{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Анализа текстуалних података - Ана Карењина" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "У овој радној свесци наставићемо са истраживањем текста књиге Ана Карењина са платформe пројекта Гутенберг (радне свеске које садрже детаље о припреми и преради текста, као и прерађене табеле које користимо у овој радној свесци се налазе у додатку на крају приручника). \n", "У претходној радној свесци анализирали смо популарност речи у тексту и видели да се међу 58 најпопуларнијих речи (којима је написано чак 50% садржаја књиге) налазе имена три јунака - Љевин, Вронски и Ана. Ово нас је подстакло да ову свеску базирамо на детаљнијој анализи јунака књиге:\n", "- испитаћемо како се популарност ликова мења из поглавља у поглавље\n", "- реконструисаћемо друштвену мрежу између јунака (Ко се са киме дружи? Јунаци су чворови, везе међу чворовима постоје ако су се њихова имена нашла у близини) и уз помоћ ње сазнати ко су истакнути ликови" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import networkx as nx" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Ко су најпопуларнији јунаци књиге Ана Карењина?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Почињемо учитавањем фајла који садржи број помињања имена сваког од потенцијалних јунака по поглављима књиге:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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GospelSorokinaKouzmaKatyaOblonskyAlexandrovnaLizavetaLvovAlexanderLvova...LilyVredeMihailovPavaVozdvizhenskoeAgafeaLidiaFlerovMahotinGagin
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" ], "text/plain": [ " Gospel Sorokina Kouzma Katya Oblonsky Alexandrovna Lizaveta Lvov \\\n", "0 0 0 0 0 1 0 0 0 \n", "1 0 0 0 0 0 4 0 0 \n", "2 0 0 0 0 1 0 0 0 \n", "3 0 0 0 0 0 4 0 0 \n", "4 0 0 0 0 21 0 0 0 \n", "\n", " Alexander Lvova ... Lily Vrede Mihailov Pava Vozdvizhenskoe Agafea \\\n", "0 0 0 ... 0 0 0 0 0 0 \n", "1 0 0 ... 0 0 0 0 0 0 \n", "2 0 0 ... 0 0 0 0 0 0 \n", "3 0 0 ... 0 0 0 0 0 0 \n", "4 0 0 ... 0 0 0 0 0 0 \n", "\n", " Lidia Flerov Mahotin Gagin \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 \n", "\n", "[5 rows x 164 columns]" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "likovi = pd.read_csv('data/tekst data/Ana_likovi_pojavljivanja.csv')\n", "likovi.head(5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ову табелу смо конструисали уз помоћ једноставне процедуре препознавања ликова. Процедура је базирана на чињеници да лична имена почињу велким словом и допунили смо је са пар правила да избацимо још неке речи које имају ту особину али нису имена (нпр. у енглеском имена дана у недељи). За све додатне информације, погледајте детаљније радну свеску посвећену припреми података о књизи Ана Карењина у *data* фолдеру." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "239" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(likovi) # број поглавља" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Табела ликова садржи све кандидате за ликове који су у књизи поменути више од 5 пута и у свакој од колона налазе се информације о броју помињања одређеног имена у сваком од 239 поглавља књиге. Наша наивна екстракција ликова у табели нам је оставила и неке топониме, али смо их оставили у оптицају, можда се појаве у неком интересантном контексту у даљој анализи.\n", "\n", "Погледајмо прво како се мења број ликова у различитим поглављима. То ћемо урадити користећи функцију **astype(bool)** којом је сваки елемент табеле преведен у 1 ако је лик поменут (ако је број различит од 0), а нуле ће остати нуле. Сумирање такве табеле по редовима (**sum(axis=1)**) даће нам број јунака у сваком поглављу:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(15,3))\n", "plt.bar(range(len(likovi)),likovi.astype(bool).sum(axis=1),color = 'silver')\n", "plt.axhline(y=np.mean(likovi.astype(bool).sum(axis=1)), color = '#711436')\n", "plt.xlabel('Broj poglavlja')\n", "plt.ylabel('Broj junaka pomenutih u poglavlju')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Видимо да у неким поглављима постоји више од 30 различитих имена, док су друга поглавља фокусирана на свега пар. Xоризонталном линијом означили смо просечан број различитих имена по поглављу." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Сумирањем табеле *likovi* (по колонама) и њеним сортирањем можемо наћи који ликови су помињани највише пута у целој књизи." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "Levin 1616\n", "Vronsky 862\n", "Anna 822\n", "Kitty 673\n", "Alexey 632\n", "Alexandrovitch 571\n", "Arkadyevitch 548\n", "Stepan 548\n", "Dolly 307\n", "Ivanovitch 302\n", "dtype: int64" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "likovi.sum().sort_values(ascending=False)[:10]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Најпомињаније име је Љевин, праћено великим бројем осталих јунака које можда препознајете из књиге.\n", "Погледајмо сада детаљније како се помињање прва три најпопуларнија имена мења кроз поглавља. Почињемо са Љевином:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(20,3))\n", "plt.plot(likovi['Levin'],color='#711436')\n", "plt.xlim([0,240])\n", "plt.ylabel('Broj pojavljivanja imena Ljevin')\n", "plt.xlabel('Poglavlja')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "У неким поглављима, име Љевин помиње се и више од 40 пута, а нека поглавља то име уопште не помињу. Можда су ова поглавља са пуно помињана просто много дужа? А можда се у поглављима без Љевина нико и не помиње?\n", "Да бисмо боље разумели популарност јунака (и разрешили неке овакве дилеме), згодно је да овај број помињања имена са нечим упоредимо. Природан кандидат за поређење је просечан број помињања имена у поглављу. Број просечног помињања добићемо сумирајући број помињања сваког од јунака и делећи га са бројем различитих јунака - све ово за свако поглавље:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "prosecno_pominjanje_junaka = likovi.sum(axis=1)/likovi.astype(bool).sum(axis=1)\n", "plt.figure(figsize=(20,3))\n", "plt.plot(prosecno_pominjanje_junaka)\n", "plt.xlabel('Poglavlja')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Сада можемо видети да ли се Љевино име помиње више или мање од просечног јунака у поглављу (представљаћемо однос ова два броја):" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(20,3))\n", "plt.plot(likovi['Levin']/prosecno_pominjanje_junaka,color='#711436')\n", "plt.xlim([0,240])\n", "plt.xlabel('Poglavlja')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Као што смо и раније приметили, постоје поглавља у којима се Љевиново име не помиње, али и она у којима се име овог јунака помиње и шест пута више од просечно помињаног јунака у поглављу! \n", "Графици попут овога помажу нам да разумемо да је Љевин име једног од битнијих ликова - не само што је његово име популарно, већ се оно помиње конзистентно кроз целу кљигу (нпр. епизодни лик би могао да буде изузетно популаран али у кратком тренутку и нестане).\n", "\n", "На наредном дијаграму, упоредићемо помињање Љевина и Ане из поглавља у поглавље (оба нормирана са просечним појављивањем имена у поглављу):" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(20,3))\n", "plt.plot(likovi['Levin']/prosecno_pominjanje_junaka,label='Levin',color='#711436')\n", "plt.plot(likovi['Anna']/prosecno_pominjanje_junaka,label='Anna',color='#0AA07B')\n", "plt.xlim([0,240])\n", "plt.legend()\n", "plt.xlabel('Poglavlja')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Интересантно је да су ретка поглавља у којима се имена Ане и Љевина истовремено појављују, доста чешће су ова два лика доминантна у различитим поглављима. Можете ли идентификовати поглавља у којима се појављују заједно? \n", "\n", "Слично, можемо упредити појављивања имена Ане и Вронског:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(20,3))\n", "plt.plot(likovi['Anna']/prosecno_pominjanje_junaka,label='Anna',color='#0AA07B')\n", "plt.plot(likovi['Vronsky']/prosecno_pominjanje_junaka,label='Vronsky', color='#E8BC36')\n", "plt.xlim([0,240])\n", "plt.legend()\n", "plt.xlabel('Poglavlja')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Са друге стране, видимо да се имена Ане и Вронског врло често помињу у истом поглављу. \n", "\n", "Ова сличност у броју појављивања коју назиремо гледајући како бројеви појављивања расту и опадају у сличним поглављима можемо квантификовати коефицијентом корелације, који можемо израчунати функцијом **corr**. Коефицијент корелације говори нам о повезаности између две варијабле, тј. колико је пораст једне праћен порастом друге (у ком случају говоримо о позитивном коефицијенту корелације) или опадањен друге (у ком случају говоримо о негативном коефицијенту). У наставку ћемо из табеле *likovi* узети само вредности за три најпопуларнија јунака која смо анализирали до сада и израчунати коефицијент корелације међу њима:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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LevinVronskyAnna
Levin1.000000-0.229816-0.378872
Vronsky-0.2298161.0000000.266288
Anna-0.3788720.2662881.000000
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" ], "text/plain": [ " Levin Vronsky Anna\n", "Levin 1.000000 -0.229816 -0.378872\n", "Vronsky -0.229816 1.000000 0.266288\n", "Anna -0.378872 0.266288 1.000000" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "likovi[['Levin','Vronsky','Anna']].corr()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Видимо да знак коефицијента корелације одговара нашем запажању - појављивања имена Ане и Вронског имају позитивну корелацију, док појаљивања имена Ане и Љевина, као и Вронског и Љевина имају негативну корелацију." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Мрежа ликова у књизи" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "У наставку наш циљ је да реконструишемо друшвену мрежу међу јунацима ове књиге.\n", "\n", "Мрежа је састављена од чворова (у нашем случају јунаци књиге) и веза међу њима (у случају књиге то може бити дијалог између ликова, познанство, родбински односи, итд.). На пример, у онлајн друштвеним мрежама (попут Инстаграма и Фејсбука) чворови су људи који су повезани пријатељствима или праћењима. У наставку ћемо на основу текста књиге покушати да реконструишемо постојања веза између ликова. Како једноставном анализом књиге није лако утврдити познанство или пријатељство, послужићемо се једном честом апроксимацијом - претпоставићемо да постоји веза међу ликовима кад год се њихова имена нађу раздвојена неким малим бројем речи (енг. co-occurrence networks). \n", "\n", "За конструкцију и анализу мреже, постоји још једна сјајна пајтон библиотека *networkx*, коју ћемо користити у наставку." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Користићемо додатну табелу, у којој се свако од претходно издвојених имена налази излистано са позицијом речи у целокупном тексту (редни број речи од почетка књиге). На основу ове позиције ћемо конструисати везу међу јунацима ако се њихова имена помињу на позицијама чија је разлика мања од 15. (Ова критична удаљеност од 15 речи је параметар који се може мењати, у задацима на крају ове радне свеске вас позивамо да истражите ефекте смањења или повећања овог броја.)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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Ime junakaPozicija junaka
0Oblonskys20
1French36
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" ], "text/plain": [ " Ime junaka Pozicija junaka\n", "0 Oblonskys 20\n", "1 French 36" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pozicije_junaka = pd.read_csv('data/tekst data/Ana_pozicije_junaka.csv')\n", "pozicije_junaka.head(2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Користећи функцију **Graph** из *networkx* библиотеке креираћемо празну мрежу у коју ћемо поступно додати јунаке и везе између њих." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "G_junaka = nx.Graph()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Да демонстрирамо како се чворови и везе додају у ову празну мрежу, додаћемо пар чворова и веза и нацртаћемо резултат. Функцијом **add_edge** се у иницијално празну мрежу додају веза по веза између задатих чворова. *Пробајте да додајете неке везе и ви, покрећите једну по једну линију кода да видите поступно шта се дешава.*" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "G_junaka.add_edge('Anna','Vronsky')\n", "G_junaka.add_edge('Anna','Kitty')\n", "G_junaka.add_edge('Kitty','Levin')\n", "G_junaka.add_edge('Kitty','Vronsky')\n", "nx.draw(G_junaka, with_labels=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Једноставним додавањем парова имена креиран је објекат који се лако може нацртати, али се понешто може и закључити, на пример, функцијом **degree** можемо сазнати колико сваки од чворова има суседа. На овом примеру са 4 чвора чини се да је дати задатак превише лак и да није јасно зашто то радимо функцијом уместо бројећи, али када будемо анализирали мрежу међу наших 164 јунака, видећемо да ће нам дата функција бити од користи." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "DegreeView({'Anna': 2, 'Vronsky': 2, 'Kitty': 3, 'Levin': 1})" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "G_junaka.degree()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "За ликове који нису повезани, можемо наћи и најкраћи пут међу њима, тј. ко је особа која их повезује. На пример:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['Anna', 'Kitty', 'Levin']" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "nx.shortest_path(G_junaka,'Anna','Levin')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Сада када смо видели ову једноставну мрежу и неке њене особине, можемо да наставимо и реконструишемо мрежу на основу текста.\n", "У наставку ћемо проласком кроз табелу ликова и њихових позиција додавати један по један пар ликова у мрежу. Иако није најбоља пракса итерирати кроз редове у оквиру панда библиотеке (постоје бржи и оптимизовани методи да се ураде ствари уместо пролазака кроз колону ред по ред), због прегледности механизма додавања нових веза у мрежу у наставку користимо тај метод. За почетак сачуваћемо име и позицију првог јунака у табели у одговарајуће листе:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "ime = [pozicije_junaka.loc[0]['Ime junaka']]\n", "pozicija = [pozicije_junaka.loc[0]['Pozicija junaka']]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "а затим пролазимо кроз табелу ред по ред, и преузимамо име јунака и позицију у тексту из сваког новог реда. За свако ново име и нову позицију ћемо прво проверити да ли су најудаљеније претходне позиције даље од 15 речи (и ако јесу избацићемо их из листе), а затим ћемо ново име повезати са свим претходно постојећим члановима листе.\n", "Уколико се тренутно име и име које смо забележили разликују, у мрежу ћемо додати нову везу. Уколико веза постоји (**has_edge**), повећаћемо јој тежину - јунаци који су повезани везом веће тежине су јунаци који се чешће налазе у међусобној близини, а ако веза не постоји, додајемо нову везу са почетном тежином 1 (**аdd_edge**)." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "G_junaka = nx.Graph() # празна мрежа за почетак\n", "for index, row in pozicije_junaka[1:].iterrows():\n", " temp_ime = row['Ime junaka']\n", " temp_pozicija = row['Pozicija junaka']\n", " \n", " while len(pozicija)>0:\n", " if temp_pozicija-pozicija[0]>=15:\n", " pozicija.pop(0)\n", " ime.pop(0)\n", " else:\n", " break\n", " for i in range(len(pozicija)):\n", " if ime[i]!=temp_ime:\n", " if G_junaka.has_edge(ime[i],temp_ime): # ако веза бећ постоји, отежинићемо је\n", " G_junaka[ime[i]][temp_ime]['weight']+=1\n", " else: # ако веза не постоји, додајемо је, почетна тежина је 1\n", " G_junaka.add_edge(ime[i],temp_ime,weight=1) \n", " pozicija.append(temp_pozicija)\n", " ime.append(temp_ime)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Овим смо конструисали мрежу између јунака и можемо је на следећи начин погледати **draw**:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nx.draw(G_junaka)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Међутим, ова слика није претерано информативна ;) више нам служи да нас убеди да смо нешто направили. У наставку ћемо додатно измерити карактеристике ове мреже, а затим пронаћи боље начине да визуелизујемо податке које ова мрежа крије.\n", "\n", "Мрежа као објекат у оквиру *networkx* библиотеке има разне доступне функције, хајде да пробамо још неке од њих. Можемо испитати број чворова (**number_of_nodes** да ли очекујемо да ово буде једнако са бројем имена у нашој листи?) и број веза (**number_of_edges**)." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "164" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "G_junaka.number_of_nodes()" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "1295" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "G_junaka.number_of_edges()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*Размислите о броју веза који би требало да постоји у мрежи да би сваки чвор био повезан са сваким другим чвором. Да ли је овај број близу те вредности?*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Функција **degree** за сваки од јунака, односно чворова у мрежи, враћа нам информацију о броју суседа које дати чвор има, од тога ћемо направити табелу за лакшу даљу анализу и визуализацију:" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Ime_junakaBroj_suseda
0Stepan80
1Arkadyevitch76
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" ], "text/plain": [ " Ime_junaka Broj_suseda\n", "0 Stepan 80\n", "1 Arkadyevitch 76" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "broj_suseda = pd.DataFrame(G_junaka.degree(),columns=['Ime_junaka','Broj_suseda'])\n", "broj_suseda.head(2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Сортирајмо сада ликове по броју суседа (што нам је апроксимација за број познанстава сваког од ликова):" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Ime_junakaBroj_suseda
23Levin96
0Stepan80
5Anna79
45Vronsky79
1Arkadyevitch76
34Kitty71
18Alexey68
19Alexandrovitch55
28Sergey50
17Moscow49
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" ], "text/plain": [ " Ime_junaka Broj_suseda\n", "23 Levin 96\n", "0 Stepan 80\n", "5 Anna 79\n", "45 Vronsky 79\n", "1 Arkadyevitch 76\n", "34 Kitty 71\n", "18 Alexey 68\n", "19 Alexandrovitch 55\n", "28 Sergey 50\n", "17 Moscow 49" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "broj_suseda.sort_values(by='Broj_suseda',ascending=False)[:10]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ову листу ћемо упоредити са природним кандидатом, листом појављивања сваког од ових имена у целокупном тексту. Видимо да постоје и сличности и разлике, тј. имамо и неке нове инфромације: \n", "- Љевин је и јунак који је највише пута поменут и јунак који је поменут у близини највише различитих јунака.\n", "- Степан, чије је име није било тако високо пласирано када се посматрао само број појављивања имена, је добро повезан са осталим ликовима - има више суседа и од Ане.\n", "- На листи 10 најповезанијих појављује се и града Москва која се не налазе међу 10 најчешће поменутих имена. Очигледно је довољно јунака поменуто близу овог града да је он испливао на врх листе по повезаности - чиме добијамо и информацију где се део радње романа одвија." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Нацртајмо сада како изгледа дистрибуција броја суседа (тј. колико има чворова са сваким бројем суседа), то као и до сада можемо урадити функцијом **hist**:" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "9.0\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nk = plt.hist(broj_suseda['Broj_suseda'],range(max(broj_suseda['Broj_suseda'])+1),color='silver')\n", "plt.xlabel('Broj suseda')\n", "plt.ylabel('Broj čvorova sa datim brojem suseda')\n", "plt.axvline(x=np.median(broj_suseda['Broj_suseda']),color='darkred')\n", "print(np.median(broj_suseda['Broj_suseda']))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "На овом дијаграму дата је ситуација карактеристична и за велики број реалних мрежа - постојање малог броја чворова који имају пуно суседа (приметимо да су свих 10 најбоље повезаних чворова на овом хистограму одвојени од остатка, они су ретки са толиким бројем суседа), док пуно чворова има мало суседа. Вертикалном линијом на позицији медијалне вредности смо приказали половину чворова - 50% чворова има 9 и мање суседа." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Како смо у мрежи сачували и информацију о броју појављивања одређених парова кроз тежине веза, можемо погледати које комбинације чворова имају тежину већу од 100. То ћемо претраживати итерирајући кроз везе (*edges*) у нашој мрежи:" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "[('Stepan', 'Arkadyevitch', 604),\n", " ('Stepan', 'Levin', 125),\n", " ('Arkadyevitch', 'Levin', 128),\n", " ('Anna', 'Vronsky', 138),\n", " ('Darya', 'Alexandrovna', 216),\n", " ('Alexey', 'Alexandrovitch', 632),\n", " ('Levin', 'Kitty', 129),\n", " ('Sergey', 'Ivanovitch', 319),\n", " ('Lidia', 'Ivanovna', 113)]" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "[(u,v,d['weight']) for (u, v, d) in G_junaka.edges(data=True) if d['weight']>100]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Читаоци књиге ће већ међу овим највише отежињеним везама препознати да су у питању и комбинације имена и средњег имена неких од јунака (нпр. Степан Аркадијевич или Алексеј Александрович), али и неки од парова јунака око којих је фокусирана радња књиге (нпр. Ана и Вронски или Љевин и Кити). " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Сачуваћемо тежине веза (број пута колико се нека два имена појављују једно у близини другог) у одвојеној листи зато што ове податке можемо искористити за дебљину линије на визализацији мреже (отуд две листе, прва приказује реалне тежине сваке везе, док смо у другој скалирали овај број са највећом тежином *M*):" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "eweights = [d['weight'] for (u, v, d) in G_junaka.edges(data=True)]\n", "M = max(eweights)\n", "eweights = [5*e/M for e in eweights]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Слично, популарност јунака у смислу броја суседа, можемо искористити да одговарајући чворови буду већи:" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "degrees = list(dict(G_junaka.degree()).values())\n", "degrees = [10*d for d in degrees]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Сада се можемо још једном опробати у цртању мреже, овај пут, контролишући мало више опција са циљем да повећамо информативност слике коју добијамо. На пример, одабраћемо да искористимо функцију **circular_layout** која ће распоредити чворове по кружници. Резултат ове функције су х,у координате за сваки од чворова, што касније можемо проследити функцијама које засебно цртају чворове (**draw_networkx_nodes**) и везе међу њима (**draw_networkx_edges**). У овим функцијама за цртање ћемо додатно дефинисати и боју чворова, њихову величину (*node_size*), транспарентност (*alpha*), и сдебљину линије веза међу чворовима (*width*), зарад јасније визуализације." ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": 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wQUDQbjOTZcfuIWFIee9eDu/bx4otWwjWrGEqDMlvNDOAGGsnCqHHiFf+mZN8vUC8/EHgF8bHbfthjitQ4EeCgtQL/MSg0TBPBV6LqKDzPdIvRnKq08huXccrrAfgmDe4AHwz915oLS+wlgmnKKfTodTtEne7lPv6eHIc0z8zw7fSlG6pJGruapUNccx6Y7BJwoS1PBAELAcq8/OYhQXmgoBkbo7BlSs5UKnQmZpiuL+f+UOHWLNiBQfKZbphSJqmhHfeySVTU2wolWht2cK24WGmWy1qwKYbb+Trt97KCoTAH0SiCpsQgVmMtFW9GfFAE1y72WqV8K1v5Vxr2VAqwfw8zU99inu2b6ec+5yGpyvu72n8Bi4ghkLgxuy68UtIhOP5bt0PIa1mS0jOe8j9Pf+JT/CG5csZmZ2lk2UEcUzPie+6znMPajWuMYZ+xCDQB1pkLa0kYd5FA8IkoZ5l8NBD7G02WXn22axcXIRKhYWBAaZKJTpBwCr8Dm7HQ8V4/85Sw+54rEO69n3lYY4pUOBHgoLUC/xEoNEwP42E14/CEs9M2542ESIpIW1S8+KqVYh330RIZ9vCAt04phdFpEhr1DULC3wJoFym60qzsiRhQxiyyVp2ABPtNpHL8Q5UKjwty5jNMr7pSsDCmRmGrCUYHGRmYoJV1SrNlSs5bAzZoUOsHBpiev9+1q1bxx5roVo9Jozj3ns5Z3KS9fPzrFq1irs2beJoGHLgpS/ltzsdBpFw8xVIR7ujSEphp7vmsxE1dxnRBnwJKdnSVrBtd9wA3ouNcXXwCHGX3LGzLPV0DWJQ9PA96BP8pjHrgechUY+73LkzYN2v/zobrr2W9yI16s1eT7rUqaCwUqEzMMCVQDUMqeIb1dDrMZUkBGlKFASYchnabe76znc4f+tWbq1UuHJmhj5rMWlK3N9Pu7+fMAjoAjYIvo/YI/cd+Ap+o5oTYcDN9/UPs0HNMFJbf5a7/tCNeQ/SZOeBQklf4FRQkHqB0x6Nhnky8H5OXFp2FiJyU6LXVq3b8A/uMYS4m0DNWg7Nz7Oj06GcJESVCv39/ZxtLbdbyxGnzDZRxGAYEk9N8cf9/VxWKvE0p3QPjKFnDJPGsLbd5mCSEE5PM5JlmGXLOHrwIGvCkGR0lKPGYKOI5MgRlg8MMDcxwaqNG3lIleWa704Sgn37WDc1xerZWTasWUNr2zZe+7d/y78j5FxDVPd1d41PRQyW+5Ayr6MImS5HcsNb3PXfA3wOiWBomVjXjREiXnoLIdQMITWtLQch2bpbe5NbY+12dxQfut+CpDpCpFHMtn/9Vy4sl3lft0svSZjv9YgrFRa7XUrWYgYH2RKG9AE1YxhwKZB5Y6Q5ThwTutfu376dUWPIzjiDXbUaV3Q6ZM0mA3FMJ47pjyJiY+iFIYkrFVThIu66Z5GytnweXlHDNxEaA17p1uwcxJCquHU4G4kOGXfdbfc7dp8HiV78PfCVQk1f4IdBQeoFTmu4ZjAfRkrLpk9wyKUICeVFbjVgwpG0QULs12WZkJK1ZMBXjTnmza2dmuKrQcDmapUzgSwMsWnKrvvu4xNveQv3AdmrX83wxRezvFqld//97G63SV7wAj6SZYwdOSKK7ZUrObxnD+usxQQB6egok1lGUKnQOXqU0Xqd5uQkywYGmI0iEq1JzzKp3w5D0oUF+no9zv3CF5j7279lPfB7wP/CGy7alnYWIdoLkbKuAaSD3U58uFxJ+irE0+8iuoKbkRSGtdamxpgqfqc4bQLTY2kYu9/9NgiBhfhcfoh48T284XW++zG/+IvsfuUr+ekgYEWWkSws0HSVBOVKhXX1Omf0elinTZitVKi5xjudbpeD3S5Hej2Su+/mqssu4wtAEEVcYwy9xUXK7TZ9Q0NgDOUkwWQZURgKubv7nBpDCBwNAr7I0q1pa24Nh/A75c0CNwLjiCFlEA3HGrem+5FIyewJvpO6ViNIo5w/LjaUKfBIUZB6gdMajYbZBHyUk28IchnyAM2Tusky+g4f5g5jWAwCsoEBlscxZ1lLxxh6WcbNLqc7Zi3tvXt5/a/+KrMf+xjrRkcZvvtueh/4APvbbWJ8Lvn4jmf2ppvYMDbGn4ch3aEhdk1PM9huU0tTghUrOOy89LTXI5qYYKyvj4U4Jtm7l42rV7Mny6RxTbXKoqvztsawZnaWXb/0SzzYbFIB3gR8GSGZPQipdBGSVkJtIkR7LaLyN0gZ3p14MrdI69bzES+/hogMv4Dk4wM82Q0gXqeeq+f+neJFdSG+iiDEGwD6ehMhyhi4Kgg45/LLGX75y+nbuJHNIMr5Xo96tcro4iL3JgkLauSEIWkc0wtDOd8dd3DV6tU8MDTEtGt/u7ZaZW2W0Wm16CuX6S+XSZNEDKQ0JU5ToiiiE0VgLb2FBXYfOcKR5cuZGBxkPggIkYqJEj7PbtwaHgZucddxEULqTXwv/oCT74in+oIxN96HgK+Oj9uTbTtboABQkHqB0xyNhnkp0nf9ZKR+HrA2y2g7VbUBCAKqxnB7mnIoTQmDABuGrDeGc62llaY8GASQpuz42tf4b+9/P/tZGnLWHcq0JlwJTvc7j93P03/u56i97nX8QpJQ3r+fuF5nIYpIRkaY6fWIgoDMWoIjR8RTjyLSXbvYvHw5h7KMQMV3rrnLMuCO22/nvW95CzHws4hH/XJ3rb+LeNmz7vwaBg8RItZd1pYhXuYyJB9+L0LwZYRsIkR30EPC5RcgJHU/khPXzVfUK4/xoXvtcY/7twrcQnecGj9DeG9+FB+2vywI2Fqvk1arfKnV4tuf/CRvqlQ4J0mY0kfa7CyD7r4lc3MMTU6y9sIL2YbUr9s0pVYu81Rj6DpNw8ooIo5j+S5oFCRJKLkSw+bcHN9OEjpOBDk3MkJfqcQWYD5XDz+AeNlTiDH1JCTNcXzIPsKnevR+rEK0DZXjjgvcPXgI+P+Br4+P2xOlAAr8hKMg9QI/lmg0TBnxsl+MKLkNUo72r8DXEU/oFQihr0BCnQ+Sy6mnKcH0NJuGhjgHaLoQq6JuLfeAeMPdrpB0HLOm0+Efu1127N/PxHvfy44jR0jgWBvTfEOnmKXem2KF+/cVwC7gtn/6J1YdPcpH16xhaHqa1sgIh6KIVMPq1mImJhir1WjVarT37mX9WWfxQK9H1OlQKpepRhH9Bw/SeP/7+cf77mMBL0a72s1rFfBe4G+BP8bvEqfbk04jhD2ILy3rR/K/6xCC346Q1c2Ipz7mrmkBIZyzgWcjnmoPKZ1ruPeNe62KD1OD99wNPs9cRzq1qQBvBiH55e547dz3XGD4qqtI3v1urjGGAwsLlJKEqFSiu7BAX5oSbt/OlZs3852hIabVk48i0iRhzeAgZ6WpqPKNYSRJII4lcpOmRGEI1pLedx8L+/YxuHIl94yNsa/dpj42xppKhQFjaLo6fGMMa936zSCRkY0sbW6TR8Wt+34kAhIiRtjxeXTVLdzh7k8T+P+AbYWgrkAeBakX+LFDo2HOAn4f8YYW8IK2GvLgV0FWgJDSJvf+nLVsc/3E6fWInNjsyigiBhaNOda4pJ6m3Jdl7HP10Km1DGYZ5t3v5jVf//qxnLHui6612pn7W8P5kZuL1r6XEdK6CnmQ70GI9KJ6ne7b386lF13Es+t1et0uTWOYSxLCXo94epqR/n7m+vpoHjjA6sFBZgcHKQHVJOHowYN85FWv4tv41qa4NRjB762+B3gHQuRvRkRwR9086wgR4dZx2I01494vId32qu79uxGj5VvuvU34Urd73XVeBlyDEJGWzm3DG1fqrWZuDJ1HyR0/4u6hhv73u2tSD14NgjVveAPvueQSLmu3Obh2Lbtd//vkrru4uFZjfu1ads/OMuh0EpTLdBYW6O/rozY0xKYwJACG01T65ytJW0u4bx8PGcND3S6Vgwc5s9lk+YoV3LdpE3Gtxpi1NK0ljGPiMGQYRODo5qoiwhNBc+0thKgfThTX59Z8j1ujZUh53UcLMV0BRUHqBX6s0GiYzUh+sYsnoONxFuL13IyQzFb30O2zltuBiSQhdC1PjTHUs4ynIeSw6NTp9W6X72YZ03FMzxj6jaGv1eIdP/Mz3I9Xa4d4gikhXlZqrU2MMep5gg9DB0gOdh8SqgbxoM9GUgTrzj2XqRtuYOumTTy3WmXMtZIN223q1SrtKKKTJATT0yzv6+ML993H5268ke2Tk1jEyFnAGxlK8CES1r0MUbo/C/gt4OPAXyOe7yRCoE13HSGe2Ku5NV/ljrsKIeQU8dJbSA1/2d2DyK3Tg0h4eQjJxV/u1mIPQvB78XXuSoTDSBj7kJtXBy/e093pFvFldcG55zLyR3/E29OU8/buJXad8LpHjrBxyxa+Xa/TRISOhCHp/Dz9WhoXx2TGMDY4yNlBwECWYdMUG0UsNpt8b3KSpNWib/lyDgHMzzOwbx/nhiEjF19MJwyZCwJ6UcSIMZTTlCNhSCkI6LE0NH88lrm1PMzSUssTQaNADXxkYz2iafhw0Zq2ABSkXuDHCE7J/jEkBDv5MIdejIS4E2v5GuIpdhCy2Z2mPOC8MLIM0+0SBwF9UcRF1oqCOwjoZBk3Ix77oLUs3HUXH3rrW9mBPHx1r/I23hPXCIGGkOH7d/y6DCGxHXiR2vOQ8q3NSJh2D0JytSuvJHrhCxldtowV+/ezft06JtatY3+7zb5XvIKrm03+xo2rynPVBWjYX8vMNHIwhoTjD7hj/gwh5be7NW3lrmc/XrRWcufpd2NOuzmWkBr+s/ElX5OIV/0f7jNnunNnSIrEumM3Iqr7ze61fYhwbBKJHug2p/nSL9UqpPhojEUiAe13vIP4mmt4tzGcBez7xjd4dr3OVLlMa3SUiVWrmLAW0+lQcuWFZnZWWti6bn3B8DAXdDoSmThwgKPGsLteZ96lQNZWKjRrNRaqVdrNJn2dDleOjlIvlWjW66JRyDLmrexvnxpDJwjIej1K5TLtHMH3I8aLRYylk4Xo86gD38Y3SNLWtB8eH7effQSfL3CaoyD1Ak94ODJfhdT7vh3JQz8ctiCEAXC7tQy7f1truc9a9ri9xw1AHB8rDQPxnLb2ekykKROVCjuShP+9Ywe3vOENdPHhYRBSCxHPuIMnQ/WYLEJ6MUK65yPEpSVjKjJ7CHm4RwjZzuMf9OqVVhDPeC9+f/CfBf4Ob0iUWaqyz3dY0y5wBiGTa9w49wKvBt4I/L/AX+bGC9y8VTyXIQZNHQmLa8h4Aa+kf4Z7L0G87C7iqS+699e7NdH2vLqv/HI3xlMQj76LkNfX3fjah7+F36q26+ZZxavK4+c8h+W/8Ru8cnaWl01OEmzezG3lMt19+1g9M8PyMCQZG+PA0JCUk83P0zc0xFyaEszNMVCrcXYcs2bfPg7PzNAKArJVq9jt2s8Gc3MMAZTLLMYx3Swj7HZZX6txZq1GudViIgi4Z3iY89OUjrUQRfScNqMSRfSqVXrGiOHp1mWaE9e+H48+t55HWCoyLAOvGR+3Ew/z2QI/AShIvcATFo7MrwV+HqkzX494mnuQB9vJunr1ISFuay0ziPd3tbXUOx2+GgS04ljqj103sTAMj4nS1ljL3fffz++84Q1YPEHN40VMWlPdyZ2vhCfgDr68S4lRw+u7EfKpIB7sEEJ+axA1+W6EAKv4TWX0wX8xsNNae8QY04+IxHYiRoHm9xM8sasSXyMI1rr/8MaYCNlVrIyo2tcgXvs+xHCawJPoFD6M3+/GK7ufEhwT5c25z8Tufj3T/buJeOgJcLtbywF3zkE3twN4IWPqxr4CCdXX3By+hGgAdP1q7jidY8+tU1KpMHz++Xz6936PiWpVjklTZpx3zsGDrF5YYCgISJYtY2JwkE6pJN38ZmbYdvAgExs28AszM4TNJr1ul/LQEJNRRC8IyDodKnNzDFerLFQqJCMjVObm2L99O8HQEM+Zn6dy0UV0o4gZY8iShJJuX+tEegNxTOy8+ChNmTSG9gm62OVRcd8Xw/d/91PgH4DfGx+3x28sVOAnCAWpF3jCwJG4epsp8OvATyHh2Hl8oxgl1VuBSWuh2yXWOm033Apj2GotUZpyV5bRNYZeFFEDZq2VUKf7+htrGQlD6sBECpMeAAAgAElEQVTt99zDH7zxjce85TJCFDW8p6qtSDWQqudUIq+5OUaIB7oCIcm9eFHYoLueuxAP9QhC6BrOL+f+1nD1xQiJH3XnW4U0PfmSG0ONivwWqzpPrZXnuHlfihDwLje/9wPXIw1r/gUxpPbiw+baQU6bzNQQwydCCL8fMQwW8ViPhOiHEO+85O7n1xCDBsQQOBNfr363m7PqEIaR6MJWd8xepMvd/W49+/BRhZa7jq9t3sw3/+APOHNwkJ+JY7ZYKwJJawmiiCRNCaamGJubI96xg23T09z0l3/JYaD7gQ9w4YoVvLFSYW2zSTVNOTwywkSaErZa1KpVSp0Oq6KI5l13cdef/RlfPOss+t/yFl7T6ZBWKlzUbhP09TFdqdByAkyAIAxZYa1vGjQ1RdbrUR4Y4Gh/PzPHkXvk7q+mHrosbWMM3sj5CkLsD1DgJxIFqRd4XOGI/Axkcw/dCc0gD+Z1COmpUvopyMO9g2zYEaUpX0sS6aSWJITGCFG72vJ6FFHas4d3f/jD7Fm1Ct78Zi6qVHiJGztzLUCDLOOBTod/+sxn+PZHP3qMTPLlaWX3u+bmdrxIT3PZJfd3ghD6Kjdf3dFMxXTPQnLOCwjBT7sf7bA2z9Lc/IlIHeAXkRK1fLi8jifglvvROcHSDUsCJKd9hjv/duASRED3XeC/IiRSQgi4gxfgddy5tESt7o4ddes1j28eU3Frdg5imM0i3rkacbfm5pm6OWmDlp2IZ6qRj0FEaf905D72kFKvr7pruBz4VUTlf9jN0zz1qQxdey0bzj2XoZkZhsplOq0Wczt2sPumm6gnCZNIVKju1vh/9feTPvWpvOQlL2FLGPKCSoVeuUyrVmNxfp7J++7jCzfdxPzEBDVEg3Dk4x/nTSMjXFKrsazdhlaLAWuF3KtVWsZQdgr5BIhbLRanpiSkDxAEJIODQu6ui52WQOr19zhxw5o6kk7pAL89Pm7vOsExBU5zFKRe4HFDo2FixBu/DnnAHcETz7XIQ2oBEZHNI8RzllOyG6CeZdwbhuyyFpMkhGlKqKVMQcBya/nGM5/Jx/Bea6Vex9x4IysGBhhMEjh8mOn3vIfJVosM7yH38GFvnZOGoHXjEs0pg1e/a4nVRsS7mkW8SjVWIkQsdwgh+g3u2g4i3m0H8TrVkMlvgnIiUn8Z4lF38CkAFbZps5s+vMd7ODc21trMGBMjofCtbr673PX8kbsPb0QqCTR3rTX5Nbc2KsrruPfXufUZcOM03bjqUetnL3LH7USMgZob6063tlluvBF8X3VNUej1BQiRP82t+XORComGWyvtUd/m+xvf6Fqsd39rhGYdYmgGCFlPRhEPVqs8f3iY+6am2LewcKzFa4YYmxcAzTPOIHrf+3j96CgXWst0lhEsLlJvNqWcbmiITrUqBmOSsNhu001TYvf+sXLEKKI3NiabBhlzLJWihtrxOwni5jDp7kmMGHtfBr4zPm6P3/OgwGmKgtQLPC5oNEwAvBUhjT0s7RFeRkKtTbyHvM31XB93r1trKVtLM0m4TYlcFe1uP+21O3bwO7/2a2zH7wymaml9eGZ4JbV2VyvjQ8xaSpXv9a3lVLpBRxPfRtUi+fMqQiJH8cr7FCG6tYhnOYY8fOfxyucyPoScL4TS3eB2svSBfh1wt7V2tzFG568K9QTv+aqXN+o+13PzauXOW0fIsefuyS7Ec/1j4IvAR9yYqtRexJNkFYlMqJBQyf+IG1/z/dP48r717u8xxNDJEBJa4d6fRAheS+pAjILl7pxNJPxu8ELF1yDEvgsRTPYhBtNnkSiEbtGqJX+6NoNujBm8caFlfE8CXoREXbYh6YqvIyFwLavTe3YpkFx6KbzrXfz3ICDOMkl/RBHdXo8qsCyKMEnCApIKCoKA1FqCdps+9exrNajXIY5pxvGSuv4pvDEZuPXud/NYRAyosruWXe5e/TPwhfFxe6L9DwqcRihIvcDjgkbDXIk0kDme0GHpdqggD9e5dpvvxTHnGcMqayVUGwS005RbXJcwVbBbYFW7zYHrr+d3Op1jym19+GsoWnPV6rFl5MRuzosNrJX63+PqzlUBHyBEXUEeqGvca12ki516z9PuPE9HNk0BIacOMGGtbbpz1PBevYbfNVJwEeKlHsF7mGe6c96M776mYj0ldPClbaqA19ajtdw1qaL6KoQk5txrBvggEjp/CyJ2Ax8d0Fp9jYZMIESiBlSVpaRs3Lhac17H17Rfg0Q5mkiEZq07ZhdC8Dp37Ux3AV6w2ET627/KXas2fVmBpDvOd6/r9q4H3Rgjbrw6EslQbUSCF+IZxFi7Eh/V+Bs3R9U+LHfHjwJnfvKTXNDXxwXlMlEcM9TrUckyklIJ0+tRn5mh3xiySoVWtSrK9zQlKpXozM8zXK0yaC0EAWmlQtPl2SO86FA1G6qC10Y3U/hoyFfc3xo1+t3xcfsgBU5bFKRe4HFBo2E+iISeTxRGDJGHsIZYyTL6k4RtaUq3XOZiY6TLmLUcTFPuUg/dNY5ZaS3T3/0ub/+v/5VpfN9xJXbNCQd4cs8TU96T0/KpRSBTggdwnnEJ3/70SvfWAeQBGuB34YqQxis7EIJf4cbf68bW0qSKtbZljNHzBggRgpDSXoQ0NYdvgZcgoVZNH/TcZ5SY1EDId9rTtUhz723Ai/zWuN+LiLp+P0KWNyJldH+F38Wti5DhFL78LsOH5fUcERzb87wfv/e6Rjm0F73eo+sQUt/t1k3r3e9APPQa3kOPEB1Aw833FsSwyBtIKsLbikR8xtx1fw8hv2XuOtWI6rhrifDfn8uRlFATMXAOu+v8DKLM7yJG3rrrruPnX/MantFqcTiO6cUxvSQhqtU4O4pYYQzNZpOBxUX6jCHt62OmVKLb7VIqlyGKGO715DsNEEUkcUzTGA67OeVz7bjX5vDfuToSndjp/q1lk28dH7fam7/AaYaC1As85mg0zCrgE4hK+mQ4L8tYZ60QgzFUrZXGMVlGKY45yxg2Zxn3A9PWYo2h5DbguGX7dv70TW9ihqU14+DFbAav0NbwaQYE1krLTWOMEnu+G5xCiVbD9ecjofaSG3ceCR8roT0JIZUHETKqunMu4D099bTV89TwsBohWxGC03pmvaYXA5/HpSXwHqZ6dmq4aKlT/jpW5s4zg99UJUK6wq1GiGKv+/waJNc+DLwLEafp/Du5c4CPBmgKg9x1qm5AowVdd10qnBtFRHYz7tir3dwa7t9nuXnfg3j9lyMleu/IzVOjKapfyLfrLeF7CGxF0kCrEVL/IhKNUF3CcuS7qqV0T3PrkQC/APybO/+om++XgR2jowz84R/y51HE6lJJ2tb29bGQpmyqVjkLaCaJbGDT6VBrtRgwhrRWY75WIwpDKlkm65amRMYQtlq063WOlMvHOv3l00IRvoEQ+L0HtuWOGXHr89rxcftImt0U+DFDQeoFHnM0GuYyZGOR3RwXek8Swm6X2Biq5fKxPKuqryezjNtdGHK9tdw5Pc0t1SobogibpuyfmODmG244FkJNWCqKUo9dPbEKS+u6tfWmPvjzOW19Tz23RXxP8i34Bik78N6+5q8DhNTvdn9rLn2vO049VfWy9dzaMlXL6bR5zUzuMwaJatyLRAi0S10+/K7Hglflq9htCvEslXw1aqBr9DSE+DXqMOF+XoakT/4EybVr21zj5nesfAsfhtd1jnPHDuC9Te2KN4vc7/w6xghZXezWYQ4RCG5GwuJvQHrZz7v3egjZW4TgV7m/5xFPXo07bYoDklcfxO8vX0YMgq+6MVU/ELg57Hbz+3+A/4mv2rgCiTBMvvjF7H3Vq3jbvn1UymVmsoygWqU8NsZZvR6dNCUKAtIwlJz64iLV+XlGBwYIKhUp7QwC2d2u16MzN0cQx8R9fYRhKNvt4pEPzYOPTHyVpVgL/On4uP00BU47FKRe4DFDo2FWAK9F8qZKhA8Ae/RrODdHXxCQxTFJHFMz5tjDNbCWaWPYaS1xmvKdT32KD370o8yxNLSqW3fmS6/yYjHwJVjHmrKc4Lceq6SU35hFSbaFhHF3I17yUbz3qUZChKio70a8wFF8WH8G71Xla9PzyJOgeuozeC8TJNceImFkixBTgveGNc+utetHEONEiXwBnxtXhfqAG/8wQopnIwQ3ga+DPxvZq34RIdUH8eI8kDRDfnMZrd0/vvue5n8D/NaumVtPvR+a8+7Prd2L3Xqegxg19+Nb1d7ijtXQfIIYNyp8G3LXcR9ea9BDIgB78JvGLEPSJue66/weQpI1d+wBN5dXIc17tFwvQwyJZ7/4xZz/0peytd1mqtfDui1bLwaMMfS0R73ThWgFx6i11Kwli2MxzBYWWKxWaQYBY9YSZxk2CMhKJTqBxF5SfN2/rneG9APIo+6O/ZWiX/zph4LUCzwmaDTMAHATPqT6DOQhWXNbnO7SRhwLC9TrdVpJQhgEmChi1FqelGXsWFzkS0eO8IV3vpP7JyaOkbluBKLtR9XbLbHUE9cQupKKeqt6fHDc6yreynvp2hingnhzt+OV2joPHUubuxxCCG4MXwb2AD6aoL+1i5x+XglPr+NihHAmWdqO1iD16n+fu5Zl+F3PNNox7N6bwYvcNA0QIySY4Td2qefmXkI0Axk+tXDIjf97SF34h4A/ZWlaQ5v1qIebj4bkHz5aFpbkPldHSF5V+hqFUO+9g9Sr/z4SAq8D30AI/un4Eriv5dZxBDEa1JvfgDcKH0BIWSMhuu+97iAXI+T+LHyznwfwG6z8EpLXryNRGN3KNnjPe7h+7Vre3G4TLC4yt2ULc0HA+VlG0+3mZl2PBWMMNgzpA/qd9x42m3SqVeaCgKhWo24tqQvdG8BGEUQRB405ZiTi5qwVAhvcnHUHwRaSW/+CHuzSYlvcNZ7v1irGaybuRHL0d4+P24fbe6HA44iC1As8Jmg0zIuQcqO97qVLrGUETy5fTlNsEGBbLSrlMt0gwKYpQa9HXC6zIor45WuuOdZJKx8a15x3gs+VqlBLyVnLfbrHqdnVI8uTpDZv6eI7daloT5vPXIJ4bdrCVEVjQW4cfZA+5D6/EiGkPoQUp1jqqS7iPf18XbJGH7YiKvApvLBORWAvQgwMzcd3EY98RW6NJ91aDOKjESvw9dnqCWeIB6q6A10fi1eQLyKEoZvPXI54qvuR1Moed9yMe/8oPpqiQsR8REN3KlNNgbahVZW3bseqTVdUdHcjEoZ/yL13EXCeO+/n3b26ys3hkJuXVlXoumv4fw2SV+8ikRWt+dZj+914bXf+UeDlbk0Sd43Lgffhm+/oda/5zd9kxfOexy/PzXHhgQOsWLmSgXqdJAyPKd9DwFQqLFrLoDEM9HosWMtCu0292WSoWsUODorh6vQjERClKVm7TdPl4/X6Blja50C1DQFiXO8H/jui4P8Zt3aaJlnIHa8GbR8+8vIN4FMIwRck8gRCQeoFHnU0GqaEeKgXIQ+TW5F65/W4TmxZxjJjuAxYMIZqknBrGDJlLabdphxF0vLVGLIgYEWvx53PfS434nO+4AlBCUIJQQlaW7yqeEsJUMkkX6Ou4rnUnWMw92+QB1oTeahfjTwI1atT4yE/pzLi2d6FeIXaQlU7pOkDUhvdaJlWjC9P0vy/ettbEVLSWmOtOzdIGuA2JKffj3/45kv4cOdYk3ttAvF2S4ixoF6qtrJt4j1r7fl+Pr5/gHbC054C70PU+L+LbOm6HB+FmIAlDVvA929fyI2pOW71oLVL3iRiJLXd389HPPLfxvecT/HphGe74w8hBL8ZyScbRJuwA2+IqQdbRe5rP0LwuPN9zx1XdePrGpWR/gGHkXt6OfJd/w933i8g93sNcOTCC2ndcAOXLlvGy8plnlKrsdFa0jSFMKRXLtNxBH24VmM5kLkwe2otptdjWRjSby1pGNJz/0fM/DydTofYGMnPDwwwVyoxylLhXB41dz/GkO/7Pe7YR0IIAXJfS0ia46bCc3/ioCD1Ao8qGg2zAXgP8jBVItHym4OIB6g9189BCMWmKd80hnndPS1JiOKYXhiyzBjmH3qIt7761UyxNJ8N3pMFaFtrU1cOlu8hnydxDa2Df5hrna82IbHIg053NltEHuwh8tC+DXmAT+MNhrzXHCB52Pvw7V6X5caYzc1/gKVK+B7eo9Xr07K0ixDvKp/71+YuV7sx78UTsYautUxttfv3EXdODS0fQB7QasBoBzbt6Kd1/qpPsEgUYtgdu9ede9od90Ik1XIr8DaELGI33rAbT8V0LXyPd40M6H3Te6ORi6r794xbi3cBr3drrJ5ohhg6/e5aJpHc9k+5tb0NiWhsRkLNCWJ47XfrFLlrm3DrqAbjBW6Nuu74fJOXYfeZg3ix3/WI6vwyd679iPd/B2KYbbriCqaf9zyuP+88bjCG1vw86ews5TSlMzDA1LJl9NXrbOh0SOKYrhPM9RvDULdLYC2xMWS9HjNRRDNNCdtt6QPQ3081COiWSuw5yV7uo/h9AiKkJfChEx758Fjl1vXD4+P266fw+QKPMgpSL/CoodEwNeAvEK/peMv9XOTB91lrZXc0AGO4wFrWWcud1jIdhrSMIWi3WVkuY5KE3fv3854bbuCQNoNx42k4toXPI2ujE1Vv50VA6vWluePA53vVi55EiF0JTct+qojnfVvuPSURDSmrAXGOm9N+hMBW4snhIEIEi7nPKeGZ3Pl0LA0RDyIktBsRpFn3mbxH/yLgn3LjlhFPTHOr04gRpR5601rbdaV7sDR1oE1h1MjQ97RNaebGPsO9prXTD+HLwD6IqOffhtRxa9lb5OYxhzcSlOTzKvp27lp0ToG7V29wa/E5hFQ1yqCCRi0FHES+j3Pu5xJEC2GB/4N47BfghXB34ru25TUNmn4ZQCImaiw96M414tbrHsSAM4hx8ym8huEMZOc63Wnt88CeX/kV1l59NW8ZHKRUKrH76FEGJidZZS2lzZsZrdexSUIvDEmiiLIxDGeZ6DDm50nm5+mPYzq1GnOlEt00pa9UYnB2lhaQjoxw+DiV/BC+pewcvsHONzk11JD7/Wfj4/ZfT3GMAo8SClIv8Kih0TDXIq1f9x7/nmugMY7fjayTpvLw63T4UBiyqlTiOmOkXefkJHujiL/7yEe4s9HA5mrH1QtX0tN8s3Yn021PsdbmH2T62SqeMJS4DOJ1DSIe+KwbR8O5dSTkfAe+01q+TWe+E90wQlj3I8Tf5z6ju6QtsHQHM/AetcU/8DWPGeDbyD4ZydEexfdFB586eD7iHWoqwiLkPYSQzqJbfxWd5ZvPqBFkcmutzV1KyINby+PUk7fu9XMQEtTtaffjIxg/jwjoPoVs6bqAGAOTbl4tt551t96qjWjhRYX5krgYIebXAL/hrqOJGB9D7ri9ufuh1xDhS/c04vNMJCw+ixD8AhIBWOvO9WV8O2D1wPV7o5GgTfjvoaYPHkAMuTVurn/q1lAjFBuQ78UZSJ/67sAAh1/3Opaddx5PrlbJSiXm5+YgishKJS6OYxFLVqt0goChNGWu06FbKtHp9Si329RbLQZrNbp9fXSDgO7sLFGaijff38+0y7Vr2R6IgakGcR2/d/2pQPcP+Mj4uP3MKY5R4FFAQeoFThmNhtGdw9YjD/GrkYfcMS9dv15O1bs6y3goyygZw4AxfHfnTv7Pq1/NDpbm8rRGeQQhMC03UqLSsiltsqJh2jaeTNT7zIdx1VNUklKSHXbvdfE5aCU6Jel7ce1qWVp2lhd7qUJ8B35jEG32EeN3JcvXjStBNPHba6q33MbvrW7wpVszeGPCWmsTY8wAUuK1CwmlZkjKI0K8UW1EopEB9YhDN2/wGgPN4VfxaQL12NUQ0BSAihOfjtx3FaRNu/MlCHn9CRJp+E0kz6ypD/V4VSuh96cP30BHuw6GyHftt5CI0B732QW8QZciXqMabrN43YV+b1a7vzvudx1RtPchufN73XWc5cZvIqkETdNk7jPt3HwNYgxc5I6ZwBtm5yFivoq7jq47Zg4pC7wX2UDmGX19POmii7j0iiuYvOAC7MAAsTEEcczqNKW2sEAWhsR9fZSsZdEY2WkwDImzjHh2ltLsLPWREZJSSdat2WTIGGy1SjIwQOQ2h0mQ6IoK4DSNsh35P3cqxFBCvnNvKrZ+ffxQkHqBU0KjYc4H3slSz/IM5OF/C9CzFhYXKQeBPHiCgJVpyv9+7nP5OL72G3y9uBKxet26z7h6cHnPVMvKFoHUheZVMa1kovXoqQszqzfYc58bwtc1K6Fp6VuKeJTrEM9LiXfBzTWz7j+PMUbV9U9BCFTL2/rcTxe/A1t+j/QYyUlq2HkCr07WjnWjCEEuIoSxC18PHyJEAmJEaB909ZQP59aA3Hqp16g58ibe+NF7kLjj23qtLtKh9yyfHlDD5jx3vO7ProZMB/GSX4mUn30S0V003ev5Vq9qEPbjlfwD7r0y4l2fCfwOPpKhofEqXiypIkJtdaveel6TUXX/VpW6dWt4BULaf4cQXR/SW6HsjvsavrxOvzfqrQ8hRL3KXXsF8cwzpOyu7NbpHsRAmUXIXUl2lbvmZyGGknrOO667jgPPehZXbN3KJUHAuYuLGNcrvmsM+9ptDnW7NMtlzgXWzM9Ti2MW+/uZ7napVasMALZUohuGHMVvAqPfuRm8sXEbS7sDPlKMIN/XN46P284POrjAo4+C1Av80Gg0zGbgw/jQqWItEm48BNySZdIhzgl8DLBucpL3vexlx3J36vkcLwoD7/lMsDQEq+Vr2mDmRF9gJWsVnqnASpXmGqadZWnjmnxL2VUIqe/G17LnyS/feQ7kAV1FHuRN5GE+7OZQx+fSNcSuuWLd7Uzz6uC3K9X66MiNdSZiYCiZ4dYnxtdfn4vsyKVz0z7rC/hQtObb1XPNd9lTRO48LXxOO99jXOVXWjKl5L7JzWcQIUSNbihBbEHC8X1IXvw7+M5yLXcdHbx4D7wRtAWpiX+nW7MAMWDUwFNB4aAbT9v1KnkZfEmc9gRouvOMsrTF7zIkXbQCIfJ/cNe6GiF+bfRyhxsvxKeFLnZruhNvXP6cm+Nd7nXNae/D18tr458FN+f9SD+Hh4CN7u/Rvj6O3ngjKzdvZlWnw+GDB1nebFKNInqDg0wODbGsWmV9r0e31ZLe8sPDJJUKNk2JkgQbx/RKJVJjlohZD7m51Nw9y7eX/WGwDvjr8XH7d6f4+QL/CYTvete7Hu85FPgxw65d73498nA7fjOWFrDKWoazTMKvYUhmDIQho8DEP/8zH7/99mNdw/J7YudJUjugzeJrgy3yoM7X2+ZJNcSXNWneegRPFgt4pbmGhtUr1RI4NRzWuWN34BXPKopToiE35yoSqt2HF5EN4D1fzbUrsUwiZNJBCCjGe8yaey+xlLw1dz2APOyn3PuakjiIEPxGfKtU647p4veH1yiHRiPyAr+8UE2vdZGl1QI6Hw3RK5EptFHNIF58GLo5pW7un0IMmJvcOLfhu+Rp6dwo/vuhkYuXI7vRfctdV8+t64B7P79nve5kp3Xoes+H8F3ftIRQNRX5e9KPVC98Hrmv1yOec4zUaO9013AtYmyFCClqp7oukgaYc/PZhnwfh9xPihD5odz90ujQ/W6OFhHiPRn5Xv0b8LVuF26+maPr1vGUIOCMuTnssmUcWLGCg80mfVNT9Pf3s9wYOpUKrXKZbqlEPU2JrSXt9WhHEbVejyAMSYw51vxIDfSeu/4pvr/D4SPBInDxrl3v/reNG9+V/sCjCzyqKDz1Ao8IjYYp47uU/TeERI6RqrXHmmf0hyFXGUMTKeExWUbVGA4tLPA7L3zhsS5k4D1e8OFRa62E7Vy4dxSvktZ6bs1rav5X89BdfJMQi3+grnDnOIj37OPceEpkFkkhRAhBqjfXyo1Nbgz18p+GhFO1xnsAEQ313N/34HO8IUJAFfeaquiV/HRsJVrVK8wjJKB50BoS4ta8sN6L57h1181y8oZFgt88RQWAGq3Q/HxqzLEiKPXss9xY+p7Wz9vca1lurBGknGs7cg8PuzU/lJvHJuAv3bq82V2PNrvRyIJqHa5Geqy/AW+QzCH3SMPpdSTCMo0XxGmUZRTfgwDku4xbV605z5c2lvCGq+4hr5UN17oxv4jfKEa3Y+1DwvOTiIEVIcS81h17g7s3/4zcT63iyPAlkrqJzTw+578aaW/7kDv3htFRZv/iLxhPEp47OcnyVov5NIV6nZmNGxkBViwuQrVKpVwmShK6s7NkpRL9lYrUxltLUKnQjSImWFrPXnPzvJtTw1rgD8fH7c2n+PkCp4iC1As8LBoNM4iEDn8KeZhWkIfLnTjiSBKCbpeSls0Yw7DbCvW7UUSv2eTbt9zCt97//mPEGFlr3e5rRkmuhPfm1LqPEUJ2te02McZU8OFjkAdcF58vtdbaOTeuNpCZyr2vm4RoqFZFboG7rh5C6CrW0xx6Pk2g4eYQ371M1fParWvSHaOGhRKjNkfRkHG+zl0Ni9V4o+MwPjx7HhI9eABf6qbNUNTIuQZ58O/FE5qK+DSNoaF3Fc+pt6/rqdeofdrh+6Mi+ZSFpkO00Y9ur5ogZLzXzf+7CLnuwUcREqRRzWuBdyO79+kaat36ZuCXgT9HvFglco0+6JzK+C1v8z0H8g1jdFtYNQQG8eFmJTW9X8vwO+3p5jya/64gBtQq5P5/yh3/IGLMDLl1OejWcLt7PUbC8/fi+/hrieNGfPh9AFGja3RFRaHPxEeQFoOAla94BeHZZ/Oys8/mSdUqi4uL1JpNlo+OsjwMsVGE7XRIez35Dvf1UbaWcpIQRRHZ4iKm02Fh+XIOuM2ScOeacvfsVDAM7B4ft287xc8XOEUUpF7gGBoNY5AHqJKTQR62qxCi6yIPz+cAxlr2WsudAEGAtVZU7ggRN575TP6c7w/THt+rPd/OVdLSO38AACAASURBVNXY6rW23O8hfLtNzTHP5cYtA4m1tulEawMIuU/nWsGqR1l1/1YFuhLpucgDdsqN13PGgTa2sbnz6VirkTyvdko76NZOu5ONIoRWwneBI3eNWh+Mm/OwG1vzrP0IUaRu7AuA3dbaI8aYIFe3P5Rbr0FE1/BFlmoOtGxOFdmaxuhzn1MDRzc/UVFdvllPPkVhc8fn7+8IPv2hVQfnIx76eoTclrt1sbrWiPf7h4hB8ka8B7wc6Qx3BtKGViMbs7nxda3VYNPvV57wK3hjAOQ7p53stMpBjT5twqL3Q8PSxr3Wh0956GuvcPPYjnjqGmm5FvmetBHjVDeReS1inH0OufeaktIIy1n4FIRBoj2Jm99FeIHnhPt8dc0aLvi5n6O3bBnhkSOM1mrEl1zCs/r6uLLdJuv1IAhIKxUq5TKxtdjFRbKZGSl7AxgbY2+5LHsyIEbHfZwaAuQ58OLxcVuE4B9DRD/4kAKnOxoNU0c6oF2P31/bILnCAVwY3R2eIruqrUVCbEeCgIMAxshPllGanOTLyMM336ZUt1DVHPo8PkerHdDKeK9TvTVVKQfIw1HJS0PuC0BsjFECnJH5HGuqAl6trJ5oGV/itgXxiFWlnQBNFxUA77VqLrrixtqClDrppiUjCBGrF/yQO24a783C0rD/Wrxob6d7XxXtTeTBqnMwclkmdL/1nmhHtUF83flq91m9l9pPXYle56LNd3Q+eRW8lqypkaX3Kst9RvPYFjFApvH6B13r7yHG4hSiVziKENY8cu8GkZrwZyMtX7chpW//hJD6NUhN+lGEKNQD13UZRchQ10N1D+q96/UezV3fiDtmDF/aqFGVtfjvVo+l3fTm8ZEfNeAGkM10ppHw/K+48zSAL7k5n4mo4ltu/I8D/wX53t3u1k6rM6YQA2A3PqK0BR952eHOeam71qPA4v79LPzJn9BxY+4CSr/+6+x7/vMZqlQYrNUYyjKCNCXp9QibTXpZhq1U6CQJca9HZWKCDZUKC8uXM2OMRMhOEWoAruYEfSsK/OhQkPpPOBoNsxHZgGMUIcP97q0ysq90EwlLn4UolSet5UHkQVUxhs3WctB56BGSW/zKRz/KnXgiUnW1NhvJbxKi0JCttlXV18r4HbK0TEy9Ow1NDuHzzqqOBx82L+f+VrGXPiyvQB6gShLHK/pxa6NjzCIP3csQgZd2dlNia+F3GFMPVne60utajxgG83jSHnJrh7sHSiTk/s7vdqZQIta5aXvXISTMrWFyNWr0fugaddw6t1lqYOmY2oUPlobZ1UNXr24AITWNhGhNvM5ZFdy6u5quyRgSsi4jnu/rkVD2x4CXIj3U/x4hrrXufNr1TyM5U4gxpfNUMlbPPMHvm67CuBn394w7TtcsRIwrNYzWIiF/TScoUnwPBW2Xu8wde4f7/DhwHb7f//fwaZHnIJ76L+CbAmka6kzESFHDFkQ1j5vDuW6ee5D/o/cjJP4gvvXtfiA66yyqacpir8eDcUyysEBfucxiHHNxfz8ji4tkvR7lICCNYzpOFzNw//3Uly0jGNWkww+Glp1qVYr+315DQeqPKQpS/wlGo2HWIa08tQtXHtp1Sh9mEXBplnEbMGkM37KWC4xhlbWsA6wxpMbwD9/+Nn/91a8uaTmqanYVdamwTUkjX2ts8Ht76xaR2ohG+5BrR7QBhBi1PaiWroEnO81ba1iW3O8rkfBiD6+c1zatY7m1mMKH3wPE41Ihl7ZfHcA3JBnAC8Oa+CY06mEexG/gst6dYw4xLvKGjsn9reVuuq5qRGg4PC9Sm0aIb9hd9/9l783DNLuret/P3vsdqt4auqq6q3rudDpDZ4AkBiSBIJQQBRQRvHKOXpyuihOHa5zA4XicEOXggHCOCHGC43S9PgYnRLlHCpQpQCbIPHU66al6qq75nfY+f6z1rfWrSuK5Po8iSer3PPV09Vv73cNv7/1ba33Xd33XGQKlSHu2K+JWaZsQFOmsyxAOECmHMvlRqV07OYZK8Vp+jFFCFOgeDC6+AoOpn41F5edhRl9s//+JkQ9/FyPQfQtm8OQoDPjxZPBWCZKf6sVVfaD5SlEKOSWC4OVoalxIaAucwO6dtA1UVZD7eewhIOotGLIgBOLvsGh9P2bEX4gZ3z/EDP8ihlC8FUN8PkF0ypMTt0KgCiLryckQ+vBCDJJ/CHO8D+K9Flotg9YHB1ntdGi0Wix1u9SzjM9WFVe1WmyrKjp+nLzXozE7S+2hhxi47z7+Q6vFqZe+lD9n/ZBjPIwhL5MEIqKx4PO9jc3xRR2bOfVn6HA1uPdgC9ETdViawkpplsDY7VVFI8soypKPlaW1fsxzLlpa4q15zvwDD3D3DTesY9DqRZfgiQhtqcqbmMfaXlGeDMi2ZNtTmLEYJoRcBgnRDBkpOQtpmZyiCEVzL8TIfmLQq6ObIlPVx0M4GkoH7McWVpVADREGaYmoMd5KGPKzRIeybQRqkaIEOhaEOI2uaQshrzpHQOMpF0FOx04M7v4kQfJaJWrmVSIooloHGKyqatkFfGp+DTKi6f3SPIuVXW44B+V9paKXoiRSkOtj6Z5bMMP+BYKUpsj/YizvfDsmNPOXmPE7SXABOpiRTXPfOg8hEUKFmkTFwQqhK685l5MiBEJ6++O+X1UJ6Dk6hRm0WYKAV/n3ThKd5fb5de70bfZhEXwfM+gP+rX8AKaPP4jxB/6BgN8l+6t5173X+zTk37mIiJSHgX98xzt41SWX8IrlZU4ND7O8ukpjZYXBfp+i36fodJhqtRirKoZWVsjm5ui023SqimJlhbHlZbZOTnLvtdfyMeyZvcCvReWKSz43KYoh1G4UczR+E/jTTTGaL87YNOrP0DEzkz0XU/V6MmhsEBO7WBIBLsuogOGq4i7gcJYxXFUsv//9vP5971uDimUAIaKftFQrlXrVIijjJVKQIGst1F0sIhJrfIlQ8JLR1r9SWkuj2VQyFr+uz2ALnyRiTxCwu5ACwbXSPAeD3dWlSwzsMWzBXiJy/00i+lZ0uMv3e66qqlMeVabRuM5VjokW7woz6CNYBKTObCkBUMZM1/gyjFylvKgEVrQIiz0vmF33RdGsIHlFpem5SFhnhdBd1/lDoCW5/00CNTrXIT/uFdjzt4tQ4dP4ar/m38KMw42Yo/J6AoqWUyc0ZAtBpFMTG5xQmDolzeR3oRwiEcohUC5doj4qfROZ7hKfx8OEkzSU7OMc5vwd9vOWMZamvYz8l/n+PoalG97l+zmAPVc5luZ5kEiRDRBOhFj+up/PJxyxC173OvZcfz1fsbLC0aqCLKPq96l3OgyUJYVD7rVajc7gIEvNJiu9HvV6nc7hw1y6uMj2bpfWNddw8+Qku31uRBSUI6T0wUZjMoQhEgXmoPzs9HR1gs3xbzo24fdn7ng1/7ywxApwsqrYBiwn7RtXMW/9UWCi2+X9btCVpxULW8ZZLPd+8n/lcZWDVjTaJDqDnSIgdUWaELKZWrgqImqT2Ij+lkY1WoC+Bov+tvl3jmELpa5hkPVSqe3kOM/CFictXh0/doktshP+/U8RLVt3EJ3jjvj5DGVZps/SPHZaby4Dr/MSqqFzyZPtqmQ7/S7josW3RyAdFxDSs0ohnPNrUI12jSjrSx0jRaAnibSMDKSuQcZf56naeP1fCMBnMOO4RNxrwckvw8hxaiP7WgyGvwkre/s5vy71cVdufQiDg8UnyLwiQnNQEWJCKn3TseuEhK62lZiOSJ2qAFFr1j2EUNKp5L6IECieiESFRgmS592Ywb4ca+m7CLwDeBtwM6Gu93XAK3y/d2IO0G4/91HWO7mH/bNLgVMrKyzkOc9dWmJLv0+9Xmd1YIClbds4umUL58qSvF6nu7DAyPIyQ2VJ3myyurzMcK9Hc9s2Hjx1iivynKvbbeabzTXuS0r6bBKNjjaOeb+uHcB/nZnJfmR6ujr1BNttjn+lsRmpPwOHt0j9M4yM86QPQFnSyjKuJVqcVh6xD/f7HOr3+dg738kvffCDqGysx3p1MUGwch6Vw6zxeKELLbyLhHGXCIkW9u2YMZHhS8urtLALBpSToXKlBrZwfijZXgIlIuKJXSyYUHMjQzGGwa3q0jaMwakqRVK+XPB66dvLeVKOVxyClE2uyDxl7Kd19Pv8vLp+jDTy1fzLKeliBK27CVa47o+cLEWuG48jo6zoVIZaJXYQqIXIbnI0tB+S8xGCoHRCikzoWZnCItdZTLVtP2ac/l9CA1/ztA9TohvBWOZ3Ekz1Cb+2OaKKYZX1zqugYZ2r5iZtr5oy5jM/VpdIe1xMICALhCyuKhly7Pk+RDy3JfHsDgFf7/sDu5+jmKNwPvDjmFG/wz87TfS0fw6Rcjrh+9R92UakBHLgqr17WXnnO3lJu83xgQFWl5YYyjKqbpd6r0d9cJDlXo9aUdAfHGRldZWB1VUGzpxhZ1WR1Wp0m00OTE0xNjJCN8/pFgXdDT3a9QxuTCUNYYp8el93YlyKN09PVyWb499kbEbqz8yhXOgTGvSqggce4ILhYRZGR7ltYIDz8pwdVWWLXFVRy3P+5r//d971wQ+uRcSwTmHucQ1WakCzqqoVr/3W4iYCl9jsI0Q7zRS+l2FIz7n04+g5Vo/yGtEoRXXwzwL+moBXB4jWqF0ijy8DpWhXBL/zsDz6iv8uw3+SKF3bR+TlH2J9CiAl7knrXfdAEbKiSc2l4HRFwYrIVBXQ37BdRrDsj2PR0SnCKSK5Jp3XgJ/zHAEhnyGaoCjSnsAMVZrLTXOkino1NmrCp9FdP9m+8HNsYxyOY1hU/t+weyiymM7/Hiwn/SaMhPZ2/1EpoVjvi4SxFTqgedW5pGjGEnHPdV46/0FCzncn0TCnhjl7Kls84vN0lf/9PP++xIGGfF/DGNKlMsRRIkd/FPgRLDo/g2kONDEFuhqGMqmc8nmYMzKPwfMy8iqn/PsjR3jpuXNcv2MHq+02jI4y3+1SL0vyPKdqtxkoCnq9HrVz5xgbGjKxpdVVhrZs4WRVkW3fzlKzyXhZUlSVPbMuL6uRokp6fhtEoyQNaS28DPhbNse/ydiM1J+BY2Ym24p1ylohjIzqizl9mjEn0TRWV2nlOf1mk6oorESoVqP1R3/E79x0Ew/6LlNC2gqhYy3YfR6vpfVtpLall14LZ8qeThcDEcCkda7cuqIuRZ/b/BhlVVWznkedwKDIT/pxhwmYUgYwJUrBeiOUYXlKNWQBW5BVTz/iP0PYgivjvREWT1nYitJl2LIN2+gcVCcvlvU53/40ASND1M+nMHmGdfo6RIikyHFSakRlbGKqd7F7JaGWtHueSGhCQASni3Ogcyb5XTlyERHlvCkS1v4EgV+NqcvdQHSnk+zuab9+kS6XMeP5fux5+H5Yex5VYQHR0nbA95eiCWnuPOUl6DnUc3UBoU2gv8mkCTEZJkh7jxKlbupapvu6it2PSf9dfdVvw57Pi7B7tgVTcfxtDBm4hnBO7sCM9jKhVX+Bz+Eh/+w+P8fW297G6/ft41VFwUO9HrWyJK/V6Hkk3vO2rKtLS7TOnGFS0PuWLZxcXWXo/PPZ22wy1emQ1+vGuSgK+hsMew1zSPQsKJ++sdZdFSrfNj1d9dgc/+pjM1J/Zo6dGEkJYoFbBW5bXWW50aAzPMzy4iKtnTs5sbTEoLdQnfe/TXzrt/Khm27iMdaXWGXYAjxFMKt72AItIRswyFLR5Yh//wi2aE8RxiQ9v/R7Ku2ZJGD7ZWwxHQBW3aCPYwb9TkJkZAkzEMqfKlpONeC12IxgcKfEZY4SbWEvwBbkWSwqFldAfdod1ag6fi5pHjwlnun3RvK31LhLwEckuYxwCup+vBQ61qIqQ7nK+hwyyf8lgtMmysN2Ek1vJK2remzpAiyz3ilRhNZjvWFXtKu2tXLCNIe6xgEMVdiDlYFtw4zWdp/jY9i9XMDu+aJvcz9GevxZrNHLzwG/QzgdBXbfVeKnHLVU+IZZX4+fzpueizZmKLdi5DUx0sUjSLUY1I2vT7RUlcywetOfwSL4Oga1j/l17CWkhff5dndhvIJ3YwiFnK3nYzn1u/26HyG6CW7DpHkvwKo7Hv3gB/nEDTfw1adP2z2emOCUt0NmeZnBqiKrKrJej9qOHRy55x6uGh3ldK1G1wl1zTynX1UUZUlRq9Ht9+19KQr6SUMYPXsqg7wQq6kXF2EWe0e3YATBz7A5/tXHZqT+DBszM9l2rMTkALZQLoOVqwHF/Dy3jYwY7FaWZL0eRb1Oryxtse712Laywrlv/mZ+vttdE2IRjJv2Kh8iIuFBTMZ1wVXQMmwxaxLlaBP+I0gZHm/YR7BFQkzlx/z45YbtBrBFeAcWLZSYMZI2+DxmIFKdcxnLAltgtWgr8jpDsOW3+LElpzqEGXwZSEHPqRHXHElhDyI6h6ijTxn7up4CyzOLozBLRJVpr3BpusvYfhUmevII67XrRW4rCFJYLdlnDzMK85jDonuW1nbLAYIwiqmDtJGgmKZptI24DCXWDOUHCTW2y5J5HMLKwvYQKIVy2fr+ddhz/Shm3EXGEkM+I5yuus/JLFHutpVwXDSPOs8Ce18+RaAbui4Z9EkCPVH9vpwIsOduBXt2tvu87vI5UEe2FiZQoxK5uzGI/Xrgf/hxTxJiOwcxAz+HOUNzhL5ECzP8e4Hm297G9Zdfzlinw6lTp5ianOREllHVavQXFhju9ymqiqzbpbG0xGizycrUFMePHuW8/fs5WKsx3OtR7/fJazU6Muy1Gt08J8+ytby/uuAtY86UDH1GlBT2gN+bnq5+gc3xrz42jfozbMzMZN8BfCO2KF4HLOoR6PcZBR7Oc+5OvPeiqmBwkI6Xtu2dn+fXXvMaPoEZuW3YYniWiFi16GsxT0lxKiETq1iLXoHB5v3E8MtYSMBCBCQR6mRgtbgrMpzAFpD7COOhHJ9Y8jKC+P+3EUx2icA8D4vytxLldQu+ryG/XuVLlwloHSIyVxQjyHtjfnsjT4BkW2m056wv+1JlgOatTpDvZOR6RMvOw4TDkub3U80AlUgJzm1iBkQqazKAaXmfhuZejUcUwYpFv7HkjWS7AjPoX4WJznyKcICuIHTen485aMPJtcpQiH/RB34Ua0D0RkxmtiCickXLHdYTMdU4BwL5SJ/ZvUSlxlHMgAvl0TWOYlF6qm0gdOhSn0vxI3b6OTzm3z+NGfo5LEp/zO/BvO/zy7CKgD8iRHFOY8/srJ/PC30fZ7EIX4jRWaBz0UVc/1M/xQ9kGWdHRjhx6hRTo6PMFQX9ZpP2uXOMtVos3XcfV+7bx72Li4xu386x+Xn2Tk5ysCwpGw1GOx1aeU43yyzSB7IsY74oOJfn6xyjtCOiht5TlcT9BuaMPAKcnJ7eNEb/GmPTqD/DxsxM9l6ijOnLq8pql8uSvKqo5zndXo+P5zlVnlO6916r1ej5S3v2nnt4wxvesBb5ipxUIxbPEntRRVyrMENbAWerqqqcRKecdRpdCooWHAy2cKWlceNE/20ZklX/dy/BRlcZXZ3otiUmu6BlGa3ThMNQx3S1Vc99P5YeUKSl/PQ4sZCmwiX6SSFpOTsb+5NLwEaSp3Jm5Awpb72PKDuTxKnkOIVupJB25td3HZZrPsTjEZAUKpcErwhxqWCQokmhAmk+PBUQShn9FVBUVdV2J63O+uh+AjNu4xii8vVYKReE07RAPFcfw3Loj/o87MUM5ZD/6DmsMCLd24BPY1H7IUwboOulhBNEpD9CCPNAICbjhHSs6tgHfG6OEDXkFRYx3+/fn0ruxQTBek8rKlo8XgXxLPZc1rH8eoHB9HK+DvjP+4myOOXqZ4l2w/sxB2kM43jcjEX27Te/me+47jpeNzfHXKdDfWGB8dFRzoyMMF+rmYTs6dPsGB5mrl6nMzLCQrvNnokJLuz16BQF5coKO2o1Go2GpYW6XTrdLsXwMANZRlar0Sf6KEDIFkusRkPP/r0E0e/PgE9OT1epXsHm+BeOTaP+DBjefW0CWxx+DnvBFquKOkbAGe716OS55b6qin8qClt8nSVbttvsLQoWP/xhfvbtb2cWWNjQ93ycqM2WaEdOLFiC6SFgehksLXSSQm0TefMq2U6RkbrGtbFuaqWfxwHfTkQlEZuUqxQTe48fR805IFCB84je24ewhWcAW0QniBI5ReR9zCCsiZ0QTWtOEe1kpaaWEtmk3Kb+6GmzlTRn28IidRGjJMijbYVcrLIe+m9g+dW7MUOUogJF8qMofhxDH1TONkzk5GWYVV8v50SwesO335Hcr42Qfyr2cgZ7Lq7A8sY/RCjujSfbDfn1PwuL1Hf5nD2I3cdH/NpkMETEm8RY8dcC/wmLCGt+rsuY0ZMjM0hUQ2jO2/7/S7D7WBH8j3P+/71EKZ72q8hfSABEvbpU+PYSpD/9bTdRPXEOi7YzLA3xmN+Pr/Hrv4lo2Trh1ypVyCW/BpVVfoWf18dqNRbe9S6++8ILuWp5mZNZRv/oUfbOzzMxPs7s2bNs372bB5eXGd62jdmVFQaLgonRUS6tKpbl5J84wf6hIeakF99oMJznRupcWaE7OsphP5chAplLnwU5lbN+vR/x+zDq9/Pt09OVSI+b4184No3603zMzGTPBr4bI61U2IszANza75NnGbVul+fW64xhC/NdwP1ZRtXrUc9ztgGNTofHbryR99x0E7d6X3MZSdXISn2skXwurfet/tkythgpXzlB5N8WCMhzYy59nIA11W0sjWRzbPHtEgp5IkOpjeZOAjJV7XbPUQPlAVVr+2LMECo/LqM2ii0+RzGjNeH7knEULK3c9A6ipGqIaPMp2D0VaVHqQH29ZdSEXkhRryDUu+S4ZL5/Nb/R6GCL+gNEbbtY4YK/pcuv+m7N6zzhUAz7XOp+KEet2mkRoeaxhVrEvfQ+CrqXE7cNK9dSnf+fJ3MscuBJwrkrieY7PYxkdhtR9qZcu3qjy0n7RuBXMQnWtyRzLsRggXBgxv1YctJ2YpHuLuwZFvS/gjkl4kgokodAdyawZ2+ScFbUC+AgltbZ5+ctYZsDxH096Nd3BuM33OXbvBK7zx/z44/4HEnJsIfxKIYIlcCtmPO0tdGg9su/zMHLL+dAp8PxxUUGt27l7MMPc/7x41ywbRuPdDoMXnQRd7fbNFZW2D4+zrOzjMU8p5/nlKdOsavbZWBsjNmypDY8zDCQtdusrq7SLwr6Y4azpaTRdKgyYtbn9HaCJb8Ve75+Y3q6+ns2x794bBr1p/GYmcmuxPSy1XQEzMi8qCw51u9za7dri3yjwe48Zww3GP5YZJ0On7rvPj783vdyy113rSlinSOi6rSrWoswuItE3lfw8DC2WIEt+oexBVK16hpp/XRONFmRgQNbNAVhXootjieIfHTLjzGFLbhHHQpWH/IGBlXic7Pox70OYxSrgYianQwRrVkV8atxxxABPaflUapLl/FVpN5PtpMjJGGWweSnn2y7g8iZK6cuw7yKLf5Oeqz6rgXQ9+tRKkRRZIkZMBmqklB124oZ3LRt7hkCrpbjorSGFASVgtE2qp/WAqP0ilAI/B79NNaprPT/q7yuIoiD2l4w9BzmTF2N5eCHMAMspKNO1NQXfo3v8O++EZOZ1TPX92PKuF+IRdJDBBnymM/fTj+PU9hz0CGcDsH/4hbIOVETGBnYPla2dpJAV0YIkZqHseh8FXtXT/hxtmFOwhBW570A/BORrpJzK4nceexenvD91/33S4qCl373d/OcF72ICycmOFSWzN1/P5cODzPX65koTaNBuyzJi4Jq1y6uKEvaRUEny0yAanbWovVWi1qjQbPb5Vy/T7vbpTkwQKtWo1avr+MlpKNG6OnrOb2FiOhL7L39tU3D/i8fm0b9aToccv8tbGFQpEBVQb/PWJ7zvKriwXabqtmk1+lw3/w8v3rPPRxbWmLrwgL1e+7h3MzMGptd0eg4lis9AmvQex1vf1pVlZwH/W2QaMrSxxZKCP1rLYbHibadEDC+mNmKaLWATWCL1LOwBfIUwWS+EDPUZ1nfsx0en/dXFJlhi60ivjME/C/YeQuBNEz6NoPYopuWbKWGTDXTYq4vE41OFMWofjuqfgOulmOz369FUWKVbC/UYCu2GIqvIKfiMiwSEmqR+T5O++eKtOUQDRFqZ4p41bFN5EiVhqlGW0x6Ra4SElJUnJLywByxV2Cw+P1EpCmUQp3DUmQnLY9sYUTIK7H7OO/He9R/n2R9CqMCvh3rYf5bwC9h0b7ukYzxff7vXuyeSpRHTp/IXuN4e1PCydvo9HQJiViRFIcx432aaBescTCZ952YM1Fi93AMu8d3+3G+EXv+P0WUakoyd8zPaztB7mxjjuE9Pn9jX/u1HHz5y/nekRG2nDtHvns3tywv01paYnRkhLmxMc4dPcrukREuGx6mUZa0azW6tRrdc+fYBTTHx1laWqIsChazjLIoGMpzc3iqiqzZXCdQpKEUg3g5dex5FIoFdu9Xge+dnq4+/QT72BxPMjaN+tN0eFvVdxP90en3ybtdanlOWaux85FH+KvxcT59//0svulNPEQYEEWcbY/6VB/bqapqKcsyGUXlGdvASlVVHYAsyyTIosVd2uoyEDJgyj0OYQvQElEKo++moi36rI8Z2INYPfMilpOUQbqD9ZCfmpmoFGox+Zv2PYLl0x8lFPBEBkuvRVC6tL/VnETRpEh7lSMC2j6VzBVbXgau42mAtOwnVZPbjjkvcs6UP00lZRVtn0jOVYz2aQy+VV69IEqfxpLtZBDUmawkmOJivS8QUHABLPszojIuOQx9LFpNHQYImHkQ+AbgJ4hObiotVP298qzqB9DHnqUOIcv6IMYOX/Tr2+3bSghF6QEpzu0G/osf89uwErJdBFIkp+Vz/n9dg4R/Jv24dxNoi+r2BekLVpceugxbExOSuQtzvlT/Ly38Y9HGawAAIABJREFU8wmOxyhBGFwkFAIvwdIpJ4D/gDkhn/Dt1YRH76TIi3WikuCY7+tq4OgNN3Dk0CHe8eIXc8XoKBP9PvWJCR5cXqbX61FNTHB6fp4Ld+zgvE6HIsvIq4qs32f+859n7+WXs1Svc67dZqDVolOvM9HvW/CQZZRVZVryxJBTJPEiOXopmVDb6b7/HvDuzWYw///GpvjM03cof7w2VlZoepemPMuoNRqcfs1ruANbjAXnqu90CQy6cIrIWdpfD1sI57DFqwaMJIx2GRfB0IpKVbO61f/NgTmvXz9NNLzYnnz3OOsjIEVLz/btd/jnUnx7iIjMtxJlYWcInXIZjzTn+2xMDEOdttR9rEWUDandq5waRahLSS9vQeiZG2nl18uqqhZ9G7CoS+feyLJsI1seAsI/hy3kytcqUk9zw1nyPTHx02YsTT/esP8tZXurlnseMzipNnrX0xZKRwxjzo/u61CWZTKIMt4X+/+lQa5+64LzVzF985/3fen50PWqE91jBKSfY/dT83nUt7sY+H/8/uzA8tAHMOMt5b8ulurRs/D9wLdiBK33YfXtyvXv9ONeSUTATQwpOYM5Ew8Ai0kaR/eK5Ho7yf81lM6RXoIkcAcIx1Kkv4JohHPQz2ORkB8ewvoYvMaP9xnsfZSzMEw4bgOY4d/ic3ORH3f0He+gC5z+q7/ihje+kWa7zf+xdy/nj4+zf3yc7vLyWi39fJ5T6/dNG+L4cUaXlhhrtxlpNjnrynSjQJnnlL2ePUNZRrm6yuDAwNp1yolJ1eRShEpDWvvDWJ3+VTMz2W8CH94sffvnx2ak/jQdMzPZIFbXepYkX93v2yKztMSln/40P/XWt/IYob2tyEPypGkHNYiWj8oVCi6sE562FrFUREU9xwVPL3p5kYxHkWwvKFQkLXWj6mFGoom15fyCf+ch336EiFLlFJwkCHyCxbVgauRYFHO77+Ms63XMt/jnpwjt7sNuxId8/4KOcz9fGQg5IB3C4AmmPeP7lDFQHloiKUImBKHvJuR3Uza/7s8UwRQXwU/34fmYsaswoyGVM6VUFM2KOZ+yvAWhp86e7peuS1LDFazl9JWqkaDQOIYC7McMeQcjx6krmgh8mc95z89zgeiWt0DcwwHMADcxA/wQUZnw936fnk2UNo5iz+pcMmdXYzKs57CWrqvYM698vJrJqJHLJViULpRGz4ngdREPW6xPIUhdMcOM6oN+H5YJHYURotRNZL2tmPN8DEuh3Enk7fXObfdzn8EQqkXfl9CDKzBHTXOj49yL6TC8BEMl7sXerxcAfwHsaDQ4kOd8ebvNiy++mJt/6Ze4Ps85227TGxlh8ehRdg8M8NJ6naXBQZYbDSby3HgNVRXOTFVR1GrUimIt1bQRkq8R3IGNo+nXcgvmtP0Z8Nubhv3Jx6ZRf5qNmZlsP1am1sMWoFdgUUolhbhul731Ove96U384O23rzHLG9hiqrx3t/KHw42XIGRptMtoThHdmfQjz1v7VqmbHrZUZUqkOEUripAVtQqqvwB7qS/HREqOEAIdYuAPEPl5ORQ6jghFKjvT5+f77/OYoU0lRrdgC8p5BKt6u29XsF5aVlD1Y0QDEh2zTP6VwZUx1XkIglYkp1adGRaFXkiwukVAS2vCz/hxRYTLiRTAGMY0fxgr00sV4XQvU/EZOW6qFRd8KmMhJ6lL3Ds9F6n0bYUZKbHlhXD8IvBd2PO5TLThxe/PSd/XVqIsSmWIqZN0lDCul2PP1cPYPX3Yf/YTBlT3M62kGAN+BlOye5v/CBnQfKjJUANz+ib8/GSI5Ixlfs4nfZsVooZfPIx0ruS8DRHlgycJ+Vrd3wswg76TqIDoYc/5LOaw3IA5Mw/4OYpsOb7hHORU6PrfAvwp5hRdixl3tdWd939fBzSe9zy+/g1vYNfgIIezjPl6ne7Jk3z9yAiDY2OcLgpGej3yPDdd+SyDLKPK87UKi7Io1qW+NAoiNfREYxhDVTpYauOPpqer9z3Jts/4sWnUn6JjZiabxDzt7f7RLPYSfwexoAI8UJZcVFXkrgiX9Xo88vnP87NvfvNa9COCmppYaBFTS9SKKF/Sv4rqpcymXsqK8orkMxloLZYQi6CMg+Q19TeVpAk1eAyLIj7ln2mBfBYGPZ5lfYmb8tGpk5EebwJzSK4gyEc9YgFU5D2CEbk0L+IotIhcaCr8IgOdXqcWsrTkT7nmEb9OnaNQChlMldltS+bzVLJ9CpUrEtJQfnoci9bv8/OXrKzuI4T8a49QXhsgdNozzKnSuckREKteNfIihKXKakIvvgxjbr8PMxwPE1oGqiaY8u11nJp//ghBxlPznio53iJ2TyVMdKlvewwjvS1iRlgiSHJeVPP/AkzD4R4s8j1KODqSzRULPnUiRXjT/d/l35UDAeHobCPY/cf9XFTmpj7lqRBRkex7J/aMt/w8pjADLTSgj5Wu/gXhKOudWsSJrH7cUd/3xX7cu7Fn4zrMuCsPL3LgyzCHIX/xi3njN30T040GWa/HsVaLRqPB81stVgcGoCyppDbX7dKo18nznLwsKft9ax7jwjUaur9zPPloYWiCyLC7gR+fnq5u/2e+84wdm0b9KTZmZrILgW/CFmmVgAgevRJ74e8B5vt9RqqK+vHj/MzkJJeXJc2bb+bE7/8+nzh0aC1/uEBEO1qsd2LeserMlZsFlyp1+FwR5Q7/nkhoOeujwRT+TqN0HVNRiUhpU/7/00Rp3LXAR7HFSnm+Acw4iBEPoSIHEamnuWc5DvPYwv8RP94xIgIqsAW3m+xjiSgRkuFbTfYp4yoZ2gxbSGV8UtKfrl8ypUqRyAFpsV5atYbdkzmAqqpOeS5X8zeY7K+XHKPhfzuDpSxux5wjGW8IByxl+Y8TZEFFrB0/zwFCKrdM5kiweUq21DycwSLpOvBqjPj0GBZFbyNIUx2f3zMYSbN0BbgdrNfG7/s2lWsmDLCeR7EbU5Pb47/f5Z9vITgDdaJBkNJI2zDi3sswA/+3vu1uDOEofH6GMMj+GIHqCOXZQtToq/2r7usAhvqoNK1I7sdO7JlUzllolbrU6Z1qEt3raljkephAeX4C+GMSrguhfzCBQfRD/rf/DLwHM+4dzPm52edxyu9xgTU1+gdsTWjt3s3+7/xOpi+/nB2Li2xptdg3OkoxMMByWYI3fekD9Syj1u/T6fdNdhqgKOg3GrS7XRpVRaNe5+EsW5dj3ziGMMfjEf//qF/r901PV0tP+q1n6Ng06k+hMTOTPR/4SWxRO8l6ItwYBrtXVUXe6XAncLwo2HHrrdzwpjdxjGCY66ZLKUuw4Si2qBwlvHRFnzJuwwRUnxK3thAEIZGhFDXLkKaGq5ZIiBbYAqwo+rBvr/zkV2OkJxkA1QkfJ8rMIMRNFDWmkF4qytLAFlexac8ROWNF2l1sYTvp57Ul2V+LgMXT+msZQIh8t0r4NH/aNnU48uRH5wDrYeyDxD1Zx5Mgys2UtxfKIkY8wEsxstQOzBgJHZCjofNWzbm4CMrRQ5DjJgkjIoJlRSiqyXGTszOFRbpvBn7N51Ra6RILUp2/DLgc1Zpvo30K7dBzJBhbLGop210JfNbP+XLMyDcxkti9vi+VYp4kHIsceDmWa/8oZtyFbohzMEGQJPWdUd/XI/43dcLTHCu630q06F0l0A7B9eINqPmMUl6qk1/BIvT7iRz0AaK8cgWrxf9FwjG7jGg3rGY2L/bPP0LUxF+BQfFNQn+gAfxHjMNyFltDjgLjBw5w/fd9H72pKV6+YwcvAko3zmWvR9VsghvzKs+pypK8LMn7fWpZRpVlFKvmFp+emFjT3ofgDOgdUanhPck2+zBG/F+yOdaNTaP+FBkzM9kVWG2tuiFtHANY6dISEVF8riyp/cmf8Pobb1yD87SADRNEoAmi+5PgZFjPEK9hC5ciO5VoyZCKMDVPdLIi2Y8WZX3ewohHEt5QsxIdS7nl52O90Gf9/DJCiENOgqQ6y6qq+gAeve1Njn2YcFC2YUZdet1asIUmqOZbOU8tejq+1NdOsN6Ipwx0GR8nDq01qtFipXOXUyAjLEOWEekEMdfVD1xzlW1g3afqcitEGZ8M6yTmED2C3e+M9aV3GXaPZVhGiA5iJPMn0iKsl4OtfG73JcftYYZUYkEfJNItW4n0kchox5Pvpk7KmsxoUjqp1I/OQUiJnrVrsfajS5jDe6fP6SWYoyDt9ccIJ0H3ZBy40ffxej9vGZuuz43ur+ZrD/H+nSOe5wmCcJjmz+VQyehL40EpBojnRJoLV2LP8n7MOcl8+33Y8zju3/sB4Nf9OBcQXIpdfszXEjryn8PKC+/1fReEvkOBMew/7td2md+jws/puUD9He/gd/fsYWBggOPdrjmVrRbNqqLvHR4zz7OXZUmRZRSdDpzzIs3xcU6Mjq6hEimRFQLRmsPSA8cIBOTbp6erks2xNjZL2p4CY2YmyzFtbImPPNFYxTzoPcBKVVFWFdecPs3bbrxxjXB1juiqVhLQ9t2J9KsWLhkpGd0eYdQKXHPdWc4Q3ZeeQ5RhySFQRKEIcsLP926C9KVoT6VLezCjfCPrYWtB5SmLXbB+wxd6Qb8PeP33ILYIyshcgS32B/2ahBB0MeN9kui7XrK+blm5dI3UiKcRb41gi+deEpZGtVLM07lLvGaVYL5r/tSsRvMglnXmynHbWK/aJ5LbSf9+3+fsemzhP5mcN35uW5Lvy8FYxAyeIsUUbWhgTsK25DoybKG/hUAeLsUkTX8dI6RtIaB+LdJK4SjPLV6D5ihVphtMysjE9ZARFI9CfIF/wvL4JzEuxrP8mHdhhm4r5jAKjZDDqrK6H8Qi2vcDf4IhDSrLE6lTRE09w+cwR2UbocMuJvp+zKl6mHgGdD9HMEdJn6nePOUKHPTjvQBzSl6AEeNUKXIBTorFKgt+CtOqUDlcgZHkLvfrmPD7tYMgd8pBlqiSpI3lrJwkuvftwNCQ8dlZ7ixLrt67l631Ot16nbo3iaqArCjoFgX9Xo+BqrIIfcFld5pNKAq293qs1mprKb+NQ/yEy7B0wReI5+vOJ9j+GTs2jfpTYzwLWyge/d9s9wVgoSzZV5a0s4wzs7PcgS2+imDWDD9BeivcOG+MGkvspVc3skk/TgH0zQdYW9Dr2IJzh29TEble1bVLclPlVYpS5EDs9e9qMf8rYpEHW3BEVBM0rIhYOfwxYpF1P2WNSd7Duq/dhy26pzCjpY5kIj5t87kexQz9OdYz6e0EHBXADqSFNWX0p6IbXcJw65oFjdf9+Ckrvkx+r2Pzf44o55LRb2ORk+6b0AP9pFFPjcjxy0mqMAEZKQS2gL6a9fhnFbaYjibnPIAZCHUUk1HPCBXBQT+n/wq8EzNA6vzWIqLvQexeiAOgOu5V307kS9XUbyQ/inSoZ1jnoY5nF2HVA1/AEJpLfd4e9N/vYr0sr8hYhzA4+qMYHH8LRkT9tM+lmsBI/Ogc9o70MCMkqeIxAtGaJdAHcROklQ9RIjdM5OhrmPP5iH/3McwgP+Rzc4boTKj00wngd7Fg4EasNetDfg9fC/yN/66GQvsxY61jSvdBzpIqF076NU5h7/T1QPOBBzg7Pk55yy1kz342D01OclGW0e33yfKcsiyp9XrUOx26q6t0lpdNZnpkBAYHod+H1VWag4Nm/Hn80DusQESCQxexadTXjU2j/tQYX8sT13CuG70etNsc63Y5VRT085zJqSm+FvgVzOCOYzCdVKv2EAuk6sildgZhVM4A9yZiG2n+ONX8VtQpkYmc6ID1GBF9CSaWARAa8ChmvMawBVSGLvPPV7HFh+T4ihqvxgyy4GUZDPW7rggC1VmijO8CohxtjmBzS4xlF+FMiQQ1QDgMEAZ0mTDqKl8rE7W4tIwtLVmSMd9B1LxLDUz7OkLkSM8Q+V0Z7jGipltwu2BpHa+FIRS7MC38HnYhuTt1pW+zz8VwNEqf17tZX3akiHnC5yvVaj+OISKjWJrjs76t6tc7ROmeuBgSJaljDlzp59n185MiXyonCuaElEDp5E2Sbep+/O1Y3fqdmCHfjUXMC5jTrOi58G3lPIoX8UrgezDy3LsxbsApItqtEYIxkmUFe2Z2EOVvOeFM479PYM9u+qz2iXK6nBBzkpOsbnQiUUpBbxJ7FvQu/CJWkvbe5HsnMYdG5yLey6OY8yNxKPUkuNDPUbwXkSWXMcdndWKCT05NsffECS566CEmJyc52+lAWRrql2X0ej3U9bFWFNRbLRqDg7Zu+chWVhgaGmI+Xq21NSmN3nt+/Ange2Zmsr/chOBjbBr1p8a4iChnetzodqmdPctoVRkRxWtDS/eUL8MMV59g1yoveNI/L13VTc1O0jzmWp7RDboY1jLsKtERJD1KNAo5SkDYaZnbGBaVK1d4zLe/hogAL2Z9KdBxYL6qqtmE+S2oVAZZUPrGSFb5/50YjD7u265ieUTBzpPYYj/r5ykoW8iFSo40ZMxTA6Pz6kiExSNdCCUwQdAaWqyXfb7WyGtVVXX8eg/431dcqlelcc/yz89hi5yiPrUD1f5zv/YL/e95lmWSPNW1yEm4A8iT3LUcsT52b5WeERoh7f2UR3G5X8tPYprrqWCNnge1PV0hnMoVomtfBkxkWdbG7v2qIyJrzlEyx4L79WzKoZHDNOv7fanPw90YfH0rhiDsJCDmpQ1zp/v8XowF/nsYQ/4HMEOoaxNRsMKeJYkFHSU4LMusL7WUoJF4FLoXKp1Tt7xUKjfz+T6fYNirauMM5tDtxJ6Jk5gI1X8Cfharx/9TIuVwDqtI+J8+5xKgOUg4sFsxR/k2//t2/33B78P8b/82573oRdwzMsJ53S7bFhdpZxmLRUGn16NeltRUylZV9CcmWMxzxrrdNA1ENTDAcpa+TXZNT1butoA9Z1+NqettDjaN+lNlKGJ93Dh8mD1nzzI5OsrpgQFWBwdZaTbp1Gr0FxcZa7WoYdEpBHNXUJ8IPoKPsyQnLe3wlCynOmEZTEGiFRFBLxKNKIZZD8eOJp89SpDAFAl0sIiuib3IXWxBkVhG5vlxlY1pIRT8rlyqmqYo9wkGP/495kyc8nMSO1lGa97PXaTAPdiCfJLIoUKQyxRVpSQroRFbfU71N83ZalVVYsTrooR0CP5dW6Rd+Ccn2Na5z4HEcQQ9iqyoLl2KvnR/9mBG4vkYDKto7o7k3PB5geABSBGuxBbzk8CZxPmTcIwiaZG+Gpg2+W+yXrBGAkfiLogwlkb56XxJ6Gfc5WhlcPW8pmkRGfoyy7K0kYvy7F3MgB/EjPnHgKv8PI5hhnCSeAbTSoSuX9M9mArbT2DNaH4Vg7kfI6oCFgkIfad/RwZZ8LzK1kQaTCsfKuz5kzqc2PAk86O52YqlDy4lWq6ewhx5oWPHMKLfm4hmKoVv+5VYSuK1RA18iaEbmjOlze70c5knoPoeMNjrcd/CAr934ACXPPggFwA47J43Gqy22/ZcNRqsliWNZpOhfn8NrVlzZmq1x8nHVqwXjEqHOBXfPzOT3TI9Xc0+yXbPqLFp1J8aYwF7yVUitAz0Tp5kolaje+GF3J3nlF42ki0v0+p2qQ8MUPT7LGEvrQyoYMaNToKgVC0YaZ5Pn6UsZzBDIcUvkdcmWN97ex8hA3mIKKlLa6kvJsRIJA7SJEp35M2nddESBtFieAxzHBaJXLvOQQIzewkZWLGtpfaWqsXVsMXiDp9rXafaxVZusMcIo5ZGugNYZJPCxIp0ybKsSFjryln2HGae9GOlTHPBpFL4UnR2LMl9rzj0vM2vU3wFISuP+M8UVlI1RxgKOQDSypds6yqGkGihVVRdc/RB+X0ZfS3CmucLMaMuhrqcQJVNCv3IWd/nXZG4zl0ywRLSkZxrKhKEz99aKiFpNCPn5jyfg4ewdM1jPhfnY0awizmQBzCnUwqFchYhKgp+BisHeyeWHvtugtsgp6qHPfOS7xVZVZH3EkGC1NxM8njtCFWbaD6EXs35PF/k13UJhjydh6VZ9hGs+dux9EGGMfov9HNRU5nPE46hKk8e87kSWiXOTc/PWymdNjD8Qz/EP73//fzdli18f6dDq9Virlajv7pKK8/pLy0x6l3eWkVhaRSvV2/WahbRt9s0k85uNdZLKW8cQuJqmHLm+55ku2fU2DTqT41xP1Z7usa07nQ4trzM/J49HO73yft98nabZr1Od2iI5eVlBhsNps6c4e8JcQqRjlJZSy3OHcJopEItys2KzT2MLaw5ZkgXsIUwNV6rBAR/BltYlC+VAZHBvQBboA9jRkOtNvdgUZVgx5zIMQ8mvyvvV/rnZzyVoAhuux9fSlppmRSEtrSEZYarqjqbZZkieu1fqMaXEfDz3UQDjpSUlm/4F8IAAZBl2U5CjrVGOAoLvk8Z9IyQEtUiuurzOZhl2aVERULu13If4bCkbXO1zaxfR0qqk/DLgMP7RXJMiKhsmIguS8wwDBH52oN+Dj+J5XMl6dr37SQLq+dsY/lSk0jlpFGpOArKJU8Q/eHBiJtrlQ+SOGY9UnGEIMLdgjmTQ5gzeSX2fDzgx9pDdBeEcOrSPu13Yez4t2FR/89hUXud9VK/S1haRyWj0gEYJRQT20TTINXd65nS8VQ2Ok44HXW/B7uwd+jZfl4X+WdfTjgLWzDS31cAv4E9SwcwxyPz+ZFhVxpoDHteJAilNMk+314lnyvLy7T+4A/4neuv52W1Ggfn59naaNBWv4k8p1+r0R0Zsfx6ltHPc8qqIitLinp9zcB3i4Kc6Nr4ZEPXPgu8amYm+5Pp6ar9z2z/jBibRv1LfMzMZBcAX0UwgquqIu/1uHjfPg51uzy2umrGHKjUWrXVYrVep33kCH+DvZgNbBFUqVaNUGaTcdyVHFpRwiz20gr+PYE5GVpo0ohY+TewBUzOhKRQBUtqXEEQ21RbXWILzVECklaEPkKkABT56qWXslpvA5P/Ymwhk5CMmmvo+iSiM+nXWLlBX/L56GAR8bIbXdVRKyLdQiyIUppLm+PIkdJQvv+sz6UcLGm2p2Vjuo4utpAfIDrZDfg+7iEMby8xZoL11Ytb96r0eT/J+las6ffqPL6lrO6DnDtFv1tYH92P+3e/QBjRLQTzX05fOuTsqDY9jeo1j4rIhTKt+nFGsfuXIgW1LMukWZATrH3VfGtuRaD7SqIv+XVYzn0Wi4aH/XeVaIoQ2sCe8Yuw0rE/BH4fixh/GDOs2/16JPF7DHsWOn7+57DnZat/dtL/3yAcOj0TbYKZrjy7SijHMOSh43PyLN/mhP+ob8GfYO9kH/gW4Hf83n2Q0DUYJngJk0SDGd13SdVeRaByO/0a+x/4AIN3381N/+W/8OZ6nWatxsLoKAu9HvV+n1qnY6RY6cOXJZkL0ZQYoa7q9WhlGXN5vtZi+MlGRrTilaDUff+b7zztx6ZR/9Ifr8NepkcxFu3S4iIjrRYny5Lt3S7b85wzeU41MEB7aYlWVZHlObtnZ7n9x398zbtuEkx0LRKHnHyUlgCltdA7sQWxSXRAaxItMCXXKdb2ImagBY0rPyvoNK3LfYFvewpbEATx7SU6bomZK+O+ihmuMqn7To3VPEFQWvVjfMLP9zS2CCkyqjADtEjAlaOYkzAOHPHjDBCOQuksawCyLJNRrDA4c8znR+x7Rc5qQSqjJSPWwJjbXd+ftjnP96Wud3IOPkcQHuVUKTr1RTEbJciLEKkGGf4ZjCwm5EH3XscRCiGiWkqY0/lJtrQiotkmZlhuBv4HZjR075b9O/N+bqmqoRAMwfIkc5c7pK7zk6ETurTi909KiOpe56ebKV8rpTdY7yjKYRIc/3HMuF+DPZenMMO7l6g8aPrcKMcux+lhzCF4KwbL/xDG4VBeXM/pIqGUKOb7Ub82le4tElK+Ot+cyMc/hyApquf8UUJ/ocL6IeRYamEBk5b+Xcwp/Qvf9gVEfn0Vczoux971MWzN2er7UIXJdv9snBDL6fr1HwNO3nsvx269lcuvuopXNhoMlyXdLKPbaNDOMlq9HoO1Gkv9PrU8X6vvrwFFvU61sEDV79OYnIQNpDlYr1kBQaLL2TTqwKZR/5IeMzNZE1tgjuK1qCsrTBYFK90uzaIgzzK2Ly2xUq/TkwxjrcaOPOeh1VV+noBH5dVLU7uOibWMErkpwbsTfgoq6xHjVipSIoNtw2BLwWQFoSaWE+xf1e2qv/MVWL56zj+TgdmFRTha3OvJ99fOwY3LUlIqJuGbElts6kSziwOEwt4KAW2LGCdnQI01tvo11r2sq+ZzJkKhmoloyDidxoxDjWg2kxNNKHQdaR16A7jQ74WIfT0sL3ofwaFIHamMIOopUiW5JsGRawS9ZJ7kbMm5EMS8JGfF69TTUrotWZalKm2qXhDLW3NwHgbj/hDwLgJGlwOjhVtCLEJLtEgXyfYFnkt2w1zyeBRCCIOM+zns3otAJuN/IUG01HmkdfUqt3yU0Mf/DEb83I45A4f9+iTmo1p7kTDnMMN3DOvT/iqsNvwjGOtcUfYaVO3nvQV7bg/7tS1lWbaLcAZz7F0Zw95hpRu6hNrhEiayM44J6bwEu/+vwJCIw9ga8kFsHRHx9O/8PK/BHD11l3sMQy7O+LEv8XMcwZj/YETCfdizfZx4z/X8Lj30EL+yfTuv6PWoXXYZ+cCAvQ/NJmVVUXa7NLIMPADJHH3s9vssttuMNpv0Tpxg3/btHM4yBoh6+vQ+HidQnwpD457xY9OofwmOmZlsFPOiD2C5uBXMaNycZbyg2aSV55ZjLAo6tZrVdZYlU0VBI8/57LvexXs+8IF1KmBqwlJLWNli5NaxXGgfe1EPEYs/xOLdw6JyCb2sEiz2lGksmHOIgFKVI34FtggtEdC3otNHsOhsNcmJr+WqXfVOEeU2j6JhPUwpg5Bj0PQWP0flRKXrrtz57qqqjmTWnnQRM8iklnAyAAAgAElEQVRa9FXuNeFsas3ZseS4um6AZlVVy8BjbqhzDO0QU135ytSwPkzknHUvNJ8SpZnHFt0p/56U8xaA44k0ruYmNZZ5Uu4lx06M6J1+7FaWZcpx1wmEBcKQaL8yJGlVhBCgPrbY/yrrld0E/yofD1EGRnJOIrvpuoUo5X7NXdukkkFWBCuHQXX6coCGiD4CaapI25+POU9jvp+PYFyDDDOIu7BOiHf5fElgRnyDGqxBxKlI0V9jUfvbCILa7YSWulIoaks7lmWZ5Fx3EciHIHoJO0kb/j4CadiJpZhqmGGX2NSHsPVjxc/l17FnUE5b7tf4IuB7/RplwA/7dx8GPuxzMODne9TPaQlzYoWyDPpcDAIH//zPWbrySj7ZaPC8L3yBxYMHebjZZKjZZF+e0ypLsjyn226TN5vMdbuWOux2aTYarPR61Fstlrtdzms01p7blBnf9Ot5IYZg6Z15xo9N7fcvoTEzkxUYbPmNxMvybALyu62qmAO2Zhn7q4p9ZckD/b4tJp0Ot87N8YF3vYvP3Xzzmud6hiCZaWiB3u3/72ERbEEspjn2gi5hC4EabYhcpWhBxkmRNMRCqyGG94uwF3ALYRwq1qvlnSExkkSOXuU12v/JqqpWwdjkrDfq11dV9TdZlk1hC9AWIk+4gC3IEHl8ldNtJwy26mN1jik0DA7Fu8FUGZUIfBdiC6yMj+rouwS8rX1DGJuUGLWfMFxdbLF/mDAkgqI154rIGxs+1z5KDOqvsiy7BovWRILqE+phpc+tovss+TytWpBztAVzfu7DOn69idCFT9nj6XfldKXOWKp9kJIu9R1B0Wk55cYyNqVjwCK7CczpmU8cG+1/D85RIcrm9Nxf5Ocu5OW5GCyvXgkq/RIDfRR7js5iJYtVlmVCfL4X69nwAYzsKsh8EnMqRjBHWmkbye7WfN5XCKPVxt7JvQRRUCkNGdhl7DkW3+T5vv0/Eiz/R/ycr8Gi7+swguCHk+9O+bnchr37DaIBT59AD9SLInX8J4DFl7yE51x/PX+9tERv3z4+OTnJiVqNPYODHFhcpJZllEVBr9+3GvZ2m0HXiafbpTUxAVVFrV5fV7su4miqfVH5vfz/MITk5mcyYW7TqH+JjJmZLMOguldiEJiM4hS2qHSBvKr4NDBXVUwBy488wls+/nGGV1c5/od/yBwBg4M99PuJyBvshduCLQBHiQVbi7YWX5WqyUgcIsprUgKTcuSwPmqVEcQ/ewmWs+wSbOklLLKTEpvYthBwrKDUHl6Glua1AUm76byeQ7DdMyIX2vG5FGlvHlu0HiJKjdSBSvlNLVZysDYSxzIsShJioBzuw0QHOBl2XZP+HWd9v25tW/ixHyL6WqscS6xwOVYyuJpzORA639TJ0o9gfumGP0REj3KcFHULVRBrXfMuvoRIXWNYLnYS00nXnGu7Bb+mBYIVrmYoItyl3Ij0nHvJ/1Ojr2dO153OQYEZskO+fzVQWfb/7/XrTJvHiNkvNGEEu0dS0bsOM4Yiju7FjOmDmNE77ftXhciqCwdNYQ7E72EO6q9hNfKHfb9XEaz4HusFm+RgX+bXdZpQPNRcjWJOQY9ILezD8t+zmKztR4kmRNKUv82v4TD2TLwWQ7bu9Hk5R6BMo9g6crvP/wm/TlWIiLcgfoNIo+d9wzfwCy98Ia9cWeHIvn3cNTVFr6p4QVmy2u3SzDL6VUVeq9FdXaXVbLK6tMTI0BCNWo16ntOpKqjX6WbZWve4jPXPo56hz2DP1rLP94eeiUpzm0b9S2TMzGSXYi+8BCPScR5wSVXZglhV3FVVPHr0KG/5tm9bi6TV7GUtksRe1m3YSyxY9wz28qlGWIIXqlNvYcatwl74nDAUKkVSVNVLpEZloCAWaXy/12ALmep1l7HFfTe2KEr9LCOiyXwDKU0s7tT5kNGaxxbiHURjkga24IhQpFIu9cLegS1yiuZ3Y4uanAst7isO+w9hBjwtMSoxAy45z0X/feNLJYJg169fnc90DYMEPN7GpFGFAgjCPkCo44kQpnRHBWvRaloDv3HfaV349VgZlpynvp/XGZ9/ORdCClLkpe9/UyvTOzG1tdcR5L0Uzs+Jmng5Lum56zM5iikxTvOtz2vJdiJNFsk++lg0+iDhCGTYczHm++oQ0q6KiBv+mTry6fovwqLcHnb/VREiIaVTRFteSeVeSxDpwJzXQ5gC3Q8Cf4bVVB/DnhmRUHOiCmWXf2+BQNvEQBf7fYQw+CkMPoo9I8/CjPFHCAGqcWw9GcYi9z/HjHgNQxX+ETP4uofbsZTEnP80sPtdYO/MMaLCQbX4Kh9drNXY/qpX8ZnrrqM2NMSnBwZo79rF5f0+7V7P1qSqIi8KenlOf3GR8aKgHBpipN+nKgp6WUatKMidVAfrZXY1msBNPp8Dft63A788PV2d5Rk0No36l8CYmcnqWI3rNdgLLinJtVGWNKqKqSxj+/Iyv/TTP81f33bbWh6tiS1Iyj+CLWYH/fMKWyDkVSviUdRZx4xc5ceWNroiNxHG0rppRfhamAWPiqwiAYurMOhSpTGCs/cRAihyGtJILY2+Kjc0dULnGyf5qcNY3Y91C9GhTNes/YipLNj4FJFrl657QbQplTJdiS0kDxJduiByzJorRVBp/nmKSBuUhEHR93W9aiijhiaCFBUtHyQW0NPJHKSGSwYqJbCl5XVpDvvlmDToBRgxT1F1qimfNklRhK168xoWgR4CfgyDl28lSsjmiFI39bxXRKW8bhpxC/XRsVO1Ps1dGs2njP30XdmFGcFlf2bk0IoIegUhuqJ7KUdHaZlThIBRDzPStxNozkXY83UIe2cvIcoDT/nvcxga0sWepUd9nrdjUWQDK337OPYO7yKQIEna6tmUc6NWxSmiohapmh+VOVbA/43lzR/FUkInMYM8iD2XWzD4Xc9wGyvP+zPfxwDxLlzic3CU4CIoXSWEaphAY6TtsJrnvOXVr+Y/vuxl9MfGuHN8nPGyZG+vR9c7uZFl0GyysrLCUL3OQFEwXFX085yiVrNuby59/UQGXffws5iTraGOcz/2TDLsm0b933HMzGRTWMT0agzek4HsY1DfY90u7W6Xuuo4azV2nzvHe1/7Wj5ELDwQ2ttb/XO94HO+jYglYnqX2Mu9hSB/KcLWS5MunsoH55gDoM/Tvs8dQmayhTHjP+F/F3tX+cwjHlGOEzXEKfEsfTBV6y1HREjBOQzm7GdZ9mKMgKdyriEif64oZpxoP/swAR1L0U5jEUMpNI894FziWGjR6hPGoo6lNpQzl+qWqgUEG64ZoCSi1n1UZCtHaozI96vEqCLIWRmhS4//TS00NbIn6CaXYQSjL2ALsfpj6z7LuJZJud0w0V1N5Yv7fV/fjrUl1b4r1nedE1LSTz5v4az7JHefOnIiFQpOVxTe37Cdtq18n3XMqI/5dmo5WvPzvdN/F+HzOIEkSG99kGh6hM/HC/3vE779lZgReQh75l9CoFqLBLl1wfd3JJnXFpZn/7+A38JIbBI62sn6bnpNohvcMoE2XIQ9Dx8nOpf1MLnYJuZYfT2GCGTYczjm1z/h538HZpgPEUjKIFbB8Pu+/xYWqQ/6daZO+AAhJ3uAcKBV5igHdRD49CWXUL35zdyzdSuNVoud3S4dF86q9fvUBgdZ6vcpioKxPKdZluT1uvWyKEv6ZUmvVqOTP54OV/NjHsEcj3TsxByQN09PV/2NX3w6jk2j/u80ZmayL8e84jr2MryQ9QvqYFVBp8PdRcGjVWUPd5axp9fjxpe/nA8ROVK9OMq7LRLNI1QiJEatYLs+9iLMk5CtCGOl0jZFaBBGVy+3vqNjQOSLD2AlNorsxJheM+iwZmRGCC7AOImkqg9JpCoaFbteDsjF2OJ52q97DthVVdXhBJrdguUApaVd8zkTfyHtFX9WzUPc6DQJmUyVvsmwa+57WFTgXaLXIs1UBlVOW2rkU1GelACmqE2fXZ3cnweJnGIq9ZoS7rJkP6mRF+oxjkWtDxMkSdXtpykERdcQ9eBzWA79C8AfYBHhOd9GDtd4VVUn3RmQWFAaYaUQfeYnljofqeoghLPzRNek53oPkZ8WQqHjSH5VrXwX/TvjRFtcEUpLDKIW3J4nx7gXM5AX+PypvnuWILLdiT0vw77tlH9f91zfeSlm0Jex+nYZ9od9mwsIp3kEM1j3+v5W/ecq/7ueNcnv/p9YFK6cP0S66SQwjcHy2vdpn5szfg0/gXWjO4nxVKT2WPo1yZFKf1aJipq0LHIS+AXg2tFRbvnRH+Xz117La7OM/b2epXe6XYqyJG+1WCpLttfr5FVFo6ooez3Kolh756nV6CbEOSFkKz5/t/L4cR7wm9PT1V8+wd+edmPTqP87jJmZ7GrgLQS5BgzGGyHpAlZV5u2WJbflOceqigzYPTvL2775m7kLg7C1SDxM5JsHCGhO5Klx7MUcwjzwJaKmWpGPIvHCz2ue9SVYgo9hfbMQO10zFlOYQb+FgLuXfNtd2KKTsb7WW3Xa56qqOpVEk2VSH57CzClzWnnPzxEL1lZsQYbIFw9iL/wEtqCO4bn0qqoe9WMoB608tM5thCDOncEWaPES0jxnRjTBSR00IRqqt4cgoM373Ek7IJXSFXkLzGDNE8ZKn58FFjc4SbAeak9Hmpf+KiyvPoGlfZRfF9qgRVm50kHMeO32z7/Sz/UDRAmWyGgV5gQo/ZPCs6qG0DzljlqkKYLUCZAhl7MnQyfHp48ZNz3XQkqUHpJa4CnMMMnAql58kpD/XSQamDxKlMhJsW3c///Hfqzn+n5mfQ6f45+rEkLpnJuxSpbhZD4KTCzmJ4Bvw8Rh/hbnVWAoQEUw3TPfxwiRujpCyMWeIdCpH8FKC0XilAbEVv/+1Viteofoe98mov4K+M8YojCKyeF+0K9/L4ZS7MEi/dME4U6OjBzDEouWxzEnogR+7uBBbn7nO/mxdptLi4KqqhjqdGg1myz0+7SaTet1UZaoXWu/Xqfjv5fec10o2gm/hkOY07NxCLl43fR0tfIEf39ajU2j/kUeMzPZAMYQ7mIvkMZ27EVb+8xvTQE0+n0+mucU7TYj3/qt/Pzp03SxRUdMdcHAWoQX/LvbsShV6lsVQQJbxIygXmKx0rUfRUbpkEHtVBseHhfOmKyq6nY3Lsp3q3xulugkNrtBTEQQdIcwcinQlkKuNSy33s+y7DWYQzNCkKC6eP1xVVXHsyybwBZByXXKYDYwgzKXMOgVYRXJcSWvm2GLQwoJr2JG4SQh/5kyl1O2rhY5GfmN8HM9+RGBsefXs59w0k4mzs4UkXI4k5RvPW7eElKZlNq+BltopzDEQmpvGoJ+FYEqCrsYiwDfA3wXZnSkAw7hyE0Q4jsplyN9rtJqChKugPgeqTOX2SZVx+dsFHtmd2LPwDxh8DUHW4BWVVX3O+IyiEHUannaxu6dOqmJSKa0jVCVmwmS6GX+3dv830ksqlZJWeHHuNfPRw2Pbseejyux57WFGeIV7P34dczwfheREtG2faKz22PJHKcscEH2X+X7eYQgcc75Od4JfA3m0H7Kz0HExxGfCzk748ANfl5XY1D7rM+P0inb/Dr1bDT933NEFYHu4W/49dwC/PH0NCd/+Ie5od3mYKPBg7OzTC0sMH7hhRwdHOSrgV67TaNWo1uWFHlOWavR7fcpajWqPF8jLYrkeQfh9Hb9edCasRf4lenp6h94mo9N8Zkv/ngeZjQe3fD5SUJhbSkxl/2qotZuWzvD++/nPadPc9z/plItQXESTpnUd7FF9T7Wa66fJXLpMuR1wiClJWuKiLX4rtUTZ1lGEmFd7dd1nxt3CY4cwaKEz7C+21Xdv9evqqpXmba6ZDLL7An0ITEEYNjPtZdl2WVYzv4IEfUqYsyx4FtGSRB4G1sQl/28Vt2hUH56jihH0/mKICh4Ukam9OPNY4vKaDL32maRkGmVoyMkpPDado3Mz28l2b/gYg05BX030KcSQziRZdl+326+qqq1vHBmQ2zvrhs4OXCV38fUeEo1rY2hGjIoz8Fg958Hftmv5ThBNKwT/dEXCMXAlASXzm0f1hlzlUIqmu8mKESGNbGR9v0SweNYIQhfQjpyDCLvZVl2wPe3hDkAC8l3rsQibo2HCY6IkBjdgxHMWNaA7/Rtd/n2MpqPAH+DORsp2nKl7+suP75K4ZoY0vQRLFq/E4Pj/9H3X8eeTaUJRPoaI9JRfYIVfyUmBSs1QqXQHsDeIYkwKVcvQuM4kbYTJ+e/YaW2txIciTbREVEIwRSRZlGlhLgMSnX8JibMsxv49MwMjy4s8NbXvY4fOP98njs2RrcsmZ+bY3xggDLLoCis5M1RyqosqRcFtNt0BgY4kWXUsXeuRlQC6DmWfO0Rn7evJFTxnrZjM1L/Io+Zmexd2Asw9wR/bgDPqSrGgH6vB55LbxYF/SNH+Inv/E4+2+utRTvSkW4QrNMmUSoj2FKLnKJBGSkRxyDERNRZShG5mLeC2kUG08jxFo9VVd3jUeJgZZ2+cpyB6pFhnkSLWnTTB1ARwyq2+Mjp1Iv6IFFidr6f10M+n7OsNxTKmY8Q6mlS8lIzkC4G2Wl+KqIUScacZL+C2zVEzpLMrVIQaWQ6Tmilq5mMjLZy+WjOlcsnOAOa+/OIyEMdtNYi8OScJMazhZCQncPus4yeFl7pegtqluHQuUH09RaMrYX/GzHFNEWQEipSWkPws+6nUjidZP8y3AXrm60oBaRzaCX/qhJBzPULCK39PViErDnegTmTR4l7vs230/O9gjkpMtprOX6C31H53L/Cvyvyo7gVt/k9+XIMxaiw6LVPENxU754Rnc5yP1/B9Bn2PL8Ek9r9KFZZcMzvVZPoCpjK1KpME6yqQY6LrmcWezZXM+sOeB1W+XAFhkDo3gilKrEgQ879FPB2jAOk92uEUCQ8RDgFgvDx8zuN3VtJEt+IpctuxaoADgP1r/s6Xvm613Fxt8uLBwZojY4ymec08pxep8NAUdArS4osY7nfZ6XXI282GWo01tCflOejIacGP84J4LXT009vo7dp1L+IwwVmVEKyjTCwp4DDVcXc/DwjnQ67BwbY0WjQyDJ6VWUv5RvewPc8+CDHCYhZeWq91CLaLBEwpEqcNi7WEIa9h0V2alyiblBpExblKM/4vtSv+qD//xHf50BVVUsAWZbtxqDiTpInTx84Gb0DyWeKqD8PLKQ16x5pymBfh0UyEpIRA13XN04YIBm0+4ARh9v3YQtBmjcWCiEHRjB76v3XCCMldnIn+X9B1NqreU5BOBEyWiK5qTysIHrYZ0QTmL7flwuJTmGniAhtnRiPoHylL/zfMSwNA1YOdypxHF6GPZMiX8358UTiU8lUDzNat2Idyd7o56P7IS6HGpgoHQTBZFc+XNFvyozf6IAKxtWcC/VQamMHRi49nMzdYUJrYA9mTCewyFAozXHMcJY+t0rzyCFTBPscv/7R5Bn4uO/zBPbePZfII3exPPPdmIb8Y/77TqKnwCGstGzU/7+CkUlFgJSzexZztn7Fj/F6398hny85UHKS9L52MCfg7QTXYJefr6pealj/938gWPZKE4xixnw/9p6rDLGFVem8EMuxN/2ahXTsxqD5E9i7vOjnKWdXhNJlrDTzg77fn8aa3pzyzzvPfz67Xv1qXn/RRTy3qshHR2l1OjTKkvbyMo2BAeaaTapajfGyNPJpvc4xHt/5Lx3icywDz5uers79M9s+5cemUf8ijZmZbBvw4xghRspTigoG+n1qp08z2OvxucFBTo+MsJRlZgDznLLXY/9NN/Ed73438wRTuYa9fCqfGiSMprzs9EfGSQtYhr30OzADlzKm1dJQC0dq3CBIO3OESI1gvAozIlK60nd2sZ4gh3//kaRcTEZQbGdB/ilp6sVYFDNIRLKTPgeKqs9iC1UTqFWh764FdiFxPqSMJna0jqNjaz7T3Ld6Wyv3DWGcIXKOJdDYkOtWlLaWSiCIdoo8thJoRo8wDoIUhRpUEN3jUtGeJFcvx6xNiLDkPvfXYLCvhEREcBIxEP/u5ZhT9E1+XX9IoAW6Z+OYMzLs16PUggSA9GzIAdD31aFPcyYDrra2JQYp6ztyUD9LOFs63nMIQzxPdA9TSSaslxveihlapV92+Od3Y0b0HPZsPA97xsT+P4NF+ILmr/V/78YcpIJobXyaEJX5qM/DZZhzAXFfIVreyrH8Fiyn/adYqZnQBTVp0pzWsXu5HxOUkUOqag2hcs/FHB91LpRjfT8Rpfcxp+KQ37cBv/6tmPH9a8yAS5diAXOi7vBjSiQqlZ5Wag/gj3yeP8f/Yu+9423Lqjrf71w7nBxuODfHyrcClZEiXqKgBJ9Ko5IMaBuejc/XYtt+EEXbjyB0Y0CkRTGB0vgUAyKC9imoKqqAgioqp5vzvefee/I5O633xxi/PeY+VPWztaqfRZ/1+dzPOXeftdeaa645R/yN34C/woyKAb/GV972Nn7p+uu5/tgx0vg4C+vWMdRocHl/P4utFv3Dw1RSot3pMDs1xejICKcHB3uwIE90rMcMpV/9RvbWV3Pq/wsOV+jvJfpKS6GDbaqFqSm2jI8zX6txQVlycmnJ3k1ZmhdTr5M+9jHGsY11HhNUQpfLq05E/rKbeyUEVrevtwt89VhXE4gT2bjwvzcdlJV7+KSUrvbzTxHlcgorb8cE62YyQwIrZbvriebJQ/TynkSyASbwRMhypd9zk4/5JCZMBRpU2FZh4G3AgnvNilRUPT0gwhflgfuwjmx5aVWuyDWv8k4LopRQ45QilLdZLctyJntGsb41U0rz2byKoU1RmLPZ8zQI5LgIQXL+dNW7zwPLKaUyAyF2KUv9/+dTSvKgRHqiaI+MDnHis+L/AxgI681EpEBGhyJEGwjAmtZ5mzCA8hSGjBJxecsou1Hj9vMWMHDVEgGKWuP3UrlW3c/7IrbuFD5WuL+KpTBEfap1rvrrhCmhr2GKcRhTgFVM+amF71Fs3a0jeO3BFNMYVnuusqoWtv6+6Pe7FyNxaREENVpHOvQcihj9uV/vfT4HP4AB3JQXz2W4wvajxLuRA6EUlJjWDmIG0OeIKhjV9NexVNcFmOHRJHoXHAC+A8v9C8tyEYYD2O6fNYhSNgH+FJWpYJGEj2OpinuxvTvl5+9cu5aH2m2eXakwv7hIWljg4L59jG/ezNTAAFf19THXarFUq9EYHqZx/jwT/0SlvoSVEX7W5/Ib8lhV6k/x4SH3n8OUzAksv7eNDGU8P89wpUK7VmMGE3439PdzS0p0mk2q8/NccPQoj509SwvzQAVwkyebA3mEtpUylYKaL8vyOHRzrrLipYhPAevLsjzpCqJWluVyjqR2BVdgoLiDBCPbZYSnMYFt0Eeya8sjU9nW41nJCoPbf8py1hX7BAF+E4PcPZhQfdjvW81SBy16y4lkvCg0vBWY8WvnaPXFFWj8XNBqHhOhxKsESChOjNI0eaetFXNYgW7ntGZ2z2n/nq4tT0zflWE1i3Pg++cVjC616QCycb++DK1loD+ldCYLNctImcWaeIhadxvh9Z4gUPJXYnnjX8eYD3MMgsaf55iXiPp7offFdiflrjndRRh/4hC4kyBDyuvvr/D3J/Kg45i3LoMmYUbfQSzXrj7m+LX2+9/y/ubn/HodTDnNYUpPkSpFUhRBGSUMrnEsP1whwJC3+Tn7iDa4z/ZrniJKOnf4HMsjHyQMOqUn8HdzN9Ym9fuwkrffwIB0eepnF6Ycl4lIxsbsnbQxQ0f57f2YAXMFFl3Y49ea93fUl83jA5hxoGf/JIap+BDRZVGpg60+Dhm8Ez43LQJfcZ/fexiLWBzB1sYpYENRcH+txsL4OFPHjnHB6CjnJiY4cPo0l+3ZQ2NujsrAAJ1Wi2q9bumqRoN6vd4DKF15VP3Z5oBvZ1Wprx7/guMKbGMc8f8fwixawGowZ2ZYt2FDly1sMSWG5+fZ1m5z1gkZ2jMz/DG2OXLk6hZ6y54amCIVAQXEOy49J60NngOR8PPPpuhs1s2DZ0ppLQYWOuD33ubX+qor1c3Ag6V3T9Ph35cQfaKjxLyuiiPfJcwXiEqB52I5SCltIbPn3OuWATOCCZ/NmCe/mfD6+jHhofnpo7c3u5Slwsp9PL4nLgrPvPxOXdJGfA478HWMbtXs+ikFzF8/pUCa2ed9fj+V/J0jMA0Ja0sqBa4ctTgLZIysy/ASEIr1PCZYP5/NV4F5aa2U0gTRolM943X97hx65EPYDlUESAkqZLwLE/J1Aux1BhPwQnbjf1uPhXoheAakXP4uu0YdU+T9/h0Zmg/6WMaJkPrlfH2f98MYmG4My5mX2b8q0XVtzM+/iMgRz2Je83Yf1ywWtr4Hw3zc7M/4D1iq6gKMg138CldhCg5CaS4SqYjNmNxI2Dp7X0rpM1hJ7Cuwlq53YWvm32AgNEVI6pgcKH0+GkTJ2nGi5LJOtCe+2N9Fw8cy7Z/vIBjiFjBDahRLJX4UW0MKuatSQpESlbWdITgM5rDI5X/1d/IIVhEwAwx99KP0/9zP0Wk26RsaYnpqik3bt7OvVuOKSoVmo8FQvc5ircZyp0O1v5+56WnWrV/P8ccvmgF/TkUErpucTJv37jUn5xvtWFXqT/3xKkJAgy3cM5inOX/uHBOjo0wVBWWnQ9HpmHfZ18eWpSXO9PezZm6Oo+94B0eh23FK5RoPYZtLHo4Q7xVc2WDlS/KWRbiRs53pd52z6GMbIlC6UsYXAJ9wL7pC9A/HFfq5lQrdDwnJvKxJdbo6KtiGkxKSwmhjxsQezIMTqO00UZ8PAegRHa2AUTmqejveOjJTiPj45X3myP4WQUMrhd+NOtDb2AX/7khZllN+zZRdG3rL6npQ6xkIUOfmIDORuqhf9zDhjasNqzxJKVxVMygFIxawLgFOGWx544QHPIY7zHcAACAASURBVEuQsCxgCnELBsD6UR+TaEJV75/8Ovq/wGPXEbXdqsq41a+hqEuJ7YfdmJIDE8CnMa93xP9/FlsD6zElI5zFEqbA9ZyL2DrdgxnT6mUAZlAfJrx35aRVPZET4chguDRZyeM6H7840c9iyrAf29Ozfs68X/dmzADA73na5/mZ2DpWb4LrCWS8SjKlHNUnAcxgrGEe9k1Y9O8fMY/9d/zcRQI/IaMpEemba7Fwu0rPmtjeutCvez9mID1CVDAs+BxfTOylKmac9GMYi4/6tc/5tSVDVK2hlImAlf2YMXTI3+NlPrf3Au277mJhdpZ71q7loqLg/KlT7FhaYnj9empzc9T6+1lotailRFmr0RgaYubMGbY2m/9Db70g+PlLLFXxkSc492l9rCr1p/Dw0PtNRH9pHXcB39RosLbToVKr0Wg06CtLUlHQTomlomB9UbB1YYGzt9/Ozy0scDjLx6puV8JXQlCe+BgW6s49+IqH05Ubludc0EtHqdD8CXpbtr4AQ6ouuQCvlWU55+PYhKGmnwiB2o8JjzxfPweczEBdXUErxDuhpMSo1cGExUl6jZFRwvNUtGI75qmMY57EEBbuXvb76XsyEsDC2N20SIo+7ZAZS9k4Wymlusr4COBi9xIrni8R6PaUgsIW6CrZapb/JqWk/L3CsiWBm4DoN9+HCc0FIr+tQwx5rew+yQ2JDkGb2sbL5bxi4QWYgH8T8EdEDXSJrQ+BEVtYiLlOYDtOYUonB6XVsLU2j0V5RLSzB1trdxCAtiuxNacUzqh/7zYi1aTw8zMwkJj4Go772D7mY1UFSCKAjZrTtT7W0udpT7J6fRlvB+kFmuldD/rYBrOUVQNbm7v9mvuxSN2zMO/2mL+vV2MsfCUWBr6UaN4jQ3st0c8dIp2jPfYOLBT/IeAtGC2sjNi6j1HsgC3Cc5axIMNrGlOuL8aiYAd8/IqK9GFGl1royohOmGIewByXo/75w/79I1hUZpqooFA1heb/vRhw7TrMoLjNx965+WY+/+pX84yhIc7X6yxOTbFzzRraRQGVCs2FBUb7+1lot6nU6zRrNZbn5hgbH2eqKLqgYK3FOmZgCPW+iOErviGPVaX+1B7y/NorPm8Ct09N8fKxMdopMZgSjWrVLOuUqHc61CsV7rz3Xt7znvcYwtUFh5SEPLsBIhTazPLgeQ5zCAulqrynTqBmW5jwkAevGnYJrjks9Po5z68K2DPvv2/E2aP8/xXM88kpZBdxEN6KvHXKjAyFqvV3gckEDLsbEwrLRKndMuEJNonyNjHoCf1+HgPlPOhhVL2PAivl+7q0wIq5zpW7PBV5242U0npMAM4/wbWkjFXqltwbrORKX4ZN5tlLucgYkIes99smaFeniZaTArWpjGkpu1aRjI+d7JkOEMDCOma4bcPAUglTOu8lwGSXY0pcjX3OYd6n2vqqEqOFraExjMZV+A+wMK/aBl+EhZp3Eumh+/2aMlS3YeQpNYwRTbwD8rZ/P7t2nV5w40pqUClgVWNsJ6JDDxDrQ2V+wlHIIFjA1lsTGM0iPkp5zPo512DKrYl5sl/BjKYvYEQod2Frc5/fa5f/LoY8GSOKQMgwU9ToPuB5GIL801gd+R8T+0AdCWXQNImIwjKxf9b7WFQBcdrHc8LHsAGLCl5GGP3CrvwD8L1+3iM+l4/6837Zn0UAyX6iyqSCVV3o+S/DjJ+vAukP/oDHrrmGr+3YweVDQ0y326wXRWyzSV+9zlKjQb9Tx1YHB5mdm2N8fp41w8O0UmKEXtwJfo/DPp/aA99wx6pSf2qPvGGFcqMdYLksaU1M8KmU6Gu32VkUrG+3xZRmubC3v513f/nLNIk8etsVnbxGCS6hVvPe0uswQahDgkwhr5ybWd5R05UOBNjpZcDfuxKqYaC0RYCU0jp6udH1zEcI5aMjAdUUrGXt7Hz9vfBnqBNgsudiocwOJnzO+z1nfUwquVMdaiJoS1WiM0wYGaqPFjd+JWRyl1lNXlrhH7azeS0xT1Z5dIUVa6X3ls8Pn7O87l2fFyvP9fu1Hid6IUWXg8ZU860QtN7jaSLXvD6bX4ECIUBlCXvH92Le1t9iAvwYpmC/gnmCf4kpD83Jw5iQl5IRHfAQtg62EAj9AUzpf9HvfYmfcwXhLd9D1P+vJMfZioWs25hx2QYmsbIqMIPgGIF9KLC2qyurNVTadwlRdnUGU+IQhEsygkf8ug1g2EsiVYaoGnHoBWSW2Wf6Xbzkx7A8+xf8mT+DGUbnMOPpCBYNeBamHGXMSX4oLaUqEL33H8SU6uUYgO6VGJe80gnKm68jmt0oty0Gx0GfC3Wsa2ApDrEIQhh0uzADewvBRfCXwOuIdIfY/tQGdyshE9oEr0YLK9f7D1ik5T49W7vN4vvfzyfe+U62bdlCdd8+m+OioO0tWdtLSwxVq8YHnxKdWo1iYIDRdpuyWu0aeDXMkJr3se/EjIh7+AY9VuvUn+JjcjK9H1uwatlYADPtNvuAk0VBx9sNtgHabYqlJTY0m8y97nX8x2aTc0S3tZycQ0JrHNs8ao2p2ugzBFCmQuRaVf8tYpQcBAYhkAYwYfpVIqy3gRBW67GNcjAHgj3ekYIERYosB6TJMNH4JOiXsBzrUczrmMC8CJFsyGDq+LU3+zytJwhyhnwedmDCVX8Tu1jXgyuDIEeKNM/ra+6lmBVyHizLUqj1CsaHn+fJ+zBDqUsEk/1N3r+IYqSg9TxSUIU/s8CNiQhhiv4WIn2ieW1kf1Mdcz37+zlgrDQiniqm1L+MKe9xzHu/FPP8/5N/R9z6ek9SlNcRqYGqv68R/+5+eqNVjxHrUJGmKmZsbsCUbh/m4XX8WR8gwuBScgNEVGKaUK56XwpDX0ooyCbeE4BoE6qeA7liXsquUcHWzUn/21oCn6DuZglTyOrQ18QUiMBZC37uEJZWeMznZRhbm0OYoqxhCnACi1Soc1y+52W46t8vAO8mUh/vwkB0b8Vq27XmXoYBAtVgZ5jgB9iByYqzPm49643YOjiIlfeVmMGxzefoNLGmdvr5h/w6d2Ny7xDBdqlokipZ1Ifhv/t5hzDA5l0+zws33MDFP/MzfE+7zbb+fi5ut1mqVmkuLjKUEtRqLFUqtPv66JQlG703e6tWo5kSVaITpY4qtp8+tHdv+bN8Ax6rSv0pPLxf+h9gYBiVwVCWFhYuSx4tCh5ut034Vip0lpepVatsWVjgP7/61dzilxoiLO6tBEhLyuUxLPS7nCGcc09FYUgJBikoCTOFzQViqWIK/QFs4ytcd7A0qskNfr9/Sm1o3sNbR44AhwB05bnMTf7vXgIQJ8KXGoGyrmECQCHPcaILm0KQg6W1Ad1AtGdVKFXGTI4pmF/hLWueZOzod3XYk+ekMkAZKt2StcdT6lkIvp2MAEdjUjSg5QpXADb1Cxc3PUReGsJzVmgYwnuVElBU5lLMGBRh0LOwmmjR3h7DaDx/kMjPi+TnYqKrl/KVUioi5nnUrzNOpEoOEkrmAsyz0zpWCHy/z+sBTPhWMUWiaEw3PUN4YRBMc5cS7GwLmHLUPCSCb13vUF3JZKBonfX5Wq9h61/UsGP+vB2sYdAZXyPyhAVkFDp/kehSqGqKb8E8xUeJGvE92D4+QDDmNQkeBhFL5fv3tf6e7iGaqdSwiMZvYCH5n/TxvhDLgYs3QPOued1IGNBXYZGYNZiSfxRbg1sww28Yk0PnCANA3eu+xZ/h8/78m/ydtomGQVqb6vD2WgwXcDHwH7FIzGbM8ErXXsvov/t3fOf4OG8YHKQzM0PFPfRKs0nf8DDn+/sZL0sqy8vU+/popUSnUuEUX596wd/hXcC37d1bNh/n70/rYzX8/tQeP4ktYNVyNtyGamJh9gvLkjMpcS4lykaDaqXCQKfDwtvfzj7Ma5H32MQ2osLn8nIEXhHwqsgBa+4tyvOQ8qlkv0ugqTnEGBbS/DxByHIQR92nlDZiwvL/s4WhKzfRguabp5ErOzJFRniXF2Nhd3nxyhPr3B3+7E28/ah/dojecr11wJEsR67Qtep7pczl+bexpiH4fZWmUAhUFJ05yYx+Fo6Uxs8tsnSDMBH5/NT88wq9h9IQmht5Q8pTV7Pz8lrqPOQozmspu8uJ+my1UP0cwc8uRbgbKxn7YayZh9pmlgSfvOqONZazmNe2TBg6GoeiR9dh3p4Y+04QYdEhDCSnnL6wKPKKVTqp8DyYsngEA8kp6rEM3JtxFlQIg1iguKOEt59XO/SVwfonLoHcS4fgztf8L2brSkBA1WJXiNrzPEI2B9yCKcUbMeWitreXEtG1IwQyXe1EtfZVjnaVvyvtZXXT+398PkVY80PEvhdCXqkoYQTEyFf4vF6NRTXuxrzwUSKMf87fldrZKpLVAv4UeL3//llMrvRl9xFPRZOIYPw3rFXszdg6WcKiCiVQfPWrjLzlLfz+z/wMczfcwI8ODFjkqdmkv7+fVqXCsN+jXa3SWV6m0emwMDTEcvH1Sa46wfNwPWbofEMdq0r9KTomJ9MOTOAcxjbSN/mfBFwpU6JdluyemaG5vExfUTBUqTD2N3/Db9x9N2BgIm2YSvZ7QfT0HiDamy5iICd54W5IlKpRl0esFo3yzpfLsjzinuw6zGOrEw03wDbxVZjSLIHBlFLOgQ4hcPLwep4S0FG40tT3JBBFj/ksbLP1Y8L7NNHdbN5/nvHv9mNCRvORCG9qlKC4xT8TKj5PO+QhTs1TXqamQxELfUfeeAu6gDgB0zQHCutK8Ou520StuZj7hImQ8aHrjWCCX/MtA0QI5oWyNI/Dv38Rpgh1z0UsX3ner6V5kudfYqVmb8S8vjdjaGg161DN+RnMi5KA3u7PoW5pAnNdgXmfKq2bIfLTEuzCQjQw5aH5niCqFx4jSuzA1tYl/mxHsP0lL1DKeEtKqePPWiE8742E8oSIWkjhLGXGVU7+UmbfyVn9FNqt+zyeI/LtwsDk5YOLbmCvJzzcHVhe/UF/5s9geffDWN73hH9+DdE0RYju6zHjQOtECluplqNY7fqbMUX719gaWCBy6jI0VP54xp9BjHQygkQDq1I18SGAGScigZJc+TWsBHIeU9R7MANOEUaF3s8QTWTej5HCvADDHSj6MQO0220G3/1uPvX+9/OCapXBRoOh4WFIiXq7zfrhYeaB+UaDYm6O8ZERWktLDGRMc33YGhnE1s4i8BpWlfrq8T9xXEIorfPAF8uS61stxjodWmVJy7ndt9brHBgetgYJhw/z8x/+MA8SZSBkP2WpS6CLTlJecNs/HyDY4ja7AtWG6hAUs1IeZbLmKxM4+pRQHsrrbcQs+LVEjkoIU41vZV24xpqXdkmZrsxjSvleQYQxBwnPSmFiob6XfSzKK487mGkIU3INjyoc0f0zgKHmNNE7p/LUlZKAyKuqZlcKRGFuNZopss8Vmtb1EgbC66ZE3EsvfEzV7Do5iFDPukjWNMYNAaUhxoAbM7BfG1MSD2IVBA2/n0qK8ujEGswz30yEw+8Bvg2rf/4CEcmREhRyWCjmUcwDz2u/H8C8yx3+jvC/f5WIDklxjmJCX1GI+zBDTkC86/z7pc/DOUKJaO0rL54bmGsJEN8wtqaUklH0RO9JIDkIQ0wGUdXnvJWMwljKXxgIha8VgZCXfgaLjhwFxlJKAoYpvVHBDJKzGPXuzT4Xt2AefL8/5yym4Hf7ucf8mV+KNVdRNEnGet7sB+BP/L7fhyHVvx/zghtEykQKT+m5cb/nLoKWWkb+AQz7cNznchO2frRnz/n33+X/DhOgVVE1nyZ6NSRMxnwKi2z+HQaObWNRjDE8KtBocOjv/56Pv+pV/Ahw5vRpqnNzrL3sMpabTZpeylaooxtQNJusqdW6ZD5yinZja3NicjKt27u3VArnG+JYVepP3bEyj3yu2eTWToctfX1sIwPotNsstFr84cc/zp2/93vd3HBBpggEuvLvyCuVha663QGi61cihJnCoCKjWAkG2wkMlc7L7p5jwjz4jpfCzRC9vsU8ptCiFHteKiYlqRBznkfX78o9Q/Cp95dl+TV/3i7anPDkcnKJnEFO7R77MWY8eev5O9C8KRQpjzuvjdfYdG2FHWcx42DJFbFoehXt0D+FNfPyQHxeda88DdCXXSfPg9eyc/Sex7A6ahkHTUzI30xvFYHmrO3zWPgcXUrQpyYsBH8C81aOYAp9DRaWn/RzlGaoYEL+Bp8Lodr3YYpIVQdj/m8TJsyPEj0GhOIXqE50pAKTDWDeUz+mnB7DBLtSCPIgW/QCPeewiJT4G6p+3z7C21S0aNTvo/y5KFVlMOTGmSoBunsii8ZMZ+cOEe1ttbekYGUwloRRpbEopfJJDMPyFQKkOIBF9+705zvoY5fsUEi+jzA2c+CrKiA6mJf8bRhv/KcxxPkvESFzGT+Dfo3TBFbnesyYP+RjvB8z2kYIcKBYA+VkTPuc/DTmgf+Cz/dRP1d0s1uJnPwMxjD3XKx97K3+7vR8J4GNH/84D+3cyX+94gp+rFLhZLPJfLXKyOIig4ODNIqCdn8/880mw2NjVFIilSUNt3nFIyC5dCHw25OT6ef37i3F7Pe0P1aBck/RMTmZXoShUqeBubI08oeUYGmJerVKtVJhvNXi6A/8AP/+8OGu5yIBUyXCsyLZkMcki1f5KimDKTwslrGgqYc3BNuUPmtiViuEkMiRwnV6eyTnimMdJrQEwlPYT4e8ISlksYpJCQq9LeFWAnsxBVUQdbLyJNR/Xl63vC4wZfUg0fKzA2z0lILK0jqe717GBO5pgjddee1S5wIk44dvYqHxtt9TnevyHuES5MprSynrneVRibxUCXq5xVvZeRWs1rePqB+u+XtS4x1do2vYZSxxO7EQeg6CvB+40xHvKs+qYAp4BsMxvBXLwfYTyGytl1MEKGsIU947CdzBPgK/sZTxGgwR7UkTEYUaxMLsIkpRw5aHCbCY5uw8ZkyeIIBqwomIk0GGlYypEQKRrnC/jMU8vC7cwprsM5VQniKY3eTBK5csgNgQpqRkjIOByhaJSgBRDOtdam+KLa/EDKYjROpowN/BFwnvewD4eaxtacPncIHe/L2AdYrM7cWIXVqYIvs9H+MPYGtiyOdpl8+fyJrmMfl1JWEgtYgGNeqfICNun4/jJLZ/T/v9ftjHvAED3V3of9M7bBMVLndiJFcJiyjckp2j6OKW172O6178Yl4/MsJcp8OFQ0NQqTBbFHTKknqlwkS1SiMlky+VCov+zrRn6j5v9/mz/tTevaVk4NP6WFXqT/IxOZnGgbdhAvlyHGFalrRT4n7gaKdD6nSolCW7Dh3iV97yli7ntBR6HnbXv3F6a9Ony7Kccg9Ci30ZqyPPa9mLFQxlIrRQ7lNc8bq2SpJKnKmtLKP/cAbeqmGUqKezv+VKXbXgeT92hW8hOnIp9HktFo5U+C7nARetZV6WJ9a0jZhQVMvKWUz4zJfGR665VM5ewlo5eXk2eXmZ8vLz9Oa9dZ7ytxWC8Edzl4OvIJRHjiso3ZCQQdSHEWNsJKIHS5jAPY8ZXocxZVL1OcqNvM2YAl+b3esEVneuDb6UPYciElKA1/s5P4YZhp/ABOznfRwqJRvClIwMqmlMQbX8b2IQk/cn7EfennYPEQ2Zw4S8QtLbCIT8qObKf4rIpfC5UOhd+0bGqt73sM+ToicyYlSvL2MrV9YQERiwNXAaU5CbiRIsKUEZnAcIdjt5zBuJ0kMppQWfI3U23O7PJOWr9BNY1UcFU4RXYkbrMZ//b8Xy72eJvVEn8vrnCaDkRT4OlXnquX8aC3f/AsYWuIAZdY/49yQ/VNnwIr/XI/5s92HvTSkm4XEWsHda9/k7jiHvX+j3kUFXYp77JnqxIv8nhql5LmZ0nM7uIWBdDahu2sQ3f8/3wOWX811btjDeaJD6+5mrVKypUcfe6GKnw0JfH+dW8MIPYZglsU62gO/9RkDDryr1J/GYnEwDGPOWwFijwLN8ihspMQjc1W5zLiU2Li5y2xvewAfOn6dJgE9KzMqXByuLUtb8KE4TmtU3dxHyWb11whS8lEqXzMSF+9WYsD7mf1aYVl2a5F3MEMp4ZQ66Dxgoy/KcX1/831J48lx1rr6nKIAMlgmiYYc8Q4VCRceqdESZUlpTluU5V4prS6PpXEuEYrcQykb3kBFQ+v1kjOTgNQlW9QOHUEZ9ZVku+D1b9BoJEm6KcChyITSxqHp1rwuwNSJl0o/lm8V9r+iB2NQEGlMddxVT9Orkdg7Llx4nlJxy5wrjS7E1sMjGDkKQP4Ypgu/FIiWfw9bZYwSFsFqhHvDxLfjay0so+wljY4jwxAUYy3naZWhqHq/FDK05/5vAeW0sGnDEjdU60cioRnQmk4HYR4SF83mX57kynSO8g0L3YmFTdzFFRNSkR1Snff5+RUMsA01Rmw1YVGOtP3fNv7fR39O27H11U1MOqLvIr/s1//swpujOYLn0DxLpgeTvREbEEiEzhgjyJoEGIVIf12Ah71PAj2Pr6DSxF1RtMocZjWcwL3zCr3+CwCXM+DPdiNWd5+u9wFIJL8TY7+4k1sc5Qs4t+rN+jfDWP0msGfy6u4h9c/GmTXzxHe/gT/v7WV63jrm+Pja32zRmZhgaHuZMSpSVCq2+vu7zywj6RyL6uB1459695dMeOLeaU39yj+dhwvaQ/38GC3vtSYl1rtyvT4kvLC/z+7/4i/zN+fOsxTZ+heANV95HYVMJ/zrmcbWSHUX2twrRWQ0ywFWWK3bGunQNJlBOZOFa1dLmoUxxjA8QCkw5wa7hkIz4ZYaMnCRjYZNSzGuwNRYJzF1YSG/E5+IwwZi2JCPFxyrhDN6v2b1kRSqksPNcZpUotaphQljsdBDemgwNRSrsj3bflZ61QuUFvYQg8ujlWWzD1oQ8JzBP5lYip67wu95d1Z/zKv/sUsxTGseMsH1YhYLGLyWVkxIN+L8Rv7/OSVhf+0+mlLZjoe4ZrCnI2zHhq77bwwSFsFjChjFKYKV+xComz/lGAnw2h+XrFUqWt5/37e5gSnjKn01AM+FCtuNRlRStdY+58VrBjBMxBh7EjK9jviZqPmeJaOqiOdLabNFbVtj14B0/oT3WR1CLCmSnci6tfd2zwLzUzdh6Po55seo1sJ5YY7pvG2M3rPj5U/4uvoito1uITm9aW6f9msrHq4QPevuyCyPQlQE+z7f5+/pVTPGLZlZAPuEctmGKv4F51jIwt2ZzICDrY/6sauwyRLSc/Rjw3QR7nfZtxccjg+rD/pwvAf4MWx8CHy74zwlMTl504gTr/uIv+OzrX891s7Osq9VYbLVoVypU2m1q1SqNdptqp0PDS9wGMcMh5/KYx/rEP+2V+qqn/iQek5Ppt4lyKgA0vWXJYKtlJA9338173vY27sIW9RS2WZYxASzQS15yJmFRxZDdOTubQr49SGtsMyrHplxxM6V0A0Yic9oFiNC9QkmvJYArOWJU6Nc8DC5mt2H/KfBQjkQuMi9I31V+MGElPPf686/BQnISTnlYToaE0LBCtAqoM+3e7aWYYJHwllGich+NXTk//V/edh7S1T+h26G3HlwGi551BCuzUrSiwATPAcKoUDhW95vHhOCF2Xd2Y+/7CCHsvkjkSZU60PVkaG3AvC95z3OYgniEXo9T4fTrMGH7A36dP8cMiL8lQJdTRLhZedV2Nk8XEGt1HnigjKY5Q/48c/5zDdECFIJDfQNmCA+tSPWMYGtLrG1aWzI+RaSjlMgeH2cLMwxlNLTp7RWQgwkrGP2yiH6kaFQCVxJrro8o1dO8TBFlnLkhuZV45zME+vukj1PPqUgWRKRMBmof5qF/yf/+Joz8ZT2GrTjucznm7+sgUcsvWfJyrGZdQNfcUVC1zFYsAvRBbC++xZ9Lz7MFM1C+jCnlv/F5vgFTzlVMcVexcP9j2J6UPFKK4tn+fG/EDMgmga4XGn+3j/XLwMex9fZpAkR4imgCdMTHth2446Uv5dff+lYuq1SYaTbNoVlcZHhwkJlKhXZK1Pr76fj3zhLGjrrL7QBes3dvpCufjseqp/7kHlvoZftiepqRToeiWqVVr3O+Xmdw1y4KTIiJ2azlnq1YwyBAQ3kJVx9Ef/Osrllo4jzfO5cp/yrmod8EPFSWpSICdUygSaGv8WvMEIpB3qfy/XnJl8Lac9iGU/5b5VcFdFtG5mVjqnHdQ5TGDGCCRN6EDBKF6uV1nfO5GsUEiiIVKVm3uAOYQDmHCVEpIAHh8hws/neFa+XB5TlW5bhlWGiO61iucyw7dxZDa+dIeIjcchtbIxdk1xskQrKan89mc7GICcrzmk9XQP2Y5yasRYEp+8/7NeXF6xmrBDHKHiyP/qg/+zWYsAYzdG7CytnGCVKadT7OwezZ5oh+4EKlk4wdT8amwFwdItd7Erqd4K7Ay76A/pSSIkYFJtAPEfXUUuzCVAiwqPm9i1i3e/xvTUyIi69d7IR6N6rvV+qogRkZJ7NzRHMso+QU0SxIhkuOcRDuY55Yu7MEsPAxetM0yl+3MKNhiMAlPICF0I9hyvxhDHtyA8Ff0PZrjhF93hPmhd9JeMK5ZyxDbCu21j6FEc58wOfxxzDlPYHtsyFsDezHUjZ3+7xupdc7P0AwPG7CDA2x0T3q3/1NrMvcfyC6TOZruI1562swb/1P/HsHiUqXc8Q63wBcccst/M4b38jPVqtUx8ctYlarUatU6K9WabdalJ0O7aJgi487PwSIFODwaXusKvUn9xCxhnfwgtFRK7VqNqk6a1xldrYLBGriSjsDmYl6Uzltha0HCdrT3POt+zmlC0mVyciLVBj+2dhGnHNF3wWw+f9l7c9k35enrLBtjmbPPVqBt8YJ8JUiCyXRcCQHrY34fb5Kb85b91EplcYpwdhIVlM/jwtVjzoomtHENroUtbzMlV61QvAdzMxAxgAAIABJREFU/3uJ1XW3fE7y1MEA0dFLRxPzauaz8yBy6DUM/CZEdW7Y5GV86huuv0N4sPIqOxiAajdASklI8Xv9OfKozri/C5XpJSy9sZ4wWKawMONhDJX8a4SynCHYBScwJaT3PYMpcZ3bwssefVyjhJGzQJDcQHjMXWWaUtoJ7M+wCjOYgJ73Z32IEPZlZsTmcyMCHnWkUxXGw0SUaWs254cJo7Tl120BAjvmEQF53wKYriNoZ/UcqoboZJ9JqSmSNeLj2EFEpXRuvqeUGlJHPq2XmzFg2/2YYdUhUOTrMcUvkOKgz+FBIsJQYGtYhoSiHEN+H4H+prHc+guA38LC0W8j8BBa16cxJXsUU+K7sHD2FiLML4N0DDMELiMigEsY693PYHwIYoQbw4y4OtZI6DaMZvsNmNHRxuTmAraGNxG1+6NLS9Tm5ijOnmVu2zYODw7SNz/PmvPnqU9M0N/XR6Xdpl0Uj8uGuc7fzysnJ9NH9u59+oawV5X6k3t8Bvg/8N7CahWYEvT10SxLinab1tmz3EFsNOUrO5iAbJhs6SpGKaoBv4c85bwMKgGFhw/F51zz6yTM0r+jjO5qyuNqDGv8vBMEOj0v7ZLHLiBYilPKTrKe37KypfjkacgzkGeVsE15FcEPvR445dcaKMtyNgXNp4SbuNHlISl0vuRh3k1ElylFG8bJygOJ6EHyOR8ty/JRf8Yi+7kN844FKOpgQksCvVv+RkQy9hDoa72XR/2ccbJ8NtHSdMSfZSR7njbmye8iENVrfa4UdldJlO6v6IyE+BpgazJmQfyzA5iyXAauLsvyK+4lV32cA5jA3I4p8qt93LfTC/SSVyUDdtjXWT+WGjrspYNdg5VYa3oPKuXKozYiZpHn9QBhzAKMJCNwyVMoFSLCk3vwSrVozpUP7mDvVuvwPHxdX3utZRlJ2isqsdSaGCXK2pYyg6OGref9RG+GnNdf+WpFdzrZPdXbAHq5JBSa/gr2bvf7vM1giv1qLD0z4d+fwrz00exdaT8pb13zudWcat/PYkC3mzD++M8DP4qlACQnVHKnvP2Uj+OAP/sGon/ARoKwqoMp4asxQ2UD1lvgT4ioi4y248BHfe72YoA+ta9VYyalkxaAkbJkudPhsaEhNp85w5qREc4ODnKgUuH51SpzzSZLRUFZrcIKJDyE0fpGn5O//roznibHak79STwmJ9MWLHw1W5bMdzoUlUp389Jqsbvd5jMvfzkf8I+Ws1pebbpRIowtb3gAOJ+jwAlBkW/+FhYqVEhRIJpbCGSwwqeyvpXfzEFj8qqlALVIus+CK3T9J/WSy6hxioTFACYAFHm4HlNsc5gimiOoK/UdoZI7nltVSdwWwtvaQOQmxxwgJRQ/REhQ9cOy0IcIVHGbKD2UJ3kEE5xKBeR5T+W/dQ/8uvf7Na7Ozm1jCnOa6IwnQ05zNUq0Ia1k3zmMvZsWUWqkfLbmNs8vq5pBYe4T/nzd/gCetrgMMywK4A8xwd3wd3AWE6avwND0VX8/x4gws1Ij0Itwzlv5QgjnHnQ3gV/Y4HOstAREBKfPxyFlp3uMZOdKYS8SuA4RLMnL1jWV11UEQYbBFiK9cJJoXnSG8DjFl1/6vWSIrMHeqyJh2iMykhWl0PNqXQrxvhIDIwNetfTz2eff7Pe8AzO6tmHIenHlD2KG2B0+5nU+lhdhkZWT/i5UVy4E/1ECa6B5rRL16AtYHv9XsPz2r/s19mEKcCeRjx4joojCBshb3+TPLXDhGn+OB/3ZRjEmuVM+9mmfn02YMfEhbM99HNubSjuUfo4MlMob3sANz38+3378OMWGDezbtImxSoULOx3mq1VaRUGrXqehrpjZMeTjOYqtze/buzfKdZ9Ox6qn/uQep7Fw0Y85i9EUvpnabUaBO9/1Lv4Q20T9gJDn8rwhQCMQG70ObEgpqbwMoownt8q6JWye17wJs+BlMJRE60V5QZ0sx66Qvviw85pNhXglqLq5fQL5rN9PYBb6KaJ5hELc2zCBN0eUMwkvoLaMUlgaj4SDvDBt4hlM8GzFWOTUxUtC9gwR5lfu/Prs2Wr+/S/QqywUWdhJlH5J+J7GhKdQ+1sxgXC9P+PtGTJbCkXzP4QpcHmp+BhvJ/L5MiTUmW0RWxNiZJP3e0H2PvowIS8lOurPKhBQgSGrL8TAcesx7+ezmPJWbfaAX+t2LPJwD6b41MRnGTMu1VVO70MKVJ6zPHN1qWv6WlGaZRdm1Mnj1twP+vMp4iIDNlfgamAjxSnucHnRilzoUGRJ61OGUofessedBG5DBq5y3Ed9zqYIQ1OGAUQUS15wP+FJtjGQWZNognLO52qQeO/iztd9ZVg3sdTZr/v4jvl4noUZkuLUP48Z8A9hCu952N5XGuwcsbcUxdpIpL20rkqfW2E8/hgr/fog8BfAL2IGJ5jxeZXPvYC+amss1sHRbP4UyTuCyYF+LB1xI1bu9jEf2xoCIf9nPsYXAO/xZ5zEImlfI3Ao54HNn/40t7/4xbxkdJRieprNO3cy1ukwOz/P6MgI57yzW60ojAgse38QFLxgJXx/ytPwWPXUn6RjcjINYX2nLy5L8wrKklNFQdFuc3Bqik+9/e3c9/DDXeWtGloIRaLNLRCcAECqEx+lt4woR/VCLM5BDEjz9xnhiLzAtn82huWQz0LX084RvMpj9li0nnfM8806XwaiPBcxgh0mDIEqhna/xc9dS6BQFWqW8lYEQr2v5aWrFGYNAbxa659rbgXs2uXn9REkHbfTKzzHMeVwmX+nk/3tEFE+VccEmOh9AQ44a52Euo4xTJheTKRNFEa9B8+ZltFNLCerkbEhcF/hzzGLKR4wAb2fWBNLhFCV0K76fO0kFNsEBn4aw8BKb8zmT7lchclfiYVIRwhh1yKAX8sZwFKKNAcgqkWt7q2/bSVSDXOEZ9fGkPcP+/3rZVnO+fW13srsuvk60bMLfKgKkpR9L0e8C3eynH0m5baVMETltR/y38UjoDRLvocrBPB1K5bT1rhFnStAoEhxlom8NkTaRmssYcbiOqwEUjnziv/+UsyTlbEzgK2Veczom8QUdz/2ju8lKi9EEjRKr4HdTxDWqFpAa/FtGNvgb2DKHb/ubh9HHUPRHyZaIGsfj/p9DxF8Bnt8nnb7nFUxJS6ApjAWd2De+uVYqP6wP+txTMYs+n3PAn0/9ENcd+ONvH5xkf6LLqJIidnpadYNDTFTrdJst6n29zPvUdTk7+AhLAIBQZr1+r17o1/D0+VY9dSfvOPbMaF0qCxJwLbFRW575Sv5XaK8rEZvDjFXdiUm6Dteg668W1EG//sSUeIk77aGLco6Qdv6DOAzZVDF1gCynPqofzaVAfQkBPGxdPLwun8vV+Y5MChhCP6OX6/u4zyMo2f9b88GJsugXJWXJwEpUJGuXyVykBv9fjk5TRtvrYqF53YQ4d4Oln9TI4+NPp5BLDensOsaLKLwEKZw5R2uw4TIdp/DJuYZLJB52lnq5ArM+4BoTXtfaZSsVWwN5NSp9azEb3mFEbeEKYiLsHWzFQMUHvDrn/Q5FJK75tcfxsKaUpKHiajCVqzcrJVS+lkMoDTqc673IIIZ1drLs5Ihpy5k8/7suTetNaMIi8alddUmPDihwkVIVPVxH/TPSwwQKXraThYdEKCr3z+f8/fTceOrSig+/L6LmAMjvIrekWrKxQS32a99ljBIK9h+Op89+yBRygZBRKO1Ku+7ia3LgwQJjXL0wlTMETS8daIDnMLvL8YatwwRZYoq9bvFrz+NGQxz2F5QH/RBokb+PFat0SDY6rS/FWFQ1Ge/f3Y6e3cFplj3YXnwl2OMdNP0sgGe8N8FrIPg4CgxI3OGiEKtw/bVacwbfzVWwqb8/zGsxLJBRCyejYXiVRUyRhggaz/0IT6dEtte9jJe1mgwWK8zNzDA3NISg4ODzBYFreVlBgYGaKREvz+TFDo+9nWEQ/G0OlaV+pN3bMfrUjsdUkos9PezmfBIBgggiEA78s7bmNec16sqn6b8uELx8oxFpSo2K7ANeSW22esOWFI5izjkJUzV4z0HxglV3wMjSb3dw2Tdkn8vpVRLwVEvr7iDbdY1yTqmPYKVuMnbEnJbYfeC8J6U85YS7SMoRHdiYWSF7NW562YC/LeAearPJLywizAF/iBRQ4z/fRtRY15iQvtOIgcLgfSfwBR+dwqwcPJ9pVHGFplxJp7+JQzMKBIaldrp3CrmuejZ54EHnWFs0RH+AiGmlNI6n4cxglpYqQEZC1o/yo0fTCk9y69xnIgAKU+stIsqAip+3mZMaYh/Qd5uNxWjzxw0qTXaIYw9RW4OZPcTvkDeu7xTGQIiGmr5WpaRp57eAqeVfk7N8SRdnohMySdPz4i4SGkalRV2CGCbUNiKBlX9+VXWJwWdgxXVzCVX6JuIkjOh26WUhQJfQ28Ivun3b2MKW/iHHL/Q9DFrLe/GPPNHCGbKI5iX/2WiGuQRn+vLMYNF73Hex6bIWc3HoPUuI7Hm1/sY8BPAX2KNYT6ARbGEQygJhat3Oo3tKe1LRVRkrLQwRf0mzJD570Rlw7uxNNH7MUPiz/1dKB1xBSYbNgEnOx22fPCDfGhiguuvuYaRWo3Rep3G8jL9KbFcFJZKbLVo1WrcRbBq5kdJL2HU0+ZYVepP3nEPZmmerVYpy5LhpSXuo1dY9BFEHPL2RK+p7l/KMybMk1rMFMOsPDpHiKtOto1twm0Yxac8X4W5tLHWYZtEHgg4JenjPVAGfsu9eMpegFzFlXSTUMwQQLemC94JTABBIIeVhxTSH0LYjmJCYRjDBixgSmwU8yRuwYTQEWwdX+rzrzlcwhTA5wlmLJXqtTFlr9z5OObVf4GoS5dnuR4zlPL3cgwTOhC5357aVjfC8shGpYwOb/rsQmAgWde1hEULdP8cYKZjAhPgmv9HiDpxPVde0y1+/Wf53G/FaoNfT++7EhZBlRhNH8sN2LoWXzr0os+1rvKwew7cTECfP98F2HvrZOdAKEiVgEmRQKQRRLerCMYsYZD2GBY+7/LsNU6B1mQoSvE0Ce4FCCyDMCaK0AhoOUN47BtwYwFbg7rGAEFU0yCMCEUGhF3Q/VVyJvmgNEINeC3WUU1rupFdV2RQLexdbcXW9N3YXvgSAaB8wMe9HfNI1/j7OIsZBoN+rdNEHb+qa8jmS3O97OP6FNYc5hUYZ/soZlyLt1+Gilj9FA2axtjy9vnciaXuUqw+/S3Yu36UQNHf4nN8A2ZEvBLL91/t1xn26yz7szI9zZemphhYWCDt2MF8WdKem4NajfONBqdHRthfqz1hTbrW29PuWFXqT97xKUzgvhyg3eYf3v1u/paM7pQAq9UJNLLQ1crz6VAIrkGGaPcjpZSSe4X92IZej3lpNQ8zipNZADcp/wNECLANDKWUJEx1SFjm+aQyV/6unPKypMJPamfGgEL2V/rYFPYXuU0Fy/GrRngAs7rHMEEzh23qu4n83BrMc7yJyP8lf65biZI+1QonLCy/kyhVWsYINvTco6Xxx6taQIA0UV1+iQy8RygmKV+VGQo8qI5kouNUk531RBoBzAtT+88qwfmu6dvg37kgpbTL7/MwFuJcpDeCoBBwg6AzVX73JLaWvhNDvOclZopqNLKIQQvzqq4uy/LWFCyDmr8u5oJMobuxp7SEvNYaZowcJgBgOQPbFoLbu5ZdT0bDmMaHhdDVYS5XNDmAs4J58DkYEXpR+vOEYa32ngW2XmaIcPOC31/ERAWmOKYIqtvCr7GFKP17GNhWluXBFOWgVUy5nfbrirFRMkHYGYXhtxGGogyBGWxfrPV3qtRaBVsT01j5qohvBrFo01U+F/cT5Z7qvqZ1LhIYRSBE+qTSVFWMaBxrsDD+TZi3fgtmMLYxg13lj7pfg8A64GNZj+3LNYQhfRHmlb/Mzz+EGTrvwoB678OIcf7I38UwlpqSkaCWvMObN/ORVouXTU/TPHqUmbEx9u/bx7UXXMCBoqCztER/fz+dlFhHMCIKzHiCMO6eVseqUv8XHg6QuwpbFH8A/C6QXvpSwBalQn4SnmJxU0409zjms9pwleisVOgQ6PMKpuD6MY+thpFoCDyVl7+pthvdz/OrAmbl5WtF9hPM8+mOQSHksrdZTIlxlney6yRMSX4JE6bDfi/VFV8BjLkSU8nZfT7WKUwIPs/Hv5voD/8oJoSOEtEOiJzkNYRRkjBv5A6CUlTh/qswgVJ3RTGLCUHVJ8srgd7e8cr3yZtRiFJzKM+wDwPgaX7OEC1udYwQXsFGT1NU/btnCG5tNQdRyDofS5XwsBWlUVh5c1mWn0spbcAE35sJHnOV6nWwtIiIcpRXX8pwFAKWtbM1KqOsJ9Kj9E1ejlhaxzzhDxpuvChkLKMIwoOtEQBHkcsI9Jl75wptF2X0G8j3lNawztMYFBlSGmobQcKisO8pAsimkkeVSMpwmifKMSvY2lsPHPc5l5ffIprV9GWfkY03L7v7Dsxr1fuWsTiPGceacxmEQ/69W7Gc970EdesR//slmMEhMN4xv75Y1ETDqnD5BJbmkHEmZ0B5fxH+vAvLe78fW6fv8Z/9WHTwcPZ9NX45hnnU67C9eQW297f6+X8OfC8WeTzk37/P5/hav+dzsMYvl2Fr8yHgNf4Mh9/xDgZ/53d4ZH6eHcvLDMzOsqavj9mFBYbGxjhfqXBhWbJxBQp+BjOY3v10JaBZVer/gmNyMj0H+Pf0NvH4zRe+sJsPykNlQlp3sBIfeehddqMVwhJ6Nz7ZeaUroUv8nIcIobWeyBdLsPdj5C4CMRX+U+8/V4wQXrQO5YKlvJqYgM3PEXJXdceJaMYx779f6/Oh/NvdmMdcwzbzbszy7xCh0TswRS6hKe9JdcUjRHhcRBR3EQJHBsY2/yfhPIaV/Dzo91NXLqGSK5gQ1iGPSCFUgb1y/IPy/Qo7qn2qDKI8B5swr30XkYs8hYWo5YElH5MiOAJWFUS7SBlP512JitgFn9PbXRG+E6s3Vq2y6vvlbU74GE4S4XX8s4N+raOaDFfc5RMo9AIzEgpMAR33tdatpkgpbcM6rymqpJRBlTBq9O7EY5CnJDTnMtwqWWqja4wSZX4yXHMcS04006I3rz+C7aX1PpajhDEh3ICwMnrXhb+v80RufhNmON5PADjnCLxISSh6eck5uyOEYk8Ez4TesQyVto+5jq3r7f7MJ/2nykufgwHTzvp9zvp11SxI8kM1+BBsdTm/AsR+n8Y89Wdgiv1jwP+F7d37cQCxz7Pa9paYEbXZx3cI2zunscjaAcw4+CksunQX5jC9Cwv5v8N/7sL2kQyDw5gBs7bZpNJo8KGREX711CmKwUFmJyY4cuoUOzduZKS/n22dDrMp0cgU+6j/u4+n6bGq1P+Zx+Rk2oxRN54nFnu9LPmJD36Qo//23/IYQVWqHNpZQqBI8JSZkpbCzb2ilUJT39vj91U9qZTeGaLsaNDGVJ56nEeQl9fNnWVGhYRXnlNT3jyvR5fXpOu1idD3tdhmfgDbrHOYNV9gdanD9ILNDmJ5ahFjJGzDn3YPTGU4O/z7p3yM89iGFvOYelZf4/+XcjqClbOpZn2ZMLJyYwW/lli4UnYdKWvlBluYoZCH2x8lQqhkP1tYiHYim695zKMim9thgnlLc1r6nOrvql2XV9rAoiQqaRMXv9I6z8HCiQfpreXuEHXly0RNu8r8xAh2JJuHruJeWe7oh0ohOymlizHhXGTESTjIb46oX9dabPhPpRKW/LwSGHRvv52lCaTcFrNrtBxcKCMrl3FC1ucgNylCVY7IkNBaeNB/X0uUtW0kok2KYigd0Ofzpd8TwfQ2RhAJiWhGaSw9e8Jy6X+Wfa6qCAHkxJKY571F7PISzLtVCP86bH8IkPZFLC+tHgUjRERoFxFJUlRIaUBhZnI8gNaieA5K4PuB78Koh2/GSuD2+7UPEVgPybiD2J5+1Mciw2eNX/OXgZ/DugjKa5/FZMsRbJ+r2dE6n9vdmIFxz1vfytwv/zL/uHYtLytL0uIiQ50OA/39jHU6LJYlRVGQUuoajKXf47k8TevUV5X6P/94HlEvS1lCs0mnLKls2cKLMGv0GEE2IS8iF6rNXGlnSN6uYMz+1jUCMGXYwBZ1jnwXE9MiJphFIpFfP1dSyrcr/Kr76z7yGNtEHlzPIFILIe5zBS9yjf+GbdhxzPp9jo97P0FzCeHZr8HAgC3PJZ8DrnIl0MaE2Czwd17KVGACZW/+LjCF/7lsPDr0LPp9kVDgM1hKYiFF7XievlBIewC6VQ0Vfwfy4jRnyh1vI3jUVdZzmIgEKK+qfOsCQdJT+Niafr9jRN5vNru/0hryfOS57sByjYMYzefrifC8ohqKWqiqQgpG5UgPYbXQp+mVFeLI7zkyYFrFPfETAkq6ki09ktCPU926gl4G+h1IqNCuWPikOAsZANl98nepSFGZ/V1lbAp3LwA5B4RY8jSPHYJ1Ud3/8u/m87WRMNCV395NgOS0V5SLP4+tZ5H2rCfQ9Tm9ccKM4D/1eZAS1zpVKkJdCsVboR4Eiu71+3UXMMX3VaLC4RYCfHoPYew87Pc+6WOdIGr1l7N50Ds8RyhziIjTnxC15V8GfhgzIi72e0DgBOawPXEhtpc2YPvpAmzN17Ayth/HFPuvYYr+t7C+Bb/i999KyJUxnNJ5cRH+y3/hl17zGq685BL2rF3LY5UKzWaT0UqF5ZSgUqGWErWU6Ph41d1uVan/b3aotSAAS0vUazVaRcF8p8MaTIAPEs1MZIFKCTdXeOECiigsJ695pUd/DSZw5A1oAys3KNR7H0704Dl2IVrBlZ17WgLr5UAwCMSxPAUp7SswBQRRlnKHf6Z0wJWYJyO0rXoqQwDgwASjPPGqP/tl/szrMeFyD0byct7DyC/BSuTInvdmsnpvnzcZUSpLUZmR8oNi15ISWQY2p5SOE+FMKcBN2XVmCcWcl2+VmDeicG2JCaVHszkVLfCQf0eAQKGQ1WVLHrqoPU8TzUFkqCj3WyXIQ1Q+tgfzkKtYfvWDhOep7ynEOkzk9CtYZEeERB2iLbBKrZR6YcWhDypEU5f5FLTGVb/HprIs9/n1k8LymDIextaZmBO7IDwf7wiBVi8Jpa30liIXTTcMB1yh671XMeNAhprywmsJPnixPWr+pbREzCLCGdGoFphy1r5V3lkprcKvqb4FytXLAB0kShnPYh7iXxHd1vRsEHlzRX8gjECVd2qcmvMjmFL+Jqy6o4LJLkUSL8e8ZTFU7sOMkwLzejf7NceJjoxi11NqUekoRZMqmGL+Iazu/E+xyMN7/R1KVmnfqB59wq855uPY6tedwciSfgIDyp3D9sSF/tzPwaJwJzFj5REfx5XAg4cOsf0DH+Adl13GT37ndzL/jGcYpW1RsFQUdNptirLk0VqNQwTYUX3pn3bHqlL/5x/3YoQzANTrtDodq5E+doz7CYWfl0jJE85JOqR8umU5LpAqEoiuzKsppesxhaJyMAlalV4odD+KCQ7VqMtz6GTkJ5UVOXEJBOWO5wimJx1NzAJe458rBK9w+K1El7CvYetrI5ETV+hTgm8ceGZKaQoTbocxA2EjJoAuwSIiyy6Ih7BQ22l/zsI99kGiqUaVDEWdhWJXcoJr7Qt1LWTuICZcRoic7AP0IsaFDN6NeTIK3R/EcAKabykf/GexYnyFz/MQEcKECA+PEn27U3atDZgQVm6yG6b3qEbd53wrpjB+nSiBWvA5UcpB3qTIjFquCKXglJY5nFLaQfS7z8sdFQZX+mUYE8o9uAyciCXDckiwqzpjAFsD1ey7OcI/rzrAx5rnyaWEa74mFN3JuRWkiKCXP2IhO6dDeMZk4xMxzSimbCoEAFa18yP+u/a1FLNq1GVAq+/BKSKFth54PiZbJgiiKWEH1KxF700Gj8atrmVqtnKIQPXfiSm8+4i9ICNxD7Zf25ghfsqf62K/3gKBixHodsrvKSNIc6v33/Hn+gTWbe0/Yej1n8VoZ6t+jXUE+Y+okBV5mseMnwG/3m9iufoPYLn238RK6f6zP7M6Wx7DjJhTfp2i1eKxe+9l3733svkNb+B9e/fyzkqFwwMDnGu1WFizhnO1WleOjrGaU//f55icTDWM1OGbsU24C3i43WahWmXd0hJHbr2VfyAEqFjWnojkRajdLro1826EKE9+z0eIfLMoHtV2VR63cmQSmLn3MZiMHGRl/WVJMKjlfZcPEEICwlPfj4Xw8tysrpN3XxsEznoudABjgpISSlgo7i+wUJtygDuwTXwWy2feTnSS2krwuTc8VK4oAu49yrsEU3J13IPVw2aGlOZxjY9b83QfFnrWORW/5xYCaJYwBaRcoEKYeWOR3NhK2HoZxZSx0NCa7zw/KzyE0hJS6CoJfDgLIQtcJq99F1ZzXwHejglTGWyzbiDmpZW1siynXdFWy7KcWfH3uZSS6Hm7RilRwdFHAEJLoltXrtDBvDiB83I8Bz4vS4TxJwMwx3UorZQr2xyvAL1AOkXIcsZEGR/9fo1B/3eSCJfXifKtFlFnvgFTFgIr6n4zWBnWcb/Wg8T+qWL7ShEGRStG+foeDC1sDX4C218TPpdqwzpDGAcqFcvz8MnH8QUC9KY6eo35yxjW5QS2duUJfwUznu8jmrxM+72vzX7Hn28v9j5XtgiW4ZITGklpfyumgH8fA769K5uP3LjEr72IKX0BNLXO/gAjqGn6M1zq992OGdWPYB56vz/Xhdj73exz+/0f+QgbX/ISbp6a4gXr13M8JVKjQa1apVWv08He/99NTlqEc+/eqPJ5Ohyr3O//E8fkZFqHcR7vIsKAu8uSTWXJkZkZfvev/opPfvjD3YYQIv+oE2GzpgvkHrBRhloWulkeSAOzsL9GMLUpfKhGDBLsGwmCj9yzk9KQBzRGdBqT53OOKI10JvO5AAAgAElEQVSSh9nEWM2mfYzykPIjVzo3YR7BMiYErydQtAXmZTcwJXoFgSYfwrzvLwLrSuu2ViNY89qYF3KMaC+q5x4AplfmeFPUMj8ebmGEaK267Pc+hQlSUWuWmIEhFrcG5vmcJZQ4ROgxB43JU68QikPUsfKuldNVmD8R0QKxxCm6czWmKEf9Wbvdo1I0sVnAjKM5TBi+GBPIv4YLzrKXNlhG47g/k6obZGTonRaY93gb0SFPJWc5fgBMAAupLi+ZbL5Ur9zNyaeUNgGLbljkQDWIqFaeipJCa2d7R2xoKjnLSWmgd4/oeTVuUYEqQjWC7YWaj6vlBqlY4BSK197c6P8/S3i5UoAC/Cn1JVa8YXoR4KqoeCfGnoZfU+9jHaaU5DEfJ6JdouMdwrzTO7KxLhAIdaWUati6rmARqLUEJezVmPw4QTgMNey9K6K0nyC00f5VpEMyadjnew5bg/cRJWuXYIq9ipHM3E/IoUWiZl00vUsE+l4A1O2Yp74d6+62F5PLE5hivw4zbi4lsAVC178W2H7TTXzoNa/hfdu3c7rdZqpeZ2HtWiZqNbb43B0hUo+nsAjcPwD37t3bS5/9r+1YVer/hGNyMhWYFf1LmDd5HlvwZzsd5jodqimx7fRp/vC7v5uPASNlWZ51AZqX4FQdDCSlnYPRoBfRqoXzXEzZqXZYOXPVQit/PoQJp5xOEgLIprIohQzlbS4Roa8HiPCkvN08eZqD/PQ3KbMXEaVmSg0IdXs1gbLG73W3P6MaSiSf2xmC2GOIaDO6w797zn92iXXKsswpX6W48xa0VWyDywOcx6z/tqcjhBe4yO9zHHsnh/3+qkuHr8+1qqxNykhGUoVAZivUmlOIimFMdeIyAnJ+c+XeBXgc8b+JylP5dL2jqzBA0losj/7dhAKS1ysFkqcBmrjHns1fSaR+XoEJTylO1eyTzYO64Z0myGnkdW8k897LYBnc4M8iz05GmkCJUkQyLiAMWhkf2jvq3qfnbPu9ZECPEsYjBJNgSZSgyciBIH4SBkE5bikfpYPW+jWb/pzHCAKUJaINsXLNHUxJz/hzqPXwBZjC+wt/LpWbCWi7DVuzo37N5NdQvr7EGBUf9TGoeiOPEqoaJ2GOyTrM81b4u+WfDxB8EW3MsJ3H5MjnMWP9PsKpUOj7NL219zW/3tew93cDZvT3Y1GkH8aQ7R8hwITJxzXo1zxKyCu1mm1j+/mv/Rrvw4hv6pjRIfzEDf79fT7vG/x9fQfw4Pbt7L/+en7oTW+iOTTEnmqVekrMp9SVifcQtfxq0nQUeN/eveW/2vD8avj9f3BMTqYRzEt5LZY/3YNtFlmTZVkyWxTsbzY5t2EDr3rWs/ib229nOfOI5IkJ/asOTNpoElZDeJ10FiJ9PraJZGHnVLPKiVawTXAAW3yX+fikgEUgobKfDrb5HsvG0HKPJA9Jy4CA8NwgEMLPIEKsQor/JWaRb/drvAjnMCd4oPOSvoJQrLq+vOdxTBgOYFGFM/5/nS/kr0LAel55oFuSNY3B7/cQESZUauLCZGxpEmjHiU5cIhSRRy6kfiX72cVBEIpHSkBemLqJTWee5WD2jnRvCX15kFsIcOEovbnmOgFek8d2DSZoBzBw3HvpNRA1zsaK+yhtoJa9BY75cFxH7u3OEN661q2+v6Esy0eSURiXBJhuJ+Y9iaI3ZVEYVWvI0IBgp2tlYLy8UkNhcSl8hccFdtT6EihOe2fE51PvRuNXO9WGP3s7u0cOtpwlQvgyqDZgHqDC56oG0foW/arwGFqjeU5b0Ztvw6hXxbWgsLZy1G2ilv1RTMlU/fwxTPHO+PMofaMQvSJws8SaEfjySkzRNrB1dsSvdSNGGqX5msfkiMCwimwkIvKx3p9n2p9hN71d+u7HDOcDmFL/Etas5lVYaF6sc6pbv9bHdIJogazGOfdha/y9GGbkxzAg3TVYd7oX+H32+e8PYXLoQp+ja5tN7ty+nbXLy5QDA7QbDU7Vaix597YKJuOmidw+2Lp9z+Rk+jPgw/8avfZVpf4Ex+RkuhT4BWzTSCGJTQqATociJQaAa6pV5jodjr75zey+/XYeIYRdDq7SIQElwdTBFqqEaY1oUZpbvjnwrY0t0KuxDXoBtomOEv2gS+DmsixPArhHWni0IPf6qynIcCCAfTpns19bYZ1lLF+1Hdtsz8A872djxsIRLJeuEqZG5jGpVK/jClW0n+qzPOjXFL+3Sr/y0jyhe1V+JcTsDkIJHyHym1JuFxG1sGDK5gDBcDZBhPoPEtzjbTIAo8+ZBJWUsqoFVHYHkepo+xyrdEqNO3KveZjwpKYxoaZxCsQ2mF1fUZ1lzIs769fa7fPwlexd5t6rPHOx6ilVsJwZVknvigivDtGbGuqC1fA8uoepK8lK1ErMADjg9295+H+d33vG572ZUiJLn7RSSiPJmA4h1qCUoNZmLcNU5KF2svcixbqeDDjqa3EAoHSKYl//QjyLwU0h9hz0qOceJtI0eWQhz++LZEaoeUVjZLQq7bGNKD/Tuh4lDLEC2+NK4+Rlh6qUeSam7Ddj0TJVd+ieqjfHv6ea7iNYNPBuggxmCluDe7HKEhkyy36PV2H7XJEvKf5pP3ejP9dZ7D2r3ewcUdExg/FSfB+WI78V87Y/TjRn+RKWUmj793f6e5z1+fswpswvxNbadX7dC3wst2O89CoBXeNj/bOhId764z/OT2/aRLvVor8saXc6FJUKhSt1OTwb6e3gdt6v91pgeHIy/ca/NsW+qtQf55icTFditZAL2KKH8My6R6dD0elQliWNSoXhsuSK6WkuITqnKaeuDZ6DQnQtCZ55DLXbh1mbt9Kbc97k/wSs2YVtsscIlO0niPB090hRQrVk/01SPqpxVbmWPN49RF6swBTMo1jIS1b6TX7vKeAPPd1QASbKspzy+0oh6uiC6nxMai85SCiNeSLXPIBtxAOEFy7g3zDRg1lh7v2Eh9PBNvco4V0rXyiPFb9OM1nZ31mC3UvNcJT7llHS9Pt3XMmPEsCrHPylELQEiiIIym/myGXV/R7IxqpQu0qhmkTzDxkVUshbsRRNFSNE+imC4EPjgAhZy+DUWJaz6+Xj0vv6MnBtaXSz7ezZC4KcprHiexv8nSjlUPpcgbHfzaeUxFRYcXtC5YYQKSC9T+XTW66I1e1PPRS0r9oEsLPh83iIUHB1Nxj6iLr1kiDCUQRMFRGKdHSIlscCrKl2WwC9PCUgo0SVEYra6ZrypJeB1wG/nX1P0TQp4q3+HGvojboJXyCD514iVbDNz1GvdRn62tfC0CwBn8GciEew/TyBGQaTmLFwAlOWMqYPE+C0A0SoXeMSqG8EW/+iy21iEbft2F6fwULcH8eifL9FtHQ9gYXKH/NnEepf6ajCv/8uLM10G0Z881OYo/OXfi1hecbw7nRFQeVHfoTR8XG2z8+zvyi4rN02I7Ddplqt0nYyGhlYK4+2z8G3YDLlrx7nnP/fjlWlvuKYnEzbMMCKmonoEJtZ96hWabXbFEVBWZY0U2L8xhv51re/nU//4i8amQkBPFtLbNo8tylhlbANdwWGCv9mv80IZqEeI1qPnsU2w2FCEKvMCiJULpSxBPsIvcpR+b2LyGp8MSEtcFPhfz+BgU9yg0TsaPPuPY8Csx4FgBCCuedXeEhXPZ5FxHGSKCmbJRDReq4q5oXWCWPnfkKQKHIhoVXFNtwxwpvKkdoSUKpLncWAUWVm9GzAhJ/WgSIVBTDs5wntK1CX8vg1wkPrgsbKspS3hEcGpEDOE0JLPxVOFmBJpWYKQyu3+ABmeLwc807ENidlpFCy+qfL4EyYUlR/dKV4ZFjkteJD/g6nCc9LZX8iPtEhz+2cj1nhakWk8LnopOhQVyFY05aBPo8oQXQOyyM+8tbz9EBuvCocfAzDsrSSlUWqtG8M2z/5IY88Z6mTgtPcdDBD5hChWGWsC6MgXEoVWxOqhlDfhJWRBYX3lUoRSE2AO+X3jxIVFm2i8YjKSPX9aSLKtJEocy0IwipFFmQ8qfHLHKaoRYZ0m39+FaaQhS05inn1qnaAiF6N+d8VLRgi6tMTti+vI6o0Po955M/CgJ1fwMhmbibYEwUCvhgzPsQD8keYh/9HGDj0cp/Li30OD/mz7PTv8brX8fxnPpOB+++ntWEDjdlZGhs3Um00qKRErdOhUal0ozIq3Vt5dLC19YOTk+kre/eWR57gvP/lx6pS//rju7BFf3rF5ycxhdsNsZWlqqi6C/dQWbLxec/jecAnCU+qgXGvC/Gb59nGsdDRNiyHdAbbLKrzncVAShDKaj22QcR4JcEt70L1sFImOaJ4N7ZBIML5ymt2MAGwiQDCKL+k++cRhj1YigBCkMszV/5Pa0z30KY/5p+rzldh6BG/72HMe8gxDAeJCoBlzNhQP2p8zg5k99M4RSEJkRtfpNczHaC3scsaIqcvRaexd4jyLM1jFQsdS2lIMcji7wfU2EX5ZbFqTRFGHYRyEkhQBCAdguREDTgWCE/7O7FwZh7mzedBgl5e5DjW2lfPKCWljmiKquTXmAe2ppRmMYX3mBtCubGYh92ht9FMwgiRyK7ZLDPKWX8HI+7ZC5jXIqJMyb3ztuMm5KlOZ2PegrPWQbfvunLMamBS9fehtISIgDRW7XUZkkuY13yEMES09rYQ3rC81rrPb4VIO2nuVZf/Jox5UftVJaljPg6lDlQil7dFnfP7XkgA9M4RRqvK9RR9SpiXrFTAab0PgttgFPN01U9iEPOWL8Hk034/X7nts5jCnPfn3+rjlQG0SOTcd/s4E8ZwdxlRS38A26M/AbwQ89o/iVUDHCY6OO73uRPeoIkZAt8MfBT4vzH+kG/HOmduwOTdInCiXmf9K17Bi1otzvf1MTA1xbbhYY5OT7NrfJxqo0G11YKKSbzT/i6e6FB06t9gtfL/Ko5VpZ4dk5NpDZZHOvE4f25hyOLrgVZZstTpkIqCVJaMFAULnQ4PdjrUU+K1l1zCZx9+mJIQSFUX+HuIemx56Kpx/U1sEclbU7hNQKcKoXB1yCsWUrffz5FQ2kOE13WN/GhgHu/JFcj8Wna+wofy/MCs6tsIoTZMCAl5uv8ve28eZHl21Xd+7u9tuVZmZda+d1d3q1uL1ajRgiRQCRmMkRi8BAJkbLDMDOGxDTbGjAZjZIIwDBqHJQcObJhhDMOwDIbBYyxsQIgSe4O21tLd6q32vbIq93z5lt+dP879vnNedkn8Me4WEV03oiIr8/3eb7m/e8/yPd9zTgr/dJ4mnrMLtulEvFIK2UZ5DrVwlOI6VuZJBsN5vAEKuAcrCFR/2wLWgxctz2UYjhmVvCxKSvBshQvYBgYdb5bzVEGJxDmtYYTUSNn18ZQmeYG7yzPK+JInqeJCem8TZX5FopIHdy8mHBNWMvPHcYUub1FsfHFChB7ICFzGCV5aZ1PAZlF4cYiF3MQ8oeewfumEd3Acb94xW+5VTTwkBBVr7mITHkM04O9M8LG8/VFcO8y34F77xT4Q8qPQVy7XkfEh4zQSJ3eHeY1tkhWqaeGd7YSyxXQxpew1MfQjp5TmA5+lSuNlmJfLfR7Au6kps0LvTFC80AAp9hiOEMLzOcz4U+hBcWERW9XZ7xKeOnZPOKaHyb2L2Ht+FSZnhAxcKtd5M65MVWTmHKaghTDpXSkWr45wF3G0bAnb9zJMl8q9z2M9Ik5jZWZ/Hfg+DJk8U+ZrvTy3wmQ/gynzH8UU7H+PyaYFTKFPAL8BPPKudzE5Ocn8xgY3jh3jc08+yRumpznzxBMceeghrk5NsdjtUrXbPJcSW5iBo3cjBOQWLgevAW89fTr9H6dOZRl1X9RxV6mPj7fgUK5GGxfGA2xxHcyZvVVFXTICzw0GPFfX9FOi12hw6Ad/kFd88zdzC2ORHsYF0nlscf9OudYC5vE8Fq6pOG5sVAFWYvNCEEzgSqODbeoj4bPdjBdBqTFo/9qO566AXcnqrUu5gEOOTTy+XGPx/GU8troHT2XSfAne7cKowUcFTOacl8r/FzHBcB9etOXRcg7Fy3djnshKuXfB2UqNkhGhlD0JbAlAeYmT5VjFQsVmVry5U66bizJT8ZfoxWRMicmQyiXGHBEPeei6F8q9NbBiRDIsdmNCVDAq5f+CjqtS+S0y3eVRZkyhf7b8/YFy3T8KzxtTmWq8briUXMLz6+Xpg6+1KBsyRlp6Vc75j8q9P4F73qOMA8xA1TOtYOt7CUd89L60H5rJcu3jkDfbDP/EcSCcQ6xkKduMh3WUJaBz5eSV7PZheyAiNRmvzhg5B7HWhArQCNFSsRUZbTtlh0+ghw2ksIeYN/nzeGVIebRaX5N4dzSRKdV0Z1DmVpC8YP9VPP9expAyObQflU+ucryzmMGsVMWzmFL8CoxPcaU8e1X+/jfKMSKIruB12wd41oZQqSs470QcBYXJGpj8u1GebTGc8+uxUrP/DlPc/x5bSwNMzgnybpfPvgtT7P+w3PcbsXj6JkaY23rkEU5OT7Oyvc2g16MzPc2tGzc4NjPDtcuX4fhxrjWbnOj3ua/dHuPnVJhBIVToHJ4+V2Gw/x/y52DcVerj46txCG0eW+iHGE+XSnVNt655KiWu93oMWi22t7dpX77MiW6XqdlZZp94gvdgxLVPYPmUcdOLtPNAudYnys+YsgQuxCoMNrtUYtdgC+3Bcn9gm3cPZjRIsHwKOLOj+MrIu9wxbhahM8pRL96G4uoaqlL1GSyuvA/bhCJvVXjlr5FXVDyrGax/uuZUvZRVDnUfBvEJwfgkLgj2YYJI3mpVlEHC0tzWg4KXEK7D7xL68uoieU1ehd6RSHwLeNxVcWSlFsUCLPJ0Zfip5OsURZmXORExTP3uY915zbGg/HaZe5HNdA4pKRU1aQLfj+XryvuWl6Z1IK89krtERmxgBsR24BKAE7B0T1tYv3cVAlEdcimseXx9ywhSPraMp57WYiGrKUQgolkcCk/oXSjVCcY9WHnTfTwNchCOa+E18aVQuziXQvUa5jElISNWsW2F4ZSdofnXOXQPU3gISmGWVjAAtRf0nluYsfqzuPG8F+ccKMVMpNs4H1KWKkErQ1rva3f5qfQ2ecyq1DaLk90Wy/eeww27hzBj5SlsPz6OGaAny7GfKveacdh8EjMwmozXk++Wa96DF9xRyV2t09dhDZjWsD32EN4U6hew2PpPYPL5OzGjQbJgq1zj32CO0b8u1/3K8kyqn7AHOLewwAObm8Z0n5xkc98+zp85w8PHjvF0VfGlMzOs9Xr01tdpLiw8n3RcRgNzRI6Ua+by+12l/udwLGAL7cvwtpxSKqMxHDLZ7/PwcEi1vMzV5WWWWy16+/ZxZdcu1oCFI0f47Pvexy/jlreUpQTT/diCfgr3jiLUJo+zgS2e6xgrvo0pkHtxeDpjHsSHeH4JWEGSlHPm8PvzDiXkxJfjJNylEB7BNqAUW8I7L0WhCwUBwFn7aiSR8d7mX4vX0X4Cs+oPYkJEcce6POuDeBGWSCRS7rc4DH0cbuyE3+OICkuxZ7V7VIxfykLw/CJeza6NpzeO4qe4dz8dftd893BlKGhZcysYtMZT1yTQBcsrB/4kZvCAFdL4jfJ/NWeR963YvLzdGG4AT41sBAKXYrVxzctb6WF75DlMSHdxZGM3441nduPEKD2XCJOaD4U0+vjeaITvSAFGBR5Ldsro7ePpTjof8TzlHms8HiuPS2GCWPVNilXw/GHcqNL9KZQkKDrWgRiE70dOi4yXGosB/xYeDtE51B1O11AISHOhcISQqYcxZSLkJZIUhfxovao41XZ55onwTHrHGdujmqvrGIlNde/3l3M9hu3Hl+G5+nJYzmFGuGqvK24/UZ5jGzMKdD+PYvyZM9gaOoPJGaFBF7HGMH8f+BUsL/1XMLny6fCcP4UZtz+GdSZ8CkMbfh8zPs5sb/MgcLXVot/r0Z6YYGthgf7MDA/XNYONDVK7TT9nmpubTE9OsnEHaTnE9ki7zM0zGHr552LcVerjYxZbpA28vvPYuHmTA3VNNTHBZlVR79vH4q5dbA0GnE+JvL7OdLNJu9tlAfOi5dmt4HHb+3FlqM2u/GexUsVKV0yog8M9W1jnI1V0AheKEiB3Gp9PmWtI8MmYqHf87U2Y1S5FqXQhDSmOh8K1VMNd7P8T5eccBo2JTS0rfr6cU56ZBP0JbOMqp3cKExwRPpVw1PcGZY4kZDUHkWXexAXkOuPoiJSOvLfb5bqKQ4+86vIdeclbPB+CBxNkCV9bMcYqhQLj71WGk8hxx7B1IBLT1wJ/E39nMiI64bzgRYv0vVt4ZTZ5mlJAexgv5BLzzj8Snlew/UN4YRfNp9rKag53okOK98voldEohRsV2TResCXmgmsodUpGku5PXrmMpga2r86Vz/XcUm6Kn8ubjIbFzfJcIu5Jeer9RKWodxeNEvBYfAuLTf8LbK4vYftD6ZwrmJGyhKedKlbdxHPcFb6TohfR9Gq4l3gPmmulsqmqneLjmq81vBjWJt7z/DWYzFLWy/lyvi8H/jPOnZjGnAzlhZ8p51Hap9AtITkbWChpTzlHVb5zCDMwBmXe/z1GGv7fsEyPf4rJ0s+W5/t3GOz+47iRkzEj+CPAlzeb1FVlKWtVRT0xQevBB2mtrNCanOTW5ia72m22UyLfusXBuTluzM6OkWLjULjiQbwP/Rd93FXqZRSS3APYnGze6ZicSVtbzB46xLMAJabeaDbZ3+2yvrHB9ZTIjQatXo8NPKYnCPIQ5mFvY9bnQRy6fVn5eQAnyPUxYfkZPEdZZI04lKO7E+K742N8gc8isQvcqwGPe4nU0wnXPYkTz1TxqokZJcexjdfE0mY2sXn+JE660uYQJH8ZNxwUy1ehlJt4aU7lrjYpVfEApWY1MIGtqnLxGeWpTuPVteryDMoHr7G4q7rMwXhuuwRtl3FlLCWmuZF3PFeefSt78x0p30Y553p5jpysIMuoIQ1uACjeOMBg9/cx/t7rAjXXeLEYhQOqMK8i1Mmzj2lp/XBcp9zbHOZRncTWo4r+nMQEsNbnAuP17SncACl2xcelBDt4UZQWHhaRYpZS1r3N4GtSeegDvBSvUJAcjpfxINRNck/vZxbz5GbwUrAqu3wI70wnxd9iPO1NBkjN+DuPPAIZAA1MoWv9K5QQszFUZnYD53rIMFA3OHnAQiWEMomtHQ1G3YPmTKWZZZhu4QiIeCxKodSavoKR196GKfb78bj4h7GSrGfD/K6WeduDsdbFyNe8SC4qfW8L24d7sdDAQrk3GTuqaNfDyHDfimUN/BSWgqx9+9NYRsG/BL4XU/4/VuZlq9EYhST6VUVutXhVStQpsd3tWvGhuqZqNukPh7Q2N5n5Akod3OB45PTpNHnqVN6JCL7o465S96E62Z93TrpdJttt88AKJJNSoq4q1qanOd5uWz/enJlbXuazOGFHsOsr8VrXr8UE9JFy+s+U4z+BKcVjeC6sSC4Z2wSHw20p/qy4aYQnowKPsGcX2wB9nj8kRMC9lhoT3kpf24dt6pt4/uclzGCZwiz6fvn7BiZsVdf5IHAxMMjFfu1gAut8zrnM8Sj+HJnaui8Jc8pPldZth79rM0rACRGRFybymwSmIMdF3AsXFBqPUUhAMOgSnrUQY9EVXipU11EaVQP39rp4VbtmeW5V+dOoMY9YXsmry3N+uhgJuoag9J0KZj2QFaVcNVfRo4vx6Bov9FNjXtPXYEJ3BYMez+D1xHcDS4EUljDoW01tpAhXQ8ncnHNWiVqFCXL2Bi+ReNbHUZJBeU8q6CLCkiBgcIhde2gBr8yn2L84EIpVS2FXmIJRnQQVQ9rJL8k4k1/ZAXW5lrIYpNwVv34LVtwqFn9S9zahABFh0P3PYZ32umWtax0qvi5PPOMGqAy3WH9gnfEUORlSUraaMxmoyqrZwGTSg5hnrqwM1bx/NSbHZBjJyFjDFPtePOdeQ9kEYGtKde3XMZnyMGYsaB0Ijv9FLOz0E5iR9DfLPfzvWOGuHy/P8XXlmP8R+A/PPkv36FGONRpcmp5modOhXddsTk1Rr66yMDHBRr9Pp9mkV1X0t7eZKanLX8gZ0l77Wiws8EUdd5U6cPp0msFiXJ/FlO0dx+Yms5OTlEId1HrZOZvVXFUcBM5VFb2nn+a3MMuzhW2Cv4TDd7cwa/cC1vlHZU6luN+ExZP24MpMylpeYw6eXCpEJxVWiZBvFEI6fwcXcISfghFHDPPy/bdglvqby98GmOFxpPxflvgT5T4VH064BypeQcbi9dM4S16x8RamlAQF1thGl2GkIQhUDGvwSmARNk5lnnqFYDhRzikDQyzgmJOtMq7gcL4UtuZ1Ans3t3POz5Zzz4a5lgeu74glLfb5BIYgXMIZ6Io31+EcIhI1MUNO5WFbWJrPu8s963nBPXB9TwI/lfUhoQ2OJMXMAc1hvI8D2PsGh2fvxY2jebw+fQqpW4qhNvG64208T70CemUNS4GpSEtctwPGuwcqzVDdweJ8qzKhniUqg8OYYQKmYKXQL+PlV5W6pHQp5XnHPSVjSWjMXjx3Pc57rP2gJkxHMXhce65X7uUmtj6UK67wk+LRgspvp5TUHOi12J4T2VPEOSEdUuRCxIRCaq/I6CHcd0ytk9G5ihlj0+VvjwJ/EXvfn8BDO0uY4fmlGAx+Ey/M88lyv+dwJFQo3Ry+Zp/G+Bo3MfnwGcyBuFGuofbI58oxfxlDrP4Yq6b4HzCF/3cwL/67sIp9nwT+4qc/zer995MaDbpTUxwoRcNyq0Wv2aRf1zR6PSY6HbYKAXpma4upqakRmvT5xkXgr50+nf7fU6fGO0a+2OOuUrfxZmyxqv6yYl+jkTNsbTEzO8sFWW0pMSpAkzPdquLEcMjW449z7od+iL+Ke9GTGJnlj/BYojwlKTTFp/ZjG2IXbnnSRTQAACAASURBVHHP49CVGNCpeHxNYLUIRpFwRrcN460rixcVvVORj6REZc3fV/52AosXPYZtrt040eYpHCbbwqxssa6llGbL+WTty4rPuGBewwTaNZwYlELjllgBTd9VK0hB4dEzUXw2Yz3kY3x9bG7KtYQKgBMFJchvYQp8CY/99srvnaLA5J0pxafGu7uJeCXPVfCxiIBzuCCW4hAyoWeYwQyoy9g7/ibg/ynHt8O55WFJaOodaJ/L20rhbxnYCGtE61LKWEhMFVIIZ7E1+CwmWBWaUTGkVJ5ZcxLDWTE1Ut7mNL4uNAc7PaM6fE/PvMX4nEmZyesWFFqF4xSaEX/iOB7uUSGkvTipU/ek8IGU385YtWL2yo0X0iFDSsbpX8cKlcSYtwxpMb5jCmOFrcF9mOJQxsMcvrYWsPU0ga8b8La/gvFV4lZpmpFEF/s+NMJ9z+BGqdrq3sQMUrUwvoTJhU1MyV/BkEaFfjKeSruJGVdnyr3p3azimT+XyvfXy3M9i/eWlyGqdfgMVqPh0fLz6zAG/M9jNUe+DUOUfgd404c+xJe84x20Gg32VhVTObOZkjlpk5Osr62x0G6z1evRabfpbm8zs7nJ7BdQ6koZvF6e637M0PqijbtK3cY7cI/vGQxGGlPq/T7tqmLYbNIPyjzXNc3NTWbqmqrVorO+zoP/5b/wy1jt4RWMfflxvJ2ovI0BHocUaeQAtmF2lc8k2CKrdhK38gXjHsIJdDHnOAHdlJKaUjSDQt8OxyhlbhqH8s9g0NcctkkfKnNzA4fBa6yK13bxrqVUYLx4jlKS9uHFMuZwq12lcGUMJMyb19zAeKqRDBJBqcrPVaxZkLHSybqMe57gHom8oZ3GSIRwVUBDjHshIirioTra8or1/NPh90kc7hSaIDKZFFZkSAvFyGXePlzm6SDwVRgTeJpxz2oS99p0TQnL6OWmcK1hSDNLmBGo0MhB7N03sbWzgAmv15T7OVzuTQpLJT1buDE3LPd5O6RS1sWIauNwrNajyvfuJJl1cYMokqA0huE4FQ5K+JpWyWHNlzxIeeeCntvYfjoTzq25Ajd6ZYQ1GDfIpNzVfEUGp8ihGzgPQ96vCHuaq8jeH+BVFhUD19pRjv4a4zC63rWUpfq3x0wMGURCo3aGLGS4aP2KR6NQ4h6Mvf9ybB08h8kQEQo/hmURPV7OeT8m3zqYcfJyvFKelLVQvQZemGYvpthvY2v/iXLcScxw/guY0fNbmFf/j7Gc9k9iTVf+JfBerAte8/Zt/s1HPsK//uqvtpLfOdv+qyrqZpNes8l2zqRej8m5OW6ur7PQ7TKT8yjkunN0MCKw3tdx7ir1PxdjH85IvoQp2COEOtWbm8xOTLDR7TLV64285lxV1JOTbDQa1Cmx0Gjwf37wg/wctjDfhnnnEiDKLdbGkzAXBBcLesSGKoq7apPHuHkX7we9JxwvL04NTeQ5SWEdCc9dY97KPG4tvwwTJr+Ex/QPlPmRAJ3AjAalfkWrXnCqFN5xbHPq3lu45zyLdxWLAlTXiHFefVceTcJJeipxm3GhPx3OFT22mHIWvcAerqT0zmC88xrhnraxeY9Qo8hXqnoleFJe/k4vNMa+NQTLK6ddMOx3Yt0DRUaLREN5MdEwEAS7n3FSn55lOo1XjlPLU0HrMa9/DTPqjmPeofLwlZqk0ICQDBkPCStuJIRAkK7uW3yQWChJ96f5F0lwiBuVEV6PHrJQoYyjBPdgSkSlVGVYyqjo4J6+2qFKwcoQUNxee0gGYPS643Nsh3P2sKItP4uHODQ/QplUUOY5xuH+dpnPOdyYlJGp/au4dMxekRGseHsD2+PqliaCn+RKFc7TD58JuemV+dyPhyXOlmNegaWXaT3swkvBrpZn6mOIpAz4hzHlq6yHSJIUsW6r3LMKgD1S5uIsttdluKv09HuxHPV/hhWfeWP5/Kswxf+2X/91fvJNb+Kfz82Rc2a7qsiF4DycmmJ9ZYU9guKnpui3WnTqmmOlHrwcIjVquoWXvO5j6+yLOu4qdRtKOdP4DLZQlZ86TIl6MKDT7xssk5IthJIe0axrOsMh155+mmcwi/V1mKJSIQgpDqWJKNYKpkCfZFzYS4lo46uWs7xz5UpGr0bKSNeL/aoXsDgo2HtXDrFqZ89hEJmU3GvLPTXxwh5Xyve1+ROuJBLjDGhVu5Ins4yzh6XwJDR2hgw0D2JDS4GKvT3Ahb+8tqPYZtO707xFFnCcK6X1pDv8fQ9ejU95vK/Au09JAEnQqZmNvCUVLZHSUCaErqdn2Ums0zNLkYC9s/PlOg9hQuTpcK+K2SqMovev6mOUa5/FvUgpPeXyS4BrPkUSu4YZm9Pl3hdwRGJvuZcTmCBTGOIm456mhmoRiGcQi7Vshr/HuYjErVb4TETOiD7oelJkHTzsIYUtI1PGyD58jSvefB/ed6EXriFOiBCJGCbQZzD+DmTkyTjUutf+Fbt8osytWqbqeRvYOrzO+DvOeH12kcpgnCmveL5CBhHBkYEoZar1INJhDM0I5RAcr/TTeRzduo3tfcX4wduw/mmZ01djylgpqdvYmny4XOcGnt8uBGMZ88SfwWQJeF7/FiaPlCYrxyZhyvsjGFr62xgc/w+wXPeJq1e5cuUKH963j3ekZLI8Z1JBYetmk16nQ6PZZN/8PHk4ZFjZCpOh1MFbKp9l3NCTw/dFG3eVug1BW7KYayyGvILBPJOzs3RnZ1lWA5e6Ni8iZ9p1zXa3y5NVBcvLDLEYzqM4K1fNV8SGVuyxwmNlB8L9ROG2U9BFpXAYTz1RXG4F9xKO4+9YaTOCgDO24RSHE8zcwGCum5iQkfetinGTeAz4Ck5YE9ysuPMFPNZ4HPc+pMSlbA/iRSrqAAW3CSSvcnwK0LC8QnlTF7GNpnKimjNtdMGsI5a0aoErhQzfsEuY9d0OzGxV+5IC6YUUOsGtXca7UUnZq0SmFKaEumKmutcIObcwGPgCTjj7e8DfD7HtOpxPAkfP0QeUFtcKFfdS6UMeU81UhEZG1glM2YkAeBMPE10GXpZzfrIgNLsY79I1j7O8Y361FEs0sOQBy4CSpy3CnASlwh9LeMc2cEa9jD7xMWQMaI9pX2+H3+VxTYfvHMTreu9ETtQhTutO8x2JmRLqDZyMKRTmmzEvXUZY7Ow2ie1NkQ0FQyt8M884u11hn2t4XreMGc2rUvKEYOwEj7dxtn4MNcbQTJQdWh91uTcRbXV8jaGSX4F57DIatrGY+B7MQF3GQyIV3iBmH7bW5rH98yzOeziC12lYwfaF0JSDmDMyVa6hOW8D3wL8KvA9mIz/Gowx/4Zz57h8331cnZhgsdFgFeimBK0Wvbk5hikxnRJUFXVKo/PFOaLMyesxNOLJMo+xs+cXZdxV6jbOYN7yzjZ7ZzEvaU/OnKwqdlOEUrHcrqbE2eGQlclJUl1z/Pd+j10YA3OIQ8dHGfdO5bVNY5tYvYXHFPlOgptuKggW9VwW4/whzDiQshuVfC3nfobxDbwfF1AScg1MCX8UM2g62Ga5hW1kpeBsY4tZaUaK74lgJuGziCl/eRCywOVVCbpP9mhjaWlSyCK6pfLsYhbncl8SXEvl+W/ggj7CidrwHTxskJI1eNE15fVUgNqwgnuro/BH+EykrPsx40JG4jLjBV6kwDtAV21eQ6pZIyhskQBFLHonVnhjocxRVBhSMEIVRIjbqzz3lNItvC54HIK/da59Zf72l3sV2nMvJmgXgbMppWPlvSqPWe/qZs75RjB0RHKkHFuHxipSRC1MmMvjVZEVGS1TmOEnoS3m+i28hr/WBbhhoCIt+zFvUu9YxyuEI5i/gStGFWUZcTHCvEuJ1ZghqYqCCpPtx7xRhQcqTDFdYNw717oW/E+YxxiuUzxc/JHZ8M4kM4R0KAtAHQZlyObwfRlTClEJEZNhJURM11Ds/Wi5l+sYciUZNhWO/ROsDsUa5l3rGbcxR+lr8NLQPbzuwjrm0T+Orflj5bnkDd+Drb82Zszch1eg3It3k9uDrWERcH8XMzL+KvC/YCGQ6atXuVzXLC0tcX12lgfm56mGQ7qNBp1mk+lSWDvlTOGZjGLqMQSquZ/FG9p84vTpNHHqVH5eZc8Xa6RQFvwlO06fTq8HfgBvEDA26po0HNIocZdU16ScGZY+6qmqqHs99iwtUX3f9/HOc+dGQk4sU6VetfEY5RFsU0kAyZPXUNtT8E2uTaiNugtTwBoLuMLsYpshkupkZQuOhHHiWYVZ2n/KuEAV2UpCQwxcMe5VW1kxcrWv3F3+SfAK+lVqyh68trq8FnlrigdL6Usw9cL3FfeuKJ4UQErpAKW7XWigIuXZwHp1bxZW/BRW8GUjjXdda4T70r1MArd21s4vedjzmDKczjkvF6W1i3G2fyT4RaKi3u8g/O21WLyxiRmcfw9LYwMvMLLTC5aBJoNInAJ5geJMyKMU/C4oWPnaMtLkrR4uzzaBKasexiz+r+WYIznnsyGVrQVQCJQx/CHFKQUyKHOvOZ/GivPo9xYO18YUwUlsjc3i0LnWsfaQjIOEKYincK90DVMSYmO3MI/vWvm+4F+tOylmISC6h40wN0Kf2ngdeaEpfw1zHD6F8x7EONdelPe6hKcI3sZDbCNjFDO2ZzAlKW97EM6lZ4hkUCEECjMIzZBBHAl/ca3q/4vlnCcxZfpWLKNHyJaMZ4WcTuDpuwrxbeBputdxR0ZhuSZmEEgh12Vu78ONvqdwvskDGAKouTxa3uEBbG1cxlLv3ovF1v8YU/i/un8/lz7wAd66vs7tAr/fc+wY7VaLg1KJdW1GeJHzNBojUuFOFEfG+irmOJ0BfvjUqfwsX4Rx11O38TE8DzRWBFrErO4hcLWqbBEWxiTFiqPbpd3tcvDQIb7/3LlRuc8YDwRbqOvYZhXRBNzqi7CNoFuRvCQED2CbRZazOlIlbKN+hvFWrRXuJQkqW2S8FKrSXRqYtXmW8ZxUbXLBx0q30d8l3J4r51G6kzyDZ3DlIcJPB2++ETf05o7jFJebZbxzlsqtQoA+Q4pfLs+yVP6Wyud65slA7uuVz+aBqlRiE9FpyLghJka3vSTLTxeJUC1U11NKmgNV7YqKq9rxu1ASgsd+HO9JPYnFA99LiMGHqnSD8ntd7qcKIQORqUQui60hJ/GwBuV578MUhWDsjBmKj5d5uFK+N1f+HS7HHQls9poSpijzrbUYw0aR3KUUS2VvdEqtgIRDzENcSSmGrHrtWssqEatQlASvWvtK8UyVZ1oszzmNKYML2N66jkPyO/kqgr8juhEL+Og5doa0HsZSEGOdd3nHmg812JExfBt/d9rLYPLjGFbdTejRzpCTDAxwGa+1ICMgXl+V7pQOp1CVjhNRbhOv9SDuRzucQ+EYhaImMZb7o/i7nMaMguN4m95WOMdj2Lqaw0MPXYw/cBQnMW9hhpMqGC6Ge1e2zQzwm8C3Y0jXd2KNXx6+do03P/EET588yXy/z1K7zbV+n1c1m6MwZqOuadc1qdmkNxhYbjt3HpJZPYzvsgD8r6dPp3966lR+0Znwd5U6cOpUHpw+nX4Za/N3tvz5AcwqrYHUaHAvBknfUGpDXVP1ejS3tti/sMAlzBKU4otdsFaDEJ6lEHGy9y+XlS6hNCznuIkJGsGYEj7a5J/C36Gs7hN4LEqeG4z3ilYa2QDbbENsU+zCY1zrmPGhtBN5d4oFyrsAh6I6OefrxUttY4JQ8ViRkw7gMO/VctxauD8JlAZeOU+WOdhmFoEtxgkbAKXQTIXX01axHgk6/U11qIcYYhWroIltKyRC6XFzWGqXPDJBmYofK+aozAUhK42UkmBVhRnkAYn/0JVSLvf4qfL5V2Cd9s4la3FbYYowxuJjAZqI9ggqjAQ1scInMNRBHIaXY+tSAlvvd1eZ62ulCtx6Of46cK6sa/AcatUgl8ExxEINMmLk5Qo1kGJpht/rcl2lR8WYtRSt0vXk7cWUQR0vI0wKuVnevfLBl7F1fxHzCIfhfI3wU5klOzMxlKam+gx6J3vDucSv0XOoxkMk4RGeW5XoopIVjL8bJ4eBp7nG7zfCvcX0WYVB5nBkQ99phfOAvW+hjHW5ru5J8yqlLQNb7/Aa4+jTTSy17U/wuhRTeGMmseajcaFubQ9iToGU9DmMOPcUbnDOlXt4Ftt3i3j4S7L4fcD7sWykS1jXzNf83M/x9u/9Xq5NTbG+uMi9zSbNfh9aLSMLF3L0ZM6G0n6BtDbKtWRgqoDQD58+nf7RqVP57Of91gsw7sLvZZw+nZoYBP+l2KJ+I8VSLuzHqvz/9xoNa923vs7UcMiu+XmqrS3+53e8Y5TSEXNwWwXaVT751XJJCXXBzoL21NVsGlPQIqOt4TmfcUSoUwQZKdUI8cbqXkIRBKmDpYr8Ac9nT+dy7egNZDzVSjnw8rxlnCjHWUpmES+RuwtX+oIVYwrOHjz3/FaIwWq0GWdPy4PVtdey9Xlv4XWu5SUp7ilFF8lpIjmNmrGUGLcMjQlMiCyV+ZZnLPJewr2UKWC7GBmaZ9VljwiIWkPqvbyc8eYQP4lVxVrFhGtV5lnH67k1fzFVSYJaKM0yjuRM5JxLdcR0srybVTzm3cAM21s4F0Rkxl5K6cswgSv0SYaZiHv9QCxTCEjGoX4OYVQZUWtT5YJljA3LHK+Ve5XiF+9AdRvkuccc/QG2LsWVUHhIDOt1zHB8Eltv8pATsFkMllhtTwS7Ju6x7sMcASn/VM55pTzH9wI/gu8rGY1SPPo5j63n1XI+pa/pHavC3W0s9HE6PGMz57xW7lV7fT18VyEY7TNlIqgwjYwG7T/KsVt4qdxVzKkQN+ABzMu+hrcH1vpXvr04HBmrkvlkud6Bcg4ZaF+BOUTgaIL2qMKUW9iaaOMV5oTC7S/fVUhwuRx7T/nuJYwJ/x8xSP59wLekxDe/6138ja//elrT06xOTDA1GBgC22waGrm9zWSpQdJrNuk1Gs/jpIBnSixjbHuNPZhT9J2nTuX+Hb73goy7nrqPBvB7WNnBkxSrvMTMoWySkr6WNzaYAvbOzdHb3uaH3v72/CkYKREJjCaMWpgeAS4XJaFa2lIkh8rPe3BP4jbwaIBkxZKNY+TdFuEJ44U8Yo9lWfwSKirAkTGF/iie0jLDuEFwBI8FgheQiE0gxDZW4RcJeHCSoBSz0t0Ixymk0MaUxch4CPHtGPuvMIU/8jACcW1GxDM8hHIZh5y3YVRpry4wtUIRUvZNYBiUjYT4AOgXuLmZc5bnKu99G1NUaymluZTSIKA0Kv4Tq2Jt4XnTezHBd77cx3djHameLYpUxC15nlWo+z5GOMQrfAn1ESK0SIFUkxUlWsQV1lR5ljYeAlCKn0ajKI81rPTxH5Z7OYZ3BxsCGymljfJ+lCWgdyLkpgu0ypz0i6E0h+dAj3gNKSXVIgAnl/V4fhEaeYgyQhPm4Sl/XvPwFLauP15+fxnOf5gs714xafE8YvqXChqpT4CY2TE8tRcL7UkZyYNWWElpYscwRX4IWwv78L0uQ2RPuea9eBU5GQf9lJIKuCiMF409/d7CES7tf8Hyem96ll65H8X2D2Dr6UZ5P0cwpZ3C+WX8SrHG9/IRDLW4yDjPZ4DJnpeV8y6VZ5Jifw4zkvaUZ+uV+dQ81uU+vhSTG7sxh0LOzWSZzw9g9R3+O2w9vC1nPtFuc6zZ5NT6OgvNJsNGg626pjEc0mw0GLZadLe3mSoFaSYmJ5/X7EuIjsKKcQhpfSfwc7xI465SB06fTotYicH7sM3Vx/IqRXSpMcWUgBPdLsNGg+bkJB/b3uYnvvZrOQ9JVrA2uxb3ABOQNzGBOI1tlsny9y5ee/o/wahL1xjjHY/FabTLPUkwxMYIkZWdwk/Fry/hwv8YcDbnfC0YDzO41025R7GHxThXeVjKfVzEa5qrnWRMjREMfKCcW/FJcRZEzIowIJR+8cF7rMK/meDB6xkrHFnoYxtdMU6lGO7GlHmM5Qlm3CrX68KIvKV4/xCHUVuY4pIXLk+txuPJ6xhbXfn7Yx4qbgzJkDiMFewA84ruBX4ZE9oxxiuEQcQ/8TjAoel1Cuxd1tIgpbSKdyqbwY2os7jQp7yjJ3POQpUoc6Hn1juSMlKBnevl74rD7k/jNdwb4f9aS9Eo24sJ6AVcceudypPUT3llq9h6UgEbFWZZxT0lzZfuZRX31sXcvo6v2ciJgfEmR0KChmXt9fHsjjkMHr5R5vdbscYiR/AY9CzeCyGe+zheI/65cj/aK4tYrFZFoT6MpxIq1KE2xFrrgoJlPMl405pvlPsUeTCm2ca6Bc+E/8srjiEDHS+mfYVzHWQwiFvwaVxBn8NlUw8LN8mZUpaAeDyXy/0fL59dK/9XUacKS6d7GIPht8u7OFvex/7yHF2Mff8TwA8fOsR73vhG7r1+nc/t38+RnFnY3maq02FzOKQ5GNBstehVFfVgQKv0+4gQvNajUnJ3Eugo9/5Np0+nD546lZfv8Pl/8/GSV+qnT6c54Ecxq/p8+bMsQS0ceUIbOfOqfp/fnp/ne9/6Vi7gm0QCOkLqYu9OlPMfxT2HVQwO2ullNFNKQwzNjZtJlrCGPALFb7WoduHCOXpqUggi3oDnQj9avBKl6JwNxwjKE/tYXrUK3UxjCn8XrhhuYpb6HLYZl7CNnDHhcwUT3BnboFL48hIklEZkuOTdxeRNKAcWxpX+dJlrxcw1Z1LOF3CPPHYLk9JcxJTlXLiPHg7jCpJUaEFx12GA/DVHucyDSnlWeJxSwhA8HfHJAFl/P9YveirA0zIE4nsQdC+Cj+6nh60lkbiAUf326XLMHoxDofXbK39rSKGX6+rzoYyd8pkQjT7F0y5/l2e7Fa4d85z1/8hn2Is1VIqf6RmFAMkI0N/6mCG2gFcVrHCFvoCtU3m9e/D9rJ7ygqkPlPfUxEmScT4nMSUoMp/+3szeT2EZC50oje48HgOX8pEHOoUb1lKqz+Jx4sO4gaz49VR53nvLMyziRiE4EiHFuoJD1+K0yDmYw+SbDLDbeC14hTYqvNnKLL6nItE2hkOkZNXcKDolSl87W+77ZJkrwfQzmDEzi3WzFLqic1zH9tAxTGbcwDzyWMjrufI3ta3uY0byPeW8PwN8B4aAXXjzm3n71BRbly9T9Xqcvf9+Oo0Gk9vbzDabFoIbDmkWb30aUHlwPe8mHs5SsaOdQ9yFU5i8f8HHS16pY8xilT+N45OYcjqcM8O65tLKCtvNJv1du5i/eZM5PL1HVip4B7T7cajscjnXBwvEGNnA8acUc9wQir/WIW6uvGptYAnOTSy1KwreBt4djPJTUOcbMFhM9zCPe/PyPpUKo7zWaGiAE46kcBRCOIp7EbtxGFG1AFRVKnanm8Or0o2Y3eX8gxCP3hbBS88YQhqKneqcOm6l3NNxvJDHRFFMIrqBCRgZMn1MwQ0CSnAIf8cyYioszLKNG1JiswvaVlENkZCknEQ8qoGtokT/Mrb+rgP3pPFe5DG7oirXU51xEeBEwqpwpSnPfrbcg3K3xc5XWGgP8LlyfCqf13FNlTnXcyk/fi2ltBvvWSBPN7LAY92BXOY1pZSUxaGYve4zciDk0bfDu9W8XMeEvN4RODFOe1TrWIr9k+HdzWHGTSztKlRC11RVt1nGEY3llNIrGE9NncQY1z+DGbGtct0ZPIYuToka+tws72QOh7hVllWGxwTmqSvTpFvem0It4O+9jXdR1HpViEk/M14mV/FwyjPO4J78NvaOtW4WsT19HoOXp3GDQsaHikepaMwGjmRJQb8OJxFqfa1jHv1b8AJe0zjULsUthOR+zBhUJoAKFOler2CGxDGsLer/ABxNiQ/edx/ft77O460W9XBIWlnh7NycoSqDAVONBoOcrRR4s0nOmcZwyETJglK9fY0W4/0C4rgF/PXSwe0FJ7G9pJX66dPpAMbM3KnQAeqcOV/XXKxr0tISCzMzbE5M0K1rphcW+Lqc82NlQ4lUdA+2sLQBfgFfrBXOnEYeosYORS+veFiU7xSM+mSLwAJhUeWce+U8Y++0wIRSqIqztVJKr8cWuxR+n0JICudQbFIbUl6mFOEcTqYDE1xP4WSzvXh50oOYQHoWF3JSriL3nMeNmMjkni3PJqhbjGsJoj7GzhaTW3OpYi5irl8pzxsb3wgFmcONGimEJgZ9S1Ep/1gwcRMTrOr/rmqBGYPgRx4uToYERyYUe30A+HhRZpPA3wK+KXiAlPtWZsQtHO5XtTrNRwtHBQZ4zLqJVchbKwqzgwvKVNbWSUygKu6f5X3HERT+n2L59L+PrYNjeJxVRuGwXKO/wxCbSEY0nMdT6HrlXuQN1uX9SQnKgxeaA56vLk6HYt+qDbGNl+6cwhTxpxg3CjIeXhIcX4WfYtQP8P2sd3oh/A6m5KSMr+KhMXn7YvlrTwlZkPJb1XvD1pnS3RIWEryOKesOFv5RURp57DIsZEj1y/Nfwo0KrXnxS27jSE8T2JtzfrysCaEFcjRmGa8cKQKf1raUueSFQj3KshnirXvPYnD4YzhJUIjk5zCuz2cIHJdy3MVyPrHeFTadwCvWxbz5NVzJ/yvg3d/wDbx73z6+5/ZtJicm2NjcZO7WLVbm5ujXNespcXtlxfgnExNsVxVbq6vMNRoM9u8f1YnQ0Hrd+XeNzfLO9uIhqhdsvKSVOlaYAJ7PKLc/ZlLOcOMGe2ZnWZuYoFtV5MGAG+vrfM3996clGFltT2IpbxXezjHCj0qBit4jMBKSrfAndaQaFoKQBOsw53xzx3cjJL/znDISdkKdsxi792w4/ijmdcziKUISdhLQgosFlUfGufJf5S2pB7TKWGaMVBVh9VgMpYJRxb4I60ZFpZi7BIXurwns9vD6KL7eKJ59jXmjPeBW8QyHhXwm4mDGuAWC8eWFS+HvwQSsimccLPe0EuL6XZz4q2n/AQAAIABJREFUJ69az5MwL19KSelHJzDFpHz/f4Kl31AUvBRBF/fy9IwDLLtC6WIqoRoNRBUp6gGbRVDfi2VSaLRwj+cLKfOR5457eVPFcByD6XGjoqagHeE8UhBTuOIVfBtHFd6F5ldrK6aDSQneLu9P3uJtfJ3E1DBla1Rl7nVvgtxV61zFXCS0FbYRIqK1KSM2YwL8G7CSsIKihZZVeBGfLibkK5ywKt6LkJunyj0s40S7R/HQXmSsa54GOCQ8SmkrxpGaucRQnHpKHGZc7hzF0Tex5HWP4Htb51PocZJxuaO1H2s6rJbnamHr8OVlXoReCCXpYR57H0MuBKtv4Xvt4TLnD5Vz7KaUMi7zpjV2Bdu7HwXes7XFXzlwgKc//nFeee+9PFpVDLtd2rdvszY/z1y/T29ujqubm8wuL7PQbLI9HFIPh89bo3IslIL6+UaNGb13lfoLPN6Gp87ccVy5woHdu1ne3GTi6lUOghEl9u0jv//9PPd1X8dpXHiJKbyOKU0JW8UroVjTRUDGfFMpTnkkEjRSqqO+6HcYY/F3xV+zV1Ab7sgTfmXO+XT48jy22GRJC4ZTXXcJNpGE+sXYEGs7YYrvOi4Id2se8Lz0AYzlhC8zXm+9E64j5a/0NMGHkzjMnjABmIHlPF7gRak1Os90QVU038dTSmICj/LsMc97WLxIeVINLCe7V4wEcQOUzqVjpKgz3lY15qdfwbwFpekJRj+DedSPYCGC89g6EvlxDk8rU4pXP6U0tSOdrsJTyfR6BY3KSDmBQZgRpj2ECUKFNkbrLI0T3SoKkTNcsxHmRPsgojmNcCz4OheRMTa5ibn+4E1yWuFcgv31brR+BhgSputKwfXCd+/BPFZ5b6u40o3pXrNYj/lu2btCLiKCtYYbS1J+IpmqGY5S1lQbQHn34kLswzxSvRut2Sk8HCFyZizpuh9nsatsqirgiQWveerg6IccCoVuwPtFKD9/Aa9zoee6iRsb05inLGj9Bs6T0XtXO94UziPFrhx+/etjDtERvMy0wkfXMLRDBXdWyvcp55PRfE+Zs7Pl2FeVe34AbwpzFttTU8Avb2zwrZOTLHc6rNy8yeHFRS5tbzO9uclzU1Mc63RYALoTE2ykxHBjg/ni5DXUdhvPpHiGz1ONNAyl5330zzju//d4qSt1wcd3HJ/4BK+tKuqVFRZnZljZs4cbKZGHQxqNBgfOneMotti0uA7glvI9yUhK4DCYNmFkPVd4nWUt8kE4dlSPuQgs5176uWUpQ2i/GQSpyEtgvbA/nVI6Eb4fG6eIULOGK0zBegmrHia4L+aHVnjqUyyaMVOOW8UQjHhfIviIYAPu+es8JwL8mrDNuo13v9O5jhUFpNBFJPOAV4XT9RqYAJOnn4GDO4S4oNttLB4NTsCZxWFdCVspEsozy6uN162BPSmlNUzYPIl5GTVWJ+Gf416NYEsJMwm05fI+28ni+PLKtrF67zIwxXzWHKmEp7wyFYEBh1ar8n4iByOGKXaiQLuxPSDPWxW+pDikSKLijy1EIyckhe/J6NW7VEphPEZeqmBZEdBUQ17rtMbWnpAGlXJVxsMtPLY9Ih2WeazD9yKR7FB5H+rxXmOx5i/HeCr34gaH9vUU481bZrGQhxSuDJVDmPGh6n1S6CcwD1ThIe31w7gMEfyta/bD8aonoOcSqqI5VaXLWdzoUxEtGVeHccPsWDnHYTwNVnOqRlA1XlZafBAhfVKMMniPl/m4jMvDGbyz3Ssxg1cd2SR3lT78IAbXD/CGNsfKuQ7ilS2fBY7cukV7fp7LV6/yCiC1WnQvXuRlS0usHThAd2GB3UV5DycnWet2men3aayssH9+fjSPn8VIfX/WqBlvA/2CjZe6Ut+ZPjU2Fha4Nj/P7X7fPOrtbTp1TVWIE82lpZFQHGLCLJJgNKLikpCfwK3vmuejBVroMU6mv++E778Q8SLGzsC8QMX5NObK9RO26AQh6rzafDqXWLz6mTDoVvml8lYjXCdvOLLFRaRS6kpMldL9RgNnqfyuRiey9LuMp/vFmK482xm8KlybcWF3HBOgKusKnmcb+QQSQHN4zE5kOb0rjc3w/PI8xYBWfP9L8HK8FVaA41HcyNC6idC+4vgreHgD3KBSQxd5woKrNxn3RAW5Kj3vUrhOXF+6f/1N9xTX4+OYsP003nxGZEedQ/NT4fFe3VsM4YCvtybjPQZi6EXnljLX8SpaI7hYRD3xEVSauYspntVynMqLKiVV5xUSJONDSkqwtjIwVNipjSnzX8Vjzmu4QpsM592LKQN5zprPIzgHJeOhmQMYuW8N9+g1JMeF/GmdyZiS8yDERijUyGHAU+20z2OKpowoGbFqz7oPU8DKfFG8Xkhf5OFoHcX3tQff3zJqMpbPrli6woBDDNV4GEMHFGJQ+eAGxm94IwaFiwwo2F2NY1aA/u7dPLq2xmtnZ7mwvMxyXdNoNOi3WnSrikFV8YnLl9mzZw/tiQkO50yn2aTf71MVZvxnMFn6BXVIGOIJveDjpa7Ur2EvXMJxBttU83VNOniQteGQ9fl5Y2z3erSaTYall3rny7+cj2EpE3sxCEaKSYsxlriUIqxxb7NiPCdUXkn07iIcOabMC4TbLr+IKCeyUNqRrtUB9uecHw1Q3AK2KTOmaM4z7pXX5dyjxVgg7PM45H4M+BDuxYh9rc17ENsAqhAVFTyU5iq695AWpbSYK7jCFGu6VzxqXU9xRwkGxSilUCZxBR8RDR13T3kneuY2zoBXWV195wwuPPeU+4shBaETiXHjQp5lA1fKH8vW/nQWi6W/G6/+RvnOUnk29WUXEtTK42WGz+PrrhWOlYK/Hy8D28Fr/j9OiUUTRoifjwy6O5A7mxisuTfn/Fz5W87W3EVzFDkF8p7khQ3DMY0d/5fXKphXIYdWOGfMqwZXngM8/NHFU/cmMIWQ8Nrqsd+D2PbaLwmvdw7jNcpllAp2rYFvBP5v3PO/gsPWUupDzPgQW18IhDxhlUxVzXMZER3Gmfx9PKNE6yrWgZfxKqUjMqHS12JxH3ntKhAlY0j/1xpYxXPPVzFj8NlyjadwVEuIADgfQXM6i63pCpMdZ3AZN4nzBl6PyVYVI1LdjycxeF2V4sBTe/vYejyJ1ZfXHjiMyehbmveHHuJgr8dbdu1i+8ABnjp7ltfNzrK0axc319ZYLKlsq9vbbK2vc219nYWUaA4GpFaLjQcf/DPh9p0jYfv+BR8vdaX+n4B/iAnvV2Ivv5CqqNpt5nPmRM6cHQ55stFgWFXUOdPJmd7TT48U+hoO2cafilfFYhUS2CoSEZVoA9sQ4ApBHopihSPvN3l1Mgl3wnmGO/72ZcDvJq/OJmtf8cTbeGpJ9MRifFXhgN14KpOsVQlUsYWluBWfU/xY3rKgarHT6/L/BdxrroDY6KQHo4pmOpeEm4r2tMIc1phAv4ErZgmwmLt/Ge8bHklRmgeVtZUS0LxOY4zymKZYY+87lkjVXGl+Xo0Jnb0ppU2s+9qP493gNJdL5b6Uxyt+QwcjvWlOpcgUD90uClDvbz+MShjP4kxv9YCe2xHzllyoKQS9Hcx1GSpKPyOOAN/H9RqVJIyv+ahIpKAE+w71/+SFdjT3ypvW3tC70hrfxvb0FuZV9vCYbo151bcI2Sbhu/IyY18GrYdmOU+NGYRSnm/C2nvKqFMMWcpXRn7C3tM17F0NCslxCvc8azw7ZApTgFHpNnAERvHrFq44ooGj96k1LU9Z72c/DiFHaF5htFgRcqLcl+6txtbTAt4ISdkHeseRcyAZF2tTaAHJoG5imRWvwDtEar/2MEN0N8Z6v1C+t4T3dRiWz1vl9wuYszan65w7x+WjR7ly7hyvvOceHpue5vrGBnOTk6w1GvTX1pibm+P2ygq7Ox26nQ5rvR4T09PUrRYL5X1slut+IbRUY4jXQXlBx0tdqf8B1tLyS3Dik0YjZ6smNBxyb7NJlTOfLp/tyZlf+Y7vGLUjVOOLTWzDSclDgfJCTDsXASnvVNAiQfETCo7I0wQXkDsh0lk8fiiPVBuqwgyWJ3B2ccI8AW0YFZeRZxAFfApCXHEp9Xc+jOfTgudij+LcwIVs7U91jDw8kemUIqTmG9ds7kdV9Uawdvmbzt3EBWILKwgiD7CLe1VXy7HT4Xvd7PX4U3hu9YuPykdelDy/YciXH2IEPAlrwYyNcp8SeLrPCoeIb5e5ej0m4H4fNzKEpMxh62p3+FvkY+jfbjxksBtGHem65Z3IEJNQFWtZLHGtK8G0sWDNLuBAIKBpTdb2KtMqVtlvASdGPYhD3VLSChfIQIrXkDDXOhGpTEo01oGQh67qXLp3jd2YgpIyFAE04+liioNLKIvtDuNFfGR8ai/FOP8k5ik2i1H3esxrFSKlNSjFpzCTmPvX8bUGzvymHLcX93iFSESFr9CV6lbsVCxSyA18zWjOhWgp/i2jQ8aN9IJ4PcouEEqhUtiafyFm69ialWEgNr0cnIStixHvp5xDx8tgE4L2MYx3cj9WUU/oglL/1jE4/nG8JXMqc7av3O89mPf+BAbNV8D5ixf50337uPzss7xme5uJ/ft57rnneMP8PB9tNOivrrJvaor1lKDZpJ8zaWqK44uL7Or3R10mFYL5BOMdEO80GtxV6i/8OHUqb54+nf4I+B7MmxsbVUWuaxopsZozR4DzOVMPhwzf9z6ewy1rdQ6LlnAn5C/3sM0/UlBiDuOWdPRYCcp9iLXzbIcULMpnuZDxdP0WTnKR8peHotzlhCkWecKC9namxsVYsEIJYgzLEt4o8LGUSyQGtsp9ycuOQ0JRqS0JE3KJ4uUUpdktin0bz9MfhHlthXBDxtO/huXehsnbjyqntglMpZT2M+7hbeA9m8W4VRxRwnBQrhuVm4yjmIMeYerjOMkuYwbkJ3ECzz/CalJLSMijkbEjEmJM79M1ahxWlIKIpLP9ZU6u4FkJIsh9FhfgMd5X74TiyzMrhDAM7HeFGp7CmMZPY+98MZxT3uS1MGcJXyuKs8pTh3HDUu9TiJHCN5HAJq9aBprmaBEnfg3COTTkZYlvoEwJIW2CfOM66YffxeyfwtLYfgr3ZsUviXHpKbzkqVAfVS8UXK15kQG0jSm2x3ECZYX3vI857Rk37sWi13xN4aS9OCbxvacuezn8lLKSwbYMHMzjvQhkFEViYQq/y6gZhs9lLOndCT2LYZseFkc/iSn2K3jYRM/4WJkfdXaT8XIB22OPYYjMeQzW/wvAzd/5Hep3v5unjxzh0NWrnHzgAT5+9So3b97k2J49nBsOafb7tKuKYafDdqPBvVNT7M2ZlcFghLRQ7v11mIMo42jnWACeOHUq36ni3H/z8ZJW6mVMYBt/Ds+5BKCuTUhWFXW/bx5vXXPxN3+TD3zoQ3wCh4SkoOuiSDqUet05Z3W9qlNKzeCxJYqALIo5Vi7TdyqdgwI/xjh51O+4QBdBSL8fx9i4EkLa9GKCag4El7ewhTqDQ84bOJHoSPnOPHAzpXQE9yo3KXXVMWLPFcy7jzFujUVs84lFOh8+k7cqBS+hLKW6zbjykuUvL6iHMcMVLpAAEClK14hELUGCW5igu1Z+Lpf3IkEV37dy8yVMRkaZvPmc880Qn34I664lj+zbgA9igl5FZOTVqEjHCtYVTutqvfxNDO6n8ZiynkcpVNsY10MlercwBvUVTAn3wz91OIuxWsp8j9YrJQsjKP41jDPxl/BMEmWVKG1LDUi03uRtygge4EI/zrMMKhVF0TOK0S+vWfwIVdZTFcNz2DpTLBjcq41V+ERi1HVFeothFpHldI9C5iYwpXOp/BM6I1Ll1XL8Mcz4UjhASlBrSAak1pCeR935nsbRA+V0y4sGVzIiqyklUoacKsNFw+YAtvY0583yTCL5DfC1FAmCM8mbCMkYkvG1isPcemdCGnVcKus5GmByBISeyTjq47UE7sOUs6B71Zh/DJNLsxhaonOcxd7/k5gcnMAMuS8B/uSZZ/iPr341D1y4wGtWVjizezeXLl7k1bt2cW1xkYvXr3PPAw/wsa0tdh08yP5ej24RuVmE6XJ9ddT8LHce01g1uxdl3FXq9oIfxay5ewFyZns4pCo9dCugWcoEzv7xH/MD73//CO5R3E81pmeKglat6rRD8TbK7yPLP3zeSN5je+x74Rf15daQEga3gnVtMGj3o5hQkCI6jC12eeaCkaUQtSYu48QbeTwNDBZVfXhBpSJA3SoKcAbYyjkvlXsXfJjwalTXcWEdCVO6p61wj2rKETMJxKaV4O3im1+KXuUtYVx46lqRxAUmMERSOooJ57lkVbu2GWfzCuaXURJTdHIJMUReg4TjalH481idhL9VPpeQVl0CMKNmFm9co0YnI4Ua4vlaCxLiJzFinNp19jDB8zjOeI8EJRGjppPVYZfxIkW2iRk4/WJQ6h7VKU5GozwzITznwvPEIS8/MrP1fZEgbzLODG/jCFNEGBQLFzntGLYfNR+z2NoQKU3ktdvlXcgrldcveDsajntxBaQ5oVznLcAv4TJBn0tRqYrhVvm/EKpG+F3hKaEYMj6iQTVR7rmXUko55/XkNRmUxjUT7kvP0MFTQCMsHju66dlUDU5hBCFAszhKIEMsxsWXyjWWcI9ba1VciVH55uK8XMXk0YXwPpWSp97vW7iR+yyWkvsHuAyVMfYUtuZfjhtAUvonMYRBBX8uAg/+2I/x1E//NFf37+fqlSvcd++9PLa0xPGNDRY7HS6122zevs3i7CwTdU2r2WQjZ5qdDs26Zm9VjdZKrzzHnZS6UvJe8Px0jbtK3ZXKU5gAOoTFYWaqyghzdc3NwYDLGxtMvPe9rOExOW02dYmSUlRlq+hZa64bWH32O0GcLZzwlSgCs3ymzS3BIwhLFnPshtTHrNpPlXsTFLcXK0ca4dN2YVHLupaAUSqRlISKyEhIruAeVyvnvJxS6hQL/hBwscCSGspPlRcYu6+1cJRDijxW81KFrUgWFIFKhKIZHIXohu/Gil8JR0FUQlZpVuIXJNyDjGQ6QZ+a+4Rt1nWcoANuJOg9SCk9VN6H5v0HgB8K71fQZ0zX0rMpDU0evtKkGsmKAElBqKrZUcybE/wqoti17GWHJcilsHNck1pv4f5msK5rMqxGQrvod2UrZExYvwzz4PU8itVLeEu5ao50XCRR7gpzrXetGPF2znkleSleGbsyniLEDx4qU+0FcK7LEC9X28S7H+qe++UzrSsZfls4D0NhrNWyrubwsqHzmMEoFEbFc9TNUPMpw3CE+OCMcKW5jSoYBsMq8ndi46B2+FzZExN4gZzL4fxa48piicZNJLyqk9wU43UY5DQI7dA6UTEfNZXRutM+EWF4H+5EaJ+rLbEcl23gd7E4+sVy/HqZ7wGGSi0Cb8AMACEHam4jJO6VwMKtW2z/4i/yW9/4jRz4gz/gkdVVzh8+zOPPPMOb9+3jzMQEaysr7Nu9m9s502y3mc15tKci14IyRyfxstiak0XgB06dyiNO0Qs97ip1W9iyWrexFIszQCcl8mBA6nTYHg7Z1+lwHhNYIoNpUcbuSGDQL9i+kxCLSnymQE/s+HvGmoyM4nbJ08/kNcXj46aO/6YwQfJs+VyM4Os7jIlOuZ5ILtpoMU59CNtAutYh3GsXq30ToCiMWeBGSFPT5heMLQLPBKaUtIHb5VkFAeq55CHn7OVIxUC/GRT0ZvIiNQoVyEMR2W2INU0BRsV8dlNg4yIc5PV0MYG9nHPewImNEl4ybpplrgVby7BTHnaFIUBnyjNVmFBaB54Jnrwg4HlcaQumFbFQbP/YB1vzJSb6TPi8wjuWTWGM+bky99vFmOuU9yaEYbTOYgpbtr7x62k8o0LKOGFr5LV4Xe5JDBmQt6RjFQJRDFUKSJ9vl+vVKSVVHGyXOVGnPGVB7MP3YVXexzHMOK9x8qvIgoLpmzh7u8IMBkHfME4G1bNGJKaBo0LfiMXSp8o7bCVv10uZC6Vk7S/fa1IKH4U5Hoa9LmW8BbwZ+A3coBafJfIhhHhJDskA7mWvjqiwjKB57WHJMBgnhw7DNSIaEsNYTdxwlIKXDFJNiS7eyVHnmgnvZLb8X90axSkRUqf3L17JJkZMO1GuvVoMYt1LxozJ+zH518MQK3V+62Be8zcAr/z5n+fDb387+0+c4J6lJQ4dOMBz09Ncv3qVk4uLXMCg9k6rxXRK9HMWqXmMh6J7exm25j5WrnsE+G2Myf+ijbtK3WId30VomzcY0Gw0VJWNxuYmE60WUynxi9iLnGUcutKGq0TigpF3/rzyrsmIc4oh7oSDtUGjIk/hc5F3FDePrGttLhE35HWsAHNB0UqoDPGSpRHKl9LdhRk9MK7sxdbPJW4cY7DzuJfewGD4zfB5q/zeL/eiOL/m6NYOj1Ex/mZQ+uIDTCXvPiZijeKHEihinouQJwixxpnoDUwYy2sR6rIMLJZrxA2sawmtkEJWvXDwd6nqc8/gSv57sJx0GVERtr7NeO2ELdyLk2Eyi5O65I2qXOtRzPsb4EpzERNsMsxqDGZPmHGjlDEpyM28o/Z75BTsyMzQMz0KfBUmdJVCdBH36qQ41GFLCIG8YQnGGjMe4vrX/MhrEySsKojicNzGvOPbGHS7Fy8rLLi/jddnkBK4Xj5vB+MwGtG6hsqYdnDuhdJBZRhLyW5ie0FFpjpl7raLYdXFjKg75fOLlKnnA3vngsRHXQbLc4rlXuHhm23cUBZnRmtHGSsKcwhBi8z3UVZO+G4kEOrv4iXIkNM9CqmaL+fU3miE91hj63zUWAjfn4L1lWKrltIy6p7G4uSPYAZzjb17oSm3KR45th7PYOjlFt6x7XXAG9/zHk7/yI9w/+oq72w0eOrgQZ565hneNDfHtbk5htPTnKxr+lXlzllR6hoy8rbK+3hNueazwI+/GJ3Z4rir1C2V6Fvwvt/kDKU8oArOLLRaXP7IR3gUt3hlRaqVYQVEQpWg3p2MWylDFYiRcpOQhPH0nRR+RqFchc/AjYPXYMQRbeYNTLjdSN7oQiQlscplrUtYStgpZiYLey7nfFn3W6DfkTGUrDDNNiWGmEMTj/J5s8yR1p3iuCIhDTBB1A/zttMa7u4IH4ALYCkOhSUo54v1vwU5tzAhIA+tKvcxLNcYJCMpnk8pHaIUmYGRFxlzmBVTu8F4wY8mFm/9FKZ0EvBXgJ8n9ILH1oGKB8lbE9yulKVlvAmGjJcY0hlgwuqynqF8dgIzKHRci/GKgXoPet9g6I3Kpo7Wsr6TrMStPDO9pw7mpSgTQB64mMpas/JwFQuOa0AGzkG8sYfWcCP8riyM6D1r/aqi4DZOfN0Mx9wKzyJyo5CsyWL8iVQmo7sux+g5lFHwt7FOjLH0s1K/5HVK2E9jxqeU3xLlvZf9p7kWWiDDUmRPtULV3AoGX8b3iBA6yYkBrqxjeG45vA8pZl17Mvy9ixkBKXwup0N8gbg2VjAkT41UJBvFiVFdAd2LjDuFTPS3CP3LIxYpsYvJahFUB9h6Ob/jfW1hSvUEpsxlePUwY1OKf/7CBfb/4A/yU+96Fw/3+7xyYoLPdjqsrK2x99gx2jlT9XqsVBWzKdHMeQyxSdiakzO3WebgHPD9p06NOTwvykh3CO2+5Mbp0+kE8MOURg+9HoNGg61ej12NBgspcaPV4p+89a1cx+FtCVIxSgUnir1eJ2eu33EE5XYnSH0U18rjjUq0ieS9SHkJ7tmFeWVSUqrBDA4Ra3PoOto4QgjklchbrMvcCHrTfe7C47wTmFI5S8hJL0NGTxtf/E2gX5RnE0BGQPLc/YrSrCOXft7lM7G9JdTlTUWiXSMgEzHdJpb2lWcVPXEZbZprCZ5pnMkcvWtdcx/GUo/5+IfKea6UPx0G3gd8d7jvSPZpMa5EpzDP++NlvlT05wouYBWWkNFwO5z3EJ7uJmE3jb/DHK4npZTDZ4oZjngI5bNREQ98ve7Bwgr/NZz/aJkzQbeKp0YlP0K58FFhHlYHrw+g+1Tmxkz4XgMrVPIUnn4JXlToHL7+ZMAqVUuQsp5Zz1aFz1XoRkbPFPYO/hnwI+XYXXgMfabcg8ova/9IMcUsG3msUri6hmD2R7A4MuU4IW9ak0pXE2wvJa+9I1haGQjXcPnRC8fqWbW2ZQRJESoMBvaez2MOxO/i73QFWwexja3ekeSEriX5NsDklvZWTFHUelSYTKme2pMq79vGCjp9Clt7MtwH2F5/bXkfH8ah/wqvT/E6YOvoUa488gi/8c538uzKCs0rV3jgda9jrdslVxWDqSnrSlhVTNY17U5nlCsvA133cgVbi9966tTnl/8v1LjrqQOnTuWzp0+nfwz8GPAVzSbNuuZ2VfHZZpOf/LVf4w8/8AEu400T1CtcfbYFx1V8Hu88jhC3hPH8bvA8YMWfY+qaCtRo00mpgb3LE1g8aYiTeGYwgpSUYiwyo80o61+QnJ5TQldxRykn8M5hIpBNY8Kzm704y+iZcCHewclHMmzaQC8YOTUep+7i3AQNMdl1b4KFVapVOfBxRFbyTTyNpsaMBhHCFDJQfr28wxorT6l6BvKWczj/zeSFdTJwOOc8iqellN4DfD/jbH55/BLsTUxQyEMTUTBjimOyfC5iViqhjv0Y5Kf5Va3rDcx4V/ldFUuJhomMOgl68PVZM74GK7wNrp59L2bM7cZ5BpT7jQWdxFUAX/cR2dLfRcySktS8yNhUnrcIbScx76uNKa11zMiSEaN0yanyfWVwCCaXcUP5Kc6MCLE3cbSqgRlLbwV+pzzjfsyAUM9weYp6RiEvW+V6w7DelC0DnmNPud6rsXjsHhytADf4NJeK/6u9q4yDBr5WxL3QelKaagy5KS6f8P7uNV7eVeG3VcxgUa68nAutZ71PQeWq9695fh4bHkfPJINkKCltbwtHYiJPSajMR4EvxfaA0KrYC707AAAgAElEQVSj5Z38cbnH12DrYx+2XlYxL/8ZoHXhAtWFC/z6M8+w+N3fTf9lL+PEcGhlhJtNBv0+7WaT7nAIdU2jrmlU1Qjl6Zf5eLTMzRFMXjzGizzuKnUfX4Vtiv+8scFCp8O+RoOf/cqvzL/6trclCapoRWtBaQFGwfC8EWD5nUSjPuZV9u/wtQEW5xOsXyUvAiKloMX9BiylQuQqeSwXcNg0ejwxP1Q/tTingJVATNsDXA2etATBJBazXi8EuT5W2S1CueDpRqqlHkcLU6K6RxG8bmHx9154ZhhP05HHl7D4pLyxQbkPQaHdcm010onx4phSJ6OpGZRYLt/fKvcU0/vk0YsAdi/mcVRYas3nkmcVvAGDXG/gykJrKhb4AIPqxQSW8BMEqyIbOj5jxpzSLMH5EDfLPIkUCAYxR45GHDsrvWm9RG9uAKNa94rXq+7+xzFld7p8r4t7lVp3SsvT+o+8glTOJeEuhEAogmLUFZ7yRpmXM+VemuWn4viq9b6Ge9tqMxoVfvQgj5XvqCaA9rfIlMtYnv8vFQNJIYEBpjCUxiRPVVkZu4HLebwNcgNDrIZlvQrClyETmeJ1+Jv2WDv8FKGtH46V0bgLr72gKnXx2Em8SE/C29MuM75nZBTIk5ehLAREEL44LOqwRjhWBmlMJUzh/1M4Y17xdu1RHSuDVB3vEmYAPYCHUy6Ufyqf/DjmtV/F9tg0tm6msL1bAb/2mc/wr7792/nun/xJDmxs8Kr9+9lqNJisKtqtFo2USMPhKBwkxEChErH4KyyL6q5S/yKOh4CV4ZCUM91GgyVsgYDHyLQ4Bd+1KTXDi/B53kkDZCmhJpJZHY7JqVSMi98t5xQ8HdMnwDf1FBYzuoITSuSJ3JDwLfemXHQJaZ1XSAN4rfEYqx+Vay0CbH+5nhSx4skDTEBFI0JeyOodyFfyZBoFVhc8L2udQuKK31P8bRNQMZ9GEYqquQ0ew9O8KUwhr0ss94wpOsXsYdxzFPwnBaeYmRRZLs+8krx0rBjsXTx++HeAv52tPG0br+onQSYhKSKYPKarmFEl9vc6MJ1zXiv3/CqsBGYsOXoYJw9FOJ9yra38/OYs8qwUO45Kv9rxeyrH6zllwAkCFlqxhjPOwUuhRuQmQq5S+przXcnr1+cyF7FIToUJY6WU3shW4XAh53wmWela9UxXyEWwvfbAKt7oRM+wUM45wMNXCUaVAb8SM6CnC69EBsEEZog+W/gr8oYH5XorwPwOEqAMUvAYuNZ7JMPKq+1jiuMmrlxlHOn5hMRJ6ezGkBTtt904Mhc9aO0NhU/EwRD/Qc8hZarMCt1bwlCoiCyoxO/ucv4YZonI0CLuVMhoFcqj9dXG008Tbiwpni99No/tTxF0e9ierTGPfj/mxT+Jp4LKeDgA/Eld81UpsX35MrdWVug+8ADTnQ69Xo9hVTEYDGjmzGBmZqx1d4UZ2Mew8MQuvgjjrlL3sQwcT4mliQmGKdEZDjlbhEpU6OAMbJE+JgqMlmFUeATc+sx8AVg+Ku+d5DLG44YiVfUDhL8XW0QfwWFDwbmDcv66KMcIc2nTy5ONm03QYMI6u10qyjyyV6M3XpX0qKo8i6z2XITs1E6FXobmNIY1dB+KFWvuRa6SkpzEPNB5PB1I3q3OIyhSDHqhGFX4p9zuiF6AG2A7Pxt5SNly85t4eCCX+9uPea2pXO8fAP8XZjwoBfA27n2ACeoNPPaoqnYKc+zHDYlmSukoprxVwWsdrxh3NqAqMWYu4S8jL3rqUg5rZfJVthjw0rHBu1Qedmxy0wn/z+XeFFeXZyWDTWWN9TcVJZrCIeNzGIqlZxEELKRGNfGvYwI01oMn/F/s8zaeWiikR8QynVMIw2K5760yJ1KQFVaw6n/C95La8R4ClgoZTrUVBuXdPYEjOjHbQXtShFQR0w7i62Maz+bQnpXXK4NEzHTtH8mtRbx8tIxW8SyEzoGTGoUgSd7o/WiOpsrziiPQKPOuhi7g8WztCd3rTHjmjClQoQYK7SnkJANRJEfwbJJYz0Hr6J4yR4+Xzw9gBu+zYX4V/tjA0uJeUf7WxXhIX4mtj18AfnR1lRuLi2zs2cPRnFnt9diqKlqNBs1Wi06jQQdHY1SVUSGLBzHj5kUfL3mlfvp0egXwbVhN4H3AvU2blaWqYvLv/l0m/u2/HSNiTWAx2H4gYClmFceIGfxnxdh1TLIxVgqWcdhtGKD4DrZovgT4dcb7lc/lnC+mlBrJ08B0PxFildCRwJIC0RBjVwU2NrCNuR4gxEN42hvFQyF7fXYpC30ur0eKVvCVlELth46USiMcG5+hxlnSUJizd0grbGGCTOhETA+LaTqKH8ojiqMfIOetcn+7MK9XKMYlrBveY0ER7ccEzgdwYTeHl0btYALxDC7EBY1GpbeCCeZNTBCqheWZcr+zGGKzAexJKa2H840MJbz0qhSUBGgkizXTHdIxg4Ewh9XW75a/ae66eGhC5D/xO3Q97ZWjOPs8EjCXyk+RwgbJS5LK6NB9L2N7YrkYnbPl/UyVddbAK6wpM0L7SQiSDCWx57fKHhNPIZYVzlia1NN4yEpEx208pU4ImAw8EfZ0jkE4Zx3+vowbPYeBP8TXogye/4+9dw/WdL/qOj+/9333pXfvvnefa5JzciMJIQkyKCAWNAPC1HjDglGhcNApRR0KB5xCx8LLKGgJoyNjFQ4zzow6ToFaKtRQliN4aVBhUEwgISEhIcm55PS59b1378t7eeaP9fs8a7379AGUhNTYPlW7dvd+n/e5/C7r8l3ftZZKXQTB5zD1UQTlNFks5iqBpI1hBOeihLe8jiEAw04aDIaMzDzQgXiMzH/32CJZ977PtJynXBPJeo5IT3uaRNZEGzQMTL/bJZGZLUJGvZkw7H6WbJzzsf6930B0KHy5n/s4kfLpuvyNRC+Go/4cJwlv/uc/8QlOfvEXc/7wkCNge2uLnemUxWrFrDUWwzDKfpHAmn2zBH77lSvtb1++PIzy8VfjeKDZ71eutF8PfBsxudeANp9ztjWGySQ25GTCuz/wAf7MN37j6F1o0UIqIoWdJUNbZaz/cpS6RxdGWrMVsleQqQy3yViqZJUVYZkL4VnUw99Hx64lGU7P143sez0J/EIX3m4oU058vkdhJBGq8Opx4tjfFiRpbY9EMcaF2DKOMYExzm2sfUEU1XB8jTtbD7ymh03ImgKVT+Cmq6ER55cyHvvlHD2OCkNbQEOYb4csY6ng/mvAtwNXuwBV2YgiSAqrpW9PE0bIEWEQPN/H6jVkutpDhHLx2fRibR9r6Vc/l2wkydDWu8fXpsapqEhN0RMFksDoO4xkw27UfT7Bip4R6+N5Yu34jkf0SoeFVe++0niusdpW7qVB+wRZ197OXxpMt0jPXQVxmkxb9X56VTLVnX8V7UnSS3ecvgv4s2S8mj72u0T81jG2gtkbSCUyrk0Yw0/ea9bfRSX+ZcCPkPtdFOgGWfK11vynP6ehtAVBIHyGJF/Wngka9HrEyraKHkkmdE6sq/92Qu5AkPn+X5Lv0Yi16XsY3jM7qCJyooeu80+Q8y0JVaejrj07/r213/NpXlnLYafc4x19HFqfl9qLYgv4TYRR8GOEgfAs8KVf9VV89zd8Q4STlks2JhOOepVRJdRqY2ONO+ThfN4i0le/9VczV/2B9dSvXGmvBf47YpOPbQSHIeDH1YrVZMJTw8C7PuMz+P3AX2c9ti55xw5FWrr/3uUAuzLTOp2znkpkZbahnPNiefbKiG3lGlbhMgapItH6H0gI8SbJXt4hFre1seUC7GmotGjmYnrVXv+8enYTgkinkjW39shxehWDp5KWWkvGvkrbXuUq/bt9jLaIqmkKAQV7jWHWOGVFYITxFJR6KVX4wboiuk4WxTgkPOUPkJ7ff9r//xxR3EboWM9jUf5fPRMVgqlRlttdEoJ/AXxwyHx5gLPDMDzVx1kBXHkYG/1ZbRyzIngOFVaviI7elYYRZPtayZQanEtineiRP0TAn4Z4zhLKSKiT/lk7dl/KnDhfsO75bhDIhk08nirPtAJO9PWwMUQhmQmxtg3xCCWrHEwDu0gaOY00eA3b7BNenvLC55bv8BKxB86Tue+yvs/3z+607GjouqsohHUOJJjd6O9onvs5Mrwkec3UL8f6Fpmd8xRZIvUMGRqpRrPPY6e2CuFbBVLlaGbMyK0ga/xbeGazj9Eb+jvvs04a9Psqd1Eix941e4FEfzScZfA/SoQcP9qfQza9RbNqrv1LhHH05YQhIHHvHulc/CSRpvfZRCra+Te9iXf/5t/MVslLny8WTGczhtmM+XzO5nT6CoPYY0LWwP/dwO0rV9p3Xr583xDkJ/14YJU68J8Ti2fNs+yVgobJZPz/1emUL/+Df5Af/N7v5S7Jor5LenE1D1fiS6ve5y92lPg4rCsYOsQrnClke0Rsmp8gvTGIjfAyCZk1EjZXeZsbWuP+W8Qi1Fu6TU8LK0L/eKEZjQw9tEou89juglXhKfvY+vY1ju84GLdfUQhyxTPf6Nc7IiuAVWEknFt7uyu4NGTmpHLWO1bQb5R/W3dAL7D2dJc8eLOHJ54gvIE7hEJ7Gfh6smGLwst0s1qScxgyDbB2zNsjC5jQ73GSbnz1Z98jEJUP9/GpCkNl4fvcolf46+9wpq2Ttu6a8TBkXXyV6UliDWoQ1KwBBbDsc8MizuFrSKPM+am56hqgNdwC6/UVlqTAthFLNVg0qsc1UxSosWjrgKusD0iSl0ViapitkYbVBeAPEV31LpVntgudilbi3Yn+fWPFhsvGsJyPSeaBmxL3VhKyPyAU7gVyDl2P5oMrfwyPPUJ67LYTHsh9tUc6J8ooDT5DMwMR+tBAND1NkpzGYWWBW+HOEMuLJMHugCyYpEEu76A2gNEwuEtWYzzqYzchvO6XiVKss35P6wg8THJVNAYgQj0/QaABryEUvWGJx/sc/AvCKH/bpUvsf/u3861nz7K4do2NixdZDQPDcsnGasVqtVpr9nX8kP+jzD0gkICtK1fan/3VUOwPpFK/cqVtA/8Z9+mhDqHY+6SNnvMXfRGf/73fy//DenqFn2shyka3Q9tQft/vqIqwslAh2bp6mpYwvUdUKfvRLoC91nkC5nRO7QQl5KbXeZwQJrlpfxii329r7VF6BbUKhQ/Z/nMCXBqG4eP1Xe4Tf511ctPhMAy3jZEfN3a6ktaD2O+njEq/C3C9Ri36bSK3vRKDhG/PsJ6nXqHdMSe9HLVxjl70Fr2yHCHcfMYFwbqvMfc7BLfhadLT/1ai7oEGmp7EFgnpQhLXfA9RFZ9j1b2lc6QC+hDhmV9vrb2JEGQX+rNLUDuuIL3XRjceFuU8m+nsdDTFaV+xrqBsnGO5VOfReK2dwZ7sfzfePFaA68aC0PWENHAqMuB33VsDGfo5A1xtmRFSUYxThJF1kQyd+IyGVyTMqWRUdLU8swbgUP6+IBT/x8r7LskUPTs2PkQaBSuSjV5Jlu45QxcnCKUln+Vx4J+U56CP0WnW+7Sr3FWqKswDsuDOhJQhjtNuf95pOb+Gzpash6y2WVfAD5NrUaP3POmVG75T4R8PAzn+Nh0yRGiID1K2+r4WV/rZfq7VKyUtawyfIsNGB4QSv9qf5yP9/28ioP4tMk99Alzd2ODet3wLf2Zri8/e2ODmasXs7l3mOzucmM1YrlZMhoE2mbBcLF6BzLpOLFLmWDYiLPdNV660v/SphuIfSKVOVuZ6RW74/j7b0ynLYaDNZqPimxPxKcha0pIiatzPdCtID/a+MfWWudcD6am5qAdiYTg/Z4g2m/PW2jsJ4ofNUHwfPR0tbT0mYWk9JRX7lNjYO/RqTl2SK/CF/lu//u0u8FUctZ6771RJMBcIT78iIdNjULzBqZqTXBn0oh4KP5XxKHSLBy+CIUtYA2mbUM52gLP8q6Q3nLNjitVcd73rI0L5SlbznafEhv1xMm3nEUJY/OsyD76/qWitvLNrZpPOFyhx5nuttQuEwnwzkZoEAeU+QSj0kRVPKjrnWkLUXn9e32dazm997QlPu+6mxLrfJJTyY0S9gufK/NQ5dw2+l4Ayf4JjnmlL8uMBperakPX5HX/nz9joioBcn+3P90j/bmVw13HdK9A+ZClU051W5bsafT7niLiRCvrrgL9H5mALq8+J/eOasWLjs6S3/zCZsqehsOjPpPHgfGnkGON+lOwId4aQD9YtEBlQKVaDRAOlwtqQCvWoXEPkzjFQNlTUSpkih+U0aazovVvMRlLco/0et8v1lv1vOkGic1cJg+i58jwLwsDZJda9MX05KKID5tcbPjNc8gRhODgOB/3624Ryn5E8gNvA8pu+id/4jnfwur095vM5J0+f5trNmzzUGnc3N9lqjZ1hYJhOI4zTC9A4r9Y1qPLedfYMwZP4lwQH4VN2PKhK/VWJa6dPc/foiI3pNKwygNaYLJej9emidCL1ZPXSjTcedqV73FNvx767IOqTm0Nubqab4xRdaLfoSjUj8zjtLnWKrKKkIqNfy80xK/d1Q80JwahXNCU3locx+EpGe2wYhmfHF0rIV6E0EEZIZaFbHc8SnnrOayS5cui1uSEpho+Kwrr1VQEY13X8VOiTfi/z9mdxyfjsmIJ3TisrXwKOjTIUnI8SRK3DruweAb4F+AtkXHan39vx0LNSeRtrnMNYRMc1amGV15M1q50XvRSV94pAHe60wl7v72cO/4n+vXlXfDXbYoOMLdPPe46EpRdEbvaFMk8KsxWZSmlDFRW+/79T5kJFOvR3Nj++KnTj2SrQq0OW/jVnX8Y2pHI72aJzl9c4Sbb+3GOdiKiSqyVyNSJr2d6HCCRGrkANP+gcPNl/3yEUyi1i7z5d5meHbL26IGsTuI6FpiXgmptvASTRuguEsaDXrfI+SygQ88O9n2tO7oZjpbEjOVcD6V75/6zcc97H8MNkgZ+aYuYYyjc5Ikv+GhLQ2HJNvUR2Fqzd2d7ZP/uZcn1IWWthp+OVATfJQlAaHRoqZ4lY/IeA30+Q4+4CfMVXcOJLv5SvvnmTw91d7q5W7E4mrFpjtVgwLBbstwYbG2xOp0w3NmjDMMoG0wH13qtM0zi8BnzLlSvt912+PNzhU3Q8qEr9Brmh14htnfm+2thgqapZLtm4cIF3k0rXDQ8pfGX1CiFvkQpaqG5c+F3Y7pAL3/xkyIUpGUsh8w5iESqcV8TGfpZ1j0i2qwrdWLOGg4JSr8WNrBewQQhay0O+WK57kjBYqiAaSO9QT+WwKxa9lUZ6uBoJKuY6BZOWRVxq6k/rnraCoCIRkGhEnY9KcDtetU9FNsagi8Kpil2yjl6kcXfZ4+eB9/T53AK+kMhRf76fJ4Oafr9ROHUv3Wc19uueVGDeJeb4WvlsILzmj5KpTfN+vVeko/Xfd/t6u0FC/g8RufNDuf8L5V0soKICWxDoy7IlUVHD07Sq1q9j+uWEmPfXAXv9exVmd527d0SLVDiQhLZrxxCuSlg11UmeQc13PkuS0Ny3G2RZVa+hcWtMmf733wT8QHnmKZl/f5LMLb9DksM0blr5TuvzOYZx+nNKjtO7fXd/9y3CmLje/32G5NdM+jjfIeHexwgFKFnPeLNseOPvzqcGu+OksVKPU6TxYttY9/iNPq62VVWeul+sG3GHNNhEaJwD4fcpYVDeJSv6/RxZPEjl7Nyc7PeuqYKGuiy2I/PefHjnb6uP1Y8SHvsUePr3/l4+tzVOLhZRknZri6ODA9rODnvLJad2d2E6hcWC6XLJ0FoUoiGN8prSJv9KvUD//2uBLyK4GZ+S436B/v/gj96w/ocIwst9j+I7zoaB+Q//MP+adYbukp6v3pWF0JvQnZvITWNax4QgKF3q17lRvuf1TxBC8VaP6R4SaUIS47aJTXKSiA2ZKqISPCAgTZnGktqscmbcueakG7fU+zFn3IWpAj9HGiAKgZP9/uYab5Ee1B49pk6GGo762BkqqIxriPi+Cnoonw/d213Rm8EMUdRGgpHCUcQEAkKfEUps1rJ0rPE+323WjQYVRT2nptQIuR4SFQc/SuRFWzzldwLfQ8CGepNev8aSNV78m1a+cdGHyNr6xqtdH28ihFbr47oDo8HgOWuWUr/3BcKIPN9/3yEMwpcIb/JGf5ezhCHhs9SOZUMx6BT2twi0QsLYKaIgk0VYICZPopWCzmwEiWJ67hUVEg0xVW+jj001ECWGbpAESRE1Wdkr1lPqKlHOLJIbwzDcJAv5WIL0XX2MPre/zxuImLWtiYWtV2QIqHbnMgRSU/Yg1zek0XSpP4+M8L3yc7U/88uEglUxnySUk5kBes/WaL/dv3+HDB/Yhe8EaSwc9fVUC9BUtv+Z8n3j2qfJOd4s3xNduNn/be32ZR/L54g19zSJ6Oz0sb5LoA1nCcTjcVImPUIQCUUVDQVquDxCVpOTKyHCISpyqt/rOlFadmdjg7edO8dXLpfcms1YTKe8sFox29qCU6fY3t1l1hqsVsFnmM+ZDgNijBoboi9DH5fHWHeKIPbYf3HlSvuU6d4H1VMH+EfAbyMVGTCS5Eay3HLJa1vj+7/7u8fiDh7VAouvhqekZyzBaEF6LZaUvFsIQ5Nj15QMY0OXJRFLtY63JBDIuJzxM8i41bxl0Rhjd8YutaiF6weSqKMihvTkfcbTxKIUejatxqpQeuY3WLeKTb0y/r3Zf49edP/t81g0x8+Nux2WMWvFa1NoKLj3+lwYXzwxZHpTZdJPnLfyf59bj8bnk3AEKTQVXCrSbwO+s5/7CXoN8CHy0/spa2vGNWTuuB7UI4TSULl/kCTvXSRJUIYj9sjuWB473TP3+ZeEsrNCV/WKHXcFkgx7vSrT5jT0bKoBaUjWNbhHFPB4A+E5niQMWWFYC+MY2ze2qiG1X66n4tSbkw+iwaohZ5vPbdKIVdk8T5K0hJohjXMNlLNtPSNjRhQT+sEhWvBu9/s8R5Lunu7nniU96vP93yq5IxhTMyHX1mH5/3FoekGWbK58Gb3CJWFI2YHtImng1++b260BpnyakF3kbhNr9fU9nCWJsIYuZJW73kT0PFejRm/cHPRLhBIfw2HEnFYHxrDPPaLS28X+TJINzb7Q6Lb8rlXyVNpbxBo3pc26ITpaN/q1z5AM+AXwsS//cr7o5k3evLnJh1vjxMYGL7fGbDLhzGrF0BqHiwVb0ylzy8R2Fvz9Qrl1rZ0kQmdW8btLGClvJOtMfFKPB1apX748vHDlSvvTRCGJXWLCd+kQe2ucHAYuzuf8q+/6Lv4umd40KqBjseDWN4QpSy7gTcJbXBExxXERDOulPI35XCMF3IQQFo8QKRyVCHOxn1vTeYS8zpCpaUL/1UM4OQzDjUJasmKUvabp/zdlxfSvXVJZ6UnU2LVEtxWhcPQcjxdoMNarVa+iG4l09ejC9F4h0An5G3s0hqVBNC33nhLe5VgnuhDVVObjrcrY643690OS2LYkCnD8a1LQvq2P+y+QkOoOocyskua19EZdK3pwc8IrVTm/lvDIa9bCQfcma+hAfsTjpIE6JxRzJT2q5B0XG4lU0ts5Yt2I9twq91JhKEzdD8MwDLUbG8CzrbXP6mv8Vmvtw4SAv9qvYTxUJEbFUMNUll/VcPW9IBGVVX/mPRKtcc1fI5WL+8n5tYFJjTfvkUaCyv/XAd/RuSDWJLhHZrlo3Ar5D6RXWo2IWvNAZMH1P5D71zE11EQ/bzlk9olkO9GJxwjPttY9cD09T4YWqjFnzYOTZGhMNGQo7wOxrjyEzLfL32TPO38a3vv92T5BesqS6nzGR/rPT/X3fztZVVBHSq6OCM4mmVFhhcW3kql6rhVJdsqqI7Lzm81cAC79lt/C4cYG82ee4fWPPMJzrfGuySQQ28mE+TAwHQYYBiaTCcvplOVyyWwyWSvWc/yYEnv5FIG0/mQZqyf4j0r9k39cvjy898qV9t8Af4DIKZ62RptOudkaP37jBt/z7d/OP/7pnx5j4AqGCpt5KCj10meEsBmA68Mra7oDo3dohbi9cg29iM8hcigrZHmmX1MPUAFXN6jCrXrBdMW81+87IyG7p8r51XjoX2vCzjJxGaKuu9/REznoX6hpXMe9442WDSyOjAXzSuWvV6+n0whFY0x3q39/vyt+U7SWZIy85i5PO1IxGirlPgoiPQO9IZXOQKaDvYHIQIAMhfwJopiRytziL3OyTa/XMVfesXO+HyJJPw8Rwk2IcSDm/RN9DM/XYaIoYtIAlTjneI1/o6T2aYwRQvD5vq4U/s5lZa2rgNMainVVj3n5TFKUisZQzawjVnaVc3zkpRgLr9yIS6TXMx2iS5qlQSWAVrLkjEwPNcyxJCBRDQbINa+XNSWg4HeTxKwpoaCM82oQWLJ3SjbqmZbrQZL+5JiofIxP3yTg/Xf38b1INkeZA8uWaZXGnuV0qOi8rvJAZMV15rqwEuKcJNhqSOnZ7rCe/qeHL6TtuJ0n1qVyyRCJiI4et3Pizy4RMni6z6cQul70caSu1unQYDrdv/M2srCMSIcK9R5JeH2M7KB3ktjHR8CJgwO+CDg8dYqDyYR3tMbuMHCjNTZXqzDINjY4WizYaI3pdMp8ueTEq+SqU8bKeTpBGIg/3u/5WUTa4if9eKCVOsDly8NTV660LeDdw8DRMDAZBi4B//tXfRU/TcK7kB7A2lE8bS1hKxXZalRhU7/jRpPwZmqFG7MRQuVnSQtfwdNIK7qROaRWhaqQqs+r4lChGAeXcDOmspENQjzOEhviY6ync1ndrZVrq0D0vlo/1eduHMsVb8lMXzOUWqayASP7fdKvtTNE7vuJLtQtHSvUP7arJYvdtP6ZpLJK2HJ8FYbO+UZ5twrb3urXOAL+K+CfDsPwVHnmbZJ7YNzc3F77tVvQpZElTO35vUXWqz9BtHIVZhc6rYdrU+KQxHObZT8AACAASURBVLNJy053GnIS5SqK8yTw0TIHKnS9e+PhlalPmcc1T72Ps/H5gSRHqbQlY5rHLVQq7C7qoLG1GKJSnJ7wQGQh2KJzQRYAkrgmJG77VI0ai7WozNwHKlrDIL+VKPErpH+jP5N10IXNLVyj0SC5UEUIiaYpB1blb64rw13ef0oa6FtkfLqRYTHDKgfluTQ0a/bAKdJwMsYuWnBYjG7nRqKecLwOzYKEkGsDE2WABspWHzNrHJwg0b9H+zN8kNwrrgMPn3/Sv3OG5DkIwR8S61YOgsaDRacWhGMlM36HQNI0fDUezly8yMnJhHsnTnDuzBlO3bvHMJuxNZ1yYzrlUmsBtQ8DbbVisrHBsueqO8b1UA/4XJBVAd9C8Fge4VN0PPBKvR+PE9CTgnBnfx+JbBUiX1PoRZlDh9mJxSKjXAFx1Eqp1XJI4oEk08g8vkQs+Be8HQkxv0ymwW0SkOzt/kx6RRVRUEi4wGta3iXC+6heo8Q+4b0NQqGr6OQPyFyXnKYHN3rvrFvbCtTq4d3X0m3Z6W70qIv3eGqIJh6tP+PYYMbvkGv76JixsCLzz1dDNmPRGz0i0IChZSMREYdGZCC8h4xxPkI0hfj6lmmJA2koXSIF9VhJriXmr0K/QXr4n03A7qdJEpSs5uUwDK8omlSQFwvECLlKoJwRitE6Aa6RbQINeIpAIqoHbkWzMTxSx5DgbawR8soxIdjLktzuEUrrAushiOtlLCFTz26QhovGiQS/I9KQ1Via9e9oSBm/VqEvym9Iw1lFrDGhMnh9H5Ot8h0No23CAHucENCiAnq57j29XNG7akS5N2vZXmF149iNrKJ3h1zTkmXPEeEMDfQawtjvYy8aZzaGnvQZ0kmYHJvGynXRoxfxmpBtX18ijH3DdJAhPw2YFwjSpRlBryPqGJiVAIlkyfMR9TTvXCV+t3y+1a97q/+4nnzu3f7/F/q4KE9thmR+/wJ4+dQpDo+OOHH+PK9pjXsnT7I4OmJztYLplOdb41LvzraYz5nN55n5s7/PTmuwvT0aHDpYx0OJ9wjD8w7r/KxP6vEpY+D9/+x4L/CG1niYENLT55+PzdqFfoUO3RjGqLRAl4T3Zt5nzfU1RrYsf6+WqfeZdMXQCIvuvRQFSBJwbN4hjFlRAAWMTHPh43P9PBmoGgg3itITPtTD3huG4UVCyZnKNyMMCuE+LfjjcJkbVOWu0JpAKKESzmjlbzM96J5ZUBXyBDhtTLk//91jXr/jtSTgXT30mktrnHnZDZNajxrCg9TDOOqKsJFwoUbGGeCPAN9BxmJnxMAvh2TwC1nKvoWMpT/c/29nrc8hoP3rZIvbF3llqtV4FMRBxbVP8CZUXI5HH4qRUyAL+ul+rt6nBuoNsqqeY7zq46Hxs/CHNKY0LJ8ijCBTmj5B5orfIRSjvc71JM8QRsYtMrXtPLF+5Yq0Pj6iYJBESdel/6bvLYUtrGc0GCYw3OU7/C4iQ+aI2BMWMRHef4hQMqZyDuT+XJbrScackwpfxe6cqYSOSAhb4mnr42TYYp8kVVoRz2vK0bBUrF61qV7KMdOt5mTp3H1iL5mWtySLvUiW1POeEAaDTPKKDiljbvd73O7nmXr7r0j4fNU/kwz4UD/vSTLT5CJpWC2KPBbVuDlEVoFzTBl/17+M+WtkKMbzN4Dt6ZR7m5s8PJmEATYMtM1NjqZTlvM5M+D51Yqbkwnz6ZTWWjhtrTEZBjaHYdzXNwhD6349QIb+7m98lc8/KccD7alfudJmBMT22YTV/dbOfH/6/Hkuf//38xTr1ckgoW2ZtXvF27OoSYX53PB3SajdntFzMuapMl8Bv5aIo9dYtM1QLP4ACZVbLazC9xLEFHpTYgOMHm2HVg/7bwWaRsBhRw0eBV4SPu/xVjePSlIDwKptQrSQBodCTPh91aLwyaIoGUhIs5aA9ThDlAHVE1gO9yn5Snog9d3WPPYWNeRFMGpVLzfn2JayPN8FwmPWU3pD/+7PkUxgOQPO/S0Srr5FeDYaR9afvkkI4inw4R4nFrLfJozFWuvcd6jjBrGWjIcPHfo2r7waYJBtK18qa2JGX5tDIXH270rW8lwRj0o+M26rQhN5OCqfPc66Ir1JGn9bhEC/Qwh3le5Ncq8835JPsQV8pI/XOZLsuiC9QEMuen2+v565e1ky3pKsAGev+j0yxdAmLa8hmn8cdePNan0eKpUNkjRKv78GvqlvU4Jl/x5SYWu81NBYDQ0YDluQufKGvDSIzAE/7GMksVSOxqLsP8iQjGOld36cC1JrtdsGVTKbssfvvr0/x7/p51i3QXKgYRc5CuaZu0ZEPS4CD7XWbpEprA3GypoamhybO+f3Nrk+REecr2F/n2dPn+ahYeDWZMKwWtGGAabTkF/7++ycOMHtoyOO9vc5t1pxyv4gqxUsFgwnTqwV7Xq1QyPxPxaf+WQfV660DSIF6QsIiOafEjnpq8NDtk+d4ktOn+ZdP/RD7Y8RZBIX6kliY7yooC1QsUr5CMY61yp4N5nEOWO6rStehcAb6DXE9TIJQXKJiAdNIZjzXdHvE5tRwVqJOVuE0DhJTzPrMclNQnC9SELq5qteJVPGKjt99KZJBejGmg1ZuMUwwkF5pjFe7jkd7raiWkU2ZBUPx5TwaUJBGTNfkiz3emhwKBidi3otBZtQnuNlrE3B6ZwORHWr95GVuvaAPwb8vnIt37d6ASf6WF/t42v60R0i/juiH/07bvZGb1t6TJFWI6OOb0VrnKNDIq4tD0KikTHuG+Qc+P537mMojYzsYldoPOpt6ol6f8ffcxSuIjg7rJc21UP+RAmtaPA6jrt9HThe5n57WBluQgjvF/s9hWaNFWvAqqyqIbIJfA3RldGXrQrO3O5P0MmtfT3aZOg4+bHG1q2i5zmywWE9FGdIYU7yA2oL49Nk57Ul2efBZi+iiaIvteCODP3jYRPnALI1aiUoOj6uhTtkOmtFKHzvC/3v7yPWcfWeTTk8IpEODUC9a2F/ya83+hhY+6EaG68lax1oVFg7hH5viy5Z+8Fx2QGWh4fMWmM6DKyWS6aTCcvVKtCcyYTV9jZ7Bwec3NzkYDrl3p07nK6D96pBqPsfkmI/JceDDL9/HfB5ROzSzbIAhmFgNZnwDLCzu8uf/oIvQHauzMk7hHCd0RnV/WfOMWVELtzz9KIWRaELL+otbhONOp6GUZGd6ud8jCQ52dFLCEtluiIt0T0yJ7nG0hQk94Yo5GLVOL0mDRMI2OoF1pmxDUaClNa2gnd7GIYDkYshDmHfutaqQvXdVW77XUFNOxQ/6x6naIgMYJvQWDlNxSTcLUN/Qec09B/RDsdO5SLPYOQiFM/4EZLEdtg9s68H/l4PS0z7fTbI4i4P9bnYJ9bLzT6WtUMWZIz2/DAMz/V3nBCC6inuf6ig2jAMR8e8asMgS9JgEzVRmNn7WlRERX/Yx32ntXayBcHO9bQchmHPHzIOLDehEjmhowaEMfNOIpYqMVQYXeKZoYbtEloZm+wMWQlQJvx+H8et1trZFmQ5K+v5noY+bvVzb/V3tqyye0sezE7/sUb5LWIeVV7CvhrIGjVb5e962SqvZfneAWlQSGaTayCsrqFWa7Cb962x8jiZUnaHJCia760XDmXvt+SMiLps97/7PdehKIiGk4aj7VV9Dp9Vw2m/nPum/l7v7n9/kZhz18g9MltDpMIwwLL/3XXhmjlJ7EOJgRKYD/t5zxH7a4NMhdslGi1ZJEdOhqiaCN2dGzd4zWTCqhOlJ8MQndgAWmPVGmxucnB4yPbmJofH89N7869f7rEgDJ1PyfFAKvUrV9oOUXjmav37MMDRERsbGyyGARYLbsznPPkH/gCfQ3ab2qbDViWWeN+jZVqXjNAlsN+VtTXSD0gL+T8B/k0RUgpeCRgV/jzeKexk+Y6FODaIjbDXFZGe60WiIYhQopa+sfRRiWuo9PdoPVZcF7QKY8o6e7WM66CSHFOb+tiZeqZCVzlNytiariS0Zqx6QcDc28dCF1CUXnm21u910O/n+NTKdWtKiRTQTxCC5C5hUF0ELgM/3Fp7GDjdoh76zjAM1/q5z5NdyyyeMSW89o8Tgu41JJT78Zax8YcJAVXRhUaSL0fBr+HRMpuiCnT62BlnlYR1h6xNIBoj/A1ZVEcCZoUqJTFudIPikKiWp1I4RRg02y2qJr5EKKJnhmG4ToQqDInUtMnXEsiFR313Pe9qDM6I/Suz2WIv9p8/SfYAFymAjCfb3731532on/+7gO8nO/2p4E4QykHDr2YzzOkwfF+bFQmoLHmNRxW186XxV736ynFQGYkSPUN60yJJGgIV5j/OR6mcAg2OwxKTXpTfIozmh6twRSRU6vv9+SZE6ORJYo4lr7n33I/H16jQuIaO1TVVunIvzCa5Shac8dDZsJysssBxfrn/mAY3J/bYY/33E1tbvGa14mZrzITch4G2XDIdBiYdjm9bW+yvVpGrzvrxy1XqW/19Tl250k7+Mr/z73Q8qPD7ryXjQ+MxDBFHWSyYLhbMplOWsxn3Hn+cLyMKjRySyvhVj5alSGXX2uNcNuuMhJpM1fo1RDGCXSKmae6wnkElPW0DB10JGDM3njsy4vvfr8FYcMVNpEWv8t8lFH9Na3mcyImu5JPWWpMZrrFiOtGkfn5sPByLygyun88oEHL3OH0Xhc/Ihi/GknF/BZjvaKxw2iKmroBs3fuspCj/LXvZeL9j/dmEkLpDCHWAPw/8lX7+tfpexSPyHReEQXepn3MDoMe+nyFyV03tWZFEHovtmMKn8h3fpT/7tGVlPgXtUGKlxkdVcIckN6ORSnFEmPo7HDfeKiFvSXjJprtNCLj1Fp1wRSretdS3Ml/0exj7v3F83Ry7Zy23ud2vJfdg7PZGxmetQmd6qSTFisi4/+/1H8NSMvCF68ewzDAMVw2p9RCTRL4aI/U5Rn5G/10LxtQwwecRpFgru1kPQq/a8s4SCBtpcHhfw0aiXrtDtObVqKlhtKr4zGDR4HDdu6csE21YUYa+9zMT4S3A+1kvslM5RWM2Rg9LaqRp3DxEGLLu+UqitcmQ9duVN64XaxRskPC6KWSilXfL+zhGW4RsXp45w6X5nI9tbvL2xYLVMIyQ+rBcMl0umc1mzFcrprMZC734epTv/GKHmUSSDT/yS37j3/F4UJX6fWu+377Nblfky60tDicThmHgTms81k+Z0TdTa20xrJPOaizN+s8M2UdcOMu4zglCKQ0temJPWI+f+pzXh3Ui3hhPJoWU168egt2RrE5WvY2nSEIc8IpKbkL7Yzy8ZbtSC8foZR+11jaHTJWa9HOXBQoehqwgp3HgZ3ruo4HV71cZ6Vbg0nCZkoaPCrRuctMCV0N29dIbVTDV1C3DGpXUJBHOWtfnCMXxeYSn9G9JQ4Bj76LBJRwLoSREhjZb5LfvEEK6pgOeJ7gTxs5Nq1MZcezZNWb829R5YL0Yy7l+Xq1DvcYbMI5NIhcaeKfKtXzfgyGqEjp2evpCz8aPKz/heAMd18SJjnB4zqT/FnHZpXNY+t8rt0ADWuXlGhBl0SDUC12S+doyuQ/7PPwu4O/3c18ivdITBKT83hZpdSuSc2LI61YxNlVkx1E8/27YQs93RjaHMe3UcswyvV0Deqg6GPJRLL8qn2PS1mtDVENvXCf92CZ5BTottVSva8x3cg9OiSIqS7IYk02hqky6SxrE+x3BUcnKGXqONDqfIpyKj/bPjoZheLnvadEdvyvaUgsASQLVIJuQVQBnZQwlr37G2bMczGZ8HHisNXZa43C1YtJLwQ7DEO24Vyum8zkb0ynz/vl0Y2McO+f31Q4LZL1EGI9bv8i5/97Hg6rUR+JXPU6dYu/mTU4fHcH2Noe9LOB0GMZFRPld2eZTYtPM+6axUIIFUKzsBFnV6QA434Ix+/gwDD9an6VFupQ14OsG3Cz/1qI96oqkbjbJNJBklBPAs31zK3yEv+o7PdLPqwaGQqJC3POWsX0PlYFs6UqQkzBXFchsWCc7WbhEtrR58hZpgYi3jgq9/7sysJvXLILftDLIOdNjqZ6RHoQK9SdIwbgB/LfA7yHTbBxHIUvnXIE/I9vnGusXJn4z8NNkupDtPfVSIIV0XbNCwjVbwXxrQyVTEso8SyqqXXK+VcYV5ZBf0ToCMKOHHoZs0TolUYnjkO+CgOYPWlYJvNWCnS4k67gd0cuIFu/dsVPB6N1qQEAoCIuvOK96hypqUz69T/VQrW6mZzvt13wXkd0gJK5SmBNZAtf6u7+2v4vwqaTUBUFwdc+qEF0LGqfGhM14sATtPTJVr8a/F31eXijXcv40jqYUhKp/7lifIKtI1rWlgreOvZ5zRRq9j2tKQ+l1/drvJwsLWYvD/XU0ZDXD6wSaY/qc52ySqKWGoAryUn+eO31POYYacTo01renzKsGqEVwrLxXSYt36CmEsxlHPS7+vtb4QmCuN96h9qHH3BfDQLt4kefmczYOD9k5e3Ysa/uLHcqmn2F9/j7px4Oq1D/KfSyq1hjOn+fmwQGbt25Fytrp05wGfoRc5AoSPWZgLBqjQr/TN5fdylxwbgr7Th8QpSH/1fpzjGzal2Esi7pJlqCsueYb8ZU1iNtNKRQs+3kknJFMX2PaKkDrWFdlPBotx55x3p9PuFoS3aorhEnLYiY15q03vkFPXSvPoIKrXa7uaQz0c/xuVTJ6BrVGvAaQEPCqnH+eVIgzsuyuzVouEeEQBcwS+EMEK1ol4TMpXBwr53zWx/waSTQyPv04EVtXYb+W8M78vs1UXKfCtpBGVCVFHZXzVqTxaJ12UQ4NJRUXpIBc0GHwPg+O3fH4rGPrfC5J9vb2EJXfXDNDa+3dwG8gWl02Qjm9trW2T7KbjxO8any1Hj6XSt/xNbxl9y2NLPPXq0EkXGscek7wWf4FMQc3Sfh9SiA2N1qGeQYybew8AadedIy7oT6HNWdA40Am/zmSqPlh0gDXKFF5Cj8/RyqzyrKvtftrqMtwhyib5/ksImAaIyJYGruue88XtbjU3/lqf27vJTlR5EE0paKUGpTWjHDd1bLG7h1Z7nr9OkbyCjQmK5lwWr57myx4c7WfL7lwynq9hMVkMhaIujWf8/PTKW/pn9Nj6APQFgs2NzY4GgZYLtnoXvovdbguP8B6O+7j/RI+KceDqtTfT0z0aYqXChET2diIWPp0yrC/z6Pf9328nxQMNf5aYUorP9kAQ4KJMUsXtwtuRQiLZ0ss2YV+gYDjpgTU74K2CEUlyNQYtc8oBDYfguFOa+0xoviD0O8IWR0zCM4R6TrCiyqtilBUK3lZBPia0u6f6RmslYHt42X4obXkIZwYIqVJa/poWA9zGA9eFuWjINjvzy2sddQNjBNEatf4eAQMrTGw6s9qEaGjPoYfJQXbo0R8/XsIdMFwQ4X/FU4qzm0y1rtHMrTPk7m0m4RC1ys0w0LSj15lRZYUytVQEX52XSoIXS/WC1eZ32K9A59etvO+gLGyXoXiN8v99UIlvskrMNa+LPNq1oLvolemAdnK36dkVcaxnwBp8OiF7ZNFfHxnlbxe2gj3k3F09+8YrgG+DPhfyn0llVon/VkyE+A0aSAbI7aWvJXfDHfpkZrGJ2nu5f79rwD+GZniZuEXHQfncFX+5l691Z/DuLpcAHkusxZdI+34SBlrSZIqFh0W/y18bdrhJhE3f57ggHwm6fGakutv76PB7L0r2c76+LVFqoaWaNlLZKqbpZVbuZb8CWPtOwTKaDW3mumiQ6KxpWF7Ebg7n/Ph6ZR3rFYsViueWi7Z2tzkyQ7DzyYT91sfoAbDQNvY+CW9bXlRHyazWTTarr7al34lx+SXPuU/vOPy5WEA/mdiQ2zf75zZjGEYeGJzk7//fd/HvyWqAL2BhPFqAY1tYoFqvVuC0cI1u2TKiwrdSkxPtahfrtK305hGgpvXeOCs3FchqUKdEgaBHpCxSdO/tP6FtM27lchkG9oZjBXdJPNVT03BUnN9X+3wPNGE6uWbaqORsAPcVqEP2Q++Hr6z1fccZ59LaHuXCG9YK/1G+RH+1AgSPbFZyduIGGFl6v4p4L9nXaFXj9zxp4+tecMV4pZUtENW2rJ73A3CgzVMMicMLOF9jYcaq5205FkoKE7375knbFvXl4ZhuDYMw/UhUiZVdsZ2IdtbKqwtRSyEeYZUvrK5q0c/7xyG1n+7T/RYD/uamgPnhp7C1w/f2/in76sRrNFxArg2ZCrftHzfoxq7GsrGsVX0Q/n8nYQnfJVESDTsNPrdL3eI+P71fs52C6KfKa+uCdO1ai5+fa4zZCEb/w5psGtw2jVPqFrvVDmg0VQRHT+Xj7Ao59uY5qBfd4Axy6USRzW+jsie5u8hlHodYxEe0SFIOH+LJK1BcjucXwvPaHiaEjojycFjdlCXCwekcSQJts6vhpRjc5ssalPXlAjAaeAXbt/mg6sVuwcHbHWi9MeWS94/mbDRGputMaxWkoEBOHPiBOdmMy4R2StnWV+D9GfZJvp3fLj8fRf4hcuXXz1z6ldyPKieOpcvDz915Ur7C0SMVItxh4idDKsVG9Mp//Dbvo2/SUzOx4jxel0//xfIzWm6mLElc5FN8VEwKEi2CAb+FRJCr3Mh7GbKjNCWgg3WvQ+7ZC0JD/Z6y6YmG6wLUI2SC6zX1qb/7RPlHhz7XI9wAMbWsf3vkxYV4o6TolbHvL2tcr3KND/biVeN9f7nxxECSPjOeKiFHPQeb5bvHUcIjpPKZEjrxb6G8Mr8zpSAjj9Gwni+W40f6qnWrACLFUk6uk7AvB8iWbkXyBaQJ/s5wu41vaiGXKrAN1XI57V3tUaFXt5OQTAm/Znswa5QFMKfl3CS9zroY1mzDVSQI4zY191hX48KbxX1bofcHyLi6Kd45RqHNBxgHRGblPvo2WqEzom9eIswSF377u16D71VjcuvBv4iGepaEvtWZM0YsCjdRjd2zpHEw4Es9PRQef5bpGxwXeoFmycvqjchKzNKIHuZVLLufyFnfxwjSCWrsaBRNSIL5bPxOBZvd77PEZ7v1U5Uq/H4yqXwGZRvkCSwu6wXexGKr/OmweOauUasy8eIPVdDmL7jadJbd0yeIGtC1KZMIhO3SAfreRIFmf3cz/Fzn//5ET/v8p/lkueOjri7scHbhoHTiwWzjQ3uTCZcWK3Ybm0cZ520bZLBL9r0XtZDifRn/zt8io4HVqkDXL48/OiVK+2DRCGRb2ot4jaTCR965hm+9U/+Sd7z1FNrwmtJCOAtguQ0JUpFuiCtaGRXJyHw46VQ30myp4UT9bJfYr3qk7E46BtGkli/7k7/280W5Dpjc8a2jU156IXpUS1a5HqfIzyg+zbpaEm+MZa9pvhVzkXgN9ZJbAp332eoCp0gUwnTyh5vMOZiC2OpxGQdQ3hOa+mJ5bknbT0WShlXIThh8CURM/yZPjbzjnJ8I1GsSP5A9Q71FuRPWLhE4bYYojXslGBQv0R6728g1o9K1ZiksO8JMl58gYSCvfeN8twq/BkJA2u8OGYqBhGW630Mb5a5mBKwbfUg7bteK/hZOEml7L3rmh1TD4kyoZ9DrPslPa5OGgcSIX0PIV/v7bp1rwysM56n/V0+QaI4NU7rPnOsFfqvIQuftL6HFkQxoGe6cSJyYpbCohMBrXWuAjak9Yky9o1QjnrajqnP9HOkQfkQUfNAxT8j1ouV+CB5ArCOtPrvGh50vzUy1GHKmOuzHfstYe0dhMHyc6zrCa+rAbsH0PeKBr+hI8NQkgJv9c983+qgyDNSfq2lsbIeZnHMfVfIfee7nyQRqMr/sEGRcfUVMPtzf46rP/ADfGRri4cmE64vFkyXyyCb7u/znmHg0mTCE1tbgX51Et20F6Fx7LbJNtZP8cpOipBr90fv89kn5XiglTrA5cvDC1eutCeBHx8GbnWf7omTJzn38Y+PbHZZtJVVeYMQBp/RP/8wCbfss952tArCxwmBK2HKzy4SG7h6K5AxxaFcr5HQ6D4gcex+UPg28GJRREsC2r7Rlbkb/uFhGF6uX+yf+eOz6um/4pDMVu41LdeQdSrJR897lyz/eqLDtt7f+LPMXBWZm7J6KPc9jsXjR5SBEC7GL/WAPoeAGCs/4JuA76UrhRKb9L00wIQ9b5FKZrt/Z4c02M707zxMMN0h0JV5UVx6S0+Stc+fJxW0a0fOgUx/4dZrJKxalbUQpc83kKVka7ogpGLVG/FvKmoVcf3OSNAiFadC76CP+SNESqCx+AmJZFUlJA/ghZbpjedI+HdCxrNdGzUts4aG7LWgcBcFmwC/F/juck1bmL7cssaBhqyhtlst6h2osCH7fdvjwVryKiMNa1n5OwRq80/6uOjZacRooFRYf/Syi6Fjudjb5b0eJosOXSNDG5swNkWJCYuxq2WTnyAU4gfIuHR1SioT/l55Dvrn8oFqpbqBjJ0fkCiWcsSqjjWjoZEhhDHs1J0EO8TVsruXSPlgLN3QnHJGxMC980R/z9XBAfNnn+X/fuMb+ZbVipvTKavFgtlyGbLq6IjbrfHeEyd45zCENz8MbE4mo5HhPrlDyJBXOx4G/tnly8ONX+ScX9HxwCv1fpwFlq1FLm9rbG9ujukqkBDLkkwPkkH7IWITvJPweJ6CEWZWIHiNKQEp/QQJkSqQrtM3qzdtWdtd617lsUnkCR+1ZCnvdkVdIUrru3tvi5AclniwTPDrra0VjpkQD7Rskag5lHfql79v29QawxRenxBpTiofz7WhhWS2ZYsYOKRwt/qXnrms3sNWurnd5znWjmJcyAjXI9B7OkdAnTuEEBOKfxPwV0lBU5nvNc5rDqrCt2ZIKKgMy7yObJF6utxPJStct0sKakhehcJpTPPr86nhIBKwUa5b46zGMSHj/L6bIQUV8jYxPxWyXpGQts+8SSc+HhvvrXKv4mKBwQAAIABJREFUswTjf0XmVI9tc1sSMB1XFXMtllIJqxU2rnHmmmo4IwR7zaHXOHmiv7Px/ykZT18Sa+KlMiZLgjB5o3/2LGnk+wyt3FeYuRorK8Kovt5a2yPTrIT7Z621R8haFqIIjvN5GAsOVbgb0qPdIbvK1XjzdCjpo+6ffv/TBHLyccLYVHkvy+9qwFk7Q0djizDCbpHozNibgvS8VejOi7FoEYmqk2rdjQE42WXHXXJdafjfLs8J6RTZb8OCORcJWVszPhow+57v4cp3fRdfMp3yma1x9fAw+CJbWxzdvs2ZCxe41hqTxYLD6ZSDxYLN1tZqzDuer3bY1+Jv/iLn/IqPB5IoV48rV9rbCOXyZa3xea3xecBbT5zgv7xypf3mv/E3xjg5xKSYCmJcS6v8ZwmP+E2ttdeTTF0F6Bz4fEKhT8v39QzuEIUZdmBNwEEKhB0CAr5N5q/7dyFelbJCbTVEaVfJKxa90ZKdk+Q8O5eNcLVed/9tkZqxXGwXyDXO2/r1Kzt8s49bbQijJX+GQC+0pI2nGRuzRO450ptQiU3jn2ON+Ff9IWOWegR6G47vk4RnZMWpA+CPEwQ5ORMqA4W2sTSFt+PpewmTPkl657uE8Fz0d7V71M0+B8bfNQRe6N837mocWaE56V7jpX6dNaOKXEMqP+HHVbmPZWPrenMcVDwyqvcIRXzQFYSKf0mW7ZVYBymUZXZvklknL5MhFFg3XkVVXM+m+fkuXsO5uETEX2vYyjQ7wzqGSSRw/XZCwLp+JV4er9G+IKDxLYBOkhu9atbbpJqx4J6yMJMG+ZIMKVVFaUxe4+8GGXe3Xrntky1ZvEesg1OEQeczamRVI2ZE2HpIqla7+6x+jffSmeSFeFvRHX9XvonOiYaEfA0Jfo7pkpBFpgtOSWKmMXD3j/LKeTRNzr3n+lUhW1TG9TXWDCj/9zNDJpBG1gAMP/3TtJs3+Z+A1XzOGYDZLFqvTiYsW2N1dMTd6TTW5jC8olzsFveH3CHRhL9y+XIWWvpUHA+0Ur9ypf024C8Rk/sRYuHtEVD8PvCNTzzBd37Hd3CRbG0oacmCB9ZnV0A+Rwjrx4mNpvJ8C+HVq5gVzBf6+dO+kayydRyeEnYdIcYhm6rIFB9gTEl6nBCakx4LNf/7LozKtRGC4Cq5abX+haD9XXPH9cZmKtch+0UvirevZzcQHshDxMJ+HWFdG6Z4kazFXRtTrEg2635/f8vJ+mxHQ6nDf/yHVGYaDZBegtb7ZxBGGaS1/ZWEkPOZrCynAIf0pIUWRQF2yT7h7yQUs0rsZL+XXa32WPcaNAIr8ehqn8/jjGGfTcLWvLDLFeS+k9fSoxW6VEDeJEvUHnWDzRQ9DQVZyiqH6vlDjzX3/98bsu/6dp/3dxNdEWUe7wEXW1QprCS+RnYRpP//PBnaqN660Pi8/L1C7q4lUZr9IdI8z/VzvIfhAtPD7ML1mX3ubvWf/RZ1/vcIj1mPUY9NOWA6mNC1XAbh+LcQMqcSxYzNv0TsqSXZtGWPhPDPkNkxp/r1bvZ3uUP2fBAJsomT5Z2dw8f7+72fzIN3bzvOFX2wuEzlZZiqKPHTubpO8kMkYdYiUaeJvWBPDOdwVsb1Blm2V77SUNYYhPxynapgRQg0BhZVPvZ5eR0RMhVVWAHD7/gd3HjxRf6H1YpLW1tMhwH29zlx8iR7rcHdu7zcW65O433wcJye5pXHpN/vB+gttT+VxwOr1K9caV8C/NdE/OcqkcL0wwQj/UViEz29XPLku97Ft3/RF40xda3f68SiNFZVmaZ3iQ17k/Cy3kJCvntkr3BjPyrzaV98Mjt3iCYhd0mPY4Qc++9KMvNHpq1CTq8PMh7toWWvV+T50y4Axt/9nptE7rwKUiGwUb/XY4IaQ7uEILrWx+alYRieYV34uylMYVHx6G2qXPQyZv3feuPbLVIDT7ToMrbTMl/ahhm1yIbEtvMkK9jx2wS+lig0Y0cyO4MJ2+tpqMgltu33d3qmz+9HCOG0RUC3TxPK3VQ7hWclUk7Kb8Mrz5BEwRpz3OnX23Bs+hypcKekdyJ8bQzQMYeMR57s81njpHp5ko/kc2gouIZdB6v+LKI39o9+kQjDaHg4t2shH9bTvyq87jquZDMNBz1PynOqwOq6mnbj8jLRuMVnuEgaNmfIPXSz3MP94b6Fkl5IGo1LkkNQawzU8M1rSGNaJat3uyLrPxwP9SyJNegcivI8Qu61eb+OdS0MsRmfv0gQ4W4TRLg6B1WBO/aVZFaJjCfJPZXqLctk1zFSrsxImN0UTg1NDUeN3NskamD+fSvrytQ0n03ETFTDZkR+x3kTPRSR00ifAJtf8zW870Mf4i9tbbE7mXBuPmdze5vD+ZzZMHB7PufjrXFxa4tHiBDOY31cf4ZjdU/6PV8H/CDw13o69af0eCCVeu+l/geJRfWq8djFgun+PtdnM974Dd/A51L6cxOLwlSXo66YhJhMo9onNu6biY13kuIBk4VGFFrTIhTNNze1a/Sk+/cle9SqVR5nWa8cNhCCyhisAv81dEFLCiu8V/GIaz1nSIFy/J7nCOFxnswRteXlLdILP+oKd0UoCPNOFRRb/d2F8RvBIaixK59FjoGWvgpaREMmOP0adqRSwb2RsNgXBVL+IwSCI29i0sfvLOFxXiIU9MtkzP/lfh+9WIt7yFA/Q2QXHN4H2qwQHqTXaCzyqBt7t1lvGXqJ7D5VPT76mLk2HOtKeKuwdlWW1jpv/R18HtfPmHNOCFy9+hrbXZUf4/V3KCGYsqYh5871tuzz4f9lfKsYdklFMyG8NbMEzHO2LSckn0TlMQdeD3y4P/cFYp1oeNsuFLKmeiUbzkl0yvHcItercL4kLp+7Fs7R663kQ8h01oqqcOzcE8T+rDXM7T53i+QQWH7WUN9tUgE91a9nIR2fr3rm7hVIwxMyw0KU6TaZXlmRJ8dK43Szj7HjqqGiPLLLXTUkTJPUOBK9OyLmbUk4ZpINDTfomVvkxnGsabGHpAFjqGUCTL75m/mXd+7wRw8POdzd5cJkQrt7l90zZ9je2uJ1yyX35nNutTaGCOXQ1OORPrZ/Gfjey5fXGyR9qo4HlSj3a8l63Pc9jo7YWCyYdnbjzUuX+MozZ/jnt26NC0alaixRwSGBTC/xswjvf4/eGKK1prf3ErmBFBpWxBI6Pg6jVoLaKdZLXkIsdFsZqiyOx+e1hsc4m69NEqGMr1einwJ9Rgh5jwlRXtQ4vwL7EMY0MA2HW2ScUoPIz2fkJtwkvD3oGQB9c7tpK2Q3FIKWQtQYnZBt/3iMJS4IEtyHSS9zQhSeeZQQesYw7QJmlThjzaPi7ERCSI/i9f0aE7JU6+0yd1X5Hk/NkSE9eq4tG8RoVJ4lhFlVbrCO/lSv3uJDDkQlPFWUQIjYGuWQdbIVmhJAJUv5/bXGQCXW/8HybHW9LwmjxBCUeeKPEqx31/9pEqZVQN+GMWXSjIEatzdlSaXk/jpFsM7/JXCmE84mBEHMvaby1bO811n2W2SlwYpknOjn1Bz+DWItm5Pu/HkP59F9epZst+t4DuVHhTMq2sKhcY79TZ8v1/8hsR7fSIQAK/FPwqP9Idx71/rY+owaGZ5n+qVZBCf7HFY+iDJG/odOxscI77UaOgsYmylVo3dKGvkaZBDryqJEGpx3iLX0AlkzxFRjeR9LAtJ/qq81C3yZtqwM3PvKr+SDjz7KX/7jf5wvfdvb+HXb21zY3OS1w8C93tFTY5P+HG8jGzRNgZ8C/urly4MZG78qx4Oq1L+E9X68a8etW+zO52zs7LDf8xBvbWzw6N/6W5z5rb+Vl1mHqd0cQp4qtANiI8leFSp8hvAszvbzXyY3RSPrVqtM9FCOW3lWQNMaHpX/MAy3WmtbXckap7s9rBeLsajEmsfdFZPemxtpRRLVNASul00PjO1dV0TVtYN+b2OvkpZMYzKMsd2yjrsKBTLeDempe49a1a2Ryh9SiWp4qSxrfrdC9yyZZubxJ4iCRC8O2cBEhaF3pYJTkZnbr6J7kpjnSuL6ECmoIDb/w2T6mc8td8B3rgLcmPppAgEY09rKvVV8m+T60Bj03R2sqkAq9H+PRApce97Lc4SyVSqiCvTnPUEI7g+Wax8SRtTbiDhuG4Zhr0XXruv9e67h6qmpDCZ9rOnX3Oz/9n3vkh6t4+CzQyBTe8AXE9UBJYmqHFQyHnqRd1q2WL3VlYEe5Aa9hKmPS6a++hzKhr2u+D+X4GsYAjlPKCLnso6p5Mhb/VquQQ115VDtFbAq56psniGIoO4z90A1tOjXuUPsKSsaGhd3347ZDsTe+UQfWw2PKbGGKoo47c/3NOv12+fl2j7DBulFnyA7MuqlQ6KH9lpv5TPljEaKz6uhexb4+RJWhAxBOm5z4NzVq+z/4T/M3/ncz+WHvuVb+PrTp3nNZBL3G4YR2fAdt4m9/9eAf3z58vAMn4bjQVXq51jPaR2PF17g4vY2Bzs77G9sRHu9XiKQW7cifk1ClTJy3UhuSuM7Dw3D8GN6Z8Uj3RuG4anW2mkSmtcTOSKFlx2TDu7jiSrgJW7tEx6m9YSNIxkmqEJSRW1KnMKF/gz2oNZIuTYMw0vl/gOx6RUoKgrH5KhlFzjI+sympAlLWtTj7pCtWlUYkAJi3u83sqPbeiqT3oxs3BvFANCjEkL1OT+baKRT87C/mqjD/eJ97mEMWQ8d37srMIt2WBVOi/8tRC5sJUMpaJZDNpGZkfB9K8qrKrUFIZA+1u9jiozeiHCmMLpoRV17VVEvhvUUSpW2RuW5/r4qmrWCIMVonPX/u0aN3V51vMt8PE3UWf9A8WxdQ+PRWrPuvN62BpZkRQmq50jCakUQNBTNGtjp57yRyEBR8Mu10Fg9QRLSqtDf6Z/Zo9y1VusquL7cj87zmXJNCCX+XnItjPNBrmXhagloVfFVo2XZ9869MhZe6539vu8nDT8VuvcU7vaa51hHDs2WMISjAVzDPyfJkreG+GpY07LNhsHMEHAcbcZS97vM9Y8Dj7TWZJVv9ftdJbkT22TGwg5ZEErDQeROgxnSEKScoxMgce4xOkHyp36KR3d3+YXlkveuVrx0dMT5w0PObW5yqzt+Ii/vu3x5+N/4NB4PqlIfSWfHj4ce4uXWIp4+nbJcLGiTCavWGE6dGgVAZYAKcR4OUdrUSltfAPyzln3IVaTngZc6NLkahuFnW1R9ex0Zm1V5moJD/5uKwWITXnOM6VHg+b7Zt+jFXcprPkJsCuH1i6RXDFnAQQ9BxQLrsOCEnovez7FQjlD7hGw4Meakk56M1ngr77YWn+2KxkI+QnG1q5MwtVbzIXCuK0QVhmlA9Hs8RnjOCnP6mH418LuPhRGEPo/68wsXVmKhBp1K3SpnryE8pNWw3hLzSJSjrwNhdZX0CI8Xo8tnvEumPZ3v91dQOa7C0mPudWtt5BEMWTCktV7atxsW82JcqRisouY41fl3jJdlDmsq393hWKXBbsRMy/kr1g2Ch+kEqv65RYIko8qYds63SOPB59siQx5DP3+TQGX+MPBnyNr1ZkEYJhr6cwrNiprsAyeHYfhoS5LgyL5vyRFwTwpbjznex+SAa+dxAs6XHyO/ZMV6Ry8RocqL8G8qKI1wiakfIbMl/E41nvT4F+XzQzJcoOK1yp5IgEbmAdnS1Ap4lR9iGPI0SfSsDon55RPWDdlVOW/R38eyrvTviGJaNwQyHFB5ATonZrzoiJlVI2dnznpqnjF6v3PYGjdaY7JcslqtuLlYcNjaWtvVhykVPT9dxwNJlCN6WJ/8Jc/qx2TCxmTC4ZkzPEcSgCrB4gBGQdyINJEP0RWNAq3DWRaA2R+iRaUxpw8SG+V1xCbSit0jKn4pALfKM1Qv08IPQ/e+hhZEp73+bK0FM/oxwhr39yahhCSzuSiPQ27LYz9umo3W2la/l97LvBNeVHBHpCc5IdnYxw2E0Qvvz2qcvXpMCuoVWZbxEUJwbPa/2bTlNsG0v16+AxH+MM6lkfFHge+EsbMYpCATXahe27T86MFeJDwLi4lMnJOi0J2OLTKPV1jwgAgtOKeuL+OGeiOOx/X+zm3IhhzbRPqgmRqGMWZkmhSd3OY62SFzrk2VtDuW3eWqkJ2TPBKVkySom8ClofcaEM3phprKXUjaffR8i3AQ5JoQ2jbOWb0u12UtBAQRTzXd61p/lrtkmOMNRMGYDdJzPyoGhfFvj0cJA0NDflaQA39cV67jVSewOafWm9/qc6JBIEP7Wr+/8HTNVKhjXuH9EW3pz2ysfRt4a//3+4n1JUPd70KiWhUV85kOSRljiPAGqewlht4h2ecaRwuSUHqRrMvwHGl8+ryugUqO9FgRKIDVEuV9rMic/euEUr9EQv0SJH0P4+7OwYxIX/0ISTxW/joe7qPTJEL1EPDCe97DeyYTaI2N6ZSL29tj0yTHdRP4p3yajwfVU//nwO/hGMvy+DEMQodcbI2/e/nycAhtmyTI7dMFS7fsLTpySDYiqLmTZ/rfq2dTY3gvkkzpJ8muYi5YUztuFOhSS1qrftoyzihUpSDw++8nF7VHjQ0pTM15rYeCRi/Z79pwxGcwTqrxc8Q6JFdjgiqgEV4cspa0UFiFmz30cG9WGBlGZbIq/7Yq3rsI6JNyv8/oz/AB0hNvhHAScrdEpRa/CIDM3ocIhe77nidijcffdczB7/Fk2eGys1v3zkeGOdkUxnrmerwzwmi40IJ8WdMBhes1vg76vNSWtyr6e93o0/AwjFRjtpIxvZ4o0gjzD9F/4GGinW8r51psRRj+KQLF+Gifl8PW2mY/x/xrx22fMDgshTwt929k97gVyXXYL9/3uafA1wD/I9koZTasdwJ0T3gv57iRyvGwoBmVh+AhIrMq31+QddffBfwkheDYot68ediGeirbX1RFb7ymkLk/3tzf60OEATPpa8T3gDQ8apU/yn1EGgwZWEbZ80XiFmQ2w6KP5T7ZvdG1vEUYVkL2GhOGTqqRMWtZr39Kkn3p77JsrZmtI7ntBLGPDlsWmFqV+2iYSObTOx85BEP0ZVDGrUijxh72GiG3fuzHuPOFX8idjQ2+fDJhsbnJQBiKR4Ss+ydEWtun9XggPfVe0eeHCejLYwd4OxHv+9LWeAuw1RonW2Px0kv8SIfjJJCp1DdhZFUvgLcPw/C+rmTmxAY9SVjlT7OeTqWXUwXLQGzKq8TiehOxwOwudI/cAAp/q4xJAjlLVC2TwXyN8EzvEEYCrDNlVYCWO1X5uNgrS3dBoAwHel+kp+j3dkm2uBwCU7k0RGTR64lVz+dca6164Obtv0z2ATc/VUh/PLqxMxlK8ZluBJmLPCHZrhOCHPcXybQ2YeejPmYq9ArJC60OhEdiI54Zsa5e7ONFHxsVjGO/aFnT3HE8Do2qTMZX6+eokFdDEAZfJoulGE8X1Wl0eHuIgjwHZBphG7JsqNfW0K+Qbe1AKLKhAtwlPKp7fX8MJHxrPH88+hh+gFjXsz5fKqsniXVac8/v9XN8Fw3TU/38jw/DYB+Grf4srrNNMm1U4S5sfPwQYRI6r3wZwwovEMROFY+olXK0EuREL2qKlnC0neoM51lUqpLcNLAqic2/OUd6kZ9DrL93kxC1hpTfrXsP0lgYSY8kImfXQo8567UeNvr9zpX3F5W6Sxp6z5JokXyhGTEXVsqzGpwKFQoSKOLU1xZk+EVuxct9bdgNszbW0qlSwYue+Jn1QgwXVg6ExstZ4MWv+ApW3/zNfBtwZrXi54dhLTPB1MGf+dVKW/vFjgfVUwf4Xwnh+05ikfw6MoZCazwBPNEaH3r+ef7U134t17tFqOVbN/NGt/h+PUHC0Tus5JKXWReYCp1DXjkPxjFfJBTyKUKxN6Llq9bwGcLjudE/v0fGqLb69xXWjYAnnyWtYVhXJDaBGPp1KgIxevYFrlRIHPWN5aZRII/kqhILXHUPQkGg0qpK7RppPBnP1YBpZJ6uoYVJa62VWPyMgNFHsl4XxG8kBJ/ztyKKzPzQMAwvOAjdexZm1tuf9fEYY8KkJ0AZd6FePV2L5SzLNZ2fI2LtnaYbZX0dKZjlTtTOVcOwnsXgvLxICHjTJFXGGi/1kBQ0bRF3r8bd6LmTBsyEzJG/Wf62S8b4IeBO11flm1CuN3qo/X67pOK7O0TWhHF+z5uRxXteLmMt1wHSwNLAlnvyfDcmvg74P8lGNLV+Af3vey3LM/uOpsudING3Oo4KdtOtJmXP+M7KCisAWu3R8FollSqDlC21/sCKmP/Dbgi9tV/nZ1iPVzvfrjsL0lTkwGeqBsgWQcq93veAZD8VpjH7mqJm+MnrbBOy6GnWyaCzoXeEJBGBe2RdAY3k08Qa0qt2bb+N7EnuejD0KQ+hGimSDF0jjUAz3te/b10DZfCJco2HyLS4DeD2N38zX9Ia71wuA126eZOXd3eZzWYckn3pv/7KlfZjv9opbMePB9JTB7h8eTgg6nr/IAGJnSShqROt0YaBtlzyk1/7tfxk8WiqYBqVTWvtzcRCWHU4zW5cVcDVeKAQopa5nnuNp9H/f41chO8ihJt9nq8Ti/46Cb/analCahJaqrI9/lNjauNRPM3JsE64U9HKOHaD6rVrMWsZnyJaS57v47M5DMON4mndJlKGHAvHWIGml3ZIZ9gXg2Pasppa/Y5dqd5EeIiOq8/7FURlsbhZMLdFWbTynXMJUZMhat8vycpgGk02n5mW78I6lNsK0nFE1j8353pKCBbzuB3D4wzxCUksbIRCv9S/798lT25240chZ5Ee054Atobsklc9d8fyFrGOFIaGhiYFGqUgJELZFeGwXLFjKqrwMYLlLK9it5wrs/rlYRjrZqt4JXEKjzvfZ8mWspb5XZIVv9yH1eBo/dn17FS2pwiy6byPj8Z6Veq1rrvx8VpWWQ/VKmbuqS0Ya50v+7+X/R1kZ2v0z4k1+CYC9n0fabi7XlWuGiU3yHTSyl3ZJJWWxYwOgLt9vCzvuzNE98aauy8ZUuhfw0ek8Nk6PiIGBW0RabvKep19FbFFW3bLbzk6NctD2WmBoJHvUd5Tw0Rnxe9Cyq1puZach8N+73uPPgqTCb8TeHEYgji9XDIMA9eI/el+GoDfyKf5eGCVOkDEyPk/CKvy3cQie2G55KnDQ/7NfM6PTqd8FuFpbvVFKTSnZeuiNgYjFH6bhN9fJuM6Izt2yBrG1ZueDVEWdoeAt84Slv0GsYk/QHY3kjFf43sqZAWSCntrGIYXKd7nsUPjQwt6Qggoq3/NCbLPpP/YI7rCk/ukR7fV/+Y7DEMQ1m4RnIAbhGc0Egm7MPPZNoesmKUXUpnVKomquO+Xv9u6otbD0DgQdv/zQ7L3hfkrhFoFpWNsetVbiX7oAyF4DCUM5VwNqDFtcMjc81GolzmQHHhITw8asmLbuF/LmNXUu4FYD2dFU/rh+4yM8GI4aYDtEt37JkUJq5hHBdp/m8nge+o11eyLNiTPwToFxkKttHiJ9ErPkhD6ecJwvUcoAAl7tXb4Bdarhe2TRVk2CNRDA+XrgH9AeOZyOA5gLLUsIlI5JWPaZ/9b3TOm8FVOhZ6whvS8z8GMrKr3dsLbNFbt2j3e2rQiMLVq5Ll+jReIdWe4yzi7skcCmmvC+fNvkApvIEsNS5AUbt8mcvTPlnGGzAiQ7KixeoGQpd7DuTLTwLCKY2n++F6/p2WkXyCV8ZJAvx5iHbqvJMldkuBY+QIHxBpbkKl2dT3fz3GwSM0+IdNvf9M3cbo1zq9W7C+XTDrXilL33eM2Udjs03o80Eq9H3oMzxBK82eAD81mXJ9MWEynQTghBbNKUVbxgoDu30ds0DtFOZ2j9LYmBeg2IUBVxgqps8Buj/2uSAbvHlknWUVti8PXkxtRMstYG7o/x5l+HYqCGFgX7m1Y97AUUJAogxvoDEmUOd+f2zxe0zpukgz0W/19xzDDfQS/DWJkbltz3ufYGIbh5rDesEVv2Zx5hbvX1Nv6TLLGtRv71xBVwN7f732adaKZ7PAaFhjT7VoQwu6QhsKjpFdkb+2KuIyxzGOIwlE//xxpcMB6PrzHqn9fspwKnf7ctta81Vq7UGKqMuRdMzM/K+9oXr37YXXsc0MlVu7S24be95wwSBWYMsUNldwl6yXMiP3ymV3xOX527bpBrH2hVVOQLIrjoQFVkRyVi6mhU8L4fWbIpkOTcu6MGEzn1bi3rGv5JIZxZiSj2mNWrjcSuDraMOnPryF+lVS2Xpv+t2lR8LXS2gZRq32HyJIRcRM61kDQsB0JdX0+JK2JxCnLjEW/0M9vPaRlPYm9/rnNp6qhqrHgurCpUIX+zRcXJtfgqZkMdfxqJsEdYr53CWKv1zCE8XrSmTIGLsrmdfXYp/Qqcv3vQv3C8zWjxIJUltq+d/48Q2usNjZYrFbhKEwmrDY2XlFiXCTg03p82h/g0310b/19xOKgNZhOWa1WtOmUC0SBEuiQKwltuqBV6GP1r7hO2yE3Fawr5A0CYrpIWJJWCPNHgXaCXFynSFbsPrDdFdJHiE31BmJjjdWtitd7sgvVVzs2etxLr1EPvMbMhOnOkJvJ575DCKt9egiiX1fDwY1WSUgjZE7GKSuB0I1vdbg9Y+fHH77Mhf3gjS3OiIYLejVetwF/DPgLBXWQyWuxH4lGFW5Xidr9SkPrjQR8vEHm9lb0RXh9XtaIYyQhy2feIj0XoWjLxI6vDKPCqiiCz2wBpLN9rhbdMKWEkbb7NWQNH3VkRIVSa5tbR/xeOU8P/bWEQQwBDbtOqzKrXm71Hs/0sdcQshuZ8W47A85IyNu2wVYVHPP4+zowtdN7fiVBihUKr0paQX5Q0A4N4POEYeD/2zEuhf+vncgsI+s5ogdV0ZoWdr7/2zXt/Ol5O/+vJ43ST5CecSWeVVa78mZC8jlqrr3GpM8pwdb5e9hxJomKGlLlpp2TAAAgAElEQVSHJIFMjxdSETqeNXThuq6ENNGHaR/jR/u6dM+o+EWADGvd6Od8ov9I3JsTSluZerqP716//jnW92vNtvFZF2SVTquBPg1M/sE/4EZrkVq8scEjrfFrTp/m7ZMJb+/X9jhNIKmf1uOBV+r9+OvEQnuUiL1+/mzGF7fGw8A/7pvXDbciBO0pkqRm6hYwxuhODcMgEeck6dE+Toy7PZn1xI2lquRqSpEVs2T22j/d+btKpFNdAh7rMTE9C6s+3ffoMVYhSzebOccniA11iewVfJ3suHWLVELbwzDcKzDxlKzfbsU0N2sVCgt6jnRBEfRATOWqZC5byU7qT7/+vHvAtQHEDuFZVQj5G4D/qz+33AQNFyFc52KEQ1uSJG1XuyKMhqtdKFUDxbkZSCZxa+vd7SZk6EDFJdJTmeMjIuF1SIGkEFWwq/yNPZ4mGeStJRHMePpOmTeG0pCkv7MdtfZgLGrT+v8vEevXNDRjos7piAoVZWX1MdnoMplfIsJXj7KepjkroRUNq12i0ZGxX+fIbIIFCdV/HvDj5FFJWQeEcvP/ktQGwtCt6ZOOs9cw/qqR4H136PH3Mk8DoSQ+3udTWL7mj7v/6eefJ4hwzxN1Neq1xr1AIk+udRU3JIpkgxe/K99HI9b3txiMoaK7pAFmuKF6ozNCkb5IhozMLlB+jfPRn8XiMKJwu8S+Vf7Ua18ia9hfJfad1zHkIDn4BmFcynmYEAjN4yRZ2TCiBELH0dCAhEINkTvA6od/mElrfHgy4UtnMz6zNS5Mp5ycTHiUWF+/gSxW84/4NB//UakDly8PHwT+IRGvegdwcbViMZmwNwx8+4/8CJfJTWiK2h7wxDAM76Owi7sg+QwiZelCi97LSxKSldAmuUbC3H4XIiN8SWxEY/N6tsbw7lAYv/3cjxHK/Tzwuq5AtoZeh73DvjZq0euwr7GFaM6Q8P4haSEfEoJOL3Kzf3e/f1/imlBajV0dDpHSNgr6AvtLVqoK2spshxTlMGTBlBGJGNZjzRvl3vS5/FnWiWsPExvxhwjFYgpOv+SgASGhpoZIloRn+mL/7GFCiBwU+N5Ys0rXEMiU9QYjsz4mNbtgLADTj0WfL+PUKhXfuXocHBvTGZm+eLJlxbMKE0MYh7VqoYpDstmyv6PoQIX0hVgPyA5blPHyeufIlEyLHF3v1z1PriuV4i7BhJ/3MViLN5NNa1SKogpnSXY+wJcTzZQqtF7ntir4yuKWRa+SPE8iBxAKzmIvZnq4Bu/2e6mklmTdiZ8mD9/Vgkl6x0uC6b3dZYtyw2tVXo7/9xrujWuEU3HcANgg9mwt/Srz+yxJ8mwd2ZuW/1cDpPXvPEYo20OysqMGWB2TSiis4Y+KyJlZ4xjYrEovXY9dmH3k3vTfykjHS6fjY/0++4QBfokwROxlUVn3GuDm6Dfg6G//bf4/9t482Pbsuuv77HPOHd599765+72epG5NtiRjgSxLCBzrOmBhoKDAOMQuY1uphLhScZWDDbgAoRgcgsoZrMQECEOMiwiwCgdXIDiAQR2wjY1tbMlC2Gqpu9WDenzzdIdzzs4fa39+e/3Oe92yTJXVKr1ddevee4bfsH97r+G7vmutd5fC24ErkwnzxYLDWjkoZeB6bBH9RP4/Qv5+XscXc0rbMB5+uLydgOn+JW2xHBwwm07Zq5XNyYQ/8cEPcvWbv5mP02NSvw34yeYtnCSEz4JYHC+QisG03xJTVBSyj91s1jY3J/oIPWa/ThMkJVjGT7fv2e0MmmBsQteSim8mYGuZwQol6Nbo+aZYjjRYVYFkPeUtOhRvyo+kq8u+rmdZUtwcoK40jFl5r5Yo8T3As6XnT19tysYiO7eM0vOFVwlqS8JCf6b2kqgqy/cBf57GbE2vrxOGyQBFtt/LdqnLElXPbtAFyRrxLIQaha+zQVDbfRhjXyMQl0yWkzF8TynlknOZhkJw9XdJ/2cWt/m2EzoKdIQUmmnXdGgMN603r1+DUvKQ961COUukV8o8vyoK0Ob8VAmC1ZLWwa+dNxtgP0cYWJ9K836M3hbUmvVnaA2E0pzoodKOexc940PD5muAP53QhSNt7i0QY83+Sldywv0TeoU8USpDGTL6zYu/KjpHh7OzAstGv2vF9VDT+R9o9//xOm4zvGBsyFkrXWNsMKbafOV4tXvCcsSGTjTGDJX4rCH4LxrIerE5VLNBrNkn2nws4/YHI8PnYnhgICYyJqrme5ul7zmXFnXJCIojd5ezM5r7weco2e4uouCU+2KNniLpHOoYXWjnfhE48j3fw/TUKf5orTx1eMizGxu8qRTOlTLA+J7zGeDIb0S/9M82vug99YcfLgX4NmJhCEnNgdpS2g7nc27efTff2KzXo8DbCMvdojCSh64RCs5Oa1qiQjp6aW5YPQT/z7E6YVHfm5deJ9wNa175SbrCVVjtEAv4OcJL+JJ2bbmE6gW60qklGP6WQK10Yb5sv/Vkd+jFZaz2JbHN+5jUl1HoMCih4e8G9U5qVCZTQdQVT13Bk1m8zmvOAjhLlB/VOytEd64n2/3ngh+D4KI/N2OUIiQ2KblJeA5nCbjYc1pwJSve3C5TQZ5JVxPgVK31haawsmflUEHp7cxgyBSY0+P9xnQ1KEj3fZFOlMqGlwYPdA6HDVAkDboWhC8lKlne1PVtEZFTJeLkczo/JJfJFXqV2DV0aGuv26RoxBtIxohZJwp12rn323xYCvftNNi69PCMYR/S9zTEvK6c3uSe9e85sRbcXy+m42kUKdRlhp+jNWtq1yfDfJ8Ole8QBvhVGqHzNuhMZZyW5XxmZCiPZelkzKPtWnfodSFUbqaEqZwyPD0gGqWno82JMsCSzjKD3H3vOvaarMWR17F1GkwzzJ0SX0VHwzynefOkORdd8JplwGeWvUaD953DUxb5ukTnFzxAyMsC3P/bfztfNZ3CYsG8OXk/d+UKv7S/z6cIPtNHiSZQPw985cMPl7N8nscXvVInPLoHWemtvlwyOThg7eZNNg8OuDqf85Zv+qbyZlptbeBjtdZnCIGk132CqHCkgHBBzgh4UuFg7FWBKFRtTMmqSQ4hPvtOG38zXcZcTqs0LQgB8HFCgX2cgKHvLaW8gS7gtTb1vjP55Wbz3PVOzEe2U53x51J6sY9shWdy1EuN3ORCZvWQ3rVqFDSPMlvHIh7QPYQFUVDoI4wZtmvAdwA/3M5zmN7LaIqKcZN4ZqIp9xNQ3n77+ylC2eiNZGXsvpLIlQuWVDqD/a4aaYYOFWb2ujMRrsCogc6EEN7TMq5J7twUGOLyF4gaAaIwh+09DSURD6FTSWCTNg+X6H0LNmvnixhWOEnPvLie5k4lK/qkQaGnKqFOctgFQtFnoy97P+6BYS6B7Vrr0Ku+GYdfR6SxQVcwepxr7RwX0/vGUP3/BGG4ZEKj+85Y9ZxQwFt0+Ns5hK5MzwHPJE+30A29LyXg/X/XDG5HXpvZ23U9LEh16/1O6YQ/59Z+E1aKNJy3TXdi3Ec5xp5zz31PBOwJbh0DqpdCOO7JHFfX6RBtIN2TXCUdisuMDQD31YLOt/EYGtXnCGPbZ2XaXi5T7b34o/Fwpd3vxwln6MbBAb/v+nUOrl3j6PXrHDk4YG024+K1azxPKPWnGRffectt5uY3dNxR6r193zBqhZs3OTKfs7a9zY3tbW5ubHDj27+d60S862dWYp+Vvshy9bWh2Ahh7arItSLNWzZWbOGXAkOOuLEpWyKeppONTD15tvYiLrag1APVSym11sdrrZ8gNua97dotIJNTbLLw81jQN6OMYzdsjpn9WhU67RybROjgWnotC8ZVZa5hpNDz3DlX1t7Tmaz2ncAH21ztJwNLmG+ajuMcrDdFdB+RX2zscUhlK72SnnF+N7iCzdicbU6FXO8laqRPS+ci3CBSGrMn5ryS5zUhEBL6DlY+O5TuLZ09f4EwSG60Nac3LD9CRaPntqCXTjWUcgq4WEo50zxy63t/hjET21j4vASxbYMee1WR6EkZ+jlO73DnetygkUJLZ/tnHoWIiWPSnpc9Flyf03S8tfZcDto9Cb07x8X5Kz3FTeNDw0Zy45JYF1dqS7VkzKreozd4ynHkB+h95Z9uz8G1rGJWXuQ1n5nx87QvsscMfY1dpSsdUwo1aER3zFCQzCiLXi/eeX0geeirI9d415nxer22/Lf7wzWg3DxHhA8zAicK8iyxfkV0ckGvQu+xLidkDfgyetGpLJ9EMfbpFekqsQd1Zi4dO0Y9epTLW1vc3Npib3+fjRs32Fpfv23r7sI41fHzMu7E1EMBZE/trlJ46MwZTtUKkwmHhFd2+N3fzauBX7zNMYy/nacvZoWSEHb2uBTOGYrVm9Dit6KYyu0k4Sn6v97xlGCP5prHWtNrOZaZFMHj7XsPEQv6Ea8lxaCFPRftu7mcJ+m42bIfBFCOk99upBinKUow7qakUpi068j/i2rArQbEa4hCQtAVzKuJzf2DMEohmtJrx+f71ZCSIyH5aote9xrGnckMnciIVlBOahAVN0spxqxP0ruFGb7w+SsIc/5y9rwNz0CH+/U8oAv1ebrPTDB7kqjcpuC06Y9pYLm4j9eyaMd6XZsvFbllbWcE8e98Q3IkWfn9mzDEe42dljYPPwf8plLKz6b5z4Sw9VrrxYR+qQig9+guac1uAl8P/O+MiYG5Xe9g/KTvyQWYtmd+rT1LFVQORcwIw2jRjjHMcXqOloZeb/d12N47QaRAfrI9C5Eh13MmmDo0HiTTuT41EESCRGHMSLlINw7M+b6bMIJU4HIuNAzRwG7Gns/qfnqedx565pfoJFLo6060SmRslcyqU3HYvv8ccKzW+nzpGRPQEagztdbHSi8U5Xo/2u7XMFE2JHSkvA6NpRndo7dc8z6dV7FYLrkynXJ6Momw58YG+7XCsWOj2vjDXNBTJz9v44veU291ev89YdV+FdEcQWFxnVgMr18seM23fzvvfPvbyR6lguck4/KgbuwpPRadhYnvT4CdEkQgU8cU6JcIOOgasVEfJxUwIRbfNj1dayDM0atZDSOd3/DBglAsv0p4O69hbEXnmLhpP8YYZbqr+PTwJ6vnvd0ovU/2jaTQHdkD1XiQLKdAX61k5Xy+gbDKnWMh078A/Fl6nNjjKBRVnPILvE8JNRfb9e7UWp+iC8oNoqyt3plCw3NM6ApnTq+WdqFB4gfAWjK2oMOMq975JL0uClNrb0CjgUeaD5+z16uCe57e4nedca16z2Wp0qMlCILnCG/0M3RS1V4Jnkehe4036czibCTYhCZf21at9XGSIG5rw7j6Hr2BigxlIVnoMXGNG+vwL9szm688G9dM5lB4LTdKbyzzWgLV8DnajVHP9gYdSVOZ6KFJSrRj3GG7r0LEze8mQmHyHJbpuK6dVeNVBZkRNY0UFZPP9wixJvfTd2/SCa+rbH+Vmh6uKJ17ohBG8eOMUYD4o+/3a8QeyShKXfnt/c7T6665fYKjtE8vVCXpTSPxKHCl7VGvz++db79faO8dIWTojF50R8Nl1dhV3lgsZ0BhDg74p6WwU0oguMslk9mMxW2qyXk9t3P6fkPHF71Sb+MfEMrcuO6+D61WJrVycOECj7/hDXzN930f3/qudw1WrCkiWsSrZJwqzNuszpOE8j5LbACVpRXYLJWo8hliqTXShW4wzpHNHbZMsbm7puYkjtLj1i5qPe49wqt/FHh1KeU1NOXUhJax2iUMdamX+RgkBVTGRVJuGW3eNomUpVUve1BEDcpUmVtzXuFc04/n11jZS59bEFkNP08vkOLmM1aYPeEB7mznE8bdJITxE6XXZrfc6mGD6Ke1l7XN/IJ8jaZ0qRByDFvBcplQcnqV0IWX820qlSjK4G224xjOUSnJ4XAO1wjFbNEX6EQm4eaTDV6/Wmt9tl37hdKJdT4ri+2oNKy0uNmeoXsgI1U51AE9DGLFOwuG6NGtIormR19Mx1lv1/LNROMWkQG9dxEhDSifi7C8aJuGuPyOU7TOfu0+1lr4ZjCAVzx217epn69r9/UWYo89QVfIGQVQCUNXpqJ2B0DmPnge51LC7IQwvBalpyka0rNeg93NdAT0pldrNDhHD9Ly6+nGyerIRZ9UlpnPAr3q29DoyPlr92KzKdNkoaOcszQXmftT6dwAs5I26CGK+wjIPsPu2ZjRIZNjI6LhOepP/zQ/BRwsFmxPpxxfW+PBtTUeItZFHvcA/3J3t17g8zzuKPUY76BD20dpLOBSgtF7/jyPnTnDI8CT0ynf8C3fwpfSYTjoMavcX/wc3Qu3Hep1OutcBraLaJvw4HIZ1H1isTxXonNV9t5M2xCGdxOOFGUT+rK4s1UseUky1bLW+hihxO4lPPec3rWs47QkPaBcXjZb6beMZiDoOdT0+jSHD5pQ0sOVQJOrzumZCkNOaC1v6QJlr83dNxCw+5ROvlNh5tjlPB13WUp5iBAyEF7tU3RBolCYt3vaq5FuqKGzSM/K53KSePbCgFZAy4xjlY5znpWg15qbc6wK0oFcVXru+4QeA/Y7M3pLXlu2aqCepNcnuNzm4p52/4UuNHORHSHLbbpgXCbFkqsb5n4JN5oCOWRsuDl3llm2yYZwrO1UF+l5qqiO0yDgBKVfiX+L9Q8kaXku15m14Q9XFOiyrclNAp3IkK+M6z1C0B+jdYZrz+prCEVupbFMAF2kc+S/fdYS1KZE2CjHz/PaUaFfhYGQWAnj6D660rPWvqWUNSrW6aS7PCevBh5zLbc50fC93cje72rYyMqJGhF62xt0UlzOatDItECQKZUiDSKVe+k82Uhc0tnxpGN5Xr+vgXEXAf0v6PwP3v9+rj/zDH99bY23Tya8czLhtdMpDxI64x30omXPA3/9JeblN3R80cfUH364nCA23q/QoejTQF0uuXj5Mjc3NsJyPAygeHnffbybiEMrMM7QvXQF0vOkdJQUr8sK2DzcGd0SH0ZTGLaZpMmSfXrlpxwzhFjEelMDRNvem9XUqpRxr2fjYrJMP9Xef137//F6a56xAkHkIP+dvUw9mG2CUT9vBor3Dd0jU4EPwpTxhtWT8f4OWjz6QSLXOROpzgDvAX6ArmgzX0DFrJDRuFmUyHnWUztLGGH7hEA+TOGDa7U1DSk93m8KkIpiSfcGslEwK6UYZ3Q9KPhGXlu7R423nI+/SpDKyImIyTE68chUsaFhDyFQX0UYc5dhyMn3+o/Qszuc39Vce712SVWurZ0WH88xfVPIrDk+IeDoLy2l/Ot07Roz8ix2GLdKzQ1ZJC/+J8CH2vtTejhktM7SM9SDvZjWxmmCmOe9anx5Xyp+n0GuNLkNvNCe15e0a3iC3jp3v82X9+Z6cD2aN55jxRmB8Rkf1M79cF6E4pUHc0JRubbleVyjK7vh3O2a19PnHwQ++WsJp7V7WjXqNTwKPSd+4K7QDXKNjU+1e9HAhjH8bq2HF+mVDOUQuY6F2KeEfNQIyCEX94UZDGYWHNL5Invp9+zYMb6yVp6ZTLirVuzrviCU+RHgR4AP7O6Oshc+b+OOpx6we1ZMTxO5h7+8t8eLh4eUtTXm8znTluJ2GfjdJ0/yBroFeoHYJM/6d631IHncq5bt6kbZJog5q8/jeA1We07bEi40nuxG2SLy0O1RrCelALqRjutrKkfhvKFEaPv/EwRs/UAp5cHV62tGiKVZs6Cbt9ck0u3UaHQzWNIJelYIZbZ3hl2NcauAjTsqiGb0NpsKydOEIj0L/CwdVswpRcbZMiS7LJFSc5weUrG4RU33JVS8V3qXuTYloypetV3bHgH/LhscrbGSCU/QhdLV9gxru8dc/rSk40P36mCMPogaXWXsrct+PkYIpOcIA1Rv2BsxdHCKzuuwZazG4aaIQL216ZH3sd2OpXJ2n4keKfytU6/XerE9Q3OO9cQlJnq/dliD4FQ81s4lXHu9jhu5HDRP1hCG3RPzfPp8aPdZEiIjwc6KZzmEcgCcLaW8tc3rrzIu9wx97VU60rBMr7v39tPrM3pa6T7Bw7Doj5X38n6fEGjbi3QFZanpdXrIYCAeJqUMQaAdPPSVkRW3+3g11p7RrON0EqZGr/FxK8Y93a73yfb57JC4J9YJp+AKsX5l5qt8heE9x0k6F8LhPWuA+bfljTVe3cObP/IjHN3c5LcRvKuHDw/5t4sFT7Rr/uX2+6++EmB3xx2l3tqC3u6N557j3Po6B4eHzPb22FhfZ370KNdmM5a/7/dxkdi4pk+puDfquGY0MLJkV14uR2kpRiRh3eKZQ656EkwnSNWt6ELlNGEY6G2rpIXO8z1q9Sq8vTYVugQkCK/gUWLxPkh4dSomiTJ66Ut6fM1UplnbiHZhU6BlxGJGt6L1+rxGU6BynM4a4IWIVX5UyJ7e0OPPAH+u9tQ16KQiFVCGrme00pe11k+2eXsNLfOBLmwhDIrVHOEJIRxzzrqCX0ShrMTSM+TqsXK8kaaAVvNqNQYybDttc79fe2499Fi+6MImocQv0dKw6FXGtmkwb4OaH2qfrbR0rtJj+M6rBnFeS7XtAQloZ9ucG5bQcxNizemR7p2cUVHohWpErmye4jr6WuD/Td+5wXjdFzpXYZ+Ohug9q2isd+59eU8Z3h1xP9qxX014boUoenOVSGX7d+n55GI3hw0RMaTgteQqbM6NKJlr1zr7wu2bdF7GkXYueTWGOyycJXFvFUZ3Hh8kOtq9VOGoAkOdBdqxffbZcDlkXGEvz53pvxqrhtS8X6/ZPepeWZRSbNTiudfS50XdINbur6Zr0jBcDVtpXJoF4DWsA3s7O7yqVpa1xveWSy4sFjxCPNdPEevsVS8xV5+XcUepj4sajMZ99/H09jbXt7bY29ri5nQam2CxYO2tbw3rswkNhZ45z6OR4tbZkvX3BuE96ClO299D2dY09Gr0cNxYJxkXc8gx6yGGV1aKt6SQAPTQgRvOxW1se04wYJ8CHiqlPDBcVPc8VWyZSXpQWs15EtmOjhQIg0JnGGeY2ftcpPMZLriHiF/qaciC/f3AT9VaXyi9lKzGRPbMvAbPfzfh6UEIt6fpBTlED6YEO1cvxWuErlCWdFJi7jGePWqFypACWXu9AoWO9e+hw6sKQedO4tZBes4iG+fozHJb4EqMGwwzwhi42I5n9651et9vhav3oNLxvfXSOQ+D8dqMCz3YHSLkYEz8RbpHPwjZpBz0QhXcGo1+Vu/4Wnv97QSMn0srWwJ3hx4nzdXTvN7a5n0gINIV+5LUozt5yFdgaA/8Fe2efonwNmXCnyPY2Bq+jtK+m3OlnSvH/DaKVcNrybjca4a0D9OcGL6Ty5Jj9DCGwyHW/KdXzpn7Mvg95yejfQ6fj8aqoQR/jtFDUfcTRqPGjs91iy5HfU1j8HDlHLT7liewyVgGu27dx3a8lLR6nQ7du/bkrbBcslcrk+k01kspcOQIq07bLU7c53PcUeoR87ot8WMyYenDnE5ZLhZMbt7krumUJ37xF7lxG0+NlzjWJAlQlXuhw8bZw4VW4vQ2xznWhK9w/Dq9DeolQlHLzBWGPyzj1p1rNCjY+HKC980xzjAZpM3bwgmPEuS915RSHtAgoW+g4/Q69zmuNaEX4THurqDWQx028QqU7e9lUqb3AJ9p93GKQDBOAH8Y+BtlXNlP2DcTeLI3JKR+WEq5r81fLvtZ65hkl8MNKlvjkUfpjPXsTWdFMsT523enzVBwDm1BmteVimaNEPoHTXEOoykwG1ZYFEYhP1yD61Gjpz2Ty3Rj4S4iPmxDnWxszNMPdIUnQWu9GXLH2mf0rjdrKm3bPnucEK6fAF5TOudhEocss/ZsJ4SR5VqxLsQE+K2E53SVbnxB7x4nh8C1rQIcDLLSOQQWLzKMc4G+LjORTc//ze0zH6Ubf6v59KR5VYHU9OMa0tO8SqQS5jCLBpdIwhHC8Le8tTnWhgT06t2DIn2z9jx20lxUmkJP6yI3WFo1OL3mjPCx8rqK1v8lMZoOaancnMOeiaLOsbLH5zilI23ejwaDMkRIPqNgGhgS81Te6/S6E7N0vgOg/ORP8qulcG25ZHs+78q9DTkin/d2q3ncUeph3b9A73k9jOmU6XLJ6cmE48sl0+WSydoaR2vlR374h0M5JWUp7L1a0/x2sDukYg+rp2XsRXmcDGG5ibYIhf4cbZGn+K4Lcw3IG3IKQzGR9aQU3HC5OpnnmrAC4TeF8ihhab+WYNkK8V6hbzZLVKpQ9Bayd5tzs407D0gDY8GhQvgyIqY1oSuwCfDHgO+ne3dufsegULkVer9Ez3W2HatEokXpTU9yXHtAPdIzmdCbp6waJpM2f/PbIDfmOE8Zoy0yziGgfIVbHLSUo6UUU9A06J6lr5dVKLumUEhpz1LD7jKhqJ7M89Y+O6kv02mvnSc3AMr19S8SsO0pwoNW4Boqehp4PeO2oc8SCl2Dy88Lwbo2LAmb2f6eP3eOy16pMLzKV6NQo8FnrGGlwjDN6svofItPMyZ7ZqKj87GfPpNZ7BqLrqOM/mWI+CS9M6NzLQ/nDBFK2aOHZkyFM6SgUeH9ZiPz1QRRcp5g+Zqe8+3Ck15vXXlNAyXXASht3rwOiazPc6sDIAqV04OP0OHx/XacbXr4ZUk8Z5GtLyXkekbGPDbtOxoSXr/ltV0va8Di/e/n4OJF/irRufPUbDbsqeOE8/VXdndvDbd+PscXvVLf3a1LonzoGcZW4htL4WsmE76yFN4xmfA1wBsnEy4++yw/1YRbLmOotz14uE1xlpWFL3S8xbgpheMM8EK5lTR3tNZ6rfQ8bwhBaXqP1eNmpfcC3yNi2tkIEGHI8UQhMS1c6AovL3za54ee5sTmeJTYdK8nFruCx5ijkKfHLbXHuoeCFDX1EW/n0XuB5Nk3xSDcdpLuWb2+zcfH6KQXFakx50w6VOG/ilAqW/RWj3p3EvJyHJX/QOAAACAASURBVDUT/FSSPtOJ15MU18hbryllr92jz1ojxHi08Kp11DMKtJEU+bwhOAfE83Y+cvhCgT+lh2R8Pq5VSYePtHnVWxMZmLfrXiu9tK2Ig/vhOrEfvNbB6yaU0n30VEz5AnpVhl9kdJvpoYJw3UJXjl8CPFI7WUyC3M20ljSINahuZ2Rn41sY13PdaPO/JDza1xEG5VVaulz6vt76OwjvXW9Z9EZvUMN20fb0qAhTDTLiEWI/HUnX4Hk0OO8i1uqF0lNGPb4EsAPG5Us1tmftfp4ioRZ1zEN5qZEJcyI+MEZznJdcD6ESsPszxF6TN2QdjwvtezLRrT9gqOkmHWnIBXsMHZqu6zznPWN441i6tuvE+vN6NYYMAax9+tP84uEh/3Qy4a5SeAshLy4A79vdrf/is8zTb/j4olfqbfwE8KPEw9oiPJWHSuEmcL1WbiyXbKyv89D+Pv/4W791tAHdQHM6jDkTRq0rzPcmaOzHDl0hCJ0aR8ze/hHCij7SXjeH/TThUR2BoSuTgkXrca+UciQbCQqRpqzsfjQlYHk3pcpg8DbLmOntphb63quRJ/4cwWS9u33fe84CTda68zdS5u0aVQQw9qwLjZ1LFwJa4u8Dvq+FILw+45YWa7ESm0L+AUKobRJw/qdI7GTvmy5Ylwki974y4UYPO8caR7yA0ln4CmjnRmWuV/2Cx23nXAOON0W+INbKxRo58uaIX07hCeduxKiuveSu0HMOU2zWIDa+0J6jnzN+PKUp+Pajx+Mz26ARuBjHer1nGxJBCFf3QeaK5Hm9hwghuI+O0AvnQJSE/bGm0A5InbxK548IeYtm5b72pGejMaxihpY1Uko5TWTKPEmHW4/TSwiLBGhIWpVSSDlnMLiWB0PRedbQK0F+O0MvhCNrX+NiHThRe6GpzOcYyJNNTtgzPc/xTcIgeoJxmeHPZejZZ4WeHQNRE1EWuSYq/VwWWrjecBh0hrxrOV/jgCik88M4hU05tsrHuEEYrz4z+zO4xyTtLv/23+Z1b30rf3U242uJdXeFWMPfu7tb/83nOF+/IeOOUgdaD9y/DnyAUOqvo8V9SmF7uWSHEHI/feQIX/u2t5HbjG402AsYSmvKBp80ryYraBfOIYxqpFciZm56jqS5GSH85jRlXse10m2NqhLUG9Hq9vgWcNDbXJZg3u8T3t1eu75MwssQIHQFkclSW4Rgu9nOd7PB8hcJQt29yRCo6fsKgJxql+dIYTcgBe1eXkco3hP0bl3bwB8C/lGt9UKbN4WNm7y0+zTHV2PE908SysMYbzZuhhBEm5/s1WUG7gCL1155z3nz3vXWDxOqc5QuuHI1Qb+7QxhJ60QJ0IvNYzHd6hgdIcgeo8r6kIDtl+0rwxoRgm/nPEdwFPR4nwHOJgXuzy1wbJsXFctAxmTc/EeFY+MjjRgRjacIL877vpteZW6PXhfC2ub3ttevtJBETZ8tdDZzNggHbgZ9HZ+me9zQu92Z5vdGYl38Mr0+xAOEASsnxfuDvqbsFWAo7ICxYlq2xyC7Wxb7ervHJ+klYH2OhgSs8CcpdbV+gQhMVniZcHquXX9G40aE1JcY8oMK49KwoigWRpIDkHkaE3qr3U1CRljZTfTgsL1uM5qcijlUmKTzCozbe88PEYReDajcrlZDUKQIOt+j0NGsJTB517vg7Fm+K6aRJ+dzXiCciePAH/0s8/R5G3eUehu7u7Xu7tYfB/4GQdp5BHi0Vj5+8yY/O53yb4AXSuHEe9/LWcIb13KGBiGXVPksKfhp6QzwE4Rgzt54IazyF9Mlqfwt1blXe7GPUoLM9QzjNA7oJV5nfpSeJjMonNJTpaY1mnLkmFtW6G7GSRJeeqZu7FvibjWaQjxKCO4H6Q1qVj39UdGdZPQ4Pwq+Zen5xdNa63k6hDsFfg/w95KxpRVPO0+G3qG3rP0M4zaUelp+V0KN5VCXKUyg4rAGv163z2joYZ7e06Bab0bVrEYbUwW+nsppQokdJeoePMetHIxCCJg5Pd4qTOlnD9vz8H5kjQur+zwt6GE4xP7kz5Zy+x7RKXyQsx2W9Fz1BT1ubSnQFxj319arqoTSfFP7245bz7drE1b3WW0QXvoPr8DpGQrXG7RpD3Qlr8HjmtS4maf/T7fr+TidTDWh7WE6+qNSUYFaqcxryKmnxrOHGH9Dj3JxlFJrvZzuS3KrhM4JvVLaDh3tyOSyo+l4zotr8B5C1nht7pnpS4Qm4gC38oNEAJb0OgLeV/ay3SsDq5yeY65j4pqAbgi6bg4JBMnuaTLkr9BRzxPE+jWNbpl+cthmi54NcI1egMtrHzJcvvVbeYgwMi9MpyyXy0FePwu88+GHe8XEV9K4o9RvP64S3uAnlkueXF/n0nze52ptbdj8MxgUEfQFMSz+GmPoR+5nmjDMimNGKGOVgRbmoqaqZaXHaTNMpTJYJfn4OXNaNwnDw/ia6Vlav9CFm6QoPcqcg216UK49PxpJAFwhPI7rMNRM1mNdrHxnEHQk4ZEg77cQcOGldg/Gv94LvJ+ezwpjw2RID2pe/BHgnlrrI21OjhPew6zWavct58H70/Jvj2hIlbOhR87TluVsmGSR3rOd64QIWdxM5zjWfk4QQvc64XWcaZ8ZioyUnpus8aIhNK+1HrTrWyVWep7BwKOHUIy7S+jK8dULJVqtztqPBmqeH9t66nmS3pcotkEoDj2n3A/be5Br4hp9kV75zf2j4t2ghRtKrxCncTQKHdH3guvG9WW55YP0nR0iJv4UYeALnWcDJUO27nnHbyYae9iYxnsa4tbEunGO5m0d7LS/Le6jAnPtnqKX5DUkZLOTKWMeicaBHrxlWB8klFIOnyk7SumMd7sZ0s6dwzU5Hm0KpGvR56BizV74WcJI0/tep3v71vvIpV+FwidE+ME2zYdtPo/SEQzvw72aQw2H6VjC8oZwlGeiO8r1xeFhrM3JJNZKSmVbRTBfUeOOUr91/HuSEJzNWMzng2W9WSvXPvaxoW1mziHOAm4UE09jq8Hr5lrKQL6H2GjmwEIXbJdKj2UrMO+l9WBOQ2/AGBV069RrFPLOG02vhHb8XHpxNbe90ivXHSZFNYym8HI82Y19g1BQ1wnuwgOEAPM8CiY3lvOoQHktIeCH+H+77rcQyvGj3BoqWCMR3RIkfx/waDvnq2rUvAeGRisKCiG+vTrmRqgYrW42ofMp9A726WS59SagFTDQlE8pZbsJ62MEImPNdY2IVYVxWKK9afYucpGh1QyIIR7ejEUhUiHNRZuPF+j1v0u7dslwtT2/HQ3UZKQaR/Z7q15zVuwH8TgHD0dF5nzIGr+LrswP2v9LOqlpAXwT8HcYC+pMjNObM1shG4vL9L/M6kKgYne3+XiUcTMQYeW721xJVNNA0is3k8KSts6R7xmqybUFJqWU4wRH4qDtoU3GYQtDEfm8++mYOd3M8J5ZBsum3M0L1/CRRe46m8OQeTOEasqY8Jn5F64/vfL9Noe5FoQs9geILAENnJyxIvk0N6nKBDvnVzQDOvlP5T8nHAb3jpk/hR5GOUsP/VwkFPsmfZ+sNfl3CMy+//t5arnkQinRHyElGN4N/MLu7hB2fUWNO0p9Zezu1seBnyEWYVbUa8C5w0P+7vd8TwjStlFWY8+5wckwSiPBwQgKtSDCAb0N5s22sPK5bbgiwcyNl4dKPzNr9RgndCF+qr1nbD4rGqFEoDeQaPczIyCwqytQe6Urw2wpZyLZgkifWzSo+dOEkHyweYB+NiMNeU43CEPgSbrBIfP1jwN/sYzj9no4svuNrRpHl1z3IPDJ9t2h5naKG+uRDMS9FDbJfcMV6Cp+Y7sZYs61BSbE85a5foFW5nbFILKSoES5WfueJS2nXoMhgfY5z6EQXvTDDciA83U/Pf87k+GmdRxHv0GgOsfbs15v8yG5shJIx7ydyPXpszxHFArKJV8LIYRlI/u/+22HSLd6gV4K1nV9H7EeNGoGnkq6P8/j9bku3A+updrO8+VEFbJH6eGY7Nnn9DAN4cy+1lt2Ty0JJeLe1hDToLML4ha9OtyUztPJqI/ZGBrsdnpzfWUOh4p0ktbF/fSCP67tVURl1ftc3efZCzaNUw7DGuMMi4wAWVxmSU8d9v8NYl1ZZXC0LmovMZyzBXI9gDmda/EA8EQd15PwHjSqNUJX1+ctPJFHH2X6mc/wv7Xj30+EY+5r1/nXVj//Shl3lPrtx/8I/EviAd63tsa5yYSTN27ww+95Dz/OmNW+Smq6ZQhnrcR0ad+7h1iQ15vCU2CeJjy3BYxamp4jYul5KNDcHFrr5vQaU19r57ITWmZJayhkMpefO9o+cD2fdEUBZfgrp6ypVA5KKRvJaMj5vQ8SCi4rzRyz/q3E88hKcw68h2jgIdnOuJ0Q8mrc1ONdI7w/S6AqGEvt6WYzenEJz6uhY6WwwUOmM6cl/lhKVuG+3Z7FVvvOFVpTimSQDA8izfGUEMYP0uBmemcuBbSM6Rnd2MlenorARibL9v1tEgtcBU5KdUvXUeiw6Il2mbkuQ/aUh6+RPHgRE/o6FG4/365lB/gIEceWs7EgQmH30ZXiHwL+IZ2PocJWoahsZPvnZ+R9aeBNgd9CKNV/R4dzc6VExw49xLOgG1Y5jm86nlkMGoumWk1gqON+rJ3nyso9HLR52qEXi1nSY8Heg+leQueF7gkPKNptFLp7NSs9n1VuRqQhm/fdIC/KOINlk+Cn2PUvh0DsnHeabpAqoySz5QqS2QDy+M7zgm6YG6Mv6XyHaT+598+l86615+MztOyu390AyrvfTfnRH+WP3Hcff7JWNtoxZsDfA/6r3d36FK/QcUep32bs7tYbu7v1/cB/Afy12YxPzedsbmzwdR/4AL/7Xe/qZQGT8hpIYAmudhyvkTtMe1/P8G7g+eY91SRwoVnmpdeGtrGHG8KhYs5kH1M4jhCbyRi9sShjkMZNhdrcpAPTtCEMe/U29ezTcANmotgQK23egpB6Jo7NCcPl0fbeq0p0SMvx1QcJxmmtvfnFlBAUXw38A7pnrBWuMh8EVlNADxGM301CcV1t975OY4enMMAqK9j7uRt4RuSEbkgM6EBT5rVE7PlU+w6EIaBSrnRkZYhnwtAOV0/fe8vx0h06TGkYyPU2pxMXR/yOdEzJYydr9ErPxYZIxxoqi9ENrnze4WNtH+T0zIyc5Nd83fCPc3hA1Np/kf58L7Y520rnmhFK/5fpRlauSjagBrTuZW0P5XAF7RxfShgTH2nndQ4W7diS/yCM7/P0uHqGo/VeIcrV2gJYqPgyHTEzPm5/8dzZbk7PUrAc7DU63E06pkQ4FaOKdUlH10oJQu2LzfO/QmsURFfadobD12uvHiepNjPoc7MfUQxj6Nfa8TUKbhB8kIukokyMQ0tTVgxneljB/ahH7nzL6XGfigbYQ0P5p5HldRlnP2znNC3YKn1zYPp1X8eR7/xO/vTODn+o1oFf9ZH2jH57egavyHFHqb/8uAh8fSncP5/zXK2snznDd7z3vfzOlc9JrMqCxbKf5mIabz7COAVlLylzN8tWrfV6HccvhRwvtUPpGQ7CtSkuLVcXsJaoQsZN40ZWmWelCS1drSm+W9JcmuLJnn5Oz7ud10Y6r0K40ol7F+ipKG8ghOgGUXTn8XQNCrH/FvjzdO/buVcAZWLispTy+nb8BaHMnm/PQ0NJBZGJTLnimDE7e3VvtOsWfhxqR5dSTpXIJdeTeK6hMKTjK1hJit3nadcziUOSpSqt61vtjVsyCkG7hkmJvPVVzkMmZZ2jlSL2/BkxKKnWdxPy9kdftnDBRokubRmtyR6jXvGUMGpeZBx/9Xo0VO6mpxI6D5KnbtK91K8CforubUKgYDfoCtiRjbtcnvUsodA/RaBFXn9OsXRdCbtLdHOPZmWjojFcdS19ZtoUqhDyGsFNGOLjbR0dtudp1b3KOKPhOr0Jitdp2t2QqtquW16Fc6rnr8Lz2kivqagWDfXRwHSPZ/gdxk1ZcjohjMNfx9p1nqGXvvYZD1A+YwPJ6zON8XKSgX4fYn3c3c7zeuDfpz0sn8hnN2R1MN4TKvNNUbX3vIffOpvxpuWSJ0phf7kcwjVPEk7G1/IKHneU+suPryBg2mdoxT6WS85Pp3zTbT7rQrtJr5Q1paViNIF4tL1+nViM5+merAt7MAJg5CmZm5thOi1fFZcb1+Nco1dck1gGXQGYoqXCcJg2do2V0RRhJgZOGBO0pul+avqOXrrlHnManMpHAfFUO/7bCLa753bTv4Pw4D5N92I1XISdh050ba7N7X5VrfXT7XqMUWoADffTzpPjlNbXV5hrJGmcyFo/1pTelTbnewl2Hjzadn+l9Jz6tXQ8jY0dIiyzT6yVE9ya1y9RyPS5TNxS0XmvlrvdIXVdywdLQjGvS9r1DFkENQh9RwmuxKoBpzGVPbxsLGbY2jrc1wgFdIqVUp3tbw3C3wk8TG/c4hrLiNUO48wQn+cGUVjqgNjT5mlnZGadvk9VnCo9P+N1Oe8wfnYDm5wOU9+gVVtMqJ1rXu7HrN3/JboXblEW/x86vaW1qUMxhBwIo/gC4zxu6PtcY3Bym/dViKMMAg3r0lN5LchU03EML8wJJ+Q8sTcucWso4zLj9D499Ky0T7RzmnFwtt3XDsEFOUfjrCQ00GvXYDQF8RThqK1ylgo9Vl+3t3l3KcHhmE5ZNqK04wKRPvuKHXeU+ssPoSQ2NjhcLJjWyh6xOIAeT6zjnsYK7h0iZmqcyViXnmWGAyF5nU3YrxK8XiAUjWUNJbBJyPIYGZLKNafnhBDRGFi7jUCWDTuC25NiVumpzCXizCDisulrA/s6XZdIgXPlJj7KGIK7CHyS2GyvaXCln/1jwP9C9xxUiApShbAxxnUiLet+4OkEses9qWicJ5tHeF9n6bnOesdzQkifaD9XCKV0vj03q3kNoYgVJCOTiaA/M42GGY1TUXqrVjtQLUtUCVSB5/z6ee056tkAmbfnVIBTzfAwHr/qudS8LponOb8NYnMJOFZ62CYbep43w+GZe+Dvq8Q+WSME5vPE+rif/iynhAAX2s4pecaVs1KRNe89zAgi3H211o/WWl/gVqF+nM5FkHVd6ca3z879oxIyVl7aNT+XriN7uBovpqd6DzfoxtgOvUyqayCXkt4g9sVmO4bzfEjnUhQiO+ZSup+SDTTGij2/JhIhAqARk8MnyiSdDPsCQF/LVr/LqIAOgtwA91M2pnIJZ+UFdPnhfYp4aByaVaEcNKzg2jDrQ1Z+9vpvMG5jPW9s94NSqJMJyytXhgwN2rlu6RPyShp3lPrLD9PbppMJy+WSyXTKucNDPvLww50lnoSdSkvL9Xh7XWVuDP50rVWSlulWU0I5CJHbNEUhM5RaVCnVXtxGRTql516a/pEbK7iwaZ/Zb8qhEDCgpS0H4b2izDPxqdYxqSwLjUyeMhSg4NfzsA+0m/+af9cgDr2u1vrJGkVmHiM20v3AdwF/u33eYzv303ZdEgMLYck/TSAWwoR53Tt/xhK9PwuCnKSn0hnrPNZev9aei0SmDNnO0xyIZMxKLzSSSUdLOmJiOc894lkbizW313ip7GifbRaQtPuftDWUlfH9BIxIOv9UiJ0xhK5CXz3GUIegreMzaY24/l0PZwhjdEkoSGOqku5s6KGhdJpgn9ubXIOlAr8b+DG68lqnG0KZSHWVbjSeIVjtj9WoS6DXpxAXQj9JwMOGCMyrN91NLoKhlryvVIZvJMh2rjEVt93VbtLCFu19yxlvEox3C8ocbXObi8qs01MrNZBUhCqoQiCLF1v4zhBUJtqeb3OS6xtYtMVzQZdDGV1yvqDvPxFD5941fx+xN9bppXShhyoy4qRR7toVjfBzObXTc4lMTIg1/Sjjpi0LOvSvEXI+XaPGxT69pvwhcOTqVX51OmWnFGqtlAa/O04Qz/gVO+4o9ZcZLb3tg8ADpfC2zU3ePZnw5umUrwL+8j//5+U//t7vHc2hkONRYuNYs9ofY53XSyeAuFihp8AsVoToULq0KZ2BodvGpPY0Dluu5k5RAwmnfXYwHIjNtk0sbDeqkOaq0qBdwzK9P6mpdOiKESCEq6LMm36LLjQtRLEkDI3XE1569kbMr30LUe3vBOOUwKG9ZOlFO+6jN2pRsGoI5VroKt310hqktPfswiUserKd6zIhOA+TwFNwCAP62pTIUxemXdIUWvvcAMeXTp6S5JhJQzcJL27bh0DPxbahyh5daWjcDKNEfvuVlWerQhpGe74TYdZsrPmMCWGv5/8CoYSriiStX+fArIy92tO1hK/lgQiT3mDc0CPH5YW9l+n4rgHRDGs1vLm9/3FaXLntOw2ySm/eIRM6I02n2nnWa3AiMive+RPyXUUmCmGgLOk563ZNk7tSSm9Pa8hho53D1EPlhJkGeqYSv7LhbLe2rDCzMhVJU36MyI4rx9J48BlrOInyDcekI1yu5XP0invyJlTmhi4yB8a//cmdG5UNKmlT+5b0XHfLLIuaQDcMLGYjUuI8uz9Xkcry8z/PP6sVSmHzxRc5dfo0F9p7lu/9MV7B445S/+zjHxNCq9bKR/f3+fByyaPAyVL4nne9iz/18MNDffdtOjxlDClblBPCktYCz16IdZIzHE9TMpeIC9DiHpj27belJg8Ji3uP3tzCmLFEEVEAjQIJPrk63OpPZsXWpLRFHnLRmeGa0ntuUiFFCWRen81QhMeOAleSd+F1/Nn280j73muIzZrhdol0eoWLNudPMWbQKuCmJUhvwnrzpnRO0+OrEyKP/Hyb4xE8nc5rGV9TmSQDHdYgtuXa6aX0OvKml12nC0bRi0yi1IhRuMs6nqTXsmDOw1izxqGohMolk+RKO/YtCj0da6iD357zC8Bp12fpXAGZ63q85uJbdOkS41KholLuCw2cbwN+hE7QUsl4XNf3gugP8ACRc36BcU636zmnXEJXxF7vfQSUnpvEZCREw8Znk2XpjG5Y5wIlckp8PpkBX0qw7TeAG6UXQRJJiIuMuc7ogOdWoY/STtt3lkRIbz2jR+nY2QPOREAhbL1zsyYyKc71qtcv0nGFWNPn6XH6nMO/Sr7z79VKhZeI/ascVZbdbNfzImF8aWD7Xde6+zfXOchOVIGBJDoFbly6xPL6dX5pOuXLjx7lTbMZ9xJowBngB3d36yvaU5999o980Y8/QWy+X5hMYLHgyOYmi8NDrs9mXAbeee0a38Y4X1rrW2hKaHib8N6hL6isIAeYrJRiy9ajhLfpQpzWVga0dHKQlvc6vYuVlZGsSz6kZZXeF9zY8RqRnwp9Y2eofSC1NaEwwO1JSPhZ02AsM6mwUEFeXbl3SX+2YHwzkT6iwNHD/Y8IZf5Y+/+FdqyT9Lr5QrtbdO/+1fR8eO9vjVBKG+0+zBU/2ubhVfS640L6Q2GYrNCbAtfbkKEtk3nI5RfVoA/XhV7ItRrd01QyxsqFBimlGANX2N9sRpbPNMPyW+l5Ge/99IoxYlMXP+pnFZqUUjIhK3v4mTjlcxbavUAPXTxF97Ku0ePH54BHa62H7dorsU632msfpdddt0zrk0S8OLfxhM5qfz2xpj9JX9ciQKYsyobWOLau/2m6N7dOKPQFjfjZzrMg1odr3RALbX6faH/f3ebAc8gfsJnQdpub82kO9ZqNoRs+ynFvP2dGgPnVJwiFfgux1dGe8xCi4lbFJoy/GkJU4Z5o92QoICM8GggiKr/UXtcwsyveers/Mzqs9JYNLGsx5Ep/tGMs03EsVmOtBZ2Ukr6jQ3QPsSZWy7xKMr3ajnfwz/4ZXz2f86cmMTtPEI7DWeD/AD60u1tzf45X5Ljjqb/MePjh8iBRx/kzwFAmsNZYNIsFk/19zm9t8Xu/93uHhWndbhmiwrEHwBE9NsbENlNcHHpPZwhBqWeUySTQFSbEZhBizvHWQxj6Z0voK4SQ1YvIJRezkrbbWGYYq4xqEmhey2qZUglRfk54TGGnQrcu9QPERnIujT1CdEX6QLsHBcU+odyfaffzAN0DfJpWazpZ8HodGzUa5OwTnuMZwnBT2LxIEJIm7f/Mri6l10A391YEwJTC3GEvx3yX9MIuKpSD2jvkmY0gxDxhnBNb6CxqiW8e23Whopu39VLoCmQVasxD72y9Rqe9mp67fdVN2RrxJ+jPUwjU7nc5NKGHbV75pYQWHaMzoT3PxXafl4H3AH+r3YtZDoVxY5g3t9d/hW5EQ4eFHbmpiIokV5pzXVpuVNQhr/Vhf9Bj5w8RxuMOYQx6Xovo7NMNyVO05k3t2DltUQWpMjeU4zy6/5zb+wjl91IKfUhVrJ3EepWQU8Oapqd9ZScEYl2dpjeQca6yQvc4x+j53/JzcrlbPzdPr2cv3X2U53dE1qMrerkYpwj5LNokImWTF3lFXrfnM8d+CBn90A9x13TKdwHn9/d57tIlrpbCzxGpj++kOx6v6HFHqb/8eNvqC9Mpi4MD1vb3WV8smM5m3KyVjXe+kzfSoSWZ7dA3xzmCeS1LPCuaHMfLnqCdiaArTd/Tite7EP415gRdKIjI1OapVGLRSxIzTnaGtKFXPDSZrAME2a5lgOETND9L5zTe6QaeNS9WhagwX9C7RwmFSar7TuAv0RWs1rlGw81a65OEF//m9tq59pm95gnmtJ/LJcqdnqK3cD2gkwT30zPKsG1m8SuU8r2Vlc8PSrz2WvmlKdttIl1tnuYs95UXYalJoU7obF0VhM8kk5n0thSemSA5Gu3cPtO83vIY4u/19oQ5YevS5jCXRvXa9hh7bNfa93PtcXuxQ4dot9o9mJ2gt+++eoDIOX+EQAXMUJBMalOVfC+SSWW5G4NfEtD9x0nPOu1V99waY+UjvKxxJQKjAlNZ2TL1aXozEomIGho539y5VqkNMfu2loxdX4fejCWhZKPqhG1kgqYGYQ751jOFHAAAIABJREFUGEuX13OMUOg+n+H5107ao93vcWIv+bw8niiWazDD/l6HcidzgWifuU4YpqaiGdqysU1e+xplfvY0oZTdPzmtt9KdJc6e5atrZVIr+7MZ8xs32NraYo9Q5qeA38QXwLij1F9+WBZyGJubHOztsbG1xc3JhOV0Gj/r65hXnFM3jHVuEkxXLf9Zg9f11nLcTcv6buD5tjkr3dvOFetMcZIxbU7qyMOGoSVsZlZD93pV/teJjVmJWPOkxHBzQhcupfRmEbkRSo7r6rlVevnWeYk86UInKxWCofyL9Bj5vL3/EPAg8K9JQjDN8T7dSj9JwGyPE7DZaee3eeXb9DS0GwTZLTOOoQuD3MhGTwM6JyCXolUoWc3N2LnzlL08OQxX27PUgBnqlpeeyphT03xOOU1IMtEy/R7QlnZ+m6O81FApbxAGkNcwpLolZGmVMDejhzpcexpiGlFL4jnstzk3V1jj5jThaVXCqBAa9z6+kYilX6bXSN8hntdbCaTmEwQKZu3w2p633eQOgc0S1dVu0jkneucaoaZe5VCNz08oOq8J5y+3nXUeNGi8D4mCxnZJ92nPBfkgZjjkz2XIeFmi8uKcVoxK9KT2LIZSeiOokp5nDpXluLx7TnhfByATSzNKuEhG5YxwCJ5K9y7qkREkjd6csWIvAO9fguphOrb7QITxoN33Np3vsHr8ewkEz2yTq2n+sjHmcfdK4VwpHNYK0ynLY8dGzwp6NtMretxR6i8/jKkOoxTY2Igcxvz6pz89CC1f10qfERXMLgBDK1ZCaarQF8mDHwgjtbPUZ7RCIQlSlchi+o0eUa7VnMdxQmDNYahDv9oC1rxb71l28rJdm55CJsmp9N0wwlx6rzlGJws6Cz/hYb2B1e+9D/iLdKWisFPRqrzW6Nb8Q8BPE97bWeA3l94T/FlahaqGLGhAibBUlTJjApDKWG/C97MCv90QsjfzYU6P/WePT4NNT1/vdVo7y97PX6OTCwdFX3t5T2Hzc8QaznDq6tB7kXWflXkOpwwITVMWkrp8Dtkrc/3t03PQrQ52k0BrXLtXsje5Err5OPCVxHP0PAfttR0idmtRmNyMSEPaEqtH6UZQNjLdXycI4+AY45aqq9Cvr2m4Tol9dS89/dXwgkYD7Vol3GWY37Xk9YyKTjGOa3t+CEPokFBs9iUfDdeCezbtXe8nw9HKgL12HdDXu8c3G0HjRbmgUasBL9t82J/p3lbRjVUjNcfwc7tiDY4Z42t9PWHQXaen5JmCuk089xdW5i6HTTT45sDi8mUeK4W15ZLpbMZiZ2eUdlfofKhX9Lij1F9+/Ay3MlsxZ30yoS4WbNfKxfe+l8dqr49e6V6wLMzRaEpDsgeE9T1rguke4Jn2t4vRa1DYH9BKhpJyPG+j0LVULxGGwpwQ3Fkh5BxlC3m4gVXyspkHeDDFWLXwhb2yYQN9M2vZq0C8t9cQVrUCWnj1dwE/R0B6OQVmyCtv97JBtGZ9lJ5KeJIQuE/VWn+xnfvedo25AYpx+ys1+A4iKcLW0IWf3coG4ynFnXMckPSa93+U3oUKxrBhLhUrCiAcbMhBMpnKwTKww/WJrLQ1sEEoz5sq+rJSw1tkZQX6HZR5uodBwTTDRFKeVdQ0tvJaXdDTK52btRrckWVDa0QrclhDpXgIfBmh0FUepwnv/DGC9HfYwgUqEqFgQzd6edaJMJ1MJaJSPdbu6TOM07SyJ+t61SA9QUcOXkWsX+cpx+xtzCQCpFF+mI6pd6wx5143RmzYo9AbNOV66fPSCwDdbtQShMccu5YcJsyf0TgZ4/s0jgVjNEllqEfunoNxYa2MCJC+l8MYuZCMez/vI+fAZywjX2U8JeTD3Wk+jxOIyKn2O9cUgC5DshM0+Sf/hJ8FrpbCiclkdA0abY+8zBy/YsYdpf4yY3e3ngf+H8ZtWFlf5/DwkO3plGPAuaef5u8/9dSQy7gax8o9gofRhOMVEtmt9lzzkv7WSnXBuiAzKcVqUrLRTTEzp/lGUuaZCGN8Ll+vyiWTkBTYGjh6iYt2TCHxXEBCo0FFlQV99oB+C/Axeoy80Jm93wb8EL3296wJmEJAq3oo9xKQ+4PtGIe11vMNHTloAu8SAc3fQzDivUZJS6VELXPjrYd0JbzejjkXwryNZz60HU1DAbjZYrvO35ROmBPiNdarEZV7zefOayoOzz9pSlhvzGOdAl5IijyHTGRRT+mlYgcFlj7jeoNWEpYOo6voMjzvMz1Oj2ubc36WEL7Q45rCrSo/Q1c32728g/DWTxCE1auEkTeK7dKViH0VoKNXGkInCMW7Rc931uP0Ohyr8HeGrKGH5bIB69zkAkLGmJ1LyagSzayQJgTtOc1MWX3WZ9p7hgiyEXGLt+5IhqdervtUw1Hjx71qwRaIuhGZ7e5en6VjWB3ubloXSMbeeCZzTtI5lXHL9NsqcMt2vc614ZcZndSXET3a+9fofQ08nrJJ+aIsGgyZD32I+/7gH+SP1Mr2xgZvIYhxr6WnRv53u7svSzR9xYw7Sv2zj78B/Avi4Z4Ftkvh7evr/I5a2QWObW+z9eEPD58X0p23GN6z7bVVS3rWPA0Fu8/iHOGlD55GgqEULtt0prUbNSsI0+duMGZPGxvLZJvD0tNphJf3CIa4in0Ux02xyy3GxKyMLGTFLey82iP6FL3lrGxhj/ddwA/SBZalINfp8O0hocihV1x7nKbISyeXFYLTMCfY9Z8m0IEvT/NT2jEVzNDRhb3a0w3rbRT6S40t4gvXE+qisMtxdqH47BUqhH02ntPzX2/3PBhy7c0lYbQ8keLKo9h46TH7w3S8keIqPZfcDnQ3mnGoYM5EI9dqJvndoFfhGwzS0ruqCfVqpKnsJu2YbyPg9YcI5fhLhMJYEJ76g+06Ffo5Hn7U46V7y/BzDkeYanlh5XMwXtMqAMNYuYmJhq9jg1jfV9LxRGqW6Zg+U/u05/OqeAzf3EXsvcs02cF4vx2253rLaOtjlReTyWVeuyGLHXpXQI13DaAbdJLfHr2bnp60+ek5dKACz6iEyIOKWYNW6F0DQw7QAT2r4oBQuJ9o8+Das+BMJZpCfcIp4FYZNfCBHn64fNnp0/yvR4/y1YeHXLx5k59t9zQj2nD/id3dgXvzih93lPpnGbu79RD4H4DvJuK0bwJOL5c8Uiv//OCAR3Z2+M+AXbjFS7eUKyQhXqJyWCZhLAmBZ5xqIOpkZUJn7kqKE2bM8ap1mmeYIdQEtyvE50mZ1/b30LADuNk8/VVykJ65jHlRBON0wFBlbklPPdEAMVZ3QOT2fqL0VJTa7u1NhGf1s/QUpuxNbZUoymNRiqcIuP359gxyOhW09JUU+5+1+f9EO/4DMDTEcZ4nBFxsuplC4LNZ68LgxwhDwhx4MwqGaoHpucqczm09MwyZCUq+dpMgh2XvPGcG7LXXVJQZGp8RyIPrw/uFHts8SiiPq02Z589mRZd5Bt6LsW8V57TW+hQhlO8iUBMV8VpSUNkQ/GbCQPswXREI018jjJXTxB65WXv1PH/P0rOyYpzzJzpwlF4gBXpMvaa14DE0lHNjknXCMPwFuhcqhyAjM3q3Ax8Fhq6I/p3DUZIknb+T7b3Lrpm0n0VLTNsajRQ+0TP1miZ0j1fjVQU5p8Prq0iE63KPeJbn23sWz7pC7N26ct8ZaazpJzPoM7fCcJ55+97DMh1beZCJla8l2O46P7ksdi4+tQbc/MAHyrRWvqdWbpbCZ+jO0q8QCN43rM7pK33cUeq/hrG7W+vubv048HeJ2NGPl8LHb9xgvr7O9Vq5CLd0brubTtKAljf8Et6eAuQeWq9umhJLkJmLHHrxDBhb/muEALXRgpthECSEF7uRBN4Q903XpBIqMLTqhA4J5rhkjusKeRqzPt2OIckGugfwGiIGXtOxvJ4/RVjI2QOaEQaCNdyvEcLjM4Rx8CnGLVRV4IVx0411Qng/1+7t03TP76H0GZJCHsXPP8uYEXUHrsBQPa3Q46K0YyuQjX3b7UqoUmhShTcomBWvfyAwJtj9QoLjVeprLbSwrMELWF9Bj1wrhlb26rjcaK5iZ0xUg877Ms9ZpvF2m49L7doyoSkzv8/QUxu3iNaWjxLe+a8QhKhsRMi2H+oxpHmW6bxs4ZS1NieXV65XxeC8Soa8XjunQAUo0c7wQOaH5CYsokXGu70f0Z8BdanB3TCWnOXwqidrNoptaH0fuMWJ2E8hqVzGOafGea+HtVZLrMo2t+CL5x5CgKI+dPmSK78dITzbSij1k+n7mWToGhN+X6T/K71j3aLNa6Wnw11tnz1Se2tbjdk5PTd9nV4rJKNPntvXFrXW5RvewG+qlVOlcLkUWC6ZJBL0eQL1eogvoHFHqX9uw0YImMo2nbKslWu1cm/63FFW8oLb5lsSrTmtvy0c6SK/QSil3HVMGEoPytKhekV6SG7MvdJTWXy+g4ee4msDNNY8htxwxJjydSIVSG8sKxi/b/wxK2c3pUJ0SJOhx6itHJUhuXXg64F/RSjrNWKDnmr3eZ0QoJWIoz9J76I1See2Frp52tlo2K7RhORoHTfMeLT9vIEo6JEryP2a4PbSO1NdTYoX4iCLlc/qMRea8dbmflF7Q5oBFl8R3pJ79htq4vq6t83bwKtgDNGWdl961pt0I2LI+afFqBviYKEdQwGHtTeJcS3MiHDNdXrlOOi13HNc9RnCwxNyljdyQEdofgtRwctrttzsAYF+5BSnwzYHrj/XvAoj57jLeBein9BKQDP2IvMwoyJ3S7NwydBGmFij3vdQXrWFljKKZUZBJscdlN4LIiN1x9v7Ksy8n62KOMjwmjpFZmM0efXQ62L4vx66r8syz6jJIoW9NPTuIp4tdMPZVM1tr68ZA85pzoPPcXUV8i3ZIHQkSPRnrZRyD71trtd9nlC+V+jFcjIHRdlj9s0CYG2NY6WAirwUastNd4g2fsGMO0r9cxtP0z1YNjY4WCyYzGbszOc8nj53rFnBq8N4oSVezWle0EudZsU4pQsNoahMQPOzufxqtkwrjEu8ts2uVV7pzFkt8pyKk70fyUj+n1OnVFCiCrKMcz5wjmV9Ob2blQx0q8t9A/B/EfyFSuSS28+e9tpJOslIZa+gqjTDqETa1ZC7TKQWvtCUXb52BdgGAck/Snjur77NM3ypsc0Y1cgKdWQUNIGuspIYJyqSwy1wq5LJHvoVmufbQjrXNLBK5xO4RoSd9bQlsWkw2mhFYeszzV7ekK+fjMI1giFtkyKveZuIAQuRmqlxkxC45+ge/2mC6f5JQihfS8ee0UmC2cB6njDojM17zZ7fDBHr40tSc5xs53JfqWws3rJGCHNbmDrvNssxF39Jr9inEnHuVA5el7wQIeyaXpd3oqI/0Y59mZ7eaqaCYSwVbG6fa7ElFfpgfDM2rk3783/DeGttXsxaMAwgD4IWWjJ2fZQevnAfCdvnHPUcPsvwu7C63IZcWtY68wvGRXDuJoxD980RQv6dI5S9zykrZ+hk3KGH/WJBbsPLxgaHK8z3KWPE9RU/7ij1z2Hs7tbngZ8ghP16a813rBSOXbrE3wUoUaXswup3myLZoVn8dZwOlWM/CrEMIVtpy0W8oHugawRkmJW5cbYsxEr6W8jK4wv3CvdDLwJj7N7vmcakR+/3FQ5awrJND9PPnEYEpDOVZdseB/488P2EkHi2HU8W7MgrJDaac52vw5xtBYpzcJq+OY82JZSVXkZHqLU+ShDqHiylPNie3y2jGWg7hEKVSa4xtGRsVKksVCAqgUW7XrkNGhqDkZbPvxoGaOc8RsRcs3EF3ZPR69KIcB5NtzRskbkV2asaDMSEALgGbrRrsEreEjhXa32qHfMkvdsd7Xr0qL6SSCf85fbetxF9FA6bQbCkN+0YOCKMYejLhEJQyZoq5dAg9dmcIpT1nB4XhlACxs41BobUSTpD3bX1TiI8cDntNefE9sI5FXEwyOh7WOM0K8Dj7bPG760Q53dvZ7wbHoFQ/ouVNSvS5jEMH9ykk/iyh57hdyFvz3GaVu2Qhual61hyq0Jd1TPZ0DVsd5JeSEZjjHZN++0Y7lE5BMbsj9HX8WuI1LM8XzmjyBr8S4D3v59fXS55shTOcOs4C/zy7m596jbvvWLHHaX+uY+/BPwd4Fgp3E8srI/s7PDWH//x8vYzZwYWJzDqY3yMEHiHrAhpwiq/xJglKrxuZyQ97BznW9Kt5wFBWImx5hzqDMUqsLWEoRsQWrIKAZswZBg7M2P1xE/SYTJHvh/ru9tf+yS9Zv297Xv/lq509ugWvff+6lrrE0Ru8OP0kp+Svw6bt6sArjSF3hTSgJbQjaJSex7xYAy1cMVjBMz/0Kpyb+cwXS17rwqtkhR6hhFVSsu2HnJjHMdAlkzH9Ph5HBClTZ9Nx89sZv/PRUM8j0Lb4zvPIjrex6Rda+ZcmFaWq95t11ovleBSaGCI8shGn7fvniOe/wtE5cQNesqSfa8dH6OV6Cy9OE9WaIVYo7bGzSmYGsEqqUrraEZfw1nJ5PRBwxWZRwCBbh0FjtdaH2/HMPyiQQvdiPF7q+fSADmkV1LLkHu+v3V6+mFen3nveuz95ig4T6uEXbMflB/KAfe3BqUe+rW0X+4jntkh4aR8hm6E6CEP6YGlc4Jut7aVcRoDKux8LRojpqZt0kmgGvsLImz2KJ17ZLhkmO90D8O1PPxwXT72GP9Tu+b76RUn7ydk8v/MF9i4o9Q/x7G7Ww93d+sPE+zcX5hMWF8uefPmJr+zVr7/Qx/iO/7m32SzCWmt1gU9DcvY1wwG2PQKY7gWehEOrdeh7Cit1GazVvVQYZyOMyzetkncIG6CrMzdXEJsg2eWrmMBQ3WzeUMahHNnhKC8Rt/QMlWNn28SddkfIZT4McIDu0oIsD8J/Pfp/r1G1+iEUPyfLqU8RHj7Wu4qrlJ63WuVySnGzUwkLqngFvQQxG3Z7e1eHyVY9g+VUl7dhPrt0tVsmjOBgQm/zhg92CZSxAb2M4mhXjsbPI/skZXSeRPrxNpQcfqc14l8bw0zGcoqrJwjrCerwlSRqwwHQ6fNk0bfqrFhFzShXOiZGFbMu4coIPMJAm6v9Cpmf4AwmM360Pg5TPcF3fjNa2RGbwzksFKh67oQSulTjPvVb6SfG/SKaIa2sqFW6b3Mb2rItVDPlO4xGg7YT/wDORoa1FNay9Da66yvM46hZy4LrCiqNrL3n42ZCS39LSlX17x7wFCAXmxGAbYY15UwRfMavUSrKW5+zyZFIiPQkUHX17Cu6Ax1r3eRZGIm1SnrTtF5EAu6QyTvQiMln8P5kccxjN3dMtnaYg34K8AHiT3+BPCXge/Y3a3P8QU2VnOn74xf+/hdwDsmEx6fz5ksl7BYcAX4zQ88wDcC/ydd8NxCnKN70tu11qdbfCsLL3sSDx5bUw5rxMLMKVqyabNnTvvuevM0livwsF6ZRsdi5Tg5d10BvplvIHkNpillRSmx6ZAQVne1181JV1hX4FuIOPrlRCLSqlaA21XuBN14qO3zKjaJQ8bjThHdwFRIOeaaIUKF7S0KffTAovjM44Q1fw/hET3tdMAog0Bjq9behnVGa417m3PJVM5xx+Ha0ucUfpC8ktIJl8YnrzVkYoiZ0w01hbaM5sxCHtjICWp3/jzfTZqBV3q6noL7dHv/Cj2H2RDT69r/n6KHOuy3fQy4r9b6RIn+9tkT8741gjZqrVdKKc/QcvKJuPP1ZlRskvog0D1P2emiT95PAe6vtT7SrlVjZ0KvY68SUeFY6ETDI0PG7uGDtCYNXRn/PkIPVVAiRfOgvbZIa1VjT6XoXKxC6/O2piTG2UDnSkI35CjIMzlGZ99LujUUNTge6TrurbX+Svv/SHt23v+UXnfgcAV5yqGzTHLMnBKdAOhlaX0O7lUVtddoVc7jhKJXxmRvPGcTeN4lwMMPl8n73sd/Q2RbzNu1/5nd3foFUTnupcYdT/3XP76eVFd4b4/NI0fYm895YW2N3/ue94yIICqmYTTP5QyR7qNQMB56lM4aVhDb1WxJ3wgDjHWbmKubRmGyWFFq0IXVsl3fLCkHP6enAY2E07xPmdMn6Fa1BLlCbMQjhLd0jdh4H6PH2kUgThCb6u+3+/D8ep6Srk7RO9C9SIobN6W5lkIdQvvZQyz02KGlL7OH/bIKvR1jnej3rWJ6nmDcPkTL+25zM3gkKr7SC7TcyAq9XdeUsULPQ29q+Ap9Xd1LwO776fWNdo9HS89Zv97mwXWT970FiXIOcGnXNsStm2E4q8Fw19uCXgP8rvb6U3SP7XozDL4E+BKi1OaTdHTlWI1iKteA3w/8k7au8l5xbV6iw7wjg5a+hqF3+XIdrXbsepExcdAOfvsNAXFN2FPe406JGOuFhn68lUi5O5LmxM9pMA3PtyFceuka8KIux4g1aTvWzNh2uE4GD13EBsj8HI0svW+PZS0EQyAScOUIuMZU8BLhRPnOAM+1tWxWg9fnnOV1kWVeZXw/GgHu8wz5r6a6rdERBNGF7OVfI9beVTrq4vP2/rw2uUOUUiYHB3wF8O5SeLLWIWvku/kCH3eU+q9/nKaxT6dTFpMJi9lsiAsd2d1lvW00e0XfblgpLSt/PfQMj6uMcgzQall6FINVnBSIG3aWvgcdUjdnXA9DoZ8h/CxkaN+zmIfkFr0dCCWtpX2hCaovJeBWY9jZG30v8H3t/3wfCuZ9Yq4fJ7zjF+gbP6fvKAiE+q8SHoO9sIdYbK3VmFzN8XNeZujx1lqvlZ4utN+u61ngNaWU++lkLFnoGlYAOQbq0BA5TLC6z0oFK/yqIpMd/Xw75sX2v/nUW4RCvdZCJasGizC91zXKofaWGXs7k1rrzbwWGuSs9zWjs8xtlHKmlPIVbX4+1ubrGH19m9I5oVUIIwyHzDvw3v8tkepm6qaoRCUg/qHDXDv+/YyRLutGZFjWmgeXPA5d+R20ecuZAOeBI6Xn608aFA3dE52uoC0W16HNmcrU1463Y9lJ74BAInJI5qD2NMe8P6d5PSWEzXa/kthysSjJsEOMut2DJElDEo5Zes/0vEE5pmvRSye9nwmfrhsJehoWuYGU8vIGnUCY94uGoV66e+KA3pUt81pymCKHKCrA+jonax0ZG5cJGfMFPe4o9V//+BQtf7EUWFsbKeAXfuAHIl+cHqcdiGvxnWJLTDf5jM7iVGCp5K2tLAklK1voQjp7dAqNzF6GrsBd3Eta5yzGG0JYToFmbFw48iyxmcy/1fu+QG+iQQnS1JxeVjP3p/6Kdr+PMM7l9foPCWLd0wTM+qkUO86Kxba0S5pHXyOX2vub0vOn50mh58phLzmaJzVvSm0QQKUTbw6J9XCJ8NrvontWXpfpgvm4IiUqGddLjhXnH4lePqsbMDTaOZHm+fptFLlDw0rPXC9Ijyl7U3qVCyKXOhsWXrvrQS/eKm1vaJ+zvGtWOoPX2Z7bu4AP16jVv116GVs92wnj1LWcYiYXAPr6rcSzPlODx2LMXki30koU01siu5aHsFDprWWnxJrapzdzUUlmNr6wt2MtP/N2X3nfHW3XdkHl7P1qOLbPlhTq8hkWukwp6dmYIuuwAqW8C+hZOJuEkve5eP258JEomQ1bjhMI2O1CNq4X5Zlr2OelQZZZ+JPb/C06sNpTQiPgPKF85wRH4km6sZALTblvDAt6btfM46VQSmGjmYNngY/wBT7uKPVf//h7xOZeA5hMWC4WrM1mnLpyhb//kVgaO7RCJGkTKNyEGW1eogeTGcJ6Py5Q4aQcF9eSXk1BynFOvZA1evGOzGZ2E7mhhLyge8yk6zAUoJV8hYiVypjPxsBDRMW2OeHZGG+bAH+cYJeqpA7oQqnQ+55bOU4SnMLPOtB6fGfbtQzQJuN4YaXFvZPSKy+lAEsUXdHQmifBmpWS/88IJfHJ9vnXAXe1Y2/Wnr8ubDoqwFF7i0yViV6Twjgrg/sJwSYhboueT33bkUMCdKWQUxGhK3nh4x16NTRDKoNCocOcryMIjBsEKnOK8KwlGWVI3TW8Q4u3A7vAT7T7fpHwoNfpLGfnyTnOKaHPA3e3Z529xn2Ctb1NID1yPoTbLxLr5fn2XdElP1PojWncg97Lept/90iuRmcoTOPA+VehOwdb7edZIuyV+TB65T4v97PKdoemWNP60zkwRl9K8AuutPsx1q6T4N6dpznJBomerkaUinEfRmV0vXdrC8jpyCEUDaGhvW96L/ONVlEM0UDrUECXg5Li1ojQwDP04jc29XFuhhBKrXXx4Q+z9sEPsgu8arHgH7Rz3E84Fx/gC3zcIcr9+sfPEIzJ/xwo0ynTxYIzpfD8kSP8jn/0j5j96I/ykz/0Q1yhxzm1uM8SmxniGdhv2Epe23SLM2+ezCwfhH46Tk3vaR1r7Zofn2NyWugKA3PGs7empQ09Rn6Rcacuhb5Dwf9agsQkIStf639JlN1VGAzs89Kra+0Qwpha6w29kWYYDJ5ee90QxR5RBc9rVpkNJU+bkfWyXnppnIEahKwMRU/a9RibU7BnY+saISC2SilvJHgTeyvHMJtgv0ShnClduI88q2ScrBEK85N05bustV5un7mbEGrZgMhojvftesrPGrpR57kUkLnpivepUXCaWF9bRAGZx+iZCYMir0H+MtzkHNRSypuILlge75DOVXjcOa21HrRnmtOzSOfJXp6s7ZsE0mPpU4lhcjM0gicExD0vpai87iXWnnUaFg0VWhKGy79qr3lM9+7AamfsQS/SHKwRtRKebZ+3vLHrQwJYfjbKAjMpRKok5YkIlfaaho1GW6XvkUkLV1jWd43eT94Sv+770/TGKNvt2binPO8QDmjfzZ6+6IeV/Fxfln61bPANGseIsXLXqRAt8Jxr9Fr81u9fIwzJh2jkyXTv63fdxc2f+InyTbMZ33j33Wwslyyecy/TAAAgAElEQVRnoQGfJpT5x79QOrG93Ljjqf86R6sH/2NEatsP0Bi/tXKtFO5bW+O//pZv4S986ENB7ilj8kuOmdrdSGt4h05SySVYMxnFDZM9db2ALKyMDWqB19JL0+rl3Y44BZ30tt6uaYvYJI/XWs/T2bXZ8lagCuVu0NP1KkFmW6MXHfm/fV24PCnQBwjlcLzF5WmvD+zk5GGb43yxCXzj/G7qIX6uZ1N6XPyWWHozqmrtBWpGLN4mnCW/5VK4pTZCVJrLRwkl/xAMBS4GD6KM69Tn6nu19PKsetSGJxScwsY5t9c5EsL1vleV92DQpHnJnldmf5unbaxcz0405l5CITxFQ1RoxME034XI9LDRkHP6h4EfTef3eT5NQKulKfQZ0TjlravPy7lM/7sHcobDGTqZymfg2j9Oj2lPCQXyfLt3Mz4Mfa2SuPQ+19vaGzIxGpq0zphLsUUo9NVUqVV+TPb08/6yaJTZFN67z1jUISvRA3pZ3DmNa0Jn6WeETZTooM2LfCA770lq87xH2+uzdKx5+t/SvDkkIM9HXk/eX6Iyfs7XLf26pPOU7qGnIA5ICbeiDADlb/0t/sB0yntq5fxyydO18nQpPEk4Ku9r5/iCH3eU+n/g2N2tV4h47+Z0yicPD7lWKzeAea28/fRpfvAf/kP+4Ic/zBtf/WoKIQCfp3sOkutU8Mb9FnSYy7jmsIHpz87fs/Se358zJiNJoFNwCF/n4iTH6IQrLeFL7Rqerz23WoE2SwJrqG8NvJGIp5qOlu/zfcCfa5+dtteHBhT0uu731yg04xhieMlTscjGRcJoyELNOOlVwgteK6XMsgJJ3pGKUKNKwUdSQrlud85Hn8HQb9388Vn77n6N4jSPtuO+lkBqsmF3uDKvMqbn/rT7OEt4VPN2fmO6mWjknKqsR55HUgQjL730qnSVcYcx6EiLhYIkMr2JIC/9FGG42JRlnp5Phs+Fhnfa5+8FXqxjAl6Gkj8DnHIP1KjZfyxds0rbOvYSrfabIXuCnlaZiXUqTe9tRhhYG4SAf6Z9ZkGvdjik8dENa6HxJREqyLDvALm7P0qwxjdXFHoOZ2iMqHwzIx06IuFzdCwSwqWh6brJ8Wllgsf0fIYyVIZWcNsijJ1tegjL72bDUEVveCi/PhR1us2QXJdrHyjnRDBzy9N8XuPsp/Nn0jrKqMDG130dm1tb/Kel8DRwWOvoms63e/w9L3GdX1Dj/2fv3aN1va7yvt96v9u+nX32uUhHOrpLlo0tyZdgbAwxbAOhxSaYEiBQN+BSE5waTBsXiNMB5pbhAO0fbocpEDoKlCbFpXUbEjKGY/CBADHmYsu2hLGNJVkXS0c6933/Lqt/zPm8c77f3jIkMiDJe42xx977+97Lete71ppzPvOZcx7C70+xnTlTCjYZHgNWej1uLcUsjFKopfCVCwsWP/nzP8+jn/gE//YDH+Bf/sIvtH6fDUKbVSyxFp4WmRZHkz7XQtIi0CaQEzVos9cGJAtax2vxaDPUQjxHbMQNRvx6fM6qFalmcQ7GL1i2sLOEpawc23vA38Qsugf9OjVtSDPCh3YqHaNNTEJVi1fw4aQG+1mKUUsI8w1LULYsbNTfBJEOSfkE3CIvqW/F+zHxPueQQFn/GqM2bM+vr03xUz7WN/i4PIHlEtBtJ37fHErWYJbmp4nwN1nos9TH85gi9IB/Jrg9z6NpOm9IQMbLGBlMdbmzf3pKFClR0ZY7MRfDWUKgbqbxVpPVlxGhBe/rf04UbhGnQ5atlKqLmOU8n8dbrXEY+8ZqMe4LmLtDxZcU4bHj/d4mhIIEqLKjNUTBIOVwGNVan/B3PSyliEWvuT4liGdg82iplCJLWQJ+CUOdHlDHM+JUutnOhIqIvDZJ7yyTytr1X7q5HRReKeVF7Hop61I6W4GbECO5iVQcCGz9P0DsHUJPlgjESD96lxmNEaohq1moh/YNIY6y4GfpHCGKWtNS+JSXXxEYueaC9q6WMPd3/g7PVR+c2DwZj+n3eu16fQLLPfJLPMPboaX+uWlLmDD60qbh2lLYKoUNbCKOa+Vh4MGdHY4997l8xzd/Mz/2t/92C23loiOyGgSLQSy+7MfSRpQX0QqxGQBthSRZ4dLMpUkPsE1O2d0uOcwtYax2FaawaPOXH1mwmYpRaAOZYL7dh/3v6srAHrb5/dfA/0haeEkYDtO1LvnGLoGl64gkJwh4myABLdAtS6vUmq3E9GuIVIiPhSyRrTis3RRFcpQwlf9Tm4vGelaDvNVaIGmzzO/hArZJTjCS2VrtVroD2lKpUtZE1spKnxSGMndum6ugBEEOUjhX6lclMqnVpERoAxeSo+vfiSlt92LCrWWe14Pj7PHrLGKkUd1z2b/bTMJHVtaezwn8mlNS1EYJt0QlkbYSSiOOxTZhCU6x9XiCFEFCIGTKtJcTnGjt6bg94MXARwjkJlusU8JFISW3FegYAtBpSQFqXScELJ1dXDmnQWvV+/k5bHJeoAvNkI9ahpwEp46TP3rN77njc1KKC6SkLyWInoL+tRZEmhMxsEnn6jo5JC2z58Vn0BgKabsJ2oJZC+l6xzDFP6MIek9KflWBhSNHQtbVCqVQh8MOsVSEwWd8OxTqT7E5seIs8HJgzwW6M5nb8qKz6ZSmVjbGYx4qhRe++c1871d9FWsE5CQ/uBa2FrkWj6A+beJi4Uq4bNDNsa2CDhMCehsQTHulujxfa328dstZSqlQKlct2CZtFhLK2vzV5+cRYSE9h6SlUHwn8L8Rwm2KCQM91w1+v3418pfOI/VB1usAE0Q5JDDniu/5OMxnxiLdU+RA1eYW0iEkQAKwJdz4vYuPl66RYWxxEeZJRBBCVND6hWpZzMallOdgG2rfhcDU4fWZfy5LpU2mI4Et37U2Vhd6Gc7Wu9G7UgigrMycVUykMY2lNr7bsTC1j3pfLmDW3GW6SVoOakIqMoHq72FpOSWwJXQylKuxG2MpWY9ic+uF/q4mtYsencJQphuwNZldWVpLsu4g/OlKaiJWuPIuaAwghOkOUcCE9A5yGFWun66QsPO1G97WgaTTGtDzS9ApMYz6L4VujLuU0hjvJYGejQOFHSo5C3RTuWZ0D++vitysYsqIomckjFVRLZNklVTnPDZnNXbze5qUL81BRf5kC38e7s/sfyXH0brPPvlCFADSPUe18gDQSIXycqu5HcWK8zzj26FQf4rtzJlyBAuHyHATpRjhpFY+3jTUK1dYHo3Y29lh1OvxQCnc+QM/wGvoElS0mWnTkEWuRZC1bEGL2wQpqdWoS2SWUk7r48TCvIwtvCtJEJR0zi5mbZ+nq92PCQKdLCL5YBu/hxJ+9IgwMPnJb6+1/htiw5kRZLEbMVj+lMOpsgBlnctHO8CyuqkAjsZ8TAi4CUFAhC7KUAi4UhmppgSyoaQXfaJSXbbq95L/W+9IpLYFfxcS+LLYdG6u857bFczi0Di01hkmoB4l3rmu1dTIGZ7f3zlsQ1XfJGwy36GWiAXPiuOu/2h8xMK+A1NOP0okvRkQsPMKByRYSpAyBNJyBHsvEhwSXlI+NXbF+ynhrWiLbWxuFmjriQv6vxazxB8gBG2rqBHWbw+bj1MiEY4UsAGBOhQMNVhJxwyqxeNDN188uk8S3j0fLwnI3Jq0XjUvpXhJoWn8uRQrn4V9ez+CEDsv0AvhbtC5EsIKnVSNAIXHncCrTLqCuk2w0CEEq/qua2Uhf4XgPuQ8AhB5+MWl0fNmZU7ZKkUY1hw+SsydbUx459oZ7dimv/vA+Fu/lftnM+4BTh1Qb1Fo3f+z75tnYDsU6k+9vRKbnB8gYMVlbJJ9cDrl/HRq47y9zcLCArulMGsaHm4avv6Nb2xjvqVlSjtf9B9tcIpVBrO0snDJm7p+FjHofAGzfB/HNp9WiBGkG52jzX0NWzA5hlsCSnCulApthhPgtmpVzfImgvf/B4EfTpvXzJ+jEpbodcB9JfnPSZuff36k1nrBr6MQvJy4Q8eJ3JWr1okj4ApXVfhOndsQtdkIph16X1tm+9yYtX51TJERkqD3Jp/ovDCXkjLCBP5jtdZP+vVuKKXc7O9MuQskzFsEoATLXUx+KVQZVs1ID4Qw6vm4ZxhSAmWGoS6nMGF+lsgkKMVnViPTWYeQ562FoNPvCnwT8G5CadV8ghD+IkOOahRCkvK4TGR8k8KnioZX/L7bCY4XgqW5sEuKrsDDJv35JlhCFvU9c1eej4XfQZDOljCkRXNN71iku4f8WJW2fbKWOTA5uY7erRQFxfxrr1jEiIEZcs9wdp6bPVdItA46JVJLEDz12TLhd5fLTXvLdupHrogINqfkRhN8nxVIweJ6bzkuX9a53EO3YlnkNH8U1y7rXmMnFCC/L7zfuy9+Mf3JhP+rFKaY4qzyuldjRtm7sOiKZ3w7JMo9hXbmTGmAb8SgyA3Mx7jiX294vfXe9jYL4zGDlRU2ej2mpcB0yrQUlr7ma3j5z/wMv+PnSGvNtZelpcra2qndjFGZBNXHs9z5eWcdhl92y0xhY1pgKkEqa2eCacEK71ksEe8t7X+H2IyBNvb5+cBHk+AU07gBvgITDI8R7OhZMTb6EpHk5DGd69dMyEfpYUSjc/63irZUwu+tNqpePc2fWxuOBILSZbYQdRLSUjaUPU7CXQJYisqkRow8xAaYoczW+qrd2GpdSxbPTu0K/IsYJ2GNYGbnWgCkPleNVQnCogSMkrc03tdR6qcsOLl9xmnMT2MC6WM+tuIlLHvfhLw8kqzxluxYujUGZhhn4Hwaqy/AkjcN0nESVvk97mvulhlh0PMME5arBHv6IuGvV+hT+y6K8RSWMGRkze97ieBjFF8zOR++Sn6eBt6XhJ9IeANMcVbN8QVsHZ71ed4SXb3v8/kBINZwTtKjPmx6vyX8FGev9VjTu4dQuiAEqtxV0A1XywjWaUxpWfPjLvpYCFaX0SKhLGEvzk8muknpgP0C9whRzU4Kgo6ZEv5wCPeaXIhKEiRi7zxXIHMUGmD4jnewdscd/KOm4Tpin8R/fxALrb372RCjDodC/am26wlSGAQU3ba9PYabmyyvrnK532c2nQbMVApby8t8Wa31N3R8gp0lHLR4BT0WQciEoF8mNqDz7Pc/z4hNW4JMLRe8WPPze+n6Es5K/yilo/V1lyhDer5Y2M4Vuov+vwL+C3WpBuFtXEq5jVAi2gQx3poaFauO1WAha8NQ8pl2HvvfuXiNEINKl5TYgYbpwneTtKlLUFe6rGyx6GXxbKdjailFfIIBSVAlYa5wQuburT7fBJzx/9f8fzCyWQcJ8fmgdzbF4PpV4l32SlT4UzhahlBl9S9ifvPPYEpY9uGeJKIirsYEwh5RBlhJbbIbiXx9v8YXA/+aQDGyv7WmOaokTJ3qhj72f4QR1u7xjzcwlOcC3UxjOaRLDHdB7hImckup/rYs3pbz4c+ja1YM5VEOdQmWHRd+YOlpHyqlDP1aGa1Q/Hz2r0voajxEGJNlrHGdpGsppBTCDaX5qVwR0DUGpGBIEMtaHuNoWVLsGmIdaL2PCEKp7qnrCBnQums5Kd4yobCkY/IYqxhP5sVkMp8E/BEcScSUuOxeyW6G/mjE6K67+G+Aq6ZTHvH6HCJLvmF9/bPXfHgmtkP4/am1FT4LQagUOHuWqxYX2XZixmw0Yq9pmPV6zHo9tnu9VivOTdZlA22BiEzEGWKa9km8lCe2oV2sUT9bi07Q77wWKo1VoUrH8HhuInZ1kyDjaeEqjWuTrnsH8Ce+ySlZidpbgHc4fNixWEspN2IK0Qru3xf0qg3TN5iTLtCV31nwusZ+WoIwJIum1vCvy3+udJMiqkmo9Qlmu/7PkGUL3yYkIpOYJCSRQGfOYnVUYsEPERsZv/68dXodTlD0785j7N8FLInNEULpyghDjsde9PESWiAG/TzUrnj752Ow5EeqxYPr/UppU8jQEUy4Z0tWlek032Z+v0zeE/nspcDvExs2dBUMNI4EBJ/bCMtwJjRhC/Oln/cxO5HGRlCuFFaFtkEIyQEB+eu+gqWVH0CCSP9L0WldUTVqD5wm0uPKwpQAl2BTCVaVmJWwkzKkvum+ElJS8GWha44uEgJdIYgSskIwJNBH1fgJSqwjF9tatcJA0FXuRUaTqyFzWaSEzPdfv/VdNkDa5ErEXiM3h6rm6drXEAbTvG9e1xenQ01uk0eAG77ruzheCreVwlkAn03nMMX0Fp6F7dBSf2rtz4VrTp7k3HDIsV6P63o980OWwhPAQ7NZS7LK2q004gkRFiUBvELEeG5i1lJb/AI6VcG08cgKk6DSPSAIb2tEtqaWoZqupQVXsM1I1+0lwawNss14hS2aU7XW35UFrXEppYjscgorhlJKKaNqyVpaYhseI5/gR7V5a1CCow3pKVFbXXHW7YaTxqPdWFzotgiAXzP7Qmv6gdjoWwshISM5nGeJbmY/CJi33ahcgVFUwoZ/lAmDZzEXzyK2KT1KyoVeIme8/N4t8apaiVMhN/IHF+CqYrHXnyLC2gTZZ9j9cYLAt4a9c5GnsrWlccHHdIUI57uL/X5LbfB6Ro3FEC8iI8GexuIo5kf+dCnlOkzp+6CjRHoni+5+UOjmBbrvT26KK35tFTfJRVdkDfcwl8G9qX99LEPeOZ8jQ2yuf6oYaXLk1vyCrN+EZqiPWut5vrQoFCHEpKAo9PIs4YtWHoBSIvugUIVRrVVhhIUQ6FLWRGa9BkfLfH6o1nx+L3rXmdiY3Wy99F0m+0nBU5jZLsF013EZVhezXfvdpzE0RXkDtgj3g9AV3V/nCfEZra4G0uNWevsK+XNcPc/UdmipP7V2ha72ON+Orqzwsn6fF5XC0Vrp18oQuKVpeGXT8AKcaUpos4LGlARiEbNEjvlnZzFNU75t6FoOEjIQllLeJLKFNMA2v0dJ2aoILRpiw9HGrEWkzUlEowx37mAL8geBHy3hmy6+AUqROIIxlSUExsXqtauPJ7HNWIqMSDn6W0JPm4tIS9rc5KsXozqz5cX81eeyqCbQSdGqVL3avPKPUoIqXlhQpuLoRUbbmUMo8jvI4WmLPi4qL1trZJQjvb/HqoXCLWNEolVXemQF7mEb5HFsDuz4fbLgFau9YnHXcjPIutJxV3l/5GbYJNCFI/5/9efrpfP1W3nYV4B14F/R9bfmkLOcEWzo/c4uhiXCB55jp2cOOSuhzIggu4llnxUxCagdH5/N9L6m6dgmvfvrMbeE/Ot9v4fIX6dqrQ9igzHBFJJO/nY/Nuc9UB8UbdEp05rGMSei2ROaRcxZJXJZJdwVmQTXYJns5t1bGz6mWlNg70nx6hK4Iq0pD34OPdR66owbXZJsH3tnGt+chniarplRiV66rlwG2d+uvmWXT0uY87Ee/PiP8zDmSjqdnvsaDPl6gGdhO7TUn1p7GNMk1wgmptoq8PJSmJbClVppaqU2DbNamc5mVGyiXfuyl9H/wAfaiS2I7hQ2UTfx4i81Yr6z/7SFsZJlVSCKPnjrZJzyz1YS5KZFIcVCn83SuTmefooJhXsIgZ619K8C/n2t9fFSyqCmxCSllJuwRb49t4mBsZZVwUqkLB2Tobvsi82sWjW5JbSRamxykpO8iWjcdc3W6szWNLFxCTkQIpD9hNpsWzg/HdOGApUgXFVso1MOcllCPUdF9MztO3LF6Io/4zFMeF3ynxxGN0731jPeiL2ne4h3ps3TYBiz/JXOtSGqqkn4CuZU7LO4CpoLss40L56HoQF5zOXekEWd323mO4ApMP1qvI0GeLCUoixhn8TWizZpvedFgq+RFb8RpqgsY/NNVp+gaylsOTQtczMgkKIBcE3tpjOWG2aKKYhL1QoSSUHJ7obMNh8mpUbvUAJusVrUxw0lUkdfdItb/+tdLfrzlLnvOs37eLXGzVEVJY7RXiTlQHMzQ915veT1mEmymg8iLWocpYBkrkteQyokpMI0QlCEBGYyqkr+7gCzb/92Zt/0Tdz1yCO8/rbb6GHz9iymmIGRAX/i2UKMm2+HlvpTaD4p3kUwznN7Ic6cbRpqrZQUH1lLoSmFS9Mpz/uu7+KV2OQ+hVmnI0xbfrxaAYxsRcsyneS/aySbaTfEBAsuELG+YsauVIv1VtO5EmC6Z7YU8rFKBasNQIt1hi3EbwZ+OcPubpHeRITLzStC2vAUqqZ+SJjlimHtaLrlM/TnW/Q+5QxsOVxHGn9WQiT4lWs9w3K1Rn1zIR9DDP7NComsiYJZ5ruJIzBJP1KQMslKUOfYrUZtiI3fM8e2q9TqtNa66c/8GWxjPoaFaq3iRYJSH8Ag++f78Z8gFMIsSIfQ5g6QciKkBKKMqYRkwRQHkcTANv4WTfGf/wxjvGdLXqTGDDM3dIVtKaUc87ETm79gzPxXYlb4LiakT2CC47RfJwuyShRLEuKgqmRSOi/7MZqz4kcUAhlTFkOhQdfOC/TcqnFJxCDXtWbVG2G1SoEfEBXatMYXsDKyEvjLBPFN46Vn1dqZpf87ZEO1YlEDcqtA8AfmFe1j7Ec75C6QApIV6ozkZW6A+rZD+OmFMKnUL/65UtMqYqNHrGu509TEL1j68i+nvv71fNviIj956hR3zmacwLIgngbeB/yXwFvW1/cV1HnWtEOh/tTb+7HNIAv2owT0C0Cvx1Tx6h7qtjyd8sBkwuaJE3wDZmltYcJcwi5rktoY9Jk04FZgQsssF1wmQbydhL6EZoelT8SJQjdONqdWzRb8jURuaOhaMT8A/AS2mSzWiKE97p+tOeTfaX6MCE0SyhLeWUDI750LrEzc0pjPcpWzcUFk19LGvUtAojnuu6bry3pt873XbgIaJQsSeU8543WtDEcqbl2kK210J4FzyXUgVKQWI1SJeTyutW5IoUjITfX3IUXrJgwCXvVz7/Tn/iiW471VVNIrkJUFKQkJkShE82cMrFbLiCcyn1wOCvOCYOCLma7xyQqqxj+jMepLQyQIagvY+P2uxQR49rVu+OdyQ2SIPluGmg9SIhQtoTC1QTqvAV4EfJhQZHqYsLkWQwwa/+n5T+NrVSiJBKXmieZGFujqj8Za80CCLLs0NC9aS7gGITRX+lvClM8n8x0fdaSuYmtTAjO70NQftZL+zujWfJOfO7PR8zlaozkkTuhXJgzKtaB1L0Kq5q3WcQ+ob30rdwHfMh7z2MIC929sULE18RCGHt7ybLXQ1Q6F+lNs6+t1G/hhbAEpi9Ip9pG4qE1Dnc3oTaccnUw4v73No8Mhj66ucsu73tXmqRZ5TSFIsl61cUvgtMk3vCl0KZPVJDzUJEQuQluGtZTILiaBk8lZgvDkR2swAfEhQvhkJOELMEH+Qe/DXhJIRzChfd+TDOcJv4+sDj1HH7PEVXt9vmSqMuVt0d3IS7oG3se+W7dTH8cZZpmqprmEeR7bkohF/WoEqJ67CXp+PeWpbomGyUrOJKhs7VRM0Jwm2MY1HT8kQpskLMUmLyV8/jkpyFat9ZFa66ewTflVmHV+D2ahZz9oS7CkuwnLgpV1uwFtEqB9G2IJIlZLVErjXoBvx9IDZzdCgw/23OVGhDUt2DgrroKJ1d/LBFS8hrmqcliUxuUyXY5JHmtlU+sRVq3mzBRT0jcwf7ayq53G/LLte66e4c+vVdP7l6Ign7ZcQA1ucRNMdbltKpGTXsL8KkLRkhKiNSb4WX1XHoeekJCkfDSllGuBs762FWZHGjMhAHqvmjNKLNNPx5YDfrKClAWvsj1epItSaJ20yZj8GTKKoKgMKYBCBrXmpoMBrwF2xmPKYNDZ+2b+Dl/Ls7wdCvXPQVtfrx8D3opN3uvppvnMbWE6ZW024+xsxoeWl9l0H/vswQc5VmtVYpmWKOcQmSyH1rpKVqBg31mN0Ctp15mkM8SE7UVCKFa8iIHfW5tQy5SvQYACW0xXExupNpLsU/vvgR9LsLs29xv8nEcO2MjFhhfjf+B9nNZgjMtazoqGUlmKxCMhJ6tSG4Q2SaVwFZlJkQX493W+by5IcgncvWKkNAnAnfQeMuwp2F+KkN+2JTnJDSCBsen/C14XeSnn5K7elwEpLM/fbSZR4ZD1cczCPA/cTCJ1li5ZT0JD71qkKlnJyilwjIDeNQdFNpSykElgU2yOjIjqZ0oy0xBphPPzyV1UCSGovmquK+PhOcwNNPVnvUAoI3pHuaCJmvzlUhCrW9aySFXKNQupqSt2fcxCf5hu0pO25bH1+SMFRojGLJ2n9yk3l+ZA361oCdystKo+uhjfCzga59cZEQmNWhJiWt9SXnf9/6NEuV0IP3a2mrUudD1Z2pl3MM83qOk7IVnZ/dIqVUQY7C5mGHySeN85u98EmI/0qM95Dls//MN8EfCyWlkohYVaKU3Tee8bGML4rG6HRLnPUVtfr/ecOVP+AfDVwPcS+Zpb66zX41zTcP/ODpd7PSY7O1Y4otdj4b3vZektbynH6C6aCRGekhnJsrC0QQiOEzQs2E9NlvhlwYEJ5s2JZESA2k33gLCKwITD+4kFpuebYKU0fx0T+m1CDMwC38OEToeB6/1RyMqmHz8vXHt4uJELZQnMNX82Jdyp9nEbS16InPDzGd1acpgEfQnyV+dQAmKX/1CbU01+zZoEasXC22QFNYRQaAWw3+soZvEpBl8pP5XxLStHLdku3UuZtsaEVfYCTPjeSyA+G5jCOcCgyJz4BUIorwHnXXFR7HPfn2lUjaylcMRetRKc8xEVCl/awZIOvTuNk5SaXjXyWE4WJLj9sRrhfoJhdZ78x32suMsXY/NNwhwsRPJWTPBfJDGzy/6QQ62FeX7DRWze7hDuqwZza3yKKPm5l+almtCcBtpww5KEd07+IwtZPntFZah6XYbvl+m6SFqmf3ITyRWR17/miqIWTlVLjtNC9D6mqtC3UyPm/RyxBuZRpuoKkfLTy22oZ5O1rrTJewSpckZwG6u8vlcAACAASURBVGZEYSFZ9wptUxptEek6ETjf8z00r30trwa+eW+Pa0vhemB1YYFZrTy6usrH0zgsYnP/Wd0OLfXPYVtfr0+sr9d/DrwRIyJ9BPNh3g38NvCBUjg7GrE7nXJ0cZHVpSVONg2f+P7v5x68jKhfro/5WVcJjXUJ2/ROEmE5NR2vJBi5DbHNOJPSJPQUfqVylpnNKmss+9GfgxGUcoILbbyrWF35f0EgB1NMSMiloEIRLQxICPwNv14HkpXAkNVRgnCk6lpSEjKULGUCAsFor5euOcWsxZZprL99Exah7Yj3ayshBxISYnBniFh9kStjiglcJdZQFq5bMbi4caRElhPpHnpHUgZaQVwic5jexQ2YlXMP5l+f+dgu+nUfwlwfp/3e2aUDRog679cTqUz9EPQtBGRGWNpZAev7eAtCvQ34cBLQraKo+VaDfHg1BrFmBQBC4YGIHV8kBP6VdG0pn7lcsWLd1e+Oa8V/S5mWstpgQupvAn/k/bmZUMCEUClJUo6QkLLaCnRCIezkjyDmiPo6xFwoGpM+JmR30vciebbv3++xjK2HVojrPsnNdBxT7iWol/05J/73xAX6EOMsCIJvy/kSAlvPsEGw4rX2sgKnsZXSkkluuqaSOOV3I5KcEDyx+qdAefWr6b/2tfyjUnhTKTAe85laudcji670ehwHXoHtl2B70f/Hs7wdWup/Oe1uLGximf3Vq5abhhePRhyt1ZjiTcMUS9RyHxG6MSVKQWozEBQr9ugaUS3tMra56D5bhG9epLgW9k3WaS9tPIKqO6QUwr/V82vJ3yntuYfB7j/unyuBzAATvo0/24JboBBW4TYpZeUB0LySkGT2vYTPij+3No4cr1qq5W/vQ5tNC6DjL5eFUyIZjRQZWRIVs9SU/72k8yT0czW66vcQVAtdv6KgV4UIyU/btnQtWY4zt/x0nLLTaQM/ign0xzGhCF1h3ZL9/N73+xjd6OP7KUIIy6d+gWDBTwmiWc7Ml2Hz9tn9XjPg64D31EiXCwGlawMvxdMMY2sl91s+fUHD1xDkuBMYBK7Yab1T+aXx8V0FFE4mtvU2ttEr1ajcC4Kd8/jjf99M1PTuEZa1BLYQhzbjXA2Cmo4TE1wuCCkYOZPaBkSJX6LugDgyO9i6EdqgPq7gyYMSIpQJaSJ6Lvu49dLY7vk1RcgDUwQvFXO5eBdaBU4W9Kb3awObgz3c/ZWUMgnlLb9fJga2inca85uwvPzVn1XnyHLXmht/93fzuqbhSycTHhwMrJbGzg6X+30eGQ45RbhYXo7B+e8Bfo9neTu01P8SmucTfgc2IZfTV0Nsgi2XYolrauUzpTCZzfiJn/opbmA/8WyC5WTeqsb+3cGziBHhITkphDIuncCE38zuV476Z20taG/Z75VzzWfovQDPr7V+lAgVEoFlBrzEz/0YXVLTzX7Mw25pi0zWYJvtHoFOdAR6CQax+ioikeD2JUzYamOUMiTLeE/WiAR2jSQxssSbtFHN+3VlFTAn0FWLHUKZkFWmcLhe6aaTleKTXRWj6lnecitdt0nOXZA/6/m5E4yZfRyrZJXRmBZtIZK/6P561k9jAv16jPx4mYBvW0axX2eNyDS2RXcOZfhdG3Txa34kKQYqDCJfqOB0CZ5cIxu6vu9jBGnuegwWVrpThYCtEOiCLOLzmABX/074ubKMNV9zCtNM6JtgClOO9JDVWn1eF2ir87VkS7+uBN3EFWlZ3xnulxK0RZAjqVHTPhNXVbpUFvOI4D7kuZkFJd6XazGypL6XEiPkTUlz9E5IY0H6P99DDPV2PP2ZtUdIQdb7lwKfQ0v1uVJSK4ufKlU+RFj4E2D65jdzfDjka2vloVKoe3v0RyP2JhP6e3vcC/wxQbjdw1IT/+T6+v5Kic+2dijU/5La+nr9MPA2bGLfgC28G3EfWimsAGe3t7lnOuX8bMbKHXfwt6DNYJZJV/MCqME2AMHWG0TFpVVsExtgfsHd9PM4vvGXUo4USy6yot/+s0g3RWTx/j9QoriDrAZBam8Bfip93vg5O9imKktWMLyg0zaW3K2IUlImN7pJJlQdSgJHhLnsHpAQxPvQ8aXPwf6ZtaxNR5vQjo/X4hwHIJeBbQlw/pmy0GW/vCBSbXLyo19H5LRuW0IT5KOfzCEXsvh3SinXY7kQPlKN6a4NVvwLuWNqjYxp0LWqJbQ3sU3wFgyWH/uY6P3msCYpKC0Bi1Bc9L6Oet/+iEhYI2GgsKUepijI8lbfMkyr95LDLVexeaRQrA9iSmWu9tVg1t5pH49HMOZ4hoY1V6Vs5bAv/b+KKeYfI5jmnVZK0XptCX9JoGcGvd5vRlg0lsNqOQcm6TMJHykAGgfB1FLwT2JwfVaI9R5ahbWk8Dnv39VY+Kw4GSKQjv25t9N+o/cyj6Ll8SIdV7D3ukZ3rmgPaBEuP0d9y4qEXBKy8KUU9YDxV34lL2saerMZs709hk1D7feZ+igUzK31fuA3gN8CbicRRZ/N7VCo/yW29fX6h8DrgXdiG+fN2OQ9C7x/b4+7S2E8ndLr9XhiYYG/CW0RE9LGmn8k8MRslSWgzVsC/AnCelnyc7IVcAVDAC5jm8Nl76OsgNV07o0EI1g/UiK+A/hV/37qAk4hLxM8JtqfRfC+Et9kf7OIe9o4spW2hAlFQZY5Rn8+oUwm6OWqdP0sxNPGWxx2HRIIiARe699OMH6T+johFAtZxYo/l/9z21EWbXhikGffeJFFRyh1eQMVO1sw753YZvcRKRnymdLNtNXLikKNQjwZ/hRTeoopYB8Fbiql3ELsD8pel99J3sDbR0nC5SuA33Mhofs2fr5qGFxKvu6JP0Mm/snCP47NywWCfY//3sWEx66fkzPBiailTf4U+/23gss1h7KAfzXwr7yPWwSTfzeNeeviIM2Z5M6RwioBP59ISslsFMmhBERNMc6EBLHWQZvK2MfxLDBKQhvvm5AAvZ9TWDIrpdTNZL02QUyJTIWC/68QKWNz1MwOgdZprDNSdsnvKUa/xrSdm9BR4pSrQfN3w+97luAttHOt3+fWWplMJvSXlthpGmazGWVzk+Xl5X3VHpU86xifB+3Qp/6X3NbX62Ws1OS/PnOmvJPwXTEaQSmwu8ugVmgalAo2a5R5YbZ+S0JwFUJ4jXBo1q+RyySKhLblgmkR2zh0HcFeM2yTERR4B/DvCUVCIVcFC+1ZB/4BtuGOSik72OJpMEsg901a+RO+sWTSUKvt1wjTKnRTXOq4RcLKz5CpBHIlWdXQWum5OIiuXd33LktLDN0JQZyTwMwbEbhV7/5YWXLygyrrXLYAFW9/bk6Qy2/+ZNCgwq1u9Wv/Mfaes9IxT1ib+jj2fKPeLRbfLZ8x/kwrtdaz7p657ALo00QYojb2xzEL/AJR2UxztYWxvT0PY953FBM/TmzrCbFRD7GMaYsEAU1jfZRgfj+BoRwiAQruVjRCLhMKXaa05uNL/PxM+mrXV43IkZuBJ2qX73AJOF1r7TCoSzd8s/rclhtAJXpFdhS0nPkuOidnDtRcFMP+JKbQaM0vE26ENjdF8YIxCRnr4XHhNXgex9gf8y2FUUzzxbl1Ma/ACXUjna89QvH+q+mzFez95egD+dzF/7kKq8C37H9v+ficwN6dyhk34zH94TBi0ZuGWgr1mms4W3IvPw/boaX+V9v+HUSpVU2+4ZDxZMJVsxn/DoJgk4S7oCgthmwp5VSSPYwUpLAYxZq28aa+wQueUzy8SlIuE9b8Mia0s2WkPlzBFu2bMHLcth+3hTHkVzDL6Ci2sI9jm/lJgrSXiTKCmie+8aiP+LXlo2wwgZ5JSrKOWws9weGtcuSbs5LtLGKx2NvV8o7Ps/7nfc+tFe3jo1j4MUZak8Ki5D1DjACXBR1YjvDP6IEJgT45SKC7IrKMzZkXYP7vB+iSuKSgyCoV+zxzIsaYQDpCkCUn/j4edxRgXIPcWKrxCO7D/O43YwJeTdboPnjWx+LVWOEWFTyByMWeeRSZzT/yMZNVKl+zhLqSrqipqIpyzndIkgQBTa4kvVuVZ5UAa1GZJNBv8ueef86CMcePpHGXYpAh88wraOjCykIjChG5Id/2xK+rQkHioRzFlEGx/FUkR8+pssZ6XuUx0PxbwZSmHibQVe9BhD6NW2bnb7mioeeZb1kxzBwJKcB5bOdD8DSWGS3JxkvOP79CRDcI0TuysMDHSmHg2TmZzezcpjnQRSBk5sIB3z3r2qFQ/6tt/xabsCfzh6VwrNdjdu4cj505U65LX8myLdUyyLVW6Rw0v+SfaTGIndux3AhrQpa54ke1aLfdh7yLbbxXYRryYjpeNeRfhllv90MrpE5hi+fj2KYjhWHD+3TWzxd58Bi2wS0V8/EPfKM8iikNyl0u+FIbljbpqSsCU9/Qsp9bTPaejXFrmS+6MBfkmY+X0JYLIm9MUmj2CDi8Xy0Mbbd2E3+0SWDiHZerfbxyTv58vV6GF/3ex7CQsDEWppYtT+aO1bi06EdJ3AHCNytht0pUZlvE/PRDjan3RcL145gwPIW5Yuazy2WB8ByML7BAZCIbEQVh5BfVpn7M+zGvBBXMx/8QXatO5TkhrOEPYRa4+qPrPIYx5vUuxboXTwDCNSPI/mZMoJ/E31fqj649doGXlau+j4uUPc0Pwf85Tluuo4xcgL2ztnywf6Z+biZlV3B5ft6hI1FSDlSr/WrgUb+e1m6u757nUr42dNGg+Tmn/7M7ZwztWpLrQO97Rne+ZOg9K5pCYI5j714ZBqXQD4DNe+/l/cCkFBsft9SfrF0F/Pr6ehSVeja3Q6H+V9jW1+s5LC/64xiD9zpsk7y512NpbY03zWb8szNnyg/9k3/S+qV3CUapFoys0LxQtdGMfWHPb/4Fh7bdApDVLzbyCFohV7Da1x/27xX2Miagzv8O+J+xBbtcrCbzEIMEp9gClKBUDvAJZjFerubLv4zB1xtuhYwI//0yTuIrFlajzHF7hDCfh5/HhI+79Su6ZaVEF3vpnHZM/fx5FEDwouJqhYbMvA/b6VqNf79zgEBvE4yU8Me3G3e1NsWgWsG1twPHaq0frrV2hMvcc6s/er81PXvjzy+/cRaoQ38HK0T5z1z8RVukwp5GGGHsEeDmUsqNCW3I2+k3Ab/sf0sQQ1Tkk+Ih2HifFehjJGtZMHSDKXuyzLPb5TImBDSOuf8QgjH/vkwoq4puyBb6nRi/IDcJPY2jhF4P9iU4ElckCzC5lJRQSpwL9VkCXS4ihZ2pupnQAM1bCWURRHU/CdMV74fWgMaqp77qXtj73SIs/EpY65fo1rbQPXaJyIP4sltpbkxEkmQ+EH6uxvN5mIGg8xTO28OEup5lD+Af/kMu7e3xO7XyglI4zpM3KRf/5rMc86xqhz71v+K2vl7v98xzt2PWwFcCXwp8ejCg7uwwHAz40pe+lJ1a60+mBSKrU1D01P2gFZv0Q4LwlOOoMxwJtJsmxGYpTRsiDafyrI/nzm8wctw/w4h2iu+9jmDlniKsc2WlkqbebrbVYq+XMN+1lACFKulepHNOYRvMYomSpPh1J9VCgGbFWOjDdH6Ov1WKSXETskAWjF99nDdL+P77pDSzCbIXCtCWu2R/uxoThtqM56tgaTympZQb/Dn/rNb6yfS1NvUOT4AQiiLY6bscjqYmP2dTa32sRAGcNiNZSSVQ/d1CZN5TOdFP+WPf6veXD17MdCkJq0TO+lLC9yzhOiIyivUIBeRqYh7IP61sZ/P1CRbSZwfBxHn8rsEUahVPWtT1XaA/UqO8MXSVZzHmt32sr5RSjpZSZkSFQNLcUnW7Fj3y30Ivevh69fmj9Tsv0OWuUhlZWff5vQp9EYwvCPwo5gY7QuS26GFukXkORssxEGJUI6tfy0so5rPPe0F2fZA+J52XYfgs7LXnKNxShsNxbE4p973S2Go+11/5FV4wGvHyUjiBoUMPAn+Y+laIJF0/sr5e90WbPFvboaX+19DW12tdX68fx0J+XorBldXJcrPJhM8MBnzZr/1aUYEYWV+tr903ZIW9qdhJcUsvC5YOCa0EoSszfaUYyAK6mRBCmU3ew/yRLwTeSwjIG/27+/3YR7FFqGpwymW+4J81LkAajAR0FSGsVEkrW1UiGZ2tVop2Q9a9W/hb/mwK0zvqP4LrVACkJUSle2izzvCsNjBlDpN1NUkKEf4uGmC5WkjSPn9eKeU0JkgyOWhfK1aJ7WX+/UeJhCntIQed5vfU+8x90vO0EQYEYemyowcD73eLGBDoTfWxlF8zl/6UYnI/Fvd8CxY+9gascMtJv5eiMZZrhAbKDSIoVIJB1qRcQo/TJb4dJ1CgrIBKOcuENzUpAbKQ5/3bKt5yOzbf5zkQkPgC7QdhWW8SyVHaNMPpezH2B3jYGhGtIeWwEPwOCXShRlqTi0ROBvyZZgkBapEeQilVlEUfW4MniVBNuZx0PxV/aXkA6V4Kh8x7QG6yvLPioh8pX0I2Mo9CURRCxzQ/r8HQhG1/Brnv8v04fpw3Nw3jWvktLKzxGozUe336uRcrs/oHfB61Q0v9r7cphtkJK8bmHI+N+FFKW+wDwnqauUDXZ3uYsMnQXHWNOmvKOa3suHaZ4aTvbsGy4WmTkOCTlvxWrKyqyDGqXf1JIqXlxIXZZ4iwIwkZCSGFgS0T4TWke6ppU5e/8qBW3OoXKrHhVqV8dcpFnn3PEgYNJtweL1F7Xj56bbBTv//ElaZe+u7AetXeFwlFxQDP5gS1jn2Oj8Mf+jFHCF97Jml1rKEa7PN5OF452fWOoLshS5BcSOdl1EPvarnW+mgpRTnQ2/SwqR9jTCkdYMrgAibYHk1WayYcaj5obsr9o1C2FYx1nq1kpQQWTyRbzkpIci8Gmd+drt3H/Oo3YIqmzlXWuYGP+0X/W1b6DZil2I61nkPCLo3tJnDELfbJAe+4Akd8PJRnQOtBESqtrzehRsoiqKJJyjOgZ59VI3kuE4mWNrA5V4lslvLnXyZcADl3g5Qd/Hn6Nfgmem9at/m5NCbiCUAoTspO2CJc/kyaV1LsFCb4PCxfvxQzxd9fBCZvexvTu+7ihU3Dq44eZTSbcalpuA24rxRmGKFziqWA/RO/76fW16sS7XxetUOh/tfbLmG+5mVg05mcZTikPx6z0Ovx4ve8h9sHA+5+1avMr+YbvuA1ZahSjumsIUMsPLFO5S9uW0nxtIQ1vUUXetd1vwpjX3/GP1/2488SFtHULe/H6G4g2ohm2CYkK0PQvMquSvCI0CTL7ECSiz/z0PefFr6EVojKp7eDCcIrvrmKmDPE4MjjpDSuJRjtAyLsSCE1UkgGmAU171PUujqGp7x8Eiv+JCYI75uD2ge4b9Wfa94SF1QtOH9aSskugXEJV83Un2UPg/UfxoTWfel6LflyTriT/pbC2GC+2zzPAL4eeBdmYd9eSplg1u/A+yNrWTD5Cp7DoFglQkVjXIWFPEowSGnK5Van2NzLtRIeBl5USvkwAW8Lhcrx9a2VjFlzD3ufjhIoxXOA38QJgWmNCJruYwJcIXnbWIbANoshIQRHwEUXvpmTkkMk83tQYqZtt6A7hNe5dwSxvkYu5MGTRRHK7tXYPqPxH/mzSPjnuO5pKUWWugwJRdS0ZXj9WPm7lblSyF/mEczS8Z15TChyIyID3THCZbD767/OTYMBb20aTo3HlKZpC89cD9xeCr9LuBx+Y329foLP83YIv/81Nk8n+79iWuma7cucrpWv7Pc52u/zPf0+bwF+6T3v4c2veU0Ra37qcJ2EUJM2kxw2kv2XHbi9dGPhwebCnRjTWZthFuiLwLdh6W9lPd+CbQiXiA3xGiLb17RGopcJEVImpEEcAG2aY2yjFzFPvtkjmKBd9J8GWgLaIuYT7sCXJQq3QJSnFLtYcO0qxrpWSN4VQfreh13CilsCVl2pWsSETx/z7xe/r1jyU0yAPlL312anGMv/hX7NP6m1npt7F/I56r3kjTD70UWEy6FhLXktKSAT749qtrckvZIY8mkOQeTcV211Xbu6716QqxQkEct6mLV8Hpsf1xNCdo9wGWjMjmPzZwsLoXyMmG+aw209dO+H4OJ2SOkKkDx+uaRqzt1wC8aulmJygSielKFpkeOkFPdrrVK4Gv9/y9+DErbo3ag2QWvlpvneq8YB6aWxl+DPiug++H+uaU3v+v3FDZF/fA1DribuMhnUKEqkhEbq7z7XUJq7WTj3Djg27xcQ700V4zJKkhV0VbvbxPaO83jq33e/mxtHI36yaViqlYdmMx6tlXPTKY81Db/jY/sqbN785KFAt3Yo1P+a2/p6/S0snexZ4LZSuAOr8PZHtfLgZMKjmMXz6je+kbc897lsa1GmTVjWg3xrClXSYpKFI9+pwr0EpzYY0e2hdK1M8NnDYtL/J8KPf7P/fY6A01cIpm7FNhWFqWlRtyFM/gxKGyvBMU8InPk1d2qEoq0UY8TruiO/T1O6xB5ZDwMiIYwETCVS5raWqt6Lb+ZKs7rtgv4CtmHu+vva9h/1R8jFtT52C65E5HYT5sP9U8wiOQiBkHUrwpIUI0HKpGfMbo08HwQDy/pTvoIh5q+XtZ3dAlkxOFZrPU+km1VynMzZkLX5nwLvI8LNZj4uD/jva3F2ug/3gh+zWms978+mgjESBlJkcrY38UFkdU/Te9Pzt/H6BFv9AoYEySI/gikPCt+SZXrO+9kcMB4QIWrzKV8hqohp/sknLnfPFqbUKoa8DSvzeyn2XFEBuWLfEuzLkqY+6N1obhzB5rXcZyq8lOF0cSLUt4wu6NrzRDrxA6Q8SVnSMVJml/x3RiTUN7H0Fe54xMf7EWxfWMTmzOLKCnurq3xf07DTNBZf7nyjXiktivg7WArYh7EcIIeNQ6H+tGjr6/X319fr92B5ij9cCh+Xf306pdnaYjge89DKCi965zv5gmSFtovGF2m2wHMcbodwNbdh6dhTBBMZInRsjBHhbsRyKU8xeK+HCSYVaFBo1AyzBgQ56/6Kh24TSaR+6T4qzpGtW23otRiZbBGzPC4QBW0kGJWlSwVZ5IeU/zLH52pjFfN/PjyOtKnq8xyCVdO5W7XWCzVS7vZrrQ+6tV9KKSullBtKKS/37x/HNrZ5ga8mS7OTFY8u+ahV4nysOn7cGilXK1Hr+mi1QjDnMSFXk0Bvn3f+uQ9oEgBHCCv99wmFT8mPlEXsz7B3+xy/75o/2wUfV1nQuQqX4NhxumdO75oFhizK+zFlU4qbnmOLYKJnZn08UAi84wTLPIf3tWFgyb0yTRB8g83tVYII2GaaS+9Rwl73VK519bGwPxNhpxxx6pOUNylKRzABuUuUaM5ZHQumLA6kENAtxpKvndEKjY0Eu9AjIYEKjZyH13UtHZuTzGjO3oYJcs3RCbD80z/NNbMZpzGkDLBY9MlkH1HvArZ33cVhAw6F+tOmnTlTjgBfgpfOLIU6m9HMZjTTKc3CAnu1Mmka/pZv5NPatSxz3m1tftpsBMFmbVya+Ah4MUY0UrEUnSsF4EeAH/XvTmKbssh0EhoiLO1hUPmwBJlomfC/5fC5BtssN9PG2Ia6+EYlC1uwYiawtZs6sUEJvpQAVz1ojYPIeTlFrdjuLaGrzmV4KxHqpdzbglpn2KZZfKM8jfnR1SYY1FuBD2Ab1wUXrjuYNX/EBf98cR0Vq8nx6Bk9yXnj87OI0byNWaaqapfHuabr1jSXilAKh24vzwl5kZ/WvP8vwKI4IASWxkVCWkStB/3c60luC8yVcYmwHK9g7+iKj+dFukx4KbLVx15K7sd9rHPIovpy3N/ZORJRLF1PFv9pLD+DXF3ZrTWv2GWXhYSUUrtqvoo8pzUpzobOk9WqkL19Av2Aln3W8tuL01Ix5Vxo1OAAhQDC+s+MeiFZ800KwGXsved9RAq6msZTpWA1XzV3pcgsY8L4CWzMljEB3QfKqVN8ER0eCbXXYzqZ0O/390H/Y6zu/WHjUKg/nZpYq+7rNAZ8r8d0NGJvOjWh2DRcfcC5M2IzluDRJiMLNTPYlWymwWCvx+jWkQZa/9/XYCEjZ7FN+3rg/hplIRUDKyu90LVSTpDCloiFLb929uuqzrss2MV0ndbKrt1CGtnvD+EKKNUKqVwWbO/Qvfq34AJUPuEG2jzd8wJ96DfWhq3NW/5lfbaKCWwJzJuAL8CywX0Gy2ankD09jELz2jA9bFPewASrBP2Sj7UsMsX26h23ELH/rwI887nQswXaS5a+LLIKnKyW8KYTF+9t4Pe/iG2mX0NA79kPrncsJGdG1AG/GxNktxaLdZeFewXaJC7ZT67nm3c35CQ788cK5pXieSNmxarATHbRVCJxi9bJE5iAn/p1tjQ3fP715/oJAce3oYQ18q1DMMI1jrmy3DLdRDS5tYJWSpj/2/N+7HhfnyCQHCWCapMf1UR+S9fU/5VQSA4KW8vjNf+d+iOkYSd9L6Gv9yP0TMr2BWxuL3n/l4HNpmGtVkWNhJHzJFnjFMt+2DgU6k+ndoUu0YTBgOloxHgwYAacqpUX1soXvve95Q3veU+5KZ0rn9WsRrlObWyyKGU9FMKinmFQ+mfS59n6X8LIcb+ILcybgMdqhEIp9GqsexNWTcGsow1MwxfZbECw8Ifp72xNjIuFxG0TbgApBUIPoCvMM0Fqpx4Q/ub+e0H2m359ZYYTZD/ErMhFRxtk/YhFLohaCVUUSjgElmqtl4slJbkLK6Jxj4/doEastp714C3KfbwuNNTPLf97C6tupixvq/57zX+Ut1/fbRD5s/O9n2B/1aocstWBYP0zjY8q7N2OJaKRIpQjJ1o+gJ9+HNvA5eLZJepk3+L9VeEZEayUQlVuh+yW6BD96IbsCe1RjoHTWIjaIt3Up51nJ3zw+v9CGqOWIJfGI/M3hCpJERpjFrnQlinB7YDEVcDW0eZns9ATIiNluE3DZXUmDwAAIABJREFU6kqfIgFEuFPhHaWkHZZgtWdEJStLOeJk6PfU2tRztRE3/rnQuF2CoKs1o+eGLtKiolCnMHLlKRyhBI78yq/QNA3XNw131MoXTqfcNpmwVAr1gApsuvalJxu7z7d2KNSfJm19vV4Bfhf2WeLLpfBl/T4vLIXjtVL7fb5+MOB/ee97y5te+tLWMm3DXZLFIYKU4EiFfgyxxaZqWlp48z7cH8DKxgp2r7VaZqZiDPYZkbYzs15lRUooa5HLb6645EJYu00pZaFEuUnB+fObt/zz2mi0sYqRvY9t7udna0kCR1W15M9V2UvlrNfYahMSlKwmZapi7+3xUsodwFqt9SPVquUpd3+2XjqkpbnP55nF89m68rNNiDKu5/zvHaJ4yxZhbR7BU+8SKXcPuH27iR8jFVEpxoIX4UsW37cA/4KYaypdqw28uFA7TkQRbGLvfJcIsXsAm5u3YhaXfLxLmDIiC7dTXtTHUMQ4vZdHMTRJ7/eUj80lf/Y25TL7rdY7Mehd6NAONi9O1JQF0OdLtvaFiOQ4fBHnWugeWua/5rISLylc9cmUPJH5hKrkokIQiWYgLG2VPNU1pWQspe/Ewtc6ywRIRdFkK7tHZJpUbLrGT+taXI4J9u5yTg0pl4XIFbBAhH4O3vlOXnzyJL/o7+JorZzo9Xhuv88rm4ZTTzJCfYw0d9g4FOpPt/bPCYY42CJ5OTD0yfzQdMpDtfJwKTzcNHzd297G64gMYBKWymK1S8De2pQEzR71z7VJT3CDwI+7HbP87iWIdH8KrUCvOOEn+zaJsByxX7XQBTNmoSWLQLCyNtI+Zt3LRQBdq1xkKvksBYM+mUCXoGlJV4kUJktmkW6Mrvq962OkYjd7GHSvinYNRs4aAM8HPl5rfcDvu4hZYx3UIMGg8/3Mvm65U4R+ZOhUSoqQmOyekD9z0889j22kyryn3z0sZ3/rz/fzbvFzGyeB9YqlI94gSF+VQGHwfi2RSE3eFjCGu8LU1L9SLEZfmcOmfq0/w+bPzUTcuGDhBaKmu5osUblvxth8fQEmJFVlUJazirRkN1AWZMexsEbV9G4FtCs1ar10TnZx5CptIpAJZsb7lLkha0QGRSERB7VW2U7n615XYe9Yc2cRt1pdkRylY3M1Q/z4UkrJYYbivMj6ltKi58qJcOQKyOTIXDr3oj+j9iRlGFzA3q/Qogu11tmP/RhffPvtvHkyYWM240+BS55cZgPYK4UXw74872uY+/AjTzJ2n3ftUKg/jdr6en0A+H5sUV6PpWM9ir2nB4EPzWYUJ89RCg8tLvLa7/xOThJ+XYWLSZjLxzmvWd9KJCDJZCBtdm8D/im2SJ8LfKJaIg6VY9wVmSxZ0fKvCzJVhqo93zSyP1EbTGsl+zV6hEWmghFN+mnJaoLkZd0+CSEI5mJ+D4A5G+9DH/Otyje8d8A5+nzLYftFzC2xi4UiLjh0fwIT6BMObgfZHFI29KyZ6JX927JQJdilKGiTVQ7wDLOKsyBf9A4GSY+qpRjewoSQkIoFfwal8JVPf8XRh9cB/zfBcNfzqE9r2Du+7EqV3BSy8ka11ovpc1mXGxgHYQ0LhZMfPrumilvLSlbUIxIaCUK+ilBgNOc1x3vpmrJUxU1QhTohJPJNV1d+5gW6zpVw0zmanxcJ9EHCUkpjJVwEByl5La/AlTwhb8X7KSU+X2OWFIB5v7nmg0hxEFySrNzkKpDqo1jvup7IfYLvldQn9+cSFiqrbIA5Q+Aatl6uAc6WUpaf+1xe1+9zaThkw8PXPuL3HJXCxPv93DREUhj+qef8OGwcCvWnXfMECn8fE+6PY2Ul3wd8tBQmgwGT3V2Gkwm96ZRaK4PXvIY7ceZ32txznK8EoTafW+mWtJzfVL4FC687T1RP2nDrVEUtFAolOFwhKQVPc4mT50rERGtzF/QrmBsCLZBAXySEm8LPJBRmNQphZFhyX/ONUND3vHshx6NLiVj1/xUn3Foz6XnlEngB8IJa6xmMhLVHxGqfxwSB/PML/nNgGJsLi5waNbcOuY3wY7aKRrLqZY2qupes2PnwvJw1DLrv/ygmjLZqrY+60N/Gk/Ng7/ekX3/Jx2wRE/BH/P+ZuzLw/kpoL+JZw5LwlDK65tdUpMQ9/ox3EO6PjPb0oE0fnAXrMSKhTZOOfRRDnLLbRBnjlFwGgk0u2Hvmz933a0vI5SRN8uMXgkwnFGsDj5N3NEFlWS9gXAspNepLVpTlyhgRFQD1rq7H+DASrEcT3wXsvStUDhJa4kpdGxqZxi9D9hDKlHzZObY9Z6MEU6KOEfwBwfpyS+geIkXKJbT9Az/AybU1bi7FyH1NQ62Vy9MpHyDY8T1MWbsZ4wJtAt+/vl7/lMPWtsM0sU/Dtr5eK3DPmTNlGxMOrnnDeEyv32dSCjSNLajhkCPuT++XyFWuljc7bYrLmJWeiS6yVNaArwVej0OxtdazbgUpfli+8FnygedSiZNqFb60WeeiDQuY8qFY3Wnqg1j5uajLDkZck0DPscEHWd1tK1FyFMLizd830HIRRCS8gNV31/2UhnXg956WUq7zcTqPQcY6RorIZYIdPZ67p5CAgqECWoNjH1Ol+5XFPoNOulKNaT8dI4tqxd+PqlqhYxLEmqtvzTfVfL8BI+MJiWnhWj/vW4FfqLVe8D4NMSRJfvBdzH8ryLrxsZXbRhkH1W8JaaE1rU/ej1VOc23kIkU1tdZt75OIXtcQKYol1AVJK+Nahso1xi/C/OlKkJJ97Zorm5hwziVgM8Gsh83tydx5jR/fL5F1UEIyZ/3LAl3zckhkPcxNCpCEfE5/q1bT76y0aNwF44vk1yIaSeGaEK4YKZIzIiRuEXs/gteP0k0wlYW69gK5LK7CiJa7OztcNxhEIqbZzMa+FC6Xwm9jsPspTJn8PeD/BT5yaKHvb4eW+tO7XSC0bACGQybDIZNaoVZbnJOJZUbzNi/oMpw7wTavewhBLzhSVvR/C/wPmOC/Cvi4C/QFQqDLUlVpzV1Cg88Zt2qyEFVXew8vQCFLm9D6xZ6Whq/f8uMN/doS6E+6oNNG3/qkD7DmG8LKHWIKjBSUlildguG+VIzVPsYK2OzUKPwiMmCLPJS5im7YgIhtrzBAxdb3MX7BMhEpUL0PE38HGl/ByFkoinwk4aix0XwQ0pDHqAAXHGYXbLyG+Tiz20CKoSD/U8CnSzc3uSDvxzFhI3+5rPUNjOGcSXAn6bL3FYql9KqKKpjUWp/AFIcZ5u5Y8zEWmWuGKSXbGOH0b6T+H/Xr5WfJyoQUXblbap4rPm5SghRNkBnjkMLT5sZZ1ruS6Shb3BS7UbaMhVRJYdZ4zxd8kQIn5XFC8CjaQ9Mz7PrzSSi3c8HPlRsjx/fPoyKkfm4SyInepZLAVILPofWtyJQB9o4azKhQnvfeY48ZQjMe0xuP6c9mlpuj12vvfR4r1nIf8LPr6/XuQ4F+cDsU6k/v9mvsJ4YAMBwym824rlZuWljgS8+cKV/y6lez4BayNvncCpFbWxuKNjdtPLdjc+IejGz0Qf9umWA248ccISxqWdryKQqWzGxbCX4JnBFh2WsjmbjAyxaBvpOmr4xxf97cHTnEKFShI9ATDK7+t7nj/fcekdZzhvnyrvGxOYcxop/wa0ng7tXIr32gIJ1rDWYFqRb8HhExsOVjtFAsCYzcGtkyh/BJn/B+LRI59dsmV0KJ0rziCshClNJUqyXG0TjpWI3D1wLv1hgTWQBXCLZ8G3rmPyN/nquBzyQfvtLsXsSEnlwXqnOu1KFLrkCqpvh9/tw3EKVPryUY1wqvykRDCajs09b8krXe/u/vTYiBsslJMD7izyKBLFJqZrqThLKIZIpK6KA37j5QcqNNDJnSHJ+3vnv+rI/4Ncc+Nsoxn9+ZlIAFumlnpURnnojGZT6VchaceU9RKOsepphBhFBKiIt3oHmbkRiw915HI6666y4WxmPO93pcPRgw6ff35UcA2ws/tr5eHz3gu8Pm7RB+f3q33wS+EbNonkif94Av6vc5PZvxcCm8ZDbji9/yFu750R8tP0KEjehHsNo1mKCW/06kNJGp3gp8N+bDvB9bsEdwdmraIASLiyizJ0g3WRgjTEhv+SbTQu+k/OW+oVGihGRr4bvfN5N+1jC/7sRhbJH/xmnDarOpZRgzfSeLVijAQo34cR2T4e9TmAV6b7LKT2Obqu61m2Bz8Kpk1ap2DUsp8/HNWdDn58vCGo0tkSFMQk8CQELzJJE/+2J63o4iIyUu+WvlxhA6cD8piUfqk4pwNBh589d8/JYwZUJEKEHmmTQ3xKy4Fezd6Z7yswu6ldK35ecpBC4rdQ1RY3uTSDryIkzQnyWERiZ1TXEEws+5EeOUZNa28s7ndzDEcx74/BRpbOjnn/JrImW6RlhpznUu5WCIKdXiLOQ2g7ZkrngeuyWqGaotEdwSCb4FjP/QcSkk4d7D1oPGWeic3rHuPS6lbPtYXUn9z2z5bM0Lwj+FoSgq0avoHUUdSFk9SoS13gR88h//Y27+wi/kbcePc6JWlkvhBVhmwHvmnlvum1/isH3WdijUn8Ztfb1ePnOmvBVL0XoDEbt9G3C6FD42HvNnTcO0FGZNwx1f8iV8z/vex2+Px9TdXS786q/ysV/8RQoRgys/oGKwZc3+PeBfEgv6Ep5iVBsV3WQzPUKY9d2yKCVCblREQtClfO8Qm5L7zVqhLziy01zQKxHLQC7eDH37Z7K6ZN00c/7NDMnPMGv+oBzg8ns+F4OTP0pYPsrTPSkWBrY5jwK44JqUCDsbEDWvM+ktJ3fJioSUp730mX6rMIs2WFnqK/5bYyFG/z5WdVLQen7eI9gmm+FkiKQ54j+sA79Nl/A0xiBUxePP/P4KbZQCtVgttA26hVkyErBHxLRn4pasvpl/N/N+XfIx/mPvy20YWiD/8Ek//6hf4wFSLQECUXg58AeEAtAZW1fcFKKmEqeN3+skVio2KwM5q59cIhrbGXCllLJarVaA5qXeXUvsPMBd0scEp8axsj+fQIMjU/633ALiZmgeq081KSI9X88582DmXgiiV/bIE96HT2HzaBVb54sYIrNbwgU18c81H5a+9mu5tL7O2ycTrprNeNALtVz299En0i1LkXn7+nq9m8P2WduhUH+at/X1+uCZM+XvA18IrBNxvGeA84MBzc4Oy70eJ0vh1l6PFwGv6Pcp/T5827dx9hWv4Dfe/nY++sAD7Pli16Yjf+ga8NXA9/q1P4RZ9Y9CC1UruYjgxF2CUCO4TXHmahl+nGHCUCVBxfZWcpdN/7/v388zcGduxSikbpo3jBr5tTObV/79zFqXy2F0APlIfb4Js1w+XILEJCj+JB4K5n2eJyYCHcHZEGSoHG7UbpYlGO9ym2QBkFv+X+ccxxO0VGNo65qCvXu+gavteR/ki5aF2geOVKvMlnPdS3HqA18O/LCfexsmJBWulcMblVhEz3CKmEuyvpUFTK6L7IPNkLgg9PlwsL1idcKVbU/s9OPYO/qg9/EPifhv1f2WABJJLGfW0/0h0Ig2k1oS6HrmC9j6OVeDgKgIEZ0rxU68jmkpZVcoD/FeJWT3fM3NzxEhdlI+cga8TkKjpBC0dQxKKaprL76KIPaWDFqCaCuy4AKGPGW3jz7X/FGlxbG/CzHgc7vaz7sBU5Q/9YY38LzplFtGI+6rleJC/TOY4rgMbUjbHwO/tb4ebqHD9uTtUKg/A9r6eh1jFdLef+ZMaYCX4tp5r8dwcZGXACu1soMtrEeS7bhy6hTf/XM/x+8Ph/xgKUW5r8VGr8APAW/Hkqf8LgFPypoRRN/HoG4JJlmUEAlNZA0DbdIZMWPBrJGWZaufLOwE+yZBrYQn0IX9xYSXwB3VWjdKMIy1SY1r1BaXldcR6H5PQe1/JgveIcmB/77Jx72XrNc2Tn7+vfk9pWTMw++z9Lcg0paVnTZiXTvDydq8j2KC8WSt9aH5+4NyZ3fcD6NiZWKVAKXvz3whHSPSXxsBgHEslIjopB+vUK6s2KiEaiX83Zv+njT+Ql566fryv+6m/3NyGfEsZHme9Guo6p8g7nOYAnEjlnf/jwghKKGwRqQIHpdSpNxKYdT4qijJzK/dCvQa0R1TH4sTpZQncPTHEas2E55/li3vHKbVKpmOeilD5NjRIIgsjCp1jI9vTjyjNSNFOqcH1vUWceXClb1escAIQep9jHyn97nlfchK1woRgngME9IbmNtOvIZjpZQrPqYjP+dhzFg4CXxwcZGbZz4zS6EmwX4ZYH29/iiH7T+4HRLlnmHNGZ+fxBZUH/iiUlislc1aaYCNWm2BADzxBMPFRe7t9bh9b48fe+c7281a1sbfwBbREcy6OYn5JmXN5Y17D9qqWKodrWQWLTvdrz8mWRE1aoIrc5as9xFmycr/nau09Zhjrdeosa7QG/ndB9gGJH+qjlPVOIWbqQBG2/ycF2Kb9UfmIXnMP3kc2+Dns8NVv38WULpuyxqvc7XI5d8mSEsQfIMcQdCGtBHCJscIL0An+qHTDuATLGAQtsrEtslMsI1Y80rvQ8/0DQRx8zG/t4hRIkeuEj5bnbeMvRfBrhKeW0S6YvVBIXl6vnG6zpTIn381ITz0fLKGBfM+jFl9N2DEsvaZMIThamwuX02Ehl3BXErKm/44JjQl0I7g+fWLZUE8RnAcrgDXuvDOUQiLmDLQzo+ktG74+GTUSHN7UqJWwZKP++M10tUKOZuH6LPyd1DExxTa4jWZr6BzdO98XZEAVYte/ZwQHAhloBPyptwVqjOxDRxZXWX4hjdw4t3v5ssefpiFxu5SmobaNO27Ps5hhrj/6HZoqT8z2/+BlUM9CayUwkbT0KuVhVq5B0zj3d219LKDAUcnExgM+OLnPY/v+Jmf4f984xvbDfH7MCv9cWyjOI8JKPnPJbhltXfgdwLGlSDPVnfBy7ImuHkCUVTDrfZstWpjEbQ4vynhvrolWT8lQqtgv8UspUR9nxQnsfk9b/Nn+Ej9LCFyuAXv15uWUhbmlINZPDLgioVbTrMSxLl8Xn5OWbAZxm5haAkC/5FAvUy4G+Zbh3TnistCdWb7nEsihw4qYU3FhBdY/niFZF3CNm1l+5MvXIJanIQ+JgQeSsfPKyU1/ZC+z2Fn6uPQ3/sJ7H2qn006J6fNlTtoD4PgvxBTaD7tCAp+/TuB3yIyGdZiaXHFXZDfXYqtXDgFc2Xs+tiuYTD1Td43WbUFXz9uHc+jUIr1zsiRyHWKOlGoX1Y2F2ut5xMikOfADFjO7pi575Q7foa7sZLSUQnlUgrsoj+f+AzidFzxzyXMC+Znv/imN3Hqla/kZffey8tOneKFx47xwL338rw77+TLTpxgt1aahQUGQzMDnoPNkx0/v4elzD5s/xGt7FfkDtvTvZ05UwoWWvTTBLQ4m834+HjMwx7bubCxwRccPcrxWs1XW4ot1Fr56HTKb/7QD7H6gQ/wZ7MZ92B+4otE+InIRoLh5IuTL0/hQdU3tqYGoU4CRb72iR+XYXuxn+VTzGFxQhGyVY5fQwpAj25Yku6nim6k45SDXZB5wSy167FUlRtPJtC9r8/x43rYmhn7NUaYZVfT8+uYyQHXkQBUCKFgaJEX5du8FbMmtTj1bMfp+nJlGe+rwV26UQRLfu2t9L0EzlG/xhHvx7n0HDr/B4GfrZaEaA0T4OexDVgheBI+stqUpjXXH9D9FNql4iAQ9dlznvJWoPt1jvv/l9N5mocSSnoulYh9CeajFQv/BoJV/wDwKkyoS7k86s+kxEWyuMUFyRwSCbdld/tIEIvxPaq1XnGUSHM1EwOFmm1hfIascGmOnsOUqkcxN9SkRArii35t+cB1bUHo+zgjJcLsshutjQjx68vCVsTKAubLV7+15gS/P+bPcNvP/RzLp0/zmtGIV0yn9Dc3Wer1GC8tMaiVF8xmXB6NuHs85tzeHr2VlTYb4VlsPt8N/O/r6/Xj830/bH+xdmipPwPb+nqtZ86UBzBWtuLHLzZNC21fO5vxkpUVZrWyVQo7Ds3Lz7Y1nfKfvP713PGN38i73vEO3vvgg1wiILMrhGUiYS6rRcJXkOR8PLTCpiRM5U/tS/Al4Z9D1rRRSJgrlj7Dx82cRSEBkhOyzAtnhWPJp14wX+tFjIDTx+B5xQu3zTfAa4GH/Rnmn3PHfdSZkCeLvTcnaKUgKfKgExft19Tx7XXS97Lkh5gwXPVnWGSupX40bnVuzz9baivYu5Xlu0QStqWUW3z8zvt1xcVY9nM05llwqWDH4zgfogQBEiLJUCZeiSwpi1t+a0UBHMOQjwtJ6GkM8/96SRNMIJ7yvj6BCeZP+9x7CUH20txZwQS6iHlKazvD5nTxZ8mW0BEshfIQwPunnORyiyhPgwiUSvkqmHvJ39XVaVzkKrkGU0a0TlpkJqFfuTUYqrF5wHdqytEuJU/cgFKCMa+xVaU6vVcpPENsDu4BW9/+7Uxf9jK+7tZb+YrJhGkpPLy1xdLly6wdP8454K7xmL3RiBnwolLYXFzkA5iycgPwc+vr9bc/S58P21+wHfrUn7lNhS7OYRvWBGA04lQpvHgyYdo0XCnFUsoCVb+B/t13c/1gwMfuvJMX//zP820nT6JKacpyprSwspik3Ss5TAtDyjqFjuAteL55F+aqAqc88POscZF05n18bXOFQHnaJeyULKMViMLAXSBMatTBPo0l2PkY5m+Vz34Pjy33HxHvFv38Tb9/m8oz9UkJcfreP6EJs7lNV8+kQiQZXWgh6KS0lLnfehfKNLeV/KXzWczwZztKVB2bbxlFUXWtbSzxiYTkGvAaLDZY1pysU/EtRM5Uhjyl/7zf+zzy9zAqVmZUFn2HG0FY17s+lmJqT7wf1Mhrruc+SPnReI7TfTp8Bx+3D/n4iJF9lIgEUH3yHgaxq+6A0vrmgjnyKbfRFoSroZPn3wW65qQIkbNa64Y/m5TpTR/HxzE0RG6sBe+r+AuaC3kMclKZTitzhM7kK5I7RClcRYpVVj98LAZ4+Vq/zmMAq6sMX/c6vuPGG/m6Wnl4NuPs7i79Xo/pbEYzGDCplWuAnV6PrVrZLIXVXo+XEmG1rzioz4ftP7wdCvVndpv3nawBd2VhflD94XPnONE0TNfWeKJpuL8Uvvpnf5ZXE75DsZ/l/9uuVuBkmjYGQcxtOI5veLI4B9Wqs+UQLglj8I22WNM8nN+Mctha2/xagm8VZ6/7VmzzVVraSSnlaLH0rpeAP/F+aQNuSrCNtYGP/KcNxUpNoWp43+VC0N/4taof2yvBxq8ET0HCdEr4WA9SZrIf/SQew+3KBAccDxFidOEgt0JyBYyIJCj5GoKuN7Da8BqDhoDre4Sll1P25tK7e7WbKU8x4zOCFT3ErNGLfsxi8lPPvB+leqhd6sc8/C6lYJyOkXDtz52j827DChdJeN5MEPR6GFogC7vWKNMrwS/ffVZgpdCqhkBbHdGh8n2uEjVXmBU+uosx+O/BlIBL3q8nfNwvYe9nGRO0yup3DEOejpT9iWu0ThSVsuhIjuB2hQVWIjJiwfukrIAiRo782R96+9t5FfB3t7ctW+VwyHg2o5nNaHo9ptNp/N0Ofq+tb38XMb8P2+egHQr1Z247x/7N/DawRDQLC2zv7LAoFjyA54tv7ruP206f5r6lJbbHY3ql8MjqKt9w552cIKydPRfmIpRJaGWroL10+hEpq8N8T+cJ3lNGsAUd45tdk67ZCs/UB2WrE0ypTF013Uv9HGOhWMcw63wjLlN6eEiTC/h+sThdwdFLGHln4Na7lAvB2g10KsSNSYqN90WKUa7lrn7JKhVTGlJo0gG/l3zMDiJAtehGMVY2HJAUx79X0iExszORS/04Vq0s6t8FfqUEaW+CCbMBnuJTfU7PfZJQhPL9Vblvk8gJL1haoV3LmEKmMK41H+Nz889BV9nRnJGi1LpvgD8l0h9rHonTUImwtfswXsm1fnxWQHMTMqRa8prbEuaKPZdgV4rfka+nP4/EpPmsyIIJNgd7mN/9So0IkeL3Up79XSyj4IbPkWmxcrErPqbLwLK7B64iUj1v+XgtE9EsC0To3xbd/BPyrXPiBP2bbuIb+30er5XZdEqvaZjVCpMJ/eGQ3cmE/pUrbI1GFIWtubGxifEGjmJFWg7b56AdCvVnbvsTTGuXRbpIFLSgFBiN2N7dZaFWFAc6unSJ/sICDx87ZhbaYMBkMmFSCkvf933cQcCoHV82XQFWCL95cYGcs8QJ1m1bhqUJklB7i3yorkkoCoI9tXG2JVj9HDGIBbmDWV4vwDb1BwnIUxuwH97mQhcfQXH1Ta11J1nv1ZUV9X1fGVffbIssf//duAWme0q4tJnmiE1bFmcOX2uZ6H6NfYxmvRPfrLW572vefylCGv9M9lv181XW9rZa6ydSn6WMCaLN72qAEdke9bHsJ/ShEhZ8zo9Q/ZzH/RwhL0opuoSFw6ls7Sgplg1dgY73Ue9ZZMtPY0gARAIhSEpj+nuChcJ9CiNHXneAW0M1zYVK7SbFsM0VT5fQePrJ3klu3rcp9o5vwMiIel/K9Kg2JdIua0x0f7xvYxfwKp2rZEDbtdaz3icV1Tnpz3Yc20ekuGiOSynvExD89Jd/mZs9XfVGv2/HjMf0ez1mpVAHA8YXLnB8c5NH7BEZzKGHC37dP/jzxuew/cXaoVB/hjaPV/9VbDGCbRwdK6BpqMMhu7u7JvBmM5YefJDmppv4JJjlDtTRiL1a+f/Ze/N4y66yzP+79j7DHatu3ZpSc1IhkBBigMSADHIYhNCiDKICQos/URoURWxRUQSHxgEF2la0BVv6B2I3k0xNwlgHRBCEREiAjJWxKpWahzuec/Ze/ce7nr3WOXVvEBrItN/P536q7jn77GHtc/fzDs/7vHM7dvBDjNQfVV/1w8x1iCA/mjar0pcrPBAL8nx4AAAgAElEQVTBHhxVmi8AXiMB1ySz4NMHiRyCqtVNYBa2k2xrG5sBP48RCVdK61W1+SSynyQq7K0H7nRG7hPBTw83pZ6bK5UGlNZ3YSSttza2NOLWWqatXIT30kxIauuJUdtpLXsBrKe898cDoJ1WdHGx9UkOw2TYp1L/s+H6lQG5FLg8fFwPcvXpp8S9IhxfALNS/V6fTaNrEcEyIoNe9WANCLktRLdLIY2vHvTJ5JxUt06V0gj/30icmaDzlXP1EOALmPOQhfsmIug8FrnfDOxyzu0O2Z1p4jjX3CctjS4qDyojI52HNuZUbl5hXSpLSjf6/t0ark/rk2Z0IDoh+hsTIXR0v1koRU1g2bf5UN6QGpzuxzzmgBzCHDPV52ew+7GWOFFvDeDWr6fXavFTjQZbnePJ09M8ptnkSXnOY4uC3WvXspTnFEePsnl2lr1lyZecY0DIGISf/Qx3QdT2/2g1+/3ebZ8AngTsJtb4hizLKJtNlvt91h08yMT0NF9ot+k1mwySsYZ4zxwWHaiVpRpQMlIXzxhWeBu13Ef1rMxZiiB9GAlwxChOnYiKuZxEVOo1VgvcIhGI0jJATmC1e5N3HXVGJJc6NLI1HCcP0QzOOU3ASmuwDTkcIWrXPltJzXSQ7E+183RW/SipTdkBXbOcodFrUjeCSIyjNh62l474UGkkqZ8vJ+uWEdXG5p21SKUktGXgMd773xopd0wSh7fIVGrRKFA5DpoFnkq8niKm/uVkZMm/qqE3sPu40ndMGYK0j3qKyMAfOGOnay1nicx+tb5NY9Hop7C2xiLcx3Ramsccx5vCGjwovH4DUYgpXWOdT1pC0fk2se6BbcD+0etyw7KzjbCmp4jDbppYua0igQZLyZYNHyVsCdfTwBzLeWeqiGn2bA2RoT8gOsrqnxfzXU50WtIa+9EfZernfo7fAJ7tHI2iYLEsKZxj4D3N8XF25zk7x8bY2+8zPjnJQp4zh7UPSot/IfxsC+ezUpmltm/R6kj9Xmydjl8EXoOJoqxnZSetledMOsehI0fYu2sXN4/MKZYV3jORAF7ap6waMtw1oFfRQpKSz0K060LEoPYYAaxAQGxqpXLlPCiaFjCkoKwWo91YuvTrwD6X9FjrxHxUfassPPicIq4Q6Sudmva7V1rYLjLkFSkNvJGpVI9X+txj+uQC3TSzMZSRIJFNTd4X8OeYaMzoVC9cEEnx1n+eOgt6X/3K6Txuva968rj3/ojWKtzbc4BvJOWGBSJQadqZzq2HpbfTISPpPZomMuTTUoIitopshzkwLSy6Hvp+JtemtsdUtlTz6eexVjGVOzTC9QD2/RBg6n3dq2ZYR32vK3GiYDkWbd9CGKY0cn5yuNLvrwBQXIQCi4I3O+NuqEQjQFedfDPG5RARUX8X2odKKDK1mikjNBH+zsoQlS+qZBGOO+GsdW4Q1mWRKAurEpN0ASACu47VfMpTmP7FX+RVExOc6xzzzrGQDJUqvacA5suSXp7z4F27KEeeNyeIhD+I34navgNWg/q93Dodfxz4DSzq0INygpjeWgKubDb5wgUX8K/9Po3w6JrAHnQXFgUPbDSYsD/Q4VSxG+4LT2VDV7LR3my1gQmUc9XlkzpwCuytsI1aiPTgS2uVVescNmv8YizauIZkKtkK0VDFsA1OigRpesn7630caKJrT9voSh9r7BJaaYbz8yHaHxDr3yIySSCkkghlWHBHaVS1cencZ4jCLum1NAKgpy1HQ5vo+Ak4CWjTPuS2D21iLta+wYSN1DOskaujqd9USU7XqFnaLgFhRdBLyWfTnnsJpIgNf1jbKCWdOJSe0O5GdNDS3v70nqt+38P0CM4mgpOiWLG+J4NzmDpE+p4pra/3rsUyObudcztc7KPXdaXjTVPehw+vHcccnUHYt0Bbqfq55LubJ/vQvVM0n7Y56lomMYLkvI/dHYTX1ZOfEYl1WrMi/D2kapG673JQdA2Tv/AL/FyWsRXjH6SjWQlM9zzLKAcDMu9Z2LKFKSzoWM1E1qztO2B1+v0+YJ2OX+p23YexNNZJYp1xicjSJcug1aI/GLC70eCB4RFWBKW5c7HUWNo3XY0udaeLqQxZeCgsuiAwM/K2J4hdpPvxoUVuOKNINUc9gG/ah76IgajDHJLce/+lxPHIQupfkqWpaZ8ifI22Fm0njHpMIv1Vr9dHVTlN01K7n0hwYggrmm075/SglAMjeU09GBvJe2ImZyNRY5thuVedTzrIo8npimEp4J0R1mffyDUp67EP+96k7V1i8KeATjjPY8T6uFK1uh49sJWirg5HjLwniYCenkvaCikgSwfzpH3ZmmWeEhJ1PirlqHRyIQb0IrJtc86JbJm2xOk69Deh6+h7728M3/ndYa32hTXo67urv4PguKrsIQdAg2+0FkW4L7clr8kZEnEwFYvJiINSFkKKvS2HIMmyQBy21Aj7S1snVTZQd0Lmo0aA7pEyab2Xv5yd7TYXOcctYfjKce9Z5z2LAczJc/r9vpUx2u2KeLqbldPrY2H9VpK0re3bsDpSv+/YZ4iEl8PhZ250I+eYaTR4UFmy7L2lKwnzwYEdH/oQ54ZNKwb2CqAwss+q3nwaCLooNOODgyB1OUVzKaNdKVXV2jUasyQS4zZgJKc7vfdfS/afHn/ZJT26SfoxByZCulo95C6JenVcpfxXtZHUdqoNnsqVeiL5zmEP8iz5ccnnIIKU9tHyw+1rk8SMwIqnRXj4jtwLl0R/moGuaHJIsB54AfCOkLFYk3yugbUGniIC+kZM3lMOSsUbSPanLIvWQ07HNFGWeBxLTafnqetJWeoVOY/hzIFeI7kegXuaOtZ3ehYDGGVJBj720/fD+k4ThxSJuDeq4JZhXSgHsZr7LCv/nSh7JEdEqfqZ5FrWEQhqLnZ6pJrwqq+nw1Lk6C6Ez/SdaTJMhuPp71slIPXBO8LfYyg1aW3kFELkHwxJ8D70ofxQnjMYDMj6fRq9Hnc6B+pBLwoaZWnr1G5X2Zkl7O9WU/BS2wC8r9PxK2Wcavs2rAb1+4iFNPwejAB0V7Yz1L4G3psohHPVbPXDU1M8jfhgUlS0UvSdmlqchixJm6oViuQBMkZMtbv0wRKy8+qbVXtdyzn30HBu1wPHXdSxHtJ7D//PXOQCCCwr+cwAHkppSmglbdtb0YIT0Ay7SHvP5Qwo+q7q+uHhuRiO0Sb2Za825W0q/F5pgbvYrpYStCqFsAQI0rRr5ZCFfWhc6UmG67Jy3nYBR5M6rMiSalMUCEKMIgV0KelPUaHGu1bZDGL0r3TwFAaKjuh4Keug7RUtNpI1d8nr+kx6fNXKdZ8PYU6I7pWidpWZqixCuL9SdvNYNC/Wexv7Lm4gptvBwP0ocKZzbit3bfp7q8R1CGx6H7ko09j91yAi6Qsowj9J7CqQ+qE6S5a9dV1oe/FY2pjTspIAjkbEVlk0hvv/ATavW8cjBwNOZBllq8Wg2eS4cxwD2mVJNhhYdqDdXrGFb3bkd/1tfuqbrFdt34LVoH7fsvdif7yTd7HNDLAc1ObKsiTznnHgGuc4jkUcQAV8d9lqItBcoYadRp9VjdtFdbUlYlSi1DUER8IFfWzsgXIOsAsbx3iCmAbNWCWqDtG4xFWamOOwOLKNx0oWB8J+Vk23BxPLuL/Ctun1KetQhGtpuKjZrT5ykQjHXGT6K4IV6SsP6zDljSg3ep1tb4znVNVslISnFKsIbmvCa8eSbVRn/zHg7cnr4mgUye+6z9Pe+5MMZxlUOpDjIacsI05QU3peLWmHGP6OpGWfihwZXuslwK3zllOXRvQOI7MtEseqfgVTL5Nam8B+gIHxZiIjf9QB0fe7CN8rdRtoPRRV58RpY2c666SAUFJKMlOENRIH4SwS5cJwjepYEHFNtfBUiXCK4Sh8UdkAZ+130ndPo+/VIuIc+9sbbYccIyrWZWNjtJtNXJYxVZZVev86oFkUNFstllYBdDi93LsduLzT8YdX2ri2b89qUL8PWafjbwF+j9hbupJVJCPnyBoNxr3nhsGAg2XJWFFwiuE0Y/qwXMnafngEqdLqisonsbYpqa0p7Vel49P9h9fa4fX1wPlE5nFKrFK7VOoQrHStUySEuNRcaOXyUZd+1et0cWBHf6W3w78Vkc/HPnjV15USVp0XzJHQ2qnXO2Xpj2H181XnpQfQ13FE1qoIgdhaTvgoszrETg8OgSLalrfJX3KWjmHR7Zrwvhj4SrtDGK1LdJ40BEXXLXa6SGkNrHbcIzLm0xbFiqnNcB921fGQXMdo657S9aonZ8T+eIHhBcCV+lxYh5NYzVq1Y52nGOfpektyVtYnKq4thvt5AiPTLTvnzgPODGuS8lUa4TupKX3t5Hu8KexP3JAFYrlkDnNYNLmtSL+TYd2mwrkrG1DVxlfKQomLERyWMefcuLNOjqlwfsuPexxHX/c6HtdocL5zPCr8PNE5Huw9c0XBN6amKNrtVZ0GkrV0WPvsFcB/v4vta/s2rAb1+5h1Ov4K4Nexe7udMAwjsVuIAh7jwNV5zrVZRlmWzDrHBwl9w0kEqIfFkLnhHvPqZaha4dIebBfAPO0Rr2p74XzTaOYCLCV5FZGJK9a5Ir+qXupGhGBc7M8Wsz59zwUwrGrWCciNtr3lAdClxrWSCUxKkg6AhDcAI0NwiOuqqEuRrOZm68E85+K8a62RC2vXYrh+noKcw+5x5r0/4eKo2jSKUo/+IvA84O/D59QqmPbZa83HsbaxUZAd6pII569WNq2fzmGKOFDHY5GlMgpSo9P99SP7lel+p46h1kTAoihf7yu6PZW8nsr5KkJPuy08sSwgh0FR+xDzOyy7vtNLWDbkOiwbsRWToBXLP3dGtJv13u/FMjQTzkSAPMaCV/pfw1bUtXBHcu0SOpJmfMsbiTLVSZAzvVomKsNKChWQe+MVVIpyv/RL/PTDHsaLvK8kZSX3u8N7fqDRYL9z/BvmiFblpcTEJdiMPZe6wO91Ois6ybX9P1jNfr8PWqfjv9btup8GLgF+HGOepl7ycezhfi0WpYzlOZuLgn87dowNn/oU/wtLp/2fRoO3dTp+4Ib1z7Wfph+e0a2Hoh6Ya7AWm9W891SpTeBxAfawutqb8pUcC9VvVStNWcoQhr/4OM5SE7Qg6qanZYHN3vtb05ORI+ICQz8ArlThVpx+5WLNXv8OktcEFIPk/TIApkvebzKsu60BJ4reeyQROMM1a+dM4CclqTkCW9rHHnURs3rAMWdEQo/1N+fANu/9bSPXrki1QXQG1njv7wjXrslmOrba1+S8KDpW5NvGiFG3EkGY5F/Vu8XlUJ3eYc7MaWp6RMCvyjHEWnu6HgKi0zJYyfflBLFkMOoAVWUczJGS0ypehjIwVecGoA4PactPY6A2570/4JzbDBwJGSMp4PXDfubDPdLf3ELieE4SdeWPhGvU96SfOGPLyedX+u5OEBnyc+Fc54Gxbtete+c7uWBmBre4yOzEBC/E7ttR4OKwDqX3LGQZk1jLoHgF27CSgvgGAvgW8E/Ah4BvdDrfVAe/tm/D3ArZmNruQ9btOoeBhJjXCxgz/oeBZ2EP/xPA+4D93vPqfp/DjQY959jqHG/pdPx7FEn5KIMqIQ+ltTOCWEwC/mN+FaZ22F86T3099iC4keFJUHrIVSx6hnuT9cDOks9kI86GJDbVO7wRG0m6Ym9seCC3CJro4bXmaOo9SflW4OKjIlfVPUASZY6kvbXNGiIYzgGbvPd7k+hVJLjJsP0Rb21Hk95amUYBchYrK6Rz3sHSupqYplpx4Zz7MYx8eBWRwS/Z1BkMjA5hD+l0v7NElTjVqZVmhpj+lb73BszJO+Ri10Ia8Sua1ix1XZeAU+uY1s7lCDDy2tZwDQeJ348Z4DnAXyX7EyBOYtyFm4JDIyKgonHVzU8m34k8AXCdc5V9CM6bzlVOmByIXeG4X9P3METKAvYFYnZI3/El7Hs5QST76b2SYU1/rS/h3BbCMSaS16V2V33Pu133wOVlfqrV4uKiIAtta9uArVnG9c5xU1lySThuP8sqh6qNTbxL/zZnwvluBd4F/G2nMzRtr7bvgtWR+n3cgjd8BzFlJ3tXt+veTQDmTsf7bte9xDmWmk3mej2azSZHneNRwHvCA0o95CWW5lsQOBP13lWflRjJaqaIJscGryxgoKL2p1QWNm1ZypPIv3CRnS+pT6XpU+tjdeW5EP2cRpqTuchsX3LGA7grwZ00MlSkr9cUqQ2U0l8l/Smyl+ZXLxNkacNxBW7LxAd+lebVcZNzX4tFS2rPk6ldaQyTYK1a+oDv896/10USYz/JJkioBSxCTZ26So0tvK+hLQ0iQUvp6vVYnVnlIIFvmmJP+6QrZymsg8bwpop7qRCLrrGf/A4R9D2mxZD2gUOUYV0iRpYilKk0kmGAf5eAJEctuR9ytOSsyBGW83YrsMU5dxLLIsxgPIPt3vvbXexo0NpIRGaJOPq0IHRJMCwVq0xJE/s+bSAIGSWOdJOgEOmccx//OI/Nc3692WRQFBwoS8hzSu/ZFiLyrcCWsuTGLONBWVYRDfV9l5yw1l1R+2eA/9bpDHFvavsuWQ3q92MLgJ+mGI+CTVFqtegXBRvL0shR3a7bvmcPD5ybo3zjG91XsVpvWocU2WbZRQnVdCSnrCLrOGuhmsLSdi0imKTDMdRupod8mQCeRGCaAazVf52CjsBvIdQwN46m3cP2ilCrh7JAOnk4p9unAKM0a0rWamCpbYHOSqnjHAO7NsaaVs12gDlIAr5eWAeNSO0FB6blnOuHNRgjRNIkYJ+ck2SEbw/nL7D4QeDTYbumHyY9toh9zmsYdgy13qlcazr6VICeYRH6beEapFoooINYx+4nDlsaSafZBq2d1tgnrykTI6fwZLKtHM1esr1KNGu993c4axsk7FfkPkXtQzK9ct6SbIpKDjpfXaPOU+ulEsDRcOw7w+9yOPrYMKEzwjYpp0BKixDBdAHrcZ/DyHYp90HHl9ZBI5yazjfHvqPZ5ZdzfqPBbwCHnGOpKGzSWlGQFQWu1cJ7z6L3tPKcBzjHVcB5xO+I7qNsTTivrwJ/UAP6985qUK8ttcuwATE7ncPnOaeuvZZ3l6V7ZatFB2ByEv+Qh+A++Une9MQn8kliS0+qCZ/O/B7V8G6Eh+d2LFK5DXt4LgYQUspdD2PNplZPe9pHLBMRS2CmCL7pI+vdhxrmAUYsbLsis30EGLW9ALGqBSegozVQ+rog1NGTz+uBPx3O/U5lLUKkpVq+UvnSAZgmsP19nLSlCWviSuic5RTo/rSBE0kUqWt6AtYx0fLDU8fkdOiaRrMMbWKZJC0TqA6fOhP7iEC7kGyXJ/9KWz/VRBgavkPMNFQiReF1OQi6H9NhWw1ySfeheeVSUku5F+mAITkp1fuKgMO9TAl43kcuh3xAlXDkpJ0gEhA3Yg5SI5RPlol98GdjIHknUa1P+5ME7SRxBG4v1OfXEcFctX8RMJUt0bqpTKX7VLTb/EzY59JgQB7moeeLi4zlOXeOjTETRjgvO8cEBtifBXaGc+5hmSStze3AW4DPdjqnd57U9t2zGtRrq6zT8Se7Xfdy4CIgd46vnnsuTysKnjQYcFujwaAsqzTbKz7wAe58+tO5Kk0r68GXRtMj752LpQD/LbymthkX6n3p6EwXwGsKk6BVhJGCqB66rRDBirUvZrAAfwIDoSolHZ6+LcwhuStJ2NI5lz7w9WBMH+yV6p0bIdWtAOgOe2C3sVS4wFQpb81YV21W0a3U2BouksYkQCInQusskBMRr4rykszDeViWJMPS/Gk3g0hU4xgHo0lkgWtwT1rr1r1RCryF1fb3M8xe1zVATJ9XGgHJ/SuSz8hSdvoiw8I0cl4E/OmgGBfW6QQ2Ze2RGCApctda7sd4HXuJ/d+j11mG5Uu5FKOESc0bHxCJhDkWSW8GbhlxIGeJUfkcxoHZFj4rzkue/EinoQescc7JkWom20J0dHWuKk/pHiwD/T//c84dDDi/KNiX5+R5TtFoQL9PI2i4H/GeBecYd46FcPyt2LyFvWE/b8ec9AHGY7ihJsLdPVaDem1D1un4ecIwj27XjQHPyHNuHwwo+31y73F5zrL3LK1Zw496778ysgvVrkelO3dgD6hr9HpIGav/Vmk8l/xkLoq5CBj04FYtXUQxpaSVjhboC+w2eO9vCZmCKkrxyQSzf4dVWYnkPGBlQNf1p2lmiES2cYysV/WgJ1kBHatinYd9q6e5xEB3A7AviRLTh7ii0YKgKpYcS33hzwb+kBHhncTxEInvDiziFoipdqrfpwjMa4ZT7rcn+5khRKtEIG6Ee1U9h/xwv3oB1fQ5AVWTOLhnNOWeOgK6Rn3uocA/h3NXW5l0yVOVOl2fVA/T1DVEImEv3BN9DwSYEMmDBdE5kCDRgo+EOpUA5hPuhTIMp7BoeFtYuwWMrNggzIDXtnJmiUNhxMGouB7hvJRxWEf8W1t71lk82DnIMku3Az7L8M5Rzs0xtXEjh53ji85xMZYl0N/fgzD2/Rs6HX85td0jrAb12u7KZgmRV6MBRUHW65E3mwy850RZ8oBu1zWwB37v8Y/nBPGhqghmGhPfuN3HlinVzSHquwu8qoiNGPkpDSoAln71chJ1pg/4FBwyLC14IHE0JrAH6beSFkxB5DSxm3BNabRW1VhdbLVTj3YZrmW1IRbKHvSc8QVcUmtW1DhOqBm7WLcfWnsiOzqd/GYX49xOLKISMTE1/T6DAYlkVmeJk8+qnnJiT7cGhmzF9BC0H93HlFjXDFmYIb5Csob6Hqg/X+1y6bS+MtnnaItjCrhykBSdyjFoERw7F2eiy2mTXoALpRGJIlXdGOHUpScwIEb9mr6WYaCrv4UdWL28yk4451reew060TUpxX/UObeEpbc3h32ewlLykt5NM0g67wZBv8CZjWtNwjlJKrkHLHa7bhzoB/32ItTRs8GARojaC+dYxLIbG7BMwnrgE8B/7XT8SoNaarubrAb12u7KBNI5UOQ55dgYvcGARqPBRBjc8HbswZZddhnXj43xV1j/O865B2NCJVeF30UuUr1RUq5LMMTizpLjKkpXFJqmtjWDuR/SmWqnG4T9+ZC6l9ysUtGnGK6l3qW500laECNin0RCKRteD2bprqsNaTms15If6d8PD2cJyoisJyKgnCARt9JpfAI2/V9rmpYIFkKGQo7Jc4G/ZFgrgATcJHt6NJyH2Oeqf0vcRMcVoW4LkWGuYwt00zGe6ZqJJ1ARG0ecMgiDapLPCPir+72K6RxU21bqviI1usgvEGgqei9tSSrQlGyrvodKhev4GlhSJq/L6ZohyLwm3/O14Xgpz6KNlZocBuRLWPnjdux7s5lYK5fDovZLTVdrMazKt5Q4FipHERwKjfbNQpSO95Bl+PFxlsfHh4i0HnPuDmGcmI/XgH7Ps1EPvbbaKgup+E9hD2oAnINGg7IsOT/L2FaWDLD+9tsbDc4EXv/bv+0ei4nIXO9NLav6eHi4aPqUBDO8H24DqsA7vK7xo2swAFd9WNPRShf11Z0zoRyx1teESCht83HEedZ3aQmgj9bPU3W4Ubb9aBuceoOXiNKbQw5FApinlQN8lJpdg0W4x8PvAkYdW1rtIho6LLJa8N6fCqWGkij7qkhe56DPtLDU71FdUwJ8io7TbIWcilniOFdF0y7sS21XGr5TpcYT5yetUadEvTRrI6dExxwF9JTEpt+3Y8Szlrd+7auA7yNmNzKsbHQybLeN4bS+5gsova1S0Vz4vzTY54ncBbHLVRZo+zgu14Xrk1Rseo1rws+mcC4FcMibZO8CRvQcw7Jfqt23gXFnojTjxAE5fW9DYoY6CHywsOaTBw6wtyhwWUaZ55SNhv3L6qbvzPV3sU1td5PVoF7bN7O/xSLvHVhadbtz7M4yBoMBXw8jXOn3aXjPkePHGX/kI3kupgiXalIrSpdWuCKvcgQA9TBPX/fhgTVHjJwcww90Hz6TCnbswtKdYyPvKdpsjaZ/UxtJp0s4pCA+F8twbo1ku7SEkDtj+s+Fa50Jxx9tj5Ku/F2VAyaJKV6IKWStWSNsc4qYIlbUlh5ngAmwvE1rEZwgAVCOgcpoBKZebjGrFc2rV1kpdzk7EEFT0XrluPk4BSxtSUtbAlNAT5ntMDxsJTU5HSnxrImRM6/TenlTxNuWHDtVzJtkmC8AJt86GbaZC++vwe6n2ii1NlX635ssstZmf3hR5ZNZLL3uQjYpFSCaJ4yirS7M7s/x5PxuxspK5xKzCGBlJY85UWMhOyNr2a5cO7xevuxl9Nev51F5zlnOceHIOq9mG4AvdTr+tE6S2u5+q0G9tru0TsefAl4J/A7wfuDvgX9wjn3NpkXZ/T6N48dZOzfHxMwMe6em2PWRjzCzQtpa5KEmp8/8TlnZKTBKXnSJSKhTatr7Yf1tAX5BnP2toSkCXwHJGPbwnHRuSKRFO0qZ4FVLm7chLSuxetP6sVTsJkJUDTHCO5VETi44HHr4QxL9J+cySxzsMVAaXdEWsd1JYKToV7XvXnCmlAFZR5yOpsyHWs40b11pajlZyoxIFEiOEQyn3NO1gCiW0iemnhX551htOhsB+TTKV1ZAREAJqpymu068ryrZ6LuiVjqtp/Y9QQRDpa5VpsnD+03v/bw3HfY2BrxK00vBTceQcE9VPgn17KXkuBCdrUkiSIvYtkh0YiaItX9JBp8Mn1nGHIVrwnYPDNtILtkT2PPOuQnn3NijH01jzx4ae/bE8avPehZPyHOe5T03Aw/Ashp3Ze1wHv/7m2xX291ktUxsbd+ydbvuJ4CfJgiZ9HrW+tJoVCm7ncA/lCXnZRnFYMBnrriCz//6r1d10OWkZppO6HIEuU2oIksxeVPgVTqesF1aZ1dNeAdw4yoArM9JLU2A2veRMa26rghWqTBKur5P0c4AACAASURBVA+lgEeVvwpvc8kzIllvHkuFD9JrS88xHHunN7nSHGM6Hwv8gA1hsyNYlHicqKme6sMrYt1EZFMLBF8AfBG4LtTJs+SaHUaC0n2Uglo6XGULlt5VfV4pdwFpdR/D5zZhKeOh2n1yrYrEU0KcwJzwf02v6xEV53Sfh3T1sai4xMBPzskjgE8n+2wCl2JdHicYBn8JAh313p90cYqdw5yS5eSeSoFugfj9lMMpp1TqcGp1K7EhLreG91VHbxKczGQtp8JrSz5qFohnsQX7u5DTOIm1Sa7FwF6dEu7Vr2bXox/Nj7Tb/GA4z5OYLPSHsHG7P+U9tznHI8Jxv8HKJE5Nf/zTTsd/coX3a7sHWB2p1/bt2A0kUVKrxSAB9FlM9vU5zrEbeGCe8ysXXshfvP71rGVkwlf6f2JEKMCFyM5WK5e2rSyAbR7AMcMAfS/WF7xqOjHUmDX0okecX652Op1DxcZOzQ0T+gSoukaRnZRqXQ41WzkhjbTemVgTixrb2Mzyo6PbhN+XibPRFVFrbXROGVG0R6+fhUV3kvRV26CcgGNhf2KZN4nMcTCgnw2/b8EGlciJEKCnTtaoUEy6dpVyH8NZkbTHvho8QwD0ZDtF7ep40D6k9d/EnCmVBXR+Y2ENziQS39aF40m+dZOL08+WwpoMEu5DAwNcicE4730/zTAFJ6wX0uvjPrYUHgrb5ITpbAyXSySNfJio1gbDcskHwrU5Io9iHvvbnMCcs8b738+WxzyGP8oynhSOe3vY9mcx0aF/Bk44x1bgauA14fg7iCW3neH/B4FX1YB+z7aa/V7bt2NfwR4Om4hztcEetI/AIoXbwJi0vR5zec6miy7iP3nvXz26syRKL0JEms7jTqMeAdfArTxgpY0B3f7wUoGBV+mHlckq88NT3US8EwgpXU3YDzrH5Hoh1unHvc0jV3oZ4vCNI8lnlEpeyQSirSR1v5KJAa8MQRpNCxSnCdmUYE8FLifJdARgUbSv1iwx3wti3V4qbTkWQTaIwjUVnyA5nwJzcI5jgDfqFClDo3KC7k8a8Ve96vp/klHQ8ar3nQnyaA1aYX3OxgaN6DwlnHMD8BNEwRQJ7CiaLnycbaC+9TJ8X1KJYGUVsmQ9J8Lr67GMSEr+awNLznrFc4JjEEpEJNfnw99C6pT6sBs5m3MYG/4w0akcYMS6Qbvttg0G/Jb3NIqCA3lOkdmqLWKOzoUYYfDnMfDe1+n4uW7XfQg4H3POJdrzFeDGWlDmnm81qNf2LVun44tu1/0O5unvID6EJ7EHaSVI0+vRzDJ8o8F+4OHdrtvS6fjR4TJVm1ggJKnFbVQQBYajuHS4iF5LJ1JBooS2ArAQjiPhmpR5LnDokwyRCREYxOhctWinSCx5GIt0dtTHgTPpONOVbBbjG6zWw65JW72QhhX7uSQCu9TcjmO9/DrXRwCvZaQWHVLKmzGRmSniVDaVONaEfSn63wn8S1gftQaKd5AxnC5WenzURglyGgKjNLbq2xlUs8t1/en+dA/0Ga3rPNE5S3kUIs+tC8dTe6NEVRbCvdL3inAe3kd9fwG6sgQ9YCrclyXv/Snn3HaMnJe72GUhdTgXPqMofJQbMOGHpxu2nKkL6nhyeKUZMB32WzkXAB/9KFlZsnVujqNFQbvfp7FmjfWoBzsE/Fin4z9IaEOFaibE1eGntnuZ1aBe27dlnY4/0O26l2JKXecQ553/zOi2zWZVsy6ATd2ujbZ8xzvY52x+s0BHpCK/QmRdperdsIKcoqrSObeVJDINr/WJM7rzlfYdXp/DAE2R6aqp/uTBnmFR2RJxeIuuU2n3BSwyaxNUyMIxm4xYiN4KwrCcVfgAmqWdlhZ0jQIxpcCXfNTBfzjwpRXW0Tsbe3uEKJyiLgFlFbQOTcyJu5LoPDSJNX0prUmLwLNyLV3HTaN7KZxBrHGL9LdSViMjDgBKmfLrsQxCdTgi6UxtaZJSbRM4C+m24T4ew2YYnAignKoUiuSntPcgZGjELt9AdHhUKnFEbojKJakoj5wIReMSWJIDoKyV1ONcss8+MOO9P/yjP+rGf+Zn2NntOm+vUQrIjx1jzfw845OT1Xd8HtjV7bqs01k5k1Xbvc9qUK/t27ZOxw8woPgSQLfrHkZSO3UO2u2hNPMU8J+BWe8pt26luPxyPvSmN/GOyy+3tqKVoukEIAAkhNLCUtQS79CwllEQTgeyCFCrqD2JYiGKiyhCrdTIRCjTKRE1vk+ukFFoYNFtC4tw2yQCIMEKlRDC+a0jAEk4D9WWtV+BiLTEdR7hMn3PhdY9LLKcAA6F8/HA07DMytDSEtP9C+E81cuv+zaZ/H8XRoo7iYFhgzhBT+1YWrv1WFp4pShdgASRma4sQCqiU3EsRkzRe7qeaicbEDX+vy+c71qoItQ+FrGPY6n3ikNBbIssnI1D3UYUYFLmRaQ2wjoUmIMl4ZkmNqb15qELdm5b2F4dCmlULRCfCr+f8MPKijBcT5cpm+GAhbe/3T3xl3+ZFznHNOCLgkaWMVsUNl1vZoaTIwyTdjinOqV+H7KaKFfbd9Kuxh4SUyu8dwaWth3Houn93nO00eAnX/YyXsDqgJ62aKkNTBH6vHNuLDxQi0B8k/JZakMPUEI6fgTQHbGerj75KloMx9ZnWlj9vBpzmp4yMYpT9KsBLc2Qvldk6cPDfK33/kg4ntq1Uka8at7zDJML0z5+fU592vPE9PWZGHFwtO+5xJyJ48SofAYDY12HIs2zwus6N7V96VyWwnYag5tKuY6anKwUtB1xfrmyBIU/XXWv6gNPrqMd9iX9efXQ78b6uU+F9yV6JKnYrxFFaMQWH7Kw9lPhR9oAae99K+xvMZR9Wlj/eSN8XpH7HFHJrkw+2yZyHApC+n+FNUtBXY5j1QGyZw+7zziDV5YlbjDgzqLgwGDAMWBbnrMrzylXoIxuAj5U18nvW1aDem3fMet0fB94PRalnkFM0W4l9jIfAfAe17f4b9/EBD+yZw+Tq+y2ipDDA7zprcdWEYrDhrUctv16pS+rR1h4TT9pDVb1Vh1D7XNSptPrKTCtCe+vVvNWClgEqL73vkge2unxNad8LjnfoXGjAawb4gmE19QKmIqnVEptDPeQNzBC2P/WdbjYgz+LOWHKSAjgdR0C7R1E1nQ6MnUcKhEgKa+Jl7BESM+nNXA3LNQjkpsAnuRcTnMGkoyNSHYiOBLWeyexvi8HJ5VzVRp8HfY9XEx2X5UvwppPYtmOtJ3OEzMpc1j2ZckH7YLk+3kSy+6oVu/Cemg8baohr750MNW51eaOZyOZiSGHqSh4Xpax0O+zPBjQ8B5aLU45x9XY4JWZdF/Y3+Qh4MOrHK+2e6nV6ffavqPW6fgru133y1j/6yOxB89lwEMwEAFMga7Voh+gzAHndbtuCzYO9Djw6Ze/nOuIQKQZ46nqmqLSIfUzHyd/DZLXJMoxUPBPUoMeSdH3CSCVAKBAT+CQuTj+lHCOOfbwzDFy3GgrWtqPL0b10fC72PW5gC9kJHzyoE9r5tr3kFZ8sAkMhFXXX2RYc1zRra5LZLslIpgrpb4GY0qn40QhSt5q2zRdPBXuicBXyn0VkIdygT4rUSKBdoGVVirQTZ2e5PeUpa+aeY/IYJ8PPwL/ZR81ArTuaZeDUvia4HYYc9BuIxInM+KwlNGgaAtRJlca/YRz6MPQd0Dthv0k+7RaRwTEzET2l3/J1gc9iMfMzXFuo8G+w4fpOscFznFgYoJyYYEx78UT5Rai0uA2olP5L8B/73T8sZUPV9u91Wrxmdq+J9btulcDDyP06I7YeViEVRAiPO9peM/H3v52/uJtb7PU+ChIOpsAJ9GO/kiEq0lY6WspAFVRHzEd6n0Uvpnw1tKk9qEJ7MFYpbxJarvhQT2JZShuWo1pH/a9kRjpVVPcwnu7vfd7nfU2q8VMx1sX/n8knE8/Pefw+VksuhS/4FeB/4HV/nsJEG0iApui+w3hGgXuuzHSWU5ki6ven2GAX81aD/sdYI7EsRGugSJmlQkU3YsoJjDXvqqxuElmQox66QHkRKW9KSz69Jgm+fdjqffjPnY3aH5AGT7TAB6NgfYh4uz0VPf9DAyoU7nVCtQTR2lN2GaO2BHQx4B+v9ZZ35Xwbys5nnrdhzJAyf1qeu+XP/IR98RWi1c4R9bvU7RaZKFNbSZc92ik38D62Z8V1mcCOFQPYrnvWh2p1/a9ssuxB2gaZYKBy3bg89gDEe/BezLgqc95Djf+3d/5D47uLDzo13nvb03q3NUDzcdRp6ex6Bl5wBKjMDHbPTYpa4LYRqR6tsA3JTmpHrwRm2++IqCHz8xgALscavQlCWkubDdJqN2ORNdyShSJivWerolkWQn/z8LvLqnlq39c16oa+RjR6ToLa8mCOEZU5DUde5Egc+rjPPAZRoDFDcvzirA2TmTaq82P5Fz6CWim6fYxonzqXPK7JGzvZFi/XmlxOQwiJU5iIP+vWEZpL8MOm7IH+l2cC11TRuxAUMboQNj/ieS1feH85MCJ+a+/A3V9LGt/cl67Xbftox9lR1nirriCg3/zN86ddRa/lufcCSyVZTWyOMei8HOwYTWpbQEuC6TWW6ntPm81qNf2vbIvAx8FnkKcZiVZy1sIgA5Wbw/jHw+22zy723UrkXm2E9vXPKFFaiQNXeq1JI2uKFARcApsbmRbaYMvEOeAh3P0ZVK2b2Fp2pNpyji14GBMe++Puij3qRRudf7hmAtJjTZVX9O1Zd56oZv2dkUM9Bjg3xl+/ylMq3+BKIKjCLlHVFPzGBirbr8DAyMBoQRIVBtW6WAei2RPJeBWtWyF85PzI1EZiEx3HU+RfzrlrghOT4aVJNKZ4KnAjrTRJfF6JDmO9j0TtlX74e3ElLtU6SpN/8QJEJjLOdQ6q+6vNryNxCxOymUQ8XIRm6K2EK5N2Zm+i1K5OhYf/7h7QLPJi8qSCwPBLfuBH6AsS1yW0XBOOg7gXNWtcGO4bzuTc5kO9/Ed1Ha/sRrUa/ueWKfjy27X/VdMlvIpGJhfiUWEF2m7orC5zq0WAww0tmMP40o0w9nksxMC8ACwejhXAjIBGJpJVDT6GsQUeulsXKui4Wksmp0Ov/cYJs/JWsnPnW4FkZsASE3v/VFGLIlAwcBzYbTMkO6K4YixgKjW5qzPXZKwDSx62x+OMR/WfAMGagIqyZOqV3wrFnEK/AXgcHrNd6j8EP7Ve6meu8odWjcNXYGkrBJS5BJq0Xx2AeUgnD/EVjml9EuGJ9atCde3PnxuOZzDyeS69Z3IMJytatbJ6y58ZgcmzFOG803LCuPYfbuZ4eyPWhR13XKs5MhoodTuOHDOuXe/mwuzjN8vCgZZxq3OQVnaNTrHE5yjHa7/RJbhE0a7jvUXwBPCunwG6IYRyrXdT6wG9dq+ZxYELr4YfgDodt1/xNKfAOQ5ZVGQLS7SznNcAPcKqAPoTnnvU/lTCNFTCqoJmOck4BEiJKXV/YhzMIYBi+Z/DzBW8ryOn6SxpZi2DUttppGeHvBT4RjS/V7JVGuex8oRMp+AzBAhLd0muVZJx5bAM7ChHZorr9T1HJEUJuEfsb2bWH1Z6WBFwGrjKsI+dD8yrK1wHBPY0chTXZMEcHQdEqoRM70/AqYFUdp3PVEDXb30Vdscp8vJipi2FnMS/zWciwbnqDPAjzhSJbAQ7pMyMlpviDr4qXww4ZwnMSdo74gjp9nq1fcrHK+HTQWspumF43jn3NpnPxtmZ3kVMOec9ZTLvRsMyBoNjmLp9IcD3fHxIQXENnCs0/GfAD5Bbfdbq1vaaru77Z8YVi6j1WIwPs5ynrPx+HE++5u/ydQnPuGe1+26V/3+73MpkWFcWQCHSn41ATLgtJntYA/VNA1PeLATADjto65S4eHhrQhRRKhDPg7z0HGyEDn35RCsZIEsJWnbEgO00Y7iVKlu9BpSIZppojraBcSZ9mmb2ylixKsWK/Vh3xauV9en4SIlw6RDZQIKzEmYDuubCqWMDqwRJyAdLpMGFe1wDmpH07X2MEeiTYxydc6pqt0ZwMEkG6J7WAkX+WFlOpfs6ypMQlf6/+nc+qHshMoz4bvSJo6wTa1yfNKsTjj+AmESW8g4VevwkpdwYZYx6RwnVYKyz+FCVK6ywRiWcUltA3Aa96S2+5/VoF7b3W03Y3Pad2JpU7CH9PY859DMDH/3mtfwDO/52fl5HnvJJbxszx52rbQjgWpCzNIEtyFBmiRKq6JE55ymq6XtY6oTLwJj4WGeDj5Zw0gU7mNfu3rVV1JE03HHwmekda9Us8oDFSj5Fca+wlCvujTzHfBYLPUqawBrvPeqNy+Ff1VT34Gl3NPauiLWitXuYpugzk11ba25HB6VK9D6EtP4DhNq6Yd9rg1rD8PDYKRrLpLeIgbkaYpeDsDJcF4LKUeBYedDKoRlkuYXGe4YSTaG6CwI0Kt6d7hnErGZ8CNDdwJQnwz3RiRHrZHOpwz3S7yEAVB4T8d7lrwXrwBXlmRlSZbnlFja/UBYg53hkPr/DcDHqO1+b3X6vba71Tod77td9xbsofQcDGB6WNTxnk7HH+l23dnA0aJgLsvYsm8fu51zdwC9PXuYwFrlGtggmRNEspnS6t4FCyBYKZkp3e69V7o9lXpNx3z2iTKtem1zOG+SzzaJA1EckXXuk6jNhZT1ijPaiZG1AH21/uU0ol+LgQlYTfX3oFKsmwSOh+tS9C1g2xk+dwcxglbqXCCt8xZZcFSytBfW4kg436p1LiH/SYlOqnPN5PcGkbWvcyyJginpMJkxIhFMTpfWoSTyL6rWOqLUrT6r9a2yKsk1pjoA2vcdYZ1OhH0vYGUSERJJrjX9bDqZTfvSOow/+MH0/vIveVxZ8vTBgPV5zkZgyTm891CWZN7jWq0h5+LfiL34O8P5/APwvrp2XhvUoF7bPcACs/1T3a7bQwCTkQETHwUuGhtjEjh84gRXAdlb38oFRcFrnGM8y/DeM/jwh/njpz2NL196Kc1u152P6ZX7PXu44Xd/l2udTbtSnXMSS8GP1rubBLGWpH4uINN5nU2Y0606fnAQ2kkKOK2xu6TePwHMjRLqZIE0NUES7Y5aSv4LYCKm8/nA14lkL8I1Lrsor6tr0SCX9UQglw67x1Lra4jypqpvC5zULXAKIzQe9lEcSNG7MhslBqqKjlPwFBhCrLeL2zBPdAqk6+6T7aXdvgH4KvAYjIApJTc5MR4rc6wkGgNhnG+yX12HsiWTYX3VOpc6W6PkODBFOWU0qoEsxPp+8cY38v8VBc/MMo4CRVmy0znWes8eYDFE56PmwzHeBvxPYFDLvNaWWi0+U9u9wrpd90Csbnp1p+OPdrvOFQVv8Z513nMssIQnm01aZcmfliW/1GyylviQ9kXBHQcP8qbnPtdfFdKkEghJR6vm4fdeEmUVgVynHvE2BoCHianeqbDditFSABKBw6IfVsZLt9tNBI8qIg7gqTrqAnE8rZyTjRhZ77eAPyZG0hu99wdCxF5gqeMBFmkeDP9mGKlMQJ5qx49hoKRsRRrhClynMUC7KUk561qlVieiGQw7SPpXjoIGmzSJmQfCdn2fiL64ONe8gU0L/AbQAT5C7GVveO+Xwn0d897PJxF1RmT5zwAPwOYXLBAdFknFrgFuDw7X9lGiZsi8SAc+FbAZqqsHx6G1Zw9rgbcMBtxZlviyJGu1mMoyHgdcw/CkuVHbAbys0/E33sU2td1PrY7Ua7tXWKfjryOKoQBszHO2ALcXBdlgQJ7nzJUl5zrH67OM24uCfYp2gqDN+k2b+C9/9mfud4ErEuY1SVSVtsWNY+phA9uH987EYjZj0bAiTQmurBpZh22lONZ0K7e+6fij6fZ0vKj2lZoixK0YUAt01wAnEvBTK9kZWG22hwHvUWLNWpPeFJFWjHRiRJ0CtGrTp7C536qbTxNHnaYCKz3MqUlFfKaTfUnq9Tgxna6UtUoCWQDHVAhn2Vvv/kK47qr/POw7w+rqus+pABFhDTYDXwqv5QHQl8Oxx7H7pp59wvmLvzET9iGVv7RzITUHZIuLnNdu4/LcJIkDGe4o5iieyeqgvhVLwe9d5f3a7udWg3pt91YTKzvLc8o8pyxLkzb1niu859RgYOIiapPznuNlyYaHPYyf3rOHK7pdazfbs4eFxz++YmdLmnQMS8Gn7HiHPVRvIwLDOuJ4TlYBaw1lUVuc6s1p65vS21Wrllrvwr9pbzXhfYHUNCZF+mLgbxjuPVcNXFK46zHg7xP7wI9hQHg0XJ/kY9OadZnsJwV0MdWPhX1LVEiEtx4W9TcwMFckL912Rf5qrxvHHB85BBqEI6GdCWLv+pDz46ylbgFzMNRCpzZFlRZ0XcqwSLtgArvfKqNoJKzW+w4sQnbAbS7KB6vN7wTmAA6BuPfeX3aZW99s8h+BM975Tq45dYq3j49XtX0aDcpGo3I+rsGU4XaG+yBRJmVDrgf+qE6517aa1aBe273SOh1/qtt1Hwf+AwZoZZbxIEw+8w7vcXlOEdjDrtej2W7Tbza5syx5JEYukrDM9R/8IO992cv4/C23WLQeUrbNkcNuwWrQc8S+7uMMi45kbrhXvoUB8JDSXACPnDjIRSCu/1fErSTdnNahZWqfEpCeJEihhrT7GJHktwYj8GnSmvrWi2SbJaJzI4a7CHLqD1d02iOqtc1goH6cOEgllVkdABNJxmGZ0FVAHKCj86nKGeH/AncYJu25ZNuTGGHy88T2PRe4BLpW9ayLkEdyj9Q5sSYcaz6sud6TQ3cVCaM+7KL11rfidu7kEd2umwT2v+99XA34N7zBTV14IX+W56wfDFjatImHb9nCJPCWcK1riZG/Sha/Ho734xhXQWS9/wl8utNZdZJbbbXVNfXa7r3W7bo28DzgR4g17u3ATQBliVteptnv05ycZDFIz16Akdy+mmXGXPeembJkXa/Hu37u5/j/3/EOHHDGnXfS3LyZ/Z1ONdhlu/f+xvD/tdgkNmme+yQKlVCMRqKORpSpzrsIaorQz8LETPzo9klNfRGLCvvOuV1YlPxC4F1YFL6WSA5T1L4Nc356yfG2YFFtL/xootsisYddM8IljaqJZ30MbKUj3yOq0S37OIWtTSTLLTHMmm8l57ImHEt1fLWFpe2IyhiUBB5EOMaOcD4Pw+rpcsYUeVdT2oglBDklJNvvxjIqX01S59KIb2Pfm68z3BWx9qMf5eJWi18oy0pbvvSew3nO72COzu8Bty8t0Robq8SKnh7291pi+cFho1D/OigwOqz84IHFOjqv7d9jNajXdq+38PADU1H7eZLBFd7D0aPMFAXZ1BRrx8c5DyiLgqudY3+eUw4G5M6ROcdO7+nmOQ8DmkFruyhLLvujP+JrH/84/4w9ZB0GQGM+zDkX+SqJ0CcxQD8tqkpAOg+f0SCZHNjlvR9tk5OTMIOBk2ReB9iEu5uAVwCvI/SkE+eitzEy3GFiFC4BmHOwdK6Y9hPEGd+KnFPxGNXZ03r7eozYNx72sZaY/hZwKqpNGeAQR6eKFKe6fxVJJ86PInpZOsP8HKy97Pux/nxF88UIqPfC55QlkcIdRDnZJwGfImYBHND/5V/mUY95DI9bu5aLm01yYN/iIu/fu5fyvPP4Ve856BxLoQsD55gN5/sXwG9jJRut4xnAMzodPwiO6UPD2l/f6ZymlFhbbd+S1en32u71pgim23U3MkJMcg7WrzeAGww4v9/HO0cryzjhHL7XoxGYx3mWcU5ZssN7PuccvTApLl9a4id/7dc49vjHc/xVr+JG7/1iAIpl59yYN+W00pmpLiywP20EbPK6H+lTL5L3ipH6rBv5v9LiHptd/+7w+iyxR76JtXodJ45TXQ5gKNKcGOCTRAnZNeHz6fAXpbAhENPCdndgwCiQHGd4qEoWHBgBazqYRtdyPPzb8N7PhTUIeudVlJ4K0zCyNpJ4leKauAlKkytKh+Hvh/a9RGTdiycgp6R85zt53saNPD/L6J86xeLUFEeB2Szj1847jw3OcRtJf3mwo1jWaANGajs7HGcC+IcwNY1Oxy8DX6C22r5DVoN6bfcluxoDmRlipFpZo2F12rLk2LFj5EXB7MQEixMTLAIXe49zjqwsGeSh8tvr4ft97shzpi+5hFfu2cPPan8h4mup5o0Bk9TG0klumXOuiuKxv7ueH9aohyha4rE+5yLs1yeRPcm227AI8CexaWwzWH1WTHUJwkCoLyefl/LZZNiX9NV9WLv1GFCuwSL9ZQz0dW0DZ3Ph1xHJdkqday3ycO06n3ToSiMc+0j4PVNWQ+sRgFssebHfJeijZ5ei/nOAPeE61IKYq4WM6NTIJDM7H16ff//72XXVVTz5kY/kP3hP5j1fazS4tdfjRc5xs/f0y5KpLGMwGDDnHHOhnJM7x/6iMP5Gs1mVGBYxud7fwNLtm7GafK3NXtt3zWpQr+0+Y6EO+XqsTzsdLiJrAv0s46r1600Zrt+n0euxsdlkHbDgHL4scd6TO4c/eZLpiQkWWi3ucI7t2LCQf9EOQ9Q+4ZzrYcIzijQrwpzIbwm4FSMM+QrEnIV7RWC7a/RoqnammrDDAPQHsVn1YrtrIpoAPSPpiw/EL6WAbySyxI8Qo/92+HcbBoYniN0GbQyoW+EcThLbvrKwrQiFYqmnDH/ZBiyjINW81OFIrzk1sdVTCVq1zqWZhJSUqBY5OSxNZ7K0JYHk+MIXkj//+bw4z/mRCy9kfGGBE1NTzA8GXFoUXNBqcSTLuB6blObBvjfj4yyVJcveM9vrscV7jo2PD82Sz4Fep+PnMKerttq+61Zrv9d2n7JOx18DvBKrse7AUqDbw/+vw2RdK4GYZpPB2BizWcYAGO/3Odzvm7N7+DCzrRa9sTF6IZZeAn5ohcN6TAe82m+IsEfnuKsOnTKvVYsfAjFvJiU2cSUfNwAAERhJREFURbslUdkNLIq9BJt6p9a6DAPVYyT93c65sdBGJpBT3VpjSUUKW4PVxbWNJpQ1sNRxgUXwU0RHQFPfVBaQ+lvpvU/LCKpTr8OcAbX0nSaDO0IU1HoVRKU2tcUt6lgMT3lLz0mp9AZRU0Ase17wAl6Q5zy9LNk/McENR4/S9p4F7zmRZVYfL0suGAzIsozy8GFmvcctLDDuPfuyjGx8nA0TEyyNjOJpA58evbbaavtuWh2p13afs07HX9vtupdhdcwd2MP7Jiw1/gbsYTs0ttL0ZyhaLfbmOf3lZVrNJv3AmndFYYSpPOfMbtf97ic/yfpu1/3zH/4hH8CAZBBS7L7bjf3nmOBJ2gOvWnEqTLJSVAqYc/DCFzp/ySVsuP56th48SHP7do7/yZ+wDovGr8CA+BQGYNJyV6p6npGafohUNfFsJpzXLFQz7JsYaJdYBmCOyM5vY+p1TayEMCS4kxDQIBlmk2QcBKqekdnkyXYrCbboX4nPSG61Tcw6aNpdqsMu9rrOqQcsP+1pFFdeSf7iF7PZe55dFOzPMooAyt576PcZb7UoypIl59jW67GvKOjlOcX4uJHiMCdxO+aoyBpYJ8DXsPtTW23fM6vZ77Xdr6zbdU8CXh5+PYE9+B+CAdXnMJZ4ZfrzCMI2W5xjt/dc7xzz3rOxKHj3k5/s/+a1r3XZhRfyw+vW8UwsUj4KvPu66/jwi19ckdEgAKOP0qWkwOac2+293xvOdQL4AeAnvGf78jKNsqTRbtPbv58b/vqvad5yC7+2bx8zGKhvwVralrAIthn6tLMRUH9AuHaNOj1EHAnqialxqbVNEIVbRIYrgGOKqNWjT0yFb/Te35G8J/b+fDjusdHsRNh2NfEelRVkrT17WHzykzm73+d8bD5AlRF4xSsYu/himn/1VxT/9E9kYX3yT3yC88qSn3GOc8Ia3eFcpeNPllHeeCO7Z2Y4NjZGPj7OI7xnwTkmypJbmk2uHj1nrBVO/e86908Af1sPWante201qNd2v7Nu120DngxcjD2EbwWewjeR3vSeC73He8/Vy8s085ys2WT6CU/wz+x23YvKkp8M/ckngQnv2dTv0221TAEsAb50PGilFBfqzru993u7Xfd44GVA23tOliVzy8u0lpdpTUywdPQo55UlE9PTXLV/P699yUsosBrxQiKcI7a4dMwlbnIBse1vnshIXyISyJSml6qaGO4aG3qEqHWuuriOkWOR65Hk+jQYpo1F+Cu1+okwNwrqOh+3Zw8TBw7w5M2budQ5tp08yfSRIxxzjrdceSXdSy9lc7PJc/OcRxQFeb+PbzT4wKc+xWWPfSznjI3xSiyTcQxoZhk/UBS0ej3+uSjw3uNOnmRNWZLPznJ0bIyL87wa9TrHykz17cCrsB79SeBQp+NPrfI1qq2276rVoF7b/d5Cn/ufYw/ng6tsNksUCbkFwHvGy5L2F7/Ib1xyCW/OMm4fDMiaTQZhdGae52zFMgO3Y45Ep9+nBC575zv5zN/9nZcsrWrvZ+7Zw/cBLwEOFAW9oiBzDpaWaBWF1dNvuokH7d7NNePjTPV6tL/8ZX7nta/l3xJCXFtROjGd3sCA9YEY4PaxbgGl6qeIsq+eIOsawHYNBrjHnHObvPcHw75bGEing1xyYMZ7fygA8jSRvJaTyMWm5txQ2WL09exjH2N3lvEHwHQY4jN36BDrvWd20yaWsowl75lyjrnlZY47R1mWtFotm0aX50wBpwYDlpeXrd7eavHgRoMd3vMl57h9pCYOxvy/GHNwTgD/OvL+GVgHwi+NTBasrba7xWpQr602oNt1m4HXY6nnA0Shkwb2YF/E1L9+CRu40cMA7Q2AL0t+ZTAwedqyxLXb9EPNdQcmSXsx8CDvOeY9ObDWez790pfyJ9deaz3LH/iAO+PWW3n+gx/MU8uS2zGmvs9zSu9hcZGxfp/G/DyTR4+yaccObioK8nab8fFxlrOMX+x0/MGEZT/+/Oez7dJLuWh8nC3NJoNrrmHh8sv5/Gc/y7E3v5np7dt5cqvFRYMBU1nGwsIC37jtNj7yutdx9b591RpMYpHygChrWhCj8zZRvU0sc7BofRB+pNXeJpD0Vujdr1LvwdHaBUwfOsSpZpNsepo3FAWDPOeYWsduuIGzN2zg4Nq1zHvPU51jsLzM59ptTvX7NLLMZgI4xzlZxpblZT7XaFgppNlk4BzbgIeHez4K2LKzMIGYW7DxrgPMAZrFnLXf7HT84VU+W1tt31OrQb222oJ1u24WeBbww8QWKI/VR9/T6fg7ul03jUXcM8CVnY6/ott1PwT8CkE1LCiKyXZgU7UeBtwaom4fWqN27NvHqz/3OfY/4xn8Qp5zkfc8NM8ZANd7z41ZFkl0CwsG6jfcwPm7dnFdnlPkOcXkJIvANud43xOfyNuAzc97Hmuf/WyePznJRc6Bc/Scw8/Ps67Vomg0yBoNa8kqCk40GiyXJc3BgI1ZRtZocINz/NHjH89xDLAXAYIs7b4R0Ry1yqnlTGIzZ2K1edWax4nR/2idPwufLbtddxGmDLi9LCnLkqZzzHjPUqPBtd5DUdggn298g/PPPpvrmk02hDXGOfYuL7N3aYl2luGbTXphrOkPOsflwFJyjxpY6eUISaviiDXDtXwacwCamOTue4HP1HXz2u5JVoN6bbWNWLfrxjHSmQPuDH3Gd7X9GcDfEgbLJG85LKV/I5amPRoESgTs27zn753jXODhec7iYMAj85xTWHR8tXNR8nZhgbEjR5g9dIhtO3dyQ7vN8sQES1lG2e8zXhRsfOUr+dVHPYrGM5/JbzcaTAJ3ZFnsrz56lG1r1/KQPGcMODYY8KU8ZzGo6zVD5N/Lc2Z7PfJbb+U3X/Qi/40krb4WWHzXuyg2buSRwDMxpndveZnPHzjAx174Qq4Hpicm2PT2t5PNzjK2tMSdT30q8xioF//4j25i7VoelWVcAvSWlvjc2Bj/ClziPa8uCk4AJwPwjjvHE4PK3xe9N2GhsiS79lrOPe88vj4YcF6jwS7vWXKOFvDJpSUaExMshn1k2PCfKzFZ29QeGt7/OjBa62+F6/vrTsf/Y7jfrtZhr+2eajWo11bbd8C6XfcibKrWYYxQNYGl7T+JAf1jsN751HYA7wF+zHtu957vL0s25DlzztHwHg90waLKuTkmrrmG71u/njtmZzmyZg1zCwuMLy/TajQoxsbYfOQIf7FhA09vNJhxLvIDvIdej5b3dJpNXJax4D2TWcbxsuQLzuEXF03rfXyc5V6PZqPB2ixj6YYbeMnP/zxzmMrckQ98gM3j4/xhs8kmjFU+B+RFwUbncIcO8Z65OW7etYufLkvOaLXoFQUN4Iq5Of5bUdCcneUPvGejcywG9bZ2WXJTEPg5leemJRCcoG15zkOcowcMnOPTRUF26hSTt9zCA848k+snJ9mS5zyAOEHvi86dJj50QbgX+zGiXAtrC9wLfBAbXathNWAR+TLwVuAjNZDXdm+wuk+9ttq+M/Y/sPrqTxBnYf8VNnXrfGxQiBTfwNTPCgxQyhBNrnOuiiwHzjEFBsjew2BAvrjI2ulprh0MaBw7xtqxMZbWrqWZZVzsHFObN/O7znG4LNkbhFMqW15m58QE7SzjRJDEncfq3jNlyYmggd/r9WjmOaVzHAG2n3MOz9qzhy+89KWcfPObGQP+S1kyMxiwT3PAvWcA7O/3ac/O8tKNGyHLuG5hgQOtFktFQbPV4iFr1/J67xmUJWuc47Yw5945h280eCgw6z2fKQprXxsMyPPciIJlSQFM9ftsco5jzuHPPptrJydZcI5DwAOS+zEqrNXC6uZ/Gu7RgzCexHuBd4VRvp/GxHzODffqWuALnY5foLba7iVWg3pttX0HLDCfLwcu73ZtIEsyaOarwDuA5xLb2QrgjRjxKsxhJ8/zOKObMGfbOQP1gwc5Y80aDrZa9KamWAhEvDHg4d4zCP3U25xjMs+5oSyNtJfnBrx5zpnOmeiOpol5T+Ecu7znq4MBebNp24eUfdM5zgJ+ryi4+k1vYgm4DDgjy7jNe9M6zzJ8WZL1+zTKkrLdZsZ7GoMBXwEaoX7tMVA9L4y6/YL35I0GhUC9LFlwjnPKkrEsM3W2pSUb++qcTcxzjiLPyYB+uz00te04Fn2vDb+nNX+HlVPe0en4zwGfk0BQGn2H4Sr/FH5qq+1eaTWo11bbd9g0gSv53QPv6Hbdp7AU8AC4otPxxwC6XfdhrDatuLoVfr6ifTgHD3wg169wuMnwuT7QcK6altbMMvre4wM5r5nnTGcZR1RfD87CMrB+aYmWc/gso8zzSlntfCwd7Xs9FsbH6WHDSb4MkOeU/T65cxTLy7QAPzHBGNB0DvKcdXnO8fl5JsbHWRoMyMJ40o2K8OV4BNDuOYcP9f4lgMlJljBn4MHJ+gz1sSd2BfAoYvveNFYGaWNkx/+V3JPV9lFbbfdqq0G9ttq+R9bp+P1YPXfU3orV4v8YizSPY4D+72mT6mFRfqropvYzAriW/T7tZtMGr4xUhj3QWFhgYmaGk8mEsRyrN89jwNjwniMYYEpylUaDYnGRtnNWi8eA1IdzGmu16CsSz3N82F81bS7L8CHjAMaUh9Nlc/tYaWNXuK7RWnm6FjdjPIQxbC1vxTIo36hr4rXdH6wG9dpqu5stRPbv6XbdPNYHf+s3+Uhqp7C6/G4sIi2wlP4QgDWbDFg5ws2A3saNpwGl2vkcQDJ9TApxlU1MDOnoLybvl87B2BipPvwyplJXReOJTQLfwOr8p0au4UasrezwKtcB1mlwNfDGTud0xbraars/WA3qtdV2z7HPAv8J+7scfJNtU7sWi1Jvw9q1LlxhG41H1aQ02Rgry+OWYV8aiLOICfPcwQioj9g8lmnYxAoz7bH+/jcDj8fAXfPUN4VjvhSbhPeUsH06jOUPMSGYBxOHz4BlD3Lg88AbakCv7f5sNajXVts9xAID+0PAj/GtResaePImLFV98QrbFBjo7yROaBM4377Kfq/BQDjHQPdW4K+BV7D6zHOwEkMrfFajWycxp+DL4TwvA56DCcaUmLDLuzodfwvw9W7XvRd4NNGR+Gyn4w8GpbkHYKB/JuZwXAt8rNPx38qa1VbbfdLqPvXaarsHWbfrmpgc7cMICnXfxIbEUQLo/RZGGBv9/BTWL68hLdNYDfrrq+zbYZH672Ppb/W9/zymvLcfhlLrYNPuBsDrgEcCl4ZzPIT15H+004njWrtdG7Va17trq+07YzWo11bbPcy6XTcG/GcsUl1gZcKcNOkzrB/+/yQtdGPY1LBHYOntdGLYudhAlwGWXj+t/p7YTuBTwJ+moBuA+MeBn8TS9xDT+tdiKfDbkm0bQL8G7tpq++5bDeq11XYPtACGF2Gtbg9N3nLEOecfw5TObl7h802ggwmtbCWmyjMsYh8HbmLluvcabFjJp4E/C/3bK53jOJbq34hF7F8Dbq7Bu7ba7j6rQb222u7hFua/n4fVpQtMlObKb6ZJHz6rGvR6LJI+iKXcH4MB/tnEKFsOwz7gXcCeup+7ttruXVaDem213U8tAP7ZwDmYw7CARe//t707pgEAgGEYxp/h4Owfg0U2iahXx9qGn0QdACLu6QEA8JSoA0CEqANAhKgDQISoA0CEqANAhKgDQISoA0CEqANAhKgDQISoA0CEqANAhKgDQISoA0CEqANAhKgDQISoA0CEqANAhKgDQISoA0CEqANAhKgDQISoA0CEqANAhKgDQISoA0CEqANAhKgDQISoA0CEqANAhKgDQISoA0CEqANAhKgDQISoA0CEqANAhKgDQISoA0DEAq2tBk3vQDvkAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8,8));\n", "pos = nx.circular_layout(G_junaka);\n", "nx.draw_networkx_nodes(G_junaka, pos, node_size=degrees, node_color='y', alpha=0.6);\n", "nx.draw_networkx_edges(G_junaka, pos, width=eweights);\n", "plt.axis('off');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Иако значајно лепша од прве мреже коју смо нацртали, ни овде не видимо довољно информација. Велики и битни чворови су груписани заједно, па су и тамније везе међу њима скривене. \n", "\n", "Пробаћемо две додатне стратегије да повећамо информативност мреже коју цртамо. Прво ћемо прикупити у једну листу сва битнија имена која смо разним алатима до сада издвојили (највише помињана имена у књизи, имена са највише суседа у мрежи, имена која су део веза са највећим тежинама). Ову листу имена ћемо искористити да њих означимо на мрежи." ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['Moscow',\n", " 'Dolly',\n", " 'Vronsky',\n", " 'Sergey',\n", " 'Stepan',\n", " 'Alexandrovna',\n", " 'Ivanovitch',\n", " 'Arkadyevna',\n", " 'Agafea',\n", " 'Lidia',\n", " 'Mihalovna',\n", " 'Varenka',\n", " 'Nikolay',\n", " 'Ivanovna',\n", " 'Alexey',\n", " 'Konstantin',\n", " 'Alexandrovitch',\n", " 'Levin',\n", " 'Darya',\n", " 'Anna',\n", " 'Kitty',\n", " 'Sviazhsky',\n", " 'Arkadyevitch']" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cesto_pominjani = list(likovi.sum().sort_values(ascending=False)[:15].index)\n", "najbolje_povezani = list(broj_suseda.sort_values(by='Broj_suseda',ascending=False)[:14]['Ime_junaka'])\n", "bitni_likovi = cesto_pominjani + najbolje_povezani\n", "for (u, v, d) in G_junaka.edges(data=True): \n", " if d['weight']>50:\n", " bitni_likovi.append(u)\n", " bitni_likovi.append(v)\n", "bitni_likovi = list(set(bitni_likovi))\n", "bitni_likovi" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*Ако желите да истакнете више или мање имена на мрежи, промените параметре који су коришћени у селекцији битних ликова. Издвојили смо по 15 најучесталијих имена и најповезанијих имена, као и све чворове који су повезани везама веће тежине од 50. Ова два броја можете варирати, или ако имате јасне јунаке које желите да видите означене у мрежи, њихова имена можете директно додати у листу битних ликова.*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Друго, уместо кружног распореда међу чворовима, пробаћемо распоред **fruchterman_reingold_layout** који нам даје мало више опција за контролу. Овај распоред је базиран на алгоритму који са једне стране покушава да привуче два чвора ближе један другом ако су повезани, али међу чворовима постоји и одбијање (пошто не желимо да се преклопе). Како је за велики број чворова и веза ово компликован проблем, алгоритам има фиксан број итерација током којих распоређује чворове покушавајући да избалансира ова два ефекта. Контролишући број итерација у функцији (*iterations*) можемо посматрати различите распореде чворова и одабрати неки који нам се чини визуелно прихватљивим. Како алгоритам увек креће од насумичног стања, фиксирањем **np.random.seed(70)** обезбеђујемо репродуцибилност слике која се нама највише свидела (свако ново покретање ћелије ће довести до исте слике, али пробајте да коментаришете ову линију и да видите колико се ситуација разликује, наравно уколико се вама нека друга реализација много више свиди, број 70 у заградама може бити неки други број)." ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10,10));\n", "np.random.seed(70)\n", "pos = nx.fruchterman_reingold_layout(G_junaka,k=15,iterations=150)\n", "popular=[]\n", "pospop={}\n", "for w in bitni_likovi:\n", " if w in pos.keys():\n", " popular.append(w)\n", " pospop[w]=pos[w]\n", "nx.draw_networkx_nodes(G_junaka, pos, node_size=degrees,node_color='y',alpha=0.6);\n", "nx.draw_networkx_edges(G_junaka, pos, width=eweights,);\n", "nx.draw_networkx_labels(G_junaka.subgraph(popular),pospop)\n", "plt.axis('off');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Сада, са назначеним истакнутим ликовима и новим распоредом чворова имамо далеко више интересантних запажања.\n", "- Примећујемо као и претходно да су најистакнутије везе међу именима и средњим именима истих ликова (Алексеј Александрович или Степан Арадијевич). Ово се може исправити спајањем тих чворова у један (испробајте ово, детаљније инструкције су у задацима у наставку). Међутим, некад јунаци имају исто друго име па смо се ми одлучили да овде сачувамо сва имена која смо издвојили.\n", "- Примећујемо разне кључне везе међу јунацима књиге (попут веза између Ане, Вронског и Алексеја или Кити, Вронског и Љевина, затим Љевина и браће, али и много других које ће читаоци сигурно препознати)." ] }, { "cell_type": "markdown", "metadata": { "scrolled": false }, "source": [ "На тему анализе друштвених мрежа, један од најпопуларнијих концепата је прича о познанству свих људи у само 6 корака (енг. six degrees of separation). Ово је популарна верзија битног запажања да су у мрежама које нас окружују, у просеку, свака два чвора јако близу, што је последица постојања пар јако добро повезаних чворова кроз које онда пуно најкраћих путева пролази. Хајде да проверимо која је просечна удаљеност између чворова у нашој мрежи. Наравно, библиотека *networkx* има праву функцију за то:" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "2.134370791560676" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "nx.average_shortest_path_length(G_junaka)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Дакле, ова мрежа је чак и боље повезана! Свака два јунака ове мреже у просеку имају једног заједничког пријатеља који их може повезати (ако је између чворова пут дужине 2 значи да постоји само 1 чвор између њих)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "У овој радној свесци, наш циљ био је да продискутујемо анализу текста и даље од фреквенционе анализе, тј. једноставног броја појављивања речи. Урадили смо ово анализурајући број појављивања ликова по поглављима и видели да се неки често појављују заједно, док су други у готово комплементарним поглављима.\n", "Након тога смо отишли и корак даље и реконструисали мрежу повезаности међу ликовима на основу помињања њихових имена у непосредној близини у тексту. Иако је ова анализа базирана на врло једноставном правилу издвојила нам је неке од најзначајнијих веза међу ликовима из књиге. \n", "\n", "Мреже су поред лепих визуализација и изузетан алат за опис и анализу система - од генских регулаторних мрежа (које повезују гене који међусобно интерагују), преко транспортних мрежа (које повезују различите линије градског превоза и помажу нам да уочимо најслабије карике) до друштвених мрежа (реалних или виртуелних, чија је анализа битна за прегршт ствари, нпр. ширење информација), те се надамо да ћете наставити да их истражујете и самостално. " ] }, { "cell_type": "markdown", "metadata": { "scrolled": true }, "source": [ "## Задаци" ] }, { "cell_type": "markdown", "metadata": { "scrolled": true }, "source": [ "1. Нацртати још графика појављивања имена по поглављима и за друге ликове. Покушајте са Кити, али и са неким од епизодних ликова попут Варенке. Да ли се ови графици некако разликују од претходно нацртаних за ликове Љевина, Ане и Вронског?" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "2. Као што смо истакли раније, нека од имена (чворова) у мрежи одговарају истим ликовима у виду њихових имена и средњих имена. На срећу постоји функција која може да нам помогне у вези са тим - [contracted_nodes](https://networkx.github.io/documentation/networkx-1.10/reference/generated/networkx.algorithms.minors.contracted_nodes.html). Ова функција нам враћа нову мрежу у којој су назначена 2 чвора спојена у један, чувајући све везе које су претходна два чвора поседовала. Испробајте ову функцију и спојите имена и средња имена неких од ликова. Нацртајте нову мрежу, али обратите пажњу ако користите листе са бројем суседа или тежином мрежа да је и њих потребно прилагодити новој мрежи." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "3. При конструкцији мрежа базираних на заједничкој појави две речи у близини (co-occurrence networks), параметар удаљености до које сматрамо да су јунаци повезани (ми смо користили 15) је слободан параметар, тј. одабран је помало арбитрарно, а помало на основу искуства и испробавања. Уколико је овај параметар превише мали, најекстремније 1 - то ће резултовати тиме да има премало чворова и веза, практично ће се успоставити само везе између имена и средњих имена. Са друге стране, превелика удаљеност ће за исход имати потпуно повезану мрежу. Испитајте колико се разликује мрежа када се промени овај параметар критичне удаљености (одаберите коју хоћете вредност). Специјално, проверите да ли се разликује број веза у мрежи, листа чворова са највише суседа и везе са највећом тежином. Нацртајте и нову расподелу чворова по броју суседа и израчунајте медијалну вредност броја суседа нове мреже." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.1" } }, "nbformat": 4, "nbformat_minor": 2 }