4JvqpDAbWiLSdc0hxcaWeinKnt6l8eL3q1T2e1Y/KfoGFokEuWuNGutcOkJEp7UQ80SYhAJSkG+ohYe3amxpjGlsGlQsP8qfLNXfPjZdJE7sKOLyrH563ZwBOvZPlops+uRMeaV3JV9BHclzglKquk76PTvUALNPvkisR7ZxTGKkNdHZuT0DCxCE6rMs8dQLjxXftyQC7RSNdyid5GCtJZn0CMVymPdNB++ocXfXU4b8vg6VZ2U9jl8uGGOIp5REB5GXnhUR6DoiUwOOlMtXjpKv6INb4e1jlZy4ZYHWpf0KFSfjK6FyoOajXzwrBahrdAzX0fGtD9bA8v1SYic8zVN7mrVG9W0noWqM1LL/3KQ5b3iZSMCFe2BIsRTrA4o6z3lyH40BY3opZn6yVLZWH5qquP7FMs2nQ0skQuhXIPudzLr66nFSsX7lSSUsHt+h5MjoXlpHj+2lhIljpOTO2ID8aY0SkyPLNNYcaFWC8+wBsHI/5KyBZb+FslHQ+43g50J+ITgRyPVUCdMYS48zVskai2KvLQEXDJHNwvHgWfB7yBMm2+SrOvHdlvYwlAd8Lh3i4XseqZDPmMLOOMwiiyx6xkkhVc855xxuv/12nnjiCYYOHUppaWm3x40xfOhDH3pBxyouLuYXv/gFY8aM6fZ6ay1NTZr1rbV85jOf4dJLLyU3N5d77733xH2Y0xj1cYNvDUXhbInuqx3GSK26qznrq3q6wnop3jspSCxleHCryh33tmihV+urc+iESpVANcTUJGBibyjLVfZ8/p5Of6rcoMqTRveCXQ3yonp0uxbCU/pAfQL8HLihHxxogjZPytUVB7TwfGKnFqxFEcuFQ0X0JFrbnucTZJHFKw/ftyQSKdyQywVDQjy4VV5sT++CyWFYnSYwG3bAwDz46So1bvnINBE0aw6KhHj9ECUR/rwm3YBjuDZMC/bo8TkDtWn8zxYpXZ7cJbVOr1yp5tqTanJ1Vn+V3F0zTmRsc1zqlTOrRcBcM06bvCd2SMk2oEjWAg9sBmeQCM1lNSKQfKtzGVwif8SEJ5XbVWNE2vbk71jbDr9c4fC5GS5OKsbrBxjGlAf41xZDY8xgsHzrPNmIHK8V1mPb4f1nGL45L3iks3lJ1OG9kxx65x3f59Ugz9pED/u2x3YYLhgYJHiU3E2+bi/PGiXpdjDlI1EOr3HY/oiDn4LqWT59Z1iSwY6X621fc0iRovyMBGf3D7Lpn4b2WkPRQMuwSywmL0bKe+EXuj7usPqg5qGl+zv/fnZ/uHOVSJmuhODI8s6GT2sOiaz5xJkiSQ62iiA5f7ASIX9OjwV5ad/DD04RYbJsv8ihkeUiU/68RuRHcUTkywObFev7WzS2zOwnZemBVjV1nF4t0mf+HnjfZHXk9kPwzC4pad8xESJBxVUkoOZAEyr1PtBZUv3ZszTerDkoFfq5A+QpebhNY1Vpjs75qV1KzLz/DM3TC/aIzJpRrcqW2xd1krM3zdD5H2qXcv2eDT1f9zG9pADuivIcKK30Sab+t1jxPB8v/d27rsPh1eYYQjWDzfc79JkWAjerVn154NM7X97DIH/iXrlK2i/Zp9J+a5UM2FALk3srYfj0Lik4n9olG5mWhO7/8rQvqGOkJi1KHzdTyr+jUXOeQUKAR7fDm0cpcXnbQiXwBxR1kqqgeXNQsZ5b36HkyXsmSzXaGNM5T+qt+A0H4J8b9d6er/l31gglDD9/ltTki/fpOKPKZd9x91rY2aR4TPmQSnWq0rfW6zNkrHuW7IN5e3TOVQVSo/57s2K+qgBeNwh2N0uQsKNR8dbHge3/gP6XQuN4+NEunX+rCzlpf9qNh6WK/fNalfmPKpctT1tCY8KuRs33x0PfAkj14EVeMR4qJsPf9xoefRQKwy7vnOgwJM/Xh81Odllk8bw4KaTqj3/8YwCeffbZHr1PXwypWlBQwOzZs7v97cEHH2T37t3MmjULgN/97nfU1tby85//nDvuuOMlnn0n3HRrwMy/pxsOx0XAlUXVrfdEwklfM/2bHaxfDP7Xa1eR47O2LoDrOt26Zp5OCAROz1h8PjihMG2ei03B9npt3pbVaKH2ppFqLPHn1XBWtRZh4yvlM/WP9Abp2rHqVpoX0iI36amk31oYXKrS3D3NUhoMK1UJ4KhyZd/PGwQDg5a2FMzub4mnDFeNtqR8g4MlauIkEr52bVkcg9N9Hnm5Y/JEXT+HFLP7B1m6z+Bb+Y915QxDeVBRINJlV5NK44KuNoiJlMoLR5bBjVO1wdxcJ4XbOybIX215TSdBs6dJ6tRzBijWDrUp8VUQFtnpGFltzKhWgmN3k7wKLxshUmNrvTacV42WMuiW+VLLjCiT5/HSfdrUOkaK2n90IULa0hvMrl2Qj8bhdrCOo+/OJhmUm+LDkwJ41hAyHp7vcqA1+Jyv39dsjhCqoM3pd+Y7fO91PleNtvxu1bGT0PmDLcv29zw5JTxIWYdowMF1HWIE8azBMZYoySPky4mG78Ypn+pQPt7FWoMJp/B8HweD00MHz1dLPJ+sufL41ydFuCrFhPcHsCkHE/Tx0gR64AW2fzDG0NCkMt2SqEifQ+lcXiTQWR7f7V397t6DT+wUIXJmtVRqw0pl59Env/M5bx0j5enuJpE075wIaw8pCRINiFi9YqQIpUxsZnD3OiVlSqNSsh1uhx8tVpKhKl9jwC0LRBBNrZKFT2scHt+u8aJXrho//nuzxoeCtBrPs7Ly6F+o984JSiX/jw0iiUui8NNnRRRPqIS5A0U21bWLaF22X8fJ+ECDPrNvYfZAuHUBXJmv8e/wUerWkKvEzi3zu//9mmEQIUXS6TlWMnAJQDy9HQ2l8J3UMR6sgYBD63HGBoBEC2DNq3oNeCqfeyDgQEJz3YgykaQfn645bUWN5pwhxWoQ9fcNKm/P+IKvq1VF1Kx+0J7QPbyhVvPTwGIRj/N2p/070+X8g4p1rxl0Dz60Fb72NHzqTMXJr1fI4mruQJGIkYCU4UEHrh2fLn+3Ik/v36i5889rtQwNB/RvKO1HmvEKLwyL6Nxar884oVLz8s+f1Xr3YJvm3KQn25v3n6GmW58/S4/nhWSJkWk6dbhd12VqlUjai4ZKhduS0NiQ8OH8QTru4XYYkAtNueBNgl+thevTvucZRS7oeUk/3Tg2qM/82HYpVB0DtW0az0aUiYDtCgNcNwb2frf73yPF0Gsa/GEXLEgX8jbF4fZFhq+eE6Iy6GU9xLPI4gXgpJCqGzdufNmOvWzZMj772c8yd+5czj33XDZu3MiPf/xj/vSnPxEKnTgzc8cxFBREAY78e7qh6ZAmnT6lkZeNhMvN6bmZRRbPjxd77fqXwqIDYCO5lOS8TCd1EuE4huLi52gRfJqipgWW7IY3DIX7N0NBUJu1nY1StD21C6ZUwZVjYGMtnNFHi7CLh6u8cNl+uGutFn5XjpZ31KY6qVpGlsvrKeCoLPCctIJvRj9YW5v2XNwB5w826U1nZqDo+m+U3Nfe1/KicTrOI69kTJ6I65dok6/bXWtVkmsDKkG2PvS+CO5YIb+0Z/dp87ipTiqutqTIjLG94PGdKj+8aYaUMBnF6IRKHbOxQ4TtQ1vl41aeo01YVR7k99NGKDeoDeV/t2lT1StX79uaULIEFIdDS7t3J6/Klxfdtgb9HI2SqLxdBxZrcza/B19Y0GfJDbvkh3v67oIkPY0xGw738DAqbe7aZCsDC9y9zuFdE1WOfdcabSiLIyKCRpcbbn6452PmhyAn7BBwc1l9UBvkQ21SB10xMsCMvlITvfw4PpncFadyPJ8Kc+ULuz4vfn1YkSYwf7sSPneWSnUX7lHJfUVup3dvBpmS466NrNuSsuYA+OJslfKP6ZU+o3SH7t1ptevKAyJGMomLp3epwuP2RVKZNcVF0mbGgEuGi/CcUqUEyYbDWme/brCI3ISn4z2zW6XMQ0vUfOeNw/Uee5v1/q8brPO+dYEI1aALN58pS4OfPyviZWwv2QK0JbQOuHKUypdXHFDS58apIqT+vQlm9Yf16XgOufJTnd5XpdtvGiXC6zcrRCQ9vUvjmudrTHvrSNiS/hxJX+PHW/pDST3kDg5hnOPvvVoPwJo/w74l6XF2ssu4q8Pk99bY2xVlw2Hzv3o+Tm4FhKIu0aJX52LjVIjJ50NHsyoJrhkndfN/tsClw0Wg3pdWfU6p0tx1z3pZzjyxQ/f/07uUgHjTKIgnRWC6jiqpxldo/dkcV2yAVKaH2nTfBV1VQj28TSTmB9JJgKd3aa4eUSqbgTWHNC+0JiQAeMto6JUja4FdjfIHfWALvHU0FEUVa4VhJSZAKtLyHKlxMzYBIB/WkqgqRg62QnNCSZBYCvrmw/5W2Vx9aIqqwA60dlrxPLZDPQme3KnPMqREDbCmVEn88Kc1cFnay/lwO/R/E/x6t2K7PFfjkzGy4xhQpB/X6Oc3K+DGabJG2NUEWNke/GiJYntQsd63Pak5+YqRuh7NvRV3xoGqM2HI5bCoFRbsPfY7/8s6h0+cmUtuthdcFlk8L4y1p0/+4dFHH+UTn/gE48eP54477sAYw5ve9CYuu+wy3v3udwPwox/9iHvvvZfHH3/8Jb2X5/m0tcUpKIjS3NzxsqkkTib+sD7E1kaXq0ecgE66R8FxHXJzwrS1x/FPw2v3cuJ/vXYtCcMv10b44PgY48tffb44z7fg9Dyf5ubXRumX4xiSJoDnBPnmM4ZPzYS8IPxsmRZ/rx8Cn38MbjoTblugf3+zXJu8XlERL0lfizXf6v/7m9MLrqRe84256pz6qVnwxcfhG+dJpeA68PWn4EtzLAZLrknhJbOm9f8rXNd51c4jp0JMnqjrl3AjfGeBw94WJQQ+PRM27IdBS2DfkzDuC/CFjdrMTK3ST78CaEtpM7i/RSrxM/tp8xRyRcDEPCm+6zu0gdreoATFuQNVolsShbY4HGjTJq1XrjaUIVcpiYa0qvTxHd3Llq8YqWOtTJOXFbkicmvSG7WjvRIB3j9ZBGbCVxz/ZAnH+JcCfO4sS/9IB8+1PGxzcvjMY+aYUn2DyKzvLey5xL8sB740K0nUJIkRwkeWAlGSxAjyzQUB9rcc+7p3jLfM6pPk6X0B/rD6WEXXG4ZYLhmcwPGeuxuOMeD4x6ohTxROdjy/EGLmZM6VJ+L6OI7BpALYlMGEPbx0h6uYG2HNIZcndiqpcNN0WLJfqu28kGLwZ0cVx83uL3XbozuOfZ9R5Soztigef71cRM95gxRjGbx9rJToGw/r/v/6ufDVp/S6mdWqDDHo8TP6yK+8NSki1zFSri3br9iszFcsR4MignY1aby4d6NInfJcPX732mMTFxW5OpeqAo1Tm+o0r58zEL4zT885b5DGmLgndeB5A0WG7WsRsZPwpGBdsk8/npUasL5D7xdM2wTM7q+xy7TBks9D0SCoOE/ej7H9cOARmH6zxc/pYSBKw41HePLzLvGjVPOBKJz7LR8/2nHM85/6kkush4TR9I/7FIyK4R+vQ89JxqkwV74UhMMB9neEuG2hYUCRGqJGQ3LbTlnZY4DmFUNnkiLopH080XN9H+K+7jXQ/Z9KFzL5ttOCyqLjeH6nTU2mSaNJv4+ftgrIiKAdOp+7o0HEacZioCAM+UHNfQFHZfdrajsbbP15jWLihgmK8dygjm2RncaSffCt8/T/zXWyFhlZpnjaWq85uySdKGxPKvngWyU93jhc8/LS/SI3Lx2u6jHHwOcfV5UYyIP2XSPhpqc1Frw57TPrOPDLZVK4YyR08K1U9UFHyZhzBugzukaK3voOJXHOrJYyd38LVOXCoFx9VyapdUlbALa2SMXeE3KD8K05KcL+iecBTjZO9SRGFq8+vGKk6nXXXceXvvQlBg8ezHXXXfe8z//DH/7woo7/xz/+kW984xucf/753HrrrYRCIZYsWcK1115LNBrFpKWWyWSSVCpFNBrlK1/5Cpdccsn/9HkyE2BxcS4NDW1pX6/TC7cszyHiWi7odxwTo5cA1zXk50dpaenA68nYLYvj4n+9dtbCL9dFmVOd4KIBJ/47fblRXp7/nI97nk99/env2+mHIuxoculb6LCzSYu8EWUwsULdfGvb5ZXat0CNZc6slqpkapUWfJmS3PIcZe7LoipJ9K06nv5tnTLrNc3Qt1Abu9Ic+budlVaqXjrCUkwHqRfRfCKLnhEIOK/aeeRUiMkTcf0cx7AjlsN3F3SSdf0KRVAE26HtMSicCLfs796c6o3DRN6sr+35uGf1S5cXW6nAf7FMRAdos3LJcClqDrdLZdkcV1ljBnkhKU7+s0Vl/BYRtRcN06Yr89wx5VKyPr5TG65Pz5J3ckZJmhPUBi0vpC7nN83QWHDdeJEzmZLfwrCeN7rcEnQsTuz4310gGORgKszPnzVHSNDSKLx7kuVQG/x2Zc/lLaPKLB+amIDksXOQMYZkMMqvVzqsPqTXRwJw+XCfmVUeHg6feswl3sOwY4DbXucRShyfxAnYIKn6EJvuM7TUGAr7W4ZfYnEK46ROELl6suP5+WISTu5c+VKvT8hGaNnlsvl+h3gz9BprGfx6C/lxHtsX5v5NDh+dLlXbOQNUWp8pv790uGLgvo2dyYQRpZb3TDY8tFWqrqSve2lqlUraDVLlnVkt0vKfm9TN+8dLOs8p7EoR+vgOeHa/1KXXjFe8Z2w2SqJw7Tg99rNnRUpWFUiturymk7h9wxDNs39cJVXfL5eL5HzPZM3NW+rlgT5vtyx5esKlw0XY3LsR3jNJVStTqqScX5ceq6IBjSOTKpX8+OlSKed7wjXjYO1BWNnFi/EtozWuDC8Afxds+i10pMe2/CqY+B4IhH1sYVuPpcMB16XmyQjr7u655H3IRT4D3hgn1SVJ4jgGtyOH5XcY6jZpfAjmwti3W0rGJ0iZU3ddeyrMlS8FwaDDlrYcynIMv1nRfR578ygRjPduFPloEdn3usGyz/j+Iv3tnROl3qxpFYn5kWm650HjfKb50tpDmjcvG6F7LOVLfb2vyzzztjEiKRfvk9L1HRMUJ0EX/rBKwoI9TSIW62OdXq0taZL1ng2af0FxCIqv8lwpX0tzdG6Z1z2+A4rC0CtP5/+fdOOp90wSSRkJSjn6oalSg5dGNWY0x+Fv6xVDS/Z1WnW4RsT0lCr5uL4xfS4Bq8awrQnZcmRI5lsW6LNcNFTWXD6yIHp6l8Ysx8hi4arRSsTetab7d/SmgTCwDkpLoKEe7vSVNJpSpYqVh7b2/L0PKIKbpyRwkqcfqfpC5sossngxeMVI1WuvvZYvf/nLDB48mGuvvfY5n5tKpfjzn//8go9911138ZWvfIVrr72Wz372sziOJulYLMbBg90dme+8804efvhh7rzzTkpLS8nLy3vxH4bTn1S1Fj4xL4+J5UmmVpxYJQdkSdWXgpdy7e7dFqYw7PP+sbGX6exePrzaF6UnAn4wzF0bglww2LCxTovGs/uJTCkOw7mD4XOPqQzw/o3a+OSmfVKxaqCcyfRHAvK1+tdmlfGPLIeikEqCMoqAoIFYZmiz+lvItYRT7afdmHeycLJJmJeCUyEmT8T1C4Vc7t4S5bEd3YnA0qg2jGOKIZiCJw7BX9Z3Pl4c0WbpR0s4Bgb42rlSzxhg9SEYV6HNVNLvVMik0v5oD20ViXLbwu6NmqIBqWGmVmnTWJ6bVvBYKWtcI4XrX9eJMAm78O3z9Pe4p/cKOuosjtF4UByxfGueujm/fogSMJ7V++5ulLLlUJvlzSN8nPhzkJQBh7gbpcOTD21OwJJj49R7YT7zmENPs9PnZvn0DbUfV1FmDNhAiJgNkPQNEdcnTAI/6dFkcvnsE8f3Hfz8WT693Z7vN9e4NK6JsOxnR73ewPSbfHKHnhhl6cmO59OZVA3YENvvD7H94e5x6obhrFt9bl/rsLVeMTB3kHyLn9rVWcoPKok/d6DUaqU58iedtxswUoJaFDurD2p+vHCYCJ1BxXD5cCVbrIEvPylv4gxCLswZIBVnyoeSSDqOjdR5kSBEnHSTqPWK4Vn9RGy6Rs+NBhV/v1kpMubDUzVOlKRtLaJBlfLHUlK3/mDxsdfIMWpY9Y2nRTB9I62a9a38nIeWpJWDVpYIW+rV0GprgxIsRyPowBdmi4TKqOJdA989X8nah7aKML68CopR/Iby4fC/ILfcp895HT1+z0FCLP9BmLrNPX/X+X1g+mcSJN3uZI4xhoAfwsZc/KQhkOPjhxOkvFM7wXsqzJUvFclwHgfbDNsbRLaFXCXiIq4UoBjtHROe7lHX6azMaE9KPbmrUffh5x7XfXThUJhYqWRHbbuSHdbKPqNPvnoCDC+BupjiKhqQbZVrdMxwQKSml1agGqOqj1vmKx7fMCRN1qKfvgV63a+XS036+A4lT8qiOlbSkzI0mFbCmoxyNl3RlYmb78xP+7YC35qrWPjnJpHA5w8SmRwJyAYgo7aNBvSamKdjZBIwxVGtNYKu3nfFASVMPzilU317/yaRyn0LdE0y1SwWVZBlfGIzhK1v9b6pFEQdCDbAoRWw/TE48wuwz5U1w6z++gzfmUeP8/VNMyzDctpOy316llTN4kTjFfNUvfPOO3v8f1fs3buXv/71r9xzzz0v+Lg7duzgm9/8Jueffz7ve9/7qKurO/JYJBKhf//+3Z5fWFhIIBA45u9ZdEdTwhDzDCWR028gfS2jLOqzo9k92aeRxf8AY6ApGeDCoYakL3Vc7zxoT8ljrSGuzduHp8KC3Wqg8615HFF1OenM+NBSNb3JYFip/lYYlk9qZZ6UcyUR+c9tPKxMdiQAN07xGZgbe9WRf1lk8VywForCmYLDTtR1wB3L5Gk4qBj6F0sNsjDtPdYQk8fa28aI1MzsO0IuXD1WSpK4p01P73z4whOdZZEBR8/JD8FPlmpDc+8GKVN//mynkq4jJfLmQKs2Tq1xlVs2xrQp6+qLmhdSif9DW6VCuWOZNpCkP9mcAdpA+laqod+skAddBsNKpXTZ3QRP7TJcMNih2DHHJUBTKR831caR1LQHCSA/AB+eEuaO5c4Rgtg1cNVon97RJH7y+OsKa4FkgggJIgB+ZzvGgPPc65HIc0xtbjLMyt/0QMhaWP4Lh3O+HsYLnLrlt1mAbQ8eQ6gCeHE4tMyQl6cYjntSkv13qxSkh9pgVVpfseaQ1KPvO0P2F2f0Ecnzx9WyrMigMk/2AQlfhMf2BvjeIj127gDZg9y6oFPdmfBUYtuRFPn5w8XqFA4aD64dp7LhKVXyllxeI9/UZ3YrOfP+M6QW3deiWL1shIiXrjYDXfHt85QQ+e/WTjIkElBcP7hFyZP3TdaY8qGpUqjf16WdxcRKmDNQn3tipeb/cwbI4zJzvJwgvHcy7GyQOg5EDH10mkqPh6QJ2l1N8P0mnffsAXBhOexbDGPfbo5UCR4DxxLMPXbMzSCYq+ccDWstSROHKBDVeMOpzaeeRrDkh1X+//Nn5RecwYy+cNUYqK2BsAOHAiLpfavGUT9eIuuX68crYfB/sxQ/f1uvH9Dcl1GmXjUa/r5eCcugAzfPEOk4f4/uu18u7z63zR2kypBfLocpfZQM/es6xddNMzTfWitP2I6kEpX3bdQad2Y/Eb4lUcX7kt0QddOeo/l63bpaNZ4sz9U5vv8MzZ+xlAjPjOdye1Lkale4Br58Duxt0Vi0vV4ihgV7lGT56DQpTqdWaTwZWKy5+u/r5B/rGHjXJFkA7G3uTKYMKYYbJsI3n9F49viOzsQHaFz55FRY9Q1o2aeYOuMmaAzD19IOiJ6VMON9Z8BvV3TuFzJjUO88wLpwgm1yssjidMRJ91S11vLEE09w9913M3/+fDzPY/DgwTzwwAMv6PU///nPuf3223t87PLLL+fb3/52t7+dSE/V01mpur7e5Serc7h+REd6s3likVWq/u94KdduY4PLf3eHuWVmyxFD+FcLTodM/0tBMOjSYCO0JRwW7dMC6uYZWkTePEM+Sh+aogXpwCIpWcIBaIopw16eIyL2tyu7H/fj02FYibLnR2DTHljGUtMKYcdSFrWEvDj+Ka4IebXhZCvbXgpOhZg8UdevPZDLJx/tWQV50VD5EI4o0wYp5UtVkxsSKfrMbpU/NsX1eE5Q6riz+2szF3BETAwoVllffkjHiyVFmuaHlcgIOiovTHmK3/akNqK+1YbSMeqenBPqVLd5Vq/NCYpU3d+s58Y9HS9TvliRB4fb4HCbJTcEd68zXDFSPmzNcall9jVLkfbBKSKY3jIKXtcvRjz24j2TjeuSdMMcajd4PlTmWYJ+QtKZ/xF+KMIti4NHmgR1RWEYvjY7hZvomRi1h3N56kvHV7nO+aZKlV8qTnY8n65K1UDA4dD8KKv/0PN3GCmG6i9Zvjm/O0kXdEQOTOxtqWmBgCPS9d4NKuP9+HQRjleMkjKuoaMzJu7ZoPLeslz93pqQBUAkoFjKDSnOmuNSvQYdqfMCRs1rGmOK02gQHtkmYjfoyHM4HFDyIi8kAiPgqjQ54UkFGHTg1oVKphyN8hz4v7M0fgRcdfwOB1SefKC10+7g/k2y9hhdrgROU1xjV9CVD+R9G/X7pN76XKAS47oOkafGqPHVe9LEalFU6rfGmMa8pKeyZWs1jpVEYd0hmAqs/ibMvQXcgE8ydKwFgDGG5L4c5n2j5+9z2sd9cocdX9H+asOpMFe+FAQCDo/vjzK63CE3rO+8MS5SsTSqe6EtCXl1kDgI8VHw3flSfwddJRE+Nl2NUHNDKtu/dLjiJeHJBmfRXpGbl48EY5U8rG2TcrQgJAV6ptTd0jlHlufoPv7TapjcR4mIr5yj5yZSitE++fJRddNK0L4FEhd8ciYs3ScLncY4/G6ljn3NWCUO3jpGn//nzypJ4TjqX1CYVqI3dOg8q/Lh5oc71atdMbs/XDFC1yoU0Lm2JzVnN8YUU73zO19b0yq7jUm9Nb+X56SrWqyU6s1x/S03qGv+mce0xrhshFTB9R0aV0qiUGmhaSeEomCK4Acb4PJRcOfqzrFlbC+9NjekRpqe1Ri4bL+ec/14H9vR/pwe669GZJWqWZxovGJK1aNx6NAh/va3v/H3v/+dAwcOUFBQwFVXXcVll13GuHHjXvBx3v/+9/P+97//BT//xhtv5MYbb/xfTvk1hX2tLiHHUhg6vQbR1zrKIlpt72tzGVqUJcdefdCG0KCF2fIaNZFI+fJ33FynhdkPFkPfvPQiKS6VzH+3HtuMY0ZfkS3fXwyvHwyFQSjJhS11sOoQXD3GZ0CoXRuiRKdiLIssTjfkmCTvmBDid0d5gQ4ulurz1gXabBVH5EX85A6RFB+cosTFd+Zrk+RbbZ5mVWuj87Ol3Rs2vX2sfOWW7JOSJieozd9nZoqY+dcmeSo2pDc3LXGV6P5ns1Q2ERfeNlaPrz4A6w7rHC8cqoZyAVdKHM/qXG+cqg1WbhBCae+41qSIk18u1zlGAtrkHb0hdBx7HB3Z88N6HgGvnap08s6eALvDQCrOjVNcvvq0Q0uX44Vd+MQMn2Aqftwx6uhO4sc8bnouf8zi1IC1z/0dxhqhb8Ry3kB4tIuNR9KHAy2Won4ez9S5PLqjk3Q88lpPik0nnRDJxA+IfPznJqlQw65iORqAj8+QEn1AsbxTZ1WLfP3vVvk7fndB9/Gg2/m0qkt3TlBjR99CNdb52zrdg5GAOqrfMEGK167N5KIBkZw/WKSxIe6JEL1hosiUP6zSnJ9RiEcDcPEwKf4qcqXK298iFWAGK2rgc2fD3Wukcs+oBeOeVPgPbpEqvixHJNN9G3UOP1sqv8ywq3Ek6cFN42D372HU+2F9OxSsMvSbGyJJ9wHAWktO7xSDXxdk21Hq4+qZlsLBHonThFA9XeAYqI/DT56VbcXOBimvf7FM/qGVeYCBXf+AEeP1mozd1JwBuo8uGNJZKfXTpVKUTq2SbVVxVJZV+5pVNr+zEZo6YGpfxeCMatnjjCmX0rNvgZIjZ/WXl/gFQ0RQjq/oTIKUROGOJYrBS4Yp+TaxtwjKWf3ko3x2f40vf1iiBlJvGqn3f2pX52dvS0qR3bcAGrx0lUobPLxVcTKiTOuCXy7rPo/0yZd3a109RFugpgjWHla1S9yTij03IEXqb1fCuyaAi8aVb83TWGCQfUh1vrzZS6MaR+pjac/xEfKz/XvaViQ3JGHFG4bAb9bCtUPh8F+g11lQHILfr5Ki/UfpsWXNIf0UR0R8Y3U9ZvXT48tqDEWRXKoLNMfarLAiiyx6xCtOqs6fP5+7776bJ554Amst06ZN48CBA/z4xz9mypQpr/TpZHEc7G11KI36HK9yJ4tXJ4ojFtdY9rY6WVL1VYZg0KWuKW1IXw3/3SY13LkDtdE7o4+ed7BVi9S1h1SyN6ZCfz9/EJw7SItPz0pBkB+GJ7ZrQViepwXaykNS1bxplCXgxUlk9zVZvAbg4tKRNHxmlrwUU748UMtzYfNhlQuWRFWa969NKge8YYISDb3z1Zl3fa02kaN7QTwJffNVerjigIiKqX2kQHtql5rKgTYtBWERMlsOQ78ieSB2LUI4ux/cOF0eypV5cNdaxfZHp0H+LpjSx7K13vCpWSoPrGnReVYXiLT5xXLFf04Q7t1oeMtobb4s+pxdm28NLu5srjOhEuLxLozQ/4ATKW7xfUu+aefr50TZ1mjY3mDom28ZUWYJezH85/BEDRVYAlFI9SBkjRRDINfnBPC+WbxM8Dyf8jHHv5l6jbUEvCSXDYG5A4M8u1+xOKUPFARSEI8zrW8uD27rvqhdVytFWOb5rUfdBGMrNJ+uOqjS3YHFIiq/O1+kxZ4mKeYe3CZF2jsn6Z4fUiJC9mgYdIzPPEq3hmvjKuD9U+B7C0QuxVPQK0d+ptvqRTT1L1I5rm9hel+RqGN76ffbFylxcv0Enef+FqnnhpdJZVfTqufPHaTHPjNL1j7tSRheKuXtlaNF1qw+KNXr8DKNVU+nyaW2JvjLOpHG7XERMHUdOr/KHBiRCx1bIf96eOAAbNoKH6wwkAhAsKfoMpQOg4rxULserA/loyFaDL7JlhufSkilfCZW6j4fVKxKi9+ukCfn1Coply8fAW1B8JPg7eysjnr3JJHum+tg0+HOY35gigj9kqhU0NdPEFHfFIeRpfDuyUocpHxZU2yu0/y0rhbeMFSJyco8EZeb6/QelwyXerowrGqSxpjiNZaC+zfDBYM7leUzquHOVar0SHpqWPXWMbIFuWGCSMVMAqYwDP/YIPHC9L6ax6sKpAJfeUBJjIFFcMvrpPBsiis2S6Kaz18/BKaUQR8Dvap1zVYe0PphUmXaXmuaPJVLc6AyH746R9evMabEbq9cfY5NhzUuZSwNZvUTub1qv+zABpdq3r99kc7/WyvghoshauHNDsQHw5YmWTDsb5XPbWWeCOOmmNS4IVe2DGsOQcaiI+y6fPLMCH1CsSyxmkUWPeAVI1V/9atf8de//pXdu3czcOBAPvKRj3D55ZcTDoeZOnXqK3UaWbxA7G11KI9mdWmnG1wDpRGfva0u8OJLOrM4eXAcQ69c+PQj8KmZ8o96ZrdsAJ7cqcVm7zz5Wm2slTIg47s4slzlPtsblJUPunDfBpUaXzFSm5nvLZJKIC8EeSHLkGJIxLILpyxOfziOId7ksHS/NhKDi6W+mtRbJbrLD4h82FwnUgGkNq3Ig2X7YFCJyJBBxXrs8R3aZL13snyOp1eJeGmI6XmJLlOrY7SBS3hSrH3m0WMVk0/vFhGz8bDiGKQqCboie12j2P7zWjXSGVIiFd3f1mljmRPUMX+6VMra+bsV9//Y0P19wq6UQ79YBhcNteS5PjZ1amVVPM8S8NoZmWcYU+jg+xYv4T+vit4LxTnjAxEW3e50u8DGhTM+6OOF4llvxlMdkRQjrjBsvKe7ZDWYC+Ous6RMApOEAhJcUC2D3WTSg6S+8tJQipnVQebv6SRWn94FnzpTREXLUbzfuQNVDTJ7gEjJQ236PeOj+myNfIgzeGqX5uQJFSJnbl3QXaUK+vtDW7sTqiAis1+BSOBzB8E9G/VeI8vkQ1mZp/n8i0/q+f0LlRT1rR6r79DPLQu0DqjIhWl9pSQ9mK4qj3saz1K+GtMMKRF5snCPyqI/NAV+s1xJovqAPtvivd3Pc2cjHKiDEc3gDZDdyK4m2QwsQp93+0pd74w63nrAUXZTrutwaKnLyl8bnCCUDJFafMfj4CUM590SgmiWWD2VEAmoUmJGNTy7T3PIf7YoufDkTt3XlwyD4e+BXX+Bd78Pblmt+7JfoUjATDyMLFPyb12tyPvLR2jeaYqL5H/HRBGKGw8r0XHRUJGfV4xUJdb6Wt27Xc/lHxt0vP6FUqtO7A1/WStP158sUaLyv9vg0e0wrhdcMz5dVu8pNq4YqTkyL9RpGbBor1S4143XY//aDA9u1Tn2KxCp3L9Q939tm8rnq/JFsP78WXmh5oe1brjPlYChb4FibO4geGYXfHu+5v+RZXD1OCnBz+6na3WwTSX/D6W9k9sSUpkur9EeIBpEylIPLugHTfvgiQNw/87O7y3pw13b4fMToDQCBwOwYpumu4Ot2iss3KME8oK9Oo8DrRlCtRNxD74z3+G754UJecdvYJlFFq9VvGKk6q233srw4cO58847uylSW1paXqlTyOIFIuHBoXaHkcXZHcbpiLKIlKpZvHrgug4pE2BFjcGz2hB9YbYy5o9sV7ni+Eot2JbXSPVy20LY3awmO7Vt6mLc0CFzfN9qQTa2Apbu1fPH9Mp4yVk+NAXcWA9mbllkcRrC9YLsf8Rh8kSRk1vSCrO9LSJGLx4Ge5vUJGNkmTZyvXIVV9OqobFdjSge3S7SYlpfbcSe3CkF+bfmSU0+rQpuOlMxWNOiTdt5g6SScQ08vuv4JegPb9Nzl+7X75N7i+j5wSIojhouGS6fut1NHOM5Or5CpFFHSiqdtYd0fjfNEMFa36GxY3JvqX8+OMVSmetjYqfuxsn3Lb7/wtconu+RNyTO3G+H2faQoXmvoWigZdDrLOTESD2HyjWLUwMpk6D6XOg1NsjW/xjiTYZe432qZ1pS4Ri2y1eYTB57bzjJOG8baTirn8tDWw0dKcOUPpaga/jKHBGs62tFqsysFonz57VKqAwsUrKkK/Y0iezpCt8qCdMQUzOrVQdg/WGVE79hiBSoXZvDdcVjO+Cbc+EPK2FFurHWhsPqBH7laJE1GexKx/hapEL/1EzF8qE2kaFzBqo0OUOoZvD39XDNONkAPLJNn+2Nw9Nq3AMiVgKOlG9Ncbj5TCnvdjSq7PiCashJwCbggdVw8XCNJz1hYjkUFYEbsce0uXESITbfr3Won4TDRyV49i009L3A7fF7zOKVh+s6rK6FGf00X53ZTyrSwSUi/yb3hv9sVQLw0sEw6gPQuAG+dgY8Xav5JeGJQH1wq5L7d6/VfFSRVmDWd2hdOrNaRGBZTuec6zpSe9a2SWG5ZJ+U21jdy81xxcBTO3UcjGLuQKvi+tOzRBzubVYSYma1PFZzgprLA47u99aE1KyP79Br3zM57XmaB1+crcTJnia9ZmZ/+bHWtiu2c0M652U18jh+3xlKSlw7TuTlwnSV2KBiqVzrO3T93jUR5u3WNdjTJIugxXvlDxsOKK7jnpIgU/qIOB5aqud+d4EUv0URqVajuTC3EEaXwMP7oSUJk3rBlHLIM/Dd1VIAb6mTKnXOQFmDvHey1PjTqvR9332cMSrpw6Y6w4QiBy87Z2aRRTe8YqTqJZdcwiOPPMK73/1upk+fzmWXXcbcuXNfqbfP4kVgb6uDj6EiJ7uYOR1RFvXZ3BjE87VQyeLUhxeK4liH2jTH4QNfeQoGFGpTlxOCjoTUa9GAFo6tSS1if/asFq0Te2vB955JWhiOr5QZ/vBybbzO6q/So5GlPl77qUumZJHFCYfvcGAFTJwFj0ZEiICUYd+drzL4d09U8mF7Q6fiZneTCI+BRfDR6Sp3nDNAm8bvLdAG5MzqTk/VxfuU9DijjzaXde3aHF4wWORG3XOEXab5BGgj+Iah8OlHpTo71Ka4ry6APc3dXxd2pbi7ZUHnZ8oLwQNb1Ijj3IE654Ntemx2f0uJ23FaqtRTNgV5KYZeFQDPwbo+KS+VNVN9FSFpErgVCUa/Mwi+wboeCc97wYbfJhGjf9jwvnEBfAwh45OwDvWJEFvqDEPTJNHvV4moASUuv/96xXdtlxjNJCnG9YLVRxGLmcRGTlAkyZoDKqI9Wv3VFR0pEThT+3aSqqAkz7fnqcHVOQOUrOmKR7aLgLlylM5vyT4lWmf1F1Hb1UrEosfnDNB6oCwHBhbCl55QkqW2TQTOX9ZpzDFIfXjjFDCelH67WpU4evs4dUTvadyJBODC3rDo63DO151jlKoGQ6zh+Nei9aDBZP3HThk4jlFzxrAaQn18BuxrUhXUtgatH5/e3TnHTe8L40ZBNAnnD4YOX/68+1pEkuYERWKC7Hb6FupvZ1brHq1rl3LZoCZKnoUvPKEYfNMozZmgPcwTO9T80XW0zq1t0zy9rR6uGg1/WC3if3JvzbsNHVJclxyEtwyALc2qOsl4F+eFNBe2JaX07pdWvlblw/heOo5BzbQCrgQJu5v0vKKIiM9wQInYMb0U89ZKYbpwj7zUQZUw1YVSy753EuxrBaz8lQcVi4jdUKtjjSzTeS2vEdlbGFYSd1a/9BqgVeuW/kXwizUiUS8fCvkRsCnYF1OFTDSo9798pIjT0qje3xhdl8HF+n/H0VmQLjjUBqY4G5tZZHE0XjFS9bvf/S5tbW38+9//5p577uHjH/84hYWFzJ07F2Oyk+ephF0tLq6xlEWyO43TEeVRn5Q1HOpw6J2bzTSeyjAGvHAOT+00XDZMvkoPb+t8fGeTmgaAFnQ3lank7tn9yn4v3a9FXFNcqoIz+mhDds4AWLEPxveBRXuU6V+01zK5t4+N9dw9O4ssTlsEPUqHBdj0Q8OnPg6PHYaFB7W5m1EBFw4UwdCeLiPe2iBFTEtChOtlw+Ge9TC9Wurws/uLbNlUB61xqVxq0sLvpC/FSgafngm/W6Vuw8NLtSntCUNKtMk6q582mXet1mYqg9+sgA9PVRnx/D1SxE2oVInhXWs6G9dUFUiBB51E7sK9nU05iiOGr5wVwuX0HQeSXnrHePrxxq8JWAtJm2ZA/ofv0Pet5JFwxEc3Lxhgw2GXdbXHPt8A7Qkp4f67TSXBni8is3eeGuSMqVCTqpaEVHkXDlUZ76qDSnh8c67I2v5Fxz+vyjzFZr9C+Ng0lRrvTqviLh0hX9WhJSJ3Ht0uEmVQscjULXVwy3zZexRFRHxdMw6+cLb8m9fXam0wd5DKlX+3UurUfoVqVNmWlPXJW8fAPRuk2CuOyPpgULGIqUuGw+whli11cM8GkWxFYfjCWfD0dnhin8adSb3g4t6w4w5ItMK+xdBnTnfVqXU8ioe41G3see9XMc5mlXCnEFIpn+GlsKtZhPlvV4jczBD6T++Sx+5TO7X+XHFA99tZ/aGmHR7cYnn7WMPAIlVoeFbJyB2NcP8m+Oq5Uo/ub5HNzuwBivNxFSIRG9LJwHdNkp/pn9ZASQTGVcLfN/R8zrGU1KIVebq3l9eo7P4NQ2B4Piz/PygeDWPfDi0+lKTte/Y2657P2HwcXf3x5lGa4+9cJV/Ushy4dLg+SySgeN3ZKHutlriI4Ie36bp84AwJHubv1lp8RrV8Wrc3yq7n0hEiOduSqkL59CzN+w9t1dgwsFhCihUHFKNvHC4LDs/quyiOak4f3hv+u0tze8qXsOKKkbJVuHeDLA8+cIbO6x0TRECPrdAxXaOx6MBxitVGlJKNzSyy6AHG2hPZRuCFY9u2bfz973/nX//6F4cPH6aqqoqLL76Yiy66iGHDhp2MU3pR8Dyf5uYOiotzaWhoI5U6fQaY362PsKfV4aqh8ZftPVzXkJ8fpaWlA8/LkrcvBi/12sVScMe6HG4Y2cEZFa8ez6ry8vznfNzzfOrr257zOa82OJEoyw+5jK805KUz+197upMU6YpPnynl6qcfgy+do81NQdpzzaKN4c5GKQL+vgYuG6VGGsNKLUHjEfKT+KlXz/1wuiAQcF6188ipEJMn6voF2nJ57P8k3e89HYqnAgaaV8Kgi+HGhVLfVObCxjopaiIBbQJ75yv2Aj6ELGxo7SwpDLnaFN268Nj3rMiV4ucHi7T5a0/Kh635qKnXAF+Zo5iuaZWa5HOPH3s8g4jUi4ZKbba8RmWFGf/G/oVSDf1quX53jTZtty7oJF0Bbj/fI5RsJxAKEjdBfGsIGw+biHOSloyvKIyBAEFIuuBY/GDyBW8iT3Y8P19MwsmdK1/o9Qm4LiaRNgMOpzqJ8JfhfJJuGA+HjXWG36wwx/idzuqnkvq9TSJ3JvcR8bH2kJKWSR/eNAJG9upUwT25s1P5NrFSJE1RRGTFr1f0TFh8ZKrK77/4hBrcnDtQhFBjTFUlZw+AHy4WGTV3kP59dr9i/g+rpBgEEa+z+omEKomK3EpZ+T02xUXs7mxU6fLKA51C7fIcuG6cmlbubZJabcEeWRCA1Hpn9bP8eGl3IvTjo8F/CIqmghOE5jWw7ynw0uNYnykw5j0dJJKd36HjGLxDOTz1ZecYpXikCM7+ikcicPpUzJwKc+VLhReKcseKAG8cpuRhblAEZ9CVUtRa6JPv4/n6QkMuxD2DayzG+njW4LgODTGHghDUdsDXn9axrxylObM1odL7ISX6CboqU99cp3vaMfDH1Rqj3zFBa9i/r9cxAo7m6KFpr+CBxTpeUUTKVccoCfLPTfD2PjD/U3rdlA8paVIyDX78rAjUj01XkuLoLVZOEL5xbve/barT579rjZS4Q0rg4qGK5ZAjpamPrk9HutHU8FLAqKFlyIW6mMjOs/vrPBOeiONIQHYHgfR1dgxsr5cyfFyF1gSZYz+4NW0tkE667GjU+fXJl0froALoE9Bn8qKWsOthrfYIAceSJMBvVhjOGZDeJy479h6ozIPPnpnCTbz6k64vZK7MIosXg5NGqmbgeR5PPPEEf//735k3bx6e5zF06FDuv//+k3laz4vTmVT98uJc+uR4nNP35WtklCVV/3eciGv3m/URplcmuWzwq6ff8emwKH0xsOEI6+sChFxDUwwmV8GBFmWi/7BKijSLyneuHgsle6BtPZRfCf/eLM+rezZoMQpaaL1zIhSEoDkhMmhEmSXPxPET2aZlJwsnm4R5KTgVYvJEXT/XuKRqI6z4pUNzWklaPBTGvBN+vRdWpct2bz8HFuyGB/aIBA06MLsK5kRg9Xdh7Jfg86s7j5sfUlnt3ma4d2NnSe2ESpXw37Ne5b6jy1Vq+J7J8I/1HFHMVeSqgdzyGpEkw8sgkYK714ls6Qnvnaz3uHutSBTHwPS+lvMGwa0LDO1Jley+ZbSUKl1LkgvC8M1zUvjGZWs9PLBFirQBhZYrR0NpIIZNnr7JF9e40BJhwz8MdZsM4QIYfqlP8QiPhDnOBe+Ckx3Pr3ZS1RgIeTnsX2TY/oiDl4Q+UyxDLrSkwh34/om7pjYcZfVhlwc2G1oTqgS5cKjlr+sMaw7JOuP8QVJ0/mGVlOh/XN3zsUqiivNl+6VmzYwNZ/dXnP9sqUiOj01Td+97NiimLVKEXj1WxO0Pl4go6gnvTY8NdR0iZUaWSw07rATOGahGP0fjUzNlRdJ1qXj+IBhQpHOoS49H4yulrl1zUIRvxru5K95/hhr/NBwVBtcMgejd0Ljj2NcAjLzSp+/5sWP8UQME6NgTZuVvHdrSdgflYy0T3mHxctqlKD5NcCrMlS8Vxhi8cA4rDhr+u1UxM6JMBP+qA5bzB1rCqef+3owxpEJRmpMOIcdwsE2x1RiTGGDTYZH4y/Yr0TigEDbXQywpcjTpwy+XS4W9bL+qrn72rOaz68arUVx1gYjNvc0iG8MBJRwe3gYfny5isyQBO78NyTY1upt2IzQcgrxpcO8mkaznDFSp/L5065ehJVLn/n0djOplOac/rKs1JH14bLve/9Ht8lT1rc73qtEaC/65SUmQN42Syr0xpud4VuNM0of7N0p56qbL8X+wWO87vkLN6mpatYY41KbPeNkIEbKZY923EV43WMTvDxYrrq+fAHlB6G+h5mGoXQ5uEAaeb6ma7pNw28mwQI5jiAVyWHvI0CvPcKhNY0RDTMea3Mdy7VifYKLjtEiuZknVLE40Tjqp2hV1dXXcc8893HfffTzwwAMn+3SeE6crqdqcMPzfgjxe3y/O8JexUVWWVP3fcSKu3f07wkRcy4fHv3qyjafDovSFwgZD/GVTiJGlhn5FUBCRb1RLQpn2wcXyUU35WjTmJWDBzeCnoHQ4DH8/2FwtzHy0cQs6KkPc16LM/pWjoTrSQezo9sRZvKI42STMS8GpEJMn8vo5jsH4OdQcdjAGtnRAVS81g8jguqFQtRaio8APg+tB3dOwfz6Uj4bDF8Jfulh0DC8VWbK+VirRnKBIznWHpGbrSMFnZklN8qfVet6FQ+XFFnS1aUp62jTdv0mlx8NKRcr+Zd2xnyEakA1AXZvPhApL3JPKJWKSeNYhbl1847C32bC7SRvPFQc6rQSuH+dzRh94eLvDvzZ3P7YBbpphGZrTflqW/2XUc09/1VHH8i7oP8cy7E0Jkua5E5EnO55f7aRqyI+y5HaXxu3d1ZChPDjnaz6J0Ik5bxsK84e1QZbs7/4+QQe+dI7FQcmEBXuUGDlvsOL2S0/07Df49rHyKh1aIpLpQKtidvFeeaKeN0hzd2EEyqNQH5MHpOfL/7QsR7HYk6I9gzkDRHCsPAA3ThXBmyE8vnMefOrRY19z0ww1rTwag4pFrvYr1DEy49Hbx2p90NRDodrHp8Pti479e0UufLAI1n7/2MecAMz9rk8y3PP3Fg4FIBbCixuMYyGcImUSnDo70xODU2GufKnoKWb6FYrUv3i4JdfG8HFwHbAYrO/jJVP4viUQcHGsgwk6WAcwkl06Rkm+WErzVGPM0JZU9YRB/qRvHq1YWnNQ69cnd3beix+dJoXoeyfr98m9leCY3ldKcosasF0yXP7oU6s0D9+/AS44BNv/ps/hhqH/2dB3BtAbkmlzRNdRpYdrIOhaUkkfx1iiJEkZh5QTBGvwAM+DSMCSspnPZPjLuk5hQ3kOjO0FFw3T52lLSODw2HadV2NM9jygx/+2TnE6q5+UqXet6TzOtL4inDMeqC1xVbj0ypPg4s7VarDZnoTzi2HtN2TFkdcbSkbJZzXeYJnwHo+E07kPNAZsIITvBDCOIeEbUh4EHUvIJjGp0yc2s6RqFicar5in6gtBaWkp73nPe3jPe95zsk/lNYttTS4AVXmn34Ypi06URXw2Nrgn+zSyOA7a/CBXjJQSoCQMhzu0UJpQqc1aW1ILtf6FajgzphTe9gnY8FOo2wQLPq4yvJFXWirPttz8tHOkFDHswjvGWwYUGuJt2TjPIosMfN+SCvl8a4NzpBz+pnJtqDL5q7/tgM/OgL2/g/pNna8tHQ1j3g0/O4qIrMxTCe+/NsO2Z499z7Cr53z7Gbh6nMr5/rKukzAdVCyViueLcLWo3HBWP3nD/XebNmAg1fq7J8GWOsu5/X1MvIMcgHQfHwPkuA5xJ8r+FtjWYCiNws0z5PFWEIEZVZbDMYcHthx7rhb4zQrDV2dHcLzTpzQ3AzcVYtlvjiVUAXY9YRjyhiDkvnqqO15tcBxD8w7nGEIVRAhsecAw5E0Bkv5LTwQ2pQLHEKogxdgfVxuuGWv5zQpDU1wxet4gy8bDhhunwa+Xd/otukaEaTDd9HNCpVSpbxktn+ODaZ7sz2ukWh1ZLj/KK0d3HudTM+EfG5RIyQupZLknFISlUrtqtFSvGcVoXkhkyHXjpSTN2BfkBuU72RO2N6i891MzRWBl0J7U+/REqjqm+1iYwcE2WF8Bo6+2bPirydjVEi6AqR/1sZHYMSX+rnFxOiJsfwiadzkUDfTpd7bBGu+0IW1ONzQlO2OmKCLf/oNtSvo1xqCRCCHHsKdZ3uAGyxuHhqnyofEw+KUGz2bMqCQSmLdbZODrBls2HFZyb2Il3DAB/rwWluzX/XzVaJXCF4R1Lilfv9+9VhY6/96ke/fManhwi1ShJv1O+WF5kn5gCvx+pQjWNbUwewz0rYe9j8uqYvsjcHAVTL4Jfrens/lcQRg+Ns2nMhjD9RRcmREokHZlPkKmpMCGcmlJOHxnXtq9xFWVWG5QsfrYDiVQ+heqn4FrFFuDS2DzYXmb5gaVEGlPQm5IMRp25SnbNz/9waz6KoAI6YzVz/Qq2ReU58B/N8Ghh8H6MPZTcCACjzfo+WeXGNpTLqGIOaIuthZIJnDSnyuc/skgG5pZZHF8nFKkahYnH1sbXQpDPnnB7NB5OqM86rP0UJDmhKEglP2uTwWEQi6u6wCWpG9Ysg+m9YHDcZUTbW/QRuyWefCN81QqdPEwkapr6+CXKbjyZijypFgtKLXkFfkkknG+OSdES8LBBwpDlghJckIR4qe2MCKLLF4WOI7BcbSROLpUMexY5gyw/HebNn4rarRRe2a3Hu9IwTdXw5VvgolRyElBOB/m18Fnl6r87g1DtLmJBLT3Cbs9kxEgcrQxBvtbVbJ38TA1qyD9OpCqbek+lTzmh7UBS/kiUz8zK02WBiHkWsKOpV9OEuLaFLmuGoF6no8xhkYb5SuPO3QVqD+5E26cZplQYWiPWfa3GI5XwdkQg/aUIe9/u/SnNGzCpWnX8R+v2wilU53TUqV7KiDguux52jnu4/sWG4ZcEgD3pZGqgYDDqh4I1Qw2psmdr8/xqWuHkqhl3h6HaAAqc+CTZ4p8TfoiXOIpjQs3lMr/8aoxit2rx6o7eMKTEv3R7XDHsyIm/rha83l+SErP5TUiMucM4BiFOCjGZ1RLpf74Dq0JMrhgCDy6DQ61S6WeKT2u71DJcHWBlG5HozJPTW26Yt5ulVTf2YPNwcoDUgDO33PsY/ftgnPO9amaAvEmgxOAUIHFhhMkjir7dx2H+N4I87/dmcA4uNphywMw87MRQn06sjF2iiEQcFiZtoRwjZSi/92me3dUGWANjlHDww2HYU8TlOUYInWwcye0jAS/XQpWg+7Hf6aTkpEAzOpnWLxXicWdjTClStYCGVV4NKh7vzwX/pWu2JjdX+dwsFXVFpGAEhLDy1Tqf/5gnWt5rlSsLQm4YaLm4TOr4Ydr4fUT4MxzgVZwwnDQglcGVxfDpQkpVYvCPuFUB34P96Qx5sgca60F12VzoznS1BJkY7B8P5xRBV9/prMqZM1BqWmvH69GX0URNZPNCUqRe6BV40Z9h875A5Mh4kpkYa2u9fBS2NUkRX0GW+qk2L1yNEwvg33Pwpib4Y79ajSWwdL9ML3ScO34CMRfPVWLWWRxqiJLqmbRDZsbXfpkO8Kf9iiL6jve1+pQUJJtgXwyEQgFaTdhDnWoNLAjpcVh2IWkhdo2lQBbVCb0zklqWvGeyVKXXTdeXUh3NsEt6az1xArLu4ZArEM7poDXQXHmDRMoTZ1FFq8xOI4hEYiwr8Vhd7MUH9UFlrAXO7KJj9kAU6sMW+vlwzZvt9Rcu5u0eQHF6J+3wYemqElVYwoC6YYyGYWpY+STev14kSDvnSzPw67E6tASbaJq08mNhKcN4+BilSw+sl1/z7zkqV1S4Ezu3b3jsUHqlhGlhll9U5BMYFyXuBtmc52hMaaNZmnU8tMF3QnVzPF/ttTw/ddLXRR4niIGD0M8mEPIJjCnUXM78zzDohuGrFbn5YUb6lSyHfvYiXkPY2StcTw4BiJBiPgxyh2PgA0woXeE3U3w1G6VPCc8qU8/OFVlxZkkhEENpuo7RPR0/Vt5bud77G9RU7rJvVVyH3RFsswdqHEj46mcOZ/3TBIB+r2FdEt4jCmHvgXw/XSznpUHNNasqIEnd8mv9QNT4KdLu3swF4bhpunw8Pbunz3T+XxGX3UOP3LNkEXBuAqNhV1J2pALn5ppwY+RCPpQGaKVIGsPGSDMmF5hckwSk0wnehJhlvzwWEW4n4KlP3I4+ythPDdL8pxqCDlSYl+RTvpdNlyJBUgn+VDp/Tn9YVAJlFlY833o9Q4IBUVQguLvn5uk7r56nMjSiKv77kCrKi6+8qQI2+sniCCdM0D3ZmFExOgfVkmNuaOx0zog86+XbgiVISVB6tT7N6nRW9CBm8/Uffzgbv0Y9NoPTpFH6+Y6xd0Hp1jKA/FjCFVjDKlghJaUg/ENde1aCwSAhGeOjC8DihS34yqlks0QqucOFLEbdFS6X56rfglNcV0nx2gN0JLQMaoLIOVBu6/HPCv/2fMGSdELImOvH6/xqSkuorY0ByZ8DXa0dCdUM1h0AM4b6tAnYE4Ln9QssjiZyJKqWRxBU9ywv81lXGkPdT9ZnFYoClmCjmVvq8vILKl60hAMB9kXCzN/t2F6Xy0ezxukkp+JvdMNK6yIl7+tV2bZs1LDBR0Z1R9oha+fq+x+exJGlluKwmA6emgvnEUWr1E4jqHdzeFrTzvdyIX8EHzhrCj5TjuOY6hPiCS5ehy8eZTiqqZVCrCmuGKyMCxyM+DAtnp1LR5dDt86T483x6C6ULH5xSdVClyWA1+Zo41cS1yP17aJPJncGy4foQ1jr1xtKh/f2TN9d2a1iN6usIiQOX8QtHsuBa7Lzo4I31vodCNx/2+W7VGxBtoc72+BATkpKnMDhN1ju6CDGt5trzf8eoXLDRMiTCqLY1KnSaO7UIpe4xwOre6B1DNQMtSSzHrAv2xIplIMmGvZPa9nUnXAuT42lISXuGTxAhFGlB3/8TP6QE4AEjEP47rs6QjznfnmCIEEIjk+MVPkZVeS0yIy9S2jO0lVi0p+Z/WTsry2TerzwcUaD7bWw6xq+PcW+PESeOsYeP0QVafkBDU+gAikr83pnOuHlGgsaorB28ZoLBtUIm/HbelmVw0x+NVykS1xT2PS4GKNR40x6JWjpNG2ehG7A4rgqZ0iuC4dbllXC5419CuEhXvUBPOacUr87m7SWNWvCBrbLSYINhjmwZ0BHtjSPUNx0ZAgbxhoMMk4yVaHREvP1z7WAKlWBwpf6LeZxSuBVEpe2/kRzYMhF57erSZKrQmR+Yv36blFEfjIVDAdECmCXT6QThw6RkShQXNqJKD7NxkQ0XjXGiksHSMBwb83aU389C6tiefvgbeMgq/OgZ0Nuu9zg7LWeGCL5uS1hzRP/mmN/MlnVotcnVYlItIi8vf68fosu5uk2h5aKn/jSb0tcwbA8FJLyIvDUYlDYyAZivLf7S4Vufrs5w/Wseo6pF73ra7RpN5Skb5pVKddx0VDdc6+VWKlJr1UDxiNDzsaVK02sTf8J21lMK1Ktl/W6vw3HlYcLkwrVIOO/GVdR428tjd0nq9rdK3HV8Cqg8d+t49sN7xzlEvqNG5AmUUWrwSypGoWR7ChwQUs/fKzJNvpDmOkVt3bmlUsniwYY2gnzK0LDF86B774hBaKyw/InH97g7wYv/gEfP8CkS73blSZ4PIaNb3olQvvm6wMfMDRYjY/lCVUs8jiaKTcMN9f3J1QBW3wvrfI4XNnhgnbJJ4V+fCbFTCiVF5of9+g33OCIiRCrjY1YyvgZ8u0oakqUPxNqICz+sO353V2Df7dSm0eLxuu+Fy0V516CyPwjglw+0IpStqSIlAm91Yn8tVHbYCGl2ozmFHMdoXN/PiQCIaPIVQB4t7xS55BxKr1fQpDPjdMdLjjWdON2A278mz96dK0v+pKw7C5IfI5PUjVlEkw/vogT33ZHEP6TLhBpcxZvHywFsLlKfrPDrLrqe73akE/S7+zLXHvpa1PnWCAJ3c7VOSaI+q1riiOiMTxfYsJRUkZl+8+2Z1QBSk1V9bQI+o7pGSdWNlJrIKSIQdaFENrDsH3F6UtBELqfL7igMaMO1cr1vrkSxnaGJOf8uJ9Ipt8KwXft+dp3q/Kl1fj64fA71fA28aqsdaqg1DbLh/WHywWAXvhUBFH2xtE9F48DH64CCrzpaL7y1od88NToS1pmNbX8tsVUuVmxoI7lokU6pWrn5pWKIuCU2DY334soQrwwFaH8RUBqsMJ/OcphrPZYrlTFkv2Sq1aH1PTpfs3icBcvE/34GUjNAduOAzRlPpRZb5Og/6f8jV3NsWgJe0nuj+lcv9kuvnqxcNg2X41cmpLQntKyYRIutnq3WslLkh6sK5RMbu8RiTknAGao4eV6veHtsq/tDIX+hdZqgsN83dL2Tpvt+7htqS8Xcf3ghsm+BCP4SV6vhFtIMQf1zjMHQTfmQefP5sjHuzNsU5rguvHK3YzDWVB5z+yXOuHBzYrNi8elm6wFYGlNRByDCmrOEz6+gxvG6vER9f5uF9hJ0l6ZrWSorubuhOqICHGj5fAJ87smVRNeAZ7nOqALLLI4oUjS6pmcQTr6gJU5PhEs3fFawLlEZ/dLVlS9WRAZcg5bG80FEW00eqTLwXLxIp0CV4RrD0M14yVWf8ZfbRJe3S7iKCJlTC+Upnqg20wpcoyuhxybQdZrXkWWXRHh+8eV6V5sE0KT9ePkR9UwqKmVeX/dR3a8Eyo1CbPdZT08Hxtaj48BRbsFQkydyCEA+oQfsNEbZjWHhIZe84Akaj3bxT5em66zHdHoxpU5IXkI7e9Ab49X7Yes/rBs/tFokyvkiLsC4/3/BkGFcPhdhhc6LP60LGEKqjbcGm0s8lOVxhURmyTYOLtjC7L4ZtzHZ7caTjYJquCyb2leqvt4sP41C7DFYNcEolXfzLWWvBz2znn61EOrnA4uMoQLbUMnGtx8hOkyCp5Xm4kTZxhb4b+swNsf9TgxQz9zvYpHOSTcDtesvtCnBD/2mT4wBTF8M0zYMk+qe1GlCkGntxhuXIUNCQC7G3pJEyOxkNb4dOzlOw8Gr9fKXuQuQPlx5zylWxJePDlp+CCwXDjNL13W0JkyKdmimxZvC89ngwSEbp0vxpZZT562BUxGvf0s7leiZ3zBsOGOhG+ffI1hrTE9frcoJri5AT1Xr9fpXN6aqca/aw5pHXH+AqtK5bshbJckVODi32W1XRfK7YlNXZN7ysS6f2TIYXLv7ccn5z59xbD+8cHCRVY3LCaAx2NQBSC+ZZs+uLUgus6rD0kX19rYfFekfmTesMTOzV/fWSalKAdKSX/DjZBey30MZDM0RzjOCrr75Ov46Ss7sPHd8DGWikyQaX0f1otsvR3K6XK/P4iqViLI2re9NuVSiTMrIbWuEjDrfUqtx9dbrlqNNR3GBbvA9fIK713no9nDftbDJV5DpN6W+bthtaE4YoRPqNKLTbWcYzXelfECdCaMKxLX4/6DpG7KQt9C+GPaxRvrxssNbmX9j+PBrSOWLRX9hoPblHyYmejrkXch3s3aFwAxebESl3flTW6JklfytO5A6WAHV+h401Kq9kzVgBHw7Mio6vyO5O9Gczu78t7I4sssnhJyNJnWQBa6K2tCzC51+mhOMni+VEe9VlTFyDudTZEyeKVgRfO4edLHaZWiWBpjEFRWKTLshoYU6GMdTwlBdzWevjc43Db+VpkpnyVEi3YLbJ1XIVKjpxka6Y/TRZZZNEFz8f5xT3IN5DjJLl6XJDbFkqdtq1BTTe2N0g96ls1mWlLqlnHigMwpTdM6K3N5G0LpeL53kKVCA8p0bFvWyji862joTUpf7SOlAjOi4Zqk/jr5bA1rTL5zQptHqdWwZyB8L0FImUm9+nelAK0ybpiJDjWJ2RT1Md6Np/87zaVFmeUpl1x+QhLYdiQ8B1iTph4EnIDPm8eaXi2xmHZflmQHI26jtNL5eJ5Fi/QTvkMh17TXYxjSSRT9KxZyuLlQNKJ41YmGHW9Fiae9Uh49oTY2XpWqrf96UYwj25XWXFRROTE3mZVjKSsQ05Ic/Dx0J4SmTm5d/fGUSD1XTSocuYBRSJZ+hbAjxZLIffPTZ0kS2WeyI5/btTfbpigNUEsCV9+UmNNV7xplEiorrhshEgYkOKuPLdzDBpfqTL/3nnyi9xU1/m6VQd1LT46DR5Lk7v/3SqiNTMGzaq2PLbj2GRM7zyRY9UFllxHKv+m+PHHguaEwQPcUJxx10ZZ8atjnzv+HT5+KE424E4tGGNoiMGAqObApKfkfk5Q99vlI0QIXjyss8z9n3vhhkvAPwwNffWV2rRqszRHSlXjy82jOa778LzB8MwuzXn7WhSXkYDmykHF8Nd16iVww0SpRB/aCk/s0Dp4eCn0K7RMqvAxvof1UlRHHCaUGnzfx095+HGLA5xd4WKNg4Nl4HDwDeD5eAm/x1vPDQZIuSFS1iGZbkLZkhCpuyXtv9qWVNOsOQNEhC5Mk51XjIR/bRQhvK9ZSUnPam5fX6vnxDxoa9Ux1h3qVJ9PrVJi9b5N8OmZqjL0rZIt+1tkIzS4OPMdPfc6pzX9fXXFgELLoEIfL5G1tckii5eKLKmaBQDr6wMkfMPQole/2iSLF4ZeUR+LYV+rw6DC7Ar2lYIfzeNAq4zwLxkOOxpEdDy0VaqS/c3afK05qAXqf7bA64aoI/AXn4Kvz9FG6JHtUrjUtMIlIyzGS5HIEqpZZNEj8kKWgNPZKKIrHAMFYQsJ8ONxBua7fOUch39uNDy2Ha4dL8XIg1u1+RvdS0qRh7dqo1iaqyZycwaIeN2bVsTuae7e0GVoqeL26XQy5JLh8I/14opunCoPuaX7RJqmfKlgxlWIUK1t16b1nRNV1vjEDp3L0FJ4/RBLTsCSZxIkE0lGlvVMqu5sFDn8pXPgvg1qbleWo88STDf6eLY2wt1rDS0JXZd3T7Qsq7Esq+mZLJlc6ffYFfnVjlTKB/yX7N+Zxf8Gay2Jl6EJWtD4lOe4/HWdyvBHlcOTOzuVqu87A/602rDmkOw/3jb2+McqjUJDzHL1WJEf/95sjhxnzkDFdmYMGNNLc/5Hp4skeWy7Yjw3JFL3ewulmI8GYFiZupWfP0hk532bRKD0ztOaoDRH1iBFEan+zh8sMjTjaVldKNILuo9Bn54Jl49UkvbpXSJnZvWT2vSu1XresFL45EyVddd1qGw6mOzgi2dHeXKXwzO71eV9epWa77THfd4ywsMkEgQCLuMrfHY19VwBNa6XTxCPlO9ROiHBWV8IsuEfhtb9hvy+lpFvtoTKEqT8bNCdavA8n1HlsKVexFxFnu7HpftFZvbJV3LgqV3yN7UW9rfCw1G4qASqEpAqgowDTTSgeTJTFj+iTMf6xTI1WssLaU761XI1j9rRqGTCjgaV7D+8Fb4w2/LfrbC+1rCnGSZU+JSFPRJtXT1+er6XUikP8F7Q8G7DUWpiLlvqDP2LID+spMfs/ppTS6KqYClFydPrxsO7JirxsbkOHtoCV4yCPc2WAYWGzfWKz5nVUrkPKBIZmvDkn/rvzbL3mNVPBPVNM7Qm+Nt6WQqEXEvIlefq71bCB86QrdDBNn0P+4/jVzy2l9Kf9R2GgAPnDfKZ3sfiJjqy7RezyOIEIEuqZgHA0oMByiMexeHs0PpaQWnE4hrL7hY3S6q+zAgGXWJOGGMMd6+FiZUGz2pBNrRUC6zhpcpyl+TAgTZlrMtytLHpnSfFyZ5m+Nh/4dLhImEcA5GAJZc4HR1ZlXkWWRwPIZvg4qFh7tt07Ib/vEGWkN8lfuLt9Ao4vGN8mJTv4DqGQMLQewzUp2BXo9QpE3pLgVYWhQNhuGUBfGiqFGNHN3mKBrSJ+tQjUpaeP0hJlMzzvrdQqtYLh2iT1JLQxvXnSzvL7S3w6xVSsdw41ZIb8DHGYjwPk0pircUia5cBhYadTccSoYOKVVY5pESb1C31cM8GGFJiSPnwy+Wdr/Et/GmN4WPTLSsPcIylQEkURpba43rPZZHFqYaQn+DacS63LXK4Y5ksPGb2U3y2pBvRrTmk526sk3/xiDKV5R+Na8ZZBhf5JD3LmHKHvgWG3U0iUm5d0KkacwxcNRp2N8KWwzCul3wcM16p357X2ezqwqEipkDWAFOqpES7eqysRH61XGuBy4ZLydcQkxq2Pq0iHV6qLu2P7+x+rsNLlYC9cxXMHQCfmQmrD6lUelejfB4n9xE5e9tCjUvjKnRd/LglEG/n9X1d5lQHwTEEDPieTyCYPBL/XspjzgAljjqO4sOjASWdvPRFSZkEwT5JJn4oCCkHAj4pkySV7UB+SsJaS0XU5/5aw+uHGC4cqvVrU0xqzea45oPtDVKSjqvQvXzvRlhRB+dWwUgDhQUQCYuYHVKsda4xqshaXqP17rfnKZlx4VApum9ZoORHNKC18PsmW0oiHiE/yTUjDIkRLgEDAdcQ811MOBfXpnBSiecs4+8KY+SValwXjEPSQtCI9F1zyLClQc1kH98uP9iz+otcXVcr+56QVQwPLYE/rNJ5zuoncnhvM9Q0+4wuTBC3LqV9A/xxteGiYXq8IyXrr+U1sjm4fZHI0t55urYFIVmBvDHgY7wUEccnSYDxFS73bDDcvgjO7qck7OUj4CdLj/18AwotvaI+r69OMKda1E/IJvHiXpZQzSKLE4SsoWIWtCQMa+oC2S7wrzG4jppV7W7J1v6/nLCRHNY0Rbl1gUtHymHJPkOvPD32jw3yVlxRA28coZK9DYdFmhxuV1b+phmwaA988kwtnAKOFpo/XAyH2y2OtVlCNYssngc2meK8/h7Xj7MUhPW3vBC8bYzPJYNTcFQH+1TKx8Q6CCbaSHo+314GMSOF2X2b4O518koszVE5fXFUCZL5u+GLs2Fkl+7iY3rpb79dIVLzphlSo0D3cryt9fDDJfJc/N5CkTxvHwdn9ZNqB7TRunacT56J48TbMbEOSCawXcgIN9nBTTM0tnR93QeniMTZUi/V7c+f1WO17TB7gOXudcdet7akFHhfmG0ZWKS/OQam9bF84SyfYKoHg9YssjhF4Xk+g/IS3DzdpyJXJOI9G2B3k2VQiUjHrvjTainPzh8kf1EQIfrx6ZZECj76X5elNQEaYobfrOhsOJdRxA8oktq0KQYYeS66juLxcJsqUnyrMvvrxml+X1EjJftHpolE/ddm+O58KVpHlInIWXFA5zN/twjVsKtzvGGibAe21ev9wy6cNxDeOBz+vl4qwil9RfxU5MoKYH+LxqF/bVbzKoA3DFFndb9LV6lUysNNxnDjHdhYByYZxztKpR7xOvjKbJ8x5Z3j0Zhyy1dm+0S87mOF71uSJEgGYiTpPoZlcerBTXbw7ok+tW2WsCty//zBssfpky8P8aoClb23J+UZfs04CLrwr53w47Ww/JBUp4v2wqJ9kBPQHBVypZAeXKzk4Z/XiKy8frysrdbXiqDd06zSe8f6eMkUfjKJ6xgakgGe2BPga884fPxhhx8tC3LIy4XA82vHjOvS4uSyuz1EbSzAvL0O62sdFu13aEo6FEYNta1Kakyvlv1PU0zq9mGlGjPywkqCXjtOyYO6DilL/7NFCtEBeUkS8SQmESOUaONto33CrqUlocRsVYHm4SX7JJjoW5BOgqxWTEYDSmw4yTiJeBIb7yCUaONLZ/tM6WN5ZrfGhOKo5UNTNL6Aru3cgZabp/u4iXZSyZRiOBnDS2X3/FlkcSJhbHYW+5/geT7NzR0UF+fS0NCWLhV7deLhXSH+vTPEu0Z1vGJNqlzXkJ8fpaWlA6+njhpZHBcn8to9tjdIXYfD56e2P/+TTzLKy/Of83HP86mvb3uFzuaFwYTDtCeDkDAEc2BPK/xyGdx8pvzKdjbKvP+MPureOaAIvvkMfPYs+PrT2sz9bb1UKhV5kONChyfFWNCxFAWTtLa8+LZUgYBzWoxdpwNezd/FqRCTL/b6uQGXhBMi5RtcYwnbBF7Kw3UdHE8ToO+mupMFwRCrD4cYWmYIB6CmReSJm+5c/O358mec0keltAVh/Zi00qUt0alILY6KBEn52pTO292zV2mvXHjLaBGfHzhDx3MdS3nUJ5iMHUNmHA0bzmFVrUNVvqE5ofd8ZNuxTSpumgG3L4TvnGf51KPH90N8/2SfsWUeCd/BGKlcSCXJriC742TH8/PFJJzcufJkX58MXNfROICD4xj+s8XhsR3HqrFBqrvrxqm8tiQKYdfyy+WGDYdVApwTFDk5qx/8Za1UbOMq9NoDrWomeeM0KUgf2ioCpTiicum4pzHCoiZ3fnq8WLa/u+IzNwifmSVFW98CjS1hV41rfKuxyABrD6rj+tASS9DROsF1IJZSdYxnDV94XK8risijvX+hOo+Hg0D6XA61QlvSMqE8SSolBXzApl7Qd2aMwQaCJNLFkCFSR5T0JxIB18WkXHAtHqkXrEo8GTgV5soTBScYwAuEMLikrErKjVEC4A1DDd+Zp3toZBlcMgyKczobNYUc+L/HoCAi4j43qMcGFWsu9dPNq7AiZhtjioFoUP7Gqw+IwJxeZanM9UlZw7rDhmX71ZAqJ6hmV/lpz9HzB/kMzE3gOwFwHIxFB7cWa30MlvpkiOU1htKorLXyQjr/jqQaTLYnlcjY36LmU7ct1HUYWCS7kK8/rXM7s1qJzMKwxhFrLRHHI5A6NvlgDDjhCI/sCjC4xGCt5vqWhAjR8werUs1ayA9ZqkLtPcaeMUAgRMIEsBYijg+OIWkDJH1LwPiEvAT+y2Cl8mrHC5krs8jixSBb/v8aR9KDx/cGGVHsvWKEahanDiqiPuuyzapeFgQCEfz6AKkmg18FLiJGOlIqlXr7WHkkbjgsL6llNfC6Qepg+th2+L+zVNZ33XipZXY16bhBBy4aajlvoP8/EapZZPFahpfycOkgM9x5QMiP0rjJYfsjDtaH/ucEKR9jSbjtWDeA5wYZUKINnkWKrp2NIkoe2gLvmAB/WydPQ3UahjkDLUNLDD9/Vq8ZXqpy+68/rXHgfZOlxrl8JDTF5b+W2TMNLoarxigB8/rBGjN+tATAcOvrHJznIVQdx7Cr1fDwNpUs/qUHBSpoQ5vy4abpPmEXgo6acx3vuU4yTihNXJy69EUWWTw/PM/H9WK4gA2G2N4Y7pFQBZEkT+2EwiiU5Vie2qV5G1Ry+935IoPOGSBrnvs2qQEWiAC9ZhzcMl8kzMhydfH+3gL49CwRNXeuEpkC8PYx6pD+322diZjeefJYbEtonfCjJZ3xN7ocLh0BDR2y9IiGpAz86zpojBlGlcOk3ob1h2B8704iFjSe/f2ohM5XzpEdwPw94BiDJUhB2PCfLTC9KsjYXpZAouM5CVJrLSQThOg0eT+R44XrGtx4lH1PG2qWOQTzLEMvDBHtkyJpsmuilxt+MkXQ+unkiMg+Y+BdE3J4erfDB6YY/rRaMbLhsOLn6nHyC88NWb4wG36w2FDfIeKyf5E8gj0rpebFwxRP1sLPl4nUdI1U2FP6QnkOuMbQlHBJWfmJLt6nUvnR5fIL3t2keCyLOtSlwhgMBkj4Ol5TXMccUAR3rbZcOEwE5cK98LU58MUn4Mvn6LkhV1UjxZHO5IVFitsfLYYPT1UMP7VLP2EX3jzSZ0bvFCYe79G31VrwYjHmVEeYvy/A8DLDR6er7H9vs5TkIReuGGEZ3CdJ6jgTs7VAMkEwHWs+SlxVFgeOfDevrlR9Flm8epGl0V7jmFcTpDVpmNwrWz78WkRFjppV7W5xs03KThCCQYdIJASpAPQybA1AjqfSnv7FWmB2JNUYYka1mtUk/c6yv39tgitHawvyjvHyZfvINJEfKV+Z+KhJ4sWym4cssnipCPlRlv/E5fDGTpVm3SaHgn6WGZ/MocE1bDvsEHLhsW0iLt4wVETKDxbp/1h17DZGsdyWgF65ho6UumjnhSDiQmNcZGptm+J60T6V9LoGPj5dG6SCiNQ8dR3w/jNEfIhQFfY0wYTSIMmkTzLZ85gdCLgs2mbY1SRvuuM16LpwqGV4sY+bjOHgcs6ACI9sP/Z50QD0K7D4R3UIDgQcjDF4nn9cldgLeU4WWbxccF2D4zj4vsXz/CP3YyrlHyEGXS/J5cOD3LKwZ0e0Wf2kTrtphiUasCzd7zC0RAROpnw57qmcPzek+TqjHj3UpuRIXYeSqWMqFN8hF771jNSnX5wt8sYxaha3rEZEjWOkiN98GH69XGrzuYOUcA06ikuMVHLzdkN7QmPMPzehB4BtDYZHt6tB1vcWyEZoXIVIrKNRliOP1ge2qDKmKQY/e9YwtEQKvZ8sdajKh0+fGcWNn7zqJrc9hye/5JA4oro3HFxpGHR+kMGXWpIm27HzlYa14MbbmdM3RMoJ8MXZDvEUYHSfJj0YXGSJkMT1k3x6WpgO38UxkBMy9M1XuXtFniE/pHs/6XU2XLtmHGw6LPuK9vR2NeTKwzXuwYy+Wlt/L60iHV+h+/lgm5TTjtGce7hdZfyDilUN0hyHupihtl3vNbu/fIbHVej5+1tkN9AYE9m79hBM6q0YBVV+/HKZHqvMU8PL3IBP2E/gJzvVocZoXg4EHFKpzrnbJGKc3SdA0glhcbhphuLZt5AXtIS8eLfjZJFFFqcusqTqaxgtCcMDO8OMLsk2qHqtojRiCTqWnc1OllR9iQgGXTqcKHUxKARa4oa8KPzsWfjmucpof/5s+Ub9ejlcNwF+tlS+qhkMKBQJkkr5RFLatESPfqN4tiF1FlmcCLiuoWmL041QzaB5t1RQRWcZHt8ulcx1E1SWW54DbxopL8aM0ssAV4wUKfLAFvjEDG2kntklJXoGIVfE6n0b9fs/NohAuX2hCI0Mqgvg2vEqqeyKgAP3bgvTr0AerhGvg9RR5Kq1ltyQ/v/vzfCx6Rp/ujbPOqOPZXa1B7EOPHSuV4yEfS2W9bWd1yMnCP830yfkxY4oXozrEnfDLDlgONRuGF1m6VfgE0zFjhCnLi5OPMLBxdBeaygfa8nv65MMxLLeiVm87HAch0AiQsMGQ8M2Q0F/KB0Jy5stu5sNEyotvXN83GQHvm8ZkO9x4VDDf7Z03vuuEZkTT8kmozJPJfAfmxaiNa0aXbpf83rIVaPJZTXw57U9n1M0rQyPBjUG/PRZNeH58FStCQ52qf5eth/eM1mEzt/WdypZH96mnwwuHKJxY10tXDQMfj/v2PftSClZe3Z/uGOZxoPbFsqfMoPiiAhXa9UgaHeTmgO9LV1R056Ub+a+Fli833BWhXtSPBmDJsj6v5kuhGontj9iGHBuEAqypOpJQzJBIG38EMn8zYNQl6d4gOPFyHMDxEyYhXssjmMY0wuchKU9aVh9UDF185nyGi8IS+G9vyWtzjRKMA4q1tw1e4ASnQEHrhkrUnR3k9Svfvrn4W2dxOiFQyDup6tPrJIUrlEJf2tC5fdxD+7fpCTJlaPkf1yeAxMqlSTZ2ajPU9chv9fPzvIpogMv0V0dGrRh4n6Q2g54thZcN21REEhgkiJfXUScBoBw5oVxsirTLLJ4FSFLqr5GYS3ctSkMFqZXZhcgr1U4RhYAO5tdIKtW/l8RCDg02ChbDxqGlcDOZijLVVY8CNSnfaEs8PBW+TC1xOBTM9XUor5Dm5qKPGW9PzAhS5tmkcXLDccPsuPRo9RpBiLF4LiwZ54hf7LK+3c0KjaLIjCuUl3DvzBbpbLGiHCZv1vNq0KuVDD/95hUaBcNg/3NalCTG4IHNneWDx9qE2lzzTj93p6E0qiIkh8u7t5FO+xKdXP/Jv1eFIHPnRUlP9COl5aiGmNIJj1mVVse2KLy3/3NIm7aEtowVhWI/DVHcZulOfChSSmaki57mnT8ylwrQjVtOWBcl10dEW5d6Bwpl35wq6E8x+Fzs3IIJdtwcGnfHmHRbbJTANj6oCG3wmHWZ6PEA6e+h3cWr144jsG0RHnyqw6J1s6/u2EY/ynDvw/Cf7YaBhQabp6egxNvh0SMCwblMqHS0BiTSq1XLjy5A36/V4TLF2dDbjDIvRtVJpzBvzbDzGo1kZrcRyXAPWFWP3mV7o3An9aoqQ2IjP34DJUY72qSTUBdB9zxLPzfLJGhD2zp+Zgz+8GXn1Rzy0xzqp6wrlbl0f/cJPL29UOkoM80F8oPaUy4baFKo4MOFEYgLyhv52f3S/23vwUe3+EwrTKA20N615hOL+mXI3dikkH2LT6+9/P+Z6H6Ave4Kv4sTjyMMRhju33nxphjkmfGqHDeGLBOgC0tYb6/2GFIiYj8HY2aQ1elVdQBB57cCXMHQtiBgYWd91fKh9+vhClVis26dt2z752s+7q2XfNtV1ezkigsr9H9vKdFr6nvgOFl8jp3jNTmeSGpVjPVHT9Zqlid2lckbcjV+8RTcLDNUhqFXlGPsBfvVo1hjCHoRzh8wOW+JsPiA53n8q8tcOGQEBcMNDhJVZ0dHS+6XgD2hMRS5jvJHDab28wiixOLLKn6GoS18O8dIVbXBbl4QJzc4PO/JovTFxU5Plubsoaq/ysCAUgEcvCThoGlUqEMDGuDFExf1szipaEDRvWCTz4s1Ud1gdQirlGX7/p2uH6cj+slshnqLLJ4BXBkE+jA8GuhaDq0exAMiNDcE4deISlaAo4I0pa4Gs19aKo2fa0JkSCgjdm7JupvnpUy7NqxagbjOvDVpzvLF0HHzA/DN56RKrR3Hrx1DNy9VsfIwDHwrknqJpxBYwx+sczwkalRcDyaky517Sp7zA9a3jHepyjisKtJY5FJe8gVRmBfs2F3m0uf3ByCXpyM62HAS1Do+xQXqnmGTdhuY1HCDXPbIucY/8nadrhzjeFdY0K47QEW3d5JqGbQdhDW3OUw+vogSZtN4mXx8sBNhVn0g+6EKoAXh/U/hqs+Bt9bCzubDA9tM7xxQAAvlcK1HkVhQzJlqMiBgCsF3KQ+8I/10JE0HGrrTqhmMH8PjK0QQXreoE5P1QwGF+vnse3qGH6gVbYeOUGROE0xxWdBWFYgX3tar/v9Snj3ZKnrMr7qGVw+Qmq9pJ8mMl/g9Ul68MvlStIURjTOfOFsjWvvnaz1SNiF1jiURyCagkF9YVla2drj+wSCJJwQ+1tVal2eA2HHx03Fsd6JJTifiww6eszJ4sTCcR0SbphDMYfaOsgL5ZBA93N+GEqilpa41rplOZAf8ABL3AYwjsFLe5oWBOGHS8TuXTNOfQOm9RWhmvFgHVCoec+zsswgTaYebtc9+JU5Sn7kh8Dz4ZtzNZ9uPKy4OhoZQnZ4qRrL+VZerJ88U/9O6aP1+0Pb5I181xp49yQlN3+wWKrx8hw1lHvPJBEog4oMYdfiWZcGcmhKKMHqWdl8RXbC3pxOQjU3KPX3kBKw1tDuB2lIBkn50CfPJ0KKBC5x38Gi8SYasJRHuyc3Xyhc15BwI9THHUIpKLWGtv3gBCy5FRYvGMez2QREFlmcCGRJ1dcYEh78Y1uYeftDzOqdYHBhdjB9raN3rs+y2iB1MUNpJJu6fLGIB/L4xTJ443Apwib2gdsXaAP03fMhYZUht2ih9dROKVQ3HJa34qx+Ur3dvxHeM9kSSnRkvQezyOIVgO+k6D8nSO06h0mfhlgV/Ho1XDICfr5YpGUG4ytUBuiYTrLztyu0IaxphR0NivNZ/dQYama1Nnv7W+AfG0WUlqf9Fnc1qjSxV67UbVvr5M+4rha2NYiwff8Zeu3ORinJBherec362u6fYUs9xDzDDxYH2dulnLd/oTwg69ote5sN927sfCw/pOP/fb1hb7PLR6dFGJTXvWKlpzHIcQy7m4/fzGp5jeH6cQFatxuOt0+rWWoY/bYgBLOkahYvD/x2l5Z9PT8Wa4ASr7PZzKM7HC4YFMQJB7lrncuCvZ0qyEycPLNLjaJKIxm/0p4xb7cSpfkh+Ooc/d6RFNnq+VK8WasEqpsmi9qT3ZMseSE99tFpnb6nzXHZD+xqlN1AbhDOHiAC9weL9Zx9zTBk7PHPbXipxpLSaOf4FfekVAU195nSR6TTz56Vgi+DMWVwdTkMbYGzekPvYp+wTZER0dtQmCf2BLlngzlCuIZcuH68S3V+hLJAHOudGF9IG0zRe7JDzbM9q1X7TCGrUn2Z4LgOtako333G4arRqmx4cqfhse0i5z80Bb49z1CTTmaEXPj0TMPKAzCml6EtCY9vh7eMEfHpWZGTTTF5iz+1S4TqR6YpAdmahFU1MKwMHKA5obkxY2PzoSmw8oDu63dP0j27u0lxd9kIPedI+b+v9fY149QMa1iZKsMe2AI/XiJ7H9C8ufGw7H32t6StfM6EzXUijqsKRIjWt0PKQtQHH8Mj26QAf8d4ONQua6+PjINEIzyctqqIBmS94TpS5PbJh9+tNEc+z+Bil7eNdahrN6yrVUwKhmgAbp4RpU8o9oKTFMYYGm2Ubz/tcFFf6LMBVt6fSTwY3BCc8cEIeUPjeJyY+Mwii9cyenZlz+K0g+fDogMBvrYkl0U1Qeb2jTO5V3YQzQL65GqC3taYVau+WDi5ufxxFVwzzvDgFnUm/fmzIlQN2gy9fayUIdeOU4fvUeXw7XmwoVYKkwV75Kt28TBLHgl8Pyu1yCKLVwKe51My3GfA+ZZkFdy+CF43BH6ypDuhClLQLK+R4vOhrdqcHWhV7D61U7G8tV4ESTSg51w9TuPA1nr4+tPaoNV3SOmW9EWifmueOnVfPU5KGBBJe8sCbapGlMl/7dvz9P49obbddCNUQWPQI9tg9SHTzdMV5M/4oyXyUI17cOtCh3Yb4vlgjNRsx4NFG9ie/A6PPMcHm116ZPEywn+e+8tPKDkCuv8DjuGJXU43QhU64+R1gzUmBAPdCdCj0ZaQiu3ejbL4mF4lb8a/rpViPZbS++1tUpLlaDhG5NCvlnd6KZ83CG5dAB99SOPFtCr5Qv5oUSehCiKPDrTABYOPPW7YFcn0+A6RWGFXarquaI7LmuQnS7sTqgBrD8NDLXBgNVzRG2ZVW1JpP1XHMexqDfCPLoQqSMDxq+XQ7jm0m+cfW14oUiQY81ZLMOfYx6rPsgQKsoPLy4W4G+Eb8xwqcjs9hB/dLpLxk2eqY31tO7xuEHzjXLjlfHhkm2FML8XVT5YoYeml1aYDi5RkaIgpbtoSuk8PtipG7t0AI8tFQjqOYihDQF4+QuX78/fAm0dpvv7pUs0/bUl4ZLvmo6BRk8j8cLoprCd7i/0tSnjM6Ks4/+FiEbYrauSf+p8tsgnYeFhz9OqDmrOX7RcJvKlOatz9LbDqgJIdbx6lhMWPl0gxm+OAdTrHjDcMhZoW+ZyP7gW/SH+eaVXw6ZmqfLlnvaEhprl/ZBncOFUJlQ9PhV1NDslAuNt34jgGPxQhGc4lFsqj1c0jFsjhQAu0O1G+Mc8h4MCQDthxX3clt5eAxT9wMG3dj5lFFln8b8iSqqc5fAsLaoJ8aXEud26MUhzxefuwGGNKs5ncLIRoAEoiWQuAFwsbzaO2zfD28co0v32sFoUb016JFi3gdjbo95Ar36hIQOb70aDUJX0L4JtzLdX5HrFY1t84iyxeSSTdDvq/xXKoQ/NlPNXZFOZozNstJc3+FnkMfnqWNkS+VaxfOFRxPqxUNgEHW9Wpe1qVPA8bYlLCXDcuvflLiHj51CxIefC1OXD+ID13ZBlcOVoKM88/fmlvxguxJwwsNt2a2nRFLKUNcEWuzuWZPcf3KczA8yyDi4//eHkOOPiUDj3+c3IrwISziaMsXj4Ecy3ucXgC4wD5HLGvGF5qSVrDg9t63g5l4mRIiYieUeXHf9/RvdSNHFROHAqA54ksmVmtuJ5QIQJpUm+V3E+o1N9nVsO35kJ5VAq6ooiIp9a4Kltm95cFwINb9R6fmCkCqjqtYr92HIyvhPJc+MAZOs+qfPlRfnqWOqe/7wyRTX9br6TQ8NLOcz+zWkmio5NJGczbB8Uz4eDTlhzbOUB6bpB7NvR87SywdB9sbzQEgydmfWkteLkdzPmmz7A3+uRXQelwmH6zz8irUiTNc2R9svif4bqGzfVa684eIILxke1wzgAR/6Bk4MemwfRqKUhjKZGMNa1aF4+t0P28t1k2NGf3F8FYkad7enQvkf3FUalgc4Kaaw+06HiZ4omrx4oMfWCLlN3W6l5riOk4o8oVKysPSEFbHNW8XZkncvWMPrLXiXsiOj9whmIh5Kr/wZnV8hwOGKlUJ1aKGA2kG9ct3S8v14II5IXhiZ2K13g6adIc12dbXAdOCsal58yhJeq14Pkiby1wwwTFb2EYttfDmf2UDH3dYJjeF363Uj7HmSRrc8IhFFIsOa5DAzlsbAjyyHaH2xcZmhKGlQcMaw7CgVZDcxzm9oaafx/ni7Ww4zFDMJAtXM4ii5eKbBSdxmiMG369LsL25gDDilJc2D9OWTRbVpzFseiT67Elq1R9wQjm5vLPzfC6wYYHtogI+c8WLTa7YtFeLQyf2KkF4T/Ww5tHQ04A3j5GGfOcgKWQDvxYNtGRRRavNKwFayz1HfIzPFql1RVJH9oTUrz8ZZ02bWdWq1lMQwesO6RuvQ9vg8uGQ58CqcKuGSeyoi0hhXpbUp5tm+tgbC81mhlaCmPKdbzpffX8v65VU6yz+unnmd3HntNbx8insScE3edW1tW16zMfbIN9LYYX4jqS56Y4o3eQZ2uOJWGvH+cT9hOYgiAVE4IcXHnsc8a/w8cPJuihx00WWZwQ+OEEo64Ms+aPx5J9/V4Pz9Tp/46Ba8ZafN8+b5xU5EopOrG34rD1qMRLfkgdxx/Y3Pm3pAe3LlTsTq0SEbOlToq75jh8cga8c4LGg4YYfPMZxeu0vvCeySJavvWMiJ6pVRpn2hLqSH7pCCngp/eVz+RTu1Sa/Pf1sgeYUa1S//EVIngbYnD7wk6l3w8XizD61jMqQw4HoOEoD9qu8Cx4DrTVGHyvM649HA4/R9+5w+1QXeBwpDvOCYDv+ySCbfS/KED/811wLZ6TJJG1TXrZ4DgOB9L3R0FY91zSU3LgYKu+54uGat6avwfmDJS1RH5YzzvcLnXp1nrdiwlP92ttu+ZELJzVX/e342heLoyk7zvLkXtsZJneP+Er+dk7T7GYSn/1S/bBZ2bB4r3yO1+yTwmJMb2gKJxuvhaCPnlSUlfkwtxBmo/bElBVKDsex4GcEBSGNMemfH22B7fofBJpC5FAWolalqM4jqc6r9H9O2HKCDjbwNM1HLHNySRMJlbqmINLdLxdTUreOGnf1x8t0XEuGwHjekmIEUsZ2p0oYbedmBvl/nXOERuDm2fIRmxaX133PenqleIgtB4+/nfbesCAf+LiM4ssXqvIkqqnKWo7DN9fkUPKwpsHx6jKyypDsjg+qvN81tYFaYgZirO+qs8JPxSlLWV4ZLth7iCV1F0wWFnkNwzp9GoDbXSuH69FWF5Qnot3rxVxU5ELbx3t0zuSxM96gGWRxcmD79M736W+49iy2K7IC0FDXBugG6dK8fXETiiOwAVDRGb8ZoWeWxxVEuVgm5Rmty6gG2k5ogz+vBbKp6rsdtXBzq7HXXHRMPjdCnk6VuaJsG2Kiwi5ZJj8mH+5vOfzbYmLWKk7DlHct6DTt21UmcV5AcSHScZ5xziHwcUO/9nq0JKQ+vaasT59IglSKR9MnAnvdtjzlMOW/zgk26BoAIy9xifcO0HqRTbbyCKLF4OUn6Jyuku0JMC6vzi0HYRoCQy+zHKw2vDweilUrx1nKXZieAQpjbrPGScPb5MS/fcr5fn4yDZYlrbjmFalRMvvV2rur8hViX5uSETKQ9v0cwwMrDkE920UuZTBvN1Sru5oUNnvPzbAwj0icKb3lSflz5aKnFp7qPN1xRGpA2MpKQBfN1jH78k2JOFJLXfdOOhdoOPdOO341zQaACcOpSMs1nTGbwCfgcWWlQd6HjsGFEFR2Me+DLZGSS8FbprFyg4pLys8z2dIWnF5sFUVVxcNhYe2qJ+AMSrVt1b337L9IjLrOqRAHVUuxWpBWPPor5bDl8/R/fGvzfIuPtACw8s656sDrdA3v7PB4tL9UsYaowZtFblaSxdHu5ynhT+tgY/PkAXPihrFbmtC8dsct9THDDelH39qlxpSjSpTA6n5u3Xexshe4/rxmt9ygiJA+xTo98ZY2q/VT8+x7SJLM1FwoFXjxh3b4cND4QtnQEdIBOyhtrSSvAD+tUlK3faknn+oTWPJA1tEIF8yXO+zrlbK4OY4VOYZPnxGlDUHDNP6ykagV67Gg2l9Zclw2Qj9DWBvDPoNgNjKnr/b0uE+1vGzMZRFFi8RWVL1NERrwvCjVTkYA1cNiZMXzJJkWTw3qvPUoXNjg8uM3llPquMhGAqwqsGlT74h4WkhlPKVofasMs2zjlKU/X6VynsuGyEPqfGVlmgAjJci5Cfwjtf1JYsssnhFEPQTlEYD9Mo1dKS0uTnaoxTg4qFKjgwo0ubxo9O0CWpNaHO2Oa2AK0qXHB5MN4Fp6NCmLKNuG1qiTVfKF6Hy1jFSpRyN0qg2r5vq5Ss3u79lVj+LxeD78L2Fhkm91WDmaN9UkBrmLaMtP+uhqUt5jkiaprjI4ImVPvDCqhVMvIM5fVxm9g1hMTjWI+Al8FOda4246aDPXJe+Z4XAGqzj4QUSpLJqsixeASRNnPxRSc78fAjjO2B8iHoUE+AHfQ2uTeF6SXzPEjaWq0a7/PTZY5WtmTiJe0pktCVVjntWP3kdlueI7Pjjaint3pBW683bDYOKlWjtqblVZgw41CbyoyupOrpca4m2BKw5CNWFcO5APW9bA9wyn2OaxU2oOFZlX5l3fB9mUFOfvgU6XqbDev9CvffRuLgf1D0BY99qiac6k8AmleTKkUFWHTDHWJREAiKoyqOWVCK7znk1w/ctffN9SqMOj26Ha8dLnfnvLZpDatukuEx6uu92NooAHFyseawgDI/tkHLaoDny+4t0nNsWyg91ZBn0K9J97Fu9pjJf798rV3NoJCDC8x/rlbj49Qq9T9DV+npHo977+4ukUP3YdIkZwi5sbYAJFZaiYIoULpePMFw0TMcPGItrYEof2RzkhVRF8vtVUo9eMkyJ0PIOkcaPbFPiw3F0Hr9fJZVqwJElx9O74INTlEz94ip4fTXMGiBP1T75qkxJevqMrQldv2GlIoGvHQ9/Waskx9pDIkvnpfcUo8qlcC2MOmyu07E6UjrHPU2yWLDAvhYlWaoL4PF98LlL4NAqjvERcsPQdwYkUllhRxZZvFRkPVVPM/gWfrshQnvKcNmgLKGaxQtDNAC9opaNDdk8y/HgBIO0mQh/XG2IBFSiEwlogRhOcxF3LFPWfu5ALa5AnXwr8/S8h7dbcoMQiLXiJmN4WcVWFlmcdHieT4GT4ENTLWsPwnXjVcqboSIjAZUuBl345jw1tPr+Yo0BHUmpzzOE6tASbab+uLrz+AVhbcQMcEZveN9kdRQH2N4okvYdE0RuZjCiTB6Id67W68OuxY23EYi1EYy1gvXZ3yKPxbP6i+Rx0yfsGo1B/YtgRKnlhvGWnC7HHlkG752sc+xfCF882yfHvjgvQi/l4SY6CCTacZJx/B7I0pTnkXA7SATaSTo9PyeLLF4ueJ5P0omRCLSTcGMkEskj96xJJo7cj6mUz6ji5HHjZEWNxoQ7lim2+xWKSL11gSpVRpaJxPjlco0Nj++Qsvy+DVKOXThEfo2QHgP6wJtGSeneJ1/kKWg8mVYldfq9G4B0CfS/N+u4X3hC48s5AzrXF44RufPOiSJyMmNW2JWSr7yHhk4ZlOWoAU/GX7Y9qeNM6t39OFcMgrEJGHGpJRXuztxaayly43zyTEtJF8VgdYFI59KIT9g7jlFrFq8qBFMxPn+WT1mOZd0hEQj5If3cv0lEachVUqE8V/ZX/QphV6PmpH4Fms/yw/IZztx/75ooq4sNh9XQsVcuVBdYzh2oUnw33Wzq49Mh6CgZebhditarx8I/N4q4fccEEY4G3cuP7+gkWX+wGPoV+Jh4BzYew4234be3Eojph442vPY2yoJx+uT6lOcoRmf0lU/rbYvgl8tk11WZB+vTNj6FYVkQvHU03LNB1+Ddk0RyztsNH5ii/dU92+ETT8iHdWY/y456xWdbQp+tPFfz8eUjtVZ4/VApbEf30nGKImpmNXegEii7GnX9HKPr0xjT7x1JebaWRlUJc+14ncuDjTD2YxDt4qNcUA1nf8nHizyH51EWWWTxgmGstdlV7v8Az/Npbu6guDiXhoY2lbydAnh0T5B7t0W4fFCMfvmnxjn1BNc15OdHaWnpwPOyt+CLwct17RbUBFlXH+DbZ7binoLplvLy/Od83PN86uvbXpb3DgQcDqRyaIobblsIP3i9SoYuHial2ZwB8PB2LRADjhZ3Q0ukJokGOjucVuX72PaX5xxfDAIB55Qbu16reDV/FyczJjM4kdfPDbgkA2HinoNjJOpojKn645ndak6VQf9CbfLCruK8Jq083dnYWaIP2jh9epYUKiDVzK+Wixj5ddoq4O1jYXwvqGnr9Gnb3qDjtCTk+3hWZYxUsrOKwARD/H5diMX7Da7R8Sb11jmEAzrG49st14xM4FiPuBOiPeUQciHkWjqSBmMsUePhegkcx7xq78NTCSc7np8vJuGVicvj4WRfn+eCG3CJOyE6PIeAY3CMxRjDvN2G/2yRIqwgLLufEWVgsTTHDRtrpTwLB0RwHGrT+LCzSWrV5rjFIM/igCP12eM79J7fmqtmPF76sdUH9VjSF6FblS/P5cxKzwFumCjPxYQvEivsqgFQOE0IJz2RT8k0+fS9hcd+VoNsSW5bqOeV58hjdck+ETUz+loSKYgYyEmBMSlSz5EYcV2HpBumzXMxRkmgICmcLuT1axmnwlx5ImCMwQaCxAgSCjjsaFQMPLBZDavCAVi0R4mB787Xa2ZUSzVangOfflRJyjcOl4e4MbrfQq4lnrIEjCViPALGJ+mEsMbg+XqOQf+uPgg1rYZ/bZYSeu5A3e8ZRarFHll7Y30SHkQdn4D3whJ7ruuQcMN4ODiOIZn2j426lqhJ4DsB/rrB5YmdhjP6yAahONLptZobtFhrSfpG87lriSXBwRJxfILGI+WEwBju2wRn9FEK4/aFStxeOUpE6O0L4YpRKu//9ExZE0ytkq3I/Zukil+0VyTqM7vlJfvgFo05A4qU5PF8fS8jyqRE72XBtluiQYuJeHiB126y84XMlVlk8WJwWpCqjY2N3HbbbTz55JO0trYyfPhwbr75Zs444wwAHn/8cX7yk5+wfft2iouLueCCC/joRz9KJBL5n9/zVCRVD7UbvvFsLmNLUpxd9Ryu+6cAsqTq/46X69odaHf4y5YIHx3fzrDiU68U5GQuSr1wDrcsdHnrGHXh7J0D/zcb7loFbxsHf1glYuRnz8qIP4M++SJY79sA753kE0q2cyoMuafyxva1hlfzd3EqbBRfzutnDKRCOfxwicPWhs4S+qp8ERu/XCZl1z/Ww3UT4I+rYGNd5+srcuFdk+COZ6VquWGCiNml+6WwaUg3vsgNadPUkpC3YUuXJjhzBljePNyD+LFqEj+cw0+XOWw4bI55z8e3W64e4+PEn6OLTBe8mu/DUwkn+zpmSdUTC8dxaCLKdxY4NHQRXE7tY7luvOWPqw2L9nXGX1FESvQ/r1V5/ZhelvdPtvxjveGJXZ3Pyw/BzWdC1IW9aZVrLJ0zcYyI22GlIkfWHJKKLZFelrlGjapm9LX8aTVUFRhyglLKeVY+kPta1MDushF6zf2bOhWpIReuHQeb6qSC65Urdd0vl4lg/fSZPkWmAz9bSXPCcCrMlScSmTg+/P/snXd4HGe5vu9vZrapS5Zky7337rg7vRISAoQOoZdDPZQQOPTAAQ4/QuicA6FDgIQWahKSkOq4xr33XiTL6mXLzPz+eHYjyZYcO25y8t3X5cv2ltnZ2fna8z3v+zamWbjfZUipw73rlJfUGFhzCMryut6348vh5WNDvr3E0JJdohrgyuEhLx+ZwaROztEcxhIcbHV5eIdhyf6Ox4tiunfLnLN/7waxPH6yymHV4Y423ScBn5wfUBi2nvTaLIzl8eBOh8l9DUlfc4WmFHzhUompr56gHKkjyySWhtn8qo3ZTdtp/eT8fWCbrvMNo/X3rjoYX6ljdOm3BoS8eaKP6WY+8WLDiqqWM80LQlR9+9vfTm1tLZ/97GcpKyvjN7/5Db///e/505/+RF1dHW9+85v58Ic/zLXXXsvu3bv53Oc+x9y5c/nqV7/6vD+zt4mqYQjfXpWgus3hjWPaifRCp2FnrKj6/Dlb1y4M4acb48yszPCqUacWCnouOJ+T0havgNseNtw0RqLp+hoYXgwfngvJNEQjmsh4jhZGta0hJXHwXHDCkITj42aSvUJQhQtvYftC5kL+LXrDQvFsXz9jwPfitPgqZFMah8JoiG8cttQaIg5UZUN48yOAgepmKElIONnfqH6hTzZUrzkl92vcU+ig46hAR35U4XspHxqScrZUFUI8TEE61eO5BZEYrb5HTZuhKCY3iuuExE0Gkzr5fvxCvg97E+f7OlpR9czjOIa0F6c+5dCcVKhuwqQx6RRhJEp76FHdojyMxXFoT8ORNjnz8pwMJp0k9KIkjcfhZgmgZYmQfc0Ov1hleMsUCZv17crdWpEPEQMHmuHbi1UA6JoRmqMlffUVT+6GG0cFFLgZWkOPtjQUxAw1reCiEOVM1kFfFodYxHC4BVpThr7Z5/Y1qkhOUUxO+vwIVOQFRNNtBGehsNSLmd4wVp5JurRjXDJuhHbfIeNDxAPP6B4jG5oeBNAvPyAapkkbj6PtDm1p6FcQEiPT4xjXE2EkSsaJkPQN1S0aa8tiAZFM+zm7d8NIjLbQo7pFbag4mvv8U5vnh5EYaTxCR67chqSu3/Y6KEsYaltVEPN1E/X6/1sO75qhvLETKpS3uTiu+UVrGkoTIUFocAnxQ23otqahb15IwqRP+Vq/ULGiquVMc8EnUNy9ezcLFy7kt7/9LdOnTwfg05/+NE888QR///vf2bt3L3PmzOHd7343AEOGDOEjH/kIn/rUp7j99tuJRqPn8/TPGEsPe2xt8Hj58N4vqFp6J8bAyGKf5dUerxiR7JUpAM4XuaLYD++A/5yjAhM7GuBDD0AEmFIFVw7VosQ4AaML20inAoyvhRD+cfnhLRbLBUAYgpNupxDlQwtDIAnG8yCMcdczDq0ZLWgSntzpr50AdyyExpSKa/iBXGLvmaGiVc1pVf0N0fvKEtCagtaMRNE7rvbx3DbC51j7hCGYVJJ8khTEsv8PIOx9gQYWywVLEIS4qTb6AOVxCDvV8jTpFAlSDO3UNxQAhfFsO8y2RZNJEe/0OidtSKbzONxi+H9Pa+PlI3PgV6tUhPtIa0cx7tWH9eelozT3eOYgvH5CQIEjYTefJAUOhCkYnE0BELZDFBgagzDQeQ3Ji7GbKF98XJs3eRFtAhfF4AOz5Jp/28S0FVQtp0YmjZdJU2iyY1BGf8ez8+Z8F4yn+zMEPNJUOmDiED7PoEqTThEhRdRk21oIpM5tAXuTTpJHkmGn+fkmnSRKEpO9fvnZ/MvlVQnu2+Jy+TDD47t59vmWtIpSXTsCHtwuk0fMVR8yvSrkdeN8Koo96utbyfgB+QZMrGu/ZbFYzjwXvKhaWlrKj370IyZOnPjsY8YYwjCkoaGBt7/97TjO8epQJpOhubmZsrKyc3m6Z4WWNPxpe4zRJRmG9OI8qhYNiOlmQ7oZMm2GIGUIspNuxwMnGhJJhEQKwMsPnxXzzhVjSzOsOhJhU53LhD52ZZ4j7gSMKHXZXqdd4jdPkTNtd4MEkVkD4Kcr4B3TQ2KZdtLZSre9xJhqsVjOAJ3bs8lkmFACX7o8yspDhoYkTO1naEoZvrFI+RdBDhGQeDqsNORIq/qLv25W5x6EElByzB4Y4vnpU+47cq+3fY7FcvboqX0d+/hzvS4IQoaWhDhGfUAmUD7TEX1g4d7u3zu9KmTH0ZDXTYAEKUwmfdxxT3Qexk/j+x4fnuOwr1G5XwcXy+X2o2fglWMD3CCDnflZng/H3oOd773u2sOZGKt6w3h3ps7h2Otmkm3cNDJOGgmrKV9zhpI4/HGjQv0/MV9FszIBjK+AIcUhXiYJeIShnRdYLOeSC15ULSoq4tJLL+3y2P3338+ePXtYsGAB48eP7/JcKpXiZz/7GRMmTDhtQdXNWvnc82zpu29zlHRguGxQGtc9xyrc88TJXjP9/cIUgjNt0HLIpbXa0Fbj0HbEkKw3hMHJ/UbGCYmVhiTKQ/IqA/L6BuT3C3CiZ+/aVRVAeSJg4aEoU/r2vhQAz4XnnZ226IQp3jE9zu2PGY62KeymTwL6FcDwElh9SGJIIkxiTNhRmreX0lv6LssL/7c4W20yx/m9fgEFYTuX9XcUih+E1EQSBOHxffzrJobkeyHXDEqRDB2uGhbh4Z1dX1ccg5vHhbh+cM77kBf6fXiuuFCu49lulz1xoVyfc4FDmjdPdvj5avUDT+9V8aj1NQqZ7syVw0L652UYksjg5/JFPo/fcEhRyLeWhrT7huIYrDoENa0wsjRkQkWIyZy/e+PFzoV03W07PkeEKWIGZvWP87t1DnMHGW6ZDD9YBn/folyqI0qVZ3liZUg8SD67vra/jcVybnlB5FTtzDPPPMM73/lO5s6dyw9+8IMuz2UyGW699VYefvhh7r77bqZMmfK8PycMVRX0fLPmMPz3EwoLuqj/+T6bFy/pNmg+BM0HoXE/NO2H9gY958YgXgqJEogVQbQQIvkQiYMTAccFQgh88NOQaYd0CySbIdUAbfXQdhSCNGAgvwJKhkLJEP0dyTuz3+WZg/CPLfDtl0g0vFA4220yE8DhZlXm3XREDtWXjFRYb15EgnTeCyObiMVyRugt4+S5xA8UovvvnSoEUxaH60apgFSfTn11YxJ212th1JKG2QNgzkDlU7RYziYvxnbZW2lJKe/p37fIsT6rP8wcAM8cgCX7Nbe4YTQMKVGY/pngaBtsrIGHduj/1wyHsRWa01jOD7ZNWp6L2lbY2wgFUcj48NhupQEYWATXj9J6LXbBW+UslguXF5So+vDDD3PrrbcyZcoUfvjDHxKPx599rrm5mQ9/+MMsWbKEb3/721xxxRWn9Vm+H9DSkqSoKEFjY1vHzvE5pDkFX1qSoCgacvPI1DkPFT8dHNchPy9GS2vygqkwGgaQajakGuQ4ba8ztNXKgZpuyrpHvZBYaUC8NCRWFhIvDYmcgTD+MIRUk6G91tBe69B+xCXZBJiQvIqAoqEBRUMCCvoHGPf0PisdwE/WxZlSkeGtE3pPQvPS0hOrDbnicWcbNxIhFTpEXAgyAcaEhJkLK1mR6zrnte+ydHAh/xa9oU321uvnRTySoYtnQsikuy1SZ4whdFwCDB7+eR0Le+t1vNA439fxudoknLuxsjvO9/XprRjXw8fgERD4Po7rkMHFIcQE/hktcpn7DeqaU4RBiBv6p1xcx3Jq9Iax8kxi2/H5wXEMGePhOobQGOV7Dn1CvyNph/1tTo6TGSstllPhBbOn8etf/5ovf/nLXH311dxxxx1dClBVV1fzrne9i3379nHXXXcxZ86cM/KZuc7K94NzXsU0COEn6xK0ZwyvHJ68ACdEul6BH+D7oYr4BBBkE5zr6awS6YQ4LhhHf840oQ/pNkOmBTKthnSrQ6Y1m/u01ejvJv2bXFinCYnkhUQLQ/KrAmJjM0RLQqIFIRxzjkHIGalS5BWEFBRA8bCARJ5L45EULYeh9bBLzWqPQ0sNTiSkYJBP0ZCAwiE+seJT/2AHmNU3zeP7I1zSP8XgCyhP77loh5mM0iL0Hrn5+XM++i5L97xQf4tz9Z162/XLZNRDPHcdDi2Gekt/0tuu44VKb7+O5/vcevv1Oedk+4tn+4FMAGTObnKsdBo/E9gcqr2EC7E92HZ8PvC79As9XX3721gs55YXhKj6m9/8hi996UvccsstfOpTn+pSmKqhoYG3vOUtNDc385vf/IYxY8acxzM9M4Qh/H5rjI1HXW4alqQw2nsE1TAEv92QzgqUmbbsn3bw2wyZdoPfbgiSCmfPtMfw04YgQ4dgeQKMCTERcL0QJwpOJMSJgBtRkSfjyi1qHKTJGiCQyzTIGII0+EmDn+o4nyB9/Oe6sRA3HuLFQtwExEoCvESIlxfi5UtQPV1H6OkSyQspHBJSOCSAEJL1htbDDq2HHfY/FiEMo8RKJK4WDvYpGBjgnmR4+sQ+GdYf9fjFxjifmNFK9Dx/V4vFYrFYLBaLxWKxWCyW3sQFL6ru3LmTr3zlK1x99dW85z3voba29tnn4vE4X/3qV9m7dy8//vGPKSsro6am5tnny8rKcN0LSy1K+/C7rXEWH4pw5cAkQ4rOzS5UGGZdnC1ZB2eL8+y/M80O6VZIt0hAPVYcNU4okTKWE0LBzYO8PAgIMG4ILjhuhxhqcoJo2OFcDQMIAkPoS5ANMxJjg4zBT8ttGvpAYLJVD3UexmTD713lLzUR5TSNlwY40dy5SUj14vr7WLdpr8dArDQkVupTOtYnSENbtQTWhm0uR1ZHnk0VkD8wIL9/QEFVgJfXvSDvGrhmUJJ7t8X58foE75rQRuTCaioWi8VisVgsFovFYrFYLGeNC15UffDBB0mn0zz00EM89NBDXZ676aabeOCBB0in07zlLW857r2PPPIIAwcOPFeneloEIWw46vLn7TFq2hyuGZRkXNnpBe3IVZp1lnZ2lWZdpqkWQ6bZkG45JvQdwIR48RAvIUEyUhASLw8kSsY7REo3FuJ4PBvJn8N1DIk8l7ZWH/+CS13Q+3EikD8gIH+ARPd0i6Gt2tBW41K3yaVmRQSASGFAoiL7pywkWhoQKw5xo1CeCHnpkCR/3xXjGyvzeP3o9nMm4lssFovFYrFYLBaLxWKx9GZeUIWqziVhGCpBtOv0mAg6DKF2syq3d5dTM+yUazMIYEca6nxVE08F0BoY6gOoDmB/IFUySsgsQkp80+He9PV+/Oy/fQgz4Gf0d5BWVXk/na0gf6zC2f3Z48XJiqRk/x0Syf7fjXLaxZeMcQhDK9I9H0732qXboL3e0F4PqQbIJLv7MUMiedBSCmv663k3DBniQ7mBQjck7kDEgYgL4yIQ75z71nS6R0w390v2/+XjIFH63Ofsuie2D+fapOXkOFHfZTm3XKi/RW9pkxfq9ett2Ot4Zjif1/G52iSc/7HS3mfnH/sbnFt6y1h5JrH3UO/F/jbPzcmMlRbLqWBF1bNI7Rb492dO7rVHS+GRq87u+VgsZ5PBu2H20lN/X/EQuObrZ/58LBaLxWKxWCwWi8VisVjOFlZUtVgsFovFYrFYLBaLxWKxWCyWU8B6ny0Wi8VisVgsFovFYrFYLBaL5RSwoqrFYrFYLBaLxWKxWCwWi8VisZwCVlS1WCwWi8VisVgsFovFYrFYLJZTwIqqFovFYrFYLBaLxWKxWCwWi8VyClhR1WKxWCwWi8VisVgsFovFYrFYTgErqlosFovFYrFYLBaLxWKxWCwWyylgRVWLxWKxWCwWi8VisVgsFovFYjkFrKhqsVgsFovFYrFYLBaLxWKxWCyngBVVLRaLxWKxWCwWi8VisVgsFovlFLCiqsVisVgsFovFYrFYLBaLxWKxnAJWVLVYLBaLxWKxWCwWi8VisVgsllPAO98ncKHi+wH19a2UleVz9GgLQRCe71O6oHAcY6/d8+TFeu0qKgpP+LzvBxw92nKOzubC5sV6D/VGLuTfoje0yQv5+vUm7HU8M5zv6/hcbRLO71h5vq+Pxf4G54PeMFaeSew91Huxv83JcTJjpcVyKlin6mngOAZjDI5jzvepXHDYa/f8sdfOcrrYe6j3YH+L08NevzODvY5nBnsdT4y9Pucf+xtYThd7D/Ve7G9jsZwfrKhqsVgsFovFYrFYLBaLxWKxWCyngBVVLRaLxWKxWCwWi8VisVgsFovlFLCiqsVisVgsFovFYrFYLBaLxWKxnAJWVLVYXmQ4DsRiHpGIbf4Wi8VyOhgDnufgusfnL3Mcg+c5GJvazGKxnGVc18HzTm9eZ4z6LJuP0WI5dVy3Y8y347/F8uLCO98nYLFYzg2OA+loPofbDBsPQVkCxpZDPEgSpNPn+/QsFovlgsEY8CNxapMum2ugLA6jykKifhKAlBtjW52htg1Gl0F5PMBNtxHaYrwWi+VM4nmknCibjhiaUzCuHEqiPibVftKHMMaQicQ53Oqwowb65sOw4pCo307gB2fx5C2WCx/juqTcGOtrDRgYUWbYVQ9HWkNGlUJFwo7/FssLHSuqWiwvEtLRAr65GHbWd2ybeg58dG6MYXlYYdVisVhOEj+axzeXOOw4pj+9dW6cgijc/qhDupMWMaTY8LE5ebjJ1vNwthaL5QWJ67GpIcb3ljl01msmVxrePS2BSbY95yGMgXQkj68sdDjc0vF4woNPLUhQ7rZZYdVi6QHjuuxsjXPnYofhpXDDaPivRyDlA2h+MLDQcNs8O/5bLC9kbPyvxfIiwI3H+NPGroLqwCL4+Czon2dIOTEysXz8aPy0w8csFovlhYwT8fjLlq6CKkAmgDsWOTSlOgTVQUXw3rFwyxBDY62DF412eY/rGoJInHQkj0w0geu5GGMgEn32MSdy/ve/Xc8lE02QjuThR+K4rh0nLBcuxhjCSJR0NNfGImf584BIlEwsn3SsgCCejxNJEAvyiGbyiBB9XmHC7U70OEEVYE214cl9Dp7nPucxQi/KT1aZLoIqQFsGvva0Q8qNnfqJWV4UBF4UP55PKlaAH8vrFWPVuSbpxrhzsYMfwivHwf8uzwmqHexrMvxmnYM5y/1MZ9xMlEg6j6ifwHNefL+LxXKusa3MYnkR0BZ6LNzbMWO/fjgsGAw17fD0AXhwm6EhaSjPc3jNeI/xpWlMOnkez9hisVh6J0kiPL67ewUkE8DBZoXPzq+Eya2w+y7YfAiiBYbMDVEGLnBJmjZCL8Lutii/Xuuwt1HOsDdMdBjZx/CrlbDhiME1MH+Qy81jA6KZNoLg3McPhrEEj+51+Mc2h+YU9CtwecNEl+GFaUw6dc7Px2I5HYzr0kicX60yrK9RG5s3yOXmsVFimdYz3sYc16HFSfDrtYbVhwzGwPQqww2jDNGkYffPIRZ1mPCGCGF+G35wcq5Qz3NZesAcJ6jm+OdWh/n9o7ic2K3ajsea6u77s+YU1LY59POwocuWZwkdl931UNfm8ceNhs214DkuFw+O84oxIV6qlfBFcMO4rsP6GoMfwiVDIO1De6b71y49YHjt+AhRzm5UoBO6HNkEK38WoX4nuDEYdoXLiOsDUm6rbccWy1nCWg0slhcBQWDIBDC8FF41Di4fBquroTkJeR5cNRyiLhxphR8sNyw86OF4ds/F0rupbjUsP+wd5wqwWM4mfmi6hPZPqICXj4GrhkFVATQm4eJBMPkorP+exIjysVrcrP+dYcNvXfLjceoyUR7d7RBxwTEQAn0LHT73qGHDEZP9LHhij+FLT7mkvcQ5/65hJMrd613u2SBBFeBQM9y52GH90QjuSTjhLJbeRKuJ89lHJYaA2tiTewxfetI5K20s6Sb47KMOqw5JAA1CWH4AvrHI0ByFgW+Emg2Gxz7r4CYTeJ6L57nEYh4FBTHi8QjRqEcs5snFnsV1Ie4aLh6suV3umYFFMKYPuAZ1LM9B+gTjZ3EMMJyU49Xy4sAYQ4MfpbYNvrZQgmrcy95zjuHfuxxMPA6oiOMLOfrNdQ1H26E0DhcP1oZqZwYUwvxBMGcgzOwPMQ+iUZdIxD3jxeA8zyEWc0keivHo56F+px73k7DtfsOSOx0i/rmfQ1gsLxasamKxvAiIuPDfl0NhTI3+SDsUxSWijijThHzeIDjaBl9+Ev600WF2/ygRethytVjOM1vrXb6zKkGAYXCBz39ObSVuRzTLOSDiZgu5lMLN42B7nYTGiX3h2pEQccBrhvV/gimfh30BHGiHwXkwIQrxPoa1DR7b6wyT+8LgYjlcDzXDQ9vpItjmONIKm48aJhU7+Ocwv2FbGGHRvu4Xf3evcxh36XM74SyW3oITifDnTabbNlbbBuuPGKaVnpk2FnpRQi/CA9sMbd1MpZpSsKEGnACGXQ577oc9Cw3FVyeoboEtR6E8D0aWycXe0A5JH6ryfcIQdrW6NKY0f7tupPRTP9Qx69vh2pEh6dCBWB5eJknod6+eJryQ/Ai0dDLQFcXglsn697pqw6G8OOPKQ2J+z8exvAhwPTKRGBsOGlYf1kO3TIbxFRLxm9Owvhp2N7qUJApYfQiCMGRaXyhwXziRDY5j8CNxGkOXseXa0PjzJrh+lJ4fWw6vmwBRT6kA8iIa44+2OxxqSbC/EYYUw7DigGimneAk3end4kVIORHq0g5FKVj7i+wO7THU7zS0VTt4VeZF4SK2WM41dglqsbzACeP5rKuBiRWwtRYSEfjGIk2+cwwohDdPgV318IVL4QuPQ0vaUHK+TtpiOQHpAH65MU5VfsC8qjR/2h7j0X1RXjL0hTFht/ReQi/C1qMOb5sGUQc+/e+u+dMq8uBj8yCWhso3wZfX0EVQKY7BB2fDT1ca6rLFuROeHvN96FfQ82cvOeAwpezciaqOY9jX2PPzjUloyxhOcMoWS68ijcvaHkLdAZYddJhe7sBptrEwEmXZ4Qhjyh1WH+r5dRtqYHw5FIyG6JNQMMvw1ack8OaIufCBWVASU3RRtePys5Wwt7GTa9XAu2fo37Wt8OB2AENVAbxtmotDnP7R9m4F0ViQ4jXjXX622nT5vJ+tzDnvDGDwHLhtXpyBse6PY3mB43psbY4BDoVR2FgD752p8au2FZ7cA0v2w2snwLIDhkd25t5ouGc9XD4kys1jHEyq/Tx+idPHGEh7CWraXJbtVyq1UX3gjxthRpUiVmYNUOqMxmYojMLivTCtCr631NDUaZqaH3H53CUJipznmXbEi7K8JkJVkcOKA3BdRYdDtTuq18DgQQ7pE9nTLRbL88KKqhbLC5zGtGFYieH3G+BNk+SO+NpV4DpyNqw9BA/sgMd2KYRnYiWUJeS2wo67ll7I6hqPo0mHW4a2URYPmdwnw8N7o1w2MEXCjmqWs0hLGOW7ywx3XgOrD0t8AFh5EJ7aAzWtcPcaeNd0WLOr63uHFCvVSsaHj82FTUegPF/9cH07FCegLE+CSHcpLUaVhbQ7MdLROJ4JiQfthEFA2o2RDh1cExIN0wTpMxNhEIYh+dETv8ZzgWP0J8fzSDkR/NAQMQERP4nvnztnjDGAFyVlPMIQomQwmbR157zAcRyD70ZJ4+IYiIRpnDAgaaL4GLUPJ6Qgqg2B7iiOhd26vHK4nkvSieLj6DMIcfFJB4Y0Dq6RKNniO0zuZzjcLLfpsWHBOQqi+ji/DQa9FH6xo6ugCnKn/nA5fPoSGFYGqYzhvTPh6T3wj63Z94dw1wr1K5P7wr93ah736gnayHEdh8CNEw1StBPhUDM4bgwvTOJnfGZUponN8Lh3g8NF/eWYP/acMwF8/WmHr18VI+LbKuYvNlJulG8vcfiPi3S/TaiAVEb7D+0ZCaoDizTO3bNe7szLhsK4cr1/Z71hf4vL4Jg5ZQHx2D49go/rp3o8juu5pN0oAQ4BBgN4JiQEMqHBhCFemCFKmowTJYWLHxpiTgBhSDowxFxIh/p+ngmJ+kltaEairKh2WF+t8fx/noLPXSZx+Xfr4MtXwqEm+MtmuHaE+pqqQvjFaq2/xvRRCraCKORHwMchGcnHMSHG6Fz9QNfYNSHRINnjmN4URNjf7LCuRudyqEFphvwe+rdYCXYctFjOEnb5abG8gCkqyeO+NQpJefV4hZP9Zq0my1FXidVfNkahXutqFL76753w7umQcHwrqlp6JU8eiDCwwKcsrsnh9MoMK494rKrxmFtlU1ZYzg6RiMtTuwwLBkFduzaidjfIJTZ7IHx8PnxvKaythr2Neu4jc+EnK+Ci/tC/UAut6hYJL5cPg36F8O3FEl7eMAkaUxJFlh/o+tlvmKQF2Ocfc6hrh/yI4YbRCWYNgG8uMuxr0kbYJUNcXj46wE2dfkGKMIS+eSEJj27DlydWhMQ7pYgxBvxoHn/e4vD4boVYDyh0ecsUlwHxFGTOboEOAMdxaHUT/CpbFCgExpc7vGVKhKKw7fTCLC29FuO6HPHj/Hylw/Y6tclZAxxuGgv/u9Swu0GOsVeMDXjfzJDP/rv7Ak9XDg3J9CBghLEEj+1z+NsWh5a08ii+ewa0ZRzuWWc4nG3Xlw0NmVhp+O4SGFcBr58ER5fC/qbjjzl/EDQ3QvWjMOhNsGHd8a9xDNy2AJYdgAe3KUy/LAGvGAtfuhw+/5gEmFwKkcakcucPL4Nfr+noo+YMdLhpbIzVBw13r4MBhR5vnuwwMJHCpJNMLUkzbkEM37jc+lD3bt50AHsaDaPyTl0Ys1y4uK7D2mpD3NM4tqdBKScONmsD8Ik9MKIU/mMG/HadXvPWqfDPrXB/VvgfWw7jyh2IRCF58oVwHcfQ7uXx23WGZdnCbKPLHN46xaPEPd41HcYSPFPjUJHvcN8mucENMKWf4eVjNR7vbTS8bkKECRURjrQZ/rBBUSKXDXW5LxvGv6seHtkJrWnok4DXjHeYVJ6hLYxQnmeob4fNtUp58If1Gs8f3wV7GzQWTu2n55bs0zrrQJNSJWQC+Nd2eN1EPRZxoE+eYV+DYUAxtKTgDxs0h/Acw8WD47xyzPFjeizm8ddtSiH0l006l4MNMPdS2Puvbi6kgb5TQtIZOwZaLGeDF272aIvlRY7jeTSnDSPLDOUJTei/sUg7ypMqYVARPLJDC/oBxcoPWJbQhHxkWYjX01anxXIeqWs3bGvwGF/asfAtiIQMLAhYXh05j2dmeSFjjMHzXIriMHcQ/PcTEitAgsbTe+GXq+Gjc2B6P7lQSuOw7Sh8Yr5ysN61QoIqyH32wDYtOl8zQQ7Xf2yFISXK0zq9nxaCUVdFsIIQ7lphcB3135X5cM96w582Gqb00zHTATyy03DHYgc/cmYKUkQz7Xx8XqDIhU70ScA7poWYTEcsox9J8I3FDg/v7MhZub8JvvKUw4H2KK57ZgtzdEfKi/P5xzuKAgFsOGL43GMObeeh0Jfl7GMMNIZxvvC4BFVQm1y0z/D1hYabx+uxphT8co3Dor1wy5TjBcHXjA8oiRwv/BtjiOfH2Vzn8o+tzrO5R8sSynX8nSUSVEHt+sHthvu3wtumyc3+f8vUB7xyrDayBxXptVcOU8qP4e1QtxXCbITQuHK5AHNRF2+bKjH1Txs78p4ebYOfrIT1NfC5S2DeQIlCTSnwHBhVDl95skNQHVmm1E8P7zBM7KuIpP1N8NWFDvvb1DZ9P8BLtxEGARMqYFRZR/GrzjS006VgluWFjzGGhnZ442T4xSoZMYrjHRFvrWmJhH6oe/DNU+C7S2DVIb1mQgUMLYGHdyhPt+MYIhG3SxGrWMwjLy9CLBYhElFhtEjEJRPN4/YnHJYe6OjTa9sM/9zuYGLxroWwIlH+sMmlMt/hG09LUAW1DT+AX6+GW6aoDQ4sMlS3Gr69ROueq4bDNxerbSzdD3/bou81qEgi8Z82OTRkIhxsMgShik41ZZdJyw7oO47pozVWS0rtzaA0AH6oYlX17RKdXzlOYnMm0PX5y2bok6f3fXuxxv3ZA+D6kRD3DD9aefyYnnZi1Ld3PZelB6HocigecuwPCDM/EBLGbIosi+VsYZ2qFssLlHQkTn2rYW8j/H4DzBwAd1ytoirbjmpS9OoJElYbk7DqoHaSp/ULiYRpktaFYOmFrD/qYQgZVtTVnTC6JMOj+6I0pwwFUXvvWs4MxkgsPNzmsGqbYVJfiRvH3mEvHaXF2LpqGFAEyQzMHaiiVmlfRSy6Y0MNvHES3H4pYGDtYQkmlw+DN0/tWLR9fxl8eI4WXbvqoTQBr50I/9gCFw+RIJtjd4Ohus2hyjv9ghRBEFAVaefrV8XYeMRwsFkLx0GFAZFMO7lhwhhDTZvDrobuxZZfrnG4bXYMxz97+fRcz+WJ/YbmbtaNErENrxzh4Z+h9AiW3kHoRblnraG7DBO1bcr3OKCwwyn6wDbDHdeEjCoNWHlIAsaMKkiQwqQ7RNWc87ol47B0B7RnDP85RyHP31oiEeb3G7o/pw1HNL/6xtUSTZrT2ghpy8jhN7Zcrpb0YTiyXQXt4sXw0bnqQ/xQRe8ON0sQ/cnK7j/nvk3wiQWa3710tMSVthT8aq36qCuHwfzByn/ZklZufQO8ZTJ8+SmJPL9c6/CJ2THcoJ0gmuBoq0NVAeRH4ebx8ORuWLi34zNHlHFOi+VZzj++7zOpEupTsK1OERkfny9RMAjgmuGwr1H31sWDYfMRias3jNY4mAkksOYVKlvM7mQ+aw9DWSLkov4QYFh2CA636P4aWgyBByaEjYd1nwKUxOEd0xTZcagZ/rLFUJGXx4x+Ia4JaA9c2jKGRfvU5w8qkthb3aL2X1UAeR58fJ7a2f3bdNw3TNJYGoYwpa9EzlFlEj/3Ner9Lx0F244aYp6+Z0tKuVQf2qG29p0l8JYp2hhtSqndjCxTW3eNcq9+e7EKUx5sksj6wDa18yl9Ff1yuAX+62JtrjSn1W6LYvCGSQbfuERc5VT3PIcNtYYx5TqPzufytTXwrrfB4FZo3ABeEZRNgqLSDBnfjn0Wy9nCiqoWywuQIJ7P3WuU4yjHX7fA5UM1sP/vcj1mgHdO16Lj9ZM08ZlQCc3N1qVq6Z2sq3Xpnx8QP2b0GlYU8G8Mm+tdZlTaiaPlzOBH87hzicPOeomFo/rAltqur3n5WImoX1vY8djftshReulQhUpeNrRnYbWmRX3v/y7vKCDYJw+W7VdY5W3z4O3T4EfPyBmXwzXwvpnqx2OuFpE51tfAwIEOmczp53AJfJ+I38q0UocZfeRoC1Jhl1Sqruuw7mDPx9jbCBkcniNF62nhG5eVh3oOwFpbbbhhhIuL7R9eSGRw2XikZ+fkpiMSOnKiqh9CUzKk3LRw3SCXMAzJdBMS68fyeXyP4Q8bOo79z60SSf5rgYSTo23Hve1ZdtYrHPitUxXOu76m47moK2GnPQ/+XgnTHKjdIVEkxwPbJEj1L+z5M9oyco5+e4kEo3dMl4t8Sy1cM0LFrb74eMfr/7m1Qyx630y4c5FEowwOxPL4xqKuGyMGeNNk/XvhXlV5T/qGMBLBnIN0HpbeQRhC3/yA1dUqWpb04RtPaxMAlFpjfY2ExPdcpKiNV46DQYWwaB/8fYuEwlvnwZ2LDAeybXFcuaEkAT9Y1jH2vW2q2sG0KrlLV2bHlbinHOYGCZgdRdSgIs+wscYwodIwtERFsyrz5az97pIOhzfIAf7ZSzXG7m2Eaf3UP/x4hcbsppSEz5vGwrcWa1wtS2iD4sHtOtZ1I+HK4TreoCIdJ+nDj1ZIoC2M6JoNLIJBxbBwD8wbpGiSoSXqky4ZIsF0S61SBRRkA61SvtysO+o6zvme9fD6iYZ5AxO4QQthJMoTewyXD4NHdx5/Lt9Zr99k4CDNTd5SGFAY2nWdxXI2saKqxfICw/Mc1h81LNmvycbESrh0iBwMfqDF95Ai2N2o3dWfrlRi9dWHYXq/kETYjh16Lb0RP4BNdR4zK49fzBVEQvrEAzYetaKq5fRxHAPRGPdv7xBUQaF9BVEtvPIicPVw5UDtLFzkWFut/nd9tRaaFw+Ryy0A2tNyorSltYD7xMMdi8rSuBZbT+zR/yvytUjtLKiCXv+jZ9R/p7N9+8VD5HopjRvSXgzjhbRnDJ4TEgtS+Kchsvp+QE9Fv8MwpOwE0fUxFxxzdh3kDqEKDXUbtAyFMb3G8sLCEFIYVdvsjqLY8W0n6kLo02MVbDfiUd3WVVDNsemI/lzUX5vSRTE9nitWl0t9UZaQ6HnnIgmrOVF1RCm8ZryeD0IVtTMG/roZPjRbQmgioj7GoNDl/74CPKNQ4m11KiSVK2iVi34+2Kyc+K8aL0ff1H7w/xZyHFuP6vw9A//vKp1jYBz2NUFrpuv3DVFe1v9aoO85vgK+8qThvy+PUoAVVV9MmFQ7VQX5z/6/LSOn9KvGd9yDhTGJqJX5MKxEj/19i4TMt0+V2HmgSWPe1cMV9fCZRzvGvoo8tc3+hdqIuGWyjgnamNzboHs3V0Qt4ih9zoEmGFdhCFDIflFM+Yp/vkoi6KRKiZi5ddBD27XpEHP19846vefqEWqTLxsDdz0jgXN6lVLyPLlH57LykDYmplUpyu8tUyUmP71XbX/pPnjfzJABxbCzzjCkRONyzM1et+z5RRyN1RMr1d7TgTZj+xV0FVRz/HYdTKsyRKMFZDI6l5+thPfOlKPdNV3PpSmlPvGd0wKKogGtfgLHhRgZyKROO+e6xWLpyjkTVe+7777n/d6Xv/zlZ+w8LJYXOulIgge2a2L81qkKC/lltupkwlPI2kfnwcf+JXeUH8KuOoXwBEAyaQUpS+9kd5NDOjAMKuw+9HBwgc+Gox5hmMSmfLM8X3JFbxoaHR7e2fW5p/Zocbd4H7xrhhY/j+zo9jAALNorQfXBbfDEbi2cSuNw0xhoSEoEeeU4hdn+LlukZuYAOVuePR+jUMXuSPpaUI0q0zEe2SF3jR8aqgpcbh4Ha6oVevnKsS4X9c1gUmc+BN/3AyZUhDgGusscc/mwkGiQpvuWe2YIMxmuHxll2YHuG/+NowJc/+yeg+XcEw1SvHSUx89Xd/+7T6uSsJmjXwHkP1chzkiUp7f3PIi0pRV+/Nds4TkVgoKPzZMzLhNI2BxUBM8clOjkOSqAc1F/2N8I//eMQn6jrkKmXz5W7tbtdRKiGpIwrBjeNh3uXadioiBR9u3T9Jog1HtyLNknseo1E2D1oZ6/3uO7Vby0uhW+/ASEGIYUy5X66E4JRzlC9Bmu0XUMgaf2GG4c6vYKEOGGAAEAAElEQVQoSlteePh+yOiyANe4z4qg62tg/xIVRhtQGFIYM/xilXIIbz2qKI3yPHjPDL1+0V45Pkf3UaHH4riEyxwvHaV788bRcl7/a7tymD+xWzlLQzqKOOZFlBKnLAF3LFS6jSDUJubVIyRcHmqW87Ux2XUddMUwCawvHSVBdvkBiavtGd3ncU/vee9MCblhqHywH5ytc/nHVlhzWG02L6K/bxqr9+xrgPr2kP7xDH36ufgYbfMZw5Biw+rDij6Je0pr0JDUOL69Tm7Wn6/q+TdYuMdw1TD442YVx3xiN9zxtATkuQNVzPLGMToXlwAPn+o2l/+3yGNvNj3DjCqHN06KEM+02mJzFssZ5JyJqp/85Ccx5tTzexljrKhqsZwkYSTG0TZDS0qTjQONmtjMHqDd2sMt2gltSCqM5luL9b6GpHaW0761r1t6L9vqPaJOSGWie1lkYKHPyiMRatsN5Qk7WbScOsZAC3H+vMnhJaM63G8G5UcbWKSFTy4f2tASLQqHl0osrW5R+J2DQvIuGSLxo3NOwrp2+PlquXD6F8Lda1VF/E2TJF4MLlbe1Mp8fZ6DFpQF0Wx+xpRCBtuy59aQ1KLupyu1iMxxsBm+twz+c7Zys/18taFtgstlVR5BpvvNM9d1cByTdaWeWhuK+kk+MjvOt5Y4XfJbjiwNeemIgOAsb9iFYUhFLM1NYyL8ZXPXNABXDFUe5iBl+4UXGr4fcFE/nzXVLisOdg1df+1EeOaARE5QSOxHZwd4fpIArTEiEYcwPN612tqDEXNgkf7cs16iaWFUgsjCveovPrlAQumBRqUKiLkSct8yWULPrnq11RwpX1XGDzUrX+T3l+rxCRXw+onw1ae6hi9vr5N79NZ5Emr/tlk5YRuTsP2oBKAJFbChGsoTSvkE2hA60qa+qjxPYlRruiM/9O4GzQk/dbGu19pOGzlH25QmIPfa+uSZK1YVibgYo+tv3XO9m6if5Na5ce5c7DCiTGNUfgQyYcjAIm0yzhoAdW0SOFvSyjP6g2UyefQtUJv4/jJ470VKPZYj4sD4SrWFTCDR8VCzRNJXjtO9F4YdrtY3TYbGdrUfP9S9/MA2hfzXtKhtzB+kY+Ryp4LGzX9slXh67Qjd55uOdHzG0v3a+Lh2pHKcG6P3JH216dvmw8ZqyIRqE88cgKinAnP/u1zpN+YNcigf7pFPEs9zcRzpHx+eHeGnqwwFMW2UzBuk8Tzl61qUlnXtd0riassV+eo32rPttb5deWvfN1Ou1KX79R36F8r9e/kwcDNJDiVjfPEJxWcUxZRTuW+B4c+bDTePSeCljrHwWyyW58051U+++93vMm7cuJN+/YYNG/jQhz50Sp+xc+dOXvnKV/LZz36WV77ylQBs3LiRL3/5y6xbt46SkhJuueUW3vGOd5zScS2WC4HWwCPhGT46F/LT0LcOhm0FDJTPhpb+0B6FP2/UYqAoCo0pTXIe2ArDJ4GN6LL0VrbUu1TlBzg9rOX652nlvL3BpTxhHdeWUydCgvCg4fItkJ8Po8sgL6pwwK21WqwFoRZZURecEN4+DA6thKatkBgGFXMgKJLI8ugu9a+zBsiBUtfJJPrXzdr8ak3L9RKiRVZeRAvOrUclhi7ZL3FoZ52cPXkRLcL2NUrYGVUmMbezoNqZv2xWhMJv18F9mxzmDogSOTavqONyqBmWHohxsNkwvjxkZGlINNN28m4W32dEQTt3XB1j0xFDfTuMq4A+MR831X5OAu9NOsXVg2HBoAhrqhWBMbkv5DtpTMpWPn6hYpJtvG1ijJvHeqytVjjtpAoJNbsbJHQMKoLBRSExvx0/CAmicQ63uizZbciLhMwdAAVOGpNJEfg+EyvdLpshOV4+RgLF5UPlxBteKoHHoI3rR3dKBJnRH4aVSbx8YJuE1XEV8ONuUoWAXH/1SXjHVKgqhIKYxJLOgmpRTOJUe0abNeV5cMVwianNKW3OpH3lUXzNSKASDi6GTDNcchHEB8DCOjlla1rVv+XyMIL6tn9skdj00tHKwbrmsJyFT3e6FrP6h6edrzkSRsk0Rtj1tCFIw4A5IfFyn5Rz9orZWU6P0PcZkp/mf65SUdCYF1LdIlf00VbDrIEaK3NC56wBGpvq2iXMv2y0UgbEXImxudQZU/pqU3FdtVJMuI7uycl94d71amuzB2gMrCrQBkJBBDASXQcWqc3tb9Lrbx6XEzc7zCM5+iQUJl/XBn/aBP0L4P9drba8oUZibklc7vHP/FubDAb4/KVyt7amVPytNSNBNS+qc6tvh89cou+16hAcanYoScSpaVRqkKoCueavGi5BdM4gjflJX9fkFeO0qTq2XALqW6eqbda26XiDirSZe6RNBcBSvvqM4aW6dgeatfF6tC1k8V7D+Mo4v12nYplvnQpj4pCpgSNLYGwM3DKHaHGMlE34ZrGcEc6ZqNq3b18GDhzIgAEDTvo9jY2NVFZWnvTr0+k0t956K62tHTsvdXV1vO1tb+Oqq67i9ttvZ9WqVdx+++2UlJRw8803n9J3sFh6M8YYAmOob4PBHmz4BRxc1vH8jvuh/8XQfpkG5IZ2+PxlcNcKOawuHaadW4ulNxKEsKPRZXpFz6p/3IM+8YDtDS6z+1lR1XJqRMM4G3/jsnehOsLqpfCWz8DBQCGyfqich79eAxuPwJBiuMKDx74EQe62fBR25sOk2xTGmMvlWJ6nUMJvLurqMPVD+PrTHefwr+1aVF4/Su6eHPeuV8jvk3vkaHn1BC0wPzxHi8sHTxDqu6teLhzQAq41bSju9LxxXXa2RPn60+CHcng+stNQHIPPXZJHImw96SijMOMTRUWtjJGLMExxTjOZmnSKPFIsqNR3yWSCE4d6W14QOOkkJSS5vErOUz+b3HREnmFUgSEIQoJUiA+EsTy+u9xhS21u0mP4y2Z45dgIVwwCJ51idJ8IVQXm2fyNIIG0fxF85UmJmADFMRWw+95SiT0g9+rIMrXhzhspVYUKQe6JPfUwrFR9xIrdcqXmiDjw/pnws1VdN1D+sAFumSJR6A8b4IOzYHAcDi2Erb/teN2uh6FoKIx6D/xmNzy2WwLQB2fDT1ZIZAXYnC1y9fWFcsKVZkO0c+ddVQBDioLTcn1Hwhjb/xphx786Jp3bHzT0nWqY+s4ESXOCCmCW84fnsaE+Ql7U4Dnwy9Wmyz361y0aawoiMLwMog78NVto6l/bNX7ub4IBhRJNg1Ch/hMqoN1Xmpy3T4endsv5ObRE99+juzTevWqCjn//NomNLWmNsx/KRmPMGyTx/xuL4NrhMHNgR45j0P3+novg/5ZL5HUNfHy+Cr3ta+x43T+2Soi8cbQ2MTOBNjI2HdHmyDMHu7pfH94BN4wCx2iu8OE5Gtt/vsqwoUbvmdEfPv1vbZiuOawoFmPkvt3doL5jV73C98NQTtufrdLmao6/bVF+48X7dE0Kovrudzyt6/a/y2B4qWF8BeyoM2yuVZ9RlIatP4badR3H2vY3w8jrIwy7HtLGCqsWy+lyzkTVxx/vYWv2BIwbN+6U3vfd736X/Pz8Lo/de++9RKNRvvCFL+B5HiNGjGD37t3cddddVlS1vCBwPZeUEyU0DnkGHjsExa1dBdUcB56ECTPhpwfhw7Nh8X746BzYV68JezrgrFZntlieLwdbHJK+oX/+iTMiVuX7bKt3z9FZWV4oOI6heWeHoArguFBQAIlWLZJAC7zrR2ljqq8Pq77YSVDNkm6BrT+CV74dfrRJjx1p1YLxkiGqIAxagHVXXGdDjYpXjCyDbdkFVYgWWLfNh/95SmGJSV/FZqpbVYzQc5SnrvMxp/SVy6csoUrNS/ZB1A1xjUc7EdKBwfMcvrnYcGy0f0MS7lph+OD0CG6QwY/ESIUOad8QcUJiYbrHghe+f+YylzqOwfWjhEm1ayfmk3FTz+mg7a6iu+WFTcT1MG1R/DREoyFBPEUm43e5V1zPZUeT4Q2TDFEHHAfqWuVa+9Mmh+lVUQo9lzyT4r8WRNnTYJ6tfVYUhR8u7xBUQZXA713fIaiC3Gh/3tRVUAWJOIaeNxn6Fijn49E2ufmKYx3PzR+sHIrHOtJD4Fer4RNZseWHz8A3pnUVVHM07oLUIvjwAvj+ColSv1qtPu0Xq/Wa4pj6i8s75Z3c0yCRa1BRyI0jIdZkgDyIZfCdNIEbIYlHEOq8g1BCVMz4uH7XtmqMof2w10VQzXF4laFmnUPpVOeM9iGWM0PKibJwr8O0fnJM5gRVx8C8gcplmh+R0zQdQMJVvtWXjVY7c4B3TlMqigGFuv+Gl+oYNa0KXW9N6z0+uoc+fbGe29eoY1fkhfzHDMOhZo15rWlFfbx6vBzq14xQzuNNRySI5iiKKbfr3zerfYHSAyw/oGMPLoZXjoV+hRI1U77Gz3SgvOXtvtJseI4Kak3uq38Xx9QGIw58/CG5uptT2oTYUKP2/uYpGr8do2iTkrj+HdLx3rvXaIMjCNSX1LR2CKqOgTkD5B5vTklQBXjDRPjrJpjcT8W3alrhHdPha09JFJ7WV69PbOwqqObY9k/DgFkeTmXSpt6wWE6Tcxr+n06nufvuu6mqquLaa6999nHf93nZy17GTTfdxDvf+U4cxznBUbpn2bJl3HPPPdx3331cdtllzz6+fPlyZs6cied1fNU5c+bwwx/+kNraWvr06XNa38liOZ+E0Rirj0bok2foE9fA/7IhsPrOnt9T8wiMv1qVpx/fobCV8gL486aQ145NW0OPpVeys9HFENK3h3yqOfrnBayrjdCa7jqhtlhORCSMsfYfHXOPstEw6mNw1+qOAjFVBQrDX7QXlh2Ar46FZGP3x2vaD5OPmWGtOChhMyeqzqiSY6U7ntytnKzbOrlUglBhu/0K5Fi9ZTL8c5vCAh/YpirFH52rnIwNyY4CHXdlxZOIA5cMCYlFHB7ZFeNvWx08R8dJ9tDxb6o1pJ0Ih5IRauod/rBRArHBMKN/lFsmeqeWIuAUcR2HsD7B8h871GWvW8kwl2nv8nBL2/EDO2JZRCxMsP1vLjsfMvgpiOTB6Jc5DFjgkzJSN42BlBfn6X0Oi/bKTVYcU2GX101UgaZHdhraMh7j+riMKIPfb5CTDBQKnPt3jsHFSsPRmZFlElWPZV212ukzB49/Lj+i0P3bHtbmzcvHwvX9VE0dYFo/+M6S7r97iJx8g4rlXtu/qPvXAex8CMbPh9svg/9+Qs7Byk5+lGtGSMRpSspZ74c6nzdMChmXH7LySw6Ne7TBMWiBw4BbovxsNayrlkhaVaBCWYv2QXWLyzuneZS57YS+2mrEcdn8YM9hUdvvd5g1IYLvWPdcb8LzHFYfcZgzUGPRk7uzjzvwoVmqRr+lFgYUyTF92VDI+Lon/7xJAiNITH3XdI1Nf9ooIdCg+/26UUpdcaAF7lmncPgBhRIKVx5U/nEw2cdCiuOGaHbzoa5dGwq5TYfJfeHiIcqPerhZKToc05EruDgmV+in/61NyQWDJIR+c5HSeBgkqt4yBSoL4J9blDrgTxvl5gaNvW+YpMg/UFuZMxD8QNfHNapfURxTGoQFgyV+zhus7zOgCAi1YfLYLvjG08qVjNEGCugYH5ytYzQk4eHsOPiWKTCiDH60Al4zEb7wmK7V7vpcMTn1aUdq4NAjPf+uOx4yjHuzR6qHPOsWi+XkOGeiaiqV4r3vfS9PP/0073jHO7qIqnV1dcRiMe68805WrFjB9773vS4i6HPR2NjIbbfdxmc+8xmqqqq6PHfo0CFGjx7d5bFcSoEDBw6clqjquk6Xvy0nj712z5/cNfMiHosPRiiIGvbVg1eq8OcggLJRUD4O2mqhcR807O54f6YVEkYTF9fVIuNgY8jN48Ck03jehfubXMjnfi65ENvfriaXiryQePTEOSr6F0rc2d/qMa5P73e6XIi/xalwttvkmbh+jmPIHHHJdIo4HfOfcPuTWsTkONgM316sRc+WWvA7udUSfaBshBwuYSiX67FfPedKAS3GbhitMOLuaE3L8dXT4zVp5XRty/4dIqFmX6NcMUv3S/z825aO96YDCUZ17SHDShzaMxJL2jLagBhXrkXnltqO7z2iFPY1Gtp9w/890/W7LD9g2NPg8tkFCaL+qedB9Dz32RQBPYmyTmuCR77g4Hf6Hep3wuOfd7jqa3FMfu8KE75Q2vP5GivP1vVxgwjrf+myb1HH+JBuhQ2/d4gXG/rNjpH2MyRNlG8tNuyo73hvQ7Yy+JunwJgyOdLyPCiKG77weEeRK+jeWd6dIbqnGm//3qmNj0PNEjNzxD2lB/njBv2/rl3Otv+4CN4+Vf82putxR5YprUht1tHWllYbLkuAe6Tna5Vph7YU/Hq5crB+c3HHcWf2l1vwO0s68qzmzuf7ywzvHW9wPcBAxXgY/lrDj9ZKLM5xsFnv//h8hSPf/rjD/1wZpyAb0m9wyLT0PI6ns5s2L7b5XG//vmEkzpFWw+CscD+hArZlK9Y3pSSiXzFM6WxmVEnInFipe6Fzygs/lMv1e9mCbBV5ev1FVdCSTRXzjac1Xk2qzN7/q2HDEY19Eyo1tv5gmeGjc+Ajc/Sery/U36VxpePoVwCrD0rArWmBby1R0caL+muMe/MUPV4UU+7Xdh++u1THKEuofc0bqP9/6XG1228v0Rgc9/T9XUepMz59sTZaITseZwtnXT9Kf+ec7VFX7fWZA9p8qCrQdxlYDHsb5Pxtz0hIzaUJumG0rsuy/RKBWzMyw8Q9HXtMVsYIwuycIPu+rUf1Ghe1qZ5INRsc4/T6+89i6e2cM1H1nnvuYfny5Xzzm9/kuuuu6/JceXk5f/rTn/j73//OJz/5Sf7whz/wute97qSP/YUvfIGpU6dy4403Hvdce3s70WjXgOZYTPE0yeTz3wV1HENRUQLg2b8tp469ds+fpBMj6sglES3TwP62abCzEZaOVfL0mQMgnoRhzbDtLmjeD6Uz4MlmuDhPO8gJF8oLDJUFAPnP9bG9FscxlJZeuOd/PriQ2t/uZhhcAoWFJz7nggJNvA+lE8wrPTfndia4kH6Lk+VctsnTuX7tDbDmQaicCHU7oHIyrK/vKqjmCFHxlgWDobAMIvkw5j1QVwTNURXMWH5AIsT0mNIG/HyVilhUFSjX4ucvlSttZ33PDtGJlV1dqjmGl0oozT1/UX+6FG473CJH6svGwBd7yJ604qDhmhFy4jS0w9g+CotceUgOm1umSKD55WqFNte1G/61vftjVbfA/haX6VUn/zu3piX4Pr5DYZhzBmoB2yev6+v8DKz7G10E1RxBGrY/6DDlzfm4vdCR3pvbc28YK8/09Wk6APuOcWdWXQIV18LCesPRdVFm9o9SlkcXQbUzf9ssgaYQOcKX7D9eMPUDtd3OxaPSgYSZzuH/bWkJM0eP0fyTWeHmS5frue11EpU8RwVEdx5zbn/YoHDpTyxQux5aote+arza//5sMZ83T9G49/huOWmLpsDUsbDtR9B8TL7l8omwuUkh/YmI3HelcaUW2degPqSzoNqZe3fCR14Po8phZQP8ZqcK61w/qsNZCOon798Klw5VQa1/bnN427R8otmNooFzobqbcGSA/jOgoCyCG+mFDfss0Rva5HOxrhqmVkkwXLpfv/H1oyQu1rUr6mLxPoXNzxuk370genwO4SuHwV826bl3TlPKi7inYldBCHsatZn3lqlyt967QcUYXztBguPTe9WOXjVeEXeDipS7OOYp5L04pvvZDzWm/XK10nG8f6bcoHFPLs++BfrMm8dpPHp6r55761S158p8/f+fWztS8bSl9blDihV5Evfg5vlqS+Mr9P221+mcJlZKAAb1I1FXBeUWDJbjdv4gGFKix+Oecr02tuu1h1r0/qX7VdwO9J3XHtLjg4v1O9S0wLUj9fkDCuFAU0f+dNAmzpB86DMF9j/W/e86eD4UlsSAWPcvsFgsJ8U5E1X//Oc/89a3vvU4QbUzN9xwAytWrDglUfW+++5j+fLl/O1vf+v2+Xg8TuqYiq85MTUvL6+7t5wUQRDS0tJOUVGCxsY2m/vnFHFdx16750nu2gVBwOhyh0d2wDUj4YYxSlbe2f3w4HYtrgFmfgB2/x/kTYahzcpt9Orxciwkg5DGxvZe/Vs814QzCEIaG0+wHWt5lgut/bWk4UBTPpPLUjQ1PXe4b9+8KBsPhdT16/3hgxfab9GZ3tAmz8T1c9rj7H7MZcEnYdfjUDEO7q/p+fXb65QbtTEC078I398Igx05Y77QSchcuFcLs/fNhDsWSqxceVALqe8sgU8ugL75EjE6E3MVOvn/FnZ9fFKlFk1BCC8ZBb9YBf85R9WP5w7sCBPeWAPT+/cs2ILEobyIFmB/20KXKudP7tEC8T0XQVVBSG2b6VFkAVhfHTKqoP2kcpgGjsfiw1F+sbpDCV64V9fu0wsCop3swk4mQvX6nrN812yA5voUgddz8bpzzfluzycjzJzPsfJsXZ/2mgSa1Yi+cyB1OXxuVYc7fHeDKnr3RF07pAKFxL9+YtcCMTke2akwZYUhi4e2S5j52aqOx/6VfeyuFccfY0KFBJnRfXTGta3w67XHvw4k9iR9VTCfWKmUHs3ZEOVc+57SVxsSdz3T8V2f3itx6bb/hA1fgVR2XmhcGHwz/Hqr/r+rXvPAJ3ZLcBpYpII6PVHbBt4g+K9HuwrOCU8Fc36+qqM/23ZUYc2gwn71zWkigdZjFZPiJPq4tNV2Pb6XgOHXBTQ29y4H+unSG8bK08F1HerbYtS3O/xyTcfjuTHu4/Mk9C3dr8eDUKJldxuDlflap9w2XznBm1LZlMXZIaEpqfQRn39MAm2Ov29RKP2mI3r/or3w6UvkzNxWpwJtyw9ok+5wi5yw6UDpbf61vWN8BI1xEyqUA3ZAoUTJbUfhI3PlCL18qNyhrWndu6+doHHyNRPkMv/DBt3zH5kLdy5SeoIddWqLC/commVwsTZTPUfX6YbRSh3wqgJtpCzcqz/9CyUw53kyxty7To7U/oUay5uSOsaAQli0X+3VDyAwKpb1jmnw/WUqXvndJdronFAB62uUAmDOPCi8Bg4vlku9M3kVUDYupK6u9957Z4vevolhufA4Z6Lq7t27ufXWW5/zdZdcckmPAml3/PGPf6S2trZLHlWAz3/+8/zkJz+hf//+VFdXd3ku9/++ffue9Od0R25C6PuBLYjwPLHX7uQxkShJPNIZQ6oVXMfw0+WaZBu0QP7QbE1CDreoKMrWo0rg/on58KuN8N7bYEcrXD9SLqyWlCY4DpBO+2ctL965wt5Lp8aF0v521MneUpnw8XuKq+xEZSJgS717QXy3HBfKb3GqnKvvdDrXL2pCIvmw8mcw6wNAAipPsKYviUvY8AvhSKiKxH3y4JMPH//a4pj65y9dIUdp6SA5Uz5/KQRoMapNAy38KvLg5ePkQhlaooVeUUxhlYOLJX7cOk+Ol3fP0KLr12vkZMstGksSOs7nLoGoJ4dbMiPHzeLsojcRgdFlOnZnQTXHhhqYPyikIBJysMkc587rTHmefueTuf5tntdFUM1xqBn+vMnw6pEOQTa3W8QJSPQJqd/ZfahwvDQkNGGvbDe9vT2f73M709cncsz6uP9L4bNruxaEaknpfu8Jz9FrQO27PA8uGyJ3XjrQ89uPSuj84Cy4b5McnUfb1N4+MR9+t04CTX27CtJ84TKoboaKfDnpok5HaG9TCvoXyfnaP+syO5bhpVnRar76ksKo8q6+f1Y2b+MeufC+uej44lcNSbh7N9z0Mtj2Gxj5Mii/Fo6klVZgzWEdO5lR9fKimDZzCk9wjSKOcmAe+9O1ZeQIvH5Uh7g8ug/0y4ePzYW4F4JxCIJQfyJtXPy5BFv/5rDnCUPgw4BZIeNeFZKJtRH04rZztjjfbfJEhCFUFRq+s1Ri4hXDtPEW8zQeEiqEf1o/iXmJiNpQWdaQXhSTqDi5EuIRuTQPNWtsNAb8vI7UOS8dBd9bpvt87kCYO0jHMGgD8Q2TdP8NKtb/y/OUOmBHnfIVJ31F7vmh8gMPKIJfrTn+O62vUTE2UPv878t13v3HdLT3TAA3jpaTtG++Nv/uWa+2+N6LtKEyuo/Ey4V71C6Hl6oY1ivGSVhuTEpsHlIsAfQfW+Gd0+XqfXqv0iT0r5JY+s3FctkeatZ7PzpX1yETavwticNPVmrecKRVmyLpQELqsv16/f3b4NoRctc+ukt90tunwEWfh11/gsMrwPFg8KVQcgUcdEL6+IEtVGWxnCbnTFT1PI90+rndBJ7nYcyJc+Z15o477qC9vevWyzXXXMOHPvQhrr/+ev7xj3/wu9/9Dt/3cV0tzBctWsSwYcNskSrLBYExkInmcfdah6UHDCHa1Xz1eC2ql+7X5L4lrUX7zP6aZF82VIPq/ds0eYi4kPK0UMfXRH5fnSZIextheumJatJaLOePXY0ucTekJHpy92dlImB5dYSGpKE4Zu9py4kJoilGvsRh2z8dWuPwt1q4eKicMd3dPVcOg81H5Ab51QYtvKZXHf+6a0fI+fWDZR1VwCdWyul2qFkCxf8u1+MVeQo7bGiXwHHDKC3AXEchfl42R+srxuk11S1aYD24Xee4u15OlkPNyre2aJ821Nqy+dnmDJT7ZUo/5W1sTSu64R9be74u/9pumFbp05wyXD7M8Pctx7/GNTC5IiCTfm5BwPMcVhzqeX735B7DTaMjeEhUzYQZRr00ysHl3b9n9I0hGXqPS9Vy/ogUBORVOLTWQH4l7Eoen9e0rl1zp7jXfW7UeYPkIAXlPPz4fLnUvvqURFKD3OJvmAytKYUTu46cc3/YKEH2XdMl8iR9tdO0rzaWK241e4Da4U9WdITKVxWooMxjuxSunGPWADlrv7W4w/05olRuuT9sUL/w8rH6Lj01vw218LYr4aI5sK4OvvOU5ooGpQ4ZknUX/tcCKIrDA1uVNirqdnUJ5rhsaFfHX2cONuu7g8S160aqcNDBZgDDsBKXd0/Po8RtI/ADUl4rI272GPUyhfmHXoYMacLeqy2+aDEGNlRLHP3ALKV2aEzq/txdL+GuJmt2HFUmwbUoIqF1fbWiHjyjsTKV0Rha3SKxMAg11l4xTGJl1IW6NkV4bDuqwotJX+PlxUO0AdGQlACb8PTem8epYNPgYo2TrWltfERdCZ/d8Yqx+g5ffFwh+VcMg9+u60htUBCVwFscgzCuMPv7NnUU2sqPyhn7hcvgS0+ov/nOEn33iwdLVK7IV0j/gEIVvBtYpM9JZiQEzxsExfGQZw4YVh2SSHrtDOVN/f4yRRqO6aM+ZlcdvHS08rou2af2OrWfNlrnDNTm6KYjKnAJSssxuo/OYcUBnd+0W2DUG/TvpXXwjRUwa4DhreM9MilbqMpiOR3Omag6atQolixZwqWXXnrC1y1ZsoSBAwee9HF7cpv26dOHAQMGcPPNN/PjH/+YT3/607zzne9kzZo1/OIXv+D2228/pfO3WM4XfiTOnYsdjrQZPjBTLoINNfCzVYa3TdWEemo/Daa1bcoDdqRVk+0RpZqApDKaXLSmoSwOONDSDqMrVcWyNR1yCnsZFss5ZWejS9+84KTv0cqEVmV7mx2KY7Y6uOXEZHyfwZcFxEcbfrjHSOwwEjl/ubqrODN/kBZuM6pg6QGJoQMKtXC5qD8MzRbxcB05ZL69uGtu1nXVcLBJlYgPt8Arx2oBl4jIqTapUk63JfsVhruuGkaWqm/f3whP7pVweuUwLTRzlY7bs8WmPnWx3Gt/3NjxmX6oBdfRNgk6H5mr/I03jO5eXMrRnoGMHzCjn+FAi8OeBsOawx3PRxz42NyAWJA8qe04YwxJX2JR1NWCOXf+IGEopKORh2FIrCLNhNdGWH+v06FwGxj7yoBEVZr0c9hrolEXQkMQ9m7nqOX0MHlpLvmcw8ofO7Qe6SjWYpC4UJ6nNvSXTYro+e6SjteAhKDLh8KXs4XjXjZW9+ePjinOtqYaDj6t1B37GuU2u3Yk9C+AVYflDP/Mo5prfe4S+MpTEpIm95U4c+1IpRfo3O4ONmtz5C1T9P9Vh9QPXD8Kbn+s68bOrnqlIHjfRfDjldqAefMUpStwjTbIg2yRnDWHs23KwNq6rikGRpZ15IscVqIL9dl/6/UHmiUY3/UMjClXv7KnQa+/ZkT3jvwcfqjXvWyMhKbOwU876+H2Jxy+ekWCqC+VOBNkwM10XGBLL8XQlta49bOVajvvnqH75XvZ4k6OgYkVyiN6uBleN0nFmz40WyJpgO6HX6+Gj83TGGlCKIpqDAUJlTWtEh431MhpCRIWK/O1kfD79Wobh1s6NjWirpzbaV/ncu1IOTdfNkbu0osHq01EXZ3jiDK5bJ85qHH7ksH6HrsbshuFfeUKb2xXW2xJaROzPaNr0JaRaDqkRIaVzkPLhhr9AfU7H5ursP7/XaY+45er9VxFnlLeRJyQmhaHgpjGvmj2eMmM+oy6dhhWquu5tRZuGqP+4iNzlbv112s60hJsr9OGC0hwft9M+L/lcvEC/D57jpcOyUbbhNCWMYShXQBaLKfLORNVb7rpJr7yla9w3XXXMXny5G5fs3btWu6++27e+973nrHP7dOnDz/+8Y/58pe/zCte8QoqKiq47bbbeMUrXnHGPsNiOVu4ruFIyuN1Ew0lCXh0pxbGEyrgm9cqxH9alfILvXqCdm5/vkoDa9zT5OCtUzXZ2HREoThL98OQIqgogD+sh1gErhrau0OPLC9ewhB2NjpM7HPy4mhRNCTuhuxtck/pfZYXL0nTRjCggJ1Z5+bCbDGMW+fJUZP0JaT6ITy+S4+N7gPXj4a4q1yMR1olHAwu1qJsXbUWYK1phR/mutjaNv17VJkWfrVtysU2plwLypY01Ce1YBtaomiD/kUwqS+MzC4ulx/oWJyBHKgzquRw6c5RCnLd3ThGYccjykLKEiGzBhg21HS/oJrZPyCKj59M0j8vzlumeDSntPAsjsHQooCInyT0T66NpXGZ3NdwpFWL0utHaeH605U6p7F9QiJhV5U3bVJUXRLSf3aEo9sMhFA2KiSMpUmfwKXq4mFaY+x8wNByyFAxMaTv1IBMtJ0gsGPdCwUPD1pj7PinoaXaUDU9pHICHInBuAbDy8cqUudAkzaZJ2Y3kv/nypB9TWp7A4sUcrvliHnWdT6qTDnqu6OmVYLOsBIVrnlgmzYY/nO25loxF754uQTPSZUSIlcdUv+w9rCK1+WKOo0qU+GbTUckhgwrhTdmw5vv3dBVZ5w9QOHKqw5p02RmfwlCO+skAFfmK0fkhhqJWh+eo8cjLvw12ycMLlb49PajEmjzozC8DHYc7XC7bqmV0/S/Llbhq7o2fYfhpR1VzLsj4UF5HL52pZyL3WWTas+ob716gEsmY8fmC4eQSX117x9slsvzcLOc3SFqMy8fo3VHKtC49vQ+tTkvux/WmhXxqlsVKj+uQvffU3skHMayIv+cgdpQ/MbTEv9fNV6RIfsaO8bWRESCbUlc4+JDOyS8FsU1Z5zcFzbVSMiNuzCqv8TbRESO2XSoMXRLre7rVKBxbf4guWEPN2t8zwTa4DzUDKP6wJsm6TyqW7Vhc8NoOXhH99GxjuVIqxzrMU8bMUdadQ2rCvT+5QcN0/vBzWN9attd/rrZsKVWQvArxmkjNcweZ2KlrksyA7MHwsFGzQveP0vi71um6Pvua5CjOC8Kv1nbIah2ZmJlR17o+QMDCGxbtFhOl3Mmqr7qVa/i73//O7fccguvetWruOyyyxg4cCBBELB//36eeOIJ7r33XsaMGcMtt9xyWp+1efPmLv+fPHky99xzz2kd02I5H2QieXih4Ugb/E+noiXLDkDxJvjspVDfJrfE4n2aoP/HRQoPOdKqpOjzBmmSctVwhXZdM1IVIa8ugkuHwb93hBR6GWwUpaU3UtNmaM04VOWdYDV3DMZARSJgT5Pz3C+2WNAG1p66EDo5JZcf0J/yPIme248qXD+nFSw7oIXc6ybCV57sECWWHYC/bFaY5F82Kbrg7dO6ut521Clsb2025fv4CokqS/Z3vCbXp790tEKA/7ZZrp+frZIDxzESLqb2VZGL/35SYYknKlBV2yqHzLxB4CVbmN43j3/kuc+GbuYoiMJVw8DPhgQ6qXbiQL7r0K+PCqsEqfCkzWWhF+XBXRH+trXj+i7dr0iK98/SAvrNk0NMJn3cMTOkIZameJLem36O3N+ucWnaFGPpdzvcrQeWGaIFLpd8PkGY30poE8hd8Li4NGyKsex7x/zOhXDx10NeNibkjqdNl9D4B7bBJxaEJIJ2hsV8RuYZwhBSYYyiuMvsAYYFgyX+HWzu/nNB7eN7S2FLp0I8T+7RXOuzlyp9QDIjV/bXFnYIjMsOdBR1+vsWbSzc2ano1LID6jO+fGXXIj+TKrVx8rWnuvY/f90MH5ytjfRlByRKvX2aNt+//rQ2dYJQYc5lCQmq31mijZ4cD26To21Spfqj+YPUt3z63x2vWXZAwvNH5yrH5H1dl1kAvH4UlDbCwX2wrZv8sDk2HnG4YqALWCHnQsHzXBxfIh8oCiMTaBwb0weuHq576mi72kVuA3H5Aa1DPrlAgvyuej3elJK4+LVO65pRWWGyPSMRvzxPhRQ7F2UDteGPzVPagQmjNIZ8e3G2yNQBbXb0L9Am5eceVRtYcwjmZd2qQTZMvymlzZAbRmvDcXqV3vOXTXpsf5PcpX6ntvvHDYoG2XQEVhzSRsqv12jcvXPR8SlHxlfo81K+Ck4lPOVR3duQy1Fu+O06w38tgKo8n6n9XJ7YbfjYPInAW2p1zBUHtbn68Xk6r5KY5iNNaX3fsiZI9lG6jfcPg2QATYE+51iGl+j3qW+XeDumLMBP2Y1Gi+V0OWeiqjGGH/7wh3zlK1/hnnvu4Te/+c2zz4VhiOd5vPrVr+ajH/0o8Xj8XJ2WxXJCnIhH0kRpzxhiXkg8TBOcRG7gM4GJRPjTZsOrxoFbBl+6XI6Do61yo1Zn//6PGfCly2Bfkwbdwy3aeS3P0wTiL5s1WYg4cPVIaGiTwHq4BRrbA940McAke3+VdMuLk12NyoXdL+/UJn2ViYAd2fdaLM9FEEBlnhw4I8u0kPEDbUCtrZYj7IFtyp8W97JhtaEk2IPNEkmM0WbW/VvVv/5spRZ0318mV9n0fnK2FkR17LinxVZ9u4SSX6w+/ry2HtXG2RculcPur5tVUfuZAwrhq8xXDsRfrJJwEvd0Tj1JhkUxqMwPSYRJfGNwQ5/b5jskM+AYQ3MaXBNSnoBE0P7sXpvjeSSdKE0ZQ9QJibsZjAtJPJK+Ie6FxMMUfrr7fAKNfoS/bT1+k+NAE6w6GPL/rg6JZdoJT1CI7mQLKbqpGMt/4Bx3EVLNsOIuw4wPRUibk9+ksfRO3HQPv3MTHN0PP9pljss1qnBlw+cvjUMkxCEk4WQgdCiNw6vHh6w+ZOibT4/F2UaUKgz3SJtcpf0LO0LuNx/RZkjEUU7Rzz56vGOzLSMH2YdnQ2NKQmXSV2TRqkPKrbr2sETQxuzU7LqR2izvfKjKfHjJSLX3D81S2P4D29SPfPkKhVA7Rk69b10nV21zSrmeH9quKKdZA3RM12hzaNNjcOlQ+OqTx3/vunYJZFePgHfk6bOqW+T0fdVwGOTBul9AwTiYNhzGVsil6BqJb//aLiGrPC/EIbCS6gWE7wfUtOpeBwmErqN79PpRGsf8UONQJpBY95KRUFWoaISIq/t1dB8Jpgb42L90rFFlSoPTrxBWHZR4eeMYbSb+crWOPXegNgJz9+qGarm279sMr52g/MdL92mcBTlW73xMn53wdB4Hm9QWF+1Tu/jwbKUBuH+ril5dPVzu9I/MUUG51lBub8dojC6MQmWBjnHJUL03HUgEfmCbzuH+rbrXrx0Bk/vp/veM2nlNqxzmNS36LpcM0Xis1AkOOIY3T4Z2P8RgSHhKXRJxteHRltHxDDqforiiFj0DbWX6fgea4Jd74JahUGYkAP99i+YwCQ+uGh4ysszwk5Vw4+iAq4eFeKl2m3nDYjkDnDNRFSAej/PFL36RD3/4wyxevJhDhw7hOA4DBgxgzpw5FBYWnsvTsVhOSBhL8JdtLg/vVEiYa+CSwQ43j/UwyROUhj5DpEyEl4wyLN4vB1Nucj++Am5boOTt66o1Gf/3LoV+vnyMdjbnDZQ76q1T4PvLYeVBuRxK4zCoRAv/ikTIgEgbftLuUFp6LzsbXcpiAfFTHK0qEgHP1ERoTkNB5Oycm+WFgzHQJ9+wZTP8eZMey4/IETq5rxYkr5+kQhVL92thNau/BIh713cU6RhQqByHf90sETQve+8daVWBm5+skCsGJK6+doIWoA9s6/ncHt6pQhpL9sFrJ0LEKLz2K1dCc1JunJzzLBe+/MzB449TGpfYs7fBcLQ9ysTKGP+3zOA5+p6/WSsXDBgq8+Hd0+P0j7UTOBEe3uvy9y0OSV+Luln9HV46Gv7nKUNrRiHPLxkZ46ohHibVtXhoJOLy1M4TF6i6foR/0mkEToQxhsZ9hqCHXLFHtxhIehC3ouqFjOMYGnYbwh5umWTMPFsc7ljq2+FAk+GxXdn0AA0Ov1tnnhUwR/eBSf2Uu/A3645//5yBsLFGOSV/t67DfVcah7dMVU7EvfXKb9pTzuJ9jQrVXbJPOVLTgcSbWQPkuLtnnT7/O0vVD7WmuxaOGlWmvPm/XadjgRzor5soUXf7UVUpv2q4hJZcMVPQHPJzl8JTe+XYS2fnt/MGqWDVweaeN2VWHZJY+8A2iVrjyiEawKGmkL0PG6rXQfEUFcD6WTatB8jN+MHZytN67fCwx80XS+8knfYZVqJ7I+YqyuLaERJIgzArHjrKHz6uXELrU3skpO5vlAC4p0H3RWNS4n6IcoPPGqDw9fp2RdJtOKLiViPKFIb/7hkKzf/uUrWBXEHey4apeNPXFiqqYvYgzfVqW3XfNSR1/MX71A5An9nQLrGxNa1zeWiHNjZq2yScliSU8uJ36/QY6LzfNQP+tEG51EHf7a1T4Q0T4aerOsTUN03WWPrHjfq8uKe2PK1Kgup/XKTjhyjf6fzBMLgIVh00/G2Lvt8HZ2tjZUiJzvHYc3n/TP27LltAb9UhbeReOkT5Vrc1wPWDlcbjjROV7iDuwfY6Q1VBwOfmB0RJ4yczVlC1WM4Q51RUzVFWVsb1119/Pj7aYjkpTCTCyhqXi/obZvRX2OWaanh0t6El7fKWCVFIn91FWWHMsPygXAcjSjVRmTNQE+ANh+E9M+CTj2h3+NFdStCeH1XOndKYdi0r8uUiaM0op0/Kh1v/pVCcdj/E9a2gaund7MgWqTpVKrLFqvY3u4wptZ4Yy4lJe3G+8qR5VhwdVCTH6t5G5TKMuPCr1crPCCp28YpxEiuakhIyS+Nybn17sUKA/99CiZzlCblg7t+mheOs/jC+Ehy0uIy6Ekm6E0JBYcT98iV4fneJ3LLJjHIpDivRwmnhXuWbc1DRmra0FqeuUSHDqgIt3sJQi92JfR1uf1wLy08ugK8v7FpBvLoFvvKUw/9cGWfFAfjjxg6XaQgsOaC0NK+eoDEq6cN9m/Wa6wZ7XUQTY7oWBTru+53B5mkM+D0EXngJqJoGjmfwPMfmEb+AMQaiBTDsCqjbCfU7uz7/XL+sH0qMPNQMP3qmq+C/pRa+/ATcfjlsqpUAMrZcmx+HmuQ4H1YCdy7uGkbfmFRu0r4F8Jct2lzpTEWeivjkqpY/ulMpA3KF27bXSQBqTsox37dA/cbS/RKLLh+q/iTmwlUjtJnSWWitaVXo9ScWqP0OL5UT7merOl5TElcU0xO71Qf9dXPH9VhfoxzO4yt0rp1Tgowrl9svJzzvb5JYNqQYHtkHMddwzZXQsB2aRsFdK7t+9821CqW+bX5IkUmB1VQvOOJBksJojA/MMvxgmcaL8jytPTKBnKuu0bh4x0K4db7u8UuGaCNwal/d3wOLdB/1SWjsSvpKG/DvXcr1+dJRSmNx23wJ/bvqJRTmyItoPN5ZB5+YAw/s0PObapXeYvNRjaeuUeHIfgVqPw3ZJds7pmuT84Ft2ihNB0qBMXeQNiUygUL5Q6BvvtrDwELlKn3dJLW5TKjnNtdoc+G/L1d76Fcop3lpQpszRTG1uWQaMj78v6uVmmNgkfqYoaUK5d/fBL9br/P78GwVkrxxjM7lB8s6HLo5c0xbRtftkR3ZXOppRa98eI6E7zWH4ffb9SfhyUX7k5Xq2+68OiSSbrNOcYvlDHPORNXly5ezdu1aBg8ezJVXXnmuPtZiOWUcB9JujLyI4Z/bNJBdN0oOhM88AksPGF47wSPO2RFVHdeh3U2QSRv+vVMTi/KEBv6Hd2hAHl8hkfRtkxXa5TlaVH/1SvjbFrmOqorgf5dop7aqQK6B98+Cz1ysAgivmWDsxNbSq2nPwP5mh8sHnnpbK4mFeE7I3mbHiqqWE2KM4WCLQ02rCjC9fZoWXeuqtSAbWCSBYX2NxNY3TpYr5XfrFP742UuVu2zRPgmbN45RePBH50BxQg7Vn6+GUaXKs/rUnmxYYgQ27tZCZ/5g5Wf7ycrji8HMGiDXzX/OliNlfTVcP1LHSAdwwygtZDfVwP3blV/1lePgXdkUME/ulji8/IBSBUQcLQCbU1lX6wGOC5MGOZD+stmQF+neZbq9Tp/jOR059P65zeGyIVEinQaXdDpg7sCQR3d1f5wZ/UK88Mw4ZoIgpGTo8UcacxOUjYB9S2D1zxyqLkpQMTkkE2k76bQClt5BJIySPhJhzxOGZAMMmAXjXwWrfg6t2U2PRFZ87E6wj7ma1105XJsi3dGQVBu+ZbLa2/KD2jyZP1guuHhEjrIccwbCZUN13O8tVbsrictFFnXVp2QC5UbMOVLzIjC6XG7VunaJT33zVbitMl/tako/eMkoOU/r2+U2u3YkLNrbVVDNESKh5RXjdC45171rJPImIioi1JxSUaz/nK3Pe80EneeyAyp09fKx+vx/71Qb31Ajcas8T3/uuEZi82O75ICd1i+kIc8w5mNwx9Lur2ldO9S0hJTkZZ5T9Lb0PoJ0mopISHFxnNsvh5oWpX3pWwCHmw1BKAfp0v0SFKtbtOnWntE9t6NO42lpQuOmk02Xs+yAcpj+dp2iOK4YprWK60hU/dZifb5B9+nQEihPQ8NqqFkLlw2A170MjqZD7ttkuG6k2slt89XeDjVDS0qiacZX2o76drXBtYcVQr/6sNZNRXFtnsY9ia8JT+eaCdTmFu2Te3TewA7X6/4mFd4aU67HmlM6/pyB2oxwHaUXSmXTCR1o0nf4+Hy1x70NCtGvyNNnGnSszoXAZvZXf/XMAW1kHGjS9Z0zEH67Fl4zUeaa7y6Fm8cp9cKBJkXDlCVg59GOolxRK6daLGeFcyKqfu973+Of//wnb3jDG/jFL37Bfffdx3e/+91z8dEWyymTjhXw7cVaMOZYdkA7qv99pfIANaUM8Z6jGZ83jmOoDRK0Jh3K81T1Mu1rQvvzTvn2Vh+WePr5S+XY+PTFPOs6mj8om68vCk0ZJZQ/3Kz8RBkfbn1IIadt6ZDomf8KFssZY1ejS4ihf/6pL8EcA+XxgH3NLrYKm+VEuK5he52Eh/fNlMhwuEVhty8ZpUVZfbsE1zdNVshs51yLj+7S43EP/rFVuQM/Mldump+vVJTDpEooiMFn/i13zDMHVbAix8pDSh3w/plyuOZkvsKoqhF/e7EcKK+dIFfZtSPhwa0KU67Ih68+pUVWjoaknG3fX9ZxrNWHtXi7dZ5SwoAWuds7FcQ5lm1HDVcM6/n56ha5cY5mQxNTPrRlDJ0zboRhSFVewOg+hi21XQfOmKs8lmTOYBuNZxh+rcOOB/VZI18CQRoW3dnxkkOrHBJlcPHn8khFWno4kKW34YUR9j8RYcO9Hc7pQ6sgXgoz3wtPfwP8FBR5AW+aZPjJquMnajeNVZu9eLA2G7oj6moz+ktPdNzboJD5l46SWJFrqxMqlSLka0/JKdaQdXMu2adcqKP7yHm3tVM7G1Ckauj/2tHx2KpDElbeO1P9zQ+Xw3/MVBG3/Z0KPxXFFErdE7vqJfYURCVagUwBKw+qn8mx4qBElk9frErguaJ5oP5pVJlCrz/7aNc0BjFPGzN/6VSsatUhQ59ER4XznthSC2MLHQJbbfyCxE9ncNPNlEYdhg7Ip6GhjbRvaEvHSAcOlwyBP23SZkQQau3xrcUdmxurD2t8fP8smFypPMCHW7q2sX/v1J/ZA9R+cht+N4+XkD81Aqu/BslGMC4MfDV8ZTFcP8ooFUao1313aUc+49WHJYh+6mJFcBxsVvHJe9frXLbUKm1AxJX4+76ZEofnD9L4/72lHUWoVh+Gf2yRKLqjTiaVy4fKffuFxzq+x+rDmjN8+hJ93nePPcZWpdsojmnt9rF5cqhO6qu+xw/UlseWK6f7/1uoOcIlQ5R+ZFe9xNnqVrXP0dlCX/es11ymNKHv/76Z8MdNeuxtUwJcP2U3NSyWs8A5EVV//vOf853vfId58+bxkpe8hAULFrBv3z4GDhx4Lj7eYjlpEokIj+6HfvmGd0zTAJgr+vHHjdr5m9EPEpGz5PKMxjnaoIIJ+VnFMxVo9/Rb1+o89jRIMHpqj8K63nuRJixVBcqjuvWoQtP2NOp1FXkaTFuSEmA/MAtGlkK71ZksvZztjS4xN6Qs9vycZBWJgL1NxxfHsVg6EwQh/fKVOmXpfi3yQGF9f98i8aUopgItf9zYVVDNOd5Gl8mV8spxcrUs3a/3pwN49Xi5Yj79b7nTKvKUc+1Y9jdpUTR3oASOuQMl6vqhcqw5KBXNK8ap8MXswdp029+ovztz3UgtBPsVKL9d3wKJvjFXqQOuGqEcbzFPDrzNtd1fm4q8kKZkzzuIJXG5gHIYIOaGx8VfO6k2PnhRHov3Gx7c4dCWdbe9fBwUkMI/g+NpmhQjb3ToM8ply98c+k2Bp/7n+Ne1HYVNfzSMfr1HJrRhGxcEbdEugmqO9jrY8TCMf01I+dgQtzjJNM/hUwsi3LvB4UCT5kjXjlTY//IDcmmXxCVggjZRrhupXI6eo7nXqDK150uG6DURV2LGmD76/ycXdDjG/2sB5EU1V/NDCR0lcYmXW4+qr7himD43P6rw/WOpaZUj7roRcq1tru0qqILEm/K8ni9ReZ6EzZFl8LG5EogLY6pqHnOVX3JCpb5X1FUo8brq44+z9aicfH3zldMS9B0mVXat2p6jtk3pBK4Y1jVcuzP9C0++4Jyl9xKGSlPRGMZJBhLn/TAgCB1mVEFxXCaOopiKpqWDjtyrbWmJisNLtAmXH9HrjmXJfo1dBo1Tg4thRxvsvReMA+PfBUXTwHfhtr4q2DS5r17/6X/r8wYXw6vGaRPDdSRaDi9V6oHcOd23SQJp3NX9Pr2f2vi0KqVO+8Uqnc9Vw5THNeLwbG7xCZUQ26z+4fbHu/YhmUCvWXFAbSwnqFZlx+ShJZoPGKNUI+0ZOUw9V2N61FVbfslI5V51jTZHHt+ldtQnT2s816ig1/tnKn3Ck7sl0o4o1Vzh9+thfHnIzeOhyPOtx8BiOUucE1F18ODBrFixgnnz5rFixQry8vIoKys7Fx9tsZwSzWGUhGeYOwi+/jTPFjromw/vuUiT8VeM06B6pjHRCPtaXIaVwL56TT5+sKzDSVEQhTdN0uL4f55Sgvix5ZqUPLZTuYAcoxxdpXFNIl4yCg406t+1rZBwoX+Bwlgn9/GfO/GYxXIe2V7v0j8/wDxPV3hFImR9rUPa12LYYumOIAgZURoSoIITOcb0kSMlDBUOO7JMRQNzuAY+NFsOsNsf79iEmzVAkQFBAG+bqgVPZb766p6KSOV4bJfcNNePUmjgd5fAjno9lx9RtfGWFHzt6Y58jsNK5G772cqOQiIpX4u2G8fAr9fIbQMSeV4/EfYf0ILwpysUovnknu7P5+VjQ5bsB32zrpTGtXDsHGI9s39InO5D+d1UK/MH5dG3IKQlLdfq5x6FS4fEeOmIM1sAMmXaKZroMHdilL2Pet2eP8Depw1jXxUBz4qqvR3Pczi0qufnDyyHiW8MSUVayYQhOHEONquAp2NgZ70Ehlyu0Md3aR5173q5xd4/S6LLHzfq+Zirdjy+QlXBc27NUWXKU/yv7UoN8K4ZOsbhZrnAf7pKOQ1BGyrLDmg+96HZcq/ev03CSk88vVftNh2oPziWZw7KEdtTm33NBG2+f/nJjlQig4vlOo068Letcs6G6LwuGyo32w+WHV+g6sk9csnlRNWRZYqcOtG5f/6y7kXViCNxx0/ZieeFjOMY2pwEP3waNhzRYijmwk1jQy4ZHDKqjxyju+s1Bv16jcYlUDt7/USJpH4oMfWKYbpPj83jC9qcnNYvJMSw6hAsKIQ9h2Hip6E1Ab/aAC8bq3vLD+XgHN0nl5JC46hr9Pmugcd3w5xB0Bfdo1cMU9Tf79fLgf7EHviPGXDXCq2pjNG5fWi21mAP75Bo2Xms/9IV6gdK4mpHx/Yh147UBulfNncU8fIDWHcYhpXB3Ws61nmFUbhlisTevIhyKodonP3IHG2MPr5bmyX9i9SfzBmo9G/fXKw5y0tH63P3Neq6KH2H4UtPQEVehPdf5FLotBEEth1aLGeScyKq3nnnnXz2s5/lj3/8IyUlJXz/+98nL+8E26wWy3nChDC4BD77b+WlmT1Q+emOtMGWIzBvcIcTJ+3lE3V82pp7KDF7irQGMcoShtXZHD+f/nfHonlsuQqjDC2CYg8+Mhv+52mdo2c0+R5aolxfaV+5svY2KLymulUVJ2f0h6MtSgg/sTLASyWtpmrptaQDFama3ff5b6tXxAMCDAdbHQYX2rvd0jORTDvDSvNI+x3iW5j9s65abpHyfPX/Lx0FCwYr31pLWq6cK4ZJbAGJDrvrJcbUtSucr08im1/NHO8q7UwmkIhbFNPiqbnT7d+Shh+t0IJqXLmcKplAxTIONcEn58O+JjljwlDhknc83TX3Yn27XC8fny8R9p0zJITcMlk57XK5UR0Dr5sQ0C+e5mWjPPY1OGzsFLrfJ6Eqxj9e0XHs0WUht0wKcIKAIBLFDTNdikEFkTjfWeKw5WhXgfP+bQaDy43DPIIzWBXc9wOcSBo/5dKTqKrq8Wchl4/lrBCcIL12GCjVRBiGuJ7LksMeP1ttiLoSJFYd6iraHGmVKFLTEjK23PDTlR2bD6DNgj9tlGPspjEK6y+JSaD0fbhxlKptf2eJ2vm7pit1SFlCbrX6domWaV9VwZfu03FnDVCRnc6UxuWM87L5F1tT6gMGFCqfYhDq/Gvb1J6X7IN3TJMwPLJMG+d1bTC8TK64XHGqkWVyrCV9tfd3zZBztm++XH2gazK6TBXQt9cpdcCKg/q+6WwBotxxyhI61ivGwuACzSf/tFnn97JRKqjXJ67r8vjuju+XF4GPzw2I+skT5k52XQcn1A6oT8a6WnshGS/OV55yONyie2JsuYTMvvmGtgws2wctGbk3jx1/GpLww2c0/jyTzfHdN0/j3Kculjj40HaNddOroE9eyA2j4PHdIUUxQ1EeTP0k7A3gp0uUSqeuTfffU3u0iRGEcpVeNRwwisr79mIJoxcPBieA/vnwugnKjXzpEN2fR1olSoaozQahokOuHiF3+IqDuqfLE0rNNrRE42RLSkW4yvNg7SGd95wBKlrVnlFu5k1HdG7zBynVQRDC1CoV8ppQqbztzxzU39uPKp3AgWadV4g2WY62Z2t+BLpOcwbKmTqwSBsjbRlt7CQzHWJ1bavOccVBje39C+GpvQ7XDo/jpNrAzcpA/vFtzRhwIx44HkEYECHANy5OxmjgNCGh7xC6PpmMTedhsZwTUXXo0KH86le/OhcfZbGcFtEILNkR8q3rDAeatEP5ULbwxyXDlIdrQw0UxwzXjjR4xlAQL6DYSdLa+vzFH5PIJ0hJIJ3RDxbvl6BaVaBwj731sPKwqk9eVQWlLfCjBfDPGg24cwfCwt0SfecO0K7ppL6AUc6fEaWwYr92RevaQsYVpWi3k1XLCcjdHs550ht2N7qkA8PAgucvhvZJBBhC9jW7VlS1nJAwCMg3KS7qH2XRPt30B5sUojhrYLbabhq+fZ0WNWsPy4FWGtcCa2+j8sClAxWxGF+hxVEiqlDC1Ye1+JxQoUWY3J/HM3OAiuLsqINLBsPkmXLZ/HSlFqfFMYk8U/upkvK1I7QAe2Cbxo0xfeD60ZIJd9T3XMzmX9u1qDvcrIXmzjoVOtzfGJIKDFUFIQURcIKAMNnK+6bHaAk8DjfLkVMaC3AdeP9FDnXtcuIWREOOtBr+uS1Oa9owe0CEqX1VaTgIQpp99zhBNcdDOwxXD4sSPcN5dTIZn37TYdOfu3++cnJIaF2qFwSZTEDfqbDh990/Xz4+JIzot0w6Uf64SfdayodvL5GocfN4zev6JEKK4xJLxpVDWV5XQTXH1cMlom6ukUizoUa5EGOehJuqQhWK+/0GVQh/42SJRbvr1SZGlKm9DCiSWPn0XomjVw6DR3ZqfL1lstIB7KxTHslVh+E36yTSvHqC+pG11epnglCC6apDKqzjGB2zulUbPVFHURmzB0jU2t2g+WBeRMcCiacN7eq/QN+rf4E+d2utNotumSJRuC0l4QZ0nEFFMKOvcsH+6wgMKYDbL5Ez7qld8NBuWHYIXjJCwuvGI5AfDRlSFBBJtxP63Y/DxkAkk6Buo8Puxx0cF4ZdHVA42CflnBnjguUMEI1yuN0lHcDH5+l+LEtIyNtSC9vqJPbdv1Vu7Z7Gnwe3adxpTkHEDdnVYPjzJkh4IR+fp3v44R2w4oBhcFHIoGJ4aAcsCnSfDy7WBkRRTJ9RGpfw+OgubVoMK4Vfr5VT8+Ih8KFZElJLotCYgQJf51GfjexYsl9tuzCmsf5NU7QBGoTKvRoix+1H50BlgSIA71mv8X7+ILXfPgmYMUDju+fAE7u12TK+XON1MqMNjNo22FMv007cU5qNijz43KUajx/ZCfdt1sZMXkTfwctGR7Zn9NiifWrjA4okljan5J7NbeQ2JZXG6MndErInViqdyBO71CdUtzk0JPP59071kVcODRheHEhoBcJIlJYwQm2LYfl+w8VDoSQVcnSdgQaoHO+xZyE0HTCUjggYejkEiXb80IqrlhcvJgzDc6KsvPGNb+SLX/wiI0aMOOn3bN++nc997nPcfffdZ/HMnh++H9DY2EZpaT51dS1d3BiW58bznN537RIJkoGL5xh+s0YDXi4n3QdnqWBByzG66esmapE7qk9IUdhM+nnoqm48zppaj9FlBsdowPzpKoWUfmSuwj+bjnFn3DQURm+D4fMgVaZFd8RRwZJMGv61U4PoHYs0yN4wWg6Ch3bAS0aGuO3drB56ORUVhSd83vcDjh61BUdOhudqfzVthv9dmyDlG94wpp3xZed+onT/rigP7Y3y7gltpyXs/mpTnEnlGV4zKnnmTu4M0iv7wpOkN7TJM3n9IhGXaj/Bl5+Q46Y8Tw63h3YorPC/Ltai5usLtTACCZF/2HB8SH//Qo0bn3qka0htQbSjMMyxeQzzI/CFyxS2m8vzePFgGFehBd7/LYdPLICfr5IA9IoxKn71qzVdj5Pw4DOXyHmzeJ8WYMdSloAbR2uBlcoohPIrT2hh5hiNOQa4dW7A8Lx2Al99gDGGY6eNxhgCL8qft0V4ZGfXxtonAZ+7xCeSamNHex53LOo5d85XrwgoCs78/RIJY6z7WYSDz3Q9NzcKl30pIChsPe47PV/Od3t+rjYJ53esPN3rEwlirP9VhANLu/6WTgQu+2JAWKzfss3L49aHj8/54hq1wXfP6BBIBxVJCPr9hq6vnTtQbrR71sHXr1GhmMPHXLY5A+Flo7WpUp6n1EzpTl/LoHzIrlF4bo63T1PbnFElF9uOOnjndIm/7cdo/G+cBNuOSviZ3Fei0YBCOf6OFYJnD9DmzaRK+MpTXQsAgUTiQUUdaU5coz7lrmeOD72eP0iF8W5/XP3d1L5wzXC4Y3HHpmvuGB+YpXyqO+s7Hn/teOWlXXYAbpudxk33LI7GgjwW3+HQsLvr79p3asiUd2QueGG1N4yVp00kyv62CLsbHIaUwOK9Mm80JDUm3TxOuYpvHg+rs67wXBqMYymJKx9xS0rjWu7eG9NHDsv/W65x8x3TdP8ce5xBRUp5s7NOguqhZvjlGgm9v12n0Pcc/QvhXdPUHl49QWNSiKIPLxqgdV7jMdPDm8bI1OI5UJKQySWZkdj7xG45PzszoFARJPdv09h6z/quzyc8Faz66yaNuW+eorZ+rOj81qm6drmCci8bI1HWGDnEH9ymjddcPxaifmRQkTZ4Nh1Rn5OIqD12pjCqvqgtrVzxnQvn6dqHfGCGjwl9tjZG2HbU4YFt6h8K2mDLnZBXDoPnwzN30WVi43hw8WcCvH5t+D1snPQ2TmastFhOhXPiVAV45plnaGk5tQGjubmZFStWPPcLLZYzQCpwKfQMuxqVP6/d14K5MApbjmpBbdDOooMmiz9bCW+frpw475yeD+lTnxS1hx6pjGF9jYTQ5Qc0CRhVpsn1rfMUfhX3gFATmF+uhosugjU/h6kf0oJ/3iAN+nVJmDtIE+7XTpBb4lCTQlauGxkSSbXasH/LCfn5hgRJ31AQCfnphgSfmdlCyfMsFvV82VjnMiDfP22nbLktVmU5BfKScMc0aGmF9phcILk8pylfjtCcoDqtn0SL4jjcNl8hg1FXAsj92yS0fu0qyITa9GpJKywf4J3T9FhrRgu2qKs/D2+Xw2tgkRZN7Rm54mKuBFeQ2PPANuWG++TDXc9/QkVHuGJlvsaAl4+Rk60opuMcbdffzSkdf+l++O1aOXr+sbXjWCHw/eUOX708iudnHSzZL+C4Lik3SkvaUUqDjDlOUAVdq79vcXjlSJeSboqR5Mil1Tkbg1PaJJn8NoeqGQ7b/umQapZDdczLQoL8NkIbtXHBkHaSTHyzQ9V0h63/cEg1QcWkkDE3hYR57QTZ+zPihCrKdoxo4Ye674vjHfd6Y1KpNED34YLBEksr8uCTj0gkemSHBNWEJwfZ6D4STz1H87MxfXScG0arEE6IhI/WtOaLFXnw31fo/W1ptcWJlRKVJlSowNU3F3UIqjP7y2maO87kvhJB1hyWeBVx4AMzJfK0pNX3rDokd9/Lx0o0OVZQBW0Q3TpPfU3Kl0CzeN/xgiooxPiyoR1pqG4eC19b1FVQzV3Tn6+CN02G7y/rePyeDfDly2HLkRD3BA3b81wOPGUo6GeY8GqlcTAuNB+ELf8wNO11SQwzNhXAeaY1jBDzHEb3UVTGnIG6P+/O/ub17TJ2RJzsvzu1qcuG6l7LBHq+tlUu6IV7de9NrNS41yevYyNyal+Jr2sOa0306vESDjPZcTbiatMj4mpTY1Z/uWX3Nap93jxW5+M68JUn9Z5+BWpPIKHywW1qt8UxtZuxWQHTNdmkMNnX5kXUb+RSYxjUPq8errWZa/TaK4drHfb5S/XavtncyTnxdMEQmJlWocq0ryiTztdlZ52E31waA89VAS03m+btndP1fQ41dxSIXH1IxwlRP/Wpi7UxC3LIXjFM/3aN+pf+hdqoKY7pPW3ZPicRMYTGpS3jkogY/rFVx61uhNQiaDkMk98Iy34AbgRGXAsV4yFIa1Orep3DoLIovnthb4BYLM+XcyaqArz2ta89lx9nsZw0XiLG3kYwhUowvumIHn/fRcqL8+s1HZPO/IgKAbSm5XY43AxhaEj5ED3Fz3UcOYKm9tOu5fBSOQa+/RJVd/7uko4E7wlPCcdBydD3HoZMK4StCk/55WrluNt5VHmCLh+qyfKeBvifq5SD67Kh2OTklhOys9FhV5PLjcPaqcoLuHtznL/siPGWceduotSWgZ0NLpcOOP0ypRWJgOXVEeXHsqkTLT3gOAbTHGfjdwz1u/TYyJfC+qn6d2U279viTq7Py4dpQReE8I2nO6r7jq9QIZlfr5Yw6jmq5vvQjo6cpR+aBXsaVQgr52wbUap0L4URheL+fkOHoNE3X+4WhUhKxN1d39UFe+0ILRrveqYjqqJvfsdC7AuPKTfiqyfInTOmXIu3P25U4YyrhncVVUGf35hy6FJa1IuwsTHKT1c5NKc0/lTm93xtn9hjuHFUhOJoQN985zi3H8DsAT0XuDoTJE0bZTMcZk+MQGgIIxnSYcYWa7wASZk2SqY6zJ4QgcBA1CcdpLs0hliQ5rqRDn/ZfPyG2vgKhbLnaEhKGCmMKvpoTwP8YrVyJwehBM07npaw8p+zVdjmz5v0XsfITX7JEP077qltJX1tulw6VNXDc0VPi2OaN9a2yY2XEzQ+uaDD5fnaCeoncscBOdHeN1P58dceVlqBh3dI4AnpKJrzn3Mk2i7c2/P1W3tYIvDaap3jL1b3/Nol+5XzcfkBfU6u8NWxNCTljjuWbUfhdRNDHD/dY1MzKY9I3KGgHyz5DvjZzygeAjPfC3ufdhg1zCOwZcvPG57ncKAJ+hZqQ25jjdoRdIxfi/bBey+SsOkHEgsf3Qn/MVNrqs5j5LhyubXXV2uTYnJfCY9H2zTmzKjS2HTvBt2rr5mg57+5SIWejrap2Frus4eXKqfxL1apPc7P1r840qoNi8Mt2qioyY49R1p1X39zkZyr75+l9vu7dSr09M8tcN0opTFYfVhFgkN0PxtUuLgsK/iOq1A/8cvVHQXdoi68cqzO+QfL9ZhrtC67YbRSC723m+vynhm6Jn/Y0LXtv3+mNmTbfY376UDnsatBfU91i/5M7dfh0r1pjPqs/12mfibmKpft0v2aB+xq0Dnn+qb3zYRhccO2RqhN6bpcP0pFLQ89JTdq4Os85nwEdjwEW/7Osx3QgFnghOdUVrJYehXn7O7/wAc+cK4+ymI5JVzX4XCrR2WB4Y6nNVhfNhQGF8HIPnICTe8HH54ObgjP1Cmn1UfmaFf+g7M1GD+fTXTHgeKIEqm/cZLCRu68VrlVCyLwifkSbX+8AmraFDL6/pmqTPnei2CzA4RyRL1rhs79d+s71hb5EQ2iaw5ph7QlGWBLxFlOxMIDEj+GFgY4BmZUZnjqYIQbhhn6xM+NU2RTnUeAYWjR6acdqIgHJH1DbbuhImGdLpbu8dJxnviSQ2F/mP5BCGPQZwyEzTCoWO4V0GIxR2kMntp7fIXuDTVykVw3SmGBje2wO5DAWt+u0NwDzXDfpq7v216nojefnH+80HG4Rc99dC589Sn17ZcPUwh/Y1IutjHles2x77vjaaUDmDNQC9+froTXTpSoQyi3zf3ber42QU61QaH+R9JRvrPUIe5pQTcm69pzTcfisDO5x7xMO5+Yl8fXFznPbhYCTKgIeePEgDB5gipEZ4BMJsCL+piMg3EAm/7tAibUhMwJCczxP6SfyXD10AjVLebZHMmgUOFXj9ecqW++ikO5BhbtVZjrsv2qCl6RpzZfGpdQmgnkEL13vdppjiBU8RrPkZBT3y632sYaiUX/b2HXNtGQVHu8bX7XDZFc8bphJfq8Y9v/3kb43hK51fc1qRDphpqOY4RIAA3CjtyrPZFL8QH6+0TRuhlfRfqqCnp+TY7uMmgEYUhFLIOf7PmEHNeQaYfNf9H/o4USaCJ5sPMxGHbZc3+25exTWWCobpZgGJK9bzptVLemdU9OqpTAv7dBEX7PHJSzlezLp/STwNmSlms67ctcEnG0sfHpBSoKCR3t1RhYvQfeNhX2N8FfNutYkyqV8qIwJqH0zVN07zdn91iMUSEr0L0eZsey3OZmCLxhklylOUH112uU+uLPG2FzNsfw1H4KyfdDicV+AOtrYFQfjfV3rVDbLoxK1B1Zpj6h0oO3jYMjvvLAZgL1Df9xkdZ4kyphSqWc6yVxne/OOrlLq1vkzA1D5Uu/ZDCsOKSTHpHd5axrV5TixiM6t+tHSaitKtAG691rFbmYn/2sI0dhVgW0mK5908wqOcSTmyBdqfN8wyRda0O2oKPRa8bcCFv/CdVrO90cIexfAsaBcW+KkubsjuUWS2/EiqqWFz0pJ8rKAw5TBygEZUpfTRr6Fyp3zrcWQNMO2HMX+GmYOBeuugTuO6DXH26GIUXZ0MVTxHFcwmzEo+fCr1bDoRaFtMwfJMdBZQF8dJ4Sj3/lKe3Ozhqgwa6wP5i4FsW/WwuvmwR3XKPQkISnXECeUT7Vnz0Db5sa2IWkpUfCEDYe9Rhe3BF2P7Esw7LDER7dF+VVI89NXtJ1tR5l8YCi6OmLoOUJzZ73NbtUJGxBGsvxOI6h9YDDzNugMQ7/2KOUKcO3wWXD1GX6oYrAXNS/I0dpOuxYLB5Le0Zi47L9WlTmRToWbyVxOUS640irFlOF0eNzaSd9LfKuHq6F3apDcgX1SSj33LE50jq/b8VBvW/RPo0PMVdjxJL9Enh21HW4bDoTdVHqj+y5hF6Ee1cZrhymKsdP7lFxkJGlEqXu26SFdWdm9Q/xQlUXTtDKf82N0ZxxaUjq3POcDCZ5dvsW17g4rXG2/8tQv9NQ0C9k5PUhTlGSzBkujmU5u0SDBA1bHXb8yyHwYchlESomhqTc1i7Cnkm28cZxUV41LsKuBkPENbRnFKr+nouUA3XxPgkI06rUJhZlHZ61rRIhYm62Snl/CRydBdUcMVeuvdpWFaUL0cZ8xFXqjmNrmIZoI2buQLUd0IZ4VYHElGNzIYKcfa8YBw9sl1su565bfUgO+BzLD2jDZEYVLD3Q/fWbWAk/ekb/3lCjdtxd3mWAGf3VFxXFFIbcXUoFkGjT3YbKxArwT9C2XcfFpDw53oCxr4DiwbDnKWjYA31GQbwkxPE6+iDLuScIQuraO5zVI8tU3A06TCULBstx+tQebeYNLVH0xJFslN+wEuUMzW1SLM0Vh4qquGJpQsff3yyRNBUojP/x3RIUFwwC15WZZWCRnKmeI2ExDNWmGpMqWHW0Vee0p1FtsySusXPOQJ1vRZ7GvJn9JWQGodpg/wKJwaOnKjfrvEHw0pHqJyrz5ezOj+rzVh/OpiMIJKjePE6CcXsailPQuAJ2LYO8GFz2EqgP4J5dElevHSExtjSh8zEoFdDifRJFi2LalMmtDx/fBT9ZqQ2Twy0SlaEj7L9fvq5JTYsE13i233nHNNXnmNMHUiuAxbArAv2vhv8YB/+3Udf4tZPgyEHY/DsY9jHoV6rvtO4QDC2Aypmw71GIJKBsJGz4Q/f3yb7FhnGv9iBmG6vlxYf1aVte9ITG4YoRcKBJoVl+qMrIb5sKF/eB9T+B6pUdr6/dDDvvh1d8BpY1awC+fjSkQ3PKoYstToKdRw1tfsckFzRpfmwXfGg2/GG9JtNH2xUa8tOVciftrIOXvhqOOLDnKIyvhJ+s0HtfNRam94UCT5OU5YfgpWNDon7KaqqWHqluM9SnHAYVdEyIIi5M6JNh0cEINwxNKrfvSZALVYpmc86dLH4Aq494TCw7M0JHfgTyvYB9zQ7TKs7IIS0vMBzHECs3rGqA/+uUxn3bUVXivXWe+uHXTtCCbfVhLViaU12L0uSIugq5/+LjWpjkWH04W3iq/HjBtDMHmrWA6+41TUkJql9f2PHZ25A4+sZJWiQu60ZM2dco8SRHdYsWmgebdZw3ToI7Fx//vjdPDokGyWdDd30cShOG/oXw9aePv1Yfmi1nUM6JmheBV40LCbNVHIMgxA3aKQZKYlkHzFkelFzXIXUgzlNfdsgVJz661bDnKcPMD8QoGh/iB3ZkvBCIBglW/q9LzYYOi1ztZoeiQSFzb8sj6XRNDmrSKRImxbCSfD7/mKEppbZ599quxW8210q4eNs0ObhePUEbBDkX6qcWaMO7O941QzmOO29qbDoCQ4o1Z/tmN+1qX6NEqBwPbpcY6nB8ftO++XKgnUybD1H7u2qEwvvbjhlGp1ep78oJvQv3qrjPmsPHF2KdUCHn7Z2LVIhqV7bAzl3dlLp48xRYd0wxoSuHhOS56R7bt+MY/CNxWusM7XUw/GqF/i/5dsdrjm6FnY8aLvtiDJPvn7GCcpZTw3UdatskgG49KvH/mYMSSm8crc2GseVqO7lfaNtRhf+/f5aExpvGSoBsSsG3FndNJbHikNJtFMa0uRDz4K6l2px88xQ5TzOB/gShxNl0IBHSc5SSI0d5QkJuEKqd7W2A12cjM1rT2kwM0Rh4w2iJq20ZCZRH2mRaaUlrnJ5YCU/v03e5ZoRSq0UcfXZhVMLokVYJoP3yYfl+mFUA6++AttqOc6peC31nw8VXwU+26Lp8Yr5c8klf5/PNxV03YJ45qHzobRltenxkjhzsu+o7XrPxiNIGvX2azuVgc/Y79Ffb/vUa+OJ02PoNaOmU8qR6HVRMhw/eBHklygMbDaH9KGS2QDBFAu3CvTB/HuRfA9XLYdfjMOzyE9woIaRbDZwgf7rF8kLFiqqWFz2uY/jrZrh6pCahg4o0UU2mwEvA2PfDSDTY+SEUGKh5CHY+AsOvgaNJqG2BeDSkm5RSPRLNS/CnjRrUf/wMfPNahcG0ZbJVHUP436Vw2XAN6OuqNdGvzNdiOACOuhKsSuNasKd8eMd0GFumBcChZqgqhZFlIQMLfNqabAI5S89srvNwTMiA/K73yaQ+GZ6p9lh6OMIlz5HnNAjhyQMRHtkbpbbdIeqEzOqX5qZhSfJOooFsqXdpyxhGlZw591h5ImRv0/GVoC0WAAeH+gB+2ikcf8D/Z++84+Qqqzf+vXf69r7Zmmw2m957Dyn0KiogoKJixS5SRBFUmvpDEBUbgoAgoiAqSCeB9N57skm2l2wv0+/vj2eG2d3sBlAkgcz5fBayM3fufefufd/znuc85znJWptTIom280cI8K9sg5vnixGT7hGD5vUjsc/NK5Y2aXdQ2omNXWKeRZtbvXFE76e6BLg6bSqvHZmlQM1t0xo/cZACnWhZ/asHYelhmFGoBon9gbl/3q7y4NOGaMw2Qyyef+7ROXuWBGcmxDoe5ycrIPv6TAiELF4rN2j3W1w80iLbFSAciKEiJmFOGyIJgr4WCKsBx8WjpAc7Jc/ijKEWrmB3vwnH9wofsfldrP9lDFCNDQA2/tZk8Y9dhOz9dOqJ20llpmnQesDsBahGra3CoHqtQe4cG8FQ7z+0ZYEn1M2tpyXwarmB0+y/K3lNR4y5WZAi8OLbszWXoqy53ER6aQIXRJhqc4vV6CZkCeRp90k2JBCC2xZpn/b6IXguIrORk9i7kVR1uxLpV47X/q6lh4T5OWVizfU355/Yoa7j66q1plwwQsCUN6jGWPub4Kld0js9s1SsPV8Qbj1N44w2xvrBQn3fv+wQy21usda330S6sP9uI/xwocb4jZnSc63t0NqxZKhKoWcUah+a6oYLhlmUpoXAPzBL1WG56ew0cSbDnOvAnQ6v3HjsccFu2PJHg4lfcBAw4gy4E2GhUJg0l0VmosE9a+QLF5foeS/LkAzMTa9yzDofsgTsfW2GiCAYYld3+BW3XDBCcyFkCaxMd+v53NckoPbqyZon4QjZ5cKRqriobFVMdHqpfFGqS35nXK6qB6MDyU0UMLi5VlJoyw7JR6d54Jxh8sGDkjSe0nTNh/mDxV49a5iA2El5GuPvNwogzk6URnqHXwDtoKRYQ6qGKmhaJ0DVkQill0LqJAjawR+J7X4xTN+xKyDwOMWl692+SE0tuwJihDttGo/brrlrM5Xc6PTr34kO3ZdWn45PS1FlY1dAa8WILEh3Queq3oBq1Bo2woyzoNwXW7fsbtj/CIzPhMGFiikf3Ky9zNTvQ9WrkuU4ntndVrz2I26npMVB1bid8hYCNkQ0RxcPVZbfZUCSRxo6eclqGBAV83bb4YopUNoJyUHwJMOKCovTi/xvW0bf4bDREbJRmGLQ5oXPTYVfrRNbAlQKMrMQvj4bKlvg6b1wXpkC9OimOcOjTUcgpLLNrAQJpmd51OQqKxF2doK9HbKSwGbFAdW4Hd8OttrI8YRx9sEfU5wWw9JCvFrpZG5+YMCGT91B+P0OD7ub7YxMDzItJ0CLz2BdrYP9LTa+MqFbpcTHsbV1DtJcYbLeRf3WbE+YfS1xUDVu/ZvlddDYZbzZobcsQwDJg5tjpYuDU8VIe2a3pFdAQchZw8SaeWgzfHKCWGY/fD2m2VaQrIDkoc0x9ubaKpXxPbJVQOZLB1TOl+KSZmqzVxUJFZGGEzYDzhymADPBEbt+X7tkjMCiv++OATC5iRpfultsOtC/DcTGmZArhll+ihojhiyDT0+0GJURxPD7sAK956E9HMAXdBIM978I1HTA4FSL784O4LBChP3/u+ZTb9eCXWYv1lBPC/nA22Rg5ry3Y4rbOzcbdg69PHDZw6FXTQZNs4PtWGpkOBTGZfoZmeXktUMDdyxcU6WmNAYCDO9Z3XsufWYy/GlrTCpj3uAY4FIdmZefm6yy499uiJXEF6VoHRiaDr9YJ6bfr9f3vvaOenAYAlEf66FXmJkQO3dfC4YFwBanCpD901atK6B1Y1GJuoGvqpB01O82CqBZGLn+wYicgRlpovPVGQJGlx/pLQfiDQpE+vd+yWLNG6zET2MX/GaD3ltQbPH92RamGcII+gj7B575DpzUb7Cx9VHNwZQiKJ4z4OE0bDcgYAdnHFQ9ERYOW5RlWqyuUDO37gCsrBDw94890gj1DoCkNXerZD4zQVjn5lqV3392iiTPevq5L0yVr30lImmRGgEcLUsN5BIdSno0e+VrDrUoFvry9Fhjqr/tUpMow1ByZGWFmJ5b6pQsqOuUn544SONJjCT76zoi0gSmEo45idrTrquSX15+RHrIHx4lH1qWqcSD2y42bHcQZmRA7QrpAo//DnQlw+93iLnuMNVIbukOsVCjs+PaWeC0S2bk5YOxNaMwRb7752v0nWcXSgIuyihPdYmhurtR0gjdQbhvrRi4oOt9dDTYswb+u1Ythfwr4dn9MDoDCk+HQ/+ELXfDpFvExq1qV9XN1HyYuwhCdkgfZtG8/9h1NHeihRGX2YrbKWpxUDVup7y57QY3zpVoeCAsR+YPqVxlSr7+fdsiMRU21SggfmAz3DgHspxQ2WGxYLBFoPvtdybtMj3YDYNJg5SpDFnazIYt2FAFD23VJsBpEzs12rk8bEEoJGcZOgC5RfC91+ScHSZ8bJwcbpoHuvwqXTnaHdnsvBMabdxOSavoMMn29A++T84K8sR+N1sb7UzMPnbT1OE3uG+rh4Zuk4uGehmcHDvP8PQQTx9w8autHr45qWtACYGuAGxssDM9J/BmY6B3w7I9YdbXO2j3GyS/CzqtcftgmUFvhs1lYxX4zR+soG1TDXx4tEob23wwq0DJLZddzNJAGKacFWOZjM9RwqvVC2cME1Dyg9PgYIvKe7MTddEfL1HiriRdAM6kPEiwKzCcWQjhCgU0IUvNLcZH9L5L0mKdwqM2OFXjeXyzfs9LUhBkN+GF/XDlBLFkcxMViD2wSeWNHx2t73qoWaDwL9bBH7cYfH+BDbfdic0KEQ72mO+mjTS3gJnVlb3lDaJmWWFsQd+A3b7fS7Pb7G/ZRDJeUfw+Mev4fysrDIZxHK2ZgJ+haQ5ew2BKHgxOEzi0ujKWNA9bmiMHWpScGJ8rINQf0t7vZ6sEsNz2ho4fnSXwdHyu5qzLJjZabqI0H+u7NHe9QTHrpuaLTd7uhcvGQGaEsbquUnO0K6DS3dFZYplmJwiQ/dI02FEn8GVImoCkLA9YRqzhzbY6XSfNrbEkOARELT0kcKmiTcy6mYW6l1+aCi0+eGGfmKZhS7qwCfZYAmh0trShg2GtJQYq335u37G3NwzYrW5C/vBxEymmaeBvd9DaZZA/D2pWRD7/Vgoc8Xl6Qs3RbeIOg2GHpeWSymjuhutmKyF4yWjJZbT6BF6OzdYz5bELMC1K1fz90jQlATbX6jlu98EFI2FomnpLBC19bmi6wEtQifzkPFUTzinSa1G/fdlYzaEX98MnJorJualWoClIV/TRbZpbLx7QvPjydM3pilZ49RBcPUnjbPHKH1e1iYH60VFaJ9LdcMdiaaj/e580mafmKyE5s1AyWV3BSN8uC0o/DodMeGFrLHFxyRh44zCsr9Hv0WqYroCkNV44ELvXaW7Fbwea1Lhy71HN7W/M1PrijtxTwxDDFgNuflUycZkescbdEfk3zxRYOAuCfvAehbbt4MgARxYYAc3r1ZWSEUmZB/lNUL0S9v0Wvv0VuG+3QOg1VVoDzxxq8eGvwrp7LZoPxDbqWaMtJn46jC8ufhy3U9QM6yQQqPH5fDidTox3M4r+H1soFKatrZv09ESamzsJBk+G8OH9Y3a7ecLvnc3toj3k4Ll9cLDZIDNBDi7ZAQ67NtvN3Sqb6gqovMMflCNr8iqT+ulJEApbmN6Ot75gxBxuF+1hBy8eMNjdKOe5qETlHElOgbkFKfD9V6A1AD8+XeyjQy0qfXlmN5zvAU8SdKQJRA2FVXK1vkqb3yUl4A0rgN9VD3mpFgXObvz+t9q1nryWnZ183PdDoTBNTQOInsWtl/U3//wh+OYbSSwq9DM2s//n5OmDLrxB+O60rl46qZ0BuHdzAs0+kw8N9ZLlOdatNHYbPLnfzdjMIJ8e7e0XNH21wsFTB1x8ZnT3m+yBd8OafQYP7/bw5fFdjMo4uebAybAW/qd2MszJd+P+2U07bV1ublpr8JnJWvNfPKBgb2SWNNbafSrB/dZsMVfWVytoOW2IgrBtdWKtpLvFILGZAlGWHlKAOKtIYGy7X41lWr2SFNhcqwAw0aFyyqAFK4/IJyQ4dZzTJqba2iqNd2ahWDS/2RDTYPv0JJX5t3jFaPUGxdDxhxRczioCh2FhYVAfAU48DgVKGyLf5YxSBcftPlh62KK522BElsVZQy0SDT9dOHn5oMH2BoNUt0Dnug6V+kctOwG+NzeAze/te5vfUzNNE7vXw8GXDbJHGmx6ALwt/RzngCU/CeF3vDvl/yd6Pr/VnIQT6yv/m/tjs5m07/Sw9uf9A6cjLgJ3qkXOBIuwx9uvTq7dYaMNDy8fNN5sCDNvsObNY9vgwhGa03/YFNFPrhXgmOAQUBSIJLWHpAnISfdobr5+WMDmkDQlQY52C0DxhzRfx+fCkztURXTOMAFGSw/r/D3Le5/aJRBzYYnmVhjpL7Z4BXAuHgodPoE4z+2THEleknT9PTaBUjUdAn7afJIsmFGgpkL/3CMWrGEI6HmtXKDLlDyYUwzP71O1VHGq7oHd1Nq0pVZr0JnDtL/87YYYEz9qSU64Zhq0docZkx3G5u/uFwA3bHY6cfOP3QZHOmCQB84YBB3LYMhkWH5n/3/7zBEWk7/if9+W/58MvvK/MbvdpGV3Aq5RBg9sEYMyqnG6rlrPiMuu0vySdGjpVhLvnDIdE4owTd12zaFlh+W7Jg5SOf5ze1UtEa2gmJIHW+vlaw1DvmZUFty5XP9Odcl3nhMBJQ2UhIgSUP65V02lLhwJKU693u7XGO2m5sfBZgGQHxsnn+eKJPvXVWmc43L1e1dAPruuQ3Pj7DLwBWLM21BYidVmL6wsh6nbIGkheJOUiE1ySls5OxFufFlzN9pkqzhVsd1Dm2Ma6peO0bGvH5b/n5KnNaq6TWM0TX0nf1gJ00Mtik/nD1Z82uKV1urCIQKYU90CuldVaI/htmtvsiZybxeX6JhfrdW+Y/4gcPsg0AqOZLDSLDpCFl0BSHdbuAhiBP3Ywy7CXXb87eBKAcMTJGj63jdJyrfjK+MWt3diJwxUPXjwID//+c9ZuXIlHR0dPPnkkzz55JOUlpby8Y9//EQM6R1ZHFT97+xEBx4ul40Kr4fb3jCO2RxePg4Kk+WkXilX+UNRqhzch0ZqExu2lGFNdVkk2EIYvu7+L9THHA4b9SEPP1imUtNoptVGpNlVCCbnS3vrkjHw1eeli+WyyQlmeqAwCaqfgpTT4eY1cswmcrDZCfDd+SohGZklRz04DT4+2iLF6aOrbxva95G93zelJ5P1N//KW01+uimRy8q6yU3o3y00dBs8ttfNOUP8nDtEO8BWn8Evtnpo9plcPACgGrV9LTaeO+zikjIvC/poswZCcPOaRAoSw5xR/O4GTpYFv97u4ewh/nf93P+tnei18L+xk2FOvlv3z2ZPpMJnsrpS635PS3CoUY3dlH5bT3amgRim5w+Hf+2VX5g/GB7e0rtxTXaCgM+7Vwk8+eYslfV19HkcZxeJwfLkTp0z2akA6941vY8rTlUZYrQJzjdn6dxXT1bwtKOh9/FZCXDjXLj2RTFyvjFLsjZ9mabT8qXF9ujW3mP/xiyLW5cax3T+PnuY/OELBxTMfmdumEJnN6HQiXuWTdOA1gSWfd8k5IP0oTDsbFj3K45hu036rEXmpG6Cxwiu/md2oufzBxlUBTWqWvszGy0He2flEnNg4qdgxV0CyhfcEsbI6CLcg6ZsGNBpS+TmpeYxDZwWlYj5OTRDzM/uoOZn32ZxMwoErr5+WI2cajslqxGdtykuJT+29dEwzPSI3fZ/K9X4rr+5NyVPwOkjW7Xnu2GuxtDcIz8xNgvOLNNc7/koG+j8hcmx6qWoue1wywIBvCFLJfzRBE3Ukp3SnPzR6wKJbpgL96/vrfsKMDFX692Dm3tf++rJAtF2N8LQNIuvTw9h8/f+sM1mctjr4a6V5jHs8c+OgiG10LIPDr3W+z2bExbcGoa03n/P95OdDL7yvzG320HDQRe+fINASGu9RW9ptKhNzYMxOQL0G7q0/1p2WMmCw61iRfacvSlO+PIMgY+7GyW59qetMVmAqJWkqULkwc3wlel67VAzJLkEfNpNeHqX5sEfNsUavtkMjXdyHpw7XKXs0aXnghEi0Mwo0Ppw31rJ/8wqUlzV7ldVR08zUHI1xSkpgSho2+ZXhcriDKjqAp9bic9rZytRenop3LpMAOv2eu0Tkl1qCBX142cPizVLjl7rujmw4oj8cpJTa0xnQNIkfafDpyfB1lpVyGysUfKmrkOSCNfP0X14eEtvCSEDsYTPGxHbZzgirPQPjQozP88HwT4L5gfA4qBq3N5tOyHl/7t27eKKK64gMzOT888/n8ceewwAh8PB7bffTlJSEh/60IdOxNDidoqY3+ahK2DwtRnaGBjIiW2rhye2ix36151iLTR2iz1w1UQBqmsq4YrxOv6iERDsfHuAKoDP5uHB9QaLS5RFdNrkHP0hZV7tpoDQc4fputPyFNB3+MSW8gfAVg2Dz4duh8a07JA2CLMKxTboCui8YUsdL0tToH0jJE57f25G4/beWEWHDdOwyDyOlmm2x2JmboB/H3LiDxmkOsO8eMSJBXy41HvczwKUpYWY2Bngb/tdFCaFKU2NARkvVzhp9xtMG/ruA/+GIQmAivbjlIbG7ZS2btPCYTsWUAWtqTsb1JglCoTMKRK44g8JtEh1Sye11Sf9uMvGam03DTWlCIXVSCoQFgvspQPHAqogdum1syUr4A/BxDyt/z9YCIdbVJJ8tFusn6ZugaC+oIDP0nQFQ30BVZCkwLJDStZFmXX9le6vq5YfSXDEWLCnDYEHNx0LqIIAmu/Nh+6AxXllFkmGl9AJTg7YQk42PGAQiny/5oNQvU7NcA4thbYKSBxkMeJCC0dW4F0DVOP2v7eArZsZX/dQv9Wk/GWTcAjyp0LmcNjwGx0TDqgB2fRrnYRNPQQ2m0HA4eGRTcYxgCqorPeOxWKv5efoue4LqILYXWeXCSDx2MVUnZCr+XLvarHe+gKqoDm7pRbuXAxP7+5/7m2oESMt0aG140/bdJ2/7ND784oFAtV2aI1o94t9WtWufezDWyQtcOtpYrjWdcT0m112rT0G2tc6TVheEbt2u19r0pwirSUOm/aXBtpfPrdPSaLNdSIALBis34tSBFQ1dMbKnA+2GOxtNpmUmIC3yQADnMlhvE6D+zccC6gCPLwX7poHydlQstDC22Jw8FVIzLEoPcsi7Okm9D4FVD8IFgyGsAYJII0SS460CVCdli8fEQwrYegNQl4iYOn5sEUYmV0RBuplY/Qshq1Ys7REh/ZpU/MFBkYB1RGZSh6mupXoMFACcXUlzCmEMbk6b4dfjbAGJQvI/PwUlcyvr45pn4/IhJ+s1DgLU+CC4SLMvHhA1ytvEctzYYnGZlm9tY2jZgG/2yCt4gSHmKNHuwTOzi+Goz7IzoK2gADawy0wtUASBtmRJk/DMjRnomzfJKe+x+S8mLQISAJgZwNML4Sd9ZG40S4wOyqRcG6Z5nfYEoD80TECUReV6By/Xq8EUEOn5nlVu5I2lwwVUzhkh84gJDgtbpxr8OQOSHBYXDDCYpA7AIEPHqAat7j9L+yEgKp33XUXY8eO5Q9/+AMAf/rTnwC46aab8Hq9PPzww3FQNW7/O/MkcLBZWfio4LfbriA4O1Gb64o2aPPq9R31Mf2avCRp1bT6pIF1Vunbn0Sm00FXSBvyYFBlnj95o3c29fRS+PgEZSoDITWw8gch6ABnECqbVIrxxw0GNR0SJ79kjDYjDR3aWPxkpUDVeQVQ+TisWgXTfySWrM8Xd45x69+qO03SXRb2t8Adp+fqGVpa6VDn17QQ8/P9b7tcf25egMZuk/u3efjSuC6GpobZ3WTjucNOpuYESX+LRlb/qWV7wlR0xJtVxe1YM02Dhi6jXzAyaukeBSqgaoZ2H/zfqhjjJcMj7bb6TpXjPbWLNxtfpbikI5fqBloVKPVlnva0HfVikq6sgOtfirHO8pLEwnlgoxgyKyoUcO5qEMPnsrGqUhjI3jgiALTdD7e/MfBxW2pVarkhov1WnNq7xL+v1bRbXDnaR8AbODlkD/02mvb1ZjJWrYXaLVA0GyZ/1sI9yI/f8hM8KQYct7drlgU+WzdZ022kFrup32ZSvx12P937uNbDYPls4AHTZtJkeWhpN9la1/95XTYlQBq7pI24unLgMayrEviyIgJKZni0JozMFiA0kC0/IgB2RBa8fqT/YzbXqspoQ43KmS8codevGKd95w0vxxrZZHrETHtqlxhyXQElWlZWKGlSmAzXz1UC5rcbYkCuw4RLx4oR2HNer6qEm+ZJT/KON3gziZLklN5yikvjWlYOV5bBxkwBqXe8IVbi12bEGnu9Um6SWAcHn4pcM9Fk7B0WLQOogvhCUNcMB+4EK2SQkAWzvmlhz/ThCwY4KQSaT3E72K5nN8UVKfuv0vPpsvdu6Jbqgm/NEsjX2a3n8sFNIqOkupSYKEqRr1xfDV+cpqRjVCJg6SGdZ3oBLBoif3Xf2liSw2XTfFtZIVD3opEqk9/ZoPjq52vgrhVifUelcuyG5nVVu4DOC0fqtY01kuYIhpWA8NhVMm83BQb3l4ABzaXOgBIXLT4lNP+8XfOxtRvyBkFVpxKvr5YrsbG9XuNbXy0QGvTepDzJJlS0HtuEcsIgePmAwOYhadAeALel7z0+VyDrg5sl9QGK/S4fB8PSobFTe4ewpWNDlr6jywY3TQSPBQ/vhi1v7nsMRmRafGUGOMN+rEDgmEaVcYtb3Aa2EwKqbt68mbvvvhu73U4o1JshcM455/Cvf/3rRAwrbqeItQdM/m+VwWenKHPpMPXTGZBjXFNJv93NQ5ac0X86aTotF06bQSgMo3KUcb1hrrKbT+5UZ8rn96tMc2aBxpDoECshbMFNr8NHR4eZlWOQ5pZu1vIK/YzNgU9NhFuXKnD/YilsvFHXnXczrOyEM/7Dccft1LDaLpN011tHLoYBMwYFmZYbfJNp8E7MZsJ5JT6eKXfxs00J5CWGqek0KUoOM2PQ/06eIscTZnOjQ8L98RaNcethNpuN3gWJvS3To6YVIN3EwpSIxvUIgQyHWgRm/H23AsTVlfIt2+sV1LT54CcrVMY3LQ9KkuE7M2BjPbxyWAFTYYqCz5UVWvsbOlUy2dNqOuD+dfCJCTFQdncj/GOv/n39cbpnRy1oKSiekCtWqoUC3dlF8h017cef0w5TwW5hinzmygroChoEsQGx+WsYYDqc+A07JhaOsJ9goPd+zzDAsDsIYGLHgqB/QD02m92G37BjYOG0gv9R6XjIp9Li9GEW9rwgVhyoed9aKBSmswF2Pnnse64UyFsAgQQDh9uNN2znh68YfGla7+OGpIk5l+oWyHOkVXOx9i0k8gPhGIgBAmTeTr56eAZkOCHbCXedBksrBK529nB7KS6tHcMytK547AJqbIaYqz3taLcApK/PFKg1u0iazguHqHFdolPr0s9W99ZADYQl7/HNWWLORRP7IObd7/uUO3f4lay5aqL2yKEw7H8Cis6A35VrjFkJ2st+cSr8YbM+587occ1O8La+Rd+MHnO/qxGW/dBg0Z0OsL9/Zas+SDYkXT7IZYcMh5J4wzKUhPvIaMhJEFAfthS7dIfAZcF9awS6+0PyV0dalSD89349L01dwsz/uQemFehaDlNanwC/XKdzDk7V/LSZAiaXDFWZf/tWyU98bJzYqZePg7/tFMi696j87ppKSIk0vfrwaDW1mpR3rDbwQJbggNMGC6i10Pew9Xic/7xdmsJdAXh2nyQJchN1H16NVL+8sF8s8h09mOwba+RPo9rtm2uPvXaiQ8mkxm7JvA1K0m7l3DJptkaTLA5TrOHuiFZtKKzjPzYaRnnAMmFHAszMgvAh+LNDgKrLprUjNwlavAZ/2GRx9XgD8/0ijhq3uJ0kdkJCS5fLhdfbf7qypaUFp9P5Ho8obqeKOZIT2XgA7j1LTvnna+SsZxeJgRq24PZFELAk7O+0SxtoT6M0p/61Vw0FHDaYVghuu0WwnzKuvuZyO3j5kMpKMj3agD8bKadKc6tB1uXj4PqXtbGYmgcbqyOBrguOdlvcfSbYAj5spouPjzew27TZTXSolKu6Q5vrFAMCDTDzOmg2wMyB4V28r5tUxe1/b7Wd5jtq4mQa/Scf3o65bPDhUh87jtqp7TIpSwswLjP4H5/v7Vi2R7vnyg4bZWnxuRA3MAwDZ9BD9SqDjHkGI7PgmT29j7linHTP/CGtr4OSxKTZWCPwcVahmDIgIPS+NQItJg1SWezvNgj8yE2EbA/srIO7DkSa0xTB/y2CZZVikaa6VHlQmg4/fL3/MTd7NZZkp4KwFRHGm8MU8+a0IWIC9WfTC6C5S8HunGJYUgoHmxRMvVqugG5ImhrS/GN37HNHWsXusZlw8Sgx7qLjvXSMPtPss5EWva92O224eWYnHGoxyEmEc8ps5Cda2APSRTTsdlrDLp7ZaXC41SAv2eKi4Q4yHH6MYAxEMU2Vbb9RabCiwsRmwpISBxNyBm6GgzNERpl5DFs1alkjLQInUPM1bv+9hcMWaSVWTJg+YkMuAtsU+Hct1K8zGZpucNYwg9HZAljG5sC+o/CFqWKlZnrERnss0h18bI7K7M8shef293/tcTmS0oham09Na3Y3CNhZ1Yflajfh5rlitd2/SeXOU7LhzKEwvwheOKTzfWKCQNGo9MC4HIEzmSH445b+x+ILCUS5drbm8D2rxcxbMlRA8SvlAwNHf9+t9SLKVp1VKD3Gnpbk1L061KLqLpAW5KCzoW0/nFemPfKr5WLy5yXD56Zofas4CpNvhZ33gLcZbC3a7/bHVnXZINEPPZU4gt3QtNcgdZx5QjWa46b5VtepBoddQfmdJaXyA2kusbTbfZK+KEjRs1DdruTbF6YKlGzqVqn9ZyYL1PfY9Tz4Q0qwVbSJaTm9QNURNe1Q2S7f9rkpMRZ21L+muiJSF5YaB08YBJMHyU9NHqRkRZJTet+T88QEnVkAB5qkmfroVo1tbZWuN71ADO9Ep0DMsKUxTi8QwOsL6VxVbZCfrDGXZWqu/mMP/H6jqlXGD9L33VancZ42RGN228W4/egYrT0OUz0vfr1ee4jBaWryFbWcRIGjU/Pg4a1qJGlZaqA8q1D+OgqojsqCD42C5Ye1ph1p1Vy+YBAUb4RDG8Huhg+dBek50JQIG7cKhF08VE3rlh3SNReVGAQNO07eRnAbt7jF7U07IaDqnDlz+PnPf87kyZPJzs4GFNx0dnbyhz/8gdmzZ5+IYcXtA262xAQ6fAZzig3+b5UE06OZxid2KFD+9hyVdM0rVlmlP6DN3hXj5fir29UxeWe9nHR3EN5O1XMQG7MKDf6+W1pU33k1ttGtbldG9fzhcPN8+MHrcuaDksWguHc1XDnegIAPh9NJRYc0b1JdKiX57qsxraxobHHJGJifDRmmxp1ugt1u4D+5evTE7SSxroAY3Bmu944RYjNgfFaQ8e/R9TLcFnbD4ki7GQdV4waAM+hhxe02Qn4YMxdyHbCkCF6OlPWeP1zr82vbpFWY5lCpa30PZld5i5hlF4zozSSr61AA+Lkpairzlenw/WW9dRp/1QyTs+HK0QJwqtvVtffcMiXU/j0AqNPQBaOyFQAdbtVrn5woLdW5xdJP669R1eQ82F4HOUnyCzXtAlR7ShHURHQYvzxdpYgVbVHfaNHYZfCTFbEyz+h4zymDWQXax5mmwSGvm7uWG2/6o5oO2FJncPk4g1n5CdiD3ZR3ufjJSrPHMQYbaww+N9nJpIww4aDmaMDh4Ydv2Hqx6X6/yWRYusHXpnkw+zTDAQjZ/Ez8tJ1lt8R0VaM28uIw1nu4zsXtf2eWK8CYSw12/FnU6rw5UD1KTW6iVtNhsKpSLLKXDqrZaLtPGqFT8gWArquOHV/VLqDolgVKvPec6yDN0co2ASwGAnCCYTUXXVKqPeH4HHUuj9q3Z8BTu2Fzfe/rLK2C788VkDsyU3P2jR6yANXtYqv/cKFKpfuzIWkCbW9/I7b/a+xS5dOnJqrplt3sH1itaYfMUv072an17u5VsfdNA74wBR7f1rss+dGt8FoyfHMclATFlus51zfWwNWTYHMz/KsVvvEN2Ph9qHwKPvtZ+L/NxzbY+cRwqP7HsWNsPWyQPsEgFHfZJ9RsNhO3Xc/numr49mz42SqVlZekKYbZUS8m6Y9XxD7X2KV59JUZAlANQ0BrUzd8ZJQAwlCPZ+FAs0rzJw5SpUdNuxjSLxxQUiRqlW2K1b4zV0nE0ggY+bNV8ImJ8OdtcLhNWuQVEcmdf++XH37hgMbQ6tO47aYSEEWpsLVOAGO0UdWXpulZrWqXhEbPObahRqBsultx3bLDkl+7fi6srpAP//la/f7UTsWRv1kvUs3+JiUnPjpaiZDt9RGd2bCaVb1aDp+drDXGGxKQ6w8JVP33ft2Tv0cSn1kJIub8ZIX2IVvq9De6dTxs/RH4e8zd5l9C3hQYdrnWjhmFcNdy+vhq+NREg2mZdqxQXDIubnF7u3ZCQNVvf/vbXHrppZx11lmMHDkSwzC48847KS8vx7Is7r777hMxrLh9wM0XMkl3GayqVvYyqvkTtpQdfaVcGkFtPjm3TbXaILjtEkAfEyn7dNlVRvLCfotPTjDA5QHf8ZtVuexhqpot5hQZ/GFT/xvcf+2FBUMgy62NusMEbwCuHA/rqyzmFxp0hExePGBQkKJyrGEZcMcSyQbsb5JzP2+4WFH1XVDepO/QugU8U+KZ/rj1b3XdCkrfTvn/+9VMA7I8YSrae5cpx+3UNLvNRvUqg45aGPcVVSWE9sOMZpgwHl6uE/PlR6+LpZnqEph52TixV14/LKDjvOFar+0mfHe+EhRROZlEhwLGK8fDv/f13/hmYwOc3QHnFsNfIh1/n92nJhjP7z+mWT2gIHZOkXTkvjFTjTDKMhRcNXvh4+NVxfC3XWLFTc6Tr/j1epVsJjsVTE4tUCDW10IWPL5dx7Z0WcxJA78JT+6IAao97bl9sHCIAWEbfpuD36w3+h33kztgRKZBusvNbzaY/R7z0BaT0YtdOOjCZrfx2hGjF6Aatf3NBgdbTYYnGsd0BA+HLcy0bhbf6eHgywaNOwxcaRbDz7NwDwoQMOLz/4NgQQLkzzXIHOFg778M8s8z+OWmY48LR57ni0cJkDhtiJhcF4xQ2W5f6woo0f6NWQJudtRHyn+HiNH2q3VKOrgiDUHzkgSmdgfFEhuWAfPbtUdzGGC39QZUo9bmU2XSnHzIyIRfbzj2GG9QAFJuonSU+9pZw+ChLdqXXjhCTLcOP2S4VVEF8MVEse/WV4vRF50tBSnS7L+4BBYMg4NtSrgkuSLNb2wCwa4cL3Z6VEMWBDLt7IpJiPS1h7fGwOAWA6bcBbX/hsS98KOZ8O8jcKRD9+7MQdD2MlRuPvY8aSUW4fAHd1/yfrFQKEyyU8/AwiHw2iH5s3mDNQd+s0GVHL9cK/940UjNlagfrOtU/HRmqYDS7AQYnqXn26B31dPz++D8EfKrZREJiZ6AatSaugVknlkai+WunaN5+PGJkJsgkDA/OaaX/Oohzc9otcc/96qhb3dQ2sjfnq1nuq4DxuWKmXukVUx2p03fKzrHEh16vnMS1Q9jfK4SkM/tg0tGa14UpMjH3jBX4O535mkuzShU34wMD9y8QOz5cbn6DgZqMmU3ReDxOPUdnDaBqodbJLlQkia26hmlaqwMkln42y5YUgg1z/YGVKNWswFKz9Xe5dGt/c/fR7caTFzoJiEUJOjwHeNj4xa3uB1rJwRUzcvL45lnnuGhhx5i9erVFBcX09XVxXnnncenPvUpcnJyTsSw4vYBNsvloa1bTqqpWxnEX66TQwc5q4+OlpOblCf2z+BUObj11cqCBsJyXvevE+B641yDZi9sqLFx+tBEjO4BqARA0LLxxhGDj46OMYuOGSOSGfhURD9rbZU2nA4bjMox8IZNNciqkkbQa+Xw6DZpB31xmjY6/hC4/HC0UZv0Ggc0vwIFs+Ll/3Eb2Go7I6Cq+4O9ccrxhDnc/g5FYOP2gTQjYOfI6ybZE6F7KKzcA8NfU8DhToerfwBrmsWYmT9YFQFR7UOboeDqnDI1xOjwx16/YIT8TLSktixDbJdHtvY7DABW1cOZhTFQFWIlhn0bV2R69P9vvKD/j8yS5uJPV/Zms80sULC4uVYMuL/tUjIxwyPQdFKegszQAFO+vlNyBflVBkvvgPE/ECt3INvVaJBgc1OYKmC3PwuEobHLwGma/XY/B/mwZq9Bjgl+w84bRwaer68eMhk+3q52730sHA7jd3ZScr6dkrNMsAmEC8R14j5QFjD82HIDjLvaTrnPRcjqX/KhsUsgSrpbCZHSDCUWBrKNNZr3R1q1BvhCKvH3BaUf+buNMV1V01CjmdwkzcOPjVXp/phsscHeqBj4OqtrVUI/0JwBNaK6ZIxKh/taklONdb4xC57ZLTC4NF0A8s/Xxkrto0DNpyfBAxHg+aMjwb4V8rvAXyQpkI+NgZpOlTL3XO/OG649cs/GVksPiwG4tR/A2B+SNu3P12iNsRlw/lRYnA8rb4IpU2F2PjjawdkKlS8few5HovSP/QMtUnF7z8zhsLEtImuxZCjcslTPXpsXTFNAalJEue/rM+VvHu+RsChNF+g4OU/P30dGS1IixaVnI6qZerhVc/OZ3SpnH50VaxDZny0/omRHh19kld9vFJB6bpmAzmf2yCevrow1jbp+jmQIzhwmMPLx7VoXZhRqDKOzNNdDYc0BmxmT//nXXs2xqA1O1RzAElib4RFo/MJ+uHCUmPHfXwrXvSSpgoYuabMmOJV8Ba0tI7O0RrX6BLDmJmkNCVmS4vnoGMWHGR7dw7/vhhvnaTx5SfLNC4eIXAMwOR0O97NeRK16JRR85Pi+urLOoOn3DqZ/zQaJXXFgNW5xews7IdHlr3/9axobG/nGN77BE088wQsvvMBf//pXrr/++jigGrd33ex2kwOtNlI8BljS2hmcCj84TU5uSKoc5p+2SdPGYcrJZyfK6RuGGECWJae3u1GlTR1+dX8uSTdYdtjA4RpYCMAAotydsgwxgK4YJ+fYMwSwmTo46sgTnXDTS8qiRjO5IUuZ0Gumq5ymOwR3r4bb3tD42laK1XCwCcakQu4Ei7DrODv2uJ3yVt9tkuwIv7nJ+6BabkKYhm5zwI6ucTuVzCK5EEZdCY2NMDwdzEia2dsMNS8qoXX2MLFvejaTCVkK9Kraezc9C1nw9G4FPtHGVvuaFGQl2AW8fHy8grx0d+xzphxEL7Ob6lzcsxnG4FSVEj68RVpoV4zTz5+2wtEu6axdOV4ATE2HWEVV7fJZeUkKJu2mPv/QZrHvjmcOYMM90jYMvEXzHpsBf91tDAjS9vyuxltoJ/dkLR1PZ/ntaDAHQkECpp+AJeTbgRNH0I3DcL7lOOJ28prdZsMRcuEIubCZJkErgGEc/+GzmzEmmGUd/zmMPltb6wTADEkTGBu2BG46TIGMN8xV1ZPHruR8UYoSKA1dAkrKm4/XAi9yHev4x1S2ae5/aKSuEbXcRK0jZw4Tq31Xo17/+HjN+3PLYntMC1VjdQZgbLb2sKGV0LoTcmbBc0e0z3Xa+1/vntmjdS03sffYj3fHnbZY07uQBX8/BLs7ICETql6Hg3+GPU+ogdzoj1qYPdajpDyYf3OYoHPgvathgMNw4gi5ceDEiE/o/6mZhsDRsBX521uAoefropHS9j2nTPqie4+KyXnBCLEzr54k2Y0UlyosAiFVAf55uwDMvCSVtI/I1DNloTJ9+viLoenS8b5inHygO+J/kyLPzpmlAheXDIUNVRrrv/cL+JySL0LNX3YIcM1O0PE2Q+Di8/sVW9ltYuH2ZGGfXir5kL6yOodbVYHhtGnOlTfr3swqkk/O9MCXp+n9p3breye5wArHKhZddmjxwbN7lQTZe1RzLRDW9/eGRLLJTtD8O3d4DFj98vTYHDttiGLZqBnH2c8bdvDYBn4fdN8762D5bSb2gPv4B8ctbnE7MUzV3//+94wePZqysrITcfm4nWLms7n5+26Dz09Rw5HOgJxRtBzlU5NU7nXXCnjpgPR8ClMVNJuGnPPDW6QJ5AvCbYu08fzhMmUVXQZUtRh0FTlxDFBW7HIYLC6RY52cB28clkOdnKds4+82CBAty5A2lzdNzr+xFZr88NIBi89MUAlqokOaN20+bSw8kc6QAIM9cNQF7mQYbocDtVBWBME4ihS341hDt0ma64Ofhc7xhLEw4s2q4oZp2MgeZbH5XuluZk6Fko9CWyW0V4G9WKDI0kMDszlfPNC70UvUXjggjbUoo6W6A746U0HTploFR5ePk2bi07thVg6s7NEgxkBJvYPN8K3Z8hUOU8fvbhDzdfkRBXmvH4azSqXX9u99YsgkOFSWmeYWGHRRBIw50AR/2SlfAypbHEhvMT8ZrHrejCq796l7+d6mY481ULDb5VclSN+O4lFz2SAzwSLBHibDY6OpH9Uctx2tRX5wWkFOG2zn8R39R4dLSsLwNjXf7Djx1zvY8TeDjhqDlEKLkR92YM/wE4zLgbxvzDDAGUqgerXBoVdMwiEommtn8AKLnAQLh9m/REW0E/ecIr1/z2qxL5/b1/91ZhZqf/ijRZpPzd2a6weaVGY/PFPrwvP7BXoOSlTTmo+NhduXC1iami/AaEIOvHa4/+vMyYPGTshIG/g7TxykeTUyS2y4KPOzqVtrwtgcXc9jh6/OEFtt2SHN60mRPebvN4p9/sJ+yZQ0dUHGdEhYAh0I/NpWd/z17oXIehdd1xaX9JYE6Gluu36unS0Qa19k3fh7OVx1JrT9Pnbsjidh0Y+gaJaFv0vgqpkQImQfuOzYjp1Qk4vtTxm0HjFIHGQx8mIHrpwAQSPePODdNsPQc5bkVJOq6QXSV012CrjMT1blX7T8fF6xYie7IeLHX3cJgMxKEFv6YLOYq61e6aBePApGZ8PnpwKWkhP3rxdb9MxhKnf/wlTFbSuOiN25qER+r8MvWYvt9TE9cl8IXjkk0PTBzbrOuWUCfR0Rnxeds4uHChB22QSo3v6GYr1zyvT9GrvEGn12b+97Yo800Gr3qfKxK6C5enqpvoPNlIzA4FRpu/qCIsp0BjRvByVrLapoVfOv2cUCaC8Zo3MtPyz5gBkFSmrUd0ruI9up5GlUg9Xj0Hfe38SbzTbXNMGkWVC1tP+/Z+5sAbgD+WqnDVKCEPLrp7vBxJ5H/40h4xa3uAEnCFQdMmQI+/btY/78+Sfi8nE7xczCoCugDd7aKnVRNQ1tQLfWqTzyq9Ph8rHSCUpwKDhcOESNRjp8ctyBkBxNZbs2rJ+ZLIHvuk748CAI98M1ME3AtNEdNMlPNvj1ejX+6A7GMqirK1W+f6BJjvScMgXaZRkQ2AtXjYelRwy6gwYJdjnxe1ar3OOX6yLXMeBbM6HueRhyOlz1z9gY7il4e8204nbqWkO3SZrzg69bluG2cJgWh+PNqk5pc4bdbPyNjYbtsTX7wHNwZBnMvg7e+BE40sQ6GahBDChgSvcc//UhaUqG3bVc63R3UEHarkYxzz45DtIS4cXNsc9fMEK+6rVD+oma3ZT+2k9WxPRZ3XbpIN6yVP4jaoe3KhAsGAc3vtL/+Gva1czmdxt7v+4w4fNToOGx2GuVz8EV18MdbTHZnJ7jre+U1virBw2umWbxw9ePZa1eMU66zY6Aly9N9XDHcrPXMQbw+clhHGEfFhAKhphVaLHsiILQnjYux6I4OUzY/9ZRns2w0bzFwYbfxMDZrkaD2s0G07/qJHl0mFC8E877whxBD6t+atJ2JDZ3d//N5PBSmPejEFdPCnP/ht4gfBT8+PUGPUd3nQajMgRCRBvM9LQUl/Ttq9s1N740TQ1DR2erm7fD1PPec940dsH2Bs2nKXlquOO06ZhvzlCp+8rq3tfJ9Gi/V+eVbuvpQ7XnjO4PQSDW2WXa843KEmjVs6y6IDkCRCGw6smdAqyi9nxkj/mlaXDncjHyqtoFQDV2quQ5w6PzT847dm73tJ7rWmk6lAIpeZJR6DuPrxwvcG3vUfjmLOnQtvkkCeAa0vu84y6H7X82qN8OC26xsFK6CIQtGGBLYrOZdOxzsfpu882kT1ejQcN2gwmfcpI1LUzIihMJ3k1zOGwcbRHY+dBmSZBtrxf7eW6R2JbP7xcgOCJTLNJ2v56nX66NMT5bvfCLtXruj7SKxPL33YrLoua2K5kxLF0Ekin5IrVEGbAgsLM0HRo61VytOyi5jhavwMqGTs3fBIdiqX1N8It1sWsMSYVLxyrpcfNrYptbwOGjvJnse3Knkg+zi8Bm683KNoBPThBBZltE/sJhKsmw/Ij0hNdWKdnY5odXD6qEv7JNidD5gzXG1w+rX0dDp9aX7qASJ+XNOs9XZ6rqZV219gxRNjrIv39mksDei0cpYdLiVbJj2WE440w4ukWVNz0tbw74k+HFcs3TqERHT7tqOFT3iCM76yG9wCAUl+KIW9wGtBMCqp522mn87Gc/47XXXqOsrIzMzMxe7xuGwTXXXHMihha3D6A5bJDqtrAw+NdebTwzPdrgpboVWP55O9wwT443WiplWXJODpvKSKYV6rXRWXLiaW4xEQpS4cifYNSn4M2wzOUhYNjwBbWp6Gw2yPSovAXkOA+3Sg+12SuGwKISONqtrOc5w6GyEpoeh1nXQXmrRYLdIhiE4WlqTvXvfdo0FKbAWUPB1QKJp8NvemRTsxPeutQybqe2WZZA1SHJH3xQwTQg2xPmSLxZ1SlrhmHQXdcbUI1aoBPKX4FZ34VOr0CSIWnq8tufFaYoGDre65eM1v8/P1WJuVQ3rKpQ0POPPfDT02FjrT6T5ha7p6ZdbJO+NqNACb2eDa/mFYsx29XP47ytPtYopLOf95NdSs59e7YCuMYuNb+YWgCEwZUWO9bbAhW/hZuvhlUtsLtN451bLAApwS72bSAk//bTMyy218Prhw1yEuGMUosMt4Xd300obJHv9HLXYjcvHjQobzHIT7Y4e5hFiuHDCsbWIru/mxtmedjeaPD6ERObAWcMDTM0NYzpP36DyKjZAi42P9Q/23XTAyYLb3cSsr+9c8XtxJnNZtK0szegGrXuo1DxqsH4MwLcvtDBvw8Y1HYYlKZbzCwysBt6Rr82A1oDAvhru8WwmzhI4EaHX2y8EVnwx83wyYkCh1KcYnfuaZTeY00HPLip/zE+ulXai75QjAF2z1q4cZbmygvlmh8zcjTPOkICpGwmzCkWe89tVxVUbbuYdH/crPm9oUZMUZdN5wcBpAkOMXF9od6AatRavNLin5InSatWr8DYNp+u/VpEFqA+Auysqz72HKA1KhQWmJThAZsDsi1Vb71SrnPnJ4vlu6JCoBtIH3NxicgCRangdFhklBkkZkPRHKheB7WR+7nlIYMpX3MSNgYQXQZsPhebfmf2qz2w7VGDJROdhOxxUPXdNJ8vRNhykOAQ2/S3G5So2N+k+TA5D/Yc1R7rjNIIizKk2MpCyYBzy5Qs8IfkO7I80uO9bo78WlM3jMqWT2vuVhzU5lN1xuziGKBqM5T0q2oXMaY7qITEGaWSwgmE1fQJxNC+erLm3poq7Xen5msu1HZoXl0/RwmD7fVKMoCe74+N1fNqoMSMacRkP8blas5s26Q9wgUj9L43qO+2t0kSAM3duubl42H/UWjyar1p98PTuzTvpzvAlaI5f/YwMVe7g2Kp3r9ODN1rpknGZ22VYtIlJQJsK1oFdLf7tG79Yq3kEb44FV6qh7NugK6tUL8O7AlQfCa0pMH314gYBFrbVlSoAdagJDinFOr+BlU91rjkPOKaqnGL21vYCQFVf/GLXwCwfv161q9ff8z7cVA1bu+WJSa6afQbfHGqQatXge3DW5QtjNqwDDkXb0BZ00e2wNVT9Htlu7panlGqz7x8UMBoslMb3I+NFeM1mAKGDwyXjbBDgeKYHIPfbhBQGrVJg1Rq0uaV3s5XZogBsbJCAXNOojbSK/eBDTU6CHbC/MEGIa+N2jWQOQdWHpJuljcICSb4vLDTBvct6/39LxljkWz4iIeLcRvIOgIGvpBB6ilQ/g+SADjU9hZiUnH7wJrDYePg8oEzTVVrIP9CyCmC8Y1imfYEMXra2cN6M2yidk6ZwJVp+RC0xNKKMsBMQ8HlpWNURnuwRcHWyCyBOo9uleZ2fzYuV0FjTxudrUBqIFtTKWBmc23v1/OTBaI8s0cgzvQCBXtD0sSqHZYBX1oAB1+AcGTsreWw6btQPAlO+zi8WKfgelEJNHbDHzZFS68N7CZ8coLF16eHMAljBPyEvOE3yWdWKISHTi4eaidomNgJEwoEj8FJLMvC5u9iSobJhEy79MlDgbfFUI2av1USD/1ZoBMCHSakve3Txe0EmRm2cWTZwEKBFctNCuYZpNo6uXyEnRAmLjuEDDv+sMnFowx+uS6WYPjCVO3FfCGx2bqCAi6e3i2Qpj0i57nssIAMp6nKJIfZO7HR0wJh/ZxVCr+NMFnDFty2Ej45Hi4aDtluCJvwxE4BOd+cJWCzZyO4wakiAPxkZawRHogVOjQ9xlgbkibg5twy2DRA8ge0X71ghEDj1ZUqI55REHsPBIpdPGrg9e6ikRrjqohW841z4Y7lArmiQNXUArh7pSRPorarUWsiwKVjLDyNFlkjDbwtsObn9JqbTfsM8NvANfB3CXSa+Nr6fy8cAG+TgRlvz/Gumt1uUpIOf98FHx6lKrm7VoiVWpaphNyYbDV4G5sT0/Y82g0TcsXM/PV63tSzN5D8xqISJRE/NFIEk0SHyvtHZotBeW6Z2K9RyQkD6YjmJoldualG7PC6DpFiRueoGZXTputuqdNY85Lk3wxDY325XE2eQOSTb87S78OzYHwOXDRK7923Rs/6eWWqXpyWr7VgRYUaxA3PhPOHyw9G1wQDye8My5DfHZah+LG+SyDwGaU6ri6SeE2JPOvP7VNV5H1rtAc4a5j0m+9aoTk/p0hyBrUdkJWo64WAiRF91bOGKTZ9YofOOS0flrdBqBjmToUUD9QHJBngD8fuy+Q8nT83EaZkQusyqOpR3ZKUB67MMO/A5cYtbqeknRBQdffu3SfisnE7Ba0tZCcQNjAMlS11B+Fzk1VSZZoq7X90m5zppyYqy3/VJLjpVW1kbYZA0DlFcNMrCmqr2wS+/nufNrSHWyAxBEHLwG9zs7rCYEi6wf3rBbheMkaOrrJNGkRpbun5zBsMT+2E80doQ53ikjxcbqI2+EfaJGZuGNL7aT0CnhEGb1RCRQd462HZtXJ4Q78Kf98f+94uG3xkpMXYbIvu/ihMcYtbxBq6BTCdCuX/oGZVmxsddARizQ3idiqZ9WZDqv7MtCvgeLZc63BTt5gsv9kQC4ISHQp6MhNijWPykhQgjssRM+WikSpPfOOIWHFtPrHh6joVkH11uhpYDE4T+6srCIXJCrhcNvj+AmltR8GJ3EQFZ7Y+mFI4ot02UPW606bgKi9JQGq7HyojZZeHWsQuXVWhsWUnCPwIRRqRtLph1t3QvB+OvgF1m8GVDDlz4B+HYFm1QN3pBfC913pfNxiGBzYZFC0wyDF9hAcQYwsFgxj0qPIYwILBMOB/s4nJO7HjNeyIvh+PF98HZoBxnHyYaYtV5oQDeq78AXA4QrSHPPxsdW+91Ye3iLn67N5YB3vTEHhyTpn2fNMKoDhVDGx/6PiN1krSxE7LT1Zy3B9U6fDITIEgTlP1EWtqxXgtzdCasbFG+8OZhWoiFe08XtEKl42B32/SmjNvsACQohQBUJkeAa8PbRJrcHufJjoOU9cfmq4xD00Tq/zycfoem2p1DpvJmxPwyZ3SZX14S+/17iOjBVC9eCB2/ui9DFliAa6pEmP1w6MFoPX4s2EAn5gAhckWtk7Im6RkjTtd1QGBzj4HH8feznyO27trlmVhWWqSFO3n8LddAuL3HBXY/9UZSvpNL4g9GwaaSz9eESsxd9vFuB6Xo27Zg5Lkx1q8YsH6Q4qZHKZiru5grBnT1HzFZl0BrdnDMnStpYfFoA5H9Iaf3ae5bTc1v2o6oHa/xnbucPi/lQJKJwwS09sfElj7+mHFgPuOwj/3ClA1EGu0JF1s9d2NGkNespIQd6+KgcgOU0zbGQXy40uGokZ0huazzVSs57DBZydrrIkOvfapSQI8G7siAHG25szfIpIeB5u1D/j8VLF3h6RpbFF5uxavvsOjWyUz90q5xnD+CNjfBaMTta6YSA7k0a26L8/uU8O7z44Dlxf29Sj7zxxhMfVLFn6bN+4k4xa3t7ATAqrGLW7vhbmTEmj0qsRiz1E5rXPKFOg2dctxZSUqOA6GJN+U5pYT+u48Zeo9djm3m17R+4tK4Jm9yqrOHwxP74SPjlX2PuCAlZUGNe0GWQlqZmA35diau7Wx/eoMaevMHaxyrPmDBfbOLoqUfIXgHzvhQ6MgNxmSZoAtEcpMi+rDBgnD4JWVyhQ3A2kl0FIO+34Cn/wQOMaLGeUKQG4OBL3HEQSMW9xQ6T9AqvPU2DHlJmi3f6TdxuiMD77kQdx6WyAQoni+RfnL/Ufu+fPASoDn1sO1c1RyODpb5YYeh3yHP6SqhWf3iW1TliHw8597lKAbmi5gIRAWq2RlhcoJLxghEKMzoOBtTrH8044GBVZnDhNY8sBGVS18erL8UVuEyeW2Sb/uXz2a62yqFRjz+uF+vw6zihREbarRONI9Yv+0+hTAvnFEx5xTJmBnY40CrE9P0nsrjug888+FhV8AZ8DC74bTA3D6SINEB/x1Z//XBvjHHoOrxzkgcOKaxziSwzgSzRhw08Pc6WBPDBNvbXPyW4ggJaeHqdvSP2pWssQi7Agcg9BblsWexmMbWHUFpCV60UiV5wZCSgasrxZIdMM86RQ+vVvAy+ISAUDlzZrH0Soke0SDuKlbZczP7RNb70eLda6ndyu5cXqpEhw5iZqLr5ULaFo0RJJOz+8XUOW0aU84OlsJ9a/P1Drw4gGx0jM8YrpnJQiEmV4Iz+3X/nRtlcY0NF2VVEsPxcZ/1jCVV/92ve7FohI1zplVqH0qqJz7ka1a10rStXcNhrXe9ex8PihJ7/W1hi7tm522GNA0JV/SAY1dFq5Wg6YjBgdehO4myCiFWd+E/c9LBiBnnAXO45fu2xPCJGSZdDX2854HXGlWfD6/yxYOh9nXBA2tMDMbZuYL4OwMCEh02wX+XTxKf//qdiUX5xWLjR0FVMdkK+aym5pvf96h59w01Hjxz9v17IYtgf81bXDUrvL9N45oXlgWrK3kzTjr4a2ay8kuPe8zCzWP7lmtJOV1c/S8O0zNo2WHpKEashTn7WzQ59LcGlu7T8SbyjbNtWumKX6s79Q111TpXBeOUKVJ9DkvTRewG020egNgGQIydzdoDowfpCRmZ0C+3BeCv+/RmpLhUez3tRnw01URzdkR0lH3BQFD4/rZKlVXHmiK7Q9mFmpN6fQLsB6Spnvstuuz+5o0j/+2Cy4eqQTL9+argsYAkiLk8K4QzLsNAl0QtIHNa9ByCFJLXfgN73v4xMUtbu8/OyGg6o033viWx9xxxx3vwUji9kE1t9tBVafJT1cY2G0q4Wzzi200u1AZ/ySXNr8zCpRFHJQovbuDLdocHG7tfc7xuWIi7D0q5zQ8U3pUwRoYewVUhaCizSDNJce3s6F3k5FNtcr0f3WGHGFNB0yOZElHZkGLT5uMknQlBNt9MHwq1IUg2W+QcTocbhcYHLbgjQa44HOw4lZtTvc8ELvWuM9AVwG4DZNw+NRgIMbtP7OGbpMkRxjHKVIRn+a0cNssDrXFQdVT0SwLnBlBBi90cPi13sBqQjZknAZHfVqDcxIEpNyyVLpsT+1W+d2v1sUClpZuBWTPRxhcLpuCmPoOle692aDDp6Y155YBlgDV+9Zo3QexTP6wSeydc4eLKfaj1+GqCfI555TJJ40fBOtrBNaCSnmvm6NGN0f7gBxLhur73vRa73H8cp0AlTSXShfvXC7/9rFx8NIBuG6umEU9uwI/vQeWV8B35hm8fBCGpFk0dll0B403GW39WV2nQdAy6Lm8GIaB9S63ETYMqaH3d9qQ08e0L5us+omJ1cMdGjaYdk2YkNP31lTZuJ1wC4ctUgaHyJ1gULel99xNHWIxaEoYXyiMaRq99P9M0+gl+dTTuoMCcibnwXeXaW+X4BCQedvrsTL4Fq/AxgtHCPT5+AQBnMGwwJ83jqi0N2rLjwjg/NYsATrNXjHDClMkMVUVabxmN1Sy/OPlKg+O2tO7leC4cGSkO3hAe8ikSDfyeyOl0blJ8NQugbr1kT1ldbvG9JMVvcf/h00CtRaVqNnVg5uV2D9nmFjrR1pjiaAHNsGlo0U8+NW63iQ1h6kGN32lSKLW4o2x/1Jcumd7GmFaKhx4xuDgy7FjazZCzSaY+XXpNo//hEXQ8B+XFRdy+ph6jcny28w3pUkAMGDqlyLzOb7tfVfNbrdR0w7/2g8TE2HzrZA6ArqWwIN71N1+Sj585xX4zjwBlAYC8v8RKbPPjCQWuyPFcz9dJf96qCUG6jttYmTeuhSun6tnvcOvZ25Jifyuhcr3r52tJGFUv/ylA9JEzfRIPuNwqxKfz0aSkBMHCZydmi8/WNch3fEtdfLbn5oEG6pVPRJNwHx2suZ4fafixGBY8ZcvpCTK0cicjVav+EOxz0Yf4V+s1fzMSBCr1WMXMaahS+/19M33r9OcvywiebC1Tvcx2SUQdsEQzS1QEuazk1V1meDQ+OYO1r6irzzJxaM0bm8Q7ljR+72JuQJi71nT+/U0N3w5CfbcbzB4oZ3hH3YSMOLpirjFbSA7IaDqmjVrjnmtq6uLlpYW0tLSGDdu3AkYVdw+SOY1XPiDBl+YJqAyN1EOxTRVcp/igoc3w+R8vf78Phg+E25/Q07n6sly5OurVa4xo0DZ1F2NEuV3mHKes7LAE4JnalVWMiLTwh9SU6qegGrUwhb8ZYfKPotTlZn9+ASBux8fD52Wso+T8gSq+m2QYIE9URvnyRER9Qc3S9u1NgEW3AkVy6F5F7izoPRMMDKgIQRZ8Z1l3N7CGr0mKacISxW08cxJCHM4rqt6ylrA8DH8YiieY+fACwaBLoOCGZAxAR45LKDhI6O03td2iJ1yqEWMm+wEuGOxAMyugECNYFh62VE9xZAFCU4FWX/bFWOyRGGghUNVXnjFeAGz/9qragpQkLdkqAKv7qACq9sX67yr9guw/cp0jWdVpYJBuwE3zVfDw7VVCrBmFipB99MV/eMTr5bDDXP1mQmDpP128SgFxDsbLRq6jmXyNnRJo3XhELhlqcFti8J0BSy6Agb7m/pn/pakWTiMEGHAcrroDNmp7ZAPznCHcQZ9/1Xiz2E5sbx22qsNnAngyQ4TdPgI90BPQ+EwnmIfi3/sovxlg7YjBqklFiWLLMIeL6FQ3E++X8xveplwtZv2ChvlL5qEQzBkYZj04WEB9U2JdB5VgsSREiJg8xGyDEZkwauH+j9nYYqAnGDkMVgwWPJO/emKPrMH7lysst2bF8C6SrE2ewKqb441JEBn4RCVEhelQFVbrKT4vOECouo61BncZRfbfV+TPh9N7BemKKE/t1jsubAliYA3Dkd0+kvU9G50Nlw8WiBTdwC+OE1ai4dadJ7JeVpbQmGtTblJ2h8HwhpLqlv73g3VOjYrQWtHtJFNbYfIBLMLtRZ8fIIYrBv7aLnmJ0NxihJQMwvBF7Rw2aHZMnCPBNc68PUkLViw/XGYe2MYv7O7V+KjPwuFwjhyvSz+sZtDr0HLAZPkQouSJRZGoo9gOJ4hebfN7w8xNF3Pys/2wJe/Db6dkHYE7poPe5rBbhMQ6rSpeuGSMWoONzJLyb8lQ/UMWZZ0fIMhVUnc/JpitI+MVll8a0QGoL5Tz33QEiN7dE6sdD4/WUnKa2cpljrcqqRDsktSN5+YIOLKmkoBsQtLdI29R+VDlx2C80bAlm1idX5usubqvMGaXx4DRmXpOW/3yZdmuPV7lIX9t12qSOGAwM7KtoivjcjnWOg75CYq0VDVru//hanaO/x1V8w3l2XApWOVNGnq1ry8c4lYqA6bPu+26bwXj9Lnm73wl52KHQ1DjPMOv8Dm7fUi9qS4BJimuLSefX6q1rrofVlUBCm1/ReSDE4BX6X+ffg1g7KzHZAYB1XjFreB7ISAqq+++mq/rx88eJCvfOUrXHTRRe/tgOL2gTLD7eFAi1hCPYPZJUPVyfHc4couZiRIE2fFEW1aO/xitDZ79dn8ZGX1w5ayfh0+Od9kpzYFyRaYblhdpUznhEEwNN0gN1GlHgNZdbv08yYOgjv2qdzj3OEKxMtbNM41VQJy/WHY36xSjXW1kODWZndjjbpaZnp0ngkzoHAeZCaru2RNu8WwDAvi1Rpxewtr7D61QFWAQQlhdjbZsKyB9fHi9sG2gOnDVRSgZLGH2k0Gh5aCswhOL4GKdjE39zcLpJxeoIBteKbW3+8vjTW7AThjKMwfAj9dqeAnaqOzVcr3s9UCbK6eLPD02hdjx7jtYpu47DFgJtqMZkeDgNUWr5JxF4wQIGJZKjUsTlWA9PO1OqY0HUZnia2zKlIe2bNhTF+rapPPGZ8rUHV1pXzkqoqBJ8XaCOCS4JTP9IZgcYnxZilzTzMNuGC4RTgQJOxK4IHNJpvrYudOdZncMMckzez+j4BVl+Vh5+M2KlbEzulIMJn1bRPHIC+hHuBKiCB4ggy9yK4uQbYQgWAorhP3PjS/6cVTYjDu8wphLDOE1eVh5Y9NOnoAfClFJjOvtbHXZ1CaYZDs7L/B1CVj4E/bYr+PzBILbCB7uVzP9qIhYr1tqB342G11Aj1BpfebIsd+borm9y1LY8d67Hr9lXKBIqD96dR8gVB/3h6bYzZDsgWGoUZBBSkq//3brtj5Eh0CcJ7ZAwXJ2r/evUprUZJTa9Nj26S/GLX8ZL1e1SZAZ2WF9rwLBuv3V8rhmd2aNg5TiaFkp5p5gdatQUliFean6HoVbUav83/lethxJ72aTXXUQsBvEba/vXUgZIUIuToZfJ6NISEb2MIEgseXDYjbf26maZCbJGmYxi64ZRMMS4fhKTDaL+DzxX0CMu9YrOO+v1Sg/yVjlOgrSNG5LEvP91dnwJEWgY6fmQy/Wd+72mJ8jmQ07lndu4lbbqKY5D9eAf+3Sue/L9Ks8fXDKq+fmq9n8TOT1YwONDfOHhbpl2FKG3VYhmQy7DYBriOzBD4m2CVd0B3UnG3qVmzW6tV8/vd+aQ577IobR2QqVgyG9ROKMFo31gj0tNtU0QKalyDAFRRnXjhCQOndq/R/EDBc2yEGbtRNuWzSQ23sElj68kGtIeeWCfjtCkg3uShZfr2yTaz2VBdcOxxatsPQDBhih47DUP0YHDkK03/Y++9tABcWwoE/xl5r3AOZ08x4EjJucRvATipN1aFDh3LNNddw3333ce65557o4cTtfWohbGQlGNwRYff8a69KsV46qGZUD2+Ba6ZD4LCcm9MmJ2ia8I1ZKpHaUifws6FTOneT8+DbL8Jti+WMdzYIsB1uB6ddDjTNpQDczFUDgl+cHXOw66pj3StBZRW/2yBHaVk6py+oTWphqhgDKSY8dxDmlYARVlbx2b0x+YA1VdqALD2ksZxZCp0hONSmYN7h74zzVOP2ltbYbZxyZfC5CSHW1jk46jXI8sRRlVPVLAu6GuHAC5A9AdZ4obVSTFW3PQIcRPyDw5SW9vYGlb52BsQUO9wqsOTHK2Lap1Hb2aDE15wisVQ6/GKILC5RMOcPCch8ahd8ZYb04uo6tNb3BCijPmL5YThjmP7d1K0xPLwldmy7HzxOXeuM0t7l+/2Zw6bgKfp5uyn20PGkQJIc8nmXjAG3wyBkGTy2TX7p0a2xa2Z64LOTLVLtAcKGnWf29QZUQeWOty03ue00F3Z/PwKNxzG73Ubla2YvQBWkBbf8dpMlP3ERchx7AwKhCPASx1/e1xYOW4QR+uAIullzT29AFaCtAjbcbzD48wYPbVYpflW75k9dhMW2eKj2Y3U9kg9hK6L5GNlAjYk0Y3NGgBe3LdJIqk1lxvbjJOZsps4H+ozDFADT7NW+tKd1ByXNEWWagXQWS9KluXj5OH0mwREbT7pb12js0pyLMtxB68Mv1sLXZur3H/co+z1vODy5Q9/99FJ93z2NAlHvXy9WbEuL1pSdDQJu7+1TZBgIw0Ob1chvdaUAqasmRsaSCH/conuUnQBn5EOOE+p88GQtXPYlCB1VM9aajVC7+T9rMBUMhoBQfD6/B2YaAvSe2CHt3f3Nmk8Ti+Qr7WasVH5ingD/5Uf0PHxlun73BXXsiEwlAu2mGKq/Xi+flpcksDDNrX8/sLE3oAoCM+9bq6ZMP10pEPETE+RHO/x6LqvbxR79yQqN5wcLFZ9dOELn6OnTu4O6thH5Do9tE2ib7lFSxGGq8vC0IfJ9k/PE8rYbAmBvmCuwtSOguR62pD5hoXOkuXXvos22+ibyzx+h4+9bo7G77XDBcMWnLx7Q9WcW6rppbgGno7MjTHJLCY1/7VPzsKJU3de/7oqtA8Mz4IuToeVlOPAc/WqLmz18fpobrhoFrc+Dv8e6aHNCPAsZt7gNbCcVqAqQlJREVVXVO/rM0aNHufPOO3njjTfw+XxMmzaN6667jmHDhgGwbds27rrrLnbs2EFKSgrnnnsuX//613E6nf+LrxC3E2iGJ5GaDm0WK9vk+D40UhvIG15WVm/eYJVD5SQqeJxdBBur5cC210v7psWrDWlOos67rlplLa8fEjtga502u1PzVJ7yyQlirI7KkvPsCKj8ZXejGgGcUQr3ngU3vSrGgMMUYynVJcZB1HFPylPjkqo2uHoC1HZJT2tkpspX/rJDG9tFJTGh9Wj3yJ+uhO/MB3/QIiHsxR9HVOP2FuYPQXvAPGWaVEVtUKRZ1aE2G1meeDR2qlooFCZrtAEG5C6BF1vgy2XQuhqM+WJgzS5SqeCnJyqgOtQiP5LqEiBzjlMBWl9ANWqrKsX8GuZVs6hrZ+vzj25V46vFJQqWfrdR635xqoLMFq/8R7pbAMyiIWKHbqxREBUKq3T4hrnSP5xVKIbY8/vFbilIgUtGCwB+tB/tQ5shsGNsbqy5zehseHybfM3eo8d+ZnS2ShQf2yYN10SnwZKhOv6pXWIFJToU9LV64bVDBt5CJ0PTLV471D/y1OGH6g6Twa53prNq+pzse7Z/FCYcgMZdBumT4qyaU8HCXTZaD/f/3tHdBmODYsw1dcMLB5QsH5ymRnAHmgT8TM4TGxT0/1lFaiZ6zXRJdfxjj6ShxueqsmhHvcClQEjz+6nd/V9/RoFY4CDG2yVjNHcHau4WDGtMQ9O1xiwcAn/eBnubpPH8+ak6z7N7pYG8oUbrSbtfoObXZ4pIsC0CyvpCaijVV/d4aJrkCHY3SiLAF6meum6OtGMLkrUX/dQk7UGPx9xdVw0/OUOSAw9uEtg2MlP3aV4e5B6FqiegtgZyxsGCS+DA81C1RmBO4UxY8D0L031qJXffTxYOhznQLLb0N2YKGGzzRYB9l56/2UUCQFt9YjOPydHz5Lar/Nxu6nkNh+GCkaq2+/wU+YumboGCbrtk184fIfhua33/46luV3Lhhwv1jLvsKqFv9YogA/Jxl44VOOu06XnfWCOJALddc7m+U3HUllpVG6a6NQfvjjBgsxO0FuxqFHi78ghcOUGSAK+WCwSdlq8qko4mfRcDxYEm0iwPW7D0sM6zo0EJHJdNsSNoPfIGda5RWapeDIXFni9MUXzZ6RdI+tBmjbk4VfeoNENxYzQR1OoVq3x2kc7pBDq3wZabISkPpn8ZDr4MNRti9zIpDxJTxTC2gmDVwuEHoPlAjxtuQEaZRaBvOUrc4ha3N+2EgKrV1dXHvBYKhaitreWee+6htLT0HZ3vi1/8IqZp8rvf/Y6EhATuvfderrrqKl566SW6u7u5+uqrOfPMM7nttts4fPgw119/PZZlcf31179bXyluJ4G5PG7W1RusrzJIcMgBjcqC6jYBrN+erax9mktB57nDFax2B8RGre8Qe+hLz8mRfne+GKuJDjnclw6ofPNgs5z32BxtJOo61FxkXbU2GVkJ8MPX5VS7gwJnH90KW2vhlgVyflEw9KqJ2gBfNk6b4H/tk6P+7WnQ3KpSqcFpcKhJIuWrK9VM4MUD+gFt2odnquGJN2gxNRf8/jhQFLe3toZuAR2prlNro5Rgh1RnmMPtNqbmxufKKWt2J9taLIZ9zMD0wKeyYN2t4G+HcVkwZLTW//JUBZG3LI3xNLoi6/rsQoGK2Qla7z12lda2eOVfQAFddqICyXtWxZpTdQYEVlS2qSzx1+uVbPvjFvjoaDF8zhoGrxyAj45VqWO0QZXLJmBnZ4NAnY01Go/brmTJ/ia4fbmkBabnq2y/p10+Tp8flimfdk6ZkoVH2pQIHJWlQDJqqS4lKL+/VAFfhkeA0mPb5AvPi8jq3Lmx93XWVBlcOELJzFfL+/8ztPnAnmgSCMRAFdPU2hQOWxiGGlH1bD5khQ387QP/aTtqIHOKQSiO03zgLfAWJOewXWDDIz2SC+XNKjf+8CgltS8YqTnT6os1f5uYq2TBwebY5zbVag5eNVHzoNUnoOjsYSoJ7mm5iWoC9fAWsUgdphqiRll9SU4BMG67QKWQpdf8QZiWJw3J774WY7qeM1xNVHc1KvGyqVbAb5SRtrFGe9VvztKa0urTPO30C2DpaaluNaDq2ZB1RYXO8c1ZOr4rEAGjUvXeQFbbAVtq4IHNsdc21sLmOvjeLKh5FNprIOSD0iXwemSNjdr+56F2s8Gcm2xCouJ20plp2qjtUKz0zJ5YAgIU61w7S4m84ZkC/K8YL+ZlzzU/yamO8x1+PX9N3Uo6jsoSUaSpW3Pohrnwy7UC9PtamluJxnaf/GNBsp7/7oCSizV95G4WDQFXoQDca6brmf/sZCgYIZatZclXb6jRnF9dKa3gBzdpvbhmmq43Jlu9L66dDT9fw5uN7xwRGYG6Dkl3dPgjOsURkDPDLQB431HJ84zLkc//3BTpGr98UKBwY5eSuBeO1H37/gJwmgJUdzToXG8c0f/zknWdR7cINN5YLd/d7BXg3R2ErYcgYxnUrozdi846qN8KM74GbZX63eaCaddAZ1CVjkntsO1ejvGtEz9lYbnieqpxi9vx7ISAqosWLYp0au1tlmXh8Xi477773va5mpubKSws5Itf/CJlZWUAfOlLX+LCCy9k37591NfX09LSwnXXXUdSUhKDBw/mggsuYPny5XFQ9QNmXuwMzzSwGSrHDIbhcIs030rTtXEdmqZSqdJ0eO0gzCySQx2fq43u33dJsHxMDtiACbliDXxmkkDTqnY5zzNL1cjgvBFiDzV0KmjuCujnI6Pl5AsiTIBndivj2hkQG2l0DnxvgZzvpePEEkhxKfi9bDS07QLXUKirhS6/JAGe2asSmt2N2kw7TJWAtXiV0TRQaaYZ7IiX/cftbVljtyKYVOep98TkJoQpjzerOqXNZ9j5xWaTz46GIfmw7+lYMFH+Zxh3k7TQLhkj5krf1IPHDiOy5FsuHKnKhixPrGFFfrIAw6NdYsc4bWKadQVUFTG7KAJ4hBQo/WiRwNKKNgVGHxun9xeVisViGgI3Lx0rsLchUvKb5FB5bnaijs9PFhD01C4BrbctVsJwZ6OOn12kc3mTBcrcvEBgzDN79L1+t0EB7YIhYg2BANU/bRVzbko+1LQrwMtKkARNhkef68/+scfgxnnHgqqTBqmKwx8y2NripiTNwm2E8WNypNXAbsIwB/iPQlc9JA0CZ7qaD2GGSRpko2MAPcuM4cRZqqeIuZIHTgoaJoQT4Z8RcKHv/HE7VDq8qTaWSN9eL138aMIBNG8+Nlb7tMZII5nr50JjJzy+HaYVqAx+ZYXm7gUjtEc71AIXjRKL3B8SgGIzBJZkJ4p1drRb4FCCQ++Zpq7b7IW7lgj0ddm1vkwYpOY43qBA2EmDtNd9YoeAmZAl5ul1cwSqVrdrjk7OF7C8pkoJoJqO3oBq1LqDms/nlulzWR69PjRN5+/PRmTC+j7SCykuuHQMdAHWlTA4DGkWNG45FrABaao27jBImxhnl5+MFgqFGJahf/95u/4fbbY2Jkf+JCcBPh1hNu87qvm0uVbP8qAkAacQe84Hp4olPrcYprvhruVK0O1s0LNvM/QTsmBKnkr3nXY908GwfGY4rLnpD0lC50CTEgPRKpDsRPngGYWw+ojINXsapSs6IgOafQJ7w5YA189M0jW/O18A6+pKXfcTE+THy5vl3912uHysnn3TVLy3u1Hl/jmJOkdnQONaUSE94wc2ad47bfK3c4q1t6hq017CbVeTuGtna5340jSBvtMK5Gsn5Ql4bvbKx6e6dP6wpZiyJE1rzm83wMdyYfPKY/+OVhh2/hXGXKpER/5sqHdoTRuSBqYHpt0CjZugdTt4Mi1KTrcwk/wE4xobcYvbce2EgKq33377MaCqYRgkJSUxc+ZMkpKS3va50tPTufvuu9/8vbGxkQceeIBBgwYxbNgw/H5lVh5//HE+/elPU1NTw7Jly5g6deq782XidlKY5U7glXJtJn96ukoX718f6+YKcuhfnCanOChJDJvh2Sr7Mg05wisnQF272KA2U5sEuw2+9aKylzmJCiabvTCrWI40w63Sr821yi5+55WYFheoLPPzU8VC2lgjADcUhqIkqO1UVndxhOlU3gKjHFC9EoYMj0kNTMyVvIDDps10qkvf7Y9bYmWnCwYrkP8vGinH7RSzhm4Du2mRcNIJwfzvLTchzKpaB6Gw5nrcTi0zDIPKNoO5eZBXDy310BABBZMGwdCvwA9WK2n1zYgWY09z2aRV+Jcd8ODm2OupLvkZE5Xq7ejRtDDBAV+cKiBlbA7ctaK3jzptiJgsiU6xYQJhNcsYmQX3r5OGnM2Uzlx0PKOzleT71bre3conDdLxP18jVo/bruYxGR4Fw9vqI0yfFEi0xxrNgK772w0KVr82I6Lf6heg0+xV8BuFsWyGwN9WrwLK2n702iygK2CR6DDebPA1q1Bj/79VEAwbgMHiEihONXl4i0GaG64dAStug+4eUgQphWpEFXJ7GfsxG6t/duzk9WRASnEYf3hgsC1uHyBzB8mfYVK95liyxpCFUNWiZzDJKbbaHzf3ns/ZCTF9xkSnwJ4Ep5pEgZhqX5gqiY76Hs93XpKql66aqLn+0gH48ekCgX67XvrLUUt2wi2nibVqGmK33/xa7zkb1SbtORcdptYTl036kF+bqYqrnuPPShDzLdroZ1+TwNE7l/c+z5en6/8WauYzkG2u1X75kjGw+6j2zIuHiljQd0a5bEru/72H/EGiQ9fqe58zPfCtmeBZ1ntOR61iuUnGeBuhOC3gpLQhaWpUFrXPTBZAWdGqefHyQbFMi1JUlr6nUY0Ti1PVQKqhU8/2kqGK0T42Fu5coZgqqmE+IjOWyFtXrcReICRQ9Eib5llPn3n6UJXB17Ro7g5Ng8JkJQ0e2wYXj9K8PLtMvurRrQIfsxJhRx1MLwRvQDFhbYeaShamaBx5SSK6bKpRI655xfr+DhO+PkPxWLsfnt59rJ//5kx4cT+cUaZExnVzBCA/sEnryfhcMVaDIbhkrGLOvCSdr6ErJkc3JV97iaClPUDPRl6FKXDVBJ0zKjtw/giRhdoHkBcBaU17iuAZO5zuVPUJ6PMfHW2xcHCIksUWLLAIhUMEgsH4jIxb3N6GnZBQeubMmWRnZ+NwOI55z+/3s3HjRiZPnvyOz/u9732Pv/zlLzidTu6//34SEhKYOnUqn/vc57j33nv52c9+RigUYvr06Xzve9/7r7+HLRKJ2+IR+Tu2d/Pe2WwGVV6TFJfBN6dDCJWOTMyT1o3dlAN/44jYOnOL5CSjJYx/2Q4rq+RQpuZLtN8bVIm/yw5Ly7VJfmizxM7tpn66/JDiFBPBY4eb56scY0wWzM8Clwm72uGVKm0qoufrDkIa8IXntLk4e5iC3kSXul0eaAKbW+Pr8OszBtq8PrdPDUE21IgREYqUmCwYrPN4g5BkP3WfR/sp/N3fiUXn3VGvjTSXhf14nTY+oFaQZBEMG9R67QxOOXFbxg+6H/lfz8n/9P4ZhtbWs7Nh080w9rJoIwYYcgX8bJcAVdD63tdOGwKvHOxdGgxih92/TmBkz0ALFPjcv05VCt955ViAYukhAToHmxVMvnxQfmtwmnzV4ZZYxUTUzh8uFm2gzyO8qVZB1/hc+Y8/bNbr43LEostLVkljmkc+58a58MJ+ePWQjktxSYLAQgFdokOvPb6993VClgLV7y/QdQayJCd8eFSYJ3ea+EP6fg9uUlVHdoLu2+BU+OHrOsvHSmDvfceCL22VsOE3JlO+7CClLMiUzzvY9lhMCiBrlMXkz1lYbj92K/ZM2LCBX3tOwxUgaP1vdAHeL/P5RPnK/8X9sQgy/hN2nAkmh183sEJgOqD0dMidLyYWaI/0t53HJkiavZpXX52hORptKuO2qTz5wpFKYNf3SRjUdGg+zCoUe/S3G8Qa+8ee3oAqKIny3D6tCTfMFYDbExwqTRew0hNQBc3rX6yF2xYpyd7f+Bu7NJcuHiXg12ZoT9n3PPeugbvP0L9bfSIJLD0kIKenuey6B+lusfLWVWtv+eXpYilGm9EVpcDnJkJNQ++17OwyseT7jvNoN9y3Cz57Gez6JceYzWVhsxtYlonNNLG8DgwMsIcI2wK8A8nl96WdzPtXm80kiMrvQcBkd0Cx1cgsNQJ2mEr6RYG/32xQqX12onzRn7fDJyZCbbuSCfubxMb85x5pf4PmhDNSQLTskN7PTlA1xwMRaZmJgyR75rCJEbunUfP1F2v1XIOaQ14zXXHUGcM0r3MSVaXx8BYxWV2OiBzAFCVN/rZTycbKNiUSPzIaKtrh6UgFx6gsjW3+4JgMT0VbzM+Pztb5PXYBoh8Zo7kSDOs7fnWG7kFNh+Z5XpKu3RWQf09wwN926RxHu9Sgrrlb3+Fvu2KM9tOG6PjGLmm1fnKC5p/NUDxanAIJU8CZAnUvQ9OePn9MA1oDSpT0TK5YwF92GgzPNCl2e9/UOD+Zn8u4xe1kshMCqi5evJgnnniC8ePHH/Peli1buPrqq9myZcs7Pu8nP/lJLr30Uh5//HGuueYaHnvsMYqKijh06BBXXHEFF1xwARUVFdxxxx3ccsst3HHHHf/xdzBNg5QU1cVE/x+3d27vxr1r6FQm/fn9Kp98dh98e47KuB7bJuc9IVdso1cOKJB0O9TEym2Dj4yVnpbDpkDbhjYMv10v5uo5w1V28cAm6ZhOHKQAcWudnPmcwQosm7ulf5dcA7vvURfiIRPg+xfCU/VyxCMyIRQSWHr7YgXPvhBkJMgJl0Wyu3MXgL8e1nTI8XUF5Eif2CHm0fzB8I1Z2sAbaNPx2Fb41GSD9KTE//qevh/NNA3S00/N7/6fWovfTkYCJCefemtYaSKY+6Au4GFi+okezQfTj7yXc/I/uX8lbtj/ImCBvxOGLoHtj4MvDZqOxI5z2gSKRDtyg8DKn/ZTXgcK7Foi7NC+WobDs8RYGQgfeKVc63t+skBV0P/PLBWb5tFtsWOLUhTU9QVUo/ZquaokotUMY7LFPntql75LolPl/EPT5VcWD4WfnK6AMTdR5Yz/t0rf4drZA2uigphIpRGJgb7mskFeksGYbIMZhfJbB5sVtD67L9JUMlGlpJePU7OsPGINfvpa404DfE5SCyBlIQyaoL+fzQHOFANXkgEkvHl8Zz3s+jtURLqfF8+xMeIiSMoZ+Pv8t3Yyz+eTwVe+m/cn6JM+YMF0yJ+iEldbKrQlwe8jbDG3Xc/5k30YXDmJAn6WH4Efva7XphdIA7jVJ/aoZcU0FPva/ibpsnYFxAQPhDUX+tqMQgE4g1O1Xw32mbPzB0tfvz8LW2K7zS6S1FN/VtOh5EtxqsCarXW933eYAqhWVWof2xFpbPWlaWre1XOuLRyixP2/9opo8K1Z2hubiBHrcajs2GNA3cOQe4H2odE1rTR94EZcNR1gDKP3ByI27EyD5DQX3c0ujrwOe/+l7uPZo2yMu8JJSkEs8fVBs5NhTr6VvXFYmqkGel5fOCCZiFfKBfZ9bopio/1NemYLkgXyzyxUQmNusQDC0dmKt4JhnetbsyCM/MT6apFN9jXp8VhTpURgdYTN+pUZ0gJ/fLv80rgcAay5iZKx8YWkmb/3KPxho6Q31lTGmjHOKYZbF0JTl8DeqfnSME51i3XuD2lcHrvG2BlQrOY0lWxYEonHLLQuPLZdc+ua6Up6/m1nbG5NyVcyMskZqww5a5gAUdB5EuySzpiYq+88pzh2rz8yWtICbrsazV06RjJC/96n3wuSpYU+NB1uXSZSzsISxYl7jyoJeubFMD4A234G0Txi7gTwOsWSXdrPWvWPPSbfmp2A51jeW9ziFrfj2HsGqt511120tLQA0k791a9+RXr6sZHsrl27SE5O/o+uMWzYMAB++MMfsnnzZh599FEcDgdtbW1v6rSOGTOG1NRUrrrqKj75yU8ycuTI/+ha4bBFZ6eXlBQPbW3dcQ2gd2g2m/mu3DvL5uCZ/Q5ePGBw2mCwG3LY/9gjR5fgUBZ+XUTI+9uz9bn11SpZvGVZb50oAzntNBcsLtXvP3pd4t9zItnD0jTYWiNHvrNRDn5sLvxgmZhNV4+C5CJo3A5166FhC3zoZrDS5aCHZUiX9bFtyuinOOGfe+H5A2IjOO3QnghdK+Hcc5UNPtAqhu3aKkkEvHZIP6CSlAvK4PyRFgmWl+bmD+az+FYbznDYoq1tANGvuPWy6Pyrbg+TlxCmvT1wood0Qizb42JHbYjpmSdOgP/dWgtPhJ0Mc/K/uX92uwNfg5OkPMgeC4YFeVOgrc/j0BkQu7OiNcaECVkKWhKd8gs9y3hBQGaCQ2W/djPWZTjZeSzjrac1d+uYnpXrTd0KzPqCp8kuvTeQdQZUCnn3qlijqVuWahwgf/X0bgXKZw1T4nBGgQK1X/ZpYlPVdvxr1XfKn718MNY4B8R4u2aahSPsp70thNMA026n2evkoc09zt8uZtO5ZUogBo9zjwD83WGamyMDsgEpEASCAejqwR62+dwsu9mGtyX22sGXoXoDLLg1RMjlxTQNLIs3mTn/jZ3o+fx2gJkT6Sv/2/vT929lmgbeCje7/26SnK+u8glZUPgNuGON5lEQ+NREASY9zUAakD0ZbiAW2dY6JSQe3CQ22fEsENYzf9Yw6Aoee53otfwhrRn9zaOBXgcx0IJhATvHs/pO+NQEze9HtqoplmGIPfihkdJ2jJZWg4CeHQ3a31a0iglXnCqQJpowWl+tPfLkPCVjFgzWMYUpUNcA3oMQfgE+MQ/+uDd2P/paokMsxxYv+Aww7RDuse3InwZdR6G9Lsym3xvUbYnx3uu2Qv12WHBrGEeu912Zp++1nQy+8r8xl8tOh99JY5fBxyfI99gMJRs31MDVkzTX/r1P67cvJPbpvWti2qSgz3x9pgD7PT2qEGYViAn9s9Xym2Oy9WwmOzVvmr3S+X5ie8wvZXoEtv50laQ1XDYxNQ+1KKa6Ya7mdrTiJMEBuxoUf101UZJstR1iqW6rF9jZ3K3qjeJUuG+5EhVT89Ssrb5NcyEvKebj/CExRV88IC3YqG2LNJG8fq7O/7NVSihEpYJcNrhpvsaf5NAcrWhVfBiyYo3izMj8nVOk157Yoc8b6Pendsnvzi6EqQWxtcwRAYFXNkBTOsz+Iux/HMJBKLgE3mjqP+kLWgfauwJ4wx/sxlQnexIjbu8/e89A1dLSUn71q18B0jLbvn07TmfvlKPNZiM5OZkbb7zxbZ/36NGjrFq1irPPPhubTTUDpmlSWlpKfX09tbW1LFy4sNdnJkyYAEB5efl/DKpCrAlCKBQm2DftHLe3Zf/pvTMdDrymi7AFTV0Gdy0Rm6i+U6zNC0ZAZatK+TM88MgWOehXyuET4+Hc4bCuEm6aJ2HwPUfFWFgwRMGjPyyt089PUfbyrzvlGNdUanM4ZpAYpyVpctTBoLLzG2rg8f3wo2ug8YsaazgAVU9D2dVw1A97G8C0KSP5wn6Bu9vr4IbxYgCEwlDuhSmLgGZoc8CQVAgEtfk91KLNsdMmRkGG2yJsQL7pw9ufhzyFLD4P376FLWjsNhiRGiYUev8FKe+G5XpCHGwxT4rn5oPqR96r7/Sf3D/TFiZ7ksWICw26j0J7NQyeD+4sMV/qIsBeXYf0sD83Rf6hKAUGJat7b4tXuqTN3TH2DEjb7XNTpBfnDylI23tUTWdmFyvR15+VpKv6wtVjd1aSpuCrLDPWuAN07nnFA3+/vCTAUNBVkqYy/f6m+t6jYhIlOcUMOn/Escy8yjaBLUcHAH5GZ6vp1ddmqiTzSKu0HicMgjcOGxSnOjjU5qDTD6NzDJ7Y3v95nt8vVqy9Y+DvZdrB4bHwv8Xf2263UbHc6AWoRs3bDFWrTAZN8dCwG9zpkFxoEXJ6Cb0LwuQn+3w+0WN7p/fHabkItts5ehBcyZAy2CLk8GH5HWz+g0nQC8VzdWzBufDYoVhiYlej9mmXje09f8bmKCneE1CNWrNXTO2MBO3L+iFWAgI9HKbmV0UrJLlUNt/s7X1cV0CvV7eLsffSwd7vV7Vrfu1rir1mEGsEVN8J+5sFFC09FAOpelqCA1ZUwlmlcMU4JXwMVDpd0SoG7pwisXWrI6X5YUt6qJeP09rltCmh0vO7lqZDskOsXadNTLz718P0bBg5FGpeh0I33LoAVjRrHYne5+wEuKpUXcW9teAu1NqZfz2UvwKGDQbPA1cKbPsTJA3qDahGzQrDlodMpn7DTtDo5w/2AbATPSePZ5YVZFCSEwOYnqfu9l+YKobp5eM0DyxLsmsHmmOM6VsWwMZasbMLUlQ1WNmqGG19tZ6lqfmq0jvQLBmZzbXyR2cP0+cSHdJmDYUFqE7IVQKjvlPgZnGq/M2wdIGgv1grUHbvUfnndLfmfpZHc/lIm+b2x8aKdPPsXsWEhqHE3owCzefhmUoi5CRqXjZ1iwzzg4VKmoYtfccMT29ANWohC57cIXbrdXMEtNZ1KCExNT/Chk3WvP/tRsVzNR16PStB7FnT0LjmFqtqBHTcjEL5ZLuh71qSFvlO47Q/scJq0ufwgbsb2g/CuCsgtQQ6XHBaKly3tP+/9fBMC5sVPKmfx7jF7WS09wxU/chHPsJHPvIRABYtWsQvf/lLRo0a9V+ft76+nm9961tkZmYya9YsAAKBADt37mTRokUA7NnTW1Bk716lU4cMGfJfXz9u772ZDgcHO10UpxrUtKm8o92vLH6SU+L80WAYlB2/YY4yhFvq5Ji7A/Cn7fr56GiJnTd74fuvQndIrIaqNmVbXzoQ0/s5rURlnQ4Tnjug6142FpYeUfDotgvwbArC7J/Dyq/qc/VbILsVinNU9uiIBtmNctTXlEDHfrDlixHQ4Yd9XQqsPaZKaFp98NXp6lg5LlubmTYfJLos/O2d8b6McXtH1uJVg5gU16m7cRqUEGbrUYfKsOKlTqec+TEZNMpg+Z0qH46aOw2uuw7u3CNNtFfKxaD8yUr43nwxsb7zSm9GZmm6dFTvXqWAsaZDGos9QcxZhZKTKUkTw6SjDxHEQIFkVZv05KJ23nCxSJ02lei/eECvN3vlI7ITYjqHPe2CEWLIREsK+yvNj9rOBjUi2V4vUDQ7MaYbB/JrX5+pxGHf/k8euwJQf0hMIrspqYLKNpWIhi2YUWByzxod/81Zve9dTwtZAqAOd0DuVFV79LWhZ0oz9a26Zxh+G9VrB6b3Va42CHoNdj+t3+0emHOjB1tWN2Hr1F0XTzZzWR42/95G3eYY2GY6YNa1bhKypLMLYHeBJxPcxVC+u/c5NtSIDbqwJCarMTyzN3Ozr22tk8zH/qMqvV/RT3OnecUq+x2UrL3lqkrpq/5+Y+/jXi2XNuu6Ks2zTE/vBMWr5WK8/Wx17LWrJgpo6tlwyjQEBiU4estxzCjQODZUCwh6/bD2q3/YFANQQffgmmnaD0fn94FmrUk/XQnVfZIZDlMA1r5GNWW9by1URs73eg0sPBdq10Pli1D9GowYB/apcHoxrK2Hbw6HXXfDoR6sxIPZMOMr4ExSef/a+yAUgDnXQf22gZWZmw8AARt8QCUATmYLhcIUJFu0+QyqO6XZm+BQM7cZhfKJv+zD+M5LUpItN1EgYSCkij4L+bLxuVCULFm0Dr9+ttUJpByUJFbpqBxVWYSsmBzFlLxog8PYtc4YKsmcyjad//zhYnUmO9XoLZo8eXxb74TB6UNh7mD5z0CEYb6mSnP/pnmxPhhN3XrNQiSb2YUCOy8dI/B2INvXpCTlncuVeMzw6JwHmvQd7abm9M4GgaVb6yKAcpn2EIkOXTPanPiikQKv71qu83xjpqR7KnokQZOcSoD4WqHmKahbG3vPsMGUz0LqSP0N+rLq7SacW2YRDsQjyrjF7Z3aCdFUffXVV4/7fnt7+9uWABg5ciRz587l1ltv5Uc/+hEpKSn8+te/pq2tjauuuoqDBw9y9dVXc88993DxxRdTVVXFrbfeyoIFC94VUDdu762ZDjsBm4v8ZAOHCTnJEi8/cxhkJit7/4kJyvCFwspevloOd6+Gr0yHe1YLCLXbYufsq7EFAkej1hXQJvzK8cqMdvi1eZiUB1eMh0PNcNEIOeIlQzUGbxDqDcgaDY07we7Wpru8XV2UR2WL2dTSDflAXTkYk/VedqI25sMzIT8Jdjcp+/jKQfjh67EutucN13ecXWDF95hxe8dWFwmeUp2nJksVIDdBu/LD7TZGZfxvGtfE7eQ1e8DOul/1BlQBvC2w7V64+SbY71egU98p+RiXHX76ugIthymw5bQhYsBYloKZZBfc8PKxzLZVlTAuV3puX50BW2qlg5bijgGVLV7pqG2pE1j6kdGSfRmVJRZOpl8ssFfLlfR7fJsC17/u1PkslEj80Ej5v4o2NceYfLrGO5D+alQnERQsB/pMB29QlRVf69FsA8Sy+ehoMXjqOlXd8bPVvRl3oBLGN/89MG7y5lieOgTf+hA4U6HqdVV82FxQdk6Y4sUh/OG3EfSZ+sxA5vBAqAewHeyGFXeYLLrTjd9+8pbinkpmt9k4/ILZC1AFPQ8rf2xy+k+sN2mkWx6G6V+FdntvRmrUlh4Suy7RIUa0P9R7r9fX3HYBOL6gtJATnfBaueaQy6Z5PyVf+7B71yjxEo6wM68Yp8ZUY3O0V0x2ClgakSlA6PNTtacrSNaakOBQcuKHC8W0i/aG6avPGrakq3rdHOkuglhs0/K1drjtAnvOKhMI8/kpGv/hyF44muy5ZIzYpqB7ZRjqRdBQL8zS4wSvR8BL2IK/79H6c/FoJU7qOrUmrOiA02+Czb+Djhqo3aj186xvwewc2Hfvsc3muhpg0x+gaA4cfCn2+vbHoWi2xUAt7wyb2HdxOzEWCBs4bPDMNvm9xi4YlhljcLb6NC/mFuu5B+0zsxPBG4AEp0DFo916Nh2mAE1/SH51ZJbiHodNybghaZDt0dNgtynumVsMP16hZzLNDYtLIqzYZLjjDcV/6W71zXDZJWXz9C4Bmz9eoWd9ekGEKeqAcBiyEgFL40p0aG6My5HP2tmg7+e0xdaKLXX6fsWpmrMpPXxMslNJiAmDNIdbvRrnmcM095Mcakr8+mF9BwvNK9NQJck10+W3i1IkQ5fiijQrNnTuwalaaxympEteOCAfn52ghGteko7v8MOgdPAPhsQjkD0T0sZAUqKST4EEuHOxGmH+c6/+HlFd3FTDIOxMwvCBYVlgBggYgfel7Ebc4vZe2gkBVf1+Pw899BBr164lEIhNVMuy6OrqYv/+/W+7UZVhGNxzzz383//9H1//+tdpb29n6tSp/OlPfyI/P5/8/Hx+85vf8Mtf/pI//vGPpKenc/rpp/O1r33tf/kV4/Yum2ka+B0entljsrbK4IvToMsP6RFHsrZSzaaOtCq4NCOOc/FQSQBESzLnFqvRx2cmS7tmf9Ox13LZtHmekq/A8LKxcqzBsDSqWh1w22IFnY9sFrD6uX+ppOOS0RL+r+9UueinroLG62DIYpU3ZXrhwFFJEUxMgrFZ0GEH5zSN+8KRcO8quGy8MpGnl4oJcdMrapxw7WwFCoGQNFXtpsXCguCATU/iFreBLMrmPpVB1XSXhcu04qDqKWrhToOmff2/11kHbUfhV7vVaGNesYK9/U0CVLMStNY7TK3FK44IbJk0SOt46QD+5Z971JijsVuB3a4GlQI3e8UWu3ycANQ7Fis4auoWE2hjjVinwbB8280LFJCFLelyf2pirBzSG1QisCeDZnud5G2iLL2+NjpbZZA2Q6WY/ZX5b6pVYHj1ZAV53QEFdL/bGNOD7A4q+OvZUbwopXf1SFSXLgrM9rRkJxQkhbl9oaXvdpnFqPMNQn4wnRaWO4A/9PZYNCEzwLBzHBzd0z8SUzQH9jzT+7VgN7RXGniGGoT7UnLj9p6b6Xey//n+/35WCLqbLPKnQvU6SXis/DFM+jLMLFApfK/jgd+shx+froogX0jAzZ6j/Z1dc/7na+DiUWJ2zixUk5uwpXnvC4lR/vphzf1XygXIWIj9+Z15AlbvX6fPLBkqAKW+E17aD+eN0L7v6d0CeOYPFgPuhjk6x71rBr4vG6vhewsE2qytElD7zVnSf61p13nrOjXPzikTKHRRZI/87D6BuFHgeUYBHKiHQU1Q/yS0HgZPBhSeC+3Dod0B183VvXtqlxL6aW6tAUdaoT0HJtwArS1gGZKv+uEauHE4tFf1P/6WQzDmkt6vNR2ASVczoNZC4WwLyxl4S4Z63N59c7vtHGrT+j67SK9FmynZzFhn+qsmysc8vk3P4vIjsLJCz//0Arhxnj4bDMPqCj0/mR6Vxr90UImBkjQRSdLd0jevatO5Tx8qEDBsKYmwYAg8t1fyaC1e/QxKivi5A5K6yEyQZNqaSrE9vzRNxJetdVoD/rlXrNEUlxIhty3SNXc3aq6muuEvO+Dj4zX/o7I9f9omGYLzRyhWfHy7mLcfHqXv9sR2VX0MS4dPTtI8rWmXz//3fv0/bCkRu6ZSyZt11fLxC0vUu2Noht6PSgAsGKzvn5UgtnmSU2vLohKBvC/sh6IRsLVWutBdAe0lLv+e4s5cN3Tb4elyWF+n884rVnPK7iA4DHAHoK3NoPY1qHoVAt0G2WOcjLvCgZnqJWTF98lxi9tAdkJA1R//+Mc8+uijDB8+nKamJlwuFxkZGezdu5dAIMCXv/zld3S+5ORkbrnlFm655ZZ+31+wYAELFix4F0YetxNlYaeH326wsatBmbwX9sOHRsmRp7mUlX/5AOQkyFlVtcuR72hQpn5zrbKgCwZrk/v7DcrI/XBZ7+DPNJT9W1spWYFtNdAcEhvHGwTLDt99VYDs+cNhRlGM0VPZJkbsZybJSbd4wXJDSjEMPQOa/XKsC0s1fpsbyrJgWYW08pq8csyfnKD95ILB2sAeboFLx8JDm5WVjFq6G743z4LgB1tMPG7/G6vtgGSH9SYj5lQ0w4CchDCH207hm3AKW/AtpPmCEaDwQDP8fpMCmaNdAiS+PE1Aym83aC6luCDPo2Nve10JsJ+uPLaBVWukZL/DB6/XSg4mxaUAqLwFbntDPuvlgwoA/71Ppcs9zRcS86zNJ1DHZVclxgObepfs97T11UomtnilU9cTNP3wKJUlhy01C+kKiHX3bB/AuTgVitPEShqXKy3GnmYg5k9ZpoLWYFj36vJxGlvUnt0nEPjna3rLADhM+PqMMM5gN/Y3Nesh5AAcEILIf97aTNPANA3SSkPkTzWoXt+b/ZY3GbCgs/7Yz3Y3QULpQCqacXsvzQoZb87D/qxxF4y7wqL5oIGvFRIyYe9f4LyrYW/TsbIYl40TiDmrSJ26lwyFiYO0R+xpU/IEODZ0iY2W6FQS4IX9Aiz6s1avmG5LD8GFkZLfnvPsUIvYa8MzpeF4xxvSOwXNuef3C8w5f7hApL66rAbSpTTQe6+VxxqWgq69vUGAatRqOjT3PjxKIM/UfJUZd/q1biQ5xaKzdsCWX8U+190E+x6B/AXQNAs2+bUu3fSqQCG7KZDo0jHal54+FF5olXRIQ1dEy/UtyN6hvv0xLehsgEmfsdj0+97zNSEbRn0kjD/c90Nxey/MNE1V0VUIbLQZYoe67Fq3p+RJbuYnK8WSvG6OGkEd7dazkJ+suOwHywT+/3CZAFlfEP61T4mBqJW3wO1vqLR9/1HpjJe3SuKtzStW5txi+L+VIr2ELDFizymTr5ycp2uPylZMl+TUM/npSUqO2AzFjz2lNtLdSrDsbFSic/7g2HPc7BULN90toDYqA7KlTj+XjoHPThbY6Q3qHgTDus7Hxum7jM0RwFvfGWPqRm3pIfjWbH3vxi7FqM9FfO9nJkFjp6pX5hQrgfmZSdoDdHXq3pRlyJd+drJixgPN+qzLpmaVv1oPX5wC4W74wXqtNZkefa7FBw9vViVmoqV4s/EBaOkhLdKw3eC17xos/KEbI60rzliNW9wGsBMCqr744otcddVV3HDDDfzmN79h586d3HvvvdTV1XHllVcSfheaBMTtg2GWw0ln2MG2KoOp+er+2NStTeC/94rRGbbABEZkKTO/OBdyEyDYAi9Xiy10uAXcNujwwk8Ww5oKi32NBj9cKOB1Z4PEyCcOUinXh0bJseYmazOd6ASnAaur4UcL5dDsppxoq086ey8dVAb08e0CbF02cJkw7duwsR1GecSISHAI4O2ywxM74cwyjWtEps7xzG6xHRaWwMwieP2QxnT7Ym086jstJg4yGJERwhHoPkbfLm5xeztW2wGpp7CeatRyE8LsbbG99YFx+8CZKynShXoA4mPCIPhWgZq8eIMQDKksMDdJa3mGRwFOIKxAsqZdfsTjELN0dlFv0OO0IUqWbalToHfRSLFJm7sV0NV3qrT+yZ3yAYdbxIaZWxwDfSYOEjD6wEZpnDZ1yx+1+eRD+gNVk51wxVAIlMMFTeDKBCMftnthWJbYQhZi8B1uFlOnNF1yB5tqxUgdmyOf94u1MLdI96SnzS3WT2OX/Nu5ZWBgkeyC+9YaNPYAWOo7pXd37WyobLPYexQGp1pMywdXyEv4P+gKHzWbzcTmc9FRZdJeAylFMO7jFsMvsjj0igGGGuO0VRhserD/c6QN4T/qTB+3/4HZwyQX2AZkPGaUQcjTzYJbPPhaDRp2qLw1OwFunmuxr9VgQ7VBpkcN4p7fL1BkY41YdQYqIT5jqJhihqE53tQNrx2A700ATyV8pBUS0sCdoznR1k9CZmi6gKOGTgGYfdnehSmqOMpJFHjzlRkCWv+2Kyb/cahF/27xKnm/MZJQOX2oGHHlzXp/fO6xWo6p7mMTHVFr6haItaVO4yhOEyPWYYNwCHzhY9dCZxKkT4SUPNhxVFqqdy0R+FPfqQZaqZGqroPNSrqcNkTg7s/XAIkMyDo1bGDrR7fKmWSRNNTP4h87qVgu9nHeVIu00jBBhzfOUj1BFgyG6PaL+Zjk1DP40TH683YGtOZXtWtNb/PGwMMFg+UHD7XIT5amy999dLRK5Fu8vQHVnvbwFp2vpkMJkNOGKJmXlyzw0G6qCsI09BxnJyqRYTM0nj9sgh8ukl+eViBwtLYDrp0lpinIv549TIBnu18+PWRpjZhZKKaoATyyVeDp2WUCXNdWCRidW6y1pqZdPxtr9frQdPjcZAGmXQHdh7ClBERZZoylGrIUE96/TutRi1fzOsWlOZ7sVBLzqzPEaJ1XrLnc4dc6clZpTDvWbReg6rTBVWVQDLTvVzMsZwd0RproXT9H61dth+5fnhu6tkB3FwweDZ5ZYpL3nLdWCLb9yWDiFx0EjDiRJ25x689OCKja1NT0JnN0xIgRPPHEEwDk5ubyuc99jgcffPAds1Xj9sEzy+nmid123jgSy1iPzZZTy0qAhUNh1REYmytH2pPxkpckxzF1CzSkxHR/Upzw190Wn5ksRk3IksNfMFiBaYdfjnhLD429gmT45ERtGqfnC0R9Zg9cNgYqWqCmU1naERlyZq8fllM/ezg8vU+loH9aA7dkK/v4z73SzWrxygE2d0OGXeNYdhjWVutnTpE2BgtLlOVt7IQLh8Pf9xhMyAXL6yUYR1Tj9h+aQNX485PrCbO+3kGLzyAtfj9OKQslWBSfaXDo2WPfG3U17O6GP2yONdaYVQS/XC8QElQCe800AZw9AZQUlxif7b4YqHpOmRhvP1gmttjEQXDjy711H8dk63P3rFag9e99Ctp+v1GsGwOxzjoioGcUUAUxiM4pUzDYkwXjtsMN4+DAPb1Lce1umHqDGkKVpKm78tY6dUpv6BSj797VYtU5bWK/He1WsnBhiRhrUVsyVD75ruW98ZM5RXD5WItO/7EaiYdawCDMrGwvs3NUah/0h/4rbqhpGhhtHpb9yMTXo3GHJxPm3RRmxBVeLAussIVZ58YKHctQTxtq4UwLEQ8bTw4LO/yMu9LGyruO/Vsl5kJifhgCTnb+xeDIGz2eMwMmXgXjZgXJ8thx2Q3Km1VKDNov3r9eIMqwDFhSohLf2k4xzbM88PkC2HYbvZiySXnwna/DrZuPbbZ2wQgBQVPzj2W+LipRMubGPlrL0/KVhP91j4ZsuxpVqnzBcJ3nwhHSnezZsOrJnQKDrxgngGh2keZtfw27zywV4NpX53lesUDe29+A8Vlw6bWw+U69Z3PB2Ovhl+VQ2eO6brv21v/aIxLBZWPF+PP2uBeFKWIqrtoPhfOhatmxYxpyGjiTBa5GK4pTii3cWWH8BCAxwODzbBiGQSgUwh+y4oDqCTS73UbNURFMurv0HHT44cWDMeAf5KM+P0WJuLOGCey7sx+/cOlYNaXyDpDQBPmbsCXwdFq+QFPTUDx0OKI7Wt8V0WS1iTULAly/HdEcfn4/FKYqlnpqlwDRFLeA2kmDYk227CZUt8kfD8tQrJbo0LXmD1Zs9vh2+eUJuRFpAJfiw3/uFeDrDakh1pA0uHysvvPGyDoQ9fPb6sVSf/WgkhGmoXXjj1s0j/KSlJyobBO4GpWv84XgH3tVqr+xRkkbu6nPHu3W3mHPUd3/b4+Hxkdgy64efxcbTP8mfGMq3Lqid4VmVgJ8cyTsvhN8D0LJEpjyOdjwm95/j4YdBkbIdoKQo7jF7eS3EzI1kpOT8fs1o4cMGUJNTQ0dHR0kJSW9+XvcTm2z2UyOBuxcNNLgkjFySAZifnYEoblLDmRBsUo0bjlNn9teLy2bmg4Fw1dNhMQmqLQUGG6uU3a13WdgM7UB9Yd17lBYpSiXjhH7KOoEV1bAkRY55TCQYFdjqiSnnGZHUIFzkjPSIfaIMpf1HWIilTcJZLUZYib8fbeC5m/PllMtSYdkE/6+T8yjJ3eICbCiQsBXZgJsr1Xn6EMtYlOcVTaQlH/c4vb2rK4DJmbHQcSezarSXPGOp6eK2e0mXgOsWTA8Ecr/BYEugQlFp4N7MjzwWuz4+YNVIn/ecAWUDZ0CSZ/YIcbWpEEKkA42qyHMAxvV1Al0/NgcNcowEAjZN9AEVU0MTRcbx2YIXPnsFOl2P7FdCT2boaB0bnFvzcXkSFOL781XYvBwBPi9rAzq/nastmHQCxt+DLNvhyq/xjg5T0HkM7vFDPpSROu7vEWfKU1XCaXHruCusk3HTc7Td+trKyqUALx1QZg/bDHYVGNgIYbNVePD5Dr8BPp0xLLZDAKmi7BhYmDhDPsJBd9ezb894GLFT3sDqqBGOWvvM5nxTSchh5dQKEzG2ABTPu9g+59NfK0KOovmWIz6aBi/zRuv/D9JLBQKk1DkZ+Y3nGx9xKSrETAgf5rF2CvChF1+mje7ewOqABZsftBg0Qg7nnR4eKtAiq/N1J5udaX2f8GwmsUNShJ7KxgWWPrZ4bDjRxwjPdBRA1VPwFUXwq+36zHJTVSZ7+ZaARwWAl+i5oiAQnf1M0fWVStxUZIWm2ceu8ZxqEX6yyEL7l517GdfKYcvThWrPT+p/yZ0rkiX9Z+sPPa9N45oX3vNNAFJBjD3N+CrBxKgxQ75KVDdEWPSRsubvzVLoNq9a/RatGnfpDydZ08jFOVA1nmQlAYHXtCaY/fA0MWQUgiHlyE93PUwdInFkA9Dt2lgWR5c4QCBeAfyk8Ysy2JwmvzQlHzNlQ5/DFAdnS0fmeCQRM6MAj23f92pOCzdo0oPC7FKO/0iydR06nlJcipBMCJTuryhsJifKRG/lpOopEB2AtwwV37QH1JcZzOUZLhmmsZSlil90J+crt9NQz8fj1Q2hi09v3lJkWZ1DgGUGR7oCGj8HrtkLq6ZJtJNolN+vSsgpnpuEkzN07nmDebNeNJtV5PIjoicjyeCsvRszvjoVo2l2StgNtUl2bdn9ih2re9UvHf1ZJFuphdofElO8Af1XTwOsWU/HOm37Q/pWlMHgW8FNPUAVEGJi7V3w6QfCVB12/X3GpOt97d1QOmHYc8foPxlyB6jpFXPJp42F/HAM25xO46dEFB16tSpPPLII0ybNo3CwkI8Hg8vvfQSH/rQh9i0aRNJSUknYlhxO4ks4EzgaItBlikt0doOZfMN4FCrsoMpTjmuv+7SZtllk3O7Y4kYM9vqIDweav4MCWdENO+SLY52GNyxUqUdC4coODZNZQef2iUG6UUj4cUDAlk/PVnNRf68I7IBz4UrxymY/shoZUt3NSjj+Vp5pPzJKQdoM7RBmF0sp/urdWIXlGUCEcd461K490wYm6lA/PRSOVOXDewGmBbkJ8A9a+FL02F2UZhUl0mb93h3MG5xG9g6A/qJMzMhyWGRYLc40m4yIetEjyZu74VZDhcbj9qpaDWZMxg2j4C5M6G9E5ISYE0bbDkSO95miO21/IiYaB1+sbE+NlYg47/3wS/XyT+MyZbu99O7VEr809PBaY/pHJZmKCE40Mx77ZCAkn1NYrxsqIad9Qoku4MKRjfUCGTpCaIMy4BvPC9pnK9MVwKwxQvZPli5vv9rBbqgpRJ+Hmm+sahEAM+0AnVqfnCTQCgzEkgFw/LH+5oUgJ5TBl+fpe8/kP1jr8GojACfGWvhH2snFAanGRZY2qfE3rI7ONzt5JFtJpVt8qHnDjOZVxTG8B1HWDNiwU5bvxqpII24zmob/m4PqcMCBAw/6ZNCzB/tJOw3MB2AK4AvHIgDqieZBY0ASSNDzLnZRdhnYNoBV5AAfhx+N/v+NbAm9v6XDAZfLoYYaN7MKYIfnKY9WYcf/rFHkhfJTpXH3jAHHLXgb+//nLWbYOalcP1cfcZjh1WVAhRPLxXwEgzFmtqMz5Wm8UD2arkSLVFQdWyOSoMzPIABf90x8GeXHZJW8rUvwhem6jNNPabKxEEDl1eDxnjFODXjCYW1h36mUrJZLpuAl2/P7q1/3BUQkBqy9O8Mj6697JDkQUJhfYcrx4OzFhrqYOoXwDAlNVCxAvY+q/L/xbdZlJxn0OQx+Ol62N9sw2WDJSUmZ5U6sfm7iEs4nngzTYMDTdL1DEfK1l8tV0z2hakCAh/bJrA1L0lJvuwE+ZInd0iaLdWlUvsUN/xuA5xRqufze/O11rf7RYbZFmFhzi0Sy7S5C1ZXaa59forGM7tISYEMj8bTHRCw+OXp0gutatX8ttDYMjyKI/+xR3vfb84Us/S1cvnUqCxHqAM21ei5/9M2Pc/TC8S6XTA4BpzWtCuB8o89SoZ+coLA4iVDdYxpaHwLBks6oMWrfUR+spKRv4zEgoOSFJsOStK9CIQ07vXVmtOmIb88KFESIM/uU6yZ7tG8Xl+jPceuRvjwaBjhgIrf9/83tELQtlMJntNLFeNGE7OT82DydEh6ATqqYP9zUHYubP5D7PNDl1iEnYG3rWset7idanZCQNVrrrmGK6+8ks9//vM88sgjXH755dx888088sgj7Nmzh4997GMnYlhxO0ks7E7ikS1yEN97Tc722tlyzBePlGZbcaSk/3cblaG/cpyyfs/uU4b8G7PgxlfkZL0tMCtP3VKnFRrsaVB51oojCm6vGKdyzk01YrF+52Vl4m9ZoM3yP/dAQZLKnCpaFdDe9Ko21CbKLOYmahPc5tP53jgiB5ngUFD8oVFy/DMK1CTh6sli+BxohqsnQVdQTrUsTZp6f+5xP2YUaIN62TjYUWexoNjCFu+rE7f/whq69QClxTVV32xWdaQ9rqt6Kphht/NqpZ2nd5vcMFeNoboCUDQL7t4qkNRmg66IflyGR2yuv+yIgSQg4ODvuxUYGii5dqRVAVZlm8oPwxZ89zWYXyyAYmaBKg98ATHTTEOf6QmOdvjlTx7ZIg3xX69X6d/j28RYfWizkn1RDdZWn/Tp1ldLa257vXzZh/6fvfMOk6Suvv6nqvPknGfTzO5szjmSQXIQDIigqAiKgAgoogImEDGAGTMGQEByTpvYnOPs7szGyTl3rHr/ON30zO4M6vtDFrDv88yzO93VVdU19a1777nnnjtOvjMQ4G1Bwki3/FRTr9oYp+RLaqC2VZONtzeKMTcsXWygmLX2iXHT2ivfNZR1+AHbwOuw8BkhAoEwVsg+Ji9zOEwqu9zct9ZkeIYYuwfb4Y2DJr1hgzNGeCD49pPFwv0KjWmlkjjoPBJnG0YCsPYnJlM+5SZ3ToRwJALOPnBG88TE4/A9a+GwBY4+SIr+raL3tBFx4G/X/x1u/d3tCLQf1DYOBOSlebQGM7xaF90hse6q2gQyRCxJa3xpNrxaDWe9HUnShp5eeKxaLccnjhCQ8nSlgCC3U8y9JdG24STX4BqsMesKCNApz9K5tPRqzVe3C6BqDwhQKkjRv7HnRXt0gE5nQJfjqUp1Wf1qfRQgsvVc6gnpHHoHmfH0oXK1/5uGGIU/WhV/XAQi0vnf2wqfnAK/3hD/XOz7jMyIvrde12J4tHV5W6Pi9+/Mg/qNULOaYywSANswaHbBd9YMPO6z+0x2Ntt8ebYPM/ivCyoJ+++aw2HS0qfOOssW+NcRUOfGlgaxv0H3XbpHrfTdQfkr0Gt5ySoajs+VpNqKQ7onTxiufd3zpnI2V5TkcrBDHR3Xz9F9fOpiAZP7WlTQzPKJ0FKRo8JCb1D30NIDAn8DEf1/cr7u4Ye26z6/cZ6KKI9HC6SfnqZ7dmeTzu30cuVzE/Pk/9bU6Ae01vOSobZLBdIdTbrni1Pl20tSlROGLfn2FLc0mp/eo0FSn5wC96/R+vnnbv24HSqaGjb0hOGR7VpLY7J1rP3tOvcrpsJvNkoGoaFbBJ5XqqW3WrtOEkDnFcD+t1kuoTY4fz58f4W+e8zW12pI3tevho3fgEAH5FSA6QIrJGmOUWdYBCIJ9njCEjaUHRdQdezYsTz//PPs2bMHgBtvvJGUlBQ2btzISSedxOc+97njcVoJe49YZxCmFhg8v0/ao6ahdouzx8gxT8xTta+1V1Mk2/1ipeYkwb2nCfhs7lVC7HVA3mTw+mBmsRg1Z1fAmBy4ZLwmpbb2qYXlwnHwcpWC0l9ukH7O1bPU6nKoAwq8Sq7PLFdFdekBOfZML7x5SI59WiH4HHKGr+8Xk/Xi0fCnrZp2fM4Y6dG1+2FGHnxlHATTIMWpqbKnjxL7Z1WtgoNpBapaZnoF8OYkgSvsRxMAEpaw/z9r7BX1LMFUleX5LHa2OjSUINHe9IG2oOnmyUqTGYVq548BDU09Stz+uhVuW6xugh1NAmJGZ8Wn14/LkY5ZbVecfXLuWCUlH52o37uC+j03Ce46RayubQ16jk8ukIRMuk9J4IXjBFo+ulPP/FGZAnxumAcv7FWhLzdJBcC6Lk1E3tuqpPXsMfKFhzuU4GV4lcyNyRaIsqUezsiTduFQrLvs4dC2Of77lgYllY/t1HDE214T8/W+tYN//sUquPPEwd9zO+BzM2zaQk6W1jhJcsGEXA9JbhtnsG/AUNKgw0NNt8lX5qvzxDRUfOwOwrYGg8O9LoqTTJxhP9YQWuKedJuiWWovbj8AwR4YcxYEOmH7I2rxB9jxkMFJU90CVBP2vjWHw6SvEXLGQlaZWspb9oLDBZOvBL8Pqv3wZo3Y32kexZLD0xVLxoDBxcPFSEt26fm/tRE+PGHo47qSIT0DJtsq6o/MEDPPaaqVeGSmgJ8TRohlVtkioKh/USZmC4eJsba/Tdr843L1fPjaqwJPvzhLpIHOABzqlNZrWZaYpIGIJDk80fu6vltFjJsWCAzyOBSzNvUoPu0KqBAS02EenSXAps0vCYEndg9efznQrrWc6o5rMY7O0vlNLxSR4do5Osddzer0qu8WEPTMQZi5CA6/eux+Uwp1vR/eP/hx97cbNPaZFDqNxMTx42zhcJCxOU6q2+RbbFt+ZkKegM8RGcp3fE7dJ04HfP1V+bxPTJZfOtypHCY3SWBhuETt/gc74nIcF4/Xvva0yJ9NzJOPHhvVFLeAsmwVGtI88q2ZXoGZQUu5X09I2skNPWJ1WrYkbU4eKYZmh1/bHOpQDvfMHuVm97wpv37BWK3lC8cq39tUr1xyWqHu/0yf2KqP79RzZUSG5N5sW2trRIZiAxDx59JJ+szuZkkG3LZY3+9Au7Ydm6MCqYE6RM6piOrGtmtdnDla1+iNgyriWpbA2lNGShd5d7Ok45p7IWSqsNR5ePC/Y9Z4EYP6A6ox6w7C6g4omQK+dGjZYzP10+DNgpSiCEFHX6KLI2EJexs7LqDq7bffznnnnceCBQsAMAyDz3/+88fjVBL2HrOkJBdraxQojs9TgpvlU6vlgXZV8keYsKdV///FOjmUmMVE0otT5Sz9W2HYYugIQ8hWoHlamYLbOcX6THEqFKdFg+kGtViMzFBweKh9oJZVilvtJetrJTbeHVRwfkqZGAnnVcDftsOKw0pIO1vA5VESbAFb74wK9E+BGb0QHgWbagWwnlquIQZJLgXj5VmqBle3SaogFISaXihPepf+GAn7wFpDr0mKW0lXJNHKQ77PYm3IRVvAIMubiBo/yNYVNN6azruiX4v/y9XS0zYMSbtsj7YL5yXH84iKbPmPo1vvY8MMbVstg7E23ovHa+DFS1XxbR/ZqURoZCY8UanX5pWILfO7TdJIe3SHQJrLpsCP3oR9bUq+RoyXrlyg35rNTRIA+91lShRjNq9EfqTPByMvgso/HnstsidCrzfe3h+zwx1Kft9qI47q1w1mETue2Lb1Y4oaiPX3zF7Y3WwMeP1TUw0m5PpINnqJRMXLI5g09YgRHLPHdkUH/CTDXSsM8pOdfG1BEu5Qz6AtwYbHonCGyYq7jQHJX9ZoWPhV6TqCmKvhHhPSB/9OCXt/mMM02fOKyYRLYPtD+gHIHAOBaXDvuoHrtDBF7O8frRL4c/Us+PlagS4xMGRfq+7p3QHInQpNm4897qgL4fd7YXcr3Dgf7l2lyecxc5kCGR/arhbhxcNgfKFAovZ+a+SEEQJP7lza73bdoS6n6+bA/WujrdIbj93/NbMUc/55i4Cd8yrEVF9fKzZbf7tgrL7f3hax2n74po5XlqliDyjG7r/2jrY9LWIP7miSFNeyQ2LGxuyhHXqujcrU9ZhaoOv74BY4edrgoOq4C6DjyMDnxtG2uQFKh5vHaC8n7N01l8tDiluDmD40Oj5gqaFb984lEwTeZ3iVFyW7RQi5epZa/Zt64/uKDTt7tVpDGL88V3IZn56m+/EfO+OSEutqtEZi68YwxOT+8xbdw+NzdR/3haE7oH9HRdm0u5qjAx4NOHkUlGeqy+NwpwqUDkNA6bKD8eGTm+qljVyeJdDYtsViP6Ec3KYG2WV4tba/PE9dIaMy9cw40in//8XZYt5OK9D+/rRFBZvR2SqwLB6m6zc6W9+lvlsAcZsfXowO0/rWGyryXjhOhc3+Pj8vWVqvv1qvLs6wpTxxWBr0GlD+Mdj4g2P/hqlFkFQEG95mnW9ph3HjYdh4WHOfwaJvhAk5/QQtOwGoJixh/8KOC6j69NNPc/rppx+PQyfsPW6RiC1hcq+ca323ksyYoHdlM4zKgIk58EK1KnMfm6hg0rZVgfv9JvjuyZDugNAweLUVphcpuA5HOxemFshxnzlazteBNFpT3HL+541VO1OM/WqjZHBbg3RPzx+rIHNOMexpVgBx9hgFrT63BmftaYEpudDQq6pnxIJICFzFkGdCh0MyAXNLoNsPPZY+98fNagkBVTAvnwJN3VCUPHD4QcIS9v9rjb2m9NoSBqj9H+Bwl4Msb6K96YNsrqh0SiAsltWF4+KTg7N8kmuJAaogwLAoRcDFyEz4xmvHDoSp6VKCOLtYgGpZptie6R51PFw5TUlTyBKQu+KQNNzuPkX+pzMgJszdpyghXTgcegI6l31t8j0fnwQ/XT0wuQL5q79ulZbbk/1AjlVHNPCqIAX2FcDYz8CBx8DfpjbpohPAdwL0uJSg9YXhjQMqUmZ4dX18LvnANM/bX9NgBG5dJE29zfXyl6eVwb42ewCgCnrvD5vh1kUmLp8XR6QP0zRo6DF4iKfkiQABAABJREFU/cCx+35tv84vy6vhIHU9BgXJyTiI4LGCaguP7TvgYMOvjWOSv9a9ULMGQj3x10yXnej2f5+bDaQW2zRuM6iLtqabTij7DHxr07HrtK5b08BPGKF/H9quGDDZrfcDEUj36v8PVcFNF0NSARx5Xa3q3kwouxD25sHOarUcv1o9EPAEHffnawWsPrIDMnxi0X1ribQfq9rUybSgVPIjR9vmejH0bp4PL1aLqXfxeChNV5y7pUFr/oZ5ioFNQ5qPm+sH1279526BL69WizgwvVAFk9PKFKeeXi6g5hOTxJRLdsWfVVui6znZLeDo7NGQlwS/2XDscZYfEoiVm6RzqcgWsz+jGErnw5E1kmZIzheg2lwJeVN5W83UNI9AMZflhbCJYdrYnhChRBvyu2qWZVPfrULfriYRUVym7pvzKlQIPGtMfBBUICyCyj93yUe5HbrfpxbIr7gc0h53oJkWl0aHSKW4BaBeNF6Sb+dWxAdNge6FP28RYDu3RMdu7NG6Cls6n6IU3cfjc7WdifK73lB8aHCyW/66O6Djxp4BoPt9b6t+QP737DF6PkyMMmZ/eKq2Kx6jtX3fWhUbHIbOpyxT55GbrK7GnpDY6BdP0LW7/Q0B0TOLFHvYtoorNy9QUSJiieH649Xyr5PzVbTwOMU4X3FInTFNvSpu3LQAwjbctRwuHwdzb4Htf4LuenVoFMyF3LOhK7q+h7JkF5TOgm0PgNMNFtaQnSEJS1jCBtpxAVUnTZrEsmXLmDdv3vE4fMLew2bbChzDFnT65aTCtgLHvGQ53Oo2yE9Vu8XlUzRcan+7gMt5JWIObKyD+YVw12456z9ths/OhCWjlLzubFYLiMcJz+2Rs3c7FGQ+txeWjFCriNOE7ywTqJvmkWO9dZGC879uVQtUSbomNHYF5CwDEbW/JLnA4YQUD5w2Sk590h3SwJm1HTLnwZo3YWw2vFAFi4vlKK+Zpe8POv6jO6UJ63ZDpkFCJDxh/2er7zHISihIvGXJTg2rOtxtMiX3eJ9Nwv6bluSMUJxqMiFPAMMDGwWcFqaIYfLcvvi2BkpcjnTBsgNq8z8a1IzZulolglfNEEB5pBPCyfIjT1Uq+Ul2iXl5wVi1Gf52oxKwJJd8T1km/GS1/NwF45RAmoZagMPWQCZqf9vRJHDoaHu5Sm2RbzbDBhPO+hKkmRAx4Y0m2LVLGm8/WSMA+IxymF+iIuWnpkGa2+bD4w3qu8QWqh1EQiA2KGR3s7Y5eaSS5kwf3Pba4FoadvScs4eZOADb4eK5txl2teygGHab6uFnaw16QgY5SSYfHe9gbGYIIxTE6TSpX8WQbJrqV2D6lVC3ETJGgulLONL3u4VCYYpnw+of63dXMky9FY4YWtOD2aY6xYgv7FMsefkUrb+RGSqwZHq17kMW3LUF5oyBExdAabJaa3++CxqOCMRwDtHSD3pO+JxwRpmKHQ09+v3EkRosc26FgKCh7Lm9aumdXyxt1id2iwjgMDT852uLtM36WsWMe1o0U2Ao21ArqYFlB1W8P9AuMGj5Ia3FC8Yqxn5818Bn1aJh8Mt1ArBmFuqaPb9v6OMsPQDzSvXMe+OAzq0uOpRq7nXaxt8Be5+D7gYoXQgzbHhxkHZlA5ieD30HvWz5k0nnYe1nxEkOys+yCDoSQ6zeLQsEQozIcNIZUKHOHdUnjrW8T8iLsklt2NEsQsi4XAH6mV4xVl/fL7B9wTDlTH0hFTRXHhbrOuaHPzFZPjA/JdoWb2i/hqFiQJJLBYv2PvmkQET3yogM+aHcZHUM7mrW+s5N0vozkLTHlHz5uL4M5WMT8qLSauaxhRhQESI2lK2qTT7PADDEsG3okQ9cdVhycUkuyQ+keZRbnjxS2zf0CGyu6ZSGal2X9rerSZIew9KVRxqooGKhWOKaWYon/rhZMUBOUlT6J03X9PRyqO+SNIENJKfAK0E48SZwR8Ay4fla+NUW5aEfnaQ1P5idVQZbfg5t+2DGVTaWKzGYKmEJ+3ftuIy7qaio4MEHH3xLP/VrX/vagJ9bb731eJxWwt4D5nQa1HWBC5hRrACtvktV+xQX7GmSno7HIb2b5QfjrZbhaID4py0CO3e3q33D64RLJgIRTYxsDQhQTfGoGtgRkEPrCWn7nU3gD8GUArVu5SUreO4MiInz/D5VILsCcsJPVsrJ7WsRs3Z0NuxvVUvIX7dEJ6oOgxY/3LlMTjQ1OtzEacoRrq1RC2kkDNe9ADe+pJ/rXgCHpWTVH7ZJcSSq8wn7v5lti6manWCqvmWGATk+i8OJYVUfeHOFA3xlns2TlRoeEQNf2v1Kmrr6DZQ5tUzdB3/bJpCwL6QEcXyudBn7m2Xr+T8yE3Y0yAf5w2rpj7U+9oTUXnywQ0NfGqPMyYil45uG2n47AkqgjnSKpbmjSa2Vb2exQly6R+c3IkM+q75HLNf6HvjJTrhzO3x3K6xvhE9PV4s96JgP79C57mzUQBF/WNOBH9kptm1KPzaPw5BfvmGuErVn9ghw+eduFSLrugYfjBOzroASVVDO1hEYHIAF+cjGXvnaGLDc3As/W2+yvtGNw+nAMAz6WofeR7hPQzc8aTDrCxZhxyCicgl735npsgl06v8VV8HfahW3DWU2irvKMhWDhS0x0q6eKc39p/doIIxBFCipg+9thdU9EEoWEHnFVBVEuoPaZjCryBaI8vQexYf5yQJIYgNSe8M6zyXDBbLmHCXr1BUQsSA7WXIFMdZcxJb+5PdXKEb95BQ9KzoDA59dR1tPUPqQpekiJGT64Juv69kyIVdA0K83DHxWPb1Hx7ploTQpXz8gIsLbDt0KCjwelSmSQZYP0hZC43ZY9SP9bPoddNbAjM/Brsfh9HwNK/L0c78G0mN2d8Dy75hvaURGglD1gsGaH5u4It6hTyRh76gZhonDkJ7nkU61px9o171gGvEuOgu99tze+GtXTJUEwKEOAZRdAYGjbX2SjXixKu6HnaaKA219an+3bAGXEVtrtSuoe/75vZCVJMJLJJoj/WOngNh73xSgeuJwrbFN9fHPt/tViLAsrYXaLmkZr6+RhrfjKBeSlwwfmyT/+MJe3Zcdfp1HQ7dix5gf39ogIHlHo877T1t0Lb4RXWerjsBftilGeHaPwODfbhSJp6lHRZ3GHvjIROiL6LWzx4gkdLTv++Nm2Fqvtbx4uMDg2Lr0OEXUaTShwQONTqj1i/HaHCUAzS899m+8ZDgkHYC2Kig/W7I5HocLj8eB1+vE63XidCamJCcsYUPZcWGqvvzyy+Tl5QGwb98+9u0bWPY0EpNC/mctEAiR6fPgcMDTu6JaUGFNXpxfAiUZctbhiNomPj4GrhgBzzXAM1HdutouOZ9x2ar8uR1KclPz4J875aTG5kgv1eVQO0pPSMHf05ViAYzIVGvYGeUCWs8bq2ri03tU2TyjTML/pgHnRlteJuaBxwXJTrWJvbgXCtPUfuLogcY+OfRZhdDhg3xDQw2KUnXeX3kVvn+CprGuqZHznl0CaS548aDNRRUWPV3+hFNL2P/JukMG/ohBdkKbd4Dl+Sz2tidA1Q+6WZZNX9hme6PiDKcpNktRanQgRk6cxTG9EO5eof/PLoZpyTA8B7r3gCsLkqfCozWwuUn+wx+WfuqF4/WZ/tOyY3byKLUvghK4K6cpEavpUkEvJjmz7KCAypNHws/XqS1wKIsN2LlmlvzGvlaxZCbmyTf9ZoO6Plr7lBCPzBQ4/Ngu6cv1t+f2qlX4oR1wRrmBw1AS9/tNYs619uma5SUridxQJ+bPtXMEGPlcamvsCUJ5ls2+IYDO0dnSqANw2RGm5Fsc7Bjct03OF7gzmD28w2DaSW7cYT8Fk2Hfc4Nvl1kGviybJd+2iHj6sCJDoGEJe1+ZYULueGiphI402L5L+vRDWYZXxfApBbpPnSZUtep+3hnV5zcMAYl7WqRrv3i4wJulB/QcyE9WUaUnqHXfOgiIe26FYr/TylRsmV2smLG5B7Y1gseEMfkCEr1OsTtT3Rok1dSrtvncZHh4e7z40N+ae1Xkyfapc+pAu/a/tmbgdg4DLiuHyV5oeR4uckDxSNjbF9dJPmmkJDkGs3W1in/fPKx497RRunYxkPdoG5+j9Rq2BCI3dEMoCYpvAFcD9O2D1GxIKxZTdcyZ0LQSFppw4XRo9thU+22mFdokR2zWfW/wNLW92sDf7MCR//byAQl7ZywcDtMU9LD8oIqNIL/0ySnymcsP6l+HoX+f2aN8pyxT/zb1alhvZ0DsyvPGap3tjPra2ADIw53SGe0MSO/0YLvWYKxrIzPaGTEhD57aLTmCdn+0hd+lfUdsycJNL9TAt+HpAvlNQ/mex6GixrIDYm+bhoBVl0Ms7t3NWu/jc7Q297eqW2VOqe41KwrQvlKtcx6Vqe9gA/ev0TkVpal4+lSlCo+HO2Fusbbf16pnz3eWyw93B5RnGsDwDJ2PYag4kZ0Ed1UyqD2yU7qzv90oklG6V9rwscGV96+R1vvIDP2d2vzy2b0h5dYnjxTA7HLArCJwGuCsgwW/hj4L2nsN3H4XQaeLloD+VmkemF5g47EDGOEEySdhCetvxwVUfe21147HYRP2PrCgO4UMVME7t0KOK8Wjtv4XqhjQIvjkHjmCj42EkxwQHA4vHdR7Wxsk2r2xTuybJcNVlVwwLKrD5VarZpJTVfpYS8mOJlULN9cL3PztRjmip/dIH+ji8aqGtvml9fpkpZy3gQLogx3Q2g2zSmBLY5Qh1AWb74CKS2F+gdq/ev1yzmeNUWA7r0RVzJvf0HTXc8fqe+xrFxtiyQiDrsBxopYn7ANlDb26i7J9kBAVjFuuz2J9o4uuoEGqO5GlfVDN4TCp7gf0fWGWGFhbG5QwfH6mkgeHqeTDRknYjCRY931plMXMcMBF14GVA/NHqPC2o0ktjPkpg0/YdZlxRsk1M2FkFty9UsDLW+doaAjG6WXa1rLFmJ1RKBDzaLtgnBiqD28fqO/42C4xXwtSpNOWnyzw6IQR8PUhwrCIHQdbDncINGrq1X6/s0y6ix0BuG9N/DNP7NZQjrkl8Mv18oefmQ4fmWDwveXHduQXpUJeko3T0gWKhCOcNEIJYd9ReZrPqRbKr74y+Pn2haE3bOK0bJILbVKLDbqOApYwYNxF0NNok5bnJxJOrO8PigU6YORJ0jzd2a2YsSba3dRfGzlm51UoJtzTovv08qla90f6FRdWH4E1R8Q2//hk3ev9iw+P7ND9fbhT+vq/3zTwGIUpAji+t3wgWzvVLYmRhm6d39dfHSgnEmuT/uU6OHOM9r+rmSFtY7SgAZKOiklf9ZMZ5prxYD8Hq9bGX9v3KIw4Swy8v1cJVBnsWRWzui5dI59LTN2KbAFYR8uReBwqGn3jNcl2gWL2URnSknygA4rL4IqR0LISgt2w+Q/xz1c+ASVz4cTLLPyhPsxg0pBTzAGadkBxkTlAVzlh/x0zDJPdzWJouh0CTnc3K0e6YKxeK07TmiqOtqW/VKX1tipaEMvwCiwM22KQxuQvyrNEYDl6AGS2T23y7X69HtNcffOQ1k/pGK2VghQBsCMy5Is+M136pT1RndWqNvjwePnVTJ/8bXO/wVmxwW8vV+vcsnwqemDId3UE9F1HZUr/1YxKESS7FSuMyhRwe7Ajzj79yATlp+tqdbzSNH3/88fK/8WYpVPyFTPMLNIxStPAH1GB1rL1TBjKekNal/ta5Qc9DnU8vrZfz7Ufr1JBNdWtgkthirYvy5Q/dZg6/rkV8O1lcNlkyMmCugYoc4LPgianwcObdYyY/XWbwWene5maFYDw27SjJCxh/2N2XEDVmFmWxZ49e2hsbGT69OmEw2EyMjKO5ykl7F02wwBcbiyHE5fD4B/b4YKxBiluOeI5xXI+oYgGcZw1Wv+P2HKET1fCXj94XoFzPxoHVVM90sZbeVhA6IJhcmAr9wtM3duiIR49IQ2fGpURBVs9ckpZXn22/1TSl6ul65biVvWyrlsshK+9qu0yvUpup5dAV0jbBSPgDSjg3/YrOPM7ChAKk6OtZYcEwH50ogKDl6rUnvHEboG2JekKZFcdsjl1RELaJmH/d6vvNTGwyfYZ9P6LluL/Jcv1KZo/0m0yLiux0j6oZts2qdHBS6OzBBhubdDvnQGxT26YB89UaiDLzQsgxwPtRwSiDthXBGqegytvgF4b0t1qq8v0qWj2w1NVsPNH5LdWHJLvuHCcjp2XrFa8K6epqBdrb6xqFVBz+wnyEz8+XfubWyJwoieohKqmU+BtWaaKfUcPzLFsAUK3LhJDJ5bUOgwloKeOkp+yEcNtzRH51lgzRIpbrZUnjtDnHYZaLn+2lmNsU3S4zrB0tXn+diPcdYrNN5bAnzYbHOzQfucUwzkVNmnOCLY/npB5In3ceYKPB7cabIuyiCfl2ZxTYdDuf/vBw27TBgtsbKZ8Eg6tgCOrwApD+jCY9HFweMCXaeDAge2wcYQ8WCETwwQ8IUKWzsUwDJy2C4LR8NgdJmyEsBN0uHfVnE4Hht+NHTYwnDa2J0g4EsFlOjGCLqywgeG2MFMUX038GDR16LP/2CHmdHFqXKsxL1ngQV2XAFXQPfXHzXDHCfEW3pjZxMGho9ncNpL1uHmBBjndOE/HcDtUBMhPUev/1xeJjW0h0LK5R8+YSyfreKeWaf89Ia2NGLM8pttvoJj06ELD+FwVRnKSJIv11YU6rs8F3ztZ+z7YDmOyIH0/tJZB3hnaX/cOOPISHHgWJk1WMaY/cGMaMKcQTsiWDFd7RIzZU8vE/Gv36xreOF+SAFsbdD0m5IoNt+EQ3DIJTAuaw/B0LVS3a7svztaQLYcLssfAiu8f+3c/stqgcKaD9EkmRtjGdIE1BG7jzUiwVN8ts237Ld1ty5J2eJsfajt1P3xkoroK7Whu9u0TtSY8Tq27OcWSiekIyqd4HPFW+3PHqBh3tJ5pSx88tA2umCbfaNkCAifmKTfq8Ev7O8UtMNMfFpAZjKgbIyYpkOrWOc4qggc2CVD1ODQsckq+1pHPCSOmRo9jyR//Y6da8w1D6/CtJsEo2BoI6/UHtyo3XHVYjO6QpX+vnS1/+Pw+PUMMdKwt9dJ0Ba3tFLe0jBcPh0d3iYzjNOHPm+EbizXgLsml728aihla+qRZnOxScfbpPQJFr5opLfVVh+G6uRoUdrBDRKHkUq3hH63SvmbkS4/1Z2v1N8mNzlnY3wKjuqFyGNTVC1CNDSQbGZVNCYQNIg43zkgosQYTlrCoHTdQ9cknn+Tee++lsbERwzB49NFHuf/++3G5XNx777243e5/vZOEva/NsqHd9nGww6AzYDCtEFwG1PWoolaUooT3T5tVaTRQYvfxSQqEgxFp9QTD4D0T+ur0ubpuMT8NFACARPon5UFBqhhBo7LUYl+SKifxl62qVJ49RlMjPU547cCx57zqsLSfUtxKuqcUwG2L484uyQmvHhCz5oxyeHU/XDYBuqZDwyrw74aKU2HpIckZ5KeoFfTUUXDSCDnwiKVgw+OQELvXoVYOI/w2QlYJS9i/afU9JpleG0dsnGrCAEh327hMm5oEqPqBt8IUJX7zSzWwpr9trFP74dWz4Pk9sOKwgMaiVPj45yH1Nah9XduWfQxayuGOlUqwrpujtv1VRzS5NxARU6szoKTokvFiiuxsUhIFAiM+MRle3AdvRIuC43LEVO0JCTx9fb/2GbZUfPvweOm2NfVoMEZzr5K4wSxiixm3oU7AhtOEO09QQbD/ZOaFw3TMh3cICPY6dZ2umilg6r412ldxqgp+m+ulYd7f3jiga3qoQ0nnxjo4ZUSEm+YZBCwT0xAA6gz5CfsHrjErYpFs9HDVFDehaGjqNi3CGEQwSXWbdA3CphuTZeMxtC/bHeTwGi9gMPta8KSC6YYdD0PjNjAcBsMWehh7nod1vzRo3SugvHS+ybiLXYTdAYxuL5v/ZNC0Tc/H7LEmU65wYab3EbESjLh3w9y2l7plDiqfNAl2gzsFxpxrUjIP9jxlcOA1A3cyzL7WQfUrNjVrwZMOM26Hh/cK1PjJajG7PzdDa2Z/m4rWBzsGHmtkhv7N8g0cVJPh1fC3W18d/BwtW8Blhlfr+4ndA9fSjEL4wVoBJSMz4ZUqtTw/ulOt8wYq7F83F/6+Te3Aq49IDzJkiVV+0Xgxw3+0On7cy6cILPrL1vhz5cxyAa3ffE0FnEyvCjdeAwLF8M8+qIw+byblwUduhf2/gJbX4Dufgb3teubsa4Wbp0BgGex/XWB13lRwfUbPm0d3ah/jctT5NSlPZAfQms8IQtEK2LdSBY2UAvjcx2BFmthzo7PhQBuYhVD9xtB//73PGMwuS8JICjDiRAfVLx0bqxgm5E6wCUYSa/LdMI/HyYQ8+YBn94h0YqCCQmm62v3fOCCf8bFJammv75F/7QwI/Du9XOtidJbWjWVDtldM6aMLBwAlaXD6aLEtt0VZ55+cDBk++OlqHWf5QeVyYSs+5Kq6VTleQ7eOd26FjtUdkA/M8CrfW3FI/69sFjj6+C4VJh2G/NgF4+CJXWLBzi+VxEaKW8CxjT5bkS0/+sM3BRx/cbZA2OZe+ciZRXrdsvVs6AuppX9rg9bP9kb506cqtd4be3T8VDd8YbaeBauP6NoGomv7onGSL5hWqFy13S9ijoGA64vHR6+nrc6bmJyAgf791hLoDsG6Gp13X1j5aHOPnmELs8H0gs8LS3frO3yoXM+dBzZojokBzCwyuHRSMp5QL9ZQ4tIJS9j/kBn2cSi/P/fcc3z5y1/m3HPP5cQTT+SGG27gscceo7KykjvuuINPfepTXH/99e/2af1HFolYdHb2kZmZTFtbT6L95D80p9Mk4EpmT7Me4g/vgB+eJrHwJSMACzpDYr/kJck572gUwyDJBd86Qa1VHX5V5s0uaTU9aKv6GIpIJBxUgfzaIthUK63U/BRV971OWHZIwXRRarTC6tC/tV1KZGu6xDiI2bgctZb0BeG2NwZ+p8smqxLaF1alM2jJCdV1QYkJB38AJ90FewOq1pdnKbj4+bqBLV4GAoun54HbDQ3dNlleG8Pf89a1+1+873JzU9/2/UjEorU1Qb38V3b/Fh8hy+ATUx10dfURSWgLvmWP7PVQkmJxxXj/v974HbL383p+L6zJ//T6ORwme3t8BC2TYETgxNFtrNfMEgvraOZnWSZ8aix0vQB5UyA0HH6+KV7ge3I3zC2VPlpLrwbS5CWJVbKxTkyuH74ZnwxenqXk7HCHEqjv92uV9zrhuyfB37YChhgvRzoFjlq2ZAv+uVsDPe48EW5+eXA2Z36S9t3m16CNkC05nN9tOnbbimz47HQBwaeXQ4bX5pfrDTbXKyGM6b7taxVY9bdt8cE2oITv3Iq47z2tDErSbObmhyASJhy2jmF8mqaBw2Fi2/aQfz/TYdIc8fGd5eaAduksH9y20MIb7n1rv55IEqvuMbFCBuMvhrX3H7u/tBIYcw6s/2X8tZQiWHCzzWu3GoR6B27vcMNJd1mEPP/6Xj7e6/lfrUk4vr7yX10fp+Hk4HMe9j5zrNjRqFNt7IjB/tdgznWw/e/Q06/Fv2AhBE+C3+wauBa+ttDm+ysGAnNOUy3Ml07S/TqvWCDns3u1Xs+rUIH7O8vj24/J1r/VbWKeXjFFzLmj11KmV0BneTY8uEWapdMKpVsaCOvc9rboOZDqVjz7VKXAp9qugazZ6+eqm2r5Ibh4nOSw3jwcb/mN2eLh6rjaXK/9729XEScQFvt9dzPsjjJ0k1xw2wQ48jfovBD+WSVwt7UZ+Ce0bNN27lSYeSf8uVrgT38modcpRu0TuwVefWQEOJdBdx207tVAqZhNvhF+2aYY+e6VcGEZFDyt9v2YGQ7IHi1GebAbhi2E/KkWhtNm9b0mHQfifz/DhDnXWSSX+4m8T/q33gu+8v9iKSke6v0ufrbWeIu5/dGJYjqvr5VfMg2xs5cdFPj4bFSurTBFa83tUFFxRqE6/2YUqqtjf5tILKOztOayfJLPKMtUntceUMHjhBHqsHhgowbLPbNnIIs83aP3LxmveRX721Vs6PLDtnqYUwAvHRZI+MQuyaz9cxecNEpFmNg+xucK+OwKKKdr6JGv7gtrbcc6JYMRfdeiVBF9bPT+sHTJuJ04SkShSDS33N8GOcm6Tm8elqbpI9s1fLk0TaSdSfkCiq+YqufM6hqtaVABKN2r9XZBVCIu1a2i0bKoJMKaGrFvu4ICQCO2fPaoTP2cPRruXzewnR/g3oWwqV2kpvmp4PZDa5Y6Zq6ZpZjjnjePHcyX6YU7FkdwBI9ymu8D+3d8ZcIS9p/YcQFVzz33XKZPn87tt99OJBJhwoQJPPbYY0yYMIEHHniARx55hJdffvndPq3/yBKg6v/N3Mk+usJO/CEN87h4AgxPU/VsfY2cZ8BSItrcK2ebnyKwdHO9nO70QjFqlh+ESyrAboXuDAV7+1pVVSxOFcuzN6hK5EPbFdg19kKOF3oiYoRub4CJ+fDSPlUnX6hSdTEY0TEe3Krz+MRkOKEUeiNKUjfVKzmeUQQOoKpdwzoun6LW0N4QuNzQ0Qu5KYABP1ypQSb729TGecFYBfGbG1TNnVao1qlDXaq+js6ycQbignvHO2k7XvZ+D0rfK/b1VcmMzohw5lhXAlQ9yl494qKlz+S22e9egPh+Xs/vhTX5/3P9Os1k/rrd5OMTBQqsrY2/l+5Re+4v1sVfm5wv1lp1q5ghE/PENq3pUrJYnikGSGdAjNJsn7oqdjbJD43K1DCqrfXyJR+Jyr1sa1CCNTFPic8r++MJFKjb4YyyaDvhISjNUPL1UpX2fcooAULnj9Wk8P7dFZle+Mo8DU9cXyP/NT5Pidmftgw8DghouXwKpHtttQq69L27gwbpXhUI19XEhzL2hXXMv22P72NBqUCnpVHG7Q1ztd+dTTb+EMwqssn1RTCDfgzDwBX20nXYpHGrgTfLpmimje0NEuZY2pLpMAk4vOxrM6jt0jUvSbVwhf0DWDKGAa6ID6vPwdr7jSE1Ged/Fbb/DTqjbNu8SZA9xmbXY4Mz+EedZlN2oZ9Q5O2Hcxzv9fx+B1XdwSRe/ooDexCszHDA/K/Apt/D2PNg42+P3aZgHhRdYFMZFCgyIQ+ykwx+sU5FDtBanpgnpunkfMV5hqG23L6wXnM7FJ+5TNjXJlBlW4PW4vhcvTcuB767PC4TlewSs9sR3deYbA2eWV+rbabkaz1sqVdcerADDrfDh6Ms1Ta/1meaRx1MLX1irN44T6BMT0jxbmwNNvTEB1mdVibwdvURxZ1TC/TZZQcF3s4o1H7/slWsv/NHwvwwPNAj5mxeMtw2BpbfCqYLxnwarJGwrl3fZ2KegNmn9ygev3CcAOD6brH4TGDVQXDaMCMD/Fuh+h+ADanFkHEVJGXEmXcnNsCOB3XdRpwIJXOgcQeEeiF/Mji90FxpUXqaHyPkxt9k0rTDwJ0KWWUQ6LFJKbSJuP3vCwb5e8FX/l/M6zWo6knme8v1fEyOyk70hOCuFbpHrp8Dla3yiT9drVb3T0+T9uiBNslAFKXq3jTQ+vS5VJjwh6LFRpeYl5vrwO3Utr0hbZ/kUsdEkkt53F0ro+fmlO/K8ok96nFoTRxoV0t72FIXYW9IhYUp0fXd1KuC5uojuo8/PU05Y0uf1kiKSwPmXA69Vt2q50ldl3LMknSYmKvzttG6bOnV+ZdnSSu1tU8FD7cjqlVux88tyaXz21gXly5IcUeZuyHFE3ev1HPmvLECWS1LMkDhKPPWMOTLw5Y+n+5VoTXNo+M09ggg3tmkGKAiW8f8yWqdW2EKXDkdMvZDfSb0uCHQCaWtcLBY8UnE1jG2NAx+b1w9w2JKRh+R9xlrPAGqJuydtuPS/r9//35uueWWQd+bMmUK998/CLUgYR8Yc3s9HOxycPcKtRteOlkJ4JtH4O/b4XPT5Xx/uiZeFXupCnKT4LMzAFtO1EbTWM8YDX7ATIbfb4SzK9SeMipTQfQr+6PBbboA032tAlX3WbCnVZ9P98rBnVouh/T4Lv1cMVXH+twM+OMmmFkIbUGJfE/IVctWXwhufQkyk9WOMj4XqIPVd6pC35IPaV7AgoCtKZJ9ITnIs8fA9S+qDSSmlXfrS5CdArcs0HcM28dZ/DhhHxjzh6E9YJLtTUztHMxyvTY7W0xClpLphH0wLdURxmG4+PYyg5sXwMb6+HCX4jRpmsZsXI6SontWigVzbgXc9lqctfVKNXzvJLU5LjukpOzjk9Q2HGNVvro/yg5bLJ21FYfF8ozZi1WwaJjYbf3Bzl1NSuwKUmF6kZgiyS6x1wJhJUsgFtllk+Ogqs+phLehB37yRtyPvrJfie7XFor1GhvW4TB0Xn/fDoc64qDiY7s0iHFLPcws1tCN1j6xjKYViKkUA1XdDhVDfxBNdEvTlNjdsRSUEsPzVQbjcgy+MMOHp9dgxXcd9LyVqBnseAhmf8lD6hj7GAaaFbFwRXqZmGYwKd3EsiysoH3MrD3bhqDZh8uVROfho0Rw+1ntTph4Paz9OoT7IGM4NGwdWhKlabtB2dkOcCSenf9NC3YbgwKqoEJ1JCid3Ja9g29TvwrqVxtM/gGs6ZWc0/patdZ+fzmcU6G1/ot1AitXH1GM94+d8X28sE/g5sUT4FC77qnYfQ1a82NzBL7GAFWHIS3mP20We25eidhi/RnkL1Xp+RBjrF84Tp1VX31FwEXMsnxq2/3paq1hhykm6+sH4tu8XC3G3aen6Xg+58Bhbi9VCdg5r0Iaii/sE7D68Ulin+3shFOnwN7XotfWhoZq/X/i9fBwF2zfEN/f8/s0OO/yKXFQJhARY/CJ3QMBl2cOwqklMOsy2Ptn6KqBaclw+3qBcF+aA6kF4HkKCqdDci6suCv++f2vQsYImHyZCSEHEVcAp89Hyx6DQAds+SOAgdMHi7/pw8xItB//t83pdLM72lFnIB90pDPuNz83Q6zTbQ3Kt1LcytciFty9QsOeYva3bfJBuUm6v9v9KsZ5HOq+2NrvXnqqUsXFLJ/ypN4QfGV+XO7GQL5rQ60A0L4oM/vPWzQsqqpV57XsoJ4DN8xVHPz0njgr9UA73LRAMd/vNw9kcT6+W34uENaav3vlwKFubodytXQP/GSNQN1Fw+Cbr2tNXz1Tg+0+OgGWHYCphXD/GhVEgxG4v58++ctVihG2HJb0QU9IbN0zyiULkpOkTsmWPhVkGroVW8Ts+X0CoT86Uez5SXmSHvnW6/Hny0tVKvp+YZa2uWIq+Hug5k3IXASRAljVEc2ZXZCcKQJQTId6MNtYbzIt23zfgaoJS9g7bccFq8nOzqaqqooFCxYc815VVRXZ2dnH4awS9t8wwzCwnC6CODFt8LgNeiyDX64z+MZiOaDdzaqozy6CedGK97ZG6dOZRly7ralXunM5SXKw1a2q9le3waxC2NclnZl0jxz4S9X6/5mj5eTa/LC/VSxTlwMa++DSKfDGfunFtPthV6OcXmmaAtU/boa7T4G/bIFbFspxhyyJ9D9dCbe9Lkc8d5gSys4AzCmCjv1QMBt2/gwW3C8n3xoQeGwaYgtcOycu+P/Ebk1jdpk61wvGwaYGAcOeBKKasHfIGnqFFGZ5E8HPYJbjs7AwqO8xKU1NXKMPqhmhAJ+davLqQQdP7ja4dRE8ugN2NkfBSl9827PGKAkCgSGdAT27k5xq5TMQY3VZlPF4boWGNAWOAoZ6Q/DztUreDENAbSCsRG9Yun5SPdKMe2avwMtUjxKr32yAm+ZLe/uxXUo0zxqtc7liqoCaVA98/2T5rFGZAmLuX3Nsu15zr/zPJybHWx5nFql989BRepMgoPWrCyVD8KFy+GsUDN5UL8ZMcaqu17lj5RPPGaMWxhS3mDr5yQMldHY1G6yuNRm1zegHqEbNhnX3m5x6r4eIe3C2uJj1Ay9u/zjDtsFjRDBtG6cXwkMoeTjT4cUGmHQKHHhaDDlPuk0MAD7aPGmAIwHc/LfN8S/GKZhOCPVAatHQ2+RUgMML84cJ0NhUB19dIMDCRkDLTfMFaswvFdPuaNvfLoBobjF8a+mx7+9uVjx40ghpheYnazJ4eVTLcckIgUk2Wh+fnCJ2ethSDHjTfGlD3vbaQEAVtPafrowzT5t6BwKqMVtfq+LGtAL4/iDfYV+rwJCJeYqpN9QJdLl6pph57n41B38YXFmQWQZ7XbB9EBBlY52GczX36hnY2KNrOBiD7eUjMH2SJAQiAcl5tfTpvd9t1ACeJbfbBNph6R3Hrrn2A1C7wab8PBMj4GH5D036jjqncB+s+YnJgts8BM13T7Lnf9Esy3proNmUAj3bS9OUn5Sm6fW+sAppTlN5V02nwMyOqPbv6WUC9p2O+MDhYARerZY/bO4VoJrtE/N6bI5yOIv4UKvvnCSgdnax7v/CVJ3L9CKtrVQ3fOsN+bfHdqqIErGkSXrJBDFTN9XrnErTlM/NKZY+eXOv1kxhio6fnaS1WtmsbX63SYBqilut+1OjzHOvS1IERzpVtPjxKp3r+WNVsFk0TPd+QarkQCK2nhP3rtLnTxoJ0wtUrHhur7oVO/06zjkV8v9hCy6bonN8qUqEnP6F2Yps7ccXHWh10yzotuGmaNPvwmFishqG1nplM9w8X8Wlz4+CxjSo/BVMvkWa7VVNMCYCpq1rlOYZXPcWIMtnY7ztKMmEJex/w44LXHPmmWdy3333kZeXx5IlSwAFxdu3b+cXv/gFZ5999vE4rYS9w2aaJj0OH3/YbBCIGFw7W86sKEVTjVcdEdvTNNSaUJ4FNe1yso/ulBNyGDCrWIyC+9cqqPvyPLXYf3gcHO4Sw2BynqYST86XgPq5FWKf9oagIEmt+aluaA8qwL5yOjgNTWadXyoHluSCzCSBqedWKAiNVTdzkwWAZidJrsBlwsmjlNB6nDrP2ECQL70YZe3MhQ9doIC4MEntLPNLBB6vjgqEzyyCvJSoXACQBPRuV0vY2Bx4cKvN52fYMMT004Ql7D+xmh4TsMn2JQKgwSw7CjbXJkDVD7w5Qn5OH5VEUx+ELINPTZXeqM8p1tZDO8QKjbFSbpwvf7DsoJKMhaVKBPe1iVEasxR3nL3W35ymkroX94ldEozqKV4wTmzUe6OJWFmm2ChP7Nb+/75N2zb3ij0CAlrOiw7feKlKbbgG8n+fm6Hhhrtbjp2mHLPN9WKzxGx2sRK3oWxXkwqRRUd1y71UJYAmaEm37mOTVIB8fLfeL01TJ8prR8kaPL/P5JrcwY9lW9BSaZAx1fi3pEn6xxk7mpR5D093cOU0m/GftNn6m8GH3CSPhRc3w4JpwNNQsw7m3QB16wc/zuhzLCJmiGOosQl7R81MipBabNJVc+x7KYXQ1wLNlTD2fNjzDMcICRedBO4z4KcbBKxsqtMm318pdlamT+vn71GGdUW2htL9fduxQ6yWHZTM1FDmD0vW4+/bBYQ6DJhTAl9frBkANnEd/uf2asp2DKD48Dg9K4JDsHK3N4qhVpwqLeShrKZzoK7k0bbsoJ47sUE/yw6qgPPXbXDBaLH87l+rwn84G/JOht/XH7ufiXkqqvx8nZh9RL/bh8fHSQhH2+vNsHAmGC54pi7+ekufdDKfazCY+zbf7cDrBqPOMAj3HAuoxqynAcI9Dkh08v5XLRiMMDpb9/i8EsnYfHa67vFFw1X8W3NEPqumU/dY2JK0RG6S1p5hqCi4uV4dIZeMl+TbzGKti+WHdE+dPUb5VNhSIWB0ln5/dKcAVNA9d/lUkXD+sFlyMKXpKjT2huSryrLi2ubFqQJ0m6LArY184MtVKpw29WhtzCwSAPmPHSqWGujen1Os7+QPw6emab813QJgO4MCbTO9eg4YBnx5ro7ZHh3S9cfNUaC5S/taX6vr8rkZKjqGLO17S72KL5k+HTsSff1LcwQw27au3eoj8b/NxeOVh/5tm8Bilynd9NPKBOpeNVPHiz1/puYr7mjs1TnXvAils6DqJdh4OxQtgIoPqfCYZCmeOHGk5PMGsxOG2wSHepAlLGH/Q3ZcGhyvv/56pk6dyvXXX8+MGTMAuOyyy7j44osZMWIE11133fE4rYS9wxZ0erl9qcnhDoMvzlZFrCQFspPVIjUyQ4HmwQ4Bqn/crHzlcKcqfOeMVnV/yTA5s1+cCbctgsJkOWJ/RI6nNyTnu64WThyhIPp3m9TydLBdwGvIEnAbq4C+sE9smp6gnGBOspxxSZqc3s/Xqfqfk6RgM9ktfZ/qNh2vIyAmQU0X7GtRq0lfSAn4XSfBT0+HU8ohmAqrqyHSp8AhEFJLWWmaEuK1UXD1jqXQ3Qo1j0L+OLFpO3rV2uWx3rs6Swl7f1ldj4MMj51obR/CPA5Id1vU9AzdNpywD4aFnD6+9ppJbZfBriaxQ299VawZh60kxueUhtlVM+Cp3QJDQ5ZA0NPK9HuqW+yvj0yQPEyWT8NvPjxev6e6lYheM0uJYSASl5boCYnt5jD1mTPLpfe2t0XH7PTHAdrefoW1ZLf83z1vClAFJYlbGuA7ywQOx8DgkRliqJRlxj9vM5Ad53Icy6ztb70hJWdHs157Qkpy718DpRk2310G2/sBzIc71cJ8RrmuZf/9mZ6hjxfsVqH937GgS3FGDFAFxRR3LDXwTofcSQNP2nDAhC/CE7XR64BA1mlXWnjzwoy98FjUdNRpNqnDI4kW43fBIs4Ac26w8KQPfN2TDnOus9n7PGDDwWUw9QoGEIuTciHpNLhnnYAKy45jri5Tuvx3rxALNWaVLbpHL518LEc5puV4tGX5BPyMyFQxojXKwIxN965qE7DiMOAz09Q+m+kVmAo6//aAzu/8CgE5k/JUeCG+Caah2Lf/IL1s38DtLTQM58Pj4Iuz4Kzy+POlPEvtzVn9mPe9Ia397iD8bKO2/fA4AU7P1kHGRIEos6LHSHaJCPDhcYqpY4AqaMDqj1aJQTeY9YQhqQRSToS1dQPf6/CL6dr3NoBw2K8LEfkXpAIrocjxLphBS5Sh7HHoPnpit3xhTBO8oUeAeWeUmRrzMZdP1T183xoRa2KAZgwA9Ti0XoJhgX1b6qW3uqZGOVlfWPfZjiatsTnF0hjFVnv7omFa2wfaJd925mjldh6n1kdPSOBlOCI/VJImrfJwRPI2JWnyk+Nyxfb882YxYOeXqOA4LF1Fko9MkGxBW7SAkuKGX67X+YWsuA7zh8fr395QlJFr6Rxi18Md1Ue+fCo8t0ddL33RPBZDn3tyt66haQr07Y3ml2Erfv1BxCSnqe6TjoBA3qkFyk3/uFlyB8/tFegbthSTfHKqmLXBiNZ6uBNq1sCkS8GKwJGlsOarsPJq2PZrGJsGI9JtphUcfUfAldNsUowgCUtYwo4TU9XtdvPb3/6WlStXsmrVKjo6OkhNTWX27NksWbLk3w6mE/beNZfbyap6ky/MgpJUqO2WwPdjO+DS6dKmW1+r9sHlh1TNvGqGHE2aR46oLB1SvPrswzvkiBYOUxJ02WRo74N0n9g5yW4NyXhgg1ioe1pUpdxUF2/XKEoTO9VGDvSPm1Rx7Ig677G5qlomufQdnt6jFo9RmVDbqeR4RIYA33SPnPjTlWr36IhWIyfl67MNPWrDeG4vfLwYAnWw3gnzC+Gl/ZI2aPNLvD3TBSOSwBcEx4VQa0NFro1lQwp+/ImupoS9Q1bTbb7FxkzY4JbttajtTqDOH2RzOEy2txi0+QWKfGKyQISlB5VoPFetJOdri/RvXzg+OXtSnphfWxrkkxwmjMvSdOELximZOdIpIOOcCjjbVptvY4+YPAbSXgxFh+PsaBRzZkq+ktOlB9TK3xcSIPKhcmmllaTFgdLzKjSgZjCIr82v1uTJ+Wrbr24T8Dq9UAW9x3ZK6ibZpRbcfa3yZ2Oz49/xaKvIUaKbelRr9tR8m5JUm9uXwMZ6g65BcquILb+6aLiYrQBT8m1CdUPHedlj+ZdDnhymA1fEw2uHzQEad/2P+3glXPZFaDkEXXvBlQbeUfDPI7CxScN50tJsTr3XIuIOECBCycluSuY7adohbc/ciWAkhQgmEsd3xSzLhuReltzppbvWpPMQpJZCarGF7Q0x/xY3bVUGfa2QVQGn/8igaTd0tBvkzIOf74jvqzsoNlhTrxikr1QNzt7uizLEJuUP1HOckDdwO59T3Uk2sLtJn7l+rgr2aR4xzDbXS0Zj8XC451TFgtsaVZS4bq5i0a6Ahr75I4pT2/wCS88crc+/GNU9THUr9p2QpzV8xVQBIzGCwPljJaFV1SZma8SGuaVildmIzdbYA3Xd0n18aHt8CntnQM8RZxTgSXVr4KorWSDO5nqtj49NFIDzcvWxMgUQLaw06lm1s2nge7MLIVQK92wZ+FmHoXM40A7Jk4CXB78Xcsfb2I4InjQDw8GgWrumC9wpNonV+d81y7JIcimvSXJqQNPWRrG0PztdwN6EPN1jZ43Wds298ivdARXtWvpUXLhymsC8LJ984JoaGJYGZ47RILb5pSo4rDwkAkpnQOSW8yqUAxpo1oQ/LCmc7ig5ZkSGfNvEPDE697fCKWUi52xvVJFy0XDlXxZAtLV9Q63u3WFpWsOXTxVwGbLUHWnZ+m59Yf1+qEPHmpihdVjTqaLlgXYBsJat7xnToLVsgZ8G2m91m9ZuQzfMLtFxLFvbp3u0j4d36Fp+dkZcpiNiK9443CEJhm2NWut/2iwC0CeniEFb3abvMSFPz5u9LSqafGSC/gZPVep5leKC8hxInQ6Vv4HS+bDwFmg/qIJGVjlYIRtf2KY0OcJlk52cV6FCVLILxufaeKwAhBNVjYQlDI7z/JsFCxYwc+ZMurq6SE9Px+VyHc/TSdg7ZA6HSZftYUyWwbZGOYidTXJCRzqgsw8mF0h3bkKeWhrH56iSNjYXVh0WkDm1QO0Klf0SvZeqpCs3q1iO3USBaF9ALYhNvQo619SozSTVDXecCI/tlhMIWWKHHumUNpTTVMK4tgY8po7Z7lcLyq5mJc9ZPjnMu1ZKAiA/RVXIhh7JDgQjUWfVK02+GOv2czPgw6XQWwM9fbDDhhyftHNiTNfukFppAr063oF2Jb7ZSTZOfw8JPDVh76TV9piMy0q06bydZXttKtsTTNUPsjkcJpsbBOpFbPjTFrUnlqZpqOCaI9LIfm2/fMmpo/S50VlKYm5/Iw4SLD8k8OGm+fC95QNb/5/YDV+YLf/3SL9BOF1BgbO/3xQHRpcejLcD/vBNDey4ZpaSoyunyVe9VBVvRxyqFQ+UdJWmSdutPwPV4xDTyGUK2HCZApHW1Qo8+e7yY9moIzMEAJ9SNnBAR5JLDFRvuA8sB1savEOez75W+VbQMS8aZ+NJs9lrmMcgw3mTbFzpkbdVvHGYJqF6L/vWmmwrG3q73c0GIUeE53pN6tMN/GGo2xR//4opFqkp/gGti2GC4AuSM8fEMP41uJuwd94syybo7MM7wiBplKHfLRvCgCtM6niDdNMgErEI2JA9w4Hf76MubAxgob5UpQFVv1qv9fDGgaGPua9VsVsMVHUYAocCEemlNvZo7Ty8faBMwItVGjiV4oYfr46/fnqZOp6q2gZue9ZorYGJ+fGhVkfv69RRYuD9frMAkg+NFmj54Jb49qluxcF3Lh04BOjJShEUTENA7vJD+klyCUxK92jIz/ljBYj2H8D1xsH4cKvlUY3oZ/fC1xcNjMMHu3alaQNB1SwfTCyID7Tqb2eU6xza/dCRDmnDofPgwG0MB0y61CZshnC4Lcae72HXY8cWO8ddZGF5gglZjv+ymaZJhlOdCM/s0b2043Xd319/TfdIYaqA0Gf3KtdbPEJa2zWdAiI9DkltPL9X+aDHCRkegaPD0iHFoyHDs4rjbe7+sO6v88fCtHwRXCxbZJv+w+WWHlS7/RdmiUm6ukZ5ZnaSBjUlueCLs+XDbORHLVvPhqZe/X7TArFpLxgr/9v/nn9+n0g2Wb74mnI74Po5+j7njxWbtr5bgHKKWwCoZcPr+wXULj0gabl/7JRf31AnANm2BS4/skNSIYc7VWTd0iCQuTxL+1lXq5xzQp6uV7ZPz5KIrbjhl+sGxh/P7NF3vmCs2O2/3xwHekGdNqeMgtGTIDkfDr+pn7QSFSuqX4Yld9j4jR4IggcodJkUF2koVSSYWHQJS1h/O26g6uuvv84vfvELduzYgW3bOBwOZsyYwXXXXcf06dOP12kl7B2woMPDxhqTsmyxY57YCcOzFMB1+iEjSZXB9KigudPWe31hOZ3TyiDbKyfyuRlK6LxObfvGQbFe5pao5f4Ls6G3TzIAh9rkGHuCqurPLVEbRqpb7Y3P7JVDLcuU5lWOD7Vh9am9KTYxsrFHjuhIp1optjdq+NRHJqgqW92mfV40Tg6xyw8BS040FBE7INktZlHdUsgqhnA9ZObB/evgvtNgRwucVq4K/xO79f3HZMNHJgpUHpFmHd+KR8I+cNYdNOgKmWR7EwK9b2c5Xot1QRfdIVXyE/bBMxODC4rgtHSwHLCiVYDF1bPkP+YWS2vxttf1XE+P4oVnjxEY8MXZSpgMlOhkeKUx1z+hyU+WVnZ2kro1JuWr1W9VjVoMY0NsHIb8yKzi+GcvnaQE6Lcb5QMLkgVMLBkBV0xRMnr9XH1+W4PAov7AxbQomBG2xJibVRRtdbek1z23VOy1DK+Kis/uUSJ460J4fJeKgz6nPjuzKK4XWdMlsGZWEZxeDk7CRCIWTtOM6jTH2adOExYXwYIs8NrgccOFFTZzSmySbT9mvsGSb3nY+qBJW5UYcuUfshh2gkXQDIDTjR8nlgUe08JtBd+aLuwIelj+I5Ocier0GMrSvWBaES6dYLPyiMkzewXKjMyAT0yyKPAEh9SCS0wyPv5mWfagkgtHvx4OW+T4bZJSDFLdih1PGaUBUl6nho26DKhwgR0E2wGr2uCNmjhzNcOrNZSXJMAoyR2X6vjWEgEg2xoGAqoGag8eni6m2JfnKX6zLLU59wdUY/bsXrUQb66PA6SFKVpP2VHm3sgMPYeGT4sCMxZsbxgIwJ4yCh7fORBQBX33327U86E4Vet2VKa2j1iKhcuzpOXf2KP3Xq6Kn+u+Vv1/XI5kEk4coWt45TQxBl+pVmdZf8v0au6AGZU8WFgK546BF6sF8N6/Vvv4cCkM84JtwspmxdG/roSbPw9dy6D2DQ2fyp1gM+lScCbbGOEk7DAUzzEonG6z8zGD+o0CgcZfYpFZESaY6P//r5tt20RsSauBZlfcfoKKezublBt9eprIKs/sEaNzZCYsGCbCSYZXLNFXqpVbTS1QvnXtbHVjHOqAcV5tF5PB6A3pnspJgun54HRKhs0wBgKqIzOUNyZHNYqL02DDet3z96/ROv7oRPkvK9pib0eZoU292seMQv3udih/rGyJ6seWao3bdpSBGmWQT8hVa76B2KQ2cM9pWmM+l8CV6ja9nu6FP8Q6I/0CTlcdVhE1ZhFLOfAr1dGiSoau3xv7dW69YcUew9NVYGntU9HVNLRGn92j+GNsjiRFMrxi80YssYVXHtH3Mw1YUARLssERgZADcMD4r0DdC1C3HDprIH8aTL/axkrqG1CwUJEx4RsTlrDB7LjgNs8//zxf/vKXGTt2LF/84hfJzs6mqamJl19+mU9+8pP88Y9/ZObMmcfj1BL2DlhP2GTBcHjzEEwrUovTqAwlrdMK5VQilgY9VbWqav1iFZwyDNY1qDUq0ysh/XW1cmSpbgGkC0vFFtpcJ2fXE4JmPzgccobzShWYfnG2hMc9DvjsU0qGb10kZ93hVxD7/RUKgjO9YhRcO0ctk8/ulTM/o1xB54gM+MEqOamrZmifGBpytbFOyfKr1XLkJ4yIsmlHgtUNrmywcqH+ETjlWlVTv/QSfPckVU8n5auly+1QwPz7TbBomIXHDjF4qpewhP3/2ZEeRaq5ifb/t7Vsn65PXY+D0RmJVfhBM7ft5chrDnY/YRDu0zTxqYtgwalwz2ppqZ5aCA9HW9W7g/IpmV4xUgtTJRnQF5Y/WVAq8LH/MJnxOZKheXi7fJiNioiXTJC29uEOveY0dbxNdUr+QpbAzLNGK/H67UYlc8sPKemcXihQ5+/bBaYYqGX3y/PU1dEV1Gs+l1hg18+VzM5P1whg9TnlC3c3a+BiDCC9dZGKi06HQNbzxsrnhiwBLK9Wi4kzMlPH290EtmXhigQJA+FQmFNG2ry6X6Cq2wG3TIbuF6Fyhdp2XUkw5QLIKogQNCJEAEd+hJk3uDEsB2BjuYOEsegzk/jdJoOdzdpffrKDT091UOINQCRMsNMk2AUNG2HJ2bC039CO/nbeGAuXFSQSsllS6GBesRsbA9OO4IwEscKDCSgk7P1mTsPJ7ocNHD648FQozlSL65OVej8nCT45HoyVcOjZqK7ufJh/Jty1RaDLmaO1zs+tkAbq39aqGwkEMH56mor+MTMQqFHdpnkBgYju+xNHCBS5ayVD2tqa+CTtqQX6zCPRwTgfnaj4+M9b1KoLYrV/coqG4q2t1WtlWWLTDWYhS8+HQx0677ClZ4aBCkev7RcLzkbMu4vGRcHVan1++UExfC8Yp/kD33xd22Z4xXobk604OWanjIJcB0yYCOFeaF0D2x+B0z8pua4rJ0BWE2z7GRyKsllzJsKtH4ef7IE7N8HMcjhxHpRl2Fh9NjseMRl9uoPKp6Fxmz7jy4apV9hMucLGIoLlDhJMFD/eFXM6TTbXxn9/dq/yn0snqXhoGOBzQJete/WjE6ODlmwVKHOTBXj+ZLVyupwkFQx+skYA5TljtI9zK9QW73ZIPmB+qfxeMKKBiZY9sJBw8kithdhwYwO1xn9lnvxbU68AyrE5AiJt5FNt5JtBhdNLJsC3l8nv/m2bfPO1s1X86O+bTy/XMTfUyh86TK3Xx3fFB2Bl+eCTk0XgaezR0Khfrod73xTIPLdE68004qxdw1Ac8VKVniknjxIrdXaxCjuNvWK3/n27gNVzK8S+TXYLdH1ur9bm2ByxZX+5Ph4jfH2RCq8OA26aDKFlsPd1sELg9MKIM6HwBMg6H8acD629sK0DwlkRzEBifSUsYf+uGbZtv+tR5TnnnENZWRk/+clPjnnv2muvpbm5mb///e/v9mn9RxaJWHR29pGZmUxbW0+iRayfRbwp7GkxGJmpYO6VahiRrgqjzyWH1tAjUHJ0tqqCpVGtmD1hVeF+tCrOCMj2KYgLW3KuPofYrrWdUJIOmR7oCinxm1EE96zU5MebF8ipfPP1+Lm5HfCV+Tr2H7cIfH19v5xkxFIAeOcb8IkpSoJzk2FPs1pAY9NTQY5+Qq7A2RwfrDgCC4ugKSAnXpQCBQ5oQa2cN1aA1QmVKRIUn5gnB/qbDQM1vibk2lw93cII9A55fZ1O83/yvsvNTX3b9yMRi9bWxFCvoeyVwy6e3u/h6ol9uJwGqak+urr6/q0J2/9LFrHgF9t9XFweYHHxf5/V+35ez++FNfmfXD+n6aTmVQ+7Hj22jTRvCuReDklAx1J4daSYWuWZSnByfPD6wTiQMTZHvqnDrwEXJanw9x1KCO85TcNvBpuI/fmZYsv8ZqPAjOo2sdqOtg+Vixk2MU+yMHNLxC79zYZjty1OVZL16w0CUUrS1AWxp0XgydF21mgloLEJwqVpAoheqRZw/NBReq0nDBfI0uHX97ds+MKMCHYoiG3bhMMRTI+HtfUu/rDZ4JOjIekpaB5EomDCRyyKTgwQioRxuTShxIpYbzFDw+4kvrHUQedRDDwDuPMEi2yjl3BdEsu/rb/hsDOhYSr8da/OOdsHY7JgQp7NtNwwBN9dEZ3jvZ7/1ZqE4+sr/xvXx2W42fwzD4FumHwr3L5yIGs8Zl+dAnU/gd5oC2xmBVgXQ5spkKciCkjcs/JYveJUt4oU316m308dJaBn6VFt6yAQJc0NT+899j3QoB1HtCh/w1y14EdsxZNXTFXB/2jL9knj+ZaXte2X5ylOHsoumyzSQUW29j8hT8Om/rl78OfNF2YJGKrrllTWnScK4Gnz61nSf1jWDXMFeEUsXbcRXlj/VQgddUsZJpz4PQg5Bai2Hxj4vicdRt0Md25WbH7DRMjrtqn8h0HFubDlT9B3FCsWYNFtFq7i3vfV4Lj3gq/8v5jH4+L5Qx4e22VIviJP+VxXQPlWdnS+xe1L4eqZuneKUrVdukdFhxS3pAJA9+UZ5Wq/799lcfVMEWLGR3VRuwLqADRNgaIGAhhfqlI3yCUTxIQGgYYT8rRWx2RBQSrctULrJhA+dk3H1s9VM3Ruf9ys/PCuFeomOdQhhjpEdcdzBNBaqP0edI5/3hJnvPa3m+bHh9dta4wXLUDf49rZ8qXFaXoe9AalpbqrX4u+y4SvLtD8kLY+EYDa+z3bilK1Hn+9QTFDX1jFWNDzZEIenDZKz5STiqDoDahfc+y5jjwTAovhSPTa3rbYIscRJBgKv6/W2X9i/46vTFjC/hM7LkzVQ4cOccsttwz63iWXXMK11177Lp9Rwt4RczgJGx5sVGF7eb+GAxzqUEL4+C4lfvkpCjhdDlUDXQY4fODwwqF9qsYd7FC70KemRqca18ercsPTVemP7ee5fWqLPGuMtvv6YrVVPLVbg0LuOEEtTZk+VQQ3RIdSZfvk8E4ZBX/fCh+fDE/tUoV1TLZe+9Q0BY1XTJXYdyCiCqNly5m6HXKwbofA18xUtWlN8UHI0KCMlj740R74dBlMTYGpp2ogiNO0uftUONQOHX6b8ixId0UwAgkl1YS981bT7SDHa2Ea/3rb/2VzmJDlsantORZ4S9j724yAmz1PD/53bdwCo33QUwONW+H80+BgtwCIlYfVhQDR9rqxYs3EmKurj6il8azRKra19g0OqIIYabcuUlI1Olva34PZK9VisbocYsgEIxoyNZjVdIlFds+pas21bLF3/jHE9i9XK6GLgaqHO9WdsaZGrLhbFkoHLxiBqfma4v3Ebm0zpxhGZ9ssO2xQ2eJjZKbNzEJo6Vayd8tCKOiFlUNovlY+aVI0302v18OyAwaNvQbT8i3G5dj47ABbmoxjAFVQHPDwDoOrp7rwZdlvDa459BwU9cB3T5PEQLgB6t+0cXrAPtGBO8tDyBhkhwn7wJjhijD5Mpv2AwZ7GgcHVAH+cQg+8iHY+6B+b6uEE5JhC4rvRmaojXYwCKErqHU2PF3x6fRCuOfNwY+z7KAkA4YCVWcWKVZdUCpdw1hd8+KoxNRg1tKnzq6TRmr99kQZ9DE269FWnKZnTEwrcku92IVjc+DUMnWO1XXHt3+yUrHwwzv0bGjs0Xf2OMTea+rVM+kz0zRIr7UP9rRpm+IiyJ0JtUsHnoNtwc5HIXQuBD8OU91Q9RvoijIEAx3gPgQ3T4W0IBz+C9Q1GUz6OAQ6BwdUAbb91WTWl91YZmJdv1sWiVhMyFWhb1qhgPYZhcrLDnWq26KhR6BkTae2+cvWeNdfoU8EkmHpygljeqXXzhFYGCsg9gRVFAxFpG+e5hHx5pEd0hs2DOVyL1Wp2PlUlI0+P9oxEhtOPD5P5zO1QAzSERnR7xEdCmXZOpeWXuWaO5q0/831Oo+KHBUgnKYKFMlu6cTOKpZ2aaZXTNOIPTigCipOXjYZcpKlsXzCCOWibodYrG4HtAf0XQJhmD9MAG97QMXWTK/y4XW1KnyWZ4p12tCj9VmaplzXRoBq2NL1yPAqd3Y5VAzeUKuuyOmpsHkQQBXg4Etw0uk2SV5YXAjNLxvU13gonusmfaRFyNnHu0/BS1jC3l92XEDVsrIytm3bxsKFC495b//+/ZSUlByHs0rY/8kcDnZ3ehiTY/Lwdrh0oloMe0MCUl3ReRQ28OgOtWdEbDFY81KhoU9B1YXjYFlUIP+aWfDk7oG6VEsPilU6LkfMoL6QnNzLVQp2G3vUmji1EMblQWWTKpy9AdjZKBHyaQVq2/jYRDnwr72q9hWHKYd3Wpmqox+bpKmV3SG46yUly6lutYD1hcVy/WNUE2hOMTy2A+b44LIRsPtJKLokfu7NvfCDbfp8hlcVxOI0g/HZFhXJvRgpGrqQGGGasP+WHe42yUm0/v9bluW1qO1OgKofNIv0GUTeJg8PW9B9BEZdAT/bAEe64u+9ul+g6ScmwR1LBW409sADG+PbrDqiJOi6OUrGBiPitfbp9RlFYn4OZSFL2qn7WgWemObQAAooCXt0p5K/s8rlG4eyYORY4OhAu3z137bpe+RHE8FX9uu79/+Ow9MNPjLR4MGtsKbG4LGd8J2T4Kk9kLwfrs8Y+thhP/T1mNy0Il7dWVNjkuGF753kZUvj0Otub6tB2HDg9AQZc46Hyie0be1SGD5DfretCmLargdeNxh5sovyC0gAqx9QMwyg28vKHxhkjoKdyUNvW90GvtEDX6uthseDAm/6woProMZsR3Tw6sGO+MTuwcwGMARIHj2kqThVYMfC4Rp8+sye+Hu5SVqHQ9nuZsW+L1cLiPnoRDHXjrZ5JerkKkiBziD8en18va+pURx67RxJhsQKGEc6RSC4ZpYA1v5sueWHBFh9Zb5i47tWDGzBfmYPXHUK5Aegod+wLoC2vZAegj/t1XFvuRZ2f1+gKUDrdnBWwZZX4p/xpEHj2wzia9+PJEMSLvpdM4/HgdeWL/rhm+oEjNjwi/UCSWP26n6BqIuG6X5aeVg/k/PhzHIxS+99U/djZQtUvql2+ekFYoP+Yp0A0NPL4W/btR/DiOqh2solLSQDFyPgzChUsSCmU/6lOWK7Lj0g4PXZPSqanFEGbpfAUAN1ijy5W+e/7KA0Yr+zFK6bKz8N8NnpsOKQfP1nZ+gZkZ2k3BFDnSlD2eFObX/3yjib10bF2NFZ8pev9fOtbx6RVN61c/Qs+NNmaO7n89M98NWFMDoThnvAEYZdrbDisAoyzb0CqG9aIOJRUapijBeqlKdGhpDJAbDCEOoG73abFX+PL6wjqwxSSwzm35JEwBy6gzJhCUvYcQJVb7/9dj7/+c8DcO6555KXl0d7ezuvvfYa9913H7fffju1tXHxlqKiouNxmgn7D8x2eSjLMN/SGO0MyPGsPgILh6ma+dlpgKE2wge3qE0xYqvq9/HJqsqtOCS2wB1LxLgJWxrUkeKWI6zplP7qzCJVK6vboKUdFpfCvaslhH5qeVxUPOxUwLenRUHzJeMVzO5pViU03as2qiyfqpuZvmggHJbTTPNClletXisP6zMziuDCsXKYqW4BxyluyPNBrgd2PwQ5p8gZZnrjzhlU1e8K6rNLXDYeF/T0xuDmhCXsv2MhCxp6TSoSGqH/lmV7LTY3ud6aypqwD4Y5PCibGuJx63RBxkhY61f3Q2GqfElnQNqCz+4Vi8VhiAFz9yC6ifXdSiznFMtnpLpVqBuVKX8XDEvC5vIp8jlfmS//aNtqsfVEOzh6QkrCkvMFoJw5enCQJma5yRp06HMqubx2jl7P9kWZQkd9F+dRgESqR6yWz88QqNIRUPvkn7cee6yDHRpOMilfLKCQFWfWdAbA8XZddQa0R45dVO1+eLnaoCDFpv/Aq/6W5QPDtgnbYYaf4iCtxMmux0y8GdBxKAaoDrT9rxoMW+TEzAskmDYfQHPabrb9xcDfBsEuyHmbwWUZXgh3DXzNnQG9NXFWZ6ZXAMri4Yr1IpZ8wKrDAolOGaWYL7Z+hqcLAEp1R8GfaIwKcMeJKrZvatDaXTxcjLKD7bqX0z2SDmnpVQtxIKzX+gOW2T7tvyhVgxM9TsXIzb16Dn1zCfx9W3T9+aIDurI0Nd00o7rMR12HrqA6x04dFWfKp7j13Q+0S/bkzCjrPhwFj7uCYsq+efjY4Vg28MA2uPOsY0FVXyZ0hOPHffAgXHAmVD2k17wZA2UBHG6wIvrcUOZJB4zEYn43LRy2MICHdsD8Eq2R+m4BkiMyVICL3UM+l+6JWxZIai0SfaSHosW8n54hdmdPSGxNgMJkbZeXpC7E7qD0wE8cofcN4A+bxdT0OtVF6DRVCJyQqy6Oq2dpvdR1yw+uqxUbPCdJhYFh6So4mIbWqoGk3uq7tKYPtkOKRwzbT0/TmvOH1br/qanQ2K19dQelP26iNQeSzDhllLocI7a+t8epvPP7p+iYMS3XsKXv3h9QnZIvJqvDVO45MgO+sRiClj4b+7zDENHHdoLbq8Fvl2dpHxFLz5ilB5QL/2ClCi+pHg3SvKns7f/GTg9s/7t5zOtdRwz2v2Qw/CwnoUhiKFzCEjaUHRdQ9ZJLLgHgpz/9Kffdd99br8fkXW+66aYB2+/aNUR/XMLeG+Z2c6DDZFi6kr+PT4Llh8WWmVOsIK0nCCMyBXCeUSaH+Pftas+/YhokOSBgKejyh6EoTU777DFq+4i1V4zMEMi6qxFKnWBUwvgcGyPJ4tsnGrgdBn0RuHuFQWm6HOrHJ8nZ1HVLLsBtqjXyyy/Cj06HDVV678PjxER6cKtExjc3wMISJZrnjNF7NV0KIKzoRMXsJFUqH94vBpOnD1p3QWAJLN0jSYL7hmi3OHUUhEODUJkSlrB32Op6TCzbIM+XuN/+Hcv22vRFDDqCBhmeRPL2QTErySZ3MjRtOfY9XxZggK8QRvcJqIjpeuclw0cmqEi4uR5OGqV2waFs6QH4wmwVBj8zXQlfDLzI8Mq/1HXH2/Pzk5X8LDsoQOPD4+U3f7paRclTRsHzewT0vjQIcOiJSgR8f7mGNV41Uwns1HwBMg9tH/hdPjGJAS32XqcAmwwDjE3wlcVgeuwoi25wgHPFIZ3n1qhm6yvV8td/2AxdPvBmgn8Q1l/BNJuNnYPv8+lKg++fYvNU5eC493kVFm4rSAQIGgHSJoaYV+HGtBys+N7QtLXqlw3GXe4kGEokhB84Czqp26j7qWUvTE2Dx4zBWaQfKoGGx+O/u1OhL1WASm9Ia+jUMrHE1tbAj1dFAZLoAKqTRsI3X1ObboZHceGw9GNj1KtnKs7cUKuuqQvHRwfaRFRQt1DhI8Y8L8uUXuubhwRmxiQARmaI2ffIDj0XQOf26WkCV57dK7brl+dp0reJpA+eqhTYddH4wdnyINbr2WPiv585WtuuPKz9vbBPQ3RsVPS5cJzA2l8PoukMuk6Hw5CUC739no2FZ8ID/TRcK1sgeWL0FwPyJ8He5+LvjzjB5uBSgxFLpMlqD3L+Y86xsNxBEtNc3z1zOk121An0v2CcGN0rDynHmlIgH3fZZBXYXt2jlv2PThQYGLLUAVHdJnaox6l7tDsYHyx1xVT5sSumKad6JiqdsadFQO20QhU019fq3uwL67OziqX5vWQEPL5TLNOXqrRWS9LgVxvUObL8kBjem+uVy43Nkd9zmiLOeBzKT08eqRywpkvayCuinZM50Tb7TfX6XEGKXs9HOeLnZor1+mSlPregVIWPNw6oO9Ll0LkvPyRSUP+i5kcn6nn1240CWw0kL3JuhT4/MU+Atduh3xu6lTs/tF2xQWG04NIdFJj6wIa4TN3yaHfnn7bAHj+kFED3IJrKWRUQsYZmEOx/1WTEqS7RYxOWsIQNascFVP3e976HkaD/fCDM4TCp7HAxPNOgskWAaMSG3uhk5JeroDxbDujFfTAsTYDpL9dDZbMCtdY+8CapCpfhkxZUdZuc6A9WKglcPFzA6NYGJZpfXQjVj4E3xcY9NkTIH8CTnMzGOkhxG1w4TgM91vebVrlkuBhD/ugUSRsFuHta4Mb5CoBHZQqEXXMECtNgR4vaneaVwh83weqa+P6SXGoXOdRhc+kUg7oOGBNlKwQiSrovGqcK7ov9EmHTgCumQGfQIM/zbv2lEva/bIe7NF070f7/71lW9DrV9ZhkeBKZ2wfFAiYUfhQCrdB5OP66Jx3GXQ/1PWLJ/GS1fFnMGnvUKnvzAg2XyTmqA+FoC1lq8718itoZ+w+WaPfDfWslH5OfLH20hh4N27h5gQYnYqv4mOZWx8Or1fKb04vUpruzH2jhdQrEeWK3fO+KQ2oB/PQ0uHQyfOP1Y7/Lj6M+1BeNAK+bC//YAVeVg+GC5peg+PS3lxAIhNWKGbOqNoG580rgL/vhS9fDjnvjbb4A6SNsxlwGD6wdfJ9hG1ymzbWzbX6+zqT/DL0Th9tMzI4QCcafYZGIRcT047K8RAJDg6rhPiPRDPIBNdsi/re1ofYJuPZs+MXOgUNA5xbA2ABsi2owulNh4o3w8wPxbbY2CvD485aBw5yCEcVwli2Q9Pl90ij9/Ez41hsDb6397RqA8+V5Wt9hSxIeLb0CWnKTVGDp7if1VNUG31kG31iidTW7CNbWCmz5yWoBSDFr6lVcfNMCtfaOzRWQ+vw+gU+BiGLaZLf29XYWA56nFah4s+ZIXG+1vyZ0b0jsvSumiBU4VEEpEAGzX1Y54jSoy4a63fHXHAZ4fTDiRCiaCftf560LmDvBZsw5NpVPwb4XDWZcBRt/qynlMSuea1M01yIQSfjld9MMw6AnCJ+YLH/lMATyzStVO//5Y6UFuvyQChJfWxRnOf90je6hibkqKv5uk/bpcQhQTXGJCT6/FB7apiJE7N59qUprqSJHQ6NigyLLMpUj5vk0uOqBjXDpJBUTAmEBnFfPUh64qV5F0X/s1Pr54xYBl2eUK+cLRlQE/eU6faeFwwQSf3memNkQnaOB2KU3zIOtUe1Vw4CvLNA1aOrVGpxdLIbp7zfJt25v0Htrovmjy4z75HE5ygkf2h6/JlML5NefrlRRZU2NGLEH2nQeV0zTML1RmdpXay9U+/XssonnoKB1bBrKof+6H77yRdj1Y+hrif9tUwph5jWw/7Wh//7hAJimidvjJBQMJ7o+EpawQey4gKoXXnjh8Thswv4LFjLdvFJtctEEOaZpBdHWClsV7wvGyQnOKJTThXi7/M0LtO2oDGjqU4JX3arqYmEK/HOXHJ0/rOqiyxTDtaVXek/zz1O7QigqktcbNniq0uCcCiW8d50ido4/DOVZat14bq9YQr/ZqLatghQFpyZqv/BHIN0NE/J1ns/skVP7zTq9FtPBSvMI7D3coeq904hQmGFihcCbbVAc1fW6c5m0bE4aGRcoH5EBXgdsa7RxpIb4788XT9j/uh3pNsny2Lgcx/tM3h+W7rZxGjZ1PSbjshLJ2wfFHIR5rMZk4acNRkaAJoikQU8q3LcfLhgrdql/EDDCRmzMT05R0tbSJyBjMJuYJ2CzLzwQUO1vT1fKL8RYaUWpAlymFqgYWNkiPTgD+bEJuUoKpxWIadPuF/st2SVAtb8W5I6mOOvs7b7LTfPB61IrcKoHQqnwch4Ul0GWU+3Pbw6hwzalQOBNzNwOFT7PHC3fWROwmXMHWC2atp5WbOPOiNDuduAPD15UL04Fhx1hbFqIe0/1cKjTwB+SBrrPCGEEBxcdt91hCmc42f/q4PstXWgRsRPr+INohtsirdTxVpGkcR3kBOD2C6HegqBXBfJsF0QaYfJVkJwNZMOPdwzUTX7zsKZl9wdU+9tr+wW0LD0oQOfRXYNj9X1hAZ6l6QKZajrVHRWxtZ48ThVV9rTA01FN1Z6Q5gHkJEnG46MTxYzve5v1+6mpYr2mugXEbooOdP38TLUyl71NC31esti23z1JQE11q55rKa6hh+w9tkvM+6FA1bHF0HMhRAKQNwa2dMPv+zUaLiiEc/Kg9Q0bf7tBV63N+A9D6UKbpBxwpIbpMwKUnefG9jvpazI46bsGPY0Q7LHJGAlmUoiAkRg+8G5bX1+QGYUu6rqlLZybLFJMjM0cy5/W1kg/ta5L4F5nQMW5j0yQb4sNd/tQedxPFqYKMO0Lg9upYVNTCuTT+sICZb++SPlbUaqGpXmcIrzkJasg6TBEyHl9v47/crW0hD8yUQQfhwHfP1lFyWBEuV9Tj/xeskuzPm4/QYDxSSPh3DEqfMwqlv8NW/qeHqe6Dz82UcBnhlefiTHVzyjXftfVisjz+n44caSY6aDzmJQn5uq6Wr3316jEztljoCJbr3cHxaY1DF1bn0uxwOZ6AcYfn6Tr1tSjc1t9RH+TERnKYYenx/92f9ysrsnPzoD9fTD16+Boh+4GSC0CTzZUBiClfOi/f+F0WNtqsqvDyyllkOUKYoQS6zBhCetvxwVUBWhoaGD79u10dXUN+v7555//7p5Qwv6/LIzJyExVBy1LlcZXqlW9DEXEFDhnjIK0hm4lhN1B/dsRgKIUsYO2Nkgq4IIoczUYgRNGDmxbBA3JmFcCs4qg1oamVpiSn4wB9AS0L09US+exXWqf8jrlVFymNK78EYG5l0yA5/boeE09gCF9u+8th66Qzm98rlo4Njbox2VKC8u2BcbevVL7WZQfgKCTzoCL4ZdA+xZYVATLa+XwTaJaO5acW2m6Agr/YBlvwhL2Dtuhbgc5idb/f9tMQ2zVup7EJIwPkjkiIS4e7+Kbbxg4TQEEKw/D5gN6/3Dn2w+KqW4T+PHN18VCrciOTzGOmctUcvTGwbhe3GB2sENJKahV+Ia5Sjjr+w2+WH5IjNUJeWKsXTZFLf5OU77q5+sGtvH3t56Qzncoq2qT7zMDYt3duki+b1i6ktKbXza4ZlZ82nl/8zrVUvjDftPPz60QOFvbFbs2Fs5gH3aRTUaxgWXZBAGf4WZBqZuVhwcCoAbw6akWrkiASMTGRS+jk7SNFX57WkzYCjP6bJsjqwxCR83SSC2GjHKLYOTt95Gw96dFnAGmftrBsjvNtxDO5q36KT0RAovh28sEaH5lHmxKg7UH4XM5YpP1t5quodcTaB+x26ggRetzMBuVqTj01lfj22+KgiHXzhErfNlBxcb9O5l2Nmt46w9XaX01v81cmKpW8LigNwg/eFMM9JgtPyRWKWjQz9HnaSCQ65+7FXufPErrfGL+wKFDR1tXUJJXBseCyQtKobYHHuxScejjyfD7fkO0pubCqRHY8A3A1rqu32Sw63FYcruNndZLKEqdDRlB8AXxjDCwAF8q+ICIZSc6/o+TGYZJThJsrFdR4cvz1Enxl60wKQdCQQhE2ZyFqVGmqQH72yQTU9+te7S1T6Blkkv3ZXmW1uctC+Q7ilKV5318kvRRW/qUMzZG2bFXTlMhYdVhFdt6QvLZqR4RbjbUqQtj9RF99hfrRNhJ88hvXTpZ7fHNvVFWJ1qTl0yU3MeV0xX/tfkFzJ5eJuD0lWq12l88Xkzb320Sq3R6oXJC0PlNK5TfPdCu7/DT1cqLY+vlk1MUFyS7RSDyOpVrnl6mc7l3Vfyab6iT1ME3FsOv1sPufrHGqiMwtwTOqxCgm+IRQF3bBeeMVZFkVpFyYRsRhJ7bq7WZMRW2BWHeZIGsuWFYcQRmp0NGObQfVSx2uGH0xXDTJugLGyw7BOeOcXPacBLAasIS1s+OC6j63HPP8dWvfpXgEKwDwzASoOr7xJxOg9pOtSDta5UTungcmA6xVZJdasu4fIraJdbWKsh7ejdcPlVVuAc2SPvJacoRzixSC5XPKcAyHB0UsPygHMSqI9KNKcuELQ0Gk/LkZL1OBWp/2CSG645GJcyBsJzLRePhtWppzH3nJNjXIqdl2TCnRAHusoPQ7Nd5XzpJwGeyW1XLpQcF9o7OliN7ZLtYQDk+iERs7A4n3S0GzwbggolwZhDGVMBzNQoknKaqphtqYViGjTvUmwgQE/ZfN8uGmm6TOfkJTvR/Yllem9qeBLX3g2SWZZPp8PO9k7z8Y6fBn7cYfH4mTMi1eWGfQWuf2B5DWXYSbGtQcay6TS323UEVD7c1KBE7Z4w0Vdv6BIYOZZneeAvwxROUPPUHVGP2QhUsGKZ9b2+ID4eK2GLqDGVeh5LSIb9LVGrnxSp1ddR0ieGW6ROwUpgqfdQvzFJnyMpD8nfTC23OrTB4KtqGOSJD4HC2T4DyvlbY1WwzLNWmy/QRsQx8TgufEabPdtIbNrlgLJw6yubBrQY1XTAmy+YjE2wyTAGqMbOiIIvDYRI0PfRGTEzDxmdaOCOBt94HCHv6OOE7PvY8aVC7zsB0wciTLIafaBN0+hPt/x9QsywbV56fk77rZfvDBq2VBp50GH2OjXMc/GOnwUXjFMs5HdIiLMuGR3cKQNlYJ4ZqxFLbbvq/kGSKSV50BQWmDAbCnjVabcdH4/ghSxO9L54gkOTpPQKTXqnWtgXJcZ3Vjuiw16EsO0nrcenBgYBqzHKTVSS5bIrW6CvVeoaMytQzqiBFa/zUMpEEspMESo3OghvnaR+dAQExNV3x7+51wNcWSjuyqk2A09mjYVImBJrhpomQkgWNfQKQXq7ScT8yHDbfxjHrMNwH639hMvsmN5Yx8GJagwnjJuy4mG3bBCICAntD8PB2zbfI8sF5xeD0gzt6v3YFNHAKdJ+VpqvLYkqB7p/ZxXDXCt1Hd69UF0ZlsxiZ6R4BrZYNty2Wj/S5REw5ZZS6AzfXwxmjBUIeaI+vwzSPPveHTfClqI7qhlp1dEwpEHB551KRZa6cpkHEoM5Kr0tMTq9TOeOhDnWM1HSqgLn8oHz+9EKtj6f3iA0eiKjDApS7NvVoGOX0QnWTZPrixdUsn1jlYVtF0i/MFrjsdcQHX/YfbBljx66t1Vrd16Ziy4nFkBICyw/uPjCjUh9ep5i7qS7ltFMKlPfuaYan9ojE9KHRYsTPKFYROdkN7h7Id8FvKuErn4KsjVD3OoT6IHcylJ4HR5xw/RwotAE/WIaBI+QGM5RYpwlLWNSOC6j6k5/8hEmTJnHrrbeSkZFxPE4hYe+AJSd76LYMCtNUXfzHDrhmpqrVv9uoNqbPzYCrZihwPacCajtVWbxyulpC/BEFcxvrVEE70inHMyxDulbbG3Usj0POYGyORMRXHBILdUQGNPYadPRpiuq4HCWA96wU2+bD4xUI1nbpeMMzIMmpALo3rIDWMMBlyEGfNFLaM2ELVh5UxXJjrYDUWcX6/UA7fOt1fT7JJWaPaRkcWGnQUQMlp8O3d8PJxTAlG66ZpumnVW1yej6XTbLTJhxIMAcT9t+3xl6TkGWQm2Cq/keW7bVY3+jCtvWMSNgHw+xIhFSjh09PdBM2HGA6GJkh/cNABIpTBk7l7W/nVUhv8Auzpcv99deiRT/EGvnoRDjULl8xOV8a4f/cdSy4AgIzlh3U/yfmKdkbylYeVkK59IC6ObY2SFd1SoESzKMtN0k+c26JQJfB7IKx0N4H0wsE5Dy4Jd7CmJ8sRs+L+8RGnZSv5MxlwsgMg1+tl+7dGaPF1P3rVrVAjsoUMPvYToPSdOdbQxovmWCS4nLw8A6DnmhtZ0yWzRdm2XiMCFgRjHAIe7AL5XRyoM/Dbzaab+nYFqU6uGamg2xHH1ZEzzXLtrA8PYz5qJOKC13Yho3tDkl7MZHzfaAtQgQjo4epV7mxIy4OdBr84aBB7hG12f9pMzwSHQrnc4pV/ampAiMLU8Qoy/AIAAlbeq1ukALHhNy45MXyg+o6+u3GY7dzOwS6DmYtfZK/itnuZq2bfa0iC2ys0+ub6wXevL5/8Nv3nDGKaVcNIs+RHB1aE7TEqBuerudHqkcg0a/Wa47A3St4az2eUabn1o9Xx0HavGRdm9f265mzeLgAnnBEwLDbAekGVP0ZVqzUZzxpUPZxaCqE3FTpWroNcFcN1Ebtbx0Hwe5zwNuAyAk7vuZ0muxqi3f/7W3VbIxzxoCnDUKd0D5M99r6WjGXDUN5WYyJvfqICnD7WgWctvsFgs4s0j3XEdRabfOrRT7WydHcK9B1Ur6GHncHob5L0gAb6uRLH9ou/53t09q9e6W6Gi+bomN0+KVNfvEE7cM0ReiZXijCy9N7BBaDugo/OlFFjk9M1v3+odEqlLodAm+vnqnt/VFtcbdD3+OpqKzPSSPh4R36t65b16U8SwSbPa1ad/dEOx0vGq/nQJYv5j/jgy19TuXOp4zS/rMi0PAobFwBdgQMBwxbDFeeBUaqwOUtjZIXikmHjMuRfILTVAGlqlU58IgMAazGyzD7Q/DUfvjOZkndnfBF8JiwswsiJhQ6ILIX1j4IgSibPX2YwawvJGGk9RGxEvlFwhJ2XHobGxsb+dznPseECRMoLi4e9Cdh731rj7gIRAxGZEB1M1wzCwKWBLuHZ8Bnpwus3BUNGiMRSPdCYTL4Q3Jq3QFVEYMRiY27HRoU8vhOtUHdPB++NAtOGCHduEBECWggDF1+OYW2HlVCDVsOaVi6gtAtDQp4H90pps+ORjn4zz4jJ/fQdrjtdSXGN78K178I1z4PN7woEHZytNKY6laV8JEd2vaBjQJUU93wtYU2XsuPYUDYD41bYJoFE7Pg6QPwnQ3wjeVq05yQA5UtNiePhHDPINSChCXsv2BHuvWYz0uAqv+RZXstAhGDtkACUf2gmW2DHQpiAL9Yb9DaZ+B2ii3a2wOfGz9wOq+BNMFzkmBmMcSGyOcnK8k8eZS2/8tWaTR+e5lach/aLr/oOYrwvGiYkr+YdIBpwJgsOHWUWDyuoyKz2FCoYETHNBAD7IxyHb+/ZfvEuFlfJ0mey6cc+13OGSMQ1B8R02xdjQaBxAZXNfRIN+68sTq3rVFf+sv1ktjpDQvQ+cbr+s4NUXdW3aaBXheMk/wPyB+ne+D3m+OAKsCeVoNvLzOI2AaEgtiDTL4wDOiwPNy90hwwGKy2C+5cZuJ3HEvFDVlhgs4+Qg4/4cQwm/8Zs20IuAx+tMPge5sN9rVJE/jeVWqrj1lfWGDHvjZ4Zb+K9NsaxBz3hzVk6lPTVJjob8PS9Qx4IdoaW9et9XJWlDEXM7cpZt3bWYzYlewSy21eieQ3Wnu1HueVCNx987CmoruOWr+nl4mJGorE1xno2XDySGk5OgyBMKeOElj8l61qhX6yUizYdn8cUHWZGoL3veUDWa+NPXD/GsmZTM4XQBSOCIC6ewVk+GHll+HwyvhnAp2w81dQ3CNixFM7wT4C/reRIoHowLGEvactPwX+vFndC8kurbnCFMgsAp8DxqcqB8vyyf/EBlWFIgJJMzwqBNo2nF8RZ3n7XMrrfrJagGpJWrxLMWRpTT6zR+vNRrmjhfzhvlaBnLHhUjH2bNgSU/VX6wWmzi3RPd/Qrf3HCn5pHj0PYoCqx6F11N4H31yicw5bcLBNTM8kl76TZamw2tKrbsWvLlT+ui+qye51av009wrEvXSy1qFl67xB3+XRnWKHR2wBuL/ZoLjA6xQwfW4FOA3t0xmGun/AkaX68LAlMP0GyF8I7k7p2B7uVK7aF9b1OrEUlpToGecwoDMoLegNdTq+ZYvxWvcUXDtR32FHE/x8F/xoh757RSZQD9t/FgdUAToOwRu3mzgC3nfh7ktYwt77dlyYqlOnTmX//v0sWbLkeBw+Ye+ApaR4WF6rdo3X9otBOiYXnt2jVkITWF0jR/fmISWdIzKgrxd+vxk+VgG0Q162Wh7PGq22Dgs5rfIsgaJtfu1jSr6qkU/sVMDockjQ3DAkPfD0HjhzDPQGpJvVHtB+c5ME5DoNWFiqJPKLs8WOjen1HG0Gcro/WCFtmrHZckafmipQ90in9pnls0k1goQDYSzDoGSezf5XDbb9CE66GM6ZCjV9Ev7PccH2FqgoALtvEApEwhL2X7LD3Q7S3Bbe46ag/f60bK8y37oekyxvApz5oJlhQGOfSWWz2oIf2yJf4/NBcSXctRj2dSsByksWayViK/l7tVoJS2zYzPpa+a35pfECnI3AyGBEPnF/u9oiK3I0xTfNo8JjmkeJzPBMgZI5SdKrW3FIDFUQ0PqXrfq3JA3uOU3yNX0hnUNfWJ9Nc6vLo65LjJnbFkO6D759ohK8iC2/t/SgBorcOB8218lXpriVEFe3CXgJW5oGPqNI24LA0WBEwE1swM7R1hVUIhkDQS+fokRxMGvzw4FOg9FJxuAthE43j+8wBmXqBSOw7BCcUeogHEqsz4RBT8TJ7hZBnKlugTeDtcaDYtXPzdBzYEMtPLhNwOlVMyUTddF4ARttfXo9y6d77vq5useHpUk3tTBFz426bgEyRalajy5TgNDR5nPqvC4aJzLAmiNi3pmm9vXoTs0k+OpCAUAFKfDdk9VW3NKnZ9H6WnjjgAoqUwrEcrtymoCXDXUqhIzPg9NGwbN79Uw6c5GICTub9Azo6ceknV0s5u1gRPGILYbhKSOBMExIgRkn6FnTthpCQ1zfw4/BN78IgS5YewcsuInBxVgBXzY4fAm91PeyhUIRWvtgU4P+hN8+UflQax/4HbDCA607lQveNB/6giq+pXtUjHjjgLS5n9+nokBvSL4MdFs8v08+9MpoQaO6TYBfU28chNzTEi8Q5iUJ/AQxTs8eo2JIZ0Dt+n0hnVt2ktr097fB/GHqHEmPSu98dKLWRMxOK4NFpYoH+sKSLGjqhcXDBHw29ur1rgCsPQJzSlXwrGqHvS1atzMKNcPjs9O1rv6xE04coRxydhHUduu5EeswidgCjW+YFwdhzxwNk/O03YF26TFXtWk9p4yDvCCUfRZq/PDIAbACyosLUnQ8gAtGwIIC6LHhlRpoD0al8EpEWHqpSuc0IQ+S58LO+yGnF755AbQYypWLvUATNHVA0+OD3xfhPmjYZJI73yQcTlRGEva/bcclzf7Wt77F5z//ebq7u5k8eTI+37Fsg1mzZh2HM0vYv2sul4N9rTApFz42Ce54I6pLWqEWxXmlcoCzivWgL0iWptOTlXD+aAjsBs8ktdZfNE4O9kinAtk7l6qSHrOVh1Wt29EEZ1doW4cJGGLYTM6XTmrEgqANW6phWpl0ZTwOOa8/bFJLQ1mWANaGLunh/fDNY2O8Dw0Hpy1A9bcbFRyneuTEk1yqeDZ2Q67PJhxQZGrbNr78CDnjDJp3GVQ9BMYj4EmHHiD7RqjssJkzzMJ6Gx28hCXsnbbDXSY53kSw859aqsvGbdrU9phMyE6kex80M02Tgx16/m+sle/5wUo97388C1qa4K975Wva/Zoc/GSlAAaXqUGFP3xzYGFuTY3YoxeOi7fveRxiiRSkwN+3id1Skg6/2iBd8A+Ph6++ogQ1ZksPxPVa/WEBnu1+tSBubRBImeEV8NkVFIB03Rz4/Sb46CQBM9fM0ue/u1yJbYpbzLR2v8CiG+fBd5cN9LWrjqjAGRuec7BDrYMxu2SCJAHOHvP2A21iA73OqxDA0zAE8AJqIx2bamJZx66xMCb724Zmiu9pMTm11IQEHPM/b4ZhDBjslJusmHIoa/OroHHba/EYcHujGODXzpFmZHOvNAe7AoozpxYIhLlyukDQH60SEJIUncwdiGruXz5ZbO1Hdhx73A+PF/DTHRQzL2bbGsWWvXqWnitPV2qNByNaS99YLECoPSoP7HGI0XrWaIE2T0U1TmO2sU5yBQuHwa83qBB07Rzo9CtOf77fMJqCFAG1Q1lVq9hqPdugay90nwCuVMh/m0Fa7QfAv1/zFVLyoXY9lJ0GVS8etaEB0660sDwBSMxtfc+aw2FS1RYfxNjml852SboYyTHb1ihW6demQs8/oe3j8J03j/VvV80U23PhsCgTtF0t9WuPiIQTA1IPtsc/9/w+FenOGaNCYJo3Pozp6T06boZXueCX54tVftE4/ZvsFus7yxffZ5onPgxuQakINM198ol/3KzXR2Uq/zvUqefAhjoBnVfNVPdjcy+8fkDbvlytQuWWBslu3LJQ1+j1A/rJ8MLnpgvoLU0TqxTEHo0NmTphhCTqTFMs2/6+c00NnFgC514Nf9yq48Rsc73iiUsmwM4jMMOCjc3wt37rfFsjPFEpVvxdK3Q9x2RDuADSh8cH/LlTwHTBzhAs+Q7s7RArdShr3mWQv8BEtKiEJex/144LqHrgwAGam5v52c9+BigYiplt2xiGwa5du47HqSXs37RIxKIo1cQ0FYzdtECMzMOdcoiP7VRQ63MqGE1xw5IRAlnzQtC5H1r9MLUQWnv0/nkVapccky3tJstWVfJIp8Tyr56lVq3PzxAD4Ildak/sDaqVa0YhtHXDNLccv2VLo2diAVwxXQ6kqkoTmy8ar5v/zhOVgFa3ydGdXwHZtdDZCB63nM/ju6RDFbH13VLckOq28Yb7BriQoOlnxjU+6tabVL1gEu6D7IlQdCYcdthcPtnG8L9NFJqwhL3DZttq/5+YnchW/lMzDMjyWtT1OIDEkK8Pmtm2/RbT5ZGdcMMc+YPHd8Evq+CzUyFUKdAy3aNEa3VUv3BuiZhd/QHVeSViqlq2mGGzi+O64feslF/77AyBNgbw1QVizLT5xTbtDsrPHe4UaPLgVvjWEoEnL1eLIec2lazZ6HMx6wpq+xNHxod27GuVT0xy6dz7g6eLhws07RikwPfsXrHkXqkWYygQFjjzickCeM+pEPjzmem6Vv3b8mOWkwS1DWLPNPYoeR1qqnpRytADaRxY5CbZtPQNDqwWptg4sBNYTMKwbXvAkKkOv+7DocznVHx584IomFotICdkSV/4ymnSZQxE7+/8FMWB6V7JVtV2qugAce1CEJh59miBNKOzBIi6TBVnMr3ShsxL1jo+2tr8YvTNL9W//dd4qkdMvCSXnkchS+BRllfswao2AUxHx84OE+YUK/Z2GNKD7gwMlA1oj16rg0MUSvKSYZQN6x6UjuOkxXDvdvjGLOCvg38mOVetwrseh3k3QMNW8GbB9M9B9cvQ2wwZI6H8wzapeSECCZbbe9osy6IwVYSZI9F7f3axCgAg/3bRWLW4m1HtzhGfgR+u0rpaPFz3YcSODzQcnQUTc2FkpqQqDrRLhmLVEd1zEB0c2aT/13drnZ5XoTwsGJE/GperokFnQPs8Y7QA2wvHwUvVKoJsrde66ArEGbKBsGQMekLSMwZt85d18e990Ti9/9xeFRs31cNHJij/PLsizgwFDcCybfj2SWLC/2MH3DBX32dtjdbkoQ6YXaKukDU1kvgIRcR0H5Yu8Pf1/Vr7DT3a5wVjlZ/atgDoI91xQNVA13Z2sd7L8sGHyqGvA/6+Sd/vjHIRisJWVM6nXrnt7zepeHTVTBh/HTSthtrXIRKEwplQcCr0pUBvGyTlQOfhwe+N1BIbOyFcnrCEHR9Q9e6776akpISrrrqKnJycf/2Bf2EtLS3cddddLF++nEAgwKxZs7j55pspLy8HpOF61113sWzZMhwOBwsXLuTrX/86WVlZ/+dj/6+a02kyLkdB3VOVqsbdukgJYIcf3jyiynprn9qhnt0nhsu5FbDYAe6J8M9NEg3//gq453QllWOylYj+bG28slmWqUCwvlss1aClQPFD5QpsC1PVGnW4E0ZlQ0+r9HAyvQJ6DRRsTsyTU3KZOsauFgWTS0aIPQCw6jCc4oWmnfBamoLlD0+Qo3IYasfaUAenDgtjDSLMHTD7yJ1nkj/DjWE6CHsgZNhMIUjAn0j9EvbuWkfQoCdskutLBDz/P5blFVM1YR88syybklT7raTqx2uk4X3FFAgHweVSu91Te9Ri+/r++GdnFUtrMGaxoTf3rYm3/I7NVhdHbpISwF3NsH+VmDmjMuXH7l4pHwQCNT4xWcnhtkYljF0BONin8/vrVrHfhsIeDnbAJzLkI6+ZJb98wnAlgv/cPXDbmH7dULanWXI9Z44WkDQ5X6ycx3bFAaTh6RpC+cfNA4f6OE3J9+xsElh1qEO6jjHmbn9zO2Bcjk0kOPiXMiMhLhjr4vsrjwVVDeDUUTbhUMKvJkyW5rLITzZpiLbKZ3gFnvYNcoucMEJM0o11GlZzw1ytiUBELb9uh4CPX63X9tMKFNuWZQkEee3A0Ofx7F61QQ9L17qNDYBLj0p+9NcWPtrWHNHk8jf67X9ynrqy1taoZfknq6GmS+99bKJAm49NVNGjf+w8KhM+OUUg7w9XxYsouUka4PPCPq3T1UcErGyoG/yczhoJm24VoArQvgLGzoAmS91YgUHA2LLT4MAbEOyC3hYI9kLhDOhphDFnawaBtwKMdItAcIipXgl7z5jb7aQ0TTle2NJ9Ux7VAl0yXEXFzqAKfq8diOqITpL/uGqm2M4/Xh33XxNyVXhwO+SfPlQOv14vn7nsoFjV2Moflx6Is8k31knu4uSRKiI6DHVTTMkXELm1XsfY26JjfGyiPnfiSPnTvGRJ8DgMSeycMkr3f0uvAEeIn+O8EoGcNvJ3MRmc0nR9/239mKKXTBAgu7NJ/t7tUG55oF2yHt9YLJA01QM3vqihW6eX6RrYaPBWWZY6M6cXwp+2yG9OL9Q1rmwWgHvjPLXug3zg52eqK/RHq+LyHZPz4NKJYqB/apqKnzH/6zL1nX1O5cXJbnW/dAXhrFM19Kq+E95ohJUbJDHyoXLIORs6f3nsfWGYULrAIpSQ4ElYwo7PoKra2lpuvvlmzjzzTGbPnj3oz39iV199NYcPH+aBBx7g0Ucfxev1csUVV9DX10cwGOTTn/40hw8f5g9/+AO//vWv2blzJ7fccst/6dv979iuJgVvlq2K4LIDchjJbrUvGIYC28oWOaR7T4Vx2WAWw/1rpXFjoMa9ymZV3POS5BDuOhm+d5I0r7qDCmxHZsjpWbYYO029kOqVI59cIJ2YNYfBGAHtvXJufWEFoLtb5EBfqZbOT3tAuqzdQSXCPqd06J7bB85i8LjgkyX6nj98E259FW55JTrNcbiFIzx0D38kYhFy+AkaPVjBHhyBXgKBROKXsHffYkOqchNDqv6/LNtrUd9rMgSRLmHvc3OH/dx5osUFY9VC+/ftSqg61sGBp6WxNrdIfqe/PmJecjyBmZKvhKSpV9vPK1HisrsFnt8rAOW2xVH/lqyBHuke+MsWJainlwmUPWUUbKmT/pwjmty1+eGvUcmAy6YMPVE8ZkkuCIYlb/OhcgGt43Nh7lGzP5NdvO09bRiSH+gLy3+3B+Av2waCUwc7BOBcOnng8a+bo//7nCq67mjS915Qeuw53LrQxhPxD3jd4XSAy43D5cK2oTgpxEcnWG8lvKCE9drZFqnGf19Lx+EwcBluXIYbh+NYcDdh76yZpoHLdOHCjcPxn6Uoroifm+dbbzHQH90p1nWaZ+B2M4tUwN8YHdayoU5MtHMr4tv0hKSDvHCYGOavVGvgaGmU5fZ2xMqwJVD1njfjgKrDEAi1q1nDqTKis108Dh3jzNEws1CMsyyfWH0OQ6SCM8eotfljkxSvxgDVERli3Z0a7aD65+6BbdbVbfDT1YqxOwIq3Jw6KjqlfLeeNaah77qnWc+h/kPtnKaAMVcThPo1WVkhnVvAgslfAGd/BTcDRp4ssKXzCIw9H/ztUDwT1twHa+/Xz8YHwGPauCMJPaz3gxmGgYlATsOQhExOku6hk0bKH9Z2wQtV6l48b6zyv9nFard/uVr+YEq+JCuK0+TPfrNRoGYwEh9s1ReGTXXaZ8SSL3L3G/boD8vXdPrF9PzaqwJa71ujHPSpSq21QCTepXHLKwIjzxqjYt81swS8lqRFgcvosWPr2ucUA7QroNcdZvy9o38fmaHzWXFIQOaDW/V9X9+v9V/bLUA5P0X6zVdMlWzA1gYBonVduh7tfuW2DlPPrCn5ej5FLEl4LBymNf0W6Fuq31/dr2uV6ZU0wuLh0BZQN0xPUM+iaQUakHlamQhKbx5WjPLARj03XqmGG1+GDid0e2F9YxScblWObY2AYWcxYCqf0wvzvmJh+xJrOGEJg+PEVB0zZgz19fXvyL7a2tooKSnh6quvZvTo0QBcc801nHfeeezdu5d9+/ZRU1PDyy+//BYr9tZbb+WOO+6gu7ublJSUd+Q8/tcsHLYYkWmyq0kVw/IstV78ZoOcwfVz5bBmFSlg8zihJww1HZDsUWVzVCYkuZVg/mEz/PA0BYamqQEUO5vUavXZGWIGdAZgTpGCubAllsFnZgCWHHBOkiqQa49I3/VX68XsuXqmkuWPTtSUySd2q43/6Uo4d6zaIL/6Mtx1mvzFl96A7y6CHOD6idDrhNYAZCXZpDrCOEKBQScVJyxh7zU70u3A47BJdSXu1/8fy/FahCyD5j6DvKTENfwgmWmaBJ1e1tXEfI3N5VPBYRrkjYOmwxqeeFlUYuZwUCBMiltJ3dQC/X7WaMBQV8a+ViVOX1skP7W1Af62TQDi52cJQHlkB9R0w3VzlRT63NpPZXNcJ/XKafDbTQJ+rpsrvbVfb1ByOcSsF/KSxQp9dq+AkLxkJWNuhwDW08vFps3wyleOyxHAM5hNLVACWt+tLo7BWpVBSbE/bHPbIhvTgGS3wW83GozKENja0qv2y1+tVzL71YV6LckFyW6bAm+ISEAZosNhEHD4WFFjsKnBJNVt86FyN3nOMIsLA8wpdlPfbeA0IS/JxhUJYIf/e+wYwwBXxEd7pcn+V4U0jTzZRcZoi5Cjj0QI8M6by/bQd9jJvhcMwr0GRXNcFE63Cbn7hpSI6G+WZZNEL7ct9NIRdNDYCxleg2tnay2Eo23xlc0qCPTf47ZG3aOgGDYY0RDWb58ozcgd0RbkTfVqSZ5dBM/sHfw8TisTwNKflXfeWLFN97Uqlr1ujkCoDK/YaW5T7cTLD2oo3bB0+P4pWvs/XSOwZn+bAKc0j+Q36rsFtrockgz4zHTND+g/cKrNr06ua2bq+68+onh6TomAo68tFLkAdG43zhPb3eXQterpgZonBn6/jLkqtpxdAaTAlDvAagMjCFklgAW9DXDy9yHcC111sOEB6G2K7yOzDHod4HG4cViJ9fRet2AwTEOvm6IU3X8fmSAwr8MvXzc5Xz//3C2Qcn2twMbFwwV2jsxQUWBzvQDEDI/8aH20y+GFfTCzWPecOyp50+YXSFiUCt89Sb7DJu7besOSDgCtz+kFAklru8SQBcDQMcKWZHtsWwULA/jGEt37C4fpfo9J2RjAgmH6fouHA7bW3qLhartv9wtsXTxc25w0UkDuOdHiR0we51CHYgCPUwWbvpAY8oahwkqSWwDtm4f0TPnFWvjSXH33i8YJkLWBLVG4ZHyudNkXDpPvnlcigpKBiq6jswSi+lz6Xoe7BJ52BtRtMzEPXtqnGGVMjvL2jf3Y6ZYNz1fC+aXwrUWSz/OHoMAL3TYUf8im7GTorQeXB5JyLCLuAOFB9NATlrD/RTsuoOqtt97KjTfeSCQSYerUqYMCm0VFRf/WvjIzM/nRj3701u/Nzc387ne/o6CggPLycv7whz8wd+7cATIDixYt4pVXXvm/f5H/YXM6TdI9sLRVlco7lw5k0aR74dwxqtTNLlH7xqwCmFEiZ+Qw1QpRgKrjRWnw+E5NZ7znzXiQB2q5OGeMKp4VoxTwhaIDOpqiem1nlEsfJzcJClKlY5eVJHZQZ1AJ5T93wUcmimHTFYDFIwToTs6DrY1qTzlztJLSry/XsSui7S0fm2ST4+gjFIoklGMS9r6xI10muT6LfrLVCfsPLDs64Ku2x0FeUoJt/kExw4Beh49vvWH28zUGa2uULC4ohsf3Q88uuGw8eKqhcJwSw4gNu5vkc7oDGs1wz4o4kFHdJkbI/esGaiJuqNPrY3OUFP5zF5xaBnevGMgAXVMDF48Xk6aqTUnN7zfrvXXRQVj9h8zozKM6b7uldxeMaPjV90+GR3cJ4DFQF0kwIuDkvLGw781jJ5TPLFKyu6dFbf19/RLfwayqBS4s8xMMRrBMH6GIg9klBvetURI6OV+J5TN7pDOX7BY77huLwQoG4n8PM4lvvWH2iyMM1tUanDvGyWnDbNzBXoZHGYd2cHBg+Z00V8THuvsctO2NPzybdphkjjaY9SUfQXMQMdmE/X+by/aw5zEXB1+PX+/m3SZ7n4ZF3/IRdP57evS2bRO2TX682uCqmepU+vgk+OV6dT7dvWLoe6cnKIDoIxNUbA9GBKDs6AcGrjwE18+DbJ/A0P5rHMRkTfXEB7kVpyr+/MHKOMhaGe2c+vxMFS/8YbHS7ngjfm6VLQJ1r5mlKed5yZK4MhBR4M9bBspubG1QMeSTU0RS6G8ZXq29zf3alXc1qy35i7PVjRVjuD67V9/tY5N0jC+Pgk39Bm5ljIa2DJifLMD3nqimpschYCpYA1+fDd6RsPEwZL0JtW8MPB/TCWMvhz/vNegJOvjSLB9mMLGe3svmdDrI9MKRLhUb+8u5VLYIFP3GYhUd85PV9r6nRQXCJJfa43+0Skzpqlbdk0mu+D421qkYueKgAMW/bxcwu75W4L/PBZ+crHvO8f/Yu+44Saqqe15VdZyenHPcnZnd2ZxzJOcsqGQ+ggKCoEgSJYqiRAVFQKIiIDkvy+ac885O2Mk5d+6q+v443dsTF1BgFrbO7zfM0l1d/aqm3rvvnnvuvRIV2McXcF7MySJ5eOscKkCTIgAI1lXVdY4XIHH5+h42tpIEg526ztevmMiycRBsCBljZXr/knKm8c/L4bVlRfNazxlFBWxJEv3dTi8wKolz5hezgb9tCqvUAZLJMzIo7nl9D4nRDg+v4+SRXGvqnSR2dZ0q9NI2XkOo4Z5Ppf96ZgTXFT342vkl9GWXVdLf3lDHc7zXK+izr5VrwPXTSXIvrQBum8sAa+8Gf5XdQMN64OB/AHMEIBQg6QbgjzuBO+fqELIT9pzgeHQYvakMGOiFYSFVL774YgQCAdx55519mlT1xn/TqOqOO+7Aq6++CrPZjL/85S+w2+2orKzE5MmT8cQTT+DNN99EIBDA7NmzcfPNNyMqKup/uo5QatJXTVH6PkDXdexsoorllR00LPNygCgzYFaARDNQ42IE7/ENJF6THMCb+2lUV1Vx8bcodOqcPtaYibIwZSGg05CuqwHe2MvOjnOyAV8j0BPJ9ywyDYJNoUEen0I1rDkYYe90MQUpoPH940bwe5IjuIFcXwNEmoJFzINO36UTqA56dz+NW6RFx1mjgBjFD13VoSjD/7c+mp+7L8KR8Pc5klDjlJHh0AakrUrBZ4e/jV3RUIiUALuio94tY7Lyzdyn7/t8/qbn5H9z/3TZhJe2iz7BuxA+q2DNtO3NJBfcAPwZQJzMBof13XSiXt5Btdlvl4UJ1XgbiZs4G1Uw3gDtm67zvMsPsqljhxvIjqGqZ7B6j6/tBu5ZyM7kv55HokfVqYo5bzRrmX5WwfTK/FgSpE4fHcVEO+uMnxTskLyyip8/Np8Ep09lM5Fnt3AsyyqZOukwU0VjUejshRpL9fiovOlPHoWQEQ10aFYoZsAu/LhllsD6egkVHQLVXRzrmCReu8vPMSzIBSIVFUKXgn8PBf/cIQ4RqgLcO0xOA/yaBJcww2GVoajeb0XRJssCLZukPoRqCO2lAm17JMRNkAdVT35X5vNw2cqh7k+gRelDqIbgbgNK35Yw8lwTVHyxIkqXFXx4QOCicdwHnlFMBdYvZ7GO8eEen2grcMMM7jv3t3LexNtJuLxXSgVcRhRJiHQHlderqlmLX5GYjpsXC3xaRmJnTwsD9S9uH1guQAcbxVw3jXPy6c0Dx6bqJGkuncB1JMFOAslhJulS3y/YUdFOQuqW2Vx7Yq0cl08jsTsinmUOQjVd63tIwIyMp1I3BEewhNeds4GWj9mkRrYAKQuBqPGAcAApOkmjn01n871dzWFi9m+7gJumA24VKDgJKJgH6AGgvRzoqAeSFwP1VhJE7R6BPW0SJsbLUNVvYXIfwTiy9686TDKJyNf3kMQ7s5jPjg6qn1WdIpkNdXz+lx3ks31cPm1aQKPa8sFVJGBb3L3PTiLy8om0OTdMZ2CjoYeBiuMLSKxWdgIb9/IZfmMP58apIznPnD6qNQPBvhuazmdyUirtWrsbmJRG22Iz0d+UAfh1qkiLEpmVkhbJz+5opDI12UEluC8AXDQuWE+1iSRp2kiWQliUy73BwlyuH80u2r3TCxlkkQR904OdtNnNTl4fwDWj1QVEmoGHVgN3LeD99Klh0rfVzbJCAFP2r57M80aaOV6A1/j+fjbqemDlwL+g00/fdkEOfeq/b+Ye5unN4SZ1KRGA1AFYIoH4iUDBCcDn7Tp+O19HBLzQh6dqpAED3wkMC6n6m9/85hs570UXXYTzzjsPr7zyCn7yk5/g5ZdfRk9PD958803MmDEDDz30EDo7O3H//ffjmmuuwQsvvDAkqftFkCSBqCgWEgr9Pprg9AETUhlBGxEfNGKC0biECMCWSANmlmmcBEh4NvUALU7gR+NoQIsSqEDt8JDs/OMapigCNFTnjQZunA78cS1T/I9NB9bUM8p3VjGNCEDjPTKeNVlXV1PZeuYoGsWR8Ux19KnAE5sYqVtSDigym5PMyQZmZXBzqOkka68L1oWzKwKRVgAwB3+OHByNz93hIEkCsbERwz2MIwaeADetMzIlREYOvtRH2C2Dvm4gjGQH0OIzIzb2m53/38f5/G3Oya9y/5qctCeDYVwy7QNAR0bVgKRYBtn+sBoojGeqXauLRGOIbEx1kHwxySQkn9/GmowAbeNxBXQYdzbS4RsZP3jzJoAO5q5mpvzubaFC9kA73/vXLhKns7PoLG6oA+5dTnt54TiqPj1+OodRVsAqA1dPYTObB1fx3LMySQ79fhWdxZNHktxdUkGH9sdjw8TL55Uc+z93DhynWQbibAI3fyogCWBetgXnjCKBCnBf8MQG1lSfmckxOv1AQAVKOxSMSVJgN9PB3FDHzwhQnbermfebPIvAiDgF105TkPItVGzyOYGKwyQzlX8iIX2yHebooY85kufzkWAr+9+frW8PfWzVCoFRZ1sRFf/F521xMcD+j21hhbVFJgE0NZ3vbR2k+lhuDJ/LJzeGM6WmZ5CE3NHIOogfHmDj0r9vptrujnnAcXlAmoNBkhe3k+gxScCNMzgPoizhPW1/eFXa6dC8GAw2E23QE+upVAV4/uMLOE9f2M7X4mxUvj6zpe+6szCXKdJ/3cS16/rpbLIXCmCsqqIyrzepeloh98sv7ATkVGDWdUBuHNCsA1068NQqro0A1YbnjCKx80lw3azpAvwBIH05sHwtDrHFSWOBvAuBh3ZTsRdaOz8plzA53Y6oI2uL/a3iSJiTX4QdVUCbh8HDn0zlWv30ZmZUAOHg3YQUPvfLDzKoNycL+OcuPn+7m2ljq7t4TLQl3ECt2UUycGIqn+/zRwONLtoRm8LSGONTmJEB8LHq8jK74/ODDGg+u5X27O19YYW5AJWyI+NZfieU5h9hYnPI8nZmklw1mWKbxXmcd2cUcV58XEaidHEeS8yNT+Fzv7+V5GdhPO3xM1uAi8bTzh5fwCzIBidrGu9vIaH7aTnPA1DNPjqR31Hbxdf/sxe4cymJz6lpzLpcnMd9QGUHv2tfKxXiF4yhYKnJybUu1FCyrO0wf8NGCpuAYNamj+dYWklx0YI8oDkSsBQCu31AXjRwaoqAWRYAjlybZsDAkYBhIVXPOOOMb+S8BQUFAIC7774bW7duxYsvvgiTyQS73Y6HHnoIJhNzDaKjo3HOOedgx44dGDt27OFOOSQ0TYfT6UFUlA1dXW6o6lGk9jKZcaBTQX6sQE4M2KExCvjzBipmMiKB57YA542hQyoEncO6HkARjK7tbSaB+Uk5a81EWZiuGGVh/TezTIP1j23ATTNpeAIa4BI0jC4/o5dtbm5oVS1MzKoaSwuMjAMqOunkmuTw66pGkjVUd+bjsnA3xRQHcNNMHVbVA03TEPCTHD6SIMvSUfncfdGGU9N0dHV9uRTBowEVnRJ02OAQHnR391WASLKECLsFTpcX2lH0DP03iDGZUN4qof0bWgi+y/P5SJiT/839C0hW6JAHfW9kPFDewcCcptNh2d3CZk+nFdIJeXYLnUpPL5Xp+WPY0EkWJFRbez0uqk5y5qxiZmy0folbomrhBlnnjyHBGFK1tnv43oY64K19fM0dYJ3IexbSqbtkAh3LX80hGbS2JnzuNTUMHHZ4GJBcFiRBE+1UwDzTq4bq/lY6xQtzmTIYWkmiLDz2jSAxrOl0zEyyjrFJAgd6OXYHO8NKmJHxVOo8tAa4c66GDIsHAWE59PeYnsHajr27nwNMhfzdSuBXMwMwfcPNbWTVBF0bmuHRNcDt9sHpH8iEDfd8/jLEzHDaysHuj6LI0PwW9OmC0gu6BgQCKtqHkkv3gle249F1oo8C3KuS4ClJIhHp8bNJSwjZ0QyU/GlNmFAdl0zl6cPBjuWPrgPuXQR8coDzONYG7G4ClncCi/OZWntsPomSbh+/7/KJX3w/vqhU7PklwP0rwsQTwDXhnf0kVUbGc46eXzIw5VgN7rFPKyTRtaWBxO85o8NzXNXDXc9lQUIKYN3LjXWc72vrWQPz1jnAbZ9RMXvSCAaH9jRzn37DdJbqCo3T2wXUrel7LU3bAfVp4OZrgIe29R2n1xOA2qlBMulQEfje1Vg9Emzl/wKr1YT0KBOquwQuGEPb8a+d9KkAkn2FCZwrXV7+XD6RGR3H5PMYIfi8nzSS6/mHBxhAe3pz+LnVwecxKYINrjo9JD13C6A4se+YxiSR4H1yEwOa/9hKO/XqrjDRmxvD48YkA3d93lcx7vSzVvmNM3ju0PyJtgZrterBdP3dfK5f38MAzaUTOAde3B4OhjywiMEMAWZsjk4Ml6lbWxOeV/3nuyRo63c0sY7rnCwS0UsreQ8yowCTYFboBweAn0xhYLW8ndd51zySrIfOK/rWVO6PAWp4jfuGX87mGrG+llkwaZHAtcU6bB4VTr8XQ8SFvtM40oMYBr57GBZSFQB8Ph9ee+01rF69Gs3Nzbjvvvuwfv16jB49+isRna2trVizZg1OOOEEyDI35ZIkIT8/H01NTUhJSYGmaYcIVQCHGlrV1NT816QqgEMbQlXVEDhcK9DvGbySAgkC7R6mCSXYaUCLEoB2F0nOSWl0iuZlA5NS6KRaZECWmWy8qpqpfRW7ge0NNFg/GksDs7qazurYZBKuH5UxkuYwA/vagh0a7UyxOnMUjeSMTDqVOxppmCo7aMhOLeSG/I09jGKaZeCOpawplxbJhh7nj6HhjrQAJklHnMkHt/PIr594tD13XwbG/QijuksGoCPGrEEdkDXJ+6Sp2lGfcvdFiLeo2Nosw+nVYBmch/ta8H2dz9/WNX2V+2cyBTAqQcLulr4kTpQFKIgHevxM6ZUlOoTNTmBlNZsvJtiD9UhbgYlptEtWhYE+m0KFV+sQ/PuHB4A751F1UtdNhy+kKuuP3Fjg37tpJ30B4LcLaCd1nSm9H5eRHO1zD3QSpNdMBppcQFUHFTVr+x2n6VSrnVJIZ62qkwFFs0zytrmfb//MFuCHY3T88TigsSf0XQLVnSRoXtweriH5WYXAb+breGPv4ATZjAw6gwDw6i6BayfKUPQAxiZJ2N4kMCOTTt5gqO0G2r0y4r7hkiW67EfWXAXtZYOnOmbN06DKfqiHed6O9Pk83GPrfX9UVUP6TDPKPh78mUmfpkNT/F84ZpPFhB1NfUtqWORwSvHz26jyPGc0a/tWd3L+truZRXXDDJbmsJtJ7D+yNkzCeFWm987M4jxu6GEK/nEFPNfUDM612+bwWK9KlXikZejyGYrE7w9oHKe3n52Ot3HcnUPEED4opQKvtot75/7zNoRPynkPtjRwnsbZ+N0Bjar14gSOO8bK9WtDLTO5eu8MMqO5jlw2kcesqSZpNCGF+/NlB1kC7O19JIN8NYOPpXUv4OsK14kEgPlZOpqWyqhZrSAiSceIk01Q4vwIYJD6LN9jDPecPBwCAQ113SROe7wkDxudfLavmER15LZGzq+0TJKYnR7aLU0nOVjRTvVni4u279VdtC1nFnOeuP383dhNxeXyKqbVz8/hORJswLo6pvhPz2Dg4/erabcSI2hT82Op3o4w0edrdLKUxcbagSU4QlhWyXkcmj+v7+G8OD6ffuLUdO4BPAHuCVw+zp/b59Lue1WKdCal0i6fPYrXuLGONraum897l5e+cXewdnOqg+vM4jzO0ac2UuH6y9ns+2FVGLyxmVhDdVo6z3HNZJb0aHHyPHmxLFNS3g44TLw/Q6Ewnv4xwO9vc3PfsK0eODYDSAgAc8YDei2w+z6B6Jsl6NFH7nNpwMCRhGEhVdva2nDRRRehvLwceXl5OHDgADweD5YtW4YHHngAzz33HCZMmPClztXU1ISf//zniI+Px4wZMwAAfr8fu3fvxsKFCxETE4Pnn38eHo8HVqsVALB//34AQHZ29jdzgd9zBHTAYuKC/34po/M7mriRmpDCzWNyBInT/7iomHm/lE7iwlwu4qVt3IilOrghtSjclG3qlZJZ1s7N39WTudmzyCw18NEBOpu3zqFBA5ha+PJ2GsYEOwndk0ZQGasKqo06PExTemkHVTIAz2sCcE4JDa/DBLidR9dGzsD3E7U9EmIt+qE6TAb+OyTYNOgQqOuRkGtsLr8XEAE/Lhpnwp2fiz5ExtWTqfIMpQ2fPYp248FV4YZOFR1UiJ43GthQQ4XYyio6O6o2dO1RgKoWr0rydlM9z//w2oHNohblMkA4I4OOqCSAv27m7x+OoT0dikA52EHFaXYMmzW6/IPXkVR1plGmRwIvbAMun0Rna2T8wHObZJb7WVKu45NyCQEtrIaxm1g659F1JIACQYVtimNgg6v0SDp/ISK5plsgAAmmgBc/GmPCHZ8L6DpJm6HQ4AQSIsWX6gb/30JVNSRP0OH4EOjpVybCkQokj9fh+46pyo9k6DpgiVeROlGgfnNfYtUUARSdpcOvDZEf3/s8koyytr6fv2wiU2739VKm7mzms3jpBOCe5eH5cc0U4KXtg5OY45I5xx/qpb6s6KAi9dfzSRBVd5LgUTUStPetYGmpyybwc/2f2PNGc6/qCbCJ6vPb+r7fv4lMf7R7uH+OtYUVg4PB5ScJFEKri6STJNgV/M7P2H9AD9agvGgc66T2RmIE9/AfHujbuOtAG/f+l09kwEUSwP+NB2r/MPR4PJ0k3/wafYACn8CWl/heR4VA7TqB8ZeZkTBRQwBHvsDhaIDZLKOygypOk8S1XoAp872VpgBrCU9IIeH/xh5gYQ7//fBa2tOGHhKN87Lp9z21ic+NKVgH9Y55VI23exiAHJUIzM0KKpoD9ClruziGRidVoC1OpuB3Bd23qyZzTioScPE4YH3d0Nfm8nM8vbGqmj9mmQ2LTy3kd/9lI+exQHiuXzweWFvNAOzj65jl4m7j2Jw+2mNd57w5oYBq0HnZVME+uo7+6cRU9v744AB/LDLPf+sc4LYlLNvx0jbO9TOLgd8sI6n7xl7+f5ub5zm5kMHfOVnAiqp+f0OZfvdTm4IN+UrCAc7yDqB6B1D7CaD6cGixcrcCthgB/fsmHTdg4BvAsJCqDz74IJxOJ95//32kp6ejpKQEAPDII4/gsssuw6OPPopnn332S52rqKgIs2fPxm9+8xvcc889iIqKwpNPPomuri5cfPHFsFqteOmll/Dzn/8c119/Pbq7u3HXXXdh2rRpGD169Dd5md9b2BXA5WUUcnYW8OpOYHI6MDEFeP8Ao3pVnYzwfVQGnJIXLu6/tAE4YxTP89QmpgxFW7h+/yioGvUGaFh9Kjdwq6tJhmo6Ux1zYmisPj0ATM5gpH9pOXDBWBqWrXVM5artpOIoJ5rkbEDjGG6YzvSGhh6Oa1GwcVZ+nA6z3/0lWiEYMHDko7ZHOtS93sB/j3irDgEdNU7ZIFW/J9B1HVG6G/cvtOGDMoEdTQLjkqj0CBGBkqBapdkJXDuNTohZ5u9uH4nGRDuPzY9ljTiT1Je86I/caNq7SDPJWL8G/O4YKlG7vCR+UhzBWnNWKndcfjpSodprzS4eMxSpmh5FpYoskZy1m+gADuUSOczB65GA/+xhTbhRiSR7un1UtswKOrTvlg68OJcfeGdfuPmFLOgQ3jZLxdpagc8PSpAE9wW5saxZGUKKA5ChQdd1RMKNBxbZ0OEVUCQxpKooya5/o4RqCH7FjVm/sqFuvcDBz3nd2fM1pE3V4VPch+94ZOArwy95MOYSG9JnSih7X4LfDaRO0pC7GAhY3F+qn6LQNaRHhSiPYFPSQF9CNYTabhKCV01mEypV47yLsQ5Oqi7OG1xBreqsk5zqIDFzbD7LDFgV4P5FwcdEB/5wLAmmEAl5fgnnZkkS1wyXn6o+T4BZWOlRrPff6aESza9RmVraq6xGlIX74kgzSxgMBavSN+04wQ7Mzeac9ASA0ckkqdKjKHzYUh+usToijjVXHWbALLH0welFVANLgmvUe6Wsxzgumdds8QP7ag8znmjWiZ2fCUxJAgIHgNh8oL0XkbvtOYFjxpgBk0GqHgnw+1VkRCl4fhubD1oVqi431dMWjUtmBofDxGfDbqJNOaMYEDoQLwEPLOZznh3NOTk6kcrMUDkbgJ+TQPI1hN3NwIkFLC2X7uCcy42hjfvTcZxjusYU/rpuPrNVnbTJ10yhCjQ5mOmdHU0S1mYK9/uo7OCcHAw+FdjfRuV2ehRw21z6pdWdPOcpheEg5pY64Gcz6If6VCrN7Sb+f0YUj396M9ccp59ZnbfPZdBnViaJ6M8r+d6YJIqEOjy8n09u5LWUt/O6Y630aVMcJFMT7GzW1eTkmuLy044vreTeYnQi15MPSqlMn5/D4GyITE63Ab5moH9lHWssDELVgIEviWEhVZcuXYpbb70V2dnZUHvlpVosFlx66aW45ZZbvvS5hBB4+OGH8dBDD+FnP/sZuru7MXnyZLz00ktIS0sDALz00ku4//77ce6558JsNmPx4sX41a9+9bVf19EAYbGgsoNdEpeUAVMygLW1wPxc1pMrSeJxK6qoqPm0HEiIBmCiIZqdRSVNeiQdrIYeLv77WoCRCUwFCRURN8tMFdFB4+F10zj+/himWb5zAJiexc+cPQr42YeMSI5JAW78CLhyIjAigbXcji8Ib6JXV3Mco5PoMD+2DhidqMOq+/o8jwYMfJdR55RQEm88z/8rFAmIs+qo7TEkv98naJoGi+bEWQUmzM+xoMcn8OzW8PuXjGe66xt7wkrSBDvVbW/to3OTGUWVZrSN2RYHO+lE9W6+EUJ2NNVr7R527w2lv0oi2AAjPnzcziY2bQypaGOtTGVUdapiL5vQt7FMCAIsF/Db5bSZOTF0xOZmh+um9kaog7gOOrljkoHnttL5m5FJO3uwE1hdBaRGDp6aDXC8xwbr5k3PAD4pFyiIFZiT7sfkNDPW1QpsbhjYmOvsYg2y6ocGliIxq04k2SMwP1vg04qB35MUAcRZNHwbWcG6rsMru5A8W0bKNG6VdVMAXlU1CNVvCD7JjegSCZOLFOiagDCr8KmBL0WoAkDA68OkVDNe3825MzY53ABtMCw/yIym6Rl81nOiSRg+sq7vcXKwTmH/9HyAe9mCeCA/jvvK5QfZYTv0iIyIY7mBN/ZQGdbtY1mAnc1Mc86JZd3JUMmCSDPwi1kkR25b0vf1H40l6Ru6ppNGAHFW7rsFhi4zsCCH+16A5K/DTNLp3f1cr47NZ5fyA20kV5cE597UdKY0P7OFqsATCkgU/Xt3+F5EW6jU21hHkmp9LUuBjbkO2PHIwLHE5AFRduAiHWj9J7ByL2COBMZfBFSvBuo38zhdBbprBay5hkruSECoN4Zf499eFrQ1/9wZbMqUzHIz/9lL0nBbI+eGRQasJgpZ1lSH58XVk0lWvr0vnJafFEF7VdvFczy5MXz8kgrgB6OBbj+JxvouoCSZ87K2i4rQODuDKLMySSYCnNdrajin6rupJn12a5i0tcgU8yRHDD1/FueR2H2vFDgmFzijkNmafpWEbEMP5+ucLB7f5uc8OzafpGVDD+dSWiTn4Z/WAgVxwJQ0ltVYmEvhj6YxgLK7mcGTA63cH6RH0n+9bwXwfxMZADp5JO/JotxgM8l8BjjSIwFJwqEbd8VE7lVqupi5mR/HMfXeXwgA8xKAnZv6XndkGmCKUvHFOQIGDBgAGBD61uH1ehETEzPoe7Iswz9I8f/DITIyEnfddRdWrlyJbdu24e9///uhuqkAkJOTg6eeegpbt27F+vXrcd999yEyMvJ/uYSjFl0BE7p9AntbgClBg3nfIiA1kukXAY1E5fEF/H3XfEYLFbAzsa7T2bx0Ag1QRQedxHHJQJeHjuM1U4AkOyN9/9rFTaNJZZT8lllAm4vRvTgbC4tfPJ4G8oqJwCs7aTB/MgV4fjsbWyTYaShVjZvapAimV7y8gyRtQZyOi8fpgN9I+zfw/UC3T8AZMJSqXxcSrBqqu7/BgqoGhg2qz49YSYWk41BzlKyg6utfu/qm5us6A4A/mUI7NTkt3MSix0dHKtnBlL3zRtP2lCRR3XXDdNqpR9b1rSeo6ewsbJapZvGqtEvH5jNDY1IqP/fHNSR8ur10ui4ciz41fiNMdEQ/qwg7qZUd/NyJI6h86Y28WDa6+ayCZEmCnQqkMUnMBHlzL+1ps5NOn/cwgjEdJHsuKGHJgrU1gCsgwQ0zrLKK4gQN9b3SK00ScOFYDRl2/wDVqfB7cXyBjqnpfb8jIwq4ZZYGJUCvV5IETDDDpFmgSN+cPiCgqtBMfkDoEH4ZimysA98UhAAkTQZ0AWFS4Ve/mkpR14EI4cOvZuuIsYZfG/J48LndWs897PKDfM7OG40+ZXOirZxfg+EHJQzM+1WqPrOiWUIjhNI24JUdDOL/YxuJE02nmGBaJvD3LX1rwGrBPfJj68OvZwYzqpqcTEO2yMDiXM61A2383gYnm7qmBV0bAe6rr53K9OtFucAdc1mv8bG1JL1C11+cyEazZe2smXlcPvfbC3NJbPX4SDiNiAde3NGXXO70UsG7IJcBmtf3kLTx5gHZC/req5h8YOJ1wNr7gP3PsL4qAPi6gQ1/AfKPA4QxvY5YVLTzefroAOdEXky4KVNAA57bxmfm4zIGCXc1USSzppok/ulF/PzdC6ju9AQYLABIzk9KpX0dlchgxB+OBR45Hrh3AW2oSQY+LKX9zIklkfr6bhKP75Vyrr+2m89w72mv6hT1/Ggc51WHh8HymZlUjMdYOe9+NYc2PAQBErT5sbSXuTHAW/uB25YCN33MYEN2NInld/azlmtFB/DAav62KxzTGcVMydd1+qk2hfP2lZ2s29wc9J1rujnH/7WLwYl/7QISgqU1Qkr0f2zjfZuYyvO9s5+ErUXhetHgJMl89wrWm71/JTNdtjRQ7CTAv0doDkeYuDfx7AS0XutQdBYw/RcaVNM32xTSgIHvE4ZFqTpmzBi8/PLLmDdv3oD33nnnnUPlAAwcWZBtNny6l6lAZW2ALxp4cxcjaKcVctF/ahMjgS9sYXRvWgaPjYoFNtUwRWJMMh3Il3cwsh9p5v/vqqQqJtEOXDWF5OnjG/heS4ARzfoeRuJOKeQGscdHA5MXC0Bnekmnl5vOuxcw/d8kMYWqzU1lzmUTAAgaZCH4/bLP9Q23vjBg4NtDnZMeoUGqfj1IsmlY22iCqjH1ysD3CzJ8SOiQMSdb4LXddAzfKw2/L0ACMt5OB2xVNbCpjul5ebHsOtzZK8XuvaBS7ZbZJEzX1TI9dnEeCZunN4fJ2jOLadM+LqOzNzIeuG4a1SdbG+hg/moO657uaOT/f1RGAuWu+bRrDjMDhx+UDkx1bujhz6hE4MclrDkX0EkiAeyG/t5+qk3L2nidJgF0+XV4AwJVnWxedfWUoe/f6ER+b00XCZo75tLZ+7hMIMYq45RC4L5FGro8dB6jLTrMmg+6fyBppgcCiJDd+PEYC84ZJaHLS8cvQlGh+D3QNB0m3QJXlYL97wh4OwUSR+vIO1aHanND077eNc+s2dC6Q0L5JxK0AJA1W0PaNB1+k/tbKUNwtMAEM3zNJux4S8DVJBCTr2PkyTr0CA9U/ctlXCgwIVBvgmcVcNNEQEnSUesHdjQNrrKelk7F98mFDN4f0IAnNlB199sFJB5C5TxCNRR71/tNtDPIcflEzqsl5Xy+J6cxFfqpjVwXKjpYkiojiuTG9kbO2cwozr8Xt4dJoJmZDHQA3MdeMYn719XVPLcQzNbq8bHeZKyNytUeH4UNN8/kZzWdwQ1ZoiLw80pez8RU4Pb53F97VZI4n5UDl06kwOGZzUwN/v0xVOSHxjU3m2vUYFB1YFtD+F69X8p1LeE0YPxCQHMCkh0o9wE9fh2uloF/D10FatcDqROAuo0kVyPTdPgMleoRAY8ngLxYC6q7gAvHs2SNRQHOGsX0/60N9KWmZdAOrK9leQBdpxo6O5rzYEwysyb2tbB8xQVj+Dmnn8+ow8yg3sfltFvZ0QwKCp1zZ0YmfcFUB5/xyWkUyTiDZXJcfuBfO0mGVnXSP4y2cN6G5lBxAonOUA30jbVAdFCNelYxCWMhOJZWF+shmyQGNE4ppCLUZqLiXJaAG2dwrtb1UPEaerr3t7F2qqpz3JKg3b17If1PgN/V7ORcjbTwfk1O4/+3e0i6njuayt6QWj4iSNYuyAEeXM1zXTKBe4GQSZqUynWhzQ38ZQPXo+QIrmH3L+aaooO/PzgAlGQC4+8BtB5AsgGI0KHbPdD8xvwzYODLYlhI1euvvx4XX3wxTjvtNMybNw9CCLz77rt47LHHsHLlSjz99NPDMSwDh4FQZHT6JUxOE1AkOpa3fcZFPsURbNKhM0L90QFuqJ7ezBoxKQ7gV5/2VfycM4qGNzUCaHIDdy2jMTBLfH1LA9MvfzmL6VJ3LA1/NmSwr5tGR3DZQeDsYm5Gb/6Yjmy8BWjz0lk8axSwIEfH/SsF1tWGDZ4QQEmijivGB6AFDMNh4PuDeqcEWeiIsRjP9deBJLsGvybQ6JKQ5jCI6u8b/EKB6gDmxLATcJy1b5OlUwsZPMyMpoPS7GLqbUU7VaUhVHcx7fCGGXTC7l3eN52wtI0E5IXjqFBbkEMn77H1fc+xsop1XLc0kEBdWcVGFUsrmKGRHsn0y18t4e/rprEJyFBocQG6FxCdwCtlQFkHg45ra/qSx6HvvnEG4A8Af+yVBr2nheMNpVWGYFXoaD6xnrZ6VTXHs7+V96yuW2BHE0v5HJPlg+7zAb7DZ9BrqgpJdcEOwC4BUPmjAVB0Myo/VFD6bji60VUtULlUYN5vbJCiXV8b2WnWbNj4mIy2/WESaMdBCeWfALNvt8ErH6aLkIEvDQUKmjeasfXZ8H3uqhGoXikw+1dWmDPcUL+gMZgiyWjfZsamJ4PPxYcAIDDmZmBELFDa3vf45AgGMH63iqTC/GwSHNWdVHi/vQ8oiAWunAz8eikzsn5QwuBG6OmKs5EkeWk7cKDX+Q8G6y1eNZnnjzQHA/2rSPKErnJPC0mXUwtJYAIkancFS3tcPJ4No3oHSg52kny6cQZJoM97lfUIzd+7FrCRzRlFXDO2NYaPqerka7+eB9z6GQmnH41lM76Qwv357QzwVPVS1CfYB8793qjuopoVIClmU4DOAHD3dpJJmg5cNl5Hw8dDlxHpqQeiMvnv0efpgNkoX3SkQJYlOBQ+c38J1sVWJODehSTm6rv5vLe4+KxUdrAJWlIEG7DVdzMT8YGVfQMTu5ppSwMalahWBbhvZfj92i4qK2+eRT8zwU5Cs8fHgEVeLA5lQSyrpL/36i6Ke9IiqVC9YAzHXdvF+XXySJahK21joPKGGQwcOnslyUoCmJlBEVGqg7bs37uD90KwvuqZxcDdy3nsWaOAynY2jjt5JBs7/n4Vj2voZhC2spPCnpNHch2wm0iSuv0c5w0zuDZkRnMN6A5e49+CJTGmpwNnjwb+uomfuXYqg6W7m5mRcs0Uph8LwXPsbqZ6tdvHsj6hazq9ONjAUmcJkLJ2rkX/Dl53oh24bY6OgMeYfwYMfBUMC6k6efJkPPvss3jooYfw9NNPQ9d1PPfccxg1ahSeeuopTJ8+fTiGZeAw8EkWKJBQH2zuFNCB66YD0WZuRNvcNDRpkTSS8XYaQbuJUb7+3Y1bXDxWkoAXtzG6Hmtj1D/CTMOgBSOcjy4ZOB4dTL24Yx4wNRbISgK6VW4QE+1AhwvQBPDDsTqcPiDWHMBdcyWsqRVYUyPBLAPH52sYGatB8h2mXbMBA99B1DklxFm0Q8X/DfxvSLRxAavqMUjV7xOEosAnmdHmkZAQKXCwiwpQINy9XhasEfhRGR2wZhdfG5NMB7E/vCqwN+jMDFafbVczlTf5sazl2Pscc7IYHPQE+B3XTqVDVdXJYOW8nCCJOZIkxs0z6aCmRjLF97PKvt9lkkh4liRRzdIFYFY2r8Gm9CVUQ/BrdEqvmtx38XhnH53TqyczTbrLyzTLaenMOukOKm9UnWmNl0/gPsHtp6KpxSXgE2ZIZhndfgl+FYix6jALFR5NRqdXwKoADkWFEvAOTYy6TX0I1RBUL5vbTPypCZr430v5SJJAZ5nUh1ANwdkEVK0QSF8kI2DUYf+fIfnN2Pb84OrFTU9JmH2HGap8+H2a5LVg6zPh5yJ2JFDwf4DPBlxtJjH5aTmfz0mpJGNCTdNirEwnHhFH0sNmAvYEayhWdgSDHzrTnX89n6n+yyq5F25z9yVUQ2h0Ukk6OpH1E1/ZwX8vzCWBJAXrtH5QynUgysx+AC4fa7RGmUmgDtZkq8UFrK+henRaBonUVcGaqeNSWLpD17k3702ohtDpJWn82/kki/61K0hqBdeLkfFU8Y1PZeDozb3hPXvXENnAaQ6mLwMklN0BYGQccGweVbGnFOhItqnY2SwjTCv3RVQGYIkCpv8MaCsTgE8GzIN/n4FvF6qqoUfrW5s7oLFjvUWhurK8nc966FmxKUC7m+TeeaOZmu8bZLl8r5RiGLMM3L+Cr41NZhmKGCvnSo+Pas+ACkCnitRuopI0NZKCnjU1DHT8bDqbD188nkRnVSdL0q2toS1/ay+f85d28Ds+OtCXUAXof66sBo4tYHZjaRs/LwRVsCPjOd4Hjwk3vJqezvdNEoOKSRHMsmh2ASmRQEUns1ve3U8brum8Ll3nNb6wjaXxrArvx+pqKultCscfaQbqunhvP68kyXv5BJYS+KSca9IZRVxXzDLw+4Vct7zB9UYX9LG7PDyHK6hw3d/K+6XqoWvTYdJ8RvamAQNfEcNCqgLAlClT8M9//hMejwednZ1wOByIiGD7vUAgAEUZtqEZGAStboH4YKpTaRsjZbMygZlZXLytJqCxh5G7Xc3c5G2sYwrVwc6B51tTQzWLJ8Do3AvbgK3BzV9IybOjkU5b73pTvdHtA7x+IF1jBD0hkvVxFAGsrgGOH8GOkLHogebhwz4/VcasNBkCgKIFoPoMs2Hg+4d6p4RYq6FS/bpgkYFYi4aqbhnTU4xuxN8H6GYLPqtW8OZeCYoA/nAcHZVN9ayLeFYxU4Gzoul0jEmimgSgQ1LWNvS5EyNIVAyFVVWsX1rREVa9/XAM1WF/WE3nBqBDedkEptJvrmdDDYvMbI0Xt4dJW1lQUXPhOKqCADp2P5vOlN03ejWIyolh046KjqHHV9FBRy8ziuQtwHG+tIONan4YLIXw7n7WbOvPfzYEm1/9bmX4+tIiSbL8e7eCTfV0Qq+ZAuxskrD8oDh0XHKEhJtmyIgULqhq3xPLsoSWfs2ueqN1rwB8CmD530lVGQoqlwxd66NquYSMOQogG6Tq/wIhAGejwFAZ/q5mQHVLgGPw90PwtAuowT97wjgg8VLg3g3hhnF5sQwIrK1hhlOoaVqslc/h89uo5gphchr3qO0uIMkB3LokTAhFmICfTAUSbVR1DoX1tUylz4nhZ2NtrKnc+zwXjSf54lOB3y4jyQIwSNK/2V1vrKwmafriduCkkSSt/rWLZNTTmxn02dYw9OfX1ZLgSXFwPTncenHtNIofTi8mUdwfikQy94Pg+njiCBLTdT1ARgRwSjqw/zmBtEs1FJ0poXHrQFJVyEDmLEBTgbUPA74uIL7IaFR1pMBqVbC5YuDrH5XRRo2Mp1+o6iRbp6XTVoTsYEbU4W1ifTefNb/GIEZeLJ+rl3aQlA1hRByJx3Y3v2v5QdYE//sWvv9eKRB5kARsWa/0e4BBybpuwKyEGz2OSjx8lseWeuCEfF7LtHQGL3JiWGN8Yy2bIbv9JDx18EeROIfOKKb9bHFRnbq2hnM+LRJoddM3dvmBSSmsof76HirMJ6UyWDI1DRifzHn+xAYqfV/fw1T+5QeZ3r+1gee+cBzHazMBgU7AbwFW1AN5wWbNbj8DKSGBU6QZuG4KkOADJpiBKVOAbc2suzoqQYf+FXvbGDBgYJgaVS1atAh797JCudVqRXJy8iFCdfv27Zg1a9ZwDMvA4SAEFMF6aY+uY7r9SSOBlAhgcwONRqSVC/XlE4EpqcC5o4aKR5NMXVXFSOOqKpKn541mFPHCcazNmh2NL1TaCQkwJQCreqX16wjWv1KYwti7xJoaUCH5fRB+3xemkxkw8F2ErgP1Ltmop/o1I8mm4WCX0UXj+wBZlrC3TcHreySoOnDjTDa82FTP96s6mbZ3WiEdpJAdMklsDnPiCKpJhkLIBg0FIfhTlAA8sAj42TSmPr5XGnYAAZKsj61nsFKIcA3xh9f2VcGqwTQ+RVABC1ARt+LgQKVaZQfta8oXkFStbtaBDJ0PwWsqTKAyqa6bTt1QglKv2jfFv64b+P1qgTnZ/P8JqXT2lvUiVAEq/O5eIcGr2KGaLJBM/W70f6G+V2QZJtXCplbKl9/2isMcKowsgK8PX3QvD/N+6G8reh2Udylw/+q+pGR5O8n+N/b0VX+eG6xxHAoehLCxjmrV5Eg2P+2tsHP6GfzQQGXcaYVUcc/N7tvgSgjWjUywk3R6ecfA8zy5kfO3soPnmZ9DoYKqH37/G3pL1UmWRFpYFgTg50IKv8NBR3g8C3NJ1Ay2XrywjY2y9rcCPxrTd+2LtrBx37v7uVaeVhgmap1+4JkdQKOXSnJNB0xxPky5RodiC5/DEgVMuRrY+ybQsAWIyz/8uA0MD0L15FMcwFlFLCFx00zOAYvMZ/KDUhKEngBJ/S+bLaVIJCrtJtZibXWzNu/uZio1j8ljMG9EPGumKhL9zbNGcQ6cURSee90+ptvnxJDY31IfLOejM5NR1/suKYdby4UAIHjtzS76ujVdFAYVJbKOsi9AW93lZX3Uxh7WWN7bwvtyWhHVpFdMCn+XEBzDlnpmbI6M5zUK0K4+vh54ajPfcwW4JtR0cQ59UsYA0bhk7g0sCv1oOXjOTgXY1w7ERwL/3sX79Pqevhmj3T421FIdgKcb6NwK+N3M4IyRvYdt8GfAgIHB8a3JQd99910EAlT41NbW4pNPPjlErPbGmjVr4DciJEccYqxUo+5pBh4+nulPu5qAkmQSlynxwBu7mbY0JQ2INAEmhZuvvFhuaPtjZxM3tDqobBWCRfvb3FTxNPYAyWYa1MHUqlEWwGECHt8CnDM6GAndSUd1ZiY3ypeUAEYOg4GjCd1+AXdAIM5Qqn6tSLFrWFlvgl/r6zgb+O7BJ5nx7z3hP2JiBBUavbG3hYqbM4qAGBuwtJzqtE/LSWJcPnHo87c4mcnx/oHB358ZbFrx/Dam3140DvhwCBWPT6Xi5qQRfO72tvTtvt0b7+xnU6t2N+3jLz4Z/LjqLn6/Ipge2B/5sSSW3ytlmuLZo+iQmWU6bs9uYdqgLPqSwCGkOpiW2R+twUYaNoVNKv+2afDxdXmB0nYJH5aakR6l45QROuy6B6qqIqF46HUtYZQOWMKbBUkSMPltqPpcoGaVBCEDeccoSJ6gwye7Dus4qgggZ5GGhi2DT/bs+Rp0c4D1Xg3819B1ICJJh6T07T4dQkQyIFu1AbdZCAFzwIba1QIHP5cw7kJAtgAxOcDm9oElpwCSgiVJYZWaWSaJ0+gcfGwmiWUvBoOmM0NqQQ7LXXR4mPp88yymy+9uZp3WogTOsyXlQ5/n03J2Cv+0nPvln88gwTkpjQTLYJiaTpVaCB8eICG7rYEK2w4PU6SHqoM6I4NlSkYnUY0/NplE8WCo7uK44mxU2v18BsftMHMNAEjuRJgAj0qC1aawhiUAvFkBXHi2DsmqIhBQYUs2Y/JVAkLivj/gBUrfB9rLgNZ9wITLgMbtQGS60ajqSIHPp2JMMv/mUWYg2sag3a5mzqETC9jZ/tefM+h3+1yWaPvhWBKQBzupMi0dIsMjPZLk4ZwsZowsyuU8mplJW7GknA3ekiIYAEiwh4OXcVb+e1YWlZ8miWRmh5fzYUYmbcpLO/jc+1WuAx+V0Q8NNXUaDJNSSaRKgk3dpmXQJq84yDHMDNYADil0PzgAlCRyzO/uJ/F5nJ3nMQcbW9X3UAkfZ+O+46+beE0Lc9nM0u1nkFXXgT+tJUF9SiGvfX4O1enHFwSbflVyLs7K4mcCGiDLwIdlwOlFVJB/dJgGc8vruF/oEcCZyTriLX7oPiMby4CB/wbfGqm6c+dOPPfccwC4GXriiSeGPPaSSy75lkZl4MtAkrhQu/zA3BzWnzmugJswgAarooMpDeNTWDtqVBLw6hbgvgVMDfntsoGO4C9msZ5cfQ+NYHokI6BOH7CkgtG4exbQeX18fV/ViwANuA5GIFMdwL5mFidv9zBd4vRCQJX04atxYcDAMKDBSRIgzmJEE75OpERoUHWBmm4JudHGvf1OQwg09SJSvIGB5OCHB5g18ae1JBbn5LAphSfob6yvZdrhB/2IU5sCTEnncevr6JD1xrhkKl6e3gxcPSXcuKOxB0Oi0QmcOpKOYsUgAcoQml0Mcj60muTO4eiIZhdVPv1TMi0ySdS/bqIy9pWdfd8/oYBpzJEWliN4sV/6syJRtffyjsG/t9VFwleRhi7tA1DZ6teoZF1VLXDXPCviJRdgC6DoTIG9b/QlOxUbMO4iHQHhP3ThJp8Ny38rw91Lmbj1GQmx+Tqm/MwGn+Qe8vs1TUdUtobE0QLNu/pKmRypQMZMHV6jnurXAtXkxfhLrdj8175/UyEDk67SoJp9A8hrc8CGVffL6Amqy0vfB8ZcALTsBbYNUnIKIMF43VQ2ZnH5SQIOVvc4hFgb0FA99PsNwTqOIeVro5NE50+mkEDJjSUhmRnFfe5QqO2iMr7RyZ/1tWxM51NZDmtXc9/jkyNICr3fqyZyQw9JGl2nSm9pJefn5DSqbvtclxU4cSQJmfW1zBJTtcOvFzVdwAvbed8izSwJ0OpiWZLezbJC5796CptfAUCDE1BK+G9JEmgvBXa8OPj3+F2AbALGXaxDM/3vZTwMfD1QFBnmAAUyMzJZ2iW0fltkZj9MSwf+byL/3eEhqeny01f8tJyNrB5eG7ahIZxVzCyRmi42bXtuK5/9gjjay9+vCj+brW7Ot/NLGLgoTKAKdG0NiU+TxGPvmAtsqaPQp6Kd9kwHldeXTQSqOhj4XBFszLi3JVwXPISFuTznO/voW75fymvwBoCoYDPL9Kjw8brO+sHTMvj/62qo/O6t/l6cS/tY1wU4LMDEVM6hJRX8AVhq4KrJ4SwQpx/4Z9AOXzcN+OlUzsWq4DqnSMB/9pDs3tlMojegce8RZzv83qK2i0T5nlbgzmUC10w2oyRGhRYwbJsBA18V3xrfdOONN+LHP/4xdF3H4sWL8fjjj6O4uLjPMbIsw+FwwOH4grw0A98aTCYFbskKk84F+/MqOlUC3CilRrLo96R0ICGC0fXTixiN++lU7oN3NAL3LwI+LqdSINZKI7qvlZ//0VgSrjnRwL93AqcWs4D2Q8fS0e3yAvcspPNa101F6gkF3LymRtKoWRV+/1t7ScK2eQA1AOgmI8pt4OhCvUuCJHREW4xn/+tEolWDLHRUdMkGqfodh9B1pEVSJQrQfihSuPt1RhSDdlaF3Y3rulkeoLcz+Ek5nbGJqUx57PSS6JiTTWVaYw/wq9nAlgY6fBY5rGp5Zgtt264m1jFMtKPPePqjII42sivYxKZ/QyqAyp4ZmXRkb5pFO5sXA5R3DH7OGCsVO7fOppKlw0Ml0cI8HS9vF0OSTbmx/K4WFwCdKaAfHQCaXBznsflMFx6KREqM4L3yqXTmeobgTVIczFoB+Hf5+xYJP59qhubzInMhkFhiQul7At4OgaQSDdkLANXihh70RBVZRuWnog+hGkJ7GZtQOYrEgLqtveGT3JhwlQ0dBySUfyxBCwDZczUkjtPhU9yHZ6EMfGmoUBE3zocF95pR+q6As1EgtkBH/rE6NLtnQKkmWZbQsF46RKgCQOM2wBoDFJ1Fsm9NzcDv6QkG7O9ZyL3qnubDl8FodbGLdmsv7l2AarJJaXyGTRKJnboulseyKpzbJxQw8ODXqObMiOp7nt5Ij2La8KH7oQOrq0gwXTSOZNMn5ZwHE1JZGuvJjX0fv/RIiguyoznn52azBNaoBKr/PimnAm5qOrPJPAFex+eVrA150sihlecAVXlpDl5jSRLV6j8ex5Tl0UlsYOQOEmih+pqh9TQzEmhXgQhZg6rqiMoc+p6bIwFHuo6IfB8CMBRzRwoCARVelcGCjw6QUF2US5vmMNPn8wX4+8FjOU9kQfLv0gl87jbWAr+cRZJ/bwvFL/Nz+Ow+vZkd6Kemc86ZZTaRenE7n/OiBM4pHXyuHGba3veDzeSumswgiU3heds9wMI8vvfyDn6uOIG1x00CmJxOWzYhlXPtxhlUsG9rYLPkY/I4fzfW8VivSpvmCQRT7D08nzuYWKvpDEwcV8C1ZWcTGymvqeYewCKzpmtGJH3Z+Tmca2cWkYxefpDfMT2DdVTvD9Yjv3wiM1W2NfIcJkHyt6qTAZcTCmjr7Wa+/vQWjsssU9laHQzY7B/EDgJAQSywKA44OQNoE0CTUyAgWyAFBkk1MWDAwGHxrZGqZrMZ6enpAIAlS5YgKSkJJpPp2/p6A/8FFIsJzX4L3t8tcFIh0O1njZpdLdy8VXQAcXamGRw/gk7kqEQu/q/uYoT8kvE0QrcsYUr//BwaPY+fP6ODRcKLEtipsScAdHtYeHtTPTeim+oZhTt7FI1Pqwu4exk3crOzmJ752m6WELhyMje562qBtEgdaXajg6GBowsNTgmxFv1QWp6BrweyBCTbNZR3yliYaZSo+S7DpPlw3mgZf1xLZVxtFx3Ej8ro4F0/jXaptpuO4R1zmXoYggBrmq2qovM0PYOOYFuw5ppdIYmxp4UEw6hEOnzpUcCf1tCZiraQgHhuK8vgnFYE/HnDwLHaFJKut33Gc/xmAX/37lZ88Xhew73Lw0RLpJkNeN7ex3H0Rl4s3292Am/vB4rigfnZGuwWCZrfjynpJmxtHLiARFlInG6oCV6DFXhkLR3TMUlMj9xcR4XPYF3HUx10Qj0BquSOze/bFCeEeBvve2/lUEUH4NVkWAH4hQ9Kih9jLlcAVUA3qfAF1D6lfoTPhJpVQ9fpqFwqYWyhAhWHn8s+yY3IYoEJhSZAA3RTAL7AF8j6DHxlBOCHiPWj+EIFUCXoiga/Ghj0Pgu/goPLBz6fDVsB/wJgdCpg2T14mYwZGcCDK4FkRzg1v3dDtv4IBfBDuGQCcLCjbxO2SDNww3Smsj++PhxQ+PFYEqlPbSQ5MticUCTulR9YGX6tJIlqt3tXcJ6nOJg+XJxI4ur3g6Tpn1kcrJO4kkKF8nY2ndL0YJpyBhX0URamJW+oBRbk8tzpEYBV5366d3f3EPJjSWSNTuJ5393P9a7FRSLptd28/rU1JMv+06+y26J8IMGmIeDlBI1I1WCLk+AeJBW88DQdcLgRMJRyRxTMZgXbK2nLHllHsr/bRyVnKKPh3NHA/hYSfI09DPKtDKa3J0cwELG1gev7NVOYlWgOprmfNIJ26vltDDTubGLqeqeXz/7UdAYSQupYWdAnTIuk/fnbJtb99QSA5ZVUUnf7OL+6ffz8xFTgrxtZ2/SjHQAE7VnouV6QQ0LTpzKTo9lF/zMnhrVPp6VzfoyMo11PjyLBPD2D32OS+O97llNcVNtFMvPyCSRsE+1cD1ZUcd4UxDG4mRXNjE6/xnsZKs/T7KLauzC4h/CrQKwd+GBHmHyVBEturK8Mr3efVdAG+4Jl+o4vGJxUNcu8t9v/AfhbgMzL+PcanSjBKowGcQYMfFUMS2W49PR0g1D9DsANC+5dIaDIjNw1O7kBfWojI2ZFCUBA5Uby7b00WGaJC/n107jJc/pJpM7PocN4y6fA9R+yrs7YFJ7j98fSKZQEoGvsKvzUJm7+Hl5LY5sfBzyzFXhoDfCPbawlc+E4oMvNiN26Whr0zEhu/iShY2qqBs1vRLoNHF2od0mINVL/vxGkR2go7ZSNIv7fcaiqhrxIPy4ap8MiA3/ZwEDeghwqVP+4JqwaVXU6dr2bWYxPYY24NTV02D4pB97aB6yoBh5bB/i0MJG5v5XE5is7qVA9I5igc2YxbVmMlQ5dfTdtmKVXL7QUB3DrnHCKvtMPPLqWr6UGFXZ5sXTQPinvyz91+3gd54/p25RjdCK/5/6VDFoGVB1zMlWYVTccZkD1+TE+MYBzR+t9agdnRgE3zySB0uahOu/pzVTGLq3k9a+pAV7eyRp7ZxT2DewUxAE3zdQP1Zas6KCK7tRCHb17R+XEMDjav+wA0PdvoOs6AjplQ8JrgglmSH26ouiHbTQlKTogvtxEVlUdft0Hv/AhEDDW1m8Kug74tQDvszr03k2IIZqI6YAk87m8dQ6VWiHYFBJBZe3MstrWyGf2kXXcSxbFh4+VBLuG58Tymb5sAgMZBXEkbZZU9J1rURYG3f68IUyoZkfztfeDKvaNdeHzhBBnY6mAd/aFU30FWG7kiQ3hwElDD+sbh5pjjU8On8OqMBX6QBsJmwmpHP+HB8LnbHExePKbZdwfT88g6aRqXH9cKuATXP/mZPVdL0oSuT9/YgPv144mEko/HEPxRJId+L/xJIOKE/vWp3WYgWunsh65ORCWvgdMHsy+XUN0dq97rgCFp2tInR6A3yBUj0DokIOp9bkx/J0SrJ39101MpX99N+fM89uY7j85jUpWAT4X75fyOU2LAu5bQRVpl4+2KM5ORasskbjMjqEdkQVT75/aFCZUrQpV1rkxDECYJQYwpqRRTX3dNBK2Lj/XClkwaPrURhK12xqBjfWck//cSfvsU5lVGWtlbdJkR3BeByfDp+WcN6pG0nhiKlDWSsJSD9YXtptJrqZGcl75VO4V/rKR9Vzf2c/XARKo9T3M2PSpDEj6VV5LRtDW/mo2cNUkBjvSI7km2RUeMz+HfnSziyTt/tbwWA92cj52eUk8Nzt5f2y9ZHSJds7Nv28Fss4HEkcBzW8Ak2KBR9cLqIrlG3+iDBj4vsEoN2lgUJgtZuxt58YpKpiilxrsJPiLWUC8FVhWRaXKxBRgSSWdxWYXI5HTM1hY/IQRwJ/Xs3bb8QU8j1WhYajrBhQZ6O6mgzUrC8iI5usTUxll96okVo8roKol1CTGGwB2NnITlx0N/OEYAAL49ACwOB+Ylakj4DLSFwwcfWhwSiiOM5ySbwLpDhUbmkxodElIiTDIle8yhN+H6YkqJi+2oNsv4cVtwLmjBVyBvqnrikTnanIa6w8CdHKe3jz4eZ1+qnTibQPTfas6SfRIYBp8VSdJlee3kQSdmMqyOTroILW6Sai4e4kpq7qo4rlxBh2xeDtrqA4Gv0bl2F3zSeyYJDpij6ylg1rbrePaqRqExwU92NpZM1nQ7ZdhkwV+PpNOZKSFjrE3AKyuZmrk6uqhxZpv7eXeYW6ODpdPh0XWYRUqFNWH6ydb4IMMp1/gjb1ASoTALbNJ4NoUYFujwBPr+3ZuB4CieB2WXunACkzwt5ix7TWBrmoBR6qO4rNMsCT7ERA+6OYAshco2PXK4Mxq7mIdqm6sk99FaEoAuYtNaC8L/23NDmDSlexmXd7OgMUvZpFc6fFRrfnWXmB1v7IA3T7uMW+cAdhMbNoiCSrUngjW8m/sodI0PYoK1RAESASFztPca8s5L4cqthCWHeR8vXwi1xSHmevKo+tIgoQwMp4BmaG4+zf2MOvrmPxwqv5nFdx3Z0eTIB5qbQpoXMPK2lla45SR3I9/VEbCdGIq9+kLcoCeYMOfA22c63fNJ0nl9PH+PrqONWe7PECzh8TSrqagz2BhcMgdAOq7dUSYAfQqJ6JpOmBzYepNZmgeBZoPMEXo0Cw++AbrVmZg2KHrOsYmsYzb6UX0Bc8sZs+NRme4fvCySh6v6gwwLs7jPPRrVHRHWTifLh7PABrAplbuADAhhRkPPT4SqopEv3BzfThAEOp4r+t8fZwMbG8gWfrefpL+VoWlAwoTGBydncVGVDqoWH18Pc8lC6pWnT6gtJU+5ut7eA6bCTg2j8r0hh7awEfX8ZgIE79jTjbPmRTBNUMSHPOZRTzPWaOAFFN4fm+u51gS7fSB52QzC/PhtVyfzi9hrdZVVbwPq6t5j/JiGRjZ1UyC9PgC1mudlMb78MJ2rkUnj2TwBQD+vZskc0YUz2U1keB1+kneNjpJKNd2A5/VAJMEkDkDyIsDXj4AuDUZvWJSBgwY+BIwSFUDAyBJAi6YYDcJbG8Azi8C3IKO3YxMYHcjDWhNNxfwW+dw4X6vlBu7M4tYb6a2mxG4M0ax2UcoyvjLmcC6dqpPPzvAzWFVJzBFZcrC9kZu1kIbVK/KSOLbvbqwTkgBLhxLNcv8HBo8kyCJ2+LSEWvyw8j7N3C0weUHuv0S4ixGevo3gVS7BknoKO2QDVL1ewCh62h0Cty7UsBhpmqmf7OKH45huutxBSQou7xUshyuyVKTkwHHwWooOn3M/AgRpRYl/J2b6/nTG6cXUd3SWwFW3k6C8819wIOL+5I5/VHbxXH3Py8AHOwQaOqRMC/DDFkE0OMFWtwyfr9GoCtIakaY6NAWJ1L1AlBNVNs58HwhNDqBRpfAB6U6rp2kQfK7oeussW6CDxVOG/64NqyH+7CM/75wrIYku45Ob18i1KYAl47XIQJ+Es6yjM5dZmx4LHycp11gxW6B8ZeZkTBZRUBVkTFDR9VyoLu27/iSx+twZKjwaUPRwgaOZKiqhoQSDbEFAu0H+OxMvBzY+QpgywAuXAxYI6lALws2drtxxkBCFeCzJQnuO8enAI+tH9hIZ08Lf+6Y23dOn1nMZjl7WzhPeyPWij7N8HqfB6CyLy+W5Ovz28LHxAzyud5ocpJgeWz9wPeaXSSjDvf5mmBqcXk7Vbrzc6hufXc/1e5raphp9ui6MLG7MJfdzvPjqH4HmDp8xUReT0MPa7MC4XssCzbbqugQaHEJzM22waE7oetsVqxpOjTJC9i9EBECPl039uxHMBRFhstJkU1qJO1fj5+k3tws2rVYK+t/hqDqJOxD3eezo0kEvrGHpeE0neTgvlaWpoi2kMSfmcEMiMxoEoWvBJseJkfQx+vxMXBwZbDx1XXTWBIjZJMjTFSG5sdRnZ5gA14LlpkRggQvAPyghN+/twW4YUbfczhUnqMwATguj8GTx9exHmqoOaUAa7nuaOS4tjewHN5tczgHl5ST3I00k8zUdOD9/Sx90OICfr2UpKwkeO80Hbj7c+Da6RzLjEzO5831DHrctwhYVQ1MzeBc13Te/9A8LW1jQGRpJf9/Qx1/oi0kttfV8L3QWEKodwEeJ7DuEWDC5cDEJO5JInplzRgwYOCLYZCqBgYgIJvx5l4JpxUBZ48GXthJZyrSHEyLyqOxyIvhRuqlbcClkxj9mpfNTerz22kQJcFI3A0zgL3NjLQlR1IFEGGiuvWl7UBRIg3Uu/uAWdksFp4ZNbDraQh5sUyBmJ7Bzd6PxgItbmBzDbAwHxAeo2uogaMPjS6SDEb6/zcDs8y6qnvbZcxJN4jr7zp8khl/2yJBB4mDZRXAsSPC70eYGODbVM8g4TVTmGYnQEelv5oyhLTIMMnQH3E2puRnBrsGd3sHV7WGkB0N7OtXE7UwgY2lJqeRwMyIIlkyGLKiw07WYOP8z16B6ZlmdAXMaOkC7CaBX82ms+ZVSZgoUlA5JFgfblczUy93D2GfM6NZnuDUQoFqpwzoEUhx6LBoPnglE57eMrh69OWdEn5/jI4HFmp4a79Au0dgdKKO2VmAVfNCC0rzZK8ZW58Z/Bw7XhBYNNYCKC74FBdm/NKG1j0SqpZJkExA3rEaIrNU+KTDtH03cMTDL7sx5To2EWveKcHTCXTV8CcvDQjMChOqAAP9ifZwAGJMEnDiCCpGBVjSwmHmvCwdpNYnQEImLTKYZSWRtHl9DxWdcba+xzYF5+XBIYIPebGsqazrTPNdVskxjErka6urB/9cZtTQpGlmFNekzGimVg96TDRrn4bweSVwy2ymZms6Cas11exVUN7O9O0mJ0mdm5NZ3zEvlkRsXTdLeIQ6k/eGqrNUyI/HAFkBQHUJmM12BHoEnE2APREw2QBPB+DtBiKSAWHzwy+MvfuRCK9XhV81YUo6gGC6e4yFc2JGJn83fsEznxXNz9w1n6S7w8w0+24v7ektS4BfzCTpubaMNifSzLIbWxqoEm1xsvzGvGz6i9MzmJrvDjCDYlIaVdgWmfu1Hh+/Mz+WgRNVo48aKl/w0g4Sn6HmW8fmU7Hd5uZ3J0bQt211A7+ez/n10QGuJYvzAX+A12xTgIlpwIgEfsfYZAZprArJ26xoXnNdD6/18fUc32UTqA7tcDNYe88iKk/dAZLLAZ2lD4oTwo2a391H+xuCVWEg6M29wHmjmda/uprk6aRUXo/wA1MAjI8DLAnAfi/wSjmFT3kOwB2sG739BeCkO6goNvrEGTDw1TAsNVUHw/bt2/Hxxx+jq2sIz8DAtwafLuPkQqZPdfuYbqBpVPE8sIpG6t+7Wdc0wgRcMI5GptkVrL3qZmRtfArT+sckA/evAA60AwtzmC50/AjWaGp2AdubuEnbUgeUJNM47WmmMmgwWGSmhPxhNaPpJ4xgdFQWQH48oEiG+sTA0YkGlwRAR6zVmAPfFLIjVextV6AavPV3Hh5NOqQAzY8DZJl1wgvi+FpBHFNaAZKLD6ykbWpxAacUDn7OeBt/BiNcRyfS+Wly0o6OSmDq7okjBh4LULXmMPftUG5TSAilR7JO3Lv7qeYZDBEmkjSDEa5xNjpjF40Dntsq8KslAg+tAe5eTtsa0IG/baZD98QGqtoqO0mWLMhld3HTIDtIAY6ry8v06d+tEvjdagk3fSJjZYMFroB8SAXbHwGNyjafJpDqEMiLBfa3CvziE4GtrRZAYUFKf48E/xDEkuoDvB1UL+o64JPdiBnnxvifejH2Kg9seS6DUP0eIPS3jRzlQuE5ftT2Um76m4GV/UjJzyrY4R5gs6oZGSRW/rkTuH0pFZgPrGQN/8FgVTivzwrWRM6ICqvy/BpJmOzovt831Ly0B+uz3rqE++rtDdwvT0nj3jklsm/9w944dzTTgwfD8QWsaznUNdhNHGN/wvVgB1WAIayvozL9ByVU5f1rF9O4K9pZe3ZyGhV3n5QzO2YoVHUC0Sbg05uAnX8T8DRJWHq7hD2vSfC2S/j8TgnLfi1hzR8kfHqzhN3Pm2HRbUOf0MCwQVEkxFgBr5/EwTmjgXYPMy7cARLw3V6mtPcpbR2EJGjnIswMINy7guUCHl3LTMbyDpKf5uBzXxBHG/nPnWzaFupmH2Xl8zs9A9jZTFu0qZ5lLwCW5/jrJiq5n9jAc6ytYRDAJLER07H5JCVDqvHiRGZZXjKehOjvVrK8gVVhqZw7llIRe9tnwBu7WRJgViZw7zKg1UMCs66HDaruWc7+H6cUsubwXctYTmh7I+vIRlt4v7q8wK2zmalyx2f0tb0q4PMDm+rYDMvlZ/BU02nHPyjl925vpF+9oYbXtzgvfJ//tYvNL6MsrL08IQWwdQJb7wC23wvseQzY+mvA/jZwy1juEaZEAc3BwIjqBRw+HTZhMKoGDHxVDAup2tzcjAsvvBBPPPEEAOD555/Heeedh+uuuw7HHnssSktLh2NYBoKwmwVqurh5izBxw6jIjGifPJLGDQA+LAUeWAxsrGUdKJePmyhPsGHr67uDBGgmP7enGXhjL9Mif78KmJ7OaB/A9I70aJKrdd3AuSVATSejeJHm8NhSHMBtc6ncafOyS6QAkBXDSKJfA/xGIwkDRykaXDKizfqgZIeBrwfZkRo8qkBFl5Eb9V1Hb+dPAp2Xj8uoSB2fTALR2o/c2NPCgCMAnFbYt7FUQRxTEn0a02pDjSMEqBY5eSS7COfGkLg8pZBKWJ9Ksqb3uXJjOI51NeFUvbRIpjr+bROVoBaZjldtF8sU2Hs1wcmMAm4K1kS9bQ5TdWdmBoOPsXyvvJ0O5/Z+Xclb3SSZziwOv+ZTmU6dHgm8uYdjunYakBNNEueKiSzJ87PpTFF0+ft2X1d1KlG/yDpLAvjDaoGcWKrndjTRrj+1WUKHaoYQoOL0HGDUdUDBD6l66w3ZAugmMwImK3STGboebDSl+VnP0cD3BqqqQ4UKSQEggKQJQMqJJP2npfN5T7Bz/mVFAbfMoqKttI3kZO9sqFY3//+S8QxmhJAWyTJXbW7Oy/NLSND0brD26i7ggjEMeABU7R3sAC4d37c5VXpwDv99C5/rV3YAo5KA/+ylQm1bI/DWHn5femT4cxEmNpup7gIuGBtuVAdwj3zVJK4zVZ2c1z8eO/B7r506eAM4kxyuzwrw2mq7SHydUEAlX34sx5vkAOqCYzh1ZN9mPoMh0AFAB5p3Awc+FMiZD4w6G1j/GODtp2isXS9Q8bEERVYgBGCCGaaAFSbNAlk2NjXDCV3X0dADxEcwNT8jkvYnzsaSAG/tpRDmQCvrhPdWbsfZWFLi1V0kO5dW0k/0BnguTedcOr2YJK0QYZunSCTwb5/L51SAAQivSoI/oLHuqEDfZo3JEVRtxtuA2dl8/3eLqXCdmw383yT++9IJvI68WJ5rSQW/8/8mkZys7+H6cVYxbdwx+awJazcDP5/FZ39iKuvHdvs4lksm0MdtdXN+5MdSiHRMPv1bnwpcP5UE86PrSJj2+IDmHkDrZnmdk0byGkNrTOh+fHAAuGYq8GkZywDYTcDYJM7R0L6/28fA7Yx0+uvdfiB5FhCTAxRcCEz9NVB4OhDbCTwwEzj4AvoUSI+0ArJRb9yAga+MYUn/f/DBB1FeXo4rrrgCmqbhr3/9K2bOnImbb74Z99xzDx566CE8+eSTwzG0ox6SBPh1AavCRdwiAyfncTPVHixGXxJUyXx+kCpRVWdUPdUBvH+AUcBoC+vkdO1gdHJxLtMr3X5GM381B+jxBtNpI5gu8swWHjsuGfj15zTQmdE0pl4V8AVoLBJtNGS/WQDsaaThmpNBJ/LjMh1FUf4hG2gYMPB9RoNLQozFePq/SSTbNNgUHbvaZBTEGBvP7zKsQkVujIzUSNY0EwDGpgAPrGANMpNMu/fO/oGffXE7ScRfzmZAMdpKEqMhmNlRHE9Hx+Xne5pGRzI7hrbyqil0Hk8eQSdK1UkCdXppb6s7qfS8cjIJ36npzOx4Zgt/13YHu3CXAPetYrrh/00iKSkLqmmjLVTsLaukwzg1HXjwGNp2v8rPP7x28HvT4eH9sCnhOnM6WDMxwgxYFR0HOwQunsASP8sPkiA+Lj/cSV0dZClqcVFxNFgKc6i+ZZeP+4RYK+9/CO+XCvxwtAUNNoG34oGaVu4fTvkJkLoPKHuFJOtBi8C/N1qYjhqp49zRJiSZfRABo2TH9xEqAig4UUPGORLWe4BX9jCYMDkNuHshO5S/tY+1HdMjgVMLuR+96/OB5/qknKm2t89lyYBIC1NzbQrLXXQHm9qcPJKpy//axc85/ZxLx+ZzHysERQPeANOGG4LkzL4W1oNsCZYhKGtnTdXzx3C+hhrexFq5BtV2c+6qGtOcdzXzmT+tKNzAxqcCn5RxXv5kKs8bYwXuXsDxKhK/P7R29IYASePe83FmJtV/HR6uXdMySAatreF+OzeG5NrOoIr/ltnAs1t5TG+Mige6etWLrdsAzLoFcDUD/iHqQJd/LCFnkRmq04Idrwq0lQlYY4Ci0xXEFKrwCUNlPhxwu/3IirYgoFFN2upm4MFmCgceH17LgEWsLdicSqUts8rMeOhdFsAULCnj8tN3y47ms+kNinJK24ARcbRZf9nI5/ySCQwAHpvPZ/G0ImB5JXB6IfByr2DBuaOZBSIEz/nv3ZyTdd20vS0uZnhUdpDwPbWQAp6H13EsoWZytd0MnKZHMQBz0kigMyjeeX4bryfRzs+fUcw5lx5J2xWyW8fmh5t3jYwPN31UbMCKKtrIWVn0rc0uoHEZsGAM53yEmbbaLHM+zstm4KXNzWCHzQQ4gg29ThxB0tYboPpVANjaxDWv2wsU5wJnnABYvUD1+0DTOkBSgOz5QPGpVL36ugFzJNCpCKiaFdFWHYrPDU0zhEoGDHwZDAupunLlStx6662YM2cONm/ejJaWFtx7770oKirC5Zdfjptuumk4hmUAgM8cgXf3cRMVaaZjl5MA3P4ZHatHjueifcEYpi90+4CpaawFpepMQ3h6E3DReDqE9T2MyAN09O6aR8OzpIKbWpefjuADK2n8/rGN3RFPHMHN6mu7w2OLMDHC/4tPw409cmOojOkJ0Gk9uUCH3r/LgAEDRwkaXRIyIgyi75uEEEBulIotzSacmuuDOIxKx8CRDVn14dopCso6JNy9HLhxJh2ukfHhLsJWhensSyr6fjbeBmREM6UvoLGTtidAUsYkUcX5+Ho6ZjfOYBmB6i4SM6cVkoT5tJznumkm8K+dfL83JqaS7Hhu68CxV3ZQAZPoCNeL6604vW0O8Me1fVP/PymnM3rdNNpeszw48RlCe7DOZO+mXM3OYNdmXceIOOA3n4tDQcxuH0sGHF8QbgbSHx+XCfxkio57los+xwgwhfODYKJSSOXTm1S1KgJ72kx4bEN40vX4gIfbgXPygeJLgYpsHS+sDr+/t1Xgt8sFrplkxtgYDar636+PQgiqqAy16zcGSRLQdR36V7jFmqZDyQMeWc09ZwhLKoCNdSQay9pI1uxrZROYKyZSIbajaeD59rRwnubEsJnM1VNY/iI5gvNhWyN/FuSw9uh/9vJz7gDJ288qOP8/KQeOz+eYHlkL3LuQz2tLP0LR5afyb08LsK6WpO3dwWOdPuDJjX3naYuLJG9tJ/D63r5k5sa68L8vncCMsdOLgKKEwVP1zx3NvgQhpDqC6f3L+P/NTu71X9nJtdBu4jh3NrFJz4cHgLW1VCI+sDI8zggTcHEJsP3W8Ll1DRAS4OpXI7o3Ah5AdUtYeps4pJ7zdQPrH5OQf7xA3ilm+GHUXR0OWGRgT4uO9bUC0zJo957YEFZnPrWRDYtDHejNMusF9ydUBej3fVxGW3nhOKbVz85mdsIZRcx+8Kl83iaksKbqrz8PBjslzrFFuVS9HlcQnlNzsmibm1187V+7aH8/LadCtclF31QHfVKzzCDHcfn8bGE8icy6bgY5zTLw5w3Az2ewl8j4FGaZ9L6W57ex4VyCnXMpJTL83uS0cH1ki8Lyd+0ezp/QlJYF54VVAg4sARYvBLZ7mPExL5v35++b6TuPiCPh/NSm8BiKE7gW2UwMBNd2Axtq2aQqhPV1JGZvnwS0bAqrxPe+DjhS2ehv3aNA8ZXAqweBsg6B66cLxFltMPsO0/nOgAEDhzAspKrL5UJKSgoAYNmyZTCbzZg+fToAwGxmqpaBbx8mk4ROn8CphQI9bjpIVhOJTXcA+OVMbvgmpwW7GhZwg/niNuCcEm6iXtsD7GphuYBfzOIiXt/NbpELcoDUCNagGZfEyN+kNG5ef7sAWF/Lzo9WmUa0JInf0+pm/ZixyUyPGBnPjdukVL7+3n5uGlt8Ouyqy2ggauCohF8DWtwCY+KNGfBNoyA6gN1tVtS7JKRFGPf7uwpN02FSNPxzpwSPyi6+c7PDisnMKNZ6i7MBv54NfFwOOFVgaipVYu+WAjPSGExs95LEOaGA9dv+s4fOTbyNSpGGHqpxdjeTeDl7FImIdbVUslw5mWmFyw/SMZqfw2yOv20efOyjEknCWhSm9VZ18vvNMjNIWlyD11LtDtaY03WWH+itRO2PpIiBtWFHxrPphl8XeGarGDQr5MMDdKYFMOD9CJOOJIsPv1tsxpIKgapOfs+UdGBpRbjOXXok8HG/5l2zs3U8tGbwKMYb5cAfjtVx/yeDv//cdgn3LzBDUYfoCHYYyEKB7DOju1ZACwBRmTp0ix8BGMrXrwNCACbNikC3jJ56wBID2OI1qBYP1MOx/kHIsoStrX0J1RA6vSy5MSGV9UpDeHE7y2sMRqoCbMT6xl4SJd1eziVdBxblAQiSkEsrSf78fAbnVJeX+9bsGODZLRzPvGzuf++cR2KpOAH4zXwqSzu9nE8j4jlfc2M4fxfncT5nRQGf1HMvvbGOa0haJPfN7+yjUs95GH4x3kZidmUVEGcl0VvRzjUoxkphA8ByAeOCjXWKEkiOhe56RhTLjfx0KsmfDg+b9zQ7gbf3cQ15ciPHd+EYYGMDUOwAxjsAbRdgiQa8wXVItgCaD4hKH3rMlmigp14MXDgAlH0okHeMAlgNUnU40O5hI8MNdbQBkWb+3tVMBeb9i0mUNjtpH0cnUUn6w7EM+B3s4Hyak0WydFsj58fnlcCaWuDYAhKGSyqoPoVgoPLsUbTLq6ppI04tpO+5t5Ul4bbU07aWtoVVn6rOYEd2NAOTk9No5/69i3Ps7FGcS54AlahtLr5vVUjIRlr4nQ+v5bys6+Y5XtzOezE2mURsl5fkb7KD8y3KwnqoAIOiBzs4hrpu3q9OD4neeBtVuGtrGOyQBKCqLGWz6yFgxO1UpTrMVP/eOY/Hnl7EMa+sCjYJy+BctpuY0dLqpi/em1ANQdWBF8uA804CSp8Pv95TT5L12IeAMhUY7wGOGxkKaAqkWRRofkOsZMDAF2FYSNWcnBxs3LgR48aNw4cffoipU6fCYrEAAN5++23k5OQMx7COaggBuGUbqtoErDJQnETDFooQAtwYvrYHmJMZjr6dVkSDubcFsCSSRAVoLHc0caOW4qCR/ddO4NJx3KDGRQDrd9AAdXkBi+CmdUQ8I3HVncDWRkYMf1RCY3rLp0yJGp9CA9TQQ4dwXg7wwjYdF4zRoXkMQt7A0YlmtwQdAnFG+v83jkyHBoukY0uTgrRcw8H7LsOlCrS6gXNG0bn5xSd9FST3LqQSJVoDjmkCnG1A13tApQLMyAM0F+CtANxTaOvqukkqhs5x8kiqasrbmT64pIJO2Gu76fxMTKXjpGpMSRyXzG7K/9nLfw/GKcVa+fuxYHMeqwLcMB24eBwdQ5tCwmMobGmgsrbLy/TEtwY5NjuaDqCvl7DTIgOFCWw8ecMMMWQXcoD3Ic5GJy8EAeCMIh26zwe7rGJ0gg0+VaDdwxp0oWtNjuC/e3pNLUUKd3MeDDqYFjmUQtblB5x+CdFDD3lQKDChfZsZm5+WcKjMnACKzxLImC/BL4boumXgS8Os2rHxCQmte8OEuDVGwqxf2SFHu6F+QVdATVKwomromptbGkgg9iZV3QEquwZDTgxTb7cH1ahbg3vg2m4GACLN4Wyp90o5pyemsu7iBwf61i11+qhKe2VnuC6i3QT830T+/4dlwOt7gPnZbOD62u5wiv7YZJbSeHAVMC6F60uTk4rQVAeb6s3M5Hf2x4g47pFVnU34PqngOOZkUSm/pILnsSrcU0dZqG5LjGBDOoBrgFlm/dSnNvZVjefHAj8eR7UiQFHETdlAfBnQUwls2QsklQCJxUBXUKmXtwg4uBxInQREJAPOfrWcAWDUOToOfDh0+kd7uUBUiTDU4t8yoqNt2HiQpDrAgMKl45lVuKeFhF+Kg+nwsqDK867PWV/884MMNqQ4GEiwB4nL5AiS+CGicnczj9tUzzk3MZX/b5aBlAh+X0BjMPGsUbSXp4xkev+Px1K92e2lrZAl2q6iBJKuxxfQRrR7aCvf3c/14LgC4Def9w0sTk4jqRsqxVOUwPGcMIKvTUvnfHx4bV97c+dc+rCdXhKxRQn8nh+N5bV5AxxXl5c/ob4lSytJnGoRQPZZwK7HAXUfgyrLDwJrqtnErjiRIqV4O9eGkKJ2bQ3Xo7OLqcTtPoxJKmsHrEUDX69ZB7TkAX8MlusQoBJ4cb5AQDZDMkhVAwa+EMNS+fvKK6/E448/jhkzZqC6uhqXXHIJAOCcc87B22+/jcsuu2w4hnVUQzNZ8LeNAtkxrJeztJIbP1UPF7+WgqkSnT5gYho3pDYZ2NzATsG63rcbsKZzM/tJOX+bZMBqBuKtgCJ47DNbuNnd0wKcVciuh79bBTyxkRvAycmATaK6VRY0iMsP8tzzc4KF+HXgB2MAxUhRMHAUo9HFyRdrNZST3zQUCciPVrG+0fSV0lQNHHmQhUC8jQqa90r7CqRUnXXWbp8DrGwGUmYA/g6goxJoLwVqPgPkCECdDKREMzC4rZHnsJvYKKPHR0dGBwmT66dRIQOwBMDuZqYcvl8KVHQAb+5j2YDCeNrUi8b1bTgzMp6NQKo6gasnsxZcXixTmnVBu/zO/nBDycFglumcegLsoty7SZYAm3T9ZCrrsYUQarDz6i5ey2Adnnsj3q4j3t7r/23AL2dpiJK8VBIFVGQ5/EiK0LCrKUyoliTquHmWjo96EUXJEcDtczQoYujJput9GwcNhi8a82DQuszY9FQvQhUAdGDPaxJcNQqk/+akBg7BJEzY/c++hCoAeDqAlfdJkL2WLzyHgA6zPPSzYZLC5F9vmGUqTXs/+xNT+ZyHahOret+59NJ2qjbzYvuevyiex41OogL2+AISTDqAl3aECVWABP/D60iw1Hbxexfmsjnr2aNI5ObHkjiZkEoCaVdTeC89Jonq1QgTydiTR4T33gLM4rpqMgmd4/KpZgtd44oqCh7yYjlfOr3AsoNcTy4cx/mdaAeumQzcMIP79jf39CVUAa5pS8qpkgvdS1cjcPBDoDVYDkE2A1qAvwtPA9Im66jfDGx/EZh4GZA4KnxTFBsw5kc6ksYArYcJCCkWKpNNqhVm1QaTMBsleL4F6Lp+KLAFMIC1pYHP3ZWT+By8u5+qT7cfeGEbcN10kv86+MxtrgfmpwEtbwNJftovuyl8zrf2MdNjWjo/s6GOhGtlB/3S9XUU8zQ7SbIuyGFDuJNGAPtbSayaZM6r0LIc0Hj+UK3i2VkkIfe0UBT0xHoSqiPjaZvvWQCcWEDSMymC5witAVaFNv2CMUCag2VBjs2nevRXs6k2r+5ixuXPpvE6fj6DZPI9C2nve5uLl3dQPe4N8LMRJkDNAoouASr/DVydA4xP4jWsruG96AgSsv/YRiXrf/aShA41iwuVNBgKAsBgZlS2ADs7ev29AXxawXWhslMyGsUZMPAlMCxK1RNPPBHJycnYtGkTpk6divHjxwMAJk+ejOuuuw5z5swZjmEd1fBoMoqTBKo6gMJERrgL48PFsd8tJRE6N5uL9h9XAhdNZBTyP3toGMraSHQO2l1UAn5Qwk1jpBWINjGNqrQNuG0Ja7BazcBNU9mUKqDR2Pp0QFO4qTyzmO/ZFI6hxw/kxgI13ToSVdeQChUDBo4GNLokWGUdtsNsqAx8fSiMDWB3uxWVXRJyo43F57sKk0wF6WcVg7/f0MMg4yUpgNcONC8GSk4B4mTAZAM6TYBQ6HjNzaajFmGik/R5JUnWEPa38nzXTg020XCSdH2vlI5jCNVdTBP2qRzfT6eGnUOzzNTEig5+zm6ijT4un8q6FAft9o/HUT02GGZlAlUdVOQsrSSJmhsb7sK8u5k13E4ZyfNHW3U09gj8Y1u4oU11J4mfsvaB51ckIDtSw7UTNbg1Kuhtsgaz6oXaj90aEUcSK6DRaY0064hAANdPEXCrEptlSRpMmg9+2YzkCAmNgzW5MgHRFh0OsxhUzZpoB+yKhq9SjtEkK9h/GNXc3jcFJl5rgmbUePzv4TWhZoiSDt5OwN0qQUnB4YNXagDH5pmxpWHw88zKAtbV9H0t3kaCYVo6CU2vyvm2pZ5Eyw/HUAW6tYFk47rgXKrvYeOc4wsYjLCZOLZYK7CxHvjoAMmT4gTWcvz37gHDOYTlBzl3S5JJUH1WweY+V0+hyq3Ty3mmaSRlOr18/0Ab1alT0tizYG42cN8iqv90nWtJfTfP89EBqtaPyQ9nkr21jwrAy4INeWKtXHNswb4FbcFalH/fQmLp+AIq80JNuULYWEdCCQDmJwOtb/d9P/dYwB0B5J0GrGrTkZ0RwOIHZfh6BFS/QMEJAkVnALJZh6QI7HtXICJJR9xIHW37B/4tZSs7mNcut+LABxL8TiCxRMaoc02AwwPV6Fj+jaGry4OR8Q60ucNlXZZU8Lk5I0gqhmzUD8awsbCqs5GjL0BSvs0N7GoFxs8E/B4g0g7ExwALc1gb2KdS/bkgl2SkqtOe+VV+Ns4G/HkHcP10+p7FwWZUfo1qa59KG1LdydeiLJxX542m3TXLDDA8uIq2q9nJ67huKoOqe1rov3Z66P+eVwLMziQZfM0Unr8wgQHQ1dUc39R02tMIE5XjqZEkdV1BYacI3iwhuCeQBInm+h7eu79uIpGcFknfNj4KwCwgbQIAN3BZMeAbC7QE65u/vY/kdX/Mzeb3JjuCxCkGraCBSSlA59aBr8fPAzYMohx/dz+wOFfA7zBDUo0mcQYMHA7DQqoCwKRJkzBp0qRD/x8IBHDllVciJiZmuIZ0VMMTEIi1AkWJjKLnxVJ1owhuxnJjgbIOOlgbaoOEqkoHy+lnxLo4kWmL62qZ6tgb107l4nzCCBKi+1qZHjE6kfV4nt0aPnZMEksKLK0ONwAAmHJ17TQ2BvEG6Gi+v1/HeaNU+L0GqWHg6EaDU0KsVTNUG98SMhwaIk0a1jSYkBttpAB/V+FTdRQnhBskDYaDnUB7E5CYBIxOJ+kYIQN/W8V64HsbqToJ4bzRrI+6rZ+TkhFF52lPC5WfD60Z+jvdAdrXv2wc+N4xeSSFPAH+/GcvncBzR9N+d3rpGE7PoCqnN3JjaM8npFBNtLkBKIgD/jjIWPa18vcJBdwP9E73/6iMarjH1nEPEIIAcPUkDSbNCz2gIiL0hgr0pjyEomB5rYJ/7e6vgJFw5SQFE2I9kENNpYKfNcGLn06RcfcKqU9ZAlkA103VYNO9uH6qBQ+skvqUTTBJwLVTgqTuwMscGpoEZ9PQC6q7VQCqAIxA1n8NzccGRkPB3QZEpYrD9lrQNB0ZDhXT0gXW1fb9e42Mo6qtoiP8mkliIP+pTXyur53KEh+96wc/sAq4az7neqeH5GuIWO3wAP/cybl0ZjEJo3/vZhmsELYE51XrEF3uARwqO/JpGWs3A8DcHJI4oXqrf95IVervVg1scLWmmory+1eQTLpxBkmpn04lWfr3zSRzLp3A9WhSaphY3dnEnxFxDCrpOutVxtj6Nsar7mJd51MLqfJbWRV+L8rC9WZELDDWBGzdE34vbTqwzwQ8uZ01ZD+tEpiRAXTtBTY92X9OCYw8BZAVYMvfBab+BFj7COB39jkE8+7QsemvAs07w5+v3yjQuFVg/m+tEDEuoyfHNwi7SUdtF3D2KHEoWLC/lc9mjJXP3T3LwyVo7pwHVLYzgyIrmuVqenzAe73OeeUkYE4OsK6Oc9GvsS7rx2VMP3fF0+/Ug8SkR2XwsCCWpTWSIoAHVtAO37OcNX7zY0nwXjKeWR+eAM89KzOcgXlmMZ//H5Qw0/KtfeG5IQsGKJ7fxtT91Eh+PsbKudEQrN1skYE9zUBdF33TeDvFPghwrL2fRI+fQdCLxzHg+chaBnLa3FSyS4LrkMMFuDTgnXoGg7q72fxqcV64bEB/jEvmWrOyiiUDIKh47x/QibECZ2cD257u+3rKVKDBAbT32ysAXL9irPjv0jwMGDjKMCykaiAQwJNPPomsrCyceuqpWLNmDa6//np0d3dj6tSpePTRRxEd/VUrXxn4XxBh0pEZRQM5Mp6GY3EejcRbe4GTC4E9TUBVFx1Da7C2mSwxNW9DHaPcuTFMoajs4AKvSDyPSQZOGQG8tJMKgLU1NLrnlzCdIdR9dG42N2rLK+k4Ov06Wl0CY5N1FMQBn1UILMrVMTFVQNc0nFesQfJ+9cYTBgx831Dvkox6qt8iJAEUx6nY2GjCmfleWIctRGngf4FJ6NhUz0Bi8xAEyIgIwJEObG6hYmtiGruCj4wnifh6P+fl1V1Ujo1PoW30qnR87CY6eQCVZ5LomxYcggDt6YeD1EoE2Mn4ltlMBw5hXyudxdRIEkAv7WCa4qxMki9+jc2gUhxU1dR3k1AFqNhJj2TNyMFQlMC9QW90eJgKfe00ZqDsaaGS6Jg8HREgoXo4+CQzXtszeErhC9sljFpghoK+tl1VdSTIbvxukQ1ra4HSNglZURpmZ+qww4uAT0W6RceDi61YUQVUdUkoiNUwIx2wap4vrM05ALKKhGINLUOMM7ZABxRtcEmQgS8FyaJDsQGBIbZxkWn4UvUzJZ8HPxptxTH5Cj4tB1RNYGIq95OJdtZ+bOjhcz4mGXhjT7iRm900sFavT2Wg4Y55wI4GBiiOzaea1Kdybptl7pV/NLYvodobebF9O5/3RkEs5+zIRGBRPs8bYSYZeuIIrhUj4thcqj+hCpB43dbAMgHbGql8fWAxr8UTYI3WBBv3259XUqwwM5MK04DGUgdZ0aznrEhU4d25dPCxvrcfuGkm9/Uj40mydnu5Zl46EbC6gfTp7GKeuRA4IAF/20sVbF03MDJOh8ktYfvzg8+l0veBmTcBVSuAbc8Dc27T0boPaNpJ9WrOIh3+HqB558DPawFg+4sCE35igt9QjX8jEALocAOZ0QJpUbQJq6oZcJiYSoHMyiqKawrjmQVhlvm5rGiS73fMZcCgtI3K0FmZfFbf2ku/saydz6ZVIYEfZ2W2RWY0SdWARnHNBweYRTE1nXP3lEJ+NieGPxaZqk5JkNBfX0u7LQmeOzmCS3ZODG2hECRUJcF6w1PS6NsKwXkxMxP4ywZgagbXkAgTydi0SK4vuk417d4WQENQJRokgQU4R0qSaHNf28P14s55vBcVHVyT5mYDB5uBrgrgLQuwtYlNKI8vYMPMyg4gJ5rq+C4flfcC/FyKg/Z4YipLL0RZuQ/o/TcKNX/2dQMlVwNNKwBJATIWAt5Y4I71g//d82OBCLOOqm4ZGQ47TKoXuvqVQpMGDBw1GBY38LHHHsPTTz+NW2+9FQBw3333ITY2Fj/96U/x7LPP4qGHHsJvf/vb4RjaUQuL7ofDIeHNfQK5sXTQFucxol+STKcr2gpMj6JSdEYmo3mzsri5+ttmbuhWV9N5nJYO/GgMidODnYwECjMAnY7b+lrg5lnAXctoMBbk0gi9uosbsPsX8d8XTQCEz838JwicO0KCSRbwqxq0gArNZ3gzBgxoOtP/cyONbtTfJkbHBbC+UcHmZhNmphr3/rsIq+6HJMlYmMuuxv35G4sMTIsBLA6gqY7qlowoqjNHxtMp9PbzMWSJ6X1/30zCw26iSiWkcAEA6HQclx8cOKYp6UzPT3b0Vdj1+ihaXHQce5NBG2pZY25cMt97cTud0HHJdHQT7Uzt1W1h1R1Akvb0osFVsbFWIC9aw8IcgbL2voRGdRfVrheM4b9b3YAEDQh8cVOLdo8YtAkXcPimUpqqwaw6sShNxsJ0AaHr8PvVQ7ymrqqwqk6cmCVDF+H3/5tcFn9ARdYcoPQ9QO2nEBISUHS6jgCMef+/QLf6UHi6hF2vDCTLYgt0mCLVL02TST4Pkqx2yEKGSWEN41Y3MD2d89DpYxbVu/vDPPioRJKrgz2LLS7uR7c3AmeNJjF5wgiq6N7cS7JkdOLQhKqmA3OyWce0f01XRQJmZpHMeWMPCZITR3DeLs7j+16Va0x/xXtvbGtkSvO2RpI0ZxSRtHpuK7//p1P4HapO5V2UhdlgVoUNsrKiqZZtdvI11xCPs6pTgViSyNJdj63ru+6NTQLO/BFQ3gZkpQF//5SfOXkk8HkFcPlEHf5WAf8QgStdJbEuKUBXDbDhCYGZt/uRPDMAPVgEsmGFdcj70LJbQAQUQDFI1W8Csixhc61AZjRrds/PJsG3sY7BvXf3U1k6PpkBtjHJwO2fUT0tCWBZJVDTzfqnoxJZZsMss8HS+lrauoZu1kWt6QLe2UdCcWoGa/qWJPE8J45gGYp39vN75+ewtuofVgOXTCDR7/Iz0Of0MRCSF0tC0q/SNv9wLMt6TEvnd4Vs6P9N4vxYVU1SWBLh+uFZMQxgWGQGErc3MFukwsUAaIqDPnJA44+q8fnXdM7NgEZ/eWUVA7LFiVyTihN4TE0Xm2EqScC2YNZMeTtLCphljh+C/nS0hWVDVtcAf93Mc09Jo6gpzsbrqWoHrCaq0wMqG9A9vp52PncMYBnJ73BYAY+bBG7/uS/ARl4PrxXo9gEWWcbNM61IM3sMYtWAgUEwLJWH3333Xdx444344Q9/iPLycpSWluLqq6/GhRdeiBtuuAGfffbZcAzrqIYe8MMi67AqOuRgdO3F7UBeHI2URabSZV0Nay4pgupTp4+O4oVjaYwCGjdwyw4CzW5gdS0jZrF2RuE9AS7efo21Ya6bxo3ZM1tYAiCgAbfPBXq87Dja2gUEfAEEAhoCARUBnx9utw8BX8Do/mnAQBAdXgG/JowmVd8yosw6cqI0LK8doo20gSMeaiCA2ekqzLKOG6ZTxRJCdjRwy1ig8T9AbbCLt0nCodTzkJM24JxB5ZfTD6ypIXHah1AF7d7EVGZkhJrMKBKdxFmZwIF2nn8oWJSBRI1V4dhe2E5lnSXotG5r5PE7m0ic2pS+zSzqe0jeXjKeDlsIxQnA9dN0yLqKcQkBXDxOP9Q0S4DqlwvH8ZzLDpLUCTXM+CJ8UVOpL+qL4ferUP0q4JdhVm0wqzYostzn/YAvAP/hbuKXQMDqxrxfa4jODr8WkQzMvlUDHB6jUd3/iICqIn2WitHna1BsfE1IQPoMHVOv0+CXv1odPxOAmTHAjGhgYgKf87W1rEMcZws3jZMEycj/m0jydShYZECW2SjqwwNUfS0/GFa1+7WhG8P4VO6ZezenA6hMu34a3/MG4w86GHhJsLOUiMMcvD9auMnUUOMLrQNWJbyfDm2P0yL7fr7LS9JoRRVJY5vMexJj5f78cDBJLBXw5w0DA0nbm3ifd7dyzbtwHDPRBIAflGiI0D2QvqBMhmQKl4JQrAyg+AKcw7quQ7Ef/rOGZPybhc3EZ+vqyawf/K9dfPa7vLQhL+4gaXh6EQm8RXlhEY1ZYS3g6i6qLkuSOT80ned4Yw+DiXXdVHSG5mi3l4EJk8z5mxfLIIDdxOf1owOcQz6VGRkx1qCN1oCDXUCDk0TktkZgVwvJXIeZatO39/G3RWH6vK7zu7NjODcaevj/Lj9tsVVh/eVPyoCxKbRRG+uYwu/0BcnUIJGqgdegg/Pvk3Lay1DAZHczM1waekiIVnXys7rK8QAsUdDmAVrczCopbaWNfWID1aoOM8fW4+OaVNpGVe+7+4EXdwJPb2HNVqefQdSpGbTzzU7gpiX8eW4rYJZ03Nzl0wkAAQAASURBVDSzb/O9BDtrMq+q5h4C4Jz/3SoJPvmLmwcaMHA0YliUqk1NTRg3bhwAYPny5ZAkCXPnzgUApKSkoLt7iBw0A98odJXKGVkwyri9kYbiswqSn2/to3F7cTujhXmxLFTuCxbOv2gcDZrDTOPS6gImptDAbWlgpC07hmoZa9DBa3ExGhlvY6qE08f3/RpQ3wkkReqAUa7QgIHDosFFBsJI///2MSYugHcqLajskpATZZDa30WYPCoiTQp0sHmLXwVibaz3WPNnIGY88NoB2r/PKphZkeqggzM3mw5I7/RcHSRW+ytJQ0h10FE60Eqn6Lpp/IwAnbRH17Ge4/PbBh+vVaGj1p8EGZXIJhoAsKqK6ZZC0B7bFJI23qAjOzGV9juEDw9QFfejsSz7o+u00X9YI3DXXBm2gAvTEwMYv9CKqi4JsmA99D+tDY9jTKIOM75YpQoAUWYNkWbpkMPWG8kRgF3qV4S1H2QhQ++0YtsrAs27BEx2IP84CVnzdXjFYQpZfkVomgYp1oWpN5mhe2XoOiBbNagm31cvJ2BgUPiEB6nzZKRPN0P1CEhmABY/vLr/S/NkkiRg8tlQ+paEmuWApgLFU4CFJwNPHCDJc9tcpvwKESRLJZIfCfbBS1/YTRQLHJMHPL2ZrzX1K5VR1kby451BmsdsrGPjupd29N3nNju5jz6lkIq83vi8kgERVePxm+qpCNzRNPh1z84Kz+N5OSSNQoixst7r7CyqUgfDonx+prqLqrbkCAzaCC7STDXegTYM2RR2WSVw+USuW7+ZD2g+HVazDll1IxDQINlVOFIk9DQM/KzZAWj+MKmau1CHZNUO7f8DAQ2pE4Fdrwz+3VlzdOhmP/4rSbqBL4QQAsWJDNi9sQc4eQTgsDDd/JezaC9kifPqP3tJjv5wDD/78nY2l/q4jJ8dnQgcY2HGRyhj4539rAd8aiFrfs8KNns0SSTpxyYzq9FuAtIcDIj4gipOARK4b+xhqr6qsdbpvBwSnkUJ4cCDprMG6y9nk1Q9pZDp8haZpOayg5xvihRO3291sfnVCSP4/e8Hs046Pcza1HXO2+yYYJOo4OcUicq12VkMXDy+nmrV3vY+2sL5VJgArKkEFnYBc1OB5cFyBFLQfu9sYjPKmZm0u09t5Drxkynh77PKwTqxo4ELSnjeSAuzUywK9y4OE3BsuobfL9K5DgoVZt2PKLsZ55coiDALaBpVxe/tH1i6xK8Be1sFxsdIhv0zYKAfhoVUTUpKQk1NDSZPnoxPPvkExcXFiIuLAwBs2bIFKSkpwzGsoxoWqw3uLoEen4BHZcpOVScJVosMdAU3Zkl2biif3cpjHCZgbCbwt00sQt4bF46lwcuP40bUYabha3exIPcf19AwhYri2010Aqs7gSQH4LDqsGpfsbGEAQNHIRqcEhShI9JskKrfNnKiVESZNSyvNSMnyuiO+l2DJAkIXYIkmMoeSrc/s5jO0pRzAXcz0O4ksdDmprNx0XiSn409wBUT2XSqd/OkD0rpPP1uZd/UYqvCRhXPbwUuHM+GN6v6NYlanMfPnDMKeKRfIyhJAJdPCJOnIZxWyJTG0He1ukl2vldKcgaCDtneFpIfs7PppH1UFj7H/lY21LhkAnD3ctrsWCvg1wRsANSACpPugT9gxZ82SH34rmgLcPF4HSLg+1I8mFn14mfTJNy/SuqjuLXIbDplOoztlyQBrd2Kz++QEGr47esG9rwmoWm7jknXWuGTvr65qGk6NMkLBJWU6qH/GPi6EFBVQHEDjuCt/YqmzOS3YflvZbh71f6tXw20bAOuuR24fQvg8evY1wq8XxqWUxfGs7N3qMFOCLJg451Py4DjRpCcBDjvLp3Aue8OdjjfVMe0+96NVQESOMUJwFpH3+ZPAGuyCgwkMDuCXb73tJCg/NNakiq9m0yFMDqRNVhrupj6OyGF3ctDcJhJimTHsDZiWXvfz8/J4rw1y0C7mwq30LrWO2CjSFzLlh8cvAZ0CO4AFYWdXkD1Ax1LBJwNAsXnWQDZDVXxYsp1MlbeI8EaSwK1p4HK5AmXAvuDHYwSRwMRiRioArf5UPJDM3a+1FfGHpEMFJ6uwat9uYCOga8OWZZQ3wGcO4p1QedkkzAMNUYLNUh1mEjQA2Fb5NP4PJ9QwHqou5r5I8BAR0IERTwHO0n+XzWZZOCWYLOmk0fSDr7UqxmkLFhaIBS0nJ7BefifvZyLJ4+kgnVvC5//jl7mwKdRPXtKIft5TEyln1rXxSCn20+CWJH4+939DDY2BsvgOcxMqW/3kAAGqPyensnP6DqXL03nvzU93JR5ZVW42dvUdNr4gBZsuhUFyMnAIg2odnMcOoCllVSI+1XelwkpFCqtqeEPwLIL0zNZig/gvf2/SVSobg0GMeJtwG0zATh12C3hwGMAgFkKYFWVggmp/Fs+OUgpoBCanICINRpXGTDQH0IfhlaJjzzyCF5++WWUlJRg1apVuPPOO3HBBRfg3nvvxSuvvIKrrroKP/3pT7/tYX0lqKqGri43YmMj0N7uRKB/Ht53DCbVgYZ1AvtGAhNSmc53RjHVpX/ZAFw8gZH1k0cwqtfl5QZrTDJJVr9Gg7S9iU7YgpxwCsPaaqYklHewTtyZowC7QsO28iDTRkbG07AlWoE2L/BZpY4TcvwIeAyZan8oivS9ee6+ChITIw/7vqpqaGsbRGJxFODlfRbs75BxwcgvN19kWSAy0obubjfUoQobGvjS2NCoYH2jCffOcMLxFYnt7/J8PhLm5H97/yRJgk+x4mCXgMsnEG0Dfreqr6NwZjEwOgFIlICXS4FoG9N+N9eTxDivhEq1kfFUhW2opWOYEwNMSqNTp+kkQxp76NyNTWYKZXk7A4mXjKdTtb2R6ZXTM6iyGZtMpducbP7/3hYqXGdl8fjabr4fYaLt3NlEhzWE80bzuNf3MMX5zX1ARiTwo3HhlGJdJ/m6uprO5MxMjuH5rVTYaTodyRFxOlLtKkwBD8vuKApcsGBFFdDkkjAuScOoBB3mgPsrleURsgyPZMW6OqCyQ8LIOA2TUnVYVA+0w6hgTDBj82NmtO4d3LGbe6cGOWV4OoEP93z+ojkJDK+t/Cbuj6JIaF5nw7ZnBq8ZkXuCjvQzdHQHgI31EvJjOYc9Ac63nJjgPK1jCm1aJF/f1QSkBdV07+4HdjbzfNnRwPljOPerOrkHnpPFzuRLK7k/npgK5MUA7x8A5mZxnm1pINkxI5PrwYvbB9ZynZPFsczIJNGS4uDcT3FwT72mmu/PDh63ugoYl8p/r63hWEKqWavCVO0/b2CgRIBp0CaJ42t2cr//1l6SR0srmYF27mimGtd0sdbllDRgbzPrQHb5gAdXDf53SI4g+bO0AvjJaEArBba/CIy/RIOjyAVV1SHMFrg1E3Y3ANAECuOASAE0rga6qoHUCYDfTTV49Bj3ADWcopuh9ZhQtUzA0wGkTdURk6/Br3iGZb5/WRwJtvJ/gSRJqPDYYZIFIkwkJWdkkvi0KGGFpllmev9HZcAN02lj/rqZ9uWUkVRkbq4nYViSxOyKTg/J+PoezkGHmbVQNZ1zwKYAuqCNKwumuE9JI5E5KoHf+9h64K55tIsNPXyuVY3fE23luTWNQuZnt9AG3jSDdUdrutgQblsjv/+kkWGSWNf5vOfHAWePYgmCpzYy8OlTGeQMEa/dXhKZCXbej97Qwb3D+hoePy+b9n9NDclVa7CcjycA2D2ArABOBejxA79bxf3AySN4XoeFwd21QUJ1Xg7Htb0xuFZEsJSCpgErqrkeFcYD6VFAphUw+QLwir6dAWVZYGeXHV6VWShv7htYsiiEW2dpyDAPj339OvFlbKUBA18Fw6JUve6662C1WrFhwwb8/Oc/xwUXXAAA2LFjBy699FJcc801wzGsoxaazYGuamDHS8Csv9EYzs/hhjIrmikPssTI4H0rubHKiWFh+k4P658uyuUCHmmmg9kdVNZ4A8CoJKZQvbWPZQNu+RQoiqchOSaf0erqbhqx7c1AUgQwN1M3CFUDBr4k6p0SYo3U/2HD6PgA1jWasKZBwTFZRuOaIx2SJKFRteGB5RI8ASo/ogfpgfLGHuB9hQTE6aOAe5dT1ba1gYrWB1ayFlttNwAdOHs0CRl3gMHEBTms6VbexmDk1noeXxdMHXb5WR8t0U6n7tg84N4VtK/pUXScHl5L5yvFATQF67x9VsFUyDOLgFd385jeKbl2E8mR+1dSnRJhptN11qiwMmdfC/CPraxtV5JEO76tgQq6H42jUqXtkN8lEGtVcPscO+xwQQsEYEcAJ2ezvbOmalB92lfOvNVVFZZg0ymkC+iahsCXOI/wK0MSqgDQsAXIPkX6n+upGvhuQKgK6tYOXYS3abPAyJNU/LtcxspqBhRmZwXVpXsoBPjdKjanKUqguvSh1ZxvAPe6ZxRTaaaDgZMHVlL9mRNDhdgj6zivTxwBjIhlkOWmT/j5SalcSzKiSIpYZCrU+xOqisQgyrNbWGIkI4rlAaKCJEq3l0TRsfk8/+cH2QT2lR0kbUPNrj4t5xrkCZBQSY3kfI6zkVxx+fn/ZxazTEhGFJATSwVdeTuvbUQcm9tUtHN9+LAMyI0DoHMtGoxwObWQ/sMPxwDda4CIeMDbCdSskTB6lIyAJOODCgXv9lIKCwBn5gHjkwC9Etj2Al+f91sdvkECKwHhAyJ9yDtTBnQBVVPhU3WjnOo3DE3TkBWl42CXwJ/WAPcvpop7bg7rg2o6n81lB4EflDAdfmUVyc0TChjce2c/SwCUJJF83dnEufbgauCyCQwI5I4iof9hKTArm3MqNRKIswKzMoCpaSQ6q7porxKC/TpcfuDXnzOtPy+Wnz+ugERlt4cZGAGd6tpTC2k/dQG8tJ3EankbMCWD/mdFB+dXSHE6O4sE7gMr2WhrQioVowCvZ0EOM0X+spEZK8kR3FNkRFFANCGNTbjSHSwtYFVYC3ZKOrNF6ntoswU4zqioYD11jQrbscFyfDsauT6lRdKuL8rlcRtrOa/nZDFw+vY+4O39JHxLknjuT8u5T7m7CLB1y4gcoSDQq1SPquoYEavjmW0kaU8rBJ7aNPA5SI4AUiI06EaTaAMGBmBYGlUJIXDllVfi6aefxhVXXHHo9X/+85+48cYbIUnDMqyjElarCWXtgFvnJqfuVW7m0iNJePpVOpBV7Yx0L8ylwXu/FHhmKzduU9OBy94BVlTpyIphqmJZMzeAVgXYUAdAZ9Hrph5GzlvdwPPbgZ+8D/x1CxdqPRhFVHUdNs19mFEbMGAgBF0HGlwy4o0mVcMGuwKMjFGxos582PRIA0cGfIoVD6ySDqW4+lSqYQaDJ0Ab2OlhOu6mepavSXXw/QNtrP22MA/40xrg4XVUjI5NYSriu/upfDnYAexvIwHy8xkkZEKwKCRm/rmThOc5o+mg7m8leVHRTqdxQQ5Vrlsa6DS9spOOVGKv5loj4piq+9IOkkG3zSFpdMl4Nt1IcfCantlCJ3NrAxVzb+4DPq2gMnVFZW9ClWj3AH9cKyHQq0mF36/C7wv8z7XVQuf50spFSYdsHvptUwSGVNEoigSTaoU5YIdJtUL+oo5YBo44KHKwOVnADpNugZB1KLahF16TDRCSfqj5k1dlcOP3q4H5ufzt9JMQ+sc2EqyXTwLGJZPo2N7EvexPp/ZtZGeWuSd+ehNQ2cn51OAk+fjqLgZLzi8hqXHDDKru1tZy3t4wg2r3ELKi2bxqVxPVbi4/02zNMvfb/9jGUh4xVr73n73AyDiSoK3BuVqUAESZgVtm8/oANr368Viq0Ds8VMbtayVJ7AkAb+wlcdTm5piyo/m50jYSWscXsKHOiSNYHuXJTcBNM7lOhajR0PrS7iaB5pCBhBHA9iBBanbogACqnQreLe0733QAr5cDrkSgcQcQlalj7p0aAubD+wA+nwqfP2Bk2nyLCGg6/riGGRetLmBDfTjFPfRXsMh89n82nXbRG+Bzee4oKlC9QZ/SLNPH7PDQFnZ7+bzX91DZWpTImuPxdh6ztYGqzQYnCdVQWr1ZDttud4CEoicAlLbT9yxtBd47wOBHop3nK0mknVtVBexuoXL2o3ISwVYFSI0gaZkWSV94QS7JT4vMORhhYp1Sh4mBiU4v5+UVExm4aHQyuLClgWvBw2uBe1dSPLSymvVK3yml+Ogn73OObqhjUMVqYqC0w8drTI8kETsvm+/vaeEcFsF6q/eu5GvRIaVqK9crTSehvLWBmSi13cHmkCqw7hEBeKxQLXZIpvDGxxxw46JxGpw+HXE2ljmJDQabBYDJqTpunaVC8RtlrgwYGAzDkv4PAD6fD6+99hpWr16N5uZm3HfffVi/fj1Gjx6NsWPHDseQvhK+L+n/us2BR9YJHJcM9DwFOBuBhCJg7I3A9nY6ZR+XM83wlAJgTCoNllelgYmy6PCpfM2m6Hhlh4STChk9/MdWdoFcXcUFf8VB4JrJwcYZwQXfJAFmCZA1oNrFbpLXTdUhe4bIOzAw7OmFw4XvevrUN4Vun8Atqx04MduLETFfTpllpP9//WhwSvjXASuuHuNCSfyXV8h9l+fzkTAnv+r9kySBcrcdv18Tdu4VifXZhkprPS6fDmJtN/+dEUUi068yg8MUbHLhV8MNKmRB58pqAizBphd+jb8jFACCDqcOOoahLr7xdpbS8Wt0qlKC3btbXFTDufoJoVMdJDxyY0nahFIx7SamJr+4nYTo6ETaY5tCYufdQRrrAHSizhoVbszTH79bpMGhDu86a5IUlP3HivKPB1erLv6DhoBt4BjNuhUtO2TseU2Cu5W1GEf/QEP0iAD84uvJjBnu+fx9T/+36DZUfS7hwAcS/E4gNh8Yf7EGvwdYee/gBPmkqzXEjHOjXbPhV0slCJAYfHw9yZ/7Vw78jC3Y6XtBDgnXg53s+h1SiUqCAZWDnSQs0yNJTKY5uGcek8QMr1d2Mh06JYI1lJMjSCDFBZvBheowyxLnrcsXJBr3kBCZms40a0nw+L3N/P9uHwmgSAsDMKHmW89t5bw/Jp9EbXIE1xeAe26/xr4Fn1WQjAlhTBLT/s3Btcwb4Pn+uJZrzy9mhdfHC4INiDIiWS7EbuLa1egEPq8ArigANt8BBILcy/x7NIhkPx7fbMbulsHn7JQ0HVcU6oDuR0D4BtZT/Y7jSLCV/wtkWcLmdhv+ulnCFROpMk2wM7OhyRluluTXaDvibZwraZHMYIwwAZLE92XBudLiovpyfg6DgGcU87v+sZUK66npfC/aCkSbga2N/K4uL5/tig7OPV2nQjS0nIxLBmZlAv/cxYBCQGPgodPDsgGxNs6RJzb0mn/BGsodHl5XQrChcqhGqgBL1gWC49d1oK6H+wCb0replE/lniBUXue+FVxLurz8XdXJAIQQbBA5L5ulEXY2875MS6MdD2WIAsH9g8r7Z1XoN/f4eU0HOxlECdWE/t3KwYXb8zKAiVuBmqVA7pnA+6lAvE3HmYU6zAEXNI3Nq3TFDFVSIAkBvy7gVwGTpMOi+4HA92duGun/Br5uDEv6f1tbGy666CKUl5cjLy8PBw4cgMfjweeff44HHngAzz33HCZMmDAcQzuqoNsi4AkwyvZaNXDdVcCOBwGfk4qWBDvroC7I4ebuz/2crFNGMi0i1aZC87rhgQNzc4DmHsAmh5UueXFMD9nXClz/0eBjuXchjfQVE4GAqkP+Bq/bgIHvE+qddCQNperwItmuIdmmYlmtGSXxhtL+SIUQYoAKM6AxlfC0Qpap6Y2saDqOD66io/LCduDKSWxEdfwIBhT/2K/RFADcOY9duUONJEIYG3T4Pq+keuaDA/zeRicVqYvzqFzJiCKBaxJU0Ln9AwlVgMqev28hKRwaxy9n0bENNQwBmLpc2cHGIJ2HEZp0eekADwXfl48XfGPwawGMOFlD804Z3XV93xt3sQ7YfAM+owgFBz+Wse+tMPHmbATWPyJhzI8UJM9SEejV6EYIEgmapn+lOrEGvj7IssQgfJAtMWtWbH5KRvPOMDHXXgYsvVPC4t/pyFmgo3JpX9IueZyO+FEafKqGSJMfZxWZ8E6pBJef5ETXEFy6O9jkbWIq60fKEufT37cMPHZzPetH/mktVegzMqkw//OG8DENTq4hk1KZHr27iUo2T4CK9N5NspIiqDbf28JGM+tq+bpJAq6dxjH078oNcA3Y1sh/v7qLv3+7APisnCRufTdw4kiuGb0JVYBkkt3EBnWhpj43ziDx1R/v7WcZlMfXk9wNQRbAz8YAB54JE6ojT9VgivHDowt0eIcu2dHhEfArPsDvM1L5j0AIIQ49CxFmYF0NcONM9tY4aQSfE01ntmGoqVrvpmmhpky7mwAIBhYyoqjQPK2Iz9w7+6jsvnwia6Suq6WgJyMKmJkByMEmaKurgRkZtM2rq2mfL53Ahsk6OAemZzDFv8NDErXVxTrnf1rL5xroa8t+UMIGjluD8yfFwYZZ3cH+IXOyGCwpSmDgRAdJ3T+t7XufcmP4uZoulvuZlhG8Z8EgZ0AjkXrLrGCd8yim6K+vpdjo7X38GQwPLKLwaEuw8dTZo0jOLqkggV0UT7t1/hjuIXojOQI4Ph7YGgwgBdqArCJgV5PA3SsEfjPfBsXv4Vrr90EGJ7Y5+AMY09KAgS/CsJCqDz74IJxOJ95//32kp6ejpKQEAPDoo4/isssuw6OPPopnn312OIZ2VMHpF1CEwMh41r75Wy1wye1AVBygKTRe+1tZDPvaadwkrqvhxmt2FqPjZW1AfCI9PausYflBCacVCexvBUYnMXL36i4qaYZCeiSj7fNygFYnkGg3lm4DBr4sGlwSJKEj2qipOqwQAhiTEMCSajOa3QKJh0lHNTB8UFWtT9ptCB+VkcS8dTawo4n2b3wyaw3ubKLNi7OxpvjHZcDmBnYtnpNFMqG/4HtZJR3J6RlMy9N0EqodHnboPaGAThnA9N6fTadKLCOKREhFBxVyHpWqH4sD+GSIa8qKpsIN4Bh9al9CNQSnn+qZgjjWiBsMI+J01HQNTn5IAnCYdOAIKBvsU9yYcYsV3dUS6jYIWGN0ZMwEhN2HwCADlLxm7H93cCXj7n9LSJ1iBpQAhABMqg2eFgnN+wFbPBBboEM1e6HqRwCjfBRAgQLhNaN5l4DqZTd4OSoAX2dfQvUQdGD9YwIzblaRs0igeqWA5gcyZ+mwJKrwSWT4hN+HBRnAlDQT/LpAl1f0SefvjwgTlZi7m1mHcSikRXK9AEjSBjTg37sGP3ZTPcmQ/Diqzrp9PHeri2SpV6Xq0+klsVrVSYV8djC487fNgxOqkeaBAQ+7iUq7aZkkaEclsTmV08fAy7ZGBmpGJXINe3kHVXNv7WOqtFXm/09Oo9I2tM51eqmIvWoy/YLKDtaAnpqmw9qpoyJVID4PyJytQ4r0wy98MEHBqAQddd2Dry0liRpkXYUxw45MqKqGogT+u7oTKIgnqX7ROGZCJDuCdUDB5/uYfDZuFAKYls5SEvXdYZV3rJXP9sh4ZjEWJpBAfXMfmyz+eh6Df1FWPsNmiWnzFpkBySc2kHxdlEfbl2QH7l7AAEeLm7b0/DFM01d11h/1qsDNMzkmT4DBi04P8ONxJENf2sHyOacX8TrW1lD1Oi+HNVBHxAGv7WYt5klp9F0npvI63X7ae0Xi/I+zcs/gsFDlWh1shiXAOfevXTx+VCLP6fIzWDsUQmV7zh5FAnVjHcd+XL6ORbkCK6o4/wviuB4VxZOw7vICE5OA+A5g14OAFjSNSWOBVjvwgxFAtgy0rJCAgA1JJYAUwTlrwICBr4ZhIVWXLl2KW2+9FdnZ2VDVsAm1WCy49NJLccsttwzHsI4qmCMdqKgHku1Mr1hbA1R0Ak0mYF8zUNsFJDnYDfTKScDPP2J60MJcOnkPrmQqx13zAW+wMJ3Xr2Fnk4yFucBjG4CHj6ehCDmOqQ5GyPvjrFE0NLIAXH4NVt1nbKwMGPiSCDWpkgf3VQx8iyiMUbGyDlhRa8aZBUajvSMV0SYVI2IFStv7TpqPyoC8GB0LcwS2NtJefVhGEiItksTE2/vCio1dTXSKFuSyEURvrK6mvfzDajo6kiBp0uMj2TEmOZyC79fo+J1QQAXZC9v6qkImpFBJkxxBRWt/nF7E+m45MVTRbGsY+trX15LcjbeFazGGIAD8cCywuV7HwP7FwOJcpgAeCeECXdfh+3/2zju8jura2++ecqp6l9x7793G9JBACoRAKOkhuemhJIQkN6TftO+SRnq5oSSkEEIKCQnNNBuMce+9F1m9njYz+/tjSZZlScYG25Ls/T6PHvApc+bMmT179m/91lp2guhwxZjRNlrr4zamSjYoetJE/RSkmxTkQ8iP8eJdFg27Or6/5cL8z0QID0gaYfU042iXquVhVt+jOg2C0W9xCR0nW7NxL/geqIIWRrxNcp0ymYDMMbmqykuTTRo7EmHuQIddDepII5hjedNoGft7G2VXBmS3NaU7husniqMNxDX2/mnS6bsnttRIKYF9R21rZH5HCZI3joJ/bRPRc+Fg+ffGahFge0q9ffMYWLSz82Ptjaj+uVX+Pa1MRK1Fu2Q/xxVJmvGD6zsaXZ0/RF573UQRgJvTEkS6coysFZ5s+4yDzVKLdmCOCFa+hv9+SvHfCzVj3pEk8GU8tufPBBmPy0dqntmtOjXVA0mfvmAI+H3BBm/oFq015VmaimwpHfH+aZIZ8fPlIpAOz5daqyUxEQsPNYsDtSklzRdHFohQP65YzrNAS73TN46Gn7wEn5wLKw9KAONLT0vWYk1CytakgCWVIs5aSrIoq1sl5b8kLk7P/LDUJR+eL9keW2slWLnigGRn+FoyQfIjsp8xF64aA3lRaVK1LZDarm8eAz9cKnWJVx0SgXRWhQRa3zhaAi0Pb5JtTyyR9xRFYfYo+M0qEXUVMrbGFIlYe95gMS5dsVDqlb9+hDTtumS4vLZ9Tm/JyHja101A9Moxcv9Ql5SyfANy2msuK57fI8e2NEsee/mg3Ae8sQx2/BUq18C+qo5tRQuhsQRaGkFvg0V/AdkTmfOGXhRi9Nss0srUTjUYToZeqdCfSqXIy8vr9jnbtslk+oAN4iwmmh3jpX0QdxUhR2qe3joXJhTJRfl3a+XiHnMlyvXMbomY1ySkCcfPXxb3zp3na2JHNZRybXUkMg7w7E6JFirgvtXw3qkdkyLIJHDLHGle5QWwo0YztsDHz3hd9tlgMHTPgRaLgrBJ/e8LOBaML/BYcsjtE2nShu6xvSSfnB1w0VB9ZL7Kj8DHZmnGF2tqk5rJpSKkxlwRUpYdkBI2R2saMVdcWsPzJLUx1pY2H3XETdKakSyP+mSHQDGuSObT367pvK2CqMy7963umma38pAs8D53njhf2+fQ0rg0flxTKfVWb5goC7+cMD2yaCfkhqUpzbSyDum0PAs+txCK3RSXDPa4dnxwpAFI1IFrxmmuHOWjvb51fxYEmnTaO66gCmAfp6RB+/OOctj4YGdBFcTds+Q7Fnb6OAfWcEoImkOs/o3qMggOLle4kZ7fp2xQbfUP02mfdNrvsVkZQCKwmFmhqGqBa8bJeHXbrgW5YanFOL1c0pBBAh3vniL3sPZR97AfmyX/HZYnz1e3dtz39rivClqPuc3dVieCzCfnSKmB9VUiqF4xSoIui3aKUPWWMSJAtu9rXkQceyVxEWtBxv87J4u7rV1QBXG6tV+jvECEopcPdARXoq6IXR+fLW7E/2yX61agxZk/okDEnaOvc7PaXKxlAXxqPNTUWCQJ0UoYLxTt1AgnFiT58gVBpyZ9Yws1X74gIOybkjl9HV9bvGeKuEtf3CfnSXmWCH0rDsKeegnsPdHWh+O53XJO3TZPBP4Lh8q4KI3LWvOGSXIOffFCOZ+/eIE4smdVSNAvZIvD9eFNMm9+9wURNT8xu6NR2uEW2FgFQ/LhyR3iRq1uleyNi4eKy/TXK2RMra6UJk57G8WxPTwf1hySplgKCU7+dJmItoGWz3pyR8f5/ts1Mj7HF8vnLD8ILx0Q124iI++f1zY/b6iWsgFJT8TlK0aJI3XBEBF1rx0vDeCK4x3XivtWy3Vn7sCOa0xRTLJYBubIdpvTsGSfiM9vGgVpT+rKFsbgF8slSHLhUBGVf78NsqeB1T4EFZTNhDGfgnt3wMww7PxL19951yJFw3YbyzreVcxgMBxLrzhVJ02axAMPPMAFF1zQ5bl//OMfR8oBGE49rguNGYuHNyn++3yZNEYVSifgT86RCCTIAvLaCXKxf2m/3GBdNkIu3O3pCzFHk249aiFjWVw4VOpUFcfgL5slCji1TBaF331BIna3zpX75eaUiLOrKyFmw4AcjZcwkTGD4WQ42GIxqdAEIvoKkws9VlQ5LKt0WVDRtwQog6A1WKlW3j7K4cpRITwtQcGl+xS3LbcojovQMrZIFlSrenB+LhwitVULolJHsb1WW1NKnCn/2ioNcRYMEuGjsa2kzk+Wda7lWBqX9N3FPaTkgzjE5gyQxWb7HNqQFNFkT1s6sBfIImtGhaRRdsd5QyTNd2yRuI1SnjTgONws3ZlV4KO8DJcMiTG5VNOQUqR9WFup2FJnMSo3hMr0v9RANzsgkm+RrOv6XHYFWDEf0iH2Lu5+IRlkoGGXIj5GmRqrpwnXtdn+ZPfHv2k/ZJcrEU67iSEOnK8hnIETiC/atsWmakVuVO5V65Nw2XBximfaGqhGHM0dT6gj47QpLc64hYPFxebaktE1qkBcm999QXoDjC2SFOVp5SI0HYtjiVBybF1nkLTmN4wUoWV2hYzN/2wTR9xHZ0sK9H8/JeP747NFnE1kpDnUpDL4wvmSmp/0xLn33WPqPW6pEYHnaKH1aC4dLqLWz5dLAKmd84fAgxvkejatDG6aJt8/ZEO5A/ufgAOPQd4oKL4B7l5msblG4VqwcLDNVWMCnHSCwPcpsFq5dWaIdFvnhDAeyssQnC3db85SQiGbZZXw+7Uihk5oKxnxmQVyLueGoTEt89pLB8Rp+qf1kpJeHJd6qZUtMs9dMhzmDpA6wr9dI9mMIVv6d3x6voyrR7fB60fKXO1aImDWJMTJ/brhcPVYKROQ9uXzB2bLPProVnGIFnmwq0HO6YuHyVhJeyLGrqmUchuTy6S0T2mWOD/rErJP8weJO3vhENheJ/tXniUO0h+9JPt/xSjZt/bvbilZ+94wUdbOXiDlDv66SYTQT82Ta0J2SPazIkvKargWzBog6+yWjFxjzhssQqpGxqPb1uDr1rltzbjSYCNz/HP7ZD+mlMH7psEf10nw402jOxrUTf8c2GnQNiyvh6+vhZtnwqE/9/x7b/2HxYxbXAJTBsBgOGF6RVS9+eabee9738uVV17JBRdcgFKKRx55hLvvvpvnn3+eX/3qV72xW+cECTuLoC2zz7ak2+CwfInq7WvsKFAPkjbx4Znws5flpvHe1fJ4eZZMpK0ZzdG+jbSvKIhKce6b58L/PCvdF2+ZK5HB6lZZGD65UyagW+bCi3slutfiaWLm4m0wnBRNaUWLZ1EQMQuSvkJuWDM8x+epfS7zyzMoE+zvc1iWwrYtfN/HDVqxQlG+s8RiX1u9vwNN8MOXZJ76f5fAxUPgqd2dtzGjXBaVB5vFRbKpWroWf3q+LCbbS934Gn67VubNd06WJhVHN6WJOh2NLboTWtppbBNL/rm1Z1GkOS0Olea0dOg+tlnF8HxZDD+6VdxFCU9cQO18er7UicUN8fsNFs/s7nzyLtplcdPUELOKfHyvf1mxPTfF3Nssnvu6hX+UoO3GYfbNAb6TwkpFeywRAJCshyylMC07Tg9KKxK1PV8wdy6CWR/XvHR3ZydrVhmMvyYgFZxYEEspRWmW4v41HeWpjjyHGAxG5wd8crbiW4utI13F074IpXMGwl1LRGi9fb4ImZkAntolwsp/tsFXLpJgx9GNniwlztZHexi/KV+uAxo41AgTSyXt/+m2a8/4YgmE/OxlCdq0UxCF95bLPXdj2230bfM6X2dArkUv7Ye3T+hoZNXOsDwRtb60qGMbIM67MUUiBKU8MUisPCQO2S/Nhi3/B4eXQygLSq+Dry4HX8tvKMdEsaHa5vPzI9jphHQYD1JH1g6WpbAdC98PTLCiD6OURV1CgoxlWSJAhhz4+yYRBUHMOR+YLi7Mrz8rjsyskDRNBMkGKc2StP/xxfDN5zqGcdqXgMPDm0R4bK9NrHVH1iTIOf33LfLXTtSBr1wIn39SzD8bq0T0fH6PiKlFMdhcDVeOk+eyQhKYaE6DY8u2d+6BMYWyvZgL22rFEDS9XAThm6bD3UtlzP+1bc4M23Kt+McWSek/0Aw/eFHGy5VjxO26t1G+R1Na6qjOKJfjt6EKHt8h14vb5knGy+EWOQ5P7RRn+s1zpfzI/iYJxP7PNFj3dZj4OfjW5s6B2d31EpT50Ez42yYJjOxrlCyaj82CXSkoj8C/98p38jKQqu/59041AoHCdI02GE6cXhFVZ86cyW9+8xvuuusufvWrX6G15p577mH8+PH8/Oc/Z+7cuSe1vZqaGr71rW/x3HPPkUqlmDVrFp/5zGcYOXJkl9d+4QtfYMmSJTz11FOn6uv0G6JRhw0NUBJTlMTEbbryIKytlDoyuWEpNN7eWfAP6+Edk+Bbl0oqR31SarENyoG/bIRrxnS2BEQczYqD8LZxCi+Ab1wiKUzrKiVKV9XaFhWMS/pIlitRuAfXy02eShtXl8FwMhxskRzAwohJ/+9LTCv2eGh7hI11NuML+pf4dDZj24qUHWVXg2JXAwzOgZH5mv1N6oigejSBljpmN42C+YOlVhkaFgyWhd+WGlnEjcgXN8nze9qad0yVhdTWGll4DcqRxdWfN8gibF+jiK4V2VKr/ECj1JprTHV0+j6WsUUiUmSFZDHYHUPypAOyp+G9U2Sh+fIBmevHFcv8fvdLspAdXdi14U1FNmgfksrpIqi284f1iskXhXDoX+m6QRBgFyW45NsRqjcoGnYr8kdoCsZovFCSINDYoYBYkU1rdffbyB8hDVsMpwdfB5TNCDi4vPvKZH5akzfW43V3WRxcrkjUKEoma7IHBqSd5Alr3UEQEOiugirIJv66CT49F8qzNN+8RITImoSkNudFZIw1pcU13pgSURMkYHLZCBnjKw5IM6j9TVJ7uTAm7tOahKTdd8eAbEnj/7+VYnTY2yii7Z5G2UZOWO6f77wAtlRLQ55RBeIETGakfMfyg+KUL4jK/fWxY/ypnSKefuNiSeFuyYjQU9Hm1Lt1ngjHaV8csvsaRRyeUiqlRRwla4GSLEjViqAKMOBS+Mverg37oK2ZVaPNqFiHy9uyLJx0hPodisY9kDsUcodq/HDSjLE+SCbjMb44jGuLuF4SlyDf60eKYNmakXkvJyz1xJvS4hD99QoRU985WeYvrWUu+9FLHcPVseDGieIcvf0xETPHFkkQItAiNs4ZKOOwO8YWSVDTb3NsPrkDttSKuPm7NdK347zBsq1pZXJuR1xNxAYLxdA8EUYXDpbt7W5roPWrFVIv+YIhUnf1jvPERbuzXjMwWzEsX47BgsFyL+Br+cxN1XI/cM14mYM3tPUpmVKq+dN6xVVjJUV/3iBZg2+qEqPSwSbJismNSAmAyiZpGnfRMJhZBjWLZZysSXcIqgVReN9UuS5oLQHhgpjsx5gicBV4h6A4X4LAE0tkLP97K1wxEao3dn9MiydocP0Tcv4bDAahV0RVgFmzZvGHP/yBZDJJQ0MDWVlZRKNRLOvky7x+5CMfwbIsfvnLXxKLxfjBD37Ae9/7Xh5//HGi0eiR1z3xxBM8+OCDDBgw4FR+lX6BZYETjrDqoKIpLR0bd9bLTdXtCyRimB2CL1wAeZs7HKu/WyvpHpcMg6vHS8SuIhvmDgwIBR0NpSzXpSmpePMYxcZqmRx21sP1E2BmuaRh3L9a6kHNrYDPPNnhzlkwWBPTCUxbF4Ph5DjQYmErTV7YODz6EgPiAaVRn8f3hBhf0L/Ep7MVy1I0qRhffdqi6RgnVnao5/GzoQaShZA7UOa1QMt8OSwfPjpTxIjKJsgOSypxVassGAuiIqY+vbMtOLlY5sRvL5bHC6KSvp8fkQXqikPy/oJoV8eqpWSB1pyCN4+G36/rup/TykQ09dq+yn1rpAbr7gZx392/uqNDedQRp843n+t4/+wKTW5Y4SfgUEvP92EtGWj1LHKOf7j7JH4Q4Lut5E+3KJwpAk/aD44sHHU4zaR32iz9ftfvXzBa4+b5mNDv6cP3A4onaCL5dCnToGwYd40mQxIdhrLzLZRS+H5AOtAnZR62LItNPQjnICKitiz2NYlIcbhF7onXH+7cKO6qsVI/clKp1IFcdkDShp/cIaLMxmoRc94+QUSMVZUy9tuDLMdy/UT4/osiQl41VsTSXXXibFualv366yb5qiPy5XoxJE8c6VtrZGxePFTSjP+4VsSk777Q9XO21IhjfUutuPgiLtzyb3kubIswddUY6bC+v0lE2LokPLBOhNpb58mxKDnKvZ81Gjbs7vpZ7by0H8ZNCpNuTWJZCtUYZdFXLTJHHc9QNpx/ZxQru9W4VvsYQaCpyNJEXahLKKpbJWPi6HGkgG9f2tH0zbHkXP3ILAlEjC4UsTDhSVp9Ox+ZCfFQh0t71SEJEDy3C8aXiJmnLKvnufFt48U5HnVkTh2eL43g3jVF6pr+eYOsXccVy9jzAnjLaE3M8rh+okNli8WQXJmfJxSLKPzp+RKQ/N1a2e7IAjEJAXxilqayRZMJLH63Rr7Pu6fI93/TaBGZ1x6Wv+H5EvhwLbhwmOLRbeLGfWSL7M/gXBnvrRm5v6hpFZEWDU0ZuYYUxeCCUqj7K4x6PzzVdnzjLnx0loilTWkRgY9uBu1YUn82Nwdiafi/zXDjZDlGa6vg7dMg9Cikj2kgbbkw6k2aTGDKihkMJ0OvNKoC+OlPf8pNN91EJBKhtLSUdevWsWDBAu65556T2k5dXR0DBw7ka1/7GpMmTWLEiBF89KMfpaqqiq1bO3JsDh8+zJ133sns2bNP8TfpH/hulO21EgFb2la7JSskkcOHNkj6QVFcJr7/XgjTj2pgMSxfimtvqJJ6T3WtAYNj6U7R5JQVZmWlYmctDMqVmjQTimUh+eF/wo/b6tBMLYPqpHx2bhgqsjWDsn1SKePmMhhOlgMtFgWRAFNPvm+hFEwv9thS77CrsdemWcNReHaY7y/tLKiCiAURt+cBFHPBS4JfI66cpCdNZjZUSTpf2IYX90uDiw/O6GjGWJsQIeaSESJm3jxHApIgC5+skAQZ8yIiwg7JlYXVx2ZJrbX2MT0sT2qp/WUDlGeLK+e9UzvccRFHuoNfNFQWSxFHas7d0pbwc+14cea0C6oTi+GLF2j+0SbORB24akzAeyYHZIclNbq9FltPuFb/Fjx8PyCT8bs44jwvIHtkhrm3BcRL5DE7BMNfr5n1iYCMZWq+n268UILzvxhQMVsfuQnNHw4XfDmA7CTtpTc9T37DVyO+aa3JPU7PsRnl8NI+yAopSuKSyVUcl2sFSBDkQzNEcN1VL01vrp8o4zDqiGPtULOM41GF8K3n4aFNEtioT4rItHBwR1PX8izJ5lp+UOog3j5fHH+Hm2FgrogmV4ySJjTt3zZki3P0j+tEhMoEcn8+f7C40ddVyf597jxxwIJsZ8EgEZvuXS2izJVjJLW4nZQvAuiPlonrFuRalWzTV3Y3SHpxThhyjmo45SXkdT0RDykOJ6X5jZMJ8+JdnQVVgHQTLP2+he2ZhnB9ET/QZLmKp3aIML+pWtza10+UNeRXL5KgXvt5YCupafqPzVIGY+EQOW8PNsk8BTC6QETOvQ0dzZk04jBdMERq944tkrnto7NkbB5Zm+ZJHeGYI/NlJpDttjdk+/1amQfbG0utOgQ76mBWhcbyMzQ3p6iIpCmNB1w/EQ41yRi6YIjs8y1zRRBNeJJlGbY1758aQKqVwlCG5lTAu6aIg/2l/bKv0bZ0/sG5so+768U5ftEw8Dz48oXSBDMTiPi8o1aOy7+3yvfWwL4Gma/9tsyUR7dBfpaUOfHyOo7v60bIa3fVi0v+4DHiqBfIvQU2uFG4fjg8ub3j3uFnW2HCZ6F4CkcOasFoOP+rmiBm5jqD4WRR+njtMU8Tv/rVr/je977Hu9/9bu644w4ADh06xD333MPvfvc7vvCFL3Dddde9qm1XV1fz7W9/m5deeolHH32UWCyG1pqbbrqJ0aNHE4/Hefjhh19z+r/vBzQ2JsjPj1NX14LnBa/8pl4k4Wax7pBiQhnc/rg89r3Xw+eelAkoL9JRpD5kifgadsSV49pgoXEsTSbt4wadBVXLstjSGuOhjYoLhshEceMkuelKeXJhd9q2uadBHD1ba2BsIUQdn0xLaw97begOx7H6zXl3Kikuzj7u874fUFvbctzXnG18Z3mMqKN5/eCTq0ds24rs7ChNTQn87vL1DK+ZQMNvN0cYkBXwkUk9u1X783juC2PyRI9fsx3njie7CtxWW7ONbz3f/fveMhwGPwaREtgyU+bF9gXTpmrJ9pgzAC4dAWip0eb5ErhM+7L9sCPPxULiJlVKFpdpD774tDTZ+NhsWVSuPyzu15Ataf7b68R1U9UqzT8ONYvbJ+bK3Bpo6bL8r21wyxxx/Px7W0fX7sklsuhN+zKXrzoEFw7ReL6PHyhspQmTQemA/Pw4VQ0ZdjW7/PTl7ssMjCrQ3DrbRyfPXge2bVtY6RDas7BsjQ5lTti109vj+ZXGJPTuXHkix0cpcAih0o40pQr5+Hb6lLoXU6EsPvWY6tbg+j8XS1DkLxvbmuhY8PaJkjZ7uEWCHwoRPJtS8vfz5ZJae/koGZuVzSKGXDUGvrOk8/anl4lQG3Pl+pD05H454cm431QlIm5TStJ/J5VIqnB2SMZxOpDakCsPybUgJyxjPWRDdQvkR6V25a46qXuZzMi1x25Lp26vCryzTgTiny3v/hjdPh/+3xJpzPWdxfJekM/56CwoSsO6L4OfguIJcPhN8Ocd3W/rjgXw722aD01Oo2pcnvpcz8HGS74d4GedXfdyfWGufC3YtsWm5igJT363368Tt/TFw8Q9/YaR4pp+aIPUWP3RS5JdMbYQvv6cuFQXDJI5ZXeDmGqe2S3p8dtqZc66aqw0rmoPAGaHZPtTyySjA+TaIOehxlJyTlsKFu+F361VfGK2NFS7eBj8ckXHNkYWyPu31cLU0oBSu5V2+cO2LTJWCCwbH5kTfQ1ojW3JPKs0uHgoL30ksOM4Fil11PuQ1/ta4QWKQEuAZV0lDMqT+qg1CRnvQ3Jlv/MjHb1GPnuepPUHGpbtl9qnzWk51iUxuGMs/LkSZg6QwMnt82U/NOJI7+ny+NFZMDIfXE9eHIQ031qsONgsgZXXDYDJOfLc/gxMG5JBpc5+UfVE5kqD4WTolfT/P/3pT9x666184AMfOPJYWVkZn/3sZykoKOC+++57VaLqnXfeyZ/+9CdCoRA//elPicViANxzzz1UVVXxs5/9jJ///Oen7HvYttXpv32ZQEO8bVK6aZrUbFq6XyJq/2+xRM//vEGeL47B5xfKZKA1eH5ANkmCjCYEoGQyacdxLBrrRDCNh6QB1h1PdP78q8a2pXDEO0oLHG6FoXGv07YMr0x/Ou/ONOfSuRRoqak6t9zDbg/xnyBW27kj/+1fQl5/wQbmlHn8e3eIPS0Ow3O7P85n+3g+3WPyRI9fT32VAg2L98AHp2t+taKzyDK6UJymy/dCaxUsuAp+slw6YbejEAfpXzfC9ApJ3+2JW+eKU2btYXGRffUicba8czJ84Sn47/Phpz0IHCCLzdqEdABfMEgcqU/uFKfLc3tEvP3xss4pkmsOw/pF8PWL4YdLRZQdVQAD4poIqSPWt/bjFyjFf7aJE+9HL4nDp538CLxjsiJkBfhn+bVWh9MQ7rg6OidYmqq/jOfemitP9PhoPHS0Q8i2UFinMCVDWwHvn2bzfys7Vw4YX9whUrQ/ng5E7HksLoaBnyyThjAPrpf6o7fOg6F5moPNivqkNOlpJ9PNZX/FIfkDKYP1wBqpR3n3S/DuyXLd+dqz0pTqcAs8slX+bpvXNZ1/3VH1Wd88WgI9W2vhXZPFQff7tXDNBBnLRwdJYq64WH/0Us/HyAukdMmSvZ0Fm/Zg0foEzPwULPsOVK2HaW+BdQWwqbbzdt4+QVKpG1IKrRT6FWpoBJlz616unb78nW3bojRL8dJ+EU9BnMz/b4k4tNO+uE0rWySF/aKh0rBtWpm8NurIWGhKy7nw6fkidNa0dqSv/30z/NcMGQdJTx7722ZpwHTbPJlbkx588fyAIidJcJQhYN6ACKsPWfxts+LtE6Q+8LyB8MI+2UY7bxipKY362L6iw/MKIZ2G7u4RAuhkwD7muhU+5n2BCrGi0qEuKcdjxUERS5fsFRfto9s6XutYMK5IxvmGKgmeXjNe7g1WV0oZgIKoBHNWV0JDWNbNlS1Skq99jd4hNHdPXQL+sB/mDpJr1hfO09w6V/PVZy2a0/DXXfBXRGC98/yAsM4Q9OFz0WDoq/SKqFpZWcmECRO6fW7SpEn8+Mc/flXbfc973sN1113H73//ez72sY/xwAMPYNs2P/rRj/jd735HKHSc3JSTxLIUOTnioW//b18m0SQX94gjzTn+32Ww/IDUf/jO66RZVWWLpFkMzpXOo6U58PJ+eONoC9uKHXf7w9tu1n65HK6bKBPqxrZi3eOLpR7Oywck2hZ15bGCKLh2GI70ATWcDP3hvDuTWJYiPz/e27txxjjULIu9QQUu2dnuq9pGPGbG3ulkVhasrIa/7YzylQvl5rcnzsbxfCbH5Csdv0yLzEfdiRyL98LbJyi+9waZF6tbRdhI+3CgFWZ9AZr3ShmAN4wUp9bWWnHBjCiQ5i87auENo3r+/LgrC5/h+VJ3MenBM7vgU/OliUVTWpyrZVkytrtjbKEsvNr3+fwhUm4HLQLJ9rquNedAFl9/3iCBzbwIbKhW5EZchuV3vW7kxRzyIrLAvWWu1FSsapH7gqyQNNU61BRiVGGIgqgEUg1d6cvjuS/Mlb19fKpbobZVms9sr5XxN6pA0pn/sLb7Eq2HW8RpftfrRY6pS0hJD6ltqGjNdC9SRh1xoR6LQgIVjWkZRwoZa4daJJixs17uydubx1a1wMAcqT3ZHcPz5VoEsl8PbYAPzIB1h+CzC0SQ2VUnY3lAjtz/V/eQKOZYso1lB6QB39EMypF7+e21cE8tXPdVsHZBait86DyotaSpX8SRZjkv7hNh7K1joSA7RCIpNXJ1NyKW5UA0zyJ+Dt3LQd8Yk6/E7koRVHfWwdVjRSAMNExoK5Xyn20wplCclVeOkTIXXiBO6j0NMl/ltrmqf/6yBCNe3Cdu6bFFkkL/0EZp9HawrZbxwBwRX/c2SN3SUYVQFLOwVNc16c1zZR27sxaGF8h5/roREnhwLKl7XBhTZIVc4NXdM78Su+qkBmpxXJzuc9uE3VkDOgdE3jRaHLjZIZmzPzlHslESGXGojy2SkkLvmATXTZBSH4daZA7/03oJoJRlyXEJtFy3anpIHhmQI/P/ZSPhyxdCftSiSEv92221Eugd1lb7tShmobo5tgaD4ZXpFVF10KBBLFmyhHnz5nV5bunSpZSVlb2q7Y4cORKAr33ta6xatYrf/va3rF27lo985COMHTv2Ne3zsQSBpqUlSU5OlMbGRJ/vVulbMYbnKwbkSEHvyiZ4/3SpDffwCklFeMMoKbA/JBeKsqQpxuwKn8aG46cBuK5NyA4zuUSx5rAUzQ/bcpH2A5kUs0NSC6cmoSmLBdh+GtfuH8eur2HbVr85704lr3TDGQSaxsZzp5TExsM2ECGuEzQ1ndx7LdsiHgvT0poiOIfOod5gQbnFX7aFeXxTklllXVeR/Xk894UxeaLHz7VtrhwT4s8buzowLh+pcYM0Id/j/EFhNtfa/Gy5OuLsWjBIFkdoERj2NMi8lvRksaKBD0yXBhVzB0iN1WN58xhxkQ3I6RBY1lTKvOja0r33b5tlEXVXN81lRhVIaYG6o6bjmoTUN/QCuHKsLI56YlM1vGOyLMp+sRxKYwEFVvJISnX7cUy1JrhyTJjPPmnx7cVSjzE3IuUEvECcRN9ZLNu8bkLABQM9bN+0b2qnt8fziQgzvTlX9vbxAUjZUX64zOJt4yRTa3CuCIBL9kon7Y3HaWK1plJEoLuXwtRyCYR89wURRXLDEoQ4mqd3iYBytLu9nYVDOpr6rDwootPIwo6ssWd3y3bXVEpg5Ikd4mS7uxvhdlielCVoyYhYs6tevkdtKyw/BC/sl1qRsyrgL5ske2xrjQSJ/rm16/beNFoc/McKqiD78KNlHeJuBs0tc31COkMLYX76rEVxTIJS7Y21Yi5cMCSgsSGB7TqMujzElke6RhlHXxngu2nq6s6uPgt9Ya58Ldi2xfqqCPkRxa56WDBJGpe1N4dyrKMaTO2RuczZKgabt42D36xqKydnyXjz20pYPLtbgncDc2QM7KiT+aU8S8pY7KiDqSU+M4qk/EeQ1jQcp9pViQ3lZRZaS+1ky1IMHSpNCX0/INMCdaepyoJlKbbVRmjNWEfqng7JleMxpVTmT4Crx0lwpp2d9RIw2VIDN02Xe4TSLHGv3rNajvGYQul7cv4QCcr+Y4uM8YuGinn2reOkUdWxTCyRIG0mgK01AUOjKeqSsiMOMD5HMTFPHTm29SdXSaxf09eDGIb+R6+IqjfccAPf+MY38DyPSy+9lMLCQmpra3niiSe47777+PSnP33C26qpqeGFF17g8ssvx7alu4JlWYwYMYJ9+/axdetWfvSjHx1xv2YyGTzPY9q0aXzlK1/hLW95y6v+Hu03hL4f9PlaeDokqT976qV+3N82ySSXCeRmbGyxOHQuGS6RttI4RF1NyEvgvULNRa2hslWK3z+zW4TZhCcT7XUTZfIMO7ClRjO1DDLNrUcq9PeHY9dXMceuK+fS8djd6BBzNBFL45/0+kOOU+AHpqbqaWZQ3GdErscfN4cYndtCvAeDxNk6ns/Ud3rF4+cFXDjIJi+ieGijoi4pIshVYzSzyjz8lKwmlJ9gSG6c906FP29QHGqWLI955ZAMxDGytlLEkoQni78bJolr7bdrJJ13QI7UiGvJSDmdN4+GnIg4vH64tGOXssPyeGtG0u2f3Ck11W6fL26ffY0SoLxwqKRafuXpzl8p5opwkQlk8Zl9HNdodljm+ke2SI254QWKJh0mpHxsP037NcH3A2I6ydcujHDfGsWGaqm9NqNcXD+/PKo8wR/XW0wpccjVqRP/oc4R+vp47u19663jo1yXP6xXbKsVceKWuSL8bayW29Koq8kOqyNlqo6lMCaCRnVCRM52vACaM13d8CsPidPuPVNk7NUkZJxeMQomlcq4LYrJvnx0lgi2OWFpOtOakffcNk9Eqi01sPqQNLX603rY23Z9OG+wNMX65QpJxR5VKKJvVkgcuO0i8UXD4BcrJLiy/rC4+aaWiUv2P9ukvEh+RITWsCP7cpmneXqXIu2LGPaOSZp1h9WRa9OlwwLeMEITJBIkAdcK+OyCKA+sVWyqFtF0epnmxkmacCaBFwR4pBn6BotokcOmhxWpBojkw7i3aYqn+qS8czNI09tj8nhoDflhzW/XKD45R+a+7JCUc4s4MnY00oztlrnwzy0SDHhih6S33zJX1p03TpIA5NJ9Mie1ZiQr4upxcPsCcXduqhaX6rA8zdvHa5xMguRJ1FPOdJeOcgZQSpEblvuAW9o8Y60ZGc/t2fQxV4TWnfXSZOpwiwioOWF57B+b4fUjwHHkPuChjeImXVcFCyLiiv/MArlmrTok7vTJpfL+j86ChzfKtSPqSJ+U0YUd9xx5YTnH+lvw3mDoL/RKoyqAu+66i9/85jf4bWqA1hrHcXjPe97D7bfffsLb2bhxI1dddRX33HPPEedrJpPh8ssv5+KLL+Yd73hHp9fff//9PPbYY9x///0UFhaSlZX1qva/vzWq0tEsfrZc0ZSC1w+HCaWSauRrqY1kAUEgKYyDC+C3azQfnJRGZ04sbJUOZ/H5JxRvHNPWnbGt+P4/Nku9nCvHghdoSqxmgqD3mzn0Z87VY9ffC/2fan6+NkJ92uKtw09e0DCNqs4szRnFbzdHmFzo8d7xnVfr/Xk894UxebLHz7Yt0nYYX0tDilCQxu+m4Goo7NJKCF8rHAWZZkUqAyoO0RCgZKHZ3vwl09aQMe3LY5lAFpkRW1Jsn9wpJXCOHm63zJU5MuXJglIpCUKGbBFpvEBev/KgON2O/no5YRFq2l1rriV16r7ZQ8Ot90yR5jnTyjtEJIDRBZr3TdUUOinycqNHjqNSCu24pC2Xg80WKw+K46a9C3g7rxuuuXZEkkzmxBo5ne309ng+GxpVnU4ybozbnrCP1CAsjIr4MCBHxnNZPGB1peKBdd3Xavn8Qvj2853HMcCHZmiqWqAuqVi0q+v7RhVIOnRViwROttVKI5rybPnctC/35FFXyngcnSqcHxHDw5BcSfkN23Jt8QO5fz/QJPuT9sVZuuqQPP/m0eJmW3tYrimfnAP/u0SuFR+fBcMLAhSKx7crynNE8GlJS8Bocw1kufDtSwM8PyDQCgefMBlShPCw2q6fGXyv89hXCrQTIqPEt+Pqzg1+2nFsG5UOga9QtiYIp/F6Kn7dz+kLc+VrJR2K8anHbRRybmWF4Ldr4WOz5Df//VoJGsRdCQSOLZL3HWyG8wfInOghmRkg/77jCTlv8yMSsBxXJPOoH2jyQx5Bsn80TFIKglCMlLb4/JOKD8+U3iURRwTjlC+le4bmydhcMKitdvMSKUGikeuKRgKxbxkjgmjYhgCNraQ0QGWLQiHlhxYOkTm9ulWahhVE5ZimfRG7H9suAWGN3JP87+t8Qum+64Y+05hGVYZTTa84VQE+9alP8V//9V+sWrWK+vp6cnJymDx5Mvn5+Se1nbFjx3Leeefxla98ha9//evk5OTws5/9jMbGRt773vdSUVHR6fW5ubk4jsOQIUNO5dfp86R9zU3TFN98Hn6xsuPxsA0fny2LvbeNB09JWsJ7JwdwgoIqQIw0t80P8Z3F6kjqEoiL544FsPyAZk6FT2AMLQbDKWFfs82wnLNzAXK2keVqLhyQ5j97wowv8JhdZgSo3sL3A2w/gd3+7x5el05lcMjgIGl9qWiMb79sHelM/Kl5sjh8brek5N31gjhfb5oOP35JHGIg9dBqE9IY8mguGCKLoR118OGZmmRG49oWG6vh1ytFqM0OwSfmwOM7OguqUUccsb9f2/FYVghK4wHvnqy4b01nQWhamTw/oAK+90Ln+o5bahVfekbxrUvC5B31Hq01ZNLYrs2PXrJo7cE81pBSR/f7MBj6NL7u3NSlJgF/XN/x73dPhgUDA9ZVWayp7DixFZKNFbFFoDx6DBVGYXyhJiiEqoSkR++s73jeVnD5KLhvtQie7VhKUpy/94IITwpxpcZduGgILNotr6trayR7xSipiXz74x3buGmabP+XKzrXgR1bJI7VR7aIiPqRmRLAARFettfDxPwUmYzPhcPifHux6lTLOWTDbfM1dibZqctfBrBIHmne0931U2sgk8alYw3RXejW832wExy5GJtpsU8T8lPcOifC95Za/HUzfGI2TCqRIN37p8EHZ4hDuiUjJSX+uVXE0v8+H775AuxuEAH24U0SnPvYLDkvf7JMzvHfrpHPGZAtbsz+IKjatsK2LTJ2mE3VFusOKz4yC/6+SZrZ/egluVZUtUhN2DWVkoHS3mQqQIIYCwaJg/fXK6W26q/b1umjCjSfnBVgJVvJcsNUKxdPK7wAFu2UIMxfNrbti5LA6p/Wa3bWd1y7bAW3zQ0I+6lux6HBYDg19JpTFaCxsZFVq1bR1NREfn4+kydPflXO0aamJu666y6eeOIJmpqamDlzJp/97GcZNapr14i7776bhx9+mKeeeuo17Xt/c6pmwlk8sFZxwyRJN9heK2lM7cXqYyEgANfW+L6Pk0lysqeGHQ6RIMSmaplARheJqApgBx4q3TFB9rZboT9zrh67syHSf6pozcDti7N5/eAUY/NPXlg1TtXe4bE9IbY32Nwxo5WyeFtdq348nvvCmDxTx8+2FWk7yt4mER9mVCj+bxXMG6goiIo4srtenF7jS+BQs2ZvAwzMUQzIFiFj3WERdCaWiJhTlxCHSW4kwM4kCdwovhbn6voqWZxOK4PskOZAkwiw5VkwPE9jW7C9TrG/SdwvA7MCXC+JbzmklMu6w4qkB5NKFY4Fexs0e5sUf93UvQJ62XDNe6Yqmhs7H0fluty7PszSA92/75OzA8Zn9796wKeL3h7Pxql6fAI3wv+84PbYDO5/LgrI0y1kwlnsbVRsrZUgxrB8qf94sAmunQApT3OwSTM8HyriMvYAPCdCa2BTlxQ3akEURuQroo6M5/YaqpNKOtKmG1LiJnUsmFoqQouFCC+rDon4OrVM/t2YFBepUuJ+3VAl9/TXTdCsP6xpycCEEkXEgRf3KWKuNJz6++bOtWK/dAEMCLWQyQS4rkPCjrCvUfa5NC4NpuI6RSZ9bqbin2r6wlx5KlCOTcoSAbE+pZherkn70jBpVKHMb3saxEE5LF/OvYNNil+vlMDgOyaLiHrteDm3XVv+v7JZGqkNyxMhNuJosnVrn70nsixF2olSm1JYSkTOloziuy9IQOPKMTLeS+MSMMlyoTgu99obqiDmynz6h3VyLzB7gNQxdizYUi2lRCaWaApDHtZRa2fthEhbLr5WpHy5hyiISmmQtA9TSjVxF+pSFusPB+SFYWyRFkH15OuEndUYp6rhVNNrouovfvELfvKTn5BKpY6Id67r8uEPf5iPfexjvbFLJ0V/FFU31yh++rJc8KeWiqiaykg9J19LfZuiuEa39HC3eYKEwza2baG1Jgggleoafu7tG+v+zLl67M6Wm9JTwZY6mx+sjvHOMQkKIyd/CTeiau+Q9uFP2yK4luYzM1oJ2/17PPeFMXmmj59lKTJujLuXWVw5VtJ0Y66InfEQDM2FmKtZOMinOmkTshUPb4Qd9eJAU0oWkDPKYcFgETEWDPRxLKhKWDy4XlGeLSmA+5sk9f+jszTDYgkstDSUaLPaWZbCslSnx9qxbQulOJLKTyjE95aF2Frb/fcakC2dgYPEMaKqghY7zuefsji2VF1JHL6wwMNO99B2+Bykt8ezEVWPj21b7EpG+dbirg3rJpVoPjTVw/ZSbGqO8fMVFgNzOCIaHT3C/vdSn2yS3Y+9kEtjEOavmxS7GzqaV40tlI7nj2wWAWlvo6TuD8gWgbSmTSCJOCLgDsmVFOD6FCQzMKJAaqkOyZPt7a6Xe/cLh2quGadx0gkpIeIHWJaigRg/WGpx4Jhb+uF5mjvOU5BsIdBw2IvyP89bRBwRgZrS0oH8i+cH5OjWLt/PcPL0hbnyVBIK2eTmxmhsTLTNMRxpDuW6NkopPM8nZUe4d43N9HJYvFfqiv9nO9w6F77/IkwogYWDRfSPudJUqSktwuqXzg8IZVq6lI3obZSCpBvn6V0Wri1CckFUgiPHZmpmhURMdiz4yAyfuE6SsiPct8ZmwWAxSPzyqAZTg3JgUC6UxTWXDM5Auvv0TsexsO2O3iRac2S+b7/Gtv82JuDZPUZUNZxqeiX9/6GHHuK73/0u11xzDW95y1soKiqiqqqKv/3tb/zoRz+ioqKCt771rb2xa2cltuvgWxIZv2UuPLge/rBearJdOhzyY5AVFmfMgkhHJs6rJZXy6Tmp0mAwvFb2Nls4liY/3MfuNg3HJWTDFUNS/GFrhD9sifCecX0/vc1wDLbDgxvFwbZoB3z2PFlIbamRcjoDsjXzBwTYXpqmVIQddYoFg0Uw2VorgsnCwVLb9D/bYHyxuHV2NSj+tVWxoRo2HNN9/HsvKv730jDOMfXQuhN02um8kNIopbh+oqYlo2hOS323o1OUc8Ma11ZkbAtPhUkHCteCMBnigTSuemCdYs1hefz8IZq3jA5w0kmTUmjoN/h+wKBoijsXhrl/rcWuegl2vGFEwEVDNdqHFivKoFzFnedLw9WkL2U+Vral7ivEPer10BAnqUJ883lphnc0m2rEqbp4n5QEaWd/U4fwetUYTcpXJDx5/aaajtdV5EiK9V83ifiUF5HalmMKFSsOwrTSCFbgoUjj+5osO8WHZ4b57RrFllpxr7Y3lsqPips2bYe563mLtC/iceNRGs4PX7L47NwwVmDmKUNn2ucd3+8q2h1tpHGDBO+eHGVDtcWbRyv2NMjjSU+MPJePFHG1fSiVxqWZ1dA8SPoK380iQgbLS58Rcd9yXZK4eAGEbE24m5rrgRPinlWKy0fBdxaL6/tAs5T/OZqDRwUzHEvc554X4AYJ3jkpxqYaRWmW4hOzZUzvbZQyCPMHaRYO9CHVc708z3vlRn/d/TYGg+H00Sui6j333MMNN9zAl770pSOPDR8+nDlz5hCJRLjvvvuMqHqK0OEoSw7aVOQo8iMS+X7dcEnTiLpyc3ioWQpqz6iQjp+mrJHB0LfZ02RTHAmwTC3DfkdBRHPRgDSP7Q0zocBj7gBz09ufSCuXJXsVIRsuHi5O0qmlkroXtDWu8pWFH2gqsqWe2m9WwSXD4M1jpGb5i/ukYczNc2BIrm5zmVisr+r+MzMB7G9WDA2rky7Lo5Qi40b57RqLlw8oNJKdcvU4KSfQ3sH8zWM0gVasqInwwFpFQ0q+y7yBFm8fH5CbaeVDU1w85QDSoCZIeUZQNfQ/PI8K1+dTs0IEykahCeNxKBHiVytd9jbKy8YUwlvHwb83wbhiaSz165UwtUxe3x22bVGd6iqotvPkTrhipDT4ORYFnDdYc7gFHt3WdXL/6yb4wkK4ba64V2tapR7jkzvh7eMVe5tt/rPN4r1TXCJeK4HvUWz5fHJGCL/te4Z0BuUFQByAprTVSUg9mv1N0BrYvLp2vgaDiK9OqpWpBQ6B7VKaZfPH9Yrn94ig2pDqEFSnlEqDprQPP3sZdjfIGBhd4HLTNIccO0FwmkRCpcAPxfjjRovFexW+FpH0+okWkwoyqKN6jKSVpN+vPQyTSqWxXEW2ONlDtuz/sZw3SBMmTdB2TNx0C1MKHHzbpTxucft8JfcPBLh+Cj9ljEkGQ3+jV0TV3bt389nPfrbb5y655BIeeuihM7xHZyluiEe22cwfrHhkC8wdII6YrBB8cVHn7qWTSmDeQIke9lr3MoPBcELsbrKpiJubrv7KuAKfXU0ef9gaYVxRgpNrz2joTXwtf9eNl0YcG7oIoYrrJsD5g6KECCiMWcwdCA9u6PyqK0aKK2zlIcX0cvWKKY6tGVARTjoV0nMjfGOxTeVRmaXVrfCL5dIoZP1hmFYWMCwnYPkBi5++3CHm+Bqe36vY32Rx2+wwVjqJ09Z8xoQCDP2ZINBYQYr2IgANdpyvPmt1ui/eXAM/XCrBj28+D28YCW8cBZcNC0RkUQq3rZV5JuMdScHtTlRpZ1M1/NcMWFfVtWnVR2dqsi2PWLbi8pE2j27rXKLgqrHS/+Drz9FFCP3BUinfsb1O8T/PKb5+UZSQl8b3A1QmdeS+3gfCYfmX69qkX6EfbT+rSGPoowQZDzIeEdvmU3MjfPdFi8tHSlMmkCyPN46SwORdL3Scd6MKYHyJ4uWDiguHRCHx2ksk2LbV9qfwfY1SkMLl+y9ZbK9TWAomFIuTdlO1xdA8l4pshQ40KIuqZgmqJjLwltGwqhJWHBTX+Ednwk9e7nwNGJanuXpsQHBMKbwg46Ey8pgNr9g802Aw9G16RT8rLS1l37593T63d+/eV9WsytAZ24akHeKCoYql+0Qw/eM6eNt4caZ+81LYViO1a8YVi3vmgTWaD0wzd1AGQ18m4UntxalFpoFEf+bCAWl+uznKg1tC3F7W23tjOFFC+AzPsxmYAw904zYD+McWmDVAcbDJJu1rFgxSLBgkIo0FjCyEF/ZKQ8fZAyDlKSqyNIVRRU0P5UkH5ylQLq+oghyFZSl2N1udBNWj+dtm+Mx8jRtkyAR2j99nZ72iLmVTZJ28qGsw9HUs1+WvGxXdlRdvzUjgZFwRPLkDvvM6jZtO4LsRDidsntuhsC04f7CmIOThZVIUxdoc691sL2yDQvOBaZrGtGJtpdSSHF8sXcHvXe8yPB9eP1LSgLfXQdpXTC+HjAerK7sKqiAuuYc2wLsnQ04E/rnNojYRYVqZZnS+xvUSaGWRsiKsroIBKdhRF2Z4vgi63WVWRx3IcjWc+CXHYDgu2vcZFkty1+vC7KhTjC5UgOK8wbCvSZooe4HUEr5xEriWNHHbXQ+L9ylmlceJ+EmCV9F0ybIs0k6EQ0lFkFbUJ6UW6qZqqe26vU4xewBcPEzm5lGFMjaUtjicdMn4Ykw63KxoSMKFQyVdf2QBPLJFxuC14+ErF0oqf0NSmnWVRgPsdKvJ6jAYznJ6RVS9+OKL+eEPf8iYMWOYOnXqkcdXrlzJ3XffzcUXX9wbu3VWkQll8dA6uGyk1EodXgCHWmSyWnEQHtoo7tS4KwvARAa+ehHYmaSJkhkMfZi9TRLPLomaAEh/JurAgvI0j+8Ns6EKyk2KQL/A9tO8b5rL9rqea2+0ZqA+oajIlu6831kswsmgHKhOwH1rZO79xBz43Rq4ciz8eYPibePFQXoscwbAC3sVw/NDjMoO8NMnVqTHti02Vff8/L5GUAQoL01KxXpMWQZptFVSZJkabYazjgw2m2t6Hs/b66R5zMZqSKQ1jhvhV6ttVld2vOfJnYoFg1yuH2+zuRouHyVCy7G8eTS4SrO3UfGDFxWTSkVA/fyT0J7xu2Qf/GkD3DwbhudBXhTuWgLvmyqiU09sq4NrJ8Cdi0CKCcDivYrCKNx5foz6BPx0ucX7psk1qSWjuGiolAT7z/au27thoiYUpIwr3XBK0b6P67cyLlsR2CEWDHIZmKNQSho3DsyBt0+QefQHL3aMixf2KR5cr/jvhRFKnZMrBWBZiiYVZdk+KXehkTn458vhC+fD5mopPzClFB7eKK7whoQ4zy1LAhsHm2BwLjy6DS4bIfdw66uk0dyYQgm+fOUZaTJZkS2Zn2OLNE4m0W3QwmAwnF10bX95BvjEJz5BQUEBN9xwA5dccgnXX389l1xyCTfeeCP5+fl86lOf6o3dOmuIxiM8uxumVSh21kkkzlZyi3XfarhmvKQx7aiDpfulIPhXL9IUuBmzYDIY+ji7mmxClqYgYu7S+jvj8n3KYgG/W2McgP0BpRTKDZHxZdHU4+uA/Cj8YzP8YgV8bDYMz5dGN3saRCT94gVw3yp4wyj44UuKbXWwtQY+OQeG5bVtIwLvmCS1HP+2Ge5+SZFQEVrsGF4oiuUcv61kEGiKYj0/H3fBavPPOEqaafREQZSTrudqMPQHLALyIj0/nxeBpjZ3aNzV7Gq0mFKm+NQ8+NQ8ePcUKInDioOK6qTFz5YrcsLw3qlQ1pZ4V5Et5TbmDIRUYPHDpYqkL2P7Zy93CEftpH341UppKPvvbbC7QYTP4uOM57wI3QZRahLw+3UKx7a4Za4EclraEl0W7ZJ9f9dk+S+ISPTpeQHTi9MEnrFZGE4PQaAhneKG8T6DcqS2eH5UAg+1rXDPKhkHcwbArXPhM/PFBRpxLRJOjGYni3QohnJDx/0c23XwwjF+vcpiSJ7UEZ9RDg9vkqaRLx+QVP/Xj5TPfNNo+dwWT7I5a1ulGWVeRB7fVS+NKS0F5Vnwu7XynjeNhuyQlNdJ+1IfNj8UnJEGWwaDoffpFW9MVlYWf/7zn3nooYdYtmwZDQ0NTJ48mZtuuomrr76aSOQ4dzeG46KUotF3WLRT8Z6pIpgWx2HdYZhaJou6/10inYffO1VSGfY1Qo7rExyn06DBYOgb7Gq0KImZJlVnA0rBgooMD20Ls6baZkK+CWr1VSxL0WrH2HBY8exuxZtGi+DRXSru9HIJZC7eK004/t9imD8IPjpLnl9TKen/ORFJu209SuBYd1jSD68aC81pETi+/Iw8n/ZhS43ivtU2gYa3jLZYONBHpbu3mPp+wKQS3WMq8htGBoSCND4QVR7nD7F5amfX10UcGJKjCdJmcWg4+7D9DFeOcfnui91HFeYOhLuXwthCjWODY1s8tVPunUEc6O+ZIi7SRW3j54G10hj2DSMlOFKTgGd3yxguiUsZH5BrSHVr9/tVlxTx87nd8u+X9sOn58O/tnX/+stHdjSeO5ZlByTF2lIcacTVzv1rJJDzxlEwsUQT0h5ukMbPmPnIcPpRqQRDog6ejnDRUEVWm0Za1SL1h/c1SpO26yfCrgZJq39ki6IlAwqbOQMtbpzg4KRbuwSndTjKwaRNNJDtLj8gIu3mGhmXV4wSl/in5skYjTrSsDmRkaZT7bfZg3KkwWRJXNbS7XP1LXPBD+C7L0jTqndOlvlyVz0cbAoYEUuZ7E+D4RyhV0TVD3/4w7z73e/mxhtv5MYbb+yNXThr8d0IKU+R9ts6Kio42ATxkEThqlvlhmrFQfnLCsF/L9Q4GZPiYzD0B3Y22ozKNbdpZwtDcgIG58K/drqMz8ugjFjeNwlH2V9nMSIfHtsujac+MhN+vEzEz3YG50rt8pTf0dU4E8Azu+Wvnfb0wWMdalWt8Mf1Hf++dW7n55OeLPbqkvDHDdJY55IBDoHXfUmASJDi9vkR7nrB4miNZGqp5qLBwZEuw9r3uHZ8mH2Nmi1HpUJHHPjcgoCQlzT3CIazkiDQDM/xuXwEPLq9Q1hViJCz+pA46D48Q5P0Lb77Ap3G0t5G+P6L8K1L4Y/rO8bO7gZxvrUTd6UOY/KoodpdsONovKDj9b6GJXtFwP3tms7vXTBI0qZ3N/TwHTXYlvRP6I6d9bBzFXxugWZoNI3XlrWmlMJpa8ble75x3RlOC+m0x8CYhx84uLYikYGFQySj8vEdcMcCcWqPKeyYH4fkwrQyKM9SbK21mFoaQwUeQQC+5xFYNquqbXytKM8SE1HSk+DDM7vFYV7VImP58R0ws0Lm7qa28gAaCUJoLXNubQKe3ClCavta+k/r4cMzpWzPmkr5A5hernn/5I751WAwnP30iqi6bNky3ve+9/XGR5/VKCUNbLLDUnQ76sDGw1IPprJZuih+YLpEyg80QW4E8iOakrBHstUslwyGvk59StGYtiiLmyZVZxMLB8Pv1tpsrbcZnW9uwvsSyrbx3QgNaen4m/I70vEfWAsfnC4LtdqEpPjmhKUp5HumSnObjT3UNB1XBL9aAa8bIeJNd1JFdqhr9+3SLKg/ypj6jy0W5w0K4dJVVNVuiOqMy+4GxecXQn1S05qBEXmaLNtDHZOdUhiDm2f61KctdtWLk2dAthZBNTD3CIazF5VO8sZhIS4Z7rK1VhFoGJijaE1rZlbAVaN87MDjoe1hujNwZgJxps+qEEdpd0wpE5Ho4mEdY14hzau6015cS4TYyaWw/KA89tweud7cvkCazjqWuOc2VXWk9HfH4Fwoi4sQmx2StOYuxwCIhSxW1kUZX6ixVcChhM1T2xWeD+cP0QzKCrDSPXTTMxheAyqdZEgsRMYOsa9RMXegOECH5Ynzc95AcVWXxGXezQlLsKAhBblhxd4mixf2hWlKwRWjQ0QU5EZkLNclZR185VgRQ6eWSTB0T4PMxSsPiWs16UnwAURMDTQEyOfPHiBNs+5eKk20skKylo6H4JuXag40QlNKM6IAsqyu86vBYDi76RVRdcGCBTz44INMmTLFpPqfQmzbYke1dBG9ZDgs2QOxEFw6XGoyPbNbJqOoIwu1QMMd50Gy9TjdKQwGQ59hR4M4RspjRng7mxiRD8XRgCf3hRidbxasfQXLtmggwqaDFmFH0v8qm0XQWLRLFmffe1EWd1khWYS9ewrkRcTted1E+NozXd1oowtlQdeSgWX7panNv7Z2/fxrxndO571giDhhjt5cyoeEp3CPea92Q/xnl8s/tnY47/IjiiF5MKk46HHB5/gp8nTAjAKLINDotDYOVcM5QsDGKsU/t4kQc7gFQJEfgS+eb+GijtvQauVBmDJVSnbsb+r8XMQRl+qjWyUo8vqRcl/+9C6pvfjghq7be9NoEWrfNl7EnHTbtL/sgPxNK5PnvrRIrjE3TYOZ5ZqXD3beRwVcPQ5+sFSMFe+aAj9Z1vXzLhshZUt+v87CseCWuRbfXqyOCL4v7leMKVR8fGYUK2XmKcOpR3lpwgT4QZh4yMILYECOOKkH5Mja9b9mSEOY5rTMyROKJcBw7yqFBm6eA49tU1w0rCMo+Z9tEszICUsJgHkDRVBdslecpv+7RGqa50RgZ53UQAdxqirExVqWBaVxqGyBX66QMV0QhWd2wWcXaEbFWlFx8H2Nyfk3GM49ekVUDYfDPProozz++OMMHDiQwsLCTs8rpbj33nt7Y9f6NUGgKYorEh48tg0uHQEtaTjYCHdeIJ1IX9grqQ2zB8BVYzVZOoGJpRkM/YMdDTa5oYD4sQqKoV+jFEwr9nh8j8vhVkVJzKRYnkksS2F7YYKEBRrsWIDvpknZYQLf4okd8NZxMCwfbpgk7pRb5kiNxKX7ZeE2phDOGywLrreOa6utqOErF8FfNsLaShFeXzdCRPQfLhXxZXCu/FVkSa3Eqhb597UTYHe9dEMuy5LgaNiG/1vZed/F6dZmpzmKRq9DUF04WEQcrdtSIH2LgrBLKtWztc00rTSca2g7TFZYccNEGathR+o3AmyoVkwvsSiKavY0dC+sFsbEOXrrPBn/7TVUp5aJ0eH3a8XMsKVG6rQOyYW/b5b/fnQW/HOLXFvKskRorWmFv2+BIXnwtYukWc7qSjFGXDwMzhus+fozipgLFw7VTC6Vz5pQovnnVkVDUgI4V4yCp3ZKaYCfL5f6kZ87T1KX9zRI34XLRkhtyEe3wc1zZe2Q9BS3zJUSBpUt8h031yhWHbaYXWjhHWujP4M4to2VCuElFJYLKuzhWRnTTK8foRRoJ0RSO3iBIh7SaBSZQFGWDZbSfGaBIicEIUeE1K9eJOdpype6p+cNlvrED66QMTN/kNRLnVQqr3FlSmdrLQzKhYHZklHy0EYJcjSkZG18+wJ4aoesm3+xXEpsDM3r2NfiuNRP/9BMWUe/sE/m/VEFmqvGaMJewpTGMBjOcXpFVD106BDTpk078u9jJ0EzKb5KInFKlXQcnlYOdy2RmjRzBoDnw9vGSeRbIf/OeJDyTTjNYOgvbGuwKY8bseNsZGyBz3P7XZ47EOJtI02o60xhWzZ+dYRlP7NoakvbjRXbzPiQjR4ozWc+PhuSvggTowrEvfKN50UY+eAMKGhrOLWnAZ7eDaMKFLvqZSHWlIJrxkltRseShdv2Onj/NHGsPbFDHK8LBklKo0JK9tQlJK3wlrnSYfje1SKoHMv0ck34mNR/17V5fqcIPzdNExfbN5/rSA+eUKx437QwWY7G76EWq8FwLqFCYV4+pPjzhqPHiaQL/2wZDMtXTC51ePNozYpD3YuqCwfDN5+HtAfvmAxfuhCqWzXL9ivuWtKR4n/DJPj6s+I0/eCMttrKngQ+KrIlsLKrXgTSW+aKm3VPPbx9gjhOMwGsOAARR/OFC2Bfo6IoprhvNaw/DLfNF4Ep7oqQ+rOXO9L99zWKq+/XK+GiobK9ohg8uF6uE+cPkdcfbhNRK7LF2frPLR2lTB7bbjG1yMXqJUuGq0PUrnJZ+zuLdJsjuHCsxfT/cvGjrUbc6gcopci4UX69ymJrreLmubCyEori8Id1Uk7n47MlM2RIHizaBJeMkNI6O+tlG/kRyQyJuzJOHt0mvUKW7JX5dk+DjC2tYWKJzN9rDknQ48ENcE1bEGR9lYy3C4ZKaYy8iMy3g3OleduwPKmpWhjVoOCqMVrW0oHG1WmCtGeyOQwGQ++Iqvfff39vfOxZTTweZlU1NKUVlwyXCeC8wbJga08fdCxJcxiWC+uqxC0T793dNhgMJ0jSg/3NFhcO7KYYmqHf41gwrsDjhUMubx6WImT39h6dG1iJCIu+ahG0CSmWC7nDYd9yizEDNKMLwLHhrhekidTrR8rrvACe3yN/x9KUgqvGSkrh0XUO5wwQEeN/l8i22inPEnfrT16CHfUdj5dliavs1ytFJNnd0Lme6rA8zXsmB5CSa4Lj2gRY2A4kMzAyX+4Ffvpy5/1bXwXffl7x+YURwn5zl47JJ4rjOgQoLB3ged0HaF3HgUChLb9XnW2GcxPHsVGBBVaA5/vYjoNGoXTH+eg4FmvrXO5d3VksXV8l4uI7JsPdL0mg49a5mndMDHhgnXWkDIel4K1jxQ3X3rTuN6vgdcPhzaNhR50m5Xdse9FOuH2+1ItcdqDj8+YMEEHnx22p+f/ZDp+eL2N+XxN890V5PCskKc4hC57eq8iLwMObRBiKOiJIHetoP5pAS6Od9pID2SH47Hlyj/GN5+T7zBsotSaTngiqbx0HW54X4TXl0+01w7YV2DZKS1Or02GQsW2Lpq0uy39mdXq8ZpPiua8pzv9KlLTd2sO7Db2JUjJnKNsmpW2++bzNoWYRRh/ZIgLmdxaLs/Sy4dIgbsFgMQjdMldqmR49nxbFpCzGlWNkft7TIOXvMr6cp//YLO+zFAzMFafpngZxqX5ohpTc+dgsCSK0ZOTfKw/CJ+fAD16U17bPnSPyNTfPDgj7KbSyiNiKwFYEgcIJ2WDZWJaFH2jwfVDga4XVdp2xLIVrO2jLQhPgZzwj/hsMZxlnXFRds2YN+/fvZ8iQIYwfP/5Mf/xZS73v8vgOxfUTYdVBaVR1xSh4w0gpjB9xJOpWnxRXTHYIskIak/tvMPQPdjbaBCgGGKfqWcukQo8VVS4rqxzmlBkH4enGcWx2/ZsjguqASyH/YjgAZGfBb3eIQDGxBG6aDvevFjHVVuKO6a4xjK2klvmag5KqWNUi8+6gXEkn3lsPt80TsWJfowiqYUeE2PdMFVGmJiGlAQD+tkm6ev9mFbxzsjhZ65PSsGpwDrheGm3bJKwIz+yG3Q0Ww/IC3jAKGtPw025qJ4KIurvqYWyui06fZOM7x6UpCPH4NkV1q2JSScDMck34qIZWjnYJmkJsfUKRqFaUTgkom6Hxw0lTWsBw2rEtGysZYe8TULfDImeQZtCFsLgZ1tQoZlcETCzSuF6ClBXi9+u6d59WtcqYzw3DjnqFFygmlylGF2n2Nymijibqqm4DLE/tlOywj8xSNKZgf6OUCCiJg6vk+nC4RVykQ/PErbqvUYTUREYTcSQF/7xBIjgdapaakI4FSU/zwDqp9Tx7oDTi2VUvqdB5kZ6b3+WGpQ7k+6bCfatFfGpKyzphYon0WXAtWLxHmmONLJDrjqPgkmHw2A6YMyAgpPwjZSOVAs+NsrXB4pndFiFb87rhmtKIj5U5tT0brEyIdQ9Y3T6XrIPGXYrYKGUEqz6GdsO0aJfqZqkBnhOW87kwKufYoWYxAGnEwX3ZSLhvlQirg3Nl7LTPt+VZIsQeapaSPFWtIoCeP0TK8NS0yjyc9CQY8s5Jso1PzJZz/XAzDMqR87ohKSV66hLyXHFM/vuZBVoaULZqKrIhNxSQCSz2JqPEXEV1o2ZjlWLhEHBtTSajWHdYxsngPM3iPVCbUMwoD5ibC4m0YnOT4rnDUtbg0qFhKrI8rLTpaWIwnC2cMVG1sbGRD33oQ6xatQqtNUoppk6dyne/+13Ky8vP1G6clQRumIakpCltqoYDzTC2WNL9XCU3XA0paagxNBdung5uWBMK0pge4gZD/2BLvU3cCcgPm8XC2UpeWDMoy2fxQdeIqmcA5dnUbpEFeulcaJ4HS6tkofbz50CkCUm7zwrJouyx7bJ4u3aC1Bo8livHwo5aaMzApx+T7JCttfC3zSJ8ZIegNQM3TJQGF+OKpQnGD5fK82FbhJPGlNQ5LIyJSPKf7fCjl8SJlhUSYfUTcxRZbhg/gG8tto40xFpdafHIVvifizU1iZ4b6+ysV4zNd+Ak7gSU47CyJsQvV3YIG6srLR7eBF++IEpct2Jrm+oVYVb9X8dnV6622PQwXPDlKEG01ZR5Mpw2bNvCq4zw3Nc7HOiVqxXb/gWTboUXU/CLFRaFUfjiwii+lkBGT+xrFCH0reNg0W7F3zfLeV2eBR+Yrvjas92/Lz8KzWl53g9kHDenRez52Gx4brfUUC2Iwv0NIoiCiJqfW6ApjMLnFylaMiKk5kfk2pEfhavHKRbtktc/th1umyui55M7Yek+MVQ8uq3rPl07QQI0cVeCOO2O1k3VImiFbHHutbO6sq3O6hy4cJhkuV06FPx0x/zkh2J890WLXUdqzSqW7lcsGKS4fmzklAqryrdoPtjz8zVbFNljLYLAlDbrK2g3zNZGlzWVirADU0ulVrilxCm6q17G0vIDUl7nshESZCzLlueuHicBCpDz9n3TpO7pf82QUgHTymBGuTSX+uIi+NxCCXBcNVbc2D9aJvNqUUzG1hWjREzd3wzFUXFeVzbDv7eLuCrzqKI0Dp8/T+qlHkpG2dNgkR2WwMLGKsXNc6QsUKunuHup1HEdkA1ff7Zj3rui3KKmCu45CJvr2h9VLDsAU0sdbpoSxUqbpm8Gw9lA9+G+08D3v/99NmzYwCc+8Ql+8YtfcMcdd7Bz507uvPPOM7ULZyVKQU3aIR5S/HML/H4dTCmT1J6PzoYRRfDkLkmReNs4ccjUPavJDgdkTtadYjAYeo3NdQ4DsgJUzxqJ4SxgQoHH9gaHQy1nbHo+d7ED4iUi7lW8EX6zWeqq/WFd15c2p+Gvm8TxsqZS3DWfmifOmJgrddc+OUccMr9YIWmIjiWixbRyONgsYkpVqzhussKSNVIck7TDujbdIeXLa1I+/GOLLBabjsooSbRtQyOSb0PK4ocvdQiq7XgBHGpWRI8TOi+OadAnJz6krBC/XtX13GzJwP+tUgSOi0qFWPWbrheqdBOsukfhaNNpz3D6sNNhlt3dIai2owPY+DN420D5d00CHt4sne6PN06KYtIAZ2whRwRVkPIc1nHm48tHikCZ9KQOalWrjF8N/PxluHyUPLa5pkNQBXlt2IGoTvHf52suGCL752tpUHXjJPj1io7XB1rSlC8bIf9etEsE3A/NkCZYMVdS+W+dKzWit9TAykMiNBVEO77jwBz45fKu36M1I+JUZbPmcwsCwn5Her3t2CzZp44SVDtYvFdxOGmjTuVNi6UJ5/T8dFa5Ni7VPoRSUJdxcG3Fs7tFAHVtyA5LMHHZAQk0NqYkgHjFKBkLaV+Ez0E5IvQXxWR7Fw+TUgFTSqWMxr5GCTJcOhx+u0bG1v+tlPJ3ZVnSAG5EPtiWjIO3jYeoCz9YCuOLIOzK9n+3VtbNvpY5/eY58Ik5kPYVSTfGfastskIy1l7aL5+3r1Ecso9uFePSeYOl+VvMlXIgX74A8g/DVq9DULXbHN9fvwjeNUWRxiYdziIZyqLBziIdiqPDMRJOjAYVxwvFsJxXXwtKKcANkXRiJJw4ThDHaopjN8dxgwjW8S5gBoPhpDhjTtVFixZx22238Z73vAeA888/n9LSUj796U/T2tpKLBY7U7tyVuG4Dmv3KBYMkYWeRm7ihuWJm+bCIXDBEEn/j9hyE1UxC5obTM0hg6G/kPBgb5PFhQNNIORsZ0SuT8TWvHDI5a0jTH2W00nG9xhxuebwOsWhNoHhQJMsnLpjY7Us+u56AaaXi7vl+okibu5qkCYa7V2y1x8W4XVjtYgqYbujUU1BVBaNKR8qcuCe1T3v44ZqKM/u+vj8QfDyAZg9oKMJzbE8sxveMFLz8KauC6ewDWOLgMyJX1MsS7GjTh3n+CgCy6F2q+o+9xioWqsg5UDY1IY2nB68VovW6u6fy7RAPN2RHv/8XsW14+HykQF/2dQ1WBC2pWHV4zu6ullnVEgKckW2XDeOZVCuBE663Y9ArjNDcqVW8tGUxiHb9Ulqh79vUrxljLjghuZJyv4jW7oOr5aMiJ8WECAGiw9OF/HHseS69JtVnWsyL90vzbCe2QVzBsLOOroEZ9rZVgsDogqCAP+oF6WVy5O7eg4APrZDcdMkh0zy1Ny7BKE0o95sse53XT/TcqF4giZtyov0GZxYjK17FQebZa6qSUh6/tA8mFUh2R7D88X487q2c1UpOd+a03DVGPj7Fgl2/nsbjC6U8/+rF8GXn5bzNe5KULK9ZPehZvj283JOzyiXNP92l/d3X4APzJDP31Ijn5X0OsbTJcPa+o2EpPTORUMVORFpllWbgG1t4uisAfI9QJpjlWfB3gYRiz8+W947OgJBKyxqe52t5LmcsDjAh+VDS1qaWj6+Q8TlD89U/Gm9ZmutzNkRB64ZF2FuuYdKn9z9oFKQCcX45QqLIldxkYZV90Kq7XqTVW4x62M2dmECPzBjxmB4rZwxK0xVVRUTJkzo9NicOXPwfZ+DB4+Ty2E4LgqYXCYLtKPvhXbWS/fCrz8H//OcpPaUxKElpVFZJq3UYOhPbKmXhjCDs0xK29mOY8GYfI8XDzmYteHpx85NM/PDASklxz7zCkOsfZ71AnG3fOUZ+PIzsjhsF1RB5mSn7Q4rc9T/F0aleYbnw1tGy2LveMaqlrQsrIbkdjw2oVgWqM/vEUdbT6w8KEHV2QM6f0BWCD57nibHObnriVKvfHwCDf4r6KUm899wOtGvcN3UfofD1A9kLF48JGBON+PkcwulCdS+xq7nvq1E4HnvVBFCj2Zonrz/eNQn4V1TOj9WEoc7Fmgi2sNSijeNhi89LaU/WtMd5onu8IKO6wyIA++RLfDz5eKyrz8mCz/ji2h82zzInMCyIFEN4WMyKDTHvyZkAoWnXuFAnASe7zNgXsDg8zsfBTcG530+wA+bQOTpRikpA5PIgOvaOJEwdiSMHXJRSuG4Dk4kQigWZVWlRaAVmUBKUqQ8OU8f2ihzWiaAP2+Aa8eLiBqyZX7411YppXOoRebSJ3dIuj9IsFKpjgDAP7fQpbGnr2HJXqmp+pVnpHFjTQKqE+Isfdt4CT4EWvYBZC6eWAKtHjy4XoIitUnZL9vqONdnVkD6KCFWI897gZT1uXeVOFhL4qBVh9h78TDZ1vN7YEQBPL0L9jfBP7fKd3z3FDFFtQuqI/Lh6rGQHbaoTjk4zslJNhk7wneW2OxuUFyWA+vu7hBUAZoPwrNfs7CT0ZParsFg6J4z5lT1PI9QqPPEmpsrq4RUykyCr5Zw2GbzQXGmDs+XYvPdMbEEXt4j9ds8UxjbYOhXbKi1yQ8H5Jp6qucEEwo8Vle7rKt1mFJkgmCnE48M9jCXoqSIokPyen7twBwoicEtc+T/p5TBqkPdv3ZiCSzeK+LNiAK4bqKkI8ZdEVtWtIowWp8Qx+imHpx1owvhj+ulnuveBsiJyDz/gxdhdIG4Xo92wR5NpO0O7z0TPa4d77CvUZw0MRee2K5oSNm8fniM8rgPwSs7R31fM7Kg5+cHZINNQOGYntMVc4eACpvgkOH04cYD3LhFpqXrc5YLflaHIDOlTONoD9Jp3jU+xLXjXPY3K1wbLKVYeUAzb5BiUxWMKpTaxu1srBa32c9ehmvGd9Q6LoxKWj/I/3dXr1UhY7c5Dd+6RHohRB0RYDZVK4bkRcgJw4s7NZlARJZQWz3l5m6GqmtJ+vRHZ0u5kOK4lBaZM0Ccft1x3mARf9uDOoNyu38dyLXLr4T966HiEhvPkzEc0h5zBzo8uq37NOJpZeLKm15g4XmnJkqYUgnGXBdizJUOjfsVoThEiwK8UMo47k4z2g1RlXZ5foti4WBw7TAbqxQrDsKkEs3MijBeAJmMIuKKYHr9RMm22F0v52VJXGqMv7hfBMoleyVl/+pxcg4fbJJxcPdSERrPGyzp+q0ZeMdkadq2tlKCi+urZBxePb7n5mylcUn5T7TVRl5dKef828bJNttKp3PRMBnfbxkjddDfMUlqpiY9qe06qkCc3dlhcZfbFgSBPL6jTtbgCU+E0itGwfNVMFXD7EJxrE8rF8H4hb2wuRrmDpRyGwr5no4l14rCqJTuiIfkuz27G6KOxetHxiiPZFCZ42smlqWoboHKVov9TXDlUNj3t+4Pjp+CvYthwOs6xrTBYHh19ImibaZhwasnwGZrjeKP6+SibHdzXzN/IGS5MGMQBH3iFzcYDCeK1rChxmFwtrnhOVcojmpKoz4vHDxjcc9zGg9J4btoqKTtXzCk62tsJW6aHy8TV2pTSlwk4W70w0klkirYmpEF4L+2wLO7ZKH4l43iGhtbJC6aH74E100QUeRYppdLWvG+Rqn3trNeXDZ/WCeLzzeNgd+vlcVod1w7AfxAQypJLNPMqPyA+1YpPv+k4qldsPyg4huLLf6w0cGzT8xNFlUZLhve9Z7NUnDTtADXT2HFMgy9uOtrlA1T3x/g2yb133D68ENppr6/e3Ft+Nvh322BkJANN07QKE/OR8vLEGh4YK3ih0sV33oe/rZF8b9LIBaSc3xyace2Xtgr14qUJ41z7l4KD22QprDP7Zb04PdNO6LZdOLyUdJQamsNLD8o7rbvviClRX6xAu5+SdGSVmyv63j3op3wrsndf+drx8PL++Gny2Qf6hPS5fzCYVJf9VgGZIsgfMcT8LknJRU65kr687Eo4N3DRZip3aJQuuNiFXgerx8hqcvH0l7PdcUhC2Wd2sVHhjSZSCuxka045S2knQSBEVRPL26IJ/e6fO1Zi9kDxH36/RcV968RkXJgjuJwi+JAs2JvowiEh9vqg8dcESIPNkmpipkV4jC9aKgEEypbpC7wnzeIC/Sa8VLW5sfLOspkrK+SMVKWJc3T3jxG5k1NR53TY1HA2yfAXzeLGHrdBHls7WERTpszMpfPGyjia3WrNKuaWALpQBykj28XYTdky1gK2eKkLYxCaZY0sFNK5unatmBKaRye3gP2cJiVK6/1AgnmFMfFyWorEWGvGislRLbWyvf50EwRbL//otSJXV8FLx+E/3lO8dBWF+2Gj/sztRDh6V2wp63OcUUEmvb0/PrarRbKiAMGw2umT4yiU1rE/BzDVgEV2ZptdbBsP3z9YolM50VkEvrwDLhhktR7q0uAZwRsg6FfcbDFojZlMdSIqucU4wp81tc4NKTM/Hi6sdAs2SsLm5K4LKhumiYurrwIzCyH2xdIut7eRqhPScre9lr4wvkirORFRKh412S4ZDi8uE86G+dHxHHytvHSnGZAjjSxWH9YFpINKVnkfeVCWdjlRaQ5xzsni5P1T+ulBltzGorjmqKYJjcMbx8vC65lB2Qbn5wjQm1uWJpkfWGh1JZTbfYU27V5bIdiTzc1HhfvVVQlT7AZRibNW0Z63Dw7OHJ8ZldovnFxQJmbxPc1GZVm9NUesz8RkDsEInkwYK7m4m8GOMVJ00jGcFrxA5/csWku+HJA8URNOBcKx2rmfE5zcBhsqocLBmu+eXFAtk4cKUcROCF+tVJR2SLutKN5cL2IKQsHS6OoAdkyrlcfgq9cJKm9WSFxxF0zTtxuP3oJQhZ8ZoE01skNS0rvh2aICLlol1xzluyVMZw5ShM81CxBlLKsjsf+s13KFdx5vrj0csPiZL9jgQik/9wKY4rgI7OkVvMze+AXL8vrLx8pwk5JXBx6t86Du5Z0bPu3a+QaM7UMPjBdst/yIjCzFL40HVoegab9kFWhQXUWL0NkuG2eCLIFURGU3jpWgjq/XgkDc4LTVvNDa23KiZwhWrXLw5ss5g6E/Y0SFDjcIufie6eKYJj04ZHNgJJzVSFByEBLk8c/rAO0lL65YSI8tg0+PV/E1fyIuFlzwpqJJZrb5mnGFcnYe9dkzY2TNLaCxrRs+y8bZV6eP0hE1aF5ktExPF/O3WllmjvOgw1VUBIPGJQdMDgn4L8XaqaVSY3WqAMDczSXj5KxkR2S+fb1I+QzXEtEzX2NMv6zQvK6moSMx4gDeWG5D9jTAGVt9c/rk9Jc6webABc+N01e51jyXElchNi4K05Xx5LvP3cg7G+QLJeqVrkXuWWulOi4fT6MKFA0B86RhrW2beGHIqRDcZKhLNLhLP64QTGqUK5PALVpiBX3/LtmVWiwTUDCYHitKH2GbKJjx45l/PjxZGV13CForVm2bBkTJkwgHu8oSKSU4t577z0Tu/Wq8f2AxsYE+flx6upaTllay8mSnRenskXx2ScUvpaJ5IYJcmFPeXLB/+dWuHIMBFpTEk6TSfa+S8RxrF4/dv2Vc/XYFRd3063lKHw/oLa2m3y/fs6/doV4fE+ID05IcJIllXrEthXZ2VGamhKdmk4Yzjw9/RYpH361PsoVQ9O8fkjvX7O7oy+MyVNxPbQdmyWHI9y3xqIsS4STsixZpG2sloXe83s6d+i2FHzjEvjSIhFVFwyWBVfEEXdLdYs0z2jJSKfttZWyiPrMAnGz/HG9CCkgi0rXksZTA3NE0Fmyt6OBzY2T5P3vn+oT0h4eFilt85knOi4I+RFpTlkYE7fN8HxYsV9z/dg0OpPGdyPc+ax75DOP5YIhmo/OUtTXn9hxtG1FxgqhUTj44GW6iBu2bWF5LgQKHB+Prq852+jt+fmVxiT07lx5Jo+PUgpHu+BZ4ATg+qSQ+uQhPIJjComm3Bi3Pd5zcOHdU8QpnhWCD84Ql+mOOhGXppVLUMNrSwf+0tPioBtfLIJqfVJSoBuS8NweEaPCNnx+oby2O0pi0oH8i4s6Z+4OyBbH3YAcEa2e2CFiaklcrjfrKqXxTUtbb6jcMHz5QhG2GlNiwPjXtq6f9+GZ4ih8YC18YBKE9kPjJjiwCDKtgIJLvxPgxTqfO7at2NIcY/E+i/HFcgxePiDXTlvBdy71iWTO7ea4fWGufC04jsUzh6I8sM7i47NFcPztGpg3SAw8Fdkd59uqQzIHlcblvF+6Xx7/4gXwzeckeDAkV2qslsblXicvrMlyfNABbpARsdxx8ZVDADjax9UeSVwcW7Foj82DGxQhGxYMkrm6PU3/hokB+D6urfEChdYQ0hl8zxcx0g112a5vuSjbYlOtRSKjiIegqkXm86d3iYs0Nyxz7KwB0tztyZ0iyl40FKZXQLYLjg1ffQZcW9zjP31Z7hVmlcJbx8CWBik/cNkIuacYnCuCal0SxhTK2En5IkQvHCxO2D9vaCtTgByv/5qhGRJLkckEVPsRqlotNlRLSYFPzhGH64VDRdS9Z5XsyycKYN33uvlhexjT5wInMlcaDCfDGcstnDVrFtA11b+7x005gBNDuSGSvmJPveKWufCTZTKB/XS5XMTfNEpu9K4cC3vqNfMGapob+ubi3GAwdM+qKodhOf4pE1QN/YOwDSPzfBYfdHnd4PSRxiqGU4/v+cwu89nfqHhql+LBDfL4p+fDr1Z0/55ASxOp90+ThctjO+RxS8Gn5kn34r9t7qhXGHXEzfP4dkl9PFpP0hoe3CBpgD9/WdIeQQST8waLe2xUfkDETxH4Pg6QsDp3xqlLyue18/HZmrePD9Ap2ZhGcTwNK+P33ACnO3xfY/mptm339JoAX6XAPs6LDIbThNaaDOmOlU4GLHwspEnNsbySgdoPJC13Zz20ZjS/WdVxUX5hn/yBZIt9fDb8coW45BYOFqfbb1Z2DIPskFwnVhynT2/Ck2vMx2dLeYH2usmHmqVuo2WJO27tYUmH/vhsEbBe2t+xjfyICC3/2AxTyyV9+njfz1Ky/T0NEP4L1O+U55wIzPx4APFUl7Hs+5rhOR67sh3uXW11uubdPCcgplPdHm9D/6J9/rCUxMmyQzCuSErdtNf51W3P+wE8tVNclk1pGQd/XCdBgl8sl4Dhz9vqib5uuOYtIz1UW7+PIzlZ6TQW6SMptRnAxkdn4IKBUQ412zy3R7FolzyfG4bPzA9wMwkCPyDIdKTjtm9T6+632/6KkdlhXjzkUBiz+Osm2f8bJsF9q0Ww/ccWSf2/Y4GmNgErDyn+tU2CFMUx+Px5AV9YCN9abHG4Reb0f2yGpYdgdbWM+YG5mpUHFZNKRDTdXivH688b4KOzJIib1+ZCv/sl2ceII5krQ3OhqkVREg/h2fCvzRYFUQmsfHq+ZL+ott/qT+tle79YDhvDMPxa2PkXadQHYIdh1scDiJm+NgbDqeCMiar333//mfqocwKlIGO7RFGEXVh9UCLRjSlZHJVmyUW6MSUdQ4flQ3PDuReJMhj6M4daLPa32FwxxNz0nItMLPD48/YIm+tsxhWY8g+nE5VOcvWoEG8c5XC4RRF1ITcCWSGr28YwIVucMYt2wUdmSs3FmlZ5zwt75TWfWSBzcH5EnCb/3iburagLMyqkAQXIQnRfo6Q5vneqOFcSnmSebDwMISsg25WFYjsxO6AgalHbTRMcW8GIfI1KdbjDQjrD3IE2T+7sXp2/cKjGMqWYDOcwYStgUI7N3m5KZIA0tRqULSU4IjaMyLfZ3k1z2KX7pVHNx2aJKy/QcO14zVvHag43y/jPj0J9UlGe3fOYm1kBm2vECXfrPBFYA93hiP/W89IJfXq5lCX5yTJJEb5shDgFY65co/62SZrqNaVE+KnqxjRqKXHJP99We3F8uSb/ZkgcBtvRRAo1vpvC093PQyqT4pKBPgsHhzjcIg7CgojG9VMEpgFOv8fzAqaWwp82SOmagTnSHOo/28S4E+i2oIQW9/aCQSL2/3Cp1Bx982gx/cRc+PKFmpaUJpGBkrgm3NYo7mRQ6QTXjwlx1RiHqhZFzIXcUEDIT3WaJ08WlUkxr9QnbUdIeIofLIXrJ0gpvbQvpQeyQ3Ju3zQpQ2KiS00rZIUhxw1wPRGGv3RehMaMBQrOH6yobtU4CoqiGlsFXDzUwWsLPowogOKU4p9b5dqRFZJj++82N/lFQyVQ49oiRj+9G/Y3WYQdzdyBMu7LsuT+o7pVslWG5Us2zP+tlDIccRdCJXDhfGiphHBIEy0MjjumDQbDyWG6YPRT/FCM369VfHA6DMyGv2+WgvMxR262kr44ne68AB7frrlipJZuHAaDod+wtNIhYmuG5ZibnnORinhAYSTguQOuEVXPBJk0YdIMDoujxfZtPjAtwveXdrWJv22cOHE2VUt6b9qDf2/vXCLgmd2SlrhwMNy/puPxF/dJHcSVB8XF88QOaaZx32pxprhWh7D6sZkBES+Jf8xCMRSk+K/pFt9ebHUxgV4/QRaXRxN4Hm8epXlpvzrihG1nbJGmIh7QR8rsGwy9guOl+OA0m688a3FsVZw3jgyIkSErnEZ7YAWK90+N8eVnrE61UEFShFccFOd4xIHb5wWEMglsP+i4tmQUB5rjaA2jC2BLbedt5ISlVqQXSHMfy5JmVulAhNJb54pzdX0VvGm0lAupapVrxo+XQKitDEm7u/D8oXLduX6i1Ho99prx5tFyzXluj1yvGlOa/GiC0MAArSENr+w29zxCeAwKtTsCjUH9bCLH8ThvkMvzexS3z4ecCFQnpIzNywekJril5PzJCUtq+54GqaOqkGBC3IUvnBdQpFpRYdCZ17BDmTSRo+ZrMt070E8azyNMkndOinDPasUvVsj3irmAhg/NCCixJcgZI0083HG+t3++HSTIR763TsNAt+M1ACEg3BZPiYYiVLc6zKxQPLJF3Kx5EQm0Ti+HQbngafjdKo4EfK4dD49sUQzKketAcUxe/8I+qSu7sUpKADy9C372sgRaw46Yrr5yQUCWaiUdaDNADYZTiBFV+yG2bfHyIYtLR0hB/bWHxOK/6qDUeEn7MHcQvG64NKe6YhRYCeNSNRj6E34ASw+5jMrzTOr/OYpSMKnQ49n9LnVJRX7E3AGfCdorEPmez6jsFF+/KMxfNin2NijKsjSvH6nYWSfu088uEHfqw5s6C6rtVLVIbbOj8QJxkHxijixGVx+SjJLPL5QmHwebYUCO5uoxmkI3jd+N08v3AwZFU3zj4jAPb1LsrFcUx8QNVxHNQKbrzkT8Vr52YYwnd8FL+y1CNrx+RMCU4gDXT2FuCQ3nMkGgKXKSfOuSCH/brNhco8iLwFVjAoZke6h0+ogGEQSafDvJNy+O8I8tig3VitwIvHGUNE76wzrF3AGaq8ZqsukIihxpihVoimPwncVSy3ReUoI0aV/KfZw3WESo+1dLwOXZ3VLL8cm2dHxLSfAlE0h673/NkBTrRAZKsuBAU+fv9qsV4qj3fLnOPLZd0pkLY7JGKIuLCPzOySK8eL7s46upxmYquJ2dqEyK68YpppfbPLHD4poJknKfHZJ5rDgmjsqimAj/75kimRkv7JUmVucN0pw/uC09n1N3npyO8017HrNK0gxa6PLwJkVli2JIrsyveXaK4KhaOsf7/PbnuntN+2MqnWR0XpSKLJsppYond8A146VG8iXD4JEtMKFEBNWwLdcDx+poduVaUoJhcqmUYfjTegmepHwpIbBop7iExxVr3jxKE9dJAtNLwWA45ZyxRlVnG73ZqCpwwmxuCFESh689Dd+8DO54XGq3zKqQi22gpRj9yELNqOwUicRrCQeeenq7mUN/5lw9dv290P/J8nKlw282RrlxdILi6Km9TJtGVX2HV/otUj7834YoFw9M8+bhfasmdl8Yk2fieqgU4ITwsPCUzdO7LHIjIj5YShaTRXG4c1H37//OpfDN56Xu6dFYStL9c8LiRlt/WNJ0Z1do3CANXvoVF4yyby4eNjYBlp8heIXikLbrkMZGIWUBPC84Z+eVU01vH0fTqOrUoBwHTzknNKYs1yGDg0WAqz085eBj9djADcCyFA0qzv9boqhJSGO5C4ZIGm/KEwf7lhq5NjSnpZ6ireAbz8v7LxgMIUfz+A6xuymkU/iCQXJN+OnLXT/TteDO86XpzthCcbPWJaSTeSIDzRlYvEeCRV+/0MdJn9vNpU4lfWGuPFXYtoXvuIRCIbbWaKpaFU/sENEvNyxC4PhicXY6ShN1Ndr3jzSL6k8opaRhFhYOwQnNya8W27bQjksGC0fBrkabloyiqlWE6cMt4lAvjMHv18JlI2HJHqnzvGiXZL/8YKkI2o4lAveEEik/lB3SFIfSeKm+dQ/Zm5hGVYZTjbEl9EMsSyLRDUkpsN2YhNsXSErPQxvlNbaCt47TDMimzwmqBoPh+GgNT+4NMSjLP+WCqqF/EbZhXIHHcwdcXj8kTajn5tSG04SkFqaxAdtxGZgT5tcr1ZHGMWFbGlp8cLqk8B/9+PunwapK+Mgs+PUKaSTRzqwKcfn8cKkEQoflwZA8UPjozIktfmTfMtht7TZORKbyMx52Wz0gUxXIYOiK9jrGyCuNqaDLeEqfUG+26lbNh2YqfrNS6lDuaKvPOrNCnKqBltTfny6T1P2vXCTPZ4Vg4eCAsixNU8rixf0KjdSwrG6Fzy7QvG2s5q+bO8oYZIfg5rma369TbKwWEfajs6RT+5K9HftaHIMvLAwIeUnTXMrQLb4f4KgMuZEQQ7MzVLU4vGuKxW/XSLr/XzbJ35RSzQemBlhJEef7l5wqaK2PzP2n+07c9wPwU0c+a0g8zPZmF4Ui0OIor2qVRnK+lnq2CwZJWn9TWhpdfaKtQV59EhbvlXIAl48IuHy4bwRVg+E0Y5yqr5LedKra0Si/WmUzd5Di/tVSz+a2OTA4v01oDaAwChFLEySaz9h+nQz9xa3QFzlXj11/ivT7Aayudthcb5PwFIWRgPEFPiNzfU6kF8zyww7/tyHK1SOSDMo69b+xcar2HU7kt2hIKe7dFOHto1KcP6DvBMn6wpjsjeuh5di0WlH2NcpgtpSk0yolZXdsSx7L+LB0H4wpgvJscZ1lfHGCaeQ6oZQ0oIm5krK7t0Hz9tEpdObM/s7n6rxyqunt42icqv2HlBvjG8/bXDlWUnktJdeIlCelRFYdkmY17bPCh2ZohudpIvZRDXncEEkc6pOKuAtxx8fxUmjLJm2FqE1I06jsUIBlWdz6mHWkzqoC3jBS3PGJDBTFNLmhtvTsV3C7G06OvjBXnkqOHsc+Fp4dIh1IfeGWDOSFNBHloTKmyeprIROO86sVFiMKYFyxBFHvXQVvHA2/XgmjCuCNoyRTxlES0M0KaVKeIukF5Ec04SCD9vrOfWNfwThVDaca41Tth6QCxf4mxb+3wY2TpAj1d5fKcy6yOLtukmZakZnMDIYzzY4Gi/s2RalKWBRGAqKOZlOtzWN7wlTEfd40NM3kIq9HcbUlA3/ZHmZYjn9aBFVD/yM3rBmZ5/PE3hALyjPYpsZurxJ4PiE3w7IDLi/sVZ2a2myrFdfqD1+UdFqA5/eKgPG+abCrDipyYHM1LDsgz7fXRoy78NULNZgFkMFw1hPWGS4cqvj1SguFpPZ+4zlJ3T22+RWIk3VmYZJ02u9wkbY16ymzEUtte7OcwMPFo7Q9syENhCNcO97i9+vkIQ08ug3+sx0+Pgv+uUXxjvGeEVQNJ4X2PGzPIwpEgRwLkwJxinD9FDMrIpRmKbxAArGHWqQB3oh8KeXx/aUSkFFAcRw+vyBgUKFNXV0CLx2YXlQGwxnCiKr9kJAKqMi2WH5QURSDzyyQeir7GqE0Dq8fqRmSHRCYtH+D4YzywkGHB7ZEKIkG3DAqQUlMbme0hn3NFi8fdvnF+ijDczyuHpFiWG7nlVPGh99siJL0FBcOP7eDItqH1ipFosomWatINyq8FoWfAh0olAXK1jhRcLM0oZyAcJ4mUhgQKdRYZ1ma/KySDA9sifJSpcO8crNi6W2sTIrrxipmldv8c5tFSxqmlWumlCruW90hqLajkfl5ey3YBLxrsqTu/XOrRWsGppcHXDIUwl4Co2kYDOcAXoYLByrGFLr8fYsi6SuK41I7sTuG5enXlFliBR45IYdb5ioW7ZRU4iG5cMFQeHw7RByNQ2DS/g2GvoLnMbM4TZ3nEnIUtQlxY/x6JXxoBkfqrXoBzKiAC4doIkEKiB1/uwaD4ZRjRNX+SDrJlWOyWH5Q6iytOgTzB8HCwdIIozAKQcIUmDcYziTP7nf549YIEwo8LhqYxj7KiaoUDMoOGJSdYneTxfMHQvzvyjij8zzmlmUojwfUJS3+vTvEgRaLNw1LkRM6t5QVDSSrFY07bRr32LQetNC+QimNk6UJxTVOBNwcjVIaNAQ++GlFokrRtNvBS7RZOJUmUhAQK9XESgNiZT7RQo3qx0JrcVQzMtfjn7vCzCzxcPvxdzlbsNJJRscVI6a7aK0Iu/C3rS57G7va0ItjUJqluWZ0BjfI4CcDxmYpRs6Q9zrKIzjagWYwGM56VCbNwFCGD09xUbaFGufw45e7Xj8iDowv0vjpV3+F0J7H0DzNN59XzB8MY4ukxvP3XoC0D9+4WBNkTMDOYOhLKC9Nocqg7QhbW22mlSlWHpKmVMPyYHq5OFWbUhonyGCqOhoMvYMRVfshQQCFIY+PzHS4Z5Ui4cFTOyV18EMzNDFlilEbDGeSFw46/HFrhKlFGc6vyBy3buqQ7IBBo5NsrbdZXe1w36bokedKogFvG5GiLH5uSCsaSBxS1G91qN9mk260sBxNtDigcIJHpEgcqCcqhgYZSDdZpOsVqXpFywFF3UYXrUMoWxMtCoiVBURLAmIlAZECjepHqfTzyzLcvznCov0hLhtsrvN9gSDQqCCNAjIeXD7SoSEFi/eqI2l3g3Lg5jmaqJ/Ay/hHGnb4vkb58t5zY8QbDIZjCQINQRqdgXEFYa4Z5/DXzR21TwujcNvcgLD/2ppHaQ05dor3TwvzixXikAcpGXbzzIAcK2UuRAZDH0RrjUonmFwSY0COhRco1h6GnfXyN7ZQ89GZAVY6hakPZTD0DkZU7a+kk0wudPnmJWEaUhKlyg5pokEaL23S/g2GM8Xyww6/2xxhUuErC6rtWArG5PuMyfdJeNCYtog6+pxwp2oNiUpF/TaHui02mSYLO6yJV/gUTvaIFp24iHoslguRgoBIwVGf50Oq3iJVq0jWWTTssKle7QAKZWnCBQHRYhFc5U/jxPrm75Af0Uwp8vjXrhAzijMURvvmfp7LqGQLN44P89ZxLk0pcZjFHE3IS+L5/bH/scFgOFOodIqLB/icNyhEY1rhWhB3pDGV758CxdPzmJAL//u6KLWJALQ0sQr5aQLPXJ8Mhr6K1uCkWykOhblpmkPaF1NVzIWYyqDSKYxJ1WDoPYyo2o8JUhlcMhSBWL5Spja4wXAmWV3tcM/GCGPyfS4acGKC6rFEHYg6Z7c9xE9D8z6Lpl02DTtsMi0dQmrxVBFSOU3BdWXTVmcVcts8gkEGUg0W6QZFut4iUalo2OoSePIDOlERWmMlPtFSTawkkLIDp2cXT4p5ZRm2N9jcvznCJ6cksPrCThk6oVMpIqSIKMCXPyNXGAyGE0F70mSqEI40nzqV148gCCiKg51O4HlBR3Mrg8HQp9EaVCaFSwoXiAO0+aiMnmow9C5GVDUYDIZXwcuVDvduijAi1+d1g9KvSlDtLTSQSUCqQZFJSG1S7csXUJbUHrUcsEJguRo7xAl9P63Ba1WkGxTJWotElaLloEWi2gKtcLMCYuUB8QqPaOHpE1JfCculzZUKR5arGjLNilSDIt0muNasd/Belp10om37Xi4lBOKlAZZ75vc9ZMPrBqX5y44wj+wM8ZbhpgyAwWAwGAwGg8FgMPQGRlQ1GAyGkyDQ8OiuEP/aHWZcvselg9J90i0YeJCsU6RqLVL1ilS9RbpRkW5SeC0KHQBETnh7lqOxQhrLlf9XFqAkvV77Cj8NfkKhddvBUJpQliZcoCmeliFarHGz+nAsXYGbrXGzNQzs8O34SUjWWaRqLZK1isqlbY5WJSUD4mUB0bIzW6N1UHbAeeUZ/rMnTNzVXDLIlHwxGAwGg8FgMBgMhjONEVUNBoPhBNndaPGnrRF2N1nMK0szq8TrVYeqRoTMZK3qqBtaa5GsUaSbFbQJnHZY42YFODHIqghwYpp4jkuGNMoCZWtQyJ8WoTTwFdoTcTbIgPYUvif/1b64UtHyHsvWKFdjh8GJaNy4CKivtjZqX8KOQLzNoQpAAOlGOebJWpvGXTbVa9tqtNpaaroWaSL5AeE8TSg3IJSjsSOc0vIB04s9kr7iL9sjVLZaXD0iRcTM6AaDwWAwGAwGg8FwxjBLMIPBYOiBQEN1QrGl3uHlSoetDQ6FkYBrRqaoiJ+eKmQapAZjGvy0wk+Cl1B4rfKXbha3abpBkW60CDLqyDvduCaUrYmVBeTmBISyIZTTNU3dthTRGCRaNX7Qk3u0D7tKexMLQnmaUJ4mZ7icA0FGmmGl66V0QKJS0bDNPeq3EXevE9e4MWmEZUc0TlTjRhVNOZDBRtkBVkhEcMsFu638gnK6CrJKwYLyDLmhgGcOhFhd7bCwIsO0Yo/yeNAn3dMGg8FgMBgMBoPBcDahtDa94l4NWmuCQGPb1qnpyHkOYo7dq+dcPHa2ffy86vYxefzXwOrfKHY8LopTdSE8fSHoE0zZtnworgLVl66alsZ2wXY5OSukUphWoacXHYjg6ntAcPpUzmQE6vNP7LWzl8KQPcd/TcUszaxPyHl1PE7FmDwVnIvXw9OBOY6nht48jq80JuHMjcueMOdZ72N+gzNLX5krTyXmHOq7mN/mlTmRudJgOBmMU/VVopTCtttSa83AfNWYY/fqMceuM0ePyZ7QATQf6vh3Knxigmp2A4TaylZ6Z/qqaYFlIW7Fbr+ewgO8V7Pt/tRdqz9it/29Au2lFHTQ8XcyRmHbh8Jq8O1XFldbY6+8veaDChUo7NdYvuFExuSpwlwPTw3mOJ4a+vJxPJPjsif68vE5VzC/Qd+hL4zJV4M5h/ou5rcxGM4sxqlqMBgMBoPBYDAYDAaDwWAwGAwngQljGAwGg8FgMBgMBoPBYDAYDAbDSWBEVYPBYDAYDAaDwWAwGAwGg8FgOAmMqGowGAwGg8FgMBgMBoPBYDAYDCeBEVUNBoPBYDAYDAaDwWAwGAwGg+EkMKKqwWAwGAwGg8FgMBgMBoPBYDCcBEZUNRgMBoPBYDAYDAaDwWAwGAyGk8CIqgaDwWAwGAwGg8FgMBgMBoPBcBIYUdVgMBgMBoPBYDAYDAaDwWAwGE4CI6oaDAaDwWAwGAwGg8FgMBgMBsNJYERVg8FgMBgMBoPBYDAYDAaDwWA4CYyoajAYDAaDwWAwGAwGg8FgMBgMJ4HT2zvQX/H9gPr6VgoK4tTWthAEurd3qV9hWcocu1fJuXrsiouzj/u87wfU1racob3p35yr51BfpD//Fn1hTPbn49eXMMfx1NDbx/GVxiT07lzZ28fHYH6D3qAvzJWnEnMO9V3Mb3NinMhcaTCcDMap+hqwLIVSCstSvb0r/Q5z7F495tgZXivmHOo7mN/itWGO36nBHMdTgzmOx8ccn97H/AaG14o5h/ou5rcxGHoHI6oaDAaDwWAwGAwGg8FgMBgMBsNJYERVg8FgMBgMBoPBYDAYDAaDwWA4CYyoajAYDAaDwWAwGAwGg8FgMBgMJ4FpVGXoVexMGCsAbQX4dtoU1TYYTgOu7aDSLgDa9dD4vbxHBoPBYDAIlqWw/RAqsNBodDiN5wW9vVsGg6EPYK4PBoOhr2NEVcMpwXEslFJ4no8+AV3U9sLseho2POTQWg25g2HijQ6R8jSeypz2/TUYzgUsS+Gmo2z7u8XuZxXahwFzbMZerdF5r/x+pcBxbLTW5gbWYDAYDKccR7ukD4VY9TuLup0QLYAxVzkUT/FIq2Rv757BYOhFHB0iuddl3e8tGvZArAjGXm1TOME/o9cHx7EBcy9sMBi6x4iqhteEg4NKhji0SpFpgdLJEC70SVs9T3QuLtv/abPtXx2P1e+E5//HYtbHQ+RODPB846QzGF4rTibKc1+zaa3ueGzPc4qDKxSXfgsI9fxeN4iQqbPZuwqcKJRNBaIm6GEwGAyGU4NtWzRvDfHiXR3VyFqrYOUvFUMvchh9TZg0qV7cQ4PB0Fs4tk3DOpdlP+q4PrRUwvKfWox8Iwy7wiXD6b0ndXUIv8nlwArAgvJpYGVlyKj0af1cg8HQvzCiquFV42iXmlVhVv5KHXls01+gaKxixsdjpFRr929MuWx7VHX71Op7LS78egicBABKKZzABc9BKY0OeWQCI+oYDK+E41gcXq46CartZFpg+39g2FtsPLpG3cM6yqpf2VSu7hin634HE28MUT5fkVHpI+lYeLaMzXCGjO+dzq9kMBgMhrMIKx1m9W+6b++wa5Fi1BtdVCyNPpEUKIPBcFZhpUKsvrf768O2f1kMuzQEodO3JgwFETb/xWH3oo574Q1/hOGXhRj5FkVadR/wkfvjo9euGTKBuT82GM5mjKhqePUkQp0E1XaqNyn2PquouNju4jhVCloOKejh/jjdBF6rBTlgKxvdGGHlfYrqDQplw8C5NuOuDeGFW039VYPhOCjfYf/SnnsR7l8GQ99gwzHOU9u2OLS0s6DazroHLEomuTg5AelDYVbcZ1G/E+wwDL3IZuQbA9J26wmVADEYDAbDuU2QVCRqe36+egOUzgqT1KYMgMFwruG1WqSbenhSQ8tBCA/ltNxzWpaiaZfdSVBtZ8djioqZDqFBXXuB2MomqIuw4l5FzWaF5cCg82zGvjUg7SZMgMhgOEvpecVtMBwH17XZt6Tn57f/28JKd80t1hrsyPG3bTky4aiWCE/faVG9QSY07cPexYrnvmrhZKKvet8NhnMCpXEiPd+8OREJchyLlQ6x7V/dO8lB3EMqEebZr4qgCuCnYPu/FS/eZeH6Zmwazm0a04ofrory6/URE2AwGI6DZb/C867Cb3FQ3U1WBoPhrKZ9PdgTduT0CKoAduCy9ZGeZZKt/1LY2u30mFJAo6xdazbLNSvwYPfTiue/YeN6r7AANhgM/RYjqhpQSrqDu4TaCnGf2HuS9T3f5Kabe35vtFDj9KC75A0FFfVxLZfNf1V0l+mfqIXqdQrbNqev4dxEKYVruTJm7e7HrKc9Rryh57vN0W8Ewt2kI2l13PGbrFPsWWx16zZv2KVIVFpmAWw4p1l8wGVzvcOKKpf1tSc2pxoM5yIq4lE4pvt5yg5BzgDwWpEyUAaD4ZxCRXxyh3T/nBOV9eRpIzj+vXC6SaGPqZ7l6BDr/yRNYY+lpRLqt1vYdu/cHzuOhUsI13KxLHOPbjCcaowqdY7jEIK6OBvvj7DiB2H2/DNCKB3Hto5/anheQNmMniezovEabXffbMoPJZl7W4A6Zq0ZyoIZHw3w7TRkbA6v6/mif2CZhd3HT1/XdnCDMC4hM4EZThmuDpM5EGPtL8Os+GGYyucihLxYl3NMa0203GPIRV3HaclkTekU8P1uupi6PsUTeh7bA2ZrDrzU8/5VrpGbt1eLUuAqF8cP41put25ag6Ev81Klw9h8j9Koz4uHjBhkMPRERmWY/kEI53Z+3I3DeZ+HZANkEgo7CJlgncFwjuE7aWZ+LMCNd35c2TD3tgA/dBrLgrgeZVO7uUduo2xaAM4xJe58m6r1x1u7KuwejBCnC6UUYT9GzUtRdvwjTO2qCNTGiFjGNWswnEpMTdVzGBuH6hUhVv26YwKo2WKx/T9w/peiWPk91y0NAk3O4ICscovmg52fUxZMulFLl/Bu3u4HAbEhad7wvQh7Xwxo3KsoGqcpmqDxQkmCQP9/9s47So7i3NtPVXX3hM2ruMo5SwghQAgECAljGxwwBtsXnC4O+PranxNc2zgBxgbjnC7OxgH7OmdMzghQQDnnnMOmmelQ9f3RGzUzq11pJVainnN0tNtpanq7ut761RtQGLxSyB0p3PZkpcH0UPtaSYnKptj4COxdIvFKYfRVLmXDInxh84JZjh/XeGz4u8vGB9v02TWStf+AS76Qxvca2h0fiBxjroHhlzlsfVqgQxh8kSHdV5Oqcsgeyv+MEJ/xb3bZvSg+vi3pPlA9hoLFr5pJVnLcOaMcXKJDHiv+KqjbISgfbBj7Bg9VniPEJvm39HwaAtibUUzrk6PCkyw94KAN2HU1iyUfYwyqLOSCjzoc3CA4vBn6T4WSvrDmb1C3E8pqYPhcQdnANFnZcKxLWiyWMwStDbIsw+wvJdm/QrB/laBskGHAuaBTWSJdXPQ8UYIoYtgc2PgIhJn2+7xSGDzL4B9VN8Q0zV0zhetXkayKjzqVeGGKBd9TjL8aMgdg/QMgXcnQWYL+00rIKvtOtVi6AyuqvoJRvseSn+XP9KIcLPqB5LybPXSRyoYAgZPlwk+lWPtXyZan4lD96jGGKW83iMosugNhRZuIiv4w8LIcA0zsMedHmuZC5CYRMOq1Di/9qLDH27A5hrAHVhoXAkRDisc+K9sNwvtXS4ZeKhjzZo9A+C9fAy2nNVFde0G1mdwRWPVHwbjrXYKjcmYEIofolWPUtfHqeBBoIiUo9vo3BijNcuntSZb+MjZihYLBFxrGXaPRSZ/hc5KF864K6DfVEIRdN3QdoTiyymP+d1r7fN0OwY4XBDM+mqBktCHShb3fLZaewo76uJ/1TmnKPcMLe1y21kmGlZ+8yZ/FcjqTDbMkq0pxkjDqSqjdDI9/jhbtoW4H7FwA0z8gqJ7m4vsnr9q3xWLpWWit8Z1GqqZJep8r0VrHNuYpGFLDRIbZd6RYfr9g10uxzTtgumHi22InoKPbYLyAUa9WLPt14bnr0FkG3z91dqyjFJsfFoy/Ghb9uL1DxKENgt7Pw7QPpvBlpvhFLBZLp7Ci6isUKQVHtubng2nmyBYwWQUd1JwxxpBTjYx8s8Po17sYI8CJiJRPVMTD9WiiSBMWEGDCUNNniqbmHMGuhe3FmwnXadzKgKAHFgBx8Fj2a5G3qglxovKRV7hQbkVVS9dxXcW2DsLut88TjL/WASd/wmkMRxlyHbvNRSZCVDZy9gddCB2EMBgvwNchhDDyNZr9qyWHN7a5joBzP6gxieN7vmWQ4KUfFzBEDSz6keTSOz0iZQ0/S89mR4NECUNVwqCNQQnD5lplRVWLpQNCJ0fFsARhg2DJLynozLXkPsFlYz1wrahqsbzSiCJdOGXVSURrjUk3MOlGj8lhLJkYNyTELzh/DqOIARdo9iwV7F3W3s6e8g6DKD218z/huzQekOxeUjjCbP9qQd1WSWqEKBqZarFYOocVVV/BFBNUWw/o3HVCHYLTxmu0m8Y8X2aY9K4EY6922P1SXLSgZhqQDgjomcKkCBx2Ly4uWO1eBAPmKsLQetxZuk5Hjppxf+6+GGNjTOxV7Tb1tTb92leNnPfRFJl9kr1LIVkp6DslFlSPN0zfry28GAHg10FQJ6HyuC5tsZwydtRLeic1UsQh/72Tmm31CrBCkMVSjJCAZG9J/WaXoKHwOBY0gl8voOoUN85isbxiMYZ4zuk02cLHmBvnRIap70uSO6TYsxjcFPQ720AqIDzVdoCB3mNgzV+LH7L5McnkkQrfptiyWE4IK6q+QtHaUDHUxBpMgQGibCCI5MvvWRPIHKI6x+ArFMaYgl6tPYpjCdGyMwdZLPmEYcSA82Dt3wrvH3CuwbjhKXm8jIkXPZz+giGDZCzAnmjfPJYebHNSWk4D9mckFYnWTtgnrdlS17OLKlosPQFf+zipYxR2E9Z+slgsPRtfZpG9YfCrX965q/FC0r0dOqr4KqSx9rXF0g1YS/8VjEkEjH9z/oteKDj7vRrtFs+neioxBoIg6vmCKvEANmB6caO/Zhqnxfew9DyMAa8yZOCM/OfLScHE6wzhKfbgNsZ0W9/0yjRuuvC+RDm4pbbfWHo+B3KSMre1j/ZNGfY0SAL7+FosHaK1IVFh8MoK7/dK7ThgsVhOD3rC3DXUIeVDNAPPL37MsMsMoa1XYLGcMFZUfQUTEjDokoCLPq3pM8lQWgNDLjbMuUvj9s0SRdYjoKuE+Ex8W1z98WhGvtogS2wIqOX48UWOiTeEnPf/NNWjoLQGRl1puOxLmqgkQwe14Xo8kedzzk06b8VcSDjnA5qohyzyWCzF0AYO5wRlXmtHrE5oNIJ9jdbcsliORZjIMP0DBTynBJxzkybyembqJ4vFYumJ5GSGkZcbSvvn7+s7xVA6KLL5VC2WbsCG/7/CCYSPNzhg6gdcTCQQbkSgT00I8ZmCUhLpe0SZeNIsSzWz74Stz8DuRZJEuWHUaw2pmjDOUWmxnAC+yFI2XnDOaBe0wHgRfhSekkqoJ5NIR5SMzDHnrgTr/yWo3S6oGGoY+WoDpTkiXfwLCgGO8SDrEPkCJ20wXo7Arr5bTiFHcgJtBOVe67PaqymNzq5GyQDrZWexdEgUadJDs8y9O8H6B+KCqhVDDKNeY1ApQ3A4ieMaRDIilD7mdF5JtFjOMJSSKD9BmJEIDCoVL4Sc6gJTlla0NuTcBi66NcWexZItTwmUCyOu0FSM0Pgy+3I30WI5I7CiqgWtDRofFKe9MHOqUUIR7Eqy8F5Jw554W7pP7FExZK7PoEsEKENoQgJr/Fu6iSgyRKKpz55BumFECKUhY97qYCKJcDRB1PEijxAC10/z0o8F+5bH7k1OEsa9KcmAmSG+sB6ullPDwVy8sNY2/D/pQImj2dVgPVUtls4QEkJJyOi3OJhQ4ijJnkUOy++XBA3xMdVjJOfc5BClGq2XlcXSA1AoctuSLPqBbKk0X9JPMf2/FE6fLJE5g4zV0wxjDFnZSK/zJL2nOSAgEgG+fXdaLN2GtfItpwVKSZTqeY+rbEzy9BdbBVWAxn3wzJckUa1HIHwCHVhvCoulC0RE4IadyvPkhkmeu0u2CKoAYRaW3y/Z+5KLo9TJbKrF0sKhbPwMtg3/B6hOGiuqWixdJIhCjBNycLXipR+JFkEV4OBawdN3SJwg+fI10GKxtNKQ5NkvtwqqAA174Ok7JDLzyuunUgocR3ZUI+qUE4aaAJ/A+HYxymLpZqyVb+nRuCaBrCth33MpDi5I4ebSOByjOuwpwlEOGx4SFFp8NRGs+4fAldYZ3GLpLEoJvDBFZlOa3U+myG1J40UppCxslQoBmX2S+t2Fr7fqDwLpeyexxRZLK7W+wJWGxFE6fmVCszdjzS2LpatI32PFbwr3newhqNuiUKoHqRYWyysQVzqs/ZvAFIh21CFsekTgqlfGfEhJiRemqV+dZvdTKcLdJXg61aPEVYvF0v28Mt5wlhPGdRVCCKIoOmUFrDyTZNVvHLY922YkEjDlHZK+54lTXun8aEQoObS++Ch5aKOAUIEMT2GrLK80mvtmGJ7eyealFIi6NE/eIcnVtm5PVklmfSYN6fwwTyklhzcXv2buCGhfQOrktNliaUutL0g7+X2wMmFYfUiiDRRZH7BYLIXQkoa9xXfvWwljRqdopPHUtclisbQnUBzeWHxwO7heMDyU+QXozjCklIR7UjzxZUnUJvNU+WDBBTenySn7nrJYzlSs64SlQxxcnIYStvwzyar7ktSt6thzrLtQSnJghWovqAIYWHqfQNf2AG9VpUn3Ky5ilfQxoGySWsvJwTEesq6ETX9NsfoXSTIb4755uq6GO2GC57/WXlCF2BvphW9KVJjIO8cYQ2m/4tdUCRAFRC6L5WRQ60vSbv7zVpXQBFpwJHeadk6L5eVCGLyyIrsUpHsL1j8g8VQPsAktllcqjiHdt4P5UD/DKyFwz/GTPHtXq6AqXRASarcJlv9G4gr7nrJYzlReAa84y/GicDiw2OOlH7Vq79ueEaT7SC76TArfOXkrbjJwWfeP4pr/pkcEo65zCMKT7wWqZFzN0j8iiUJIVRu05xOakNFXGnbMKzxRHvMGQ0jQtc9qrpzZGH93J62JvFzRypmOUgjfAQR4AUFkE8G/EnCMx66nXVb8X2sf2fq0OK1Xw8MGVTSMv3Yb6EYFpe23a20oG2xwS2iXb6+ZEa/SmGRQtJiXlAIVJtCNChOBU6LRCZ+wSD9yhEL6CbKHBEJCotIQubl2BRhc5UDOAWHQXmCr3r6CONKBpyrA3oykKmnf0RZLZzFJnzGvkyy/v3WsG3IxjLkSgkbAQKJc4EQJ/C7aWxaLpesIIVCRR+0O0JkUXtpgkj5j32DYs7jwfGjwBYLcfhfZK0Tr7rGJXOmCr0AatPvy21pCCOp2CMIsDJkFQy4EvwGUF6dAWPtPATkXPPuesljORKyoaimKzHm89ON8YbNxH6z6nWTc9S6BOUmDgxbkjhTfnTkoEKfAAc0RisyWJC9+p7XqrFAw8S0JamZKTJXPtPd5LP6ZRDfdCpWAc//bkK4JyYaCDkuXH/VZ2W1JFv6vJHMw3pbqJTnnA5LkgCzhUclbnSDJtmcFmx+TmAgGzVQMm2MIvcxpHQZuOTamob2g2kztNsHGhwRDr3IIo9Mr7USUg7KBkO4NmYOxkNpuf5FsH6GXZdZnUjx7l2z3zhh4vmHEFZpckfugpEQfTDHvu5L6XfE2r0wy9d2S8rF+3oKIYzwOLPZY8nPR0tedJJxzU5Ky0Tm01Di5FBv+Kti5UOAkYMSrXPqfE5GTmeO5JZbTjFpf0DuZP7Er9wwCw76MZGyVFVUtls4ShhEDL9TUbhdsfUow/lqoGARPfAHCpteqdOGst0P/6WlyIoNSEmMMYWgXtCyW7kRKgZNNM//7goPrACQqAeOuTjDkUsMFnzAsu19Qv7PpeBcmvw12LYRdL0kuvi2Br07MHlJCIRqSrPqzYP8qQbICxrzOoXJshC+yJ/wdjxcpIXcYJr0N/Dp49h5aam54pXD2jS9b0ywWyynAiqqWgijVVE27iDa3/XnB+GtdcE+SqOpG9J7gsOP5wque/c/WaHHyDWaRSfLcPbJdMSoTxZXFywe7JIc1UnWWYe49Hg17BbIC/ArB8zuhfqPLOTUO/ZPg1BmUazr0gqM+rpzZNtF75gA8+2XJnLuSkG51xWs8AM99RVK7tfX+rP2bZOvTcMkXUuROohex5eXFdRVb5xXfv+lRyfBXuaBOH1FVKolfIxDvgtVZGJKEqR5s+jkc2RQvZHhlpmAWZa01sjLDJXckyB2WSAVuUqC1QWtQnizowaByKZ64vX3eK78OXvy25OIveDj9wpbFCSEEwX6Xl37U/n0UZuGFb0nm3JXAScDjt8p2HrNLfi7YPk9xzn+n8K2wesZT5wuGlOUPmkrEwur+jA3/t1i6So4MY19fwpCLYgHlkU/SzjbVAbz0U8HFAyW7e5WwcDf0KTGc3c+QNDlMaBcyLJbuwAmSPP1FSeZA67bK0eBOlDy1x7DbgTEfhilpMJtj223TY7GoChA2StwyD3wHHYJKaCLP77SXqZQCfSDJE59vnZdlD8GL35EMnS0Yc41HIF6eehtRZKgeDQdWw/LftN/n18P878Hcr9isixbLmUqnRNV3vOMdx3VxIQT33XffcZ1reXkRAoIONAATUbDKY1euD+A4sqA3QUjAuDd57JwvOMpBk0QF9D3L4J9kLwTXVWx5iLzPb2bVHyTTP+oSCJ/IDXGHurywN8EvHm2dOD+wQTCyAm6sgZXfgYnXKnqdFRCIXLtrudKJQ0MAJxWLNc2TBhPB+gcEo69zCKIQKQX7ltNOUG0mewg2PyEY/GpFaCcSZyRCQNBQXJxp++wcz7UdJy5dHgSn5vmRUnDYpLj9cUGmSQcWQGUSPvw+iL4NNdM1JuFDkS6vtSZwMiQr06z4jWTHCwKjBalqyaTrJRVjA8I2hrbrKnY8QztBtS0rfyc4+79cdNM5Di5L/1zknhvY8G9BxbDCKQgOrBE07JQkhgjrQX4Gow3UB4XD/wEqvNhT1WKxdB2Z1GRrBTteKL7Yv/rPgor/gH9vABD8WsAnLkgyLJXF2NRIFssJIYSgYVe+oFrxNvjCUgh0bCP9G6hIwP9MgpVfpiWCKFkFjitY9lOPXYvifpzuozjrXYqSoT6hOLaTjoo85v9EFpyXbXlcMOo1LpTki6pKSZQSRJE5qWkCnKRhw0OF9+kQdrxoGHCZOmX2tcViOXV0ysJ/8cUXqa+vxxjT6X/19fW8+OKLJ7v9lpNEGGr6TCy+v3I44HV9UBACPJ0isyXFop/C5n8lUA0lOKZ98m5jgNIsl3xBUzWi+WSoOcdw8ec1oXfyvb6EEdRtK95FGvYCUev+BuPxi6X5wsuGI/BCFiqGw6IfCfYvcXGUav9ZWtJviuCCj8PUd8GFt8Ckt8apBAAObxSYIP4sqRWbnyje7u3PSUTOOqGfqQSBZsC5xcW5/mcZjNP1vunpJHpvCRv/nGLLP5LI2hJc451IUztF4CT4xguSTAhlHrxvHHxxIny4N6QCOO8Ww/BXRwQ6VlyVErgmgRsmcfFaFmjcKMW8eyTb54mWBZ/MQZj/HUn9Bhel2vRlIzi4tnjfPrJFQNTaR00oaNhdXMiu2yHIHiy+f+vTokWstpyZNAQCgyBd5NVbntBWVLVYjpOcyNBvItTtLH5Mw14Y1KaeoTbwjeclvsovcmixWLqGUoLDm9tvG3IdfHs5BEfplEdy8LNNMPiq1m1T3wXP3CXYtbB1YaRxH8y7R5Lb7XWqALLJKQ5vKr5//0pabD0hIGFSqNpSGtelyW1PEe1L44VplDz+sdhxFG6UxA2TOKr9gK+NoWFP8XOPbJGI07WarMVi6ZBOKy9f+MIXmDJlSqcvvHjxYt761rceV6MsPQOvMqLfVJGXeFxIOOtdmkgV9xwres0ozYvfkhxa33xNyeo/wqTrPfrPFIRtAnwjEyF7NzL9Yx7GV7F44oWEwj8hL9nOYoSharRm16LCg2/5YAMqbojrKp7bWvxaj+6ET1wKe1+Clf8nuHiSB04sDEspIOuy6o/tJwx9JsKMj8C8r0NJjUE4Or7fgg6raEoHJArXeGgnfNmTt1u6F2MM6RpN1SjRph/FSBcmvs3EXpldcIr0TIolP1Ft+rpg7d9g5GtcRlwp8jyru5PGULG3AUo9+OQk2PwDWLy5dX/VKDjvwxLhgKsT1K51WP3n2FuiaoRh/LUublWOzD5J7bbCxuqyX0tmfsYjUk35toShfLBm18LCfbukLy1921EKB0n5UEN9EWG1aoQhc6i4oezYOf0ZT0MQ//1TRTxVKz3DusMSY1ojNSwWS+cRrqZyqGT/qsIdqHwQuBI+MAH+d2W8LdCwtVYwOm0jBSyWE0FrQ1lN6+9OEuoStEQYHc26g5CaFP+c7gM6MgSNAqHyIwCX/Upy7sc9tOzY1hSSOJSpSFdWrohTBGjwghJe+IZsJwRXjYRJb1W4pSlUVaZL8yMh4jns9scEmx6T6BAGXeAw8gpD4DWitcFITfkgOLSx8DV6jTHdVqjLYrH0LDq1VHPTTTfRr1+/Ll24pqaGm2666bgaZekZ+CLL1PdETL5Bk6qOBZu+UwyXflHj9M522UB1lGLLE/lCEMDyX0tMvZu3XWtDIHKEiUYCr5EAP/ZiPQUEQcSgGXHlxkJMuM4QyjhcRQiozRWfKTcGrV6nuVrQbY51wgTPfUXmeWDsWxHnIhoxB8ZcZQhNbLlERIx6dfF2D7/M4Ncpdj+X4MjyFJ5OHfvLWk4rApXhvP+nGf9mTaIi7psDphtm36mhPNulPqKUZP8yWbBq64YHJLl9zkkVgZqzeFw7DLb8mDxPiEPrBQvvlXg6xeaHHJ7/uuTwprgf7V4sePwzkmB/goNri39Gw14gbB3ugiBiyKwmA70A46/RaMcnEaXZ82ySF7/hMHKOiI35oxAKhl9uSFUVN5SHXAS5XQm8MHVCHhKWnkt9s6iqiof/5yLRcpzFYuka9blGhs8psqgsYNRrYrHm7HJ4zbA25/l2IcNiOVG0NpQPNbgl8e/Sjec2HRESRzZeeIsh3Qum3BA7i5zz/lhobebwZhC6E9E8Xki/yUUMXAGl/QWHlyVJRCXM/16+Z+2hDbDqT7BvhUT5XVvtdsMU8+5WrPg/SeO+ON3a+n8JnvicxPHjeVakfCa8pbAt6KSg39naFtCzWM5QOjW7+8hHPtJlUbVfv3585CMfOZ42WXoQOZGh30VZLvpCwNyvhpz1fh8qG4k4jtB/32PjQ8UfuW3Pxh6fPYkomWHWZzUlbR5/rxTO/ZDG6+1jmtSrMNRMH1BcyZrUG+rWxD8LFRsjzQS1qqX6+NHsXABDLzGoylYx2RhD1XComZ7/eZXDoaSP4PHPwJFtYALJsvsUrk7mHSulQClpJxunIcZATjYycG6Wi+8Imfu1kIn/6aNLG4h01/qmDFzW/6t4v9z4oMDpyDX6BCn1DK6EUYnY4C3E/pUCnVGs/XuBdhpY/ltJulfxB1klQBwldplUlpm3aJw2aw5CwYS3aEqHhTh+iufuViz7peTgetj0OEy/Kc7p3EyqF1z0aY1OZRk2x1DaP/+zB18I+1cLnvyc5PFPOwS7Uyh57PecELHg3ZmQOMvLT7NYmiziqVruxROpA1n797RYjhdZEnLBJwypXq3bEuWxSOOm4cnbYMO/4c1DoKY03j+yKi4iY7FYTozQyzLrM5pkVVx8qX/+1KKFMg/61Ghm3qxZ/yA8ebtg4Q9g3tdiYXPae1qFVa8MEMfuo6HwmfJOEx9/FBOugS1PxSmflv5SMPDcwmPt/lVQPhDChs4vcCslObhGUrs9f1/uCGx+VOAqB60N6YEB57xf46ZbjymtgVmf1USJbKc/02KxnF50eaa8c+dObr/9dhYtWkRdXV3efiEEK1eu7JbGWXoGYRSBaiPUHG8RHCBoU5ReKOg7CbwqaNwFuVrR43LNRFqj+jQy89YEOqMwGtwSA6mAnN/qpaqMy5ASGFJu2Frb/jsoAW8aDOt+Ef8+aIaBRABNYaDZwx00wIDBENF+OThZCVPeFTHicsmmRwQ6FNRMAzcF8/83Pm/r01DaPy5q5B9UyD6xGCeVIqcSbDosOJiB0dVQlYhQQdc8HC0vP3HfbMov3Im/nRACx1WotkKdFoQdpCj2GwSYk9cvPe3zpnEJdLZjA9evJ+4zTaFjQkH/s2JjvG5HHNYl3bgS9NEMn2PQXtAuXUloIpJDs1x2l0fusCTyId3boBM+Rmn2vuhQt6P1+O3z4vxfU26AdB+DkzSotCbyckSRRjsZZn46xcE1gm3PSJykYeB5gswBWNZUCTZogGe+JJl7T4LIbaQQQggiN8m+jGTTYehTAkPLDV6URdtUHj2WhkAgMCSK6OUVibiDHshKhpXbv6PFcjzkTJbKEWku/B9FrjYeC9xUnD/14F6Y/kVoFLAlhJsvgPm7DCUy5Dj8ACwWy1ForZGVGS65PUFY5+B7mtnDBI9vzrcR/9/5mkAInt4D/nTBpNlQvwg2/Sm2pRb+MK4dMf97MPpKjU74sWtrBxgDuqSRS7+YYvciyZ6XBIkKGHQ+7F0BW56Mj9v5omDoReCkoXoEJHpDdh/sWwmY2E6MgnheqpRECgkCgqBwA6RRbHu6uI26fZ5k6FwHVEggfKrOjpg9wSNokEgFKh0ROjkim4LEYjlj6bKoeuutt7J48WKuueYaKisrT0KTLGcqRkX0m6zYvVjQ73zo/3qYdwh2+zBqBowdwsuS80pKiRMkCOpjYSVZEQsrLeH2kQEvhzIp9i0V7F6sSPeSDJvjIcsCyLqs+K1g30rBx78C/1oPT+yEXAQTe8O1Q2DPb2JRqHKEYeJbNVkTKz/GQLpXB21zQCVNwdS1kZsjNUww6tVJtj0rWPdPqN/d/pgND8Hkt8H2eYIRb1JEGnb4Se5+VrZLLD+iUvDR89PIXGGhx3L6o90kuzOKx9YJtIE5I2BAOoHnBfSb6rDpkcLC6cDzNUZGXc6f3FlMGDJroIIjLgXj64FEJSQqBBf+D4RZSFXHaTk2PwGN+6H/2XEo/8Wf0zz9RUnUJi1XnwmGka/R5HS+sRzpiMjJIHrHg6EPYMANPLY8lW9AH1wf/6scLjj3Yz6+9Fsm68YYfNVIxWRJ74kJ1v/dYfHPwT9q7VEHsGeJoM8MmRcGJgQEboq7nlPsqm/dnnLg1lkpeqmMFVZ7KPWBIOlAMcfihIKkMuy3xaoslhMiED71u5Okews2PQp1u2Dqe6CiL+zOwmNbITRw0WCY1BfEqUjCb7G8QtA6XkyuHuVw6FCGayo8hpQ7/HWt4HAWZg+Gtww1NB4UNAaCASn421741YZ430XvgdU/gsyBeI4zaKZh0EWaXNi5lY8oMkROIwPOS1G/08Gvhxe+Qzu7D6D+IJx1O8zbC9uzMCQJ0/8Dtt0f24/JKoMJ0+xbIti9UJKqNgy7zCDLfEJx1Oq8MEjPUMxGjdPEtc5fwyiK62ZUxCZiBCfNhrZYLD2DLouqixcv5rOf/SxvetObTkZ7LGcwofCZ+DaX0AjUa+Gzi1uHoIXA37YIPndJkirVeMpCtZSURPtTPPV1SfZQvE0oGPO6BEPnOvgiixAgG9M8+QVJrrb5TMGGhwTT3utxYJ1g54vx1p1/hgv6wYVDwC2FdBJyW6HfeBg9F8qHQE41tvMqVKUR1WMEB9fmD9bDLzeQLF4QTAjY9VKce7UQuSNxSFxz9HZOJfIEVYCNhwV/XiO5drSDLrJSazl90V6S+5Y5LNjV+oy9sAMm9FF84GwYfaVh27P5HqupXtBnisHvxhxQUgqMMe28okWQwyuBmukuuxa07weJCpj5MXjhW3BkS+v2/mfH+Yaf/ybsWgjrHxBc/HnD3K9GHNkiyB2GyhHglkfkRBdDrkTxfKvQplhCAaJIo0LB+geKn1+3XdCvgPpmHI+fLZXtBFWIC0Hc/azki5cmcKIO3IotLxv1gSiaT7WZck/b8H+L5QTx/ZCqUbB7IWx6FObeDXVZ+N1GeLFN5e0Xd8DYasEHzk3ghsdI/mixWI4L4WeZ2VdxTj8P10jqVgie/B9B2GR2OUm4+t3QewA8tgMmTYCSftCwB3RomHBDQM50vRiqjuK5z9FFrwAqhkNuouH2+aIlb/9C4B8SPvlOEPUaEwqeuj2e+0kHUr0EO14UjLs6QZ9zDWEbt9nIRIy43OTZp82MuLwpGsp6xFssr1i67DLRp08fKioqjn2gxXIUxgBlWcZ9wHDvqvxo5UwI358v8XMleFEKpU7+5FPlkjz9xVZBFeIBes1fJAeWKxxH4hiPJT8XbQTVVhb9WDB4RuvvW56C6iGw/sew6HPwzC2w9JdxKH7dLk3k5PJC7AOZ5dwPaWqmmRahRigYeYVh1JURQQEPu2aiSFM9uvj3K+kHmUPxSnAUaTYdFnmCajNPbxXkRJGqXJbTFikFW2pVO0G1mZX7BCsPSCjJMvsOzYDzDELGYfTD5xhmfS4idE9cxBMCPJ2EgyUcXpwm2F6CF6aQbYo2+SbHlHdqBs1s0w8kTH8/LPhBe0EVYPdLsG0eDJvddH49vPQTgRYh6ZGNVE/PYCoa8LsqqAJahQyfW1xIHj5Xo53i/dJITdnA4tevHmsKVp3N4bBkd+H3Xp0P+zM2B3JPpSEQRfOpNlPuGfZZT1WL5YQJVIaKIYZBF0D2COx12guqzaw5CC/thmTy5OUFt1he6YRhhBNmMAdg/rdbBVWIo4tW/i/MqYSkA//eDf0ujfeV1Bj84xBUAYwbMHhm4TF38JvhO0taBdVmAg3fWw5yECy/X+DXw6S3wYyPxov0k94S16VQYfsiVlob0gMiBs7I/7yqkYb+5+iCNp3FYnnl0GUr4/3vfz/f+973GDduHAMHdjBrtFgKEJmIfX5cBbkQ22rh0BHB/G84XPTpNLK08aSlBFBKsm+xyAsZaWbVHyUXTvQgkOxdVkTJMFC7I85dWr87Dj9Z8AM4+0ao3xXn+ElWGobPNTgVAcHRISW0Fh2adKPHpJxDmBU4qdhDtVDIclu0NlQMMyQqYq/UoxlzFeRqDU5ZgBZxDtViBBoiDW7xQyynIUa5PLixuJDz4EbJhGqFSjcw8V0ek65XIGKD1ddht4QseWGa578uOdIm71aiXHLhpyWyIoPW8YfkZCPjb/AY/2aHoF7i1wukS7vcpm3ZPg8u+DhsfDj+/cBqATkHnfQ57uTPxIsVvcbpgh7kVSMNvSdp/A4MaO36THqbYt5X8++7VwbVow1+AW98P+q41XU5GOCKlgJ5lp5DfSBIHtNT1bC1rmcVY7RYTkfCMCJRrRl5hUKWwsObix/7+GbBef1djpmw0WKxHDeOcFj59+KrvnseggsvgGUHwSmDimEGryKK0y4dB4EOGXeNYe8ykVebQvQ31BbI8wpwMAN1oWDnQsGM/wcbH4Hlv2ndrxIw46OCkmEOftT6zghklonXJxkxV7HxEYEOBEMv1ZQP0/gqcyImp8ViOQPosqh66aWX8uMf/5i5c+dSXV1NMtm+9J8QgkceeaTbGmg5sxACgmOER2gD2UPw3FckF302GQ9WJwGlBEe2FDcAGveB0BJtRIeDZZRrDa+HOE/Qc/fEHnRnvz8gFCFhFBIcY8AN8CHhQ4K4LFUnxazQy3Dx59Is+J7k0MZ4m5uGcVcbeo0xiJI4cbrQcVGqYvRJgyvtSuuZhjaxWFcMPwJjBMY0PYPNz3I3PQouHkt/0V5QBcjVwnN3SS6+PYGfjIiQKDRRFMTFoupLWPC/gklvKX5to+HodQfdTe3OyQzTP5Ti8HrJ5kclxsCwyzRVYzTBMQzoKNKUDguY9l6PZfcLgoZ4e+UwmP5BTZTIFAwTSzmGEhcaikSqDigDbatY90gaAkHaPbaoeigX5zQulnvVYrF0Dl9lSPcuYdcagd/Be9+PQBvT9dA8i8XSeUJJ/c4O5lQ7oY8LYyvBOWiY8TGNr7InJEaGiUYuvi3FrgWCXfMlbolh1GsMR5IdD7DaQM3ZsH817F3Wfl+Ug3lfE1x+jwduewPTl1mcAYKJ/6kwJs7L72vTYwVV6Tr4OEgMngny8vhbLJbuo8ui6qc+9Sm2bdvGhRdeSJ8+fU5GmyxnMMZA/xKDoPAYVJkE2RRm37gPgloJVSenLVFkqBpZPPF4aX/ICsnWDJQPhtptha9TORxW/jF/e810Tc7kTroIorXBpBqZ/jEPk1HoUOCmQSRDcpHf4tVmDFQlIkZUCjYezv/O10/WJLRvfTnOMBwTcuEglzUHCk8pLxio8QhPXiqonMOuhYX7WPYwNB5Q/OKgYuNhQU2p4U3jXfonAhIVGulIkh30f+mAbOP4V9IPVEJ323fxZYay8YKzxsb+21qGsYdqJ7p0IHyqz4mYPckjaJQoxyBSEZHyi74TEtrn2gmKny/Jv1/T+hvStop1j6UhFFQnO56wlHuayAiO5ARVyR46C7NYThOMMegQtjwA578FVuwrfNz5Aw2OkrZOjMVyMnE0FUNNUWeV0iGwMYA3jjNU6ACf/HRoXUVrg+800u8iRf8ZCqQhNCFlbgpXqoLpzpIOlHmG9GWCF79b5LoB7FstqJoq88L6jTH4Pbz2hDbQKFP8fa1g8R5BiQuvHeUwuY9G5GxefovlZNBlUfXFF1/kc5/7HNddd93JaI/lFYBnAt44TvDn1fkizw0jYcevWn/P1UOimhMeeCH2knWMhwgdEAYjA3qNM7gltHiStWXsdYavLBH4EXz4Blhyd+wZ15YhswyRD+aodAZDLzWUDW1awTwFGGMIRA7S8e85KBjppoIsHz0/zZ/XSJ7aGucb6pOOBdVRZXYV80wkijRT+xn6lsDeo57zqiRcNNgQdeTKeqKff4xI/H37BBvq4HAWDmUFK58W/OdUj/P65JjxMcmRTZLKYXB4c/65Q2bBzgVNvwg4+0ZN5PkFhUdHOUjfBSMwKiSUQafC6KPI0BKg1sXb1FIBtrxNd+ygi0VhxPS+Ad40h9+tlBzOxlXj5w43vGZkhMgdX+4xy8mnMYBEJ8L/AQ5kJVVJq45bLCeKjjSH1ivOAmpKySvyV5GAqf0FP1wk+c+zkki/6zm2LRbLsQl0yOgrDVufLhDdJ2DgFVCdMpSb6LgKU7WlnT3nhIRRgCFqsa887XP95GTBBeq3T9Z4JofsmyTMdOBZuxeqT8Mk9kLAzjr41KOSXJOZcTADP1gkmdZf8O7JSWRg34MWS3fTZVG1vLycAQMGnIy2WF4hOGheNVwzslryh5WwrwGGVsDVg6D+UTi0vvXYdG9D2A26pJIS6lIs/bVgz1KBdGDoJYoxrzdc8gXN81+X1O9qOjYBE641rCoVbGva9udauOZzsOOvcGhdXJF8zOs1vSZGGDRz7nLZuRAwUHMOqLIAXxxvpqCThzEgc41cO9rh9WO8OIeqbPJQtYLqGYHrxq6bYahbREMnyPCZi1I8tlnw5BaJNjBrCLxqhMYNMifVg8dJGpwUhEUWx1N9oW5/+22/WiaYMscl2TtD3/IkvcdJXvoZ7F8VG7hCxgsaA6YLFv4A+k81jL/WoCpzhEd5FQgBXpRmw78Emx+VhFnoPUEy+QYXVZklKlQ69mVEBDnOqQ6ZeLFHqAWONHg6QOd6tmfEKxljIBMKksdIl1ruNouqglGnoF0WyxmPa0hWwervwIc/Ds/Xw1O7Y0+t8/vCa8fANxbAliOCgzlFH9k9i/QWiyUfUZZj5i0JFt4rW+o8JCpg2vsN6SqoFAG+Pn5BtdWek2x6JK6JUcieM2HI9L4+NRe6/H6VZFcdDCo3XDveUJMKiIIQlYwo7e9Qv7vwZ/UaR9HiU0oJlJJobXrc3ElLh18vpUVQbcui3YI3jLXvQYvlZNBlUfU//uM/+OEPf8jUqVMpLS09GW2ynIY40kHmPIJGgXQMKq0JVa5dkSkHBzIeO18UZA8Lhs2E/znXUHcA9i8QbLm/fbGlmukGkeoeIUHUp3jsVoluylWoA9j0iGDvMsGsWzUzb9FoXxCFBrfUUJ8Q3Pdo6wrlgr2w6hBcNhdGvB5G9jJ4Xqa1WE2Zz8C5zWJW1OPDzHQQ4hK2FKWycs3pj2M8TIPL1uchzAgGnGtI9Y3wZRZjDCrXyKsHKy4b4iKEoLrEIXPA4NenkYBToom8XLdXMDUJn7FvlKz4Tb5neu9JsDaAo6Ph/QiO5ASu0EROI05Scs6HPHSjIsyBk47fDSYQXHyHBCciFH7BBRg3TPH812S7kLT9KwVPfFZw6R1JRGVjjyv8FIYRDpnuTm9rOUlkI9Acu1CVqyDtGA5kbXZHi6U70F6OSf+hWPA9waIvwKCp8N8XgFDgrwNZDjUp2HIEXtgheONwRXCsxP4Wi+W4CE1IapjmkjsSBPXxOOeVGkgF5Pwgz9brKm6UYt49ktqt+fbc7Db2nJQClZOMMIaPTdWECpQIkaGPbipwEbk5Jl8vmfe1/PG4tD+U9Nf4R9mGSglULsWhVZIDa6BsAPQ7C0Sye9IZdAc+Dot2Fd//4k7BG4bZ96DF0t10WVTduXMnK1eu5KKLLmLEiBF5wqoQgvvuu6/bGmjp+bgmwa6nHVb9URI1LUBWDFWc9yGFKG0kigwKh0PL4tXLZjY+BGWD4KL/MTQ6hsiP90kXhs02jH59RK4LdSGlFAgh0Fq3G9hc4bLqT6JFUG1Lwx7Y/ZJkw4PQsBeGXgxjrjZkCwyMDQH8fXP8852zDZVHiU9haAcoy8uDazy2P+my6vet/WvDvwW9xwnO+e8UORG7iUZhhCLCUy77lznM/75qWchIVkmm/5ckOTBL2MZ7UykJGKLjtIYDHTHwwgjpwOo/SYKGOBfqkFmG5OWCu5cWPk+1iboKQ01IFlJAqqmQWwTIpn9QMMWAlIKGbbJgji8TwfJfC6Z+wCXogV7lltOHxjB+vhLOsftIuac5mD39Qgotlp5IFGl6jTFMebtgzd9g70uwbwkMmA7D58D8b8KrPgHP7wbvGIseFovlxIm0JlIZqIh/zwFdmMoVpdmeayuoNmMiWHZ/bM9pERHuS7LgR7KlFkb1GMPZNzpQHtBsLEaRpmR4wLkfcln2K0n2ECBgwDmGSW/XBE77IlpSCkR9midvl+Rq22x3YcZHXMqHKnKy8aQIq8Xmt4UQgCMpmE8WwJP2PWixnAy6LKpu2rSJ8ePHt/x+tIdPT/P4sXQvUsZVwlvCih3JwcUOy+9vv9J3ZAs8dYfkkjtSRKoRmfNY+IP81cC67YLVf4Ex1/kMnKmIcgLpxd5tuaPLehdBSYnyk9RtFzTsjStsJ3trAhV76BE47FlafBK7dzlUjYC6nbDpMUHDXsm4DxuqknCoQNqZUg9KXd0tRoLF0h2Ete0F1Wb2rxbsmCfpP0vF+T2J+7Cu93jmLtoZjNlD8Oxdkjl3JSHdgGs8dIPL/tXgJKHXGEPk+UTH4dfsiyz9LlTUTPfQviTMCLJGcPfa2Cv1aEpcKPNOvI85jmTzouJ9f99KgYjUcYyEFksrjUH8jB0r/B+g1LWeqhZLd5I9BDvnw5QbQHlxepg9S2He1+NK3k6THTdjINY7y2I5TXEcyaYFHdhzK2J7TuRcnrpN0jaz08G1gie/ILjsyykit7W4QCh8KidHXHybR5QVSBdIhAT4eeKlijwWfL+9oApx5OP87wvO/aCkdHASX3ZfvtKW+e02QcO+AvPbAiQIuWiI4vHNha95vn0PWiwnhS5PJX/5y1+ejHZYejjG9cgahy1HBEkHBpYZvCiHzLms/F3hCWLuCNRuFpSNU+x5sUDi8ia2PCUY/XqF72TAaaoF08l4Vykk+mCKp74k2xWbKhsoueCWFIHbCMLgpgsXowLwSsBvs2/vcsFZ9YYPn6e58xlJ23Q5UsB/n6vxopwNybX0CDxPsf7x4obmhn9Las53wRP4ymPrEUHQKJh6B+x/ArY/0nqsiWDDg4KxV6dZ8VvJtmfaXFfAtPcmqJ4iCEUBt+9j0Fy0yTNpnvq0pLQ/3HgT3LOUk9bHjIFEuYkbXwA3VXSXxdJpGsJmUbUznqqGrXWdUF8tFkuncBKC/ath/+rC+4UDV442lMrA5lKxWE5TjIFERcf2nECw5i+CQqnywwxsfw4GzFGEYYRxE9RHDtsOQUUS+lU12Z1FUmCZjOLQxsJtCxogygmCOtXioXuiSNk0v71TEjS2bi8bKJl5SwrfLewVa6KQayYkWLoHDhxVy+Cq0dq+By2Wk8Rx++ds2LCBBQsWcOTIEXr37s3555/PwIEDu7Ntlh6C8ZL8ea3Do5tbBzJXwofOSzI2YcgcKH7uoY1QOVHi1xU/Rgdg9PEpG06Q4Im7ZJ5gWrcDlv5MMvm9HiYRMPLVimW/LCz+1pwDL363/bYjW6FmQo6vzEnw5FbYeEgypNwwe5ghTRbdwxKTW17BGEGutnj/CRoBIZm/P8kvlgqa0xwL4OppMKY3bPht6/FRTrB36VGCKoCBRT+UzLnbg9Kui6ot7WmIU3HUbgP3t3Db22DeQdiSgYEpmDPCUKK6p48FQcTA82HVHwrvH365Rnt+00qOxXJ8NHuqJjopqh7Kxf1QWkHfYjlh3BJDqlqQOZi/r7QGKsrgqlLQoQ0vslhOV4IgYtAMWP3HwvtHXK4RjuHA2g68WZdLBl6qMIkE9y6SLN/XemyJK/nkhZLeKlNQWNVhxwN2mIXMfkhXiXb1RI4Xx2+a3za23163A5b8XDL5PR5BkXCuviXw+Ysjlu0VvLBTUuYZLh9h6O0FiMC+By2Wk0GXRdVcLsfNN9/Mww8/3M71XErJW97yFj73uc8hhJ0pnCk4jmTRftVOUIU4V8s3npd8da4hUQm5w4XPLx8EYRjSd4rH6j8VPqZqBOB2XdUQArIHigu2u5cIJuccQnwGnKfZvUiwb0X77zHmKjiwlpZcsAjwSiFZAToMSZiQ1w5R6CESiSYMomIOtxbLy0KkIwZdoNnxQuFFg/5nGRqV4OdL2j/7BvjTJrh5MiQrIXs43j7wPMOy+4u/w7c8IRjxJoVfKG6/E6hEaw86sAwOLIdhU2Bsf/D3Q0m1wVTkX1sIcXzpZdI+Z707wZKftf9OlSMMw+cacpFVVC0nRpxT1ZDohANqmaeJjKDWF1Qm7GhisZwoMh0y/QMu874mCNtE3rolcM77YPNfYeybIPCOcwyxWCw9g7TPWe9KsOTn+fbcsLmGyEQkKx0a9xU+PdnLIFzB39a1F1QhrpvxpWckd12WxIka88510hqvVOLXF7iwgFQVOGm6RVAVAjIdzW8Xx/NbEsUF0kSUZXovmNZbITFEYYgJ4msDPaKolsVyJtFlUfWee+7hySef5JOf/CRXXHEF1dXVHDhwgH//+99885vfpH///rz//e8/GW21vAz4wuMvawqLNQZ4bjvMfLfm+W/kH+OkoGq0wQ8NyV4RvcaI/BVEAVPeqYmU3+VwBCFEXm6boxsY+UACcjLD2TclyR5Q7HxR4Kag70TYMV+w/oG4HcPeABXnwr4A9lcLqt0UXpQjDCIgstESlh5JFBkqRmhKayT1R1X8lC6Mf7PhVxuKi6QP7IbXXBJPPCGuZtpcvKoQjfsFmONfOBPJkN7jJftXNVt2sGcJsATSfcAt1S1r71IKAidJbSA5nIXeaShVETLIdtogDAnoMx3mTvTYNR9ytYL+5xjS/TS+yhRNS2KxdJbGUJBQrZOVjih34wfuYNaKqhZLd5Dxc3ilLuf/vzg3fv1eqBgB5aOgIYIBl8ORBkinXbBeWhbLaUtIQJ9zY3tu53zw69rbc0IIxr7RZd49heeto64wNKJ4fHPhwToTwrY6wchUvrdplPCZfL1i4Q/yzx16MRxYD4Mv0d1SbkMI0aEdjomjPEl0fJ0w1ICO56+Ogy89dtcLHAl90wY3ymGsY4HF0i10WVR94IEH+OhHP8o73/nOlm01NTW8+93vJooi7r///i6JqocPH+brX/86TzzxBPX19YwdO5aPf/zjTJ8+HYBPfepT/OlP7V0c+/Xrx1NPPQWA1prvfve7/P73v6e2tpZzzjmHz3/+8wwdOrTl+FWrVnHnnXeyfPlyKisrefvb386NN97Y1a/+isQIUbBYUzO76qF6vGbEqwQbH27Nm5qsggs+oYm8LGjwZZbpH0qz5XHBhgfjcP1e42DKDRpZlSM6jpU9rQ2lA4rvd9PgpEzLAOfLLKovDH9j7E4kswn2rZSAYNKH4TEBTy5uPltQ4jp84gJJfzeLPk0HneP27rOcVgROlgs/lWL9vySbHxdEfuyhOvE/DFF5yK51XtFzD2bBqQSVgGnv04hkSK+xLrtfKmx09jtbE+njX2IIpc+097s8d7doJwInK2HmLZrQjd8ZUgoyKs1XnpPsbuMZMLpa8OFz08hcvidB0c8kgFRAzWUKIWJD0zfmZRdUbVTHmUEm7Fw+VYAyLz7uUE5iE5tZLCeOMbGHWONW0FPgiR2wvRZ2PB/vnz0EXj9KEBqBzWZssXQvsR1jTpnnY0gA6YABc/LtOWMMZUNDRl/lsO4fbYRVAWe906CqAhq1Q9DB0HugEUal4+/UliiKqJrsM/Nmj+W/EdRuh1Q1jHxV7BBQMVwTOtluGda1NpR1NL8tAZU0nc5cZdwET253+ONq2ZICzFPwX9OTjCnLYcKuF6C1WCzt6bKo2tjYyIgRIwruGzduHIcOHerS9T72sY9x4MABvv71r1NdXc3999/PjTfeyJ/+9CdGjhzJmjVruOmmm7jhhhtazlGq1Sz6/ve/z29/+1u+/OUv069fP+655x7e+9738o9//APP8zh06BDvfve7mTt3LrfddhuLFy/mtttuo7KykmuuuaarX/8VhzQRIyoVqw8UnvxP7mvI6Rwj36gY9RqXzEGBkwS3TBO6uXbiS042MuhViiGXeggEiRJFJsqeUBVCmQ7pf3ZhAWj8mw060T5fojGtVQ+F08i5n07TiOSgDzMiwYAq+PtaqPdbQ0HumZvALRAK0lORUuAESfzDkswRKOkDsiQkkLljn2w5LTHGkFONDH+Dw8jXuoDAqJBQ+EijGNfbYd3Bwiv3o6sNgwcYRkwzRG4On4gJ1znsWSIwRxmHiQroM9HgF0nkDyBdl6xwafAFnoKUjHCiXMuqvzEQeI3M/HSS3AFJ7Q4o6QvpvprQy7YcFzgJ7jlKUAVYd1Dws6WSGyd5XfY6CsOO3zVSSQKVoD6UGAOlriYR+UTdvKjiGg+TcanfHacbaYxAOlZgPV2JPVU7N6NMKEhIw8Gs/XtbLN2F8UISExzufkFwxSi4dFicpspTsGQ3LNxnuHiAIbDagcXSLWQaISfS1IbgSCh1DR45glMk0BWz53yRY+irDcNmOxxcL5AKqkYatOcTEuIKRUUCjhSZEo2oglC5ZIRDLoQS15AgxAQ+ofBJjQy44JYUaIn2AceAGxE5uW4J/W9GloT0m+qyZ3Hn5rdFryMFm+odfr+q/RzAj+BbL0junpugBPtitFhOlC6LqldccQW/+tWvuOiii5CyfQf961//yuzZszt9rS1btvDss8/ym9/8hmnTpgFw66238tRTT/GPf/yD//7v/2b9+vX813/9F3369Mk73/d9fvrTn3LzzTdzySWXAPCNb3yDWbNm8fDDD3PllVfyu9/9Ds/z+MIXvoDjOIwcOZItW7bwox/9yIqqnUBFAW+b5PL5J/Nf6uUJmNDbEPk6Do73AlT/eG3Ph4KrdWEUgcrgOJJEWQmNh05sAApEjrNulJT+Q7HpsdhDL1EBE6419J4aEHQghmgvxe/XSJ7YLFrWI0dVw4fPh+++CLW52ChfsU9yTrUk6kBI6ilIKZD1aZ65W9K4v3V7r3Eu0z+oyMnTRxy2dJ1Qh6DaGEcGojBi9jB4cENsRLVFCbhqtMGEDXGfbeoIsjzLrM8mWfxTSe02QMSer5PfYQi9TNGVeOMl+dtGh4c2CKKmaw2tkPy/8xQpGtsIqwZfZpB9obp/HGblG9pdtz5Q7CqUuwp4aZcgO8kh2S2BVjFCKbbnknx3vmwxttOu5D+nSsZX+BAef3GutiRMiuW/VOx4ofWd6pXBhZ9MoqozJ+QFbHl5yDSF/3eWMs80eapaLJbuwKiADYcdPnge/HEl/G5FvF0AMwbBxD6CrFHWU9Vi6Qa0SPLgBvjDOtFiV/ZJCz4yPUlvL0v4Mns+hsKHpE/FlNjO8tuInQnj85aJkh8uyh+DJ/Q2lCUE35rvsa6p8J0ALhkqefM4hchliCJDpBpBAW6bk7vZdAtEjqnvUaz/h2RzF+e3bYmUy586SOP32CbB1SMcQrviZLGcEF0WVSdPnsy3vvUtrrzySq688kr69u3L4cOHeeyxx1i6dCnvfOc7+e5341LqQgg++MEPFr1WVVUVP/zhD5k0aVLLtuZw5SNHjrB582ZyuRwjR44seP7q1atpaGhgxowZLdvKy8uZMGEC8+fP58orr2TBggWce+65OE7rV50xYwY/+MEPOHDgAL169erqLXhFobWht5vjlpkJfrpYsr9JkxvXy/Cesw2JKPOyF87OiQzD3+gw4tUuOhRIN17B62jAka7DX9fn59VZfxDuWwzXTYQfL4q37aiDc3sLTocMAE6Q5Om7JJkD7bcfWC1Yfr9kwttdAtM94pDl9CEVZfj8xSl+uEiypSlP08AyeN80TanJ5tmCERFO/0bOvyWB8SVCAl7s+Xq092ozylE8vl3xwPr2fWrLEbjzGcnnZyVRfqbdPmPinLBHIwTUdqCXGiAXCpJF9gsBjvEg66DDOExKJ/x4UacIGZnkrmclbZvTGMB350vuuNSjlwhPOJWGKxWbH5TtBFUAvw6e/qLksruSRI5d+DjdyAQCr5OeqhCLqgeyVlS1WLoLx3hUJAW/XkrLGAfxWDFvO7gKhk2wfc5iOVE8T7HigOT+1e2372uEO54T3D07iUORFfFTTCHP0SiMmNIr5MapLv+3UlDvx8LpuQMMN0wx3P2sZEebAlEGeGKLIOko3jDCQZ9E8dFRCpnziLIC6YJOhIy8WjPi1S4mFAjXYI4xvz2aiNa5eyF21Qs0NnLGYjlRuiyq3nHHHQDU1ta2iKdt+dnPftby87FE1fLy8hYP02YeeOABtm7dykUXXcTatWsRQnDffffx1FNPIaXkkksu4SMf+QhlZWXs3r0biHO6tqVv377s2hUn69u9ezdjxozJ2w+wc+fOExJVlZLt/j9z0Ywpy/H5WS7ZUCIlpGSIowMMAuc4wla7+94ZNCaVa2ptjOMUv3ZGeDy6qXC7d9RBRQJcGXuqjioDR3sYp/Ph866rMCbO+dud4SDQ8b3zD+QLqs3seF4w8ToXJ30aqMPHSUd/81c6fd0st8xwyWgFBspTEif0CQKDLHLfjOeD15pZSlH8/uZkgr+vK7z/QAb2NEqGpmSn8271ShXf50hIuwZH53+eEALRmGTxTwR7l8V93CuDydcrek8JiFT+ooJSin+28a49mj+uFrz/LA8VndiChMgl2PBg4XsUZuDIZkHFBNXt74yXk5PdJ3vCOJyJBGnXoFTnxsJyz7A/K3rU+6on3MczgdPlPr5cz97Juj9BnSSVbC+otuXZrfDGsYKSHtTnXi5Ol2f0lUZPGg86IjBJfn900eEmsiEs2QUXDXZPKLXbSccEzOgbcVY/j2wocJUhJUL259x2gmpbHt0keM1Ij6TTdZdUIQRKyaYcsFFBO1hFLvtfcll2v8BvakPfyZKzbzSYdBaMabHFO3pWju7fShqGVRoW7y78NxvbS+NKQ3SaPH8WS0+ly6LqihUr2uU07U4WLlzIpz/9aebMmcNll13Gt7/9baSUDBw4kHvvvZctW7Zw9913s3btWu677z4ymdjryfPaF2FJJBIcORJbVtlstuB+gFzu+HNMSikoL49n/c3/n+mUt/vNa/p3gtd8me5d3WE6TlSegdImMalvo2D7CocxVznIYzz69bl4tfbxdVCbhQuHwMhqqD4JX7PQvdu+toMTDJhQUVVV0v2N6QFIKc7Y73byKObr2XV21saencXYVS85q6bzfx8nB5P6wvK9+fsuGw6eq6hMleRVXG88AI/fCY37Wrf5dbDwXsEFH/MYNCP/vZUJYNPh4m3ZXiuQrkdV+Ym98+p3x+JpMRp2S4ZckD6hz+hJnMo++XKOw1kN/VJQVtY5k6pXGaw/Qo98X71S7JmTTU++jz1hrOzu+7N3F9S20QSUgDG94pyqmw/H+RNzkWBQdc/rcy8XPfkZfaXRE/pkZ9lbCzuLCI8AG2oFry7tPtvyZFLR7jfFmm3Fjw00BChquvh3OpyBbbXwxObYWWf2cOhfChVH3aJt82DhD9pv27tM8PSdgtm3p0l30Qesbf9+y8Q4t/TRWm5CwayhkvJS+y6wWE6ULouq1157LR/84AeZM2dOtzbkkUce4ROf+ARnnXUWX//61wH40Ic+xLve9S7Ky2M5b8yYMfTp04e3vOUtLFu2jGQyfiP5vt/yM8RiaSoVvyCSySS+3z6OtFlMTaePf/KqtaGhIUt5eYra2sxpkW/zZCOlQCqJoLUYVKRcakOHedsFQQTnDTT0SWqSMkJ4CULfh7DjsFqhFDnjIDAkRIjuhnvtyCSOVIRFLlWVhJoSuH4orPsG5Oqg5rwIncwWvWakXB7dEldXbOa57TCozPA/F2q8sPi5XUEpWfS5S/VJQRFvQpUA4UUcOtQ97TjVHMvg1NpQW2tDpzuD40hKS1M0NuYIgrDT3qNCgC8T7GyQLNwlKE/A+QMNJSJA4pByFJkikVH9SzWHD8eKYiRdQiNRQuOasKhn5k3Tkvx6ueT57XHeY1fCJcNgdDXc8hB87hJNpci2vD+EEDRsTtK4r3AfWPprKB8RErntF9SUUgytTLBqf+GV/AGlBhMEHMqemKeqEgmSVQ7ZIvUcK4fH9+hUVdE9UXpCn+zofXiqqM+lkFFEXV3nwgI9rWgIPPbsb8DrIUkee8J9PBN4ue9jZ4SZl3OsPFn3J1mRoqrJM2vOcLh4aOsiX0LB/kZIS8OhQ9ZGeLmf0VciPWGs7C6ESNG/VBbNeT+83FBXlyUsMsFyXYUBdFQ4kk8ohxCBi0YfZ941ISWNwmP5XsnWIzCq2jCpj0FrgzGQECGmwLWrk8XnUI4Eh67NoUInyfcXSlbsa7UtH9sMs4YY3jo+xIlifUL5CZb9urAk07gPDm/R+CrbqRRUhfp3pVLcPNPjR4skzc0fWAYfPFeTjHIcOvTKew+cLosYltOHLouq27Zto7S0tFsb8atf/Yo777yTyy+/nK9+9astnqVCiBZBtZnmUP7du3e3hP3v3buXIUOGtByzd+9exo0bB0D//v3Zu7e9q1Pz7/369Tuhdje/rKJIFx08zlSkFAjlYABpInIyydpDgvk7JVVJw6VDDSWO5t8bJf9sExL8r/WCqf0Fbx6v+PkLkHI8XjPSYUhZhPDbD1RKCbIqzb/XC17YIXAVzBmmmDnIoPzGExIeEq7P7GFJHt6YL6LUlMKgJLyhHlbdBbmmcLIoC1EHYR91ur2g2sz2OsFDGwVXDpVE3ZiLp9Bz55ZEVI8RHCwQmjP6tTqufnkGP6tn8nfrLrSbZHuD4omVAB6XDHXpl4yQQRalBEY6CMBE+WKnSab56jzJ5iOtz9fvVwrePdXj3L4+rx0t+OOq/D5QlYT+aU2gJQfDBL9fKdhyRNA7DW8a5zC0NEQE+ZEDImzk+kklzBoqCDVIAS9sh+/Pj1fcvzdfcvN5DiKMz3VdxcF1xb97wx7QgSAU7Z+TMNTMHebx0AZBIX33TeMN2vdPOKeqcXNMfItk4b3596ikL6RrNH5HLvSnIaeqT76c43AmFLjCFMwPXIiSpnFkX4OhX7pnKeivRHvmZNDT7+PL3bbuvj9uOsLdLbhugmBKP1i2F57aApkwjniYMxxcB8JMz/2bnGp6+jP6SuN0+Vu4bpZrx6X49oL8eUZCwdk1kM3mz3WM43Ekcnl8g6AhgBkDDcMrNE7QtJDsuByOPP65WrCnQTCqynD5SENaZwsKoMWQUrIvTHDn05JcBGUeTK0RPLABnt8OkYGZgySXDzd4YaadnVvhaWqKCMaXDjUkTOfnUI4jWbJHtBNUm3l6q2DWEMUg12CMQYSChgJRWc0cWAup4V17Rtr3b82IVMRtFydoDCVSGFJK44Q5fL9n2SAWy+lKl0XVK6+8kh/84AcMGDCAwYMHn3AD7r//fu644w7e/va38+lPfxopWyebH//4xzl8+DA/+clPWrYtW7YMgFGjRjF48GBKS0t54YUXWkTV2tpaVq5cyQ033ADAueeey29/+1uiKGpJWzBv3jyGDx9ui1QdJ9pLsalW8uhmiQEuG2aIjOBHiyAXAQie3ir4fzME/1yXP5gs3i2Y2AciHRu+y/ZKLhwseNu4RDthJavSfPYJSV0bR+PfrJDM22742PmpvKI3XfoOQcgbRkc0+Ip5TV5wAEMr4P0jYPGtkD3cerxQID2KFuVKJBz+XSRHK8CjmySXD3NRnNzqiqHKcu6H0iz7lWTniwIMKA9GX6kZMifC17a64ysZ7aX4+TLFwl3Nz2rcVy8YKHjb5BLWHIQnt0gcabh8hMfAkgjZtNihHId/bGgvqDbzs8WCiZd7zB4ccSQreHRTa58aUAYfm6FJGp819Um+/rxs2XckB/fMk1w7weHSAREcVTFWCNjVAF95tvD32XIEMlrRHHOgtaGkg7UytwSQhQ3INFlumZnke/Nb3zkJBe+aqunt+pjwxA3PKNJUTwo5610uK38nCJocU/pMgmnv0QROttsryFpOLkEEoREkulCoqtSNjz2Uk/Q7g3NcWyynCt/46F0OF5wDP1wEq/a37ntmKyzYCZ+5GPolXfwTjDiwWF7JBEHEuGrNdeMUf1pLS8RfVRI+dr4hSSZvpmNcj0e2uvylTRX6edsFg8oE/zMzjQxzLD3k8YOFrfs3HBI8ullw60VJatzOe1UHToKvPSmb5qPwnmnw66W0y5X6j3WSZ7bBbZekcHKtHsJumOWWmWm++UJrUVcBXDDI8IYxEToXfzOlBJF0MQYcExZsmy9c/r2xeJ7SBzcI3jfFJWscCCVuCQQNhY8t6Q+mWJXYThJFGhVlKGvZYM1Ni6U76bKounnzZhYsWMCrXvUqkskk1dXV7fYLIXjkkUc6da1NmzbxpS99icsvv5z3v//9HDjQWmEnmUxy1VVX8YEPfID//d//5corr2TTpk3cfvvtXHXVVYwcORKAG264ga9+9atUV1czcOBA7rnnHvr378/ll18OwDXXXMOPf/xjbr31Vt7znvewdOlS7rvvPm677baufnULsShz70uq3crb4t2C0dXwvnPgOy/G286ugcc7EBmf3AKzhrTmMXx2m+CKkQ69RQ5jQLkOf9sg2gmqzWw+Ith8RDK6RLSsMMYJuTvvKQQgchmuH+/x5gkudb4g5UBmpWDl3a3eqc0MusBAIshLSCMERG6KzY2Sulzx75s7RVqmMZCTjUx8h8fEtzhEvkAlDSR9/MgKqq9kpBSsPyLbCKqtzBwi+No82HKkVWxduEswvUbwzslJpJ8lUB6PdNCnX9gBcwf4vGmU5MpRcZ9KOJBWEU6YI+sk+climZfTCeCPqyQzB3l4BRYdmvtOVTLOUVyRgN318Oy2uChCiEQqhY4iokjTa5yJq6YWmDePem1cObXQ6ogJI4YlM3zx0gT1gUSbuKCQF+XQYfcJX4HI0WdGyOyzPcKMRLmQrpI0hhl0YD0GTjcaw7hPJJzjEFWztuKuxdIdRJGm71RYXd9eUG0mG8JfVgvefZYHWFHVYjkRlM7yunElXDjYcCQHroIy1+CIkJx2cFwJYdASUVgXtRdUm9leJ3hok2Du8CQ/fSl/f6jh3oWSz1zooXQWKSXGmA6LedYGkiNN/jlDKuLUH4WKTx3OwhNbBFcMUkRNNp7WhkTQyCfOS5DRcTqrUs+QJIRcPCHVXop1RyQPbpAEGi4c7HFOf40btPd6NXQ896spE2xp8PjmC4Kx1XD55bDpL/nHKQ96jTH4XZjfWiyWU0+XRdWamhpe97rXdcuHP/jggwRBwMMPP8zDDz/cbt/VV1/NXXfdxbe+9S3uvfde7r33XsrKynjd617HRz7ykZbjPvzhDxOGIZ/5zGfIZrOce+65/OQnP2lJIdCrVy9+/OMfc+edd3L11VfTp08fbrnlFq6++upu+Q6vJJSSrDksC4YyrDsIM7IwuDxOyJ1QsK+DOmCNAXm55J7ZKrh2lML3I3wcXtzRgSi7VTJ2siIyitrQYc2+uLDUqOpYBKEToSLCUdRrl7+sEWw4JOiVMrxhNAx7I6y5r/W4qrEw4GqIHJNni0duim+8qDiYFfzHZHhiS+HPOru/wTFRQUHpZBDgQ8KHRNNKpHWGesWjlcu/N+QbreN6x4sbWwp4oC7YJZg7QjE0IQiQFIjoaqHOB8dzCBtzeAT0EsTPXdNqeGMoOVwkFZU2sKdeMCRBu7QexkBNqeGN4+J3y6ObYgN5aAV8ZAbM2wY76gRBKkkf1YjWhlwazvoELPtm+6JQ/c6DipnEbgdFiCKNE2WobN7gn5yV/DCKwMlAGUhH4pWW0FAkz6qlZ5NpFlW7UDjXkZB2DIdzttquxdJdyLRm4cbiSYpf2gVvnyK6PvGxWCx5JFxImkYcqcHx2J1x+fNql72NgmEVhqvHeZSrHK4wPLu5uOH13DbJ5L6maPHgXAShUOwJS9hyOC7yNKjM4IVZtC7gIdrGTh3fG17aXfw7zNsumT3YQbWZJBljkEGWEqBE0G7ep70kP1qsWLq39fusPyj41zrFZ2elUG28Xj0iptdo/rk+f5wXwIWDDZ95TBAZWLwHLp8OfXfA3vmtxzkpmHmLJkrYKCaLpafTKdtCa90Slv/lL3+50xdve14hbrrpJm666aYOr3HFFVdwxRVXFN2vlOLmm2/m5ptvLnrMlClT+L//+79jN9jSIZF0eKiDUIZ52+GcAbGouuEQzBwMS/cUPnZSX9h4lIhw9MKj08F8M6EMOB4/XihZvKd1cFMCPnRektFlubxQ4rYoJdmRS3LnM7Llc/c0CFbuhzePh/PugtrNkOoPG0P43ALBnbPbe9IpJVl+QLLxcPz5kYaRVfF3b4sr4bqJBsICbrcWyynCQEs4VFum1cDjm4qf9/BGwXsnOSihGd9bFfQCAhhZJdhQ6zAoGWIKeHZK0fGSgqMomCc5ISMSSvKdF1v7+d6GOJzz5pnw/A7YcFDyyRkJXJFj+SHBv/fDdZ+GxBEI6iE1AJY3wq8WCm6/xENx/KlDLJa2ZJoeda8L4f8Apa7mcAfRDRaLpWuEBpIdzGocGduZUooOPd0sFksXcBxe3ONx39K2Nppg/k7BLTMTjCnPFS1gCrE3Z7HeWOLCf50Ldz0j2dPQfvtnZqWolJk8YbUqZZAi7uuhjudgxXAlHMM0bUFKwbaG9oJqM/sa4fHNgisGt3q9RkHI5SMSPLWVvKjLCwbDol1xfleIv//XlsJ1c2Dq68DfDaUV4PUxJEqyBKdJvl2L5ZVMp9wkJk6cyNKlS7t04SVLljBx4sTjapSlZ2JozZ1TiOZCMgCbD8eVBXun849LOnFl1ue3t99+0RBDEMSDkWcC5gwv/mFzRxie2S7aCaoQD1DfekGSFV6H38VXHj9cJAsWpfnjKjichu81wOdWwk/WQGMI/lHNiaTDY5tbu9B9S+Dq8fD6sXGockLBjEGGL1+mKTOnT0Vvy5mJYyIuGJjfp6Q4Vr+O86M6OuCaCQZVQAcaWhH3vbueleREouB1UlIzsKzgLhIK+qQKdxDfKP6wMv9DDfDTxbEnwo46yGqJlJKddbD+MHxpKdy9M+7Hn10Ov9kAh3MQGStkWbqPFk/V4g5yBSlxsZ6qFks34geG8wcV33/JUHhqi0C7yVPXKIvlDCeQHr9aVthG++EiSYN2OX9A8QnQhD6GfiWFbcsrRsFfVtNOUAVoCODu5ySBk29veibgqtGxUbt4Nx2+Ey4fofE6mQ5EOorHOkiB9dRWiS/cdtsSYYbbL9VcNsyQcuKiWVeN1rxzimZbbf789TcbYnv1fxthWy9YmjFoO3m0WE4LOuWpaoxh5cqV5HIdxHMfxbp1HZRgtpyWODrk4sEu6w8WngieUwMr9rX+/txWw2cvhr+tiQ3ZUMM5AwyvHiX49VLahXpMH2Do5UWYprEtCiMuHGSYt93khSVfNNjQOwXfeL5wOwywYKfg0hpZtFJiNpJ5g3Tb8/fUx6uczauICQUJaToMo8+G8LXnYi/caybEuR9HVISIXLageGuxnEqiMOL8gYYHNsDBNo6aK/fFffffGwqfd8lQjdARWmv6pD0+f6ngN8vivHWppgWSqf3h2y/EfWbpXsGMPvl9z4lyfHC64ranZDuPWQF88FyNG+XyvBWEgN31gmKppPY3xmk/Wr5jpBlR2fp7YxD/a6Z3GpSNobJ0I62iatde8iWu5lDWiqoWS3chdEBdTnHlaME/j5qC9CuJc3Lf/iRcNFhiZVWLpXvY11jcRjuUjVM/1ZRoRlcJ1h1qP5/zFFw7IU7b9o4pSX62pP3+UdXwp1WFr304Gy9M9jpa5wwCXjVMUVMKf1wtCSI4u39+GoBRVYaz+2nCXPfYhIZ8j1utNZ7fwLWjHd4wxgUDCQLIacb1SvP89nyRVhsoT8DOOjh/AETWS9ViOS3odGqhrhZ2MsYghPUIOpOIIs3U/oaaDbCrvv2+viUwpZ8hGwreMBZSrqEyYUiEWd48UvCG0S6GOMdMgMPZ/QWhlqRcePM4TU2ZQUQax2kVY5TfyCdmpNlwWPLU1ri68twR0C8ZEhlBnV98Qro/I5Cy+PN3rCdTyfbpCK4arUmaoJ2mqnTI7KEuaw60tsMAy/bG/959lmZ02i9qbFgsJxulJKF0MIBrImSQ4fZLUmyvk4RNHpuuNAwsgxd2CA415UV+9SgoS8RC0YBSML7BGPD8DBWJNON6C149Kl4YmbcNvvJsqzF5IEPBd7/WhiqZ4a45KZ7fDmsOSmpKDZcNM6TJFUwZABT0XjiaAWWQlBodGAaXa6qSkkMF8re+ZYImYfwC5bAsluMjGwrA4HVRHy1zDZtqrY1ksXQXOgjpXxpHQ03uC89sjT3aZgyCYZVxBfDIHNv+s1gsnaeDqRYARsRj5EdnaJ7aKnhooyQTwNT+hmvGGUpMBh1ppvf1GXqJy9/WCPY2CkZUGioS0FGPrfehdzI/dZTws0yrlky8yAMkZ/UVvHYUPLJJEGrBpUM1Q8s1ys90utaFDiNmDzO8uLNwe2YN1iSOmie2nBuEOE2WZ/P+qf00KUe1S42QcmDOCLhwMGQCg6dA0ZpSwGKx9Fw6Jar+4he/ONntsJwmOH6GT12Y4tntgieaQt8vHqK5eIjBCMGBDHzlWYFBUOIK3jQuyfk1IcqPXeM0oPB5zVCXK8ckafQ1i3YLfrNCAorLhrlM7WdQfiNGOeysFzy0QdC3NA5D/utquH6yolRFBfOXNjOlrynqpQqQVpoLBytW7COveI4Scfh+nR/n23nNaMPsoRHRUWUco0gzoY9mWIVg81HetAPL4LwBBplxkNIQmhBzjBAOx5EYE1/XYjlRdCLF8v2ShzZKQg0XDdZcMMiKAXmxAAEAAElEQVRwKCv41TLB9tr4uIFlgpvO0dwxW7Nir8B1JL9ZFueIAsHIKsH7pqUpb8pdJaOABTs9/ry68OdO7FP8GW5etb9sgGL2QIlAEwatxqKjHEQkQWmCKMQY6FdicCUFixgMKIu9bt83TePqHBHghVluuyTNH1dL5u+MPVVTDlw3wTC+KiQsVg2hDUpJhKDDd4jFApAJ4yJVXV1DLnENDUFcPbijnG8Wi6XzJEVIdcrlQCP0LYVDGfjH2ngcuHZi7PmWUPlFRy0Wy/HRO2VIqMI5+/uVwIZDgn+tc3nfNM2lA31mDlAYIXBNiAmC1tihwKev9HnPZJcQiUtETngkHVW0SGrfEjBF9oWhRtE6wRvoCv5zggIRC6TaN10qHqy1YVCpZmIf0a5gswDeOA5mDRHsyCRJOXHOdC/KYppyOEeRyZsDJqIsn78kxXfnS7bXxtGNHzo/fl99+lEwCMo8wX9MTjK5KkB0oi6HUhKlYoNCSYnAgU7OQS0Wy4nRKVH1vPPOO9ntsJwmGGNQuUYuq1FcOCB+fDwTEhiXb77gtBRtgthD4JfLJEq6zOgTtltp01FEGMU5cZrFHYCfLJYMrTB8YkaKOl9y17MSA6xsUxxn/VOSuy4zvH2y5ranZN6g2LcEhpZrtJ8/gEgp8Z0kW2sFg8oNk/sKEg7c3yIiwTunxvnuPnZBvAK7ux6KrZQ6foaPnZ9i2T7JY5vjtrx2lOaspGDnw4JdixJ4ZYZRr/FI9gsJRH4KDe0lOeIrVuyOP3dCb0NC+xBZfzrL8aG9FN9bqFi9v/W53V4rGVkNX36mvUC5ow5uf0rylbmawRVw62PtQ5g2HILbnpJ8aXYS12/EiXzePsXhS8/kK0E1pTCgpHDfa0sYRrTNpaFQiMYkGx4UHNkiqBhiGHGFgdIcQud437Qk31vQ/vNcCe+aauibMnhRligyCKXIqQSr9wv6pOM+XOrB/obYg/ZYLhXGccnisnxfnK5kUl8olQEisEXmLIXJRKLLRaoASt34nNqcoFeRfMIWi6VrqDCHdB2+9YLIKw5z7wL4/CWw4ZBkTJn1/rJYugM3yvH+c5J858X28zFXwvVT4LfL41D2O56S3D3HIxXGudcKjXrGAEGAInbCSTrwpnEJ7l+eb2+eP9CQFJ1fHTHGEAYnNq+Sfoabzk6x5pDkwQ3xouiNZxue3Awffyh2KAI4p7/k+iklbD5s2NsQFzHun9aoINsqbhqDEDB3OPQpgT5p+Nq89vlj63z4wULJh89zmVgeFl/oVw456bFinyATwqQceIeTbPi1wE13PAe1WCzdQ6fD/y2WtoRhRMKBrPRo0AkaA9lOUG3LH1YJzu7r4bSpuK2U5MWdtBNUm9lyRLA3I/nHWlFw0G0M4MWdggtrAj51kcvPl8TFaaSIvUPfNlHjhtm8zIlKCQ6T4o7HJQ1txuGqJHz4fHhxh2FKP8H8nfDTl9qeKdhTr3jzmARhtv2AZAwoP8P0XpKzejtxvpxGlyduFfh1ouX8XQsEo650GP4aQyBaLX2TSPHjxYole9qver7/nASTqkCE3SOsOk5cxMeY1mJgljMTKQWbamU7QRVg+gB4emuroNorBa8aGXt7AjQEgj+uKmzoNgawYJdgVj9FGEYMSPrcMtPjF0slu+tj7+4ZgwzXTdAoP1t09V+5DiEShcaEsSeqkpLsliTPfUVimtp2cJ1g02OCmTcnSA3PMKHS58uXeTy4QbC7QTCm2nDpMCgRPmHOxwBCKbZkknx1nmxNubEKhlfCdRPhF0sE4STFhf0KT6aN4/HUTpffrWxvvF8y1OPasRLhF8gncBwoJVBKAQbft33xdCcTii4XqYJWUfVQTtIrZZ8Di6U7cEWKhXvyq20389vl8Kbxgpxsb5NaLJbjw0QR48pzfHlOggc3CHbVC4ZUxDbnX1bHgirEqTf+sU7wljEO+hjipnIcstIlEwnOGwgDyww/WCSozcU1Ll41QnPFCI3InZoFb8dRSCnQWhP6GSaVS8ZNc1BK8NR2h0c2tdqNI6rg0uHwqUcFuajVDu9fKvnUzBRu0IgxECqP778o2XIk9lK9fkp+Qa5mfrNc8tkLvXaety0olyWHPH60qL2ofVZvwbWvgyV3N81BX+sw7LWGUFgnAYvlZGBFVctxYbwkz+12+ONqQZkHlw4rfmy9D74W7R423yge31z8nNqcLBraD7Bin+Si/pohiQyfmuHhG4kS4BFg/KBgKRpfJbnn6faCKsSJ1O9bAh85H/7nkcIhLI9vFswc7JJ2HMpEDnOU2BmGGoGPKzyW/0bg1+VfY/0/JUMvdqE0HtCUo3hqh2wnqEIsat27UHLP3ATpE8j+KIRAOYqM8Hhxj2TtAcHQCs15AyBpskVzWFpOb4RSPLo5f1V/QFlrov6xveAN4+APK2FjUz/78PmiE30uflZFGDAiFfHpCzwCI1ESEiZA54KCgqpUioxM8ugmwdqDgr5pw2tHGyodH5V1mP+9VkG1BQMLvi+59M4EkZOhnIC3jnGIkDgmIvSjdr0jpxLtBdUmNh2G57fHefX+ulYyvSZ/Mi0EHAjyBVWAJ7cIzu6nGFcWh3B1hFLxwoUuUJlOSkHgJFlzWLJgp6AqBRcPMZRLG4d6OpMJT8xT9YhvMzxaLN2BEGCQLN9XvE9tPBSHJAeRsBMgi6WbMGFIGSFvGZfk6R0uq/bDXc+QV6R33UFBYBSqg7mNSaT492bJA+vjoqZpN65rcedsQy40uNKQ0EFeSraTgVSKrEzyzE7YfEQyqkpzTo1BRllE6OOLFH9f195ufMNY+N8F+XPJ3fXw86WS90z2IPDJGcWWI/G+viWw7UjxduxrpMkhIZ8G4fHDRfm265L9ML4Ceo2DA6th/b8kQy9pnYNaLJbuxdoUli6jHIcndih+u6JJYAGqUh0cL5pyxrUZYAwdFwtoDKA6BbVFIhX6lRgkhiDSyCjbUsm1o6ltfSDjEOACbD4cpysoJKgChDoO07z9ScFHZyQYXWLQUf7BwnfYOb/4N9u9CGoui4tx+cLlX+uLJ9N7bju8ZrDqsmdpc4qD/RmBYwR3PSNaEqHP2y75wyr41IVJBnhxcnjLGYYoHOVe58d9anstXDMB7nm2fRqA3fWd6XOt3TiKNCrKthh5xZ4kKQX7oyS3Py5bPm/dQcGz2wXvPdtjGhRchADw6yGol1DZ9JlN3g1Hm9JKCdYeKF6B9rlt8MHz4NltoE3+zZGOw79XFe+3f18nGTXdRUSFjVHjejRql7UHYy+KUdUGT/vQZvHFd1J88RnVkmYE4J/rBO8+y+PSdNGPtvRwMiHH5anqSXCk4UjOiqoWS3fgOIr6g9C/tPgx1anYnivz2r2eLRZLdxCFbDzosGhX4XGtV8qgRAczNdfj96sVT25pPb8xgN+tlDQGhiuH5dB+WLAYVHcjlWR3kORLz7TarvO2S363Ej53cYpeqpEcgvo2ZmGJC34Ut7kQi3cLcpMdEvjt5sB1fsfz6JRDwfvmuornthY/76Gd8N9zY1EVYNciGHCZtPUCLJaTgC2PYOkyWenxlzWtj06dH08qS73Cx88aYkjQXoxIiIg5I4p/RpmnuXps/ku/OgWzh8FrRhm07tqgUCzReTMFnMtaaJ40N3uR+qrIlz0GcZObhlIhqOsgvc3BjMiroq5cB5STV+myGSklh0lx6xOKHfWSexeIdpUlIZ5QfOMFia8Sx/UdLD0bE0bMGZbfN57fDpcMhXMHxCLj0fWant4Cc4v0SQFcNswQHEc+qlAluHehLFho6qeLJfoYtZg7k1tfCMGhDqLzAx0Lzb1SoArIvxrJ4Q7ErdpcfEzB9nlJfr/W45ZHJT9+SfK9BZKPP6xYdigBjovjSFQiwZK9Mq8vAvxsScdtt/RsMqHAk133VBUi9lY97FszzGLpDoSAxl0wc3DxRfu5I+DhjabLheUsFsux0WHIlaOLj4evH2sQYfHonBwOT20p3DkfWC/Icnxzr6MRQuC4DtJ1Wwo7HU2gEjy5RXLpMJjSr/WdkovgWy/GcygHQ2Wy9ZykUzz1CMRzyMDEhVATImJ4Zbx9d328GFRsgfaKkZqEyb+wEIL9jcVfZnU5cNos2psIOnZpslgsx4u15i1dJhOKPIHyDyvhg+fGq/9tGd/bcM04nZc/J4o002pgWEX+4Dui0jC8XDOyIuLK0bHk4ki48ew4N2JtzvDTxZJVdWm0l+q0cVyZNEWHEldCmWcYVF54/2XDYd72+OfGAOqaJsLKUUReisBLo90kIhnR/6ziBkXNtOYiPSBNxNhexY+d1t+0HIvjcUSU8Ju1Sb7zUoK/r4GsSiFl+y7sOwnuelZS3+SVuKu+8LXrfai1k/kzEq0Ng8s0k/q2f7bqfdhVB5cNN6w/mH/ernrIhXGe1bb9xJHwwXMNJceZ4D6rJTuKeKJGBkwa3CKemk4KvLJjC1ZRpBnXu/j+mqYq0G+eYJBKYlwP2cadV5mIs/sXX6SZ1NfgFghXU0qy4kB7rwqIF2h+t1ISqATzD6T43ktxAYHmd9jRLN5NUcPe0rM53vB/gBLHeqpaLN1FEERU9DGUuPBf5zZFSLVh1hBIufDMVkFjZN+3Fkt3YwxUOgHvPsug2gxtAnjLRE3/ZNBhFfraXOFaGhDbiw3BiY+X2k2wK0zzkxVJvr8kyeLDKSIv3d6JxXFo1AohYtt4cDl8ahaM6RXv3tsAjaEiYXzePL61xYezsb1ZjDIvtkWN46Ein/eerVuE1L+sjiOqUkfFEE+vMcwdpokKRC1GUcQ5NcXv59hqaNjQ+nv/c1rnoBaLpXvpVPj/O97xji5d9Be/+MVxNcZyelDIK2dbLdy/DP7zbCj1DEeyhoFlUOZEiFxhN6zqFHx8hmbFfsFjmyWCeDVufC8DUYiIIl471GHOMIdcJPn9Sli0W9As+SzZIxleKfjY+WlkrrHgZ7QlYUIuGyZ5dHP+oPyGsZqk9rn5Apd7F0pWNRX5USLOFzusEv69oPV4Teyh9vweh7+sERzOQr8SxVsnasa/z7D/Y4LwqK89eJZBlYUtfnIyDPiPyS6ffTzfiOiThuEVTVXUHYf5+zx+vqS13cv3wp9XS75wSYoS09hipBzMSo40aV/Hiuz3IyiYoMdy2iP9DO+fmmL9YclDGyWhhlmDNVP7Gxw0VUmH7bX5/eCXS+HdUw23zRZsPBRPSqtSsOUQjK1ykJ3M8aschRYShSmeF6CJ/dJw9nsML347f5J79o0a7eWOeQ1joFciYkSlKFgw7+pxkI0MDYHgv/+tGNtL8vYpLtUqi4kiwjDivBrD39bkexm4Eq4abQoWVvCly9/W5rfblXDTdLjjKcGBTGt7XtgBc4bDG8fFBnQzxULFLD2fTHR8haoASlwrqlos3YUxkKzWZHYL6iPBR2bEUQahjqtv72mABzdAZTI+1nGUFRgslm5GhD7Te2umXO6xrVZgDAypMHg6gKBjY6csAZePiPvs4t3kRfEkHPLzP3UB7Sb441qXJ9oshC/bK+lfCp++MIXKNSKUYm1dgm+90Do3W74XHtkYFzX+xZL4XRKZWKCc2jvgugkOf1kj8aM4ndxZ/WDJnvzPf/1Y+NtawXumOiS0T5XKcNecFI9shFUHJGv2G+6YDQczUJeLHX1KZIjIFXZqiCLDyEpNn7Rsl1oK4uisa4bA+l/Fvw+eZXDKQqy5abGcHDolqh69qvTSSy8hhGDq1Kn06dOHw4cPs3jxYowxzJ49+6Q01NJzSIqQKX0lS/e2nwxuq40Hm9svjhjkZuNiLcfIh+1FWab3lkzq7WKEZE8D/HSJJBMmmTlIM6m3IR1l2Z1NsWh3vnix6bBg4W7JjN6S6FgqYuhz9VhFnxLJ39fGBasqEnDNeMO0vhGRH+CKgA+e7ZHBY0+9QAiYvxPuXdCarzXpQFUS/rbO4aENrfdgT0McEvKuswxzvqZZ/3fBniUCrxRGv85QMVITiFzLhYwxVKkcn78kwc8WxxUg21ZRd4MsGsgJj/uW5E+8GwL42WLBB892IfARQrTLh2mIE7wXEmyUiHMbHevvYzl9kX6G8WWCMWe7GMDRIVFOI6TgdWMUy/YWFnPKE4J7ngVXxcJ8LNILRvdSDHAExhiUowiFQgIiCloKM0kpyTlJnt4hWLZXUp00XDEKrp0Av1+Z/1lKQEXKkB7rM/vOBGv+LKjdISgbaBj7RoNT5RPqzk16Pe3z0RmKv66FJzcLAh17DNwwJQ7P+usawYs74mPXHBB87gnBHZcmqRLxokQiynDbJWl+tVzw0q7YmB7Xy/DOswxpnS2o6xokhwusGc0YFKdTKJTD+dFNcPPMWHhtTokwtT/Hfn9ZeiTZ4wz/h1hU3V5vV7Yslu4iRxZKS5jowS2PwDXjYXgV/H1tLLCO7w3nD4TfrRBcNyGJR5Fy2xaL5fiJQrwoZHQ6tjO13/EYKYQg8lJsOCDYXR/bn2+dFKdt+8WSWMAcUXVioqrjSPYETjtBtZnd9fDIJsFrhipyIsH3F8g8Z5dcBL9eBq8dDb9d3lRs0gcR5Jg9IGLmQI+GUOAquGCw4IF1gie3xN+hVyoWVA9nYeU+8CNBAtCRxosaeN1wh9cMjx0RTBiQdkF4Ah0ZjpVA1g2zfGZWmvuXC+bvFGgTOwK9fSzUPwSl/WHUew2VI0L844w4s1gsx6ZTouovf/nLlp9//vOfc/DgQX7yk5/Qv3//lu0HDx7kfe97H4MGDer+Vlp6FCL0uXGqw1fmqXZhvWUe/M9MjRPmCla/LoSvkizdKxBSsnIfPNMm4fbyvZJ+JXDrrBSPrCgeqvXIJsG0vi4q6niwkFIgoxyzBwguGOARGYGShoT2ifx41DIGROBTpkJ2mRTfmJc/sN44VRNqeHhDYVHq/1YIzr5MM/waTdWrFGsPCb6/R1C+WnLdhBIqZA6iJqsgCumnIj5xnkeAQorWKuq6qc3rDxYPh1m5X5AjTnpujGlXoOHRjfGE4pdL88+7epzG036Hhb0spz9RZCCKE+I322VaGwaVRFw9TvLnNt6SAnjDuHiVvVBOqEc2Cm6c7NCgXR7fJli4S5J24cpRLkPKImSQo16m+MLj8YJF81Wf3gY3TDZcOlTwxJb213zrRE1C+4SEiKqQif/pYkKJcDQhAWGbB9RxJL7wMEIgjMaJ/Jb3jPGSLD6g+Oc6yehecMuFhqokJGXEvozk1sfy3x/awK+XtS5KRJEhqRu4cZJHMMnBAC4hKgpiw7YADhFjeile2t3+XTCtBr4/v8gfBVi2F8b2jr0fpvQz9EkLdJEiepaeizGQjY6vUBU05VTNxZ48NsejxXLiGGPwkyAMfOqiWMD46nOt+1fsiz3OPnQ+PLpZcNVQp6UAosVi6V46MxeUUhJ4ae5+VrSbUy7aBefUwA1T4F/rYpH1xe1wUX9F1EUPc+2l2JGVPLml+Fzy8c2SucM89jcK/CKX31kHvdJw/WSDp3Mti+06DHEJ45qqITSYEg5mBO87J06hVZeLF9Q3HorD+5OObufUEgUhgjgoS4g4HdSx7p1SgkB6REIiTcT1kxUXDYnni3vr4cU9cbh//9ma0t4Bvm+9aCyWk0mnRNW2/PjHP+bzn/98O0EVoLq6mptuuolbb72Vj33sY93WQEvPwxhwgwyfvCDJgZxk6xHoWwI1JRovzHW6gNSBRvjq85K9DYKbprcXVJuJw7UEw6tg0e7C1ymQZqYdQil8lWDjIcHBLIyuhupEhBtmMGHhRcAo0owszXH33ARbjgiUFETaMLjMUCZ9djR4RQXJTAgNoeQfm+HhjW1nyoIluwW3zkowyNMtnmlaG6TO0Vw2qu3dEyK/oNDRtHUkL5EhU/u5LN4jWLYXBpXDf58HD6yLPYn7lcA14zWjykOMnUi8YlGRzxvGuswarFlzIA4TGtVL8NgmwT/XFT4n0AJfeHz2CdlOdF2xTzJnmODq8YqfzRdtBNVWfr1M8NVXGbSB9YcEvVOGN4419E0GLc+hMRAQxCkpjupcxkuy+ojDoVwcap0JYViFQ18vAAG/XeXwzLa4r22thUc3CZSAu+dK5m0vrlat2i+IhINqsm6NAQIft42121H3E6HPdRNcluwR7QrdCRF7VhQjiKAyAW+frJkx0FCRVByyouppR6BBmxPLqRpoQTbKz6NmsViOj2xg8I2gzIO/rsnfX+fDP9fC2F4CXzioE4kntlgsJ0TopXh4oyiYe3/hLrh8JFw/OY4YrEpKZvRXiGO5b7ZBJNNsOCRxlWBweWzvFtIrQ93+/2JUJgzDSnx0B5PPtAyJtMu3XyiUjip2Jij0MdpNcjhQrN0DFUkYVWXwohwmav9ZxvXY2ODy2xWSbU1z8DeP14zpbfjnOlixV1CegKljNINLQ7QVVC2Wk06XzfhsNksYFjZAGhpsGM0rBWMM0s/QV0L/XvGKmvHNsVIftqCUZMEu2HJEcE4NvFREMAV4YrPg1lmGP64qLI5cOMTgKYEORV6qCqEUO3JJvvJc++rjIyoFHz1GLlaDpDYLD2+AHXXQr1Rw7XhDeZmiV1rw0Rmw9Ui8+nh0CLAQgoc3From/OQlyadnesjo2CW/o8i0JEYvxNCKuIJky+cGOd4zVfG3dZLHNwseWA/DKuAdZxl6pQxSh7g6IDqWUms540l7kGvIcHZVk7enVhiTpFhl0EuHGf6xTuR5sVYnYc5Iwc762HO6EAZYd8Bw/XifnI5DnEQYYILW/qqUxJceCIkwGlf78cKD47G1waHWFzy+CfY3wpAK6JOW7DEepZ5pEVTbEhn4xzpJ73RxwSvlNrfu+DAGymWWz8xK8pOXWgtyHc4YzqmB+TsL349ZQwy9EnFfFKEBSo67DZaXj0wY/32PV1QtdePzjuQkKce+ky2W7qDE1WSykhUHih+zdA+8eQIgbfoNi+VEEQJwPEIR9yfPBJ3yAJeuw+YjoqUQcCEe3xSnAziYgUFlBik6Z7VJKQjcNA+sFzzXZCPOHAyfvCgWaA8etZA9Y5DBNQH9ShOoIgvj1SkodyPEMURKEeT4z7MUfUskj26K01GVeXG6uel9w4KCrE6k+e4CyZoDbYqoCvj4BUmGpbItwqp0FIv2e/zopfbp5763QPKGMZo3jY64doJL6PtgDD4K4aXiqDCbQ9piOWl0WVSdMWMG3/jGNxg9ejSjRo1q2b5ixQq++c1vcskll3RrAy3Hh5QCpV2MFuBGhFH3rcQLEV9fa4Mxx5cL0DeKxzY1tVV0XFQpMnHuuSHlsPWo4jpVydjb4LsLHf5jsqJSZtut6PkqkSeoAmw8LPjzGsm1o52CBWiko3jpoMsPF7WGimw8BHc/J3nbJMHOOsFTW+JKkO+ZBk9ujnOvQpzLpqPCM7vqIRtJihQ8zyMlAq4Y4fHgxvbfXYk4FUFSRmg3LrhgDIhcI1ePdHjtKI9QgysMCeMT5eL7YofUU4MrHQgVOJrQBHRQ8PRlQ0qB7zd3jpArRhqe3SZaip01M6LSMLTC8M3n24dOTR8AbxwbLzxMq+k4fjnUYMII14SoyEVESYzUaDcglC6rax3+b4VkVz30L1VcN14xpjIkUg5L9wj+vb71Wqv2x//+61xBbQe27dNb4Mtz4A8F8rkCvGpEc/qB9rhuPDFo7lMdEkUMcBv55AWJWDAWkCBkUl+X5XsFmaMuPrVfLKhKP0tEnNbAcnqSbXqZJo7zT1jSLKr6gv5WV7dYugUv8klIhSmyQAixKKNk7GluZVWL5fiRStIoU/xuhWDBLoEj4ZKhiqtGa7ww2zJfLDRX9HE5nBPHnAMmmrrylaMNIgo6JaoGborbnpLtcts/sB5e3AHvnQZ3P9u6vcSF148xaD9EeAmuGpPv5S6A90yLPUc7M48SuUbeMMLh1SM9Qi3wBKRNSKiDvPOV4/CvDe0F1ebv/rV5kq/OTZDQjbHNLj1+tazwu+3v6ySzh0EfF7Y1OPx6mWD5PkHahctHSOYMM7hhBhl4CC0xKiJSQadT9lksluJ0WVS99dZbuf7663n961/P4MGDqaqq4sCBA2zfvp3Ro0fz6U9/+mS009IFXJOgcavDun8IsocFfScZRrzKECYznQ7NL4RSgpxKsrcxrjI4sAyqExoVZPM8RNud5yh84QACl6Blha75jLUH4O1nwdMFwv8BZgw0JEyOmy/weH6n4LFNcTXz6QPg7Br44ULY3yj4w0rB9VNS1IWxKd0radh4SBQNn396q+D1YzxSjiEUCoVGhyHGgC8T/HJp4ZnyH1YKPnoBPLkF1hyAtc/BR2bAliNxQvIbpsC+YzhtS0mn1U0R+LxulGRCH8Xf1saFccb2gqvHGyTw760JAg3Ta6DSDZFBDh3E+X3cpmtYIfXU4eCg6xKs/rvgyNa46NKY13k4lT49oe6mcVwapceKraB1khGVhoQJIAzwgkZuvyTFqgOC0EgwUOIZRlVqjDZA3CcEcdL9mYPjfvzMVqgpg+GVsOlw4c8d1wtEqAj2eiz5P8GRLYJ0bxh3jUtuEHyzTZjU7nr49nzJWyY6nDtQ8OD6wtf8zbL/z955h8dRXW38d2dmq7pk2ZIlN7n33o0bGAg1QBJCh5CEACEESAhJPjqEDkkghJIGgQAJJY3QwTbuvfcuy0W2ets2c78/jlarlXZlG0wgyb7P4weknZ2muXPPfc973gM/mJT8Wh0NHlPzzZHwm5XxQWifHM2JPTWRYGx0aMtNQLnYUS/fLUwDnyFjqiPYtsawA/ii+wHSzAg/m+njza2KlQckqD2tj8PQfAcVPLJKPYUvPj6tUjVKqlYHU4aqKaRwvODYNl5LM6yL4k9rE2/TNxfsINgmpHndhAKp8tgUUjhWmKZBUHl4b5vBlkohAW0b3t2hWHnA5AeT/MzdCd0yNQM7adx2AKcVg6rQbK8UH/oPdiY+xsgC+OsmOLGXpijNPnLTK8vCsdws3GskbBZa0QS7q2FKN9hUAWO7ak4p0XgiTeBy8ecNisIMuHas+C8fapSqwFm9kSorBcrlJoyBiSO++0lISR2xSY/AvqWw+WMDZbrpdZJFpyEOYbOpJWkfNFy8vzNxHNA5DZpsg8PhNA41QmGG4uJh0iyrbeWYo+X6Qg789COjRW3bEIa/bjboamn61Kex4S+KhnLILLYYfL4LT0GYiEq9A1NI4dPgmEnVwsJC3nzzTV5//XWWL19OTU0NRUVFXHXVVZx99tm4XK4j7ySFzwyWdrPrbYut/4wRgrWlip0fKqbf6UNlNnZIgCaDYSjqlJ9758Z3uy7KMLh5og9XuLGdokspsN1+Fu1TvN9MhE4sNjmxlyZdhZnZS9SfNUEo9sOgPNjQplwrzQVf7gd2KIKpIkzvajGiwMuag4r1h+C+j4XAmFUCBenw4w8UIVsmpn55MKZr8mstyQEbgzf3eNlUYZDv15zWR5NthagPt1eYRRF2xBNRIcfWwOsb4ZoxMsH9ZgVcPoKk5SMDO2m8x+jhpUIB+qcrbhjjQisTr8fizS0ySUbxt80wrquLS4YYGKGUQePnAdM0aNjuYeHDRkvWoLZUUbZIMfa7brIGOUT050dxa5ebeftcvLI+2oDNQAFfHaSYWqTADgOKvbWKxWVisH9yiUZlg6UjjCsyWbhX8Y2R4tF7y/tww0QZE+9ul+f+54vae1Kd3FvjNyLUbXWz+Oet302w5OeKnmfCyX3h3dL4772zzaBblk6qSqgKyHsmOhbbYniBxuWEGZmneWSWi+X7xb5gRBfo7HMwQ00t39MuD+VBF/vqFYv3yjWM7gq9sl108Rmo4LGNqWhX1/P6WJzVx0Ih52IHU2Xe/y0INJOqn7RRlcsQ0r8mlFIrp5DC8YJpGHgchdsDM3rCR7viP3cZcFFPqP8AMk9RhD7pAE4hhf9RKKU41ABLDnhYtNfA54ILhkpDphfWSDx2qBHWlivWHoI3tym8FvzfCT7yjJjAx63D5HpN+ucbLNtHuyqpPjmaoky4cYImwwwfsexeu9wsOeimPqxYsT/5dovL4PzBYmvVzR8iEhSPU9t0s+6QYsFeyPPBCT1ggkcS/b9aAmf0M8jw+Hh1o2JXtSLfD+cOcFHkD6PC7c/NHfEx716ThoOx31VtN8jpqxj7PR8hQ+JKRyuCCZYGBekSVz8wX1HTKvlanCnN9h5bSLu1qstSVDbBjROlUd+yfVIROiALMtYrFv4ltm3lVvj4HoPRV7vIGW4TsVMSnBRS+KT4RK0RfD4fF110ERdddNHxPp8UPi2aXHGEahR2EFb9QTHqOhdhjj0bFba8PDjPaOcdWlYHT68wuGaku92EEnH5eHSRwa6a2ETw9y0Gc/fAXdPES/XdTE19WBHcARdkwPZc+OCgKD5H5cH0TnDw79DjrDRKA4oD1VCYLiX2b2+TiTvdDUO7wKML48+ttAZO75s88/flAfEk7JYKxfxSxbdGuhnQqeP7YRrxJM7uGin5f6T5HD7YIbYATy+P/166G74xotlPsuNDtINta5Qdwu0y2Fdn8dfN7a9tyT7F2K4GQ7OMDm0ZTNMgbLhwULixccKfv4LyvwFm0MPyp4yEDN/K3xjMfMADVnIf388SSinKg2Js3xoa+PMGgwF5LvLTXNz2kREX2D63xuDjPZrrJ3i4cKgmEFbUh4REBagJSAO0gw3SEO3myeKBtbUSsjxwRj9NnxyNq8Fg1e8Sk0e7/glT72lPqgZsWQB3BMuAK0fqdkrULA9cMlRDJAQavISZVmCglCIScdChGFmrFDTh4rWNkqyJYuNh6JapuG6cSabZ8ZhKBiccaWmEcrThatSf7GiUECl8fmhqnjvcxif/26S7dNxiKYUUUvh0MMMeGoOKrTVwRi8YlAZv7RPCZ0AOnFIAe5+Hig3Qcxpot/MpnLVTSOF/D02Glzs/gsqmWIC26oBUL31tMLyyXn639iD0yZX+E4GIlLLfOdWD2Sz80I7D9J7w25Waa8cplu+THhsuQwjPicUadyRAOGx33DUUEf+UNrl4bo3izH7g7iBX4rFgVw1MKnKIBFuvXTXpbqgNiuLzr5tin5TkQEG65qcfGi3vi8omuG++wdcHu5ha6KBb9ZyxLJO9c1UcoRpF1VZFzXaD9AEK29ZYyqEow6SsTq59Yjc5Xq9s+MXi9mTz3lr4x2ZRz/69lU1BhhsqGxU/Xyxig5GFUs218RCM9sOcxxPfjzXPG8z4mRuslCAnhRQ+KT6RPKKyspKHHnqIc845hylTprBp0yaeeOIJ3n///eN9fikcA0zT4FAS70CAik0KQp+sxXBdWEr+E2HDYUVQx+/XcplsrzHjCNUoqgPw/k5FlgdunujwndEONYthzUPgegkuDsO3XdB/Aay8FXa+p6ivNYg4ikyPIuwotlfCzZOkSc7kbkLitEVTRJSjJTntPzu1D7y4FkIJWI7frTIwDEWnJKanmR4ItskMmoo4mwFbQ/88zYMnOpzaW5rWXD5cc+90m3Sn6ROphWMHs3grSYd2UyGqYCO5Yly7vayv8/HIUjd3fOzijxs9NFppKDOl1vi0CDcYhBJ0MAWIBCBU+/mRJ8qy+OeW5Mf/+xbF1sr2fqogHsTryhU7qhRXjNS8sz322fs7JEEBsP4QPLwAvBZ8qQ+c0B20Vjy4QBFpNAnWJjm4hvBh8Ld5bAMRyPcnVwJ2zwK/6TAiL8j9Mx1OLtFMLIYfT3b42QyHTBXAME1sl5eI24etrGaf1PjxZ7ld7KwmjlCNorRWkhXa5U5y8scZlkW1SuN362R8PrbMw44mP9rl+fccP4WjRlQh0tHi7UhIs3Sq/D+FFI4j7IBBhQnFWVBfDo1Pw9fq4NtuGLMa1t4qhCpA3W6NW6XUWSmkcLQwLIu/b1HtGj0BLCiFokyJAUFiutbrpaqArCeVUthuH1sa/Ly2SXHWAGgIabK8cPFQzfXjNVO6RlBNDUKoHgVs08XrzQ2Nl+0TgjcZTirRTOnmgNaoVhW2Hh3m9D6J2dtTesPzq1XCBMxfNhgEjViMqJQiojyYIwz63Q3D74YeZ4AyAAWdh0F9jYHLku+47BCXDHPonSPCBNuBN7dAfah9Q60o1pYTJwByGSLmiXrBamDFfqke81pQeRCSFcqFG2T9kkIKKXxyHDPDVlpaygUXXEAwGGT06NFs2rQJ27bZuXMnTz75JE8++STTp0//DE41haOB+gzWZkrJi70jBG2Ft/n/DcOgHi9zdic/mQV7Faf3A5cdoE+GyWa/B1BU74TqNgSp6Qe3SyaZupBMNJ3ToCQXvj0GdlXL5JIIL66BH06WhjXz9gjxme8XwvP51YnPz9awrw6uHqN5YL6KI15NBVeMiM8MAkwoFqXqjJ4wvECaQ7mJ4LEDnFvS3DBBO0RCTrtkq1IyAR+tEk3r9j463TLh7AGyuA/bEFIWHpeGNuph7XLz2maLj1r9bRbsVSwuU9w53Uue0ZhSxP2XIqIVFYHkY7IyoDjcgYh2xX5Idyu6Zeo4xfruGhmD3x4tWf3yBvFHnlgMk7vDLxaJ96RzBDVfdhpcP166Mr+3QxIeeT7wGA7fHWfw2CJF60fTZ8kYtcIBbNshgzDn9PVSGTJ5d4eiLqT46iAfaw/C29sVDSEY0tnk/EEu0olvaOcok/mlHbyvSuGEbka7CVNZFiHDTUWTwlSQ45UmBs4nLKEyTYM9TR7umx9TQlQF4KGFBucOsDix2IFISlX+RUEgonAZ0o34kyLNpalOlf+nkMJxg+mF2bvgtL6ACfX7of6lJNt6FLaVIFOeQgoptINhGIQsD/P2JJ/0Vh+Qvg+rD8K4IrFEa41gBCJ+H/fNN9lfL7/7aJeUul86zKFPVoRIIIhzjEPSweBAg5zX/npRow7t3H59OKJAk+eDn35oEIgYjCo0OW+gG7/dRCTiMDzfYXShYvn++GvsnKapShJD2xoONii6u2U9F7T8/GKJ0dJjoHcOnD8Lhp8qa76ADfPKwLPdxYyeFj4doLs/xDdHebhjtlgBpLtpVx3aFn6XZnoP6JYF3bMUr29s39egrE6qK80juDMaRqr/RgopfBocM6n6wAMPkJeXxx//+Ef8fj9DhgwB4JFHHiEYDPLUU0+lSNXPCbbt0GlQcuKi0yAN7mMPHLWGPF/y/boM8FuaaA+esOnhg50GHTW1toxmMtFQNDWF6THNzY53E09WXWfAH7bCioNSZnzJcCE139wi/7+kTPxl9iVQCDZFYP4eIR2/Ow7SXdAl3cHRkOVJrMoDqA6IH89NzZ40ZXViOzC9J+ysgiGdY+UhXdLgq4M0u6o1Q/KluU2aEfP+SZZlleDES3mj+DwWZ4JfJfblifuedhhXFFPV9c6BcwbCs8tjJSIKg1klbs7qY6BCsVm5wXHFEapR2Bp+u9LgprFulNNxU54UksOV7uDJMgjWtP/M8oE7U38C843jA5dyGNhJs6s68Tgb2ElzqDF5oGwZYoJ/uEkSE62V6+9sFyP/s/pDzywZG4vK4JEFMQV3xAuZ3cRHtd2+fVDhhfvnScOC68fD08vg+gkacOibEebBkzzM3Q376hX98zRju4JXhQlFXLhcNo5WfFxm8qd18uL5xkh4brVi0+HYcZbvV6w+qLh7updsownDNHBQmEp32H3W0WC00Sdol5v5+8WfNuqd7LPgu2O99PIH0faxv2tDhptnV7Y9kuCNTQZTurnwfAGanaUgaLIVnk/YpCqKdJfmQGOKVE0hheMF0yPvc8uAbUHI6QtVCap7DBc05UJVnaKb1yISShGrKaSQDIZpUOn4qKg26Eh74Wjx8JzZS9ZlDa1CFkNBjk+s4KKEahQH6uHBBQYPnWTh18e+DjFx6JapqQkohnQWa6pzBsh5LCkD0MzsJb+/92PV4v2/cK9ixX7Fz2b68DoNqFATVwzxcE5/i5UHRKwyqjDq6tVBjKxkvWy7vDywIHZ944vEn/9XS2NrtDyfNDWevUtx8weKH0700jMjwitrafFWbQhBri/xsUAquHLcDhf1DxFQbq57J3nJzN5a2Zc7HUL17T9P6wJmmp0iVVNI4VPgmCP5hQsXcs0115CZmYlqI4s8//zz2bo1SV1yCv8eeCP0/3J7dsDywfDLNBH1yRbkXhVhXFHiWfT0vg6eVlRRg22wcK9kKJNhZi/NlsOwpspLyO3Hyrbpe3r7887oBmkTYWWzJ83BBvjlYvjKIPHviTgat6E5q59OONWZCsYXwz+2yM+ldfDsCoM/rlFcOhwuGUY7lZGhIM8Py/cLybOlQsiSHVVyzE2HpST4omGa+2Zqfjo5gjvUwMCMJoZkBUi3G45MjJomByI+bvnQ5N55Br9cYnDz+wbPb3CjPR3MooDjOIzpCjnN0uCvDILH23juaKT75rKDFqYlE61pGmw83H5/UeyshhApC4BPA9sVZMzVjpT4tIaC0Vc52O7Pj7C2wxFmleiEpcouQ0qbOkqejC0S5cGaA4rzB7ffbncNvLJOlJUPLoC5u+MtMSI+6PNNeRe1hjJg4Hfg9b3y3C7fD+9sgx+fAM+tUvxsvosAbvyRBs4uCfKd4UGmFkcor9c8vtzFfYvcvLzZS4PysLZcbnyaS7ylNiV43m0H9tYpysI+frvey1NrvKwst7h4mCYzSYX9Cd01Ljs2pg1DsbfRxZ/WGXHN6Joi8Mgig0b1yUr1m5zkNisa2Fur2s27KXx+CEQU7k/Jh6a5NDUh1eEiNYUUUjh6hAkytYdUVJh+6HmpkAlxUDDwW/B6Kdz3saK+pdYqhRRSSISQ6eWejw1WHYQxXZNvN75Ic84ATZYH/tLGku5LvR0sQyetZPRZIhixOlLlJIGKhPn6YM2Ppkjfjbm74fk1QqJ+qS9cNlTjOJonlqp2zVSDNry2UbVYAahwkFzVwCndAkwvbMIfacBnOBS2fY80w2NCvl+j3R4qgjEFrteCGb3g10vj12gVTfDEEji9n9C0Tyw1COJi9YHYfdHIunN4l8THPKu/g9sJEQpFcLRuscnyWnBSCVw5Ei4cKoKHXB/8Yx8MvAZUmzWA6YFx1znYrpSgJoUUPg0+kcGmmcR7MRQKpRZ8nzMiKkT3kxSdh1ps/aciWKPoPNShxwywPU3oT7hyU+EQlw4xyfWafLBTEXbEK+fMfg4nFNk4rTL8EUeIlaawZPfadmDsnqUpylA8tADAwFRw7VjFkNNsiibCrg8V4QZF3nhNbSfFQ2vj+/6EbDE/H5QvZSTn9W4iog1+MNHNMytiTXZyvKJk/ddWKU3+45rWalbF0n2SQbxgiPirRnFWfyn3BTluayJSN39eFwRDKdaVa8YXKSIuL7Z2sOwj6xANyyJgerlvtmrn6bqkTNE90+SkIhM7kjxnmJ8Gt091+HCXoqwucddIgL9uVozq4sZETHk6avqj6CgHm8LRwHYcvN2DzLzfw7a3FDW7FJnFmj6naYysIBHn880D++wm7pjq49mVsbKkntnw1UHw9HLF5SM080s1pW28X8d2lWe+Ngh5fs3gPJuLhhi8utFoefa6ZcK3Rkvw2BZ+lwStT5fCN2+FxnXQuBXchZA9Dv66HzZUxLZfUw5nhcQTq1sWNNkGyu0nbDu4DJsPdpu8tin2MO+vV8wrhesniP1AJz9JEwhfHwIrDygWtCr3X33QoCAdvj9ec/fceM+sfD+c0M3BbjXIbNPFaxsTDyZHw0e7FGf1MokcpRdYFEcqI3eZkLALWgqfCwI2uI+DUtXRivqwItOd+tumkMKnRSRiU5AuzVn6dYJtFTD6DqhaC3UbwZUP2RPgX4di8el7O+DLvSzscEqtmkIKbWEYim1ViqaIWKn9cJKU1be1hhtdqOmWbqMdh6J0i3y/JIpzvHDuAM3Izja2Y8Ql3EEqAb8ySP4/aCsOO34yvBrDjmDaoaOyJdNak+6BRxcJaRnFH6qhX67mpgmaObuTL4JWHFCcP9DCaq4G0jpWaWiaBjURg4uHSeOo1ms3RbMVlQGvbHDRIzsWyE0slp4fic7e1rCwVAjqxWVQGxK7ggndhFwONVsAjCuCTttiQoU0F5zd32FS1+a1t8uNYRjM7KXZU6M4e4D0OvjLBhEXzOgp3qt/WAV2HlxwNzSu1NTsUuT1cygcCxFPE7adij9SSOHT4JhJ1TFjxvDMM88wadIkPB5R44gfpMNLL73EqFGjjvtJpnBsCKsgVmGIod+2wFZol00ocuTOiUeCCjZxdi+LU0vchB3peOzVISJtmMFMt6jh/rhaSM2JxbBor5CtE4vBbSmebEW82BoeX2Lw0Ekaf24Dfb9uoS0XDyyy2LGWhNhbK76qfheEQjZgU+K3uWuqhwbbwNaK/XWKv22SUpO15YntARaXwdQempIchd/SfHkAlNaquI6PreExYWkZfLBTJrurxyhqgyZ3zhVz9gsGWxT5wqhIK1WbaRIy3QQiBh6XYtFesMz2hGoUb21TTO0WI0KlE7iLMCYGGtOQL/qcJs7s7eJv210ko0OrA+BohYnYQwzsJIreRFPnsC7iA5vCp4OtI5AWod/XLLANMB3CTuQLoURzbIc8q4nvjPFT3sp76ver4HAj3DNXcc9MzbZKzbw9CpcpiYeGsIznTA8M7aIobzI4oWuYcV0t6sMG9WFFWa0kUvL8xJV1ZbjhR5Md/KYoLW9dCX1z4bLL4ZUNsG518oDzw51SElacCaf1NTjUYDC6q8nrmxJbWPx5vTShW7g31iihNfwu8e16aV37zw7Uw6qD8MNJmlfWi5LhhO6aScUOrnBT3OvTwaC8Ifl93luncDA4Vocqr7LpkWWyO4F9hMuAwnSN/rz8I1Joh6bjpFQFqAmmSNUUUjheMLEZ3MVi/h7xuY8Y8HY2eKcIebFuLXFVBjuqFHavlA1HCikkgmkalDWvoUK2EHTXj5eGUGsOSmz1pT6a/jk2BJtQwNDsMP0mu9HKQGmNz4jQ5JgYBgzqpNlwWOK4wnS4bAQ8tSzqISq/752juHCoG9ux6OqNX1clPEfL5N2d8YRqFFsqFeWNirQO+o16TEjchgpCppvH5hlke+EHk8Q3dneNJN0nFMs1HGg0mNRd/PWj6JwmPQaSobQWBnYSi4EMN/TJ07yyTtEQhkGd4LR+8Ke1ErfePVNjonEbDh4nhB2y0R4fL643WVKm+OEkETI9MJ8WJW5tEF5YK1VbXx0ML6+DKT0dRp4SRDvgaH1c+IEUUkjhE5CqN910ExdccAEnn3wy48ePRynFb3/7W7Zv387u3bv505/+9FmcZwrHCK01YR2Wuek48mROJIKLCC7A7XITxEOdI75yHiIQDuFREe6YZnCoUWEoIUy+Ngjqw5I5K62BaT2FWAnZQmyu3A+LyhQnF5uEwxE0BoZK/nh2ToN0t8bbynbAsR0su4ksQJkmGbkeMgYrsryKhxYkl4At2gs3jw9j2w6WtjlkeknmjDGxm0xwIBnaJ5bAT6fK+eyqhvvmG3xntIsR2Ta2bYPlYmOtm9+tMvj2aHhxMWR7oXdu8nvcEAYbA7P5Ourx8voGxfpDinQ3nNlPM6Y5MIgEQ/TJsUhGqnZJA6PVbOnRYS4Zpnh+Tfz1Zbjh0mEaFQmldHDHCWEnIn+WL0iwEiX3K8MmdSFRPTpagsHLh0NES0O3P62Fb45w6J5psL9BtZDwZ/UXgvWtrTB3t8GDJ1m4Q43kGoqw6eeFtaI6/8ogaRBysB6KMjXdMzWmE6Ym4mJisWZeqWJrJdSFkzeYAzm3aBC/uwZ+vUzKmbZXJQt7JdnSyQ/bK+Hcge0byg3OF3uBZJi9SzGrR4QfjHNAg5sIkaDd7k9o4tAjS7OmPPG465vrYOj2TemOBMsO8Z3RFnfONQi0em8r4KrRDm4nmBqfXyAEIuq4KFUBqoOKbhnH46xSSCEFrw5RGTYZUaBYVy7EatiGpfsSb1+UoTFxUp6CKaSQALbtUJId+7msDu6bByMLZD1nAAPzIhCI9XCIRBxMAigFttvP7H1u3ttucFpf+NZoTcgW8k8DTy1t35RpexW8vQ1yfQaHs1yMyrU7rOALKRfz9yZPjPxzq8FZ/R3e25E4bptV4uDWYWxELOZyGS1q1SbbJGSLUvTJJVJBVZguJf0PL4DvjlP8crEkam6YICTogXq5ps5piUU9IGu0qoBY0T27nBaiGaRia/0huHGiNPt6a5vip1M0XdIUhyJeUGAHFDVBha3Fwm3FftpZGwAs2w8zS+DaMQ4Dc8IEU435UkjhuOOYSdV+/frx2muv8fjjj7N48WJM02TBggWMHTuWBx54gP79+38W55nCFwja4yWgLRbtk0Vl71zJVB5uMLhkmIuVBxXPr4kpMdPd8J0x4DOFHPjeeCnJf2ebqMmm9oCbJ8PK/TG/QNMO85UBLu5f0H6CNBRMKNZ08joQTJy51LaNy26kh0cRsbxEnOSPetgG01A02BYai5GFMKtE8/6OePJmfJEQqa0n/qYIHGqQa4zij2sMBs5w43ICVETc/HKJQbdM2e5ggxDJM3olv79d0uQaDUNR6Xi5fY7RMknWheCZFYrVB+HSIW4MJ0jPbEWmR8qze+XIPS2tkW3PHyyeOy1hSCTMuM6KATNcvLtDURlQDO/sMKZQ47GbSFV//HdCWRbb6j38erlBY7OtstcS64t0t6gM9lTDsC7QK0dRF1aYpjR5W7FfuqjO6Ckl/EvK5Ls7qxXDciyCwQj5VoB7Znh5eZ1iwyFFt0wY0EkeptUHFVUBNyXZipklEHJE7b2lInFnVoCSHCFI2+LtbfDlAUe4ViWB7bJ9QvC+2srTyzQSB5xRhG1wlIEVEqlDsrDThc0lwzQ/+VC1K2NzmzC5G9hhG5fLRGtNpKODtoLjaLLNJu6f6WNhGWw4ZFCYrjmxlyZdBdEdLChS+PejyVb4PyWp6rc0Ck118NiVzSmkkEJiaAw2HVaMKpRE2j+3wDdHSTVCWyjglD6kSv9TSCEJHEfTLdMh22u0rIEcLWNr+X64erSDFQkljJlsl49fLDHYW6e4fZoIWW77SNEYFhu3Lw+Ab4+BxxYKwdgay/aJMvTJpQZDZnrQhiZoK1wGeAnjhOP7hHTkoORoTY7L5oy+8K9tBiU5UgG0uwY6+zXTumvsoI3j9rG/0WDxLoXPguk9NS6luGCoiAUK0iXOe3mdrOlA4kqjOfb8wyppjPzCGphfKvZzqw60Px8FTOkOzyyXisnWhGrLvdPwt81wYomsIQ80GDyyiJaku8+Shlc5XqnoemV98uvfU605qThEMJhqdppCCp8FPpGnas+ePXnkkUeO97mk8B8Ax+Pj/V0mf9sc//KfVQKDOit21sBvVsZ/Vh+CRxfCXTOE5Lh/XqyBTUMY3toGGw7B1WMQdScygRenhblwSHx3bb8LvjtO08UbQQfbzL4JoLXGbdiMLzZ5P0l2ckoPxUsbTfrkKjym+G91Sdc8MEuzvlyxp0ZUDuUNMkm2RdQ/NoqGMDREDLIsF6+ulmP2yxPiObp9rlcm3ajH6dJ94q1jazizP1hKY5tunlve3lAdRN17zgATt+nnqWWKmyeLv+yGQ3K/T+wlQUKuK4zdhvVRkRBZhLign4WDQjk2diil0PhvRp328Oii+K7ygYiU/f/kBPjFoliHVo8Jt00zuGtOrAtpYxje3AorD0gDqf11sK1KUdXkYWSBB48Oku008u2RXlaVm/x6maIuJCrXMV3FNP+XiyX4G9pZCFpbS0D57HLNporY2OyVLb6nv1zc/jrK6qB7lgSviewUemWLErx/HizfJ4voW6dKEF8fElVFmjvmmdwW44qgIazI9KZhhhrb+Xhpl4eaiMWKUkl63D5ds/qAamnG0CUNrhvr4FIOB+00Vu2DdBeMLNB4CaMiRw5mHdvBZTcws9BkelcDA00ktdj/QqIpAtmfsmTfUKJWrQ6mHK1TSOH4QZPt1Ty5VLGl2a9742Fp3PKX9bEY1NtMSqzcB1O6p2EEOvB1SSGF/2G4IwFuPcHPE0tjnvweE74yyGFwXoRIqP1ixTAUpQ0G26oUN0yA366AbVWxz9eWy7rl5slw+Qh4bFH89zUSKzaE4XDA4OEFQsaaCqZ0M/jKQBdGULp7enSY6T1M/pLE7/7EXhqlHU7ubTK1h2bJPlm7fWWQrJfMYCO2x8/jSw22VMp8nOeDYQViWddaUJPthWvGimVBbVDWptF3SlVAfFfvnC62Wl5LYtHnVsW28ZiiTt1eCd8br1mdINkTxZYKOLu/xLfSiySGpoioWG+eLPcpWWwsx9REmhPzpmUSaq4GdetIhwrgFFJI4ejwiUhVgDlz5rBgwQIOHTrEDTfcwMaNGxk8eDBFRR20fE/h3wbTsggaLhytsHBwOcFPbUJtGAZlje0JVRCT/zunw8vrEi8MHQ3zdkOGh3bKLpBMYVUAslo1zVbhEFMKHMZ1dVPRpLAMyPY4uO0QTrLOTG2gTJPtNS7GFykW7xX1Zmv0y5NM3/gixcvraAkUQAihb43WnNJb8YvF8T6RrVGQTruO3ZbSRDAorZP7oXXM4/Hs/rKvv22GyiYhVid1E+P3gw3Sgd3UEZqwWib2RKgJwN+3KPJ9okx9ZnnMm/Kd7VCSDTdOsFDhxGreFFHz2cE0DUKGBxuFqbSohT+HoEW5XGjLzdsbkpfMv7VVnr/3dsjPk7vDP7aQsPnZvjrYVQV/3wIH6qW12Qtr4dujPYzoFGbtYSMuqaKRhMGBerhwGPxmpZQyPTBfPvdZQnpahkNNADK9CqXg7jkSOA/vIl1Lyxsk8NZI8uArg8Q/tTU8pgTlmw5J6X/nNNhaIWTq4UZR2762UVQR/fJoWWhHkeYSkvf22YqiTMWVI/zkmQF0c6JHu728tNFifqsGV3/ZIB6uD83S2A6kmRGUYfDEMpNNrVQHL66Db4wwGN0JOApiFWgOfttbD6TwxYGU/3/6/WS4NVXBlJ9jCikcLzjNzao2t3rPv70NRhfC9ydIxVCmRxKG72yHdeWKXrnQLc0HwQSmjCmk8D8Ox9H4aeTGsW6C2iKCgc90MJXGdgzcLguneV2hFLjdFoZhsHC7VNO5zXhCNQpbi1XT1wbLmKxt1YTea8n6CaAprFoqrWwNc/YoDjUZXDPCgwoHiURsTuiumVfafr02okBTkK5YuN9NY0TFVTC9uRWG5MPVY9JYUKri1l1n9RcytK01QXVAfn9Wf4kxZ++KfWaq5obGIYlbvRYMzBcBQ3VAiM8cH9JnoE5TlGazzTJIprN1GbJ2/sfmhB+jkSZWw7uIcCCZxdWwLhpta2yPn9l7FB+XGihgZk+L8UUaK9SE1p+OJ0ghhf9lHDOp2tTUxLXXXsuCBQtIT0+noaGBK6+8kpdeeokNGzbwwgsv0Ldv38/iXFM4SjgeP2/tULy/U3z5ijNNLhlqUuwLHfWCPhGU281bG5J/XtEk5EkylNVBYQfv6yV7oX8/D0GCLQox3ezhWhBduIaOzaIyZIpCr3Oa2A4sLYMVB4SAObEX9MiGnVVC6MYIVYEGnl2uuHWalF4kUqkWZ8ok2RSJ/53PcDBwKErXnNZX0TVDpsvqgGQ4f78qtn3YgTm7hVC9ZJio6EIR6SDZUdYx3SOl1veeCD/9oH2znx3Vin9tNzi7p5UiUP+N0C4PyyssXt1gtCQKvtzfZGxBBBU6srr6eMAwFAHLz583KPL9ir1J/JxAnrt+ebGf++YmftajWHUQ+uTGxroGnl5u8NgpoipPhNJa8e09pbdk9C8YIiTu4UaoC2q6uRtIs8DQBiHLz9DO4tO18oCUW5XkSJA6e5eMU5cBd8+QYLiqSZSpQ7vA86vFhwugZ7Z4xRqG+B1Hy8r+sErsSEYWSBfboC3B6IRi+SzsyPZ3zDG4b6aXdNWAYSg21ZhxhGoUb2+DvrmKD3dqrh1tMHuPiiNUo/jdKsWAk9ykkSq9+m9B0FZ4jE+/CEmzNFUppWoKKRw3aK1JZBsYLVe2DGm088jC2GebDikcx6TEZ2DbqXRWCim0heNoXCqM6TKoCBo8u9xge5WMpxO6m5w3wMFBUd6g2FsJBRlwRj9JZqxOUAIfxfpDskbq5I8nVU/pLY2eijJI2Bx0wyFFvWORgXzJCjXx40k+1h9WzN1jYBlwSolD92y4Z67BFSNjSf3WWHdIsWAvbG8jZMlPi3n7t0VZHfTJgSX7pHowiu+MkXVc6zhaARcNg7JaIUBtDQ+cpOmfGSDcGGFUoZ8XEzRQBbGTqmzseH19sEHEPaf0kRi4LQl80RAHrw4Tdvm4+2MzTgj04jqD2bvhRxN9mKE2CqEUUkjhqHHMpOqjjz7K+vXr+cMf/sCYMWMYMmQIAA8++CBXXnklv/jFL3jiiSeO+4mmcHRw3F5+tdyIW9TvrZUGSjdPclPisz9xsBjWiupA8oXf4QYoymzviRNFz2zxhEkGH4qtf7XoPtXEzGrCdj5dUGt53QQcgzumC3ljGWIuPqUHlNeL182uGiFXn12ReB8aKKvVdMtUfGuUdA2vD9FS1jyrt5ROR+F3wXfHOli2TPCXjXTz4hqZXM8fDOcNgl8tSXysTYdFufreDsWbWxVn9oNxRZpFexPfc8uAAZ1gXXni7ukAH+xQnFriwTye3cpSSAplWcwus/jLhhi5WBOE59YoDjdanN7Thf4UiY2jRdjycddcIXUnFkPXDNhamXjbrhkyPqII2eBzxewA2sJnxScRoqgNqnaBXBRju0qm/UA9PL4Y8vzw1UFCiBakSUd701RUah/vb1RM6Q4Pzo91Z155QMjLn5wA7+8QwvXV9XDFSFEavbZR1LXRcWAquS5Ha7LccOs0xe4qmFcqHrHPr4YrR0nHWYXs89dLYXBn8ZU1lNgjbDismNzVQyiieXNrciXhglLokq6oDhm8sz35O3JBKZzW3SQcTpVa/afD0ULIf9pGVSBNF8vqU0rVFFI4nshwa5Kpv2xHYqjW8LulWWG3wS4MO5jweymk8L8M7fayqdrE5zZ4YH5M9BFxYNUBxcm9TR5ZGB9Tdk6DmyfBngQ++VF4TGmemuURi6jqAIzuKj+/twOuGwe/W5n4uwfqICtd4TgarTVmqJFRuQbD8iwUYGEzb5+XokyJ/5Lh7W2KcwcKSRrFkezwA5H4hqh9c4XcXHlAzn1SN4l999XBK+ukUmvubiGJ/SrSouz16DCXDzf4w+r491VBuoh6XAYUZ2pKaxO/z4ozxKpgzQG4aaJmb62iNgCZXk2/HI1XhTG1w7y9ql1lJQhBvK7CYES+D2WHW84rhRRSOHocM6n61ltvceONNzJhwoQW/0uA/Px8rr76au66667jeoIpHD2UguqQmVAlBfD8GoOfTHRj2p9MLeclwqB8k53VifdfE4Qz+wnJ1xaWISTk4UYpL9ZIY6X3d8QUouOyYeN7ip0fKE6834ft/mTeVoahCLrSeHE9LN4rXRH75ooKtKxWziXiwMRuolz9xxbpVm4qmbSjZc/dMsXbsToAqw5oijPF4sDWimAEdlZCphtumSLETrobvKYmywgSDGpM02B7hUyuIOXKt0+X+5QM++pkYtxfL4HELZNh8+H2RPUlw8BnOkwoMjnYZoJUSAlN2JHzclAchwrVFI4CIcPNXzclJkfe2q44qZcL92esVLQsg+UHVcszEzX6/3hPe9WzAmb2EqIzisVlcEJ3eGNT/LbFmXByb1GpVjaJouCjnTGCVWsJ/Nrae3TPgvHFcOfsGOlZ0STl9+cM0LiIoIGQ6eXReQYXDYVfLaVd07SwA08uhR9NgYpG6WRaHZB9rtgf27fPElX64jK4b540kuqWKZYB44tkTFc2iZfWyv2yr2EF4qfqNuW4C0vlHTGgk2JvowuPKQ31tlclVo7Xh6BLOtSHFPWJ3TYAqA7EmvGBvKtS+M9E0AaNwn0cuNB0l5T/ay3zeAoppPDpoBT4woqh+ULmnFQiiX2Q5N6+OinNbdkeqViYs1NiplSKI4UU4qFdHl7cYNE5TbG1sn0s9NXBErsdbrMmKW+AXy8TBeerSaodT+gh1UzDC2R8nlgC+X7NvjrNvTMVjy1KTAaCVP+19r83XBZNuIhohUtpLFOx6qBBmosO47P6kMS5reEykvuUmgrSPRIvz9sjMeiU7tIU7+z+Ugk5exdUlosf6g8nw94aqZI6d4CIb6LhsoqEGZMPg05yM2e3oiaoGNhJBA4PLZDj/+QE6Q/Q9lQMJc20DAV7axVaS9z9XoX0K7AdGNbZhUIxrzT5m23OLkV5vUVN0OSsfhpvpAnnU4qbUkjhfwnHTKrW1tYm9U3NysqisTElHf+8YJoGWzowuz5QD2FtfGKCLRQMc1KJhw93tleqeUzJKnpNuHKkdEWMKt1yfXD1GI2hFEv3SfdwR0O+H84ZKOX3OR6oXwJO83d2fQg9TjcJ28eu6Aq5/dw9R1HRyhZrayXcOQfumQnVTfD2duKMwZftE+L1qjHSICffL80LtlVCSY4iwyOT65IyKUV+eZ34//x5gxAzGplgT+gBXxvoBiKEDRdvbov3l6wLynbJ7G2jHl8gGdAnlipun6bZcEizfL9Bjlc6gRdkGDQGoXu2Ji9N8a+tsig4o5+o7cobhFzK9IB1HMpTUzg6NITbd4OPwtFQE1Tkf8arNUeZLDsQO0i0sdMPJsHTy2KkfoZbxuqi0vjxvOEQnN433nd0cjcYWSgB8YH65gVoAdwwUfZZ0SQJhek9RWndGqf0lvGS6Cn86ybF1O4WbkI0RAwqGsE0kqtkDzXKGKoPSXKkrE7Gy1Vj5Dw0cOlwOd7umtj3SmulAcL140Up/p0xmsJ0zabDBif1hjm7xD5gfmm8kmH5fuido/jOGGled89MxR9XS8OT1hiUL0rzogwY3Fmz5mBiZmxMoTQK0C43jdrFvjr5O9iNYBkGx2ZuksLniUBE/sbHQ6ma4dKEHUVjRLx9U0ghhU8HCzcbX4QrzoUar8wJr22Uz3pmi//2660Inm+NlqT7t8do3ERSb+IUUmiD2ojFwr2K68eLGKUtCtOlMjIRtleBaWguGqp4cW38Z8WZEnP+YnGsourtbZDjVdw2DSzlcOlwg8omxdzd8cKdbC/keh1oJku1x8fftpl8sFNi8Qw3nDdQc3KJ5oW1ii/1gYV7E5/joHyp1DpvYOxdsWyfNFb9YGf77af3hHe3i6DmR1MgYmu6ZsCuaukN0LrZ6t5aqVT6wSTNlO4au6kJp81CUEXCaNNNVZNiQjdJ8odsaeK8dJ+IhG6aqHl6uWrpD5LlkbXqW9sUaw7CrdNg2T7FXzdBVKW/8oAix6u4daoLfwfxhWVIsvijXYolZYp7Z/hwhVKN+1JI4WhxzKRq3759+cc//sGUKVPaffbhhx+m/FQ/RziOJtOT/HNTyT+lQFtugljYDngMRxrpHIUtgN8JcPs0L8+tho3Nitj+eVJGWx+ER5ZIucK3R0O2V1MXUqAh0634eZtmT4capQz31qmQZkJdGLoHoWw2lK8z6HGKCerYSFXLMll7OJ5QjcLWQgqd1Z+EnRa3VsK4Rgm4T+wl09HWSlo6ewMMzhel3jdGwotrhUhpvf/ZuxSmMvhKHxe2MmhokxVdfVAUu639d6LwWjI5t1ayHm6EprBmVE4To/PEVFxrh5Cdxq9XiM3Dz06EU3uL0q6sTlSHUVLKa8FNExXFHhOnVaMkw1BorUl5kh9ftC0nbAuPxVHxZobLRRAXYQfchsajj77RlaE0Wc1lj6MKhRB9fIkoSy8eJpnvdJcm16cIRCTpsb8+FswOzpdg7ryBoJRm7QEY0gXunxdrdqWBVQekQdq3RkN5vcbrVpzcW8j81qX4Wd72ygVa7WdvraK3TxGyhfw90mvI1tLttCkiyY8z+8sxJxRLsO024wnV1nhjk6gKXt8Ilw8Oc2Zfi731BturFGO6Ji4N214lAe2K/Yr9dXIPc31CwIIkLvp3kn2fM8DhgsGwvlzRN08SNSFbAnO3Cd0zHWzl5bm1Jkv3xYjXdDf8aLKHTqaD08ENMAwVp8hI4fNDwI6Sqp9+Xxku+ZtWBQ3SXCk6J4UUPjXCBuXrFJ3PgIdWxJLVIFUVe6olbq0OQI4X3tomwoAtFZBf7IZU+WsKKbTAsgxWNpfFB5qTf60b/yoSNyFujYitONQgFX/L9ol36piuQqr+dkV7i6qqgDTgHVFg8tI6IUhP7i0l9c8ul9jrlskObjuAjShpf7faZMWBWGxVF4I/rFZcOERTlCHxaJc08SBtDVNJ09HHFsFVo0UM8P4OqVq6YaLEz//cImurNJdUN3ZOk+optwkKzWl9NMoOM7WHm7vmtE+s2xpeWKO4dDgUp3vRRoQQFo4Gj3LwEGZ3FUzvJU2wol6uphICt0s6dPYrbpok4gIQEvStrbFeAnN2tVfjDu0sCtqqgOKKEZrHFql21w8SQ/+zmSxvCEt13TklFnbqXZhCCkeFYyZVr776ar773e9SXV3NjBkzUEqxdOlSXn/9dV5++WUeeeSRz+I8UzgKOI6mb65OqoSc3E3jUyGaXGk8v1axcr+QJJ3TTC4fbtLDf+RGVpFwhCyjkevGemmIGNiOojYoJMeO5pd6RZO84L85SvHEEsmkXTO2fTfGogxRC/x1kyjCFDC2P5w1Harf12BqcIRgCikLpcFFCKcDP0LLZbFif/L6yQ2HJOuYDAtKxVC9dy78Zb0QR62x/pAoDq8cFU+otsbsXYoz+rhwGZpB+VJ2HcXc3eKpc6A+nvjxmHKP/tamu2OaC/yWgx1yWtgmt9tka6V0q+2bK2XKpiEkb65PVHubDsO/tkrwc/88xQOzfPjMANowaXAsyuokIMn3ObjtYIdETgpHD79pU5RhJDS27+SHNCuWUU8EpcB2+3l5o8GCUrGuyPLABUMMhuSGUeEOvtwMOxzh5N6aBXsVp/SmxfeqNiilWc1H4u4Z8szUBsSj9JyBErQqJQFbRaOUs5/Sx+GXi1VCpWmfXHAZmo/3SCMmnyU+ww+dDGsPQppbFqwdQYhoTa5Pc/5geS9cNBQ+3Nn+nZHmknOLKmsPNYplx0VDYVaJlPVHg8tE2FMjgfCf1iouGmLisUN8uNPLiAIpq0qGBaUSlL68ToL8H04WW4/B+XK9v1sJIws0hX4bl47w8Mle5u+B1QcVXgsuGqbpm6Nx2WHe3u2NI1RBguB7PzZ4YKYXy45noJUC2+WlNmxysF7sQXI8Dq5IIEWwfo6IPoPu41AJkOGW929VQFGc/ql3l0IKKRiawjGwrC6eUP3KIJlT/7kFfrdK3qdn9hO//cawxG+9cwwKPG70Ucy3KaTwvwJXs2hgQamQfK3Vqrr5c0XiqiRDAUrisw93wcBOQnC+vlEIynWHEnwJEe+c0U/+vy4kceHlIzSPnAImGp8TJByWIzY6Vhyh2hpvbFL831TNQ/MVP5gkhOn8UiGCB3SScv1/bJF3wMvr4IeTYFShxM3vbYd+uZp7ZsoybHeNYkcl2H74/gSJrxftVRxo0BSnqRZbqkQoqxPboMMBg5fXuVvESd0yTa4ZY1KcqXhwQXyjKVuLUjbTIzH3S6tgc0Xi/a8rl7/Nwr1Cxl47DnZXS1+PuhD0yFJcMFSqqT5spb4d2EnI4dZk69J9itNKLKxUT44UUjgqHDOpetJJJ/HQQw/xyCOPMGfOHADuv/9+8vLyuOOOOzj11FOP+0mmcPRw20FumujlkYVGHLFanKH5ykCHoHZxzzwjTjlW3gAPLjC49QQ3XV2RIy7UHceBpkZCKo2ffpR4AptYDMubs5oDO8V7V4FMvJeNkHKP1lm1RfthfQXc/VVwcMCfxpIyxbxSxf56mNnTYFYvjRlqQieQWSqlyfIkb06Q4Yl5piZCyJYyZ8uIeaG2xcbDEHE0isREk62h0TbIMm1OLBHLgOgxQ7YoSS8bAZ38ml1Vmjy/IssLL65RbGuVqU13w40TNA4GjaYfjyndG0OGB8uEH08RY/c7Zst+Iaaq++ogUSjOL416RCqGd/GyYBe83aqRTprL4JbJBp3MphSxehxgRYJ8f7zJ3R8bcR1M/S64aUIso54MtsvLz5eIcjKKmiA8tdzg6tEuhmdHjqgo1xpyXGGuGeticZmR0AsKpLzp7P6aB+YrXkrQdfSmiUKKBm3F1sr24ynfL4qBe+bGxkFTs2n/xkPiYff8ajhngHialtaKdUZhugSq6w9J0FeYrkF52VNrML9ULDUK02XxC/DUspgC4muDxWu4Lf6+GW6bJgmGDHfye+M2JQBWChxMtAkhW5GpOm5IELblXEGC5Y93a342E5bvV3ywAy4b5lCcbmOEAgTdadw1R8X5IK8tV0zuBucP9iRtZBWIwI4agwFpMTWqUhB2+/n5YiPOyzrfb3DLZD9+GlPE6ueE46lU9VuiMK8MGtDhGyKFFFI4GjiuMEUzLd4si5WPjOkqkeFvWzW8qWiCP6wWYnV4Z5nTOvkVAdvC01EGNIUU/ocQiTiMLIA/rRPi7uTeMLW7VOlkeGTN5DLg9umamoDCZYo12oc7ZQ0ytQfM3wPnDoRHF8La5hL+bG980iMRomvZE7pLRd4/tyh2VEGOT/Hl/h6GdbIwwkEO1CffR1METKW5fbo0Ve2bJxZW0eOvLxfyESSZv68ODtRrxnSFfjk2bh3GsDVv7/Xyxqb2MVy3TPC7FEsPunCbiWO8KLI8Eje3trkqrYWHFxh8c7RO2vD13e2xxlfJkO6OJXzPGwQf745fy+6ugZ8vUtwwQWMZivIGuacKEUdFz68gXSrAEq9yU0ghhUQ4ZlIV4Mwzz+TMM89kx44dVFdXk5mZSUlJCYaRsnb/vKFtm56+AA/P8rD+kKKySUjNLn4HdyTAlgZ/0lLcF9Ya3DjWjeEcXdfTLCvMrBJ3Ow/FfL+oQf+2WTppjy6E+jaT5ogCmXATmYbXhWD+fpjUzcdbmyXrN7ZIFGzPrzZYug9+PMmLGWpf4x9oCjO9pzsh8QISCHSEMV3B3QTBDiYtkCY3yaAQ78yX15lcOlzzw0mKf2yBNQclWzusi6j33EozuXMAx3GwXR4mFpuUNxjUBEUBd+lwzYtrYc1BGVczeppM7mbx+1WKsjpR583bEyNUW+O1jXDz5FiJckUTfLBTMaBT/HYNYbh3XmKFXArHDsfRZKhG7p7mY1eNYleNBFu9szXuSAA7mZkusUZzrQnV1nhpvcGAqR4sO4G3Rdt9hUMMyDF5f0fyd3JZLeT7FaMLRSneGl/qA3l+eGktTChWZHvbN0s7ubeoDBJd0dZKOL2fEJhvbxNPqJAjavZd1c0eWv1EaWCZMH+vxYtrY9ddWiuWBV8bLM3dlpVpBneGxWWqXYIG5J0RdsTaozBdmsIlOq8p3cV6Y0xXeHOb4kC9xfQemsoaRZ/iWKDfFiML431U99YqLB1iUheHSV0AO4IT0hiWxd+3qnb3CmB+qTri++dAPQzKiJGq2nLz25VGu+aAhxrhoYUGP5nkwQx9ssaDKXw6RD1VPcfBU1UpsQCoCqS6VKWQwvGAbTukd3bIPdwskQOm9YAnliTe/s2t4onfLVMqfQZ0MlARUhZJKaTQDB9hzhvg4rVNBiv2y7rsj2ukeuj6CfDnDTE/eUOJsOO68bC1Qpo2/XopDOksa5MPdsCmCkh3SWVgMmR5ZI3TI0t87x9ZGPusvAGeWWEwo4fivH5Oh/Z3CrAMWU8+t1rK+9PcUqG0tVKOc8VIsbSasxs6p2l6Z9tYtljj2bZGuVzsrI6PqfP9IpKpaIS/blbkeKXya0ZP+GhX+/PolimJ2M5psSbNhenQNUMI0V3Vya+hISxWWpO6iX1CInypL7yyTkjuntkSCyfCH9cobj/BpslWPLTA4FCjKGGv7wfpNdCwDTK7aHyNJrbbxNapZG8KKRwJn4hUBdi+fTvLli2jpqaGvLw8fD5f0gZWKfx7oW0bt93ImFwDw1BEIg46pDHdJuvKky/adlZLk5ujpca1MuiTCwPzYfFeyfaNKBBCsD4spR0uA7pkQC9XfIOmkpzkkwKI0XbYkcwciNozyyOlDL9YBFurTQZnGO1Ue1prMj0OXx9i8PK6+Gsd1kXIlMONMom1LS3O8cL0Ilh0PYz4WcfXnu6GoszEpuwjCyXrubZc8etl0jyqW5Z0WQchV3dUaqZ3s4kEZKJSwQCTOpuM6eLGUdIh/PY5RkvG0u+SDuo/m6dalIcF6cm9Ix0NB+vFDqCySQKSd7fL9bdFIAK7ahT90lJ+jccDtq2x7Eb6pSkGZsoz6oT0Ea1UDcNgZ5KSHpByoLCjjvqlbTphumeaLeVFbdE1Q9Sik7uLsvnVDWL3OrFYEhi3fySB8Zf6SKD2pzbNBTqnJX/+QALpogwZb5apeWRhfGb+7W1ihRGMmHG+xa3xxkZ5dktypIz+/STJEoVYaIQdefdcN14Wz60f517ZMLarNLS6foJ4oO6ogov6KNI3adL7K4oyaGfdkO2VMrD7Po79rjhTY2obp43XVNhwMW9P8nfs/FJZiMzdnfjzbpnx3d8D2mJNknf2gXqoD5tkJT1aCp8lokpV13HKJWe4NFXBVGI6hRSOF8KRJr7UN535zR72SiWvVHK0xHMf7BBLl8cWwY0T/BiBVLI5hRQAVCTEjG4wuquLmqDigfkyB140FF7bQFxFk6PF+sxlQPdsIVQ1krjeXgn/N1WSwxVNsL0iVlnXFl8eIOX3p/RJThB+tFtxel8XOV6HLI8R15ciiuEFmi0VIkipDkhceddcWf9EsfKArNduGK9xGZoFew321fsY1EnTJ0fjUSF6ZTmsam4E67Pg6rFSfdg6kf7Odum7EYjEN8VyGXD+EPj5IrhwKPxtk4gLKpqkYXPXDCjOTB4/prmEWK0PirK+bbOwicWy5uuaIT+XdhCfH26U8/MbEYbku1hYprh5MGz/BexuUbYq1rlMJv/Ii7trIEWsppDCEXDMpGowGOSHP/wh7733Xlz5tWEYnH/++dx2220olfylkMK/D5Jdi/3sOJr8tPjSeK8lZbpDO8uEp5WBYVk4kY49VJRSHGwy+fUyRYZbSIdMjxhp/22zEJblDUK0vrMdLh0m3jO/XCzER9Cmwy6EaW4ItjmFmiD8Y7OQk/NLFUOHmQlLoa1QE5O7+RneRboeBiMwrIumkx92VkJZveK742D5fs3Hu4WknFCsmdVLsf8v4EmHqoXStGB5AguAgZ1g7UExG39+dTyxOrCTeDv+fJH8vKNKPLsiNizaqxnRRT5ffRDe220yoksa2e4IKhTEjtiYNOE2DdbU+OJKQE7oDu9sI2kpdyJE/9JZHvHz3F8fT9i0RnkDDMhIkarHE46jcZyjD0K01uT6kn/eNxe8LkUAPyFH4bccPE7yBlZ2OMKsEs17O1W758ZQEpS9ugG2VMq+zx8sQfDeWkliRBwhPV/bKKTqqML4Rk5RD61kzQkyPPLsXzZc89uV8YRq9PuPL1HcOzOx2hpk37aG36yE/zshFlS2hsuAW6bIub+zTd5DFw6FB2eJDUFlE/TOgYgWBeyt0+Tdcu5AGR++CljxmsKdDtfeBCsCMOeAHHd0oZCgzy6PKV8VcFY/jU7yjuxoBDkaxichVbukQY4PnFb3M2h3PJfWhSDbnVJTfR4IRMRP1ThO4U66W1MRSJGqKaRwvKA1ZFshLh7q5sW14vndEdymWFVNKBZV24bDBiOyDSIdecOkkML/EFQ4RJZb8ftVsoBTSOXRxsMSd0UcWFoWU2HO2Q03do3FRZO6iRXAxsOayiYpw/dZmsFdoCBd8f4OWesVZQihuqNK/ENP65u84SnI8YZlh7hlssG984y4KsiiDPj6EGnoFLRlzfuH1fGEahRbK2Q9fMecmIXeBzsVWR64baqHaT3gH1vlOk/uLd7MiSqTfr9SYlCfJVVa2V659tIaiUPf2CjK2Afmx/unfn+8bJvIAuD0flATkPtdFYAfTZbGei5DxE07quCJxdJXozbYsdWdQnpxqHCQc/vB2b0stv9BUd/Gk9YJw4KHDE580INtpRJMKaTQEY6ZVH3ooYeYM2cOt9xyC6eccgq5ublUVFTw9ttv8/Of/5yCggKuuuqqz+JcU/iUiEQcRhfAS+tkcZ/mgh9MkmzXm83duj2m4ox+XmZ0i6A6KCt1uQwW7ZKXb11IJs6p3UXtOSgfCjNEdRWIiEH282vgnplS9nGgXgiLvrnxJbWtMaW7NIpqi3XlkrGsbNJJ7SbClo975hqgZdJL84lJ+abDcN9Mh5IsmUlP7W4zvdhEGyY2ijk7oWoIjJgEGY3wlTQxJV/VqiR4UCe4ZDjcNUcC8HMHCmFZHxIyx2PBH1fHT2altUL2nNFPUd6g+fXy6KSleHUjjOvq4tIhBqrZzsA0DVYfjJ/YijPjM54gAUYiZZ3sWZSseX7xpvztCsnMJvMc6pVDh6XpKXz2cBxNtwyNz4p5IoEov88dCGkuzS+XKLZUyHOf5jL4+hCTkZ1CWNompFxowE2kRUHpJ8DNk7z8aqnR0qn1zL4woZuMveEF8OWBsPqAqE63VcIFQ8UM//Tm5gHbq0Rl8JVBEozurgafC0qyNSd0hw93tWeVFDCuq2ZacYQG22xXvh5FyJayqURkaRSmkgCxoimmCmg9vq4YITYEGw5J4ztDyTutNijJiEndYN1BqGr+uSkijRYaQ0KYehVYPgjVw8o7ofMQ+M4JkFkCjT54eGGsy22aC741yiHLCKITBOQuHWZCkcncJGrVKd00lU1wwRDF3zfHrnloZzizP6RZWprSNcPv0lhGcr/XXB8JzyOFzx5NtsJ9HEr/o8h0aTY3pEjVFFI4nlCREOOLXPTMUWS6k8dMOV6xddKIb/c5A+BfWxW9R/vwWmFUJOWvmkIKADYG25pVqd2zZJ3ROU38U92mqE7P6i9++EE7VqE4uZuU+j8wT5o1AbAV+uXBd8fC5kMSf/pdEr91TpP1IwgB2BF8LoiYbkIhuGmipiYgjR8L0qUU/o2N0vF+YrEoOV9NUh11Rj94bJFq1+y5JgjPrFB8b3SEH0+GXy4xGFUofv6JoJF4elRX2Fsj1+04UpL/1UFyTn9c3Z48fam5SdaTS2PvKUOJnUC2V4RQZbUiXvrnFtmfoaTqbFShELV7a0Qs8dXByYUPIws1XiJowAgH8YRMDixLfJPtINTtVXh7qYS9TFJIIQXBMZOqb731FjfccAOXXXZZy+8KCwu54oorsG2bP/3pTylS9QsMjxPgxglefr7Y4IqR4i3T2sMlaMNrGxWmYTGzq4kdTpzq0jq+QUfvHJjSQ8jG1oRHt0wpxX1soRC35w0UksTRkO2DE7prPm5DQJzQXYLbigTWkRr57qRu4Njtz83ltthYbVDe3MHwhTYly3/ZoLhsmIJAE2FAeSzm71W8sj52DrObz/vadDj1MJw3HAJAZi4sOwj7aiWQ2FwBv1/VXHpsifptQrGQmdEsLYhStDogk/5rG9uTLUv2KUYXGgzPllJxrTVd2iiK60MS9LdufvT2Nrh4mDT7aku6nDdICKBhXaQMOmTDtWOFlGuLwnTo4hOLiBQ+X7giAX482cd98w2aIkK2TesJDSF4Ykm8V2dDGF5Yoxgw082qg5p3txsEIjCywOLL/TU+pwknYtPD28Q90z00REyUUizcCz/9MP64p/eV5MC5A+VZfWGNlHRFy+1tDa+slwCtc5o8T4cb4JwBmi0VsLcu9lwp5Fkz0fxtq8Xwgo6lfEFbfKkaauTd4HeJwt3W8sxHFQcRRwLY740XZXV9SMZaJ78ElOcOlKx96xKy1zYKwXrDBCjIEDL1jU2xz2fvhl5Z8O2bYcVdgIZD6+QfQMFYuPdbDnXNxGW6y8Fth3CSqIOdcIRzBmhWHlAtRGwUYwo1nTw2mW6TJWWKK0dJYG0qeZfsq3Uo8sR/yaNDnFLi5c1t7e/hyAKNT6UY1c8LgYjCfRw50Ay3Q23IIuLIc5FCCikcH1g6gu24MQyxkPrZx/F+/h4TvjlKun6DxHL5afL/c/cYpLtcTC7QEDlCR50UUvifgCa7eT1y8TC4dy5xJfd7akQ0c/kIeGa5zGcKUajeP699Nc+WCsWHuzSn9tE8vCgW63RJkzL66PaDOsGGBEIclyFl848tMdnW3JMgyyPVUmMKpYLSa8la9/zBySv+0lySdE+kYAXYXKEIOAZd3U3cNc1DWJsxcjgBKhrhrW1yP0ASOleMEM/mC4eSsEFsZZPEv7N6S6wdceT6lu2TiqlOfrhomGxraxE9RLH+kKznpvcUEU5dEK4dK/0JWpPEnfxw6VAN4dhL0AnTYZlVsA58KlUVlUIKHeGYSdXGxkZKSkoSfjZgwACqqqoSfpbCFwS2TYk/wMMneagLG+xKoiD7x2bF5GIvFg0JPw+HbaZ00/yrebH/5QFCnLYtNyitlezl1B5wsAHe3h4jahTw9SGKu2dolu6Tn0cVKtLd8IN3E59+UYb8MxVxxIZhKMIuH9uqFUvLkk9ya8sVBxtNOrvdGHaIBtuMI1Rbn/fsGui7C7a/Ap4sKLgR/rJBJt5vjhIiBGQeik7CmZ54NWi00/mwLuI7mwz/3GrQe7yfiNb4lc3U7po3NsXmOFNJBvVXS2PfOdggxOrNk2FhqfgF5fk0Z/XX5PnhnW2K/fWK0/o4TCgCt4pwVj8Xf96gqA/J/R5eoLliuIMZCqR6PH4BoB2HTmYT98/0srdOkZemeHSh4uz+iUuMLh8BTy9XLaoBgLl7FEv2Ke6d4cNrN+DYDpbdRLbLzZY6T8LM+ptbpXwozwe3zZbfuc32DdnCTix77jGlM+hNk+SZX3NQgtjB+QqXAT/8wCBkiwo6J0GjK5BnsGuGLHRDEQg6sq/M5kREnk+8XDPccuytlfDQAgm2rxkrHlsDOknQ3idXFKttEbLl+i4cGk+oRrGzBhblQPEIKF8Z/5nLq3GjUbQmjTseKT67kXum+5i9R7F0n4HPgtP6OPTJdlChAD5DccEQH6sOGKw4oMj1aU7prcg0I+hQ/A13whG+1NvGZRq8tc0gaMu74ITumvMGOKjg0TUVTOH4IxDh+CpV3RqNoiqoyPel3sYppHC8oCJhMt0WWysNQhH4yZRYZUaXdEmiv7pB4j4Q73ntSIJ/zm7YUWUwptCFhxSpmkIKHifMWf0ttlQoFpSS0MN0ayWcWAIn9tJoDV/qq9hSkZy3e2eb4oSZmntnaqoC8P52hc8lZOiCUhEWXDES7mlD4Crg26NlPbatVZPXmqD821srys+J3WQsv7BGhD69c+IJSQBXq5i3OFPWrRluiUln75L9RTQtMTWeNLpnqRbStC1GFIjVWxRldRKLFmeKn2widE6T99IrCSo1C9Ph1D4S/940Uc7r7W3xAqQMj5CyIJVmk7qJf+36Q1DVBIPyNf1yHKxwUxy5bHo13hwIJKFwsnuSsodLIYUj4JhJ1VNOOYUXXniBKVOmtCu//tvf/saMGTOO28mlcPxgmCYh00N1UKHDkO/SlCVoshSFZOsU6R3sM9MKc3ofFx+Xin9NU5Ls3rJ94s1YXi/b3DRRMoV1IXh/OxRlKLqmaxaXKd7eJl6PE4rbl7srpAT54QVC+Nw40Y/LaUBrCLt83P2xSfcsOuwAme6GPbWKzE4ucjyaRTuTbzt7H0yaBgcWQ6+vwV+a/SQbwrHMa9spZkSBnB/IxHnNWHhovpRldOQHVB+CdYcUf1il6JxmcP14zY+nODww32BKdyGrG8PSvXZOKz/GTYdhapPma/3DhG2wlKgpdFBzbomFjcLQDpGQjQbGdYowfLqbQEThMsFDBBUKpbKPnwMMQxExPTQ6Jg0hyPJqPEQgHMIKNdInzWBVtY88n2pZ7LVGjldKorZVtv8sEIFXNyouGehCh8PNx4PZO+MV0K3xzjZ5fqPYVimdWpfvj9+uOBMuHS7eTj/9yKQmKOdyQg9JHuyogo92qhaf1He3w9cGw9PL2x/z1D7yLmgMwx9WxTe+6pYJV46S41w4VM4vikyPBImHG6UhXrdM8cJKBlPB/D3JP/9wH9w0LZ5UNVzQ5yz4v/lmy9jNcBtcNdqgJC2Y1FM12qjslGKTmd0sFBrLCWM3K8EdR2MFG5mQbzC+s4llQmaGl6qqMIn2qIJNnNrdYnp3NwFbyGwvYZxgaoH/eULK/4/f/jLc8nxUBgzyfamGECmkcLxg2w4ZPoXH1Kw+oEj3SDJu02H4eDdx82ump9kWxiVz3bgiIV82VhiMzmnfHDWFFP7XEInYjCu06ZJm8VSCuC6Klfs13xih2XwYOvkV+xPYbkTRFIG9tYrHFgmxePUYafj7aLNY55qxkhT/9mjYVyfVgDleiVnz/HDXnORimhX7pbrwomZ16FPLRJDws4/j/fxrAiICuGy4lNS/v0NizJ7ZIqRZWw5eU0Pzd7zK5rLhBvd+3F79OqYrbKoQG4S/bxaSGWDVAbHdi1YfthUbBCLSU6QthneRfiKvrJcKSYid12sbY+uAk3tLAywQtXCGB+6cI82h093QGNa47QCRNidsu4MMu8RgyS/bl8l0GaGx0iOkDFBSSKFjHDOpOnToUH7xi19w+umnc/rpp9O5c2eqq6v58MMPWbNmDZdddhlPPPEEIM2Mrr322uN+0ikcI0yLrfUefr3caCE+e2XD14ckZ9JMBZZJy+SRCCoc4ku9FFO6W2yuVCQjaxwt+xtWID6pr2+UUoTOafDtUdJx8c2tse++tlEmzr654m1VHRAV2lcGyffO6g+zdymeXArfG+PFtMPM26s41CiZxOvHw0e7Ep/z1B6wsBTQMK2offOc1ghGxGtx8LWwxg+bWu2zbXmmQibpDI/4PvpdkuE0gLMHiA/liALdzis1ioH50v0RpLT57rnSwOfRkx1Qijc2KRbvhRGF0pSntEayqt2zNF08EZxgEJN4kjfc7KvZegmgHQe3E8BydMsHKT713w/DUAQsP48uMuIWdGMKDS4bZmEEhcWraH6m8/3t99EnF9YebP/7KJbtU1w42IVlhNGmmyAuqoPJA8/aYLz30tzd0lxuzcHY70/oLgmP6iZ4cllsX1UBCRwXlIpy+netyMntVVB0WBIrb22VEqw8P5zdX0osV+yXfz4XXDVaxk4gIsqAP66G26aLqX9UGd7JD1eN0ZTVKq4YKYHp7J0de265zfhyz7ZoDIMvH5QhCqVOgzRDL4XHt6m4ZEhdCB5ZaHDfTA8ZzRSoYSgMS9g1O2y3eE7ZERuj+QWa6DUqzU8clJYT76i/ox2O4CKCC8CJH9MpfD6Q8v/j9/bMcEVJ1VSjzxRSOJ4wLIt/boVJ3RRnD4CX1sLLdfCTqZL0qw1Kme2EYrHb+fVSSdQVZsg862meP7TbC02pZi0ppGBFgnTPtjDbTFcZbpjRS8ZNuhuUdlh+wGLNQWkW9d6OxPvrlxdLbpQ3SAOnmybCqxslxrOUxJcLSmVsds2QWPJfW+EnJ7SvqmqNxnCsf8cDJ0lvjkMN8LMT4d1tmo2HFVleEa0YSFPfd7fHvr/xsCRgbpig8RMmBGiXm70NFqYBd82AV9dLjJrpEfIz2ytCAsuQOPrB+bIvjaxj39sha9pnV8Sfa0WTEMCtvVA9pjSpemBefBn/rmppivyDSUIQn9ADXIbmqtFgKGlQu71K1tJRUveSoSRsvGfbDpn9wkz4gYt1LxjUH5D1b+9THHqe5BBUqaqoFFI4Eo6ZVL377rsBqK2tbSFPW+P3v/99y/+nSNUvBurx8NhiI448K62FbK9KWpY7oRg8xpGX7iocJMuy6Z3jTbpNlgcK0zUPLlDsa5WpLG+AgB0/eYFMOk8vF+L3h5OloUxtEJ5eBvvqZYI9tY90Z210LLxKM69UiImQLRPmlwfAX9uU+g7KF+XBaxvFrDwUijCuyJ10kh+cD1Y+PFUGe1o1q/KYoo67dRpsqxCCo2e2kFC/XyUT2JiuQhx5DFHYzeqtW0zN295vlyEeOA/Nj/0uEIFVBxQDOsGcXTCwE5xcImrDf2yG7ZVShnK4UfHoLIMOxLkC0yRsethZrQhGxDTdp8KocCr3+HkgbHl4cIHB/jaNw5btV/hdBl/v78KOhBmQB3/eIAGkx4y314g4dKiU81hQHTLwWun8ZT3YWtEvL95DuTUG5kuJVRRNEUmA3DRJyNB9dfJclzckD4wPN0pJUp4vviRp7m5phjWjF1wxQtMYhpCteGCeeKR6Lbm2V9ZLEiXLI2M8zQ0RRzOhSNMjC3pkQ6Hfwe2E6ZHl5kC9wmMqTu+nEmb3o+jkF3/a1irv1hjWBYKZ0PdOSLOgUy68sRM2JlABa+AfWxWXDLQI42JbjcHcPQZuQ3NSiaaz18aMBNGWC1tZgMbthLETKFsdt5eKsMmKHZDl8VGUrnFHAjhOijb9oqPJVviPY/m/ZYhnb2UgZaiaQgrHE2HDhc+lKKuTzuR98yRpHmj2Le+VLfPplsPy+flDpIv2j/tIpUavHOiepfjDGoNLB7njvAhTSOF/FXk+mN5T88YmYVZFrCMNlP6+GRSKUYUm5w3UZLoVPbKkFN9lQHUQluwVUY3TLJb5bSuCMRCR0v37TxRicOm+2GeltfHq8tUHRcm5pNU2rTGks6wHizMlBtx4SAjNrYfFlmBWb7Gpe2ktfHsMvLe9/T408Nxqxe0nuPC4oFq7eW+nYmmZ2Ff1yhGLgYYwzNsjFVsga9J9dbEGeRluCNuiLO2ZDT89QfOntapFeTurtxDE14yVfhi2lv1+tJN2zbNA4uY1B+HuGXKPfr5IKmh+coJUTfpc0uTq1D5wqMHB14HeNKJCpPWJMPEnbrANlKFxPCGCCfqXpHBkXHLJJSxZsoSRI0fy8ssvJ9zmhhtu4F//+hfnnHMO999//3E79uOPP84TTzzB5s1JOqkBixcv5tJLL+X5559n/Pjxx+3YyfDcc8/x7LPPUltby3e+8x2uueaaI36n7XVccsklAPzxj3/8TM/1k+KYSdVNmxKY0qXwhYXpsnh7S3sXwIgjL/Xrxmt+tUTFESCD8+Gs/horEuxIqAqISmtf0MOuGkX/vJiarDW+PkQUXq0J1SgcnbgzIYi6M2zLJNiaxKkKSAnH6X2jv9FxytG3tsGsElF0bjwkk9rwAiF7nlwau8aw6cFQEgi0biwFoqy9cCjcvwAq25Cg0dLnBaXiV/PiWnhlnSyKrx8vAYNpNGckHbhqDPx+pWJnpeb2aZpX1sOSMukuOThfun6/uqH9fdhVLUTY0C6x8pE0l5R3TCgW83G5+iPAstjV4OGDnQaHm2Km6dN6uPlqfwMVSsCqp/CZojZktiNUo5hfqjinvwu3DpPvc+ieqXh9o+K74yTZEFVcbjgEP5ik+WBnYmXb5G7gaMXdcyUpYSj48RQhONsa8XtMGF/U3qJicwU8vliCsitHah5bpDhnYOKx3PKdw0K+riuXADPa3bQmKGVJ03rAA7MVV48V4tbvEqL2rVbl/TVBIVhP6Q0D8oSgbQwrqho1BWkGYcvDnhrF3zYpKpvgxF4wuXviZErfXElaHKwXBUBb/yuXIc0LfrlYGgCsr4S0sGJTB3YCe2oUIeXh0UWKXTXR+69YWKb46iDFqEKLP60SSw+PBSf2NDi1txsz1IhSCtM0cFwenlhisPFw9Pviv3rLZB+drSacVJnpFxqBCGS7j6/OP8OtqUiRqimkcFxhGmJ39OQy+XlmiVRK7aiSRjptMbIAzh0kyT6PCaMKxF5mSZni/EEWnlQhbAr/41CGwaFGGN1VrNoONcia6ZGFsfhSA8v3KzZXyHrs1o9i65whneGCIaLANJQQsW0FJ9sqpXfEySUxpanPglyfrCmjjXuXlsENE6VBaNt1VFGGjOPsZjHOU0vh6nHS9OlQI1w5UnyV60NCWpY3JF9TVTRJMlW7vDw0N1bFZBmJ/fqjONQgCtayOumN8WGz7dzag3D+QIevDjIIO9LrYs5u6RXwg0lyz7ZWQo8seH518v1vqRCCuz4ksfeqA3KMcwfCH9dILD2qUPON4RoV6Ng2yrYdbDMAUcFGik/9VDAMg1WrVrF//34KCwvjPmtqamL27Nmfz4kBgwcP5pVXXqFPnz6f+bHq6+u5//77mTZtGldeeSXFxcVH9b2vfvWrnHDCCZ/x2R0/HDOpmgiHDh2ivLycAQMGYJrHZjJWXV3No48+yuzZs6mvr6d///7cdNNNjBkzBoCNGzdy7733sm7dOrKzs7nkkku48sorW77vOA5PPPEEf/nLX6itrWX06NHcfvvt9OjRo2WbI+3jvxk2Rlxn7tb4wyr4yQmKq8dqmsKK2qAounyWJk2FsMM2hqFw3D6abIOwI595iWA3N0iJmG6eXy6Ku+vHi3/qiv1CNg7pLGrN+pBMrInQUZdjByE8Pkjie/rudjFCd9sRTuzl4jcrYzt7b4dMKr1zJQP68lrY1UymnNlPk+7SfLjbZH+94pujRI3w7nYpExmcL947lpKS5X9skeC7IB1OaTYJf2KJkEXTeko2FcT/MdcH72yXplS2FsL23IHie3Pvx4qTe2s6pym+N16C+vWHhOitTVBZ0SMLeuZIZ83oJN8Qlsl7QJ6c40e7wKOSz3qGYRAwvZQ3KnJ80L+TBDKvb4Q5uxUDO5mMyE75hP07oZSisoMKQltD0Fa4ATPcxA8m+nlto8EbGxVXjhTCX6MpztB4DIfT+xi8uS1+IBVlwJTuMhajz5ajpenTjRNhV5UEkiBkY+9cST7sqYGLh2leWRcLTg0FQ7to0LpF6ZzmIql1RmG6lH5leyWQzPTA3zZLgHx2fxljTRFaysb8rvZq9Sje3wEn91a4TEVJLlQ0KtYdEiVrVZMojj7eLSVib22D+06U8fvBTkl8DM6XLP/ts+X6rxsnAee8PRL4Dy8Qv9c3t8BXB0v358om+f8p3SXIr06QcyjK0OytoxWhKkhzQe9cxa0fSeIK5DhvbjNYW675waQ09tXB6oOirD17gCJntyRoQO7Lz+YZPHiiF8tOlZl+kRE4zp6qIBYAFany/xRSOK6IaBXXoPH51aKYu2NO4u1XHpDktdeSGK8+KH7f0pRUHbkyKIUU/stRj4efvgcuU9ZQaFhS1j5hD7IGXLxXfIzXNlf9rSuXhMZJJe39SKMoSBcValUjfKmvVOyluWF/HeT4hGB9dYOsNb2m4geTpHHTmoNSqTWlO5zaR6M0XDlKUVYLN08REcyhRrHVyvHJuU/uJuu7qqbE5xKFZRpsrogXIFQHZF14MHFfZ7pnCTl6yTCJf9cfkmTNd8dpFpYpCjMUDy6I/05dEH69BsYXi+BheBdZD6a75dgf7Ig1je3kF+u5w42y5r5xosT+helwwwQRDKzYrzhvgCK748tL4Thj0KBBbNu2jbfffpsrrrgi7rMPP/wQj8dDRkbG53Ju6enpjBgx4t9yrJqaGhzHYdasWYwdO/aov1dQUEBBQcGRN/yC4JglEQ0NDfz4xz9ukd7+61//YsaMGXzlK1/hjDPOYP/+/UfYQzxuvPFGVq9ezaOPPsqrr77K4MGDufLKK9m+fTtVVVVcccUV9OzZk9dee43rrruOX/ziF7z22mst33/yySd5+eWXueeee3jllVdQSvGtb32LUEgyyUezj/9mmDj0yk48Y4UdeG+7ptgfpltGhEF5NgW+CJ3NRlQ4hGkaBFxpPLfW5Ob3FT/+QHHXXINVh104XjF5tDHZXSOEzKMLhUC5ZYpMLg8vgFs/hLm7ZFLI87U/hy0VUn6VCJ39UBtKPuGGHbEGsLVieGeHkjbXaWtwGxq/BSgp8b12LPTIUgQdg64Z0tP7rW0y6d0yBb43TkoyGkLw4S45xpf6wsXDZJvFe6UM44x+MK5Ik+/TdPKJkq9/nhCkC0pjZRo7q+W+NEUk27rygKj/XlwrnqhprsSEqtsUwueNjYmzppsqhLT61kgHM5JYNWEYinrDx60fKZ5bLUTTS+vEg+fsAXI9f9tsEDI6qJtO4bhDa02nBB6pUVgGeJrLirUGM9jI1/sH+N5Ym+4ZNj0zwgxIb8QbbkAFm/hSrzB3T3eY3kMztit8Y6SUNi3dJz5QrRGICEm6o1oCrV8ultIqjZCJtUEY2xUenuVw2zTNzZOl4+qf1ytK6xTpbvh4jyQzkp17YQbc8oFkx59dAb9aKomFH08R39AomVodkKC2KpC4rAnk97VBCZwfXSjkq88lAfEbm4QQvm68vF8uGAo/XyxB+NiuMo4PNgiJWh+SYPbB+RJ4XjYCvjsO+uVCfUBUrvlpokK/aoz4G++sEuXFt0a1t1k4sz+8v6P99Dm9p3h8JbCsYk+tYlOF4tkVBm9tU7y6QewP+uaKHUkUQRt21yoMI0WufZFxvD1VATJTStUUUjjuaArHJwH318OBhsSxVxSVTUISrdwv5GqmR+I1r5VyoU/hfxy+NF5Zr2iKyBh6dKH8esOh5F/ZdFjsm1pjd42sY/60tn1M6TbFZ3VbJawuh2yfEKY/XySx5VPLhJS9eJhULf7sY/jFYiFivzsOrhghY/ixhYod1XDL+1LdV9EkMSIIobusTIjaubvhkQVCxrqSTMElOVATUCzbFx+bfbBD1oSJkOOVteFVo4Vw2VUNXx/scP9Jmre3yRosyyPq+Lb3a2xXqUrcWS3X9Zf1cq+jxzuz+ZgTu0msvfqgiIkenC/ru1yfqGGvGiM9P2wUyuPBMBTa5abJ8lNJGgHLj3al1oGfBfx+P9OmTeOtt95q99m//vUvTj31VCwrXt9YWVnJnXfeyYwZMxgyZAjjxo3j2muvZe/e+O7db775Jueeey7Dhw9n+vTpPPTQQy3cVxSzZ8/mrLPOYujQoZxyyin89a9/bfls8eLF9O/fn8WLFwNSaj9r1ixmz57NmWeeyZAhQzjllFN444034vZZXV3NbbfdxqRJkxg6dChf+9rXWLhwYdJ78PrrrzNz5kwAfvKTn9C/f38AbNvmmWee4YwzzmDYsGGMGDGCr3/963H7evzxx1u2T4T+/fvz+OOPx/2u7XduueUWLrvsMm6//XbGjBnDOeecQyQSwXEcnnnmGWbNmtVyrZ/WVuCYo/eHH36Yd955h5ycHAAeeeQRBgwYwBNPPIFlWTz88MNHva/du3czf/78lgstKSnhpz/9KV26dOGf//wnf/7zn3G73dxxxx307t2b8847j8svv5xnn30WgFAoxO9+9zuuu+46pk2bxoABA3jsscc4ePAg7733HsAR9/HfDjsc4eTeup2ZOEhzpTP7aZxgEFeoCXe4ESvc1KJaDLp8PLxAsaQsRmxWNsHTyxUHGwy0x4cyFJ5mwsFQkjG8Y7ZkyTRCSs7dIwTrN0bKdt0yRbl540SZbC4dLhNAa+T6xNumIyUrSElwg/Jihpr4/jib7493GNZFOkJ+f4Lm4uGKObtgVCF0TRdSJ8sLL69X/GKxEETz9shE/dJaOec3twrRs3CvKBr21wlJsuagEJ3zSmUSPq2PJo0A/zdNk+3RbDiUOFOpEXJ0bBEUZcrkecMEKKuVgOTs/vHXme0VRd3SfVLOnIxa2Ven6eRzaDR9NFl+HJdXmua4LCIuL2GXjzc2Ge0a9ARtKX05s58QW7qjDjkpfCbIsOykyY6Temm8bcoLnXAEV7gRb6QRMxyIM5pX4RBZbk3/PPHgfWurBJc1Aclet2yHEKS/WASLmpXUtobFZfL8F6TL+8CyQzSE4HcrFIca5Nk8ZyDUBBWn9ZEgrUcWjI6vZMFjiiH/6xvjfx+IyDFtLURoyFZ0y5RxdvkIscjoCI3hWFnY/nohgkO2nMPKA2LeP7m7ELS7q+Ud9PgSSZbUh+K9t6QcTZIfv1gML6+X5lQPzhfbgg93StA6Z7eM8yeXyjviu2NlXPoseY8tLlPMLBElbGv0yZWOtcmw9qCiV078+Ty/WtRQrUdhRaMomlP4YsLR8h71HEdPVYAst0NNUB1xTKSQQgpHD1eCcWoZyWMrEMXXgj3w3GpJivfKhrP6abx0XD6bQgr/zdAeL6V1Kq76sF+exEfpHfBy6e72zaR6Zct67HvjxWv0q4MkxoqugaKx5Im9pGlp61gOJFHyq6ViBVDeKLHiW9sktvvVUqmcLK0VNW0Ujo4JVbpniRL0jtmwYK/Emf/YLHFy23dDmkus7GqDcn6tsbtGyNoLh8p2re/L9ydowjb8a4tmdKHDVcOCnFgUYHe1Zn6p4rIR8OACSaz/eIpc9xUjRPn65QFiHbDmIDy/JhYHl9WJFViWVypE1xyMVwhH48r6EEztKff9X1vh7jmKx5e7OOSkMWevmx+8b3LrbIOb3jd5do0bx9OB2iOFT4zTTjuN1atXs29fzPS3vr6euXPncsYZZ8Rtq7XmqquuYv78+dx000389re/5ZprrmHBggXcdtttLdu9/PLL3HjjjQwcOJAnnniCq666ij/96U/ccccdcfu77bbbuPzyy/n1r39N586dueWWWzq08Tx06BB33XUXl156Kc888wzFxcXccsstbN8u5YTBYJDLLruMDz74gBtuuIEnnniCgoICvvnNbyYlVqdPn97Sg+nqq6/mlVdeAYRP/NWvfsX555/Pb37zG+666y6qqqq4/vrraWw8vpV6y5YtY/fu3Tz++ONce+21WJbFHXfcwS9/+UvOOussnnrqKU499VR+9rOf8atf/eoTH+eYy/8/+OADbrnlFs444ww2btxIWVkZN998MyeeeCKRSITbb7/9qPeVk5PDM888w5AhQ1p+p5RCa01NTQ3r1q1j7NixcSz+hAkTePrpp6moqKCsrIyGhgYmTJjQ8nlmZiaDBg1i6dKlnH766SxbtqzDfeTl5R3rLfiPg98J8OMpXn611Gh5KWd64NujHDJVEN1mAWeaBi6XwbZ6Mfb3WeKb47Pk5fylvkIq/HqPxcgCmNZD8+4OxYRiyfYFE1SjVzQJUXDeACjIgL9sEO+awfmiYvvWKNnO55LJrDYombfvjROy5FCC8VWUIY2rPt6tuHCAhRlqYkC6YsBINwHt4mCDQmtwWeJJemIvafDUI1tIpbZYf0jImdumiTLBMiRD6DJlQrpwqEzQtUFIa+7UXK293DtHUZIDFR1Yk246LEFFNJMbjMiEfrhBiM0bJ4p/rGVIoPDn9TIhZ3rESmF+aft9prnhhXUmH++R6X9ikcm5gyz+uUWaXPldMLUHfK9Iutm29hqqCco19svVWDplmvPvhhkJcMN4P8+sMFh3SP5+hoKZPTVn9LFxgglqqJLtyzRYfVixZB9MKhYlZpqrWf2oRG0DMLSLBF91CYTNYtEBZ5TY2DasPKA4b5A8h1Hv14GdROF5qFHz5FLxVj2pRJ7lwgzJ7ttaVNBn9JPz+PtmGbtBWxIyuT6I2EJS3jVX/E+/NUrKlBJ5zHZJkwXtpcMlkD3cIM9x9yxprHViCczfIwH3d8bIOTqOlHZGHBm7DSGYvSvxvevkF3/YDLeMtYUJ3gubDssYvGaMBLHL98t1uQxppLfpcExpG7TFziDRPQb5rK2dgEbeS92zJDgHUUSkmlV9cRG0QaNwH2dRaYZb46CoCio6+VKKuBRSOB7wEGFQJ4MNh2NUicuQRHfvHHn3hmxRqW0+LEqwzn745mixyRIbGs2k7sARPAlTSOG/FUpBZciiPqSwjFhFzul94TcrpHw+UV8NkFL851r5gp7YS5LQv1gk60OFiF/unimWan9eHyNRB3eWNVgi1Abln9dqbz1QnAlf6iNx500TJQZ1nFgj1Qw3vLA2fm20tlzitNunCSl7sEHiyuEFQsh+vBtO6B6zrCrKkMqlDLfcn7tmyP60lnPafFjhNjXnDtRYkQBh28bltphfajC+q8TqXxsEXTPhrxvFJiDTI+fdEJYKqt+sICHe2Ag/PUHWzUvKJLYcWSBJekPJ7/fXSYViY/Nra+Nhxe2zpblWt8zYPV59UPG71QZXDnWnGhgfZ0yfPh2/38/bb7/NN77xDQDee+89cnNzGT16dNy25eXl+Hw+fvSjH7XYYI4fP569e/e2NLtyHKdFVXrvvfe2fDcYDPLGG2/EqVXvuecepk6dCkC3bt04+eSTWbJkCQMGDEh4rk1NTdx7771MnDgRgJ49ezJjxgzmzJlD7969+dvf/samTZv485//zPDhwwGYOnUql1xyCQ8//HDCKvDc3FwGDhwIQPfu3VssB8rLy7nhhhtamk8BeL1errvuOjZv3szIkSOP8g4fGZFIhDvvvLPFGnTnzp38+c9/5sYbb+Tb3/42AFOmTEEpxdNPP82FF17YIh49FhwzqVpdXU1Jiej0Z8+ejWVZTJ48GYCsrCyCwQ7qadogMzOTadOmxf3urbfeYs+ePUyZMoXHHnuMfv3iNfWdO0ut+L59+zhw4ABAO/Pfzp07t9gQHDhwoMN9/C+Qqtq2KXY3cedUDw0RA60hzeXgsYNxXpqGaRAyvaw+rLAMxcEGUTP2zYOFpaKyHNJZVF3lzYrMj3bBTZMUWyuFCPjnluTnsXSfkCM/FBExJ3QXj8+HFwhxAjKZXTxMyNuLhwkhc/14uG9efPlWpgeuHgOPLQJDKRzDwnGZOKbFv7Yp3t8hnpCGktLgmydDhktK+hcmICijeH+HTEoHG6Sc+JeLJcj2uWSCfGmtEJ9ZXsX6cjEqrwrI+RekJ99vZrPfTY9sxbJ9QsqEHSnvOKkEfr8KSmviS/2/NhieXialG21JVQUUpCu2VYjRumlIh/j/+1C1kNrRZj8DO8m9/P2q+H0EbTh/sEZFwkdudpXCcYXWYIUa+c4INwFtEbAVaZbGQxgdPLZFm7IsijINhtkyRm6aJAHe08tk0filPpK9L8mB1QeS72ftQfhSL42tTEpyFQ/Oj38eNx4Wf99bpylmlcCWCk2aS57rULU0dpq9K6ZqL0wXRfofVglhWhOQYDbbK4rVa8ZK87i5u6Vc6/558WRkulsUDGW10o21vEEWv18eIOTwW9tEHXtSibyXfC64fCT8bmUseeF3wVcGStD65w3tr/mU3nLOowoTJ1qieG+7EKt/2SDHP6u/jOFFe6UxwOJm4nphKUzrqfnnlsQaqCnd4c4EPn6NYXm/APTM0uR6bHQqrv3CIhCRv6/7OCtVM5sbX1UEDDr5UsmuFFI4HjAiIb492sU9H8eaywTC0qDwqWVCOkQxskAS6+sPyfzxzVHitd0QVjSGNUXpaahQAJ3qiJ3C/xhM02DDASlhn1gs6z+XITHfnlpJTExOIAI5va/Eb1G7jYJ0SYo/sSS2TbSKqLQ2JmCJwmt13JC3MSzkZGtSdWSBiEpeWhdbrxamwyXDRQn6+BJJorS1yAKJ5yYWw8hCaYI1v1SUosWZ8l2fS94dy/aJKOh3K2lp9mwZcFY/8T99tEW4p3AZiu+N89I7LYhhKC4cqllXrnh+tawFRxXCSb1FyFNaC8+sgB9OhPpw8mtvCMsa+cW1Ik4orZXKr6eXxdbUQzpLBdmvlsiaMHqv/7JexA+/XRnb38oDiuBQq12lXAqfDl6vl5kzZ/LWW2+1kKpvvvkmp512WruKtC5duvD8888DwlHt3r2b7du3s2LFCsJhWRvu3LmTw4cPc9JJJ8V99/LLL+fyyy+P+12UmAUhVQFqa9tIvtugtc9q1M80qhxduHAh+fn5DB48mEgkNuBmzJjBgw8+SE1NDVlZbUqPk+CRRx4BxO5g9+7d7Ny5kw8//BCg5VqPF7xeL927d2/5edGiRWitmTlzZtx1zJw5k1//+tcsX7683f09GhwzqVpUVMTmzZsZM2YM7777LiNGjCA9XdikOXPmHHVHr0RYvnw5P/nJTzjxxBOZOXMm9913H253fD2BxyP1rMFgkKYmeYsl2qamRiQ/gUCgw318GpimEfffLzo8ThBP9FQdQIHVXHduGIqKiJc7PzRoiohK8quDJGv36EIYVwReUzxFoxMUiELr8cVC2pXkSPlsdHJpi3R3jLjwWeIV8/CC+AmjMSyl6TdPhne2iTJu4yG4foKo1MobhVhxGeIL2TNbzm17jcWeGsXhpnhVmqNFfRaIyCToMhMraaMIRmRSnLcHijNgRBcJrIMRCRg0cE5/yXYOypdSERDi9az+UtKcCKf0kf3+Zlm8RcD8UilhvmGCkEpRxdu0HqJaqw8LMdwaClHlpbuE8I6W3XywPfG1bTwsTRfS3bHO8YaCHlmaDBVCOYqOC+H+c2AdyS/iCwZTR3ARIcMkNhCO4Rocw2RdlZtfLY2RmV0z4JwBEuTuqRVS9ZYpooTe2kFHe78LTMMALaqARIFcXUiC0FwvRBxRsi/dJ2qfaEfTKPbXSwnWlSMl+dEtU8q9Ig58XCr/ijNFif63TfDt0TL+D9RLE61cn7xvBnWWMb+/XgLOxxbBZcNF5b7+kIy5M/uJZ/K9H8e/nxrDEgx/ezQMzYe1zWRr13Q4oUesk+zUHvBaG9uC1gg2q8gdLSVp1zeXq+2qhrP7a7ZUiHJjQCfNpG7yztpeFb+PcwfKtae5YsFtFNGGW5O7ab4+2MFjh9D/Yc9yMnzWY/LzmIfDze9Ln0thJvLW+YSQskJNdcjE+jd7N/6nxTNfVPyn3MfPa678vO5PphHke+O87KtXlDfIHPPEUmlC2horD0h82SlN/L9tLfHthzvBayny0xSmy4fHaET/h2aj/1Oe0f81fNHjV8NQZHrEb/7GSdJsqi4UU3o+v1rinJubK3gMJRZv+Wnwequk9kklEvMlQnmD+BLm+WTddmof8Vf1WTGisC26pMNpfaXTPcj2p/YRAVBrv/799fDYQkma3D5d1qqGat+3w++SqqS75sTHwXtrZZ83TZLz/M4Y+L8P49ddEQde3yTka49W1UdhB55cZnD/SV5qwvCbFSouRtxXJ/04rhsXO+7fNkt/hI5gGXIupbWQ54VfLYv/fF25VIleNEzsrKI42CBin7ZoCivSv+DP4X8ivvSlL7X4oqalpbFw4UK+//3vJ9z273//O48++ij79+8nOzubAQMG4PXGPCeqq6sBjkoU6PfHLB0MQ/6u+ggTl88Xa4DT9jvV1dUcOnSIwYMHJ/zuoUOHjppUXbt2LXfeeSdr167F6/XSp08fioqKjuocjxV5eXlxBHb0Hp5++ukJtz948OAnOs4xk6oXXngh999/Py+88AI7d+7k0UcfBeC6667j/fff5//+7/8+0Ym8//77/OAHP2D48OEt+/R6ve1Md6NEqN/vb3nIQqFQ3AMXDAZbHooj7eOTwjAUmZlyjOh//9MQtqVcoDYIhgO7a6WkvCki5uDZXlo6pk7vCVsOw7oERuRNESnVn95DyLvWma/WOLFESj1ACNU5uxMTNxpRr2V6hQR8doX8Lt8vBEh5vRAtL66REo2mCNSHFOOK4McfJD72ygOiPK1sFBI2UXYShJjZ0kw8vbUN7pguk+TOKukSedtUQME/tgjJWpQhhNVzq6QM+ZJh8MKa+Osaki/NaHZUJfZcbQwL2fyVQULSjC+WoMBUQrZ2ToN7Zsj+PS7JBH+wA37davIsTBevx1VJyrvXlUupzapmpeIpvWF7pWJkoVe6X/4XwDAUOTlpn/dp/FsQHbdaS7a/9fM2tmu8UuCtbVKqNLyLjOP1SZoJzOgJ2jAxaE8Itsbag6Ic6N9JiMivD4HfJxnztUF5vkd0EWL0X1vFPmREgexnb638A3luTyoRQnLenpjlxz+2SPBa2SSlUSCNq745KnYti/ZKRr48wfiKbv+DSXAhEoRur5R3S49saYDw6gYp71qXxA91eKv3Asj76Yx+8p7slqm4ebKc//w9ih+9D5cPh/M88t5xm3JuK/ZLwqdPrigyouiXJ8qNn06FzmmKNLcJ/Hc8x//OMfnvnIcPNS8iczI9ZBzny8vySGflnJzPp8f4f2o880XDF/k+fhHmys/j/mQ48OdFcOs0id/aEqpRLN0nxNDPF4k107pyKUF+dKG8w396gsLjTfuPj52+yM/o/xq+CGPyaDDCJQnyZ5dL5eGBelmbRcnJ1zZKUqJntvw8e6eQkJO6iQK1NigK0RfWJD/G5gq4c7r8d+5uIVTPGyil+m0xrLPEWPvqxPZpSZkIC+buTtwANezIZ1N7wPJ90htg6b74bU7oLnFnovVp0JaKL1NJHJdMpBONdf+wKva7b46CF9YohhckjrErmyROvKh5HbmlUryd01zxlZpR9M6BPc2k7bJ97ZtdRbG/Xs63tbAGpMKxLdK9BjnHO6hJgalTp5KRkcE777xDRkYGxcXFcdaXUSxbtowf/ehHXHzxxVx55ZUtStEHH3yQ5cuXA1LlDaLwbI3q6mrWr18fpzQ93sjIyKBnz55J+ycdrbCyvr6eb37zm/Tv359//vOf9O7dG8MwmDNnDu+8884xnZPdpmrkaPxYo/fwueeeIy2t/fPetWvXYzqHKI6ZVL3kkkvIzc1lyZIlXHfddZx22mmyo2bT1/PPP/+YT+KFF17g3nvvZdasWTz88MMtytKCggLKy+NXudGfu3Tp0iLZLS8vj5P1lpeXt/hFHGkfnxSOo2loCJCZ6aO2timujP7zhDJNmnDRFFaS3TMimE4YrcXvJWR4qAkZ2Cg2HILXNypCzc9jUYa89P+4WhSd0YW/25Ry/LCTvCsiiHn29F5CTK5pQ/KfVCLZx2gX7Tw/bOug3PZAvRAvB+olA9knVybIZfukNGNEoWQTQ474O1Y0SfAbnUR9lhBIg5obyRxskGs4qQQiWrwUD7cZd5keKfe472P5uSYoJE19SBrqgJR9NEVgQCcJDrpmyGT+jZESgNtaSNbtVVKGMbSLTIjvbU9MqEax8oDc+wPNHrZltaIw3XhYSKnB+WIHUBcUZfCeNur9/fVSonZGv/hStijcppDDuT7J4HpMeGo5XD5cM6Ug8IV5fjvCkQJOx9HU1h5fc+ujhmnRpC0CEYXH0vhUBGUfvS8qgDIUAeXhYIOiKiAqziyXg2XHZI2GoahyvPx8sUGuF/rktQ/8uqTJM9katoYVB+R5nFQspvytMaFYkgY4NrbtkON1tXgwtUW2V8ZOhlv+6zYTB3xRVDQJ8RqISPD9zy0wqwQuGgoH6yWrv6NKnsunl9PuuBopb7psOGxtLhdrCMcHhFle2YfLkOB9dPN8WBuUsbe7Rp75LRWSpGmtTBhRADN7yXV0SWs/TjPckoi5b17sd4cb5R0wvIskKuaVyrEndpPF97PLZdzfPAX+tEa61toaTu2jm5s5qJZ31JDOcPtHMj4fmWUTaujAnPkLhi/CmDRN498+Dx+sNAEvkUCAurYyl0+JdJebvVWaqqpPV0lzrPg87uN/Iz7v+3g0xMznOVd+nvfHZ5hcPMxNfdCgsYPpeVC+zIfXNDcoXHWAlgquLRUiNhheoOmbq/HrIPo/zP/6835G/xfxRZgrPy0MQxFQPh6Yr6gLwSMLRY2Z7pZ1WtT+LezEEuBXjJD1jMeStUnIlkqqZEQhyFqsISxrvF7ZUkq/r1aqDf+1VRLYLkPIzzFFgBaisyEsyfvRXUW0kwy7qmFgJ83c3YqbJsm5VgdknTW5O/TMkoT9zqpYc6jW2F0jtnLbKtt/FsXBBshp1dCqKEPi0XS3kLnJsHAv3DhBkqs1QYnlb5oo8WfEkTXqlO4Sr3ZupQB2Ge1j59aoaBLSedFeiUcH57evXBtVqPHoMFVV/xu+0f/OJIbb7ebEE0/k3Xffxe/3J1VIrly5Esdx+N73vkdGRgYgpOGCBQsA8VMtKSkhJyeHDz74gLPPPrvlu//4xz+47777mDdvXsJ9Hw+MGzeO2bNnk5eXF0c8PvPMM6xfv/6om9Xv2LGD6upqLr30Uvr27dvy+7lz5wJH31MiPT29xQo0ihUrkpgQt8LYsWMBqKqqiuvL9PHHH/OHP/yBn/zkJ5/IHvSYSVUQuWzbB+Kxxx77JLviT3/6E3fffTeXXHIJP/nJT1qkxiAX/fLLL2PbNqYpbNzChQvp1asXeXl5ZGRkkJ6ezuLFi1tI1draWjZs2MDFF198VPv4NIgGI7btxHXj/rygXR4Wllm8tslo8ZYZ1MnFt0ZZeO1Gwi4fP19soFFM6ykkXGuU1Ynq7TtjpMQ1uo8oIbtiv0ycG5OoPGeVwDtbhaT48gAp3TUNIQ02HZZO2zN7iS/h4UYhJNt2c4yiawagoVuWkKhvb5NJZGI3URAs3CsEUUNItdgNRAnffD98a7RMvm9vE1Kme5bYE8zbA6sPyjUu3Sfn6GjxRTy1jxCj0SVy9yzJAub5Jfv6lUFS6vHdcfDO9pjKYUhnCSym95RS5IWlci+GF4gyN1p67e1gtHktsTcYVxz7W2R6pGz5UIMEI39cI+fdllCNYntV8lKRCcUwqNnQ/aNdsWDgza2KUZ0tzMh/DpHTET6Pcag9Pt7cbvLeDkXEESOFcV0NLh5qYQSPLkg2DIMqx8vP5hlxmeR+uYrrxnpb9hNx+7lzjkFDGCYUJSbqS2slMGybfQcpz7plCpzcR559yxASsC4ImR6NS0dwDIsv9dX8ZkX7suZoM4GHF8gx0pqtMTLcyZsz9cqW/941V2wtBnSSJgR7aiS5cUY/GTuGSh4U1gZjCZkoWldd1zUnOG6aJGX0v2hOcOT74ZyBsLdG9v/M8vYk9KoDkvHfXSNdX1fslzFsa1ExTO0hfsStubOSHFH/ntJHxma0/G1zhXgYXzFSjjV7lySoosmeE7rDunLFDRPkOwtK4e1WFiibKhQjsvmvWuj+u8bkv3Mebgg1l8/icLytFTNcmkON6nOLKb4o8cx/Or7o9/HzPrfP5/449M9wiFhe3AlKXC0Drh0rc8F9H8u80z8PzugPaw5Icm1LhcSko7sqbvlAcdd0L+l2w3EvV/x34Iv+jP6v4Yv+t9AePxsPq7hYb3eNJMMfOVmEAP/cImuW7lmyXrQMUY9uOixl+jUB6V1xSh9ZZ7aFqaSCqLxB1mPfGg3zdsPs3UIEXjo8Fgvm+ODppXD9RPjKYFhfHqvgyvdr9tUltubp5AdbS/+JZ5fDt0dJZeTK/fDKOtlHvzwRy8wvbe+338kvgp+uGcnvVWG6KE+jGF4g96FzWmKFaBSGEiJ1Wk+xl+uSDm9vlbjdY4mw6NnlkuRJd0t16JWdpcr0rx1YWKW5pEfIgE7Sq6AoU3PXnNj9GVmguWKYgxMM8sV+Cv9zcdppp3HVVVdhGEbSqu5hw4YBcNddd3HeeedRW1vLCy+8wKZN4pfR2NhIeno61113HXfddRd33HEHs2bNYteuXfz85z/nggsuIDc39zO7hnPPPZcXXniBK664gu985zsUFhayYMECnn32WS6++GJcLtdR7adXr16kp6fz1FNPYVkWlmXxzjvv8OqrrwK02HseCdOnT+fNN99k2LBh9OrVizfeeIPduzvIqDSjX79+nHXWWdx6662UlZUxZMgQdu7cyWOPPUZxcTE9e/Y8quO3xSciVY8Xdu7cyc9+9jNmzZrFVVddRUVFLG3i9Xo577zz+M1vfsNPf/pTvvnNb7JmzRqee+457rzzTkCY/4svvpiHH36Y3NxcioqKeOihhygoKGDWrFkAR9zHfwtMy2TZYRcvroufRDYcVtw3X/F/U3y8sNZgR7XiypGxsv62qA/FFJyD86U7d9iRSayySQiCqJdhawzK1/TKURiGZBfzfUIUbq0UpViUdDipRMqTF+0VX8IlZe1JDoWQLy4T7pgdI3ebIuJrtb5cyMYV++I7aW+pkHM7ra90u2+dYdxTA/fMlU6JpbXwwHwhTC4cKpPYmoOyr9Yk1fmDxcPRdmSijzhCjvx+lajmHm9Wza0rlyzkzF5y/8YVybWv2C/nUN4gQUKmN9bQpi1O7CUZyD+uiXVrByFAvzYI7pkpfxdHi2L1ra2JSaxEXMwpvWMdy9uiPiRdrFP4ZDBcFn/fbvLWttg91MDifYq6kME1Iz2o8JEVZyHLw89mxxOqAFsqFX/eaHBhfxfKibCxUrVk95sioqhp2xRgcZlYRIzt2p5Y7ZEtwderG2BmTyjMEGJPKQmIG3Fx20cGXxncvuGAqcRbbkEz4Th/jzzzc3dLYJfIkzTbKyrSp5dL4qFzmvisRnGoUcbTyb3FIuNo0S0zfqyW5Ei52aMLYx5W0f0/s1yCyP118rdxGXLf3KYkRiqa5L1y3iDxy5rRU4z98/wwd5f8rnV3WMuQsq491UIo/2iK7PtfW0UxvvGwBMR5Pnlnpjdben+pt0O6C15al3y81QTkb5HCFxvSqErj/gysxzLdmk1VKU+zFFL4TGDb+MwgWF765Sq2tFKbfX2IzAVrWxW3baqAzQvEiinQnEDRyHs9EJH569rRXlTw6BaBKaTwnwjDUOxrUhysb//Z4Hzx7Vy1X9Zuw7rIOub1jbLGGtNV7KL21MDQzpKosEyxYVrdqqrRZcja7q2tYhdna2m6dPNkqQZafyh+7TmiAK4eJ0n0subqLLcpcdRZ/eP33RpTuktcChIjltWJUKb19psrYMtCiR13V0tsB7I+HV8kseaNE5N7vZ7WVxLvbbG2PNbkKhEmFoto6CuDRK26p1oaLLstUfm27l1QH5J7fFofidcH5CcW3fibLRtGFMhaMD8NBuY53DEVmiIKn0vjIwLBVIOqzxKTJk0iMzOTwsJCevfunXCb8ePHc9ttt/H73/+et99+m06dOjF+/HieeOIJrr32WpYvX860adO46KKL8Pv9/Pa3v+XVV1+lS5cufOMb32jpZP9Zwe/38+KLL/LII4/w0EMPUVdXR1FRETfddFNLE66jQUZGBk8++SQPPvgg119/PWlpaQwcOJAXXniBb33rWyxbtoyZM2cecT8//vGPiUQiPPTQQ1iWxWmnncZNN910VFak9913H08//TQvv/wyBw4cIC8vj9NOO43vf//7LSLMY4XSn2N69amnnkqqcD3nnHO4//77WbNmDffeey8bNmwgPz+fb3zjGy0qVBBZ9KOPPsrrr79OIBBg7Nix3HbbbXG+DkfaxyeBbTvU1jaRk5NGVVXD555hjLh83DbXatcAJYqfnqB5fLHCY4mK6sH5ibdTCKHgsYQwWLxXSoWHdhay8I+r4dIRMvlFJ4WpPYR0+N1KmRDn7RZPmC0V8QQKCIF5wRCZhGuDEpT+ZmXM5yXDLWXwnfxCxs5OknD4zhghYR5bFPNk7OSHW8eB0yREyepa+KAsXv02oguc3k8mwedWxTfVunGiTJRdM8QsfHulTG6GkpLi/nnwo/flWn84CR5aEPuu14J7Zwrhm58mWcw8n3RwvGCIELZDu4gXatuylIGd5Ho2HBLyqTXOHyxk7ptbY+Ry31z46mAJNlqfv6HgvhNFhbpsnwT9M3qBpTS3zU7M1IztqrlicAgd/uJPpvn5HaSFkTFZWdmBx8JngJDLzw8/MEk2/B840SHd7vicDENRHvFz3wIjrntpFKaCh0+ySSPIGzt9LQTulG7yLD+8oH1zuG+NkkDK0RLcRhwJqLK8UgZ/oF7GZ1tCdmZPTWGG4uV1Qt73ypFSKY8pz+/Hu/+fve8Oj6M6vz4zs1W9925JtmRbcrfcC6YTOoHQCaGFFlpoIQQCoZdAQgg/QgIECC2YXtx7L7ItWbKs3nvX9pnvj7Pj2ZVWDk6wDXxznseP7S2zs7Nz733vec97Xnq0zk8nkZkWzoYDE+KYrFhRpakyU8KoKhABPL2JCY0nNmAEcQxw3nnqJOCBlYED1FAT560XtvD+v3oyYHMCwQ7A4wGCrMCACbh/ZeBrnBACXF7AgDw/lupUu5eUNohU8F49mZ8tKySmPbIWfP95K0vLkkNJLJskqvrVxE1CCHDdVH53u5u/WXkH7UKcbgUF8QqiTW4oEPDYZuMIewYVDy+QESMO/mAaoHwfxqTBIB7zdXh5vRFfVJtx/cTvnkgp7ZKwrN6M5+b1j1BnH00cj+v4Y8Txvo7/aUwCx2etVHG8rw8AGI0SbKIVEAS8vJ2JMLPEKqRnNgV+T2oY8KtpwD9LubaeNZaE6993AU+fpMDiDMA2fU/xffgN/n/D92Gt/F9gNEpY3WxBqFn026ecPIZJ5JYBxnEGkXHPI2uZuF+YwX2ar8glyADcO4/xWFo4UN/LZH+khcnpASdjr7e8HqonZFJ9WtJOkYoaHi3JBESR5GViCBPj0Vbut1SS9aP9WkxqEJk4ccscz419wAf7SZw+7bOf80VKGD//9WKN9C3rAFZUM5F/4XgmVlQ/f5NEQnRCHPCMT2w+J5Vk81+2M9bc1jTSJk+NL98tISmbE0XxQFkH94mPrw/s82oQgfvmAhYj0G3j/q+iCzgpAUizAnGhwM5eYFcHqxYHncDkeA8MziEYDCKcMAACYJTdo1ZJSZIIp2iGXRYgCYBZcEN0u36QCn0V32at1KHjSHBclarXX389rr/++sO+pqCgAO++++6oz0uShLvuugt33XXXf32MHwPcioBeBxe1Cd5u2UMuEiqDLm70by2iiivYSG/NrgD7wfPzuXB9U8lj/XwyM4yra7gA3TNPwbpaoN8hYFoyS3uXlpF8BEj0/X4xlXDnjOMi0djPYxUmUB2aGUnrgfYhnud987hgemQuQJ8dIGmzq2Xk+anY6iU9rigkmWsxANemAeUvA+17AQhA+iTggfOBPx0EGr3xbnkncLJMT5sbpnPRs7m5WCaEkFhNCOHCbndTDVrXy+zihDhej7/uYPmGQaA/K8DXDjiB13bz/5MSaAEwO5Vk76s7gTU1LGVZkgWsqyNpPTmRC1xD30iyNSeKC/S7Jf6PV3TxOl9aAPxxi/b4vDSSRZMSWM5c2Q18fRD4yViWQauNf1RIAnBBngK4v/+E6vcVdo8wKqEKAF02AcHhwXC4uWkTPa5DBLYoinAazGgdFNE8KOD6abwX3tnnTzx6FBL5MhSkhymAV1kcG8znbpgOfH6Av70CjrlgI60z2gdJfiog6a4oHHsnZvkTqqlhvL8VCEgPZ8Bb3U0fq5wovjY9nEb4ebGcH9bVkrj/xRQSj3FBDD7tbt63A076XI2PpSp9wBmYUAV4fi0DwHXTqDrwDdMEkFBt7GVjus4hwNYDDG0ADiwH3DYgOB4YdzFwdgawtGbk8VsGOA4BjpnxXqXqh/t5rW6bxfFQ28L5qq6XgXlJO5AWBjy0iGrUHjvf98ha/3NsGQD+sA64aw7nlEgrSdYYK5XsojenYZSduKJAwmMbRioRc6MVRJo9UPTh+L2H3S3AJB2dzUSYicftsotICNYJDx06vmt4PDIUiYmvmSlUtRm9yrnRUN8HuO3AhQIQlgOU9zMmPj+fsVywJMATqDOODh0/Ang8MmKCSGJGWkiSXlHIvcv9K7R4yCxxr3nXLKpR/7l3pC/pkJuJjJoe7hVjgxg3dtsZK90+i6IXgPuaeWn8nKQwkpw7mxmDTksiYZscClxWyOZOF01g8l0Bicy75pBoFAVgTBTj3+lJrGB6eBHL4UtHsbQD+Lm50RTSxHstONPDmZCXFX729VO5j/Qo3ItaJAoBHlwADLi4Fy/voKo1M4IE7VWTSHBubgDcHuDMcTx+TY/W8Dg4n99vXAyFTaPNLmoV5VMb2DjrZ7nA2VZg7+tASS2w3wgkzQfOXAI8sZtx/KQEAbLJim3tIlZUi1AALEw3YUqCDIPT5keWKgYjKgZM+HuxeIg3GBct4popRgTLQ/q8p0OHF8eVVNXx3cEgKsiOBH46gdmvA5305PzFFBKAzf0kaxSQJDl5zMiGRkFGLljvb+b/FQB/28VFY1YqkB+jIC5IwWk5IlbVaN4uAHB+HskWmwsYcnIR+HA/O27vaQFSwll2sK6OBOWSMTynaCsD0zAz1bPq3FyUwtLkuWnMYDb0aYo7gItTSTsXyJtnAqGDwJ6HGPSqJ9+6C+iuAG64H/iN17c43EKCShJ5rOuncdE6PZelvoIARFlItDg9XMyTQrnA7WtjaUZSCBBiJHm8s5kesbFejx0Vu1u44E9NpCJ3UgK9K8MtwMY6Hmd9HVUOvQ42wrIN85NU/WcDodPGxTPSQtJ8SSZw4hgeo7Kbv4sCLvCiIOC2WcCyShqzexRgXLSCywsVhMD+g1HFfR9hlmieEOgSTk9iZ/n3S0U09fN+XpxhQozVAMlpQ59gxSOrRT8bh9QwqqSf36wpNkNMgFlU4HHJGBejwMKkMpJDAbuLWeoJcbxfZIXErCiS9JyfzjL28g5muycnUj1qd1ORrnZB7RzieBYFJjoSQqictrs5T/x0vNcCwxu4qeXwNjcN9PNi6I366k6qqLc1cQ4KN3MMlbQzOXNqNu0DAinqrQYe9/eL6SXV1M/56MyxQJ8diAzimEk2APIXQPtu7b2DrcCO54CC64DSKPiVdAIkQiWR3++WmfTOsruBc/OYUFEUzj0qaXrxRM4Pr+9mOdWmeo7/jAiO+UC/t0sG9raSTP28gsqHe+cB/ygWoEDAqdkGnJ6pIDPEhedONqK4RcR7JfzcE8cAp2TJEOw/Dm/jHztIqh6dY4d7SdUOu4AEvQmvDh3fOWRZgUcmgdHQx5g0OZSKOxUhJibFIy1UoW1pAGABSt4EMs8FMI5rZYQFABQ9jtLxo4YsKxgToeDZLUzkL/eWtq+o9n+dw8PY54H5jPMWZzJB7xqWH/zXPuDxJYxdPz/A901OoAik3849UU0PY62H1vjHXCePIXkaHcT3nZ8PvLSN+8WvD2qv3dnMczB7EyaLvEl/q5F7vaZ+4J297DEwGkSBsa9ZAu5cBqSEArfPZpz4TSW//8xkWlv9bSc/LzuSila3wj1ZsJFzhUsGbpwB7G9nGX+4mYr3CAuPc7CL+8+FmVSzDrq4R97Xxvj6cHDJJKVjg4BMO7D+CRy6ELILaFgB9B0Erv058Pw+4JRsAf/cI6G8U6ti/EePgG+qJNwz2wrJ28dBFAW0OE14ZrO/EKCsU8BDawX8foEVBs/3u8GaDh3HCjqp+iOBBS5cMUnCY+sFv3L30naSJ2/7+PhVdHHxOWkMDcPVBixzUoHtTZoSTkVjP7OJWRECLi4gafNFhbcxzCwgIRRYXa11JwRIyvyqiA2acmO4KPqWNm9tZFl8QgjwURnVArfO1BZDq5EG3V9WkOgYG02j7vdLqDZdnEmCpd8JdPQBznU+hKoPnANA33ZgQjywr51+iR/tp1fqymqSPHd7M5kx3mzpA6u089hYT8L3phks993SCPxsIvDpAX6H66YBZ+XyXNfW8rV9XsJobS2/01cHgXnpJG/2ttKbJ3nIPxjZ2UwS1tcPMtgUWE2sonOIpHWQkde9bZALfXo4v2d8CH+jfW08l3lpAs4ZJ0P2KDDADcnjgqxnGP8nmOHG1CQR25v8x0xOFO/p+1cKh8ZXRRewrlbAzTNF5EQG4bFhhCpANcwXXj8ptZPqeXkKXIoIxRgEK1x4ZJGA5gERmxuo/JycyCRGn4OJAEHgPX56LjeL7+zjWJuZQoUzwEDRLQMPLgRe3OLfMK7TBlyQz7Imu4dkZ6eNnsCv7RoZHANUHZw1joHgQ2s0QnhiHKAIHG8rqqmQv2ISx0KXjQHo2lpm8kNMDF5bBrRAvHkAeHgNiebMCOAfu4CH8oHduwP/HtXvAj/5FfDMMFJ1QTqvj0fxL/PaUM9g95opwG99xv36OqoTbphOgntTg+bzvKPZm5jK5ngTBXp4fVFBj1bVdiPUBJS0MtlU2g6Utos4eYwJO1qB5n4BkxIV/HYhg/UIiwDnoB2HaUit43sEm+foKVWDjQpEQUGnXQTwHXfB0qFDBwDA41GwuUHAxRM5P0+MYwwWH8w53CTRr7Ckjcm9O+cAzYPA+BuBlhVASh5gD+e6dlE+4BnSYykdP25YFQeunmzFP4oFXFZAtWcgyArjpKpu2j/dNZuxaI+d+yaHh69RLQOun0aCs76PlT5JocCZuWyG2u8AsqMYD35TSeLw60rg115i8+yxjGX7HBy7G+sZR148kXu6knb+f3GmZgWnKKxA2tcGLM7inkkU/JuRqpieROHCgS4e58YZwBu7gd0+pftlHZw77p3HPW+PHXhjD79DSTv3dyaJSRu3TAHDxHiKc0QBeGg10OezF9jcSKI4OYSNYb88yP1efHDg5rQZERQnAcAZKUDNPxEw899XC6QNMDbdUAdYjSNt4Zr6ge3NAmbHivB4ZHgkI97ZHdg+rs8B7O8UMClC/FE1V9Wh47/FtyJVFy9eDOFbds8QBAHLly//n05Kx5HDrYh4t2Rk9+wZySROh+Pvu0m8/WY+lXZmUUGkRcGru0eX3+THAl9WCJibBpw9jhnGzkEuhJ8c8H9tywBLZO+bS7VrIK/If+0Dnj2Z5E19HwnS6CBO9kFGfl5ZB4mQxn6qXH89h6q7lgEuJE+dCDS2Al37Rh5fRe8eIOdsErURFhI8Kr48SJ+b7c1U4/X1kixRiR6AC8eHpSR1+xxAhFnz9XllB8/B4eH/FXAhX1/HEuIdzbzOPQ5+p2ATEGrWTM9V7G3lAhxu1lR8Tg8znIPDflMViSEKws0CNjUAy6q4aKs+kWfkUC3r6w/21UHghEwB5+Z6AIdT7/D4XcDlxBUTDRhwiCjzyfieOZb3xvAgTQHw1h4BN8/wb7Lmiz2tTHisrgF+kgs4PQLuXE5l3K0zBRzoFPCxT9Ox4lZms6+bBvxpExWZZ4+jovq5zbTJiA8BVlUDv5xOMlMBA9fGPn9CdXICPbDeL9W8isfHMsBr6R/pAeWLXc38bJVQjQ/m97h/haZAb+xncH3OOL6usosEbkoYVdUf7ef5JIcBp2QDYitf9699/E5RQcBQw+jnYO8BhrskZUcxy985ROJzOOp6Sa5OTmTwCzB4jrJSNfDUiRz3nUNAQz+wKJ3n8WaxNlZjg1h+1tTPjcSWRqp3T88FJiXSq/nmGcArOwSMj+P3e2WHgC4bP6soBbhovBUm2CDLCuRA0b2O7w1sbhyVJlUAN1lhJgUdNr1ZlQ4dRwsWSYasiFAU4MkTmcC/exmThqEmehrmxdKGqrGf8dhFE4A2EfCcAxgigCiJ5IxBlKEYjRAhw+3SEyE6fpxQFAVNfQpOzBIQbBzp5e+LziH6/scEA9saue+KDaI1wJYG2p1FW0lYPrKW4061erJIgNFAKyh1vzbGq/78oJTVeJ8e4F4nKYyJf4AxdWwQx+mWBn8LuS8PAidlMSYVReD88YBVAva0MTHyiylahZ8K9Vjv7eP3eGA+936+hKokkBTusVN4M+hkzHzVJH4vX+uDym4+Nz+de7XUcMbZP59CC5H3S9mQONrKOSguhBVakxKobr1pBkUBvpVe0VYSyC95+5ckW4DyYVZyvujfD6SkAg6PcMiWajjW1IqYHmeECAdkQUJl9+j8T0mbgKnROqmqQwfwLUnVGTNmfGtSVcfxgRMG7Gsb+RsFG7UMlopoK0mGuGDA5hIQZVUQbpQhOB2YnWLFjmZu5sLMXDB67FxosiIVlLQLqOxiKbPLA8ggWRcIA04+X9kd+PnTc+lt+vY+jXySBBI4fV4F25ljqWQFuOi+s4/EUNsgiZZvKpkFLQsZ/dqYw4BZ6cD2jpGNoAAuvrNSgLf28DxCTVTZfrSfCjyA6tguGxe0aCtw4QSSlhvrqUBcW6P58ogCSaOZycD2Rr7+2U0kPU/NIclqEoFLJpLssrtZqv3qTipb19WR5NlczwBA/f6+sBoAs0FAs7ch1pWT6H8ZYSU59XkFP+vtYWTzimoBUxINiA8KhkVwQfgBNKj6vkNyDuGmKWYMygZ0DJG4VwQB/c7Ac6ZLBnoco8+nCoBIq4JrpwhYVsUy+pPGkPCMsIiHCNUgI7Pv42J438oy8MgioN0b6Nb2Ald7g7UeG/2knt6oEZyiQKLy7HH0RbYamFB4coM/GVzSDtRtAh5YQKWmc5Q9Y5CRSRAVp2RzjAYSQy8tA+6ey7mjwkuszkplQFnZzT/rajkOl2Qyc282cKwYI0a9dIAAxIZRMTvkohLe5eG/R+u2CjAJclkBSdUoK4PkbY3Ae14/49gg4LRcjuFIK/C71f7Bd/sQFb+PngD822vZsb+DSvidzVQE99gZHEdaqYRKDuWc4lE43ut7BVw7NQg9dgWpoQqMbjsUWQ9Uv4+wuQWYxKNHfIebFHTY9JhLh46jBZPHgUsLJGRGCvj7LlYyqeh30sv+gnzO2SEmVif8ZqVWqSGAcfQJmUB5p4SvKg1ID5exMAMIku1QPDq5quPHBbdbRmYkcPcK4Lw8KjwrRvEhzopksvyhNVoMeNDb/PeqSYx/BK93ljqmTshi06rpyf42UwBjwuc3A3fMZsOmbjtj7Ze2Ab+Zz7htXR1wZSHjyEA9Ob6pAsbFAl8c4B7OI7M3QZSVZOjDi7iv6xhiMj7UzGRLSjhjtQgr8MWw/e7FExk/FvsQrS6ZCfzhXrIAk+5XTuJ5+wp8YoNIGv+7FDg3n9ZTf9/N5ySBYocIC2P6Qae3J0kYEGIGXt6uiTRcCiCZAc8oTasN4YyjpyTyfaNC8P5oioIo68ieHCoSQ5UfdLMqHTq+S3wrUvXxxx8/2ueh43/EaFNaYz8XB3Xh8zX0VpVoFoOAC8dLmB5nQE6kjEUZIqYnc5J2eUj8lbQBOdECxkaz0VRdD0nXlLDAC4cK9yhxZaiJ5/X8Zv/HPQqD2du8fo8njvF/vqqbHjV/2krl1z92e0tzfw6sujvwZ2WeBjyzkyqzQBhyMwsqifSoDLcArQMkmxq24lCJtpqI67QBf9nG0vu9rSSPg03a8WSFfrIPzKfSIdLq9VwdJFE0L40ZSLOBZcO1vbRjiAkiATY+lmUvvXYqV1sGtEZgAB+7fRa/u0cBTssG3islAW018LGfjGXQH6hB1bIqAbFBAuwuEy7MEyE4dR/H/wWKAgguB0LgQKiF/+/C6Cz/gFMzvA8Ei4Hl8c9u5ji5fRbV5p8eYAk8oClTPz/APwr4W185iffAe16bDAEkCxNDgZeHJRRkheWNN8/gPVWUwiRFIJFkv5PB5vl5I4l6FdOSgE98FLSp4VoH1uFQwDGmNjz4937OB6fk8LNqezUl+O8WAsurGfzaXIAnZvSgMWEyUOWgmj0tQmt+N+TiOB8NdjcJY4CKhQOdLPtSS74mxnO+zIwgUTyap+rqGnonqwH9hnoqMep7+bskhGqJqhOzOOfs9r62rk9A6yDw991sfnbfHCtiJJtOrH4PYXMLh7xPjwbCTDI67LpSVYeOowVZlpEcqsDpEfwIVV98XgFcO4Wx2pMb/Od9BVyTE0MBu0tAUijwWYWILw8Cd8+xINVsg6yrt3T8yBBkkLE4Q8CqGloA+DbLVRFsZMz0zMbASfW39pLAfHg1Pfh/ksuxNC2JMdSm+sA2Uw4Pk+OTExgnZ0cxnnp3H3DPHODpTUCQCVi9f/Tz31RPK6zqbsa8f92h9cMQBWBcNPdSO5pZAQjQ5i4rklYEvvyh1cB9my+hCrCK84NR+mGcNAZ4c48/oQpwn/a3nRQSPLHBv5LNo1BNG2kFKjrpNRthAdbXApcUkARWsaYDmL0QqP86wIcLQNpU4KciqxxHq4JcnCHDKLvhAWBWnDh7rIT/2zUyHhEFYGayApeuztehAwDtTv4rdHR0oLm5GU1NTWhqakJDQwMqKirwzjvvfJfnp+NbwgQPcqNGrl7FLSxrtXjp84snUlGlEqoACYXXiwVU9RthhBsT4xQ8u4mExt93A0+sp7/gP/fQTiAjgtmx90pwSJk3GiSZnoXDMSsVWFMz+vvW1XHB67VrpR0qjBJJkn/splJgXR1giwAS5488TtopgCkBSI8Y/bOKUlhOUdlF8nnAycXLJFFVCpDE8rVWUECV3fx0b/fIAEH5J+VcOP+8FbhyMpUOv5hC1ep9K7hwvl/K99vd9HUN8VoDbKgDXtwK/GE9F+175lI9d1sRO24aRR67rpfZ0ysKqax9aiOPf/cyXpcLJ4w8r0EnNwnr6gXs6ZBgMOib9+8KasAVZlIQZAz8GouB9/DEuMDPnz1WRnMfD3RpAfBGMRs/qT6oAJtN/XU7gzl11LcP8ffvd2pBlsVAe4vDjbXVNWzIkRJGJcFo2N8OzE6k+nM4zshlEJgRoT022vdX4Vv8oDaJerOYAa2KQRdLrUNMbFZ11WTgvTpgwq8Acdjxg+OBhAuAXd3AlCRgQiywupbq9tJ2YErC6OdSEE8iNScKMAgkbx9bz4A9OYzXr6yDBPCpOfwtTBLnRTWwB4DaHlYAqBAF/j6bGxgUP7uJv9G/9/MeOHus/3nU9ZJwt7uBxzaIcBkOM7nqOG6wuY+epyqgKlVFvfmNDh1HCYoCRFoU1PaM/pohF2PBrY2jCxdWVHGdWpgBTI7nWvanbSKckvkonLUOHccPitGELypFzE4TcOcsxoy3zGRSXkVmBJsH99tHVzc6PaygdMnA68U8TmoYScvU/xCHHuzinnJBBi2tpiVxP1vXB9w0HQgyjLTBAxijnTSGFVQ50UBhAvewvg2GZYUVh09uBKYmaY+XdQAut6bwVJEVGXjvB/jHt74YGzO6jVbrIInjvlFUpl9WsD9Hr4PCg7Yh2mWp+1QA2NYChC4EIrKGnxCQfwPwRhWtpxweYHEGRiA1TMHUBOFQOb/HI6MgHliU4T8DmiTgjiIZFnmUk9Wh4/9DHHGjqrKyMtx+++2orq4O+LwgCPjZz372P5+YjiOD5HHiqkkGPLhG8CvPVcDM1v3zqGhrGRjdo/O9UhG3zDDjxa3CiIy8UaJP4FnjSAyoCrTlVcwyvrln5PGCjYCpF7g8C3i8WCOEACrw9o+yGAH040kNIzHj+31yo1nmDHABirIyOO52Ap2zgZknAb17AUEEYgqBBgVo8lB1uqN5pLdrahhJy9+u0h5bVcOylmunMiP6yQH6rQ63OajpYRdKhzvwNe2y8Xwb++k3eeUkNt1x+HyfThvVunfNIfkaZmbjrOZ+noesMIP76QGtO/q8NH8iO9LCEhvfQMKjsMT60gISRb4lOhPiqGIEgE8PiJg4ywQRulr1u4TZY8cvJlvxwtaRkdXPJwPv72OAFx+sYE2tAJfM8XLOOBlFSR7U9kmID6YK5pICjp0IC5WXu1sYVI3mZ/VpOcuo3ishib+n9T94X9noTTXg5GeMFtBFW4F1jfRA7ndSvR5q5hgpbWcTq59P5v3skgEoDH7rekceSxRIPvqq3A0iiVWj5N80QFHYaOvD/fy8c8YDB3uBaY8A9irA0QGYMwF3NNDoJaslgcdRg1ePQoI5M2KkQsAkAafn0Brh1GwAAhVKVxQymH63RHvt15W0CnloIc9v0MngOchAiwK72/87TU0iUTwpwX98tg8BL2xh2ZrvOUVY+DsAJJMb+wVkWAS9vOp7BpsHMB9lUtUpCxhwCQg9iopYHTr+f4ZB9iDMLGJ4c1YVArguHbZhqI1x2+oaYMkY/nlqIzDgEhFxFM5Zh47jhUHZiB1NIk7I4n6luof7iztnMyZUFBKcf93OWPBwUIBDnp6fV1CgYjFocaiv178vIizA1EQmy1sHGbO1DFBIUNxCH9fxsbSIUyEJ9CPd3gQ8uo6x221F/hWAvpAVxq3JoZqfcmoE54EoK/d1BzoZl6sVTr7Y3UL7t68rRz73n0SdQ07uPVdVa/s0FYMuCmp88WEpcF4+8NACvsfuYdOrwmsBewvQVQEExQJSLvBxE7DZGxP/YR3w+BJWlG1u4O8xPQlIDRPQU6IgYYwVDsEGjykIz24SMCFewD1zuTe1GID0cAXhBvfofmA6dPx/iCMmVZ988kn09fXh7rvvxqpVq2AymbBo0SKsXbsWa9euxRtvvHE0zlPHf4AsK4iQbHhssRVfHhRQ0i4g3MIFJyGE3qUzU+iPOBrigknkqVs4UeDilRHBhSAvGqjq0gjVSAtJVoeb2b9llVqpR3wwcONYoPwlwBQO/O5SYFkLcKCXi9LEeC5Qoy2cGRHMWg66tGNaDCR09rRpr/MoVL1WdgJZScDHtUBHFJ9L6KTq7c9bSXz8fhFLMna3kEiZnw4syQIeWDXi41HbyyD59BwuvjuaR5Ix0UEkje4epS9bViQDhFATVaOzUvwJVRUKWHY9P51m6h+VkXCbnkSFogqbm8TWvHTaLwBshtPvCJyZBejrc16eRqqGmxlwqD6tPXZAFoT/XrKuIyA8bg/GhTnwyCIzlpYLaPQ2Xzoth165W5qoMn36RAVnZMtwyYBJUmCWnfA4PEgLC8Ivp7OsSR2zVgP9pOalUVU9Gqq6gbPGcuy6ZWbesyJH974aE8mxv7GeJel/2xX4dVOSgOc2kTBNDOExRTCm+tzbAGrICfzhBCYBbG6O1z9uGRl3nZ9PKwwVZolj0uHhfGIQ+R6rgRvWsg7N33h7E7/buHzgMyvQHwecksgxu7KapHBONInYmclMBrUMkOw8P58E8Po6nl9BPH3z7G6Oq6xI4OuDHGcWA987HJsaqNiPCdKsAIpSOA+ZJeD+lXzdpASSrr2OwP5VNjfnlLRw/m0UOZ5dMq9NfR/POStIgCdQDZ2O4wa7WzhqjaoAINzMzGG7TSdVdeg4WnA5HIgPMSLUpNk8+WJSApVxGREjS3xVZESwusju5mvtbjZU1XsN6vgxwWAQsauZFXN/WKclGiq6GFOtrfW3expyca8XKCFhFCloUYU2Lf2M1dwKxQBnjmVD00A4eQxj1OoeKlxdMvdLnx0gsTojmZVXmxu0pqkLM+htv6He/1iHC6uGXIxJAQpRHlsH3FIECG7GkbU97MdREM/P9sXOZlYX7mweqdYNMTG+9RUZ+UIU2RhrcRbt7/6yTTvPYONIWwQFrKSaMQQUrmUFV1cF0NAOGIOBsBTA0Q80JWiEKsDjbG1khWRONBNI6+sYb59cK8DoEBE5xYjPqgVU9wqo7uX3jLIyNu93CnhyiQHB0JWqOnSoOGJStbi4GPfccw8uuOACBAUF4eOPP8bFF1+Miy++GLfccgvefPNNTJs27Wicq47/ANkjw+IZxHnZBpyZLUESRayuk/DcZqYD08O58R8NiSFAUz9fOyaSXQ+3NXECDTUDZ+f5+8RcMYndEtuHgAXpzFaaJMAqAI4yoOp5YLAVQD3Q/QAwZTYwOxNIngrsaefiuLZ25MJmEOkpajWQJMmO4p9pSXzuc+8CZvISMbNTuXC/sMU/MN7fwUD4uqks5d3ayFL7aUnMzlV1czEaCBBMAyRCT8+hYXhXACHnkixgfT1w/3x6OH5RQdWC2mxrUgLVrNdOpd+lukAHQm0PFX8Aya0zcqm4m5LI/9u9BFB2FAOQVTVcnC8cT8J3NHTZ+NtJAoONk7NpqXBeHpV/OVEKDIqeaTwaUNwuRBuBWclmdMcIaB2gx5Sqaj4tR4bkdkBwu2EEAA9w6JdQaGTf6pNtt7lp0P/YCWyiNBoK4ukn+rNQllaVtDPAW1k9MiCTBPr5flHBsqSUMDa/WulTiCAKVFkHG1nqVdLOcaMGqLnRwDljgWnJvN/bBqmoDTXRt+qu2Rx71T0kK+emMQhX3y+AdgZfV/LfYWaNhL1qEs+xKIX+o2truVlt7ifRuqWR5OnKGs2bFOBzv1vN83V6SMLmRHHu6LJTeW6SOPY31VONPjOJNiH9To6V4QG4L76u5CbgJ2OBP28D6ks5V944HSiMp0JVUajenZsGNPVrAb4vmvp4fmaJSop3SzifnpDJuS49HHpX1e8ZXDLgUYSjrlQFgA6biKxw/ffXoeNoQFEAi6jg1iIBz23yrzhKDQPOzQPe3kvbrG8qR87hAhjH/mkrq4KyIhkDJoZwTldGKX/WoeOHCJPEMTCcKN3dwpjJt6nulwc5bv68daR1xvn5VHreN09rKFrcyrjyp+Opdj01m8dQIYBk6/4OTeAyN43jrM/BxIYkMF59ay+9+N8vpaBoahJjb1902jjGRxP2jIlkdeLURMa0oWage4hiotI2imTyYgCrkefl209AAQUR985jleLmBlquLUjnXvCkrJENrwDu+aq6GaN+UMo94fn5WrXUGbncvw3HqdlA+2qgaZv/465BoLMc6DwA5Jw08n11vUBBHPDXndpjd0wAej4DQtJFiLIZOdECbp3JqtSSdv+qty0NwMmpku6pqkOHF0dMqjqdTmRmZgIAsrKyUF6uzSTnnnsuHnzwwe/u7HT8V5BdbhhFDxQ3sCDNDKMk4dMDImp7WUpsGqWDd36sjEgLUNMj4vx8lsNajcD1U6naMktauUZ8MBWSahZuTS3/GETgmUnArj8NPyegYQ2QYgSaBkhuRFmBW4uAd/ZyQQRYbnH1FKrAem1AbhQX6xATSZWvD2ok6DnjvI2yvGUfgZQGqhr2ikIutLfOJOGSFMrPDzaOnk21u1lKcV4+/Vt9u76enkPfxfdKGEivrwOumcoA/MLxJD3fLeEi71F47e6cDSxKB1bVjvys6CCt7Nolc1HOieaCrPpU7mujsrQwgd0xZ6fS56cwgcRroBLvaG+TrJtnshT6sXVUA54zDpiTCpyWrUBwu0b1C9Px30MQAHjcGBcpYVOzhM0NIgZdVAufl6dgSpwHsnMk0yYIQKtN8CNUVbhl4NG1DNY+2D9SDVMYz6z9AytJRKpl9B+Wcqz9a5/mp5wQQkLyq4O02Qg387kFaUwYlLbzscxIlhW9tov3/pRENs/6oJQK0JI24KcTqJ5+bRdV64MuNmaLtNIfuN+pBaDRQfy7IJ735vRkBtP72nju5R3AtEQSliYJ+NM2KnPnpZO0/PM2kp8xQVQ8pISxFGw4FDBxcMM04NWdwMflHCs/HU+/6OoeWpeIAnDnLF6PThtVCR6Z43s02Fych0SBc0lTPwnlii4FlxUAH5UJcLhJZjf2MzETCJmRQIGJm4NPyrVyr9eLgXlpCibFKdCFAN8v2N1cBA+XJPtfYZKAYIOMdr1ZlQ4dRxWyosAs0oqlsY9rQG40Y96yDlYQBRnZePSVnZznzRLXuRnJfP3kBJYBv72XCfvXdwOXFQjIDDECrsMsJDp0/EDgdsuYngis9SabIy2MW7KjuO+LstK2bW0dn6/pIen2m/n0Ha7pZUXUogzuQRSFcVjroCb6OH88fUNPzWGT41mpJP4kr13Uhnot4Z8fS8Lzk3IKYADGvFYDq/wAVmxdMpGx2nDxzrJKxoIvbBlJ+uZ5+1xcPJExsNnAc97axLlhQiywsQ740EsinzOOFY1bGlmdNCWR80BJK9dytW9HegTt807J4R5yWRX34qpwYHaqf/PmXS1Uq1okYK63f0eIiRZxxa2MfyclMKbuihn9tzOFBE7qJ4cxBs2Oosr+pFQgrAWIvB74ezVQuYyxTrAROCePe91PfVS5/U5hVO9YHTq+LWRZxp/+9Ce8//776Ovrw9SpU/Hggw8iPT39eJ/aEeOISdWkpCTU19dj2rRpSE9Px8DAABoaGpCSkgKTyYTe3gAGejqOOkSJxvhuRYLNzW7TERYFSUYFC5KcmJlkoLpGVPCbeSKe2SSi17tZFwXgtGwZ6SEeJIeI8ChspOLwcOK3GIF/7AJunEEVW3knF4wDnSPPwyMDLQKQfQrQuhfobwQECRh3FRAxFeiTgYdWcxFr7Ge5xinZJEhigkiAiuBCGmIEsqNZWrytUVOwqtnNcDNw8xfAI4sZ/PoiyMjFe1wMF7XYYBIftT3MQL66k4t5ahhJY0mkL2xNj3aM8bEkNcs62JFxwMkFMDaYHooPrubrmr2eOy9uAX6/mCRShIWEis2lKeLeLAZumhmYVF2SReIL4PntbGamc0oiM5UtA7RvMInMmo6JpDqiZYCkzsUTgcpuKg59cVoOv2tlt//jnx4AHl+iwOpxQNFLi78zKEYznDBAhoB+JzvcxwUrmJmkoCjJDacswAAFJsUJzyheRJIkoqYj4FMAgB6v3cM1U1gG5fYh+88ZB/x+LcdXZiQDz+JWjtmeYo61rEi+v32IZPw5eSQ1/7WP42B2CrAok8pOiwG46xst6FRAZXRND4nVmh6qKR1uICaY42llNe99k8RExmnZgMnAYNMkkYRNCOH42tzA5E24md8nN5pjZXwsv9cXFdo8s7qG3/GxxSRlB1wMmH3HrAqTRJuESd7N7jnjSLAur2IC5OFFQOcgEB/K8frqLo7h6UlUA/TZuUkYPm5UTIhjEOr0cEPd5C1729wgYGIcm5RZDXyN2ihweFAbbGQw+8oOzdrAF+vqBJyZKyBo9FtBx3GA+jseTaUqAISZFbTbdFJVh46jiSG3gAdWA0khTHynhVN5V9vL+Eudo0WBlRMhJq5NS8tYBh1kZDLQLLFPwKJMlsk+vUnAPXNMyLB49GoDHT8KmEQ3EkKM+NkEASlhQLCJQpc9rYzJThoDPLGETY1lhWrObhufm5dGUchnB/i6l3zskDwKbZXq+5jofnw948rEEOD0XCb7B5yM/+amUTyQGgb8ZqVmqRZiYoVPqJn7R5MExIdQ2RkXzPf6rtjNA6ygum0WidmDXYzJTsnmeVd0MdE/L41EqNXAxr/ZkRQNTIwHxsUyRv2ojM9PSWSFZ20vP6ymlxZOYyJJ1H5axnjwr9uZrHl4Ea31eh3caz63WYvnk0N5nUJMwCMnkITuGGKsmRIGTIpnLBth8Zb/FwB4DyMZYgDJJwFfDrNTMEuc2x5cDTw4H3B3A/07AGk88FQJDvEDAL/vP/ew6lP1mQWAqYkK3KP5GOj4QWHAybEy5PKKbCy8944FXnrpJfzrX//CY489hvj4eDz11FO45ppr8Nlnn8FkOkYn8R3hiEnVk046CU8//TSsVitOOeUUZGVl4bnnnsO1116L1157Damph6kv13FUIEgSGp0WOGURn5b7btAFWA3A3XMExBtskL2BXawo4vcLzOhzinB4gCirApPsApwumCURUxOD8M4+pp/Gx3Hi7rRxsGVGkmwZdI7sAj4jmYvavjagJx/ImwFMAhAUCXxQByQ0ASUdIxe2v+/mv38xhU1b2ga0xjy/XeVfkvXZAapSfzYR+N0aPra0jJ+tEiBxwTzW5we44CngAvzzycykvrBVO155J/CH9SxvvngCM4fbmpg5PCePWcw+B4mpYCOJ3V4Hs5IqjBJfP+gC9rbyO+xqAZ7coCkJo608p8ZeZlfVkn0BJD67bSS5BLDk7O+7NQKrrIPZ3i2NJHBqe1nWouJgF/DiVuCyAgYbagbzzLE8RiBiyC2TkM0INULwBEhh6jhiyOYgvFUiYnGmgNd2+XYVFRATBNw7R0aQZwiyrCAwneo9jqwgPnj05y0GBqebG0hs9tgBp5sB0pZGBqiXF3KcTEogsVraziTC68VMlNT1aoT9I2v9A6gvDvK+u2cuCflA1FGnjWTn8iqS/NdO5X139RRvUqSPn5kRQULVIPJYvmrytDDgumnM0A84OUZqe4CMSCYYtjeNtCtYU8vXv1fKgFNVSPgi1MRS+lU1zPp7FCrrz83jOa+oJoF8aQGf922ktaqG1/COWUCUhR6zy6pGHr8wgXNLdpSm3gc4D9R0C4gOYhAKMCH06zncgKvfJyGEiZpuW2BCVUVFFzAlUvdU/T7BpipVxaP7m0SYdFJVh46jCaNRwoYa/rtpgNUVf97KeDLSylju4TVaFVBVN+ftpzZq1V6DLiYPx0YzjvSthH1zj4h7ZpkgevRGoDp++PDYHRgTacTBLu4F1co3gOPg7b0st//peO6jwszAI+v8j3FFIfdsgdDQx8R+qIn7nNpeqjoNIgmeiXHAxgat6rAgjj6syaHAggy+rs/B2NBXJHNFIcf0cI/8TQ08x19OZxzda2fcWt7JfeRPchkLJ4dy/9jcTxJSS6ySRI0Npj1IqFnzS314LV8TbvbaOCnAmeM0scCaWpKjWZG0JvCNJuakMj7/oJR7ZAG0MDhpDB/rtjN+vqWInqsHu4GORGDRtcD+V+B3sJgJQOI8oMJHARttBa6azDjb4QG21wEJXwC2NqB/vP9+wBefHaCw6s09QEa4gqRgGbJTj01/6OgYYs8HtbEvQC7humkUux1NOJ1OvPbaa7jrrruwYMECAMBzzz2HefPmYdmyZTj99NOP7gl8xzhiUvWmm25CbW0tPvzwQ5xyyim49957cdNNN+GLL76AJEl49tlnj8Z56jgM7KIFq6pFWIwjN+g2N/DYehFPnmCBwcNafVmWITltiAQACYBKdEgG9Chm2H2ID6NE8uaSiVSY7fGW6NpcLB34/ADn78J4/nl8vTafrwOJ0TsTuUidkwcsLacKbUkWFx9RIPn0RQXLfvscJB13NgP7O/0JVRX1fZwEEkO44NT0kJhUcUUh/Sh77P7v+f1a+juGmEb6qL5fwvL9E7Kotj1/PPDRfv9O6Oq5mCUu/Aq42GVHAt94X1PWQdJnRbX/8Tu9nq/3zeMifGo2F2CXzM8rbiUBdtZYYHU1v5/v525tZKl0mJnqwkD4oJSq3X4nf59gE0np0eCRBWxrljAr0QLF5YCsd1b472E0YUODiAXpAt7d50uoEh1DwLObRdxdZIYkH36DJcsK0sKodgzUgGxBOu+B4lZ6HN09h/dvXS9VrNlR3ODFB5PUv7SAyYRvKhnQZUQwS765garSQAFU6yCTI4dr7FnRydL6j8qYeb/TSxw+egLHxoxkKgC+OMD7/pHFDJq3NzGoy4nmPbvLxwv1ZxOYIT1cV1aHh4HuzmY27gozazYHAHBZIfBGsX/ThNZB4C/baR+wv4OqgAvy/QlVFUMuqmIBznUCtAZ+05MYVL62i/+fmuTvb7swA0gJ1zYG/U6gqodJqIcXcR4QwLlvdTUwIX706wsAZoMAj8EMg+CC2637Vn0fYPOQVDUfxfJ/AAg3yajrOuIQTYcOHd8SggDYPVpWrMvG+HBVDePUoWR/W6WfTWDlVKB1sbyTjVs3+cRnjf2AWzDAKQVjwEmCxSK4Ibh0TxcdPzwoCvcsskKFaqDGu+WdLJ1vGwD2tXMc+TZIjg7yj82Go7qb1XflnUxS9zto+RRpIflZ0QnkRHJ/MzOVYzE7kn+3DZIM/aiUQpoJcSRC/7WPilS727/hXH4sleX3LNfG9PhYPq6A3zM/FpifxtjZauQ5DDi5Z63vo1Dh9llMpiSHMn78+y4ea2w0cPY4xsEflTFOnZHMuPX/dtC26p65VK/u9Aptoq18zfOb/SvEtjdRdHB5IZu/1vWx+jEvlqTqumbAHQ+c/ggwVAEINiB8HNAgAg0e4OHFPJbbwzj8nb3a71A5wEbPkgEot6s725Fo7Of1PTNXxomZCiSnTbeO+4FjwDmSUAU4Tv66nbZxR1OxWlZWhsHBQRQVaUq1sLAw5OfnY9u2bT9+UtVsNuOFF16Ay+sTNG/ePHz66acoKSnB+PHjkZaW9p2fpI7RYTRKWNMAnJYLPLQm8GscHqC6V8DYYGFU4kySRFQOmfH0JhFXTtI8VnrsXEhDTJSE9ztYOj4mEggxU3356k6WTDyzaaSqrcfOBe3WIj531lguhq/u1EjK1DASms19JBqNIgmXrytH/97FLSwVbh7QMimF8fy8pn5/QlWFrND4fEG61q1cxaCLC96aGqoNJMFLmDSNPM75+fQIUv9tMdB7FWAwMFrXSpubC3xiKImkbyo15Vp+DHBpIcnQNXUj37u7heq4362mCu+JDSO7R9rcJIGf3UQy5xdTmM0MNfP5ii4tcAg28vf44qCAULMBMUESYg0OQFetHjEEScKQYEKHTcCYqNFLxhv7gSFZQui3OKbJY8f9c614cqPoR3pOT6IX6UvbmHw4Lx94aw9/7+woEvSJobSGUH2Kw8wk8uemMQFR3sH722IgsToaNtbzsyq6Aj8fbuGYGRPJZMShYLgDSAwGntsC3DyDBOLmBq1R1anZ/LeagBnnDTyDTQx6/9MCbvSK9xQweL1rNnDtFOCvO3ivCxg9aF9axoTOW3sCJ2xU7G7hNXu/BPjFVKAolSqGPa2aSikxhEH0v7y/94Q4LUC5ZiqTJKrX18YGzj/q9b5jFueWjEiez4qqkXOnJADBJgG/WWPEmbkGTE9wQ3DqiqfjDc1T9SgrVc0KBl0ibG6WFurQoeO7hcsloyhZwbIqjumPy1h18eJWenp32HAoufmrmUBCKC13RsOeVn+fc7MEODwCvqgQDnlNTog14ropEkSH3sVKxw8LkiRib6uCcTEC/rR19NdtbQRmp9EmbXwsRQVqjwC3rI6LwO8NM2tighnJWgPSbjuVsLcV0eO0ZYD7GBFMfHxSTlHLSWOAE8YwMXKgkyrRO2YDn5Sxeu+yQlYIhZgYA//fTm1fdEo2ScPh+9MbZwA2J4UGa2sZq14ykcn34lZgZRVw9WR+p6oeqlJNEuPzpzZo+zw1Bizv4P7sqY3Ac5t4frU9rLo6cyxjbmOA3iftQzyv2CD+u7iV31f1Od3Uyj/JoUBMLHBqJKC4gLf38ZqGmqiOvWA8K7HUODkuGIg8ETCLCgYPMy1FWoC0MBk5IXZ4HB6dUP0RQN3XBEJxK58/mqRqSwsHeGJiot/jcXFxaG4+TBfu7yn+69oyo9F46N9paWk49dRTdUL1eEAQkBQuYsh1eFVZ+yAgioGzTwDgkMz4pFzEnbM5mV88kQvf9ib6ywx5ScefT2ZpgiiQwEsKBR5cSDJhNGuVfW3cFH5zkCTCm8MIjfo++pFOTODxfrta88QZDSZJ+7wTsliyNSmBC9toJBDALGdqeODnRIGkU3UPy8AOdJD8mBRP4nZiHHDPHL7ObGB2cshFMlMESZCCeKrSRkNjP4OLzyv8S5tLO0iE2UfhNEO8hFOvg3YMRSmBXyeJJNhEgWT4z6dwEU0LZyf08/IAg8DSj88PeH83RcBDa0Q0OsyQJL3c9EggSSLa3Bbcs1zA8qrAZvC+sH/LnhWyR0aUYMPDC9x4aIGMm2couHsO76/2QapPY4KA2m5mrs8exwAvL5aBmkqoAhynr+xgln1TPc3/vzzI8XO4MWY2sDQpENRypD9u5pje2cTxNyeV51fby6DTJZM8/bqSAe6mBo7vIRfv4ZtnAJdPYiLiA2/Jvyiw7D4QJsT5ezl32oC2IX6PJ5bw/g6kPlXR2M/rNjOFCY7DfXe3TDVARafX77mXQXu0FbhoPMtA19YymXPtVM6T/9hNhUVDL8vjDh3PZ74KNVFFfMF4HjsumI3HZib7n8OlBVQSd9uB1/cI+KDcAMX4w/IX+jFiyKf072giwswtS9uQPifr0HE0oCgK4qwejIvhWGsf4px80wzO+WtqaGl19jja2DT1Mz4eDUaRFVk/m0ByaH46G9qcNY7rIQDsaxfw+l4R0OdyHT9ACPh2sePaWjbrHXJRfHL7LCaqQ4ys9gkESWAzp/o+Juvnp3tJTCMwI4m2b6trqCx9dhMT2MEm+vLv72DJfFwwqxLX1zFWXFZFYvPkbAoFVlXzOzy+nsrWUq+KNi6YwoQ3ikfuT3+/hsKZjiEqXiWB+7XTc73vi6YNQY+dwiOAsfCq6pEWVgBjuqZ+nu+YSO6P75/PGHB5FYmsW2cGjoMru7inUxFsorDgjlmct3KivAIOF2CQWLJ/8URe+zlpjP8ruigWuGYy965Tk4DfbgHu3CggPUITLgzH2eMUmN02eFyHIRt0/KAQqBrySJ7/X2GzsRRkuHeq2WyGw/HDq+g4Yv2DzWbDyy+/jFWrVsFms0GW/WcMQRCwfPny7+wEdfwHKArMkoL2IQHR1sAd4AFgTBQCmuUbDCJkQYJDFnFOPsnNQRcXlztnk+QoSuHE65SphvUlb0NNXCyHl9MPh93DRjZqM6bhGHQxe1fTw2Nta+Si9NEo3jsLM6jWOzePpQwdNpZhzEkh6TEawi2BSc+4YC6IccE8Xmo4sLKG3R7vmcNgO9zMYCLMTPXCX7aRRIsNpvfWZYUkZJNCRh5fRWYkm4AFQlM/M6fWAE1t5qZR8QswC3zVZAYNvoi2akUbV01i9slXVfHlQV63R0/gsSq6qHas7qZK7vViEfcU6f5fRwKnaMJftouHCDODyIArkAWmACDUrADflliVZRicNiRbjHArZjyyVlMzGkXg+mn0fXt7LzOKeTHsjjqaAuCrg8y49zlI0G9tZJBVuzfw608eAyQEA9OSOA8AJDzPyKWCoL4X+OkEviYtnCXxoWZmzqFwvL+4JfD5vF/KcvhBJ/DgKi3wLG5lUHnnbM4DvjYAYyLpceXbHVU9p7/tAh5axPGXGoZRYTEw2XBC5uHnrDmpmuXGmEjA4WJAfUIWH0sKZXJkUgIVBh/t5xyhYl0dr62KyYmcr4wiA9/nNvsT3wKAG6bzOnbZuOlYWcVzULG6VsAZOQZY8R8mWx1HFXa3AJOo4DA5yu8EEWYOinabiPQwvRmEDh1HA6LTjhunWrG1WcJXBwW4FdrDLMhgLDgnjWq3V3ZwrZudqtnDDEdeLAmfiycyYRhhoXfilkaSLRfkc+3b0STgZ+MNsOhzuY4fEDweGRPigPf3c1wsrwr8usJ4jVDsc9CuaWEGsLWBVTlXTmJFl2+C3CACtxdRzfnQQiYtB13A40tIQjb2cVyurNHesziT1UdqvL0kixWTw+GSWWp/zRRafnTbSDJGWTXrqEUZFJoEwqCLyfpOGwU810+jeMHtYYJ9dS33W5PiqdD9ooI2W4G8Y0Wv+EYSgHPHkbQySYyDfXsOrKkFLhzPWHSDj6VImFlTmJolVjc+tZH/D/dWpcWHcJ5aV0tC+09btT2lSeJ8luWtNn3YGzer1/Bf+wTcO0/BMxuFQ+SyAOCELAVT49zwOPVY5MeEIOP/9vz/CovFAoDequq/AcDhcMBqPQyZ8z3FEZOqjz76KD788EPMmDEDeXl5EEVdRXFcIQjYUE/V1ZljtaZPvkgNUxBrkaH4TNiiKMBpsGJnu4DtTSIuKVDw+m4tQ3ewi5m8KYkk+8bHAQ+sJKGaHs4y/jhvM51+J31nRkN8MEmc+BBm/VRYDSRnIiws5TjYpREd+zvok5oZwQnfF/PS+J5fFXFR911wDCJVaF8eDHwup+VQfeALs0Qf1n/u4d9fVGgqMwFU+JV1MMvpkkmknJDJjGFtL4mSk7JZeh0bBGRFAGvr/EkWgIthevjhlXRN/bxeNT6vWZTBa9zt5ToFgWS2AI1kM0ksObYYtAZigawLVtewHKe6h9fq5GyWnwBcqJ2KCMvIt+kYBTZZOlTWBJB8nJ/O0qPhmJuqwIJvb6+gGE3odRtR0iggK0pARoQ2Fi4t4HiZkqgps+NDvF1HfZAQwuZmBpEJi9hgBl5TkxjwnWml71N5p//7ilJI2Nb2UaVzejb9saYmkpz9zUrttRYDlZpmA9DqJQqre6iaHn4+KmSFJOXHZSMz+R6FHloPL2Tg7pE5xloG6SXlm3BIDuVxBl183eoaelSNRmwvzmTy4Y9bSJDOS9NK9FWkh9Na5ONyKgCe3QRMSdLmvrW1mqK2KIXzzfCxJgiaYuGETBKvdjfH8ppaf0IV4Dh+eTvwu4XAjkZvQ62akeff0H94GxcdRx9DbgHmo1z6D3BdCjIoaNObVenQcVQhOmyYm2JFdpQBYWYSQV9VMGn/2QHgl9NYyjvkBNIigP3t8Fv3ASb89rUx8f5mMfDAAuDe5cBFE5lo/7ic1QlXFALvlTA5o8daOn5IELy2UdFWBYUJAkraRsYyJ49hPKnGdTub+dg/dmtj5vMDwM8ncY9U3cP9TEIIY9qiFDZPXZzJ+Pa9EiYlfj17pG1bZqQmvAk2spJvtIrJpn7GwQ+v4bmJAsUn10xhDJ0Yevi9WV0v97w1PWxYd8M0LWGiQm2Eet88iglCTFS8j4vheQ04KZDZ2UwLuLYhYHEG1bH9AfIr75UAd8/V9rgCmLj5pJz/PyWbe9M5qdwf7m9n8ufuuYxzpyYxlra5GevOTmWsbBAZn2aEkyhODeMe0unh7xtpAR6Yr6DXQa/YpFDArDgBp54E+rEh3KI1uB6Owng+fzShlv23tbX5Vbu3tbVh3LhxR/fDjwKOmFT95ptvcNttt+Haa689Guej47+ALDPrNyGOHeA/KefiIoAqs0sLAMnhbyjtNATh5Z0ipidz8fLIwojF0aOQLNjZzO7z/U4e75xxLJv4upLE6OIsbgCHZ9RUXDWJ3cmNIknH1kESDZMTmUnb10aF1pIsLkoqQdHQB1wxiYTx7haWXU1PItmzu4VlD76fF22lis4g0q/mb8M6l89OpaH52GiqPJsHSJLMTAF2N5MMq+nh/1sHWGJxXh5JFV+Pxs0N9HS9fRbw5AaWW2xq4MJT28ts6rVT/TvEpobxdxAFXodAJSEAM6e3zOT3cnqAifFAfBDQOKARzEUpXBAfPQHYUMfvOz+dxE2PjYT3yurAxwd47DNy2GhsaZlGUokCiTAd3x7KMG5lVTWz2EFGEv4OD4OVJZkKThvjARzfMigxGLGlxYg394pIDCFh+dPxHIsehUGa08PmcddMYbBW3MLxBfAeu3oKX7O5gYHR9CQSezU9JPe2NtKH9MpJnAN2NvNempvGJMf9K/hZVgPHcLCR427tMBLS7qYK8+GFHKMtAxzPhv9wL3nk0buMDjg535S3M5seYeFG1fdym702JW8U09LCKAL3z2PwfGsRG8P5Btj5scCUBNoPyAo9th5YoJWYOTwsMUuPoEH7T8dzvNX18TreNgt4dJ1/87oV1VQoqP5YKhZl8B54aCHP894VfHxqIlWqgSArVI1PiOe8EghBRpas6jh+sLmFw5Y+fpcIN8t6+b8OHccAoseF2h4JkiggN5qJ/bPzSKTsbaPSzS0zKXn1FK572xq5Ls5Oo0dh+xATbm2DrOSID2Gy/r55TG4aRa4HtxYxYfJtq1Z06Pg+wGO04plNAopSBJi8+6w+BwUnQUbuD6u6/SsMjSKbU/kmIc4YCzy4miStKrpRn7e7SRZmRDCGXJzpTWi4mLiIDWZMu7qGca3FwPcIwsh4fDh67Nx7ZUcxvtveRHFMpBWIC+JYH74PVhEXrFkFlHVwb+ZLqKrotJH8jbGyqdXOZsbNJol73M4h7g08CueVCbGj9+FQwHkkIYS2WldN5h7DauS1mJoEbGngvDQmknu/zyvYr+MnOVSxDrn4Xe1u2iSoYgOrgXvNul5gejLnJ4Df685vBHgU/nYmCZgQp+CyCdIo7at0/JARYgKum8Y9jy+xWhjPvezR9FMFgHHjxiEkJARbtmw5RKr29fWhtLQUl1566dH98KOAIyZV3W43CgoKjsa56Pgv4HF7sCBdwcYGAR+Xk2y5tIAToSQCdrcCs8fup9oSjQbsahVw4hiW4zf2Mws4GgwiCQejyMn5nb3MsiWGcJL/vx0kH66byrL55VUsrxgTxXKnUBNgMQIO72K5r40E5NM+JERlNxVj98ylErTHxtf8bjWJotxoLqCv7CAJ+MB8BrdFKSQsZyaTFGwfoiI0KYTHquslIZIZSRLH7qbfzvg4ZuNK2oEP97MreHM/g4EnTyTJeutMBtaBmt7Y3CRifjmdRNLCDHr3fOYtHxEEetyYJJ5XqBlYVsnvPz+dZMxwhJtJqr67D+h2kCja1sQGCeUdvNZl7fSwfGI9P/fXc1gWs76OWV2zxMfDvM2pOoZ4Tr6q2UEng/2Xt/uTWtMSFRgFnbA5EgQZZERZRXR5bTdUxeH0ZN4bCSEKzKIMi+KEx/HtVaoOwYh/7iWZ0jzAgO7FrVSNRlpYYuj7S+VG0W9KAe/DqyYzYeHbdbWiiwraywvpMfXrOSxbf30377vz8zmmH1vvnzW3uYGXdwCPLAaeHoXsOzePgeYH+zUPnltncgw3+YwfUdASKqEmEsIHOql+HW55IStUbEdYGPA+voQBsEfhnBQTxLnm3DxmU1sGOWYyI/j8nbNJ8PY7GKDLCrP0auB91WTOJ22DTEgZRXqA2dwsiarrBp73NmNICuMY6wtAArcPcZ5Rm/tNjGMQ/GYxlfgp4ZyLNjcwkfErb4mbQeT5fXZAU6EPuuh7GyjpYjEA8UGKX8WBjmMP2zFSqgJAhElXqurQcSzgdLgxIQ5YXs1YLCaIMavTwz4AKnq9zUCTQ2nlsrQMeGYjY+RfTmMs/eourlNFKWy6OuhVuPY5GIu2DigwhQCSLAa05dKh4/sGQRDQZhNR0yvgiknco6VGMLEwK5XxzZ+3jewLMTNFq9oBSKK2Dmi2UMOrmdbWUjDyYSljLjXem5/OKrunNtDL9Lw8kprz0igiOSOXMdhoVUqxQRx/0Va+Vx2zAIBukpY/yQVe2TnyvQaRe2u1nD/MTBFLfDDPJcrKmE5ReC6b62lH9eQG/71XSTvJqssLtarS/xRJiAI9msd497C5URQ2yQrw21X+1/uLCu47NtSRKK7r4zlGWiig8IXNS7I+MJ/fJSeKseoT67Vzcsn8s6VRwNhoEbPjJHjcup/qjw0xQUz09dq5fwsyck91tAlVgF6ql156KZ5++mlERUUhOTkZTz31FBISEnDiiSce/RP4jnHEpOrcuXOxdu1aFBUVHY3z0XGEkGUFScEejI8VUNIuoKyD5AbAxeN38xUow0ylPaIRkVYBz2/WJk8Zmvx/OBSFWbclWVS57fJ2Y7y0gJ6JKgHzl+2cmM8cS39HgGrSN3azzKAolY+dPY4lGMPhlknQ3jKThPD/eReB9qGRpfTbm4DxMfSc2dTAz7YaqbKLsLB8RAZJIoNIstQtU5WXEkZi1xevF7PJVWECiZuoIGYAh1sP+GJPK323HlxN4tNXHTrk4gKXE6V1Zry8kAtgUQozpjt8GtvFBJFgshhYZn3RBBIzFgMXtcmJJJUL4oGD3QwaPG4S3FdPIclmFHkN3i3RFtrkUD7/1h7NemFqIjPHP5/M36bT6yW7ZIwApyxAb5/w7WHyOHDdFBGPbxAPjSUFVIHmxygYF+EE3G64h9UkHS6rLkkiSjsEv2Drg1Ju4MwS/LxVAQabc1JZchVmIoHXZfMnVFU0DzDbHmllEDw2isGoABJ8r+0OXIYkKwzU0iOArhb/53KieF5v7PF/fGkZlQyPruX9Kgr8DruaGcypFewT40g0/nGLRsgaRQauF0+k8iElnBvc4laSoJmRDBbP8Hqs+npJ/24Bx6TLa8dhMZC4dHgYTF8ykSp7j6KN7+GKg4/LqGxflEEiOjd6pG2IL4pb+fpTsxmMlHWQ5I0OYqOSk8cAp+dQ0fFxuTbPpofTS/VvO6nUSAsDipI5zh0eYG8rH6/uBm4vkmH0OPSOq8cZQ+6j36RKRaRZRk2fEYrCOUOHDh1HD1bRhaRQIwRBwE9ymaBWS22Ho7GfijBZ0ciZV3dx/b12Kv0WtzYCBzu5Xqlh+KATCDcLeHG7hBOzgpATpcDocUJ26bJVHd9fSJKIkmbgwnz+PymM4pmxMVRpN/ePJFSnJzGe7BwC8mMoUokLHr33B0Bl6j/3+PvJu2Xur1wePv9JOWPJ1TWMMQsT6NXa4LWr+nBY3wpR4P7rvRJ6/r9XMtLrv7aXROOZucBnFVp8GmzkZ3x2QIu7F2Zwn3jlJFZKqepWq4FJ/jmpjBeH71sBxorz0pm46XUwvksPH90qKycaGHBwj9oxRIHAaTnAZ2Ujr7dHYW+Dm2cyXi9M4B71m8rAx/YowM4WINTIPUFF5+gk76cHRExLMEKCTqr+GBFiOjYkaiDccsstcLvd+M1vfgO73Y7p06fjb3/724jmVT8EHDGpetppp+HBBx9EV1cXCgsLAxrJnn322d/Fuen4lhCddlw/2YqSThFfV4qIMANnjVMAATjYIyAhJBghFja9kWUFsiBiaZn/5Lmulpv+QI2hTskmCVCUQsIOIFnXMjCSgFF9HhWFC2GPnQQhwEWs2KtwHa38vXWQmca63sALkoqmfi4sD6wEunz6Ku1r44J2wXie6/BSjmWVXBDfGtacZ8BJ8rUwHoiwMltXlEJCZjSYDTzPPgdLLhZmkEgNMTGjuDDDvynVm8XAUycxq5kTDZw4hpmhICM/3+kB+u30VdzbygXzz9t4DQESTefl074gNYwkaUUXrRWSQ3ner3iJ6GAjzz/MTOXbxROBJzZwIS9MYNASYQFuncVunLW9LOF+cN7o31fHSHg8MlItDjx2ghmflAuo7hEQG6Tg7DyWab9bZkJ6uBEF8QqssgMu0Yh+l4QeB++DEMkD0WUfQbAOTwZXdlM9HRvsP24XZZB8f2y99tilExm8joYtjST5VlazrL/HziRGkImE5Who7KcKdNcwUnVxJoPU4ciLBfa10t9pdQ0Jzr2tIz1M97aRTD0vT1MEnZPHZmo7m4FFmTTVf3C1pkCo7qGi4daZ/mM0KZRJB3V+GT6HfHWQCta7E6kIHw27WkikTk5k8kMtMxsNZonz2pt7ODdNTmBiaXUNSWObGyjrZJMSX9T3Aetr2dSkrJNqptU1VKbHBAGLMhUMuTi+rYoTst519bjD5m1UdSwQaVZg8wgYcAkINel0ug4dRxOy3YGJsUbU9jFpPj/98Gti2yCrD1Q4PVTwfVXBuLcwgbHmB944MNhI0cGMZM7xZR0CxsUIOGecGXFBJljcI5v/6tDxfYCiKEgMYQXiX3doPvzqPX3NVCZ/dzYzGTE3jbHpvlb6lU5OZLJ/wKklugNhQhwTz4GwoZ4+98uqWAY/K5WxWlywFpeeNZbCnJXVJHOzIpl8tzkZbyWFji6WeXMP8Nv53Lu1DdFaz+HhuVZ28zVn5DJZHmGhUtS3wsrm5nj/w2Lg7cPElzua+D031JPwvKyA4oDhCtt5aUzCPOlT1VndQwXvLTMZ67YM2+MOehtfzfbaeCWHAp8fLq7vA64aC8gtCpIdQOEkAQedwIBChfHmBu7zuQ/VM7s6vntIkoS77roLd9111/E+lf8ZR0yq/upXvwIALF26FEuXLh3xvCAIOql6HCA6bZgUIaJgpgndLgOe2igcIuMAYHqShMsLgyDaBqEoIxeVLY30TY0PBv5dxmAx2sqsX240VTKSSLUYwEWyZtgxACrOws1cnPa1MUM4PRk4eywVZz8ZO7LMdzhk0EcmNSyw2g6gZ+PaWh7762FZuA31LL1XvXZ80WXjghgIgsDF+ZtKEld7WhkobG4g8Tnk8l/05qZp2dSdzfRn/KKC5FBdL5Vr3T4ZWQX01smLIenSOUTyy2pg8L2lgSRZ8wADlz4H1aRfH+R1cMkkmq6fxoX9L9u910th0x01SDkjh4TWymoGAhkRJFevngQkhnHxVv2LNtQDP81n2UxyqALjETRS0kEoHjfCBDcuyzPCDQkuQcLj60W0DakBiIDYIODuuVY8t0nws5PIiRJw8/QgGJxDh4hVj0dGXoDGb9FB/hl+SeDm7IlhJfltg1qWPeD5ep+TFRK7WxqAd0tZ+vSfxlxeDPDRsMeDTVr5ui8mxlGRaqwAZqVwrD64KvCxK7tpP5AXw3u5tkfzVl5eRW+oE8eQFFXhlpkcOCMX+NsuPhZm5rgaDYMuBoi1vVSsB2rmBjCB4ZY59uanMxm0MAOo3h349bNTmdBQr4NJ4vtlhdYnBmnkJiIvGvjpBCY9Xt0FRJi1brTqb7CmVsAlE6k6WJRpRqpZhuLRidXjiSG3gBjLsSE+Isz8nNYhEaEm/XfXoeNow+QeQkqoFWtqRIgC14nRlHVp4f72NgDnejVW/PNWViyoGHTRmzXcTBuc5dWsanB4BLxbIuCi8VYYnYdhQHToOE7weGTkxgh4eI3/eFDv6asmMW6JCeK9X9YOtPRTCCAKVFqqFYI3z+BeyzdhYZaAE7MO39dBVrSEeaeN6lOLgTZxKj4u5/iak8YYNCaIFX2TE0m4Hi45DgBNA6xGWV7Fkv/UMNrFTUqgGGZXM2O2ENPoe9nmgcP7u8reyi2A12B1De21lpaRrI4L4l45OQz49Tcj36/uBU/JZgOw4fDIQJ+dhHdyKOew4c1oVeRGAPv/ArTt4wkJEjD2QqApG6ge4h60pgfY365AVPQYRIeOw+GIzbpWrFhx2D/Lly8/Guep41vA45HhhAF/WOdPqAIkD746KECymCEoMqzDFpZZKVSRfXmQitXbZ1EttrqGpItZYtZqChu1odfOxdIXaeGaam5vG0lEj0JS8okNwLhYwCIxUyiNkvCKDQJMIgnTk7MDv8YscZF7v4QLXSDsaWVZ8nBkRmLEd1c/t8/BLGpDn/Z4qIlNBi6awEY1V0/mgj0mkmSlarWggAvYnbNJUFoMLCEuSvH/nM4hEs73rWAp8IJ0ZhOf2sAy4x4HF9kHVwPPbAL+so3HmKc1xcPnB7hQAjwPo0QCvG0QuK2I5NtTG6mwq+nhb/jgapZQC+BiHeHT0e+9UtodXFGgQHTrJWj/DRQFLN8TgCc2iGjzIfasBhLtf9wsjPDnregS8NpuEYrBv8whWHRhYbqCCAsDp/PySLiNi9Fekx9Lkn44JJEk32iYkczxOS+N9/q0ZHoSr63lZwWCWWIiIMysjQH18bjgwIGqR+G4cHrYJbXLFtjryvf1E+OBt/fSMsN3jthYTxX5cLQOavdyRgRV6oEIaRXxwcy4f1pOlcNomJ1Ki5HoIB7zpGwG579dwGvli6JkjitfYnlGMsu8FmRwDjEIOOS7azGwc+ylhcDj64FvqjhOd7eyudagkyVqKv61D1iYCTy7SYDLoPeLPt6gp+qx+awIswJAQZtNV4jo0HEsIHtkBHlsuGiCgpI2eiYGGn1GkUTNnlb/x8LMTIorYAOQSyaObNr44X7GfipWVlPtV9srQDIcsdZFh46jDkkS0dA3eoLhswMkMVdUc89REE8/1aouxm++lmtv7mFJ/YQ4/j/Iu3dq6teEO6PB6B1L2ZF8X8sARux3ex0UuLyzj3GY0ZvomJpIQjI9PPCxBXDf2O5tNPevfbSlau7nHqvHRhGBxcBeAKNhe9PhY/CpSVrTKwCYFM/PnpNKQdAF4xmbV3QCd8zmdR2Oxn7GpEaR7zsvj4maMBMfH3KzWvN3aziHBYJZAiaagTYfVa3iAcreBtLtFF/9cQsfv3qyAsmj7w916Dgcjnj1Tk7WdpQ2mw0DAwOIiIiA0Wj8Tk9Mx5HDYBBxoIeZw0BYWS3gxCwDrHDi5GwJS8u0UHFuGhWMLlkz0M6OpCF2sImZtQgvqXNqNpWVEWYShypRcslELmTDvWoAEg7FLcyg5UTxtW/s0XxAB50MQq+ZwtfnRgP720ngvFei2QwkhNCI2+nmYnO4rONwDzoBtAywDbs+RpHqT4DEVUIwydVbi6iE81X1poRR0VvbQxWCirHRDJyb+4EDHQw8WgY0ElpFbjTJK48CrK/ntUoO00pX1MU7M4Kfa3PTI+fXc6iKdXh4XFHkeZ+bx8U32Aj8fhG/syiw67hK9Egiie3/20Gi+utKXsM/b9UaVe1pVbAo2YmhIb3E9H/BkEc6pAKOstLz1yTx3/V9gd+zu1WAHQZYoHlpCC4nzs8zYnoykyF9DmBuKpAXR0K9sZ/jZiCA/6nTwzGbG83Az2rgPTDgZPKgIB4obWNCYmczm6jNSiE5uaOZwe67+0aOuY5BoMnNbP1v5jOQjbLyfl6Y4a8iBVgyH2LSzlESeE+OdoeFmjjmr5rkVZzaGDRXd9NDK5Dfs4rrpvJzvjzI98cGPFYiSgABAABJREFUBbYPOXMs7391YzA3jaVUvkgNIzFrczMB9MAqqk4BjvHLCkgwl3cySB908bNvnkG16qQEjqu0cJ5HxxAV83fP4VjNiOAYfqOYv8W8dO3YlV28jjfPpFWJmphqH/RuIAYFpBr/c5dbHUcPx7JRlUEEwkwK2ob0ZlU6dBwreDwyokwOTE40w+kWcPNMNnRU46W4YK4DxS1ax/NOG5Pv3xxk0vKzA/RW7bWzEapKTgBcm0LMwOIMVgspCsmoRZkCZMkAuPWKIR3fLxiNEioaRj4ugHFev5OCkisKGaslhnL/MTWZ+7s+h9blvscO/HEzq5IuK+D+8tWdrFiaGM/YqS6Ax+i4GI41SWDiudfOcZcTPTrJOSaSe6IKr/1SbBC9UNX9ri9Oy+F59tjZdLnTRpFRQog3bhyimnZaEuOyDfWBP1P1dt3coCXbVVu4rEht35oXw+8RG8x+BmeNZVxY0aUdyyAAd83hazfU+zdONksko9fXkciNCwZ+PZfx6FM+fQuKW6g4fd9nL50YAlw/Aah5KfB3aP4cWHw68O9qxt8L0wHZqQeeOnQcDv9VSnT79u146qmnsHfvXije3V1BQQFuu+02vYHVcYQoiof1f7K5AUUR0OY0YWy0gLHRWkmAW/ZfYC6ZSJLl77s5Qf9uITONyaHsJPjEehICv5wO/N9OkgZRVi0bGRfMRcCjUAE7LYlNbiSB5EliCPDUiSQcuu1UkMVYqdRcUc1FJyOCr/35ZG4uBYGLiFUiYfNxGUmRU7NJpvhidiqb+6iItgI/Hc+mAfPS6SnZMkCSdFYK7Q9CTCTAFmcBef3A0v0jbRIa+uhzujBDI49VchMKv09NDzOFP5sAdPhkdXOieC19Se/tTSRM1dLghBAufKfkMMgAD4s1tVSsrqnVlL4PLuS1qHQxgHnFx+coyEhCfMjFYy/KpEI11Mxs8BvFPGeVQHd5aN2h43+DSr6Fm0nUv7qTAdq1Uw//PrtbgJ8G0WjC15XApxXab1LbC/xmHkueNtSTgDsle2RgV9PD8XRBPsn25gGeV0oYg0ubiyrJZVW8t1wyTepnJvPeDDaSNHV6vMkUC7P9YyJJtr66k4Tu5QUkZb86yARE2yD/r2JzPc9Bvcf2tFLBObwpFMB5JdzCQNQtcz6JsLBsyyDy+IHuzrhgjtt1dSzLumkGfZ2vm8b5QQ3iw8w8dssAg/XYIF6HhRkMFpdXUyExKYFj5LWdwBWTqBYf/vv+fTcJ0jmpDJqXV/O53Cjg0cUc4+1DVA7sb2dSaMA75jMjuDFICOG16HcyuaHOJXkx/K5N/RznagDtlvnbDTgBwSRCUXTfveMBtSmN6RiRqgDVqq06qapDxzGFS5FQ3UN12uxUdvMecJIADTNzfSxpY6x60QSSJYNOxsfj41jlsL+dCbq6XuD0bPr/T4xniaBB5HpTlMp5ZV8rS6Znpx4jGbwOHUcAj0dGYqj2fwGMPyclcN8TZOReKDuSfqT3rtDs1ywG7oeirNzDAIw1PylnEjvKqnmWLi0DbpwB/H2Xf0+M9HDuWb6qAB5bQpK0rIOx1EUTgN+vGZmwj7Yy1nN4gLXe5Hn7EPdEd82hrdLBLr7u1ByKZaq6GTeel8f9pkGk1VpMEM9rXS1w5zckM41i4P4gPxnLMf7gAsbtISYSsiFmxublHYxHO23cH89M4byxu8WfUJ2eROJ5Xxv3EYszgfgQ9ucQBc5D963QhE2N/dw3exQqXt0yz79tkPPLVZN5PfqdQJQJaHsL6B6lidVQGxDl1cop4O8zPlSAfDhvMR06/j/HEZOqO3fuxJVXXonU1FT88pe/RExMDNra2vD555/jF7/4Bd58801Mnjz5aJyrjv8Al8uDzMjRnw83AxCAR9axU/klE5mZq+r2LwcvjOP//7yN/78gnxPz1wdJWqgG3MXeZko3TufzZq8i76IJXMR2t/Dxe+fRn+bRtfz/LTNZjvHURs1T5ye5DFY/r2Dmbo7XoFsUgaQg4IXNLN2fkUJi59Qckh5/2kqydGO9piKYlcKFbHwcyx4iLSwTXlpG5eCQExgfy/LpcDNg99Cv0e2hn+yp0Vyo1aZcw1HTQ4I02spjzEunZcEft2rZ1fJOkl1XTgJmJQNxISz5eHSt/7FUUgvgYtjnABr6+fnTkhiUD7pIBk32Wh2clkPiyykzsM+NInl6Sja/n0fh9X5rL8uME0PpE3tKNjDba0fQ0MfsqKocLIgHbMMlvDqOGCFGBWaJisi39mj39+G6KooCEGRQAJ/Lb1OM+LRiJJHy6QESgQJYIpQUyiCt1SeZUtnN+66ulz5WqsJTFID75zHj7ttZtd/hLQ8SeC8MuNhYo7mfxLAkUIHwWx/F5pCLjdpWVvM9L25hkHhiFgPsYBMV3/1O4NICBrErq+m57HCz1F1FWjhtK2p6WJbf5L3/T83mGH95Oy0vhpcwSQIVqpLI73N5Ib9baTvHxwlZvOfdMq/Rx+XAJq/S4rw8+n+Fm3mdzsgF1taQIG4eAH6Sw7ntjll8fZO307OqcF1WxfE/NYmErsMDHOhigL6rhf6x0Vb/+a60ncd4cgOV5Ae7OCf5Yn8H0LWTwbsKARzDXTaq2pXDeSjoOKqwuwEFAizHkPeINMlo0UlVHTqOKVyKgHW1Auanc41TFK5zd8yiMsy36eC6OqrM5qYB8JIdg04AXt/yt/eSxNndzEShKJCoPSUbsLsoGHB6SKikhAtICbJAcAYwKteh4zjB45ExJor7PIeHYpfKbloYqRGJ1cAYb3WNfz8Lu5vJ6LtmM6nu+1xyqD952utg09wL8jmOuu1M6IeYGHeenw809dEu7aCXgJydyoaor+/msQTQmuOUbGBPy8hmTvs7gIoNTGyfnA1MiOX5nZLN79JfxdedNY5x8D1zeS7PbdIqoJaWcT/86k5N/SkJfE9WBEVMbpkVav/er6lGTRL3ZUlWigL6nYxfi1IY66qYGMdKxyd8ru+6OsasN83g7/CGl1w9cywwNoZzTmIoY/r/28lYHKCg4vJCVj0WpZDUnZEIJEeP/nuHZQAVvlOQAogGA1yKBAEKTIoLbree3NehwxdHTKo+//zzmDZtGv72t79BkrSdxU033YSrr74aL774Il577bXv9CR1fDsIAifc4QbgALOBlxZwY6+qov6+m68/LYeZxKRQNla6fBLw6Dq+Jj4YSPT6EN41Z2T36vJOoHorF8Y7ZnGhfWWHpvCcnsTM3nLvImURSdj+cYt2jmaJ6q2nNpLE2d/uv5BEW5kVtEjAHcu4OL24laTwZQVUqZ6WQzJjXhpLQd4oZjmI06MtzrNTNb+e+BAuMKqyc0wky1amJQK/WUnS43BwemhNIIoAFJZNBypXeWsP8PvFfL2gBLZGMIpaRvKFLQweFIXE0C+mkEyp6aFi4sLx/A4Hu7hYf7ifGeITs/idXthCQurGGQwWPiylonCtV8k338fHa9BJ0qcohcGQoFec/c8wyQ5cON6KhFABtT73Q2UXgyRVOQmQTIywAFmRCsxwHbrfJUlEaUfg4xe3MlC7egpVLZ2DDPiWlpHEd8tUO5okBnu+9FtMEINLX0L15DF8/PH1GvlqNQCXFTKD/uQG4IkTgff2aYSqClHQ7mePwntR9CrR7W4mR2Yks3z/ZxM4x8gKkxCn5PB9IUaeq81F/yo1+K3uAV7azvv9sgL6NF/iLbvvGKLq/YwcZvANEo8dE6T5VA26SNDu9/obKwotS7Y3ca4Is9BH2Cgy6SJ5A9MTx5CkdXvY/Mp3frh6CpUVZR0sx5/r9cy6bRZL9Xc2k7SNDWaypyCOATYEzkcXjGcwXd/HzcgOr6o3J4pB75CLc1jrIDfavd6A9qQx7BY7Nw2wGhQobp1UPV4YclMvfazK/wEg0qJgX5cIj3z4Jh46dOj47iAKAsLMVKDKMuPrGCuT8MPj4Isncr6+Z7mmGlP9x+t7gbQwNu0ZdFFt9nE549btTawKcXmA03JZtfD4egFTEw24cqIFok6s6viewGSS0O8mofd1JWO81TX+r7G5GTPeNcc/1lWx1ltxp74v3dvnwWrU/n/SGFYLiQIJzaZ+ICMc+MM6TTwQbgZ+NpH7UzXu7bUztsuOoiq0pJ0k6Pz0wA2l3DLFOJVdrCA60Ekv5LHRbFD8+m7/UvtpSSQmn9/MMb6/g9fgmilUoEKhmGBtLXDnMp7bT8f7V0wCjLNf2MJ94Z+2sndJhMXbCNpnf3hqDs9/eKTR62C8f80UxqG3zKRg4SOfBH1yKKvjXt7O/WNDH+eWn0/mvtvpAcI9QMp0oPJLQB6upxGAxNOBV8v539QwICtawL8PmrG9SYDFAJyabUBhrAzROYrJrg4d/x/iiEP0vXv34vLLL/cjVAGWnl966aXYs2fPd3ZyOo4MoijgQKeCa6ZoDW3GRJJ0WZLFydS3nN1qAG6Yzg3+0xtJKl4zlWpJtanKokyWt0ZaSIionbVNEsnK++cB9831KtpEkhy+nzE7leX8ABfCc/O4IPmSvvmxJCQmxgGtAywP8V1IOm3AI2tBJZ3PEx/u14iinCj+6RwCKju5CNw6k4q0Pa1UYsZYqPSKDWa3SN9uiJXdwO/Xkli+dy5Jl/9UDN9h4+sjLVQQBoJLJtn60X7vwjsM2VE8xmk5wPZGLvQnZJK8WVNL8rm0ndfttFyqWdPCSdJkR5EUHXIxSK/upoqxeYCLcY+dpE6omaTVuXkkj9SmCVFW/t7n5QM7mxUYDBJE8T99ax2Hg+z2YEa8E1aDfyj0cTmz4DOSGbSp5eMJIQpSwwCXaIb0LRmTknaOg3GxLDFUm1XdMxf47XwGW2ppvy+mJ/lbBYSaOPbe2uvvV2pz03/39Fw+X9XNEsb8WN576h1i93qO+n1/hUGfw8Myx10t9KTqGCJp+swmJkQeX8+A8IUtPM8XttCuYjg+KqM1AcB7OCaIpVJRFga1K6qpEk8OZXCsYnYqr8f4OCYb5qUzKH7yRL4/xkpl6kNrmFwxStwoPLqWc9+Dq0fOD89t4hgyiAy+nR4GxS9t43ndPddfkbynja95Zw/f99wmAALnA5PEJg33zGX5XJeN5O+tM5kgqe4BJiVSiZsYStL1gvEKLLJTH6PHERqpeuw+M8Isw6MI6HLov7sOHccKbg/Xjb0tJFLtLsZKm4fZ7aSGcT74vMK/EWOfg+tDpJXlwHEhJFhSwykUAKh629Ws9RX45XSuCQNOAXX9I+MxQRAgGo2A0QTJoNsE6Di2KO3gvuvSiay6CQRRYGw3P03rcK+iZYA+9BaJjUcvngg0DjC2O8FrUba0DHh2E/ekG+uZ6P7Hbv9qrF4H8NftjPOCjUxUvLKDifC39wIQmPy2uRkXzhjWXNQXE+MZpykg2RtqBv62EyOaym5voiBBFaZEW1md1ecESlv5WXcv5zxgEJlEH25Lp0IBydeHF/L8piZx76o2IA43U+AUyFoA4B6gbYgCqK2NWk8OFY39/A4X5PtfswEnMCWBMXxmHFCmAFPuAUJ8Gj5bIoGpdwAbBylEmJwA3DBdwQMrBXxdKaDTxuO/ukvEy7skyCa9eaoOHSqOWKkaHBwM9ygm6i6X65DHqo5jD49HRnKYgGc3UYF2QR4gScBj67wNkUKBxZnaKvfT8fTvVL1stjeRfAwyknyLCWLA+IlXgdZjI5nQ0MfN/6YGqkKXVVFFJYAZM1+IAsmXuGC+x+HWCFsVJomvmZ/OcuVAGHRRnXn3HGBbExdbm5sdDpPDuFjsbGYm8ckNDG6/PMhjnjiGC9jsVCruksICZy5dMvBVJaDIQGYUbQ3+tG3k6yYnkITZ1Uw134les/U3h+UTsiKZAY2yAI19WvmHirRwKlH/sp1k8vg4ktRDTpKqKnY0s1P5eyVaZ/CrJlO9mh6u/X4rq9m8a1UNiWgBVAmfm8drtq2JXSZ/PhnY2sCg4GAnUOwCMiIFrGw0IyUUSA6VYXLbde+cI4QgAB6jBX0uCUFG/6ZMTg8z3OfnATkxvspQAd9UUtXywPwghGIQHo+M/BjtuLnRVJmLAhUtoSYmRN4rZYn823t576qqlx3NvJ+Gwyj5N2mbm6YlPIZDAbCyigpTl4ekngIGiylhLH8UBd5bf9rq/97CeBKkZgPQ0AusqmYm/vRcfuc3inltYoMZGLYNUvEdZOS9HWVlgLmhngmDQafWDGFZFYPom2eS+FWbFHx1kO8HqITIifIvS1texfP+xWSSnV9WMCD+RSytQJ7cwGREYTzH9Wjzw4Y62nnMS+N1SQjh+Pu6kuT2bUXAs5u196ytpWVJ2yDJ3YpOfk6YGViQBvx2tVY6BjCRcuF4YFw055leh+b9XN0FNPabkRRqQma4ApPHDtmjl18dSxwXpaqZn9U2JCLWGqDUQYcOHd85JHiwrVFCUQq9UycncA0avjYEatKowiWT3JmaSPLjN/Pp9T0/nQnDMDPX5UGnRkCFGLne72oWkREZBLhcgMsJ2WhGi82AL/YLGHAKmJYooyhZgdljg0e3hNFxlOF2K+hzcN8BQSstVyGASYfMCFbjFCawWm5jPYlGgHFM6wDw5ElUlqrJ5NoeCngeWOkvBqjuoaDm1pmsVvKFAsZ1N0xjxdHMFO4B97YxxjppjLfXBbRERuewvWewkb0E7G7GpmZvvw5fAtcXG+tZmbS1kb79f93OY15WALzjtcVLD+f4dXlGXiNftA4ANb20/BhwMF4+exxt99Q98eEQbOR32jhKs6xWb3NTk6SJJjpt3IfeOAV4Ziut5hJDgHOuATIlNsUKjQBgVjBlp4C+vQriZ9F+K1AD7JJ2Aa02CUkGQed+dOjAf6FUnTJlCl5++WUMDvrPOgMDA3jllVcwbdq07+zkdBwZZFMQ7C4SGB/upyn+85u1koJGr1dhsNdQPCZII+QSQxgcqibiv13ARal9CLh9NhewzytI1i7JorfL9CQ2dFmQQSuBfe2BM2tmiRn4Pa3AI+tGqnwqu6naMkmBu5mraB1k8NnrYAnKnFStC2RssEbw+MaXa2v5fbc3cQGflsQs32jY3w7kx1G9ZjJQ6Sp5g11RoF/r4kyaop+aw2O5FX6nPC8RFhtE76DpSVxU19SynFoQ2JTqlhlsaHN5AfDUBgbd3XYSVaoiN2yYqnVlNc990MVg/LMD9NA5aYz2Go/inxnutJHE8S3b3t3KIOaMXODXy4Gl5SSx6noFvL1PxJObRPxurQFDUpCuiDsCCALgMgXhmS0G3L9KxMpqgf5qPnDJVKs8t2lkJ3u3DGxpEOA2BkEyGmCBC2eOVVAYz272f9nmtaVYQ5P6ThsVjvva6GH1swksPWobpEVARsTIc6zoZNJERZQ1MPmqorGf32t9Pe/NtHCSnU+s93a2D+Z4uWEaS50A4KLxvE/7nDzfrU28t6t7aEfQ1Efl6rl5JCgBdkS1ewO2xBAuSrFBHOMLM0jkTknk85dMpLXFW3t4DcLM9I9akEFLABHAogwSt8NDvAavD9ekeG6M39nHpgoVXZqnV0qYf6OA4TjQScXxpweA5zZTaaEOk1ZvJUBauP97EkOYEEoN4+8TaWHwv6fNn1BV8V4JYDFyfD66juqLpn7gn3sFvFcq4PktIu5ZKaFbsUIU9XrwY4khF39syzEkVUONCgyC3qxKh45jCcnjxJxUGd9UsvLrq0rG0hPi/F8XZR1pt+WL1kGSsevrgH/uARZmMkafnMAkemM/m/rcu4IVVNU97AkwMwUo7xDR7TZBsYbgi2ojHl0vYleLgIou4J0SEQ+skWCTgo7mZdChAwAOJfvnpDKpnx7h//xVkxnfNXqbbJZ3cv81OZH7HhFUfr9XylL0/R2s8nG5mdh+r2RkzAYwsV7eyQovX4yPpSVU6yArwQRQCHNGLvddb+9lZdQzm4BeG3DfPMaTFgP3v0UpjJ37HZq4YGYK49VRr4FCUvKELNpLqSRtbDDjS7Wx8rObSO6mh49+rOwonmdyKLC5EUgJZax460zGvMlho783NohzRFO//353OHrs3P+qSA8H3MXA7joSqgBj35fKgN+WAPftA7b1A20rBOx/BWjcJMApCtjaNPpecEOdAKNRV83r0AH8F0rVO+64A+eeey6WLFmChQsXIjY2Fu3t7Vi9ejUcDgf+8Ic/HI3z1PEfYDAaUDUgwmwQcNN0TqYK+LcKSaBi8jfzGdy1+2TRzsgFqry+jwc6SZL6GmvfNZtZx9d2sQnOH7eQRBwbA6ypYVC5v52B4rIq7bgtA8y+mSWt8dOgk0qsMm95bccQFxEFDDZ7RlnU8mPonzg/jWTxzycD4SaWT7QOsGxkSRYVogC/x6oalqnkRtOeICcaCLcyi9jYT4WBr3I2wsIgGWC58p2zeTyPwuu3u4Xf3S2zcdeCdH7HbhtL7as2saT+/RISN60DJNPW1dGzcX46MOgAStuAfhcDkfpeenTJCl/7STmJW1+PHJuLi+7YaH6v8k4GEQPeplsqURzmU34cG8RrOfx6rqwGMsNJ7E1PYnnaiz5qw2478MJWEXfOMEGUHYF/DB1+UAwmvLpTRHKYgPPyGbhFWUl8vraLZHiwkcHocCLt5DFUKa+rBZ7bImJctAUnZSmYkcQg8HerWUoIcHwVpZBc9SXLJ8YBN00HPqugquZib3mWr0dTSTvLq9bU8p5oG/QqBwJsCENMVHZvb2JJlEsGvqggIXpGLgPWRxcDm+qBcAtw+yyO4dJ2nte7+zhm8mJ4f3bZeJzl1cBTJ3LMfrif93RGJJXYMUFUADT1s+Q9NRyYkcQAeFGmV3ld5+9dfEE+55XkMF7rW2aSwFS9gqclkRjuHOK8tLGe4/SmGRxTjf38DiqGXN6GfqMgwsJGXqrlws5m/iaqP+rGeqrl+x0co3NSeR+cOIbznsMDfFbOsbmzeZR7CQzIE0M0sjfK6j9P2dzAUxtFPDTfDEn3tDpmsHmVqqZjuIcQBCDCrKDNppOqOnQcK8iyglijAxfkW/C3XQL2d1BRdsZYqvFUmyt1HfX1UPfFmEjGcheOZywQaea6GBfMWC/UTA/KdbWszvjbLuDmGVSsXVYAPLRGQH6sgtNzBHx10J946nMA75cKuDTPCMWlNxrVcTShIC6ECYZ9bWzM9sctfCYxhH+Pj2Mp+tt7tXd9XcnKpWdOBlZUcd9R3sl9YVYk92NNA7QvGw3V3YwJVUumSAv3ob9fozUoBjh+zhpLKwGVKE0K5b5xWyOfW5jBOK9tkDFqYihjMZMEnJR1eFLVKDIOzY32ryYUwaqxuWl83OZmrHrDNIqJhvOeZonx6dIynl+oiXH423t5fvfN5bnNS+NxhuP8fFZinpfHcxrNJiAhRBMqhZqAJBHoaAfWH0YFu6EOSPThUBWZ8fRwIcihayIBgelwHTqOHC+99BI2bdqEN99883ifyn+FI47S09PT8e6772LmzJlYu3YtXnvtNaxduxYzZ87Ee++9h3HjAhjj6TiqEEURPYoF75YI+P1a4J4VXp9An19XFEgk1PSQBL2kgMopFfEhXCiyoxjU+VZ+Kwon5Fd2MLvYOcSF4GAXFWRbvI1vdjSz67WvynJcDEmHYp9u30EmEhvTkzR/xn/uIcFy1tiR329MJLOMjf30Qex3Ag8v4veQBarvqrvpD1vWwczks5v4XW+ZCQQZgCVedUBDPwmlT8pJgFw71V9ZtthL3tw1m+UXAkgmPbuJjbSWVWlk1oFOBhFGkWRZUihw6wx6PM5O5Z9fFTGYlgR+5pAT+PN2dlf/pJy+QZXd9MFUsb9DI4ZVTE/m4jg2ht6Nc1JJvOxpJYlzWQGJahXJoSTy8uNGkjcuDzA3ned9fj7wQcnIBbO2F7DJevbx20IWDbi0kI0tXthCheGvl/HaP7wIeOwE4PeLRl7nWSm8L5/dRHuGym7g84MC+l0iXi8WUNujEaoAExt/3TGyadTeNiYnRLDkZ8DJez/FZ4xHWXk/3zGL5P6OZmbcfXPQRpHK2Ksns0nAoIv38Jnecfl5BecJswRsbqCifcAJ3LeC5/5BKX1erQbgySU8fredmfzHT6T9we4Wks6/W8CGVZ+W8z29Dga6ld1U9Ty5gd9dFIBi7z3scHMsZUVy41nXy0B7ZTXHq1v2fsfZfP2LW3ltl1dRHTsrlccINgKZkVTY+vrCbm3ECIWxL07NoR+rqrbf30HSWIXZwN/gvHwS0NFBJI8fW0elbssAcP54KiIOdAb8iEPfU/U+nprIazJckdBtB3qdOtF2LDHkZun/sRbxR5hlXamqQ8exhtsNh1vBfm/jSIPEuf/6aVwTQ01awhwY6cNvNVDZuqqGa85vFwBOmSRraTsJFKsBeHI919VpSXzfJ+Vcr+p6mbgvbhVQ3slY2iwxTr16Mis32ocEuIQj1sfo0HFEMJkMcLq5t/zsAO/966ZqTYBL2hijbG/SxkFSKPdSoWaWkAeb6Bk8LoZ7zMleP/n0cMZKoyHKykS1iksmUvTiS6iq+Lic+yUBjB1vmEbiTxL5XFUXE+eDTuCPm2ljd844CmgUhXH08GojFSdm8VwsBv/HIq380zqoJdgHnIxjr5+mCXUAxuS/XcBrFWIiITouhnHtFYWMDZdVcQ44NYfkcWwQn8+JosVUSTv3t5sbOIcEQno4BQ8umQmc38wHTAAkC89/QTqJ7TmpI7kCxWd/0bUJmJcw4vCHMD9Ngcul2xLp+N/xj3/8Ay+88MLxPo3/Cf/VSpydnY3nn3/+Oz4VHf8tnEYLHlopYMjFxeDELDaVGfD6NMnejFdxK7CxAXhkEd/X7+Di0utgwFfVDVT2jDy+rHAzqSrsQs0kMBJDqKJRCR5Z4YL74AISkWr2b3szS3wFcOEZcpGgXZTBhcyj8LmlZSRpL8hnoHpqNsuYBYENZA6p7qoZiP6qiCQlBJKDdy3TXqOqvaq6gfvnM3va62B2L8LCgHXAQQLslpn0X1ySRbXca7t4jjdOJ7nxk7GBLQMiLLxu8cH87C2NtDm4b4U/ATI5gY+/uJXHuXA8F3ibiyUv25v4e6WG0YtIFPzzfpEWkkiPez2FPi0nkRoTxOxr6yAJ4ptnkPAeG00Vb5eNqsKnN/qf9/RkXtOHFlK5fNFELrzDv6NL1sv/vw0UkwW1fSJ2NHPzBJBoW5hBkq1tkPerIDBwVL1Wx0RSpfrwWv/jJYYwgZAa5q/KzIpk8mA0q9sP99NmwiDRx/RgF4OyuGBuxOKCgX/vZza/KAW4fiqDvYcW0UtJFBh8/n03lQgqvjpIm4nz8vgZO5qZyOi08fUT4vh9o7xj2ywC108nkejrYfV+KUubgo1M3Fw5iYFhQggD2c8P8DHHfj6ugD7FDy0CTsomCXlZAZAQygD+X/uothfAErNoK7C+FliQyfKy+j7tsxv7aQ2ilns9sYGPxwUzkO11MAAedJHAPGssg1rfS31qNoPuvxczGfPiVs4BET4B89w0fpZB4u9/7wptfux1kHQeE8lAPy54dHVTViSwrJJz4dw0TREyHDYXAGPg53R89xhyC8e09F9FpFnBgR49yaVDx7GEJIk46CVU1cqs276mBc0JmUzWq16DDy2kT6TJwJiutI1xmCDQYzHSyp4BapUDQBuZEzLZ1OaNYsbD25u4LoSa6O+9MIPkSEMf150eB2PlD0qZQF2YAd0GRsdRh8ViwN4aJntzoxn7pUfwvlcU7i/NEvteyAqJQAW0NPOtzjKKFPhYDFSTXjeVVVVLsph4Hg4BrFR6bJ32WGo4ldyj4aDXpmlhBveeD67SvJAtBooKFqbzu6i9OB5bR+JxZTXH60f7cSiZIgl8T2Yk1bG3zOS+LMzMWK3fSZXpjdN5TDXm29TARPpPxzPuDTFxHlhbA/zbpxJxeZVm4XXPcu3xlTUUXtzpFQlsa+IcolYtbazn3tIlU+mu7jvzYoBz8lhBea+3geoftwCzU4A5C4BL3dyXrK7hc3fO5m+woxmYFwN0faWdQ8tWYNHpwO6ukVVtSzIVhBvdUHSR/A8ezgHA3gu4hgBjEGAJB0whx+azW1tbcf/992PHjh3IzMw8Nh96lPCtSNWlS5diwYIFiIyMxNKlS//j688+++z/8bR0fFsYDCK2tYgYcpH4yIwg4SAKJBRPyOSEvSSLJcPxwVwIXt7O4OyG6fRrdMsM2joDGGsbRAaLKswSkBBMlebBLi6wquqqxVvubpaAe+dxQSxvZ5fCvFiSoGopwdeV/OOL9fXAHxazG+KXFczgPbHBv4wZ4AL52i569SwtoyrsV0V8zNfWYNAF7Gji+Z2eS1K1x87X3TCNjaLqe6kmrOzign9yNjsnrq/jglbdzazfcALkhCx2bW3q53Wt7eU1j7T6G5TvauHCOy6GRPfuFqrrEkK4IP5pKxe32aksZZ6eBPTZScTNSgGKUtmUR4UCBuBPn+S1eVBIBL2yg1nRgnjg4TVcoG+YRmWqioQQr9+mwjLmF7YyU3nVJODOZdrrjCIQbFSAw3jc6gBEgwHL6yVkRQpYW8vHrprE3/mNYgZbwUYGkV9VkkS9aAKD0YY+NmoaTpLmRvN3re8DCnwyxMHGwJl5FY39DGSzIuid2z7EczCIVAvU9vAz3d5ynpZBEoen51I5IytURfoSqiq+qWSG3GrwEqcGNnV6cw/vZ0ng/fvrOUzUfFAysimArPBef+JElrU7PExaLK8iwXhpAe/jn+ZzbgoxkQBVFI7RDfUMpuNC2Mzjykn87KlJHHfvl7I5Qr/Dn1D1xYel/qrwtkEq0O+dy3mz26tiX5QBPLCA85nNRXXBvjYGtWeN5XdLDePranp4rNkp/I0+KKVyqaRtpKIY4HdsGuB98PTGkQrURRmcoy8uYKDcZeN3/e0q/9cJYGIFekB7zDDkFo5pkyoVkWYZvU4jHJ6RnuQ6dOg4OlAUBRHe5tanZDNuVsB17MEFTJK6ZHpDtnitWkSBcfcvZzC5OTuVfuaK4k+oqlhRzdg1xFsCHBPEtVISSeqsqWVyfHYqk5rTk5ngK2vnOvrOPqC8Q8BVEy0QXYepXdah43+Ax6PA7mYV0Lpa4PdrGd8khpBMnBDH8SErwIUT2ITp8wMj7a5cMvB/OxlzdXuTEGtqGdudmMV4UF1hjSIJzz0t3Nu4ZJKkql3caBBFjs2aHo4ZlVCdmkgrppXVJBljgjiuTRLjLZNEAreigwkMp4fvtRpIxpa0AT+byO/8s4mMX7c3aT0MdjZzz6aKKwDahLy8nf9+aCFjcF9CFWAslx6hCWdUhJi4x15Rzb3DB6X+zyvg3LMoE/jDCd7mzS7uZZ/fTKJ2RRV/D7V5bJfNu/cY5Dzy1l7usW+cDlgkIEcCdtb6fIYHOPAScMfNQBWADQ1M5pyQqSA5yA04dYu4HzqGOoDtLwOte7TH4guBadcBQTFH//NLSkoQHh6OTz75BH/+85/R2Nh49D/0KOFbkar33HMP3nvvPURGRuKee+457GsFQdBJ1WMIg0FCSbuA9HASqn/dwfKK13cz4LpqEskBu5sb9Ttmkcwo9Wbg3ijmoiUr9DidnUoS0BcOD8lDVWFn95Agbfaq6TIjWGKbH8uF1eUhUdfQx0n6vPEkC7c38XiPLNYUtJLAYw+5+P9IC5u0PLmefqMdQ/5egr5oHeSiV9bBLOIrO0gSP7PRn4Td0+r1MnX6+8+8VwJcPYVElCzzOz2wkiXCp+WQSJqSyBLkcAsAH1J1TiqQFkay2SCqvjL8LNWA3Bcrq6mmjbAwaAAYhL+1l0rYzw/wOkRYuMiHmoBHT+B373dwwe0Y0gIJBSR5bi1i4A7wN3V4aA4/6OKf1TUk1IdcVMzGBZPwW13DMhOjSLLq5GyqAN/0TqpnjZVhVpzQe4sfHg7RhE8PiLhphuaB1DJA8l7FoItqlW2N/C0yIkimBZuo/hwBhWU+mxuAjHDeC2pgOjZ69E7D6eH8/WODWUa4x2u5UZTMYC81jL958wCJ++c2kwR9agPHxCUTeZ+Ohm2N9DjNimKZvEnSNomiQOJRVhhETk4EZqcx4VHVrR3DJQM13Zwz7C6OyxATg8a9bQwCI6xUsnbaqD49P5/nfsUkNum6fwWVAhVe+40n1mvjorGfStDRUN/H+WU4Pixltv7rSs5fBfFAlIVqhS4br5lKfu9t5Sb4p+MZXHpkbrBbBngPlHdSQTBaCRnA4PzMsZwLtzdp5GtGOACBgfTfd2uvX5Llfx8AwIJ0BWadUT2msLmE40JqRpp587UNiUgN1WdlHTqOBWRZQXq4Aot3zKvkDMC4MMTEtdzXokdWWL4bHcR4+pG1VKIG8kZUsameCj+Hh+SRJAC7mrge7mphufWds0k+LatiZchDixhj293AN5UCelwSogWStzp0fNdwu2VMT2bJvG/SunmAieKV1Xz83rm0YLt5xuiVOANOEqrz05jslwQSgSeNobWFW2YyWxS5N1L3pEaRseav5/iLeYYjPZyk6a0ztSZyaeEcj09u0GK51kFW6F2QD8xJY0MrtW9Fdbdm96H208iOYoXUymrurY0Sx7Uav21tpD1bSTv3a1MT2cdDFbYo4Fi3GDhuVWRF+n+XzAiW5js8nFuSQrj/9vVyVqGADcLKO3h+TTZ+1+umekUWU3ley6u4F0kOpf3fxDDA6ATunQZU21kVd+EEQKkDIAAhCYApFEg6HbCMATrdwNAA98ZJIYBJVCDb9CTODx3OgZGEKgC0FgPb/woU3Xr0FauLFy/G4sWLj+6HHCN8K1J1xYoViI2NPfRvHd8fCKKAuGCSAGpjoxCTpmhbWsaSYItEtdyTG6laU8nFpn6Wsd4zl4REctjIzTsA7Gwi8fbVQS4yr+0iQZMTRWXasydTGVfewUV2XDTwyQEqI+3ebJ4kkJQJNtJf0i1zcZUEEik2FyAoXGQnxnMROJy/IUBSNcxMZV+3nQTjZYVsmlXVTQJrTCTPp9/lrxzrtHGxMxmAEDPwVQWvydpaBgZfVpAkGRsDzEimMs/pYQlIXQ/JmY/2koxUF26rMXCjrR471awWgz/hW9NDO4BxMSSQrp9GAs4pA0+s5e9oNbCM5eaZLGtWlW39Tvo3Nvdrx2sZIOH00GoeY2M9lYHLvarghBD+jv0Onot6rN0tJK4mxQNTkxRMjvVAdh7GzVwHADaucXo0T6KiFJKVvjBJvM9NEu/9R9byPuvxeo2qyQoVXXaS+PPSGKTeN482FYLAx+OCA3cbPi+fAVtlF9WYv1tA0q/LRuI/zMK/Iy3MpM9MphpbTTKYvSrU0TDoAi6ewI1lWjg3ejdM4/0ZFwIc6GAgqx4jyMjnPykHKrq04wy4qLwJNrHkakoSVbDPb2YmfkoilQCdNv756w4SkAMOqln/uoMezHfPpW+tQeT8F2wiwRnibdZmlvi41chxVterBchnjaW/lorKbo7t3Gh6OwebqJadlsQ5z1dN3OtgkD/D2wSraQAY42TDg79u165VVwDVvwqrgfeEAK3BV5SV57uzmefhG3jX9zHY397Me+iMXAXzUjyAQ5eSH0sMugWYjodS1cJB2qqTqjp0HFOYPA7cMcuCfpd/if3+dqpJfQlVgOvPrBQmyP69n2u7WfJatYyCQRfX5D4H1+UP9pMU2VjHNaGyizFafiz/LmnnOmGWgH+VMPHYYRMQHybp/oY6jgpEUUD3oDcxbWBFzfg4xlyRVqB2N+OlbU2MWw7XlV6FSaKd3G2zaHXx2HrGYVFW4OyxjIN8BSoumXuYICPFQA+tHtmkaXoSYz2nx/8cTsmmqjuQfda/vQrwCKtmW/d6sbaPTgtnTL27mdVQH5SS3EwN4ziflw6MiWJF1dt7gV9MZry9qppKUYuBSfhwMyuaTh7DfWdtD49l8pkfxkSSUP3Ldv94fEIcr9Pj67lvV3FmLj+/pJ3K9pQwErSflgMLMkgkf3VQ23c29pNYvmk84HwDMAQD+ZcDG3uBwXhAjgVmvQSUtQAZ8cCAG/jnXv8YXgBwzRQBhVEGwK3vE3/IsPeOJFRVtBbz+WNlA/BjwLciVZOTkw/9e9u2bYesAIajvb0dS5cuxTXXXPPdnaGOw8LjljEzRUGPXThEtMgyyc7iVi5ya2tJ0HxewQXK4eZEu8Yr8Z+XxnLa8/KoXL15JvBxmeaxmRJG1VmEhWSH00NS5N0SqukeXczyhnKfTNsJmVxYpySSRLIaSPYVt3BCv2oy8O9S4Nx8KuC2etXePxlL0qMohQTN4kz+P9ACbZJ43FOzeY6ZETzOkiwqwS4v5IK/ro5kVG40X1PVw/cbRS1zGGYGZqRwEdvo9cGZm85Fb1460D3ERVRRSIJMSwb+bztL88s6aYdQ18cF/fnNI881J5rNwPa3k9Ty7TDpkul9+fYeHmtSAnBatrag29xUPqoeqSoZlBdDte15+SxhVgmaDfU0Qn90Hd/b2Ad84VU37u+gSvWX07WmP7LCa7G8CrhmqoIgjx0unVD9VjBJ9J090Mmgx6OMLPl2eXifemTeX4M+gZLajX6pTzlQj5335aQE3s+fHqAC22pgwuKOWfzddzbzdbFBLCXvtZMsv7iApJ/ZwONePYVeSZsbeH6/mEIifkEGAz4VlV38DhvqA3/XCXHAP4r5/uVVPL9/7eO9LICJkF8V0U6k287v+qetHPdP+fj6Zkcy8E4OA2Qw4TLg5H389l5+/1OygT6n5in7ZQWP/edt9Kn73Wp+1zmpnCu2N/F92VFak4LUcF6/AScVsQkhbFKws5lB8i+n8bpsb/J6o1q81hp7NHVtUiiJXIeH1ih7WqmoLW5hcKwAmJIAbGng+5u9JaAzk5mc+trn+vpiRjKV889s8r8fNtTT71lWSJ6r398kAfMz+MflUe1YhMAH13HUMOgSEG469qSqWQKCDApabbp3og4dxxKKx4Nksx2OYCsMonBofR90Mbbyxek5jDPXeP0Ny7wVYZXdJKBW1wT+DDVOr+rmOhVlZfz2yGJWZ5w0htULvg1lllVRidfn0KywBEn093vSoeM7gtksYX8V45qbZ5Ko+2ojk9ZXFPI1s1O5dwQY7wYZAyfqBTBu/eIg91n/3MPEsoouG/DabqpBb5jG5HqXjTFWpJX/lmWOj28qWcafEcGExqBTizclQRMQhZpGVhCq8CiMf9WxN1wYUdcL/GEd97pDLn7H0nbGxE4PfVDdMsf+Bfn83o/6eMmensNjlLZTlbp0D8nNxBCqRut7GQ9/eZBeqH/a6q9kBViZ+EkZraBsLsa7WZGcW369zF+YUZQC/HwK8PVBxr8XTeCeYUEGk/MehfYhc84CSp8DNv4OOOU3jLMnxHM/PzURcJko4PAlVAF+1is7BTy9xAwr9L3iDxmuw4g/vs3zOvxxxBH6vffei/r6wLvu/fv3/+A7d/2QIAiAWzQgxMgNuNotut/JiVmAlgGzGDSSdFcLPVgSQ6g8OyUbeHA1g7PLC7hgFCUDDy8EHpgP3F5EIvDJDSSBIsz8vCsncTH9utKfUAX4/8IEnpNLpnr0vRL6Sp45lp6lZ+dR2bWsigTikIsTeG40SYwwMz/vlOzA3/+ccVy4g00897PHkYxQfU6f2MDs/3l5XJCe3wxcN40LtQCqYLc1clHssbOM+IyxVI5ajcBJWfRrLGllGUqMlYv65gaSGhdMIDmjKCz1OnMsF/zh/q8CuNAKAsthEkL8n0sIJplU5r2GxS0kgYdTJlsaaVEgQFsYPQqv04J02hY09dNDtrGfnj/5sVx0faGAQbjVqHVLz4zkgt/QJ8AmmA573+lgAwvFZIHRAEyIZYD5k9zAfocKeH8lhjLA8cXaWt4/t8wEJsaxNEf1ZzJKVEkf6KSf5q+XsaxpZzPv3Ttn03/4skIGmcur2NDpxS1AUhhN/y8vpBXIlwdJdPY5qHRJCuV4CzNr57Kx3ttcK8B3iAvmn5J2JgbGx7JEX00OKCDh+H87WKavwuFhIBsbxP9PS+L8tLSMAbB6j5d5S5eMItU/r+3i9VThknmv1vXiUCmmJNCDyyVzHLYNMtHz0GoSvN9U8lpOTwbaB4F39jJB8kkZ1QFq99V75nLuEEErBF+7gqZ+WpuEmajqzYhgmWZMEAnQT8s5d01LpsfyZQUc65kRQJAJuGn6yGt59liqW3e1+BOqKj7azwSMqlyQBM4Rq6t5Li9uBd7YI+Afe0TAqI/VY4nj5akK0Fe1dUgnVXXoONZQPB6YPXZcMkEb+3FBXBNVzE4lmfLcZq7R3XZtfd3SwASgNYCMJdpKckZtaOn0cA2ZnQpsqKOwIMLC1xz0ITdsLu966V1EPywVYAPXA1EUYDRKMBj0+ULHd4cIK+PNf+zWkvo2F9WmhfEU56j3/Mpq7tECYXEmKxvHRjM57kuo+uLD/YyD3y1hzLi8imSjJAAQGBMuzOD+7skN/LO3jQl4s8T4+gxvHCkEyEFPiKNNwe2zGNsFGdlkORBsbjae2tsG3DWH+9JnNgGrazUhxYFOxmhOWSM5w8wU1ZR3chy/uJUk5ZCLe7PnNzPmDTJSlNNt43eMtnIvevssfp/Tcng8i8Tr/3kF4/l/7B7pL7u1kXv2SyZSUTwlgUmXtkEStq/u5HvCxwLmMMA1CAwVAwszKYqQFRKzwcbRE0EAsLUJMBoDbBh0/GBgDPrfntfhj2+lVL3uuutw8CClboqi4MYbb4TJNHIz19nZibS0/1CvreM7gSiJGBCs+OcuARdN4GoxL40kYo+di85ds6nCVBV0KpZXMWt+3TSWqH5Szufbh4AOG58L9aopO4aA9xpJnqolB/ZuErIH62j67ev9p6Khj4uCUSShYpao9DSIJDJigkjOqM1sws3sqLq2hp45/9rHxeDNPVwYrigkcdU6yM8+P59EsVMmcSyAi++vikjQLMniuX9cTq+c+elcKPa0ksS6ahKJ0Gc3AddMBd4v4TX4/AAVeDnRVHI+vZHk8XslJGqWlvB8ex0syb5oAtW4OdEkZUraqB7463Z6zyaGUOm2tpYL2kUT6MmYFs7fKC2MylhV0aBiyEWF4fBumL12EkBZkVRJDDr5ey/IYObWaiTJ1OX9HdPDgGcCKGdtbn4HUaAybmM9r1+IEShuFTAzVoQ7UJcdHVAMJhwcMCLIJGJdHXBpIYnMF7Yw2EoL1xSGKj4qY8ZdVkaW+39czvt/QTrvyzW1gMsto6JTQGyQgMJ4qs7PzOUYzY4Egs0kBsPNfP3dczgeanv4+Vsb+XfLgKaeVLGpnuNkTQ0Dw4qtfNwlszzqjtkca7tbOF5np/LPS9v4ul0tWinT8MZZ7UO8p87PYwkjwHkkMYSB9NRE4Dcr+f1bBjTVAcC/by9iIDfoYpDpe63Usn6XTDWBW6adyZCLiYqzxvK6f3mQBOrpuZybBpy017i8kMTo9BQG/EFGerlubgB+t5AKdl/PPBUehYmf7Ciqhrc2MtB9dhMTOrHBDIwL4jlPLS1jEweLgUTrUydSAWAxklS2Gth4YUYyr/Pw8jUFJHbVWPXSAn7HCyfQuuPf+xmgb28WcNF4A6x6N7ljhiGXAIvh+JGqLYM6SaJDx/GA4nZjerwTKXON+KhMQGyIAINIoqTHzhjzqQ3a61VC9MP9XEP+uYflu99UkpCSBCbCF2UAPTZWgBhFrlHbGrXKKrW5jN3Nzxkbzc9MDWMJ8dMnkZTqGAQURYBiDUHDAFDWDOTHKoiwCBAUBRZJhlF2wel0Q5L0eUTHkUGtgGzqB1oHvNZKBlorDTkZb/1tJ/dme9v4JyOCNhafV2h7wjPHskeEy8P9kG+iYDj6HIyPrpvKeK3PDryykzFtlBW4ejKJTbWkv9/Jz6roYty0vo5x1vXTGAcmhWr72AvySWb+fTfjzOnJwJJMLWkfCLW9HKO7Wqg+bRkY+RpZAZZVcg+6tIyx86pq/v/P2wIfd2kZ8NgJ3GuurWWcvDCDj79bws+cm8bHVtXwu0ki54nhyIgALp5IcU1pO0nd03L4m+3yEuEeN2Pf0nbgjoeBrbcDci9Q0qLF22o+5nCWYN12ISBZreOHA0s4m1K1Fo98Lr6Qz+v49vjWpOr7778PAPjoo4+Qn5+PqKgov9eIooiwsDCce+653/1Z6hgBu2TFAytFxARxkdjSQGViTQ+JwxATiYafjOOEXNereaX2O1l6f+Uk4KBdM76emQSsrdNMwW+ZSfKzz+7vsWoM4wI1LdF7LqOo/1/dSSXduXmaWjLIm4kfG8PAUsVVk7kgiwIn+rpeEoQzktnMKT2cC0Okld9Dbbz1t50sm5idypLmva3AabnM3i3KoKJuVTUXpLpeNtBpHWBp8GPrSE4qikbuVnWTjOq20TNyircbuiD4N56xGLh4vrOXRElFJ9WlFV1AbhTw8GIGwM39XNhnp5KEUcBM74FOkrCFiVzQQ0ya6q0gniXJ05MZtPgSPYkhJG4/P8AAPSmMwYss8717WlkS8/pukjI5/sPUD26ZpeTFrVzI1YZWkiRCEEVAb1M1ApJBQnG3EU0DIiq7aXPx/CbgzHEkA2t7WFb+xAZ/iweHm0FQrEXzJvZFr4MqALMkY0maGwaPE4UxZrTaDZibJmBcDO/FldUk9X49hyb/O1u4+TKIHEPvl2i+a+NiAncbdnh4v52UzaBwXprWRKOqG3huE4PYC/KZDPlgP1XcamIm3MJs/lWTA1tdlHVww3dCJgO3CXEci2rDp2umcqOpWk+oMEsMGC8Yz0BaEjjObG7e98EmvibYRBL51Z1awNcyQK/Vqybxnt/Xzt9EtUTZ2UwF+B2zASgMONVxNegt58oc6WhzCFXdmmK+dZBjJsJCQlUtKdvTykRHabvWKO69Ev5e101l44NeO/BiMfCb+bzmlxRwrhoOj0x7gTFRPPcIC4ProhTOg04P5+1Om4BUk96c5FjAIwM2jwDL8VKqWhSU94iQFa6TOnToOLYQXE6kmFy4cbIRTtGELysE3DuXc3jnkL94YX8HRQcF8Vwbanu5ts5P92nWKjO+jA/hGueSGYetrgEqaoDKMB4j1AhERgGPLQEOdjKpFmZhLGt3MeE3Ngao6BbQ0McYdHIi8Gax4K0iEzAmUsSVkyRYDMDGJiCoHciLscJkcEDQfRF1/Ae43R70OiQYRVZJFbdSZXp6LmOnHjtjo04bK4iWVTEJnRTKWDAnmmvoP/cAlbt5zBOzWNE4GgRwrzngZOx3oJOfF27mHm1pWWCP1AOdJGwLExg/TUtiTHrtVJblZ0VSjPPWXgoE4oMpLHm9mGKUU717yOGkaWwQx3F+rNZ4WYUosLoqL5YJjthgIKOIwpc9rd4mz6MMM6fXXiomiEmTtHAKetSv5pIZG5d3cj/94lYq36cmUimrItTE5nab6vndx8dxjni9mOd85rBeAs0DwAEbMPFWIGiYLV1TP4nssTEjRT8qpiQouvjmBw5TCDDtOjal8iVW4wuBadfrfqpHim9Fqk6ZMgVTpkw59P9f/vKXSE1NPWonpePwEA0GfFMlwO6mum1rI2X4e9u8jWOMLFet6uEmv76Xas3z8zVVacsgg75+B8sE2gZJYMT4SL3f2sOGTb+eqy0GPx0PLK8lWXP7LMAg0M+0oY8kbkYEy0FK2knEOjwM+NQy15+O5+epGT+A7xtwckE+ayzPAyBpcl4es3MHveUS8SFcOIwiP2dsDBe3rEge5519JHCvn0ZfmCsnURlQ10ul6apqHm9vK0mhlDAGA8mhLJmPsvK8G/pIpMxL52dbDAAULuYpYfTfAR9CWQeD462NPIctjVQm3jxTK81Qm9AUt3BhVBepd0vpvzgzhUrdN4oZNPxxM6/dggyNgIu0MGBZnElbgrU1LG15bB0XzAgL3/P5ASogTBKJ2rPH8bi+MIrMGt+/kgt6XoymojMbFAgjCkp0AIBDMOGtfSKum8rg5KQxHEuv7OA9ojaBuryQv0WPjfdLchjvX49Cgj0hhL9TxxCfPyMXSA+XITltgEcmne2wI9oajLf2CIBAS44Ib+DTY6fn6ElZDIye2ghMTuA9HhcEdEdwfJgCZN1nJgPraqkW+KKCZO3dc3ifiwKJvB1NJETnpvF+2+jj+LIwg/dTpnfMDQ8844Ophr9gPO9zhxu49Svt+SgrSUajqDV1iw+mKmFrk491iYHk4ys7mDDqsTEo9HgYsOfHjvR6WlrG11Z0MSD0hUcheXp5IX+3NTXac1saOdZGQ6TVP7G0qV5TqD/j4xe7qobXzDdwrelhgFrdw/nRIHof69NKzoarAfJigU11JIpvnM7rXd/HhMwKr4XKH7eQHNcJ1WMDm5tMpuVbRU3fPaLMMlyygG67gGir/qPr0HE8IMsKIDthsRpQmCDhmY1M4KmVFL54aRtLeE8awwS7ogBpEVyHtjRyDbxtFvBhKePWzAgm2lwexonlnSRY75nLeK28gzHD3DSSNc39QG4MAIUkU4QZiIjlGvviVv9O4ZXdwMNrBNw1hwk6twwYRRG/nmNBdBBgdyqwGBRY4Ibi0qsfdPjD6fQgIZiim9d99hMb6pkQuMZLEfxrH1Wc98zVVKhJoYzpHlqjvU+1p0sOHSkeUTE3jUKcv27XhC8ABQy/XUDf1dGwu4Xk5sYGnmOQEbhnDs9LUTg+zhxLMvO9Eu195Z0U7Nw0g0IYu5sx25JM7re77RyLy4b55d8wjXtR39gv2MgYNjNi9ESoJFA8FBXEGC8xhOMz0Arf1M+5IdrKCquTxtB+bH8H49tTskk+exQ2NXbJFCRdMpHWBTOTKRbyTf7sagHyJ7KZcU601mtleRV/05/kkqQeTl6nhCpIDpEhO/VY5IeOoBig6FY2pXINseTfEq4Tqv8NjrgG5LHHHhuVUB0aGsLatWv/55PScXi4BAnFrZyhJUEjD2xu4NnN9HTqc1Ih+coOKuTaB0lC/KqIBIas8PH13hIlANjdyqZPd88hYfqLKSwH77Uz+JuRzPdubWCZbp8dgMCS118V8b0C6DN1+yzg3HGA21s6WxjProY2N4O7riESvQDJ3v3tXIjHxZCEBXiO75cyu7+rmcTOh6U87z2tVL4VxFM5Z5a44Lhlkh8tA/T5MYgs5y/rYBC6r83ru2pgJ8f7VjDwvWEqcGEuM6cb6qiGE8HFd1I8r1FiKD1orygkGa3C6aa5984mkpPlnTyHXc1aFnZtLYlOg0gS0xdbGnmNPyvndfvnHpLQHplBMsDF+bYiXo/NjcyYnpNHMtejeO0AvGUtJe0MYgwiu4WPj2X20xcXT+R3u7wQeHgRF+dnN3ERHnKxjEzHSNhlAX0OzUNJ8rlMdjcJzpoeEl7v7OX9uaqGalaX19D+ifW8X++cDTxxIn/z8bEKwgQ7PB6frK/BAKcbuGqygjGRzLDPSeX4dHiofAwxcfz/cjrHX14MM9wF8VQ0F6X4n3+it0x+XzuDp+nJDAKf3simTVsaeX7Lqvic2kArLohj+2cTOGeckcMxkD6sNMQgkpQ1SkxK3DqTyQ1fdNnY2VS9hvHBtLr4t9cuoG2QJPOqagboN84ADnTwu05NBJaW87nZqZwzfNFtJ+mVHOr/26go7+Tz05OoCAo1aecdaeG/MyOAn2UBl4wB8mP42OJMfm8VkshrvKLKv3zfo/Czh0PtKFvWQTK7rIPWJeUd/DxfLEj3Kg0SGai7PNqGvbKL6oMQE8n4UIOuEjhWGPRu+o6XUjXKws9t0X1Vdeg47nDKXOfbhigAMBtGrjlumWq4D0oZk62pZffuLd6yXZdMD0PVL7G6h+v8qTkUBKhNWl/ezkShKHD9fGw9CZhuO61k2oeYeHtkHfCnbUzwXz2FCTlfj3SXzPh2RjLXvFtmAiurBdz5jYD7Vom4Y5mEN/ebIJt1Iz0d/jCZJLgVf0JVRfMAq/nUe+3zClphbGvkn1d3Mv65rYiVSwBJUY+X3Pzl9JHJypQwEnp/3+1PqALcH7UN+jduG3G+IjAlSfv/kAv4v52MlyMsPMa4GIoHhqPPwRL+eWnexEcRH7t7OfeZL27lvlLFxDjuv9Rx7Xuef1hHocygk8kOX4SaWHUWZATuX8HKr14HSczRcKCTQpk7Z3Ovlx/Lf581lsKYv+3iflONS2t7edzZqRQLpUf4Hy/YSDHSZwd5Pmr/g04bsLKGIq07Z3P/DvB6LMlScPdsGQbXsB9Gxw8WphAgLBmIzuHfx4tQffzxx/Hmm28enw//DnDE0XlTUxOuvvpqFBQUIC8vz+/P1KlTcd111x2N89ThAwnKoU32xgaqKX2RGsZNe3UPyc59bcDjG4C7lpG4uG0WcP88YFw0lWJdNuAnOSQUPyojyfj6bmbDbB5mtqp7WE6xuwW4dx5tAlwyUNrGBeqdvVz8NjWQkHlyA0lNgErRIReVod9UsvR3Thqbr5yRw+BuYjzVl19U8Hx8yRKXzM9vG/R2xpa5wEkCnzt5DJVdvtnGhj6SNRYDSykqu7Wgt9vOsvlNDXztgBP4yw5gsgFI7gZOSvaq6aZzgSvvJOn0YSk31ncvZxbxkol8f040F8xfFfl3l9zXphHEgy6eS040ybDhWF3D79DYpx1jZgoDi2umMAB5v5QL+rpaBiPlnVz0FmXwuOpCHGKiovbf+7kAtgyQDIsNIsF6/zwukJ02oLoL+MNaLpwAv4co6D45o0EN4mSFgVBT/0hiUYVbJvm2o5kN0J7bTLLx1iISrXcvZ/Op278G/rkX8BiskAwSBAEQDAbs67bgzuUiNtULmJsG3LeA/sf1vRybp+YAL22nSvXZTVSErqmhacP7JVQ1CmCgBfDfV00GtjXxHinr4OYqKZT3U00PFd0KeN9aDQyWvzlIf+a75/L5rw4CL2ylUtO3nMksMTiu9N6HikJPZF+Fp4oeO8/z17MZIPoqEcLMnAvW11F93zlEawSrkc3cNtTzfG1u+iLnx2rHFcAxfsH4kU3B4H2uY4hzwMdlJGwlgYoIkwS8MA/4ZS4wLgLICQOuzOJjDrf/2F6Syc6q24aVgBWlBPbZshpY9hlm5jWLtJKUDjPz/GODaFtwzRSqV5eWkdyOsPD6XTheuzZvFPP3u32mDKPHPvLDdBwVDLm8StXjRKqGGhUYRQXNOqmqQ8dxhSgKqO0V/BLk/4+97w6Pozq/PjPbi3rvXZYsF7nIvRd6Nx2SAIGE3iEQIJSETkJC76EEQi/GVOPeu9xkW1bvvay02j7z/XF2mJW0IpAPg/ll3+fRY2u1Ozs7O/fec8973vOuqQGWjB7+XK3I5PUbe9TEd2D0udW+AADX33/vo7fj5ZP5WKeDeOOVXepa9dFBkjlaDTFAvY3P7XECb++nj3e/m+KIwKjoAo7Lodf31gbiYEWFJgPY1CDgtT0i5FATxFAEhCiK2NE08t8/OUQiXwmfTEKv3sbqoee282dyMhWj1T3EklXdfO01U+iRekYB9yjnj1VFOMFiSyMx1UiRGzOcdK23cS/qkSg0OTBCgyyAuH1RNnDXXI7tjQ0cH3EWfq7tTSoum51BZWew6HMDrX3EcpdMGHxOl0wgSb2imkIJGcSmQ6usAqMkhfvbhzdwz/tuGf/v8fG1yjwQGDKId9PDh/9tcgqtHABWVl42iaIDUWBy5qMDQIJZxnVTZTx+rIzHFvuwJNsJ0TUQqpIKRSiGxA9G5w888AB27dqFs88+G4WFhZg4cSIuueQSjBo1CoIg4KmnnjoS5xmKgBB9HpyUxzRURRcBViAJOS2VmarTCpghPxDghzIhkX+7ZTlJgksm8PXzskhyTEziY/fO48Lz0HouLmEGoKGXpb8eHwmT7U1cEJeVs3R/aLy2mxNzbhQXAaOW4NDpZeZsXxuwIJsEbkYESYYuB8kdo5ZZ9PEJJBkWZTNb9sEBwCUBszLYQTvCQKKhfWCwYizOQmI03EC1bpSRhOG8LCrDtjYOLq9o7AO88UDdamBULVDdynOO8jcEAriohumpjP2qkiTPaaNI1rolEkDhBjVba9aRjAFInITr/SVgQb5Tm4vP73HyM42NJ9FyoIPXo6qbxwcIgMP0VLRubiAZ/uYe9Vgn5LHsv97Ge2F7E1DRTeuFzEgqfg+0k/Az6kgsNdpIcG9uADY3yNBqQx0dg4UBXoyLl7G6hgrrpDD6NIUN2X/oRIKTbgfvB6OWBP2SQiYgAjPRMoDNDQLe3i+gxmGCXWtFH4x4boeAhVncNDX1cczU9rLs3u6hoiXwOBqRVgQAVS2v7yYoXVII/HE2AeD+No7/ORlMOtT20Ff3vDEk2vOiuQE8Pldtkubwcsw9tJ6EJkDCeHcrr8GF41jOf81UEo2xFioqx8R/d8a9qQ94fQ9L3BVCNdHKxxVjf4DK7rf3cWwo/qMCeE0/OqA+D6CPXIyJpfVDCU+AJPLmBo6BtAiqKOZnMoEh+YA2B/DIPuDuncA9u4D7dwOVvUCBRd305kX7kyM9g4+dGclrqPjTBsacDI7DBVlU3WZHcbMwLoF2Bsfm8notPcR5U/Zf96pu+pKVd7I6wCezCqHPLcPkG2Apaih+krD/zOX/ggBEG0PNqkIRip87BEFAzxCR1qYGkpg3TGNFRUYE8fKf51MNFizZpoRXGlwefKiD2KzLoSrEAK4LG+pJegCsBFMqPIbGhnrikwEPK1SUiDCyEmtLA5s2XjCWmP/WmTz3P8wEIowCXN/PHS4U/yMhisFL9JUobSGmvH0WMD2V979SWbW5gXjJ4SWGizVzj6JERRcTA58cYp+ARhvw1p6R3omxuYF7neQhlUHhBgpcarsHj6kYE7FerIm+xOMTgvuxKiHL/qZOEm2pAh8HSIS22mknoFjYjRQHO1l9JMjA/QuJmxdmcdwrjbOU2FDHeSNYRBgoAviqcvjf6mys4BwpKruJzY/L4XwEUAlc2aWKI7qdFGhEmTgXPDgfuHSc3xpM8kLv6ofWNQAp5MEcilAEjR+Mzrdt24brr78ed955J5YsWQK9Xo9bbrkFH3zwAUpKSrBixYojcZ6hCAhJkpEd7sPcDM7u25u4Ob9lBlWbyX4glRY+2HNQJ7KpzeeH+X+rgaUAWpFKyT8sZ1lDjImEXPsAFw0ZbMSUEs7J1+4hOeiVSEYoREtgRJu4sPa7WC7fPsCFUlH1uXzAMn9HyLQIEhEyCCIzIkmeflDGRfnM0TzeIxtIjBo1JAXzY7iQvb5bbUijfM68aBIZD6wjKXPZJGB7I7OTgsCGP0OjywXEnAhUfALkGkhw2L2DSdBNDQTMADOTs9JJJNX0+BsHNavlLbPSSd5qBKp8o0ws3Q0mAi2MIzkbbyHI/dV4EipTUghAXtypPndyMj+Dy8fvwOZWs5PTUknurK8nKTs7g+CjuY/Hzo9hxjTa7G94dZj3Q0YEz21rI+D2CaEWVSOE4HXjkmIZPU6W2r9WSmX35ZNJLs7NAC4cS6C1vJLfkUHDe1AAPYGHknEAwV+/Gwg3COhzCSjv5F0yJYXWHUlWgrkzCvld9jpJ0gZGvY3frxKtdqrHb18BPLmF42pPK8eiy8tx9U0VUNfDe3xMPC0qZJn3nlKqNCkZqAmiFqjtYVOmryqAt/ZSzZ0SRiX2uHjOK9/VUCfRShWqEjH+bq4fHuB8NMm/cdRrOJ8pvswAyVPF6kMpuUywsASqvJN/D/RMBTiO5mdxvtpYz3G0oZ7WF89tA+w+wGPguFVOu9cFPLEHcMnAmYU8v8U5wDv7qKxIsnKe/fV41Se2b8j3siCLZKjdze/t5hmcr5YUcqNd3k0P2+QwqjNumk7ArRP5/pIMvLWPJHGX/3p5fEDw9EwojlTYf2alKgBEG2Q02UMJr1CE4ucMn09CdtTwxz8/zCR+ShirQlxe4O7VnK9NI3CUGoEkx7xMrl8lyRQxuLysaJmRRjJFIT5a+4klAa4NNlfw4wLEDvvbBpcqz83gOpQeSQKl08H17pENrKZ51O8RLghiqGIpFN+GLAsYnzD4sTHx9CU9NoeCnP3tvG9Hx1HUIwrAXzcNb+rU7RzcFEmJjgHupRr7WJ1k1A62rwgMn0QEtKSQ2GthFv1LryoB9rUC/R6KaW6azsTG1VOIGZdX82+pEdw3KyGAoqOrSkgoXlVCi7ihasxeF7EmQJz68HqOM+WxYJEeQVHMo5u4zy5rJ24MbNasxJ5W2hIMbTIsgHZQnx8O/h4Oj0qWBguTlth0aTlFFn+ZT4/Vjw4Ofp7Ty4rSv24CbH38PsMMArrc2pDYJhSh+A/xg1ORdrsdhYWFAICcnBw8+eSTAACNRoMLLrgADz300I97hqEIGoLbibPyDTghVwuHT8A9qwXoRE7GiVZm4QJJCIAkkKJajfcrr17fTaXXp+V8/MKxwJeV3PQXxqqv9fhY+qvXcDHUaViGEGVUvREBLoAXFZP0291ClevMdILC/W0sA3lgnfp8jcDJvtvBhXdKCkmZyyfzWOvqqFDLjQZumUmiwSvzOSUpwO3fcFHf4FeHWfX0qDTrqKw9dwzJCpsTOHsM1X7XTeP5BJJSBg1JoC+agZmzAE8LF9Ohi5TTS/IHICHk9hEIbGsiGA7XkwAq8ROfkUaWxFj8qlWdhkrZqh71mFqRgLq+l6qEyi6gpoHE0N82+Uul/Qt7mJ5m5HYXS/kb++i7ekYhAUGPgw2QHlhIwuaZbVTwJoWRmG2z873yY4AXd/CYBzp4Xk9uIfkzM12GzxPKRAYLWQaMPidunmHEc9sFtA9w1/HoRlo1JFio4Iwxs7z+omKS3pFG3pO9QYDk1BSSfV0DJGGb+vnvaQUElRY9ExCnFfjLBAWCsqGxs5lk/CcHhysK+t0k2ZWyotd3k/i1uYCPDhFwtts5xnc28548LpdZ/4wIbraGRmYkydMt/gZts9IJohOtJGeXlZOw/OQQ3zfOTBK0y8ExkBJGS4GmPv4twQp8dkhVrTo8BO1VfkJX2d+NigFOyGWSBqDy5orJPOfHN/GYmxuodC9t4TgvTiRJ/Nx21dNYFDgmm/tVO5Bl5UwGXTpRTWTIAD6pBC4qAv6yhWR1WjiVwfMyOTY31nO8FcWxXGzpISZJJiXxmn5dyfffUM+5bHcLx2yngw3IHF6Whyq2JlNSOI9Jsko8r6vjd6YR/CS7R0CIWP3pwu4RoBNlaH9GoWiMUUJlqw6S/N0Ji1CEIhRHNiL0PhTECjjYMXgg2j1MYMoyRQdxFmLC88fS73BoXDuVuKvHyYRrdhRVoxvrSIKYdcTNijotNVwVEZj/ww7OpPMndP2nuDib79PST+/zKSkswf7TXFrxfHSQQowV1UxCzkkzQ3A5IIfqfP/nQxSJYcbEc89zUTH3dPvbeI8el6tiPKXCLrBKMjC6HNyDBophAiM1nPjO7mai4d2y4c+Zk0FFt1ei6vXKKawCU4REpxX47asqidlSw0n+7mkl5rb7SdeZaRSTXDOVx/tnKcdrViTHrGnIHvCLw9xXPrmV+Gx6GsfKmaOBp7cNP89oEzG8gmvDDPxc1T3E10NDBvDUVl7fs4t4Da06jtfOgeB2WgBx8vljiZODjdYFWaqQ6fPDwOkFVK/GmSm0GBp6DRAXAbj8x+tzCzDrTDAZPIDrOzI5oQjF/3D8YFI1Pj4e7e3c0WdkZKC3txdtbW2Ij49HREQEOju/o94zFD9qaCU3jFodllcTMXn8JegJZpZFBJYjaAVOuCur/YvFGBKEowKMusMNJH821nPBiwnwqh+fSOJzdT0XnOPzSBRq/apQZSG7soTEhPL7r8aRyPit32ZgWyNLjT4oI9nRZueiOC6BpMJN07k4tNupVlWiqpvKsz/NBVZWkUh9czcz9tPTSPCcU8TF63AnSctZ6VyM1tTyfW+cwc+uE3meK6q5mAJcuF1eoK4fWJAMQCAZO3TRn5hEEvP6aQS9G/1Kt4c3MHM6K4NAOMpE4HqC3zP2s3Lg1AISUJdPVn1Z86L5vbxXRhKuOJHf0WWT+H5XTSEo7nORfBqXwPN8cD0bTJV3chFtsAGflwNOP2HUYqciocfJ7ynJyucABBk2J79DpVPlgXYu9mEGIDNChkc5UCgGhSAI6BOMaLeJ2D+E2Gywqdd4Xia/724HG52ZtcCMVBVEJVgICjMjOZ6+riQB9+w2fvdGLe/ju1erx/f4gJNH8X4OzLBb9czSFyfyXvvDLOCfu2gVAPA9zizkfT83k2oCGbQBKIjl8QTQTqI5oETxQAdJwgvH8R59d7+qsjVp6YNc00OrCqeXJfrdTo7Rv28myIw187x6/V5P0SaSrrFmdoKlOpf/enzcYNbZOH9Y9GxY9ffNBL/xFuDBhTx3rcDxkhfN1/7bbw8AEPBXdKkWGgMejv8ZaXxsTS2VFDU9vI4VXZw71tXy9ZsaSHymR5AQBYDaPoJLxeYkKxJwevi+SlT4LQ96XfwenF7OfQ4v54EGG88nNZwK4X9sobfYPiebmSjhk3kOrXZaS7gChmJrP6+rKMihje5PHHaPAJP2573msUYJbklAp1NAnCn0/YciFD9XiG4nrppkxmcVIlbW0F813kIiJCeKSbk+F9Vzdg/Xm1tmEOspnv8XT2ASPXAdqerm2nzdVOK5zEgm6Sq6mFA7IY9Jue4BWgONiqG/vhIageusDJJdJ48i+VOcyOap/97HMmild0HnALG1R+Kxl1cxabusXEBKuAZZYQaI7pB3dygAm4Oq0D4X+3QEqqT3tpGgPK2AGCwpbGRStbIbOHs0m6oNjTA9957H5fE+zoykPdXnh4mtLDrep2PigXtWszrvumlMoCv7zmmpxGCBJGdZO38un8xjPLqRn+PSibRf+vfewedb3QPcv44ClcAx1tjH8XnrTO7JBPA8ThnFKsNPDql778JYYudeJ5uenpjP/VxTH7GrRR+8lN/l494zK4p7h4nJwIdlTNIECg2UiDIyydrYR1/+F3eqxKpG4L51XAL3qQBFB8fkEHtfO5Xn7xsCJ35bDDgkXvcN/v4joiDg2BwdTsoRAFdoTghFKIbGDyZV586di3/84x9ITEzExIkTkZiYiFdeeQVXX301PvjgAyQkJPzng4wQzzzzDDZt2jSo89ftt9+ODz/8cNDzEhISsHbtWgCAJEl46qmn8N5778Fms2HSpEm4++67kZGR8e3zDxw4gPvvvx/79u1DZGQkfvWrX+G3v/3tf32eR0t4NUZ8VSl8q36LMzO7ZdIym7akiBN3m52+NmtqWfJaFA+8s59lrNFGVQk1Nl71IWyz83gGDZVbTi8n7Y4BLjbFCUBMPCfu0wqoqMz2e6cGWg7EW0hM+GR6NMqgSvLSifzbgIe/dzu4MDy7jUqvW5cP/7zJYfSBSo8kUTE9je9Z1gaUdbDb4+QUEiLxFpZhDXhYpisKwICbDYP+upGE14w0PjY9jVnAHicJaW89YMoD5utIVBq1/PxxZhItj2wgIL5hOnDfaiAxDMiMoHJtZzMVdhOTqIY16Zj9XFVDcNvrL3u5ey4zjvU2ksqK8rC6h0C4Y4Dvc9UUZmE9EktSmvvZ1McjEaQXxQJd/lJ0hSAGSDidN4Yqw/PGkjALjM2NwF1zVFI1zEC1n1knQ+MaCJX/jxCSVo8Xdgg4teC7n6cRgGQrVZRZUTJsbgFpESRAfzuBgG95Fe/fF3ZQgfjAOpL9z25ncuGNId+ZRc9OvxVdJNY0AsHnpROpTu13E9Q+vY2qgUtieP819PIeiTbTT2pGKv2BtzRyXsiI4LgPJFSVaLCR7GzrJzi8fx0J+l+Ppw3Hv/YMV8SXtvBzP7ONwPPV0sHm+SYtN4zhBm7sAhtAvbCDqtmXd5EEfmQDx8fvJlGNrtPQz/S9/ZwPLp9MOwSFUI028fHjc2mBsaFOtQ/Y1cK5oKKLXlIv7fSrQSUSwinhBMVv7mViY16mSnYmWgCbV/1uF+VwzhqqCthQRzXEUEuUSUkkzm+fRXA8OZlzVHM/k0TBoqqb845BoxKriVYgxQDobQIkowY+OZT8+Kmi3yP8rKX/ABBr4szc2K9BnClUTRCKUPycIboGcOYoAxbn6NDSL6DLQaLmlVIm9b0S8bUEYju7h4RPvAXIjiQufnvf8OO6fUxiXj2FeHJnM3BxMauXWvqY0Ey00oLn4gms8vrkIKsfMiK5JiZZ+VPTQ3XehCTigRgTq8e0ArHl6YVMKOpFrtk3zSAetXuotu12axAz/BRD8T8WPp8Ek56NVJceCm47saGe2LOul+KZ1TXBfUvnZhALX1XC5mtKZVVaOPewokDM9vFBYLU/+X/eWO6N3D6OAZdXaazGPW2gpducDO5Jg8W/9nBcKef/+m4SiyMRwC/toIr1ya0qmbmrhdjs4gnqXvWTQxQhXOLH95EGnusjG7hHvmQiVb2iwP3mimpizrOLBjdZBkjiTklhk9iMSOCl7cC549hD4NhcJuUHPHzO/ExiaJ/E63Swg8KKmm4eP8YENPQR5943H/jyMLFxr4vXaHE28OgxFP7U9HBeOT6P5PaXFSqhCvC7/KJCQKxZi5nxGvi8IfwZilAExg8mVa+99lrs27cPTzzxBF599VXccMMNuO222/Daa68BAP70pz/9Vyfy6quv4oknnkBJScmgxw8dOoTLL78cF1544bePaTSqr8czzzyDt99+Gw8++CASEhLw6KOP4rLLLsOyZcug1+vR3d2Niy++GIsWLcK9996L0tJS3HvvvYiMjMSSJUv+q3M9WqLfp0FFNyfVfW1UuD27jZP0lBROsr+dQLLF5iaJMyeDGTpRILDrHCCx0z5AUtAVQJB8eIBEnl7LRcLuVhu0lLYCA15gXgYzeLfMpH/qhweHn2dGBIlFZW3tdZLoeGg9CcaMCC6kN88ggVPWPpioyItmV9Wqbqo/Yy08/+woLt4vBPiNrqxhafAxOSSqGntJXs7NVNVt/R6WQ315mAv1K7uA8AaWdJyQBBjcgNcMZFqAE/JJosRZSJLuaiHhVdFFAiUjkovrb4q5gIYbuPD0uFjOnxJOEviRRTy/onhmRE8pAJ7YwsdunK6ev8fHY+1t9XeB3UsC7fkdLME+PlclsdrtXPi6HHzfoZYGTX0qeRRIXCnh9pG48skk5/64ErhiElAUYQakEepy/sfDJWtwuEtApJHZ7qGEohLpkWyWdOdKABCQFs6OvHfOJph7r4zfXY+T4LLX3/FTkkk67m8fXsLT42TiAWD2+IoSPvfprQSlFxfTI7fTwYy1RmQDMyUDLYD3wwn5wDG5NM4HeI/+s3Twexk0vA91IhMCZh2QFQ08ugg43M3S9qqe4J9fr+GYTQvneQ7tRurwEqDePptjaG2tehy7h6+/uoTvuziHhOT7ZWqjNqWJ3aulBIKBpv6/GsdrmBpOcFicyE1plImA9pNDfO3mBm4ePf4xsLeNP5dMoC1Br4skthKnF5BgTbJynrBoAdnIOWZbk9r51e7h63KiqMYQwOcbtMDkJH62Xa38GRPP78MapARMiZpuJon2t/O79slAdw9Q9Q8B439jhDHDAZ8USoH8FNHvEUb0RfypwqwFTFoZDf0iiuN+3nMJRShCAXhdbrih+9aL9NKJKpGZYCFpURBH3/yPDqhekrfMIO4eKU1T6xcjhOkpNNhQR5JpSjLx56ulanPW+ZkkRl4tpWBCCZN/rZyZRmXhsTnsrN7nBqq7KChICQMWZgIQgU2NJGrTI4gr3T5i7rhwIdQUMRQQBe4rgzUBVWJrI9Wsnx2mUOP13WrJerIVuHaa3xqgnXvQe+cDbi8AgcS+0tQ13gKs9du6HezgT2A8vIj7Uq9EvDrgx5Bmrd8mbgRY1O9WLaAAJuEbbMGfCxDndjsoUvFKxO/hfo/jjUOS5/vb8W0Fm1VPPHlCHvH9LV8PVo8qnstakZ6vpc1An4eEqtML3LsaGB0PzAwHcsfxvcbF02Lu3nkULwgCexkEYvxjcoh5U8KZLJFBi7+yds494xKAhdkc3wB5gYn+HgUXT+C1sLuBrQ2s6Grqo6VZYHx8UMDkBD20GNKtLxSh+B+PH7xFiIqKwnvvvYe2Nu5wTznlFCQnJ6O0tBTjxo3DlClTftDxWltbcccdd2DHjh3Iysoa9Defz4eKigpceeWViIsbvoNwu9145ZVXcMstt2Du3LkAgMcffxyzZ8/G8uXLceKJJ+Ldd9+FXq/HPffcA61Wi5ycHNTW1uLFF1/8xZOqXlktpz2jkFmlbicn5H43EGbkYlNvI2mWFs6yIY/kN8fXs5x0UTYXyQPtzKgppuKV3SxBHZ9IgrCxj+BsVTXVq5XdzIBNT6X689KJard7JRpsJAWcAY+fUUhFWo+ThGFWJN9zVAzQNqAa+pu0BKRjE7hwKGqttbX82x9m0QuxOJELjBKfVwDT0vh5tCLLUJ7cwixeWgTVgLU9PF6PUy2T/pWGC6w0Aej08RplRlKlt6IKKIihuuCban7Oycm0S4g18zrGWfh91PWQMHnPXy5t0NAz8+R8gmyPRHIFIEix6lTFW0oYjc+vmcqs5/52vgfAxS3KxNdIMrOdq2toXfBpORfLwM7jEUY21OkY4Gcx60hoKWDDqmf28tJJbKrklYCntgl4eD4QJoZAdLBQwItPYrlPYNmeKDBpMSeDCo+Xd6mbngQrvTMNWtXWQisS3EUaOT4ijFSIa0U/yAyIsfEs8Y8w8rve00oSfXQcAehlE6lmsbkIKKemqKU+Spwyiqrwnc3sUDg3k2CxqY/3pdINtbSF3qyfHhqsOv/sMI8xL4OvW1HF9w0z8P4tbeH9lxutXo8H1yFo2D38rH0ukpv72tQuxj4ZaLFR6eP2kQCdk8HnyOC1+tcegtV/7WHmXlFkyzLnh8I4jtFXdqmAfnoqxyBAAP7nNfy8543lvPfxQapJ52USgNb38lqeP4aJnIuKOWeK4DXrc1NVfHI+x+AnhzgG/7mLYLq0hfPA4U7OReeOAf60Wr0G+9qA00ZxDIbp+bk8QzYCUSYSv1qRat2PDzIRds25wNYnRMx/0ACfNgRsf4o4GpSqggDEmSTU94caRoQiFEdD+HwytAG+i90Orqc2F/Hzv/bSEkeWMciPWSMOb4IzNEQB+LoK+KJCfWxlNSuTrihRE/OraohVh6oHHV4m42+fxYS87H9MwcvpUayWkCTApOFa1u8GFmVxL7GuDjh9FEJWM6GALMvwSQCE4YkAg7/HRpieVT0A93a7W1hNpNeQLDXrWJHVGQBZ3i/jficrkthqdS1V13+YFVzlqkT7AEnb53eo1ks7milYGYqjhkagH/mcDLXZabDQCBTi1PcS635TyfO/bz4T9SOF3U0C1GMCng1IdCRZWfXV7WQPjCi/5+rUNNrivVpKLHjNVBLJj23k3mxhFpARReyZFcnPe/uKwe8pg3YCf5gBVHRzjzstlQIm5VKuraU449qpqjBkbS2vyccHSRivqiaGXV5JEUZ55+A+DX1uwAfhhxNIoQjF//H4wS0XnnrqKbS2tiI+Pv7bxyZPnoxLL70UycnJuO+++37Q8fbv34+IiAgsXboU48ePH/S3mpoauFwu5OTkBH3twYMHYbfbMW3atG8fCw8Px+jRo7FtG81Utm/fjpKSEmi16vCfNm0aqqurf/H+r2Yty3kPtrO0Z5e/k2BaBLNPB/zEwOYGkh5TU9TFbEYq4PUBYxL4PKVEXq/BoK6mBbHMkL+9jypLjw+4fwEzaGPjmU18Zy9VZ15J7dgNsFw+2khidLSfE9eJLEHqdLCEuLmPytnPDnMhXFFJ4ufEPJKfRfEsSQr0FQQ4wT+zje95Uv7wDpFbG5ite2MPgeeZo0lE+SSqBYriSOgELq5eH3DvTuDaVcC9a4E/rqBZulHLc4qxkOQZFcOFqM/Nsv9GG43UdRqWopw8iuem+E+6fCS8H9tIguU3xbwuudHA7yaSVLttFknp7U30Q/3LWj4PIPmpRL+bnzU1jGTunlYayHulwZ/FqiewjzUDvxlPNew5Y1h2fdlEKgn1GuC22SRyFTAug6DGbP4O+dz/cBg1Mqalkvhz+agOjTXz2l87hQDs/rXcTAV2N9X7vc/a7SpQ7HGSbHV6qWztdvB3xTsX4Hi5YRrH5OZG3vdKB1a3j8RclJH33vYmZpwnJnHMB8Z5Y/gdP7qR5OX7B6hU/aaKqpQpKUyatNqBi8bzHAIJVSWWHqKVQKSRZV4WPT/PUr/9wH3zCKT/sZkA+7u2Yt0O4GAncN8afoaFWbx+kUbAI/Me7nSQAN3Xxuy6EkpzK6/E7+L3k4DXS0kkf1rOkqv3/GBdSWBsauBn7HMTeDq8/A5fLeVYSbLy+4kwcr4oSaL6JzOKjQPuWgXc9BVLp1LCORcCfL/sKCat8qL5mbY1MpmxrJxJm8puJlmGbnr3tJGsPXcMrT6umcLxCDBxlBZOkvf2Wfyuyjt5TTwxgM8DOLs1EEMdi36S6DsKPFUBIN4koa7vB0O3UIQiFEcoTIIX6RH8/5paVlgExrJyrmcz0tTHFEVosNlbAKs1bK7BhKoSBzqYyM8JwOqfHyZBNDTcPmLReRn8/x0r2ZDqo4Nce1dWs5LtmW1MZI6LB7KjmXTNjGBzvEBOVafRQucxQ9Nvht5jhlYMUSv/CyHLrKpps7N6SIlF2SToJJkK1PYBwKxnUr62l8IaRUDw732DCVWAGPHprXy8zkZ86pOHE51RRnrf3zyD1YJx/v3PdVPpPXp6IZWuGRF8r6FNhpWIM6siH51IzB1nGZlYnZpCTPteGfeMv50I/GUBE/pF8cFfA3DvbNENtiWINhHvvbiTCf9PDwOv7wHuWEERQION+PTsIib4Pz9MnOqR2ED6ntW8zhYD95QjhUcmB3BcLsUdQ1FLt5PXeYFfxzbgoeCj19+DQwY/3+IcnsfczMGvjzAAeo0MnWSAzmeCTtaHcGgoQoH/Qqn69NNPY86cOUG9U3fv3o333nvvB1kALFiwAAsWLAj6t/LycgiCgNdeew1r166FKIqYO3curr/+eoSFhaGlhenWpKSkQa+Lj49HczMZxpaWFuTn5w/7OwA0NTUhJua/dwvSaMRB//7UIWlkzMsUIIElOsrEqTR+WXoIuGcuSQUlk2fqY6nBgQ4+tqeN/jZv7yM5adFxY7+9iYuBQcPJuccJdNi5UOg1XBTOH8sFtCSVxGt2JNVgO5vpTZhkpbJmYz3VpBn+kqI+F4koo3aw96BWBOKtXECseuCvm1giFUhOBUabnUToymqCwRUBi5fLp5Z4OL0sgT9vLBf6Wel+H9I4kjWAvxO4D7hgHK/LsnL+/tRWWhsIAvBFOXBaIVDewRKLd/cDk6bzunc5uEA7PFwch5Y8AwS2GpGL4UXjSWRtaSR5NS+TpTFWPxBweOkVe2Iuj6tEhIF+tmePUVUOihG54o+qfIeiwO/h6W0kdZRIshKYKOrCb6r4Gf9Cm2K0OwXIEKD9Odtc/5dxJM9ZEAT4RA2OyZGhFQSsreVYO62Am6PV1bSfOD4Xg8qE9RoCoffLqApWQgbBWpE/4TAxid9popUk6aQkjtmV1VSaH5MDVHTSD21sAr1Swwwck7ua+ZzUcBKj1QHfd4SBfwtU1QI892NygLf2qmptgO+rlLMHiw11nF+UEjCzjirKryrYfOmMQnUjaNUPbpgXGIlW1Qv19d3AnxfwWB4f8Opuzj1/nM154941nAsCz8sn8x43allaNdRov6mPatrZAXPDN1W8XkPj88NUk29rJKnp9QGN/cCb+/jdTU7m9/zcdn6Po2KA/OjB1+TqKTxnARzrMWZ+f19VEpgHs+DQigS9ShOECAOVHR8dAM4sIsA+2AlEmjCoMVqfB9AagV67gDCdGSbJedSqiY70PPJTrcN2jwizToLmu2QtP0EkWiRsb9PB7tMgwvDjfec/N575vxK/lOv4c63vv5Tr80NChAdXTtbg3jUiOgYoFlhSSEzmlYiJJyQSe5a2cL39poqNYk8rIMEZGOeNJdGxo3nk91xXx7J/Bdt1OZjIDBbdDsAtkSAZGtubiEGMWuLkX43jMU06YF6mDK1WhFGjg9crQePRo2qZBpVfCxB1QFgKkFhsRPpcCV5tqHHN/28czZhboxHhdPLeXpzDap4x8UxIK9YXAPeWX1SwedQru5jMjjISy+0YwTbAJ3M/tyeg4vBgh+oRmh7hb+i7X7W3SLCQfFxby/1kQSytBJr6/HusYuK1QFyo11Cs4/AQp6VH0Jqurpdk6Us7B6tjk6zAGaOBP60irp+czH3lW3t5XueO4XOG9iMQQJLXpFPL7AHusf+1J7ii/G+bWCH27DZWTL65lxjZrGMCxe3j51QaqA4lpwNDK3Bf2DEwsg3CvjZWeX1azv3EulpgYiKtrQDuf5XeHZOTB7/2lgky3Ac0KH1PC3sbEJGuQdE5OhiTvJDEETzRQhGK/4H4XqTqueeei927dwNgCcA555wz4nPHjh3745wZgMOHD0MURaSkpOC5555DbW0tHn74YZSXl+O1116Dw8FZRa8fjCQMBgN6e8kSOJ3OoH8HAJcriNP29wxRFBAebgKAb//9KaPdDnx1mMqlycmcvDMjOQFqQGXo9ibgia1UXTm9LLm/fRb/reimAm57E4HYcbkkVn0yVZOFsSQIZHABmpMBNPXTR3VcPCf5+l4uDoJAL9XbZwFra/j6d/YRSP5xNskAncgFaHsjs3VTUwaXqgNq6bIAEpYCRl4QlPDKVH9eMG4wqVqSwpJ/Jbr9npWdA1TCVXeTULrfX548K41/e30PH5+ZRsLXJ/O5BzuoMjjUqaoLbE5m+FPDSYZoRS5OFV28fsGMz2t7+doBDxdmJVZUU1FanMiF3+0jsP31eLUD+eg4nrtZzxKaP87m99YxQHCTFs5raNLxGHU9/M4CCVWAAODxzQQpY+L5PfY4mcFtHwCKYgCzSQvzz20g+ANDFAVERVmO2PFb+kgaVnb7y83HkHR/qZsNmdbUUkUaY1YVxS4fS+v63UC7gxlxpfEZoII/r48q7wE3QV9FF7+fPhcB1uoaGuZfPYXet0sKOSaNOpZK6TQEUZJERYriEwpwLGyoG/553D7eW4GEKsB7x/EduMjuz2orMeCh0uCmGSwzMukIcNfX8jxf2z38GIpXkzK+PRI3fpOS1My+y8frfcdsAt1AH6wwPcnX6anMrg8lVJXY3kRwr8wNQ/20lFCUr2cX8VquqCJBrkR1j9oY69GNTLpcOlH9e68LWF/HzcMxOercpVg6TE7mPHjbLB5bIaTzovn9BR7nqa1UQvS5OGfVdPNzBnr4xuiBVicgRwJ/3Szizjnmb/12j6Y40mMyMI7kOizJXPuirDqEhY0ggfmJIkcHoBrokMzIjPqPT//B8XPgmf+LcTRfx59yXI4UR/P1+W8iTAYeWcwqkbJ2rrsPL+L8b9YxwSiCa3h9L/FlRSeTfllRJFm7HVw786JJFgXaZg0Nh0etwgB4jKa+4M/NjaY4YqRYW0t/1ffLuO6KACL0gFsS4HIJqHIYoROBaCfQfgiYfDkADSB5AFOkAN+ABuZYCww/7y31i46jYUz+p3D5hTXPbmMSfMAN3L06yPN83AMem0Ny8JgckoDflQJ0eAZ79H9+mIrU13YzyfDEFtU3FaB44KmtwEOLiI9v/Iq48NqpFKqEGYjLdzZzDKaEswIs0sgxevMM/k0rsleGRuTzD3dyH5UTTRzt9FCkoth5JFtZuah4l94wjcTk5gbi2KxICgu+qSSxmhvNfRVAkjSY4AbgHjXKSLLY7mYT2eZ+VleOjacFQY8TgEBhT160KgoaGm4f+304vmP+kMFjx5mpeF9ZBUwxA9p+YEMkMa9P4t7W7hdGaEXgivGAc7OA3e+px+o8JGDtfQKmXKNH2gw9xJA7USj+R+N7sSb3338/vvjiC8iyjKeffhpLlixBYmLioOeIoojw8HAcc8wxP9rJXXPNNbjooosQHh4OAMjPz0dcXBzOOecc7N27F0Yjd5Fut/vb/wMkS00mAjaj0Qi3e7BUSiFTzWbzf31ukiTDbnciPNwEm80Bn++naxai1YqosRmx7LCA2elcQIoTgbNGs0TBLTGrVtrCSdnpZZm+V+LCdrCTGa8Wf3ZtVQ0Xi5tmEKTpRIKrbU3AAwtIvM1IYxbv7CIuHPmxJG1Gx6mZQ0kCFmQDd61UJ/MwPUnJJYUsf//dJFWhNnRBWFFNb8KaHnXx1WtUM/KhYdDw8WgTFwYlCmK5CPQN/trh8hJ4tvRzwXT7gHP9arCcaPrHXFzM852doapobS5uqo1aLt7TUvl4XgzJ5VY7vag0AsmUV0pp+B2MVDXrqEwI5vnzxh5ez5wovjY1nCXayeEkm04vYDZRIYiqe/i+Fd0kaBdmk9AKN7C0zKIniMiPYTl0oIVCg43n+oFfPVnVRaLQ4QUmJsno7g4iq/uZ4z8BTkmSYbMdmfOWtAa8vU+Dym6q1Gp7qTK+dx6BnklHYm9BFrPjo+MIBDfUqaSfAIKU300iGJRk3uf/LKVf7xUlwMZ6GT1OAbnRbFJ2oj+zXW/jd1ndA1w5mffGH1dS7VySzDGyugbocADP7SAgU0qHTNrgalGNSCJwaCiq9i2Nwa/FmHgeOzA8Ejd0mZEc1yfkAhCYgDBomSTpcXJumZVOAvkfm4dcY1ktIVOiy6FuLAM3kGcV8Xlnjv5uNY9PHuxbF2fm9zE0EqycE/e1ERxPSOI1fHGnqjRo6mOzvFExBMA+WU2e5MXwfKpBUjvO4lfbb2SH27f2klQVBZLoGpGK2DA9XxvYhMHu4f318QGSrFeU8B6LswD2HmBMLOA6CGSeDKxsJzHePSBBdvz03qo/55hUQqMRj/g6bPcAkmyB4HWhr++nW+uDhSgDFp0Rexs9yDH9eKqQn+I6/i/Ez30dvw8x81OMy5Hi574+RzL0AOYni5iXpIVb1OLvWwRcMpHzt05Dr8KcaGLmgljiMIuea1tyGNcWg5YJ2kp/BdOuluDvNSaea7US5xQRVwyNBL/Xf2v/8L8p0e8mvgWIJTKj1DVLAKtojssF/lkLXHYL0L4USBwH1O0AuqsAUzSQf5IMS6oXXs0IpSn/43E0rJX/P6HVijBpjfDKAq6bRsVqv3vkhHZtL3CW38ooNZz3XzBVpxLZUbSiU8LuAf62Gbh8EjFOIKEaZ+Z+Jy+awqIvKoil5mVyj5VkJWFa2kLcHOUX0jTa+D450dw7Fidyb/zBASbgdzRxj2jR8ffMSOI1gJjX7qHX6MZ6ksUAcdxlk1jxOeAlTnxtN/HuzHSWzm9t5HX6TyIhpxc4sxDQaalcjTZRQfvoRu7dIwwkgxv6uB/8smI4cao0oZ6dzmsxUsT5q0WvmUohwwVjAV8rcOAl4Mxrgb/1EsMuzKYNyL1zAIsIiHZg84eAqAOyFwEJYwHJCwgaoL0MiMrzwWf4ZajWj/YkRih+efG9SNWcnBxcffXVAFgCe9ZZZwUt//+xQxCEbwlVJZRS/paWlm/L/tva2pCenv7tc9ra2lBQUAAASExM/LapVuDfAfx/fwYFEPp8Erz/abb8EcOjMeDzwyR3epwkLlLCSR7MzeC/yw4xy/fJIZZg3DOPk6yikHJ4SL4pIcvMkj+1FXhwkUpULK8iCdjST2JvXS0Jw3gzVaKB5Q39HmB78+BJXiOS1NvXRuVdpBG4dTlw1xz60SgqubxoElLJYcwUKrG+jgTxp+XDr4PSnOvEfJJV8zN5HbIihzfpEUDweuoolpDkRQN/XsvF97QCkoq7WvizpBAQZC5gvS4SZNXdBJtmHcFElAlYMhp4bAOzkdEmQAL9GR1+EvuUHGBXu5qZFMASsPfL/KTTkFAIpdlpBMuTkoE/LGcmNsHK8vzrp7MRF0C1Q4qVJctbGklspYWTaGvuJ4jPiuT7XjcVeGTj4PcTBAKRAQ+JHQHAuUUy9L4BeH+hm50jNQ5dogZbGgeX/eZFU5Hy2WGqSwFe03ADVaQ+mU3eYkwEdZFGfq/RJpKx6+uYwU6PYBOr/W3A1GQZBq2Exj4RfW4BzgAriR6nn4wLV7uObm1ksuDcMdz4bGlkVl4CcP00kplV3byHFY9Uq55jZWw8x/PQWF/HBEtpy3Av4yQr75mWIMC4pZ9Z/HgLExVxFloCxJjo6WvU8PNurAce3zQYjOtEHvvfe1ki9Y8Albnbx0SD3c1N55mjOQ7zoklaT0kZ+XtLtHIMK3FWEa//VSUshVSuyRmF/F1Rz9f2kmS9dgqtB5RT3dpIRU+HnXPG6YVAwxYC98/KqUhNCacdw/xMNlto6Vc3v5LMRlYPLeK537eW6leNMLi8v7UfOD6Plg1Pb2X35yWFwI464PgYQNML7NUDq/zktt0NWDVH55j9qdbGI7kO9zg49g2iDN9Iu8ifMBJMPlT1iEfk8/7UeOb/ahzt1/HnPrej/fr8t+H1StBoJOzr1KJ1gOvvB2W0WJqbwbXRI5E4Behhf+N0VVFXkkyyo97GNTTewscDw6glxnh4A9epi4rpJ3l2ESvOel3Ec+MTiXnNOmKAwDUmMBSMG2Ukpv/jCrWiQwb3AxVdwJ1zgKpeIH8KsP4+kikAYGsAWvcIKDpHi5S5EuDVwNMvAjKgs0rwGdzw+YKUiIRiUBzN48HrlSAbWCWp1QS3MxoagQntA+2svHtkw3DF6sQkEp7zs3ivKX/vd/P3ngCObm4GydClh4hlPz5I+4qT8llBtK6WieiXdlLwojRly49mv4vHNxHXhuk5vooT2PT088N83yp/ZV+Ynn0o+t2saJRkNpz789rBCvLGPnoT3zqTCl5l/zs9lfvJXiex+Ft7OSaVCrahIYBj3SdxnF4zlfvsVTXco102kcmXryv574CH4/HlXeo5J1l5jXtdTNRPT+N8ouz7A+PX4/k+n5UTi6+uYZXi2b8GND5i27peVlvduQq4aRzg1QDabkDUAFOvA2pWAxseBSADggikTgcgHRlcEopQ/BLiB9f3KuTqunXrsGXLFthsNkRFRWHy5MmYPXv2j3pyN910E3p6evDyyy9/+9jevUwP5ebmIi0tDVarFVu2bPmWVLXZbCgrK8OFF14IACgpKcHbb78Nn88HjYZSp02bNiErK+v/y0/15wwfhG+JzH1tVFeWtrB0HSCw6nFRMbcom02ftCInR9m/ONn9pUMWv7LxkglcGGSQpFF8ZdbVAsfnkIgwafk6jcBsXpiBBKNCPnoldQEDmOUTBBIW7+4Dfl/CRccjcWG6bz6wpoaLoV5DlW2Pk4SrEhvqWWZ9cTEJ1JZ+Eq9nFbGzYpeDpM0HZcCF44FVVUCdMLzEd34mzztMD1w5hcc9ZRTB6os7mfWbmERg+9FB4IGFvBaxZv7MzSSonJ3BRS/eTK+gXhevxWMbgLtnqwtqnwuYHQWMbQcwHnj6IImvjgEuVK4R1hyfDIxLBP4USWJXkgnCZRlw+rhAm7R8n4xIGrvPTKN6dWczm4IpHRxXVHOh/vV4WjYo35MSAoCTCwjGG/t4XcOMMrz9oQVxaHikwSTgxCQCqw8O8PeDHSTWjBpmlp/ZNhgITk3hfWzRAw+uJ6F5yihujmwudjCt6QH+uliG1uNEnc0MSR5s3VDXS3LxvbLBGeh9bQSY5xaRJCyMI2G3oY6JjHgr32dlNZMBF4wl+KzuIXHfeGjwZ1VKt/40l2b2pS0cn7PS+VM/xC5AiaxIqgYKYqmU3lRPQHjNFALpeRlscLe5Ybi64dwxPJ8Z6QTKGoHP0fnnrQvHccPX2MfSxDtWciP6aTnVACPZbZxewM9q1vF6p4TR+sLjY1IkOxLQ+xtC/XPX4Nd2DBDQ3zef/s49Ts5nAtgR9c6VTFTdNgt4cw/P+5gcNu2KNHEO8IE2CPfO56ZhcwOPubWRFQNuH++Vm2cM3vBmRpLcvnAc59huB7/nk0YBNW1Aai7wwTr1+RFGGQhZWR2x6HPT6858FDSqAoBEs4Qd7TpI8uAGhaEIRSh+/hAEAW12GUobqi4nserhTqrpLp/M5Hq5X0Dw1h6WEa+s5np77hgm+F7eyYTtlkYmIz0+Yo+ziojbbp/F9XplNcuMw/X0HhcE/hg0XIsf38xO6UMxIMDnzEonQXvDNGKJYBY5vS6eR7YRKH1BJVQDY/+7ApIn67HmPgFuvxWBzixiwmUiwvNd8OI76pFDcVSHwaBFnw94ez+r9ZKsVFULCF7Wn2RVBTd9blYxrq8FbphOTHa4k0KDY3OJj2/5mpYZl09mYkDppaH1Ky8BChBGx6lJ91gz7/+TRwGPblBx5bPbmYSOMnG/Fm4gjvy6QiU0+/zVjFXdxIl/mksRgM3FZER+DMeV7FeY3jWHuC2YJYck075jVjqFSGF67r0PdVIUJIAVahEG7oeH9jcAKCrqHOBnWFFNFbtOZJXon+ez78CeAH3Y6hoe+5opPCdB4N5QJ1Lw9PfN3FNcMoHezZ8fJo7MieZeYU3tYAs+rcgGyhEpVKTOMQKbO2gXCAB9GmB5I3BWBJB/MlD5NdAaYO0lS0D9BpKro87TwyOHFOuh+N+LH0yqut1uXHnllVi/fj00Gg2ioqLQ3d2NF154AdOmTcPzzz8/zMP0v42TTjoJV1xxBZ599lmceOKJqK6uxn333YeTTjoJOTk5AIALL7wQjz32GKKjo5GSkoJHH30UiYmJWLx4MQBgyZIleOmll3DHHXfg0ksvxZ49e/Daa6/h3nvv/VHO8ecII7zIjxHR3C8gO4olBwqhCrDE6KwibtYV0ifODFw/hRJ9RfX50UFm9IxaZvSUcnmdhotYj5MT9s4WTuwz0kggKuUFPpmTtZIhzIlilhsOkjmKH02bHfjdZJID1T1ckM8opFfgnXNIBr7hP/8oIwmcY3PY4AXgApQWTsJiXAKBpctHZV9GBEstiuK4gFR0A7/JUP1BIwzM1E9IIskcbuCxCuKo4ksNJwhdUU3idWczF8jWfh5zfhazfPMz6TuVaCHgNOtJfNw0nT6xx6UDRv/1Sw7jZ66xAVEbAeenwCN3Au808NpGm0hcB4vMSILXSAOJ8bHxJJhGx/H9jVou8FY93+fBdVTDKeH28Toc51fCyvA3AZoPzElnt0mAmd6qbj73mBx+NxvrgfPHAD+vY+DRGQaNjDC98O0YmZMBPL9d/ftXlcxGR5ro5RtIqALcjMRZeB9lRNA6Y2/b4OfMTJNhhBeSJCPRwgx5dIDtXFo47/mKLlp9rK4heLtqCsHevWs4nut7+ZwrSvicjfUcDzfN4Nh9cJ1K/p+cT/JT8XxSwiuxadopo6iY7HH47Q7WUOUZph9srxFh4FhKDmOiZFIyMNvK99dr+FmWHeZ8cc88As/aHl6TY7I5nu5dzef+aS4VuT4f5wmDSBB960zOWbnRHBMagfNAlwP4/WQC4tU1/Gxp4VQZRBlZmgWZc9zLuwh2395HBf8fZhJILivnZvezIbYGmxq4Obh8MvDwes5dk5K4odWKJL2Pz+VrtaLfM1dH9axZz7kjzkJC/MMDHM+3zCBBqnSn9UpAk43zzf52vxrYQMC7ro7fkSRzbpqaCkRGAW0DnAcBYFKSDENos3pEw+YmOXK0kKrJFgkbWwQ02UWkWkNJsFCE4mgKn09CfgzwwUGu4RqBye6T8tmEMC+W/uunjuJcb9LSW9ugIekEAGPigH3tTEiWpAC/ncD1MdEKlDYDqREsV3Z4uSZpRBJQf98CRBnYZ8DjI+a8dCKTenfM4ftvbeSaMi6B6/vXlcT6ydbBJdhD40A7UDIOsJwLVL8B2FuHPEEGeusEaAK2gJ4BYOs/RMy/3wAhyoujtJ9iKP5DmEw6VNaxytHgx3S1PVR5DsVNGoH3n9I3QpKIuaq6iXsXZPF1djeTx2PiSARuaqBw5lfjKAbwSSQCY828R4/J4Z421sweFEYtcFKeqrZUostBsYxWJF59cisJy/PHcm/0ZcXg8+1xAi4Px6NHohr3vjXE2aUtwI3TgJre4f0pAqO6G5hSxHOancGxd6CdlZE6DcUv01I53n83iXiww9/j4+R84r9e1+AqS0XRXttD4rjLyc+hYNyWfuLH7U0kSxtsvMZxZooBPjkI3L6CFV5LCtnvIc7Mc9ocYO8VYQBuKQI6vwY2Pc2ESdw4YOwSYHskUN7N93trPzCQCCTmAwc+CH4d6tYLGHW6FjCESNVQ/O/FDyZVn3zySezYsQOPPPIITjzxRGg0Gni9Xixbtgz33nsvnnnmGVx//fU/ysnNnz8f//jHP/Dcc8/hueeeQ1hYGE4++eRBx7/22mvh9Xpx5513wul0oqSkBC+//PK3xG5MTAxeeukl3H///Tj99NMRFxeHW2+9FaeffvqPco4/R3hdbpycr8eGesr719QM/rvTSzLz7NEkITwSyRRJAIwCiZKlh0ioHfB7Jo2KVV8/4OEE7PCSbCiK54Y+3kqSIDWchMTFxfQMXJxD8/2qHrUbab+b7/GHmVSJNdhIwlw4lgvisnKShDdPV0ne6alUjz20nqTq7ydR6dbrJNlYFM/Fc0ISFV8WHdWa3Q6SJz5J/bltlnotVlWT5EwN56I9MYnZSKUsd10t1QDGAM9GUWAZ7983c4H/1x5mM3c007/nvvlU811RQiIpWwQ8Xi6oV07mIm7UAucWA53/Bg5/BgwUAAXx9MoK03MhPdChlgYvyAI21/P7OjGPi/kJeVTmraklkSfJXIRvmA48vYXZ3MBulXo/aRvYXVIGv7/T8gG3A+gHcEoBj7+nlYRQnIWZTK8khEjVIGGRXThztBH/LCW5ImCwzYXTS4/Qu+ep5fqxZqqou528/5aVAzNTOVae3a6W7ADA5CQZ5xVJkJ1uQOCGySuxxF3xFI4ykRjscvCx1HDek2/spoIzycpxEGemWvWxjWqH0KZ+fr/xFvW8j83h71eW8P7Y3sSN2bRUArxWO/DA+uHXYmczN3Gr/eWLOVEkMJVuo19VctN243SOz0Cbkb9uYjmSop6Xwfv3oXW87z0Szy/BQgWDw0OP6B4nExECeH/PSON5COA9X9nF5y/M4meut/G6tNr5nGunEjhWdVMxrMTb+zju5mQE950VQIX4/jaOk2mpQEc/0DJAC4/qHmB3K+e4fg9w23JuYPUaqhSKE3ncDXUk05dX8fErJ6sJLwDocwK/igTkdMAcAzwa4De7rJwKiF4X58LPD9PyxCMBs9NlnF0oQXCFAOyRjH6PAFGQYThKGjAkmCWIgozKXk2IVA1FKI6ykGUZSRYJiVYRa2tpWfPOfpJPp/orVPKimagsiAFeK2WF2f52Wss8uZV2ATPSSSZVdxNLzEonQdXhAN4KULttrGelyPljSQRpRK61SuLzlHwSKn9ZQ4L22qlcf2PNgFlLAuzDMmILq171/B+aHA7T01pouQQcez1Q+Xc+nrQI0EYCzgZ6LRYuAcqXAv0BlWuHPhEw9hI9XL7QWvVLDMGP71rtJPaf286EfpeDGHJVNf+fHUVLtTY7ybx5mUyEv+SvBOp2DsY+ANBiBx5cyHs9L4b36uObuO+LNvG9r5hM0U6fi/ufZ7eRoLx8MvBuWfBzVqonMyJ47m/upfVWdTerumLNrO4zaoFnthNTL85mNZjy+gvH8d8D7YNFDkMj2kSbNlHgfuC+NaqHqtvHvezBDgqelpWrivKWfrVHweqa4cfNiADOGM3/z0jjOSZagLIONqXe1MDqsCe3DBY6LCun7ducDO7JU8NJYu9uYVI+MK4qACoeB+wBQo/23UBnGXDJ3cD7BsDqAi4ZB+zrARLFka8DZMAzIACG73hOKELxfzR+MKm6bNkyXH311TjllFPUg2i1OO2009DZ2Yl///vf/zWp+tBDDw177Nhjj8Wxxx474ms0Gg1uueUW3HLLLSM+Z9y4cXjnnXf+q3M6WsMKJ/4014hGm/At8LHoWOqtEblo5EbTH1WWCaCWlftLV/Po/be6mh6fL+6kMb1SGtTrpNptQhLwpYskTZcD+OIws4zHZDOT1z5A8uKtvQRpTi8Xw8xIEqMACcD39gPpkVR/Tkxiua3i5eiT+bqZaZz839uvLn5xZi4iVj3fSylT6nCQiEmP4OvzY1jGq9Uy+y/JJJQungD8azfLTgpjubDtbuW/rXYeXzFa/9celYjV+JW4WhHIieT/tzQy+5gTxevZ7wJ+XUwVwe8nAxV2oCgRuH8BSd30CH/pi5/AalgDnHsc0AAq5TY3kJCZnEQwPeBfDP+xhQv8MTkEJQpJ3TFAYK4VgLvnsnSs1sZzVco/xyewnGxBFlW4gWFzAVWdwAIvYC4ADttIeJl1BOsCaO2gFUIb9GDhdnsxOd4HFGvwfpkArTi87OmEPIKoRCs3NzYXTesTLBwX7+wj4dc5AFw/VcaAl/eSUctywcZ+EQlmC6xaL/rdzI77JALWZ7dR+Z0Ryfd6tZTK084BEqoAx4EMKqeNepVQVSIlTG16cU4R75sdzbz3x8QT/CqKyPfLCGJnpakE77ZGeo1KMhXcE5I4Rup6OV+khfMemp1OhWWn35pDJ1JpfaCd7xNpZGJiZzPJx8smkZD89lr7SI5+cZifrSCW97lZx/lDBJWwT24haemVmJh4c69aCmVzMXkUaeTfLTp+BzqRQFyJ2l4+Z30dz3tsPOfPii7ODVNTCcrb7Dz2gJtq5G4XEBvFxMsLO/i5ixO5OX16G+fdqm4C7Y4BbmQHPExK1fVyYxHYeGtUNLDvPsDrBMbfBFgC/iaDSamLi1nCdk4REG2S8ddFEgzwQHaF6v6PdNjcAsxaGcJRUmqvFYEEk4TKXg3mpoS+/1CE4mgLrceJ22ea8MZeETaXgBunU0jwfhkVqyYt15tdzcS1D63nGjI52U9s+rhmXz6ZZMz+Nvrq/24SyaehUd3DCoj5WeyEriTbo4xMslZ0MRlX3kmxgAyuqw8s5PPmZrCce2wC1yivj+vN2lq1aeviHDZQnJwCLGsCzroVqO0D3m4EOnuBrBTg7CzAvg7IOxHQ6ICdLwOSB7DVC/D16KE3aSFDhmxwwxvyWf1FRVYU//26kvuWv29iI6Ox8bSV0ojcp92zhtivKJ73cPsA94WTk7l2Hewguafg514n77lF2cR1F09QCdFbZ3KflTKeasx5mcSG3U7+uLz+pPYIXH2Ynuc4N5OYt64X+N1EKmO9EhP3osgy+You4sFEC7FcejjJ4+PziJWvn8bxECxOzGeCItJINXgwW9HmfhKbJi1x7pcVTKQUJ5KMVio2lUgLpxXIU1uJMZVIDede3+MDbG7a3w1tzCyDWPT22cTfT22loGNiMhMjiqgjJQzQ1A0mVJWQPEDLF8C55wJvHALGJPD629xA4V8ATQ9Q/x7QO+Sa6ExyyI0qFP+T8YNJ1a6uLowePTro30aPHo3W1qH1IKE4EuHzeBEn2pGQaIIAEaUtAq6ZSm8/RSln0XFBUrqIV/eQlHh+B0mLeZkkCIxaLlIXjqOC7mA7y5P2tJLU+7KCncyV7J3LR+C1zV8+EGUkqdLvJlGilFAAJA7OHE1yJEzPxXh+lrqYakUCu9kZJEO2+w21BXDhSA0nqZkVRSKpqQ9Ii6DSLcxPti7KBqK0wP4eIDGMJMfphQSvU1L5usXZJJAvKQaWlpPEDVRzdjt5zhqBmUSF5LxwvNoFXZKBVbVU1PpkXqfsKH7u5XVAXiKBr9vHz2PrBDq+UL4vLqYxESRovq7i44e7SMJdNpGE9qhYAg5Z5kK4qoYLbn4MEAGgvwno6QNOjwdOzgDWtvD9xsazrKWyiwTytVNJoisG5eMTgdf3A5fFAro2ICKWi7Di+1MQ629SBU9Qf6RQAHA7MC1Og0kLjJAgYHwCUNpKlmViEgFbuJ7g7Omtg73Loo30zbTqCbqe2CJgdgaB19eVJN4yIwWcO0aA16TDvjb6JudE06vphumARQtYDGrp/VcVJAmVKIrzK1YigG9qhp/+gIevjTIyQ99qVxXf6RG8DwGei9PL3+ttVMIbtNz4nWIigO1ycH4w6zgXlLUDMV42B7htFknK+l4AMsfWuWMIAHc2UyEfa6aS1azj+FRCI/D6PLpBnUMkmfdpSx8TBv0eAu/0CJbeP7Se81OcmQqI7CgmlFZVqySyRiAwvnH6YOuNKCPH75ZGkrDJYXzfSyaom8rPynkt9rVxvB6TTVWQJANr61SwW9rCuSHSyO/MquPYLGsnObuhntfhrb0E6EoyJMlK8rVeAnwuYPdfgXPvAu4NUDLLMtXq8zP5XcSYAQ1kaCQpVPj/E0Sfn1Q9miLZIuFwjwayjKOG7A1FKELBkGUZGgC5UUxMQmZ1Q50NSA2XoRWB/e0ClpZzXbhgLPDhQdp2/X4y1x+9hhUwSsf0KSlqE9lgsb6O1RRKRdPibFazHerg2uv0suT/9tn0EG/u52smJrEio6yD1W0age8VbwGmJLOSye3jcbKjiWFPygfWNbEZrhK724E97cAN44COV4H0WcD8ewF7O2AIA/paBBisGmx7Fsg/RYOESV64BScEAdDKesClheQFNEYZksEVanhzlEWUkXhlVwtL2q+bRnyzsYF7qnAD76kzCoEVVdyDpISRUJ2VTjGNR6IA5PhZtGNq91cR/ms98XOUiZWQN0xnIn5bI4UFu1uI7SYlA/evVc9p6SHuZZeVBz/niUlUaLv9+7tbZvB8PyvnPR9rAk4tIGZcX8cE9qIcqmLbBuh9f2oB7/9tjSQz39yj2g0I4J431sSxrRV5TUaKsnaKLvrdfM/iROJwt294E6vTCzkf2IcwlA02qlvPH8O9tLI3HxoeidZu7Xbum+tt3COOilEt8nIjAdva4K8HqFiVFrKBcpcTuG2lis0jDMCVvwO0bwGdfiFP/FgZMIRQaSj+N+MHk6rp6enYtm0bpk+fPuxvW7ZsQVJS0o9yYqH4zyEIAvrcAjIiBSzO4YKlEKrRJhKqL+1k9u10DTNTZxcxi7Ywm6bXCzK52L25lyW7t85kts2sIwkYZiCB0htQBrS5gRlHxXtJBsmIl3Yywxho5G3wl+bmxnAhqLcxS6eEkp3c3UJiT2lOc/UUZtS3NpJcfG23+ppWO8nXyycDo2Opyjy3kIRRr4vvIctcSLIi+ZpvqmiG7vCSME2wDlfyOTzM2q+upi/ivnZ+1nPHAGcWkoS1uXjNtCIX5pPyeX28EoHsgQ4u/FFGIA7ATn+GP7kE6BcBk8RF+PhcLuB9bpZ/lLbw+pycz2vtkUikvlpKdd8x2cCWuwZ7WCVMAU74NWDXU8XW5yaB9ee19HqdmsJzWVPL77HeBvjSgZplQPQFVFBqBZJU5Z0kdEVBREg7MHJIPgl9PuCRjQKuKCEoaewjqHtmG5smvb57MKE6K52A89NyArxl5dzoNNpUch2gItntA57fLmBmGsluk44grKydlhxFcRwb/9rDcRZhVV8vgIRlvEX16wyMrY0EczU9LDMal0A1wXljCdC+OEyib0oKM/L3rRn8OWp6CMYun8QMeJiB6vPmfhL6z27j8w75x0C0iYmMAQ/H1t82DQaMa2rpExdlYsIHIPGpE1XQZtAQqI9PpN9blf/zXT9NVQJIMue0C/0q0eNzOW5OL1RJVZ/M6x5jGlzCtSib5yHLPAfFx3llNRMVi7I5v81I4xjtcQLRZqCyk5sFpWxLiS2NVPC224HcNJZmpYbxtQMejjmTlmC0zEal+jG5wPZ6IDoZ6DxEYlVq5rl2OvidpEfQV+vZ7UyIxZoEPL1Ni+NzNZgY74XgHlKnGYofNfo8wqB162iIFKsPO9p16HAKiDMdXYRvKELxvx4anQafVwtYWj4842HSCnhksYx4iwxAwNv7gOkpLE12eonBFSschVAFuDaO5McP8LXdTq5dJ+Tx9a/sYkJQieZ+Jl+vnUpfxxgzyVu7h0nJSUmslFpfx3WrqY+4tKUfeMq/xl9cTIyx9NDwc5ABvHYYuOtaoPZtYPfr+FZFkTAeGH0mEFsI7P6ngMI+DdIW64ABPUpfFdC2RwBkwBwLjLtIhDXLDW9I83ZUhM8nw6LnHu+rChKM2xpp53T2GP7/C3+jpyQrPUCb+5iYfm03xSJKNPl7OFw1hf7A25t4i3xazgopCay2tLuZtE8Joy1Al4PYKXC1K20hTtvfpuJIJc4uIgZz+7Hi5GSOq7wY4PISnmdLP22ZVlYTl6eEE9e/sUe1ijrQQSy7qoaf9+YZ6r4vPYIE6Zt7iUGrurl/do2wkYow0l/59AIed6tftKPXcP+wspq/m7TEpUMVqErsbiGpKv2HvIPTy0TMKaO4344zA+F9wB+nAWsaaaegCRv59ToLoNMBogZ4Y9/gv/W6gMf2APecD3TeCUTnyZhwmQS36A7evSwUofg/Ht/ljBE0zj33XLzwwgt44YUX0NTUBLfbjaamJjz//PN46aWXsGTJkiNxnqEIEm6NAd9UifimihnpzQ18PC2cXUFtThKqMSYSEQkWZueuKiHpNzWFi1BuNNWNpS1AeRMn821NJHA6B6gqswYYz29uYBny5BTVw0mv4eb/QDufG2fmc70Ss9p1PSRFYvz+OArp80UF1Wc9ToK9nCguhMur6D81J4O+h8Hijd1cuPrc9Isd8FLFVeBXe2ZEqsSL7D+XpYe4kDu99JRUQrE+OOjPxA94SPaIAr2p4q1Upo6OY8av00HlnUbggj/g4XOTwkiA2T0AjDy21gQknwKYrex42esvC//dJBIkAMmYMfG8DmcXsRHOrhYu/hoRsNsA7xASuHUrUPEZVbB3r+Zn2t1KQPDwBp5nmAG4ukQ9Vy0AVw9fY9Iywxll5Gu+rBDg+uF5lv+p8Gn0eGGniG4n1ZI3TqdvkUXH6+/wkBxXoiiOY+uRDfyOzToSsOMSeI8HRoyJQK3HyUZqnQ5+h0rU9RJ8vriDpeinF/BYSkQaCfD2tLLUaWh0O0nYF8TyHqzoAk4rpHdVqb8US8m+Lysf3iUYINHbOkASdV4mcEI+VZyPb1K7tQ541G6rz22nyuWriuAg8/XdBMQpYVSHRhgGJ2V+NZ5ex49u4PzwWqn/HrfTKmNFNeePXhfHPvyfoX2AgHlofHxQLYuck8F5sbyTYHvvkCKLvW18z2kpJJoXZVMxv66W80FfkL2eMs5yo7mhsPuTJr1O3iO7W3n9p6ayeuCM0bx2JoENPZRwdwMW/5x7ThG/G2WuWFlNC5V+N/BKqYAvqjQQtCEn5CMZNrd4VCpVBcg43BOas0MRiqMt3IIeK6qDb7EcXmBtDRV6SpJvcyOrRO5aBdy0nHO+fQihUtFFkmmkmJjE9ffEfFZsyfJgQlWJPr/P93E5JMMUcvSSYiYQH95AC5/qHuKWO1eRmBobz+d9Ws71fKQZsdNBi6yGTRj0pNbdwN5/A+kz+Xv5UhGi04B1fxbRtlv49rkDHcDmx0S4mvUQxeGkdCh++hAEQO8GGtu5J3xoEXD/Qu4BPzpAz2Cl+q+5n/dfopX3YCChqkSvC9jZRMGNgoVl8DU+ifvY6WkkQWt6uX+LMVHQkhauHkcGS9uPyeHe9pgcChAeXEg8rRxbI7Bqck0tq5ua+qiyfnwzx0h1D/H7hweI09vsrOIEWK25OIcK221NHB/v7gfK2jgOntlG3G7Rc483J2Pk6zgtlUKjfo9KqAIUvZyURys7gO89kqWB8rltbiqGlf12sEgJ52dNsvK9s6KAgXBgbROryUbHAdkLR3590iIgPAJ4P0gCBeD3s8cl49i/S5h0jQdu7UCoGV0o/mfjB5Oq5513Hk499VT87W9/w8KFCzF+/HgsXLgQjz/+OE4++WT87ne/OxLnGYogMeAVsbuVRIokk0xIj2CDpxVVnHABNk7pcjC7XNbOBW9nM4FVUx8AmWWlf5sBpK4G4C/zaerjAndMDhcMpTx4fhbw6i6Spy39NNV/ZRebNu1qYdnttVNJ2kmg4vJQJ0mGU0YBnx4ioagTuQi/sYclENsbWQKVFMZFToFSI2X87B4CyNMKgAEf1XcagWSpRU8Vpicgi2fUscu2TyYxkhHJshQBBAZfVtAvRynp/6aKhA3Akt0JSaoHVrKVZShNfSSBZqQRAE9LZeavuhvYZQfG/AoYfxfwTBXwwDqqQe1ukit/3UTSbGw8vi3h9EokYNoGSKIlWAC3F/ioBkicNfwa1K8Awtz8Ll/bzeueH0OCq88FrK+lwrC0hQC6fy8QUwTER/I5M1JZVj02nt4+HikEYL8rnLLm22y4XkNg88IOlbz3DMkaH59LVakMgiSDhmOxunv4hsSo5fdo1ZM0XJTlzyobeF9Hm0iSx5iZDe9zAxvrWGoFALLAe9Sq432zOHv4+aeEk6QviCWhuL52cMMtgOS+YsMRLNbU8L5/fDO9iz8/PPgYhbFUnL5fBjT08f47Pm8wEFbCI/HeP38ssLKK2f4eJzA+Hrhzjt/P2clr5fZRYX6og2O2JJmgdJx/k6kRCLoHPPx7mGEw6QwQyCdYmHRKj+C1jvA/b2P98PNbV0vFxV/Wkmg+s5CAf1sTkxFDY2ISFccz05kwKknhd5UbTbJdlkl4N/fRB2trI+eAfDNgC3j/yGxer7vm8HP/4Rt+75OSeC3a7AGJqUoRbjFEqh7JsB2F5f8GDRBvklDefZR0zwpFKELxbShr1kjRPsDk+W0zuSbJoMd3URzX/DY71+hARNZqJ64OtpaatCRzUv0VFLnRxJkjxeZGYoZJyXydLHMtcnkHNz9V4rVS7gV0Is9RryH2SLAEP77eBEy7AUicMPjxjjLAFEW1qjEK6K4CHF3Bj7H3TREarz74H0Pxk4Ysy3BWAqm1wLw0ikiUZPqGINgJIM4dyYMUoIp0wJ+cHhXDKqwXd3Jv9OB6Yq5wAy3s/rCcJGB5J8nRwHHh8NLWbm8rG79NS+Vj3wQIFxSLgO1NHCOjYoZjvkQrx1ifnxyu6SFWdvvoQ5wdxebLN06n9cEpBbTR8Erc035TCeTH0rYrP2b45z2nCKjq4vgJbDCt9EN5cD2rSK+bSo//zEj+3aCh8vxW/3vfPINJ9n43x+EFYwdfDyVmp1PBWxhL66o7VjJpc+cqfm/T0qg+X2UD8k4f/vrYMYB+LN8/UDE/NKptAsQwLzyiK0SohuJ/On6wxEEURdx///245JJLsHXrVvT29iIiIgJTpkxBTk7Ofz5AKH60kGROdBmRJBATrVSNNti4WI33e3FWdrMMfl8bG6j0uVjq29rPDKLbC8xNAspfBboOArlaLgpJFkDw0+6Hu1iq+8IOTtArqoBuh1qq0Gqngu70Qi5YFh1w73xO9O+VUVUXbSKZOz4RWF7JxaGmh8RqQQyVoQc6VIXW95mbtSIXqexoWhAYdfSvNOmAeDPfByBxYtLS26q2hwvXyzuBi4oJDtbWUgWQHMaFKspEs3JFRaCQyj0OKmiviKSxv9PLjP4p+QAEZjrPH8cFOMoI5EwEDtqYaQX4fcWZ1SZH7+wjGV3ZRYXh8bm8HgK48Hp9vB4WHaAJorzzuWkmDpDoGnCToF6YxYZeGhEIN5LYOSUZ2Pk8MO0uYGU9M5SxFpLiDy6kskAjhFbE7wplsxGmp++ZLBNoNdi40fH61PJ1AbwPFcLR4eF3saKKJVRDo32ARN9n5QRxiWEEkLfNZAKhtIWEZ0MvydF71xDMLc4m0AvT896dnsb7eXYGSbg9bVRQliTzPn5+B8emLLNcfmjI4H0zUmhEJhE+PjR885UbRWXqM9vUBlo1PZyDzhxNInZo9LsJvs8Zw7Fk1XNDqNcAEFU/qeQwEqit/UyMnF3E9/BKnJMqurjJ+7qS5LLDw3u8sku1RYky8rtx+/j97G8D7pjDzcFQQhwg4K/uIYHd56Z6dUEW8K+9qieqEmnhJH0vLuY8MSOVc9H543id6m1U4+o0VClFGHmO5+QATe+ox4nMAjRRgN7FuUoB/m/upa3HjmaCXKUsTJKBLqeAhB+cIg3F9wlZJqlq0R19c2OqVcKhkK9qKEJx1IVO9mFiogZbmoIPzOmpMmQI2FgP3DKTZOaAPzG/qpqYotlvLbSqRn3dK7tIPh3soJDA7SPmW5DFNeL8MRRPjE8YvkYFhihQvfZBmbo+RhhI7izMYhVIYLh8fM0tM0kIPbSehNdJ+VyPXytVMXtGBGDbBVT+G8g/CYjOBcreU49lawAKlwDOXqC9DBA0gByEgO6pBgRJ81/If0LxY4dGI8LZB3jzgZW1FMy4fIMrs4aGw8tk90ghCsQvsWbiuYfWE4cVxZHoN+mIpa6eQry7tQmI9FuZ3TqT+9hDncRSJ+QyKXCog/h4KLk3MYkWVAuyaMe1LYhwoNfFfaKy71t6iOTpp4coOvnooHqsY3OATw4St8aaOX6/qCAG7XVyf3hcLqs3jVq16XJlF5+/PoDQnZ9F3N8+QFLZoiPejbfwvRZnkyD+4jDHmE7kGDVogIfXcy9yzzxWdSoNUhdm831f3cUx+9RW9f18MucOg4bzzQfVwJl5wKJHgNpNgOwCoicCLXrgsBvIdbOarLI7+PeYZZUhyyH/41CE4r9eqnJycnDeeefh8ssvx3nnnYecnBxIkoTXX3/9xzy/UHxHWHQSYkyczH0ySU+bi/+XQaXjtFRm72p7+beWfi5yx+VxYt/ZzKZUwgDQvBUouAr4uJwLwr4ObtTuWsWy/Agjm9CEG6i4VBo4KdE+QLuA7c3AzcuBW5dz0T3cRZWVUm7RYKNyzSPxOHMyWEr7j80Ej4FA0CcH94cECADNOi6gFV30Q3xgHbCzhYvKgIcLrkHDDuM6kYtTmJ4Eok7DRecfW0hCAwSn0SYamy/IJumhhMPD69rUTyJH2cQmWHgtDCIXvr2tvNY6DVDWSaJM+Uz1vcD0dAKCML0KOmamARF+8vRQJz93opWlGg+sY5ZyoGb4NdBbATEgke+TWZayq4VEuggqY0sSgfqPgBm3ASs6WZ4VbQJe2sHXlbYAx+bKMIb8q74zjBoJCRYqNj48QDXJWUXcRFw+mT5kJ+Wrzw+8l41aEoIDXv5fKS1Swu3j39MjeH+Vd/D7P9jJeyDaxHvwtELeI4o6dnkVFaPdAxyb6+o43l/ZxRKjqSn0dbXouVEqjmMSprQl+Nja1czXjBTzMqluvnces/gAx+HxuUyq3LdGJVQBnndrP8djhGHwsQQwgVPVQ4uEsfE8pw8OklTtcwNt/SzP31BH9eu6OpKa960BLhrP9z6riARq5wBJ2hPz+J4fHmDZlhLH53Hj+ddNnPvyYzh/jpSFH5fAcZQTxd9XVnPeOqOQ5HKcmeP0vDFMEsWYmMgRBODYXCYsnt5KdWtJsr+pwH4S3q39bALi+AZo286NZfpcIOP3QIfIuTApjPMqwO+7x8n3tOoHNy8whMSKRywcXir4j0ZSNc3qg80tomUgxDqEIhRHVXjdOGu0HHRuzo2SkWyRYJBc0GtlvFrKOXxLI73WZ6QyUfjOfpIqpxWovQhkkDhZkEUi6qJikk+PbmQCs8PBNVTxgRwpZqdTuVcfQIr1urhmTUyindDQMGqBv22kMrHLwbV3bxuxxyOzgPsKgdvHAVeNBuo+oWVV2XuAzgxEBazDOgsfj8ygFcCUq4BZtwG5x2OQ5M4QASCU6D9qwjwOqPNx/7i+jtjJ/B1FMnvbSBiOFDPSgPRw4MrJ3Dt5JVZaFsQSp/1tE/BuGfHZY4uJw+ItbBxl0bER8e8mEY+ZdSRSFVFBmEHtqQFwb5QZyWN8dHA46QrwdYuyVcW4w0uBzPQ04O65bHJ133xaQj22kUrwTfXAlgDF7Xtl3HtHGjle5mQQm5a2UNDwabnfPi9Zfd9RMRTVKDEzEfh1OpDZB1w0luTtjmY1aeGRgC8riWHnZAD/LKXV1q/Hc295XC7x8uZ64J75HOfBvFlX1fCzAcD71UC1Hog/Ecg+Fbi3CvjnYSDdCnxUASzJH/56gDh9ehrgdIb2jqEIxfdG4uvXr8cNN9yAG264AWvWrBn2923btuG0007Dgw8++KOeYChGDoPkxnVTJWxpJKiJMZFQ2NPKDfzHBwnMjFp6Gp5bxL/pNVQ/WXQkVv+5C5AcQFgyUCeyJOi9MuDjA3xtZiSzfwfagZu+ZmbRoCFREBiKd+vSAAWb3U3l6t42oLSVC8nWRgLAv20iMbK+jj40dg/Vr9lRVKACzMz9evzw0gaNQEPzbgcBpjEAuL7lLyEuiCXRfP00oKKTqtI6G0nUpDCC1H636uFo0RGEvrmHvqtLD6oqw7HxVL4+vc3f5d0A/HUjvXU+OEBC1+c/rwVZPNbMNC6EXQ6VvEqPALbUU5l36UQ+ZtUDb+0DTk0DnD1UIiplX19XcjFUSN+hkXcaYPMfWyeSvJ6eqvrrTkymF2yqFbDNAxzRQG4sFY+SDHj935NPBk7MkyF7vsPEJxTQ+9y4bKKE7CgqRTR+y4YntzITPDGZSuzfjKcq0qxTN0NeSfUs/ewwcNnE4Vn8ZeW8L5r6SNyatPQOPqOQG6YH1vNeau4b/DqfDIh+Im5fGxWqNT08p7tX82drI1AcDZwTCyw7wDkgmPfTzmZuqoKV9U1K4r2p1XDsTE4C7plLBWVLP4FmoF2HQcM5pn2ARH74EFL1xHwC85PzOc+8tpvjMSeKi9PLOzkfXDga0Hp5jyvR5wb+vY/n2dBLm4VJycCvx5Gw/LqK5xRh4HxyWoHanAug8qCimx1ng3lSGbUkox9cx2Z1WpHXeV8bzy1Mz03tomwqiu9cyTL9tXVUQexu5ia128mfC8bSbuGEPCqaEyyA1QCkHAfMfRSY9jBgPAW4dxctD+ZlUCUb2ABZKTP78ID6WJQRCNOFVAJHKmxu3nSWo6z8HwCSrRI0gowDXSFWPRShOJpClgGL5MD9CyTMTJO/VcCdWyThuikSNB4HvG4P5qR4MSNVxtdVqv/h09v91VJWrrO9Ds77N04nPqjo4vNe3MnmhSurVauBTfVckwY8XP+mpQ4/txjTyJY3AImf+ZmDH1OaRv5+MsuYb5lJT1idyIonjQGoeBqoexjw7AWSJ6uvLV8GZC3g/yOzAJcNKDwd2PAwsPoeAVueANY/DLj7gJIr8C3gzz9ZgqQPYdKjIdxuH/r9ytLaXmIhl4/4aiThS7KVe5JAAlGJBAsT3pvqiY/2txPzHuzgnkrxZ+0YYIXk1iYSkx8f4v7unjVsjvzkVhKKz2ynaMDpZbK63wVcM5UKS4D7tmNymJiv6OIeaGg02Iix+lzEaWePBm6YxmT9N1WsyNSLxO9KZdP0NL7v3jbiZoDJkUc3Uihw1yruE1PDuc/td1N4I8tqsl6GSpheXgiMLQP23gXseRjobqOwYmhMSmJFVnESseVviql2lWQKoE4rAMYkcB+wt22E73SIOtyqp8pW0nI/viQXyPQBl8YDaXrgknGDE/gxJuCOaYD3EKDXhzBIKELxvcr/P//8c9x4443Q6/XQ6XT48ssv8cQTT2Dx4sXo7u7G/fffj88++wwajQYXX3zxkT7nUPjD5/Uh0ehFv1uPSP9EXxRHpeIfZlGt+OQW4NyxJDC3NpFsdflIZNb1EBh9WMZmSpF5wBobwdbfN9PPb1sjy3Y9EktkARIKqeEEgIFlSXMyhpcMlbZQ/dk5wMXz1pkkJQKb4Dg8XGwEkMzc2UQA+fx2KvIijfw8m+uZscyMJHF5uAOIsfAcbpvG5/X4m+Xs9nfbzvdnAHOjqdr79JBfbdpHgqW0mcTW5GQC0VdLqbI7rZCL++IcLhynFQDVvSRZj8/l9bC51IVQIWenpbFE4jy/D02DjQuV00sSJt5CIPynOVwoC2IIGmp7gK5DgD6cHSQHPPyejsklobq/HZg8CWjxl3BoDEDeKcBAIWDzN7A6Npefb3YGM6g1PVQ6FsQCK+oJRh5IJgnTZuc5KcCgJFmG3uuE5+jjDY6q8PkkJOmd6IUJgACHF1hWxvu510VSMdEKFCfQ1sGgpV/oy7vUa23R8d4yamm7sKGe90BGJMfV3zerZv0HOmRoRQHZUQSaC7NIJmZFAagefn5tdhKYGpHZ70MBYOxwF3BZMtB6CKjWcSxpRc4JgaVQMjhmrptGsnBLg5qNdnmBXU202/iqAiiMA/68Frhh+vDGFSYtPX47/ffnqBh6Gg94SLQuyOLnrukhmXx2ERMenX7/Z41IclGSgc3XAonjgD+cDjy8W72W1T0Ef9uaCPRf280N3+EunrtGYBnVDdM4ju5aSbXq+WOZfFlVTXB6VQkVsOvrCKqLEzme3trLeWNdHTenMX4Lk343lT4RRlodDB02jTYgP1P9fW8rmxoszOZcfMtMYMlo4E+rVBL6solMXHkkloHOzqBCWQkBVDx8dFD9voxa4ObpEnReF0K06pGJXjd3+EejUlUnAilWCfu7tFiQFlKKhCIUR1NIkgSTZMeFBTqcU6gFZBl62QOfy/ftmiG4nZgYJWJsnAGSoEGjTUBdLwUJN04ndl5Vy5/AKIgdvsYDxHUz04mz39kP/GocxQKbG4hfp6TwtV9XqkneoVHbM9yP/OJieltGGYH0SJZqK7Ghntj25luBnXcBpf8EplwDNO8EBtoBRydgCCOhOvY8wOsCtj5NEvXbkIG69fRZTSwGNAYZydMkuKXvMKYNxU8aBi3vqYVZxE12D+D0cb/21NbBFkpRRu5lRIEE/aQk3oNuH7HU2ATgc3/Je4mR+6QJSSxnDxafHOT+sM1Oy4pgvr+bGoibnt9Oi60vKoBTR1FEI0vEpEpD1cY+VmQNrbj86CBwx2zu3/QaEqJKYntDvYprX9nFc9eKfhu4WuCmGVSID20wNT2F7+fyEcPtaKZFx5UlfLzLAeRFE+PF1ADlX/J1eivQ6cKwmJ9Jq4NA2yqlEZdP4h4C4Ge4ekrw6wkQPyi6jiQrsfjXlWz09cA0YGADsGopIPnFRRmLgUeXcK+jEQCzDDR8BHQ7BEQUhvyHQhGK70Wqvvrqqxg/fjxefvll6PV63HnnnXj66aeRk5ODSy65BC0tLZg9ezb++Mc/IivrO7T+ofjRQ/J4MCVZC0krYnUNF6tYMzN7v5vETbrTwzKLTw7Re7HToTZ9GXBRheVwAtZEwKwhQRBmIKmh07BkPT1Cnby7nCQww/T0bVLM8COMbLATGCur+Z4tdr7+pZ1cSPa2kWgwatm4pcvOLOLuVi5qxYkkHiq7OIH3uVhavNNfmvzOfpK425oIDB29wG9ygH/s5/u6fFw80yP4mi0NwPXTVfKj28lGQP1ukidKt0ql1Laul8RVnIUdyJ/eRj/EX43jtfEMIZAiDCRCnB6C2flZwD2rqUxwegk4r5nCrKrTSz+i0haWDb+xF8iJAJxVgCkFcKaSRJ2ZxlLhhdkkaTxZwIyHAdkDePXAp03Ajv3AzdOZqRQFklMOLxV2Zh39O9fXkcy2VFHRK8nMEivm8gsy6aXq9YbA6/cKnw8WvQ9WvRZ6zXCfoZZ+4KAWKIgDDtSwNO+WGfQw2tpAsvXvm/n9p0cQ+Hgkf6Kjl8eotwHzM2UMeARaAPhVsSUpJDOPzeX4y4jkeFCSxEVxvN//uYuWF9NSqUbxSMCJmUDdx4AmEojP4n0gyQRiJ+UT8IoCM/gHO4A/rmAn0ksnsmPqe/s5d5Qkk8yclUFP0ksm0LfpuDx/2b2/wYYokAheUkiyuNffHfW6qSRA3/Uf7/LJammSTiRIbemn/yzgb8LnAlq3UY17/BxgaY16vdvtTIh0DJBI9cmc6wAmS/rdVA0osfQQ1e/ZUf6GXy6+bkKi2tyrbQB4ZSfnLYDz6CmjOLd+cojHnJEG7GjiRmBn8+B7ICNisNI33MDPVNHFx+t7qSAPVPW+tJPJo/X1QF4M/WcDN72nFnATkxcNRBpkpIfLyI+RYfA5IQ0tGwjFjxa9rqOXVAWArDAf1jfr4PCqqvhQhCIUR09IHg80fmulYCjL55Mg+hzQmUxICdfApBXgk0lUXTs1+DE/Pgj8eQGFAPv8SjQBwAXjgLtXMUl5XC7X8igjf3f7qLSTQdLUpCNGV6q1lIizEJekhTPBOz+Lc8uuFq5RwYivNjuwtAmYMpsNVBV16v53WO5vTQLSZwG73wDyThhCqAZE9Qpg/l9kaIwyPH0aCB4rdGZAMHngkoIwTKH4SUIUBZS28P/r69gsSRHb5ESTUKztIQ7LiaZCdGsjk+jfVDMhPTGJhH6vC7jxK/XYvS7ux/pcwxPUSihYKd5C/DhSVHZxL/r0Vo6PAQ8g+YBYL2APsEp7dz+tM8Yl8PPYPTy/MfF87TVTmeT3DoFWDi+rok7IYxK/12/J1D5AX+FrpxLb72ujgOLYXAqHXtzJ10syMa7LR4yXG80E/QXjgJ52oO4f6nt5HLSFC4yMCO6Z71k9+HGfzH3xNVO4H80MA5akAiaZ16xtyN4c4D5xWxPH9q/H00agzc4K0fPdwKEPBz+/djnQvBmYfDmw9SnaewBAyTUSfCEMGopQfD9StaqqCvfddx+sVnbKufrqq3Hsscfi6quvhtfrxZNPPonFixcf0RMNRfDw+STkR8lweSn/jzKSBPnwADPJSpfOk/OB00ZRcaXTkNis7wW6XSzlfXoHcOUEYJ4MtLlJ6O3zlzPsah680IkC8PpukhC/ncBJeW0tF8SsKKA7gGCwe0isXDKBZEKrnec1NoGEh9vH8ttdzYAssowe4KJU2kJVqkVHxeypBcCXFVz0bC4uFMsr+bi7gSVIBg0Xq0lJXOA6HSRwr5ky2K4gK5LlHB/7latFccBvJ5I4quwmYTU2nt0cV9bwNdFGllc099NbVoB6XU4vINEig8TwuESSmrfMIGC9ZgoJZIeX34dO5LlqRSpf4yWg7GUg6UbgrQNcsB1eKgOL4kikPLVrsMJXed84M6+jsmjX9/IaiQK/b4DX4KJiEntTU/ne5Z20RsiMkKGVfaGujT8gDD43zh+jgU8Wvs3ET0wiANMHePXa3VR8bm3kPRVlolrz7rnMVDfaSAha9TIquwQI4D1/3lgZzTYBBbH0CAYIvva38feT8+lpuq6OY93hJXk5Kpbjxe7hhiwtnOelEYE0M7C3CRjYC5yxAOgWqTzpdJDs80kEfF9XqgmUqh6OSadXVZwqDZbqejkOJybSrF+v4Zhwe4HXS0lMAiRgfz+JKl6bi0mCd/eTSNWKJBwVpbdZxzH04k5m2E1atXEdQN/nyScDS/2/hxt4ru+XcQP5z1KOGYAK1dMKaGUyND4/TAWDRuB5lqQM9q0aFcP5dOkhKg+seo7DP6/1f/9afv7DXZwnAklVnUhVbyCILU7k5w83AEXxtP+wD9nIyqBSYHISkzFj46lCijHxmrXbqWy9ZoqMGQlu+Lxe+NxSSKF6hKPXLcCgkQdZTxxNkR3hw5omPcq6tJgU7/3PLwhFKEJxVIbP4YDBZMSxuVroRAHtA8TBRXFMtAeGw8t1ZGw8E34agWIHpbHiy7uIBTIjmTx8t4zr6SUTmNwXwITgDdOAJ7YM9ug+JpvHmZJCXC+A5G16BEmrkaDipmbg2GkkVXvrgLG/4uM5JwKeCODQUsAUDdhHKEcGAM8A4B0Q0LRVwEG/LysEILlEh3EXauE1OCC4dZCdGvg8AnQWGZLeBW9I0XpEQ5JUOzSXj2rRk0YRf8WaWc6eHsHqQL0GWF0NjE9SKxw7HSTwJyXz/guMqm7ug8KG2EMNDa1InBq49xoaBi1xuEeibZ1BQy/T03OASV5a4h3oINZ9ZRf3T1NSiD0nJwG3rVCt4YYqTpVo7OP+E2B15qmjgJd28fEH1xHvlSQTC2oEvr8Se1pZyahUG1V08WdUDHBdAbAqQKQh+wBNm7p3HhvP/gFfVox8jVZWA0sKgKwuYO+fAGMEcP0twNOHB/c6mJpCYdLhTmD6VDa5UjDr8YlAxRPBj+/uAxxdVNF6HYA5DojKk+EOkaqhCMX3I1XtdjuSkpK+/T0xMRGyLEOr1WLp0qWIjo4+YicYiv8cBtmFPpiws1mAw0M/pGNyqD5Tsmzvl5FkizMzmxhrJsERZ2bJRHM/cH8pcFMJMNDPyVunoWfhoQ52C9drSN5tbmDp7leVzH5bdWp5x4TE4SSsIAD2fuD22QRmu1u4sNT1ApdPApZXk+S4YZpq9q1ETY/6/w5/I54BDwnZyi6CyBlpQOX7QPQM/j1Mz8U3N5ok8zVT+PlPzOcilxrOTN6yw+p57m/nwnbzDDbMijXzvB/ZwL/nRTNLX9VNssfhVrswnpTPa/XBAXpf9jiZ3b9rLhes53cQbPx+EpWuhzqoRJyaCjyyked4VS7N/KVooKuJIPfOOVSsKb6U0SaVVNUI7D6ZHEZbgjd2U/H31FY+Nz+Gi6QSijK5oouL7sIsZmjf2cdy6TxrqHT0h4TP58O4aDfs0OPaKQJ2tbCsW1EW/nG2akXx980cL+MTOB61Iu+tXc30J3t8M3DDVBkT4ryQBQFaQcbudg2qegQkh5OgLYzjWHB6eVynjwRieUDpX4ONxNs1Uwl4D3fxPnP7OE73dgNhGYCtEdDpgH9s4PlGGOjRqpCmQ6PTwdIgJaal0HKjupvkv8cXvAReCb2Gmf1eF32dHR5VmXrBWKqpBZBwPi6XxL/LR9B77hhAH1hVJANCQGJhSSEbdTX3c3wkWgmqb51BMra2Z7iKFFDnkjNHc1786yb1+wJIZipl+lUbaQOyo1ktHTvW782VZKU/qhIxJiYvjFqWnglgCdymBl7rjEj6QCdYg3dS9fhIBNvdHNs5UUB+jIzNDQLa7DLumycjRuuB2xXymfuposclHrUqVQAI18tIMPuwoy1EqoYiFL/08DmcWJRhRqdTxMXFAl7fzTW9sW/wGiUK7IRuc6k2MYWx/FHC7hlMxto9ar8CGVwb2+20w3lxJ9erUwtYxdFmZzIxJ5rYtraXOHioqnXQucv4tlOHJR4QIoD0eYC+BHhoC3DlbUD7Z0BM3sjH0IcBPi+w7+2AB2WgaasASEDROWZsfUpAr98OQWsERp9tQsIUNzxCaF08UuHx+FCcqMPHB/l7+wDvnbNGE2M+tlHFvxYdKyV14uBqm+woVv0Ei+e2s4N9oI1bYGRFEuP2ONm3QFHNBoYA7rWa/ORhUx8wKw34ywIm+60icB6I95S9VPsAScorSgCTnrjR7RuuUB0ayueq7eF7XlLMcdLr4rlpBOLuv6wb/LpuJ8fQ5GRge4Dt1qFOoLqPJOVAwDWqehO49mbgmcPAyaNY7dY5MPJ5dTqA4hhgwz0kZR1dwIFHgEvOBjTFgFcHREUAh7s5F2yoB2r9e8UoI3ByGpBvHUzuDo3+Zo7vuNEyRp0hwatzIJTdD0UoviepKssyNBrVhFj5/3XXXRciVI+CcAgG3LdGQKKVi0G/e3AjEyVMWpbuJNv490snEmQppIPTC9y/iZv6MANBl5Ill/0Ex+u7WU78+8kkFnwy4JLor9rvB3BXlJDQ6/KTNHEmoB+A4CHxuiib2UaXj+W8y/3q1H43SYmRyJ20cHYCL+8kuOt1scT5vf3A3ELAFAfM03Ph3tUMLMim0kzJCFp1VJAtyiJB6hmyCLh8/Gx3ziFx++QWEjtWPYmRqm7gz/N57c4ZA9w+Sy2rqLexfOPJLfRs7Haw3Dc3mgTbXzeojW6Oy+V5pYSrXpw7bEDJH4FOHQkfj8SyLa3fguGBdSSwziriYp8aTgXBXzfSnqB9gP6PJ+WzPMThZin2MTlc3K164PGNwKWTaK/Q3E8AAABPbBXw18UG6H3fsVKHYlgIXjcijSKWt2mxpnawn1DgxsMrUf35daX62I3TgYY+jiufBGjhg+ghkhRFAXqNGZV+FeTCLEADkmz5MVS9NvYNJlQtOpYEtfYDz24jCXhqAe/fXie/84IYYMmJbET3ebUKClv6SfaNNO4yIlRbgtML1JL4RCuVruePo/I8sHtpYGRHATXdavn8F4dZ7jQ9jZ9lRzN/N/vVAVv9HldhBqrl8wLK6CEAMBBgLxlNC5GDHf4/CSxhSg/nZ+lxAs/tQNBQmup1DQDtjuAg3iMxAXHuGL6fkmAZn8DvrbmfDckSrMBof9MDnYZJHYDNEk4rIEm8uYHzb1EcbUYuKqbPl1IKVt/LxFJBLN/n4gmcwyq6AYNGwMOLJBgkN2SvB3KIN/tJo9slIOwoJlUBID/Sh43NOgx4vrsbcyhCEYqjPwTXAKwGK9bWsZx4Yz3FAZ0OronRJirh7B6uZTPTSI609BMnjhSx5uFdwOttxBZ/mMkEq9UAvLWHvqndDpY4K9FgI7EzUuREAQ4/2Zl6MrC2F0g6BrBpuR946jBwy68AuQIwxdBrdWiMOgUo/zT48TPmCFj7F8AVUP7tdQJ7XhdQEq5DxFgvvP+JDQvFfxWCwKrCYj+h2eUgbmztH6zEBHhfPrEFeHAR9x8+mf+OiR/e4FgJn8zj3DgNeHC9qooFeF+eN5bJe7ePFXY1PcNx23lj6W2qRI6/l0avi6TtLTOY4L90IvdZ1T0cS4WxJFajDawAW17FPZMoBPdutegodpmXycbAXonj7zfj2Zir300cWNZBbPt5gIBHI1D1uzCLxOqWBr5+QhJ7amSeAZQ9r76XoxM49Bhw/fXA5/VMomREDvdSViIrEnC3qj6oAODsBg76j6kxAHP+TBGDT1atFFLCgKuzgOpXgb5jAEPE4HEWGNF5MrJP8EHSeOCWvCFCNRSh8Mf/lwNXYmLij3UeofgvQ6sVsalZgMtHouWc7+C4E61UZ2VEcGFr7fcfY0hZ48cHSVQUJ1JxdWoBHw/TAvdOA76oBb6uAOanc2F5Zx/Vmw02qlcjDFQ/mnVciD0+ejc9u42E659WqYTmjdPV/6+sJikYCOKUiDNTgXZCvt9jUaLB+KZ6AsXjkoC4FKCnDnikDLh7HstPFEI1J4okysw0Lkrv7A9+jQ520CZhVQ0NxbOiSGRtqKPyTwZJliYbIPr9ZrucPP6LO0iYZkYScFj1LM/udQJ/Xsisbn0vkGghofLmXvV9VzcDiTFAZ696Pep6qSZdXkVQ8G9/NtGqZ+b16W30sVzjBxHVPWwmEGEkcaMoFDT+8vTzx3ERTbKqRBTA61neKWB8pADfSJ0LQhE0BiQRq2qGG7QLUK0ohobBXyZ/7hiOjWunSNAGNBqSJBm5UTKa++m1+/dtwDVxwOJYwGelD9L+IeVzF0+gj+oZhRx37w8peTdqgWOnAstrgJknAe8FJF3W1XHDNlRhrpzr9DSqTU/Mpw1HRiQV6VYDydrdLVQrVHcP37CdU0Qf32NzeN/2uf1eyI1U8Jq09BXOi6EytMevHjBp6VG8vAqYGqEeL2kyEB0LnGSgN5xiF5ISxvnN4WYDuDd2087DpB0MzpU4rQD4+AA/Q8d35BIOdZBIrush8J6SymTG8zv4eEo40NDLeU6W1e99dTXnK6WZR5KVdgJOL5MgtT3Av/aq3VezIqnUb+wDbG6/77X/hnD5ON9kGr0hi46fIbqcIsL1R/eFHxXpxYZmHba26jAvNVR1EIpQ/NJDK0jYUK/Blkau+VXdxO/H+3sA1PWS3Gmzk6w6OZ9rX4KVmDjYunZyPitDhkZdL9eo1TUshT5jFFDRDCQksvJNmf30GiDezPfbNwSDiALw67FA5b1A+glASwKwvwOwhQNtzfwMX1UC/RKg0wNTrqK/ak+1//U6IP9EIGkisPfN4edoiQecPSMTPfvfETFzlB4Qg2RIQ/EjhIB9Tay2K4rjHsntHSwWCAyfzP3OzHTuNZeMJsYcmwAsLQ/+mggDAIH7m6pu/qRHUJzyfplKoi47xGZS+9u4z4kwUrCzrUntFRFhIP5LsHKvBJC8bO6nUjU5jPd8Sz+tn2Tw3L7aSQ9hjUAhgKLMDYzzxrC6S5JIoH5VSZGDYm+19BAx8aulJIknJ5ME1mmYBFlRDby6Gzgln30PKrvZNLXeBvwqD8g9F6j+iL0EAEBnAsQIoKKGGPG2WXz+UGGQKFBQ0bVh5G/R5wI0GqrcTRpi58Y+4He5wL4HAHc/ULMayD0W2P/u8NfrLEBEtgSXEFKnhiIUQ+P/i1QVhOFkQih+2hBEEYc6yYp6JZbEn5TPxWfAQyWXR+ICceE4oN8FROoo8xcEZvXmZjJ7Fxh6kQBqdjqVpDPTgcIwYN+TwIwUQBcDuL4GWuKAOfkEZS4fs34VXcCz29VjjYsH8mOBOhu9Pe9fALy9n+emNNgBuLAUJ5Js+vSQ6vFUGMvMolbkQlJn43M21XMhzI4A4kcB221AaSvBW0UXsNpPNuZFs7u3AJKxq2qCZx8BgtZtTf5GOQY2onk3gIA166iYNfv9MR/bSH/at/fSO1OS2GhmXR3LnMfEk2it7uKCG2kEXt8zWGUIkFzLjOBxlMiKItli1hHoyjKJZ6UBzsw0ltcEgltB4LUPJE19Mo3iBYGdMY/LHd5owOZSxvPRTR4cbeH0CkE76K6sZvmTktEva1ev7DlF3JhsbQQKYmVYvA5IQ25Ivc+FP84ywl4h4ooxQNcq4PAngCUBOO5O4KuAkvY4M31E6230iLpjNrCuEljdSNJuciJwWg7g3AXUagGjgcCuwcbXD3i4mbrSrzBXFKup4SwLXFnFbPYnh5iQyY+hurQkmc9rs5NAvG8+Ae3BDgK2hdnc9DX1kXhdnAMMeElKTkkF5mYx0WDSAPetUT+PAL6vUj5vjQKyzwIGKoDUc4Bb1vA4N0zj83UilZ9Pb2USYnE2cMccAuVrp9JbTtlgagSSwwYt55FTRnHsjRRWPa9PUz/PaUczr+ndc/l93rmS1g5Tkjm+vqhgkuOYHPq0pkbwPR1efue9Ln7mV0oHv091D/DEVm5YACaAAku87B5AMCFEqv4M0e0SkGI5uv36LDogO9yHtU06zE3xIATNQhGKX3YYRQnH5IhYekgY5qGYF8312ucA1nYS1/W6SHaJAqujXtpBpRzA+eGUUXxOdc/w9zJpSTz1upjgPNQMZO8ExGTgumLgxf1cB68ooR/mWUU8h9U1TJQWxJJEitQA+TcA6zqBrw5SNdtoI2kzJh7ICAcinWyQa+sBJv3OX6Lcw/WzfiPgsgGCho8HhjmO1kUjxUA7AJ/4rf1AKH7c8Pl8yI0G7l8HnD8GuGk68VmwBkhKbG6gerOpH3h0A/eiMebBDY6V0IlUmu5oZBNUm5NE5LYm7tsWZfM+l2XuG9fVEVeelE8C9dntqj1TfjTv0Q/KmMRWvFFlUGDg9BKXKjYBSsRbiNff3sefS4opGPqgjJ8zLYKWU1Z/NVKchf+fk0FcNyeD+9I+F/8GcLxcN417ym1NPL5OJEacmsrKxx0BeP5fh4EF6cBZjwDeft7SjRJQ6SBur/dXml47lUIb5TPEmVmptbwSOD5z5O/E6u+xYNIAAz4KMt7bD7gOklAFgI4DQNp0IHsxUL1SHYuWeGDajRK8emeIUA1FKILE9yZV77nnnm8bVcn+nd1dd90Fi8Uy6HmCIOC11177EU8xFN8Zsoz0cAnbmkTEmUnE9TiYGYwxsSNjSx9JTbeXzXMeni5jYaqAGAuJzAvGsst3VY96WKeXC1OYnl2p63qBe2YBxiia0CuhMQALZgJ1Ehehs4tIaAZGrJlAD2CJepYFOCaDpGCCZfAC+8EBEiOXTvRnxS0kDUWBC+a0VCBngMrR0XE0HD/N3+HUbGHjrJRwEpp/mkuw2DEA3LuG2b0tDVycAxexwDg+C1hVP3zBV0Kn4QJv0BAsTkziedb0khi6cTrw2WH1+bv8XSBvmen3U3QOJ1QBmoYPlALXJAGf9QM72nldHtvIzCrAz7JkNDOyOpGf/5sqtURFI1ARHEioBsbqGhJbZW30JFKaWAEkrkNlUz88DBp5mGl+fgyJ68NdHEc50VRGbm9ixlorsvmZ3QPoRRmSNPy6yz4f0kxuNLcYEJkhQMrk4/ZWYP1NwNT7gWX+5+bFMFkBcIOzvRGY1guUJFD90bsb2PUcIGqB424HnjxIRXPgPb6lkaDvzNEkTu0eJkjW1bIxlkFDM/7sKJZgObwse7LoON5WVwNzk5koyYikJ+gjG0hAnphHRXXHAO/VfjdV2gYN1aR6DS05qno4H5yYB3xZSQXC1BRgXT0QOxaYMgu4YZOq7jTreJ0nJxP0VvdwrMzNoAp2cgrH681+NbxX4vdxsIPz47xMXrfpqcDagLEQGPMySVRLMolYpbTsrb1UOlwygXPqxCTgozJeKwEkWVvtfH+AgPe1UmBGOl8bLLocTEyNiuH8Fdg4JCMCkEIq8p88PD6g3yMi7ChXqgLA+FgvPqg04kC3BqOjj24SOBShCMXIIQgCmu0aZEQImJrC9VmJKCOJqvJ2IKUaOG0M8M99qkd3RgTJqZnpJJQEcN3d3RLcFsyi49qmeExWdHFNjT8V6OkBYnTAn2cT925sIUH6983EjGeOJklV20shR6MbeKGUxzFogHnpwN1ruC+BDFyeCmy8E/AEEHFhKUDxb4BNj7PxjdYApM0A6oZ4UTp7qGIdKQwRgCAe/fP0LzX0ei0sElAUBTy1jfsrr4/J9xFL0c2A6GPlkKKq/Pde9n8YHccGx/1u/n9+Fv924Tjub9bXD04ABDYcTQsnabr0EJMBN07nmBBFYq36Xqpcj8kd3GxqXS2rpj45NPxcc6JU6zUlXillAn1RNkU0nQPExW/uURMWABWv102jmEAnUhxk1REHbm3ieJmXyf2pT+YYPtAO3L2KFUwTkyiMyIziNTXrgVIb8N4hHvucMUCMhuO01G951e1g0iLG3yQs3kIBQXknMGMcEJUDdAdREY+7EGguBTrKgMh8IGwscNVkoPqlwc/b9QqQOR+YcTMgeQBznAyNxQuvzjVMBBKKUISC8b1I1ZKSEgAqmTrSY8F+D8WRDY/Hh5lpLD+4bBJL7JVsHcDy2YuKAcj0dbl9NrNOObFATR/LGBxeltU7PCQbNQIVqm4fFyijlgTB9jYg/1igcZN6fJ8L2PcQMP5eTuz5MSRFAj1kGvvob6ooPh/aAtw3E9C4uUidkEelpLKA7mllacVlk0h+RBjpKdo+QJL34gkEidlRwCl5QO8qoKOAas73y5gNXJjFrOKLO9TzsHvofVjZzYX1qyELzux0ID8K6OobmVSdmkJf2eumUd17eQlLUMINzCAe7qK6NBAMeCRej99O4L9DI8JAtbDrELDvEeCkW4FTioCXd6qEKsDv6V97CGI+OkCie2Y6vbCe2UbCud81/PiB59HtIFgJbGYwJk5GhN4HhDz+f3AY4cXUFBGbG5k1SAmjIuSvAeQfwO/9lhkkVBtsHE9njQZE38gGmV6PF5FTDXijAjg7TfU4ktxA73rg9ELgo0oSP4E+ijYPYMoEttyBQWyvzwW4tgGnTWL5+RmFLG1S8FGDjRurfjfL288ponXFGYUkJLc2stxfidIW+kAVJ9DzVfBwQ6YAbFGgrcDWRuC2b9RTSQunyua57Ryf106lSmVsPInFFjuws4nk6MQkenNpRWDcXPWaFsZS9V0UB+xrZXIFIGlqcwHzsjhOAzeR54+lkj9wgwqQHD2naLglyORkXtd6G/DrcbT10In03pLBea3VzuZ225t4nL1tVAusqVWTFhEGKodOLuAGtvc7xmhrP+frBwOU5NNTZZhFDxDiyX7y6HZxXFuPck9VAEixSEgw+bC8To/R0SMYJIciFKE46kPW6vDBfgFl7aysuG0W1W8xZirianu5XudlAnsfAq66DegWqCZt6SeJNTURSA8DvKBfeXESsLttcGVTuAG4YrJqLQWQlDVogYe3qyo4AcBN0wYn4g90qOsuwMqV0/xWYWnhwMU5QPPbwI2LAZseCHcB+x8bTKgCQF8jUP4ZkL2IXqq164BZfwDs7UBnAN5w9wMJ4yjk8AVZQ0edJkPSu0Pr5BEKQRDQ5wLOHQ1MiOVeotNOIc2f1w5/vkEDFFuArg5iKCV8MonQrEgSjQWxvCe3NfL+MWiI88INI59LuIH7VCUcHmK9E/No2dTlIBZ/YgsbBCt2GDuaKdo5ZRTwVQWT2AJ4755SANwf5HPYXMAb/krO43OJmQMJVYD7tOe3E9dKMo/nk/l54q203Pimiv1LzhnNa/eWf8y9souim+1NfB8FaSRZeTyNSKx85mgSxUsKicNb7WxWqxG4l0gN53fh8PCcM38HWL4GmtaSFLUmAWPPB5p3AdXf8D2atgFaEzD3AVbBDY2aVfwJSwGm/cELtyakUA1FKL4rvhep+sYbbxzp8wjF/0cYJSfumG3Eu2XiIEJViddKgceOocF8W58EU6SMpzdokBlJX8A393KxSbSSpPDJVDVeOI6Lx8JsLlhNfYBoBEb/Hjj0qgpsXL2A/QBwz1xgRQ2Jjdtm+ZVaIskPnUg/p0/Lefw71wMzU1m68ed1XAyW+AFjlIlZuxd3UFFX1UVCFaAS7+mt7BJpdwMWFyBlA9lJwD82A2ePocLtiwqStVNTWYIC0FJgcRaQkshM5p1zuABrRJYy7W8HHtwC3DwN2NA2vDv3xCSCzaZ+Fby29pN4UZpy1fTwOg4tsdrbysX2zEIgOVz1w5mURDL4b5uALCsw72yg+t/A+JuHL9xKvLOPrznUyYV6XxsVyc19303YaASSYxkRLGWx6IDjcmXMT/dBcIV8qP6bkD1uXDBGC7tHxN42ASfl00fJPQTYeyUCybvn0iPKKwFmrQTR4/5Ow4V2H0nJ43KBoluAqpeAnhqg9hNgZjEwejYtKiYkkcjT+xsllXuBMdcCB1+g+gOgUlVnAlJMwLgkEvBTUziuPRKB6uoa3quz0gnuNjcCq2qDn5skE+iJIKgMN1D1ud7vaTUjjffmpobBr6u3Uf1+ThFLtrwSsL5O9T49Nhe4cgpB5hNbOF/4fECPX7mZZCWhfM9qzhvFicDHfuWBTuQc4fCQpN0bsIF8ex8Jz1np9AFzeukNOzWViokHFlAF4PRSLVpvY0fkrEgg1gLct5bf3W+Kgc/KuaHc1kirlNZ+4LRCJo+WHeLmUwBLHk8rYMLpkQ20hLDoBqtQAyMzEvjyMEFxuAE4MU/GzBQfBFco4/FzRJeLtaS/BKWqIACT4r34vNaA6l4RWRGh3U8oQvFLDB9ENPXRWmjpIf6YtEzmP7+Da+/ibHqsJ08Ftt4MpC4GIksAC4DRaUBkHPBONf302x3Ex2cVEfO32YkVBIGVEwrpJYCVLw+uVzEtQCzQ7vhu+xkZgCADfxkPOGuB2sdZkj86BXAWAckDLO0PFq17gJxjSKpKHmDXq8DE3wKCyJJ/nZHvXfY+MPVaYMcLAd6qApCzWEZiiRduX4hRPVLhcnkQoddhaxuQqAOSLMR+Phm4ahLw2l5VFZpoBX6XB1T/E0i5IPjxqnv4c2UJhTsDHmLBNjvx5OLskcUti7LVBssGDQU2N81gFV6ng1VVd63i35eVAxeNZ0WRRyIRWZLM9400EqsPeACDyFL+oR78kUb1/2PiWT0YLJr7ids8EkUALf4y/bNG87O4vVTtohMYiKZ9QscAseaOZlqGDT3ek1tZDdXYx/P4tJz49daZfK0AJlrW1HAP8JcAUlgjADPGArPnARqJVlQ7ngK6h1iJeB3A1r8C067j+JODwIZQwiIUofh+8f/lqRqKoyNknw8mvYzSlhH+DmB/u4wJCRKiNW54JCPqbQRSGZFqZ++Wfv4UxVLB+uRW4PKJ9F3J8BNBkUZgaStw8l2Arp9ARwoHug1AuExCNC+GxESilWq2F3bQa2Z6GpWsmxu4+KZGAiZ/We0/S0mIKB6GLh9/N2iBZUPUnT6ZatS6HuDMHMCUDryylyX4Sw9RpfrBAWYHr5qikqq7WljiUWKhemxvCwABmJ5E8ujjg1yg2xwksVw+ElYakSSmx0fCSgAfm5hEgqfVrpIksWY27BkaRi0g+ABXP1DfQz8djcgSkAfXEyS32oETioGqdwGNl2UmgcBWiQa/F6QSCrl7uIufL8HCYw2Naak0ij82lwvuBWNl6L0O+IJ1UwrF9w7RNYDfjzfAIWvhkgR0DAQ3NLS5AJtLhiTJmJQgQed1QvqOXYpOp8HBFo7ftbUk3HABME5PkBSRQtDZNsBjXzuF42VPK7Px7zUBp/4RCJcATRTg1AB2L0uP3F6Wpv+zlGS87D8/JY7PAyo66Qu6dgRSdW4GleYyeA/rRALbul76lU5JAZ7cEvy1yqbOoGHCxOBvKJURQbXrq6XDX6PRANdNJQh+eivH3AcH6CGrxKx0ktC7Wqj4DCRVJZneUddNo6rUqAVGxQIddvpf/WUtSc8oE9WoTi8BrUHDCgCAn+0fm6ksKF9PNW5BLAGrRQs8t4Of+0a/31h5JxMml01iedqGOrWRwdCw6IA0E5AYBhy/AKi1USGp9bpCWPZnik6HCAEywn8BSlUAyInwIdoo4bMaA64eH1KrhiIUv8TQQEJqmIxOh4olHF6WLy8pZCn0cr/67VeFwLgioGM10PoRkLkIkDKBajeVdRsbiBE9EglUnciqmaWHgH3t6nuKAnD9VCZZg+HOfW2s3hha4aXEpCSgphnwvkL1qRK13wATpgL9I+xPAADy4G7lUVlA216q6+JGA1XfANUrSAD1NbGEWW+VIWgAU6wEGLxwh0qtjmiIooiOfiDaDDzmT3bfN497ubQB4NY0wGNm1ZLUAtQ/we88sYV4a6h/KUCMlBpGAcupBUwor6zhvfjgQpKRy4c0VpufSRXqU1v5vKum8N5cVk61ZqSRqm7FzayxD2joo4hmSyP3T5FG4r+lh0hoxplZTXTbLO6R9rZRLDM1lQKfUTEUsXil7+46IcncZzk8QLgR+P1kwKInlvzzWl6rCAMff3MvRQ0+OXgFI0BLDZ0I/G0xBTM5URQgrK/jcRTcPj5heMNpnwysa+SPTgQeyh9OqCrR1wBIAjDlamD78wFKcAHIXghE5wCSVwsIoTEWilB8V4RI1f8jIcnfPdl7fYDO44TPJwEaGVa9gH43yxASrKoSdHQM8Nt84NndLDHaVEuS8q29XPjmZgDFKcDDezlpawSW766rBpIjmDFTFJ4agWXtv5/M0oiMCKAwjgoyr0TSUO8FLskH/rbHX54eIJg8u4iK02BR38vyfqdA1asSBzsIJIHgndfjzICxn4qzRCvBpiRTqTo+gee0oppEbIKFXj+STK+fbifLSyYn07f2uDwq7n5dzGOL/hLmz8qHv++CLKB/ByCOAzY08CdYVPcDYclAs50kzOObhz8nwQqkm7ioKsrUjfVUxH1wgD6Vr5USTChRnEiTd68PsPcCru1A9kzAownRNT9GCB4XTHpgwKv7zueJgowErR2y+/tU0ciIMvF/q2qAC8YAEzKAfg8bNVk09MZ9dz/L7XySmoDocgCzs4DlTUxmvB5gC2LRUbGZF02QF0zd/PRWlu7HWejFNvQ5xYnMpL+8ixs0vb9k68ktwEPzgIY2wKgb3p00MLocQJiB59Pv5vzwa7+iYGjEmUngvryLSRclbC51nE9K4nkp6tbAJnhKnJgHJFuBsEzOQXoNm4gVxQN/mQs0dgBeGTi3iEpUpcwqMDwSx9uUFCaJ3tjDsdq2ApifBzxVOvx9tzTwuXkxTLzMSifBqszZMSaWV1Y8C7TvBYr/Ajy3G/jzPHDODsXPEh1OAWF6GZpfSPMTUQCmxnvwRZ0BVb0iskNq1VCE4hcXgteDJYU67G4bnKDdUA+ckAv8eb6Mzw8DHQMCOgHoYoGIDMBSDOxxAuv2kGRZmEW8+mkAJvVItCe6cBw99mt7SJRlRXINr+kJfk47m0k6bW9Sm1kqMSqG/0bpgLohPRV8bqC8DUiOGfnz6syqQk6jB/JPpHq17H3A3QfEFQEzbpZx8GMB3VVAX4uEzPkynMIARij6CMWPHFqtiH2dQHrA9/jPUuJEpx3Ye1/w1zV9Dlx6M3D/egxr6npqASuZ2geIB1fW8HFJphjntxNIUu5vp4CnKI4VPJsauN8pTiTB2NTH5sWKmGfo+7T0UyTglvxY0sHKocDnDXiAF7YDl04iEVrTw6qjaans8fH8DgphtKJK2A6NSCOx4aflarVakhW4ZirFDArefnGHWtrf7Ryujh167rJMQc/lk2n1Vt2jYvKCGFp0OZwkXYdWWAJ8H+E/bPW8TiYxFt4PdFfzd0sc0FIKfH2TgDHn65A4Q4Y3NOJCEYoRI0Sq/h8JnYakRG1v8L8XxKmbcwN8WJQl4mN/meolE5jpEwBcmE7S7bB/Yq4fANY1qRP1mlouAtdMVUv719WxKcyjGwYTED6ZJQ0mLYFdtBl4ZSdNuI1aLgBdIpDeCtwzAfiqFajt46J3fB5VYdubgn+e5DBm+Z7eNuQ6iKpHpCiovjsCSKhke4H1twHTbwQ2/Q3QW4G+NEBzDgnf8QkqkdlqH06oVHWznOPdMp5njJnEdFYEcGqhqtwLjLRw4JhsoLuG3lZDGxsFhkkLhE0AVrUDeXEq8RsYp6QC1S8Aly0BHvM3vTHpqGKYnU5V3emFBMkOJxBhYvZYHgD6y4CqDwFnN5BSKEOMG+FEQvGDQtRqsb5Zi3EJAkza4CBJJwLhBgHyd1g0BIbH48OoWHWcZURRCak0gpuSzAZPt80iIHw0oCxpWxOVnL8eD9yxYjB4tHtYdv+nOcC8DOBfQRonObwEgLtbqD7d2UzVtlFLQtCgZUIBoFq2IJYK2cIoQHQDMS0kJxWyNVjEmoFYExth3DUeiIkB2j0ExoFh0FB1+q89gwlVJfQir8GBdpVQ1YkcZ4ExPRGYYqJPrCjSc/Ww/1ouyQESlxFMiloAZwJficEV34C/CUI2ieP97VT8mEuBhHgSpEM3nSYd59h5mQTF8zKBP8zyq//1gH4AqHwc6PKT4v2HgRlpIa/jnzs6HCIifgGl/4GRF+nD9nYJH1QacfOEAQjBhfOhCEUojtKQZRnROjeuLtHjlVLx23UvwgBMSJQQq3HioiINXIIWTq8Aq1uAUAw8ul8YtGYd7gJKkihuCMTSLh8TlCYtLXxqerieR5tI3AQ9JzBZf+cc7gN2NnOdnZHGvgdLDwK/DVfthpSInQRs6wNsFiCuGGgvHX7svBOB2rUkT8eeD9SsBSo+V//etA1o3ilg/r0yNCagtxaw1QuwppggmD3w+aRQo9UjHG63FxajHvvaWKW3rYlkpmAHdGFAwhSgdevw18WVMHF95xzuUcq7eJ8dn0sc9fFB4tQvhqg1K7uJaRdnM2Fu0dPyzSupDUQ/PKDupfa20WKuzc7msIrNkkYgNjy1gERtsJiZTlVon4e2UlNTKTqINpHA/eggFbHRRmLuL4OotUfFEHt+MKQZXHM/vVqvLFExereTiu8YE5PtZl1wbAuwevPZ7fRWTrCwyjHSyDGcYCEm93YDzZ8BFy0B7l0/nPQtSQbEKNppBCvv14cB+jAZkkPAzleA3ho2uXXZ8O0F3veWiKRJOsAQIlVDEYqRIkSq/h8JSRaxZDS7DA5tzDcpieUI8T4LfFoPJI8LczO1qOkVUNpCX9Hzx9KPpmcrYB2vvnZystpgSok9rfzRCMAdc6i4+vX4kQmIFdXA9dO4yClkLeBvYDMLaHAD8WXAjA7gpBlAl5H+hyfnBz+eTqTy89ltgxs5ASQVzRLVtn0aIFzPLGOsGUjSABuv5/MEv/LI3Q90HACyywBbHks/ooxcmINFjIk2Awc7gCYD1bT1vVSHvrmX3j63zSIZ1e8GpqUAqUZgh79pUEEufXkCy5KV0Ags/3VPBzbuIrmTH62SqhoBODkTiKwBDu8Gxixi1tbmomruhR1sRtDtJOC4exZQew/gHsHH6julzaH4QeES9Xi/TERuNLPGbwYhKk8ZBXi8gFEUIUnfQ6cqAybRh2unagAIw5rQ7WrxNzhzI6j1h1kHLK8cnrVX4tNykpUrqoePo+wollI9sx34uop2Ar+dQPXmV5WDS7lcXqo/Z6UBBVbA5QFqYoE8L7AoDfi8Zvh7J1kBrQD8JhnYdweQNAewHsfmAfcvIFFb3U1wXJzADd/QcwSYONjbxuudZAXOzQHCNDTfz9QBt44lWE0wAv2lLG0afTfw2EGC01MLOF+Ga4BOvdpEY6AeiB4FVA9/SwAE16nhakOpLQ3A+bOBjjXAxAXA8rrBz5+QyHK1SCMJ6C8q+PO7UUDXqyy/CgydKOOCMRJkR8jr+OeMdoeI8F8YqSoIwOwkNz6sMmJzixbTk75DBhOKUITiqAzB60FRhIQH5+vR7xEhCIBVK0Hnc0HySpC8PmjghgWAqNdgW6cpKAbf1gwsKWLVVVn74L9Z9FzH/rWHIoSzi1jNFGdWq9cCY2oqcW2ihf7pbh992MP0wFX5wN4HBj9fZwHiFwKbdgFbBODWswFzAtCwigpWQwSQewYQWQT4xgFxYQAGBhOqSsg+oPQ1AYnFQNl7zBQZI0VMv0mD7hoZcaNlyEY3vAjNd0civF4JxYnAu6tob3Sgg/dCiw3QlwPjfgNUxQM1y1k+rg8DMk8B2rKB9w8CCWHEXDFm+t6vqAKmpQE3TAOSwoBPDg5/z24nBSyV3SQXN9QBf1nAxLTSEDUwPi3n/uvDMu453T7+iAIQb2Ei/OshdgJxZu6R7W4qu98ro9p0Y/3g54kCcOdKNideJPO+90pM3k9MYo+AoSIfJewejqeUMLWCUCdy77a+jsTxJ0EsoWJMVJn2u4HmXmBGGCAbgL42wNwL9B4GYhYBFV8B9asBj+P/sXfeYXIc1d5+q7p70kZpd7VBYZVzzpIlZxvjhI3BJMMlfGQMGGwMl5wzmHy5ZC5gjDFgwIBzVs45Z2mllXYlbZrQ3VXfH7Wr2dHOyopWqvd55pF2Yk9Pd9epX53zO/CVt8LDG2Bdg1nsuGqAmXPWN8KAm2HL37p+zti3ahrWQqwIDqzJ/x3Q0LhBUDpeEHY3qbBYLnKsqHqBEGrT/OiemUb02NBgVrUv728m8jsPCZr/KSjt71E9GyIyxZtGx7h+sGDbYZNNOatGs/ZFgVMIg3vApoMm0+zozLHOn6m1WSnrToQE8/rSKHz+2dz7Ncbf5tGd0KvIrFxmNPRPmFLnqGs6N/52eTbzr2cc7pxiVjg3HVXmUFMEN/SG1d8AFcLwK6Cw1Axkh1KgG7O+TU27oXQAHGpXTbb8CXqNhxGvgtoh8M08AzaYIOCH7auxcdcISpWF5r69rSYzYHi5GYBfNwzEXljyHWhtF73W/hje+iX40gu5ApkAPjAJ2iR8Z6nZt+VxmBGBy3qAr6FIQ/1TsPEZ85rWrVBZYQKC3U1GPOqw6KxIQKkCmacEGkwH1VhPbZPgThNtviAdmuCpMWlKov6zyRzfVYXGx7a+FZobBEUyjixtQx29+pEHkU4yuDTBhoOSg6nclDNfmUlS/9Jsg4DOVCS6L+UDs21r9pvgc2W9CVilgCsGwMBS+PLz5nkaI3JGHJNxebQ31qx+JvhzHeNl5cbhxy+2Z8I6kMY0u+r4uoN6mMYGjS/Ctrkw6A5wB0AzcP0gk5k6ssJklL64wwiW1w4yQXTnWK4wYjxQf7YY3j0CKg+YbsNth6FsOHg3QfKvcGgz7GvmyCJC49Pw6tnwy1XZdYUeMbjnKtjbnn27dw5cOxsWd+MDd/kA+M68rPVAwoWoZyZ+Tu7PxCsHm+tCOjRBuGx/PO5CrQvL8liB9Bmt8ZN5ZrWWlw2tTaZqn8LzLzOjb5FiRI+AP2+KMbCklcqEnQRZLOcbKghxSVIKZrDqxjYoLVye2959SvqDq00svaHBNGn0lRFFx1SaDMFrB5lGN09uMfH6XTPMIn1H/OCIbKd2T5oMuYoCE+8MKTMWAikNfa6E3c+YZlOVU2DgjfDV1e3NJjV8dyV86QYYfI0R1vZm4IF9sHa+iZPuGQEteeyzOmjcCMNuzv6dOgSLfyoYcJXg8Y/CpPdE6TEGK6yeIaKkuGNMjN8sE3xwmklCebrB9OBY0wi9roMpl5sKuUMhPLwPVq0zySWuNDZWnT15F7U3m7qkrxEmn96W/3PHV5ns6HdNNvZX+QTVDrYchIk1pmrzgVVZC6q4C++dAmOrjIDrK1PtOKLC+N4XRkw26aZGk7DQgQDePM7EooE21lhvHmu8/Jsz5nsVR01vg+4qRcHEzeWJrKi67ZDp3fGrZSZ56ZqBprKzI8atLTHbQ9o0fzu4AJ7/rrHKuPRTUL8d0s0QpKFqvPEc3jsfGtfCdW+FWyebjU94sPff0LwFBt4AFbWw7m/QWm8sQ0bcDkFKMO8HMOOj3W8/dMyfj1VrabFc3FhR9QLBE5pACX64wDSFmt7HrLy9sMP4r3z1CtiwA3bPl/Qa50FJK4WylVg8QlWBg0DjiZCSWo/tj0juuAe+2mTEgNG9jJl3PhKeGYzKE91vW9QxWazH8o1Z1V5Ce+dUk622sREm1RhB4pOzgfagrCUDv1xmSibuvcSIPUkfplZDaSMs+bTxYAJY+0cofBZq3g8/XgmfHZL9vM2PwpT3w9xvg9+uXdQvg/rlMPVrxrfq35uyQ0fHKv6KfVmReXat+fuOsVAaNwHqlN7wzFZjh7CmEQb3goF3QnIjNM412afOAfj0ZbCxwZQOl8ZMNt5z2+GZ9qZAApheCUvuNdsnpBFsOlNYCbePMCvGf15jMoFDbUTk9w2BLb+FsW+ChT/uWvIx4R2K0EvbsfE04UmzI9t848e7YLeZhFw10Iisf1lrzsfxtTD/F5JLPhUl47x0FqLW4AZpth6M5338kY3G/3NGX8383bmTqsakmaisPZD/vasKzbFS32pKl6b3NhkBj23Olva/FMPKzOu//Hx7czfflCmBmXB98TkzYfv61WbfONJcD3buh8hgiA8GWQbL9sFD881x/41rjFC69VD2c6Ku6Xi6ocF83sAeZjL3wCp450g48HdY+3T2+bvmwJ4FMPNuWPwzco7zumdh1q3w2ctNln46NEIvCiqnwb75JoM9XAqvGwp/2px9uQBuGmYmkZ0be13TGw4/B7VXaAr7QhuCqGMmA+sOZBtTjauCXy01i0MfnQI7fpBnn96i0LbE6qzT7AuSoaBn7Py8SF7WO8O+ZIwfLE/w4fFtlMfPz+9hsVhOjVCbJpkH2gRvHadZstdUqZXGzNi3fJ+x7wq1SbBYs98IXbePypYmL9xtxuTFe4zw9PrRJoZYtMcsmPYphoproGWMqULpXQWHtGmGWxyFAT3g6lpY+w2z0DninfCYa+KTnnH44AiIx+DwMeYJQtIlZm3aZWJhgMU/lVzzrQjErKh6RvADxpelGVYeZc4OKIsLZvQFGdH8z5MCP2yfD8XMMdWrED42xCSeHEzRrTf5/N1mPrdgd7bpbwf9io2YH/dMosKrhuV/jw5iDpQXGKG0M8kAvjvXNKQa3ctY5o3tBZ9+xhy/B1MmE/V1o0212cp95rgdXmH+/3x79ZHGxN2vGWl8ViH7ncsTcKCbtfDeRUY8VdpUXVUWGC//ygITb1/W31htBcosXJQlTDPmykZY8bVOP0ErLP2lEVJ3zYXS/uDGYMBVRljNNMGK75vEmUvuhee/mbXkqFtifFOH3wKFQyA4DPVLoaV9ft+8JzfZ6GjKhkFgPf4tlm6xouoFgqvSvGZkjG+8KLo0d3rVMPBS2QvntqcEg2938f0AqbLKQAboN9tjwz9g96/gs2+HuQeNSLKyvqs3Yt9iTagENw0zGZv5vATBiEvz8mRjCUyWXVsGRpbDa0ZBY5vxA1XaDLB3PWr8YOKeKbfoYGeT+XtkhRFYq1tg7pe7fkZLHYjNJuBriRgP1UwLJBth+wsw68uwbxmk6kAUQPFE+NtuKCuGr19jxJNAmY7gz24z/jpgxKT+pTCxCvY0wdvHG7H1cBpGVxqfoB2HTVl+dSEs0TD2lZgu3gr6NGvm7hK8YbRZAf3ic7kC7rvHQvMCqJ0Nm/7TVVB1IhDtD1+ek82We9s46JeA/5eAdd8wvqlCwiUfg+3Ptwef1ZqhN2mc0gzB0W9qOWliMqS2xOGRDcYK44cLcr2VpIAPjobdfzArxEGrA8XH995KaWoKNV1dQg2PbIQvX6npUwS7mrPPWVxnMtef2ZZfO79luGlAt6591f+eGWbStHp/nidjMlhX7DOLKHHX/D21t7GnuGcmeI6mVwGkA8GIclPu1Kf9Oz64xkzKxlWZFfjKAjioTaDb38tmbzrSHM+dBVUwn7tynznX3z/VTABrS822qgrY8TRdUAGsegAmvxuW/MKc9+WjoeYmWHAANh8ymQWeY7JhpYDrroUxl0HjC5DZBZMnmnL+tY3mO/cqMBkTna9Fs2ugdwzWbNEMfGWIl5AoJahPGTuWjkyJcZWafsVwz0RQuwT7fw+jXgO7F0LDBoiVwNCbNLHqAN92WT3r7G01M8Ce0fNzEhF14JYBaf6yJco3lyR475gk/YvPz+9isVi6J6oDLqt1+ePq/KrVVf0VVVGf6lpJWkuW1km2HBKsb4B3TjQJDPtaTXVIRcKITh9/wrz2XZPgH+uNEHTvJcaaC+D+VWZM7KjM+ulieP8UeKzezDlaQ/j6HJOB2L/UVFOFKlu1tfF38I4vwN7exlfdF/Dx+XDviO6/Z80U2Ls89z6vwPg/RopMQkXdEkHVpdJ6rJ4hROCTwOemQRG0GyUIQva3CVKBCeJ+s9wkeAwvN3HnDxaYmO3XS41NWr5O94EyHr2fmG0W9ZfWmcqoy/sbIbIpbfx8mzMmw3N4uVmszseICmNnkQ+NafbWKw4TK+Eni3Pt8kJt/FfRxjN2co2JDWuK4LpBppFWJjTbUVloGh7vOAxPbIG3jTeJBfk+O9YeO/5wgWn2fMcIcA+ZzPB3TDQJNS/sMHHlsDJjS3X/CriktuvcD0zG9vBXmf9vfhQmvtOIrdPvgj2LjIg68BrY8rgmSObOG1rqYNFPYNYnYeGPYNL/g83/MY9teRzGvw3mfTdb1dnBoOsUImEX+y2WY2FF1QsE5QeUxxQfmSFZWS+OlP/P6AulDmz+dfa56cOiG3kGVDzFJR+PseD7kmWfgv6TwZkMX7pU8+B6WFIniLlw1QDFNQO16UoYlWw/JHj/FGN+31HeIDAG4NcNzgZonXntSON5+oFpZoD8+RLjf7r5IGxuNCX7ShtBc/uhrq8PtRF797bAmNLu982BOfDu90GbgCkfgjlfMwNV/XLof5NZ6WtxwOsJoQcjKqGswGScliVMBmprxqymX9UuJJUlzGri/SuNz9Tnns1vNL5gN3xilslUa/Ph9sEwUIJogdEVmv9+UnD7KLh7pilbSXjGfzHSCBvWwsAroHmvZt+y7C/mxmH63fBYg1lJ7VsMN1RD85OwbpNZhezwhqxbDPUrof+VMP0uhY5l8JVPYJOWTitumOHOqS5ffE7y9DbThGjhblNi37cYLiuDur9AY7tvlDqB2CQMFcPKNFEnK6B3IIAPTdMcTJrJz5ydZkU9FZjjqDxujq0fL8xmAEQdk4Gyuh6m9jGLGQJz/F3R34j8R/upje1lMgb2N5tSr5oic07e+3i2XKmyQPCOibBkj1m5//kSk80C8K05JqBdtrer/2tNUcf3MIsRrd3oiRpT9tWUNudJqIx/VnCMrNpDW81OmvlR06FWFUAmDkO2Q+8KeN6HV1ZDchuoDBR6sDaAsluNlYFXYM6lzY3Gq7JPoebS3gJXgQSm9YBiBdRrpnxAkXGSRH3Ja0bEeXwL7G2RxFy4frBiVLlCpJOUegnmPiRp2iHYswCqJ0HNZKiaqHB7pvCVXew4F9jXJpFCUxI9fy+WRRHNawen+OfWKN9fnuADY9sYWGLFBovlQiIIQmb20Ty7vav3+PByTf9iRSZlBlbHEbxnSgFzdxox6OdLTNbd3TNgV7PJUn1xh4nb/7PJ9FR43xT4w4quiRXJILdUOuYa//Wdh6ExZWKOjgy/2hLY2QLVs2DHo0b4kUnokYAn98OjW8wY//QBmPJG2PSH3M+Kl8HAq2DOt9s/qweMeQMIxyQMjL3DJBu01oOw3fnOOKpNolrhwHqJWwBfGA9/3QVLD5jfvXN1o7HSMYLojD7Z5JQOiiJGfP/q88aG4o1jTKOo3y43MfT1Q+ALV2jWHYDthwRvHANfeb6rNd2rhmlaMuKYdnT7WuCGAkitgneMhz+sMs2zSqLmmK8tMTYENw8zJfsPrmmvHOxjKq72tZokoue2mVh4+T7TgGveTrhmsGmI/J9N2bi4Z9wsNry4Ay6rhhkFsPkHUDIQ+l5mEgRm9IUPTDWLE9sPGeuNvsUgFDTMyf89Oqzeko2w+k/mXGjcAgW9IFoKiXLYs7D782DXizD+rZr61YKwPeZuOwAbHzGJONueNeJttASGvUpR1D8kYw3jLJZjYkXVCwiRbqNXLM6Uakn/IkFEC3qkYOdDcGBp9nm9pyvCbhrlhDok2ifJ5V+K4jdLVAjRUo0WGd46SvLm0cakM6IzhKkQx3WYUx+jX4kg5hlhJNBmsEt4pgzon+uNsDNvlxFMe8Tgxvbs13uOElv3t2jSITy/Q3DXdLN6ub/VZLx1V8bctxiCxu73i+PB6gOmRCVRA7O+JtgzD/qNg8XfhaZOhuReAUz4GPx2A7xlvClt2nIQnt4CrxsDj2ww5bsNSbOKKoTJruuucyOYRkJfHg+OgtRqWPY4JBsEM7+s6dde8rLtEEwrgxoFG78NpQOh9xRoOwgT3gZ+SnFwk0C6Ai8OGx6GkbUwbSi4Iaz6clZI3fCIWbFs3m0GyV5jNIV9Q3wvhbIG42cEpTQFtPHFy+JsaxKsrRdMLhNcVwX7n4IV/86u/EoXIsUn5mcbCVJ8anacb8yRNLe/UAAfmq6Ztwue2CqRwgSm/zXeZJAMKNEECv6zUfC5y00wGWpzvD65xUyGpDBl9d+ZayZMi/aYLq2L9hiB1nNM+X7/UkgmYXQvzS+XCcZXd23Gta8VvjfPTMA2HzQi745D0Lf02C4Th1KmecCHpxtLjdJY988VmKyGm4aZc++XS+G/jvXmAqLF8OI3zLlQPgIqRsDav8CUT8C1KVjx6Vx7jJrZMPC18OEFJjvhlWVQsAv6XREgCcH3uKUQkBAtBOEqAjdNOlSgQWuFl2nlpv4urxjgIAFX+YRp8yEZt43p98RJ7pPsXw2xnoLqcYIwkiETWkH1XGFvm6Q0ort45J5vJFy4dWCah7dG+fGKBPdMsh6rFsuFhptJ8olL4izdK3luh8CVcO1AxdAeCpnJlpCFoSbQmonVgt7FRkR6cSd840WTIDCqwjyvssBkrD6x2WSqvn6MqUbrDoGJJwb3NFUlj23OffyW4SYj79oe2fuaAmgQ8J9OzYOe2A3RfjDzc6ZiJDgMNZM1RTUw7z5xpAnSlPeaCpTWfdnXRktg1sfFcfnVW06eqI6z4pcOdUugo4JKunDL+8HtBQs7NeItiWaTAf602lRyTag2lX9tvjnGxlSaWK7VNxmbL+yAT18Kw8qNqLm4Dn7wSrNgsL/NNGD96AwTp25oTy55xWDYedgc932K8zdaAxhYBKIZmvrAv9dkkwoiDoQhzN1tFgd+sTTbq0BjhOBXDoKqKGxsM9vy0BqTVXrdIPMdYy5cMwiuGKBpSgkiDiQ0FDpwXU/TLHX/XBh+O6zHVH0VR8158dz27DZKYebIPVOwcF7X71BYZfyEOzi0FZ7/Klz2Gdg1D1r2QeUY85scnXHagRvXlI1QrHkwt/HG/jXQsBFqL4NZn1Qoxyd0fDL2nLJYXhIrql5AaA0yk6SnFFTFEsy7T7D1qE6HBb2gxxBN5hi+KKFShG4SepjBJgPGHV9Bx+W3Y+qfkREeWitp9c1ANrzMBE+OMCLNJ58xQs4z243gM6HKDFQ7DwM6a3ntSbhusGZ0WUjSl3xslCDRCN+bBJtSUNjTrB4eXdEjgGsHg1zV/X4ZeK0iUeuTJsJ/PyV472TwJ8Kah3IFVTDC5LJvwbu+CJ97wXyH90zOmpsv7xTALdhtVvhfatIdScGKL5mOmJ3Z/CdB+jbNDdWCnX+Bw9tgYfv2HGjPaIwWQ8XokLAwSa/xCZb8j6R+ZfsHroAeA6FmqsZvzW5Ew3p48etQ1BsSFTDohpC0TObvcGA5bSilcTJtDEkIRhV51M3xmPfrruV4w16lUJHMCfnZKqUod5J86fIoh9KSNt904G0NBE9sNb+90ibIXLTHvOaGwZqbB/q8brTH39dLpvY2HqR72jNZKhImI+CxzdkMlPUNJms8CE3wq7XxFv7+fHjlYM2rB/u8c5LHF57Lf9C3+sbz9NHNZgJ20zATrHZk2UoB1/aFGT1ApEBETcfRB0MzEdvUCCPKzcQunw3BzL4wd6c5D9881mQSFIynW+/8XqNhxwtGUJUejLod5t3XXi6oYOHPu75mz/NQMsKUmF3eA174OJTWQu3skIzIgJfBqTLf/0igmUcLDYMAp71hRueHtYaMTOLWCPr2k0gpKCyOc/CgFVTPJXa1SMpiF8ZF03PgpgFp/rQpxv+sjPOxSW3EbfRnsVwwaK1x0m1MK5dMqnDNgr8KCDNdr2ElnmLBXsnq/SaufXP7WL+p0XhCXlZrPNl/tthk3g0pMxY8Q3oa//9l+7p+/uQaE0cUee3+mSLr8f/qEXCgBV7fB2KFUHWPKdU/HDUxfczNzTp8ZAc8JmHsSLimv6JnUQrSHoOuddjwD8mQ62H1g7mCKkD6MMz7ruCST0UJnTxeZJZTxnUcdj4tqVuSGwOqAFb/AF71RVhUnw3HXjfK9MkAc99vlpuy+fdONl6qmxvhnxtyw7fSmDkO+5WYY+PSfhpPZ0B7LK4zn/viTjOfHF9lell880Vz3BV4Jutz2d6uIaEr4dJqWPBRGPpWmD0Alu+Ff2wwIeTHZ5l4OF9o3qcYAmBXEmrL4AOV5th9fLN53z+uareTkjC2UlASgdsqNM/cK+h/E6weDodrQFXD4jZTgfnCMnj3ZPMei+tMDF9bYs7H0ijsScK4T5vEqIaOJAZh4tg1D+Vun+OZ/huNm2DyexVSSmZ8RBP6guY9sPFfxhKug76zNCmVZMr7Ezz3RXnEdxVMkkHNZEUQSZoErAsjDLJYzjg2rL4AUUrjuykmvSvGit8L9q8USA/6zdYMe5XC95IILXBchxCBo8OT9h8KtThSVryrydwCbcTVxXXZEoiw3aNmYbvgU1UIbxlrMlhDDT1jmrJIgJPS1D/nsOFvHClJKO0Pwz5iBryfLMz6thZF4A1jTFnFzFooHQyHjvKT7TVWUzxAkUlnOESENh9+tgS+OgGeWUpeMs1wsM5k1L5utMnwc2WuoApmoqoxwWh3Hj9FEUi0dBVUAaSnGVet+fd6wfCCrgIvwNj/UqhoBkJIizbGvzNOyy7JjuclTlTT/0pNtFCw+gG6RALNu6F6okJ5fl7Rx3JmUEqTUhl6TRZMirmseVCSbDDlayNfoygbE5LRJ9ZIQQgQUuLpkCovQyhDPOHw7+3dp448s13yioEOZaKN24dF8ZHcPVMQKIEGGpKC+1caf+IOZvY12QP3r+76fnUtgjAMAYfGpNP1Ce3sbTGC6ur95jarL1w/RPPwesHdYyHzBKx+Lpsd2mss3PsG+PYak93akjFibNQ13lodbrIz+hjrje/PN9cMjbk9tR9mvBHW/z53OyJFxgpjyS+g90youh5WBzD8g8Au3WVS0Jnd/4IP3AWLvmWsQobcqPaw+PMAAQAASURBVFBu9jw6HZkwWmt8P8R1u+neYDlrKA27WhwmVlw4HmJRB27sn+aPG2L8Zm2Md41OHfEytlgsFwZhqBDtdTDdhX1umGZ6H5eBPTT/2ij46vPGi7JPMVQmNFWuwE/BiDL442qY1c90Sn98C1w3xFS7LOk0Nk/tbZ7znbnwkRnmWvPBaSZuaWiDw4dgwG5Y9kC2aU5hNYx4DyxvMSJu567wYLzIl9TBm0ZrMpkQREjVZQ7V0yOQcVj9QDcLu/UQtEgoOR1703I0MhNh07/yxyxaQdtqYwERKs3tozRRF/66Lvv8oojpdN+SMdWLe1u6vs8NQ+CprdC7GF4/WjO5MiTdlmFWX4+/bzDPUdrMMbcdgpKYEVTBLOzP2QnvnGTs2Toqu8ri8O5RmrZFAq2hablm4gRNTy34xwYTEy/YbawGHjnK99UR8M6JmgJP0yMKniP4ySLB6vaGbvN2GUEVzHHbYX0wuVgQLYHtj8CMYTDPgSd2mQSDt42HawZqfrpIMKnG2G+UxEyF5/0rYUH7XNmT8KHXm34gpDXDboYNjwiad+du48jbNcV9FVM/DDufF6z/G4QZc46U9m/P7P65OT8GXqtxS3x8pXF6JLnyqzHqFgsa10uK+ir6zjRWgN1VtFoslvxYUfUCJdQhoriN8e/xEIELaHTEJ60CtBOlPuXy6HpBiy+Y1lsxrpcmEiRPWCxwUFQWOOzr5GHzzDYz0PjHuB77oQm4NjcopvWGhMggQ8WBZXHW/Ck3WDq0DeZ8FqZ8XvPZSzVtPigEDUnBPzaY8o+Fe+B9b4bq/XDwBdOgacDVisK+IRlpRtuO5NymNOxvz5Ttjlhac+c085qH1wtW1Xd9zuX9NUPLBH4Ab58AX38ht1FX1IGPToYd9+X/jIHXaFyV4vIhMRp7Ckb0E+z8h8mqK+kHo9+giFZlCNpLgrWGjJOkYLDD9IkJWlrTpNM+SrtMvTPKgh/InO/UY4hmwLWadGg7oZ4NfJGmxwSfWSMjCCXRUqGjGTInuICh3QgNvsd/1goOpwUTqxSTqzVRmenicZbz+e0fo5RGqhTR9vujgOtKysoKePckxZydAimMaLm7BX7SjQ/TyHKFRCOFomfcobGbRJBBPTS7m8x7RByYVKNxJdw5AYInYPczuc+vX2EyxF/zBvjBfDMZ+8lC0wn1moHme7jSZBR0CKqQ9ZRaeQhumwWVIzXbHhOkGqHHGE3tdJMJO+qj8Hy94OdrYGiZ5vWjNOX9Q5b92Ot236UOQfMGY+rfd7amdGhIxlpnXDQ0pASpUFARv7AmFT2imlfUpvnH1igPb4ly66A8q30Wi+WCpywBMshwx2iP144UpEOIu5q4CGmc49C4UXL9SLhxlMnIc/bCzSkojGmuHCB4xWCTXVpZYGL+7803z/v7elMCff/KbJfzO8tg+a9zP7+lDpZ+DaZ9CpoTxjJoUycbLwHcOVUR1VmjpCAMwU0iWgrornEnmIw9x4qqZwYtyDR3/7Bq1Lzn6hAVhIjAR2rBp2bHaUxJ0qFZtH9sM9Q1G6up3y43VnBgBMUbh5rjaH0DVBVqZtX4pNvMOFUgMrxzQpSfLxVHpjquzMaCHTy/w9hRvXW8iUF7RiCzCSozmsj0kD5TBdo1DUErvTi9i1x2N8OTW02vj/dPMZWRB5MmZrxxiKZQp1C+CbjbnASr95vEgqm9TQOqfPxhG9xzt2beVwQrvg2DpsP0K0FHoaRcU+D6TO/j0uoL4i5sOgg/XSToHGr6Cr67HL79Nk3CzyAE1F7m0bpP0lwHRdUw8nZFYX+fwAtpWJh/Dr3wJzD1/RocTbQi2ww1VIrQa6NylqR6tkRjFvtPpJLOYrEYrKh6AaO1xicDbntQokB7Ef65xeU/m7Mrh6v3S8ri8JnZcdxMN0Y03RBRGd4w2uG++bkrl79carLNjm5K08HMvppxlYKhRWlS7XU/Ioyz9s/5A6XUQQh3aWID2ihSGseR1AVxNjSYz00F8J1VJoCbfC3cNEShg7YcH5iecbPq5ytIu+AlTPCVj+JqTZhqxYnEKIm6HB3A9S3WXNoP/r1J8+RWQWHElEt7UrNmv6A8Ybo9ut2IXjVTNYmaED8IKRCtFJRHoNKh91iJozVKhIROhiCPyK21RkjTnEBrCAgoGgbXfidC/SpBpgkqRkG0LCTdLihbzg5BoMBJZX0zTlDf1q7Hs7s9Hlybe74+vAG+cFmUS/pqntme/5yZVqPxdNBt5U5xFMK2JLcMEO3bGkJh/slK3IWpNRo/ExJxNLeNcPjZkq7ZCgUeDC9TjOih8JFINEpIPvqY5GuTYfEz+bfl4GYY75oVfKVNA4w23zS4yqdllkSNH9V7J5ug+pNz4NOzFcPerFChQDohmXQGAigsdLiq2OOqwSYrXwQZ/EBSOc6hbnH+jIuyoZpoiebKr4JTFJARVny6mNjRbE7YC01UBRhYrLi0xueJnREEmpsHZmzGqsVyMRIGyCBDHIgDZEylb+WEBFue0Ox4PvfC0GeGpudUuG9edtH29aNNYkPHWvHKelO6/cohptprQASWfyv/xwdJSK6FvxeabNXXjjTd16MuTKjWFIs02u8aNHkFGul13/Az1kNz4dQYnFtoJ6S0v8OhbfkfrxitIW26DGuMh29UpNh1OEavQskvO3mVPrnVNDN+5RBz/ITKCPQdVYGz+2oyyU7dBwKf8WWab10bY/4uQTIw1hQ98xRsbWgwt95F8HYXmldo+rypfU7UEfZpcP0U986M84dVkgV7BA+ugYE94K3jFKURYzug/Nw4OioV1YUOdS0mOai7BKJdzbDa0Vz1ddMTo3kPFPpQWKkIVIp0SuORpswR+CLOL5c6eePdUMOy/TCtUqDSaRKDfabek03WUF4GP9R46WPPoYO0Jj6oDT/Ph5hq1Qsv3rFYXk6sqHqR0RR6OYJqBw1JeHiD5LVDXFSeIKY7wlAxuNjn3ZM8/rAy20SnZ1wzqgL6l8C2w7kX+ZIoXD1A4zoi13YgEDnm20dzaCvUDDIm9GGoGFYa8PpRLg+tldmsPA2X9FfosGvWrVKa20cJfr8S/rMPXnkLbPxD18/pNVYjCwJCQGRSvH54jCv6Ozy+RZAOBZf2UwwuVbjpJK8a4PKKAR6+EkQcTURq5u/yWLTHrJTGXfjAO6BmHxycY0r+B16tiVeH+O2Cp9aAnwEfAmFuZoOP91eAkIAwElA2RSKE+V0ydqXxvCdFrqDaQVMafrdS8F/jFCPLNWsO5J5jCQ9uHa5R/ktPLXw/q/yXOmnuvSTKz5dKDrQvOPQvhfdMVETDFApzbI0rD7l1OPxjgzwymaosgLumKzw/hVLqSGZss0yggVSrKaXvDnXYdG/tXah50xjB8zsENw+Dv67r+tw7xpqOq0v2mkZXRRFwhMZPt2eld7qEhUGI06kQUmMCyF7jNNFiSDflvreQMOJ2jdMzie8rG2ZehGw+7FAaVRR0n8x8XjOhIkADj++MsLvV4c3DU/S00aDFYgEyThvT745zaFO71VREM+AaTbwyJFABbxwd4zcrTMzx+GZTqfWdudkF0LoWk1gxow8MGgBNu7r/rNRWmPFK4zG5Zr+5pUOYWKXRQf65iIpmGHJDlPV/6xob9b1EQ8xWZ50pQifDmDtcnv9S132fqIDifqpLU6MwCJlQEbDigMudUyUbGkxWsh9qBveEzzwtujT7HVmhqUyE6KMnMkFAQrYxrXecP62RPLEFrhgAVw4wlgGdkQLeOlxTmdT0G5OtWuxMhxfxW0Z4vG6kR6AgKjURlSbM5I//IirD/5vg8OUXJA1tRrjd3U32bk2ROZ8KRwiKR5n5a0bpnPldGGoCmesrfDT7WwVpXDzShKEmlOmsONwR3r7UHHo7JAZ304DAYrGcMjaMvojwPIf5O7p//PkdgluGekeaqxwvws8woUfIyMsjpELTfTFKgJPJ8NHpCebtETy5VeKHMKOP4poBmoROA4ncN3I0kULI5PHYASjqk+tlKPw0l1aHTO8doTkj8CQkXEUkTBHmWYkTaHoVwL2XwMPr4cBgGPFfsPkvxkdVetD/cs2QmxXpTplp0k9R4wreNtIBBKiQMKPMKqwf4BHggRnYpOCyWofnd5jRLhnAN1caD9lLr9dcNUARZpL4R9ernCbCYzQgs5xfuK5kRX33KWSL6wRvHgPvnRSydJ/k0c2SZACTqzWvHKyJBckTFwTDgP4xxWdmRUmGAkdATIY4QQbV6ZwSmRTX9HG5rF/7uedAgRPiBukuixkxR5umOBG6bSgFUF6huK48RZAJmdwrQu8ij72tgg9MFTy+2TTAqi3VXD1QMH+XKfHq4A2jFVGVOSHr4DCa5NLPJlj2a+M7DVDcB8a/XSGKUvjH8i+xXNBsOuRQnbiwf/+JFQE9o4rHd0b5ysIE7xmXZkqPl36dxWK5sOmwmioaKRgz0tiHBSo0cWsAUyoz9Jnl8dBawb5WwZr98KUrTen/ugPGG/Ly/iaDcF8SCirp4gHZQUE/2J6G+1dlu8RPqNIUyKBbU9hABdRe7eIlYP3DEr8VnKhpSjvwFYo0mfwvtJwySmmi1RlmfizC8l9LWusBATWTNaPv0AReKm9CiPDTTCwLSIkIvfoKrqgVRAgJMxm+fEWcf28SLKozZfCvGKSYUKmQ6fyVdkopErTxppFRbh3m4CtzzI2vhL+tl0fK9m8brilxfMJCn8xLzLl04BPBJwIQHrsNRRgqqiIpvnJljGe2CV49QvCDPBYAg0o1ZbEQnTHi7bHs9VwUNUUOe7oRZ/uXwsLdcFm1k5MIkcNLzaF7n55+ABaLJT9WVL3I8MPuRZpTsQwMgxCXJIWQbeYCyHQbsysdplWZEvoIAWEmQOVpzqKjGYbeLFn1h66PeQVQ0l93WQHVgRE1e3Z8YKb7wTBKwKI9kl1NgttGmPJhVQ61Q6DM0RQnNCqSJq26ispaa8LjyOBVSlMVTfPJ2VF+s1yys8lYDozppZk9QBFm2rr4/1gs3XEs+1WNycx2M0mmlUsmVHjozufYSX5mGCqcsP1cbiffe+Wce6G55XteTGd4zQjJ/EOSwdOhbm7X5xT1BrcoJNMeLAo/Q5+IT3XcQwvJiMmCUGkcV/LCDsHiOnONqEjAG0crhhT7hMGJdWMLQ42KtzL+PRHIuOgQZFQReum8izKWi4OWjGBPq2REzwt/Yt6/WPHGoUn+sz3KdxbH+GgUBnXf+85isVxEhKEmzFNI3zE+f2CiRyA9nt8h+fYcGFsFtww3zYKe2AJvGgP3b4XX3wxrf9L1/aUH1VM0P1vR4elqBLWr+ytE+tiWOxmRoupSh5ppEZQvkK5GxXzbQ+BlIMCnaKjiii8mSLUohNQQDfDJHGlAmo8wCPHImvF3HFmRTCu3DnK5cZCLQBPRPkH62BGsUhpHpSjquCMFQwsEH5kcIUTgEULgc4Jh4fEThhSLVm4e6BFIl/+e5fDbFYJdTcbH9cr+mhsGK5xM6rjyQj2V4c1jXb7+Ytc5eu8iE++3vEThmY5mGHqTZNX9xz+Htlgspw8rql5EBEHItN6af23KL6xOrta4OjzthQGdy2+PNb4FYUjvmSGt+wVbnxBHMtriZTDjHkUQyb8Cetz4GV43wuGJbZIfLpSkAuMB+aphiprKkEzmFN//yBcJ6O2FfGxahAAHKUyQoNKBLbqwHDdBoBjbC/I4VAAwolwTac8qDwKFxExCzlQMebKEQci0qoDlnkfPVwnCJNQvyz5e0g+mfUThO+mcLFalNEJljji8OgC+Wamf3jtCqAUuppFFcILNvzrQGuM7HekkoJ1rO9DysrKm0UEj6F90cRwIBR7cMjDNozujfGeuwwfGS4YUX9hZuhaL5dToGJ+j0ueSPgk2HxQ8vdU0EOpbbPxRn9hifC23D4UBt8C2f2QtgCJFMP0jikhBmk/OdAmQOGiiOkOYPr5rb0fjqiMz2Yvjkn1OEIaa4h6QIokfqFOuKFd+cKRK8mRl8TDUiDCNya0+8xjrNh8Hn35Rwb3TogRIpNBEtU94AnO+MFT0Kwx4/xSXP60W7G8DR8DkGmNt8IMF8PGZ7b0PuiEIQ2ouCWnbL9jy5BmYQ1sslmNiRdWLCK2hZyRkYpVgyd5cYTXuwutGaQjObnZOWqQYfEuEwa90SR0SuDFwCxUqkr+k/0QR6STX9XO5otb4oHqiPYg7Vhv1k8B0XE+bUhLsOGY5OQqdgEv7eTy3I/d89SS8ZaxGBP55IdQLP82kngFpGaHXuyRjk4L0IVOqJBMhvpNGH2cKd0dWfMfgZfNSLKeTFQ0ulfHwgvVTzYcj4fr+Gf65Pc5Plse4a3wbfYvsqGWxWI6NUpqYbuWdYyJkxriESDY0Cu5fBXvby5B/swFeNQxuuEKTbtDICESKFGEkTSZQOARHenlaXdRyPhKGGhmmjsz5TuY4FpkUQ3oW8OoRgoRnPGGX7TV+xeMqNSVegH6JbNWMSDHkNRGG3Ryl9YDCOc1zaIvF0j1WVL3IkH6Kt42NM6235F+bJG2+8S965WBNLExyLlQG+GQgmsGpNAttPpzWSCv0A1wCu7htOecRfprbhwvGVzn8Y4OkJQOje2luHKKJqxT6XDhhj5MOMVQDQQycqiOuAdY333JO0ObDygMu06suvt7RjoTbR8Gvlmh+uCLOh8YnqSmwwqrFYjk2Hc1WI2QQQjC6PE5TSvDsdokGLq9VzOyjCTJJZKUZ7DNgsw0slk5oDdEgybCyOP/aKFi+T1AQgf83QTGip0Jkjm2J0UEoAoqrovjRJEGgTvsc2mKx5MeKqhchMpNkXKlk5FTjwegRoE7Bg9FisZw5RCbFyCLJkCkuGmnOV99aSVgsp5t5ez1CDcN7ZPOf/RZB6z5JqkGQPiQJWgUqYyZAwgM3pokUaWI9NfGKkHi5RjjH+JBzmIgDtw5O8+eNUb69JMGbh6cYVx4gurdit1gsliN0dFO/vNphZo2ZYkZ1QJA+/dZiFsuFhgoV0bCV2wa53DzYeMx6yifM2Bm6xXKuY0XVi5QwVMjQrHrZS7XFcm5jzldjzWHPV4vl9JMJ4YmdEYaVhPg7HHZukzTvcMg0maYPMqqJFCqcKMgoCAEqgEyToG2fxG8RoCNIR5OoVhT1CynqFxLvpc8rUTLuwm2DUjy+M8LPVsfpVxgyriKgX1FIeUxRHNFEHc6r72SxWF5eOvdSsBY9FsuJoYKsx6xNMrVYzg+sqGqxWCwWi+WiJX1Y8ODyGM2hYNiLDttaXbwiRbyXoseIgHiZxolpOIaQqENIH5akGwTJ/ZJ9Czzq5kRw44qi/oqSASGF/ULc6Mv3vU6WqAM31GbY3hywssHl0e0RMir75R2hibmaQk/TM6qpSih6F4YMLAnpFT+/RGSLxWKxWCwWi+VUsKKqxWKxWCyWiwatoHmnpHGNS8NKl9VKMn+6YMg+Rd9BIYlqhVd4YsWqwoFYT0WsJ5QMCUFBskHStlfSukdycK0LQlNQqSjsF1LYW5GoUjiRl37vs4EQ0L9Y0b84g9LQnBE0ZQRtgSAVCtIhJANz37IDLk/vNl+kyFMMKgmpLVJUF4RUFSjKYhpphVaLxWKxWCwWywWIFVUtFovFYrFckGgNfrOgZbekebvD4a0Ohzc7hEmBjms2T9Isq4JBbsiskf7py7KUEK9QxCsUZWMgaBW01Qva6h32L/fYt0CA0MR6KhKVmli5ItZDES01Hq3nki+rFFAS1ZREuxea0yHUtUp2tzrUtUrWNLpHsltdoemVUPQuUFQVKCriHTYCGgG4EuLtma+ucVtAafAVSMA7h/aFxWKxWCwWi8XSGaG1tt7hJ4HWGqU0jiMJQ+tyeDLYfXfyXIz7znHkMR/vOCctx8fFeAydq5yvv8XpOidVAG0NHS8yN330/5XJMFXKlNrrEEIfwgxoX5JuUfhtkGkWpA5DqhFaD0DDQUHggpLmJqs1fm840BNWAyGCMXHN5EJ9rOr+04uGdBO0HYC2RkH6EGRacj9dOppIIbgJcGPgxcCJYDxdPY10QLrmJto9TqUEZLvface/HTdAtP9cRwvHHX8LIdG6/Tg8DTujOYCDPjT6gkaf9tvJvXGp1JQJKBKQ0BDXmqiCmAJXCWT7sREqCLTxcew49KQ2GQSOBof2/wOeAEdmbwkHEtII2tIB4bb/2/53x77uuE/I3P933FxPopQy+7vT73DkXzjyuxz5f+d/6br7pQfxni+9n17qnISzP1aer9e7Cwn7G7y8XIjxqz2Gzl3sb/PSHM9YabGcCFZUtVgsFovFctaY+x3YNe/0v+/hYnjsFaf/fS0XLrf+BdxztDPIjI9Cn2lneyssFovFYrFYLJ2xoqrFYrFYLBaLxWKxWCwWi8VisZwANvfZYrFYLBaLxWKxWCwWi8VisVhOACuqWiwWi8VisVgsFovFYrFYLBbLCWBFVYvFYrFYLBaLxWKxWCwWi8ViOQGsqGqxWCwWi8VisVgsFovFYrFYLCeAFVUtFovFYrFYLBaLxWKxWCwWi+UEsKKqxWKxWCwWi8VisVgsFovFYrGcAFZUtVgsFovFYrFYLBaLxWKxWCyWE+CCEFV93+e73/0ul19+ORMmTOCNb3wjS5YsOfL42rVrueOOOxg/fjyXX345v/jFL87i1losFovFYrFYLBaLxWKxWCyW85kLQlT9yU9+wkMPPcSXvvQl/va3vzFw4EDe+c53sm/fPg4ePMjb3vY2+vfvz0MPPcSdd97J9773PR566KGzvdkWi8VisVgsFovFYrFYLBaL5TzEPdsbcDp48sknufHGG5k1axYAH//4x3nwwQdZtmwZ27ZtIxKJ8LnPfQ7XdRk0aBDbt2/nZz/7GbfddttZ3nKLxWKxWCwWi8VisVgsFovFcr5xQWSqlpaW8vTTT7Nr1y7CMOSBBx4gEokwYsQIFi1axJQpU3DdrH48ffp0tm7dSkNDw1ncaovFYrFYLBaLxWKxWCwWi8VyPnJBZKp+8pOf5K677uKqq67CcRyklHzve9+jX79+7N27l6FDh+Y8v1evXgDs2bOHsrKyk/rMMFQ0N6coKYlz+HASrfUpf4+LCSGE3XcnycW673r0KDjm42GoaGpKvkxbc35zsR5D5yLn829xLpyT5/P+O5ew+/H0cLb340udk3B2x8qzvX8s9jc4G5wLY+XpxB5D5y72tzk+jmestFhOhAtCVN28eTPFxcX86Ec/orKykgcffJB7772X3/3ud6RSKSKRSM7zo9EoAOl0+qQ/U0pBaWkC4Mi/lhPH7ruTx+67XKQUdpA8QewxdO5wIf4WL+c5eSHuv7OB3Y+nh3N5P54LY+W5vH8uFuxvcO5wLpyTJ4M9hs5d7G9jsby8nPei6u7du7nnnnv49a9/zeTJkwEYM2YMmzZt4gc/+AGxWIxMJpPzmg4xNZE4+QuOUprW1hTFxXGampKEoTr5L3ER4jjS7ruT5GLddy8VcCqlaWpqe5m25vzmYj2GzkXO59/iXDgnz+f9dy5h9+Pp4Wzvx+MRZs7mWHm294/F/gZng3NhrDyd2GPo3MX+NsfH+biIYTm3Oe9F1RUrVuD7PmPGjMm5f9y4cTz33HPU1NRQX1+f81jH35WVlaf02R0XqzBUBIG9cJ0Mdt+dPHbfdcXujxPDHkPnDhfqb/FyfacLdf+93Nj9eHo41/fj2d62c33/XAzY3+Dc4nz8LewxdO5ifxuL5eXlvG9UVV1dDcD69etz7t+wYQO1tbVMmTKFxYsXE4bhkcfmzp3LgAEDTtpP1WKxWCwWi8VisVgsFovFYrFcvJz3ourYsWOZPHky9957L/PmzWPbtm3cd999zJ07l3e9613cdttttLS08MlPfpJNmzbxl7/8hd/85je8+93vPtubbjmHkFKc7U2wWCxnCSGMub/l4sP+9haLxWKxnDhCCOzwabFYLBdA+b+Ukh//+Mfcd999fOITn+Dw4cMMHTqUX//614wfPx6An//853z5y1/m1ltvpaKigo997GPceuutZ3fDLWcdIcBTMYIWh5a9EC+FaE9F4KVQynZMtFgudBzh4GSitO4VhBko6qMh6uPjn+1Ns5xhHOHg+Oa3D9JQ3FtDLMAn89IvtlgsFovlIsVRHk27oWlHDC8BiV6aMJIiVLbc3GKxXJyc96IqQElJCZ/97Gf57Gc/m/fxsWPH8sADD7zMW3X2caWLzETINAmEA16hIoykrXF1O5EwwaIfSRrWZZdZ4z0ll3wiAYVtVli1nBJCgKsi6JSL3ybwEhoRCwhkBm0PrbOOi0vzxigLfyhRHRqqgCE3Cvq/QuKL9FndPsuZwxUObdtjzL9PEnb6mQdeKxl8XQQchYqkCVTY/ZtYLBaLxXKREdVx1v7RYcez0FHw6sZhxkfjRGpShPrcGzcdKXEyUfwWidYQKdJ2jLdYLKeVC0JUtXTF0xHq50VYdb/JwAKIlkimfVjiVaUIL/KBxBMeq/+QK6gCJBvhha9ILv18jIyTPEtbZ7kQiIQJlvyvZP/K7DFWMUYy8V0uGafNCqtnm2SU+fdJ6Pw7aNj4D0mPQS5Fw327AHWBIlIx5n5Too/6ebc8JijsBbsXOQy8OkbJiAyBzVq2WCwWiwXXcaibI9nxbO7cKUjCi1+TXP2tKKHXdpa2Lj+ucEhuj7HwR5JMc/t9MRj39hg9Rtkx3mKxnB7Oe09VS1ekFLTt8lj+m6ygCpA+bARDmYyd0vsLIfB0BC+dMDcdOf88SdMeu+fn3+bUQUg32lPDcvJ4RFj6s1xBFWD/SsHSn0lcFTnj2yCE2Q4v03GeRs+/8/QM4XkO258RuYJqJ9b/VSJ97+XdKMvLguc57J5LF0G1g82PQ59psPCHkqAxYjLOXQcviOOmEuZfx3l5N9pisVgslrOMzERY/3D++ZEKYN9ygeueY/On1hhzvpEVVAGCFCz+scRviJxznuqOI/FUDDeVIOIn8ISNRS2W8wGbqXoB4oQR1vypm0HPh91zofc1Dr5/4tmqjpTQHGfprwQH1pqBqGyYZNzbPGRJEnWe+OmE6e4n1QDJg1BYKawFgOWk0EmX+hX5A7X6FQKdciF+5rwbHUcgWxMs/42gfqURD0sHOEx4h4vTM0W3auLFgha01HUfSLcdAJS0y44XIEIImvd0/9snGyBabP6//q+CcW9PsHuOYP3fJJkWU+Y4+HpJ7RWKtLDVDBaL5czT6sP2ZgeloX+RojBykY/hlrODFqQPd/9wS52g1zkkUnquy5YnRbfzvXV/EYx9p3fOeKk7eKS2RVj+G0lLHQgH+kyXjLzdI+Ml0bbEzWI5Z7FTxguRUNJc1/3Dh7ZJBCc36DnpOM9+Rh4RVAEa1gue/azETcVP6j2PhetKIhHntGfYOTGNE+3+8cIqrKBqOWmCtmMfry/1+KnipOM8+zlphN32w/jQVnjmsxLRemqZ6mcSxzHnu+Oc2aFJoygf0f2qSulADe7FbZFyoRKGiopR3V/bS/ubLBYEFFYJtj4hWfk7I6iCKXNc95Bk/UMOHmc+49xisVy8HEoLfrs2xsfnFPKjFQl+sjLBf88t4KFNUfzzI4fBcgGhpaK4T/ePlw3T55ZtUiA5vL37eLt5t4Dw3BCBpRRk6iK8+DUjqALoEHa+KHjxaw5e2H3s7nkOkYhzzmXdWiwXE1ZUvRBxQopqun+4x0CFPolMNddx2PZU+4TzKMK08aNzndOT/OwIFy+doO7pOBsfiNO6IUEkjJ82cVXHfIbelH/g7zlU4xRaQcVy8riJY59fL/X4qeA4krpFIqfUqQMdwrq/CpxzrEjBkZKIn6BxcZyNf4zTuDBOxE+YzPgzQBAoqidrvESeBwWMul0TCOuzdSEShoryUZpIUf7Hh98KmRaYdS/0nanZ+Ej+MWfbMwLS59Z5ZLFYLhw2HnL48sICVja4XFLt81/Dk7xtRJKplT7P7vb42ao455J+ZbnwUV6a0W/Mf9DFSqF0kD63ElIcRUlt99tT1EeDc25srxNGWPF/+WPeljpo2SW7zIFdHUE2FbD9nzE2/zlOsDeBExwjY8hisZwx7IzgAiR0fEbe7vHiV7tenKUHNdM5qdJ/ETjUr+xe5KhfJeh/vQMyOOH37owjHFo3RpnXqYnM1icEiXLJrE8l8COtp9zkJwgD+l5uDv8N/2jvAC2g9zTN6DcqMk7qoq+Qtpw8Ih5QNV6yd1lXQaZynEbETu0cORZSO+xb1v15emCtQGfOHU9IxxGoxjjPflESHKmmFrgxmP3pOE5Z8oxkPoTRFJd+Ns7i/5Ec2mrui5fB+Lcr3J5pAltmdcESRlNc+hnz2x/cbO6L9YCRr4E9i2Db04CAyz9rLHPyoiF9SCArX66ttlgsFws7myU/WhGnKqF4ZW2aeKfZ2tTKgMq44uGtUR7dEeH6/udG6bLlwicMNQX9fCa/P8LK/xOkm8z9ZcM1E9+lCbwknENCvx8GDLhas+Vxgc4z7R1xqyYQmXNivicCh8Pbu398/2roP0ii2htNezrCtkc9Nv4jG+9vflRQMVow7c4zvbUWi+VorKh6AaKUJtHbZ/w7Iqz8nTCCIRDvCVM/pFCx1MkNeo4mVqqhG+uAWKlGOPqUBycnE2X+92WX92k7ACt/Jxj99shp8b/JiBS9r3bpOytCkAInAsQC0jr/AOs4EicdJfQF0gWiPn63M27LxYxPhnHvcOEXucJq1XjNuHco0uIMToKkJl52jPO0BIQ8ByLIdpxMlLnf7SyoGoIUzL9PctnnYwS+RgUCx9OoaIYgPPVM8lApZHEbUz4SQacddAhOXKOiaYLgHJoVWE47YaiQhW1MvisCaZdUgyB5ULDlcWjc1P4kDf5L2HS48XNq/mixWC4AQgW/XhujNKq5eUCafH1/aosVk3sFPLo9wtRKn/L4uTOmWy5sfJGhbLzi6lFxUs0K4ZpEgUD46NOUpeo6LiLloQKB9DT6VOK+RIpL7o2x8EfyiB+sl2hfQC/LEJwrp4401VN+W/6H42Uc8VQVAjINuYJqB/tXCXbPh4oZEhuhWCwvH1ZUvUDxRYbyySFXjY2SaRZIB5wCReilCU+ymVSgA4bcGGHv0vwTzSE3aULhn5KoKqXg0Jb8K4oAdYsFo9/kQuT0iFJBGIAXgNc+9HSz7Z6OcHCFx6r7JamDxjy87yWSEa/1yDhtp5w5a7nwSMs2xrwzwpiUi98m8OIa4gHpM2yI7wcBA6/Rprt9HoberNARHzg3OooGbQ5t+7veLxwY+ybY+E/J1icEYQa8Ahh2i6RmRkhG5PEhOUGU0iiZhnY76BDgzCURW84hlNIokcZzHF74muzSyEJ6Jnu1dABHMpk7k6gAtyA8R9pbWCyWC4V5ez32tkneMCSVV1DtYEovn9WNLk/sjPD6oemXbwMtFz2hUhSXQ9pJZhehT9M8KKrjbPuPZNO/TRWhG4ehN0n6XHpycV+gQ6J9k1z6hShBq0nY8QoV4WlaoD9dqGiGQa+QrPtr15NeSFPl5rfva9d1Wf9E94u+G/8NFRNdEDagtVheLqyn6gVMoEIybhv0aEUVt+I7SdRJCqpgVshilT7Db+36HkNuVCRqglP20hFCkGk91kbQreB6KjiOxAtjeEEMT3pdHju41mPRj42gCmYbdjwnmP9deUzzcMvFjU8GP9YGPVvx420vW4dRp8Rn7FtUl2TV2is0pUPDs+p5JYTAI2LONRXtLqGWYTfD9udh07+MoArgt8Kq30t2Pu3gnSb/ZsvFjQ7J2xl45G2w7m8w5g0mQ6Qz0WKY+TFF4Fkhw2KxnD60hqd2eQwsDun1Et7rngPjyn3m7vVos0VTlgsAjwhr/+Sw/m/ySJVlkIQ1f5Js/beLK04u7guVwneT6JJWdGkrGTdJeJYFVdc1zae8MIbnuARBSO1ViorRuee9cGDaXQoVzcYbQoPf0r2o6rcB2jatslheTuys1HJC+CJDn6s0fWd57F9jOouXjwRiPv5pKGkOQ0XPId0/XlAJInp6yxmiKs7ehQ6b/i3w26BynMvwWyOoRNKUCGeirPpD/vWHQ1sE6YMOshybrWo5ZwhEhl7TNNeM92hYZ0TJ8pEgEz4ZkcE9S+tpLi7+gSjL/iQ4vE2QqIARr9aMfiOs+kOnJwooHwbr/pr/fTb8Q9J3dsRkmVssp4CIKIpqHJr3dLrPgZJaWPVHYwcw5o1GeG2pMxmqXgG4cU3qXGrIYbFYznt2NEv2tjncMvD4MvJG9gyZt9djcb3H7N5WWbWc56RddjyfXwzc9B/BgKsjEDm/4z4hIBIm2PGEYNtTEhVAn2kug67XBLE2xr87StDk0LAeokXQY4gmjKQJO2UUhVrRe7qibkn+WL5qPIhIaCuvLJaXEZupajlhAuHjx9oom5KkbGqSIN5KIDI4jiTiuHiuiziFBTKnMKB6cv7J6vi3KZR3+rL9IirGkp86LP+1oHUfZJph5wuCp/5bIlriCAE6I45kqObj0FaQZ6hLucVysgT4+NE2ekxMUj49SVjQSuj4RFwX9yxkeTqOpGVzlGc/I9m/SpBpMefO3G8LgjZN/8uzz3VjkDrc/XuFmZf2u7RYjgflZRj3ttys7mgRtNab/ycbYMEPYPWDEAZweAeseRAyhySOY6/7Fovl9LFkv0fc1fQtPL7kgUJP069Isaje5shYzn/STaJbGwEdQqb1/I37pBR4rktcJFj8E8naByXJBkgfhs2PCZ75tMRJJfBlCl3aSsXMJEWj28h4bTmCKrQnIA3XFPTq+jlOFEbcCqFVVC2WlxU7CltOmo6O3FIKXD/O/uWCuoWSWKmm/1UarzSbvep5ptt4EIQvmdHpizRj3yopGybZ+E9Jugl6DIQxdygivdIEp9gJ3JUuIh1BZUBLiRcXZkLdabvCNKy+XzD6HRFwQbqguhmf4j2z5uEWy7lGx3kaUTFadzmsf0qglWDAVVDYJ0ogki/xDqcHJx1l6S/yi1Dr/y646muaA+sFLXUQK4WCyu6bbQE4Ed0lZBQCXEzzIeWDEz19ja0sFyZhqIjWpLnsc1F2vCAoHyrwElBQoRl0rWDbszD0BpO5unuBKavrfzk4MYEIooQv0/ljsVgufFY2OAwoDpEnoB0NLgl4aleE5oygKGJjUcu5j+s6CAFBoHLmT2702K9zoprzLZpzHIGXSdC0VbDtWYGQmgFXCPrOgOW/yc4tM82w5TFB/5tdgjA4Ert3h+8mmfXJOJsekWx7VqB8qJ6sGXW7pqBScrjpZfhyFovlCFZUtZwybjrB81+QJBs77hFse1ow6nUevWdLghaHHfNBZQQ1UzXRniHqJbwl0yJJ1WyHmmkRQKBlSOhkCE6x3DKq42z6u8PWJ8wA5MZgwFUw6V2w+H/JEVbrlgrGBA46mqHf7Bjbnu4a5TpRKO6nyZzhMlDXdcB3EI4Gcb6FFJazTUTFWPErl71LssfwnoVQPtxh0vvjpOWZF4aCtmzn1aPRCpKNmpmfDEBJtFAIBPEyl2RD1+eXj9SIeK6kKoQg4sdZ+XvJnoUm2yFaAmPeJOkx8vTYk4DJuJWhCwKU9AlDO4k93wkJiJY79OjvseL/IN0EQgpqJsPln4Vtz8K872afv3cpJP4Ds//bgcjZ226LxXLhcDAl2NfmMLH8xLyaB5aEPLkLVjU4zKi22WmWcxdXe5CKULcQUk2C6gmaRLXCd5JobZo/FlZLWuq6vrbHQJCx8KyKqo4jkMoDDcp5aeHTEQ5Oa5yF/ytoWN9xr2D3fKgcBxPe3j73bGf3PMGAV7jgvvR5rLUm7bYx8NUug24026S9EO0ESKfg5L+kxWI5KWztmuWU8KTH2gdFJ0E1y+oHJJlGl6c/KVn/V8nGRwTPflay4pcubvASy5FAEIZknCQZpw1fpE+5uY5HhNW/d9j8byOoAgQp2PgIHNwCtZfmPt/xAAG+Chj2akWPIbmf78Zg1icUQeTUu5B3h5SSiJ9gz5MxlnwvyqpfREnvipNuPmMfabnAkFLQtM3JEVQ7OLBOcGD1y1PGLJxjPy49yIiUOd9lisBNMfNeRbQ493mFVTDxXZrgKJHUC2LM+brDngXZ8rH0YVj0Y8nhjR7usdooH8/2C4iGcQ4tj7P0h1GW/ShKy7oEERU/pfe1nH0cR9Kw0mPJzwTp9uwOraBuKaSbYfOjXV/Ttt+MHRHbMM1isZwGNhwyg2TfohOTjRIuVCYUaxrttchy7uJqjwNLozxxt2T1A5LN/xa88BXJ/G87RMIEAIGXZvpHFbEeua9NVMCUOxWB8/I0e81HRMVpWZdg2Y+iLP1hlEPL40TC+DHt7px0jL1LOwuqWfYtN704EhWdnh/BdKE6AfwwMHNlN4mvz97+sVguduwIbDklRMZj17zuR5S9SwSl/eHg5k73LRXUr3AouurMb18OKZddc/Nv69anYMZHYPuz2fv6XabRng8KMk4bkz8Ywz/scGgrxHtAUV9NEEmh1OltnNWB4wictjhPf1rit3bcK6hbJBj2Kqh9hQeYjAZPuuA74GhC6Z/V7u6WcwtHe2x5tHtBcfOjkimjXEJ5ZoMxN64p6g3Nu7s+5kQhUSbonJ+jlMYpbuOyL8Zo3StprYfiPhArV/hOKsdGRAhBsl7mNBvqzKo/SC75dASck18AiYQJ5n1bcnh79hqyf7WkfKRg0nsKUMJHeS+duWA595DpKKv/2HVsKBsKe5d1/7rtzwmG3BwFx2aHWSyWU2NLk0NZTBE/iZlZbaFiVaOL0pyQdYDF8rKRirDsF10PzsPbBFsfE9Te4OKHARS0cennY7Ttk7TshaIaiFcoAi+FPk1zm85zpkD4L2nhFlFxlvzY4cDa7PYfWCspqRVMvztBWrbl+QyPg5sFO17s/n13zYXqidmF2wHXKHQ0OOsNpoQQOI5Ea21jWovlOLGiquXU0MY8vDtC3/iRHs2mRwS9J5+5zcpH6lD3kaYOc79HQS8YeqMi3W52ozX4MgU9oKzcDDQZpeEMjDXGozZGcEiy/EHRSVDNsv5h6DvbxUkEiLYYGx8RNGwQxHtqht7sEa8+feXOlvMcbc7D7lA+oM/8LEwHMPZNMP/7JkP8CALGvxX8Ng0lua8JQ03oJon0FcRqBUopMpoujQwcR1C/qfvPbtsPOpDwEtmy3eE4kr0LcwXVDg6sERzcJPDbogjHo3y0IvMy2ClYTh/al6QOdb1fuhypashH6ANKnPRxZbFYLB1sOexQlTi5oLJvUciCeo/dLZK+RVYEsZxbuK7DngXdP77lcUn/azxwApTSZJwkXm9BWd9Ocd9pOKwd4SBaY2z4p6BxkyBephl2s0esqvs5k+MIDm+UOYJqB4e3C/YulpRPl13FR98h3SS67ccBuXPk0oGamqmadHD2DA6EEHhhjLY6Sd06iJdBxUhNGE13aZZlsVhysaKq5ZTQXkD5SMmBNflFmfLhsPXJrvdnWttFzJdxRd17CYuZSJGmepKg93RFz2Ea30vmHcS7W7VzXJeU8EgrQURCFB/tdz8jFwJc3ampTlyjoxlojfHcFyUT3m7KQ7pj33LoNTrGU5+URwbt5t2C+pWCEa/16H25JuAYioDlokC7Af1meTSsz5+t2mfmy7MyHqQEqx+E6XfBgXVweLspe6qeAFueNP6n0VLyNrIzq+XmAeF5pPHIKIg5mojOoEKVU0J1NE4UpHP8GQ5SCtwgikpL4/MVhfqV3V+stj0F/a+Epp2SJT8STHx/3Aqr5wmOIxCeQHpdBdSDm01Tqi1P5H9t1XjbpNBisZw66RDqWiUjepzcYnhVQuEIzcZDjhVVLeccQkC6qfsYKkjRZbG8c9yXfR+Bcj3S2iXU7TFgmD6ubErHEQR7zfyqQx9s3i2oXyEY9XqP6tmKIE8gLJXH1ie6r/ba+qSg1ySPUKZxHImTiRImBTImaK03cULTzvyv7TNdk2wUTL9bUdxPkXGSXfbDy0kkiDPn605ORZlwYOY9MWL9UlZYtViOgRVVLadEIHzGvtnjmc+ILhPS6omalr3iSFaaV2AyQDMt0GuMxisUpPJkYXpEEBmX5EGBGwO3UKEiqbwNYRxHIIQgDFVeMcZxJNKPgC9xElBYTV4D9LJhmnhlyOh3+SityITqhFZFdSTGEzsd/rlRkgrAETCzr+T2ER4y3bUsREqBm06w7JdmQAeIFsPoNzr4rYLUwY43PsZnhoL1f8u/Crr2z5I+MzyIWlH1YicIFBXjNAWV0Lov97F4T+g769gr4x1+qx1Bq+saofFES4LchKK1XvLCV81iS8f2vPhNI3qOuQPClgLSzRAtEjhRjRYKFckQhCFCQBhJ8Mc1krm7BEpD3IWbh0lm9w7pMUjjRCDMMycdeI1GRX2Op8OBIyWqMc68/5FHAuHCahjzRtOlNd9Ch1bQuBHKh8HmRwXNOyTxgcLacJzjCMdhbxBjaZ1g4CzY9XTu45kW8Fuh12ioX5X7mBOFEbe2T/L2FeBEwStSBF76jFnCWCyWC5NdLQ4aQeVJZqq6EqoLFBsPOVzZ18Z9lnOLIFBUTdRs/k83CTgjNdrJH6BlPf81rTLBpnrBqLhAt0EmDW6ZgxsPCMJj2zvJTJTFP5V5qytXPyBNY+RI/uyCY62dagVo4xl7eHWEFb81TVkT5TDqdZpokWDni3TpPVJQCdWTNSqSIlChqX48gZDRlOibOPN0xJqe8Fj9R9nFokuHMPfbkqu/GSX0us5nLRaLwYqqlm4x5tviSCaOlALXMXWOfhCgtVlJlCUprvxKjPV/E9SvEkQKYfANisox8NwXBV4BjL3DZHsd3gmxUqgcCzLPwl9Ex9j4sMvWJ7LNZuJlkhn3JJAlySOTVUc4OOkoDRsEmWYoGwaR0pCMzA6qrvZo22oGuJY60+Bmyvs18+4TOR3FC6th0ns1aZLok8jWk67L4zsc/rIu+4VCDc/vEBxMSd4zLorwc7u5un6MF74sadufvS/dBIv/RzDxnVBSa7KkKkbB/tX5P7dyDKz5UzcbpY1PUeEIK+xcrAjREXQ5iEiGWZ+MsOM5wfZnJFpBv9nQ/yrVbUa2p6OEzS71a8CNQ69RRmDatxa8BJQP10bwPM4UVxXNMOZNkiX/KzmwzmSrgnnvS/9bs+gngoZ12YC75xDBqNslLfscKsYHpCPwo0WSdQ3Z5yQDeGC1Oe+uqvG55BOCOV+XOfYCvcZqBl6nSIfHt51OMs4zn5c54mxLHcy7D2bdCwfWdhVua6aYjPzUQaieBNuekowZ7JA5Vt2X5azTKmJ88Tlz/HzyGuhZB43rso97CYj1gKE3Q9UEk7Hqt5nxa9jNsG+lZuXvBFqZYzJWKpn+UYlTniS0wqrFYjlOdjRLHKHpGTv5eK2mQLG6wUFrjtk8x2J5udFaU1CtKOkvOLwt9+AUEsa8SRNIP0dUdHUEUp6ZA2konSmgWTC8FeZ90zQiBRCOYMiNLgOujZGme2FVpWTepBqzgdC0Q1AwVByZ22Y3JKT/ZZr9q/OfVP0uVYhYSNuWKAt/kJ0Hth2AZKOguQ4mvRvqlsCeheb79putqb1Ck3ba0MGJnfMdFnGteySHd0JRbyjqrQij+ZOPjpuMx+5ueqQoHw5tFRQOt3NKi6U7rKhq6YIjHBw/Sutek31a1EcjJBzaKNj5osRLaPpfpYn0DPBFu89KopXhd3gMzzggNDrqk1GaWZ+K4zdJFv9U5JQ/OFHB7P+GSLWkQ9FxXYc9zzpsfTz3op5sgOe/KLniKzEybhsODq2bYsz/Xu6KY8VIwcT3JUiLNhxH0rYlwpxvZAe4lr0w//uCCW/XuHFoqdcUVUO0Z9fGNydCWkT458b8pSGr6gWt2qPI0xBk0NoMiC07cgXVzqz/Owy9Adb8Gaa8Dxo3QZiryTLgqna/v2NpNme+obvlHMSRjik/SkkyTbDxGVC+oO+litorNX0u9RFCUFjm0tScROUJ6KI6zqrfOUcCrGkfgqU/h/qV2ecICZPfF6VkBMclrAZhSNlYnxl3e6y636yGx3rA1Ds1K+8nR1AFk/m55s9QNV6w40mH8leQI6h25u/rJTN6O8Sqklz59Rgte0wX95JacAsD0iKd93VH47oO2x7Nn+2qQ9j2DPSZkdvQrqTWLBQ17TIWBsW9IUjps1nBZTkO3GiUf64TdMxBvr4C3vwamBmB1i3gxc1tzZ/h0FboMQgmvB0SZbDjRZO5uuK3ucdj6hA8/yXJVV+P2YwOi8Vy3OxsdiiPKZxTEENrCkIW7PPY1yapKrCLOpZzC99JMv2jCbY8Ktj6hFn8Lh+hGXOHRvZIEXaahHk6yo7HXdY/bCYyxX1h9GjwGmHOt3NjNB3ChocFxb1dSsdJgiD/sf9SCw1CCNSBBMmDUFQNIh4QOhl0UwwnJiipNbZVnSmohD4zNNp3Wfn7rpOuVffDoGshVqqpmQK1s02VS/NuMydNVEdNv47jREqBk0zw3BdltqIRiBZLZn0qgSw6+bhDB+1Zt92QboIiITir/gQWyzmMFVUtRzr8KaVxcWneGGXRj9oztQRc8jFY8TtN8+6OEUmw/VnBoOtcBt6oj5h7+8oHt73sqF1j0a7PxkeiXfxkwjS88FW46huRI52TZSrChr/nVwL9Vji8VVJQWYD0BIe2CaQDYSdRdf8awbYnBX1f4SAyHst/0/W92vbDnG8KLv+Sosf4NmOInqfxzYmQDAWZY5QV720SOG0RiksiEMmAE9K4sfvnt+4zE/hoCax+EGbeDTvnQMN6iBTB0JsUxTWSPYvzD/JgBK/SWtNMyyMCKRe/TeDGNSIWEsj0SYvIlrODlFmri+5wcWnZECXZIDmwHnbPzz62e4Gkx2DN1A9BGEnhuPkv/64rqV8kjwiqFaPg8I5cQRVM8LXwR5KrvxmB+PFlZPoiQ2JwwPSPRxBKooWGjGT/6vznfcN608QqfVgSz2g8CX6er58MIB0KPKUI3TaitYKYwJzfx7VlBhE4NKzrfjXi4FYjrB3cYs6xPtONiLrof8zjFSNg3woY/mpNqF7aa8ATHiLp0XAAhBfHi4eEbtpmApxhdDTOlhaHTY3ZWVY6hF+shy+Ph03/Nh5vfWfA6NeZCZz0oGm3EdDjPWHdX/O/d5iG/asEPSfnaVxhsVgsedjdKimPn9p13zS50mxpsqKq5czhOS4yHaF1PzhEUPKlYxYhQEpJhiS1NzoMuNYDLdBOQCD9HEFVCEFqb1ZQBagYCf4BOLwl/6I3wNo/C2aOiEAnkdIkGUTwWyQyJijum9/fVDjgxQTPfFoQKTKVKD0HeUjPI50WHNwEI19jFs93zTPxb+8pUHu5Ih0LCFsj3fqmbn7MxIvxctj072ylZEmtYPTrBdGSQpTSRIo0KpImOEbs6AZR5n8vV1AFI3jO+7bkkk9GUdGT82WWEUWiwuk24afn4BO3/bJYLiasqHoR4+koYYtL42aIFEJJrUYFgvn3ySMiY/UE4yGYFVSzbP6PpO8sD9Ez071Al/bYPT//8mCQguZdgmj/dosBLRh6ExT3MSuPQdoMRh0C5MFNgo2PCBo3GuPvq75iyiv2rTRlmWHabFPtFRGUL7r4R3amYR1UzhYn1WREiFx/naijOdbaXWEIC79kvE/7XxFhxGtDCiq7f38vAW0NMPg6IwK/8DUzeI96naZkcIiMhqz6VZSG9Ubgmfe9rpmsY99sSrOjKsHK30r2LMz+BuUjJJPe65Bx26yweh7QkTnetFOQPgSlA8ErDsmIPKvbyShLfyUZd0euoNrBwU2ChrWC8lExDu8EwjiReEjoZY4ES04QIZKQzPioOdajxbD0V91snIbd8wV9rnHw/eMzsJdaIkJJkBI4UdPA6li01sO875qy+o/fBl9b3lVYFUDEERC2N4BzZbsAHR6zHEpKgRNE0CkHpcAthHiFhg35tyne0wTVw242mRPr/warHzCPRUvMYkjDJk1B73Z/rGMQ0TE2/8Nly2OiPTtAUtRbMv0jDiTarLB6pvA8/rbBIeIKesZhd3P2oYIIpPaZY27qB0y53gtf58jFvccgqJ5oJhfj3gIIM8HaOYecAeDwDkHFNJGz6GexWCz5CJVpUjWo+NS8UKMOVMQUW5scZlZb6xnL6UUIiKgEW/6ZzTTtMdBjzFscvIo0IUGX+VFHN/l0o+TQTtOctKBKEUQ6eY8fFeq4uKz9Z24M5hVAche0HGNe11oPUjt46QRhRuAl4PBmweKfCvxW89kT3masnI4WZke+FrY+beK4qR8wGaYrf9++DQL6zjTjf90SMx8T0sw9+86CTc0eqlkQLclaEhxNogJ2vJAVVCtGmQzWxT8VpA6ZDzG9BeJUTfFRaUmQlEhPI6JGeNZaEyYdegyAUa81wq6QsGcRbH/eJOQEbQ4yeowf8RiEkQxj3+Iw79tdEwsqRmnc4tC2PrZYjoEVVS9SojrOil861C3JDlzVk6GgItcou2YyrLy/+/fZ8Yxg8OscMt2kaqqXKCdIHYK4BK0lKiPZNc+UWoIZ3Ea9Fkr6wtanoKjGlF0C7F1m/i2pheY9MOMumP9943eHMlmsxyqPj5Vw3KKFdBwyTpSDKUEQCsoiEM1oPEcReCmiBEyqliyq6yrElMWh1G3vIP04bHtKEC10qL1S5+02DdD/CtNNfO8y0xynehKUDlSUDFKkSRINIqQOGkF57V9h5kdhz2KTPRfvAbWXQlGtQiFZ9YdcQRXgwFrBwh9IJn0wii+PryzacnZwhEOmLsacb8gc4bxitGDiuxOkZbbUx/Mctv1LUDUWduURVME03IkkJC980ZQegaSgUjLpPQ5eZQq0oHm7y4r/y5rql/SD0W+A1X/KnpudSR4Qx+3fFtExtv3bYdO/Jco3gfLszxz7PHTbA8S6xQIt4frL4eFtuc+ZWgMJBeHBQvwWoACa60B6mtJBmsBLdjnfHSnhcJwFP5FHsr0Lq2HyezS7Xsy/LQOugBW/M9etSBFMuxN2LzRC29AbwE8rxr1D5Xg75/1OjsOup50uTRuad5vy8Us/HzNdYC2nnQweT24VFEfh7RNgZX32sXRgjsk+043n785Ox4EThZG3wcrfG180rUz26oArYfJ72rOVO8TXwV27FlssFks+6pOSUAvK46eeBVZZoNhy2DkNW2Wx5OKFMRZ8T3JwUzZuObgFFnxfMvsTMXSgSTeZxWcRDwhkmogfZ+43HZp2mWzQ/rdCSbGkRTkURjVFnsILUrnxmRKkDh1lB7UJKseZpJvuKKqBQ1sE878ncSIw/cNmQb5jXG7bD+seNtV/e5drGjYIEuWaQdfCrnmCXXON9+myX5l55RG0iQW8BAy9Kfc9kxHB7xeZBdpXvRI2/7HrdgkHegwQrPi/jjvMwvycb+bOUcM0tNUL6pd4rLrf9AsBKBsumfgujzDehhsxnq9zv2uSj4QD/WbBpZ+B9CGQQuCkYoQnoX6GoaJwQIaZ90ZY+Ttj0eXGYOC1igHXaNInYFNgsVyMWFH1IsR1HHY+KXMEVYBoIbTszb1PuvmFvw78FJg8sfzIiCZWSvtKXJbivibbp2IkpkTdj/PMFwSZluxz0odhyc/NwHhwm5nsdi552LvMDHDrHzbvP/r1sOVJ0G4ITkjf2TG2P91126QLPYboI5lkJlstimpzUAF4haYEQ6FwohEOZlzumyOpa982R8AtAwQj9kv6DEsgi5O8ZaxLY1KypVMg0CMGHx4BK79pxOG9y8ygvulRQf9rQmb/t+DFbwiCTtpJRxbUxn+Zv9c9DFd+WaMTadJ+++jrKKomwP41Jov3ha+ZJirlwyHTDHXLNQWDMpCMdGs63rhRoJIuFFhR9VzGyUR58Wuyyzm4f5Vgy6OS2htdgvYGTEILWuoEsdLsKny0pL0pnAsNG0wg98LXyfEibt1nhLyrvx4jSBt7jM4LK7EeJvAb/1ZzfCUPwoZ/ciQTvHK87tbDqjOudNn6iMvG9gwENw5j7oUlrYLKybBvUdfXVI2HA+uzf+9dBFNvgYc7PWdID3jTcJj7WUnr3uz9vadBv9mChtXQY2ABOtDt53aGUIe4fownvyAJOllQtdTBzheN7/Ky3wh0CPEyqBgLleMhtT97Lcs0m2274vOgUUTKA6TOvGSGKoBMR9j4j/w2A6mD0FonifQ9uUx6y7Fp8QUaqC2FigTcMgweXm8OeV8BpTD8Fnj607mvG3ErbHgkt3Gg8mHzozDwGjOx2fG8GafKhmkytkzOYrEcB3tazVhQFjv1a0ZVQrG6wSUZQNzO8CynCSEgdcDJEVTBCKiT3wNzv2Pizw4qx3pMeKdHuhlGvc7EoGEZ/GknzF8CZt4oKItLPjYzQbHMNiLWXkjlWMWhrdkYaf9qMy6HKTPG+q1dt3H4rZo1D5r4tc/0du/7o0KohvVmzjT6jTDlwz54ir1zPTY/KpAeFPQ6SlDtxLanTYLMmDfAyj8YQVN5sK/V3K4bA1UzYe+c7GucKMy4W7NjTnbfVIw0nuxeAfQaD8KFxtVmHxXVmOzVnG1eJ3j+i4LLPp9gzYO5i706bK+g2mksiZINAifqMOAqGHJDDKFDdNIhTAu8Qo2OZvCP0YwjED7xASHTPx6BQCKk6ZFyvI1eLZaLGTvkXoTITISN/+o6oW+uMxf7vUuz9x1YZ1YH85USA/SbpQmC7mscVTTNxPdI9tdLpAut66HvJGjdbzwa1/xJMPSmAvZvzhVUO7PhEZj8Lpj7na6PCWG6mO94HmKvhrFvUYROBqU0w19tBuXOnSaFA9PvVoSRNGjj8SOa4sz7njwykEZLYOKn4+wGnl4rcAS8Zawp0frufAg1PLQFPjwaFv+PZOqHo0iZ4s6hCRrTUJ+CHhGIH4bN9xnxacM/YeBVsOqPZjUyTEpUqJn6foFwTNZgYRUc3AwLfsiRQMBvNR0pi/pGIWIGtVAp+s4wYnKmxWRM1S02N+nBlV/V+CpAJKPH9IpNHwa3oPvHLWcXxxE0rhHdLmpseVww4BoP3ADXlaSlS9/XaA7MFVTVGkEyUmiy6jItMPYOk8Gq85yuOjReT4lyco6ZITcYD8mFP+aI+F9QCeP/yzTwSTdDyQB1XEKiSEfY/Gj2XKy9Ge7fC2sb4OOvBulA3YL2zxdmgWHgVaZUK7uhUBzAvWPgUAb69IQSBxZ/hi4+UE27IFpkyriMfYkprxr5mhi9xkDDNpj+Qahfbc7Pju+9+TEYfhtc+21FqxDsSgue2Q0qhEsGwagPwbqfGOG6I2O+72xIH+3BcQyUL0xWfTc074aKWmGzHc8AEcdM524cCp9+Gmb1g3tnwf5WqIlCYQZ8jioPFKYqYlWeLBQwDcymf8hk7Uz9oCKIpDr6L1osFssxqWuVFLjqtIigVQmFRrCj2WFYD+s/Yjk9OI5D3aqu9498LSz5BTl2a9ES6DNd0LJb03bAeJQiYF4TzN+b+/qGJHzpecmXLo/iZkyQGQQhtVeYWKwj7tShEUkrRpsKoeW/zYqfbszYozXvETTvNvclyk1ZfD5vNq1gx/OCqmmKIMhQ3NsDTKzbUaGVj47Ky3iZqVTqN1sjHU3UEaRD+N4quG02jH8lJHeDm4CefTSJwgyF2zxTq6+NcJsYBVWT4blGs5g74xIYGYfF38//2amDcHiroGFjruBaPgIiBaaRbAdhGnbPgz7TJMt/43Bwi7lfujD4+ij9r3Xz24d1vD5UhDIFkY47ut8nFoslixVVL0a0yLvK17AeRrzaZJB1DGQ7XjSlEvtWkJNRCabEsaB394KKEOC7MRYnBE9q45E6/RKoLIbNvzP+NyDQSoDoXjw4tM2Ijq31XR8L0qYbd2s9qFATr8lmimWcNqZ9NE5yv6RhvSmNLxumCaNpwnZlyc3EePoLMmd/DH8f/Hi9YNOh7H0L98CkKrh3BnylfRXyH7vhtTOgZY+kaIhk9yNmBTFaDE2txjP2yHfYDsNvNf93ouBEBM27BIlKExBs+AekDucXvIRjVkj7Xe8QtJv0JSrgss8rVvxWsG+FWZntOVQz/i0meyriJCBO3oCig2iJHSvPZYQQ3RrGgwmcdChQiTgL9kv+s0mSCmDCYLhxOOz9G2z+Tfb5pf2NaN8djRsFBRXZvwt6mdcs/FHu81r3GauNWZ/QREoVOpZBhqJreb0jkb5Z7UZqhBI5pU4Fo2HFCvP/ry2H6y+F6a+CktCIwPtXmxKnHFFZQNgGO75vSrG2xmH07V0FVTDZBHO+xZESqo59tvL3gvFvM+fUoW1mUWbSO2Hx/0LZUBj8SnA8QdKDX6yBFZ2uO4vrYHhPeOOdsPLbECnQ9LtU40eSJySiSU/jJehWWC3qffz2JJYTIyFDLq2VrK43C2TPbje3PsVw1wh44RAMLzTX2NrZ5hxAdh3/OqN80913+scD22jMYrGcEHtaJT1jp+ea0TOqiUjNtiYrqlpOH1prosW590nPCHodgmqvMSaTs7iPyZxc/SdxRNArrIJJH4LHonD4qPXn5gzsaZHURrPVOWE0yWWfj7PiN4L9q42Q2FqvGTZIIxyY9G4zdxTCzFnb9guWt8e7kSIzbvcaZRo4uTFTVbThn9l4srivBlcZkbSXorBKopTJ+uwO6YITMUlGk96jiPcXvLBbcFktPLYFlIYHt8BDAkpjoFrgCyMVKiWoHCsoqAQ3AqoMHtgJ8zrF40v3whcmmGqp7jiwHgp7QVunmHTAlWRtBTox5o2w4Ie5cwgVwIa/SyJFUDU7O5+0WCynByuqXoRoGVLc18nbqXDVH+HST2oW/0xweLsRIdb/Ay7/vGbjv4yvoRs1Hiu9Z2jj+9dNLBh4cb4zT7LtcHZl7R8b4bkofPxDsPTTZtWvagK07uveQiBRbho3HU3VeFN60VwMba8zAssQ18MLFYQhWkNGJnGroKa3NH+H6sj2Oo6kYXWuwNxjEKyHHEG1g8V74cpaqCmEPS1Q3wqRMhNQFA7WFPXWKD9rRH70d+gwMB/8Ck36EGx61Az4l33aZEXlE1R7Du7ovC6pvdYBYZ4kBFCUZOy7XITvogPJvhWCOd+G1EGT/Trtg4o+0zW75nbdtz2HaGQ8sKLqOUwYasqGdv94QSX4hYKfLJWs2Z/9jZ/YBXP2wacuBeepbBOzdJNZYT+0rZv366VRKvs+/a/I2lAcjQohFYFDnmBjfYyiCAzqoYmEaXQY4uoIrZs9Vv5O0lJngt5Br9DG+/gHJrBNd7pu+Mr4pD68Dd42FCJ/hcYNXT+3ZpIpmwqS5lZSm79xQWGV8RzuLKh2ZsM/YdhNsPSXJsu9tD8MvdH4xy75uVkYif0/kSOodrCuEXb1MhOHITdAEE2iTrDUW0UzDLlJsuaBrhUDsR5QUK3I2NL/M4IbpnndKIffrsjd95N6QhpThfDaIXDZ+4yP8Nq/gIzAJXcf400FOAmNL22GqsViOTHqWiU1BafnwiEEVCYU25vz28tYLCdDGCp6jdE5iRpewiSDIIwFQMteWPZrE3clyk18VD0J1jxoHtv0P/DaN8PP13d9/32tMLTQI0w6gEY7PmFhG+Pf64HfLlV4Ab70cfE4uCtCbAhsaYHDB2FEXxj2Dtj+V5jyHtMLpHMPgKrx7R6r9xlxcciN+kgZvO+mmPnxOCv+T+IlBEU1+S0A+s02saufhMggeP9TJl6+azrsbIK1B8zzlIbWDHziEkW8VbDgvkhOr5De98K8POJpY8bEnumm/L9BUY2p8OyME+n6/Eih+be7pIz1f5NUT42Aa337LZbTiRVVL0JCN8PYN7u88JWuQZffCl5pyNS7FSrloBU4ceMxOvR1kqG3uiBAR3zSYditoOo4gg2HcgXVDg6n4flGGDTJaISpQ1A2zGRk5hMWR9yq2b8u930qx8HoN8PPtsKiIwO0wBEOd06NMaQoDYEZMLUmr+ej44gu/kBlM+F3eYSUDh7fDjcOgf9dCn2LIbUHykeC74dUT9JseaxdQG3iSBkKwJAboa0FBlyj6XsJPPHxrG+l9GDah4xpeeeS01gpjLodFvwISgdokOTsb60hIEMEl6c/nevNqkNY8EPJlV/SqEDnNKsqH6GZ9F5Fxkkf0x7AcnbRWhPvpSjqLXOOpQ7GvVVRlyRHUO2gzYdH6mDabNj5hLlv1zyY8l5jE5GPoTdrMi0ac6CZTNWmXXmeKGDsPfCrHbDqQPYa4kq4a1qMwUUZmlZFWPC97HYFSVj/N0GvsZrRrxc07YLKONzcH56ty81ceGArfOJtIP9Pc2BN9j2qJpgsiHnfM5mc0WLItEJJbbtfQCcSFdCUZ58d2T/7TXDbwab/wMx74MmPm4We3tfAPw90//qn6+Ftr9fEe/v4J+GdGYQhfWaHpA8LtjwmjjTzK+oN0+8yDfCsOHdmUEqDgqv6wPAYNATwXB0MKYWVDaaD9qQEPP/5bFaLyhjLmoLK3DLHDqrGgeNhO+NaLJYTwldwICkZXXb6PAt7xRVbmmyzKsvpRUczTPlAlIU/NGXsmRaT2TnkelPN2Nnrs+0ALP+NsQeommBs5Q5vh/Fe/vfuUyJYdyCCDATFPui9DtVjNcloiI6EeMonbE+K0bjs7yv44SJTbQLAZhhdDu/7BGx5xFTaC5ltlLx3makSHHwd9ByiEEXZoFNrjR9pY+w7ImQiEUZ+WLDhfziSZYuAvpdAv0tg23PQ5xLNr9dIOgpSvj8fXj8abhgKu5qgd5Gmb5GiIK2Z/x33SCNUMB6qT+WJIQAe3wevuh425rEZkh70Gq3ZdlSfEOnQpSIxUWG+++jXGwF419zcSk+/FbQvrAJksZxm7Cl1EaKUJtY7w/SPRljxG0nbAUBAzSTN6Ds0vtPeiTHR/nyAEEIUuO2B30ulOEqXZ3d0v1I+fz9MmAC9ymHed4wvzOT3mCyxI9aEAga9wmSPFffV9J5i/CWlB22N8OR+WHTU4BRq+N58ybeuiRDj2EFq4ESJ9M69T7hwrJ47fgiJ9lj1lt5w4HEYcrkC4SEdwcy7NU27BH4SSvvB5idBu5qDAwWLD2tuugrW/DYrqArHiMob/w1XfBH2LTeT95J+ECsx+yN92KyqBnmm7I4jaVwj8pamKh/mflsw+zMho14PfpvAjWtELCQj09hEuHMf300x8944q/4g2bPAiG/xnjDmDkXJoJCHN3R/CV9YD9eOz4qqfqvJghzzRlj1QHYBQzimkVqsB3g9A4bf6rLub5Jko8n4PDqjvXIizPNh1YHc4C5Q8J15kh9fGmXl/+XPPK9fIRj9Ok3jZsGS70DfCrj7elgSwl+3mee0+fDPvZr/9z5o3Qlu1GQW1K824ueMjxixV3pQPlTjJmDye01GYYfglWw0Qld3xHrkNjpINrYHmu3nvnDbmxZ1g6+gdEiIH5x8o7eMSDHwZo9Br2jPznAVMh7a8vEzjCdd/AOCtr+D2AL9ys0xSAS2abi0BvY80rVB49q/wOR3m2ty5wlKj0FmonZws6C0fwLlBfhksFgslpeivk2iEJSdpvJ/gF4JxeL9Hs0ZQVHEjiWW00NAQMlwuO77EdKHJShBpMhYGT37hfwx34Z/mrldR68OlSdkqiyAxqTgx0vM33EX3j9ScuhhTewKh99ugStqXSZXa5xMG22O5AeroHOY5EmYVQ6qFby4adA66rWmj8C2p81zdi+Aa7+tCeMpQpU7idUaUhHJN+YKDqXgNW+AcVEgDToObQ7I0DQIHngTLHou+1pfwf+tMNtQnoA3jNZEgyRBcyJHUIVjzzFXH4AbxkG/yzQ7ns3uTy8BM+5RhNEUU+6MMe9b8kjCQ/1q03+gI1mixyAT4++aax6LFsOwV5mEneW/BbSpHJNe1+uClCYxCS1QIjQitsViOW6sqHqREuBTODTkks9EUGnTRIqomQzq03AdFULjya4ZZB14DhAawSRImQE3SMHUD5h/w7TJ+JQReOZzgj4zTObmur+a14/6MPz7KLFHCphUCZNLIX1IUtLDQ2mFECZTtbNQITyPF3ZIpo8SbIxmhdzDy2DKVfD3bppmXVIFmw/B+0aCWKuZ9iGNCiRr7o+ye74RS6snwaBrYckvYdwdoMoEn18CjSnBCzvh49dDwUYzMffipixm7xIoHwpKmbKTvcuypRvDbtbEqwL8PCqolILD27u3TmithzAAP9YGMbIys42zzwu01qSdNka+xWPk6zxUADJqMsdDIfCc7i/hXqdVejALF3sWmeNr5t1GrNfanFfbnzWHRPXlAX2uVvS71CPZKIiXCRZ8P/f46nUV/CKPdQiYgDLdKo5p9l+/SnBoiznuW+qgfgWMeBPUV8GcvTC5Bq4eJEijUQHUrYGKEdC4yZxX874Hk/6fyUR9/quCTDMU94WJ7zAey6lD5juWjzJeWp29jTsYfJ1pLtRBaX+zPR0cWg7TXgObuvkel/RVSDKnbJ/hax83EdKzdwEHDybxA2UzVM8gjiNJ7ozy4lez2cEtdaakbtQdcM00aGyF1Wu6vjbZAIt+ChPebrzVUofM4pd0jU2GGxdsftQhUiQZ82aXtDxGJzKLxWLBlP4D9Iyevgt/r7h5rx3NklFl1uTJcvpwdIStTwg2P2aSOSpGw9Dr6d4GLtluVwYgoLDUNIvMtB+Ww8rgtpHw44XZ1yQD+O5K+MLlgkwdJH34zQrJU9s0n7gkwa6DmrumCypdKPAhmYJ4Alb+Ap49qpnWyNfCwGtgy+NmG4OURkXznxOHMg4720vpf3WU/VTchS9M1Mz8mKI5CtA1E7xPMVzRC/oKgSdcWvKU8TeugekzjYdqPta0Kl71+pBhN0ua9wi8BMTLFTrmI9IeKtDMuFvhtwhSzZDoIRASBl5tbBdiPeDFb2TntC11pl9K/ytg9n8bS6NeozU66uckR0VUjNbdDlseFYQZQd9ZivIRmoybPOJza7FYjo0VVS9igkCBk4JE+7X1NF43VRBy9QDNwj35Bb/LKqHhYeg7KHvfgbXm5sZNKWW6GWbcBaFvVhqv+CJsfdKU1jsJY27eQVncNBk5+DzUz4V1UpC8NErNZNgxByrHaeNTKJPEYi46GaVmqWDDTtO1efH/mkly/TKYcRs8vw8OHiXG9C6CMVUw1IeiUCMqMujQ5ZnPODnejXsWmtXM6R9qF4DeBR8ZCZ9dalYof7sV3nITrP+FKc2IlZrXrfqjKaMZdhM0bjaBSI+BUFCtSYv8GXFhqIw1QDfidaIckFalOd/xtQ8RHyLt52poBPhL+2ke35L/t59do2l8PvtY2VCTCX1wizHa7/BdyrQvILTslVRf4hDIDER83GpBvDLCyNtd1j4kj2S2yrgJejsQmA7qr6qB9HZzSTlWg7RIYVehc9Mf4Y5vwqtHwYr98LPFcNdUQQZTpq8VjPsveOazMPQGY2WwZ1F2AwZfZ7JXtz5txOKy4caz9dLPw5yvmc6pYEqiBl1nyrgbOgXNI26DQ1uz59HBjaZMrVeB8U7uTHkCptVowrSdrJ5vOJkoS34q8y4crrkfevYD0QDRoqwHdmeSDebYG3K9aT649j6TAdJnmrGmWLYV9iwQCCkZ+eaIzVi1WCzHpK5NUuApYqdxNlYS0USlZleLY0VVy2kjomIs+oGkYUM2rmxYJwivOfbrZPuxXT0TNqXhzqkmPOwZhw0Npny+5aihMtSwrAlG7IYhtbC/DQ6nBelQkgygn4ItP4PMYZMwkCiHhlVdPpo1D8IlHzOL6Efs7PJtoxTsyTPmd5AMgCJNOmzDI8qgHg6b2+NKR8AHR0NiK9T9Gha3CCpGRhlxq9m2A2uz79NSBwPS0K8YdhwluhZH4eqBkMmkIAbxQSaQDnFJ74iy5H/lkWSbvrNhyHWw8CccyYYd/QbY9qwmTHedE2x7GvpMh95TNX2mQZiOICMhSmk8FWPN/S675mRfV79SUlQDMz8eJ+3YBWKL5XiwoqrljKCUpqYgZGqNYMFRwmptCUwpg+V7jcjRY1BuV/KOJjTRktwGTnuXwbQPGiHSLdcMOiDYfNDIIB8eARu+SU6G3Lq/CnbOgbF3wNxvCaZ8SZAuKiRxGFZ8QxzJTGvbb8olvEKQUSgohM9dAo9thnn7TAbsZdUwux/INljTZlZXXTyanhd5m+H4rVC31DSaUgEcfBamD4MX98COw+CNNM/TockmLR1gTNU3/suUOBf3ad+2Rs3g2zLdZq8ppekxWFM5FiLl4B+G+uUc6bI+8naFjmZ4CScEy3mI1tDDC7hqgMeTW4/yHC6AG4ZDwx5F0zaJ8qF0gKJhQ9aSI3NUNrYTNedj9v01GZGm5vKQPjMjpA9K/DaBKDR+wjuboF8JvGUclGdg6dfMuTTz7txypKM/I1ZqFjByvksIyb1QV2rK/28ZYQLxP7TC5L4wzoPWveZ60HMwrH0o+9oRrzbNq3bNzd63Z4H5/EvuhfFvNe8VZkxm+J7FEK+Eke+D7X+G4beCChW9p8Pav4gj15u134O7PgLzW+DFejMJmN1PcUWtxvOTJ5xQ6jgS4UgEEPiBtd84C4TJdrubPOgQkgdN1nbtZbDy9/mfN+haWPwzOLQle9+m/8DOuTD1/fD8Otg9XzDydheiVlS1WCzdU9cq6Rk9vYOBEFARV+y0zaospwkhIN3g5AiqYOYaKjDztXwLkT0GweGd0P9ajbxU8K0VWR/UD06D33f6+2jqfJg5BmJtRogVAubsElQXgONC7X/BxibY6cCgGAwvhY2/yu1NAWYu1msUREs1RP28C/5aa8oT3X9/V2KqL0NwwgzvmujyuWeNwPuWIZB+GHZ1inl3zRXsWQSX3KNZsEfk7Jt1P4K7vqGZtx+e2SbwFUyshisHaKJSHYkttdYIAW4myuYXJbHS9gpGAf1nw7Nf6GSXh2lkter+7isXD6yFfSsFdUtgyA0OhTUJiLeR2ufkCKodNO+BHc8Jel/tEIR2ccZieSmsqGo5Y0SCgHcMcnlTNbQCK1ohHjOrcY/WweAPgC7QjH2TYP4PstlkYMp2p34Alv9fpzfUsOL3pnt57WWCN9+m+NxzkjEV0LyQvCXHrfug7SBc+mP4+ybBho3wBj+31LdpJyz6H+g5BPpdBQe3wc5n4Ko3wtUTzOcG22DJZ6DPLKgbBr9cKnjNAEHPRV0/s4P6VSaDyW+D/Qth5kwjqoLJxO1gzZ9NVuvav5nGPFqZIKTfbM3QW0LSR5v7dUJKSVsCml6jWXVAUB6BWa+GxqegpFzRY2RgSootFyTCT3PLYLikj8ujWwTJQDCzj2JkmcbJJKm+VFIz3RxsIhYySEY4sDb/RGvwKxXK8bv4JQc6AC8g2jPBs19wqJkEd78BDjZDRTHsaIbt/8naVQgJg19hArKWTh1OpQtT74S2EAbeBnVP556zrRp+uBJS7QsAJVF4/1T438Xg94EpofGT7dy0S7pdRdYOdAir/gBj3g+Ne6Du39DYnp3avA/CV8OET8Huv2uG3qIIZIYrvhRjw98le5eZCcLKb8IVdymuukTx/9k77zBJyqqL/6qq4+S4M7MTdnZnc8552V0yCJIEVERAQFBQxASKCUVJKiAK8gEiRlCRHCTDsjnnvDsbJufYM53q++N00z1pBSTT53nmmZkO1VXV9dZ733PPPdfGxmUHCHWH3hahapoGAYeXLQ0GqypN0tw2x5TaZDgDGIEE6fa+wjgyeWGYUqCWHg2Dp8epoSMYeY76H0YJ1dRCXeueDL034IMhC+DA6xD0GeB+bw4jgQQS+HigssOiMPndJyxyvGEOtSeaVSXw7sCyLKo2a21WulgkZTgkAUzlWlXkrbqzZxWSJxNmfMXGdIdZ12Zy94aePqg17TAkA/Y19f40oTgd1hpw4gi4danUqgAzBoMvH+5fr+1ZBswshCnDYMbNsO02aD0Y246/HfKm2BTODhMwwv12lLRtJSIyPWafKkWABSU2DoeBy3Rih8OkhX3ceLSH1ZUGY2yT1f2ICMIB2P4YjDvHZt29EdLSgBGn2Wxsgk01BseXqTmm05KvbIffIi8pCVewCyNkQrub3S8YdLeqT8DYs+QTW7OpJ6H6Jo5QJRZt3FW/XT6rW/5mMPnLbna/NDARW/6ySdFRTrASpGoCCfw3JEjVBN4TePCy/z8We541CHVLoVZ6Apiz4caVuue/CPxmiI0r1WbKxSa2DQ17wZkPziGwsgPGXw67fgftFSqj2PE4YIMnI0y+N8D35jlpbDBpeHLgfTm8FHYUwMhsGJYCTb0USIXHQM7RsLEVykMwrQyKM2H1b+jTAKpxJzhG6G9fWAbiA8GVLI/HpOyIZUFk3irLhBSXVLeth228uTbePJupXw0T7jIJdhk4k2zwBOm2+yddbBsCDg/dYZPdDQZLD/NmKcoLB+CK420KMgIEggnS5uMOM9BNvsPPRWMtbAyMcIiQP4yNusy/GQwFIH2oxeDpBpVrDVLy9XB7NRRMtUkvC+MfSDIA2GaYKV+ycKfDuht5s8Fd3iSV5DdsEUkaDsp7ctL5CuCa9kPyIMidDM/XwesVkJ0LJ18Frh2w9+9qOhVMh67y2Oe1dMMD6+HTo+Avm2DRNJuQ3+gx5lIK4jq09oPmcqj3wW8b4LOfgyHr4MCTULcZRp4NS+ttjv9MiC4zREfYwyofBBbbTP885DiBBsAGp88g7PQTtN9aYGmaBiHLSRAHmAbP7TV5cV+0QYHBK+UGnxnjZFEhJGTk7x9MT5iUfKtHUu3N55y6Z6cUQbAYkgphysnQsgXcXsibAu1OCHZqYTloAhTPlUdZNHmQM1qeq0m54PDa/a3dEkgggQQANT6t9xlMyH73E9+53jAb6p10BXlXrQUS+KTCJilbjUL3PAfLnkNrsUxVC7VVwTE32TTusWmrlEI1vQjAoDtoMj4dLh8Pf9yhaiSAl/fDZ8fDnav6flqyU5VQexrhD+tjhKqBSuRvekPryCHp8IWJsPQQ/HMbJLvghC/B+GbYeqdi0CGn23SlwROHDMJ4mDkYMhw2zrCfkB0iaLkIYeEwbb4/P8zNy0zq4yreJ+XB1AKDa140+PZcNxWtNmNzwW2EOaYkyIFnXAxkwVa/zWDal8Mc+8vwm2u7rlSDW18x6QxAfSdcOg2e3Amba3WEuUkWX5rsJa8Fll9vvkmSVq0DZzIc9QPY9Jd+PmuHGnTVbOz/G8weGVlDI5s6bAMCFuHgwKRqOESiB0cCCbxFJKbaTygsh4XfcGJj4CSIHXh3ln+GYWA6ktjxsEF5XPYr1A17n4DCVjhpGjxzED47HFo3G+SPCuIeAX/dbtCQb9DSrcZNIPLx+1dC5yrd1+d9B8pfh5IFEOj2M8QTpLTAwxrHwBl5ywVN3fDXVfCDBdCWFnuu8Bhomg23b4g99twBGJYBX/4+rP2RvHqKTwNnsfwkM92wrUXzUdlJanLSH0oWSHFatw0GTYf1zcpInj8U1t0ERXNtyk73EwgG8Ue7LHr1E4CBjd8tNy/ug39ts2jqkp/sySNgdhH8dbPedvdag18d58CZ8PT7WMDhMOk2XJHxGoKgv0f5uG3bhAL/nZwLm0HGfc7BmM8oAAMRQaYDqVQHuOZM0yDgMXHl2az4RVwAZkPNBqm9J30RVtwustWdBqt+q5KwvEngHAeXL4ttvq4TdjTAWUOh+BhIGwZPVfb93Kp2eZj6Q9DuNMgYrW1arpg1SLzquw8M/TT64K5tcNV0SFsvIjlsw7N7DeaXmry4z+KJnbHjemI3TM6BM5Ng868MHF6YcrGH9DF+gv+FKjMsi8awhwfXGuxqNHCaMLcYvjMXfrsq5gX9r+0mMwudpCdI1fcNYVc3075qseRnssSIx6SLIJgEpVfAT1dAd0j36/nDYVEpPHNYC7ycJDjx55DRDK/fQI8xU78DXvsZzPuujeXqVxCTQAIJJABAjc/ExiDb8+6zFjkexZSVHSbD0hPVSgn8bwgGw+SOhaU39az062qC9ferCqnKhNyJAbImAF0uausNDhvweoNK/Ofl2txwlMGNyxUD1nXKS/Vni22q2w32N8Nr5ZCbLLL1L5vgc+PhkThP0qGZ8mG1UfOo8ybCr5fHfP7rOuGeZpiaCydfKEHPUw3w4ppIMAg8vhPm5MNpWR5S3PBGm8HDe7S9M0aH+dFRNgdbDdq6IdMLexvl+wrQ1GWQ5DJ4YAMEwyanjLRIPUJFimFByDAIpAWxkv0EwjadweQ3ieUvToK7V/fs4VHXCTcvM/neZPBm9qzoCnRIqZo8COq29vys8ldV9di4R6+LR9kJUL0xZqdnuSWACHbZlCwMU7Gy/wq2otk2uIN9KtgSSCCBvkiQqp9AhN1ellea/GevSUcAJuVZnDXaRbLtIxz634KvkMtLS51J+cv9P1/xGiw+CaZkgn8NbHjMYOplDjrG2iyr6Jsta/fDf+rh9OOgOwx1z0LuGBvDoxkpFArjdndTeryXDff0n23LWQT/qNMk/OhO+OLpatRjmJB9dE9CNYp9zbA0F8afCu45cP8eOBQxQc/0wOcnQHEHdOyD4nlwaGnP9xfOhJQ8kT8bH4Qp18HhZvjxRNh/nybJkgU2Xd1vj/Q0HA6e22/xRFyTnQYf/HkTnDoS5hTB8sMKYA62GoxIMjBNnZdgwgbgIwnb7WVVjclTu01au2FcrsXZY52k0oX9NnyOHA4TR5ebfa8Y7HqaHmTQiJMNhh7rxvD09fp0OEy6LC/bD5gEB/CZ9DWoxCo5X8qAKRfB6z9XCX3KJLhra/987aPl8Kuz4ekdsLai53PJTpGRaS5YXApNBnhPgY5DKjVbfbfUEeklDFjylDsRNsV5Hv+jHC75FLTtgBVNUo7Wd5o8sbPvezfUw5SRMb/j1b81WXSDCyMrMKAfqmEYtNgefvSq+aZPWCAMrx3QQuDCyT1VGWsr4YQhiRLN9wtBw0lLFkz/GdS8Cm17dc2WHA9L2qEgCV7dJUIVZFUztQB+9nqsW/HOBsixoDjSTbg3/G1Qt9UgOd8gdXTCiyyBBBLoH5UdIjKyPe9+bJblsTGwqWi3EqRqAv8zDMOgo4Z+qzxANmaeSwySip2kdxrUNxn8tQ62NMS9ps6g+LDNNXMM7t8Inx8LB1rhrtUGzV0wOge+t0DNQf9vrZLhvZctSU5ojZS9LyyF5/b0bJwaxbo6OGWmTdgFL77Rd224vBqmZhp03AEjT4UZg2B1Lfxti8m6apu5RfDwVqlqo9P8pVOlrt1SG9vOzgaDGycNfN7yZsIjBw12tbr4ynQnmY4unBEPhIIUrd+SnHDUEFkA7GqAzTX6zH8dgM+cBHt6xd17noGFP1LzqXgEOmDDg7DoepvK1QbV68GVCiXzZZu17V+x1xZMUd8Bw2mTWmyTNdKgsZdfrjsNyk6y8YcSif8EEngrSLiYf8IQdnm4e63FXzab1HVqwlh+2OB7L5u04cUYuArgv8JyWCw9bBDqYOByARs8Pii/Ccof00ONOw2WHBr4g1dWwiEfPLAV/IuAAoNgu+RprrCHrkoP6YUGOaP7vjd3MjRmxUpH9jZCMFWPZ42A9QN0e0xywoYayPsU3LRJTXmiaOqC362GdrdKKVIHqznP8JM0OR9zKwy/GDqTIZQEi38Oaclwch6kdkFaIUy/0sZI6cY0jbd1zrtNF0/v7v8Nz+1RF/Yo/CGDDiuJV6q8vFbtpcORDE7XW/+wBD5w2E43f9xscf8Gk2AYzhkHRw8zqOk08VleLNd/z4vZDhedjmRW1ntpqjXY9RR9xufuZ6CtwsDhSsZyWARdXrBTsJtSaNmVxBM7DLJdsS6j/aFpH0y/TGq9HY/B/GugcBY4CmPjrzfCNhzqhLUNPR8/oUxNDFq74e414AtIRfB6A3hHKlA85hcw8TzoaJDVQG+406DoHHjhcOyxqnbwDIacE+GNSjhpOLy0T/6t2d6+BVzPV0Huwtj/Ox8zcDCwNNZ2OPn7FqPfxgtV7fKLzY2zL2gPGOxocVPdDraZIFffS5gOi42NLq57zeTadfDaCJhwNVQvhnurYHQhZCfBlrrYe04aAQ9tiRGqUZQm6XpPygFXSt/PatgN7lQTq9vzZlIrgQQSSCAele0mqc4w7vfg1u8wIdNjv0ncJpDA/wKHw6S+n+RzFO1VkO+G9dUGdtigwuhJqEZxqNVgYw1cWgxP74b7Nig28gVhfTX86BVwmjG7NFDsF0VFKwzP0t9jcmB9FQNibRNsruv7uNNUHPZ6AwxaALsehE8Njj2/o94g3aP41AZGZMHVs6EwTbHpFTNgWKZeG7bh1QYYdU7foM+TCfmnwmsVUN4MP33NoDHswe00GJdrMyQdBqfAcWWwrQ5WHlYT2Gvnw6Bk2NsMSSV9NkvIr7L8aZfZmPFLAAMKZ4cxk4KMPh1mXGmTVgTr/9CTUB1+oiooJ5wXJuTqxm/6mPG1EJMu0uuTcmHkqWEW/ixEyDNA8J5AAgn0QUKp+jGE4XQSwMLExhkOEIqoTw3DoM5nsa2+7yIvEIa/bTW4bKILhx8ImuAIEzIDhMMDMaTapiPshG4H3V4Tf9ggI/XI+9ftgEnfgdYqCHcDdZrkBkKOF4pM+FwGdO8EswBwGCQ7k1h5m0n9dgPLBTOugOGnwsFXAROy5kNNMty9I7atTC9sb4KUT8NwB+xr6/lZhanwmbFSerZ0QUcYzh0H/9jaNxv6+CE46VjY9k+VUgwaD8VnwxM18Mo6ESgTBsHnLWh9GfY8rkX4qIvBWQIthgcLSOmCsB+cbhsMm6APLJeN7QkQ6JUhbO3un7ABfYfxWd3cZPjOC+ab/NnftsApw12cXOrECHce8XtN4J3BMAxsh5MgJhZhrNCRx89/Q2vQwZpKg4IUqRz/vAkORwh+p2lw5hgPCwoDGH6l7i3LxAw4IWyAO4jfNHnpkJNHd5icXAJJAyjIAfa9aDB0CFQHveS4DQLtKg9KKYEt62FiishMf1v/708phMa9alRQuliB3+jToDXzyMdoGUoGPLkLsrxw5RjI6IKGzXDKIKjLgAf3wMoK+OoM6KqBDbfqvZnDwJ0BI86GuTdAxSvQ3Qip48E9Bn6zGzriarC9DnANgl8s01hZMERJkrG5Is4KUmFjNTy7R6/vDIArJ/b+tgpD98Zei2DLMvFbLkKGxda6gUm0HfVqzBAlmUdmG9y5Sp/9zdkuhiaF35b6OIG3Dr/p5s+b9N2EbNjWAOXd8Ox++PI0uHUZXDkTTCPWTCM3SeNtdpGqAAxDmehCoOxK2bu4UuStvfNxld2BSvZ2Pw3N5Sbzf5CE7enEHkjenEACCXwiUdlhke197+4L2e4wVQlSNYF3AeGwTVLuwM87vJDihfSQgT8dXt8/8GtfPgCTZsOK9f18jg3/2gbHl8nO7LUD8OlRNg9v1dzd1KU5enCqCE/L7KtmjcIyDTrjllBJTrhgOBTa0FkNyamQXgB1bwD1ej5alr+vCfJTIC8FJufDfeti1k3pbvm4rqyANZXw7CHIGWEw92dQ8TJ0N0PaZLCGw207Y5UvHQFYX2WQn2zwxUmKA5/eDRtrYvt4qBVWV8A350Jzl0LN8d+Fmqdj5f7JeeBKscmdYHPsL+VhGw6oast0QNthC3+9/FeL59oUzoLDyw26mmHIUdBRC8n5Ydz5foIRfqDb9JEzy2TQlIhowBWSQjURjiaQwFtGglT9GMGwLDoMD0/vMmjwGVgmLCh2MCozhOHvwuEwWXVw4AV/vtMgWOli8z9FHqTk24w5y0VSro1NmLA7QDCO5DNNA6szifX3G7SUG0y/GQ61wMYwpA/pX9WWXgLONBGS/iSYORJyPLDANnixn0k4wwPXToT6FeBvVZfJjhpIKTCY+12TrIkGOfPU3CqUBJ5UGH4Z/GsrbKzVpBSP44bBq+VwsEUZx2lF8Hy5nitMhfMj/jYtcV0Vh2fBVbPl2xOvWCpvBU+h/g51Q/ZCuHM3HIxTtW6qha118KMZkL0d8s+He8thX0RtmpesSb7zKWjebjD6dHlS7n8JRpxiUrzIgd+IHYTrvygaHJH4+fgyWHHY6CMYfmqPwbhkg+HJSQQ9CWL1XYXDSUPQxT83GhxqNRiWYXP6aCfZzgD2O+jy7nCYbI5k4T8/oacfJ4hEf3irQYbHwZSMAI6gm+rlFnufNwj5oXiuA9fx8Nweg0+PghMKYMMj/X+WYan5jsttEAjAr1dDTcSTqSwTLpoCqw7BjBNh3z/7f/+gSVC9WsmFDQ+oSdvkH4iEKk6Lqb0tA2bmQ5EXmoORpEkanDcBJjph++2wPS7ITCmAa74ON26Rx9YPpsuH1ZEJvkOQNg7uP6hkyeTxcNYouH8T7OonYD+uDJ7dJ6/mb89VKfd963oG5YtL4YJJ8OBGGJerBMig6VC7BtKKbHCEeyp9LQflXW7uX29y5hhtO/7+EY8UV8w7a/wglbdFkzW/XmHyy+PcuEIJZcB7gbaAQVfcAqs0Q2V2xw6Df2/XvX1rLUzJh7VV+q5ynHDDHCj3we/XKFH2vcmw9xGoWRfblsML0y+X4rthJxRMg+W/UlJi7d0G065yETAGuCgSSCCBTyQqOkzK0t471iLbE2ZzQ2KZl8D/jlAoTM4YKSPD/VSDFx0LfyuHtdVwYlksMdkfwvbAMRLAgRY4JyLOCQZh/mCDpBA8Vq746R9b4epZas47q1BNqvrDrEJVO22qgSYfXDsBDv4fbIxba3oyYeaV0AmYcWX92Unaz4VD4JalPUO+lkgF1XfnKQkfCMPzlWAOh9IzYdMB2NUC5Rv67tPBFoltnt8DM4t6EqoAqS64eCr8Y4uUu3bksbPOgLIJsPdhGH8urLjNoL3G4Kgfhkku80HYoOOAhw1/MJl6iZSpNZsNsNWHYMJ5NmUnhQmFbZKLIBwOEzZtiIt9Q6EwISvyxSTI1AQSeNtIzLYfE5imQZPtYW+jyeQC3bjT3OB1mSw5bLCg0AWE8Dpt+utSOD4HZnXA67+OPdfVZLDk5zDpiwaNe0zcGRZlJ4XpNrTodwS8bPqLiTfSyOm3G2FfC+xyw7WXwY7boDOu9CIpF2ZcDdevhzPHwoFmuGeNMoM3HSv/xGVxk2O6G26YAg0r5P1iOWHkKcrErf8DrP6tQdqXwEiCxoD8Vx9aKlXR6Dx4o5dH46JSm0n5BqUZNu1+KT6TXeowebAFzhoLf1wPi4fCyGx1ZrVMWHEYXtmvyfWFuE7jOUkQaNLf3ixoSoOD/UzuIRv+fQgu+Apct7yn4rWmA27dCD8+DRo2yn916qUyId/+LxM7BMUnON5UrGZ5bD5VBlsbVE4Sj4IUncuvTBe5GvVuTHZqYo5mYJ+vAbPKZOhRbsJWL9Y5gXcEy2Gxo83F7StNcpJEzgdCBuuqDUozXJSmO3AHfYQGkhn3A9tW197cJCUH2gbgZf+1zWTCfC/rf9PTE8nXbrD2EFw9RwHcn1pg/mhoLo+915MJoy8AbynsboOGINyxomcAubdJJv1XzYJgOgzaL4IxCtMJk68Cw2VjOgw2R/yfSk6EJxrh6Ew1HfjNShiVCZ8rhNpXoWM/FA6C5CwoTYV2G3b9TkmTeLRXQfl9cOa58OBu8Lth+Xio9cHwIXDsCPBvFCm2qlJqgBOH6/7SHRcYThgkRarThE+NsPGF4J41fRMPr5TDRZNhaIY8u366DH7wGWjcAqNOt3s0qrIcFp2WSrwvm6bPO2MM/HFD/9/V5HwReeeOU3nXXzapGVJ3SPeJXQ0GkzKMt3WdJPDW4Og17bnM2P3/n9v02OsHNF5GJcMYoPpP8r9OHwU/nA/LWiGwoiehChD0werfwexvQHe73hNdeDbuNrC7LDUhTCCBBBIA2gPQ3G2S633v2tlle2w6giZtfoNUV2JOSeB/Q8jVzbxrPSy71SQUR4rmTATHbFi3Qf9vrlUCe3Ntv5thXknPCqJ4RBt7FqTC7SdA91449DCUlcB1I7Te62qGmgchKwfO+rRK55t6LWWOH6bGkisr4FMjYKgXqv8CLb3EO11Nmrun/hB+WASdftjVCBNyYYhXjYv7GzlhG5YehJmF+vwLJ2vdZRswuQhqByCNC1JVNZjigiUH+z5/3kT400aoiKsIa/PDH3fCZeNh4U9gz9PQGrG1Wv07k7nXuTCCFstuNZnxVVh3n9SoUXS3wJq7DI76kYnDreRve7WDzGE2ZSfYhJO6CNkJFjWBBP5XJEjVjwlClgtft8kr5SpbiMJpwldmGPhxYgT8zC6ER3f0ff+nB8PuG2P/mw4Ydg54x0FNN2RPgeRWg+Y9JpkjksAK0+4waT4N9rbA4nzYFyl9bOmGX+6AC6+E9E7oqoXcYnBkw8ZumFGokokVkUlhXC4sOSBF3JR8+cr4gnDZCFhzY2xycKdDayekT4Rpt0LLJimJrl6mUoyWLqlKW7ulOv3efBme2yjruL3O4OX9Ii6cJkwpkBn612cp22gZ8KWp8OROeGyHyI6R2SJCkpwiqeNJ1dPLoOo2/Z0xFDbEKVR7Y3M9dJj9G6rbwFMVsGgxHHgGdj4BI06W2m/30yYlC104nGB3uCl/2mB4HUweB87JcPduEbMpLpWu7m2CDLcM1ucUyfy8OVIuk+aGl/brPAVDEOqwIO3I11UCbw3dhov715tkeFRKfM8aGdALBuluix8sSCLFfOvq4FAozPhBNisqegZYvdHgA7+/J6GaMRSKj4bUTCms2/wqrT//eCgar2sunAN1Dl17xkGpmx/b3n8A2RmQgf62Oph2HEw+FTrKwZsGaSVq5HZZMOLXGt2HWbByO5RmyQfrRwvBXQmrfhzrQNq0FyqWw6QvQ/EkcJ4HYTeYfqh7ScpXbL1ukkfvCYZhwVCobFOZ2MuHNYYbfRoLW+ukjv350bCnSdd7UZrKuH+5DEJhuOFogyUDBMsOU8H4t+bIO7k7BE9Xwud+GMbK6CYYfZPTwa42D/evN95UXRSkwFenwzGl8FJ5z+1eOBYGuZW0cVki9M4aG0t6PLZDY9UwBui6lcD/hCRHmGyvSVMXnD1W81Bzl/x6o/AFYUcFjD8Amx6KPd5cLouWY8+CtmQYN0rlePVxXYlDfuhukwWG0wOjTpMlAEDYbyRI1QQSSOBNVLSr7CjX+941kcqKNMCq7jRJdSVIkwT+N4TsEK7BXRxzi5uWwya+FgNnIezww72bYlFLRZvUlaUZfcUfuUkwr1il770jncJUkZOvHYDvv6RYbPEQOPoMaLHh8f02/kaDedkw5Hyob4MGn82PF0rxuarCUIPTEqhqgwc2aLvb6uCmqbFkaM5YyDsZjGQwQ9DwBrTVw0374dJpUN0GbQFItWN2W/2hok0insVD4a+bYH/kWL0OOG20EvPx623LUDOuR7fD9MF95U3JTsWGA8X7/9gDg/OgYlW0tB+Sc8EyLKo2GrhTlcyNrpnTS6DsePUXcKZCe6XBuntj22vaa7D/ZYP513lwDfa9aRWYQAIJvDMkSNWPCcKWg9cP9CRUQWUJd6+G6xcbJFkmyUaAs0Y7eWRHT5+llAAEIlWnhgkTvwOPtCrzWJACV3qhZhUEag08GRaNSRY3rtcitCAFhjT3/NwGH/xqiyaXdA9cNRiWH4L6Tjh+uLKBZ4zWhFrXoQZShSbkGDB5FFSEoeql2OSQNgRKL4e/lMPOyMQ4JB0u9sKXp8J96+GGo6VWG5OrxfKDG+Hy6VKNVbUrszi3WCX3k/P1eGcAbl2qhiSDU1VifagVPjde/2+v17aGZUo5C5oITx1lU+o1GHoNtIegGzgmWZ5Cz+3p6/HjdWiSHgh7W+DEIfq7o0aefKCFuh00aNrhZu3v476z1SKZv38d7AK8TrhrtSbjr8+EM8dAdXuERIpELQ5Tx5XthI5lEBgHVoJUfVfQGTRp84vc/+umeEJVaOmGXy43uW6uGyv81tXBHjvA4lKTjsDAth3pbvBHGgJYbpUh+5qgeRvsGClCdWgGXFYMm++Gxt0w/pvwzwOwpT62nTE5sK859n+qS8HiqGwR8oYBMwrg9YPw5yqNGSsVbt0AHX4grIx48iAYdixkp8LV42BVM8wrBbcPttwTI1TfhAGhZCmonz6ge4rHAScsgmnzYPPtgA12N2R6dF3fvUYJj2/MhtuWq5nQ12bBT15VAuTzpVBTD3/fpm01+nQvjGJdle5FvXHKSKlZd9QpAXHyCJhTDE2d4CoA2x+CkIjPhoCHX6/o+b1UtcMNS+AXR8P4PNjfBJ4gTEyD+pehcTjkj5Yadk1lz3N9+XTI8pAIbN8juELdXDXLpLbTJMUJv1oGE/NgQp4WOjvqdW+fmQFrb4m9z3LDxO/CC+1w56swJhtOKoBRX4JR7bDxnlhH5PZ63bP3PQ+zr9bCxw6DI9nm7RuAJJBAAh9XVLSbOEybDPd7l0BLd9uYhk11h8mIjASpmsD/jpAdIuToJH2kRbIjiWtf6r+U/751slja1yRFZigsInFRqdZ9HX6t2SrbVKG4uUaE6u0reqpYM7zwUMRTP0pDrqxQ86hPjYTbl+qxc8aqSm9XIzywXnFftjcWi3f7ABtGXACHi+DXByTAcZqwYAqcUgDew1ovf32W4sqfLIT8pJ6NiuORnwxT8+Fnr/c8B76gYtJLpkosNChZ+zKzUMlzG60tL56iY59dpHPjdeo8pbm1b73R1AVJI+CYO8HslnerrxH2PGOQP9lgzFmxWGTIQsgdC9sf0Tp67ndgwx/7btMOwdq7Teb/0E3I8vV9QQIJJPCWkSBVPyYI2UaP0vl4BMLyOs3JNDACfhYXw7QCJy+VG7T5DWYXhskIGkQnrII58Jof1tVqwvnaSNj6Cwh0wPzvQU0lPBiOqS7b/WoA1R98QfB3iNRYNBgcLmgNwqsHRAaNzIYyDxR0wNb7YG81eDJg1OmQVPjmLlH2Zbhhc6yEHeS7c/0S+NnRKsXf3QCrKuA/e6XK+/YcKc7is36rK+Bbc6E7KLLJAM4eJ0PyRp+2eelU2FANf98Se9+Tu1RC8vOjRS75Aga2V+TOjgihZaCJ8apZcMfKnsTqMcVQc4SMZ5YXgi3625kEoehxGmCYBuv+ry+p1t0Cu/4Mg78I1y2LPV7fCWVZsfL/KIJhNTq6YSFs3aPS7/eu8OyTBSPy9QxO1TXUH2o6oDNk8V/6uPVEMMDYDAhYbv65zehx/UdxxmibroiB/eQLYc+zuoaGnw9jPXB8FxybCet/oiZSaUVQkQxbet0vomrW1m6RTKePloLbNOCpXUpKhG15oF46Frq2qSHU10YpEePyqkFV3gTY8Ths/ptIpTnHQfpgSKJnSVIUxcfDEuDFONVfVxAe3w+tRTD1JDj0HOAVaf3kLr1mVwO8uA+OHqrGUv6gxmddNTQ8DVumK9DtL+DfWANzi+SdGcVnxurYb1na87UzC6X4vnudydGlSZSlh3EYNv/sx7MVpGxdfgiqO2BuLgSegI0rABtKHbA7tyehGj33v10FNx4j8jiBdx+hUJh8t59dDW4sw6CqXSR4igu+OAlueQMumw72LnrIZ4afB3+pg52N8K2JYKyHw3+Cfe2QVgzjPwudjeBPlk1AZggOvg6HlsLg6ZBeYhN2dffwLksggQQ+2TjYZpHjCWMOnC/9n2EZkOGyqe5MNKtK4N2Dw2HSjRPTgJJ0m821fS9iX1CJypp2eZuahqqIZheKNH1ip9ZzI7K0bjpnnOx34gnVdLcIxpUVfTbP7kYRsmWZqtD7xzYYlQO17fCVGVrzuiw1mnppHwSckD8dDhTCX3fFthMIq9qptlt9Nv66WWtB01Cl0+cmwvh8HU9hpDmWgWK440vgQI1izIIUVUR1BkSYWgZ4LDVXrW4XabyuCk4cIeuPXQ1aO/9oIby8X6KYQFiVm1+dofOzra7nMbssMLugbhvseUT9N5JyYPhJBi0HIX8S1G6R1V7+ZFh5h95nuRX7hwdY8HXWQbDT5O0tThJIIIHe+NjMtI899hgnn3wyEyZM4FOf+hTPPvvsm89t376dL3zhC0yePJlFixZx//33f4B7+t4gHLZ7KLF6o62bN7sPGwE/6XYH5w7v4pJxPsamduJMDuHN0mtzFsGrkUlsXgHUPqeO35O/DNUbwVEoD9I3t+1XqXyKq//PjqpDn9ovVWdVmxRhI7Nhbz00roGVt8UybF3NsPGPmjjKjle2bW0L/RJKIRue2imPQpsYudXoU6m+v9c5CYRFrBamSen6rTkwKAneOKgyj8JUkY+rK/t8FE/vFtmz9IDUtXeuihGqoM9fXanM4zFDY48PS4c5Hhjm7P/8AJxcANUv6e/SxXDwDf095CgpC+0BvtvazZBlxBpURffjiZ0Df9aze2DkuWAnJUqM3y0kOULkJg3chTSK+EY5bxVGMEBqV5hrJirbHYVpwIklMMkN+ZNtvNngSoUxV0POpfBUrUjHuUXQulJBFUDOHHi5H3JzyQFdtx6HlM53r5ZFRpsfphbo8SwvTMyH3T5wTVFwesNGuG0rbO6Aghmw8jexJnWBDtj/GBz+y8C+91nz4OV+gmaAVw9D5hwoXqxkyxsHe5aTra1UwydQML6yAgb55DeVcYTx1tCp8u8zR0sxP71AY//5vX1fu6pC472hE25faXLnGgs/Dg60DLwa3t0k5e9fdkPmLN4k6VImK+nTH3xBHZv5Xq6yP+Hw2Q5WVRpUt8cee2Q7/Gk9XL9Yc1h7HKltOsAaBtsa4PPDof1R2PcI+CPvbz0EK25X07QnHXDDWnihHqbdCBhQMt+mYFaYYDihEksggQRiONBmMug9LP2PItMTTpCqCbxrsF1eVjd4+fkyJ3etUjK6v4gl2akKv9cPSqSS4YFPj1LF3m9X6e9TRgKG1l4dAdm/RTElX42gVg0QG0LM0zQKd6R0/qY3RI4+sEGViGNz4XAYis9Vs6v+sKVOogiHqeR6klPx2N+3SLRT1yGxzK+X67cjwkF6k+Bni3UsLkuWBz86Cn66WJ6y17+mqkivU2KX366C00ZpTZzqUgPM1w7EKqm21qnC8LRRqnCMx0XjoP412HSPCFXQ701/hu5W8DWrsWvZ8THrodgXN/B5TCCBBN4dfCxm2scff5zvf//7nHvuuTz11FOcfPLJfPOb32T9+vU0NTVx0UUXUVpayiOPPMLXvvY17rjjDh55ZIA22B9ROA2ROgNhRJbdp6w0EAgS8AcJhWyCzm5mfC2szo5WrMv91Axo2wezbgHXGKjb2j858q9tcMUMTRLxGJ0j0uL7L8HkApFKVW3yTf3dapiaCnv76SYOUP4qFEyFpFLY3t7/a0AZy8JU/TTGVS+sOAzDMvq+floBdAVUhvLYTnhqtwjeknSVYbx+YODPem4PLChVwPCZscoq9saKw/IMOm6YzsnXZ4KrDczDcNlEZTCjMIBPDYFCA8ougqk/hvwZIq/zp8LQcyDQfWSSxd8I35yggAJEttUdoYF4jQ88U6E+nCBv3i24Qn6unBHGYfYkuONhAGnvoNTPNA2adhuU3wFXZsGPJ8O1E+FnE2DsZlh3o4GRbDD1hzYdQ+Gpcvjxq0oqLDkImw5BXZzq2nBJqd0bVe0a9xdPgRf2KhniMOHZ3VJkLzmobf5+jcqevv8yrKwS6VrVDqF22PRg/8dQu1EKzJSCvs91mQN3irWBgBcyToB7N8u24+rZanw1KFnPB8NSCTT6pFZv3QVN+2BCav/Bfl4y/HChgtetdeqwOre4fzVEFK8fkA0AwK5Gg+Zuff5AGOyFcTlw0nDYkQxTrxQp7Mzo31c5iur2BKn6XsK2DaralByIR26KlCP/3g5JcQkxTwZU+jQORrugbm3/293+F1iYLauYZ/fATVug5AuQVmITSJTUJZBAAnHoCkKdz2RQ0ntPqma4bGoTpGoC7wLCTjd/3Gxx33qTqnYlpj0Ogytm8ub602WpFP8nixSbfWO24qt/bJW3/t82wVdnqjz+/vVKlD+7B254XXHk4lI4dpiS5a+VH1mI4A/F4u3iNHma9m7+FLJlBZeXDqGUgRtkgXpwpLuhOF1rqCyvSNIlB2UHFS+aGJEN232Q5JFlwb3rYOkhxciBMPz0NZGlrd3a1qM7VPr/+Qnwt80SLkRj594IhpV8X1gae2z8IJiYAvue6H/f9zwLDo/I1LxJPRvShrrB4VVT2f7gzQbXEeLZBBJI4K3hI1/+b9s2d9xxBxdccAEXXHABAFdccQXr1q1j1apVrFq1CpfLxU9+8hMcDgdlZWUcOHCAe++9l7POOusD3vt3D66Qn/MnWvx6Rd/gaViGTZY7hH0EU7dwOIy7oJujbvbQHjBIdemGbwMjvgpVDthVAUMywWrVxBNfVnuoVRPFl6Yow9fg04SUZMHDW6QYLUnXRDE5H14th/MnQlYa1OX1nADehK0Sd7sLstwD73uGR56sBWkwKU+lvSDyIskpYjXqFTk0A1Ld8IcNMf/ZZKeUvOke/bQf4Ty1+0WaFqbC/62SD2LYVrlH3G7TEVDTrNWV4PFB3Z8grRCGnQzXHaWyFbcJZRkifv68RfvtccCxpXDMXfIcunEtfGXIwPuTWih7hQwP/HSRPjzNgsNNNpVt/ZMzwzLg0b1qTJRhDbztBN46QqEwgxxdBL0eTigzeHp333N/9FAbN29fqmpZJi3l0F4F227XY4bZU73cahj8u9xmdrGCumhJlcMEpw3uzNhr2zbBjJP694n68ya4+Vhl1r8xW+VKUfP92HGoW3pvZXy2BbU1Ax9HzU4YcymsuaHnvh9BUAqAN0U+WTMKZUNQ3wlDMlQutrdRSYTPjleQbpkqh8KG6qfhsuPgnm09k/TfmgsPbojdJwB2NugeMBDa/WoAF8WTuwzOGGFzy8q+37MBLCyBX63UObpkik3qMJhcauAwlWSxTP1sq4NX9seI1mEZEAolJAXvFUzCeJ0WLqvnHDa7SIu3LbUwMQNGnQE7H4WAD3JdUoh3HAAMyJsC6VPlRda4DBp2gq8B4rhYmrpgWQ0cl2HgdHvwW11vVookkEACn2wcarewMch7P5Sq7jDruh0EQuBMxHsJ/A9oCThYU6WYx2lqjWcDu+plF5WTpMee2CkhjWmIUJ1TrHgnywulmSJLazr6bv+BDfJZtSLCkKI0xbCHWzWn9sbkfFkMACwYItHLQFhfDSeW9W2OFY9UtxL0GR6t8QYlS6zSHYILJmmflxyAc8dLJTs4VUra+B4K84pVzt9f8nxvExyPnivLVJXMQNhaC59ZJLK6IFV2Bk0NakTVH8JB+bkHfGpE7EpVhWkU5a/C2M/Alr/3fJ9hwqQvqionYVGUQAL/Gz7ypOq+ffuoqKjg1FNP7fF4tMT/0ksvZcaMGTgcsUOdPXs299xzDw0NDWRnZ7+v+/teIRQKMywlwNWznPxls0ldpyajBSU2Z44KY/m7jqj+NwyDkMNBlcsgNVkT5J83Qb0BWxthXL4sAb57PBx6BL74BbhzS89tHGqV2gfUoGVOMTR2QmuEpAzZylQuKhV5+NweeNUBx54HE7thyx3yfEnOg8JPgXuwfoaOA08I3jjc/74vHqpuio0++OYceVo2d0k1W90OX5ikSXxpxBC8vDlGqGZ75aP35E6pZ6+eo1KR/iZ8gEn50OzTZHrCcE2wp4zsSapGJ+1ndovYCoUh6IOajSpl/r8qLeCnFSgj+sNXYgRVRwAe3w0balX+cbgNNnVCwTyo6uX1iAGTLoSdKfCnLdC+WcHI3ME2Z401WF3T1zLBacL0QvkHfm68TaJ7yruHcCiEGerg5DIvmR6Lx3YatPtF7J88PMyikjB0v/0THgqFSe9FrMeTkmkl0OAHDIMN1VJyHm6VutIfUgn/iV+C1gNqgla7BWacA694+gaquUkKhJOcGqNL+lFtl2XB4/3ZS5h9yd54JOVBQybM/B0EG6DhFZnsZ6Qp4RJvKRJFUZrKpg42w4v7Y4+XN6uM6svTNBajzehcluwNDAuql0GeDTd8CnZ2QFsQZkTuSRt7kb/7mjS2t/bysIpibK7sQsYPgpYuKdtLM22+NM7gtUop8oNhkaRnDYWAP0Za/3K5wU3H2ATbYY8JD+3WeTeIKG/nwO9Wad/zk8PY/gT59l7BFfbz2XEWT+4yuWa+mlVFF0QuC84aA8NyYU8IpoyBYIf8yS5Ig+xOSP0ZLGuBVXVaJB51Bkx2wNbbgF6ExfJKGHHAoOYlB3O+m0TA1ZkgVhNIIAH2t1q4TJssz3t/P8hw29gY1PlMBqckWJME3hkcDpONcdU86W6tN8JhNfR8bo9IyJ++JkFOFK+Uq/z/y9Mi8Wg+/GZl/58xJV9ikgc3SngCEqd8dQb8ZVPPfgWpLiXab3oj9n9zr3h2SDqMGyThSyCkNeL0wf3bu6W61Aj1C5O0njx2mI6xI6AKqNoOrdeumKnXGsjDtapN294UsdQakwt/GMBvH2BTjUQPSU6RuAMh2QVNPql4m7sUX/583MCvB3CmQMoVcNgFw0+GbQ/HnqtcDd4sNdA88LrWAulDYPiJ0LRfa1SOsD8JJJDAf8dHnlQtLy8HoLOzk4svvpht27ZRVFTEV77yFY4++miqq6sZOXJkj/cMGiQTvsrKyv+JVLUss8fvDx5BxmWE+dECJ4GwgWWA1whih4JaAfYD0zQwLYvGoJM/bzDYVCNS5Wszpf5K98JTe2BEribKzTaUTgT/EvjFKdBhiiD0OETY7WuCP23ShHPiCMj1wGuRcowOv3x0rn+tJ9n3QKvIii/9CmwTcEGLH+p88I8tmsiOGqLO9Q9t6ZllPH6YthUtd39ip3whH9kuYvg/e5Vp/NIU2RBYpsqXo/jiJLhnTWxhfccKEbPLD/ctO0l3iwRp8qmMo7lLZEpOkkp9t0aI1ZmFavDjtESo5rqhokNNe4wikaug0o5/9KP4AwUPTgtK0uAf++DK42DUaKh8Vp6z2SNh9Jmw3yOD8yhCNiypMKjphB/NhV+tjp2bghT48lT453Y4dpiNxwhiDlSr/hGF48NwPMFuFg42mTnYRSCsceElQDgUGtgb4L8gc7iNM1kepb0x8rPwxCGRQjMLZcWxtyn2/PN7pa7+8Q+hZSeYudBtwA/nwOoaeHqvxuusIhH9r5XLuqKtW2PAbcH8El37WV5wO2IN29q7pQJ/bg+saYGy6VC9qu8+Dj1bivS/b1TCIsUFJ86DSYPATFJzuDtWSoUaRZZXgXggpNKr/vDQFrhwkryrQCrabV0w5Vuw4TaoWa6f9BIYMRbSh8Ozu/puZ3ejyrEyPH0D8+jx374SvrdAY3tNJexuMDl7rI3pMnjjkL7ns8fAsDT4ddyY7ArC+iooTJJPbRQ2Uk9UtknxPjgljCfsx/4wXMPvIt7rMfl25+FRGUFyJzt5ZJvB2eOkQM5L0XfqtHRvB8gfBk83Q+EBee5aeXDLaz0TEQ+1wbI0+Oo1sLyX8ttlQdgHbZWw+jcmM7/lJuT48GaxPnzxzEcTH5Xz+EHNlR+V8/Ne4kCbRV5yGKfjvbd6yYl459d3W5Rk6LHEd/DhxIcifh0AlmXijjAGTlNrqpZu2SZNzZdStCsokUpth2yjomuPpi4l+ovTIDsJPjdBfvjjBql6MBhWPJnlgR+92tMOak+jfEx/cJS8RoNhxarzS7R2C9siObOTRMBurFF8eelU7ce6Kq1pF5VqLXbeGMWg8Un8ZCd8ey6sq4Sxg2I+ri3dijGjaPAp/vv6LP2+f70+++QRcOZY+OmrWvO5rIFtC5wWjMpWnD05v38ff1AMnumJEaoA1TYkD+q/4WvyIOh2w+AknRP3sTBrBux7QLZ9APtf0tpx/OegYqW2090GqfmAZX+or78EEvgo4CNPqra3y5Dkmmuu4corr+Tb3/42//nPf/jqV7/KAw88QFdXFy5XT6NPt1vpmO7ud95m2TQN0tJkzBb9/WFBWo//LAZKPzV0quw1wws/f10lDqAb8h0rYUGxujb6Q8qoGYjgO74EThoJLx6A5/eLFDRQM5vjymSunZsMvgCUeKEoRVm/FLdI0v4aTm2phUPDlI30OKQC9YdgZpHKHu5fJx+eEdlSwQbDKgFOc6vMJIqdDXDaaJExVW1SkH5nLhxsVdOekVmx1w5Klt9NfOlGvQ/MNvjBJPjXIdhYq8l+xmARwusqRYRGsbtRpR7fmQflS5W5XDBEHjvnTQArCLUvasIbdQXctU/vO2WkyJqN1QN/j2sqFRjsaYK7Nkm1d+xFkOeEYXnQDNy9pP/37mqCrna4IgMoA2wI14C3Td/p3GKDdI97wGvjowjTNMjM/PAYA6X3+O+d1911BqDZgtk/gHW3xQIqw4KSkyBQCMYBXce+YE9CNYrWbnj+MJAE/9msx7K98k+9fBo0dklNcPNSWFysgHVLLRw3FCYVxLqTehy6vkdlS919xhiNx6/OgL9shLlnQFtEERtFznhoniy7jCja/fCv7VDZrnH1540xJcPBlphi9rcrpeQcSM/T2q1EiYH2eXEp/PBluHYuzLkJmvfLwD9zOLgy4HCXkgvJzr7eWg9sUELl2d0KqsM2TMiDT42IkLeTpbA42KLP++48uG2F0cMTa3MtTMqBr0yG77wae3xno0Gtp/9jqOkAIwRZhok74wjG2B9BvJ9j8u3Mw80NsLZKC65r58ONb2gB9vVZSmhdMhUe3wFnjVXn4FfKIdPbfwniwVao8EJLL1L12CJo+IP+btoH4Q4nmaX/zezig8eHLZ75qOLDfB4/DHPlh/n8vJewbdgfERKkpr735yDFVqzZhofMzJ7PfVK/gw8jPgxj8r9hGvCXzbKGclmK/UozVDV+y9KYnU5xmkjXf2yVfdT8Eq1fntipJHy2V3Gf0xJRaqN142mjVS3yz209P9cX1Hro4inSJdR3wo469azwBVXN9OQObXNTDXxluhpMHY6bk7fWwdhsuHQ0XDlDlU2VbUqkJzmlLh2Vo5jARqKXXy/vew5sFCt+cRKsifQUeHgrLCiRtdvTu2V5MJAVwdQCKEiGH7yiKsszRiuRW5qh83GoRUTz7Hx5oH53npSz2+vh34fgW1+HNb+AQJwAwZkEM6+GvTY4u1QluatBQqBTzoO5LujcBsk5sOc5yB4FlWsUHw8/AZoPQe44C8v54b7+Ekjgw46PPKnqdGqRcvHFF3PGGWcAMGbMGLZt28YDDzyAx+PB7++pDomSqUlJ73wBGw7bdHR0kZbmpbXV16cJ1IcdfoeXG5aYDM/SJBUlVOOx5JBu+rOLRDIcXyblZ3IKvHhICrcobLRIbfNrIZrtVefHQAjOnSDitb1brxkI66pUBry2Cu5bJzKjIyCf1HVVcLgFCtPUZGfJQZER1y3ouY2oV97fN6vU45p5Imc2VEtVOjxLP1sjnR57+0XOzoeKZ6FmBZx0Knz+aKjqFMHUEehJqEbREdCkeNMxyk4GbPj+AmVzUx1gfQY6LGjohs9OkGJ3UIoCEa9zYA/XJCdsqIGadpFWv1sN97fI6+cbeSLRjmS6frgNAn+DzkhJs2HBcb+2mZvcRdgXpukj1j/lvwWc4bBNa+sROnR9BBE2HaypdXH/BoPiNPjW96GjGewAhJNgZ7e8lKYU6Bpffmjgba04rOZqUTT44JfLFbT9eaPuAZYBx+TDnkpISVJJ/A9ejt0ffEEFxkMz4MThKsG/fLp+XzoVtrTBMT+Eit3QtQc82ZA2B378Rv/7tOyQgsoFQ6TmzE+JeE1tk48q9J+EiUduspoipLkUjH9vgcbjxhqpXT0OKGuB+ekKsgNhkWbtfiVxosdW2wGN7SoZm12kZMruBhGpg1NFpkbVDRPydA/pr8nAxno4oQMm5inAB20z+nd/2NUISettBs8JfqjVjL3xYRiTlmW+rXnYNA32NXoBg6kFmltqIwpwf0iVDi/uk3L5l8v02BcmDqwoAVltnD1WCbDDrTA6G4Z0wsY4+4yuZpv2xhAB450nc99LvN3zmED/+KDP41shZj7IufKDPj8fNOo6DVq6k8h1ddPW9v4cf4bbzcGGEE1Nmls+6d/BB4EPw1z5v8JjOvjmbCeNPpP712utdek0zZPxONSquOmq2UpIT8wT6RpNjle0qfnpolI4aYRIQF9Qr71gkmLA3uKAPY3Q6Yepg2UPEAiDczv8aKHWmTOLFK9dt0A+q4d7JTkBtjXAwSDsPCBys80PqyvAYWk/Wrv13m/PUSwcHGBotHbHGgNHseSgYuL6DqlMN9foOONxTKnWb90h/Ty3By6bBjcdq6olX0AVopkeMHzgt1Ux9sVJEg94LTBsOOpGaNoJrfshrUgk6TZbncdvWRpT+nYFpaadPRiOM2HDLXo8KRfcaZBWDA6vTc6EEK3tH8645L3Ehz2JkcBHDx95UjU/Px+gT4n/8OHDefXVVyksLKS2tqdWPvp/Xl7e//TZ0WAkFAoTHOju+yGE6XDw2E6DDI8Uob/tp1w3is6AvFF/t0rqym/PgZxkqcH6w95GOH8CmKYmvnVxJOq180Xg9lfuDnouvuzj2T0ifP65VWW9uxthW71K7acNVtMaby/hz8IhsL1OKtarZsNvVkhJFIVlSPl2Qpkm6bJemftRKdC0RWXW3RXwyE6Vt5RmSBU7EDZWQ3WHXnPHipgnq9sSkZXlgUCriNRaW4TW8ExlN58dIKM5u0jnI8urhf11C0TMFHu0iB+VJ8J4oM7pOelwKG6eLJwLYY9NsL/W7x8TfJTG4VtBt9PBHzaoRLDRB1XAinZ1FTXQmLplKZw/SUqA8uaBtxUdXwYiDMO2fl4t1xjfXAMXj4TuXZA1GlK96obeX8Jlf7MCZJclYjHNrQDOBA4BtQUwYZICuk+He3ps9cahVlkWRFUOSU7Zj/xpo7btdkjF0J/x/7BM7ffft+j4fniU7llRz9RGn8ZYaYa8t+KHyogsuHKm1Ag2CmSHuEU+P7S15+dMztfjUUzJ10JgILxyGOYUaLw6THl/PdmfD20Eg5Kg/BWDnHEWdtrH6xp+v8bkW52HDcMgO8kGDCbn92wWsfKw1DKdAX2//rjqDesIlbqWqXnivAnymMuog82/iv9QMEyDzloTxyA+1ETGRy2e+bDiw34eP+h9+7Cfn/cKuxq17MrzhAj1M7e+F0h3hanpMPqc70/qd/BhxYf/u/BTnObituf13+JSeKYfOyVQvLarQcnJBzf0X230arli2Gd3x55/apeEOfvWSiwwQW59BMMSxDyxM7aGDIQlUvntKmiPJN8vniL7toHwcrnK9cO27NXmFsuK4JFt+ntElgjfS6cd+UyY/cQDh1tVrXmoVVUvOxsUA7otPZ7pUQI3OeLJeswwVb9c82JsG4/vhImD4PQx0NWt2LXJF6kq9aghdEdAAqTBo+HEUmgHWtplk9XfenBFJZw0RcrXcAAyhkD9Dhj/WWivtXGXdBEOJvzeE0jgf8VHnlQdO3YsycnJbNy4kenTp7/5+K5duygpKWHq1Kk89NBDhEIhLEuppeXLlzN06NCPTZOqtwu/6cTjMJhbLAIyxRVT6vSGw4I/rpdPzp4GTQY17T2JUQOV9y8oUYm/L6CJ7txxsGiIJjx/WB4yRw2R2rU/TM6XGjOKsK2MYE27PO8aOuGNgzAuV+XHe3J6vr8wVSqjVLdI18d29CRUQZ6jty2HXx4PW8uhcBBUtkJeqj7Lj7qN2yFIGhSb6A0GJi9Br+sKahvx5E93CP66Ga6aAua/oaseZpwJGwappPSkESrr6E2GnTFav3+xpOe5PqoEFufDy5XQZcuWYGUFfZDqAssNYy6HjbfCoCmQfCI0hwxSBj6MBD5EsCyTzbXGm4TfV2aImFtUqmCzpl3Z/JAtpell0xVoDRRQLipVg6Wbj5VKszOo0uaDLfDtmXBqllTWnePVPdRp9kyK9MbmGgW5B5ohL1lBX12HxsCxw2Sl4TRVan8kJDl6Wj53BqRU/8xYJRxq2hXg/m6VjjWKVJey+lGf0mBYCsOcuAIE04B5JbFmBvHY3aig//gy3TPmpMPmW+BTV0FOqt5b3yG1gWX0XBQYR0hmgJIngYjX15UzYW+Dysn6S6A4TSg1YW0F1G2B/KPMj8Di6qML27YpTLFJcvZNSm2o1jU1Oqcnab6uSomHfw/QrXdWoUoA5xbD7p9Cea9GGMVzoeUwBDtNBi9wEjI/eaqQBBJIAPa1WGR5wnjex9VXustmV/M7tyBKIAFQTLq1NhYLjRsEL+wb+PUHmtXkM95irTeq22Wt0xh5TYNPCthr52s+fmqX5ukFJZDuUYIdJCL49CjwOOHiqUrG745UNx0xNrNVDfnCXomKkpxK3J84XPsRbaJlGqpy6s8bNTepr/c+aN9GZitObehUxcq0gkiTrC6t5Wo7oKZWStlpBbLc6o1NtbK621Kr8ze3WHYhtyyV5VZhquLkZBfsaJKnbWao/2avUexqg9QCeaimlcDkC2D7o+BKMRl/qYU//PEV2ySQwPuFjzyp6vF4uOSSS/jd735HXl4eEydO5Omnn2bp0qX88Y9/ZPjw4dx3331cd911XHLJJWzatIkHH3yQ66+//oPe9Q8MlmlQkq5s3OBUqTb39ePDCJDh1CRx0xsqb3zjoDJu0Q73oAmty6+J6dalPUtiZxfBDceIDDpmKKR5tECNGphHsaBEE0LvCcxpaqJr7ZL69O+RRlVrKuWL0+aXOnX6YJUOOy2RLGeP0772h4JUqeIm5oPfAakeKU2zk0RSlnwDWtZDsBsWFcr64FArnHOEzotjcnQO6zr1d2+i81974MI5UHc/bLofxv8MHt0h4ui0UVJEbavTJD4pX5P2d1/om919/aB8Yb8wHhq79Tro+XmpLtkF/GkTzBkMs34Ja+rg/zbBTYsY2KAygQ8VDCM2Hr44Cf5vrbykttbBTxfJG/SJiPoxZMvz9MtTRfD0vv4KU0WAfv8ljZHPjNWYGj8IxgO13VAVhL9tkfrz+DLA0JjuT6kKeq6rS5Ycm2tk0zGnSM81dSlZc1zEG3lMjpIHvZHk1D2ht3CvwSci+ZKpev/2WvkW76rXc6UZuh+E7Z4q2Io2NbaLYmQ2bO3H1D+KV/bDDUcr6HWGYfSVUO6Xij0UhvmD4cwSMMNgF4s4Ax3v9MEDJ4gWl9hkJRv84Cj5jt2zVj5kFW09bQDcFlw9Ccr/qv8dHnnuJfDewhXq4vvzvbyw12RWYWxhaKPKiFNHSYUdvfZ31KtSoyS978JlUp6u0caIHcvo70FXBVQ+Ki/VocdA7hgw3bDxASicZ0rSnUACCXzisKfFYnDS+yRRjSDDHabF78Qf0n0tgQTeCRwOA19cPjDLqyR2xwBkXkGKCNIjwW0p/ooi2al1zS3LejYu/fcOWHpIDaXmFKkXyO0rYoStaShunTEYWrrk2d8fpg9W2b2NfkeVsKkuCXEcpub0ila4aLIaG8eHZE5TlWEPb+m53VSXKifLm+DO1Trur86AO1dp/RjFlHw1UT5u2JGrnV4thwsma63rsqRgvWq2PjfeGmFMjhp3eR2yTshNjlWhvbhPxCyAx4L0Uhj1adj7H9j/ssRDJQsTAWcCCbxb+MiTqgBf/epX8Xq93HbbbdTU1FBWVsadd97JrFmzALjvvvv4+c9/zhlnnEFubi7f/e533/Rf/SQibMfImMo2TSIzC2MdD6O4aDyYB+CEXBlyB8PyWLVtvX5lhW7onQF5DN68NJZtjGLFYZXuZ3pgdaWyc9cdJR+bTTWaCOaWKHv398093+t1aKI8Zpgm7xf2ihxq9MlnprlLz586Mrb43dcoVavH0VPVFsXnxmvie3S7JrU74pSg+5s1gZ0/EjJ3QtVSWQ2MzoIdEVXbUUNUeh8Pt6WS0btXyzuovyxpZRt4R0TOfwB8m7QvSw+J2OoIyIpgULKsAiradAz9lTw/uVsK1z9uEJH81RkKJvY1KZPrslQicqhV5FbuJHhor3wwHU7wBZNwm2GcYf+Hugz1k45gMMy4XI2drmAswAzbUkLeu04B5NI4H9X71yvonFUESw+K7JlSII/ju1YrOPSHdH18YzY8sB6unq3r78FNUrOOyFKDgUunSmn+xADlXVPyFXAeX6akyYWT4aevxcbiiCxd4w0+kbh3re6pWHBZ8mP1h6Ru7Q3LhDtX6rgvn67yrHPGavx3hXQf6gxo/9dUyp91f5MaXv0tci9ZOESWJP0h1QVXzFTg+eoBEdcvH4AdDbHX7G7UwuBrJTAjDV5NlrVHtMHR6sq+97yRmTAo2eCal5W0On+SCOA7VykxdeJwBewpLhiSBnUPQ8MWwIC8KdBhuvFj4DTBjZ9wIKEgeLcRDoXJtnycOSaJoG2wujKmPFlbpe7E80tUThfF3auVQGyLeIM7TCmyO/waB9HFYbcL7q6Bsy+GyU7Y0ABpIcjKB3e6jW29v4RKAgkk8OFAewCqOy0mZr+/9/R0l4LShi6TguREzJfAO0PAdDE6YpmWHOkHcfIICXR6wzTklV/foVhwdz9xmNOUdVR8YvyE4Sqjr+/s+/qaDlk7Nfu0brt0msjHFYcVFz+3R/Hy2EGQe6CveGdohuKueOHPEztVJTk0E8oyFLOuqVRifX4x/OIYrT1rOpRUXTwU/rW1p1+q24JvzZHQ4NfLtS9nj1Pzq96+++urpTCdkNu/2jWKdr/WwB1+nZ9R2YrLe3vNbq+Hp3fB0cMUy0b3K9kpG4XiNJ2XcYXgOgma/bDvhdj7hy2GcDhxT0gggXcDHwtSFeCiiy7ioosu6ve5iRMn8vDDD7/Pe/TBwzAMwg4nQcOBgY3LDhAOBLHtnhPC/eu12F84JKqWtJlRCO5Wg6Zq6EyFb85Waf8Le0XiXDFDE8JJw5XdK0nvSy6AiJdtdSJt0t2aCPc2iEgsSJG9gGWI5IznIi1DC9j6ThG2D2+JERkv7hM5+8I+lclvqoGsJE0sDT5NnDZSxsYviheUaHL6e6ST99+29O/v+rfd8NMTRKru+gNc/hNocMDGWhifqwn4P3tiE93cYhmst3Rrv+5b13eb+Skq/Y+i5lWYPw+Cfmjvgkq/MowhG363RuTq12fJIqA32d3oEyEEKp35+esi0l7ap6A9vvFVe0RBnOyEL0y0+clrBk1dFgUpFpdNtcj3+An5/0snoAT+Z1iWid90E8bAJIzb9r+lEu90Z5CThjvJ9hp8Z64SG8kukZB7GtUpNb6TfcjWuChKFcHvspQNj8+UR/HSPhFHT+yCsTkKbqcVKCj8zjx5ml4xU0Fg7/efPFyE/yVT1cDn23PV9Gl4JgxLgfYQrKqWncelU6Uc+MJEkcMHWqRuKEyNJHUMHVP8dWsaOpZoUPzXzfDjhfJeXX5Y1iL1nfDyfiUORmSpOdyyQ7Ig+MxYba+5S2VUL+6nD740RcdY2Sb7An+oJ6EaRVU7bAzD+N3wg9mwvBaWHNB5vWZejNB1WXDsUJ37+m79X9Emj+WrZkvtH/V+zfLqXMzPh6GRz5z9c5sVrQYPb3XQ5tfrFhR7OGt0GEewi3DYxk7IWN81hENhkpx+nix3cd0CgyUH5a2W5NRC5oQyzV3RRVFHQKWBnx+vZMOWOvjHFjh3vMjzxaVS2HSH4PyJajLoGATPlcPU+VC/H8Z/1iZkBZQVSSCBBD5R2NcimWhhyvt7A0h3a96o9xkUJHqzJPAOYBgG1R0mqYbBtFyYVKgS91HZWgdG1Z8gQciFkxWfnTxCScpfL+8Z4xlojRdf7TOrUOurP/SzhopixWGVxP9nt2LPS6YquR6tAHpuj9ZbX5oictZpKdY0DBGqaytFgkaT/02Riq26DijO6FmOv7ZKsdr35ysm8IXgl0vhvImqKDzUqjl/VI6UoI/vVFzsNLVG66+RKaih7OJS2QwNZNc1Jlex99Y6+Ow4xRh7BhAITBsMN7zes6lrR0BChB/OhU8XQO0qOPgiTPpy7DVDjwUbAzq8mEmdhI/km5BAAgn8V3xsSNUEesK0LFpsD3/eYLC1ztACvcTi9FFhDNsm1RXLDoZtlbW6LZUIn1QGKU6b7oDBqy54faPIy4pWWBXxirt9hbJghWmaqGoGmDwWDIH718HXZkVIPz9MLoA15TChCH7ymkjQq2ZrwjjYIkJx4RCRChuq1BRreJaIm+WHRARle0VCdndBtgW3xnWfrO2Qguy786QujRJCc4tjXSqzvSJT+kPIhpoQjDoP0hbA0/u1jaJUKc4yPAomgmHt701v6D2zC0XidPTDUZ45Aur/rL+HHgODJsCqG6H1MDiTYciJ4JgOf96rAOTWpSJrrpip44n3XB2W2ZMU7w4pW3nBJDjUJiVt2JaqNjdJ5PW35sID6403CajTRkNlh8nBNjdlGS7SnSEM/xHSpgm8LRhGrIzbdnlYU+fgke06/zlJFueMtRibGcQIHNlb0Rn2M6XAya+XxwI0K1LmdPEUKTK/Nksq7wOREqx9jUqSLDkg9XV/hCqIkJ+Ur8BtwiCNuef2KImxvU7HsKtBpUpdQQWtHofKp8qbNW6bIirU5/fAeSXQthZaXwFXOhxzDGwMKdmwv0lB4roq6A7qfmEZIk8f3aEEwp0rY/ek48tU6h9Fa3fMnP+YoVIrREvxQWNkxWH4wVEq3y7J0PW/sVqk6uDUnuO9IEXbjD42IU/q+YHw+mHIHg1VNTAl0t/QH4J710ph/q05GpOP7ZCS4KghUgivOKwg+3ArfH2mFhA7G6R2PGoIHFUKzi/aTEs1WNIAD2yMdT/wOmBkjkF5q0lzVxK5STb5yWFcwe6EsuBdgh0OU91uEAxL/TK/RPf3ddW6Hr49VxUAaytF/E8pgJ31SshF8bvV8IMFWhx9+wUlKE4brWtud8RLtysE6Y4wrjw/wcTCJYEEPpHY2+IgxRkm1fn+3gOSHTYOw6a+ywQSSvkE3j4sy2RzFYxMVkPGbsDlUCK6KwjXzFc86LL08+weGJIOf92k2OiKGYpR9zeJqJxWoBL+FKcSmJapuHN9lcQ2A8FpxuyibFSxd/0ixXPlzSJJC9PUMHJwqkQuf4yzgJqYpyqt21do7TQsUz0EXJaEAVG4La3rGn3a786A/j53PDy5Czr9sdgyFIaQCUsilnNJziOrUEO2YumxuVrv9u5pYhmqaNpSq7ixsatn34F4lGbouDt7rTvPHgYTLaj8s/Y/bxJMvhDcyTD1UvBmyZ5o9V0w6hSTQVO8dJv9yIMTSCCBt4wEqfoxgxMXdDvorDfBYXBiXqRreDu8Um6wtc7iJ0eFOHVkmL9tid2lZxVq8ecLQJIbWrpMSILXIyTqqByRH1F0R0qIJwwSUVqY1v/+WIayhjvr1QH7X9tgai7M8sLfI9vb3yxickSWJpj9TVDbLkNuDJV4tHdLGbatDt44pGY7viC4nJDRRg+SGEQq/mG9Js+7VkNVmyb+/iwB+oPpBGMWfO/l2Ht21Ev5evUcmFek/dxUo4lxXokmZbel8pOmrtjxnzxCE+7wq6BoKzj8sPL22GcFOmDPI5C3H664AF6ulhft0kMiy84ep/LSKE4ZqWOLx74mZVK31en5wakis+s7RX6dMFyEsMeh53+7KurXaQAGo3MMrpiWhNmdmFTfKQwDHGE34U4HXU3gTgdnqs2SaoMHN8XIsvpOuGuNyWfHOVhYECIcHLgU0G95+emrRo9rO2QrYD17rBos3btWdhAXRILD9oCSEXOKpcTuz8sUZPRf16HyoLCtsffaAZGkj+3QdfLMbt07cpOU2OgMiETqCopUPNgiAvT4DNh8g67lKCpXwtAzITwDKtthcJqI285IQ7eX98cI379u0uf+e7uaD0zM02c8vy+mbjDRfcdGzQt6I2QrgD5/ou5V43JjxOll03RsSw7onMwpjnlNvVU0d4tMG14BnxoJd0QaGuxpUunYM7tjjfFauuTRHMWeRin1J+TpOMO2CNafvQ5pboNTRkKK28CKKHS9DpHlD26AirbotWOQ6jK5boFJhtVJ6K3ezBIYGGGbuYU2IVtj7PWtUt6MzNZ992+bYVganD8G/rRdxH9vj+F2v8bBq+X6f1s9BLZpTh2Tq/nX67TxDvETDCSqAhJI4JOKPS0Wg5PDGP10Dn8vYRiQ5rap9yXMnBN4Z7Btm9IMCBhw2xr1mNhco9jnlXL9JDslNonOkZ8aISGLjRSgQzO0Njncqvjnqllwzxr49GitXTbVKB5dVDqwKnNOcU8v0kBYpO2iIeAuU8K+K6BE5r83arvx2FSjVc+JwxVHHjdMpKQdaVq5uFT2WW2RaqM0t8QAT0ZizmyvLAAGJUtQtLVWMfJxw7TWrW5XTJDlHfhcOk3FBU/sVLXTv7crAZ/klKXXUUOUfE9xwW0rJBByDjB085J1PuNxcjEM3QWbHo09Vr8DXClw1E8gfSR0OKCgGEJBWP8HmHCeSd58B8FEw6oEEnjHSJCqHyO4bS/bHrY4tCRO7ZQF37oa7tgvFWNtB2yrN5hXFKa82WDZYS3ok5wqz1BFssHkPJESICKuZYCsW6MP5g9RB+/ohNIbHocIGIep7RRbcHgPBFJ7kqG7G2O+O0MzRKwOi/j3VLdrgXrqKCmIXj8gAjg/BYY2wqLB8GR5z8+t7VC28KpZ8sOJlsyD9ucbs5QRtW39/9wefb5lwJA8EUGfGSvyJ1qGbKMg4McLYX2tvB7DdiyQMGyVTjf59JjLUsOsJ3dpMr58OqTUg2HJJDweNeug6HRZCPiCIlUbfLHu6blJKqlZcThG2kYRzXYeahUBu6hUnTmf2a0y1a116g5/dKmCm97EwI56gyd2m5w5zHFEki+BgeEKJrHmLpOGHbHxl1YMM66G/HkqYY8Pfh7ZbjK70IWT/s+3aRrsb+1JqMbjP3ulGLh7jTLso7LlCxoIQ1G6runjy6R4Bo2FKA1nID/Iu1fDlbOU1d/XpOvIYeq96e6Yr1VdZ19/qvpOlWplm3DwHz0J1Sh8B2DkSXCMS9emwxQ5W9UmW4ooDrRorJ83QUH3d17QPeDrs1Q+bxpSvPoCuvYHohMr2mQF8oUJELRFqPpDGoO/OEb+y42RsVkft7/1nRrrx5XpfhAMq7QsSkjPKVKzLBCJ2ujT/XFrJGB/7YDGW5RUHZktBXAUg5KlWtxeryTMnCIF6iAF7r3rpNw4e5ysRKI+tfGKdNC98ualJtcf5cEKHaGlbgL/FZZp4TvoYUiRQVtIDQPXVyvJd+Fk3ddLM3TttYX6Nn+LwmkqkZHl1TWa7ZWidXKBriPDhhWHDeYWufCSIFUTSOCTiEAIDrWZzC/4YO4B6S6bugSpmsA7RCgUpjjd4DsviGjM9EqZOaWAN5PB/VXpxcdq+5v1E0Vrt9ZgT++Cz08Q4XmoVdsflS1iMR7jcrWmiq4zR2SpMWmaW36jZ41R4vqf2xTr9SZUo9hYI9HAyGx4eR/MKBIZe/5EraNuWRrrjXHtPIlpFpcq2W+jCqjHd+jvb86Rh+u/t4tEvn+9Hu8OKtZr7tKxBMOwoVox3OKhihdOHSVhw2fHqSKspVvinUOtKumvaJVFgMchEcD4QX3FAE1dsWZboHhlXhZs+HXf4/a3w+a/QNlJsOvvWocOPRaO+hGsvMOgYKYLHIn1XwIJvFMkSNWPCZyWxYHnLXz1BuO/DXYKWEDrWth8B3z9Gvj+GhEuKytMJmZ28/kxIc4a46TBZ/CLN3qmzoNh3sym+0MiXfvDM7u1GK3pUDbt7tUxYtQypGwbmqnJa0stHFWiyTdtCszplsIzza3tbI2bAIdnQUGqSnzXVvX8zDPHqETTYaoj+jWToWQA4slhKGv5zC64cIqI1WGZKqV4cEOMnEx1aVLPTVbzmGf2yLu1NEPl+FtqRa6CAgdfUBPsP7bq2J7ZrYZRjT6RIjUdIq7iA4oGn4ipLQEYOg8qXu+7vy37YNNgZUqjyElSeYttq8lW71IR0xAhc0ucF9Cr5fKffXa39sFG+/rN2RHyl77E1KvlBp8qcw5I8iUwMJy42PTHCKFqQMFsyD0aQk5o7QCXFy6cJPKsJvL9BcLQHjDIHGCbpmlwYIDSfVBAmhbprDo8Yulwx8rY9TGnSGPlwskK1gYlq4x5xWFd0xuq4QuT9HviIJU+F6Wp9HlyvgjJ0oz+GwwAlGUpYExLhrpeTeZSi2DEV8DIgp8v65lscVkqaTpmqALV+9bpWjzUKsXqhZP1mv3NsU7s6W75VdV3inSF/q/h6OP+sMZs2NZY7440w/rdaiU8LpkqZf7rB9Vs7+ihPTvJJjulxChIlRJhUr6SOrWdIjqXHRKBHW2O0BGIBeFpbt1j/rlN/1uGgusnI80Bt9WJ0O6trl9bpf1wWaoMeHxn/+e9qQuauk1y3me108cNps/D7udMao+H2cOUpLh0qu7ha6tUVRFFTnLf7yvVpVLAdLfmudNGx5Q6/9qmazfDI1Xz4FR4Ya/B6YmkVQIJfCJxqN0kZBsUJH8w5fdprjDVnQlSNYF3Bssy2V6n+a3Rp2SiZUrgctZYrS96vN6QEMRlaQ3ZH7KTVGFn01P0cu86uGiyxCFrqxTTzShUYuL+dbJv+uIkCQF2NSimvWya4rCfva7XHz30yMfjMDU/r63Wemt0jhSr8R6vAKapisdX9qvqEdSo+bvztJ8eh6ztdjVqTXjNPK3JWrtF7GZ41DS2rlOxrdsB+cnw3Rdkre6y4LoFioPjrbocJlw5Q5WaL+2FifkS3Pwzsia20XFmelQV8/hOfTfFadC2feDjrtkIw46B5nL937QXMkfA1IvBwMBtuAn7LMIhsDxhQq6BGxo7TAdGt4uwH0yXje0OJJSuCXyi8b6RqpWVle/4vYMHD34X9+TjCcPvJug16D4Lfrlfiz8DmDYEzpoJVoMmgQ3V0B20wQYj4MfjhCd2uvpsLxiW8gpEFnQERO717si4tQ4+O16T7D1rZA5uGiIdkxyakLK8Upi1dEmJ9u9t8OrB2DZclibET40Q0eQPiczZWN2XUAVlBH94FOyJZDGfPgxfmgTfydB+PrFTisDiNG37nnXKBDb59DkuS2rN+OrZNr8I2p8uloLshX16fH+zmpNcOhUONMc6L7Z0q+z68unaXnMX3PiG3h8lzfojfA62KPs47aj+SdWUdFklzCnW/wUpOp/t/hjR/bnx2n9fUGXCF07W/vauBq5sU9AS/c6ijcSuna/Saqep/X5shyb8QBhCtsEA/HkCR0KXg6p1IlQnfANWOeCevSLznCYcUwrj85XV/v2aWLbeeQSLs3DYZsgAthog8i7Lq4As0wvXvRRTIC8cojH0vZei6nPdD04dqWs06n21p0Fk4V83axznpajZ1KgcXS8zC3VtLTnQU92c4pL5/82bYNIEelzs7nQYegWs7IT9W/uq1/0hkZuXT5eK9uQR8PTuSOM6U0FqdJ93N8IlU6CzQ0rPNLeC32vm6Rr2OkVSPr1L139Zpmw5SjO0S7saZH2xqUZjb0okMI36Yx07FGYWycM4vmldRwAe2KDmV7MKYyr+q2bDjUt0T9xYI7XCBZOkqv3dapiSb3PSCONNe45kp+6Jz+zueT/YWividWNNz3NT3qzvMxDW/bquQ+OztzK93Q+5HiPRuOodwum0qHgdUsfDozVQlKvF1MRBsp25/rWer3/tgK7TqI9viksVCfeu7bkQyk3SIiiqCm/qkop8xmCYMMggZJgkuPAEEvjkYV+rhcO0yfF+MPfsdJfN1kaTxJSRwDuBw2FSG7f+W1upRPxzexR/Xj1bYo76TsVfp4zU604crjVZb4zK1looZEtpOTgVRmbB+Dy93wAGJSkh3dItUYllwszBsHCoLMxa41oSvFIuS6yjhojodf8XdsMwZO/zk0WwqVrVXc/t6fUaIMujeCA+obr0kJL2187X/9EmWYNS9NnxzafcFnx5mqqx7lwF84rV2Cs9YhO3oER2Xr17HwTDiilvOlb2eg9t0T6cNkoVTU1dOiebauAvm+GaOXD7qkg/hyPlbfoZ/027pVoNtBts/JOThp2KUpJyLSZ/ySKppJtgL7GN2/ay53GL/S8ZhANguWH4SSalxzrpNhJVVAl8MvG+kapHH300xjswEjIMg23btv33F37SYZg0lMEf4jJUNrCmBqo64erRsVLSk4bbBAK6QYYwqOno+b0YwIkjRCJ+KkJ4PL1LZRB1nSIyOgPKEtZ3iKD5/Vq993svSSF37DDd9DO9Ih5OHiGl3qrKnoQqxEiW781Xw6kUl9Q94weJWAiERCy+cTBWgrn0oB4HqOmEfa3w29XK2l0yVZP4Z8aK9D3cCqsq4OhhKq3oCPTvrWqjbF+6u+9zj2xXx/G712iSNA1NcNH9HpSsSXFjtbKVm2r6bgNETG+uAedYGPNTsFqg4nFo2iMfV2swHIvINrclwvQ3K/XdDc9Sw7DsJDXk8QWV5X12j46rN1xWjJyKP8Zb3og1n85L1vl6cKPKVZxGIuJ+Jwh2awwVHwevAy+Wx54LhOG5fdDUrYDonHHqOm8YkGSGjkiqFqf1bCo3Okfjy+uETLe+/0xPpAFUZDuFqRp/P3yl5/Zs4IldMDxbpODmGinFb35D5eaNPjWcOneCzP+310ttEM3K370m5tF77nj480Ztd48PskZAY8TnavTF0JkEU9Ol4h6eFVNzRuELihRdVyXv0K21Uol+fZaONb6XT2s9dL0CXzsGBmUqmI4PQGcM1vv+b6326/drYFKeyqlGZEXUgiN0LCkuJSTmFGkMTx+s5giB/hPxPL5D5GdLJHhfWylSNkqIhmz4wwa44Wj49hglRSoCIlr9IR3H07v7+oP1NzZBY/7+dTEbgaI0+MoMJawa4uLUQSngwCQQOFL0nMBAMAyD1gMm7qHgjCSuQB7F0YRaPLbU6pr6zBjZQlwzX4mI3guhuk54YL3mnnvWxh5fXQknjbBxWhBMOAAkkMAnDgdaLQZ5w1gfUFYl3WUTDBu0+g2yE5nzBN4mwmGb0Tmx//+1XYTk2koljV8/oLiqLEvNp3bUa70zMlsk4kv7FRMZKO46eqgqq6J9J+o64fxJIjr/vT0Wex4zTDFdfadEJNfO1/PxhOqb+7RNzy85AHsbRcj2ZwEwJV+in3Y/vLIP8lMl/ImvAnRb8IWJilUvnab9WRWxnrNRTLiqQmrai6doXba9viehCorL71qtJOzmWhGyc4sVR760X1Vht6+IvT7VJSK6NEMxYjCsfhhfmKhkrWXKTm5qvnoHRGOQc4vhB6OhOxly/LDvof6/x+xR0HKg7+NOLyy92aA7LqbprINlt5gsut6NkRN6M4nvMlxs+5vFoaWxm1moG3Y+ZhLwGZSd7iQQTgQ6CXzy8L6W/19++eWUlJS85dcfOHCAe+655z3co48Pulzwr/L+n6togxYXFHlUpjCnyMATec5BmNIMm7rO2M1x2mCpwp7eLRLv+wukHjvcqknoP3s1+RSnw5enykg7HssP68dlwS3HaiIcnCbj8KjZd2+EbS1cR0Z8dB7aogxemlv74bakOLtgkgjApi6RJaBy/eIUZUr/sF4k5A1HqzTjtFF6zaEWyHCLyCpvHvg8VrTCiNK+jzf6dA5ApNjGapUNV7RBQ2fMRHxvkywO+iNVXZYIr0YfVPvgjs06hgvOB++rkDcN/rIftjTA3CL42WKp5aJk+J5GKea+v0AKuN0NIqX6K892mPL2i+9AOTRDJNw183VON9VIVfu71QoKgqEwbrs7Ufz/DuD0gmFC1jx4ZWv/r1lVIRXcA+tVLjU0PYwj1M0AfB4A7pCPHx2VxG9WmZw5RmPwiZ0KvC6YrLFQmBojBcsy4aIpGucD4fEdClZnDFbwmeLSuPv9GvjWXLj+1dj2QrbG8o56+NFCqZ8PtYrki6onnzkM15wHrTfDhKthgxMeXx4jecfkSOH5u1UxchJ0L/E4NB6+OBluW64g/IThPffXC+x+BWYcD6uq4byJ8PCWmNp3daXOxy/mQcsu+NoouH+vFLK3LlMQ/43ZUgb83zq9Z1ONiNg0V6zBUH+oaNO5imJzrTrV5iTFyvs9Dt0PFqZB1csG9ZPB7VLg/e/tfYk3UOLlxV7fkYFKvA61xkjVw61SQ54TSegATM63OdBiUtPmYU4ReMJd2KEEufp2EA6HyR5tU/6KwQlflsfvkHQlK2r68QUHkahHlWgh2dQ1sF9bVbvmxiyPuva++XibQb7XAQzgVZNAAgl8bFHeZjEk9YO7T6e5NKnXd5lkJyeS5wm8PYRCYbK9qiiqatea7bblWnf5Q1DdobXV8Ez1o6hr1xy5skJk69dnab0TDMOqw1o3DstUY9KX9inGue7lvrHnzgatT25dJoKztXtg0YqN1qZnj1Py87JpiqvireUm50kgYxCrXLz6P0qElqQrrvQ6FLO+sFdrShutqRYOkc3bXav12KYaxZWjc0TKPj3A+jZki+QdmqHtLzsky7aX9us8RkU+2V71vvjn1lh86XXIK3ZIhpK/v18tMYSNLBAe3wFzSyArBdb8FsqOB386lCyAg0t67oflgtGnw9petEr6ENkBdPcTq2LDlocMplzhxMbG9DsJ+00OLes/O7T/RYOyE53gSpCqCXzy8L6SqosXL2bixIlv+fUbN27k97///Xu4Rx8f+I1YeXd/2N+qm/lxZSLijh6aTLvfIBySomtNZawqYF6xVF+gxeacIk1QLkes62JOkkqJg7YmWJDCM2r+7XFIidbml5dpa7cUrUfax0ZfzCMSpEy9NkIAdodEJp09VqUiE/K0+DWAU4pgfxX8+5AmvF8ukwqvO6jJymXJOzIQggXF2o9dDf3vQ35K/xlQgGSXyo7T3Nofy1S2NTtJEy5oYZ7mVslwfGOTZCdcPUe+Q8eX6dhApOdvtsBPz1Imdkskg7jssHx+ehPAIVtq2ounSP331RkikeNVgAZ6Pl5xleSUiu/etfrMr86Q2nhPo47XxmZcdpBg15EovgQGQjAJChdAl9m/Cho0vjr8UO+DknSbVNtHOCLJtBwWfsOFbRiYdghn2K+GSQ4Ppm3w7bk2962DzbUKZL40RQR7m1/fbVnEmPWccfDGgb42HfFo9IlQbffLZuK4YSprnl+i4LY/1WaURHpxX89GA6Dr6aUOOO1OWF4B/9jS8/nt9dC0Xp7FUWIQ5Ffa3KVA8t41OpY2v+4jUb/U6XnQth7sMHS1wj93Kcj82iyR09HmWa8fhMVe+Ue70+Gr34VmO3beXymHsgwFxS5LyY9UtwLdorS+ZfhR5CX3LL33OnR/u/ENKReilgm7GuCNdph6NLjbFRC7Hbo/pLh0P42e19NH63N7n+dzxqkbbUk6zC6STxjoGF2WCOBpg2FKgcGdKyEQNnl0J1w7z0Ohy0d4AN+rBPoiGAyTNznMgdcsRnvg7wc0pv65VXYYm2sHeKMBrf7+G3LEo6Zd5P+dq2KPeRzgC5v4SCbJaeMmCIEEwZpAAh93tPsNGrtMZg764IiGNJcmxHqfwagBWz0mkED/sCyTtZVSbf5njxK+F07WOmd9tWKjk4ZrnvvXVjVAvTXS5yEqtImqT2cWwqKhsPKwEvRnjJbqsr/Ys9Gn5HZphtZD0R4RA6GlG9q7tca5f53WPedPUqxpGtDYqWTn2goYlydRQtiWPd3ZY+GWZbJ7e3R7z0ZZwbBIUNNQrLzkoJKw1e2KEzM8PUUD/R1HdH0bCGvtbBraRm6S4rzzJvatSvIFVd5/+TS9/nMTJBgyDcXuX5qieOX+XXDWF2DdTTDkKBh5ChRMhd3PiCzNHQvDjoWND0JXc899Sx0MDQMQwgBNew3MoJP9L8Pup0xmXjnwl2CHINBhQF9XwQQS+NjjfSNVn3/+eQoKCt7We8aMGcPzzz//Hu3RxwsOI4zbsvp0dY8i0wvP7dUivyzT4GevG296fy4aAt+YbfPABuPN8gJfUOUJxw5TmcfRQ2ONkFJd8oi5e7UyZclOLfq/MkMejQda4O+btY0FJdpGXacyiEMzYr6kvVGWpcxgFDaaCKMELajU/ZKpmpzqOuDr48G/BhqGaftvHBQhUdkmjx7b1uuDYSnSpheKrHy1vP854fgyqc56Y2yOJr4DLSqrji9PLk7TpH3bcpVyWKaChhOHi8BNcYlgWXlY5Fducs8mNDbwrx0ipKNkEigLOjm/bznJ9jodl43KyL82S1YM+5pUCn7sMClnD7cqG1qaASOy9Z1EJ+sHNoh4vWOl/q9th7GpwYEq0RP4L2gKges4SPIe+XWmoWsnEAI7Ugdou728UWnyxC6T1m4oSrO4aJKDdK/BHcsN6jvhK9P1vumDI6qA9pglwPY6KbLLm0XuHWxV2ftAxFBZlkjGqGr84ina3uyins15emNNxEOrN6ma4YHpRbCraWAlenU7OC3dKzoCKqU+0KzHUt3gi7vw2vxSpk8ZBKemwcZIVt2IBKS+oBpafWqkbAogUiYVSWx0t8Chh6D44sj70H3I44CD5RoDJ5ZpbNZ3SjX67J6eYzqK48pUjhbFscN0/lNd8odecVgKxige2iKrgWmDlQTa16Qk0FWzpKhdXCrVb3G63r+zQSTy1AL5Xb9+QPt7zfwYqQrgD9l8fZbBK+Vwx4oYcR8Mwx0rTW5Y5MYRSvhYvR2E3F3MuNJLxUqTk/IhxZKC3G0pidh7geQ0tWjc2aC5INrxuD8ku5RAiVp3OE3NEwYGf9tisLsRZgw2+fw4C6M78b0lkMDHGYfaNTkNSvrgEl8uC5IcNg1dJhyxPiaBBPrCMAwGpUAorJjpnHHw41eVnI/it6tVlv6DhRK19J4eo+rT5Yflqb+yQpVJw7Pg3zsG/uztdRKslDdL6BNVfPaHskz41XI1XP3SFFUSXvti39ddNBlWHJL1wBUz5bm/o16e9m6rJ6Eaj1fLpbpdclACpH9tUzWW29Ic319lEmgdFo3JF5Qo7rv5WK0LzxgjwY0/1JNQjcc/tsG35ijuSHercfJxw2S9FxUJOfPg1B/BoUfg5R9AZhmMORNcKbD3eZGr/n4qcbyZsp8bCN5M8Lcb7HpcaxaHZ+DX6nk7UfGYwCcS7xup2rvsv6amhi1bttDW1tbv608//XRcLtfbsgv4JMNt+zl6qIdn9/SV5LstZRGbfLGGNl1BEQRHRZRb+xoNrplrE7AhyWmQ5Iz4LHbBjjop26Kkw4nDNZE0dank4ZhhyvY9tEWZvpvjutAfO0zkSVW7yp+/MDFG5MUj3Q3jcmMkSRReZ8w7FTSB5yVLNXdcOuy4FzJPhVciROiKwxEVpg/SkqChS8d612oRU79ZKSXSJVPVQMQXjJ2jL0xUSX1WL2IswwOnj1H5yXkT+pIvh1rl8XrtfJFmJjrXJelSPoXCIpynDlYHyWfX9T3+gy0qI/nmHE2sT+3S55w4XCUyf98S+9xUtxb8V86UWvXmN/SaaYNFwj66XV3fF5TIw3ZPozxh49HuF9EbJfnyIwR0Am8fhmGQ7LT5w0E1RBue1ddDEzRGDraIYGnzG/gtDwXeIA9ts3jjUGzcHm6FVr/Jb1drjH1mDGR4FZS1dmtMrYpTQUebMl0wCf62RQHo6aNFDPl6RTYGev9v4sZgVbsSEL6gEgADZdtTXGpe57Zipf0GClwf3S6Ss+0IwrtoomN4lsql7lqt5IwvIAIqiuIU+MEYaF4FG5+HcEDB4e64/apoE7EVhdMEZ9w6sX4zlESC09NHy1rklfLY83nJSq48tlPj9yvTde+JKhCdplSoB1ti6vrJ+fp96zIFt3sapdDojad3axx7HTqnm2vhpBFKmty6lDebPQxJ1zkDJVlaIopYG9mVRMvsQJ7NN71Bv0kzKXxNMgc47wn0j1A4jJ3USd7EZDb92aBjCPxyhe7xP1qo+SxawTE6R+WBXoeI0lUVItx7N7YA+bXtatC8mp2ka+orMzQPlDfrmt/bBMkugw01FlNzndiBRKlcAgl8XHG43cJl2mS4PtggK80VjpCqCSTw9hAKhRmaoUTxoGRZG7X3E++tq4YFQyR8ia4v+sPQDJGCbxyE/GTNqwNVCaa6Y8KaF/ZpDr35jb5JzbnFskMLhiWy8Qelqu0PD23RvGyjNebWWoljenur9kYgrPfMKoyRoAWpWrN9epTs1Hoj06PzUdsBwzIUB1e06tx4nFAZiUG3DFQhg+JQ04AVFYrhH9kuS71dDSKSTxkpQU9NGEZ8Dcxq6DwAOx6NqVCrN8C0L8sr9dByMC0omg0pBSJKdz5Bv2qjUafZ7HoytkbpqIXUQmir6PvarBFgeBLynAQ+mXhfy/+jeOaZZ7j22mvx+/tfgRuGwemnn/7+7tRHHEFbKprDrfabJcKgReDXZ+kGfOYYES6+oNRpXQFl/f6+RSTjjgaDNw6qK2OUUEh2Sk3mtGKfVZoR83tJccNwl8jPmYP7esq4HfByucjbBp/Ul1+eJlI2SlaMypYP5PY6KULTPVqQVrVp0oqfOF2W1GXDs6Di35A2BvYlQX3k5h4IqxR/TJ72zRcUaXL1bClETxguC4PmLmVKDSPWVTLFqUX0FyfpfY0+GJqp8uT71mlC3NckFWBvH9Nlh6RQ21CtbR89VITLKaMUgPhD2q85xTJPf2Z3zCsVZKew8rC+p1SXvo8kh9TBY3OVVb1/vV570nDYWS9CaOEQ2QqAFuw3vyF1qsOE5m6VNo/KVpDz5409CTPL0CSd7pb/35GLahLoDdM0CDg8NHaZWBicPgYOtKp06PYVMUIMRABeMFnq7pNGyKx+Z73JtfOdPQhV0PfhD4lQnVMkMvNHr8Ser2zTdwy6Nk4ZIb/SxaUKTm2kSr5qdk/v0bxkEaAv7pP1A+ja9gflMfWPrTLdj1dexmNmITy4QYTTc3uUPDhllALrrqDuFfGEa28My4QZBfK3Otii6/Zgi4LNsZGS6+GZ0LUFtt0Ve19KAZReAjf2shWIvy8sLgWaez7f5df9YkQ2rKtU0sNlioTM8say+2urFMxfMlXjJmTrvlmQIuXtMUNlN9LQqftAyNbY7jgCgbyqoqfKfPkhBdDx3XPrOhVcN/qkdBiSAQXJsLJSi4KopUhBiq6Jgc4rRMrmEmvlt41w2MaVHmT81Q4e3G5wykidy+tflb/wolJ931Hi/x9bYo3DbjtRi5n1VbqGQrYWdTMGK3H49VkwvxhGTVFizh+UB/KPF8kWwDLglJEGQYcbpx0mHEwsRBJI4OOIQ+0mOd4w76BX77uKNJdNve8D3okEPpKwbZvOgNZpJw7vmdjvjU01WifOK5aiM4qR2Yp5kiPMw1O7NIe6HLCwtGdVUDxmFsKdESFAQ6fWSNfMh5f3wY5Itc+iUq1T748TrWyrk5Ao6lEfjzcFNRFbu/Mn6djWV8GpowY+NgOt6YZlaj4flwsWigk9Dq2tH9ke62cxNleeqP/aJuHOkHT4wcuKmReVKmYYkQUeS+dsIKS5ZPXV4de5emyH1gkT87Sd+9bFRAGWAacPhZHdPcv6/W2w/Fcw/nPyVnWny181KRvyJ8PUS2DDHyVkiGLo0Ta54202/il239jxGMz4Cqy9VwRtFCkFMP2KMAHTn1hOJvCJxAdCqt5+++1MmDCB73//+2RkZHwQu/Cxgu1wsr7BzaBkgznFmvCq2jXxeCOS/sJUEQ+PbNfE1hFQqcIdK9XE5c8bYyTQ3iYpsfY3a1KaXaTHk5wiY+K7Vic79XiDDyYXqIlVPIIhkX3njBPh8kq5iJRzx2kCcpiapB7drs85ZaQIp3a/lEBJDnp0Pz9mKBSmwboKmHYqPH8Qnt0d+7xxuSIod9VDXZeIiIl58Ow+TXplmVJ43rNGRukGIlbDtojXU0eJ+DIMkT3/2dOTHNtSq/Lp3qRqIAyhkBSf+5ulSqrr0GTd1KXJ8vMTdJ7DtojbZ3bLbxKkpguFRXK2+dXh/KeL9T2troQpBSLm8lIUYPiC+i6f3aOfKIakS2Fc1ymCuMGnzx6bq+/05qXapmUo2ChK0365LZtgf+3IE+gXhgHdDjWQ+uwEuHdlzN8z3a1zmpsslXZJusbJv7YpsWGj0vAsr+wkeiPLq3J5AwVLN73R8/m9TTLij6opf/aarr/2gNTJz+3VNfh/a9VUKfqZWV4FYasrRTZeOFnX27oqkYcnDNc10dsPGGQvsLNB1+tTu0TkVnfIi3RSnmwBdjfC4qH9q/dSXUpa3Lla5G6aW/eDYEjXb0GqxkCSE+prYcL3wNEMoUyod8Et23qqYFNdug+Zho55ZA644sqXUgdDXQjOnxj5nLCsRcbmKiC+e7X29bRRUonubtS9MHo/SHLCFTOUSDENeRHH+2huqBZhNhDa/VInxF8v/jjVsNOUJcB9a8Ef1n7ua5JqI8cLM4fq/uF2wJXTw1hGmCSn400yPB4OEzI9dqL/0TtEyGuzq1nJi6EZMR/U368R8X/3ao2zW5aKODWBG47RfLKuSoTpdUfp2nlxnxIqHof8uQenwo9eVuPEVj+MytG2o9YBj++ELK+B1+FhbGYQI3AEU7YEEkjgI4mKdpNB3g8+vkp32expsf77CxNIoBdcLgtfJ8wuVjxpHoGbN41I885SrXcOtSom3t0QawRlox4VgbBEA5dOk1hgbVXPbZ0+SmRndyhmPff0LlhTpfdPzJNY5KX9qvKKR5a3/0a+b+4nip/GD1LcOq9YBGybX/N3dT+l8jMKVZn45C4lzi+MiHA+M1Yxf45Xop+QrW2nuKC8SSX+6ypVIWmgisptdYrvowKBHx4Vq3CKx8xC9TB5fq/WdJtrlJyt75CYJxqbRBGy4ZF98LVxkJIP7b0qqlLLoC0JujshexRkj4adj0JSDsy5GnxNEOyCzKHgybYJGQHSh7ho2KEvvasJ1twD48+VbUCg0yat2MaVESbg6MJOlD0m8AnFB0Kq1tbWct111zFu3LgP4uM/duiwXexuNNjVoKygFtm6MbdH/NxuOU4LuZJ0kYLP7ZZibniWFFtVvSaPf25V5u7R7SJmlh5UBu6u1Zokkp16ry+gG3p3SF40Bak9G7v4giI1HtmmCfD2lSKFog1r5hXDpHx5DG6t69kRe22VFqVXzJQCc2qByjD/tVXl+Ne8JEIiCkeEZLpvnRbHDT4tfJ/dLVVqu18T7P+t1QR/56qI6bmtfcxJEvkSsmH/AL6vKRFyqDcKU8ER1rnuCsoI/AQTMgfDw/tELP9ulZSCt61Q+fV35sHuN6T28wVFmp49Vk2DAmERVqOyRWYtPQjfnacGKHUd8vX50UIRdfkpOof+YEQVGxYR0BxZn6+r0jn41lyVp/x9i8qOg2EpXZcfsjlrRMIB5+0g7HBx33qDqYN1bUcJVVCAd/caGJQE31ug8bCjQQbzG6tFsH1nrppCpfRj5t7oE3lelCairb/w5ImdUl5ur4uZ+9d1SMV62TR55jb69F2bhgKvghSRqQBXzlAQua0+ts2VFSpdvnCSyNytdbqeR+XA2spY47MxOXCoTc+VZsAvlugYTQO+NlNK8jWVse1metTRdHONxp3LFFl4w+s91ZfP71UJ1IsVIpuPHSoF+eNb+x7/BZO03e/M1fV912r4+dGRJw0YdQE0Zen4ogpv0D0lN0kB/K1LpZAvTI2pxqP3g/GDpJQfqIFVslPnJd4DOR5T8qV4iGJesRJSG6r1fR0zVGO6wSdP5DtX9iSNn98nxfNJI2w8oU4wTL440eT3a/vKUT8zJowr7E8IA94BTNOgJeTkP3sMPjdByu4oXJYWPaeN0tg6cbiuOX8YblzSc557eT+cOVrXa5pbC7+ObhHxTkvzazAM54zV9T8hT9cCaBweV2ayo9nBhPRAIrmVQAIfIwTCUNtpMibzg1eip7nCNHc7SNxiEni7cDotypvlEf/SPiks4y2V4jEpXzHZxhpVdPgCcP1r9EgKP7dH66Esr8bIPWskNjltlOJHK0J2uiyt7Y4ZqngrZGsd1xWUBcGwzJ49KqIwDZiYLzum/pDikoigvlO2Vi+s0PqrIEXrqsunqxlq/Np4bA58YYJi/FmFKt1/cGNPG6h0t977t81avy4qlcfrdUdJ8AASIexs6Hv+/rpJ6+h1VYovVlUoxp5ZKOI5GuOtqwLPTvjBURL6DOTt/sRhOO942P2n2GNZo2GPCXeth5GZcOVZ4O2GsuNg+6Ow9BZIGqRmV44kGxwhQmaAcec6ef36GJPua4DVd4EnExb+NEy32am8fiIQTeATjA+kYHDy5Mns37//g/jojx1cLgevlBtMK1CpabJTPjVnjlFHxaEZmrAaOuUvOjFPZQQdARF5k/JgdZwqzTJEnp40Qs8Pz5Iy7ayxmvx+vFDv//QoGXzftiJGjOxvVml6PLbXSzm5t0nKzGvmSRF62TT43nxNag+sl8IynlCNorJNXjc/O1rlsb9ZCcsOq1z3rLEiSLwOWQ/8dLEmsr1NUJKh94ImnD9u0P6CJtGQHevECFLJ7YwQTJ8ZI1+9y6frOONfN6dYqrjC1J77+bmh0NUuT9d0D6SkQfUWGHUYjo0ofVu6td85SfpOttTATxZrf367Sk2nphboOwB57pw/Uf93BkRsDUoR2eULapI9Y7QG8c1vwK9XwLUviVT+6sye3rC+oFSyk/NF1iQ71SEzENaxO8IJmdtbhWWZ+A0nW+oMhmYoOMr06Lu4fDp8brwCs9pOqbJ/sUTWDi3dIlhe3Kfr79hhCsDcvYQjLd1SumV5+2aso9hWJ9/eYFjWEJdNkwK0MBVeL5fK8uuzRFJ+d56uuxS3SPfvzBWBF0+oRrG+Gg42K5Dd1aAyrluWxghVR4RkfWSbxt5/9sTIpbANT+5Uxv6ni7UP185XMJnt1ZhMiSjbf7uqbzl72BYZfPIIBcxP7dZrL5mqZJDXIZX9VbN0jtZXS3n9wj6dQ5cFORNg6o/gyQ7dW57oJ9iu61RDqDnFUjwcPbTn8w5TJHRqxBNsxmCNmUunKpC2DAXFayNWIb2R6VGSKD2iVJ0xWNfBK/t1/7x6tu6JSw/pGnh0e/9etPevj/mRhYIhxmcFuG5+mOFZOhdD0uHbc8LMHxzEDiaSIu8EIcvJ3sbYOIt6qeUmKUGX7tb9ut4nD90JebLJiCdUo/j3Ds1/n58Ar5VLnZPs0jhMccUqKJYf1gIxqhSv6dA18/BWE7+RaJmbQAIfJ9R0moQxyPZ88ExmmsvGxqCxK2EBkMDbg23Lnqi6HV7cD/NK+vafGJKumC/VpcT99YsUe96zlj5VNjYiJOObPj6wQZ6kI7K1VvE6NSf/dbPioW31Wrt+YYK2saVWpOOkvJ7btgz4xixYdlAxWm9VrYHWVgbgiYiQZgzWWviE4RIk/H6NKie/PVfx9bXzlITviPSj8DoVP/b21W/p1jF8ZqyECtvqdCyOOLZlZqFihHgUpcG541VJtrVOx/mN2Yp/713bl6vsCmofC1IG/Mqo7ZAq1eGVCrXss5B1PtwXsQTY1QR/3QGdnZA1Chb9BI76IUw8D1oPwcY/QaDFwrBNXIP8zPpGGHd6bPvpJTD3mjBBRz8BUQIJfALxgShVf/zjH3P55ZfT3t7OxIkT8Xq9fV4zY8aMD2DPPloIuzw0hy0afAYOU+qtUTnycqls1c1+dpEmle31IgGOHSafUKelLNqB5p436y9OUhZsfbVK7288VmRjU5eIoa4AnDRSi8R9TT0zZC/sFal03gRl+rpDuuE7LWXrXitX+a0/JIK1NUIkLBwysCIMpMockS3lV/TjXtonAumUkVqsui11sC9v1kSf7tZiNYqOgDKfUeP0qjYRPU5T5GxbN/x5kzKnboc+s9Enu4CrZ+tYmn0isv6ySQ2J7lojsudzw8C1C1bkaNvHD4OtTbBnOJyUAWdnQFW3Jspog536TtjXrMX8GxHPob1NIleK0qTUG5Ed6Rg+VJ6nm2v13Y0fJAJtbZUCjcunw+hcbfuFvSJw7lsni4WoIhi0TRuVrRxfpvP28FZ4epfBTxd6Et3D/wtM08Dv8LK53iArWVFayBYpN78YOoMKPNNcGkcHWxRIuiyNv4e3iJjLTVYWv7UbRmUbfHma/o8fS8/sgkun2dR29L/4GZKu66O+U98nNlw5C6rbND7/b62CrmiwesZoqGqFkmIlP14/MPBxPrdPSZlJefJtihJ76W4FlS3dIiadVs9SrXQ3nDNefpRdQQWd3UF9/rnjZM3RHZJ/lj8kFXZzV89xGg28o/v99y26hywqVdC79JDGaaNPZHGUND1phBSA5mfhF9t0b4tXy/bGisMifV8/oDEV/byxOfD5iVIMLBiiRcEbBzVOQKTqTxYpYfPELu3DnEJYXqFtRC1Mnt+rcfyV6ToXD0ZsP04cIaK4NpLYKcuCRwfoehu2Vc6WFgmajYCfIleAb0xzEsLCJIwj5CccSEgD3inChprEzS1WaV5xus77pdPgLxulIv7Jq5o/3JbGd+/yxHisrdS1d8JwJTz+uCFm8ZHuhvMmKrnxq+VaWH1uvK6v2g6NqRBmwho3gQQ+Rqjs0IjO+ZCU/wPU+0yOYBuZQAJ90NUVZFiWk1fKNbf9fo0qk/Y3iTycU6yk/b1rVYFz2TR4Zo+S5PsGqPwLhpV8vHa+5sHXDige/NVybfu5PT3L97fWSZl61SyJAx7aIgLzc+NVXn+gWfFVaYbi02SX1jzfX6DtV7SqmvLYoZrTG7sUX1qG4vjbV2ht9Jmx8PgOuHednstNUuzrMOCeDdrO1bNja7feiPYZSHOriuWbcyLWUkSqoYhVmIHW01+cBHes6GkztbFaSdmB/PQPt8aS9/2hKA1ScmDuz2BbMzxWDzs29HzNqko4swi8BrxxE3T0WIsbvPJDg6N/4SGU2kHK6BALf+Ym2GliWDamJ0TI4Sc0UDeyBBL4hOEDIVXLy8upr6/nt7/9LaDGVFHYto1hGGzfvv2D2LWPDMIuL/dttChKk49qTpIUcH9Yrxv20aUyxfYFtEj8x1Zly3Y1iDQ9Y7RIQhuRFY/v1KIvyRnLvJ02WpPW0UOlVot2Xzx1lEoXPb2unrpOTYBJDvmWggjO+9eLpJldJN/RNI9Ua3ZELWoZPX1Be8Mfkk/NlAJl8tZUitys65Sv6PWL4ZdL4dOj5clzVKlKSXoj6sEYtqV6nTBIfwfDsjs4KTL5x5dkbKmDra/JW68oTUTwpDwoSodb50P7Dqh+AKZeAYc7YGaGsqcjsjV5b2+GiUER3te/pqBjY+T85kdKvGcX6TvxhzRJJjulRBueBUsO6NxleaVwslGnytxkbeNAi4i1Xy0XAfylKSp32VYncrgwVQv26AQeiigbk50i4/ZGgp2KNpOhXoNwYnLsF4Zh4LOSuP41k+J0fZ9JThnuLxyi8/3sHhGlbktE+JwiveacccqEN3WJ2L93bazL6c4Gka7fmQflzTbNXTAm22Zouk2SFYRkFxMGGWzu1RX0qzMUTEabLV0xQwROebNKjL8yXdd2yNb42lwjL6yN1SLuA0dY3/lDuoYPtypT7nVq7Hf4pao8cbjuFdCzs+sxw0TCRlV/8cqEf2yVBUldp87FOeO0/ZyIT/Aj22LXoo3GaZRkrmrXuEx1abxHEQjpOj55hALt7fVguuRxmenVvW8gRP2Lc5O0na/Pingrh2WV0RVU84Cb3tACIYoX9un+E72/PbtblQFzSnQ/21Sj1xw3DMLAb1fKezaK1RXa3/JmfbZtS8GQ4Yk0Q+q1z74gmKb2C9RYyQj735y4P/hl+kcbhmHgC+he7DBg7CBZrDy4QUT+nzfFNX8wdW0e6RbZEYDBafoub13Wcwy0dCt58uOFujcsP6wSyk+P0vhId4NpJO6/CSTwcUJNh0mKM9ynIuWDQKrLxiDRrCqBt49wOIxBrEqvvlNrmtNGKt5s9cOPIyXquUmaJ7fVKV48EkK2qniGZWk+XHYostbq7t8PdV+TqhcPt6nvRmGq4j2nqUrFJp+q757YKeHMRVOkrp1aAINTIDtJ231ql2Jyl6U17skjFI89ukNr4m/M1udFK5Z2RVSyp45URVZOsiqWttf3773a6FPMWtGmtdiOOvVCaPQpbo2uRUH9Tp7c2Tf+s8zYWmEguKyBG8SeM04Cq/ZuuLufqi2IxNteCDhh9JXQVQ/hCuhqhIbdUqxu+4fB+C+5CIT8hCwfRK6BECSC0AQSiMMHQqrefPPNFBUVcdlll5GTk/NB7MJHGpZlsq3RpN1vMCRDDad+vkSqL6epBf++Jvj56zBtcKxLdXW7vP4e2KBF/+5GkRqT8uTdUpYVU3e5LZF6tR0ia6OEKuhGn5csom9Jr0zdQ1tU2liUHvEqdair4bY6qVMLUpS1u/5VdW/8+euaaKYVaFuW0dcfZkqByIV/RwiV00dLGfjIdmUsV1doQh+dI1/RNw4o62cYygyuqZQyzesQgZri0oT2ZKTz5MQ8TfxDMvo2BQJNOn/eKAVu0FYW1LDh4IMwaApMvRJ+skHbPHucztWtS1U2ggGOdJFfF0xS5rQq0oRo4RBlVk8cronaF1QXyWW2OrevOixVaopLx37WGAUrHQGRdRMGSb0azUnsbVKm9TvzVKraGZB3aqpLE/kLe7Wt7pDec9pokTnP7dHEX5acIFUHQtjh5P4NBl6nMtl/3aTvzOPU9RWvNuwO6ZyOyNL/z+5W9n1wipTN8SQd6DvcXAtDMwy+PTuE6fcR9tv4DYNGv4tjh8nH9D97RYgeN0yBY5RQjdpJlDfr/6g9xJOREh8DebtuqlaSwGUpwXKwJfY8xFTgs4t0/ayu1M9Vs+Q/HLY15gtSpMZ0WyrHj+7H0IzYGO0NG21zeBbc2Iuo9DikSnh4qxQARamxZngGMfXnj1+Nvcdhigi7eIrue7nJshTISVJZdZJT+1uaKVV7tCFcFOMHabwcX6Z71v7IufvUCI2JU4fpfPX+rkCB+O5GKW87A9pOb0+v2UUab58dLx/pKExDSY+ZhUqWpLikuDjcqgSTy9K1FP0uh2ZAwOHFNALYgSOwxAm8I5iEOHG4xV8jVQrLDml8VbRJtfrXuG7ElqHva3S2PJL7w6gcJcKGZ+naGJmtBZrDVAJldYWut0uninhdX6XrqKYDvjDRxkOAxLecQAIfH1R1mmS5PxxxlWnIAiBBqibwdmGaJt1BxSTJTq1DyjJFhj63RxY50at8cr7WlKAqwNyknn0HojBQvJWdpNeUpitOvHAS/HPbwPvy0n6ttX61DH55vBSuqS7NufWd2uaJwxUD3rJUnz04VWu4mnYlS6PwR+L1yjZVqNyxUnFvZZuESTcu6WnDlemRsvaJHUqUnjxC5+O+dT1fV5CqddegZB1nWZYUvTXtUrJ+earWCk1dihOe2tX3ODsDIoyjCtf+zl1XQN6qv1utNb47QhLPLtJ+NdowJAvopzcBSGBV7YOH1inuyfbC6eOhrBtSC2UbsOkvBkbQ+oAYowQS+OjgAxkilZWV3H333cybN++D+PiPPIKmg+f2mpw4XGXqbQUiFkBKzhf2SWkGuqlWtOrv6naRIhPzdPOMTlqT8kScNHWpVAFEOuxu1CLx/nU9P7/JB3NLROCmuftm0l4pV/nji3s1qeWniGCK+rW2dsPFU6Xq+sYc/Z+fqs6HrRE/yco2qd6CYVkWxHvYPbZDWcdLpsirZ1u9lGrJTpEVSw5KEdQd0mJ2XrG2/dweTRjfmquJaGGpJtoNVVLCNh2h+r2uU2Ryi0/HNykf6k+BQDJsbdZzh1tFan5+gs7b8sPg82tyXXJQi/ZttfKVjJK+qyql5LWJlIdOUOnJvWuVhW2L+LA2+DRhf/t5vTbZKaJpbkSlfO44ETtdQV0Tc4pEfLd0SQXlMHWu71qtxX1ukq6VucUwJhewE4TqkeDHwdY6g4smixSpbJMa2W0pWdAbc4pEWsaTbU1dCqgGwv5maPEbpEe+B8sySHLBn9ao8U2GV4mBwak9/YdHZGksRbGtToT5C5FkyMQ8ZcmnD5bNxpYGXTsNnQq8wnaMmF9xWISQYej6BSVoxubKBuTy6SJYzxyj584ao+ur/S1Y8mYnqZyqN1EZ9Ya6cLJsOQJh+bC6LN0LVleIUI1vrnH8MMAW8ZWfAr9epmv8vIkiLaNWIakunYuR2bHvwmkq2bC7XveRgy0xUvVAM1wyDrrrYVkF/8/ed4fHUZ1fn5nt6r33ZllykeXeK6b3ntB7EiAEQgmhhhYIJYUECIQQCCEU00No7r1btiXZlmT13uv2me+PM8PsrlaGXz7AdjLnefSApd3Zmdm59773vOc975jY3EiFYV1f8NK2VbVMKBlE4I45DNSdXq2BQ0kiv7dXyrS5GuC4/vF0JowyIwGjIODuVQZMThJxwXgTRGeQnYmO/xgGrxdhJhnnFQnY1kw7iFmp/JvHR/mRHsE1q9dB9YdL4jOw1sdGY0oS11q7h4mzn81iaeOqWm7cJiVyM/bGPjYRnJ4KpEbQVmd5LlAcL8ApGyBC98fVoeO/Ba3DIpJDjx05F0lV3WREx/8NsixjyAOEGhif/W0PS+5/t4V7Fl9bHMFHhflZDdfMP20fTQwuyaZlzmc1TC5eUMwYs77vyBUhksw920+mM6bc38E1emk2E6EhRu53P6vR3tMyqDS3GsNuaW87bQTCTMCQm+KdP+8c3deg18F4dVYasKaelZ1ZUYzbntrM16RHMH6we7i37hjWhAmLs5jc2NTI+CAhlLZSY13uliY273pfiV8nJSqVUDKTvG6JcfIVk5VmyzKt9t6pYOJ2cTb36bfOYoLf975OTKB9wFPbtN9124G/lAPL04GJ3cDhL4Gp1wOyXkWjQ8fX4qiQqgUFBWhra/v6F+oIClkW4PBwIo22AQcUFZbFQCLNd5PeNEDyRy2jeG0vN3aPrddeU9bOn8VZLHnc30Gf0bI2EhkWo1ZaYDOyHEKQ6Udz1zw2mlKPH2mhyvJfh7jhNIlUpnokqsA2NdGaID+G5/X0JuCyEhJVe3weiewo+hV6lIZOxoDSqZWH2alxdjpVaRdPZJlDwwDVgFdNYSlIv5PnYfcAZ40DJiTSvNxi1EqJi+NJcvZ8DV8RbqJXYoHiZTkljSWjI24ukCreP0ASbEUFF95+J4mXR9ezC/pDS4ARF5tu+fpJ9jvp03rTDF7DxAQed1cryeIvDmsL77Cbyr6rSoB3yjVT899uAaq6GRB0jvC+3jyTi+vOFmaWD3bzb3/cxk6T+9uBJTmA/DVlJv/L8Cp7ohib1gDt7QqSZMHKbuZl8LvwhcPD8ToWLAY+y1C+B1kGmvtl/Gi6gO3NJAWXZjNgNfjsiTyS8j4FMmhn8eAinmuklT6vb1eQWK3p5RiflOjfMMpm5HMbaaVadFk2j5UTTQJoZQ1VeN12NlV7fBmDw9npJEBjQ0gOfe4TyPoi0qKpWgMx6OLfBYH3em8bPUuvLeWx1UDQbFAJKKDfRR/lHgdwXjHJ1b/s0mwE1OP+fS+TORPieW2nFZDkGnLzWuJDGEy/sZ/fj6cL6NoFWFKP8F0p1hqpEcEVBk4PYLPScys1HLi8hGR30wCfg7J2qvlPL+Acsb6e43LYze/kgUWcU0WRKvz1DQK6hkX8pNQCwa0P1G8LXo8HqeEydrQJCFN6RAkCCe1oG31/VU/i323RknsGgUqYq0q4cVuYxef3zzupGomxcX73fRZX11G98/M5JM8f2cVN0S8XMMHxeQ1wTqEJ0L9fHTr+K+CVgC6HiOKYMUwRjwIizDI6daWqjv8jBAEwyMCIl/uJE3JonWT3UNQT56NGLe+gKGRfB5PWO1u57n1WQw/WGBuFN3a3phot72Qs+1Y547NZacHL/wH63VsNjOfU/W7jABPrs9PoW642V/WFyXBkAUB9H3D3AlaXhZiCN6QEmIQ/v1j7d10ff8bFMg4+PZ+f9cAi7tPbu6hwTQhlPK2SrwA/Y0cL33swSHy8pg545kQ2Ke4eIUEaGLdfU8p7NTedMWRsiOYt2zZEQdGpBWy29euNjKctBjZlfnxT8Gv8ohFYOAdo+ARo3yMj+wwJehmNDh1HxlEhVe+++27cdttt8Hq9KCkpQVhY2KjXpKSkHIUzOz5gggczUowARAy7uJgBVF0ZRZacHuwiSbm3nZPp6loufh3DVD76lmJYDFSJmQzcLJ5bxCzX8lx2956bTr/IGBtLVXe2kORs7OfCV5JEEi/ExHKEYbfWCMetKHoWZ/Nn0Ekf0O3NLBuZlEQlz54Ajr22jxnIk/KA8QlUXKrl7oCi3uwHIkFS9t5VJCVVJIcBP5kBPLOZ172tmdm+5xWv1QcW8V6lRfDfTQPAuCiSwMH8JvOjgVAwsJBlBgMHu3g901JI2vxqLTfgI26lzMrCexEHklOdI0DnMAOO9AguhLtaSbaozUwABhV3zGWmMy+G30VJUnBF3IpKqvP+tB0wHmIpSlkblcYPrmGw8/gG4LbZXFxPK2AJSrdSqvPuAXbBbBsCcmwC3HrTm6CwiBISQ0ebopmPIPhYlMWy9B47sLGBBN+hblpdBGt2szwXMPhkg71eCfmxMv5WBuTFAqfkMZi8bzUJ9E8VH+L9Hczuq6q5CQnMWg8pxLvNyHG6tZlkb240rTKeDAim7B4SQfcu5LN3cj4TA8/voJr9ggnAL75k2dGNM6gS9y2rNwg8L0lid1hfLMvxV5oGg0rWjrjZIGhpFtDVC5yYCUxZCHR7OL8IAhW/v9vqb0uSFsHkyFObRhPdHxzkGPjyMC1HhpTgsGuE82e0jfdsUizQ+Bow0glctAToV/zAVNVDlzJvLsiglUeNskEIVN9OSuRnZUTSUzU3hkHzy7v590grPXBPyadP7cl5VL4+rcxXLYNUYngkksH7O4HKbgFDXiPCoZNu3yYsHjtKE23ocQj46JCAw718jv64DbhUqSh4ZrP/M+WVqYi+tpTryr+ruWaVJLEKpGPYn1BVoa6N8zOA+xbSd/X5HVyzG/qZdFyYZIDXc+yQMDp06PjP0OUQIMkCoi3HklJVQu2A6etfqENHAELMFPG8sJNJxNMK+PsNDdyHqPFg8yCrhLKiSDZuaWKcujCTa196JPD7LUBLQOVWVQ/3JbV9rIZKDeexfJEcxr2uU+IeVEW4mZ8zI4X7w2BKV4MQvJReRaSV51WcwP3hkeAbzxoE9h64upSCmcN9FPWoHqkZkbQWUBt8BWJlLWP4pzeTUPbFgkzGHhsbeE8eWuf/d7uHJOuvFjNufGHnaDXqkmzGrpIEPL0U6GkFTG5AGvb3fTcIJH2NIr+3Hg+QsRCwxgiA0wSDyQOv99iZy3ToONZwVGpArrjiCrS3t+O+++7DmWeeiaVLl4760TE2vB4vFmXKXzU2mppCdWNBLEmUtXVUbf1iPjNjb+yjerQglu9vHSQRoOL6aVTRPLsNeGYLSZndrVRJFsSSICiOJ2FyoIsL4t52LiL9TipsfrOJ6qweO7OX6pyeHkE13z/20du1fZhkaU4MCcVJiSRYg6Ghn4vRy7v4nmtKaYg+MwWYlgx0vw7YXwNch4ALcvzf2zpEBdkyn98PuUiaAkBND4mSpzbz5+NDQK8beHghVX2+CDMDl+cBjj4qRg91c9FaV0/S7NENXPR8P8sgUL20vZnKXnXhaujnZtsg0utnUiJLme+ax8UP4D1qHeI9bB1kWcmfdwa/R/1OrWHYvg4qgBdnk6g+USGEnF4u8qpaVjVgB5g1thiYodXcNXUEwiy5cGWJhI5hPtMqvDIJSl9cOZmEerediupWxavphBx2FF2QSRLNrHC0YWaWT8XYgEGn/3cQIngwNUXGlCSqIrc0kfSv7OIxAAZVTQNUms9MZRKk18Hvum2Ipfu7FBL3zzuprlsdQHqqkMFzTgoHfrmK/76mFChNofWFR2JAW9E52qfUK3P+WJ4L3DmXwe+4WCrVU8MZqF1ZwrLoG6ZxTvFFpJXjRAbtL87IBdLXAFt+Rf/itGFAcvEp/dN2f0IV4D34vIZkdiC6RpRrq9UIVYClW0XxJMXCLMD6w4BoAtKvA/5eoc0PmxpJoI2P45jNiuJYXnmYKl5fJIfxu2we5Nxc3sH3SzLPQQCfmfIOPhtWI/D3fTy3a0p5jI5h3t/fbwXOKeIxAc4LoqiP028TkiTB6hlGUogXZxXKSAzjfW8ZogVGx/DY3XffP8C5fEoy8It5wIm5XCMDk4S+2NZM+4BD3RwPdX3coNb1AZ/XCHAJOuGhQ8d/AzpGGHBGHSOeqgAQaZYx4hH8yBQdOr4Ooshn5vkdjAP7HNxnAow3mwdY0WFQwpOXdtEe6tJJ3MdlRDB+Sg1nT4IBF0nWE3O1vanNqPUAeWEnrdTOHc+YOy0C+MEE7lf/sJUJ6rgQVixeW0ph0JQkNpCKsjIGD0RFJxOfwRBqosJTBmO7WNvYOyKLQfubAO7RDnYxod8xwv2qb9Ophn6ec4QluFK2z0EBw8NLeE+Sw3hPri1l1ebuVu4bxmroLIOxb3nnaDJ5XwdjiwEn8E4lm0sdeAjY+wgAn3M5NQP41QTg7G7gtCbgwfHAuHAKhA5/Dmz/vYihQyEwy9Yx7ooOHTqOilL1wQcfPBof+18Fi9eOcTEhuHyyAAECVtZywVDRWs2N/I0z2Hzp+R3067y2FDAJXPz+spulEoNOrSzX6eUmUgZ/vzSbCtYrS1iisLuN6iq1q+NHB3mspHAuHClhJFtVLM+l8vKKEpIEG5TGVl6JBKdHGjtrCJAoyYoCLs9i451m5d8FcQAuBtrXAFt/DeSfQ0XbZ03ae/e1c8Hd0kSVaIhJWwhFQVu8AWZGf7UWuHs+8MACYHMzUNdPi4L8GGBwAEiIAyyD9Gj8rIZklsXIReyNfSREPqthACGABPOJeZpPLUA/TFVt65ZIcl08kY2tbphGYqqujwT1wW4utp0jVDkGg0nEV2WrAFVVbi+VeY8tJckuyZqfbn0/v2tV/RZj472IC4HuqXoEeL0S0q1ORFosSIsQ8OQmAW4lsDxnPMvO24eBE7JJzt23Wnuu24dZ7n3pJGBiIj2frp5CYk31MjUItAv4zTIZghuQjWY4BTP6nEBWlACLkc9xUhgz8hYDUJpGBeq6en6vJ+UxMPz7Xj6DasbbK2tZ90EXUNYRvFupirYhZrwfWswxu6aOz/myHODRpfzbS7uCv1eSafLvkThn9Dn5fHaPUF36WQ3fH2Ehybwgk8HznDSObfWe2T1ApwuwnQbE9gHVfwXW/BKYeDPQmzna50rFzhbgESUnt75BS2ZYjVqw7wujyPvjlRjIRlmAmAISyr6fUdtHZe+jSzgvhphIpoWYqPy1GjkW56STYPvjNqp7h11MfBhFBvpLsxksr6rltbYNUSXbNUIi7qxCfrcp4STCL5nEgPq8InpyRVn1cfpdQJYBwWnH0kwbuhzGr6oeBp1MPI2FmWmcO3e2ApWd/G6X52gNH4PBKJJEnZDA8VIQy+dUrXKQBZ0016HjvwEddhEmUUaY6diZsyPNPJeOYVZ66dDxTWA0GlDRrDUS9soUakxJ4r7wvQOshLp9LvtThFsYF424KORoHWT1jsvLdfNSxf++cYCCkrMLlR4gijJ1yEWxzrhYWkzNSCGR+o/92jlVdJKIfKeC8albYo8Dm5F7zu4RCnrU0beyllWAHcP+ClibkfYErQMUII24mPRekOnvm67ilHzt92oV4fYWksDB7KAAkqxHCt2qemhBtzyX5HPrEJO2nSPcx+fHjH1sgNejCnMCsbqOlVouL7CnAxh3IXDgH4CrjlYXcs7rAAEAAElEQVRHU6KBgsPAnhV8vTkcSJsArHoE8KqFUW3A1qcFZCwwYtz5ZrjFb9BIQYeO/zEcFVL17LPPPhof+18Fr1eG4B1GXoQZdcNmVHSO3oj1O0mszkilOjI+lNkqs+LdeEERCYDnAsoR+hwkffqdJGQlmc2d1EXBIHITuqeNJFFhPD1aI63Msslgdq22j+SJKJBIiQ/lAgqQMFicTaLDIGgLdSDSIvj+xzdqC1JlF7NyP5kBdE1SOpD/DVjwMPB5k7aAyuDCfF4R/2s2UCEkgO8xCCxn2dLExcYtkeyItFKN1jrMv/1jH483KZEL9eEequFEkKQSBV6rKJBA+tE0pYt5BO+RusE2iSRpPz6kXUuvg4GEVybBesssBgobGngsj0Sf3BATgioL5qRrZJEAHuvVMv67vo9Z4cYBoCAKyDABkofXdOMMNi8yK6RwdjQgSgK8etXp2PB6ECl4ERlqxuPLTFhZC4y4BXxew2dMEEj4P7AmeKLgrXKWtUdY+Hy8WqYRd7fPAU7Nl2CFC05zCF4pE7GnTYAMKjqLE0i2n5hHZeSKClo/WAwc30uyAK8XWNcCJIYxwaFidyvLtMqVpEvnMJ/NwLIqFVlR9Pv89QZ/8nVXK5WwFypeUrnRTMI0Dfi/f8DJ301PJala2QFE2oCnt/i/ZkUlkzo/m6VZbsTY+NNj53zz232cN265Hah4HDj0V6Dk/rG/Ihl8b+cIvYQ/reYYXJQJDATxx5qTDjT0sWzrhZ0suc+ICk7auiUqBc4qZKfbP2zl99Y1DPx6Kf++pxX4+CDLuQGt3L80mYmt+xfyvqudcXOigRNigBEbYAoBjCP8roZcDIRX1zFQTwylHUKsVfJTF+j4dmET3Bh2G6Cm3zpHSH4Gw5Jsrin3r9F+V9nFjeM9C/jdBUuGzUknsbqnjZuxC4u1UsKSJBkm2XPERKMOHTqOD7SPiIiySDiW8iQRihVBxzAQGXKUT0bHcQNZlvws1lLDaTV2WgGb8a6u5b7lUDeFBod7aC/22FLuoXwTjeWdTGJfNpkVexWdTDTes4Dk5su7GccBFJcMuYAYK5sS+6I0mZ95cj7wwg5/G6YdrbQaOK9Ia8psUDz7zx0PQGB8mxXJPV9VN7Cnndc0MZEK2pgQChk+qeJaHmPj9bq92vXMy6BACWCc5mtJEAiHm0lY1UbKF6EmwOEFnlpDYvqvexhfWwyME79QBDuNA6PfC1DNG+y4AJPDoSbuw7tGgLTJQJ4AtK8Err0BEO3A7hXa67OXAAc/9CFUfdCwTkDeySYgQg9EdegIxPdW/t/S0vJ/+tHxzSDKEtbWBf9bcTwXnVPySVyEGKl0enITVU+F8SQ3nAEEQnUPSb53KkguiAIzj3vbSeDsaGEGb+VhZinfP0ACdnYas3cfHqT6MimMBGyUlX/vc7ApDMCFIcJC8mVOevDzz4thJ8a/7Rmd4fPKJKWiIoGhTCAkDnA0+tsahCjlHM2DJIHVBeec8VxcV9Xx9/ctBC6fzA1ydQ+VgA4PuzL7+pjubSdZZTZSHfjRIS5Sv5gH5ERRzXfPAm7HB51Uq6ld2q1KJrSyU2nY5dPYSiWU3RKDh6J4brjTIhgQuNzMrvoqUgFmM2ek8jsE+F1va9YIPbNRI9Az3cD+e4GzZGBGPLPGLUMMbOr7gUfWCbCL1mMq+D8WIcsyZKcTFtcQTs9yoCjKiUsnSXhxFz0yh12jy3vMBgZit8xi4Ojy8DW3zGKGHACsRhnLMr1ww4TfbDZgt0KoAiRchlwM6mJtwHPbNUN7p5eKzF9vpEK8dYjjLCFU+/z2YZI4Kjm0uYlJgcCvOtLCsXpKPsd2MDXr1mY2hrp1None+Rm0rpjuY4GdE80xt7WJyY/EcODN/aOPpZ5LmBl4VimNuq6U3rHXlfLZTArj5u/FWiDzHMA5ANhcJC19r1FFhIVB6K5Wqr+XZjPRszBL656qIk5prDUvE/jHXqpDzyumMuKEHM1WwxeVXfw+VihBOgSgcZD+rn/eSZXyecUMwl/cxbG9IIPzhN3DDYA6l4WZgRwB2H4nUP4ksOdXQPljwAlhwCqfJgtv7qeH9fI8GWa9U8B3ihHZjBirNjKaBvgMhgZU5Avg3Ptu5ehjDLu5ibxk0ui/pYQzOTfs5viYlsJ1IzaEz+2ZhYAo6ZktHTr+G9BpFxFlPrZSJDYDYBZltB+hWkWHjmAYH8c9313zGEOOj+d+oyiOQo1nlrPbfZyN69rsNMajwSo3Woe0hqkA94hvV5Dc/NE0xnIxNu4Br5tKJWwgZqezv8XGhtG+9gBj4/HxjOeuLeVe7dUy4Pfb2GB5ZiptCP6+l0nQlHDa5nWN8Dwcbsa4t83hNV9ZAkxRzjcpjDFkXIgmeOlzUAQwFjpG2ETZFMC8iAKbmf67ivvAlYdJ1oaYmLgfcbPx1sn5wS0JRIGNwdRkfSDyYrjnlsF9wPP7gQ8igPArgBAb0LfB//UxeUBn+djX0bZLgMUVCrNkhSFYCZgOHf+j+N6UqkuWLIHwDRkbQRBQUVHx9S/UASC4ofaJuZz0n9+hebtMiCe50K+Ur0oyG0CVJLEsV8X0FBICKhweZvLq+4FzQoGNjWyqMiWJx1YncqvihzPgJPFzQTHLaRNDgYIYLpgn5mlKStXfsaSA57KpUSMET8sHluXyWMNj8Ah9DhIT7x8Gzl4MhFmBwhCeH0Ai6/W9VBCelMdM58+VBWpDo9axcUMDVW33LAA+ryaBNeLmsQO7P66uJZmjdpys7+f775jLpkUimGH8wUTg3nj664WZ2KhmTxsXxOgQLciwGPzJG7fEDblBZLDxSRUX0g8OUD3skUjY5sfy2C/vpmJ3QQZLatSO8yalCZfbC9w5ETj8HLOOFS8A8x8BOg20CEgIJWE+Kw14fZ+AK4rNgFvPQH4TSB4PvCYrLAbgocUytjULCLS7tBhInn5xGPjXIc1Tc0Yq1cGnFjCQirdJEF0OdEiho5SfDf0k17c3k/QfqyPpp9VAYSzwVgWfc7XEHOBzcnkJA8TtLVQx3zKLGfYpSQxOu4ZZsgVoNh3BsKaWxOmHCkkpgApug8hzFQWOTYPIcW02jG1fATDYC7dwnqnu4ZhUmxH8eDr9LWv7APNkvr7HAWxp4fxS1e0/d50xjkqBa0ppUfBOBQlgh4dj8pMqju8ZqSSQf6Mo4O9dyKZ8D63lGJySxPe9vte/iVyUlX+v6ATunMcGRr5N/6p6mBT52WxgSyPHfZ9D80QedHETkBoO3DgJOPgb/3th7wbWPwRcex9wxzb+zitT2TzoFDA1yQIRY3gf6Pj/hiwIaB3i86Gua+vquaH603ZuBKOtLEU8EimxrwO4cAJw9zyWHDq99DrOjlaSFTIbv+1t58YvLZxljDtbBMxNMUP0jjHIdejQcdyg0y4iN/LYSpIIAhBpkdE+rJMhOr45RFFEQij3Cr/Z6F9dOCOFjao6hplAjlWaf05Lplp1LGxuYuVPWTv/vaOFJKJXYp+QrhHGSjbTaLFCZqTm6friGD0nAK7jS7OZmH5jn6b0vLCYSVF1vwgw1ltfz/3gn7Zz3X9kPdd9ADi9gHvDlkHaDYQYKYyIVZqVrqnj3vu1vaPPwygybu61A48t42sb+rk/npZCAYIqlijvJAE8OVGrZDyrkLH2DdNoIaZWnU5JUqwPvLznHcP+nyuA+4cXdpI0Nhtoc/d5DbCyC1hoA8RAda26URkjHyS5BWx7VoBrSMSMmw0wxNjhlfQGVjp0fG+k6qOPPnpEUrW7uxsvvPACBgcHUVRU9H2d1nEPj9uLxVky1jdo9zbGRr/G3231f63RoPmuJivqm0d3AHfN5+KmKh6jbdr/A0o3xl6Ssn/eSaPwbmWxs/v4xNT28XM3NpL4eWEnF5s75jKQG1SazJyQo3nrPL+T5Rc3zaRCbtjFhbLPAdy3Crhm6pGv32bkImWMAtwJwBwb1UXzM7h41PZpatzLJpNYbRn096aRQZXh5SUkZZ7YCNw4k9c26n5LGEWc2T1Url1dygV3eS6ztC0DvN6PDnExtRioirvfx2/zvCJe613zSOpkRlI9+5PpzFbOSAWe2ABcVcpy7FDFw1ECF9YLi4HdLcxqbmsm4SOA52KWgMvNwOGn2c1cvdi6T4GY8/jPz2tIqE2MBZ7cKODiYiPMen3xN4LHHILfbxNR3StAAJWbs9NIvPUpnMhpBSTyVB9dgN/9VkVRfFYhkBAiwexxAqKIhh7/zwgzA7MUAnB2uj/BF4gNjcBT45nRX13L7P7fykgouiVm5i+eQO+qRiV4vH0OA9rHN2jP5HWl/p1NR1237O9Pqo6f+xdxnD2rkIGlySSgvi6RHWLiXBBnAw5KTD7sAZ/Nm2fSC/q3WwGXDNhiALuZxOuz26gcKIxjIHnGOM4fb1fwvqpeX8Nu4O6VHEvnF3G+WlHpn9X/QAn81bL/7S1MnNw6m9Yj6v1YlqMlosra/AlVFRWdQHU3y7EiLHy/imkpnAvGRwGVjwKDQZQFrkFA7GRCqk+Zh91ePkfFCQJCBc4ROr59iKCy+9R8Po8ra/kd1/VyQzVOedYa+47sjwbwO6ro4jpUEMt14+efc0zcNQ/4yzZtg7enjdYSN0wDBPF7KyDSoUPHdwS3F+hzCogyH3tkQ4RZV6rq+L9BlhnrBXaXTwylAObBtVrJPsB9yk9nHjmW9Absp2Ks3L8+uck/tsqMpFr0qU2swDw5nzGjKLAk/khrsdPDvadBsefa2UohS2yIP6GqYtDF/WlpMpOh/U5WRuXH8HO8MtWpb5fz77nRjKlf2s395sIsbY+rnlaoiXvclYe5/rcNsjIsPoRk7BMBJHWoiY1hQ8zAmnpWXlmNbPq8sYGVlUlhfM/2ZpLRExNJlr6xj/GrJHOPfu54YF0dK7AWZXHvnmTl/jY+BKjoBmaXAPCxAeysAJKnAK1j9E6IHQcc/AiQvcC6X4lY+rgVXtMY3gM6dPwP4XsjVc8555wx//bJJ5/g5ZdfhsPhwM9+9jNcc80139dpHfeQZRkxNgHTUjT14+IsbsDzYzSCzyCQXGkfJkmRGEZyUQJVbDfNoFJ0RwtVjiZR8zkESNTct5B+gb/dApyUy+yd1chygv0dwOZGEqg7WrRuyd12No8RRW4YV1RQQXnnPJKdURZmIfscJDrOHMfS4We3kQwRQDIyWPflUBMQagbyI4HoSKABwKoqGo13DVM19sOJvH61/Li6h8qjQPQ7ec1r60mYGASelyPgc6elcKMdiP2dXEAHnMCwE7j9c96/vBgqltbUAqdO4EJrM5HUPimPBPDr+xgc/GQ6z+HyEvpv1vTy/k1PpW1AcTwzmLPSSThdUMwmYh9V8ee6qcBVkfSEjLECB/8EdATJ4A63AFYl+OkY5iJf3cPu8noPnG8GwWTG6/tIqAL87vd3AO9V8jlXM/n5sXyufWE2MHPOcnxZCdYEwCMhzqd06KxCBpO1fRybRXG0bBgLkRYGmr9cQH+pIReVnqpaNNZGdelnNXxWanqpmnsnoCigvJNd69fUBf+cBZmjy57V66/oZFB6Yi7Puc/BBMe4WC0L7wub0uCpNJmKvRATS7K2Kg0RXt4N/HK+4n8sA8XXA45IEr9/3sV7+8AiNhZo6AeiI6jofv8AlRN72hi4AyRR0yOY7Agsk9rWTL9Tg8ig1S2RYF3fQGXGhgZeU3oksLKGKvJ/VY39XWxvISE+P1PzjFbtDNqGgGRXcEJVxUAL544drZwDY0O4yWgeAAojTfC6dBuA7wIGyY2ZqWb02AV0jnCTYlN8p4fcXPsaB/iMnpw/9nHyY6hM6XPwGSqI5Vi2GJhw/PUGKqf/uF17j1dmcuKRJQJMYx5Zhw4dxwO6HSJkCIiyHHtBVaRFPmIsoUNHILxeCeUdo/cI5xYx3vQlVAHGl+8fYPy0dYxYZ2oKG0KpuKyEa2xgsrq+H3i3ghVFvXYSgttagLV19DYvTR77M+Zm0Gqnvg+4ZDIr9PKUysGxsKMFeGgJ98g/ncl4958+FlYTE1jp9dstvM7SZIp23qngGr4sh/tlu4ekcphJaYJqYwy6oYHk6+v7gn/+yXlAXCiJat9KzZd3U3zUNcIqF98mWp/VaD0PzivinlIAv68oK/edDX1MDJtGgHmpwG+2Mu6YPZkWeiOKZ23dWmD2z4DuKib5fZG7HOjYD8gSEDeeQofeagGRE0V4jsSg69DxP4CjKono6enBzTffjNtuuw0pKSl47733cP3118NgMBzN0zquYDIZsLpWxsQE4MbpVGdlRbFR1KIsesU8vZldFN8/QCVdfT9Va+ri2DbETZ7Ty4yczUjixBcxNm7ozy+m8fiiLP6+SyFpLQYSjmYD8OAiLjoCeKxpKSRLVlTw+KXJJH+sBpK/965mpu6SiVzM+hzaQrKyluRhMFw0gaXwZxUBm1xAbCRwUj4X3Ec3ULH23A5e6xUl/P3qOnosjoXdbbQo6HOQhPZFZiQzf4Hl2So8Eq+z264R0tU9vP9Lcni9p+WTPC1NJnH6gVJCLcm0ajAbgUgzM5IAF/6ieC6g42KpNMyN5jFyo/j9qvj7XmCC0nG8fRjI/iGCGvBE5QKNSgCUFqEpiBPDALOgL4rfBA4Ysa3F/+bajEB2DIOnXy9jtjowxrAY6G/cNcJs/N0rBdz+pYiPaq2QTFakhskINfG9bi/V5ge6GPj8eiNV3YF+TCpOzON//7CV4/MUxX/J7QU+Okgy6EAXVeNxISRcV9eNPs6WJpYqR1hG/60gltdQksRxeeY4koUAx0xxPIPQcAvH9qZGft55RSTvfWFSEi2DTs3q4r0D2twCMNlh9wBLM4HYOKA6BPikGhjxkASNVHyZ71lNkvWZLbQ9uHYqj6+OIxWfVgPL84Lfv7Zh3qs75lL9AAD72hm03z2P9hoeLzAtlar9I0EtytjezHu1MJPnZDXy3vR62GF1LIRl4KumECflaV7JoiCgvNcMwaivkd8J3G54Za5DeTF8Jg900md7S5OmLJ2VBuxrG71OAnzufjiJG6DpKcDFxSRZ3RI3WtlRJFbNBo4lXwy7OR506NBxfKPDzkUg8lgkVc0Suux6El3H/w2BxGlSKGOwYH6mgOZTmh8z+m+RFu5Hv7KPUxL/rWOQ/fs7WSVkNjBBv6aOMdGGBpKYvr7nAkgw/mIe19iCWO6t3txP79dAj/RgcHkZJ79bOVoQsK+DwpaTlFjy7QqSpfcuAB5ZwrigaQDY1sSkenUvsK2V+7gVlYx3D3Wzki0QE+KBogTG7IHWd9U9rJDKivInVFVsbQYOdLNS7UAXq8peK6Nv7Fv7gaxokq3vNQNrm1gxsywb+LQDKLkTyFgICAbAYwfqN8hY/CsZEy6WEVcIpEwDZv4UsEQCA43AvLvovSp5gJEuEQaHDQa9ykbH/zi+N6VqID755BM89NBDGB4e/kqdKuoD8v8OQUDLkIgPD7E8YkoSF6tJSSRtfNExzAyg6pcYYeEEq5Y0bG/mojYpgaRO9wi7Ic5I5eL3TgVVpLnRwGWT2FCmbZgqyidOoL/hA2vo55gVRePsKCsXhsI4EhIv7mL2LxBOL8/hULd/s6k9bfT9/NksqjzbhkgELs0BdrUw69Y5DGxoB+Kj6Ud6Qi4zff+u5jH6nfRXvH0u3x+MLIqyUqVmM1JxNyGBn7GjhYvi7HSWYQNchL4MUKtOSmSX8yE3F2NfSDL9NH80jWTnk5uCW9W4JWZtM6Poz3pBEf0xVbJ2URa/v3cqWMJy80wGB+rCO+Jm0PGvKn4nizKBJbcCe5/yeVwMQNpSwKGQPqcXMFBKiwHGx0kwSU4cWw5gxyZcXsHvO7QaqZBeUUFy2ywyg+/7LANskvbhQTY8UuGRgH9XC4BswJm5TvxyvoAht4hH1/Pvtb0cbx8eBN6pJGn5x+3+HernZwDz0hnEtg8H93TySHyGXF76/s5O4xgPhFem1+qtsxnw7mxhIDsvg2Nx5WHOLx8d5HN5Sj7nkSgrM/Kf1pCAUlHVzYZvV5QwUVHXx0C7KJ7k8mc1mi2JR+JzHKiUL00FDjuBF5Xr2trMz7555mh7gdo+qtFPyeO5+ZJUw26O/7MKSb6qNicz04DdrSwH29XKa39Caf4VaWGQbhTZ6X3AycTRz2YBj64P7vk8LYXlYVlRtCX4vIavvXEGS8eXZgOFFwB7/zL6vSHxQEgiYOjhnNHroErCIFBNvrZORG60BSbo5VbfOoxGQOb8nxDKKgEBgEuCX0NIg0ivuMsmM9m1uo5zb0EsFSgNfRxHa+u4waruASKswJCTz96BLj6XIabRVRgeCUc53a1Dh47/X3TZRRhFGaHGY4+5jLTI8Ei0J4g4artAHccTRFFAQaz274snsHw8kGj1hQzuO0/JZ1y6sYHx54xUxpNvlTNGLornOhnoBxrseAB7FKhwetmn45ZZjDvLOxkvl3dS0OL0Mil65jiuwe9VAmeP517X14/fF9NTaY91Qm7wCiuAApzluVzbU8L5Gc/t4LWuqqXN04xUCgWaB2mT8IOJtORKi+A+bUoycOdcxr9OL0UJKeFU424bo1+3UaQ4AGCcPDud+35R4L5iQz2rGV/cRaL31tnAXV8yVq7vY3x7ZiFjcrubSt4BJ5WnogGYfStgSgKMFmDH7wVE5ciYdJkM94iArb8DwhKB/FOAjU+w/B8AmrcCB98XseA+G8ToEUh6tkbH/yi+99C9p6cHN910E2699Vakp6fjvffew3XXXacTqv8hZEnChHgZU1OoqHF6We7u6xmqoiCWBImKDQ30ggE4Od8yi4TnoR5uGk/JZ+ntKflsFtM8qChvJgBWk7aYtgwxu/jcDlVNxc9/ejP/vr6eZEpxQvCO4ipcXirE8mP9f/95DUnR9Ehm9q4soaoz3EK/nH9XUVk34ua1v6tkAn0beHWOUMGZHcUFzVftJwrs1GxSGloVJ2gePEuzWcJ7sJPZ2C8OU/2mdqwESMReUETCq3EgOFFV2cUGO8PuMb2/AfAa/l1FdduUZCAhhOe3IJME9kPrNL+cGmUx94XdzQ6dP54OrGsADkUCOaco5xkLzLkbWD8IWEzAbbMZMKRHAgkhMpIsTni9+mL4TWA1yn4qsxNzqWqrUjxRXRIDH69iAQGQnMmI9CdUffFFrQAHTIgzONA2qH0PERYeb2EmiZjEMCYIbpnFQOnXS/mMemUSlmOhbYjl58UJVGAe6mbgN9ZrtzXRiP+8IirUtzZTOZsWAXxRw/mgqocE7J42nucTmxg8PrqUyRdAa1jVOUzyuXmQCZIXdlLR2RjgExtpJXE8P0OxBzDQl9SXZAU4Vt7YN9rjGGC5V6iZxKbZ53tKDGWwfbCLhOWkRJKm8zPoKw2QrF5XTzXiggwmagSByZkwM+/zpzX8jJ9MH/3ZRXH83rvtbEz02l6StR6JxO2yXKC8CxiaAMx4Goj1UeLH5AOldwB2KwP2tyu0srOLJzKhYjECQ24B37Dvo45vCNliw1uHLLjzSwFPbQbu/JJljS4vANn/+Rt20Xv8b2VMdkxMoFLcKNL6I8TM531qCuf99w5wPfzokNYoLS+WSa0iH9WzUQSibPoXq0PH8Y5Ou4hIs3xMztOqJUGX/Rg8OR3HJARBQIyNMezJeUyI/3E747WxYDEwDvvdVop25mcyZm0ZBFoHGX8tz2Vs9NgGJrHHglFk4j7ExNjPF40DrLYccjHZva6BpKWasBx0AX/fB3QoTShf3Ml4dX7G6M8JN3Pfp9pXHQk2E5uRtg6RoL22FIgPpUp2bT3X/jPHAVdNAeakM4a4eQb3gNcqvQv+tJ0EZ5SFytg/bgOibIybg95TpSF0rI37AFnmMX67haT0uUVARgTj26YBJnyvKGEcE2vj9Qtg4ve3W4GH15GMdocDXhdgjANajEDtagHdh4CaTwWsultA6y4ZGfOA/FOBXX/RCFUVHgew7Q8iDJ4gqiUdOv5H8L3mKD/++GM8/PDDGBkZwW233Yarr75aJ1P/P+HxSChJlBBtM8AgciEJtzAjFQhB8C/3Wd9AkvKWWZykV9VSAbkwiyXEFxTTL6aqm4vAxAT+bsRNonNBJvD6HhKFGZGa0fbedmbPNjVyUW0aIOkyLpYk4Fjl8xYjJ/yOYWbYGn1eN+giaXXJJF7HueNJ2rxZDpxSwAVazfCp5zAulgSKil47CeKPDlIx9t4BEkTzMkjyLMvhNVR1k/w4o5AklkdiBlEEfRvNBqrPBp00B1+QSeJ40KUYoQfJMIaZAch8T3xI8AY3AAnOtytYcmwUWU6yq43BRE/Ae8LM/hYF0VYqZVdUkvw+qxD48BBw9xlAxglAmx3oCgfS3Gw4duN0KqYmJ/Keyi69q/g3hUVy4bQCC1ZUcv4qjNOsHABgajLHyvM7SIa9uZ+B15GCNKo0BVhFGbIsAxAQaWEAO+hkNvrkfCYYlucymPrnfj53czPoc5wTzQx6MKSE8+eJjUqzrCZ6VG1r9jfJBzhuF2cDd3xBT+BtzQz8Qk0kCt8K8GHd3sJx4JWB9xUl7mWTOdbHxXGsvlOhkc4qXivjffrLbv7bZuT88oetDMDvW8iEhsngnyRRUd8f3G/ZK/M4M9P8SVdVNVrfT1L5ngV87Z93+ls17GkDrillEqa6l3Nj6yBw6WQG7/V9QFIaVaTXT+X8YRQ5hwA8XqiJhLqvZ22Iif8uiAUe38T7fPt1QK6dSgHYgG2DQIaZ81+YWbNy2d9B4tcgALPSBIgwQnJ79KZV3wJEkxHvVRmwpt6fZDjYTX/vO+bwGa7p5e9X1pIQ/VsZFTjv+XQ4TgrjOjsjlappVVUCcA54cReta6Ymk5yfm8516U/bOdaruoGSaAPcbr1mQIeO4xUkVY9NO6UIswwBPMecI9jQ6NChwuuVYBSBn89m3HP/Gv6+eYDx74EgYoGT85nILklk1WNNL/dwBgGAwIopX1R1cz9S1j76WEuzqXSdn+lfoffV+cmMU88Z718p5YuPDgEPL+E5Pb0JuGE6k5obGhgvFidwn/vybibXj2QTIID7rw994n6VwJydRrXriJsVSqqVk0GgUEmtQpuawvthFKlWHXIBV07hdcxO0/p3mETG7h6JYpqpKbSie2GHv/XCrlYe5+75jBdPH0crgEeWMPb++z6KoXKiGb/EhPCcZPBv117J2H5WJNC2yv96qz8RsPhhGfYeAe4xFMVDrYA0YgDCxr5vOnT8N+N7YzRvvPFG3H777ZBlGXfffTdKSkqwc+dObN++PeiPjm8OkyAjI1JGWTsn1H4Hs2WBqOpWm+No+PgQN4BZUZyQAZI17cPM5M1Op3I1J5oL5N0rSXBIMjOVjQOc8J0+fNznNcwA3reQk7Ug8O+hJk7kwZAWwdLhdyqoDLt0MkkkdYsbagIuncSNqFdWSjK9wDkK8RllYRmGSg45vf4kjAAgORzY0syfEBOJR4AdJXe0kNB5cScX+hNyqYKr7qFP46PrgS4739M1wuufngpMTeICODmJ/kLZUVy8wswkrG+awYzkBUVUxK2spdI3GKYkkayRZWZAe+xAwwCzuWYDM8LFiqpJFGgToBLPBoEk1idK85ztiifgkAtoHwGaRGBzP2AUqNLrc5CMOyWfm/yKTvrz6vhmkDweLE734vwiCVajv4rt8skcK8/tIKnyuy1UPd40Y7Sy2BcCqID1eiUUxbNT/WWT6SX1/gFm9+v7SAamRwJ/2kHPpNvmMHi7e6ViQj/GrH5KPq0nht0kcm6dzWPdOINEkIr0CKoJDnVzvKVHkFDNjWYH03+MYa6/r0PzzjrYzWesqltr1DQpUQtSRUUFftEEzj2PLAF+MIEB6afVvJ+rajk/JUfQ5zRYgzkgeHfZKCs/w+lhoiHczOZWI24SqgDP6Z0KqnYDy86sRh5jbT1tP2xG3ttdrbwn8aGcZ9fU8d7dNIPfe4+d6o2MSN6r1wNsGCYl8j2qXYLTS3LVFQl8OQA8spO2JVFWzm9XT6Ey+U/bNTsTrwzU9gl485AVfQhlybqO/y84YMaquuCqrdYhrmOXTdbWo+oezq0XT1ASZuDfJidSlfL6Xq4Pn49RXvjBASpRzi/iBvV9peFabAjo1Xwsytt06NDxjdHloFL1WIRRZHzfOaLPMzq+GVwuL7wS160Gn+qidyqoxpzlk8C2GrnXi7UB7UMst79rHuOktHAm0oNVLX54kHuv+RmarZPZwNg1J5pl6ntatf4BgUgOP7IdgdPLuDQ1HLhgAmPh1HBWKE5NYXz96w2ar6tR9K8k8UVgky0Vr5UB/S6SzL/ewPjtphlKGf48xrYJoRoJ/PwOkrpqRZvFCHxaxfuQFMbGU7fM4uctyKRf+9x0ChaCedk6PLTokmSe+7x0xiF/2Mb9SL+TwouH1nEfUdvH85iVxvuzNBtIigXMQYjR/kbAFHLkOU06NvNIOnR8L/jedmNffvklAKC/vx8PPvggAHauFwI2D+rvKisrRx1Dx2iIooDaARFxYcJX3brX1HERUtVfKuweliTOTJWxtZn3PT2CCk41WwUwy7cgkwRExzDJwNMLuLF3SyQxLAaSEQBJxrQI7XNUf9Lfb6WKq2uE52MycMG7dBK9dFSF2TmFLPlvHdIIj6c3U625TGn2I8lsIjPiAu5dwwUgMYznnhROD8s/7tDOoTieKiIVczN4fNVPtqKTC4taLp0YykDBKwOQScY0DWhG5HYPyyseWUol6Jx0YEsjM7RZUTQBv20O1Ww3TAAmhgP9I/zMzZ1sICWIvB8uD0vvV1Ty89Vyk/RI3uMZqSRW97ZzwY8P4b16cSfLsKen8No7hjUPnump9G31Lf9uGaQiLsQEVHcDc9IACVrX8lATibDOEQYrgWNRx5EhuBxYnBGCzEiSbFQQ8m8hJu27GHZrXT6vK2Vjp2Bm/FNTZFgFD2QANoMXdreAP2zjdyKAyus+B4OvrU0cE1eW8LlQlc/vVTJ4e3GXFlzajFSbHuhikHjHXGb86/tpZ2EQgFPzOW4BPlev7GEp0nVTmWD5+RzOFQ+tZXIh6P2Av7VFVQ9L/VuHgGc287x/Ogt4bjsJqt1t9J+NC+F1JYaRZH3ZZ97a1Egl+f42/zJ+FZEW/4SOiosmkITd38FkxRUl9Jo6ucC/fKyik6rfQMzLoAq+e4R/T4vg/dzbDizJAhLCqBJIi2BC59ENtGeYlszxe6CLf+91cHxnRNLjeLuiCq7sYuO7Pgfn1KoekrRRVioVDnVrftKHukarMiQZ2NIkYHWdgJtnWFAYIUP26MrG/xROrxCUnAdYFfHXPXyG7l8IvLGfSYNPqrjBeXgJCdZBJ5+nZzZzYwSM3QjG7qHC56VdbFp44QSgZYBzw8QEWZEt69Ch43iEJAM9DgHFMccmqQpwremy65WCOr4ZBIFkqctLmzEVTi/3awuzGHt6JZKB71RQGbo0GzhrHHDfGq6Tbol7mjPHjf4Mt8R91qJMWkh1jfA5/fgQbdFunU0rgStKaLn15WHGU5mR9AlNDR/d0yIQ4WbGhp8f1hLyExJYxfRptRbDzkknaXrRBPZKUNWzArgHW5jFcw2EV2YfhEgrk+jj4rgXVf37E0MpGvroIPeYN85gXPmPfSRES5OBn81m7HnrbFpYvVmuHT87ShFbBCF0VZR3cs/dMQzMzQTuXTX6NTKAv+3hdW9sZAyaGcnzuW8NcOdPgdqngSGfyksBQEiCjISJArwuoKfa3wbAFAqYQiS4xj41HTr+q/G9kaqvvvrq9/VR/1MwGg1Y3yjgjHHaYtI6xMn55Dz/RcJqpCn4RRMEnD6OJf/hFpYm/2CidsytzcCts0iCflZDYlMUuCDmx1BR2jXCrCDAReRAFxehTY3chNb1kvCxGphx67ZThVPRSSVPirL4xYZwc/n4RnrhGEUudA4PN62q8hKgEszpAa6YDLy8h4u3uhDOTNU2sONiScAOOHnNy3NJfPoq+EJMGhljMXCR8m3u45G4mPsqEGUwA3jpJH7WSXn8ZW0vOy4KApAlA1XvA2v28G+hicAPLwU+7wFeaOd7ntpMsmRpNktVAKqdfrWWwcYJuSRjIiwsPS5OoNpRBsmu22bzWiYlkNQRQII7sPxGbW5V3QPEhSqklMDXW4yAKDLoAZjRdLv18v//C0RRQJ9bxJOb+V3Oy2Aywu4GusYoj3m7AvjRdBKHvpn6gljgjAJg0GNCmEGCwyvi4yoSqjNSmWBoV17fZef4Swxl1tnXSqKyi5niX8zja0LNfL4liUTqHXOpuu51cJyGmKhCDUzAACQCVUWCSeRPYRywoTH4tU1MZPmTihATx3h1D5/Tyi6gfw/9fvd1MDDNjWZgOSmRr/m0in9/RglWZfAY/67m/LC+wf8zLy8hGaXOG9FWBsEtg5y7bpnJJFNhPLAomyTmKXn0Pwa0TYIvsqPok/XeASotRIHHmp7Ca5qYyHlu2E2LhL/uITG9po6Jkd2tJFjVLrOSTAuP9mFgRhrVxRFmJmBU9NpJyKdGMFlTEMdryI1mt9fUcM5ngy5+D6EmrVHZn3eJeHyJBUa9cdV/DItB/kpR7QuDUhGwoYGkqVdmE7IfTePYMBnYfEoUmBQIN3O8Akf2zgYUJbWXlg5724E751HZPT0F8LqOXTJGhw4dR0afU4BXFo7Z8n+Aa2Wn7qmq4xvCZDKgdoBxmqqqVOGWSHB+eZj7r+IEVssBjEN3tTHu3dzI98eFcP84NZnVP76rnUfi8T4+xH1KxzDXR4Cv80jAX3Yx1r5tDmOyAQf3b50jjB9jbMEVq8XxStVUEmNCk8hqv48OMsF/RQlVnYsyGYs5PExun5hLG68BJ/ed4RbgwTWjff5VSEpedEYq8JtN/n9rH6bg6OdzeLx/7PO3utvazM+8ez73ddtb/N+vWi2EHMGaQN3fRoZyLzJWNKFWpKqo72fCODsKeKYMuOViYP9T/JtoBsKnAHUuAQ2nyjBLAiZHAn0bgcZP+JpJl0vwWlzQux3r+F/F90aqer1eTJo0CaGhQerSx8DQ0BD27duH2bNnf4dndnxDBskys4EEgFoO8Po+EjF3zuOGPS6EJOG2ZqrqqnpIysgyfVf2tGleNpLMjV5yOF93Uh5/lxpO5ZpXBsbHk0BQSbkPD9KDsCSRv//HPip6RAH4xXyWnMsyyScB3IzuaAaW5LBzI8DFdWYqs2aBEEAy44MDJDLOHMfPPGc8F5gZqVxIF2Tyuhv6mOUTwEV4yMXFQ1XkFsXz2manMwh4u0IjuVSrgKkpo715WgZ5/M5hektGW0kICwAMErDjUcDu4xs53A7sehI47V7gkXoSXCEmBgpv7Nded2ExvYriQvmZXSO8V5/XkPjxXRTfO8CN94u7gKtLmSUeF8sSkd9u4UbdbCAptqOFr//VYpajj49ncBBu5nduEEgghZoAs2iEM5jsT8coCIIAuyEEvUr53Oo6Ni0KN1NtfE3paOUmQDLzhR3AvQtl9IwArUMCom1MLDy2QYDDI+DBRRbU9fG401Lo8fT4Bh7rjrmA083n3e7huPJFtBW4tIRjtM/B57UkERCMJBs3NvAcAD5ny3JIqgbDckUJsL2FpOXcdOC8YpJJDQG+yPMyqMxVCUoBLNd6u5xkoaoIaBnknDAxgeVIavYe4Ni4aSbnJV9EWvl+m4lzUNcIia4LixmkuyTaFQAMJPNjSHrePY/zjFfmPXd6SVL+cBIwrZ9jY2kOg/yFmfz75ESq7P+4jccrTWYiqH2Yx1mYyfMojKOKQVWqtw7yfkdaOP+5JQb46+v5+tlpJMAf38DxNzXJ32szJVxTM9w0g2r2U/IZbF80gcqDEBPHtdNDawQVDg838XH6/vg/hhVuLMgQsTrAUzXaxuYWl07mvf+0Bqjs5JgyG5kcUa0jjEpzx6J4lv3dMYfPQ79z9OelRfhbTgy7qaRODee4PsJ+SYcOHcc4VAVopOXYTY5E24CqHl2pquObw6Y0QZ6XwepFdf/n+/ezx7MaSUV+LPeTOVFswPt2BRPpoSbaZC3IJMmoJjRzoxkzPrWZNgC+YhhJ1tbUtfVM1F9YzFhSxXuVtFz703YmoVUkh3H/+o993AerI1O1tXp2GxsDlyQCYRaqU/cGqEFPzWd8GBfCn2AVZwK4vlsMY1tlqWKDOJs/oarC6aUyVxUu+UJtSDsrjQRsMMzP4DXeMG10H4NABDZ6XVvH6/ztVsAdDQgGqlFnPgI8t1fAfp8+JSsAnD8RKEwE4lIkWJPd8Hh1RlXH/y6+txX1qquuQk3NGAZjY6CmpgZXXXXVd3RG/x3wuD1YlMUv8vSAcop97eysHWsj4VjTw4nY4SEZ8ZtNJNYqOoB3K0meqp6dkkyCBuDilBlFoujhdfwpTiBJen4RX6OqKONDgQfWUIkmgwvAm/tJooQr3nMuCfjnPmBhNklgtbR1UyMX2OQALxcBXAxFUK035GKm1GLkBjTCQpXQ2YVU+ni8zLj9YSsX5t9t5SIUZVWOVcqS3VPzgf3t7DpZ7bPwnJzPayuM1XxmVaRG0IIgNwb4oJKff34xyS+DBIQmBf+eDr0JnJ9NgiY3moTTdVOpvvvZLKqg0iJIck5LZvlM+xCJ3UCes7GfStf2YeCzahI9Ze1U052Ux2P8dCbvp9pAZUczg+gvD7PEQ5aZcb1voeIVKAhwihbdAuAbQjKa8OddAjqH+bxKMr003RKf6T1tDDyDoUjJkPc7BURZqXTb1cpnSQawolL8KuBblkPiRv33ysNUZ0Zb+T37ZpkBEuuHuumv+sJOZu/vWskxt6/DvwFA8yAJ+ylBntll2XzO1Cy5R2IQ+8g64JbZwHlFJC9LEkn0npJPZYDZwDF22WR8ZUeSHe3fnK51kITiQADZpFpcyLI2V2RFUe0O8J4tymIiYWICg8Eva1nK9fRm/vQ5SG6dWcjjeST4ed7W9NLCYGEmld5F8Sy7DzPzvFdUcr6zexi8T09l876MSG4I8mJYlhVh4Xk8so5EaVUPx+zTmzlPtQySfKvs4nf7x+1UtF9QzEDbKbH7O0AS2Sjy3CWZwX2klfNbjI2JlewozlFv7udc1zIIHd8iJLcb5xZ6MTPFnwSJs3EzWNMDGA0cEyEmjsffb/UnRj0SE31NA5zj/1nOTU2gbUWoic0pPg7YkO5uAywKmyrr3cd06Dhu0eUQAcgINx274zjaCgy7ha8qHnTo+DqYDCyb/+gQG0b9Yh73PvkxrIz82Ww2T1UTiSEmxkwuL/dOz2zRYsFhNy0C1tVT9HH5ZFbhLczins0jMY6ek659vlfy3+cuzfZvFAWQ6Pz7Xu5Xb53FPepNM2i99sFBEpG+o7Kmlz6o5xeR4BQFxleBhCpA67T8GDZ/unDCaEISAE4t4HlajaPFB74Q5LGbygL8W2oQUnVXK3t4tA7x+gMxMYF73QuLge1N3GveNpv+/JmR/q/NjR5N6srg9wwADhFImwnMvwfYNQw/QlXF24eB0BkyzGkj8Ah64b+O/218b0pVWZbxzjvvYN26dd/4Pe3tQVoA6vCDyWTE8CAnwX4HS9M/OMjJckk2F63X+0kYnJBDkuLZbdqiZzPSV9Hppcrx9HEsgRh0AhFWrckMFNJIfd8zm0kKTksh8bClieTt2vrR3bjVjeiQi9mz08OoFmsbZBmFCrfEc7t2KstjZbCkPtrKzWu/k4SVJAM7W0gGyTKv83APS5inpZBcbBkkwfTMFi7Oq2pJlv5iPsmkITfv19njSTTW9vH8l+bQOsAg8pp8PfEMAhWCf9gK3LcIOCGPpd4T47lYPbIVWH42UDgHOPCS/z3oqQJmRwL9A7RFcCuG7waBAYfby2vd3MhgZcjJxTvURFLHFwmhWhf5Xa1U5H5WwwDkvCKqUf9d5U+g2T00iK/qJqE1K40l1f+u5jOTEQn02AUUxdkgOvQy4q+DUzbiQLeAXgcJxN9v5XOvPvtfHKZyNcREFatLUQ8vz2Hi4PMafmdpESQwL5nEZMefd5L8/OFE/q2+TwsAQ00Moh7dQIXkeUV8htUGRtlRfIZU5bdBAGamAYuz6CGaETFa2frSLn722eMZCAoCz7m+l42wAtE5Auxto/l9SRKfvxd3kiCdmcZmO8MuXvOWJuC88XymfYPYhLDgnWIBjnG7h4mEpDDehx4774VJ1LxpY2y0TFDnp1ATcG4RSdJ7V2tqXIAq0R9NI1mqTGVfKetbBvndFMVTqV7XRwuO0mQmNF7axTng1HzOXXkxJFQbB0j8qtYLn1Sx7P+qKZxzfjmf854vNjZyrNqM9FbNjuQzcVYh8NfdmterV6Z6eEMDVRfXTeU5DDipct3bzu/rT4oaxGIAoiwydCOr/z8ITjsuKzbjgmIjhlwiTC7ANCLA4OQ4LElSkl3DXC9UX14VExOYBEkM5fOzv52JhVtn8/2dIxyDsSHcxAU2mbCZqJQJNUEvn9Oh4zhGl11AuEn2a5Z6rCHaxv922UWkhx+7NgU6jg0YDOJXZfjbW1jJ9Ow27v+mJFFc8NIuoEVRb+bFcK/z550Ue7xTEfy4O1v593Gx3BeVdzK2irGxOiolnPuubc2Ml1xeNoj8+BCVnPX9o4/ZPMg47CylgVavg+rTtXXBz6FxgOPB6+V5B/NKBTSS85JJ3M/ev5CxX3UP378sm+rYX60D7l3AWLLPEfxYkVYgbIy/AYwHzEEYGrVRclU3xU53zaMwymRgBaPJwLjYKHI//s5K7oETQik8qu3j/sNm5B7izzv9jz83XWvAlRQLdNiAPifw2Ri2XwCwqh44P1eE6+sMbXXo+C/H99o2+K233vo/v0dXzh0ZMoD1DQJOzGNma2EG8MBCwOEF7lmlkYIySEIc7tOI0bwYKk5X1mr/zo9hibDLC+TEcEP4/A6+p8uHa2sfpgr0Z7O0ZjAhJipeA5ETzQk+3MIN5aPruSAVxjE7mR6hZcsK47gg/LOcDVomJjJzmRHBjOLUFKXk18vXqoTL+gZuRs8ZD/TZgSnJVJ/dt4DnPuAkAfX4Bqr2LAbg3oVUcMaF0Kh8wEn/wnOLSHKcmEeCq9tOwvXqUi5EuTEkjrY0MmOYopQk2z3Aa4eAc3OAlFlAm8/CbI2ih+mERH4X/Q6ajx/uZVbx5Hxe04Is4N0Klswkh/O+VXdTWZcVxc9IDNUUqCpJpMIrsfQ0EEXxzBQXJ5A4Sw7jd6Y2C3poCfDpPgEbG0RcW2KF6DrCaq/jK+Vj+zC/i9vmKMbxMhBqBM4az/udHE4/Jo8EtA0zKHurHNjWLOCaUo6Dtyv4HGdEMlir6wNMooxlOUD3iICcaNpdiAKz+30OKjb/uovE4LWlTBpcWQKsqed5RVvpYbWpEXhyEz9/cTaf6UofQjM5nOf5r0MMbkWBQdWCTDZ367VT+errHVXeyTF93xr/e7Kpked+2SQSoA8sIrG6tl57TZSVYymw8ZIvnB4mP0LNVH06vSSuVaJUFDhvSDLnH5uJqlKbiQH2lVM4DvodVM57Zc4FJ+drHs1VPQx+X9nD+SEnGrhgPMvADvcyQfHYer7v2lJewzrlOhZlAaflcx7xResQ54H0CJa7GYMsXWVtnLeGXPw+NjbwPM8q1Ij3dyv5/xYDx/bLu4EHF/O8tjZTgRBn4z12S8A1UySYvU7o2+JvAW4XrHDBKgAWSxgG24COrUBsMS1fTsrTGgyqMIn0z23oZ2Jv0Mm19qxCYEmYsoaM8BnLi6WKPBgWZ/HZsXsAk8UMj0NnyXXoOB7R5RARYT52VaqAVonW7dBJVR1fD6PRAFFJEsSHUHE66GLsuaqWse1J+fxvqGJVJIMxqssbvFO9ito+7uvOUZL7N81gnLqjhfHQpZO4B7IaGT8Xx7NiKyGEBOzgGEulQSTRW91LVW2gZ7ov+h3c3zUPBo9Pzx1Povef+5mMTwgFTivgOi8D2NMKvHuA53PDNO53T8wNXn4vgHF3fCgFGMFwQg6QFMp4V93Hh5q4/zzQSVuo+n4SxTNSgFAL8OddrIiKspL0npjIeD09gt/BS7u4L8iK4j7y1TJ/AUJ6BPsb3P4FxQhNg0D+RYADwFBTkJP86t4JylXp0PG/je+NVD1w4MD39VH/U5C8EmakSHhuu4i75nECXVcP1PX7qyzzY0geqn6ly3M5gbYNKp3sm/i7JzdxEr+yhMRbWRvLe4MtMleUkJAzG+hN2m0nseq7eBpFkpG1fSxVP9Ct/a2yC3h6C5vJPLyeC8b8TJ7D1BTgjnlU1u1rp8dgTjRJjqc2c5GdlgxsauJ1xVpJPLyzH2gYJOnyahkJIYBBwJUlCinbRKLmtTKWLauZvaJ4ZkMf30Al7QcHaBbeplgO/HM/vS9/PJ2Ex/YWYGkuyd6ydm6s/7ob+LgeuOcEf1I1/RTAYQUsIhvrPOXzt14HS4KruqnMaxkEziikCrZzGLhkMvD+AZbchJu5kN8wjT6RDg838SqC5SDGxfL8/7aHZO3GBuD2OSRndrcxIDjcy3LjvR0CWkcMSDcLkMZqXa0DNqP8VTBX3UMCriieKsaHl1L9fP9qPmdq2fop+STwtjbz/w91+xOO9f18tm+YyudrdoqETruIglgBz+1g0iMhlOOgthdYnMPxlBZBErR1SDPnv2oKFaS+Tay+PEwFu5r1V8nJ327RxrdJZMDV72BDujAzz/VAl+afFWEhgRoMLYMABAZ8/9zvf33xIVShmwwMjh1Byg4F5fgPr6Oa3GJgYJoXy/fMTWd51YoKqjbdPuTj3/ZwTEZaORbX1nFcymCQedEEKk7/VcX3GAQtwXRaAfDSHpKzN8+kqvuMAjYF+6ya5v0q1tTR9iApwKYEIBlbGEdlfWzI6L97Zd73SYnAbzZy7P+7mnPsM1t4v380jcTz+8qS6ZY4D6ilZisq2XF+brqMZTkyog0uSB5dIfBtwmQy4MtmGXNSBHT8A5gzHxgwAFsVH2Jf9cnFE6n8KPcpjTvYDTyxkRu5eRm0gmhS1M0PLqIftq8lxoQEdgluGaLPckGsGVabAaLLCa9XJzx06Die0GUXEXmMk6ohJsAsynqzKh3fCKJIy6R/gvuMQIKyeZAx2L0LgR4HlaStgyQPL50UvMeAilATY6F+J4nLv+/T9m4A8EoZY7OrpzBhWd7JnwkJrFT84ODoYxoE7ndWKEKfSN/KyyDIieZ/PRJwSi7wZoV2vlOTGX+9uEt7ffswk6inFwDj44C3KhgbZEfRpik1Ajgpl2Ts+we0z7UZSQg7vbQVOjGXVWt+5xLFqsuKTuCeBcDfy7g3jrIylrAYGev32Snq8YJiJRW9DsbrN8/kPn1PG8f7mYVUtebFMOafnU7iGWA/k5lp3MOeXsC98u+3cj+yrYX7m8CqSRUzUyV4dS9VHTq+X6Wqjm8fXq+E/GgZs1K5CL28m94xnwdkv5bnsmw0KYxkaV4My0dPL2BzloIYYNDNkvm4EJY23reaC0l+LDf5voixkbTtsQM/mcHXXj6Z6iu1/BigT83nNSxJ9yVUVXQMc/FVy4Zf2UPCYWqy1pwHYDlxfAjJxOQwKlErOtnsqTSZWbVD3UCEDbg0m2UpvtnLzhF6yP58DhfjASc3vhdOYHdEq4nXoi7AHokEkSSzbKW2TzvWK3tI4JoUj73kMJKtz27j+T2xEXD5dBpJnMEfwUwyLLD5lYrtLczUZkXx31VdQEY0lU2qUrDHThuGman8LKeHDW4A3ocIM4mnve1U7p2gLPJPbGKm8pR8LvDPbAHunKsFGQ6P5t26uk7AlUUGSC7dbGssWCQXfjhRxPM7GZHI4HM1P4PPs6r+BvjdfXGY9396KoPLSYnBFcUAkxItwyIO98iYlirgoXUMwPodDN567bSb+FcVg6I39pP0LIpnINY9wkSAL6Gq4qVdVHcuymRQuKPFP2Hyo+kkXyt8CKJPqxn4nTOeqoGFWSQ9x8JuJfCamMjz63dQdTroZJBtEnmsYCb+y3KAVXUkVAFe94eHGDgvyOTcdKibwd1pBSS0JyRwLlPV7pdOYkmTr99ln4OK++unMpk0MYEq2EgLSTGTSJVphJlEbaSVgTEEznVRVn8i7YvDJGkDoaoz8mKoUAzE3HQmqpLCqEzuVXxU6/r474Z+ziMPLebnNiveqSNuLUnmkYA+h4yLxjkhud2Q9WH6rUMQBDi8IjoMwORbgc4yQCrkRsnl4TMXauLcGRfiT6iqSI8EPDLXRrUqbmUt33fPAiYm+hysdnB66B2slvW9vlfALbOMkCQRyVYXBM8RpN06dOg4ptDlEJAce2yTDIJA2xi1qZYOHV+HrhHGgp8r1lWBuGYK9zh/89kD9joo9JmSPLpHBcCYSY2vOpVkdLCEe7+TJObNMym8sXtYHbYkW6u6U2ESqZD9zKcZqMvL6iu14sgXV5ZQePJJFfeNkxNZLfVqGZOfi7IYlwXDJ1UUKiSGMqGuvq7Xwf2W3cN957CbIiNRoFjI5WW14hnjmFTf28a4d3oKCdAH1vC98SG85hUVwB4fS7eP1Lg4w79RF8DPuGkG8MY+f3uEjw8xbo2w8vg50bxWgGKP4nhWzJR38t6aRO5919eTGyhr15rOqkgIBfKiJHhdx3YSSYeO7wP6avpfAJPHjqW5Mt5WPGtG3KMb2ERY6AlXGEeCVTX33tDA4MotU7n5m00k5F7Zww3jnHS+xi1xsleRHcWM2ZJs4KODXCBcXi6Ovo1vSpK4KFUFIVQBZtn6nCQLnV4uACflkfwJnKI7R6jqunEGiZuMKP6+sZ8kaZiZn90xHLwcRAYXwEVZ/r8va+fiEWnROk0Ou7i4N/azEZUvBl0kiuZn8KA9DgYBA06Sq5mRQGg0kHcFMOVBIOY8oMdA/1dZPnI3xqoeEtgGAciOAf6xl8GL2tTqttkknna3MQgZcjMoKUkkmfRmOf990QQax+9sYdl5ifKdqNnS1iFgxMNjmURmf9sULyRdt/D18Hq8mBDjxm2zpK8aq0VYqKhUGzQFYmMDEGGREWb2t9LwxeIsjqPH1gPj4gTU9Gg+rfX9bPpkdzO73DRAxaXqT1rby++5OF6xIoCSrY/huLcY+P2/vIfjLcqKrzyyAKpY24f8CVUVn9XwuT6/iOPEcISHJMJCQjI7iirzTY20yoiw8LlrG6Ji76YZDEQBnssVk5lMaR7Qfq9iTZ3mffrRQX7+V56WMgNi9TgeyZ9Q9cUHBxnEzskgcXrJJJauyaCq8LxivlcQaMVhEPj/P5jIIF2dHwZdnG/umOs/3y3I5H0eF+uvtABI5LYM0lblo4MknNX3DjqpYAAYSDcOMEmlNrIrjIOfP58ANlfS+xl9N5AkCdNSZHx8EFjfD9SnA/lKaVxONPB2Oa0iJiRQbRIMZ4xjNUGgzdiwm4mx3BiuG6+VUQGzspbPzkl5fM2rZUBdv4jqQQvMFlPwD9GhQ8cxBYcHGHYf+0pVgPEIm2rp0HFkeDwy+pV91s0zgY4hrnHj47gmCgDGxbNCKRCrarkfiQ+o3jEI3Nv8S7FlSgmnklIl+gLR7+Tn/GoxLbHGx3EveMkkVoBcWcI47WezuV9cmMX46cYZfF9pMgUpvuHrJRP52kfWc19V3UNxze+2UBkbZuK+LbBXiApVlLIsZ3TTrOe2MxZsGWQMfLiXMeScdCbwLyxmkl8ArbncXsbJj6zHVw3kQkyM8X0JVd/7ahBHWytMVQjsYH6z/9zPOEMUeD7vHeDP4V4Swb/dSsFQVTf39ztaeC7vH+D+U21mbRKBJVky7pknwejW7eJ06AB0pep/BSRJhturlf5uaCA588Z+btR/OInZpPcqgdPGkZhQM4kODyfX32zUSMykMG0yLk4gsbcwk5N+jE1rvKN2dlRLL+r7AU8v37M4m+SMDJIftoA9YX4M1WrNgySYHB4qPhOVrvZjlWjsbGFZ7t52rZOhqvrqGObG9IcTx75Xh3tZPvzhQaAojotl4wDw+Eb++5fzgQfW8n7NSiXRtK+DPkGqagzQVIeHe4H+YZYmq8cvTaIqVSgF+rw8r1DwfmVGUUk4FkJNbGDTNkRyNS+GvpfvVvI+GQSqEW+bTcK3vp92BCYDsK6O1gYAvyMVB7uBOxUzc98s46ATcLqpmhpwANdPYyCxOEuGx31sqyyOBQhuF/JDPbh7thkuwYjqHgHDrrGfXY/M8RgXMlr5DTCwmplGhfYFxSQXewJilQ8O0DP0y8Mkwn1J0clJwJpa4IRc+k6dnEcS6EAXv/dT80lqrq/nHAD4j8tZaQzSxsKOFgaxI24GkNuaGWj6KjhFgWTR2xUMUCMsDJRFgWTwmjrafUjgfHRKPg3+h10s1z99HIlhk4H36c39HJ+SzEBwSxMDyIWZPJ9tzVTSXziBQd7mJn+/y0C0DVFt+PgGqs3bhljqP+IG/riN13PVFM4jvqVOmxp57ddNJSE2MYHN5J7ZTMI10spr8EpsdjfopEp8Xwe/8xNyOHc+uZmvuXMe59zb5/I+5UT7Kyh67VTDVnTyuhZm0bLjqc2cHxNDJMi65eZ3Bo9Hgigy4XZSPvDWfiA7Cejo4malNFlpDDkxeJdgAXxeVXuJQDQNcD3Y3qL97kAXFS9qkmxXG3BBOPDybgE3zbAgxmqCyW3XbVl06DiG0a2QlMe6pyoARJkl1A4YjvZp6DgOYDAIKIwD7vqSyetrp3JvApAgvGaKsqcIsnWwexg33buA8Vx5B+Oh7GgKXQwCidrUcMaTU5MZD6l+96fms+Q92soY71+HmNDMimJC/U/bmfDf3syeGCNuYMRFq7WcGED0cm/1djkrSO6YS6GQSSRJfO/q0ec87Ga8/eDisQlVFTYT49yGABJz0AX8bitwVQn33nvauB+bnMgYuLyD8epJebz29AiKlXwxKy24ulZFsK3arDR/q4JAbGvmHtzX1kr1WFYFWFVdVBerzWEruxi3LMkmFyDJQE6UDINjeExbBx06/tegk6r/BRAEAUaRmzinl3L9k/KYDTtnPPDKbk7W7UPsQmwzaube85RyZdnveNr/eyUqpGwmlis/tISkgctDjx23Vysh39TIMoffbOR7sqK4QeweITmoeupkRTHD+dst2mL1aTXwgwkklQK7KvtCBjNzCzJYggLQKNwocpE2CDzX+RlsXhWIGBsX0ekpvI439pHw6HeyzL9liBnQXgcX39f3Ub22tVkjVc0GboibBhhEJIVpysOEUJJa7cMkbC1G/v9nZcDTJ7HM84Sc0fYMAK8hO5rkzB+2sUnYnDSgspvndKibpNLWZn72dVPpw+dRvnO1C3ywe1bZSR+f1T6kWbQVWN8I1PbzWOvqgfOLZSSFeCHrpRzfCJIkQxQlGAUZA07hK+uGsSACuGWWjPZhATajlo0GgMQwEuVGkUmCLw8zePFFjI12FQI45nzVixYDn9GKDpbGb2xkskDFv6pIBl07lcFfjI0B0uFe5f3GI4+9IRcz7sUJLKOKtimd560MjA90USWgjsthFxM9qq/qT2cCd8zhWHurnARvoGq7cTuP8butDIJvmkmPp/ZhjvsZqUC8DUgMJ8EoyQyen99BFcSPpnOOGwshJl5Dv5PzYVE8EyJv7OdcFKs0gArmHVXZxYRGfgz9rWp7GJj/rYzl+jU9vKY0pSnApETOe50jnFccHi2pcbCLm4WaHo5xl9dfXZ8RRWUzwM/48jDP9/ppQFO/DJNXZ1S/axgEGTIErK6lRUSPnevUpESOlTf3c5yeWjDaL84gjlaoBsJq4LPeOcwxEq08e16ZiYJdbXxeuu1Av1PAczsM+OU8GwzOI2TldOjQcVShKj8jzce+F3KURUavQ4BX0rwVdegIBq9XRscwy8BFgQSlR+Ie0+EB9ncy8XxFCdWQgSX8fQ7Gu1YD17cvaqgIvWkG47EeO2NGWQYGXIypdrSyMurVMh7vxhncrwJMWPtaLO1pB8xGKiwbBxijfnSQXqcAFad3zCW5qypjs6P8K40CUdYOXCJzjU4K06r5fBFt5R4sKYyE5EBAIvXqKSRTX9qt/e79A9yjX6RYT21rBl7YSaFEhJWxbGYUhQhWJS4XwHjfHTCttA4BE+J5/1WYDMEtFFQMOBnDqBAFqn0TQ5m87x4Brpk6mrAddGkiqpxo4NZpuveUDh2++K9bRmtrazFlyhS8++67X/2usrISl1xyCUpKSrBo0SL85S9/OYpn+O1CNprQB9ZULMzSfv/KHpYWvLiTk+2Qi2TIwW6W8i7J5usSw/yza2YD4HBrEv9drcxWOb1c/LY10RexugcwgAvKVMUWwOWlovLW2ZxwHR4ukGcUUnl1eQlfd8Y4LiAqoZoeQX/PKBsVaNlRo6/TauTfLplIsiUulITMlSUkdd6r5MJbmszXLsgk+RGoCFyaQ5LmwmJuiqt76dMjgNnRL5R743DTG2dbCxc00YdoPruQr/+kih0eRzwMFgTwXlX18D6WtZNQyY7mj8PN7+P0cVTH+UL1wPFIvDcjbmZdHV6SVO8ogcEdc6nQbR7k/f2yhoGEQRi7AyaglUerQUhpMjfvXplq1xE3fXTmpAGiSy/l+EYwGtGDELxQZsa9q0UkhZHky4sJ/vKTcgGTkYThOxUkVHzL6FViJiWcROeQiyS9WgovgArR322lX2llJ583FdU9HONmI8eW2uneF3vaOCYjrGywNj6OzwJAgm9Cgv/rx8cxaXFaAcumludxnN31Jf/74i4mR07MBe5fSMJf9c2amEhy0iDwvWFmJhXiQxgIBsOwMtYMAv//5d2cL3KjmVR4p4LKA1mmWjslnCpRgGPtgwNUkUZagh9/eS4tCdTy/J2t9Ko6rYDzitrIbixsaCCxubmBY1PFp9UcR7PSGLA/u41N/NqHSbwBmk8swA1GqJnf8akFwGt7tb+lhjNp9YNJPCcV+zoAoyhjcqwL8OrB7HcNmyghPoTPdG0v15XkMH5vv93CZzgxjF5o10/zLyn0SNxgiYL/GFKbm9mMPM6b+7kmXz6Z/uavlvE7n5HKRJoMHkMU+CxtbhJgMOrKMh06jlV02wWYRBkhx4FkJdIiQ4KAHqdu+qTjyBgZcSA+lB3pD3ZzjbugmP71z+2gR/69qxkj/XSmZpWkItpKUrC6h3ZGV5cCT57AvZIkU9TxdgWP7fIymViaRBK038kE+J624OcGMAk9I5UJ6bQI7gl9vc6H3EzEXz2FDYjPKwLOHs/PHwtqorRjmMITW8CYthiYyI+18W+nFfj/PTWcJKhvRYqKT6u5h3tiI8nl8k6KXsbHsaGUzUhiNS+GRPbP5zDOuGseiWz1/rq8wDlFmtIUYLxSGDf2dU1PZRyeHUUB0p1zKYra3Ai0D/J8+p2MqWenjX6/QQCunCzBoCf3dejww1ElVWtqavDqq6/iySefRHt7O3bs2IGhoTF2298AbrcbP//5zzEyoik5ent7ceWVVyIrKwsrVqzATTfdhN/97ndYsWLFt3EJRxWiwYCD/Wb0u0T8ao2A5bnMWBXHszu0w6PJ+3vsXLgSQ7k5z4hk05TEUBI3AImPW2dTkXXRBG7udraSaKjoAELM3GCKAolapwQ0DZJQiVIm9INdVIJdPJGZwiEnM4FpESSKfjGPajGV5Iu10Z7gyxouEk9tIlFZ6pM9nJ/B0hCHh+rTFZVc0O9fyPLnPgfJntYheor+ZRfPcWEmF83bZvPzVf/Q2j4Snr4qwQ8P0mvV5eU5H+zWMvfbm9nIa1wsic9hN7uCd48o9gj7eNybZ7KUY1098PRmKpqe38FSlR9Np4K2x8Es7i2zSAgvzGRgct8C3pd/7NO6Qjs9VKa2D3OBW9/A414ySfPSbBvmvWgaIPE0FvJjqA40isDSbPqvvuXjfVTVA2RFAh69tPQbwWAQUT9iwb2rReztEFCawoDv91u1ZmoqUsKB+xYC01JlDDoFHO4VcKibpfAPLub3vzCTCudJiQzCrEY+1y4lOz85kd/hoW6ta+isNCpb52fwc5oHNT/elUGU0ACfuY8PMYCSZOCeVSRSb5nF4PLkfD5bsTYGWoVxbKxU3aN0HB3h2PGFWyLRO+LRgt7CWD7P6REsdQ8xUfX9udKw6/SCUafmdzw1idGhNC64aIIWJD+wluPh8xoS00af/eBeZVzfOIPfQ4gPKTk5keeVEk6idlUtLQdmpwP/VryWjaLWsC0YXF52XJ2Y5F8S1jnCgPqlXVQd9js5bt+tJNG7JMuf5C5JYhBcHM9NiapEKE1m8ulPO6iA/UGAlUnzAHRS7XuCWXLixukSTCLw7gHaUSzNocpEhQDabjQP8Dk/vYBj+YZpXFt/tdh/DJ2Sz2ZpZxVq6uQDXRw/Df1UmLQrzRunpwBRFv5XTYataxDhEo4DtkaHjv9RdDlERJhlv4qvYxVRFsZ7nXqzKh1fA6vVjFAj16gvakjs/Wm7f6NTgOvchgZWQaowCLQp+7IaKIijgvT5HRT/eCTuBxv6qaDc3UaiccjFmFLdkhi/pvrD4QHMIuPmjEj/0naAe9SJidxHmQTub9MjgElHUKpOiGe82zLI6s6HlnD/tTCTwpyfzaZi957VjPmmKp6tAEnRC4sZY46FL2oosgG4h/zxDBK/L+3ieW5tYjz73A72O3l2GytGa3u530wI4f79ue20rfrxdJ6b1cjYMVjvg6woWhd5JO43JJmNv3a2cl+fYwIuKAJCjMCLO/g93jidYp4oKzA7TcZjSyTEGhy6FZEOHQE4KtG51+vF/fffjxUrVkCWZQiCgJNPPhl//OMf0djYiL///e9ISjrCTDcG/vCHPyA01L/DyVtvvQWz2YwHHngARqMRubm5qK+vx4svvohzzz3327qkowKXwYzVdSKKEoBeJ3DfKuCXCzhJbm2it6GKT6tJ3qSEk1xbW0fvmcZ+liE4vSRPH9/A7FyUhQvIxgagsoONXWp6SHZIMhBjZZltn4OL3y/m0f8vJZwLqqq8Sg1nZm1nC8nGA53AZZO18zoln56tl0zmQuqRgPtXk+TJjuZnjIvz93yt7+dn3Dqbi/Cn1cw6qijv5HHLO6k6CzPz/Myi1pV9yKX5oAK8fkkmqdFtJ8H04+laE5LxCYBLovqs10HCKSOSi9YtM/m3WBtLqt/Yx+Md6CJpUt7Jaz85l4qknS20WEgK48+GBi7MBpEEsEpMzUjlcTKigL/tIdlk95AMmpehdFRXymWqull289fdwOE+/+ckPoTK4Usm8fsbcbOs4+QCltnU9PK8D/cCZvHYL1k7FuASLXhpt/jVMzk9hYS3V6Yv7Y0zGOT1OTgm2oeBdysEnOfT9GxfB7B/FdXHiaH00GwfYqCTHsln2y0Bj64nmbMgA1hVx/fuaAF+Mp0BbUo4n5UNDVRhnjUeWBPEgyk+hM9YRSdJn6c28/eqOq4gFthQTyLI6eV1+BrgH+iiCvTSScBf9/gf26s8gxPimV0vjGNy4tQCjl21ZKkODJrPHR/cosOgBLu+JU42I/DMFn8l9pvlHEuvlZGkUiGD4/PpzUwSPLSYRGtSGBMeT24GHl3KoLTXQVLMbGBjr4VZTIBMSxkdkKuYnsrvakMDx46KfEU9W5yg2QuoqOll+b/NyGciIZSvLYjl93z2eK20q7yT5+7wcI4KM3OeUku5oqwC3qo04Nx8M+DWVQLfJbxeCUlWNx5fZkZNL9A2JCDG5m+RURDLDVB9PxXK42KZPHuvEkieziRL4BgqSaS/msvLZ0/dKP5jH8f0oJOe2Ovq6bl7RQlwy6d8jSjojQR16DiW0WUXjws/VQAIN8sQBRlddhGA7qOvY2yIogCnm4luo6g2ZAv+2i1NFBJ0jZDEm5MOrDoMTE2lcMY3Ib2nnfu1E3IYAwPci71ZziZTKqp7mFwPZusGcO+WFsHYyzf+Morcc1qN3HtJMlWrU5IZ7xrE4LGo1ch1+o/bGHse7qXoYF09Y+ltzTxHFWvqGIdnRnJPbTbwXo11jwAeNyOS8WNKOPflvhYD5xdTJNQ+7P++3W2MDX82m4Rot53x/JJs7h8+q2Gcf9scEtgHung9y3LYb6Wh39+aS0WUGWhfA2QuAZwG4JbZWoXZVVMAm0lGmMELOO16k1QdOoLgqKQnn3vuOXz00Ud4+OGHsXHjRsjK6LzzzjshSRKeeeaZ//Mxt2/fjjfffBOPP/643+937NiB6dOnw2jUGLRZs2ahtrYW3d1j7JyPEwy7RUTZSBAAzOoNOPnvNXUsP1TRPEgyTgBJzpPzgV+tJUnXPECi5O97NeKyrl/rJj4tlWUdn9eQ3DGKbLpT3cPs1uJskiBp4VwkfBen4gTaBailssNuTRkLkOywmbgAqH6DXpnEgkdiCezrezHKCFsGFV4n5ZEsCVSXlbVrStMhl0J4gQRtjI2Ec6A/jtnABedP2zVVqEeilUCokYqkK6eQoJVkLrjr6qlSa+jneQjQrmN3q1aCsfIwlb3PbAEmJGrX+Y99/CxZeV/niNKgKprf5e+2MkC5ulQ7z12twPh4pbTES4L2wglUH87LYOOpSYncgE9LoYfmoxv42U9tZuAiA/igku8LM1HlOj7OX/WnY2zYJeGrxnCAZqUA0M/pl6tIShpFEisGgapi3xIdgN/D4xs5thZmsrnUwkwSi9dPJclm91C59vEhfkcAg8sPDirKTDef8eU5DE5fK2PGPBDTFeJ1Trp/I7NQE1Wai7L4XA04mZQJ7CgKkAgONwcvrx90kdBtGtAI5jf3j/aAAqjgnJsx+ven5PM5VmEQ+Hm+zbAAnqPZQNW57/GjrbwfAOew9w/w/U9uYgAsgOPe5WXwOy6OhFioWXlPH4PcwC61AK+5KB54fidQkqydp0mk2vWVMpLaP55OBYQvNjdyLpieQnXtK2WcvzwSn5NntlCJ8EmVvxdWt53zFcDrCDEBq+oE2GEefYI6vlXIFhs+PmzGw+sExNgE/HaL/98FcO1SmzpKMqs8drXyGdrYGHwM7WmnUsRqBK4tZaJCgOI3Z+IYBTh+/rKLG1B1E7o0W4ZJOsIuTYcOHUcVXXYBEceBnyrAGDHSLOtKVR1fC0mS0WNXbKbitZhMAKuAfjKdJOjlk9nAymwAbpgKdAwxHo6yMe4L1vTpkyoSm75xZdOAf9PXYTeFNnfO5eecOY4xEcDqqnPGA49t4P4y3Cc8urKEZOqftrPScnsL90HPbed5vlXO414/lfF1ajir+W6bzb+pyfz8WMZ8Df3c99b2+V/DrlZWc62q438fXEvxw5HK8MfHAR8q/qqlyTw/FWYDE/GBhKqKTY2M+38wkdYAt85mhWdONKtqytqBF3Ywxr1tDkVSXgm47XP6u46PH10JdUIC0LgSkIaAdQ1MIP9qLXDfGuD+NcAdXwh4ZZ8BktkW7JR06Pifx1FZSVesWIGbb74Z5557LqKior76fWFhIW6++WZs3Lhx7DcHwcDAAO644w7cc889SE72ZxPa2tpGqV4TEmgc2NISxOjkOIIokFyIVQiAhFASBiYDFyCr0d/fsaydi1usjdkrr8wFo6ydC52vwfbOVirO9raTzHF5FW/QKC0LmBRGkqCmm4tYTIhmIq5idhpJphylNH3YzfObk85/e2U26Gj3IThNIpWqbomqL3sAYapi0MXFKzbE3zsH4CLb67Oh7baTeP13FXBOIYkKtUwD4EKaHK4dU8W/qvj5j21gEKGW9qvkZ3oEPVDjQ3iMw72aL6XJoBGsvkTJOxUMRP6wleSY6rMH8BxPKyA59UoZf7e/g/dfLSk3G5jV/PgQFbqiwEzk3nbg1b3AY+uBU/KAX87ndT692Z+Uig+hd88JeSR7757P5kdTkgDpv89m+TtB4F0K9I8CqGQ0iszWu7z8MQgk8wJxsJukTL+TZOm/DjEYM/sc1yNxjE9L5rhICWe2+fPDfBYbBtiJPNxCxVwggWs2kHD0HW/ZUcBPZzGA/e0Wkvgur0bsBMPOVipdxQACPiOSQVxZO8lim5FjPxhksCnBtGS+LiOSBFOo2T8pc2qBf2DtC7W80nfeOns8mzqp2NwEpEVqx5iTTsL440PM6p8znmPghBz+/edzmGS6fio7zkZYmKk/IYc+YX/ZxbmmoZ+/Twpj2bcIbgoOdpNE/+Ek/3O1GumTFWWlUqPPwXuwp21sD16AqtgRF4nvu+bxOCfm0upEOB7qS49XmMx4u9KAj6oETE/VmjmGmDTPb1PAGuOLU/L5nI2FXa1UsXx5mM/+L+ZzXrAaOY+r6ByhF3dyGJAZKWNqkgSv9/ggbHTo+F+DJAPdThGRx4lSFQAizDI67fpaouPIMBgElHcwXlqQxfjTILAqKzOKpfzPbKFA4LQCQJKADw8BS3OZOMyIHN2Y1BfVPYy7LpqgVWMYlMqMWBsbKH10kAnyZ7bw9TfOoJXOz+cwlsqNoVVdQijjKlXAE2hZBTBW61MaEr9aRsI3L4ZxWl4My+zVJq4ACUmTqPTOSKI367WlwOJM7jfNSjxwx1xWqri8JEnnZ/DvgYi08HP2tPO9gqDtFwHGfL1HaG/hlRkvvLKH9+TpzWxwvK+dfT9+OZ8J/JIkxqe/2wJ8Us04ZshFwtjtJSEuADgvB/CUAe5hQJRIuj67bbTSdluzgJX1om5DpUNHEByV8v+uri6MHz8+6N8SExMxMDDGTnwMPPDAAygpKcHpp58+6m8OhwNms7+qx2JhOszpdI56/f8FBkUKaThKbTPDjRKmJIkojAM+q+aGb8BJImNCAomzH00j6XdIEeVePplkZUUX/72hAbh4AstRLyxm+QTARaChj5YAHx7k7yYncrGYmcYyghE3SRqbiSWQ54wf3fnQZiJJdHIeCVi7m6rZkiQSBrLMMuHx8dp7LijmwlzeqSnzxoIscwP7yh7/34+Ppy2AL3rsJJ3zY4H7VnPBqenlwvrTmcC+NmBrC9WeandIgErRxDAuMI8s4Sb3lT30V42xsXTjn/t5/TnRWuOvOelUBwMMKlQVaMew1gnz5d0MCl7cpZ13Yx+vy7e8YlMjM5n/qqKaVgQbHzUNUvW0t53X1TzIxfaZLcxOqp3YfbE4G3hmMz+rvJNBTOMAsGo/cFKegJRQG0T3/9/YOFowGr/bsSiKIhwwQZRF3DmX42dLE8eXavWgQgDHmlsiWWgQ6Ct64wz6SdX4BGwXT2AQdv8a/vvOuSRcCnye/37FDuD8Yj7bokD19NZmjrO6PgZLM1KZ+f/RdAbAO1r4TLi9VKt2DnOctw0xU/3UZo30l+XRqtBASDJJ3YsmUGkNMOgNN5MEUmH6mphLEPj5MjiXdI5oDdmirQxuo63BA+LkMHoaR1h47slhfH19n3/g7pE0T660CCpKn9zE3xfGcQxmRTFh9NQmnsvCTN5Dk4Fzoijw3PZ1aKqBLw9TmVHdS6K1bYj348Rcll4d6iaxrdoITE4CHlwzOkHUOcLPCrbZCDOThL1xJq+zrI12LaeNY4BvFAXI8rG/Gf6ux+R3sQ6PCCasa+C9TQglCRpq4tx9RQnHzIBTUzj7Ymry6MqKQMgyCf+D3fxZVUulicUQvCrjuqkyYm0yLF4H5O/ofh7teOa/BcfLffyux+VYOF7uz3+CPqcAjyQg2irDEMzQ8BiBqNx70SAi2iqjfcRw1J4HHRqO5e9AFAVE20j0raqloOOKEu5NdrZqr2sdYnx79RTGpF8eZsx7pIZQAGPb1/fRUufMQtpJGQUm8MMtPKZv5Ud5J+OsBxcDT2zg+y+dzH2eReTed3fbkRuPbmzket3Qz1jso0MaUeybzJ+Wwv2cJLP3QVmb1ttjZiotpQQw/hagJUY9EveGt85mYnZ/B+PeacnAslzGjgB/F2NlxaC6LxhyjW607AuT4h/ra4vl9AIv7+H+4YUdrESMtgJPbAp+jE+qgF/OAy5IBrrWArWfA6IJsFsovAimKgaAT6tFLM60wAK9qbEOHb44KqRqZmYm1q5dizlz5oz627Zt25CZmfmNj/X+++9jx44d+Oijj4L+3Wq1wuXy955TydSQkCA1nt8QoiggIoIznvrf7xMeiRvsTY0sObymlKW2WVEsc/j5HJaXLsxiOeqQkyRBdQ/L8VUvtx47N+ghJpIvb5aTHJqcRMLksaXMhjm9/MzWIRJ2kxPpsSLLJO72dQAn5pFI8F3E3IoC9u0K4LpSZivbhniOxfF8/ex0qk1tRi5kyeFcXAFN8RZMrRpuJtmwrwN+pdgn5rIzum9ZsABugKNtXGidXmYmfzSNi9J7B3hu3SMkQH3h9lJxKCnXen4RMLiHxFZJEgOAJzeRmDnYxaCgZYjn1zTAxe/kfH+T9RHlejpHtCZfs9MYSPytjOX/10+j6g3ge40iyaNpitdqSgS9a2NDSKr5Ht+pKCOjrBpJZhAYBO1o4f0MMdGyobqH1zU3A+hzCIi2GpEWffw1QxFFAdHRoV//wv8QQy6SK//Yx+fNJHJ8PXECg6yzCvkatRxYBokYASRel+fyv04vO4m6vcwCh1tIptz+Bd9nNfA5ffcACfRzxvNZre5hUkIEVdEra6m2XJJNuw+Xl8/BoEK+PrWJCYKbZzJoq+lhAmBNLW0sBIHzhyNgbO1tJ/nqq/j0RWkyrUKunELriJwYKhOe36G95uxCZu3TI4KrVQXw+fvFSl7jiXnM3N+zgH+v72ODuLPGj/ZvtRjoD/xqGfDDiRx3y3OpYmge9H9tfAjP8YllnLv+sJXzWLSVgfTqWuC8Ys1LGqDPVG4MS8bUc48LYWJIhctLgvXl3drv3tjPkrE1dbzXqREkzJZkc64ONodlR3GMBhLyERYea8ABHOjmmI0P5b3a1w5MSxEQFf7dPevfFr7rMemLb3Md7ujSnodeB4nVasVT/M87gV8toirc7QWK4rQkJcA54cuaI4+hKcoYUmH3cIzfME1JmgncMDqUeTrGKiA6RADw3d/LoxHP/DfiWL6P3+e4HAvH8v35T9GuzAMpMRYcB9MzQkMsSIwAyruByKjQUdUnOr4/HAtj8utQEMu1aUcLSbcbZwB/2R38te9UME472M217qczGX+OpVbNjAJa9jOGu3MuMC8deHoLY6OUiOBWOm6Jcd/P51JZGm5mxcfqOr4nPYLep2NB3Vf5wmrkuq5ieS7jvyc2ksD9w1bGkipW1vIzbp7JisYfK02JVUKyppcK0sVZJGTDzdwjqN6y4WY2nHqnkpVWT2/mXtMtMfbIjNT2FL5YlsP9RDB8fAiYl6nELb3BXwNw/+HuBfbfg68CnvyzATEc6DnCfbN7AEE0IDri2H5edej4vnFUmJPLL78c9913H9xuNxYvXgxBEFBfX4+tW7fi5Zdfxl133fWNj7VixQp0d3dj0aJFfr+///778Ze//AUpKSno6Ojw+5v678TExP/4GiRJxvCwAxERNgwM2L/3krxh0YZ7V4tfEWl2N0m4KCsXkn/uZ7no77eSVLtyComgV8uYcZur+CouzSYpcc8qjYRclMXXASQcF2Qyg7e7jYtifT/Vjl0jJJZUf8aPDtIQfEeLdiy7m2SeV6YHzfYWHs9mJImgNpWKttJ0+99VmtIToAL3BxNJXvgqeASQmIqyctNZmkzyZGEWj/lupf/9WpBJZexFE0haAlwYzUYgHPRfzYwCsvqpwvPFzFT+vbyThPDudpJIr5ZppGVSGDujp0eSqLQaqRAuTWZG96ODXFABqoirfOx8ZZConZ7KzuIAF0KrAThvPBfb6SkkVLOj2fgnysog5ezxvEenj+Nm3xdDLtooNA3wfsXYSDL9ZTcDiUgrcFkJG2vV9PKnKB44v0hGrMMDh/3YaoTzdQGnJMkYGBg54mv+U4gGETu7rHh+p7brcEskTRr7GeCEmRlk9jqoaEsJZ8O3pTkyvjws4OopVA//aTufscxIjtXxcYDRoCkqJycxKQBwbJ2cxyTJ9maqVbc1c/y9WU7iclk2kxZ720nKfFrN52JzEwM+tTkbwN/dOod2Eafksct8ILa3cO7Y1eqfrACYcLB7eB5lbcDdC9gldFcrr2diAs9NlvmMXVnCQDPQV/WsQjbBc3qBT2uALjt/t7aOQWy0jYTqJ1W8pt1KuXR6JMupPjrIgN0t0UZgY+NoQhXguProEJ/70hRgVhrvx/JcegtXdY/uKlscz3ntihLg39UkV7Oj/APpWWmj7Q8AfjfnFfH7TQ1nyVpiGHD756NfmxLOYzy1mY27Ti2gijjcwiC7oZ9N6j5QKgWaB1nidmEx4PLK6O39bp71/wuO5phUYTCI3/o6bBZtUE0+1tfzWSjv5DrQY+e4jLaRgL+qlL7fe9o4l8sysKV57DE0OZGbtjnpXAtUFfmqWm4cM6P4vC/K4lzwyh5gWoqMKfFuGLzfnZ/qd3Ef/xdxtO/jNyFmvo9xORaO9v35LlHbYQRggdFjx2CQ9ehYgWgQERpiwfCIEzYAbsmCurYRRFuPH9uC4w3Hwlr5/4OQEDPq+4y4ZaaA321ldVFF59iv73dqVmrddq5x54ynzVSgAvLkPK6V6tNX3cP9zkl5jKPeOzD251R0co92TSn3YYd7gbhQvn9PO0v1D3UHf29pEtW0Z4yjwMcrM45XSdVQE9fopzczVq/s9I8DVQy6GPtNTaZF3PwMxp0qhlzav38+h8IMl5f7sksmkdzc1syE/+1zSIpWdgGfVgE3zWR8sV+51waBifqJCfThD4a2Ie5JqntICI8FAYBJ+f/wFCDvXKAyHGg8DJyW438NvogLASB50Nt7fFY0qjjWkxg6jj8cFVL1/PPPR09PD55//nm88cYbkGUZt956K0wmE6655hpcfPHF3/hYTz75JBwOfwn68uXLcfPNN+OUU07Bv/71L/zzn/+E1+uFwcD6g82bNyM7OxuxsbH/X9ehBoRerwSP5/sLDkWTEZ9UCX5EwL4O/izIAG6Yzs35gNNHNScDK5TS2q1N9H0xilqpsC/pYTFqJQW7W1nuX97BrNgDi6hs7RrhAjM1WVNgHezm4nH7XHazr+rh5nJOOn0Sx8UBK7fz2NeUklzyyvz8nS1Ut101hQuBivJOkoG3z9U6I2ZE8pg2IxfU1bUsu5+RSqVppIU//U4uiktzWPr7xEYuaCpxaRBI1Ly5X8kuGumd+LiPpW9xPEnb1HCWZiSH03NR7dbYNaI1uLIagbZBqlWL49kgqroHeH47cN00lmJHW0keqU1PjCIQZ6PFwocHmQkNM/M+bmlmsDAnjcd7fqdG+A66gI4RLsK5MSSNfjKdG3O1FCcrCvj9FhKwEoCWAeDehfzb6QUMirY2shv1PiXvUNFJtaoULnyvz/S3he/qnD2iBW/sDy7jaB6kWviDSuCCiYABVIb/thy4bbaEcwokZESISAoTMeLWvsP6fv4c7GbwqEKARrACJPZW1VIVXdlJ4tvhYRLiixpaekxRTO4bBxhw9TtYxh7Y3TPWRv/cSQlUqoYFKV+WZJYO3TyTn7etmc/4nHT+V1UmeCTOD8UJDIaTw4GcKBK2Hx8iobqxgWN3cyOD3RgbExyHe/29U3e0kFhcrZDAt8xUjt9Gi4WJiRw71T1MMKREMKmxJJu/P3c8z3NDA+eyxFCOs5peraPsv6vpXRlpJXF5qJvzg8PNBM3f93IeONTNBlceifYnv5jPcfqbjdo9HBc3miwD+Lt5GQzEP6niPNw2xHvw+l4+KwaBSa1lOVS3Rlr4X4NAhardQ6XGp9UMqKck8T6oeKeC5yXLMrxjGc4eQ/i+5pFvcx0OMXmRGi6ieZDrSHUPyewV5fQgfnIjn4sPDlC5ct1UEvUAn3F1DF1byudpT5s2hiYkcJ3a0Qp8qlhOhJuZqLMaOF/v66Dtxec1XBMf3yjgrrkmZFjc3zkR9X3HM/+tONbv49E+t2P9/vwnaB8GQo0SRFmGd4zS2WMDvO+SV0KEsgtsHaSlmI6jh2N5PHi9EhJCSfY9shSo6wVCvqZfpq8DhsUEeF3c46yr554yysp4sG2IwgAVbgkQRcZvGZH+jacCEarYThXF09ZN9QC1GLhGR1lYPaRaNxkEJrAnJrB6M9TE5q6qzV2khUKeXy9lbL6mjr8fF8d1fCzsaWMc//e9rJbc3zG6mdVZhdwbJIdx/7ggEzjco6l3d7Uy1licxfjQ4WG8d81U9tvoGGYivm1IS+IGQ2o497z1fVq/j2Cig2kpAMKB0seBPjfQEwK8tol7kFPSgB8XA38qH/2+i4olmL3OY/p51aHjaOCo1fhef/31+OEPf4hdu3ahv78fERERmDx5sl/jqm+CsdSmsbGxSE1NxbnnnouXXnoJv/zlL3HNNddg7969+Nvf/oYHH3zwW7iKowM3DCjv9Cd4Lp1E4qGyE6jupvJtxEfUYhC1xcYrk+D7wUT+f2WX36Egy5o9wNp6kqo3zmAjnP0dLGV/s5xkY4TVf8J+chM3kpdPBlwSF7BIKxcBj8SF7lA3Ccg75pKA6Ryhyi0lguceHUKlmEr0rm+gem5WGpvHFMWzg2GIiQ1hGgf4MymRCqJLJvHarEYeY0MDlW0ySNhcqKhVZ6RyYWoeJEEzI5XHNhs08ichlAvrpkYulJFWkrPzMth98sVdJJ/sHi7uKjlZksRAYFYqN8obG4C5aTzGU5tJmgL898dVWia1dRDIimRWMlTxyTxnPPDoeqAnwL6mRiGYeh1UGpsMVOYlhHLxdXlJXld2cSG+bDK/2x9NY4DRPULi9u75wPRu3mMA2NosY0r8sU/WfJ9weYWvGrSpiLTw+bMZSbotyGZQFG7ms5wcBkSbJcgOO0qTQvD0Fk2tDPAZt5moNk2LYCAjg2T5WQGW006v1hm0aYCWGZLE77TLzsApMZQB2BPL6PeUHskS8j1tHHuTEjknvFXOZ3tKEn15nw1SjtVtBzxePl/jYhn0fVrtn6WflwHU9jIgDTNT9R5uAf64nddhMgC72kgOzUjlHPJ5DVXnvj5QKjqGGbguy+F4ahtmeb/JQDW1GtBajZwnOkeY6PHK9HqelcaxmBTGeeXTav+yqV4HE0vnjGfg+pPpHBcrlaTMz2ZTFdjkY1fweQ0VwrfN5ve8KIvX+WoZzzUQeTFUlp5XxHO7ZRbnyqtKeF0xNm1+EUBf43Cl4dXHh5hEKo7n9yWD17wkm2NZtQfwykzmhB1HzVCONxi9Ttw6y4BHN4jottPLenoKVamDTuDxE7gW3jmPm6639gOXlvBZcUtayd7jG6lEL0nid7qxkaTq38r8NzmDLhLrEVOB3CiujWVtilK6lcnLN8sF3DrLBtiHj9Jd0aFDx5HQbRcRYTm+5uUIswwBMjrtIgqij2kmWMdRhCzLtKXpIiGYF8N9pdU42kIK4DqnespHWLifeXIj45llWVwjD/cylgqMrScmMPk/I5X7rRumsRt9MCzM5P7MKHJPqO5zJZnilXsXsAHWrjbGZFeWcF/74UFW+z27jfGUin4n8NwO4NZZXLdVCx+P5N/EOBBmgxa3PbuN1S3hZu6xLAYmwm1G7vV+Novq299uYexZ4KPvGnBq1UnqcZ0eVi4lhHLv+OFB4CczGLsG5tXTI1iBuKaOfEDbMONit8Q9nyiwYq1tkL0cKpSK0QEnsDyHQh6jCAzYgdxhqm5VAUSYGbioWEZhlBuewPIzHTp0HD1SFQDCwsKwYMGC7/QzYmNj8dJLL+GRRx7B2Wefjfj4eNxxxx04++yzv9PP/S5hgIwoq0ZwXFvKyfxP2+i3mRpLH8JLJ2vvUb0dzQaSG40DgEem0izSQkJDxZYmLlRfHOYELEDJHALIiOAGv6qHxKVZZPbtj9v5XrfEkuIICyfnU/IBp5uZwcRQHveTapYq72vnYhJh4aSdHA58dhi4oZTG3k9u0hYMh4dEycl5JJgWKOdnVZ7gaCuPMz2FZMr6MRbgDQ1cZNMjWKb8pFI+cbCb17GrFbhvITOMn1UzU7osh/ctJYKkjCDQ39CpNLmxGKm6vXU2M6/Ng7xHjQNc1CIs9CuND6F3Y+eI5tEow78p1rCLhEzFOkUBKPMe3DWPr/NVHsaF8Hy2K8pUl5detHfNA1wequRe36cp6t4s57EtBiqsbp/LY/c5eO0qqWoQAJcrSJT0PwyjyLGgKkhDTAxq3txPkv4vuxhkJoYx+NnVCtw4Q4ZFcsEDYMAtoraPz0esjd9DqJmK0hgbCdKT8zg2Bp0kNJfljPZkNIkkBV/cyUZLRfG0fXB6qLLc1Mjs9PxMPtsWA19jELXg9fwiErSHe+knOjNVI2xVLMsGDvWQgE0Oo+p6R4v290mK2u6fPlnssnaO77MKGTCqnVu9MoO4M8ZpqtFgCLfwvc9u8w+yY2wMqp/bzmB+cyPJ6W47A8xwMz9jYyOvNzbEX/Xgi+0tbPT1VjnnlMmJbBjwheKP7Euoquh1UFX4y/mcc2v7gMJ4oCagpCzExHv9wUGWjN8wjfYnV0/h/Pzmfs4D01I4D9X1aUkYk8jXz0lj6ZpHYiLKauS4vXiCv+fqMdwD5b8CkiQjBCO4f74VXXYRbcMcB6EGCVVDBjy6XsCUZM7BERYgNRUYcfGZ2t0KXF7Cbrv9Tia1Krv4Xd4yi5UeZ40D+pzcAG5u1FQ0b5Vz/Xl9Own3C4tJtl9RwmaQTq8Aq+DfxFCHDh3HBjrtAiJMx9fgNIgkVjvsx26TJB3HBg73cl+5r52xWPsAcON04Hdb/asd40IY7/1uC2PAyyYxRr1hOquAVtaS6Htlz2iv+ekpjI2K4oHDXYxrXV6KWHzJRoDxW4yNMdlJeTxWfAhwbhEJzAEnE5ZdSgXjT2eSbNzWzPc5PP6EanwIq0lCzdwTpkeS2B1wco85LcU/DvbFvAzNv9Xu4d7rihLaY83P5B6i18E40+Hhj1PZS18yafS1qfjBRB6vY5gCg2grKw4HHKwcPaR47ld2serxhmlU7I64GZuoIiLVqsEkcj9+TiGrzqYkM2YeH8fvVBVUDZuAECvww1SKmbyyjDATYPHa4XXryRcdOoLhqJCql1122de+5tVXX/2Pj3/woP/sNGnSJLz55pv/8fGONYheN84oMKGyS4TVqPn9zc0gsZAazsm7pocZv/hQkkGTErlAfHiQJa+FcSRtzhjnbx6+tZm+Lt12biRXVFJNd+tsli5blcXKK1GNerCb5Y/vVnKBEgWq26ankuRpH2Jn+vRwLi5l7SQeZWiZzDMKmAWbngI0DNIO4M55JKh67czmASwZKYjlwrS2npvLhBAuvAZRM/geC24vF4zrpjID6muh4JF4vqFmpYlTBEnVpDCSow4Py3AvKAb2tPL/VbuCmWkkwyYnsbRl2K350gIMIn4wgYt6x4jmy3e41//8cqK5cF5ZQr/HLU1U0D29mfcfMrC2gaTKuFiWSwfi40NUu05MHF2i/E4FVVBnFfJaZ6ZSjXdWIa+3aQBYnCXDoy+afrDAjRkpIrY0k806IYfq55IkPpMXTWCJ/v4OjrcLioHdbQLmp5lhhB1DTj7vXSNMajy/QyNSABKyP54mY2Ii8OFBASMeKpsnJ/L77HfyuZ+XARzopJ2EQaAaTk2I/GYTy8rHx3M8L8hgdt+3dDw/hvPF2xU8ZoVy7ifmAbtaAKuJSskeO32fAM4tj29g2dafdwBLchh8qgkJX6yt5/NlEnkvpiSTYAY4d4yPG62MB0g2R1qYEJmdTsJ2VyvJ0h47S6oumkBC+vV9nKN+OpNNnLKjtEBQkjmOx4Ik80clbbe10Hfr53M4vi+b7D9uVWxuZGJqcxMD4LQIkrk7lXtbGMcxpDYf6rEDBTHA5maOKasJeGwZSd1nNrOs//Ma7fhuic/EY8uYKEmP5HWMiwP+upvzrWppYhKpWJCPbzurYx6SJMPgsiPJCKREC5AkGbIDmJxgw5VTjHirnGNvWQ43J+eOp5L54XV81n+5gFYwTQP8vtIiWOq3183kwzubuek5fRzX0lf2cN0edHHOX3mYm9NQM5N3J+byOQk1iHrZnQ4dxyC6HCIKj0O1Z6RFRqddz9TpGBuyzHi3x87mpE9t4vo1O40k34EuigTGxzEeW1HBuOjMQmBHMwAB+OM2rWT91TLuabY1M1YMNVMVaRS5nj6xjGvmU5sZ252YS8GI2m+gIJaJ5+d3cL+WFcVmyHGhJHN94+txsdyrDbs1YUpyGMlbQPM2tZlIuvY7eHyPxLX7TuVz+x0kXTc1+t+b/BiKgmp89nPLc/kZkRaeo9r0dHwck67njqeg5WA349zTChjr+2JBJu0L3q3knuPtCt7/H03juW9pYjy7IBO4uhRwe4B/7NeqVC+eAPxtj39VjFsisS2C1niiwPtsEoEvazVB0tZm7iNvTGVc8sRGAfMyZFw43gzBE8T7SocOHUeHVJWDyCxGRkZQU1ODkJAQLF++/Cic1fEDSZKRHubByXkmhJoEDLupADugkBUdwyQaPjjIRcsgkJRTiYOqHi4y7UNceJxef/9FSebrf3MCJ/tfrGSpcFk7N37PnsyF9G9lwGNLuSBW99ATNdzCBWpvOxfdm2aQuF3fADy6hH//8XSlcVUvm/xMTmL27c1ykoxXl3KRdHq4iEkyzzU3hurR7Ghm7makUnF600wuTNFW/m1CIsklGVwwdrfy2jwSid7drWwG4muWbhDYeMRkoPrtlT0kbWp6SVJHWKj+vLaUC+HbFSRVant5TXkxQOcQsKONWcCVQRR5/9hPkmTEFbxjZnE8CaeCWC68P/+Cv3d4+D09s4Vei70OWjD0Orghf3qzv7dO+xCzuoF+mipWHeZiurae5PKvN/Az0yOAxFAZiVYvZPfxpbb4riG73fjBBBNaBkU0DAgoiGXmd046s+RPbNS+g/ZhjonziwCnJMJqFBGjeEKZDGxg5hvwARw/f98HnFkgIy9GQJ+dz7MMPucxNgZt25oYAHklWm+s8enBJ8vM7n90kMRnbAiz94d6WLI1MZFKTrNRa1yWHU1rCY9E/6m2IQZcgkA1rSRT9e70MtHx8zn83f1rxk5eVHQyObC6jmVO7UMM6lZUUB396w3+1x9qIhFrUJTATX281tvn0jN2ZyuTK1lRnC9mpTHRYRT57wgz8PBiljlB5t/GamxQFM9r94XLy3llcTbPIT1CC4BVGEXOWYd7ef53zwcKY2kLIAhMYP1pO8lP9XNcXnrMRli4cXi3kpuNexaSbAts1uCWeJy56RzrZxZSbR4fyiDZTEtw/HAiMOCQES/qisXvA7IMP+9ag9uJyYkG2IwCom1MCMTYOGfvbOUGbMhF9XqPner1gljO14d6+D0f6uYm79ltVKDOTWdzuY8PsVrhUBcTkF/WUNX672qWU4aYAMGjkx86dBxrcHmBAZeISLP76198jCHKLKF9RFeq6hgbssxnfGcL91WXl3D/s6OV+xbV395mYkK8NJl7F7OB+y61l8an1Yyv6vsZS01LoWp1e7NmMRVjo4XdS7s04ctnNdxL5kQzpsqOAl7bS5HPTYpQoXWIe9nLS9ikWbUlONjN+OvMcVrSXZYZZwIkNBsHNP9UgDHqlibuoX+zkQnTrhF+7uIsimfcEtdug0CxzDWljOH6HIwj+518r2+JfmUX8NBaxtJXTeFrJQmIsfJ3O1oYA0xPpUXCQ2u5x31COc5tsyl48CVK39jPc79zLvceAO+LzRTcSxVgg9hrSrlfuGgC0NA3WpBQ1w9sbiExPDkJWN8gID1CxMIkAzye4y95pEPHd42jQqq+9tprQX/f39+P66+/Hjk5Od/zGR1/kAURsTYqJKt7SKjG2OhlOuLmhvyx9cCWRk78dg8Xkb3tfP+gi5s9gJ6Ip4/jhHy4l4rP7CgSOnW9LCdIiwDuXslFc8RNNdmIm5P/DyYAT2+hv6gv4kNIOPQ6lHJVgdmvLw9z01kUz5Lnz2q4sO7r4EJkADePT232P16IiUSnw0NV6+JMblo/qdZKMkwivRIPdfO4AEmYn84kkXlKPq/j9AJmEVXPxUVZJFtmp3EhBRTfmun0czy/iGqz1/ZqtgupEUrpisB7eEIuM7ODTq1ZVCAOdVO9d6uyMLYNsUxlQSY3zb/fSuL16inae4YV/8m2IZI2P5jI+1mlbNBLk/0/Ly2CitwNY1gg9DtJCF89hYGIJDNImpcBpEfIEAMav+kgjK4R3D7bhi6HASZRwFmFvP//2BfcML6sDZidLmBzWwjCLCRHw8z8HoNhd6uAH0xgx81IC0nFOBOJF5eXGeu7FzBD/dwWqipjQxhknlbA50iS2eV+ewuDLJeXfoyn5PM5LlcsNEoUP9XdrbSjuH0OG+74kol72qiUvXwyx05VD4PZNXUk418tCx6wyTLHvcPDc1f9jcMtfM81pTzPhn7OQZEW4B97OQetVJTXlV38nB9N0xoFdQwDz27XPicjArh1DvDP/bQ8CDHxtctzWWatNoNTYRJJSA46R/uAlbVzDH5ew7ng9X3+752Tzs0EwHu6vp5kV2BCA+B5lCazFUiXoridqyiMX9vHOeD0ccGfgY5hntdNMzkXq03NMqOYuLl5pqYg0AnVowOvV4JJ8CIu1IB3ygXMzwDumU+S/MvDXPdkcCyNuDk2NzZqim2AG5/UcOD+RfTR3tNG4nVRJv8WZmajqxtncF0q76Di5KYZAtxeKzJsTsCrW7To0HGsoNtBUjLiOPS6jrLIqOgVv4oFdegIhChqvvchJiaRe322CttbSDaWJjN28cq0qnp2m2arFB9CAm9TI/csXpnxTF4M10g12X7GOFon+ZbmA3y9WlV5agHjoUgLY3C1KdRnNXzNpZP896TbmllBZjaw4ums8YwJrYpFlm+DYhVuiWTsMkUlevscxpVWI3BRMTAxiQKHPW0khEfcjJnPLwb2tzOJGqyX6LCbgp3DPSQrI60UDT2xkZVm8SFc9+v6gBlprILzyoz124eDx92tQ4wxCuMoLJidTkHDWBhx05KvZZD76NxY4KOq0a9bW0/B1PQUXudHh0TMSjHDAF2tqkNHII6p1GRkZCSuvfZavPLKK0f7VI5pGI0i9nSI+Ps+AWVtXCysRpKfr+2lEm5NHXDzDJIBHcNsmOSW+DoBLFeItXFjJ4ME4pObSCiur+dkXt9HNdw/91MR5pFIBjq8LK/IiuJiEGUFfjyNixvA45ckAj+azkwjwIX07QqNlBxykVx4ZgsXULUJzaREZg/frRx93SNuKtDCzSzHjQvhIrQsh4QSwGv8/TZgTgZJqeW5XKxX1QIPLgKe387rsBq1xlkn53FD2+9kqYe6ONf28VpOzGNA0Wv3b9RzmtJB8vW9QEWXqvRk1nAsDLsBiwj0jPBzb51NkqnbToLGLXFTrXp3xof4+0sOOEkir62npcLKw1TY+eKUfCp8x8KEBCDMQjN21R6gKJ6El9tz/G0Ivi/IMgBJwj/3CzAZGMi5vcG7wKeGM7Hxiy8FvFIm4PkdAhZkUO085vFBwm5aioyrplDZ2aUQnjYjFYtuL8mWJdn83IWZTBC8vFsz6//HPto8OD3cIK2pAx7bwCDSKDL4PTkfiA1lOfv4OEU1HsRPtKyd6toYG5AUyvOr6QX+sI1NuoJheirnFouByZu/7+W5iwKtCB5Zz/dvaGBp+/1r2JjNbNBsPgCOgVfLOE4MAo/ni4YBXvcZ4zgHFMWz3CnSQuL0rnnsHBttpRXCQ0uo0vbIVMtfPplBNaCRrF0jnNN8kR3Fcnxfi5SqHt6vm2ZyzKvIjQZ+rpRuf1JFFUdJMsf2gItjU73P0QGfA3DDIgr0zP3oID83O5rnZjPyuio7gWirXv59NOG12xFvk3HlFBl5sazacHg45owiEyfxIXwWQ0z+hKqK5kFgbR3V2MNuvnZuBl+/r53rT9sQK0VCzKzgMBuAj6pE9EoWCILOfujQcaygSymfjzwuSVUJHklAn1OfU3QEh8FgQE0v45Y1df6EqorVdVy/bEYKUZ7e7O9T3znC/hsn5Gr9MACtqXC4mWTo+DgqOI8ErwS8rXjj+5bdAyR1bSYmJ1XI4B5yeQ69TgedjGfvnDfahs0XVT1UjJ6Sz+PdNofxY/MQqw5f2Mn1v32Y8e6mJuD3W1gZ1hwkplaxrx04o5Bxblkbr/2WWYwfdrQw5o60AjNSeG8E8N5sbRr7mDtbgSunKIKGrf73OBAmked71RQS2yKC72VMIr1Wc6PJMeREA5KszxM6dATDUVGqHgmyLKO7u/vrX/g/DJdgxMpasgFOr9J5PJObMzWzF2YC0iI5OWdFkVz9tJoLQ0EsF4qOYXq3/XknCU6vzKzVwkxu7nrtJGPcXirPJiRwAegY5sJZ18eFzS2RILl5JolKj0Tl7JObuIhZjZyUX9/HheG0AjZhalcasRgEXkNqOBfT6t7gyj+Ax3V6SS6KIomTLU08X7WpjyRTVba/gwvAeUUkmS72UiH2+620M0gOJ1G2uQn4fCfwm+XAv6t4Lh5lgW8Z4usL4+i5A/DaL58MhCv3YNitlBQLQOsArRUOjvEIF8VzM20QgL/sCf4aAbznogBcPJGdzVXEhVB9fN00BgIeiYvvuFge96IJJKjnZ2o+k2GKV1FCKBfRGSlUPp1dyGDg5FzA0Af8OB+w6mvlEeGUDTjYzeeveTB411OAz9nLu7USb49EMi81Yuxj24xAuFnGpZMEdI7IGHIJsJlIPP5oOsuDyjs5FkuSSN7Pz2CQ6pGoIh1wMslx4QQS6y4vs9Y7W/mcz0yl6tNsYLmVKLAraTC7ChXbmpkkmZ9JdQLApEhTv9blXMXsNI4Ps4FjE+Dz969DwCIf8n/IxR9ftA2RFP3rHk2hOejisZbl8LoDmxXsa6fFwWt7td+lRXB8Rlv5jAMkhntGSHD+dTeTI+PjSIo+s5kq7a3NVIQmhjIr75F4f+NDGYDfNptz36fVPHZ8KMfqnXOZaBp0ciOwr4NJEpuJ829tL8vRnt5MgvyLGhKjGZHaxsRiIDkeY+NnF8WzHMvl5b9HeoElVsBwGPhpqgybQ4DHSJ9PHd8/ZBnweGVsbRYxOZHJhxATKy66Rvj9Ls/lejVWYwuAa9cp+ZyHa3tpLzMxkaqViDo+g04v7X3ahqj6PiUfeLtCwHWTTIDbNfbBdejQ8b2hyyHCIMgIO84aVQFUqgJAh11EjFUv69UxGgaDVoUR2NjUF2XtjD83N/n3rFAhyYw356azMskgMN5JDmcMlRgG3LuaVYI24+hGVgCJPrfEOM7uYfwUaKd0qJtCF9XD32xgvDsrjRZYaqXVvAyKjMaCSQSSwilkeWANr18AY8Mht2a7ZxAopFC9XtuH2cz2lT2MuQMRZeXerqGf+/eKTsaxc9KZQLUYKJTosTPZfnYh9+RHUpKfkk8lrRo/G0R+TjCCen4mBVRF8UC0BRgIomqdlMiKrHcrufcINbGSy2AQgOPP5USHju8cR4VU3b59+6jfeb1etLW14dlnn0VxcfFROKvjCQK8ilCpeZCLhCRT9QnQY3B5LvDLVdyUPbaUDaUOdTN7+Lc9JCuyIkkKXVlCQtXu1jppN/ZzQbt+KklGqxE4IZuEQtcIVaA7W7i5/OgQsLeD2cKfzCCZqoaVFgNLQGqVTOA1pVyEfr1Bu5poKz1xMqO4eZyQcOSrd3i4ed3WBJiMLI+oC8g09jlI5nxWQ7I33MysYXIYieRVtfSUUaGW/4+46QP5+61coDYpJfQHungt9y0kYb2lieqjswq50OTHcIGal0EF4FObR/vTlCQBZhF4vZz3YSxMS6E69c65mv8QAEyIJ6kTaqYiqmuExFDHEBfh5gFer8PDhfkX8zRi+fMakmNJYWygE2bmed9WAlirgO2/BkQTMP1GEeF5Rnigl5YGg1pyrZKpbUMk4QI9UsPNJNZUXFDM58vlpXeubyd3gGPtlwtkvFkuYMglYHw8ScSqbo6rpzfzGbUa+d2aDMBVJUCXnWTf5iYmOHrsfH6e2ax5ngogKZkVyWAyLYLP8p5Wzh2JocFLlFR4JSZa7B7/siO14+onVQpxn8nr29fOuWZ1HUnSaYq3VrSVqtIvaoIHytE24LntwEUTNfIWIFmVHkmF60UTOI5UZbsMJiB80TTABMup+exKqyLGBtw6S8vGV3ax7GxxFku2nthIIvhwL+esCDOD9pd2acRxRiQJ0ggzPTMPKMmT3Ghm/DuHGSTPTKPdAsDnoHuESaOydpZ3xYZwDAO8nrMK6ev62HrehyVZwLRU4JNDwKIYoP5VoKxOvRIBIfEGzL0rBAgZ0YnVowS1LL80if/e1kxf4tf3crw3D3AsrhvD2xrgGqFuktqHOS7+vo9VIjf4VH8AJOsBqt3bhwR4DGZYRRkep7670aHjaKPLLiLSIuN4FJBHmGWIgoyOkeOz0ZaO7x6yzDin246v9p/B4FGsqg52jf2auj5WAArg3uWDA9zDnlpAQvCmGYwpfzhJq3b0xRnjWOUB8FyCEY2hJn/Rwwk5JBjdXgp81Fh2YwP3bWPhssmM5Xwt1mTQDk5VjQqgenVLk3+VpU2pIFWtAYoVYdLuVsbxdg8/O8zM3zm9jAkO9wJvlWvH2d3GWODW2SzrDybaibZqwigVb5XTQuvFXf5WClOTSeQ+tJYx+5mZQKgillKbXEVZWSX2yHptfzDo4n7/YLeAm6ZaIbp0qzgdOnxxVEjVSy+9NGjpmizLSE5Oxt13330Uzur4gUn2YF66EW+Ui9jdSlLA6dVKxm+YBqyo5O/GxVL5WaBk4rrtwOE+RdKv+KSqZf3r65ltm51OD0W16YrZwK6KeTHA+wepeNzVylL82eksXQCo2FxfT8L1pV081rVTSagaDVyQh1xad0EVvQ4SR9nRSrlv/tjXnhVFQigtggtR5witAPICMo050Zz8AS6aM1IBixHY0AjMSQPyYoHFXp7LgkwSXf1OWgX02OkZGW4mMbVDWUxbBklcmw3MGiaEsoT+8slARhTw6h6SXhMTgV8tBt5XsnthZmBhFsmlzhGqhF1eEtZvlfuX0YSbSQZBAN6tIFktgOTXGeOYKT2rkIv5Cbn8jjY0krBpGyL5e20pF8S/7ub38xufLu3ddp7TDycChVFA0++BYcVnV3IDW38rYNkTFiBEJ1WDwSpKSAozYNDFrP2/q6lg/v1W/8ZNgSTl9BSWuT+4iIFjmJkkjAyOxZ/OAl7ZLaC6l6rQWBuDRd/s+752PjOiSPJRJW0NAoOfGan83F+t9Vd6y2Cy4tpSjpsoK5tRnZyvqZenJvNagmFBJm1A7lnl//uUcBJBs9IYvL5Xyef7xFx+RvMgrUOmplBh/ew2/veOuQwK/+ljkzE3ndfX42AgKgqcz2xGHuuhdXzdBwc4v6mkaqAlgIrtLSRGfdFj55wwL0Pzbl1dBzy0GPjwABMdVd0kPj88CNyzgD5bvt9rQz+tTx5a4m8HUNPLru+PLuXc6PD4j+tD3SRk1cYNExP4fZ1awLngobXaM9Ntp7JhSTa/19o/Av11/tcy0gls/o2IOXdb4DLoge3RgElyISPSCpNBQFYUN4p/3c0kZVUPbTBEcPyM5bE9LcU/wVLWTnVNXR+V7r9azJLAt8q5/tT1cU1PCANaBgUkhVlgsJhgdNmDNgDVoUPH94NOu3hclv4DjCEizTI67MeUI5yOYwhehUmNMI/u4+CLyUnArjbGemMhLgRICGHp/do6igIAVlulRLB60ull/HPzTFYQNg9SFHJiLvc6W5uV59ZKctIkMrZSScH8WBKcNiMFMtNTmHA3iP7VIzJYtXV6gbZnVBFqovI0sLHw6QVMju9V4tCJiYwNtwdUpdiVvgIPL2E/k12tjG3PK+I9eGQdY95opbpMAOPTX2/gXnJ+BqtWXF6NsD27kCIe3/gTYCxRGSDWaBtiHHFeEa9FAPfiVd1sjmUx8nOsfUDDF8CPzwH+uo/3/tJJjLeDCS4OdQvodBiQZBD0uEOHDh8cFVL11VdfHfU7QRAQFhaGcePGQRT1hf1I8Hq8mJ0m48takhjNA1RyqV2rE8K0hlR5MVy0shRPGHUhTArjhKuqKUWBC829CznR+06kLi/wTiVw73wSA7PSWGKQGq40oFIQZiaRkBIG3DCVaqyH15F8uaCYi9vHAYuWivcPcOExiiRXFmeR8PCFUeRxYkJIWE5M4AJc1s7rVxFr4+LcoagHB5xcGLtGSLDOTOVCd8cc3pOWQSo8L1AE0pVdXOAeWwf8YgEXslibpq5zeYE3y1mesqmR97utnz6u+zu4uO7voHLvEkWlJ0lsXPPP/VzYPBKVR1dPIUn2aTWJ4HkZPLeWQeDXS0l4GURmMe9bzdcUxvFcksKodtvZAniSWBo9P5NBxV/3sBTliSDm6wA36b9erBGqX0EG6tcJyDrdAHegBFAHTJIL104x4LV9Ii6awO/q02omErY3K82XQvnMqyVKVgOfQYuBlhe/20of3J/P4TgzCBx/1YrauqaXak2zASiK0z67204V432r/ZWeXhn4uIoB2Jr6sa0zPq9h+XnnMO0y0sI5xmamkgDa2jzaUykrimPpnQomTVSIAgPrF3bQ29QXqRHMrAM8lx3NHKONAwwENzcxEXF6AUuqTsghufv8Dr7HofhSurwck76lS3YP/JRAJ+UFb8gmySwlC8SOFgbpKqk67KIqf3EOPWzL2umhem4Rx1F+LMuyfOGWqISdmw6s8/lsu4fzwQ8nAXd+6f+eCAvn2zlJvL7VdVQj/GwWrztY4LqqFjgxV0Z/XXDp01Ab4B4yAJFB/6zjO4bX7cFJuTJW1gKXTRLw6AZu/P5VxWd7axPXxJxoJhQDfd+irBx3vlUbMTYgN4rJPqeX88lb5VTz/HU33wMAp+QBr5QB42IFTEo0ID/KCoNLbxyhQ8fRQpddQHLo8et1HWWR0T6i7710jI0+B0UyF01gXBRYcTRFabr02y20VgoU0Kg4cxxjv63Nmhgo0sJ4y7e66N/VFB8szmLSe2cLY9FORXV54QTGbzfOYLw94maMbDXwv08t5zm2DjHG6rUDWdGjY+SVtTynn81iDNfnIGlaFD+6WVZRPNfhZzYz4flpDWPvV/YEv1a3stdbU6epY8s7WWV4fjE9WXsdPP9JiUyc5seSCP2ihpWlISYmZ7OjeT3Lc7nX29ZMBfH8TBKzh4IoWNuHGWOGmVhN9ZTSXLUoniKNpDCg8RXA3Q/kh1AkEhvC/fqBIMf7f+xddZwc5f1+Ztbl3CXnGreLu+AOhVKK0xYqSCkU11JaKNCWQgu0aHEp7iHunlxyd8l5zl3Xd+b3x7OT2d3bS+XXEhLm+XxCyN3u7MzsvO/7fZ/v832+Cna2Aadni9o+UYOGIBwVUnXGjBlH42OPKxi8Ttw534J1h0R8Ui3g4onMLD24jpOsWU8SxOPn/39SzQXoixoSFpdPDm1Mowt4pu5pj7zBP7uE5NHiHP7b7ae/29oGlrpOTCFpVNPLyXZyKo/V61Kzh3lxoSXRwbhkEomGeWO4Kf3+RKpFV9ZxgZszhmrPbgcJytIkkqtmvdrARQCzpBdN4MKoqN1Kk3htv9vA+6GUhLy4h6XTq+pZWq8TuLD3u1l+GW9VG2BdPGmkQfjnNTynul6gNAHodVMJWN5BMvTjQCfFVDtLMPa28Z6XpTPruOEQ/xTF83o/r+E51/fxfbvamZHc0kxrhh+XcXFtHuD30BUwfZdBIu+9KpKsJ+STPDq7RM3ahsMrAb0OYPKdgMvIzxU6gca3gOFWAQKOwRq2rwF+v4Q0kwvXTDNjT7uAW+cL+KKGpeCzMlnu3uuiavO8sfQ9lcDn0O1jZtgr8bv+PGA/kWIDluapnzHoAfqdATN9D5MHewPdwg/2RC6dB1Qfp9HQ4+Tx/riZZe73reHY2t7KZ+VH0zhm93dyTI9L4vlCZpZbGRsmHYOzve1MagSTqtEmBncdQefhkTjnBOOlPcDDyzleVjdQWQ9wDKfamTg4p5RjVRf2KOoEns+ZJVT1tg1T1bmthUSkDJJT4cEwwLktmJQtTGBp/+e1HIeLc0l8r6hl4mNaOgmyp7ePVJ6eXRJKqgK8dxNTIlt/vL2fn/deJa8Z4OZgIAL5G/w58fmAeQwQUwa4QN/joX1Aw7uAZxAwxqq2FBq+Xujcw1iSa4MM4LbAXDAzk+Pk44P8vksSmByo7eV87/EzITEljUm2RGtgXZOpQo2zsNmZO+CH7fKxcdkF47mWuv30n/veBI6z3FigaUhErlnz2NWg4WhAkoFu17FdOh9nktA4OErph4ZvPRwOL4a9RiTYAMjA7fO5Z9vbwXhsfjb/7gj4nG5t5r5uVT2tqxKt6j7NL6vqVAWLc7i3WZ5HUYlSwdHtpKhHaeYIkJA8rYjr4JAHeGSD2tBXFFjVN3cMyd1gy6qCOOBH01VRUTDeq+L53z6fitIEK9fe4EakALA0lwSqN9A75MR8xsnDo+y1AAoZok2h51LRRaJUEUO9uJtNsA52AeeWAg8HVUk5fawMLYynEOe362llNzGFv8+IonXUdbN4fyNFAfOzWdUog1V2bUO0BViYDZx+PtCzGWj3ktRWmmYpfTkiwW6EplLVoCEMR4VUfffdd/+t15911ln/k/M4liFJMnRuB5Zl6jE51QxRFGAQgLsXsSHL4lxm9La1MKv4l20sF5+axkVqVQOJSoCTaoyJvoLhXo8ASQyrAfiijj5/VgOQFc3sX3kH8NOZXLwUMhBgmYWSTTTp2dQFMjeA4YqdBAsn+o8OcFFp6Kf67LvjSDZaDdyQPriWx0yxkbBq6GdW9NxSquOyY7nI3buaJMZPZ1DdM3cMFZu9Li7cCjnaNkQC5ZKJgLcX8PQBt80C7ljLBXByKv13bphFcmNCSmgg0DbEYMFiANYe4v2cnUl1X7KVC+G4ZJI1Vd1Akp2L37I8emQqONBDMubEApK5qTYSRbW99CcadAdsDpoYQFw2iQt4ZRfvmy7QbOg36xjcT07lfT40QHKpMwK5xC8WeLCGZut5cWw6tOR6wNQkQ5KPXcXF/xqyzw87hjEvzQAfRFwxSYRb1qFpQMBX9STiF2YDfW4mBj45yOfJE2gmZTOEBmDDXlWBpmDQQ3P8fZ0kXMcnkwBt6DvCeYHK9EidxgE+l24fj1XeoSpAWwb5rHr8wIIsBl9v7ANeLycZOj+L80lZOmAxMtv/STUDPHcQwZsdQ5Xms2GlUgXx7GQfDEnmfPFeJZvBKZgzhvcoI4oq0r/vYdOvC8ZRHZ5m51xy32ImiG4OKEJ1As/7mjJaI5xdQsuDcIxNZIALMPg8vYjnO+DmXPPmPmBRGvDjQFO6fifw/kEG4r9dpwarcWYqC8IRb2ECRIEAJnkcXuCcsdxwbDik/n5PO4nl/gjzLgCY9AJyzgPeagea63ntfS7AFAtcfBtgtQBeLa49apBlQOcahl4vIsFixcmFAvQiCf1hL61xvj+BG76sGM6zCRbO3R4/N5DDXj7v0SZu4v62g+uBSc/16iczgMc389m36Ogj7vRx7VrTwA2ixydArxfhGW0HpEGDhv8Z+t0CfLKAGNOxGzfFmiTs7NTDK0Ve2zR8u6HXi8iM5v7SJzNmmpzK+HTQDbyyl3uy2+bx9SvraRt3TqlqXxNvYWxmN4aSf0tymWT8spb7tPx4Js1f2avuKw8NADNK2U+gz0WV6xnF3Pc4As2CTy+mAtOsAx7fEkpiAqwGe3E3Va+/WjPyGnNiuTYPeqgKtRm5ByxNVBteGXT8PUC7gCsmcw2ORNQqyI4daQ0AcC/6g6kUQ7yxj0TqXQsZ93ojTCUHe3h/ok3cf7cOMRY9qQC4YyGwqo7X9redqgIYYLJ2bBKFUQAt5JTGzqsbgPljgLy5wONV5AuSbRQLzcuiUCESpqcBvkgnqUHDtxhHhVS9/fbbIcvy4T8KFJ/V8J9ppOro8Hp8sBv9+LRWh0W5AnwSJ/0FWdzQHezhpm1WJvDrNfQCPCGfHn4WPf07S5OoqPvuOGDAo5buKjAElKYuHyfYM4upxmnoA84qBT6sCiVUAb7WbiRZe/lkbhR/XMZGWb8JK0nPj6fqzS9TRfejaVTrPLyeJHC0iepVBe3DVGieXQJAZrfIA90slVR8Idc1UsV623wurt1OtXOhspjqBKoIt7UCghcYZwK6PwB+tQzo1pHg6XZQ0drtpO9sMNKjuMAVxNPIfFEOm82UJALzsrkYG3W0FihNYkbyjGKeT3inytUNbCJkFIHEAKmaG8v7Hm/h/f6giiTb57W8P1PTWA5zahEXS2URXdeoklPnlABPRTB6t+iBKDOfhaJEoKaH93W/A5g5AZA0S9V/CsnrhQh60Zr1Olj1ZszPEmE3MoBUmr5dPZ3P4vnjmDi4diZ9bhU145CH34fdqP5/tJnk5YRk4JYv+Z6F2aq/byS4fcDEZFpshCuUFQKxcYCdRMNV1y4fA+NkGxXdyvPplYCv6qlGuGQS8GUVn/eKTgaTepGKOVEA2gapqAsm8eeMUbPeioJXUav75YA35BDH5rI8Jke6nVSKLsphQuXp7Rzr88YAJxUCggw8vDE0gPXLVERY9PRCbR4YmbwxiJyvOoZJAJ9dyrHS6+I8JQK4eCywrh54MeAlNTMZuGw879v4ZLVZ0PK8yAmoBdlAooX3BOCmw6xjedn7VbzGsUm0GQBIpqfYIh9LAEm4Xc3A/Dxe06EBBvuF8cCKZhlnp8haF9ZvAHw+CXqDBJtBhCiwkaTdyI3W5mbgzf1U6pxcwHUgwcpEpDLOlDHy66CmEC4f17PyDqrW+1xAH4AoE4nZnFiqV363gZUQgigC0EhVDRq+bnQGvEhjj1FPVQCIM8mQIaDLKR7TNgYa/jcQBBFSYH95z6rQPcyUVJJxaxuAWAv3LnYj955PB+0/epwk/E7Kp8jn8xraT6XZ2XNAQXkHk+bXzaLFVK+Licf3q9T9aV4cS/+VWPeqqUxG/mYdm/w29ke+jr0d3If+YCpt5zodrL5amsd4WxRIoP55K5P0f9rCffNT27ifViqnTDr+vnmAVUjnlnJfGo4EC+PSYGut0kQSoUYd71GUidf6WKDBsWLfFwk724DrZvI1aVGML1fX0+JuXhaJ4N8s5bk6PCR0W4e470y2kVCt72OjWQUr6ik+umwy78lr5bzOm+ay4Vg4OX3JRBkWeEa1GtOg4duKo0Kqvvzyy7jmmmtw6aWX4owzzkBKSgr6+vrw1Vdf4aGHHsIvf/lLzJ49+58fSAMA+jxOSbPgvtUkZXJigVnpVLg09gM7WjhhnlQADLgC2TeJZN8t80gE7u1Qm918cjA0S+byUREKkPw7r5RZxR0tLCOI5Juzo5ULTmE8Cdvp6SyZiDFzMfugCpiRycU4wap6rSp+ir9dRzXOnDHcNEbCRwd5XZ9Wk1A6bxzJCqX74ep6quuGPCQz5mSy3EG5thkZ9Cod8pD0+rgBuGkeUPcsUHIN0O0H/rRVfX14GfJJBSR9DDqWohgDC/OKWmZpvRLfc0K+2pn9z9siX4vbTxIlP57336wnwaT47RlEfp8unxosbGsBrp9Nwlohe5RjmXQMDgoTgWvLgMe3qllhAQxA/r6HwYwsM+Oq2CK8VyXgrgUWxIhaZ/F/FX6fH0lW4KkdMso7aJ5QmkSCfUYGcOdXwIUT2DisaQB4cCnL7lsGgKJEGTkxzPD/ep2ARCu7p1Z2Af0uBnSf1zCgvGLKSKWrArOBgewNs5jhd/noGZwRTYLd52fpe3aM2ugJYKAVZWRwuKp+JOEPMPDsGObYmpUJ3DCbx39qO4k+g8iA7mcz+IzrRQbNepHBsiSTYPrRdDax6xzmPCXLVON5JQbk71dxTvrOOCaFzinltXx0EHhgCfDSbgZ+o6kCvqoLWJHoqRBdVc/xXZLIsflOBd/v8jERotglnJgP2HTArzeEBpCfNAAb24G75wFTvQz2zyzmPXt8i/o6UaCaNsrEZnbXz6YavaaHc59e5Jh2+1UrBAEkaksSgE3NI4nwSybxO5uSQfW9Ut4G8H7/dIYAFwSEiZw1HCUILidsNht8fj7vJxVQ7aFYYXQ5aHsxJZVrWrDNzqIcbmYiWe8cGuC4tRrYsC3FxjFS38MGc2sbgVf2CihdqIdOY9g1aPjaQVJVRtQxTaoy0G13aKSqhpHwev0wG4C7Vo1UUe5sI3m3IIdVgbfMYyVFJJIR4N7z/sWMaxflRN7jOX2sHDohn1WXSjWeggvGkfycmkZxUOsQGw0r3qpHQq+LlUxnFDM2lmQmuNsGKVqp62PifEUdz+PdChKxfpn753FJ3Jt+fFD1MU2ysVfAPypVS6dxSaze+t0GEs2nFLIySS8yLvVK3IOurmeS/+rpjCVNenU/Fg6Lnvu7yakU1exsY+VmrIXvEQXg6UD1VWY0kBtPsvi6mRQsfFI9knB2+rh3FgTVmsovk1C+fDKraiq7GN9OSAbSbDJktxZraNAQjqNCqt5333249NJLcfXVVx/+WUJCAr7zne/A5XLhhRdewHnnnXc0Tu2YhFMw4zfrBCRYqVhpGqCKtMjB0oCleSQvDCInT2VR2NfJ1zYFPBG3tpBY/dlMEqBKZk3pxj0rk16ggsgS1+npPG4kEsbpI6EwZwyzXqcXkRwBuNjeOIfH6nFSifa9CVxgY80srXD6SDp4/JE3mgj8zunjdZyQzyzlD6dx4XX5uGCZ9PSgMeqo8lOuNSOKi/kjG6ku63Hyz9ZBINUA6IaB56vpiacIpxU1rkVPj9UUGz//2Z1UFWbFkKhJsbPD+V93kLT5pJqLbYJl9O9wUgpJF0EALpnMa35jn/p7r0QV4FVTSUCbdHztZ9VcOINJ1UkpPO+X9zCTuTiHDYo+Oqh2z3y7gu/Z20GbgZvnAL9exyypwwv8YbOIW2eboJO0zuL/EgxGvLBHQHmHgOIEkoHlHRyHHj9wy3x646bY+dy0DfF7mjsG+LJGgDtBQkMfcNVUAWY9CfDnd/PZfWa7mlX2+NXxqZCKBpHBWoyZ5Vcv7KbqPMnGEp8YM7PuioK0JIFJhupA99B5WSRmlueNbrYP8HryA/YC55QAN3yu/s4rMZFwsIcB9aF+lusH+za3DfE8vj+RQV3H0Mgkg06gMnvIw/nhsxoGjE9tJ6G7p4PK1oWBMRseHLr9PJent1MZ/IOpPIe6PvpuCQIJ3b/vUd8zNoneyHubRmbkASoEV9aSJM6cz3Hq9LKpnzswT+lFktLNA0BmDMuyowJexTvbOD9lRLOJ3xv7+J4fTGMp3aCHyop9nZzDEiy0MqjvZaOAHS3AyYWcR4Pv9zM7gLsWCBAEzVP1aEMQAINBhw4H19dYM/+YdEyCKBuV3Fius+FrWn58aDVGOPZ1MDEAcE15uwL4TinQEXhPvxtw+ARE/devTIMGDf8MnU4B0UZ5hHf4sQSrHjCJMjqcx/BFaPifwWjUYWdn5LJ0QFWdmvXAoIsJ/tHITRmsirxzAZOOo+3xanoZ/90wi/sem4FWAWOTSIROTWP82zSg9rDwSlyDR4MoUAhT30fVLMB47LfLAbtJjbWTbKpidN0h7qWiTEzMXziB8WdwY6gPD1CBeskkErVGkX0xjDomUksTAauRwgGlQZcAii5+MoOVK7fMY5y8IFvtuRCO4kTgntWM+c4p5Z73z9vU/UCUkfvpA92Mybe20JbOpKfIIBLK0nnd4VWqQx6KBxIsVMKWpQNWvQSjz6HVxGjQEAFHhVStqanB+PHjI/4uOzsbDQ0NX/MZHbswGHRY2cSJ+6qpwBNbmKG6aS47wAeTGgD9Ec8dS7+aqm4uDKl2Ei51vSQHLHqSMlajWlLe56QaM8bEMmFXwAdSlql8a4hQavFeFUnVnFh+loKpaSQile70kkxib3kes2G9ATJXJ6oK2dGgE6ngcfuA6ID/zWmFNDbXCVwU/DI96W5bwPPNC3R/fHwLSappaSRXAWBzF0nNgRYq3Xa38zhzstg9sSCex9vbxsUrO4ZkE8BruW4WSd097bQ7+E3Ah/GzGl53mp0Z1WDYDCSzHV5mZpNtVLbWhpUvD3v5mT+cStuC8UksF71+tmp7EGWkQqpzmN/zG/sCzYbA67EbSXYHk7DVvYDLD1w/E3h0E7+P1iHAKelgP/Lt1xCAG3psbxGQEcVx8rsNQcFnK83nzywBHlgTGkCadMAv5wE6UcDTOwTI4BgtTuA4tBpCy3ReK6eK8/Qijj9foAlUxxCfmXWNHD+xFj57N87hcxncOKmymx6pE1P47I5PZndyRQ0XrIgMhjLOZJmezJHQNMCkyfO7IzeK6g0o5ZfkADd9OfL3pxdxDnhlLxsG3LGSASqgKjwtepKiZxaTbA2GUUdbjhvn0OLgtfJQ0/6TCpj8UJpgTU7leOsdAtaHBZTB2NzOe/ZgQCnx66VUCaxr5HktzqX1wit7GYzX9TIIH5dEktui57VXdNLK4XsT6GXsl0giD3upACiIJ4m6oZH+1X8IlIifWsTPCf4ehzyAwwfYIp+yhq8JksGMbo8OO+r5bFkNwMZDHO/T0vmaKCPJc7sx8rjwSXxGRmt2YTeGrgcbD3GzWZqoegfrdSJ8egsMsh/weTSiXYOGrwmdTvGYLv0HuP7HmSW0OzRSVcNI6PXCYT/6SHB4mYBenkdy8p81hTfpgARzaFl8JMSZud51DFNQ8F4l95Nl6Ywl39zP/hnBjURretQGr+GYO4bq0GCcUki/8uDrU/bGSjXTm/u5vi/N5Vq9N0KJfkUX/xh1wE/KGFtuOEQieMMh7rO3NKuvl0GC1ROI8d6rJHm5PI/HD98rnlbE2NInkZAtTOAeMFjYNOhhXHzjbFbDDbj5mbfMY/Ow8Bgjzc5YdXurGmuHo9tJcva74yQYvQ74tQpGDRoi4qisnjk5OXjvvfci/u7VV19FSUnJ13xGxzAEAQ39IhblsGy8382GSpVdIwlVgIo0SQIqO1l+YRDpsQJwIdzUzA2cJUCgOALkaXEi1WdZ0Xzt3g5m+yQwMyeM/Chkx5DQS7CqxveiwAk80Uo1lzI3/6OSn3vheBI8AEshhj0kHSIhxcbF65QCEijRZqr6JqRQETQ3i9dQ10sCw+EliWI3BrqHF5OI3tKskhUGHSB7AV00y3g/qQY+PAjctgL4uJob24fWA5/UkIj9uJqlJ4Cqzs2P4/ewt0PtztgeWBx/OI3ETrSJm+/FOcC9i7koflHLhe2rOpaOR0KPk1nKJ7dycZyfzZ8rx7p1PvDsDiruHtnIjbfyvb+2D7j2U5a3XDeT90DBwW6+pyxd/Vl4B3MNo8PlIyF6WpHaGTQYJxWyFCo8I+/206vJ6eOzMT+Lpf8uP8dJOLFe1c1gKyuG34/NwNdNSGECQi/y/3e1sUna1ubI3+NfdzBw++0yqp0f3kBfqAXZo1/jjAwed0EOycTRUN5BFTtAFfXMDJKLYmCS6Bxm8H3vInoe3zib1gf3LSIJ9bedvB9+mc+jT+JY73GqPrUXTeD/h2NpLv92eVkKFny7SxJJIHv8DLjnZDID3+MA6vtxRJWRIaAM/+E0zlkfVFEZ0Dqkdm790xbgjBKOo3gLvVUHPQxqHV5uIpw+jssuJ72ovRI9m+9fA9y5EnhhFwPwqem0D1CC5R4nNxfh8Gjex0cVssmCp3frcc9qEe8fEDHsFfDmfmDWGD7vH1Tx+b12JtfD1iEmGYOhF9mccFHO6J8zNS108+mXuckUReB3y4HZGTI8fgEv7NXj+X1GuPQ2iKJGjmjQ8HWg3Ske002qFMSaZLRppKqGCBBFEXlxo/8+1c41qTiBVRf7OrnmRYLdyD3SMztHrofBSLNT9JEXz33mn7bwuANuVne8vZ+vax5AyLm9V8V91swMdW+qExgfnlXC5L9JByzLpf/onDHcI45NJmEKAOsbWdEVjMZ+ipXeDBKrRIJBpDXeZ9UUObxfxdhza3Pk1+9sY3yqNJ6y6GmxdfV0XsPyPDZnHZ/Evd4t89hnYG975EpRgJ99wTgqh2PN/G7uWcQ9htVAgdQZxfycF3ZxDzghefRrWpYrw6bzQX8sy/E1aPgf46goVa+55hpcf/31qK+vx9KlSxEfH4/Ozk589tlnqKurw7PPPns0TuuYhCzJKIqXkBolHu7sNzODHjSjQRBIvDy3A7hgAst5L57IRWZ7KzeBB7pI6Fw5lQTtyjouZGcWkcw4sYC+p82DJJJuX0C/w4Z+Ep0LsqjU8fiZGdQF5mGbgYtMij00YweQWDXr6cs4N9Akak0DS6D/uDl08bAa6C8pgl4+45J5HR2OgFH5PC5O25q5wAI89p82AW0BpVB2DHDpZBqiK1icDAxuAnwlIxerT6uBW+eRWG4cUH92yzySr5JMgiXZxrKVPe0konYHOnzv7wTGxHBxu2AcN9MieK89fpJAAD9XF2HdEkDi2Onj5zyyEfjxdAYev5xL5dpdK7l4dzrURidnFKvvB5hJ9e5ncPFywJLBblR9fTY3817ZDTLgGf050qDCopchCiTLu52hv9MJ/D5HU6FlRgOiIKBjmM9QUSKf3ZV1VD2Go2mA5TyZ0UwmrNzOZ6IsnVYfm5qYAMmMHtlAToFXYtC1MIffN8Bn9tQi1RokGCfmc2xnRvN5G+1aADZcm5DAZ7+ul8fNiWVn1lX1PEashYH3yjqeiyhw3vrOOFpzNA9yHpqZQcLpZzM5Vq6cykA63kJVqwIBbOZWmAA8vY0q8QeW8F4NuHkfO4dJYN+5kB6lAAPL744HChKZ/Akvf1KwNBv4rJ6kc6qdwfWpRaF+0vX9JGh7HTzmoX6S1wDH5LuV/H+fxORLj4vPRnCn5eZBqmFvmx9a0h9t4rwdDAFAklXSxuhRgl6vw/pWEXs71C/GoONmcWU9cFYx59OOIa5lc7P4bCfZmFRUFKszM2jTUZbBNSJYmQ7QLsMncROVYOU8nWKntcjLe7mJvaZMwNoGbhqf2SHgzlUCHlhsgcFzBGmRBg0a/t+QZaDLKaIg5tgviI0zSdjdZfjnL9TwrYMgcO1KsanqzWCcUUzSMNHKOC/OzL4aj29mclmBQWRy+h8VXOvah1ipp1TbKRAF4ILxwOvl/L1fVr1KWwZJPCqWVivruU+s6mIi3eNnOf2SXFqx2Y1877YWKjtPzKe//5ZmxoLOQHJ6YjKrnB7fTJIzysRzfWGXuh9ULAiizaOX6C/O4R71wvGMCf62k3HukfSdbh8FOvnx7HEx5GEy9aIJjEsfWKOegyjQUm40KwaAe9QzrPREdfm4B3lyKwUZl07iHk8vMEa3GqjWTY9irFoepPC1G3lv9SLwyj4DMmMMmJQiwyR7Ifi04FODhmAcFVL1pJNOwhNPPIEnnngCv//97wEwCzZlyhQ8//zzmDZt2tE4rWMSPp8fZenAoUF1wk6yhk62OoGKyXgLFWQdwyxlOLWIaswhDwmQSydxU/9FDZU1jf0k+na0qseZk0U/wRf3qP6D21uY/Vqcw81eWhQw5Fa7cU9L56J13lgupNEmErZJ1pGeiC4fJ/57F7EUvWWQHjbXzyKR2DpIb8LCeECWuFCuO8TrezRQwu/0MXMpAMiOIxFS3sGFozuoRKShn2Xa184kEVsUBxQAiLsYqA744OxqC10Iv6xlif+uNpb6+uVAqa+d92NMgDwFuGh5AovgKYXMVl42meem3FO9CPx8NjfdijVAZjTJmXCcVMB7HYw39wO/mMP79tIebr6X5/EeAmz2szyPJPqfg0zjq3vYrVI5h/QoLsIKmXvhOBlGyY1jX3vx9cAEL+aNEeGXR2q2BWGkWlQnUDVdksgs8m0rVNX2jlbg7oV8DkoT+dpghWuvi1nyv2wLtdVYWc/nL9XGjV6viwR/RVfkc54daPIWDMXzdFkeS9WtRmbHa3qZLPnRdI65M4qANyIkbgSwhP3h9cAv5vKZVPDxQfqIJliY6FhRp/5OkoGNTSRrfziNxGK0iYHx/UuAF7czkI01U+V6sIcE7C/ncoyZAuVYT2zhvXqrgmPO4eU5WfQMbhdkA/6gvW+/m6VSN8wCUixAWSqwNYxYzY9lBv+DaqC6m8fd2w5kR3POW1mvvnZVA3DNDKoclE1CRhTngs6gMd3l4PVFKk/rdXEeKExgQsui59xt1IW+7tRCGUZJaxZwtOAWDPikOjT7ZdFxLf20GmjqJ4FfFVCAePo5Zg06ep9/eICJt7IMPrebmrkG68XA925ggkOSuZFtHeI8f8Ns2kY8t4ufqajXZ2dSQb4kl2vmmkbghEwd/L5jn+zRoOGbin6PAK8kHPPl/wAQZ5Lh8AkY8giwHwfXo+G/B59PgklHa7m/7+HeQgZjsrNLWB104QQSkADjmOd2MmbsHOZeLy0KGJvIuFBJHj67i5VzWTGMCXudjCEX55K0bB3iGhdOIHYMM4YacDMm3NTEZPob+xhreSV+5swM7oeCS+l3tfPcXy0PPeaeDlYR3Tafe70H1zJGv24WRUcGkdf1wQHaxi3LBb6sCz1Gqp3ihrUNwNZW7o1TbKHJ80iINnEfeMsK9WcN/fTjV9Z6BZLMn929kMeNRK4mWXnf3q7gv2+Zx+PV9ZFcvmsh98odDmBSKvezDi/v4bQ0Vky6fLz2v26XsSBHwOR0Klo3NQuYnGpEjFGE4NH6bmjQoOCokKobNmzA7NmzsXTpUrhcLvT39yMmJgZms9bH+D+ByedEepQVObEC6vtI4kxKISE6LY2T8rYWlg/GmrngtAaUYEOBRNOYaJpdn15E/8+XdgNXTQslRa6YQg+/LmcoGdDvYpYt2c7J/o199I8BqDh1eoGSJP5/dgwXgbpeqni2h3nbACRWJJml/wAJnd+u5zkmWGnAva8D+NFUoLqPi3thfOgxantJyHolZjlPzCeZEk5uObxsCHPXXCBODxgloFMHPLWeKr5lefReVToxDnlYpt/lUA3CTXqer0JeV3ap176ynqo1pVS4vINk7aeBDKdPovfQV3VsrPPkVnaZTLAyyDjUz+zwKYVcrIO7XwL8LtuHgb/toK/QgJvKQ0VJKAokdKp71Gxs8H0266j++/ggVXuSDPxitoQcuxfSPzNF0nAYAmSckM9MskUfeq8Vv0SFHJ2ZwYBxWwtLln67XiVUAb63uodjcdjDoOYPm1RiVSfwOw8mVBW8tAe4dgazzXetJAGzpiFyhjw/jsFhMLwBssZmYDnyqQVsDKUXOZ+8sJsB4rUzGdQGe6uKAjPaK2oBj0QlXXoUxyHAc/jbDuCRE0Y3zN/Tzuz+9yYwiTLoYcC8r5Nj4JkdTAY9u5P35rfrSZqGX9/GQ7zPSiMC5XqvnameTzDeq6IdyBklbEi1op7f26IsXsNblSRvjXp+ZwkWYO0hzq0bm9T5QSeQ0P6sht/5vCwmlf60JfTzsmOBimoqeCOVb7UN8Tsw6lgCphBrzQOcD84ukTEhwQd4NFL1aEGGMEKxrQ8k47Y2A23DwN2r6A28rQXw+ljC5wk0U7tiCsdQlIn/9kok+GNMfC48flr6nFTAn/11B5MST29nhUJHkFpowyGuD4tygc7A5nF7q4jFmTqIWksJDRr+Z1A8SOOOi/J/XkO7U4TdqM0bGlQIAitsooyswliexxjJ5QtYM5ko+gheE1uHKFxJs1Nw4/ZzPxgcuw57GM/+o5LxUpSR+7kH1qpxtMUARIXpFT6p5tqoNPRdf4iVSWeVkKBMsjIu/PXaUKUswGR48N42GC2DXFvXH+L57m7nHwHco+3vJFl77ljGg9fNpOLV5eP+b3Iqr1kRHb1fRZu52l6KJCKJHAriec4vhp3TvCySu6NhwyF+3taWkb87IV+tWD2tEBhwqb79hQncayoWe29VqO/7w2ba551TDGTrgS/qgDNLBHxZG1rB9tZ+AVdN1WNSvAGCT4tDNWgAjpKn6s0334wVK5iOMZvNSElJ0QjV/wckSYJZL+OSSdzUtwyyDHBiMjArk8TDF7Vc1DY3ATFG4EfTQomcgngSfp/XcJGwG0PNvBOtwJQUYFVdqAG5AODqMhJ3RpEEiEKoAlTtvH+A59QySKXqvk52O6zrpe1AcAbPqKOas7qHHR6DcWiACtHmQS4kepELtN1INVgwMqN5np/XsBy7sZ+kVCQ7mJpeYH8PcOt64KdruaAWJZBofKeC56hgbBIXx20tJDBzY0lgDbp5TXvbeT7T0pjhPKeUJSmKBUGUaeQCrw/cN4PITXfrIBfAeVkk1E4tJKH8biUDhWAIgT/9brVz+5ogomtGBsmZ1/eNvO6MKDa5WttIkvw742QUx/lQYHVC8GplHf8O3IIRv1oj4FA/lZ7hWNvIZ2FcEp/d367jWOx0qGrmYLxbRRP+Dw/K+KqO6oDvT6S6+NqZo3szyQAe38pg8MczmL2/airHpwKDyJIivzRyjCkY9lLZXdtLYui1ciZOFOP++9fQ3uP6WSR/LxzPMqudbWqA1xfoABsMv8xMeewRpvs+F1AUT5XD4YsCA+u2IRKaosC5LujXIz4n3Eu/ppdjOjaCGX9DH1+/oYlBZKyZJOumFuDGL0mcbm9lEuXZnSRMPz5IBcbiHPU487J4bg8tp39Vn4sezENBwynGxGtoG+I8U9Mz8nyyYqg8vGEWlct6kfPMdbPYRLAoARC9o3QU0/C1wAAfJiSNfPqe2s4xd3YJN1FePzd+b1TwObAYuJHZ2UYFckNfqPdcv5ubuIouPsdFCUyUpdo57vPjOAaD3yPJfNYa+7iGliZy7IlC+Nlp0KDhv4kOhwhRkBFtOvaVnXEmGYCMdoc2cWgIh4CWIeCzWq4rcRauVQNu9tz46w6SpaWJI9/ZOsS9W5x5ZJ+A8cncC3YMc7/1wm6ub3qRcdDNc1l9NSsztHfH/k4eb2G2+vOGfq610SbuN4e9I/dbAIUwA0cInxr6GaMFQwarSxbnshrkk4Pcc/11B++H0jj2nQqVUAX4+fs7GU+fXcq9djDyYlm5sqMVI6DY5Y2GLgePaQmK73UCq0KdgXj9ZzNoI7CtlWKdvR0U5zT08/sLF1YAjNH/sBWQLUCrg/vncEswGbQaciJCcwMNGr6lOCpKVaPRCJNplDZzGv4juLwC3qsk+VLeTrb8kkkkRBRyId3ODNWwl1m6yyar71eIne2twHmlVMQEk6rnlAK9bm70ihNZCuH2s5w2Iwp4bCOtATY3jTw3g45NdF7ZC5xcyEVobztwxVQuBhNSSEoCJH/63QBkejBuaxlZ2pBgIWnqkYCWASrqghdbi54Lu1J+u7KOqlFBiFwmkWAFDvSoarOnt9M7dWcbiZhTCpk9FQUuiEo5xap6+tUMe6gIfLWcpR7L87hg3bYitGxbAAm11/aqP0u2cTOcH8+N9Kp6evpIMu+XAJY5RxmB6Wm8j+lRJKe3tdJHU1HGNg+GkmcxJi7+Xc6RBFNhPDffD63ney6ZKGNysgzJ+U9acWqICIdPgMvPrvcn5pP4/KyamfNUO58/owjMyJBx50o2tTLo1GcuHOeWKtluPtm72jjOLAY+Q+YjzNwGkcFWn4s+jjYD7TQGPUxC6EU+Zwe6mXnfeGikijnGxEDsrzvo/5sVQ39Wk55jb2Udx2Zjv1qWHF5KlRMb6jmqYMjDexLuPasg2qSqCyx6PvNZMSpBq6h99brI71fOP9K9XVXP7yccCVbOO/s6OaetqOU4W39o5GsrulR/2RV1gQC7mt+Lov5dUUfFcFkGNxpKAF8YT0L7z9uosqjqGjknxZmZPBl0c4wuz+P3E2Pi/Logm17astbe/ejC58V5Y43Y0SYc/g67HHxmf7uea9AphVSsKr/vdZFMd/m4ITspn0mJJCsTFeHfaEEcN2tlGUyyfHwQuGchUN4JnD8WeDhgeTM9neSt20dlzPnjAb9fguj3ahYuGjT8D9HuFBFjlA8n+Y5l6EUg2iijQ2tWpSEMfr+MSSkkDXe0Mv4ZE82Gn+/s514lJ4bxyZqGkb77NgPLzD8+qP5ML7Iy77frQ1/78UHaBuhF9tNweJmwvnQyqyiVfdXT26m2PLOYAgVRYNz01x0kOK+fNdI+C2A1kVEXWdAAcI8ZiYwdDsTPpUnqdQwHmqLOzqRS9Y0IApbParhGF8azmkvxhzXqGEO/vIf9NsLRPMg952he/+OTgTgTcNMcYMDD60+w8B40BmLUV8spegjvYQLw+kdrdAXwPKdnqA3BImH9IQGnZOng1SobNWg4OqTqj370I9x1112orKxEYWEhEhNHprbKysqOwpkdmxB1IiAwG3agm4taYSIXGWVhS7EB8VZu6h4LdJVuG6KasrKLk7sAEgQHeuiL85vlgeMLJDrq+7jBW9dIQmBbC83J368CmgLG4YMeEoUn5PPvFBsXkpoeLhDDHk7wb+1nefJdCwGbHnivAqgI+ObEmNiYZlUdCcaPDlBFqxPZpXFeFq+rro/X6pWp0AG4Ob1yKhcVpTxywE0Cy+MnseUJ2mUqRGew4bhX4nWcV8qyiMouXm9hgtp4RjmuzUjyyhLIKCpd2VfVjyRUr5jCTa/y8UqzrRd3AZdMZom3V+L9/NE04LJJwPgUqpNu/lI9lkEkiZtoBeZnU0V3+FkQuJmfnMpzeXYn70cwShNZItM6CDy0jBv5jw4ISLXJyLOK8Pu1bfi/A9lkgcet7qg+q2EAsyiHFhI9To6vpwINlBSyr9dJcjEcNgOfq+BsN6D++09bGCx+dHDkewGOj60tfP7nyAz0VtRxDM3LYqA1L4uZ/M1N9GV6fR+JW1Fg8HfuWMDhoXXGxqZQpbMoUL0tg/OF0vQpGOkB5XgkNUBuXGR1JkDi2OljgAgwMeTzM5PvCJCsVgPnAb9EErOmd+RxziimpUY43H6ed36cGtAOezlfra7nvxOt/O42RUgQKdgQsFYp7wh4zU7j91bVzfefkA/8cQtw/2LgjvkknvUi56D6Pm4OsmOYHBEFNemREUVCvr6P5GznMJvuvbOf1316MfBepYxLxo3Cxmv42iDLgE124f5FZry8V8DeTgEr6oCLJ8l4eL2Aii4qUWdlqu/RCRxziTYmJiemMhGjEzmm36/i82zRc26flMIEQ5QRuGgicEoBUNnN8TO2mJtYr8QqlBQbn6OX9gAdwzKmpfghOTXiXYOG/yU6HCJijwOVqoJYk3zY0kCDBgV+vx+xZia0NzdTMKAXgMwY7v8unUzV5Rc1rKj5vEZVX5YFYsp1DYyDvBKrtk4vZmz0o2nA7zaq9mw1vVwrX9hFQhXgvtPto3CoIxBP5cQBUYG4a1MTycfgfdfnNYxRvwgrod/UBCzKBj6PUFpvMzDW6otgFSqA5+ULazqVZOU63zQwsqEowLV+yMOEfG4sS++HvYwHLQZaycWa1IpGBWsaGA/ubh8pjIky0lrq/SogJYpks04cSRTnxoZaBQXjnyWCZB+QZDmyqrfbCQiRLlqDhm8hjgqpevfddwMAnnzySQChA1KWZQiCgIqKiojv1TASbp0ZHx0QMHsMJ+HPakgQ/Hy2+pqTCoCvakkMKpmpN/Zxwk62kRyYG/D/e2g9kGwlAfq9Cdz4D3v4+p/NAH61lmTHj8tI9Cjl/h3DwPJcLrJv7aeaa0oqSRqPn58zOZUqt3sXk4yo6QF2DgDzsoGl+dwQfm88vRdbh1iOuziHPoeSzEVtYyNLMB7ZSFK2fYhKs5vmcKGz6OkLo2ByKn9e20uS9tNqLr6mgNXAitqRC9aAm6bqGVFUjulE4JENoVm9kkQSNycW0PfmzgXAr9dx8bx0EsmSmh6WyeTEkmhNsjGrGmvm/VhRww6Xn1arasH9nSTE8+IYoHwW1mHSK7Ep10PLgQ+rgKnpLEvRiwwGTiqg4u7VcgYzQ2429JHBLKYA4OENJHT3dZJM29kGVHSJuH2OETq/Zjz+r0I06PFetQ6xFiGE4Ot10SMK4DOUFQ38dIYUCHg438mgYnt+VqiiM9nGhEfEzxOodPT61YRGMFLttHz442aWTZn1JFgtegZuPU76lsqgavXkQirkFmSTqJdlBnD3rQLuWgR0d4/0PZZk4MXdtKqINrLU+R8VDK5Egc/ceWOB+yOQrTMz+JyeXKia5itIsZFYenYHyaRleRwLeXFs8HPNdBJLksSgND2Kc9A7FQyS/TITMt8Zx+uM5Dk7JpqB5KRUXv+JBfQV7naq5/JMQKkeyadKgVfi/DUxhYH+OxUcsz+cxjnhsskc7yvqgBPy2BAQ4Pn2uJhoOtBNBWJZBucVvUiieNhD4rvfxTnhofXcdDy2CTirVMYlE/wQ3Frp/zcBst+PaMGBqycb4BP0AGQYBT9+s9SA96oENPQLOLtUbSZR3sG1KsXGxNZHB9SyuoPdfObPLOE83jzAdfSOBXw2XD5u+KJNQGUncHcgKdnj5Cbvxd1Udd+7iN7nBgHQnhINGv63aHWIyIk6flRacSYJbcMaqaphJIa9jO3GJzO+uXQSE9EliUzwvbmf5eWrGpgUvG4m3+f0ARsaGWf9uIz7qXgL9zE9TmBeJvDrpRSwdAwDJQncNynNpXJiaYNmMTD2TbIBiRbGUm/t45q5LUL5/Fd13LNGm6gstRq4xy2OB3LjaTOwu119fYyJcfOLuyNf/4RAz4ysGL62P7DALstjDJgdy/h7XSCe1wnsqZFq5/t8EgUTSjUiwDj03SoKHcYmqY2OARLKX9awcdZzO1VhxdhE4PIpAGSgKJF7hosnMVFvDdgLufwUzmTHsBdBJHQ5aC90IEKsHGcGPE1Awhgqc8sjNFUFgGlpMnxaM0wNGgAcJVL1xRdfPBofe1xCrxexqVXAmkbgxtlsbJRgIWlhN6qbuUQrSYdgsiY3jhu1ZbkkXaLMaulCaRIXtymBkla9yAXEbiIpuLKO1FCClcePM5M8tRmA279Ss4U720jYZEarJGRVNxeee1eFkpRxZhKTPU51MR3yhHq+2I30Krx3lVrO/F4V8NMyLkD7O3luCkGplJxsaiLxKAokks8s5ms+PDDSK0YAF+2XdjPLmRXDbuTBxKteBE4r4s+zY6ks8/jVjOCft3HRzYwGZo0BfrUa8MlcXBfn8L53OoDSZJb5twdlEkWB1+ITSXhGgk9id3ZdkMrt1EJ6EyXbmaGNMlIx98hGVR1p0QO3zqcSz+ElYbssj99T+zDglUUcoapaQxhcMOLLOgFWAxuFPbVNLWuflMLvRK+T0T4E2IwCEqyh5UgfH6SSOCuGxHyPk+MtwSIj1NSCuGAcA6vtrSQbf7WExLvDq6qTH97AwHBrM/BhkJr13SoSnotzaU1wVgmf/2Evy9cVuwwFq+vZYOCKKXzetjarJvsyqFR3+0kGnTeWwaIo8N9uHwnGDw4wmRFr5nNWmkRV+avlVDbEWwIN9Ew8piQDMzL5LD61neN/ViYJWBmcIzY2AdcEChnahxi0nlnCk9LrgD4n70kkXDiBY1YZb59UM0A9qVB9zbCXvl7T0ujtHAll6VS9T0zhsbJiOJ63NPNnW5o5dw571LlM6QDb7QAsRmCwLzT5oyA3lveuJJEWLE4v77PdSCXE+Ci31nroGwRZlgGvB3pQXi0BsMKDi0r08MtGQBRx0UQBz+9i48IbZqnq5GAFeLdT/bcu4MtblAC8vFdVRM8Zwz+Lc4EFOVzXJqeyG/PBwLM6bwygEwX0ePWIMpkgaQS8Bg3/E3j8QK9LwNTE46e6J84ko7xbhF8i+aVBAwDo9Toc6uE6lGJTG2j+oxK4YjL3gUoDY6ePexClAlAUmAC8ZxVL5W0GroMXTSAJmGjl3lQAq3M2HmLcCTCOXpTDmExRj1r0tF5LsQPfncAY6aY5JAe/qFXVrTLYaPiBJdyfdjm4B20b4jp90QSKE4Y8jF/tRqDPwZ/9aUuoLVaanSTy7zfxc84q4TkBFOA09LP66+a5XK/7XIzjNjVxDVfw+j7ae83JBO5do6pAJyRzX1qUwNh7yEOSdVk+sLaB+4seJ6+ppod73R2t3F/3uRjzNg9y37ksj0Tr2gZgXBnFA+FEsUFkcn9cEu0XOh3q72wG4LqxQO3jgC0d+O7lwF2dI8VHyTYgL0aC5Dl+lPoaNPx/cFRI1RkzZhyNjz0uIYgiKrtF+CSSgD+fDfS56cc4MYUT/5sBP5ROBzAumf9/SiFLFl7YzUn99CIg3qyaYo9PJona2A+8uhe4cyEVkLvbSLDcPJcqGpePJNAJ+VTAtQ2N9K+p76OqrG2IGbzrZgKPbhrp5WLUja4wUzDk4cJ12O9GoKLL5WMTqAnJwL4OnvfkVKrWWge56AJcFB7fDNy+gOTJ/s6Rn3FiAQmk5kGSQFGBxl6VXSR0xkSzaZBe5OLu9XMRCr+efjfQ3wnMHmCGddBDcunlvSRkH9kY+RqnpVHB6JNIygYTrsHoczGb6/CQbLMbWdr/wm5+72OT2Mk92FvS6WP56Un5/P/rZ6n3RidoQfS/C5dfgE/iGHpqG5XdZj0TGzKYie8MavpwcgEJSIU8kUFLibxY4LpZMix6wCjK6HcLMOtDvzuznuPojX1UAexsIxl5aiGJy/QoPt9pdj47wYSqgq0tJOt6XQzM6iKUziuo7iFZ+MpeeqnOHcN548mtfHY6hxmY1vQCNdtD37u/kwrW04pYDuUPZOi3t3D8/mg67S48/sB8sJEl/4XxTLh8GkTwCuA4c/p4jMmpnCuqe4D3Klli3+ngeRl0nMuunUnCek0Dg31lzK5rHDme9ncBJUmBOc/FcV3fR7I2xTby9UlWoDigpHivElh3iErw3e1U+goCx2aClWNwwyGqEE7M5/y1PJ/X/V5l5Pte18fXnVfKpI5OIFmcauNcJMvHzwb+eIbk9UEn+lHVa0Vjv4Cb5vB5fL+KFjjhnnPB8Mucl+9drfqxevxUB1V18f2CwGdWeV4VfFnH5MNXdQJmZBhw0Xgd9B4HNAteDRr+u2h3iJAhIN58/AyuOJMEvyygxy0gyXL8XJeG/z/GxAC3r2DcekIeCb1eJ9cqxxEciSRZJeQMIveT+ztZ4XTRRO7X6vu4vzKI3PeYdIBVz5jzofWh+0qnjypVt5+xtNIIdEIy9zRPbg0t3zfo6Fu6K0iVuqedKs5rZ7Iq5MmtvK4fTGXs+OMyxvXDHtr1+CQqPk8qoBgg0crY9dVyxrdKnxGHl4RxXR/X+Eh+qG9XMDYMtiHNiGbCf2wSrRLMesbnj2/mcRKt7GciBWLMdyqowm0aJHGsoN/N48/OpL3QIxtYeZW1gHF1j5Px69IsoObPgKcHuP4yYCCB1n8pdiDfBFQ+Agy18I9gAu6+AHihnHsNnQDMzpTxnbESDF6X5tuuQUMAR4VUBYC6ujo8/vjj2Lx5MwYGBhAXF4fp06fjJz/5CfLzI3QS0RAZsozMaAnlHSKuLmNTIsUzVekY/NMZXBC8fhIv+XEkS/6yTT3M2CSaUU9LJ5HT4+Ri8YOpXMyGPSTinthKRUxdLxWgn9cwYzkUIAzDG9Ok2bnxU7xmZJAgCO6GrWBZHvBOJbs5jgajDoc3h3YjF7JzSqk4W93ALN11s1givLMNeGANSy2CSxf8Mj15ChOAuxcFfOx6uGgtzaMf66vlXDitev5/8wDv3e3zqTT7wyYSQyfkk6Ry+UgWRYLSNEcA70V+PDO318/k/QxuVBNjIuny6EZgae4RvnfQwNwaaOy1qoGk7/2LGYRsbgIeXBu5M/qBbpJMsRaWOl8/Czg5HxjyyjBKnojv0RAZJp18WNm8JJdZd6uBvocr60KzvwCf08snU1X+fhWVzTkxMr4zTkaM4AbcPggCIAg2/LRMwJPb1Kx7fhzVyYcG+P0ZRGBLC4nSuWNIOObEMNALzoyHY3UDsCCLSZfd7aOT9ql2/q7fDcBNRUJuLMuOntwKTE4DPqiK/N6DPTzX1KhAUGplgFqSSBJodxufu5V1fEYVD9WDPWyeJUC18vDLfK0kA/cFWQpMTOHPTXqqCtx+Btsv72WgPTODquxoE1Wlm5siN84CaAFy9yKSvl4/1cO2gOfxnnYqT2VQoTo5lceJNtG2ZP0hqhGmpXF8f3iAm43GfpLEBpFzilUHvF3NZ+LamaM36gKoeniziUEuwLnniilAslWGpLlzHDPQ60Xsbhewsp7qm5mZTIJ0OVhRcCSIIpUuz+wI9UlrHeKYTLDyeV2UAzy4lJudTc2Ax8cxJgPY3Cyg2yHihpkW6P0e+LRmEho0/NegeI/Gm48fWkHxh213iEiyaPOFBsLnk3CwW91T9LsBs4EK0A1N3L8dCdFGxmtxZu6VXtxN4tCsB2JjGbOdP45EZ3UPUNtH8rW+jzGgXmRSedhLO4B4C+PQYOztYMz6/YmMCQGuj+1DoYSqgoZ+xs+ZUYwfM6JIxtb1UfTy4zKguhd4/4C6Z1UaAxfEU1l6dgnj8aum8DOaBmjVdNMc4LXy0e/Hqnp6yr65j/dUJ/DP/s7IYh+AAqe6PlZBXTWVQqJ3tkR+7cYm4JZ5jNHr+oDXy9mjY2YGBT7P7AQuXAzs+wOw61fA5HtZGZlsA7JzgYwzgPgKwBQFJJUCze8D380EkpbJEHQyTJIHkltrhKlBQzCOCqlaXV2N7373u9Dr9Vi8eDESExPR2dmJlStXYtWqVXjzzTc1YvVfhNfrx4Isbva/qidZGqyYfK+KqrlTi7gpf3UvS2f/GFZ26vFz8Th3LCdVpaxhawtVcbpA+b8YEN3t7wLOKFEXxbYhkj8xJhKyCk4sIIkTb2FJ8KyMyIQqwM/d38muxlHGyN0Xl+VSsRVjIjn11x1U/imLUL8b+M06ZgqVRj6fVVNxGkwe9biY3escJgEyKYV+dMFdzM8sVklkgAvwpibex7QokiffmxBQwsWwsVY4Umy8Xp/E5luvlfOeCqAi78Gl/I76XCS2p6VTZezykShrHmTJaDjGRJNM2tOhKpGBQPdHK7ONOlE1fg9GrJlq4HHJJLp+ux64Z5EMkyhDHq0dvYaIMMGHK6eIMBsEfHSAz+3zu1ja3tAf+T3P7aJP4oQUYN4YGSbZA8HnhexjuCrLgN3gx0dNAm6ZJ6DPRQVldozqG/VaOYm5PhfH7sp6/pmaxuAu0thRMOjmd//8LhL4eztGvkYA1ZXhBvd1fczKF8ST5M2IJskLkDycPYbn6fCSYGwZZBC6sl59FscmAt+fRD/gBCuTIzMy1O6kbj/Lsv6+lw2x3go83+FB+552vvek/JEqcZ9EsnNLM/DbZbxPh0ZJegAco/V9Khn9xn6WUZcmMUg+uZD3ZE8755c7F1IBMOzlmG0eBGakcy50ePndFsRT8b6pmUH7lDTaD1R08fP0o4xPgGM0mHRtGWQC5I55WsrjWIIsA8k2Wnk4fdxIuX1cb6wGzuPK+AnGpBSuNQe7uc49FaYE39fJpNu2ViYCV9bz2AuzuV6/sEt9bXWvgB63Hvs6dJieJsMCN+DT5nkNGv6/aB0WYTdIMB1HnklRBhl6QUaHQwQSNFJVAyFJ8uFS9RgT9007A+Xnq+r586wYJpPDMSGZ8Uy8hUn2V/eqxxlwAf2ggGdHq2pBF2Ni3Ds9Dfj1ElZXdTkYG6XaaXMVCUrM+sNpfG1mNBv2joZ1jcBPyhjfnZAf2tTKbmR8fWYxk/rbWtT9oCLEkWTg3Uom9GdkUNxwZjHX99H2ugD3XpNSSHxWdzNJPzODBHUkFCZQnQpQMGQzMkF7pCZS7UPc13YMU617MGC99/R27lsH0gFzHODqZVxf10cl7u93ci/5y9OAyqeAqvcByICgA6R8AZv7gXOKBGiFjRo0hOKojInf/e53yMzMxBdffIEHH3wQN954I37zm9/gyy+/RE5ODh577LGjcVrHLHQCF7vaXrV8PxjdTmYFPz5IdaXLN7KzuFFH1WfbEAlCZaLe3QaMT+KCU93NZlYKPj4A/GIOj203cnFaEqaujLdQGZloZenj/GySp6PBEFDY/GQG3xuMaWlUx3Y46M/TOkRy8N1KKoAUKB22c2L57x4nya5gjE2ir83PZpIIeXkvvXIkmU26luTSs1Ipv1Ugg+XQJxbwM8x6ln2/vIded8FItZP48vqpmBsTrTa/oYoIeKWcAUeKnT6Zjf0MOk4uoFKuvo/BQZKV72PZBUtmuoZDCdcYE60O3qskoXXrPCoLw7Ewm2STSUdSZ8hDL16zJoH7t6GT/DDqmBWv62MQ1z4cWtYTCcMeBkgOrwzB56EvY/BxvS6cP1bCiloZsswA58F1LNsBSNg+upHjMdh5dX4W8FYF1ZSjYXEOidT9XZwzvjM29Bk36pg4aOjjuA1Xju9qYwDc5eD4SLJSgXrTXAZmn1bzNcqc9EVtKHm4v4sKg3HJTHz8ag0z7+OSAtcukBR+eBnH975O/jFHSAFuaorcbVWBVyLh+vgWelWNhrFJHPc3zeE8A7CsXxR4HS/uZqKpvIPEqNPLMVvfRzV+RhS9YGu7qWbfdIglaxVd/P20gJ9X8yDVt2sbSdpGgklHYnpMTOjP24fp36fh2IHX68fM9NAxKkm0g3lgDZtLZESFvqcwniT+Z9Wqh3FC2FpoM3BTNRBQ1cSZgbOKOZ6e3MKNUTCaB4HcOAE3fSmidsgEQXccsUAaNBwltAyLSDiOSv8BrqexJhntTo0y0aBCEGSMDcRoS3Lpl//GPu4nTyvi/uniiSQxg1EYz8bGHx1ggjrVrlZwDbgZMyfZmIxW9kcn5rMiSvE+fXoHSdTndlEF2u1kPDUa2oe4D3x0I8Uv/iPIKf0SX3t6EePFpkCSM8nKP2l29jtY08D9542zGcOdU0oy+bFNjBW3t7KXxicHGQ+vbuDfo2FsEtfrl/cC+QmMgxflqnu9YJw/jpUuwTPNxkNMzB8JVgOvLTOaQoVLJ9FOQKmO3NxPW4DZNwIxOuC3pcBkC5BmBWYkAg0fAd1VOPzBabOBrb3AygYBQz7DkT9cg4ZvIY6KUnXr1q144IEHEBUVupuIiorCD3/4Q9x9991H47SOSYiigIN9AnQiF5IxRaO/tmmApF2ceaQS9GA3ib93KkikKA2uZAB/3ALctwiwGqlMK4xntk4hCg72BOwFJJZpLMzmggJwMzno5ntEgRnKH88gAbnhUOj57Whl6frBHpYFf3c8iZRhD/0LD3STqHhwGX0c1wdKeTuGqdALRscwr7MeLLdvClIDFSeQMHpuF/89KVBG/NhGGoTfMJuL5V0rSU59d3xoObUzUMqfaKUKTyGoM2OAO+ZTBZsVzeDUJwEFCSRKaiN4xe5oBZbncdEGGGTcMIv/v7WZ1/BZNRvxRBl5zJ2tJHJvnst7A/DeXjyJxHltL4OWOWN47n8MePIIoBL5YI+6GCuLdOsQMCFWI2z+Xbh1Rry4R71viu+TUaeWsIdDCPyeHrYC2r02JJol6Lyuw+SqLAM6twPfLdLDDSP8ggiXT0BNLxVqK+r43O1pp/3G09tJ8vW7acT/0DI+O71hPLlRx0y1onz74AAbQf1iDucDncCMedsQx9wTW4FrpnOsKoGYWU/fYpOe4+XyyZwbHlijvqbTweOFN79S0DTARIxRx6Dv+V20KXEGbDQ+PMBEiTKPAKEl0AqCvboAnr9Rx0BfBhMzJh3vg93AgD64WZ/ynlMKqdh2+4FzSlhu/8EBnv+Pp/O+DrhJZK2so5XApBRex4Cbit+qLmB+DvCrtapCIdGq3s9nd5KsXl3PeSXVTj+s4GZYJh19sv62g82I/FKokrjbCSTZBUjhHQM0fGNhkt24bqYZj28RIANYnAf8dh2fzye3cr4f9lKVE2vmM/WHIM/xbS20ughOoM0ewzXuulmcK75o5rM1pgFoDFjtZEYxAenx87mKt1Bd/qetIh5aaoLef4RdqQYNGv4pmod1yI46/tScsSaJSlUNGgIQBBFGHYUa2bEUs8jgWnVNGWOTP23hHiPBohKmLYPcJ0pgEtDhJdnn8DLec/qALBuFKQD3colWkrRnl9B2KtgzHGBSW/HZjwSbgTZtN83hnnZJbuSKLOXzrAZWJf12feBawfL6X68NjaHf2s+E9w+ncQ8VqS/G2CRWDzYN8PO3tYRavAGMzTOjmRC9fDIrS9x+4M9bgcsms7Kqsosx8qIcYE29WuGoRH7+QOxbnBC5D4lFzxjdrCcx/Go5VcXBXu5FUUB8LrD9acAT2MfqzcD5l/H6tq5QX2uOBVJPBf6sVLG2AieN0cGrWQpp0HAYR4VU1ev1MBqNEX9nNBrh8RxBM68hBDq9DhubRBQlqCX2ObGc+KemcXM16CZptyiHHqhmPXBygYw39oeSaO9XkaSJMrL0V9nEeQNehZVdJD+umkq1m91E4sSkYznyTXOBJ7aQMLhlHn1X7QaSf+9WcvP41HaW3J9bykXlk4M8RrKN3RAzolku2zrEDadO4MLg9KqLiQAq1AoSSEpkRo8sUy5MYOm9TiCJdP9qLjILc6gMDbY/2N3Oa7h8ykiPyJ1tJDciLeAnF9JoHSAJLclcsAri6IUoSbxHANAywO9jftZIX8dgsig7ht/POxXMfF43k4v9sztV8kjpvPluJe/5+kZe4+c1JFQBEtBnFLMj5LUzGdTkxFLt1tTPoCCY8cuNBTyRWCsNR4TDJ4aU+Ajgs7SrjWMo+LsWwGfg5EI+l7fOA/Z1Cvj7HgFpdhG3zLHC4B0OaSgjeX0wwAeDTo9rppvxl20Cbp1PZeeKOhLv55QCDy9nIKZYXjh8LFF/cx9VyX6ZStDvT2SwG0zJbWriH7OeBE1OLEvtuxx87aYmnvfmQHn+jAzabSzNo+Kuro/XGx44GnUjy/KD0eUg4djl4OskmXYav98U8D0eVrukK0R0OPQiz3tKKokmi55jMM7Mc4wz8xg/m0GC8qY5nOcUkrgogaVan1arSabX9rHxlFcieeqTGKTX9ZFkBqhiBxikevwciw4PcHYpx/C+Tp7z4lzgQBfw/G5eR5eDhHO8hff1B1OppK/rpcdxXixfc6CHiaMbZoduBpJt0AjVYw0+H4qiXHjkBDM6HcCeduHw+Otz8Xv+LPD8Ba9zCsL/fcE4qqo/rwbKO/lsLsjm83XlFD57Li8VNbV93DDqReCBtXz+b/8K6HQKSNdDa16lQcN/CJcP6HaJmJp0hI5zxyhiTTKq+zU1uwYVsixjTztVk0ryfdANnFaoxmb9bu5VRIFxmbKe3TibFXYtg1zzTshnzATQS/XWeWp15JJcdX9WlEBSNRwbDnE/Gylpb9JR+fr8bu6hzi3lvyNZ7eTEsNqreYDk6RWTue+NNTOmDRclAKwSM+spiImEFDsJ1RQbYNZRrPT2fq7LOoEihpMLgD8ErjHOwv0uwM97bBNJ0JxYxpZePzApDciN53kpDVqV118xhZZUweeqD/ixbzrEveJjm0h224LEpToBKLMDq34FBPc+9bmAnX8B5t8FZM4BnN1A7BQgpQx4t1Xdr2qxgwYNI3FUSNUJEybg5ZdfxuLFiyEE1W7Ksoy///3vGD9+/NE4rWMTMmA3yviiVsAF46gEvWU+yb7Ht5AQSLICF4wHDALVbcvygOkZAloGZaw7xPtfmMAmUWMCStTxKcw87mlXTcLXNHCBfGIrjyHL3AguyGaJr8PLrvMWA5tlTEjmorqqgYRMfR8JPpOOZNPBbqorzXoSEE4fcP8aEgkK/LLaqAegT6FJT+LX4+f7luWFGpbbDCyF/+16bjJlmceMMdEe4ZGNoeo2gFnAs0pJirxfxXO6Ygrwt51U5eXFcVEESNzEmPg5yrnNzSKh/dgm+vPEmEhAtw8HFq8MksBnlYwkVZWAJNUO+PxAv18lR/+4mc2nJqXweuMswKCLv9/czPfmx7E0JtyfsW2IymRJpvLvjGJ+T9+fwIBmeT7vX7wFyLDLkN3aKvnvQi+E3rNV9VQVv7WfJveKstErAT8tA+r76cXp9PEZPrGAmerndgFP7xRwzWQjBC/ZPVEU4NMZ4ZQ4QHJiObYtem7olNIin8Q/MvhM5sVxvD6+mf9/7UwmV2p6gC1NVG7PyBiZ/VfsdBdm0xvruYAPVbeTQR7AkvXmQf7+5T18Zudlhfr6Kog1H9k3NN4y0nPqL9vUn+lFNXArS1fHXzAWZvM13xnLMRAcWM7M4HVWdqtN+Ywi/VzPLmFzrL3t9GUOD57friBZnR/HIHt1Azuun1pI4npGBoPmzGi+d1oaVeJKM64D3Wx25fUDL+5R55vaXpZ77+tkYurWFUzIJNmoOu918djnlPIZ6g4QsD1ONjSLNvgBLed4zEH2+WDwDSE/2owvakPL5na3sdmHkhAJx6Icku6nFTExsj/QrK4noPpxeNmUYmIKG2Vsb+EarBM5pl/azWTK1FRuemNMgY3RUWtTqkHDsY+WYSo5kyzHX6uWOJOEPrcBHn/kZKaGbx98PgnFCbShOquEfQOyYlh5IwpqdSPAeEfZGyVaGX8K4Dq3u43ilkP9JD17nNwTjU0KCAAklbgLT9Qr2NHKuLZzWO0zADD+VQQnAElctx94aRerETc10Wvfouea6PIB25rp7T8umTHyklyus79ZP/q9qO2NXDkFcI+ZHsVy+wfXc/+3JJexvixz7R72qhYIOmFkVVvrUCBJOpX77eCGt5NSeO0HutmoGOC/mwZ47PQo3kunFyhOZOzb46QK9s6F6nEunQA0fBVKqAaj6j3Acj7Q2gesGgSad9B2Tqkem5EOTaWqQUMYjkpYfd111+HCCy/EaaedhpNPPhlJSUno7OzEJ598goaGBjz33HNH47SOSfh8PizOlrGiTkCXA7h5HsmUuj71NZ0OlmVcPxP4+SwSazsCDajmZdM2wKRnw6cYE8mBl/dy0blwPDd0va7QSb/LwcVyWwuzkHV9zPbZjMzwTUtjmXlxAhcygATjXSuBB5Yy0yZDVXTdMg94KKBQW1GrkhfBMOmYdfz7bvoaPrGFJcPbWtSShowoklkv7aYCzW4kQdoxzGzh8nySIUpmUIEMLrDxFnYt73OTMCqIJ7kTTMJeOZXZwrWN9H795AA9gHoCC9+Lu6l6VRpj+WXeg0P99HCdkKyqz4oTeG+LE3j/a3uprluaR+Xp8jxujr0Sg5RYMzOcP5zO9284RMI2EnEVY+I1efy83jf3U+X0STWDCLefZPrV02QYvA6ti+N/ALPoR1aM7rA5//ZA45hrZwLv7GdDs+tmAsl2Ge9VAmsb1STSoIfE2amFih2GALeshxkeiKIAh86KP24R0dAP3L2Q2eizSzkeFdXo4hz+/ftN9FFcmMPnt66XY7Kuj4pWgIHkT2awEdqNs0kIBttiAFQsWwwMxK6cysRMfhzH0K3zGLSKIpXX/S6SnRZ9ZKsDr5/N1oJL+BUkWPhMK0SuKDDDr9ydGBODQoDk6PnjOKYV6ASSTacUcmz+anUoQWs1UNXpl/j3T8qo1q/qppLisskcr+8fiPy9tg4ywWE18H76JOClPfwuSxLYcO8flUFqAzN9w+r7+J2MS+JYXt1DsktRNShKg1Q7k1SSzHEY/D1saeYx9CLnNZOOx7tgHCBGNJTQcKzA6/ZgXJIeW5rVeWBPO9XrW1tGVlyMTWKyrrqH4+WTg1xPPq9h6f9D6wNVFpM5roMtfQ4EmlLcPJc+xnOzSJCMS2KSRNbIeQ0a/mM0DekgCjLiTcffnBwbuKYup4h0uxYZaqDoKcXiR0aUDhadgJxY4O6VXHNaBinc+fue0PfoBFY2ev1UtvplIC+ecc2CbO7H2ocYD83OZEJQFELfrxNUW63D5wLuaR8+gQrMA93ce+pFVvkF738ru4BoM/eev5xLMlAnMgkfvA80iMCNc3iMgz2hfQbC0T5E+7tIse2qesaXqxtUYvm9sArIq6ZyH9o+TKJ1ciqrIoPxnXEkQsMT/rvbuU89IZ/CmSe28LWKIOrZnbQTGBGPS9yjXzKR4pw8K1AZ4fwVDLUA2RbAawJ29KixKAAszpYRpfcBx59IX4OG/xe+NlJ16dKleOKJJ1BSUoIJEybgr3/9Kx555BE88cQTkGUZgiBg/PjxeOaZZ1BWVvZ1ndYxD1kGYg1efG+8ASk2ES0DoQtKMF7eS2Vol4ObtQfXCRAFEhi/mM1j/S2gThMFTti5cVxsxLAFprJLJSr+uJkZrKxokrM1PSSAZLDkP3hBtAa8boIn/OJEqm+U131RSx/HX8xh+Xqfi+TmzEyWMx/sAaZn0MdnfQMXpClpXAQ7hknUnB1Qeq0PmHl7/VR/NfSTjHm1PPR6BJAwenkvy4g/qQY+qyGJm2rn9c7M4Hs3NpEQAehl+fNZbF51bik3q61DkQ3Emwd5fvnxJFXz47i4dg1zEf7wAM/3ogkkXgvjGSC8HbAYSLCQ6F6Sq5JR4cGGAnsgwBibzEUYYLbSauD9TA2Ul/xoGktPl+ZaYde5IPu1zOO/A73fg59O1+PeNSKGvSQZa3tJdi/OYeKhbRgw6QWsa4x8DIUg2XAIcPsFmAF49WY8sFZET0Al2h4I/jKiaLUB8HmfmUmP3Z/PpqJ60MMmZZFKpmZlUlUA0IbjupnMbK9vpJJgZgbP9+ntVNIOeUiyzswkwZlg5bOyqYnE60kFfI6GvSQOledMwZCHgeegJ7RUKtVOFfgzQR3NTy6gb9QPplEhe9VUPqs3zSXpdM8qktUnFJDg1ItU+r5eTiI5mFCNM3Nu+KCK9giKfcjJhZxHPjpIJcO1M0cnVdOj+Pmv7wNmjVG7rq6q59x021eh3lS9Lgb59y8hCdbp4Bg36NSSKwFUQ3x4gPPlfasjfzbAZyjNzu+yMI6bgOoeAaYkPew4QrtXDd9o+HwSJidLsBl0h58fGUxi/GAqN6cbDvG5OSGf6+5fto1Uxbj9JP7To6iM/qoulFBVsKWZiQ02xeNG7sbZnDtkgxE6yJB9vhGN8jRo0HBkNA2JSDBL0B2H1qOxJhKpHRqpqiEIOq8Tt82zYtAr4u39wuE1Z3sribobZ5NM7BxmldTJheyGLYHJ6de2MrZULJkA7q02NTFxfvciVuzYDIyvtrZwz6UIA4IxMYXH9vi5D+1yRPZYtRu55xwOeLhua+EeLVxY45XYV+MXc6jA/ekMHnNXG/dlwWvwuGTuKZX+IsHocTJW3h1GkgZjdxutDdqHgSgTieHGflaFAapQIZL9AEBBz9Q0Hmd+Nvezc9K4Bz3QE/k9AOPS8YmAVwagB6Kzga6KyK+1ZwBrWoDVrRQqbW2m3cPNcySMsfsheLQ4VIOGcHxtpGpzc3OIV+qsWbPw5ptvwul0YmBgANHR0bBYLEc4gobRIHg9mJ2hx0t76Uk6GjodQKKFpNz7gcyZJHPilsDGLAAn82umczG5eyW9WeLMJF/7A/Ooy8dFQPEIfXYnSdXvjAtVmHr8oe+bnEKSQ4FeJJlzIMxo2+WjYrYkkSTkoX4291BIxK3NJJqMBpbcK5iSStXnF7VUfjb0k+TIi+P/lyTSmiAc09O5qHYOq13IewJlHDYDf98+TGWaK+j9XQ5uhOv6aCtwTRnVQ6NlOau7WbI8M4NlIs/vogpwfjYbEA16eN3T0nm8gaB1q9vJz791HkvKAX4v4bAZSHh/cIBlzr/boP5OFEgsxVvoI8nmKAJu/UrAPQvNSBQdmmfjvwFJkhElOvHrxWbs6xKQFiXgN+sEuP1qczODCPxoeuSmVQCfO0lmFthqkCF4BbQOk1AF6KnbNMDvLbgEfmwSA1CzXjXYT2xmszRThJk9zqwmXIY8VL819AETUphQWdfIMaJgSzNJzvo+jolbvlSD1l4Xx/y4JCpazyyhN2QwuVnRRf/eudkMmHudVCsYdSR5XD6Stsvz+Ry+vo/B+c9n8zgWPXDnRlWF/W4QURxnZhO29mGSS8H4/kRgbT1VrK1DPFZOLD8/M1r11oo2hZasBePkAiYfOh2cvxR0DDNoHY6QoffLJIZPK+J39bcdwDlj6cuqF0kkrwh4WyuJntFg1PEY5R0qiX5yAe9/tE5rVHUsw+hz4Z6FFvx5u3jY5kUUAL8kY1KKgOnp3CzKAK7/bPTjdAzz2ZyQrHr9RkJ5BxMoA24mL5/eDvy4TEC/xwS3X0aixQSb6AP8mnRVg4Z/FQ2DOiSZj8952KIDTDoZHc7jkDHW8B9DlgGvJMAgCtjSHPq7L2uZEJydSZsoGcDtK4Db5tNm6Z2g+E2SuZeZlsa4Zn8XxTjT07muXT0deDTQOPiaMsZLXwVstBRf0mV5XNvy41iRoYhPzHpW+JUmMcZKi2KFx5RAX4CpaepeNxxjk7gW/3UH41mlJ8cv5lAR2u9Wrdj+vofXtq+T5+n0cf95ahEw5D6ybYZJD8SamEiNMnFPevV07iWre7iPP1I/AsXua20j4+VV9cCpKUB/uaqAjYSsGGBHG0VJw35gzFKg7gtAjvBZ6acBL9Qxfn5iK3DfIhlmeCD4vJA8x+e8p0HD/xdH3VXLYrFoZOp/AR4//RrHJo/+GoNIxVOMmRP+uaX8u6aXKhYlEzc9oLZbf4j/fmEXcMcCLiy/WqNO9m/tBy6dRGL1i1ouKO+GKeS+qgNOL+YCFG0iweL2kUCKMVORVtXFyX5jk/o+GZzMP6uJfC1CQJU6Z4z6M4uen6WQoYpaVkFZOj8nNoiIVJoHLc5lOXBWjNodPCOKjbb8IOEzGvpcJHkODZD8mp5OsjUSkmwkk+5bE7pobm+lT9F3xgJ3rmTw8oOpPN4XtThMsAEkpCYkA2gmWVUYx++ndZBZWasB6BgCTi/iBlr5nNxYkkwLcxg4NA8yKLl0Mj/j2V0ibiwzQpC0DOS/A0mSoPc4MDVORJdsHREM+SQ+m0eCXgTOKJZgkjwQdUKIob7DA5QmsumMwtWnR/F7TLaxRF/B5ZMZjJ5ZgpCgN95Cm4huZ6iXavMgG8NFgigwsTIrk0rsSCqAfZ2cOwbdzOwf6OZ4jjFzXC3LI3n/1DaOWa+fVgaJVpKifS5agShBYPsw79f+DqAsk8/3K3tDP1MAG1p9fJDXkxmj/i7OzOd/fAqTEsG2GMUJVKsvz2Pix+unHcfzu9TxZdZzXvT4SQqPCWuClxMbSjyH41BgvC7IpsJ1SiqvNc7Ma5qbBcSZgLUNkdW9yvWNTeJn/Wad+vNPq4EluQJknxbQHsuQJAl2OPDz6Ua4ZB38Mp/Zzc0iHt/CjePkVODiifRD7xxlLRkTw3VDhjovRIIgcB3e3c7n8YLxgNMroGMYkGQBT24BTirQY2GWRqBo0PCvwOunp2ph+vFZ/yoIQKxRQqfjSDOLhm8jJAjsZxHh0XB4qSoVBZKFpxXx/7e2MAHf52LMqWB7KysytjSzWm9FHQnPsnTgl/P489X1rLb4zTLGaW4/q7P+thO4cRa98WdlMhZt7GcF0icHWREkg7H18jzumV7Zw2NFiqCijDyXB9aqdm9+mfvSml7Gt91OxpTP7yLhajMCosyeHXoBGPKyQbFJz+S5QvSG4+QCCiJe38djJdsoAtAHfNArOil+Gg0WPa2t/DIVwpdPAYb3Au3rgPOvBB6PsF/NjOLe+8ODjFHvWADs8wJzbgG2/QlwB+JagxUovARYNayKJIY8QOewjDFGLyStqkWDhlFx1ElVDf8d6HQiuh2cnEdTX80Zw67AGVEyTsgXDnu+jEsi4Rn8uqeCSnNNeiooM6Ppz1bfR6IhM5rkyev7SEam2EeWK1R0MWN48UQSFR8d4IJ1xRSSm09u5UL7y7ncWCoeNLvaWHb88SjNO6ansynXklySnxNSmPUsb2dpxst7R75nawvLNSan8fMUE/6KLhKSu9u52P0+oHw9fxzwxn6SnWZ9qEI1GOnR6u/qeoHvjgMe2jDydTqB5/anLZGzkO9VUsGaE8NF/MmtzML+YCoX5+pAWUdtL8/th1aWYe/pIJla3kElbrQJWNMYWpZiM7Dk2GYAPj7ADOfyfJJTbuXc+wCPoIdJKy/+j+CHOMImA2AAN+AmuRaJbM+PA0yijIWZfkge1kalR6m/39dJO4tuB5/FzGgGdjU97CyvIDuGme7GAY7D2ZlqouKqqXyur5hCRapf5hibkTGyI6qCRTkcWzqBJP1oWFkXUF67qEzNjOY8U9fHEvjwDq397tGVAgAD1xgz57GJScCU5QzE1zYwQF+Sy8x8XR+f51gT572OYc5BdiPV2eHWGFXdDOLnjiHpbNQBq+voVWozcl4SwM9Znk/VxXWzSAgD/N2JBSMTR8FItfM72N1OP+qOYapwD3ZzzH++g429ihNIOjf0c/4LxhVTGFRnxfJ4yiZEBo9daInkYKvhWIIkyRAkN5R0sl8046ODusPr9q42JtjOKFYteYJRlMB54/LJ3AzOGcW7GFCVrC4f54Pd7Wx+qPguXzYF+ONmAdFmEcvt/4OL1aDhOEPzsAhJFpBsPX5L42NMmlJVQyj0ehEdTlYOzs4cfc2ZM4bxm9vH2OqEfApEpqQxpgzez/S5WElR1a3239jaQo/RqWmMJ7e38mcJVipiTTrGcT6ZcfHmblZUurxcL2t61XPxSYxBZQCPnsgGj3HmkXvVxblMtkcqAuoY5nmuqmPj08J4Juj3d1CssLGJe7uv6ig+mJxKG7ntrSMbwl4wjnHf00F77OZB4JkdFMLkxDJGtxjUqqpwnFjA14gCzys3FhjsBAYOAbHbgB9PA16vYywtCsCMVFZwNQxS2SoKvP7SFDawnnEPIDpZzeU0Av9oBSwyLRr0Is9hyAMYbCK8sg4iZEiabZAGDSPwtZKqP/nJT2A0Gv/p6wRBwJdffvk1nNHxAcloxtYWEo0fVNH/5MmtocRqfhxwUoGMKIOMF/YI2Nqi/q5tiCRCqp3/r3QNVjAYaNo0FGisM+Am6bGjVVXR1PSS0CuIA7YEqSoBKiuLE1hK/NZ+kh0liXyvQii8Ws4M48t7OIHvbgPOH0vj8vBShskpXFT73cyW/riMfpL9LsBqxIiylGB8Vc+F+pW9PG5GFDOE7cNU3H5Vx0Xkwgk8t60t/P0J+QwkdCIJEsXOIMbEP7MySRSl2rnQx5tDFW56kYGDJONwyWc4ZPB3pxax47hyX3+/iSrh3wTsD+It/PP6PtU2wW4EbpnL70oA7/XaBn6fY5O4sa7oBCq6gTmZbFAmCjyvdYHASAj6r4Z/D6JORK3DhB6XcHgcBePdSgZ9j28O9T5MtAI/LZNhlZ3wBaTikiQjwy4h2iRiwM3XSxIz9y4v8EUbn8uy9NAy/5xYJggAjqMLJzAx0dQPNPbxGf+kmhn3l/cyiD29OHLDqqIEPmu3rGAAetlkZrfLO0Zeu15UAzuzXu30ajPSsiPS6/Vi5OZqAMnOZ3cxyXLdTNoMyGAQa9HTw1lRzZ5ezHF31VQ2BrMbSDaP5jW8pgE4KZ82H6/sBe5ZxHGysp5JlimpnAvfraCtweYm3v94CwmslXW079gVwS9LFBhgP7yec+/sTJJZi3No59EVsBKo7WUndruRqt2KTm4gYs18j0HH69ML9Dx+YK2ahDGKMjRC9fhEuA/3n7bw+b9gHO16lGd+3hiuSY9t4hpjEDk37G4fSdDPzuTYDl7PHV5WgJxcQGVPnwvIiwXe2i9gWhqtBzRo0DA66gd00AkyEs3HL6kaa5JR0XOEGmYN3zoIBhMqWoEPq+gfv6d9JDk5O5OxkNMLQADuX63ulwDu3X42k/0xGvrZK+KRDcCSvNA10CeF7uWmpXGdUgQ5Ay6ubToRsJl4vMW5oYRqMFbUMhZ7t4IihWfDkpXZMRT9jIbdbSQm+9y0zfr4IGPeii7uics7KFa5ZR5jwIsn0X5t2Mv3GnXco8dZaBEXCR8dBB5azjh3fSOP8X6VGncbRBKqRQncU8wO9FTY2wHcMBao+xJo/BCI2w/89DRAzKWS1iAB29q4z1ZiyTgzvwezDrhtAwnU5/cxdv5ZoAG0UulYlABMniigatCMT6pFmPUyTso3Is3ig+DVRDgaNCj4WknVsWPHIj4+/uv8yOMeoiigaViHt/YLuHEOvWA+rwGun8VN/ICbpJpBlBGj86PLJWJry0jibMjNUv4/bmZpk2IUDpCgk2QSAguyqWINLuGINpFw0AnASYXAttaR2b7GfhJDdiMXWFGgL2rw7/+6gxu9VDsXILefHbUb+0ngGnXM/ukFEi4LspitK0rgQloQD5TagUEDMHMisG8I+LwplMTqd/G+3DCL5yiKJKrGRHNBT7ZxE+vyAXes5IJjM5KIdXr584smcsH/tJpNpXpdXPC3tfB1L+4imfXdCSR7o4xAQQKvfTS16+HvU+B93B/knen2M7iYmkYy7Yxi+smeXgS8sJvXo/jeXDGFBNGUVGZLrXqguhf4xRfA9yeQXH9ym6oInpjMhXtrC9XGOkEjbP4TeEQTnt4hwqTnWHh8i3qPARIX0UYZDyyW0DQooHUwoO62SjD4XPAFBozOoIcLBggQcMd8Gb/bKKDfxcDxr9s5vpSESPMAPTuVBlhOH581gLTbK3tVhfKqev58Vxsz++eUctzqAg0DDnQzIFT8qqwGjkeAz/fjW6hS39cxktKbkcHPkWQe84G1HB+3zI2syN7cTLXp5xGsPaakqokCh5fncFYJs/h/2QacV8r57NAAcMUEIFECigTAN8jr6HYxyBwNLh8JT4+fY+bPWzmGJ6ZwfHolzhEXTSRhnWQliWo38t7+fQ9J6CsmA3/fq1qm2Aycq76sZVAaZeS9vmkOiVyrgWOx10nyO8rM63x9H60dFuXQR2tzE5uMuXwkpqens0zrwXUBfzC7rHVtPw5hlL1YmqvDa/vUXWXrEJ+3q6YyCenycQ2MtwC3rVBJVq/Ezc/V06k+3d7KTdmiHK7/L+4e+Xlbm4FTC1mCmB4FXDWNCRC3D4fVsxo0aIiM2gEdki1SxIakxwtijRIGvQa4fEyWatAw4BURbxHg8LHR6N2LgI2H1DVneT73iTtagJIk4I3yUEIVYEz41DYm6l/cDZgNQF48BTRLciNXGQKshiqIZywa3IzZZuB5rKpn8no0eCW16bHbx74Tb+2n2MCip11BtGn05lBRJsZrvS5W+OlF7k2tRp73PypIELcPMQbc3MQmzOsDe1SPn3vnq6eH9h4IhiTz/W/u5/q+pZmCnlMKGVMLIJn8RQ1j5blZFN34JEAuBcxxgKsX6K0FfG8D+csBeyrQngo8H0bk9rqAB9fSVuGOiUCcFzi3BLAY6eMfbHN1oBu4a5WAG2cLaB4E+lwCtrcKWJRtwHlF0IhVDRoC+NqVqhMnTvw6P/K4h06vw6oDbIzzxBYuVA4vCb40OzAplZ08dX4v9DoBG5oiZ54PDbBM4Z5FXGROLgDeqiAJN+yhf8u6Ri5aY5NU0s8gcnF6diffNy2N5Mbr+1S1Xl4cN4af1XCj914VF5jwQK3LAby0h/9/ZaBMuao7QJYmcuH4oIqfc0Yxyz9+vY7KtOtmAu4WYO8rQHegPDd5PHDbBcCT9WoJRXEi1YE9Ti729X0sSRnycEF0eLnAGnVUdJ43juTPp0ElzGsbqbz9cRnwh01ql8ib5gCrGmhFUBhoKrSlmYtjxy6SnOeWklQJLwkBuGDmxQG3RhBpV/fw/WY978WqBt6fq6dzUXV4uQn3+Hl+axv5/f+4jN/V2ESWkzyzI/S4ezroPfnTGVQYijiCO7qGUeHwiwwe3cwG/3QGSc/mQSYJpqfJsEkOSG4JuWYBeRY2G5I9MhSti2Sy4sMaEV/VcTwXxQO/nCvDLwH9bgGCQFITS9c7/AABAABJREFUYOB62RQ+M0qJ0O42Zp6DS7KGvcyqB4+1QwOhpUf5cWxMl2ZnkPhZDcvMg+GTePzxycyKK1icw4z3Y5t43O+NZ3nRQ+upZtcJI1Wjaxuo2j27hNl+t58B6twxJBH/sFl9bacj1AP5gwMsXTa5gEOfANtWAn43YEkAYr8HVEUBWUfI22VEcVwWJTAoHfbyud/WTE/q/Z1MLq1tZClabixwUqBB1IAHuHU+PW59EvDrJfx+RUEtMVMI4eV5DP5PKWRSpmOIx9zZpl7HxRNpBfBpNYnymRmcG5TEiwz+vMvB++X3SzD63ZpO9TiE3+fH3EwZGw7JaBxQk57lnSTlZ4/hGuDzA9Hmkf7GHcOsZJiTyaRgl4Ndlb+ojfx5Zj0geYBMEej20H/u0skcq36dAfBpmyQNGkZDbb8OOdHHd6wUa+JK0+kUMSbq+FXkavjXoNeL6HMLyI5hXFfZTfWnErcNebiviTICnkDz1WDyMxiDHu6xflzGxPbFk4DHNqr7vnDf+qlpXPM6HSOPOexl9Y8kR27cq0AUqBItSGBMbDeywsPp5XH3d3B/+o9R7J0mpnBffdVUio8ONys9RJXsT2YAENREe0UXqw53tqr9SYDRmxgrsBrUqjOnj/tlVKm///lsVmjtbef+U6n4erMJuOQ2oPJ5wJYIpEwAKt4BkhcCb42i3vVKPLf5emDDbcDYHwJDxZH7Bkgy49Yluaw+BYBVDQKW5uqRILihOQFo0KB5qh4XULLl/W4SEklWqqlaBkla3LdQgk7242CfBbIceUb/8ABw01wuKM0DLMV3+0lAfllLMnJ7Kz1tLp3EhW1rMwm+jYfUEv3trSRTTy0kGZJqp3rms2oSMkYd37OtBTi5kKRpJOTEAm8EzLare1T/HQWH+lnqrjS0EiRg5wMkWBR0lQP9tcDVdwB37CR5clIBcPcqLogpNpLQOgF4vVxV35r19Cw9fxyJymBCVUFVN6//ssk81tPbeY8mptB4fP0h1TtHwa42Nu65aipw76qRvrdnlfBeRwpfY81UBG44RJ/XE/NZFvLRARJbHwW8Z4NLqluHqFo9o5jX/o/9ke/14VJ1WYLR78E/EdNqiIDgUdXYT1JxTDTHT10vUJogwx6Ybdm5PTQCkQwmPLVTRHmHeqQDPcCLuwRcNU1Gj5OkupJFv2wyu8sPeUikbm9hMLqvg7YZbwR919taaAWwJ0JTJIBjYkUtvYH/URmq7A5G8yBJQjGgFJ+Rwcz+hiY2JLAYOJZSbUxQyDIz6WuC7CWUK39rP3DrPCZMYsxUcG5rYYIgnIQNfqbdfio26/4KdAUpGpzdwNbHgZIrAW8yydPmMGIYYNnX2/s5HpbncY757nj6YRl1HAtWAwnVaWn0Bvv7HvW+x5ioSN3bzutv6mfyKfiUzxvLADQ3jgSuRc9kiT3M+ealPcCvlzJpI8lU8C7IHumJXdcHJFhkxOvckH3H90b+2wydx4EbZtuxp51rhUHHZ2zAzcTXGUXAhMzAJmsUbGhilUSPk4rz0UjV+dmAuxdofw3Iu5LWAbvbuVYszDbAqvNB8mvPmgYN4ehzC+h1i5htPT6bVCmINXER0khVDQoEgQKOawJk6Io6xk5PbQOyYym+GRNNG7XSpH9+LGXf1TrIWLLbScLQ6WV1ol7kGjjspar1F3MiH2vjIcZOXj/3deGWcQBL5dc3hq6fVgNw7yJ+zsRUxq3VPaHCAQGM+RTV6Ct7gwjVAPwylbv3LgYgc59W10cbviun8PU7A9eTYI1suaWcj9XAGPJXa0ZWhSXbuKe++YuR7423AGsGgahzgWIfsP7X/PmYZKC1c+TrFTT0ASdMAYx2oHszcDBm9NdWdlFwFYw1jQLOL9DB49HiBQ0aNFL1GIfP68fibBlrG1UyptOhep2eWiij3yMixmyGXidg7hgq0cLR7QRa+mX4JXYev+kLLjY2IxehQQ+JxLNKWDqRYKHSzGIAXgvrNNg8qDbX+P4EbvRqe5nBO7uE5bYOH2AU6S24I8yfcHo6SYb0qNFJ1+AGLuOTAKknlFBV4HUA/VuAZYXAzCzg04Pqgtg+rPqVBhMwLh8X8CgjydvRsK6R5K/dyGPuaKXyLMrIBbNpgCrAYI+fqi6q5G6Zx4X3QDezqycX8u9bVkT+rIU5LNUY8NCT6PQi/nxPO0tuPjpIMia8HG1tA8uX/7KNwcnNcxkMhRNn1T0ylo7xw+vSguf/BFa9hASLiO4gP+FDA/xj1gMQBOzqtaA0UYbR74LklyAIAvwGE5x+HRweAacVCciLYyLEL5E4tRuBxzbRAqA0iQTo1mYGtkrg+NB6EoBXTFH9dmdkAJuaOVYnpjBQK0tHiJcyQK9ds55KOJP+yGMuO4Yk8bI8/jvGDPQ4+Ly/Ws7SKgFUgN6xgOc4I52q7SQbz8Wo4+uyYzjOlNKwP2yO7LGqE/ieYOgRSqgGo+4tYFIpcOMclmNtOMSAN9XOuWdfB5MNAO+T0wc8t4sq83nZgMvP9xhE3usH14VamfS76XX5y3lUCdw+n+RpbR/fMymVao1/VDJ49ku8D1uaQ/1vFexqI1m+I2BZcLCHAXe4GuPQAJAUK2k68uMYsgzoZD82N+mRGsXx8NJudYy8tAd45ASOndGQbKPiPMnGsTM/iwrpYJQkcr7w1gAde4Bih+px/EEVsCBLgGQ0o8vBZ9Ym+qH3uwPJIA0avt2o7uOClG47vmdjix4w67RmVRpUVPcwEb62gSKchj61Sq+8A+hyUoRy5wImwC36kVUVAONEg8i46fDPAk2X3qmg3VVpImOvv+/hGlicMLpf6p52JsffKGfs99hGNc4DGAMvyWU1RzAcXtpVXTSBzU0NgX4ay/J4rWY9k5NOb8AeTRzdnsDpo1f/lzUUGZR3UPRg1nMdPaWQMeFXtfRm/ePmUIswXaA/SNMABQbXzqT4QKmGmpbGvV63Y+Rn60USvpIMWD3A7ofV33k6Gf+Odu/GRAODXqD0PsDsAtoiiBEUWPQjxUDM82u9ODRoAL5GUvXss89GXFzc1/Vx3xrIsowksx+zMgRsamajiQXZ/J1ZD8SYBTywRoDVwLL8hn7+XlGPKYgzA4UJgB/yYc/V+1YDdy4EsqLVsoqnt5MQvGsV/33j7NEbzgAkG6NNVGdGm1jOaNFz87e5GZg1huezs43T8twsErUWPTNikQgevciS/U+rSTCeVAjUPTP6OfTvA2bPpQJ0e5jfotvPkt/ihJGf9U4F1aajweljVlQXFHPubCX5taWZf6akhS5mNgMX6+IELrw+idnV3e1AA0j8vFupZigFUD2UaGHjHL3IRVa55zJU0uekAtVfU4FX4vmVJJIcT2+hR+6jG0Nfl2gFBOn4Vl78L2EU/Lhlng6tgwJ0IgOqFXX8bi+eCLyxT8C+TgEWPXDXAgvidE64dBb8YYsYQqCVpTOYquvlcxJMiKxr5PN2RrFaZg7w+9/aQmLuprkk2IdcwHfGswlSdQ+fr2lpHF87A57Hk1MZ9LUOcjwe7GHS5LcRTPT1IhUJ968GfrUEaBliuVSche/NjmFALINJkpYhWgqY9MxuK82mAAZx186kbUe0iUTuReOBF/aM/NwT8tlZVUFmNKAbGvk6Be5+QOfluJkzho2jZJlqvw8PqDYg0abQYP+NfRzr87OAV/dyjlvbGLkTrAxgdT2J689r+QOzgQmUO77i2DynlATuaUUkYaelRW4vNeTm9SukqlEXeT7l/KuRWsc7jH43zisV8cA6MUSxLYDztk/mOBxts3puKdXWz+3ierAoG1iaS7sYnwRMSmGS4UA3UJIDzLgDGGoOeMEN8wmr6AKmpYm4ZzX/nWYXceMsHWxwaMSqhm89avp1iDNJsBmO9pn87xFrktDh0EhVDURGFOM5pbJhXBJjnd2B6gqzno2U/DKJyPPHse9DOBaENfscl8QGwO9Vcq/45Fa1WS9AUvDKqWxoFQkyGH/OySLp+Is5JCx7nfQ8jTayR0Y4IYjA+0x6kpqSTJurOAtj95ZBCg4O9pDoPK0o9L0mHQnPwgTuVwfc/H+TnsKXrYHqK+VzY0zA5VOALU3cj9f3sbIt2cZ49eW9PM6WZu7Vl+cx+S8KJI7X1gPL8vl6pRFyik31aW3oByabgP6gfUPL58BZ1wKPRCBV9SLv2Wvl9Izd2gzcPg94K0J1pvK9bTwU+rP5WTK83uM7waRBw7+Kr41UffDBB7+uj/rWQfS6cNFYM84q0WN7K/DnbcJhX77SRJYH/3kr8OFBeq6dUkiPmjUNXHgmJAOzMmV8WgNkxQgoiKeyNCcWeL+SpCWgKt2UcnGTjpuxwnguOpEwOZUeoy/uDvURNevpxfrpQTbbmTOGC8IfNjNb98gGLmYXjie5qTS8iTHx9x9WMft4VgkQpQe8RyBajDHA/l4g2h6Zlmga4CIVTqq2DgHJ9tGPOyWFpbvjkqk+PRCBAA7HtHRmeZ/azk3ulDQqSduHuLhBBqYsApoG6WU7NomZ4AfWqpvo4oAfZIKFJMywh8Sd4nkTjJJEEjYzM/l9twzy+8uNVdVwFj0JIa184z+DbLLgvRodvqgVDpvJKw2GnF7e932B8hunD3h0k4jbF1jxerkwQpG4tYWq0kU5wL2rR37WOxUMGJNsI383MYU2AB3DJB9/8TnP4+QCBk8vBxpXjU2iKuD5XSRouxzALwM+vqcU0oT/7f0jx1yMCbhvCQmbnUEBsU5gIKwXmbTIj2OmP8pI0nF9WBB2aAB4eAMJoN9toBr3lnnAtTN4jt1OBpInFVA5oATlUUbgB1MBV1jiIAQCMOADdtXzHt70ReRAenkex6GCpgHAqGfwesF4ktoNfaN/TNMAx9SOVs6f1T2qt6rNwPnA6+ec4PZzDlR8qEK+s1SqAwOnjvw4+nMFI8bETYXfrRFaxzv8fglpRhceWmbGl3UCansFpNr5LJv1JOrz49ho8ekdHLsAx96ZxXz+Ht3En61v5Ppy3ypa0yhzQF/AyuLmOcBBAZg9HviZxPX3nQoqyOv7gZ/PAt6pZKywq13E7EwL4Iwgk9Gg4VuEA306ZBznKlUFsSZNqaqB8Pkk5MZK6HNTqa0TGD8+uRUhFVq727lXLErgWnLNdODtCsalMSZal01MZdVeRhQrrHpd3O+dXcrj3jafyf4OBxP2gx7gnf1cB1/fN/LcihK4l20eZDzm8LJ/ROcwz+H6WarXaSQ4vbRRm5bO2LbfxWMuzQUkPy2txibxuFFGqlZPKuAxbQbGmI9sVBPiSVbG0a+Wh36OUul00xyqZnNigRQ7j6sXeW+MOpKkf94WSkin2UnIPr+LsXN2DO+bAO6tX9rDPeDNEwC9GfAF1nlHF6DbBVxcCrxeo96HGBPFDSvr1M8Y9gKf1gJXTgb+tiv03HNjuZ9/OIjYHp8kI8UmQXZpsakGDYBW/n/cwCB7Ud2jx5v7hcNd7J1eqk66d3CCf3MfM21f1VKxlhUDxJs5EXslYMMhAV/WckETBS4uHj8XEVkGvjOWRB5AIu6SSfQTPKuEysdwL8SxSfQCfWPfyMZMLh8X49vmc8FdmE2vmigjF4leF8ugp6Sy6Y8MnpPbx3O+fArg8VHV+oetwIUnAl2jGIynLgcSM5gxjIRkW2Rj7gQLLQrS7KGlJAA3uPOyWXqdYucCBXAD+mzA+mBmJjN/Cr47nlm+94OIz3WNVA5eP4vE841zSIxFGfkZVd0juzdXdXNBvmgiO4rHWajaDc7sAmrQ89Q2fsd3LGDQUdvD76auj5/zs5kyzIJP08H9BxANerxfo8Mn1Wr5i9JgaNBDheL2VmaT+9187jsdQPOAgLlZ/D7S7FROtg1R4drYP7rBvwwSkb9dTuIz+DtTPKn2tnOcf1HD89jaAvxyLonKHqdqAZBk5fcfXM4UPOaiTBz//S5msi+exGczmFAFAn5SO2gtkRbF4765n/YFK0bxdOwYZvBo0jHD/sgG+lHdPJe/FwQ+v7sDPsSZ0YGAbj1weR6gtwA+58jjpkwDtvUDXwb8SW+ZC/xuY6iqb3Ymx+zbQSRnso3zynO7GFzX9PI1o30PKXaqIFJsJKlmZHAMliTwuo06oD7QRXVMNP/dGcZHFSXwMxXC/ZJJMmp6hJDvNM4MXDtThln2RvRa1nD8QfL7YfYP48xcPfz5elT06CDJIh5az4RabiyrD340jWuEXwZEUD2dFsVNbHUPEwdf1ABD3pEVGgAV7XlxwM0r6JPeOsh1yKrnZu7KqdxUrqjjZtEjiZiXaYXB69QUqxq+lRj0CGhz6DA58dvhPB9rkrC3W9smaiBEvxfjkkToRVZFbmkOJVQVbG2hYnXQzdfcMIsK0iEv16k39gPfHUdv1t9tUBN9AMvtTynkPirKBJw7lvuruVksn7cYGPsOehgjzstijLilmeteZRfFRI1BezpBYKzpHoVYzY2lyjS4SmtzM+OvW+cBiTbAZKAI6OpptGH70xYe79Z5bNQavCQuzGFlVCT4JHq2jk1i7Dc5lbH7r9Zw32sQuVf8zTLuH4c87EcSY6bCdUku99UVXYzdb5wdSr6u6gQWLAEaPlZ/VvcOkFIG3HUy4E8ChnwkctuGKKBalEOrAYAikKxo4JFlMra1AV0OAWOTGIOvrGN8b9bzvo9LAvQ+t9aHQ4OGALTV8jiBWzDi3UoBF01gOWlLwPjbYuDknhFFRahCxDQNMJv4zHaWFYrgonJSAdVXwWbeHx7gonVqIf8WBSoj9SJf65eonvv4ICd6u5GbsQXZVKVtaop8zs6Ap2K0SS0FyYoJ7Ty+s20kifPrpUDHIIldh48kY2MxkLEUaA7zJC06G4gdA7RLarOZYOgE+iB+fHDk704qINl86WSSSRsOkWSamgZ8ZxwXVa9ET8X3q6gK7HNxsR8TTeXgwW4SxmUZ/A5u+Gzk5wx7WeKcGU0P1zf3kzy+ayE/IxK6nQwSkm18/ZwxDEBW1/N445Npdv7pQd7jfhfPsbGfAcvEFCqME60y4k1+yK4IN0fDP4ULRnxRG9lPqH2I5baJVirKEq18fl4rZ2BV2UXl5Yo6kvbZMTTpX1X/zzuEev3Aj6bJeGq7SsK1Bj5vRysVZ9fOZPa6Yxj46w6qTTc1UcEmBZIkK+pGHlsZc7MzSQauC7xeAPDxKGVBkhzw24oDfr856DyPwAT2OPnMuh0cm71OBpbKeyanAqcVUp03KYXBX/Mg8FoDcPkNwN5HQn2Uo9KBlHOBv+5RyeumAeD+JQweFVXB/k56DAfj1EKgcYBjYkUdSdWfzRh97lqUw6TQT2ewWdypRQz4ZZnjrKqbiZ+LJ1It2O/imNvfyXNYmEOrge0tJHGX5QHxJj+GfToUJABtQwJiTECiRUa8yQfJpXVj/7bB7/UB8KEkzozaAeCaMhFtg0DbMNXN54/jxijGRHV7QQITp34JmJ4BiOLIZGAwWoe4ZgFM3N0yj+vNJZOApXncML6wWx2Ph/YJ+KpOh7vmW6Bza4pVDd8+HAj4qWbYvx0prlijjGGvCIeXc4yGbzd80OPdSgE/LmMMGi74CMaaBu4VyzIYT7YOhtpZpUezT8SwVy29l8GYK8XG+OutCv78gbWs0LhgPF97TRlj0xgT96FrG9UqvQvHj7S3W9PAGC1StdD8LP79SgSv1F4XlbFnl5AUPm8cY/ffbeS55sYy7g3PMSZYghoAR0DrIOPFkkTul4NJUa/EuL00kTHkl7WM388fx3W5x8l7vz1QJaVYRynY1g6cMA+IqwZ6g4jdjh1A0mzgg25gW6AR1+xM7hVlhJLjX9UDs1L8WJrhRc2QCU9sEzHkYbywLI+x9OZmoCxNgs/z7ZgLNWj4V6CRqscJfLKASycDn1SHKs8seuCeRfxZcPfvXW0kQL4/CTjUJ6M0SYZBFFCaxMyhAp3AzOH4ZGbMRABuiQTBOwFl6O52khCLc0g2uHxsYPPRQWaywhWsweh3BcjRgPdqko2E5GiwBLxv1h/igjYtjT9/rgo4ZyowdSEwWAFAB0SXAEIU8NOVJJiumU5PWOV87Eb+zCDys5WGIKLAhcOg44L90HoSqZdM4nvGxAB9TpYHZ0SR3LxkEgnh53ZSFZxiA6o6uTAe6AH+shW4e9Ho17WrjR48zYPMjrYOkZyNlAVWUNNLhW1xIj9PloHpafR3LO/gwlseWDxLEknm9bq4YJ9aCCzLlWERPPC7Rmn3ruGfwuUXInpgxpgY+D2yMbQTabKN5KZFT1XZXStVtWl5BwOoa2cCKXYZo5m/j08G2oZkTEyW8OAyEbW9JOAyAuPmo4MkbAfcwOWT+ZmyzOxygoVNlgbdDAT7RuHSDSJ9oU4rIrmpF5kdHxrlUbHo+Z7qIBsQWWbgO1rZVaKV56FgwA3EmoDOwDO/q43HuHACicuJKfx5dR/wggBceCcgNQHuHsCWA8RlALdv4fyjzCkv7WGC6K6FgEkE2h3sTKsEwTqB1zgxheXUy/KYGHL5qHy4fDKDbUXhYNLxZ3va2NxAlqkcuGsl3zMukNHvdrKR1R0LgNu+pMr3/LGhc8/mJj4bimIg1iTCLjlgNuuRbtVBlmQYZQ98WvO4bzUEjwtFNhFe0YhMmwCdAGTP0OFvOwWWX25jsuzSSbThEAXO/QMBv97yDirSE638mbKmZEap9gEy+P9XB9bD+9dQSf2rQEJiWwsTf10OYFWDgBMydfD7vh0l0Bo0KDjQq0O8SYLd8O1QaseZuPZ0OEXkGLR16NsMQRDQ6hDRMkjBTLzlyC7vkkxxyBNbGAcFx3rxFv57ViZJV4eXsaLDS1/Vz2q4n7x4IsUsk1Iocnlkw0i16dXTKRDKiKIAIMo4kuTc1sKE+UUTKKDpdTG5vSSXsd+BntGvZUcrlaMfVHHf1DCgvtZmjBxDdzm49o5mi5cTy+s/u4TJ+Uio6KIwY2Udida0KAouyjtIbs4bw7h8S1jzWUkGHt4DXH4BMFkG3LWA3wKY84B/NAM7OtXX5sZx3xruVZsVLUMn+OB2+5Bh02NxNvDBQfFwr5AYE/DzWRJMfpdWQaVBQxCOC1K1r68Pjz76KFatWoWhoSEUFxfjxhtvxPTp0wEAFRUVeOCBB1BeXo7Y2FhcfPHFuPLKK4/yWf93YTaQhNjfGfrzaBMn9mBCVUF1L9A6KKMsVYLk8+HcUiO2NKtEjkVPgmdzMxfG+dnAzAyWHtb1cfOlYMgT6ud5cgGzcQXxnID7RxFaZcXw3M4by8WteZAduG+ey4YxSmMZBSfkcxFz+3hsUSQJe2gAeLseeFcgqQEAiwGkAfjJDHobnpRPNc6QhyXz/S4u5M/tYjdGi4HHtRm5cOzrYCbwzgU4nKnvdwEra4Gp6SRq4gMZyY2HVKWh3UiiuSSRmVgZzAjKR4hATIEGNQkWlbjyBpR1w6P0j4oxkUDrGOZ3dcNsEqf7u1hSfk0ZieGsGL4+WKn7STUwIUWAVW9AouCFfKST0zAqTDoZAkYGZGcUAy/vCSVUAX5Xf99DP+GXdo98n9tPH6Zb58q4aALw8t5QYtVuZJm4DR7ovH4MuswYlyig30OSzqQD7phPMvGSSSRb3qviszQ7EMDubWdSIs1OU/3gcxQF+jXlxlE1vbOVz8+GQzz3YC9eXj9tKGJMavb9lnkMXDc1MTD+rGbkfUsL+EgFB8iJVuBH06k+14ucF1bUcryvbWQgqTToOdAL3NsbsDCIBeJdQEYnExGliWyeIMv8HlbWcS75/kTee6U83ytxTG88RJWqScefz8pkQLu6gaqAn85QVRQJFpbsp0czqfJaeegclWhVg2yvxHt9ahE/Vw5ctyBwvntjv/q+zGigvEPEOUUmiB6yXgKglVVpAECvVdHvguzlM2EwmTF3jAECmKSRZAAyVTW724HrZvI5m51JywBJ5tqaaOVYfXM/cGZJqCWOM7DO7Gjl+x/ewPesaaCtxQNLOMabB0V4RQNEaKSqhm8Xqvr0yLB/e577WBMjlHaHiJxojT75NkOnE1HZSt/Td/YDywtIZq5uiPz6yalUsvplxoLWILZB8Ymv66NoRSFB48xMDL5dwcbCEriHTbByL7M4lzZLwfjbDtphvbCb6tYkK71Y3w2zg3u1nInCn88moWkzMj5rHlQ62EeGDMac87PZhHhTkKVbyyAwd8zI96yqp7jmYIRKQ4PIdVknsh/GaHtj5fgJVu67B92ME6elMW72BP6UpXO/Ggy3H/hLJWPmcxcAf9wMtO4KfY1Jx1j5zpWhPxfAuFn2MSAQPC6ckKXHohwjep0CjDogyiDBKLkh+bU5QYOGYBwXpOrPf/5zdHd349FHH0V8fDxeeeUVXHnllXjnnXcQHx+Pyy+/HMuWLcO9996LXbt24d5770VsbCzOPffco33q/zX4pNDSCgWTU0cvYQWAFXUCJif6IHo9mJdlwDM7VRLn+xPph1rXR5/FMdEkQt6vYlnt9bMiEyYAs4ZWA1VhZxST5AlHYTwXzPPH0SM02HPQZgCum0VT7pZBKsoW5ZAUemEX/Vxe3UsS8+ppwPO7SR77ZZZp3DyPfjRvB5pcTUrh36+X83qum0Xi57yxbPCxsp4kqk5Um838ch6v9639JGW9Ehfk7a3ArDHshP7jGQwQ9nQAC4forQOQVO4Y4oJsNzLDadSN/j0sz2c39blZJIYAfp9Lckc2nwJILiVa1Q6QTh9LRM4o5nV+dzwX7KlpfAYeD1vcJZm///iAgB9OMkDwamrV/wQm+DAtXcS2llDyMz0qsk8vwOe8yzF6aXzTAODwyJid6kVpohGf1QC9LgGTUmTMSJdh8jnh90vwAUixC9jRxjGhELTxFioD/rqdBLuCml7gi1omA4w6jq2b5pKMVc7lyikkM98MIvwEcJwMefh8/SFQ3q8TmHR5tzI0I68XgR9OAzY08vlz+fgsK4GzUsb1RNAzOTWNz/QdX3EMC6BP6XWz6J0McN65erpqu6HcSxl83p/YQjKodYgm/wNuEkrXlFEBPOimt/PjW3h8ZawDTDh8N1BaZjfwPji89Lx6dCPJ5mQby7EGPVSmhkMACdlHN6o/q+vj+Lt6OgnudY0kdV8La2AwJobfe5tDRIZB0JIcGo4IndeN/Dg97l/DppTL8ri5W5pLUlUnct0sDlQohK+tN8/l+jQYNO2nR1Ox8oNp/Pe9iwCfzOe1ohN4cJ3aPHFamh7ROh1k/7eHYNLw7UavS0CnU0RZ8ihZ7uMQRh1gN0jocGjNqr7tkGUZmVHcc8zOYgXPVVNZ2j8QRgyOCzR1Un7e2A9kx6q/jzYxaf9lmOd+r4vx2b2L6Af+SRiBelIBbauC41OvxGRfaSL3mxnRtFxb3zjSx97r5/k/vgVYnA0szKUl3kkFo193dgzXypf3MuE4Nkm1pOtxcoyk2ELFCd1OxttXTuF9Ujz9EyxcT4c9wJsVbEwlCiOVtQoSrVTr2o28V6cXUQz10QF+XkYUPWfD7wnAeHRpLverC3OAf1SoIoYkKxtYO72hoie7EbhqioxY0QU5OKPv88EIH1KUPawXmkJVg4YIOOZJ1YaGBqxfvx6vvvoqpk6dCgC4/fbbsWbNGnz44Ycwm80wGo245557oNfrkZ+fj4aGBjzzzDPHF6nqj1xmq3SkHg12IyDq9fDAANkLzMyQsaNVgM1AUlRRpS3Lox/NnDHqzyq7SB6GL3yF8WqH8ewYfv4lk1g+oRhxzx5DAsLlA/62c+TiN+wF/ryVqre2IZYuSzIzcopVwIEeEhj3LALOKgbirOz2mB5F4qcpSEG2tYVk0S/msNwi1c4y6ud3qUrSc0q4MI2JoSJ20M0mT4sCJSIN/fR9PG8sMOACPBKPdfdCLqo9TpIyMzOZEU2L4ubVbuRrh728fxvCuqEXxrMcZGKy2rkZYJOeeVm8T8HEeLSJ5uTlYerjjmEgJ4Zk1DsVJLZ6nFQcRVq0jTqgukeAH7pjfyI4WvB6cOkEPYbcIiq7VWL1SJYXonBkr1Eg4GHq9SBe8ODiEgN8ogFuv4B+NxBrMsOk80IvAu1ePsPBSLQyYA0mVBW0DzOLXpZOQlUEkwcv7+E5uwNeScGQwXFx0xwGaD+fxQAzN45BZjChOi6JytaKDio0f72Wc8edC0j0mHQM4J7byb9NOpaSzcsiCaTcNxk8D6/EgBFgkPpJNRMbTQMkedPszN57JeD2BcAre4BdQeNiXyfV+zfM5nwUfE3KvJgZzaTH63uB04pJvK5p4O/L0pl0qekBMmOY+MiKAS4Yx2SLcr5GHYPfdY2h322qnWN3Xyc/44fTaEESHIDHWxjkdjp4jVlpAnw+jVTVMDokSUas3oVb55lR3SugfYjJDJefShZJZvLixd2R19bHNrEUUsHMDCDBzLkjI5pjq9vJMbivg5vO70/gWr27HSjvEHD/YgvixGGtaZWGbwWq+nQAZGR+i5SqABBnktHu1EjVbzv8fglFiTK+qGXs1zlMlehPZ3CN2NbCfdrcLO5DhjxsUFXewX1RT5CV2cxM+n9HgtXAvUz4vhKgSvVnM7gHCiZyBz3cv31SwwrByk42cizvpG+9TmTVVJyF+8o0OzAhFbh3FWPB6encN4UrPkWBpGV6FK/l73u4twtuevXibhKUn9fwHkgy94PZMWx0fN9ilvEbdPx8WQKaBnlf0uyMMcNjboAigzgL8PxO9kNZlgtsa6XQSUFDP/fAl02mlcC7lbyezGjuU7+sZcw+NY0xeL+bvzcHbPTq+2hNZQqQpXFmIMYoQ3ZrNVIaNPwnOOa5lLi4ODz99NMYP3784Z8JApU+/f39KC8vR1lZGfR69VJnzZqFp556Ct3d3UhISDgap/1fh16UkWAZ6cG5v5OERWVX+Ou5qRqfLKPXrUOPk4RhVgx9Rtc1sjEMQBLU5SNRGjz5f3CAhMONs0muOH3MjMWYWYqxp52L0owMEgq3zFPJhK3NKiF5oDvyNfW6SBTbjbyu9Y3Mdn5/oupDIwfOIyeGXq8fVrFEJJhQVeD2swnN9bOAxzeHlu2+XUEi5YbZJDN9EhU+bcOBzucTeb86hukt+cIuvs/j5326cDzLrBXl35+38XclCSyP3tVKi4asGG5gt7XwMyanMkB5dANwy3zAHKRmlcHrvHgi73NdH5BsBaxG4K19wAkFGFF63u3kYn1WCQOdtqHIhGqMiecXZwFELef4/4LO48BPp5owLOnR5eDzYTEIECBE9Gka9gBjomWIghDxu0mwABa9DHgAURTQJxnx2AYRcRb6f7YMAV6/iHlZwIbake9fnDN6SVZGFIPOt/Yz0QAwi/2TGRyrj22M/D6AAafLx9L4SyeTgLnzK/W4l0zifFPVzaAX4LP/5j4mMPJiAyVdMsewJHMeEgUGeQ+uG/mZO1rpRaqgsktN5iTbWO7c6wKiDFSn72ofeQwZzNJfUxb5ur4/keVRV0xh0BysMH7/AK0SfjqDZWq3L6DaIcXGRMhwIMHj8TOoDrZZ0YuhTfA+OghMS+c9VFAYz6Z3Fj2VhtnR0EgqDf8SvB4fYowepEcZIUkCVtZzE/W9CdwcGXUj130FfS56JmdEsflFqg34RyU3WBWdJE9NOsYO182kPUaijQp4gBUfL+0BfjTdCr3fq1U6aDjuUdWrR5JFguWY3zX9e4g1SWjXlKoawAqJsUkW1PQKyItjEvjBtcA9Cyj+qOwC8uMZb+1qYyJ7WhqrgCq7uF9JtLKCKFLjYIACl/AS/2Csa+Qe6otA7CuAien6fjZpFMHmoJ/VAHW9FPBIMtA8wNjL6QMuKGAMrERafonxV24sRQf9bpKnJxdwTR2bxFj0B9OADyopzlGqKE8touJzXBKwPI/rqs3AfePWFsaK549jc6ub5nDvpQhrVjdQJNA2FBp3mvW09VlTD1w7C9ALjDUjNdoC+Fl3LSBB2+1kIvW1crVZ1o5W7h12tHLPubed1l+TUvm5Th/32e9VAWcXA4kwAj4dIEqQDF74tTJ/DRr+JRzz4UF0dDQWLlwY8rNPPvkEjY2NmDdvHh577DEUFRWF/D45ORkA0NLS8v8iVXU6MeTvowkjvLhwvA5/2hpahtzQD1wYLSMjSkDzIH8mQM0uptgFPLEl1LczJwa4ukzG3vZ/0oIcnIRNOmBCCu0BYswkWpQsnl9mg4vKLpYdv7WfpSAAS4e7HKMfG+CiVd3DBe7MEipEH1ofSiQ29JG4/ayaTW3CS0qCsaedC2W4VyvAhWhnK5s93b8aGAq6J+9UMNt332qWVE5KUQkcr8Tg4qQC+mQq9xkAKruBe1axSdXfdvD7sBpIMukEkkKXTQaMen722aVUyCpWDjMySNrct5rk04/LgOo2YEcbg5fsWGYbAX4PmdFAXhwDjxkZfH3TAO9JVbf6up/MYJnzReMlmAUfJP3Rf4b/G9AfpevQyV7ECl7E2enlKQv0IFpZP3IMLcqRYdH5cV6piDf2h56vAOAHUyVYBS/8ehFunRn3rxSRE0v7i8c2KkpIAfEWJkL+VQggGfrYptCGU6vqmeS4a+GR/Z0G3CSMY8wsh4oycpzbDDzuHzaFziNbmunPescCBq0r6kkw2o0kfgvjgdQoQJCBm78c2YBAgSvs55NTOX5+v0lVhS7OG+knHYy6Pn4v4f7OxQlM6sQEmnBFsmzodrLc644FtNiIMpIsPtDN90xO5RxUEfT50SY2tPqgKnSu2twk4+ezBQwHyq4AzgOVXRzz9gIBGVFm6H0jvwhBECCKTBgeS8Tr/3pMfpPW4a8dkg85FgmpNjP+tFWAXybZWRDPZMGRoBdZTvhFLdcvgH5xJ+YDpxRyrB7o5qZ0bYPa6TnWzKZYFZ0CAAHtbgNSLHoY4dXsAHDsPI9Hba08Ru5PMGSZStWCGD90un8eF3/TIQbuPf8+MmGSYJFR0StC1IkQj/1L/0bjaI3JfxWCICPJxn3f6cWMwTKjgWgL91+Lcqn+VMrdZZnEYlU3xSz7Oxlj7e9Uq3PCYTWMtBMIRr9b7RMBcK0q76BF3YwMoMdFOzergbZqB7t5vgDVnFdOIQnbErRPS7AyLs6P4z7OZuQ+9YmtjPGiTExS/qOCooQ1DVxfY0wU6ryyN+QUEWdmAr62l0IivQickMf7YTWqr/P4mdC/aAI/81A/z6U0ka9tiQIkCXj7ABPyo1WdunxAn5vn84fNI1+3MJu2eP1u2me5/RRDtQ2xagzgdzY7BYjtF7D3dSO6DwqwxAFFZ+qROFaCT3+EL0WDBg0AjgNSNRzbt2/HbbfdhqVLl2LJkiV48MEHYTQaQ15jMnE363b/55OEKAqIjrYAwOG/jzamWqgyfXkvFyUB9CDNihFwxwISbSvqmDls6mf27cmtIxsh1fcDb+8X8L0JzHZ5JWbOKjpZthGuLHX7qbw8p4ReL5HIkV4XCc3LJgH3rWFpRLcDSLGHllKEI8bMTZ+SlbxgHM97XxCBkWxj9rOqm9lIq2H0e2TRh5ahhGNjE8nLobB7MuxlEysZJEDOKlF/l2IDtjUDSbZQQlWBXwbeKFezgg5vaJmJQeRCfqCLCt8x0STQpqUDv1vPUhHldVYD8Fqg/MPt52Kt4OxSZmTHJ/N+b2vhH6OOjXtOKaTfZE4s1YNNA8Cvloiw2q0wHMHv9ViBKAqIi7Md7dM4jAsnMBj7tJrBk1FHwuL0YgGxZj1OKgQKEpho6HJQyfmdcUB6lAi33wJXgOQb9DAb/vD6UFuBT6v5nKwPs5NYVc/naUdr6M8nplCFPRRBVDbs5fNQnKAqWMNRlMDS35MLqQCo7qHSbWoaycNIDdXerqCqYFOr2jigx8mfAyRWfzJj9PEP8Jn/5VzOQVYDryuYUC2IB+Zkjt5pFSBx6fVTSf7KXpWALU5kaf+4JI6V0bC5iSrx88YyifGXbVRhLMzmfNEyyE2DWc8A1+WjB2xwUy8A8PgFxJj4fa+s4/Ph9nEO/N4E4I+bBUxL0+OyyXpEmdT3dTv4LNT28p4XxDP4/qZvcr/OMflNWYePBqwSkG5Xlamtg3wWlecxEix64OHtI5vlfVbD8fZZNZ/JxzaGju0+Fzdut87jcznoEdE0ANT36XB6EZBsP7J/+LcF3+Tn8ZuwVn6T7084WgZJSBQni4iKOkKAeYzBZjX909dkegFfE+A12pBq/xpO6luKb8KY/Few4SCT5fV9FG2k2Dg+up3AV7UqoRqMATdjzz4X925DHionn9s18rUdw8C45MjCF4CkZr+b4pdZmWxKZTNwf/R2hSoyAbiWnZjPSr/3qhiT/WwGrdmCq/wG3NxD1vSqCcZgJNuYOK/r43mb9ECsiZ7jK+pGvr7XBbxfyftz/xquywlWVgZC5r58eyA+d3iBZ3aofTLmZnHfXZxIgY3Dy4T7zMzI90OB1cDGrjfPBVbX8zOjTbTfSgzEip3DjLUL42lJEGVSv6+MKOCsKGDlbcLhG+MdBrY9ISJvmYgJ39PDqI1/DRqOiOOKVP3yyy/xi1/8ApMmTcKjjz4KADCbzfB4QlkEhUy1Wq3/8WdJkozhYReioy0YGHB+Y+TxUxNElC40wi0J0IsyLIIPQqDTy6J0EXPT9XBBjwfXCjh/XGSCBSDBcNFEGT+cJuDp7TQAnzWG2cXsmJGKrrNLuPEq7xj93La1UEV5+SRm5T6pZsbw5MKRnRoBloGEq88+Psgy42BSdUkuN5Hzs0g4/qSMmcpIWJ5HMmg06EYxDRfAjWKsmYGBy8efFSYwK3lq0ZFJmf1dwLL8kT8vSuCimW7nfV3byGDipT1cyNOiVFL1/HEsIVZQmgh8Xs3F8LQieuEZdUDTgIzd7QIseparNA2wnPPC8UDXcGiTnHcqgFMLJCQY3EyJfoPxzwJOSZIxMPBPpM9fM07L0WFpNv1QTToZFsEL2ek/rDDNMQu4froeflmEQfBDJ/vRPWzG41upCilOJMne0DfSp9Woo9dTojVU8V3VTeVocYKqTgY49na1jX6un1UD359E0jL8s2JM7HyaFcMA+h+VHCtnlZC42XiIik2nl0mX4Lfv6wwtiw/GwR4+/+PCEiUKCuP597M7+fwPuIEJyVRoD3lU/63frAPuWDjSDkNBWQb//u06ljufUshxbtZT/S7J9N0aDTqR1/9BFUu2lM+o7eV9PbWQ3sUn5JM0Hm0umDNGRp9ThtUgIjcOqAoEvlPT+R1/fyI9V08vlOBzOCEIwJBgwf1rxJByOYseuHOBhESd66g2tfomjEmdTvzGrcNHAyflW7CyXoQMrsXDHuCUAuCdUdbWXW2RxwrAeWNuFjeowYRqnJlzgMcPvFcJnFFCj7fvjgOSM9hcZGamhAyT65hSU/83cbSfx3+FmDmaa+XRvj//CbY06SEKRsTrXBiMkDg/1iDqRNisJgw7/nkHb4ssADCjqsUFU5KmRP9P8U1YK/+/EEUBUUYz6vpE+CXuWb6sZbm9UiE3GvZ3Mp7d10kVZloUfT7XNQDrDjFJnhnNvhNGHZPO4cl2i55VTsNeoGWAcVlBHGPkj6tDCVUFn9Ww8VWandV9ItiPYlKqGg+vqif5+vLeke83iLQFULxMZZnClIO9JCZHw8Ym4JQiVmbFmHlv3txPG7w0+8j43BlIxufE0l5nWR6vrScQ94U3lQpGio3E8lf1AaVrEhPvw17gwwNUpI5NYsPU53ZSgDPkllHXJ2BCMtW8lxfKqPyjEDEoqP0SyD9ZwrD33yiNOwZwLCQxNBxbOG5I1b///e944IEHsHz5cvzud787rE5NTU1FR0co06f8OyUl5f/1mUpA6PdL8B2pG9TXCZ8EHXxQ6GJ/2O98RiNahuj1eKQSCxmcxDcdYlnwoQFu/mNNJDXrerloyOAGbWIKyRirYaSvq4IoE3m7/ARmzABO/BNTWFL7fhUXDIuexMeMdOCe1SzJKE1iCfH2VmYJAS5235vAhfTDAyR4rptJguTUwlACEuBxpqWr9gORsDA7sh/r9HSWAF86iaSsWc9Fb3o6cO9qXkdwSUo4bAYu5sHIi2Pjmp2tLDOZnk5FqdLFcVsLS1okmb6X5R0qWTM9nffhmjISai4fv59frQE6Hap8bWMTz1PJ1P5gKvBlUGZ1VxswIUWENd4Ig++bHdD9K/jGjEMFPgl6eDnR+oEIYk4Afoj8NTxGCx5YJ6LTQW/VNDtQYySRHw5BYBnSdTP5/G8NmORnxXDs/nAaCc6v6hiwTkw+sprToAMGXcx0v76PhKEAkqWnFzNxkWwDUkyqV1NdHxMV547lZ2XFMGBb26AqaH0SM/qjoX2IvsH7O4HaPloRuP0MZL8zjkrOyybT77Q18LknFzDz/lkNjz8tjeP2exNGBsZJViorhgMJpOAEjlGn3r8TC0YnnRdkcy60GdnY6y/b1O+ktpdq4owoXvcNs+lZFb4hKE6QkWqT0ekQ8ZdtocHx2kaO/SI754qKLmBmIuAVDHhiqzjCf8zpAx7aIOLeBUbov+GB7tc1Jr9R6/BRgE3vxnUzTfjzNhFuP9UvP58FWAx8voPX1uV5wM8/G/1YfonjRtmkKhYfskwFjM3I5EaKjcm696u4DuXEAjJEeHVmyLIXetn3rf1OvunP49E+t2/6/QlGRbeIVKsEHWQcHw4XvO+SX4L/SF01AVhEGUZRRvMgMDbu2Pi+jlUcC+OhII7VjL/fRMJwUxP3VV4/14XRYDfyNT8pY+z00m4m1CemAA8uY5x3sIdJ5axoNiB+YbdafTE2ifuvD6uA1UHkbbQJuHnO6L05ABKaS3LZC+O0YuDVcsZpjf1Mgtf0MsZbnkeSWBkRUUYKUxT7gGgTxSt/3QFcOZXE7miQZCYfkwNCpNcG+HdND6u3rp7Oc/6ylvH51DSKCJ7exsZX/S7Gt6cF3As/PMDPfHxzaDNUs56WBpLEvXmaHfjtevX3U9MYP1d2seLzlEIgySojxQrU9cmHG68mOoCqsOq2YPRUAzETjy3rKQ0avm4cF6TqK6+8gvvvvx8XX3wxbrvtNoiiSl+VlZXhtddeg9/vh07HmrSNGzciNzf3uGlS9a9CpxNR3i1g0Es/zSOV8tgMVKItyydxU9vLrKBVD1wxlYpNhUSMt7J0fVMTy5Ff2hP5mPOzSK78Zg0wJoa+hJ9Wc4ErTSQhopT4RpuAV/fSxPtQPwlNgwicUcwF99oZXKTTomTc/AVJ4n9Ushz+mulcgEuTSFh6/CyJtwZKREx6fl5FWBOPnNj/Y++s4+O6rrX97AMDYpZJZmbHduzYThxyKWmbNOWmDEnv7S0lTb8ypW2alJlvuU2bcnrThjmGmJmZLYaZObS/P5bkkayRDDHI9n5+PzX14Jkzs89e+91rvUt2T48VgIaWyEL0G8+JUHLzJMksXWWJv2vYvtC8fnTujpUg56W6AL7Q3gmyKAENKbjzCfHCAbEEuGqonPdQy2J4QKE0srp/k5Re9y+QY5lYBZ94RB534xi4bDD8fX1uj6KHt4lB+v9t7p6NF7Ml0Nlcp5hUrI4bYBvOHErB4ZR19DusTclvvMWT3+CxbDwCl02FLz4lY+uOuXL7/mb48zoJwJo9EdQtSwLYK4f2nE0+fygkYxJIvm+mNMTSWsbJV5+V548slfFfGBMhf0q1ZGh29qf650YJ7qJ2P+UJVV07lnZmen8Zc//eLBs3AwuzzXA21cLvVklZ/S9XiKDqWhIcDy0RYVMjY+KGsfK5DrRI87tl+yVYHl0u16ovPSXj/32XyvEGkQhME6vkPL9ijAhJE6u6n5+aIhF4dzbCv9bLOH3PdBn7HSzZK77S/94i163PXKn51ybFqoNyTbtiiDT9QUtjvVzZBn9ZD5f0k8+TcAA0KW3nLEcDWZg0eRZlue82XGwEAaMLNHdfE6cuLU3w8mzN3BrF1H6KIFLEbLnO1KWkjDJXdjjIfQ9ulcwhW8m4+f2arhuS92+Cd0yVcbm5TubeSweKBc596yz8KM68mhhTqyMcL3VOM6oNhlMl0rCp3mZC2QWhpp40SkFZImJ/q01P28KGiwTbYU+TbKZV5EkcFbNlbbFgmJS39yRuzqmRtcZTu7pWLj22Q+LEz8wXUfEtUyTDsjkj67jrRsnjgvZmoJ0FVZDkoLuflUajG3t477b215vSTxoepwIRb98+VTYDt9RJxdNVQ2XDfleTbNr7ocRlHZuLb5woFUWvGS+i54yB8O+tud9z+gDwAkkyeHS7xLFH2iRWXHFAyvnHV0hCwtY6WH2ovaHqDDk/j++Q14m0rAN2NsIDm+G2OZJZeqBF1tGTq2HxHln7eaEkD3UwqUoE3K88k63AfHQ7lCcVt8yAx3fKufnXZrhneu/zs318pxCD4aLnvBdVt2/fzpe+9CUWLFjALbfcQm1t9qqaSCS46aab+OlPf8onPvEJ3vWud7Fq1Sp++ctf8rnPfe4cHvW5wbYVW+sVKw9KKe2BFlk85eoQ/OrxmjxX85f1qsui/qZxUuLXOQu0Mk9EjZ2NcvGf1k9E0M68YoyIMI/vkAmtIS2TYYe36PojXUXO2y6T7LgfLxWj7w7WHpaMuzk1UJLQJCKP2+fEuOtphR9Jl8TKfPj0Y+JTOL5SFnt/WCM+N2+cJJPh/KEicizaK5PNjAEiFP11A7xlsnR33NskwnNTRszEOzLP/rhOJsxFe7Nl0mG7IfvrJkiWX2dGlUnZy+4mEbN/skwmv1xT2K5GyQbc3yLdKL/wpCxqLx8iGUGpQLw3mzPyngop02zxYECRCLvP7OreWXPVQfmuj+2xMHewZL9OrARV0lPxtOFsYFkWe4/Z+f7DGnj7NNnF71eQzRAFEUxbffl9dfYdBvE7fGqXCK+/OyKB1k3jRCS9fHC2EVoHc2skk3rlAREZXSu3hcaWehFQXzFGfs9P7+oqqIL8gn61UjI6HUt+m5f0l/HSmWEl8vv7+CPZgG9rvRzbuy4RcfMNkyRwf88MGdu1KbmGdAiqAK+bCF97VrK2/7RWGuvsbJBNiQe2ZM9ZfVqyZ2cPkkXB4GIRX9cdhhvGiPA7p0b+Fu2R950xQETZe9dkPa0Ot0kQfOy1s0MzOtwGzRnFiFLJEg8iOeaPPqy469reLRg2tjfNGl2uCT2Nr3o3TU35wIVj8Wd4gegwxAnbqOrYPMsAChJugtBxuPtZxb5mGXtvmQJbnu6eUT17kCwiVx2UrJYjbVIhkqvC4+cr4PNXSUbNW6dIV+PVnTYlNtUqqvNtPnl5Hla6tfsLGAx9nP2tFq2BxaDCHryyLgLKE5p9rX27iZLhzJOx4vxmtcUdcyXTM+2LEHnfekmEuWGMVC4+t6fr864aKvFqWTK3FVQ6kESAQUWyjiqKy5ryr+uzcd5tl2WFxmPp6CGS7+b29p81SOLKmqLsbUfa4GvPSeJKTZHMeU/ulASUhCOJQg9tk+MeUCgx765GEZDfMU0EzrdNzb3ezXPFCqokDn9ZIULtn9Z1nUPXH4HRZbImnT5ArAnKkhJHfv/57OP+sVGyWr+9qH2d/LTE/DXFYpv1lafhlhnwwEKZyy/pL8kJe5vFWu8bz3W3tKtNSf+Tq4Zm1/LPNygqxsORdd3Pn7KhZKjGM1mqBkOvnPei6n/+8x983+ehhx7ioYce6nLfjTfeyF133cVPf/pTvvjFL3LjjTdSWVnJHXfcwY033niOjvjMY1mKwImTCm28EPJdTVx7hGHE4GLNg9sUaw+Lp8uNY0VoeHa3LP6L4vCacZppVT5H2pwugmpH6cO3F3V9v4KYeIsqRAR9wyS4apiIFa4lO2kFMRFfOprnXDpQPBx74j9b4dphXQXVDlYdksVeaTzEa/UY4Ibcc22ctYcV5XnwxA7pSpwJu092D24Vo/LPPC7i5ZRq2ZF8aKtMQq8ZLyUnrxonE3hdqvui0wtlQv7IXBFev7NYbn90u2QC/r957V50nmSZtvnws2UiFFXk9yyogkzGmVB2Z+O2fEdrDslx9yuQLpEPbZNS7bdPhTYPvEjee3OdTMpvnCTn7b5Ok2MQyaTdeSe3pkhE539tgpvGct74m50XuDHSOKR8RcLRJFSAFXj0lqwVRbpb9vj+FhlTN40Tof+PazRL9klmdnlSxtfrJsDsQZqHtinSAVwzTMbaxiOyU/2SkfLvp3ZJMFaVL4HjusPyO5xQKb/XuvZmcgtGSLZlTyzZK685vBS+/HTux2jkPadUyzi4ephspHT8/uK2bOz8elX3gE8jpf6fuwq+t1jG4o+XyibL9P4i1DqWlEANbG840JCRa9i7pkvWwaoesnGf2y2lZg9vlW6vHWyvlyD+R0tlk2hqP7kuPLJdbAVuGCuZ4h0s3S/Ba4eoeulAyVIdX6F5zQSFpWQMPrxdMmLnDZbrYG9jH2Sczh+iiYWygM9zdY+N/BSSLWKShwy9oTVYXhpbKT42J8G+VpvVh6AupfjSNbLxsPqgzNHXjYZBhXKteMMk2Xy4aRx86rGeX3/VQcmwjtldBdUOWjxYsl9x2cAC/DAijk+QMT9aw/nBxnobW2n651288VF5ImJjg0uk+35zRMOZwXEsVtYqPjBLNpkXt9tNfWyelLU/vUsyJm+dKWX0Kw5KEsf4ShEpW31Y0Ut5+dL94ik/fYAkj5QmxK7sp8vlfSLd3eu/M22+POdYUXVwscTKVw6FX62AN0/tmlSwrzmbGHD1MHhwm8TQ+a7YUg0qhl0NUoHV0Yi4NCEZpnvbLacu6S9rsDZfqp3m1Mg4+c5iWavtacq9KbmpTmL8YaXSF+CGMbKp3pntDSKsfnq+bObvaZLPVJyAHzwPrxybtcwCqUycNUg8aetSXa0COrOqvensI9tF1H5gD3zmzdD0JfA6J0oomH5rROhevJtKBsOJct6Lqrfeeiu33nprr4+ZPHky995771k6onOLZSna7Dy+udA62j3RVvDSkQleMixgYqUs0h/dLiX9Lxou4uV1oyDSmnwnIhZmUJFm/ZGuP49ZA8UzsDMFMXj9RGmYdMNYyfT8zSoREoaWyHtfOlDKFZKuiCmjy0XQW91D8xqQyWlwDF4zHO7b1l2IeHQHDJxk48ZcQs/HDduYXmaRSMZ4bEfPqVttvghRI8tEfOmc3TeoSBrg/GmdTOD7W3p8GTIhfOURKYt8+9RsF8vHd4hw84kroCwhO4t5rmQFHW5t97as7irQdOBYMlm+b6bsjn7uCfjQbOk43pSRTLvt9ZL91uZLZq1S8KlHs8HG/hbJ5r1ulAQIj7b7p06qhiHFmvs3KWYOkDKYpCOi1chSTWk8RJs587QQxfP45WqL5/dlVx+TqyzeNc3B8dp6FFa11lTnR5QkrC4eqkfaROy7aVzE2ycFvGGiTRApXBuU1iQczXN7HGYMEGEjZkuAuv6I7Kh/f0m2C/2lAyWg/OembJnQw9uk5PxV4+RxYSS/xVyUJWX8bjgiwXJvFmD1KRkLLx8DX39OfsevGgdlIbjN0LoBbimHtqHwq+1dx1sqkAzT3Y1i19HqS9Zumy8bKi8bJY9J+dlg9Ymdcl3pbW/Aj+R8Tu4nwXOHoHuwVYLgseWwobbrdaF/gXzmzl6srpV9n9FlYidSngelCdnMuefZrk0At9bLuB9cDKPKNJvrcq9MJ1drilQGAmkumIg8bhoX53drun8hVw7RxI2iajhBtNZYmRSDY4oRwx0C5dAW2iwYrnjFaJlj/7EBHtkKr58k14j1h9t9jXupfG7OSCXGsc3ZBhbAm4dBsgn8bYpQg1tq0xK3KCiI44Qe6ZSZdAx9m40NDv3zox7nxIuB8kREECkOpxTVeSZb7eJEMaAIvr24a3XStxZJnOkoSdBZtl/WijVFsv64f5PEXfNqJKmkJxxLrNc+/ZjMRQqxTfrk5fClp2WN01MmKkBVvuZDl8n6bfl+xbgKERcHtmehVuRp3j1Dke+KCLrsGIG3PAnXj5Lkgg1HRCgO2qsBf7j02PeCX6yQGNuxZH33nulSUZZot87bVifVmzeNE2u8nnhypxzjNe22VodyWLhtqoVPPirZsq8cI3F6my8i9CPbJN7voM2HocWyDmjtZXrVQFEEnxgKR+Lwiy1w3yF47Wfg0EpoXQfxShhxjUblZQgIen4xg8EAXACiqqErvpPgzmM6RYca7t+sKI7bXDHA45OXK7620GJHA/x4mUwA14+KWDA0RGXShIj/askxHip5bveGOVcNlUlz9SG54H9wtgivBS5Mbe8IubcJRlfAhsNw+1wprW3MSDbYzmN27xQywVw1ALb9L/TPh/9ZAN9e0/VxWkv2yyX9YrjtwkIYRvhewKUDHRbtzS1aTKoS0fGlI0WoXLhHhJV5gyWrbtFeOebiuOxGHltGD+3dHOMy4X53CXz5GhFkOgSaK4eKX+rTuzQTKxXfWyL33zpDxLEPzpbS6bpO/WUsBf81U1773jVSFj24WLJPj7UT+MsG6VS5YLjmGwtVzt3b/9ss5dePbYeJVZrhJRon8rh2WIxndlv8c6N8tquHaq4bGWF7aVP4fzpwY/z6GEEVYNUhxY+XWdw6NY7ye+4QFwvSfGJeHl99zjqapa2AeYM1Vw2OiDIZYkAM6IhxLGzCyOa+dfKec2tEcB9YKEFfh6AKUrL09mmyM71wN+xplozRijz5bYIEm5fVyG+ogzxXSp20FqEl7sjf0JLcHVfzXRlPqw/J9SXT7k31mamw4bvQtDv72HgxvP82+Oa2rpnpWksp8spO2eYPbJbs7W8vEmF1Tk1XweevGyQjvCeGl7Zn5aYk63VJJyHoZ8tlDC4YIaJqGEnWxMBC+MGSrq8zb7Bsyrx1imTwf+oxOY6PzBH7jZYcweyqg2LP8c5pmk8+proJ0nNrNIWWD3521RAGAXP62xTGHf64Vq7r+S5cPzri8kERZIwoZTg5okiTSfuAjxPL46EdNrMHiYjaIYx+9VlZJO5qlA2EYzsVd2Zaf2jJdN347F8A7xsKa78KmfbN3Y1A6WgY/1+KhgjWHooxudolqbObCAZDXyKMYEuDzbTKi3vzqiIpk9WeFpvqPDNWL0aiKCLtd7d7avPhu4thziCJh1KBJJBsq5dYqyNTMu7Ipn7nzenOzB4kr93RPyCIRHCM23DPAvn3jWPhNzmqqEaUQkUS4mGKBcMS3DhWsaw9sUBrqT763xWK/S2SPPO+S0X4fXJne2+AflLF9Z3FkrRSkQe/WiUb+7fP6fpepQnxX+2wqwsi+PlyidML4/K6141uF4jnw5HW3quTNJCw5X0/8Qj8v8vltTo/RyHz7PgKWTv3y5f5eMMRSRLozMQqWYu+ZrxYV/VEZR5ktsO6b0NBf7jj/bAqAz/eCl4SBs2XdnaDigMc34x5g+FEMKLqBYRSin2t3TtFd/D3TRaXDnCosFJ8/oo4zb6FF4o3aTzy0F72whmGEWMr9NGmSZaSi7UfdRVpRpWLqApSojCgEG6dLhf7f26SXbwrh4iBuQY++3j7sQIfu1x2MpvbdYE5NTB/iEzEbRoG3gThVlA7ZNLsbEVw6UB5TT9StKl88l1NLMqgbIuy9q7px2aaupb43HSU7A8qEuFnUJE0j/rQf+QzTqqSXde3TpVgobP4YSkJHGLtWQtBJMHD+ErJxr1muOzQ2hasP6x40Qgp2x9UJP6xbT786HnxB9rZKCXaJQlpqvXwNhFvPnyZHOMNYyXLsDNxWzJ+mzJS9r/3mACnA418pltmwKQqDW2taKDUDnnx0BjXDLWwlW4vxQyMoHqayOCwZF9uQX/NYUVKO+TRs6gaRZoC2vjEnDitoU0qgJK4Jk7Qo4DmeSFXDtX8e6u877L94i+aH5OyIJCs5PdMFy+lX6+UoGvu4KxvcWc/4xUHZJysOCBBrkIsM/6wpusmyLL9ImDe9XQ2AMx3Zfc8Pyb+q1cPk9/3S0ZChQW7f9dVUAXINML6b8Eb/we+0b6BELdl42LmQBmDHfiRXI8yoQiomVA8rcqT8tlafRE0R5XJhkRnFBKU/3KlPObdl3QVVb0Qlu6TLIQRpTBzgGT1/uGYDZ2xFZqJVYqmjIzZjjFYnS+f+/ljMiAUIrz6kWwovWGMz5evdvnbRsXaw4qiuGQfjC0NIdP1t2FZisjPMK3EZ/wVcUKtsGm3c+ktfdBgOAFc7ZEJEjSkFUs7jYXGjGRbjyyT8XvzZJm7j93AG1Yi2TCDiuFSnRVlbx4G676eFVTtOIx+B4QD4LlDkJ8PE6sVv12tuHJIglGFKXRgfs+GvsWeFot0qBhUcPGW/oM0qC1wI/a0WEyvOtdHYzgXWJbFprrc942vhHlD4JuLZLNZIUkzH7pMSu7HVcq/E46Ihw9v6/r88qT0jYgiqXzccETK5oeXiqWAH8EdD8m66Y2TRJht82U9NnMAvHGSJu63EThxGj3raGYriHBaGIP/mSXrqT1NkvX5ySvaqyktscL6y3o5viHF8OSurBe/rbomzYytEKupY9FkE3VePFLWvt94TjbS59TkLv8HOf6nd0FpUhOheGaXnIPfr8m+/3/NlHXmT5fBW6bKsS3aI8c1bzDcmC/rSqu9MvTLT0vM+d4ZIlbnypR943DY97/y/1v2w65fwKz/zibxbK2HywZpXEKzPjQYThAjql5A2LZidw8XbhAhIYgUThRheylKQLrTeLl30uJhhg/OSvCNRRYvGyVZj1e1l5Snc2xcKaQM4ntLumacba6FT80XMaMDjZRPvH+WvG7choHFXQUagGmV8JpSWGBlRdUx5SJm/ngp3DFH8fHHFENL4NbpSbYcgC31irdNlazTZ3aJWDK5WjLb/rpeJn+QyXVPk4grz+6R9119SP5GlMnEf8dcEY86mlbNGCD+pmWjshNtiye7gg1pmWwf2CzZqMUJmfhfMUYm9Q5D8BZPMuX+vkHE1gMtIkh3fO5/bJQgJM/NdgkfVCSl0yDllqPK5Yy7Vs+eOQUx2VXdUqsYXFJAEGpcS5PEJ0JxJGXRlIkzoDBOnhX0mkFpODHaAtVrANLqQd5xygijSGNHaYqAIosT8swsUB5vmRznV6sUqSDbSOlge2D4rktkk2Nbp42JrfVSOvTGSV1FVY3YWdwxVyw6mj0ZE8dmlR9ukzHy2Svhd6vltT8wW+w/OgeQriX+wwM0PLGSnKRqodxvLwGLJCt2Y60EeMd6rnYuw3x4m2yM3DIDfrtKjvE3q+Cjc8Vi4+FtIrSOKZdx+NiO7M5+rnLOCZXiMbW5Tsb5O6aJsLRkn2Q8zBoI4ys1WsPz+xR7m0VIfsc0GeuZQK6DIP+9fjRMqJLvIc8VwTa0HJTWvH4C6CjCJqKy2KW+PkOAWHpEboKWwOZAC5QkocyOiAVpovaTYeQnw+kg8gNuGBOxt8XCUt2rHrbUyd9/z5SGVL9dJdeKhCMVGZOq4TuLZMF81TCxydjZAIWpbAa7smDyR+BXh2HDquxr20o2fxSKwEliOxFeCHF8tH8CFz2D4QyzscHBtTTVF7GfageVSc3uZvtcH4bhHKG1piLZUZgv2EpEu5ePgeX7wW8PTDTSz2JbvYiXf9sg1Q93Xg2Di+ADs2R91upJIsugImhKSxl75yZXColPY5asZ772nPSs+OAsiDkSW+5sgP3NmsExTYDFT5Z23/xr9qQC8MUjJKbsaB6aCbq+3/T+Eus+uDV72/L94hH7n63Zz3Zsw9/OWEqW1T9bLmvP36+RCqZciT5DisVSa+l+GBLJiz6xU9Z6n79SKqbGVEhyxMK9knDzp7UctfYDiVWHlch9IE1iIy3r0cOtUrk2qEj6hjRm5LGvHQKZx6FhR/Z16jZCutPr2gpuHKshMHOxwXCiGFH1AiKKNIOKZCKaUQ1XVcpktC8N/9orYp6jTnzPSYchIwrSfG1BnFRo8fFHpHzi9jlyYd9YC2sPiT/N0v2ywFpzqHtzqaEl8rhj2dcsE+1bJsPIUvjoo90fs/wwjC+G8aWSPTanRjJnfrRUJiwvyk68X3xKsr6uHQ53PyM7du+ZLuLJplopGR5bIb6kHQwploVgW6d5QyFdG9cckh3MydUiqNal5HVDLSblHd6Yo8rhi09my5AT7aPqxSPE3HzJPrh0gJyflQfFt3VjrZyng63SLfMjcyUg6eiWXpaApoymKK4oScAbJoopeVMn3XNytTzvK093DyIsJSUse5rgQIvih0shFYgIe81wiwmVim8uzD7vkn4u75hioTIpDKdO0pETOqIUXtYfih1oDuDfB2BjnWQynglrIhX4zKqCKQtcVhxUpHwYVgzOcMWRNsmq7CyodrC3WUT9K4fA4+1+yeMr4BVjpVlVEIkw+M2F3Z8L8tseViICy3tnwJ/Xd9+R9yMZ53df1ftnCFtlzL5kpGSM/n1j1/vjtmyMoCX4XX5ArgHpQETg60fD28tE5AwjyQAYWCTP29UIP1mWtS8ZUdo9yzvhyNjsXyiBqh/JdaYiT7LXlYLNtZrJZR62DnnFmDy+u1jx35fKudrdJAHs7EESGN8yQ0Tpuzo180o6iltm2DyyTa4vMwZo3jypa4QexvL43vMWG2qzt5clLT42N48C2o4KqwbD6cDx2hhcmMesQRbP7s69WhxSLBUqYyokC8cLJfvlnmdkkbl4r8zNLxohHaF1p2zt6unwTBo2HJPlFGrJHPrYPPj5csVN422K4vDYTov5Q2LYkY8KfcLeupMYDGeQjfU2A/OjXkWUi4WqZMSaWhutZS40XFyEYcS4TtWLNUWSRLN4r3jmJx3JNr25WKyO9reIILlkn8SYGqn8mdZPejlM6QfVBVkLtquHdRU4QZ7z29WyhvyvmZKdef8mee8HOjU6vm22/CaPtIn9QC621mcTU0DWgdMHZP/dsVH41We7Pi8TytyW54qwuvaQWGg9kyNbFeSxzZ7MkR38aCncMl1i8Of3yfps1iARWn+0VATMa4ZlH/+X9bDmoFhzFSckQ3VEu5VeZ0H16GdpkHP8xE6531KSRJDfLkSPr5TvakQeHFoEe78FbYe7v07QHh8PLYF3To0o0Olem+saDIauGFH1AiKKNAMKIj59iUXr07D7ZxCkoKgG3vd6aCqPpGz0JF5TByFx1cYhPx9QbG+QXcc3T5FGNLYSkXNTrWSMdd7h6yBm585sBZmwtjXAgR7K2AH+vRemtHfPfnxH10kljKSx05r2jLpmT3b+ypIyQXeepB0LXj5ayolLE1L+PK4Cntgh3jf7muU4a4qk9HhqPymBXnGg6/GMKZedSI1ktjVnuvo6vny0iLRV+dns2sX7YP5Qed8wkh1WkEnTD6VMpCPjtCwJH5ytGZwIuWGMRXmexXcXdzdoX3VQ3mPeYJlMO/Oa8TKBH2jJ7rCCvMe/tyhq20SE6hCulh1Q9C+wuX6oQ2T87U6ZBAG3T7VIblfs/C4cqIVECdz0cgimapLqDJ7bwCeBz7wq+XGFfsTwoiQLhts9egyDlEe9cZIEmI4lv6kjbbJZ4FoyvnsavyAZq6kAaopzl0WBBJg7m6BgALTsy/2YyoFQVgdrD8pGzeM7spnaVw4VsfKZXbLRMbhYMhb+ul6OuSENT++EiZUSRB5oEZH3X5u7i7wKKWfecETGWiYQv6obx0JtmwhDT+3MZo4faZMMV4AvXCk794GGMSUBN092WH9YHb0mLdorGb6tvmzCHBt4pwK5/tw+RzIiluxT7G5SfPZKOS7lxvjd2q6CKshrffkZi89ensD2zMaH4fShNZBu47Xj8ll7SB0dcx3MHyJzSUNaLDdyEWpZGH93sSzIPtBpgVh5Ffy0h+tCpCW7/PoxMh6q82HOYMW/tyq2N8S5eliM0aURdi8N/gyGM4EfwdZGm1nVJlMLoDovZNFBl9q0as9YNFxsJMIMd8xJ8J3FFm+ZAt9Y2DUhZecq2YC+cqjEOh+dJ+uUoSWyFnpoK8weCO+fLeLo8/ukTP2WGfCzZT2/79O75PUmVYFTL2vKDhQwqEij/Z4F1Q46W7lV5Mm/OxpXvXy0iJed13KjyiTuvPsZWX9+9krY3yzPnTmgq30UiE/ptcO7WuSBJMPc86ysHWcOlKSAny7ramnnhTC0WJN0FdePlphvU52sUd8yRZqyLt7b+zl66xRZxxYnJLt1V6OsBf+0TuLm786Czb/K/XzLgeoKzddqIuJWiB14RGZD02A4KYyoeoGR72k2/lpzeF12Ud60G1bdA3P/n4KSk79Iai2eSh3MrRERsLZ9bd+/QLxzwii3jcDuJskw6yh/P5aCmJQp5KIyTzJjAiX+OkEkk02rLxloCUd2KDt3P/zFCikrfGKHiBxBJBmqr58IB5okyzSIZIL61yY55v0t4gf78DYRkL76Iplkw0gWex2MKRchdFu9+CBePgS+/FT2WF81DoaVivF4Sz3cPgbaIlhcL2XJ750Jj7WXdAwslIDip8cEE3Up+OKTiruuUczqH7KpQdHq5xbFntgBX7pGAoMt9eJNNKdGmnENLpZd3lws2SeiVOdswIe3K1403MUxXR5PGSeMyF8F6+7N3pZugM2/hlHXQ+xl0Rnv1x4EEUopglgeT+5STKpWLOolGNNIie+f1kkZ+6I92axVgOtGSTC74mDu588ckPX57S0Gq8/AkAVwaAlUvxRUHqgAjjwGQQbScbh/iwTJ7y8U4fFAi3hrpfyuGZ8ba0V0vW2ONIV76UgRQz/9WNaj+ZcrxV5k0R4RN71QriE3jhVLj0v6w6hyTVVSE3c0aw9b/HCp4tIBEuT/emV2IyPpwDumacocD90+PJSXZka/PD7/VDbCDyLxtrpjbtfj7fL9RHK+h5dmNz72NMHguCKDw8I9ucd6XQrqMhaVJkvIcAbIJ80Xr8njud0Rz++zyHc11wyXOSXP1TRlFKzN/eMbWiLNO0DK/le0QOUkOLwalNv7YvdIm2Q0rW3PnInbMvaHlsCAQkVLYJEXLyAPDy/de2M2p93TIzi2C5zBcJLsaLLxI0VNgTFbAY5aIOxstqlImhjxYiQKQ2oSab58TYLfrVG05ViXrD4kVjAL97THaJdJVQ5IfPjlp+HuBZpXj5NmnZYl9mhNmW4vdZSmjAiF966VUvrOzXtvGhcRi3y01gwoVN2aPHUwsFASBm5rL5OvyINDLTBgssSTv14J75kGO/ZDiwvleRJzdVT0LT8gguk3Fkoy0VunSiLCc7tlzTi1n9jDfeVp+OBluT/HxlpJQhhV1lVQHVgo8+DtcxS7muQ9O2e6jq2AN0/OepbnQiP3P7i163x72yy4Zy4srYV9IQy8DPY+1/35I16iUfE0ifakGjODGgwnjxFVLyCUgkyd3UVQ7czKXyrmfDxGaPXQyaoXimIRpYn27tOxrKAKIki2eFJOMaeme3fHNl+yXMZXym5ZZywlZfH7m8XXtDOTq8XL5s/rRZBUyGM/MFu6LV47HO5bJ2Jo0s0+rz4tZYlzaqTBTnWBZKNpDT88RsCszpfmUtX5UuK/qVYmvj1NMLBAhJfrRsvzY7aU65ckxNx8zSH43+UislblS2bDQ1vlfcb7sOV70HoQlA1jZ8HlL4dvPi+ZpRVJePtUKVvORSaElQct5lZ7NGd6HqZ+JOd/f4t4E42vkEy9VCA7nL2tLZszdPFkzYTtnrs9P8VwHKxMjA1/yT3+tvyfYtg1LsTOfOZL4Cb4yrM2e5vFi+na4V19Uzsza6DYUgwqkt9uZ0EVJDB+/ywRPY717x1aIkGxUrKpUJHXvRtpB9UFUHoZ7BwOX98sgXLchgXzYcEIeHCHPE4D31okv9+XjZLM8Y881P31/Ah+uQLumCPN2LY1qKOCKsh15552G5D/nimvkwklWE26Yqfx4Vkax2sDFeOxHdnSxpKEZK/7ETSm5bbBRZGou51QOsILu/rM1aZEKO2pYSBIRmxRPPvvDYdh6GBFxu+9U2x9CqoLlLEAMJx2okhTlQ9XDsgwp5+FhcbSIWGo0WlNsZtgcpXDqkNdr28K2Uz8dSe/5Hu3w9ffA5v/Aun9Yh9wrCdzB8NLZWHaQVFcYowHtojYqlHUFMGbJsUYVBQjQhNXEXgeURShtSayXVLEWHlQKj+mVEORY3zCDafOxnqbhK2pNFmZgCRWFMcitjXaTK8yourFig5DtB2xZJ9DYUwE1BGl2UacS/eL7dGoMhEi/3eFNN3tYGQZpAPF4n2yud3mS2n8uMqeMzHHVMhrt3iyZjzUKgkuLxulGVEcQUbispgKuXKoc7SyqIOaIklo+e0qWNO+Bh1RKvPWE1uzsfFv18D1DVA6XXP3IsWxvUC31YvAueGIrEHLk9kKrw1HZB3YmJFknLk1uS0CXj1eGiGDPO/dl8h67ZldEvN2rlrsYMMRsR2YU9M9C7aDWQOlYrFDUI3b8KbJoC1YeBjyLagoAet1kCjRbH9YEfngJGHUyyJqrgrxIjOuDYYXwnFaphjOJ2zbonZjz/e37IfIO7Wv3CXiI3M0eW5nm3KhKC4T4982yIRTnd/9+Yv3SmnCK8dIab2tpFT3I3MkW7Q4IYJMB0lHBJVvLsw2vNBIKcl3F4spd74rmaiL94pQ2Rk/kgnmGwvFyHzVAU1wTP3gi0bIBPfMLnncXU+Lz88t00VE8VphSjHk2fJ6SRdGl0lm6mcfFxF47WH49xbZqfzDarhiCIy24JlPi6AKoEPY/yxs/y68baSUSCulce3uxuWd2VbfLuYU9xzUF8ZE8F1+QLJsC+P6aKl2ntvj047e31l0LUmAY5kFxAvBb5VAJRc6gnTjmU8ztG2LjXXWUc/QPU3yOxlW0v2xAwvFR3RTrQSBj2zv/pjW9rH9qfmyyWAryS5/6Uh43QT41kL4wRIR/F4/IfcxjSqT3f5n9sMv1mSzEjIh3L8Nfr8OCuNdn7OnCfrlaw606h6bse1vgX0t8I+Nij1N3X+7oRYLkG8shCAQQXV/M2yq1dw2O6JIpdFao1GUJsSjGOBrz8LHH5HP7drw6DYJlI/FJWDmgO7ve6hVAvmeGFqS7S4LEoxrrUk4Egz3RL8CjKBqOKNEYQS+R+T7BIGIlgCWn+aWaZrXjdKysahkE+/2OWIhcrjTZspN42BdClZMhfhouHli7vcaWCjxRGfLgVtmyGbIsv3ZDYbdTXD3s4r9LYpl+yx+t9ahTidJu/kEsXye2BfnIw9b/Ga1xb3rLD7+mMVv1rnoWOJMnCLDRcCGeoeawtD4h3ZiQH7ElkbTrMog67f/vlTWKd9cKOX7JQlZ0yXdbIPRQ62yRlSIn+qrx8saaHS5rEE6skFfOSZ3A6iShFTddYiJfiSx59gK+PVKha+zT3KDDFcP07x9qmzyW0ri3v+ZJX0vOgRVkEzRby6EG8dl7djWHQGnHxTm0U1QBbFSu2mcvDbIBvqDW6XZ8otHSrxYGJd4emKVVEdWtB/HiFJp0LW5VrJAFZJ9+vQuqa5s8WBXU8+Nh/+8XtanueLKoSViZdVhdaWA910qNlZffw7+vAn+vBV2NMNmD3Zfqpj6Bc38uzVXfSVi0IIMnjr5ZCuDwdAVk5R2AaG1Jt7LQl7ZYJ1CPKRjCf6yyaE4obj9MtldG1Ao3i3Q3qU+LQugHyyRRdHOBhE7XVsaMRXEpDR3dLlMNJX5UBWH3a2y05kOZML5x0bZ6Zw3WETCXOXETRnZtXtml/x7b7PYAExpbwTVmXk1mnEVmkmlPq3apUMSHlUmk9P3lmQfW5+GP64VcemmcfC5J2BeP5i0B4ZNgdCB36yG98yAupSmMQU1JYriuOw8vu9S2L4P1v8ECvqDHRMhO2zPnmveC5PSms9cHuJGPsQSDChU7MlhPA4wolQThhHl8YhBRVbOx716vGZkqebLV0G+G+EQ8p4pLoMtC7tOdnM31nZ/XnW+BBKvGCMT8YoD8NrxEYnIM8X/LwDrOFdUJ35my2pcy0V5MQZFFjePhP/bK0HrT5eJ93DClTGlO/6QZjEgY7Shh7hq/RHJrhxXAZcPzjaq+fcWeY1UAHVpGFIkzeH+tkGC6ZgtTbCm9hdR8p+bcr/+wr3wyrGy4bK/RSxFJpTBzjpFL/sOgFx/Fu+Dd07r+TFFccjsgPwymFCpmVTmoQLvqE+jHQW8fIzDXU+rLln4z++Ta82n52sShN3GRuQHvHy0ZtFe1cXz+JHt8Nrxmm8v7r5KKElIANwhqroWjCkFAouE5fHy0XH+usFi+gA5D00Z2TyqKdQU2KGpyzKcM5TXyoKB+YzPKCwXgkbIj6Sx4pBiydy5frQ0kKzKE5/lVQehyhW7mV+vlPnaVjLHz6mB7yzOvn5NkVw3cmV5R1rigzdMhF+vgjWHFO+cBgUxxZPHZNdPqIRLBiiaQoeCeD55ZMhkAixLoZRqz3A9s+fKcP6SCmBnk8WVg4yfamcG5Ic8uidGKpDEB8PFSQyfG8ba3PmUOpqYkQqkW/3GWqkM+vRj2ceXJeGLV8t9dSnZhHtgC7xpkthL7WqUDeUPX6b4y3oRPBXidf+SkVmLtNKEWMX9elX2tQ+0KIbEJZ4Nw4iSeMjocpvrR0vj4nwHWj1Zl7b5Unm1oT0z1Y/EQu2yGjmmghiUDNfsbJFY99jqrhZPbnvPdInL9jdLY9O4I2vH3U2yKV6RJxv5I8tkjVUYk/Xyb1bJ8142Cr50NbT4mtXtlR9lSUj14m6TCWWNf+t0OT9P7FQoBVcP0wwthi88mY01p/WXqtDNnZpD/tdMsU3I9hiQx88eCG+a4GCFZuVnMLxQzLR4ARGGmrJRGmVLduSxDJqj0XH/pBbljmOx7IjNIzsUN4yVySzhiHH2158TcaUuJSIrSMbJ3c/AGydKN8ODrSKOdmTNrT4k2Z3vnwUbDsEDWyUTrjwpHqbzBotPaVU+fOmpno+rw/x8S7svzU+WSvOZK4eKsOoomD9EUxoLUOk0GsiLWYwtV2yoVbxohExwuXhmtwg8TRn41064dCps+jlM+qCUtWyvh8/Oh8IKnx+ujLFsvyzihpbAnHLgFtiWhtYARhdCuFXMwXUIdes1NUM9fD+kwEnx2vFJvr6wu/ASt2FKtSbwImyV5o7LkvxilcXy/Uo+iyteQtMrA5SXIQbggaVsxqdiPHMXuEl428fg25muGbGlCfjQbM2/t0iDnVHl8OVrNUV2SJBre9Zwwlh5IYUDLZpzlDEly8HJj+jdFfAU39dSOF6Sdfda7F2k0CGUjoTb3wD3HoEjGXAdaQ6w4kC2ydorxkgA2OxJZuiosq7+xJ2pzpey/J7YXg8bj0jmwstHi5CpgZK4dFR9z4zeG15tb5Cs9YQju/djLofvrYQPzuZox9ljqcyTjPXGjNgXFMfp1mgH4OVDINECsRawI3DzbKK4TRDK7z2KItYd6Wpr0kEqkED8xuG5L5yJIMWdVyX512bFkn2KmA1XDYkYVQbvm6n59Srr6DGNKdfcNF4dXSTEbfjARFj/HRg+P07xuDRXD4mY1l/x6HbF6kNybfzALM2AAo2dSfdqD2AwnEm0Bt9qY8CQJPWbFI3rFNRqXjNfkx4FkRLRcm8TfPRhRdIRG5+NRyST9b9nSnVE0pUNnJ8tk4VqBzXFsPJAz++/uU6uAyUJGau7moAIPjYJGhvEv1WVworDIuA2e4rShOKVYxNc0h+21WsOtcKIMiiPR9h+yoirhm5sanCIUAw2fqpdGFgQoVFsbbSZWG7OzcVKqC3+uiG3vdiuRtkwzo9BJiXrjbo26d9wWY1U2wSRrB3/d4WI86PKFKPLNT9fLpms7ywRG6l1h6UcPhVIDPiWKbJhX5aEG2tgSAxKUwrXShLFPYIwxMqkaIsK+N8VstF+qFX6eTRlJD58yUgplf9lu13N5jqpWiyMwXUjoRnF95aIzVxJQja0Iy2x2jXDJV7+2TKJZ5/YIeu+7y/JNuzKhLKm7V8g3vlb6rqen5eOFOu49Ue6ViWNKoQRyZ7PeXU++NsUu+6D4kq47S0R2glwtE+blSDS2Re7bFBXa7nxlfI5j23aCrBwr+KaYTYDXXW0KsVgMJwaRlS9wAhjGWZ/KMHCr1voThNe4QAY/5qITE+1yT3gqRh/2yi1EQdbpAzjiZ0Qrpeyv+X7xSvNUlIav6l9AtneIBmtT+3q/povHw0Ld0t2Wge1KfjFSnjLJBibBw6a4rjq0by8oyTk6OfWMknmu1IW8oZhsOOnUP1Oja/A0S7N62zeNkjxayU7i7nElw621sl71KdheQP0t8FKwRcnQ+ogOPtAlVm8ZHjEsv0WI8ugNAn7AvjB6mzpC8DUSnj17bDyK5Asz/ohBkHI8EKPN09yuXedddSYvDIPPjgrIh6miZDdScdr450TY2QmOviRoiBuEQs9vEzX79P24yz8uohqXgusvRtueRtkhsFBXzOgUjLjvrFQcbC9scjWenhih+Jz820KlJlYXwihk2HWB2ye/IKF15y93UnCZbdHhLE0nIG1iOMneerzNqlOWcn1W6DhS/D6T0NLqZQ6dc6mXHtYAr6PXy6B6vBS2ZRYcaC7gFkYgzxLxldrD5eQsqRkdu5shJ8tz94+rZ+URuUdZ7bJdyUA9iP5jdamRIR9aqd4cv15fdfHWwreNRWc3fDlSVAQRHzqCsU3FmatD2wFLx0Ks6th5W+gcSeAws1zmPgmm4opHr7yCJXN4r0913ku26+4brhFrkT/KIqIea3cNNLhFSPlQ8a0T5gOmVhs8/krYqRChWuJYNzYaHHdAEWhC1Uadv8G6jZA7RrFS74V41Ba8fkn1dEysG31sGSf4p1T4ZIKR3wMDIZzRBRpPLuNoomK0ik2Wms8P8TKiJ+UUjC0MMld19g8vkOxtQEG5MOrx8icG3Nk07NfgWxe/mhp9rVbPdkc6Yni9jLSjs2ZNYfg5mJY9EkIUjDqtfD8UHiwk41JfRp+sUJRl4IZAxRfWyi3Dy1WfHh2HnamBxNow0XLhjqbknhEcdzEQp0piWkK3YiN9Y4RVS9iIss5mmGZi2X7pey+PgXvngJlIVTE4FcrJQHno3PAqwNCqNPw2GG5rtemZD6YOUAETC+Uxr81ReJdev8mEWQ/Mgq2/hRWd8Rz+Q4T35iN5/JsuGqoxKIPb8seV2NGsjVfOlISeJ7eJXPKjDK4bILElFYaXjUCvr9YROA75krs2tFTIz+muXGc4juLZG6xLbh6mBxbB/euEWuEP6yR+E2OUuzhxpRLcsKMAaA6melNLAD3sFji7O20dujgjWOh9h9Qv1X+UvWKS/5H46uIhJXm01ck+cYiiyNtsr5t6xSnX9Jf+n30xEPbFO+YYBP6JrY0GF4IRlS9wAh1SP7wNAu+FufQKkVbHVROgPz+EZ6d7r0LSg60UkdL8Zbskwnm6V3iGfPlpyQLpaZITMT/azr8dT08025A/oHZ3UVVhRiSd+4635n7NsDHhkHrcnjFZM33ns89cV8xRFOagP4FqksWZqsPg+Jw8Ak4uFyhMzZWnsI7EGPRNyycJLziRhFAe8O2st0XPS3WCToDyz+V/STxYoe5/0/z1cs0TWsVyRnw8Ue7n+IVh2FMEVRMhLKRYAUOoZL0HOV7zKmOmN4/RrOncCzItyNiUYawk4mj1oDvEccj37Eozc+nvr5rUKsUtB1SBJ2y7TKNsPZbIuolShRln9V8+OHu5zQVwC9WKv57mgv+mcilvDiIIo0qSnHlnQkatikatkPxYCgdpQljacJc6ZYvENu2qFunugiqHegQWlbA+om5xdBMKJnZb58Mdz4tgsYnLpdd7t3tdhMTK+Hm0bDnXnjxDPhLDt9VhXQ/vXdN9/uWH4CbhkKiQTO+QrEuR8OskoSMtw4hsXNm6jO7xW/r/bPEu+pwm5Qav3I0FDbAM/dAmIGqyRaXvg8+OELTqhW+hmQExTFY+Am6iNx+Gyz/ieKyj7jkjQhAafJdTXfHaCGXl/SxRH6A3W4Q0DEywyDEIUUhQASxVB6rPq5IFItdwv7OmQMaGtMWP9ygcvpq/WKlYtKCGK4x6DD0AcJQE+YoGdQadDpFvrK5YVCcBlfh10JiL5TUaNpsha0VdYtg3EzFf8+E362WBer6w/CaCZJZlIurhkE6zF7L8l049JwIqv2mQfl8eOjx3M99YLNkKI0qk6ydHY2KP66zeONYF+2bMm9DlnV1DjUmS7UbSkFNQcS6OpubzvXBGM4ZKpIqhJ422PNjUJWEV/SHI3+GZYvh6jdB+WC4fxes2Qclf4Ha9ZBfBTe/WVOS0LiWxD5L9kncOK2fJMnM6C+Viy0+fHoqrPmyJI104Ldm47nCkRrroAiidz2d+/ge2gYfmi1r2euHgb8Rlv0WUrWgLBgwEz71KrhzlTwWJAYsisPHZyqSGm4bBmhIxyEsEFuCRe2JQo0ZaWJ8+xxNqw/1KalgWnEAvr1Y1ojrj8D/XKp5cpdElgrY9GN430fh74dh8QFJzilPwuuGQ+UR2NUpdq7dqNAZBxLSsLHcTvHpyxM0eRZxpbokOdmq96bFfqQ4foRrMBiOhxFVL0ACHUKsjYrZFkopgiDC6zBQPEksHTK8xGZDrXjn/GuTeIf+brWIGysPStnwO0bDlp/BJXlw7VyIbEik4c0TNL9Zq46+dX4MWnrJEG3zwY/B+t8qpg/XXDE4O+mAXPbfNlXTL+GD7/PRS/LYeEixtBkKLJhbBpnlsP1v8ngdgB25rLxXXiNIwZbfwUhgTBlsrOt2CCQcugQM04olS7flmJLuTCM8dafi0vfB4Wfh8ICeT/F/9sKn3w5rf63oPzNG+fQwW3ocBLgElIFYM0Qnn8yolMLVMawCxWUfhtCHbQ/DkfbsviAFVrmU0/TEuiOKDA7xM1KgfvEQhhGh00bBWEXxBIsoivBCfca8MG3bYv/zPTegC1yx3eiJtYfgmiJ4w3D45RbINME7EhAb0d5EZgWs/rUEsdNnwZZKWNXpd2QruGWGJmHL7vvifV2Ds0uqoXUJrPun4s2fgG+mOJolDSKM3DK9qx3HZTUSxHaIq3/fKBkF8wZLA4DGNIQ7YcsjMOxq2PIAHFqlWPMHzZD5isWfkdcpHCj3ezl2/gHW/t5i1kdjBFGGl4zQ3Y69g5eN0CRabbSTIHK9LhseveHYNpYXI2gTD0rlKJxYtondsWTc3FkKIOdhb7NiWMJkkxv6PqEOCWkjv7+FNVDJdTHSxCOxFRo0Ocn6P8HQKxQfnS1zXjIGDSnNLdMVP17adT6dMQCm9+/qg35VBex+Htw8GPli2F/X8xzsRxCE8jodXnPP7VHcNNYlhhFVDcLhlOJI2mJ2P/ObyMXQopB1O+PUpRVlCTMPXYwkQs01A+EfO3LfP68f1P4LNjwBQXtSzqZfwexPwGMuPLUf3ncTNNwDrYdg2dcUl39K898zI765SGLZoJO4OqNfxBev1mw4orC2WV0E1c6s/YPFZbfF0XsVbmnXisHOBJH8XTsEBtvw7Lez9+kI9i6Cxl3wnvfC11bL7W0+XFOjCXYo1v9I1n8gCSuT3gZvGguvHgkH2jSFeZrSeEQsyKCcJF9coro1vrIU9C/QzB4oJfibWqGsBlbeCXPnw3WzIVIQ1cP+X0HyVdBwjHe47rSnGYYRdthGhW3h6jxeN1xxZ/t8uO5we7bqNnIyf0gEkdmsNxheKEZUvYAJetuaOkHs0OcNE10+84SIDSsPiofqjePaG64kNJlNit0/6SithT2dDMov/YTm6y/SrNuvaGtTjC0C7zjNstx2XWPpnYrXfy/i+lGa9Uek/GJsOcR0higjE0DSi0j/1GbuCMlW27xK/gsQLwY7qdGBTdOurmLJrn/CWz4Od7d2tQGwFbz7kmwpxyXVoHbBuJtg3R+7H6vfCukGyKuUncqeaEyDl4IDK6B+m+KKiTFwuhs4WpbCshRhqE9YOLEshZPKY9lPFEfWy+eMFcLYGyQzdtM/OXpbxmxGnjWiSBNFZyPbRZMo7TnL0gqgKN7z/QUxqFsBqaXwoRugKF+zazns+V73x6/6KrzjLk3DeFh3WFEY10yolOzqMN3GGyfms71BdekE/pJq2P4zEfbXfgX+613QOgx2tUFVAob3h5+uEjGxMCb+Vv0KYNk+KQ/+S/vGQGNGMtgU8L6JUjZfvwXm3C6iKsCuJxXDr4UBl8K+xZIF0bS75zPXtAeUttBaU5UIePFwl/9s6/q5p1ZCv8OKB79uU9DP5pJbbNzqNGEu4+pOODpG4xqXVb+yyLRn/ZaP0cz+IDz/o9zCqh3r9SV7XCQYDH2VMIwIjxkqQRARqlbGXJ/Aq7epfx6SZYqiwZp4gcayLO5ZoNhUK5ubYyukeuRHS2FHg7zGi4aDtUk2TEa8GLY+CCXHSZ/Ls+GyKrg/Jj7SoYZQm0nRkGVdnYOlNINMpmpOBheGWEqzptbhioFGeL4YiaKAy8stVtcrth/j0/mGMVD7H9j1n+7PO/ggzL0CVtfJOu2yD8HCb0lsuPo3FjNvD/jiVfCvzYqDrYqRZZoXDdckozQ6EzKzymXDQ3F6imWbdkPjTsWOx2Do5N4/Q3W+ZlCRYtU3ct/fsh+GN2d9+ssScF0VPHpH154lQQqW/wBmfwgcB4bma+yCVrQneRRJleLzVyb59SrFmsNS8D9zgOb1EzQxv403TYhz+WCbJ3dZzHgjPP952PWg/HXQf7rEqmGntWq8GOyE7paAE4YRymljWEU+n7lc84vViqX74WPzpHn0sbZ3Q4s1w4sjQs8ElwbDC8WIqoZeiSJNhZvhjjlxfr5C/Fp2N8GTOzTvmqYpxmPb+jiNO3NMcgpKKjSe18bs0jye+5nN6j0w8XYRT5pzJESOKYPWDu9EDd5uKKhpZVaFBWhCv+uFXyUCKsZZ7Hi0+/tPfktEFPNQvkNeZVb0BVmIbf4GfOQW2B+DDY3QvwhGl0tXyjZfsm+nDdC4TbD+z4qmPbnPUaoWvCaYkA9P9HAeR5dBQ3tpdKYJoozqMvpsy8L2pGS85QCUDhfLhsBNH/Vg7QnHT/DUnRapTlm3XjOs+jVMvwWKBsmEPOzaCKsCegpIxpRrYqa0+LzD80KGXqnZ+u/c32tRhea6UZql+3Pf/5KBcODP0HYY6r8GV3wSxt0I+5+H8JgxmlcB+W5IwvWornFQaLTvE7QHZPGgjU/NS7CjyWL1IUVFUjMoptickvfONMKar0GsAArKob4J/LdKWe+LRkIUQRWQ2Ql5e6H6Mhg9G/66WfxWhxTBywdC04NQ314i3HmDPQpkPPafBpXjoHaTCKs9kVcBHSnEys9w/QjNlUNcnt0DQaSYlq+wd8O69kyGlgPw1J0W19yVgLyed1FsW5Ha4bLku10ziGs3KhZ+Cy55Fzz3ta7PqZqsyXN1N0uTDiwFg4o02gS/hgsArcGz0qgKqKiSjY1MpCEN/RwFdoxZlQ5BnaJ+j6K1AkaUSkflydVQYcOqH8lrFQ2CPc9B6WEpl8zVcG5wMeQBTSvg05fARxZKE5W4MuPJkGVtrcPA/KhLExlDlrgNg/IjVhw2ourFSqA8Ci2XtxUqmmpgZSPk29JJvnkJbP5X7uelDkGZA3OqYO/9EKZh4utgxS+gYTuoQFHqtvLmcQ6htnCICP3gaPWB74cU1fR8XHmVsr6q3QT9t0rD40M5wrSBhVAAZOqhZV/Pr5feprl+iiQPTSjX7PqLlbMJNEhl4ITXglsU0TlEi8KIQtXGrVNdAhxQENMBBB6hBitMMzypGDbeRaG45i6HjX9XHFqtiBfC8AUay1Es+0nX95v8logwnumxrLGgEAZGKW6/1MXXFq6t+fyVFg9vh2d3W7g2XDssYtYAje2lTANUg+E0YERVw/EJAoYnIz49N046UtgK4irACnw8rRnxMpfazRb1WzqV6Vtw6QciwpioMr6VYeyrEiz+lsXO38MHb4V7VnftBl6ehLcOgbVfzt4Wy5fFV0/ltj4eo19lUTJUJqJULRQPgYlvikgO9AnCENuNGPdqh4Vf6ypwtB6CVV8SEcl6RHwW6/rDNWNFnGl7CJJvCYny4cjGnodK4QDY/ACMD6XJVOcsPRAJ89VDYNc97f+2wXKzc6FlWUR1SZ640+rih5pXYTHvE3n48bYes1YtS9G0raug2pmN/4CxN0KsQFMw1CcDXDfK5V+bu56LuA1vn6KxQ/9MVakbziCqwGPK2+Ks/EVX4bTfNE3l5JB0LOLloxz+ecz3fuVAKNoN+9rL+YcvgNrNiv3LYO4dsPn/NAdWSOn6sKs1I14a4TlpdKCllvYYokgCtFF5inEjLfGYbU20mxJnH+e1ZD2xnBhsOwRLDsOHR8Dqu7Pl+jv/BvM+ATfUglsOmd2w7ZfZ51quXGs6cPNk7C79ERTVQM0c6DcV1v8VcvXoG3NjRBT36NhLsHyPIjxuGB7jwLMx1t4r2eid0SFseUAx6jUOfg8lU5YfY/Vvc1syZBoh9DSD5sCe5xSxAhh9HQy6PMKP0rznkiR3PmV1axb2xokRschYcxguLHLN72GoIcwQksEptqhMJEnsU1zbpggcoE5TOgBGvlgdHaOJEth1L/zP+yW26Oz3VxyH/5oIcQ9W/Qqu+jzM6w+TKjRJAnpxJDJcRPghbGqwmVVtxMLeGFEc8sRelxYfCtxzfTSGs43WYBdn6K+SNPxVM6590zycA/7+np9XOBz2aZiXB8vXym3jbpQ4zkkASosntx+g6K4XBkFE9dQIy7VzxnMjXgQ72islt/8GPvwpuHMhtHQKm4ri8MEZmrxAk0HhJLIWBd2Ot1Jz9cAMvh9iZRwadiR6/GzN+8BNasJYppvVl9Ya5Xu47dZqx67mokhD5KGBKJFhzBscxtzkgKWxHcWBxQ6JEkWqTta3k94UkRjgERzHhiqKNCpIEwPwRfC5bojDgiEOoInpgDATGkHVYDhNGFHVcEKIX0uK/E63dVyIPbuNmR9IkK61ObIW4iVQOV4ml7B9WgwJKRqd4Zq7EhxYrrA2wpfnwrYW2NMAQxJQnoYNX8sKKslycIqi47qdeSpN+aUW86bGUFqhrYjQ8QjaMzzDUFM4LGDcqx02/DW70+gkYdb7NdseURzo6Fa+EXhc/u9ld0QEThqFxbhX22x9QKFsyVbreI2C/uJf6rfCxh/Ax78Av98Izx+UUt1BRfCmYdB0P6Tbu0AOmq0h7h89gY4X54mvdBVUAdqOwLIfK6a9z8XvwefUdW10CKNeBofWds3GBSlhKRoA+5ZCwagQ5YW8dKhicpXDPzcpGjOKCZWaF4/QJILUcbNiDX2TQPlUzoQFk1wOrbbwU5qqSeCWBGRUBuXDi4doLh/isuqglL1O62eR70cceQYmvlFRXKM4vBbW3iuv+dzXYejVihe9RaOtkMj1yUTBCXkzR5HGa+/05sYD+k+z2L+se6ZsvBhi+ZoXFcHl1bDhHtXF/1RH0LANGldBbY7mdsOvgT0Ls/8e8WLY9ZT8/6bd8lkOroI5t2kWf1dlvbgUjHyJpnJKiBdE2LYY9XeIO2EKdjymugmqICJuplGhtA05Mrtt28KOHCrHyUZNrgZiRzbApLcFjH+9QikorHRoaEwTBhHVbpq7rknwf1sUm+sUlUnNK8ZoKuM+mO6shouMIIgI7FbyhjgoXxQc7QYoGwbPi9N2GHY+rRhxrWQ87f4+fOxtsA/Yl4bBeTC8EvQuOHhEPJYtB942FlIZjRcYAc0gbGqw8SPFsCJT+t8bI4oDHt/rsvywy+UDzPi5GImIKB0CE98cEAU2tWnFv/YqXnY17HyCbhmdyoZhL4bKNKzrVHLfegjiRTB8QdcN7p4I4xnmfTzBwq9ZXeK5YVeLfVL9tuzrtj4On5oOu9KwNwU1eVAdwM4fK+IvBychHvxbc1gVWI7YNaXbM38sJ6J4iObw2h5stPprVJ5PGHUVOm1bqjBOZm3lRwE4Qfv/h/JZFvOm5V7fnixhjoaqBoPh9GBEVcMJo1R7F/pj6Cjjs6tgQH9L/p1rBy2wWfJdhdayK9l8n5TmvuidsPLXsKqTaBIvhjl3RIRu+oQa/IRhRGh32m485jm+yjDwqpCauTHaDkvmXaJMEyUyjK1K0HpIUbcp60c66eaI/ME+QaixUVRP1lg2eM2KkqFSXlK3XTPtbbDyVwCKdD1s+RG85nq4oRpixdC0DnZ/T8RNgJLhmvGvj8jobCCaqc96Lh7LkfUKUi4ku4uqth+ncYPF9octohAGz4P8V8Gyn2Qz+WKF0LQX3ILspK78DIPjHu+d6hKhcHRI5AUmQ/U8RikItA8Jn8rL2o3+g64bEirwyMfj8moL27YoKkpSX59i0JUum//msvberoGw3wab7wfL1gx+mUeQIzP1RAiUx+S3OrQesbp4G8cKYO7/i7DL01hhRKwxj9aD3QPW9X+GWR+AHY/D3sWAluB52LVQXANLfwx2HMa8QjPwUtj8f8e8htIU1ERc+UVNpsEiSENepWxshGhiXh61mxShB+Wjwcr3wdHkV2katnd9rVEvg+rJ0LRHU7vSpWyMjY77BPhYlsL1kxxYYrHnOcmAGP9qsVBY+UsRiDsoHAi+9gjsCMexUFZ2KtZhSB6tvHakQ6BsbDQEPto3Gx6Gixc/CsBuX3FHgAdYPqNfE2d02iHyFcOuhu2PKlZ+QUpB+5dDv3mgMrIBmiyFZIk0IinorykZoohc6+gGkOHiZnWtQ3EsojRurrW9ke/C4MKIxQccI6pehNjKxk7H2bMQUvUOJSM05ZUhry4BK1Jc/kmLpT9UR33j86th6jtg/+Ow5d9dXytRIuLloHkRmROIMcMoJD4gw1V3Jmg9JGuyvHJASc+KLsdpw5b29VC/UmishQPtm9wjFigKB0YMuwqadisOr8s+z3Jhzkfay+vbLwV+EDL0as3W/6icFgDjXq3xOiW/uDpO1OpQu1ESeMpGasKYR3gKFmvHW98aDIa+gRFVDb1iKQvHj5NpsPBaIb9aQyLImTmpde/NsZS2aNrTVVxo2A7P3AOT3iiiSKoO8qo0+f1kQouOrYF9AQQEEAtwBsq/PbkRlWxj+vtj6LRN5CucPNkxDcIQB5fa5XGW/0x1ydAbMl9zybsiMlYbk9+eZMgVIm7qCAoKNXsXwfY1inE3QN4rpJlV5XhNrDzEs1JHX0spyPTS4AokKy6eiOGr7DlP1cPyH9ocWpMVfY6sF7Fmxnvh2XargeHXws6nYdo7NF6n76aj3MTCzM/nK5Zl4Xhx0nUiFOZXIwJf0HuJ+LFjNMwo9i3OHSgC1G+1GBxanOq+ttbguW3M/kiSTK1F427xMi0YoAliaXxfjkf3UIMbpGHhN2D+Z2H8azRthxQ6Aq9VhNnLP6bJq4IwIf7D19wdp2mXIt0g3sROUUiaNDigKiCmwNfg4FK/Ms6yn1hdxvbgK2KMfV3AqOs1exdlx9ekN0mW+tN3wVFfYmUz4fWKAXMVlu/w1Odt2o5kX+vgShgwQ65vq34jt1kOVE+JuozHXERBgEVgSrMMhl7IRBmIZVBxGPGqGCNe5lK3UWG7itLhgCXzr9cKi7/TuUGcIl4El38iiVPSdloaexrOX7SGVUcchhWFKNO77LiMLQ34z644h9oUVXlmlrpYsJWNty/B43db7Z77UuVTPkYx432yJnIGWMz7RJKwTZJoUnWKVb+C5r1dXytRCiVDNUWjfTLqxExYlFLopjiPfFoR+RJPdZTvj365WFhte0huLx0Oa9sbDLcd7vo6UQDpRnCrU1xyawK/WVG/TRJ6ioZEhG6mWzNSnZdmzkcTLPmOdbSiyknAlLdFxCo8gvaso7hOsva3Nnue62qJN/29cUrGt69FDQbDBYcRVQ09Ynd4fd5tkenU4bFmrsX4N9hkVI5uEL2glSa/Opu12UGmEZ7/AUx5u6Z6jogsntYQiujo6BgqsEFB5PoEPfgYnipaa3yVgSSQbBdb2+fSqDnG8p92j7B3PqGonKAonmzh6RQFYxVTRktpYmQF1LzYYshVMbwmRV4/cPJCfCuDF+kuAo7W7UJ1DzhJ8FoUWrk4/Xy01liWom4zXQTVDpr3Qt0WqBjbHhwMgorxXXdcDec/trLx9id46mtWtkRdwYgXxxhxvYWnejCJyvliEfnVmlRt7pVk4SANtj5uWVZvSDZ7CqsKyvuJ16qndRdFP16kUVbXTZejz4/AzYvQyQx5cZso5RBLSwY28YAM3tExGzpt5I1U5Csp5z82j6Yj2163xFj24+6+p7ueVFROsCmfFDD1HS4rf6lIlkK8EFb/9tgXg7W/t6gc57J/qeoiqHaw73momQtuvnyOy24z49FgON1oLVnxJD3KZ1qo5jyevFMsP676PKz4386CqpBpgmfvUVzx6TxCpyVnJY7h4mBXs0WjZzG8yPhWnwgji0MetzXPHXB55XBzzi4WbC/OM1+xunma1m5UbPmXxfAbHKx0jEXfUjRsUxQOgJn/JVVznUmUwtyPRQR5beKhfYI42mX5/6qjdmmdl4Ob/gnz/h/segbmfFiz/m+5Y1rLAdsVD/4gDAnsViiBsplSqn/sOq2DUIckalJceWccv1Ws5GJFmiiWIYgkALVti4OLuwqqILHf89+3uPbuOOQZUdVguBAxoqqhR2wv0a15EsDuZxQF/S0GXmsThCeevRa5HuNusrt1xAYpt6ierLuU4VmWhdWSZM3vFfuXKywHhsy3Gf2KCN898/6fruuw9ZGeUxY2/dNi1jiX0MoQhpqwI3s3BIjADaBc/tlxUy5UIqBmrsXuZ7q/1+jrpewZFJPe7eDjY2k7pwdQB3sXwWW3acJAYyc0YSzdzefHcH5jZ+I88yWrS0CJhq3/VhTX2JTNsE448yq0fMa9yuWpdTl+6wqGXaPxg9MTBPbWdC6K+4x4scWWB7ofx6jrJXD1gwCsAPIzkE+Pfstybej5+uC6Ntse7WVs/8Ni9niomJ5mweQYQZti1a9yN54CsRxIFPX8egdWaq74jMaOm/FoMJxpfD8iVpRi/qeSBBnJaKrdlPuxbUfAa4J4cT4Zu9UIqxcpK484JGzNgAJzbT4RHAvGlQY8u9/lZUM93J6nR8MFgmUp6reonE2iAHY8qhj5kjjP/1AEVZAGTk98QayQxr8KvJQmUayJl0aE8fRJCaoAZByO5IpV22k5qLn2nghtBxTXxDicI/lk+LVi3zZocNe4tqfYtMtjoojQSUGx/NuDLms7y4ux6Z89HJ8Wz/8h19v4vrGcMRguNMw0aMiJZcmkeKyg2sGW/7NQmdhJvWYYRpSODRhzY4Sys7fHi2DexyPCRNfyD7styWOfbG9wo6V79/aHFU99wcbxkyf7kU4apekxew+kpBAt99u2hUsMV8dwnJMbVr7ymPCGiNEvl51TgGQZTH6zlIwcWA7pBgWRvJfuXS9CR9LIIypsxXPajIBzgeE4FgdWKHpK2N7w15Mbm1GkSfT3mfJ2jdWpk6+bB5fdHomAeRZQiCfquJuyWQ3xYpjwWug35ehQ6/n5SuEqFzeK4dh27w/WirYjPb9gphHQFgEBntuGXRDKeO+BdL3C6eWSpEOwSzNmPBoMZwnPCyEWEAWa4DiXMK9Nsfs5RSw683GFoe+hNSw/7DC8KMQ2pf8nzKTygBbfYtkhk59zMWBZirYcjTc7CD2IAkWYUYx5hZTjF9VAmJEqn6e/AkU1GlXZiuekTl5QPQE0Gt9Okwk9RlwXMOlNOhtPFkk8WTZaM/jyiMA6/bGtpe0ulZ3H0nZEoYy/iMFwQWJmQkNOLEvRcqDn+/02IFQn/QvyVIaaBSFD5sfwGmyUE+EWRoSxTBexwbUcNv5dEeaY89oOQ+16RckU64R2Fk+ViIiqqRH7l+UWSSvGanAiYmGS2tUWOx6VJl1Dr3KpmBjhO6kTznoJHI/8qgTT3qmwXfF/2/4o1G2W+ysnROBEEIK2QoZdI13Nc1FzeYSO+T16ZBrObyxL0byn56Cs7Qiok9wv8/GomBlx7dQY6TqFZUOsWBN2Kms60ygvxpN3KirHwZS3gBMHPyWZ2hv+prjmntjRjqjH4uoY6QMu6+9XpBsUVZMihl4FYSKVU8TURPSbGrF/ae7zVD5GgxMe3bzQbkDFeIeWA7nPe9UkjZuEo16rxzBkvjaZCQbDWSaj0sSqXNyWOJbbc4ZVshS2PKAoG26T6B/H5+xsJBn6BvtaLQ6lbGb3OwnbHANlCc2QwpBHdse4tDowXrQXOGEYUT665/vzq6S0ftBssT1SCoZeKdfXpT8W71OvBVT8BRxELKRstHW0sfCxVI6HoH1dmFFp+l1hM+DSBJEvyTmWq4nsAM/OnJmqhAjKRsHhtbnv7jflxDJiDQbD+YcRVQ05CUNN6bCe70+WgbJPbUYKdICTjKgckE99fUoathw7x3gOB1f2HKHtW2RRPtUiPINtloIgonqKJl4k3mudURaMu0mjQpvF37CPlroA1G22KB6imH17Hhmr7cTeKwyonKh55P91F5LtOAy7BrxQBKUo0lSMgZLhusv7gnQ8Hny5JnMStgyG84sw1JSP0WzvwZqiqAa0OvnvP9QBoRNgVcm/jy1rOtNkGqVZ1qE18ncsXrOC0u63OzrG7kdcNvw1K5A2bLfY9iDM/1wSVdiGPiZ6DoKIysmaeDHdsgqUJZ1cg07N+IIoYNR1ml1PdRdmnCTUzJPX3/h31e1aUTVZk6wOxUPWYDCcVbzAJ5mMMeqlsPEf3a+ZNXOhaY9UhBxYrhj/GocB8yMCZbqaXyw8f0hK/wcXGrHjZLmk0uev2xJsqLcZV2bizgsZrSFREVE8RNG4s/u1dNLNmjV/gL0Ls7fVboLSEXDJu6VRYCxf92jbdCKEtsfUtzs88RnV3igry4iXRqhk11f3gxCc1u5qxxkIxyxLUbcVRr0MDq/r/h6JUigfDRkjqhoMFySm/N+QE601+QMi8ipy3z/+Ne3NVs4USh8thc+FW6iPWw58OgjjKa74TETV5OzsWFQDV3w6wi7xqF1ndRM2ARp3Kg6tUCdlBRAmUsz/bETZqOx7lY3WzP9cRJjo6sOQLIPZH46Y9q6IkqFyTBPeEHH5p0J89+QaiBnOL8IwomyM7mb838HEN0RE7vnXOMI6jmOB1dMWYNrpIqh2EKRh5S8UTuTmeFL72P50+9huH8JFNXD5pyKs4nS3LIYoL838z0bSUbydinHt4zOeIoi3Mf8LIWNfFVE4UBYSM/47Yuq7QzzLZEAZDOeKlG5l+AKY+AZNrEBus+NSnjr2Blj8vexj191nobyTszYynL9EGhYfdBlZEpjS/1OgpiCiOi/kPzvNmLkY8O0Us2+LGHy5PmrjliyHWR+McOKwd2H3QVS/FbxmGPESDYkX5s8fRRpVkuLquyKGL9AUDoCKcTDnjojh1wX46tzGvnZcqqtmvR8KB7bfqKB6Csx8L2AZQdVguFAxmaqGHgncNPM+kcfSHylqN8hE6SRh3E0R5ZMCvDNZeh/zGfFSh5U/zy1KDr9GE5ym5jm9EYaaKNnKlFti4DnoCKxYROBk0KHLjkd7Fk23P2pRMdUB68Qm+TCKsEramP6BGHjt0UosJLQ9whxNuQI3TflMqJjigFboWCAZqmbOvuAJ42mu+HSS579n0bBDbosVwKSbI/IG+wRnwKvqTOPmRyTLLVI5PLvyq8HJDzl2JNm2dfTalIsj6xV4DsS7j8FuYzsEFY8InQxBjvEWRiFWWRszPhxDZ2wpdYwFBJaPbn+857Qx6EU2g650UEoTuWf2OmkwGE6MlNXC0GvyGDjTIgoUKClRfegOumYUabHdKZmizojnn6FvsanBpiFjsaDm/NuI7AsoBTOqAv61I87WRpsRxSZb9UJGa8jYbYy7OcbE18XxMyG4GtuNeO6unoX1PYtg5vs0qW5R3MkTRhFhvJURr3IY8XIbbE1o+fhnuHnx8YgiTVGN5sAKqX4Y8SLIKwcUHNkA2x7VjH/zmV+3GgyGc4MRVQ09EkUaP97GJe9z0WmHyFc4yYgo4eGd4fLyMIzod0nE/ucVh1Z1FU1GvzLCLfPxz9L8qbV4ThLrFAxEcJxWOKdEFGkilYHOnkO9aDJBEGVFWxPLXjSEYYRV0Malt8eIUjZRoHDyIsK4R3CeWj8EbobZH7Z46gsWQafETjcPZn1INjJyjYUXUlXf09juiaPjM9H5Rbo+JghDsNu/g/PzqzAYLkhaMm0k3HxSh+HpL/eSlmi01IuGZ/a5lCUi+ueZza9TZURRSHki4oEdMd43xVRKXQyEBBRVxamvTxMEETo4vlFq8IIK/7vjRwHY7SJlHxm+YSzD7A8leO5rFit/mb09WQ6Xf0pLJq2ZXwyGCxIjqhp6Rev2SSDpQbLdZ/EsCQUZlWLKuxNkam32LVLYCc2gWWAV+Oe8xAMgsgOGXOVSuzF3turoV0ZYcXBxCILgzJiiGy5aokjjqQy022SczbF5JoiiCLssxdV3JWg9oMg0KeLFmvx+mjCWzpmtHYYRFeN6fs3yMRpiJjPAYDAIGbuVgv75lI5Q1G/N/ZjysRqtbGwHgigkOscZUIYzQ2NGsfKIw5z+vmmy9AJQCmZW+fx7V5ydTRZDivqIwmU4e8QCBl/hsPrXuddDQ6+OiOzgvI5RT4RQh+QNTXPtVxMcWAatBxVVEzVFQyMCN40+x0PDthU2NlpJAsCx/QYMBsOpYzxVDbjKxfXysFvzcIMkjn0mcjBPDd9KY1e1MuzGFINfmiYsbO0TgiqIoFM5PqJ4aNdJKa8CLv84+M2KFd+Ls/E3CXRdPo42nlOGF45S4BLDzciYjQVJbPsCuZRrhQ4Vh9cqdj+tOLJe/t2bgbJK+Ix+RfdI1Y7DlLdrQts0nDEYDILW4LltTHtnhH3MlGw5cMWnNa0HLNb+NMHqHydJbcknEfVi8G44b3lqn4ulYEKZ2Xh7oYwqCSmJR/xnl4lzL0aCIGTATJ31Ee1EyXBN2Zjooul6H+gQP9ZK9bwUI16dIm9UG56dOqebc45jEQ/zaVmfz6ofJVn38wT+3jxiUeL4TzYYDCeEyVS9iFEKYmEe6+612POcdN5282Hsqyz6zQrw1RlsRHUSaA2+3ze3Nz0nxawPJzm82mLHoxaWA9Pernn6K4p0fYcQpNj1pGLcq10GXglBHxGFDecflqVwMnms+HnWFiNRCpPfYlE0yjuvO1bblkVmd4JnvmKh24f7wVWKzfcr5n08gdM/RRR1D8p95THkRYqqiQ6b7ldkGhSVEzXDF2iCxLkNZA0GQ98jijR2aYqr70qy7UHFkXWKRKlm8s2w+rdwYEV2E2f/UkXZKItL/yefjNNqKk4uENIBPLE3xoSygHjfySM4b7EUTK/0eXRPjINtiuo8M1AuNjwnxWUfTXJwucXOxxXKgmHXRlROiPCc1EVX9h4EfUNEdnCwWhIs/LaicWfHrYq9ixSD5ijGvyFhmqkaDKcBI6pexLhhgiXfsajblF1A+K1I+YZ2qJ4X9Bl/xo7SrL62oNEaPDtF+QyLiikOtmWx9rcO6fruj11/n8XAWS7kGVHVcGo4foKnvtC1mVO6HhZ/y2Lu/4uRGBqc9eYqSp2ecWn7cRZ/JyuodhAFsPg7Fld8Lo5n5/Zr81WGWI3HlFtdCEG7EV4Y9BmfLYPB0LfoaHYy7JUOw6+zsFxo2uxyYEX3rP+6zYp9S2DAnCRpbTwjLwSe2hcjHcK0SpOleroYWxqy8KDm4V0x3jS2byRlGM4eWms8u42KWRZV00Ve0G5AJoguOkG1g9MVH5/6+ytUW5xdz3QWVLPseVYx9Gobd4AyVgAGwwvkAqkZNZwKfrPdRVDtzIa/WFiZc1/G4+AQ8/LI7MzH35tPLMjDVn0vrSAIInzlEfmKPQt7LlU+sEzKMAyGk8WyFE07uwqqnVn9WwvLP3tj1iWGm84jvT2f6FC+2BBYp/7b9pstvObc96XrIWjt/bWjSONrD9/yCEKzUDYYDMcniAJ8yyOKYOuDPV9jdj2tCJptHMvkIpzvtPnw4C7JUi2KGSHhdOFYMKU8YNFBl8aMMam9WAlDWQ/5yusz2ZpnGwcX18snvSOf8MC5W7s62qVhh2L3sz0/ZvtDqk/Z/hkM5ysmOrxIsSxF096e7/fbIMyo4/5CbFthe3GCNpsogFihJop5BNELFzVcHWfP4w4b/mIdNfe24zDzfQkKhmcI6HvCidaqW6ZdZwIPwASbhpPHti2OrOv5t9O0G1Rkn7atMtuysb04XrPCssHOjwjdDFEUEdNJNt5ns/Px7PHECiwu+4iFU5UizFGmfzx6Gzcncr/BYDCcMhqiXtxTIh+8JkXcShDL9/Eik4l3vvKfXXG8CGZVn792OX2VSeUBSw65PLXP5fphpirLcP4jsXAMv8UCBW5+RBjP9OgRG9MJtv/bZvO/rKMZuk4SZn0gQWJwmvBsBrOBTZBS9LYkD73e+xYYDIYTw4iqFylaa5KlPd+vLLDd3hs12pZFVJvkuW9atB1uvy0G418bp99s67gNpfw0WG0JbE/E0iieFWMtS9Gy1WH9fV0VojADC79uce09cUj2PVEVJ6BygsXhtbknqH7TxNDdYDhZtNbk9+v5/lghoLpn3ViWwg7iRGkJ8KxEhIr1vph0iXFkaYxVv1aE7dpBstzi0vdbxPt57HvS6iKoAngt8PQXLa65O0Hotp3sxyNWrLHjHH2/zjhJcAs1ZolmMBjOBNoJqJkX48iG3HP3wFkQL4a2Q4p4sUu8XJMJzRXpfONQm+KxPS4zqnzy3XN9NBceCQfGlwY8udflRYM9YiYBznAacCwHKxMjzIAVA+I+vj7zmyIODi2b4yz7sYXXIrfFCi1mvNcib0j35B7btqhfY7P5/q5r1yAFz95jce3dccLEycfHp4wV0bwP+k2F7Y/kfsiQ+RFRH0xSMhjON0wd8kWK1pCsjIgX5b5/4GyNjvc+YdkZ8XfsEFQBQg9W/8aieZvba0dyx0+w9Mfw0G02j3xU/vY8GCempROhHcbY8Ncenq9h52MK1+l70Vpg+Ux+s8bKEawPmKlxS8zEZTg1giCienJETxVEo66PiGJdF/m2ZaHr81h0t8sjH7F55A6bZ7/oktqVoCc9wLIUbXtdlv9UdRE4U7Xw1J0WqjXeLWDsIPTgyHrV69jviSiWYfLNuUsxp7wtIoqZzDCDwXBmCIKIqimagv7d70uWQ+V4eOgj8MzdsOjbirZdMRxl8hLOJ7SGP21JkOdqpleZWOxMMbUyoDVQLDloVGvDCyemE+x5MH50rfjwbTYbfx8nHuWd0fdVCqKmOAu/kRVUAbxmEUh1S7zbcyy/57WrDmHPQoXrnr21a+T6lI6IGNS+KXgsxUM1xcOjs96LwWC4EDGi6kVMEMsw92ORZLh1onSUZsLro153AR3H4tBqRdBDw8C19/bs7+jqOMt+aLH7aY6W9YcZ2PBXi50P27iWA6HqItYeS/O+vlmuoLWG4jRXfzli8OWaRAkU1cD0WyMmvTXEV0YYMpw6YTzDnI9G2MfEcgNnawbNjbo1lrPTSZ78nEXT7uxtrQclo7R5f+73sEOX9X/MPTVEPuxZBIUDej7Glv0izJ4sQRRSPs3j8k9FVIzTxIuhcoLmis9ElE7wCCKT4W0wGM4cnt3GvI9pxrxSk1cpYuqYV8CMW2DJ97OPaz0IT9+l0M2Jo000DX2flUcc1tU5XDHAxzWrnzNGSVwzvCjk0T1un2suazi/cC2HHQ/abPirdXSTX0ew6ynF8h9ZuLq7sHm6cJTLpn+o3E22NGx5QMl6tRNKH2ftukehzuKkEYYRpWNDjmzSXPo+GL4AkmWQXw0TXqe57DaN75jmiwbD6cBss1/ERFGEVZLiyjvjpA5bpOqgcCC4RSGene61W6NlWdRv6XliaN4nk0vO921zOLQm931b/s9i8JUxcAOKh2oOrcr9uPIxETpHqXNfIIxCSLYy+g0OY17tgKWJXJ9MD/47BsOJEuqQRE2aa+6O07JX4bVC8RCw8nwyx9htOLbNzidzl9PrCNb/BSa8zSE4tqg+tHv1W67fpigdDkfW576/bCQ9ek0dj0B5uAN8pv23C6EFTkSgfAKzMjMYDGcYrTVpu4XhL81j8DyLyFc07IKnvky3eEhHsPGvMO4tLj7Gm7Ovkw7gT5vjDCsKGVFkNujONJdUBty3NcHaOpuJ5eZ8G06RTIwtD+TeATm0RhG1OZB/hpJVAoum3b30MdilJE7t9BBthRQP7bkJdMU4TXQKPQdeCJ5KM+iqGKQdBs1WDL1K4eZpSHqkA7/Xtb7BYDhxzF7tRU4URXhOCmdAK0WT2tAlrXhW+ri7y1EUUTK85wcV9COn6KkUve7ihR6EKUWgfMa/Rufs6eQkYODsvu9NGugA30njWz0bmhsMJ0sYhXhOG/GhbRRNbCPMb83pX6xCm9oNPV/i67aA9nLcb0e9ZqKWDI3oNz337zlRCkVDNVF06lFaFGnpHOuk8fEk+9tgMBjOEqmwDSuhaT0CO5+gx0Vn3VYFgQmjzwfu3xGnNVBcOdAz2cVngQH5Ef3yQh7albtizWA4EcKU6rWBYNthztx4diIKB/UcfxYO1GB3jYVD22fi63M/x82HqsmaIDj760EfDz/RhjOgDUpbybitZAKzGWgwnE5MNGgAxGvqZISQIIionqK7lSF3MP61EZHbXejRmh59XAFQYMc1Wmucsgyzb4tIdGqoVTQILv90RBg35QqGixutjyNeOhH5VT3fn1cJyul+f2h7jH9N7qDPcmHgZZCo8pn2Lo2bn72vbLTm8k9FBK4ZmwaD4fwmsNMUD9Hklff8mLwKDbbZ9Onr7GyyeHyPy6xqn6KY+b7OBkrBjKqALY0OWxr6Xv8Dw/mBHcudXNNBvJgzZjERaJ/RL+/hxRWMuk7jR129maNIE6vyuPQDURcP0+IhcMVnIoJ4D555Z4koemFJDwaDoWdM+b/hlAnjaS7/ZJKFX7dI18ttlgNjb4ooHhXg95CdGSuOyKu0cmas9r9EQ1wmqYCA/JERV3wuTtBmoSyNlYwInQyhmRQMhl7xg4ARL9HsfCJ3RDruRojsAI4ZplGkyRvkM/mtMdb8LpslEC+GWR+IiBJpQh1SPiPkqkkxgjYLy9WoREhgeWgzNg0Gw3lOqEPseIYRL4mz6+nc19AxN2hCy+92DTX0HcIIfrMxQWVSM63SNKc6mwwvCqlMRvxze4wPTk2ZDGHDyZMI6D/NYv+y7j+evEqIFUXHGlidNrQGpyTDpe+Ps+wnFkF7voCbD9NviaAwt+1AoHyKxkXM/4LEx8rWWImQ0PGMoGkwXMAYUdVwyoRRhFWR4orPxfFbLbQPsSJNFPPwdc/Ba+CmmfvRPJ7+skWqNnt76QjN5LdGZDpNkWEYEdopaG+mFYJZwBgMJ4hV5DH9lhjLf2ZxdENdwfhXR5QOt2gLcgd4vvKomhVx7SUxvEaFcsAtiAjdDGG7H1QQhuCkoKjTkDTxosFguEDwQp9YmWL6rTGW/1R1uYaOe3VE3sAA3yyS+zQP7oqxv9Xi9aPSnEL/RMMLQCm4rJ/HP7YnWF1rM7mib1t2GfoePh6T3+aQbrSo35odwMlymPPRiMBNn9E1YUBA4TjN1XfF8JotFOAWRoQxT/pn9PS8MASzdjUYLiqMqGp4QURRhGeLsAKIHHpcP1aNU5zm6jvzaDkUkaqDgmpwCo/fIMtgMJw4AT4lkzXXfjVG8z6FDqFokIZkQLwwTlt9L8/VATgBlMuQ9MAEhQaD4aLC0x4lk6Ju19Ao5psGVX2cvS0WD+yMMb0qoCrPBJY9oTWEaUWYlsaWoa/QAehISWm1QirFbKlGs1yNFRerLjvWu6fl0MKIwYUhf9ycYHRJKwmz6jScJJ7TxswPJvCbbVoPSvf6eKkIqmcj8zOMQkInBaUmFjYYDD1jpjfDOSGKxKssY6Wwq8Tj5UQEWYPBcHKEBIRuQGKorHw8rXGUBfRgiGwwGAyGo+S6hhr6Nn4Iv1ifoDSumVVtxO/Qg0ydIlVn4TdahK3QVhvDa1L4KQX6FNN4lcZJyp+bD06+JlYY4RZArDAiVqS5sp/H77cmuG9LnJvHnqFO7YYLFq3Bs9JQDAWlKrteNMKmwWDoQxhR1XDOMR4zBsOZRxshwGAwGE4Zcw09f/jz1jgH2yxeNyqNcxG15NWA16RIHbJIHVGkDtmkjij85uxJcPMi4kVgJ6CgJMJJaux4e/apo1EuWBag2psEtf/so1AytXUgXuuhD6GnJLs1rQjTitQhRfNOh+AYoXbU4IjnohjWRot5eSF51SF51RGJCsmANRhOBLNeNBgMfRUjqhoMBoPBYDAYDIbznqf2uTy1L8bVgzJUJi9cESb0IFOvSNVapI5Y7UKqRZQRMdOOa+LFEfn9I2JjAmJFmlihxokpknlxUm3BSTV9tY+Wkp3AcyIIUpIFG7RCaYtFph6eKXWo32gz7u8KS4OyNXlVEfkDIvL6y3/z+4ckKzTqIhLDDQaDwXB+Y0RVg8FgMBgMBoPBcF7z7H6HezfFmVLuM7Hs/G6MpEPw2xR+K/jNFl6TwmtUpBssMg2ds081boEmVqwpGRkQL9bESyPsxDk8eEusAJx8DRUAEVdoKEnbLBvjUDcuYq4fMKAW/DpF6wGL2rUOYVoEYcvV5FW3C639IvL6ReRVRSQqI2z3HH4ug8FgMBhyYERVg8FgMBgMBoPBcM7QmqOl5EFaEaYgSCuClGq/LVtmHvoQeVKGHgXQZCkWV1hsLrEY0hRRs0uxY2UMywbl6GyDJRcsF+wY2K6W22JgOXKfcsg+x0KyJS2kWVPHcXb8TyTHrCP5I1JEEdLkKYQobP9vII2fokARdfzXh8iTplCR11FGL82iOj5z5HX1ObUcjVMQ4eZBwYAItzAgViTdyK3zYDWnFExJhvR3Iha3ufzZjlHYL2Ls0JAhsYD+TkSRpwlqLdJ1Fulai9Y9FrWrHML27FuUJl6iSZRHJCtEPI6XaGLF4t8aKxCB2TpOAy2DwWAwGE4nShuTqFNCa2muZNsWYWjcsk8Fc+5OnYvx3Nl277VgHWPScGJcjL+hvsr5+l30lTF5vp6/voY5j6eHc3kejzcm4cTGZct+WPQtRePOvqVM+Q4smQl7B+W+P5aBfgc475ueKtUhBJP97+n0HlVKFOFzSJ0DB2Mn//uKZeCy56Dq8Bk4qJMgXqyZ9UFNxdjjP7avzJWnEzNf9F3Md3N8TmSuNBhOhvNgb7NvopTCttt9i8zAPGXMuTt1zLnrSucxaTgxzG+o73Ahfhdnc0xeiOfvXGDO4+mhL5/HExmXzXuhcedZOqDj4CTBSYio2JjsWVCNe+BoqK0+sdfVGhFfz4aWpTia6npiGZRn4bp5rlM5I8hPy//NOBCc4IrUi0P9UBh6tIEWZJokK/hskmlU1G1UVE944a91vsavffk6d7FjvhuD4exiMlUNBoPBYDAYDAaDwWAwGAwGg+EkMNsYBoPBYDAYDAaDwWAwGAwGg8FwEhhR1WAwGAwGg8FgMBgMBoPBYDAYTgIjqhoMBoPBYDAYDAaDwWAwGAwGw0lgRFWDwWAwGAwGg8FgMBgMBoPBYDgJjKhqMBgMBoPBYDAYDAaDwWAwGAwngRFVDQaDwWAwGAwGg8FgMBgMBoPhJDCiqsFgMBgMBoPBYDAYDAaDwWAwnARGVDUYDAaDwWAwGAwGg8FgMBgMhpPAiKoGg8FgMBgMBoPBYDAYDAaDwXASGFHVYDAYDAaDwWAwGAwGg8FgMBhOAiOqGgwGg8FgMBgMBoPBYDAYDAbDSeCc6wM4XwnDiIaGNsrK8qmrayWK9Lk+pPMKy1Lm3J0iF+u5q6ws7PX+MIyoq2s9S0dzfnOx/ob6Iufzd9EXxuT5fP76EuY8nh7O9Xk83piEcztXnuvzYzDfwbmgL8yVpxPzG+q7mO/mxDiRudJgOBlMpuoLwLIUSiksS53rQznvMOfu1DHnzvBCMb+hvoP5Ll4Y5vydHsx5PD2Y89g75vyce8x3YHihmN9Q38V8NwbDucGIqgaDwWAwGAwGg8FgMBgMBoPBcBIYUdVgMBgMBoPBYDAYDAaDwWAwGE4CI6oaDAaDwWAwGAwGg8FgMBgMBsNJYBpVGQx9BMtS2JELoQVOSICPNh7jBkOfxLFtlOeAgsj1CcPoXB+SoQ9g2xaW5wKgYwFBGJ7jIzIYDIYTx7IUduhCZIEb4kf+uT4kg8FgMBj6NEZUNRj6AK6OkdrjsuGvirbDipJhDmNvjGEXZQgIzvXhGQyGdixL4fpJdj6i2POshbJh2DUO/WdqPLvNbIRcpCgFsTCPA0sstj2kiAIYdJnD0Ks0fixluvAaDIY+j6vjtG532Ph3i1QdlI1yGHNDDArShNpsEBkMBoPBkIvzQlRtaGjg61//Oo8//jgtLS2MGTOG2267jRkzZgDwsY99jL/85S9dnlNdXc2TTz4JQBRFfPe73+VPf/oTTU1NTJ8+nc985jMMGTLkrH8Wg+FYHBz2P+ey5rdZN462w4p9SxRzP5ogb1gaPzDCqsHQF3C9JE9+ziZVl71t1a8sdj6puezD+XhuiigyWasXG26QZNE3LRq2ZTvubvybxc4n4MrP5uPH2gjN78JgMJxBHNvGysTwWyyUBU5+RBjLnFAlhaNddj0kgmoHbYcVexcpLv9kArd/G2FoNocMBoPBYDiW88JT9cMf/jArV67k61//Ovfddx8TJkzgne98J1u3bgVg48aN3HrrrTz99NNH//72t78dff73v/99/vCHP3DnnXdy7733opTi3e9+N57nnaNPZDBksbwYa/+QYyhqWPZjhW5MYKvzYv/DYLigcWybnU+oLoJqB407FAdWWFCfxFb22T84wznDshSN27oKqh2k62HzA4qoLomN+V0YDIYzg6NdGlYleOxjDo99wuLRj1k89TmH4EAS2zr+tUd5Lhv/0T0W1SEs/4mF5cfPxGEbDAaDwXDe0+dF1Z07d/LMM8/wmc98hhkzZjB8+HA+8YlPUF1dzf33308YhmzZsoVJkyZRWVl59K+srAwAz/P4+c9/zv/8z/8wf/58xo4dyze+8Q0OHjzIQw89dI4/neFiRyloPajoqaoqVSf302KCWYPhXKM8h93P9Dxt7n8edj5hYaUTZ/GoDOcaWznsfKL330XdJgtaze/CYDCcfixL4R2O8fz3Lfy27O2pWnjqixZWqvdrj2UpGrYr6CERtXkfROk+v2Q0GAwGg+Gc0OdnyNLSUn784x8zceLEo7cppdBa09jYyI4dO8hkMowYMSLn8zds2EBrayuzZ88+eltRURHjx49nyZIlZ/z4DYbjcbykNqVgy78Urm2yVQ2Gc43VyzBUNkQB7H4KXMdkJV4sKKWxnJ7LYpUNOoJt/zbXcYPBcPqxI5d1f+qeKQ8Q+bDnGXCOMyf1NrcBqD6/YjT0VVIBPLAjxrdWJPnWiiT3bY6zptbGNza9BoPhAqHPR/dFRUXMnz+/y20PPPAAu3btYt68eWzatAmlFL/85S958sknsSyL+fPn88EPfpDCwkIOHDgAQP/+/bu8RlVVFfv3739Bx2bbVpf/Gk6ckz13oe2SihzafMhzIc8KsMLT25HUxkanXbwmhe2KF5VOeGe8wUisSmPHIMzhRlHQH9pqoXGnwopsHCcyv7tecBxzTk6EM/kbsrWDTjt4zQo7LuMocj30CXZwOhtj/VSxYiHDro5Y9evc523gpbDuPigaZDFU2ehehLYOLvTxfKbH5Lk4f5ayUOkYXovCLoYWFOU3Q9krwdsKO+4Drzn7+JrLYP9SCDLZ63hf40L/HZ4tzpfzeK7myvPl/JwvRLZDWrvUeYoBNyvKtsLOP0Gmqevj6rdaDCUGTibnd6AUlAxWsgGUQ+gqHQ52IgITY50xzqf49WTGcZMHX1+e5HBKMbQoQgFLDzs8tjdG3NaMKwsZUxoypCiiIqlJOhoF+BGkQ0UqAC9UhBoUELMh39UUxfQZ/TmGEayvs1lba7O90eJQyiIVSDZavqspS2j650cMKIgYWBDRP19TEteo3HsbZw1zjTUYzg19XlQ9lqVLl/Lxj3+ca665hquvvppvf/vbWJbFwIED+eEPf8jOnTv5yle+wqZNm/jlL39JKpUCIBaLdXmdeDxOY2PjKR+HZSmKipIAR/9rOHlO5NwdaYMfPg+rDmZvu6R/jHdfEqM87/QcR6YJtj4E6/8iu/oA+dUWc25zKBnCGZ0kQw9mvBcWfZsupVeWC5PfBKt+AyXDwFExikqzv2Pzu+uKZSlKS/PP9WGcV5zu31C6UcbQ1v9IZh5AUY2Mo8IBx3/+2RjrLxRnDux8Ehp3dr29apIsRlO1MHguFBTFUdaJ23ZciOP5bI7Js3X+gjQcWAXLfwYzvwB/2AJP7cleuoeXwrs/Bmu/AplGKBoEZaNgw99gyHzIL4phHxOP9EakwQ/BtcE6DfOQF4BtyV8uLsTf4bmgL5/HvjBX9uXzkwvdPg6dkxyHxxtvL4SGNPxpDTy2PXv9GVYC7/kYrLtb/Jw7KOgHux5zGHalQ7JIbuv8HbQegq1PwMTXwerfdX0fJwEzboWiShdwT/8HMfSJMXkqHG8caw0/fkaE1VumQ0WeffT2w22wsVaxpc7hvs0Op9IDrTgOVfnQvxAGFcHgYhkDpS/g8rKnCR7eBk/thGYPShIwuAiGlkHSgQho8xUNadjZYrPkoAjAAHEbqgugKg8q8qEiT46vXwH0L4D4WVRdzrdrrMFwvqP0iaYP9QEefvhhbr/9dqZMmcKPfvQjEokEWmuam5spKio6+rgVK1bwute9jj/+8Y8cOHCA97///axcuZJEIusp9IEPfADP8/jBD35wSscShhGtrRmKipI0NaVOqLOmIYttWyd07kI7xveXO6w51D2KndFf887J/gvOYrNti9plCZ7/fvf3cPPh6i+FhIn0C3qP42Fpm7AuzpZ/K9qOQPFg6H8JrPsz1G6CuXfAhr9rLnm/xo5nKCy8+H53xws4wzCiqSl1lo7m/OZEx99JvaZls+ehGGv/2H31mCyDKz4XEsZ6Hke9jfXp/TXvOg1j/XSgFNhegtp1FjufUliOZKjqEFb8QhYL135FowvbjvtacGa+i7NFXxiTZ/v86fokj3zMYtr74PEEPLij+2MGFML7+kO0W377S38Cfhtc8+UIVXpi50NZFq3EeWoXbK23GFKsmT9EU6A8iE6uZtKyFCkVZ8VBi2UHFKUJzYLhmhInwG7fRTyff4d9iXN9Hk9EmDmXc+W5Pj8nS8c4fHo3bKmzqCnWXHWccdgx3pYdsFhxUFGe0FzbPt6s6PTMYcq2+ce2OPdv7j5f9iuAW4th7Tc7Hisx5DNfgcFXaMa/0aegJHb0O7CDOIu+atOwXTH8Wug3DXY/K6Js2SjN0Ks0Oi9DpPv+99VX6Qtz5enkRMfxxjqLry9Lcv2wDKNLe35cEEF9WtHsKzKhQmtwLE3MhpitcS2wVfsmYwSpQNHmK5o8RaOnaMhY1KXluQCl8YhRpRGjSkJGloT0y9e9boY0ZBQrDtks3O+wvckmz9GMKwsYVxZSmew9+zTS0JhR1KUVdRmLxoyi2ZNja/YUXiRPVmjKk5qBBRGDCiL65Utmbr6rsRWkA6jPWBxsVexvlczYZk+hgLKEfJ7L+gcUx3uXbc63a+y54nzcxDD0bc6bTNXf/OY3fPGLX2TBggV89atfPZp5qpTqIqgCjB49GoADBw4cLfs/dOgQgwcPPvqYQ4cOMXbs2Bd0TB0XqzCMCAJz4ToVjnfuUtg5RRaA5/cr3jjRIR5kXtAxqEyMdX/M/R5+K9RusiiexBmenCKcYhhyVZz9SxXNe+CpL0uGwLR3SIBbu0FRd0SRPzBGIeZ3lwtzPk6O0/kbsoI4m+7PnY6TqoPWAxbuQN2jDUBK9TzWl+5XvGnSCx/rpw0VgBVjxIvh4Cop+U/VQqwQpr4NajdD+SUKPzhx8etCHc9n6zOdjfPnWg4b/i7NXJJj4LGncj9uXzN442Hv76BhOzhJmPkBjVXs4ec4Rtu28Kw4nlY4CpLKZ186xhefto5mwKw8qPjXZsVH58aoiaeIepmPlALtxPBwkOFm8bnHFY1Hh4/isR2Kmyc5XFYdQZAVei7U3+HZpq+fx3N9bH39/AC4rs1+L8GdT6ou4/CBzYqPzIkxJNF9HCoFrSqfzz5h0dRpvD2yQ/G2KS4zK0MIghd8bL6V4MFtuefLAy3gDQc7DnZM5qQtD0j1yK6nFGNusKEk+x1ETZY0qQK2PQw7n4IBM6CoBuq3KwZfGeH7L/yYDb3T18dDLo43jv+9I05lImR4YUjYSzikgLK4puwF9OTVGpp9xcE2iwNtFjubLJYciKFRJG3NwIKQ6ryIwpjGUZAJoS5jsbvZ4lDKRqEZUhjxsiEZhheFR7PLoxP4WopcTZELQwu7fkitIRVCY7voW5u2qE1ZbKl3aA1yx8uOpSmNR5TENFWJCA00eRb/3Obyz20uLxns8eIh3nEz5s+Ha6zBcCFxXoiqv/vd7/jCF77Am9/8Zj7+8Y9jWdkL0W233UZDQwM/+9nPjt62evVqAEaOHElNTQ0FBQUsWrToqKja1NTEunXruPnmm8/uB7nAUUoWh1prwlOp48hBi9/7rNEaKBK2je5ttj4OStu0Hen5/obtUDpF9RoQnA4CfOKFMSpGKypGw7Cr5fYt/4HDa+X/p+phiW9x0/gzeywGw8kSBV27Dh9L416oHJFEp3I/qPU4Y73ZU8RiCZR3ZrPGTwQrclj1a0X5aBh6JVRNkCYeUQCb/wVuvqJimgWYLgwXFIFN0x75naajbMlfLupCGPFW0U9ScfjLYcUbHAfH65qppt0Yq+pdfr/Goj4tloV3zLH40VLV7fVDDd9ZbHHnlXGcMHdWk20rWq08frlSseqQ4qUjRWRpzLEf8ZvVFtP6uSQ49xngBkOfwnGo1wm+s7jncfilq7Lj0LYVSilCy+FXq1QnQTXLL1cqJr8oQZyWo7dZlsKyFGHY84bjsSjbJh1ZeL1ML/UWXPZhSQzY9C+o3yq36xCCVHauVUriyi6fLwO7n8n+O0gpOHHHEoMBkJhtfZ3N1YO8s+IzqhQUxTRFsZBRJTI4vBD2t1kcbLM4krLY3GCTChShVsQsyRLtlxdxSWXAkMKQxGlWRZSCPAfynIj++dA5JsyE0ORJdm2kIWZBnqspdHNnxmZCeP6Qy792xNjVYvGu8ekzYitiMBhOjT4vqm7fvp0vfelLLFiwgFtuuYXa2tqj9yUSCa6//nre+9738oMf/IDrrruO7du38/nPf57rr7+eESNGAHDzzTfz1a9+lbKyMgYOHMg999xDv379WLBgwbn6WBccUSxBfcZmw2HxuBldromHmRckdgIkj2Pf5NqKVhLk0XrK76FtSJZLplku8oZI4HtWsDQLvwlHY+tjYuxYMTy0WbFgpOzsGgx9Blcy8oIeKtgS/RT3rbe4YXQCK4cwerxgNu4oHtrp8JIah+g0ZPqcMk6M1sCioD/sWyJ/KLqM1eEv11iuMprqhYYTUThI07RbkbBFAO0pEaQ8Dz6zXBZ1GhhRCiEWcVd+v1rLJuSqOpfvL82ujIII/EhR28M4avag2bMo7eEQM3aSzz5u0dze+HB8Jfx7S88fae1hxaXlZmVmMHRgWYr9Xpy2QHGkh43CVl+yx8ptG8+Os65OUZeCSwYoVh7IHZ1pYOVBmFPtEoUh/5+98w6zq6y6+O895/bpvZdkZjIpk957Qkd6UTqICNgFFBtKERQQFbEiiPKh0gQB6TWk995mksxkeu/t9nO+P/ZM7tRAkBa863nywNx7+j1vW3vttX26g/IORX23+ECmRhhYA55BxVGVUmhWHdNUKCNIUFnY2Wol0q6waqMHdmINWP9rIUgHQmlgcYSOb5rgHK0z6d/eaYbDLmEcM3Y2y6QuL+aTmwjZdMiJMsiJ+vQpNu06JDlNhi30jrL9wjQ/aRFBXi638+QBO5eN/5Rkb4URRhifflL19ddfx+/38+abb/Lmm28O+u68887jnnvu4YEHHuDBBx/kwQcfJCoqirPOOosbbrjhyHbf+ta3CAQC/PjHP8bj8TB79mweeeSRYcWrwghBt+j4lBUThQ0/xlFSfwy7i99t0TjQEppI6gpumOtgbISH/0biaVEwIRH2j6AknZYq1RlfKVVcMs5y1Gs8GgIuyD4XSh4Z/p3VBRF5ioDFhvIF+MgdiCMMMhZoVK8ZPimPzYWKoEQrTTNMqoYxOo6l/X5Y8DtNsk6Dw88N/84RB1oSlOxTdAZ0YkfYX38/bf2gYnmODSufDKmqlKLBZ6WhR5F1DrQU930xoF9QOiQvVPjfT85YGMcVggSY9HkbaVMVth44IXtkT9W0SIi1i9daoguung7l7fC3HRrRdgenjDVJsPnxKp3H9w4nNI33GGeCJiMOABaLxtYGdYRQ7cfRDucNfLSFGMMI43hDULfxj+0a576HQ1jQhCqPg/vWa0eCK2nRR29vPX6FX7PSGbBx1wqN3gFsZZJL45ZFLmz+HkwTDKuDerfOGyWiZlueYxDrVPx5m2JhFizLhTfLhp8jJQIi3CFCVbNA5jxImgiOOBM9wgD0I9vrkUFicrRhxRcBshaZYPe/X94njDCOYFezhcxIA+ennmk4vjA22uCETB9vVdkZHx9kZnLYmiOMMD4N+NR3dV/5ylf4yle+ctRtTj31VE499dRRv9d1nZtvvpmbb775w768zxyUgqDNxTsVirfLNfxBmJOhc/Y4E3vAjTmEKNAtFl4tU4MIVZDJ5v0bNX51sh1b8P0VbBkJVmVw7ngdVQL7mkKfT0mB0/Kh1Q37mxRGoR0+INESNMEzBsacAxUvSwovgCsJxn8dOh2w8bDGkgwb+H1HP9h/iR5NI/oMRbofajeGPo8vgOwvwd17YE66SaRN0RsOUIYxBAPb7zvlkh44O13nnEITR8CN8VESfWYQfZZOZhfUvCP+bQBRGVDwNei0Q10XlLcrZsapYRYh/W1dK4G9o7R1vwE9AW1EUvbjgGmx8u+9CpcV7IlQeDUcejy0eLXHwPjrocNhEvFR+4WE8bFCVxbMNjs7n1K0HJACVJ+7WfzS1lQNrr79jVnwdgXMzYAlufCnzdB2RJytWFulOKfQyuJsqSA8FIYJLiuDCJd+WDWkUMVIQ5GmsaNxMElb3Skq2dK2EbYHJieLl5/FElarhhEGgKF0ytokkBdhFVXqUFg1iHEobn5TDVKr96tOD7ePfOy8OGj3aty3Tg1r30298Odtiq/OcqGZJk/u01lbFZpbZ0VrVJTL/6+rgm/MkT5i3YD+JycGrpwKKcokvgB83YrpX4LKNbD7cVC6IneZhfxTQfWtAAO6l7k3aWz5g0brgb7zKciYazLhCwZeM6xTDePYYJhQ2qEzPSn87nwUmBgX5HBngGcP2SlKCGDX33ufMMII46PFp55UDePjRcDq5JfrNSo7QxO5FeWKTTWKu5Y7sfkGp9l7NStvlo28GDNM2N0oqYUftMiT1fDS0utkUpLirHGSSmnT4WArNHTDllqIdYC3QxHhsBFQH4D0NA1s0Rob82DxHaD3ymSzAXitGxYnwOZaxdwMC/YRV7LvD/2L1qMW5gpo/HwH3HYxpJ8Dvh7Q7FDigZ/vlmd6/gQTu0XxwanqMD6rGKn9vluh2FSr+NkI7ffDhB704YixsHOaxvxlgBuUDaoD8G4XOD0SwIi2w7B8ecDW19YnJinOHKWtgyxmGdKEdF0TQvkYfOk+CIJo1HYJEXbiWFgRDSf8BOweQIMOHV5uh/NdoeBMGMc/dF3hq7Wz+k7tyGvbVQPrvgOnfA3OPQm6vGJh4fbBvesgzgknj4W3ywYSqiG8UKKxNFeq/g61IH+zDD4/Ef5v5/D9Lp9sYjN8IwrHlAkZkSbdCULYVHfKsa6ZDr9eP/w8C7JMIvXAsPYURhj/2zCJsknb+cIk+NsOiLRBehS4/VDVCZcUGTT3QMAYLCjYXgdXTYM7Vw5vb/Mz4VArzEwf2eMYYH+zorZbxzTNQYQqiKXIhur+K4Q/bIZT8+B7C2W8jLCBPwh7G03ScnzM/LZC81tZcavC1xU6TskLipqNsPAWB2i9mKaJ39rLzG/ZMd0WAm6wRpjgCOD9L+a8YfzvoqZbwxNUZESEB5ePAkrB4jQ/fy9xsKrGxsnZ4XYaRhifNMKkahhHoOuKAx2DCZl+9Pjh5UOKC8YO9jM0TYX3aGb5HvpM+D/YNRmBIFOTglT1WHhuv6gA0qPglDxRru5uhOtmQleFIjLXAo5jH1gcZgC7X+OUfI1XymBHvUygl+TA5BRRK5S1i0rugxSmtJp2Al0WaneAboWUaYDDPyIBbLfIRPzOjfDV2VDjhTWHwR2AWelwdqFJBB7AhUXTUVhAN/AHwwzO/zp0XXFwlPbb64eXDiouzP/gNhlHg1IQsDiwAUsLTJ7ZpzjQIgGP5WMg0wl/3Q5OiywMNW24K4gRCDIl3ked18Yz+9Sgtr6/Wdp6XhyDjPl1paP77LTsVvQ0Q2IhuFIN/LpnVHJVKYVFWcBUGFrgmAI+OgZZ0SYtbsVft8OXpsO6athWB1Zd+oxT8uDFErisUCcQrph83EEpsGgWCGqYepBAMIjmt7PjEW1YCqwZhF2/g2k/hTv3DCZRJqdASmQoGDASAgbMzRSl2UDsaYSsaPjJEvj3fiFHUyOl/x8T5cf0Dn+vlAKvsjI1VTjSaDvkxIqf6isH4fuL4J0yk/3Nimg7nDXOYGJ8EOULpzyEEcZA2A0fn8vXeGqfRk4M3HMSNPZASbMES6ammEToQdZWh+RhebFwRS4EKyHKDT9cBK+XwoEWiHHA8lwZI94ugykpR/fb0BSsrBi+TXOvjIn9fsuGCa8ekn8gBOuMNFicAVa/QtlMyl4z8XUNP1Z3PTTv04idKqIH0wS/8oLLCy4+MQ9Vi66jgjroBgHjY7DcCuMjwaEOHV2ZpLjCpOpHhRi7SWFckBXVVpZn+ggnm4QRxieLMKkaxhEoTWdN5ei98uYaxdl5FvQBafY6QbKidao6R95nYtLRlZnvB3rQh0XpnFMoxTuae+HRHRLpX54L0VZo2w1OUxE1SQ0y+T/qcTUN3eOk4k1oKdZwJJmcdbJicSoc7oVNNXDSWJkYR9nAoZvvu/CMUmAxbWgBK13VioMvK5r2yXe7/wETPm8ja5nCh3fYfvMzYW0V/GYDFMSLIs6mS/pzwABlanRUwaHX7HRWKWJyTcacZGK6PATNcMrx/yqUrrOmavT2u6VWcU6BdVD7/bAQtLl4YJPG5ydJKuQFE6CmSxaib5bK/6dFwk3TIMoPmDZ0m28YoWkJGqQ64IvTxIOyvjvU1pNccHERWPt20ZWOt8bBul9oGANWgFHpGgt+4MSrD9dyWw077joLxa8r/L2KjPlWUqaaBGzu99VvqICf8ydY2dEgpO+9ayTYce54WeCOS4BbV8DUVIWma5/cyjSMDwSracPbZOXAqwpvhyJlukHGXBMjqOiqGX2/7lIhUGv71GC6glPGgkMd3R+126tYniu2GAPThR0WmJAEkQZcpMA5A5QdfMqEPhLUYtHxKisohW4GCWgWfrVBo6JjsLf5dTOFtN1UbXLl5CD+oImGidXwE/SFF7xhhDEUgUCQxVkGZW2KKSmKB7fIeNSPJ5Tihrk6U1Oh0wcTEiC9GzbeCQEPTPwCxC6TMW9KiogS3j4sKtfvLxzFELkPTou025GmzasrpD3vbhz+na7gpDFgr4fDr4On1cb4801qN41+rqo1ioQpOsFPgVRd1xW610ntWkX9dg17tEneaSb2JD/+D5KBFsYniqounUSnESb6PmJMT/Szr9XJrmYLM8LeqmGE8YkiTKqGcQQWi4bDMvqEz25BJGYDYFMGFxWZ/HLd8H2yoiE5AkzPfxdqNoJB4pzw+iGYkQ6egHgsjomDfY0Q54NdayF7Fu87qq1pCqPVybt3aAT752vFitoNMP/7kBYH88ZCuylqpIuLTOyG731xqrrSMTsd7H5S0bRPYY2A3GWQdyps+j0Yftj/L0XCZCuWVHOQT6tpwoIsmVBvqpHU54OtUsDn3PFSbbqnzMbaewBTnnlzsaLsTcXC7zuwZ7kJhgvk/E/ComvY9dHbr03nI6lIo1ktPFOskROreLdcgh7LckXUlx4l7/OEaIjvgH2/N+koV7gSrBSep5MwKYhPSW60rmm4D9uxpik2NEBuYkipmhIpbaOsAbJSIKiD7rOz/r7BhCpAVy3seVxj4pVW/AO84KymnZJnrFSuDD2D5v0azgRYcrsTUwUxPDqmAZrTwLAOJ31N0yRZh2/MMvnrTkmx3lgDJS3iY/f0XlErzsl472JDYXy6YDFtVL1jpfjfoTGuuVjj4Euw7Paj/5gWOwT6uvEYO3xlMjgVBP3iWbprBBIExMqi0w0njBFlaXWnqNpiHbC9BhZ0QvFDsm3iJJPpX4MOXaTe3T54YrficDtcOEGnvodBhCrIu/jQVrjvZBOb6cP0+I5M+t5v+E3TFHrAhunVMU3QHQZBq3eYJ3IYYRxv0HUN3Wcj6NFQOih7gIDmxzRNlNfN1VOd/LtEp7x9eLv6zUaNX5xskhZlYnMrNt8nhGrOUpkz7rkDZn0ROnzg8cBl+ZCaZPLsPkiKkDFi0wiBms8VCHk6LVXGloHo8sH2eiFW/7Er5Lkc64Cvz4LgHlj9O+ifA7SXKfSjpFfpdjAsFvCNHP1T6v3Pqf8bKAVar4t3b9MG2BQoajYqCs+xknUyH8zaK4xPDFXdGkmO8BjxUSPRaZLiCrKpIUyqhhHGJ40wqRrGEQQNgwVZirVVI3+/KAssyhyUAenFwrZaxddnw3PFotSxaDAvExZnw95GxYy4D+6pCqBbLbxVBktz4F97obFXJmE76+HibKj8P9kuKgt873MGqAfsbHxwAKEKWBww99tQ8RbUbJJCO1YXnH2eSeYkA1/gvZehQtY6ePdWjX7RaNAHxc9B4gSYchnseFQ+L3tdYT/PSm6UgdlnqWAFun2SIv29hWI5YNWkyEhZGyQ4YPMfRk5D3fwHjaV32gnq7vf1DML4bOE92282GGgYNheWD1FC6VU21lYrblsCt74rC87CRElXfr4YzhoHkdWw9n7oX+x118PWP2nknaYYe6YNv/Kh++zs+D+NeT+CWQHY0QRrGyRlMmDASekwvhPMNGlnnVWD2+9A1G5STLrYCla5T6XA32oZRKj2wxYJ3haNnX/XaSuVzyJSdGZcq2NL9xI0QxNVi67TsAZSEhQ/XS5KWpDF7X9KRM00JhaSXCaEgxvHF9yDCVUAlFTNNg1InmLSuGv4+6M0yJ5o8pVeBUGIckG5F364UtrAF6cJ6T7UJmdGKlgtUN4hKux/7ZX31BeEomQ4Kw823BDavnmvom6/4o/d0NAjQcuLi+S9S41S/Gv/yLcVNOFgi8nUWP/7JlL7oWsaZruTzQ9ptB+WzyLTdGZcp2NNCWdGhHH8woKF3sN2dvxVo7evMGJCocb0a62YkW6CQQO/MXIaPki72lqnqO6AgjyZK/q6IWs+rLkXMGH3vWCLgthccFwG33lDYZiiKv3abGn37/TZO8U54IKJkB0DnV6Id0ihu6HE6uYaOLsAvj5bAndKyfHSHLDh74O3rdkMWQtg71MjP4MxJ4Hp1aE9AluUSdDmxcTA4nfg79bwdYMrAXD48X+E3qoWbOx5fLDvaz9KXtDIWmQFV5hUPV4QMKChV2NcbDhV5+PA+Nggq+us9PqlwGUYYYTxySBMqoZxBMoEi2ayOFuxunLwd2NiJZU/iIbdbsNvgG4a+NB4p1wWjafkycQQxGPwl+vgjALQUu0Eez8Y0WfYHHSZOhUdih31cPN06G2VRW7vISi9DzztMOOb4Lab6O9zjWd4NDqHkE+TLoL9/4bWg6HP/L2w758KXSlSFukE3sMcVg9a2faYYqS1ZvN+GHeGTL79vRDohEMNGukxNqx9KdkWn0lTj2JSErxRCpUdomo4cQy09ApHFByh6AmAtwP83RrEvL9nEMZnCxqjt9/Z6RLo6PAqHtupszhbY6nzwzlv0IBvTQKLGfKUfOkAFMRJdeLuZtj96Mj7lr6uGHuKFew+Ar0ac78JLboQVWlvwVdPAOUEoxuaXgLr2dBlhWhT4ekY/ZpMA4IBTaIUgNWqU7p65MXx5Ethzb2KwIAuqqcBVv9M44Sf21ExIV83FbBT/o6GaUJcIjhiYGttyFP1wolSfTnSaob9VI8jWCwajbuHfz79amivgHfvUMz7FnRUSD87EFOvhK4aRclvYPz50DVdlKl+Q4JhCvjpcqhol/ekrhuW5kJmNLxbLp6nubFwar6oVQ1TFGy7qiEqnSNkJkDDCph1OrzcI8VyfrMBbl4IHv/I6cL96PCKl/CwaNx7QPc4eecOjcCAMae7DlbfpXHC3Q6I+OgK34URxkcFpRSBFjvrfjE4QN1Solh1h2LZXQ6Cll6CpsJ/lHbV5YXabrhrHXzvejj0EHRUMeiYvi6ImQ5/LwtlLwRN+P0m8T/98gwJkLR5RCjQ0C1BuoMtcP0ssZd5vliCLbPSRdV+7zrpRwYiNRK+9mXY/cvQZ22lMO5MSBgHLQcGb58xF3pqYeffFDOuUax/EIoucRCZAmvv0+hpCG2bNsvGlC/qeNUHD9jrukIzrGCCaQkMtgXzWajbOnoWTf0OSF2i/ddWYmF8PKjv1QiaiiRn+Pf6OJAXE2RlrY19rRZmpYTnnWGE8UkhTKqGcQSGCQ6LIjMabpwnBTb8BkxNkeIwNh3avBpvltqo61aMjTU5JU8Iv7cPi/fhUOQnKDbX6cxIPPYCOabNyd9263j9iukp8M+98KvtcF0BeIvBfQhSFkD6ItjjA1eHYlL0+/VUHTyB06wQkTSYUB2I4n9rpM22geXok0otaKOlZPTJYcshiMmG5mKIngIHOmCeTxGPLOzNTsVMG/y1GPLixY+r3SMk1ZfzQGtB2LNRYB7FqyuMzzaCI7Rfw5TARk2XVBIP9hXGiXMqSlshLcKBCvYeU4pfv1+wCkqRDrsDWneAvlyUN029UrTjq5PgpWJYEgmetlEOZkJnNUTlW9Aciq0Pwtgb4fEu+MIF0L4ZvNXgHAtpF8E/KuGabLnZyDGjX6MzgUFV5TRNYySheeJ4CXYERmrWJux/VlH0JRt+fJg2B62dGkZQSNfMKtjQAq2G2JEETSFY4x0mYyPCqprjDcaQ9yM+X9J5D78tf297BGZeB1010HoInImQOgV6mqG9DBZ8B6o3QedfpLr36SdCm1MyK1aWC1EyPRXOHg8vl0jRtW11cuzydnhk++DzdybB6RMGk6qmIUVs+uE3YGM1TE0V/8ahREs/xidwzNkiFotO5TsMIlSPXEcQDrygGH+5Ff9Q/40wwviUw2JY2f6EGjHG4OuCpl2KhDkahjLIiNKpGUFBCTA2TpSmPX44bEBkqrTRoXDkQFnx4M9MYGud/LtgAkxPA5QUZYyxw3kTYFeD2AAsyZEMsPQoESs0jBDLqO+GjhywxwwO/Bx4EWZ9VYIhVetBs0DOEhnHV/9crnfLg1B0CQTdGmt+Du7Wwceu26JwxOrkX2DBbxw7aWMznHQc1Ch7U8MIQPYSK0mTTfwWd6ig5FHmIGFB/PGF+h5ZpCQ4wqTqx4Eom0mSM8juljCpGkYYnyTCFtJhHIEC9jSapEfBs/skXVFT8OpBsOtCzNy6AlZXKg61whtliu+/pZibIZH2ociJgQgrrKpUeJXtmK7FYtHY2aSxrU4RbYVpUaLiqemG27bDE3bYshBW5EFzBDy2D5zW9+//pJwQkRL62xED7jZ5CNYIIVkHwt8LhvfozcVq2AkEZNI6GjSXTHrtMeCYBAfbZLJsMx107nNi2hWHHoLL7DDdBaoHCqxwTQKU/wH0aMXEb8DE26HoDhh3dR+BRN91R3wktplhHAdQJuxuGNx+l+TAY7vgD5thX5Moyh/fLd6fMQ7Y2aQRtLne9zl0paM6I9j5Zxtv3mBhz78s+Lo0yl4Bo1MWgvFO+HKGKMpXVYPSj35MRyz0ltvpqVe0HADDC7GRcMt2eDkNti6C5+Lgx9uhIFEGLd3twqrBoh9B+uzhxxx7EQQHKHFN0yRp7oBzxkHBlTDuy9B2ePj+FgdYnNB2SIFfQ9cVhzp0Gk1F8nzZpvhhmFYO56WA1Q3Rfri2CPG1CoSJpuMJgYBByuTBn+Uug0Ovh/7uaYB190HlWhkfkiZAaw04p0BsPqz9BZS/I4RrzSrYfjvE1cKbB6UCeFUnPL1PipudPxFsSEGq0eCwSFsYiPiFsHNIgOJwu/gYnz9h5OMUxJnE2YPH7I2ogjrN+0Yf81oPKgIBG6bVjqaFB50wjg/oFh3TtNJeNvo727hHQ9M0rEEvV04ZmRgaEyuBkp6+rr6kFzQbxOYMOZ+9b8w6ShOJtMFjO+CVg3CoVYjWBzaCLwC6IcTt33dJEKWfUNWVeJd/Z74EUb8zH4J2iBlwfmsEFF0M794esp0K+mDDb6B6I4w7Sz5zt8p4Z48eTqj2o+JdhfIe2zwehFDd/qDOxt9oNO2FlhLY/rDG+nt0bIG+QdoaIGnS6B1UyrT/vuBtGB8fGtwaERYD+3vM/cL48JAbZVDcpn8sHshhhBHGyAgrVcM4gkAgQFGSyUPbFJ8rEPN7w4RAukz6/rB5+D5BEx7aJhO6P26WhaNVg4XZkm4cMOBwGyhNYbXqBALvb3HnVVZeOSQLupxIqH8OfvwFeOqQqHsOtwuJenZhnxcdkBkF+E2sVhnJ/f7Rw9s9Nsj/Iuy6TyL1vl6InAhT74Imn1RgdfVA5VPQcVjSkbEpLBYLgcDwSKBS4G+34LMq0hbIonokxE0BwwPJ58ADB4SAirSYlP7HQsxChdsJORfA7t9I8RNHnFSGruiG/MvAbYcHW6G2Qo43Jha++F1ofRGyLoJ6HdzeCFIiTBwEBhXBCuOzBYtFkzTGgIFpmgQCASYnh9pvSoQUtihuHr5vTVe/wk1R3qEoiHhv32OlFGaHgxU/Fr9gVyJEngb1nZI637QRvDPhe9Oh7PeQdoW0/1IPxOVxxK90IBxxYI9VrP+lYsY1gAm+GpiUBAlOscDY6xNbkcsmC9HkqVCs+5mojBInQO5yyJwrReAi0yD3C1AVA8m+kP+zUgp/HCROAW8LjPkGPHoYchtgZnLoepKmQfo50KFJ35bsAByKgLLy8kGNomSYtxDqV4O7BcqfB/UfcCWBJQ18l5pgCysFjjdomoY1wiRnmUnFu8J+2KLkNx6Kjgr5Z40A19nQ0ArVfxpBoWbCnofh6z+DvV4JULqssKIcqjogywknj4FHdox8TcsToH5L6O/oLDByQauQ7JH6Pm/VOAfUdMpYfeM8k6f3Kmq6JBB6whiTM/INNK/nGBP/Ac0gItmkef/IbJAjDt6p0tjRYeP6GRailPu/8k4PI4yPGqbVxs5WK/RqOOOlqOFIiEiVMTUYNMl0+rhlkY3/26VR3SkZW4uyxVLntxtFIZ4cAeMSIONkULGQdzp01EDGudBpASMS5mXA2urh51JATiw8tnP4d8+VwJw4uGEi/HS7jKdOixCq354H66qEfJ2eKrYApg2ivwjpXVD3MkQnwYGXwd8j/6rXh45d9iYsuwfsRVD1L/FObS4efg39MAJCyGIdfZuh0DRF52GNpr3D+5CuWqjZqEhdrBMw/Ey5ysq7P1EEhwSSspeY6JEBwj3L8YPGXo1Ye5jd+ziRGRlkc6OV+l6NrLAFXBhhfCIIk6phHIFpQoItQFGylYe3hSZBVg2+s0A8nUZCcy94AuITl+SSxd2WWihvgzQL3D4Rml9WBH1O0meb2OKDmO9peq/o7tsk0g7WSNj3M7j0Flg+Rs5xuE2I3C4v3DQPXF6Fry2C8k2gaZA+FyzRfvwjVA1VmuKlXjjndqh7FVKXwQv18E55KAsp0gbf+jLofwd7HLRpCodyYGV4jqXdbqGxU6HHQ9Z50F7CIE8qgILLoNcJlUXwr91C2vxksYnDrdFZpyjuhFkJsMcFM26D2legqwJiciHtDCixQKSCtgGpyofb4V9VcOGlcPt66PYp+q0NludqXFCoobyjmLCGcVxCx4pyW6nbovB2KFKnm7jSDPy6mwRbgMl97ffksSOnCfZjfbUsEPPiNUyrFVOZUvTCCAwjR5QCXXOy8x8hv+CMM+DxcjgvQ5TX1W/A5Llg8QqBmuUXYuc/VfD9L0LPvVLIox/WCJj1c5PWBvB1ShABZIGX8GVY0wpXTJVj9PphbSV8fgyUPAwpU8SfuO0wtB2ChPFw4v2wvwuerofLXGAJKvxHhHYmhgtcF0J+HNy2QQrC5cRA8lI4/CakLwXfMvhpSaiv0xVcVKSzMFP6ozWVkFUE+d+F7s3QvEGUuMlLQU0ALdokGPZSPa6gaRq0OVnxC40J50FCPpSvlOyEyDRJmx0J1lx4rRQuSYTSzpG38fdARwv8qY+scOhw+3J4fJf4rn5zDkxIlJTfgViaDUkatEaKeiz7BBNrkcL0wyUe8FZARB6Y+RCIhN9tkoDD+eNNfjA/QMDU0Q1F736T2uc00mdFYEsI4tfe/1jgDwYYe6pJxQjF3QBSPwf/qocWN/x0lcZdyxxYgr3v+/hhhPFxQtc1DnRZ+dNWjZwYuOJzUPKXETZUkL1YgvK6rtA9VhJq4IY8E08sNPUqNtXAE7vh5klgVELvAUjwgb0Q/lACZy8Du4I7t0nGiF2H7y6AA61ijzMQV08XJepoFFRJJ6RsgKvmwLpK8SmPc0iBug01Ussg0QW/Wh/yVbZocMWpUBRp8vYPRpfIVm6D/yTAmVeBPwDO+NGfn8UBus08pmJ3OhbK3xpd7V7+jkbaXAum7sWMcnPC3U4OvaJo3K2wR0HBmQYx+UF8yjvqMcL49KGhVyMmTKp+rEhzGWjK5GC7TlZM2C8jjDA+CYRJ1TAGQfm9nFVgYU6GYk2lpBtNSz166hJAhNUkL07JxNCE0/OhqwMCq2H7K9BP9B18SZE6QzHtmqMf0EqQomQLa6sU9V0wbZ542+35OeRfD6UBaOiFE9Jg0Rjo7IUeA7Y/oNHbt0AteQHGnGgj/1yFXxs8KVOYxEUqbt8Hnz8ZWi3w9pBCJd0++OVuuPvbYPihKQglh+HMsVb8fj+mxUZQ6aBpbG5SvN2pMDthSbak5vfsF09ISyzEzoUtPTDXARPS4cIgTM+GSLtJ/U5F1HjY3gr5qVCQAn/dC3mLIf0kqPXDK61w6WQhe9xDOJszxsHP1wwnvVeUKzKjdBam6ARHMpQM47iDjpXWHXa2PxxqP4deVcTkKuZ9x4XX7OXMsSaLsqzU9Sjqu0dvZ4YpxZU0BZvrraysUOganDTGyoR4A80n7L1SiqDdRUujGqQ4cWbD4WJ4VYfzz4YDf4eSX8O8H8j3TW/BaUvhhcPw+zK49ofgOwjuErCnQc7JJr/fDdekyTGbSyB1mhSl0J+Aiy6BHS1Q5YP8SLh2Guy5WxZ+Y06SCsv9BG/pG2KDMe9HkJoM7mIILoag4cRE4cPE9IOKgp0dHAnYpESKH/OE60DPhdu3D17cBk14fLciM0rjG3Pg7jWyKD7ggfpUmHYVBIFnW2GRgkQdjrnEehifKCw+Byvu0vD3wo6/iS1M1gLQrVB0kaTKDoUtCrQcWL8Dzos9+vEHZmbMz4KXDwihCvDgFrhyKpw4VorU2DSYnwmH2qEzGqZ8CZwxJio+SFeZzqZ7FQMtTO0xMO8nJtfPMMmNMbH43GhBK41v6xQ/FwqwHXxJMfYURfaFEQSUiTINbIbvPZWleoyP6V+2s+NvA4ovKsg5C0qdQqiCKOL3NClmxr+34j2MMD4J+DUbj+8Rgq+iA1onQsZyqFkR2kazwuyvG+DyYrPqeINOWloU7naoexyyz4dtCg62w3fyYc89oUBhFZLqf9X3JXj+y9WhscQbFAHAF6fJPG17PUTZZG4dbYe/DvFTHgivBtpSGBcF8YnQ6oYElxSzm5shGWE/XTl4n4ABfyuGOQs5ulepKdfz651w93wIVkJ0pvicD0XBGSamw3/M49tRM9MGfGcYBoa9h/wLLOSfrYNmYlj8+IJhcu54gmlCk1sjOypsgfRxwqpDitPgUIfOCeFJaBhhfCIIk6phDIMnYFLXBROTZPL3zF64cb4oVodWQo1zwPUTIbILAj3QDrzRCLlxcIIVVr8y/Pj12xSNs3WiThz9Ggy/n/MKbWyqUVgd4PbC3G/Czr/DjjskFXJhAWTMAfd+qEsFrOqIf6NmAVskVKxSZMy1YM30HTHEV0qhYXJ6KpwYKelaP10/8nX4grC3FVp6YUE2NHoUQSx0aTb+uUuxPFfxnxJRjPbjUKt4zF42BdYpUfH21MjieWsteANwYgrU9kCLB+w2hekBZxy8dRgmJ4sXZowDmnogOx4ykmBfo0zOByIzGqo7R1cR/+eAxuxUGzofvGprGJ8OKKVQ7sGEaj86yhWlrylyz7IQ8PuIVz7SkhyYppXdjSMf76SxMDtalHQ5puK0VHiuGv64RWNcguIbsyOwBb14lJ0VhxWFNoVuJ5SeZ0iwZX8L1BXCuMug4iUImOLrVrcJZswFfw68WQW37xBl6JxTpIpxj4K9TQrbOFGtHngJ5t0Aug1qNkPLLVJIaup8SCqA9n1StGfpHbD+Pmnfvu4Qsepugb2PQd4ZYJ0Hb5TD66UWev1QmGByWREoP5QMUAX2+iEuCuqyoaxt9PXniwcU01Phq7PgvnVw8lg4rVCsORw6XD9WtltZofhctoVAWK16XEDTFJ2VCv8A9VhPAxQ/J+/Xgu9KAZfi50PFzGKyIe9a+F2fnUWrCr2LQ2FxQkIcXFUAL1RJte/fbAh97zekQFWMHQoT4XOZ4HdLu9rVCEtzoN2viOrU2frrwYQqSEGa3Q/BzBuhNaDQlRNXh9ZHqPZBwcSvQE2i4q9rFU29kBKhc9EknXExAZR/dBVYAD8J001OnmSjo0qjvVfhzILVLfDakKKOe5sUc5LCpGoYn04E0agf0Eb/tA/OmQWzT4TeSoiMNEnKMQlYPfitVnY1W3h2v6LFLSn+F1wDvfthvgEXL4Ctvxre5oNeaFkJe+cPH0vaPHD/BiFCF2bD22VSdOr8CVAQDwdH8TLNiYUVpXCuDhkmJCrwe+Cm+TLve3VAO0x2CblS2yXn39elSJoMTbtHPnZMEVTs6yuy2ALJW2DqldLfNe2TbTQrjDkBMue//2fdD0MFyF1u0LBzZLVq1mID0xYYRNT6jQDofeNnmBs67tDtV3iCilhbmAz/uJHiMijvDBvZhhHGJ4UwqRrGMFg0qRR+7UwhD7Q8wITPT5IiN/1Ij4Ib8uDQw1BaFvKhO+dSiE+FssdHP8ehVxQZs45+HS7Tw70nOlGaor0JOp6H8edKUSnTlKrEZW9ByoXg8UOzG8acDxaP+EO5W6UIjuFXWHULPsCvWTENDb0Wtv9JUjtn3QcdR8kuquuGmfFwzxrxrFMWjR+/pZEWJfsNJFT7UdUJjV1wTjoE/RARA/dslue5vgpmZYBNmayq0FgUA63b4aSp8Pt9UhXapsNTe2TSrClRMk1NFR/MgYh1yGR9NHR4wQxXrjruoWmKoM1F1bujb1P+tsbYU62gB6R9+APEuyyMiVXD3tETsmCmDzbfCb1N8llECtxwLTzZCtuaFLsaFflxDlrdircPQ0MCLFgGVX3Fe9o2wKIpEB8JyYnQHAk5s8U/buxVsPNu2PM7GLdE9vPqEBElaYS/WAdfnyMWG102GHcV7P2TqALHngQLbxYPN2cSBGKg3A8peZBcBIE4yP4+dPgg2Q6BMjj0T1nQNu6CyV+EX++AAy2h976kRXHbSrh9qVRs3lgjn9d2wew0iAbWjuKvB6JO1TVo6IbPFchC9p3DQnotyhFy9dn9cPkURVDTgTCpejxA09Qwm5Z++LrlX3s5LLgT2jpAWaDcB/cdFMUYwPM1cM11sOl+hjEpU6+G9npwvQzfvxTalBAYQ9HhFeXZ9BTxZkzvgR6fbFvnAVv7YOJ3IFoPKBqbFT/e1UfY9KveFOScCaknwpomeH6AX2JDD/x2k8ZlRRYWpQYxAgEsFiE+1JDxIkAAbAEcExw8u81K8Y6Rgw/pUWaokncYYXzKoCmTSFsoS8EEni+HFxBv+0vzTeIdbpTFwmulFl46GGoHdd0yN7tiHES/AsHx0FUzyolssv1oKG6WMeT0AkiLEnL12plCuA4Njp84BhxeWFYLO/4cCmgmT4Xcy2CnFxp74LzxooJv7pW5cEY0lLbBOxXwzcth5W0yXx6I9GWwqzdkGVDTC2lWGYPzTpUiVoZf6gl4u6BipSLntGOrbRwMmsTkGcTlKyn6OACuJMhebOINhpnTzxJaPfI7R9vCwbWPG6kugx3NVrp9EPdJX0wYYfwPIkyqhjEMThVgWa7GnzYrvjxD/Jr61ZA3zpNCG0098K3xsPNO8HWF9vV1wb4/Swqw5Shvl69bJmwcJahmaBY21cKUVNjeDRPPhK5SKHtWCJfE+RB/PrzeBHYLZKZD5HSoegRqNoaOE5GimHOHnXdrTQoSNWK7YcOdHFH96DZRIow2Ec6NhagayI+F0jZFt7fPFiFFCNLRsKIC8pNBRcJ9W8ULNTMaqruENLVrsKka6jrhyovA3wpz04WcyYmBU/NFwWTTZeL705Xwo8Xi49ePHh/kH8UHKyVC/DDDOL7hszh4aq/GglG8G6Fv0WSGfuyAP0Ck1eT8CYp2j5CAAUOIl+WRsPKHIZUniEJv6z1w3c9hTawQ+HVdipPGiqJzcz2cvgza90JXNdSshvMuhH8Ww3MDCJuTx0KyE6bdDg1vQudB8DVD6ulQ4oWYeGjslaI935oLPQFYa4OTb4W6V6BhF3Q3iWfjKw0wyyUBjZmpcNE34adrQ4QWwPh4uPIHsPPn0qbNgFRbHwoT+L9dojZ9aq/YH+yqhy8VQrNfghn7mkZ+tjkxUhiopAUungSFCfL5nkZYWQ7ZMRJcqeqAWLsFhyUIIxS0C+PThWDQHFQteygq14l3b7sFbh2liMvBNjCKYNnP4eAL0FkFEany/r7dDWUdcN3l0LkPUpf0FVsb5dWIsMMP3xFi9fMT4ZZ3pDDNjUfp4wECfWOZU4NA3zg24XpY54CZwIsHR97vX/s1Zqfb8eh23jis6PXDnHQHqS4D3e8elLprCfpYmqOzvzlErExKgvGJ0paWZJv4h6ZShBHGpwR2w8eZBRpP7tWw60JCJrkkKL25BsbGK+o8TiI1xcsHR540PVMGP/ocaLbRz+OuhYJ5sHOUYE1OrAT1Xj0Iy3LhnPHw7/0S8Hu3HPY2iSXAqfniy+rbAqXPyL62SEhbApZ4aF0HU5ZARpG0v9tWDLaGWpoDV06DbgOm3Aptq6B5N9ijIPkUqI2Bpwf0aRMTTZKnKGo2iVK/H9FZMPlS6KgyQTeOWT3q193M/raTpt0ah9/UMAKQvcQgY66J3+omXIHqs4UWj4wPUWGl6seOFJc0psOdOlkpn/DFhBHG/yDCpGoYw+AxdKalKuq7ZcK5olwIwetnSYGNwkRJ3zXKBhOqA1H8JEy8CipWjfx9yhTobQV7rAMtAKZmYNh8KFND81kBRXtAEetUPLQFLp0C960VUnLeF0S9+Z8OKN4O31soKpzsGDjYAosvg9rNoWrMmgX21Csi7Ypt1TBpF4PSKIMdcOY4eHjb8OuMsUNaBFSvhCuugL+WwbRUmXCnRQnJcjR0J4sPo9MqBQaeL5aq5lYNzG64cybU9cIWD8xKhS8kis3AzgaoaIcpKaJ6fXKPkEJ+A1wW6O2bPEfbIdEpitX2ERSrZxW+tx9uGJ9uaJqiqlNjbyOcWgS8NvJ2CeNNTH0wWxOlfHTqduKdiouLoLQV7MChFwcTqv0wAlD6KhTkQEo+7OmGoCHkye5G+MVu+Op1kNUKqhVWVcPmIQrPjdVw+zKpZhw1DXLnQ0sAXmqFSybDrgb49UKI9EBHt0mtqegF7jwAi5dAig0O+OCRQ2JBsrfPvmBelrSlocrs4lZ4yQlLz4Oat0Bzjv4sy9qk77hupvjYnTIW2v2wpk4W2a8dGm5xohCrhN9ulABTZiS8UirbTU2Vyuv/2CXbbqmDaLtGZpSdiLBa9VMP0zRxpRhEJGv0DLHJyF0GuctMil+E2BmKokTYM8A6wmmR4oxzM6AXCMRC5XKIAA764JFSCUYAPG2HovGwpUz8xp8bgaDNiYEOjwQv9zTKOHFqHrxyEOxHWSDZosDdN5Mr7YBF0yVLoyYR3i6ByVkjq2NBztXsUdy1KjRIvFmmURCn+NYcF5o3JI8NBg2KEoKcmqfYXKu4bqao7rbUSnZLWqTGhAQnmjcU8bDoOprPBoY6MsaH7QHC+CRgmiYnJMHcuSYWq2JVsxRrTImA78w3KWuF3Y0aM9JHt4FxB8BnBy2CwVY4A9BcLL7ILx4cbtekkDb9py1yjhXlcN0M+NpsaUPnjO8bU7pgTQVcmgNb/yP75pwFtrnwaj00uWFKOpwSBSnAzW8Ob+MrK2BMHHR54PkSOLEITjkV1tXBMw3QNKAAX4QVipLA6TBZ+H1Fwy4p1Jc0UZSqWx6EpbeCGdRQ6j18Uoc9d/BpbhJmaiROsYCpMK0BUaiGu4LPHFq9Cqtm4ghnoX/siLGZ2HWTqq5jU5SHEUYYHw7CpGoYw+A3Fb/ZABdMFA+4F4qFQHhoq6hnHBZRdgbLYEFfmq5uhab9UjAm6IX2CohMhMh06B5Cuuh2GHcudNdAwK2z5m4ovEgne76FA/+BypXiHZcwESZfAeusEsn/9jz45y54okyOE++UiqplbeJL9duNQpjMzYSCq+DA36RycsYZ8GgVXDEFAr3QUzb4epo2gLYYLpsspGdP30I4Lw4uKgKtR/ylUrvg85NMHLoSpZopRQJGI1bnZYov6tdmi9r0PyWSknX9TLAEYdevFZ1V4ic57hTomgm6CX/eGlLCPbhlsPrAYYEb5kn6pkWDMbGiyvvabLELKG2T7SKscHahkOEBU4Ub+nEMXdc42CYpwm1REJMLHeWDt1EaTL4cTJsBA30XA34yIq38ZpNOQTx8Lg0sveCZD6lFcOg18SkdiI5KaTfpvfBimxBDZ44TFWePXzyTTxkL0eMg3weX2YX46Sc7l+bCP3aLp7A7IO0zxw7ZyeD0wzI37L4HuusV9hjIOgOmzpMKyW9XyeJQU7AoC2ZnwAMb5TuLNrrVxYZaOHs5xE6GXvvoz9KqgQaUtUrfkemC5/sWv9vq4AcL4S/bQ6r1eCdcUiQLVHcAFqdAbbNc14sHpPjIQNVhhBUibPBOueL8sRb8YW/VTz0CVg8Lf+Ri20OK5n1CLqbOgMQJJht/p3DGQ+kTcM3P4KmDojLLjIYrpsLrhySDwKLJ+/TvQyOfY1s9nJgntjrXTIczCuDNMiE1FTA1Ba6cDD11cOtUWNEMayrh5ydKSu+WDshZCjUrhx974mXwYt8YVNUJ5lTIOAv+VC3EjeU91lfewPCo28E2xZpqxQlpOoEBRQ6Vz8PZY22cXmDjrlWK5gGWBH/copiQqPO1GU40nxu76aRmtcbBFzW8nRCZplN0qU7UGD9+5Tv6RYURxocIi2mjp8zKnn9qdNVIIGLsqZA7DX69C7bWKa6aKl72Pf6jH8uqg8cqVlOHnhj+ffap4PFKHYK/7xSCFKT+wEVFQuT2WxBMTYI0A/QG8S4tdkO3BXJjhOR09FmQpMyHxikSqARYnA0FyfDMfim2OFrQ5MUS+OpseLYYdjbDOWMgyTF4zMqJgWvyoOVNRUK+eDr7uiE+X6y2jAAs/hHU71Q07bUx6WIrZqSboDGYEdU01Wf/oVAKDGPwRQUCBiifdHhhQftnFq0ejWibGc6Q+wSgFCQ6DGq6w6RqGGF8EghzLZ9B6LpC13VM08TvP/rsRdMUFsvgbS2aDIhP7pFqxIkuIRmaeyXCPj0Frp8A5RVSLdkIAEoqdy+4Gdb/StKU3D6Y/BOofBLq1oIRhORpMOlSWNsFM3LA2gVTvw96HKy7W9E9IHresg9W/hguuQ3uKhZC9bR8qXxqmkL2xDtFLfObDSHyMWCAPhFm3AleByTGwjVNEN0ImRlwIBk4EDpPzQqYvBSea4EvzxDvRF1BZQdsqYCZDXKPXg3qOxTjE8TjNDVSSM5T8iRta6AfVmZ0KC3/X3sl3TknBr45RxSlNa+JkjZjHkQkQk8taG1gvVRS0rbXD/+tIm3y75m9QqQqJcqGvDgpeHBqvpDLQVPUhQf7CmZF2ME0dfz+4DEpDML4YLBYNDRNwzAMWUj8lzAMk/RI+f8/F8P3roeYVVC7QlL+EwphwuWwyqMY53WQYveh/LJqU7qO0hQzk2FyYLCHqiMOplwG1RtFXZNYKO3K6gJPO1S8DjnLJCBQ3i6kUVOvLMj+uCWkwsuNha/Mgkd3SD9RmAgvHRDleJQVEiNkcTcxAZIaYcsjoXvzdsChx8FTBzNPkoBI0JT2l+CEO96V9hztHFmJfeQZmdDoBrcVChVcPQ3+tmP4dhcWQoQbTlcQqAXGSYCirA2ung476+B7s6AxIO251y+E8eF28ZCeFgWrWyHKD13e4WncC7OlbdZ1K4KMvKoY2udqmmxnsWgfyvsSxrHBMEz8th6mf82G6bVg+BT2aIW3RzHtenC3Q0wmOBWcOQYW50ByBNz2bqgN2C3QcpRagJoSu4s5GfDyQQmG/WCRjK9OHQLlsOOHojDVrDDvNJgyQywnFmTJ2Jd1AuRnQvXL0j6jMiDvC+DPkKKQvQHY0wT/qoYbZkPqdhmzu31C6IwUkEiNHP263yjVWJhuRR/CgOhmkDcPmzT3Dn+/9zcrKrs0xjns7H9ap3JlaJvuOtjwK42Z11uJmx4k8AG9FC0WXTymg8ZHpnpVCqxWHVB942Z44Pwk8N+MpVarjlJC9LXvtrL5dyGiwdcFZc9ASiV84QR4olTmu3eeIO0k2g6dfSpUqyYZEzZd+nuXDdwKWgpg1rdg/1NineNMELFAbCF4TPjzbjg5T+aCpinHff2QBL4dFvhyEWR3wv7fw746ERvkLoNJZ4DbJdkPpyVJf5B2GjzYVzgqI0oymB7YKKKHo/U7LW4J9AF8fTZUrQS1G24+CwIRMs76DsOh+4RIPeE+qN0K48+TYlU7/68v40tB5lwYs1yx8g7F8p86Cdp75PmYNky3laAPrE6Zwwf8JjHZJqbNT0CFq8D/L6HFoxFlDfeXnxQSHQbVXWGZcBhhfBIIk6qfIWiawuJ30l6iqNuucCWYZC0EXF4pNjEASikCVgelnRqbaxWxdliUbRKhfLhUkBPG6Lx2SLG9Xoi7B7eE9j1/HBx+CcreGHBAE+q3g68HFtwKHSXQFoSWHiiZDdNPlIVlrR82eODVUnBMgCmJsKUbJlcwiFA9ctggVD8PJ54I/ykfTJQoJPX/xQEEaVqkFJ8pbZV04f0NMLsHDtwHOefAG51w/olQsya0T8ANh34Ll/4I3q2AHa2iNjs5CcZ1Q/E/IWMRrGuDBi/4g0Ik9fjgrTJZLP9wERxug7VVomJLj5LtXKYo9kAKCrxZKkUJgvOhcwZsbYd4l0yOfT2igrhyqpDEXQPEPFYNrp0BFgXnjpeiXKkauIJQHxAl4T/7iohNTxXyeV4c2Nuh+K8KTXeSvcTEFh/Ar45SlSuMDwxd09C9Dhq3KloOKGJzTNJmmQQdXoLGB5dmBIMGhQkmdl0CB3duh1n5sHSekDLKDk/USaGbb8cpvAErY51+gkETt+agoV1jSQy8+/3BKf+eNtj0B1h2JzjPgg3tsshakgX+3dCzHrIipbp9gkuOX5QsafMDUd4Ov98k9iC/XCeEvom0jW/NhWf3CVm6JBZWPjDyPVa/C8vPhD8cFE85gHtPAnff9ebGHN072GGRheuTe+HHS8DtF/XfQF+7U7Jhlgfe+S4EfTD9LlEdjo2T7Rq6wW2Apwlcbmi0wMpmIViuyIfxFgh0wco6SGiHmWkhZTjA8lxppz0+mJBooJnGoOzG/j73UIfGljpFRpTJ8nhF226xMXElOshcaIJzeH8dxkcL00TUkw4fjggH7hYL6+4ZbG+TOBGmXS/jUKwzRKiC/OZxjpGPvSRHiNFttfJ+nF0oAYf9TTAnHZ7fL+rpuTcCpXDoMSh/EcbZwboE/m+3BPF+u0cyGL56G/R6IcIFDSasrpRg2xeK4ItWCTI+vleK1ZxeIPYZX54hmRwD05FdVrhuhsmDW0cm/3v9Ixc59CkrqytHV8KsKNcoyLEMIlQHYvfjGssm2sByFDZoBChdx6M5WF0L1Z2KCYkmRUkmtoAHw/jwyFWbacfbbOHgaoUZhKzFJo6kIH7tKFGdMD5UaJqGxeOgfpOirVQRO8YkbYZJ0OEZppAcCtNipce0saZc0e6Fz2fBrsdGfhcbNsG0M2Xc8wYlUPZWmcy1frdJCkUVJcOOehl7l+SAFg07qqAwCQJp4LgO8iMg2QZ7/gE7H4Fp35f29egOCaYvzJYirwq4cKIEVXbWwe4gzL8JinTocMOGVlhXLv3FeeOBIGSfBK1mqKDUKXmSuQVSIHFy8ujPIidGRAIF8RKgcXVDy37514+kyZLNZRpg0SFjDux7Gqo3DHyo8rcRgLEnwoEXFRO+4MIImtSs00maqOiohB1/7RNZoEBBwRmKMadp+MJzzv8ZtHoUCY5wcPiTQqLTYFeLZVjRuzDCCOOjR5hU/YxAKbB4Xay+U8N9JB1dUfICzPyqnbhJDFqoB2xO7l6rDyrO9OJBxZVT7MxJN5iRpmjsERWkRRMfuNcOCdmYaMCet0a+jtYDshiLngMrDkPABhU98HqFqCavmCqLO5dVtus1od4NuTtGPp49BqIKYdFYyEsVP8Y1lTIBXpwjk92BuGiSpERNSZHzL46FrXcJcRo5DbZuhjgLzP8yHPi/kLdqdz14dsOZk6CoEXxN0Pi0pPomFkH06fDuTlEsVHeK+uDetaHzvnYIziyQifALJWCmCcHbVQYpSfB6o5A318wQBcRv9wxWDv2nRL5bux/OGgd3z5JJ9GEPtAQhMwZ21In/V0kjTIuDqufAXQdp3xBF0g8WQUMXxDhFXdXxHDTtkPcA4PBbiqyFViZequHl2Ba0YRwdmqYwO5y8c4dGoO/RVq1R7H0aFv7QgS1teLrcscAe9HDLYie/WKfR7YNN9fJvfqYQ8huqQ965T+zR+N5cGzYVYEU5LMmE8hdG9lDFhIMvw5558G61fLSlAa4ogoLZgCbtf02lVCz+4+aRr6/LJ8Xr0iJFGZfkElXrQ1vFdqPTC4EeRq1gjgkNVRIM8ATEI7g/tbgwQRalpa3SHw0kMvtx8li5xjaP7P/iAfF1za2UaxufAFOsQqiaBiSOl8rJuhWmpcKrh+DpvRKwIB70/aC/AedPF2uFtnehZxYUZ8q9JLlgWSZkOqC0R4r1lLWJz6amwbwMCAyZ1fptTn6+RqehR7Y7fYpi7R0M6q+Ln1fM/rqd6AkQDBOrHzssFg3DY2HtzxX+nsHfNe+DQy/AyWcL0TkQJpLZMCER9g/wXZ2fKcTGPQOCeGur5P352mxRQC8bK++U24TOPBh/Hex/EMpehtnzZJtzx8u+jT3Q0wqmC1o18PmEZNGVBBbeLoM3SkO+wK8clPZX0iy2MZUdQq4UJppMSDBo6lE09oxMOE1NMbGawRH9JbWjpHZG2Ey6akf/3tcFAbeCqNG3GXY+XaPa6+CetdqRVOc1VYoIK9y2xEmU1jss3fiDwGY42P+Uhao1oRssX6FIna6Y8iUnPi08bn7U0HUNo9nJ23dqRzxLq9Yo9j0Ni3/sREt0j0qimxYrmxptPLYrRPqfGCkZEaOht1rGmxa3zCuLkmX8uG2pzC/vWyfj2mWTISlCgoZLciAQFG/Th0vgmxPh4K9CWSDdB+DspRLgqOiAK+Ik8PH5iVLM8L59ofOvrJR+4yuzYLJT7AHuWy+B+89PgoKzoLQ9tH2cM2RPU9ct1xRjF3ugobi4CJp74JxCEQycXQS8It854mDiDbClB15olnH+hGaYEyXZKyOhdguceAE07lEE+lKM4/MU/m7Y9jCDzWhNOPiSRsI4CxHjfARH8ygI4zOFdq9GTlSY0fukkOgwMVFUd0LcJ30xYYTxP4YwqfoZgQUre55QAxbofTBh6580Tvm1DWyySNesFl44qI1Y7f6xXYqiOI0D1TIB1DW45W2ZYE5Llcmn2Ta40NNQ+FthSwAaAlAQI4TsmeOkYvfvNgrpcsrYPnUZ4sEYnyXm/1VvhQpMxU+AtCvg6UrY944sHGelSxrynkY4YYz4jwJE2eDSyUK4VHfCVVOlYI6qE0JVs0JvXxrUW9XQngxn3g60yvn0RHDEQ6MJMUXgbQNnNtgT4YAX7tklJOecDEllnpQsC8uB67iXDopK9cKJsL5KJsrtByHFKcTO7gZRsD5fPDwV0wT+th1+shT+UwwzdkD1CkiZDlMvhJUNMCVViOipKeCvgKoVcl/ZJsxMh+f2S/r/47vhcg2Kdwz/barWKlIW6EQVOjC9YeXNhwU9YGfDb0OEaj8MP2y8X2PZXXaCx6jMGnScoEGS7uaOZS4qO6RKd4JLfE7/1Kcin5UuQYeqTjA1C0HDpLRNY0ESdJSNfuzOChh/CryFkIPnFArJ//ut0ubmZoi/cksvg/qMWelSYdgkROjmxcGhVrhqmqhWm3vh/g2QGgGzi45+jxaHqGC/MQeSnVJcQ1dwxjj402b5/9uXw9N7pDiWiXitnpIn6dgvHpDwgYn44nn8sqiNc8gCtfadUN8SmQ2bOiSVstcP354r7ea5YknPvnUBTMqHtlrZJ3MqvNkIq/v8Z+dlQssOCG6CpRfCU+VSyXl7HSzNMbFqQ/zmrBb+vV+joY+oOykT6p5lxP56yx81Tv6VjaAtTKp+nLBgIdBox9M1nFDtR+UqWPIFITGmFggB4zdEgbq3UVSoMXbYVCvq1+Vj4O7Vw4/T1CuBuLMLxWf1QIu833MyYPy0kG+ywxAC1jChMB6uyoWyP8Pk78FzZULQ+g0J2J07Xs5980L4wyYhWex6X3bEDLhzNSzMgosnGTgMDz5vkGSXk8woRXXXYJbUqsHnJ5oQGO59ajP9LM3ReWb/yGrVhVkm1uYRvzoCzXpsNWp8uoNfb9CGeUf2+OEPWzRunmNDGf+dGk7TFD1V+iBCtR/12xXZJTpRRVq40NZHDN1vZ9392rAiUEGvjKWLbrdj6COPpW4GE6rAe65yrBGSJeS0yBzPYRH1py8oY8E542BunwXH3iaZ981ME3/UynbJ5EoMQE2TWAAoDerWw7jl4onc2nepPztBxsORbGn2N0tb3lUvBVBvXijig+YecMZAdJzMe7u8YkOgq5CP6j92wdfnwLpKKEqRNq8pGfda3TInXpwj+zQ6IbYA2g/BxBvhV6UM8kX+WweMm8Dolbr6foe67bD7cUXuCVBwKpS9Nfo+xc9pzL3JifJA0KewRpgYNh8BMzy+fdbgD0JvQBEZTv//xBDXpxKu7YK4YwhchhFGGP89wqTqZwU+K3WbR5GPmNBcrIibLgsCv7LybsXoUpONVYpZpqhbUlf7JqUAAQAASURBVCOFsHhmvxAoNZ2wMJIQezECohPhjWJJY0+NhCf2SKpj/yRwTKwozx7dAQ9vk890BUsmw0kzYee9sujKugru2B5S3QRNSdc90AK3LoF3DsIXp0J9D8Q7hFB68YCogzRTzm3WyL5GQLxF+7GlUf45LTIB7amG+04Gv1/M+f9SLBPSnoYQcVqYIIvNhh6ItjGiY+KaSlkEL8wGdwc0rIHkPMiOlkqsnoAQwiMhaIoSKT8REhdD9TvQsA1aS+CkO+CnW+G7C+H1wzC/T6GrNLnXLbVCthoGzI6HhmdG/XmpfF1hjbNQkGgDf7hgyIcBo1cfVZ3l6wJfpwZHSV9/P9CUorlH3p+NNZJy3N8Eo2ySIvyrdfL+mQo0DNIiTUyLIiIVWg+OfFxXMoyPhEVpsCQf7ls7uM2tq5ZF361LQ96MF02SBejvN4VSirNjhBDd2yipjT9ZIkTl4TZRzOhOiMuDttLh12CLhG6XHFvXwNMCSzrh5BMkIOEOwAUT4Nm9sohdmhtKh1xXFbIAmZoKO+tl4Rmpy3njHLC7EWIH2Iu44qR/qOmShei7h4UUTYkUMsyrwGODZ3tF3ddTHdo3J0b6sM61UL9F2ueVd8BPd0hRkD9sVnxhgkaeSx1Rz/mUlbXVoR5jbhzs3Dry72Ea0HJII26qTuA9PLHD+HCgaQp/g53dT2hkLBx9OyMA7a3iv/vkHnhlrbRBhRCiQRPOzIEvTBLCr6xNfL/HJcj7uqcx5P29pTbkwQuy7/pq8cL+/jdgyw/Bo+Cm+WDthfO7YO/PofB6+MWWUAEckPPcvx6+v1A8vK+dKUUKo+0yXnmDJg+cBlbDj/L58PW9lxa/m+8tcLG6UtHQo+ENgqZMzis0iTA9wzy4dV2haYqTx5psqIbqrsHfT0k2SXMFcSQqrC5tRGV6wngT5Tg2QqXFrQYVbByIig5wmzquYzricOimhUOvjT4vOviqYk6hg6A2mtw+jA8DwW59eLCpD+5WCPZoED38O4tFZ8sIFlK7uyF5MjQPUZfHF0ghVXum9O/fmGviC8DhNsX0VFCYfHm6Ij0Kbn035JlvmBLUO9ACdyyDQ23g8sG0O6HKK+14XBJUuOHRjaGiVJ/Lh/aj8P6rKyRAuK8J9jTAzQuk7f5yXcgKKtElljpzMqSvAFGeb6iSse/RHSHFarxTvMULE6DTI33NHzbBzVdDViVs7B5MqPYjaB39GgH8HmjeD7O/JgVcD70+QnBwANyt0HZAZ9Pv5G/NCuPOtpO93IJPhQP7nyV0+KT/jAiTqp8Y7DpEWk1qOhWTwqRqGGF8rAiXiPuswAipsEaCv5cj1RhN1FH9VtxBaFgFCUFwAefmShqU2bfo8zogbe7I+0amgtFHTOTEQm2nKN/GJYiv00WTxHvxj5uF6OhH0IQVlfCuATN/DBO+DK80hMidgWjzCHHTEZCFa7Qu++9vhq/OErVdVFBUo/H5so/qS2POiRl+vMVpcPMUiAhKg2jqlcqt5/YVgRqfKJPTk8aKkm5MLDisohxYnD34WD0+KbCzpgzslZIO5kiSqOGv18uE/GjTjTa3EEJRGaHP/D1QsxpumAO+gHjo2XLlu7ixsKYvnTQ1Erx+sCspYDQaAm6obFP4VDim8mHhvSxTgx8Cd63ril0Noo772myYnCLv59mFsgBrbYYr8uCqIrAqk6A/wKl5Jl4FqSePftyMM6CuGC4YI+nDo7W5XQ1i3zEmVtQ8z+4f7NFY2QF3rZLrm5Uh7+RZhXDbMihpEaX42C+BI3bIfdlg0rdFkQ7ih/pUDcTMlCCOED1SAGt9Dfx9lwQnfrtRVLAb+wIniS44t1DURcszQPfKvsXNsqiMmxg6Z1eD9A+7GqSvmpIq7e7lA0II272QCnx+gqh0CxPk3+VT4LwJMnFt3CTH8nVB9Xr5HUqa5TmsqNDQLKFiAaapCPQpGhdnQ7ydo3YE3h5Fh+FA08ND9McBi2GjpURj7MkQnzv6drYoIELUYVtqQz+hibyHq8sh0iIWMI/vlkDDhX3vncsqKb4XTuwrgG0yYuHA5l44HITZt8Nhv5Cw9S9B6VOQPhe6kgcTqv0wkSyIr8+WseCtMmkfj++GX6xT3LpC0WVYMa02ghY7ulX6f2WajI2HoGnissLp+SYuLYA5oJCUUoqgzUlxt4u/7XPw72KNr802+dEik4J4ycq4Ya7BtdOCaD4PAZuX+TcbaEMIGkcczLjOPKbiNUoN7mdGQsA4ih/B+4WpxJZgtHN4wPCG2+NHCV0fnu0xFEZg5N9IKZl/DcVrVZB5iahIQQJ70++EjgtgzXTY0mFy3ykmY2NNarpkbpcZY/LARqkp8NJBRpwvd3hhWz2kumAP8JPd8GAJPF0BtUH4/ZYQoQoyfrlHee0VYmGTFS39RKtH5ra6Gnzu5l64d43YAqT1Fa90WmQs++3GwRYArW7x5o+yS5HHZJfMYX+2HZrGwvpRgvv7eyFh4sjfxeVBZyVkLYCWA1C+AjqrIXbMyNsDxI2BziooOAOmXAFjT4KyNzTqN1uw6OGCOp8ldPikfwwrVT9ZxDuMEecIYYQRxkeLMKvyGYGyGURn6XRWjfx94kSOVE/VzQATEzX2NY88OZ0SDVV7YerZ0NgB8dVw7jghWzQl3m9xZ4O/G5r3hPaLTINx34QWJenxQQOiHZKSuDBLou41HTA1aWRfRIAV5bB8GeipsHfd6Pe7tR5iHEKEdHZDp5LU+pcOwOVjQe+Bzd2ivosvEJWeVRNS5LGdkiI9JwXOS4K6V6CxFLoSoPA8MPsmv/nxMtltccPrpUKM5sTAJZOF3Lx3LVw3XaqrvtanvpueBhOjYHwSeFth1tchEClKov5pRkoER9KAhyI7RojbHy2G3Aug/Fn5vH0XqHnisaoU2PqVGiboSJGquRnw+QLxzjpxBnTVjHyOuFnwbidMdGukhee0HwpskSZW18ieoUoHZ4LJf8urmqbJ1Dh4vhQuKRJ7jt0NMNEF3i3gf0sW/pZZYD1NI2DTiLAaODXFRp9iwvVw4G8hglezQv4lsF9Bei+424SAHA076iVActEkeGT7yNt0eiW4YdMljdGiJCXsrTKYnQ4PHoSf3A7NB6G7DOyp4MiHxyrhcIf0LwlO2NEAJ+WBzSLWAbF26OgLFBQ3S1u+eaGoYNs8kt4/LgF+tgomxcOyCHApOFgv5O7sSIiOhunXiIcsAbEHuHamKIQmJYvK/NoC6NgOZY+LKjF9AUyaD54Uqa6+rhLmZ4llQOI0segA6NgFM06Em1f1PVtlYlhs0lEAFoIszdZZlAOrKsBrkcDJaG00ugAe3qVx/XQHlmBYGfdRwoKFQJuV5v1CEEy5MpR+PxR554NXG+7l3Y9NtaJSXV0pQbfHdoonaj9W9qnR7jpBFGaeUdSXW+ugPU7UZ2+UwmlzIeFkOOCDyqO00eIWIWEDhoxXA9HhhXvWKL403cbfd8GcdJOTxkp7/ccuRU8f4bOiXOPEMVbOywflF5YmYHPy87U69QPsP14vFSuBb80KoJkGuuEn6JNRTinQMwxOvE/RvA+6ayFhnEl0rknA6sY8Bv9T04SUCHPU5JgoG7gsBv9tB2voATLm2mgpGXlelDIFuupMIgrCFgAfFXRNI4BCt40ciNSsYI+CkQSfgUCQGalCgg5Ejx9+VQw33GwS2w3t8XDHJnWEqN9Yo3ihBL49VzE2TuaRv1iraPNIdtHLB4afqx/b6iTI6A2GMpqW5UrbGIhzCiVAOCMNtg/oO1Ii4OQ88ep/sxQe2xX6bl2VzEG/NluCIwPvZ02FZEU090ibeLd85LYRNGXsnZQEsRYJ6E1PDc3lR8JzFXDH1WA8ODirJDYXpnwdKldA5jzY+Fv5vKUEJpwHFifDCXEFhWdDwAsHX5ViV9GZMOcbYgWgu51oysC0Bggo34hBpjCOH3R45aUKk6qfLOLsJtWdn/RVhBHG/x7CYffPADRN4XfpjLvCHDEnPXE6aAMUmlrAz+VTzCM+iAMxLg7sDeIxFe2CnDioeBZmdMKEBLi8QCraP1oGPWfDjLtg+o9g5h0QcR3cXwIxukTde/1Szb7FLZH3GWlw1RhoPQpHEDBkn/3NYuw/GqLtcqt2CyTHgdMNMyPg2iTwvA4ehyxMW1pg+teg4PPgMYSQOWms2AdcFAPb74C6jdDbLJPDdfeAbz3YgkKamgjhcnYhfG+heOT9bqNMVjUFf9kBJ2XBKZmiMkh0QeMqWHkrrP8VHHwJtCa4bqoUkkqPEluEkeazczLEj7KpVwjpiJkcUfrYIiEhUpRIi3Mg0gWuJGgthWmxohw8NR+sHkhzQv5JfaqqIXDGg2MylLTKswvjv4dptdNh18i/eOTvc86AgPO/O4dSELDYiTdEneoOwOuHYF4cNP5dyNLOKlFGl74KK36ksHictPZq+AOKhGh4UYdxt8KMn8CMH8OE2+GtGMCA1k1g+o/e5mIcUvzNYZV3FITczIgSIrQfNZ1CVHZ4wGmV9+zsQiFaG3vgoYNQlwWvj4W/a3DrDihulX1PzROiKWBIYOPRHfL5slxR3PRjd6MU/9lQLeTRs/sAE74zHk5sksVdSxec4IK4DbD1R/D2d6H0DZh8KcQXis3AznpR+SS44DtFUPw7KP6HkJ09DXDwOdh7LyyNE+L2gonSh7x6EGInh67HFi0Fvq6ZLn/PSlf8ZZuGYZMHY1cBTiswuW+dEG7NCsZezogdQfIs6HVK4a/aboUaoQJ7GB8OdF2jq9TOOz9R1O+QcaByFRR9E1Jmc+T3sUbAlKvks6P9GibQ5ReSpLh5MKHajzdKxZ/4hRIZR84oGL5NpE0I0soOIV5cuXDnblhXJ8UiR4PLKp7ifkPGmaFo88g52z3w0kHFT1Yo0qMUN8yTsakfbx9WNHktKCV+wC8e0AYRqv14cq+Gx9DBHypEY1psFHc7uW2thevWKh5B0TAfbJMUvU6kktsxwo6fzxWMTGReOcXAafoJ2px0ahG0qwgCNif6MarggkGD9JkhReNA2KIgbboEWsww8/ORwQQ6qk0Kzx75+8KzQVlHli2bJiQ5gxQmDP99OjxgiYWONPjDLjVM+RwwpKii0yKp9v1Bb/d7jIlRNhkTJ6dIJhZI4aiBhIZdh4IEeHqfjJMpEfL53AwJ0G+plQDLivLhxz/UKgKAcQPeybRIGYsCQRmL8+NFmT4aqjvFwuulQ9I/uKzQ7pYxdSA0Badnww8mgs0DM6+DE++GuTfCknvB+SX40VZIPV3mpTlLYOH3Yf5NUlB26a2SOdWPiGSYf5NJ0Adr74XGXWIT0LAT1twtxcO2/UXxxo06ex6xYXFHoI+0KAnjuEG7V2HRTGxhZuETRZzDoL57cM2PMMII46NHuOv7DMBvcVLeqfFcp2L6j0WVqllkcZB3CUSeDzs6ZAEJQtBoCn62HKYlS1p8jF3Sf69KgpK/QNIUcNugS4O806H4EXB0gncN2D3wxXxwxUC9A3bYoMIB1mi4JB8cXklPjHWISm1NX3XTpB7Y8EvxnxoJM9PEt7GsTaL0S3NHv+fZ6TKR1RTU/wsafgXVvwFvBWScD9Yomaj6AlCzB6JPlAHGpsv9u9th98MjWyYc+DdE+IQU/vsu8Zj8vx3y30d3yKTbZRXi2DChpBZOjYAvTQdbL+z7V6jSekcFrL4DItvFJ2tPA6T74cdLJJ3YogkRe9Ekuf/nioUwNoFNXZDUl4aVeTrct0WIrUVZsK0d8m+CjOXg3QPXTIaV5aKKPK0A1nXBkp9C5lLQ7aIiyDwRCm+G3xWLz6TDIoS8zWrBZrUQ5m6OHZpFZ0O9hfpexa4EKLpJFB1Kh6h0mHA9NE+GplFSFt8vglYnT+7RsOqKpS5pX4tzINAATXuGb+/vgZo9ikhd0RaAvHgoSAJ/FOyxwm4beCIhNwHGIYoUm0OCBqNhQZYQOnVdsji8bLJUFF+ULT6n318oqf/JEULe7GwQBU20XdrdzgZZeO5ulIXe0hx5/3UlC8WvzZICUP/qq4zssEhAxhcUP7hYhyx6+6Er8Y1LtEvARjOg+u+QNB7e8ILbBzv/Bo5IIUNAiOf190PCODjUIs9wX5OoR5uLR1YnulugYgVsrJJK0FvrxHs1Kiu0Td7p8MwB6Q+umS7XvKNB0R3U6dIjaDUc/HNXKJVzQzWU2GH6LZA4IdRf518KrnOgUxPiusUtbRTEM9BqsWC1huXlHxZ0r53tD2uDZF7KCv+ugfKlMOUuWPZzWHYHpE4GXzk43yMV3WWFuemwtnL0bbbVSTDioa3SXvoJmX7MSBMV+ltlMDcTni+TYIPTIuPEaL3JslwZO8vbpW1E2wd/nx8vXsNz0qX9dPngncPyPl41hIR967BCt1rwa0f3YN9Qo7A6hHnSdY3iDiu/2agdCbyUtsEjOxR/2qrY1qCzrcWJaQkxVbqu9b3XR4ny+f2cPibI12YZpEbKtY+Ng1sWGUyMD1DjtXP7ags/fEfjlhUaP1xhYU+nAyzvYRA5BIbdy7wbTHKXy5ip2yF7Ecz9Jux8DGLHmEd8ksP48OH3B4jLNzENIfWis2Qsjc6EGddCcpFBwDK6Manm8/CN2SYXTDCJscv4MjUFvr8IQNETUKNmCXX5wKKL+rMf66uHk48DMTcTttTBgWZRo4L47fcTpyABlu19Xq9/3grfWSAFRRfnwAMbZP63aZSMBZB+ZE6fHVRenFjw/GM3/HQV/GItfO9NmRfefaLUExiK5AiZ856YL+Nuh1fsbqYkQ2ZfxpOm4DuToXAL7LkV1vwE3voBtB6CqFSo3w/RNXDzRGhog6g0mTuv+yXUbZPtNv0eMubAgu/Cgpth3o3gTFCsv3/k+9r9OOSdAphQt02x8nYN3ftfRp/D+ETR4dOItJrhtcQnjDi7ScAQkjuMMML4+BDWqh3n0HWNPS0Kpw02NMD+djjlLBgbAd0BeK4RSnbBlVNC+wR0G0/t1lieDVeMgZ4oCPZC0yuwY49EmDMuhoAGtiqIyIZpX4LtD8P4c4RgSDwd/rJ1sLdblA1+MBtavEKA+ILi0bipFs5OhfV3if9gTquoYgamJy7IEu/Sv20XJenhdji9QFKVBqZLgRCQCS7xsMuJgUMzYdxSSHVCbx1UPwkouHGRLCz3bYDmHMhKksWj34Dv5EP5KJ5SmNBdDfMyYEONrLcHFsnIjxfyZHyiTIY9QSh/HTIuh8YVIQJn4PEqnoEZV0N3Dxx+DlK/LJP9U/PFd2tVhagSQMjanj5S15UIY06BhihR3eXGwh82y8T69nUwZzwsSID8JHh4J5w1TirUvnMYsqdC2hfAfpLc84ZW2LBdCK5vzQWbgp6DLqpWa1gcJmNONLElBvCr/66K8v8SfJqdZ/ZrfG02PF8O6yPg1EthjANafPC3Oqg6AD9JQXwaPgCUUjS4NVo8iv0eSK6EiePkfAuGpOHHj5MiZ5HZUGIoGqqEWIlHCprds2ZwmuBZBeDpa1/2JIjvHbnNnVMoysmiZCkKddN8KdTzzwHFP6waXD9TFol/3wXegAQ22j2S2ugzpJDVg1vglYOy2DthjKhY06NEnf3KISFd8+JCap+ACU/uhEsmiSflHzbD/BQ4JQHa1oGvCRInQ2QGTPgm3L1Z2utJViGLx5875IGasO3PMPW7cNtKaYdfKoK9vxv9N2jcAJMnwea+v08cE2rnY8+A5kix7lhdCWcWSCGTr8+Bp/fC9nqN+06GPU2h462vhjuXC6k25ezB/fWJdljVl8KaEyPXa/NHULMGWg9oRGcZZC8G0+khYL4HwxfGUeHv1fANSZPvqoZ8J/z1AEyKBvcGyFwA6+4TddW4q4QEPdg6/HiTkqTfLkwE777Rz+sOCHG6vlqyDy4uCh3vggni9es3Qqrt9Cj46TIZ80qa4csz4C/bBrflgng5/6sHRdl2oEX+u6UWMqPgunxw74XOv8O8JDh9AbzeLN9fPkWyQyYkyn/lGhVB3YbHr43os3zkeXkVvaYVm/Lh1e38c/fIsfp9TaLK/c0Gxc3zreQ4A2geB007FfVbNZwJJrnLTbRoHwGGm08qn4cpMRoT5tswlRLLgaAPt+niZ2u0I4XrQH6D32/WuH2pjWQt8L7Vpb6gH3uMFYtTZ/rV4sXesAvW/Rrm3WAQtHmPbooexn8NS4wf3WGl5EWNMSeAKwF6W6D9sEnSVANvYPSXUdc1SlqhpEVxUZGoRMvahLyEfnJ1dPiDgzMiclwwLR4OpMH6IUWwTs+HinZ519wByci4pAjKOySlv789W/WQJ3CnV4Ily3PFA9VExs2RvGD74QnINiBeqvevH+wx7A2KzchXZ8HkZMkOeeewfKeQ+XSnV/qDeKe0d78hAczvzof9VdAZBHM11KwMHXfmtdCwG7Y/EvpMaTDtemjRxE/VFglpMyUrC2DPkwO21eGku0f3m/f3yvH64euCus2KlEU6gWB4XDse0eFVuCzhDvKTRqxdfoPGXkX0CEX9wggjjI8GYVL1OIema2yp0xiXIAvwig74V9nw7SYkcsQHzFQ6CS5IjYZmDyRkQW8JuMbCxJPBHQd/PQw3jIeWbmiMgylZkjpetw2Sz4C/7RteLKPLB7/cKl6Ha0uEiJmZLlF0vYEji9cIA74zC36zVVKbdCWqtXvWCDGbFyfb/XmLLDZPGCOplDZdov6JTnhomxSMafPAgjwIdELJX6FlwEK2Zj2kzpBo+GYPxPkl3eqFYjiaKAbA1ODkXDl+SUvo87FxfZWdfeKbtTQX8hywfzdMMmDrqyMfr3k/FNmk+M3qfZDUJX5dD22Vc4BMgJfkCDmztwmmpULWmaA74KUqmRQ/vVc8XONtfdWi6+Tf7QmSztztkwm0RRPvrf0tYkvQ5RM7h8unCJm1pwGSEmDjr/tntYrK1YoxJ1rJP48wsfo+0RtQeAJ9dg1WSRt8bIinm64gwWl+IM8/zWrBp9mwmIqFWRDnhLedcI6C88dBfR+pqdth8k2w14TXmuHiGHhqo/ixbauBtkh4cv/w4794EAqnwJwbJaVvT6O0sYFtrjARttbKfcQ6ZDG2uWZwoTmQhdqftsAtS+TvcQnwZpmoeOKcssh8aKukJff6oapDjp8RJR6Vz+yXQMyYWLioSBadNl2e6+E28JtyfbcuAFUMO27jCMFRtxVKnoEpP5AF7vm5UNfnR2wdITWyuw6iNFHXBk1J2daO0idoFgmk2HXpkzwBcEXBwrthrwdWlYkauK5LiK95mUJ+ba8XpYCuiRqoX+Q2M03SwM8ulFvY1SjP9twJQortboSxsSZxtiBGo5N3f6oR9Pbfq8aB/8CC7zlw5HgIvleVtDCGwaLrKK8NLIq534aqdVC7BTBFzTzNIiouZzuknyDpq94O2ffwM/ClH8JfDChtDx1zXAJcPV3GhoYeCU6sHkWtOjlF0oTPKZQgXUok/HCRjJWvHwqlAk9LhdJWmJAEjd0SVFtdKWrYHy6S8bPVLcfo9oWImtxYIU8MU7JQvjYG9vxMFOz9qHgdll8PJPdlXDTLfv2k6sIsk421Gh1exaQkGZNGwsx0qO9W5EbaCJoaV0+XgMq75cP3qe6UgOjzJRo3FrpYdbvCc+QZKsreUEy72k7iTJOAGm44GwwaaMFQFUbNqrOqEkbj2Z7Zp/jqNCv433/n67O4GXuag956jeZisQopPM8kaPcSDAcxPnL48ZG6wCR1hpWGHYrOWkiZBqnzA3jfY17i12w8tVejoUfGiqGwaqL2dg9/tbBo8m5urZH+ORiAkw1Y/01YfhmcPBV2d8gxZubAjiZ5774zX+ZUhin+3b/dJH7nl06W+dqhVvl7TSVcNkX+LkoOka4HWoT4HBrI7MfUVJmD5sUJQTxa0bZXDoo4YXa62O/ommRPJUVAQ7f0I3+vDm2/qQbGxsINs2V+vmpF6LvYMUJ6Vq8ffA7TgO1/gkU/ENI0ezGUvTXy9ZhBOPwOnHAnrP+1EKh5p0BEEqCgcQ9oQwLN9ds1UhfoQLidHY/o9CkiwqTqJ45om3iQN/Zq5IdJ1TDC+NgQJlWPc2jKJMFp8maZ4rLJ8MDG4T4qc9JNovQAGKJ6MzWNTi/84G3ZNiNKJn1VsRLhbq+WIhtuD7xuwr5DUJAtk6HI2dCEkAAjoc0jirYLC+GdClGpXVwEjS/1XW9fNl7zu/CtkyS91aJJ9N5EFpW9AUl32lQjSji7Lou9oCGEY6xDFptVHTJxnpkGha2DCdV+1G+DnKUyCX6hRIrnXDYFSuoltWykwl6aRVRvJd2iJjp3vBCUEVZR15a2itddTWef0m8LoEAdpTXZo0Vxp0dB0Au+g7ApSp5NhE0WoRE22FEniocDLbKQrglAkkUmzP1YkCUVpgcWvIqyCyHb2iuppfMyJZUt3imT+O11EGkXsqYwAaakQJdHMbT6x+G3FdlLLGhJ3nDRgPcBa58H2Ftl4rf52M7h25w/3sBm+I5J4KQUBG0uni3RWFUpleOTXBIUyE+G72+UdN1Zy6DyLRj/VXi0BQ62yW+/rgpmpct/T8iE14+SivxqHXxxEhhIQblfrZe2lhsri8YXSiQ9f3YG1HYI2fTU3pGPFTSFRD1pjPinegIQbREi9WerpXrxbzaIfUBShJCpWdHS3hNcQhbVdgk51O2TfqnDI0EBt18KwTk8sOnPDFOM+brh8D/gtq9A02Y4tB8Si8BwDd7OlQjjvyMFv07JlzZU4YH8U6B+iPK3H7kngS8NvpEEG6vFJqHThHYnPLxNnrXbL+mg/9orl2b0ET1LckSkPD1VrANAtv/9JgnMXD5ZFsxvlcETe4R8nZ9pcukkA7tXY93vQ4RqP0wDNj6gccI9NoKW9yiXHcYgWE07zVus7PuXwtsBFoeMEXO/JSmsZhAOPgg3/Rh8hyDoEa/ifvh7YPfdcPHFYJ8G/ghwOWQ8+sk7cNU0eH4/3DhfiM2hBE5WtFhbWDXJdjBM6aN31cPnxgkp8m65jHMLsqSNPLZK2kOEVQiYtCgJQs7JkHfuL9s4Umhqbp839/ws+NNmODMLyh8bTKgCYELxX+Dcu+GNvuyR3r5jZESBrikOt4eK29y1imGK1cIEaT+lrYroPBt3rlK4AxIcPS1f9n3lkAQb/IaMR24/FCbD7n8wgFANYcejipMn28A+AvM1BAYaZe2ju1jVdCkCaMc00TVNE5/uxpqpyMrVMAwTX9AIK1Q/RgSUH5x+UhZrgCIYDOJ/H8/fUNqo6f0AxY2S5fPQ1uHfnVEArxyQNpcVC4k+2Pyjvv7gMQlcpuRI31tqwuxvw5/2huxqipIlrT87RjxOG3skG6GuW9rT5CR5//9RLXPKCKtkkZwxTlTmQ7O3QLY5pxDa3BDvkrFlNNR0SZbI1lqxl+r0yvlWlUNGNKzrI1QVci5NiQhjQz0sigBjgDg8e9HoZClA/Q4Yc4JYHdVuGX27jkopTjX3m+BuhX3P9s25FaTNAGei2N64+4QL9hhTfHzCnOpxiU6fIsl5lLSGMD4W6JrMH5rc4fT/MML4OHFceKq2t7dz6623smTJEmbMmMEll1zCli2hkXz//v1cfvnlTJs2jWXLlvHII48M2t8wDH7729+yePFipk6dype+9CUqKio+7tv4SGCaijkZMoFbWQE3LxDCzNFHul05Ba6caoaq+Fod/Hy1YlNNiHyt6RIyNidW1Da3LhVPNp8T1tcL2WKLAWcy7PWOXrG4H5qC9nfh1Gw4o4+0cPZ5QlnsQn7UvAWtzbJtQ7cQsQCfK+gjT1Il0p/S5wdl1UWZurlWiJl4pxC42+uFmOg9ioDh8FvgcUO0Qwaa0lZ48jDkfUkmykMx7VpY3SyeU2lR8Mw+eHS7pDu7rH0K0WqZOCf7oexJSF8MgUhGNbvLOBladGg3IG2+FBY60QId7fDYDvFqfeMgLMsRpdPJebLodvsHP+/kCCG3fH64YSyckS0Tc8OUxXSiQ6wTUiKFjH5oq0zqL5go6WpfmCTHe2CjkNcjqfPK31FYLeF4y3vBtDsxkDazt0ne42/OEdWYXZfF1Q3zTJZmBTAD700QDETQ6uD+jRrvlKsjKqymXiEb45xw5wmiUvNGQe4Z0JkohCrIQqzdIyR9ogsSokJq6JHQ4weLDVq9ElS5cZ6QflWd0tZOzROF84EGqTHjDYbIl9GONy9TCEKLJqntb5dJamQ/WtyihO30SiGQf+8XkvXpvfIv0SWpiUFDJoggqtcOD3iqQ57FQ9FSDIYHHMmiUM2+WEivge183Ffhvv0wI12uq7Jd+pNACiRNG37M6BxwTRGia1sdLMkVGxGnRQhVEDK61y8kdItbChFpmrTXBVnSXk8vENVgP/oJqn/sFmXiSXny7G+cB0tzTCyaSXubRveQtNN+BNzgaTsuhvBPDSyaTv0GC9v/oo4oTwMeKH0dKteIvQ1A4lwhze0ToWeEwor+HjjwCOy+BVLccOdKUZAuyJJMivoeeR9umi8+h06LjD1nFEhg5NHtQpLeu1Z8ep/bL1kPj+2Q4Nc3ZosCbmONtKPuPqFlj1+CHCXNcOJYsaeJ6MtaSImQNjY9TfoiBfxkMSxJgraDw+8BxMIiWC/v/8QkeY+vnCLt/ZFtYkvzxB5QJtyxXAKYDosERc4bL+P1P3bJ3MNvqCOewV0+IZvqe+DcQvFevnSyzDE6vDA/Huq2jjJYmtC8Xx3xgD8aNAyyo0dn21IjTSx8sEW+aZr4/cEjGT5hfPwIBAwCgeD7DvDqyiTRNfr3ygtFiTJPzouTcTonBq6d0ZcVYZN+u64LzKbBRGPQCy0HxD+0rRS62wdbgOxphF+uk2Bnr1/e83/uhj9ulvZ+7UwJyIFkXlw4UQje5/bDT1fCFVNkjhZjl3nmwixpNxuqReWqzKMXpEqNFNV6i1v89bfWSTB9cQ6s7xMPfC5fvFcvnSzBmZsXSoGvYIQoT/thixg54NEPdyvYT4ODKTDhe5C+fOTtIlOhq1aI14pVA0QMpmSXrL0Xpl0V2j7vNJPAMP+sMI4XdPkVLms4+vRpQJwTmnrD88Mwwvg4cVy0uJtuuomdO3fy61//mmeeeYZJkyZxzTXXUFpaSltbG1dffTW5ubk8++yzfPOb3+SBBx7g2WefPbL/H//4R5588knuuusunnrqKZRSXHvttfh8HyAf91OI6k7xGd1eJ36DWdGS9nNJkajKjL5FgaYpKrtGjuSbwH+Kxc9tZYWkAO5rl+8UUr3ckg3rGuQzx1E4txQntBeDtRts3fDaIbDngtUFvh7xyHK3gnYQtpbLgrEoRRZ1rW5ZID69VyaTp+XLvYyJFS/GRJcQjU/vhZcOyPl8QXCMULG3H0GfKOzmZcpkeV2VEFR/q4Upt0HuOVIQKnMpzLoDusbC+DRRHUbZZCF55TRR/rxQIiQrwLk5sPsXQroknAo+BeOvYRixmlAErtmwr1lI4JwLISIFdv4Cop6F653w3VS4LFt2XV0pi+LyNsiJk/ublCQT4Sunwlul0OaDtp0wZhXcGA92JVVoowxRFbb0ChFt1UQt9cBGuH8D/Ho9rK3qSwu1DF409CMQjm6+JzSrhecP6DT3Ki6cKCTD66Xw+G5RUV87QzzOkpwmmv/YrBSUglavTll76HcYEyuFoa6dIT5urb2yKHuxCizLYP0Ai4rqTqk2XNslSraDbfL3aPhcgZAfv9skhMwv1goZetVUIeHru+FX62BeliidHbr0MaNhXIJ4qpomfKsIjC4JhqREDu437Dp8dbYcf2eDvJNzMuCaGRIgiHPA8yXyDmdEyXtc1wXae6hYuj2wwwkz74J/1oDfAlN/ECp4UmWThWt1p5CgRcliZ/B4GWjnwKQbIHU6JE+G8V+BxC/D7/dLoMMTgHvXiPq0oUdI4bPHyQR2cooERwCmpJg4LUKMPbEbAt3Q0Cz3e8EEuaf4ATU59jaJcvX+DaIUdlnhuWIdt+/obXGk9hvG6NC8NvY/O/K0p24rJBfBuLNNEk6H3c1w01vgPQpJo1llbPz2PMiKkSCEJyA2MWVtMlY4LPDFaaK6ru6UgoeFiYNT4/sDJhdMFKJ/bLyMyS8Uj3zelRWSRQFC2N62VOYAXT55t+akiHVB3XPgbT76M+noFsuB322Sdy83TtpHf1sta4MOn0wWE11w9TQpTFfcLO9rP5G6v3k46fPyAbBZhDg+2AIWJf1DhMU8qvIz4OF9FTsJ+IMsyzUZrWj4BRNMtGC4kfyvwKn8nJ838otl16HADgGfZEHNSJOxZkGWzCUjbTL/vP1d8Tnu7D76uYa6rihEuW30kZ85MSE/5LPGyzn628o/dsk84bcbpe13+WTcre+WMfeHiyQz5RdrpQ+ZmylWI+MSQv6qQ3F6vgT+ChOluNayHAnCdHjkvD9YCJOSpRjq24elffX4pM/y6aLW74fFCfEFo997wjjodsNf9sIPN0HLfMg+Y8jz0KRwVd02qN4YKro6EO4WWQtEpsHEC01s8f5whtRxCsOEHr/CFdZjfCoQVqqGEcbHj09991dRUcHatWt54oknmDFjBgC33HILq1at4qWXXsLhcGCz2bj99tuxWCzk5eVRUVHBww8/zAUXXIDP5+Ovf/0rN998M0uXyqzh/vvvZ/Hixbz55pucccYZRzv9px5KyWTwUJuY8Je1SSp5fxptdQdcPFHWLxaLxq6G0TvZQ31+Te+Wi9rVMmBTvwsiosBaI1Hz0/Jl4jkUM9LAZsKYZfDuD2DqPbJ4bMuHyd+D4t9LpD9tBhx4FKaeD2lLoF2XlOFHd8pi7quzpWjV//WlU/f7jY6Nk6IDA+dds5NE3TMakufDLj/EB6RAQEWfQulgO9yyHSZnQmYBtPuhqVZIjx6/VHX1G3LeR3fIxBdkUntxEWTEQdS10GSHGmCiBptjYNFd0FMCwR6IngAVQIdFFssn50GjgtjrIKcbussknYw4eL0JlkXJs11ZLiRwc4+oDDOiRW1Q3g7fWwhV3dCYAwunQdc+UefNzwK7ATdOgColno0njYVXDw1/JgsyoHOEFDiArMVGuFDAe8CDjRXlivFJ8GKJWEr4g0KaRNnAYRWV8LfmmJjHGLvRdY2DfUSIruC6mULerSiHLq8smuZmSPu2aFDcKSqbfpS0iKq7qVvaak6MkJXvHB6uMrdqUBgPD28XhUtFu6Qw/nu/EDcg93PzfAlmHGiFBdniBfqHzQxDSoRs/4WxEBeElnehZrG0p/o+JW9xs6T6J7nkPJ+fJKqebq+oUv+4Wa5rfoqkQrsDklL9z11SJGve1NGfXUQKNBnw2mHIjofZmXLuTb2w5JvgSoena4UAO9AiKu8tteLXqhT8fp8Q5DNOkGf/fCvU7BJSd3+zpGJfORUOtUjfcN/JcpzfbZTnB9Ifj09URNmgukv6m10tUGSK8k/ZZKF94cSR01BzYyHGoXi7XDGtCGxRDCumBEISuxLND2LV+z+LgFsjcBS3BL/bJPdck9IueHa/DIDbOiF9HtRvGL79xEugQYlCrV95XNsl/cHDW4VsfXpvyCMVpJjMiWPFBmMg3AFRh3d5ZRyO7FOgjgTDFKIk1i5j4UsHRGXnC8L6CjjbAjt+K2NLbAa4kgZbGAyEMwta+8ZZb1CInJvmyzjzfLEE4ao6JVj3eunoz86qDfc29RuhjJjNtWJ3cM10k21VitgxkgGTfAqYDtD80LwC6jZC0iRRKb4fuEwPNy9w8PvN2hFFr02HKyabpNr9GIEwS/O/Aq83yORYOCsXXqkItZ84B9w4B1QZlFtlLOtP2wd5tzUV8kDu9IIjg2H2SP1wJkDbgPlxrEOKKO6sl/HLRMboL0+X///pSrFoOjVPAusJLmkPA8djE/lue71czyl5oT7FNKV4XX23FBn9yzYZM0HmAGcUyN+dXhkzD7fJHGRmmvQL500QC6n1AzxVt9XJ3ODzk6C0DaZcCJ5uaNop9zf+XGjcPfz+7TEQVyCFJ/uv+x8H4fbFoL8pIgZrBEy9UiwEzGCfJ/lo2SUHYd4NoLsMvCo8mh2v6PErTMKFqj4tiHNAcdNxoZsLI4zPDD71pGpcXBwPPfQQRUWh3FGlFKZp0tHRwZ49e5g9ezaWAenK8+bN489//jMtLS3U1NTQ09PDvHnzjnwfHR3NxIkT2bx583FPqhomRNgUlR1iTp8dI5Os1w4JQXHTfCF7LMhzi3GMfqxIG0cUH8kumBQbOoeuZNK2MFsmdOMTRXnz6iFRmlo1ISxnpINyw/a/yWTKHiELvYoOqO6GKV8HuwZTTgDb81DxH+gthZazYFqmTAo7vVKk6tzxoozxBoVoDRjwUsngOV60XdIbTSs44sDTNvieIpLBPgG0bvEq3Von99BfZMdE/GF39W1/2WSZ/PZPZnc2yP19cZrsHzTk+TqtsLoOWgKQFw0ExYLhlAnw953QYgVrAgTq4cxxksbZ5hHFaX0XdGvwVIt4Srn9kNcGZ4+Xe793jaSQR9nluff6hSBNi5TCOqsrhbx+tApeqxaF7zVO2FMKyRkQbIK32oUEuma6pGm+USrkkl0XP8jPjYWNg10yAIjJNYkaA/6hxrxhDIInqAia8lxPyRPFSaxD3tcOj6hPLpxgYD9GL1UAwzCJ62unX5gkqpp+L04QEnB7HfxgkahsNtaIkqWfBAVRwtw4T9pqvBM6PZJK+Oy+UMrimFgh9kxCXm4vHpBF2Q3zpL3pmrzvXj9YLJIWHOcU37brZwop2tQra8+Z6fIsajoh8iWoBxLPgnv7imlF2uDNUuj2y3ve2AMnj5VjgbQphVx3cyvYfVLArssHf90u3nL9XnBjToHDbwx5cAryroA/1whBleCSIESsA96tgunzYFebXH9Xn9+cYUJlp5DhX5gkC9oWN7w5xIP2pLHSt351ttxDu6dPPdQmJHE/oTopSfqtt8vk/00lSsJXa2DyWJhRCs5lcs7GbulXXiiWvkFXcswlOUJuxzrgP7Vw0eWw70/D35MJFxgYdl/Y6/EYoNmO/rCskSaBoGJVRYgxeb4cvnsm5CVC+ZuSBmyNgOzPQcR8+O16eafOKZT/+oPy2313vii252VJoM40xeJiQ7UQqr4RSIbaLkiPFj/eJq9kmlR3jnKtuqQPOy1ClvR32bdMgf0/7wvWAYdeg6KLYNMfGPauZJ4EG9sHf+wJSKZDZbukINd2yQJte70UvOwvZDUQCgn8jZQFYxmwrltXJcGUF6rglptgfQ08Whkam05aDEvPNNEjA+87ad8MBMlxuPnZMjvdfo2gATF2E5vhxQiEg4P/SzBNE5ceZEq1zuL5ik5NAmadXgkcZsfASVGwxA6bakP7LcgaHPgwkXYx7jSoGFp8VEHhVfCXmtBH186QMapxwPv/eqkQoVdPkzGsyyfz1cxoGZtqRmnXIJZNAzMZdE3U4++Wy3zx23NFAe4LyLjqCUjA7weLRG37QokEQgDmpIt3+EBCtR8VHWKH1emFzCiI/DxMuQoq34GYTPGZ3vcMdPXda+JksdRZ0SPBVasWmiuvboHzbwNvq9iKHHpV7BIAsheO7r3qSgTdbmJqBkoRVqoep+jsy6oJk6qfDsQ6pJCuOyBzhDDCCOOjx6e+qUVHRx9RmPbj1VdfpbKykkWLFnH//fczbty4Qd8nJycDUFtbS319PQBpaWnDtqmrG8Ws7n2i3/Pr/Xh/fVTQNajsMLlwouJgi6hKvH2FnpbkyOL+8kkmFouGUorJKZJONNKwtzxXJmjfmS/p53TC58fCc4fl+5ouWRAVJcticXKykAJWLVR442er4YFpoUrJ+IWkeWK3EBKNvdCuQUMvxJ8B+YtANyA7TYiGaLtM8Frc8Mh2OUS/WOBbc2FZhhwjaMCcZDghEaxt8JYFZn0P2lZCw3pJPUpdBFELYE27kDMWTa7fZZNrH1q9PD9eiCbDhIFrsdI2SY0ceC0/WCQk1g1zRfFw/gSwaXJdFxfJ9fuDci//6ZvgnlEgx375kAxyZxfKc7P3+e2tqRSV3GVTxIsx2ibFxO5cLkRTvFOK2VR1ClGbHy/p0J8rECJvRhoErWBmQkefTcMj28Wf9kvT5f5NRMWwvxWKfgiNb0LjFvG6TV0GWYsVZX6TvEgd4zgkVi2Wj6ctOjVJOT3QIirGm+ZLIKOiXX67K6aY5McE0ftZ+GNEfrxJhFUWgU/sGf59v0XGNdOFVNeVECBr+zzLklxCzKRHySLMbpFF47RUee9AyJKmHlG1p/X5sYEoaDbXht710/LhzAJZMK6ulPcYJYvGc8dLn6Ep8ZT7zQa4ZTFo58GKenh3p5BHNl2eU5xTSN1El1y7NygEcKxD2sKLJX2p1KnibdfbDUmR0o7+3hf50BV8ZT5MHwelL0ggJSYPss6FF1uFhHJYJLWxxS2EpS8oz8ypwfg+1e68TCGR0yJl8esPSlsZWoV5TKz4771QEiK352YI8bS3UZSr09LAZZFrvn+9+Ni1e2Bvs6RivnoIHm+ALy2FP+yS9OnnS6RAyUVF0h9oSs79q3Vi9RFth+IWWJ8JS34I1c9DZ6UEigovMIkdGySoG1g+5S4+H3WbPJZxWHcGSZqk0bR3eMaGPQacMYqmckXHAA/ioAm/2AnfXgwnnCwFHGs98HojnOSRd+2KqZJZ0U8qakrG02/PE/IkwQWrDkNKlPTzIxGqIO9iepSQKv/aB9fNkHHGpgt5sb1OgptpkdLG+1Wt/V21rsDRyyA1bmcVNBfD0jtg/zPQXiYByIJzoSEZXtw1/Dq6ffJuWzQ4NV/excd3yxj8wMaQx2s/LpssQd2hyIuToo5HnqUh7bEwAd6qg5cHKF+9QXi5HDqz4NJUsASP7b1xGF4cOlIVro/o0T6m8WAgPg3zwveDj2usHIqP+vkoa4D4uTrVHvjN1sFz3d6AkIGJLunDN/aRhRE2jrR5XUmfnB4FUckwveD/2fvu8Diq6+33zvZd9d57sSzZki1blnunhw6hQxJaQgghlCSkf0BoCQmEQAgkdEJooTdT3Xu3JKv33qXtuzPfH+8Mq0oIYDA/9jyPwd6dnbkzc8+957znPecA9S8Djl4gMhPIPQEYjgIa1L02J4rgZLedWQa5UdTv3R0EO/vHrCX/2ANcNZ8p9z55fCB0rCSM2Y/T1LIipUm0JUOMwLAHeGQb90UFgewpvcTA6YwYjmWX2vh03ScwzDe10CbwykDlMBv3WQuYcdayA8j5EeB2AZCAgyPAExXU/5oh2r1a08o+F+CwA9vvxriHHpEJxBcDh56d6mUBsQXAO9cJROfpMe8HVviMn1AA/v+4fFU6+Vlkoh47ZP4/xATopqvHEpQvRSSdhAiVmDHk1SHU/PXz5YISlK+jHPWg6kTZtWsXbrrpJqxevRqrVq3CbbfdBqPROO4Yk4m54G63G04nLZOpjhkaGsJnFUkSCAtjKFn7/1clpUnAT9ex3tK38mhYHe5jGt+Py4HYMAMAAwBAcbKO1D/3BBwxgKyqojg6bENusjdnpwNZB4C7VtFo7BolY+U7JWSAbW5hSvo8NUX3kT00RMdSTIREllf7CGsG5kQCl8yhcbg0DdhvByp6gHPDyI49KY/O21hRwJTijHCg+33gqgymvg5tBQZtQOapQJEf+M1GYF4eUFbGe3t/ANizG7hxCdP3Ly+l4WiQCDovSSN4JCtMk9JLdKBbhghgliaOZwhqY5kRQ2DS6+dvzp9NIOQnCwlEVffx9x2jQGUPjeKzCgm4GXTs9r2unoylOYmATSbj4IMGGvMNvTyvUQWBZYWG8WvVdAKuW8iyAGcUkMXqUccx4iYbIj2CTqvGPtRSyjQ5KZfO7a/3AYuLgVlLaeAPWFlbz6iTUFxuxVHuE04SSRKIjLR9Kdcyehi0+KCRf3Z3EDxbksZ5kRslEG0L6N3/Kj4/wcm9XdMfU9PPoIpOENjJjCSwvrOdQMgHjWRl7+vgnC+K4/8/auKcKk8m2PPnrQTdx9Z4BDjXdQJYlUn9fq0mUGuxMJZrgNaoCeqxl5VyrTBKwDsq29OoY31ZDaAtjKOT+GYt56jNQNarx8/5O+ACXqgHrpgH7G8ATghnDVeNeeNXgL9WAH84BtBHATECaHIAj9cGwJ5jstlkblUGcNtGliWIk4EUHdDuAxalUM9nxlBf3q3nGnFRMcto7GijTixNY1mAh/cAy9K4HgiwqdC929Sa1Qqd5wEn6zADZAetbyII9pOFfFYHe4F2L4M0ox4GUGr6xzc70SQrUqBlmE3n3mkFtpuBtScDSWbADUCkCISFf/b59WXJl6mTn3YfnnclsP4WwD5GtwxWYMnPgM59Al2HgFknjNeHY7KBVgfgFUC4BbhDZV2tyuaa/dftgfIwAOfEew0MsGg6t62N6bYn5AKP7J08LrOeARKbgQ2sXD6CmdlRnI8mlSnu9AIzYvmbWBtL/kRbOKdWZADWCeu2KRwIXw3cWQvMPQ5ItwBDXuAffcDpoQRwOibUj8yJAkriySq36FmGx63uM9eWc8+u7QfCzQSnoiyT148YK4Ge+7YHPouwADlRAtFWlvGZSja2CJxZaERipHHqA74m8lXbhZ8kX6ZeTidH8vl0uoGn944HVEON3FMe3MmA1wWzabtqTVtnxBBgvHIebVvNDk0OBdacD8yNAvytwI4HgMyzgDUpwLut/F1tP+2yjlHgQFegjnK/k7qhE2wwOjue+5tVD2RGAeZDUzd+PT6H60ekmSBsbT/Pe1kpdf2uzeNLbXhlBh1vWMRsh53tXDuuKOW9aWUNphKvn/v6+w1cp16qoq19VS6QdBJw0xbu/xNlfzebL+oE9+S8aMCaAiz6KdD4Htmq6UsZ3LX3AInzgI6xbFXBEgHNm5jV1lspsPN+HRZdb4MpdPrxuocBvxfQGfGJx33d5GjQyc8imh7Lqr8RH2keV44qKF+NaGXH3HorIiO/2rEEJSjfFPlagarvvvsurr/+ehQXF+Puu+8GAJjN5kkNp9xuFhuyWq0wmxmu8Xg8H/9dO8Zi+exGnSwrsNtdCAuzYHjY+ZV1iNXrJVT3mvDDMgmP7g04a0Ydo8ido0DPsBd6P59RlNmMD5t0uHExGV0OL5lY3XYyXB/aBVxVRjDv7R7gnEXAhjYgMpznHfUwqm81EKRpGgqkAGdH0sHUK4x2+1xMQeyy05E069Xx2JnyuzaLn129gCmwJ+cDIQY6sO/VB+phJYbQQO1xAKkLgZ6DNMJyjwWUKGDYAOxrJxP2H7uBbSoQGqIa0e83kPHl9hME2dlBkOW1atZolQRZhmuygOpeIDua47yomGPYOwaQLIghy+yerWS62Yysl9Xr4DOMsRKwPNhNQzg1nEbzCxXs+tw4ALSPMtVZJzi2JWl8JkNujictnKBzXT/rZ5r0wK8/4DjPn0Wne9RDQHhVJh2A4ngyBr47B+gdJeC3qWUyI8qip3Hf76Ah/mEbsL6dznhOCO91WZoCh90N31GWOvnfDE5ZVjA87PhSxuKUzChJ0MHhpVM25CaTUdOBIZcMyfMJxRs/hcRaTTDpdJjU+UwVSU2VM+oJtMTZgOcOkZW9vQ042APkxTDosq8TiAsZP+f7nUwJHHJzvl44m+w4zckLMwFXlnI+GxTO/aRQXvPdeoIpJ+YS+LMZ+N3bddT1QSdw7QJg0E2d2N1OZ/BQH1mp0Rb+PsbK6+zrpE5orJvDfVybfDKdvguLgX8fJCAJcJ3odQDRMSy3oQGukiAQmhbO9GWzgWvMeXmAez8bxsWZgI1NBKG1Oo83LAYe2MH1M9IMzE3gc2sY5DNJCWMzvYxm1kXe3MLnVJ5Cp/HpA3TUw01cq7xygBl+7zYyT0/IJQglwOd36owAG3+sZEUCZr2C0kRBPW/juZ+rHzu/FITIX85c/yQ5GnRSp5P+p31YmASW/NIER7fAYCMQEg+EpQGKT6Bjt0DXPqDsPOA1I9dZk45gyF2bCShW9wUYzTqJYPqIZ+prvVYN/HIZAxIGiful08dSAW/UBFJnY6xkgTYNsg7vd+Zwf7hr8/iU+p3t1O9YK9lqHSM8x48XMM35zRrAGc+go6Iu32mnAP9oYCZI84SU44d2s8HVA2PAjvxoBgHeriMoM+SmPmn6vbWVAEpqGJ/PPdv4u5tXcm8Z9QBRZgYj/rYzUPtRADirQEaEQcaQWwevPPW6pgDotcswf1Lx26NY/tf5+EXLpwFmvsy9cqJ8Gc/HpLeiyz5+fh2fy/1RK9Xy2D6u18UJDEiflEcbs9cxPgjdNgI8pgJGtywgC/zwI8Cc04Dl8wCHjeDsX7fz95rsaOdeNCMG+M0Kpu7/SwVqV2QwY+rqMhIctDEZJO4L8TY2mk0KZQmfql7q+WkzmCExXbnhFypJBjjcx317SyvPsyCZgd+pZG4i9+Ox5QEah4DXOoFj0qYGVDXpcbBMlayQoTvgYZjPEkVbvXE90Pg+EFOoYN73ZRScIdBbIaDIAuGpQMMHQNu2wPl6KwHngAzHFLqv8xsw0qRHxbMSRjuA0CRg5rdlhKT64Ncd/c3ojoa98ouUiXrcMaCHXjLCZXfBHSSqfqUi6STYLCbohYKmHg+yLZ+gxN9g+ToGMYJydMvXBlR98sknceutt2Lt2rX4wx/+8DHzNCEhAd3d4/O4tX/Hx8fD5/N9/FlaWtq4Y2bMmPG5xqQZhH6//KmbKnzRIiQJuzokdNnJCgkx0sARgszHih5gXrz42AqTdDJOzJPw74Pi40Y3uzvIcN3WBvQ6mfbXOMio+yn5wOu7CTDajPxjlAhwFMbRWJubSGOweYhgxVn5QO55QOU/AajgR6QFeL2GAMepMwhWPnOQDM4NTYzme/zA33fT4Lx+UQCY6HXQsFyRAShbgIEGIGkFUKUANj/Q3kWAIzmUIKpO8P49fjqZGhNs1EMwY3Ea04xPnUHAUlGYFv1OHWtrbWji/c+MAc4rIrPT4eM91g8QUNVLBC77HDQs5yURmFqcRoPWoILa2j30O2k8/7CM4EzrMK87N5Fj2tdFZ7nfSSe+po/nKopjw7Brygn2mHRsinL9IuDwITJmF6TQgO62kxl3Ui4bCl1bTsBbu38NEB52k51342JOC4NEZ/2hXTxudaYCt/vr2YX1y9JDl07CvdvIvLxxcYAB3TLMpkWXzhEIsypQPuNDVAwm7GjWIT9meuu0NBGAAB7bC1y3CHj+EB3DtHCCfM1DBDK6Rpl2vK6ODSuMOs69OGugjty6egJHP5jP30iqDiWEAB/UAyfmcc48vZ/rzAm57BQuwGNcPoI/xfHUv9druGY8VwHkRgPfyicrdVY8cLiXumbQMZAzO56O533bGawBuD44fcDiFMBkIGO3LJk1YL0ygdi6foJWJ+dzDNo72N1BB/fahQxO/HQx79m6FHjiIAGhZRnUl7Zh4DcfAivTWdKjzxmo6fZOfSCgsjiVDvFVZWTkV/TS8Z2TQED7e3P4vJxeYHsrsCabtYs/amIw57F91N0fl1Pnd3VQHy+dS2ZQr4NjX5rOcilVvQKVPQTKx86v5iEyrX6+BPB5v5o953+VL0sn/6d9WHJAnygQn0L98vRa4B4SMEfw68q7WPPzX/UE+7eracI6iXPqqvlkiR7sIjgynYx4uP5/fx7XXZuRe0i/k3PBr5BBJyvA33cSUAUYSLAapq5R+lETsDCFQIhFz1qm/c4AW+zDHmDemUDdv3m8OReomyLFH+DvQk3Ud53gnjM/iYEAt582QY+d+1BKGHD7Rv6uuo9/xkp1H4OEYSbuM69XB1KYU8OAy+fIiDF6ofi8iLV+sjNjNXx58+ZIyVdpF34a+arHdiSfj94ow6TTwT0mLpwezpI5Y2XIzYwCgPvQd0qAP03DoAaATb1AfimBwMYXgdRBQD6e63nPFHjYhmaSBO7fDnSO0eV1aoDs34eAM2YS3PUr1MHdHbTHfjCfwbTjc2n7xlgZkHxyGl0GSAaYl8T90KynzftSFbMl0sMDTVo1CTPx/I/unRyA39TOfVsrAzSVhBp5H8fmcD/NDwNsYYCUB+x7AhioA3RmYO53Ab9HwOsC4mcDw63A7n9M3TzPYweEZfy80As9OrYasP/xgD00UA9suk1CyfcMiJnng2+6TlhfI/mqdfKziKbHIy7WU/06lg37vyesTxxmUtDtEF/LeRWUoHwd5WsBqj799NO4+eabceGFF+Kmm26CJAXy2+bPn49nnnkGfr8fOh1zDrZs2YLMzExER0cjNDQUISEh2LZt28eg6vDwMCoqKnDBBRd8JffzhYrBiMxIBTvaxTi2iSbZkYBe4iYnhECnQweHXyDCTFBQVpiO9GIlI/IAAcQLZxNg8Cl0DN+oYSfTdxvYufjbRXS8Xq8JXMuqB25aBjTZgcNRQNlPAQl0DA/2kNVmNdA4jDSTdfa3ncCaTLLChAgU4/+wcfK9JIYCWecCNc3Af7qBwTZgscRjr5xHx/CerZ9sAJ41kww4mzFQJ1WTfJV90++gUdo0BMTYAJef4OVmlfm5MJVObY+dLMFIM7u63r2F7Lc1WewAqxnrmpyST1bb69W833V1ZLNGWsgw9csEp96q5TMuSyLbIcpCsKZ7lA7wgIvv7fzZBKiyI/nvxBAe22Xnva6rH19Ds34AWN/I1GWAIJHG8NNkZYaCKKMPytEf+P/KRDFZIMmcr6/XjNcBTWJsgPI5jMtRvx5dDoF0P8s8vFA5/vtIMx0ZnVDrlPYRxKsb4BxLDWfN4Id3k0HWOEjdu3cMK+T6RWTCaMDN/i7+0WR1JtknRfF08uJD6Oi5fGSyXL+IgZvKXjJVz59Fp88nBxpgfGcOv7txXYBdsySVgFLHaIBNc+82Ps/vlHCtAQhuJoQSFDbqOL+fryAAmR9DpvuAi4DlRLHoA4xxcwn18bQZfEbxNt7njBiyA3e2M7CREwPs7RjfwARgKnRSKB3grBYyVbOi+HxGPWTubW7hGFdmAkszCBoXxvIZfdTEcVgNZPAdm8P39HoNswROU+vSRln4nv64hamkSaH8+2vVgbEIsIzJiFuBVSc+M2gfFDa18fkUGGQz9j4ioegcILkMaPqIjVkO/hY4/nggdQ3wD5Vhtq+TQavDvQzixdumZ40BBC3aRrg3aFIYy+DHn7cSuLx+EQMxYwGg7KgAq20q2dwKJNhUFnoX58qbNZyPZxcCLRag6CdA+6uA77+whiTBAJysEDy+e0sgS2RzC5msu9qBgtjA56lhLFUgq5kcPQ7aCV6Z46nu4z7z0yVAgk2GAAMCe7oMSA0zIDtKQW6UmLL0RawVsOllYBr2b1CC8t/EKHuwOtOMN2oDk98/ZqnUCQa3Ym1kmu9s575i0jP4MZ30u4D8CwFDCNC5GzDHA1791PWENVnfRNt1LKjq8rFK1qgH+Puuyb8pSeD+97ed40tznDaDtVJ3tE/+DcB1YHtbwF6ItjCQ3z3KPXd7GwMfHj+zLNZk0UaYqvmcTwYUiWOZWGcc4NqWFMp7e6kSuKwEsNmB/mag5nXAMwIklwOzzlVQ8TzQvFH62Di3xQNzLwX2/HN8GRYAMNqAiean5DHi4L+mXsgOPCmwerYJ0H99WJ7/F2XEK2DWBe2Ro0lCDAoGXEHacFCC8mXJFwaq7tix4zP/dv78+dN+19DQgN///vdYu3YtrrjiCvT1BegRZrMZZ5xxBh5++GH84he/wKWXXor9+/fjsccew+9+9zsArKV6wQUX4A9/+AOioqKQnJyMu+66CwkJCVi7du1nHvNRIQYjPmqWUBgrYNRN3fzihFxAUQQEWCpge7NApIVg3rr6qU87Kw54v5GOfm4UwcYD3UDtAIEEAUa/f1zOtKSmITpCKzIIzi5LB15tAqKLgQyZKepPHwAeVI3HpFAy6+7YyEj885U0HM+cSeafVvh+rISbyNra3wtsHwBaRwku/HU7mUR6QeewbEzzgbGSF83vGwaAD5uYprg4lQwDWWWMKgrZpFfOJxj84C6yWTtHaXQek03WUWUvDeUFKWSf3biY9+f0sWzBsnSmAHfZWVM1xMjr1fWzplyYieDv0nSmno166BD7FT6D/V1MF/YrBI+cXo4xJZyMgvwY3vMf3ycwlBkJZEUQtI62ErDJjGC9VkmQLSFABkOkmeDPxmbem8NLJ9ikI+s4IwKQXJ/gVXzDRWc04PlqHZalCyxNG98xWJO0cI0t/dlAL51OQkUPa34uSaVzc8MiOlIjbr7/5FCyLGOtwKn5DHZsawX+30oyyRPDCOwdk83gSOMg5/iStMCcjzLz+6kcJp3gsSEG/n5jMzA7geUxVqpg63OHgDAzHT2Xj9c/JicAinplprvrBOdawwAB4NJEzvE5icCmZt7fsTlkfb5dR6Z3QQyBmb2d7Kx852amSi5JI1uwa5R6FGudmiG0JotjBsiGrVfLBrQMAQ4P2dsZERzHrDgGJlqHycxZnEag1CfzmUmCoCxApzQjgmy+ARdr3/Y6eH9JoTzHnZuovw4v/74wlc/IJwN6HRnhWqq3ViZkXhLH+3YdwdUoCxmx105YY+ck0ik+u0CB4gs6MF+EKB4JA7WA0Qq0HQKKzgUOPkNQoH8HEBYCFCdxj5qXRF2q6GXDxKRsBhvCTYE097FyfA6DZGPlUA/X4GOyCbQf6BoPqAKcc/5PeL1+NXBRGMfyF5JglsaGJgYe5iUB97YCa88AcmO4vk+8BsB9waIPMFCnuk5OFFlo3XaCqWfO5Jzf3UFdPHUGAyJhRuBlFThyqsHBliHgkhKBW9aLcc8n3gbcuFjBHZvEuI7p4SbghkUyDD4XPgGrDkpQPlFknw8nZMtoGJRQ2RsAFUw62kwn5nG/qutnAP26RQz+bW3l3jPVnghw7719L3DtWYBpFeAE5/0n6arHT/2cKP+pJOB57zbAPgZFTAljgPLPWyfXOn6pinv8S1WB0iFj5fic8T0J+pzMbLpJrZsfY+XelB7OfbHfOTWgClBHa/q4J3bbA6QLgM/qmgXci2ZGActsgGcfoI8BdAag7IcMKpsiFNS+KdC8YfwDsHcBOx9gTdVt9wY+jy1krVRFL41j13lGBORpAv1+N79H5NTfB+XLEbtXwPy1oGl9cyTUqGDA/TVrjhGUoHyN5QtbAi+88EII8b9FRBRFgSRJqKiomPaYt99+G16vF+vWrcO6devGfXfaaafh9ttvx8MPP4xbb70Vp512GmJjY3HjjTfitNNO+/i4H/3oR/D5fPjlL38Jl8uF+fPn4x//+Mek5lVfJ9HpBOzCiNp+AY+fgMOjewO1mcx6pp93jAK54Qq0uuEWg4J36wUumE2jbaItmBRKICRKZZJ6/EwZPtRDIzTcTKBldjwbwORH0yjtshMEqRsg8HFeEZAWATx1gGDr6iyyJ1uHyWYL0bPOVF0/HbTEUBqecTYCwe/UBRhAKWFMJdYLgo9XldFZe1Ct17YsnSmYPpnsGFkh80C7t8JYsjUNOiApjGm0j+6lA6c179FqbWVGMIV+fjLvRRIEVU+dQRDL4WWafnUfQQ6vn2Pxqg5rTT/B1uo+llHQaqo+XwFcXgDoPHSEh93j68ZmRrDm6t92EoRSFD7zCBNZSWsyWXe2207AVlFokD+2j+/xnmN5/04fgaIotVzw69UEgRQwbfXkfGDYRafhxSoazvkx/K3bD0hBV3Z60esxopjwYZPAnESmsnv8ZHNpcy0/mul8dq+CsM8RtbfoBar7OP8K48hai7ESoN+m1jTMiaITWBxPZ1EBHarvzyPQeMMigibb21jW4s5NDAoUxQExFjpG7aNMXX/mYMCxCzdR3xxeOlKz1NrJPQ7g4hJ2t0+PIODXNco5H2Lkfb9RwwAMwHm3uZlM16ZBHtPvpDN5ZiHHNjeR7Os9HdR5WeH1TshlrUaN0SMJzvUfllFXO0Z5H5eX8p4bBnlNneB6kxQaqB/bOBhwal+tZup2VS/Z5vEhwF93ECjOiaKjuaU10PzrhUquT5oYdWTc6SU+J4eX60tcCAMtG5r5eX40wVKvzM+relW9Bde///cR8JNystF3d/BePX46u1fOA2r7OL8mrrF3bQIWJCuwiGCNrC9KhARAsGFKSjnQvhNY8TtguA3Q6QFTLjDbBqTGEwAZCw7ubAfOnsnA2gM7ub8BnB8nqJkZFVOkuO7tJHDiUIMRFv342oUVPQw+TNdgpjiBa0JxPK9h95Lxdt1CNrk6vYD72TN1QGQk1/3npjCzFqWOb1g5UcqSGXx9V01XvqqMgcyxGQ77u4DZcQRbJwK3ZxQouHebmAQ4d9mBv+4Q+MVSGX12ni8hhKxWk98FfzCFNCifU4TbgatKLeh26VDZI6AXwMXFDEjfsTFgex3u4xp9VRnX89MKOKcnAqXRFtq9ezsAWQc8cJg69vvV3Me2tk4eA8Dvpqqd3TJM2+Gni7m3hhi5F/plNQA3BRaigHp/01KWy9HsfYtq79cPBD7TxO6lLft+PXBBMfCXrcAPygi2Xl3Gfa92Csb4qTPYTDLcxOM6RvknORRIswLdb7ERpGUIsEQDrX3AvscBvRHIWAGkrwB8bhl1b0/tZroGAdkPGEMZwIovBvJOBPprJPi9FkQX+eERLr7L/9L4SNIhaLl+xTLiFbAEmapHlYQaFLSMBEHVoATly5IvNK70q1/9Cjk5OZ/6+JqaGtxyyy2feMyVV16JK6+88hOPmT17Nv79739P+71Op8MNN9yAG2644VOP7WgXt86CjhGB/V10jJ45SKcmTC0ar4BR5LwoGSbFCx8Ar9eP8mTgP1UEWq5eQGZp6zBBhEWpZM/saCUjKj+Ghp3VAPx6OVDVw+7ws+J5nQtnE7g43Eej7lt5BAyah9g99L16Ai550QRNnzsEQBCAjLXS2Iu2ks25s53sLasBsLsJ2PgVXr9rlHUK5ycT1Ogc5f31OQkeliQw9dCkY4OciXUIa/o5phAjsKuN0fy9XXSON7WMf65L0lhOIDuK9/ToXnZcfbuWoKpOIgB0/mwCwmY9jVIh+BwUsObVolSCTEYdrzvkAiwy4JGAW98Hbl7FZ6zVNG0ZprM65CY7cX0TYPcA8WqDAa+f93l8LssOJFvojJ83i89Mr6OzEGEiGHtSHvBhAx0Eg7qnFqtp3GcVEvBqHQ6kfpO1qkD4g2DNVKLTSWh0muCRBXwywcZtrXz3Y+dawyDwtx3Ab5YpH3ff/F/F75eRpwLdVX1838vSCQD6ZAId21v53t+oIeC5IoNp5qMeAu4RZpameL6CjlZBLPXrzRqWt1ibTaZdhJnnunQude3juqBtZJi3j5DdfGIuGeVbWnieFytZvmJBChm0o57x4GNZMnXuxSpgbhKZmr3OQLOeg13AknQCnvnRBPdXZ/H76r4AoArQ0T0ln+vWvds4lhkx1JkXKliSwKDjGPQSGzv9fRd19aJiplZr7NhhN9euXgeP39tJ8CvMRB1NDgWWpZEZO5Vo64MGkr6rsgJv3xgAiY/LIThbEMNadjpBVusT+wh0n17AFOs/beV7XZ4JLE4nyB1qAh7eBZw+k42IJq6xJ+crWJ3uB9zB3OgvSoTZh0XXSRA6Ab8bSF1EtpQ5DvBHA1VuoLOPgMJUbNRnK5iGvzaL6cQaIGLWEzyfShRwDfnzVgKk1y4MrP8A9ez3qxn8Gp3wqvOjeY0BF8vYaECmT+beGG8jQC/U68RYuQ9dNBt4pZrZITYD9S01jPvr6kzeX9NgILgSYuS6cst6/tuoYxmAiSVjoN6L00twdb8aVNGCQFMdD3BdsnuABL0dSTESZFmB4lHw9a+MGJSjRWRZwT92M6J2qJvlaB7ePRkwVcAmpzctoX5ct4j2asMgA3Klidwzn9pPRnjHCLMu+pzca66aT8b5WMYpwIBbjHX6kgJzEhlMXJ7Beq9aOYxYK8t47O4Y30AKIEveL7O0Ro89QEZ4fB+zjqaSrlHukW/VAjcuIVC6Ih24fycZp7s7uK95ZQY3Tp1B+7Z5iEHX9c0s9RNtZbZMcTRQrgcsNqD+faDwLCA8BSi5GDCFAq3bgN0PAcUX6+D/hMQnrwNY+nP1HwJw9AGNHwHd+yVkHSOQfYoRXnhgCJFhCpfgHpp8Dks0oLfJwWohX7GMegUSrUFo+2iSUKOCEY+YNkgTlKAE5YuVLxRULSoqwuzZsz/18SaTKVgT7jOIXq/DumYJ+dEEHlqG2QxGS6/XJCNcwdJUBb4x9BGb8OLMAiOerxSoH6ChGG0hmKExqC4uoaHnlemINfQA+bF0HLe3E5i5rJTO/tmFalMJmccfk0V25kdNgY7Ir9cQxDsuN9CUo9dBY3NdHYGpU2bQOVxXT9Dzw0YCCaGqY5cRSXAlJ5LOm90LnFPI1PcNzcDJeYxUV/UR0HmrlqBhnI2pwA2DBFk+bGKTmgVTlAkoiCG40jJMZ29GNLCni8y8ZemBWqSDLjqvL1SSGdRl55huXMzxNw2ygZXdSyA20kJD/vJSwOQA/OBx0VaCXmMlxspn8bedBGa1tOVRD5/hGzVkHTlagXNnspnAhibgl0v5Hs16Gsx/30Xj/2A3QSZJBc3PnQXs7+SzvqqMjveQm6nHl85RILyeaWvSfpPFIxnxz70SLphN8P6tWr7Pv2xjyrYmkgB+Ui7D4Hd/5ueo00noGiVwH2qkkzPkopM34iGosjyDgOKQmwyZs9TSGSUJwK0b2XTpg3o6QL0OOnUeP+dW9yjZNgtTGSxYlUWHcGc7x1+ewvm+T62V+N4oGT5bWvmnYZAAUpyNgOsP5pMFXdXL8S7P4HqisXNq+oD5VuCpGsCjlgMRIPhb08/gzR2bpn8eIQY6tXnRTHt8t573PSeB/799IwFOSbAcw5CL93BaAfUvM4Lr3N1bGIQx63n9R/aS1ds2wrXM4wcun0ugqixpcm3VsetDWjiZ8yMesmF/spDHVPYQECtLBv51MMDaBVh3WVYIVN+wGPiokQGQZhUUH3ZTL6v7geZBrms2Q2CNTQhRECG54XMHCx5/USJJAorDgP1PCoyOSflNKAVyLgfqhrlHXT4P+Nm7059nSyvB9VcPk/UVYQa+N3f64wUIciggsN85Clwwm6xpgOB8v4OMtI8aCXqY9AT1423cH6ItnC9ja7qOeDi/TXqe++Jizp3mIf77uoUMvjk8QPMw52OsjQCt1QAcl03GbP0A980/bQ2kGc9JJLAyVqIsBP6dPgYqSxKZLtxrl1EYS4eOdzu1uH2s23ikusAH5ZstCgRsBu57XXbalQtTGXR+5mAgpT3exsCiDAKuPh9wRSn3F7efZW9G3SzZ9HoNEG9loO+PWxgYfGgn8NsVJBLs6qAOHpvDPaNzZHywQZPieB535kzglx+MD570OFhy5vpFtOFGxnxn1gOSxMCmtve7/dTx6SQ5jGtUbT9rtL9azaytny9h5khGJHDHWoLFvQ5mOLUMs25yegQJGgDZ6mEmrldRS4CR/UBKGfDBrwCvGqAXEpB9DJBQIiCEAoOV4OlUYgoD1t8a+G3qYiBjOdB9AKhfJ5B9nAEweeA3uLHgxxI2/l4aVwZAZwTKfiTDb3QjGI35aoXp/0Hv4WiSUKMCBQKDboEYS/DdBCUoR1q+MFD10KFDHzeK+rRSXFyMQ4emKKAZlE8UjzBgR5uA00vw4IUKsiKvLafz5fYDcxMVzIhWoHM7xoE7wufBigwDiuIEPmpiw43COIIht2+io5cSBqSEEqD0y0C4hc7PoAsoiiXb5ekDZEnW9ZNNE2sl8yXMRHCgrp8grNb4pnGQwKImy9NprM1JAPJiaIhmRRAwunMTAcDjcwgav11H0PK6hQHgRBJkAdy+kcas8AKSgYzOv+0ElqaRATTgBJ7YzyY3y9PJBJPBDublKYH6knMS+Ny0pgHxNuCsIqZHd9k5hrfr6MheMY/X0BjB3XaO5cFdBHmL4gjsvF5NEPOxvTzWYuDnURbewzHZBGJ3qUy/GTH87SN7mI6cFh4wlIviCLAsSwd8XsAYBgzVArMzCGzJIJNvdSbw/flkPd2xkazitWrtvrQwgkz1g3w+uzv4rvKigcvnKjB6HZ+YCvpNFreiQ7edgNmKDM6Fp/aT7V3XH6h5uTJDgUV2Q/F/dgtfCM65PgeZZC9WErCZl0SHqnmIaeAa2KEo1M+V6QTxYqxkn9YM0Kmr7AVcXpapuH8HnbCkMKYELkwFbtsQmCeyQib2K4fJhLljY2A+37CYoOHeTgYssiMZPEkPpz5q+rqubnz9Nb8CNL8BXHoCsH6A99PjIFAabwOg1jTe3TH5WZQkUMf+vJUMm7LkAJvWYuDvu+wESBNCWCfZZiRj2+Uhe+fXy8lCcvl471DYGO7RvQSNcqKoV1qjt4f3EDRekcn0zKnWh1lxXCsL4+h4+2WOf14SWUFRFrJ4rQaOszSRa6ACliZ4o4bBjxNyGSz6oJFs3pereH6jnt/t7+KzXpmhwKq44PMEmeRfpOi9Zmy8XZrUhdrVBxzsBbJjyOz3+qln04nXD/z7IHXvxDzuE6NuYGYMmWUTZWEqgxaadKpMsmOzqW9xNgI0DYOcUz8up+7/dQcBz3ATgzqP7B1/3vRw6rnTy9qLOkGmqcagSwgh86y2n3ufzUCgVi8xsKCAY768lOvL2YUMEr7fQGh07P5gM7BUxd93jWep6yXgZ4sBg88Nm8EEgzR1/UcBIMKkTO5KE5SgfEFikmScXajgj1vEuPIaIUaWknl0LzA3gbXAK3u4nwHcZwAGJ16p4hrw6N7xNU4vmMU9781aYF4K/+/wMrjp8VN/6weARSkkKjQNUucA7ncjHgY3do9MZqMD1MU3a2lvvFod+Hx1JtcbzbYWAtjZxiymsfVUNYkwU1f71bIAPY5AIFgnGFj8oJF10mOstOdTwxm898pcS3Ki6GNsaOJ+lBsF6G1AeC7w4a8BecyzVWSg9i2g5DvAaBeQd7KCQ89MDqzY4gDZGwBUAaBlE2AOBxLnAh27gOEWwJor4JdlGBJcWH2nGW1bgaEGCRHZMpLLAL/ZFQzKfMUiK4DDK2D53yCAoBxhCTVwwx5wS4ixBKMOQQnKkZYvDFSdCKg2NDTgo48+gsPhgCyP3/CEELjqqqum/F1Q/rsIiQXB360HrinnZy9U0OkqigNyohQUxioQTvuUjqCiMBW3KI6sxTdq6NSlhJF1oig0uja10KHTCab+RVvIVnmvgcDO7RsJrCSE8PdmHVOsoiwEbM6cSYNu0DX++gaJEX8ojJB/2EBDz+5h+u3xuWTDagZuejhwyXwCDbJMUGdxKgHCS+ey/tyCcEBRHUSATELt1ovjeU5FYdMbl5fG4rCbxqkkmLKvpV6WJgIQwNP7meqsNemIsfKcD+2igbo2i0zA7Cj+7vJSstC0Z5kRwZTfjlECuDrBlPELZjON+Z06Mn9mxTO1t3GQrKOKXhrhdg+QEUZgZm4ijXIZQHYIsKkNWBAK1PUAXgOBq0M9ZAk9uY+gkU/mOGOtNOAf3kNHYFMzmamz4vhs5ycpMHjskIOI6rQiqUU5t7YSSFiVSQaZpgNzExWsygQUh/0LYd/nRBHQM+gIrHwrnzXQppK5CTRq36nnnM6N4lyo6mUaX0oYEGUFnj7I4w0Sj7d7CMB8f/741MEoCx3O16s5r0qTgL+pKY7JoQHmTK+TTt9xOZzz65umHt+MaKChGogsAd7vpJ4JEHzJiCDYuTqT+qHVQtZS6VdnUUcXpgAeH529/1Ty3mbEUP//fYggUeco8PJhnivCDBzuJwOvdZis39Yhntgj03G8fhHXHbePa+FuNcBi1AF/2Q78chkb1vmV8euDRWUMSoKM1h3tfF86ievwxSVcH9fV8dnbPWSkX1JCp/vuLQSs/TJ1PtpC9tArhwPpnwkh/M2ceAWrMhUoTkcwq+MIiHtwMqAKACHJgDBzrq3MJMtrVnwAyJgoM2O5H2vM5GvLqTO/Xs4gmaZbAtwLylPYrHCstA0DJ+Rwnv3y/QAQqc2JC2cD5xYCPoU68+heznlN8qN5/vNn8bd6iTV5NUDVpCOg+pft49OR93UxqHC6OgePzSFL+l11PclXQVYtUKo1oludRWbuWEAV4L7zhy0S7lhlgknx4NQZJjxXMTn38NhsBUYliKgG5ciJV5HwwM7xgCpAEPPxfcwwsHuoi1pdboD7S1Yk2agXzAbeqpvcNOrJA9TXu48lG1UDNMfWVm0YDJTr8MgEYQGyQAW4j1ZOsf58/PsB2rpAoF54ajgDiWEmnuNAF3VUEgRC36oNNK1ND+fe9w+V0FAYSz3WxK+QDPDbFbTTH90LrMzg/riujtkeB7rIZh9rf9QNcI87a2g8oDpWat8CSi8H0pcp8AwDde+Ij4+NzAaKvg3seGCKe/4AKL2MoKreAmiWvF/2w2+0I3m1DikQkBUFHp8/WEz1KBDWvhewBJmqR5WEGjVQdfpskaAEJShfnHyh6f+avPTSS/j5z38+rRM4FlQNyv8uEhQsS6dhc89WpumNretoNQhIPs+0rEOt5uL79WTMlCbTYOuy03lclkZW56YWOv6DTrIhrYYAkPtGDZk29QNkhp2Yy6Yb6+rJsIq2kEXzg/k0zjRGaEEMjTynl8dH6HgfGRFkw3x/PtMerynntfUSgco9HWRXvqF2Ul6ZSWP4jRoCh4uX8d7tHhqbY59HZS8BFYueqfDF8WTxWVUQ+tVqOrJWAw3K3CgC1Ad7aPxubCKANOwmKALw+S1KJaiqyMDbjWTVrW8iS2/UE2Af2AwEemIswHmzmUp2zQLW0OoYpVG9PIOO+V+2cRwjbgACUARTQDc0kk3RYwfWNQHlscA9FcAPSoB2Fw3qCDMB03nJrEkZYuSfASefxfUL6UBfUx4Aj6ItgIAcBFT/i+iEgsJYgUM9ZCmvyKBD5lc4x+JtAu/VK1iRYoDwfr7qXkIEdCXSTAepZWjqkhVmPXBxAfB6E/UlzkYHSwNNHtvLufbvMQkBCpgGmRtFUK+2n+BPt10FW71Ms28aIns81EgdfLWaQOaKDDqQBolz/N16pkrevWUyI215OmD2AcPNgK+XAPRutY6p5tD9bAkd3HlJ4/X2YDfw6B5+tjaHbBydRD3RGs/t7WAQ5PQCgq96ifVgjToGLYw6XufpA/xNqInHJIWy5MCcBDq6z1dwjfrjWgZ89nXRwbxgNteYYRUInh1PlrssqymZgs/gw0Y6oAOJfFd7uzgmIbi2xqp19cIs1NX7dzDAs6GZuj62Vuex2VwzLlDLP8AVBFSPhEiSwGj/1N/JXpadGHIzaPdBA9fN6r5ArV9NFqUQYNCq7MxJINDY7yTb/PQCZix4/dStPR3ctyfWdbQauFe9XjM1s/PpAwQ/NrcQ8NGar5l0nLMn5wPtwzyubYTgavcYFtjS9ABQOlHWN5Fd+uNyAirv1ge+q+plRsuPy6k/21pZSzI/miDsVOLyAR12gTSjD2vS9ciKAJ7YL6F9lPvzqfkyyhL8gCcIqgblyMmoT5rUuEmTdrUOcE3/eEBVk/oB6nF6OO3GiZIRQT0bctHunU56HAxUvlwVAGYzwhlke+mwmq0xjURaGLD77QrattvbuBadOZP1wodcPMZmYLAkK5J7+aiH9kDHKPDADgYXTToGZ/+6ffw1vDLvIy+KepsWwXIBbtWeX5Y+dUA31AQMTxNIBQB7N2AMEah9E8g9SUHmasA9JKC3AB47sO0eNqiaKD4nIOkBnQmwxSvwTFgnvVpX2KAcNTLq5WYUBFWPLjHqAJOkYMgdLKgalKB8GXJEQNUHHngAixYtwi233IKEhAQIEYySfJEiQUZCiIJZcQIHugOp6QDTllZlKjRcpvm9XlLQOhRg4BzqJvi2LJ2p4AYdAda5iTw+MYzB4EM9TKm/ZytBwNWZ/P5wHw26W1bS8Hv1MBsC/GUbgZalaXTIJAAxNoIVVWpK5G0r6bSenE/w4vkK4NuFZFJW9dIBOy6H4GfLMI3cY7Lp3D6rAkVzE2m4CrAhVmIoQaGxNVVbh+n4rm9mw6u3awn4vlzFBlvhKni1qVmN+oOg0yN7yEzsttOZ9fh5Pe2cLh+bRC1NAxqH+PwdXjqpIUayQcvU651eQFDo4T3Ab5YTzImw0Nne3AL8SWXXnphLcMusAkPzkoBZCaxNGW4GPmwGVsYDGSHAC7VkAuoFmbPPVTCN+OoygtS9DoK9p84gUPVsBdmAJQlkHdcPALNiEayj+l9EgoxTZ0hoHSbQ8kEj/wiwdqJRB7xWI1CerIflc7ZMUFSgNsrKd2vU8b1+p4R68FETgbiiOODEVMCtkGVi1nOuRZqBxWkcX8coHbGx6YU+mXq6qYUA4f07yLi9rBSo6ia4qJfo9CWE8O/HZpOFd2w2gf0fzOccjbIQPPpPFcHPDc0EYMLU1PY4E9D0b17XnAycmcIark2DBKEGXXRsLyzmevF6TWCcRh3nsRBkgM6K49jLUwjmVPdx/EYd9XjQRQd0eQb/3eMgo3hbKwHaY7J5TEoYAaHipQSUH9xFkOjUfI4pxBAAsO/dxvOtyeLzDTHSOe1UndSaPgYt7F7qMEAAdW8n/wDU52XpwC0bgN+vCpSPeOUwa16ub+K9RJhZ60+ATq7DQz0NBjyOjMiyAlvc1N+FJPG9mPXUHbuXXbevW8j3XNHDubA8gyVx+p2s6x1l5W8eUstE+BXA62OKfGIoAZSxNZg1MeoI2HeOTt/Yya/wuy2tBP3XZrEut19mwHDEze9DTMCqGLLL0sMZHAGoP/dum/55VPRyDkaaGeh4oybAzFXAsh2n5LNb+cTgzlQy6hGwW2zYXA94ZYEr5imIMCkQigyj7IHfEwRHgnJk5b9NMb3E/WE62dbGNXhsAKQghjVaG1TQVcHU6fsAMzsWp3AvLkvmulHTD4SZuf8e6AKOW0w7b6pV/lt5DMLEWKn3Hj/3sbu34GP2rVCP+8lClif62w7aewp4b0Yd96/yFK5hI1OMddRNm/u8WQAUriU+mYHC+v7JASCAPoIlG8A09dDD04CRdiA6V2DPw0CH2jDMGMqGVlMBqgDrrPpcwIJrZPgN7qBx+jUQDVQ164Iv62gTm1HBYJCpGpSgfClyREDV9vZ2/Pa3v0ViYuKROP03Xrx+AZ0QmJdEB31fF1krcxIIeJh0AkM+A2ySb1LpBQCQfX7EhUhYVy8gCQIPbj8j4CfPIODyUhXTYyGAB7YBP1lMI3BVBsGSFyoDaYACTMMVgiyyDc0ENa5dSNBB6yo8Lwmw6ujoRVvIerMY8HEpg8tLgX/uIYNsQTLHFWtlndKb1wO/WMrmSjEW4Nq3A9c+JpuAaYwVuHcj6ybOTyI4OqACPufNAh7cScAq1EQj+LF9ZIO1DQOVrRzTuUVAr50sWq2O1j3b2OymLJmOdE4Uf+/w8t8do2Qk5Udz7FEWHmvUEbS5bSOZfJIIsIv+fYig6gM7MC41rTSRaaa9DrLUqnpZ63LAGeikLCtMuVo6AISXAD2CbIM4Gw3n/1QFgLU5iUB2BFO+mOpPR+JwH7C5memcMsQntBIJCgAY/R50DEu4rJRNpOoG+IxnxRM8kwQB9uZhgYIQ8bmAMJ9Phk5SEGMVeL0GuHERG2L8Yw/rfpanAEkhQJYCOEeALaMEZAbVZjOtQ2xkcXEx09YV8HstjbhhkON+o4brxYm5/LtWg3d5OgMKbv/4rvarMji3w0zA7z4is+20GRxXdV9Ab1dnEejJiQRqnwI6NwK2eABR1LmT8ggSlyRwPLs6eI1rF1Jf2kd4n7nRQEU3waj1TbzvOzZRL369nHq7r4vr1SUlZPk1DgbqzRbGck3889aAX/ZcBVOz/3WQgG2vAyiIBcqTCUJtbOa95kSRxb+3k7ru8RM4SwoFhhWme6aGM/W/OEFtutUHnFlIsHVJGv+/IoPNP6p6gTvXcByFcbzHA92sH12ewpTr/GiuI8MeAm/nFHFdmxEi4J/Kqw3K5xZ9qB8RmQKDDeNXwMg5gDzEfWthCgNUDYPUhzJ1b3L5GEAYdLFMwJXzqJe1A5wnkRZ+v66eQUW7h3Wy24bJZNbEome5jeZB1hk36yezYTWx6oGSeO5tNiODfW4fdemW9eP3EquB5Wse2UMABMAn1sz2+Blwq+hRay3OZ8CvUg2ANg0RxL17CxAXwjUl3DSeZT1WYmzAz96TPgZkXqsB5iUCF88C/L7PD6jqdTpIHiMAAUXyw6/zBAMQQYFOJ0HyGCEgIdwsoBNTg4LM6vpkzE5RuLdrJa6yIhnk/+PmAJu8yx6oeZ4WTr30y9ThlDDuIVp/gtIkAp4bm6mLfoVlhL47h9kaYxnqx2QziK6AhIYTc/nv/V209bRgiQL2OYgPYR3vghgGR145rAbPEwik/mP35BIGmsSHcJ/0VtKGv3IexyvA+5lKGgcB8xxM24hq5plkpPYdDgCqgAqmCsAaiylLr+SfrCB6hgyf3g2fEgy8fB3EHmSqHrUSog+CqkEJypclRwRUzczMREfHFF1HgvKFiBAK9nezic1LVTT4ZIVsrtNnMn0PioTVGSboPZNzn/SyByEGA1LDCB60j9BYO2Mm05xmxpGxCgC1fYDFSCbXgS4CIv1OstK67TQ640PoGNb2E0TY3kYA5/aNPH+0hYzImbEEGrrs/P9r1fzs7JnAY/tphP64nE6ay8dU4QEnQdrrFnKcekEjMsLMez53FjDsIjBTksDPnz4I3LaaafV50QRl/66y0VZlMl3/RwsION25iYZwbhSZf5uamSapgKnTJ+UxtapXTeHy+Nks5PpFbGLw7CGm8e5uY4OPqxewgdELlXx+NgOBWoBlEE7MJ7hZ1Uuj9QfzCc6OeuiIx4ew3MKhboI1PQ6Cs+FmPrP7dtCpN+iBmieA2N1A/JV0gne1E4D62RI+K4ueAPJzKsMoysxrDLposB/spgNv9wrY9EYI3+djWP5fFr/Pj7nxfqxrEtjXKRAfQqeiaYgs6/vUlDqLQXxiQ5tPK1a9H7vbBeYlCfhk4I5VQHMXMOQEUsyA+xBQtwvoOx3otNNZ8/gJsOztIqDeNMh5atQx4PFOHZ2rtmEGHj5sJMi4KpM1PjtHqV8zY/nb5DDgzrWci0Yd9eStWn7v9PJ4t5/1QF+r5t83tfDzbxcBDT3A0CEgKh9IvwQYNnJdcPkIjJr0/P9btSxR8FEjdTTSzLWmY5QMT4+PDXM01tGIh8/7ynnAcjMBboeXZT1CjdSvhBCyPe/dRsd1ZiyP67ZTt9tHCHI5vARAw018PpKgE5wVyfU01sbPXqrie97fxbRPn+psWwxs6hdp4Toz6gbq7IGmcsNuArj5MQSo5iZyHSiMY53njhHqqElHcPqSEt7D5aVcs07NB+jaBp2VIyE+nQsLrrVizz8kdO8TMNgAvQlQbECJhfNZEgRHWoc5l7a08o8kuC/9fRffzt92Uo/eqSOTLS0M+O1HnLceP1N1XWp5jrMKCcJbDPzzYiXnZ24U94S7t4wfpwDnaHIY0O9iUG7QRRvgnCLufxPrRjq8BFRPyuPcqujh/Ns1jWlWGMvAKsD7/Psu7pMaqKoT3Js77fzj8jH7YmKzLAAoS1ZwsFtMArN2dgiUJUuYHS59ruYyJsWClvcl1L4hwTMKRGbrMOsCPYxxbvgQbOb2TRWjYkbPLh2qXpTg7APm/gxYm6XgrbrJoMLJ+dSJ+Um0T6eSham0/S6YzRT4b+VRLzTw06Ln+p8RwXX+Xwe5fq/KZHDyL9uA6jElRuoGGDC8uIR79XsNXEucPgYVB5xcKzIjGfD80xY2nPPJtDt7HGS7aw0Ox5b1ea2a+uqVedzyDOCh3dzrylN4vw/umnyPs+K4V2r3VNHDvbiim4zaswq51k0Vr3ipHbjkV8De+4ARlb1usAFF5wC9h4G0xcDuh8hOVeRAU6oDTwHzvg8celZBfw3fjc4EzDhVQeIiH1yKK7jlfY3E4eM7NAVbpBx1YjMoGAym/wclKF+KHBFQ9brrrsPNN9+M5ORklJSUwGQyHYnLfGNFL/uQHm7Aa9USTspjtB0g2PBCBZ2oZw4CZUkSIqf4vSzpUdNNx/5fBwJdQUsSaES+WMlo+u4OOm4LkwkSaEDjxSV0HBsGCKoWxTNKH2Jkd9BrF7LJzcFuHhNrJYCwtxM4Lhs4fQbw1AGCqx4/kBlFgOTFSuCuzTRSV2XRGPz7LgKKiSE8fnYcjbufLyXws62VzLiD3ayHqqVh7Wjn7/d2Blg/kWam6UOoafIFas1C0EB95iBBYa/Mf5+kGtBGHYGPETeBo0tK2Ozq3m0sgSArTM+XpEB3+IQQOqayQkbot/IBn59lBc4uJCugpp8MRC2leEGyWrOujaDYfdvJkNVLBJYe2smxrMgAhAkouhnQeQGTgddZm81u5i8fDtTiHPGQ/aqTgF4Xn8Vr1TTMv5UPdI8CfllAshhg/Zxp6//XRXhcOCbLhqI4Nr7QSwwk3LOV6cFGHYF3WW+B5HZ8LnBV8rhw+gwr3q6XsLNN4KoFQLQJMO8Fqt4AfA6g4Exgn50A5JpMOk7PHKSDtqcDWJRGkCTCTFDm6gUE9OYlcQ78uJwN4T5oIMC6PJ0BhVer1Q7GMvD6YeriW7VcAz5oJFC4JI2pzvdu5/y6qkwtW6Aju/Kv25lyuPAGYHcfsHkE8Kss6z4nQX6dYH3lB3eSDb46k+f1KwzEGHXATe9xnF4/n60mTUNct/qd1KNnDtLRdPkIGg266IgC1K2T81nmwGbgdcNMXFeOzwG2twJrsgnidowwUPNcBc83dn14o4ZA6cZmPp9RD/+dFckxv13L8xTGcm68Xs01dsDF+9nTyUDJSXkEzXwywVinl/NnRUbgPm9Zz3tIDP3scygo/10UBfDoHZhzhQlwGzDSLuD3kH3lGSIb89G91J1trQRZPX6Cn6fMYIaFxtRUwP3OoCPA+u1CzoU9ndyrFqVy7u/tpB6838D5qjWSAgJBh9QwZiVIgrqi1UnudXAuRVs4P1qGuWdeUsLMD62sjiZddgZDoixke1+/iMeMvSbAvad1OFAXFlD3Dzd1ZdhNxu7B7sD31X0MfF5dpuCFSoH2Ee5lJ+YqyIliUHUqeb1GQkGZAZJ/GorrfxGDYsKev+vQvT8AlA3UAet/J2HJTSaY0uRgN/BvoOhhQP2bOtS+HgAQfEYg0SRwbhH3MG0tPjGPjO+fvMPASHIogcWxkhpGlmfTEPfTaxZw77B7mVVwUh7XcFmh7hfFUc9HPGxWlR4xHlDVpGOUOpimZg7taA+Uiwk3Ud8uCgMe3s0A+tZWZh9p0mVnIOO0GePrrPc4aPP+ZTuZrBfOBn4wj8Coz08b+sZFBH5bhrkXrsgg8eAvE+qsrm/iM3p0L3X63CLa7GNFJ4BlmcBDdcAVPwMG+gHFDzgNwD4vUJLC2qiLrgMcfYCkY2p//btAx25g271A+bWAMUxW11wFsskD93Sdr4Jy1IrdK2CQFOiD2N1RJyEGBR2O4IsJSlC+DDkioOqtt96Kvr4+XHLJJVN+L4RARUXFkbj0N0L8fhl5ETKiLQIP7BwfgV+YQqNvwAW4ZUEUb4J4hQFPHRS4tpxATKyNxuG2VkbjLylhpLogluAeZDqKGvvrT1sIvixL5/lcXrK+TBb+5r7tBDjXZtNp3dsJ3L0ZuH4xI/UmtUHUiXkEH8JMNFpPyiMA5PDy+hpDxu5h2qFJT+dOAY1Cn5+A6oO7aIwKEWDrDLs5hl5HID2yKI7R/ygLDdq/T4jaF8cTbBxxEyQ50E1G7geNZPelx7EO7e4OOrBXzuN1Bt00fGv7+blXJrPN6SMLYE02DeSrF9BpbR4CblhMVmxtP4GV5el0knWCf+7aTBbEuUVktEoCOC6XTNauUbJOPxjiPTYO0bnttZOpsLuDzm+0FTg7jb/1ycDudo7l4hI6/2/XMaWsoofPrzzm87GHvgni8CpQwFS6sWmvOsESGO0jApubJVxYbIPe64Li/+zpawafCysyrFiUSmDm+QrWLU4vVhduG5DjINBTqdZDHPWQTfmThUxRXJRKx0tWgDs3s/t3UghB1V0dnHfXLuT1DnSRuZ0cSr1sHgJ2dbLW4uos6ozLRyfu+kV0yqItPM9U7LfUcKDRD0REAoqTzhxA9nrjIP/ePRrQsYPd1NeVmWRdh5mpSz5ZTR1OGn9+n0ym+E1LqbO72lnfdnY872/YTX0sT+G1h91kGkmCgO+Im5+tzua9Z0ZQF0Y9U68PpYkEUGNt1LGUMP69YQDodvCckuDzN+hYeuPvu/iZVm6hspfA6fWLuGZU9TLotDyD4KrLxxIH3y5SHXYZgBSk7BxJ0Sl6DNXrseMvBFQBIKEMUE4mC7t9hOn9OVHA7WsIPrYMcQ0YcI0/l90bYOu8cpgp9Hs6CXJU9gAZkQTWt7Rg2gY6HzUCV83n+jw3kfo9FlSxGYAr5hG0P9zHz16sZOOaiaAqwPn3s8XcN3tGgV8uY2BgbycBk6Xp3KenYpw61PuJt7G0hdcPGHUK9nQIhBiBmTEyciL8yFsIyJAAIWDWybh3h37KlGvtnJ9nRvuG9eMA1bGy71EJ5T83wi+5pvw+KP93RfIYUPvGeIPXD87rvGgGs21GrvkfNHAtB2g/XjmPgOj2NtqRC5K53gtQ95vUUiCnFtCmW5FB5ujYMh1L01iX/O+7uAd92Dj9WLe3sZTHt4tos79VR72YFcd945G9tBWXpHFPnkperyHQq4Gq6eHMEgGYkfHnrcDNqxg4TQghy33YxbXD46cuv1nLfWmiPtq9XGcAsmmvWwj8ahnXtF4HmbnLM7gGzU8Gnm4I1BTXpDoBOF8A2+7AxxeQ9MCs88lcbfoIEJICv9UOxaL2gAian19LcfhEsJ7qUSo2g4Jhj4CsBMrPBSUoQTkyckRA1ZNPPvlInDYoY0TyOHFhccjHnaolQVCwdRh4Yh//HWYCFJ0VwjW+4JHWN+zpAwTYHtw53jmMsxFQPHMm0DwMbGsBzpnFuk8P7WJE/J06/smMYETcbADsbjpgy9MJamhbrEFi+pTTSyDC7acTqIDHHpdNIOf+nVPfa1EcmzYZzASODnWrwKZawzTCTOf18X3jf1PVSyNVqyGqpQgLQQN0YQqfnazQCO53cqxeFQgWIBt1YSrB5X4na6AWxPDvrx0GvjuXKZZRlkA388SQCTVVN3AMLUM0bFPD+dtQE887qjb3OncWjWJJIpiaEELm0tI0GuqrMmm45kUx/bg0kY76iIeppQuS+VyHPLw3j59MqpPzAw74miw+u8JYAkIuH43/U/K+kGn5f16MQsFzhwig9joIDkap9YHfqmVtzF2dAiszBcw6MxINzinrGn9a6XcAiiCwLivAU4f4Dv++i47dwhQ6Py+r9dNmxxPg3NzCOsJP7idgbjYA5xWx3EOnnfrxZm3gz1iZHc8gQv1AgGn3YiXrIWpsuL9uB36/moGQx/ZNHrfGpnN46PS938jPU8IIZqaEMQiwLJ1BmNRw6sKAk2z7c2eRWaqXCFB6/KxzrMlYdn6f6uTZjGTPFcay83lFL2sJ376Rujk/ibqrKNTREQ/LdFxUzHVuSRrXtCf20QG/bmFgfVicSn39527q5O9X8zlYDXxO+zq5Ftb3M/DxfAUDP0YdcPlcMoQVsG7msTlkwgrwnh1e6uc5RXzOnaN8djrBQJIiGfAx2heUL16cJmy9WxqHLHTuAMq/DTx0MNBorCCW7+aFikA9w4mSEwW8V6+eVp2vyaGBYER8CEF0gO+3LJmghLY/vKem3/c5ue/U9RN8Hyt2L3Xm2nLufwCBolAj6wQbdNTfd+v5uUnPwOSzhwgu3b0NuKaM+0taONcIrd7yRMmK5F5kNhBELk0ElqUJxFmBkgQZRq8Diofs/I0tAlvbJGRHSihNVHCoZ2oPbk6CAiP8+CzhJp1OQk/V9N+PtAOKRwLMn+HkQflai6NXTEIHFTVTqrqPf8ZK1ygzegZcJBPkRgUCd7s6GAhTEND1xiEGs8+fDfzivcl1Wjc0077LjfrkcQqwVNScRHIesiK5vgy5Avaioh4npqkHC3BPHPvdiXm06TXRsie8MlmmNgMzvHrsXFdibIFmihOlKJb3ctV8su5frKStfkkJg/+tw0B1L+361w5PBlQB2g1nZ2HcO5F9wL7HgMU3AoONgClahieIxX3txe4NgqpHq4QaFMiKwIhHINwUfEdBCcqRlCMCqv7whz88EqcNygTx+hR02QUGnLRb7h/T9GhNJrvv7uqTsDzVCtkZAFZ1ggyYne1M5z9vFp26YTebPcVaCcg2DJItdWIuDbSD3ay7atHTsIq2EtDotgMJoXTe9CoA8tMlNN4MOp5rawuQlsnfemWyY9Y38c+3iwCXn/U+2yekYOklpuFaDAQf1tUzwm8zMDVLY9k+tjdQhD8tXO1inEAn2OPnOfZ1AlYjazslhRL4iDATgH6hgiUPBlwEld+tZ/MQvUTmkF+N8i1MIfhR20+QuXWIjL4eB9kO7zdwHC8fHn8fZcmBpjeVPUwLTg3nM0oIIdP0yf00Yjc2Awe72KgnJ4rsYLOe/25Vwa7MCDro9+/gOO/aDGSEM1Xb7uU7seiB7KjxjCaPn+//lcMEd3Z38J4L4wG/97ODf98UMcluHJ8j4Y9bJCSFEpzrGCUzuSyZjWlkBeh1Am/WSPjZoqnrGn8akWUFkVbg8b0sVfFCJRtWePyca1EWloW4egHLeBzuJegZa6WDN+ph6nyslXWG5yRQ35JC2dBifdPkNOAwE5l0O9uAj5rIfD7QTaBSS6Ov7gsA+RYD05xfORxYe/KjuU4IQT04eQZB1dlxwEUlBI8e30s27Z5OXqPHwbmdHEon84EdXGNOyiOjG6AOaHJKPnUN4HVer+HfMyP4DN6rB+Ym8RnNjKVOV/epeiyxdnSEhcCnUNmls+KAa8pZE/nfh3i9eUlkgw+66Fj2Ocms3d5GkPa9BgKrNgPXroQQNtI7JpuAqs1IptAhtSFHaRIZtWcXUve77WQBZkcS9NIc+IZBrs+z4wVK4o0I0ysQvgkvKyifSyRJQKeT0PT2ZDAGCuBp5XsdcjEbYcDJdNgLZ7N8w8Sf5Ebx2LG1TS16Bi7/so3BiooeAvTL0hlY2NHOoKZbLSnw3TnUM7eP59Lm9UTx+AP6oqUtG3UMtrj9nE8Xl3DP0gt+d2IeQaSGAeDFKgbpHt/HvbFm++RrlKcEagL3qOaD1cCSFJmRgNMn4NPZIAngw0aB12q4F7cMAzcuFh8DVmPFogeOz1Hg93zWFF8Fxk8oiSEkQATr+n0jRT8FkN72CnDed4F7Dk7+rmWIunyvOvdr+gPBhbJk2kleP23AkgSSDLpGOb+nAzrX1XGvfq06UIN7rBh1DHxU9wG//oBrRXo4wcnMCF5fAdeA43J4/CeJTjCYclYh7cre8fwJNA7S1ge41z+wgzWbY6zU5XhboImdJgaJGU2/+5C2/+9Wkq075KYN7lYzsCwG2j4fNQd+mxTK9STCzOCl3sqa6v0T7OGWrQoW/VSBCy4VPP7fm3sK8dl+F5QvXuw+Mc4+C8rRIzYD9WMoCKoGJShHXL6wZXDHjh2YOXMmbDYbduzY8V+Pnz9//hd16W+sCKHA7aPR9HoNDbRoS8AYc/mAdXUCcTYJueFmSB56OH5F4NhsMq06RpnGZNLRyCqMA47PDtRYsxhofB6XQwBpyAX8p4FOnc3ImoQeP8GdSDNQP0jmzZs1dN6EICtuaTrBVK+f9T0LY3m+d+sJcgqQMbatlVFvj59jOSmPnbbDTDTotrXSAE2PIBBrMQAvV/E+zHqyOucm8l7eqyf4oSgEME/Mo1EcbyVwuSaLxh9AAGprK+/HbCAIc992Or8/WUgj2qI21tEJXvPSUj6j6xfRmUwLpyM6kVkUbmKq1F2bOK7jclkz0S8H7svtZ9MPi4HHCnDsD+4ErltEYOdgN5sa3LBIbTDl4ztvGKSj/uBuMnbv2MjzarVhNZEE38dxOQSe3qmjEX9CLqAP5oV8KvH7ZeSFefCzxSY8dUBgVwff7+kFBNQeUNnW4SY6OANuCbGf8dHq9RIqegjQ+mTO7Q3NfGd/2gqcls+mcltayCKZlwj0OMmi3dzCP3s7CbovS6ce9zgYBEgLJ4C4ro6sHAHq7apMppw3DnHuvFzFxmdQCPrNiCWD87VqnivaQpDwink8h17ifNzTQT3sc/I5/Ho5de3+7eyOfnoB5+JbtXRYm4dYBuPZQwSJYq1cD/xyoAawTnDNOCmPYOS+LgJREWbqptPHMRh1QFkKGe3b2ghyx9v4O638x5psljGJtvAaXXauJ7tbqB/RVq4bWi3VC2dzfH2q0zqiln6IMPP+jstl46EZVrLI36kjm30saF2ayLEVxvLf925jIMrtm9xkSBvXs4eAun6Bi4pNMCk++Kfz5oPyqUQIAb/BjAGPhK5hIDsCGO2YrKC5FwENEcCacAYGgQCLNALAb5cCTx6iLloN1L+ZseNrE6aGESD581bOo6VpBGf/uEUtz7GF816Tmn6Ctb9eBnzYSlBGqxE+lfQ6uM63jTCQcagnUBO1boDz+5fLuCZpYFG0hSUydIJz96Mmju36RZxrzUM859os6uVvPgw0qLm4mHP67i3adcTHAZQRD1OR793Gfeefe7gXbWpWsKlFwC8D85MUnD1TgdnvnJTlq9MJ6HQ6KIoCr3d6DqvfryAqR4HQsX7jREleoADGz1lfIChfSzGGyTCFSXAPBz7zOYGsUODONWRr7uuiDXdsDmv3V/YwkP1qNed+uIl24ZwE2rDxIQRBZYUlA3ocgTrbU0m/k993jgJGiczwsQzZc4u4nx0e81nTEHDrBl5ncSpwZgH3zY3NBCmjLVOXCkkIoZ36wzIG/MaeU5NYGwMjmrSN0Ia/czMQYaJtub6J64DXT3buKflAn519ELSmimfMZNB2wEUyQqyVNV3Hgr4FMbQln9wfAGojzMDF5wGJ7wIdGwLHOnsFZMkLg9sMR5cE1zAQngJIIT54xSfXWtZJEnQeM+wdAh47EJ4KCKsXXhHM5viqxO4VMAWZqkelfAyqugUQrNEflKAcUfnCQNULL7wQzz77LGbPno0LL7wQQggoEzq1aJ8JIVBZWflFXfobK2b4UNMvYcApcFwOwQKtXpRHrTfq9AFun8CQR4dIAEKngx8Cr6udQvd2EnwIMTL91eWjQbQwlSmEktpw5dgcHrO+ic5eqIkAw/ompuqadDQOI8zAO7U0+FZk0Bjd3UHm25xEOlzDboKC+7vIuGsdJsPkcC/He8U8On11AzRsT8pTG4r4OTatdqTNqAI9MQRCfDIBzY4Rgh4RZgIzkiCz9K0aGsxemeBnv5MMO1khI21ZOo8dcBK4bRoiW6x1mM8j3ERw9cVK4McLeVzbCAGo1ZmsuXViLksMrG8K1FQtimPqpFcFXl85TGBUq8OaHkEwt2mITKZXDgeM0vlJZA44QEM/I4LpWBcV831b9GTZXlhMg9yqJyA0kbGgncvjp2PR5+A7uGYBgdxtrcCKNCv8zil+GJRxInxeZIRIOGOmAZIQsHv4vl9Ql7RYK/XIK5PNJVl0kH2frbbqqIcMSJ9MBmdRHIHVETcQF0K9W5qmpvyOABDUZ59MRookCJqEmwmWZEcA7zXys10d1JFrFvBaezsJ0C5MYUmOg92sAVrVwwBMRS+wIpPrwYwY6kPbMFmZuzrooIaZGEAZNQT01eklW66+nwy3k/KZftg0SL0ecbOEwG2rybrttdN5e7+BAK3VAHxnDh24Y7IJcraN8PoXFTOF8qdLgCf3cQ1rGwaGPXRszy0icNkyxLXklBmc9xqr/8yZdIIFqKOXl3J9ermKur44lbrVPsxOygMuPtNfL+P5SxPpkEIB0sOov+kRXD8OdpPla9FzXADf064OvrOl6QRfJ4rNQCaRVq9vVwdw6gwBi96KEDiCwOpnFCEEPAYr7twioWuUbDSfAmSdCAy3AKNqKmxkLtCZBvzzIPCnY8nS0kkESa7NASpvBaAAZx4PhBYBhnjg2crx7NUQI1mnD+ygrh2TTR3sc5KRVt03HlDVRFbIDC2K474zFZNMk/QI7k8RZoIe901gmyogwLEgJQCq9jmZ6vzTxcDvN3C+Dzh5navLOPdHPJyD/9wTAFSL4ngfr1aPv8bhPurNmTNZRub43EDdxbs2AefPEliWDihQkGhTIHt9EEKCVjxRkgS8eguqBgT2dArE2hQsSgGscAM+38fvTQ8D4BOAXoZscqPsajO23TO+ZIMtHph5jgyPEmR0fxPFb3Sj/HoJG2+RYIkGCr4H+BKB11u4B63OBL5Twj31XwcJDgLA3i7ahUmhZH73OQmeWg3cC6v6SBh4t54g66wsdc2fQtLCuZ+dUcDzXTmPGVKbW7iGpIRNDX4CtB+Oyeaet66ee9aiFJ7jj1vG12+1GpiK/9ftZKRPd87l6YFAryY+VWcMKvHimGwGhMx6IMHG+69Uz3fNQtqHo26WP3m+guzX+UnU8eQw2rgHu8nQvWsT7R5NBl3AvQeBXx0P9O4CvKp5mbxQhrtHj023S/COWd/iiw0ouUwHt5jaDtUJHTxtZmz5gwTfGBZ8crkRRRfo4BafLSsoKJ9P7F6BcGPQLjkaxapXACgY9kjAZyq6E5SgBOXTyhcGqj7++OPIzs7++O9BOfIifB5cWqLHn7dLeHRvgG2TFBowuGbFEbize4Cl8RIckhm9doEFKazdVJxARpnbT4NJVpgy/GIlgYEhFQBtHWaE/bQCMlDrBsjEOTkfeLmSAG5GBA2ywjiyug52k7lWnkIQxWJgQ5coC2sKnjKDgEPLEJAURmNseTp/5/LR0ItX637GWGh0JoTwPLJCkGRxGgHY/V00NE+dQUez1wmsSKfx6/JxTHE2Mj1PySc4sqkZKIonSLK7g6BNrJWAxuYWYG8HUzZlBdjYRAbp/i5gezud2OcreK793QSdfDIN4lPyCYBpNVW1+rLRFjIXHtlLJt+8JP5JCeMzePoADWit0YnWYdYoEbASgkBVn5NOr1cmmPyfKqZxLk3l+7m8NFD7VpOCGLIQu+008k+Zweds0dPxPyZbYH2LhGWJevi9nzU185sjfrcb2eE6PLBbQsWY2oGxVjareGgXgbpIs0Cnx4wEgxPy/9gETJaVj+uzvVhJXXv2kFpjWE+nJjMC2N3J8gNnz+Q8z4kiqLOrg3OkKJZOYecIcHwW0/Ue2cu0/cRQzgMBNog61M1rnFXIufV2Lc/3YhX14C/bCcj0OdlAZ1Um9dChMuZdPtYH1uqDAixbMeCkTtT1E4QZ8TCoU5rEwA1AnVMU3oPTRwB2cRrZqVU9ZLI4feyEfmIe9eNPWwjEvqmWGWgdYimSPZ0MBFX20InOi+b9vVbNIFD7CB3pSAvXikvnEtj9y3aua3MTed8WPUHa2v5AKrPWuX1OIvBuAx3MFyuBrCgGPix6OsW9Dv7b4+dzPGUG2axaKYKSBB6zuyPwzsNNXAM8vkDTEYDr7442CZfMNkPnDzqOn0VkvRH37ZRg0pF9vbmF5SlCjMCxVwBpPUDFA0Di8cC9Kmji9jKIkRIG/GgmcPB2wKkCDrVP8f+RecCZl3KvbRkm0JAYwhIuPyonA2x3B2sX+2Wu+Yd7px/n4T7O7+crGBT487bJx0SrdZzPKeJ8+uuO8Yw0TRoGuSeMew4K72lWPJmlt67mnm7QcR0wSARDRGBZw/L08TXLx0qXnft8YSx1NzOC97ulld3PD/cBW1oFTsoTcHiMMOsVrM1SYPE74dRZcMsGaQwTT+ClKuAH80yYGQHovRI8PQZUvCQw2iEQnq5gxmkKwnJ9WPtHHTp2CTh7BeJmKQhNk+HVu4Is1W+o+GUZ+lgn1v7BgqERgQ+GBF79MPD9hmbOzXOKGPzSpMse6Gx/42LaR5U9DJz3O4HnDxG49CvcN2JtXKeHptC3c4qYefB+I9eXNZnc42bE8Puxa/1EaR/hPv30AeCyuQQ/36vnPnXLKjZTbB3mWjQzlkHKxiHar+cVAc9W0AYFqI9nFzKoNzZbScu2umwu7eX7d/CeH9sH/GIp8Ph+7p2afNDI/e3kfO7rS9L4bLKj2Evgx+XMOkkJY8bKVBWkFACvtQOrVgBNbwA6ExBfJPDez8U4YBQAuvYJ1L0hIeNbevjkyXaozm3CpjskyBPiJm1bBcLTJSSt1MH3OZqDBuWzicMnEGcJlg87GkUSgE2vYMgTzEYMSlCOtHxhoGpZWdmUfw/KkRNFAfQeB65dYEPbqECfmg445A4wsVZnsQv4d+cIwGDEzlaBbjsB0IuKCQZoxepnxNBA8vjJ9qzp42clCfz+cB+bvqSrNUsre5h2nxhCduSQm+fKjiJ7MsJMB66qlyDNng4CrAaJ4OjtG4HfryJ4sredTukLFSorSEeg6Lgc/j7GxFqiV80n601RgFgLWZvhJoKGs+LJ/ny1mgbif6o4Jr1EA9DtJyBk0tGpPWMmDU5ZoeGol+g4nl4A5MUAaRF0LnWCAM66+sCzcngD5RHyoznmw71kH2mpzC9XETwCOL5LSsiqu34RU7B8Mo/b3EKmowCf7SUlTEWOMDPy/6MFQHEi2aQzY8mesBp4TGIoQdwPG4FlGbzHg128B5uRrIkotXZkj52ORYgRaBnktTa38hllRwF/3iqwIMkIPYKg6qcRye3AlaU2DLoFWtS02VEP6xr2Ogg4uv3APdsl/G6ZCfr/FQwzmmH0ce5U9jKocLoKkDi8rFE66KaeALyWrLC27ouVQK+Lc/rhVgKFl84C+t4FbloMPHSAbB2Lnoy9FRnAS5UEaIvjCcj6ZTJA42wE8Uc8vO6ftwLfn8f1xaWyPV0+BlqsBoKRWn3QwlgChK/WcF4XxBGIlATnn8dPXQ81koH6owXU4aZBMvvq+wmi5scAv3if516SRuezug9oHeF9b2/j867vJ+jc62AZjLxoAtC7OzjPf1LOpne3r+E68OQBAkYVPby2y0cQLNLCuqtL06lDY7uvAwSriuO5Js2Ipq65fQSa12YGalj2O3mdvGgCumcV8vd2D9eCzAgyhfoc1EuPei8JIeMd1DAT2YZ9bglxQdv4M4lT1qFzlIzMicyv2n5gcSKw7HxAFw4MqOCHXyYoYPcAVhfg6Jl83oFqYOeNwJK7qTeHegK1wV+rAa5dyOBetIV76abmQOfxqcSi5zxoHmLd38tLWTN57F5yWgFLaVxUTOCkexo2q1HHe5goLUMEd91+7uP1Awwa/vZDsrOPyaZe1A/weJM+cP2ppM9B/X98P/f3Ranc51w+Ml4BBiK+Nwf4y3aBD5sEblttwb/2i0mpzQqAB3ZJ+ONaE4b2Cux5ODDh7V0C7TsEFl6vhzXLiYRlakkHvwyPrAQB1W+4SD4DDj0rEHKcwKsNk79vGGRgfHY8M3YmfT/AYPyaLNY8vbwU6Ff3UU2e2AdcVQY8dyjAAA83MaOhy866ywDn+oiHJTSG3NwntIyFqUSnlmfqshPAvW8bwVyrAfjZu7Szoyy0hx/bRx09Lod77bHZLMujZYFFWgiC7mgff41zZ3HvjbfRZr1pKdcaTVenasC3o53BTUXhXnb1AtYd77JT1y1mZnI9M0XdWk2aRwBTMhCWCsz/oYLBZgU+19QbWcN7AlnHGgD9eDtUp5PQc0hMAlQ1qX1dQspiI6ALBh2/bHF4Bcz64OJ7tIrNoDD9PyhBCcoRlSNWWvrAgQPYs2cPhoeHJ30nhMBVV111pC79jRJF4X8SbGSZ/esAwY7iBBpczx0ieJcXDTSO6NE+IrC5hUDKmyrQoZf4p36AoOHiVKbbVvYStFuSRmMtzMT/Nw2NN77Swum4GXWM4r96mLWVbEYacF2jBDW/U0LAZEUGx1McT1DyzRpgWSzwx500FNPCOWa3n+mxcyIA4Wa34z0d/N5mJIiYFsHjfDLZYJW9dOh0UiDV3uOnEX18LtlfkWYy0f6wmWDisdkqc0gQBOkcpfF6xyaCSbIyueahQcffSYLglNMDXF1O5tPLhwkmjX22ssI00pwoMvee3M8xj625eOoMte6sTJZsjI2gbqiR6c7b2giGL03n+fQSx9c1SoP6jVrOh7MLyWp4+TC7r8fYWJbgcB//XFvO+3t0Lx3h43P43l0+wKuII7co/B8UneJHTa+EKCvfb8Mgmc7nz+K76XPyHQ57JET9D+eVDWY8VyVhZYbA8TmcMx82kllWFEfAzuln3TVNzHqmOfYPA8vjgZvHpP1V9gKyB+jZBRgPAz+8AuhX596Ai6ntGhC0Npt6t7+LYMqx2QRcXqsOHP9WHZns/9zNbshvVAOL0lga4JBaBuCUfAZMehxkqlb3AU0DnJ8eP4MIT+1nbdcLZjNAcu82luE4s5BrSpyNjluXnWUKJME1JCyZIKzGrFPAOX1RCYHtk/J4vQ8b+e8ZMWSjdo6yvvJj+wjCrsygU3reLJ53dwd1aEYs9eKFCq6VEyXOBkTbgPmJDMCEmwMsV5uRINPtGwmUev1coxancu15ZA+DHOUprGP7YgWfvVFH3Z4dPz6V26Rj0EoSwKBLIMEWbM7xWcTtF1iZwXns8k3+flMHcNJKBSYI2OoI5EeagWOyCCq4mif/ZqwMDkwGatx+7ocrMzj3Bl0EIGJtZJZNJcvSWYYDIKBf1Uvwo1tlhNb2U0+0OuDL07k/eP0EWMfe29I0Mu8mSpwtwGobdHHOQmGDq53t3KdmxTHw0TTE/cakC9RsnSg2Y4D955UJItcNkHWtMWgd3gA45fACvQ6BHe1TO3qyAtT0CbjfnuJ7Bdj9dwnLbzbBEwRQgqKKEIB3SA+vXWDLwPTHbWzmHjQVqJoUChj0DEqOehjY1gKKWm3TLjuzwM6fReDU7efeq4DgJ8C9pXmIgXhNqvqAUwsInk5VwaUsmfZthJnrzq+WU0f/vivQAK5ljDv1Th0Z92/X0i5MC2fd57Zh7mdarfJuO9nzp82gvfunLdx7fGq9ck2nU8OAK0ppF2pNXzV5uxY4aybXgD9upZ0cbqItEKuWm0oMGc8AHivxNiAiH7CnAiLWC8eB6a1MvxuQfWKSdypJAvbuaX8GzyigyALQTX9MUL54kRXA6RcwB2uqHrViNSDIVA1KUL4EOSL4yWOPPYbbb799Uk1VTYKg6hcnOp2Ein4JNrX+U240wYjqPjLKXD6m+nj8wL8PCizPYErPP/cQ9DvUE6ipujSdTtWLlWRSrs4io8UgEbD4STlw28bxjlW4CTgjheXO+pw0SqMswIO7xo/z2GxWUavtJ0MmzETwyemlsbnCBByXAvzr0PjfzYgC5oUAboVASKmaYtw4CCSFEMzY1sYUZqshwKCzGWjoaU05qvvYFGdFumoI2ghEdtppnJ45k8brzFiydPudBEYPTWEkZkWS3ZMbzfEfm01DOMzEZh6P7VOfq/rb3Cim/m5rI0jdZSfTYVc7n0eEmc++dZgg0Tt1wLfygP+3ns9KCII0/U4azs1DwLNNwOVzaeyelM9jdrTRWD8uh7W/LpxNw7lzlN3Mu+0EtJ1eoMbJ8V5dRgP6+Qoa8mMZGUH57yJDIC2CwNzCVL7nITewuTmQwgtQ/z6tsS8EMOTTYXubwPwkAu8NA3SUzHq+/5eryKx0jgHlvTJBxLOLAH8L8K0M4NXGwPcjAMJygeZ1QPQhYKuRQNJYWZNFIP64HDI6c6MIihTHM/BQ0885ujSNc/JgD9l5UVbqz6pMgrIOL53Xd+sJrPQ5Odb6Qablt49ST0c8BIN2dZAVu6mZ9+fxM5jz8mHWp9vYzPmbGk6A9/VqOpgLkjnH12SqTPP9wNwEPoumIYK1Jj2Zr69V8/20DXNt6HVQZ+YlAXduolN7UTHXQrMOuG0TMDNm6g7MKzKYAXDTUmDQybXHroK3T+wDvj2LY9Vqqq7I4LvrdxKsOyaH61hDP8sWxFrplP+ncjwrVi+xxnTbEMcRY1UDaUH5n8VmUJAbHQgOTBQBoHlEINTIxmp2D2ularWB42KnP7dkAPzGqb871EN9Korjv+tVRvcFsxlcGyuZEQyI3rWJbOURtV5zfjQZ6WNLugBkkS1MpWNrM7KOcsMA51C6qit9Ds7Fpw4EaqSemMfMhVNncFwfNTFQclIeU3mf3M8SPZfN5ZxtGFBLfdROvr9Qo+q0TUiHbh2mrkWauefG28Yf4/CKTySWjrpZ+mYqcQ8BXrsEhH3CCYLyjRK9XofmHYDOCDg+IRPZ5Zt6TbfoqSfNgwws6CWuCauzuN/+uJx1iJ0+rvNemaU5LpjNPXL/GJB2fhJw1+bJ13i7ljbpw7sDugjQbl6ZSb0/vYBZSHdtIlN2KvaoJi1DtPVeryFoemYB2e1VvdyvT8ilfdnjYIDz5o9o91kMAUbtx+caZjDv8lIy+Sc+M5uRe48WJDkmm9kz2ZG833lJZKNPpdMn5gE7+gG3T8EMnx8RWdO7nuZIQBgmn8XvlxGdP/2zCE0CoAumoH/ZopWXMAfB7KNWbHoFg+6gcxeUoBxpOSKg6iOPPILVq1fjlltuQURExJG4RFBUkXQSdrSzC+8rh2kAygrBtRNzGZleV8dIdv0gcIoaBe8YJUBaFEcg0e1nN9B/HyIjKiOShpfDC6SEsz5adgRw2wrgUCvQ4QIyLECSAjQ9DqT9gKCBThCMXJlJ4FEv8fxVvQRnNaDR7aNTF2FRQZRMIGUvcPMCYP8w4PADs8MAQwcgPECdIJhZkkCAZG8noEsEjHoCpgUxdH5fq6aRu6+Tz2JbKw3CglganzvbCZpEWviczHrWi3psHxk738oHPmokC+6a8kBasybp4QQr797CyP4lc4BbNvDzFRkqw2AZwRSnlwCKwwv8ZRuNzZIEwOVlMy8FrEE36iGQfd4sAkx7O+kMz4ghyAUFMBuAkngCQSMeMgLaRshqu30jm/xIgr+xqOnOVgOdhCE3jd7COJZ0GHKzqU67lYa1ltZ5Uh5LKwTl08uoV8LDu9nNu7qP8zvWSvDuxUo6RDoBRFkU4BPSZ8eKTiehqltg2E0HpmWIqYXbWjlXNBbZR43AzDhgvcqg88sEZHa0AvNDgIIKYN4cYN8Q4FWASBMQtgpo/RCofJCpzquL+b0AUJYB+MA0vnnJbEr13CGCmrLCOXlCboCtnhXJ371YAdy2hnNTa9YFUBd+WMYacQCdupeqqBup4QHHdm8n//7HzQQ2C+MIBP1pKx21HW3U0f1dZALfuYlAalEcx+T0MsBxuI8BoqVpLKlxYi7fifbMEkIIxhbE8v28VMUAypXzA8x4vUTW6FMH+DyPzRnPJjdI1NP9XdSbdfWB2s0LUvj8X6xkXVdFCaxLdQNc7wpiqZsacHptOdeGC4tZP++kPJYxaRzk88uM5Jp2Uh4BVb0ETGqdHpRPJSZ4EWaS1IaZ47+LtrAWcmUPA26bWvhHk82twFVFQMIcoHPP5HNnHQ98ME2zGAEyjWv7qAs/XsjSFIvTgJ8v4bsecDGA4faThZoQwmyRv6ls8+o+BtQmgqqS4Lzf2sp/f9hIAPd3K7jH376R+8+8JAYMntrPjJHWYc7PknjqmQZ2blVLhZw3C9i/CbhnG687O47g7ZBbweaWwCYRpZYneGLf1Pde3UeQdsBFHR7bmK3Xwe9aJyczAQDyowX2t0/9HcDgUzC+EJSxInTAQB1QehywaZpjStQ612MlwkzSwN4O6v8ZBdyjhKCO9DkYPPtxOQMFOdHA7Ruoyw/soI7E2dQxIFCKZ6Ls6aTO3rmWe0jXKPdRSTDdf0kqx3f7xk8ut6GJJHidOQncK+7YBPxmOfDYXvoAm1poD15eCnSNMLh56gz6ClPJiIdBlIkN8mbHM2vjW/nAqgzVXzDTrm8Y4Fq2sYXZII/vCxAv9BKfZeMAA7CnFwA+RYIlVkZosoSRtsljKDxHhmx0T+qpI8sKQlNlWGMkOKaoSV10vgzZ4An24vmSxeHjfmAKpv8ftWIzKGgZDYKqQQnKkZYjAqoODQ3h3HPPDQKqX4IY9BLCTQreqRM4bxbZqeFmdjGt8ZJtUpqowKACGE/sB74/n4BCRQ8Znm3DBCLrBgg+JIcGotEFscDrh4ET8ggOvVMDLA8BojYBPYeAfd1A9AwW1d/ZBhyXC6TKdB6taup8ZQ/rl/7rIFktIUb+/5G9TCmKtQIP1gI/KgOangSifECsEegeBmZ8G3hnFFibSsfP7QPermP5gLYRdkA/OV+tJaUjkPr4XoLJWoq9XmItUb8M/GIZcOt6snTtHoKnXXYyBX6xjIbzwhSCJPduoxF45kyeP9xM4PnWDTQ+W4YJstywiIbr+mYaq5fODQDKm1oI6gAEl8NNQL/KHMqPISPYaqBDvbsdCDWxdEFiCIGzHjXl0yDxvC9VsSYlQIApK5IMBSEI6pSn0Fifk8i54PbxGAV0aMNMZDN1jhLEUcB38a18guiKoiCIq3560esEuuycawtTqUsVPeOBglPyFZhkz6cGAGSDGSEG/v3J/WQ1M/Wb721nO9kuzxxijWEtRbdzlKCeWQdsHAIWzAIaHwXiJEDSAfZjgb5EoPinQN1jQO2TbBqRuwBIPA5odwCDXmBJOkGdCBPvY2sbwXpJEDA8t4jM3GXpdAD3dLLe6fULqYuNg5zTTh/Xm/YRMsybBsnuCTEyBf6mpQQO19XzPix6gkJemfN9dRZ18f99xGPOmEnAdE4C9bVtGLhnK3DzSq5zBbG85oCL+nr7Rs59s55g0agHuG4RU6rr+jkumwHw+Qk6fdREhr3DS6fybLUO9NpsMroFqLfPHCSzFuC9jiTy/1eUkumjgM8tKzIAnl6zgCC4xcCxa+yjMBPH/E4dyw3cs40AX0IImUb/PsSyAUMqKGXUAcpUuaNB+a+ieL2ItRhQmiiNSzsXIKC6r5PrJkAm2UT5ewXwh4sBUwTQvB5Q/IDeDKQeBySuBjasn/q6cxIJqP5zLxnfjWpavE2toZsTRcBcY09fXcY5/MCOQHO0ECO/myjlKZyjY+WtWu4dWh1xgGvGinTuVevqqZ/lKdxrvj+fjPpatT5ky3BgD9ndwaDnkIsNGS+fC5xZIKPHIWA1cFz3bBVoG5n63kNNBGkuLub6NJZ11+9Q8N0S4Ob1kxmr85KAcD3XralqKFqiAb1V/rRxqqB8A8Tr9SNpPlD1IpBtB9LCgOYJgL1RtREPdTN1fsilrskhDN45fEB6BBng/zrItaE0kTagTyYo2TTEOqvLM1i6asDFPWNNFnVLAfev6WRXB4NkHh/Z3/1O7le/WMaMjM7RQJCjeYi2oVa7dawIMLCYHAZ4fbQTr1vEAPyda/nbECMDH2/X4mMfINw8OTgzVtpGuB5poGqEmXvry4e5V11WyqwRl4+25LYW3u/8JN77Lau4rtm9/K3TS4Z7RQ9Q0SPwnWIjymJdWHSjwP4nJHTsYnTEGAoUfltB1EwvvNM09fQZXFjySyv2/lOgez/XcHMEMOsCGbZ0L3z/YzPQoHx+cXjV9xBM/z9qxaZXMOoVkBXa8UEJSlCOjBwRUHXJkiXYs2cPFi9efCROH5Qx4vXJWJAssK6eBtn1i5gKdLiPAN55s4BFKQq8fqAwVuBQD8HCNVlkcvnUGp5ZEayX9KetAQZnuAn42VIakX6FBmhWDHDXQeDkxUDGCtAYimEH73lJTPcdcDEy3ufkAt42zJqNgy6m3GsL+4CLaVVXlQG3rAduqwJOPAXIt9JhDQ0H3ukGKgeA3EE6n5uaafRdXMIUa0Uhw60kgff0xD5GxC8opmG3sZnGX0kCDeMH1fpUqeFAuwomAzQWoyzAlmbWOfzNchqRzx2isbo0DZibRCaAxiCIsxFofmo/f5MYAnzoIkBy6gwCtm4fgaMVGWTvjriBnR007J89yHuxGvh9dhTHtzKD404LJ9Mn0sK0qhhrAFAFgJRQOglNg0yVXpNFELbXCXQ10zlf30QHQYDHLEylo5wWzrnik/lnUzNZeT4ZmCaLNShTiE5wXh7o5jNdkUH900ucH6cX8P0q4tNFiWWjGS9USliVJaATdK5eriJ7cXY8QYowUyDV8JG9fM+H+4ANTcBKP+eR1QjctRs46SwgywRAAaRIwCqAl9qB4ouBQgM/b/cDH3WxjEW7g07k4T4gzEh299ZWAqhvVDONL9pKh+mjJjJ3avupE7dvYjr+sWpaoLYGnTWTz+JvO7nGaOmIbSPAd+cQ/L9vO2shX71AbUJnA0IMBIMuL2Uw4dG9BJBPyiMT9c1apkXbvXRMNabQU/vJkJ0RM76m6rlFdF7fa6BeAYG0/Ns2Ejz9wXyuT8NuXnNlJp3TA91kEd29ZXy9uXgbnePEEI67YZCfJ4RwzalQ68v2OjjOpFAFVr34mDEfZuIzaRxkgOva8sD6HWnm8ymMpfOeFEZ9T9IHa6p+VhEuB84tsqGqV3y8js+Kp776Faaca6zPieKVgT8eAK45CwhbA/g9gE8PvNsNRLWTIfrWhPT4ECPB8DtV2tyMaIIg/9wTAExtBtYlNkic41Ox3EoTJ587OZSBuZenYJ3t6iDje2y38XcbGMDUmtc0DQHfLQHq+gh6/vbDQK3Hjc20HXrs3DedPrL17F4gwigjzeiCLCvQyzoUJ5jRODR5fRMAlqQqmBUHPFchUDWGXRZhBlZnKTjYLXD9IrKxa/q5Xhyfy3E+tA847XvAofsxjpIqdMC8q2T4p2CzBeWbLbowL7KOM6LqfoHv3whsGQU+6KANODeB5IAn93OuvXyYa39mBHBOEddrr8IgnlZvWAHttdoBBs2SQ7knvnKYAT9NJ91+7hNL0qg7w27O4anAy2Q1qPZ8JQHcP2wm4HnWTGYSxVgDx65Ty+fcs3VyXf9zi3itjAgGNjc1B9QkP5q/q+nlva/NZhaU3cN9KsJMe3wqSQnjOMx67ueL04CH1HJeB7uZOaOVNog08zqvHCZxAeB+dnoB98UXqriunZDL8f7rIPDkAYGSNUYoBgeKvmNE0fl6yF4BvVmBYvbA452i4LUqsqzAa7Sj+Aoj4NZD9gI6swLZ5IHPH1wMvgr5mKkaTP8/asVqUCArAnavQKgxaDsGJShHSo4IqPrrX/8aF110Edra2jB79mxYLJZJx5x66qlH4tLfOBEA/IqCMwrEx0DGygxgtVpjMMqiQCgKJCFwWgEjzD2OQMdwo44AhFcGwszAjYvpVLaPAN8uIqvyxDw6m3qJLLjCWOBh1ZHLjWI9VKMEJIaxc3WPg2Di2myeq0NNU1+WDoSqzDCDjkwuvQRUdAO/X0UDcvcg0OIlO+v9FhpqPywjGPnUfoJMp+TT2UsOo0N65TzWqbt3GxkDl86lk+bw0lnVS7zvql4CkJeXcnyP7aOTGG4isGv3EBx9vYZOrEECbl5FZtHuTqZsjiWJHZdDY3p1VuBeDBIbINQNELBZkUGjNsTAZxliJECjl1j7ctBJQGpDM8GpzAgaoNvbaIDmRBFAc/sJ+hbH8/w2A43pTS2sz2iQAqzWzS10AO7cRDbS9+bQ2N7TAdy5EfjlchrWb9YSKM+LJsP45Srg8jnBDfd/Eb2Q8e1CHR7YyXkTZ6P+nZJPYA0K8Iv3Bf6wVg/Tp+BVDXt12NYmsCiV81RrUjHsJkOyMJYgjQaMOLx8z5eUUE8kQedLVghSPj6mfuTZM6mH85P4u+fbOQ/KkoEFYWS4lCXRUSyKJ1Pl2GzgH3uAB3eSHdswwDmWHEpQ9NG9vG5FD/VLVsh+u2wuGW8DLoK9Nf2B+qCvqmNy+QCDYC3Vra0Mvuxs57i3tHC92NNJUPpHC8jg6RwlC77HQUbnJSXUmz61cYbNQJ3+01Yyw8+cSefQoqfjt3VMumFeNJm91X0Ec3/74fh3UZpIBlNCCMdxxyauk2NlZQavvSydz/7C2SwdMDcRuG0D8LuVfDZP7KeOajWbr1RrPwvwt+vquQYc7CZ76dhs6nx+FIFhjTVYEAPIQabqZxZFAax+B25ZYcG2doFdHRJOzuM72tcJlCdP34wJUOsb24EhGXiiYvx3ZxSQkbylletqkZoy3zzIebG9DSiMB3734fh9xO6lnv9mOUHXPWNqMwpwP/PKBNi3tREcWZJGQP6BHVOP0+2bzJZz+8bXzG4c5LX9Cpnbv1rOBjw9DupmmBqU/euOQLYFIJAcqseNiywweBzwef1Yk6GgskdBdf949u8P5smwyG6YzTqcWaDHm7UCox6BsiQZ8xL5AP6xR0KYifvk2izu6Y/sYZ11AAhPBI77LdDzPuDsBCKyFGStUSBbXfAHWWlBmSB+yYvUbxlhnQW0vwYUJgBLlgK6MGBzB3V7LFvaaqBePbSLmQnr6gOA6ljRskQ6RrjHFcTw87Er8fMV1Jfi+cxUumIem0KNLR8TauTa/+phZlxEmGmjPr6P6/zaLDYWHXvdfx8Erl3I9am2n3bgwlSgdYhN6t6qHd+wEqAfcPcWliVqGKCNubWV/3f7aJ88NkXJDrOe92ZRPcO9nYFyO9r9jl27Blz8/qdLaHf6FT7jfx3kfSaE8Lm9fJjlR7Iiaav3uwTiJACyBFe/QMP7AopXQtpyE0LTDPBIzmnfsaIAXngAkwcwqXGVIJ76lYk2v01BpupRKza1NMOwJwiqBiUoR1KOCKj64Ycform5GQ0NDfjPf/4z6XshRBBU/YJEAWDSC9i9TGeq7qPRZNQRSDTqBHRCgtWgoL6fRp/bT3AxxspU1D0dQGgqnaweOzfJ2fFkf3n9ZGOFmoCNTWRrRpiBny4miDI7HnhgJx2/fgcBFYBMmX1dBCZyosjUeruGKVOxNhb8v3wejbU/bGZ38tMLCDp22wmK+GU6qkmhwOZBgg35MWzwZNTx2vUDgWuekEu2bOdowMjc3UHw8eoyjueGxUzzyosmmJEcRuexug+YFctnd6iHIMaWVhq1i9OAA10BY1Iv0QAfcLJIvyT4fXE8wZmHdxMEe62aTMZjsskcCPMCeguZdk8f4HNek0XwKi+azalSwsjcaxnm/S1N479Pzgeqewki/XM3GRe9Dl7z5cN8r3qJ79TuIRB7ThHThzUGgVnP+pH7OzlvrAayKRoHOdYfzFNg8ruD9un/IEbZg+ZBEy4qluDwksVh1rM50keNQIiJJTD7XQKJ/yWSr9NJqOujLvc46EDdsJhgY0oYmc+H1NICF8wmKxzgu3xkLwG+BSnUoWiV7fKzJUwj98pk1uzv5ufvNzClDwA+aKBeOjxASSKwIBX41wGyaGbGcF6+UUPnKTeKc/HsQupo+whZnjNjyZDVS0wvlBWySt0+6n9ZMtnhrx7Gx4y1ECNTA/d1Buqe9jtZu+2sQurVsTl0Vv+xh+uDSU8dz43m+be2EAAGWJLgh2XUvz4ngbLKHrJNF6fy/6nhBJRzo6mjTi8dwGOzgf+3guCpVyaztX2YwZ/GQQY7to1hMJr11Dm7l+PQGEkZEcAda9hwyuWno1ndx3v93hy+rE3Ngfdwxxrq8LCbgNmAiyzfeBudfZ9CgOrebWoZD5ldkINM1c8ufr8Cvd+BZQk6LE41w+ETeLtW4OR8NmuaHT91Z3CAbLad7ZwvJ+dz3dRehdaUrTCW+9RT+xlkqR/gb07JZ3bFdJj4S1Vc31cOM5BnUWtiCzAA1jbMfUljsO/rmr7u4qx4ZlmMleIEArtjpWGQuquxvX9cDty8nuUDLHqWoxidcI22EeCRfRIuK7ZAeJyQ3A5cPc+MPrcO+7sY3JgVB5hkN+D3Qfh9SNJ7cGmRHjIE9IofPo8fnX4bFKhs/MMMRERbAoAqAKzvALZ0AWVzgMIIICtNhtfpCNYVDsrUotPhXzUMXC9YDlgloKqBICNAEPLGRQoO9QAJIQJZkQy2Vfdz35quez1AmyrepmaCGNQGcGG01QDuw08d4Pyfl8RMj/+3kqUGOkZpx0aY2eMgMYSBhD4XUBzHdP29HQQhFRDYrFT3yYZBBuhmxdN27LIzmOL0sbbrh01Tj7dlWCU4+NmgSlt2dnUw6H5cDssCaJ9rrFNFYSBlKkkOpd07VvwKbeqShEBZHIA2w8oM7q8A65mfVsD10GYUkIUNvf0CPo+Azw107gLatkuIyhOYf7UFbhVYNQgD4DFA8QPCyLqpwYDK0SNOn4CAMm1TwaB89WIzBEDV5K94LEEJyv9lOSKg6v33348FCxbgmmuuQUxMzJG4RFBUEVBQ0a1gbqLAS6ojr5fIeDo5n4BpQqhAcTzBx/YROvohRh6TEUE246CLRtAPy2isSSC7TGuYclIeDbh1dcCqLODJfQAEHbJeB8GLoliCF1qzGp9MoECTaxbQIRzxMEX9xUrg/Fl0Sg9003k7KY/gQWkSnTqDRIZofAjP9/JhGqTH5hDkjbAwnWtmLAHIjxp5Pz9bQnAx1MTx7+tkunKcjUBmwwCdyP1ddOaSQgmmRFoIsr5XTxDn6QMc16Vz+Vx9Ms9hkAjcNg6RKRBr5XXfqWNE3qTj+Sx6OtRRFkAeBvY4yKY7bxYBpp3tBGzmJvJYWWHpAJuRoNo923gPs+II8sbaWNrgr9uB2Ql83nnRfF9WAwHl43OAN2rJhLi6jEavAMf9fgPvuyyZz1JW6ARcOlfBzCgv/J6gsfq/iN/rw4JEPTa2C2xoEh8zkXOj+E7v2cbjLAbxX4EAIQjCApzTP1pAoKbLTkCmMJag6pCbjlBedCCNHQA+aCRgd8daBiQWJNPJ8/qp++XJPCbMRAanBgYVxgbKdiSH0blsG2E6Y1ky5//1i7guGNSyBuubqBMvVnI+VfZwzh+fC1T1sGlGp4OgZMMA9Wxs3cXl6QxErKtnp/VRD/W1KI5rVG0/oI9mAOEH88kSvXMT16s1mWS7u/3UAUWhE7uznYyfM2fyHl0+gtFmPUHLVw7z/0Ydx3NCLkHUHgdBqzgbP9ep6+d5s8g+PiYbqGvn2qjpkiQI6K7J5v0lhXFt+LCRgY3SJDY3ah3mGtdlp+N5egFw9kwFB3sEjsvhWLzqmqKtWWY91+PdHWQkbm7leyhPAZx+ICLICPlCxO/zwyMUCEiwe/nenq/gmpoYMr7MA8A9szyFgYKqXupXQUxAL1w+ssmbhhiwCzcTdL2slP/WS+OZ0hOlbYSAxbt1BDwcXgKpb9QQbN3VwQCIV+aedv0i7msTmbWZEZyjfc5A5oPNyP0hOZS6roHGNgPw9EECHeEm7r/XLODfe52B2o4TZV+nQGeeDlFmG8w+B+BxIU4Cjk3RQVEU+CdQuhVFgeIlpUlL7rVMsD5jrVM3rfLKwKY2oKofmJUsI+i7B2U68Sk6NA+xyeO65snfNw9RD0/M9mPQo4NfEdjYTCb5iIf7xnSBiuxIBuNMeq4BM+MYePzdR+PLdQy5uX7v7OAafm4RgVFt/ylPoQ397CGyR/0KkGBj09PEUJIGrpzHIMuGZu4rVgP3+261frsmLt/UzFpNHB4GVybuGH/fxUy0u9ZyvTLpufc8vo/jW5w6vlEfwDXlzJmsXz5R2kYIMI/7bHh8KYM+J5/v9+YwqPhylYQRD9eBY1YBpcuBg38C+qsFOvdIiCvXQXKacOgZCW3bBBQZCE3WofgSHcxJbvg+XkmC8lWKwydg0tF+DcrRKdYxTNWgBCUoR06OCKja39+P3//+9yguLj4Spw/KGPF4/JibqODWDQJrshhFlxWmH/6nik75pmYgI1zBvi5AQOD0AhqWkiAQ8fdddNp6HHTkHtgJHJ9NQOKFSnYodvlp8MkAnjnAVOA+Jx3HcBMNxrmJNDrHRu81KY7n9ap6gexofhZt4TgEaPQ1DAJ/2c5/61QA89ZVBBR3d9JxPS6H/369mlH9lDCmSTu8wEuH6RwWxPKeFqeSWTviJih75kwCXndv4d/XZtGA3txC5/fmVQRqT8ojOzQljA103qplrdPEEDaFOthNEHZmHJ1So46sovXNQHkqAaGNzazpWhBLEPffB9nh+8WNbAyys4bgq1HH57K3k8CL1chntKWVz2FpGtmHGpNtdjyN3ewosib+dQA4dxbfz/sNZAKkhNHYf+UwGQeZEQS73qolsPyThWS8XVvOueLxE8jW+b1BlupnEOFxYUlKCNLCCWAKQQDtz1vpMEVZ1HpT/wVUVRTOMaOOzLG7txCMWZbO774zhyzjN2vpiFxSTFDw/QbO/6I4ltzY3sa/GyUeM+JR034FdWZrqwoeqvaVxpwrVwHUthGClOubCBKdU8RrHOqmDv50CcHG7EgyVi166mtFD9MdzyliQObh3dTBbxfRgexz8lmsyeJ5/rmHej/oYs3Q5iF+f1wOnUWPzIYgCgK1VmWFjubuDq5LTx+g/pclE8h+v4FpjblRrBm9r5MlPaBwLFYjAWe7lw3vGgd574MuICGUAQ0FgZp4uzvIPr6slCUJdndQL8tTgG/NINM1IZROdsMgzxNi5PtICGGd3Q3N/GxFBkHtU3O8+MMaA6r7yUrutpMZ++rhQHORVZkEpg06llLY3MI17RfLgKAv+cWK5tj3O/nO/rGHQP7eTr5zn8yyGIvSGDwYVRnpo55A/WS/PB642NLCc9T1c26Y9QwEJIRMz4ZLCCHD/LQCHmPSU8euKKU+rM5ksymPGjit7WOTtherOM/NepaiWZrG/Wx+Euf8I3sD4KhZz9qNCSEEV+NDuGcCPOapAwSBQg2A1TT9M1MAjHoE7tsu8NtlFug9DigK4PNxB9EbdJAhQVLkjz+bKCF6GdEWCX0q8017/oemeT6JIQokJRj0C8r0ohcykkMVtAxPDR4khgIJIQqq+iX8cYvA71Zyfxh2A4/tZTbDWNBSk1lxZJ/ft328Lp0/i9kGT+4P1BBflcng/IM7ubfev4O21rE51N3aPtqQa7IIeu7pAjrtbKx4xxoGQP7fR7T1rllAdmu3nfvxRAa9JLiPT8d+DzNPBokjzDx35yj3qwd2jl+/XqwkqDsjhuvboFoi6qQ8rhntI5Mug4QQ6u8nfRZp5r7f5wReqgq8H6cPeLkB6E8Cyr8FNL4MNLwjIaHEjI23SrB3B84x0gZs/L2E5b8xQRfvD2ZsHAVi9wJmffA9HM2il1ieIQiqBiUoR1aOCKhaXFyM6upqLFy48EicPigTJER4cOZMEx7dO76L7pwEApd1A0DLsMD3ShT8fqPAX7YHjjHpCFg8X0HwLdYKfLuQhlO0lRHyUQ8NomcPskv8L9+no3bmTKBjmIzYJ/YTzLF7yMYacjPibtCR0eNRC/nPjCWwYdYT8P2wkYDIWEarAjqy6eF0SnUSAUifTBD4zRoCuLJCcPNPWwO/TQ2jYXvuLLJ0K7oBvY73N1ZSw/mZlmqolzimXieB4RXpNChjrQRDjskm2NE5SqDp9jUEQQpieR/ZkQRC/7iFzL9TZxAcq+lnIy2fTLBtyE0g6PxZdJxr+2nkLk4DEm1k7o14+D1Ax35HG9/FoIuMtk1NwKXzaKDu7wZOctOIL4jhMXX9fA7nFBHc6RwlgDXoImA14ub71QCBK0qB5kEFMycwDYLy6cXu5bN8ePd4R8JmICjm9AKTK0uPF79fBnTA9+fREXP7OR/W1fN9XlRMnZ4dD7SPMmhyYTHZH0Yd59LdWwj8D7pY4kNjkqeFsxncjxYwjX1ibTSAc/z9RqBrlCzN9U0EXP64mXP8/Nl0vsw6jqduAKjbOfk+8mPoIAIMACxJo1O2IoNryUeN4+vaDbl4X8vS1eZ1h1l7TutW7PTxvsaKUUcA9owZ1CudIJPvuByuWS3DPM8ZBQS1Rr1kvP1h89TPPicKcHmpvwBTGQtjGHhZV0+2fFkydSrKwmsYJWDAxzTQSAvfcU4Udb7HwXWgJIFrn0UP/PIDpkMqQoJBUfBchcB355B9+0IFn9uydD6jra1kGDYNMFjU7+Q6PehUEGLQwlBB+bwiCYFNzQQ4PmgkEP/Qbr7vOYkMGkiC7/XuLdTBuzZTrzwqVjgVU8yvso/Pm8WsB7efIOcxWdzzpsICzihg8GEsQ0wSDHhW9nB/AbjOp0cwSDYvkfpVlkQQXsumUGTuw798f7yeu3zcq39cTtDkzZrJ4/hPFfC7FTx2OtFYpgMuoKJXYE6kxPVLr4cDJrzfINA+IpAbJWNxKmD2OyFPSNk1yi7csNCKmzeQKby7g+VOPpj2+SgQPm9w5gdlWlF8Xnwrz4itbZPBAwECnk8fEJiTKHDNAurpsnTgL9uoo8cbqadazXKAOnhOEfDrDybr0j/2AL9Yysapdf1cuzc2c2/UxOsnUPrQ7vEBFZ0ArikHsqIC2V2He5mN1OekHnzQyAyGsTb7WNnbwfF/0Dj5u8QQXkMjjesE1y+LgTalX6GteUUp7UOtEZYCAq2/WkaboCiOdqTA5PIh2vNZkBxoxqfJ8bnj15dv5XFME/dyTTa2A8eVAXiZTQC9I2IcoPqxKMCBpwRKrzFCFtNQ6YPypQmZqsFV+WgXm17BsCeY5xGUoBxJOSKg6g9+8ANcd9116O/vR0lJCUJCQiYdM3/+/CNx6W+kCJ8XcxOMSF0mUKXWVM2LZird31TQIycKsMGNGxeb0Tgo0DjI1JwYKyPTjYN0tLwyHfhl6QRlblxEYMWsB7a3E1T90QKypm7bAFy3iADD2iwCHaUZwK3rGaWeGUvD7d+HOKafLaFRWRBLtsz6JoKkPy6nQbu3M3BPWSpD55b1NPw+mlA3al4S60GVJo3//PxZBDUcXoK9Zj1ww7rxx6SHE+xKDguAqqszmUKfFk6m27cLWWdyf5eaIm8mSPt2XSB1+YQ8Orv/Okgmw3E57Cx+qGcy26ZUBYGPzeY5bttI0CUljIb4MweZqr8yk2Mnq5j/PtDF70sT+RxtJiAtDPizmloeY6UhHG0Bhl1kTLh8NHZnxBBUXZ1JsHhfJ438OBvrciaHMr30/FmA75PyyILyiWLUA0/tZBqh28/UtzgbAfNnDgDXLATwX+x/nU6C109G6E8WMv140MX56pUJdkZbCZzs6yR4Uq06YX/bGejmG2km4BJnI+BqkDgvnT4yHr83l/UeNSfKoqdTaNaTYZcfw7lz5kw2L3P7+fsd7WRuSxJ1a6q6awkhnLdjOwsPucnWnMhkAXhscijw248Cn+VG8dr3bmPQxzzFLnVMNp1Et8y5fqiHYHL7CJm2WZE8b5edDu3BbjKSoiyTxyHAda1fHbMkWEJDUZ/Nz5awG7ICvs/KXjLvq/sYIIq20FE16bnOvnyYTuaydK53RXFkAAJAaZLAtg4dZkTTce5x4GNQTy8RbI4wExB75TCDQ8fn8L2/WMnnr3iCDswXJTr4Udsv4fhc7jNaI8TXawjy7e5gg7ftrWSKe/xcxxsGuKauq5/6vFeqGQ5aPWuArPK1WdTtB3aMbfBBsMNm4L7m8XNfVMBrPbIn0MxNAcH9ficbW1kNgbRLDeT9xx6yTT9qnJ7Btq6ONZanqh3r8nFPquoNNEacKMflcP8GgD1dEkpjJMgQqLeb8Mct0sfA574uCa9WA79aZkGMzgH/mAH5/QrCJSd+v9KMpmGBtmHAqgduWEQG7LjnM1tGrNELxRec+0GZXhQFiNC78aMyEx7aLY3b486fzYDGxmaB9c0MnBfHk82pldD4+y7apisyaEcaJAa819VNr0svVjKTwWrgGh5pAcQAdbU8BTghh/vurDiu5QBt83fqmM1y22pmUFX3Aa9Uc30YK4e6uZ9smwLQtBmZyTTqGQ8Ep4eTKT+WpXpxCW3YPWPs7N0d3CuvnDeenADQPtjRxmf6xH4+l0vnAk/sCzwvm4GZV5taxvccOCmXwfu2Ee7Tx2bTTmkentzs8eN3B2DID0gGILlcwUDd1McBQH+NgJB1wH+pUx+UIy8OL9P/g3J0i1UfZKoGJShHWo4IqHrJJZcAAB588EEAbEyliaIoEEKgsrLySFz6Gyt+hU7ajjY6WW/VBgwfrds3DMDBLgWpEQJ1/QTTuuxMI//BfBpvKdlMNRr1EHRsGyEIeOU8Onj/3MO/XzmP4EOsleyvlRns2v2fSuCmpQQmNYezIAY4ZQZTrN6qJZBYGEsD1yvTsDwpL5D2a9KRvaaXpuZjpYURwF2RSRYQwHFcVAxU9AL1/UzVrOplcw4NSNEJOqTLMwhOliTQcNZqqkLwOYWZyAy4vJRg6tZWsneMOjKZ5iWxzmnjAO8t1kpARRKT61wCvJ9jc8hoW5TKFGWvPB58PV1l1A17gO5RIMrMWoovVZGpuzYLKIwjM2heEkGr1mEC13pJrd9qJOB1oIvj/NtOpoGmhfM5vlRFAPaSErJ0HV4Cd/PV+rXB3P/PLj6ZLJh7thEUi7bQkepzkrXs8gKfkE0LgGvjqFtBaRLrvDUOElDc3c603iEV9NvTwWuMetSaoHY2jut3chyZEZxX7zWQOX7uLLLEgQC4qekvwPmTYAPuV9MVj8niGtI1yoCHTw6U4zDpeE8OL4MeL1YSGJQE9eiY7EBpEY1t9nYtgxR/2zlZn4/P5Zy8ZRUZtSYdx3rvNq5nWiqyUUfQyGbg8zToONbnKwjwliUTRGoeUp9ZB3Wmz8kU54oeOsdXzmPpkP1dHEtiCHDGTGDEBRzs4dp05kz+zmpgAOjFSl5bADjYBZxaQLavEGS8z4oD3qphfVWNhbMmi2M7PhfY2UYgNjcK0Atgb6dAQYwCvcRnc3Yh79dm5Fo86uG6vDSN7Kc3a7kmr80C/IqAYrJAuKdAqIPyP4tB9mBtlh5/2ylw5kygJJ775pI0AhIuL+sc//oDBituXMzf2b3cz7Q6x2Ml3MQ5PRZQ1WRdPcH+a8rxsSMqCWY9PLSbc3dlBvfjB3ZShxRwb54Rw/W/OD5QtubDRo7XZuAemxrGAML2tvE1jCdK28j0IBHAcbx6GLhtjYK364D36gW8Mhnkx+dSH7WmNNEWBQIKvHoz7tshTdJxtx/46w4JNy00QfK7xn0nyzL0HgdyrQL5IWzAFmsW+P1KE0Y8klrzW4FBdkOZpoxAUIIyTnw+FIQpuH2VCSMeAZcsYPcIvF03nin6YRPLNZnGeEGySgIwSFzbfTL1bWI5q7HSMcrzPrybdtSqTAKNrx2mreb0Ebh8voLnBhh8u7yUDNVdHQQsb91AINIoja/p/EYNiQy5UQy21A1Q/76Vz7H96gOWFzguh+uCScf9omuUAfaVGQyMmHTjAVVN6ge4HuSqWRYA9TzKwgDsrev52XMVwBVzaWto9WddaqB2VjyBX1lhMHfIBUCwRI+sEBD+45bA+jmdmHWAwQpkrVHQsgU8yRRiDAWC2RpHh9i9AiYp+C6OdrEaFAwFQdWgBOWIyhEBVR9//PEjcdqgfIIoADY0sX7hO3U0qmKsZDraDDTs/H4FRXEKfvUBsCyDTEVZoXP46mGmO75ymADf8xXA3AQ6aVqB+Si1lIAQBAFkhU1mIs1MPypPIdPn9RoCLv1OHlvXD7xUSSNSA1YvnE0gs0WNXP+nivehJbYuTiXIcM0CplPtUWuqLksnKNo+HACvVmfRkbWq4EtqGJ1NnUTg9KyZPJcAz1PfT9CiaQi4fC7BxqxIGtAHu4ET1ZqqD+5iWvLaLKbi+mXe612bmab4zCH+/tK5ZPX22AlmzoqjQ+300thcmUGmQ34M6y7esJgsX80MSQ8nOOpTaOAe6KKhvyqThrKsENh9Yh/TvUsS1KZGRgJKbj+f69u1BNBCjDTwvz+fIPuOdt77cTkEvZ6v4PwIM5GhGmoCDnQLzIuSgl1VP6MIQUDv2nKCYK0qU/WsQs6LT1PEX5YVJIcq+MUHwLxk6rKi0HF5rwFICiHrWGtCVz9AR2hTC52mliE6OD9bTABxfROBvupeAjm1qsOkgfnakOYmknVX08+5G2Fm2t6qTJ5jfxdBzIuKmYq+Jou16V6rJsAZauK5DnRzbMvTCdRrzJqGQZ7jukXU/cZB6u238rlG9bs4v7MjgRerA52Sj82hXo16CTLpBJ8pQKDTaqAeR1qYvqml5ysgmPxeA9eCeCt11CdTH1LCeA8K2BhoQxOB1JRwPqMPG6krNgNB0jVZDEwAfK8P7ybY+/QB3ktSCOsrb2nherYgObAOuXxAcjhTu9MjuOaMegJr3EdNXN9uXMxnUzfA53/VfDrBD+1WnVuVJVnbL3CwW4dzZxghvBOK5QXlfxafT8bsOD9yo3V4rkIgOwp4cAdwziy+rzdrAs1WBlzcg5JCyYh+cj/nZWEcAX2Hl6U5zikEnv+EmPFLh8l+thmoQ2+PYWS5fFw/lqSR3fVmLT8fcnPvSw3nON6pG89cs3s5H0/K5bxqGuI4D0yVPguuBxoTdKIUxAA+WcFvVygw+Vw4PVvCsjQTep0Cbh/n7MEx512RrsArC7Q5BVw+7pElCQyuVPZSZzpGAYesw+ScJYosK2PqIyrQ+52IBLiweILwSVD+N5F9fujhQJjBjD+sN2BwQpZIYgj1tt8JhBiA/GgCkJp4Ze6vkWbqdVIo97CpJDGEezxAO/v1Gurqd+bQhry2nMCnZ0xMoLafNuZ1ixg0NegC5QkOdHOv/fNW2nZrs5gB0m2njX7+bJ5jTwdtTAHaBW/WMnCv6co1C7i3nT6TrHRtLZlKNqtlemr6uc9eUsJzNQ2SKKCtNc9WECi9cxNt1Atm09bd0My18bpF9A20gM4Niwgka0HdliHu82PLI2gSYwVsfmDB1cBgE5A0D+g5AIQmA54RoH0X4FffY84JMmSTJ1hf/CgQhw8INwZX6KNdrHoFHY5g+n9QgnIk5QsDVZ9//nmsXr0akZGRKCsr+1S/6e/vx/vvv48zzzzzU1/n/vvvx5YtW/DEE098/NnPf/5zvPjii+OOi4+Px/r1DLHKsoz77rsPzz33HIaHh1FaWorf/OY3SE9P/9TXPdpFLxQkhwH3bKVBV5pIY3BDE1mNNy4mY9iseHBZqRn3bRd4a4yRVRRHY+fPhwko7O1kar1eAmbG0MC6ZgGNLglkXG5oJuhzXA5T4HscBELu3sIU85PyCGJ2jADnzeZ4cqNpNGrMvu1t4x0mBTQSV2Rw3PdsI0hxdiEj+ClhwKCTv0tRmbRlyYzglyUzfavPSUP3O3MISPY7CdqEmZgqdag7UE7AJwPH5ACvVPH4i4vptK7JBN5t4Pi16P4p+UC9yggedbPxSKwNuO5t3svabDKaMiKY5qXVVL1rM0Hkt+vILGgfYa29ih4CWlYDGVFRFgIrP1pA4Oa+MXW0QoxkAI+42Czg7EJ2I3+5isCdTtCRHXUTTL1vO+taliYS0DHpgZRQAsNWQ6De6qYWAkMXzA527/w8IikKRjwCj+4l6L80jfP3xcrAvAP0gP+TvQCj34WfLLTgjk0SPmwMfJ4ezvn1URMdFIeXemcxEHz790EC6qVJZCt3jDCtcEc7dXFZOgHSiboG0Glz+OgAWQ10BE8voONUnsL55ZOBMCPLDhTGUoePzSZgsr2N83NBCh1Rj59AZMdowJna1MJ6cT8uZ6kEReHaFGPhvHujhkDr8gzqfr+TTdj6nHQka/rIOt/cQr06owCoVkHiVw8TNL1/x/jaclkRDCr5FIJXBh3XhYQQnsfpIwi2OosO7OWlZA0uTydIdnYhHc2J3Y41BuyAS3UEDWTuyAqfoctHvVyTTScy1sZ19K/bmdqZFg60DhH4bh4iU6mql++oPIXAmaLQaT6niAGTN2u5bnxvDnCwW8CZb4AVQVD1ixBJUXD2TAL0dX3AL5az4ZpO4pwYq4cCrHn8xy2B/Sk3intdYSyBmecqpk9xBaiPvXbAFMa1fCrZ1MyUfw0ImR3PfSsjgro4VSowwD3mmnLuwT9bwvNPxUg9NoesOpthPLgabwMuKVEQqfdC9nrgk4xwKRJCjQrWNwFv1QU2CQHg0jkyQoQHHmGEwyPwnRKyXLe18T5XZXJfe3j31HVSgxKUIypCjNNFi557hd3Lmv+9DrIyL5sL3L11fBOmECP1/7F9BDmnKwFwTDaPGSsbmhiITw9ncG8soKqJ288gX1kS7bb8GNrhgy7uibeuon3bMQr89N3xv52fxH3xzVpev2WY4OdmR+CY/1SxDMlftnF9+qTqTl4/97Jjs2mTvlHDa393ToAxC3Bd67azmd6/DhJ0Lo4nKaEsmX7DWIb8/Tt4Do+fdkLHqIIr5wF3bBLoHTPWUCNwXSkw8Aawax0QniZhwdUKovMV9FYJWCKBBT8COnYDjj4FqUtluIPM9aNCnD6B+P/WMCAoX7lY9QpGgjVVgxKUIypfGKj6q1/9Cnl5eYiMjPzUv2lpacGvfvWrTw2qPvroo7j33nsn1WM9fPgwrrzySlxwwQUff6bTBYq83H///XjmmWdw2223IT4+HnfddRcuu+wyvPbaazAajZ96vEezCL8f6RE6LEod70glhwJXlQEev8CwzgSr346cCBk3LNahbZjgTGYkI933bSfQ4pVpdLp9xICOywEggI1NQFkKDaTyFDr+IUaCOsfnsCnUvCQCiM9VAHdsIvOtIIaGmF5isXqTGpW3e2jgPn0g4NjZDAT4RjxMY75wNlk6NgPH2joC9DvIMvDLZH29UMn0YpOOwERKGA3Ipw8AP5xPUDQ9nNfQGhKAtwSvTNbo8bn8bNBFBtJVZazBWNtPoCUrkkbhew0EdYSgUSsrwI/KCeruaCN4ff+OgJFtkGjQjngIQH27kMDvteU04N+t55jDTGT8ef2st6exEbTanHlqDcbbN5HpOuIhaHrZXAWKLOAFn2+fkzUdvz+PYEyvg0CZX+Fvb1oynhmlSe7/Z++7wySpqrffW1UdJ+ecc9qccyRnUJCgIooYEBPCZ0AFJakgiIJKEEWQnDPswuYcZsPMzuzO7OScZzp31ffHW7XdMzuzBHcEfvR5nn12t7u6wq177j3nPe85J3YyZuXnR2ShYlm2BJ9K5rMhRXFML+93CvSoFmTb1OMatgSL6leRZnXjl0utqO0VGHCT8ejwUqfSIxm8cPk4V70qGxg9spvzPcLMNOCSeJahONjFY3P0ummPVQbqrNlNZFw6fAQbB9ws39E2TCftS+VkmRhpzLet5BwzQP3fbaKO5sTwGvdvJ8uyOI73eHo+AZbGAbJJ42zA2noyN58+ANy8nOtOcjiP63EShA4Wi0zdaBxgWYyLK9gxeUszMEOvp1zVzb9/MJ+MoQE37ys9koGPPe0EUMPMfJ4wE3U3Vr+fpkF+JgnqRscwAa36fjLgb1lOZp4GrgN721njGGBwKcwMxKlkMlkUjsu8NIJgpQn8/08XMyh1qIfs2GnJAndvpp6Hm/l8URaWG3mskgDdjrYAKA1wvUoM4/N1jgA5VgFNCyFV/41IksDhQRl/2CKQYAe+Pp1MfgMYeLyS+vtOHd+JWyVwf+U07n8dI3wn4Wa+57ZhzvNLKwKNpcbKTJ3FvVSZOAVfA4OXAgQ7LDKzHhze47t5B4tX5Z6k6oEEYz8K7lh+xRTOzYNdwDdnMeW428FyP5rG+R8RpaHBacdTByW0DpGp94VSDafkqdjbzvMUx2sw+z2Az4chmJERxUZbRlkAgMGX9EjWCw+XAUXI8Pk/PBgimRS4YYZXBcyyBovqgT8EpoTkA0RRJLglC2RZwqxUDe83MBhwzSzuz/X9gWP3tAPlCQxStwzSLsuN4b7z4C6uBa/W8vt/7BmtSxeVck0PriEOBMgB6ZG0DSeSw72suSpJDObduzXQ1O6KKdw3jVqnsTaCnqkR/H+4GdjmJxB79xbgxwtooxrgaeMA99nvzqEdGm2dmLk+L53rQMcI7XYjABJpYcDPkBkpXLtOyw88Z7ydxAeHd3QACtBt7m0Mpl5RoSJcuKH6Vdy0yIIOh4T6LoEEWSDeC9TcAQy3ANYYoPwS4N2fCfiCqtw0bgCmf11DwQU+uDFmwEPyiYnTG2pU9VkQu0mDwyfgU2nHhyQkITn5ctJAVU3T8Je//OUjgap9fePkgIwjHR0d+NnPfoadO3ciJydn1Hd+vx+HDx/Gt7/9bSQkJBz3W4/Hg4cffhjXX389li5dCgC4++67sXjxYrz99ts488wzP/T9fppF9nsQb1MATcKPF9C5kgXBje0tNI4O9whcPdUMDQQXIyx01l6pCQCNAEHTKUk0Pn8zD2gYAXISgLgw1iM8t4iA6PIcGoyNgwH2o1HX9duzaVQKQYZpZSedtYokppy/30AAdtthAqvGIu9TCZicmk+D843DBDG36p+1D9CIBHj/UVYavUY68642pkY6jJRhieUHjNTnYJmazN9dWErGnCSAxHCe88n9jLxvaaaB+dSBALPv4jKm+q7I5TjsbiOzb1MTwZafLKST6tf4DtY10BCdlUrG75AHsJpooM5I4e9OyeM7+MF8Alv3bSNANjOVz9s8yFSv6+YRVE4KJwOgfVigJEGD0yvwZi1wWiGZp3/YTCM8wszxGNHTxEzy8eMwL53vSQ1RiT62WFQPfH4J6ZESVudSh8wynbe6XuDoALCvQ8Ktyy1Q/Ceuh6n6/GgfAV6uIdj3ei1BQaPhwys1BO0NZ+lvO+ncRVo458JNDDbU9tKR2txM/dqqN9sx6brm14AtTZz/zxzkHL5sCrBaL1eQGkF9UPV5bFMIIr6vlwT49myCoGvq+f28dAK6db3Ui1gbu9rLEgM0JQnUAcNx7BwhyPm16SzR8a/K48fiolIGGi4p51jU9gD9bp5L03RWaQOB1apu1jeOMJOlKgkyZPvdbCj33TkEx0a8TLkPlgUZ1BOTRB3rcxAge+EQa8hVdZGZ+szBgMOZFEbd3NVGdumsVILbALAoi/fyB73G6t52As/TU4B7DpFV7lUDdfgSw7hmdensnYUZHMNgOS0/0H053BICVE+G+GUTXq6lQqxMAWLF6A7Xh/uAaAALUoHFOcAv1lBv1jXw3Z9ZQCDm4d1c1w0dyYkB8mP4+2AJM1GHmwYJpJxI7CZgUQZr+PpU6tOAi/PoRGLV1/jKDuCcQgYpbSaCQFEWAFqgVMVdm8k2i7QEdOOuUzRsazfjH3sDrNT6fuDOTQJXTOG+6PZqcPoEZMUEswREygLtw6MBVUOaB7n/ir0SIhKtiJvihVd8MMtatdjxdLWE9Y0Cfo1jd2GJjDlJXgiv+wN/H5LPqSgm1Ayb8Y+9EiIsLEW1o5XBu9ah0YCqIfu72HzunTqu7/PTuRYbtVQrOwg63rCIQTGAa/ZjlaMbuQkwE8Gq0LaOt3EPbhg47pIA+N2OVgb+v1jOIJzDS733qYGeAfmxzM546kDg/jOjmFklCe6/le3Ar5YCbxwh010DA36KpJfcmkqSxdhayzFW3RZvGd0s1iTxvD3684aZmIFzx0Zmd6RFULcbB7iXxel2x1jJi+H+X9sLTInyQ/abYRmWkDIMpFkEBpuB/f8B3PoYFZ4FHHgKowBVQ/Y8IrC6TAL+b3BhPvOiabRNQ42qPv1iV2gvDnkEYqwh2zEkIZkMOWmgampqKmpqaj7y71JSUj7wmAMHDiAqKgovvfQS/vznP6OlJeD1HD16FG63G3l5eeP+trq6GiMjI5g3b96xzyIjI1FaWort27f/nwFVVVVDgtmNFblWvHhIoKaHDtSybNaGe2gXAAh4hQKTICD6yjivSxY0xC6fQoOp3wXkSDQWZyQTmNnTEWBWvnCIEfIeB5kvG5pY73F7Cx0sk8RU4NwYphStzgO6nQQ1iuJ5H3s7aNAJ0GFbnkNA4UgfwRQhaKy9U8f04oUZTGsON9O5PaeIxuhDu3i/BXF0XOv6aCBfUs5UpWCJspBN1DzIc5QU0pjVNNaXvH8H60ZeVEqwZdhDo/yCErL6cqKZwpkZRVDHp/I+nj1IB/vCUmBDPYGeCDOBo6QwPpdV4bM+sofp+StymO4caSFAVZ5IdqsQfIa3j/AYReK9nFFAY/yJ/fx+cSYN3hmpBNSiLGRT9DpHdzqfkkQDfE4aWYyRFtZ7tSh8T+JYRduQfFTx+/zIj/Ag0mrBMwcFmgYIfK/OpROzRWetDXlkfFDYSQiB1PAA0/jYNTQ6d+cVM+Dx4E4yqovjmbJvyDdm0Dna30ngc3Mza3N+axZ11AgULMggULe1hTr35H7O22erCMz/aH7g3wDw88VMz6/q5pw/0kc2aoyNc84qA3vb2GDt9AKyn88s5HqiadTxuzYH2HkOLwEijw6wfn8e6wIbzLhT8jhPBbhGLMwA/rwj8Jy3raSzmR9LBnm/i/q4Og9o7KfTu7ONTHC3n7qyMofHBktKOAM2bUNkzq6tZykFu+64/W0nGU4G41WAZQGWZPH+q7qp/zva+K7npQMeH6/dqdfa63WStZRgpwO6o5Xjv66B5wx2ui0yUJagYVcbWQXxdq6hg+5AyqXdBAgfxzUk/4VoMobcQGEsUNgNjFhGp6kXxgEdbwEXLAUerOZ35xXz80Pd1LHyRLKuB92c6w39bGL47dmc8+83cJ5MS2bJh79sZ6ZFdjT3kfFAnpRwgrRfquDcbR8mUJIWyfk+K4XzbawUxHJu/HIpAxYeHbgPDppGmMlubxjgNfpc/ANwnsvQ8MT+8RHfJw8IJIUDNT0CNgXodUqoSJSxp11MWKMVIIOtKAnY9VcJM68xIXqaD5Ak+CFB0fzwjWGfqiYL7t8l4WBXANgd8QL/rBTwVyhYnOQLMVZDcpxIkkCzy4w/bOH87XFS9366mP9+9uDEv93STL1uHw5kFp2SR5sLoJ6+W0eb+kgfbeVghupc3Xat6+Pe1utirW2beTTwGizLswncHuwG/rAJ+H+L9RI3CqCC55cEA/m/3zRajxsHgNs2ALev5PrT4+SakBcDnF/Mtap1iEzRyypYiubLU2kDbG5mptfM1ECg86oZ9AmM5W9ZNoMvRo3kRZkEf0/J435/2RTgqf3AV6YBMQLo2ATcthRYp2d0WRSeoyCW+/4NCwCTz4Y9D0no2BPQ66hMYM53gW33EVhNKAEqA9XdRonmBwYaBcIKRYgE8CkQlw9QEWpU9VmQMANU9YZA1ZCEZLLkpIGqa9asOVmnOk5WrFiBFStWjPtdTU0NhBB49NFHsW7dOkiShKVLl+L73/8+IiIi0N7O0OtY8DYxMRFtbeN4JR9BZFka9fcnLapixuF2Ok3nF9Owe7eexqEhmirBL1QUxDI1PzgdSJEIyAzqbJgIM9DqBeL7ASWWabcViexgfNNSdrz2+IGHd7F205FeslFv30BD7exCGnY72wi+hJmAh3YCX5lO0K9pgCBj2zAZPwCBC5uJBt/bdfwTLHE2GptTkniP5xWTHbSzlYZfpIVG8XNVZMD+6j06sj9ZSCBjwEUwd6ZeNyrczDQrSRDs6HYQIFmZQxB3ewvBkzlprI3Y46TTnBRO0MVmIsiysYnjd91cGrG/30QQ6PxiPne4mQbwt2axmYgiCMJWdRFgnpPGdM8pSWQ4bmgkqDozJcAkqu+nkfpOnc4I7DPGg0yehDCyAq+ZRaZrsJObFsH3oWmj58f6BuCcYr3MQJz0ma+rqnxCeS1CCAzBDDMEsqOZvtfvInO5JwjYVjVAMZ34HmVZoK1f7wC+fbQjdbiXTSRmpWo43CPw1hHOxR/oJSicPqb+G/+u6ibD5bkq1kgtTyTgmRJO5tvBLp7z2YMEeXa3Uxc9fs6TM/KBv+hApgam4F8+hUGUA110LmfbuI5MSQLKk4Bd7QT9PX6CgIMTkMrSI1lLrqqL4OPWlkBd0V4n8M+9BEkP9bBhnJFO2TzIe9Q0Xue5KupPmInfvVDF5hzDHjqsaZEEmp6v5lgEj9XcNLIK3zzM97Uok441NDKSzi6ko3n7Bq4vZxYwuKJqLIswI5ks1B4nWUMdw2Q4Bb9zgONuNNlKCadT+6P5dHqDWfQWmWuVIlhioXGAY/NCNVMzI8xM2R50A1EW6TMBqk62Tn7cfVgIQB2RUBoNTIkC6u8Byq7nemuAjJIAVC/LSFT3EJxoHqQuGfLiIWBFNtnJP36LnykScOsK6tPKXP7/UDdLzfj1sgGn5vF8f90ZYCgDvP6V05kBkRYB/Gbd6PlkkQkSVSQC4Rbug1uaWfriC2VkkgE8xu0jCNI5wqwISVDnH9vL2t3NgwSG4+zUsfRIYNAlRq05weLxc+6/dIgMwPxY4Nb1AkuyTlyz0aeCGxyA7hYJmGrH6zXMtCiI1bAiR0M43NBUnqRfVUYBqsHyfLWEOSkWWJVPZwrwp80unEg+qb1yMsfHJ5vx2M7AeTOjqOd7OxjA+KA5Oi+dfz91gIG2nBjW128dor1akQzcup57R14M69d36jVHB9zAHRsCoOQrNcBXdSbpGQW0Nw0R4Gd9rkC91SEPm5Tu7+Rv56Yxs0GWuF+Np5M+leeNsTEAGnz+r89g8KY4ngAnBG3QsgSuPcZacPuGAAAbZ6cNPD2Z9qlPJVDs9RMk7nVy75cF7ervz6MTWdkAbAwHRCWzR25aygDjnjYe/6P5QLIZOPDIaEAVAAYagb2PAqUXAQefBrQTvCMA0LwCiiL9nwRVPymd/Dgiy9IxH8Nmpt0akk+HSPrayr+pUOEWfjfil6GcNOQnJCEJSbB85lWrtrYWkiQhLS0NDzzwABoaGnDHHXegpqYGjz76KJxOeiNja6daLBYMDEyQk/MhRJIEIiNZndv4+5MUt4+OzvQY4JFx0mgBGoE2CFhtMjZUMhX/tHwyVsJMBOVeryVo8uZhGmrdDp4z2gtYTMDiLAKdL1QBsXaeVwg6jDU9dNzePEKGTnAaZZ8T+PkSsknjbTTKnj5IJt+p+QQPBMjQTAwjm2c8Oa+YTM9hN1PZK3WW6/fn8Ry9ToIi05MDHZPfrWfjmanJNLJnptARDjfxuG693isEkBwGVHfRCL1xEQFUSRC42txE1u+6RgKXTt3Z/vZspi4nh/Pef7yATrPTS5ZZ4wCZrwD/PSWJtflcPhqsVV0c69peMkZfPsTrAHynZxcRtBryBOrkGZb7ecW8zqY2YEE6wejdbWyw4PByPFIjeK2GATLlpiUTbIq0kJn40iHgsikCERGf/Dz+b0SSBGJiwj6Raw+6gT+tA66dRqbjeKwtiwxEyR/uHtNVskuvnUuwb9BNwKPXCfy7EvjePIEoC9A6zJR0m8L5bTfpQGcaAZ3XaqkDNywigOJXuQ6Y5eObX8xKpT4900OwsGwq0yIvKSeop2rUqY4RBj8yorjuPHOQjLr6Xl7z/GKyq08vYKmQ8dL6KxKpO0nhbLZx3Vzq6UuHAsfMSGFdV0mwsZMi60ybTurV3g46mxeUcHwG3AQvM6PYaOgnC3meJ/cTQHpkNx1Pm8JzL8vi2O7rIBCdF0t9//c+rgM5MdShGxbRodZA9vrOVurOAb2kyUwdQO9x0PF9pYZlPIzUzTgbgV0ZLIVyXjHXg3u28vnOKeK7ibUC+XFsmnd+icADO7g+p0fyHcbZufY9XglcO1cgOvqTmesfRf6XOvlR92GvE9j2d2DlBYDHA/grgBaV7+eRPTzmSC+QuAhQI7i2R1oCTQ6DZc1RAhixVgIufpXBwkM9o7uKG+JTCa7uaCN4LgkGAxP1wNiDuwiK/HPv8QC928/6rd+bC/xuI3V+dR7Te/+wKVBz9Z6twA/nkeX8ai3P5VM59782gxjn3nbOr+J4stXOKwbmpdMhS48k+BJt5R7fMsi9PdIMfGc256MA9d0Aj8dL/weAeUnA4HogcRYwOB34/RrmRcxNBwriBFqGBFIibEiK4N5b1TTxe3N4AS9kpHxCa/2HlU+DXTiRfJJ7pSGTMT7djgDrP8IMXD0D6HQQUE0OJxD41IHxf7s4i0H3MDP3Qo8P+MdBBiTSI6mnlR3U71PzmBH11x1cu29cxLqmY2G+zc3UN6+fxxh2bkYUA/YjXgKbhhzpYyDlaD+DjKcXMDgYnJY/Vqp7mK0ULBpoP/xsMXBpOTO70iP53YEu/hkrMVYGDUvi2dzx7zvJoI0w00ZPCuM9e1WuaW8eAX6xhLbB7nbaFG4fQeGiOK4Ha4/Stn7vKHDvXAnNW8Z/hsFmwBYLRKQCHgf/HhqvFq0AYnIFIqPsEw/IZ1Q+DTr5UcWo+R4TYUFExCd7LyE5XsLslmP/tuvBCp9ixUeo0hiSkITkI8hnHlS99tpr8dWvfhWRkbQYCgsLkZCQgIsvvhj79u2D1WoFwNqqxr8BwO12w2b7+EadqmoYGXEhMtKGwUEn/CdoPvO/EJdkxboGGbMswLJU4L0xBolJAi7LAUwePzwjLlxcbsPP1khQNTpyLp/eaVuv9VfVTQfrpUN06O1moH2IAMTPlpDZVpZA0GbYQ8drVxvTl7a1BJg+hlgVOn8XlRKcOaeIzLG368i8TA7XHbQSINHO73e1kbHp9tOgO7eYBmxJPO/3j3pB/cI4Go1r61mSoMdBMGJ/J8/7g3l0YBWJhp/DSxbAoBt4q46p9VaFrNmHdjNV/9b1rEOVFEYDtWOYRum0ZN6D108DPNFOQ/PKaQRGW4eZ/h9m4rU6RkazI+LtBGfTI5n6u6edz/pmLUHuN49w3M16jaLpyQSdfCrr431/HhlJtiiyij1+jlPTIFDgIOhTlsjmArvaCDxrGh1rRWLM8r5tvA+njyDdwgxAaBoGBpyf6uj/BxmcqqphcNBxwmMmSwZhw9F+CaoD+HIBcP84aYZfygesbhV9fc7jvxwjZtmGpDAJv98USPfudnC+37AQ6BrR8LedAt+cxfREpy9QYqAojvPeSC1e18A/SWGco4VxrA8XLElhBFaePsi5d3oB0D5CdnrbMEGU5DA6iQ4vwXi/GmiO9vBu1ixtGGDK8Y5WlgoYclM3Xq7h/VsVMllKE6jXpxcAD+gA42n5DLJ49fqR4Sbg1+8T1Hx8P79/tooMvN9tpJN7pI91S2OsdIa7RnheRaIOArynR3YzYBNr41oQaeGYJoVzLavtBX44n+MWa2Pg5Jwiju2aen4OBICvr0zjvXhV4Kx8QBW8TkoEddThpQM+J426p+rlAVIiuHZ8axad0Uf28DlX51En+5xkwE5L1nBRqcBdmzlmcXauV4Nurg/ap0RfPw06KcvSx9qHJa8ZQy0mOB4Gpl8DmE8Ffr6XWRVfn8G9r3MEUGOBd44SPBxbi9cQuz7XvjdPb/RkCXw2kYx4GOC7ZyvX6Bi9ZuqQByiNZwBsvBR/gHvuiIdg7ICbgY297QzAPbiLx7QPEwy9dT33IUM2N3Nu/nA+A6kzUnmua2ZRh2yyiqVZEqYmMyBh/DYnmsGPYTdrSRoNe6YkMrDoV1nmp65v9L1GWYDVBcD+x4G8q4FfVXGvv2YWwaO/bA/o7LIsDecXqYgyCxyjto4RAUCGH31jjYwPIbLPDL9DhrMXsEYBpkgVsHjhm4DCKEEGXCY4e8jCssdp0KxeqJi49MDHnY8nSz4MMPNJ7pUnGh9JSBAuM1z9An4XYE8EhNULvxhdSFiRFWgOE5zdZDbaEjTA4oVfURBpUTDoJpO6thfY1QqcUQj8cQuDf/H20WV1AAKZ0RYG7tIiqEv/3hf4/mg/2elXTCHwGG+nHQUwSHmga/zCSYd6uF6vqQ/YuQB1MymcBIZgkDfGyu8M+ece4EcLGNQ7PMF4xljHr2UKELD1q7Q36/u599eME+RRJB4jC2DQE2CvArTl/7Of9v6XKhicAWh7PnkA+GIpbehhD/sR1PVxb5MF/QGjtJXDjw+oLqVh2jc0jLQIlF0ssPVepvsHS94pgDB9OBvq0yafhr3yZIosSxjx0If2u10YGvr0+g6fN5FkCWF2C0Yc7lGNcW2KFW19XvRFn6BWz+dIPmtBjJB8+uUzD6oKIY4BqoYUFhYCANrb24+l/Xd2diIzMxDO7ezsRHFx8X91bcMg9PvVCY3y/5X4FDo/Dg1Y6gXKSoE32uj4FEcDp6UA/moN/nkeeL0qIkwu3LLchldrBQ50MT39zEK9Vh/ovOfq0azH9rJ2Y04Ma6ge2sG0J78aqO+YoafY/n0nv9vdFqipujiL6dC9Tjp5QhAo+M5sstO6Rgg2rM4lSJIbw7Tn8iS9xptEZ/PNw2RwmmQyvQyjb3k2AY4Bna0mCaZNvVBNo9roXp4dxbpRf9rKmlULMwh6KBKN3tMLaBy3DgG/WEq23Y5Wnu+CEt6XwaANU8jUFQJYlkNWw5ZmOtTLs8kMGiuKRNZoYRzH90vljPT+Xa+HeW4JMFLF8gFjZbGelvz4PjIAws2svXVuMR3qVbk02PvdBNg6Rwg6mWQau5sagbOKCOjMTKVhHW0lUCAEnQm/X/vEgwP/rXxSeujVM5/29wFpdcAvpgMvtwBNQ3wvZ6cCUhUgkvzwfsA9yrKEyg6m1hbGkeUx4OZ7W5ZNIF6DQNMgWZNnFY6ujxypB6cvKOH82tRE8G9GCvWiT2cvp4TTx1mUwZIYQnCOLswgw2RGCoH+fZ0ELm9ZzgYej+xheYtgObuQc+6MAoKsGgjc9LvIKD2/mECTX+X9PLwb+NUyzsMfL6CubWwkM3BVLptuGOU8TBLXDqMLessgHb1wM9cch3d0XUiA93mkL7A+dYwwYAIQQL52Lsuc/KuSYOjFZbxWXS9BtS3NZB7duIiA9KYmPtNZhQSEH9CZ5xmRQIEZGJEYTDrcS3ZutJVrTWUH39GsVK6D79RxzXmxmiBxjI3r2PYWMmgbB3mdfhcZez9ZyN8c7ec7u2IK358GoLLXivxYDWa/a5Th/GmT/5VOftR92CT7EZmloGWzQOsGoH8G38WrtUBWFOd0agTBgPcbuO6+eeT489gUgo1PHeCcM+R7cznXggFNQ4riCHhsauJvt7YQyIm2EhgtjGUGwonE4dXZYTrwUNvLPSzCTGA2K4r6Nd71R7y8Zk40cMv7AawjzAT8cL7AKXnAz9eMxkDq+wm2fH9eAFAF2ITyzo3MjvjObOqOseZMT+a6dd9O4KqrgV7w86VZvLfg+sY+FXinXmDQLeHLU9RjtcHHypxUDWbN95HnlUW1Y8efJfRUB9JUIzMkzP6ODNmiQjV74EMAvFM0E3r2m7H7IQmq/i4kEzD9KoGYcg984sQv6NNgF55IPul7Gzs+siTD1WbBlrskeAxgUQAFZ5qQc5oEj3BBFjIUrxU9NQK7HhTw6/NDUoCKyyUkzfHhrAIVm5slOH0EAP/fYjK43X7Wx756JhsebmikbTcvnXvtX3YwuPC7U4DXJkAwn61iveJb1gU+s5mOD1IGywM7WPN0XQPLRAkwYFccH8hg0h8V05IDe6vdBFxSQZvzVL32+XiyLJt24Xgy6OZ+vCiLAdPvzaX94PAy6N4xEigV8O99vKdtLaPrShtyoIv3YVVIaoiz8Tnu38HAqyEViVzT3jxCgPr1w7zGaXnAnG8BB+8f/15tcRp81hFEZNqx7zEZC38C1L8L9NUB1hggZwVgjdHgN7k/8bk7WfJZey4jI0uBCn+oxPWnSDiPVL8Kvz+gzHZFw4DrszfPQhKSz4p8dgq4TCA/+tGPcNVVV436bN8+Whj5+fkoLi5GeHg4tm7deuz7wcFBHDx4ELNmzfqf3utkikmoSA4HnmgAzNGA+1HgC4PAN83A7H1A+xMa0maq8PrpNPgVC5oG6cicnk9Hf209DUCfSoeye4Rslm4njShZkEHTOEhDathLAPG3ywnIfHs2jbXbdGbM6lxG9cviydSSBFkDskRw9NUaOpdn6JH/56r4fwHWaK3sIIvnrs0ERMwyASC/SuAQYH3S4IY+Jokpj+1DTMFdqtdo/PZssojePAycks/aibvaCF4MuckocPkYrf/TNsDro1G7KpdG64EuplyOeGk0al5gUHewG/v5PD6VBmthHFP8g8UiAz9ZQPD4tVrWvfvDZhq6fS4asz0O3nPamDQaSfAetrawZp7bR6P3S2Usp2AAZnYzWUE7W8l8O9JHoKrfRcD8uYMc+3lpfOfTk+nURpiB1lCU+b+SMJMGiww81wCETwHaHwRWNwLXWIAzW4HuB4HsGSr8ygm8LwCKIkM1meGHwCN7CPBMS+b7Mkl0DiuS+M4Bsr0zo4Cbl3GOzEsnUOLwkvGyt51M81PyqJPbmgmge1SyS748lczL364HNjSwxuPqPP6uvo/g6rnFZEVbZJYHubiMbO65aTzHjxdwPsqC4G5iGNme7x3l9wBTEe/aTH2u6mawpHWQAOVzVQSvzihg4OalQ0yD9/jJfpUlPm+/i3pm1BF9roogzlhGYGEcayI/vJu6cv0C/n9uGvDtWcD1C7nW3baBgOrcNI6hy4djNYUvn8LgysYm6tbyHJ6jvp+6awRvlmQBzRuBcAewv4MsWFXjd7vbuA5EWsgAPNLL7x7YQcBV1aifBzq5HnWMBJiQ2TEEbJ+rIkv1jAKuja/WAJnRwKBb4B+VEm5YI6NXtUH6oFbyITlOfJoXRedogACaNwEiqEJQwwD3nL/tBCA4/16rOX5dBwgsvFg9GlAFCHR8cxaZZMGSEs66yG8cZt3B2zdwD7tyGlP4tzQDv9KBzrAxcztY4uzHM9SqulgbGaAeGOz18WRnK+DyjwZOR7zA9haB56vHJ5U5fQSDS+JHf97l4Pr0wA7ugcaa0+2gPVDXB9T5AJudZ52TxvVhPNnWKuD2C9y4UEXE6KpNyI7ScFmFCngnoOZNICaYUfnIaEAVAAabgO1/FuislNFXaYGi8wyEAPz9Zux8IACoAqyvu/MBCb5+82e+/vinTWSXBRtuCwJUAUADal+R0LNfhllR4GywYrhVwva/BABVAFB9wN5/CDjbZCxKV3FRqYanDlBf97QHAg+9TpZXibMHbLvqbtp2wx4GFVuHxgcVAe6rbv9ovWsaYCmAiSTeTr0sigOuncM1wSJzHzHqjcuCa8KGxkAjxzMLuP4f6GJ5rQtLaBsbIsCgocd/fGaYIUVxDKw6PMxwOdBFu7phgFlhv1jCho+V7Ryn1IjjmebBUtvDfQlg0P7vO0cDqgCDsBsagfIE7oMA15LXjwDNyRpi8o4/b2yBBjmML8lvcSP/dBXb/wKYI4D804HEcqDzoIbwdP8xHyYkn7w49LXRIn+y9xGSDyd2RcOQJ7RxhSQkkyWTwlR94YUXMG/ePCQnJ0/G6UfJWWedhW9961u4//77ceaZZ6K+vh4333wzzjrrLOTlcfe+/PLL8fvf/x6xsbFIS0vD7373OyQnJ2P16tWTfn//K7FKKi4u03DPVoFHNOBLXwfkbsAzACQvAaKTALfqoCNgtWNNg4SZKQL3bSNwECwaaFzV9tGIumkpDTghWKtx7VEaardvAH63mqzP3e0ECL4xk0BGv4sMvR4n8NsNjO4Pu4FVeWRLVrazQZJfpaFblkBmTaNe93NnK9O3XD4CGCnhdND69PNeMYV1qRLD2LX7sgqCKykRdGJ/+CYj6uWJrJUYZ6MBsCiLRrDdRCbf1mZ+1zzI5jBfnkpDtnmIzum6BkbuNXAMpqcAp+QCvi6g6SUgoRBIjeSzT08mq+xP21jm4LR8njfczPtP1OtAdowxQk0SAej6fj7r12fQyHd4+SyXTeF4bmzSn89GRlxuDK9ZlkijeWM3GXEAmUNlCQR0drSSRXVpBcfTrNB5iLfTUH/xEHD1DAF/KHr5scUkqTirUMazVcCdVcCVXwYi3ICzHYgrBfJWafBZfdDcE4PXmsWGTW0yXqkV+PECftY+PLoBxYUlZIROSw50Jd7dRiD1lDxg/VHOoQgLgwYXlHK+eVV+v7+D89EiU392tHLOAgSFyhMJploVgh7fnUPmTKyNgYlVuQwGJIcTAB1wsRZjgp1zr2OE+nVZBfXgHj3l8gIrna94O3X2rzsYIGgY4H1ZZD5XTjTXgUPdLB/w5206W11wDv9oAYMrAtSXZw6OXifSI3lvLi8DFa8fZuBgRjKDCV6VAZ7saNaKTY/kGidLdAD/sp3s0MJY4LcrgY4hMuljrKNTnmOsBF5HhoGhHYC3E5gxHShJImhclsjn+lclQbetTazttySL49qjM28VievaHzYHyoQUxfEZnz1Ipz/czHmQHklQ+bG9fC8An/v3myX8eokFsuezlxL5SYqmAXKUGwuut2Dn3yRkWIHMSLKxIi3c70wSA1UmCdjQRNbbO3VcmwWABRmc90+OU6ex20GQ8aal3AdahwKldtbUM4DWOUJ2XFok9dXQaYCNIC8qBR7de/y556YRqBm7mliVQOObwljq50RiMwWODZaUiIlZcQD1LjWC8zxYNP07n0rW7Fg55NAwJ4+67NcC4NF40u8CUk1O/GaZBR0OCT0Ozv9osx+yx3XiLOLxxKWgbff4zuRgExCWAGz8nYRVvzcDVh8UYcLBVyZ2PmtfESj9igleLZRGeTJEUSS0bxOjAOxgqX5OwqIiK5o2CEgyJkwjr35eYNq3/EgJl9DlEJiVyv0sWFIiaPft7Tj+96r2wUwTZcy0MPaEjEiWYQoWAQYlH93DNb8ikQEFt15jtWmA7PRYGwOou4LKfeTGMOgO8LvFmSyF06aDvlOTAaEBbTrbdOyQpEYAkgTYFSDaFiA7GHKwi3bEqXksCQJwTVQEax3PS+c5ZcGss3UNgfXFJPHfwQ32gmVrCwP5f9s5+vMX6wR+fIWGXTeLYw2pEqdqmH6VCtXshdllg88pYIvTsOxmFYMtgHsQiC8DlHAf3OLEQemQ/G9lxAMoQsNnqL/W51psiobBEKgakpBMmkwKqHrbbbfht7/97f8EVF2+fDnuuecePPDAA3jggQcQERGBs88+G9///vePHfO9730PPp8PP//5z+FyuTB79mw89NBDxzWv+iyLU1Owv0PgO7OZ7nrLXgIdS7KAvCimIZdHCnhlKxoHJKypFyhNoOETnDoMMLX9/XamRD3XSTDhqulMcff4gevmkbG2p53p5c8cAKYkEyD54xYyH8PMBEs9fhplFpkO5bv1NA6NpjBbmvW0Y0GGnCxoMM5MYcR7dxsNQ4tMttaIh87Ym0cIVsRZCfrE2wmKXKU34Pj5ErIJzDKdvzs3klH3ao1eJ0/j8y3PoeObHE4GX10vgaUYGzDgpLF7/UICwWaZhmhvHzD0CjDSScZqYpjOuo0HpibRWP/PfgImcTbe1zdmsOh/VjTBnrp+3kNJPI3uTgdTJmenATXdwE8XEUB2+sguXJxFBsGgGzjQwU6Ou9v1hkRtNLBrevkeFmTwedbUk3mUGMb351cJWm9rIai0pp4OwcocwOHVEKmIUakiIfnwMuyVYJYJ9r9WC9x9gPp3egEwaAY6PQKNnQqWp/mh+Y5nWmgmM544KGNjk0ByON/z8mwGMAwxy7pOVhGQnJZMHUzRAc57t5LdEmNhUGB+BtPqj/ZzDsbZGMjoGgFgH92pGOBcj7NTv1blEih64zDZ6i9UU+eK4wkGPV/F+WqSeJ2FGdSRmh6uKd3D7Pj7+D4yRqMsDDJYFeDX7/F68XayxIfcwEtHqQ+aRnb5tGSg30kG+ZCHAOi/9wF/2UZA8fQCjnN9P9P0I8wEwr5UQcb3kwf4m9PyCfLIErC+gc7erSvJhpUEa8CdU8QOzlEW6n3LEBm0PQ6uV2cXAZvqCKJa9R3T6aNjfk440FQPyCYgfwl1bX8nQdCyRKaaPrmPpUKGPGQJzU/nOtft4HO+UM17tCpcr6cmsc7qokzW7TPLvK8hN/X5whIyDF36NOpzAUNeCdEnd0p/LsR2i9uzAAEAAElEQVSn+RBZKLDgZgtUReDicuAfewJgQUYk2WUXlwGP7QP+tZfp76/VsOlN50iAbTaedI4QyFA11i99eDfnQV4M57nPz33z2YOAY8yysKGJAO/XprN5YZeDAPspeQRMxmvmWJpAvbykHPBqLFmwrXX8ezslNwCmBMugm2tBpK4PHcOj2WixtvFrOGoav+scp9wAAKREaBB+Ly6rMEH5AGZ1mAlQVRWKx4l0E5AZo+9Nng8oyziB+FzihD/0DAOyGWjbIZCyTAK8AsNtEzufw20C8In/A7lenw6RJIHBponHWwPQVw9YIoH+oxOfx9EpoPkFZKiwKtKxuRwsQx7O67GSE839wKJQz8ab46kRtBPHAqiP7mFJmc1NgdIXOdFkcxpBNIA27eIsApQv1zArKTua+212FAMlTh+vYxnjna1v5J8EvUdTgp0N8s4rpm37zEHuhyaJe8eCDAYlf7yA9zBeGZA97bQzfr4kYCPcsIg24r1b+RyyXiLhurnci545SCC4/wQBG2MvNxoZGdLtAMLSNKz6gwqfQ0CxaoDFB1UAvXus2PeYBM8Qj40v0TDjmxrC8pzw+VR8NG56SP4XMuI9fp6G5NMrdkVD20ho0wpJSCZLJmU5jIuLw+Dg4Acf+DHk9ttvP+6zU089FaeeeuqEv5FlGddffz2uv/76SbmnT4P4NAnvHiVwtyqXDpxfpdP0fLXeRTtaoN0hwa8J9DppFEVamEK79ihB0JU5BDnnZ7Bwv0VmTbQ3dXDm/BLgvXqCdj+cT8Npow4GGobokCfQgRiggWdVCOCtrQdmscwtjvaRiWNR6MhtaiTACBAo6HECF5cTuO1x0DC8sJRR+a9MJcjoUfmspQkEK5r6CdA6fQRbgiXCQmez10mjb087AVlZBz0lQWMxykpW3PJsYH4i8OIRglQpYcCZqYBzA9C0i9FzYSbYUdPDcy7IIFCyvpE18coTOTatQwRZW4bIGrhuLq9X1we8dZiG9pE+1mx8qZpMgacOkNWwNDtQwzHKAvyrgWzWuj42+jqniPewp531HH0qGRBfncaxHXARvD6vmAyrYQ9r/SWFs+GOxw/U9gqkJI3HdwjJhxGfKvDEfoIlF5Rwrjm9dJ4OdBEIfLlGwsIMM0w4HlR1aiZs1J1Kq0IwMT2STdZeq6XuLM/m54d7qXfz08lkTAqj81KRyJTl6WcE6nRG6YzK4Ll2WgHnyNg3vSSL+jDkIbM8P4YBgqZBrguZUbynh3bTyTq/hNfZ0cr5P+gmIButBzp+sYQAVLeDAOCmJs5poeub00sWXk4Ux8dgq1pklh+I0GvDDrroQP5sMVnVgx4yRb89m+tJn4usnmXZwOEelis53Mtal6/XMvhgpHPG2eh0Xj4lqKP5Ya47qsbATX4s/727neBtQz/whVJgVyOwvp3rz6IE4Lwo4MBdPG9kHpCbAvR4yOopTeA7qmwn+BZpJWs2zkagd8TLAMszB7hex9n5TjY3cbySwoDOEQ03LBJYU897yInhHOgcCbCPDXH7EQJ4PqZ4fX74wghq/n7TaL1oGgR+sRb49TLO5bX1wOOVZGJvb8Mxhs6JVs5wE7M6frGE7LQeJ+e4w0fw3SIzJbjLATyxL8DgTI9kQHBTE9f4KCtZ1nmxoxvJGHJJOXXvmzPJbu9xEhBenBmoK25ISTwZe1nRxzNOmwd5jp1tvKepSdxj/11JcHVuGkt5BItJYuBiVe749R0lAcxL0+B1ezAnCXBoJpTEC1R1Hw+kpYQDYYofBoqiafivg32KXYOQj298Y4glEvC7AfeggBACkFXE5GoYaBgf6IvO0QBFNUrXheS/FL9fQ2yhhqNrJhjvLALfIx1AZDrQXTXuYYjK1iAUFRbNj1PzJLxxWML35o7OxtrdRtvVKD9hBLbr+zjfXT7aZ3dsHN1k1KYwaLqmjtkTv10fSH8e8QJ3b6Z+z0+nXWqWuf+PZX3vaGVzt/IkAr4726jjCzJYaqZX3++GPeOvK0bAx6zQ5msc4PpwzSzqIUt4MIj4HX1fXd8w8dhv0O3uMBN1bVsL7cpj70a38Z0+BmISw2jn5MRMfE6jIawhVgVYmALkhgFmTYXX7ATMgBesIe84bMPO+0dvYN1VAut+LbDk1xZADmVhfBrF4QWscshn+KyIXdEw5A0ZiiEJyWTJpICqX/ziF3HzzTdj69atKCgoQHx8/HHHnHfeeZNx6c+tyJKGlHCBtmGmnI6VvBiCyzvaBKKsBA6ePcgabo/vo+M0LYl12HwqUw/PKWLDppZBph+dW8RuwHPTCQ7saKXjBzB6/e3ZbDAVDKgWxxEUdPtpWPk1RtO7RoDTCxmZ73YQsDmriHUHZR18XJUL7NOb3eTHEvBoG2IX8mcPsog/QKDBABjnphGA8vjJBHpfNybL9PpO65tYZ6u6m8ecV0xAprqLBm6EhYy7M/Jp0Ib5gBVHASUe8B4Fjj6KYzW/Ms4D3CYgVmY5gTcOE2xa10Dj2CwzDXJTI9lur9USJE2w8xifynuJt7NGbWoEDXqnD4g208je0x5I/y6Ko5OvamRa5Aky6c4tomEswJTOTU0Ezg52EYzOiiZ78B97CFKXJ/Jap+aRKfXADjYN+qQ7iX+Wxa7XVD3Sd3xtRQEGHFx+oN8tkDDGb5QsZhwJAhfahoCcEqaEz0mljh7qJoAzrDO1Xj9MdmikhaUnUiI4B39/CtA2yHmQYGdpit1tgbkWZ+f8Cb4FSQCXlPGYmaksKVHXR5bbKQLY30XgMjOK4PzlU3iPW5vJSF+QQRD07TqC/kYdtTcOc93JiOLvrQqDBmWJvKcoC2vFliQA646y4VuVXvPt0ilcS2RBQKd9iOe9rCJQw+7hXWRoh5sZtHihinr2fHXgueLsdHQf38eg0FmFdDz3dVLXyhIIJg+5CdROSaLeRFrIYv9/73DtyY8F5kYB2U10PPueB3Yf0q+jAIlLAGECdjVwXZmezODN0X464yty+buSBNaVvWIqUyO/Mo06urWZoNnKXDrAqgYszVRxzzYJaZECK3IIWr90iGU8jKZbxnPGWDWEqDwfTRRFgluY4RNkmT+/b3xg1O1ncDLCTMaqBgLy79YRIG/o57o+Xsr89GQGAQBmL3xjBgHxlqHRNUXfruOxX58B/FVPmT2rkCzmtuHA+44wAz9dTAZ0l4N6FGZmIG9vO4GeL5Uz+DInjeUE0iIJIhnrwNRkzv0/bgGunD76frOjGQT92ZrRoH2EmYGPYQ91Lfg7q0IQ9skDDL4syx79bCYJuG6uCqvKgRBeDyIkL66ZacfvNgs0B8Xf4+3Aj+erUHzuk4tXWrzIXiqhfhzQLqGULEgASJ6mwedToWka8s/Q0LBOHAfEChkoOFODVw3VdjxZ4veriC/RYAoDvOMwKnNWqrBEsm7qohuBo+/h+FIBAig+T4MPXmheYHW2CU2DArvaBC6fEghYeFXuY1+fQYLAafmsVW7M6TX1bKx660oGuYyyNGmR1OGGAdqMNy4iMeBQD/eo4nhmkezrJJD5w/n8/VjRNOC8Euq2YZ8CJC7MSqUuC9BGnZ1GkHOszEjhXglwn/nHHv77jlXcPxdlcg/f2co950SigWtDZQcD8Wvqxz9uVxuzJFbkMBh0tJ/jUt9//LErcwJ1bJemAqfGAO1vAo5W4FCGjIKzwiBFuuHTfJC9Zuz79/hAj6sPGDwqwV4gQvbpp1BG9GzAkHw2xK5ocPgE/Hr2VkhCEpKTK5MCqhps0hdffHHc74UQIVD1JIsiNFxQAvx5nJTA4ni9DqEg8PJOHZti3LWZ6YwXlPA4swxsa9EwI0VgdR4ZdhWJZIcBBAssCssBhJl4XlnQSdvTTqP1yukEBAb02qdxNuA36wjO2k00Vp85yBICbxxm/dVIC0GFHiewJJNsoW/PodFpAFLvN7AkwMwU3seqPAKws9PIZF2WTXbalmYCKW4fAYraHgJLK3NI5CpP5PMPusnq2dVKgGhOGhk6vU46uGcW8FrvHwWmTwdq/w4M6/WuLJFA/uXADh+wFLzWecVMT/b4yaYdctNxPbOAzz3gIhi0JIvMu9J4YFd7oE5jSTyZf/dtA6YkAHaV4zPgDqrlmkdHeE4a39WQm2w/WSIT6Zwi1tjarTcdKI7n2G5oDKRhmSQa7VaF4N/rtQRroTEFL2S4fjyxqG58sdSKf+073lJZlk3nBgDMEkYjNxYr9nYpsJgCzr7bz0BDcTxTd3ucfLcRZqYLvlzD95us1xluHyEY+t5ROlsHugg6pkcBT+0H4sOopy8dYmBiwMXgyXdmc02ItQGRZs7Xyg6C7E4f2ZJXTiMAX5EI/HYd2XVpkexAPz+denn35kC645cq6MxlRQHbWzlvKzvIZE0M45xr6CcwqGlsutU6yPuWABTG8/x/3UEg9ox86v+gB7CYqB8XlAB+P5mDRh3i2WkEq/64JXAvmkZQaX0DSxY09BOA2tHKcTPLDHQsy+Z6JsDnyY2mo5wVxdTJB3exKV9lLzAzHqh5hM4eANgTgMKvAxuHgFwzwdddbUwP3dBEcNvt4/tfnEX963LwWr1OrsGpETy+cYCsWb9GsNesuvHNmTa0DAVA7exoppAHp1ifmqfBCl+INPcRRDNZUNmn4KmDErocbNZywgYtvQw8/GwN964YK9/T/k4G7xZkMOixuTkQtJiTRgbYY3qQ82g/52pmFPeKsbK7naB+QSx/2zR4fBOYOWnMZDi/lI0H06M47w0dTLAH6qR6/EC8XjbCLDNIIAkGMN6u496QHM65b3Rx/kIp9d87ZjINeVjy4+wirg2/WUF9Mkmc4y8d4j4cbSUweqNe+9Gq8BrpVi887gAIqaoazF4HfrLAjvZhgeZBgRgbYNFZT5qQAJy8dtJezYvCCxRAknF0rQ6UCiBlBpC7CtjyRyAqS4M9WYXH6IQX5sLCG63Y+YAEZw8/ssUBM69RgTBXKKnjJIvP7MKSX9qw/U8SBnUw0hQGVFymwp7uBSCQUG5C9QsCc68FKh9jCSYAsEYDM65WIaLcrIsqSXCoEhZm0P7yqsDtq6hPXj+DkDK4zv58DeepTQRKeQy4WRJmblqgEeKt67nXAtyTX6kFrp3NNfmFQ2xWp4FM66umM8gw3hRZnct9MBhQNWRHKwkOQtCW/eo06ljwujI3naDpPVuO/33rEPegx/eRpDDiZbbEggzaDePJggyy0Huc/HMiUnj7MO13r0qw93tzuYca9WkVic+3IoeZcjMTgeU+YPevcWwwBhoEmjYKzP+RBfYiCZ5h5ZhtPZ701AARxRJU9eStByE5OTLiDazZIfn0i93EdzXkFYi2hN5bSEJysmVSQNV33313Mk4bkhOIonkx5JFw3VyBF6oZTbcpBAzKEpiC6BcKpiaRybWuIVAr8U/bmOr/1elA65CAqpFhajRS6dINye2tjFTv7+RmurMN+PIUAoqHuukE3ruVRqjdROAwIYwMPavCqObKXIIsd28mSFiSQCM33BxooOPy8zyn5jHV0eunAxhrI/DT4wyAiV0jrGfa7yLg+/15PPeZhfz8hwsCtUPdPqDfzXtansPzKhKdWQEg1kpwY1cb8MgeAli5scA9e4ALvg7kyABUYFgBnmgBplj5+zC97ME3ZtBw/f0mAiUrcnh/VhOwp41MXqePoMrMCCA+l8xWk0xA+J4tNJy/kAn4PQGWsElmh/C7N3McDRDI6Azv9TMtzSwDmuAxLt/xaZ0FsRzDHiefcW09a/aVJ9KZSAoZRx9bVJ8fc5N9iLKZ8OR+gS4HAYZT8jh3H9pFICbcrAFuvbu02Y4et4QXawSunUvnyQAzHt9HhyUnmmDp3VuAi0uBwngNc9IEtrVQB4bcZHOvyiGT7LkqpmSVJZJJtzqP96GB839rM3VjRytrAO/v4HlawHXi3CI6bQB16p+VdNQG8wOMT5/KNaQ8kTXjFmcRtG0eZJ1Hk0Qm3Z0b2R14YSYDDX6V99LrBG5+H/jePNZ1nZVKEFjVWH+0aYjz9LIK6lefi2UC5qcTVPrTNjZ9u2Y2gciNTQSKjbEzSSwrYjQQcfpYk/LCEupiE+j4+VRec2MjcEZhoPmQRyUAvLeDwOzlU+go9zmBR44C538fiNJBmS4A9zcT6G0YIIB07VyyBjWVQaQ/b6eeXlwG3LSW97S/k0DyzjaOb+tQYC7JguuOU7Ji2Mm1MMrK9VCRAmnf0Va+L4si4IECJURV/VAiFAXvtSh4+mAgAGKSGYybqPFKYhjXS0Xiv40GUA0DrJf7YjX3qh/N57wyyUwn7ndyDs1MIaBpN1FHJ5J1DdTjtfUEbYIlxkrdvGMDddcANoJlaTbBmDB9/52dRgDXqJ9skrh/XDOLAEnXCIMr4WbOfZd/dKYJwHXhdL2euVfls2xrob5MTwYiLBqumi7g0cvO5MUQoH7/KI9ZlasiLeN4QMSrWPHb9RL69DJEwx7A5RMwSQK3rbDChgmKs35McQsn8i80oeBMM7zDAj430L5bYPtfgJwVGvLOUOGRncfAH5/mhyXDicW/tMDn4FxR7Cr8Zjd8/lAI42SLqqqQIhyY9xML/E4Jqk/AFKZCtXjg9XP+TL9aQsNaCdUvSig6F7DFAuYIDeZIFT6zC379vbgVG36xVoLDy/U02kqbKN5OHXX6qJcOL/XNr1E3LAqOMaf/viuwh2RGcV1/t451TLe3ACuygR4X99Dzi6lXkuD+psj8e6yUxDMI8Wrt8d8Zsr6Re90VU7geFMcT+PSp3F/WHqWtODbwAfD+93Zwv4i3U78L4ggib2oK1HY1pDiegRfjc9MHsNdspsB1R7y8j9+u5Ni6dIJEfR9ww9s893UlwHs34Hh0WQN2/lXC3JvNODogYI7AsVqqYyU8JZRF9WmVEU8IVP0siV1HfAY9IVA1JCGZDJkUUDUtLe2E32taSJlPtvhUGdnRAk/t10GMcDJVNjXREMuI1FDVK8GqCFxUymizkeJ7bjENz7QIoCNewwvVAosyeV5FYvr44V6yuzx+Ru+NVEevBjyymzXn3qljTdcIM4EWj58F/E/Jo4HpU8mwunYumXZ72pnitCiTxq0i0Yj80Xw6hltbmIq7JIvXruwgWJkSTiClro+dum0mMvVmpZJ56/EzWv/MQTJFl2bprBkT0NRJgOPdukBH7fOKgb1twH8OMiVsdS4BydpeshCmJAH3V48e76I4gpRG85COEQKVp+czNd/pJROha4SA0vpG1qk91EMGoOoDtCpATQZe7qQjuzgFWBIHuA4BPTOAvkECYa/U0GBdlct76Rhm2v6lFXTSJUGQ7JwiOvvfmEFwK5hxEGUhi3hNHZAfByxIp6OwqYnNf36+FBAnrAwYkg8S4XWjLF7GjxfI6BwhSPDeUb5zi8wmagYf1W+y4pG9EqansL6x08vv/7aToJlXJYtxUSZw83LAJGmwST50uRRUJHIeeHWcYmMT9S5Or8NW2UEwdXYaAckXqnm+GSnUd6eP9dB6nWTu5MYAW1qo510jDBJUdTHYYNSRi7ISCP7WbDpeq3OB56qpQ5dWUFeru6mbpxcQ7L11Jefu4V7Oy6XZBBONjsYdw3R2t7fy+CumsmxFhIX/X3uUv/3FEq4d6xsJIn5vLgEbt4/3enEZda3fRUBnYSZZ7MFA5b5OOr7Dbjqbj++jTk1JAk7JZ3mBt+vItI2xcLz+sVfXVY2/n5PKe/vD/tHvfWEGYJXJmq3t5RjMSQd6RrhGuXwMUq1rCABW7+tBrcaB0UCeANcgAYFXagSsCp3TfZ0Ex3KiA/U1fX6Cd3/YDPx6qUD8+OUIQzJGPJIZz1ePRg+cXoLW1d3j/2ZVDnDzOoIbr9YQWC1LICv8bzuZ/t6ms7hUjXpbmsA1uDCOf0wy52RwrcGx4vBS7zKjWTd8YxPn+bRk7oN3beY5PWqgaZohRXEEPDOj+Jv8WDK+q3sCx3jVQL3E84sJjNT0UH/DzZzLS7I4VwHuqbNSCewbDFgBjlVGJLC+UcOFJRp++Z4YBcZOTQIum8LfLcrQ4PWOBlVlWUJ1n3SseU53kA54VeDZaoErSkzQvCcYrI8hXtULmL2Q4gWsfjNyVsvIOUWDavbCrfqO2/78fhV+2QlE8P8e4GQSaEMyRlRVg0dyAWH8/9jxdgsn0lfLyFxqBlQBTfbDr3jgVrVjx8mKgtfqxDE982sB0HBkgHvdiIfrcnkCYFKYxt85Qp1JiwBuWTf6vhoHmHF1y3JmX/g16tm2ZgY/3H4GPF6r5b5WksAyHZuauL+ZJNrE05IZMDnRGjDi4drRPMj9ptfJEjrdDtbBbxwYH1BNi+D+vbWZe6kR3EkKYwbHN2YG9nWTxLUs3k7CxVenMhukY4TXPtg18fmDpSKJdn8wSLwwg9f6606gtxvwTVAO1TMEDPcJvNkNnH0GcOTJ44+RTEBCmQZPKIjxqRSHF4iYFBQhJJMhdkVnqnpCxmJIQjIZMmnL4auvvopt27bB6/UeA1E1TYPD4cCePXuwbt26DzhDSD6KeCDj3q1MFxpyM9000kJA8/2jQH6swPsNAucU0YG8YSHBl47hQIf6uj4ywZ6vJuPyzAI6bucVAb/fzOs8upcgxsJMMuQk0Mj70zY6lglhZD0+X0WwoDyBNU+3tdIpK4xjOvqgmyxNj59M0rMK2YRjSzPT3memMlrv9NFR7XHSCXy/gfdT10dmZrydx9X1Abet5/1+Zw4dX4BMg0gQ3FqVx1TgLc00KAviaES3DgEz04B3j7IDa00PwZvWIRqYkRbg+gVkAHj8TIV2+mhYt+vA0JenAHdtIcPVkDgbGXsP7uL/rQoADUiPAIb9gCUOGHkEOHsmIIUBIxuAVgHEnAtU97LuXriJ92CWeV8OL++5300nuN9JoOicIjKgLirlGP1kIcG8bgeB4fIEAm7RNgLM8Xa+4x4Hx6ttQENs1P9ipv7fll6nhL/tYtOYQTedoKnJBC6fPQhcViEhQQAjPhl1/QLTU+iQtQ8znfaGhXRo+nSAMNYGVHepmBPvgt+jQoOMcLPA81WsjxthJivtpUMMHkxNJvtxXQNB/02N/EyRCABJoI72Ovl5TjTB0s1N/L0sMdjRNMDgiU8lk3O5XtOz18n5lBJB52ljE5vmzEhhQ5yyBM6rrS3ArSvo/C3M5Nx7rHLijsHVPXRyH9o9ugGPInGeG/LiIerjggzO7fwY1pMrT6KeNA1Q91flct0IlhEvQdpZqQGdqu3lveXHEhR9+gDB3xK9DPjWFgZ57t3K8ZiazLGo7OCaOTWJbHJFprNakUjneX8nx/n5ar6fiqTRDXxcPtaM/eo0jmtdX+C5PH6O0xqdGXndPN5jfT//PLSboN7XZxA0C8lHkyGPGNWABuBYL84Czi5kIMCYgiaJQQMh+F5yY/hOd7UxK2LEy7T+u7cEAP2ZKcD2ZoIiD+9mhsLrhzknCmI5h8ZmERgyTa93+lglQYw5aZwD1d0MhHQ7+O6nJfM6bl+ghrHLR+ZY+wjv+5blowHVYHnvKG2DuzaPLjHwai2Z2QszmHK8OpcNe4J1UgPwxhHgmpkaLqsAbnxHOo7dureD93nTkkAt1WCRZAlbWiamxe3tELikRIGCkwuqGqKqGlThBkzGB5NymZBMgvj8fjYuMmo5jnl3HiFjV/vEoMFOPUtjbjpt5eB6qvF27nfjidMH7GhjIP6Pm7nWz0ih3mdHM9hwYQnt4UM9wE/f1Wtx6/uoWWJ5pimJtAVre8e/Tnkig3yVHYESAa/WApeW0977xgyCpA0Dgd8khbE+9/3buR6khAfs8JW5tJ9v38D92bif944yu+yXSxnAlCUGg66cxjI7Y8//ten83JDCWNajvW3D6Pvf2MQSPoVxzE45kaga7ZJTK4DkhUD7xsB3ig1YcL0Kv8Ud0s9PqYx4gbgQ4/EzIzYDVPWGQNWQhGQyZFJA1fvuuw/33XcfIiIi4PP5YDKZoCgKent7IUkSvvCFL0zGZT/XIiSBITeNrcQwskg6RgIO4un5uvGST6fumQOMYlsUHrMsm2zWna3sfLqzlQZP2zCZrt+bS9bpgBt4Yj8NqmtmAwc7AzVV/7KDabDxdv5JCAOS7HQsZ6UR5ChPJBC0IENPjVdoeG5vIWM2LYIG4LaW41MbC+MIHl0xhf8/q5CARX4sAYl56XyeV2to1KaEEwTaojeBscgsB9A1wuPsJqZtWhWmLBmpm0MeglrLsskGzI8l2BJmpoP7QjVrU/a7yEIoTySw+Y0ZdHq7HYF0swd3EVxemMHxLEsEWofJuH3TDcz/BmAbArzDQPJZQOUIYLEAb1czdXhuOhkULh8ZgHvbCa76VAJbFYl0uJ/Yz7HXNBrjlR104CMtZCckhwH3buMYfGs2QYD/t4hg3lMHgO/OBvxjkYaQfGSRJTojd2xkTc54O+f2Uwf4vSIDQhPoHOH8SQijE/TEfurYqzUBBuaaemB2moZl6X74dJpYhEXg7SNkP0daAI+Pv3ulhrqQEUn939BIxsuFpQTkvCqdJQlM8TXLBOTOL2HdUbefTl+khXPo7CLOY5ME5JeS/bIihzqZFUVg79JyHlfTw2srEoMKR/qoq149HXjTOM06BAg49wWBrA4vmbEjQTjKafmBMh3G9Bx0M/AC0EH9wXwCmx69lmrDAEHQYKZ2WQKd2HfrqNfpkdSp0/KpKw/v5nGNAxyb3e3AaXnUmTcOE8Dc0sw15rFKvldVI1B+YSmdV1VjgKd5kMzwf1dyrL4yjc7lihyCccZt9bmoh3PTWEZhazOvfd82Mma9Kv/8aStZT/2uwNri8PL99Ti5fkVbtFCjqg8p46W4rj1KkFHVgBsWMdgk6/rw/lGCmBFmAqthJr6Le7fyvcXZeXy0vsfsbgOmpQA3vks2W7+LgCrAOXhBCVP5g+c+wLk/J42lXr4zm80LjaZrZpl79zy9BMaftwVK/CzJImj/Wg0Zau/UEYAdm+obLF6V1x9bsxXgvL1hEff6yo7RgGqwvFwjkBWtHWvENVbWNQBn5WtcpMaKBkRaNIxumRcQ1jgOOesh+egiQTtWB3U8ibRw39A02mfBrM/kcLJNJ5L6Pu4xKeEMfl6l9xB4ror6FmujrZ0VRdDyQBf/ZESyPveLhxjY/9EC7hFGeQFDwvSsq9vWUwfXNQT2i8f3swTPPVsYrO9zBdYdh5eldmamMjjq9DEYuTIXUIJUzLgfQwRoHxgAal0fbcrr5tE2NJrI9jp43FemMesk3k67dMQbYLAHy9tHGOB3+AiOjsdWNUcAg/p7+uN+4MJFwLTTAVcroIQBcakaFKsL/lAt1U+tOLzM0gnJZ0MUieUahjwfUOcjJCEJyceSSQFVn3/+eZxzzjm44447cO+996K1tRV33HEH9u/fj6uvvhoFBQWTcdnPrUiyBEmQgbW1hcZOcCMTWQB23SE80ktQcbqeJuhTCT5sagQqEgVeP8wupF+qoPMpmQi45MWQRdftJAjUPULA5PH9ZOzU9JDZeZ8O3NlMBAWjLExdKornBvzyIYKhLx8i+CAJpilfUAr8eSvw5Wl0PJ1j/LAVOTRiZYkO5pXTeL4hD5mXz1fz+YzfKRKf4Yl9gbTGfhfT4iMtfG4DvDk9n0blAnD8piXT2F7XwNpz+zuARVkEq1SNYMyWZjrhu9uYGvpOHXCahb85pDNKDWMzysL7H/EQyA03Ab96j0bz7jZgYztBlyQ/Qap1DTRmZ6UyDc0s810MugkOf3s261VePYMA76n5gfGItJBlV6XXuF2Wxe9vWsv6dyty+GyDbl7jT9uAMws02CaJEfR5Es1ig6LS4Wob5pwKZnvEWGmAal4N0TZ+tr6BDOxnq1gzd1Uu0739KkHHcEUFXERfFEXGplYN8zME9rTzXRfFU3cvKWdd4wgLAcCNjQQz97QThDk1nyzNaCvnUGYUQfoXqgkkZkZxjWjqpmP2Wi1TIgEGTRZlcZ3IiwUkieDhw3sIrJYmsCvy/i7O7zMK+NnfdwKXVIxf/+38kuMZQVFWsrtHvGy4c1Gp3vG+hg10nhiTdi8L6uCAi05r+wiDQW/VjT7OplCv/ryN5/apBH8NnQqGbuLtPN/bdQyyZEURYO12EIDNjCSI3eXgO+pzkYHaNkwgOc7OdW1qMsttxNkIvpUnckx+OJ+BodpejtUpuWTMb2hkKYKqbgZcYqw4VoxjxEsQ+4x8vq+xjuw3pqsw+09yt/T/w2JXVCTYpePqp3Y5OPffP0oQ1OPnfD+7kHvm5VMYgFiVy4yNES/nkcGmHvGwtM26RgYsVY0g6Pox8/zh3QxsvX+U+42qcW0+NR/4516uGfPTeV2jSeQl5QRb56azZrchTh/366P9LC/zh81knvU4cEJgSQDHsXUN0cA5XJ4wfmdvQ7odLEExkbj9vMZ4RqbX68PKbA3v1o8Pqp6Wp8KieTEOHHucKIoESZKgqip8ocDg515Mmg9nFphw77bRwIHdxCyr3BjOTfc49YMHXNx7mgbHP3e8nYGxRZkMam9oBJ4JqpHc62SZFqPs1IZG6uwFxWR0tutBjEd2Az9bTLt1Wwt1bmYK97NH9/L/h7q5/hwOYrTu66BtfbSfNmjTINcdVePas7OVtqVfo47PTgW+UDY6KBks01NGg6wAS83U9dFXOCWP+5exDphljuOQm9f4zmz+f2w5gz4X18QXG4ArrgZ23ovRG60AKr4BvKf7KaoGPF0HPAPaNRgEbi5UIcZDbEPyqRBNY9ZjqKbqZ0vsiobBUPp/SEIyKTIpoGpHRwfOPfdcCCFQVlaGV199FQBQXl6Oa665Bk8//TQuv/zyybj051LcshVun8DqPDpk7UHsEwFG000CmJ+u4akDgh1FZQInDq/ecKYc2NAAFMVr2N0u8NYRAibhZuCxfTQKI8x0JN86woh80yB//6+9BFZ3txEUiDDT6CyMI9hyWQWBxi9PpdPYOEBw75Q8gqQxVqb+n1lEY/E3Kxjpru4J1GftcxJUWZlDIHZNPZ+1LBGYkUoA6p26QLr7wkyCF23DrP82PYXOqIbR7ABJEAB58wid6A2NZHheNoWg8dp64FuzyAZ9+RCPmZHCtMi/7iCjMMZGVrAKHKt3ubGJBkd5Iu/RSHtODCOQ6fYDv3kf+NUyAmN+leP58G4apJdX0Lj/5kw+q8tHhl2JDlYpElOsFJ1N9cQ+jkdJAkG50/IJOsXb6XhfNYMs199tGg3I/Hg+ATXhDNHc/hsRJhOeqZZxVpHAV6aRXRjMuLQqBDtl3ZaJNhPY2dhEB+z78wimV3ZQp5Zl07n66hRhlJeDEEC/S+DxfZyD89KpP9OSGdBw+8gMaR6kA/Xt2ZzfNT06Gz2Lc+r+HWTYaRqdpEsrmN7X7aDD9sZhAnvLs+ns7GwjOFscR0fqSG+gbmliONeIkgTWcTXqOL9eS117tQb49XLO4cO91PWl2fxtMNiUFMZgzJmFvId+F+flfdtYBiPGSpDTqFOcE8NxG3Dx+PcamIq/Kpcswddr6TAXxREo+3cl/58YRp1x+wDHOL7AKXkEVJ36uzuvmOOyrYVsxpJ4BnFkievYrjYC2afkcRxkQTBKVckQlyWuQTnRXMNeriF76KxCvbRDN9el787hnFmdR1DaIvO+d7TyPur6CMB9cxaB+OZBIDVCw9kFGqJkD9QToVshGSVmvws/mB+GW94Xx4JwcTaCE0aZh8unBHTnuSruZe3DTIENNxNor+zgb30q5+vZhSztclZBYI8xy4G5ZEiXA/jdRmZrXL+AWRObmxhUMe5nczNrCbcPEWy1KmTX3bVl/Gc61EPdschkxX9tOhnjyeGj7QFDZqYG2LPjyaAbmJbEOuRG/fSxkhOtwXICCzLaCijSxA53pOLFRSUmPFM1GvwqTdAwN02D269ANsmQ/N5xG9XIkgTZbUXHdgm9tUB0toaUWRr8VneI3fY5FZNqgbdDQToE5qZo2NrGDdciMwPryf0MhMxM4f42Vt47Sn0zMheCRRJkhP+7ksGxQTfT7ceTNw4Dt6/i3lzfD9T0jtbDjhGg00G9vnYu7fT9nQyKuPQ1wOHl+hEsTh8/+8cesl37XbRRp6dwLwreUzWw7FZyBHDtHOCeraNZ5wl22ol3bz7+/tc30AZuHRodWPH4+ScxLFCTdWEGxy04cJoZxWesHwT8c4HpvwQ639Yw3CwQlgEkrQbe6gPmpQHb2wKseg1kxF6/QIXJ7w5x1T/F4tEJOWPnaEg+3WJXtFD6f0hCMkkyKaCq3W6HEFTa7OxsNDc3w+VywWq1oqSkBM3NzZNx2c+lKIqEzW0CuTF09r9YRsDgcC/BtuJ4gifPVgErcgQG3DQq4+10HqOtZFD9fiMd+sI4gTgbnUpFEMg50EmH8Y6NwNdmkHmZH0uHEyAYeNt6GpDT9Zpwz1cDXywlw8Yq8172tDN96WCX0emXhuqbh9mUo7aHUfP8GDLjYmwEGJ/Yx7+nJ5O96dcIIFpkstA6h/l3rJXNdtqGyOT0qWSjzU/nGMxIIRhhGGpWhQzPd+oC5+pz0RlVJEbsSxNoPMTYAg2zDnRxPKOtjNS363VpX60hWPxcFYFVs8z34FUJ1MbbaTwbBqQK4LfrmVJlkQm6LM/he3H5aEDHWAkqd41wvF88RKD52jmsz3VJBuBFYDzCTTT23bpP2aKzeI2OtoZIginQDf2AX9Mmr7jy50TcMOH9RoEVuUBVp16ndojjz0ZxdJqSwjj7zJoXP14g4w+bBV6tBcIbOE9npLCu72/WESw0KzjWgENVVVQksb7azjbqwVkFBOdeqyVDNl5HYBdlcv56/Ex9TwwjQLcoi+Bi8yDva4HOpGsaBP54Kkt0TEni3N7fyeDLwgzO+WgbnUhFInP0iqk8Jjs6wJoZK1XdZLOVJxAEdfno2O7pCByTFEbQXxbAkwfI9pEF8LvV1I2HdzPosaGRQPKURDJ4vH7qVreDY7Iki+DxyhyyPwHO79vWB3T+7ELe/40LCVAZIJYAgVGfyrFZnMl77XYwLb8skcd5VYJiwx6uixVJdFTXNVB3a3p5j5ubgJI44Pc6CDYrDUgN53zw+AmkvXWEYx9v17tGu3jfz1XxuVfmkBF0SF9nt7dyTn1nDiAJDVGSC6rXB+3D0PlCckwI0Gn43lyB5kGC3tOSWAfUpzIgtrGJa/rqPAIPyeEMfL1bzzl9XhHn0q42nrMiiSD6/TtYXzslgp8f7mVgbe3R0ffgVRkgSI0gaFnXd/x9DrrJfP7dJmZMKNLo5mtjpU4HUQ92cb/7z37+7qFdONYQCiBAfFkF8MAJ6vHmxfC635vLlOQR7/HHfLFcYNirHWPmj5Urp6mQAHhMdkjQYNE88AeB/8LrwbI0YE6qCVtbAIdPYE6qhhibwLNVEg52y4i1AecWmpAe7oPwBKKhsiyg9tiw/X4JWUuB9LmApgpUvwDkrLBCSXTCr4ZYq58nMatW1L6oQJIFUmYzU2lVPu3O8kQGy+r6eeyuNtqmkhgNNBrr86l5XJ+DbcXvziE54ZwiBtSEGL9hFMC9uXWIQObcNDLHx0pDP/easWuDIcXxXIeCZVYKG0B5VWBtHckQqeEsK2SUGBorLx0CblsJ3LmK+27nCM9tkbmfj80KA/hsBhs1uEyBAH2DeDvvwenl8y3PAf65J1DD+eIy2p0/Wwj8sxJoGATOWCIwN1HDG40Cm6poo+7tJdli0A00DmhIjdAwLQmw+F3Q/KHAyKdZHF4jYBGCvj9LYlO0UKOqkIRkkmRSsJSKigo8//zzWLBgATIzMyHLMjZt2oQVK1bgyJEjMJvNH3ySkHwoEZKEQz0Shr0EJzqGyRSLtZFp2TFMVtm6RgGXj/VIB900rCItBAf+uIVAxqxUYH2Dhh8vEFhTT4DQr5KZ41VZC/S5KqbLP1/NZk5GJ2ENZO/sbuf/F2fy304f78WmEKC4fQOBA6tCw3bADfxwXqDrqCyIIa2tA4oTAoBUnJ2gq8MbqML2hVICyEMeOsOliXQkDQcyLYKG85CbjLHVuUyHahok4GnW2bpV3cCXynmPkiBwuTCDte8GXASXX6jm/RXF06A8PZ/G978qaWwvzSYD1eVj2rJfLxMwPQWwyUyZNkscRyOtF6Bh+bedfBfZ0Uzh3NrMkgh+lcxDo5tsQhidfL/KrrOL04GhtUD86TzX2UU8X5cDOFQNnFEI5MZyjMbK6fmAw0MQTgmV1/mvxekTUDUC7LmxTMMz0u3retnNe04qYBIahADckgX/2iVw/QLqXrcjwP6+ZR3f4xVTcazJHwBIkgRZEPA40kemiQbA5SXQ3qM3n3qlhiBkQSzf7eYm6scNi3js3DQ6ml6VwYyqLjIy+5wE8H+3iXqYG8N5/LbOTF+WHQBPHF7OnbeOsLzAhaVM8x9rXpcn8jo5MXRea3sIUJ6Sz+tFWqi/+zq4Zgzpzttp+QxmPLKb4FWkhetWjI3A4gM7yO59Yif1OsZKR3e1DowWx1NnjS7GEWY6w5LQdVoGbl7OWqxOH8+7vYX6bJHJJHV5uYZeoNel1TSuW8Me6tgFpWQKyYKM2LeOkL2zr4NlAwzGUVoEr985Qib7ew18R6pGwPuKqYH3Igmeu2UQeOsw1+Rzi0eP1T1bWBta9fqhhfyZjyySJOFID/DQHgaW4mwMUgQ3RJuhM9meryZYqUgEy5dkEQS9bzv3gbMLuDd1O/j9rFQGHzx+lsvRNM6trS3Hp8jG23n9sWUtDBGCe+QVU7mXTk/W98cJ3nmYiXPOroOgYSbgP/vYtLBtmPM+xsa59buNBO7HNqECOJf7XdSLf+8jk+6pAwHgN8bKdUNVgXu3CXx3Dufzvg7qf2YU8JWpGhxegd9sVNAxwr31tDwJK7NVCHegwKLweRAGD07NkCFJAu1uC370ljj2jB0jQFW3hHOLFKzOUCF8HETJY0H9+xJKvwBUPQcMNLBUUcYCQPVIkL0W+GUnhAAU1Qy4FfhcAopNA6xeeLVQuZv/S6IoErQhBTnLBTzDgDkW+PteoKqH8zfWxj3ZEA1c788sYPZAsDxWSZ2Zl8793Cxz3Y+0ALe8DyzJDpSdOeE96XaVy8dMqrHyTh2zV/6w+XgdLIhlOZzvzOb+qUi0I2LtDKi3j9AOeOkQgzM/nD9x7WOAz/HWYeCyqSQaxNl43qtnUq9fqx0dODGA4NQI2rMP6czds4u4vrh83F/bhjk2S7OAb8xkea0lWUCcFbg6B5BcLD/gVUkMODAisDaIU9PjZF3xBDswK1VgfooXfleIofpZEAOMD9VU/WyJXdHQ7Qo5fSEJyWTIpICq11xzDa688koMDQ3hgQcewDnnnIMbb7wRc+fOxYYNG7Bq1arJuOznUzQNGZEq3q6T8J05NBwvKCGIKAs6d28d4aGdDqYspkbQwHnqAJ30sgQyxQ52AkXxAiMesiLTIghUrsgJ1E472EUQ6PR8GkKLMoANY6LpBrvyzo10ODOjCCieVcjzvneUwERJAg2xtiGCRJFmGmeaIPDSMkQGmMtHFt5ZRQQYc6JpbAJ6UyknGaqv1fIa0VZ+1+0gu21VLg3Yc4sYSbfoYGrzIFPovzmTzpvDxyj8P/cG2Ep2E3DTEgIbf9wCuKuY8u/20VA8u5AgZ/MA7+mVGh6XGsHrNvSzpmzjAJAbzVThackB8NmQQTfBrYvLmPq5sYms3q21BGpe0mtfWhSC5DNSgb4+YHg7kL6STbLcPhq4q3LJ4suJJiv5unnAC1UEDhLDCKD5VKBthCDXOYWTMC8/Z2LRu2q+fjgAuF9USudNEtTLITegRAF+sx31AwK1vZyDbh/n+MO7A+Urzi6iPpbGBa6hqhp6HRouKBFoGSTI36iXwJiXTl1RNbKvt7VwDnn9nG+n5lN3cmPoML1SQ5C+uhu4sIyp59+YQd384XyuGbvbyFRdkkXgdMBF51QW1AtFomHd5QB2tDAd8eVD1PFIC9kr2dEElna08n5dfq4PTx/gs4abub6khBNESg5nerzXz+DDOUVk5siCzF0jqPLdOWy6dVEpAylRVgJBMTb2xdndRkbemQWc6z6VwabT8qnrGxq5ZpQlkAn6z718ZzNTgIvLAWiALJPZu64BqNT19bIpBEYf3M1z2E2BOssl8Vx71tSzjl5uDAHfmalkku9s5VxYkUPATpHobP9nP4+7sISObesQ1+dzSxiEUrWAI+tTuUZB00YB7iH58KKqGpJ0RnfzIP+YBPCblWQ8R1nIEg4GO3wq3/eRXgIhbh/3WKNkRqzg8afnUydeqQmUWZmTyjIvzx7kGiwLBs9OzWOQcjwJM1EnjEZyR/o47+emj9/4TdYzD9qGuSf1ObnXnFnAGtq1vdwbHN7AM711BLh5GYHT6m7q4rJs6s29WwPj89cdLCeQHM5gz4iH43Ckj/uWUQv6ohJeo9sBdI0IPLAzcH9OH/D8IQlHBwSuqrBAeEd36PF6/VBNVjywSxoXNH7pkISlmSZY9NrfmltGUjmw+W4ci+SoXqDhfaCvDpj3AxlCAcw+O3Y/JKFzL0OxQgIyF0so/oICtzhBJ6+QfGZEliT4u+zYdq/AiF7SwhQGnHkpUJZPe9WnHh/we+og69J/YwbByc4R6tDZRbTFXq6hHvpUzvtT84DyJNqSNT3AD+ZNXF4jwR4o+WQ0iDXscEP69Nrdv1jCDJGDXdTBU/IYpH9wJ1CpP48suJ/2u1jjf3sr98AWnbk+XvO9YImz04aNMNPe/ufeQHCmKI424n3bqM+l8WTaH+gge99uIpD75mGm67cO81hDXHpd56ZBlhz6204gUmHWxptHA+tNRaKGL5YBdpM4LsDE7A8NCGKnms0yAAG/X4XfH2Kdf9rE6eOaag4xVT9TYg8xVUMSkkmTSQFVZ8+ejWeeeQaHDrHLwk033QRJkrBr1y6cdtppuPHGGyfjsp9L8Xr9WJhBduUT++j072mn0RdlIehgMKaO9pO5edcmAjGXVjAKX9dHI+mamTRcIiwSFAkY9NB5LIwbzeJpHyZYJwng96cAU5LpcDq9TIMsiGXdT5/KMgHDHkbGXT7ew2VT6Hwd7afzeU4Rm70syeK9x9oJsBgMujAznbtXa8iI86sEhG55nwBQRhQd3MV6ev4rNby3uemBcgFbmmmoPrGPhvNKnd3WORKovTozhQBUTjTBsV4n/20zsR7pD+cTrKnt5dguygzUV3T5aRivyNEZrm42IhnxMtUyJZzp2AVxfN7WodEpmbJgvUSnl9d1+2mk5kTTSF2RQ3af00uw7O0jwM8KgL2dgOonGHZRKX9771Yaty4fwZnb1gM/W8LxMcnAoIvMgxsX8Vxn5TNNMyQfX6zwYXqyhN3t4lgTs01NnLcp4Xx3bxwGCuMl/GsvMDtNwK2nrz99kGDlOUUEI1uHOE/LE5gya5isfr+KojgNN7xL1untG1ivdN1RID+O7Lr2YYKnwx7WUlYkAiZvHub7r9XZs+Fmzq0mHVRKj6SeVCQBd22mLn53Dj/b0cq6nzcvJ0ijapxHPr22Wn0fWasP7uI8Pb2A83RDI+fpb1YAf9zKQEN2NAHVeel0SPtdHKezCqkzZxRwnCRBlmtmFPDTRUyR7Bzh/+dnANVd/Pebhzleq3MJkP52PQM1sTYCrO/UMfBSEs930jzI5znYRQDp9g1cI76mj9XhXoJGv36fAOy8NOrmV6ZxTartIYB7STl1f1cb9X9eOoM1AD/zqRzf5HDgD5uAW1bQQf/rTjrZAkx7lAXHb38nn+O0fJ4jLZLv8icLuXY19HPNW5TJe7BKodTIjyuapiEpTEWURTqW1nr5VNYO/FJ5ABQdj/nVNgxA47wyyjIABFF+OI+fjQVKt7USVL9+IfXDpgBvHAHu2AB8ew7Byd4gfM8kUff+tpPfGbKhkWt2Yz/QHFQGQBIMir6ls9NnpnIen1/MuVrVzeOGx5TN3tlGnTFqyHaOMCDwSs1oAKrPxd8e6qGOAwSYDLvC6ePxezqA56tYcuA/E6Qi724XGC5TEAH3cd+5Nem4MjWGaACO9AmURwqoqgZJYqr/eJS2wSZgpBMIS7di+30SemsCDqSmAg3vCwhZRsFFphBj9f+AyC4b3rtFwB80pbwjQPXfgXn3Ar/dAXx1Gtdn95hl82+7uCf9YD5t3W4H7TgjIyOYvbmjlfvUrjYGMztHuG/cs2X0cXYT7a+/6kEFn0q78Qul3OuDxeml/uTHMstC1ZiZ9YdNo5tc+vU1Rxa0x1+ppc181XTuZYNu1hTf24HjJCuKQZDqbu4hb4wBdw/1AI/uYbDIr5J5aJVp18tdbCjpV7mvyoK2yXhysIvjUNcHRJUBb+0cvYbu6xRw+TRcWMKMkLFyRr4Gv9cHRTNBc5hR95qAs0sgeYaKuBINPrNz3NrKIflkxOELpf9/FsVuAoa9zKyTQthqSEJyUmXSSikWFxejuLgYAGCxWHDLLbdM1qU+92JTXbh+oQ33bhW4bT1rIpYlEHRw+Qi2GA7g81XAd+cS9DTYkgLAafkqsiP88EGCHzTicqIJBAy6AGE+3mhTNaYIyYLAkVkmEGo4lQl21vi0mYDDPQRsEsKYJjjsIcCYEk4Q0K/xPtfUA6tjCJacU0wDrXGA6cOn5NHg/c5s4IVDgXpPGniMT2Un9JIEfvb+UQIn+zsDxrRVprH6jz1jxlDh/XcMczwWZ9IQbR4iuycxHHi3juyj0gQCL89XAZdOAdoHyeRrHBidypkSzkYkR3o5Vu/W8z5yosmGc+sgc7SVz7e9hQa+ca87W8ncnZ7MVCvDdIm2Aj+ZAhx9AAhPARwSWQj/3MuO4z9eQOZgXJbOLPJy/NOjyFR+sZoA8qFubqohwttJEK8HV05V4PRK2NkmUNlBsG5eOsHBuzbTYTu7ENjbIXBaAefZ0wcIpj+0K5BiBwDTkzVcWKxCG1O7weJ34dfLbDjYTWb6nnbO0SnJnH+xNr7zZdkEU4z52uOkYwcQwFmaRdbN3ZuZhrw6lwDgoJvA3suHAswam0KHq9tBBktGJMHSiiQCwUYpjZL40YBSjJXgkNNHfXd4Cdicr5fVONDFNeK8Yv7u6plk5wKsh9ev11M+q5Agblki9fOlarKJVI3nmJZMNmCXgwDQ0wcIev6rkveUHkk963fxXRzo4pqlgWvI1pZAM565aQF9eOMw2abnl3BdGfHy9/E2roPbW1lmQNW4NpySF2jYIQmOc3ok16udrSzPct1cAtlFcXTSo618N7LE++tx8p7DzHzm56u4fpYlcsyePQhcO0eFyedGiLvz8cXid+Fni+y4c7OEbgff48/XELA/u5Br5EQytlQAwLnn1zi/x5OOEa63Lx2ivhts07/tZCr9sIf7UmIY99khN+dAsMTZ+fdFZZyjdX0MHBTFEXRfnEWQ5rb1XAMSw9jcLbjczFjxacDmRjLNLihh4G+sxNmAkgQNv1gT8MBqeri2HeiijVAQyzReINBobiJp6AemRInjAJIP8u/koMifkMhInUg6DwBZsfIoQHXUPbwvUHC2CTCHQNXPsphMMlrWYxSgGiyOIa7DGxq5Po9N9Qe4v1V1cT97pWb8+sAA51/wlK3soJ5+ezb3TSPzKSMSiLZw7zBYrG/XMSB552qu+wMu2qmDbmY2Gaz20/MZfAwGVINlTT1LQ31/HoN6f95OO3JaMsuE2A8y08mQjEiSGO7bRgD2L9vHP2/LEPciq8TyW28e4VoQZiLYmx/L5lVTkwM9AcaTuj7Whq/rG79MSW2vwBVTNVhkcczOtcjA1TNUREpuyKqC3kozdv0toOwt2yRYY4AlN9nhtYyE7NVPiYTS/z+bYlc0aBAY8QpEmEPKFJKQnEyZNFDV4/HgmWeewaZNm9DV1YVbb70V27ZtQ1lZGaZMmTJZl/1ciub3Iz1cw3Vz2c3Y62fq3+Ym/j09mY5Rj5PgqruKkXuzrKeghqmwqB7A44VFkuCz2HFOkTiWctrvJhNtdR6ZL5v0Go0Wmayahn4CMi9Uk20mQPDh7CIybVqG2FCny8l729fBmoabm2lUAgQaLTLT2+v7CCjcvoFR9nAz05n7XTQmARp3+zsBu56K/2otndOLy+mgCkEw6e0jBEBsCgHYFbnjG9YXlPBZX6nh2LxcQ+MwI4qs2rfr6DiWJNAgtpsICj+6h6lRD+0miHZWIZ8p3KwbHRod16p2glJRFoKtezsIwERb+U7q+sieNdIuAbIWd7cD85KB01KAriE+h6kPaLgPGGoF5twI/KsukCbmV9kNdlk2Hes+3bmt76eRvLudLMQZKawBuyp3tLMako8viseBb80OP1a/MNwcqCM84CZ42efS6w+3MZ1vTT3Tay8ooW6NeICMKA1RshdwH+8pqn4V8VYPUsItONIn0DZEYGNZtp5qD77nd+ro1CkSgwsAmdZ3buR9XVJO1ozbz//PTKGOZUcz1f3HC6hHikSAcFszASdFou6/W89AQNcIAwq/WEun8cZFnP82hfP/X5UBnX27jvd512aCqYlhZLc0DxLUlQX14QtlBJm/VAE0DrJ7cZhZLxkST/C4YxhItAM/W8y1wiIFml/V9xOMvXYOwSyXj6Dk3vZAc545aYHu7YZYZDrewc2AXq+l41ySwHIpg27qfX4Mwaz2Ed53STxB2AN6DdcFGXz3Df2B0gS1vRyjg50Epc4pCtxPURyB7M5hZhCYJODP26ir2dG8blEccEGJCrPHEWLs/Jfi92uIkBy4aaEVQz4JqibgVQXWNbCedoQlsDeNFUOvg2V+Ov/uOwGY2DrEtT/SzNre21t5nru3cG1IDmMjmgEXa51+qYLlYJoHec1+F0GRHif15NrZ3OcMNvmQh38MsGLARbBmygQMNoClLP6zX6933Evg5bmqwHNUJGr42nTAqnmQEWnGwW6ClPX9zBqZlsQ9T0WgrmOk+cRAboRl/ECeRfiRFyOPYucaIgkgJ0qD6tV/KKtQrDJ8E4y3PV6Dc5zzGKL5AZ9TAOaJjxkrsixgpCOHZPJECAFJElBV9QMBNKEJ9NZObMAIvVzMthaWxTm3iMFCp4/r9sIM4LwSsk57R2jDbW8d/1zz0gON6QAGOQ51s3xGvI26OC+d+8RZhbS5b1wUsBcdXr0e9nwGx/6+czTDNdxMG7uhf+Ln9aospfVqDfXVkLfrmNHw62W0uwdc1Jn24UBavxDHM3WDxSA+/GoNj5NEoO9AeiRZ/G3Dxzf3CpZICxm5v17H8mEePwNOwTLsBu5c6Ue3U0AAiLNpsPn8gMMM+CXs+vvxgRBXH7D/cYGyr5rhhee470PyvxenT0AStAlDPQE/O2LTS5UNeUKgakhCcrJlUkDV3t5efOUrX0FdXR1yc3Nx+PBhuFwuvPfee7j99tvxj3/8A9OnT5+MS39uRdVUCCHhkd0EEQzj6Rw9Xembs2h0bWmmobWnnWy17a0azs/3wa83gIBgk4hBFx3AA51svLO5icxXAbKtNNAxOtzLhjJbmplCaFForFZ304A0mlysyKGxWNNNps2bh8mqibSQFVqWyOh8ZiTwjJ5CmBdD8KZ1iJHy6+YRuEgI47WvnkmQ1qqQBfbvfQSnHtxF4MfozCpApp1JpqF71XSep0OvoXVGAY3Qw71kNXSN8LNXDtEZ/eVSGuN/3MIyC1aF1/VrZNkZ13nyAK9lUQj0zkgh2PJOHUFTATq4r9aQDTgtmUDRiJcAz92bRxu9M1KAll7gzm3AdeVA2FGg+XXA2QvEFADLrgG2eQOAaloEazRGWuiIB3eUzo4mi2JJFp2Ge7fSKZiZwjTuSYuufI5ENdvZXMxL1rDDGwAWBOhsRFv4/7eOELz/8lT++5E9DCx8qUJDpHADnokZVKrfD0kQJCxP5BxqHSLYWJHIBjlvHmEtUI+fQZVVudQPr8o50jnCNQAguNs6TOP4qQMMTLx1mEELSSJ7c3E2AI2fX1rBObujlU6XAHXi5Rr+CdYPgLVPSxMIoGZEsqP4qzUMJiTYyfRJDSfw/O99TMU8r5hrBMBneHwfv08Ko272OACvnr4UYWYwITEsMEZHBxi0GXKTpRSsV1EWrhPrGvhbt5/swNV5dBrXNwaO7XNxXPZ1sP6eLLGR16xUjv1LerOO4C7QU5MIAm+u430tzeZa95v11NHLplAHjbTRU/I41n6Na+yhHq69VmX0mvKVKRpMNncIUD1JoqoaZNWJGAF4pHDIgkBm9wj3xvGCbwCBhzcOj/5sSRZ1KsJMYHM8SY8kiNPvJqs0O5pBlUE35+7F5bzmokzOpwEX8O9Kdiz3+EcDGf0u1oS8Ygrn5yn5ZGMrEq+zoZF/+pwEeI70HZ/+f0YB97rgGqsFsQxOJoRpsCkaLJoXwuOBCoErp5nwy/cD9RA3N7LUx33bA8zUMBMZc5dWUJfHikUG0sI1aB5e1GRWoGmApqrQ/B58Y7qCX62TjpUWMOTLUzSYtcADqGYPck+xoualcZioAkismJi9aByjWDV8GJ6qoikQHjN6awVUHxBXCAibF14RAndOpkiSBMVjwXCrhJFOICoTsMar8MquCetHa0JDVKaKtp3jA6vuIwGg9JE9wPfnBgJ/ANf1e7cSMIy3s+/AeGn0qRG05V5iRTMIMKBQlkAb2a8xAD/kZj3mpsGJ98NeJ/fcSCvZnz6V97gsm7XvV+ZOPEayoB0bDKgaMuShfepT2WDxiqncJ6cmMWtFgMG64L0qWFIiuP97/FwzyhNps8v6muJTaafOTBkfeDbLJFf8fRfHeI9eGic5nDbwTh2QjrQCJq8TyXrauMVtQ/WzJvTWCmQvwYTRmNYdAmWXKYAppHefBnF4BawKwfqQfHbEroOqg16B1E/4XkISkv9rMilYyp133omRkRG89tprSEtLQ3l5OQDg3nvvxVVXXYV7770XjzzyyGRc+nMrZr8H7YMSvjNHwv7OQE3VRZk0IG/fwLShr0wlEFHZQTbM9+cJ+LRA6p1LssLrE5iVCmxqJsstykp2FkAw8LXaQH3D2Wn8c88WpiIZIsA6b+/WsSHM3nYCr6tyCR4uySLQ6/Gz2/3bR9joBiCw+pftdPDOLmQEP9YGvHOEYO2ybBp1RkH9qi6e93eb6KT+YD7P2TxIAOm0PBq2D+4ku+ZflTRqY6yMor91GPhiOXD/dhqSsTbgj5sJHs9IpaPa0M/z7usI1FRdmMn6dooUAG00BGrNGQ2jDED1qhkEV3JjCNxYFD7jqzWBunfG2F1aQWe32EQg6u59QEEMsOpqINHEtM+hdqDdxN9EmFn30eGhUb/2aCANzCyzDlejDjS5fcAXywiyrqnTcHlpqD7jfyvCZMbjByWcUSDQ0M8AgDEHk8PJ8qzpIbszI5JO1yN7yMQ+JY/zSdWAOKsG4T6xqy+EwC69tu9FpXSU/r2Pup0eBbxWQ8csM5JOTXU3a6Iac/TUvEDq1sIMzjejxq9VYfrw/1tE4GfATfB02MN73NlG4Cktgvr84wWAIjjXDYczGBAJN/MeLtDZQG/XkS29PBs4s5DgoU3hfI238x4VQZDRcARlwaBMtF4D+fVa6qum0UH0qWTbXVBCUMdg/7xQTUbu1TMZFBr20nktjg8wZC+toP7W9BDEXZQ5ulZmXgyZ9nvbCYIpMkttPHOA7+6iMrJmd7fzPcxL1xtLKUz5v6Sca9XUJN7niIeOd00PgeYFGRz7pw9yrNKjWM7BJHN9Mcscl9PzNcTIbmi+MWhTSP5r0RQzLCpwfhHn1IO7udYbgQBDjDV8c9Po1NYwvVnZ+w3U5WfHaT4VZmLQpMcJ3L+D+lQYx7kUZgrUaIy2kPX2hVIG1fZ34jiA0RCjcdnaoww+Bt/nF8sC93L1TAYyDnRybkeYOc+zolnXNVjahpm+f/92gevn+QGvUdNZQ7jqxK3LbdjYBBzolnBKvoab3xejxmLES/b1r5bxeev7A9+ZJOAnC1SY/S74TWYM+Ex4t0ZgwC0wO1VFaZyGGNWF21dYsb4R2N8lId6u4fQ8DdGKFwia+16/DzmrVXRXSeitDfLqBTD7uyo0ixuySUFkhoTBpuPHLm2uBlh9E9NpdVE0Mzq3m1H5TzHq2NxTzcg/W4JHnICaHJIPLZIkAf02vHerBE9QpkB4ioQFN9rgNTnGZa16vX5kLAYOvUT28ViJLQUuiedabzcB3U7W9x4r921j8DzWxiyGeenc37wqWeWxtkDqvADwy2UMXL6pl8iZnkx92tfFtSDKEjh3sP4azR13twHZUQyqSoIZDndu5PWmpzB4GFxz35CFmdw7JpJdbQSI82Jp93c5uEZcUEJ7c1k29+CxEm/nM+5oJTmieZA+gyECHJ/9HcBXp/P74DIJisTGXU/vZ5D/z9toPzy6l/v3l6dyL2saBHpGgJhIE+D1wCQpOPyijIa1AlFZgO9EgRANCNW8+fSI00d7MSSfLbEHMVVDEpKQnFyZlCVx7dq1+OlPf4qsrCz4g7o5WiwWfO1rXws1qpoE8fv8mJmi4akqDT1OgdwYssBkQUfqyunAY5WjgbZLygkWZkUwyq8oMtY206is1utttgzREWwc4G/6nTTsDnaS3ba2jo7ht2bTYDrSqzfBiWF0ekcrU3slwe89fgKabx4OGKSRFuD/LSa48O99wG9XkLVa28ONOymcEf9dbUzhah7gcyWHE4DZ2kID7oopZHYd6KRDWhwHlCaSRZMTTTasIgHfmkVn9UgfwaGzi5huPOSh0ano0fV7ttEZbR4CUiOZrj/kJig64mEK16UVTMfyBRl7Fn1sXV5+d3EZx+PdOqZ7npbHsXm3jsDMnDSC1TU9dGjzY4FdrQR4O98BriwDHJlAzRDg8APpFqD5SaDkfCBTkHkbZQUe2c3rOn2BerlRFqabPbmfqdQzU/h8W1uA+v3ALcs1CJ/3g3zLkHyAuIUJm5oEFmYyVfylapamyIslW+z5KgKgDg8djMcqOccbBshqrUgk68vlFwj/gGtpWqDb7wvVrFv64K5AiQyXn3oXH8bawQbIaJJYH7RjGMiOYROkI70Ec5xeMjevnUOWzi3rCJ4mhQFTEjlvZUGAdMDF1PX7dxDg/Op0MlkWZ5IdZ8yleDsZ4h4/cLSPuuLxcy2xKvyztp7gT3lioKOwEASkAYI/URauH0f6eJ2zioDHK8mCf7MWWJVHp/TMAn72952Bum9P7uf5zyumU729leNgsFWruwnkTkniOAQHhiRB9uo9W+hwyhId3/JE4IJSAkZmmQ5yQRzXgNdrCbQ+X83rFcaR1ahIDKBMT2HZgmXZTB19eDfXnXg7u1DvbWOtvIpE/p0XSyM4WvEB3lD9x0kRSUbniMDiLKatauD+dEExAxA1PdyjiuLJ/JqRQnAeYHZDRiSBlP2dDFIsy2Yw0tCDOBsBBw1Gl2t+XtMzGiCJs1GX3X7Otcp2ZjOMlw4PcN+QpdGAKsDrPHmA9bz3tHM/HnQDudEMDERagDCThp2tApfqtYvbhhngiLZyPep3AUIazf5TVRUmzwhWpclYlWXCi4eVcesmAlzvvjKN5Sw6RjQk2jUUxWmw+N3wCwXrW0x48mDg/DvbJMTbgV8sssDkGcHqdBkrMmTIUKH6fNDGAZbdkgOzvmeFu0dGx37AGgkklGvQLB744IOQ/Zj3Ixlb75Yw0BD4XdIUDeWXqXAHMV/HEyEAf78JlY8e73zWvSmQUCYjrOD42rAh+eiieCxYd+doQBUAhtuA3Q9KmHbNxGnfqtWFhTdYse1eCR4d6JMUYPr3NFQB+M/7AldMIQngzo3jX3/Iw271jX3AyjzuC1+ZyiB6tJ7avzKHwGRhHNDrCNivhXEMjt2xgcEWkxQoeRMsNoX1tc0y15B7to62Gw35VyVw40J+3xI0HtOTGYxcU3/8b46No8Rg+UuHAsxQgPtefiwDLE4fbdRpyQESQHI4GbTJeobE2qOjz6vp93VeMfCnrcyyibUyk8XIVBn2ALuDSvBcVMo91K/RDvnZEq6Tf90h8MvFMmQAcJtR/y71a6gViDkBSzcqC4ApRAD4tIjTJ0Kg6mdQzDJgkrQQqBqSkEyCTMqS6Ha7ER0dPe53sizDG3IOJ0Vk+HF2kXQMAImx0amKtRHsuGYWj9NA4+vdOrJxJKExnV8SONInYVYaU8OTdHTnP/sJbpxdSBZKuJlARV4sQcEnDzB9cchNANLl42cADa6lWYEUw3/vI0v1xwto3JkkLvI2hUbvd2YzCh5m4udbmnj9SAtwWQWdw7l6rVO7iYZcZQdZb7tbCQr5deatEHRuzytm1D8ziqmdkp7O1NDP+nE9Tn533VyCxj0ONqB6aBcBqCcPMPofY+W9j3hoRBbGEbyclUJg00iLlCWmRq7KY9H/zc2B8ShPZLOtlbksc7Cthemkz1bxnB4/wZaLy4ANDcCZZwDv/QQw2YDkVMDrBPY0AQnTACkaMI/w3EaNP+O9XjuHLMPEMED1A2cU0tE1WArJ4cCNizTEmLzHUjFD8vFEM1kw7BXQQB14oZrzJEcH3+2JnNOP7WWTuDs3EkBNCeecCTMTnHliH8GXDxJVVbEggx2Aq7qpR1+dxhTFpw+yJvGXKjgPvjFTd2xU6tP7DQSBdrYA7zVQh366mEDtoR6C/dfO4Xkeq+Sc/ME86v2UJJYC2NhEcObbswlOOr3sEJwaAdywKKAfg24C/T9eQF1sHSLLL9wMVHoZ6JibTvaQX6Uu2xTWXLSbyO7NjwV6XQQmo61kD/U6GVwRgudqG6be1PUD7UN05iItBKfsJgKVqkZd+88BArnfmcN7PtpPQHN6MgM3hpObFsHarkb9vQUZAcbR/k5gXhqB6/RIAqxuH8f3lDymP8qCAJnDy+M1kK0abgY8GteVuenU/XAzmz38ZQcblazK5fO8fxRYkKHh9HxAOEOMuMkSDQK9fiBM5dwCONferuPekhHF4FhWFPfSf1UGSqssyqCeAwQq/raTQPwNi/jujY7jHcMMcrQNjX8PAPehIQ+bZH1jJhtn/XoZg3ljm8PEWKkbEWbg1hVc670q97019dyXtjQDX5/OIMjBLgIrURbq2VUzBBLDWH95dioBXVmijo54ydTb3yUwLd4CzTOaPubz+QEho75/YqesdYjPmhWpYlqcB6rPD79HhQrAqVixrlFCVlRAdwHuYc9VS7ikSIHf6wPgxwdBKB7JBSkRSF8tkbkeVO9U0zR4zQ7M+bEFqkOGZxiwRAHC6oX7Q6TuK5KCmrcmfsaaFyXM+oEJaqgMwH8t7n4JrgmCB137BOBWAMv44+zX/DBnOLHstxZ4BiWoPsAaq2HELvD3tyRo4F523dyJmyxFmMkST0ynDqZGsExHaiQzur48hTZkyxD1+rCefj8liXZp5wjZ7W4fM7maBgmcBtdg/eo04Llq2qMC4wOqANeg+n6W50iNoE0RaeX+MuSiPR1coiZY5qdznwoGVA053EsyxMVltKn/uIW2cnI4CQkDLgYa366jjQDweQ3b/Ugf97FLK7i/vl3P4Kdfo515QQn3rnd0G9OorT6il0Ha30F91wBA0yBLMoQqYe61bDzndQLOPiBlJtC2c/S9CwmY9jUVfsUTYqt+SsTpE7DIn/RdhOTjiF3RMOQNgaohCcnJlkkBVSsqKvD4449j6dKlx3338ssvHysHEJKTJ4oiocWhQJIE6nrp6LUO0RBalsVj7t5CgEWAhlBuDJATrQE6m1jSNMxO0TDsFnhyP3D5VAKpL9cQlJ2aRCBoUzOdMUkAd6wiWKFqTI1Mi6RRZVWYOnthKdmkDj8Bg9cPkxG3roHAQ4SZQFOTXgPUr5J1+eIhMt8uLKUR5vbRWazq5rMlhxMYKknk9w/uIitucxMNWSHoLF5QSkbpihwa1pdPofP49hGma105nYBS5wgBp9Py6HyGmYELS/hZu15ncWUOU/WP9hMIWZHDsZUEsK6R9bEAYGYqsDSHxnmMlcw8gMeVJzLt26zQCH2uimzFU/JoqCoSHfffbQROzQd2u4DpvwRangd6qgFLBJB/OeAtArb2kkURbaVDmhHJ5+h30bA2yzRkC2LJLliZqzcV0XhfEWaBQa8JUcIT6qj6MUVWFLzXqmB6CpsuvFbL1Nv7tlHHjMZOkgB+Ml8FNIHzijlfjeCGT2Vw4XtzP7hpmCRLGIANfk1geTYZJUf72XTskjKCgbvaCHTaTXScBAKMkcxIsl3+vJ2BkgUZBFBzoqkbv1nHdeO0fM5Dm8IAS7+LDequX0h25dx0Bh+eqyJAfHYRGZ2v66xMv8rnO7eIoMm/KumAXlDC1HYBgpJ3byajra4XOK+IwJMkqMsbm5hy+ctlZAg1DDD4cYXu4MqgjhhA2JP7GTjqdhCYGvEy8HNxGR3m4nge1z5CYHtFDlmvmkbQ7KrpdGCdPjrfT+6nE5gVxd8GO8jvN/BZHt5NVpMxlpLgMx/u5XhlRnEdyIjkmPU6AzX8HtrFe0A4cKfOkM2JIUM/Pxb41XJA0wSePqDhotIwmLxOqKEmOSddXH4BWeJ8jdabivU6GTTb2kI2qVnmdz9fOxoMibBwLxF6iuuDuwjEv3VEb/KGgM5cVBoAK8aTGCsBzyN9rHUaZeEc/uYs7rEGe3tOGufS+0e5R96/g6AqQBD3olLuj82DvIeXawJN8UriOU8f3qWX3/FpuHW9OMaqzYxiUEUA+O16gTtWm2DD8Tm5ClRkRGqo6h7fMUuN0FCR4IfsccHr1iDLEmSTCZIiw+MWWJHDPcqwU57cz/VpQ5PABcUmKPjwZS40DfBNgFBpmgav5ALCATkcH+GsAFQBxwTPBwCufgCqxIUoJB9bhADcwyc+xu8WgGXi71VVhUdxArHUOZ8kUNNjR0IY11oDuI+xHt9MLsrCINsT+wLlKgQYWLighIxvvwbs3s85uzCDa8TqXJaf+uV7gYBbpIUM142NwLwMriFr67m/S4I27uu1rHcqC0zI9LabuE9EWIDzi4G7tvDzvBjuZ3PTuDYFS0o463cbAfzx5N16jvfGoJIY7cMsnXXjItY2j7IGQOPcGJa+eV2vIb2ugdlQf9tJm92QzhEGXr89m+W4WoY4FsGlD7odzJTpcaiw+TR077Zh7z/FsdrHlihg2pVAzkrWLa5fA7gHgfgiDaUXaxCRLvhDrPBPjTh8tMtC8tkTm6Jh0PMBzkZIQhKSjyyTsiRed911+OpXv4pzzz0XS5cuhRACr7zyCv70pz9hw4YNePDBByfjsp9rcQszXjok4cJSOkbv1NHR397CyPbCTP7fAEBnpTLV3KZogN6kyuv1oygBuOEdAgmSoJP2g3lkvdhNdM42N+vljXT7xjAMH9zF363KJejYPMjGVLNSgSiFAOoP5vH3Rifv3BigdZCfJYeTAZccTiP43frjUxsNx3N/Bw3OcDONybZhpl/NSaPRp2o8x2s1dJBlvZTBXZvJnJuSTMP53ToeOzOVhqrHTwC5OJ4sAaMO5Y7WQD3XRZm8hz3tBI8zo5ji/cUyGqyVHXSAZ6QEuhzLgqCZ4aK9VgvcupJ1Yd+p5/gWx9NovnszgZiSeLIeH+8GVqwC8s8hOP10J3C4ktfb10jjvmuEhvoDO9gl3KaQjXB6ARBmoSNd20M2wtx0zoNFWcDz1QJfKTMD3hDb5uOISzLj+WoJ5UmcQztaCV7csIj/bhmk43VqnoYw1Y0hWNE+zNT7rS18b5lRTAuv7mJQ4kSLslu24rkDEsLMZJL/bDGZJQ4v37uQOLf+uZdg5bx0Xsen0hksjCNIdFkF5+ntG3h/uTGcEz+aD7xxhCUA5qbReQw3E+Sr7QX+ugP42nSy0MoSgL/upA5MTaZjaqQ0R5g55472cy7aFF6vsuP4Z0qwA4/uAW5bxXIEfpUgscG8s5t470ZN1Vdq2NTHDzqQXyyjYzzgJlicH0uw1W6i0R9uIqt3egoB2ccqA009AAY6zink8e0jBKL2trMh3mn5fH6ndzQ7yOOn03j5FK4f7cN0pG0mNn5Lj+L3/6qkQ12RBGgqAy/tw1xbLyzl+lPby/XhunmAReJ9AHRg42xAba9A06BAtNmGWDkErJ5s8WsaXqxmWZgzCtgUrbqbjLLXajkPF2aMZjIbIkucC7W9nPM/WUg9OlZzPJUBgLZhzqPsaOqCcxx077R8slIBAvILMxlM3NHKuuVL9H3n/QYG3a5fGEg5NsTtZzbIdXMZDJEEWWtfKAN+voRr050bqQubmoD3GkaDho0D3EOumUWQ2OEFomxWuHwaVEhQ4IfweeHz+rA6V8M79WLcTuDnF2mQ3C5o0OA321DVJ6HLISHKquHBXaN/MzWJa8e9W41nGR/IlE0K3FAgAJg1L/y+yU0F1iQViVNUdB0Y3/mML9aYjhxSx/9KNA0IS5z4e9kCKDbtI/V8l2UBCIGvz2Ct/D4X98dT82kXBcsXy6izy3OAFSBhYEcrbdJwM/dGqwIUxrJeaNMgy7OUJZKoECyDbgYCf7KQOroyh/+WwCwJgMSA2h5ms4xNswdodw7qzHOPf3SgtTCOa8cFJQzIvXWEx8xJCwRSPCdQC49/4u+7Rlg6a2yDvlPyOEZPHeCe3+scDagGy/NVPH7tUYKowWtTXix1fGmWQEaEgl1/F4jOAYrOAexxZKo2bQEyFwAt24Hic4H4MhWq4oVPeMZdZ0LyyYnDKxBl/6TvIiQfR+xKKP0/JCGZDJmUUMWsWbPwyCOPwGaz4cEHH4SmafjHP/6Brq4u/PWvf8W8eR8ixzUkH0m8kHGgi05VYjgNN4tC8HNNPZ2r12tZEiAhjKCrqmmIlgMsRYvFhA2NdBx9KqPq+XFko8kSU1SHPWSRGY6/qgUYYADZZP+qJHvm5RoaUpubCBpMSyZr1CQRCK1sD7BKq7qZgms30ZjMixn/Oc8pIhCxt4MALjQ6gFlRNOA2NzOKbpQ9eL+B4E5CGAGVMwrISoswjx6Pd+v4bDvb6EgmhxMYPT0/cO1hDwGd+3fwGWNtdL5re5ny2auXDliaRcDXZuKzXVZBwCjBztIDqRE838YGMpHmpJJhuLedqWYeP9lCxviOeIGXjwJ3HwT+egg4rKfJlSYQ3MqMIuP2oV00xlflEhianUYWlddPJz8tks/wQhVQnkQGcXW3gCqFqDYfV5w+AbefDsTKHAIE+zoJVnY7yM5ckUOmmyZJUCR+9kI1gbq0SDK13qjVm8GdwHGQZQk1Pey+bZLoHL5WS0AwN4Y1cx0epp2HmcmO+89+ztNT8zjn+12cv3/dSV3xa9S76m6mCLePMJUv2krA8j/7OY/PLiLU0eMkq2VdA29VEtRFm0J9OdjJ+S1LLHNh1J68oGT8Z6pIJPDq18iOibJw3ZJ1e29JVgBYbRliKvalFcC/9lLXqrqpL9+ZwzUF4Hn+uZfPI8DyAa1DvMfWIQLel5STUfqj+VyXPH7grToGkV6t4bqQGEaWUb+L79ToGA2wNvGQm+P49110vqu6OY5pUQS2Ht2rM/HnEByr6uY5AdbqSw2nDl8xhYz/PJ2lmh0dYDxmRVN324aBB/dI8MgnoGuF5GOJTdbQ72IGwfx01uaVBEH3787hnMyI4rsdK9XdBCgB6tNdm7l/GHq9t4PgZWEsder+7ay3GB/kjMqC+8yUJGYSXDuH9U+XZXEfYh1C4N5trPu4OItzdlfbxEy3N48wqHfbBu4tqsY1Y1oyr7E4c/zajGEm7iVV3azL+LuNAv+pVtDjNePeHQru32NGt2YHzGYMeghEh5sDv7fIwDdnaki0eKFpGvxmO+7YrOAvOyTkxAB/33k8CLu3g2BQcTxQnqBBGVNAVZYFvOYwPFdnxU3rTPjVBhPebrbCb7FDTGLraZ/fj7S5Gkxhx38nZKDoPA1eNVTK6mSIsHmROmv8yVx8vgrV+uEhVc1kQc2QDdnRAv/cG2CmHurhHnBqXmB/SbCzVrIiERB85iCDYTcuoo6uPcq9NSmMLEsB7nMrcsZv+ARQJ/d1AD9fyoykW9cDL9UE6qAD3J9mpDDoEixZUSQejHi57kxPJvMToG7NTOW5hz20375QyhI0b9cBv11Pu2Ja8sRjMyt1/HUs2ko9HguoAtyHEuzcX6cmc7+eSNqGGaT93tzRgHGMlePZOgQ8sV+g2ysw5zpg1jeBviPAlj8C2/8CyCbAEgkkTQHiSlR4zQ54Ecqk+jRKKP3/syt2BRgMgaohCclJl0mrqTp79mz85z//gcvlwsDAAMLDwxEWNo51GpKTIpLEBfJQN43AKAtZUecWsV7ngJup8LIgGLIyBwhXVCC407jJjKN6nbTGATLhHt7Nc0RbmWouScC2ZuCbMxm9t5vI6PnDJoKhwTI1iam+aZHAng4gxsJGMl0OghgzU8kQeGg3I/DhFiAC/O66uUxL3tREIzXGSkC130UQc2UO76+qi7//f4v5ndGR8mAXo+LxdgIXm5oIBM1OA3waOyx/azaBL02/V6OG3upcpi29U08jNCuKYHGwhJnIWL19A8/5ag2fS4BG73klwNYmgq2pETRMl2UDqkpD+JHd/L1PI8A9L533qUg0qLc08X2dmk9AZyxDakYKgZpoCwGAP24hGPP9qQS+oi3A0wc43l4/z+PSGxQ0DpARGJOqd66GNDnRlc+BmCVa+28eJnifF6s3nAoa673twIJ0DZvbTKhIFjiks7fTIznXZ6TQ0el3BYDB8USSBOr7BQ71kNX25hHWTuxxEijJj6EDuaGRKYgWhaxPRWJgY2UujgM0Yqxkar5SQ4DT4wvURCuJp277NerFd+fQ6WwbZsBFEgQXt7cykLEql/PeKD0RVwisqQNO02vDXTmNa9Ggmw7mokw++71beb0wk945fDlB0kN6qY+GAQYHVudxzv9xCzAtiffhU6nrg24GTOLsnO8WhQ2koiz8+2AX38cpeQSKexxcm/a0c13Z2ERQzOUl0Drk4djNTKHuGo3fALJHpyQFnPXkcD5ffT9rbKbpzypLBM63NRMIq+rmHLHITLGMtdFBjbOTXSsJQBPAHzZzXVqcyfv2awRnuxxAt1NCioKQk3kSxaq5cf0CGQNugX4n5+T0ZEBWgUiZnez9KvVqbE3Gw71Mz00MI/jtVQNpubE2zq1eJ0vJ/PI97sP/2MP5YTfx/6kRLH/xq/cYFA0zsfkjANy0NsBqHfIQNMmNYUrzK0EAiElicM2vsVZ42xDvzauSpfr2Ec7BARfXmtlpgSyMYPnadKZBBzPR3q0X2NrCPfn2DQI3vSfwo/lmbGgUx0Bgj59ri0UBTBIDdYoiY02DQMsQ97Z9HRPHjNbWc1/MjTm+caJbtuOm96VRQY1nqyVsbgFunG+F7JmgUOZJEJ/FhaW/smHPIwLdB2kbRWUB07+uQgtznTAIFpIPL17hQcVXZdgTZNS/K+D3AOYIoOQCDUmz/fD4P2ThBsWENU0KnquW8KtlBOuD5ZE9LH/z4wW0E6MswO0bqbuGvFMH7GxleYw7NjCz4N6twC3LgR8tIDGg301GisD4U6AiiUFuQ4+2tZCMsEFPu/drbER1RgFw01Ku534NaBpgk8jUCO6BVpn/L4hlYPI/+6nXW1p4P/dtG93IrmkwAIC2jSmpEGXhnvvTd4+/36/P4BoxkWxoJDN+2E3QeSKxyFy/HtrFazX0c688s5A2wpIsve4rBFJzgS23sxmZIXVvAS1bgOW3aHCbHNBC9NRPrTh0Xysknz2xKxqahkNeX0hCcrJlUpbEOXPmYP78+Vi5ciWWLVuGpKSkybhMSIJEFhoWZAg8WwXcvIzgwaN7aYh9axaBgQd3Eci5qJRphksyBaL13wtFwbBXIDOKAIIGGoILM8jEAoCLS8mcWpbDYyoSCSy0DNLgeqeOIGe4mQBivJ3OXqyVxt7WZmBBOpAcwVTZyg6y4C4soUNoV4CfrSFz4JszeO3Zaby2wxtIlQXYxGZvB8HYATfZc1fPZPrS9lYCFKfkEYjpdwXS+Xe1Mf3xND09ODOKTXDq+wmWXDWdxm2/i8DGgJuf7ekgKOvx0+FelEnnWJEIouTEsJ6VptGQf3AXgS0hmE46J40GpxB0un++NMBQvFB/H/s6AKuJYMqcdEb6wxSmj719hM5whIVjazQcmZbCMf7RfBr/a+sJONf1A79YSnZGRiRrTDYP0vk/JS+QXrYyl50gQ6brxxOr8KEkXkJVt0BqBB2I4LE+r5jAmVcVeOGQQGki57zdxHS6bgdZcKfnU0fUE6BlqqohJ0aD54g4Flh4t57A7V+2AyuyWdJhYSZT8Dc2EWCclkyd7Ryh/sfaCIDMTqV+/X0n9X1FLjDo4lwSgsD7hkaCMhFmMtZPyyeLM9xMp/K0fDp5fS4GJd6uo6N5ThF19u06YEk251tSOIMxfo16sq0l0Cwj2krdGvQQ8NzRSnDa7eMznFvM9Hujm/kVUwOg5nNVbOzj9AL/riSDND+OKYsHOglg2kx0Mne1EZDqGOEz9zn5e6PLcm4s761tmGUDZIn3HWPl97PTCIgPe6l/ZxTwnd+v10RdkUsQ9+06AsuLMllb70gfAbm9HQSYKpK4Tl1UyiZGBtP1qQMci69M5dry8G7OFaO78pAbSDUJaCFU9aSIEIBLsuLhnWSBnlNE3bm0GNBcwEEXUJZG5vE5hcAftx5/jr/vYmr9u3Us46KBurUyl/NXCK7dmVFcC9IiudeYFQYnNjRyvhsy4uWeMeKh7m5uHn29uj4GLorjGXC7sIQBtdpezplLyoHGfpah+MlCBnx2t/PYH81ng0STFGiiZUhyOK89XmrvsIfrydx0Bigf3i1w4yKy8Ix6rgbAJADcvFxGtMmENUfpuIWZRjO9x8qgGyhN0GD2uUbNbdmk4PX68X/bOgQc6pVQESXBP0klMVRVhRbmwPTvmAC3Ak0DhNkPv+IJ1Xc8yeIWTuScqyDnVBM0n4AwadCsHng+QpkHj2TC89WccxPNt7VHOYd/vYzgZDCgakif3txtalKgHvmdG1nf+8rp/K4skQ1ANzaOLg2TGnF8ivyIl0GxBRm8NsCA4JuHeY3b1jPAbsigmzXKf7OCZWEa+glKGnvesIdBlmBA1ZAHd7G2aU0PbVafyj1rXjrXDSFGB+XKE7lu9LuOP5chA24SAkwyj5+oHuziLAZ7qrq5R/9wPv/9xy0MPvW7gN9v4hh9BaMBVUPcg0D9u0DmGTK8HxZMD8n/XFw+EQJVP6NiN2lsrqtxPQhJSEJycmRSlsQbbrgB69evx6233oqbbroJpaWlWL58OVasWIHS0tLJuOTnXjSNYErTINOAw82MCD9Xxcj10mwCAwl2Ov1r6vXUdt3w9EhmbGwSWJwFvFpLQ2xNPUGDH80nABIfRjBmfzuBjhFPoPPny4cIPlxcTsNtazOZa02DQHoEHcDnq/nZG4d5fxfrDQS2NfO+Bt1MGxr2MGV3wB3oYmyIAMGS5gFGSuPsNCD/vJ2s0ZkpdDJVjQ5e1whBiZcPAduCHNfDvcA3ZjAVuiieBuegm898USlTn/NiOK63rAN+sYROp9tHB/mOjXrzoQV8xk1NBEQMObOAAFZlB++xKA6wCN5zdhQdQr9Ko/jOjTS2v6iPx9ZmMvpWZJOVdNdmAq0XlxM42tREMO6GhQRMhzx0FGak8Dm2t/L5o6wEvu/bRkN4USaN8jcO81yaxu62fnWS6oB8DkT4PPjmDBNu2yjwbj3LRyzN4p+saIIxh7oJpI14qRupEZwrs1IJoHWMkIF2STkgSwKSLI1bN9PvV1EYJ2A38fiLSpkquLWFAKZRg7FpkPP7zAI6S9XdZIwuzGTpi2/OpCNp1FRVNTaky4oCDupzSZEIDEVbOT+K4gjmvFxDNlt1N8HE5kHgZ0sCNYcjzAwgHOoJpEce6CJT9qJSAo0P7uIzGxJm4j09Vsn/O7w8fmEm0zUl/Rk0jay41AiW9ZibxsBNt4MOZ1YU17kwEwM0YQqfrSCO47+jlfo2c4TP/1jlaJbRzBSeo3GQgKoGsow7R/SOzXq95B0tTIOMtfF9v17L319UQqZRrI3P6lO5br5aS+fy6YNkEJ2ezzG1yAyERFm4niaHk1le38d1qGmQYOq3ZnEdB/js6kQ53yH5yKKaLLhvu4SaXnoWsmB68BtHOVe+PoNM6SEPg2dGIMMQAaYCr63nuzTmyb4OzuPfbSTTNCuK+/G8dKYSr6lngGxeOkvJjCevH+Z8HwuqAtwDzivm3NnbwbkVLF8sI6Ps3q283penUi/cfuD/LQqkMBsNaADq+N52TCi72xgA3NTEfcThDQCqQECXNHB9u3qGdCzDonGAbLWJupYXxWlQVA80/2gAzQMFW1sm3p3WNUoonypToSZJNE2DF57R3edDdVQnRbx+H2DyAXp5qY/SWUwIoH040HTNJE0M/uXEAN1OzmlDyhKoj2aZ++fBTjYy3KYzzy+fyj1jZ9BvBGhLBa8LxXGB3wTLE/tYumZOKm1at59rzZr60YCqISNeZptVdfPPWJkINB7y0Ka8fiFt86xo1mt/v4Es3WvnBBppAvxsQyMJCmMzsgwpjAOe2E97tCSe+9ndW0ZnUBXEknBw12b+3+Fh1gXAoI8icS8EgPJooO+t8a8FAM1bBDJXyYAcAlU/jeJTAY8aAlU/q2JXNPg1AacvUMovJCEJyX8vk7IkXnrppbj00kvh9Xqxbds2rF+/Hq+99hr+/Oc/IzExEcuWLcOvf/3rybj051YENPQ6aCBlRzMd/8rpBDGruunAx+k1ojY3k5FjlMORZYFer4QeBwGga+cwTarfxZqNGxvpXMbZAI9K49UAR2NsBAFmpBDgONpPwPSCEjpsXygle3VGKsHVv2ynw5ceSZDGptdwe6eO96n8f/a+O86uqvp+nXtfn957r5lJTyZl0gs19I4URRRUFAQpYkMUBEREBUQFEb5IB+m9hJAy6XVmkpnJZGYyvffX772/P9a9edMS+EmiCb79+eSTZOa9W88+Z++1115HYnB61zJW2pPDCB4e6GWVPD2C11Mcz4RuwEM2mbEb6pYWgielaWTR9bmB8g7qYRXH8/PpEfy7fZgtzXV9TPpi7LzulysJjvx4IUElh5nadJdNZSKcGMoktSiWIFaXk2zW6m4+58QwHmtHK1lqXoUBvtlPBuniDAJOg14+t03NDHjXNIx+p6XpbEdeksHnYwTBSaG8bmMDA7vMBPrNKjIkbtE3SSiKIxPv9DyCS61DBK/PKQT2dgD5upaYCPJU/23TNMDqd+L2hSFoGhQ40Es/cFg41hsHCGabJB2ka+d4OKeQSVOXk+MxTfcHm0lAwI4YyQl1DBNKliUc6NfwgzkC/9jJcRpi5hhanM5kUBJA1zA1UA/28xwL08k6NctMJHe2UQcyO4p/JsczSD7Yz2tpGeTYfKOK1ylLHHuT48k++c1ajjNFJetO07ghXnoEQeNHtoze9dcq04cEmMzdvpDM0OZBPqtQC5l5zYN8TomhnGeGvWSDn5ZLlufKTN7P7R9zjsuKJDv9n7t57Q39QGM5/WtSLI8xNYGSBmflA5826O2gIqCt2tjP5DYrMpBQhlrYvvjDefzsyTmc4wDOe+Xt1GEecDORLIolY/ydGs4lUfaAhEK0nfPpqzooWprG51+aFmj9tplYbHmlknOhGskxcnIOj/XqXh53WgKZ7Di2+/P8T5lTNR0CVAH6Y1wIsEGXuPmglmDg7GQCBD9eSDCyqotM05woroPG3G3IRGRFsiBgSOIUxLJ1Ni6E77Y0nRs0jm1PHmlGS/1EZjWx0GAzjd8FHCCo+culwNXTWaD8oJZrQV40N7DLi6FPzkkhwPNpPecAyxE08qym0SDKkbD96m6yYOamcDOr9mECwEYRZKQJAJdO1iCNafvn77QjX5OsBdevoAHgOmQeMVaMzaeMuRigX56cwyLHgIfj3Sozntrfw8K/qrIwf3IO17ipCYzfOodHA6oA1/TnyxmjftZAn1qSybVg3PWBRdbcaOC8QsaqPbocR7iVa0tOFH2+z015n6pudrJMBKoa2v9tQ+N/BxBQ/ts2Sj9lRbJI+kAZ54B7VjJWbx8iGWJDI9flzxrGy4LYTIyv717L+7+5lPJU96xgwXTQw2dU3xfYbC7WAcRa+dx8KvOSkc/EpwGSBYc1+Qi/C9p/31x+rplBUPXENIeJa+aAV4LDHKwQBi1oR8uO6ZRoNpuxYMECpKWlIScnB6+99hq2bduGF198MQiqHmVTVQ0H+wlyfFTL1vnfl5HFaTMBGw4yoAuzcMdqmwno9wpEAXDLDshg6//WFgImX5vCAFHVmPR8UkcAQFEJIKypJ+D4SR3P8cAGAjqJoQRU2oeZiLr91Jl0+9mK+HwFEz5JsAV2aQaT0tX1bA/y6GCMxUQw6PdlBHeSw5jQtQwSUFmaSVDDJLHd+pJi/syrMFCOtvMe39/PIHHIS5DXKjPYPr+IbIUNB1nJ9/oZUHc5ea7vz2GyuSqP2lZvVxNosZnYkpkfw3bLxFAgU0+sl2dRx7RiN3DvCibaiaFki35Yy/tzKzxulI1B5s2lZL+N3Q26KI4AaMsgWWw/KuXfJokA0+ZmatLuaGXw/2k9A/KvTycI41P5fjqHeU/rDvK5ePyUFliWxaSiaQBICw1Kw30ZU1UNfkVFn0tGtJ3MxcYBgiqr8jjOHGYCoG9Vc2zt6yIAY5WBjQqwMofgZY8LeLFCwo/nWyF5R/fjSZJAZZfA9taAzrFfb8lbf5DArEfh+327mu9dljhGzinkuDs9j8zL364n8y7SRhb5tlYmRfkx9KP2YYL5djPHkMFcfWUvrxFgsvqd2Uzewq0T72QswCQyI5Iba/R7WLBZkUXdugFPoKUR4H25fZwfrPrGUrnRQA4Aswm4XW+z9ylk4fy+jKBXYih/ZpHZ4r+2gcy7P2wm096QO3hvP4Haa2bx322DgEn/zmVT6JOdTjJGPz4AzEgG3thHWQIB+upZBcCH+zlHOX18Xg9vIsP11lLOH9MSWHwa8pL13jRAoNevBnZebxliocdhYuFnwMvE3mbi/RggrVXmeyuMJWCeGNRUPWo2PGb/m4JYrhkAx/TkeL6Hzc18T10uturmRnONXNNAn6ns5LgxS2S7laYRGPGrHC+hFq5TW1s410ba6JNZoUe+vpEg0UhbnsX55eHNh//uRwcIoDyzJ/CzvBiO4Teq6IuSoF/cvYJ6qz51YmYswJhiiw7gZkQAfsVo9h9vkTZAqCpW5QlsbBYY0gsk3y0hwLtNfw6p4cBV01REmzzQJqDrmVUfTs424x+7Jj7PyTnaOHZr0P53Lc6uHZK1+LSeZIBzCznm5qbSH16u5Jrzq6X00wXp9IeaHvrpD+aw6P3ETo7RCCtw43wWSQ9nu9pZxGgd4vGXZk5c7AC4NrxeRcA0ys65ZHkWuxGMjoTEUBIS+twsto61WUlc374zG7jz0/Hx28psrmnG9X9Sx2ty+nitpzqpu7y9lYVVgODwjfPZBWNsZlUYy3zh2d2BAs+mJs4Tr+zlGryrjSQCp4/xtwBwcTHQPQjcWQL8vZr3ObI7ZVsnsGgp0LZt4meUfbIGYfcD3ol/H7T/rhn5SnCjqhPTDFB10CdwhH3tgha0oP1/2jEBVevr67FlyxZs2rQJW7ZsQUdHB0JCQjB79mz8+Mc/xty5c4/Faf+nzar54FNlfFArcFIOg6GdbcAjm5nEr8pngmYzMXn68xbg/pMBWTPhvXqB+Wn8XVoEwZ6JAkhJMLn/4yZgZRbBmzeqGAjesoBBrKGpevUMAoc7W8lSfauaDNW5KUw6NY1J3UuVBKAECFauqScICY2g0A/mMqHd0crrP28Sq+4CTFibBwjMDPl4XQAZqrOTWHVf1wjcUspq+qWTCXSEWQgOD7i52/kLFdSC+vo0Bo69bgaMLYNsiy5rJFi9MptBatsQgbMz8hmwtgwSSLlnLYONwlieJzmMYNXyLLLkzilk6/8LFWS6KhpZdjfNJ+hpaMwuz2Kiq2kEyE/JY3upoam6JIOBeJ+Lxz81l8CRoeXa4yKAF+ugTMGkWD43i6yzCOw839QEspf9SoC1HLR/z2xCwWcNEsyywJkFDDYVjWDnlmbgimkC18zS8KdNAn/aRED84mKClYZ8RlkTx0LzIOBWJDjGnENVVWRHsThg6ByPtLML+E4fKGMCZYzX9iHuNrwqn2Pk9DwCQJPj6XMDHoJ8YTo7ZFMzk7r6PgL0BiPtpnmjAZd+D5PD78zisev6xuuyXVRMsHPdQWpMFseR3ZIYyhb5D2p5jfEhvP6aHqDDScC3W2e0uf2AXaXfGUy5PjelME7P472NtDALZUQUjb4x4OXcVBTHZ/LRAeDBMjKKlmUSeI6xs1hhMJHqeqmxWdZMANhIPOv7uJlWhA34fgl1Jn+3gczeOSlkx65vJNA20qevmMoiU0M/P39BEbC7g78f9HCObhrgfU2O5zs+JZfAWayDeph/2AhcXwIkBTVVj5oZYx5gEaswhoxhSXCsxToCrbyhFoLkikZAZG8XUNPNefnsQoKwmkbg9J+7+Y5/sYSbBt63bvTGMX1ugozXzwWmxnMsjLVJsRPrPa7IorxAmPXIOqX9bjK4DcuL5jU+NcJfVI3+3jIIXDqF6+qSjPFdE5mRLI6+uo9j8oqpGkIs4rAb9ZyVr8KieWFSgLuW2vFercDmFoFndwOXTFZx2RQBVVFhESrMqgfKRP3PoOTJzEQF6w7KqOkdDayWpmpIcihQvaO/azJJEH4TIDQowj+O8R+0r67Z4cOv5gt82CChrI3r5LQEAqWSxC4LwzwKC5E97oBW/xVTuZ4YGtsA17n2oSP7Wq+Lre2GXuq0RMp9jC1QZEXSl17RwdP1B7nm3/UZ1xDD2oZYMPnVssA6CHCOMvTD39/Prqj7T2Z8uKGR4OWKLAKc5R3AGXlc4ys6RzPEwyxcbxr6uQYZG04+uoVr5Ko8fq5pgPNI5Qim7JCXRZPPGjh/vVHFAqHDzPnOkE94qw74ZjhwsYsx58jNs3rdQLMDSJgLtI/RqY7OAxyxAnBaAdMYWnvQjgsLMlVPbHOYDaZqUFA1aEE7mnZMpsRTTz0VQggUFxfjyiuvRElJCSZPngxJ+vLKjX/+859RVlaGp59++tDP9u7di7vvvhvl5eWIjIzEFVdcgauvvvrQ71VVxcMPP4yXXnoJAwMDmDVrFu644w5kZGR86es5Xkz1+3FWnoqH+yU8vl0g3ALcuYxtittaWZEuSWEb8IsVBAAkULNsc7PA5HgCdZmRBAyNtsWRtiqfAMCSDCZXzYMMqh7eTKCgNI3AYaiFAdZ966lFurGJweX5kwiMfnxgdBuVLNj26lOZnO7tZFuu3URgwuNnO7NfpZ6hzUQpgZIUBqNTEwiKLM4gGNnQz8++U8Pr0TQCt31ufmd9I3fpru9jEv1BLYGWkW1iAJNQWSI4GuvgfXj1jX8WpBPs8asMbNceJKCaGMr7BAhs/WEjA+yZibzPUBFIzL87mwDNfesJNp9TyHtOCuOzCJOAKYlkARvP1ukjQDTgobZlj4uJsaFdBfDZ37ogoO9Y0ck/Any+JolSBYWxwLoGDZdOFoDvaI7G/z2T/F58d7YJ964XowoSEVYyuf++A0gOE/jtSRo+qRNoG+L4K44nEF7TQ91co314ooYcTaN/hpjZBj/WMiLJ8jy3kPpnI9vtFqRxDO9q49i5ciqBux2tQKSd42h2MjfEMEls5X95jE6jhvHShfu66FeN/dQobh7knBNupa/t6yQTdEE6WYHnFDKhWtPAOWlxBoss2VFMZvd1AT9ZRHbMY9vpMyEW4OlWatcZNuzjcXpcbL3c2sLrMOawhj62cUbbgY4hbliVFamzjubx811Ofj/cyns9q4B+5lN4nKZBPsNX941/1vNS+TxahwiCLs9iArq6jmD5rz5jonpOIeeIWclMQl/ZS/9MDefn/SrnCYNNmBVFRuMpuQE2+rv7OQ8C1EBWDwNABe3/zyRJwCwLTIolQHpRMefWgljO9ZE2Ag6GdTkJDBj2djWLfo9v5x/DIm0cw4rO+kwLH78Tt2HPl/OzGxoJkhgapYmh7KaItrFAubudzO3lmQR0X6zguCmOD4yNsTYtkawyw5Znjdb9HmmNAwA0thwvz6JfflLH9W5hOgHcD2tZnJueqGFfh0DDAPCN6fTbkVIAC9I0TItT4PdysjB7h3F2lgmnZ5sAaLCoPiiewETyeTxTyePC9SV2NA5K+PSgBLPQsCJbQ5xVGcXmF0LA4rejY5dA41oJshnIPkVFWLoCr3SEXXiCdsKbJEkweexoXA107JEwOVLDqacA9SaBXqhIDBV4cONoAKHPDSSGEHwEuK6apNGAqmEN/QGiwkQ2I4kdHYY9s1vXT00hWOlTOJfLYjRhwWHm3DMSUDVMA9elcyeRYV7ZSV/8w8bR3R1WmbrmU+KB/b1695IufVXTQ3b9BUUsFCWEstDS5eTcsaWFc96N81nAaegPAL4OM3Bdyfg5Iz8moNtvbHKTFckOFAGCsN0uXneoDdj7MDCwG7j4Cg1/2BR4B49XAd88CZi6DOhZC2g+IH0RoPqBTX8Epn9TIHLasduELmj/vo0CVYOytyecWSRubj0YBFWDFrSjascEVL3wwguxadMmlJeXY3BwEA0NDWhqakJJSQni4uL+7eM++eST+NOf/oSSkpJDP+vt7cVVV12FlStX4s4778TOnTtx5513IjIyEueffz4AArHPP/887rnnHiQkJOD+++/Ht7/9bbz11luwWL464j0WxY1LJjsO7RINjUFUTjRBhse2EZQrSSFLSwgNQkiwmQgKzk8CEiUmeQ9vZmAEMLi6oIjV8df2MfE39AjDzMC9KxnwOX3UjKvvI9snLZzfNVgvwz5eU3YUWWsNfWRxJYSQLZMcykTOLLO90GoiKFIYy8+aZeCcSQQb8qLJanX62MouQPD15Uq2RB3s5zXuaCUo0+3iZx8s47HPyCe4FGEbXUE3TIAgi6YxwX2xgkCIISmwNIu/63VTR+qniwkcuXxs15qZFNCnspt4LJcfsFjYpu9XyTb64TwCO0Negl6tQ4DZyffm1Xi+VflkMhrt1WnhlCT4+3bei1kmUNQyyIQ+JRxY10DN1O/M5vUI6CzkVh6zvIMJ8qIMgS6XhBiTGcIfRFb/XdM0DTa/E7ctCEF9P0HTWAeTtCd3MmE5KZvjY0EaQZJd7WR6CpDVMjuZYynWAdhlbRzaIMsStrUAN8xlAmOMWYtMZkn7EMHQtkGC6i2DBEUyIwlumiUCMDYTN8U6q4Dg0fPlHKMlydQOvmZWQAN0pO3tYvK4fYyuXEUnfai8g2B9SjiTxJcreR6Pn8nd1ARujPXd2UzGDvSyGGLV25ibB1mwschMPLucZM14/WRqXiljFDPuuXIe64Vy+nGIhdfW7SID9YkdQGkq0DrM1sMwK1k1Q15ei92kSwAMUU/uz1v4rOwm+tScFIKkY6U5bCa+r72dZCGWprMws6ER+NYMsucvm0Igvbqb2px/20q2T2IogahndRB1SjzZSuU66GuTea2DXo6V+9cHAKvZSRpCZDWYxBwlU2QL/rxV4NxJQNgBgg4fHgB+tpjt6eUdLBAapoLAybxU+s2gl8yuS6fQz3tdHM8qOM+mRXCMHIko2TEMHOyjTu8P53HsSoLfUVSyts0S5+peF/DQ5gCgsr4RuGNJoB13pEXo0gV1vSxIApxXeo+ALe7v5e9/v5Ebtf1gLtnnz+3hehRh4zNZXSdw7Szg1SrOLzeX0oc8CtejxBANYox0ier3Q9YH7r/TrC95XciyC+QWs6fC71Og+UY/WIvfjvX3yKN2FG/fLSFplsDUq+zwCNe/ceagHe8mhIA0ZMfqOyT4DhEbBZo3AcUXq5ixXEGTxzRuEyZVA2r76LtAAHCcyNbU0x/2tI/XEo6xszA37OUabkh8PLOH88fKbBZDnD4WCo31RBb83eGAWoDrpt0EREWx0DcWUAXod7/bwI6s/GiubUbXlGE72xjz9rkACK6F6ZGMr3tcwEObOI+FWRg3pEXwey9Vjt68KtLG4u0LFWQAV3XR5726xNY7NdRdf28LgdcLioD5DwHePiA8UsXlUwReqpTg0fWi32oGrp8CJM8G+huAnU8Crm6eq2OPQMzMIKh6PJpLCYCq/mA8csKZEJQACIKqQQva0bVjAqr++te/BgC0tLSgrKwMZWVluOeee9DV1YWsrCzMnTsXd9xxxxc+Xnt7O376059i27ZtyMrKGvW7F198ERaLBb/85S9hMpmQk5ODhoYGPPbYYzj//PPh9XrxxBNP4JZbbsGSJUsAAA8++CAWLVqEDz/8EKtWrTp6N34cWLcLeGonW4q6XUB9P0ENgxFmkZkY9bmAeDtgM6lYmC7j2T3ApTlA20dA0hkEZTqdDHw0jSzOxRkMwj6pI9iQEEqQ49RcBmFvVrHKLRDQqupyMuACyMyq6SYw83IFg0G/SpB2eRZZatXdBB363AQpZicT4Bn0MslMDSeLa3cb76c4nu1RWZG8vli9Z/rVvUB8KNu5ntkN7GznvS9KZxV/Zysr7qpGluyaeibKikZg6rxJfH4ZEbyO0/MYiKoar6mskddR3U2w+IVytmvKEhkP3U6ylGwmtmQd7OO1KRqvs3OYm1htaGRgapKYPJ9RwPeTHcVW4ndq2F49NYEMAJNE0OUvW/n/H85jsv3oVgb3ZpkyB5/WA6fmEXg1NDDjQhhYP72LAFSoBXi/BkgKFwhNsMAWpKt+KVNVDT6VrLUoG0F7g4GyJIPjpHFA4P92kdV56RS+O4tMgPVPmzi+vj1DhUXxjAMfNE2D1cTE7Ptz6D8uH8fc2gYWJtLC6fvP7Cb7TJZwSIP1zWomWklh9EsNBJGK4wiwPrOH58+MHK1/ZtiaejJa9naOTtg+OkA2rtNHv/GrHKdtQ2SWh1hYjJmhSw3ct55SG9E2yoI0DtBnLiyi7t1PPiLQev4kFlxadPDY7acfGjsI97gIxq7K5z34VAKwVl1z9KwC3ovRkvnkTl7nJ3WUZFD0e/3FEvpNn5tz3mVT+PlBD/3rrWqCugDPc2YB0OcBJsXx3p7aSfApI4Ks9U/qCJz/fDGTVLNMX1yVzznliR0E02Yl0Qc/OkDW4dwU3kPTAN/PgIfXaDcBJ+UAedECPk0c2hg7aF/OXJqMqm4W2i4qpj95FK6NPyrlGnLV9NFA/p82AXetIMPts4PcRC3CSgmVSbEEIJ4v5xpR3U2gIcp2+Guwmbjzd2UX8Ks1LGhGWMnu3tlKn71iKrWDO8d0wnoVjuNfLAGe3s3zGTI6p+Xx2A4zAROfSvkOY+OYiSzKxusFKKfz+zLOM216USI7SpcICqdszFUzuKY19bOoIAQ1f3+74tgwqVVVg+oNTDySJCDLElRVg4DAwdViFKBqWOs2gcylMiJy7HBrQWD1q2YmzYwd/xAjANWAVbwgIWUuIOvAp9HCXxRLiZk7PuUc/95+zvfR9onPMeyjFNMdS7mOHOhl8WNWEguaGjjvXz6VoKphWZGMhZ0+Fluun8tiqMfPdb99mPHh4SxKZ8vbTCQX1PZO/LkBD9fDtiGe3+XnXLAymwzZfjePMSeFhaAdrSyG3FJK+a5trYxbJsWSIb+vk3G5RQecBUgUOCWXn7PqhdydbWTk/mEjP+dXKeVTEEMJgJcrCQbftxWYHC/hmpkaSpIUDHoFzJKAu1qg+j5guH38PYUmaEGZm+PUDKaq1RSs8Z6o5jBrGPAFQdWgBe1o2jFVRElOTsb555+PM888E1u3bsVzzz2HDz/8EHV1df9foGpFRQUiIiLwxhtv4JFHHkFzc0ABfuvWrSgpKYHJFLiVefPm4a9//Su6u7vR3NyM4eFhzJs379Dvw8PDUVRUhC1btnzlQNXkMIKNHx2gTmiPi6zOt6oZwKWGkzG3sQkojtPg1WRkRAB3lgINrwHJMwBnL7BjiEnU6joGRxE2IN5BBti21oC2KEDW3Pdmsyq9NJM/29rC6vn1cwkKuPwE+mYlU2/upByytjSNgNIDGwjYvFTJZFFRGUQ+vp2fTQ3ncSs6mARfP5fHS4sgSNSjg1MvlLNSfvk0HWSUCOIuzyZgZJLIGpuWyGA1LoSMW7PMYwJMXj86QD1Vn8rn2TJIMMerEBxank3g4zOdhbu7ne3Jz+5mi72iMuj+5gzeY1YUE/ZBD7BfB5Z//RmT76/pIE6Piwzf6YkEwwDgqmkM6A/2Myj+tJ7gT0EMGbrv72cQHGHl907KJkvh2tkMiC+fSiBH03UA/7iR4NT35zAJTgrnPZgkgbkxQVbAlzWTRNbm2ORnXirH+I9K6Qt/2kzQMDGU7d1dTr6/C4o0hMMz4XsQQiA/hv7z68/IKB3wEFB1+vjuT8ml711QRJYbQObk33cEwPWVWfx3Qx+ZbttbCU4Oepk4yYLASVX36PO7/GRY/mIJWdM7WgnanJoLaCoB+9f2EdwJt3IuSAlnEqqB49bQj3xqF8fwqnweQ9NZ2c/tYeLaPEi2dUYkEzMBstodZrJTP6njuM6KZBHkjSoCug4Tgc6/buNGHJdNYeFFquT5H9jAYs/1czn+bTI30HptH9nm5e3023UHObesqSfwenIOn8H+Hs6J89MIjL5cyXd+/iR+zq+Q5ehTgMunALd+xGdw6WQes7KT13ftLD5jiwR8p4TgmKFxp4HaeQvTyejXAIRb+M5vLpWQZQ1qqh4N8+lsG4/CToRbFrD4ERvC8TA1gZ/79kzgb3p7v1cFfvwhx9UvlwCPbBm9EVSq3kVQ1cX32TrENflwYOaSDBboAL7np3YB18wEhl30v143Afv4kPGgKkC94Pf381rPzOfPKjtZdOz3sAPFsE3NHFMTbShn07tCukdgjkbRc1E6v7evi2vRjESumf/YwTlhZiJw2zwW6/KiNVjhnVC+5GiZLAt4ZDsO9AnU9lIKaHoY0PDp4eWlDq4VSByWET3NDJ8aLB5+pcxrQlfl4cGBzkqB+MnAqkzguSqucSdn6235Kv3l7AJ2jcSF4NBGV2MtLgSw6x0M5xTyZ3va2d1hM3E97vcE5HkWp3PdaBlkIdJqYmdCrIMx1ya96P6tmZTWmGhGX5kdWOt+tujIj8Hl51r4XDn/f9UMrvH3rQscO1Rfe96u4X3nRjNGXJrJAl7zAEHXHhfv5+Qc4JrZBIH3dNDHJ8dxzR/0Mt649UPOE1dM5Ty1rYWEhXMKGRfX9XJe3NMh8Ms1Ancs8iMKTpgkCd2Ddgy3T+C3Akgt1eDzBTehOx7N6QessgZJBEG5E9UcJmDA8+UlGYMWtKAF7JiBquXl5diwYQPKysqwfft2+Hw+TJo0Cdddd90hxugXteXLl2P58uUT/q6trQ35+fmjfhYfHw+ATNm2NvbWJCUljftMa+sEtIYT2DSNwOFpucDPVzOQqe9je+miDAaTnU62uc5MIrvj/jIJP5gLiF6g/CNA9QAJ5zLhf2MfE8xTc3Vgb4DtP+cWMuk0AjUBss0K4wjubGsl+HhRMRPKU3OpS1jTA5ySw4Dr2RGJqFki+PjxgQBw8vsyVtJLkkdrOskCuGwqQeG1B4G7lzOQ9SvAHzYxsNM0fm57CzArhSDi78uYHBbEAgf6KCPwYS1wcjgD65JkXrfTRzbaiiyCXVdOJXtnRysTS5PEAHnDQQKlhv6Wpj+Hb8zg5mBXTafW4842gmz1fQSEi+J4nMouBq1/2To68Z0STzDZpxDs+qSOn/uglr9fkM6gvWmAANHpeYBZbyPzKmQ93b6Y3+1164zcWAJdncNkBE+Op7ZmQiifd0M/n0EwPvryJgm2vP99R6DoYJZ0/V2N4yUvmr7wyl4CGYvSOf5CzBqizH4o7sPX/ut7NXxntsBj2+nH6REEbBND6ZstAwRVU8IoB/B8+eh2xRVZZFxvbSFIMj+NgO60RM4P/W6OtfMnAb9ZN/78rYP0gUEP2XDZUfTFv24D7lnB352aSz96uybwDAAmapdMAXq3cL6o6uYfQ3f2iR0s/JxdyER0lQ7SHuwPbNy2qZltlgvTCdy2DpElsyyT597aQh+7dLLOFPQBESoTyce3M1n+pI5/ZifTH3a2009PzaFPb9YBTo9CLbsIG8+raXxG0XaCq1aZfqdq9DeLzGdptDYazMcDvQHd5FNzmYAWxVEWJTGU72xhOpP8dQcJqCoa8OetTIKvK2HhSkNgo66gfXkLMQd2CreaKOWQEk6Jim/OAB7cyPdU08Odwjc18/1OiuU4+MfO8YWHpgECDxcW8f9V3QRrrptDsGIkWDMlnnPxgxtHf99uJlBz43yOxc8agKtnUmYjPYJjPT6EhUC7ieDGh7UsyBmuftsC4LfrR1/bxiay2FuHArt7AzzG90om1g4Ot9In7h0BzHxQywLC9XNZON3eBkSagMtSNdjj1FFs0qNtkiQwKBz49Rpp1MZB358EqEfAXzQV6NonEF1gBixBUPWrZEI7cuCieASqXgaK5gFzE4DlOWRn5sfw97EO+tzNpQQhfziPjPSR3RjGJod/3cZ1JSEkEEulR3Aub9Pld0rTCEKeVwT8bRvBS8PeqGL8vDyTvmWRGc99r4Sx4Mi1epEebzYO8P8mOUBQGPcMQFar0RWWE8WY4+O60Z8b8vLeDCZ+j4vfWZzBOaG+j+vijCSuRXW9nDNe38cC59JMrmf3rmdc+mk91+ZlWSRuGJrwAFn2p+dxrtjYxJ91u4CDAxJyHAJ+v4q46QrSFwsc/CzwDiUTUPIDFZptAqHZoB0X5vILWGUj6wnaiWgOU5CpGrSgHW07JqDq3LlzMTAwAIfDgQULFuAXv/gFlixZgtjY2KN+LrfbPU4X1Wq1AgA8Hg9cLlIvJvpMf/9hBJS+oMk6ndD4+79tkiRg08imsZkISPxwHpOgt6sDwF9pmobLJmtoHWLyX9MNpA0z8WhYA0SVAK8Psj09PoRASkIIE06frp1020L+HNB3uW8BFIWbVkTZCQasP8jvxYUQTP24jkycO5cyQN3fw2A22k62za52bvIC8GeGMP+sZCabZpnX8/EBAhAAA8zKDsBhIdvAbiKgs7mZgXC3k+Dyzxazav737QS1el0MWEMsBFQ+PMAk1yITDGofYuDpUxj8Xjub4E63i8zZPe1k4Bk2KZbHerCMzCKTDLxVSfaey8cg/juzCYp81kD23AsV1Oka9PCZpoSTAbS6jkn907sJsDQPMKl+qYLHAQjUrcjmc+py8VkuziBDtqabz6llkKDQmga2ZcaGcKOyxgG+D5ePzwMga/B4Gcdfxkym/+49eDQNNd0C5xQSdOt0MmkzWoBfqQRumEdZh93tTGrerCarZVqigEuV4TjMPWiahoxI4Nly6qr2ewgwpoZzzJU1cjyEWfmntYXsu/YhjrvU8EArYVkTwf59XQGg7h87CNB8bzb1Fb8+jUxMY1OshBDgymn0y8UZnE/+tTewmU+/m2Nr7M7hhmVFkUX98yUc0+3DvF4B+pIhOeDyAbXdnL8ECEYuTGfyd/lUJoOvV/GzsqAfZEfR740Wz0/qOO9saabvf1rPubDPzc+lhutsYo3zks3E97W7gyBaTTdB3T9uJFBepEuBP7WLc8LdK/jsq7s5Z5w7iaxWY7fn+Wk818XFvFa3nxqY9X18d21DfHar8njeB8r4HnKiCMBVdhBMNctkHjUO8DqSQgGTkE4opuqx9sl/dx02Cx8uKBJ4Zo+EpNAAExvgWnT1DBaaVtdzffvpYsDlpSao0zcaQBhpjfpaVZrGtXdfF9fZ78/hPD/kpXTE3s6A5IdhAvTBebpm76RYrpGhFhYQAfqzLBHoqOxkEXJxBkGhhzZzrPnU8cw3ReP5LiqmH+3VtZCF4Fgcy663SCwoPP3Z+GPV97EIedV0rveKBqg2AbNfQLWa4dLMcCsCFlmDQ/gBhUiQEAJ+yQyXKsOvMrGzwQv1C3ZI+GULHtoojduJfXMvsHg+0PDOxN9Lmgns/ReQfZKAyXF8jsf/tP231sqj/XwkDYjKAXprJ/59VBYQMg1wDgJfiwNaNMaKUXaO/1Ari+5WmSCpx8+CQb+HhTSjeNcyyPjplBzGVW9WMSaMtpPRmRLOAuGcZCAlAvisfjSgatir+1iUaexnLPnETnZM3LOSDHePwvWpooOFRsOcPsaTL1WOP+bijEA8nhfNPRMm0kUHODfU9RLsFOC6tSgj0MnVNkQt79xorkXP7gamJ3EuaBtiR83sZBaPzDLw/RKumzvaCBCrWgD4faeGzN7uESz7fT0CkyJl+P0qVHgx6RIN+WeZ0FsLmB1ARLoGze6Dqqkw4fj2oaNt/+349YuaW+FeHAAgyRIm3lo1aP8tk/S59UjvJsSsoWVYOmHGXNCCdiLYMQFVzznnHCxdunRcW/6xMJvNBq93dEXT42HE7XA4YLMRzfB6vYf+bXzGbj+CmNHnmCQJhIfz+8bfx4P19wO9TgZZr+4ji+vkHP7x6VqHUTaBMJtARVdAKuDqtMAxqv4BXHoL8Bs9oIu2M6Cbk8JW2ZIU4N0aAp0CbL9flU/G48k5ZOkZZpF5DQvTuZmSEAQPevU2w/f28zhxDiZomsYErTSNYEdqOBk3cSH8ntHCbJiqUscwMYTAaEEsk0whCNTO0rXtjJarldkMCv+0iayxxj4CRRsa+censqX4pvnA5iZ+/uldBETDrQQvn90zOhG2ymTX+RSCW6nh/FluNKv6TQNsFXb6CIxsaiarN9pOpk+ElaBOt4sg0Y9K9Y3GQFAu2gH8eTNbrc6dxPPIEqv/21qAK6fzWH1uJt8f1BKsyYhgUJ4VxefvVwnGVnaStfe9Ej7rJRmAoonjahz/OyZJAlFRIf/di3AB4Ta+v9fr9B1yQXAzzELA5A8bmZgZrEWbTNDivvXAPSskpBzhHmQ3x+H9I8ZNl5N+duN8gvoL0jkGlmRSB662l/4Q56AeqCGxcWouk6RNzaPPkRIOPLmLfvCtmRxrsqDv/XM3x3e0nTuFjzSbiSDi7zaMb3VekcVnMeAh8P/nLWTWDnkDoK1hDjNwWj6wModJ2552+tytC8jqW5zB+zD02zY383i/Xk4phIJYMkfvWQnMS+H9rcgmsLpHb+8Pt1Jz9eM6+s1puXxvs/UCTjVYILphHue6zfozmppAuY6uYT7TskYywke2TedGs7Wqz8O557uzA/cVZuHYMEChaDuT28wozs3RdgLvhbE8/8hdodneLRAZ6Tjs+Dje7D/pk//O/LXMyrFQ18u51LBP6ghoflOvA9t1nWybmeur9XPCGp9CmZdbF5CdtrWFwM3cFEpz/G0bUN0z/nszkoAtTfx7QyPXnV3t/O6Qlz5/3Ry29BqstmEfuyqqurmW/W0b5/mJzKOwWHffCq77CSGcLw70jv/sd0v4TA4H369tAOaUslCigWveabkSpibacN86nksSwLwUGVdMsyLGQd96ZHMAwI2wAlfNsGN6Iv3j86yxf+LNhLa2A2ctAtrLAPeYe4nOA4QEOLsAi0NC+HE8Hv9TdjyslUfr+XgGgeKLgA2/A8YqO2QuA5x9wAu91Ab+/hzgXzvoO1dOo0+t0+U3PAoLBdtaAVRxXjgpC0gPZ5w6OxmYnUQSwcObA+fodrHwtSyTceAHB7jefDSGJTrSPq0nY/VHHwT8uDSdjHO3wjV9ZIxpdDsBZIj+ay8/E2ZhjDotgWtlr5tFkwjr6DVprHU5CdDu6yJBwipT1mNaIue5C4t5bL8KQDCmt8rj1+zZySzq97qAHy8MkBUcZsbjO9tIgpiSECg4JocKhIWNf/dR6YDfDbj7gcE6GZIJCE0EbJGA/D8gJH48+OQXNUXimggAIQ7rf/dignZYO9K7iQ4DBjuByMiQYJdi0IJ2lOyYIJ633377sTjshJaYmIiOjo5RPzP+n5CQAL++NWFHRwfS09NHfaawsPDfPq+qahgediM83I6BAddxoUVpMknY027DgEegKI4MstpeMuHerOZnTsoGSpI1eN1eJISY0eOS4PQB1W4mHz013H2z7SngN9cDb+wnkJgSzkQ/ys4Eb0kGW34AVtf/uJHtv90ufs5oLwy3cvFde5B/JMGETgMBjrMLmKD2uwlQnF3IhHBmEpPRtiGCOEYL1EjLjSYgkhTKZGt5FivjFxWTofb9OdzAKc7BduZJcQQiHygjc3BuKgGeuz4jUHzdHAJgbUNkpC3JYHX++3PIorPKBGevnkE23qCHLWQL04F3qgluOsxkAQHUZKzvI0MtI4Kt34mhQNNgoAW4OJ5MgSEv273mp5HFlx4RuM8Pa6mb+sSO0QlutJ1stn43GRYHegNMqD4PkC6xBe2PG0cDYGaJ92TogHkVwCxpGBhwHxfj+HD2eQGnqmoYGJhAePA/aLIskBVpxzO7Bc4sIMjt9nGcXj2TgILbrzMtq8isvn4uW4kFAKusorf3CNkQgK9PsWFWkoT3awWGvfTDOSkEPF1+MtnSI8g2+eE8smGGfQSO/ryFgN7keAKSVplgnTE/lCQHNFUrOvlnrC3NZNI26r4FmdrP7yCAvLYhoMW8JINjcm8nCzCyoO9OdOzE0EAhxmhltJmAH81nwvaDOXxWzQO875cqmARbZX7vnEncmEcDCxmr65gIdjmB0lQCsgMeso6e3BnYjG5qgs6u0QhGlzURAPrDRl7/jfN5LZFWJt/hVj6zC4q5sdyOViaTpTq7v7aXjKVXh/iuF6XzvbcO6pvZWaj5nBJOrVSA0iVrG3juU3OZ4O7v4eeWZTHZtcsKeo+0hft/2I4Hn5Rl6Uutw/nRdkTapEPAuWF79Q0E56dyzP9tG8fxjfPp05IYDXyMtMRQvXiSy3e3KIM/r+kmWLo0i4zokV+PsfO9P1gGlKQCk2JYqBxZpFyeRQba2B3IAc7/DpPedSCRvT0RWJoRAVjN9I/2YXZ53LqAQHLjAMfv2QX008NtjAPQD9z+wD14FOC1Kv49M4njWNWADU1An0fDd2dpuGO1NKpQ0O/hc/rZIhUZdjfUwz1Q4xyqHZiAvaZqwB/2Aff8UkP9RwKt2wnEpJUCjlhg61+BmEINsPrR23ts24q/7Hj8svZFgJn/5lp5tJ+PJAlAsmHBLRIOrgO6awBrOJC5FPANA75YYFcFN2q7dx3n/x8v5L9X5bHjYCIb8FDaojCWMWWoRd90af3En19dTz/f2kKfP9xxAc4jZY2j/fjNKsZ5D28ePa8Y8hx/2sQ44ieLqFcabuUcFO8gg7bLRZ/e1MzCX0pYQJ5qrGVEsDDbov8+zkEiQVUX4/G2IcYToRaee1sr/XrsBpYrsrj2miTGG8b9mCXgWzOA4lhKXc1LYj7iUYCi2InXMFkxo2mtCZUvStD0tV8yA7O+oyK62AdFnNhbIh0Pa+XRsj6nFSYhAMgYdnq+cKdB0P4zJskSQhzWI74bkyLBr1rR3DmMkP+BosVEdqIUMYJ24tixpZH+B6ykpATPP/88FEWBLMsAgLKyMmRlZSEmJgZhYWEIDQ3Fpk2bDoGqAwMDqKysxOWXX/6lzm0EhIqiwn8ciN1JkoCqsQqeFcUK9ikSwUuLTPZLXS9bg71eP8KtZvR7CDb+qwG4/ZuA72FgsBno2QvUPgSceQMF6vs91GeclwpcMAn45x6yYwCCQecUUjPyr1u5g/3KbOp2SoKsPEOvzW5iJd5or63sJOCRHsHvVXcRhNU0MkpfryJw+Pj20QFdchg3EPH4gb9sIyBx7zrgG9OZUH63hMBon5vsWZNEgMIssa05ys7rCzETWPzbNmpIGTY3hYlxfR+fV0o4A92ndvH481MJoNb38byXTOY5rp8DVHUCkancFbxfZ6RdVEzG62VTmTy/XkV23L/28r3YTTzWRwcIzNhHLHLbdL3GHy9kYNrn5rPJiCSL97oSHufiyQSUZurvOcTMXVxvmMf/N+kJc2EsAevT83i+cwuZGB8v4/jL2H/7+n3Cgk8OcJOILS1s4UsN527ZH9QCv1pG9lerXizIiqJfdQzruqBf4B5M8CDCZsf5kziOBz3U13XriUh5B8fbhwc4Pi4q5vg1xs1CXUf1iR0Ei4riCPIXxvI6mgc5NsbqRQKBXYj73NSZ7HTyfmYlM6Ha18Xkaq4ORA37KCHQ7WIx4pvTOSecU8ikdWSxJNZB2QuzBJxTwOtIDuOxHt3C77y/n3qpG5sIPhkalcuzCAL9fTvZnXEO6izX99EvarqBHjc18wxZkElxBJdlQTbNWYUEcpsGeI4XK8guf3c/mUpnFrAY4/Jz9+hF6WQMTklgMq2ovK6WQSa+fR4+A69CP+tzU+tydT1ZRTeXklF7mg6gbmgMsHnKO+iraeF8Tm9WAdfNVmH2u+CfCFE7ju0/5ZP/7vwlWVQ8u0fCGfmjNQgLYugXFxUDv1pDFtgZ+RyDMQ5gQdpoPWzDiuPoBz+cR998tnw0OGmVgdsXkSG2u51FsbwYFsn+upU+PeTh3LBzjMRAVtTE2qeGVXdzvY0P4Vr46BbONYYlhPC6hj0sxGxq5pjd1cZ1Z1lmoIX3vf1cBw9nudH0lbH2cR2LH8ZYBoDKTkG5ksPImT5bLuGm2SYIv2fiD+gWYtEOu5FQtxNwhmjIPlmDI0aCdwho3AD01QNhKcCs76rwwg3tP4TNHO/r6X/72o7m83EkKah/X0BVBMFUJ1D1OpB+DvCpLofU62Y8VhzHgp7bz6JDURyLFxNZURzwli7Vc3oefWSs9MRIax5gvLirjWuLIVM11uaksCNhpNX1MUa4uZSxassgCyMp4YyHu5xcD/d18XPXzOJaOuQl+NsxzJjipvlcV87IpwbsWAuzcP5qGQG4djpJNrhtAdfIOF3q56MDBIcvLmaHiwH2SoLzYscwi5Zj5ySfyrj8rlJgfijQtQ34STZgTVBhUTzwjwF6JEnA3WRCxXOjCyaqD9jysIQV95qhhH71NVb/2z75RW3YC1hNHAyqokI5wWKSr75xHB3p3dgk/rzXCVhDToxxF7SgHe92woOq559/Ph5//HH89Kc/xbe+9S3s3r0bTz31FO68804A1FK9/PLL8bvf/Q7R0dFISUnB/fffj8TERJx00kn/5as/uub3q5gSz/a+XW0E3d6pITg45GUQd+U0YF2DwNnZEnqdbBuyyEysflsBXPktIMsPuDvJ8HCY+Jm6PgZpCaFkhqZFsJqtgQHrej25NMkEQCOsTBSHfUwSV+UxEDRa+KcnMWlz+dh2u6mZoGlhLBPRzxq4m/eGRrJNLyomoNPjImCSFEqwY34qQZhwK9sqLTKwtRl4UQ9Yw61Mjge8DHitJp4XIKNU0dje+/05BFCcPrLpqrrIOAi18F6zwgGzidqqL1UENB2tMtuII6wEVRxmIDWCIJKxE+xlU3m915XweV0ymbtG+1UyE9x+Bikrs3k9v98A3LWC3zES4rImPqPiOF63wwT8cg0DWovMdrNHNjOYXZhONsW8VKC2D1hzkK3ccSEEa4wA+PwiMpK2tvDcJ5BM43Frbpjxcb3AlEQCquFWthGrYKJ05xrgJwvpJ5ubqKsrCz7/wlhg0AeEf845zGYJshf4vz1kYO9opTbvgIdjKSmMyeJPF9F3XqggaD87mUzNzc0EXDMjCfgZrY1/3cbxf9V0jt9vzuBYN5hlKWEcy7vbuGnd0kyyPRem08etMjVBa3tHFygMy4lmESXGQbDz5ByO305nYJON8nYeb1c7Wa7bWski7Rjm2C7vpASGsYO5WSIrKC+GY9sovBhA8vQEXtP+bs4br+3jPFQUR795qYJg56269uzGJoK421vJuO0cZiKZEMrfmSS+1wO9TLK/NZPgq6ErmxTKd+H08X2/ouvapYXz50Lw+Z+UA3j9TOadPl7TyNg3wkp/bRzguFiRrcEhqVBcQSc92mZVvViVJwGQkBJGsOGaWQRhHijjWDKIVUVx1CcXgsChJDjWFV3moySZm7Hd+WlAMmZsW7tHYZFrSwu/E2IhUGvM9d+fQ59tHgQumwLMTQYsJo7LeMfhdycHqA8ZY2f3w+xkAjSDXvpPnIPX4/Jz/lmeFZCjcfnpU3NTCBzdt57r09wUIDMCqB8DOglw7fjHzvHX4FUmlgxoHeJ6ODgBNlLfB6hCgjzm52xLFIc0hC2qBxcV2fD0nvFs1VNzNJhUL7wmP+Jn2uDplRCSCIQkAJZIBT7ZE1zjvqLmFW6kn2oBPBY01QiEJwOmOcCHHUBFj74G6HIbRrEcYNHi9kWMN8cC/qEWMjGHfYzZPP7DS2EYFhfCOM+v0td2tI3fXDAhhOBnzwQNB0Z3yDemkbX+VjXj+VV57GpqH2LB/TuzGXMXxpEQYFhDP2PF785mPPCN6YHiIECG6qVTKC0z1rqczBNerOR8kRTKQmJCKGOKwtjAxlZxIVw3Bz2BeHqsaQA+agSmbwMyS4FNDwJTviYgTRcYO33Jqhn7XjtMD7IG1L4vkHeRCT5lfEVEkjg/BH37P2cuv0C4NfjAT2RzmPn+BrwCiUHCZtCCdlTshAdVY2Ji8Pjjj+Puu+/Gueeei7i4ONx6660499xzD33m+uuvh9/vx89+9jO43W6UlJTg73//+7jNq050kyQBv0rm07v7GQSdU0jwQBJkgj22HSiK1SAJgQ4nRfIvLgZ+vQx4Zg/wcCXBy4XpbNnRvNQdjXEQfPvnbm7YMeQlQKFqTDjDLMDXJjMQfHw7AcWtLQzMGvqZTF0/l4FWYih12BakB1hysg42vFfD5LFjmD//USmT2L9s5TEWpROg6HQyeFyYznbdUAsD5eJ4MkQlwaTy4mIGly9V8lm8WcXk7uoZvJelmQRvHijjMay6LpVDv94HNhC0ibMDoYIA1owkAjtGsFzWyGftVZgwhljYJnzTfIJFGgjczksjKFPVBdxaSh2u35cxUV6WxWf60GYyoFSVAfFIrdeCGAI51V1Abgzv6/tzyEZqHiT4tCqfxxVg4G4EmnV9/GNYuJVNlPu6KH0QZgYUb7Ba+WXN7Wdi8P5+js3Ht9MPvj6NLM2/bAPuXksQ9YJiXRfUAWxtpW7u/ScL4AsQMhr7Ca7vagMWZwIbGwkECsGk7cwCjssfzOF41jQCri9UBJLLRelktSsa2ddG4rWxiSzODY0cg8b80ekkiHrFVLJ3Imxkq727n2Dp9XMJ1I9s3Tfs5BwyyTY3ATMTydTUQJau20+/WJpJIBSCvuxRCBCZJbYzvq8nbxoIgvpVXtfmJs4/L1Vwbrh0CtmzNhPbqJ0+4LQ86lx+fRrnjfUH6VOFsZRlaB8i26ffzWO8U0MGeoTeYtmry4xcPpWs8LRwzkfbW/kzm4nPvsfFY6/IJlMpI5JzW9sQsKmJxY1hH/Xrwqz09derRgOqsqCO8iNbOJdrGtA2KLCpScaFBRYI31efsfOfNMWvoDhKQYtL4MelAtXdwK5OAi1xjoD+N8AxpIHv5KHNHLM3zef7M0nUR351LwtahoZ2aRq7PUbas3voLzU9lHdx+Ql4nFPIMWW07b5QAfz2JII/AiwOLssE3jvMpjy50UCIlSDIfeu5RlhlytScWUA5jOVZbBf+1z7OQ+cU0tecPp77j5sCa1ttL6/znf2UpvAoPMflU7ih41iNc4DXKU+Aj0TbJ965HGBsMhIVEbIMr2xF+7CA2w+khWuwan6ofi/mJvoQaTPjhUrpEFPunAINsxP8gNcHFYBXdkHEAmHxAqqqcUoNYgBfafPDC9nhQ+xMB1yKwKBTYHoKUJDAgqBX4Xo34OG6AnBIGNrZH9XqhQ4BzEpi0aB5kL/v1Luyvz6N499YQ0ea3cQxvreT8ZVJAn6znN8v7+Q6tlCXeHq3huvvhwcmvpfUCIKcht55p5NrUXkHkBtFHdg5qexMGmuqxvnl0ilcz366iGus28/i5+82TOy3AH8ebQt0SDy2jetj5xAQEwJMjuOc0KJ3kaSGcR44nLW7ATkUqH4LyFoO7HxSYOX9FijmMROBIsHZeXhhx+E2AaijCylmzQLNbcZgE2AOARzxGhSLG4oajGOPtTn9AlY5+JxPZHPoTONBX1BQNWhBO1p2woGq995777ifTZ06FS+88MJhvyPLMm655Rbccsstx/LSjgvr8xDAKIpjBfm1fUyo5qUSUK3tYUKkatqhHY8HvQzELi5mZV7RKBnw2/VkuuTHslqeFckEK8zC3amvmcXEs6GflfyOYSA5NNBeBVCn7ZZSJqBGO+DsJFbz713PSrxhYRaChH/ZyjblCCtZlYaUgQaCmttaCFy6fAQ2kkMZDF5cDFS0k00KENh1+dgSmR5BPcllmXw+sQ6Cqy9UAL9cSkByTX1gQ64ZSQRnPQrBzKd2A7cvICvXbuZ1G5qqy7PIgu12UodvUiw3sgm1EqAqjmeb6Kk6sPNRHRmzV83gMbwK2U4vVhBwPi2XiXxlF5Pb75UwOa/vI4B1Vj5BsLuWc4fmS6aQJVvdTf1Ut59gWqeT4PEDZaNZGGaJ0glhVjL7Ep1AvF3D/6iszlE1m4mgwt4ujrFbFhDIUDTA72PL/OtVZGJ2uwjKvLqPydP0RED6Apm/ppH1+es1bLu3SEyCTs/neGkdpA/1ewjOtQ3RD0fa1AS+/8YBsr1DR7z8vV1k51V00G9H2qm5TCgNEMaiU8sa+nnu92s4Z5Q1jtZU7XbxGVxQzOtPCuV9n5JLP3f6gHUNwCl5fH6KRjDomzP4d3kH5QgkweLHc3t4zOwoyobs76bfD3hYdPi4jvf47C4mwi2DBHrah+mDhk8d7Gch59Q8AtSXTaUfXjGV97TuIOfGFdmc/4x2ysxI3u/KbF7XSE3V2clAuBko7+K7t5tHb5B3YRFZqvsGKKPyndmcT6q7ee/XzibQ/r0S4O0qJsJraoGKToEz802wfxHUPWhf2Ewwo2erjNhIgcYdQMbZwMNb+bs+N4tThz4r8Y9f5bj4pG60b922gKD6DfM4x3sVgvfzUrkWGOZTOd5PziXQ0jrIsfmcLgVimF8F+lwc83/Swc6bS7m+jtUZv7iYfpcaznMZbcoehaDu/h5el1ehzun3SljwuXsti38XFBF0Gsmsm55IVq2qcr03SQSa+twBtt9Ym5lEfx1pcQ4gzCoOyyY7p0CFVfPCD0DIJhwYtuJPW6RDxRkB4JQcgTNyJAivG8Xhfvys1AJVSJCgwap64R9byQE+V6M1aF8tUxQNFuFGm8eOhzePZnQvy+QYfmIHCyGf1jOmbBqglMxPF7HQD7DY7PSzQDiy4PXaPmrvP7x5tAyALDiP/317QDYn0kYt8GVZwBXT6HeGPI6iMS6u6h6/8drXpgBmMZqBmh/Dwn5mJNeT7S0sCB6Osd7rJsgLGwuwf93Ge71pPov3h7PkMMYkFZ2MmS8oojTOZVM539z+8ehzfnc218Wuw0iB5oQA7iagoxwoPJvgqrNTwJwypjPKpCAyy3RYYDU6X4UmKTAorlbNjsrnZTSuC3zeZAfm32yHJdkNRT3MgwnaUTG3X8A2tq0gaCeUWSTAJDQMeIOgatCCdrTsqIGqDz/88Bf+rBAC11133dE6ddB00zQCFP1ugonLswioHOwn60qWGFTW9ABpqQIRFgXTEwSSwgTahsjAumQy0KIDJDfMZRL1ZhWBiYZ+MmaibGy3fX0fGawL0wnUDXjJ/jw9jyDC7nYy0vwaW6yMttmlmUCPkxtbbWwKaKomhpIJN+ChRmG3i+zX5kEyaCwyAc/qbrbVlqbxvg3Bfp8KvLmfSWl+DAPCDicTx2/N4PEb+nSmgoPfVTUGr+dP4ndsJiafxo7GkTYmtHYT0OckqPp8OQEbQ1P1g1q2VRvB6u52MuN+t4GMoUgb279lSW+dcrC6P+jlPdT08DPfnkUA16J/TtMY5O9pJ/hdHMfzO30Eq4QAfrOOkg59bp7/5ByCZK/sJeN3dR2TgOaBgKZqTjTZVOcX8b7fribIszhROmE0nY5Xk6ChNE1gfSOB9K0tZKbkRlOX8Ya5HJd7O9lCb+iC5kQRTPf5gc/jzyuKigM9BN8e386fyYLAeXE8x+Q1szgOWwfZOrgskwUQRQOmxHO8/G0b/WZFNhBiCuiSTk0gm/prUwjM7tB9b2oCAVdD+qIojtq8hpV3AMUJ1BktSSGQNOwja8ZmAq6dxe+eN4nJ5VkFBDu3t3JcnllIYDPOQeAxPYLFG7PEzd4AzjVr6+nLJckcy0LXOr6llNf/Vg2PN+Rl4cRq4v2YJPrgqnyy7gyfigsh48dqAkqSeL/3rAPuWEJtSyF4XS9XBp71GflMVmt7OS+WpLCwsf4gk+jGPiDGzGegagS91x4kIFbewV3k24bpyw9vZkK/rZX3tLmZ7PPr5wKXTSOAbBSpmgYECkJFECw6SiYEoPRZsOspCaW3Ab217M4wnu70RM79mZH0q83N9KWJGGaHtBkF14a9XfS/SBu/X5pGn9Q0+pJZIrPN7Qce3HiY6wM3kvrL2oCe4cObySBXNYIyDjPH8ZYWtvAXxbHYUDOGTefys6haGMv/r64PAMIDHqC+T8N9KwV2tDFmSAmjv7xYyeLGX7cFGG5xDuqW/3nLaEAlP5r+dd+6wM/iHFzb3qridx7bNhqYOSlbw9RYBX69U8IpLHhg4+jykgbgvVoJudHA5HAJiqJCVtyH5AKOJJMqBGDSLBB+hruaxQff2G3ig3ZCmhCACRYIn/5uzX4MS2b8dr0Yt5nb6nr6YV40i2XfnEEWqU+lb/S6A364MD2wXo60fk8AlG3sZ6yYGs7Y8eXK0TrkfW7GgD9bzHkgO5q/9+kh1kO6H2sa54oQM+O9Ha3AHWsCx3GYGR88vp3nmZX0xZ6NJHivt38cmM/KGkmcMPZDGGm50YxJc6JJCKjspKTUldMZj/6+bPzGfE/upNb/1pbxRHCLDMyPAnbs5v89YcDMXwPyBHinHz4UnmtByxYx7kCyBUhfAvgUftEky2j+TBoFqAKA3wWsv1fCyt9aoVhOjA2fTkRTVMCjCljkYAxyIpsQQIg5CKoGLWhH04Kg6lfIFEWF3awhzCKwrpEJ2axkAnCzkhmcvbcfOClbQAgB2efG1TND8ectBAka+tkymB5BdlmMg9pwN5USZA0xs7XYo7CCf0ERwQ2Xn0CmwVz7x87ATqmKCvxuPTfo2dvJINXtB97eT/C1MJYM1k/qCJ4mhBBMcHrZfjwvlXpyyWEEIz6pY2C3JCMQXGoasLqBPztX3xW1dQjoGCKQEWLh30VxPMYHtcDXp/OYLYMEGw/08jm9ujfA6syLZuvT78uAqyaRObq5laCQqvF+l2cxsP7DRu4KPSMJ+McOoDQdKIhlAPvHTdSmc3kBl0Iw8y9bGbSvO0gg1aYDPylhQH0vA/WieLY020x8rq9XETQd9rHNtK6foO0DZWT+5cfweb6yl8n/BUV8Dr9dT1AnLoTJ8ks6OGSRCC6VpvPatKAo1Zc2k1AxN1WCWQ4Adxsa+f49CgBBxtlZBWwBz45iK2LHMPDMbuDmeerntv8LAaREcGx8t4QMb6ePwJvLz3HwYgV90CQRyIkPYaL4aT2Ts2EfwQ6jRbDZS8BE1XCI4VOaSh8d9FJP7pO6QEKYEkawaSSrrs/NsXxRMVmoBjOvOA44u5Abae1so09nRJJxfqCXTMzmQY7NJZmcHzY10TdnJhHYMUnA8kxgZQ79JNrOglFND+crj0IGz2836FrFk9jCLwkWmra0MBH+9Wf8/rdm8f08s4fXHWFlcrijneBXRSef4cpsgsKGVmt8CMHhHhfZ+7OS+S67nATJcos4vwAEaDc3U6P2kwNAyxAZtRcU8x029PFzXoWAncF0397KvPLhzWTRL87gO1Q0wGERQT89imaSTNj3roAtEhjuALK/DbSPeLwrsjmmvj+Ha+faBvqcSeImLj5V11JNYbHwjxu5LjnMLEb6dYZnQz/wTjW7LgToG4szWJg8LY++2DkBDlAcR5BlJJgx7KM0RLSdmsGFsQRvDAAoxHx4BtvBfp53edZoXUWLTLmK2z4C0sNZvCyIZWGifZhA0iWT+Tm3X+/0GKSvW2WCTTF23kOPE/jlEg0dwxqi7IBZFuhxCcxKpo/+cinnjQEP1+AEuwLhocCk2Szjo0ZxWL7+q/skFMwzQ1KOvKEVQB+TZRnagA27nxEYbBZQfEB8sYRJF1rgtzqDxYkT2CRJguy0o/w5gZ4aAdkCpC6Q0DAjUGjvcY3G6N6o4iaCPoX+ct9KFrc8fsZcoRaO+YSQw28y1TbELqZFGTzP1ATgJx+PB2AB+kXbEAsSdhO7irbqx3X6WJSIsgXA3gF3YP0AKAlyyWSCl82D/DPoCUhJHU5fOcrG2NAksUD5tA5sbmxigeO0XHZzeBXORzOTqN/88l5+xij8fH8usKWJa2SMnc9z5H26/Ixhby0FHt9BIgRAv746F6h/CoAGxE0D1nUDn7QAv1osYNZjbFmWIHstUFwyJDOw4DYN2x8TcOngdFgyN5hTbW5j7x1IXguq3xyvqQxwY6vOCoHo2dKhjYSDdnTNpY83WxBUPeHNYdbQ75nYl4IWtKD9/9tRA1X37TvClrRB+4+ZBT44/RaUpgk8spmJX5iVyZ3Tx0DJbgZkSWL7jaaiyymjxxXYGEmA4MH2VrZAvb6P7bDNg6zmR+nsmqd3k7UVH0IAb00924Mf287A1Ni5OCuSgeTJOax+97oJplhkBpDTEgkwCcG29/UHgYsmU4eq30OQo22I31+RzWB5Wwv/dljIxsyPASSJrEuTzkY70EtmwHUlZNAaia+mEXC9dhZBFr8KvFnNBPbqmWQWAQSBVRW4MgeQtwNJs4CGfQRJbSYGtIZ0gsPMJLeqi/ceH8JE+cGNDKYXZXBzkG2NPP4Ncxng1/Xxua7I4oZYdjOQGcVgt6yRbNOUMAayxs9W5QP9XibIV03n9zWN5312DxP4cwsZABfFEbxtHBjdLhph5bk+OMBr+F4JoLiDQdKXNbPigVlw05sb53Ns2E0E9gG20q3MZpJlljhuDIbz7Qu5M+6RGtdkWcBrssHlE4i0EfA/PZcaqFZd+/TTBgKoiaE8f6iFyc/bNQROZurFiAEPsOEgN03qGB6/0/isZIKj500iO9uv8hwL0+lLj4yRBihJ4biKD2VxoX2IgGhVF4sO35nNBPedGgKRPr3AoGqcR3a1M3mLjQIu1MGau9cCv1gC3LuQ7X33ricLP9JGwHfIQz+VBf0+JYzH3tlGP5iTwlzsmlkc70Yb9oNlnKu+PZPXlBFBBnznMOeBnCi2TPe4WHCKsvMcMbouZGUnixRG+3e4lQUkoyBzWg6QFQ2cbeFcMSURmK7LDWxsCsx3hrUP81yLMgJ6mopG36zt5jt4q5rXcURaXtD+/0yR4OwQ8A4CYVnAS63AjDQCk+FWstGGvBy/K7KAU3KACBOQH8qxNejluNjdzjFlNendHgP0Fw1khM9PI5gRbuU8vr2Vx/QonA+umMp1ZSwwc2ruaNmAkdbjAtY0AFMSRn/P0HKeyJLDyOq+qFiD0ycgAJyUo2FFlsAnddRk39/LPzF2ahdH2zk+/7yFa3asA7ioiOs8wJ/ZTXxOigZ8d5aKKOFChEODZrGirNWMVyoDeqoZEWwnfqeGhZO7lmiBQFQItAwePsnrckJv+T+8SZKAz2RDj1tC54BArFkg75vA8C6y3swOgd3/JzDtG3Z45CCj7UQ1k8eO3c9IyF4BJM8iUzFmhoDVCljNHIuJocCWZgKIAH2maYCFzQXpnIdfKOc6FWKhHxrSOXGO8a35hsU6ODdUdVPu5Uibn3cMc53vdNL3J8WyeGZYrxswDwKnOIC6Hq53XU7OFeUd9GUDrATY0bAqn+vOpVMIuI40SVD2SRZcB4vigB/O4322DpE4cPUMzhPdLl3D2861duR5drVzjb56Jp/DqbmcP+r7WLg3mppW1wMrbcCPJwFeM+BzAkoL0PhHYLgdMDuAtAuBpyq5Pr5eA1yUZ4JQNPjbbdj4iIRhXS4kbjKw4BYNmtAAoUGyq1BMHigjix8q5+vD2VCbQKwkoAQVAI6JOXUNTusJJx4YtLHmMAWZqkEL2tG0Yz4t1tbWYnBwENHR0UhPTz/Wp/ufN1nxI8RqQUM/d6au7mZwZJG5KYpJAqxSoHovC1bJ36hi8PTQJoIsnzUwgAJ4DJ9KRtuUBMCvMJDc0sJgsnWIn82J5k6h0xNHAzQWvZp+12fAHUspCQAAf91KsKN9mAw6ASaqF0+mMH5WJK892k5gdU0DwdXkMAZ4oWYGffs6yXzrdTFZaxqglEHrEDcD6HMzSHb7eZ+n5AT0rX69DHi/loGizcTnsbWFCV9aOLAgCah+mBXzpKVMHl3+gPC/YcuzAIeJ4O2MJAJJ+7p4nUVx3GTnyqkMhG+cD7xSSYDnnEK92t9A1uLze4CvTQXgJVCsgWCK209A/KQcPpu0CCann9UDk+KZeB/o5bM6p5BgjN0MLMtgAj9SR8sqM8HvcfJ+q7p1SQSB4A6qX9JURUWGw4OYHBve3CfQ7wcunES/SwtnQhRlp9baZw1MtKYnAqvyNYSq7iOyKzSTGS7Zig+rBVLC6YPzU4FhnU0WH0KfmJpA5s0bVfTb03OZAM5LpY+8UUUgsySFzNCtLePZLksymNhtayWrJSuS4E9yGP3Q0IUz7OoZHP//qgRmp7BIccVU3mNNDxmsCSEEkhv62c5/Sg5ZLo0DTGDPLGBhJsbO63tiZ6Bg8eoe4OzJwJn5BIm7nASoLygmuDsnhfPK3FQWFjqdPN/KbDLq+j3cjG1JOueSd2vIIJ6awOfQMsD7Mkv0gVX5fFYbmzg3laQQsP2gln61sYmAsLFhyUh9PQGe4xeryRIKsTCRdZiZyDrM/HzbUOA76RHcZf3jMW3lLh9Q3UOt2cIYXlNokK161EwzKYgpUNFdJcHvADa3A01OrktvVgXmeLdelHi7hkzOH+QDoT7A5eAmTsO69Mq0RLI6vzEd+Pliri3twxwTYVYCLD0ujl+D9b29jXP5zxYToDjYT39YnMF/Z0RyY5qJLDOSwKRhJ2VzDRicgO0uC8qDvLaP69h9KzX4NcryvF7FQsWtCzjeNzYRYKnr5bP4g67V7VV4vo5h4PRcDe/sF/AqgY3pZiZpKI5VoXhUyLKE6n4Z/9w9+joa+hlnXDsb+GC/BhMCc56mqiiOU7GpeWLYNCtSg6wdHi2RJAGX7MA966RRzN/kMOD7OcDuewDVD8y6FuitEwgvDErenIhmkmV07QLS5gGb/ggoXiDtVMqx/N++wNokwBjsomJ2HmREct5VNK5NmgZMTiD5oDCG69RdyzkPL8/i+jeRLc5gF8KV0zi/G3HhRBYfwhgUYBfTt2exc6PXFdhsMcpO8sI3Z1DupSSFc8Qze8YfTwNB4Z8uBpr62WGxuo7zTEYE1x6TRHDYAG8LYhh39jjJdDXLBGx9Kjskwq2jAVXjO6fkAj/7ZPS9TUugZv8fNvJaMiOAvv1ARCLgiQNsg0DzeoKpGWcA0QuAR/cHCo4bGgXOyTfD7pKw9i4JI5U4OsuBj24XWHaXBkQ5+R7HuKcmqwhNkjF0mHcTk68FWarH0Fz6ZqxBpuqJbyEmDV3uIFM1aEE7WnbMQNW33noL9913H7q6AiXZ2NhY/OhHP8I555xzrE77P29esw2aKmDW237r+wgc+FUGjqvyyT5VNQ1CluH0Szg5hxqCz+wmYzHMSnBwUQaP6VGYUBXFEbC4YioDzkEvgUObiSzYFVlsRb9xHnXnyjsYvE1LIBPg9SrgN2uB36wIVOsf3EjAZmoCzyVAADDUwmB4dztb9zc3ExSakUhwV9OYnKVHAOdOYtAXbWcg2qUDVZfFMyl8dg8TylgHdx4Pt7J9cnI8Wycl8LgDHrKKjODvzAJAdQKJC4DU04HybuAHcwkG948AUeam8B6cfjLcvjGNGwlMTySg9EYVcP0cBroaqJd45TQ+s93tTGavnM7NCU7NBcrb2bplM/G7k+MJTFd38zuT45kURNmB2BDq181O5j0MeYG/72BSvjwLeHIHNxPoGA5oqqZHEOQ5ryiQ2O/rAhYnBBPMo2Ga3w+bAFYMAfZs4C87yZa+chpZJR8dIBt7fhpBjoIYwCQA7QjUCs1kRmWfFU6/QPMgwcMHy1ikqO0lyH7feoKsUxIIGk5J4Jhb10Btzp98zHE1PZF+trmZLeh3LSd4ZxQVJscTLHy+nOdWNeq/vlHN5PHKaWSdGnqOpWkEWpx+8MDgWL3rMwJFhh5lj5Mg57v7CfTvadc3hUvkuau7ySgqSSag1TRA39I0QFiYfA54WDxIj2AL/wMb2La5NJOn9iqcS3KjyaQwihevV9EP/rGLINEV03gN9b18Hptb+P0dbUxS719PltP0RJ53SzPwUh91oB/eTNC220mQ9+2aQHu2VdY3mNrP8xfFcT6dlcTnYzB8frYIeEwHVWMdnDderhzfcpoeQd/d20mQOCUMUL3BZOZomd+vIHMp0LyRG8ldN0dnToNjfNDLdzbSDg4Aq/u4E/bqBhZLbCaOy3dqOMf/vgy4fSELEg4zQZUDPVzLXH762I8XsgXfJPiZe9eRHT4jkevLo1s5399SSomPiYDSS6dQd/i0XB6zpod+eUY+uzaMkWI3UcJAEvTBPe0CQz6e0wB8AM4b35zBosyONo7HrEjg9oUaWgY5X2RHaSiI1mCCgsXpJmxqAXyKwJwUDVHmQCu/T7LgufKJE7ZBL1nhX5uiQfh9h67T71cxLV5DiHn05ooj71dWfIdwFpNJhuS2QFMFIGvwWoEHNkjjpBRaBoEnDwLnnw3sfwbY8mdg0U8kCFXGONQmaMe9CZ+M0AQJa+8GNBWQrUDoIuD3O0d/TgPXm+/OZrHu7AJuBmfY+kZqZxfFkhDw44/pS/Gh9DlDd9UIi8wSCyZehbHjfev4+bMKuOnpWMuOYhHFiLMibezm2NPBbiuzzFg53gFcM5M/TwpjHHck/livG3Dra/aBHq6j0IDkcF5jr5uyIukRBI+ruinl9etlXI82NBIwtpkYt0fb+T3fCFc4u5Axhm+Me+xq55p7+0JK+iQ6ALMLqBxiXBPnAKZeAvQPANuGgR3bR0swSAKQhEDDp8CE0sYasO9fApOvtsA3gRaSavZiymUyyn43fm6xRwPhmSq8QVmPY2ZOHVS1yv/lCwnalzaHWcPAQJCpGrSgHS07JqDqJ598gltuuQXz5s3DTTfdhNjYWHR0dOCNN97A7bffjsjISCxduvRYnPp/2iSLGXV9EjIjA+2oRkXcIhO82dQMrMjSAFWDV7biYB9b/n4whyDK/RuY7HkVgpPFcdQX3NDIwGtlNlvun9xC1tXZBQRcDc1Bq4ktwxkRAUbAR7UEbgpimHh2uwhYRtp4PXV9THpWZJMFZjPxOOubCFC8UMFrWdPABO+iYm4cU5rGAO2ZPQx0XT5dH1Jvhzc0owCyiDx+skjf1DfXqenmz+alEXwxNhmIsLLd1qcA21yAeSZQfgCYk8pNNq6cRrBq2MdnsreTyfLXp5GF8O5+gjyPbmXCevUMvdIv2Pb/fDlbPWMdDObzYrixjdvPf79dA6RHUkvvvEl8hh4/Ne52tJIZYZUJVPsVPsv39/NZGvpYJ+UQ9ClN5ztNCiWgWtPDpOK0XOpWGsadmYOB6NEwzWKDD4AvCzDbCCg69Zbx0/I47vt1GY3WQY6fmYlHfvYeYca6RoH4EI5Tjx+4ZQH9ICOSScsP5lJnNTGM/tw4wDE1J4WyETfMIwvG2FwqMZTfKWsio7vHRR8ytCIBJkjRdspJVHRwHP91G30kI5LabRYJiLbR54a9TEBzogj2/moNx/CyLB4vLQI4p4A+4lF47rkpnEv+tImf8anAgT760KwkynqUJLOIsqmZ5y7v0AsY0/nzbhcQbmGRIsRMpnyPK/BM+tycUzqG+XufCkyJAxanA69V8XhnFzBhfKWS7ZLPlZNxCxDQ/FEpiz2zkgmsvVRJxtKtC3h8swSkhFMPun2I2tBuP30uwga8vINz4PlFvM6cKIJdX5vK/29qHv3OZydzvlR0tu6TO7nhnyQFN6o6mqaGeJF/hxV/3S1Q08PCwpwUjtlBD4uCu9pHf8flB2yWw+sutg4ReLfo8/R7tQTxDWsbok/+cF5gI0SLzHV2rP1zN8fY07vIWgbod1dOo/xFTQ+B4I8OBFhzk+OB+09mUTFCl7P5114WLmYlAdfM5hgdCagCnEee3MkN1fZ1AQvTNKRFEsCZHKdidrwCxeuDom8qFQYPTktjdu33K9B8HJ8A4BcSWodwWGsd0rAgyQffGNkZu+bBzxfb8dh2gdpe/izaTtZ3j1NDbLgJUH2waDa0fCaj+g0J3kECKoV3aIfkM8ZadQ/gmMZ/qz6gr15DYio+V8M6aMefyRaBzkoCqgCQNAf4pPPwn19dz1jSbubaa5iqUYYlLYKEALef/j8pluuCLKjF7fbTr8wyO4XyooEffUB/UTT6lAbGli4/47DZyYxp/6hvfiUJxoePbiHoadhTu7jB20k5jP+e2Mnv37aQf0800+dFc06q0v35oc3sfhEgMJsYyvV4birnsYc3cdNWn0oCxcjOpb/v4OaVl0/lfgiALgU2OB5QNeyTOnZSPbiR8cxpuVwjL53MmNsiA4/sGr+xFQAsytBg8wrETZIQNwnorgb2v0f5BsP6GwTgkybMUBVFRUimD7O+Z0b5PyV4dFmr2CINM7+twW92B+skx9AOMVVNwRjkRLcQk4Zhn4CiMk4JWtCC9uXsmICqjz76KE499VQ8+OCDo35+/vnn48Ybb8Rf//rXIKh6lE2WJbR5LAi1CnS7mLTNTiHYVt3NgG6ODl5omoCiqmgeZNIyM4kMmzMLCFiEWghiPLeH7JbcaAaXpWkM2J7fw53Bf7eBQVNOJFmPikYg5P92sUI+N5XMl7SIgA5UYz8TtIc2s/X4R/P5PU1jQvlODXD3cmBgiKDTW9XcdCbUwuC3ZZAaU9+epW/YZOI5rSYmwEM+3uPb1QRFE0LI/lQ1BqdljUCXHrx5FCakvS4moWcVBADMskYCYPfv4s7cb9ewtbMojtdulhg4On0EPH44j9/tdTG5nRJPdmJ9H+/rtDwGqJ818PouDOM9D3qBD2vJtrWZGMhWdHLH9gXpBIc2NVPbNSeax+kcZmBfEEfm3awktlJKgu9pTwcZBt+cQbbFD+eSbWVsWPT1aXwexuYFsmAL1+FD+KB9URMmE1Y3yiiMFeg1ATDxibYPERjwKWSED3q4EdxpeUxw5CMoqZpMEna0CfS6WORw+wlYRts4fg/0ko25uZmJ3OQ4ttVPTmDS5fZzTKxvpC/EhXDs9boJOGogw/WUHI5dDQTtS9PIphWCzOabS+mfezoInKaEkRX6aT3BRbefzE1Vo4THAxvoY+Ud9JW4EBYlbpxHf/GpHHs72thK6FN1TdYQgsJbW+hfTh8Ttff2058AFlequ3mfZxYQ8M2PYfGl1s1/XzWDv28dIpAaYmYCOOjl3x4/d3HvdhJslaUAg/6pXXxW8SG8xuQwPpeD/fTtTc2ciz5r4B+HmYnuqnwmpPNSydpZqPvw6Xlk9lR3s/V5biqZkG4/wa5zC1lg2dvFa1uRzbnrL1v5LkItnLc6hoEMS9BHj5aZJBkDmhU/XxPYLVzRCPZXd3MMLc0k42x1PQGZghi+P/lzCB5uP1moLYOjAVXDhn0EJ+akcJyuzGZBcqy1Duk+mgZ8YwaLpUIAisJiTdMA/f6yKWS4NvYT3B9wc/zev57romFbWjhvXFcy8XUrGv3ollKOzfJO3qgkZCxJl3B+oQSr7IUGAVVR4fPpc5dsgle2oL5PwKMABbEC0frmNhNZejig+sb3THtgxj92CsxOHr0p5Pu1QF2vhN+fZEEIBGpeM6Huo8BLcPfjc1k3I0ne7n5A1YLoy4lomqzA1aPB4HOaIoFuz+E/3+NibFbXy2LEy5Vc/wRYmO4YIcdSEMvY1mCGb2kJFD1+tghQHFwzfrqY8VpmJOftlFDGroNeXW9SA+74NCCtMyuJHQ+97vHXV90DLM3i966dpbNLO7lXgbGxqGE2E/3ir9tYFDkzH7hiCteo9mEWb/9vF+cMo8h+43wWMt+qHg2oGrang/OcwYgPtx7ebwEdONZdrc/NAuS5hVyzagdIOvj54oCUluF20Xbg5ATgoxsCbf/xk4F5P6SMg09nmDviNcB0eN/0Cy+ipipY8msLFLeAMAHC6odP8kELFhyPqZGpqsESBOFOeHOYNWgQGPQJRFqDfhO0oH1ZOyaganV1NX7wgx9M+Ltzzz0XN9xww7E47f+0eSULnq+QcFEx2YyT44H3aghkLEwnCLK5mVqfRbEqNFWDWxFYd5BtTIszmLCvbWA1/2uTyQB7cCOBnMunAtVdBN9UjUHXr5cRhBEgG2bYS0BhRiIDwdRwtqBnRhJYebAMmJ1EtqhPlyP4aIyGoEVm0LjuIBlC5TYGjyPtjHy9VbeVEgXxIWR6pkYwodzfw/PGhTCQ/rSe3yuOZ+CpakyYAQbXl09lS9QHtUzeZiQCJ+cSvJ2fyuvpdDI4jraTgbbuIIGx/BiCrc39ZKhVdPHe/BqT8KxIsmTf3882r6n6piLv1vCdzExiMPv4duDiYl6TANuRo21Mbi+dHGj/f7eG12uWAK9KoGhb68TaXwmhwL8qCHgbrZ+1vTxGQz8/Iwlq77YOAVFhX3YUBs0rWfB6lYScaGBrK1nVAtQx/NoUtqGfnMOCQecwtduumanC5PccllwhhIDTL9A4wGKFVaY+3M8WE+DZ103NxUmx9MOKDo7Juz+jNtuyTIK679USLBxrC9MCu5mHWcnoUTW2J1Z0kOmyp4NAzNJM/vEqBBZ/u55zx7/2sfix7iABnn/uILNzfzev4c41TBbNMtkw3y0JbAhimFXmOH19HwHOBen03dxonstgrUXo19g1zGM/u4d+KIObBFllAk1/3x5IYE/JJavpqumATQY2NQLRDt5TYSxZP0/sIKu8NI2g2qYmgmezkoDaHj6DnCg+40smMwnf1sJnNy9VZyUKoM9Jvw+18N2Xd3C+9KsBNmphTGAOquslsHzNLF53n4fz8MvdPPa1s5kMA5yDhAiyyo+GyTDB3WPFC61iwo1mul30m0/r6RcXFhE8T4/gBoe3LeD7PtwmNfEhZDofCXzd0sIxvL2VfpUfHWCjGvaNaWy7z4xkoWKk9uGMRM4DO1oJyMaFcI35sJbzQX3faEDVsD4310mDUT7W2DatHQJUAc4JkiTQ6ZaxqcmOHrfArEQVk2I0mDUfdvVY8Nh26dDzyItmcdAo3o00i0zmq8F4HWkuVUJVd6BzZKzV9wOTzSbUfTz6wWoKEHqERF8WgHXE6WILENRePEHN71cQPxmoX83/OxuA/MLRG0CNtJwoSiXtaOM4vmQy/XZHK+NdQzO0MJag5FipDZefRY1BH+f8Pg/j4sJYSn0YnVoA4+2CGK5tizNYuAMYk782QdHEsO2t1ETf3spYdXYy49efLeLa3efmWjgziYQHg2W+vhFYmcV1pKxpdCyogf9XVN7zHZ8e/vy72wkob23h2rYi+/CfTQgZz3J/s5pdHB8fCGyKujKL8fI7NcDcFA3TQ4Ddd4lRbf8d5YDPBUw6H9j9NH826TwNiuQ7IuPUryiAyQWEjvhhcFk85ubyC9jk0RttBu3EtBCdbTzgDYKqQQva0bBjAqpGRUWhr69vwt/19vbCYrEci9P+T5tPk+D2M1H6tJ4J1ZQEgoD7upjErMimjmG8Q4PPqyA1nIFfVbcOzrUwqFI1gi+3LeDxGvoIKjYNAt1uJpZvVAGn5jDpPzWXrK9wK49XFEdQs7KT//erZHe9uo9B7/lggFneMf4+TsqmxulnDUwOpyWQwbO3k/dgBL0Ak0UheA2ZUfx7YTrB4ZEC/+kR1IG1ygRVk0IJIHkUxmBP72Y75ZwUXrdZYrI7K4nHUzWy8l6qYGBqgDgpYQQnh7xkDjh9wIOb+CwVlc86M4Jalz9fzF28n61gQDozicDRpmYyDRNCyGza2sL39J4Owp6UQyDc5eczPDWXzzA/muc9LY/A8FjLiQpsEPbqPrJTH9tOgGxVPkGicCvZrx/WUiZCOdIWtkH7QjbkE/CpQNsgx62iclxtauZ7urA40PKfFQVcV6LB5neO3t12jKmqiuI4ssb+tZfA42PbmaicVUBZjGVZBOaXZZIxsr6RmqNP7aQfzUsDPqkPyGEYJgt+t3WQYyEplP5llnnslkGCkdMSmey9XTP++orj6ROT46kHN+glUPPnzZQcaB/iWN3QyGfyTg0Bz6tnkvnXNEC/zI0mkyfGQZbMAxsIOMkS/T7GTsZgXjSZ1/EhHNvTElhc8WsEXP+2LQCmClDaIC0c0AR/X9FJYHR7K+fGcwoDG408upWtkzN0LdUpcSxsdDr5WaePcgWtQ0zQC2ICrdcn5/D3NYMEVW0msoM08B6MZx9lYyL/XDkLJMYOzD6VDMOhbgJoM5MosfBmVQBgSgkDVF/QT4+GCZcVPZ0S9vYc/jP7uvgu1h4MrDv3n8Q1Yps+V39QO/57izP0DdLcBDoPZ7Iga1wDtXqvnsk1Zmc7WWOT41mcm5E4fhfwGDvH3NiNZN7bzwKGVZ7YX0feW0bkxKBqQYyGp3aOzpoXpVOy5s41gZ9vbpYQYwd+uljCk7tGg9M1PXwOp+TwGRm/CrMAN89XYVXcE2Imn5esyxLg6RcTAigD24G5ycCmtvG/W5YK9Kzlvx1xQEiKEtRePEFNUTRE5qqwRclw9wIde4C5FwPvyeM3XZQF/eSetYHflTVx7v72LBYGb5rPNSAzkn4x1hakMUb71ZrAzzY3cy7/bgkJA4YPrjvI+GtzM9fe2xZw7kgMPXKLrSwYdxp/3q2hFFeXk76eFMq18p61o4e+ABmu4baJGfEA55OvTeWadjgzSYwdkkK5pmVF8p5HAsaGnVnAuHGk+VXOd8uymCM8tg34qA7Ij6VWtRgA1t8sMNE+c721QNH5gGwBii/VYEv0wRf0zePSnP7gJlVfFQsx8+9+jwCCpJqgBe1L2zEh8M+fPx8PPfQQWlpGC441NzfjkUcewYIFC47Faf+nTRZkgRrtO+sayZR6uZJslcpOtvAuzdRgU93cJdenYWE6WVD1fWQ0ZkcRMLxiGluVMyMJsMiCAVuYhe2s501iK+yqPIIkLj+wt4PszVhH4Lz7uqhRGGVngigEg8DTcglYGiweu4kgTmYkwZFhH5PJSBu/f+ge9pExcLCP5+5zsxJv1vVFW4dYLb9tATcnuHUBhfj3dVEvckszgcsb5lH31TCHmWDw6nqCVOsOEgxbXU9A6IIi3u8/dzOgnJ5IWYPzCvn/2h5+B6Bm4kcH+PwdZrbfdzkpxwAwSDVasQ7oCe38NAbGGxoJAJ2Zz8D/t+sJAkXZ+Cw6hnkuk8S/Y+28NmNxlARBnwuLycjTQBaeRyEg++gWtp83DTBwv3cdg2GvH5A/r581aJ9rxkYWTj9Bkm4n3+2KLD7z365nwSAplO/M69c+F8yWJAmqxkJJTQ996+vTWACQBH01xs5xs7qe/hkfAqypZ4t5ZiQ3eLph7ugxnxJGP+hzEwB8dg83cHP7yZIxpC0sMoFH8wSrRXYUE7A+N300K4L3latrxD27JwCSlDXxvs8q4PX8vowyHTF2grbrDnIn9TermZCuyOZ19LnZSp8cxutsGyZoXJLCpDMvhp/xKyyQXDKZsiLfKwHuWUmg90+b+KzSInidjQP0J4CsnxvmMREGyNLZ3sprMslkF7n89OetLfou7kOcA4358oIi+mmoBWge4PU39hN4BQiQVnZSmuGH8ygvcu3sAIuvOI6+3+3kc24a4D3eu47HBchkdPm0Q5qVQfv3zWyW0bgOUJx8Z4ezUMtowDLCShD06pnsuFiVx/FsbNphlljYWJxOXeCqboL+h7N5qQEgxKMAf97C8x3o5RpokoDUMIIxY7VCT8+jf43ddVzVyAaPDTnyvYVbuSaOtUXpGgAN2VGU4fjRfP5ZlU+G/FjrdgEvlBN0HWtP7OB57l5Of7xpPvCDORoSbD6oh2GJ2oQyap4aabIA0sM1SIehA9S/BpwVCpycrR2ar6wycEYmsEgDGj8BEqdrWPhTldqLQTthzW9xYdHPVcQVsypR9wTwkxkEAw1LCuUa8XrVeLC1qpuF7++VkBTw00XA1HjO7yNNgMUBY+PGkdbrZhfS4ozRP//oAGPcbS2Uewm1MIYb+7mRNjuZbFHDhn0sePS56NNvVnM9GRstTE9krO5TjkzUdOnSWIezaYnceKu6m4DznnaCztMSAptmRVgZe7QPBbqdRpoQlB7Y1MR1GGB+MOwFTApQejMw/yZgwW3AlK8BlhFAjuoHlv9GQ+IcH3wiKHR8vJrTJ2AJgqpfCXOYNAhoGPAGtRyCFrSjYceEqXrTTTfh/PPPx6mnnorp06cjLi4OnZ2d2LlzJyIiIvCjH/3oWJz2f9ockg9JYRIcZgGTxAS9aYBAWpiVyYjHD/gVAbfFAYt3GNCBmowIBoHbywgQnJJD6YDT8vg9v0qgdMhLhpXbr2uw5pO9+kkdA7LkcG5i9UolGWmRNgZZw14GWZdNYQLpUchEM0kEGDSQ0VfWSBaaJJicbm4m2+eUXAZzQhD8Mwmy4xwm4LfbmFy2DJKV2zlMEOmlCgKQkTZ+36InvWsaqJP3xA7e5wV661C3i8yxM/MZgBv6jN0uYGMTQaqbS8n8eWwbz7Uii8GmCoLG9XVkEe7vIRDyvRL+fMhLCYN7Vky86UlKGN9DpI3P4rHt1LT9jq6TKsANSB4sYzv53FSCQuHWANBz9Uw+T0lw86LOYQKuZxVQwkESfAeGLmZ1N79/QRETjyEvAGsQrPmyFmZW0TksHWKI9XnYzp4Xw02TAIIyG5uAxgPAbfMVHEFOFQCZqoMeDafmChTGcgz/ZSuLFJdMpv8tz6IG4id1fLeLMzjmH9xIsGNRBn18YXpgzHc5CfCemkNA/9fLCE62DgHvVBNEaR0kmPlSOfDLpWTK7ulgEWRRBsftw5t5vIwIAqc2M4HlAQ9lQPb3sGBR2clNMWYnj9YADrUAt3xAkPS6Evp5rINzxcObgXtXEtTd0MhkbqGemA55OdeckQ/sbCWQ61XI6CuIJeD1SiWLB6EWsmgkQcZQjwtYksHN7Br6gb9uJZvp3El8P6EW+rzTx2dS1sjiSU0PN/L5xnR2BOxu5zFL0wimuXws8uRFBxLcBWnc3flHpZzXTBLnhT9uZOJ8Sg6T5hlJnKPLOwhIv13Nz8c4yOA3y8Z4CCY0X9aEENCEQGQmcKoCPDVBizrAsfqHERvNXDGNYyLKyiJbfCgwKSYA/guwgLe9lYC728+5emF6oOhmWIw+P/92feBn0XYep7yDf1w+rqX9Y/C/hBCCR08PTHzdbj/9e0UW8OQEkh8A5TUUNSAFEGXn+pcTBfS6BM4qIOt70Mtuj/mphwdttrQI/HBeoNXZMA1kzkbaAruoZ0YK3Djr8LubmxQvrp1lwp1rpHFA2FXTNZhVL8xhZtiiJLjHsGw1BWh4AbjgNgWn5wp4FYKqDj+gDABJvwNg9cMnvAjKqZ7YpqoaNJsT079nBjwmqG4JQy0C38sFBu3AsJ9z7cYmFhonsk/r6Ssv6MWColgWxTeP2DQwJZybqR5u7G9vBX6xhIWQGp313uum/NWqPK79+3u4UdS0BK4lYzdwm5HIeWWkHA7Azel+dzIwDQRUu5yjfz8/lccKtQSKhIczWeJc0jIYKNQZtiCVc0phLGPNyk5KDthNjC1OzqHvJoUB/6oENjaPP35KGGNu6Ne6PItF0F4XYJWAhveA+k8Cm4tF5QBzrwe2PAK4+wAhAR/dJjD3hyaE5PmC0hzHqbn84lARMWgntkmCwGqfN5j7BS1oR8OOCagaFxeHV199FU888QS2bNmC8vJyRERE4IorrsBVV12F2NjYY3Ha/2lzqzJerODu4NfMIkhwsJ8AHUAW2zemAw0DwLBXYE6yA1EWgUe2MiA7NZcgW/MgWS5Gezo0BoQ72rjBzB82ElwxywwgJV1T7s0qJpyPbyMw0eVkMmWSmDh2DJOFc0ERgddOJ5mgGxr52fQIYKXe6p4YSpbpn7cyIX1cv4fkMDJmqrsY3Bkak9F2AidLMgi6bG5mQBcfQvDkvf0EmKbEM0FsHWQQO1IiAOD382MYBC5MJ0NtSjxB1h/NJ6BUGMtjD3vJnjtvErVPO4YI9L5QzntblE6Wn6KSTWS0/pakkJ20sSmgqRrroIbimQXUVX2hItACBhCsSQrjRjXpEWx9Tg0n6+7tauCsQiYNB3rJhliWxSDWqxLkum0hwasYB8G4ZVn84/Qx0X9/P9kcQUGqL29eVeD9EW1xr+8jiP/QptGgSrgV+NliDWbF+3mYKhRFQ3aUwO0fs2BwbiGLG3W9wK/XADeV8v029HNcqxoQYqV/zUsl6C4Lyln4VLbiqhrH4vxUjs0/bAR+vIjnCzUD05PIiL24mCBjZRcZzmcW8JhehWP47erAxlZ5MWSyv7Mf2NHCTXUAnu+GefoGa05ez9YWfufHCzn/LMlkEWh7K5m9r++jZEJBDGCRCA5HWNlG+OgWgo2xdrZXPrmTUicS+GysJrJEH91KYBcATs+lxvCtH7KQ49VZ7edNol/3ugOJ9fREgtImiYBTXgzBakUleLqhkUBYaRo3PTGAsJ1tnBedPoLNQ17OG6EWzqsDHha4hrwBoLk0jcx1WSIL/4x8zgv/t4t+f2ouv7emgQDbzxaowd3Kj4KpGmBaAvx8E3V0ZyYC28cAL1+bwneVE835dqUuTWOWCcS8VhXo2FiYDrxWx7GbHMaxMDuF/vBSBY81rYTzscvHeT83muv0BUVkiAME2A0N8BVZnLNv/TCwE7jDzA0InT52dBzJXD6OzTkpo0EigB0WFR0sqqzIAq6draF9CHixQuCfuwmQ/r4ssCKYJN7zkZ7n4Swnmr5tAKSTYlWYhHLYeU9VNURJLty7wo7PGoC93RLiHBpOy9EQLnsBvx9+s4r5t0hYd5d0aHMbALBFArOvU6Gobpj9GswAoOguEzqifhVc6r4SpmkafPACVi/MFgv6t5ix708SCq4CRAbQYQpsQDWRuf2jW/Iru4AZvSziGfqnJonFrsNeAxgDT0skIPtPXU5qYxOL8ALcKGptA8HKb89inLqjjevYQl1W467Pxh9b0Tj/R1gY19f2sJBnM3HtGPAANd2MWeelsuNhLGAKcB3tHGYMsjSTBIdX9tJvjbXOp7DDCQB+/BH/dvl5D0aROCmUxIE9HSwIGhZm4Vr4txH7H1R2svATYgHUem3UpnIAW/53PAEUXwzUvA24elgU2fO0hNKfWaDIQSb58WjDfgFrkKn6lbEQs8b2/6AFLWhf2o4JqAoAMTExuOWWW47V4YM2xnyQ0T7MBF0SwC0LmOz1u6ndGO9g4v9hLRMtvyKhOF7Dt2cRlBi5gU1JMgNETSMYsCqf+oZDHuDmBQwiq7uAXR1k2xTEsJWq2wm4FQIg6REEFiy6oHlmJIO4zuGAFMAL5QRQsyJ53e9UE1gd8AAWEwGJpgFed2Ykk7N/7CAA4/Jz9+CMCBxi5qaGk137r70BgATg8X8wl0GjLMieW5VHiYDqbgaWBbGstD+9G/jNCiat+7qAswt4Dw9tpi6rJAhmRdoYHMuC7AKziUBNaRqPVdsDxDmoHdnQTyaTSWKrsd1M8EuWmNQ2DlCm4N51/HtSHDdQEELfiKiLwOzsJAKtizPI+FuUzkT1nrUEl7IiCfaaJcCnAUNOXsfONrZfGm3Sb1YFcso4B4EqWQQZcEfDhnwC/hEEi/ZhgpHfmU3grtdFsH9SLPDPPQJfLzZDUo6wbTG4OUzHkIbr5wo8tp3vHmCytjyLfhdqAR4o45judgLSEJOZf1VyPLYPc1x8WMv/C1AeYGE6sG+I+sRvV5NdF2UnQ3R6Asfg+saApuqcVBYlPjwQAFIibcC3Z3LMVnbSx781kwWMOAeB1Ee3UD/UpxLwjHEQvPy/nQQSl2VynNf0cK7xqdQNvmYWz/PtmbxHY/Op0/N0pupegsXzUjnfxThYhDEYPQKUEZiZRCDX5ec7aB8OgKE/XsjE1KuwqNI2xNbHrEje/8J0JsRP7iSIdusCFn8kwTnHbuY1+lUmnyFmAtZr6vgsm/rJgpcEJRhW13E+c/kpyXLpFPppv5vJ9oI0zj+v7A2MgdRw4McLVJj8E+tQBu3/z9zCgvs2Cbj9LDTdtZyFpupuzvd5MZSKqe1hIW1pJgGJ6m5uHCUJssQjbCwWfloP3LEUeGRzQKO0ZZAAxOPbWcCLsHIdmJPM7/1qDefhU3IJSsxLJVhS00NfnZUcYLHuauPaUprGNuTGAbK6I6zj2W0Ax32UHRhwEww+KZtgjFkmyPpZPYsfAODya3B6NNyzjujSkgyuSyNXg+YBjv3DWU4U/X6i6zglJ8Bmt8qcs5Sx4s5jTFVVWLzDOCVNxsp0GTJUKD4/4A/8Xo5yYdk9NvQdEBhoAqKygbBUFX6L+9BaZjJJEB4rNJ+AZAI0ixc+9QgIWdBOSDNLJgivCWkLgPTFGnr2a7AeAPLnCUhCTAg0AlyDqsZoqD6zh/PBpFjGborKot2r+yY+RlYkC9ovV3Luv34u54c/buLvNQQ6rzSwWJERwTjPr9Kfr5k18YZ3FpnrXJeTa/Nn9Vw7vAqvMyOCa2F1N4so35rJQs2+7sAx8qIJ9v5hI9eVba0ER38wh+teYz8gSVyPqrs5VxiyQB/WBjadAliI9CkkVhzs530nhbFI/OTO0ZrPJolx/rxUDcMtAkU3Am1vAT0jdJ6HWgFLKDD9G8Cmh/iz4Q5A80nceTJox525/AKh5mCu8FWxEDPQH2z/D1rQjoodM1C1rq4ODz30EDZt2oSBgQFERUVh9uzZuO6665CTk3OsTvs/a5LEtn+/yvbyXe1MxEPMTJAun8pgqLaXQdmwj8HSS5Wsysc6WLV3mLmJzgvlBDu8CoHN6+aQ5eFTAEUGBrwEUz6uY0D4wAbA7SMg8MpeBlwH+5mIvVhBoNZgfX7dzramcwoJqjp9BG1qutkS+4O5DOjeqQm0B/e4CKquyuP9nJTDwDE1gkCGR2Fg9+ctBFHOLCDAGGYla2BNPZPWM/PJMHq7hgzWzEgGwNH6RgBbW8hKuGwqn+s/dzNI/tdeMt/CLLyPuSlkm02JJwj8aR1bvYUgIHPVDAaZ1T0MjM8rBITCnZqf3Blok0wJI9Dy/n6CRfV9vJ44B1us3qpmYnpSdkCXc2MTn09CKIPYmh6+7x4XWUxDXjLdbi4FEsOAc1OBHr01NdRC1pPTxwR3wMNgvzQViLKKILD6Jc0yQWzSOEDAM85BkOVPm6gtuLUFuLjIBAeODKrKsoSKLgLqFxfzHXoU+uo2nfVZ38fP/nM3ixH/2EmA5rslBDUVlfPBpVM4vjUwUfz4QED3s1lv9Xf72Qp43iRu0LO6jkyb8g6O3WWZBBYNzdUI3e8WppOl3jbE6/jmDJ7voU0c2w9t5pyREMKCgtvHDTROzgVcLl7jkgzOFXEhun5zKzA1kRvjtQ/zfOcUsphj0pmu+7qo5fzefiaG509iy2avi6zVpFA+p7o+tjPazUyQjaTSADlNElm1kgB+vRz4xSecizY1kd36YgXnNrOkt/tnEWwtjKXfv1/LIsh5k/jz0gwCc5IAMiI1XFAksKOVm8IZ/jcplr769el8h61D1MUtjuMcN+wlOBZm0WBXXEfc0CxoX8wkSaBpUBxiXioa58C6Pj5vv8r53njSP5pPrcHCWBay7luvs4sFGajnTWIRcUvz6E2fmgcpM/Oj+ZynDZ/d1Qa8ty1w/CEvC3nNA8DvdamB6Yk8nmHv1wK3L+TabIAcH9SSWWZ0coy0M/N5LgPofGADMDOZbbyv7iUL3G7iWjk9EfCogYkr1sE5ZaR5FILEMxID84VhsgC+MU1FqBnYGiuwt4usl6RQ+v/HdYw3sqOAb89QYVdcX7gwoPgVABOzWhVVhWJyIrRQILxIgqqq3HhKP7hZs6C/wow9z0hwdQOSGchYZEP+uSq8shNa0JW+EmZVHah5XUL9au4qb4sCJl8KJM71wSv8KIqzIyFEjNtwKdzKwsU9a8cfs7aHZIT2IV0Gxst1acsYv5AE/f//dFLCsF4MOylbl1TSzaeOLlI09I/WJNXAGDTCytjO2Gjx7AIWbHa0Ab9dSYJDn5v+uDKb6xfAYuYre+nTV05jl0i3k0XGPe2Mq50jmKWtQ2TNdzuBDU0sxpokrqM/+ZhzYmIo762ig50ShskSj5UewTnh1b2jwVTD5qcx7v7xR9y8M8oGnH8JkFMD1D4f+JynH9j3Gv8GAMkESEFA9bi1YZ9ArC1Y2v2qWIgpyFQNWtCOlh0TUHX//v245JJLYDKZsGzZMsTGxqKzsxOrV6/Gp59+ipdeeikIrB5lk6FhfqrA2hEtxk168mWWCKgYydesZOCJbcD35hKIe0JnvskiUC0vjGFgt6uNLMjX97El39jUpq4XWJrFn79dTWasSQIi7Ay2DuoBUlYkE9T9Pfx++zABkX5PgB078ryGzmJZIzAvhYHf9ESCLNtbCDAsyuA1hFnJXGsfDuzcOjWBu6ZKgkHdjERW8A/0smpukrkz8vu1DJglwRbbmh6ykwTY2iSLwH08vJmA5hn5ZKQ5vQzInX6CODEOtksbGrIxdoLPDf3A/ETg/GKe1w1ey+R4gr6aRgbC8+UBja1hH4GuxNCAlpVN5v05fQSlGwd4ffEhZLfdXMpjDfsIRN25hiC6XwEWplHjssfFJH1pJp9PbQ+ZjMuyCBb4/BrUYPX5S5tDVpAeIR0a/yNNCPpktyuwuYxHEXB8zjEVRUV6ON/9o1s5RqURPvP9kkCy1zzITdDS9WLD9EQCRns6CAj5VbK6hRjfspuka43u6yL7xWEhOOjyE1C8uZRjc1MzWW/Ls9jC/stPWXyZlgj85CMmiN8r4XVubaGW6Ls19MEQM4sbkiCIFWGlD9R2U5/yhQpqvFZ3kcnj03ifX5vCa1ZUFlUqOgj+bm8lY3BzM8Hc3GiyAN+s4u9K0/gMAM6BxncAznvXzWFCuv4g72F2Mn3T6QUgCEzlRhOkHqnB3DJIsPiKaXzmYRbq6lV0EGDOimLiOysZCLfQn+0mygi8uk9nhmt8VqvyyCZXNDL+OoYJEG9uZuI87APSwzSEyMFE5miYEAI9Y0CAjw4ECh4j21qzowg8AJR3MRiXAN/X07uBHy8gjme07Y+09mFurPaXrXpBcoIpNjGUPmmSyJB7s4rARd+I7ldV45gbCW7U9HBM3ziPBciD/QRET87RtdLMvGa/Anx/Lv1scxN9wtBTXXcQaB0UmJ/Kguj6Rs5PiaHjN6J5oZyM++I4DR8eEBjwAJPiNFxUpCEcbsCv4roZZnhhgqICdlmFJDQkF8m4tAiwCgWy4oX6ORvz/f+aqmpQ1dGwqyxL6KswY8tDAbBY9QF1nwj0NUooud4GrxRsLz7RzaLasP1RCZ2VAVDA3Qts/bPAzGtNiJ7hR6jqxE8X2fHRAYE1DQKKRvbk3BSBv++YWAkiIZTrwcd1jCENSaiiOM7NAx52NZyWx/93jpCgqO6m5NVIi7RxPTzcyI+wAjfMAXZ30Iej7Nw/4EBfYG1vG2Kc+PTugJzPhcXAL1YH4gmXn/r9Fpkg7Dv7WXyZyFbXAz9ZROZqlI3M2pFar21DXMt+MIcxQfsw54X6PoLEhsTPJ3Xjj31WPp/DSCmkXjfw+D7gGwVAbBHQVcmfm0OAwREFpPRFGjSrF8GWjOPTnH4E2/+/QhZi1nBwKMhUDVrQjoYdE1D1d7/7HVJTU/H0008jLCzs0M8HBwfx9a9/HQ8++CAefvjhY3Hq/13TFCzJIJgzMhkySdwUxuNnsn7JZIIKshxgjRkV/JG5zqRYggkvVjBJi7YDBwfIkrOZCNR5/KyK/98uAiY/W0zG5bmFDDq3tZIpBhDMeWgzW3rnpVDj1WDcjDzv/FRW5Q2QJsLGxK+2l5s0tQ/xngTIlm0fJuPrtoUEIdx+smM0jcfZ10XwZ3EGQZmXKxkYLsngPXUMs7W+28Wk8vKpDFol8N+PbmEwaLR+hVkIxBjxnlVmkFnbo7f1J/F4V00Gbo0HfK0AsoF6FdjaDJxRwAR+opZNAMiNAkIKCFytbdB3YZfYohViDgCqN84nmG1sehVpI5A14Am0JwuJ7Mj3agnIZkURFFiSycR62EcwqdMJ/HqJCtUbDJS+rJlVH66fa8Ldn4lDbBOA4+abMwjkSTqgJguOmc/TyFRVDblRGkLMfGeGhhtAPyjWtYI36YnJJ3XA3SuY7P1jJ7WUS9M4jgtiCOCMBVQFCLj/cRN9k5vVBLSA9+tt+QvT6fMeP1l97+1ngnX1TBYMLpvKsdbQT9/f0EiG67JM+uCAh9fXOMBdhE36GH1qJzfKkgTwwQFe86v7yPjxKWR2l3fwWmLsBHg7nfycRWYBJSOCc9SjW/g8MiM4d21opO9MTSDwZNzTsA+4fz0Zu+dN4rXU9tDXNjZRd04SLD5MTRivwXxyDt/h/h7ec2YkAW2Ac2ecg+cqa+I8U91FxmuNrotntHzX9/Fewyy8hvgQ3tegl4mv208tVS2opXpUTFHUUTuEA3zWT+8Gfr6E60h1N4GO0/O4vq3MZgFxIlPBdelwHe0bGoGVWcBbNeN/F20no+25cv5fgH4hS1ynSlI4Hj9r4NgYe47V9QTkl2aSwe1VuGY3D3KshVsIyrQNBRimRtu/YRcXE3g5u5Cg6sYmdmcY7cqHnptGkOWBkzXMTfRDg4AMBcLvPcT6FD4vrMaEpvD79jHP6j9hsseK8mcmThR7awS8fTJEDIJs1RPc/EPyKEB1pFU8L2FxkQU+kwuyfxinp8tYmWGGJgRskop368xoGxr/3Rg7O04MgsKudra73/kp5/izCqhnv7GJhTWjCJMTxXXWrndv2E0EOS8uBrqGKUGzrXX8deZGsxiXHhlgyIdZ6INljYHPOX08L0Bf9Cgs5BiA6kjzKtRWPZIOslch4eLr01hwGbt5lmFvVHH+e6MKuGo6yRkrsqnx3zTAYqJRuA2zcK0PswK3fzzx8V6pA25eRVA1JB5QvIBfj5UiMjUUnKfCE5ToOC5N1dj+bzMFJ86vioWYNQx6BVSN8W7Qgha0f9+OCai6ZcsW3H333aMAVQAICwvDNddcgzvuuONYnPZ/1oQArGYZfX0aTs4RcJiZqEfYyD7b0kyW5fVzCVCuPQhcOxPocZJh+seNAYBTgLvLF8UziUsNZyJ1yWSCLX6VicjUeIKrTQMENBv6GFwuzgDuWceEsDCWn08OI8sGAFr0avu3ZrKVuK4vcB+GNuIfNrKN+PlyarUaNjWe7JuyJlbAvzYZ+EEJkBXN6/AqPP9+fQOtswu46Y7Hz/uKsPKe2oZGa64CBF0sMhmocQ5WY/d16gCSQh3J+BAGixUdQGgq0OfiJlVJYTxnyyBBpjMLAJMZ6F4DJF0E9JmAF3cwsT7Yz2f5120YZ/kxBIXeqqasAMDNEgY8bP0c8lLXdWoCYBZ8T5mROgvOTO3Oq2cAL+8GLplCwKd+kPdV1sRnOyeF12iAagkh3DDJqrg/d8OkoB3ZNJMZA8KKZ3cLXD+XIGZDX2DcPL2L4NqyzMBmal80hrH43fj5YjseKJMOsWJkQe2zig4y6gx9RUUjq+zmUvru49uZKF4xlcDKtbMJFBntgHYTmaAbGpmElaZxc51zJzERLGvi5zw6c+djnZly03zOD+cX8fN1vZwT5qQAv1nLcRkfwnt+vWr8PSWFUf6ivo/X3OVk0jg5nuzAReksUFxYzHbmmYlkhadFUKfUp5JJXxBLIOmMfIJUBoM2xgGUHeTxuoZ5/Ysz+IyMe9JAgHO3XpwoTSNztaqbxSGPn/NBuDWgvSpEIBG2mlikmpLA9wEEwNIPalmoaRsCFmUIrK4ji/zm+XxX5R2cB5w++uEP57GQ8u7+AJiVpmupmoNaqkfVIiwK8qIEanoDHtg0wLG6t5PPfchHnzDLnGdHagsCAeaZXwX2drGg9tGB8efa0kwGar+H66/xbpPDCJ4/NmIt0AA8uYsFhr9tI3M8L4YyFA19PMdnDaOPbxT9vj2T64UxP1R1cc0Z8FC3dVf7+GJKuJX39kJF4HduP8Gcq2dyTTFAG7sJuHaWCpvqgeYPgB7HY3qt+gRcPYf/fe8BIDZOCu4wfgKbJAn0NeCwFFBPP6B6xKEsR/ErkPUoxw9gRZYJ3S4xyidTwhgnv11N4gDAQn/7EIvWT+7kenrbQrLDAc773y3h+vXhAbbQF8ex8P3xATJP/7KN87tPDaw1APVOL54MPFjGtWlKAn8/6KX/nzcpECumRpBdbuxhkB7Beedwtu4gAeCx84VhMxIZj7r8jMsnMgEWSL+XQPktn8LujKRQoLKDBR2vwvVWgPPn6vpA/DqRDXoBLQQITwPm3ggMHASKL9YQW6jBGqvCK7uOz0klaHD7AQ0CtqA8w1fGQkwaNAgMeAUirUHHC1rQvowdE1DVZDLBYrFM+DuLxQKvN0i5OZqmmO042C/Q0CcQH8Jqt0XfoTgjksFaVTcTriEvK+dZ0YCmCVR0MPBKCiMzzSxTg+n/dnJX+SumMkh6vpxttCuyCGxKguDq3FS29nY5CR4UxjJ4fLmS4MveLjI+71/POElVmZz9bgPw00VMNN1+ghN7O8mUi7YTJHq5MnCPc5LJculxUQd2RRYZN2fmM+C1yQxy36pm2/DCNAIvNhP1FaMdADQCrSM3gDHswmJex8d1BD1bBvlM6vvI9LGbyMSbnsRAuGOYzKPrSgCHic+jthe4dDIBzoMDQOo1QFkL0N9DUDYjkgHz7GSCtW9UscXTJJEBeHYBjxtuDQBXedFkOG5s4n0khxHY2d5GdnCUjUFzr5ssgkgb5RGMjU1cPuq/rmlgkL4yG7ilVGcpyDx3uEmF4goupl/GZFlGeb8FDovAjjYmG9fP5ft5u5pJi93EJCkplABOajgBui9iqqoi3u7DbQstaB/iZlg2E7+/4SBBk+vmcPzvaSd4apUJzrTom0vE2Mls2d8D3LmULG9NI5jyQS2ZLfEhHKfNg2SlL8/ivYxlw+REkc2TEMpdi7tdBCHLOzi+PQpZ6xcXkx09dnSt0MGek3LYcg1wDhAg4Nvl5Ji+ZDKZrXW9lBFoHiDg+nw5x3mEjUlsVTdQsZ4J5yk5nMuaBghC+VSOc0lQ+/j8YjLC9/eOvia7iYD3/RsIpNrNPIbNxAT0md2AVy8q7Wkn6PxCOe9tcTqLSsVxnO/eqgJK0/l+/Cqf/fIsvpcHysj0KU3js3KY6bfP7KF/37aQYK5FBhJCNYSqbviCWqpH1WSfG9fPDcEre4F1jfSnOAeQEqbhnEIBp4/vvdfNtSjaHmCeLUjjfO1RdGaxgy32J2VTf3dwTHiTEs55PcQC3LuSa7BZ4hrzl60YJ0UAcE6PdRDI3dnGdeOH34oJ8gABAABJREFU8zi+trWMligAyNK2yKPbkCNt1NKeHA+khrGT5B87AuDwFF2G5h87+P9YB+/1QC8LryFmDb9ZAQx7NGgAwi0qLIoXqv/4K78JwZZ/TSMTWZgAIXM3ccNCk4DCswFLGGCyCshuGySLDz7Nd/gDB+24NFkWkH02RKQIzLsBMNmA5i1A3SeAPZp/XD3U0T3caBWqH2cXmrEiW6DfzSLcgR4WnWen0J8+qOU6c986+sY3pnOdcpi4zrxfyzVqbUOgawgANrcwRvvVUrLQvQrJAmfmk/1uzO9DXsZqwz7GzzEjaN2dTsaCApRpkgQLPd8rYSzv9rM4dzgTYAybH0Pm/Ugz9JSb+vm77KjR31uRzbXJ5eP9Wk2ME7Y08/mEWih9UBxHYPbnq/m99Ahes+kIoJsAEJ4MzLkZeKkFWJAEDO4SkKwakpL9kMFiR5BFfvyZ08+A1RZs///KWKiZhcV+TxBUDVrQvqwdE1B1ypQpeOaZZ7Bs2TKIEaiBpmn45z//icmTJx+L0/5PmiQJ1A1KUCHwZjXBjtPzmMAB3JH7gQ3ABUXcrb7fzYDupXINp+cLpEUwsbPKBBaNnbczIpjg372WrKsfzmPS1e1kcNfnAaIlHt/Q/9RAUOalciadF4Qy2TEJ4M5lBHvbBnltkgB+u4H6ppWdZO4JAZyczY1rXtPbYcOtPHZ+DAPP1kECjbOSGaSuzA7svP39Obxnr8K29tPyeG07WllllyXe53dnk1HQPkRg65RcHndfF59PShgBH5NMMPP8SQQgFV2PMieKAG6/m8FpZSfZo6VpAR2qm0uBrW1MZl/bx2PazXym/W6e75LJBFQsMu/V5eO7OCmHACvAgPVv2xhIdzoZ0F48mdfT7+b5ksPIlNjVBgwMApn2gERCmI2fXZhO5sKHB/hHgN/75gzA71e+MGMyaBObR7bgHzslXDub/9dAsHBGEnBBcUA3ODmUgGXzABMZrx+YuPw03jRNxUE9CXp/P4scUfaA5ltFJ5Oak3PoE91O6jOeM4kMuh2tHFv3bwDuXccN5ra1MlESgsWVKfHAG/uYVELwezfNJ8izq51A08J0stuMa+l2cTwVxXGsO8z0s8YB+vUtC3i9B3oJTp1ZwOt8bR9BKEUjADTgoQbr9EQCSZdNZVHD0EB1+qgpe+dSApobGtnyvKWZALamEfT6tJ4FoeIQgrGp4YAIJxt9YQaf/RXT6O8f13E+nJrA4tPTuzl/LM+if2VGEZAONXPzuQEPf3+wn77a5wamJdDHJkUwyQTITN7YSAmTq6YAaw4CZhMLGh/X8b4rOwMyJADveWcb5xYBsoetsoCw2WCTnMFN5I6iSZKEA31k3Vw/F4DGAsHz5WLUZjQZERxbm5opmxJp4zj83YaABEdBDFton9pJjcKPDnAcm2Wy3CbFcU2wytQYj7CxaPDUrolbdwGOM4c58H9VY5HxllKuLZ/Wc6xYZOqj5kYDj4zQe5UFWeaqxnlhoJFr5pXTeE4B+u6fNhHYyYmiP8xJ4ZrsUzTYzRqs8MNibKR3nMocWlQbPD0y2isBWwQQO0mDsPmRtlDCwTVc2SIygMmXANsfB1zdACAgJBm5pwtknSrDK4L6qieKSZIErdeOdQ9IcOpMTSEBBecCK34D9NYCQ+1ARLoGSRaQpPEbcAoB9HpN2NMpYDcTzHSY2Dm1up6+8M0ZwEVFLKxpYNH8Id3H4h3ATxbTb0Kt46VhAMakB3rpywDXDaOgb5BrsyIDmt9JYZT6GGk+VY/RVK6hPS6SD66fy01I+90TSwoAnK9+u47x4pR4xn8ufa1bkgE8twe4aDLwf7u59huyRN+ayXv97foAez3OQea6Vaau8l+2sjvksikEopdkMP7d38P7zIzk/OWcoF4xMwmo6QJi9wG5mcBvdgD3nQFIXRI6N1vhHdYQVwRYopSg7vFxZgaoGtRU/epYqL6XRp9HQsZxucIHLWgnjh0TUPWGG27ApZdeijPOOAOnnXYa4uLi0NnZiXfffRcNDQ34xz/+cSxO+z9pJpOMdQcFJicw8KntBWonaC3PiAQ+2M8Nn1ZkAX/bLjA7hYlfURyTtPf2EwDZ2UZGaWM/28n/spWthDfOY2X+WzMIJHQ5WSlPDGM7rctHEOmKacC+bganZolVb5NEIGV+KoO378wmg+3edQyyzp3EgC1db3EySwwGXfouo14/GX9NAwGQx6sQSNnWQq3St6t5TVlRwOn5DBovn8qgtWmAjLbcaAInM5OA6EwyiN6oIsP04c38bJeLSfHcFLY2rz/I7yeGEpR6t4bPeVYSg9y0CCa85xQyeZ6XSmbRvi5W+wECvCZBIPPVfQGWw4xEBp8bGgkoz0lhsDrSzilkIt4xTKbEPWuZ0C/JpJZejJ2tyG/XADPsQLgHSEvks/n7NuCuFQQHZs0N6M5OTyRg7Vc1mGUN/iBZ50vZsE/CsI9ghknSZTJAQNAABQWAe1Zy7JycG9AoE5ChKZ/P/lJV+ojdxNbCzmH6SVwIAcz4EP5ZfzDwjqckANDod0NeSm+ckUeW9X3rA74X72DR4jdrqa0YY6c8yIxEJlfzUoELi5jkbWqir/10Mf+WBQsaVpm6xwbT5Z0aglEVOng4J4UAZXo4izeGlnOImUDOP3cTcD6nkOP7uT2jdxV2+3m/fpX+eMU0/ntKAuefPrdeVMon++7yqUzu+lwsqHQ4+ezWNvA5fH0a54OWQQJM963n8eamMMGNtBOUNXSkPz7AVmxFY7KcF03NS7ef4G+/m7/vHmbiWt+n67mWAVNnAr12MokTQgNz2+Zm3q9VZvGmtpfA3ZwUJs/dLuDRrRJ+vtAG2TsBpTFo/5Z5JQue3iOhfZhgw1XT9QLDmN29G/oJoJ6RT3Zzh86SHmmr8il5M+glo+3WhSwCuvxcm96q5hj69iwCr0sy+b7zY0az20ZaXgx3zh5pB/vpowNugvV50SwWrqnnNRpmkthB4VdH6xo+Vw5cMAmQpNFrTKyDBb6HNhMAGvAAB3oFBj0C5xeZkRNlgqz4ICu+4w7Yt6oObHlIQk91oCwoJGDODQJFF6oYaJTQd0Cg+CJg058A/wgX0lSg5i0JIQkCMSVBKYATxUxeG1bfJcE3HPiZIw6IzQPW3g14D7WyC1gjBBb93AGEjC5KybKEgz2MV43ioEnivNvQz/n97rX6+jxBxTkvhpIyCaGH92GAv5scP37TN+NK8mN4fpPEmPrdEbrLAozpyxrZATZXl5xKDedcE+Fj/H3+pPHdVyuz2QXWMgQ8uFHv4MjlBrSfNlBu4PtzuH6nhPG418wC1jcwph27+VSnk/qx35lNTfBpeuHzX3up4b+vi7G8cV+724Eb5pL4MLJwlKaTGH6/Afj5ZCDFDSxMBIb2A7v/AkATMESR4ooFZn7XDo8IrnvHiw37dKbqMUEOgvbfMLsJkISGPm+QWhO0oH1ZO2pT44oVK/DII4+gsLAQU6ZMweOPP44HHngAjzzyCDRNgxACkydPxmOPPYaSkpKjddr/eZNlCVYT8GEtwZG/TQCoZkcSzAixkL2mQYNZEnihArhpHgG+9QfJnNrbySAwIYTAwosVBHDCraxCX1gMQBCEzYshoPh8OYHPSBuwug4ojuX3LylmkPVSBVuDi+LYLnvtLLIqr51NoKfbSWBF0dg+PCuJbEqLDtI09vPYe/SNamwmMkgdZt7TgnS2xPe5yfqq6iILDmBA1+0iYHxKLvWwbpxP8KJzmAGqwdZ1+clQu+szJpnRdv37Tv67bYiBo7HJ0Km5BIFi7AyMNZANVJpGGYOsSCbP5+qgic1E4KWigzt+h1uZcHe7qNfY0McA/scLCeYAZBhYZG6Scm4hz331TL4Ls8yWtXUH+cdhBqwuoOFNIPtaoHYQuPckvtfEUL7LjEgCtKvrGKRbZAFJWJBk1SCCyOq/bbK+J8rGJiY07+0f/5nFGdwArbGfydPJOZTgaPfZkGR2fW5Sr2kaksMIPr63n5qjy7KY2KzKpzayTyWYGmEjaH9GHlDbp7fcWbkRTWYEcN9KMlcNdvnONh7TbtL9r5bjWJYI+r1eFdi4I8bOhMyn8BrOL+K/P63nGC5JYRI37OV3hrwE/DMiyD6VBFmYB/s5fkMt1E5t1nWXe91M9jwjcGaHmXIDp+aSaRrvILj0QgXZoU4fpRZ2twcSTEXj788uoK8r+jOw6oykYR/b8WcnExhNDCV7uLaHx9razCLNGQXA7jbOM/esYyJbFEdffG4Pizu3LqAPtgzSt5/ezRbQ75cA/hpgYAfwXjyfbayDgGuohYmsRQLerOG4SA7j83q5Utde3sr5odsjIUEKbqxztMwPAqoJIWRmmSRu6jaRtQ5x3DQN0i9GWoydIKTR8t/nodTN16bw/ebH0M9Tw+mnrUOcy2+aT4BhT8d4ndMoG8fiRBquAsCDm7hmW00cK6flAfPSgP3dZEjHOrj+zUzieZv041hk+sYvlxJ0bRvieYTg+mcw6qwyZTA8CvBmlUDroMDkeAsuKrZAkjVomgabpMLk9/xXQVaTbMKBd8UoQBUgWLrpDxJO/r2COTf64R+S0V8n4HdNnDTu+5fA4mlWKHIQvDneTZIE+mrFKEAVAArOArb/fSSgSvP0A5v/KGHurVaoI1iPitmKhFCBPr3bKCeafvdmNUkHZxfQb8IsjA9XZHFdNbqi/AqLhQvTjqyLvrMNuO8kstc9Y+qmNhPjxUe3kIH+ZnUAlMyKZOFNCBZ0KjtJiliVz4L/hwc4v/xkEa/nl0sZM/pUzjlbmrmmGlbVzT9T44HziljA393O+efqGcCz5Zw3Lp/G+HciG/Yxxt7ZxudjyAKZpPF7FNT1Md786WKua11OzkVuP9nxbgUY1gBTE3BaAbD5JxinEdRZIXBwjYyUFTL8X6DoHLRjb6Pb/4Mg3FfBhCBbtc8TfJ9BC9qXtaMGqjY3N4/SSp03bx5eeukluFwuDAwMIDw8HHa7/QhHCNq/Y4qiYl6qwJoGAhrXzAJe3cvKslnX6jyzAPjZx9zQ5bQ8wK8ILEzXsLpeYG8X2+Bvms+kr6aHgZaIZ4IWYiGr7Kb5ZHCaJAaDu9rJlClr5DEjrAQxZicDEEzYQi3cffjyqWSlbWpigilJbIms7GRgZpUJTCzLYguWBp4vysYK+HMVBIHCrQRPZMGWKK/Cf5c1TryzalZkgIWWE83gc8DLoO4b07kb9we1TIjzY6jZ6PKSSRRhZWX+sqnAcp11t7s90LJ13iQCNWVNDLaj7bze/GgCqn6VIFphLJPo4ngGlHX9/J1FJgiVE8WWzA2NbMF6eS+vqSCG32/oZzDePMgE2m4mQ2Kj3jbdOhiIRS/LBVpfA4bbgO5+IC2an93Vzs+tymeSoGoEdz6t5zv4xnSBaKsZNgRB1X/X7LKChBAJaw9ybF5QxHa9QS8LBqflklHa52aCcd4kgpl+DXhkq4RfLLBCVo6c1Guaht3tZIt4/NxIY2MTCxErsigB8d5+Fkg0ANMT6MPbW6kLt6mJuo8PbWZR4bKpZF++VMkxURxH4P69GrbPQ6O/79D1YY1iwoCH512YTh+wmYFXKsnaOXdS4HqtMpNFnxrQkNzZSl+NsNKfDO3UkRZmoY+MtIuK6WOJoXymZombye3t4rN8eQxTpziOhZaNTWSehts4Hw24WUxYXc/262/NJMDdPkQAeUcrcOV0PqvV9dShrOhgEntGPtn6r+6jRrFxnrMKWCzZrkuhbG0loJoTxTmhrxUwWYCwVJ7TKvNZZUWSVf/JQYLFncMB/dfWwf/H3lmHSXYV7/+9t33cfUfW3d032SgJSUiABAgOP9whON9gwV0CwQIBQghxCLGNrLvr7O647I57672/Pz7d6dGNQoSu59lnZ6ZvXzn31DlVb71VBeu9Mzo2Z/sMFaQZshOo6osiDsOW10GA6mc7+D9yjqHtD8Hoah4G2mT6mDuDpcMv/Xwn8y3bBxu6qRe29rZ6gIgfbKWcxBdXw16t6cJFXVDEHjm4eVVMZufHO3Q/dIo90WFQg/jwWSkvhX1lVSlBzieqAX0Gwuy3vUEApFgAIsagLUkj4BGx2L/XlhG0S09mzmd4Cb7dvBsGqySVpDn0nnkO5Tn9sq2IHA6HJFvh4Yr7HxQz4FLVo+boH9rSmf2GcpcF5cwx1LN1bNvT3yHZliGdow5kQl4e4nCY6q4b+XdvhtTfMvp3uuskq98hRQMIpter5gGH7jhsPN0INT+Z/gFXT5Oa+2CITsiUDFsKWNhuP9rGGpHilq6cwr7SHcT+G61Ov0SA0bABPW/djz0rSdNzsIv7wwCjjd3Y75J08QQIC7fsjmdqzMrDTvz+Fu5P4roPnWQtmJYLu3RFKQG5Q2dHv5+mXkrZbKkne+Wb5zEmzb3YmOePH1kTerC09LN2uKK6YmjsdfNUBzb0lVMBgh88ObQcgNskW6x1r8ZsTHXyX4ZK1nglo2/0AxLyX5W+kCHTsOUaY9lNyCtTkl22ugKJl5qQhLxQ+Y+T+H0+XwJM/Q+KZdlyGrbWlBl66BTO0RVTASbcDgwgywYM2NNMuuniIvvppjK5ydT429tMavtro7U8W/ulHfWkJM2MsrJsW3q0CuPzeCvG1Pwi0tL/eQLnbVYexfhTXKToLx8nbWsg7WhyNow228ZIbeunkY1p8HusDqoEaLSnCQCjPANj7PrZADGGEQeBzvRJE7NHjkuSi0j/r3fj2L55FinB75gLWPGjbbBS37sgXtA/2Snt7cD5zEuBmVQbjbIXpQJc2QLw2FCFAXqkBVbP1BzKCxSnAQjNyAU4qu8GpG3qkbLyYOouKgas/sQy/v67vQBDNZ0w3s72xcfjqmnc75RsniMQwbnOdUl3nyaFuChVem2RFNgs1R2Q8uZKBzulNbmAO+PSeO837xo5ThMyeb5A2NDi7EQK5PMVdySgjyx26KtPmfrd3rgT5HGgYxtrGP8vrua933mYeT0QYvz7I6ZSn+EapmkoFMHpuWU3AEwgjN6d6gCAy0vm/LYAHv99EoBkYREpe15nvGbpj7Yxpz++lL+7TOkH20j5b+5l3jx8GiB2S93QmqqLiqmPXJHJnDzWCsD5RLX0/QuZu+eNh6Fzqh3waV25lBMFkp+okpaNAxAaLLlJjNmMXJh6RanoxrZ61g+nCctdgi0qsc4NljQPa+BPt7NG2QK4et001sczfdzL49WMwZoy1gKnCXO2PxRlnJfSAO/R04BepgHDe04+a5zE2D5Vg/63DVAmob4bUL00XfL0SWcPSNOuA1w71opTvqoUsMppSusn4mD+aNtINlNMcpKe1TRMyLMUtxXS9bMd2t9sqCvAHhAr2zFYMr2UmXCZ7F1FqUMZpG3RvWE06Q3GgxA7GqSFhZTXebyKefDACZjk75qP7sbY5A3dQxtOSewlb54NCzYmuxqZa7FgYm00xfhku/Se+fw+M5+g3r3H49/Lj64Rn1wmnWiXqjvQF5dD2tMI4DI1hzXivuPS51bBXhs8N+u7pa8+Zepb633qD9va38S8npsveeyAFB6jWOyLKLZtKHyOkosDHZJhGAqHLWVUjM2s8mVLMhP73itBIhFLGRXD/mhI1jPEgyMhyXJ71RFwKDli6HtbDPUOAg/P9NFA8MtrWOefrGE9WFNGHe/K9vixvUHptoOUjzEVrZs+fWhjVQl77fXTSaf/wz7sgSQX36/uJHi+ohRb75EqbNH8FAJ039jIObJ8BMDdDun2g9J1s0jnlwhO/mEfx5ztY12qbKMR5ligasw+nZRFAK/DT1CoOI31oj/EvtQ5hl6VpmOLZnqxBablsF6NJTGAdnj5g+JUyWqUfLMk/8axvx/qI+BhOBNZGi8H6Q8b8jqefYPVhLwyJMVpqyPBVE1IQl6wJCqjvMIlHI4oJ8lSYapDH19KTbj9zQAoPidszruOSm+bi6PU3CtleEjP+fgynL6p2dJTtUPrrI3PJBJ/yx7AlY8sATSMWKQdep2AsXPyqRu3uoy/V7ZhlJZEjbfNdQBMmUnSbzbD5JqUDYC4fjxgbksfaemvmQxYm58M27Yxysq5dCJdjJ0mNUT7Q4A8mV6MzWQXRuFFE+I1VSdmkZrbPgCAUdVBSub9J+iuvb85nha5shTgpCJDyk4GMBmIGum3H6Kreqo7Xsd1bgFg8c93YDgnuxnvqk6e/dPLMVaPtdIp+t7jsHA31mCUri3nPfxgK9dYU4aR0j6AY7q1jud521zp0VM80/sWwoCbXwijIM+WLm+R3LlSsFmq+zOpbpJUfLl062mpNJdrDYQAqkYDbC6ZxDNeOvHFnJX/exKJ2MoyB/Tt9T5trDVU3WmoqhP9+NthAIoZucyJg2cB9zfXxhu/2M8qlcrQ7ALpSxt4lw6DUh2b63DoXj8DZyVWN/famYCKfSGu6zSpFfe2OTAjn6xmLhWk4ET9cT/Hry6LN6VbWEjJi8XF6EWspuq93TBsIhbrQMzfSXVzX3kplCNYWQpTJVYCwLbRp8o2dMNlck4J4Ojd82kQt6ac75gGINEjpznXL3fhNL5jHudPcsHGXT8+XlO1PIMASk8QkLkniG5K1HhdXMwa8/GlAFOt/Xw3ySX5u0mbfONMAKYZeTjGP9sp/Wo39aSTo2uBaQBWZ3hxbh0G+nbwDNfJckrWE3QhT50lOUOAV/4wY3jRRJp87G2GtfTBxfE1YbAUprCWy+F8ZvQgIc9KrHBYs/JtPXgKvdsZ3cMG1xJMcsH+vmU3IGdhSjzIFZMOP9kDYwERF00k0OBxSuOzeL/TcpkHTpMAw5cfH/qdTy+Xbjqfe+nwo+Mzcpljg8HWsMWeMZrcdxwwuL5rZJ3YM33o9OdWSb/dAwv84VOsI4Pl/ArKfOxtGn3viNjs0y6H+TRz+0+S3jPfozmZBkjWcxTDMGQ7XYoYDsm25bZDioTHiDQ4I0ovc6irZvSP82ZK4bAl27aVMd6WO2VkergkTX+DJdsTlJ4BB3Y5nDKCLkmS7QorlNDFF1VM05Aj4pZhmbJly/YERzCfLctWWpktT5oUiIF5tuTwKN79afh5XZIr1dCP9jqV5jY0MVtDANWY2MJWLssg4OEy2U8GA6qD5R9HpRtWEEybmSvNWgsY2x3ATitLJ/j/nc3ozzc2su+sKmOfXFxCoCbNQ8msLB922p8PsrdcPzteb98fbTCVn0Jw8UTUzo5Y8f8l7IzPrGDtGI1Bun48a8Z3tkCgKEolQ+PqaYC1j1eRVfPXQyO/m+5hTL67Bf/gU8sIGB9vHX18JEDXtmEBoiyf9IHJktPP+pYzRap6bPTvZ02S+sK2UrwOhUKJEgAvtfSHjGjqf0JeTZListXQl2CqJiQhL1ReVFD1gx/8oNxu9zMeZxiGHn300Rfz0v/T4o34NT0nSb/ZY6goTU/XWF1ZigFV00X0+7HTOHkypX8cMXTxJGpDrauATRocZLP0hzCIJECHYARjaFG08dIbZpDOFIrAADvbF69Jatlcd3ExTNG1ZTh3H1pMrcGeACDkfcdxLNM8pC+e6Y0zva6eDqB71VSM3d2NACSPnQbw8DpxZP1hQA7LxrhNcgGYxlgDyS4M3C11HLemnGYi03MBi+cVUGf1eBsG8jc3kr49NZvv9oVID33fQhzbo9F6rS39gLAfWsx3PQ4c09L0KABby/mCFqw+jxN2QJaPe3vPfJpjlWXw7DWd3L/TBBSemoNx3hXAse/04/ROycZYbjalwqnSnp+TvihJrmRp0lulx6KlAjxOwJjuAADYz3bEnXKfk/d2uoP3OzNPivwXUzdfjWJZljzhAa0rT9LORsCIByuZv3PyATJjbMS+kDQ5B2AwzSP5XLZiTbbHEofDUOWZOMDR0g+4n5vEz3ccZv7PzmeeJbvQwUNnCSasLZcunQRLxuvEwdpSixPX6cdpests1ootdTCxz/Sh63cfo9SFhB5+ZAnOVEEKIK4EoHv9HHRyYqY0MG6oczchE90NRVgvOv3Sx5bGa6u6TADn1aUc09KPnt62jWfxOml+EYwQ0OgLRZnuglHqc3Ivg+u7XTUVtq5p8B7uOw4LdXIOwGtRKnry6GlYQ11+rvuvShhCsaDSF1dTNuQXu6iZen507G7dj35lelkjDp6lBt/sAil8XDp6QJr9GWlnn7SqnHFNcgHOPXiSQNDRVt5RyJLev5A1MzZmE7MY/4GwoepOt+Zk2f8VFuD/gpiRkDwOjyTq4X5wEeDExlr2k/MrpPuPx9fMpl7K2Vw/G12L6eEjp6QvrGJ+xFisLpPMD5+T9/uueYCi75xHQ7Qnqjnuk8uY1/5Br/S7W6TPrZAWF3EeGZTOuHQSAclHTjH3Z+YxT0eTM33o5m2neC63g73lRBtzvcMvdQxIn19JwHI4oCoRLFlVxr42lpzqMHT++PjvtqRf7zH13fVuJT3HcjKGw6FO26u/7jN0tM1Qilu6eIJDK0ssGYGR6HHEEdTstzm18asjncG0UltJ+ZaCUXpbxOPXqi/7tOPHpnqi65XDLU25ylLWjLBC59j7TNOQK+jTyftN1TxpyI5IRUscmvY6t8LeAVlWYt98oeK0XQo2ubXvr4Y6ThvyZUlTrnQob05EAWNotCLiGdCqLyVpx49NdUf3pKa90vj1tk4/MjI4WXGpdLjf0JEW1u5j5wABT3ewp0rxOvpjSW8QQNLnorzWrHz2G5+Tva25l4De4IDEmb64bZrpJRBqS0pyA2q+dTb785tmcZ/bG+LfPd7GfvqRJdJXn8RunF9IFkdhajwV/5+V2KV/3B8vrZPsIsgajsT38fuO01NhfAZr2xtnQABYXMw4PXwqHvAcl4Zt8Lu98XHa0yz1Btg3i1Kw6WfmEeyxbIK2V0+UHFHSQ3MvoHJxquS2pJ+fkj5RYCuYaiilUOodVr5LhjTtdVKnpOQETfVlIX1hQx5n4l282iTFbauz3ZRtJ1jICUnIC5EXFVSdPn26srKyXsxTJuRZiBWxlO6xdfEkQ+keDJpFRRhgsc6krf0AqtvqpSumGqrtBpS8+yjO3yeWkSZ4tDVa262Qek/LSmBzhaMM1Zl5MLKK06T3LaAe47c3Y3StKgOUaO3HIM1LhjX2jyPSuxfA0rlsMkZoZRvA4cSseM3Ffc2kMz9QCQD1yWU8w3kVgBHXzSJ92Gli+Ca7MFjbonWe1o/HUKxs5xlm58N+7RzgGSZlA+5+bR3GZlcA0CTWICdmQN66T/rG+YzJ16JF+3+1CybT0hLAKQkD2Wly74fOcp75hQA1C4q4Z5fJ/T90CnZb2OK8gQiO9Zk+wKz3L5Ju2si5U1ww85aX8G4erJRWl8PY6wrEu5GftqXyT0ueAAzAPpf09wbpSAPXdZo430nROqyfXg5AYEVToh87zfxYWRpNoU5gNS9YQg6PbnzC0MeWAmqsn8C7ONY6NL07bAGohi2cnVBEcj2L88fY1RJN5S6dSFfxDVU0p+gPEZy4ehrBi6JUgP7aLubbk9Xo5ceWovtLSqS5hRhSAyHOsaoMQGVWHk7Q1nrpA4u4psNAd247AKs0y8t8dpoApY091C31uZiTn1zOM7pM7uHgGX63xbz/xxGaVoQtdKsiA6bqXw/x3a8/BYj6ngU8+18Psb5k+2DcOkwcyVVlpPPHdLkwBYbsyXaCSouKuHZPULIsrv3eBQCio62XZ3opWSABlO1qABi77zhO6+kO1pZ1FZzTaQLI7W5kDegZoIZq2gekn9biJP94G+vgnw9wnfmFOLP+MOvAqXaOGzxm1Z04z/0haUOVqe9f4JYroagvijitsC6e4NLPd5mybPRpVh7zMGRJBckEI2JiGjC4m3oBLWyhD04TgOWTywEOYrW+t9QBelZksAYfbZVKGmE3d/lhirkcAK1pHvbmGNgasTm+KJWgR1c04DIjV/roUmlbdG+ZnE0AMzbvY+JzRjuKFxDI7I6WOLhwAs1jbt7J3DI0shb5YKlsYy8fS7J8rDPDZXuDdGHJs2eXmaah1ohXX3nSfLpxV6dfuv2wqUNnDf2/eV6ZwaHgmmXZ8uQHtPKLHh24lVqbpksqXWVrypWWgs6Bp5mLkYglM7VfSz/rkTXgkBWUXCm2LE9QIevc+uQM+bTx644hNTvrNhpq3mNo3Td8CroS9R5fiDgcpnor3dr2/Tg43t8i7b3FVPl5hia9zq2QEaeWRiK2zJR+Lb3Bo8igd2k6bSXnmTp+n6lgj+RJl8peK6XPl74RrVHc2MPeMJZk+uIp630hGj6Oed8GtlhPQPrMStbo/jDM8PuOsyclncPD6vBLpWnsJzGgsy/EupOfPLTRVEzaBrAjFxUTCPn0ckpi7W5Etx86xe9dfuyKZDeBoL4Qa1SmbyjzdnOd9JZZrGkn2gjApHl4ttVlfM8fZl371e6hzPgNVZADbjvA2vfXg9L3tqByyS5sEMuUPr+B3zO8rGO9QemaadL5E2wZjpAsy6l57zBV/aRUv02yI1J6GYBq0CGlp0rhYCJw8XKQ3pAhX4Kp+qqTVJetoGVoIIytkpCEJOT5yYvOVJ09e/aLecqEPEuxhVEzVpH5wlRAk4VFkj9kKy/Z0EMnAfEcBgDbtNx4TdOaTrp3T8sFSHU5pN/ulv7fQoChh0/C1nrfQozJsAXbZ18z7M8rp+KYXjUNsOFsH+DirdEaip9ejvN533FAktJ0QNEnqnH2Hq/CSDyvAoaPRIS7JA0AyBFNl3eaACROkzqNk7MBZCWYdE9W06CrLZpa/3g1tRxvPzS0Np4hPV18PWIDmmT7KOT/t8MY420DPNPBRthv75zHdbfUkcIbA6N7ArBC3z4XtsDMfEC1udFxuf0QBq9lw1SbV0iKaZILJ7W6g2NbByR3AODml9F6qOle6WAzaWATszBQv7Vp6Hs3xLUfOsm7esdcqTwTAPl10xiTE20Yz++ax33sP2NoSaKm6guW3rCptgHey7c3j31ckgu9Wj8eMGVq1rMzVCsy4z8HInQgDluc7yNL+Ht/NN0/3cPf3zCD8hfb6jl2cTHz9k2z0LftDejUkmJpbQXdiCWA1dfPQKeGp6VfPJG0+yMt0i1R9sqUbIIdv9hFQOOaKBvzZDsO1XkVAFN/PhgtE2ACOie5WAs217Le+EOAQMEIbPlrpgPQ3nMMdncsWLClVrpsCmtBi18al0pNvLZoOv8DJ9DxbB/Bie9v4eeQJX3+Mf5WkhZn3wyWkjTWrJhsqSfwcPkUGH5TcniW721B925YQcCiNF060Mxz/PYozNX141lPnq5fOYW/9QZhyUusbdvrqY3b3s87yfQxZl3+eE3Mhh5DFd5Ew6oXQyIRS1OzLM3OM3TgrKGFxWQxxEb2G+cNPf6C8YCssVT3wbKqFBChIIW9dEcD8/T10dq6sZIB2+rjwa2f7SC7Q2IuXTSB+X37ISkrSZokWKuD5XALAMeX1wB4FqSga8VpMOBOR7MW1lUwT2P77YpxgDyxPfG6WQQij7aOngodk/3N7Fkx0Ge4rCuXbj888u8dfuM5MV4iDrdu3Ws8DagOlkMthjqCDuUYI+sqhhWWpySiJZ/xSCFThsOW7Q4pYIVHpIJblk0H+GRJyVJQitdfGUOcTlMte4xRmyCF+qTTj0jllzsVjiQCHc9XzKBH+38/eupp9QZDEy91Sr6hk9SybAWHv0tJ+asdKljq1dluQ20hQ3edkS6MxOf4gTMEMx48OXpvpPMr4iVAeoNkIKW4R9eRiydgI/9ga7yhlIQN+OEl1M+P2aKjSUGKJCOuW4YgFXx0CbXMx5Kt9QQUt9VjG39xNUBrQQqg6COn0f09TdjoKW5A0w1V2JXeQV5fb1DqDFDm5++HsWOzfQQcz3YSyHxoDKa6P4xfcPFEmrPGajpL7M9/PMB6Nj0XO6FvEHH93uPSdy+QrEBAqaWmDt9myOUztOQj0e+flRr2SfmX2XJZ51igEvJflQSo+uqUFBfvtCNgKsmV8AETkpDnK4kiGq8ScZjGmAZcti/qQLXAuMz0GbpiCmypA2cwut40C+dvez1stZI0gLu7jwJOmIb0rgWkDto27K/uAN93mDh7XifstRWlACMZXoDc/GSYa51+6j1dMB6D7Ilq2KMXTwRM/Mn2eLqTZfP9mzZhsN6wAtDzriM4qz4X4IjDxC8aCEmvm06tp9gzTMzi91v3Ac5UdXDe6k6ApsGytARAOCaWDeBrmqRCXTKRGlm/2wuguracMfWHKSngNGk44o9Ih1v5vKGHyLxtY4BfMglDu66b49+/CAf5po0AYR9YBEC0sZZad2XpADvf3sxYT8qKMghK6QAbimDU37CC97e0hPu8YSVgzv4zgGsxcOhYK41OHCZjPrcAlsTv90XH0plYDl6wRO3NY60wEUeT+YUwyfKSAVts25bLachwOEb/QkwcThWkAEjG5N5oCY15BbzzbfUAdLsaARf9YRyjw2dhnqwfD2vkX5VRh8oPALOmjHv+zuY4QG/ZBAxm5xNcWDkOEOXLa6R1ZbCzp+Yy79aPJ8hwV7QL8oEzAEKXT6GUx8w8PosBqh9eAkjZPsA1arukt8wBUDx4lmF0GtG6sFFm6+VTqI26pQ6g8TWTpZNtfPan/YC7fdE6qvXd0brEc6hNfPMuQOhLJ6Frtkhv9IcpSzBcLpkE+BQTK5oW9WQ1QPOJNsaqL8RaErJwipdEy5fsbuSZP7mM5737GOc51MJ185L5rmUDfqe4WefCFuyiiyfijN55ZGh9u9FAp4Q8fzGDA3rP3LC+vNqSP2w/DbRUZDDv0jzS0mLp/9YAwj81Rv3OTbXMr1CY76wfD4i5r5kGODHw1LIJIvxiZ/xvsb8/eJLPLp/MXvrnUZhqEvOkso158chpjvvJdkDd4lRKjawfz14vEeiYmAVgfPcxQJJvb0YnxmfGG76NJhWZ6GasoWRMDEmXTbJVmhEvEzRYFhTYI+phnkvCcuhkx9go7IFmyTHG+hiJ2AqZfoU8/Qo6B56RefpcxIg4Vb9t7H2xaacpI/gM63ZCzimW39DAGHVLJamrxpBpPjuEPhyOqN9r64v7DP3wMEGDqk6yoiQC5o9VQQ5wDDvlunJso8HB9n8cJQiSMqyq2YRMaU0F5aIGA6oSzO/DZyntlJ00dL8eLFdPQ48l1psvrYmW4qg/9zofs43Pr8Dedpkw6EMWe8rSEvaPZDeBxH+fIshzvI3SNC1RezDdQ8AkGCE75KtrKaMTthi34lSuMa9g9BZvEzLJ6EhxDwVUB8s/KxnX4RKypG4/Dxk0BzTz+ojGrbbVuMdWwy5b3jJbE6+2lZwSlBFO1C5+uUhfyJAvkf7/qpNUN++03Z/I/U9IQl6IvKhM1ZdKGhoadN555434+9e//nW9/vWv19GjR/WNb3xDhw4dUkZGhq6//nq9613vegnu9D8nlmUrP9nQZZNhKMZS2WN1DE0DsOTLazCqOv3USLrzCOlKn11BqtL4TACD3+wBfPncKphrT1aTeljZLl04Mdpd3AF48/ApAAS3A5CntR8QpjeIw/boadIqK9sBUmfmYQhOzx29IL6EYehxSJ9ajhHpcUhfekL6fwt4lv4gzmvI4ufT7RiWOcmAj0dbpd9GQZa5BbBef7QNB3NfM/eQ5WMclpbA0vvJdq4dS/M83AL4taERNqnTAcuhJA2j2efC2HSbgMVbavlsbRmO6+PVGO65SRjrfz2IYfuuefE05NdO5vpeJ8yCZeMos/CRJbyH053c05x8ACGHIYVCsAeb+/j9aTAtLc4siBnlLhMj+eAZgN4nqkcHBiZnGeqzPXIbkQQL7gVIistSitvUvypJ03WaAPy2mCuLiwFbzvYCiCwrkRYVG6rvNuQxvSpyD4zKFrZdblV3OVTbbehDi0m5izl/D51iLk7PhS0aijCfzvbDUG7pla6chgMUtqQ5hdJPdqDf+SmjpxlKsNofPQ17JtuH7uxs5Dn2n6UW25PV/N7WD1gZS1OWmONfexJgdHwm+pblw4n7037uf2IWAKPXSSAmKwmGi8chpXgAgt4yO87uruqArb2niYDE/EKCFmf6KIXQHQCMPa+Chm+Pnia44XFQ7y7VMzR48tBJ1scYkzDFDbvw0Nl4PTopWj7gLGvn5ZMZm8XFsIN2NrA2ZnphCB08yzPNK4CNOLimnjdab29PE/f9hVWAtb+OpqdOz2W9HZ7OLcUaANqygwn9fDHFDPpV4DDk8CQpBh8UpcLS/PIa3ulfDhFcG2vkbQHQ//Ug2QDf3DT6cYuKYZOO1kRGYi/91HJAisZR5kBMTkRZqjFAxx9mz/7sSjIlOgfYHwwRTPneZub+QChuG1R3sResrwAUHhiGRaa4qRN500bK9nz3AluHWwyFIuxzuxoNfe5RgJ1OP/tlbOxKUi1Z55inhjGUbW0YNo27xsBhk9zS2KP/HxTTltMbW71HitM35kcJeZZiPAMm7fI9t87vhuwhDRAfryJgfbSV9XdvE4H+m9bD3A5EAF2TnDSNS3XHA16xveU986NBkwj7T3eAvWiszLCnagia//kAdsCt++L7tdfJHtIVwL5M87C3fXczOpjmIRg4GiNeYi9q6kHnbtoEo/7R07BRR5OqDjIrZoT5Xshib7pwAqSJo60Ecy6cIH33QgKWfzlIObAkFwGamP0cjLAuhCKw3eufYZ3qDmDPjiZOU5JNPd3eRlPH7zGUUSqllUoew5ZLYQXDCZbqy0n6Eo2qXpWS5LRlGrY6AqakZ1eyJyEJSchIedFA1auuukqZmaNQfv4Lcvz4cXk8Hj366KMyBuWcpaamqqOjQ+94xzu0fv163Xjjjdq3b59uvPFGZWRk6Oqrr35J7vc/IYZBZLpzAEDOFkZLbRdG5LISwLvOAE7Xv08CMnx+JX9zOzDSzvbBvFxRCiBnW7BULMGczEnCuX/TLAzFDyzCIdtWj7E2MUt66xxYb0WpOEm7G4msv3EGIOymWmlCFsBgYcpIYzCW5r+3mfP9aT/P9IFFFMY/3sp9PHgKB7YwNQr+RGBqzsknIh97hiMtGIReJ6DltzfBDIh1bt3fDKAac3QvnwwbLt2DkXvJJBgLx1oY59wkWHNneqW9jdKCYmlfk7S8lO/fdVTa0cjPV07F4f3+Fu75fQsBgfc3Y6wvLiI92mnCCAyGAWt+t5fnnZwdb2ZT2wVw0xVhTNeUSzc+Ln1lLSUKakZhCywfx5j7okbzlrqhDckkWIpBS7rjiKE3T3NJoYQh+3zFbQX1nvkO/WiboR9vwyH5zAp0I9tH3cwfb5O+fh7gyb7o3PvoUul3e019aaVbjoh/xHl7LZe2NRhaUcrxl04CVInN2SeqmY8TMtHFlaX8v7NBWjKO5jbVnRxbmg64+UCl9IOLAP8Hp7pL6HqGF3Av08f8DEQAaI60MIfSvawFW6Op8W+ZrSHOrIT+/H4fn39iKc5YdyDemOdMb7R2a/RZfriV61wfrSLT0s93m3q53mWTo6xqA2AybHFvH18KkPmjbaQuPlkNS+jNsznGEPc5NUf6Y3X8/toGCMJ8bR3P0uVnXI4MSvfNTZJm5MHYn55Lx/Z/V+J0l2VQq9qypaeqpWl53OvUHECm4V3T5+Tj5Gf7AG0nZrMJhy0YPcdaYcL+dPtI4O2N0y25E6mQ/xGxbVsZvnhzwtwkyrY09ZDea4v98lzidTI3e4LM6YNnh36e5oH5NVZzKYn5XtNJxkOqe2zQJiuJ+5xbQHChuZf51NoPkPP+RTxLWTq68vFlfJ7mIdB45xHm/qZaAhMfW8p9HYjWFF5QBNATDEs3rrVlmoZ+st1QbxA9ae2PQ5y3HWBfO9EmrS6zdcVkS86gf1QI1HZ5NGA71dwLyJvrteRRWC4jrBXjHHqyZnSEck6+rXBoDMT1PyhhK6wJl7jVtHv0+5pwiSXLFUr4oS9ADG9Y2VNNtR0bOcYOt5RSbD/dcOzZiNsOaVWpQxuqOZ8/jG37o4vZA/uCrPlfehyddZrsjx9YJH1qBbqU7gEEzUkCXKyJ2l7vXUBDqfxk7OmxJBBBT5p6pQ2nsZczvOicbbNf726KZ27dcywe1OiO1h0dbQ1JdbMHf2dzfJ9t7GE/GQtUzfIRAJ1bgO2b7cOm/damePC9LwSL/dBZ7MojrfG/33uc/fBzq+JjmeWTZMNkH2uNkuIltYZLphd/xWm51HXQrZ0/5cDWI7EjDJWf59Skq90KRYs7mKYhp9OUZcFITsh/VyybOZpgqr76xDQoAdARSEQIE5KQFyIvGqh60003vVines5y4sQJVVRUKC8vb8Rnt956q9xut/7v//5PTqdTEyZMUE1NjW655ZZXFahqSqrrwiDaVBuvmbm2HJaW0wG70uUAKFk/HkbYNdMxEO+vlt4+R0rzSv88gaGWn4IxaNmw4d42h5TbYFhq6MZxe7Iax+3r55Euue8MXbXnFsAuyfBJ9T0AQD/eRlOc9y3EKNtUCxBzuiPeQXxJCc2tdjcB/pakxVOZHq8CsD3bxz1tqwdc+tN+7vNvhwE/J2RRz7GmS9pYg4F7/nju6bd7ACtK0zGus3wYsXnJ/HxeBWzPp2pIz+oLSmeDgLWLiyQZGOYPn2Js/3lSWlYKaHmgWSpJZzwGwqRVn+nl3j+0GKf2yWrqzN61HWD3WCtG9e2HGY93zYe1dtlknrOpl/FZV847idg0B5pTQO2+SyfjhL951sh00cIUQNXvboFpUd8FkLd52PwIRDCWt9QbumaaUx4lgJvnK5Zhqtsvfe08WCD7mnmH51cAXj56mvdu2ThGEgaN0wRQGYg4NLyPhtNpam8j9TaXjuOd/enA0GOKUmHSBSPMY5cJC2ZGHqDQqlJ0LRZzOr8CAOXH26TPrWTubW/gXpaVwHq+OZo+PC6Nudfph6VywQSpox9g8fIpOFaxhj0rS3nO4eI048zyB0/C+E7zMPc21aDzD1ZSi/S8CuZ0xGKsYkwYQwA/sRrM6ypInyzPAGj+5vmsa387JL19HoDY3UdxUKflokN/OTi0Pl5JGmVRBsI42KXpsNb7ggCdC4v47q92ASKdP57170NLYDAeaWHs1paja9/byn0uH2frO5uHGqiXTQZoDVkEfY61ElxpG6Bkh8sETE334mzH6ktn+aQrp9oq8oW5eEL+I2IK1uWeJvaDVA/ZDjEXsr4bxnWsbulgqcggOPbu+ejbdTPZyx6LBvvm5JPt8MAJ5txYUpoOg7Syjbl2z7GRx8zNp25j2IIhPq+AOfKnA1yrP4TuXzIJBvVfDg5tTpOfTPrzr3Yx9yK29IvtHH/dTIJ9R1tpOHes1dYdRwx9ctnoQTsJ3cn02vre+ojcdkhWIDw6oOrx6Xf7HdrTbKg4lT27qtNUY49D49IIQAbC0raGod979zxbXvul2ZNs25YvP6yydS7VPD5Un/Nm28qZYSmYqEP+giRshDT/PS499VVDgUFzzDClxR+1FHEFnhNJ2QqFdeUUS0daHVpQiK7sbUY/p+eiN2f6mLcDYXT9XfOln+5gb4nJ9FyyimJB6GCEPTAYQW8KU8e+hxR3/HsLithLHab0+VXYpM292ImhCMzTfxwd+v3bDtCccV4h+4s/zF40M4+A++D4wuEWsscOjVL3V8Jm39coWV2U3cn2UWt5tBIDle2sA8PryFa2syfevCsOoia7CAZ7HfFg1HBZXWZrb+NQvXFHm/P9ZIepj0336MAfRwdyqjcYmvQapwxfSK6wV701ppr3GfJl2ipabMv2BhVONG38r0l/WLJlyJuodvKqFEDVRAm4hCTkhcirIv3/+PHjmjhx9IKiu3bt0qJFi+R0xh916dKl+tWvfqW2tjZlZ2f/t27zPypBy1BBKoBoshsnvy8EgPGGGQATvmhDmENn+XxREYyVTC/O4MZa0v1yk+JdhVv7pCdqSImt7iRy73GSTvSPI4A5ZpTF9sAJAJGBcQB6vUGAgmwfzuH7F2GUbYsy2z6xDGBpUhYMUgkQ6u6jgArf3cJ9uh1SJAJwuLlWyk3GyAtbGIadfgDlsnSi+029PGOqGxaO0wREfLAS2zw3CcD4tv0YnBdOwODu9OOYxkoCjM/EYO0JcM00N7/PzueZYinDJ9txdLdEGw5Mypb6wtI9R2HKWbZ0olXKTuZ6t+yOl0bY1SitjJBWfMNKQJZPLwescRjS1GwczXuPSW+ajRNQ3SnlewGqZ+TBkHOZ0tfX8Q77QtS58zpJP/Y5AZ5Mg/RUr4tx7R80P+4eZtQn5PlJwHDp9/sN3bCCgEVlG0GMX0XfeWEKaXOdg8ioK8YB5EiSJWqr2pGhTAxLOC5OA127YQW6Mvhdt/UDyHmdvOPsJIChGKv8kWjzi7fPgX161VRYKF/cQNqw02Su7mokQCExr+YVwmxfWARoevAM60jYRjd6onVMB8IASWf74qnAEg7a+xeiew+epLlUfTegYm4y43GqHXC2fYC5eN0srnHdLOnnO7iPFDdg5Mw8nNK7jxKg8IdYd2JkpksmETz54CLWg4VFBEG+tWkk+/PqabwXhwmLe1MtNWDfPJuSIgfPMkaGaDBlGtK/TnK9oy3ocHOvdMchaXwWzu77F9oqTLb1kSXSjgZDXicBnSMtgMKpboCtpl7GpMuP/u9u5F19fSPHLi0h4DItF4a+GQ4+U1+dhLwAsSwCAtfOlG7eSYCsflB9xfuOA0rcfpBawlOy0ZfTHYCmP93B3vvOedQsHZfG8bsb2X9u2sj7XlfBmjw83V5in/3FTgJwsT16Z2P881l50sWTpM8+OnQuZ3hh2pkGe8K/T6IHwwFVCUDpt3vI8thQRYDU7WAf/uE2PpdgxN1/4tkxVwzZctgRBQ23DLdLbiukSDj+gKbLqXtPAqhm+wiO/nRHDLjhGm6H9PmVts4vt/VUnaFsn63l46RkBaXwSweehMyAJl8tVZznVN1GQ5GQNG6VLV9uhGZJCXlBYtu2Ikn9WvNVn9qOGWo5ZCilyFbxYluWN6CI/dxZic7ggL6w0qfHqkx99an4HH6siiyCd8+LH/v66fEAw2A50gLYedlkmnzmJWMTfmIZa3ZxKjZY8ygM0csmE0C/YgqM11hZnKYegqMrSzlfpk+jNnQLWawDJWnSW2axLxanSv/35Eh8uSyd4P0VU1ijYp9nRteEFJdUkkHWyv0nAEJPtI09dsdbOefgPVwiCFs66O99IRo1fmYFpIFf7BzKWp2eS6DEsiyNSzd0qsNQYSrZZ3cdZRza2ocC6cOlu8FQRrlPW77lUM/T66Chw3dIC97vUcYMKZIAVv8r0hdionoTTNVXpaS6bLUPJJiqCUnIC5FXBah64sQJ5ebm6k1vepOqq6tVVlamD3zgA1q1apWam5s1efLkIcfHGK2NjY0vCFR1OMwh/7+UEjZsPXTS0Kx8DKLm3mjaTybA6bvnkYZ08STAlV/sxOA5fzyGXpYPVk5phjS7APZnLI31/AocwMp2gJqIBUi7fBzfa+kHKAhGSC+amgNYUp6Ou3TNdECliA2w6g8T9U5zw5K7eZd0RxTEyUnCQPtXJd/N9lG8v64HZtiCIgzHvc1c0+vkPnKSAZI6/YAoGV4Mx4gtPXAsnoY7JZv7ae6FLed0UFdxUTHMuZwkGAjHo+lPj53Gud3TKF0zQ/I3wSIYXDsy2SX94xgO+IKieHpZRQasgtdOoTTALbthIUmMW1kG4JUh0jMHgtzzPccYv0XFsGgnZwM4HWgGyNrfLH16kfRUpzQxE0D6CxsA3qblwPK95xjvpSwdJz/GBH7DTMZx8Pz4x5FoM4dsW14z8opuWOV8ie+9I2w+nSZ16z6YnNNzAfGzfQDZf9jLe3AYOFdzCwAYsn2SIUNnQl6VeP2yBlFJFhYCJp7qANS/4xBMcI8DFvmKcejf+EyAiqpOnJff7qGcxLcvANh3O0g5bx8AEP3MCkDQ3gCA5W/2xAHfghQCGf84gqO2fFy0/ISflHd/GEb3mnJA/3XlnHN2PsGDM9EUX4ch7WrguNMdBFXK0hmToy3S5Cycy6AFgDg+E7351DKYm10B1iqniV51+AmWlGcQJPjwYnTEFmtbYw8Nog6cle46BgP3bXMZkxjbLtkFYJvu5fxTsmHy72wkWLO9HoA4xcP/eck8Q7IL0DliEYC6eRfvel4BjKjzKqT9TYba/baKUnkvj1dTliBk8dxvnk3XZilec/pkO/rbFaDOan0365FhEBj52FLJoWffsOXlJP9pnXwx9mHDkOSQpuXYevS0oUCEeesw4uBlT1B64Distn8cJUjnMHnHMvi5sQdg9VvReo2mwXw5NYjd+rdDlLO57UC8dm6qm30pYlHHsMMf36PPq2C9TnIxzz/32MjgQKcfoOLiiejej7ZJ84viwZrhcqaPuf+mWejxm2dTpuNMH2vKtFz+jwG/wXOUI/A6pSS3oZ/tdutYG0GE8yscumSCJVeYxcRvuPVYFXP30kk8+/CO6sGI9P2thr65ztI7ZgQB2yKWJEP2S7yu2wrJmRfS5GuhaYXDEVm25Byl1+vLyS48l7xUe+VY42N5/cqebyhvkSnbptGZodHH+NlIR8DQPcdHrpfHWrEfZ0Z7BLgcIwHVmGyrJ/D25lnsPz/ehn28rASw9J3z4nVJJfbXiyZI8wsoxbOpNl4btTSdvfbQWTIxrp7OHhu20OvRgM76bkkGenj/iZGAalEq+nfLHso43bCSaxSmQKL4y0HAYY+D/fvTK2DHuh0jy0DFJMk1smzNWH8PRvAfyjLIgmrtx2YtTcee6Rww1NgjTcs11NqPDXvnkfj3jWfwQJNzpeN3m4MA1ajY0u5fmrrwBx4ZSa+eUONLbb+eS/wW95bslhwOQ2ZUf/n/1fMOXg3yfN5NusdWZafjZT0HE5KQl7u84kHVYDCo6upq+Xw+feYzn1FSUpLuu+8+vec979Hvf/97+f1+ud3uId/xeDySpEAgMNopn5WYpqG0NJ8kPf3/SynNvQA4P9yKkZbhxRDrDwGKRizYqIEIxtWWOpww0+DY8gyAlu6AdOgMzll2EsDbo6cA+HY0AJgmuzk2Pxkw1GVS5H9NGeycx6ullDMw59aUATJ+aDHAyw+2AlCsK4+Dfp9czrESTttdRzFY3zyLaHhLH8bta6dINz7JcYZwCE2D59lUyz/L5v7eu0D6436YPh9czHecJkX7f7Kdc1VkUEfqXfMBanc3cuK8ZOqqPnoakGNaLgZtX3Aoa0jC6R6fyXkvGC/JxpHdXBevG5nqoWZXWQbPtaQEoPbXuzE8XQ5SwgpTMM5XlGK02zb18WwbQKooDWA2VuD/wizp4UrpipmM873HYTKdV8H7ckZZwj/eBng+EAIEi1g4+rH5IWF0v3O+oZw0t6Sh+vJKEdM0lJmZ/JLeQ1cn/z90EnDj17t5vzFAIhSRPrqEgMInlgGA/3QH33nTLN7JzbtNfXVdkjIHLSuRPum326TXTaeR0cUTYbFEbObHhirm7ekOQNM0L6zrSyehw+0DsOv6g5SB2NtErdWHTsbTmb+4GkDvbB/OW8cATlksuOJ2kJK+fjz1SbfVwzgLhPk51SPl+AhM3HkY3TEM0unnF6EPsdqtNV388zoJFPxsB2PUG2SNevtcjnvHPIDaDj+f/Wo3wGZ3AF3/7ErGwDQ4xmkCstqSGqMsw4YewM9LJkpvSOX4WGmB2w7Cko1YAK87Gylf8q75BFSe7s6cyVj+MZo2ebaP+4mBTuvKqcPX3CPdc1yak2/qyqno3+tnAJ6bBqDbL6NMxGUl1EkORnCut9fzDh85zZrXH+L8V0yRugOGyvJf2rn9fOS/qZMvZB9u7ad53NISAP3+EPvawiJAeYnfL58iffXJOLgQtgBNDp0lVfi7Wwg67GyARX3gTLQJzZY4iFHVyTXeM19yO5nLoQjvvdPP3vXNjZz7X9GSGKlu6iLWdMX3leFyrBW96QtyHqd57qxpI/rvd3uj6cwp7NMxIHkgJL11tnTHEXThXfPZS4af813zpFv3GToW1RV/WPpnpaHDZx363KpkZfpgw4Ys1oapOYBasXI2g6UnKHWHHMpId6jTL9X3o2/j0tEvn+tZvtCXgbwc7MKx5OWwV/4nxycQlh7bG//dNKLNqFxkNT1yGhbnj7cNzRoZLpbNPhaKAAZ+ZAn6fqSFPbCtnwDj5VPitbs31RJ08TrjgKrLJCPoj/vRgfcukP5+mOBahpdMjh9sHQlaXjAefUxySa+dij18NBocXT6O9ernUfvhyRr+LSoioPqlDXH9CkSwy4+3EaxcXYZ9O5pMycEWXlTE2MSY7lNyRi9HUtfNepeVBGM/lo1x6SRpSoaUmmaoJYCdPDOf8b/zCOvBiQEpa5LUPkqdaadXcieZqt04xsuxpZZDpiZe9MrbF0eTl4NOnlOigYfcDK9SBrkIyUmel+Z+EvKM8lzeTV6atPOMlJqerASumpCEPD95xYOqbrdbO3fulNPpfBo8nTlzpk6dOqXf/va38nq9CgaHUiJiYGpSUtLzvq5l2err8ystzafu7tE7dv83xXB6Vdvp0KeWA3DEugOvLsP5N03YUGd6qZs2vwDDsj8EAy7VjUH4h304e71BDKgcH/U7Y0X2O/yAOQ3dADPnVRAtb+sHrJyZB9CS7aNMQNACTPzHUYDBvGScrs21nNOySZM/bzyAX10XLM3Xz4A5NjOPc60sBfwZl8b11pYDeMzMg2VX2wnTx+fiXjoGOP/OxpFAqMQ1kt3SW+YAMl05FcZg2MJI/M0envXamYynxwETaciYCyfUFkb74RapKAXDN+b45iYxxpvr6NI6P1rf63tb+M6HF+O8bqoFXH7/Qu63qgOj9s2zcZKfqMYglhjPnrDUvVG67HyA1rfP5T09cgpQenourNmf7aAL/ORsAJw79/D+3ziT9LTuAOUKLp5oK9sZUEfHc0+1+2/JMxmclmWru7v/nMf8p8VhJmlKtqGjrThPn47Wxmzqwam4cmq80dr9JwBzlpagpyfaKO1wpk/q9luSHyvWdjjVPODWiXZD2+opV/HXQ0OvOy5ae9gwpL8cwNGbngtgEpO3zIrXDp1TSABmdRn/pGg5iEppVRlzbW8TOvLWOawPp9pxsEozKENQ3Ykj+JU1OG9PVsO4vuso7On8FJzbzXUwTLfVDxsrA/1JccH0bOwBvFxbzrVCFud8y2wYpzNsmNit/TjIl01mTStIgQFz4URqxz5yCjB2MBOnfWBozeHCFEDsJcXo2aOn0dnzyqUN1TSWW1kK0Jrkwin+zpZ4EKI8I572ua6cNfHgWca3Jyj1hqR/VrKm3HmEgNaOBkC2ghTWqrDFeutx8LfGXhg+ToMyHsVpBEvquyWPw1JHxxh0qpdQXg466XCYL2gfjjg9uv+kQ/8+aWh9BWBorF7u1dPjOrm0hD1qNBZX2wD/5uaz760sZR3/y0HW3htWAMIcb4Uhevlk6XSndPswPc70UjP7hhXsIy6T/UKiHMEzTYH2frI2ghH2P6fJPBtNsnyApe9byDP5ouViOgaBTJOypI8tkWTAKv/MCvaq3GTmfHmGVNlm68BZQ+PSAKGdJuvHwTNSbaclI+CX0/ToY0sd6g+hn+PSqAG9s5GA0GAZCFnaVmfo5t3G06AQGS+W1o0LyxEZpXjjy0he6Hx8ofJsgJmXcq/8T49PxOFSTY9TPUEMthXj2NMOnsHeuWwyupHiokTMue7AE60Xevcx9u4HTxJAmZLNXtAXYr8bLrPyCIac7mDfX1GKPX22j6DqzbvYkySAy78fgem5sxE9S/OwRnhdBPnmF6Kvb57F/pKTxD19d3McOC1Lx141RCbL8ICFxB57rBVA9mhLnCkfkw9FywWsKsNenJXPGtgbhIgxWpBmXBq2woGzBCdn57N3720mIFWewfPFZEYuJQh+uFV6oE76xnttbfv6sHq6DmnpJyxZtmSFx0Z4At2WursDL7n/9Wzk5bBXvhBp7nBK8ig8MKCeACzI5CSP+voDsl4B4/+/JM/n3bhtU7Y8qmruV47vf6PEw8s6iJGQV6S84kFVaXRwdPLkydq0aZMKCgp09uzZIZ/Ffs/Pz39B141t5JGIpfBYnst/SwxL49Id+vdJnJqlJRh8D5zA0AqEMWw+vgwjzu0ADGgdAMDwhzG0NtdJP4/WcloQrUealxSt1ZZLSvP3LwS0+fthCt4nuyjAbwtg4eBZIuxZPkCLmi5YYl0BIuBZPuq97Wkk+p3qAZxZWsK/Tj81rsoyAImKUwF1TrTxeWs/huxb52CYhiPS1TM4d2s/RlyKS3rdVOl3+0YOVX4yzINNtYCyXQEMxmm5gF+t/YzFzDyAkCeqYYslu2DlnOqANbN8HCzEU+0w8XY2UE4gFHW6c5NoNnDLbp7DMABibJuUssH1qSRq+p1o470EI9KeZsCV2mE1p147RTrVI+Wvle5tpFNrQw+NVtaVA6JWdVDDz+uEkXGqgzRrCUAu0wvwleyCWRUIS7Zpv/Tz+AXKS33/Trela6Y7dNsB3t2uRubseRUAgn0hGKRfXI1jNDELwOaeo9KV00jblWgIEA5bksOp2l6XDpwhjfGJat7xDStw7mI1VSdlw0yZlR9nKWd5qc974AxOztwCdDszyia9bDJ69NAprvnmmejllx9HFxYW4Zg9XgWr/BPLADdT3LCtJT3dDbwkDfDvlzsBInsCMLbTozVdu/0wXCdmAVLlJXOOUATgtziNcWofkO46Il0brTu7oyHu1BlGvOzA7kaCJ3/cD6N+3Xj00Btt0PNYlXTxBJzn0ZhI10yHqXrTJhzWa2fibE7OltZWsDZIBH3quwFkY1PLYUTZunXSV9cBRvWHAV9jaf0z82Cfzy1AN298AhZweQb6HCvPkewitf+2A6wXGR6p3mYseoKsr1leW+eVWQoHXpm6+d/SyeezDzscpo61m3rwJPo1Kx+dOBQ1GdaVA3bURlnVv9079rl2NUrXzwZMmJVHfXOJNf2bG9HLpSXMZacZZ0HHJMsn/b8FMFmdJvvJ5rr454+dlr60ZuzrZ3gBVI+cJfXYH+b+Y7WUB8u0HPahR6v4t6CQ/aBjmK5UtrMfHmohKNLUAwP/4VPoZk6SdPlkQzeuJcCxuY69a24BoOmJdkNlxZIMQ3ccjjedkwCoro1mWcQYfYakTJ+hr28cmrZtS/r7EVMTM50q9QSHlEZ5ucrLwi48h7zU9/afGB/DMHQ26NSfDpq6cAJ708QsylLFZszGWtbaT69g7/CHKaN0smPk+S6cQKAsZNEANQYOnurAHo7N2+EyOx/iwtQc9rQfbOU6mV7+bx8WHDnZTs3vdeWUFNjdSEBzdyMBufYBAjBVnRz/wUXRDIvoQ+UmUc7mJ9uxUcdqWiVhLx5rAySO2Ox7WT5pdh577Lc2Dy3N4TQJpjT2jDxXphcAuCWKBW6uY710mgC+IYssqcFyuIWg5leWSA/USMqytOarUkelodaj1NMtnG8r4g3IjjiVUe5WZ/Xoz5I7UwoGw0/XU3+ly0utk+eSLr/kcZAaRcl/7tWKWIqMhuAn5CWU5/5ukh18p6VPynC9fOdhQhLycpZXPKh67NgxXXfddbrlllu0cOHCp/9+6NAhTZw4UdOmTdPtt9+uSCQih4N6WFu3blVFRcWrpkmVJLmsgFymQxWZpiZk4gjFisLvaoDl0j4AIPBErdQ5IBWkwmZL98DCXFoST0Wv78aBWlrCORwGIEyKOw4OLi3BMIsZnQsKSWeWuHZlG8CMwyBiv6cJhktzL0bpZZMBKqbmYPw+Uc15DFEHck05YN+eJmlZMY5ahx+w9fzxRPvfMCPa9CmJsgXJHs4zOx8G3ptn4STH0nRn5EpXTKVe3UCIZ/CHpb8cIvL/qWWwc4+26mmA+sqpjMGNTwIGTc2GqVDTxTOuq5C+8jjPtqAQQ3x1Gee9ZTcG59pynOtt9YBa2+oZ44VFGMKXTGJMsn1879b9OL6z8uKgarpHun4Oz7momLGJNcc6cIbfM30AA+kenGS3Q7r/OGy/YBgw6Z8nGMd/VcabCbhN6sQl5IWJ2wqqscej88ebT6fdZ3phyOxoIIhhS3I5bM3KM9QZAGg720cqoj8Ma9HpkBSWAqZHfz9sal5h/BqPV8OYm5IDk+auoziIaR7mVV8QvZhXyPxL9TBvnSbA394mWK2t/XyvfQCdm5JDyvzHlgIOHok6ZuPSYNfEWHWpHg2pcjcQJkjwk+3Mqx9t43olacy/zgGc0aunw1JbUYp+tvZRr3VlGc5t+wCBhvGZsHOum4Vp2B9i7HY2SB9fyvxtH2DuhiyA2T/tx/lsG2BsLhiPPn1gEcGfWApjipv53tgDqBR7rtou9NbrBLzq8HMfbgfrQMzXyUuW3jEXvV9awr1FLIIyaZ5BjfCSWR+OtADa7mqUvrmJgMiMPM6T5GJsb9nDu3nPAjIKDpzle4Z4h5dPNmTZxvOsLJiQc0nIdOnfJ00AbS9rdQxQldC1J6oJALx5FiD4cEAkJskumsf1BHh3g+tuR2x0MxozkddJ+YerpjH3StPZA7v8AA7h6JwaLLaop72qFGBouLxltnTfMXTrLbPR0UnZ7NePV8X31kXFgDfdg4CT3U18ryg1Dp4ku5ijWT70b1wae8qNT8Y7hzf2sPe8cQbPESslUt9NNsoNKyTDYereE8aooMzthyjh8VQNz3fpJPvpeuajyb3HDX1wnkuyRinumpCEOJ267yhzLdPLPvCNjSMZli397D1ZPmyzDy2h1NKuRo51OyACrCgFZPA40OuYbK+HSLCjYWTDuWwferS5Dtv0ogk0ET3Th20ZtNjHnCZ68q9K1opINMgxO2rnnmjlPk93EDyt6uSZTAMG/CeX0zTvUAu29K372I8CkWiwfIzqZskuSvr8fGe0tn86tnXrALbi8FrHYQvb5POrCA71RYnik7LIKLtld/xYy472GDjKeiOxPxqKv4NUN8DqWq906VlbXr+tgHNAaTMNZc4xZVm2gmFLsiTbYWn225166saRtUxyptryZEUUTOB5/xXpDRpKSjSpetVKmpt32+Y3NOklvpeEJOSVKq94UHXy5MmaNGmSbrzxRn3lK19RZmam7rjjDu3bt0933nmncnJy9Jvf/EZf+MIX9O53v1sHDhzQrbfeqhtvvPGlvvUXVSIRW0XeoJTj0R2HDZ3pxWhbPk6aW0haX4x5+VQN0eQfbcOISvVIJanSBRMAGj6+DOPIYQBodgxgCMWaW9g2AF6ah5qqPidA5bJxOIcbqjBEV5Vyb/vPkMZ4zXQcPIdBdPxn26Ub12FUFqdRr8oWnx84I/1mN4bc41UAEz/ZjpNXlo6TW9/NeR86CQD5tnlc1zRg6f16l3TpZOn/LeRvDgNGwI+3xQ1DrxMQqztqgH5nCzVoL50EK06ivIBtM2ZWtNbcY6elCyZifBuCbbOwmJTOyjac65hRme6RLpvEed40C8PXaeLI/mQ7bJ+ZedJ3Nkk3rQeAau1nTLJ9sA0jNgb19nqYwHMKqGEVC0JuruO4n+6I1rTyADYNhHHevU7GoLZz5Hgcj9ZxtQ2PFDlHgbGEPKNY4bAW5Dp0osul2w8Z6gkwZ9ePh3lyV7QmmdeJPj1wAicm9h4dBuUZgmHJ5/PqUJOhqk7KNQx2TCJ2HPRcW44+vm0u+r25FpZjYzepvV0BnKcfbgO8P9yCA/a2uczjY1EQ4wurqDE6NZv0vJ5oTdSzfbBJY2yUdeWsITGxbYDajy9jPalsZ44XR4M6Lf0AUV1+WDix8hcfXEzK/i92EtRJdvG9kAXb5uEog9YT3aVswRS8fjbH332MMYmlG4ct0vZfMznaWKoR8OmiCXFWTtjimQ+34Nj+4yh6friFe7phJUBRZTtrUFFqPF1UYpwLktHPByul62bDgpqQSc3LdeW2XjPZ0Dee4vgna2iadayV9xy751QPLP6CFO7tZDslDOYXAbxePBHWan+I+27uMzTObch+tVByXgZiOkyFTKcumICOTM+Rfrlr5HG2AETfOINA320HRj/fkhIAho8uZX56nWPXP81JYv883go48ecD8WY3LpP14t3zAdwHy33HYYyPS2f+dfjZc6+dwZxaXc4xh85SxufeYwCrw/fWP+2XPraMe4jtfZtqCWbubpReNw1d6Qqwbl0/O974ZjSS6J3R9OWtg0p8dPiZ/xdPdOvJamPkl6JyvJX9fX6hpTl5tn6+yzHmsS39hiIyNPYRCflflohtqqWfufZgJWU4xloxdzYSQLzjMIGymbnspWEL+ygYwfbNTsL2Sh5URzJis15/dmW8carDINC2qoxMK4+T8k5/PIBOXT+HQN8/T8RLiEzIZB+MBd9T3ICQa8vjdZg31xEk/fZ61ganiQ16op3slmujvQV+v49zbq0jqH//idGfe06B9NhWfm4f4F9/iMyvWCPH4dIXIuPj3fNZu7oDZJz8bEd8/YhJIMIaE5NMH2SNigxqz/YEuJ4jS+o7ZejI7Q5NfaNboUhQkcjQwL5l2XLlBrT2qx4dvM1Q23FDrmRpwsWWytbaCpgJe/W/JT0hQ74EqPqqFacpJTsttfkT4fuEJOT5yiseVDVNUzfffLO+973v6WMf+5i6u7s1ffp0/f73v9eUKVMkSb/5zW/0jW98Q1dddZVyc3P1mc98RlddddVLfOcvvhhOl1JsOoXnp+DQbaoFuLGFgVkZTfX/3V7py2ukp6oBFEyTKPr68TCzGnpw+NeUwZiJ2IAic/I5tiyDZjSryqTSNLpk37wLIPDambDvOv0ACJdNxsgcXNvUYQDuBSMw0n62I55yKwFWfngx4FAgwnkmZAESexzUPJ2WQxR/IAyw0+UHpHz9DMBgwwTw/dbm0ccr08tzeZwAQA09sSYb/IvJBxdxzF1Hud95BdRibejBcT7ZjtH4gy3SV8+L11HtD2HAri6LF+9fVgJos6UO4/110xirX+6ElXfoLHVlHQbXuf0Q515dBmPqsSpSRLO8OO5JUSAqGAFw+uAiznHoLJ9dOIHnDESkfU3S+gkY+CfacKjXVQCoB8KGqnqcmpHmUCTBWH3eYhiGQoZTZRkGDGAHevB4VTx1b1KU+T0Qxkl5sgaQriwdcPt4q3SkxdDCIqd6Q+juE9U4PX/cP9RJLI2mzW+rx7HqDwG6NPcCvncFYC7vaMBhGghJK8dJm+ridUPfMY+56XLw+RM1BGIeOhkHemJy5RSOHZfG7zlRhl+mD3br+RXoe2zt2VAFsNs2wDM+cIL5/7Gl0pZa1phvrQeMre+h7MDqMp7n0FlAWecgPKYrQMO2J6pgxi0u5jljErJIrc/0ksr/z8qh9dxiUpSKM7mrkWDQ1Gxp+gqpOAVHN8ZsbewZmvK9vCReq/KNM6WvPiG1R8HiNI9UkWXIH4T192QN4/CHfYBa+5sBwpPdsKBMQ/rtHsCwVWU48GGLcb90EvPl9/tg/L5/oQGonvBpXhQxHabaLJ9u2mA+HWB765yRrLOYzMknSBVjde1rHvr5BeNZt/tC6MeGKunC8dJ9owAbyS5Y1lvrqCH8q91DaxuGLFLjL59MJsOuQfumLfaE105hn0uOMklPdbDn/2ZPHBi5/wS6/ZPtQ8sI+JzMxz8fYK/+dZRp1h9iX3nTLAIdPYMYa5OyqNsdC6wMl4jNOpfsigcsJWlLnaH14+MBxtG/a+s9cyMyQgHZYUNTc7w62jq6Yzcx05ZT1jkbcCXkf1ecRkSTs23VdRsKRNh3xpJYcGBPE3rw+/0jj/nCKul0m/T+RdTaj5W5kWB6/7OSPfCjSzjfnqZ42numF0borkb0J2KNrL96qgPb761zpB9vJ5iWmyz9dHu8JniSk1rNbQPsmR4ne9bMaKZGf5i9JCaHzmL3TcqK72MxuXoaa9fwLPM0z+jBksHSEyQYe+1MapDXdY88ZlZePNgrsZee7eO6secaXJN6UZ50RbEh2++SfKOzzyMKy8yJaP6HXTIspyRbljuoQCRhp/43pSeYAFVf7ZLmsdU2kABVE5KQ5yuveFBVkrKysvTNb35zzM9nz56tv/3tb//FO/rvi8Pl1JN1ppJdhsalA3AOTv9ZVERKqtcJA6yxBxDww0tw6jv90o+2A4B4HAB67QOwWQMRmkZ9cQ1G0YeXSCfbiDq3D8DCWlyM4XnLbpzECyfQICBiSzWdcYbm6Q6cwAlZgHuTskhhek+0blRtFyyz0nTAkXfPpxaoZWOgPViJoVqRAcPrx9u5jtvBtb6wGhbdE9WArilu0imbekeO2WWT6YZ+sIN0yW+PAr5m+XBWt9dzfaeJ0TonHyZtZwBWXW2n9JGl0t5GQJayDJhm0/MASx6vgslzpo8alvMLAdb2nxkJ+nidpHbtbwZgOnCGDq/+MIxX2yY93BBGeMxQb+6lLtfMPL43O59anQuKpVSXlOSmzur8QoCB/hAOdlUnQM/9xw1NXOKWU+fwRBJyTrGcbv1sl6nXTcVR+fOBoeyPsnTAkGDY1ooSWz/dYWp8FiBlcy/pu5dOljbVSP1BQ5OidXC3RkHTG1YCuvYEmd8Ts6TPPwaQcdEEgiADIVjQB8/A2jxyNl6794/7Yb18dR2gToy9diJaqmNWPmDoz3egExdOwEnyOGFWHjwr7WjEkXzHXI7/2pOwZc72DZ3L6R4aUcXKBsTKfCwulmRL7ZmMjdvkPo+1wn75yXbmemk67MDhDeLaB0iL7w7yvD/chgPrHkRfu+Ow9LXz9HQJhuHy2ikAuYaBPv3tMAzDxl5p6TiCF8OBIIdB2ZGcJNhLe5p4D2+fG9elTj8A2dISAichi99v2sj4vX8RevvQSdaJOVE9vPcYwGxtJ+uMzxln6tZ34wQnoKQXT4IOr775lPl01sCyEmlCBmtjbNwHy+oygNK15QAg68rRKZdJOYejLbCeC1N4X/MKYTUvKhoaTMzwsg/8ZDt78AcWjWwWE5NHT9MlfDCoKqFz2xuYfxLBx+31gCyD15rmXnTvw0so5dPSB7BRmMrfHSb76CeXsccPhAiK/nDrUEBVApwZC3COyWBgJyaGARg9OZs1ZjSZVyBZ/oGnAwarSwlCDm8IZhrSlVNtKRwaeZKEJESSFQrrkgm2nqimBMDV08c+tjQ9ntk0OFjldaLvM/OYgzPypdv2E5D+4CKygRp7CKavLadG+kOjrBnzCuM6el4Fe9Jo0uFnv7t4AuWpOv0EHW3xc16y9IsdZEHF5LEqCBBrywiEhG32jIEwZXz8Yeld8yEa7GnCFllUhE/wl4NDr29G97X2Aezl4en/UrTWsZfz33UUdu2t+4auXRMy2cd/HK1xMi4Nf6J9gD3/xidH6vTOs9K48dKabsmVNHYmhmXZsoyg5IjeXAJP/a9LT8hQhidRa/PVLOluWy0DY2eVJCQhCTm3vCpA1YRIAcOlu48a+tgyUvveMhuQoT8Ei+xYK0ZgRSaOVFWn1NwHKHnVVJhb03OlghRb6yoM/W5vnFmXkwS4YQggJWxRBuBYK4DfuHQAzd2NADY+F4bgtjrAhWQ3jub2elLWqzuJ0F8xGbB0Ran0/a2w1vKSceD+egj2T6w+pM+JkVucBlhztg/H1FC8+UdeEvWzYmDy8nHc6zvmkXJ14AyGarILQDXJBUhU382YvH2udPfR+Pen5VDzzpB0plfaFTWQk6K15joDcQbtjFyAmSwf4FQwQlrUtnruIcnFOBoGz/LAKAwmQ4C1s/Kkvx2SCtMAXSSc0pI0GnBVt0ZLAOTDirpqKuzimNPrceI4n+mF0bClDqN5Ri7n2N3EO3j9DNiD+5qZF4YhhW0zsSi8APHbDp1sl/wR6e8HSC3PTWJOpXsY79/vlT673JLXCui9C5LUNmCoJ8g7ru3CKfn4MgDZd8xFL4+0wDbbUgeQ6nNSv1cC4OvrwrF79DQdfFPd0eYuh5n/MbDFFvN0QTs68HgVLPFABLbmJRMBcfxhWJLJLmqLproJDtxxGOdsUqZUlAJb/Ww/IOx1MwErqzuZ78EIqdINPQAnbQPosxEtOxGyAG1DFsEFrxPna0pOfKxOtuPoxSTTyznuPyG9cy6BkGAEoGuwP9YXAsy5YQXO35Eo4zbdQzCmtov7WjGO+V/fzXlqugDGPraUNSjGSipIgaETq0vd2CMtLZbK06XHa3BwqztZnxp6YPStGAfrV+KdnTeeMgkLi6LrRDFjmuZhHDbVSFVdsFT9kaGNQZp6pYIM82XdyOKVIoZhqKHXUH+I+f3hJZTMuGkTwayNNSMBRK8T5vFrJhMY214P8Bi2AGFj9Uqvn8082BEFPS+fwtrbMYBOFKYQRIzVKm8eJdgXk4HwSKAy1Q3we9NGfnc70I/85NHBkJou6TubycR47wJYqQ09MMdS3ARfl0fL9mR4+beoiFqyw+GNpp6xA5ROk+Bs3zC8c3WZrZZ+Gj3+YOvIjuSTsqRsny17UBavNzKgr6z26Ze7zafZcPnJ0nvmW0qRP8HWTsg5Jcn268urvbp5t6nmXuyk/WeGHmOILKG/HmQ97vKz/142ScqI1rXv9GM3xspbxUq3XDuDrA5/mOD5w6dYEwaLz0mQ8wsb+D3ZPbIJ3GBpG2CtqOrkXv64n73qmunYkVdNYz34VyXri8RePzsf3bv9MM/jNLmv2w5EszpSpddPxwb53GPsO6+NkiHuPoa9fe1Map37w5zjj6Mwds8fHw/udAXY76+fHWfuZiUxNoEwdnRRKs/0tSdZJ2fnE0AaHmSWpIfqpDXLBxc3SsjLUXqChoqSXuq7SMh/UtLcto51JIrrJCQhz1cS+MmrRMKWIX8ERy7W5dtpwjrtD+EUfms9Bto102HZbKyhg/bWejr1dgcAG/5+WHrfIj6L2IAYD5yQ3rcA4CHJhYOZ6eVcHifXmpwN2PlktbS8VJqcQ024t80FcL16OuwYhyHVd1EyIGxhfH1gEQbswTMYetfPxqE0DJy4ZBffremkTmIoIi0oggHwVDW1GVsHaM5RkQFgdLSV58nxAfxeOCFeV3FzLb//9RCso+I0gMm3zOZ5YvVGdzcC9Fw2Jd6E6y2zMR4lDGHLku49CXvo8yupy+d1cm/5yZRauGwyx0cs0oa/v2Vk1P6qafEmBHuapa9MgRXQ0E2929ouaVK6VByUMrIxgvc2w5YaXCf14FmYDTesBDBaNo6xe/gUzMEzfcyJ7fXU2NwdnTOB8EhWYEKem/gj8XpuV00jtS8GpMfKVHx0iS2PIgqHLQVtWz/aZsjr5J3YwiGp6yK9LmThnE3Kgn3dE0TXLpqIMxMIoztb6qgV6g9LvSECFZvrCFD8dg8gyt5BKcu7mwDtLpnE3OoLAZh0BykLcvdRjrds9HFxMSnBEnM6zYtjtr2Bv0Vs6rEuK6GW8gMn6DCc7uHaZemk95dmSFUdnLcsHbbs0hL0OdUNg65jAMf2oglDx9ZhRJvxHOfZHSZ6e9lkANi9TfFj3Q7G6VQ7DaA6/IBOwQgO5PE2AKQ15aRr5iZLZ3pYX8ozGMvzKnBGJRzsTbWAzqc70Z28ZAJIq8s4b2Eq73B3I4DZNdOokeowcIR/vgOw9pFT1Lm8eSfspxQ373FtueSul4618B4Gu5g5PsmyEoDqiyGmaagtmsb+trkAEDHw/I/7ad72yClABIcJOF6cCrv7kdPsU+9fBCD62Gnm/uRsAIk0N42g7jzKHL8nCsQkueIZCBdPZp7HMjHGElcUqPQ4ONeSYubr7/fF58a75qG703KZRyvGsV8Wp7KfHzobrcnby9rR0API5HKgRx9YxL38NcomdxhkP7x3ARkng+VfldL7Ftr6+lPGCBb3m2fB5B0secnSjFzj6e9+ajnp0kda2M/XlktLS2y5w/4hxDMrYinT7Ndnlnjkt0zZkrymJbcVVCSS0IGEnFvsSET5zn59bplHAcvUkmJTm2oNPXQKnZiSzZ7xRDV78jXTWdvXlWOvxljamV7qoD5VQ0Dg0yuw236wDT2Zkk0G1keWYJM+Wc1+Pb+QIFtfKJ5mHwiPLI0xWApSuJe2fvR7xThIBD/bMfJ+NtbE9/LdjdL6CvbUFePQ73uOxc/b2ANx4oLx7FOPV1PO5l3zpK+sYV362Y54Kn9pOmzcB07wt9wkAOVwRPrdPo5ZUkzZqM4B2Oflmax7fz/CPvfOedQZ7x30rPvPcOzHlxEQGry39YUkuSU7QUB/2YptS72Jmqqvekl3W+oOuhSMDM38SkhCEvLsJAGqvkrEadrK8gGcvW4aNZ421WJETs7GGdvfBPuxqRdjK8ZmPdlOKuz1c6Q7jxiq7qIG6ptmAdKebAckSHZjKLkc0ltnwy7d3kBNzjfOANQ7eAagcUImEe0pOTDF3reQyPqpDhq6XDSRe11VBqNydyMgxlXTADCeqAZouWgiNaWy06VPP4zD+s55XOvwWYzc9y8CcHSYsI6Ot+EotvTDcl1RSlrvQyfj43HRRKLmfUGM4B31gL7bGzhvctRB7Q4wRtWdsOEKUzGys30AJI09kqIA7PWzAYrfNhe2wZM1lDuYlIUB7nLgvN99FOd6TxOgT4Y3Xu92TzOG8bUzAWCvmEJDgs21vK8kny1PtqE9rdzLa6fwrn60bfBcwDA2BPPB7ZBKDJzZteUYzHMLANN+uRPAL9VDHU1Hgi3wgiTZacth8C4zfQDbW+qYJ4UpsBDvOWaoPN0pl4LK8ljK9JlqHVSr0GXGG9w8HC0VcbIdMN7nhOnxwAmcne9tgSE6MVOavxzwsMsv2RbX+lclOlfXDUg5OE2xqTde/+x3e6XvXYCD9ZElOJ0xpveuRthuERtncla+9MUNNJkbzjzbWg+D/bwK5rBpEDxo6gXgP9EGYFOege79qxLA9kgLunZeBczbtn7uNcnFXF1XTr3WfxyNM11cDlh1D1YC6nx3S/w+1pTF69Y+copzFqYCglk27O4pOdSgDFmwV6s6edbVZbCX+kPUtrRsrrOylOcxjTiT6XALwZ3WPtadpKjjPCmbz24flPJ57UxSrA+eJWX8rXOkDdUAz8kugjqvmQy7/dHT8e9l+6TcJFvWsIYgCXl+YlmWytLjzcdigKqEnnx7E2VkrommDg+ECYx0+QHuXzeNZisOwfb3OQl8ZXgBH2wBhMbYrraYExdOoD5wrClNTMYqUbGyVKrrJChQlMq6sKGKObZiHODnY1XslRJA6gcXo0vHWwFqLpkE2OMw46nI6ypgrL59LvN/MMsuYgN8Xj2NdWfPoEBFd0DK9lr69vmGHqkyVNluKCeJIIrLJBgZCKPvy0pg2N+0CZbazDyCMusq0GN/WKrpspXushQZHl0U6b6m5dfTxKhIIuM3Ic9eIhFbjohfqU6HdjZ5NT3X0LzCeLD80dNkGL1xJg1Ep+Wi94O3sw4/gbDPrMCufbyKPfHx6mijyFZsNKcDYPO8cjIMjrZga141lcBhTRe2+Prx0r3HR95rLOBS00kQ3efEZv3u5rHv58AZ7sEfZv9yObBZR8uAkrBf3zMfckFlG43l3j6X8fAM8gIfPEnQ9LwK9miHSR3X1eWUJ0jzUEbqO5uH1mA9r4JGfbPy+I45SnB+IMx6Mm/YulKcKplGQrtfzuKPSBHbUFICVH1VS7qb99vqN1WUnAhgJiQhz1USoOqrRHxGWNdMc+jXewzddRTW1+JinLG+IODejibpDVmwSS+eCMDRHwJkLEqNMhWj6YZVndI3N5J+PjUHY+lEGwaT24Eh+JElgEVdfikziZT1K6dhwDX0wFRxGjinseL5W+sBGPc0wSSdlsvnf9ofZ8tIpBW9bS5GZJYPkPAd86hfFesw7DIBYe1og4CrpmHk9gZhv03LjTdpau7FEa3uxMj9VyUss/cvghlW3SWNz+IZp+QwFvcejwMh9xyD5XnTJlhpl0wEBLloonS2F4A1yYVRvKhYqommk10+mft5qgbgxxAg100bAYum5vD5r3fjeL93PqzTHfWSM5uxzvBK75snDeyTOmYDdB04y/jNyqfRVyDMs2X5SEnb3cgcWD+esclPwXn2OgF59zaRyp3lg0G0sxEnWAk23AsSj8N+mhGyoyGe7j0th/e4rR7g/jWTDGVLcoX9+tyKJH1ni/k0uNHYwxyUYJQaBoGKU+1SbbRMwIJC6ueGLeby66bBBllUzPyelI3u3bCCedIVAGRdUAioZ9m875ouyhFINErrD8Nked8CdPauo3HgNMlFOYIHo6Um9jcDXj5ZM3QMOvyAn+UZMOaHd0CfmIljV5KOQxhLb/zbIfQ7JhUZrA2GAdPmpk1x1k6KG+AqLxm23deeirOAFhVFmddRNvuDlZx3STHn29uM43v3MQDSy6Ms8jkF0j3HcYAnZwNgTc/lmM21OLrdAa65qBh2Um8QJ7QiEyD9H0cZp1l56PolE9G5KTnMhZJoeYB9zaxPl00GyC1N5+8N3cydmOQnS59abssbGdAzlLRMyLMU25YyPREtLDRU2WaM+DwQkVp6pX4PNanfMofA4BtmkAb7RDWg6pQcaUI2OnKslTnwu70EFG9YQYmK3YPAg6k56MZgQPVvhwk4/mYP+3JMYnWvf7aD4FenP8qCLWJNl6QvPIazKwHMv3UOe/bgMgAPn6Kx4dRcgpIS81Ii+DY8bTkmD56ERTsY/Lhmmi2XFZLfdmtRtExHto89V2IvuWoqAZTSdK7d6WfvW1UqfWKZrVPtUnWnrbn50szsiIzAOXKiE5KQFygB062/HDJVmCq9aWa8vu+UHNaBM1GCwYm20ZPPIzZ79oIidPzKqfHPsn0AjNvr2evaBtjzKzIJ4v1+H3vTz3eyNy8fR6Bkc238Wplegoy3HyKo3xUg6LCh6tz3s7AIO2J2PnbFW+dgDw+vDuN2sL6cjZb6CkRgqn92peR1SCGbckEHzsCu7w6wJuxq5Jm+v4W9vqGHdacgRfrS4yPva0MVx//7JOP6kSXYuMODrsdaKQU0eF158yxLrkggETR5GUtPkF0jwVR9dUu6JwqqDhgqSn6JbyYhCXkFSgJUfZXIgO2SP2LonfNI3+8JYujMLwT4++l2DBy3A4PsvmMYS24HzMyLJ1JjdXmptC2a0msL5//AGQzRynYYKG4HQIrDIMX40ok4ailugJ7SdACM+i4aNd11hHMtL+H7PQGcrVS3dLBZyqnAcXztVIy6FDcNBH6+AyMz1kykvjveVCMQBhTdVg+L1hudyQ9VSq1+DLucJADRHB/nq/RH68dlEFm3RSrnJZOkByoBQF47hfvzRIGQ7fU8e6yLbDACq8zrBHD98TbpE8ulrbXSpBwYOd/eRB1Kt4NUrWAE4LJtAMM31pV1b/PQlGxDGK13HgacPtqKMXzFVCnULnnnSWEZ6g3iRG+t53pNPaRRp3njzX6uni79bg+A0Gunwo4qSeP3WfkYwFdMhT3pc2JgJzktOSMBJWDV5y99YYem5TK3HzrFXI2xH8dnxptEuE1JFoysJPXr8yuTVd9jqC8EG8S2cT72NvP9XY2AjD6nNDuaFhgDEdsGmOu37AGQm19It+AlJYBBttCfgRAAbIx598jpeIdhSQqEaHyR5KaJ0oxcdCvGUB0Ioy+xjsKnOwAkN9WOdJ5m5wMeDQdUl5VwzdkFBGMk2HaTsyhTcc101q5UN85uQ7c04CMVuX9QeuDV0fpxTpOxeuc8ni/VA2DqMgkmbatH5/9ZiRPa0g+QWZYeLc+RQnOoW3ZLP7gIwHRjLevTNdNxUm3B8L7jMGvQhxahd/84wnOe7iTYFFuLrpkuyYalaovnPd6KTv92D/ef5pEOn2GcXzMZcDkWjPrEMpz9DK+Uk2TLY1oKDyS08sUUR8ivq6cm6fEaUzGY0WEAHCwsQp++sxkgtTsAq+3+E+x3MdlSJ+1s4H3FaqO2DfBvVxPAaksf77QgBdBx8Hovsb7fshuwJsPLfM7wsk53+aWvn8ca4nXAat5Uhw49Xh0HVCUClnceGVlX1RZBki+upnxBfTdzPNPLHBtL+kMEZWLj4TJtpbqlHtujP+wzdP1cygfML4ABHrGZ54bYH9M8gEcx2VgrHT5r6Otrw3JGggqHI7JHqQH7nxKHw5Qj4FGoFwqdK8VSxBNIlBN4FYnTcMoIuBXqM+RwS6YvooBlaCDMXrW3ibrWfz+MbbakhO/NzCPD6FRH3M4bLA092GzNvdiCH1yEDnX4sdEmZmP3zsnHjo7tGXPy2YveEg2E9wYJbF45lXR9b7QkUKzuuMNAf/KS4xkkg6UgJV7Pe1I2jaAKUgjy3HeC0lPD5a1zCG4ca43/7bEq9qqPLSXbbHY+5b++uIr90TTYf3+2g/srSCGYVN0x+n3FZEMVwZO/HQZcfsOMoUQJSUp12/KHWW8zvdLb5liqSAnLDg81IBymQ46gR8EeQ6ZDciRbstwJfX2ppDvIupnkSoCqr2ZJdtpymbbO9ptK5IYkJCHPXRKg6qtATIdDQdvUH/dLX11LWo/TxNE/fJZ6UP6wtKZUau4h/WlCFgZi2MJw2loH2NDYM7JjsduBY7e9AaBlnJeGSVNz+FtuMobY3ALAug1VpD99cjlp6RdOANALWLDRVpdj1L0hWjLgrmOAHPcc41rByNAo/fRcGHRzCjBGs5OitUPPYAyeaucYpwkwYwm2WMTC6G3oBkD51iacO7eDzyLRtN6OAYAcnwv22sl2jllVBiPtZzvijTgMYah2+nGoXz8dx3lTHWCtz8nfHj4NyDMzD1B7w2lA2rxkUkZ/uHVkM5S3zuGdTckBBP/AIhzliydKhwOSfcbWxGxDJckYr1vrpT8fxHh/3XTGxBGto2tZgDUn2mjoFYxIH50LSP3DrTz36nJAt7Xl0soyW55wQNZwdCwhz1psT5L6A5RU+MwK9CNkAWDuaKBrsGUDZCc7Ioqh15Zly5atum5Ddx9F1xwGAYRZ+TAtuwKk9106Cf0azDBL9zBfP7Wced0fkm7dj369bS7gqz8KpK4uZz6MJl4XjmZvkJThFaV8p7qDOVWchu7FQNX8FECmT68ArD3WijN2ySQA5IEQDN2T7QBKr5kM2Hm4BTbb6jIcw12NrA8FKawPrf1c5/XT0cn6bhywUISAzaWTOMayCX5ELEpqnO3jPNfNgglbngHg2hWA6frIaZzrn2xnfHOS6JB86370MhCmk/qmWp7rFzth+68qZR1r6AGwTnbD5LMF8+i2A7DVP7GMANTmWnT2ulnRxlbR2q4/3c46Y4igU9sATuqBZqZCxGacbjsgLS7i98YeQyfbTb1hikdmKJH//2KJbUv2QL+WlqTo70eY5x9azFz85kZ0qbmXdT8cYS79/cjI84Qs9q1Y85eYWLb0h33Sp5bRyK26k7k3N5//t9XHj23pJyCS5JK+vk76xMOUvPnEMukrj9PZ+zMrpJNt0skOWNAdw8CfsjHuL3aPLf1SfhL3dMlE5ntO0ujHS+j7uHRbbQPSdzYbsmyAkIoMxunGJwFUJ2bDdI+tCYYIYqR5AWQfqIyfMy/ZlhWJKBR6ds6aaRpyOCnsFglHZFnPb29yGk71nvRoz69MBXv4mzvV1IL3mUouDyic4IC/4sVte3X6X06d+rchO8beLjW16GO2SlKxtdZUECi5ZBIBhR9uizM7Y43cfr9vZPO4/CiAetEE9tEdDdiTj5xif6hs47j9Z/jniqa+hyz2mW+th8G5t4nvf2ZlvOzM4Cl9pAWAs32AvTXWEG5labQUSBf3OzUHPVtdyjH3R1P+Y7WUG6JzPD1aj3kwoBqTvhB2RCxAU9WB/el1YifPLcAfyEnGZ0hyQHz4w/6x30HHQLyp5JPV0tfOI5jZPWjbumyylJ9s6bxyrtUVkLafcSrT61RZui13JCBH2KG23W4dvM1QOBp49WWbWvwRU848vyJWAuz5b0t3lKmanGCqvqrFMKRMj6WzA4nmGglJyPORBKj6KhC/w6tIxFC2D8dqdRnAwWB8bFyarQsmELVfPwEjakMVAMzMPECAX+/GoPvuBbBTttYDZMwrxFjr9GO45UbTX1v7MUTvO4Yj5XaQdn7xRMoJ+MNEuP92GGPx7XOpO3jFVACFniBg6p4mDFanObJ5U7aPulff3Ty0e2q2T/r8KmqpPl6NsdbSB2vmd/ukC8eTlnnFVJ7xlt3S51aSjrm7CWNzaQn3+Mf9GJGmQerm8nHcx5a6eNH/teV8/o3zpXuPURtuewPHVnViBHcH4rXsXj89Xq/2h1sBuB6vBgDtCVKw/8CZeE3ViydSo++LT2Awv2kWjnfE5t/mWmlxsaFjrdLMLMbiNZMwWmPGvARYs7AI43ZrPe9oZSlg0IlWDPJ3z8fQ/v6WOBDd47flNcOJiqrPUwyXW385YuqKKYZMgzTgd8+naVksZV0CdPz4kqGMYNM0VNmGUxLrRN7hR0dSXMztaTm8z1/uHHo+ic/vOEwAISYz8wBaHjsNeGKLgElpGvVJB6eYS8xvw5Aau6m7NiOP78ZY6xLz/82z0J0tdTBmv/oUrPU1ZYCPBSlStx82UGMPerJ+PPrxZDXA5ieXoZtLS3DkfrYDPYvVcstNpk6zIQCpjTWcJyPKrvtXJWtCMEIQwzBZhxp7omCZjY53BbiXfc2U/lhcjHMbW/PGZ7LmhSz0zzSkb2yEsVORGa/b/O3Neroxz0UTqME3t4Df2we4jj+Cro1L4x3ffUy6cgr3erxt0DwR6di7Gim9sHwcoPE/jqKzE7K41sYamFPXzZROthvqiziVqgSo+qKK06m2flvvmGfoVHsUEI8yUS2b9x+2eJ+Hz8HQOt4GU/p7W9CNFaWAj2XpzINNg9itphFthugYWTZj/XgChRJBxK31MLp3NBD0fNd8gKCGHhjRg8sIPBPeOBCSGnoBZ/c3s7809RCsGK0r+dpy6Y5DhmYXsHfEOn87Tfa97gA68/Od8SY3EuvM5jr2vguGgapXT7PliISeVSaE5fapptfU49WmTMPW+eW2CpMjMoPPvVyA1e3Rtu+bQyK1wR5p6/dMnf8tj5SSAFVfyeJ0ONTwpEMn/zm0lEdXrbT564Y+/DlbR4PoeJYvXit7sDT0EER75zx0LCaxIMGTNdiWDd3sty6TPaQwZageShrSxC1iYzP3hdiznCZg52i27pPV0udXo5eLitm3LhhPgHF4vdd15djUP97OOrOilADjBxdjb7b0Q5o4cGbscdvThI3yeDXHtw8QUJ1bwN6anQQ54uKJMOyPtWE/7mse/XwTsuL1qYMR/IV15fE6shdOgMX+54OmLp9s65Y90on2+DtzO6QblnuV1y3t/c3QdznQJm38uqn13/Eq4h6jZklC/mPSFTTkMGx5HC/1nSTkPy3p7hhTNSEJSchzlQSo+goXl8uhjQ0YUFdMBcwxDdhjtV2kEE7MAmD55U5Avu9fyDFpHgCMfc1xlktuFIC54zDGldPEwe8LAtb99RBO1kMnMeRsUd/z4kmAjVdNw0AdCJFmdNlkQAqfCzBiei6G5px8GkV9eQ3Xvfc4DJjf7o1Hth0GbM2fbh/p+LUNABy/dwH1JO85Bmh7pBUWZoqHOqn+MMZmSz/Gboyde7Yv2mk8muZ8SbSEweQc2JuxaL/E+RYVwWRr6+dZDpyhOUDIIhUrxYUDOT6TIv237Ik/w0XRlLDaKIhS3Um9qRiwMyUbY3RaDmDshCzGfHNd3AB3mgBTv94tLT1PCndzzs+uBMiN2JynulM63Y7Rb9s49029sCoumyx99cmhYPuCIkCB3oBUUGAqPLwoV0Kelfjl1JY6QxdPBJB4rAoG5HsWoIPN0TqDk7Nt+cIDigxDQZwm5QKerGGuVWQw11Lc0m0HcZyunTkUiDENQL6ydIDQme3M90nZ1F/c1wyr7dubcf7eM19yC3DyhhW8d9vGUapsI913bzPX7goMBVQlgJs/HWDOLS3GAfvoEsC/VDfPd+cRWH3XzaJ0RrILBt7fDlHLdUImzlsggoO6swFHtjcIKOpzEZDp8MOm+8cRSlm09BMIKkljHv/lAAD0P44wxpvqpXQfY3HHYem1k3m+5l7WxR2NjOuVUwGIYmuewyA4keqBUeoPE6iYmSfdeiDOJvc4eKbjrQDOm2ph6v10J58vKOTa9x0nTXtxMXNg+TiYtZXtjMOCQtYZw5BaB1jveoOsu++az1o3eO0py2CtquuWZqYZz5utl5CR0i+PvrnJ1KJord3PPxb/LGQxF71OmKVJrrHPY4j5mp3EXHzsNHM/GBkKqEro0B/3E+DbXMcabgjQ/7xy6bOPxo890UbgYUcD68O/TzJ/b91HFsiOhvha3hNgDg0HeGKSmwwwk+GVvrCK8iNZSdgJP9keZ+cZ4pqTswl2bG9krdjdyF5fmk5KcwwUGgyoDpaNtex7bgdrzJtn2Sr0hWSFnnn+Wm6ffrnHoSOtMWDF0PYGQ3PzDb1rjk9mcJQc7THEZTp17H5j9AKVtlT5L0NTrnUqZCWA1VeqGAG3Ttw3Oggw0C452gzNGE8Tp7Xl8RI8w6UrAPgZaxznc7Imp3soc/PXQ9hw+cnYuVNz0L9pOWM3iJqcTbB0SjbridNg335NNBAak8IU9sHHTgN2ri1nv870wa4dLo9Xs89+Mlp65Ilq9pGpOdFSU/08z8n2scfNaQ4Nxpxo43ql6ey9W+qw8WNNKiX2/mRXvPRQTEwD0PTHUUB6TgEZGAuLsZMXFkk9fulLjxtaPk56rMrQiWH3FoxI39ps6mtzR79fKyQ1bJeKznM8a7Z7Ql4c6Q4aSnbZMoxnPjYhr2zJ9Ng61plAzxOSkOcjCVD1lS6GoVMdpvpCOE5vmwNA+a1NsKYWFgF4SLBObeHIdUUbKd15BIDSECDqJZMwtvKSAQViUt8t3bQep8wWYKA/jCPnduBoZScB4BSlStdM49g/7peunwOLLsUFc9W2SSXK8nEf+dEaUv2heApSKML/Sa54GtRwqekCCLn/BAw5y5Y6+qP1GgM8x20HqDW1ohSg91BLvK7sjDzOf7oDwzQ3CUPwwgk8vz9at/VoC98dcGFoXjQBht5rJnEuf0jqDHA/187kuUrT48+wtR7GmgSAW5HBNSI24OcT1Ri/X1kLqHXnkbgP+IYZUn8QtmlZOiDZo1WwFB48SRfbsgyM2gcrud7HlwLarCwFFJpTACPp7qNDAVWfEybBdzYDTicAm+cvA2HjaTbotFzm1aOnKb1RFK1JluaRDNkj6oJZlq3yDPvprvIbo7UIp2ZLb57NzzVdAJpvmIE+ByPoV3YSc/efxwlGuB0EQJaWwEZu7JY+uhTwcG+dVLFfWvQa2Nyxt334LOUjOgZgeFvCuRtL9jeztvx6Dzq9ppxn/tYmwKVrpgMGT406m38+yPWXj4PN+uNo+YFUD6DMD7fBPM9OAih66xyCEv+3lvN+dwtrRLoX/evw44CaBgGdvhBpilOy+XxmHmvXeRUEGUwj3pzn35XS3EKA55h+7mjg3UQsmoQ8VsX68b6F6JFs1rQ/H2SNmpqDc12YyjnzkuPMwQ3V/G1dOfVnH69mLhSnctyETOZFlo93tLIUPYw1DBtc1mH5ON5hxI7X2U3IiyNut0MP1aCzOxp4D4PjSY+cIsDV1CPNL2Ju/HkMMGZuAfvjtTNhiXUFYKM+eg4d2ttMvdQzveiBz8nc/MTyeC3xNE+8jvDsfEDOdRXUQnQY1En93V506OFTgP4/3T4SP1xbDgPWFrrz9yPMxV2NzNvrZqIHwQhzOhgG8P/0CvTpWCuBvpPt3E+aB/1uHQPAlRhLy7L1+RW2Mry23FZQduiZgUuHw9ShNnMQoBqXfWcMVXebmpj07IILhmHIDLtVvsZQyRLJ4Zaa90unHpLs6LvurjFkh00pQcx55UrE0PRrpJQCgDeHW2reJ516mPfcUiPlRvdfnwvdGks6BqiZKqHzdd3Yfr/dy98chjRxXJzFnuTCbpyTH88WiokjmtnREc3caOhhH1pQxNriMNgf+0PsZz/ZHs9CufuY9MYZZDKNJRuipIXB69L2BkDZL6+RnqqVVo6L2/HFqQCcjT3o+rJxUk0nz5vk4jOfM2oLJzNWt+weajPeFg2q+sPxkkKWTc3nf5+K92m4ZCL2yvoJlDz5w17Yt7YIOP5sx+jPFLKk6n4pOU/qOzvK+zllqvi8BLL335buoJlI/f8fkQyPpe6gSwNh1oOEJCQhz14SKvNKF9tWeYalf1Wa+uhSHPmYk2QaMCpPd2AYfXCxpS9uwHsoTgN8vXo6kWfTANjc1yStLbd15VRDtdvjEemILe1pxEhzGBiKJWkYlqtKYWi9cx6A4WNVOFwrSgGITrRiTO1pguE2K5/6UCELht1b51CzsLoTY8sQ13jHvHgDqrHEH8aBrekEHC5Op+ah20HNqQ3VOLfnjcdI9jiizLnDUmu0XMAlkygd4DSlglTAltsOAPiWZfB5fRdp/p1+DNfCFJxpy+Y5/nkCtpHTZEx+uweQa7BBeslEgJdHoo0DYgapBNvBtkn3auiO145s6pHqBah033HArLIMOrO/fS4A15Y6rhPrLvtkDY0VfrOXcVxdRn3YOQXSiXYYt3MLcLZvO8C7mZRlyAokjKbnKz6nLUOwHF83DbDkvQvQK4lSDmkeKRg2NBrpzW0F9a65Xt2yN+4weJzMpddO4d039kg370I/Mryk+nX5pR31sFam5GAEJblIrz/cQqr5g5W8e0Wk9sNSyUXSBxYz/yXm+0CUoWNZMNDO5Xi29hNY+PJq1odjrTCvB8L8PRRh7gfDMOuCEcZhTxMgc8jiPj2Ooc222gbi6ZndAcDhnCQYOw+fYs0oTadObHNP/LthC9bPp1fgjH5sKY5mQQpBiLZ+asUakpaOg1m7qYb7mp4HkNrUA+v1+jncw8OnAHYXFrKOfX8rwZ33LaShX3EqY3bRBJj7gTDr6LwCAj3tA7y3DC8BpRl5AKpNUYf2oVPo3bJixmlyNoGeDVV85/zxjNFv9vB/QbItO5jQzxdLDIdLLYMAbNNgrYyt10dbWX9rOmGPri2P6+FgWVhIKv3xNoDLt89l/rrMc+tQWz+1Wh0Ga/mjp5nze6Pn+PF21u2/Haa0RnUnetnpB3QNWVJBMtfOSZba++MNEf9VyZ6f5eMZnCbrRkw6Bvje5GyCA2Z0P8/0EBiJgaVOk9TfiVmcTwIM/uAigOgM79jP5zAAZdKtPik4OlF0NAmbTj18emyE89+nTH1wrkuyzt3lyjQNOf1J2vYjU10xdr8hjVsmLfqgtONnkmwptcSW4bSU6M74yhTTNGTIVNUGqTvGCjekccvj79lXgM21sow1PNU9soROTIpSsd2um0VA7Mop7OmxffyD0brLg9Pxp2STZbW7Cd3rDZKRdclE7NMfb4sfa4vvV3Vwrg8vxi7YUDXynlr6R2+cFZOuwMi6/BJrw58PUD+9rlu6fjb2fk0na8g109mfStOxH36/j3VFwm6+bia2qMcZ32Ozfdjt03NY6/5+OF6+IN0Do9dhAJiuH8/nS4pZd461sg/Hak4bxtASCSOeKyylJI/+WUa5JTtRpOq/Ll0BI9Gk6n9Esrwo55l+U+VpiY0xIQl5LpIAVV/hEgpFtKyY9Pff7wVwqGwjlSfNg4FzpAUmzcTUkL60xi23w1BTDw5TTSf12pLdGEHNvYAC9xwlvfZ4KwyVdC+GYncAw3BCFizUDywGoKvuJJof66o9MxeD8KqpOG7rxwN4XDwB0PBoK06jP4yj+ukVpOTWdhH5X1JCjanJ2YAho23nDgMA6d5jPMsf9gGwvHUOTJpLJnFf0/Ool3XDSqk4AgCzpJhUp5Y+ANFrZ2IMFyST5rW2HAZRYw/njzWXunRSLI0b5/nuo4DJ/28hx8bYue9dAAh7tIV7WVrCvYQi0dqPGso8u2gi58tNAkxu6pHuPy69dyHvyBLgaSACE3VRMU1MZudzb7H6j9/aFGWqimdcUkL6cNgCdHvrbAzx420wVG0BFA2EbbmNBBvu+YpHYS0pNrWtwdCjpwFgdjfCTilMgVFy11Epd4o0qr8QDmteTlA3rnXr0dOGOvy8vzQPAM0nlgHM9gR4jzGAbko2IHuSi5IRF0+EZRqMMJ9Od6CP/6qU0lzS6mlSX5dUFy0LUtXJfa4q5Tq3H8Hpmpw9du20mXkES5aUMI9qu1gDlpTw8+Y6GJfXziSQ8dMdzPmnx8pBbcftw1Kjk13oza37+D1i8Zx/2AerJsPLXL7/OOf2OXHykqLlPcIRAKkYAHT/CQCg8Zmwv6fl4NCdaJMunxKvefxgJUGHo63S7QdxEKfm8AwxnYrYgFupbvTwgijT/KGTgGlTcqQ7j8IsHghJdx2hFMk3zpfOD3L9ByulL6yWghaMw8YeyemArbS7iVTOuQWwVjfW8L/HIX16BUy/hHn74knQNjQxy9DWen7f1xQPSEnsY20DvFMJ0PPyyUP1cFWplOGTbnh0KEhQkcE8npQ1kr0Wkyk5gPY1XUP/fia6Vl85hXf/ltnM+b8dYk33OuPXau6TfrAtqrsOgJksH3Pe5+TzYy0ELt+/SPrXCenaWcz53+xhT19SjH3Q0M2cbhvEPg1bzM2ilDio5A+j49dMt9Xab6godahux2RNOQ3upqY7ZT0LhmpMbBkKniOzN2Q9O4DWGfZq87dM9Q0ef1uq2yK5kgDd6rZIk15jJ1L/X8HiDHm16SZD/YNrHttS3WbJnSJVnCf5s6SM6JxKcpIl9I+jI8+V6maPed9C9obcJFjdxWmwM0+2oStbhu1bx9ukrz9FfdJLJqJ72UnsZ3/YP/p8bRtA5/59kiDg4MawManrIhg61hoyOZtjRpNjbdiR/jA2yPCarPMLsNG/8dTQtSsYoWzRJ5biB7hM9lSHiS3rdUq/2DX0Wl0BgOOvn8ca9P0trG/FafFxXj8+zvZ9plIlUwpsnTgzko1qOqXiZUqk/r8E0hU0lO1NWCD/C5LlYaVoToCqCUnIc5ZE0tOrQLyWX59baas/BABw6CwR90VFsNX+fgQARbalXQ0YTkluwIA9TTC6XCagT1mGFA7D7PzWJoCGghQAjps2UavUNKhpeP0cGFoPnQSU+PjSeAMXtzPeCfTNs/m9KBXDyuUAeOkNAnIcb4Pp1tANANUbpOnH1nqOXVU6+nOfP54aVSfaAJhOdeCkpnkw9P6wFzZARWa0pmmn9Kf9sOfSPHwnLxnA69e7aQ7S3Mt33A4+L03H2fzZDu512TgM4S4/zuS1s/j/4VOwBf1hwJdvb46PrcOUfrUbZ7wsfWgdK48D1lBDNwBvXTfAdXEqjvAf9/O+NtbEmQF3HqEkwPsWxh3kX++GAfGmWdSSLUjlGe4+Chj+t0OA7mkeDON0D8DUJ5dRfuDQGUMOR2I5eL7isMJ640xYi4eiQNzZPhga68pxag6ckVLPVZsxElJLFFQpTAHgaOkjVf0fRwBVClIoUbGrkfdb30Ot3b8e5LgDZ9DZeYWc897jOE0uh7T7jJSzSurezfy6eRcph5k+wL3qTnSxLyi9bmocSBks6R5A1aYemOtn+7gnp8kcvOso1+oNEpA50kLQ4cOLpSumSO+YS2ri41XUYf7AIv7+7vnM5z8fgE3kMgGKY6y6FDfXzE8msPHLXejddbPi9+kwcTQHT+OOARzPteUEjgyRVukPA2DNKyTo8vNobdTjbYyD1wlAVZTKenHDCn7P8gFEHTjDuS6YgLPqcfK3h05KT1RJpRk4y9ui6dMLCuNBqkwv77MiA2ZwOPrv+1vRz0wv62hsrJ6sMhQ03c9/ciZkhIQt5m2mF/b/khLmyKIi3uu6CkDwwXL/CeqSGwI8yU+hgeJw1lVVJ4GNK86hQ4Up8aYug2VcGnNgRalUks58L0lFT66ZxtoyXLbUse5IBETuOSZ9fgO6/Xg1QYZ0D/tJX5BAwcGz1AX+/lb0LDuJur8z80ae/+5j8fOXpEmLi20tL7E1JdvWR5ew78XEENkoi4ukO44YCum51WZz22EtHze2I7dynCWnfW4Q1DCkQFsUUDUUr/0RleonYawu+ZglMy3R/O2VKoYh+dvMoYBq7DOT91xxifT7U6zjX32StXp1GcH9wbqZn4zd9/ApmiN+fgPZBAfPYu/9cie239wCAitvn4sOx+RMH6zO2w9JN+8mYO1yQHAYLPnJMEc/sQxd+uxKAu1Oc+RUrWzHbk8dZel3GAR5YqWChosZZd0HIuzLw4HdPVEbYnzm6N+/5zhj9q552OE378JO+Gfl6MdHbNahCZkQJF4zCUa9xyG9b67UPRDvlfBodG0cTcrTpSxTmvNOW+YgW8mTLq38vCXL+9wb1SXkhUtXtKZqQl794nJI6W5LzX0JfzAhCXmukmCqvgrEjkRUkGzr86sMtfZj4DgMwLKdjYAApiFFTKcWFmPopLioBfq6aYB2TpP6hdvqaZgxPsPW+xca+tthQAGnKS0rgcmYnQQTTyKl55JJpPU6TRzVWL2liZkwNO8+CrD59rnSllqcxgmZAJ9FqRinTb0jI/JeJ6yvWfmwRjdUwbJMdhH5zkvm+ulerifhILodgMBHWvk8N5m0pAwfUfsfbAUcyfAyRrE0Ta+T4/9VyZhVtsfTsqblAK48UQV7KCXaCOjXu6TPrOT+KttIoyxIASC66yjdzk0DZ/26WdLv9jAOHme8w/Rjpxn7h07h2Hf3klZ6po9yAP8+ObSze3Mv9//3I7ARYs1AJAzWqTnx7swuB6mhp6LsvYsnwpAqSIHJGGtQMhZwnZBnJ0GnV9/dbOjjy9Cptn7eS00XHeX7QtRDNZ6BZ1WaDsBnC30zTOmpGhyo7CQcsPmF6PXNu6SPLwOg/MhS9Pr2Q8zxdA8ATV03zOwrpgDI/LZK+vj50sGueFf6CZkEJkyDee+L1oP96BIA/LpunL1Z+QQgttVzfzVdgJ+PVw99hmk5sL8nZaFDxWmwT3OSYam8bhq6vrKUeXvwLEGKwamOV06V/BHpt/tgnt99FD0frK+xYMW751HmYF8zQaFlxTxzmge9e6CSNewDiwBMdzRwrNsBcDa4C3OGlzWgros15cBZxuXgGenKaYz1lByAqinR57xyaryMRnMvzvL9JwBZ3zQL8GpdBQ1S3jiD9evSSYzjqtJ4WmTYIgi2uZZz9QRoiLLvjLS81FSpO9Go6sUStx3S6Q6HPrDIkNtBECwQBvC4Ispi/sO+kd8bCBMQzPIBqo6VxvpEDeVYRtOht81hff7QYvacxh6A0DkF1Gb83V7WfkNkIrxmMmv9mnLJNQpJK2Kz3+UmxfVJ4twfXcL8izWbSffA0p6eG2eR3XUUcOfnOwiAHhwG3Lb0s6d8bR0s1W9uNNQdMLSsxNYVU229ZpKhNA/z1+VAV767hWwWU7YcDlOGoWfVBDEcjmhFia1HTsf1Iib5ydLcPFvh4LnPYxiGgn5Dsz8vBZLI8kgKSk0PSGf3UHczKdeWneZX2Eqw3l6pYhiGeodlUxSukPIvkPoc2KP9SdiE/jBz/55jBOLft4jsoKYeSQb79e/2Emj+3d6hge/CFOys3+6hJr9EUPINMwASYyzTtn7sQDMIaNrcy54Vm8ez8mDJ3nE43uBtSjY698ll6LwZLQkVs/n+uJ/shtsOxAMqZekET2TH7d7hsrgIZu1Y/Qgk7M0rp8btgMHS1ENA0mnGr5vtO/f56rqxa3+/T/rKaummVZIcUq9fSk4mSHjnEYJOjT0AtvccY993GNLyIunSLGnvTYZWfDai9d+Vgj2GDIfkSrEUcQUUsRLMuf+2hCypL2QqJVFT9X9GMr22mvqeW0A0IQlJSAJUfVWI4XAoZBva3wxDasMpQJJ0L05ikgvjqKbboVSvoYEeqblbWlYKaHi0hWPWlOPUJUekJ2oMXTgew9HnhBWwuxFQ8dLJgBcPnQQs3d1IdPqx09GGVG5pdh6gXV+QgvnLS6UfbYWBYxoYkn89KJWmAVL+ZPtQcMM0AB8DYVL35xfSWdlh4LxtqoWF9/mV1ESM1cJbV059qEwfzLSnagAu5hfiZMbSjtoHhjptEzJ5zlVlMHL3NmEALynm89MdgF3FqdROPdOH0/2W2bAbFhdzP3MLcJgbewCeU91xQ9kURudPhxXpr8gATLv7KMyBikzA2Zs2jf6+i6INB1I9jNtgmZAJu2FHA2Nx6CxObkycZjwtPCYuEyDIdnmk8DmKeCVkVLE8SWruN9XYC1gXijJN7z0OA7kolbnUMSA5NbYTbxiGWvpsXTfL0F8OojulabBBY6lzg0thpHkIOuxoIHjR1EOq795m2MsfXAyYuKWO+TI3GpxoNQH7Y+JzwoROccM+r+mEnXK4hfvOSeK6x9tI85ueiy4VpcYb6cTkNZMATCM2wP22eurHpXuZc74og70rEK8J99opOJHBCN+JjVVtF7qUn8z9D56zU7L5vb6boEdvEKduQxXrxlfW4Kw9UcPcfqwKptL3LuS+x2LcnFfB2tLpZ/ym5PD3hh6carcD/VpXQamQ10+n0VYM6C1KjdekrOni3iybc8YCFw+fgkk+O59xquqMX98fHc/THYxxanSsOvyGCpOT5Ar1J4DVF0EiobDWlFp6vMahtv74PA7brM8XT2QuNo8BIhSnjp2+KrFH9QQpJfPOefF1tyRVuv0wehGTigxAmJ4gAb+Y2EKX6rsJLPxwG/NteFMch0GAYX7h0PNeNxPgdHAH8K4AAM1bZhP8OBqtd366Q0rzjl7DPDcJPf3y40P/vqnOUH23rQsnslcNL9Pz5pmWgnJpdytNL2bmShmusIzQSHaow+mQZThkypIjPKCvrPbp0SpDm2pNmYa0uszSujJbzuDAM6b/m6ZP9dnSL/fEa056HNJbXiONy5MaN0iGx0oAqq9wsW1bKQXx3ye+STpZKv3iaLzpXJqHmtwlqbY+tETa32zIaTJPz/YB/g+eTy6TvWSwvHUOmUrdg6ZtQw+212dWoEO9QYKeblP65BoaPLkc7Cd3HmH+XTY5HtyIyfE2slo+thT9ltgj3zqHAJ8jmok1PpP63bH7/tMB7N5rpnP+wZLpJXB534lzl3PqDmD3jyZFqWRuDQ6Ytvbz9+6R6isJm+dEG/udJen249KeQetUeYb0pVW2frLD0O5G6fVTpS8tl/z9kscjDRyV9n2NoEew15Cd3idl8cxBKVH3+CWSrgD86RR3wu74X5Fsj6Wq7gSompCEPFdJgKqvAvGbXjV2GRqXLt13jLTBNxYCymypw5hr6paOtJqakSel+qUJAenOY1JGMoZZICJtr5cuKZICp6Umt9QYTcP9WbQxhseB8edykPobtDC6FhRSR2llKU6fPwyYNz0vnmL1YCXR/l/tBlzoC2L4bm8AZPnkcr4Tq6m6oAgwcFIW39/dxL/B4jSlrCSMvXSPNCMXRk2nHwf2qqkYn7nJdFIPhkkz/vnOoYZhbpL0xpkAuGkeAJuNtTjEw+X8iuj1fNJX12FMF6YCYg2EAUr+VQnA85s9fGdOPk56X4j7W1Ii7Wzg+RcVc70bn2AMHIb0zU0whzyOoUBzTC6ZyLjOzoPNuKuRc80v5N0EI4A44zNx2P+0n+8luwCbB4vLhMEXtgztP+vQnEyHIuGEs/lsxXC5dfsRU0tLmOgPnACMu/2gNLsAneiIsp8/sNCSKxIY0zeIRCyle0jN+8wKQNISF3MyNl8Hm7UXTaAGZMQm6NHYy/x8sJK59p3NpPO+ZhJz/x1zpe4ggMxg0pgtfh+fSX3j3CTm5N5mmDLDZXI2a8UFEwB167vR4cXFADj/PA4YmO4F2AxZ6KrXyVy75xjnKUzBqfvZTlg8g8fq2plx/YnYAFO/2sX58pNpsBcLKNgiRfk985n3YQv9WlJMXearp+OoLi5Gd10OmOS/3j2UkbSoCP041cGYR6Ip+YNlbRmOZYcfHfzGxjhb0WHQbOo7m+PHb68nkBIIU5vS42Btu+845Uv+fXLo+SdlAwR7HIzVvcfjY/XrPabeOT9ZnoifGi0JeUHiDA5oTVmSvvR4PM0tFrTbUAWb+Hd7R37P52Se+M5RyiM3iff+nvmwu2q7CHINB1QlQPXaLubuaNI2wJ5WkIJuvHv+UFB1TRllQsalcx6J+ZPlGwqoDpb7jwOsxjIgwpY0PkOj1jN93TTKVYwm1V2Gsn22kl3G001tJNa62m5Dv9trDKvl6NI755gyAgTvTNNUwOnVxgZD+8+YyvLZuniCrSwzpNeUWVpfhonqsUOKBCLPCKg6HQ61+039cMfQ6wYi0m+PSV9YJU1KtuVw2zLCPtmGpYgzmAhUvMLE4TBlBt3yZEnJ+ex/vZNpkDRYugM0ffviaunGJ5gTyS5sthi4GpPhQQEJ+6mma3Qg0Zb04En0b08TttQ757PHnO7kmAsnYB+ne1lTIqNMs/4QJTmm51IuZyDM3vSN8wnEf37D0H0qJgfOcP5PLiOw2hsk42lBIaDvqXbYuJvrRn5XYo8frQSJFO+3MNhOeKoGsPdY68jjnSaEgn+f5J7+WTkUUJXIEvnpTkOfXWbL3yxZ9YaCdVJfg3Tocal0pTT5NdKxe5QAUF9G0hFgf0xNpP//z0iOz9LuFoKhvgRKlJCEPGtJqMsrXFwuh56ol0wTI2vZOADG2mht0ddNA+h52xxpSz1GW7ItlTwmvWauZBZJJ7uo9fj2YqnhHinjKimtG5DzdAcpxi19nG9TrXT1NNJb3zqHdNylJQAED5+CESYBUEzMBmwpTsUJtGzpU8v4PC8ZAOKuowC1j54GaM1Lxii99xipshELBu0T1SOf/fwK0qEbeqT1uYCKj1dzvd4g93XBeM5lT4Fh+uvdADT+MM9UEG3C8af93EcwAgttW/3I1M5kF4ZjKEIKmSeaIhpLrc/2ce03z4ahOBDGKK/v5tmdJiBvmgegdWIWznd/iDHe1SCVZwKA+cPUYPz93nhatMcBq6/Dz30WpXK+8gwAq3+fpCzC8VZYT06TZ3NHwdnLJnOejy+Nz4+cJEDZNeXSI1WGpma75VSCrfpsxS+nttQZml8YZxX+ahdp35YN0y0vWfroEkvecL8iz+C8p7sjaugx9NRWQ5dNllwD0mfnSz87FG8I4zB4z6ke9HlmLg5Qcw9O0IcWMy87/OjwyXZ0VgKU6QpQSzTWJMfroDlTmidaR7mFuXfgzEgnMNMLeFOYSmMon5Mgya5GghX+MADg2+fS8EIi0JDlBYi6+xj6MjMacDneKn1kCfcYq3F8xVTuv6WfOZ/kBGB9/0KpMwD75pc70fEsH8BufyheS9U0YOIuLOK8AyGu4TDRkSumStle6abzSXUOhGGHV3XEu6QvKCS9O1ZCQUKP1pTzc6qHdSe2RqR7WA8fPDl0zLxO6qYuijYdO3iWbILXTeNeBoNj5Rno7Jtnca/3HuP+Z+TyeX2PVNdlyLI8mpJqy44kgh8vRGzblmlF5BpUhPdIC/vII9H96LqZMMFi7zk3if3j9kOw0CZkxtf/wfKmWRx7x2H2oJJU5uX2+pHHSrDSxgJAJfbhDy0mxTg/hcBGZRt73IIi1p6IjS4ebUUvRmsgFZOuAPM5JhOz2KtS3XFwyWWSHjwpy9avdhujnsdpsr99Z72tY622+kIwYG0Z+syjI7+zp9nQrDyHluWasixbfaZPX3ncHATIGtpcZ+hNM11aURCUM0wNxWc70x22R4/XGbqyQpqTKtkRqUvS/Q3SqU7pwSZb7z1P2vptp3qbpbRiafobnfIVhxQ2gs90+oS8DMRj+9S83aHKB0gNX/FpWw1Vhv7ZIX1wmpRjUjbnxID0zzrm+t4mQ1OjzOy8ZPbLnCQCdGf6OK+tuL0UCy6UpJ1bL0+1Uy5rZSlBlLZ+dPmC8QQ8f7GTfWtCFs2sxpKT7VzrSEv8Xh45RdC8ODW+Bw2Wqg4pwwNLfG4h191aR8bYJ5fBaM3y8Zyx7ImYGKIMiGVzTPsgG/Pamfy+q5H1JVYeoMPPz9fPZk2MscAzvTTIfeAE9z07n54Io0ldt9QTksKVhk4/Ig20S5njpfnvluq3ScWLJV+25Eq1ldDGl4d0+FnHE6Dq/47kRJuSNfQ6NDEjYWcmJCHPVhKg6itdDEPVXaZOd+Ds/XAbjk5eMkBDa7+0tsyW10XU+mQ7xs8Xr5T2f51TJOdJgYC076xUuMCWJ9vSygxTzb2G7j9BGnBuEtHrxh6Ak64AbLjpubDZVpaSwhi2cMbKMwAdnqrmvr65EUChuhOH87YDdAt9ohomwUUTcFKDkXja6z9PUK91ag6gxaOnuWaqm2h4hhcGwcIi6UwvDuwnlpG+edEE2DVFadKnlnNftqSl46QfbeN86V6YcT1B6jtJpH+29nGeu45SE9IQINDlU3C0KzLjHdZjzW8WFMKI8zgAnOu7eQ+7GwFC2wYwjm9YgYPudgAo/Xo3DNW+kPTPk5RbWFXG5389CIs4zYPDbEbr5OYmARQVpGIA2wJoioEBh85y7fwUjl8/HsPZH+Zed9RLdT2Aw5Oyqf0XjOAghG0zsSg8BwlEYL88fIp3ccse3vVPdzBPM33SheMtuSMBRUajqQwTM+jXhxYm6Z4Tpmq7DPVnS15D+vRyztsfQr+21sOiczuk100nKLKkBCfpkei9pLjjDJcttdESAb3o4OWTmUeFqcyfP0V1OMML4B7rSvyPoxxviPl13Szqje5upJTHw6f5zpXT0C2nSbDilj2sPatKYds8Xg345HHgcM7OBxz2uQE1B0LUpuvyx1PpJen1M6itWt+NDvxhXzw90xDP+WAlPzuMeFmAQIRAU1+IZw5G4t/bVIM+VJjoYHMv7NkYcJbqpplJWz9g7J1HcCivmoqzWZ4hNffaKkwx9PV1XKt9gHV1cCq/hG5VtgHCPngKXazvlGwjnlruMnk3K0q55o4GaUcjY7V+PIGcgRBsxQ6/9M8Tpr6w0iNX5Bz55wl5VuKxQ1pf4dAdRwBWdzeRJbCjgXX8xrUAjk4zWkKnk/2uqZcauR9ZwrGbapk/ecmA4jk+fr9yKntmmkdy22N3rk92oUcdY/RhyfLRxO1oK8ddO5PAxcYa1p7LJ8PWy0oi2NYb5JpjicOIZ5GsGMda8a9K2Oo3ro3WX/VSQ9g0mKODg4xLigkw+MNSqttQY680Lt1WuhGQIVv3VvtGuSryz5OGFuS75TAt3bpvKMM1Jn89ZGphoUsejfLhOSRiGLogV6r6i3T4gCRb8mVJ118nbR8n7e0w1Hxc6qrh+I7T0q5fmJr/XrdSJ1sKBhMM8JezuOVR9aMOndlvqL9Vki31tRjKmihd0SSd+rV0JFpnNWuS9Nm3Sj+vitehl9gTStOZ8++cRz3ldA8B9oNnCEDGspRiaf1jSYaXPXRfM/tQbjIBsWwfNuSuBnRpVyPHDq4bPvw8fcNQxPpu9PT1Myi7EzMfilNhwDtNqTck3bgOG/bnO+Lrx4OV2I5/2EdWxsOnYNNaNs/+hunYimd6IS8MthXaBwioVnUS/Iv1PJCwC+bk03gy1RMtb2OxBsbAV4c59jonSa2dhpr+IYWiYHbrUan1mLTo/VL7SWnRBy1Z7kCCrfoykY6AKa/DliuRDf4/I5leWw7DVn2vmQBVE5KQ5yAJ/OQVLoZsjc+0tbPR0L8qSRt+7HS8puqVU6S5BbYkQ51+aUYeTS9+Wyu96yvSmYek9oOSK1ma9R6pcJ7U6zL0wFFDb50Rd6Za+gErStKIyDui7M73LcTIeqoGhtvMvGhzleY4oBiMAKD+4yjR9ZwkDNsfbyMt6+FTGGWxplrTc0ntfescgJiHTvKdWFOmQJjr9Qa5flMvbLZPLZf+dhjgafk4nMHNdRjKi4oAGU1hEMYMyvIMANraLhzEHQ2kCd91FDAj1pDrRFu8PmtfULrzKIbzJ5fTSTbTh3H+9rk05lldhmHZ0odjesVUalR9e1BqsMuEfSRbqu7AqC1IhukTCAMm/2r30PddnArQ4nECpDpNALzBdcAMMXb+EADSl9bQPCDJxbu4fCosBjtq7Nd28S/ZDRCVkGcvHqchh4FDUZACQ+ThUzhEecnS66bZKvaFZIeevbPuCvt16cQkdfgll49gQUEyIHpfEAZMbxAwZG05pQbevQA9CVvUL67pBCgMRmClnjee+V2WDkj6693oTpJL+r8ncNg21aILv9+H/jZ0k+L/umnMqZwk6Te7aaizoAhmrMeBo1XbBYC0oQpdSXVLb1hESvGt+5izV7hhnm+rBzxNdaPPDd00Zbp6GmNn9uCoXjAe3T4VZQp5nTh4rf3UdL5wAqBSVSeA74k27vUXO2HQJrtYp/58QPr8Ku7NNHBsB8Kwh1aVce+ba+NjtaQYvfU4Ges1Zfh3G6q4pyMtsEddDhoH9QQBVGPM35isKmWdm1vI2Hsd0tleqSwTAOuyyazRMT388TZKigQtaWUZY7W9gcDPnmjpk2wf4GpLv6Fi17lr5iXkmSUcjmjVOFs7GmxVdxmybObrF1YDLmypA6xcOY65mJ3EHugPx4GQleMI7PmipTruPUbQYF8z37fFfPy/tfH62oNlQibv+ryKePOowWIIpnOsVESnH0b1/1sAQLJ+POf83GNc5/2LCBZkeNHv4XWPJfa4mk5KTBSkwPxu95Ol0RlgL0/zSCvG2fI6LK0tN/XIaVDY105B73+wNZ4e7HNKb59ramq2R0l2YESTqcHSE5Bsw1DQdupgy+gMWFvS0VZDC7JMRSLPHl1xBqVD3xWAW1QG2qXDP5eWf1KK5EoD0XrKnjRpzlslKyK1HDLk7/Aqd4aliCegiJ1wJF9OYhiSK+LTwBmHIgFDRQulmddKVRsk0ymZXdL+72oImtdeKfV8S3rvF6R9/njDpcIUdPUn29Gh71yALpxsZ4+bU4Ade9sB9vHLJhPQH00umhgvD/D/FpIab4j1IGKTOfa1p2DEvnbK6Kx2ieN+un3o30rS2POPtXCPj5xir3rbXHQvxrCVCOp/eQ2EgfIMbIDmXoIv9x0nWHLxRCnNzb72y13xNP5f7hp63XfMjTNbf72bNeJoKyz7GCjrMLmX8ZnYzOleQGSHAdjqMEYvdSBJqbZUN3x9sKXDf0cfffkRBRL1jl820hEwlOpOINz/S+IwpCyvpfrehEOYkIQ8F0mAqq9wsWVoei4djA+3YBiuKAXE64umx8qWQjYgy1tmS+9dQDrtl/dLK+ZJU1dJSR7JypSabCnNMNQVkPoPSp9eJH1/F2ysHQ2AiKYBmPNYFYDe+ExARLcjXs90QxWg5He3UBuqOyBdNkmq7cbZq8gADOkJ4LxdPJHn2dcMQPGxJQCf1Z2APzfvorZrTHKTYNJtqpEmR5vJfGczNvXHlwKa1HTSybkkDbDGY0rjs2CAzs6HHdbSx7hcNwtwZFcjBu7CIp5zUy0G5MIiKXOAZ+yIGpwRmxRoS9Re7PRTy/HiiRjh/SGM83UVOOhTo4Z1Yw+G/cw8AN/qToDYKdmASd/eLH1xFWlVH18Ke2ogxD0nu6UNp2EXWBYg9QejXc1PdwDuzi+UDjQD2g6Eea6BEKDVj7bhCCe7AJeWjQP8jpV1cJqjO7kJGV0Mw9bycYY21gLA7WkCqFtQBOCV7ZXMcPAZawEOlkjEUtC2leMz1NwHqJbtQwdK00kJ9Dp559/ZTIr6iVZAQX8Yh2tyNiCN08QhummT9LmV1ON9qgZGy5Y6nKSY89MQTRdeXcYxLf2w8UyDlD+HIc0vwrmq7waoLEjluY+0AH4uH8ccD0cIjmyqpbFdVSdjk+lDHw6cQRf/cohzj0sH2JmRB4DU1o8zeN0s/u40mbPvnMd1Gnpg5vSFAIqvnck4/XE/TNfXT2eex2qn3rwL5s49xwChnqhGT1r60MHYWB1rpZ7y4iLpwFlpfzNOamEKQJTPRf3XX+4ytK4CcCnZxTP7w6TzexysF4096F0kwhrnc/H59gac8a8+GX/nHgdgWCDCfW+sYazWlvPz3mbec6efINezaKSekGcpjmC/Pr40WdUthjafkS6dCMMrloorsUZ+ZIn07U3SrPz4/rq1Hrb/1Bze9ec2sq7Xdg2tZViajs4sKxn695WlgDY/2sb6u6BwaO1wh0GN5t2NlOT43pY4KHvPMeZ3ZZt0oj3eHOs7mwH9i1IJNH53czxVVwLEff102ND3HkOXTIOA0B2HpJODgJ87Dht6/0JDV0y2Vdctne0zVJY+stniQBgd+7+1hrxuQwsLbW2tH30vmZZry2lHFHgG8/O5znHTNNRVNRRQHSzVd0hXfFra9FPJ4ZEWf0ja+3up9+nxNmQ4HFr+Ga+84/wJYPVlJO5Ikrb/0FTn6UFzypDmvQNQ9dg9GpUeGeqTBg5Jc1cSKDdEreTvbI42W0xDpwc3nbv9kHTDStigttgf37eQ5lODgcKV42j+uLWeufrtzQTd5hZQU3RGLnujBADqD1OyKlYiK/oIesMM9qDB9fMdBkHDQ2eosW1Ws0ddPBGQdjjjdXcTbNuPLGFd+vF2jsn2sZ+ne1lD8pJZmxYXj14bNVauKwbYxprnfXo5a1dNp5Thw9Zs7ScjJSb3n5CWl2D/LB/HPjpcJmRK4SrJHkW3+1skT5qtiDMkJQjjLxvp8JtKOUf98IS8OiXPZ6umJ0FPTkhCnoskQNVXuDgdpg632PrIEkO37sM43FAFc+Tq6ThI2UkYog09AH3HWogqt0a7HqelYyy5wtItuw19YbWt88ulcKXU9Wfpm/9POtYBMOp14tQtKSF9fFMdBtbpDhiWV00DEKlshzV2/niYs7PyAQeWFON8XjeLbveDu4Rvq8eIXVcupXgAiLsDGLNvnhVnfuYlA2S4TNJok1ySbDqXj0sDcP32ZtL1f7GTZldXTIGFebSFv0csnn9CFqy3E60Avh4nxq9lwyYrTefnu45Sl/bAGRpESbBfe4ND60d5nYzLQJifN1QxVjk+jN3/z955x0dVfG38uXdLeiUJJaGHBEgICZBA6MWOoqC8oIBgRWkKqGCvgP4UUEEFFbFiASzYRRSkN+m9hlDSe9t25/3j2ZJNIQkgoMz38wkku3dvmZ0z5TlnzhzJodB9NNeeC7YFJ9TNAymqPL+Sz2wTLIN5WyimeuopNmeWcIArFApK4f7AtjMUrRr42kXifVwS/tYmfjbUm2kU5mzifR3MdkVNzF7Pcr0ukoNpTQA6RYGQIXC1wmJT0LERy21dKichP9knVAOimT/Mq446tRCs3zszBNKKFC7Xj+ZEzRFVXJ4uEUytcSSXwszm0/yOD2a7H+dvpKj3cBemDogNq7xz8IfbKfJM7c4IUl8jBc+fD7lypIb5cPJ2IIvv3RTFKDqTjcv8G/vTFlPyWKc2neK56vsyQvqbfWybSi1MJXA8j7ngxiYxGjA1nzbZNJC2n1tGMbjYDCzYzmdspqNQGeFPG80oBhZsY9tzQyQdPUYdo5MmJgM5JXzNorki5VWF9zWwDfO5OvIp789kFOrqFDqALDa7wBvL9sFR/kaVk9c2IWyzvt0PRIfwGvO30mbHJbG85m6iuD3Bnie5bSgjiw5k8TkCPXmNhAYUlvUKsOUMBTGboMPl1raMZtIpQANfASGTzl0QhAB0QkPTQBXNQ4A1pyioNgkAbg4H6oE5Gs9kAI92Y4SbQxgxqDwuyBOYsZrCfPcmrIvlsWqsa0nhbCs2nKT9Rddj3U0rYls/qA37hJR89uGOHOO7M9gvdSsnVqQX0z7TQGHVS886bBN0sAZ6sl5OTKZd5JuYysDbQBEmoQHw9V4+w4j2FFnKC6oA+4Z3tqiYeY2G0R0FyqxAkVlBn2Z0vJQXmQSANSkKBkXr0CpIuOVyNKh0TlpswNC2AorVDKNeQcsgnVv0Xn0f9lX1vIAwHwUWxQi9MNVqIymdTkXm3uob24JUQOQC1lKg5TXAkeXlBVX7M9iA9a+puOpVD9gMMr3G5YBe1ePIDxUEVQAQFMWvehnIPVL5czoPIOIqIKA9UKYBD3WmDe7KYL29LhL4eLu7oAqw/X5tHSM0fzzI/jDIA3j5KtqVycq+aX8WVx819GW//3wvjiFftY8Hk8I5znPwyU5uGjm1O/sQLz3tscDkHjAQ6Mk8rH8eY3odB0dz6fioLoXA6hN01s2zR5d+tYcbV0UGs81pGkDH48rjwLO96Vj57oArf2y4HwMuThVyjHkin+1LsBePi/BnEMQtrQEliKvCKrLuJPuvro1dYyKH5caGAPfEABk/A10fYYQ4BHBiDXDaHi1r8AEscqPUy4qsMgX1vaQX90qjgbcN+3KMMNno9JdIJDUjRdV/OVabhuaBCj7ZycFOoCcHjEJw4tc8EMgpVVDfR0ABRZNxSZwQHcqx5zXUA3fEAX8e5RLAQ9lA40DArw2w60NAvAuE/x+wI4+TzdvbAbPWcVl5cmMOQg0qRdDXN3B5PezXerQrXwv05LHbzjDy65OdFEr8PYAFf3Pw95g932gDH076guw5UzNLKAj6GOhxzy+jkORnpHi17gQj5v48zqVLNsEJ6IEsRup8tpORpC/0odd+w0kOLHUqy6l3M4olG05y+X5+GQeog9pwkuxY+uxj4OA52Jsb73SOAAor5MDrHMH/b23DSW9SOAWj6HqcWN8YxUGsUceyfH0D/84o5nXMNp6j1L5UOzGcS5NtgqLQ8DiKVNEhLMeDWbz/LvackQbVvsvqRpZl/yje87vl0ggEezFqrl8L5sXTKTynpwGwagoUgyd05rOs35QAAITREzpQJGwd4qq/DluYvwWY2gNQrHVfpl1mU/D9QQXXtKRYebKAIv7m0+7HeegYGZJnYgSkqnASVXFzjQAPwNvISU8DH+6CrVdZF8ovIxRgxMmPh2ifEf6cnPVtzrqoUyhyfrqTIuiLqxjx+XAXez5lnUsg6tOMYlC4P3OuOvItH8+jMDUijvngrBpFqIxiCqdeemDJHiCtmPc9JIb1tcTKid7sDWw3/IyMPgUYoTqxC59fAHjid+DFvhRofjxI2yowcef0zacYebTpJG1g2QHek6rwvAOiWQalVuDGJrSN3DJGiTvytfZoChTYRc19WRTCWgQxMldVGHF4dUs6cdak8JjYME5KC80UjvdnUTwrtbhy4V3dkssxuzXmpLeXfQXA0VymByi2AP/XVsBY6617JDWhqiqKNBXztrE+/HoYSG4A3OABHH4bSLNHrAY2Bxo/wJUBGoCCMkYTbz5JJ92TPSnaNPKrvOT+WB5zI766lnXlsW60vWf+pJDhpWd9W7yXdhnqzb4gu5TOvCIz+/PnertEVYeIGuzFCO60IoogJRaKGQkNgWmraQ8BHqy/3+yjg7NZINP3ONosvcoVHFUhAGw4qWBXhoJ9WWwDujamzb+50T3Xapq9HzNYS/FUd2/8dUJBs0AFNmEXdgIFvGGBMAM6mxl3x+vx3CoVFo19+XWRjBRk1LyCcD8DRnfUIURXVuPGbEII+NQX4B1UxugHWIqAsHZAw47A2leqPo9mAfJTFPhEKbUScyX/LKrZgGN/VCOWC6Asj3lzzeU2ZjN4A+2mAl9nAlu2uFJw3NKa/Vhjf45Jv64i3QbA8WOphfVw1nqOmX/ZxUjTz3axr6rnTVu2eLE9jwnlmNdBoZntQ/lNon48xM0Mw3zYP368g3YxKt61cVx9X6aDKi+oAuybyvfVFbFoPNcdsVwZdU8HOjaXH2HfmVnMCPsJnSnYlln5Ox3pHGfnlvLaG06yvXDkCwcYgRtXn/1odekQAM4t2oSwLXqsG1M3BGiA9Tj/P5ENrJ/FaFW9Jx0cCXcDJ9YJqN6WsydklVxUhACyy1REybyaVxz1vTVoUJBaKDerkkhqixRV/+UITUCnCrQOUdyW4gAUVNvV58Q+zIfix9Yz9MJ3bczoT0XhQCrAg8euPcmB4Kc7gf9rBUSNAA5+DBSlAFffCAR2AVQdN3Raf9IV0VmevDJO2o7ncaJ4spBRlG9soNjQ2J8Tv6X7uEz29nacnP16hF7/G1px4nhdJCPqHBRb4NzUom9zLomdt4XPcaKAE8uT+VxCP7oTRa0mAfTa55VxgJhqFzeaB3FCWmLhAPNANgfFDX252YAQXPrcIojX+vsMxU5vPVBiBh7rDizbz+ixcD8Ovq9uwcn1soPA0HZ8/nx7nrrcUl7rg+1Vf48R/pwKOvJcniqg6N0iiGWmKFxO/NEORt3+cZSRR4/3oLBqFXyeVcc5Ae/YiMLMz4eAIbHu1+rdjIPor/fx/qLqUVw9lgv4GoCcUhWtfZVabax0paLq9ViRqkNyYwW3t2Pd/rVctIxOYeSxgroLqkajDlsyKJI09OVk66s93EwtNoxLCgtNrtQS609QcP35EO3lwURGXq5LZZ1ICudxAG1vw0lgQGtgXzpFpH1VLAPUBNsDfyMnVbPWu79/fSSfLcKf7cD6k5XP0SyQSw7/OMafioR4cyM7hyMivZhR7f4ejLT21HNiu/I4n+OueE7WHDlVr2rByO+mAWxnVIXXyy6l6JVlj85r4MO0Bb8cBr49QLvw1AERAdw9+YZI7i5ebKZo+/7fFDlbBfP5Fu+lDR7NYfR4bgFfX1duGfefx1km3ZtwTrgrnVHgk5KBz0/TGRLg4XJuNAui8F1+h3YPHduSuPq85ol8V5qVlDy2Zbe0Bo7lKjBBB4+zVyNJLTHrPfGcfQf6G+25qm8KBra9AOcEX9EBXvWBM9uBFr2A9VmsPycL+F3+eoQiQqt6bOcDPNw3XNME02YMasPv9vejFGpMNtaj3s0otgB0Mjg2hjGotHNHlLgmXBvH9G5GYejb/e7OlnpeFDNmb3DpE/km1/1sOU1x6Jt9wBA98MM+9nHlUwRUpMCkoEUQ2wqbYP9cZGYEfXlhqmWQgGqzwqIJGG1liK7nhdc3us6tKgpujjagXxMFmtmEIF0ZZvT1xI+HFHRvqmDGGvdl/6cKgRf/UvFyP0942s6iKAGwWjXUb8/vqqqV+61uFEgNA45cq8A7GGj3KHBwPkW5ipgKAF9FgVR4Lj1CKLCZqn8/9ygQeS2w9V3Xa5EjgXdPAMfKreootXIDKovGfODXtzr7t1tsYZtcBK7ouC6SzktNsO+6pwPr6tubaQu5Ze6R26tT2Ed9sdv9vJqgKBsZzPcEXJs83RzNdv7HCmNqgGPYhn7V36+nnn3fa+t53yPasx0K92cAwaA2dChGt3ClJdh4yv0cgZ4Mioitzz0HvtjNfn5wDB3HW0+zb70hku3PgWzOLw6Vc+IWmpna50gOU53c2hrQHQOMjQQ2vwNk7XMJ5NYy4MAyIGoAN6qySmfhZUW+WYFFUxBglO3glUawp4BeFTheIDerkkhqixRV//UI+Bm5vHxyMsU/k415/3QqBcA/jzP309UtOeg6nsdB1aoUChhjEulpL7NyoOfvwcFSQSRwvD6Q9DyQuwEwaMDvx4BrWzGC6oeDXPr7SFdGoJZYmOS/TQhFy1nrGQEa7MVosPs7UgRtHgREBnGpoV7l5O6hLozGKrO6BESbRm/+n8ddT6tTgPs6MkfqXymMKqvnDWxPp6h0VQtu0AS4di71M3LZoVEPQHMtxQz2YrRoqA/LptS+JNhmo+hs0Xgf3+x3bdbjoafY1cif0WopeYx+KzIz6kxRgN2ZFKLahnDy+VcKP59vqryLsoPrIhm51iIYOJTFcm4awPvbVG7g26spyy8mjIP2tCIOtF9dx+fsYs+3eSwPeHkNN6zy1Ltid25rS8Et0JN1xMfI7/77A4yiTckHdqaraBurg80mE1tVh0k14vuDKto3oKj9UBeK0in5jDKLDWN+4Cb+rBN1EVYVxT1v4thERi++9zdFty4R/M6bBlDYv6oFI1HuTqD48voG5i7r2phRc4GegEGhXfS1i6s/HaIwCDPFwF8OuyaYqsIoyVMFwJ4y2rhVY+oLTz3r/dFcikBjEoFHl1fefCfIk9ft1Qw4vqPyM0b4Uyxed5LH6FXmd3wwkUv+397sOra+D0WipfvYPnVsxAnf13s52bMJti0CtI1v9ruW+H+9j7lkT+bTZlalsD2xaGwTgjwp2kYGc9KYUcyl+XH1+Uxvb6btXBcJhNnP6WW3pw3lhGRNMCrXIYzpFC7hLLXyflenuDay8jXyuwv1phPEEUX1YCJFup5NGGW/8RTLvHsToF0UnR8WDfhqL9A4QEVzD7lR1fmi16vYnK46nXVHc+lMPP0dnAYRHAM0HQ78mQkcLgRC97Gt9POgAO8QQAHWizGJwKj2wOJ9FC9DfSiI/HmMfetLfVl3DPY9IP4+w6jPU4X8vh146Ohk25/FOmmysj+KDLandImsLKgC7OOzStg3VEdKPiPidmew70rNrzrC3UGreoxkm9qdK0syS+jUvDbSdYxBBXo2FbCY2W+UqZ743zrFTWjSBPDNfhXNAvSI9rXAZrPBC8UY2sYDiw8aYNUqRyRaNODXIwoGttBDs569T7IZy9D1MU9smKnCVi49RqMkgZIYBbM38Wv9JYWO5omPAjtfpLhTnqBI1GmDLMk/iM6GwOY65FXhmAOAoOYCvhECLa9TcOQXBTojoDUCju2s+vifD7GvLDJXdn6Up6Ev7RagjQd50QHSMphOto93cLXFmSKep2IfeCiHTsvkCHeno0GlIKsJjmV3pdOR3qMpc5Gvtec6VxUGHSSF8zOHcgAIlxO/Ilc1Z3+igA6bZQfcxc5lB9ivl9/UtCJ5ZezjZq1nepB7O9CheTSXjl2DytdSC7kCy6LxuFta02GYb2LfmZrPtiy+AQAFOGQEGpsVZFUTGXzkVyC0jQKb2QM+kQI2Ka5eFmSVspMK8JBt4ZWGTgEaems4kq/DVbDU/AGJRCJF1X87iqpi7TEFHRpx1+IQby7B/ekQBZTDRRT4fD24xLZvCwoJaUUUPfQq8OkOYHh74NNdwPB2HDgpYKTmfR2BhbsBn5aM8Dp4GOinUTy12aNUfztCwSIyiAJIvn0TnMe68VyD2nDyqQkO9sqs/H/BNg4c2zegANgyiEJk80A+20c7OHF05Hc06igmhXpRwH2hBSep+zK50/bRXIo/mSV8vWkg/96Tyfs6lM1l+JklFFS/3scIWlXh5PSmKN57oYnH7crggLFpAEWc+t4ckOaUATodBau9mZyk/XmMS+2/tEcl6BSWzdB2zI94IhtIKeJyq493uPJ4+RkZSXogm2JLehHF8CO5HKgadUD7+hRnGvtzgp5exIiBzhHA0WzAO4Dl+elO1+7RnnrmivTSU2R/uhcHx2tOsJybBHBAXGDioP1MEX//7QjQIkhAr1NlN3oWyqwKTDaKHM2COME4XUj7O5LLKMMbWgEeqgZRR23aZhOIDObvB7JpN2MTOdkpNLkEuTIb4O9JJ0mTQEaGOHKumayMUNmb4fp+vQyMYrsukiJtbimFFIvGjTlOF7Le1velI6B9fUbXfX+Qz+W4pxIL69rVLbhUcEo3TsIcG200D2T0uSNlQXoRnQSOCDRH7mUPHaNDheCmHD8dYnT5kFi2G1klFF/DfDhhu7M9nyO3lFG0TQI4edMpzCP8YCfgOfty5IGtuewxr4zXiAig06SBL9u+vZncIGRfFlOCzN4AdGjANAWrUxihk1vGduTeDozwT45gmxnoyUhDc7l5X9fGvNcQb9psm1BABTcD+uGgK1KvsT8wLI5lkVEMPNEdyC7jpHrZAeDOOF63T3NgUIV2+s9jbMc1wWtIQfX8UVQVe8rtQL/yOPBiIrDFvrzVpz4Qegfw7HaXM+xYHp1RZpu7oAo4cpByt+5b27CPOVXoymvdLgz44QDQpTHbaIeTbc4mOryui2Rf5+i/PtjG4xr6UqDYn8X+dG8G68HK41U/l2MRfPkq0iIIuLYl24EgT6az0al8jhXHGAk+a33l6L3G/qyvX+zm5x5M5EY/Vo3tkUFlHR2XKOBlK4MGwGDQ4Y/U6ncAX7JPxWOdDVDtIYhmm8Ch7GqWeAM4kK3A2kKFWu0RxCZs8Gxchn7/80DhKQXmIiCwhYK1uQoW7XR/toxiYOkZoPdVQMoPrtfD4gT0vlbZ/10m2PRmxN2px18vqJUqZ0AzAZ8IG8qMNuQlGxHfHbBmAKeqr0ootrD9DPNhH1BxhRdAZ75Rx3zEQjD60sfAn37NOQ406lwRpvkmtv2q4i6uzt/CJfdP9uA43Kqxb/hwO0XHMG869NuEsn+avprOva6N6SDceppOjDIr+7z29Tkefnuza4WJXmX/Ge7PCNfYMOZTLy+oOli8F5jWl5+pbiM4nb3stqW5NrlauJ2vjYrn2GBPpuv4wzksywcTgTftq9FeXkPbP5bHMeUjXYGiagRVALCZAJsZ2Pimiqte84DNKPMZXw5klrIyyEjVK5OGPhp2Z+ucTh6JRHJ2pKj6L0cBdyD/fJeCMYkUImyCUZ6/H+Xg59qWAp6w4M72ekxbrUJnnwQVmznAHNiaeTtzSilUqAqQ0FDg7zMK3tpEcSjCn4KEc+CocfA1KZnXM6ic8B20L6P3MtgjP40UeB7sxGT3M9dT4ByTyOsCHKiOimfuwz1ZQGIEBZvlRxn59cthXhfgcTbBTWJS8hhBE+bDCV//KC5tbBvKSK9ezXg/a1OBbhEUi/w9KHAsP8Ln8jXyvGVW5li8PooDWQEKkEIA17Xi+zZwUplfxuf98xgHnUdyKGAv3M6JWoQ/lzJnlvBz3gZulNA2lMfc0poDVWFfsv/bEU6YN57kkqpVKUzVkFVCYTnQk9fLLmXUXVYJBSw/I9A6lAP6DSd5Lw19XRPZdScoDp+0C9JzN7GsHDlkv9vPtAE+BpbdngwgtQAYFqfAouoByJ1wqsOoV6CA9fOmKE5SbmntbgsZRQIRnnUvQ0ceP0eU9qEc2o2fkfV3RBxwuoh1qX8rIN5eV7o2YaTKgSxGu4Z4c9LobaDYPqg1HQVFZoqrO9IZcbdwO5fd1/PmhDCnlMJtn2ashwdzKGSqCvMiv2OPIk0KZ13t15wTvQITHTonC3jM5GT7JK8+J4Q2wXI6ksN7TArnZAugg+KOdowiensz6/H1rXjOApNLXP5qNwCF9fnalpzsllqBvVlcmnlXPM93OIcTOqOOtrYzjZPUu+Jp1xtO0v7SCoHeTRkF+ncakFHCdqF9A7atDkFXVVgea1Npx+UF1aYBtKHnV7LMrRoQmw0MjaHo/EAnHqdX2S5sOEkH1crjFJC/2k1HTa+mFNhCfXj857sAs8b7TG7MPMpvb6ajxN8DEHpvKGVy8nleCIEGvg4JkvUpvYw5Gk35QONbgA+OVF5dkNCQKT+qQhO0/x8PukTXzBI6065tCfRsxsi13FLa52e7XKKlXmW+7tvbMWL7SC7rXc+mtKW+zRiJPiIOTjsof28BHqzneaV0CP6dxte7N6Gg63AWAKy3D3Ri3c4ppVjycBc6GB2207Mpo+XmbORncss4VugcTlto5CfwUh8Bb50NBpvZGd2pKApSC1WE+9GG8sp4TgeZJYAGl0iqh0CIt0BKftUzt1AfAaMqYPDiNtRlZZZqnQo2YYPNUALP5gp8dAr2F3rhk0NVn3drOjCwM0VVvRfQ8loNza7SYFLOst5cclHRNAFDmAk9n/HAzo9V5B0DdEagWV+ByP4azGopzPDG/N38jpsEALd40okQ4MFN2vw8aFtHc+2bs3rQERoZDIzuSIfWmSK244Nj6Bh8d6srIjTUm069nk05tj5ZwNQ49X1c97n2BFdOfbvf9ZoAVwE1D6QdvL6BQu3QWPZFxWZ7ru4cbj6qKhRL707gJognC1zn2pnOAILn+/B9ncL2ytdIu5z2F6+X3Njl3K+K9akUZ7eeqfxeZDDHB3H1GYSQWQLssLchwV50wpQXVB1kFHP8+GRPitTlnSnFFuCng8AdIa52thIKoOqZtiPnoILA9jL91OVAVpkKX4MGfU3eLMl/knAfGzalG5BWoqKRj4xWlkhqQoqq/3IEuLz0h4OMBv2/GIoGB7MpJkzsAtT3UWARKsI9zXixrwe+P8AdxZsHccJ2soDL1MP9OLk7XQjc2obH5JQyDxUAPJrMCCqLxuOvaUnRJyWPYkLf5q5Ba9cIbuRiK2PEzdK9FErreXPZbU4J4GXkoLKhHwW+AdEUU/QqBdwHO1F4yCvjYK9nU04yw+35DG+MpqC45TRFwU93cvK4+gQHwY4dkfdmMuL118PA8FgO67o14XP/cpiT4E6NGMVbaOJksVkgB74ZxYxcG9SGg2kPe3RRWhEnxk0CKOymFXEjAB8D8ye+/zcFTZ3C63UIA3bkUJCpGBnROoTPeySXn72mORAZAjy2nO87lqAB/H7SinieAhMjIiODGX2qCQ7oi8yMHO7Xgs+49QzQyBe4rwMnyprGAfD4zhw0Zxbz+zlTxO8IAjico6K5rwHCIuN1qkKFQIeGCraeoUjWrwVF9hP5FMVujmZ5CkUHBXULVdU0AT8P1q3RHSlcOnLfdm/CpbudGwERfhTk24TQpnam03ZGtKeoeiKPk7TUAtYJDbSnjGI6J3akc5f60R3ZXmw+zfo6IAoI8WGbck8HRuKarIxceW0dBcXrI7lU8VQB25vuTZhXcq99wjWsHSdTG04CXcO5Cd6+XE7MbmoFHMqlULrjDCM3Q7yZymBwDCeJxWae9/pWrpx0NsH3PfQsj9/tQrBD4MwtY3uVVeLanb1HE95neACXWSv2Od3YJJbVsDhe654Ethe/H6MY1qEhbejlNXRmjE2kvW04CUCwrSoy87lDvBmdKOCKQC80AxoE+rVQsPk0l1l7G3g/0fX4LEdyOUnuFM5Jt8lGJ8z7fwOP9xAY31lBZgmdU6tPcHKuKoychVDwyU4VI2I8oFikAHSuWCw29Goi8MNBxRkEtzoTuOFmYNvrgL4RcKoageJsc/7sEkaYVmT5UabriPBn/Q3xBh5J5u/pxUBjuzNjVQrrB0An2LwtFEIACq6FZq6A6NUU+Okw+7mR8awf+7PYRwyJZZqav1KYMmTmOvdAv5R84IVVdH68tJr2fyyP9+dY5ZBVws21yj/rplMUdY7mst3584SCdmE6NA/wgEGU2Z1CAre0FtiXqeBkAfvIIbFM9XMgG2gaIKArt8RXWK0YEGXE1jOVRRe9SgfFmVIPZ9qE5AgPBBpsENbSar8DIQSEUFB4Fr+WAOARKnD16xoURUDzMMNUw4ZYkouPDVboG9iQOMkI2HRQFAHhYYHJZgUEx0UCQOtg4K4owOAHdGrIttuRLmf7GY4hHat3fj7M8fGvRxghHu7P96waN3gr7zjLLGEU97S+FCxHJdBJ72uknZdZ2UYPbM2cpH8eZxvQIojOfRV0nuSb2A/8eYy22rsZbfVANgMRHulK+z2U4y6oOrBozO/qWBH2f7HAJ9vpqHGYqI/BtfdAVeSZOF7enuZu135GptFZe4Ln79ecz+dIcxMbxoCD6lh/ksLx8bzK7205A9wXRWdVaRURtI06ARn2jfLMhXTKyHzGl560YhVBHvJ7uFJp6KNBpwgcyNVJUVUiqQVSVP0PcDibE+0PtwOvrGUEWK9mFBYtNk7O6vuoaO4jYDXTS9+rGUWCj3e4ckrdGEXhxc+DOwM/2YORbUdy+JmIACa6D/akULc7g8uUejXjAO/D7TxXtyYcRO3PouhQamX0V1YJJ2RBnvxciYWCxrE8CqSp+fSCJ4ZTZPxyNyPGnHk/D/I8FhuFow+2MTpwexoHc80COTD+Zj8F2a/3AY9047PN3UQhyaAHfOxC07YzvJaqMK+VI5Iur4yRc78c5jlvjOIEsnUIBdxrWgBPr6RYarKxHHNKgQlJgKeBaRNySim8GBQODUtMjBAYGstB/rpUDt7b1eeA/J0tFLWNOiAikOJuxeVZCpjXKyYMeHsTIx4ig4GsYk7OF+1ixKsjp+rvR1kXdmdQgDuSw+XiDXw4AWgSSLEsJZ/nHBbHvKBeBuC3IwoatTbAKBdBVonZJnB1S9aVzacpaHZtbF/KF0KnwRe7FUT11MMHdRO9FAUoMgmE+ij4qpwNnMin4Hd1S+YjHhLL7y+jGAjz5fceY8/lWmalgLflNOtGbBjPLUAbPZ4HDInhcsBX1lKk79aYk8DUAoqng9vS1vLtor5No4gT38Cee1FhPWsexCi6ITGcgMXVZ7sR4k2hc+8ZoGsqkBwA1GsFLDhEO78rHjiaxzQGnjq2YetPUpht6MtNcJbu5eTSoHIy+la5XKvNA+nYmb2eEUkmK9uI0R0pqrYLo30bdIzwzCsDnu/Nz64/yXzTN0dzouqvsn0b1o52sieTojLAaGAPPW1W2INt1pwAbo/l5HfNicq7vcfVB7z0AutOAEUWBT2acJL+xzG2C47N/QQoli87QIfYN/spxmcVU+RtHMj79vfgMtLWIRQHwnyAXZkKSoUe3nWsXxIXBp0eRpPAm10F1qQr+PkkI7NuTgSa3FD957JLqs9tCNAmHPl1y6MJfp8dGgC/+lLQWZfKpbM2jY6LNzbSfvUq+6zTBbSNXRnAy2v5+kOdKawmRfA64zsz52F5QeOHQ0zn82QP9vNVTY1LrbThTg3ZZ2eV0InRMogOjA+3VxaPBWhTE7sA729TcDAb+P2YgnpeKp7q4Q0vWwnyNE9MX6245W80qExTY7YBQ2IEdDYLHF2cEAIhRgtGtDPgs92qcwm1qgDP9RL4dAewPcMluH5/BLimiQ63RHlDWKuP1rbZNLQMqvZthHoDRp0VFoOjkav+WMmlRdMENNUEZ3hzue/KQxWIrw8MawBklQGzNrkiuFcco2A4vrNrFcSd7VmPl+6jw/ztzbS5oTHMT26uoh4IsJ2+qwP7nJR82sm4JK7MKLaw/Q7w4Aam0fVcGxF+d4B9ZqdG7C9+PQI82pXj0pR89s/9mnPsfU3LyptblWdXOtC1Ez9bz5urjQrNTNPR2Z6ipm2oe37m8rQJ4QaRj3VjX5tdynFuQ19Gz393gMctP8r0PcPaAS/+VTmdSKXyEWd3NJm8BLpNFVgzQ0VZruv1oJZAi37A+tn8u15rbjpXG3Q6FarZCEWogKLBZjTLXMgXkNPFKhpKMe2KxaAC4T4a9ubo0SdCzgUlkpqQouq/HKvFhqYBAt8fUvBwFwp8Zhu96DvS+HuRGYgMVhDpr+JoLiNbF+1yTcB8DBQnM4spZob6AH4eAsUWBYeyeY7sUi4pVOxLDkO96b0vv4kU4IrMPF1Ice6tzRx0Hsml2BPqzcFlY3+KN82DmE9qXSpfbxFEIWfraUbLaILP5IgsdeRwKzIzcmf1CUYXxIRSoH17M8+tKEBaMc/VJoRLquZvBZ7uyePa16eYcTSX17i5NUXPVSlc2qhT7dEHKby/VsE89nAOo9jyyriUc0caJ8P7Mhkt8MpaLq2e2p3X8TXyng9mADfa0wicsW82siOd4nW+ifd/c2sOan0MQKAXP1t+UtqzKWC2MjL4/k6MYPM3AjszOGkYGc9JcbGZ0U6HclwiVGI4B7zrUylG7cnk9/nTIQ7MC0wUsAbH8Jp7MoEbIhUY/9nq+6/FS6fh81069G7GeppZzMmMVeNS2TvjWY5ZpQp8jXXLf6nTqdifbo98acPvrdBkj1LN4xLC8Z25VP7GaE5+ro9kPV20ixHqjqWOh3Nod2MTGaHSJZyvfXcAmNaH9WJfpitdwMrjFBwDPDjR89ID3npujlTfl/VkyV4Kup/bI0va16dtxYbxut/u56TSsdO9ny/g2wbI1QOzdgEnC9lG1Pel6JpRRDF0VDzzrJqsjCpdvNdVJje04rkf7UoROdSHdf3NjXRsDI2lE6HEwvce60YRusgM+Bl4zjva0W43naLzpYEPy9VDx4m0r5H5LjtHcHKbGE7x8m+7iHksl06KHWm8ToQ/BfV2Ye7fXz0voEUgsOGkgoFtgKxS3kuwF/Nm/niIDieAn1XBZdjvbXUtkT6eDzQPZkqQo7n8bvZn8vu/NpLXL7EAOWUKfAwyv2pdURQFRqsXDn2nImWlApsZCGkrMH0EkOahwOADpCcAjUIoNlTMnfrbEX6XczZVPnfbEDrVyqoJUC+zMp/4hM5sf1efYI7SGyK5UiDGnl4i2Iu2Gu5HB+NBe4SXY8fxZ3ux77i/IwWUqiLEPt0F/K9B1VFvDvZlMZdvtya0jzAfOu9eXOXKk1ye5AjA10DBtXsTRrkDHCN8slPB3e29MGeDWmlDHIvGVRpP9RDwVczQrBUqrcWMLvU1dGhoRGoBBdTmgQK701U3QdXBbycUdIlQ0cjr7EuF/XRWdGhgwN9plc8xsr2A0WaWWuq/DJ1OgWrxgFaigxCAp7+GuyMFCrIVzKkiXUehmULldZH8P62ITsRf7ceOSaRdBXiwf6sOHwNTRzk2HTySy3HTfR051lQUHlPPm3mPN5xiW68qtJWBrTk2fqonx3oZxYxsPV3IIIFCM9sAn7MMvLzt/RlAJ90DndjXPt6D4+j/reX4YE9GZZGzkR+drytTONaNqkeH3arjjJR/sJP78ZtPMwigZRCd87e1paO2Kro3caUKqEhsGPB3moKYEIFeL9hQmq4iP1WBTyhQnAlseIN5VUNjBIwBtlolnjIII/L3GbDnCxXF6YBnkA6tB+kRlmCFWSmr+QSSs2LRuFFVbD3ZOl7JNPGzYWO6AWYb5/4SiaR6rhhRVdM0zJ07F4sXL0ZBQQE6duyIZ599Fk2bNr3Ut3ZeCCHQwMsGBQpeXafAz+iKtgy0byrxyhoKBUJwd/nZ67msdnBbDiQ1wcFZA19OqNanKvi/GEal9m3O6Jk1KZxoNRMURIbFUTyqOGgbHMNJ499nGF2z4STzNfZp7lqibtAxglMDBZi74ykYdomgCOJrZHTe4RyKgAIc7PaPoghzNJfHJYUDS/Yx4m3eFg6U+zSjGDJnI+/ToOOztgiiAJxTykjZAhMHvC2DKMbsy+LgcmBrDjzz7TkOBSjCGHSMXG1tnzDX86I4PWM17z2njMLH5GQOqL30jFw4UcClVL8eZ85LTeFA1dvAQX1yBM99KBt4axPwRA8+c3JjRtzNXM/v8ZqWQIgXJ66/HgEe6Qy8t53fQ0M/irOPdOWO6GaN378j2ic5ggLU32e4TP2DbXzdqGMUrkHHQX9mMZd+tQ7h5z10AnVcuX7FYLCZMaq9Di+tVqEqrDvFFtb9/4vhJAWg+FBXwUvTBMJ8FKTkM2rN28D6lFdGe/PQUchfm0r7LDDxu41rwAlWgYkRaH5GRtLty6I4EuzFtqFJAEU+qwDS8igw/nGU51MV2mHf5hTt/zjOiNeJyVzqryq0s/f/Zp3q2JDOlRILJ4Y3taIdzN3E+1BAx8m7x2i3Dm6xOzEACphZJfy8p4ETvV/sUX6h3hRUdSqfOciTUYIfbKMdhvsBI9tTUDqQTaeOQeVE98YoRvW0iAJe6MOlxwezuMT6+wPA1K6ASQN8PZmeoMxGG/3zGHO+Akxdcn0r4Lt9XKoZ6sPopoQGLM9Qb7ZXCniPne2rBCwacCRXQZiPgFEP/H6EonZ5oSk5wpETm/lYywtYwZ4UW20aBWqbRjvdk8Gofccu7VJQPTcMVk+se1mHwnICQdZeBX89BfSdIWAtVpDYgv3esDj2meX7OofI+lhXiv/H8min17bkLt6OHKQV8fegYLojnWLLtH7sczLs+bcX7aKtD4jmcmMfI4UMh6DqoNTK9ub9rcC9HYFPdlb/rGtP0E7/OF71+/V9aG8rU1ifCkx0QLQOYd9fngAPiq+vrGEd7x/l/v62NAXFsSpO5Fd9rSIzo/yV6lZAWK0wwopW3hRANZsXfj5aTR5GAL8eV3BvjAdstupFFMViwt3tVUQG6/DjIQXFFuaTHdwU8D8M6Nt6wKZUn0ZAcnmhU3WwZXhiw1sU0wDAq56Kzg8JFBkrrxpwcDSXm8cBjOp+pCvHdgez7bZm4GoTR/7+qugUTkdeeY7l0dHpbeD516VSXOzbnPnWr4+kYya1AHjyD9pbfR+OtZ/pxb5qS7n8piuPs7919IEV6dnUtSS/2MJzlViAIpNrdcUPB/l8yw6w/zfqOJ69MQp46g8eI+DaaAvg2HnTqcrX++UwReOldrG5dYjLKeggxJufX3ag8uej6zGt1ee7FGw9reC+Dho8I0xQjEbs+kRFziHA4A20HiTQtK8NploIonpVh4wNRuz4yNU2lOUC2xcoiOyvQ7MbDJBbzZ0fGSUqNCgI9pCRqlcyzf1tWHPGiP25OsSFSIFdIjkbV4yo+vbbb+OLL77AjBkzUL9+fbz66qu477778MMPP8Bo/HfH46mWMtyT4IM9mQr+OMZJW8+mjFx7dysHVA18KMCeLmTOtEW73M/RNIDiRYGJk/89GRRDXvoLeK43BcBdGRQRPPSc2E/pznxtjpyqvZvxdV+jS2Tp15wChaeeAqGDR7tS/KjvQ5GxnhcjW22CA0WrRuFnSCyvl17EiLxBbTi4axPKFAQJDSiYBnnxMxtPunLAJYVTtJi/hTnd7orn4LbUSoHip0MUUK9qQeGk1ELv/Tf7GUX0hz1nY4+mzPma7ogqKOIgc/4WDqTrefP59CrL+pu9wG0xjCbILKbwU2jiIPZMISei87cwItD5HSrMeZpVQuGm1MrnmdqdEQ2rUxih9t0Blq2aAYzyAoLMQGgoBdSF24G7OzAy0ZHD8armvLdwf5bhzHUUb8L9eN97MinIGXWcLMfVp2AWEyrgpUhFtTpsNg31DWV4+SovfH9QwbFcipW9m3GStv4k67aHHlBsdRO+NE0487uVWl1RiQ56N+P5bQJQ7RtH9I/izsFdwilYHs4FfjvM/IvrUtkmzFpPof62tqyHZVbWu18P034e7sLzb0+j4NnGHv299QyfpXEAHRA702mvN0fz8w6Rvnkg8zu2DnEJqqPiKcJ2DmckT7AX7/94Hm2tnhfrKcAJ2R3tKAINakOxNd++Mc6gtjxPdgnrqLeRdTazmDbhWGbZtTHtMCnclQ5DpwJzNnDye3M0P+9jAHwLgYBQYFcmYBE8/2vr2NaNjKfYuT+LGxJ5G4CbWtOJArBdK7MxFUNWMSfBmmBKka2n2SYBdOT0ay4wMp75d/dksH3s0ZS5XoO86FgqL6j6GIBQHwWrjrNd+uEgy8vRxu7PAjaeYltm1EE6PuqIqiooOKK6CaoOhA3Y+wVw+hogWqOo3sCH4udvhxn9X8/+PRzJobgxIg4I9qbIr1doW0NiKayWz21o1LGNd0TCmWzAt/u4AZlOpbPkWB6FxxMFwFO92G/8b23Vz5FbytyOPkb2XdVRZE8TUJWoqoA2M38r2wNHdO2nO5lPuUNDLlcutdJu2oUxotoRCVhxle61kdXvKu6gzAIoNUTvOzbr09SzP1uxtXZtq9FkQ/QeHWKaAjovoPQ0cGoukJKuIL+HDtG3G2ERtYmPk1xq1FJP/PmiCq1cvTAVAGU5CkoDzv5Zh2Ok0MyfJ3tyQ8+tZ9hXNwmgza8+UfXnQ7yrj0AvsXCMNawdx8l7MxkhfmtbpiDYn8W0HSfy+bp9zzU3QRWgbe1KZz9eftMrgEEArUNc4qkjxU7f5q7oWYDjv9R8vn59KzrlIvxdke3lx+IA3+scwbFzVc+1M53OfV8jx9GHcyj+mm3sLyPrcVx8XSsGG/x0iP3YkAig9ACQsQgY2BgIbQ2k/aogoLEHAprZ0PlhwFqiwFQAFKUBlgIVen8jrMrZbVE1e2DPl1U7Ww7/pKLFVQbAKEXV8+FMMfNs1POUouqVTLCnQLCHhh1ZBimqSiQ1cEWIqmazGR988AEeffRR9OrVCwAwe/Zs9OjRA8uXL0f//v0v8R2eP4pmQ31fFX2aMZrxQDbFBj8jl9/rVQGbTYOXnpO/Kd048CqxcJAGuETLFkHc2Mhs46Btxmrg2d4UHRr5cZLTqh4jv0K8ORjLL+Pfd8RR1OgSwQieW1pTgAQooGSXcil9mA/zOrWqx+X5QnDpfKt6vK4QvJdtaYzQaxnEpVvztnCCl9CAy4fDfLh8+KPtPLeD6HoUPhSFm9LM20KxKLqePdepjlE3pwuZb64iDX25w/ORXE5qFQAPdKRA+ddxYHcmPz8uiRs/JTaiSLIvi3lLzTZGKzb2pyDSqREjA3PLOBi9sz0HuEdzGX0XHcJlZbe2pZi2P4uT8+ZBFLYGtKawezSX+e+0AsB0CtC3B3LNXPr12jp+V+0b8H5CvQGjHnhtPaP54upzcB/kRdF49nqmEfA1UgRbfoSRjc0CBUZ3EFDMZrlVwFkQNhs8dDZcH6nH4RxGorz/NydrYT4UJTx1AqKOopdOpyK7WGBKdwUz18Fto5WEBsyX9sZGOkJ8DRTzfj/KzZY+2EZB5s44YHh7TuAmduGkMd/ECLlgLy7hC/Vm/Y6qR6FoZzpF0g4NOUHLLObk6WQB0LMJJ4yxYRR/zDZO7NKLeV8BHmwbHJu83R7Lyemq43RaNPHnJCu1gOJ/gYntwf12myq18P6+3kfRNyWfAlYjP5ZjkRlYdoSRQBaNdXb+FtdO5oA9L2wTilWf72ZZdWhIYepYHoXdxgG0q3qewImvgNb3siyKzLTRPZkUQiumNenWmNGtJRZGIls1thG7Mrjce2UKnURJ4RTVC832TfX8AKNOwS+HKcImhfP+fjnMZ0nNZ5unCU7k/T0YbazYI9rb1aez61AOj33vb95rfR/grgTAQ6dJUbWO6PU6nNpcffRj+i4FLW4Bpq1n2oy/zwBQuFpgQDT7n7WpdBKMjKe4OnsDv6cGdqF7fSqXFGeVsP0P9WG/+s0+d/FjVwYQFULnZ7gf+5NX17KvPZZLO0mwC5vlUQD4ejBidHQn2uWujKqfJ6EhBdjrIulAcbTpRh2dHnsz2QeXTxFgE7ynBr4UjXPtaTN+POj6vId9hYODa1vSljNLFHgbqo4YVACE+gjUVr/00FnRPkzF78er/r6SQgVUteaJnijTY/+Sqs9xYo2C6IF6wEOKqpc7er0OKb/CTVAF+LfeEwgzVp/709foEvxjwxgQ8Mcx4MGOFDu3pTE/catgjpcW7XI5D1SFDjkBOhsdGzJWJN6eGiomlONqbwPFyJ3pHPO9uZHtB+AKUKiKnw/TXqf15YqxfBP7N4vGlCOO57spis8QE+ZKCeAg38QAAQePdOWYb3Iy8FIfrtQqtvd7fva2pKosGu3qMzBi6xnOEYI8GaHfsgPL5bOdwKLddMoezeFzX9NSoGmZgo3PAOX3klMNQNI4BfuXApZSPTo9KLB6mlLu+1QQNcCAptcAlrMIq5YiBdbqAloFUJqtQNew2o9LakFKoQ6BHlqVGy5KriwiA2zYnqnHkFYyBYBEcjauiOZy//79KC4uRpcuXZyv+fv7o23btti8efN/QlQ1KhpKzALZpQoigzmQ69eck/XNpyhQChvzLTq8zNEhnBh9sZuTt0e6UiAsswK/HOJA7b6OwE8HOVA8YU/Mb9Qxeuu2tpx05ZRSPGwRxCiWCYnMr+SlpxCxJ4N/j7ZvHnV9pH1JYiN6zFceAx5IpND3y2EKC/O3MC/i4WwKoN8fZP4pgIJVQz++52fgYPj/YjihKzBRIDpV4MoPt+kUB8mq4srlqIACpiPKrjxdG3PQ2iSA0QTt61MgMqo8f+cILqPXBM99UxQjktKLGclTbOYE1bGJj4eewlJWKXPx3dCKk/D6PhSNThUwIqFTIwpPRWaKZF0jgMIyYFu6K7+kQWU00PdHgbhEIDOD172qOaOgNOHKK7k3k+UPcCKfVcLoYqPK508rZuTqbW1ZTiHe/GnkBxjMxc70AZLq0SsCh3I4WWtfn3YQ4Mk6sCsdaNjiXApRIMBLwbIDwNO9KGbm2dNLHMnlxMzhdFAVRplsOU1hclwS78Xfk/axKgW4riWFH4CpIzqH87MFJqbleOZPvtcqmPXnrxROBu/vyHqXHEGHQHoR65+PEfhtn0vsbRXMtB8mq31zJX/e3xe7OQHVKax/pVYK/hH+tPEyK5dJ9mvBfMKL9/L5XllLwTjYi+f6dj9FxZujOYG7uwOjQe9ox7ah0MSyOZHPcmrgS6fRkVyWSbAXI773ZwEL/qaTZfVxoJsvUJbGyfaOdLYHDsdPebz0vMfMYq4A2HSSQmpKPtu2EjPbQJvGCW6gJyfQJ/IpSM1az8jUmDCew9vAnMrLDrDNTCtiRHGHhvb2+iTTf/h5cBIbX58ia3wDtkmO+nUwS0N4uIzGqStCCHj6V/++0Qcotet0b28GZl0FWBVGoX6wnU688Z2BxXsovpttbE/j6rPfeGcz69j3B1iPG/kxWvyrPZWv5WN0iSGnCrnSIimckehniljX7ohjf1m+JenRlEKNAG1iSndg75+VRZGmAexTvt3P35/rTRsx29hf/naEjoSp3XmPFXcNL7MCgZ4Cr66rLEjeFM32BaAjNb4BbTeuPp2pFVfDAMB1kRqMFRWxs2AxmXFjKyPWnnSJUQ7qeQEJ4YDJXPP5LIXVi+gQgKVYATxqfVuSS4Ri0yHnkFrle6c2A4FxQN8IYMXJyu8PbM1UVEYdIzhnruPr72wF/nc1+5AzhXS0awJ4vg8dWTbBdvq3wxz3PtAJeG5l1bYW6AE88Qc3Bp3clWlwhsVRIP14h3sdNttcqzSq4tfDQFwYx5TBXhQuN9uj630MdPAUmOjwyC5hX1udoBwZzP7IJoA3N3FsfSTH7gQp5jjXoAMqrpj3MdCZlFtK+/b3YPmlF/M6b250Xe90AUXlD7cDtzQGdr7lLqgCFL//fh+IHwVsmgMcXa6gSTfg+ErXMQeXqWiUZIASbK42Cl09S7kBgM7z7O9LauZ4gYowLxml+m9HswI2kwIIQDUKqHbHU11oHWzFpgwDdmXr0TFMevElkuq4IkTVtDQmBmvY0N11GRYWhjNnzlT1kVqh06lu/19KyoQe61IVdGlM73R6ESc63ZowUmV/FtApVIXBvqnL9jSKJ2VWesDv78jJfUID4OM19KJf2wqY9hdFQF8jJ4fLj3L5T5mVedx0imu5v8Or76kDnvsLeLw7xYESC0XQl1ZxcOltsEe0BVFIPZrLfFBbzlBYaOzPgdoXu7mM8udDHPgZdUD3xpzMHczmADGnjEJDdinFWZN9Se3gtozEbRzAZzqay2ifYXGc7N7SmoPasYkUbE/k0wN/VQsKkiqYJ6tJACPKhOASzc92UdzVqxSK4+pzUlpkAv62l3mPJsz1GuLNiV8DP24yowkKMXszGRmx7AAF4QAPilzt6zM6KdUugHZoxNQKpwpck/bbYzj53XSKAs/+LCDMm2Xx6U5Oio06V7oBB6HejDTo0ZSCbWwYIxZ+PszoSh+DPWVECAfzt0YaYLX++5Z66PUX1xYLbDqmePCnaJJXRhGuT3MK1dmlChoa6nZPqqrgWDbr+IEsTqjyTTx/oZmRpTdF0VkS4MF8ZVtOs37PWs8dv/dkcsOLfVkU50K9KUwCXDq+8RTtNtwPeL43lyRvOU2RtnME68J7W3l89ybczKplMM/18yFGuOlV/qTkUwyq5+3K3br5NPO3tQrmaweyObH7ag8naB46OgeaBdE2W4dQEF68hxO2MrsAa7axrQAoVmaW0DajQzgB/iuFx9TzBvq34rlLLXTe3BgF/H2a9zh7A+2hY0MKsjsygJt6AKYcoF8Ur7Hgbzp+VqdwWbdN8PjrWzGPalQwy/CqFkCBmVGHo+JZljvT2RZ2bcw2953NQEIDgTAfXvf7g4zs9bPn1HQsIe0SQRvedoaCdNNAoH1DirQFJrZLjp2Zv9zNeuCpB26KEujbRIPOZuMDXsb80zZZ135YCIEmPQUO/Vj11KLZtcDPdlvxNQImM/DMGuDFvnSUOPqmG1qxz9ubyRUQKXmsuz2bsu+4ugXbUw89+42q6NXUPQ3M2lRuFrP+JPuOfBMddJ3DGVkW7MXzBni67LPQzPr6VE/a8d5M1pEeTdn3nS7kSpIVObSh2DDg1XXukaSf7GCk2fKjtA9FcThfBHxUK8Z00mPxXgWZJayLt7Z1bdoDMJ+iI3pvZzrr7OiOrPOnCvksg9oIJITWvc566MowrbcnvtgDbElToFOA7uECA9sAXkoZbLU511nyZAKAwQsQF6ieXk7jwrNxsftKB+dTPqoq4NtQIGtfZds9tgLo3E7gpgggwkfB9yfYjkb4s788kU/hcHIy+5nyKVfWp7JKTkpmW73pFJ3cH+9gn3hTNNv+U4XsJ5/rzTbAYWt9mrNfeGkVnXrD7H3ykVzaSYh35c3u8k3sv432lR8ViQ1j39CjKTcudKQXcuyD8Odx2tq4JIq5AZ729Fj73M/joeMY1rFxZJmV7cHxPIq8aUXsK8ckcmXJxlMc7yaFU3x+YwPbsYSGvE+rxhVQC7e5jzEb+gEbUjn2uDdCwZ5qNrQyFwI6I6CowMkNQOcJ7qIqABz/Q0HrYdWPQXU+GvwbqyhIrfyeRwDgESBq1y5cZlwqm6yITQNSi3To1sgCna7qflK12y//l+LrpUYIoDRLRdEpBaXpOpRmA6XZntAs7t+fohPwCBDwChXwbWSDXxMNnvXEWYXWEG+gkY8Na88Y0bmR/K4lkuq4IkTV0lK6SyvmTvXw8EB+fn5VH6kRVVXg7+8FAM7/LyVpRcC6k8D+bEaoRrTi4GnNCYqId7ZX4evriZOZFH6ySoC7EzigO5rLZX39oyiQlFn5+il7brgleyh2Bnu5xMxOjSic2AQHhw7q+wCeVnr2X1nLzarKrBzA3REHfLoDGOZFcSS/jAPP6HqcRCaFU7g8WcCoy/lbOTnt1ZQTPlWheFJs4WQttYAe9/lbKTTd3JqTYB8jJ78/H+aA9L2tjBj9vxguQ/71MCe/TQL4bN2b8L6LzCyva1pyMD42kRPigjLmcDxdyHJo5MfB6OoUplgYEkMh6qW/uOx+fxYH8P8XQ8Hz9yNA3xY8vwJG9+zN5ID1ltac3AZ5ckn3oDYcvA9uSzHVZKXg3SwQMApgyxNAdDKQ2A4wGPjdJYUzT91N0YwSqJjzy6BSEFu8l+J0QkOKbcuPcJDepxkHymYbj9GEAm8fT1zmc8JKqKqCoCCfi3rN/DxOwhr6clIV4k2RY+VxRoQ/0UM9p3sqTaeNBHtxA7NW9s0ePPWs9x9sY/05mMPJXadGtBm9ygHxzgzg+VXc+Cy3lJsnrasQvVNkpthptVEguspeR7elcQmyRaOAU2jiBFRV7MJjR55/e5prwzUvPSegHjqKof4etKUIf9b3rWd4/FUtKDabbIC/EXh5LdMWzNnI6L/rW9EW8soY9Vl+qbSvkfZ1xp4/dV8m7cXbwPbv18PMZQywjn+8g+Wy+oT7kmdH7shtZUC3hkApuMHW94f43F0iOMH0MfD4l9cyjcqAKOaNW3OC7VvbUH5HPgbgtavZLm09Ayzbz0jVNiEKbIJ5V5fs5T0UlGsrjTqWT2oBkCjocPrhEJ0e93dkGQB0voT7sWwigym+NglQEOKvx+XehV9Mm6xLP2w2AnEjgJ2fuL9erzVg7AD00FN4N+oAm439klVz1aNdGezT+jZnf+FlYH1ccYwRcfd2YP+wM50R1jdHs68oT7swthflN3Az26/la2S9zjfRJu+Iow3nlLJtcThIHBzIojMzMpj3Y7HnF5+7iXU5s4Sif+cIOu2MOndRNbWA6WPuTuBKkrwy9vWeegXBPgb09mMUWpGZ0eXf7aeDYGgs71MI902tlh1gP9mvub1NNAGJ4QoCPc+tzvqDy7QdkbT+RgWengBQu++8TAUCmwN5xyq/F9IW8ApS4eF3Yevp5TAurI5L0VdW5FzLp9X1wPE/UWVIpmeAgrAmQHAA0LkpNwY1GNjHOZYxv7mxckR2iYW288E2rkro34rOdS8Dx8qrjrN9XrCNdrzlNFPc3NmeDohS+8qUkfG0UU+9q/22aNX7EH44yLb+nc3uka/1vBiJmltG28kqoQ1XFEyTI+hEnLuJwmh0Pab7WXWcn40M5satX+52T5VTZGYbUGp15e9/dS2dgmMT2Z/bBNsEk4398C9HXJ8fEmOPbLXjEI7f2Mi/S2vIpGEzA4quchoHB5YiBT4+nlDPMgbt8jCw8jmKtA50HkC3xwC/UB0U9dLW77pyOdikg0PZrLctQozw8zv7sT7eMsT/UmEzAzmHgawD/N9SQmeFVzDgFQQEhCvQezOyWwGg2QBLqQJzgYLSHODkIR2EBngGAfVjgfrtAe96VV+rSxMGKxSqPmgScFEfUyL513B5z8guEJ4cfcNsNjt/BwCTyQQvr3Mb2GmaQHFxGfz9vVBQUAqb7dJ6b1SdEY39DUgtcC0VL0/rehry8koR7OmFvZkqrm7JSWCJhVFfDXy5FNDRWJZaGN320yHgwSR6ptuG8vgzhS4BZl+W6xoNfO1CrQDubgLMtwHvbKHg1KEhhYFHunGAqYAC4P/FcDm+t4FRdpOTKbp8vc++/D+Hg9NiCweqH23nwC+1gAJOA19uHrU/ixGk9bw5mV2VwigADx2XYs7fynvp15zRZwUmijCOJVS7Muyb77SmCD00ltdceZzC7Oe7GIH2ZRVLOGPDeO8Wjb9/f5ADbk0DdOBgfOE2oLtdHH57MwfIX+7hRPfGKA6as0spfoZ6M1ogxJuT9JujucS42CxQv6eC498C4nug7UMuwctLD7Sux7x2vx1xzTd8DEzh8N1+lodDsErN5/P9eIg/iY1YrptOAQ911lBUWObcLORyoaYBp6YJFBSUXKS7IZ6qJ3yNOpwpqrwDtwIgzEtDbm5plZ89G9H1vACoWLKX9ffdrVyi7qBbYwokZwpdaSgcO/c2DaCjYEc602lc04Kbz1XME6dXGcFSZmOkmyMFhJeewkyMPVKmwEwRx9vAKPDnV9E2G/pSEFqyl3XXz8gJ3c40TtRujKL9OfLYpRczYi/Um6KTI/VGmA/FI5ON0dZVbXTjoaPQ1K8F31+8l3mGj+QwGqh5IHBDFCOQ+jZnRGyXCEbDPvun6zxHcxllt/4ksPQ40CCAk7J29YHECApRVo0C8slClpdVY07ZE/lMyaHX0bY9dMwPOyKOTqn2Ddi2dGrEjcx0ljLYVCOaBOjQp5mClcddduln5GT6632u7+yNjWzjnuop7BGArtgBi8ZymrmObcWsa86tXl1oLgeb1OnUc+qHGyQbENZej9Obufy7YUcBrzCB9w+pyDMpmNyV0ac+nhQgDDo63xx5hAvNLqHUSw882o2rRL7Zz++3SwSdYWtSgTb1gBf7MCLZZKMTMKeUfVJ52tgjsMclMXoUYN1etJN924+Hqn6WzuF0wJUXbgM82HZ8tYf3N6EzkF/KNuHBTszPm1Xuq2kdQhFmynIg0AuY0k2D0VqG3FxXP6BTPfH5bp0zss4RnRrkyT7PkQ4AoBPS0SbGNxDoFGZB7tl2naoFjlW/paX8qS2KAnR+2AvrX3OPbgtsIdDxAYFSWylKcqv/fF041/p4oaiNMHMp+koH51s+qq8OSeON2DpPhc0u3ik6IPYODZ71rcjNZR3T2X9gA1SdAcuPGrA7o+p4rOgQOjBbh7g2kgv15lL/d7cywKDMSofDr/bc86+td9mVXmVf4OD6SK4s+vEQl+Y38nNtPFmefVnsR16+ig6YzBKm2Grgy5zNB7OAskD2Q4PacIPX3Rns89s3oGPymZU81w8HAUtL9j8j47mi6Ugu8PIaVErlFObjcvDFhXGcbdFov8fyOKZ+e7N7NG95mgW6BN5AT2BCEtsTB4U6QO9Vefm/47sy+lBQDWrBDaoqEtFNQ2ENY1DVX0GfaR7IPaQg54gC/8ZASFsN8DIjL//yi6a7HPrK2rLxuAEeOgP8lTIUFlZ9jKpT4ePtgeISE7RLPP+9krCZgbzDOuQe0qHwuArNpsAjQINvEw0+9Rl1qjco8PA0wlRmrmRD5SVwzQqUZCooOqlD6gYVKasV+DW2ISzBhoCWNijlmsvGHoCfwQNf7tBwbzsT/gtcLk4MyX8HRYi67Ev972Tnzp0YPHgwli9fjiZNmjhfv/3229G6dWs8++yzdT6nzaahoKAUQUE+yM0thrWmLW//YXQ6BafM3nhptVrJgd+hgcDd7SxQLCZoRi+8sVmHo3nMveqhoxe62MxJ4VubOFkc3ZHRZj8f4nKeiV04wUyKoHCR0AAoslCEzStz7dSdVQLE1QP02xkNpGvKjZQCjQBOA57RwJ58IK0Q+N0eNeKho9i4aBcHq4905VL+TacZEeZj4AQtp5STza/38bjBbYEQLwqsKfkcAB7OcQ0gxyUyQvWng0DrUFd0TptQirOdGnEgGOrNQWyBiefp2ZQix6c7Ocns3YzRr8sOuEcVASyHqHoUSBv7Myoot4wi1cAo4LdjTEEQ5MnzNwlgJFJqPsWaAE9Gvq05wYnxdZGMeG3sD4zpAOhswPESoGWIgKYJ/LJPRY96gC0b8PIH0n2BfDNwIg/o1dwlCJ0upEAjBEXeo7ksuzMFQJswIMhT4HShgiIzhbL9WRSTw3yAx7taoTNfesGmIqGhZ3eZ22wacnKKL9LdEJ1Ohx15nnhna+WQiv6tNNzQ1AxY6y4kCIMHPthtwN9nFDT2p9hvUFl/WwRR4Pt8N4UMR/qK8jzSlZGaGcWc3N2TQLtNbsyJnRCs0xtPMlpaE8DTf/L1FkH8+3COKz/ozPUUisZ35oYWmmDkZFx9RsL6eQDB9rocG8YJ19FcTjZHxXNZe2o+hdEiM204s4S25mfk5LNbY9phxWgcgFG6retxopgYTmfDmhMUnHyNXFqZVQJM6kIBJdSHKTn0KvPLni5guxbsxXZgwTbXxjz/u5pi5cj2jGotNPPeHZF8PgaKyD8eAm5sxcnrkDZAeibQqD6QUcq2Z+NJfk/f7geGtLFBZy6BTqciS/PG9jQFieE8r5eB5bfsAKMd24YCd8QChWaBRr4CRksJNIMH8ix6nMhX4GvkPX29j894XUuBm5qbAWsN4UAXgcvBJvV69bz6Yb1eB0WB/bMCxTpfPPGHAovGfmBIJFBiBTIsTPPx+obKQXLJERRSPt/t7mgE2B4/24tRqAGeFDvf2kwRpTw6+3E5ZYwsO1NEkbVzBFd4vHw18PxK943rAPYtD3dh9FyHhgJlVjpA/D0UZBUDUNgXrDlBp0BmqcBXexQMauPK4R3kBZhtAqFeCmxCg79Bg8FaWdRQ9HqsTffAZ7sqt3fP9xb4cDtwLM9duDKowEt9NPhpxdXmSLwYKIoCg80D1iIdynIBz2BA52ODVVd2Qe/rfOvj+VKTTQKXpq90cCHKR6fooLN4oCRTgdAAnzABzWiGtZpdIRVFQYHijSf/VCvlQm0ZxGAAs1Ug0AvIKFaQU0obUhWKjY6xVANffiatiKuYQr0FfjqkoEkAo0MP2iPIPXR0oizcznNcF8n+rqpNUQe2Zv+5OoXiqwLa/rFc5mXdlsbVCwD7rshgpsC5LpJ9+PTVLkcpywa4rQ3TTjkiR8vTqyk/99MhCr3P96GTMKuE7ZOPgVHqXoaq27ou4cCQtsDpfMDfS6DUpuCjHRyTO3immwbP3Qq2vV9ZxI68nhF1J1YDXSYBOz4ESsq1mX7hQPIUK8y62o1BdToFqqpC08QlD245G5dDX1lbZm1jsNGNzaofY+h0Cvz8vFBYWApbVTucSS4YliIFBcd0yDuiQ1GqCqEp8Kxng08jDT6NNBh83ctfpyrw8vZAaUwXLpUAAEgtSURBVIkJtloGxwgbUHxKRf5RHcqydTAGaAjrYEVwWytUe/jdziw9Vp4y4PFOJQj3vXxtrbbUpq+USOrCFSGqms1mJCcnY+rUqRg8eDAAoKCgAD169MD06dPPaaOqy01UBQDo9cixemDRbgUHsxX4e1DY6dJIg2LiAEVRAJvRGytTFPx2VEWJBWgXJtA/SsF3+ym4DGsnkFUCfLpTwT0dgBP5Ar8fVTApGcguFQjyVHCmkIPKHw9ysOhr5DJXR6SbjxUwngT2LQbK8gDPQCDqVsDWDChWeZ2MYkZVZpVw2dI9CcwTtTqFnvbMYuC3oxRtI4MFbo5WsC6VwucNrbjhUpAXozWz7RE42aX0og+JoSjy8XbgzngOUv88xmieLuECN0Qr2GfPh/X9QYob9bw4UPXSc0l1z2bMc6pTAKsmYNYUfH+AUXsBHtzhNMxHwUfbGRkY35ARqVGBFFfSSnmutzZxotw2hNEGfh6856/3AXuzOCm+LpLRcjNWAz0bAj2CAVsBcMZHoHkDwNtWwk2oVC8s3qdgT4YCVWF6hvo+FGnOFHIgbbJSgP71MDejahpg37XawveLTRpaBmgosalYdkDB+lMKDDqgbzMN17QQ0JtLcTk2C5froFQYjDhVYsDne1ScyKdIP6i1hph6NijmsppPUN15Pbyw4bSKHw+pKDDRGXBjK8DfQ2DrGeC3IwoUABOTBbalASuOKiizMpfnwDaAVVPwVwqFyPj6wJB2At/tB7aeViDAuj2wjYBVU7A6hUvmfzvC3c71KgXPbk24XLLEwjQRPZrQOfDjIUbMeBsYPdq6HnA0j6JNdikF3IN2O+nXnOfJtkdnH8mlrd0YRUH1rc1sNwa2Bhr503nz82FOXBv50WZyS+l0GZfE6/t7MG/08qN0YrQIYt68UwW0/6M5Aq3DgPWpCnamA2M6Uez6+TAnuROTmTvyj2P8vh6yL5mMCWN+vXUnmUahYyNuArcjjblOd54CkgOA0q0CwcnAm/sVZJcyEr9bE2B/pkDPJpqbDakGA3JsHth8CmgTquDHQ9zgytdIh01UPSCnBOjQwAaUuSJVhN6IdJMBn+9WcTTPXkbRGtqFnF+9upBcDjZ5oUUsRadDseKFL3YD29MVeOmB57oCOSZA78G29svdrMdBnuyL2oUCHgpQaGNanJXHKVa2CQEGtWVEmdm+oiCrBKjvx/7o96O0rZhQ4P9iuTHVj4dYN/o2p9Ng5XFgQGuBVccVdG/CvzeeoviSHCHQrYmCL3cDyREaOjfSoJpLoSgqSnVe+O2ogjUnmIaiZ1OBGyI16DUrTpcasGi3ipMFjDi/LlJD+zANoX76GstRGIw4UmDAV3tVnCni5we31dDK3wpN1eGP4wqWH1NRagHaNxAY2lbAF2UQtssnR7ei4B8TeKWoenYuuL3W8rtUdDoUwhOf71GwK12Btz2PfPsGQIlJQ2SgFXrNgmLFC8sOKNh0moJgn+YCXRsDH25TmN84AujXQsCoCPirJlh1Hlh+TEGbEAVHctmHlliAa1twX4JVKby/9g04pl12gAJkfR/2bVH12Fbsz6Lt59mX7Q9qA4R6sX/bm8X2osDE4/8vhuPINSkcF/xymE4aTz3bjfgGbB/MGtuqlHz2uf1bcdz+wTb297e0Zj7WzBKeY38W+8d+LYBODenA+XKPy8HavxXve02qwG2tBbz0GrZnqPh2v+oce98Rq6GBhxlGq4KiFAP2fqGi4CTgE0ZBVbMCZ/4WiL1DwOAD7F6kIO1vBToj0KyvhhbXCph1l+cY9Hy4HPrK2lBgVvDEOh/0ibCgXb3qNyWSouo/h9UElJxWUXRSh4IUFWXZOkAR8ArRnEKq3rv6Mj8XUbU8phwVeYd0KDqlQu8pEJpgRb04KxQD8NlBT9Tz1PBQfCnUsyVi/RcgRVXJheaKEFUBYPbs2fjiiy8wffp0hIeH49VXX8XJkyfx/fffV8q1WhsuS1EV9MhregM0RQdAwKhZYKsi2btOr4NZMQIKYFA0WIUCAQWq0KCzmaGoOpjtW2x6qBpMmgJAgZdeoMSmY75NwfTkCgANCgwq8zAJAfgaBEptgL5EgSoENFWB1UtArwAmGwVBvarAZBNQwZOoEFAVwKxRLDLqKBCqKqCDBgHAJhiJq1f4usXG6xt0wrkLs/10UBQBm+ArHjqgzKYAENBDA4SATqeDVShuS6M89AImK0Uno8oIAEUBPFUNJquAUOyRwALw1AuU2hix46MTKLUogACMeoEyocBDFdAEYBEKVAgIMMLAoBPQoMJqE9Dsd+yj01CmKRA2BV4aBR2rh4BOWGErc19qofMwQug9YLZpMEBAaHxwReHzqIorwsLR6fHbE9BsGgyaGTabxqUdeiOsCpNjsa5cvjs7Xs6DUlVVYNUZIRQVEAIewnxB2gSdnnaoKMyZoQgBaDZ4qAIlYLulhwa9MMPk+FvYGNUKA/Q61iVoGvTCCp3RiDIb67eXXgE0K8o0HfQqo1VUe+5I2hQ/q9lt2luvwawp0IQCRbG/DtqJSQO8dAImGwV6nkMwBYYKWAXgZ9BQbNE5tzTw0nGXdRUCGgAfvYYSCz9v0VSo9msYdYwE1SsCVqHA30OgwKTAqHLS6Gg/6PygvSpCg7dqRaHN4HzPqAiUaorb8RZ7W6MqfN4yqysvLSCgU7gsj/eiwMMKwAIoHlZYocGi6AFFgV4FrDYBg2aBVoUNqaoCzeAJTXFE+AkIYb+WTSDUX4/8vMr9yD9Vry4Ul4NN/hMilqIAOk8PmG0GKIKCqWbg0judHjAL19YcniqgmgBhBRRfwCLs/QZYr/QKj1Xt9VNvtzGjyvoP8Heb3Z404fqcxW4/qtBgsffRRp2AxUabNKoaLDagur5eNRhYRwEYhQU2C+umqiqw6Yysj/Z6BaDW5ajTqbCoBme9NNr7FMDRZrEt0gkbFGv1u3j/F5Gi6tm5lOWjKHRW2VQdBFQYFAGrTXOrvxwXGWB12I1mgQawHYYCvSIgbFbobBZnJLfOoIdZ9YBO5+gv2UdynMhId53iagME+LunTqDUyr5MA9sAh/3r7GKxJtgGONoUncr8ySUWV65nh7Cs2K+haQJGHWAVCmz26+kUVx5VgONvvaLBogEeOgGLpjojXo2qsI+37eN7wf5cLwQswt2u9XoVJsUIKK75g7NcdApUixGKsI9fdGwnhWqDVbWA43EjFCvHoMJogcV2+Y5Bz4fLoa+sDX+eNODrIx64t20pvM6SIFCKquePsAHmQgWmXAVluSpKM1WUpCsw5amAUKD30uAVJuBd3wav+hp0tZQqzldUdWApVpB3UIfC4zooKlCvnRWmaA3fp3lgcGQZekecXzqfS40UVSUXmisipyoATJgwAVarFU899RTKysqQmJiIBQsWnJOgejkjhIBiMcORQ7662BCb1QYdGL2qwS5M2NEAQLNCBw5urIDzfGaze6VxvG7XWJ3nKbUHUlkBjsoEgBLXuVwD6xK3gbUG1/lt5X53dAvlcuNDK/e3rcJ7Fe/PisqV3Wa/tfKfK/+s5c9vhkOYdGExuc5pguvZrRa+7ij7itd1DBnVcp8xlTu/U0Itrfr7U2xWBPt7IDe31K3sRLn7FVVc13FNxzmFAFCLuiKpGU0TUDWX+H2hpgW008rfjBmAHq4BDest7Vk436dQUr5OWC0W6GG3Pz8f5OaaoLfXIUdddNQbh8PEaQP2x3McV95ODHDZjlbFMXqwTShf5y3lrqWC9d7xeV25z5dvB/QASsr4f/m2wvF85W25tFwZVLye4/jyf5dvI8qfRy33v8XtF0Bn/8Vx7eokAk0TgKnUrZ11fM6oV6EqVXfF/1S9kpwdIQBrqQmqvTU2O/9h+16+Hju/EwWAfU5c/tu0lftfKfd/+frosDWl3HnL20Ftfq+q/dYsFmcdLf++pgkomsm9f6zDztM2mwbV5qqX5c9dfmwBVLmfkERySag45nG027ZKx1S2G105ZxkDCVzYLK7xckUrYl/sfr3y75W/fvl2RZR7rWJfVVbu9arGvSpc7VL59x1tjmv8XQrFqjl7yfLtUflnqaq9cdyf1apBB9fKCbdysQnY1HJBARUHqQAsMJ+9EZNcNDQBrDltQHN/21kF1fNF2ACbBRBWBZqNf2s2ADZAaAo0DYDG14XGFB+i/N/244VmF+ltgGZTnMdoNnoynZ8T9r+r6IwUAFABRRVQVLtTRQeoqoCig/3H/rsKqDoer6r8m522cJ5LAID9np3PZgFsZgW2Mv5YSgBrkQJLqQLYA39UvYDRX4NHkEBASws8gwWX9V/CaFCDD6NUg9tYkX9Ej+w9emjbgeYdNCw97IEIXw2RgdJoJRIHV4yoqtPp8Oijj+LRRx+91LcikUgkEolEIpFIJBLJJWdHlh5pJToMjqx7eiEhAEuhAlMBd5e3FNl/ihXYShRYyxTYyiguCu38lEJFocjpFD/t3ghFx1VFsAueiuN3tyWM5W+63P/CLsqCQqjzb5sCIeD6nanXnYJttaqnIqCq9nvUC6h6QDUI6IyAwRvwDNag99Zg8KF4qfe+tALq2dB5AsExVgRGW1F4Qgf9IR1ymiuYu9kLQ2FBfCczPIOk+1QiuWJEVYlEIpFIJBKJRCKRSCSkxAIsOeSBpn42NPKpPi2HzQyYchSY83TIKAIK0owoywbMBaqbWKrzENB7adB5AjoPwMtPg2oUUA0UGRUdoz6d0aAqxdLygigjQYVTGFXKR4deLghUXo5RUbz9j6DqgYAWNgQ0tyEwU8UfFgMW6Q3Y/54R7RQbQttbERxjhU8jzSVkSyRXEFJUlUgkEolEIpFIJBKJ5Aqi0Kxg/m4vlNkUDIwwQbMA5gIFpnwFpnwVZnvOT1OOAkuJK8GF0Rcw+AKe9QT8mlkZcekjYPC2R5JeCfxHBdSzogABYRpuEiasLTRgc5IOpwoUtN5oRPB3HjD6aghoaYN/cw1+jW3waaTB4Cek0Cr5z3PFbFR1oRFCQNMEdDrVmeBeUjdk2Z07V2LZ6XRnz/nnsElJ7bgS69Dlyr/1u7hcbPLfWn6XG7IcLwyXshxrskng0veVsp5deuR3cHH5p/tKUW5JujPnqD13KXN6AjYTd5a3lAKWYiC/EFhdqmCrynyqHU8A3hmAtdSlfql6AaMf4OFv/wkQ8AwAPAIAnUGF0GQduhxR1Iv33RwrBdbnK8i2KAiEQNNiICAd0J8CPAoVGM2Ap4eAXyjgEwp4BQEegQIefnZh3hvQezGiWWcEdAZGxTp+ykcoX0hhtjZ9pURSF6SoKpFIJBKJRCKRSCQSyWVIURrw84QLd75DkcD2BNffqtxzSHIeaHWITu6wFWh59J+5D//GwLUz/5lzSyRnQ4qqEolEIpFIJBKJRCKRSCQSiURSB2Tss0QikUgkEolEIpFIJBKJRCKR1AEpqkokEolEIpFIJBKJRCKRSCQSSR2QoqpEIpFIJBKJRCKRSCQSiUQikdQBKapKJBKJRCKRSCQSiUQikUgkEkkdkKKqRCKRSCQSiUQikUgkEolEIpHUASmqSiQSiUQikUgkEolEIpFIJBJJHZCiqkQikUgkEolEIpFIJBKJRCKR1AEpqkokEolEIpFIJBKJRCKRSCQSSR2QoqpEIpFIJBKJRCKRSCQSiUQikdQBKapKJBKJRCKRSCQSiUQikUgkEkkdkKKqRCKRSCQSiUQikUgkEolEIpHUASmqSiQSiUQikUgkEolEIpFIJBJJHZCiai3Iy8vDM888g549e6JDhw64/fbbsWXLFuf7+/btw/DhwxEfH4/evXtjwYIFl/BuLy9qKrvHH38c0dHRbj89e/a8hHd8+ZCdnY1HH30UXbp0QUJCAu6//34cPnzY+b6sd5KaqKkOSfu7+Bw7dgwJCQn4+uuvna9JW3bx9ttvY8SIEW6v1VQ+mqbhzTffRI8ePdC+fXvcfffdSElJqdM5/guc71hFlqOL8+1/ZVlWpjZlIrlwnDp1qlL/Hh0djcWLFwO48uqf5MIg7fjScDH6d4lEch4ISY3cddddYsCAAWLz5s3iyJEj4sUXXxRxcXHi8OHDIicnR3Tu3Fk8+eST4vDhw2LJkiWiXbt2YsmSJZf6ti8LzlZ2QggxcOBAMWvWLJGRkeH8yc7OvsR3fXkwePBgMWTIELFz505x+PBhMX78eNGtWzdRUlIi652kVpytDgkh7e9iYzabxaBBg0RUVJRYunSpEEJIWy7HwoULRXR0tBg+fLjztdqUz5w5c0RycrJYuXKl2Ldvn7j77rvF1VdfLUwmU63P8V/gfMcqshxdnG//K8uyMjWVieTCsmLFCtGuXTuRnp7u1seXlpZekfVPcmGQdnxp+Kf7d4lEcn5IUbUGjh8/LqKiosTWrVudr2maJq6++mrx+uuvi3nz5okePXoIi8XifH/mzJni2muvvRS3e1lRU9lZrVbRrl07sXz58kt4l5cnOTk5YuLEieLgwYPO1/bt2yeioqLEjh07ZL2T1EhNdUja38Vn5syZYsSIEW6iqrRlIdLS0sQ999wj4uPjxXXXXecmqtZUPiaTSSQkJIhFixY538/PzxdxcXHihx9+qNU5/guc71hFlqOL8+1/ZVlWpjZlIrmwvPPOO2LAgAFVvnel1T/JhUHa8aXhYvTvEonk/JDL/2sgKCgI7777LmJjY52vKYoCIQTy8/OxZcsWJCYmQq/XO9/v0qULjh07huzs7Etxy5cNNZXd8ePHYTKZ0LJly0t4l5cnQUFBmDVrFlq1agUAyMrKwoIFC9CgQQNERkbKeiepkZrqkLS/i8vmzZvx5Zdf4pVXXnF7XdoysGfPHgQEBGDZsmVo376923s1lc/+/ftRXFyMLl26ON/39/dH27ZtsXnz5lqd47/A+Y5VZDm6ON/+V5ZlZWpTJpILy4EDBxAZGVnle1da/ZNcGKQdXxouRv8ukUjODymq1oC/vz969eoFo9HofO3nn3/GiRMn0L17d6SlpaFBgwZunwkLCwMAnD59+qLe6+VGTWV38OBBKIqCjz76CH379sVVV12FF198EYWFhZfwri8/nn76aXTr1g2//PILpk2bBm9vb1nvJHWiqjok7e/iUVBQgMceewxPPfUUGjZs6PaetGWgb9++mDlzJho3blzpvZrKJy0tDQAqlWtYWBjOnDlTq3P8FzjfsYosx6o5l/5XlmVlalMmkgvLwYMHkZ2djTvuuANdu3bF7bffjtWrVwO48uqf5MIg7fjScDH6d4lEcn5IUbWObN26FU888QT69euHvn37oqyszK2RAwAPDw8AgMlkuhS3eNlSsewOHToEVVURHh6OefPmYcqUKVi1ahXGjBkDTdMu9e1eNowcORJLly7FgAEDMHbsWOzZs0fWO0mdqKoOSfu7eDz33HOIj4/HTTfdVOk9actnp6byKS0tBYAqj3GU35VYxnUdq8hyrJpz6X9lWVamNmUiuXCYzWYcP34cRUVFePjhh/Huu++iXbt2uO+++7B+/forrv5JLgzSji8P/on+XSKRnB/6mg+ROPj999/xyCOPoH379pg1axYAwNPTE2az2e04RwPl7e190e/xcqWqshs/fjxGjRoFf39/AEBUVBRCQ0MxZMgQ7Nq1q9Iy0CsVx/KtF198Edu3b8enn34q652kTlRVh6ZPny7t7yLw7bffYsuWLfj++++rfF/a8tmpqXw8PT0BUERw/O44xsvLq1bn+K9xLmMVWY5Vcy79ryzLytSmTCQXDqPRiM2bN0Ov1zuFlNjYWBw5cgQLFiy44uqf5MIg7fjS80/17xKJ5PyQkaq15NNPP8X48ePRs2dPvPfee85GqUGDBsjIyHA71vF3/fr1L/p9Xo5UV3aKojgFHQdRUVEAXEtMrlSys7Pxww8/wGazOV9TVRUtW7ZERkaGrHeSGqmpDkn7uzgsXboU2dnZ6N27NxISEpCQkAAAePbZZ9G/f39pyzVQU/k4lrNVdYxjOdyVVMbnOlaR5ejifPtfWZaVqU2ZSC4s3t7elSLToqKikJ6efsXVP8mFQdrxpeWf7N8lEsn5IUXVWrBo0SK8+OKLGDZsGF5//XW3QUpiYiK2bt3qNvhev349mjdvjnr16l2K272sOFvZTZ48Gffcc4/b8bt27QKAapPrXylkZGRg8uTJ2LRpk/M1i8WCvXv3omXLlrLeSWqkpjok7e/i8Nprr+Gnn37Ct99+6/wBgAkTJuDdd9+VtlwDNZVP69at4evri40bNzrfLygowN69e9GpU6daneO/wvmMVWQ5ujjf/leWZWVqUyaSC8f+/fuRkJCALVu2uL2+e/duREZGXnH1T3JhkHZ86fin+3eJRHKeCMlZOXr0qIiJiRFjx44VGRkZbj8FBQUiKytLJCYmiilTpohDhw6JpUuXinbt2omvv/76Ut/6Jaemsvvjjz9EdHS0ePvtt0VKSopYuXKl6Nu3r5g0adKlvvVLjqZp4u677xbXXnut2Lx5szhw4ICYOHGiSExMFKdOnZL1TlIjNdUhaX+XjqioKLF06VIhhJC2XIEpU6aI4cOHO/+uTfnMmjVLJCUlid9//13s27dP3H333eKaa64RJpOp1uf4t3MhxiqyHMmF6H9lWVampjKRXDhsNpsYPHiwuPHGG8XmzZvF4cOHxfTp00VsbKzYv3//FVn/JBcGaccXn4vRv0skkvNDEUKISy3sXs7MmzcPs2fPrvK9gQMH4uWXX8bOnTsxbdo07N27F6Ghobj77rsxfPjwi3ynlx+1Kbtff/0V8+bNw9GjR+Hn54ebbroJDz/8sDPB9pVMYWEhZs6cid9//x2FhYXo1KkTpk6dilatWgGArHeSGqmpDkn7uzRER0djxowZGDRoEABpy+WZOnUqTp06hU8++cT5Wk3lY7PZMGvWLHz99dcoKytDYmIinnnmGURERNT6HP92LsRYRZaji/Ptf2VZVqY2ZSK5cOTk5OC1117DX3/9hYKCArRt2xaPPPKIMzLtSqt/kguDtOOLz8Xq3yUSybkjRVWJRCKRSCQSiUQikUgkEolEIqkDMqeqRCKRSCQSiUQikUgkEolEIpHUASmqSiQSiUQikUgkEolEIpFIJBJJHZCiqkQikUgkEolEIpFIJBKJRCKR1AEpqkokEolEIpFIJBKJRCKRSCQSSR2QoqpEIpFIJBKJRCKRSCQSiUQikdQBKapKJBKJRCKRSCQSiUQikUgkEkkdkKKqRCKRSCQSSTUIIS7q5yQSiUQikUgkEsm/AymqSurMlTpRvByf+80330THjh0xcOBAHDt27FLfjuQ/xOVY3/9pLsdnPnbsGAYNGoSOHTvizTffvNS3c1kzYsQIREdHu/20bt0aHTt2xODBg/Hjjz/W+ZyHDx/G7bffXufPbd26FaNHj3b+ffLkSURHR+Prr7+u87kuBFOnTkXfvn0vybUvJCNGjMCIESOqfX/jxo1u37/Var2Id0dmz57tvP7Z7lVyaZg6dWqldqLiz7/dVso/y7p165x2MWbMmCqP//rrrxEdHY2TJ0+e8zVTUlLcrns+55L8N7jYthYdHY05c+ZcsPNdCvr27essm8WLF5/zeRw2v3Hjxlodb7Va3b6X2n5OIpEQ/aW+Ack/x2OPPYbvvvsOkydPxv333+/2nmOg/8knn9TpnFu3bsX8+fPx7rvvXrD7vNxJS0vDs88+i6effhoRERGX7D6io6Odvy9cuBA6nQ4//fQT3njjDWzduhXPPPNMpe/z2LFj+Oijj7BmzRpkZGQgODgYCQkJGD16NFq3bg0AWLx4MZ566ikAQHh4OP7444+L91CXISNGjMCmTZvcXjMYDAgJCUGfPn3w8MMPIyAg4BLd3T+P2WzGzJkzERMTgwEDBlzq27loLF68GEeOHMHUqVMv2T3MmTMHc+fOBQB06NABn3/+OZ555hn06tULHTt2xEsvvYQuXbogKSnJ+RlN07B06VJ8++23OHz4MCwWC5o2bYqBAwdi6NChMBqNAICePXsiPT0dADBjxgwMGjTo4j/gRaBt27Z49tlnnX/bbDakpaXhww8/xKRJk+Dn54eePXvW+nw///wztm3bVuf7WLx4MQ4fPuz8OywsDF9++SWaNGlS53NJ6s4zzzyDmJgY6PUXf5h7++23o0+fPnj++ecv+rUlNTNmzBgMHTrU+ffbb7+NvXv3OtteAM5289/MbbfdhsGDByMyMhJ79uwBAKxYsQLLli37R/r2hg0b4ssvv8TKlSvxzjvvXPDzS/59XCm2dqHp1asXxowZc17jhZiYGHz55ZeIjIys1fF6vR5ffvkl9uzZgxdeeOGcryuRXKlIUfU/SlFREX777TdERUXhq6++wn333QdFUZzvl5901oWKE8UrgXXr1mHlypV4+umnL/WtuA2Sv/jiCwwfPhzdu3dH9+7d0adPH7djly9fjkcffRStWrXCgw8+iIiICKSlpeGTTz7B4MGD8dZbb6Fnz57o168fWrVqhbfffvuK+26ro6IwY7FYsGfPHsyaNQv79u3D559/7mZP/yUyMjLw4YcfYsaMGZf6Vi4q77zzjptYeSn58ssv4evrCwBITU11OkuGDRuGXbt2Oe+ztLQUDzzwAHbs2IHbb78d9957LwwGAzZu3IjXXnsNq1atwjvvvAOj0Yh58+bh1KlTGDdu3CV7rouBr68v4uPjK73eq1cvJCcnY+nSpXUSVS8URqOxyvuS/DNERkZesvJu0KABGjRo4LRhyeVFkyZN3MSK4ODg/6R9NmjQoNIz+fv7Y9q0aejatStCQkIu6PUcZXj06NELel7Jv5crxdYuNMHBweddRtWNhc5GfHw8TCbTeV1XIrlSkcv//6P8+OOPsNlseOqpp5Camoo1a9a4vR8ZGVlr75Xk8sExSPb19UXTpk3x66+/Ijs7G7/99hsCAwOdx504cQKPPfYYevTogS+++AK33norOnfujJtvvhmffvopWrVqhalTp6KsrMzZeQcHB1+6B7vMcAxGHD+JiYkYNWoURo8ejW3btmHHjh2X+hYl/2Hi4+Od7XNAQAB+++03p503bdrUedyMGTPw999/48MPP8SUKVPQp08fdO/eHZMnT8Yrr7yCNWvW4LPPPgNAR0GbNm0uyfNcDhiNRhgMBrfXbDYbPvvsM9x0002Ii4tD79698dprrzknFeUjh8svK8zJycHzzz+PPn36IDY2FklJSRg7dqxzuevUqVPxzTff4NSpU84l/1Ut/z9+/DgmTJiAbt26IT4+HiNGjMDWrVud7zs+8/PPP2PChAlISEhAYmIinnzySRQXFzuPKysrw8yZM3HNNdcgNjYWHTp0wF133YV9+/bVqYw++eQTXHfddWjXrh169OiB5557DkVFRc73o6Oj8emnn2LKlClISEhA165d8dJLL6GsrMztPL///jsGDRqEdu3aoVu3bnjppZdQUlLidszBgwcxevRodOjQAR06dMDYsWORmprqdszp06cxbtw4dOzYEd26dcPChQvr9DwOpk6dipEjR+LZZ59Fp06dMHDgQOdSx5qeZ8SIEXjmmWfwzjvvoEePHmjfvj3uu+8+ZGVlYenSpbj66quRkJCAUaNGyeXO/zF27dqFe+65B507d0aHDh3wwAMP4NChQ873Hctrv/jiC/Tp0wddu3Z1jrV/+eUXDBgwAHFxcbjllluwbds2tG3b1mn/1S3NrSq9xeLFi9G/f3/Exsaid+/emDNnzjmntZg4cSJKSkpqDKz4+uuv0a5dO2zduhW33nor2rVrh2uvvRZ//PEHjh49ipEjR6J9+/a4+uqrzymtikRSnppsDaDD//HHH0evXr0QFxeH2267DStWrKj1NaZPn46kpCRomuZ87emnn0Z0dLSbI2DRokWIi4tDaWkpAGDLli0YPnw42rdvj6SkJEyZMgU5OTlu5968eTPuueceJCYmIjY2Fn379sWcOXOc13L05QsXLsT111+PpKSkWqcCcrQV69evx4gRI5xjlcWLFyMjIwPjxo1DQkICevXqhQ8//LDS5xxtzJw5c3D11Vdj5cqVuOmmmxAbG4trr70W33zzTa3LUCKRVI8UVf+jLF26FJ07d0bnzp3RvHlzfPHFF27vVxy4RUdHY+7cubj11lvRsWNHvP3225XOWdVEEQBMJhP+97//oVevXoiNjcVNN92En376ye2zffv2xdy5czFjxgx07twZCQkJmDx5MoqLi/Huu++iZ8+e6NixI8aPH4/c3Fy3z82ePRszZsxAUlISkpKS8Oijj7odA9Tc6X399ddo27YtFi9ejO7du6Nnz544dOgQbDYb3n33Xdx4442Ii4tDfHw8hg4divXr1zs/9/jjjwMA+vXr51wa3Ldv30rLhCvmpHJ0YHPnzkXnzp1x1VVXOe/7QgyS+/XrBx8fH3Tt2hVTp051u59PPvkEZrMZTz31FHQ6ndvnPD09MWXKFNx2220oKCio0zWvdGJjYwFwsg/Qjh555BFMmDABHTp0cKbZKCwsxIwZM3DVVVehXbt2uPHGG7FkyRK3cwkh8Nlnn6F///6Ii4vD1Vdfjffee88tr2dN9VrTNLzxxhvo27evcyA3a9YsWCwW5zE//fSTc3LXpUsXPPLII8jIyKjy+U6ePIl+/foBAB5//HG3XFe1sbFzmYQ57GbHjh0YOHAg4uLiqmxDatvOTJ8+HSNHjkSHDh3wzDPPAAD279+PcePGoUuXLoiJiUGPHj3cxJO+ffvi1KlT+Oabb5w2XF2OuYq2X13befr0aUyaNAlJSUlo3749Ro4cib1791ZZ7mfDYdtdu3aFn5+f8zvJycnB0qVLceutt1YZjXD99dfjnnvuQYMGDep8zX8zQghYrVbnj8lkQkpKCp566ikUFxfj5ptvdh77zDPPYPr06ejbty/eeecdDBs2DJ9++inGjBkDIQQGDx6M2267DQCjhwcPHgwhBEaPHo21a9di8uTJWLBgAcaMGYN169Y569uYMWPQq1cvhIaG4ssvv0Tv3r0r3efhw4cxaNAgpKam4qmnnsJrr70GRVEwcuTISulHnn32WYSHh+Ptt9/Gvffei6VLl2LevHnO9x977DEsWbIE999/Pz744ANMnToVBw8exMSJE2udJ/jHH3/EK6+8gmHDhmHBggUYO3YsvvvuO7z00ktux73xxhvIzs7G66+/jnvvvRdfffUVHn30Uef733//PcaOHYsWLVrgrbfewrhx47Bs2TJnmQJMSzN06FBkZ2fj5ZdfxrRp05Camorbb78d2dnZAICSkhIMHz4c+/fvxwsvvIBnnnkGixcvPqdUDADbr5SUFMyZMwdjx451pgWo6XkcZbNu3TpMmzYNjz/+ONatW4fhw4fjk08+wZQpU/Dkk09ix44dcsnkf4gNGzbg9ttvh6ZpmDZtGl566SWcOXMGQ4cOxZEjR9yOnT17NqZMmYIpU6YgPj4eK1aswEMPPYRWrVph7ty5uOaaa/Dggw+6iTm1Zf78+Xj66aeRnJyMefPmYdiwYXjvvfecbU1dadmyJcaPH4/ff/8dP/zww1mPtVqtmDRpEoYOHYq3334bHh4eeOSRR/DAAw+gd+/eeOONNxAaGoopU6YgLS3tnO5HIqmNrWVlZeG2227Dpk2bMHHiRMyZMwfh4eEYO3Ysli1bVqvr9OnTB/n5+di9e7fbtQGKog7++usvJCcnw8vLC5s3b8aoUaPg6emJ119/HU888QQ2bdqEO++80zl+3L9/P0aNGoXAwEDMnj0b77zzDjp06IC5c+dWcjjMnj0b99xzjzOVU12YNGkS+vbti3nz5qFZs2Z49tlnceeddyIqKgpvvvkmYmJiMGPGDOzcubPac2RmZuKFF17AnXfeiXfffRcRERGYOnVqpTZNIpHUHbn8/z/IkSNHsGPHDsyaNQsAMGjQILz++utIT09H/fr1q/3cO++8g4ceegjR0dFVTsTHjBmDnJwcZz6cJk2aQAiBsWPH4u+//8aECRPQsmVLLF++HBMnToTZbMYtt9zi/PzChQvRtWtXzJ49G7t27cKsWbOwZ88e1K9fHy+++CKOHTuG//3vfwgJCXHzoi9atAhNmzbF9OnTkZOTg5kzZ+Lo0aNYvHgxVFXF5s2bcdddd6FLly54/fXXkZ+fjzfeeAN33nknlixZAk9PTwCMSpo3bx5eeukl5OTkIDIyEv/73/+waNEiPPLII4iOjkZaWhreeustPPTQQ1i5ciV69+6NBx98EO+88w7mzp3rlte0Npw+fRrLly/HrFmzkJubi6CgIMyfPx+zZ8/G8OHD8fjjj2Pfvn2YM2cOzpw5g+nTp9f63KqqYt68eUhNTUVwcDB8fHyc761evRpt27at9vt2CO6SuuHYDKxx48bO137++Wdcd911eOutt2Cz2VBWVoY77rgDWVlZGD9+PBo3bozff/8dTz75JLKysvDAAw8AAGbNmoUFCxZg1KhR6NatG/bs2YPZs2fDbDZj7NixtarX7733Hj777DNMmTIFjRs3xo4dOzB79mwYDAaMHz8eW7duxSOPPIIxY8YgMTERaWlpePXVVzF58uQq8ymHhYVh7ty5GDduHB588EFcc801AFBrG3NMwsaNG4cGDRrg1VdfxSOPPIKQkBDcfvvtuOuuu/Duu+9iypQp6Nixo1s7M3r0aAwfPhwTJ07EkiVLMGnSJHh4eKBfv351amc+++wzDBs2DPfffz88PT2RkZGBYcOGIT4+Hi+//DKMRiNWrlyJjz76CCEhIXjggQcwd+5c3H///Wjbti3GjBmDsLCwOtWLim1nTk4Ohg4dCi8vLzz99NPw8vLCRx99hGHDhmHJkiVo2bJlrc+dnJyMv/76C7m5uW71bv369bBarZXSfpTnscceq9Nz/BfYvHkzYmJi3F5TFAVRUVFOBwRAUXPJkiV4+OGH8eCDDwIAunXrhrCwMDz22GP466+/0KtXL2cddQjX6enp8PLywpQpU9CpUycAbE9PnjzpdF42adKk0jLHipGac+fOhcFgwMcffww/Pz8AQO/evXHjjTfi1VdfddugolevXpgyZQoA1oe1a9di5cqVmDx5MsxmM4qLi/H000/jhhtuAAAkJSWhuLgYL7/8MjIzM2tVnzdu3Ijw8HAMGzYMqqoiKSkJ3t7elRyYwcHBmDdvHvR6PXr16gVVVTFjxgwcOnQIkZGReO2119CjRw+89tprzs80a9YMo0aNwqpVq9C7d2/MnTsXnp6e+PDDD51L5JOTk3HVVVfh/fffx5QpU/DNN9/g9OnT+O6775z9rsP5dC5YrVY8//zzbpHeNT1Pq1atADD9y9y5c525tJcvX441a9bg999/d9rkvn378N13353TvUkuP2bOnInGjRvj/fffdzqmu3fvjquvvhpz5szB66+/7jx26NChuO6665x/v/XWW4iNjcXMmTMBMJ+1oihun6kNhYWFeOeddzBkyBBn3vvu3bsjMDAQTz31FO666y5nHa0L99xzD5YvX44XX3wRXbp0qTYNgKZpeOCBBzB48GAAQEFBASZNmoSRI0firrvuAgCEhITg1ltvxe7du684B57kwlAbW1u4cCFycnLw888/O9vcXr16YdSoUfjf//6HG2+8Eap69jixTp06wcfHB+vXr0dcXBxOnTqFEydOICYmBps2bcKQIUNgNpuxceNGZ387c+ZMNG/eHPPnz3feW/v27dG/f38sXboUw4YNw/79+9G1a1e8+uqrznvo1q0bVq5cic2bN+Omm25y3sM111zjdNTWlVtvvdVpd97e3hgyZAji4uIwYcIEAAz6WLFiBf7++2/ExcVVeY7S0lJMmzYNycnJANg39+nTB6tWrarTuFQikVRGiqr/QZYsWQJ/f39cddVVAIBbbrkFr7/+OhYvXnzWfHpxcXGVNrQqT1UTxbVr12L16tWYPXu2c0LXo0cPlJaW4rXXXsONN97ojAjx8fHB7Nmzodfr0bVrV3zzzTfIyMjA4sWL4efnh169emHDhg34+++/3a6rKAoWLlzonHgGBwdj7Nix+Ouvv9C7d+9adXoOHB52BxkZGZg4caJb1K6npyfGjx+PAwcOICEhwZkPqE2bNnXeqMpqtWLKlCno2rUrgH9mkFxeaHGQnp5+RS/1PV8c0W4O8vPzsWnTJrzzzjuIj493RqwCFLdffPFFeHt7A6AT4ODBg1i0aBE6duwIgDZhtVrx9ttvY+jQoVBVFQsXLsSIESOcwle3bt2Qk5PjXP5bm3q9adMmxMTE4NZbbwVAMcXLy8spVGzduhUeHh6477774OHhAQAIDAzErl27IISolBfWaDQ6602TJk3Qtm3bWt8LcH6TsOHDhzvbpx49emDgwIF4++230a9fP6xbt67W7UxYWBimTp3qHNyuWbMGbdq0wRtvvOEsl65du2L9+vXYvHkzHnjgAbRt2xZGo/Gc81hVbDtnz56NvLw8fP755wgPDwfAifUNN9yAN954A2+++Wadzu/r61spP6MjMuhSbp53ORITE+PcICg9PR1vvPEGLBYLZs+e7TZpcESDlp/wAED//v3x+OOPY+PGjejVq1el89evXx8ff/wxADrNUlJScOTIEfz9999uEeI1sWnTJvTp08fZrwHcKKJ///5466233Jb3V6yTDRo0wKlTpwDQZhcsWACA/VlKSgqOHj2KP//8EwBqfU9dunTBl19+iUGDBuGaa65B7969cdNNN1VqI/r37++2+dO1116LGTNmYMuWLVBVFWlpaRg9erRb+5mYmAhfX1+sXbsWvXv3xoYNG9C5c2d4eno6j/P19UWnTp2wbt06AIwsbdy4sZsjs2HDhuecZ87T07PKTT/O9jyOvrhly5ZumxOGhoYiODjYre8NDAxEYWHhOd2b5PKipKQEu3btwtixY91W+vj7+zsFiPKUr6OlpaXYs2cPHnroIbdjBgwYUGdRddu2bSgtLUXfvn3d7MnhGFq7du05iao6nQ4zZszAwIED8dxzz7ltGlSRhIQE5+8O8bW8DTrSTslVT5Jzoba2tmnTJiQkJFSa7wwYMACPP/44jh49WmNKO4PBgG7dumHdunUYPXo01q9fj6ZNm+L666939umbN29GSUkJ+vTpg9LSUuzYsQP33HOP25ygcePGaNmyJdauXYthw4bhlltuwS233AKTyYQTJ04gJSUFe/bsgc1mq9T/RkVFnXNZVWWL7du3d74WFBQEADX2Q+Xt1zEGr+j0lUgkdUeKqv8xrFYrli1bhquuugomkwkmkwmenp7o3LkzFi9ejAcffLDScnAH59LYr1+/HoqioFevXpUGfcuWLcOhQ4ecIk1cXJzb5CU0NBS+vr5uk8rAwEAcPHjQ7RoVJ559+/aFwWDAli1b0Llz51p1etU9oyOSICcnBykpKTh27Bj++OMPALWfjNZE+Wv+U4PkiiiKApvNdt7nuVKpKtpNVVUkJyfjxRdfdBMaIiIinIIqwMFfeHi4U1B1MGDAACxZsgQ7duyAoiiwWCyVoq4cy8prO5jr3LkzZs6ciTvuuANXX301evbsieHDhzvPl5iYiNmzZ+Omm27C9ddfj549e6J79+5VikXVUdt7cXCuk7Dyy7IVRXFGKZSWltapnWnZsqVbxIJjIzeLxYJjx47h+PHjOHDgAHJyctzyEJ8PFduV9evXo02bNqhfv77zflVVRc+ePWu9VK0mHM94LktK/8v4+PigXbt2AIB27dohISEBN998M+6++2588803ztzR+fn5ANgPlUev1yMoKOisE5Nly5Zh1qxZOHPmDAIDA9G6dWtntHZtyc/PrzJCLCQkBEIIt1ymXl5ebseoquq2rH/16tWYPn06jh49Ch8fH0RHRztXLtR2+f8NN9wATdOwaNEizJ07F2+88QbCw8MxefJk9O/f33lcxajXevXqAaA95+XlAQCef/55p7BdHkfakby8PPz000+V0ncAcPt+qsrzHRoaiqysrFo9U8X7rGpzwbM9j4OqNpyq+J1I/jsUFhZCCFGtfVZsGxx1BnDVm4p192yrxKrDYU/VBTtUl8anNkRGRmLcuHGYNWvWWXOiVlX369rWSSTVUVtby8/Pr9KB7PhcbUX9Xr164fnnn0dZWRnWr1/vXLX32muv4fjx4/jrr78QExOD+vXrIz09HZqm4b333sN7771X6VyOQIWysjK8+OKL+O6772C1WhEREYGEhATo9fpK/e/5bA53ofqh8p9xjCNrO06QSCTVI0XV/xgrV65EVlYWvv766yqTYP/555/OCNaKnEtjn5eXByEEOnToUOX7GRkZTrHjXDuEipMeVVURGBiIgoICFBQU1KrTc1B+8AswOfrzzz+PXbt2wdPTE5GRkc7IsgvVyZQv139ykFye8PBwZ97PqrBarcjJyanzMucrhfLRboqiwMPDAw0bNqyyDle0m7OJJQAHf466Vd3mYLWt1/feey98fHywdOlSvPLKK3j55ZcRFRWFJ554AsnJyUhISMC7776LDz/8EAsWLMC8efMQGhqK++67DyNHjqxVWdTVxs51ElZx0lmvXj0IIVBYWFindqZi2WuahlmzZuGzzz5DSUkJGjZsiLi4uEr3fT5UvGZeXh5SUlIqCfMOSktLz1uUcbRTp0+frtYRk5mZiaCgIDdn1pVGvXr18Mwzz2D8+PGYNm2a05HmiDzMzMx0m6xZLBZnqpaq2LJlC6ZMmYLhw4e75az93//+57bJVE0EBARUKQ5mZmYCYNRJbfqDEydOYOzYsejXrx/mz5/vjMb87LPPsHr16lrfDwDceOONuPHGG1FYWIg1a9bgvffew6OPPopOnTo57dPRhzlwPENwcDD8/f0BMO1EUlJSpfM7ytzPzw9du3Z1Rq+Xx1FXg4KCkJKSUun9itc/X872PJIrEz8/PyiKUq19ns0Z5+/vD1VVK322Yj1zCPwVnWLFxcVOh4jDnl577TU0a9as0rXOR6ABOH747bff8OKLL+Kee+45r3NJJOdCbW2tNv1lbejVqxcsFgu2bt3qXOYfExMDX19fbN68GX/99ZdzNZSPjw8URcGoUaPcHIsOHGO4adOm4ddff8Xrr7+Orl27OoMsHEvsJRLJlcGVO9P6j7JkyRKEh4djxowZld6bMGECvvjii2pF1XPBz88P3t7ezqUTFamYv+xcqDgYtdlsyM3NdeYRrU2nVxVFRUW49957ER0djR9++MEZ4bZq1Sr8+uuvNd5XxUjQ2iyf+KcHyQ66d++Ojz76CJmZmZUisQBGNj3wwAOYNWtWleV2pVM+2q2uBAQEVCkGlB/8OaIXc3Jy0KJFC+cxZ86cQUpKCmJjY2tVr1VVxbBhwzBs2DBkZ2dj1apVmDdvHsaPH49169bBaDSiR48ezqXyGzZswMcff4zp06cjPj7ebenQ2criXG2sLuTm5roJq1lZWdDpdAgMDDyvdsYhKj/33HO49tprnVHvNeW1Otuktyb8/PyQlJRUbU5To9FY4zlqokuXLjAYDFi1alW1kcejR49GaWkpfv755/O+3r+Za665Bj169MAPP/yA//u//0Pnzp2dot/333/vzKkKcFMim83mjDSvmKdt27Zt0DQNEyZMcNYlm83mXLauaRpUVa0xv1tiYiL+/PNPFBYWup3nxx9/RLt27WpdR3bv3g2TyYTRo0e7LW93CKq1dQ4+/PDDsFqtmDt3Lvz8/HD99dfDYDBg7NixyMjIcNrmH3/84cwLDQC//vorFEVBly5d0KhRI9SrVw8nT550E2kyMzPx6KOPYujQoWjSpAmSkpJw+PBhtGnTximiCiHwyCOPoGnTpmjTpg26dOmCH374Abt27XK2xTk5Odi+fbtb+pXz5WzPI7ky8fb2RmxsLH766SeMGTPGubqrsLAQK1euPGvd8PLyQkJCAn799VeMGTPG2Q440nE4cDgfz5w543wtPz8fR44cceZDbN++PQwGA9LT093SlOzfvx8vv/wyxo4di4YNG57zc+p0Orz88ssYOHAg5s+ff87nkUjOldraWmJiIj7++GOkpqa6pQBYtmwZQkNDaz3XDA0NRdu2bfH5558jMzMTSUlJ0Ol0SExMxDfffIOjR48689T7+vqibdu2OHr0qNt8oKysDA899BB69uyJyMhIbN261bkZsYPdu3cjJydHriSSSK4gzj7ql/yryMrKwurVq9G/f3/nkobyPzfccAPWrl2L1NTUc75GxYliUlISSkpKIIRAu3btnD+HDh3CW2+9Vecd7ati9erVMJvNzr9XrFgBq9WK5OTkSp2e48ex6+rGjRurPe/Ro0eRl5eHO++8E61atXI+219//QXAJaZUNTn29fWttNtpxVywVVF+kFz+fg0GA2bOnFlpp/FzZdiwYTAYDHjppZcqib+lpaV48803ERAQcNZNbiTnRmJiIk6dOlUpam3ZsmUwGAyIi4tDXFwcDAYDVqxY4XbMRx99hIceegienp61qtdDhw517s5dr149DBo0CMOGDUNhYSGKiorwyiuv4LbbboMQAl5eXujTp48zAX/5yVx5KqYHOR8bqwuOtBsABZbffvsNHTt2hNFoPK92ZuvWrYiMjMRtt93mFK/S09Nx8OBBtwFvRTuvatLraDNqIikpCceOHUPz5s3d7nfZsmVYvHhxtSlY6oK/vz9uu+02fPXVV1Xu9vrDDz9gz549bmkVrmSeeOIJZ5totVoRGRmJgQMHYu7cuZg9ezbWrVuHBQsW4Pnnn0fnzp3Ro0cPAC5H2A8//IDU1FSn4PHCCy9gw4YN+O2333DXXXdh//79AFzONX9/f2RlZWHVqlVVRpyOGzcOZrMZd955J37++WesWLEC9957L1JTUzFp0qRaP1dMTAz0ej1effVVrF27Fn/++SfGjx+PlStXut1PTXTp0gXLly/HK6+8gvXr1+PXX3/FG2+8gWbNmqF169bO43bu3IlHHnkEq1evxvvvv4/Zs2fj//7v/9C4cWPodDpMnDgRX3zxBV566SWsXbsWP//8M+6++27s3bvXGbk9ZswYnDhxAqNHj8bvv/+O1atXY/z48fjxxx+d17r55psRFRWFcePG4dtvv8Xvv/+O++6774JPUs/2PJIrl8mTJyMlJQX33nsvVqxYgV9++QUjR46E2Ww+694EAHfpPnbsGMaMGYNVq1bhk08+wSuvvOJ2THR0NBo2bIi5c+di+fLlWLFiBe6//343J2VQUBDuvfdevPHGG3j99dexfv16fPvtt3jwwQdx4sQJN7s8V1q1aoWxY8fKfMCSS0ZtbO2uu+5CYGAg7rrrLnz77bdYtWoVJk6ciA0bNmDixIk1OjHL07t3byxfvhzNmzd3Ogs7d+6MrVu3IiwszG2F0aRJk7BmzRpMnjwZq1atwh9//IF7770X69atcx4XFxeHNWvW4PPPP8emTZvw8ccf47777oOiKCgtLb2AJSWRSC5nZKTqf4hvvvkGVqu12sjDgQMHYtGiRfjqq6/O+RrlJ4pt2rRBr169kJiYiDFjxmDMmDFo2bIldu7ciTlz5qB79+4XZAldWloaHnzwQdx55504c+YMZs2ahe7duzt3r580aRLuv/9+TJ48GQMGDIDNZsMHH3yAHTt2uEUgVaR58+bw9fV17vyr1+vx66+/YsmSJQDg7Awdk+rly5ejZ8+eaNmyJfr06YP58+dj3rx5iI+Px8qVK7F+/foan6X8ILmoqAidO3d2bqaiKMoFGSQDzPP53HPP4cknn8SwYcMwdOhQNGzYECdOnMCHH36IlJQUvPfee265QCUXhkGDBmHRokUYN24cJkyYgMaNG+OPP/7A0qVLMW7cOGd9uvPOO/HRRx/BaDSiS5cu2LVrFz799FNMmjQJer2+VvU6MTERH3zwAUJCQpCQkID09HQsXLgQSUlJCA4ORnJyMhYuXIipU6diwIABsFgseP/99xEYGFhttI1DeFy/fj1atmyJ9u3bn7ON1YVXX30VZrMZzZs3x+LFi3HkyBF89NFHAHBe7UxcXBzefvttvPvuu4iPj0dKSgrmz58Ps9nsNuD19/fH3r17sWnTJsTFxaFLly7w8vLCyy+/jIcffhjFxcWYO3durfKwjho1Ct999x1GjRqFu+++G0FBQfjpp5/w1Vdf4fHHHz/vsnIwadIk7Nq1CyNHjnTm2LVarVi9ejW++uor9OzZE/fee+8Fu96/mRYtWmDEiBH44IMP8Omnn2LUqFGYNm0amjZtiqVLl2LBggUICwvDiBEjMHbsWOck7ZprrsF3332HqVOn4rbbbsNzzz2HZ555BgsXLsQvv/yCkJAQdO7cGXPnzsXYsWOxdetW9OrVC4MGDcKqVaswduxYTJgwwbmk0EGrVq2waNEizJo1C0888QQURUFcXBw+/vhjdOrUqdbP1bRpU8ycORNz587Fgw8+iICAAMTHx+OTTz7BiBEjsGXLFreNdKpj6NChsFgs+OKLL7Bo0SJ4enoiOTkZjz76KAwGg/O4kSNHIj09HePGjUNQUBAeeOABjB492vn+4MGD4ePjg/fffx9ffvklvL290aFDB7z22mtOobJ169b47LPPMHv2bDz22GMQQiAqKgpvvfUW+vXrB4DR3B999BGmT5+OadOmQVEUp9iZnZ1d6/KpiZqeR3Jl4ug733zzTUyaNAlGoxGdOnXCK6+8UmPe+06dOmHBggV49dVXMXbsWDRt2hRTpkxxbk4K0Hn55ptvYvr06Zg0aRJCQkIwcuRIHD16FMeOHXMe9/DDDyM0NBSLFi3C+++/j4CAACQnJ2PSpEluew2cD/fddx+WL1+OPXv2XJDzSSR1oTa2Fhoais8//xwzZ87EtGnTYLFY0Lp1a+dmpnWhd+/eeOutt9xS1Djmk71793bLvd29e3csWLAAc+fOxYQJE2AwGBATE4OFCxc69wqYOnUqLBYLXn/9dZjNZkRERODBBx/E4cOH8ccff8j9LSSSKwUh+c9w/fXXi/79+5/1mOuuu04kJyeLIUOGiOHDhztfj4qKEm+++WaN1zhw4IC47rrrRExMjJg/f74QQoji4mIxffp00bNnTxETEyP69u0rZs6cKcrKypyf69Onj5gyZYrbuYYPH+52D0IIMWXKFNGnTx+3z02aNEk899xzIj4+XnTt2lVMnz5dlJaWun1u3bp14o477hBxcXGiY8eO4s477xSbN292vr906VIRFRUlUlNT3T63YcMGMWjQIBEXFyeSk5PF3XffLbZs2SISEhLEK6+8IoQQoqioSIwaNUrExMSI++67z/nMTz31lEhMTBTx8fHi4YcfFitWrHC7xptvvimioqKqLMdPP/1U3HDDDSImJkZ07dpVTJ48WZw6deqsZV/b76g8W7duFRMmTBC9evUSsbGxzvI8dOhQpWMrlv2VSlX1sq7HZmdniyeeeEJ06dJFxMbGigEDBojFixe7HaNpmliwYIG46qqrRGxsrLjuuuvEZ5995nZMTfXaYrGIN99803mO5ORk8eSTT4qcnBznMd9//70YOHCgiI+PFwkJCeLee+8V+/fvP+tzzZgxQ8THx4tOnToJk8lUq3upysY2bNggoqKixIYNG5yvpaamiqioKLF06VK3z3333XfihhtuEO3atRNDhgxx+4wQ597OmEwm8fzzz4tu3bqJuLg4ce2114o333xTzJkzR8TGxoq8vDxnOSUnJ4vY2Fjnc61atUoMGDBAxMTEiGuuuUYsW7ZM3H333W7XqM4uU1JSxIQJE0RiYqKIi4ursg5U5GxtRnUUFxeL+fPni5tvvll07NhRdOjQQQwcOFB8+umnzu/OQcWyl0jqwrn0QRebqtqc6vinn6cufYnkv83Fbnsvpa1WN96WSCQ1U9U49mJSlz5UIpG4UISQW75JLl/69u2LpKQkvPzyy5f6Vi450dHRGDduHMaPH/+PnH/q1KnYtGmT2zJsieSf5uuvv8bjjz+OFStWVLm765XEnDlzMHfuXBw4cOAfOf/JkyfRr18/zJgxA4MGDfpHriH57/JP90EXgo0bN+LOO+/EM888g5iYGGc0UVX8U8+TlpaGtLQ0PP/88/D19cUnn3xyQc8v+fdxsdve6Oho3HbbbRg8eDAiIyOr3EDyQmM2m7F3716sXLkS77zzjuzTJZJzoG/fvoiMjMSYMWPQpEmTi7pp4vbt27Fnzx688MIL+Pjjj50RvBKJpGbk8n+J5F9EWloatm/ffkEHyTk5OThx4gRycnIuyPkkEsn5sX37dvj6+iIyMvKCnXPv3r04derUBTufRHI588ILLwAA9uzZ49wM62Lx+eefY968eQDgtsRUIrmYLFmyBEuWLMHChQvRtWvXf/x6Z86cwZAhQ/7x60gk/3VWrVqFVatW4aWXXsLgwYMvyjWtVqu0X4nkPJCiqkTyL+KfGCSvWLHCmesrPDz8gpxTIpGcO0OGDEGHDh3w+eefX7BzPvDAA0hPT79g55NcefxTEdQXks6dO9f6Pv+p55k4cSImTpz4j5xb8u8kIiLiotrPpbDVpk2b/ivaCInkcuZSrRbU6/XSfiWS80Au/5dIJBKJRCKRSCQSiUQikUgkkjqgXuobkEgkEolEIpH8fzt2TAMAAMAwyL/raei5BGQAAAA8kaoAAAAAAIFUBQAAAAAIpCoAAAAAQCBVAQAAAAACqQoAAAAAEEhVAAAAAIBAqgIAAAAABFIVAAAAACAYFgDf3Vf/nLIAAAAASUVORK5CYII=", + "text/plain": [ + "<Figure size 1375.35x1250 with 30 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.pairplot(data_final, hue=\"Machine failure\", palette=\"cool\", vars=[\"Air temperature [°C]\", \n", + " \"Process temperature [°C]\", \"Rotational speed [rpm]\", \n", + " \"Torque [Nm]\", \"Tool wear [min]\"])" + ] + }, + { + "cell_type": "markdown", + "id": "53d5d890", + "metadata": {}, + "source": [ + "This shows that the two features Air temperature and Process temperature as well as Rotational Speed and Torque are particularly correlated.\n", + "In addition, all graphs containing rotational speed and torque show that the extreme values of both, i.e. extremely low or extremely high, are most likely to lead to errors." + ] + }, + { + "cell_type": "markdown", + "id": "ff732297", + "metadata": {}, + "source": [ + "#### Violin Chart\n", + "This is again underlined by a violin chart in the following." + ] + }, + { + "cell_type": "code", + "execution_count": 105, + "id": "7cfcfc03", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\alexa\\AppData\\Local\\Temp\\ipykernel_3524\\1313887791.py:9: FutureWarning: \n", + "\n", + "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n", + "\n", + " sns.violinplot(data=data_final, x=\"Machine failure\", y=i, ax=axes[j], palette=\"cool\")\n", + "C:\\Users\\alexa\\AppData\\Local\\Temp\\ipykernel_3524\\1313887791.py:9: FutureWarning: \n", + "\n", + "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n", + "\n", + " sns.violinplot(data=data_final, x=\"Machine failure\", y=i, ax=axes[j], palette=\"cool\")\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "<Figure size 1500x500 with 2 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.rcParams[\"axes.labelsize\"] = 12\n", + "plt.rcParams[\"axes.titlesize\"] = 16\n", + "\n", + "fig, axes = plt.subplots(1, 2, figsize=[15,5])\n", + "axes = axes.flatten()\n", + "j=0\n", + "\n", + "for i in [\"Rotational speed [rpm]\",\"Torque [Nm]\"]:\n", + " sns.violinplot(data=data_final, x=\"Machine failure\", y=i, ax=axes[j], palette=\"cool\")\n", + " axes[j].set_title(i + \" violin distribution with reference to target\", )\n", + " j += 1" + ] + }, + { + "cell_type": "markdown", + "id": "122df3a6", + "metadata": {}, + "source": [ + "It can be seen that most errors occur at values that are significantly higher or lower than the average at no error." + ] + }, + { + "cell_type": "markdown", + "id": "df972fad", + "metadata": {}, + "source": [ + "#### Heatmap" + ] + }, + { + "cell_type": "code", + "execution_count": 108, + "id": "459b6f61", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Non-numeric columns: Index(['Type', 'Failure Mode'], dtype='object')\n" + ] + } + ], + "source": [ + "non_numeric_columns = data_final.select_dtypes(include=['object']).columns\n", + "print(\"Non-numeric columns:\", non_numeric_columns)" + ] + }, + { + "cell_type": "code", + "execution_count": 109, + "id": "46e05b2b", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 800x800 with 2 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "data_numeric = data_final.drop(columns=non_numeric_columns)\n", + "plt.figure(figsize=(8, 8))\n", + "sns.heatmap(data_numeric.corr(), annot=True, cmap=\"coolwarm\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "dcff5fb0", + "metadata": {}, + "source": [ + "The heat map also shows the correlations between Air temperature and Process temperature as well as Rotational Speed and Torque among the independent variables. However, there is the additional information that Air temperature and Process temperature are positively correlated while Rotational Speed and Torque are negatively correlated. Of course, the heatmap also shows the correlation between Machine failure and the four other defect types. However, since only either Machine Failure or the four defect types are used for the classification and these are the dependent variables, this is negligible." + ] + }, + { + "cell_type": "markdown", + "id": "2595f222", + "metadata": {}, + "source": [ + "### Feature Selection\n", + "Thus, two features are removed at this point. Between the two features Air temperature and Process temperature the feature Air temperature is removed because the Process temperature is more related to the process and the machine. Between the features Rotational Speed and Torque, the feature Rotational Speed is discarded because it is not evenly distributed when looking at the histogram, but has strong outliers on the right side.\n", + "\n", + "In addition, the multicollinearity between the features is checked at this point via the Variance Inflation Factor. It is checked before and after reducing the two features." + ] + }, + { + "cell_type": "code", + "execution_count": 112, + "id": "26ca3131", + "metadata": {}, + "outputs": [], + "source": [ + "from statsmodels.stats.outliers_influence import variance_inflation_factor\n", + "\n", + "# Declaring a data frame with all features to check for multicollinearity\n", + "# Since categorical data is not preprocessed, only the numerical ones are taken\n", + "variables = data_final[[\"Air temperature [°C]\",\"Process temperature [°C]\",\"Rotational speed [rpm]\",\"Torque [Nm]\",\"Tool wear [min]\"]]\n", + "\n", + "# Creating a new data frame which includes all VIFs\n", + "# Each variable has its own variance inflation factor. This measure is variable specific\n", + "vif = pd.DataFrame()\n", + "\n", + "# Output of the respective VIFs by using the variance_inflation_factor module\n", + "vif[\"VIF\"] = [variance_inflation_factor(variables.values, i) for i in range(variables.shape[1])]\n", + "\n", + "# Including variable names so it is easier to explore the result\n", + "vif[\"Features\"] = variables.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 113, + "id": "791954cd", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>VIF</th>\n", + " <th>Features</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>0</th>\n", + " <td>621.870040</td>\n", + " <td>Air temperature [°C]</td>\n", + " </tr>\n", + " <tr>\n", + " <th>1</th>\n", + " <td>1380.280551</td>\n", + " <td>Process temperature [°C]</td>\n", + " </tr>\n", + " <tr>\n", + " <th>2</th>\n", + " <td>191.307195</td>\n", + " <td>Rotational speed [rpm]</td>\n", + " </tr>\n", + " <tr>\n", + " <th>3</th>\n", + " <td>46.147708</td>\n", + " <td>Torque [Nm]</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4</th>\n", + " <td>3.870109</td>\n", + " <td>Tool wear [min]</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], + "text/plain": [ + " VIF Features\n", + "0 621.870040 Air temperature [°C]\n", + "1 1380.280551 Process temperature [°C]\n", + "2 191.307195 Rotational speed [rpm]\n", + "3 46.147708 Torque [Nm]\n", + "4 3.870109 Tool wear [min]" + ] + }, + "execution_count": 113, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "vif" + ] + }, + { + "cell_type": "code", + "execution_count": 114, + "id": "5262212d", + "metadata": {}, + "outputs": [], + "source": [ + "data_no_corr = data_final.drop([\"Air temperature [°C]\",\"Rotational speed [rpm]\"], axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 115, + "id": "1c9bc175", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>Type</th>\n", + " <th>Process temperature [°C]</th>\n", + " <th>Torque [Nm]</th>\n", + " <th>Tool wear [min]</th>\n", + " <th>Machine failure</th>\n", + " <th>Tool Wear Failure</th>\n", + " <th>Heat Dissipation Failure</th>\n", + " <th>Power Failure</th>\n", + " <th>Overstrain Failure</th>\n", + " <th>Failure Mode</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>0</th>\n", + " <td>M</td>\n", + " <td>35.45</td>\n", + " <td>42.8</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>No Failure</td>\n", + " </tr>\n", + " <tr>\n", + " <th>1</th>\n", + " <td>L</td>\n", + " <td>35.55</td>\n", + " <td>46.3</td>\n", + " <td>3</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>No Failure</td>\n", + " </tr>\n", + " <tr>\n", + " <th>2</th>\n", + " <td>L</td>\n", + " <td>35.35</td>\n", + " <td>49.4</td>\n", + " <td>5</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>No Failure</td>\n", + " </tr>\n", + " <tr>\n", + " <th>3</th>\n", + " <td>L</td>\n", + " <td>35.45</td>\n", + " <td>39.5</td>\n", + " <td>7</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>No Failure</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4</th>\n", + " <td>L</td>\n", + " <td>35.55</td>\n", + " <td>40.0</td>\n", + " <td>9</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>No Failure</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], + "text/plain": [ + " Type Process temperature [°C] Torque [Nm] Tool wear [min] \\\n", + "0 M 35.45 42.8 0 \n", + "1 L 35.55 46.3 3 \n", + "2 L 35.35 49.4 5 \n", + "3 L 35.45 39.5 7 \n", + "4 L 35.55 40.0 9 \n", + "\n", + " Machine failure Tool Wear Failure Heat Dissipation Failure \\\n", + "0 0 0 0 \n", + "1 0 0 0 \n", + "2 0 0 0 \n", + "3 0 0 0 \n", + "4 0 0 0 \n", + "\n", + " Power Failure Overstrain Failure Failure Mode \n", + "0 0 0 No Failure \n", + "1 0 0 No Failure \n", + "2 0 0 No Failure \n", + "3 0 0 No Failure \n", + "4 0 0 No Failure " + ] + }, + "execution_count": 115, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_no_corr.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 116, + "id": "57fb28ca", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>Type</th>\n", + " <th>Process temperature [°C]</th>\n", + " <th>Torque [Nm]</th>\n", + " <th>Tool wear [min]</th>\n", + " <th>Machine failure</th>\n", + " <th>Tool Wear Failure</th>\n", + " <th>Heat Dissipation Failure</th>\n", + " <th>Power Failure</th>\n", + " <th>Overstrain Failure</th>\n", + " <th>Failure Mode</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>count</th>\n", + " <td>9973</td>\n", + " <td>9973.000000</td>\n", + " <td>9973.000000</td>\n", + " <td>9973.000000</td>\n", + " <td>9973.000000</td>\n", + " <td>9973.000000</td>\n", + " <td>9973.000000</td>\n", + " <td>9973.000000</td>\n", + " <td>9973.000000</td>\n", + " <td>9973</td>\n", + " </tr>\n", + " <tr>\n", + " <th>unique</th>\n", + " <td>3</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>5</td>\n", + " </tr>\n", + " <tr>\n", + " <th>top</th>\n", + " <td>L</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>No Failure</td>\n", + " </tr>\n", + " <tr>\n", + " <th>freq</th>\n", + " <td>5984</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>9643</td>\n", + " </tr>\n", + " <tr>\n", + " <th>mean</th>\n", + " <td>NaN</td>\n", + " <td>36.854031</td>\n", + " <td>39.978993</td>\n", + " <td>107.921087</td>\n", + " <td>0.033089</td>\n", + " <td>0.004612</td>\n", + " <td>0.011531</td>\n", + " <td>0.009125</td>\n", + " <td>0.007821</td>\n", + " <td>NaN</td>\n", + " </tr>\n", + " <tr>\n", + " <th>std</th>\n", + " <td>NaN</td>\n", + " <td>1.483692</td>\n", + " <td>9.966805</td>\n", + " <td>63.649152</td>\n", + " <td>0.178879</td>\n", + " <td>0.067762</td>\n", + " <td>0.106768</td>\n", + " <td>0.095091</td>\n", + " <td>0.088095</td>\n", + " <td>NaN</td>\n", + " </tr>\n", + " <tr>\n", + " <th>min</th>\n", + " <td>NaN</td>\n", + " <td>32.550000</td>\n", + " <td>3.800000</td>\n", + " <td>0.000000</td>\n", + " <td>0.000000</td>\n", + " <td>0.000000</td>\n", + " <td>0.000000</td>\n", + " <td>0.000000</td>\n", + " <td>0.000000</td>\n", + " <td>NaN</td>\n", + " </tr>\n", + " <tr>\n", + " <th>25%</th>\n", + " <td>NaN</td>\n", + " <td>35.650000</td>\n", + " <td>33.200000</td>\n", + " <td>53.000000</td>\n", + " <td>0.000000</td>\n", + " <td>0.000000</td>\n", + " <td>0.000000</td>\n", + " <td>0.000000</td>\n", + " <td>0.000000</td>\n", + " <td>NaN</td>\n", + " </tr>\n", + " <tr>\n", + " <th>50%</th>\n", + " <td>NaN</td>\n", + " <td>36.950000</td>\n", + " <td>40.100000</td>\n", + " <td>108.000000</td>\n", + " <td>0.000000</td>\n", + " <td>0.000000</td>\n", + " <td>0.000000</td>\n", + " <td>0.000000</td>\n", + " <td>0.000000</td>\n", + " <td>NaN</td>\n", + " </tr>\n", + " <tr>\n", + " <th>75%</th>\n", + " <td>NaN</td>\n", + " <td>37.950000</td>\n", + " <td>46.700000</td>\n", + " <td>162.000000</td>\n", + " <td>0.000000</td>\n", + " <td>0.000000</td>\n", + " <td>0.000000</td>\n", + " <td>0.000000</td>\n", + " <td>0.000000</td>\n", + " <td>NaN</td>\n", + " </tr>\n", + " <tr>\n", + " <th>max</th>\n", + " <td>NaN</td>\n", + " <td>40.650000</td>\n", + " <td>76.600000</td>\n", + " <td>253.000000</td>\n", + " <td>1.000000</td>\n", + " <td>1.000000</td>\n", + " <td>1.000000</td>\n", + " <td>1.000000</td>\n", + " <td>1.000000</td>\n", + " <td>NaN</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], + "text/plain": [ + " Type Process temperature [°C] Torque [Nm] Tool wear [min] \\\n", + "count 9973 9973.000000 9973.000000 9973.000000 \n", + "unique 3 NaN NaN NaN \n", + "top L NaN NaN NaN \n", + "freq 5984 NaN NaN NaN \n", + "mean NaN 36.854031 39.978993 107.921087 \n", + "std NaN 1.483692 9.966805 63.649152 \n", + "min NaN 32.550000 3.800000 0.000000 \n", + "25% NaN 35.650000 33.200000 53.000000 \n", + "50% NaN 36.950000 40.100000 108.000000 \n", + "75% NaN 37.950000 46.700000 162.000000 \n", + "max NaN 40.650000 76.600000 253.000000 \n", + "\n", + " Machine failure Tool Wear Failure Heat Dissipation Failure \\\n", + "count 9973.000000 9973.000000 9973.000000 \n", + "unique NaN NaN NaN \n", + "top NaN NaN NaN \n", + "freq NaN NaN NaN \n", + "mean 0.033089 0.004612 0.011531 \n", + "std 0.178879 0.067762 0.106768 \n", + "min 0.000000 0.000000 0.000000 \n", + "25% 0.000000 0.000000 0.000000 \n", + "50% 0.000000 0.000000 0.000000 \n", + "75% 0.000000 0.000000 0.000000 \n", + "max 1.000000 1.000000 1.000000 \n", + "\n", + " Power Failure Overstrain Failure Failure Mode \n", + "count 9973.000000 9973.000000 9973 \n", + "unique NaN NaN 5 \n", + "top NaN NaN No Failure \n", + "freq NaN NaN 9643 \n", + "mean 0.009125 0.007821 NaN \n", + "std 0.095091 0.088095 NaN \n", + "min 0.000000 0.000000 NaN \n", + "25% 0.000000 0.000000 NaN \n", + "50% 0.000000 0.000000 NaN \n", + "75% 0.000000 0.000000 NaN \n", + "max 1.000000 1.000000 NaN " + ] + }, + "execution_count": 116, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_no_corr.describe(include=\"all\")" + ] + }, + { + "cell_type": "code", + "execution_count": 117, + "id": "50727d68", + "metadata": {}, + "outputs": [], + "source": [ + "from statsmodels.stats.outliers_influence import variance_inflation_factor\n", + "\n", + "# Declaring a data frame with all features to check for multicollinearity\n", + "# Since categorical data is not preprocessed, only the numerical ones are taken\n", + "variables = data_no_corr[[\"Process temperature [°C]\",\"Torque [Nm]\",\"Tool wear [min]\"]]\n", + "\n", + "# Creating a new data frame which includes all VIFs\n", + "# Each variable has its own variance inflation factor. This measure is variable specific\n", + "vif = pd.DataFrame()\n", + "\n", + "# Output of the respective VIFs by using the variance_inflation_factor module\n", + "vif[\"VIF\"] = [variance_inflation_factor(variables.values, i) for i in range(variables.shape[1])]\n", + "\n", + "# Including variable names so it is easier to explore the result\n", + "vif[\"Features\"] = variables.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 118, + "id": "9f593757", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>VIF</th>\n", + " <th>Features</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>0</th>\n", + " <td>19.348557</td>\n", + " <td>Process temperature [°C]</td>\n", + " </tr>\n", + " <tr>\n", + " <th>1</th>\n", + " <td>16.579027</td>\n", + " <td>Torque [Nm]</td>\n", + " </tr>\n", + " <tr>\n", + " <th>2</th>\n", + " <td>3.864797</td>\n", + " <td>Tool wear [min]</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], + "text/plain": [ + " VIF Features\n", + "0 19.348557 Process temperature [°C]\n", + "1 16.579027 Torque [Nm]\n", + "2 3.864797 Tool wear [min]" + ] + }, + "execution_count": 118, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "vif" + ] + }, + { + "cell_type": "markdown", + "id": "1dfd2dd2", + "metadata": {}, + "source": [ + "Normally, features with VIF values above 10 are removed because they have a high correlation to the other independent features. Here, however, it can be seen by comparing the VIF values before and after removing the two features that the correlation has already been significantly reduced and the remaining three features are also very different metrics that should be retained for generalizability of the algorithms that follow later. For these reasons, no additional feature is removed at this point due to the VIFs." + ] + }, + { + "cell_type": "markdown", + "id": "6e3137f5", + "metadata": {}, + "source": [ + "##### Renewed correlation matrix" + ] + }, + { + "cell_type": "code", + "execution_count": 121, + "id": "36996f6d", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Non-numeric columns: Index(['Type', 'Failure Mode'], dtype='object')\n" + ] + } + ], + "source": [ + "non_numeric_columns = data_no_corr.select_dtypes(include=['object']).columns\n", + "print(\"Non-numeric columns:\", non_numeric_columns)" + ] + }, + { + "cell_type": "code", + "execution_count": 122, + "id": "2646e659", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 800x800 with 2 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "data_numeric = data_no_corr.drop(columns=non_numeric_columns)\n", + "plt.figure(figsize=(8, 8))\n", + "sns.heatmap(data_numeric.corr(), annot=True, cmap=\"coolwarm\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "611c6ed4", + "metadata": {}, + "source": [ + "Now it can be clearly seen that after removing the two features, there is no more correlation except for the negligible correlation between the two types of target variables." + ] + }, + { + "cell_type": "markdown", + "id": "9fc7508a", + "metadata": {}, + "source": [ + "### Change naming of columns to remove [ and ]\n", + "(necessary for later steps, i.e. XGBoost)" + ] + }, + { + "cell_type": "code", + "execution_count": 125, + "id": "32533897", + "metadata": {}, + "outputs": [], + "source": [ + "data_no_corr.rename(columns={\"Process temperature [°C]\" : \"Process temperature\",\n", + " \"Torque [Nm]\" : \"Torque\", \"Tool wear [min]\" : \"Tool wear\"},inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 126, + "id": "3aa6233c", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>Type</th>\n", + " <th>Process temperature</th>\n", + " <th>Torque</th>\n", + " <th>Tool wear</th>\n", + " <th>Machine failure</th>\n", + " <th>Tool Wear Failure</th>\n", + " <th>Heat Dissipation Failure</th>\n", + " <th>Power Failure</th>\n", + " <th>Overstrain Failure</th>\n", + " <th>Failure Mode</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>0</th>\n", + " <td>M</td>\n", + " <td>35.45</td>\n", + " <td>42.8</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>No Failure</td>\n", + " </tr>\n", + " <tr>\n", + " <th>1</th>\n", + " <td>L</td>\n", + " <td>35.55</td>\n", + " <td>46.3</td>\n", + " <td>3</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>No Failure</td>\n", + " </tr>\n", + " <tr>\n", + " <th>2</th>\n", + " <td>L</td>\n", + " <td>35.35</td>\n", + " <td>49.4</td>\n", + " <td>5</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>No Failure</td>\n", + " </tr>\n", + " <tr>\n", + " <th>3</th>\n", + " <td>L</td>\n", + " <td>35.45</td>\n", + " <td>39.5</td>\n", + " <td>7</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>No Failure</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4</th>\n", + " <td>L</td>\n", + " <td>35.55</td>\n", + " <td>40.0</td>\n", + " <td>9</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>No Failure</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], + "text/plain": [ + " Type Process temperature Torque Tool wear Machine failure \\\n", + "0 M 35.45 42.8 0 0 \n", + "1 L 35.55 46.3 3 0 \n", + "2 L 35.35 49.4 5 0 \n", + "3 L 35.45 39.5 7 0 \n", + "4 L 35.55 40.0 9 0 \n", + "\n", + " Tool Wear Failure Heat Dissipation Failure Power Failure \\\n", + "0 0 0 0 \n", + "1 0 0 0 \n", + "2 0 0 0 \n", + "3 0 0 0 \n", + "4 0 0 0 \n", + "\n", + " Overstrain Failure Failure Mode \n", + "0 0 No Failure \n", + "1 0 No Failure \n", + "2 0 No Failure \n", + "3 0 No Failure \n", + "4 0 No Failure " + ] + }, + "execution_count": 126, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_no_corr.head()" + ] + }, + { + "cell_type": "markdown", + "id": "92d1ef50", + "metadata": {}, + "source": [ + "### Remove variables of the individual error types\n", + "The four features \"Tool Wear Failure\",\"Heat Dissipation Failure\",\"Power Failure\",\"Overstrain Failure\" are combined in the \"Failure Mode\" target variable and can be removed." + ] + }, + { + "cell_type": "code", + "execution_count": 128, + "id": "8f29c4df", + "metadata": {}, + "outputs": [], + "source": [ + "data_wo_failures = data_no_corr.drop([\"Tool Wear Failure\",\"Heat Dissipation Failure\",\"Power Failure\",\"Overstrain Failure\"],axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 129, + "id": "9d1953cc", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>Type</th>\n", + " <th>Process temperature</th>\n", + " <th>Torque</th>\n", + " <th>Tool wear</th>\n", + " <th>Machine failure</th>\n", + " <th>Failure Mode</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>0</th>\n", + " <td>M</td>\n", + " <td>35.45</td>\n", + " <td>42.8</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>No Failure</td>\n", + " </tr>\n", + " <tr>\n", + " <th>1</th>\n", + " <td>L</td>\n", + " <td>35.55</td>\n", + " <td>46.3</td>\n", + " <td>3</td>\n", + " <td>0</td>\n", + " <td>No Failure</td>\n", + " </tr>\n", + " <tr>\n", + " <th>2</th>\n", + " <td>L</td>\n", + " <td>35.35</td>\n", + " <td>49.4</td>\n", + " <td>5</td>\n", + " <td>0</td>\n", + " <td>No Failure</td>\n", + " </tr>\n", + " <tr>\n", + " <th>3</th>\n", + " <td>L</td>\n", + " <td>35.45</td>\n", + " <td>39.5</td>\n", + " <td>7</td>\n", + " <td>0</td>\n", + " <td>No Failure</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4</th>\n", + " <td>L</td>\n", + " <td>35.55</td>\n", + " <td>40.0</td>\n", + " <td>9</td>\n", + " <td>0</td>\n", + " <td>No Failure</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], + "text/plain": [ + " Type Process temperature Torque Tool wear Machine failure Failure Mode\n", + "0 M 35.45 42.8 0 0 No Failure\n", + "1 L 35.55 46.3 3 0 No Failure\n", + "2 L 35.35 49.4 5 0 No Failure\n", + "3 L 35.45 39.5 7 0 No Failure\n", + "4 L 35.55 40.0 9 0 No Failure" + ] + }, + "execution_count": 129, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_wo_failures.head()" + ] + }, + { + "cell_type": "markdown", + "id": "17b069cf", + "metadata": {}, + "source": [ + "### One-Hot Encoding Feature \"Type\"" + ] + }, + { + "cell_type": "code", + "execution_count": 131, + "id": "d9b7d05b", + "metadata": {}, + "outputs": [], + "source": [ + "# Create dummy variables\n", + "dummy_variables = pd.get_dummies(data_wo_failures[\"Type\"], drop_first=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 132, + "id": "439b4c3d", + "metadata": {}, + "outputs": [], + "source": [ + "# Add the dummy variables to the original Dataframe\n", + "data_with_dummies_type = pd.concat([data_wo_failures, dummy_variables], axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 133, + "id": "2ea35e69", + "metadata": {}, + "outputs": [], + "source": [ + "data_with_dummies_type.rename(columns={\"L\" : \"Type_L\", \"M\" : \"Type_M\"},inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 134, + "id": "6e49f5cb", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>Type</th>\n", + " <th>Process temperature</th>\n", + " <th>Torque</th>\n", + " <th>Tool wear</th>\n", + " <th>Machine failure</th>\n", + " <th>Failure Mode</th>\n", + " <th>Type_L</th>\n", + " <th>Type_M</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>0</th>\n", + " <td>M</td>\n", + " <td>35.45</td>\n", + " <td>42.8</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>No Failure</td>\n", + " <td>False</td>\n", + " <td>True</td>\n", + " </tr>\n", + " <tr>\n", + " <th>1</th>\n", + " <td>L</td>\n", + " <td>35.55</td>\n", + " <td>46.3</td>\n", + " <td>3</td>\n", + " <td>0</td>\n", + " <td>No Failure</td>\n", + " <td>True</td>\n", + " <td>False</td>\n", + " </tr>\n", + " <tr>\n", + " <th>2</th>\n", + " <td>L</td>\n", + " <td>35.35</td>\n", + " <td>49.4</td>\n", + " <td>5</td>\n", + " <td>0</td>\n", + " <td>No Failure</td>\n", + " <td>True</td>\n", + " <td>False</td>\n", + " </tr>\n", + " <tr>\n", + " <th>3</th>\n", + " <td>L</td>\n", + " <td>35.45</td>\n", + " <td>39.5</td>\n", + " <td>7</td>\n", + " <td>0</td>\n", + " <td>No Failure</td>\n", + " <td>True</td>\n", + " <td>False</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4</th>\n", + " <td>L</td>\n", + " <td>35.55</td>\n", + " <td>40.0</td>\n", + " <td>9</td>\n", + " <td>0</td>\n", + " <td>No Failure</td>\n", + " <td>True</td>\n", + " <td>False</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], + "text/plain": [ + " Type Process temperature Torque Tool wear Machine failure Failure Mode \\\n", + "0 M 35.45 42.8 0 0 No Failure \n", + "1 L 35.55 46.3 3 0 No Failure \n", + "2 L 35.35 49.4 5 0 No Failure \n", + "3 L 35.45 39.5 7 0 No Failure \n", + "4 L 35.55 40.0 9 0 No Failure \n", + "\n", + " Type_L Type_M \n", + "0 False True \n", + "1 True False \n", + "2 True False \n", + "3 True False \n", + "4 True False " + ] + }, + "execution_count": 134, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_with_dummies_type.head()" + ] + }, + { + "cell_type": "markdown", + "id": "2819de47", + "metadata": {}, + "source": [ + "After the encoding, the column \"Type\" is no longer required and is removed." + ] + }, + { + "cell_type": "code", + "execution_count": 136, + "id": "e1d65966", + "metadata": {}, + "outputs": [], + "source": [ + "data_with_dummies = data_with_dummies_type.drop([\"Type\"],axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 137, + "id": "594efefa", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>Process temperature</th>\n", + " <th>Torque</th>\n", + " <th>Tool wear</th>\n", + " <th>Machine failure</th>\n", + " <th>Failure Mode</th>\n", + " <th>Type_L</th>\n", + " <th>Type_M</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>0</th>\n", + " <td>35.45</td>\n", + " <td>42.8</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>No Failure</td>\n", + " <td>False</td>\n", + " <td>True</td>\n", + " </tr>\n", + " <tr>\n", + " <th>1</th>\n", + " <td>35.55</td>\n", + " <td>46.3</td>\n", + " <td>3</td>\n", + " <td>0</td>\n", + " <td>No Failure</td>\n", + " <td>True</td>\n", + " <td>False</td>\n", + " </tr>\n", + " <tr>\n", + " <th>2</th>\n", + " <td>35.35</td>\n", + " <td>49.4</td>\n", + " <td>5</td>\n", + " <td>0</td>\n", + " <td>No Failure</td>\n", + " <td>True</td>\n", + " <td>False</td>\n", + " </tr>\n", + " <tr>\n", + " <th>3</th>\n", + " <td>35.45</td>\n", + " <td>39.5</td>\n", + " <td>7</td>\n", + " <td>0</td>\n", + " <td>No Failure</td>\n", + " <td>True</td>\n", + " <td>False</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4</th>\n", + " <td>35.55</td>\n", + " <td>40.0</td>\n", + " <td>9</td>\n", + " <td>0</td>\n", + " <td>No Failure</td>\n", + " <td>True</td>\n", + " <td>False</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], + "text/plain": [ + " Process temperature Torque Tool wear Machine failure Failure Mode \\\n", + "0 35.45 42.8 0 0 No Failure \n", + "1 35.55 46.3 3 0 No Failure \n", + "2 35.35 49.4 5 0 No Failure \n", + "3 35.45 39.5 7 0 No Failure \n", + "4 35.55 40.0 9 0 No Failure \n", + "\n", + " Type_L Type_M \n", + "0 False True \n", + "1 True False \n", + "2 True False \n", + "3 True False \n", + "4 True False " + ] + }, + "execution_count": 137, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_with_dummies.head()" + ] + }, + { + "cell_type": "markdown", + "id": "75741e58", + "metadata": {}, + "source": [ + "### Scaling\n", + "A scaling of the features is necessary at this point, since the variables are on different scales and this can influence the model building.\n", + "The RobustScaler is used for the \"Torque\" feature, since Torque contains outliers and this scaling technique is insensitive to outliers. For the other two features on different scales, \"Process temperature\" and \"Tool wear\", the StandardScaler is used, since the data is brought to a standard normal distribution with a mean value of 0 and a standard deviation of 1." + ] + }, + { + "cell_type": "markdown", + "id": "c46ae89c", + "metadata": {}, + "source": [ + "#### Robust Scaling" + ] + }, + { + "cell_type": "code", + "execution_count": 140, + "id": "0ede67a0", + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.preprocessing import RobustScaler\n", + "\n", + "# Create RobustScaler object\n", + "scaler = RobustScaler()\n", + "\n", + "# Apply Robust Scaling to the Torque Feature\n", + "data_scaled = scaler.fit_transform(data_with_dummies[[\"Torque\"]])\n", + "\n", + "# Use the scaled feature in the transformed data\n", + "data_transformed = data_with_dummies.copy()\n", + "data_transformed[\"Torque\"] = data_scaled" + ] + }, + { + "cell_type": "code", + "execution_count": 141, + "id": "d2cdd40b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>Process temperature</th>\n", + " <th>Torque</th>\n", + " <th>Tool wear</th>\n", + " <th>Machine failure</th>\n", + " <th>Failure Mode</th>\n", + " <th>Type_L</th>\n", + " <th>Type_M</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>0</th>\n", + " <td>35.45</td>\n", + " <td>0.200000</td>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>No Failure</td>\n", + " <td>False</td>\n", + " <td>True</td>\n", + " </tr>\n", + " <tr>\n", + " <th>1</th>\n", + " <td>35.55</td>\n", + " <td>0.459259</td>\n", + " <td>3</td>\n", + " <td>0</td>\n", + " <td>No Failure</td>\n", + " <td>True</td>\n", + " <td>False</td>\n", + " </tr>\n", + " <tr>\n", + " <th>2</th>\n", + " <td>35.35</td>\n", + " <td>0.688889</td>\n", + " <td>5</td>\n", + " <td>0</td>\n", + " <td>No Failure</td>\n", + " <td>True</td>\n", + " <td>False</td>\n", + " </tr>\n", + " <tr>\n", + " <th>3</th>\n", + " <td>35.45</td>\n", + " <td>-0.044444</td>\n", + " <td>7</td>\n", + " <td>0</td>\n", + " <td>No Failure</td>\n", + " <td>True</td>\n", + " <td>False</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4</th>\n", + " <td>35.55</td>\n", + " <td>-0.007407</td>\n", + " <td>9</td>\n", + " <td>0</td>\n", + " <td>No Failure</td>\n", + " <td>True</td>\n", + " <td>False</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], + "text/plain": [ + " Process temperature Torque Tool wear Machine failure Failure Mode \\\n", + "0 35.45 0.200000 0 0 No Failure \n", + "1 35.55 0.459259 3 0 No Failure \n", + "2 35.35 0.688889 5 0 No Failure \n", + "3 35.45 -0.044444 7 0 No Failure \n", + "4 35.55 -0.007407 9 0 No Failure \n", + "\n", + " Type_L Type_M \n", + "0 False True \n", + "1 True False \n", + "2 True False \n", + "3 True False \n", + "4 True False " + ] + }, + "execution_count": 141, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_transformed.head()" + ] + }, + { + "cell_type": "markdown", + "id": "9a982bba", + "metadata": {}, + "source": [ + "#### Standarad Scaling" + ] + }, + { + "cell_type": "code", + "execution_count": 143, + "id": "41bdb7d2", + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.preprocessing import StandardScaler\n", + "\n", + "# Create StandardScaler object\n", + "scaler = StandardScaler()\n", + "\n", + "# Apply standard scaling to the two features\n", + "data_scaled2 = scaler.fit_transform(data_transformed[[\"Process temperature\", \"Tool wear\"]])\n", + "\n", + "# Use the scaled features in the transformed2 data\n", + "data_transformed2 = data_transformed.copy()\n", + "data_transformed2[[\"Process temperature\", \"Tool wear\"]] = data_scaled2" + ] + }, + { + "cell_type": "code", + "execution_count": 144, + "id": "f4f12b01", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>Process temperature</th>\n", + " <th>Torque</th>\n", + " <th>Tool wear</th>\n", + " <th>Machine failure</th>\n", + " <th>Failure Mode</th>\n", + " <th>Type_L</th>\n", + " <th>Type_M</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>0</th>\n", + " <td>-0.946356</td>\n", + " <td>0.200000</td>\n", + " <td>-1.695647</td>\n", + " <td>0</td>\n", + " <td>No Failure</td>\n", + " <td>False</td>\n", + " <td>True</td>\n", + " </tr>\n", + " <tr>\n", + " <th>1</th>\n", + " <td>-0.878954</td>\n", + " <td>0.459259</td>\n", + " <td>-1.648511</td>\n", + " <td>0</td>\n", + " <td>No Failure</td>\n", + " <td>True</td>\n", + " <td>False</td>\n", + " </tr>\n", + " <tr>\n", + " <th>2</th>\n", + " <td>-1.013759</td>\n", + " <td>0.688889</td>\n", + " <td>-1.617087</td>\n", + " <td>0</td>\n", + " <td>No Failure</td>\n", + " <td>True</td>\n", + " <td>False</td>\n", + " </tr>\n", + " <tr>\n", + " <th>3</th>\n", + " <td>-0.946356</td>\n", + " <td>-0.044444</td>\n", + " <td>-1.585664</td>\n", + " <td>0</td>\n", + " <td>No Failure</td>\n", + " <td>True</td>\n", + " <td>False</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4</th>\n", + " <td>-0.878954</td>\n", + " <td>-0.007407</td>\n", + " <td>-1.554240</td>\n", + " <td>0</td>\n", + " <td>No Failure</td>\n", + " <td>True</td>\n", + " <td>False</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], + "text/plain": [ + " Process temperature Torque Tool wear Machine failure Failure Mode \\\n", + "0 -0.946356 0.200000 -1.695647 0 No Failure \n", + "1 -0.878954 0.459259 -1.648511 0 No Failure \n", + "2 -1.013759 0.688889 -1.617087 0 No Failure \n", + "3 -0.946356 -0.044444 -1.585664 0 No Failure \n", + "4 -0.878954 -0.007407 -1.554240 0 No Failure \n", + "\n", + " Type_L Type_M \n", + "0 False True \n", + "1 True False \n", + "2 True False \n", + "3 True False \n", + "4 True False " + ] + }, + "execution_count": 144, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_transformed2.head()" + ] + }, + { + "cell_type": "markdown", + "id": "48f4d62e", + "metadata": {}, + "source": [ + "### Split for binary and multi-class classification\n", + "At this point, the two separate dataframes are prepared, which are used for the binary and for the multi-class classification. Thus, in the following, only the target variable \"Machine failure\" is used in the first dataframe and only the target variable \"Failure Mode\" is used in the second dataframe." + ] + }, + { + "cell_type": "code", + "execution_count": 146, + "id": "e26a1660", + "metadata": {}, + "outputs": [], + "source": [ + "# Create Dataframe data_bin for binary classification\n", + "data_bin = data_transformed2.drop([\"Failure Mode\"], axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 147, + "id": "2926742f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>Process temperature</th>\n", + " <th>Torque</th>\n", + " <th>Tool wear</th>\n", + " <th>Machine failure</th>\n", + " <th>Type_L</th>\n", + " <th>Type_M</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>0</th>\n", + " <td>-0.946356</td>\n", + " <td>0.200000</td>\n", + " <td>-1.695647</td>\n", + " <td>0</td>\n", + " <td>False</td>\n", + " <td>True</td>\n", + " </tr>\n", + " <tr>\n", + " <th>1</th>\n", + " <td>-0.878954</td>\n", + " <td>0.459259</td>\n", + " <td>-1.648511</td>\n", + " <td>0</td>\n", + " <td>True</td>\n", + " <td>False</td>\n", + " </tr>\n", + " <tr>\n", + " <th>2</th>\n", + " <td>-1.013759</td>\n", + " <td>0.688889</td>\n", + " <td>-1.617087</td>\n", + " <td>0</td>\n", + " <td>True</td>\n", + " <td>False</td>\n", + " </tr>\n", + " <tr>\n", + " <th>3</th>\n", + " <td>-0.946356</td>\n", + " <td>-0.044444</td>\n", + " <td>-1.585664</td>\n", + " <td>0</td>\n", + " <td>True</td>\n", + " <td>False</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4</th>\n", + " <td>-0.878954</td>\n", + " <td>-0.007407</td>\n", + " <td>-1.554240</td>\n", + " <td>0</td>\n", + " <td>True</td>\n", + " <td>False</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], + "text/plain": [ + " Process temperature Torque Tool wear Machine failure Type_L Type_M\n", + "0 -0.946356 0.200000 -1.695647 0 False True\n", + "1 -0.878954 0.459259 -1.648511 0 True False\n", + "2 -1.013759 0.688889 -1.617087 0 True False\n", + "3 -0.946356 -0.044444 -1.585664 0 True False\n", + "4 -0.878954 -0.007407 -1.554240 0 True False" + ] + }, + "execution_count": 147, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_bin.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 148, + "id": "91cf5751", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>Process temperature</th>\n", + " <th>Torque</th>\n", + " <th>Tool wear</th>\n", + " <th>Machine failure</th>\n", + " <th>Type_L</th>\n", + " <th>Type_M</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>count</th>\n", + " <td>9.973000e+03</td>\n", + " <td>9973.000000</td>\n", + " <td>9.973000e+03</td>\n", + " <td>9973.000000</td>\n", + " <td>9973</td>\n", + " <td>9973</td>\n", + " </tr>\n", + " <tr>\n", + " <th>unique</th>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>2</td>\n", + " <td>2</td>\n", + " </tr>\n", + " <tr>\n", + " <th>top</th>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " 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<td>0.000000</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " </tr>\n", + " <tr>\n", + " <th>50%</th>\n", + " <td>6.468589e-02</td>\n", + " <td>0.000000</td>\n", + " <td>1.239875e-03</td>\n", + " <td>0.000000</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " </tr>\n", + " <tr>\n", + " <th>75%</th>\n", + " <td>7.387141e-01</td>\n", + " <td>0.488889</td>\n", + " <td>8.496834e-01</td>\n", + " <td>0.000000</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " </tr>\n", + " <tr>\n", + " <th>max</th>\n", + " <td>2.558590e+00</td>\n", + " <td>2.703704</td>\n", + " <td>2.279468e+00</td>\n", + " <td>1.000000</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], + "text/plain": [ + " Process temperature Torque Tool wear Machine failure \\\n", + "count 9.973000e+03 9973.000000 9.973000e+03 9973.000000 \n", + "unique NaN NaN NaN NaN \n", + "top NaN NaN NaN NaN \n", + "freq NaN NaN NaN NaN \n", + "mean -8.663591e-16 -0.008963 -9.974530e-17 0.033089 \n", + "std 1.000050e+00 0.738282 1.000050e+00 0.178879 \n", + "min -2.901038e+00 -2.688889 -1.695647e+00 0.000000 \n", + "25% -8.115508e-01 -0.511111 -8.629155e-01 0.000000 \n", + "50% 6.468589e-02 0.000000 1.239875e-03 0.000000 \n", + "75% 7.387141e-01 0.488889 8.496834e-01 0.000000 \n", + "max 2.558590e+00 2.703704 2.279468e+00 1.000000 \n", + "\n", + " Type_L Type_M \n", + "count 9973 9973 \n", + "unique 2 2 \n", + "top True False \n", + "freq 5984 6982 \n", + "mean NaN NaN \n", + "std NaN NaN \n", + "min NaN NaN \n", + "25% NaN NaN \n", + "50% NaN NaN \n", + "75% NaN NaN \n", + "max NaN NaN " + ] + }, + "execution_count": 148, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_bin.describe(include=\"all\")" + ] + }, + { + "cell_type": "code", + "execution_count": 149, + "id": "d8246189", + "metadata": {}, + "outputs": [], + "source": [ + "# Create Dataframe data_multi for multi-class classification\n", + "data_multi = data_transformed2.drop([\"Machine failure\"], axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 150, + "id": "228fd55d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>Process temperature</th>\n", + " <th>Torque</th>\n", + " <th>Tool wear</th>\n", + " <th>Failure Mode</th>\n", + " <th>Type_L</th>\n", + " <th>Type_M</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>0</th>\n", + " <td>-0.946356</td>\n", + " <td>0.200000</td>\n", + " <td>-1.695647</td>\n", + " <td>No Failure</td>\n", + " <td>False</td>\n", + " <td>True</td>\n", + " </tr>\n", + " <tr>\n", + " <th>1</th>\n", + " <td>-0.878954</td>\n", + " <td>0.459259</td>\n", + " <td>-1.648511</td>\n", + " <td>No Failure</td>\n", + " <td>True</td>\n", + " <td>False</td>\n", + " </tr>\n", + " <tr>\n", + " <th>2</th>\n", + " <td>-1.013759</td>\n", + " <td>0.688889</td>\n", + " <td>-1.617087</td>\n", + " <td>No Failure</td>\n", + " <td>True</td>\n", + " <td>False</td>\n", + " </tr>\n", + " <tr>\n", + " <th>3</th>\n", + " <td>-0.946356</td>\n", + " <td>-0.044444</td>\n", + " <td>-1.585664</td>\n", + " <td>No Failure</td>\n", + " <td>True</td>\n", + " <td>False</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4</th>\n", + " <td>-0.878954</td>\n", + " <td>-0.007407</td>\n", + " <td>-1.554240</td>\n", + " <td>No Failure</td>\n", + " <td>True</td>\n", + " <td>False</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], + "text/plain": [ + " Process temperature Torque Tool wear Failure Mode Type_L Type_M\n", + "0 -0.946356 0.200000 -1.695647 No Failure False True\n", + "1 -0.878954 0.459259 -1.648511 No Failure True False\n", + "2 -1.013759 0.688889 -1.617087 No Failure True False\n", + "3 -0.946356 -0.044444 -1.585664 No Failure True False\n", + "4 -0.878954 -0.007407 -1.554240 No Failure True False" + ] + }, + "execution_count": 150, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_multi.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 151, + "id": "8cc38979", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>Process temperature</th>\n", + " <th>Torque</th>\n", + " <th>Tool wear</th>\n", + " <th>Failure Mode</th>\n", + " <th>Type_L</th>\n", + " <th>Type_M</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>count</th>\n", + " <td>9.973000e+03</td>\n", + " <td>9973.000000</td>\n", + " <td>9.973000e+03</td>\n", + " <td>9973</td>\n", + " <td>9973</td>\n", + " <td>9973</td>\n", + " </tr>\n", + " <tr>\n", + " <th>unique</th>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>5</td>\n", + " <td>2</td>\n", + " <td>2</td>\n", + " </tr>\n", + " <tr>\n", + " <th>top</th>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>No Failure</td>\n", + " <td>True</td>\n", + " <td>False</td>\n", + " </tr>\n", + " <tr>\n", + " <th>freq</th>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>9643</td>\n", + " <td>5984</td>\n", + " <td>6982</td>\n", + " </tr>\n", + " <tr>\n", + " <th>mean</th>\n", + " <td>-8.663591e-16</td>\n", + " <td>-0.008963</td>\n", + " <td>-9.974530e-17</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " </tr>\n", + " <tr>\n", + " <th>std</th>\n", + " <td>1.000050e+00</td>\n", + " <td>0.738282</td>\n", + " <td>1.000050e+00</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " </tr>\n", + " <tr>\n", + " <th>min</th>\n", + " <td>-2.901038e+00</td>\n", + " <td>-2.688889</td>\n", + " <td>-1.695647e+00</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " </tr>\n", + " <tr>\n", + " <th>25%</th>\n", + " <td>-8.115508e-01</td>\n", + " <td>-0.511111</td>\n", + " <td>-8.629155e-01</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " </tr>\n", + " <tr>\n", + " <th>50%</th>\n", + " <td>6.468589e-02</td>\n", + " <td>0.000000</td>\n", + " <td>1.239875e-03</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " </tr>\n", + " <tr>\n", + " <th>75%</th>\n", + " <td>7.387141e-01</td>\n", + " <td>0.488889</td>\n", + " <td>8.496834e-01</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " </tr>\n", + " <tr>\n", + " <th>max</th>\n", + " <td>2.558590e+00</td>\n", + " <td>2.703704</td>\n", + " <td>2.279468e+00</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], + "text/plain": [ + " Process temperature Torque Tool wear Failure Mode Type_L \\\n", + "count 9.973000e+03 9973.000000 9.973000e+03 9973 9973 \n", + "unique NaN NaN NaN 5 2 \n", + "top NaN NaN NaN No Failure True \n", + "freq NaN NaN NaN 9643 5984 \n", + "mean -8.663591e-16 -0.008963 -9.974530e-17 NaN NaN \n", + "std 1.000050e+00 0.738282 1.000050e+00 NaN NaN \n", + "min -2.901038e+00 -2.688889 -1.695647e+00 NaN NaN \n", + "25% -8.115508e-01 -0.511111 -8.629155e-01 NaN NaN \n", + "50% 6.468589e-02 0.000000 1.239875e-03 NaN NaN \n", + "75% 7.387141e-01 0.488889 8.496834e-01 NaN NaN \n", + "max 2.558590e+00 2.703704 2.279468e+00 NaN NaN \n", + "\n", + " Type_M \n", + "count 9973 \n", + "unique 2 \n", + "top False \n", + "freq 6982 \n", + "mean NaN \n", + "std NaN \n", + "min NaN \n", + "25% NaN \n", + "50% NaN \n", + "75% NaN \n", + "max NaN " + ] + }, + "execution_count": 151, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_multi.describe(include=\"all\")" + ] + }, + { + "cell_type": "markdown", + "id": "52e3cbfd", + "metadata": {}, + "source": [ + "# Binary Classification" + ] + }, + { + "cell_type": "markdown", + "id": "a9e8bee0", + "metadata": {}, + "source": [ + "### Rearrange the columns" + ] + }, + { + "cell_type": "code", + "execution_count": 154, + "id": "c24b316c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['Process temperature', 'Torque', 'Tool wear', 'Machine failure',\n", + " 'Type_L', 'Type_M'], dtype=object)" + ] + }, + "execution_count": 154, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_bin.columns.values" + ] + }, + { + "cell_type": "code", + "execution_count": 155, + "id": "3ef61f6a", + "metadata": {}, + "outputs": [], + "source": [ + "# Declare a new variable that will contain the preferred order\n", + "# The most conventional order is: dependent variable, indepedendent numerical variables, dummies\n", + "cols = [\"Machine failure\", \"Process temperature\", \"Torque\", \"Tool wear\", \"Type_L\", \"Type_M\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 156, + "id": "54876b3d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>Machine failure</th>\n", + " <th>Process temperature</th>\n", + " <th>Torque</th>\n", + " <th>Tool wear</th>\n", + " <th>Type_L</th>\n", + " <th>Type_M</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>0</th>\n", + " <td>0</td>\n", + " <td>-0.946356</td>\n", + " <td>0.200000</td>\n", + " <td>-1.695647</td>\n", + " <td>False</td>\n", + " <td>True</td>\n", + " </tr>\n", + " <tr>\n", + " <th>1</th>\n", + " <td>0</td>\n", + " <td>-0.878954</td>\n", + " <td>0.459259</td>\n", + " <td>-1.648511</td>\n", + " <td>True</td>\n", + " <td>False</td>\n", + " </tr>\n", + " <tr>\n", + " <th>2</th>\n", + " <td>0</td>\n", + " <td>-1.013759</td>\n", + " <td>0.688889</td>\n", + " <td>-1.617087</td>\n", + " <td>True</td>\n", + " <td>False</td>\n", + " </tr>\n", + " <tr>\n", + " <th>3</th>\n", + " <td>0</td>\n", + " <td>-0.946356</td>\n", + " <td>-0.044444</td>\n", + " <td>-1.585664</td>\n", + " <td>True</td>\n", + " <td>False</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4</th>\n", + " <td>0</td>\n", + " <td>-0.878954</td>\n", + " <td>-0.007407</td>\n", + " <td>-1.554240</td>\n", + " <td>True</td>\n", + " <td>False</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], + "text/plain": [ + " Machine failure Process temperature Torque Tool wear Type_L Type_M\n", + "0 0 -0.946356 0.200000 -1.695647 False True\n", + "1 0 -0.878954 0.459259 -1.648511 True False\n", + "2 0 -1.013759 0.688889 -1.617087 True False\n", + "3 0 -0.946356 -0.044444 -1.585664 True False\n", + "4 0 -0.878954 -0.007407 -1.554240 True False" + ] + }, + "execution_count": 156, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Implement the reordering, create a new data frame, equal to the old one but with the new order of features\n", + "data_preprocessed = data_bin[cols]\n", + "data_preprocessed.head()" + ] + }, + { + "cell_type": "markdown", + "id": "e9d9d26c", + "metadata": {}, + "source": [ + "### Train-/Test-Split & Preparation for Modeling\n", + "Set predictors and target according to your dataframe:" + ] + }, + { + "cell_type": "code", + "execution_count": 158, + "id": "e3073a41", + "metadata": {}, + "outputs": [], + "source": [ + "target = data_preprocessed[\"Machine failure\"]\n", + "predictors = data_preprocessed.drop([\"Machine failure\"], axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 159, + "id": "7b7ad630", + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.model_selection import train_test_split\n", + "X_train, X_test, y_train, y_test = train_test_split(predictors, target, test_size=0.2, random_state=123) \n", + "# 80-20 split into training and test data" + ] + }, + { + "cell_type": "markdown", + "id": "8de9c474", + "metadata": {}, + "source": [ + "Check data balancing on training dataset:" + ] + }, + { + "cell_type": "code", + "execution_count": 161, + "id": "9912dade", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Machine failure\n", + "0 7724\n", + "1 254\n", + "Name: count, dtype: int64\n", + "Machine failure\n", + "0 96.816245\n", + "1 3.183755\n", + "Name: count, dtype: float64\n" + ] + } + ], + "source": [ + "# Check data balancing\n", + "value_counts = y_train.value_counts()\n", + "percentage = value_counts / len(y_train) *100\n", + "print(value_counts)\n", + "print(percentage)" + ] + }, + { + "cell_type": "markdown", + "id": "5af30105", + "metadata": {}, + "source": [ + "Check data balancing on test dataset:" + ] + }, + { + "cell_type": "code", + "execution_count": 163, + "id": "5db3927a", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Machine failure\n", + "0 1919\n", + "1 76\n", + "Name: count, dtype: int64\n", + "Machine failure\n", + "0 96.190476\n", + "1 3.809524\n", + "Name: count, dtype: float64\n" + ] + } + ], + "source": [ + "# Check data balancing\n", + "value_counts = y_test.value_counts()\n", + "percentage = value_counts / len(y_test) *100\n", + "print(value_counts)\n", + "print(percentage)" + ] + }, + { + "cell_type": "markdown", + "id": "cd5b9c2d", + "metadata": {}, + "source": [ + "### Oversampling\n", + "The data set is unbalanced with respect to the target variable, since the expression of the target variable to be predicted (in this case this is a machine defect with the value 1) is lower. In order to achieve a balanced ratio between the expressions of the target variables, an oversampling of the rare class is performed, increasing the number of examples of the rare class.\n", + "Both methods Random Oversampling and SMOTE Oversampling are tested and the effect is checked with a Random Forest Classifier, so that the more helpful technique can be applied.\n", + "\n", + "Thus, a random forest model first has to be built and its performance on the unbalanced dataset has to be tested." + ] + }, + { + "cell_type": "markdown", + "id": "8527bc8f", + "metadata": {}, + "source": [ + "The goal in this case is to optimize the recall of the rarer class. Therefore, the objective should be to maximize the rate of true positives in order to detect as many machine defects as possible and not miss any. Optimizing the precision is not so important here, since it is not so bad to declare cases as defects when there is no defect. After all, this is only done as a precautionary check. But if the occurrence of an actual defect is not detected, the machine will fail and cause an interruption, which is to be avoided.\n", + "\n", + "The oversampling is only performed on the training dataset, since the test dataset is to remain untouched and in this way is also to be used later in the model." + ] + }, + { + "cell_type": "markdown", + "id": "a8175552", + "metadata": {}, + "source": [ + "#### Oversampling training data set" + ] + }, + { + "cell_type": "markdown", + "id": "86566f30", + "metadata": {}, + "source": [ + "#### Random Oversampling" + ] + }, + { + "cell_type": "code", + "execution_count": 168, + "id": "318dd211", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " precision recall f1-score support\n", + "\n", + " 0 0.98 1.00 0.99 1919\n", + " 1 0.76 0.38 0.51 76\n", + "\n", + " accuracy 0.97 1995\n", + " macro avg 0.87 0.69 0.75 1995\n", + "weighted avg 0.97 0.97 0.97 1995\n", + "\n" + ] + } + ], + "source": [ + "# Random Forest model to check the performance of the oversampling methods\n", + "from sklearn.ensemble import RandomForestClassifier\n", + "from sklearn.metrics import classification_report\n", + "\n", + "# Train the random forest model\n", + "rf = RandomForestClassifier()\n", + "baseline_model = rf.fit(X_train, y_train)\n", + "baseline_prediction = baseline_model.predict(X_test)\n", + "# Check the model performance\n", + "print(classification_report(y_test, baseline_prediction))" + ] + }, + { + "cell_type": "code", + "execution_count": 169, + "id": "2ce5dc71", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[(0, 7724), (1, 7724)]\n" + ] + } + ], + "source": [ + "from imblearn.over_sampling import RandomOverSampler\n", + "from collections import Counter\n", + "\n", + "# Randomly over sample the minority class\n", + "ros = RandomOverSampler(random_state=42)\n", + "X_train_ros, y_train_ros= ros.fit_resample(X_train, y_train)\n", + "# Check the number of records after over sampling\n", + "print(sorted(Counter(y_train_ros).items()))" + ] + }, + { + "cell_type": "code", + "execution_count": 170, + "id": "976dcfc3", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Random Over Sampling')" + ] + }, + "execution_count": 170, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 1200x800 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Convert the data from numpy array to a pandas dataframe\n", + "df_ros = pd.DataFrame({\"Process temperature\": X_train_ros[\"Process temperature\"], \n", + " \"Torque\": X_train_ros[\"Torque\"],\"target\": y_train_ros})\n", + "# Plot the chart\n", + "plt.figure(figsize=(12, 8))\n", + "sns.scatterplot(x = \"Process temperature\", y = \"Torque\", hue = \"target\", data = df_ros)\n", + "plt.title(\"Random Over Sampling\")" + ] + }, + { + "cell_type": "code", + "execution_count": 171, + "id": "3d947b10", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " precision recall f1-score support\n", + "\n", + " 0 0.98 0.99 0.98 1919\n", + " 1 0.64 0.42 0.51 76\n", + "\n", + " accuracy 0.97 1995\n", + " macro avg 0.81 0.71 0.75 1995\n", + "weighted avg 0.96 0.97 0.97 1995\n", + "\n" + ] + } + ], + "source": [ + "# Train the random forest model\n", + "# rf = RandomForestClassifier()\n", + "ros_model = rf.fit(X_train_ros, y_train_ros)\n", + "ros_prediction = ros_model.predict(X_test)\n", + "# Check the model performance\n", + "print(classification_report(y_test, ros_prediction))" + ] + }, + { + "cell_type": "markdown", + "id": "5b08d2cd", + "metadata": {}, + "source": [ + "Random oversampling did not really produce a better result, as for the lower class the recall only increased from 38% to 39%." + ] + }, + { + "cell_type": "markdown", + "id": "be6d749d", + "metadata": {}, + "source": [ + "#### SMOTE (Synthetic Minority Oversampling Technique) Oversampling" + ] + }, + { + "cell_type": "code", + "execution_count": 174, + "id": "99b2eae1", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[(0, 7724), (1, 7724)]\n" + ] + } + ], + "source": [ + "from imblearn.over_sampling import SMOTE\n", + "\n", + "# Over sample the minority class\n", + "smote = SMOTE(random_state=42)\n", + "X_train_smote, y_train_smote= smote.fit_resample(X_train, y_train)\n", + "# Check the number of records after over sampling\n", + "print(sorted(Counter(y_train_smote).items()))" + ] + }, + { + "cell_type": "code", + "execution_count": 175, + "id": "3f242bf1", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'SMOTE Over Sampling')" + ] + }, + "execution_count": 175, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 1200x800 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Convert the data from numpy array to a pandas dataframe\n", + "df_smote = pd.DataFrame({\"Process temperature\": X_train_smote[\"Process temperature\"], \n", + " \"Torque\": X_train_smote[\"Torque\"],\"target\": y_train_smote})\n", + "# Plot the chart\n", + "plt.figure(figsize=(12, 8))\n", + "sns.scatterplot(x = \"Process temperature\", y = \"Torque\", hue = \"target\", data = df_smote)\n", + "plt.title(\"SMOTE Over Sampling\")" + ] + }, + { + "cell_type": "code", + "execution_count": 176, + "id": "c3c6830c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " precision recall f1-score support\n", + "\n", + " 0 0.98 0.96 0.97 1919\n", + " 1 0.33 0.55 0.41 76\n", + "\n", + " accuracy 0.94 1995\n", + " macro avg 0.66 0.75 0.69 1995\n", + "weighted avg 0.96 0.94 0.95 1995\n", + "\n" + ] + } + ], + "source": [ + "# Train the random forest model\n", + "# rf = RandomForestClassifier()\n", + "smote_model = rf.fit(X_train_smote, y_train_smote)\n", + "smote_prediction = smote_model.predict(X_test)\n", + "# Check the model performance\n", + "print(classification_report(y_test, smote_prediction))" + ] + }, + { + "cell_type": "markdown", + "id": "1e715fcf", + "metadata": {}, + "source": [ + "SMOTE increased the recall of the lower class from 38% to 59%, significantly increasing the ability of the model to correctly recognize the lower class as often as possible. For this reason, the SMOTE oversampling technique is used for the present model." + ] + }, + { + "cell_type": "markdown", + "id": "240329a3", + "metadata": {}, + "source": [ + "## Modeling" + ] + }, + { + "cell_type": "markdown", + "id": "6c08bac0", + "metadata": {}, + "source": [ + "In the following, some machine learning algorithms are successively applied to the binary classification dataset and the respective evaluation metrics are reported in order to compare the algorithms with each other.\n", + "\n", + "The alogrithms that are tested are: Logistic Regression, Ridge Regression, Lasso Regression, Decision Tree, Random Forest, Gaussian NB, Gradient Boosting, XGBoost.\n", + "In each case, the same procedure is followed: The algorithm is imported and the corresponding model is trained. Then the trained algorithm makes the predictions based on the test data and finally evaluates important evaluation metrics such as accuracy, precision and recall. All metrics are shown in the Classification Report and the Confusion Matrix with the distribution of TP, TN, FP and FN is shown." + ] + }, + { + "cell_type": "markdown", + "id": "642dce0b", + "metadata": {}, + "source": [ + "### Logistic Regression" + ] + }, + { + "cell_type": "code", + "execution_count": 181, + "id": "1ae13f82", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 76.15 %\n", + "Model Accuracy Score: 73.43 %\n", + "Model Precision: 9.17 %\n", + "Model Recall: 67.11 %\n", + "\u001b[1m--------------------------------------------------------\u001b[0m\n", + "Classification Report:\n", + " precision recall f1-score support\n", + "\n", + " 0 0.98 0.74 0.84 1919\n", + " 1 0.09 0.67 0.16 76\n", + "\n", + " accuracy 0.73 1995\n", + " macro avg 0.54 0.70 0.50 1995\n", + "weighted avg 0.95 0.73 0.82 1995\n", + "\n", + "\u001b[1m--------------------------------------------------------\u001b[0m\n" + ] + }, + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Confusion Matrix')" + ] + }, + "execution_count": 181, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 2 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.metrics import accuracy_score, precision_score, recall_score, classification_report, confusion_matrix, ConfusionMatrixDisplay\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# Logistic Regression\n", + "from sklearn.linear_model import LogisticRegression\n", + "logreg = LogisticRegression()\n", + "# Train the model\n", + "logreg.fit(X_train_smote, y_train_smote)\n", + "# Prediction for test data\n", + "y_pred_lr = logreg.predict(X_test)\n", + "\n", + "# Calculation of evaluation metrics\n", + "log_train = round(logreg.score(X_train_smote, y_train_smote) * 100, 2)\n", + "log_accuracy = round(accuracy_score(y_pred_lr, y_test) * 100, 2)\n", + "log_precision = round(precision_score(y_test, y_pred_lr) * 100, 2)\n", + "log_recall = round(recall_score(y_test, y_pred_lr) * 100, 2)\n", + "\n", + "# Printing of evaluation metrics, classification report and confusion matrix\n", + "print(\"Training Accuracy:\", log_train, \"%\")\n", + "print(\"Model Accuracy Score:\", log_accuracy, \"%\")\n", + "print(\"Model Precision:\", log_precision, \"%\")\n", + "print(\"Model Recall:\", log_recall, \"%\")\n", + "print(\"\\033[1m--------------------------------------------------------\\033[0m\")\n", + "print(\"Classification Report:\\n\", classification_report(y_test, y_pred_lr))\n", + "print(\"\\033[1m--------------------------------------------------------\\033[0m\")\n", + "cm = confusion_matrix(y_test, y_pred_lr)\n", + "disp = ConfusionMatrixDisplay(confusion_matrix=cm)\n", + "disp.plot()\n", + "plt.title(\"Confusion Matrix\")" + ] + }, + { + "cell_type": "markdown", + "id": "e819e034", + "metadata": {}, + "source": [ + "### Ridge Regression" + ] + }, + { + "cell_type": "code", + "execution_count": 183, + "id": "4ac064a9", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 75.46 %\n", + "Model Accuracy Score: 72.08 %\n", + "Model Precision: 8.89 %\n", + "Model Recall: 68.42 %\n", + "\u001b[1m--------------------------------------------------------\u001b[0m\n", + "Classification Report:\n", + " precision recall f1-score support\n", + "\n", + " 0 0.98 0.72 0.83 1919\n", + " 1 0.09 0.68 0.16 76\n", + "\n", + " accuracy 0.72 1995\n", + " macro avg 0.54 0.70 0.50 1995\n", + "weighted avg 0.95 0.72 0.81 1995\n", + "\n", + "\u001b[1m--------------------------------------------------------\u001b[0m\n" + ] + }, + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Confusion Matrix')" + ] + }, + "execution_count": 183, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 2 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.linear_model import RidgeClassifier\n", + "\n", + "# Ridge Regression Model\n", + "ridge = RidgeClassifier(alpha=1.0)\n", + "ridge.fit(X_train_smote, y_train_smote)\n", + "y_pred_rc = ridge.predict(X_test)\n", + "\n", + "rc_train = round(ridge.score(X_train_smote, y_train_smote) * 100, 2)\n", + "rc_accuracy = round(accuracy_score(y_pred_rc, y_test) * 100, 2)\n", + "rc_precision = round(precision_score(y_test, y_pred_rc) * 100, 2)\n", + "rc_recall = round(recall_score(y_test, y_pred_rc) * 100, 2)\n", + "\n", + "print(\"Training Accuracy:\", rc_train, \"%\")\n", + "print(\"Model Accuracy Score:\", rc_accuracy, \"%\")\n", + "print(\"Model Precision:\", rc_precision, \"%\")\n", + "print(\"Model Recall:\", rc_recall, \"%\")\n", + "print(\"\\033[1m--------------------------------------------------------\\033[0m\")\n", + "print(\"Classification Report:\\n\", classification_report(y_test, y_pred_rc))\n", + "print(\"\\033[1m--------------------------------------------------------\\033[0m\")\n", + "cm = confusion_matrix(y_test, y_pred_rc)\n", + "disp = ConfusionMatrixDisplay(confusion_matrix=cm)\n", + "disp.plot()\n", + "plt.title(\"Confusion Matrix\")" + ] + }, + { + "cell_type": "markdown", + "id": "189b7d3d", + "metadata": {}, + "source": [ + "### Lasso Regression" + ] + }, + { + "cell_type": "code", + "execution_count": 185, + "id": "0c45c884", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 76.17 %\n", + "Model Accuracy Score: 73.43 %\n", + "Model Precision: 9.17 %\n", + "Model Recall: 67.11 %\n", + "\u001b[1m--------------------------------------------------------\u001b[0m\n", + "Classification Report:\n", + " precision recall f1-score support\n", + "\n", + " 0 0.98 0.74 0.84 1919\n", + " 1 0.09 0.67 0.16 76\n", + "\n", + " accuracy 0.73 1995\n", + " macro avg 0.54 0.70 0.50 1995\n", + "weighted avg 0.95 0.73 0.82 1995\n", + "\n", + "\u001b[1m--------------------------------------------------------\u001b[0m\n" + ] + }, + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Confusion Matrix')" + ] + }, + "execution_count": 185, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 2 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.linear_model import Lasso\n", + "\n", + "# Lasso Regression Model\n", + "lasso = LogisticRegression(penalty=\"l1\", solver=\"liblinear\") # penalty=\"l1\" für Lasso-Regression\n", + "lasso.fit(X_train_smote, y_train_smote)\n", + "y_pred_lasso = lasso.predict(X_test)\n", + "\n", + "lasso_train = round(lasso.score(X_train_smote, y_train_smote) * 100, 2)\n", + "lasso_accuracy = round(accuracy_score(y_pred_lasso, y_test) * 100, 2)\n", + "lasso_precision = round(precision_score(y_test, y_pred_lasso) * 100, 2)\n", + "lasso_recall = round(recall_score(y_test, y_pred_lasso) * 100, 2)\n", + "\n", + "print(\"Training Accuracy:\", lasso_train, \"%\")\n", + "print(\"Model Accuracy Score:\", lasso_accuracy, \"%\")\n", + "print(\"Model Precision:\", lasso_precision, \"%\")\n", + "print(\"Model Recall:\", lasso_recall, \"%\")\n", + "print(\"\\033[1m--------------------------------------------------------\\033[0m\")\n", + "print(\"Classification Report:\\n\", classification_report(y_test, y_pred_lasso))\n", + "print(\"\\033[1m--------------------------------------------------------\\033[0m\")\n", + "cm = confusion_matrix(y_test, y_pred_lasso)\n", + "disp = ConfusionMatrixDisplay(confusion_matrix=cm)\n", + "disp.plot()\n", + "plt.title(\"Confusion Matrix\")" + ] + }, + { + "cell_type": "markdown", + "id": "96edb6db", + "metadata": {}, + "source": [ + "### Decision Tree" + ] + }, + { + "cell_type": "code", + "execution_count": 187, + "id": "b547338e", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy : 100.0 %\n", + "Model Accuracy Score : 93.28 %\n", + "Model Precision: 29.58 %\n", + "Model Recall: 55.26 %\n", + "\u001b[1m--------------------------------------------------------\u001b[0m\n", + "Classification_Report: \n", + " precision recall f1-score support\n", + "\n", + " 0 0.98 0.95 0.96 1919\n", + " 1 0.30 0.55 0.39 76\n", + "\n", + " accuracy 0.93 1995\n", + " macro avg 0.64 0.75 0.67 1995\n", + "weighted avg 0.96 0.93 0.94 1995\n", + "\n", + "\u001b[1m--------------------------------------------------------\u001b[0m\n" + ] + }, + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Confusion Matrix')" + ] + }, + "execution_count": 187, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 2 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Decision Tree\n", + "from sklearn.tree import DecisionTreeClassifier\n", + "decision = DecisionTreeClassifier()\n", + "decision.fit(X_train_smote, y_train_smote)\n", + "y_pred_dec = decision.predict(X_test)\n", + "\n", + "decision_train = round(decision.score(X_train_smote, y_train_smote) * 100, 2)\n", + "decision_accuracy = round(accuracy_score(y_pred_dec, y_test) * 100, 2)\n", + "decision_precision = round(precision_score(y_test, y_pred_dec) * 100, 2)\n", + "decision_recall = round(recall_score(y_test, y_pred_dec) * 100, 2)\n", + "\n", + "print(\"Training Accuracy :\",decision_train ,\"%\")\n", + "print(\"Model Accuracy Score :\",decision_accuracy ,\"%\")\n", + "print(\"Model Precision:\", decision_precision, \"%\")\n", + "print(\"Model Recall:\", decision_recall, \"%\")\n", + "print(\"\\033[1m--------------------------------------------------------\\033[0m\")\n", + "print(\"Classification_Report: \\n\",classification_report(y_test,y_pred_dec))\n", + "print(\"\\033[1m--------------------------------------------------------\\033[0m\")\n", + "cm = confusion_matrix(y_test, y_pred_dec)\n", + "disp = ConfusionMatrixDisplay(confusion_matrix=cm)\n", + "disp.plot()\n", + "plt.title(\"Confusion Matrix\")" + ] + }, + { + "cell_type": "markdown", + "id": "72f45a5a", + "metadata": {}, + "source": [ + "### Random Forest" + ] + }, + { + "cell_type": "code", + "execution_count": 189, + "id": "6ebfd8cd", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy : 100.0 %\n", + "Model Accuracy Score : 94.19 %\n", + "Model Precision: 34.62 %\n", + "Model Recall: 59.21 %\n", + "\u001b[1m--------------------------------------------------------\u001b[0m\n", + "Classification_Report: \n", + " precision recall f1-score support\n", + "\n", + " 0 0.98 0.96 0.97 1919\n", + " 1 0.35 0.59 0.44 76\n", + "\n", + " accuracy 0.94 1995\n", + " macro avg 0.66 0.77 0.70 1995\n", + "weighted avg 0.96 0.94 0.95 1995\n", + "\n", + "\u001b[1m--------------------------------------------------------\u001b[0m\n" + ] + }, + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Confusion Matrix')" + ] + }, + "execution_count": 189, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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E/KPmzZvz/vvv06NHDzIzM1m/fj3Hjx+nU6dOJCUl8cgjj5TIZ7XHYrFYqwpt27a96gXW09OTN954g379+hEQEMB3333Hzp07qVevHhMnTuT999/H39+fn3/+2SZZmDRpEg0bNuTw4cNs3Lix2LtJAsyfP5+dO3fSoEEDnnzySZu+nj17csstt3DixIkSSyxFrjcWoyQnCUVEROQvTRUFERERsUuJgoiIiNilREFERETsUqIgIiIidilREBEREbuUKIiIiIhdShRERETErutuZ0bDyIFc+/voi4tZPMGjBuSdBKPwQ5PE9VKO2n9EtbiWp5cngbUD+PXYb+Tm6N93aQisXRWvcp4l/j4uuVZ41sBiue4uo4VcdxsuGTlHMU7FujsM8/CKxKPaB+Sd+hvk7HR3NKZwb/3b3R2CadSPqsu8b19gyB3j2L8t2d3hmMIb26dRI6R6ib+PkXOEXCevFZ7VPsfiVcdFEZVdmnoQERERu67/momIiEgRco08p44v+QmSskGJgoiImI4B5OHczLsBWFwSTdmmREFEREwpD+cqCmahNQoiIiJilyoKIiJiSrnX101/JUaJgoiImI6B4YI1CuZINDT1ICIiInapoiAiIqaUa5KKgLOUKIiIiCk5O/VgFpp6EBERcbOEhAT69Olj/b5Pnz6Eh4cX+VqzZg0Ax48fL7J/1apV1vPs2rWL3r1707RpU9q2bcvixYuLHZsqCiIiYjoGzt/14Kp6xBtvvMHs2bOJjo62ts2ZM4fs7GybcWPHjuXIkSO0b98egD179uDj48Nnn32GxfL71k9+fn4AnDlzhn79+tG+fXsmTpzITz/9xMSJE6lcuTLdu3d3OD4lCiIiYkru3m4pNTWVMWPGsHXrVkJCQmz6KleubPP9Rx99xDfffMPq1aupWLEiAHv37iUkJITq1Yt+iNbKlSvx9vZmwoQJeHl5ERoaSnJyMgsXLixWoqCpBxERETfYsWMHlSpV4sMPPyQqKsruuEuXLvHKK6/Qt29fwsPDre179uyhfv36do/bsmUL0dHReHn9XhOIiYnh0KFDnD592uE4VVEQERFTcsVdDydOnLBZW/Bn69evt9sXGxtLbOzVH3WdlJREeno6Tz31lE373r17CQwMpFevXhw+fJi6desyePBgWrVqBUBKSgphYWE2xxRUH06cOEHVqlWv+t6gioKIiJhQ/hoF516lcc9Ebm4ub731Fr169bKuPQDIysri8OHDXLx4kbi4OF5//XUaN27MgAED2LBhAwAZGRl4e3vbnM/HxweAzMxMh2NQRUFEREzJFWsUatasecWqgbM2bdrEiRMn6NGjh027t7c3mzdvxsvLy5oMNGrUiAMHDrB48WJuu+02fH19ycrKsjmuIEGoUKGCwzGooiAiIlJGffbZZzRp0oQbb7yxUF+FChUKVQzCwsJITU0FIDg4mLS0NJv+gu+DgoIcjkGJgoiImFIuFqdepWHr1q3ExMQUat+9ezfNmjVjy5YtNu2//PKLdYFjdHQ0W7duJTc319q/YcMGQkJCHF6fAEoURETEhAwgz3DuVdJrFHJzc9m/f3+hBYmQXzlo0KABEydOZMuWLRw4cIApU6bw008/MWjQIAC6d+/OxYsXGTNmDPv372f16tUsW7aMgQMHFisOJQoiIiJl0NmzZ8nOzi60pwKAh4cHiYmJNG7cmLi4OLp168a2bdtYunSp9RbKqlWrsmjRIg4dOkS3bt2YO3cuI0eOpFu3bsWKQ4sZRUTElEpr+sARU6dOLdRWtWpV9uzZY/eYgIAAJk+efMXzNmnShBUrVjgVmxIFERExpbKUKJRlmnoQERERu1RREBER08lfzOhcRcEsD6lWoiAiIibkilsczTF1oakHERERsUsVBRERMR0DyHXyd2VNPYiIiFyvDOfXKJglU1CiICIipqTbIx2jNQoiIiJilyoKIiJiOgaQa2iNgiOUKIiIiAlZyHO6qG6OqQtNPYiIiIhdqiiIiIgpaTGjY5QoiIiI6WiNguM09SAiIiJ2qaIgIiKmlKepB4coURAREVNydgtns9BPSUREROxSRUFEREzHwOKCxYzmmLpQoiAiIqbk/IZL5qBEQURETCnX2adHmoTSKREREbFLFQURETEdA+fvejDLhktKFERExIQs5Dm5mFEPhRIRERHTU0VBRERMSRsuOUaJgoiImE7+Q6GcmzowyxoFpVMiIiJilyoKIiJiStpwyTFKFERExHwM57dwxiQbNimdEhEREbtUURAREdMxgDwn90Ewy2JGJQoiImJKTk89mIQSBRERMR1t4ew4pVMiIiJilyoKIiJiSnkmuWvBWUoURETEhCwu2MLZHImGph5ERETELlUURETElJx/zLQ56KckIiKmk3/Xg8WplyvvekhISKBPnz42baNGjSI8PNzm1bp1a2t/Xl4es2fPplWrVkRFRdG/f3+Sk5NtzrFr1y569+5N06ZNadu2LYsXLy52bEoURERE3OiNN95g9uzZhdr37NnDoEGD+Oabb6yvNWvWWPsTEhJISkripZdeYsWKFVgsFgYMGEBWVhYAZ86coV+/ftSrV4/33nuPoUOHMmvWLN57771ixaepBxERMSV3Tz2kpqYyZswYtm7dSkhIiE1fbm4u+/fvZ/DgwQQGBhY6NisriyVLlhAfH0+bNm0AmDlzJq1atWLdunV07tyZlStX4u3tzYQJE/Dy8iI0NJTk5GQWLlxI9+7dHY5TFQURETGdsjD1sGPHDipVqsSHH35IVFSUTd/hw4fJzMwkNDS0yGN3795Neno6MTEx1jZ/f38iIyPZvHkzAFu2bCE6Ohovr99rAjExMRw6dIjTp087HKcqCiIiItfoxIkThdYW/NH69evt9sXGxhIbG1tk3969e7FYLCxbtoyvvvoKDw8P2rRpQ1xcHH5+fqSkpABQo0YNm+OqV6/OyZMnAUhJSSEsLKxQf0HcVatWvfoHRImCiIiYksUFUw8WSmoj53379uHh4UGtWrVITEwkOTmZl19+mb1797Js2TIuX74MgLe3t81xPj4+nDt3DoCMjIwi+wEyMzMdjkWJgoiImJIrHgpVs2bNK1YNrtXQoUN57LHH8Pf3ByAsLIzAwEB69uzJ9u3b8fX1BfLXKhR8DfkJQPny5QHw9fW1Lmz8Yz9AhQoVHI5FaxRERMSU8rA49SpJFovFmiQUKJhGSElJsU45pKWl2YxJS0sjODgYgODg4CL7AYKCghyORYmCiIhIGTNixAgef/xxm7bt27cDUL9+fSIiIqhYsSIbN2609p8/f56dO3fSokULAKKjo9m6dSu5ubnWMRs2bCAkJMTh9QmgREFEREzIIH/qwZlXST5mukuXLnz77bfMnz+fI0eO8OWXXzJ69Gi6dOlCaGgo3t7e9O7dm+nTp7N+/Xp2797NM888Q3BwMB06dACge/fuXLx4kTFjxrB//35Wr17NsmXLGDhwYLFi0RoFERExH8MFT48swUzhrrvuYtasWSQmJpKYmIifnx9du3YlLi7OOmbYsGHk5OQwduxYMjIyiI6OZvHixdYFjFWrVmXRokVMmjSJbt26ERgYyMiRI+nWrVuxYlGiICIi4mZTp04t1NaxY0c6duxo9xhPT0/i4+OJj4+3O6ZJkyasWLHCqdiUKIiIiOkYLnjMtGGSx0wrURAREVNyeurBJLSYUUREROxSRUFEREwpT78rO0SJgoiImFKuph4conRKRERE7FJFQURETMfA+cWMJbnhUlmiREFEREzIVU+PvP4pURAREVPKNcmF3llaoyAiIiJ2qaIgVmnHyzGoXQTjlxwi6vaL1vbtG29g6ZQaHNpZnhv8c7nj3nP0ffYkFSrmWccc3GFh8Qs3sWvrDXh4Gtza/jz9R5+galBOke916aIHA++KIOqOi/zjtSMl/tlEruaenqn8/bGTBNXKJO2ED//6ZzC7t9ex9s98dzsRTS8WOu6ZBxqx+ye/0gxVXEBrFBynREEASD1WjtEPh5J+3tOm/fBuX0Y9FErD6HRGLzjMqRPlWDSpJieTvXnhzUMA/HrsNM9296JWiCfPzk0m87KFpVNr8lzPUBI/24NnEf/KFoyvRdpx79L4aCJX1bFHKv836SAfLAvm+88CaNzyHE+NO8QHb1UCwGIxqBd2iVWv1+S7TwNsjj28t4I7QhYXcH6Ngjm4PVHIy8tj7ty5rFq1ivPnz3PLLbcwfvx46tat6+7QTCEvD9atDGDhizWL7P/8/SpYLDBh6SHK35BfQcjNtTDnuRtJPVaOoHrw7wXryLgEL7x5EP8q+c89r1Q1l5EP1OfHb/xo0faCzTk3rffjq39V5gb/3D+/nYhb3P1AGju2+JH4YggAP22oRK2QDFrfsw+A6jUv4Fshj83/razqgZiO29OphIQEkpKSeOmll1ixYgUWi4UBAwaQlZXl7tBM4dDO8swZVZsOD/7GyNnJhfqzsyx4eRn4lP99mqFSQP50wvnf8vPMvw+7lxkf5liTBACvcvnjszNtS3sXznryWvyNPD72BBWVKEgZUc7bIP2CbTXt3BkvKvhlAlCr3hkADu66odRjk5KTh8Wpl1m4NVHIyspiyZIlDB06lDZt2hAREcHMmTNJTU1l3bp17gzNNAJrZbH0210MnHACn/KFZ9zuefg0WGDBhFqc/82Tw3t8+eerwYTcfJmbGl4GoHJgJcKa5h+blWFh55YKzBtdm1o3ZXBLG9tqQsLYWtxYP5POfU6X/IcTcdD7S2vQ/M5z3PW3X6lQMYfmrc7SvtuvbP6yHgC1Q85y8bwnA8ceZsXmzXyw43teWLSLWiGX3Ru4XDPDyN+Z0ZmXYZJFCm6deti9ezfp6enExMRY2/z9/YmMjGTz5s107tzZjdGZg3+VXKhi/zf7umGZ9B99goQxtVmzKBCAoNpZTH9/H56ehccPbBfBiUM+ePvmMfb1w3j7/v5f0rcfV2LDfyqR+PkeLOZJxuUv4JuPq9I05hwjZ+y3tm35qhLvLW1O2375FYWK/rmc+82LF54Kp3qtTB4ZeozpSb8wpGsUv6VpvY1cv9yaKKSkpABQo0YNm/bq1atz8uTJazupxRO8Ip0NzZw8/3f19qwLXvkX+KRZHiyd5EXX/rnc2TmPs6ctLH/Vi+d6RjLjw2yq1Ljpf8fk//n0yxYgm3VJHkx4LIR/zMml3YN5nD0Fs58txxPjcwkOqZ9/jKUcWCrp76uY6kdp/Y6rPTX2v9wUcYY1b0aRvK8qNeuepVPPX3h6/FYMw2DT1+34ZFUKh/bkJ8tHD8PCVyIYM2stj8Wn8+E/G7j3A1xHynmX1mVJGy45yq2JwuXL+WU7b2/bbNzHx4dz585d20k9auBR7QNnQzMlj0o7gAl4VJqER7WG5Obk8s7MvrR7pCXDFg2zjmvW9SyP1n+ad5fcx8Dpj+YfW2UmANEPYP3zVNtx/HPmGTo8NYe5T02nbqOLdPq/sRgF5QSPoeATiVH5KTw8PbCozOCQed+6O4Lri5H1A8ZvSVj8X+L+kT1+b8/4ggZ+AyHzv/SfPL7IY/NO7adDz0A6PvVCaYUrLuTs7ZFm4dZEwdfXF8hfq1DwNUBmZibly5e/tpPmnSTvzFOuCM908s5ZgHLknRtD3imD31Ih45I3Nzf5grxT663jKnnCjfW9OPzTB+Sd+ZFtP/Yn89Q8WsbaVoEaRHqye6MHeaf+xtfv5SeD9/o8bDNm3Ztfsu7NL3nl/Wyi7jDJhJ+Thv4tyt0hXFduuTOZx56BFx/7ltTjv1jbvX2zmfE2kLOPj+a8x66teRzeV83m2LGzj3Nk/2XenD2ulKO+fk1cGUe1WgFXH+gCZlqQ6Ay3JgoFUw5paWnUqfP7xiZpaWlERERc20mNXMjZ6YrwzCe3IlAfcpMh5yKVK4NflUb8suECXfv8fkfEudOeHD8QSXjTM5Cbw6fL/sumf59i2fe7rZsw5ebAT1+Fc1NkHuTsY87HhRO/8Y/dRIPGl+g9IoXaoZmQk1dojBS2f1tld4dwXTGy03nsGfD328O324Ks7c1bnc3/wrM2MW0TuLGuJyN7NbL2hza8SLXgC7wzL5D92wrfMSTXJjur6E3axH3cmihERERQsWJFNm7caE0Uzp8/z86dO+ndu7c7QxPA0xP6jEghYWxtKvjl0rrLWc795sWKOUF4eBp0H5gG+NMj/m98/d6XjO19Ez0Gp2EYsGZxIEf2+TAl6QAAYVGFV4eXK2fgH5BbZJ9IaTmw8wa++SSAAaMPU7FSDru3VaRug8v0HnaUIweqUPf2Dny8cjmPDNnE8Jf388WH1QiqnUmf/zvK4T0VWPdedXd/BLkG2pnRcW5NFLy9venduzfTp08nICCAWrVqMW3aNIKDg+nQoYM7Q5P/+Vv/U1SslMt7iYGsWxGAf0AOjVqmM37pIYJvzN/rIqRRHWZ8mMPSl/KY/kwdsjMtRLZIZ/rq/dx8yyU3fwKRq3v5mQY8PPgYnR5OpU/cUdJO+PDpu9X5/svbmLm+HN9/fhNH956h+4ATjJu/h4zLHnz3aQBLp9chL1fl678q7czoGLfvzDhs2DBycnIYO3YsGRkZREdHs3jx4kILHKXkRd1+kf+c+KlQe7vuZ2jX/cwVj23QxGDy8oPFer83N2mKSMqGnGwP3ppVh7dm1bFprx9Vzvr1l/+uxpf/rvbnQ0Wue25PFDw9PYmPjyc+Pt7doYiIiGlYXHDXgzmqSW5PFERERNxBdz04RhM0IiIiYpcqCiIiYjq668FxShRERMSUtDOjYzT1ICIiInapoiAiIuZjuKCiYJK5ByUKIiJiSpp6cIwSBRERMR0D52+PNElBQWsURERExD5VFERExJQ09eAYJQoiImJC2sLZUZp6EBEREbtUURAREdPRzoyOU6IgIiKmpDUKjtHUg4iIiNilioKIiJiSoYqCQ1RREBERU8rD4tTLlRISEujTp49N2+eff0737t1p1qwZsbGxvPzyy2RkZFj7jx8/Tnh4eKHXqlWrrGN27dpF7969adq0KW3btmXx4sXFjk0VBRERETd64403mD17NtHR0da2LVu28PTTTxMXF0fHjh1JTk5m3LhxnD17lilTpgCwZ88efHx8+Oyzz7BYfk9c/Pz8ADhz5gz9+vWjffv2TJw4kZ9++omJEydSuXJlunfv7nB8ShRERMR8ysBDoVJTUxkzZgxbt24lJCTEpi8pKYmYmBiefPJJAOrWrcszzzzD6NGjmThxIt7e3uzdu5eQkBCqV69e5PlXrlyJt7c3EyZMwMvLi9DQUJKTk1m4cKESBRERkSsxcH6NggGcOHGi0JTBH61fv95u344dO6hUqRIffvgh8+bN4/jx49a+/v374+FReHVATk4OFy9eJCAggD179lC/fn2759+yZQvR0dF4ef1+qY+JiWHBggWcPn2aqlWrXuUT5lOiICIipuTu2yNjY2OJjY0tsi8yMtLm+6ysLJYuXUrDhg0JCAgAYO/evQQGBtKrVy8OHz5M3bp1GTx4MK1atQIgJSWFsLAwm/MUVB9OnDihREFERKSk1axZ84pVA1fIyclh5MiR7N+/n7fffhvITxwOHz5M+fLlGTlyJBUqVODDDz9kwIABLF26lNtuu42MjAy8vb1tzuXj4wNAZmamw++vREFEREzI4oLbI0u+InHx4kXi4uLYuHEjs2fPJioqCgBvb282b96Ml5eXNRlo1KgRBw4cYPHixdx22234+vqSlZVlc76CBKFChQoOx6BEQURETMndUw9Xk5aWxoABAzh27BgLFy4kJibGpr+oi31YWBjffPMNAMHBwaSlpRU6J0BQUJDDcWgfBRERkTLm3Llz9O3bl99++43ly5cXShJ2795Ns2bN2LJli037L7/8Yl3gGB0dzdatW8nNzbX2b9iwgZCQEIfXJ4ASBRERMSnDcO5VkqZMmcLRo0eZNm0aAQEB/Prrr9ZXbm4uYWFhNGjQgIkTJ7JlyxYOHDjAlClT+Omnnxg0aBAA3bt35+LFi4wZM4b9+/ezevVqli1bxsCBA4sVi6YeRETEdAxwenfFksoV8vLyWLt2LdnZ2fTt27dQ//r166lduzaJiYlMnz6duLg4zp8/T2RkJEuXLiU8PByAqlWrsmjRIiZNmkS3bt0IDAxk5MiRdOvWrVjxKFEQERFxs6lTp1q/9vDw4Oeff77qMQEBAUyePPmKY5o0acKKFSucik2JgoiImJIeCuUYJQoiImJKZf2uh7JCixlFRETELlUURETEfFxx50IJ3/lQVihREBERU9IaBccoURAREVNSouAYrVEQERERu1RREBER0zGwOH3Xg1EKD4UqC5QoiIiIKZX0NszXC009iIiIiF2qKIiIiClpMaNjlCiIiIgpKVFwjKYeRERExC5VFERExJS0ltExShRERMSUNPXgGE09iIiIiF2qKIiIiPkYOD/3YJK5CyUKIiJiSpp6cIwSBRERMR0D53dmNElBQWsURERExD5VFERExJQ09eAYJQoiImJOShQcoqkHERERscuhisKoUaMcPqHFYmHy5MnXHJCIiEhp0GOmHeNQorBx40aHT2ixqJQjIiJ/AUoUHOJQovD555+XdBwiIiJSBl3zYsa8vDz27t1LWloazZs3Jycnh8qVK7swNBERkRJiuOCuB5NUJK4pUfjggw+YMWMGaWlpWCwW3n33XebMmUO5cuWYMWMG3t7ero5TRETEtUxyoXdWse96WLt2Lc8++ywxMTHMnDkT43+rQe6++26++uorEhISXB6kiIiIuEexKwqJiYk89NBDTJgwgdzcXGv7/fffz+nTp1m5ciVxcXGujFFERMTFLC7YcMkci/eLXVE4dOgQHTp0KLIvKiqK1NRUp4MSEREpcYaTL5ModqJQtWpVDhw4UGTfgQMHqFq1qtNBiYiIlDyLky9zKHai0KlTJ2bPns0nn3xCVlYWkL93wi+//EJCQgL33HOPy4MUERER9yj2GoW4uDj27t1LXFwcHh75eUafPn24dOkSLVq04P/+7/9cHqSIiIjLmWj6wBnFThS8vb1ZtGgR3377LRs2bODcuXP4+fnRsmVL2rRpo50ZRUTkr0GJgkOuecOlO+64g+bNm3PhwgUqV66svRNERESuQ9eUKHz33XfMmTOHbdu2YRgGnp6eNG3alLi4OFq0aOHqGEVERFxPj5l2yDVtuNS/f38yMzN5+umnmTBhAoMGDeLs2bM89thjfP/99yURp4iIiEsZhnMvsyh2RWH+/Pl07tyZGTNm2LQPGTKEwYMHM23aNN577z2XBSgiIiLuU+yKQnJyMt26dSvUbrFY6NWrF/v27XNJYCIiIiXG2c2WXLzpUkJCAn369LFp27VrF71796Zp06a0bduWxYsX2/Tn5eUxe/ZsWrVqRVRUFP379yc5OblY53BEsROF0NBQdu7cWWTfyZMnqVOnTrGDEBERKXWGxbmXi7zxxhvMnj3bpu3MmTP069ePevXq8d577zF06FBmzZplU7FPSEggKSmJl156iRUrVmCxWBgwYIB1jyNHzuEIh6YeTpw4Yf26f//+jBs3Dg8PD+69914CAwM5d+4cX3/9NXPmzGHSpEnFCkBERMSMUlNTGTNmDFu3biUkJMSmb+XKlXh7ezNhwgS8vLwIDQ0lOTmZhQsX0r17d7KysliyZAnx8fG0adMGgJkzZ9KqVSvWrVtH586dr3oORzmUKMTGxtrsj2AYBtOnTy+0TsEwDAYOHMiuXbscDkBERMQdLG5ekLhjxw4qVarEhx9+yLx58zh+/Li1b8uWLURHR+Pl9ftlOiYmhgULFnD69GmOHz9Oeno6MTEx1n5/f38iIyPZvHkznTt3vuo5HH3kgkOJwuTJk7WRkoiIXF9ckCicOHGi0NqCP1q/fr3dvtjYWGJjY4vsS0lJISwszKatevXq1vdMSUkBoEaNGoXGnDx50qFzuDRRuP/++x06mYiIyF9GGd5HISMjo9BGhj4+PgBkZmZy+fJlgCLHnDt3zqFzOOqaNlxKSUnhhx9+sC6YgPzVl5cvX2bLli3MnDnzWk4rIiLyl1KzZs0rVg2ula+vr801Fn6/uFeoUAFfX18AsrKyrF8XjClfvrxD53BUsROFjz/+mPj4eHJycqzTEYZhWL++6aabintKERGR0leGN00KDg4mLS3Npq3g+6CgIHJycqxtf7zbMC0tjYiICIfO4ahi3x65YMECIiMjWb16Nffffz/33Xcf//73v4mPj8fLy4vRo0cX95QiIiKlr4zsoVCU6Ohotm7dSm5urrVtw4YNhISEULVqVSIiIqhYsSIbN2609p8/f56dO3daH6VwtXM4qtiJwqFDhxgwYACRkZHcdttt7Nmzh9DQUPr378+jjz5KYmJicU8pIiIif9C9e3cuXrzImDFj2L9/P6tXr2bZsmUMHDgQyF+b0Lt3b6ZPn8769evZvXs3zzzzDMHBwXTo0MGhcziq2FMPHh4eVK5cGYB69epx8OBB8vLy8PDwoFWrVqxevbq4pxQRESldrqgKlGBVoWrVqixatIhJkybRrVs3AgMDGTlypM3OyMOGDSMnJ4exY8eSkZFBdHQ0ixcvti5gdOQcjih2onDTTTexdetWoqOjqVevHtnZ2ezatYuGDRty/vz5QgsnREREyqQydNfD1KlTC7U1adKEFStW2D3G09OT+Ph44uPj7Y652jkcUexE4aGHHmL8+PFcunSJ4cOHc+uttzJ69GgeeOAB/vnPf9KwYUOnAhIREZGyo9hrFB588EHGjBlDdnY2AC+88AKZmZlMmjSJnJwcxowZ4/IgRUREXM1iOPcyi2vaR+GRRx6xfl2nTh0+/vhjzpw5Q0BAgMsCExERKVEmutg7o9gPhXJkXM2aNa89IhERESkzrumhUFejh0KJiIhcH/RQKBERMSUzrTNwxnX3UKiUI948Wr+pu8MwjfrNQpi/FYZ0DGf/j95XP0CcZ7ns7ghMI+9/++LnZWaSd1k/91JhlOLVuwzdHlmWFfuuBxERETGPa7rrQURE5C9PUw8OUaIgIiLmpETBIZp6EBEREbucShQuXLjAgQMHyMrKsnmMpYiISJnm5K6MllJ41HRZcU1TDxs3bmT69On88ssvWCwWVq1axcKFCwkODua5555zdYwiIiKuZ5ILvbOKXVHYsGEDjz/+OL6+vvzjH//A+N+tLJGRkbz55pssXbrU5UGKiIiIexQ7UXjttddo164db731Fn379rUmCk8++SRPPPEEq1atcnmQIiIiLmc4+TKJYicKu3btonv37gCFdmu84447OH78uGsiExERKUF6eqRjip0o+Pn58euvvxbZd/LkSfz8/JwOSkRERMqGYicK7dq1Y+bMmWzfvt3aZrFYSElJITExkbZt27oyPhERkRJgyd/C2ZkX5tgCuth3PYwYMYJt27bRo0cPqlWrBsDw4cNJSUmhRo0aDB8+3OVBioiIuJyJpg+cUexEoVKlSqxatYo1a9bw/fffc/bsWfz8/OjTpw/3338/5cuXL4k4RUREXMaC8+sMzFFPuMZ9FLy9venRowc9evRwdTwiIiJShhQ7UVizZs1Vx/z973+/hlBERERKiStucTTJ1EWxEwV7Oy9aLBY8PT3x9PRUoiAiImWemW5xdEaxE4X169cXart06RJbt27l9ddfZ968eS4JTERERNyv2IlCrVq1imxv0KAB2dnZvPjiiyxfvtzpwEREREqUKgoOceljpsPCwtixY4crTykiIlIytIWzQ1yWKGRlZbFy5UqqVq3qqlOKiIiImxV76iE2NrbQMx7y8vI4c+YMmZmZPPvssy4LTkREpKRoMaNjip0o3HrrrUW2V6xYkbvuuovbb7/d6aBERESkbCh2otC1a1eaNm1KhQoVSiIeERERKUOKvUZh5MiRRd4iKSIi8peixYwOKXZFwdvbGx8fn5KIRUREpNRojYJjip0oDBw4kHHjxrF7924aNGhgfYLkH0VHR7skOBERkRKjRMEhxU4Uxo8fD0BCQgKAzR0QhmFgsVjYtWuXi8ITERERdyp2ovDmm2+WRBwiIiKlRw+FcphDiUK7du2YN28eERERtGzZsqRjEhERKXFao+AYh+56OH78OFlZWSUdi4iIiJQxxZ56EBERuS6oouAQJQoiImJKmnpwjMOJwpAhQ/D29r7qOIvFwmeffeZUUCIiItezjRs38uijjxbZV7t2bdavX8+oUaNYvXq1TV9QUBBfffUVkP+cpblz57Jq1SrOnz/PLbfcwvjx46lbt65LY3U4UYiMjCQgIMClby4iIuI2bqwoNGvWjG+++cambe/evTz55JMMGjQIgD179jBo0CB69+5tHePp6Wn9OiEhgaSkJKZMmUJQUBDTpk1jwIABfPTRRw79Yu+oYlUUmjRp4rI3FhERcSs3Jgre3t4EBgZav8/OzmbKlCncfffdPPjgg+Tm5rJ//34GDx5sM65AVlYWS5YsIT4+njZt2gAwc+ZMWrVqxbp16+jcubPLYi32sx5ERETEtd5++21OnjzJqFGjADh8+DCZmZmEhoYWOX737t2kp6cTExNjbfP39ycyMpLNmze7NDYtZhQREVNyxWLGEydO0KdPH7v9jjxEMTMzk8TERPr27Uv16tWB/GkIi8XCsmXL+Oqrr/Dw8KBNmzbExcXh5+dHSkoKADVq1LA5V/Xq1Tl58qQTn6gwhxKFbt26UaVKFZe+sYiIiNuUoZ0ZP/jgAzIzM20Sjn379uHh4UGtWrVITEwkOTmZl19+mb1797Js2TIuX74MUGgtgo+PD+fOnXNNYP/jUKIwZcoUl76piIiI27ngQl+zZk2HqgZXsmbNGu6++26bX8iHDh3KY489hr+/PwBhYWEEBgbSs2dPtm/fjq+vL5C/VqHga8ivTpQvX96peP5MaxRERETc5LfffuPHH3+kU6dONu0Wi8WaJBQICwsDICUlxTrlkJaWZjMmLS2N4OBgl8aoREFEREzJYjj3coUffvgBi8VS6DlKI0aM4PHHH7dp2759OwD169cnIiKCihUrsnHjRmv/+fPn2blzJy1atHBNcP+jxYwiImJOZWBnxt27d3PjjTcWmi7o0qULTz31FPPnz6dz584cOnSIF154gS5duljvhOjduzfTp08nICCAWrVqMW3aNIKDg+nQoYNLY1SiICIi4ianTp2icuXKhdrvuusuZs2aRWJiIomJifj5+dG1a1fi4uKsY4YNG0ZOTg5jx44lIyOD6OhoFi9e7NLNlkCJgoiImJAF56cPLC6IY8KECXb7OnbsSMeOHe32e3p6Eh8fT3x8vAsisU+JgoiImFMZmHr4K9BiRhEREbFLFQURETEnVRQcokRBRERMyRVrDMxAUw8iIiJilyoKIiJiTpp6cIgSBRERMR9X7K5okkRDiYKIiJiTSS70ztIaBREREbFLFQURETEnVRQcokRBRERMyVVPgLzeaepBRERE7FJFQUREzEkVBYcoURAREVPS1INjNPUgIiIidqmiICIi5qSKgkOUKIiIiClp6sExmnoQERERu1RREBER8zFwfurBJBUJJQoiImJOJrnQO0uJgoiImJLWKDhGaxRERETELlUURETEnFRRcIgSBRERMSEDi6HVjI7Q1IOIiIjYpYqCiIiYkzkKAk5ToiAiIqZjwfm7HiwuiaTs09SDiIiI2KWKgoiImI92ZnSYEgURETElbbjkGE09iIiIiF2qKIiIiDmpouAQJQoiImJKmnpwjBIFERExJyUKDtEaBREREbFLFQURETElTT04RomCiIiYk9MPhTIHTT2IiIiIXaooiIiIKWnqwTGqKIiIiPkYLno54fjx44SHhxd6rVq1CoBdu3bRu3dvmjZtStu2bVm8eLHN8Xl5ecyePZtWrVoRFRVF//79SU5Odi6oIqiiICIi4gZ79uzBx8eHzz77DIvl92dR+vn5cebMGfr160f79u2ZOHEiP/30ExMnTqRy5cp0794dgISEBJKSkpgyZQpBQUFMmzaNAQMG8NFHH+Ht7e2yOJUoyFV5eBg8MDiNex/+jarB2Rw/6MOq+dX5fHWVQmM9vQxeXbOfzV/48c8ZwW6IVsQ5zy88RP3Gl+gb09Da9o/p/yUk4kyhsf/XtQG7f7ihNMMTF7Lkuff99+7dS0hICNWrVy/Ut2zZMry9vZkwYQJeXl6EhoaSnJzMwoUL6d69O1lZWSxZsoT4+HjatGkDwMyZM2nVqhXr1q2jc+fOLotTiYJcVb9RJ+k24BRvTgtm77bytIy9wLNzj2AYcPRwiHWct28ez845QkTzS2z+ws+NEYtcm9j7f+POTudIOVrO2mYYedSsd56VCdX59uNKNuMP7/Yt7RDFldy8RmHPnj3Ur1+/yL4tW7YQHR2Nl9fvl+mYmBgWLFjA6dOnOX78OOnp6cTExFj7/f39iYyMZPPmzddvopCQkMCGDRt466233B2K/I9vhVzu63+K9xdWY+W8/Kz3p2/8qN/kEvf1O8W88fnjQhueYsS0fVQLznZjtCLXLiAom8EvHOfXE+VsO3IP4eOby6b1/qoeSCEnTpygT58+dvvXr19vt2/v3r0EBgbSq1cvDh8+TN26dRk8eDCtWrUiJSWFsLAwm/EFlYcTJ06QkpICQI0aNQqNOXny5LV+nCKVmcWMb7zxBrNnz3Z3GPInWZkePNO1Ae8tCLRpz8m2UM7n93R80LiNpB33ZkjHsD+fQuQv4ZlpR9j6lR8/flPRtiN7FwAHd6p6cL2xGM69nJGVlcXhw4e5ePEicXFxvP766zRu3JgBAwawYcMGMjIyCq0z8PHxASAzM5PLly8DFDkmMzPTueD+xO0VhdTUVMaMGcPWrVsJCQm5+gFSqvJyLRzcWf5/3xlUCczh7p6/0azVRV6Lr20dN3PknXy15jf3BCnipHsePk2DJpd58q4IBow7btNn5Ozi0sVyDJp4nJgO5/Etn8dP31ZkwcRaHDug5OEvzQUbLtWsWfOKVQN7vL292bx5M15eXtaLfaNGjThw4ACLFy/G19eXrKwsm2MKEoAKFSrg65v/by8rK8v6dcGY8uXL40puryjs2LGDSpUq8eGHHxIVFeXucOQK7up2lqRtO+k/OoXNn/vx5QeVrX0nkivZP1CkDKteK4snxx9n7ujanD9TxO9O2bupUDGbc6e9mNg/hJnxN1LrpkxmrN5PQJCm2v6qLDhfUbBc9V2urEKFCoUqAmFhYaSmphIcHExaWppNX8H3QUFB1imHosYEB7t2IbnbKwqxsbHExsa67HyeXp7Ub6bKREnIyAxk5sg6VK99kS69d5Gw7gjLE+8A4MaIWn8YuY2A4Mr6eygpFmf/9yS/Mxg26Vt2/ViDlJPNqN8M/AN+o5x3JvWbhXBjeE0sfn15c0Ig3/8n/7fPI4dgwUvpPJ/4Gf1GZ/HBG5puc6Vy3m6/LJWK3bt38/DDD7Nw4UJatGhhbf/ll1+oX78+N998M0lJSeTm5uLp6QnAhg0bCAkJoWrVqvj5+VGxYkU2btxInTp1ADh//jw7d+6kd+/eLo3VYhhlZ7Pr5557juPHjzu1mNEwDJv7UaVkGJkbMM70xVJpOpby99n05aWEwQ1P4+E3zE3RiTjGSH8L4+JcLNU+Ao/8232Nc6MhazOWwHWABxZL0YXXvFP3gUcgHgGLi+yXsu1Eyll6DF7k1DlWJjxBzeDK13RsXl4eDz30EJcvX2b8+PFUqVKFlStXsnz5ct59912qVavGvffeS2xsLE888QQ///wzEyZMYOLEiXTr1g3Ivx0yKSmJyZMnU6tWLaZNm8axY8f417/+pX0UruTXo6cZ3+0Vd4dx3ahYKZOGLVLZsSWIi+d8rO0+5bN59V34Yvm7xD5+H5MfmcXR3flzu/P+Df9+fR1rlx9zV9jXNyXCLvN/U74mrPEZjF/vKNRnpEby3We3cMf9D7Lsxc1sXGd70/24xGMk70tn2YxnSytcU3hxzUiq1a5aKu/lzi2cPTw8SExMZPr06cTFxXH+/HkiIyNZunQp4eHhACxatIhJkybRrVs3AgMDGTlypDVJABg2bBg5OTmMHTuWjIwMoqOjWbx4sUuTBLgOE4XcnFz2/3jI3WFcN4LrZPLy8t0snRJM0pwga3urLmcB2LHRQuzjcHT3cZuf+28pZ/X3UFKUKLjMy0OqUf6GAJu23sNTaND4EuP73YR/YCC33z2b29tl8vYrN1rH1G90iWo1LrL8tSr6d+5i2Vk57g6h1AQEBDB58mS7/U2aNGHFihV2+z09PYmPjyc+Pr4kwrO67hIFca2UIz6sW1mFR55JJS/Pwp6fyhMWdZmH/y+VLV/4sXNr4R3FRP4qirpr4fwZT7KzLez7uQL1m5XHUvFp6jcazYiZeXyxOoCgG7Po84+THNpVnk9XBhRxVvnLKDsz72WaEgW5qlkja3P8oA93P/QbfUZk8VtaOdYsqsY7s4Ko21C/3cr1zVLhARaPfZ9W9/xC6yWHyLjkwbefVGLplBrk5erf/1+Znh7pGCUKclXZWR68MzuId2YHXX0w0LGmbnOVv64Zz9Qt1Lb1q9qsmKVbIcWcylSiMHXqVHeHICIiZqGKgkPKVKIgIiJSWjT14Bi378woIiIiZZcqCiIiYk55Kik4QomCiIiYj4HzaxRMkmcoURAREVPSGgXHaI2CiIiI2KWKgoiImJN2ZnSIEgURETElTT04RlMPIiIiYpcqCiIiYk6qKDhEiYKIiJiSRWsUHKKpBxEREbFLFQURETEfA8hzwTlMQImCiIiYkOGCqQdzZAqaehARERG7VFEQERFzMkdBwGlKFERExJx014NDlCiIiIjpWHB+Z0aLSyIp+7RGQUREROxSRUFERMxJUw8OUaIgIiKmZHF2HwWT0NSDiIiI2KWKgoiImI+B81MPJpm5UKIgIiLmZJILvbM09SAiIiJ2qaIgIiKmpMdMO0aJgoiImJMSBYdo6kFERETsUkVBRETMSfsoOESJgoiImJLWKDhGiYKIiJiP9lFwmNYoiIiIiF2qKIiIiAkZLrjrwRwlBSUKIiJiTlrM6BBNPYiIiIhdqiiIiIgp6a4Hx6iiICIi5mQYzr2cdPbsWcaNG0fr1q1p3rw5Dz/8MFu2bLH2jxo1ivDwcJtX69atrf15eXnMnj2bVq1aERUVRf/+/UlOTnY6rj9TRUFERMQNhg8fzunTp3n11VcJCAhg+fLlPP7446xevZrQ0FD27NnDoEGD6N27t/UYT09P69cJCQkkJSUxZcoUgoKCmDZtGgMGDOCjjz7C29vbZXGqoiAiIubkxopCcnIy3377LePHj6dFixbcdNNNjBkzhqCgID766CNyc3PZv38/jRs3JjAw0PoKCAgAICsriyVLljB06FDatGlDREQEM2fOJDU1lXXr1rnip2OlioKIiJiTC6YPTpw4QZ8+fez2r1+/vsj2KlWq8Prrr9OoUSNrm8ViwTAMzp07x+HDh8nMzCQ0NLTI43fv3k16ejoxMTHWNn9/fyIjI9m8eTOdO3e+xk9UmBIFERExHwPnb490Is/w9/enTZs2Nm0ff/wxR44c4c4772Tv3r1YLBaWLVvGV199hYeHB23atCEuLg4/Pz9SUlIAqFGjhs05qlevzsmTJ689sCIoURAREblGNWvWtFs1KI6tW7cyevRo2rVrR2xsLLNnz8bDw4NatWqRmJhIcnIyL7/8Mnv37mXZsmVcvnwZoNBaBB8fH86dO+d0PH+kREFEREyprNwe+dlnn/GPf/yDqKgoXn31VQCGDh3KY489hr+/PwBhYWEEBgbSs2dPtm/fjq+vL5C/VqHga4DMzEzKly/v0vi0mFFERMzJzbdHAvzzn/9k6NChtG7dmoULF1ov+haLxZokFAgLCwMgJSXFOuWQlpZmMyYtLY3g4GCXxFZAiYKIiIgbLF++nBdffJFHHnmE1157zWYaYcSIETz++OM247dv3w5A/fr1iYiIoGLFimzcuNHaf/78eXbu3EmLFi1cGqemHkRExIQMyHPfQ6EOHTrE5MmT6dChAwMHDuT06dPWPl9fX7p06cJTTz3F/Pnz6dy5M4cOHeKFF16gS5cu1jshevfuzfTp0wkICKBWrVpMmzaN4OBgOnTo4OTnsqVEQUREzMmNaxT+85//kJ2dzbp16wrte9CtWzemTp3KrFmzSExMJDExET8/P7p27UpcXJx13LBhw8jJyWHs2LFkZGQQHR3N4sWLXbrZEihREBERKXWDBg1i0KBBVxzTsWNHOnbsaLff09OT+Ph44uPjXR2eDSUKIiJiTmXkroeyTomCiIiYj4HziYJJ8gzd9SAiIiJ2qaIgIiLm5PRdD+agREFERMzJcPZhD+agREFERMxJixkdojUKIiIiYpcqCiIiYkLu3Znxr0SJgoiImI9uj3SYph5ERETELlUURETEnLSY0SFKFERExJyUKDhEUw8iIiJilyoKIiJiTnnacMkRShRERMScNPXgEE09iIiIiF2qKIiIiDmpouAQJQoiImI+hgt2ZjRJoqFEQURETMnQ0yMdojUKIiIiYpcqCiIiYk5OPxTKHJQoiIiIOZlkjYGzNPUgIiIidqmiICIi5qSdGR2iREFERMzHMJyfejDJ1IWmHkRERMQuVRRERMSUDE09OESJgoiImJNJpg6cpakHERERsUsVBRERMSdtuOQQJQoiImJOetaDQ5QoiIiI+RhgOP30SNeEUtZpjYKIiIjYpYqCiIiYkOGCqQdzlBSUKIiIiCk5PfVgEpp6EBEREbsshnF97TiRk53Dr0dPuzsM0yjn7UW12lU5dew02Vk57g5HxKX077v0Bd5YFa9yJV/szs3JJe3IKafOUb1ONTy9PF0UUdl13SUKIiIi4jqaehARERG7lCiIiIiIXUoURERExC4lCiIiImKXEgURERGxS4mCiIiI2KVEQUREROxSoiAiIiJ2KVEQERERu5QoiIiIiF1KFERERMQuJQoiIiJilxIFERERsUuJglyTvLw8Zs+eTatWrYiKiqJ///4kJye7OyyREpGQkECfPn3cHYaIWyhRkGuSkJBAUlISL730EitWrMBisTBgwACysrLcHZqIS73xxhvMnj3b3WGIuI0SBSm2rKwslixZwtChQ2nTpg0RERHMnDmT1NRU1q1b5+7wRFwiNTWVJ554glmzZhESEuLucETcRomCFNvu3btJT08nJibG2ubv709kZCSbN292Y2QirrNjxw4qVarEhx9+SFRUlLvDEXEbL3cHIH89KSkpANSoUcOmvXr16pw8edIdIYm4XGxsLLGxse4OQ8TtVFGQYrt8+TIA3t7eNu0+Pj5kZma6IyQRESkhShSk2Hx9fQEKLVzMzMykfPny7ghJRERKiBIFKbaCKYe0tDSb9rS0NIKDg90RkoiIlBAlClJsERERVKxYkY0bN1rbzp8/z86dO2nRooUbIxMREVfTYkYpNm9vb3r37s306dMJCAigVq1aTJs2jeDgYDp06ODu8ERExIWUKMg1GTZsGDk5OYwdO5aMjAyio6NZvHhxoQWOIiLy12YxDMNwdxAiIiJSNmmNgoiIiNilREFERETsUqIgIiIidilREBEREbuUKIiIiIhdShRERETELiUKIiIiYpcSBZEyTNuciIi7KVGQ61afPn0IDw+3eTVq1Ii2bdsyceJEzp07V2LvvXr1asLDwzl27BgAc+bMITw83OHjU1JSGDhwIMePH3c6lmPHjhEeHs7q1avtjnnuueeIjY0t1nmv5ZiiOBKfiLiPtnCW61pkZCTjx4+3fp+dnc2OHTt49dVX2bVrF++88w4Wi6XE43jwwQdp1aqVw+O/++47/vvf//L888+XYFQiIlenREGuaxUrVqRp06Y2bdHR0aSnpzN79my2bdtWqL8kBAcH6xHcIvKXpKkHMaVGjRoBcOLECSB/muIf//gHw4YNo3nz5jz55JMAZGZm8sorr9CmTRsaNWpE165dWbt2rc258vLySEhIoG3btkRFRTF48OBC0xpFTT38+9//5v777ycqKoq2bdsybdo0srKyWL16NaNGjQKgXbt2PPfcc9ZjVq1aRefOna1TKHPmzCEnJ8fmvJ9++in33XcfTZo0oVu3buzevbvYP5+MjAxmzJjB3XffTaNGjWjevDn9+vVj165dhcauWLGCtm3b0qRJE/r27cvOnTtt+k+cOMHw4cNp2bIlUVFRRY4RkbJLiYKY0qFDhwC48cYbrW0ff/wx5cqVY968eTz66KMYhsGQIUNISkqiX79+zJ8/n2bNmvHMM8+wZs0a63HTpk1j3rx5dO/enblz51KlShVmzJhxxfdPSkpi+PDh3HzzzcydO5eBAweyfPlyJkyYQNu2bXnqqacAmDt3LoMHDwZgwYIFPP/889x2220kJibyyCOPsHDhQsaNG2c97+eff86wYcNo0KABc+fO5d577yU+Pr7YP5+RI0fy7rvv8uSTT7JkyRKee+459u7dyzPPPGOzwDIlJYU5c+YQFxfHq6++yrlz53j00Uf57bffAPjtt9946KGH2LFjB88//zwzZswgLy+PRx55hAMHDhQ7LhEpfZp6kOuaYRg2v3GfO3eOTZs2MX/+fJo2bWqtLAB4eHjw4osvUqFCBQC+/fZbvv76a2bOnEmnTp0AaNWqFZcvX2b69Ol06dKFS5cu8dZbb/Hoo48ydOhQ65jU1FS+/vrrImPKy8tjzpw5dOjQgUmTJlnbMzMzef/996lYsSJ16tQB4Oabb6Z27dpcuHCB+fPn07NnT8aOHQvAnXfeSeXKlRk7diz9+vWjQYMGzJs3j4YNG1oTldatWwNcNXH5o6ysLNLT03n++eetn7tly5akp6czdepUfv31V6pXrw5Abm4uc+fOtU7fREVF0b59e9544w2GDx/OsmXLOHv2LO+88w61atWyxtSpUydmzZrF7NmzHY5LRNxDFQW5rm3evJmGDRtaX7fffjvDhw+nYcOGvPrqqzYLGWvXrm1NEgA2bNiAxWKhTZs25OTkWF+xsbH8+uuv7Nu3j59++ons7GzatWtn87733nuv3ZgOHTrEqVOnaN++vU37Y489xgcffIC3t3ehY3788UcuX75MbGxsoVggP6nJyMhgx44dxYqlKN7e3ixevJhOnTqRlpbG5s2bWbFiBV988QWQvyC0QM2aNW3WeAQGBtK0aVO+++47IP9nePPNNxMUFGSN2cPDg9atW1vHiEjZpoqCXNcaNmzIxIkTAbBYLPj4+FCjRg0qVqxYaGy1atVsvj979iyGYdC8efMiz52Wlsb58+cBCAgIsOkLDAy0G9PZs2cBqFq1qsOfo+CYgrUTRcVy7tw5DMMoFEvBb//F8fXXXzN58mQOHjzIDTfcQHh4ODfccANgu7fDn39mkP+5Tp48aY07OTmZhg0bFvk+ly9fLnZsIlK6lCjIde2GG26gcePG13Ssn58fFSpU4M033yyyv27duvz8888AnD59mptuusnaV3BhL4q/vz+AdR7/j8fs2LGjyLswCo6ZPn069erVK9RfrVo1KleujIeHB6dOnSp03uI4cuQIQ4YMoV27dixYsMA6DfL2228Xmk4pSJT+6Ndff7UmK35+frRs2ZKRI0cW+V5FVU9EpGzR1IOIHS1btuTSpUsYhkHjxo2tr3379jFv3jxycnJo1qwZvr6+fPLJJzbHFpTpi3LTTTdRpUoV1q9fb9P+r3/9iwEDBpCZmYmHh+1/mlFRUZQrV47U1FSbWMqVK8eMGTM4duwYPj4+NGvWjE8//dTmt/7PP/+8WJ/7l19+ITMzk4EDB1qTBMCaJPzx3MnJySQnJ1u/P3nyJD/++CO33norkP8zPHToECEhITZxf/jhh6xatQpPT89ixSYipU8VBRE72rRpQ3R0NIMHD2bw4MGEhoby888/M2fOHO68807rb82DBw/mtddeo3z58sTExPDll19eMVHw9PRk6NChvPDCC0yYMIEOHTpw+PBhXnvtNR5++GECAgKsFYR169bRunVrQkNDeeKJJ5g1axYXL17k1ltvJTU1lVmzZmGxWIiIiABg+PDh9O3bl6effpqePXty+PBh5s+fX6zP3bBhQ7y8vJg2bRr9+/e33rL53//+F4BLly5Zx/r4+DB48GCeeeYZcnNzmTVrFpUrV6Zv377A7+suHnvsMfr370+VKlVYu3YtK1eutN4CKiJlmxIFETs8PDx4/fXXmTVrFgsWLOD06dMEBQXx2GOPMWTIEOu4gQMHUqFCBZYtW8ayZcto1qwZzz77LBMmTLB77kceeYQKFSqwePFi3n33XYKCgujfv791DcKtt97K7bffzowZM9iwYQOvv/46cXFxBAYGsnz5chYtWkSlSpW47bbbGD58OH5+fgC0aNGChQsX8uqrr/L0009Tu3ZtJk+ezKBBgxz+3HXr1mXGjBnMnTuXp556ikqVKtG0aVPeeust+vTpw5YtW6x7QoSHh9O5c2cmTJjAhQsXuO222xg9erQ1iQoKCiIpKYkZM2YwYcIEMjMzqVevHpMmTeKBBx4o7l+JiLiBxdBTZ0RERMQOrVEQERERu5QoiIiIiF1KFERERMQuJQoiIiJilxIFERERsUuJgoiIiNilREFERETsUqIgIiIidilREBEREbuUKIiIiIhdShRERETErv8H4aodjDXVXDQAAAAASUVORK5CYII=", + "text/plain": [ + "<Figure size 640x480 with 2 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Random Forest\n", + "from sklearn.ensemble import RandomForestClassifier\n", + "random_forest = RandomForestClassifier(n_estimators=100)\n", + "random_forest.fit(X_train_smote, y_train_smote)\n", + "y_pred_rf = random_forest.predict(X_test)\n", + "random_forest.score(X_train_smote, y_train_smote)\n", + "\n", + "random_forest_train = round(random_forest.score(X_train_smote, y_train_smote) * 100, 2)\n", + "random_forest_accuracy = round(accuracy_score(y_pred_rf, y_test) * 100, 2)\n", + "random_forest_precision = round(precision_score(y_test, y_pred_rf) * 100, 2)\n", + "random_forest_recall = round(recall_score(y_test, y_pred_rf) * 100, 2)\n", + "\n", + "print(\"Training Accuracy :\",random_forest_train ,\"%\")\n", + "print(\"Model Accuracy Score :\",random_forest_accuracy ,\"%\")\n", + "print(\"Model Precision:\", random_forest_precision, \"%\")\n", + "print(\"Model Recall:\", random_forest_recall, \"%\")\n", + "print(\"\\033[1m--------------------------------------------------------\\033[0m\")\n", + "print(\"Classification_Report: \\n\",classification_report(y_test,y_pred_rf))\n", + "print(\"\\033[1m--------------------------------------------------------\\033[0m\")\n", + "cm = confusion_matrix(y_test, y_pred_rf)\n", + "disp = ConfusionMatrixDisplay(confusion_matrix=cm)\n", + "disp.plot()\n", + "plt.title(\"Confusion Matrix\")" + ] + }, + { + "cell_type": "markdown", + "id": "97a1d5bf", + "metadata": {}, + "source": [ + "### Gaussian NB" + ] + }, + { + "cell_type": "code", + "execution_count": 191, + "id": "cb087c8d", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy : 82.05 %\n", + "Model Accuracy Score : 78.8 %\n", + "Model Precision: 13.01 %\n", + "Model Recall: 80.26 %\n", + "\u001b[1m--------------------------------------------------------\u001b[0m\n", + "Classification_Report: \n", + " precision recall f1-score support\n", + "\n", + " 0 0.99 0.79 0.88 1919\n", + " 1 0.13 0.80 0.22 76\n", + "\n", + " accuracy 0.79 1995\n", + " macro avg 0.56 0.80 0.55 1995\n", + "weighted avg 0.96 0.79 0.85 1995\n", + "\n", + "\u001b[1m--------------------------------------------------------\u001b[0m\n" + ] + }, + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Confusion Matrix')" + ] + }, + "execution_count": 191, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 2 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Gaussian NB\n", + "from sklearn.naive_bayes import GaussianNB\n", + "gnb = GaussianNB()\n", + "gnb.fit(X_train_smote, y_train_smote)\n", + "y_pred_gnb = gnb.predict(X_test)\n", + "\n", + "gnb_train = round(gnb.score(X_train_smote, y_train_smote) * 100, 2)\n", + "gnb_accuracy = round(accuracy_score(y_pred_gnb, y_test) * 100, 2)\n", + "gnb_precision = round(precision_score(y_test, y_pred_gnb) * 100, 2)\n", + "gnb_recall = round(recall_score(y_test, y_pred_gnb) * 100, 2)\n", + "\n", + "print(\"Training Accuracy :\",gnb_train ,\"%\")\n", + "print(\"Model Accuracy Score :\",gnb_accuracy ,\"%\")\n", + "print(\"Model Precision:\", gnb_precision, \"%\")\n", + "print(\"Model Recall:\", gnb_recall, \"%\")\n", + "print(\"\\033[1m--------------------------------------------------------\\033[0m\")\n", + "print(\"Classification_Report: \\n\",classification_report(y_test,y_pred_gnb))\n", + "print(\"\\033[1m--------------------------------------------------------\\033[0m\")\n", + "cm = confusion_matrix(y_test, y_pred_gnb)\n", + "disp = ConfusionMatrixDisplay(confusion_matrix=cm)\n", + "disp.plot()\n", + "plt.title(\"Confusion Matrix\")" + ] + }, + { + "cell_type": "markdown", + "id": "c421a04d", + "metadata": {}, + "source": [ + "### Gradient Boosting" + ] + }, + { + "cell_type": "code", + "execution_count": 193, + "id": "160b01e6", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy : 92.69 %\n", + "Model Accuracy Score : 87.32 %\n", + "Model Precision: 18.95 %\n", + "Model Recall: 71.05 %\n", + "\u001b[1m--------------------------------------------------------\u001b[0m\n", + "Classification_Report: \n", + " precision recall f1-score support\n", + "\n", + " 0 0.99 0.88 0.93 1919\n", + " 1 0.19 0.71 0.30 76\n", + "\n", + " accuracy 0.87 1995\n", + " macro avg 0.59 0.80 0.61 1995\n", + "weighted avg 0.96 0.87 0.91 1995\n", + "\n", + "\u001b[1m--------------------------------------------------------\u001b[0m\n" + ] + }, + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Confusion Matrix')" + ] + }, + "execution_count": 193, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 2 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Gradient Boosting\n", + "from sklearn.ensemble import GradientBoostingClassifier\n", + "gbcl = GradientBoostingClassifier(n_estimators = 100,random_state = 42)\n", + "gbcl.fit(X_train_smote, y_train_smote)\n", + "y_pred_gbcl = gbcl.predict(X_test)\n", + "\n", + "gbcl_train = round(gbcl.score(X_train_smote, y_train_smote) * 100, 2)\n", + "gbcl_accuracy = round(accuracy_score(y_pred_gbcl, y_test) * 100, 2)\n", + "gbcl_precision = round(precision_score(y_test, y_pred_gbcl) * 100, 2)\n", + "gbcl_recall = round(recall_score(y_test, y_pred_gbcl) * 100, 2)\n", + "\n", + "print(\"Training Accuracy :\",gbcl_train ,\"%\")\n", + "print(\"Model Accuracy Score :\",gbcl_accuracy ,\"%\")\n", + "print(\"Model Precision:\", gbcl_precision, \"%\")\n", + "print(\"Model Recall:\", gbcl_recall, \"%\")\n", + "print(\"\\033[1m--------------------------------------------------------\\033[0m\")\n", + "print(\"Classification_Report: \\n\",classification_report(y_test,y_pred_gbcl))\n", + "print(\"\\033[1m--------------------------------------------------------\\033[0m\")\n", + "cm = confusion_matrix(y_test, y_pred_gbcl)\n", + "disp = ConfusionMatrixDisplay(confusion_matrix=cm)\n", + "disp.plot()\n", + "plt.title(\"Confusion Matrix\")" + ] + }, + { + "cell_type": "markdown", + "id": "237f9c54", + "metadata": {}, + "source": [ + "### XGB Classifier" + ] + }, + { + "cell_type": "code", + "execution_count": 195, + "id": "0d96675e", + "metadata": {}, + "outputs": [ + { + "ename": "ModuleNotFoundError", + "evalue": "No module named 'xgboost'", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[1;32mIn[195], line 2\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[38;5;66;03m# XGB Classifier\u001b[39;00m\n\u001b[1;32m----> 2\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mxgboost\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m XGBClassifier\n\u001b[0;32m 3\u001b[0m xgbcl \u001b[38;5;241m=\u001b[39m XGBClassifier(n_estimators \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m100\u001b[39m, random_state \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m42\u001b[39m)\n\u001b[0;32m 4\u001b[0m xgbcl\u001b[38;5;241m.\u001b[39mfit(X_train_smote, y_train_smote)\n", + "\u001b[1;31mModuleNotFoundError\u001b[0m: No module named 'xgboost'" + ] + } + ], + "source": [ + "# XGB Classifier\n", + "from xgboost import XGBClassifier\n", + "xgbcl = XGBClassifier(n_estimators = 100, random_state = 42)\n", + "xgbcl.fit(X_train_smote, y_train_smote)\n", + "y_pred_xgbcl = gbcl.predict(X_test)\n", + "\n", + "xgbcl_train = round(xgbcl.score(X_train_smote, y_train_smote) * 100, 2)\n", + "xgbcl_accuracy = round(accuracy_score(y_pred_xgbcl, y_test) * 100, 2)\n", + "xgbcl_precision = round(precision_score(y_test, y_pred_xgbcl) * 100, 2)\n", + "xgbcl_recall = round(recall_score(y_test, y_pred_xgbcl) * 100, 2)\n", + "\n", + "print(\"Training Accuracy :\",xgbcl_train ,\"%\")\n", + "print(\"Model Accuracy Score :\",xgbcl_accuracy ,\"%\")\n", + "print(\"Model Precision:\", xgbcl_precision, \"%\")\n", + "print(\"Model Recall:\", xgbcl_recall, \"%\")\n", + "print(\"\\033[1m--------------------------------------------------------\\033[0m\")\n", + "print(\"Classification_Report: \\n\",classification_report(y_test,y_pred_xgbcl))\n", + "print(\"\\033[1m--------------------------------------------------------\\033[0m\")\n", + "cm = confusion_matrix(y_test, y_pred_xgbcl)\n", + "disp = ConfusionMatrixDisplay(confusion_matrix=cm)\n", + "disp.plot()\n", + "plt.title(\"Confusion Matrix\")" + ] + }, + { + "cell_type": "markdown", + "id": "beb895b4", + "metadata": {}, + "source": [ + "### Comparison of the results of the relevant algorithms" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ee85eef3", + "metadata": {}, + "outputs": [], + "source": [ + "models = pd.DataFrame({\n", + " \"Model\": [\n", + " \"Logistic Regression\", \"Random Forest\", \"Gaussian Naive Bayes\", \"XGBoost\"\n", + " ],\n", + " \n", + " \"Training Accuracy\":\n", + " [log_train, random_forest_train, gnb_train, xgbcl_train],\n", + " \n", + " \"Model Accuracy Score\": [\n", + " log_accuracy, random_forest_accuracy, gnb_accuracy, xgbcl_accuracy\n", + " ],\n", + "\n", + " \"Precision\": [\n", + " log_precision, random_forest_precision, gnb_precision, xgbcl_precision\n", + " ],\n", + "\n", + " \"Recall\": [\n", + " log_recall, random_forest_recall, gnb_recall, xgbcl_recall\n", + " ]\n", + "})" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "3cd9dd13", + "metadata": {}, + "outputs": [], + "source": [ + "models" + ] + }, + { + "cell_type": "markdown", + "id": "b51c2eb5", + "metadata": {}, + "source": [ + "# Multi-Class Classification" + ] + }, + { + "cell_type": "markdown", + "id": "3205d25a", + "metadata": {}, + "source": [ + "### Rearrange the columns" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "5eb15e77", + "metadata": {}, + "outputs": [], + "source": [ + "data_multi.columns.values" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e100f09f", + "metadata": {}, + "outputs": [], + "source": [ + "# Declare a new variable that will contain the preferred order\n", + "# The most conventional order is: dependent variable, indepedendent numerical variables, dummies\n", + "cols = [\"Failure Mode\", \"Process temperature\", \"Torque\", \"Tool wear\", \"Type_L\", \"Type_M\"]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7df92547", + "metadata": {}, + "outputs": [], + "source": [ + "# Implement the reordering, create a new data frame, equal to the old one but with the new order of features\n", + "data_preprocessed_multi = data_multi[cols]\n", + "data_preprocessed_multi.head()" + ] + }, + { + "cell_type": "markdown", + "id": "0194102a", + "metadata": {}, + "source": [ + "### Label Encoding of the target variable Failure Mode" + ] + }, + { + "cell_type": "markdown", + "id": "111b0057", + "metadata": {}, + "source": [ + "To transform the target variable \"Failure Mode\" from a categorical variable into a numerical variable, the LabelEncoding is first applied to it. This assigns a number to each feature expression. \n", + "LabelEncoding is used here because it does not contain any order information about the expressions, which is very important here because the individual failure expressions do not have a ranking." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "01f05dd5", + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.preprocessing import LabelEncoder\n", + "\n", + "# Initialization of the LabelEncoder\n", + "label_encoder = LabelEncoder()\n", + "target = data_preprocessed_multi[\"Failure Mode\"]\n", + "\n", + "# LabelEncoding\n", + "data_preprocessed_multi[\"Failure Mode\"] = label_encoder.fit_transform(target)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "49583e8d", + "metadata": {}, + "outputs": [], + "source": [ + "data_preprocessed_multi.head()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f6ba71e1", + "metadata": {}, + "outputs": [], + "source": [ + "data_preprocessed_multi[\"Failure Mode\"].value_counts()" + ] + }, + { + "cell_type": "markdown", + "id": "b23c96cb", + "metadata": {}, + "source": [ + "After the LabelEncoding, the entry \"No Failure\" has the value 1, the \"Heat dissipation failure\" has 0, \"Power failure\" has 3, \"Overstrain failure\" 2 and \"Tool wear failure\" 4." + ] + }, + { + "cell_type": "markdown", + "id": "70fc1da1", + "metadata": {}, + "source": [ + "### Train-/Test-Split & Preparation for Modeling\n", + "Set predictors and target according to your dataframe:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "154fc017", + "metadata": {}, + "outputs": [], + "source": [ + "target_multi = data_preprocessed_multi[\"Failure Mode\"]\n", + "predictors_multi = data_preprocessed_multi.drop([\"Failure Mode\"], axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "fff842c0", + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.model_selection import train_test_split\n", + "X_train, X_test, y_train, y_test = train_test_split(predictors_multi, target_multi, test_size=0.2, random_state=123) \n", + "# 80-20 split into training and test data" + ] + }, + { + "cell_type": "markdown", + "id": "8b3b941f", + "metadata": {}, + "source": [ + "Check data balancing on training dataset:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "dd1af56a", + "metadata": {}, + "outputs": [], + "source": [ + "# Check data balancing\n", + "y_train.value_counts()" + ] + }, + { + "cell_type": "markdown", + "id": "7f629f38", + "metadata": {}, + "source": [ + "Check data balancing on test dataset:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "993b637c", + "metadata": {}, + "outputs": [], + "source": [ + "# Check data balancing\n", + "y_test.value_counts()" + ] + }, + { + "cell_type": "markdown", + "id": "b815380b", + "metadata": {}, + "source": [ + "### Oversampling training dataset" + ] + }, + { + "cell_type": "markdown", + "id": "ad9b78c3", + "metadata": {}, + "source": [ + "#### SMOTE (Synthetic Minority Oversampling Technique) Oversampling" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "059091d3", + "metadata": {}, + "outputs": [], + "source": [ + "from imblearn.over_sampling import SMOTE\n", + "\n", + "# Over sample the minority class\n", + "smote = SMOTE(random_state=42)\n", + "X_train_smote, y_train_smote= smote.fit_resample(X_train, y_train)\n", + "# Check the number of records after over sampling\n", + "print(sorted(Counter(y_train_smote).items()))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "cccc66f0", + "metadata": {}, + "outputs": [], + "source": [ + "# Convert the data from numpy array to a pandas dataframe\n", + "df_smote = pd.DataFrame({\"Process temperature\": X_train_smote[\"Process temperature\"], \n", + " \"Torque\": X_train_smote[\"Torque\"],\"target\": y_train_smote})\n", + "# Plot the chart\n", + "plt.figure(figsize=(12, 8))\n", + "sns.scatterplot(x = \"Process temperature\", y = \"Torque\", hue = \"target\", data = df_smote)\n", + "plt.title(\"SMOTE Over Sampling\")" + ] + }, + { + "cell_type": "markdown", + "id": "6000a494", + "metadata": {}, + "source": [ + "## Modeling" + ] + }, + { + "cell_type": "markdown", + "id": "f59342f8", + "metadata": {}, + "source": [ + "In the following, some machine learning algorithms are successively applied to the multi-class classification dataset and the respective evaluation metrics are reported in order to compare the algorithms with each other.\n", + "\n", + "The alogrithms that are tested are: Logistic Regression, Decision Tree, Random Forest, Gaussian NB, Gradient Boosting, XGB Classifier.\n", + "In each case, the same procedure is followed: The algorithm is imported and the corresponding model is trained. Then the trained algorithm makes the predictions based on the test data and finally evaluates important evaluation metrics such as accuracy, precision and recall. All metrics are shown in the Classification Report and the Confusion Matrix with the distribution of TP, TN, FP and FN is shown." + ] + }, + { + "cell_type": "markdown", + "id": "5d94dc70", + "metadata": {}, + "source": [ + "### Logistic Regression" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "5975ffd1", + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.metrics import accuracy_score, precision_score, recall_score, classification_report, confusion_matrix, ConfusionMatrixDisplay\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# Logistic Regression\n", + "from sklearn.linear_model import LogisticRegression\n", + "logreg = LogisticRegression()\n", + "# Train the model\n", + "logreg.fit(X_train_smote, y_train_smote)\n", + "# Prediction for test data\n", + "y_pred_lr = logreg.predict(X_test)\n", + "\n", + "# Calculation of evaluation metrics\n", + "log_train = round(logreg.score(X_train_smote, y_train_smote) * 100, 2)\n", + "log_accuracy = round(accuracy_score(y_pred_lr, y_test) * 100, 2)\n", + "\n", + "# Printing of evaluation metrics, classification report and confusion matrix\n", + "print(\"Training Accuracy:\", log_train, \"%\")\n", + "print(\"Model Accuracy Score:\", log_accuracy, \"%\")\n", + "print(\"\\033[1m--------------------------------------------------------\\033[0m\")\n", + "print(\"Classification Report:\\n\", classification_report(y_test, y_pred_lr))\n", + "print(\"\\033[1m--------------------------------------------------------\\033[0m\")\n", + "cm = confusion_matrix(y_test, y_pred_lr)\n", + "disp = ConfusionMatrixDisplay(confusion_matrix=cm)\n", + "disp.plot()\n", + "plt.title(\"Confusion Matrix\")" + ] + }, + { + "cell_type": "markdown", + "id": "91e62548", + "metadata": {}, + "source": [ + "### Decision Tree" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c59e0220", + "metadata": {}, + "outputs": [], + "source": [ + "# Decision Tree\n", + "from sklearn.tree import DecisionTreeClassifier\n", + "decision = DecisionTreeClassifier()\n", + "decision.fit(X_train_smote, y_train_smote)\n", + "y_pred_dec = decision.predict(X_test)\n", + "\n", + "decision_train = round(decision.score(X_train_smote, y_train_smote) * 100, 2)\n", + "decision_accuracy = round(accuracy_score(y_pred_dec, y_test) * 100, 2)\n", + "\n", + "print(\"Training Accuracy :\",decision_train ,\"%\")\n", + "print(\"Model Accuracy Score :\",decision_accuracy ,\"%\")\n", + "print(\"\\033[1m--------------------------------------------------------\\033[0m\")\n", + "print(\"Classification_Report: \\n\",classification_report(y_test,y_pred_dec))\n", + "print(\"\\033[1m--------------------------------------------------------\\033[0m\")\n", + "cm = confusion_matrix(y_test, y_pred_dec)\n", + "disp = ConfusionMatrixDisplay(confusion_matrix=cm)\n", + "disp.plot()\n", + "plt.title(\"Confusion Matrix\")" + ] + }, + { + "cell_type": "markdown", + "id": "a6fbcaae", + "metadata": {}, + "source": [ + "### Random Forest" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7ac87448", + "metadata": {}, + "outputs": [], + "source": [ + "# Random Forest\n", + "from sklearn.ensemble import RandomForestClassifier\n", + "random_forest = RandomForestClassifier(n_estimators=100)\n", + "random_forest.fit(X_train_smote, y_train_smote)\n", + "y_pred_rf = random_forest.predict(X_test)\n", + "random_forest.score(X_train_smote, y_train_smote)\n", + "\n", + "random_forest_train = round(random_forest.score(X_train_smote, y_train_smote) * 100, 2)\n", + "random_forest_accuracy = round(accuracy_score(y_pred_rf, y_test) * 100, 2)\n", + "\n", + "print(\"Training Accuracy :\",random_forest_train ,\"%\")\n", + "print(\"Model Accuracy Score :\",random_forest_accuracy ,\"%\")\n", + "print(\"\\033[1m--------------------------------------------------------\\033[0m\")\n", + "print(\"Classification_Report: \\n\",classification_report(y_test,y_pred_rf))\n", + "print(\"\\033[1m--------------------------------------------------------\\033[0m\")\n", + "cm = confusion_matrix(y_test, y_pred_rf)\n", + "disp = ConfusionMatrixDisplay(confusion_matrix=cm)\n", + "disp.plot()\n", + "plt.title(\"Confusion Matrix\")" + ] + }, + { + "cell_type": "markdown", + "id": "16bc0c9e", + "metadata": {}, + "source": [ + "### Gaussian NB" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "94e3cdc5", + "metadata": {}, + "outputs": [], + "source": [ + "# Gaussian NB\n", + "from sklearn.naive_bayes import GaussianNB\n", + "gnb = GaussianNB()\n", + "gnb.fit(X_train_smote, y_train_smote)\n", + "y_pred_gnb = gnb.predict(X_test)\n", + "\n", + "gnb_train = round(gnb.score(X_train_smote, y_train_smote) * 100, 2)\n", + "gnb_accuracy = round(accuracy_score(y_pred_gnb, y_test) * 100, 2)\n", + "\n", + "print(\"Training Accuracy :\",gnb_train ,\"%\")\n", + "print(\"Model Accuracy Score :\",gnb_accuracy ,\"%\")\n", + "print(\"\\033[1m--------------------------------------------------------\\033[0m\")\n", + "print(\"Classification_Report: \\n\",classification_report(y_test,y_pred_gnb))\n", + "print(\"\\033[1m--------------------------------------------------------\\033[0m\")\n", + "cm = confusion_matrix(y_test, y_pred_gnb)\n", + "disp = ConfusionMatrixDisplay(confusion_matrix=cm)\n", + "disp.plot()\n", + "plt.title(\"Confusion Matrix\")" + ] + }, + { + "cell_type": "markdown", + "id": "86343721", + "metadata": {}, + "source": [ + "### Gradient Boosting" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "734ea8fd", + "metadata": {}, + "outputs": [], + "source": [ + "# Gradient Boosting\n", + "from sklearn.ensemble import GradientBoostingClassifier\n", + "gbcl = GradientBoostingClassifier(n_estimators = 100,random_state = 42)\n", + "gbcl.fit(X_train_smote, y_train_smote)\n", + "y_pred_gbcl = gbcl.predict(X_test)\n", + "\n", + "gbcl_train = round(gbcl.score(X_train_smote, y_train_smote) * 100, 2)\n", + "gbcl_accuracy = round(accuracy_score(y_pred_gbcl, y_test) * 100, 2)\n", + "\n", + "print(\"Training Accuracy :\",gbcl_train ,\"%\")\n", + "print(\"Model Accuracy Score :\",gbcl_accuracy ,\"%\")\n", + "print(\"\\033[1m--------------------------------------------------------\\033[0m\")\n", + "print(\"Classification_Report: \\n\",classification_report(y_test,y_pred_gbcl))\n", + "print(\"\\033[1m--------------------------------------------------------\\033[0m\")\n", + "cm = confusion_matrix(y_test, y_pred_gbcl)\n", + "disp = ConfusionMatrixDisplay(confusion_matrix=cm)\n", + "disp.plot()\n", + "plt.title(\"Confusion Matrix\")" + ] + }, + { + "cell_type": "markdown", + "id": "be462f59", + "metadata": {}, + "source": [ + "### XGB Classifier" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "6f987a6c", + "metadata": {}, + "outputs": [], + "source": [ + "# XGB Classifier\n", + "from xgboost import XGBClassifier\n", + "xgbcl = XGBClassifier(n_estimators = 100, random_state = 42)\n", + "xgbcl.fit(X_train_smote, y_train_smote)\n", + "y_pred_xgbcl = gbcl.predict(X_test)\n", + "\n", + "xgbcl_train = round(xgbcl.score(X_train_smote, y_train_smote) * 100, 2)\n", + "xgbcl_accuracy = round(accuracy_score(y_pred_xgbcl, y_test) * 100, 2)\n", + "\n", + "print(\"Training Accuracy :\",xgbcl_train ,\"%\")\n", + "print(\"Model Accuracy Score :\",xgbcl_accuracy ,\"%\")\n", + "print(\"\\033[1m--------------------------------------------------------\\033[0m\")\n", + "print(\"Classification_Report: \\n\",classification_report(y_test,y_pred_xgbcl))\n", + "print(\"\\033[1m--------------------------------------------------------\\033[0m\")\n", + "cm = confusion_matrix(y_test, y_pred_xgbcl)\n", + "disp = ConfusionMatrixDisplay(confusion_matrix=cm)\n", + "disp.plot()\n", + "plt.title(\"Confusion Matrix\")" + ] + }, + { + "cell_type": "markdown", + "id": "c2b3fbdb", + "metadata": {}, + "source": [ + "## Neural Network with TensorFlow for the binary classification" + ] + }, + { + "cell_type": "markdown", + "id": "72958262", + "metadata": {}, + "source": [ + "### SMOTE (Synthetic Minority Oversampling Technique) Oversampling" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f8d6a756", + "metadata": {}, + "outputs": [], + "source": [ + "from imblearn.over_sampling import SMOTE\n", + "\n", + "target = data_preprocessed[\"Machine failure\"]\n", + "predictors = data_preprocessed.drop([\"Machine failure\"], axis=1) \n", + "\n", + "# Randomly over sample the minority class\n", + "smote = SMOTE(random_state=42)\n", + "predictors_smote, target_smote= smote.fit_resample(predictors, target)\n", + "# Check the number of records after over sampling\n", + "print(sorted(Counter(target_smote).items()))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "54afe486", + "metadata": {}, + "outputs": [], + "source": [ + "# Convert the data from numpy array to a pandas dataframe\n", + "df_smote = pd.DataFrame({\"Process temperature\": predictors_smote[\"Process temperature\"], \n", + " \"Torque\": predictors_smote[\"Torque\"],\"target\": target_smote})\n", + "# Plot the chart\n", + "plt.figure(figsize=(12, 8))\n", + "sns.scatterplot(x = \"Process temperature\", y = \"Torque\", hue = \"target\", data = df_smote)\n", + "plt.title(\"SMOTE Over Sampling\")" + ] + }, + { + "cell_type": "markdown", + "id": "998e7ad2", + "metadata": {}, + "source": [ + "### Import tensorflow" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "befd5d49", + "metadata": {}, + "outputs": [], + "source": [ + "import tensorflow as tf\n", + "from tensorflow.keras import layers" + ] + }, + { + "cell_type": "markdown", + "id": "9af2fdfa", + "metadata": {}, + "source": [ + "### Train-test-validation split" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ab6e8a78", + "metadata": {}, + "outputs": [], + "source": [ + "train, val, test = np.split(\n", + " data_preprocessed.sample(frac=1), [int(0.8 * len(data_preprocessed)), int(0.9 * len(data_preprocessed))]\n", + ")\n", + "\n", + "print(f\"{len(train)} train examples\")\n", + "print(f\"{len(val)} validation examples\")\n", + "print(f\"{len(test)} test examples\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7c1b429a", + "metadata": {}, + "outputs": [], + "source": [ + "def df_to_dataset(data_preprocessed, shuffle=True, batch_size=32):\n", + " df = data_preprocessed.copy()\n", + " labels = df.pop(\"Machine failure\")\n", + " \n", + " # Convert each Series to a NumPy array before adding a new axis\n", + " df = {key: value.to_numpy()[:, tf.newaxis] for key, value in df.items()}\n", + " \n", + " ds = tf.data.Dataset.from_tensor_slices((dict(df), labels))\n", + " \n", + " if shuffle:\n", + " ds = ds.shuffle(buffer_size=len(df))\n", + " ds = ds.batch(batch_size)\n", + " return ds" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b9840f21", + "metadata": {}, + "outputs": [], + "source": [ + "batch_size = 5\n", + "train_ds = df_to_dataset(train, shuffle=False, batch_size=batch_size)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "00dbe412", + "metadata": {}, + "outputs": [], + "source": [ + "[(train_features, label_batch)] = train_ds.take(1)\n", + "print(f\"Every feature: {list(train_features.keys())}\")\n", + "print(f'A batch of mean symmetry values: {train_features[\"Process temperature\"]}')\n", + "print(f\"A batch of targets {label_batch}\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c792dc30", + "metadata": {}, + "outputs": [], + "source": [ + "def get_normalization_layer(name, dataset):\n", + " # Creating a Normalization layer for the feature.\n", + " normalizer = tf.keras.layers.Normalization(axis=None)\n", + "\n", + " # Preparing a Dataset that only yields the feature.\n", + " feature_ds = dataset.map(lambda x, y: x[name])\n", + "\n", + " # Learning the statistics of the data.\n", + " normalizer.adapt(feature_ds)\n", + "\n", + " return normalizer" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b4956a62", + "metadata": {}, + "outputs": [], + "source": [ + "process_temperature_col = train_features[\"Process temperature\"]\n", + "process_temperature_col" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2f1c13f3", + "metadata": {}, + "outputs": [], + "source": [ + "layer = get_normalization_layer(\"Process temperature\", train_ds)\n", + "layer(process_temperature_col)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b08644f4", + "metadata": {}, + "outputs": [], + "source": [ + "batch_size = 64\n", + "train_ds = df_to_dataset(train, batch_size=batch_size)\n", + "val_ds = df_to_dataset(val, shuffle=False, batch_size=batch_size)\n", + "test_ds = df_to_dataset(test, shuffle=False, batch_size=batch_size)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c2ddb4bc", + "metadata": {}, + "outputs": [], + "source": [ + "data_preprocessed.info()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2facdf9f", + "metadata": {}, + "outputs": [], + "source": [ + "# Defining a suitable subset of predictors (predictors that are not correlated)\n", + "feature_columns = [\n", + " \"Process temperature\",\n", + " \"Torque\",\n", + " \"Tool wear\",\n", + " \"Type_L\",\n", + " \"Type_M\"]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "aa1d103f", + "metadata": {}, + "outputs": [], + "source": [ + "all_inputs = []\n", + "encoded_features = []\n", + "\n", + "# Numeric features\n", + "for header in feature_columns:\n", + " numeric_col = tf.keras.Input(shape=(1,), name=header)\n", + " normalization_layer = get_normalization_layer(header, train_ds)\n", + " encoded_numeric_col = normalization_layer(numeric_col)\n", + " all_inputs.append(numeric_col)\n", + " encoded_features.append(encoded_numeric_col)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c2844733", + "metadata": {}, + "outputs": [], + "source": [ + "all_features = tf.keras.layers.concatenate(encoded_features)\n", + "x1 = tf.keras.layers.Dense(32, activation=\"relu\")(all_features)\n", + "output = tf.keras.layers.Dense(1, activation=\"sigmoid\")(x1)\n", + "model = tf.keras.Model(all_inputs, output)\n", + "model.compile(\n", + " optimizer=\"adam\",\n", + " loss=tf.keras.losses.BinaryCrossentropy(from_logits=True),\n", + " metrics=[\"accuracy\"],\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "11c09708", + "metadata": {}, + "outputs": [], + "source": [ + "model.summary()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1efdc245", + "metadata": {}, + "outputs": [], + "source": [ + "history = model.fit(train_ds, epochs=50, validation_data=val_ds)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "0f399390", + "metadata": {}, + "outputs": [], + "source": [ + "acc = history.history[\"accuracy\"]\n", + "val_acc = history.history[\"val_accuracy\"]\n", + "loss = history.history[\"loss\"]\n", + "val_loss = history.history[\"val_loss\"]\n", + "\n", + "epochs = range(len(acc))\n", + "\n", + "plt.plot(epochs, acc, \"darkgreen\", label=\"Training accuracy\")\n", + "plt.plot(epochs, val_acc, \"darkblue\", label=\"Validation accuracy\")\n", + "plt.plot(epochs, loss, \"lightgreen\", label=\"Training loss\")\n", + "plt.plot(epochs, val_loss, \"lightblue\", label=\"Validation loss\")\n", + "plt.title(\"Training and validation accuracy\")\n", + "plt.legend(loc=0)\n", + "plt.figure()\n", + "\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "104ae276", + "metadata": {}, + "outputs": [], + "source": [ + "loss, accuracy = model.evaluate(test_ds)\n", + "print(\"Accuracy\", accuracy)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b84247d4", + "metadata": {}, + "outputs": [], + "source": [ + "y_pred = model.predict(test_ds)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "fb4b32b3", + "metadata": {}, + "outputs": [], + "source": [ + "predicted_categories = tf.round(y_pred)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "62d6c5b1", + "metadata": {}, + "outputs": [], + "source": [ + "true_categories = tf.concat([y for x, y in test_ds], axis=0)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7726d954", + "metadata": {}, + "outputs": [], + "source": [ + "true_categories" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "0f8918af", + "metadata": {}, + "outputs": [], + "source": [ + "# shows count of true negatives, false positives, false negatives, true positives\n", + "confusion_matrix(predicted_categories, true_categories)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7582ff42", + "metadata": {}, + "outputs": [], + "source": [ + "# check that tp, fp, tn, fn are not confused\n", + "tn, fp, fn, tp = confusion_matrix(true_categories, predicted_categories).ravel()\n", + "print(tn, fp, fn, tp)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "227185fd", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "# shows class-specific precision, recall and f1-score\n", + "print(classification_report(true_categories, predicted_categories))" + ] + } + ], + "metadata": { + "branche": "Maschinenbau", + "dataSource": "https://gitlab.reutlingen-university.de/ki_lab/machine-learning-services/-/tree/main/Maintenance/Predictive%20Maintenance", + "funktion": "Operations", + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.4" + }, + "repoLink": "https://gitlab.reutlingen-university.de/ki_lab/machine-learning-services/-/tree/main/Maintenance/Predictive%20Maintenance", + "skipNotebookInDeployment": false, + "teaser": "In der Produktion sollen Maschinendefekte und -ausfälle verhindert werden, da sie hohe Kosten verursachen sowie durch die Unterbrechung der Produktion zusätzlich die Produktionszeit verlängert wird. Auf der Basis von relevanten Maschinendaten wird ein Datenmodell aufgebaut, welches das Auftreten eines Defektes vorhersagen kann.", + "title": "Predictive Maintenance in der Produktion" + }, + "nbformat": 4, + "nbformat_minor": 5 +} -- GitLab