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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\\[ Stefano Pigozzi | Tema Data Analytics | Big Data Analytics | A.A. 2022/2023 | Unimore \\]"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"ExecuteTime": {
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"outputs": [],
"source": [
"%load_ext autoreload\n",
"%autoreload 2"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Ricerca di correlazioni nell'attività online relativa a videogiochi pubblicati sulla piattaforma Steam"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"> ### Data processing e exploratory data analytics su dataset provenienti da più sorgenti\n",
">\n",
"> Lattività da svolgere consiste nel:\n",
">\n",
"> 1. Scegliere due o più dataset provenienti da due o più sorgenti.\n",
"> * Il dataset finale deve essere costituito almeno da due file.\n",
"> 2. Usando [pandas](https://pandas.pydata.org/) implementare le operazioni di data processing necessarie (principalmente join e selezioni) per mettere in collegamento i dataset e per preparare i dati al passo successivo\n",
"> 3. Usando pacchetti Python quali [pandas](https://pandas.pydata.org/), [scipy](https://scipy.org/), [matplotlib](https://matplotlib.org/) e [seaborn](https://seaborn.pydata.org/) implementare attività di data cleaning, exploratory data analysis estraendo dati statistici e di visualizzazione dei risultati attraverso il quale sia possibile \"raccontare qualcosa sui dati\" (storytelling), eventualmente partendo da dei quesiti di ricerca.\n",
"> L'uso dei pacchetti non deve necessariamente essere limitato alle istruzioni viste a lezione. Le documentazioni dei pacchetti stessi e i volumi messi a disposizione su Dolly fornisco spunti duso interessanti!\n",
"> 4. Produrre un notebook [Jupyter](https://jupyter.org/) che contenga:\n",
"> * una introduzione allargomento scelto, alle sorgenti dati e agli obiettivi del progetto specificando eventualmente i quesiti di ricerca\n",
"> * una sezione per ogni fase del progetto di data analytics"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Sinossi"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In questa relazione si ricercano correlazioni tra vari parametri relativi all'attività online riguardante vari videogiochi per PC pubblicati sulla piattaforma di distribuzione [Steam](https://store.steampowered.com/), recuperando dati da varie fonti, quali la web API di [Steam](https://store.steampowered.com/) stesso, il progetto [SteamDB](https://steamdb.info/), il catalogo prezzi [IsThereAnyDeal](https://isthereanydeal.com/), e [Google Trends](https://trends.google.com/trends/), costruendo infine un funzione con discreta correlazione con il numero di giocatori attivi in un determinato giorno."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Introduzione"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"[Steam](https://store.steampowered.com/) è una piattaforma di vendita e distribuzione videogiochi per PC creata da [Valve Corporation](https://www.valvesoftware.com/en/)."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"[Valve Corporation](https://www.valvesoftware.com/en/) pubblica quotidianamente [dati sul numero massimo di giocatori concorrenti](https://store.steampowered.com/charts/) di ciascun videogioco; questi dati vengono raccolti dal progetto indipendente [SteamDB](https://steamdb.info/), che li utilizza per mostrare la popolarità storica di ciascun prodotto."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Periodicamente, i videogiochi disponibili su [Steam](https://store.steampowered.com/) vengono scontati temporaneamente per incentivare gli utenti della piattaforma ad acquistarli; ciò in genere avviene tra le due e le cinque volte all'anno, principalmente nel periodo natalizio e attorno al solstizio di estate.\n",
"\n",
"Il progetto [SteamDB](https://steamdb.info/) monitora quotidianamente i prezzi di ciascun prodotto, aggregandoli per creare uno storico complessivo dei prezzi."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"I videogiochi presenti su [Steam](https://store.steampowered.com/) possono essere anche acquistati attraverso siti di terze parti, che possono offrire prezzi o offerte diversi da quelli della piattaforma, pur sempre condividendone i servizi, come ad esempio [Humble Bundle](https://www.humblebundle.com/); il catalogo prezzi [IsThereAnyDeal](https://isthereanydeal.com/) si occupa di controllare periodicamente i prezzi su ciascun rivenditore e di aggregarli in un sito unico, creando poi uno storico globale dei prezzi migliori."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Gli sviluppatori dei videogiochi su [Steam](https://store.steampowered.com/) possono pubblicare periodicamente sulla piattaforma degli annunci relativi al proprio videogioco, tipicamente per informare i clienti della disponibilità di una nuova release."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Gli annunci pubblicati da ciascun prodotto sono recuperabili attraverso chiamate ad una [web API](https://developer.valvesoftware.com/wiki/Steam_Web_API#GetNewsForApp_.28v0002.29) pubblica."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Obiettivo dell'indagine"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"La popolarità di un videogioco è una metrica sociale, alimentata da tanti diversi fattori, che possono variare anche significativamente in base al genere in questione."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Si ipotizza che uno di questi fattori sia la presenza di sconti, in quanto si è empiricamente notato che il numero di giocatori sembra aumentare in presenza di essi."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Si ipotizza inoltre che il rilascio di nuovi contenuti porti a un picco improvviso seguito da una lenta diminuzione nel numero di giocatori concorrenti, circa corrispondente al tempo necessario per vedere le novità."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In questa indagine, si vuole provare a modellare una funzione che, utilizzando solo parametri esterni, ottenga una discreta correlazione con il numero di giocatori concorrenti di ciascun videogioco (senza ricorrere a tecniche di machine learning)."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Oggetto dell'indagine"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Recuperare grandi quantità di dati relative a un vasto numero di prodotti diversi è difficoltoso, in quanto tutte le fonti che si desidera utilizzare implementano misure per prevenire lo scraping automatizzato."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Inoltre, la moltitudine di generi di videogiochi esistenti e di stili di comunicazione adottati dagli sviluppatori può introdurre notevole rumore e rendere questo studio impossibile. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Si decide pertanto di concentrarsi esclusivamente sui prodotti con le seguenti caratteristiche:\n",
"\n",
"- ne è stata rilasciata la versione 1.0\n",
"- non hanno fattori fortemente sociali come origine della loro popolarità\n",
" - la loro componente principale non è il multigiocatore competitivo\n",
"- vengono scontati regolarmente\n",
"- non abusano della funzionalità di annunci per pubblicare informazioni non riguardanti il prodotto\n",
"- hanno venduto un numero significativo di copie\n",
" - hanno almeno 10000 recensioni pubblicate dai clienti"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Si recupera quindi manualmente un piccolo sottoinsieme di dataset relativi a diversi prodotti con le caratteristiche indicate nella sezione precedente, descrivendo però accuratamente il metodo utilizzato per recuperare i dati in modo da poter estendere riproducibilmente la ricerca a qualsiasi altro prodotto."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"I prodotti selezionati sono:\n",
"\n",
"- [Deep Rock Galactic](https://steamdb.info/app/548430/)\n",
"- [OMORI](https://steamdb.info/app/1150690/)\n",
"- [Potion Craft: Alchemist Simulator](https://steamdb.info/app/1210320/)\n",
"- [Untitled Goose Game](https://steamdb.info/app/837470/)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In più, al fine di mostrare quanta differenza può esserci tra un prodotto e l'altro, si recuperano anche dati relativi a questo videogioco, che non presenta le caratteristiche sopraelencate:\n",
"\n",
"- [Factorio](https://steamdb.info/app/427520/)\n",
" - non è mai stato scontato\n",
" - ha pubblicato per anni nella sezione annunci un diario settimanale dello sviluppo\n",
" - viene aggiornato regolarmente, ma solo per correzione di bug, e non per l'aggiunta di nuovi contenuti"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Struttura del progetto"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Il progetto è diviso in tre parti:\n",
"\n",
"- la directory `data` con i dati grezzi recuperati dalla rete, con a sua volta tante sottodirectory con i dati specifici di ciascun prodotto studiato;\n",
"- il package Python `unimore_bda_3`, contenente primitive specifiche all'elaborazione dei dati;\n",
"- questo notebook Jupyter, contenente celle per la rappresentazione dei dati elaborati."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Il package contiene un modulo particolare, `unimore_bda_3.prelude`, che importa tutte le dipendenze necessarie allo svolgimento dell'analisi e le ri-esporta con degli alias semplici e intuitivi."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Il package è compatibile con PEP518; per installarlo, è necessario eseguire i seguenti comandi dalla directory del progetto:\n",
"\n",
"```bash\n",
"python3 -v venv .venv\n",
"source venv/bin/activate # Assumendo l'utilizzo di Bash\n",
"pip install .\n",
"```"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Si importa il modulo all'interno del notebook, in modo da avere tutti gli alias disponibili:"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"ExecuteTime": {
"end_time": "2023-07-02T06:47:40.693759958Z",
"start_time": "2023-07-02T06:47:39.216569683Z"
}
},
"outputs": [],
"source": [
"from unimore_bda_3.prelude import *"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Recupero manuale dei dati"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In questa sezione si recuperano manuale dati machine-readable da diverse fonti indipendenti fra loro, evitando di incappare in protezioni automatizzate insuperabili come CAPTCHA."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### [Google Trends](https://trends.google.com/trends/)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Si cercano su Google Trends i prodotti oggetto di questa ricerca, facendo attenzione a selezionare l'*argomento \"Videogioco\"* e non il *termine di ricerca* con lo stesso nome per minimizzare i falsi positivi."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"![Visualizzazione di come effettuare una ricerca su Google Trends attraverso interfaccia grafica.](media/google-trends-query.png)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Si configura poi la ricerca perchè sia relativa a *Tutto il mondo* e nell'arco di tempo *2004 - Presente*, in modo da avere dati generali relative alle tendenze globali, e poi si utilizza il pulsante *Download* per scaricare il file CSV relativo all'*Interesse nel tempo*."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"![Visualizzazione di come configurare i parametri di una ricerca su Google Trends attraverso interfaccia grafica, e di come scaricarne i risultati.](media/google-trends-parameters.png)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"I file CSV così recuperati sono inseriti al percorso `data/{nome}/gtrends-worldwide.csv`."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### [SteamDB](https://steamdb.info/)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Si cercano su SteamDB i prodotti oggetto della ricerca."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"![Visualizzazione di come effettuare una ricerca su SteamDB attraverso interfaccia grafica.](media/steamdb-search.png)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Dalla pagina di ciascun prodotto si recupera l'App ID, un codice univoco utilizzato da Steam per identificare il software, e lo si salva all'interno del file `data/{nome}/steam_appid.txt`."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"![Visualizzazione di come recuperare l'App ID di un prodotto dalla relativa pagina SteamDB.](media/steamdb-appid.png)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Si accede poi alla scheda *Price History*."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"![Visualizzazione di come accedere alla scheda Price History.](media/steamdb-tab-price-history.png)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In fondo ad essa, nella omonima sezione, è presente un grafico dello storico prezzi, con a destra un bottone per il download del dataset."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"![Visualizzazione di come scaricare il dataset dello storico prezzi.](media/steamdb-chart-price-history.png)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Il file recuperato viene salvato con il nome `data/{nome}/steamdb-price.csv`."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Si accede poi alla scheda *Charts*."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"![Visualizzazione di come accedere alla scheda Charts.](media/steamdb-tab-charts.png)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Poco sotto la selezione, si trova la sezione *Lifetime player count history*, contenente un grafico dello storico del numero di giocatori concorrenti dalla comparsa del prodotto su Steam, con a destra un bottone per il download del dataset."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"![Visualizzazione di come scaricare il dataset dello storico prezzi.](media/steamdb-chart-player-history.png)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Il file recuperato viene salvato con il nome `data/{nome}/steamdb-players.csv`.\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### [IsThereAnyDeal](https://isthereanydeal.com/)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Si cercano sul sito `https://new.isthereanydeal.com` i cinque prodotti relativi a questa ricerca."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"![Visualizzazione di come cercare prodotti su IsThereAnyDeal.](media/itad-search.png)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Si accede alla scheda *History*, e si utilizza il tool *Ispeziona Elemento* del browser Firefox per accedere al sorgente HTML della pagina dopo che essa ha eseguito il codice JavaScript necessario per la visualizzazione dei grafici."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"![Visualizzazione di come ispezionare il grafico nei Firefox Developer Tools.](media/itad-inspect-element.png)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Dal grafico, si risale la gerarchia degli elementi fino ad arrivare a un `<div>` con la classe `.js-chart-container`."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"![Visualizzazione del .js-chart-container nei Firefox Developer Tools.](media/itad-jschartcontainer.png)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Immediatamente dopo, è presente uno `<script>`.\n",
"Ne si selezionano i contenuti, e li si salvano all'interno del file `data/{nome}/itad-price.js`."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"![Visualizzazione del tag script.](media/itad-script-scraping.png)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Importazione dei dati"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In questa sezione si descrive come caricare nel notebook i dati ottenuti manualmente, recuperandone automaticamente altri, convertendoli in `pd.DataFrame`, uniformandoli e rendendoli human-friendly."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Per ciascun dataset grezzo si è creato un modulo `unimore_bda_3.loaders.*` in grado di convertirlo in un `pd.DataFrame`."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Si importano tutti i loader all'interno di questo notebook Jupyter, raccolti all'interno della variabile `loaders`."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"ExecuteTime": {
"end_time": "2023-07-02T06:47:40.694207576Z",
"start_time": "2023-07-02T06:47:40.298982419Z"
}
},
"outputs": [],
"source": [
"from unimore_bda_3 import loaders"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Importazione dati di Google Trends - `unimore_bda_3.loaders.gtrends`"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Il *loader* dei dati di Google Trends utilizza la funzione `pd.read_csv` per trasformare il file comma-separated values direttamente in un `pd.DataFrame`.\n",
"\n",
"```python\n",
"dataframe = pd.read_csv(fd, sep=\",\", header=1)\n",
"```\n",
"\n",
"Utilizzando il kwarg `header`, Pandas è in grado di ignorare la riga di prefazione che Google Trends inserisce nei file scaricati:\n",
"\n",
"```csv\n",
"Categoria: Tutte le categorie\n",
"\n",
"Mese,Deep Rock Galactic: (Tutto il mondo)\n",
"2004-01,0\n",
"2004-02,0\n",
"2004-03,0\n",
"```\n",
"\n",
"Inoltre, il loader pulisce il dataset, effettuando i seguenti passi:\n",
"\n",
"1. rinomina le colonne, assegnando loro un titolo più human-friendly:\n",
"\n",
" ```python\n",
" dataframe.rename(inplace=True, columns={\n",
" \"Mese\": \"Date\",\n",
" f\"{query_name}: (Tutto il mondo)\": \"Google Trends · Score\",\n",
" })\n",
" ```\n",
"\n",
"2. converte in date le stringhe presenti nella colonna dell'indice:\n",
"\n",
" ```python\n",
" dataframe[\"Date\"] = pd.to_datetime(dataframe[\"Date\"])\n",
" ```\n",
"\n",
"3. converte in interi i numeri presenti nella colonna dei valori, trasformando in `0` i valori `\"< 1\"`, e scalando i valori da 0-100 a 0-1:\n",
"\n",
" ```python\n",
" dataframe[\"Google Trends · Score\"] = dataframe[\"Google Trends · Score\"].map(lambda x: int(x) if x != \"< 1\" else 0) / 100\n",
" ```\n",
"\n",
"4. imposta la colonna delle date come indice del dataframe:\n",
"\n",
" ```python\n",
" dataframe.set_index(\"Date\", inplace=True)\n",
" ```\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Si verifica il corretto funzionamento del loader con questa chiamata ad esso:"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"ExecuteTime": {
"end_time": "2023-07-02T06:47:40.701305721Z",
"start_time": "2023-07-02T06:47:40.377967865Z"
}
},
"outputs": [
{
"data": {
"text/plain": " Google Trends · Score\nDate \n2004-01-01 0.00\n2004-02-01 0.00\n2004-03-01 0.00\n2004-04-01 0.00\n2004-05-01 0.01\n... ...\n2023-02-01 0.40\n2023-03-01 0.56\n2023-04-01 0.41\n2023-05-01 0.37\n2023-06-01 0.43\n\n[234 rows x 1 columns]",
"text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>Google Trends · Score</th>\n </tr>\n <tr>\n <th>Date</th>\n <th></th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>2004-01-01</th>\n <td>0.00</td>\n </tr>\n <tr>\n <th>2004-02-01</th>\n <td>0.00</td>\n </tr>\n <tr>\n <th>2004-03-01</th>\n <td>0.00</td>\n </tr>\n <tr>\n <th>2004-04-01</th>\n <td>0.00</td>\n </tr>\n <tr>\n <th>2004-05-01</th>\n <td>0.01</td>\n </tr>\n <tr>\n <th>...</th>\n <td>...</td>\n </tr>\n <tr>\n <th>2023-02-01</th>\n <td>0.40</td>\n </tr>\n <tr>\n <th>2023-03-01</th>\n <td>0.56</td>\n </tr>\n <tr>\n <th>2023-04-01</th>\n <td>0.41</td>\n </tr>\n <tr>\n <th>2023-05-01</th>\n <td>0.37</td>\n </tr>\n <tr>\n <th>2023-06-01</th>\n <td>0.43</td>\n </tr>\n </tbody>\n</table>\n<p>234 rows × 1 columns</p>\n</div>"
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"with open(\"./data/deeprockgalactic/gtrends-worldwide.csv\") as fd:\n",
" df = loaders.gtrends.load(fd, \"Deep Rock Galactic\")\n",
"df\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Importazione dati da SteamDB - `unimore_bda_3.loaders.steamdb`"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"I due *loader* dei dati da SteamDB funzionano in modo molto simile a quello di Google Trends, in quanto anch'esso usa `pd.read_csv`.\n",
"\n",
"```python\n",
"dataframe = pd.read_csv(fd, sep=\",\")\n",
"```\n",
"\n",
"Allo stesso modo, puliscono il dataset in un modo molto simile:\n",
"\n",
"```python\n",
"dataframe.rename(inplace=True, columns={\n",
" \"DateTime\": \"Date\",\n",
" \"Players\": \"SteamDB · Peak concurrent players\",\n",
" \"Average Players\": \"SteamDB · Day average of concurrent players\",\n",
" \"Flags\": \"SteamDB · Player count flags\",\n",
"})\n",
"\n",
"dataframe[\"Date\"] = pd.to_datetime(dataframe[\"Date\"])\n",
"\n",
"dataframe.set_index(\"Date\", inplace=True)\n",
"```\n",
"\n",
"```python\n",
"dataframe.rename(inplace=True, columns={\n",
" \"DateTime\": \"Date\",\n",
" \"Final price\": \"SteamDB · Steam\",\n",
" \"Flags\": \"SteamDB · Price flags\",\n",
"})\n",
"\n",
"dataframe[\"Date\"] = pd.to_datetime(dataframe[\"Date\"])\n",
"\n",
"dataframe.set_index(\"Date\", inplace=True)\n",
"```\n",
"\n",
"Si ha però una differenza significativa, che consiste nel raccoglimento dei valori per data, in quanto i dataset contengono anche gli orari di registrazione dei dati, che ai fini di questa ricerca possono essere ignorati.\n",
"\n",
"```python\n",
"dataframe = dataframe.groupby(dataframe.index.date).max()\n",
"dataframe.index = pd.to_datetime(dataframe.index)\n",
"```\n",
"\n",
"```python\n",
"dataframe = dataframe.groupby(dataframe.index.date).min()\n",
"dataframe.index = pd.to_datetime(dataframe.index)\n",
"```"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Si verifica il corretto funzionamento dei loader con queste chiamate ad essi:"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"ExecuteTime": {
"end_time": "2023-07-02T06:47:40.704705835Z",
"start_time": "2023-07-02T06:47:40.406769392Z"
}
},
"outputs": [
{
"data": {
"text/plain": " SteamDB · Peak concurrent players \\\n2016-12-01 11.0 \n2016-12-02 NaN \n2016-12-03 NaN \n2016-12-04 NaN \n2016-12-05 NaN \n... ... \n2023-06-25 35016.0 \n2023-06-26 30017.0 \n2023-06-27 29568.0 \n2023-06-28 28539.0 \n2023-06-29 28042.0 \n\n SteamDB · Day average of concurrent players \\\n2016-12-01 NaN \n2016-12-02 NaN \n2016-12-03 NaN \n2016-12-04 NaN \n2016-12-05 NaN \n... ... \n2023-06-25 26276.0 \n2023-06-26 22421.0 \n2023-06-27 21949.0 \n2023-06-28 21347.0 \n2023-06-29 21347.0 \n\n SteamDB · Player count flags \n2016-12-01 NaN \n2016-12-02 NaN \n2016-12-03 NaN \n2016-12-04 NaN \n2016-12-05 NaN \n... ... \n2023-06-25 NaN \n2023-06-26 NaN \n2023-06-27 NaN \n2023-06-28 NaN \n2023-06-29 NaN \n\n[2402 rows x 3 columns]",
"text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>SteamDB · Peak concurrent players</th>\n <th>SteamDB · Day average of concurrent players</th>\n <th>SteamDB · Player count flags</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>2016-12-01</th>\n <td>11.0</td>\n <td>NaN</td>\n <td>NaN</td>\n </tr>\n <tr>\n <th>2016-12-02</th>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n </tr>\n <tr>\n <th>2016-12-03</th>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n </tr>\n <tr>\n <th>2016-12-04</th>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n </tr>\n <tr>\n <th>2016-12-05</th>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n </tr>\n <tr>\n <th>...</th>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n </tr>\n <tr>\n <th>2023-06-25</th>\n <td>35016.0</td>\n <td>26276.0</td>\n <td>NaN</td>\n </tr>\n <tr>\n <th>2023-06-26</th>\n <td>30017.0</td>\n <td>22421.0</td>\n <td>NaN</td>\n </tr>\n <tr>\n <th>2023-06-27</th>\n <td>29568.0</td>\n <td>21949.0</td>\n <td>NaN</td>\n </tr>\n <tr>\n <th>2023-06-28</th>\n <td>28539.0</td>\n <td>21347.0</td>\n <td>NaN</td>\n </tr>\n <tr>\n <th>2023-06-29</th>\n <td>28042.0</td>\n <td>21347.0</td>\n <td>NaN</td>\n </tr>\n </tbody>\n</table>\n<p>2402 rows × 3 columns</p>\n</div>"
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"with open(\"./data/deeprockgalactic/steamdb-players.csv\") as fd:\n",
" df = loaders.steamdb.load_players(fd)\n",
"df"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"ExecuteTime": {
"end_time": "2023-07-02T06:47:40.709769142Z",
"start_time": "2023-07-02T06:47:40.448248117Z"
}
},
"outputs": [
{
"data": {
"text/plain": " SteamDB · Steam SteamDB · Price flags\n2018-02-28 22.99 NaN\n2018-04-24 20.69 NaN\n2018-04-27 22.99 NaN\n2018-05-10 17.24 NaN\n2018-05-14 22.99 NaN\n... ... ...\n2023-03-23 29.99 NaN\n2023-04-20 9.89 NaN\n2023-05-04 29.99 NaN\n2023-06-15 9.89 NaN\n2023-06-29 9.89 NaN\n\n[96 rows x 2 columns]",
"text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>SteamDB · Steam</th>\n <th>SteamDB · Price flags</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>2018-02-28</th>\n <td>22.99</td>\n <td>NaN</td>\n </tr>\n <tr>\n <th>2018-04-24</th>\n <td>20.69</td>\n <td>NaN</td>\n </tr>\n <tr>\n <th>2018-04-27</th>\n <td>22.99</td>\n <td>NaN</td>\n </tr>\n <tr>\n <th>2018-05-10</th>\n <td>17.24</td>\n <td>NaN</td>\n </tr>\n <tr>\n <th>2018-05-14</th>\n <td>22.99</td>\n <td>NaN</td>\n </tr>\n <tr>\n <th>...</th>\n <td>...</td>\n <td>...</td>\n </tr>\n <tr>\n <th>2023-03-23</th>\n <td>29.99</td>\n <td>NaN</td>\n </tr>\n <tr>\n <th>2023-04-20</th>\n <td>9.89</td>\n <td>NaN</td>\n </tr>\n <tr>\n <th>2023-05-04</th>\n <td>29.99</td>\n <td>NaN</td>\n </tr>\n <tr>\n <th>2023-06-15</th>\n <td>9.89</td>\n <td>NaN</td>\n </tr>\n <tr>\n <th>2023-06-29</th>\n <td>9.89</td>\n <td>NaN</td>\n </tr>\n </tbody>\n</table>\n<p>96 rows × 2 columns</p>\n</div>"
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"with open(\"./data/deeprockgalactic/steamdb-price.csv\") as fd:\n",
" df = loaders.steamdb.load_price(fd)\n",
"df"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Importazione dati da IsThereAnyDeal - `unimore_bda_3.loaders.itad`"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Il *loader* dei dati da IsThereAnyDeal ricerca i dataset JSON contenuti all'interno del codice JavaScript del sito web, utilizzati per generare dinamicamente i grafici che esso mostra.\n",
"\n",
"La regular expression utilizzata è la seguente:\n",
"\n",
"```python\n",
"PRICE_REGEX = re.compile(r\"\"\"Charts[.]Builder[(]setup, (.+?)[)]\"\"\")\n",
"```\n",
"\n",
"Per ciascun dataset trovato, il loader chiama un'altra funzione, adibita a convertirlo in un `pd.DataFrame`:\n",
"\n",
"```python\n",
"matches: list[str] = PRICE_REGEX.findall(data)\n",
"\n",
"return [_load_price_dataframe(match) for match in matches]\n",
"```\n",
"\n",
"La funzione di conversione a `pd.DataFrame` carica il dataset JSON con la funzione `json.loads`, poi per ciascuna serie presente all'interno di esso chiama un'ulteriore funzione che si occupa di convertirla in una `pd.Series`.\n",
"\n",
"```python\n",
"srcs: list = json.loads(match)\n",
"\n",
"dataframe = pd.DataFrame(\n",
" data=[_load_price_series(src) for src in srcs]\n",
").T\n",
"\n",
"dataframe.index = pd.to_datetime(dataframe.index)\n",
"\n",
"return dataframe\n",
"```\n",
"\n",
"La funzione di conversione a `pd.Series` converte le tuple `(indice, valore)` in due liste contenente tutti gli indici e tutti i valori, il formato richiesto da Pandas.\n",
"\n",
"```python\n",
"index = [pd.Timestamp(item[0], unit=\"ms\", tz=\"utc\") for item in src[\"data\"]]\n",
"data = [item[1] for item in src[\"data\"]]\n",
"\n",
"series = pd.Series(\n",
" data=data,\n",
" index=index,\n",
" name=f\"\"\"ITAD · {src[\"name\"]}\"\"\"\n",
")\n",
"\n",
"return series\n",
"```\n",
"\n",
"Inoltre, effettua lo stesso raggruppamento già visto nel loader di SteamDB per selezionare solo la data e non l'ora di ciascun valore:\n",
"\n",
"```python\n",
"if \"Worst\" in series.name or \"High\" in series.name:\n",
" series = series.groupby(series.index.date).max()\n",
"else:\n",
" series = series.groupby(series.index.date).min()\n",
"```\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Si verifica il corretto funzionamento del loader con questa chiamata ad esso:"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"ExecuteTime": {
"end_time": "2023-07-02T06:47:40.711484212Z",
"start_time": "2023-07-02T06:47:40.485670340Z"
}
},
"outputs": [
{
"data": {
"text/plain": " ITAD · Best Price ITAD · Best Regular Price \\\n2018-02-28 22.99 22.99 \n2018-04-24 20.69 22.99 \n2018-04-27 20.69 22.99 \n2018-05-10 17.24 22.99 \n2018-05-14 17.24 22.99 \n... ... ... \n2023-05-04 9.89 29.99 \n2023-05-05 9.89 29.99 \n2023-05-23 9.89 29.99 \n2023-06-15 9.89 29.99 \n2023-06-29 9.89 29.99 \n\n ITAD · Worst Regular Price ITAD · Historical Low \n2018-02-28 22.99 22.99 \n2018-04-24 22.99 20.69 \n2018-04-27 22.99 NaN \n2018-05-10 22.99 17.24 \n2018-05-14 22.99 NaN \n... ... ... \n2023-05-04 29.99 NaN \n2023-05-05 29.99 NaN \n2023-05-23 29.99 NaN \n2023-06-15 29.99 NaN \n2023-06-29 29.99 0.00 \n\n[151 rows x 4 columns]",
"text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>ITAD · Best Price</th>\n <th>ITAD · Best Regular Price</th>\n <th>ITAD · Worst Regular Price</th>\n <th>ITAD · Historical Low</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>2018-02-28</th>\n <td>22.99</td>\n <td>22.99</td>\n <td>22.99</td>\n <td>22.99</td>\n </tr>\n <tr>\n <th>2018-04-24</th>\n <td>20.69</td>\n <td>22.99</td>\n <td>22.99</td>\n <td>20.69</td>\n </tr>\n <tr>\n <th>2018-04-27</th>\n <td>20.69</td>\n <td>22.99</td>\n <td>22.99</td>\n <td>NaN</td>\n </tr>\n <tr>\n <th>2018-05-10</th>\n <td>17.24</td>\n <td>22.99</td>\n <td>22.99</td>\n <td>17.24</td>\n </tr>\n <tr>\n <th>2018-05-14</th>\n <td>17.24</td>\n <td>22.99</td>\n <td>22.99</td>\n <td>NaN</td>\n </tr>\n <tr>\n <th>...</th>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n </tr>\n <tr>\n <th>2023-05-04</th>\n <td>9.89</td>\n <td>29.99</td>\n <td>29.99</td>\n <td>NaN</td>\n </tr>\n <tr>\n <th>2023-05-05</th>\n <td>9.89</td>\n <td>29.99</td>\n <td>29.99</td>\n <td>NaN</td>\n </tr>\n <tr>\n <th>2023-05-23</th>\n <td>9.89</td>\n <td>29.99</td>\n <td>29.99</td>\n <td>NaN</td>\n </tr>\n <tr>\n <th>2023-06-15</th>\n <td>9.89</td>\n <td>29.99</td>\n <td>29.99</td>\n <td>NaN</td>\n </tr>\n <tr>\n <th>2023-06-29</th>\n <td>9.89</td>\n <td>29.99</td>\n <td>29.99</td>\n <td>0.00</td>\n </tr>\n </tbody>\n</table>\n<p>151 rows × 4 columns</p>\n</div>"
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"with open(\"./data/deeprockgalactic/itad-price.js\") as fd:\n",
" df = loaders.itad.load(fd)\n",
"df[0]\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Recupero e importazione dei dati degli annunci dalla web API di Steam - `unimore_bda_3.loaders.steam`"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Il *loader* di dati da Steam non si basa su un dataset locale archiviato su file, bensì effettua dinamicamente richieste alla web API di Steam al fine di recuperare i dati più aggiornati disponibili relativi agli annunci di un prodotto con un dato app id.\n",
"\n",
"A tale scopo, fa uso del package `httpx` per richieste HTTP:\n",
"\n",
"```python\n",
"import httpx\n",
"\n",
"steam_api = httpx.Client(base_url=\"https://api.steampowered.com\")\n",
"```\n",
"\n",
"Il loader legge dal relativo file l'app id del prodotto di cui caricare i dati, e procede a effettuare richieste HTTP per esso:\n",
"\n",
"```python\n",
"appid = int(fd.read().strip())\n",
"data = fetch(appid=appid)\n",
"\n",
"return data\n",
"```\n",
"\n",
"Il recupero dei dati avviene in quattro fasi:\n",
"\n",
"1. Vengono effettuate ripetute richieste all'API fino a quando non sono stati recuperati tutti gli annunci esistenti:\n",
"\n",
" ```python\n",
" count = 100\n",
" enddate = {}\n",
" newsitems = []\n",
"\n",
" while count == 100:\n",
" request = steam_api.get(\n",
" \"/ISteamNews/GetNewsForApp/v0002/\",\n",
" params={\n",
" \"appid\": appid,\n",
" \"count\": 100,\n",
" \"format\": \"json\",\n",
" **enddate,\n",
" }\n",
" )\n",
" request.raise_for_status()\n",
" data = request.json()[\"appnews\"]\n",
" count = len(data[\"newsitems\"])\n",
" newsitems.extend(data[\"newsitems\"])\n",
" enddate = {\"enddate\": newsitems[-1][\"date\"]}\n",
"\n",
" return newsitems\n",
" ```\n",
"\n",
"2. Gli annunci recuperati vengono categorizzati in base al tag ad essi associato dalla web API:\n",
"\n",
" ```python\n",
" result = collections.defaultdict(list)\n",
"\n",
" for item in news:\n",
" tags = item.get(\"tags\", [])\n",
" if tags:\n",
" for tag in set(item.get(\"tags\", [])):\n",
" result[tag].append(item)\n",
" else:\n",
" result[\"no_tags\"].append(item)\n",
"\n",
" return result\n",
" ```\n",
"\n",
"3. Il numero di annunci per ciascun tag in ciascun giorno viene raccolto in una `pd.Series`:\n",
"\n",
" ```python\n",
" index = pd.to_datetime([datetime.fromtimestamp(item[\"date\"]) for item in news])\n",
"\n",
" return pd.Series(\n",
" data=[1 for _ in index],\n",
" index=index,\n",
" name=f\"\"\"Steam · Count of News tagged {name}\"\"\",\n",
" dtype=np.uint8,\n",
" )\n",
" ```\n",
"\n",
"4. Le `pd.Series` vengono unite in un dataframe unico, con i valori nulli riempiti a zero e i conteggi di annunci in una sola giornata ancora una volta raggruppati e sommati:\n",
"\n",
" ```python\n",
" raw_news = _load_news(appid=appid)\n",
" categorized_news = _categorize_news(news=raw_news)\n",
" serialized_news = [_serialize_news(name=name, news=news).to_frame() for name, news in categorized_news.items()]\n",
"\n",
" dataframe = utils.join_frames(*serialized_news).fillna(0)\n",
" dataframe = dataframe.groupby(dataframe.index.date).sum()\n",
" dataframe.index = pd.to_datetime(dataframe.index)\n",
"\n",
" return dataframe\n",
" ```"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Si verifica il corretto funzionamento del loader con questa chiamata ad esso:"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"ExecuteTime": {
"end_time": "2023-07-02T06:47:43.612325961Z",
"start_time": "2023-07-02T06:47:40.550738777Z"
}
},
"outputs": [
{
"data": {
"text/plain": " Steam · Count of News tagged no_tags \\\n2016-12-15 1 \n2017-02-17 1 \n2017-02-23 1 \n2017-03-23 5 \n2017-04-01 1 \n... ... \n2023-06-01 2 \n2023-06-09 1 \n2023-06-14 1 \n2023-06-15 1 \n2023-06-29 1 \n\n Steam · Count of News tagged patchnotes \\\n2016-12-15 0.0 \n2017-02-17 1.0 \n2017-02-23 1.0 \n2017-03-23 0.0 \n2017-04-01 0.0 \n... ... \n2023-06-01 0.0 \n2023-06-09 0.0 \n2023-06-14 0.0 \n2023-06-15 0.0 \n2023-06-29 0.0 \n\n Steam · Count of News tagged hide_store \\\n2016-12-15 0.0 \n2017-02-17 0.0 \n2017-02-23 0.0 \n2017-03-23 0.0 \n2017-04-01 0.0 \n... ... \n2023-06-01 0.0 \n2023-06-09 0.0 \n2023-06-14 0.0 \n2023-06-15 0.0 \n2023-06-29 0.0 \n\n Steam · Count of News tagged ModAct_1401078964_1677758714_0 \\\n2016-12-15 0.0 \n2017-02-17 0.0 \n2017-02-23 0.0 \n2017-03-23 0.0 \n2017-04-01 0.0 \n... ... \n2023-06-01 0.0 \n2023-06-09 0.0 \n2023-06-14 0.0 \n2023-06-15 0.0 \n2023-06-29 0.0 \n\n Steam · Count of News tagged mod_require_rereview \\\n2016-12-15 0.0 \n2017-02-17 0.0 \n2017-02-23 0.0 \n2017-03-23 0.0 \n2017-04-01 0.0 \n... ... \n2023-06-01 0.0 \n2023-06-09 0.0 \n2023-06-14 0.0 \n2023-06-15 0.0 \n2023-06-29 0.0 \n\n Steam · Count of News tagged mod_reviewed \\\n2016-12-15 0.0 \n2017-02-17 0.0 \n2017-02-23 0.0 \n2017-03-23 0.0 \n2017-04-01 0.0 \n... ... \n2023-06-01 0.0 \n2023-06-09 0.0 \n2023-06-14 0.0 \n2023-06-15 0.0 \n2023-06-29 0.0 \n\n Steam · Count of News tagged steam_award_vote_request \\\n2016-12-15 0.0 \n2017-02-17 0.0 \n2017-02-23 0.0 \n2017-03-23 0.0 \n2017-04-01 0.0 \n... ... \n2023-06-01 0.0 \n2023-06-09 0.0 \n2023-06-14 0.0 \n2023-06-15 0.0 \n2023-06-29 0.0 \n\n Steam · Count of News tagged mod_hide_library_overview \\\n2016-12-15 0.0 \n2017-02-17 0.0 \n2017-02-23 0.0 \n2017-03-23 0.0 \n2017-04-01 0.0 \n... ... \n2023-06-01 0.0 \n2023-06-09 0.0 \n2023-06-14 0.0 \n2023-06-15 0.0 \n2023-06-29 0.0 \n\n Steam · Count of News tagged steam_award_nomination_request \\\n2016-12-15 0.0 \n2017-02-17 0.0 \n2017-02-23 0.0 \n2017-03-23 0.0 \n2017-04-01 0.0 \n... ... \n2023-06-01 0.0 \n2023-06-09 0.0 \n2023-06-14 0.0 \n2023-06-15 0.0 \n2023-06-29 0.0 \n\n Steam · Count of News tagged halloween \\\n2016-12-15 0.0 \n2017-02-17 0.0 \n2017-02-23 0.0 \n2017-03-23 0.0 \n2017-04-01 0.0 \n... ... \n2023-06-01 0.0 \n2023-06-09 0.0 \n2023-06-14 0.0 \n2023-06-15 0.0 \n2023-06-29 0.0 \n\n Steam · Count of News tagged hide_library_overview \\\n2016-12-15 1.0 \n2017-02-17 1.0 \n2017-02-23 1.0 \n2017-03-23 5.0 \n2017-04-01 1.0 \n... ... \n2023-06-01 0.0 \n2023-06-09 0.0 \n2023-06-14 0.0 \n2023-06-15 0.0 \n2023-06-29 0.0 \n\n Steam · Count of News tagged hide_library_detail \\\n2016-12-15 1.0 \n2017-02-17 1.0 \n2017-02-23 1.0 \n2017-03-23 5.0 \n2017-04-01 1.0 \n... ... \n2023-06-01 0.0 \n2023-06-09 0.0 \n2023-06-14 0.0 \n2023-06-15 0.0 \n2023-06-29 0.0 \n\n Steam · Count of News tagged halloween2019candidate \\\n2016-12-15 0.0 \n2017-02-17 0.0 \n2017-02-23 0.0 \n2017-03-23 0.0 \n2017-04-01 0.0 \n... ... \n2023-06-01 0.0 \n2023-06-09 0.0 \n2023-06-14 0.0 \n2023-06-15 0.0 \n2023-06-29 0.0 \n\n Steam · Count of News tagged auto_migrated \n2016-12-15 1.0 \n2017-02-17 1.0 \n2017-02-23 1.0 \n2017-03-23 5.0 \n2017-04-01 1.0 \n... ... \n2023-06-01 0.0 \n2023-06-09 0.0 \n2023-06-14 0.0 \n2023-06-15 0.0 \n2023-06-29 0.0 \n\n[204 rows x 14 columns]",
"text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>Steam · Count of News tagged no_tags</th>\n <th>Steam · Count of News tagged patchnotes</th>\n <th>Steam · Count of News tagged hide_store</th>\n <th>Steam · Count of News tagged ModAct_1401078964_1677758714_0</th>\n <th>Steam · Count of News tagged mod_require_rereview</th>\n <th>Steam · Count of News tagged mod_reviewed</th>\n <th>Steam · Count of News tagged steam_award_vote_request</th>\n <th>Steam · Count of News tagged mod_hide_library_overview</th>\n <th>Steam · Count of News tagged steam_award_nomination_request</th>\n <th>Steam · Count of News tagged halloween</th>\n <th>Steam · Count of News tagged hide_library_overview</th>\n <th>Steam · Count of News tagged hide_library_detail</th>\n <th>Steam · Count of News tagged halloween2019candidate</th>\n <th>Steam · Count of News tagged auto_migrated</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>2016-12-15</th>\n <td>1</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>1.0</td>\n <td>1.0</td>\n <td>0.0</td>\n <td>1.0</td>\n </tr>\n <tr>\n <th>2017-02-17</th>\n <td>1</td>\n <td>1.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>1.0</td>\n <td>1.0</td>\n <td>0.0</td>\n <td>1.0</td>\n </tr>\n <tr>\n <th>2017-02-23</th>\n <td>1</td>\n <td>1.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>1.0</td>\n <td>1.0</td>\n <td>0.0</td>\n <td>1.0</td>\n </tr>\n <tr>\n <th>2017-03-23</th>\n <td>5</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>5.0</td>\n <td>5.0</td>\n <td>0.0</td>\n <td>5.0</td>\n </tr>\n <tr>\n <th>2017-04-01</th>\n <td>1</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>1.0</td>\n <td>1.0</td>\n <td>0.0</td>\n <td>1.0</td>\n </tr>\n <tr>\n <th>...</th>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n </tr>\n <tr>\n <th>2023-06-01</th>\n <td>2</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n </tr>\n <tr>\n <th>2023-06-09</th>\n <td>1</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n </tr>\n <tr>\n <th>2023-06-14</th>\n <td>1</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n </tr>\n <tr>\n <th>2023-06-15</th>\n <td>1</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n </tr>\n <tr>\n <th>2023-06-29</th>\n <td>1</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n </tr>\n </tbody>\n</table>\n<p>204 rows × 14 columns</p>\n</div>"
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"with open(\"./data/deeprockgalactic/steam_appid.txt\") as fd:\n",
" df = loaders.steam.load(fd)\n",
"df\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"-----"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"ExecuteTime": {
"end_time": "2023-07-02T06:47:43.626658327Z",
"start_time": "2023-07-02T06:47:43.611434833Z"
}
},
"outputs": [],
"source": [
"# Pulizia ambiente\n",
"\n",
"try:\n",
" del fd\n",
"except NameError:\n",
" pass\n",
"\n",
"try:\n",
" del df\n",
"except NameError:\n",
" pass"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Elaborazione dei dati - `unimore_bda_3.processing`"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In questa sezione si descrive come elaborare i `pd.DataFrame` caricati per unificarli in uno unico molto più grande, più facile da visualizzare e manipolare."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Si crea un modulo Python chiamato `unimore_bda_3.processing` con tale scopo."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Lo si importa all'interno di questo notebook:"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"ExecuteTime": {
"end_time": "2023-07-02T06:47:43.717295300Z",
"start_time": "2023-07-02T06:47:43.629417962Z"
}
},
"outputs": [],
"source": [
"from unimore_bda_3 import processing"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Elaborazione dei dati di un singolo prodotto - `process_game`"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Si definisce la funzione `process_game`, per raccogliere tutti i dati relativi a uno specifico videogioco in un unico `pd.DataFrame`, dato il suo titolo e il percorso alla cartella dei file contenenti i dataset.\n",
"\n",
"```python\n",
"def process_game(name: str, path: Path) -> pd.DataFrame:\n",
" ...\n",
"```\n",
"\n",
"Come prima cosa, essa determina il percorso di ciascun singolo file da processare:\n",
"\n",
"```python\n",
"steam_appid_path = path.joinpath(\"steam_appid.txt\")\n",
"gtrends_worldwide_path = path.joinpath(\"gtrends-worldwide.csv\")\n",
"steamdb_players_path = path.joinpath(\"steamdb-players.csv\")\n",
"steamdb_price_path = path.joinpath(\"steamdb-price.csv\")\n",
"itad_price_path = path.joinpath(\"itad-price.js\")\n",
"```\n",
"\n",
"In seguito, per ciascun percorso, utilizza il relativo *loader* per ottenere un `pd.DataFrame`:\n",
"\n",
"```python\n",
"with open(steam_appid_path) as fd:\n",
" steam_news: pd.DataFrame = loaders.steam.load(fd=fd)\n",
"\n",
"with open(gtrends_worldwide_path) as fd:\n",
" google_trends: pd.DataFrame = loaders.gtrends.load(fd=fd, query_name=name)\n",
"\n",
"with open(steamdb_players_path) as fd:\n",
" steamdb_players: pd.DataFrame = loaders.steamdb.load_players(fd=fd)\n",
"\n",
"with open(steamdb_price_path) as fd:\n",
" steamdb_price: pd.DataFrame = loaders.steamdb.load_price(fd=fd)\n",
"\n",
"with open(itad_price_path) as fd:\n",
" itad_prices: list[pd.DataFrame] = loaders.itad.load(fd=fd)\n",
"```\n",
"\n",
"Poi, utilizzando la seguente funzione di utility, effettua un outer join di tutti i `pd.DataFrame` recuperati:\n",
"\n",
"```python\n",
"def join_frames(*dfs: pd.DataFrame, **kwargs) -> pd.DataFrame:\n",
" \"\"\"\n",
" Join multiple :class:`pandas.DataFrame`s in a single expression.\n",
"\n",
" :param dfs: The :class:`pandas.DataFrame`s to join.\n",
" :param kwargs: Keyword arguments to pass to :meth:`pandas.DataFrame.join`.\n",
" :return: The resulting :class:`pandas.DataFrame`.\n",
" \"\"\"\n",
" if len(dfs) == 0:\n",
" return pd.DataFrame()\n",
" elif len(dfs) == 1:\n",
" return dfs[0]\n",
" else:\n",
" return dfs[0].join(dfs[1:], **kwargs)\n",
"```\n",
"\n",
"```python\n",
"dataframe: pd.DataFrame = utils.join_frames(steamdb_players, steamdb_price, google_trends, steam_news, *itad_prices)\n",
"```\n",
"\n",
"Successivamente, viene effettuato *forward fill* su diverse colonne, in quanto molti dei precedenti dataframe hanno valori solo in corrispondenza delle date in cui i valori sono cambiati:\n",
"\n",
"```python\n",
"dataframe[\"SteamDB · Steam\"].fillna(method=\"ffill\", inplace=True)\n",
"dataframe[\"Google Trends · Score\"].fillna(method=\"ffill\", inplace=True)\n",
"dataframe[\"ITAD · Best Price\"].fillna(method=\"ffill\", inplace=True)\n",
"dataframe[\"ITAD · Best Regular Price\"].fillna(method=\"ffill\", inplace=True)\n",
"dataframe[\"ITAD · Worst Regular Price\"].fillna(method=\"ffill\", inplace=True)\n",
"dataframe[\"ITAD · Historical Low\"].fillna(method=\"ffill\", inplace=True)\n",
"news_columns = list(filter(lambda c: c.startswith(\"Steam · Count of News tagged\"), dataframe.columns))\n",
"for news_col_name in news_columns:\n",
" dataframe[news_col_name].fillna(0, inplace=True)\n",
"```\n",
"\n",
"Si aggiungono poi alcuni dati derivati.\n",
"\n",
"Il primo di essi è una colonna booleana chiamata `Steam · Is there News?`, contenente `True` se in quel giorno è stato pubblicato un annuncio di qualsiasi tipo, e `False` altrimenti.\n",
"\n",
"```python\n",
"dataframe[\"Steam · Is there News?\"] = pd.Series(data=False, dtype=bool)\n",
"dataframe[\"Steam · Is there News?\"] = (dataframe[news_columns] > 0).any()\n",
"```\n",
"\n",
"Secondo, terzo, quarto, e quinto sono un gruppo di colonne contenente alcune metriche relative al loro massimo mai raggiunto:\n",
"\n",
"```python\n",
"dataframe[\"SteamDB · Relative concurrent players\"] = dataframe[\"SteamDB · Peak concurrent players\"] / dataframe[\"SteamDB · Peak concurrent players\"].max()\n",
"dataframe[\"SteamDB · Relative Steam price\"] = dataframe[\"SteamDB · Steam\"] / dataframe[\"SteamDB · Steam\"].max()\n",
"dataframe[\"ITAD · Relative Best Price\"] = dataframe[\"ITAD · Best Price\"] / dataframe[\"ITAD · Best Price\"].max()\n",
"```\n",
"\n",
"Come sesta e settima colonna, si calcola la differenza giornaliera di prezzo, rispettivamente con i dati di SteamDB (solo Steam) e IsThereAnyDeal (tutti i rivenditori):\n",
"\n",
"```python\n",
"dataframe[\"ITAD · Best price change from previous day\"] = dataframe[\"ITAD · Best Price\"].diff()\n",
"dataframe[\"SteamDB · Steam price change from previous day\"] = - dataframe[\"SteamDB · Steam\"].diff()\n",
"```\n",
"\n",
"Come fatto per gli annunci, come settima e ottava colonna si crea una colonna booleana che denota la presenza o l'assenza di uno sconto in un determinato giorno:\n",
"\n",
"```python\n",
"dataframe[\"SteamDB · Is there a discount?\"] = dataframe[\"SteamDB · Steam price change from previous day\"] < 0\n",
"dataframe[\"ITAD · Is there a discount?\"] = dataframe[\"ITAD · Best price change from previous day\"] < 0\n",
"```\n",
"\n",
"Infine, si combinano le colonne booleane per crearne altre due che combinano le precedenti per indicare la presenza di sconti *o* di un annuncio in un determinato giorno:\n",
"\n",
"```python\n",
"dataframe[\"Cumulative · Is something happening on Steam?\"] = dataframe[\"Steam · Is there News?\"] + dataframe[\"SteamDB · Is there a discount?\"]\n",
"dataframe[\"Cumulative · Is something happening?\"] = dataframe[\"Steam · Is there News?\"] + dataframe[\"SteamDB · Is there a discount?\"] + dataframe[\"ITAD · Is there a discount?\"]\n",
"```"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Si esegue la funzione `process_game` sui dataset dei cinque videogiochi considerati:"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"ExecuteTime": {
"end_time": "2023-07-02T06:47:44.016906766Z",
"start_time": "2023-07-02T06:47:43.671112671Z"
}
},
"outputs": [
{
"data": {
"text/plain": " SteamDB · Peak concurrent players \\\n2016-12-01 11.0 \n2016-12-02 NaN \n2016-12-03 NaN \n2016-12-04 NaN \n2016-12-05 NaN \n... ... \n2023-06-25 35016.0 \n2023-06-26 30017.0 \n2023-06-27 29568.0 \n2023-06-28 28539.0 \n2023-06-29 28042.0 \n\n SteamDB · Day average of concurrent players \\\n2016-12-01 NaN \n2016-12-02 NaN \n2016-12-03 NaN \n2016-12-04 NaN \n2016-12-05 NaN \n... ... \n2023-06-25 26276.0 \n2023-06-26 22421.0 \n2023-06-27 21949.0 \n2023-06-28 21347.0 \n2023-06-29 21347.0 \n\n SteamDB · Player count flags SteamDB · Steam \\\n2016-12-01 NaN NaN \n2016-12-02 NaN NaN \n2016-12-03 NaN NaN \n2016-12-04 NaN NaN \n2016-12-05 NaN NaN \n... ... ... \n2023-06-25 NaN 9.89 \n2023-06-26 NaN 9.89 \n2023-06-27 NaN 9.89 \n2023-06-28 NaN 9.89 \n2023-06-29 NaN 9.89 \n\n SteamDB · Price flags Google Trends · Score \\\n2016-12-01 NaN 0.00 \n2016-12-02 NaN 0.00 \n2016-12-03 NaN 0.00 \n2016-12-04 NaN 0.00 \n2016-12-05 NaN 0.00 \n... ... ... \n2023-06-25 NaN 0.43 \n2023-06-26 NaN 0.43 \n2023-06-27 NaN 0.43 \n2023-06-28 NaN 0.43 \n2023-06-29 NaN 0.43 \n\n Steam · Count of News tagged no_tags \\\n2016-12-01 0.0 \n2016-12-02 0.0 \n2016-12-03 0.0 \n2016-12-04 0.0 \n2016-12-05 0.0 \n... ... \n2023-06-25 0.0 \n2023-06-26 0.0 \n2023-06-27 0.0 \n2023-06-28 0.0 \n2023-06-29 1.0 \n\n Steam · Count of News tagged patchnotes \\\n2016-12-01 0.0 \n2016-12-02 0.0 \n2016-12-03 0.0 \n2016-12-04 0.0 \n2016-12-05 0.0 \n... ... \n2023-06-25 0.0 \n2023-06-26 0.0 \n2023-06-27 0.0 \n2023-06-28 0.0 \n2023-06-29 0.0 \n\n Steam · Count of News tagged hide_store \\\n2016-12-01 0.0 \n2016-12-02 0.0 \n2016-12-03 0.0 \n2016-12-04 0.0 \n2016-12-05 0.0 \n... ... \n2023-06-25 0.0 \n2023-06-26 0.0 \n2023-06-27 0.0 \n2023-06-28 0.0 \n2023-06-29 0.0 \n\n Steam · Count of News tagged ModAct_1401078964_1677758714_0 ... \\\n2016-12-01 0.0 ... \n2016-12-02 0.0 ... \n2016-12-03 0.0 ... \n2016-12-04 0.0 ... \n2016-12-05 0.0 ... \n... ... ... \n2023-06-25 0.0 ... \n2023-06-26 0.0 ... \n2023-06-27 0.0 ... \n2023-06-28 0.0 ... \n2023-06-29 0.0 ... \n\n Steam · Is there News? SteamDB · Relative concurrent players \\\n2016-12-01 False 0.000236 \n2016-12-02 False NaN \n2016-12-03 False NaN \n2016-12-04 False NaN \n2016-12-05 False NaN \n... ... ... \n2023-06-25 False 0.750016 \n2023-06-26 False 0.642941 \n2023-06-27 False 0.633324 \n2023-06-28 False 0.611284 \n2023-06-29 True 0.600638 \n\n SteamDB · Relative Steam price ITAD · Relative Best Price \\\n2016-12-01 NaN NaN \n2016-12-02 NaN NaN \n2016-12-03 NaN NaN \n2016-12-04 NaN NaN \n2016-12-05 NaN NaN \n... ... ... \n2023-06-25 0.329777 0.329777 \n2023-06-26 0.329777 0.329777 \n2023-06-27 0.329777 0.329777 \n2023-06-28 0.329777 0.329777 \n2023-06-29 0.329777 0.329777 \n\n ITAD · Best price change from previous day \\\n2016-12-01 NaN \n2016-12-02 NaN \n2016-12-03 NaN \n2016-12-04 NaN \n2016-12-05 NaN \n... ... \n2023-06-25 0.0 \n2023-06-26 0.0 \n2023-06-27 0.0 \n2023-06-28 0.0 \n2023-06-29 0.0 \n\n SteamDB · Steam price change from previous day \\\n2016-12-01 NaN \n2016-12-02 NaN \n2016-12-03 NaN \n2016-12-04 NaN \n2016-12-05 NaN \n... ... \n2023-06-25 -0.0 \n2023-06-26 -0.0 \n2023-06-27 -0.0 \n2023-06-28 -0.0 \n2023-06-29 -0.0 \n\n SteamDB · Is there a discount? ITAD · Is there a discount? \\\n2016-12-01 False False \n2016-12-02 False False \n2016-12-03 False False \n2016-12-04 False False \n2016-12-05 False False \n... ... ... \n2023-06-25 False False \n2023-06-26 False False \n2023-06-27 False False \n2023-06-28 False False \n2023-06-29 False False \n\n Cumulative · Is something happening on Steam? \\\n2016-12-01 False \n2016-12-02 False \n2016-12-03 False \n2016-12-04 False \n2016-12-05 False \n... ... \n2023-06-25 False \n2023-06-26 False \n2023-06-27 False \n2023-06-28 False \n2023-06-29 True \n\n Cumulative · Is something happening? \n2016-12-01 False \n2016-12-02 False \n2016-12-03 False \n2016-12-04 False \n2016-12-05 False \n... ... \n2023-06-25 False \n2023-06-26 False \n2023-06-27 False \n2023-06-28 False \n2023-06-29 True \n\n[2402 rows x 36 columns]",
"text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>SteamDB · Peak concurrent players</th>\n <th>SteamDB · Day average of concurrent players</th>\n <th>SteamDB · Player count flags</th>\n <th>SteamDB · Steam</th>\n <th>SteamDB · Price flags</th>\n <th>Google Trends · Score</th>\n <th>Steam · Count of News tagged no_tags</th>\n <th>Steam · Count of News tagged patchnotes</th>\n <th>Steam · Count of News tagged hide_store</th>\n <th>Steam · Count of News tagged ModAct_1401078964_1677758714_0</th>\n <th>...</th>\n <th>Steam · Is there News?</th>\n <th>SteamDB · Relative concurrent players</th>\n <th>SteamDB · Relative Steam price</th>\n <th>ITAD · Relative Best Price</th>\n <th>ITAD · Best price change from previous day</th>\n <th>SteamDB · Steam price change from previous day</th>\n <th>SteamDB · Is there a discount?</th>\n <th>ITAD · Is there a discount?</th>\n <th>Cumulative · Is something happening on Steam?</th>\n <th>Cumulative · Is something happening?</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>2016-12-01</th>\n <td>11.0</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>0.00</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>...</td>\n <td>False</td>\n <td>0.000236</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>False</td>\n <td>False</td>\n <td>False</td>\n <td>False</td>\n </tr>\n <tr>\n <th>2016-12-02</th>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>0.00</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>...</td>\n <td>False</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>False</td>\n <td>False</td>\n <td>False</td>\n <td>False</td>\n </tr>\n <tr>\n <th>2016-12-03</th>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>0.00</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>...</td>\n <td>False</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>False</td>\n <td>False</td>\n <td>False</td>\n <td>False</td>\n </tr>\n <tr>\n <th>2016-12-04</th>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>0.00</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>...</td>\n <td>False</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>False</td>\n <td>False</td>\n <td>False</td>\n <td>False</td>\n </tr>\n <tr>\n <th>2016-12-05</th>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>0.00</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>...</td>\n <td>False</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>False</td>\n <td>False</td>\n <td>False</td>\n <td>False</td>\n </tr>\n <tr>\n <th>...</th>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n </tr>\n <tr>\n <th>2023-06-25</th>\n <td>35016.0</td>\n <td>26276.0</td>\n <td>NaN</td>\n <td>9.89</td>\n <td>NaN</td>\n <td>0.43</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>...</td>\n <td>False</td>\n <td>0.750016</td>\n <td>0.329777</td>\n <td>0.329777</td>\n <td>0.0</td>\n <td>-0.0</td>\n <td>False</td>\n <td>False</td>\n <td>False</td>\n <td>False</td>\n </tr>\n <tr>\n <th>2023-06-26</th>\n <td>30017.0</td>\n <td>22421.0</td>\n <td>NaN</td>\n <td>9.89</td>\n <td>NaN</td>\n <td>0.43</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>...</td>\n <td>False</td>\n <td>0.642941</td>\n <td>0.329777</td>\n <td>0.329777</td>\n <td>0.0</td>\n <td>-0.0</td>\n <td>False</td>\n <td>False</td>\n <td>False</td>\n <td>False</td>\n </tr>\n <tr>\n <th>2023-06-27</th>\n <td>29568.0</td>\n <td>21949.0</td>\n <td>NaN</td>\n <td>9.89</td>\n <td>NaN</td>\n <td>0.43</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>...</td>\n <td>False</td>\n <td>0.633324</td>\n <td>0.329777</td>\n <td>0.329777</td>\n <td>0.0</td>\n <td>-0.0</td>\n <td>False</td>\n <td>False</td>\n <td>False</td>\n <td>False</td>\n </tr>\n <tr>\n <th>2023-06-28</th>\n <td>28539.0</td>\n <td>21347.0</td>\n <td>NaN</td>\n <td>9.89</td>\n <td>NaN</td>\n <td>0.43</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>...</td>\n <td>False</td>\n <td>0.611284</td>\n <td>0.329777</td>\n <td>0.329777</td>\n <td>0.0</td>\n <td>-0.0</td>\n <td>False</td>\n <td>False</td>\n <td>False</td>\n <td>False</td>\n </tr>\n <tr>\n <th>2023-06-29</th>\n <td>28042.0</td>\n <td>21347.0</td>\n <td>NaN</td>\n <td>9.89</td>\n <td>NaN</td>\n <td>0.43</td>\n <td>1.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>...</td>\n <td>True</td>\n <td>0.600638</td>\n <td>0.329777</td>\n <td>0.329777</td>\n <td>0.0</td>\n <td>-0.0</td>\n <td>False</td>\n <td>False</td>\n <td>True</td>\n <td>True</td>\n </tr>\n </tbody>\n</table>\n<p>2402 rows × 36 columns</p>\n</div>"
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_deeprockgalactic = processing.process_game(\"Deep Rock Galactic\", Path(\"data/deeprockgalactic\"))\n",
"df_deeprockgalactic"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"ExecuteTime": {
"end_time": "2023-07-02T06:47:44.333257903Z",
"start_time": "2023-07-02T06:47:44.017726541Z"
}
},
"outputs": [
{
"data": {
"text/plain": " SteamDB · Peak concurrent players \\\n2020-12-25 2354.0 \n2020-12-26 2867.0 \n2020-12-27 2931.0 \n2020-12-28 2921.0 \n2020-12-29 2757.0 \n... ... \n2023-06-25 786.0 \n2023-06-26 780.0 \n2023-06-27 718.0 \n2023-06-28 696.0 \n2023-06-29 651.0 \n\n SteamDB · Day average of concurrent players \\\n2020-12-25 NaN \n2020-12-26 NaN \n2020-12-27 NaN \n2020-12-28 NaN \n2020-12-29 NaN \n... ... \n2023-06-25 613.0 \n2023-06-26 584.0 \n2023-06-27 580.0 \n2023-06-28 566.0 \n2023-06-29 566.0 \n\n SteamDB · Player count flags SteamDB · Steam \\\n2020-12-25 NaN 16.79 \n2020-12-26 NaN 16.79 \n2020-12-27 NaN 16.79 \n2020-12-28 NaN 16.79 \n2020-12-29 NaN 16.79 \n... ... ... \n2023-06-25 NaN 16.79 \n2023-06-26 NaN 16.79 \n2023-06-27 NaN 16.79 \n2023-06-28 NaN 16.79 \n2023-06-29 NaN 16.79 \n\n SteamDB · Price flags Google Trends · Score \\\n2020-12-25 NaN NaN \n2020-12-26 NaN NaN \n2020-12-27 NaN NaN \n2020-12-28 NaN NaN \n2020-12-29 NaN NaN \n... ... ... \n2023-06-25 NaN 0.57 \n2023-06-26 NaN 0.57 \n2023-06-27 NaN 0.57 \n2023-06-28 NaN 0.57 \n2023-06-29 NaN 0.57 \n\n Steam · Count of News tagged no_tags ITAD · Best Price \\\n2020-12-25 0.0 16.79 \n2020-12-26 0.0 16.79 \n2020-12-27 0.0 16.79 \n2020-12-28 0.0 16.79 \n2020-12-29 0.0 16.79 \n... ... ... \n2023-06-25 0.0 12.59 \n2023-06-26 0.0 12.59 \n2023-06-27 0.0 12.59 \n2023-06-28 0.0 12.59 \n2023-06-29 0.0 16.79 \n\n ITAD · Best Regular Price ITAD · Worst Regular Price ... \\\n2020-12-25 16.79 16.79 ... \n2020-12-26 16.79 16.79 ... \n2020-12-27 16.79 16.79 ... \n2020-12-28 16.79 16.79 ... \n2020-12-29 16.79 16.79 ... \n... ... ... ... \n2023-06-25 16.79 29.99 ... \n2023-06-26 16.79 29.99 ... \n2023-06-27 16.79 29.99 ... \n2023-06-28 16.79 29.99 ... \n2023-06-29 16.79 29.99 ... \n\n Steam · Is there News? SteamDB · Relative concurrent players \\\n2020-12-25 False 0.743525 \n2020-12-26 False 0.905559 \n2020-12-27 False 0.925774 \n2020-12-28 False 0.922615 \n2020-12-29 False 0.870815 \n... ... ... \n2023-06-25 False 0.248263 \n2023-06-26 False 0.246368 \n2023-06-27 False 0.226785 \n2023-06-28 False 0.219836 \n2023-06-29 False 0.205622 \n\n SteamDB · Relative Steam price ITAD · Relative Best Price \\\n2020-12-25 1.0 1.000000 \n2020-12-26 1.0 1.000000 \n2020-12-27 1.0 1.000000 \n2020-12-28 1.0 1.000000 \n2020-12-29 1.0 1.000000 \n... ... ... \n2023-06-25 1.0 0.749851 \n2023-06-26 1.0 0.749851 \n2023-06-27 1.0 0.749851 \n2023-06-28 1.0 0.749851 \n2023-06-29 1.0 1.000000 \n\n ITAD · Best price change from previous day \\\n2020-12-25 NaN \n2020-12-26 0.0 \n2020-12-27 0.0 \n2020-12-28 0.0 \n2020-12-29 0.0 \n... ... \n2023-06-25 0.0 \n2023-06-26 0.0 \n2023-06-27 0.0 \n2023-06-28 0.0 \n2023-06-29 4.2 \n\n SteamDB · Steam price change from previous day \\\n2020-12-25 NaN \n2020-12-26 -0.0 \n2020-12-27 -0.0 \n2020-12-28 -0.0 \n2020-12-29 -0.0 \n... ... \n2023-06-25 -0.0 \n2023-06-26 -0.0 \n2023-06-27 -0.0 \n2023-06-28 -0.0 \n2023-06-29 -0.0 \n\n SteamDB · Is there a discount? ITAD · Is there a discount? \\\n2020-12-25 False False \n2020-12-26 False False \n2020-12-27 False False \n2020-12-28 False False \n2020-12-29 False False \n... ... ... \n2023-06-25 False False \n2023-06-26 False False \n2023-06-27 False False \n2023-06-28 False False \n2023-06-29 False False \n\n Cumulative · Is something happening on Steam? \\\n2020-12-25 False \n2020-12-26 False \n2020-12-27 False \n2020-12-28 False \n2020-12-29 False \n... ... \n2023-06-25 False \n2023-06-26 False \n2023-06-27 False \n2023-06-28 False \n2023-06-29 False \n\n Cumulative · Is something happening? \n2020-12-25 False \n2020-12-26 False \n2020-12-27 False \n2020-12-28 False \n2020-12-29 False \n... ... \n2023-06-25 False \n2023-06-26 False \n2023-06-27 False \n2023-06-28 False \n2023-06-29 False \n\n[917 rows x 23 columns]",
"text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>SteamDB · Peak concurrent players</th>\n <th>SteamDB · Day average of concurrent players</th>\n <th>SteamDB · Player count flags</th>\n <th>SteamDB · Steam</th>\n <th>SteamDB · Price flags</th>\n <th>Google Trends · Score</th>\n <th>Steam · Count of News tagged no_tags</th>\n <th>ITAD · Best Price</th>\n <th>ITAD · Best Regular Price</th>\n <th>ITAD · Worst Regular Price</th>\n <th>...</th>\n <th>Steam · Is there News?</th>\n <th>SteamDB · Relative concurrent players</th>\n <th>SteamDB · Relative Steam price</th>\n <th>ITAD · Relative Best Price</th>\n <th>ITAD · Best price change from previous day</th>\n <th>SteamDB · Steam price change from previous day</th>\n <th>SteamDB · Is there a discount?</th>\n <th>ITAD · Is there a discount?</th>\n <th>Cumulative · Is something happening on Steam?</th>\n <th>Cumulative · Is something happening?</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>2020-12-25</th>\n <td>2354.0</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>16.79</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>0.0</td>\n <td>16.79</td>\n <td>16.79</td>\n <td>16.79</td>\n <td>...</td>\n <td>False</td>\n <td>0.743525</td>\n <td>1.0</td>\n <td>1.000000</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>False</td>\n <td>False</td>\n <td>False</td>\n <td>False</td>\n </tr>\n <tr>\n <th>2020-12-26</th>\n <td>2867.0</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>16.79</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>0.0</td>\n <td>16.79</td>\n <td>16.79</td>\n <td>16.79</td>\n <td>...</td>\n <td>False</td>\n <td>0.905559</td>\n <td>1.0</td>\n <td>1.000000</td>\n <td>0.0</td>\n <td>-0.0</td>\n <td>False</td>\n <td>False</td>\n <td>False</td>\n <td>False</td>\n </tr>\n <tr>\n <th>2020-12-27</th>\n <td>2931.0</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>16.79</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>0.0</td>\n <td>16.79</td>\n <td>16.79</td>\n <td>16.79</td>\n <td>...</td>\n <td>False</td>\n <td>0.925774</td>\n <td>1.0</td>\n <td>1.000000</td>\n <td>0.0</td>\n <td>-0.0</td>\n <td>False</td>\n <td>False</td>\n <td>False</td>\n <td>False</td>\n </tr>\n <tr>\n <th>2020-12-28</th>\n <td>2921.0</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>16.79</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>0.0</td>\n <td>16.79</td>\n <td>16.79</td>\n <td>16.79</td>\n <td>...</td>\n <td>False</td>\n <td>0.922615</td>\n <td>1.0</td>\n <td>1.000000</td>\n <td>0.0</td>\n <td>-0.0</td>\n <td>False</td>\n <td>False</td>\n <td>False</td>\n <td>False</td>\n </tr>\n <tr>\n <th>2020-12-29</th>\n <td>2757.0</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>16.79</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>0.0</td>\n <td>16.79</td>\n <td>16.79</td>\n <td>16.79</td>\n <td>...</td>\n <td>False</td>\n <td>0.870815</td>\n <td>1.0</td>\n <td>1.000000</td>\n <td>0.0</td>\n <td>-0.0</td>\n <td>False</td>\n <td>False</td>\n <td>False</td>\n <td>False</td>\n </tr>\n <tr>\n <th>...</th>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n </tr>\n <tr>\n <th>2023-06-25</th>\n <td>786.0</td>\n <td>613.0</td>\n <td>NaN</td>\n <td>16.79</td>\n <td>NaN</td>\n <td>0.57</td>\n <td>0.0</td>\n <td>12.59</td>\n <td>16.79</td>\n <td>29.99</td>\n <td>...</td>\n <td>False</td>\n <td>0.248263</td>\n <td>1.0</td>\n <td>0.749851</td>\n <td>0.0</td>\n <td>-0.0</td>\n <td>False</td>\n <td>False</td>\n <td>False</td>\n <td>False</td>\n </tr>\n <tr>\n <th>2023-06-26</th>\n <td>780.0</td>\n <td>584.0</td>\n <td>NaN</td>\n <td>16.79</td>\n <td>NaN</td>\n <td>0.57</td>\n <td>0.0</td>\n <td>12.59</td>\n <td>16.79</td>\n <td>29.99</td>\n <td>...</td>\n <td>False</td>\n <td>0.246368</td>\n <td>1.0</td>\n <td>0.749851</td>\n <td>0.0</td>\n <td>-0.0</td>\n <td>False</td>\n <td>False</td>\n <td>False</td>\n <td>False</td>\n </tr>\n <tr>\n <th>2023-06-27</th>\n <td>718.0</td>\n <td>580.0</td>\n <td>NaN</td>\n <td>16.79</td>\n <td>NaN</td>\n <td>0.57</td>\n <td>0.0</td>\n <td>12.59</td>\n <td>16.79</td>\n <td>29.99</td>\n <td>...</td>\n <td>False</td>\n <td>0.226785</td>\n <td>1.0</td>\n <td>0.749851</td>\n <td>0.0</td>\n <td>-0.0</td>\n <td>False</td>\n <td>False</td>\n <td>False</td>\n <td>False</td>\n </tr>\n <tr>\n <th>2023-06-28</th>\n <td>696.0</td>\n <td>566.0</td>\n <td>NaN</td>\n <td>16.79</td>\n <td>NaN</td>\n <td>0.57</td>\n <td>0.0</td>\n <td>12.59</td>\n <td>16.79</td>\n <td>29.99</td>\n <td>...</td>\n <td>False</td>\n <td>0.219836</td>\n <td>1.0</td>\n <td>0.749851</td>\n <td>0.0</td>\n <td>-0.0</td>\n <td>False</td>\n <td>False</td>\n <td>False</td>\n <td>False</td>\n </tr>\n <tr>\n <th>2023-06-29</th>\n <td>651.0</td>\n <td>566.0</td>\n <td>NaN</td>\n <td>16.79</td>\n <td>NaN</td>\n <td>0.57</td>\n <td>0.0</td>\n <td>16.79</td>\n <td>16.79</td>\n <td>29.99</td>\n <td>...</td>\n <td>False</td>\n <td>0.205622</td>\n <td>1.0</td>\n <td>1.000000</td>\n <td>4.2</td>\n <td>-0.0</td>\n <td>False</td>\n <td>False</td>\n <td>False</td>\n <td>False</td>\n </tr>\n </tbody>\n</table>\n<p>917 rows × 23 columns</p>\n</div>"
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_omori = processing.process_game(\"Omori\", Path(\"data/omori\"))\n",
"df_omori"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"ExecuteTime": {
"end_time": "2023-07-02T06:47:45.346532655Z",
"start_time": "2023-07-02T06:47:44.332604310Z"
}
},
"outputs": [
{
"data": {
"text/plain": " SteamDB · Peak concurrent players \\\n2021-09-21 4202.0 \n2021-09-22 7046.0 \n2021-09-23 6694.0 \n2021-09-24 5837.0 \n2021-09-25 6301.0 \n... ... \n2023-06-26 497.0 \n2023-06-27 504.0 \n2023-06-28 457.0 \n2023-06-29 530.0 \n2023-06-30 719.0 \n\n SteamDB · Day average of concurrent players \\\n2021-09-21 NaN \n2021-09-22 NaN \n2021-09-23 NaN \n2021-09-24 NaN \n2021-09-25 NaN \n... ... \n2023-06-26 385.0 \n2023-06-27 387.0 \n2023-06-28 367.0 \n2023-06-29 395.0 \n2023-06-30 395.0 \n\n SteamDB · Player count flags SteamDB · Steam \\\n2021-09-21 NaN 11.24 \n2021-09-22 NaN 11.24 \n2021-09-23 NaN 11.24 \n2021-09-24 NaN 11.24 \n2021-09-25 NaN 11.24 \n... ... ... \n2023-06-26 NaN 12.49 \n2023-06-27 NaN 12.49 \n2023-06-28 NaN 12.49 \n2023-06-29 NaN 8.11 \n2023-06-30 NaN 8.11 \n\n SteamDB · Price flags Google Trends · Score \\\n2021-09-21 NaN NaN \n2021-09-22 NaN NaN \n2021-09-23 NaN NaN \n2021-09-24 NaN NaN \n2021-09-25 NaN NaN \n... ... ... \n2023-06-26 NaN 0.24 \n2023-06-27 NaN 0.24 \n2023-06-28 NaN 0.24 \n2023-06-29 NaN 0.24 \n2023-06-30 NaN 0.24 \n\n Steam · Count of News tagged workshop \\\n2021-09-21 0.0 \n2021-09-22 0.0 \n2021-09-23 0.0 \n2021-09-24 0.0 \n2021-09-25 0.0 \n... ... \n2023-06-26 0.0 \n2023-06-27 0.0 \n2023-06-28 0.0 \n2023-06-29 1.0 \n2023-06-30 0.0 \n\n Steam · Count of News tagged ModAct_1428110219_1685546438_0 \\\n2021-09-21 0.0 \n2021-09-22 0.0 \n2021-09-23 0.0 \n2021-09-24 0.0 \n2021-09-25 0.0 \n... ... \n2023-06-26 0.0 \n2023-06-27 0.0 \n2023-06-28 0.0 \n2023-06-29 0.0 \n2023-06-30 0.0 \n\n Steam · Count of News tagged mod_require_rereview \\\n2021-09-21 0.0 \n2021-09-22 0.0 \n2021-09-23 0.0 \n2021-09-24 0.0 \n2021-09-25 0.0 \n... ... \n2023-06-26 0.0 \n2023-06-27 0.0 \n2023-06-28 0.0 \n2023-06-29 0.0 \n2023-06-30 0.0 \n\n Steam · Count of News tagged mod_reviewed ... \\\n2021-09-21 0.0 ... \n2021-09-22 0.0 ... \n2021-09-23 0.0 ... \n2021-09-24 0.0 ... \n2021-09-25 0.0 ... \n... ... ... \n2023-06-26 0.0 ... \n2023-06-27 0.0 ... \n2023-06-28 0.0 ... \n2023-06-29 0.0 ... \n2023-06-30 0.0 ... \n\n Steam · Is there News? SteamDB · Relative concurrent players \\\n2021-09-21 False 0.413542 \n2021-09-22 False 0.693436 \n2021-09-23 False 0.658793 \n2021-09-24 False 0.574451 \n2021-09-25 False 0.620116 \n... ... ... \n2023-06-26 False 0.048913 \n2023-06-27 False 0.049601 \n2023-06-28 False 0.044976 \n2023-06-29 True 0.052160 \n2023-06-30 False 0.070761 \n\n SteamDB · Relative Steam price ITAD · Relative Best Price \\\n2021-09-21 0.899920 0.938990 \n2021-09-22 0.899920 0.895138 \n2021-09-23 0.899920 0.895138 \n2021-09-24 0.899920 0.938990 \n2021-09-25 0.899920 0.938990 \n... ... ... \n2023-06-26 1.000000 0.553861 \n2023-06-27 1.000000 0.553861 \n2023-06-28 1.000000 0.553861 \n2023-06-29 0.649319 0.551954 \n2023-06-30 0.649319 0.551954 \n\n ITAD · Best price change from previous day \\\n2021-09-21 NaN \n2021-09-22 -0.46 \n2021-09-23 0.00 \n2021-09-24 0.46 \n2021-09-25 0.00 \n... ... \n2023-06-26 -0.98 \n2023-06-27 0.00 \n2023-06-28 0.00 \n2023-06-29 -0.02 \n2023-06-30 0.00 \n\n SteamDB · Steam price change from previous day \\\n2021-09-21 NaN \n2021-09-22 -0.00 \n2021-09-23 -0.00 \n2021-09-24 -0.00 \n2021-09-25 -0.00 \n... ... \n2023-06-26 -0.00 \n2023-06-27 -0.00 \n2023-06-28 -0.00 \n2023-06-29 4.38 \n2023-06-30 -0.00 \n\n SteamDB · Is there a discount? ITAD · Is there a discount? \\\n2021-09-21 False False \n2021-09-22 False True \n2021-09-23 False False \n2021-09-24 False False \n2021-09-25 False False \n... ... ... \n2023-06-26 False True \n2023-06-27 False False \n2023-06-28 False False \n2023-06-29 False True \n2023-06-30 False False \n\n Cumulative · Is something happening on Steam? \\\n2021-09-21 False \n2021-09-22 False \n2021-09-23 False \n2021-09-24 False \n2021-09-25 False \n... ... \n2023-06-26 False \n2023-06-27 False \n2023-06-28 False \n2023-06-29 True \n2023-06-30 False \n\n Cumulative · Is something happening? \n2021-09-21 False \n2021-09-22 True \n2021-09-23 False \n2021-09-24 False \n2021-09-25 False \n... ... \n2023-06-26 True \n2023-06-27 False \n2023-06-28 False \n2023-06-29 True \n2023-06-30 False \n\n[648 rows x 52 columns]",
"text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>SteamDB · Peak concurrent players</th>\n <th>SteamDB · Day average of concurrent players</th>\n <th>SteamDB · Player count flags</th>\n <th>SteamDB · Steam</th>\n <th>SteamDB · Price flags</th>\n <th>Google Trends · Score</th>\n <th>Steam · Count of News tagged workshop</th>\n <th>Steam · Count of News tagged ModAct_1428110219_1685546438_0</th>\n <th>Steam · Count of News tagged mod_require_rereview</th>\n <th>Steam · Count of News tagged mod_reviewed</th>\n <th>...</th>\n <th>Steam · Is there News?</th>\n <th>SteamDB · Relative concurrent players</th>\n <th>SteamDB · Relative Steam price</th>\n <th>ITAD · Relative Best Price</th>\n <th>ITAD · Best price change from previous day</th>\n <th>SteamDB · Steam price change from previous day</th>\n <th>SteamDB · Is there a discount?</th>\n <th>ITAD · Is there a discount?</th>\n <th>Cumulative · Is something happening on Steam?</th>\n <th>Cumulative · Is something happening?</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>2021-09-21</th>\n <td>4202.0</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>11.24</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>...</td>\n <td>False</td>\n <td>0.413542</td>\n <td>0.899920</td>\n <td>0.938990</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>False</td>\n <td>False</td>\n <td>False</td>\n <td>False</td>\n </tr>\n <tr>\n <th>2021-09-22</th>\n <td>7046.0</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>11.24</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>...</td>\n <td>False</td>\n <td>0.693436</td>\n <td>0.899920</td>\n <td>0.895138</td>\n <td>-0.46</td>\n <td>-0.00</td>\n <td>False</td>\n <td>True</td>\n <td>False</td>\n <td>True</td>\n </tr>\n <tr>\n <th>2021-09-23</th>\n <td>6694.0</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>11.24</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>...</td>\n <td>False</td>\n <td>0.658793</td>\n <td>0.899920</td>\n <td>0.895138</td>\n <td>0.00</td>\n <td>-0.00</td>\n <td>False</td>\n <td>False</td>\n <td>False</td>\n <td>False</td>\n </tr>\n <tr>\n <th>2021-09-24</th>\n <td>5837.0</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>11.24</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>...</td>\n <td>False</td>\n <td>0.574451</td>\n <td>0.899920</td>\n <td>0.938990</td>\n <td>0.46</td>\n <td>-0.00</td>\n <td>False</td>\n <td>False</td>\n <td>False</td>\n <td>False</td>\n </tr>\n <tr>\n <th>2021-09-25</th>\n <td>6301.0</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>11.24</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>...</td>\n <td>False</td>\n <td>0.620116</td>\n <td>0.899920</td>\n <td>0.938990</td>\n <td>0.00</td>\n <td>-0.00</td>\n <td>False</td>\n <td>False</td>\n <td>False</td>\n <td>False</td>\n </tr>\n <tr>\n <th>...</th>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n </tr>\n <tr>\n <th>2023-06-26</th>\n <td>497.0</td>\n <td>385.0</td>\n <td>NaN</td>\n <td>12.49</td>\n <td>NaN</td>\n <td>0.24</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>...</td>\n <td>False</td>\n <td>0.048913</td>\n <td>1.000000</td>\n <td>0.553861</td>\n <td>-0.98</td>\n <td>-0.00</td>\n <td>False</td>\n <td>True</td>\n <td>False</td>\n <td>True</td>\n </tr>\n <tr>\n <th>2023-06-27</th>\n <td>504.0</td>\n <td>387.0</td>\n <td>NaN</td>\n <td>12.49</td>\n <td>NaN</td>\n <td>0.24</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>...</td>\n <td>False</td>\n <td>0.049601</td>\n <td>1.000000</td>\n <td>0.553861</td>\n <td>0.00</td>\n <td>-0.00</td>\n <td>False</td>\n <td>False</td>\n <td>False</td>\n <td>False</td>\n </tr>\n <tr>\n <th>2023-06-28</th>\n <td>457.0</td>\n <td>367.0</td>\n <td>NaN</td>\n <td>12.49</td>\n <td>NaN</td>\n <td>0.24</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>...</td>\n <td>False</td>\n <td>0.044976</td>\n <td>1.000000</td>\n <td>0.553861</td>\n <td>0.00</td>\n <td>-0.00</td>\n <td>False</td>\n <td>False</td>\n <td>False</td>\n <td>False</td>\n </tr>\n <tr>\n <th>2023-06-29</th>\n <td>530.0</td>\n <td>395.0</td>\n <td>NaN</td>\n <td>8.11</td>\n <td>NaN</td>\n <td>0.24</td>\n <td>1.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>...</td>\n <td>True</td>\n <td>0.052160</td>\n <td>0.649319</td>\n <td>0.551954</td>\n <td>-0.02</td>\n <td>4.38</td>\n <td>False</td>\n <td>True</td>\n <td>True</td>\n <td>True</td>\n </tr>\n <tr>\n <th>2023-06-30</th>\n <td>719.0</td>\n <td>395.0</td>\n <td>NaN</td>\n <td>8.11</td>\n <td>NaN</td>\n <td>0.24</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>...</td>\n <td>False</td>\n <td>0.070761</td>\n <td>0.649319</td>\n <td>0.551954</td>\n <td>0.00</td>\n <td>-0.00</td>\n <td>False</td>\n <td>False</td>\n <td>False</td>\n <td>False</td>\n </tr>\n </tbody>\n</table>\n<p>648 rows × 52 columns</p>\n</div>"
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_potioncraft = processing.process_game(\"Potion Craft: Alchemist Simulator\", Path(\"data/potioncraft\"))\n",
"df_potioncraft"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"ExecuteTime": {
"end_time": "2023-07-02T06:47:45.745192446Z",
"start_time": "2023-07-02T06:47:45.350526460Z"
}
},
"outputs": [
{
"data": {
"text/plain": " SteamDB · Peak concurrent players \\\n2020-09-23 1788.0 \n2020-09-24 1951.0 \n2020-09-25 1692.0 \n2020-09-26 1649.0 \n2020-09-27 1406.0 \n... ... \n2023-06-25 753.0 \n2023-06-26 621.0 \n2023-06-27 603.0 \n2023-06-28 645.0 \n2023-06-29 630.0 \n\n SteamDB · Day average of concurrent players \\\n2020-09-23 NaN \n2020-09-24 NaN \n2020-09-25 NaN \n2020-09-26 NaN \n2020-09-27 NaN \n... ... \n2023-06-25 504.0 \n2023-06-26 414.0 \n2023-06-27 405.0 \n2023-06-28 394.0 \n2023-06-29 394.0 \n\n SteamDB · Player count flags SteamDB · Steam \\\n2020-09-23 NaN 0.00 \n2020-09-24 NaN 0.00 \n2020-09-25 NaN 0.00 \n2020-09-26 NaN 0.00 \n2020-09-27 NaN 0.00 \n... ... ... \n2023-06-25 NaN 8.39 \n2023-06-26 NaN 8.39 \n2023-06-27 NaN 8.39 \n2023-06-28 NaN 8.39 \n2023-06-29 NaN 8.39 \n\n SteamDB · Price flags Google Trends · Score \\\n2020-09-23 NaN NaN \n2020-09-24 NaN NaN \n2020-09-25 NaN NaN \n2020-09-26 NaN NaN \n2020-09-27 NaN NaN \n... ... ... \n2023-06-25 NaN 0.09 \n2023-06-26 NaN 0.09 \n2023-06-27 NaN 0.09 \n2023-06-28 NaN 0.09 \n2023-06-29 NaN 0.09 \n\n Steam · Count of News tagged no_tags \\\n2020-09-23 2.0 \n2020-09-24 0.0 \n2020-09-25 0.0 \n2020-09-26 0.0 \n2020-09-27 0.0 \n... ... \n2023-06-25 0.0 \n2023-06-26 0.0 \n2023-06-27 0.0 \n2023-06-28 0.0 \n2023-06-29 0.0 \n\n Steam · Count of News tagged patchnotes ITAD · Best Price \\\n2020-09-23 0.0 11.99 \n2020-09-24 0.0 11.99 \n2020-09-25 0.0 11.99 \n2020-09-26 0.0 11.99 \n2020-09-27 0.0 11.99 \n... ... ... \n2023-06-25 0.0 8.39 \n2023-06-26 0.0 8.39 \n2023-06-27 0.0 8.39 \n2023-06-28 0.0 8.39 \n2023-06-29 0.0 8.39 \n\n ITAD · Best Regular Price ... Steam · Is there News? \\\n2020-09-23 15.99 ... True \n2020-09-24 15.99 ... False \n2020-09-25 15.99 ... False \n2020-09-26 15.99 ... False \n2020-09-27 15.99 ... False \n... ... ... ... \n2023-06-25 15.99 ... False \n2023-06-26 15.99 ... False \n2023-06-27 15.99 ... False \n2023-06-28 15.99 ... False \n2023-06-29 15.99 ... False \n\n SteamDB · Relative concurrent players \\\n2020-09-23 0.916453 \n2020-09-24 1.000000 \n2020-09-25 0.867248 \n2020-09-26 0.845208 \n2020-09-27 0.720656 \n... ... \n2023-06-25 0.385956 \n2023-06-26 0.318298 \n2023-06-27 0.309072 \n2023-06-28 0.330600 \n2023-06-29 0.322911 \n\n SteamDB · Relative Steam price ITAD · Relative Best Price \\\n2020-09-23 0.000000 0.749844 \n2020-09-24 0.000000 0.749844 \n2020-09-25 0.000000 0.749844 \n2020-09-26 0.000000 0.749844 \n2020-09-27 0.000000 0.749844 \n... ... ... \n2023-06-25 0.499702 0.524703 \n2023-06-26 0.499702 0.524703 \n2023-06-27 0.499702 0.524703 \n2023-06-28 0.499702 0.524703 \n2023-06-29 0.499702 0.524703 \n\n ITAD · Best price change from previous day \\\n2020-09-23 NaN \n2020-09-24 0.0 \n2020-09-25 0.0 \n2020-09-26 0.0 \n2020-09-27 0.0 \n... ... \n2023-06-25 0.0 \n2023-06-26 0.0 \n2023-06-27 0.0 \n2023-06-28 0.0 \n2023-06-29 0.0 \n\n SteamDB · Steam price change from previous day \\\n2020-09-23 NaN \n2020-09-24 -0.0 \n2020-09-25 -0.0 \n2020-09-26 -0.0 \n2020-09-27 -0.0 \n... ... \n2023-06-25 -0.0 \n2023-06-26 -0.0 \n2023-06-27 -0.0 \n2023-06-28 -0.0 \n2023-06-29 -0.0 \n\n SteamDB · Is there a discount? ITAD · Is there a discount? \\\n2020-09-23 False False \n2020-09-24 False False \n2020-09-25 False False \n2020-09-26 False False \n2020-09-27 False False \n... ... ... \n2023-06-25 False False \n2023-06-26 False False \n2023-06-27 False False \n2023-06-28 False False \n2023-06-29 False False \n\n Cumulative · Is something happening on Steam? \\\n2020-09-23 True \n2020-09-24 False \n2020-09-25 False \n2020-09-26 False \n2020-09-27 False \n... ... \n2023-06-25 False \n2023-06-26 False \n2023-06-27 False \n2023-06-28 False \n2023-06-29 False \n\n Cumulative · Is something happening? \n2020-09-23 True \n2020-09-24 False \n2020-09-25 False \n2020-09-26 False \n2020-09-27 False \n... ... \n2023-06-25 False \n2023-06-26 False \n2023-06-27 False \n2023-06-28 False \n2023-06-29 False \n\n[1010 rows x 26 columns]",
"text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>SteamDB · Peak concurrent players</th>\n <th>SteamDB · Day average of concurrent players</th>\n <th>SteamDB · Player count flags</th>\n <th>SteamDB · Steam</th>\n <th>SteamDB · Price flags</th>\n <th>Google Trends · Score</th>\n <th>Steam · Count of News tagged no_tags</th>\n <th>Steam · Count of News tagged patchnotes</th>\n <th>ITAD · Best Price</th>\n <th>ITAD · Best Regular Price</th>\n <th>...</th>\n <th>Steam · Is there News?</th>\n <th>SteamDB · Relative concurrent players</th>\n <th>SteamDB · Relative Steam price</th>\n <th>ITAD · Relative Best Price</th>\n <th>ITAD · Best price change from previous day</th>\n <th>SteamDB · Steam price change from previous day</th>\n <th>SteamDB · Is there a discount?</th>\n <th>ITAD · Is there a discount?</th>\n <th>Cumulative · Is something happening on Steam?</th>\n <th>Cumulative · Is something happening?</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>2020-09-23</th>\n <td>1788.0</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>0.00</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>2.0</td>\n <td>0.0</td>\n <td>11.99</td>\n <td>15.99</td>\n <td>...</td>\n <td>True</td>\n <td>0.916453</td>\n <td>0.000000</td>\n <td>0.749844</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>False</td>\n <td>False</td>\n <td>True</td>\n <td>True</td>\n </tr>\n <tr>\n <th>2020-09-24</th>\n <td>1951.0</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>0.00</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>11.99</td>\n <td>15.99</td>\n <td>...</td>\n <td>False</td>\n <td>1.000000</td>\n <td>0.000000</td>\n <td>0.749844</td>\n <td>0.0</td>\n <td>-0.0</td>\n <td>False</td>\n <td>False</td>\n <td>False</td>\n <td>False</td>\n </tr>\n <tr>\n <th>2020-09-25</th>\n <td>1692.0</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>0.00</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>11.99</td>\n <td>15.99</td>\n <td>...</td>\n <td>False</td>\n <td>0.867248</td>\n <td>0.000000</td>\n <td>0.749844</td>\n <td>0.0</td>\n <td>-0.0</td>\n <td>False</td>\n <td>False</td>\n <td>False</td>\n <td>False</td>\n </tr>\n <tr>\n <th>2020-09-26</th>\n <td>1649.0</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>0.00</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>11.99</td>\n <td>15.99</td>\n <td>...</td>\n <td>False</td>\n <td>0.845208</td>\n <td>0.000000</td>\n <td>0.749844</td>\n <td>0.0</td>\n <td>-0.0</td>\n <td>False</td>\n <td>False</td>\n <td>False</td>\n <td>False</td>\n </tr>\n <tr>\n <th>2020-09-27</th>\n <td>1406.0</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>0.00</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>11.99</td>\n <td>15.99</td>\n <td>...</td>\n <td>False</td>\n <td>0.720656</td>\n <td>0.000000</td>\n <td>0.749844</td>\n <td>0.0</td>\n <td>-0.0</td>\n <td>False</td>\n <td>False</td>\n <td>False</td>\n <td>False</td>\n </tr>\n <tr>\n <th>...</th>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n </tr>\n <tr>\n <th>2023-06-25</th>\n <td>753.0</td>\n <td>504.0</td>\n <td>NaN</td>\n <td>8.39</td>\n <td>NaN</td>\n <td>0.09</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>8.39</td>\n <td>15.99</td>\n <td>...</td>\n <td>False</td>\n <td>0.385956</td>\n <td>0.499702</td>\n <td>0.524703</td>\n <td>0.0</td>\n <td>-0.0</td>\n <td>False</td>\n <td>False</td>\n <td>False</td>\n <td>False</td>\n </tr>\n <tr>\n <th>2023-06-26</th>\n <td>621.0</td>\n <td>414.0</td>\n <td>NaN</td>\n <td>8.39</td>\n <td>NaN</td>\n <td>0.09</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>8.39</td>\n <td>15.99</td>\n <td>...</td>\n <td>False</td>\n <td>0.318298</td>\n <td>0.499702</td>\n <td>0.524703</td>\n <td>0.0</td>\n <td>-0.0</td>\n <td>False</td>\n <td>False</td>\n <td>False</td>\n <td>False</td>\n </tr>\n <tr>\n <th>2023-06-27</th>\n <td>603.0</td>\n <td>405.0</td>\n <td>NaN</td>\n <td>8.39</td>\n <td>NaN</td>\n <td>0.09</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>8.39</td>\n <td>15.99</td>\n <td>...</td>\n <td>False</td>\n <td>0.309072</td>\n <td>0.499702</td>\n <td>0.524703</td>\n <td>0.0</td>\n <td>-0.0</td>\n <td>False</td>\n <td>False</td>\n <td>False</td>\n <td>False</td>\n </tr>\n <tr>\n <th>2023-06-28</th>\n <td>645.0</td>\n <td>394.0</td>\n <td>NaN</td>\n <td>8.39</td>\n <td>NaN</td>\n <td>0.09</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>8.39</td>\n <td>15.99</td>\n <td>...</td>\n <td>False</td>\n <td>0.330600</td>\n <td>0.499702</td>\n <td>0.524703</td>\n <td>0.0</td>\n <td>-0.0</td>\n <td>False</td>\n <td>False</td>\n <td>False</td>\n <td>False</td>\n </tr>\n <tr>\n <th>2023-06-29</th>\n <td>630.0</td>\n <td>394.0</td>\n <td>NaN</td>\n <td>8.39</td>\n <td>NaN</td>\n <td>0.09</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>8.39</td>\n <td>15.99</td>\n <td>...</td>\n <td>False</td>\n <td>0.322911</td>\n <td>0.499702</td>\n <td>0.524703</td>\n <td>0.0</td>\n <td>-0.0</td>\n <td>False</td>\n <td>False</td>\n <td>False</td>\n <td>False</td>\n </tr>\n </tbody>\n</table>\n<p>1010 rows × 26 columns</p>\n</div>"
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_untitledgoosegame = processing.process_game(\"Untitled Goose Game\", Path(\"data/untitledgoosegame\"))\n",
"df_untitledgoosegame"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"ExecuteTime": {
"end_time": "2023-07-02T06:47:51.557452316Z",
"start_time": "2023-07-02T06:47:45.732597252Z"
}
},
"outputs": [
{
"data": {
"text/plain": " SteamDB · Peak concurrent players \\\n2016-02-01 11105.0 \n2016-02-02 NaN \n2016-02-03 NaN \n2016-02-04 NaN \n2016-02-05 NaN \n... ... \n2023-06-02 14458.0 \n2023-06-03 16388.0 \n2023-06-04 17143.0 \n2023-06-05 14380.0 \n2023-06-06 9423.0 \n\n SteamDB · Day average of concurrent players \\\n2016-02-01 NaN \n2016-02-02 NaN \n2016-02-03 NaN \n2016-02-04 NaN \n2016-02-05 NaN \n... ... \n2023-06-02 10378.0 \n2023-06-03 12646.0 \n2023-06-04 13302.0 \n2023-06-05 10319.0 \n2023-06-06 10319.0 \n\n SteamDB · Player count flags SteamDB · Steam \\\n2016-02-01 NaN NaN \n2016-02-02 NaN NaN \n2016-02-03 NaN NaN \n2016-02-04 NaN NaN \n2016-02-05 NaN NaN \n... ... ... \n2023-06-02 NaN 32.0 \n2023-06-03 NaN 32.0 \n2023-06-04 NaN 32.0 \n2023-06-05 NaN 32.0 \n2023-06-06 NaN 32.0 \n\n SteamDB · Price flags Google Trends · Score \\\n2016-02-01 NaN 0.21 \n2016-02-02 NaN 0.21 \n2016-02-03 NaN 0.21 \n2016-02-04 NaN 0.21 \n2016-02-05 NaN 0.21 \n... ... ... \n2023-06-02 NaN 0.40 \n2023-06-03 NaN 0.40 \n2023-06-04 NaN 0.40 \n2023-06-05 NaN 0.40 \n2023-06-06 NaN 0.40 \n\n Steam · Count of News tagged no_tags \\\n2016-02-01 0.0 \n2016-02-02 0.0 \n2016-02-03 0.0 \n2016-02-04 0.0 \n2016-02-05 0.0 \n... ... \n2023-06-02 0.0 \n2023-06-03 0.0 \n2023-06-04 0.0 \n2023-06-05 0.0 \n2023-06-06 0.0 \n\n Steam · Count of News tagged patchnotes \\\n2016-02-01 0.0 \n2016-02-02 0.0 \n2016-02-03 0.0 \n2016-02-04 0.0 \n2016-02-05 0.0 \n... ... \n2023-06-02 0.0 \n2023-06-03 0.0 \n2023-06-04 0.0 \n2023-06-05 0.0 \n2023-06-06 0.0 \n\n Steam · Count of News tagged steam_award_vote_request \\\n2016-02-01 0.0 \n2016-02-02 0.0 \n2016-02-03 0.0 \n2016-02-04 0.0 \n2016-02-05 0.0 \n... ... \n2023-06-02 0.0 \n2023-06-03 0.0 \n2023-06-04 0.0 \n2023-06-05 0.0 \n2023-06-06 0.0 \n\n Steam · Count of News tagged mod_hide_library_overview ... \\\n2016-02-01 0.0 ... \n2016-02-02 0.0 ... \n2016-02-03 0.0 ... \n2016-02-04 0.0 ... \n2016-02-05 0.0 ... \n... ... ... \n2023-06-02 0.0 ... \n2023-06-03 0.0 ... \n2023-06-04 0.0 ... \n2023-06-05 0.0 ... \n2023-06-06 0.0 ... \n\n Steam · Is there News? SteamDB · Relative concurrent players \\\n2016-02-01 False 0.320029 \n2016-02-02 False NaN \n2016-02-03 False NaN \n2016-02-04 False NaN \n2016-02-05 False NaN \n... ... ... \n2023-06-02 False 0.416657 \n2023-06-03 False 0.472277 \n2023-06-04 False 0.494035 \n2023-06-05 False 0.414409 \n2023-06-06 False 0.271556 \n\n SteamDB · Relative Steam price ITAD · Relative Best Price \\\n2016-02-01 NaN NaN \n2016-02-02 NaN NaN \n2016-02-03 NaN NaN \n2016-02-04 NaN NaN \n2016-02-05 NaN NaN \n... ... ... \n2023-06-02 1.0 1.0 \n2023-06-03 1.0 1.0 \n2023-06-04 1.0 1.0 \n2023-06-05 1.0 1.0 \n2023-06-06 1.0 1.0 \n\n ITAD · Best price change from previous day \\\n2016-02-01 NaN \n2016-02-02 NaN \n2016-02-03 NaN \n2016-02-04 NaN \n2016-02-05 NaN \n... ... \n2023-06-02 0.0 \n2023-06-03 0.0 \n2023-06-04 0.0 \n2023-06-05 0.0 \n2023-06-06 0.0 \n\n SteamDB · Steam price change from previous day \\\n2016-02-01 NaN \n2016-02-02 NaN \n2016-02-03 NaN \n2016-02-04 NaN \n2016-02-05 NaN \n... ... \n2023-06-02 -0.0 \n2023-06-03 -0.0 \n2023-06-04 -0.0 \n2023-06-05 -0.0 \n2023-06-06 -0.0 \n\n SteamDB · Is there a discount? ITAD · Is there a discount? \\\n2016-02-01 False False \n2016-02-02 False False \n2016-02-03 False False \n2016-02-04 False False \n2016-02-05 False False \n... ... ... \n2023-06-02 False False \n2023-06-03 False False \n2023-06-04 False False \n2023-06-05 False False \n2023-06-06 False False \n\n Cumulative · Is something happening on Steam? \\\n2016-02-01 False \n2016-02-02 False \n2016-02-03 False \n2016-02-04 False \n2016-02-05 False \n... ... \n2023-06-02 False \n2023-06-03 False \n2023-06-04 False \n2023-06-05 False \n2023-06-06 False \n\n Cumulative · Is something happening? \n2016-02-01 False \n2016-02-02 False \n2016-02-03 False \n2016-02-04 False \n2016-02-05 False \n... ... \n2023-06-02 False \n2023-06-03 False \n2023-06-04 False \n2023-06-05 False \n2023-06-06 False \n\n[2683 rows x 30 columns]",
"text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>SteamDB · Peak concurrent players</th>\n <th>SteamDB · Day average of concurrent players</th>\n <th>SteamDB · Player count flags</th>\n <th>SteamDB · Steam</th>\n <th>SteamDB · Price flags</th>\n <th>Google Trends · Score</th>\n <th>Steam · Count of News tagged no_tags</th>\n <th>Steam · Count of News tagged patchnotes</th>\n <th>Steam · Count of News tagged steam_award_vote_request</th>\n <th>Steam · Count of News tagged mod_hide_library_overview</th>\n <th>...</th>\n <th>Steam · Is there News?</th>\n <th>SteamDB · Relative concurrent players</th>\n <th>SteamDB · Relative Steam price</th>\n <th>ITAD · Relative Best Price</th>\n <th>ITAD · Best price change from previous day</th>\n <th>SteamDB · Steam price change from previous day</th>\n <th>SteamDB · Is there a discount?</th>\n <th>ITAD · Is there a discount?</th>\n <th>Cumulative · Is something happening on Steam?</th>\n <th>Cumulative · Is something happening?</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>2016-02-01</th>\n <td>11105.0</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>0.21</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>...</td>\n <td>False</td>\n <td>0.320029</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>False</td>\n <td>False</td>\n <td>False</td>\n <td>False</td>\n </tr>\n <tr>\n <th>2016-02-02</th>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>0.21</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>...</td>\n <td>False</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>False</td>\n <td>False</td>\n <td>False</td>\n <td>False</td>\n </tr>\n <tr>\n <th>2016-02-03</th>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>0.21</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>...</td>\n <td>False</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>False</td>\n <td>False</td>\n <td>False</td>\n <td>False</td>\n </tr>\n <tr>\n <th>2016-02-04</th>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>0.21</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>...</td>\n <td>False</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>False</td>\n <td>False</td>\n <td>False</td>\n <td>False</td>\n </tr>\n <tr>\n <th>2016-02-05</th>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>0.21</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>...</td>\n <td>False</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>False</td>\n <td>False</td>\n <td>False</td>\n <td>False</td>\n </tr>\n <tr>\n <th>...</th>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n </tr>\n <tr>\n <th>2023-06-02</th>\n <td>14458.0</td>\n <td>10378.0</td>\n <td>NaN</td>\n <td>32.0</td>\n <td>NaN</td>\n <td>0.40</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>...</td>\n <td>False</td>\n <td>0.416657</td>\n <td>1.0</td>\n <td>1.0</td>\n <td>0.0</td>\n <td>-0.0</td>\n <td>False</td>\n <td>False</td>\n <td>False</td>\n <td>False</td>\n </tr>\n <tr>\n <th>2023-06-03</th>\n <td>16388.0</td>\n <td>12646.0</td>\n <td>NaN</td>\n <td>32.0</td>\n <td>NaN</td>\n <td>0.40</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>...</td>\n <td>False</td>\n <td>0.472277</td>\n <td>1.0</td>\n <td>1.0</td>\n <td>0.0</td>\n <td>-0.0</td>\n <td>False</td>\n <td>False</td>\n <td>False</td>\n <td>False</td>\n </tr>\n <tr>\n <th>2023-06-04</th>\n <td>17143.0</td>\n <td>13302.0</td>\n <td>NaN</td>\n <td>32.0</td>\n <td>NaN</td>\n <td>0.40</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>...</td>\n <td>False</td>\n <td>0.494035</td>\n <td>1.0</td>\n <td>1.0</td>\n <td>0.0</td>\n <td>-0.0</td>\n <td>False</td>\n <td>False</td>\n <td>False</td>\n <td>False</td>\n </tr>\n <tr>\n <th>2023-06-05</th>\n <td>14380.0</td>\n <td>10319.0</td>\n <td>NaN</td>\n <td>32.0</td>\n <td>NaN</td>\n <td>0.40</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>...</td>\n <td>False</td>\n <td>0.414409</td>\n <td>1.0</td>\n <td>1.0</td>\n <td>0.0</td>\n <td>-0.0</td>\n <td>False</td>\n <td>False</td>\n <td>False</td>\n <td>False</td>\n </tr>\n <tr>\n <th>2023-06-06</th>\n <td>9423.0</td>\n <td>10319.0</td>\n <td>NaN</td>\n <td>32.0</td>\n <td>NaN</td>\n <td>0.40</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>...</td>\n <td>False</td>\n <td>0.271556</td>\n <td>1.0</td>\n <td>1.0</td>\n <td>0.0</td>\n <td>-0.0</td>\n <td>False</td>\n <td>False</td>\n <td>False</td>\n <td>False</td>\n </tr>\n </tbody>\n</table>\n<p>2683 rows × 30 columns</p>\n</div>"
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_factorio = processing.process_game(\"Factorio\", Path(\"data/factorio\"))\n",
"df_factorio"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Analisi esplorativa"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In questa sezione si effettuano analisi e rappresentazioni preliminari sui dataframe elaborati per investigare sulle ipotesi che questa ricerca ha come obiettivo di verificare."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Ai fini di unificare le impostazioni utilizzate dai grafici, si definisce qui un `dict` che le contiene tutte, che sarà successivamente passato ai `so.Plot` attraverso la funzione `theme`."
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"ExecuteTime": {
"end_time": "2023-07-02T06:47:51.661117743Z",
"start_time": "2023-07-02T06:47:51.558483656Z"
}
},
"outputs": [],
"source": [
"theme = {\n",
" **sb.axes_style(\"whitegrid\"),\n",
" \"patch.linewidth\": 1.5,\n",
" \"figure.figsize\": (16, 9),\n",
" \"figure.dpi\": 64,\n",
"}"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Visualizzazione del numero di giocatori concorrenti"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Si ricreano con `seaborn` i grafici dello storico dei giocatori concorrenti che SteamDB presenta nelle pagine dei prodotti."
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"ExecuteTime": {
"end_time": "2023-07-02T06:47:51.679246554Z",
"start_time": "2023-07-02T06:47:51.598228104Z"
}
},
"outputs": [],
"source": [
"def plot_concurrent_players(name: str, df: pd.DataFrame) -> so.Plot:\n",
" return (\n",
" so.Plot(\n",
" data=df.reset_index(names=\"Date\"),\n",
" x=\"Date\",\n",
" y=\"SteamDB · Peak concurrent players\",\n",
" )\n",
" .add(\n",
" so.Area(\n",
" alpha=0.6,\n",
" )\n",
" )\n",
" .scale(\n",
" x=so.Temporal()\n",
" .tick(locator=mpld.YearLocator()),\n",
" y=so.Continuous()\n",
" .tick(locator=tick.AutoLocator()),\n",
" )\n",
" .label(\n",
" title=f\"Peak concurrent players over time of {name}\",\n",
" )\n",
" .theme(theme)\n",
" )"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"ExecuteTime": {
"end_time": "2023-07-02T06:47:52.107089451Z",
"start_time": "2023-07-02T06:47:51.598723331Z"
}
},
"outputs": [
{
"data": {
"text/plain": "<Figure size 1024x576 with 1 Axes>",
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_concurrent_players(\"Deep Rock Galactic\", df_deeprockgalactic).show()"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"ExecuteTime": {
"end_time": "2023-07-02T06:47:52.503975057Z",
"start_time": "2023-07-02T06:47:52.108538523Z"
}
},
"outputs": [
{
"data": {
"text/plain": "<Figure size 1024x576 with 1 Axes>",
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_concurrent_players(\"OMORI\", df_omori).show()"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"ExecuteTime": {
"end_time": "2023-07-02T06:47:52.782807777Z",
"start_time": "2023-07-02T06:47:52.504494609Z"
}
},
"outputs": [
{
"data": {
"text/plain": "<Figure size 1024x576 with 1 Axes>",
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_concurrent_players(\"Potion Craft: Alchemist Simulator\", df_potioncraft).show()"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"ExecuteTime": {
"end_time": "2023-07-02T06:47:53.137564862Z",
"start_time": "2023-07-02T06:47:52.784223477Z"
}
},
"outputs": [
{
"data": {
"text/plain": "<Figure size 1024x576 with 1 Axes>",
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_concurrent_players(\"Untitled Goose Game\", df_untitledgoosegame).show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Si può osservare come il numero di giocatori concorrenti di ciascun videogioco formi grafici molto simili per tutti e quattro i dataset utilizzati:\n",
"\n",
"- un grande picco iniziale (al momento del rilascio)\n",
"- piccoli picchi frequenti e periodici (il weekend)\n",
"- una baseline che diminuisce molto lentamente nel tempo (l'interesse che tende a calare nel tempo)\n",
"- vari picchi sparsi"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Si realizza lo stesso grafico per Factorio, il prodotto senza le caratteristiche richieste per questo studio incluso deliberatamente per evidenziare la necessità di esse:"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"ExecuteTime": {
"end_time": "2023-07-02T06:47:53.673916940Z",
"start_time": "2023-07-02T06:47:53.137913204Z"
}
},
"outputs": [
{
"data": {
"text/plain": "<Figure size 1024x576 with 1 Axes>",
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_concurrent_players(\"Factorio\", df_factorio).show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Si può osservare come:\n",
"\n",
"- il picco iniziale ha una forma diversa dagli altri\n",
"- i picchi frequenti e periodici sono sempre presenti, ma molto più accentuati\n",
"- la baseline tende ad aumentare nel tempo invece che a diminuire\n",
"- i picchi sparsi sono quasi completamente assenti (fatta eccezione per il rilascio ufficiale del gioco nel 2021)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Verifica dell'ipotesi del picco nel weekend"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Si crea una visualizzazione che evidenzi chiaramente come i picchi periodici coincidano con il fine settimana."
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"ExecuteTime": {
"end_time": "2023-07-02T06:47:53.688539258Z",
"start_time": "2023-07-02T06:47:53.675050422Z"
}
},
"outputs": [],
"source": [
"class DoWFormatter(tick.Formatter):\n",
" def __call__(self, x, pos=None):\n",
" return {\n",
" 0: \"Monday\",\n",
" 1: \"Tuesday\",\n",
" 2: \"Wednesday\",\n",
" 3: \"Thursday\",\n",
" 4: \"Friday\",\n",
" 5: \"Saturday\",\n",
" 6: \"Sunday\"\n",
" }[x]"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"ExecuteTime": {
"end_time": "2023-07-02T06:47:53.809007985Z",
"start_time": "2023-07-02T06:47:53.693707111Z"
}
},
"outputs": [],
"source": [
"def plot_weekend(name: str, df: pd.DataFrame) -> so.Plot:\n",
" cdf = df[[\"SteamDB · Peak concurrent players\"]]\n",
" minimum = cdf.groupby(df.index.dayofweek).quantile(0.33).rename(columns={\"SteamDB · Peak concurrent players\": \"SteamDB · 33rd percentile of peak concurrent players\"})\n",
" maximum = cdf.groupby(df.index.dayofweek).quantile(0.66).rename(columns={\"SteamDB · Peak concurrent players\": \"SteamDB · 66th percentile of peak concurrent players\"})\n",
" both = utils.join_frames(minimum, maximum)\n",
"\n",
" return (\n",
" so.Plot(\n",
" data=both.reset_index(names=\"Day\"),\n",
" x=\"Day\",\n",
" ymin=\"SteamDB · 33rd percentile of peak concurrent players\",\n",
" ymax=\"SteamDB · 66th percentile of peak concurrent players\",\n",
" )\n",
" .add(\n",
" so.Range(\n",
" linewidth=20,\n",
" )\n",
" )\n",
" .add(\n",
" so.Band()\n",
" )\n",
" .scale(\n",
" x=so.Continuous()\n",
" .tick(locator=mpld.DayLocator())\n",
" .label(formatter=DoWFormatter()),\n",
" y=so.Continuous()\n",
" .tick(locator=tick.AutoLocator()),\n",
" )\n",
" .limit(\n",
" y=(0, None),\n",
" )\n",
" .label(\n",
" title=f\"33rd to 66th percentile of concurrent players over day of week {name}\",\n",
" )\n",
" .theme(theme)\n",
" )\n"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"ExecuteTime": {
"end_time": "2023-07-02T06:47:54.004666852Z",
"start_time": "2023-07-02T06:47:53.706692455Z"
}
},
"outputs": [
{
"data": {
"text/plain": "<Figure size 1024x576 with 1 Axes>",
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_weekend(\"Deep Rock Galactic\", df_deeprockgalactic).show()"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {
"ExecuteTime": {
"end_time": "2023-07-02T06:47:54.317918682Z",
"start_time": "2023-07-02T06:47:54.003080462Z"
}
},
"outputs": [
{
"data": {
"text/plain": "<Figure size 1024x576 with 1 Axes>",
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_weekend(\"Omori\", df_omori).show()"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {
"ExecuteTime": {
"end_time": "2023-07-02T06:47:54.661538100Z",
"start_time": "2023-07-02T06:47:54.316282730Z"
}
},
"outputs": [
{
"data": {
"text/plain": "<Figure size 1024x576 with 1 Axes>",
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_weekend(\"Potion Craft: Alchemist Simulator\", df_potioncraft).show()"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {
"ExecuteTime": {
"end_time": "2023-07-02T06:47:54.971790326Z",
"start_time": "2023-07-02T06:47:54.662541347Z"
}
},
"outputs": [
{
"data": {
"text/plain": "<Figure size 1024x576 with 1 Axes>",
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_weekend(\"Untitled Goose Game\", df_untitledgoosegame).show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Si può chiaramente osservare come il numero di giocatori concorrenti tenda ad essere più alto il sabato, la domenica, e talvolta il lunedì."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Visualizzazione dello storico dei prezzi"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Si ricreano con `seaborn` i grafici dello storico dei prezzi, sovrapponendo i prezzi immagazzinati da SteamDB con quelli di IsThereAnyDeal:\n"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {
"ExecuteTime": {
"end_time": "2023-07-02T06:47:54.987273956Z",
"start_time": "2023-07-02T06:47:54.973046467Z"
}
},
"outputs": [],
"source": [
"def plot_best_prices(name: str, df: pd.DataFrame) -> so.Plot:\n",
" return (\n",
" so.Plot(\n",
" data=df.reset_index(names=\"Date\")[[\n",
" \"Date\",\n",
" \"SteamDB · Steam\",\n",
" \"ITAD · Best Price\",\n",
" ]].melt(\n",
" id_vars=[\"Date\"],\n",
" value_vars=[\n",
" \"SteamDB · Steam\",\n",
" \"ITAD · Best Price\",\n",
" ],\n",
" var_name=\"Data service\",\n",
" value_name=\"Price\"\n",
" ),\n",
" x=\"Date\",\n",
" y=\"Price\",\n",
" color=\"Data service\",\n",
" )\n",
" .add(\n",
" so.Area(\n",
" alpha=0.3,\n",
" )\n",
" )\n",
" .scale(\n",
" x=so.Temporal()\n",
" .tick(locator=mpld.YearLocator()),\n",
" y=so.Continuous()\n",
" .tick(locator=tick.AutoLocator()),\n",
" )\n",
" .label(\n",
" title=f\"Prices over time of {name}\",\n",
" )\n",
" .theme(theme)\n",
" )\n"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {
"ExecuteTime": {
"end_time": "2023-07-02T06:47:55.628275059Z",
"start_time": "2023-07-02T06:47:54.989222172Z"
}
},
"outputs": [
{
"data": {
"text/plain": "<Figure size 1024x576 with 1 Axes>",
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_best_prices(\"Deep Rock Galactic\", df_deeprockgalactic).show()"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {
"ExecuteTime": {
"end_time": "2023-07-02T06:47:56.094097288Z",
"start_time": "2023-07-02T06:47:55.628702529Z"
}
},
"outputs": [
{
"data": {
"text/plain": "<Figure size 1024x576 with 1 Axes>",
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_best_prices(\"OMORI\", df_omori).show()"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {
"ExecuteTime": {
"end_time": "2023-07-02T06:47:56.463485475Z",
"start_time": "2023-07-02T06:47:56.096174005Z"
}
},
"outputs": [
{
"data": {
"text/plain": "<Figure size 1024x576 with 1 Axes>",
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_best_prices(\"Potion Craft: Alchemist Simulator\", df_potioncraft).show()"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {
"ExecuteTime": {
"end_time": "2023-07-02T06:47:56.888455862Z",
"start_time": "2023-07-02T06:47:56.465340036Z"
}
},
"outputs": [
{
"data": {
"text/plain": "<Figure size 1024x576 with 1 Axes>",
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_best_prices(\"Untitled Goose Game\", df_untitledgoosegame).show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Si può osservare come:\n",
"\n",
"- i prezzi tendano ad essere costanti o con piccoli aumenti nel tempo\n",
"- vi sono frequenti valli sparse coincidenti ai periodi in cui i prodotti sono in sconto\n",
"- IsThereAnyDeal abbia spesso prezzi minori rispetto a quelli ottenuti direttamente da Steam"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Si realizza lo stesso grafico per Factorio, al fine di evidenziarne le differenze per l'ultima volta:"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {
"ExecuteTime": {
"end_time": "2023-07-02T06:47:57.653217941Z",
"start_time": "2023-07-02T06:47:56.889235591Z"
}
},
"outputs": [
{
"data": {
"text/plain": "<Figure size 1024x576 with 1 Axes>",
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_best_prices(\"Factorio\", df_factorio).show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Si osserva che:\n",
"\n",
"- il suo prezzo è sempre costante e con piccoli aumenti nel tempo\n",
"- non è presente nemmeno una valle; il prezzo è monotono crescente"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Si scarta il dataset relativo a Factorio; non sarà più usato per il resto di questa relazione."
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {
"ExecuteTime": {
"end_time": "2023-07-02T06:47:57.667581855Z",
"start_time": "2023-07-02T06:47:57.655711829Z"
}
},
"outputs": [],
"source": [
"del df_factorio"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Sovrapposizione di giocatori concorrenti e prezzo"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Si ipotizza che i picchi nel numero di giocatori concorrenti possano coincidere con periodi in cui il relativo videogioco è in sconto."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Si realizzano grafici che li comparano visivamente:"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {
"ExecuteTime": {
"end_time": "2023-07-02T06:47:57.802395700Z",
"start_time": "2023-07-02T06:47:57.670855693Z"
}
},
"outputs": [],
"source": [
"def plot_discount_overlap(df: pd.DataFrame) -> so.Plot:\n",
" return (\n",
" so.Plot(\n",
" data=df.reset_index(names=\"Date\")[[\n",
" \"Date\",\n",
" \"SteamDB · Relative concurrent players\",\n",
" \"SteamDB · Relative Steam price\",\n",
" ]].melt(\n",
" id_vars=[\"Date\"],\n",
" value_vars=[\n",
" \"SteamDB · Relative concurrent players\",\n",
" \"SteamDB · Relative Steam price\",\n",
" ],\n",
" var_name=\"Data\",\n",
" value_name=\"·\"\n",
" ),\n",
" x=\"Date\",\n",
" y=\"·\",\n",
" )\n",
" .facet(\n",
" row=\"Data\",\n",
" )\n",
" .add(\n",
" so.Area(\n",
" alpha=0.6,\n",
" )\n",
" )\n",
" .scale(\n",
" x=so.Temporal()\n",
" .tick(locator=mpld.YearLocator()),\n",
" y=so.Continuous()\n",
" .tick(locator=tick.AutoLocator()),\n",
" )\n",
" .theme(theme)\n",
" )\n"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {
"ExecuteTime": {
"end_time": "2023-07-02T06:47:58.462676946Z",
"start_time": "2023-07-02T06:47:57.685270843Z"
}
},
"outputs": [
{
"data": {
"text/plain": "<Figure size 1024x576 with 2 Axes>",
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_discount_overlap(df_deeprockgalactic).show()"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {
"ExecuteTime": {
"end_time": "2023-07-02T06:47:58.979320131Z",
"start_time": "2023-07-02T06:47:58.464572423Z"
}
},
"outputs": [
{
"data": {
"text/plain": "<Figure size 1024x576 with 2 Axes>",
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_discount_overlap(df_omori).show()"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {
"ExecuteTime": {
"end_time": "2023-07-02T06:47:59.446836217Z",
"start_time": "2023-07-02T06:47:58.979773389Z"
}
},
"outputs": [
{
"data": {
"text/plain": "<Figure size 1024x576 with 2 Axes>",
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_discount_overlap(df_potioncraft).show()"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {
"ExecuteTime": {
"end_time": "2023-07-02T06:47:59.986535745Z",
"start_time": "2023-07-02T06:47:59.448328580Z"
}
},
"outputs": [
{
"data": {
"text/plain": "<Figure size 1024x576 with 2 Axes>",
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_discount_overlap(df_untitledgoosegame).show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Si osserva che la maggior parte dei picchi coincidono con uno sconto."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Coefficienti di correlazione dei precedenti valori"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Si utilizza il metodo `pd.DataFrame.corr` per calcolare il coefficiente di correlazione di Pearson tra le due serie mostrate sui precedenti grafici:"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {
"ExecuteTime": {
"end_time": "2023-07-02T06:48:00.111200894Z",
"start_time": "2023-07-02T06:47:59.991849300Z"
}
},
"outputs": [
{
"data": {
"text/plain": "-0.3117441811277705"
},
"execution_count": 41,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_deeprockgalactic.corr()[\"SteamDB · Relative concurrent players\"][\"SteamDB · Relative Steam price\"]"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {
"ExecuteTime": {
"end_time": "2023-07-02T06:48:00.111974652Z",
"start_time": "2023-07-02T06:48:00.013758837Z"
}
},
"outputs": [
{
"data": {
"text/plain": "-0.2742322328932592"
},
"execution_count": 42,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_omori.corr()[\"SteamDB · Relative concurrent players\"][\"SteamDB · Relative Steam price\"]"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {
"ExecuteTime": {
"end_time": "2023-07-02T06:48:00.112599922Z",
"start_time": "2023-07-02T06:48:00.029518794Z"
}
},
"outputs": [
{
"data": {
"text/plain": "-0.3115367960263604"
},
"execution_count": 43,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_potioncraft.corr()[\"SteamDB · Relative concurrent players\"][\"SteamDB · Relative Steam price\"]"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {
"ExecuteTime": {
"end_time": "2023-07-02T06:48:00.114623169Z",
"start_time": "2023-07-02T06:48:00.087739021Z"
}
},
"outputs": [
{
"data": {
"text/plain": "-0.783411760483506"
},
"execution_count": 44,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_untitledgoosegame.corr()[\"SteamDB · Relative concurrent players\"][\"SteamDB · Relative Steam price\"]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Si osserva che in tutti i casi esiste una correlazione negativa tra le due serie, con intensità più o meno forte a seconda del prodotto."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Sovrapposizione di giocatori concorrenti e annunci"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Si ipotizza anche che i picchi possano essere corrispondenti alla pubblicazione di un annuncio da parte dello sviluppatore."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Si realizzano grafici che li comparano:"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {
"ExecuteTime": {
"end_time": "2023-07-02T06:48:00.114944140Z",
"start_time": "2023-07-02T06:48:00.088101690Z"
}
},
"outputs": [],
"source": [
"def plot_news_overlap(name: str, df: pd.DataFrame) -> so.Plot:\n",
" cdf = df.reset_index(names=\"Date\")[[\n",
" \"Date\",\n",
" \"SteamDB · Relative concurrent players\",\n",
" \"Steam · Is there News?\",\n",
" ]]\n",
" cdf[\"Steam · Is there News?\"] = cdf[\"Steam · Is there News?\"].astype(int)\n",
"\n",
" return (\n",
" so.Plot(\n",
" data=cdf.melt(\n",
" id_vars=[\"Date\"],\n",
" value_vars=[\n",
" \"SteamDB · Relative concurrent players\",\n",
" \"Steam · Is there News?\",\n",
" ],\n",
" var_name=\"Data\",\n",
" value_name=\"·\"\n",
" ),\n",
" x=\"Date\",\n",
" y=\"·\",\n",
" color=\"Data\",\n",
" )\n",
" .add(\n",
" so.Area(\n",
" alpha=0.6,\n",
" )\n",
" )\n",
" .scale(\n",
" x=so.Temporal()\n",
" .tick(locator=mpld.YearLocator()),\n",
" y=so.Continuous()\n",
" .tick(locator=tick.AutoLocator()),\n",
" )\n",
" .label(\n",
" title=f\"Overlap of concurrent players and publishing of news for {name}\",\n",
" )\n",
" .theme(theme)\n",
" )"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {
"ExecuteTime": {
"end_time": "2023-07-02T06:48:00.776465214Z",
"start_time": "2023-07-02T06:48:00.088334336Z"
}
},
"outputs": [
{
"data": {
"text/plain": "<Figure size 1024x576 with 1 Axes>",
"image/png": 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nnogf//jHkdiiw0033YTtt98eN910EwzDwOTJky3bjz32WJxyyikYPXo0Jk6ciJEjRwLIL5buuusuqe8F+0OeSy+9FP/973/x2muv4cQTT8R1111Xtn355z//Oa699lrsvvvu+OSTTxyLSHvaE4lEpGkXlZldny633XYb3nvvPbz++us48sgjcc899yCVSimnIc5y9kOkm3OOMWPG4MknnywLP3z4cHz11VeYO3cuJk+ejPHjx+PNN9/EvHnzrPJTKXsd7PVKhY8++ghDhw616qmsjfnVZ1WKZ+pfeuklnH/++Y6t8LqMHj0aq1evxvz584WL+mHDhmHEiBH46KOPsOeee2LIkCF48sknrSMdAPCrX/0Ks2bNwhFHHIGOjg7stttuZXLeeustPPPMM7j//vsxYMAAXHvttTXdLxMEQYgg7/cEQfRJxo4diwMOOABXXXUVstksgPzbqtdeew3HH388gPzbzV133RVXXnkldtxxR+sN4n777YcHHngAXV1dAICNGzdabxS9aG9vx8iRI5FKpfD+++/j448/dtx/8sknwRhDW1sbXnzxxbLzwgCwxx57WG+LN2zYgLlz52L33Xf31Nva2ooddtjB8oTNOcfGjRuxzTbbYOPGjXj//fcBAM8++yy23HJL6+2qjClTpuDee++1FlwbNmwAkM/TDz74AED+jenatWv9ssTi29/+NubMmYP169cDALq6urBw4ULfeP379/d84/zpp5/iww8/BAA89thj2GOPPcrCtLe3Y7PNNrOcJm7cuNG6N2bMGGy55Za45ppr8L3vfc+6vv/+++POO++03oQuWbJEasfixYsxYcIEnHrqqdh7773x3//+tyxMR0cHNttsMwBQ9lg+efJkR5154YUXpGE3bdpk3X/hhRcwduxYtLa2YuzYsViwYAFyuRw6OzvxyiuvOOLNnTsXbW1tYIzhiSeeEOZfkVwuhxUrVmDXXXfF2Wefje222y4yL/O77767tbD+73//K/Vuvscee+Cxxx6DaZro7u7G3//+91ALy6233hrZbBYvv/yyda1YnwBgt912wx133IHJkyfjm9/8Jl544QUwxqxdJCplbydomxSxaNEiXHPNNfjhD38IwzA825hffX7sscestBf7Di/2339/7L///vjzn//smaYpU6Zgzpw5aGtrA1DqSwBgxIgR+Mtf/oLf//73ePbZZ4V6Tj31VFx77bVYvny5da27u9v6bW9XMm/87e3tGDhwIFpbW7Fhwwb861//su7J+rrW1lZpe993333x4IMPoqenpyxNBEEQcUFv6gmC6LNceeWVuO6663DIIYcglUphxIgRuOOOOxxvq6ZPn46f/OQnuOGGG6xrs2bNwurVq61FXkNDA37xi1+UOT9zc8IJJ+Ccc87B888/jx122KHMYdOYMWNw1FFHoaOjAyeddJJwi/FPfvITXH755Zg2bRoA4KyzzlL6NNP111+PX/3qV7jvvvtgGAbOOussHHroofjd736HK6+80nJgdf311/vKOuOMM3Dddddh2rRpaGhowD777IMLLrgAp5xyCs477zz84x//wO677660ZbbIHnvsgR/+8Ic4+eSTrYXF2WefbW3/lXH88cfjvPPOQ3Nzc5mjPCC/VfvPf/4zPvvsM8tRnpvTTjsNF110Ee69915861vfKrN71qxZ+Oyzz7DPPvtY137xi1/gmmuuwfTp08E5x5AhQ6SftLr++uvxxRdfIJFIYPTo0UIv5xdccAFOOukkDB48GPvvv79nmosce+yxWLBgAb7zne9g+PDh2HXXXaVhR48ejX//+9+4+eab0djYiOuuuw4AsOuuu2LixIn47ne/i6997WuWN+8i3/jGN3DWWWdZjvKKRzhEMMZw0UUXob29HQAwYcIETJkyBatXr1ZKjxe/+MUvcOGFF+LBBx/Etttui+23396xw6bI9773PSxevBgzZswAkHeUF+ZrEA0NDbjttttw1VVX4be//S2y2Sx22WUXXHPNNQDyD1ZeeeUVTJw4EalUCkOGDHHkoUrZ22lsbAzUJou8+OKLmDlzJrq7uzFgwACccMIJVj/l1cb86nNHRwemT58Oxpi1rd6Pn/70pzjyyCNx2mmnSdO055574thjj8Xxxx+PZDKJwYMHW44DgfzC/q677sKPfvQjcM5x2GGHOXScdNJJaGpqwplnnolsNovBgwdjxIgROOOMMywbLr30UgwYMEC6s2rffffFY489hkMPPRSjRo1y7KSQ9XXTpk3DL37xC8yZMwfnn3++Q96RRx6JlStXYtasWWhoaMC4ceO0ypAgCCIIBi/27ARBEETVcHuOJ8Izb9483HrrrWXetHX5zW9+gxEjRuDUU0+NyLLKsnz5cvzgBz/Aiy++WG1TAtPT04OGhgYkk0ksXLgQJ598Mp577jnpURciOnbYYQd88skn1TaDIAiC8IDe1BMEQRCEgEwmgxkzZmDQoEG48847q21On+azzz7DpZdear1hvuqqq2hBTxAEQRAF6E09QRAEQRAEQRAEQdQp5CiPIAiCIAiCIAiCIOqUutp+zxhDLpdDIpGAYRjVNocgCIIgCIIgCIIgYodzDsYYUqkUEgnnu/m6WtTncjnrc0kEQRAEQRAEQRAE0ZeYOHFi2VdI6mpRX3wiMXHiRCSTySpbEz0ffvghdt5552qbQdQQVCcIN1QnCDdUJwgRVC8IN1QnCDdUJ+oL0zTxwQcflL2lB+psUV/ccp9MJnvlot4wjF6ZLiI4VCcIN1QnCDdUJwgRVC8IN1QnCDdUJ+oT0TF0cpRHEARBEARBEARBEHUKLeoJgiAIgiAIgiAIok6hRT1BEARBEARBEARB1Cm0qCcIgiAIgiAIgiCIOoUW9QRBEARBEARBEARRp9CiniAIgiAIgiAIgiDqFFrUEwRBEARBEARBEESdQot6giAIgiAIgiAIgqhTaFFPEARBEARBEARBEHUKLeoJgiAIgiAIgiAIok6hRT1BEARBEARBEARB1Cm0qCcIgiAIgiAIgiCIOoUW9QRBEARBEARBEARRp9CiniAIgiAIgiAIgiDqFFrUEwRBEARBEARBEESdQot6giAIgiAIgiAIgqhTaFFPEARBEARBEARBEHUKLeoJgiAIgiAIgiAIok6JZVH/k5/8BN/61rdw7rnnCu/Pnz8f3/3ud3HQQQfh1ltvjcMEgiAIgiAIgiAIguj1xLKo/8EPfoDrrrtOev/Xv/41brzxRvzzn//Eq6++ik8++SQOMwiCIAiCIAiCIAiiVxPLon7y5Mno37+/8N6qVatgmibGjx+PZDKJww47DC+//HIcZhAEQRAEQRAEQRBEryZVaYWrV6/GqFGjrL9HjRqF//znP1oyPvzwQxiGEbVpVSebzWL+/PnVNqNqNL/5AHr2OL7aZgQiuXw+zM0nRS436jphdK5Dy+v3ouugn0UmM6602zE2rQYA8IEjY9VjJ7n8A5ibT/S4H3+6RcTRT1QrLfWA0d0Oo2s92LAtrWt+daPSxFMnKpfGWsvPuKlUevv6nKIvkNiwArypP3i/wUrho6wTiY0rwRuawPsPi0SeQ/aG5eBNrcrpqjkyPUhuWAZz1PYwOtfByKbBBo8WBjW6N8Ho2gg2bIuye/a+IrFmEXL9RyDRb0CkptrrRMPnryPRvhrpb8wUB850I7lhBcxR23nKTGxYgeTqz5DdYb9IbdUh+cV7QKoB5uidnNfrfLzhnEvvVXxRHwU777wzkslktc0IBGMMiYR4g8T8+fMxaVK4iXVRvpcemT1h4urYB0AYb9mbd2FcyPQH0SsK65Un7muMMbSnl2PQpElleeKVRyr5HbZOuGWn13yBFa90WTLd6SrilU/ucG2FtIv06diWv2YCMMqu96z8HADQPNp7INHBr060ZVZiwM47S8vInm63TJHcsHlTRFYndOq4W0+QMlQJJwvjF1dcN/T7G11EOrJtq5FZsxz9tyvluajsw9ooSzOAsr7HjUo/oSLLfk2WRj+7dcq2aFN7ejkG7Lyzwz5VfUGJepwTjREyZH2HrDxksv30FOuF6jgGQFqWqnVRhoo+WRy/a1ET1fzJK/9Esuz3Vcu5a0kCqdYhaBw+RirLjmpf4S4jkQ3dX6SQaBmAhmFjfG0V9RNesruWGEgNGIrGYWOgQ9D8j4qizlzXJvQsyaJ1wiSk13wB1t2Bli0mCG3Kta1GbsNXaN5qZ895Rucn3TCHbYWBw0eVpU/0t/uayvixbs17yKSBzVzzWStdnZvQs9RE6wRxHSqG61qaQGfXMgzzmEO54wSZFxSvF7HL2di1FImmZgx0zW1U+99axTRNvPfee8J7FU/ByJEjsWrVKuvvVatWYeTIyr19IwiCIAiCIAiCqCeyWbPaJhA1TMUX9aNGjUIikcDHH38M0zTxzDPPYP/996+0GQRBEARBEARBEHVBJsf8AxF9llgW9SeffDLOO+88vPLKK5gyZQreffddnHrqqdYb+ssuuwznn38+DjnkEOy7777YYYcd4jCDIAiCIAiCIAii7kmn6U09ISeWM/V333132bU77rjD+r3LLrvg6aefjkN1HSB3cBCtfFU9XPA7SFxV4k5/FHr98sR9jQNclndeenXzOwh+skXp0pTJg8iQhOUcqJgPzAhs1ZIZUl+ccQKVYZh6q1Mvo9CnSlgdUeeJTn+iKz+qPNa1UVbXKlHvgsgJM5bq4FUeUeWZzzjmaVPYuqiiz0t/UL1BiGr+pFNWXvkbNK+D4pcWL32Vai+6cis19/SbK4RrU1nTvqjX7dPD1KOg/aVKe1ftE2T3VfOxWuuPylGXjvLqGg+vhZHKV9VjDxcmriqecWLMGx1b/fLEfY1ziBdHPnp18zsIfvaI0qUrEwFkyMJyBuEGIs4AI+KNRX62cgZpueYv6skMmzexxomiHggDiR3Q+Oa9Zt5GhUyvarsOY6NKmqOU76cvaD3QKVt7HxjnuBNGTpixVEem1zWZbF3bfMcxD5vC1kUVfV76g+oNQlTzpzB1Qjmubf6hqssPv7RYlwq6fcLlHZlppo+zYFPCsG0lLFbeWf8BGCt5LJf2fxIbbdc450jbz9TH1qd7xRXUN5G+YvpV2rtqn6A67lp/u+qQp54K1Y+YqQ9XfwRBEARBEARBEH2Unkyu2iYQNQwt6gmCIAiCIAiCIGqYTIbO1BNyaFFPEARBEARBEARRw2RM8n5PyKFFPVE7VOrMUwzwOrY9LFGmvZ7ysZ5s9aM3pYWIikrWib5W//paegmiLxOmvTvjkvf7KOi9/S85yqs0cU+ewzi7CxNXlWotHoI6KVN1MCRyLOKnVze/g6DjOCWwYywffapyitekzlAifkKt46hJaKumzLB5E2ecIGWomn+irxlE5UgsakTOoGz/tV8N5ABQU3c+/4ySrijlKzhlikyu7H7hN/dq9376ghK1Po2+VJi3Xtei6rP9xjEvm3TL2c8Gnf43jN4gRDV/0ikrr/z1HFdY+LKR2eJrAy8fs73CyWyUjq8hx8EgbSUsdodyjnmhdxvkojyCq6/gQCYXs6M8zuHr1E/FUV4x/SrtXbVPkM4NvfJBMt6oyq4z6E09QRAEQRAEQRBEDcNY71h8EvFAi3qCIAiCIAiCIIgaho7KEV7Qop4gCIIgCIIgCKKGoUU94QWdqa84cTdI7vpXNXzYuKpEdOY4Sr2eYUV54r7GATBBOD+9uvkdBD/ZkrNHWjKZxz0dOcifD6zYs8aQtkJ0xl+lvIPqizNOkDIMU2916mUU+lQJqyPqPOFwOiWIUr7f+cWY5Ir6HK3zs1HVg6j1afSlwttedV4mW9c2v3HMyybdcvazQSV+rfcDqnMFFZle+Rs0r4PilxYvfTG0Fy3CtpUo9ReuyM54q7Qp1yXn7nuVNhlVPQraX6q0d9U+QXZftW/i3rd7AbSorzS0pq8Oca/pZXpqbU3PmPx+FOUedt1qdzrovm6IPK6FwHf8sAWohbypVJzI1zr+ExWl+9WaywvqJJc5C4pjTQ8OGBFMRpT6JrsDQEXHlBGs6QHWp9b0wrylNb23/qB6g1BPa3rRkFmpNb1yOJ++UtIXBXP+qqMjBqw84bCc+3Lmk1dcPvdxP3DnhuNPoW7ZNaU8sI1tQfLSSidzpimKubDsviwf7E7/HOF672cBafs9QRAEQRAEQRBEDcNo+z3hAS3qCYIgCIIgCIIgahg6U094QYt6giAIgiAIgiCIGobW9IQXdKa+wvCYD/YU5avqsYcLE1cVDg4DsrPR8eWNjq1+eeK+xm1nv9x6vPTq5ncQ/GSL0qUtk+vLkIWVnlWOgbC2ikZXlfIOrC/OOAHKMEy91amXUehTJayOqPPE3V9GKT+q/NSVK+tzKlHvgsgJM5aGtcdr/Alim+845mFT2Pqjos9Lf1C9QYhq/qRTVl75GzSvg+KXFi99Qca5KMs0bFuJUr/f/SBtinuM1bpt2FdXBP2zShmr1gPZfdV8rFQdqCa0qK80cT9mK8pX1eNwIhEiriqcgxuwOWOy34oxb3Rk++WJ+xrnpdtuPV56dfM7CGWyPewLWO5Ox64B89m6xiTXY8gjX5ncs4yE0VXKW4WAbStonEBlqBJO5uDQL26l6oCyXne78QobsW7Dux4Gli91XhVyHNApW3u64hx3wsgJM5YKYG5npV5xvMafILb5jGOeNumWs58Nqv2HyrWoiWr+pFNWXvnrGVfUP4XMI7+02HUzpmar7TpjDNxnfAUvS5UaYdtKWOyL7uJPxiDsV630Q94HusI7+g+lPl0zD7ikXKxrDJYDQFl8oDSWqLR31T5BoW7Z/+YcMCBKQ5X6lQpA2+8JgiAIgiAIgiBqmN6x9CTighb1BEEQBEEQBEEQtQyt6gkPaFFPEARBEARBEARRw9An7QgvaFFPEARBEISDSs4daZ5KEARRTlhXFkTfghb1RJXobT2Th+OQmiPqvI8w7TU3YnnZU09l7kdvSkvECOtkBfOr0k2i5N2pgkr7Uv3TcApIEH7InHZWRLfNAZx2XO94XOQAsJ7gLod2Xs7lNOYZcRe1igd6NRtqofyY0ASx/dW2NRrI+32lib1FhvBcHCauKlF5B49Sr1dYVa/BHOXh/PRG4dHajzJ7PO4H9nbtcU9HTvGaqofTsPhNKvzyRugMOKL6HXXb8osTpAyVwklcGAfxcltNr9dx9olecfPue+ORL5CV/4Re9HKl96Pof4IStb6wnra96nxUeeY3jnnZFPaVoYo+L/1B9QYhqvmTTll55W/QvA6KX1q89EnLzDHIyPWEJWxbiVK/6FNtUps85j62MMwrTbpt2I9I5ocKZaxaD1THZ99wvfchMr2pJwiCIAiCIAiCqGVolw/hAS3qCYIgCIIgCIIgahha0xNe0KKeIAiCIAiCIAiihiHv94QXdKa+4sTdILnrX9XwYeOqwgH9U5sRoGOrX564r3FJOD+9uvkdBP8zWuphZeGCyJCEDeN4R5uQtipfi0pfnHGiqAdB9Orcr0S9CKsj6jzR6U905fudX4xJrvBsrY7CqOpB1PqC9oNecfzap65tfuOYl01h66KKPi/9QfUGIar5k05ZRTWuBgkvi69qQ9g5QJRlGratRKm/cEVwzl4cVjQncsvyCq/bhv2Icn4YxVxYdl+1b+Let3sBtKivNLSmz6/pK+0AJ/Y1vaSzqLk1PY9ufmj9zeX3dOQA4OAwpA7DIn4YpDJ+eM53/QdgLX1Bw0YRJ0gZqs7JDc18kt2v2lyei2/oln8Q3dzVJqKU71unFZXprvWEKni09S5KOWHGUmE4ifdor2tR9dl+45iXTbrl7GeDav+hci1qopo/6ZSVV/56xBV6Kw+bR35psV9zd4+yPtQRxtWfyfqiQA4nFX7HiZU0W8Y4nCkLbCrel44/pd/ca6zWbcMydUIHun6KXLeKclTau2qfILsvywcOOL9C4CGoUvUjZmj7PUEQBEEQBEEQBEHUKbSoJwiCIAiCIAiCqGHoTD3hBS3qCYIgCIIgCIIgahhOi3rCAzpTX3HibpA6B9bc4cLEVaVaHVLQA82KhxG5LO+iOEgUhkAHXPVkBjmHKwsb9BxdICKwVUtmSH1xxglUhmHKKcjhuVo6TBtHfJU0RynfR5ZyO9S1UVDXuPRAqYK+oEStL+wBXq/yD3tQWHEc87QpbF1U0eelP6jeIEQ1f9IpK6/8DZrXQfFLi5e+IONclGUatq1Eqd/PDoU25eqHvf7Sb8N+RDEvqOahekm4XvxghBb1lSbuysQ1K63D6UaIuKp4LdpidZSnIdsvT9zXRPdU9OrmdxDcA4KXfVGUe9B8tl0TPYnOOwtTFx1YvwMGrjsIxJk3lYoTYfvPl5vAwaFf3Eo70vTUK2s3EdsoSzPnJWeDUcr364eD1gOdsrXrinPcCSMnzFgqhZVf8qrzMtm6tqmOYyq6dMtBRZ+X/qB6gxDV/EmnrIKOzZwDjJVfC4PK3CZ/EXC81JCE40CZQz97m4+ynMO2lbDY9Fg/me2rPgKbrP/6tkGAM802qZsHfvnn9wDWSlPBIahKe1ftE1TXDtbfkuuSOWZvgLbfEwRBEARBEARB1DCM9Y7FJxEPtKgnCIIgCIIgCIKoYWhJT3hBi3qCIAiCIAiCIIgahtObesIDOlNfYSrVHFX1cMHvIHFV4QAEJ2xjR8dWvzxxX+Nl/1XTq5vfQfCTLUqXvkzucU9HTvFqZVpJNLaqywyvL844+mUYppR06mUU+lQJqyPqPHH3l1HKjyo/deXK+pxK1LsgcsKMpTp41fmo8sx/HJPbFLb+qOjz0h9UbxCimj/plJVX/gbN66D4pcVLX5BxLsoyDdtWotQvuhq2Tdk/aacSP6p6FLS/VClj1Xogu6+aj33hcQgt6itNjM46GGOlShuVoxfVuKoUnWxIna7ERFAnZYoOhrgs76JwDhKGIE6rNGXyIDIkYTnnMCTXI38apOM0RmaTjsyQeRNnnEBlqJh/Ij95gRziVM1BFi/rmqS+gsLY6OkoLQb5Un2aU21dB2rCuiYbExT0BSVqfTqOzVTrTljnaypyVJ2V6Zaznw26TruC6g1CVPMnnbLyyl/fcSVk2chs8bOBF8YOn3Dc3b7d80BZv+t2AKhC2LYSFnuabOOrUZzAePV/fvNizpzTIOU+3eO+UJ9X+XNvMY4y9StjURwF2X7XBWXgDFelfqUC0PZ7giAIgiAIgiCIGoZ23xNe0KKeIAiCIAiCIAiihhHuECSIArSoJwiCIAiCIAiCqGF6y/fUiXigM/UVp1INUlUPF/wOElcVeZx4n0DqyPbLE/c1r3OonoePAtimi59sUbp0ZQaRIQkrPVcWByFt1XbjFFZfnHGiqAdB9Orcr0S9CKsj6jzR6U9U5Ku73VPvj3VtLK9rXOqkQEVfUKLWF7Qf9Irj1z51bfMbx7xsClsXVfR56Q+qNwhRzZ90yiqqcTVIeFl8VRvCzgGiLNOwbSVK/cVLHDAMwX3/NuXuh53b71XaZFT1KGx/GcVcWFW2d7jevNuBFvWVJta6ZFsQ1fKangeNHILY1/SSfK+1NT1nzouRrOkl8nTlAHnHOFzkHMfHOUsQfMcPn3RJHAcF1hc0bBRxgpShcjjNfJLdr9ZcXrjgZBC+MQm75hZd4xzc0OzXZfINDsYYEomERBa3XVdUprvWE/Y5PPp6F5WcMGOpNKBi3Qm7TlSR4zUO6a0/9GxQiV9L/YBfuLBl5ZW/fvUpbNnIbPGxweoD/WwtGwO4sxlIyzlAQsK2lbA4+s9i/jDw4qJeWGcKYWV9si2YYXceqFLumnmQf6/iUa72+a5QgEMQgPyYE8lcWHZflg/usVt3bKtDaPs9QRAEQRAEQRBEDdN7l6NEFNCiniAIgiAIgiAIoobpzVvHifDQop4gCIIgCIIgCKKGoTU94QWdqScIgiAIwkklZ480UyWIMnI5E4Zh+Ackei+uvpHe1BNe0Jv6ihN3g9TxQuMOFyauKl4On+LMG4lzImlY928fD0NclndReAcJg59DJne6VPLJFY6L8iaobRyV+2SLQlql5QqIFyJeeRgyb5TiBPReFagMw5RTEI841fGQJe2qpOUfne7yMg0pX9r27VdFdcJHruffXuGLDqJU+x4V+apEXc8Vy0mr7niNP0Fs8xnHPMsybF1U0SeL43ctaqKeKxR/+80HnOGXftUO5vdlCO7Wo6LLD1EZScZAt/NdrbzzmgO5+ytVguZ/VHDHP/nfsjmiQptyL+o9/vJvLwrpdzgqltVvv3osCqcax9M4j+vi+sRFcxuh895K1I34oUV9pYmz4jg8WCvqEcUJElcVrwEqzjal86k0vzxxX+O2Zahbh6eXUN3JcwD8ZLvTpZJPrnDcfS+UbRL9wolLSHzS6hwLysMJY9pkMsbK7+nYpkuQzwGGKUOVcLIwOvVSR19YgtqrG041rqCvCS/fa2ITRq7kb6/w9jqrWn+jqgdRl2mQ8ddPj9f4E8Q2V1xHHyXKf1lZ6eiW2aA61qhci5qo5wrF337zAVf4JSvbClOmAHkdRV/hbp9+4b3COcII9ERF0PyPU7+CTVzJPp826NdelNPvY7dnVLdNhf9EMRf2qlsqdbUSc+4qQ4t6giAIgiAIgqgh0jn3W3Cir8OoOhAe0KKeIAiCIAiCIGoIznlvfqlIBIDO1BNe0KKeIAiCIAgHlZw60jSVIMphjNpGX8dd/lQfCC9oUd/bqJMWL3aGVifGi+jLT08jTLvaubJKoniOUOdeLVJv9laUKvdVkarSOLNeyTrRh+of9ztfWmlqyRbCgeo566q9vY3ah0jZ/XqumyXbOWfe6XX733GIEZ1RryLKvk9QfVslzhbFZlXd2EigT9pVGu7ReKuhxx6u+DtIXFW8Orc425SOrX554r5mT5Nbj5de3fwOQpk97gFCkK4wMoPmc+kipIsoHvGnfXxt9ckboVOaQjgjgbJ0hM6bGOMEKUOlcOJB1TeuML8r0HdKdag6CQpho0qaw8o3kvK+Kn8xmFyvv73CR9H/BCVqfUHS4qfHa/wJYltZXJ9276VLN42icVM1Thi9QYhq/qRTVoL8ZcXt90HzOih+afHSJx0rbYtcuPqgKMs0bFuJUr/QE77MPndcoXDnAxyVNhmovwgT1x2u6MQugrmw7L5q3ySa7/Qy6E09QRAEQRAEQdQQXPJMlOi79OL1KBEBtKgnCIIgCIIgiBrCelNPEAXIUR7hBS3qCYIgCIJwQmfqCaKqMFYTB5OJauLqG8X+qAgiD52przDxN0iupYcLzjkFiasKB4cBSCZx8eWNjq1+eeK+xm3nwN16vPTq5ncQ/BwSitKlL1NfhjQsr5zTHyVbrSNxavW1GE50+j903sQaJ4p6EESv+v1KTGZkdVJ4TXA96jzJ95fB2pdQFteRFawe6JStvf5Vot4FkRNmLBUHlLlpktcnmWxd27zi+rU53XL2s0Elfk31Az7hwpaVKH+Ln7TTrU9h80ilvhSvgnOtdNpi+tSFYHOBsG0lLCV/Ae6z71556p0Pjr/sYkO2YTHe+cddYeT61OuFap8guy/LB845DJtvJGHZlG72CuhNfW+iTt521IeVmtRJ3sdiZ5QymcSRotupUyXwXfP4BKiXOgHEZyu3/lPnVDkNlapL9VRnifBQedc0jFe954kIV0L6Sr2z0qm3mPYSV6lHE9GJitdi5vXlACm9t/7Rop4gCIIgCIIgagjGxDuCiD4M1QfCA1rUEwRBEARBEEQNQd7vCTe0pie8oEU9QRAEQRAEQdQQ5P2ecEPe7wkvyFFepam1s5EOrxseTiTC6FCNE2fe6Mj2yxP3NdE9Fb26+R0E3XPfKrZEVYYyZ4m11kZ0whbDCT3lxaAvjjhxtn/VuGHsCkNYHVHnSZD26SXfcP2ta49KOB259j6wEvUuiJwwY2lYe/zGGF3bdMeqoGObig1Bx5pa6gdU5woqMgX5m1/ABRgTo+rHVO0PWvfjmAOFbStR6i9dFN/XbYOuP5lpasfXIkxfo2OHaj0IWwcrMeeuMrSorzhxViZ756+qhwt+B4mrSgUXbW69gcKK8sR9zSvfvfTq5ncQ/GTn7zPLQZ2KLV4DUdB8tsniAscnHACCOETR1F9236OMvAZvURrC5k2ccQKVoWJd4eJvAejLrkS/IZsMuP+WtZUwNkrkcQ4YUfQV7rIul8UBh4d8LbnSv73Cx1XvopQTZizVkel1Lao8E8S1+io/m3TL2c+GAGNNIL1BiGr+FKZOcDBWfFPvM48oG2/C5pFfWmyXyvpCSTjhvMGjLwo8TwzbVsLCS/8tqmTMpl7UBqE2/3KFyWZNNAl0i+xhMifEouCetnIfOYJwvmlT7RN0+0idPqtS9SNeaPs9QRAEQRAEQdQQOhtYiL5BsT4wxpDJRf2ig6h3aFFPEARBEARBEDUE48G+1U70fjgHMlla1BNOaFFPEARBEARBEDVEafs9QeTh4GCMgXOOrEmLesIJnamvNJU91qMXTvfYZuTHfmPMHB3RqsfkHP/y8nB+eqM4JuuH/jG+ADK5xz0dOflzdEattRFpWNnZQUgc5YXVF2ecAGUYppyiOnIcNVEdRY0qbthjzGFkKTtG0pUr+M15ZepdHHJE8qJqv2GPaavK8dOvGl7HhkBjTQC9QYhq/qRTVoL85ZwLj6Nr2RUElfoi0xdknIuyTMO2lSj1Fy9x25RAuw1yYRDGgWw2pxBfZqgCYfoaHTvCHKkX3fOzoRc/KaNFfcWp1MK1llf1XNio4m1nMa/q68VRXlkm223g5eG1ZYZd1TNIncwJHa6FwcdW7lWukFRYXvivqI6HzJs448TlKM/tcV05bg3N5pmkTgrNiXLVnb/GYfOTF1Y+ZzYZsjoddhzQKVt3/xNEX1AU5fD8+dVEwm9jo2Ibkm6p9roWdqUikcN5oYb56RfdD7rS1KlfNdQP+IYLW1bl+cuKw4jHk271uqSDX1oChCvzTu7T13BI5gJ+hG0rYbGPqUWdsn5XZf7lDG+g5DwxW7b93q+MFMdsL1t9H8C69Fljjlck1T5BMmbJnDWWOaXQnc/VH7T9niAIgiAIgiBqCMZ0HnYRfYHiQxzGgWzO9AlN9DVoUU8QBEEQBEEQBFHj5F/Uc2SytKgnnNCiniAIgiAIgiBqiLz3+2pbQdQSxQU940CaFvWEC1rUEwRBEAThpJKrCVq5EEQZjHPafN/XcfeN1nFxjhx9p55wQY7yKk3ck5eiYxFlz8Vu5yUB46ri5XgszuFLx1a/PHFfszsbKuuAvR0madumi59sQVp0ZTqmHUHz2XatYtMYBVutECLHjrrOVsLmTYxxApVhmHqrWi+j0qeKlgOziG2UpdnubDCkfKVyLnYFyo7kNPo89317/atEvYtDjkiep2yNuuM1/vjq0ZDjp181vI4NAcaaQHqDENX8SaesBPmb9zHm0za4OG4oVOpL8ZrbPuW8k+hxBAhA2LYSFkGaOOOeeco98sHdDxd7D86BjPtMvW8bVkqAJK7dRv95Dnc71ItiLiy9L6mD7p0unvncO6BFfYWJs+LYG7+qHi74HSSuKhyejlxjQ0elX564r3HbH249flM7Xdt0KbenfICw/6FiS1kY3THDK6xsAhNDxfGVZh+UFQUULxmCAKHzJs44AcpQta4YAQbQCKd4WkinDBrz1Ch1czjrUlj5hk2IWJa+Bp0+z31f9ltHX1DU5fhMYgXyomq/XuOPjh65HO8+zkuXbhqF46ZinDB6gxDV/EmnrET5W3xTHzSvg+KXFi99snFdNBrGMQcK21Yi1S94iSW3SeExamF+lP+n3Pu9Z3sJ8FIhiv6ZFyaWUcyFQ9VBh55K1YbKQ9vvCYIgCIIgCKKG4O43jQRRgHH7QwOCyEOLeoIgCIIgCIKoIRjv3W8VCX3y6/gg+zeIvgAt6gmCIAiCcFLJOSPNTwmiDMboTX2fR3TMjwOM5Y9nEIQdOlNfaWJuhFKHbdIIvPx3nA6LLB0RydPVqxvWy2GM/V9Z3kXhHCQMEtmMMSQSCT17ZWGCOqOROXVhFfLoqpNWVYdNuuHD2BZlnDDOt4IQxCFOtRxkCU3h0dsolRewffnJ93I6pKNLtw+R9aWVqHdxyBHJ03VsJovj1z5188xvHPOyKchY4WVDkLEmiN4gRDV/0ikrQf5a2+894wraTtg8Uh4XCs43A80BPOZNxWthx8Ggc5MwCPOOQdivqpRb2TVeuKzZh9jieuOXf9x7279jjs+LMaKZC8vuu9sI59ZlA6zsesXXHxWEFvWVplILuKgGJdW4qrgnqZUi6IJKeTIkybsaW9SXdcbuDj/QRCvgwCkIy8FhCOoHB4fBjbLroQi9yPabBEetL844IfsOjzDcEJRbPS3q8zdCxg8YN8hCyEe+54PfIOKjWNSrxNMNF5Uc1cVF2AVENRb1XBBGZhMt6r3DxbSoD7S4rdiiXnBPOK67w3joCUutLOrzf3jb4c4TXxt58X9govBRt5eo+mfVuh9mXqBiayXm3FWGtt8TBEEQBEEQRA1BztAIIby4i4PqBuGEFvUEQRAEQRAEUUNwTm7yCCf2l81UNwg3tKgnCIIgCMJFJaeMND0lCDf5LdbVtoKoLuXHHXlxBwfVDcIFnamvNFU516MYrmJn6gFxbxRj3sR8pr6ULI1zh1U4U2+7IbYhwDlH5xGygPlsXWI11kbk+SKM7lW/Q+ZNnHEClWHU58f97lftLK34mtCaqPOkOHEzPMLoyNc4d6isSvestcAGrnSeVFG+KlHXJ+Xzp5Iz0kHOi+rmmTCuR9/vpSvoOe8QY00gvUGIav6kU1aC/OVM4IhOxdaweaR4TtnaAh60TnrWBZ90e8n1+x0nojmAfau8sM6w8ntucfZrhf+Xeb/XbcMi/PKPW//xia9RL1T7BK/5rKwtCuc2quN8/UGL+opTqYqjPCMT/A4SVxWPjjrWrNER7pcnpWus6Km92CkLnqr664kz4X72uDtCFVvcAwmT39ORU7gk8+oatZ88f1tFZW6/JPLSz22/dOqCl+4KxAlUhop1RRhMJ+919IXFY9IQKn7QuNx1JwL5kU9sdOu5rF1VIo/15ahrC5IWP01e44+OHrEc7ivL675uGt02BBhrAukNQlTzJ52yKs9fZr0wCJrXQfFLi5c+2cLSK6+iLNOwbSVC/VaXq2CT3UO+VHSpxTLhfM2jvWg81ODCMSJg/+x+6OMZJ8y8QMVWbpnUW6Ht9wRBEARBEARRQ/TmxQcRHM4r9+Vfor6gRT1BEARBEARB1BCM8/y5eoIoYO3cUHoDTvQ1aFFPEARBEIQT4fGSXqCLIOqEvPd7Wrj1acr6xnx9YJxqBlEOnamvNHG3QoczC5Xwgt9xHm20dFT4rFzQ48xex3W4+4JAj8oxtDjrhPRokbueaNQb1aN1QeRws3ITfJ20hjm6qqMvSNio41TiaHOYo3NxIjwOKjkjKvNgFKFuuM/ThpbvL0tbhe5R67BHXqOqB1HXJ+XjxzInix7Xosoz3WPNXrp08y/IMeoa6gd8w4UtK0H+WsemPeMK+qKweaR6TNl6axxQt2ddCJiIsG0lLMK842p5qtgm8sOP4Dv1Pu1FSbxv/nFvQfY5vsxpnjSOn3Gy65I66PY7YF0XzDErVT9iJrY39S+99BIOOeQQHHzwwXj00UfL7v/jH//AtGnTcPjhh+NnP/sZMplMXKbUGDHWHGlr9Iwk+B3n7KpaLcd3ZHSFdf+WXfObqSj1fop2BcGv0+euXyr55J5phB3RFaLHstXMO61y5zZ+13hRgEJ4L9t00anjbj1h+w6vIEFm5rU1m1evemFs9Eizp3O7oPJF7S+KPl2nbN39iOKsNhIU5Sj3PWFXEF51PuxKRSKnrI/zKkv3/bB9jepYo3ItaqKeKxR/+80HnOFL36kPktdR9BWycV4WXhbOvejymzeFIWj+x6Cfux0py21Scohoy0axX2PVPsSPKOcFXCGqqo1ec0aVulqJ8q8usSzqc7kcrr32Wtx77714/PHH8ec//xkbNmyw7nPOrfv/+Mc/AAD/+te/4jCFIAiCIAiCIOoKxt0PlwkivzSlukGIiGVRP3/+fGy33XYYNWoU+vfvjylTpuC1114rC9fT0wPTNNHd3Y0RI0bEYQpBEARBEARB1BW0aCPc8MLOITpRT4iI5Uz96tWrMWrUKOvvUaNGYdWqVdbfhmHgl7/8JQ4//HA0NTVhzz33xOTJk5Xlf/jhhzCMyD9aXRGM9jXgK9cL72WzWcyfPz+48GwaRi4N3jLQU4/MnuLvIHFVMdrXAA0t4Ikk0NjiuNffNMOl308vEEmeOK71Xwujaz0a1q3Dl/Pnl+WJVx6p5HfYOuGWnVi7BP0AfPjBB0AiWbpv5mD0tAMsB8A7n4p5WQzXWEi7SJ+ObQCQWLMISDWBretxXE+uWgzAgNkVXZflVycaVq3C8v9+BDT1F9pqT7dbJpKN4I0tQKrRcS9M3hSR1QmdOu7WE6QMlcKlOwEYQFM/rbii+0H6G12EdXLjShjta2CilOcNq1Zj+UcfaadLV7fRvga8sR+KeSiTr9JPGO1rHPVSKKunAyj0zY3r1pbVbxW7dcq2WGcb1q3FV598AsC//kZVD5TreecG8OYBQNK77xGNEUIy3WhYtRorBH2HrM7LZPuloVgvpHJavoKR6Qbv96Ww/xCVlapuN24bVPqrWuoH/MKplBUgT68ofzs6svj008/Q09wujZdc8QV483qwjVmpLDuqfYW7jER5kvxyCXhDP/Cm/t71It0FgANN/fN/Z7phMBPIdstlr/gCvHkj2Aa9o7lB8z8qSnm3Fsm1K7F0/nykVq4Eb94EM9tPaJORS8PoXA+2KSuYZ5T64dSK5WDMwEcffYQNnSbWrl3nKEvP9lKY4/H+q+DGXieaNqxHoqvb0W8407UGybUrsLRRXIeK4ZIrlyLV1obV//0YvKEJRroTvHWtT57pzwuQy8LIdAJmvv7b5TSuWQOeasQy19xGNHdDurNUP2scr4d9VXGUl81m8cgjj+Dvf/87Ro0ahQsuuABPPvkkZsyYoRR/5513RjKZjNnKeMisWYbGEWOF9+bPn49JkyYFlm2mu8HSHWgYOMJTj8ye4u8gcVXJrFmGREt+gpRqaXXcW/KvZKj0++kFEEme2K+lho1Gbv1XaNv4GUZMmlSWJ155pJLfYeuEW3bXkgS+egPYeeJEJJIp6z7LZpDr3ABk8wOoVz4V87IYbs3yNzCiYKNOnRCF7VrIkGhsRvPY8Y7rnZ9lAcNA/+2iqx9+dWL9xgUYOGECUv0HCW21p9st02hsQqJlIJKNzY57YfKmiKxO6NRxt54gZagSLte5CTCAVL+BWnFF94P0N7qIdPSs7IfM2mYMtOX5+vUfYuBOE7TTpavb6i8TSaT6DZDKV+knMmuWwWhsRqJlAJKNzUJZuY6Nli5R/VaxW6dsi3W2re1zDBo3DoB//Y2qHijX8w1fITVgGBKpBmV5XrJz3R1oa/8cwwR9h6zOy2T7paFYL2RykoNGgHVvQsOgkcL+Q1RWqrrduG1Q6a9qqR/wC6dSVoA8vaL8bXl7Mbbdbjts069TGq8jtQnJ1qFo2WKCVJYd1b7CXUaiPOlo6ESiZQBS/Qd51otc1yaAA6n++f7S7O4Az2XAejrlspObkBowDM1b7Ohpq8x20e9iWuLEyru1y9Hd2INBkyahrWcZkgOGonXHSUKbWLoL2Q2taPra1p7zjE25VUgYX2HCTjth1foudG7sdJSlV3thuQxy7evROORrZTbb68Tqpa8ik2vH9pPKbS2WVXdjGoMkdagYriPVjs7OFRg6YTwSjf1gdm5E47Ax3nkWYF4gmrsWw61b+z4SjS0Y4prbrFlRPrblOtuQ6j9IqruWME0T7733nvBeLNvvR44c6Xgzv2rVKowcOdL6e8GCBUgmkxg9ejSSySQOOuggvPvuu3GYUnPEu2GGC36pxtB3pxHYFZDUu3l8uaPjIkXV9U0+LYW/uNidjYprmTjrRLlsLv+r4JRHxVWJIxzXr3eysPItZW6nTuHxT6tPugT2eMkMmzcqcYK6rgpShmrhxE5yArjDqa57LMW6F4VrKvG1YO6yhLIkfVVouZK/vcK7XRup2BSX3fKAapYFcSnlZ4+fuyrdtuoVV5RKWVnp6JbZoDrWqFyLmqjnCsXffvOBsvCF/wTJ6yj6Cnf79AsvDcedd0R1ISqC5n8c+kVX5TaplHM+BucAY+XKPNtLgAlImL7GccFn/FStB15zRpW6Gigv6oxYFvWTJk3CZ599hlWrVqGzsxOvvvoq9tlnH+v+qFGj8Mknn6CtrQ0A8MYbb2DrrbeOwxSCIAiCIAiCqCt4gAU90TfgnEX+ooOof2LZfp9KpXDRRRfhBz/4ARhjOOWUUzBkyBCceuqpuOqqqzBq1CicdtppOPbYY5FKpbD99tvj2GOPjcMUgiAIgiAIgqgrGOO0biMcFPdTMvEmOKKPE9uZ+qlTp2Lq1KmOa3fccYf1+/jjj8fxxx8fl3qCIAiCIAiCqEvSWRO0dCPcFL9pTw98CDexbL8nCIIgCKKOqeSMkWanBFFGOmNS0+jruCpA8U/GQJ88JMqoivf7vk3MjVDbE4SfqxfVuKoUPXCUx403ZwJ4CXH89rrm5aJDxb1MnCmXyOZO3VzLFu80MsaQSKg8LxToYix/VqwiKKSVe+WLxzXhYBu0DlYiTiQucQLo1blfJTdHgvro8vvkHT+Mbq3+REW+SjmHHQd0ylbUh+rqC0rU9UmxDRW+M61mj1/71M0zQVzlPi5sXRSNm0GoUj/gGy5sWZXfT2dN662sV7TyxV3YPFIcFywnkvp10umWV9zvBvMoELathKV8DsCZvc2HaYOl4JwL73jHV3kIwL3zz19CKS12J3beEVX7BK/5rCRfRekR5UMveUBCi/pKE2fFcdRdRT1c0OCDxFWF5xu6EZU8Db2BworyRJhPkrzz0qub30Eos4fJ70snmz4ygw6ckomt8OkzB2BEnE9+aRWVuTOAXpygdbAicTQHftVwnEPY2HXyXkdfWKQ6YuwTveJafUSU8r0mNgzaG/h067msjcQ57oSRI549e8uLqv16jT86emRy/GRF1Z+JbPCJz0TuvYPoDUJU8yedshKMq5ls1vKAr0XYPPJLi5c+2VjplVdRlmnYthKLfuZzHyjLI6Fo7vi/odImC9f0HpBolr+nDQrzStV6EKSPFMavUF2oArT9niAIgiAIgiBqiGwu6NtqordSfOlhqr6EqRGyuVy1TegT0KKeIAiCIAiCIGoE02QwycU54YYXN9nUV8VIZyt1rLJvQ4t6giAIgiBcVHLSWF8T1L5MzqTJeSVIZ0wAjo3bRJ+El/1VPJFRT71mT6E+E/FCi/peR70083qxU4E62waVJ+T5SM+4IWXVS1562FknKShRL3leK/Di1KoSuiKc1iv5QdAIGxV9qv5VsO4ooGNJLmeiszsbmy1EibxPAYU3slzie6Ai8Gj7J7vkOnwbbcdheZjxwpUHpSPkEv9DGrIkgfzvq44jtjPsPekY+w3telK/9coPcpRXaVicz11tFVVVjz1c8XeQuKrEmn6ZyhDpEsW1Xys6IeGCuH46de0Kglu2uy9jLgcuKra4wjh9vWh0liJd0sGPA1zoXjE4fmnl3u1JmFRHOO5xz4dKtS1r4hhAjmo4UUb5xRXdr0TfIdOhWq/D2OiZZh6dfFlfBcidmKrIlf3tFV72W0dfUJTllLw4K8uLqv16jT86eqRyfOYMrvCb2tNoGRCwLrpt8I0vWTxUsx/wChe2rMru59siVx2XPWVp4pcWL33Scd1xQa4nLGHbSpT64Zofuu/bfnPujisiPz/ixWcp7nz1asM6czMuaONB++fCloJM1uNNvWo9CFMH7dfr+GGRH/SmniAIgiAIgvCkraunN8+HaxLKb6IcDlZnFaM7TY7yKgEt6gmCIAiCIAhPNnXSxLxS1NmajagAjJUqRW0d4pGTLfjgKPqIME2GbI7O18cFLeoJgiAIgnBAR+oJN5yxuj7nXI9QfvdtRMcb8ycy6uNjh2Yuv6jvKbypNxnDR4vXV9OkXg0t6itOzM3Q5phCMYLgd5C4qnDHP+HlBdCtFU6UJ85rXBrOT6dufgdBIpvL7qs8/+WucEGd7pWH45xV0O+CQlotJ0CSc/4ymcI80CnnoG0rqMMYUf1WjRsElToWpT5VBDpEZSl16Bh1nrjPc4eT73K55GNH0HqgUbaWDw13n6KjLyhR1yfFcuLQqDt+7VO3jARxHXMGr7Lkrmoftq8J+q6xSv2AbziVsvKbD4jGRG97xG5owr7HFZWRpH6W2aeolyvIDl0/dPI/KgRpcjgzFNjkOW8vXXOc1hc6yvPrVxTSz2V/2PsLhXktz/ucyrF8+J5sflHPOPDV2k6J0iDzArtNLjlltvLS5TIZveM7E+Qor9LE2afYa2pUY5JqXFWkE5qA8lSVMhb9OG0fzCyXpB6yZHpirRM+F9wdeJA5ddA3CdLxR3CDc+h78AqgX3ZbaKvITo84OtlUqbmuVQdD9h3SMAwwBM+Og4zdVZ3Lq05UI9btLp9I5EcgSyhX8rdneA6rYcc57oSR4zVmyeRF1X69xh8dPR7rCSX9hd8crKwaKeO2wbeeVHqeEECH6lxBRabwPi8vJ127guCXFi99snD2RZNuXdAhbFuJUD8XLdal9vnPv3jRsS2K61Wv+ZzHNVXC9DUFTDO/uM9kS07qpNPSQPMCwXgmrYN+AeofelNPEARBEARBeMODP8Ml9IjiOR7Ruyg9I+CFN/VVNUeJnJk3sujYj3EIdhgQUUGLeoIgCIIgCMITmooTRPWoxsaDsJiF3QVFJ3/18jCiXqFFPUEQBEEQTshTHuFGdjyKiI3iW03T7B1nfglNbH1jsS5wFB3l1X5bLDrKK76p9/MRQYSDFvUVJ97KzAW/VGPoH3AKdYg3InlBdOuE8zpcZv9Xli6Vg2hxplssm7t1ezpLEsR2OBUJar8gHq+kd2X/tJblU1l8iUxylBcybjX6B4kOrbKMOk8iPmzKFco5lLNVlXiuSao1yVOtv1HlSdT1SbUN6dQdv/apW0aCuBqO8hzBQ/c1QfqrIHqDEPVcofjbr16IF3AAR09G9jlBWblF0Rd5zW2Kl9y6dPLOZ3wNlISg+R8V7nYFl0+ncptU5xncJpoJk+MzhigkX+6YtbxuyiQUbQRQcJQHcM839apjjlffKapPbmeCHEziiLkeHpCoQI7yKkycCxZH1VXUw0VPAQPEVYX7es6MgYLOqPLEcc3Vh7h1eOnUze8glMl2/+lykKZiS5nzF3sUDc/1Yl0cgh4fwQd4Xf2OAN5hRZcK4QxBAJ1yDt62AsbhgmsR6OPgMAReZf3iiu5X4mGPVEeMfaJXXJF3Y8YYEgn95/Gc83y99Op3Ajik1Onzyu7bHCnGOe6EkxN83Ahrj9f4o6NHLsdbljs8tzm50k2j2wal+ILxpKr9gEe4sGVVPlbn2ysvjMtdPSb6tyiZFTqP/NLipU/crzDhYjGOOVDYthKlfq85QllYhTkqY8zqnjncL1d82rBW+vXK38sG0zQBzmAWFvVMMMVTrQfSOaOircHyor6gN/UEQRAEQRCEJxzo1RPiWqS4EOnuyVbZEqLaMOsZPAevk+/U58yS1/v8P+ov2CpFrhcdbaFFPUEQBEEQBOFJjc3FezWll4r5H11pWtT3eWwvmqux6TUIppn/t+Qor4rGSMjlzGqbEBm0qCcIgiAIwkkNTr6IalMfbwd7I509sjP1RK/GsZu/9AcTnk2vPXKFVX1xlwFj3HKaV00y2VJ7yuToTT1Rq9RAY1FCdp6zHuH14YXUgeCsrl78UidYlvYw5ci5Q3Yt41nmdVaX667+VptK1tMo65KOX4dK1Ini6yaOumn3obFes9UIOrYwVlOm9wWK+d0tXdRXcczkTHvqUIrrc5srBKoTOGeeZeTpr8C+kLe97Q6WPwrh/Ro4Uy3zfN9umvn5MbOdqY8cmUzhdobCcZZ06e18Jtt7xh5a1FeaODtftwMipThM+FvmIVIaV5Uwg0AYdCaNojyRXLM6XGuvnEuHl06R7KhxO1IpW4C7vNj7DD5WHPu5KJezl6C2lWQLLsex18wvrX7tSeIQqFSuXnmtYJsuKmUn0xO27/AKJixQhToWUF8oZDpUq14YG73SXPg3VDsoyvDSF0S2Tp/nvh+kjURVD5TrueIiXDKWhrLHa/zR0SOT4273XmVZGO9KY17Qvsb2r2//G6DviIKo5wrF337zAcHDcl4Ylzt1ztQHGQvc8d1yVOYyknDSB/9xzIGC5n8c+lH8LRlf3fMF376z+BCUFxzPKfSfXGCDH6L5bMB5QfG8ut3Df/k7JcV6IEyf7Z6fHFtedNkektGZeoIgCIIgCKLPUGubDPoExTf1adp+39exv2sTfxqu9jALC2an9/vqG170UZHLmciZ1bcnKmhRTxAEQRAEQXjSe6a+9UMxz7O96NwvEQxr9wYvbGev8QbJGS957Lc2JNTGYb+u7vxDshzj4BqfYq51aFFPEARBEISTGnibQtQYdfJ2sDfgPt1WC87FiCog+P46R33UB46SzQ7v9zVgelfhOItp9i4/IbSo721EUTur4HRF6Qw/ER/a/la8IgSvgzXnHCdwe6qhNBDhkNSByr1vqLCjvCBnMEPAi45Ge9PMypdaSqumLX2qnKpPcVFkSrYIV3ORxHmYflDBU149O8907pX3aTZq86kyFySxtF2/MBwlXwHe4ezb7Iu2Mh6H93uPMbos0/J/dxWOs+RMlrenl/RrtKgniEjoHR1CMKJMez11rvVipwq9KS1E3eBw1EZ1sNbhNXIeti9RzG0zFrfhREWIqM1YVYDn33zXelO01sq85P2e10g9Lr6pz+Zqw56oSFXbgD5HrK0wwARJOqlSeaMTxFNyFR4r23QyxpBI+DzLEuWJ7Jr1WxBX9LfoXpx1ws8ed7qU3uS5wmlWG6ktlgDB9VBvBHT0u23xCCs0n8tv65Rz4LYVMA4XXItCH+eAYejHFeZ3BfoNqY4I80QnrrXdMoLFr7u/kdVpQXEpyZX97RGegzvVqdapKFCUw23/VZYXVfv1Gn909EjkcFEY2bXCOMq9wuvYoNL/+vSxsRFm/hS0rMraEYNR9BTOueVwTNuuIPilxUufLJxq/Q5L2LYSpf7iJdl995zbx0bOGRLWuXrAcL8x98xjT9Eyhd6yfeJYu7Bsn7TLO/iTjBlB5gXuL1B5ybHlRdH7vWkymLX+dEQDelNPEARBEARBeEJv6SuPtW25Rt5wEtWjdKY+v4W91psj57C2F9jP1NeC2cVFfTZHZ+oJgiAIgujN9KKJDhEN1dho1+cpLIZo+30fRbIZpC4c5XEOt4cWxnlNuEoobr/PmaxXPayk7feVJu7Ko7udKcz2pFBbTd2tuoYalc72e8DpEMVLluxeJbffS6/r1YOybbMSUd5CBNvUeAXfBsm2hjsDlcLqyK31baNRyIh6q3lUssMg3Drpsy1Z5XpA3VZd0t0SL5Xv385L6Q2YFp3t97zQj3D/rafK8lWJuo4pb1Vm3ttkRdeiqm/CccxDniu8AV6qH0HzL+y4V+v9aFTb74uXC/dysu33sictUaTB135e3nZ12rFnXYjgla5XfY4LS4c7TyRlZBilW17by2E7U49iN6KQPnt/62W3KJBffyGMb38jXxpNmO079WUPJKLoE2S2Supmd7r0Sbv8A7MaWoOEgN7UE5WlFz0Rc1KBBXocBBn0ys5ERZjmSu/NClVeEU+kwsoJFacO6m29ta2+QkRtqDa+XlwHxNU3qDzM1Xj2EsiGeiPMSxFNFVpvZntjXqsSxwPXsHjVEw277E7m6uFNff6ZDy/9i5D9fIRpLi7qszmzV7UXWtT3JqKsl9V4exzbpK6wCJU9LY1ERZ10Ch526qWAw9ptEekCX1ZGFV7sA4HfrCjfryViszXMKqB2qO72PNfrmSjlad2LAcdct1brSRX6nkqhmecVLSNu/adv4noxKvukXV1QtkuoBvZfVwKdh+ZKD9Vcb7u12qPGw4OI2nm+CefL3nGmvsprFQ6OnrQJAMjlOHrTyRZa1BMEQRAEQRCe1Oxzl16M9Z363rTyIALheH1SB5+0s7+XZ5bXfvum/OqRzuYX9VnTrOEHyvrQop4gCIIgCILwhdaWlcF6x1v4QYt6orjlPu/9vg72sdjeynPLC35tPBzMFBb1Zo57usWqN2hRTxAEQRCEk1qYeRE1Ry28ZetLWG86aVHfNxE6vwuy/b46lHxCFP+ujVV9JpdfyWfJ+z0Ritgrj9VyFIMLHHgEiauKzFlGLTUqvzwpu8bleeeVrrAeP31gno8fXbp1bPHxdqs86RMOVqxy5+2U0uoR1vOaYnip3uBtK1CcIA6fwtTbIP4IKtFHCHSIB3zJhCqOPInS+SJ3/R3EHr9wOnK5WWjvXP2wZTWdUarK8/RdItl+6lWfZLJ1y0gY16Pvd4XPT8g1dctsCJr/VeoHfMOFLSvJ/aI/IFPm/V7k8yFsHimPC4J2q6iby/Q45IQcB4O0lbBYaXJfi6AN2i+LPLb7xlfJA7/88+mn7WXKS/W3+DpcuMNAtU+Q5YXMVu7qaW11NVdY1JuM5T+7V6HqETe0qK8w8T7l5rZfqh2rfpyg4YtxOCRfaIora+yTEIWOXZQn0ms+C1qvPBLJjpyy9HrZp3bWidud5JWpU0+LfGIruR7FZ7389IcM687PuPXFESdYWqWBAENfRxi7wiDXEWGeaMbNZ2H4yWnpU2Qe+gLI1unzyu5z9x29/jkMeg8fg40bYe3xGn909MjleMsSj3t6umU2qNQT0XhS3X5AHi5sWZW/6GAwUFwbcS1v52HzyC8tXvrE4ZwrOd26oEPYthKpfu7+4WETV7CRs8JnJQvfe3dXGa82HLJvD9YmAHBm2WuFkNgdbF6gbqulh7G813vkHVDmX4D1jo3rvSMVBEEQBEEQRGxU6mUnYSef6XSmnijCBQv6WqXksb/wL9N7+RMHnOe33QOAabK6yUsVaFFPEARBEARBeMPFb8+J+ChmNy3qiSK1sDDWpmAuc2+JrwKMc+sTkTnGe5W/ClrUEwRBEARBEJ70nqlv7ePeud2bFh5EMIp1IWeahbPptV0nil76AZQ8zKudZooVzjlyBYNyZv3selCBztRXmNifrlnHZxTPv9jP+mg6sAmclhpvQaI88bxm61zdeeKVRyLZ0eIh11VPShMIhbOjLt8EQZ0eCnXZHKrEjVq+y8tIeL7Low1p+RsIcv4tRBznOcB427+3A0e57Eq8mZA6xSsPKLwexkZpe4go3dxls9RWQZ3wlyv/2zO83akUY+CG/3uGqOpB1PVJOJZKA6vZ4zX+KOlRkeMxDpWF56XPP+nmn9uGoPlfvX7AO1zYspLd54XdEdJFPS/3RRE2j/zSYlMNCHwfMMaQSPi0ZduuD7kzUh2ry+3U7ZuioKTD3s+VtniL2yCT2ifqh9NZE4zxMnc1vuOmSvp96q/f1n9H+m19DC+k0RTs9lHtE+T3uaTcuSA9+T6s+KbetLzfx183KgEt6itOjBXHUeFV9UjiaCx4dHAvCMNJU9QJDj2P6qI8kV1zL+LcqfBKlSxOdJQvuGU2QLpQEUnNJ92ddn3ryq5IB4xgA7yufpcx3mH9FoBeee1LkMSGiBO67/AIw8s9HPpPrnzyNjZkE+eQ8UPpdvczYdubvN/hCOKPUqfPc94vdywZz7gTWo72eBhV+/Uaf3T0SORwURjZtfzEnHvUHz0bdPpfmU1xEWb+FLSsyu8bNpl62+/D5pFfWuT6xA8nZfHjmAOV28xYJRdudh2FxbpSnVCxL38/m823QwPuea08j/VSrlv+Yhvy08T8nL9oKWPe7u5UZZcu6dhayAvOrIdkJivtJugN0PZ7giAIgiAIgqgRimuVkoOxXrTyIEKRyeXf1Fdg40FoVHd9VBLG8+2JMYacyZR2D9YLtKgnCIIgCIIgPMm/cK2DlUQvoriYp0U9USSTy2/nr/kaYd9kVlg318LDCM7zuwVMlt8BU217ooQW9QRBEARBOOlNMx0iMqhWVBaTcXDhluU6h/oXNRxn4vP/ZLIsv4OjDrKQwfmmvhaKvfhi3mR5L/jV3jkQJXSmvtLEXne44x/V4Fpxgoa34vHyll1LjUr1mBy3XeCSfFc5hhZX0j3z1GWvzH5JVG73URC07ITHvzhQdk4sJpTS6pEv0rODEtFxH4kME0cwcYhFn2pEr+OXcaKol5edR/aIH0I3t/ctYckfcPTU57ihqlenz3Pfz3+bCUB+YuV2/KSkLyhR1yfVsVTmV8arPqkcyVWxTRCXu8PIbOJw+jwJOl8IO+5Vqx/wCxe2rNxTouJ5cM7BrTPhkohl8ykfXX74pcW6xh1vY7UM8OuLBA4AlfCyuYJ1x1FeTDJHVGkTgnLPZk1wxmGolLt2O5WUi0OOxxzNNqfgpcwAR963ARM4ygtzpN6yWdS3cTjzqFBXi9vtTZPDZKxX7UCiRX3FqVTFCTMqqcYPuorwGJziwO7QLbDDI8k138HMc3anECYc5RMB3b+FUj0mpkEdEpbiSx3lRY7OCBK2PenI0A0bdZwgaZUF4RLPa0FG7yrO5pXrdRgbvSbtxZ+iPkdTvteqLNDERreeS9qIjqPOSFCUU5z0acmLui2GGae95Piu2py/uUxWEBtU+g9Ru6tiP+AZLmxZuRc6+b/NrAnVGqiuSzW+qv0K9UjkhZ3b7keGrExU+5cI9QvTJ/6t4siPcw4DBe/3wtAebVinb9dyPudtA2f5dHFwa9ootzvMvEDF1kKbKizqGWMwTfpOPUEQBEEQBEEQMVI889tLXiQSEZDNFby313qd4OVL7fyXCKplUJ7ilyQY53lHebWejxrQop4gCIIgCILwhPl8o5qInryXbtGuO6KvksmahTfetV0nHAv6wrb7/AOq6tpdfDOfyxUc5ZH3e4IgCIIgCKIvQWvLylDMZ9PMb7Tufdne+1JUKbI5Zn3qsKbhpQU0B6wHEdU23bR9o95kvetNPZ2przRaZ46DyC+en1HU43B4xpwydOJqo3sOs4II80R+zfOpo1ceiWRXCq+z9kr2eKU5ZP2pVI/PGWB4P9csHYnTKCMuPu1WkXKOQkeQvkNLftCztBVA9Qwvl10PYbcgLo/SwzF3ncyVtr+yH9p6lO9bM73i/xXyL6q6EXUdE40R4oBQrjt+Y4RuGoQ2evT97vAOR3lB23/Ica/W+1FZPdBpFzZMxr23Wkfi30YS19f+Ql0uqzcqfbxAX5nokJ2fV32OC2E/DkjbvJEo3VMcfzI50zqr7qfbcU33jbRs3uvpXsHer7j9KHDxDoMo5sLSObqzf+MonaG3vN/DO0n1BL2pJypPb2k9DjQfptQKQQa9sk49wgJVdpYVlb4oH0yFlRdSTqg4ddAo661t9RUia0N1UAdrgbj6BkW5gd8Z98b2q7NoDwjjPO88XSffe2Neq1KLafeqJwHsLX7SrtpvvP2wnssUn/3wkN+pj6hsrTf1JoNpsl7lKI/e1FeaOOuO+w2IUhyF3ypxVZE9sYwb6/Mauk+Q/a5xeTjR36J7sWaH+4mo+2/bb+bzBNYRh7v+DoAwnuytA6D2vauw+u33fdLody3MZ4YCt62AcYKsrRSbUtlnd1TiquZ31ITVESa+NK6z3wq+qFLQF2S2pdPnue8LPjekrS8oynIkfZKXvKjar1/71G2r7rg6fRyHc1eabhrdNuj0vzKb4iLM/CloWQnakYH8m0ToLuCi6sdU7fcLx929lktBlGUqLBOu3r9EqV/44N8jrIJ9BvLO3bi7/UrUla6F7NsDzguK825mK4JIP2mnU1cL15lZ+KQdY8gxXh9HGRShN/UEQRAEQRCEN1EeByGUMBmz3iwSBFD4IgLqoCm6+gteWEBX226zsIjPsYKjPFrUEwRBEATRa+k98xwiQmpwc3OvJu/5vjc2x96XoliwL4oLv02T5c/UF/7O5czK26UAByyjrc0SNfApvuJ2e8Z4Yft9de2JElrUV5x4azMX/FKNUfyt/hwtRFp0t2xWFNU9dWH3iurICYDH08eyO35bxjRkB96nheK2rEpVBp10au59FOZPLe0bjUJGnOmpVocg2i4pcj4URxlL5EX2FsHdtnz2KAZevunsoSxuv7U2ZkYgX5Wo65jiXlVpkaruLfWL44Us72Xy3Pfsb7WC5p89fhAZtd6PyvLTL72u+7y48Ch4Ovc8jhBXX8ThWQctuwLo8qx3hWuh+75qTDSL7Yo5r3mNF9z1t4PyftgsvPE2CuGzOS/fOIr9khXCq/6qyLH1KwV/EED+2IDdJ6rYxoDlw4oO8QRy3PWM2xzlmaz0pr6XvK2nRT1ReXpJ43FSRw7HHAQZ9NyDeISPOTkqXD/C6FL0lB6ISk12wy7gKkm9ta2+QvBycZ7RpvJVI66+QWHCz11lFrkN9YbegikIucKiQ096b8xrVWo97WEeNBQWoy5nczmzdsfv4oKZFeaNzPJvBXT1ZHWlRWJT8Qy9Wdh+T2fqieDEWHcc3b6qHsmYpDSEBEqLh+S4GlahU1H+PJQoT2TXrE8ICsKJ/hbdi7M/kT4RFf3J1V6eFCd27rQDemUoDCpx1uf3GZUg+KTVtz3Jrslk6o/degR5YeJVv1XjeoaRtXefyKr5HTXSslNUHsZGSVxu1x/mjYJV1sz5tyNMANm6c1RpXQvQP4dBq55rjoeaNjLZ/k+/9qnbVr3iivoPV/jIHeV5ypDU9Wr2A17hVMrKbz7gbg/I141M1tR3lBdFX8QhTpcsvCSgow9zyPfoi4IStn+JVD/Pt22VOqE09yrUCbOwOC78bb2p9xo3teqPaG6nGrf8z+IlxvP/L4rv7M7q2Si8b7PVT47rvmlytLWne9XzZFrUEwRBEARBEL70pglwLVNcsHHGsXpDFyqzIiXqAZMxxwO2rFnDdcP2PNra+l6w3VrUV4msybC+vYfe1BMEQRAE0YvpPfMcgqhbTMaxel1Xr3uY0suSEx+CjMqZhfPpcL2przG4/b+89HcxSZu6MtUwy7KJmRztndle9Z16WtRXmPg/5uBuNn6hedlv1TNz4dLCXX/VTqMS5onXNZEjLYEs2b340u4ht6yMy9MXVLRqcuR6KlMX1NKpX0byDefxpysKHUH6Dj0F/vGq1R8I9Uq2/Il3Oga3W647mrzgcG5nltpqeSsOptcvD8ocMdn0qeRfVHUj6jomGiNkIcXOF+Uyo+pT/Gws/5q4Mzy3bfkNmn/2NAWRUev9qCyP/dIru88Yx4b2tEc3wD3rThBEZSTr8SCyW6nv8KmLxa3rIfCqz3Eh7sfte8PLw3rlsagfZqz4xjv/d9H7vW+bVioWef217ns6YS6Gc+vLP4iwn0Zo78w44gQvHw5xXfUu/55sruSPoJc8NaNFPVEFekfjsRN2olMtggx67i+kRvqNT9uksRKEmvgI7KzmgiNMnHr4Tmu9ta2+QqhyCXNGu48SV9+gFib43Lc3tl/1BzlBZOcxOc9vtw5oVz0TxAFcrac9zIMGq064vq2erVlHeUU7iw8gig8G83fbu/S230ddtuvaegCgV22/T1XbgD5HpSqPsmMn7v87rA5HHFaFJ2Klp3Y6b2cdvyXXyqS50+aVVpHsyHENIF72qc7Yio4HpU+kVU0TPZWG9ZmW8usRD1x+ttpvB2pPTH5PR06l4wRJq24Yj90t0niV6DekOiLME924tn4migW0441LeaDAcqV/e4Z3/faJG/bNndwOz4Dab7j064G87D1l67ZVd1x7O/RrcyrhdWxQ6X9rrh/wCBe2rAS75wwUnKIlmF7bD5tHfmnx0qf0CVDu+EcmO9C2aFmZVGruWaa/+H8P+wxD0b58nTAZA+Old7IlR3le7SWivNSKU5hzFsYwxuBw8Nde3H6v3Cd4pE/F1sJ1o/Dn+sKi3m86Uk/Qm3qCIAiCIAjCE8kuYiJGGOelz3D3McwoH+L1IljxM4eFRWqmhs/Ul54p5O21f46v2o7y1m2iN/UEQRAEQRBEH6T3TH9rnEJGm4yDGbW+qTwACgupXK7XpToSyr5TXzhTX3vwsg2Ppu2oQLUc/BXzbmN7GgAt6okwxF15dLd0C7esVGGraS01Ko3t91qyZPfiSrunWI/8V7LHK0yY+hPD9+i99BuGfxj7v6pyRW8YamnbaBQyAusK2W7iRHFLOo9ja3BU2+FV5Uts5YJfofR43rc5OCrbohtQvipR17EgW5Xtl72OM/lsJ1VGZCPz2FIvCM+D9IkimWHjx0lU7TjU9vs8jHGwBJc2R+vMsqI8JVS3NBfevhqCowOB9Llk5MK+qa/GPFNYvyV9W3EO4tkmyq8xlv9OfTF8NucRX3TswQu/+uvXT7vXEVbQfA+X99yfv1jmpC5wnyCzVXDd9vfGjnQpeC2tQUJA2+8JIhJiXqDHRZBBr2wSEeXCA6joAadQ5RXxRCqsnFBx6qDe1lvb6iuEWjxI/yBkxNU3KIYJXEq9sf1qPwzXhzEOzjS/FNBL8joX5E1urac9zIOGQnYU39QXo9bum3p3Eylsvy/8ber6TIi4bC3v+7VeZzSgN/UVJ8bKo/tEriycrm1BJhcQv8WMk+JTOOWncaI8kVwre8Ko88S6AguqMmdtMhuKvxXzh0fwxkaoSyaLg3Oft+qR6Lff9mkbPk/VyydhOvkUJE9DxAndd8iCSML4RtWpG1Ei1qE+6Ef8kAgofAOIl+yIrL2J6nRMcmX3Hf2TSv8TZR1QkyV9E+opL6rJqtf4o6NHLKfs84LSeMXwsntBbAha1tXrB7zDhS0rd+7m6x3nrOBcTNEkJV2q8VXt58KfpWuufqtsviSWrb3oK5Nln6vJ9USLYNEuHV+Lvw3BPbFsw+A2Z3P58Jmsad2X2qNVgXTLXxS3mHQOMIai13vTLI1npa8bhO0TVG116unqyQEI6JCxRqE39QRBEARBEIQ3YZ4pEYEwGe9V3rl1IEd5Yqzt9wUyZu03yuIjCLs/gFyV7R7YvxEA0FFlh31RQot6giAIgiAIwhMOrrFrhYiC4gKuL+Z7tg4Wq5WkmBuMcfSkTWvvTDZbm9vvOew7OgFwDtNkpe33ZvUe2gwb1Ixdx4/E0IHNaCucre8N0KKeIAiCIPoCOm+++uAigvCBo08uLqtJ/pN2vTDPFfois0Y/1VZRBO3NZBw9mZx1K1vFxbEf9kM7HBJHedEp06YxlUBbRyZaO6oInamvNJXqm6M6EhaFDkHEmh6iVI/JWf/azlzqHC/VzW9NPHNZplvx6Chn7rOw9j8VEyQKxhgqttdQyUxJucoucpV76mq1CBXH50xkVPpU43kcDYwVVb2ciet5GBtleuI6Ry49dqjZMen2IY6jtbzkJ4ApfvkiMmeU0YgRyvPtekV1x6M++R3JVbVNGNejj/PSpZt/ZeOmZvygeuPUoTpXUJEpGUZzJgMzmEd0wZmIsHnklxb7NS64pzO2esgO5AAuyjobBMe80PYzaBsUXGScI5thMFryf1ufhvNpw9oP5EL0Nfl+vVhv8/084xwmY1bWWD4TVPsE6X2XANHc3LruFNLQkCg4zKtE5YgfelNfceKsOGFGe9dvbYdyqnCFhhk1RYdAUY/UNpnSxZyXzrCzGwXKRMvtKzleUelZRWmH5oRbHFY88OiUn45+lfJx/5Zf0h2c1XTrxAk40+aCa6px/cIofqbH/34VZ/PKqsPY6KHbsdAOqKNsshlVHuvOnMXtigsmXOVRo6wDGrICO1gNi9/qSret+q14vMoy77RNX7fMBp+6LHUKWcV+wDOcSln5jTfO8IYB5IqLIK1khx0vRWUUZqx02lM+XRLLjsxRntW3VLruaNQJlULmHAby2+8zWdMKXfreezTthQvHiABtojh22ZIo9n6vUsck97ntgYbvA+nS/aJrwoZUEp1pOlNPEARBEARB9CFo931lyZmFM/UVWZDWFqG/U99LMU3ueOAR6NN/FcK+zrYW9YWL1TxTXySZMGwPReofWtQTBEEQBEEQvvTFxWU1MU0W/SmcOqHa3tFrjWJuFD9hVzwGma3R79Tn9x7wwu/8qt40S2/uq1q+hVf1yYSRt6mXQGfqCYIgCKIvoDN36T3zHCIi9LeBE2HJmYXv1FdYL2MMmcILzFQ6jQzL/2snyxMwGGAYpXsZk8NIZ5CwvUnOZnMAOHghTDabA8+aME2OpEw2EmAwkE7reSa3yyr+ZtksMmb+04BuPVFT1JkxGbJGCul0GrlkE7I8gbQrrcX8hQGYSIIJ7MulWkp5kGpEa/8Epk3cAotWtKEhsxHpdBoJwyyT7bYnl8nCzDEYgvRzzi0duVQLzKZWoa3udHmlP4sEeFN/NKaSyORM9OvXiGw2g8YEg9GY19ec4g49IvtFsh35k8mC5UzkGADOHXJyySYYiQbL1gwDjEwGRnN/DEQCTSmOAS0JtDYbyGRzVv2sNg0NDUgkgr1zp0V9pYl771pxu5KyszIu+B0gri5ljl1qaKYgyhOva162q9yLK+2ect35b9t+FNKfgnJqZOclK1UVOM/PRjzD2MKqC4YwEZWo41HoCNJ36IhXKeBq9QcCvVJ7hY7NIuwT88oRbYMQ9fdiOwJ7OfeL53YgZfld4Ir5F1F+RF3HhGOpJJyw6/OoTz5lpYxwHPOQVxbe1hrC1o+46lcURNWOVeuEx32TcTDO5NFlfUSINPTkOJZ/9hlymQYAQGLRIrBsAxKLFjnCsdQQwEwAJqx7LJeA8cUXMGxjKzdNABzGhq7838wEOANnCQ/ZwzFoNMci13U/7LKKvznn4GYC4OV6osbSmcuB998Ca5csBRs1CUaqoSytLNtQitg4Esgkyuwzt94HHYVrjVuNx6GjORoaE5gwehCSbEcsWrQIEzdPYJEsH4v2MAZwE0anOP3FfDbH7g4+xiyT50zXWKyT5GMxHEsNA584FTsYzVjW1oNpB45Hx8avsMe4RnCe13fQLq0OPSL7RbLtFNPFWQpAyiHHHLkTAAMbbGkwlq3AoG9NxVGsGU0NCew0pj+yO7Xgi7WbrPpZbRKJBMaOHYt+/fppx6VFPVEFamgBHxE87ESlWgR5uMK5a64SXZo55zBQwfNNIWwXplvlQYGa8IrGqYvPVNWDjX2RyB5kUPkqEVffoBRGX7WW/HpDZ9GuLTv/T3G7sta7+hC2MMawKpvCwIH9MeRrI2AYBpJN/WCmu5Bsci4yzK52IJEACmEAwMx0I5FqgmF708hyeUdkiVRD6W/OwBlDsqlFKDvX1Y7uDMOAwYO07LfLKv7mjIHl0gDnZXqipqiTZXvA0j1I9h+EXPs6JFJNSPYbUGZfEW7mYCRTZfZlN6xCw5BRAIDOjeuxqRtobGlBJmcikUtj1NeGYc2GLowYIimjYh6YOXBmItHQVGZzd3c3WlryrvSzG1eDmzk0DhstzEuW6QHL9CDVOtgz/bmudmS7O9Bt9MegAU1oWduJYcMHYmN7GhzA14b2R/OaDowe0WrFEdkvkm2nmK78gyKOZHN/K1x20zoYCQOp1qFW/ERDEzrXrcYG1op+TSlkTYaejIkthrcg0dAgUltROOdYu3Ytli1bhu233177jT0t6itOjAMbl/6hGEl3ghVkclFcuEUjTk1n8bNJks9QeRoi2r1gu8a9won+Ft2Lc7Ljt2jXsdcWhovSrjnx0PDUml8rR51P3vKcWaVqKwdgwPpMl4a+4GGjiBNkcaW4CBCVm29U9boRLTIdqg+aQq16xFc5h2F/qxpYhbuso3q7p1vPxXVNyft9pCjqUv7EZogHFN6vYT1k67ZVV1zfhyrO+85uTbesFOqfK7R4PKlmP+AVLmxZucfq/LFfk3GY2u0+eB5ls1lwI4Hhw4ejATkAQLKpCSbPItnkXBCauR4gkQQMWPdMbiLR6FrUJw2AA4mGxsLfCYCZhUW9WHYy14MsM9HUVL4I9cIuq/ibMwZmcACsTE/UFHUyg4FxE8mmRiR7Ukg0NJSl1eRFr+sGuGkUFvVO+4yGFBoL13INKSSzHKmGRpgwkUQ+f5KpHJoKshONjY5dElYemElwM4dEY3n6TbOUz4mGFJjBLXnuvGRgYDCRkuRjMVwy1wMjm0I20YCmhkYkU2mkUo1IpvJ1M2932qFHVA9Esu0wMwkUFvb5hzYlOYmGFIxEwrI1nz9NyKRSSLIGpBoawBMMCTOHxsYGJAV5Uw2GDx+O9vZ2ZLNZ7fpPjvIIgiAIgiAITzh4fezq6UUw4QPi+DGi2HFGRIq9GhiwPUay3WCBPgMYI7ZdJsx19Kialhquf2sp18K0PVrUEwRBEEQfQG9BVkvTHKJWoFpRGey7FHIm75WnF/zoi2lWxoCVQfZsMmttUW+DM9fum1owtbB+7i0PK2n7fYWJv+JwLT32cKVz4WrbDUOlJdTW5HgR5gnyZ80SiYR1TSX9XmF05ESOS6e9o1WzxyNMgLrniFuh/OCcKzwRDVBGkrCVKOcodATpOzQVxCc7JNI6WX4RojYQxm5x3PjyQWprSP8gfnnguG9/c8MV3wJHlCVR1zHZuCEI6FGnxDJl8nTTILZRbrc7vGFz2BY0/8KOe7Xej8rqgVa7cGGaJnhK1l6ZMG4k+eRzeoCjsCYKq0qWtJBiA50ujEpn+WkKcVjDP9AOO+yA8ePHI5tOI53N4Zu774GTfng6BvVrRDZn2ubuzkX9ggUL8MWiz3HId6eFS4vUNp84xUuFa6zgj6ns7bgkzwIje24gkF+0pYafhWhBb+oJIgrqyeGYDa9JnGecuBwE8cq+kYj2wVR05R9ETqg4dVBv661t9RXClUuQWWPfJq6+QSmMtmY9+fWGzqI9DLpvX3tjXitT60kP+KDhySefxCMP3Ic//ukuJIwEzj/vDOTMHNIZ0yGDuRb1L770cmiTw2BPXtnRAN16GkvZ5pf1vaXN0Jv6ShNrvZE9nlKLoj2/CpAWDg51x0PRwIv/5aW/FCI4fjvfLtn/9Xkc66Uu6qeTXjpkFxxpZRrlzkXCNd9oiy8Jvd9zDol7xeD4mer4zJ+GTKMYV+VRvYccXaKKE+KJvDAQLy83X4eKYewKQ0xvnELFddQlcbtTk196myPT535xpCbX52+v8LK39tK4UT5A1AmrMGaFej7h86oyzDjtKcdnziAaC8HL7+nYgPyuN5WyFu+c0dQbhDDzp6BlVdaO8m29tTkJltOs+rW2PpHOQ7wN7S0LLSUUk9rU1IRzfvpzHHv0dPznrbfw7YMOwe9n34hPP/4APd3d2Hb7cbj+f65DOp3G7Nmz0dnZiRkzZuCQgw/Gj046EWeefiba2trQ09ODmTNn4rTTTgtujGrSCuVYfFMPI98H1MJRgeJmTV4DtkQBLeoJgiAIgiAIf3rJ5LdemLT9SDSubcPKTdW2hKgVUqkUtt1uHJYsWYw90iaO/8GPsfMOY2F2d+Cyq/8Hf/vb33D88cfj3HPPxbzXX8N1N9wIZubAshncdNNNGDRoEDKZDI499ljsv//+GDNmTEXsZtaDRAPprFkTXUlxUV8LDxiiILZF/UsvvYRrr70WnHOceuqpOProox33N2zYgF/84hdYvHgxEokEbr/9dmyxxRZxmUMQBEEQfZsK75IiehcqmymIeOhLL60JfwwDSCQMZE2G1//9Ci67ZA4y6R5sau9EUnKwmjGG2267DW+88QY451i1ahU+/fTT2Bf1xaq7qSMNGAYSibiOWQYRml/V06Leg1wuh2uvvRb33nsvWltbMWvWLBx44IEYMmSIFebqq6/GYYcdhmnTpqG7u7sPbbOJOZ287IdqhNJvZRNDpMVd3jVV/H7751z/etbdKu6/D9ymVI4oBE1zHsYki4uKzhoVNhsLnEmpydW5HiVR6Ih0/33MNlRAr2wLsNDEiPffx5oNPvU0tv7DveWbu/4fVr4qUWeu4l5rLkmnZ32Kqk8pt9E59/I6S8HBbY7ygh8DCRm/5vvRaPbfl//lVaeUL9YRvcjjf8TpyOVyWPjZp5j+3e9ixYoVuPsvt+OJx+dg2IB+uOO+R7Bk0afCeP94+hksWrQIjzzyCJqbm3HOOecgnU5r6dZKStErXiFSU2MSmSyzblUEHz0G8g9Iau5TgAGJxVHe/Pnzsd1222HUqFHo378/pkyZgtdee826397ejg8//BDTpuU9Mra0tKBfv35xmEIQlSHQ4q8WCGKva+EdsaO8yuZhhA+mwsoLLSdEnLqYPdWDjX2RiBZAdVEHa4G4+gaVh7lhSrs3lm/8aQr2He1ekNfWAz/CTiaTxu9v+S369euPvfbYA9l0NxobmzBkyBB0d3fjn8/+wwrb2tqKjs5O6+/2jnYMHToUzc3NWLZsmWNdFi/5ckwmEkgknI7pauGFbsIw6E29F6tXr8aoUaOsv0eNGoVVq1ZZfy9fvhxDhgzB+eefj4ULF2L33XfHhRdeiFSqDxzxj7MCB/FILo0T9m2tR5xKN2Lr7a/ijESUJ6JFrCgtfn+L7sWYH+UOyTzsKy6o/eyxwonetod9oy3TH2o2KVGvIVC3PYl2HMShL444QfoOrzCizRBKdSyAvrDIdESZJ0F0W88MWQgdrgePUT2U0unzXPfLHJD6pi3qB4hq4XwdO7rlReXVWTRGhBnnvRwT+rU53XL2kqUyzsjeTlezH/AMxwsOAAOWleB+YfmTP/erNbRWc4ESrW61T88qSYpARgCdEamdMWMGspkM0pksvrn7Hrjp1j8i1ZDC9uPG4evf+Ca+853vYPjQoZiw00SwXP7t+x577IE7/vRHy1HeccccjX+98DN897vfxdixY7H77rtHY5wHjIl3XERXGq5xLaiUGni4EAVVWUXncjl88MEHuOyyy7DDDjvgwgsvxJw5c3DMMccoxf/www8jauSVJ7lyKcxcq/BeNpvF/PnzA8s2ujbCyHSDrenw1COzp/g7sWYR2Po00NisHFeV5KrF4A3N4I39wFvXlm5ke9Cf81Dpl5LuQqJ9NcBMsA0ZoEE9XcXfyS+XwEw3A4lE6drKpTA7gETnOjR2dGD+/PlleeKVRw45cdSJbBrJ9ctgdiZLOld8gRYAC/77X/Dmkm6jexOM7jYYPe0AuGe5JlcuzdezDV1g7QaaC2kHgMTaJWCrO4Amn503jCH51VKY2f6Oy41r1oAnG7HMlebksmUADJhGdPUjuXIpAEjT2rhuHb765FPwLzcIy8iebodMIwnetBa8eSB4vy8d91TbS5A64ZceLz32tATpO2QYm9YABsBXri9dzGWQXLcUZpd8+BHJDtLf6CLUu2oxEu1r8IUtz/N14xPwlesis1EUN7FqEdDQBN7QAr5yHRJrFoOt6wEaWxzhVPqJ5JdLwZvXgTe1gvf7SqjP2LQaSCTAW9ehubO8fqvY7ZcH9vupFSvANvagsW0T1q9YDt7Q7J1/Zg7JNUtg9jT52qVrt4zE+mXgLWvBWwYoy/OSbXSsQ+P6dfjSnre5LJJrF8PsaRTKlMn2S0OxXsjksE0mjEwn2NouYf/hDt/Z1YmeZcswv6VNu667x9LkVz79VWHcZm3Oh8fV6gf8wiVXLoWZbsmPa5KyAuTpdd9fv3w5AKCtbRMG9mSQM01he2xYsQKsZRPMbD+pLDt+fQXnHIaZQ3d3N5oMs3AtASObBufOzb1GNgMYCSsMABi5DLiJkgcyAHn3/QCyOetvg3OAm+DMEMpGNgvGOLq7u6W2irDLsn5zDsPMAJyV64mYok4jlwFyOWS6u5Ewc+DZDDJdXWX2FWIBzARMs8y+hMnw7rvvAgCyHZuwKZNAsik/h2VmGowznPOzSzB6WCOMbDc2ZhowqH8KXV1dSKVSuPfOP4E3tADMhMEZ7rjjjjKbOefo6uoq6DOBwt+ivMynK4tMIbw0/dkMGOfImiYymQwAwDRNcMbAYCCdzl/r6u5GwoojqAcC2Q4K6QIzAXBwXrI7kcuBGwlkC7Ya2XThuTgH4xw5M18fOThMk1l5UG0ymQwymQw+/vhj4VrX6wFELIv6kSNHOt7Mr1q1CpMmTbL+HjVqFMaMGYMdd9wRADB16lS89dZbyvJ33nlnJJNJ/4A1SEeqA60TJgnvzZ8/35FPumQ3rgLr7kTTZtt46pHZU/zdtYijafR2SDb3V46rSufnOSSb+yPRMgCNw0Zb182eLix9zgiVfhm5rnZkVrcCLIem0eOQbPZecIrypKOhC/12mIhEIlm6lupA8xYTkFv/JdYv/w/GTZpUlideeWSXE0edMNPd6FmeQv9t7fZswup3gB0nTECqdbClO9u+DmbbWuTa1wOce5ZrR6oDrKcDqSGj0G/rSVj5fivGFWzsWppA44gtkOo30NM2xhi6mrrRuqNTz7q17yPR2IIhrjRv4msBGBgYYf3oSHUAgDSta1a8iUE7jEPjiLHCMrKn2y7TSCaR7D8YyQFD0TBohOOeansJUif80uOlx56WIH2HjMyaZYBhoHH45tY1M9ODni8S6L+ddx1zyw7S3+gi0tH5WRbZtSkMtuX5muVvYNAOO6Bx+Bjf+GF0dy1kSDS1INHcisbhY9C1mKPpa9si2eKcrKv0E51N3YV6OQQNg0YK9aXXfAEjkUTjsDHC+q1it18e2O+3Zb9Ew7DR2LR+AfqN2RyJ5v6ecVkug+5FJvqPC18PVMuqZ3kTkoOGo2HAMGV5XrIz61aibcPHGGHLW5bNoHsxL0uXaIxQ1QOU6oVMTtOY7WF2tqF59HbC/sMd/t0ln2P4mM0xadJW2nXdPZZ2NXaV6bOT69qEzJpW9NtyZ6GcOAk0f2roRL8dJqGrsUtaVoA8ve77n6W7ACzFoEED0ZhrRLI7KWzjbenlSLYOdYylXrr8+op0Oo3PP1mAlpYWpFgWAJBs6QezmyHZ4pw75XgWRiJphQEAs4cj0dgCI1FafLFsfgGXaMg/tGK5DMAYODORbBbLzrIMjEwOLS0tWi/x7LKKvzljYBkAnJfpiZqiTpY2wAwTyZYW5DIdMBoakerXr8w+AIBhgOeyMJKpMvsy3RvQXDie3NHdCYAjlcwv3RJGFgmWAGCiX0F2iiUcx5kte8wcYOaQELys6+rqsuJke9rAeEmeOy/NtAFuMKQkR6aL4XI8C57uAeNAQ0MDgBxSqSRyLO/gr3itpaUF3GDSOiaSbYeZ2fzDEJYDGEfSZnc20wEYCTT0K6Uh0dSCXPtGJAzDykcDWSSSyZo5Bp5MJtHY2IhtttkGTU3lD7BN08R7770njBvLI6tJkybhs88+w6pVq9DZ2YlXX30V++yzj3V/5MiRGDZsGJYtWwYAeOutt7DtttvGYUoNEvcWD92tKKIt90Hi6uKzLbyqSI4hlJ2b54X/etmuci+utHtt/Xdtndc8euG5VUkpOV5bjStVFxTSqRHWCilNQyXSFYWOmNu/UvlWqz9QLDep74co+8RC3xK5zwq5PuflsNv8Ve7zwpGC4nXNbe6hiLqOqfahOnXHb4zQTYOfjV7jcr4uBukTxTIVy1saP06iasfu30HqBWDAkI+5sfRFOsTUTxTPXAeUXm0qYnes29o1FXuQE5xXt+pz7AbXaw0KRiyL+lQqhYsuugg/+MEPMHPmTPzoRz/CkCFDcOqpp1pv8C+55BKce+65mDZtGjo6OpS33hO9gF5ydsVJ3Av0uNA48+eIo/cQoHaJdhEWXV5UarJbT/W2Hmzsi4QoF0f3Q+WrRlx9g8rD3DDl1BvLt1bTVKt2qRP62WJfpQbzK5tzvkTi6KXLgBogtjP1U6dOxdSpUx3X7Gc5Jk6ciMcffzwu9TVMfDWZe/ylFkt3gRcgLZ5y43xjzW1vg1TCu397X+Nlb/FFsmR6YuzdypwbyWywh1d402YLVubsKqhtXvplDtdCoflG0X3X9228Tl3wkhN/HO/PWgXXx4H82cmyGzp5r64vPGId6hOQqB8Sue7x4BpKb0Y8+p1A7Uy3ntv7C+a67vf2Tt0qfxSFaT3s1JRthZaF9xp/dPTI5PjJiqo/c4VXGWekQarXD3iGs9IUtKzE+WsEmiaEzSO/eheXPuelYAu/KOtsWP2ia6Lfwb5xUBaLi3qSMPPMaOYFuZxZHsoRTNVGLnecKJQnC1SJelAd4vUYQRAEQRAEQfQK6A1bdehr2c5t/yW8KC1wgz/wjcaSMrmFf3Nm4QGV414wpZHZWqfO1v3oA9+QIwiCIAhCB9oOT7jhSju5iKip9vJjXVs3Nm3oQKLZWfZmd6f11rR4j6W7kWjIAQnbYjOXd7hnpBrQ2tKAIf1VHF3b36pWOweqiE9ziyJnWMx9vcmKDgFtuwtK2wu0ZPG+Xh98oEV9pYl5PNR2PiHaXRPd7lv1uLU0gVTdkWjtZvWwXWXHWlxJ9zTLY1uaij3Cb9RrCJDmGa/cYkJpbNBsT8Ww8X6YVa63kp/zDZwelfoRVHZI/HZO2i9GXcZC3YH3oEp0qLTzkB1ToF3GzGO7ta4CRaKuYzo7lVWPpPgVhW4ahOM9E9+XhPc6vaFmQ4A+VWZTXETVjnV2L7vuW8Vi5G96HtGIcbxZvymNs256BT2Z8i3UQWhuTOK2C6ZgWP8GaZhbb70Vz/zjH+Aw0NKvBTfffDPGjh2LO+64A6eeemokdsi45ZZb8Oijj2LIkCHo7u7GzjvvjPPPPx9jxuS/dHLAAQegf//+SCQS4Jzj4osvxl577aUs/8DvTEPrgPznMQcOaMU1V/4aY8aMloa/7c67MXzMljjhhBOkYV547h8YesR3MKilEQDHqaeeiltuuQXNzW5P9+JKEfQEpTclSU0NSRiGAWaboAR9kOAdzXlzxcov8cF/F2DaUcc6g/ionjx5MubNmxfIvmpDi3qi8tTSAj4yQk5UqoVj0qFofFmwqBcdFczEUKokE6lKLqwdcZj1zWB9PXVQcevAxD5JqAWQfTbp9aCQsAjUN0QXhvzk2ahUmgxNXRHa1dGdRU/GxC7bDkH//s5FIjezKA54RuHzYJyZMIyE6zv1eYO6Mibe/XQNOruy0kX9O++8g3nz5uHhB+5FV8ZAjmfR2j//eeU///nPsS/qAeC0006zFtH3338/fvCDH+DZZ59FY2P+k3wPPfQQ+vfvjw8//BC//OUvtf2DFeP/9vrr8Mc77sQVv/qlYkxxwb7w3NOYOmV3DNp8M4BD+C16T6kx1mPDAJKFzxtazwNt/YhMNWMMCdtnEU3TtOKqsuLLr/Dc3Jeci/oqY5pmrJ9kp0V9pYlz4hJkguR4Sl/6rfbCJEhaPJ44x/nGmjMofx5KlCeivOXM9lsQV/S36F6l6oRIl6PMCwtqP3s4cy6+HSrCzTw4uNixGngMb9b80ukTVmgmK9wS1DWdcg5QJzi3OVXS1eOXVq+43oHAhU85fAwV5ncFFn1SHVHmiV5cZ10KsapyN9eo8lOnzyu7r9dGgp7D9LfDL2zAcSOsfNEYEUSPTI7fnKFMV4iHMLr1RPZKrar9gFe4QtsMWlaC+4YtD7Rqftg8Eijr15xCa79GZ7AcYC3qU/lFOjdz+W/XOxb1hbqT8H/ivXbtWgwZMgQNqRSQMfG1r30NyUQCv/vd79De3o4ZM2bg61//Oq644go88cQTuO+++5DNZrHnnnvikksuAQCcfvrpWLNmDdI93Tj9jDMx7fDvYsWKlTj7pz/D9uN2wAcffIA999wT++67L/74xz+iu7sbt956K7baaqsye0444QT885//xKuvvooDDzzQca+jowMDCm/dg7DrN3bBfX99CADQ1d2Nq6+7AZ8vXgLOOc4//3zsvffejvB/e/wJzHnqaeRME1tvvS1+9f9+gf997TV8/ukCnHvuuejX3Iw/3PkADjjgAPz973/Hbbfdhi033wzHHJd/QPH/fnk5DjjwIBxwwAG4/vrr8Z///AfZbBbHHX8Cjvte+RfIbr/jTvzz+bkAgCOmfRc/Ou0MvPb667jht78D48Dee++Niy++GIZhYPLkyZg1axb+99VXMGz4CNxy47VIAlix7AvMvul6bGrfhFRDI6654ff496svYfkXi3Hij88GABz9/RMx+5ZbwXo68ZOf/RzbbbcdFixYgEsuuQR33nknmpqa0NbWhjtvvxVXXH4VFi383MqjPSfvjltv+wO++upLLFnyBVatWYOfnn0mph1xFGbf/icsXLQEM2bMwAknnIBZhx9qpe39d9/GQ/f/BalUCitWLMe++07Br10PVzo6OnDWWWehvb0djDFcdNFF2GuvvXDBBRdg+vTp2HfffQEAxx9/PC6//HJsvvnmuOKKK/DZZ585yvCWW27B8uXLsXTpUuy444445JBDcPXVV8MwDKRSKcyZMydwHXJDi3qCIAiCIAjCE44KHo/q4xQfYBnIf6e+V+50ELDXXnvhlltuwRHfOw7f2PWb+N73voevf30Sfvazn+Ghhx7Ck08+CQBYuHAhXnzxRTz88MNIpVK48MIL8fLLL2Pfybvhuuuuw+DBg9G+fjW+d8LJOOTgg/JxFi3GTTfPxpZbbonDDz8c/fr1w6OPPoqHHnoI999/Py699FKhTRMmTMCiRYusv4899liYpomVK1dqvxW38+q/X8MB354CAPjTnXfh21P2wXU33Ij169fj+9//Pp599llH+IOmHoADD52Jxn6tuOXmG/DCi3Mx5aDpeHTcg/jNVb/CNptvhnU9pfCHHnoobvrdb3HMcScgl8vhjXlv4VdXXIm//e1vGDFiBB577DH09PTgyCOPwqEHH4QhQ4ZYcV955RXM+8//4bHHHkNjYyPWfbUcPT09uOzXV+KeP96KsdtPwBlnnIHnn38eBx98MDZu3Ih9990XPz/3LFxy+ZV4Ye5LOGS/fXHNb67AGaefgcmT90B7Tw7cSDo/jemq1wsXLsT111+P8ePHY968efjoo4/wzDPPYNSoUbjhumsx5dvfxvX/c52VR0///SkAwLJly/GXP96G1W0d+NGPfohpRxyFc884DQ/+bQ5u/cMfAQBmd7tD138/mo/7H5yD5tbB+H8/Pwvz5s3D5MmTrftNTU247bbb0NraijVr1uDHP/4xnnrqKcyaNQt/+9vfsO+++2LZsmXo7u7GuHHj8Nvf/hb77bcfrr322rIyXLp0Ke699140NjbijDPOwMUXX4y9994b7e1Om8JCi3qCIAiC6ANovenuI4sIQgOqE0TMtLa24vHHH8erc5/H/77xH5xyyo9x0003lb21fuONN/Dee+/hyCOPBAD09PRgp512wr6Td8Pdd9+NF198EeAMX375JVauXIkkgK232hLbbLMNAGDbbbe1zsKPGzcOr7zyitQm94Os4vb5+fPn48ILL8Szzz5b9pm1I44+BnMeuFso79hjj8WGDRvQ3NSI835yJgDg9Tfn4ZV/v4Y/3pmP093djbVr1zriffrZ57j1j39GV1c3Ojo70NKQxBR5VmLixIlYvnw52tra8P5772LXXb6OpqYmvPbaa/j000/x1FP5BXFHRweWLVvmWNS//vrrOGLGNOvIweBBg/Dp4sXYeqstMWb0ZkgkEpg2bRr+7//+DwcffDD69euHvfbaC2Z3O3baaSes+PJLdHR2or19EyZP3gMA0K9fP6SzJhjn0jP1W221FcaPH2/9veuuu2LUqFGFPHoTL//va/jzn/5oy6N1AIBvT9kXDQ0pbLHFFsoL5YmTdsGor22Gju4s9tt/Kt5++23Hop5zjuuvvx7vvPMOEokEFi9ejEwmgz322ANXXnklOjo68OSTT2LmzJkAgH//+9946aWX8Ic//MFmX74Mp06dauXlrrvuihtvvBELFy7EoYceGmq3hxta1FeYivkAUz0ezct/q078wqWFe/xVXUR5Yv+j7HPPHtZ7+tCz3XOfH4qGYBN4tXJVTJguPGR8HVVc4asmrjJXlCx8mxV/sqJREKTv0FMQo+yQiPWKj4MIr4ap+hKBUb4ZtcuS+6q0bfUPpEP9vuVNvdDulXa5R5QfUdcx6bhRHlK5npWPNXKdKvjZWHZiqCx8aTIePP/Cxa9E3xBVO1avE97380fqxQFkXySIJJ8kJyCiwOvUXiqVwh6Td8eESbth9JjRmDt3btminjGGY445Bmeffbbj+uuvvoR33nkHjz76KFJmBkefcBIymSxaGpJobCgdH0gkEtYiK5FIgDH5kYWPP/7YsdgrMmnSJLS3t2P9+vUYNmyYIy2PP/oIeKZLKO+hhx5CY2Mj/r/zzsXvb/8TLvr5+WCM4/c3/Q5bbDdOaseV11yLK6/6H2y/48547NGHsHrlF74+fKbuvx9eeOEFvPPO2zjkkIMB5PPuiiuuwO677w4AWL2+HSOHChaWXPJbQDEvwYFkMglmyvMzmUwilyvdz2Qy1m+3c7+WlhbrN2MMs2/5PbbZeovStVwWAC/plyZAkAbbBNBw/Q0Af//739Hd3Y3HH38cqVQKkydPRjabRWNjI77zne/g2WefxTPPPIP7778/L55z3H777ZZTRVk6TjvtNEyZMgUvvfQSvve97+Ghhx6yHlyEhb5TTxAEQRAEQXhCO+8riD2za+ALXl09OXR0ZZz/786W/m+/5g7XlUVHVxZdPTlfPYsWLcIXX3wBAOCM47PPP8Nmm20GIL8YLDpM23PPPfHMM89gw4YNAIB169Zh9erV6OjowODBg9HU1IQFn3yCTz75JFS6//rXv+Krr77ClCnl78QXL16MXC6HwYMHa8ttaGjAJRf+HE/8/Wm0bdqEvfaYjPsffMi6v2DBgrI43d09GDJkKLLZLF54/p/W9ZZ+/dDZ2SnUc8iBB+Lpp5/GG2+8iSn75B+M7L333vjrX/9q5eXCzz+3fhfZa6+98PhTf7cW3Bvb2rD11ltjydKlWPnll2CM4emnn8a3vvUtaRpb+/fHgAED8dZbeU/yXV1dSBgmttxicyxd/DkA4PPPP8fiJUt98wsA9t5zD/z1r/dbf4vyyE7/fv3Q2Sl+sAIAH85/D6tXr4Jp5vDyKy9ht912c9zv6OjAsGHDkEql8NJLL2Hjxo3WvZkzZ2L27NnYaqutMHTo0Lx9e++N++67z9e+L774AuPHj8eZZ56JbbfdFsuWLfNMhw70pp6oOL3zTF7YtxfVofytmVocZ9gonVdF6gpLRV2Y2EJ5kTi/D2SXfqSg34qtBvXWtvoKocrF63UdISRIfqvtgNCXG7UN9UYl06SjK0q7Wlsa0NyYxHsLN0Qir7kxif4t8s/ZdXV14corr8SmtjYwxjHp65Nw4oknAsgvpKZNm4ZvfvObuOKKK3DGGWfg5JNPBmMMjY2NuPbaa7HvXnvh4ceewGGHHYZtt94KO+20k7aNf/rTn/Doo4+iu7sbEydOxD333ON4E3zsscdab/d/85vfBPZmPmrkSHz30IPx0CN/wxmn/gjX3vA7TJs2DaZpYsKECbjhhhsc4U/78Q9x1lmnYMjQ4dh+3A7W9QMP/i4uueQS9GtpwW1/fsARZ+edJmDp0qXYpbD1HgCOOeYYLF++HDNnzgTnHAMHDcG999zliPftb38bH7z7Do444gikUikcMe27OOnHp+LXl/0SZ59/seUoz+080M3Fl/wSN990PW65dTYam5rx25tvwy677IpBgwfjjB99D7tMmohtt95aKb/OOPUUXHW9M4/+59prpOHHbb8tcrlcyVHedw913N9xwkRc95srsGLFckzZd4q1c6HItGnTcMYZZ2DatGnYddddMXp06dODY8eOxejRo62t9wBw1lln4eqrr/YsQwC4++67MW/ePCQSCUycOBHf+MY3lNKvAi3qK06Mo0CghZYkjtKoEGR2ETBeKGzbO1XDl/0WX7MkShdHXhor8SDAKbxclztdKvvtuDOYQ4SO113xtmbpvtDI31bo7IcU2eQlU1TXdAo62ALd0PZ67K6/OroVVwoBnN9L60bsyPY5h4wfKq6tLoXqP917uQVyGAOSuhv4dPo8933b1zdUPmcZaWepKEvFrjJ5UdnpNf7o6BHL4cIwsmv5fAj+INA9v1Aoa2F/VsV+wDNc2LJy3Y/uaVkohg5swu0XT8Wm9RuRaOnvuGd2d+TPknNY91i6G4mGJsB2nJDn8m97jVQjWlsaMKRfEpyJv3u/88474+GHH0bXxnVo6zIxYtRwpAp90oUXXogLL7zQCjt9+nRMnz7daVNXO+68807rd7LfAHBmgmV68Ohf74NpMiSTCcyePduKs8suu+CPf8yf0z7nnHNwzjnnSPPjxRdf9M4wO4JieOGZvyPZr5SPl158EWAY4GYWV17+SyT7ObfBn/Xjk9A4fHMAwNFHHIGDvnMEGvu1AgAazC50Adh7ygH4wXFHINfVjnU95TbOnTs3v02d5XdKJJNJXHDBBbjgggsAAF+u3YRUqnw5eOZpp+Dsn/4MQD4vGefYe689sdc3d0FqwDBHWPt33U844QTkOjci3dGOsVtsidt+/wcABsxE6cHI5Vdci86eHLYePRBGuhPJfgNgdrU7PMFPnjzZceyhX0sLLrv8CsdDIZbL4uyzzgQ3Tau/eP2lvMf+hlQKf/nDbDQMGmGlwc6AgQNw1W9uQEd3FgOaytMydOhQPPLII2X5AgDt7e3YuHEj9ttvv5J9/frh6quvLgvrrk+XXXaZUGYU0KKeIAiCIAiC8KZslxYRF/ZcNlDdfB82qAWDG3JlC85cJ4eRSAAc1j2zJ4lEY3P+s3YFWDYNAPnFPgCWzUAF5edpGmRz+UV97yRgZqk+32TVPwlSC/3PK6+8gssvvxznnHOO5Cx/9aBFPUEQBEH0CXT28MZnBVG/ULWoPPlFfbWtqAbRHsfjALImQ7NvyL6Fah4zzqF10EBjg5OXo0JHcP/Nr0p8/Ru7Yc89yp0fqvDtb38bL7/8cqC4cdNbH1fVMDH3zNZ2tRDbx5RHjxBp8XKzW3X8ts+5/vU0XbUHiiH9qq73A9miu83bT7/tcsXqQkzb4Tn32ZofE5HlW9ztX3crcyWRHP0QXov6iIBEXmw7ziVt0Oe+phL/+8W3v6pHCyLLj6jrmGIfKvVW7lWf5Ecz9PAb7/3GBXt9DFs/gr6GraXt935xBfnnGU9y3/BY3ErbTYXyKS41sUyJov2aiI8218+49fr1FR63FMYFAKXP0AUawr0j5Uy1/PF+zFNL64jqQIt6ovL06nZXb4lzDzyacfQiKohm0crzVxhx3EovrKOKUw/1th5s7ItE9XA35IPCPkNcfUPcD1R6Y/utTJoMQPOhbe/I6+JnFKOTp/bZzHolzsfsAMBY9JlXlGgqyu7N5RcFtP2+wsRaIVW+QSyP4orjLyC4h+6o3jqoqiy+YeBKRovzpDxvnfd4WVzR3+J7MVYKn6elZWWukEXFt+klJ4FBHgx4hBW+GdUVrqDeV5xPexJcLPmFK8/I2L0XB5iwlHymhes79AN6R1b5hnYcyHXEP+Hw1l3oX8K8GXN1XGJ9+sJ1N115fbu7Fr2Jq+a5V7qCGlM+1gTTI5Xj0+7d4TmCf6fePdYE9cVb3X7AI1xxXAxYVuVtgcMARwKAYRhV835PREH8BVKcIsWpiWk7LOby4K4bOZNB5XS655xa0areDC3qCYIgCIIgCG9o1lw1qpn1ufb1yG5YjWRLP+f17nYYhVPWxXtmwfu9YfN+z3JZAEAi1YBEcysSza0VsrycXl+FAyRQ+SEWQwz7u/PKTZNB5cB+LTjKq2VoUU8QBEEQfQJ63UeEgybVVaDwVpMxhkSisqdmcx0bsPLuS8CzPZHIMxqaMeaUG5HsP1Aa5tZbb8XT//gHOICWfv0w++abMXbsWNxxxx049dRTA+uOqurOmzcPDzzwgOOzeDKWr1iB9974X3znu4cBAB5/6u9YuHQZLrrookhssV5429K2fPlyTJ06FVdddZX1bfbzfvozHH/sMdhjnymBdTFBBl5++eX4v//7PzDGcNlll2H3r+8cSLbJuNqiPpD0vgMt6itNpQbEMPvvI99/K4iqcKVqSPfPua5Z/3qcBVV1VhdDvfDZ4BzKFm8PpCpnY6V77xXiRgTngOGzl6zokVX3PKMoD2Jv+xHJj7v9q8Sr1sJB8aiAe+uyd/wQujkU25OqDpssqa0h815rnzFzHuMJuic7CFHXMcU+lMvuC6uez5gcZg+8395+wT3boasQ7T9s/Braf+8XN8z++2JGGaWFG+OiF6XMu+6EgoP1dIJne9C85U5ItDgX4jyXLYyhHEYy/+1wzkwYRsIxtnKe/yY9z6TRs/h9sHSna1FfsvWdd97BvHnz8NB996AjDZg8h4ED82/2//znP2su6kV5WtlxeMWKFXjuxZesRX15WMP1t5y8h3ivhzql+CNGjMBdd92Fmd85yHet7HA+5zomY/8tOlN/wAEH4Ne//jX++9//4vLLL8dD99zpo83LbpW5p0rf6TW2RdSX1ijkKI+oPFFOUmuNeusYHJMOxXLhHLE5tZItluIizol9peVUKk61qCdb+xKhFkDRiOlTxNXO4y6A3ljAFU6T8i6JGOwyGluQbGl1/r+5f+n/9mtl4fL/TzT189Wzdu1aDBkyBA2p/DvHr33taxg0aBB+97vfob29HTNmzMBll10GAHjiiSdw5JFHYvr06bjmmmuKicfpp5+OWbNmYfpR38NTTz0FzoEVK1biqOOOxy8vvQQHH3wwLr/8crzwwgs4+uijcfjhh2PJkiWB8uXNN9/EtGnTMH36dMyaNavs/k033YQ3//M2Zh17Ah599FEAHCtXrsQPf/hDHDL9CNx1731W2Kf+8UxZelZ8+RWmTZuGn/3sZzjq+BPR3d2NW2ffiFN/dDxOOOkkPP+vZ6z49lIfOXIkJkyYgOeef6HMpg8++AAnnHACZs2ahTPOOAOb2trwzjvv4PzzzwcA/O2pp3HggQcCAD7++GOcccYZAIDZN/8Wh02biSO+/wPcdtttAPKfdwOAbDaLhoaGQHkIqFbZ3u3oMApoUV9x4qyRXPI7QBzFBqZN3ttO5eHF/+i+CeLll+xPFYvp4RyCgD761J9OBsfPHleZK3mfd6bZOdHQSIv0bbbkbWnk2eRXH7zT5fkJKuHDCZ0EBGlbQeKFKUOFcLJvz/qOzB55Gythn+KHsVGm26Zf2j405Ev7qqCideu5rK4p9D2RzujUZHHlPA/YD3qGF5VVmLbqilvu6c3DLu6KEiKNKuOxdCyqYj/gFc6y16us/MYb5/3iO1zD2n6vY1c9rH7Kbdxrr72wePFizDr2+7j11pvx0YcfAgB+9rOfYcCAAXjyySdxxRVXYOHChXjxxRfx8MMP46mnnsKGDRusb4dfd911mDNnDh66727cfvvt6EmnAQCLFi/Bj398Op599lm89dZbePvtt/Hoo4/ihBNOwP333x8oBXfffTcuvvhiPPXUU7jnnnvK7v/0p+dhj2/thjkP3Y+jjz4aAPDJJ5/g1ltvxaMP3Iu/3HMfMtksFi5ejBdffkWYnoULF+L000/HnAcfwNy5z2PYsBG44y8P4M9/+hMeeuBebGprs7LTnqOnnXYa/nz3vQ57stksrrvuOtx6662YM2cODjzwQDz4wD3Yeeed8dFHHwEA3pn/EQYOHIg1a9bi7bffxm677YaNGzdi7vPP4R9PzsHjf70XJ554oiWzra0Nv/jFL3DOOeeUZ5DPZkjdJQEd//GGtt8TBEEQBEEQngR6bkgEw5bPxXVRX1jQtLa24vHHH8erLzyPV954C6eedgpuvukm7L333o5wb7zxBt577z0ceeSRAICenh7stNNO2Hf3XXH33XfjxRdfBBjDl19+iZUrVqIxAWy15ZbYYqutkEwmse2222KvvfYCAIwbNw6vvPJKmS1z587Fhx9+iPPOO09q76677oobb7wRCxcuxKGHHop+rc2+adx7773Rv39/NBsmRowYjnXr1uHNt/4P73/wYVl6thy2E7baaiuMHz8eHWtX4//+7y0sXboU/3ruaRicobOzE199uQJ8x7FlesaNG4evjRrlSNvixYvx8ccf46STTgIAmKaJ0ZtvicbGRgwfPhxfrV6DFSu/xIwZM/D2e+/hnXfewfe//320traif2srLr3sVzhg370w9bDplszf//73mDlzJvbcc0+YXZt80w+41voaC/s+0ARCQYt6giAIgugL6GykodkTUQYXOssi4ia/BDJ78clFO6lUCntM3h077LwrxowZjblz55Yt6hljOOaYY3D22Wc7rr/+yot455138OijjyJlpnH0CSejJ51GY3MDGm3bwxOJBBobG63fTLCrbOrUqZg6daqnraeddhqmTJmCl156Cd/73vfwwF13YPRWcieAACy9AJBMJMFMBs4Yjpo1E+f+7HxH2MUf/B+am0sPCjjn+PlF/w/f2PWbaDC70I1mdPbk5Pb96GTcMPv3GDZ0KIB8vu244464777Stv+lX+bf9O+66654bu5LGD5sKHbbbTc88dij+PDDDzFx4kQkcz248+6/4r/vvo5nnn4GT7/wsuUo8NNPPxUePdBDcedUSC29Hdp+X2kqdW4tjKM81WYTKi3c88+qInFuU/ZddpX8UnWUFwcaH/R0/BnSWRVXKUxpEPeW0BjRSaeuozzh1ua40xWR/JjPbSrFqiFHeZ7HLBTih9Ed/TZacd8mtiOgXh2HYJZzPO48ZhBGvipVcpQnL1OPPiNOR3le8lzhDZX642uDzflorfoBictRnt98QHK/mO/SB20VcMzKM90wuzuc/+/pLP3ffq0sXP7/LN3lq2fRokX44osvAHBwzvHZZ59js802AwAkk0mYZt7p3p577olnnnkGGzZsAACsW7cOq1evRkdHJwYPHoympiYs+OQTfPLJJ+C8dLgn6oeVX3zxBcaPH48zzzwT2267LZavWOm4379/f3R2dft2p3vs/i08+9zzZemxwwF885vfwhNzHrXyYfGiz63fop00X580EalUCvM/mA8OYJtttsFXX32FDwvHGjKZDL5YugQAsNtuu+G+h/+GXSbuhB133BGvvTEPQ4cORWNjIzq7utDR3o799/s2LvzZuViwYIGl4/TTT8eYMWPK0qR+WET9Vb13+amXrc+pgLqF3tQTVaCWVvARU29vMYKcpS6bfES76FB6KBCZuggfTIWWF04O51x/oAq7gKsk9da2+gqRPcig8lWiio7yQpVQb2y/MabJLto6U18FR3mJ5n4wGprRs/SjSOQZDc1INPWX3u/q6sKVV16JTW0bYTJg4qRJ1vntmTNnYtq0afjmN7+JK664AmeccQZOPvlkMMbQ2NiIa6+9FvvuvScenvMEDjvsMGy79VbYaaed8rOKmMrq7rvvxrx585BIJDBx4kTsMmmi4/4O48Yhl8th1nEn4MQfnCQdo7fbdhucfsoPy9LjXqQddtg0rF67Dj866TiA5TBk2EhcdvVvPRvn6aefjh/96EcA8rsEfve73+Hqq69GZ2cnGGM46tiTse8eX8c3vvENrFm7Dt+YuBOSySS+NmokJuycT09XZxcu/PnPwXKZ/G6Bn//ckv+Pf/wDY8aMwYABAzRyLtiyujd2I1FCi/qKE2ON5NI/FCPpTrCCpEX9iVxkcFZ6Eqj2mrD8t+NJuH0h5E6PW4H/U8VYOymX8HJd3PGTix71lgt1LuwDzsvFLybF9YNz7vv1OX003igKjfKQKXzrqFPQAdtWUOdVofsOjzBCZ3kKdSyQvrCEfSMa8UMi9+Wgbzcdgrwe5AStdzoyvPI4YNxAaJSp9u4lTTulwUVlFUSPRI7vQxXnfcMRJWBfg8KbOZ/48rd3VewHPMKVqm/QsipvR4Z1vfCrIv2Qk1TrEIw98xZkN6xCssW5GM91tcMwkgC4dc9MdyHR0AwjUdoIzHJZAEAi1YBEcysSzf3BmSk0c+edd8bDDz+Mrg1rsaHTxPCRw9DUmF+qXHjhhbjwwgutsNOnT8f06dMd8c2uTbjzzjut38l+A9HZ2YMky+CeO+9EthDO/o35XXbZBX/84x+V82Ty5MmYPHkyAFie+O36S3A0NDTgL7f+DkZjC1Ktgy2bijz613sBIwFuZjHtsO9g5lHfc8jLrF2OOXPmAMjXglQyiTN/ch7O/Ml55dvvC/Vj8803t+IA+TP8Cz76ENzMgTGOnXfeGQ8++GDeXpNh2ap2AMDAgQPx/r/n5j9VCODPf7jVsnXEiOH40533Y1h/gKe7kRo4zJJ/9dVXK+edGw7k+xWtGDrX+xa0qCcIgiAIgiB8qehOKsKBaVYn71MDhsJIphyLUQBIdGyEkSgs6gv3zJ4OJBpbCtfzsGze+3yiocnxd6VgHDA4h8mq8FKpQpQe23knkDGORKL0hsRk6i06SNb5vovRLBJ6U+8NnaknCIIgiL5A3JtFiF4N5xxc+bNqRBiKixcDpYVRr8p6xbREkWTGufX/usPPZK0djIUHGzZMU+UzxqrGBEG0W9AjdCGc8POOdVi8UUOL+kpTD47ylNt3iLSE2pocM16ObgT/ej7nVHWUF0u98JLpuhe7LW7tYh1cuG09LiMU9FiPvzVs4pL0xd72o5IToO+IWn4NOcoT70rm4mMFUTvK49H6mHDI8rU1pvJ1b/nmrv/7Kwhml6cdEcvzdYimaE8lHOV52V12z1aDAuZfyY2HannLBMRIjTnKg9d36jmXH2ULTMgz6FEUUYTFzDmHafJC06uhuaYS3PbLe07n26ML0p9jkvojiV9+xCQCNOpa0X57/ZTGrreiLhCm7dH2e6Li1F+nqkG9PQnmqgOGO45rYh6dQRHL81MXbuITrbyQckQekJX11EG9rbe21VcIUS702bwAVNFRXlD14SLWMBVKk/Z36kPY1dDQAIOZWLt2LYb0b4ZhGEgm0zAzWSSTzm3zuUwWRiLveb14z8xkkGAJGEn79vsMACDBSn/nz9QzJBNi2ZlsFrkcQyaThsFNZfvtsoq/0+k0kMvAzOVgJDJIp5M+UoJT1GlmMuDZLJLpNHLZHAxkYabTZfYBAAwD3MzBSLCyfMjmTPB0/lomm0MuZ8Ao5CdYFjkkwEwT6XQauUwGuRzLp9dlD8tlYWazYCnuyM+e7jTMXNaKk83mwE0TENiay5pIZwzwbD4tXunPZbLI5EzkWBY5wwSHAeba9s/MXL58M1lkc0A6YZalvwjnHCyTRS4LpNNpZHMmGlJJsFw2X5dYDtxkjjzOZnNAIgGWLqUhgXxcE1nkChXSzOWQS3BHvlULzjnWrl2LRCKBBtsnGFWhRX2liXUM4MKfqlGcvzXeYmrAOYdR4cGdWw6BFBeMgjwR+hOyRNqearvFez9YFQiPGo83L+7bxTxSeIHH7Qv7IA8GRLYVZImzQ/1pchj1LlO8w3q91RU5/QqZNUrRdOOJ6mCQvsMrjFEe0HdyKsxvFaNCElZHxM+I8te5bVdABG/PPJ7jBPuCgs/fnuFdjUwrbkg06rlS0FDPOSURRGUVRI9Ujk+7F+hisrFO1QYA0t0KZVE8+tg4CdQHFnbVBC2rsvv5Twgaht37fRC79EgkEhjO2rGhcyDa1uU/qZZobAHLdCPR2OIIy9JdgJEAwK17LJuGkWxwOMrjZt6Rm5FMWX9zlt/2nWhoEsrOdHWgK83Q1r4RDSn1TcV2WcXfHV1pwMyCMQajoRkb1zX6SAlOUSfLZcBzGSSa1oN1tcNINSDR1K/MPgD5PGQmYBhl+ZDr2IDUxny4no5N6MkaSDbmfRMkWQZZowHprIlsZzPMdDc6s0l0tzWX2cOZCTObA082OPKzozuL7nQOua68XrNzI7hpIrUpXWZreyaBtiYD3Mwg2bzRO/3pLmR7etDNGy19zCgtORnnSGdNZNqbgVwaXWYSGxtMGA35B0luOOfg2R5s7DHQvakZOZMhlUyAMzNfl7gJMObIY7NrE2AYSLZstGwzUk1It29EJ/qhsWBXOmuiKQVs3NhSprcaJBIJjB07FomE/mZ6WtQTBEEQBEEQnrifAxCVxX0eOi6aDRPbb789Nrz7EgCgdfxO6Pjw32gdv5Mj3KZ35yLR0h/I5ax7nQvfRdPosUi1tFrhMmu+ADjQOHKL/N/rViDXsRE8m0H/bXYUyv7o2b/h1Q83Yfr3j8Q2YwYp226XVfz917+/jdxXC5Hrbkfj9nvhhO9sg2w2h4aG6JdARZ3dX/wXPcs/x8DdDsW6f92F5s3HY+COU8vsAwCjqQW5jjVINrWW5cOXj1yDzY65BADwf3+7By8vSWDkhN0AAJtt+hifJMfh/U/X4Ddn7Y1Vb7+Efy0fgUtOnlBmT7ZtDZYu/AIYuQ222XyIdf/+ZxfgrY++wuyfTwUArH5qNrIbVmHMSVeX2frcp6340bca0bPicwzZa5Zn+je9+zw+f+s1vJyZhO03awFHAhv7jbXCdfXk8PaCVbj0x5ORXPIWXluzGY7eegP42N0xoH/5Q5fO7iz4wnm4/z9J/OrUCVj65SZsudlAZDeuRq5zI1hnF8yeDRi440GWDWv/dRcSjU0Yut/3Lduax07CW88/jKeN/bDDFvl8eO/TtfjWaBPHHXOAYinHS0NDQ6AFPaCxqP/oo4+w0047+QckCIIgCKL20PINQas3opy6dDZW51jb74WfB42HRCKBBiOvr6mpCWmDoampyRGmASYSBgds97IJoKmxESl72FQS4CjFTyWRSAA8IZdt5LLo6uyBkUyV3fPCLqv4e1OnCbO9G2ZXN5ozHE1NTWjrNDGyVV2urn4zacBk2Xxe5LrRALMsrelC/iYSHAbPISnIh1S6w7rGM2l0dSaQzuVrhJnJoDsFbOg0kUw1ArkcOtLcIaOoz2hIgTOORKKUn6bJsK49hw0dpnUtle0GS7cLbe3o4WgspktSJsU4DTCB7g50Z7LIZRrAjJLdANCdLdidbECCmejJAQ0Gw/oehuFDy2V3pTlSBsOmbgMNDQ3I8fy/RkMKiWQCLMGRc+VxyuxBwjSc9aGxAby7Ax0Gs+zZ1MWQyZha9axWUX4UcPPNN8dpRx+iUgNimP33FdjjVSaqliYKvvuunf962q56L4b0e6r22pavuq9aUbZWGI5AZ8MDoZNOncUQk6Qv5joeWRuKu/2HrF+xolpuguMV0rAhdUfZN6q089ALB419xrZjUVx0ZCWQfFWirmPqfaj4mJLCWKMUx1uz+zf3tNt5z7AfNQvd/lXLWxY/TqJqx+7ffvMB8f2S9/vy+1y6fSKKNHB418HiWOdVb2QqvNuLpTUCvzfprAnGAMaYpXZDe1znp2XHU0T9qjtvffoNwW3rgQ943pGi4BhHEZMxmDb3BN3pHDq7s456xSXlwhgDYyqOW+3zYm4Z6N5Qb6/TnBW/qsGxvr1HKDWTYwU78uk0TSCbcx1LK+ub3OOn1/yyltYgwVFe1P/pT3+K0w6CIAiCIAiihqmp5++9GXs+F1ZAfTHvo0gzMzmypplfDBaOMKzfJF481jwSpyd51yvMcydN/gMLpfvF8/ReeZzL5Z8CcAQoC8XwzPaoYEObuFyKC3jO874lTM6RMyu3c6VeoE/aEZWnV49M9ZY291szxThxlWHFsy/Ot3WVllOrb72iop5s7UuEKBftHUJEfO3cP4x7URC9DfVGhdJUcBymfqa+/vO6VM3CryRzJst/0g6l3Q7VW9QH2NXggWF74OO3xOWMw7S137Ubu5HNMe9FfWHhzBH8M4eGKI3WZxrzi/Ri1V4nKZf8wwUOxvP/N01me1NPFKFFfYWJ9RM+0i00XlH04wQNn49k/UcIi+vMWPEbsAo2i/Ok/Fppu2hp+5k7T7zyKPw2Rn/K9XvZl0+HX7lyKy8FMrXqhGjLnWgrH3zrTRA490urX9sQ2G8vUy67p2abLlyxfov1hOs7PEKJi80nqkh2JT5/JtcRZZ4E0c1tPwP2kdy5VTGq/NTp89z3ufOGgk3R1QH19IcZN5SN8ZQpk63bVsvicmcYr7IsjnfFyXfY+YJv/yvpz6rbD3iF42V12P3bbz4g3PrMvbffq8nSw15fRHVHFj7/hyiA5w0f2T7GethS/G0W3tAbRn77NgC0d2b0BAfQX6rDCnVCsf8rf1FfWtVzs/wrQXb5Js9vXc9kTTDGsK6tB1mTSQ8/cM5LC2fmvfgv01eQkn/oUB7RfmyAMxOcc+RME20d5eWSzZlgPC+bFbbqM1awzUpfyT5ZPjrnO9rfeakLaFFPEARBEH2CcA/dCKISi2qi9NbVvvSolPf7yuD7ZBdABC4+UDwPXjqTDQA9mVx4wRVBrcyLb7D9Hr4wlv+UXDbHsK6tG7nCwjiTNYVxMtlCvvFgTjJ9l86cW88+mMnRLSgXkzkfLjGeL8dM2Zt6enNPi/qKE3OnrP32V/RkOEhcTSroxVUfQZ4Agrzl5cE9ZXnci6VaeHTuZRckadaWrBZfHlXyZjcWdN6+qRvlejCvpS8UkYmPuf0rRavW5FWgV9QfxlLGkreSUWYFl/5Rfj3w4s3/bVPpJy/lpbzh6IlXJuo6ptiHMh1Hmn79j24aym2UOcYSh7e/CQxbPxTLWxo/TqJqx+X55x1PfN8QllURJokXRRo41Oqg+/WwhgpJBAMcCYR9iJSPm2Mcppl/y12UJ1vEhqdQVsK5ozhsKajP+FM+cXP8ZLa31aVdr6Uw1hvurImeTA4b29PIFd7Ub+rMFOI466x1bt32xt97bOC24P59IgeshxEmY0hnysvFNEu+Anjh4YLJuHXev7yK2vPVaQNHYcxxPW3oLe/t6Tv1BEEQBEEQhDfctVghKoJRODjNetWbem+KKe0RLPJ0YYyjtTmFJp5EVyEP07Et6uPGEP5V9H5fbJ/pjImWZud72+Jb7myOoSfLsWZjt7Vob+tMo60zjRaXNvvDD+365xHcKFjOeV4u5/kHL6JFfc7k1nvA4gMAxjiyZt9pD6rQm3qi8vTqdlhviQuyW8D1pDbS7Zh+T4GjJuSugijlhZYTZPdL2LeylaQebOyLRNOGqHRVievttn8YjjALy95YwvGlSdQlq29w7D153dWT1YxRnvacydDSmEQqlbB8QpRv3a4UXrthAmBzlGd/iS56GJI/U593MNedzuGzZRvzb+o50NaRxnufrCmLk4nAUZ633YVP2hUW97I39ZzndxFYi3qPIwMa6nsdtKivNDH2tT67mfwjOX4rdHiB0qKyBS1irG2dirKFeSJY/HKbbNkONZWkxrmgKrPHa5scV9sBa0932T31tMjXxCK5LPqq4VsVAzzwcNQXr7xWlaNLBE/Sg/QdsiDSCuUTOc7nJbp6AfXJTBgbpXG5o14FfVNaOkli35roDhRgoqs7R5UNVCpHDaLsK5XruWy7vIe8qF5oicaVIHqkclx9nFdZFsKLhkQtG4BSWXvKkDzgrWI/4BVOeFLL/dtvPuC4z0oLD9sCSNmuKPoiDnHdkYWXBnQtCJl7S7dcZFda8+y7IP854wWPbcXvoQOZCHYA+Oq32otkLuHIX4X+D9zhSd69MOW2B27WTgSXfMbzW+q7e3JYvaErf14dQFtHBmvbul1xnJ+SK17OmR5550pDAobY+73NrOJ5fZMx4Q6KnFlw0Fn4P2P5a6ZZykDHdn+ZusCdV/1Ai3qCIAiC6BP03skMUQF4sOc+RDiKW5VzNe2LSBe1vqi7J7+oN0N8k7x4nt4ArE+6ZXL1uf3evZAvfRkBDkd5PYKHIazwRjxrMnT15L9Pb5r51frG9jQ6u8t3RWT/f/b+JFiS5L4PBn8emW+p92qv7qreC91YGkA3iiAlApBEQjKBImimA2mUaWSmAw80UQceZKYLedJJF14knebEG2U2NjaUjX3zzadvRElDjkiB4iKRQPUCNHpBV9f6qt6WL/eIcPc5+BIeEe4RHpGR+Tb/tXW9zAxf/r6G//2/JYqpz/xpJKnf2FWl0mYDPLP/pw5JfcqYbheTqveMsVx4Pl3YOUdg6leNJb8R9T26bz1mOl52rOGdtzGKi/EEvaysfQKg2Le8cNtcV1bFs6XYKVbSVSGS8RqLqrJ9slddpa5oY24y5xrNT5eEaclzvKsXWpu9o1kFSyx7QVjrLdPrDr24AN22vBzdHlS4xzrnppOlNnXU5M3tr6IfszCZPhpiHc2NrueY871RSohK0aStTOdYNWxD3fu+WF4hvZR1tqtbFaOlgKxdGavYG7pax8XPjnL1esulzxUq/rULwR2/d9AGk2br/uRatz57fM1eJPcGJalP2jDhslzKRTg7gkyarby6dw7budC1j5fOkmWa8iHw8s8I5zpQvbCpz8LTae/+RplMhvZLUqrNGqjMczicYzJLS5XEcSKLyfbptOqCRdfHqlXclfYJhMSdcWEmYVOppynLbOpZ5iiv5AyQF/emwl5buy+ffgSmPiAgICAgICAgoBIcGVMUsDpoaew5dAw2lcznfAEmnHEGQoiIUy8Zv5SyxS4vTxi0RYucIlOLxJtBtD9OOcZSA0L5yHjwbGT1X6DV742yK5n6HE0+lzvyYkHa+9s0KHIh7SAuACjjnd53nxUEpj5g9TjLK/EkaRz4oCQ188yTuz3uWJK4yvmxwHhZ232MUsRW3cYz1boTj9O2ts4LOhuXUzAHTwKWJd321NBqPUpncf2uqE1SGAvGOXb2xvUZzkJfy4mmJPU2tWx7vnLbGefZxYhkYinlxxNNoEobpgUyNXYpqdfq9+X+4oyBURHSTjHwqg+eHUwwGMelPImUnHPG9YVIE60J4hDX6/EApLM+joQyJJYLg4RKVXsZsk95vz9P0SB8EULanSl0N8GXFramzhPbUpgLLlXU2hsEusji+t9F6F7mxlShZm9L26T/F/X+bmWKK25fV35QWXBMV84oezr0WjHslx8nj85qHCe9xv6yUL9x498TgpyKaj1lx0J71yYQ1jqOaVQa1kuklKyDij2TnKjZWo1FL6QL7zflZJQQrm3qKeO492SIfi/CjavF4GMnBJY+KL8DeOGvG7N5itTB7PmCMaF+H5FM4p8asc+XBjknurs0rz7Pccb1T/O4aFPPtd19nFBM5WWJWs+Hw7kOnZi9bzLJudlXSQOtCaLOQiXmXoW048K7PWVIE2Zl1BXTr9qo7Orz7MQp2iuWiCCpDwgICAgICAgIqIS43wiH55XD8H6fpBSzUxtj3R9qliVSok4XCEGnmPp+L8LhcAYA0ib7FM5lh+SbMfG/apFV/Z4xUMaRUi7s5wH8nZ96CQAwnMSgFnOEWJl88Ky/fNXvq+jNaOJS/V6EGaSWMaE0E/ZwiHZSQ3OgDUJIu4CAgICAgIBTjFN4iA04OTgOBaQADSYZsrMxBn6NoNL2PV2AARdMPcFaL8JwkjmIW0D4f3JgOJxT/wGZLwITSnXddJTXiwi+/sY2Xrl5yTqv0jTzPZB5v28iqXf8bjwQTLswC7BdtCQ0k+AzaWZgV78/EwtjIQT1+1VjybuxvkX3to8uqz/6x0JdRNWs+PUELUaXSigv/ObTX77PVv2WLoUCqXjmk99ZWJs0K+oLw3OsO41HhINypuNROe9Mw2/J63/h+bVE+JqUuFQqF9oT7XV367LCZ8/hcM5hv0oaPFdcov97qztN1o7nmO9+nlMZNX93eQCvKK9pG2w0Vu39pfTGvFh0frTIvzLHZl2tY+93fHWfqLdUQjk4Y+C5fnDctHTRhhr6xU+W+r3WcU3fSDt4Kj2226TIHpUAyFTM+z2C2TwFpUx6XF/Ce8Y6vx37uDyD6Gce7x9XSDslSVdFzJSk3ihT2KILifjBcA5AmCSs9SOs9e0y3pRSKK1+FfWlkqnP7StZ3cTR15xzqV4PJNTO1Jvt4vLdSw3/ASXfQObf4jxT38+oqD4w9QErx5lW3zttbSts+P55CgfzrsgBd27+S8FCdS2RcW9VTos82WmiRX0rxmlbW+cFy2CAAtxo008dXqQt7bLnNGJFbdJMfSoZrLpqz1BfK6beWzpsabuS1Pd6BBzAdJ4en/p9iwuQLG31I+E3Sny3ORZkmhkmmqknhmDDtraVPbsZp54yhpQy9HvVyt6cA4ikXX1FGkoZODhmcWq9aGHqAkbSwHkW2u7McuctEZj6lWOJm0hRAuKXqUWetullnlXvo/o2Wd00emXIf7b2rdxduPm8WH772/lOUPsC4YWPRYbdWmiesefFMryJs/zkqN9Hqt4YNcRy5xf5U8WtunWaN+mctgf3lmt44b3DlYQBxPbi95hjbepbGI46vNdox5dE8mdu7i+t94viHtXVpVSTPS//PL8fe8zfTvfKJmPa8r2xMC22sVpkrebzcmsa12+8MP0WaCMvfHelt5J0jPtAZTqO8lxpOlZmH2Wx1QkhiIhQe+Ze55hF+6hu3lXV59rHmCVJxV4kodSs/e24y7RwzhERjkieISazFJTZnbItjuL+Vtyzqz43HdfMiSLngvFVcyOlTHqpz84k6kIooQxHYwtTb6lGzznjPaS8z6NXT2Od+r1g6gWzPo/tY0JVfRDpKOdGSDtzDtXNp/r5dtoRmPqAgICAgICAgIBaLN1jeIAVUUQQJxTEVNc+w1BNVI7dmthxF6FC2kXyfnkyS7QGwKmHwRznpenCq7wJxYzPE4rxVNjUK+aaEPt9GVWSesYyljh30exFXgk9ORizONWq9POYwmZlwcw49bKNTF/KBEm9icDUBwQEBAQEnAecgTNsQMB5QHGpEkKQUIaIkI7CCh4zPNvAlE09bd9oLjX9Iqk1NpknpyfOuWkiWZPMZH5NO/QsjZDmp5QhThjevH0NUVTNFFNZJocpqV/8VaK0UMYz4eOAAZgn1HppqOgGRL2Ucun9vpTQr3IOnNXLgOD9fsVYvj15dpvlldpmU+27Lrq2Rz4hsPaJ+Jb7LacS61FWk2edoCque4Uavg9dlep/XvabFXlXNDWa9H+ztICtEcsf727Kb7N3dI3j8rthd35nTemff6G6fVQyG9VSXZ/6vet2uJ6rtaLtJX3qXe08b1Neddn2MbUPf/X7vGkb7DS66S6m58gO0u37z5S4NS1jNftCV+u41H+ucmvGGeBSUs+kOrRIN57Gzj2iizaYNNvLYw3WbamWUn3l51zbgSdp8zB+nHOkqZD+cs7Ri0Q9nz4eCqZ+Ce8Z97mwfB4rpm3ajyQ3v6DnESDs3llBos5lSLskZdja7ONzL17WJgkExLr3q8sBrQXAAc6Z8x2Rb5O7PcrHwXQmLljAOWIZqrGoYcAMDQQx34SUXjuMNJ7laOD5iw1e8T6tsvs/TQhMfcAx4GwsHhtOmxNA26WFV54lNnOVkRCWebA/CeWcJYQ+OZlYaFxyUqgwvj5o099eF7VLvsw7i+t3lW2KCEGaCgdlihk9GMbHTteyQamIUe8rVS+2/b//4BEY59jeXAORkvr/+hefYTRJjkX9vurirD5z+SeiHymbegHB7+YzKNv0JGU5W3pdkKV8xuVFnsHvcw5/bRHiIBxCBX+inBZy6Iub4rgwlmkhqLop41hAeeOMyukDU796rGoP8a3HxdMtIm2ty1RV9lJeRqpOz7KtfVKULsm/xZvNYhV1Apu6NAuDV34tjbkPwy7bbQ9t1OQF5bidb/T7AqiZEtw25rkElh9zN8Y1fV9HW2M06yOWCwlT01ZHdX7pbBojNZkdU2DpcNXh26+L0OhRd5Wkobb4gjTDe07XFlzzvTJ9Yd7VVt/hJGgyz33SttwGK9Pb3hFt6nGWU9P/hfSEG0zIQm3k9f3qnOsr2AhanZ8sbSp+rmtvxRlMOMqjSA3b8sFo5qari72Iwz53XOldCUvvgMIcqhhmwVRyJL4cXKHPj8YxehGwtdGH0jR/8HQEDoAtI1C9bcxd71ejf/2EJbwsUc64einRFs+VpD53hpUe45OUwqZ1z4ufODeY6ey8YBHo29sHaEd+NkQRwXSWglEKgsxvQlGDQl9WqCUm54SS8GuaHDS4aDuLCEx9QEBAQEBAQEBAJYr8ScDqQCKCWErqlSRz/8jB1J8hUMaRNvJ+n4dykqfw7a+/jC+8elU/a1vuSYFqG+UcnGWcLbXEPlRpkpSVbOmFoL68uCnj2d2E/I3Bz+SiLklEgGmcIpUXEurCqug/QV3scGnCwJiIYLCQ+cQZFdUHpj4gICAgIOA8IHBkAQsiTKHjQUQIkpQhpRmzdnA0P2aqFkDNRNIMJMtUxtuAUp5TNb+w2cflrTXxjAGzedqq3JODLKSdYsAB2W8WzRuh5s60LX2uGJuShdTOUX4JAKF44bsNVEUiJlJSTynXDhEF7QWv/UxcRqgpQznH/mBWvlgIm1Ng6lePJd8K6jntWw+zfPZdGO3bcrIXo61PYNDICn+raK/qI1vZ3aHaRrWq/33G1V22X0scqYoqoUuFRzs5L71gfPLY27Dctd+dHWWbvaMBqhw4Llr2wrDUa6OXO35fiG6XmUKX66HJOm9bb1252XN1YNRfFtx7mqHrOeZ4bxTgdkRYtWe4ymvaBguNvIru/DOSk9C1Xf9m/jZ76yrQ1ToufvZfG3o6SJtkxdQnKdPM2tEkrtCF7qINDJVzUG9PhWdee3zdXiQk7EqaXnSe5gcGypjBWMo65Q+Mc0w7Z+oLztsKVVvTomJNFc4geSaZm8lyjC/TuvdZXnVBktKyTb1wlGehUJnpcSafc8nVu9aian/+uc0RHQHBLE61Az/VnqJNvbK5zzz7MxyM5kb4O/MdYtBgPlO/O86YwVFeQEBAQEBAQEDAucGJun8/R4giaVPPGBRTMpGxxs8kDOY0SRiStur3DCVVa62yTjkms9PTh9alZ7RNqKhz/bkoj9D+CVKGyJP7YyyzV+ecY56k4qrHcx+o0nInBJjNaWYfL1FWv8+H6OMcGI7jM+UQsiuEOPUBx4CzvBBPm32W60azOs/y9tIGel1d1Xciy2tTzlleV8DpW1vnBQuMC2+z/5x3tJNYdpFGyNKWpcFxGrG6NhFCkFKGNGWaWRvPXFLms9PXjHE8G0wbSOrz6SjjJWdtSkjNOMNkvuq+qtKG8UHZFh7InMeBA5NZouPLm6m54f2+qH5PiH1tZwy3eDqZ0Uxi70UuEaH3LNx9RAjmCZVO/QymvuT9noMQ5UCPgDGOWbygTf0ZRWDqzxKaqglXYkmLhUO40F1lvUodutJlp08ZFWV34mp2GfDSATOeedKSM6oy8jTqX0tax8uCc15pm7UU1Jok1PTlql84Xt5zcxnsY9glOLcb1Z2yd/Hxkssz5neRreaEH4C8yDuGJvCF93e/Wo4FjecE72Ya+TjZcqQ7udK5bs8BXHo6V2rBUUSQphxpL2OATqSU2dUFpSgeqFTT14rUnOPZ/rQ1OZQx9Aph1ZTqOaUccxkbfSlodD6sT1OlIs6N18RHDw61TX1kJOAsM2co2dTDtty4DmmnbOrH01iHlvND+VLFaBDmCRV0mZJ6C1MfRcK8QNFJpSlBdoRZxT598hHU7wMCAgICAs4FwqEnYAHwk8xUn31M4xQHw7lexhOnpH51YF728zb4zSPGOJ4eTlrHlBeS+jx60vP7dJ6ezIsRF2rkCIwzjGcJnu1PcurqCgwclHKklIPYYtpZkJUj/o6nCTjPM+Fumsp9b4IQYB5TMM4qmXrlqE9FKlDaA6WtKOxNgalfOZY+6QyjE6/kFilrm7wL4wQtRlufAIUbQfOvZ1mVz1Yt1a34uui4+uR3pHE7kVoCvOlsLs2yZll2u7oqf8nr30t997hezlbJoDWhd/5F6nbOpdZ11NUHaCdIXWs1WZ/L9ikxk48Et6v+6HqOOd4b/nVbfqt7Jzdtg/V9X1FeIT2B4VG7df8ZbTqph/Cu1nHxc904VtRLCMHT/Qn2DqegWlKvmPqKudMG3DJGjjn7waf7pWd+e7ylvhINQlK8dzhrp2otmT8lmTe1HgDBUE5mabdh7TSdxtnRdY7gvJDF1Ub77wTcMCUQ6vZxwjCepZnjuYKGxNEkRpqyUpx6QlTSopScacn8PKYy7FyFpN45X8oZCITzR844GLILAFYYD9U2NU6UMqmJ4DiDq34takwa41C6bDihW1FTBKY+ICAgICAgICCgHieVET9jyLpZsB+Xt9ZwOJrjcJQ5CJvFxy+pj1uGmvMFY8DekSV8mSdstvhKUj+LU4wmCQbD0xEa0MXaq2fKAnc0Tawh7RgVoeDsTgezmHacA7O50GBg0jafcWGqkFIqmHDP4aiT1McpFer9xvimFvV7xjlomtGnnP4F5BGY+oDV4yyvw9O2yeRuMZvkKd5Cd4hV9uECdVnbvWppuZlloepOwbw9DTSeRywkEeyOjHODlhLLLtJw+Hu9bkXDacMK2/T5V67i7/3MK0ipcFQ7i1O3CvQK6fJSw16kfM5xNJr712Myh1SGSis5hVPq9xS7gylG07gzepvQZ/2+QLHqPT6eJtJpXlGDAuJiaDgvVUtypHAcjkSfCI/6InOaMiRU6WH4cvXZZYHtUZoyKAd+CpSVnR1yDiQ0zWji8IuceM4QHOWtGMvda01GyzOHQ1NsaRqydatwCf3DYao/eRxcrH1S7lutqmSojTbZr7NyljgpSvQUNvncmIt2eGmOWtS0rBXWFuSZn3uq9DVAfbe3YKy1Gl15njcZ5nZry29+59O3p9MrnVPdtHofWOZ9SdN6m1TeldZu/kHRQ3xrrkr8kQcm+/JbYM43KIIxhiiKSi+dZaxJZ0lNLjF9GF7Xu3QBYmyarG3qqSvHVVYxPcmp8vrVbS3LJ79TZblZvW3Qag+U86TtWJWdjwl1ZJtzNM45KHVHoVl0r/SZLwq0SLdtb3esIVs95TRCQtxmTCgVTgUjIuZSsS9ncYq9wQyjDkMDFsewLARxpPU4e4Hn20AMlXUxf8Sz8SyT1Os+BsAZx9N94Z/gC69eyZddEKkfDGfY5FxL0TlnUhuAW+aqo00w9QjKUBEdeJSXultt6rnw2g8IM4AsnT50Oc/hLtrOIgJTHxAQEBAQcB4QRBsBC4ADQeX1OCEZL+Ut/CSMRWsSPC92GRde24vSWx9QykCp2/v6bJ7i4GiG0eQUOcsrQs0Jg6mfSpv6oiAk5QxXL23gb37llrUoM/X+YIYXIS5gmeHuRGmK+Aij6lLcvHYBzw6m4P38dGCsaFMPEJbZ1KuIBeX5731TW20XcIoR1O9XjiUfqvTKaBPTU332XRhdxSduUOVKYOsTGG+vfB9X721VfWSW7U2cPyoJq9oMPcbVRwWhQe1m3q4l8m54zt8WIil7lmWv/a76rV084G5xXMynZ+hCp/R2EbptEq5upQv5sqpoXaTSJloYhqSF1+e1FLAAup5jjvdGEQ5mpnrPcJXXtA117/uqGNpMSAm5K60ncu/RhmWsjIntah0XP7vKLZ4t8lAaEtqRmJRcag3EJexFwiu8SbNdAs9Zi3GEz14kpNCKoW8z9CkT6veucLizmOJwNMdo0qX6vQo/6qOaUkzreP/4aorJeTSLKWYxlUpZWZmMcmsoO0DOLTWnODAYxxlpnCORjDSlTDD2Tiqy+qpC8AHAKzcv4bvfui0dcGZaBynN51PaAZqpl5J6dbGgz4zFfixp+1Q5Yz1RTEhrBKY+ICAgICAgICCgFidBOnx+kSkzU7rc6++hp/R6eVSIchnnIiZ5i3lHqWQWHUz9NE4xnCQYdqh+v2oo/wCUcR3HfRaniBNaYmCrLjhATEV2EfoOyDRClOp7SsWFj9d48JI7Ayeq1O+ZNANIpKM8LalfwJ+DS3vjtCMw9QErx9k+E5w29daMXv9xESFNWmT0QMeiyVosom3StXRk0XIW6LdTsShP29o6L1hkXJa1j5xltOlvnzz1afLqudMl0HDasNo26fBljIOyKhXoxenylV630IpvBBWP3J+BywjS6vcOznI4jjGPU82wrgZV2jDNoULTzePM78A8ptKrfFHizZx9kePqkZk7KCl5nApGev9onlPHr0KTHT3nKK/gnZ8z4UgvlTQopj68MsoITP2qscxJyB2fW+XpeMWqLLw641JufblSGeR+NNv6pKhKpf4W29PExIf7JFoQJVVPXvGV57Rh3WWqtOWEjZz+2ZJWqal13U11bc3NA8/KzTEtnnaa0N+mrYZN3UJos3dUprPNkxZlr+IF7tTMazr+HdZtrjWn2r9P+ebGZa+v1f7bZM8rJsp7ivLYezqcBA3mrzc7odZ8V2QWhqzyc5tyzD3Kth8W0xvM1ZO9iWfltrI83jXO/WwFDFjL81PpeGPpv8qySu8cDmJbp1L93r1f1dRVBw4cTeJ8OY7yeIEO65AVf9TnEvdepKCktt5Lv8CYMsaEw8FCAetrEd7/yT5S2rFvAmtfOM6Iuf71OZ9yRIUCFJOumG5AML1JwgrzQFwEFePTK5g+6vUlCod2iqcY6qPRvNC2EomlH4p9b8+XpaFF9Xv52lPx62PTpt54N/K6+SR/P5syeoHA1AcEBAQEBJwLrOJmJOAsQ82g1BrrOmCZyDydA7Y45F1iNPaV1Lcloj5fFBF891u3cWlrrRXj7QppBwB/6+0X8dYbN9DvkRITeVJR1QXzmOqxiBOKRHr+N0EpA3Fx9QWoyxQ1z5TquzJV4J4qGr5q7vXq91xrDzjV70/HMC4Vwfv9yrHkWWe7GfTLYHxuk3dRnKTVWCcWcf2tK8u3nq5QUWbp5rwhLQs6ynOl4YazlOWDo/bOttUNvktMcpLmeBWWvP69+vS4+spz3JwS8wXFY6WfmP33Tupwit7g1phpWocNBZMf7czIV7zYVX90PMe484slqWNOOQv1FovVwDL+lXSX0yvpeWtGqPEZxUXPMtHVOvZ8r/r2ieHpnEnJZFFS7lVfLbiQ1NfRbzrrK/zuU4dxTWEpOgvfRghpdXlAU8GQZjx9VsbmRh+bG0AvijpW47asWed+qvrAvc4rte+MR8NJotuZpAxpykqJRHg/h6O8Qh8pJlvNs4QKRno2S0CiKu2lrC1ExGQU5VfkIATCH4BUSylGOmCMy7B34nvRUR6Kf2F8L+xvHPY+PSvS+yCpDwgICAgICAgIqEEW2aMYdiqgW2jGw+A2iOEoj9ElmKQZ8I3dvqpp0MpRHuNCOl2RhpCzMZcH47n+PE+oaLvVpr6mIJlFO8qT6vdJytDvETx37UIunU9ZPjBJLanfM47RJMlpIgjaVPrTP35dITD1AceA0yKxbIPT1rY22gKFkG1dO8pbaR8uUFfnktoFy1lkHE6Fx5nTQOPZQmrYabrRkVTzVMzBk4BlSbj9ylWpiiqyXZV/unA8bVIeyd2M7uJ0+WpiVAU36woitJ3/+UQhpQyMuR3lKSzTjKGMKm2Y9hga5hJKkl0smjFUSOqzCyMgm1tMOmRMKcPVS5u4sr0ufu94v650lMc5PtsZ6ouuwSjO5Vmto8OTjcDUrxpLPbi0OCBxR54FVKhrMlVnW0b/KPUwLur3S1/4bGNiZblCE7eo/mMpy1XPEqdEqfrSd174yOvHIKcuW1N+dUH2sp1ldLxx1zodK/aNZ5kw+tLyrEk5zdDwQsTV/jZ7R+M0PnOsRX2LYtFD8hIuVjIVdUFH+xoK+42lvqJa4njmIa1rsucV0xT3n1Uy9o08bzVkKJq2wxG73tZPjd/TleUUvleNpTKN0of9RWLM8/r9t/JdsGS02gMtbSp+riy37FK8pLKs1O8B6f2+gq4F9yKqKnCdbVRSVqzLUW/VJXgdraTB298oizImQ9q51zAhpGNHeeaYM5RMqBxzghefWUCQdw9gzo/hJAEBx7fefgE/+9VbAMqO5Biv8n6fJ0swzEx6ngdoytCLPCzkzT0dyrFfXbvyfIG6T1KXypRxPNkb6z3nw/uHunwAiFPVxzXzSf5+VlTtbQhMfUBAQEBAwDlA07PrcJIuh5CAUwut8rpa8ea5Q5Xdb7WUvhuknpL6thFXmmQjaGtTL0LaVemcC/X70zGXq650lblEvxeh37OzdozxSu/3shIA+agDnDNQJph61ZdF1f5FYbZNOeF855M9TcNomug5/52ffVU4T1Tq+GmzEHenY7TbITD1q8bSJRENJQV1UmnfvE3RRrqzKjhv2gu/1dxgN3q2FA2FVo8WlMDWlu6RZkWqVB7t5D6aC7Zyj0PS3FX5XUrq7RmXWPaCsEqvF8u/cN1LkyK5pRnqgDWazO1pfOuwPi9+MZxtLbz3NEDnc8xzP3dKUSv2jBrJkzcs48+r6LZKFcVv7e2QjTY1pr9llU3R1Tr2lNTz2nNb4XfGQanppK7j9w0X6tY+knpm3aMarmPH+zJzlNeO8U6VpL6GrE6ZerWuPPda619XugpMpgkAjl6P6DsMWtCi4LzeFCFb3/IvZ2BcqMT3IuHUj2TJckhSmmu/r0R8Y004K1TplenHp4+OJA0iTr2p0EQI0U1LtbmBCilqtNmhjVTuhhPEgyyAwNQHBAQEBAQElDAc+znLCjg/UOflIKlfPRRDxrhgtpZ59+k7vm0l9U3Rph6qbOor0pCWZZ80TOdCq6pniuIL7aJMhAm0wjDtgGSiAWU7L75Hhvq9rcdstu0+Ie1ee+EyfvFnX8OXbl9DLyLa+32SZvHomcXxn5qjMfXx/XI+EJj6gNXjDGygTpy2trXRFjCkNY3y+Za9yi7sWLJ6nFLERaytT8W8PQ00niFwzjGLPdTvF1pDHZVzntCmnzrUgNBCxaZMfRjfziA8klfs+B30dTGsmLOqFVzuENLAmZ3RdkplSDsQZ0g1QshqL6iWpKU6k9LqXpSxdcVmCf8C9vzmzxym+r2wqU8ZQ6+XpbJdhCQOx6pV4exKaQ2tDGUCwpic70aDzMsY7RgwIDD1Zwld3jYub4tzqIotE0rlhld5lqktxF32ou1xOUnqBMUXSFVd3H8OcUvZtvqqinCpIh6H6rqdEONL0zFa8eWErLKpo8KlWwQ4VapP2QH/WBkSnv/clhadryp/9kxIA9tV5QtebFtthmPwcmxVL3albddhC13ILYI29wMyk8n0pU1DSnnV69jQTsjlAGP584Q1XvtCsK9XwcwAlC5XwuzL6JZt++1jZjPzqLRSyX0jrdoapxSUsur1RZY7pbzXttfFW/4rkXm++OpVXLu8ge3NNRACQ8U+n4FXRgIwRfWG+j2TknIKROaFgWXJx4ltH6hvF8m1PbtkUfsKZ1yaAXAzmXg/MYYkKZ/tq8yDgqO8gICAgICAgPMD3uCSL+BcwDSx1tK0lOLh0+ExUnXOQASTRZes1eYd0m4FW0QjSb2B+ztDfPr4CBc319xlw18r4aTijZev4GfevImXn9vOMe3F7Ztx7gxpV+R0VZ9wOc8YZznVfm65YJ1bmHoPZ/s5RCS7KFLq/KpUZlwems4TY6/QqybO7nstMPUBAQEBAQHnAs0OM8FsOqAEOSfU+frRs7G25w3oELKfbTyRkNQvN0L88m3qffIR/W8bx4xJykAZx6u3LrprMByunRWoORMXbNw5czPZpmyf80wSzyAukBjjeabeUkZaYK5bdSsh+kJJSer1BaI5J4mhfq8vE87YQLZAYOpXjqXrMzasx6L+6K3iuEBbCrvoyVqKLpXQojqc6i8/ddaqZ8tpfwO6ci/MemoqVcp8GuNMs8qZ4NHONiqVTnXdZa/9rspvs3d0Xfxx7Qh+6r7LMStwlNe1z4rK+rJ0Yua3qbsuT1ENV/7PffL6pvFBx3OsQd/6++Owq2B71VOb3vb+qlKlFt7IlRSNy3fGPKWNLn8yJrD53ro6M4Wu1nHxs6PcGtMY0yaZSFV0ZWfs1qhZrA2UFmJ/O/Yn6zvSaxnXrBeeeb8HIa0uGAmAV25eBInU5YC9kG7DA/LcH6DqHOE4U+aSZHnL89/xXfLeScJQnIO13u+1Y7xMUq/mWuYoz266N8/Vx/P97XFOJhA2/+pCSUvq5Xeak9Rne4m25S9VUdxr5Xd+dlXwA1MfEBAQEBAQUEYQ1QfkkB2u1fE6pUXGIWCpkI7EBKMlfhpNEnz6aNBpNd7O4/gi4Q39QIDGDvkUTTeubFaXfYri1AN+zKhKY3Nc57SoL6rfG3cTaSoiLfR7UWZ6b2HS40R6q1fzgXsSXKCPFW3qZV2mpN5k/uPgKE8jMPUBq8dZ03XK4bS1zfcmtZDHVyrVlJrOnQ3V1thx3uOUInbdlpOG00Dj2YLfWbebeXdszuJOHZa1N/iVyzkX9rbyHSAYzK5oCFDQvVVginQsb5Y5n4vTFPvDmS13a/gyunwVK7eRM7tsXgJup3FZ0e20ANqjTtreBUSbbSHmfJE5yuM4HM0BAGv9jGW0jYeybZ/MiuY4/m0khJS93/M8TSqdZuob2tRz4MyK6pfG1P/RH/0Rvvvd7+IXf/EX8fu///vWNIwx/ON//I/xL/7Fv1gWGScOJy2mp5kul8cjf5u2iCwV+ZbSP4JR9PUrY+sT129KKUqrRxXNCiras5q5UF0HLzHn9c6xNOPNze/64YK0FS8MjGI77i9e5wgs1y57fvdv5cuJJuPdem018Q7OAeWCxrkPVNbnt0fYjnx1Wav7dnlYtI5F8rvzGmtikXVQWK/2KBM5ghrvl85yy5ns9dXtPZ1fIHqlXGLZfuW41mfTtar+ZpLVfFlVY6nLgHKiJr5Txr3Ul4vvmvr9F+53wZLh168W5oxXj1Xd+6bYRxEsvAcxQtrpNV14XXmspSqoixuzHHe0GuQqt28rBXpMwivKVo0n8FeR13OcZ+r2hFfwcB1L6stnKvNvxZzwGTNfMpX6fcqyMpmQtld2hKqCZ9Ed4oThYDgHAcdaL8ps7y20zGMKzjmOJrGNnBrIsSKZhF7Z6HPOhUNDU/1eS+q5uLwo7RfuM0RT532nCf1lFJqmKX7nd34Hv/d7v4eLFy/iV3/1V/ELv/ALuHbtWi7df/gP/wEvv/zy0lV3AgICAgICApodXoP3+4AiGONCDVZODVoZJiuga6iQdiYjqu3rO4Sv93vHPbxfRk+Y0lvv0j0ZuCYXBqcFmaO8ogSb16vfy6Wt7dopxeHQkNRLft0ep17wckfjGJuiqMYCcXM8lKSeaq0Bk16imXyl9u+aU5Qy9HpFGfbZ3LOWIqm/e/cuvvCFL+DWrVvY3t7Gt7/9bXzve9/LpTk8PMR//I//Ef/kn/yTZZBwgrHczYNbbgbrchQ/N1Vz6gQnalN13PbxYt/ywu91ZVU8W0b7faXQRVp8xrUySRsph/nzquaCJ52NyXGdcpbcrs5ieC9Pgumf77j2A89xc2ggLEa3o7wu94YaSUYxTTsBVp20qUCDFvpm0l///Iug4znm07fVBVT85iqvaT0WiWEl3cVnHCllYCzzvC7U75vsPWabGtK/snNCV+u43H+L10tESDtlU89F/5e3f3tZKfUZK66loFVzUGlilRm8puvYvseS3NdmY8KEqL6edSNobK9fDUt/cRf9xTVYdS7yeZD/Lpjspmc7kUd1CU0Zdg+nABFMPYFkvC1ZhQ0/x9EoFuNndL7LSaFJl3CUV/Z+n2lfmJL6LB01NI+o6eNDvlcmsySrxzGPquk7PViKpP7p06e4deuW/n7r1i3s7Ozk0vy7f/fv8Ju/+Zutyn/33XdP7c3w2s4OHty9a32WJAnuOp75IDp4CBJPQce9ynpc9KjPvQefgY04+PZT77y+6N2/D8Io2MEM7CBT0SHjA2wDeO/dd4G1jUZl1oGMdhENdgBOZbt2KtPb+qT/8CFS+j6weVH/trazgzT6AL2DB1ibzXBX/mb2SVUf6XIePkSC94CNrVKaReYEmRwi2rsPyg16Hj7EBoAff/Bj8CcDTUM0eIzo8DHAKEg8qhzXtZ0dRKND7H72GSi9iy2Dxt6je2AHU/BH+9XEzcfoP3qIe2v5ei6Mx+DzBM8K9a89eQwA+GyB9WFrB0Ccbd0YDPDs40/A9uZYe/IE9wvptixjs7azA344Ft56hxTs2Tj3zHe9tNkn1vf2wOII93z7KE2w9li0y2xLm73DhWj3nlBvPMxs7PS8RPUcK5bdZr9pClsdvfv30Rvu4qHx+8ZggN2PP861a1EaXXUTloIdzsAOE/QefgZ2lIBvP8ul89kn+g8fAICYl7sTa33R7qdi7u6OsRHP8eD+A9zdPmpEd10frD15gvvvvAP0+tg4FPvI+ngMxvtgSVSZl0yH6D19gLS3+DzwHavek0/BLhyCP6l2RLa2s4P7d98BetXv32jvM6wdDfDUeE6mR6JdkX3O295JPm1Q86JUDmNY29kBxYcg8xHodE3uh9w5lms7O2CMI05S3H3nPdA0xd27d/Hx/TGiiKA/93uv9h88RMrel/XBST8Z7iIa7oCmRjiyNMbak8elvbhreM0NxnLvBdGu9yrHCnC0N42x9vgxQGP9/NnTXQA9HB4eYpuOsU/FO5VzhsePHmN42APnDDtPn2I33sSj+CfYoE+Nuri1rv2jWe1esbazg6PhNX1uL85BM108j/Hs6VM8UWeA+/fBJhH41hOdLtq7B3CADaj8/hmi0TNw0gMl9rJHoxHAe9jf30eSxBiNqNdZSJU1k87TRqMRDpMpLiRjMDbBPsmfTWia4uBwsNDZ21Z/79E99Pb28OT9H2JzOsHQsZYBAj6YIJocgkfl/W9rPse777wD9Ncwm83A2Cb290UbptOp/mx+VxLu+w8eYWddnfGeABwYj8fY7+XV4xljGA/FPj+ZTkEYw+HhAI8ePUJKb+Iv33+CX73Ww6eHB9iejrEO4OOPPkY0fZz1I2X49N4IL2MH7z37GJfoU4AD89kcY8wwJyn2E/u5cDqd4gAHuDmbgjKK3d1d3L17F4eDI9y9exeDwVDXAUC0MYlxNKT48MMPMRyO8eDhA2B/D//p//1n+JvJE9y/+w42jwbg/XW8//13cOPSOtZ2dvCw/wEY45hNp9jfF+UlaYLRcNTZHFg2qi64lsLU1+H999/H0dERvvnNb+LP//zPG+d/++230ev1lkDZ8rF/+D6u37ljfXb37l3ccTzzwezRFuh0iO3P36msx0WP+jwkh9h45UtYv/aCd15fHGEfoAnWn3sVm69+Wf8eHzzBgz8E3nr7bfQ2LjQqsw7x3kPEOxvglGLj1TexfvVWZXpbnwySx9h+86voX7yqf9s/fB/bb76J+QOOweMf4It3yv1e1Ue67PkDbL/1Fvpbl0ppFpkTyeEOZvcZLn0tyz+YP8Dee8CX3vwSNm7e1jTMn1zE/HEEzijo+LByXPcP30fST7H92mu4+NYd3Ptva5rGUX+E9ZuvYf25VyppS8cDjKMBrhTqefjXW4jWNvGlwu8Ho09ACHB1gfVhawcAZ1t3PvzPuPT5N7D50pcwmN7DtUI6s91mmf2L1wFCsPHCG9h48fO5Z77rpc0+8ezhn2H9uZdKfeoCS2IMZqJdZlva7B0uTO71QAjBhde+qn9LBk8xvcdwuWaOFctus980ha2OI76LZJfghvH7kx//J1z5/Odz7VqURlveIdkHTxOs33gFm699BaPeEdZf/DzWr7+YS+ezTxylOwAB1m+9js2XvmCtb/JphCjqYe2F13HvTzfw0ssv4c6dNxrRXdcHB0c/xpWvfQ1Rfw07H/0XbL/2GgZP30P/8lWs3bhVmTcZ7mG6PqmcO77wHavx5hz9qzexcfN2ZbqDwQe4cudriHr9yrJn99dxuPseXjCeJ8M9TDdmpXaZ75riO8mnDWpeFMthjOHw6ANsf/GLSEeH2P7iHet+WKwreu8IIBFe//yb+OQP/wB37tzBmDzGWp/gzlf8zguD5BG2v/xVHE3vleozEe8+RPx0Exe/mj2n8QxHswelvbhr+MwNxigGww81LaJdb+Foes85VoC9vTSeYTh/AJbM9PP5g3sADnD16lVszw5x/cp1AEAUjXHrhRdw9eIGgD3cunkTfLaO/sufw52vvVhb1//+X/6idq/YP3wfF55saeFccQ5m6X6ItU938Pzzz+GmfHaEfVy4/WWsXbmp000/64Nzjq3bbwEQayDe3QCiPi47yj76X/8NIDNcv34d9/ee4cLWhtdZSJ9jJzH+8n/733Hp0iVc3drA9mQPG5Tj+vXrufRrOwkuXb680NnbVv9obYwpH+DqV7+CnXe3sHXrlnUtA0D/0g0kB2sg/X6pHz777xt442tfQ7S2jt0/+f8g6kW4KttwgV3ItUd9FxL6EW48dxO3LtySZ7xL4PgAFy9exPXr23ma9/dx+fJFAFNcuHAB82mEixcv4fmbtwBwfP1Lz+MWvYjhjRvYPniMZB/43Ouv486Xs7N0nFA8HN/DLfYAl9ObuNW7id0fApubG9jejrDeu4Drl/J9b9J97do1bA0uYK3fx5Wr1/HVt97G9veGuHPnDrb/xwjAGJwLYe7169fxYH8XmxfW8cUvvoLv/fVTvPLyCxixMZ6/+RJeSF/AlTtfw9Mf/yeQ9Q30bn8BX3hFnN0vvvkmdv+QYPPCBVy/fhUAsPYoxsVLFzubA8sGpRTf//73rc+WwtTfvHkzJ5nf2dnJddb3v/99/M//+T/x9//+38d8Psd4PMa/+lf/Cv/6X//rZZBzsrBM9TFT/8q3HpvzEt/8bdrC69SZl6GGrv7xVGW19oPlN67KLP7mKMtVzxLnRFkrroI+rW3noT7LuTHfWqqdOrWNbQ8YOO/YWqhRv/urZatHpXY0qa/VnGiWh+dMCxqufe909ni2XnOsVX0LwlVHp33StG5kqv6cLVAHR04Ztc5EhDvGrpSlzTx3qH6v0gyryZj6qpe33dPr5t0i72lrOVx+rSmr+JwLB2rTeaLLEKrfHkIWS1k1GQDrnrYCH0ze54TC+7M4hxuMlVKlL5VngVa/V9+LJhAVdR2Oi57J7cQwVtGWYvKa90dtnPaaviGE6CR2++hcZbpOFfcc4JXq1Z2q35fOVMV54uorvzVhtqOor1z8HicU2OTS4VxNH+feDWJOicsBgl4vAqH2OhQY5zq85WiaAIaCTZ1qe7FMxqSJj1K7l6Ygz13ZwM++IS4StEM9njnM46bTTqMvh5O48Jvbt8Bpx1Js6u/cuYMPP/wQOzs7GI/H+OM//mP83M/9nH7+T//pP8Wf/Mmf4A//8A/xb//tv8W3v/3t88HQBwQEBAQEHBc64jUDzi8o5ZjOUz2XmKf3+4B2KDFuMrwbNZwVmjHr63Dkw9TDP069uHtoMf4NspjO00bTpDqxKl7TVM2+EUJAz9j8VdbJynHdk/1p4zIY5zp/Lyr3YdFxIWNc27gnpoO+pnHqCUC52GfMUHa3rm/h6qUNXL+8KdNlzhOptr1nVoeK44nfnDkLWApT3+/38du//dv4tV/7NfzKr/wKfv3Xfx3Xrl3Db/zGb5Rs688dlr158IZOa+qk0r55m2IRKeay4Su98OkvH0l9XRkt0ajEHCm+UooWz2rTuG70lwAvOgtSCK9iHW1Y+trvqpwlr/9laQF1AV8NAe7wNt2xpJ5XSOtaVlJZn0iRSYxaedRuqoUhHTP5SW+x+nneddlN9oc6yf9CGgGW91fVe5lzzVxNZ6l+JkLaNaHBKPskvfdNdLWOfbUTajU8zN+J9nav3HUyZnHc6Sgr9vFqLzUycjQ7NXsse2ETbR1HehXGDEAu7NyRjJleB0pF/pyzNks9BEuS1JfmQdX6LnwvpHGfQYq/578LSTbHg6fCJr3YHzno30V9lAnJOwGXmhGybCK1BQpVM8aRyPpEiDnVZh+uPitMMesqbCMg9pxiKRHJHOQppl5orJjzUUjyh+oiSNF0QredLrA0m/rvfOc7+M53vpP77Xd/93dL6b75zW/im9/85rLICAgICAgICGiBIIENKIJzYDTLJF+UsjJTF7A0KOaGmZJ67i+pTz1D1flK6hlreu3dAEacetW+o0kMxhiiqFomqcj38X5/mvY5HxZZpUkks/t4d4w712o0FuRfxfeazDHJpRPfin3GuJTUr+UjLLQKacdYFt0B9rsOQoiuhxrrgHFeqnQ0iXFesBRJfUBANU7PBtoYp+jlAKCdtkDpVr4zalYvvVlIItNxeYuW03VbThpO29o6L1hgXOpscQMsWNbe4JFGpRgM5/oz5Z4aHWF8G8HZXaRsU885z6sdV/S1b/x55hunfhUgRDORw0lSrRmipLueXL15YbASrEJLtaB+P49p41c8M+aUTbpfLI8xrpnsNG3v94IQAipV+U2belIYSEKyucyN0He2y6jp3M/k5CwgMPUrxsr2Ds+NwsnSNXjBN4NDbXWxQmvrtDqx8SCBW37k5t+CGm61MpTr2RJnRam93PmNcw5wVkuNVLgzim5xMQCgUVx1DnTtIMmhEGc8rzskWVQGdXL3M1/amqPhhUhOJbD5bPRKx/U/jXI3z9EN3HU030+7qpsbe8wi6vhZXHLmrq+wJm32iaUsNd8rMxXma23eDg/A/iXV7RTlUptTac9RXp3tdttSOY79qWosOTL+aDCOdRnU06beVnZlLqfKcm1VC8O7X3Mq1kLluGqsqsstvnvtzrwUE2quzaIJhKsu4YDMb6yobIttDhbT5t93jt07f9jI/a2jiBhphuO48gxZfAcXmcFS2YZtdhcon6Mrzlzmd+6h8cCLDv/sK1a1OUnFnBJq8WJvd4UDL/5cNulQZWtSAAA7eyJsL6UiRryoL8sXEZ++zdpFiJjPpqTern6vLnq4mKvyf9tYzmV4w9yTM+opLzD1AQEBAQEB5wBN1aRXcZEScHqgDvlHo1jPDeGl+vhoOo/gyuYdAGdc/l9/6c0Yh68A3pvRbXLnZWarmzTGY2LY1I+miRdtOomHpP40qd83gZKYU+ojEBEdxblY56Z5R+4iQH5Uvrv+x7siVr3SHgHy6vdNocbavCykjJcuHUxJvVoLLqedsem474wjMPWrxrI3D9ftdmX64mffzbx9W3yduhwLrH2CTIpVMvSpoL1SK6Fwtd41quouHQAcbW5R9iJN4atUv/eqpw09LgnTstvVUfm+dLZsj1eu49oPPDUynL8vZALhKq/Lvqhf58rRo0vqUV9Fs/dP5rvId62teJ77F+hVdj6UpD17qRxXeU3bYHu32SSojvRKmvZ4bwwlgKO04Twx36OL0L9MdLWOi5+d5ZbH2Twj5WyaJdMzmaU6D7M5K7TUxXzXNJfMkUmzY3/iKGtf+vVe3XoxfyO6jiSlXpeTlMmQdnWUkY6nlfVc6Bj7YtqadV58WhfSTjmuS5XfC+IjoBb7U9FPgyufUvHX6vdGfbV9XypbqNkLpj47o4rxLqrfZ3NCOTrkXHngN/c2jjgx9xwXFSeIB1kAgakPCAgICAgICAiohjz3Pt4da6bTtO0OWAXE1Ypi6jl45iCsBk1C3y1bUt8ExGC8U+oXbUFpLrjUzXXZOG2S+nq2XDVZSepTWj/uJfV7nmlTWAT1ujzFMFNTUp+2195R6vfMuCxkvEyfsr0HgFSls0jqldT/vCAw9QHHgDO8wE7VywEFehtIaJemZbDi/ltIItNxeYuW03VbThpO29o6A1ipA7Qwvn5Y1t7gkUalOBxmYcW849SH8e0MnHFM48z5Fy2aQDj6mnF4x2T3ZepFaL3lwOTj1F5EaY1fACW9LSWx5+napr4WVdowHSPRTL3hr6HuTkAmZIxpL0a2LKbmBIAcE24y0eJSpUEbSSap55qWsvp9JDVW4oRmpigcpfCELo2zM2pSv7yQdgEOLPPFllPdap6nMYPX9nBRmW0J/SNWulTzbNgurXrGLL8ZKj4uFTUP9fvlhgMqb3A2GnJJ6+gpqZd1yOBzVyEc4B1vw97tdKW1/JabE8z+rAvanFka5rOpCvrW7asqbRu3Jn3fqL4Fsaiac1dqu7nf9T9QqpEtK6ivr/CT11nXpuZbE3KKW/cO7tF/Hc4Bz7Hite8sM3Gzskv5ypWXy6vdlzzLAezvNVs++ZkA+PLnrgkV14E6wDO/ON+5slgt7e7t7Bj3gVKa+j7zLtN6PinXQYj4Zaok9XLZMI+6RBzvajJUflZcjxX089p5pP+RXwvr35KnqPptSuqrnS2LZ8q5mmAG7U4Hq0hujeI5ujiuVX3a9L1omy4G0lLceDczm79AERaa2k+DmnSWqkz1e2rW5zAfscIoO4IYu9S4LOSMSwm0UaZ0lDedJdKHMgfjLLtQ0PPAWBvn4GIxSOoDAgICAgLOA5qeac7+GSigIZRn7UyK5nn5E9AZGOM6TJeSRPoIB4SdtN9geTH/MBn0hmiQTahaZ1JnH80QWsPEZmU3MDU4AaixJpBpRCIdYo4yY43aC+jJS1gqL6tMm3pbDtVnygkd45kTxpxmQFPI8VCXVoCIC2FzlMekxoq+ImJlqTzn3O/S8YwgMPUrx7Inl4+0o5C+8Nk/e/u2lF8sJ2nRlftEfCpKl9TtX9Xbr6pd9no6Q+VAlje+ZrT4l21P4uoz/0PH4liEzppirflWsPZXWk7bw9yi82uZqJG8mek6lyK66ukwlGOuLKd4WEuXWtmaNpG2awlecW+tKn7V89yzNM89VKTz3R/q+mWBWxqblk6l6M+UkmUHfWo5SPvTclJvmbpax8XPjnJ56UPhef73lDLMZJguxdCXmfByWd6Seqi1X7M2pRZLpQags4q6vSiTrkcRQSo5xiRlXm3Qmmt1XLAOjdYVHP1Voe3HrWuxKp8AKaQvfk+l0zghQS8/N7G2Jpl6mkneRR5IB3vG+jcoVZJ6qiT1yBzmqbR10GVzJYEXPiMyR3g2p4Bi3GbzVNfFCxomiqFnuf619wE5I1L8wNQHBAQEBAQE5CD5+oAAA+qgTpA5yltAKhfghEtKSgjB0TjGTNrUp9RfUk8ph89oqZjfXnSuYPQjkoUtS1mNTb0E92QqG1p8nypkknqDmXV0SC8iICTLw3gWp54YmVyO8syQdmaM+aYgEBcL41mitQsY5yWHh1EktEkmc6rptNnPCyeStorOplV9YOoDVo8uJU8nDqft9WBKbnzHxSWl7AAuO8Wloeu6jlGKeOY5sLPevpMHvwP7IuPiozkQkEdbqXiH5RqckL+kPoxvVxhOYq1+TxnDYBQXpM32vmZWiX4ZXu4tCukBIF1SPHBCSBaTPK1Tv88YS5FZ/nHkWb36fZU2TLeghvq9qsVpU08I1voRqPSUz42oFlZHeYY5hKpL9WMxTn0TKbiylZ/MEpQ1GTJE0iRjOkszUyDzYoEynZf52pKcAQSmftVY5sF7EQc6pc8N83qjJs8S+kdLnHwZxrp+NJ1uFDeLJmpoupx6klqj1rGKhV4vZy2GI5RcfzXYPF31WLXUlsDs17W1qdOaujxtTkmN0NB0wWz/onuHM03eYY7xoHnZq7i0cNThLY1ahMbKuWN+aFmH1kC0jHm5IvGtqQM0RznOPEU+pHbN1ZPjDe957l8xt+2J/pVYfq5Zn03XatXY2/ZDS12Z6r347islNsvi4B7vGm5/nxzjPlBIVO6fogPA0vO69ubTE5QZKkoZhuMER6NYfufYP5rmGVNHXXEtQ5zRUhoj195orA9x0eDYD4yx5D7z0UAUZeHLkrqQdobqteo/c76WQfzmry9KlyuF9eGaE143KcX9v3Sgy31LqSiTUj+78n4v0hoRjBv7P8nKVgJuVVpi2tQzpuvT6b3eWVmaSIa0m8xSPWWEpD6/Fvr9CJwD+0czXQQ3NAR++JM9/UpRzVCMPkG148TTjMDUBwQEBAQEBJSwAvYp4JSDtbapD2gDyjgORjPMEyq/MxyNY6+1OpokfnexvJn6tGL+JvMOJfU8Y+IiI+wcpcyLCc/U72vi1JPV3BMdB0zngqqJVVrnvSjSlydmqEKrozz5UNvU00zGxRZQv+/1IkznKSazVJuKMIaS+n2/J9jXvcFUv6j0xQKA9z7ZQ5JQUEMln1GmGfuzisDUnzV0sTmtZIcrSgRWUOWy0EV/LaPPvSR/bctuWa/O7krjc6u7QvhID0t56sM1LQUnqNsqcdpOUA7B00o63Et607C82jTyn4YH+0IBFSTwwmfVxgbmPycSvnRxa9LVOQjVVKiKvfMQ84OSfvnGqW9RXzlv+6wnG+WGme9I00nZm69dA2Mc/Z4YjXmceptADCdzr0gF3kqNhcTTWWIU4FNJTelESm+jTJ0+ZTwXB90FxmS/5XjBcr6IkJK6eCdodMStaY9Lq7PmuzJZUEx9nXS6FxGtqk6Z2qd4IaRdXvtAOTDkkqFWKvCiPmMOe5xHCTjW+hFm8xTjaXYBpbQuTGRM/UwXMJkm4mKBcxxNEszjFGDZJZDv3DnNCEx9QEBAQEBAQAndeoUOOCsgxnGdniN71ZOAl29exLfefhF/92deAQDtBd/nUmg4SbRUfTyN3Ql55iRtPEvw4f0Dd1JkPOdknni0wA9ma4jhoT6lzEuVXKWvY2SjiGhp81mD6bgu61F3jyifC8pRoisHgRjzJKX6MimRNvVczZ366qxY60eYxRSD0VyXwS03EupSazCc6aoOhjM97klKwThAeeYzwdtU6BQjMPUBAQEBAQEBZZzt809AQ6jzsKkJ2z6kXcAiiCIxCMoLvs8QDMexjiW+P5g505kKQknCcjHDbWkVxhN3ukVQVL/3mm+eTGUvWpKk/gSASS0ayri2T6/qDuU9nkPa1OsFbylblasuW1KWeb1fcDtIUoYn+xPNoNu83/f7gn0dThNJu5DIM4MedTlh2tSf9YvqwNQHrB5nfFGdWjQYl6XddnK7ampAPVYRWijg/EBI4FY4p8L0PQXgJZvcRexnAypQ5zxODsRsnsWrr8Nomug1vTece5FBGQOtcfCnnk7mHTL1RpXqAiNNqQjh5zHhFM0+kvqzytQLFXqumVsAlR2iLgGKeaze77nybyC+p5RJB3eJDIfXDmoeP9kb6/pd6vfXLm9gqjVVxEWEMjlIqKAhSbJLoPNwARmY+lVjVW8/33pcXjm9DKpatKXmGm85vcOz/30qsPWJ8zfzf5T7pNKOSD1b5gulWH+Vt37VRzWdpDfach3NpoQrseX3rm2LG5dpS+egUz1rMhec5TRA4wsRx3pvs3dUVdHGg7Xt+Sr2Tlcd3tNkARqdebP9RWw5LetQkQhse5pZlQEvqcZCY2XuHT7rscM50IBG78uNqr5tQ0vV+6dJPaVyHOVW7Vmcg0gbZ8FPinWd+HpUt5Vd8360Pj7OfSCXppjO8BhvK8ejveZzYnm/2jCdK0mluyyF0STWUsu9wbSCFK7XY6pUrKv2RvlsPEsc+wErNKNwHqvpb3WRlEpHZz7e7zPmTTmAsGfq3KbeOub5unWItdw4+e1/JtNGCuUWvzPGtUf4KgZdQXi/l/3H8/tesWyA5y5YUioY5r3Dae49FRme810g4Hq+C/OSF7C+1tO5GFdzICsnIgTf+OoL+PJrVzW94KbmQApwYOdgon+jTDH4K9hDjgmBqV85lj2ZmjI/toP9IoxO26wnaZHVMTv5v9UHvrbPukCDunOMlw9dy6Hd72DfWW2eaZrTY58TxzneyyinLXN5fPOrXb2235j9smIhuu11dyktz5flKjdbg62qbsKYlxg3T2aqE3Q8x3wvxXmT/aHundy0DVXvM1t5+WcZQ5A5zkq9w6QVy2yzt56kd4NP3uJnF2Pc9OwlsL4W4cneBAQ26bWFqZ8metvaPXQz9cygZzJLoR1aWunO9qjx1N9RXv1exDUjqbQSEsq9HTPqkHYGF2tjaHsR0dLdbiDLMt8PnINTW2QAnvvj3gO446l7zC9trUGpoysV9DqthW++/QIub62hFxHt75cQ5XneYPCJcESYk9SnFJRxw8Fd8cKhClnafi/ClYsbuHZpI+se7g5Bp0MWyrOjMh9IqUP93nEjVOnI7xQhMPUBAQEBAQEBefCz71QooBnEdMgHCUuMg31Ad1BdWrQlNvHScxfx/LULIo3HIIymiWaIJ7PUGd7LDGk3maWo84WoalZh9rpGpn7PNLNWB+udq6NsyvjSQ53Nk9Wq+L/+0hV9HZDjYyu4az3XCEGdAj3neUl9IiX184QKnZUF9wSC7OKH8wq65e/CWb9pU59dmGSS+qB+HxAQEBAQEHAOcbaPPwFtQPQ/Amnq6bgsoHO8efsaLl5YQ69HvBzlmWHClCMxGziXzCDjmMZppWTcrHdZXuSVpD6Wzti8QtopdfMa8bS6MDgaV0QD6ADxki48XNDt5jx3SeMLU2XfhpKjPOmELk6oVVLfGCSb05yXfXkYCWUiQbPKk9DMcZ6OAqAc5fH6eXFaEZj6gJXjbEt/TlvbMnr9x4XnpAKnezjbE29vd1ed0aKcBao+HWN4Kog8U/CbF8tQVQ5wo00/+eTxL9c8D6fekvowvssCQdH/hb2vJ7PUsIF226YrG/qUcSQJrb60MY4DaYdMfU64LCdckjKMp0nNJVJRVV1kdqlX9yRTv3c0w8GROyLAolChB8tY7rrI4s0LkFolfAGlxm4DgXBIl6Y0G3up2i6Y+vwlQhvVdpNKzt10q18Vs678FaSUZYY+SlJPQ5z6gK6xzNOzr02fK4/rs1d9nsjMg7ors7ZOWanLLqyKBputm/pNXWebN5pF+qvaswpOqq6OXFvhZ9Oe60+Z0SzEmzRb2gqV3677q7atdRcelt/0PECzueAqpxE4GjldzN2mN1z73um4fUrUZbWVfZzrpdM+aVo3Ml1S3mGMA0t9xdL9Qke1eQ8Y68T8rcl+tSiWOaYN8zhT294rTd/TtnJ44Xf1kSI3/wAA2SxJREFUuWrPMu1aDadVvt7IrXXV5jumA7iPendhtVjPAHX9W6yzcIYj3n4HSD52u6Ou6TzNM2FOSb1oG02pZNzctAsGLnOa6N7veeG78cHZL2LGrcnwZfuDKQ6G82oBhHzGmOi/ooO1IpSkfvdwinc/2XWX64uCwEN9m8vQg+AcqbKvN/vVYz00ES4rVXrOOBiyMfIDl68dex5CCOYJxWRO9VgkUmNHzQHVEuIzfWWdpV9k2Rzc6XBPOe9MEhnaUZJMU6a7VNvUs7OvVRSY+oCAgICAgPOAs32eCVgFiJSaGczh2da+O/koS+rtmM5Tg8Hh+YsAA8ommjKOpCa2t/mkkRf5Bvc5Fzb6AID/8398Cuapfu87J02m/pOHR1552sCU1B+N/MIJFtFmmanABTqv582AutixgRDhP2EwmhtO6MS4JCnr5jVD8vcdlQkhbPpNh5GpDueXzYUQpz6gcyw9lrSvNFolN6WRtbem7rzNUSEROGZY+0R+M3/LnrlfZFV9lHvW6BbVE5WX2Z50tSi71quOIKDi99XMBe92NiWHc9jmxGrWfgfFeNLZvj1+UrDjgK1e61pxzItF6Lbmdcyl9sjKctLKmW7eUsYhJ8lSBy9Vm8+a7KY/Om+b2a5qdTTvn8vvGvtzX+TfObLsCrrL78Lsu+INkrSZozxT+tZ4DFZ0TuhqHRc/u8dxgXq5CAlWUrKwlDVPMslqlYaFYvbTlErb+6r9SaxhxpjhbM6nHdV7EUGmGUIIwZu3r+HDzw5ETs1IuvcCJjVL8jxsuR6lfn8wnGPQktnO16DWlfmjuBxRlx6D4TyXVu1pzveP8bPZnqqQdtqknkl1eLl+fXh6oug3tHNU2YQL7Yc4oTgcZVoT2oadGZoducrcc8IsO0eD7kvudBhJiDIHYOJySzLzNGW6zVmcepaFEzyjCEx9QEBAQEBAQB7cU/0+4MzAJ7QXQcYIzeNUHJRP0KX8WUHTHvUZgyTN7OirbOpN52dpRRgwkVYwX4zxTq8fizV+7sXL+OrrNwBkdtPjWVJJF4Baj2j9SLBBg9Ech8PFmXonPYbn9f3B8mz3NUyv8Ly9lN9V+DyhOBzO8uYcjIOydpoBpRoIyUnqa5zfI0mFJoTq45Qr9Xtu0OjWTjkrCEx9wDHg7N6UHZeEsS3y9PqNi1DNW2I7V9iFXY9XV+W1k9icrrkXcPLhM6M609jifko+5x1t+tsnDwfH3OnMKw+lsjxPqPdB+bS9G08VDAYIsPf1cBKDMRGGDFAxxu1joobzaByDUV7B3InawFcTLkzx56qeo1HZY71qu0pDjCc29HoixWA0X6oHfOWJHRBO+TKqmvSZf1rVbm0eI7M28fruGs+IAHHCMBjF2QWQjEzAmU0jpd28yDH1NVz9XDppNMPXKd0i1e/UuMjydRh42hCY+lVjqbxQWbXOI5P1sy+ZzVVZ6kpeTgeJ7vC8rrT0Cc+/MY12l3Teqr/bnq2SQS7r6JW/ew2RkZA7JlFT2nRZ1gf+5Tap32d8XPW71LK9yqvBSs6/xuVMYX57ZvdM02I8C48ZU6p0S4azihb7aWd1m898FqirjMJYO9ef8dVne/cox5mpoIqfptVMZaczwLsw7tkRqO5bn3yWqkvltdluC+XYVamB2Twp/Zb/LH4QjJC4BPC2Uy3up3VTmTFHguPcB8w0hfMEV785yvF+t2af65y8mcgxYIW60pTiv/z5PQDQ9uimBL5oC6+cqj07nIJxJhymVZAh1K55ds4qp7C+T3nFerFWp6KXSXIHY4tkXWZkihZS7axNaZ0MxzGG03hx9ezSPBc/MEBefnEcKbrNY1Spjxxle/OiSpuGyqnKcr/7wHlJQ4SWzsgMkUgZpvMU4lxRpKIdhAaI2F+iyM6Gq9/imAIk7xRPrUeT0afOfeVsIDD1AQEBAQEBAQW0sHleEHENUx+wXEyVh+4qEKAnVZZn81RI6s/uGfkY0aBTieOiRmL/aI6/eH8HAKD495RmkvWd/Um+ZlnUYDjPeQ+3UqmZKM8oCA1QZOIUW6fqqVKXV/1Rx1QqrZPhNMF0li5N24Ab/RO3DP3XhDIl2VZ+FNq0yjWehIg2zON8iMR5ku3fi747iHSUN56JPanfc9vUA8LGnyCb02nK9T2btqk3tVPOpqA+MPUrx9Lffh63fbnk3PJ5FVKpws3wAkV1DmufwJB2cPv3urIqni3n8NygTFebfdK3qrdln3UJj3qKzqE8C7aXveR2dTaHvLV8WtbnKwU7DljrLf+mHLv55V+gbu74vYs6qqTD2onagnV4Pef6/yRZIVPf8RzLC+iq9jeHpMimDWDTpPGtpzZ9WUo6mxeY+sJ8ERJPgp6Ums0SCsoaer8335sN6V/ZrtDVOi5+rhtHZ71uepRDOcW4mKHTFCjj+OzJEDDSKftnAPqZrk2mmcVp5lnftTdKSWguTdM93lI24Sqkn/EbydoDAIcW9XuzDWW+zVKPLHQ8TTA1mNTWsJ6judZmAIAkMUKUep29HMx1sX8s6eJYRjzgeeeDLphlMEOqbf4eAUgSimmcd7x4aWsdN65sanV/IjUlqtqQL5sbv8nLlokYYxXWsJxXag3Jd8csoQDnmMWp7M9Mk4gyps1Pqtp9mhGY+oCAgICAgIASVh2qLGkpwQroBjMPm3qCTLo5m1MpoV0yYQG1UEvVtNdWoIxjOInR70VgXDBrZijCR89GufSKCXrl+Yvye33dtNb2vjsouocVNvDadtrTiHw6SxHHy4tjbkrqlVM3ylizMIANkJPUw9CiaCChdpFGCJGSeqpZ4ZQyRIRoz/nq99YCcSLGeTgWJkG9np1d7fXE3/FUpJvOEmnKlUXliOUlCluB34fjRmDqA1aPs6yrd9ra1lRC3yRdK6y4/7puS1fltSnntM29gBMPrxnVoVQzMPUeWNbewHlZUu9ATzP1qXCk5nNQDvvT0mDGqd89nJb6WtmJv/7SZQDAZJaC0kxKXLzMyakok+ooGMpxLmXdOtC1lVR0lDe1zVdlw16guU4SO08oGOdORnZRMHAdXSKRlcRJQy2XFogT2vpYVeUAM0kYYiNEIqVMjA9R1ZlS93YEcA4MJ8LEYs3B1PclVz+aCKZ+nlD9HuGyDPV9Fc4cjxuBqV85ljeh2m0OFnW80mff/B6peY393TK6RzvM8FdQLjnCy2Xk+gfdHqfpQn1jl7un5wsv18ULz3yciPCCKmGxDF9YYrk71Jqd6s4Loa5Mgz5PtezcmFrVjJvQ1hBN1Vlzfbqcte9y/lO/V1n6biXvYnsl/t26CJFVdfPsS+sNQx21XHsVcmVbp3BFufW/1T+O69TvO90sl/GOq+jbymyu9HXrs2kbjHlUqtfm/d5el/IYPktS6WXahw5e+Fi3/9rPCqvRHvGsI0eLendWjVXdeSD/LiWodvKWyy2ZlWeH01JZipHpS8bo08dHeHY4BZX0F9ed2cdEf3cQwqGZesYd48ORnyO8cL7y7O/Mpl58n1l9QHCZhutLAKF27q7jH3zjNfzUF5/X+RaD2U557pTnRMrEb0r9fp6k2RzihbwW1LUjn1Y0Pk1ZzjTCN049IJ3NORCnVNrri+8p5VqDJyeq96Y5n0bRMJTMer8XWbtHmdqPpzGIVMPXtv3yzK81IyhzmGWcHQSmPiAgICBAv/gCzi6anldXLdUIjvKOFyllDkYpj4hk6vdJSs+89OukQ1gVCzw7mJaeKxt0dRnz7HCK/aOZDiFZHPOCoL52fBkTaZrEAG/FO+vY6yLzvOISsMnlTxQRSN+Py1O/5zDU70XHz2La7T2lCdlXwszCuFRpENPObRpAMJzE2rM+ILQPlKmDeQW0qPr9/kCYk+gLg2IyWedU+n9QGgSKDnBx4ZBShsk0QXrG96rA1K8Yy75kFl4u222smeC1zS11Q5SynqSFlr8tL/5e7if3bWZVFy1d4FBZeYFm7mpzm3oXTLMiNU2valpIRrl0ztKqvmOEsjtb/vKvz3hcfeWtkOH4vStN9HwlXeqDZmW5aZVHsgU1Avyeci3V4ZyD+qjfdzQ5Op9jvnso96/cKlC3V9movPyX/CFgbjB4xfMBIUL6SQgBIRwHw5mQzjaiIttnGo/BSXo3eOQtfq5ec+7n1YwRByGZPftoEpfKUc7BlKT+2YHwdq80EovMsWKIhaMzYY9to00xwJzzQmhDnw6s2YssP6p+YJLZLGuW5LOXHcm5obUAFmT6MrILO53hUFJdoKdKfZ1XjX9+4uTaUMxgSaeZ+hbNSqkh1TbGthcJdfckzULNpilDRJRmh/iHlCm2wzrWBJwrzZNqEHDNyFPGC84iRdkPdoZiHi8asvCEIzD1AQEBAQFBUh9Qwiod5XHerU1uQDvMYv9D78NnYwDlO+KAVYNoZlRdzppgcoDW18SR//5T4RhPrbdinmwZksJ3FNKJB4wxI059dyiFtCN59fsqpp4x3khMXLTX7xoMmcaEkoAzvrygoWosKBOMd3ZR4w/qkNRHEQFlHKNprO8uUimpV+V3MRc4OPYG9Uz9T33xebx5+zquXFwHAIymqUGDIERpsLAW/XCaEJj6gGPA2T0BnLYzaZ5ev3ExN0oUPp42LDReHUtqFy9nMc0Z22Ew4HzDh8leTKrJc5/PuGZkJ2jT3z55lBls7FK/txTyZE8w9T52yKft3XjaoBn0lAKcgVKG7/3gIQBoB22b630AwE8eDmQekbdoU68ZHwIAxDm+qk4OIF1CnHobIkK0ZoFN/V6R0JiWgmp/1+CMg1EGyjOHeayhc8EmlKkLBOEQsQml5TKKuHhhDX/vZ17Gi89tG3HqeUFFfjHmeWuzjzhheOfjPbz2wiWvPMosaCzD4JlKUU+lxN/VprOC/nETcO6w1Ctth95XZRbm+Oybv7H+XM3OtIwFx416fctXeo+qTwr9lNOrQ/4ZKr5bny1vTpRfGBX0cctv1kKVGplF1W6BFyKTDg3tL7nupQD17TQ/22lylslRNoNpsvbb7BMNVezEcsjGMFaqz751+6TjHNz6Vq8h1GYesgquwNWmLvukcd0wuqt9H+gDOC/ubcXKzDw+Bdviq9dmKiUUB9y6NdnhHPAe0wb1+u6hpXwuUahlTbo+V5ZvX9tF52UEyPaBQnqOvIMpAulpHZ6MUK5u7rf/NrKH6RCee1uJFo7WYyXUsPPpfR2jZc7sjPBdnGMgQ74p6bOSRj+WlzFUS/cLzLHhyC4i0mN4xTpnTKnoW/oEcp7ZzkwV68XV6igimMcUjDG7Y02emXfkpZbV/diV+n15nnN9rhHq39kZhxkq+SiOfwHKEVx+PhRpNfbTQh266CYh7WihLaoIAmys97HW7+lhzdTv1XtGJbbPiSLdRbJuXNnE3/mpl7C12Reh8ujcsRbk3OYc6k5hPE9AkDdFfrI3Rh/Lu7Q5KQiS+oCAgIAApEH9/uyj4XlmlQeg2sgoAUsHR7XzsSIORyLcVNIgT4AfGi0FkqmkxyouuRG+S4VQIyD4mS9cxN/8yi0A2fouS+rzvJ9TUq8ZOK5tt73Rcq33IoJZTJFSVqnZ03TvUhcedEmbEEfm/V4z3A1Mjo7GSaM+o4aKvxAyqDlQD9UXdU7ltP08hJo/MZzwLXo3QgjBxQtrWvrul0f8ncyU9/uMvse76iJrMbpOOgJTf9bQRKpQVUa3CevznqDTnJOU0gOLpLrzShcosvMSfUv3Eu91Rchy0cbmrZFGSJdY7G01W9XB/AStdS84JNrLs4Y0anFIvhYo0S/JItXWjW9JYicqE9LAU7x3eM9rR+ce17rIOdfibqZezkV1cH/puW38za/cwuZ6Ly/dXypO6NgvippmES/zhoxBpynTHumBvKS+FxGtJq0l9XL8jsZzXRYhmfd7pxIRF5JjZVOvpdwdrGPhpK/8u5DUp0jS6pjj1mcVVWp7fdrNHCt2AZPMPOPmuAC15wXBk2MwmpVprvi+IU0tOON6x/Fjjw1pv+FUjui/vJBafFfq95lNPc/nq5gTGV3t+l7lV5L6eZxoGtSznf0JAA5KabHSheo+aQhMfUBAQEBAfYzwgHMFvgyTl6r6gk39iUCV8zET/R7Bpa11XNpe1yG6Ao4HEcnU7pOUSSk2z+yqNVOf90ee2eGLvI93J/r3vNTVIak3ePim9uFtkZPUV2wYnNsvBVzQnvWXtQkxLu3bDfX7BkKDwShuVN2NK5v47rdu4+rFjZwWFGnQKXX254Rkc0A4yoPuyFpTqiUi0ZF8Mvr3j8SlyGicHAtNq0Jg6gMCAgICAlMfUMJq1e+xEqbgvMDluboKnLv3AdfQRIQEpn4JaLIUoohgMhPMimbqDcm5mguKT9fxxJWTMzl+u4cTxEkKzvPhzF37gOL5GFeO8vxproNzvkXCUV6SskpVeX/JtMSSHeUJRaR8eDnfi5A4TkVMe4NObxAlg9ZcvTfqLjhE2Dl1ccRyqvKZTf1q/cx/91u38bmXLgNAbl8aSed5e0f13vRPMwJTH3AMCAe3k4kG47LUIQzzoxUW7Lbg/T6ghKUvRUPVkze0yQ2oxGA0x4cPJw1z8QpJfV6dViGKiGYKA44HEYkwnYuoBXFKpX07B2WGXTUMpl7mo1T4UlHpUsoxGMWSUcuk+tzF3GlJvYhTvypJ/TzxkNQXp2SdiQPJmyRMZ91KdDmQqd+bTks9umwySxa4bBBcfRvBeW1IdwJNP6U8x9TnQscd076uQgf+3E+9hH/wzdtY60d4sjf27vfTiMDUrxxLnEnc+cUz0wpmOUf1FfQyXgq6Tl+bTZMOW3rjN+UJ35m+qj5en2Rh8Mqv+bbwrJ9qyzTa3GrewTIWvNCXxbRdd1R1mblwW67srh+tDnCa0N+8raK+Jh7282OY3Wq32Ts86miUtWbdLQ2L1rFIftfB2bDfF3qu7YvPraP6cfFTDi2nqc1n2Tu4j9Sq0/eD77uANai36r3RhhZbeX7vbMo4DkZpIZ0xj1DUjBBrNW9TL54zxjLJJ8k/iwg8JfWFd02t4wbH85Xc/HjOe17XpuLnJu3l3lLVKIJm6pOUaUZdbRUqhJpWvdYq0kJFX8dPZwxUrkNicGPisXudc87BVOg069ZdfA+od33FO8fR/CgiiGOKJKGOywZFM8/ZatdFEdDq95LOB89Glend4IWPXJ8HKAU4Y4ZNPTPU1N3zI0kZGGWW5/VnDOUFPlO/b9CS4piVys5+pYyDRETbtSeJaY/veaasp8hKg+t5Kuf9xloPAPDclU0QIkyHXrix5VHf6UNg6leNpb+PGlZgXbN+ZSz0bl3Fe7ktbGHeUO6ejI+vaEzdO9wrYVtU0VU8vdsa2rZoT2bvuOFFgoMprYSDCTgBTa6CVrvtkKdvne24+sq77W0vK5rW3Wb+VdVRv865ccBqo07rzdArImRfMs+Lu86kgZ3PMc891NnMivlkecRqLncY4xjPiqHKzM/2wnOS+kJ6YmljFBHtXX0oHa1VwrzQaToGq9oXulrH3jw9z/1R8HEgRsDRi4CZHLckZaCpkJqnco4oNfVMUi8+pJLBVEx/miqmXqaVf5UH9RLVBnNKeebV3W+Pr1sv9g5TkvqE8krpte1ZFXOpvd/LNn22M3SmrYTjXMg5F31kMNhc2tRzbh9/9aNoq6TTVpfru0EKBwchjpsSC16+eRFbF/r43AsXy2UbNwSZ+r0IKaeZekr9LxBaXDjYCiBGP26u98QeSYBeT5S81ovw8vMXsbW5ph0Jlog45QhMfUBAQEAA4hDSLqCIFZ5zTAdSAYuDco7JvLlWh2LQ53Ga+93laCsimfr9k/2m6v4BXSAikb6UTSkTTKDh/V5L6pWjPC2ph5bMi7wcTKrRm+PsUr/PJPWQ6vfdt62IKBI+HJKUVTL1nJVjn1ehGKf+wU5bSb2DHmWiYPg6YMzPGSmltLX6vXZm1zD722/cwAvXt/DGy1fdZYNo+lVIOyK5+uM2yfm5n3oZNy5v4ua1Czmnj2cdgakPCAgIOOfg4MHZVUAJq3eUt7LqzjwY5ZjMm1/UKYZjPPWzKY4iom1Xn+yNG9cXsDiiKDOBSClDSoX6ven93sbXMMbzXvKl1/xM/V6mcyxMU+I8S9oznk3Q7wn/AXc/elYd0q4pKcpRnsw4mpa9zc/m7e3sOTIm3oxT78NtUyrHiBuENqw9Z+PeIdTFDmPCpj6SNSTpcuoLqEZg6gNWj7N8cjttTbOqY/rkcekYdoBVzo+FqqpQl10UrcpZrPLA1AfkwH1NaRapI8vMmOE7IMANzy5izJDU++TRDJr4O3Ix9YVTekRMpr5CUh+GthkaMHBRRIQPhaMZZnNq9X5vlqRjskvVe5P5pyw/VATZnEgLERW4MWfGk0TvF104mXM1v9+LMJkl+OGn+/ajgnHR0CikncHUx9K7fhHDSVr6zRecc7nHZf3LmN8em1LaWouJoLi3dsdmmyHtGOOIIoBIrjIJmn/HgsDUrxpLZVhMGyVfBs2Rx9cZU9P2HEvsSrGNttoUeeGkoz67yqqyVXemXeKcKBVdTZ+4OK6hR7XfZgbWoI9LSev6teu106RMSzprzirHMk3obztXG2XLs1BU29S37xNbHXbb85p9wLKOVnLX46ykyz5pkTdnc9m2jgKDV3Uilp/9htg2vtUZXWvH6WW7Omc7eI5VoyG1vS+88jUoz8MvAiCkgMpRVLkcy7tHSg2VRG88S3LpDTNa+Vf8ICT14vNOlfq9QTdX36vUp13PV7ERtLjM0u9O51jVvG9Kz7nxfzWUdPSvfrQDxrlwIsfzat6mCnLmFE6q3CtHeVJSDy7SE3DDpp7jf/1wp0CyKp9hMktlHzAMi1LuokTa9u73RK9HMJ2nOBrH9jjqsizB03PdXlJTh+lnIEmpteyxRXrvqh+Qb1g5L4SEXjrHY4rG7FxqO3upS5RUmlMU50PRR4DNZwAhRIyzclzX5KKjpmwTjEHOmTztAPfoe9+zhOP33N/i7+V6/Oo7nQhM/cqx5MnUmPkpMyHezO8CDHpJItPWo/PSYXtBqwOSj7dwz2fLmBZeFwqq+gpmdAloceRfORVZkjb01DFMy8Bi5SfUZz53UZ/nC/xY4MtEuPbZRei21b1omVV1OMo13iHWQ3OTKmoSmKGFvFV3O+uOjudY1YVe7on9gtn+3nUdWKvrAMTYlYfPRmP+N0XHaJyUntk8TQspsdg7nNJ9M5cu0o9hLeRumL4tulrHNibdlqVqnOsRyZP8g2djcC78IaQ0U79PKcur32upNJNh1rL1rhhN5f2eQDH9HB89GBTI5lJayzGeJcbc8WB+a/YiUppvqk7hFHA4iSvPqnnv9+56dH05ST3TfghMHHm1SzmxLORXDD3P1jqX35FbExne/WQP4ELqXb0/uL4DUSR+m0qmvo6nLzLgpDQ3M4IjQsAY15dBvYhohjlNKQDzMsnnLLzYmcLGtFd5xzdxVswEAlMfEBAQEFBSrQwIWKnjOh4c5XUJZkhqm0AxgsMCg65KKtpmR4RoBmg2b6+eXIf0nKnzNlkKkXRO9uxwCkitivE0BWNcS51Tg0nVDCznMvRdxvzTov69Qcv+0TT/u34umHo13QYjjygILcG58P8ymlTHbm889zVTLyLB2KJLDCd+TL0NnDPtwyCLU1/Nxn784BAAQFPe7oIVmRbHrAOTiCJIRLS5AgD0ooylnMXna72eFASmPiAgICCgFQMQcLaxyjnBXMoPAa0gnJ41zMShVYNHRQbGMTimpH6ZTH2lvf45RyS59N3DqWYUj8YxUsYwnpaZX6UkzTlkfHkpqZdh4nhBSq7yHwzzzLrJnAr1e3khtADzW4crFzcAiPlZrYzYbPKrPqGMYxanVib6aNKeMWYMiKWvA0WaGXnAZoM+k44uE5p5+m/qyF2ln6i12aFIOiJirk1nouxelBU+GMWy/rMiAz8dCEx9wDHgLJ/cTlvb/FRGi3lyL8yOT+KrldYtUFfn6tcLlrOgxmiQkgaY4MimeLXX545UlQ1JfZykiJPlMYinG379bTIMTUxeFPPgVqUvhLSLMkn9tFI6t9j+cu/JUeM8NmnrWYRinA6GM22bvTeYgTEubM+LquRGTHbKsssfShkoFes+Y8aInhOHBabeNNOZKpt6AANPNfUquF5Ht65v4bvfuo3Pv3LVIalX8xg1Qd3zIIZJwns/2beq3w/H7TUQqFTrTykDg+o3phtqU+1XYSUpZa0vWNU4zmRZXbLYSkNERQqIZDz4X/zma3j1logH3+9HOH3n4tOLwNSvHEuc3IaNu78XYRdT1ya/Z47K69XuX8KZwx3ewgEgz3/Vv3GdLu/Qp97GqfRsmcxUsT9LdXHjEYdwplVHD0euDxzl1cM2Fvb8HFhCP7naYKHFu241X2x6dU3ob7uuGuQzuTaYTtE6XPu8SXlVZfOl7A319Vb/vEBC77yl/WWheyhzjlgKKsxzdWieVoZGa3MBpfa+PG3q3fB/+4MP8Bfv7VjyNa+qggj/dJ7rn1s+LUaLbaz89qW8TX2hHOsU4LktQUjqzfecSFMUvPUiYcGaphRzX6Zez0Ofd42AktQ36dnJrO3FkOclSK7/FatWdaaqOvvknxMIRtOHCVMC0qNRjMxngzC/GE7KDuUyR3nS273BnFPVJpmIELX18tJFj5Y4U4aJYVM/mRb7Pb9vKRo5a+rHxWgDgWP6S6Y+F6e+vnzTJOGvP3ia9YOBsWzXh/cPKkqyz3PGOeZxCsoYuHyXMZ69d8WFQb5OpcKeMObvc6QApRE/13u4x4zyvAxUGiJDqcGgJPU5p4yedNc60+M+Du6M9bPEY/VJRmDqV42lS8OaHuxtB4QVrIYK5vL44Tg06YNoA9qr9cP8ylgBGkveK3lhD+bLUYfT4/Ey4FVPCybKxVyvZO13UYxnOW3b4zW/jmk9+GpfuC4rFqHblpf7XLI1qqS6PvN3nqnfT+MGzFFdH5T2PfG/ydQnadUhtqPLnaVepvozb9nvFeVY50Y1/XlJvSWP5WKFwPR+nwr7ap3c7rhMSeumMUXsZfeuojD47fXKln40TRqPmY/jPiu6WsfFzw3WRr6/3fkIuGbqMw/0GZM+GMW5cTTBKMc8ySTsyqae8ywEnp4TXHjVz5MrHOlRxjCZZ+UIO/26dSpi2xfbbT6vYj+JdNIGCBv4p5bICyUmsKL7lfo9YxD2+oakXmkNTaUK+5+9+wSD0ayCOl4aS+ULgNJM5Ma1/wImQujJPGrOC+k6R5qy1nfaismbxikiLCipZ2Je6LkhmXelZWCq3wNFh3We560FkDHylrM1q3MUeJJ4kPYITH1AQEDAOYc4B56Nl1pAV8gYvGlriWeT2rL6YkdIqQB/MENSn1pUiV1QaseUcWus7uKhuKdUv6W6d9dQ0spJC0dfrZn6UwYSEXz3W7fx9udvAMjYE8Y4JrOkpLGg49Rzrp+lcs0pLTNT2sokU1qcRxkTzzGdp5kX/dRPXXyywPj0DF8OP/p0H3/x/pPc86aSbdXcJKU5G/bheK77SF1a/be/eoBnh1VMfRmcZ+r3ym+F8l8AIHfxMk8UU0/1s7aSehTU7zu1qZccpPKhYDrKCzgehBEICAgICGjuVCvgzEOdI9urMTerK5O8LXCIDQCgHKCJz3Nf/wQcOSbDdN6lR6Po/V55Xh9MlzJmSjo6aeGE72gBG+jTjCx+PMc8YXiyNy6lEfHnM+eGqQpNVnZ+ry+IiuOr5gqjTDt1U2X5zIVpTFtHXTGjLjwbTLE3yDPZon5/DpYQAkKA3cEMScI0k71zMNX1KPOSvcGseTQGLi8raXbZZpjU5y4xVT3qr9ZcWmB5zSpNqNohqpHUB6wegakPOAac4cPaaTuItjYBOGXtdKHr8eqqvDblLFh3kNQHFKEO5pVS0g5VlTNHeTSn/noW0drplmd/U54xVvN5Wq8OzQWLpi5WKOOITUm9o1p1kN89nFarCLecJ0pLpI22yEja+jIvdfCzA83UcxHS7tnBtJSGQPSLYuop5dJxnhmnXpXniE5hMKRxQjNJPfULp0ip8M7fBlGUqd+PJ0km6ZY0cFb0FF9Pz3q/h6cHEySUaSZ7Z2+sPyvNFeGLwH8+q36LE4rU4OQFoy7KpMb8VGYJSmKfpO3CU5qIk+6ZeqXNodZZ5GTqz/ZefpIQmPoVY6nn5hb8mdOU2pfOpu2psSvzd/DXtF647WCdGUxSTdtCo5hCe6pMGEs1cI9EXaN4084LX6qHRxyMZJutnpWbtKV0QODuMnj3M6PWxLF2QZR/y49pRV970NYKjTIaHcCzg6BvEX7pHNKFmsyuw+Oy4STLs1O64m/LD9TYlOdV4wrkIdJeX3HOSqa+QkpqN4eto9G2djIJVpIyx6G5u4ngP1bc/73kuYaSlOXDYzky2LbEfFJ3RcI2WnxmjGM8TYy85b2by/ejKTksMgKEcG17rGxkI83Uzyqls8V3Tf3+K941kzhvz9xkkSkJ4v/vrx5aGVsvWisTmQMD3S5bOXXt5YX0BFz2cfM5z7nIT6kwodgfllXFoyjCbE4xkRJcxphkxpXtMZE0SDVxxkrrIHtncC2FBhfO9nIC+OLZSzP/DMNJYu2XujGIDAeNk3kWgk7P+UIBPjLktX6EvcOZ0FiQ2adG2Wo9MMaROC8dC+eGwmWlWpein431ZmjWJDKdWZ9g6vN+Bop26ja7dfVbnErv9x4d4etgUK39w9Fcfy/TVN/3/vb2lvbJTiuvlcrNxaO+04nA1AcEBAQEBJwHNLx1UMKjNvbMTcEBbWvqZurPBmYxBbXYq3cFFZtcjR9l3DvGNjMYrpyjPMdBWB3s946mS9H2UXNv2kL9XkkQZ3GKxxZHamcV2ps9F3bck1mKL9++lkuzsRZhdzDVttYp5Tp0GucwvKFlTGVJaCH/Xtjog/NM2uxlA86Fjb4Kh/bfv/+wURuV6neSMkymSWm/aGMK0u9HOBzNtcNAQET+UJ/jlGlzAZfzQRsUJcpRHuPZhZl6ZtJPmXBaqCX1xgVdW6SJorc7FXklmC+FOgw4NgSmfuVY9kHFIRmrSl/83ECC0Rqut8NJgEsSUpJMW8Qo1YW5ny1DWl+lblgpCl3BYLjFksuvu0ldLSSjvChyaVLfIlhwDvHivPbIsTwc14ZglyBbf7OSuAjdjrxd7g1e6ljckOaLNM1s6pvQm4UENbUQkpQuxelase5ui/PcQzkHoxRpqX1VIT6b0XpwNJO20SIf41w6s8rK0evd0JknPK9+z00alUSMZCUAmfr9Jw8Gfn45uPmhOgNlHPNY0DdrEoFBQjGMacrweLdsV+5BZAu45kFFe/UYZM+Z8bk+LFj+uWlTH6cUFzb6uP3i5Vya9bUe9gczfVmSGur34EoizBFBrEczOoVREQCOy9vr+NJrV7UjPeH9vp6pp0wxzxwfPxzoR0IlnyOqGAflky1OmZTU59cPpWXv+XUS4V5EMJklSI1LxVmc6rYkOaa+eo0Xz3cESlIv+nE0zWueUJblUZ7yFeOfJKnjkqLqHJf/TZgOVEcUcDSm8DWjU6nfD0bzUno/6XsxTztk6yNfp52Gk8RsdI/A1AcEBAQErNQKJOB0IItTv3xHeeo+OqVMSurF4bmtze1JBuMoMSFdYRanGE1jpIwZDrm4t2TRzGMyEq79Ya0f4ae/9DzuPTnqXFLPDImpchrWBHPDNvk8Oc0zmfokobCZOm+s93AwnOu1TZlYc0zdVxpx6pXmjJWnl0kjI8Scv019Zpt+IE0EkpTi+z9+WptXaYgoTYSSpJ6xxkxiLyKYzlOkNLvAmMXZBVycUKRSwyZp6igPmaQ/ThjG8sIpU7/P1ieTTL2y4T8ax0JTonGNGZpEwPBFFqc+7rzsgHYITH3A6nGmuYfT1ra22gLc+rETrHR+LFBX55LaZZTjj+BtPKAINSVmlUz9ImuoLDlOEookzdRN3//JXvvyTygoZdZwcX6o7u/pLMV4liJODJt66mPOUHCUV1D5deUmhODm9S18/pWrNVt383mSsozpm7dw9GV6D0/Ts7+/ZUoQBlNPGYiFq1/v93A0jnOS+tmcgjEGEX9e+k4gRM6lsqTe/B4ZIeYYK4e/s4GyTPKtpL3TeSo0g2qyK4YyTimm88SQnBuS74aO8noRwWxO5QWHnHdxpgWQGpL6JppEem+TjHqSUh1uUWvT5NTvhZNKtUcMJ/FC7+fv/Oyr+Ok3n8dbb9zwsqn3hdKWGNdqcp39tXdSEJj6VWOpB+cWDJrTA49f/uZ3h0tzhVdRpVA7Eo53fPOovzz/Xf5mtoKbCVxX2dY6VtATHnZt+qP6t8acIFMvt6g8NWqSRXXMlb/Wq1IL1Htqyqetel5IxwGUXEE3ob9VWxv2UWEMSXHOe+VvUkfuQaOyuYeqbidY1CxkkTnqyMtz1VtUYJsWXzHOZtnCcZ0HQ9XG1MSaRaqoplSG1hKJ7u8Ma+pqCc+yxDbR8MVRkz6lPBfKy5maW8qreU+PZylm8xRPdseZxJZnatUpNeJomXsU5yBgmT02M+aaUr1HpnJbUm0mNf1UbIPHnp6mDCljSFOaMYkN5oDJ1DfSjPCog5fSWdpka3NVnYVblGYqzEXiIG23mWaATfT7ESbzRDsTZJQJXw/KIRvJnJwJx3Flu279lXAQHWJOzDVm6xuzrYC24QfnGIwEHUni509DSeqH4zne+WhP51Gh5pjRf8T5HiqWGWVh54zLJCVFT4zLOKejvMIYmvt3klCklIJz4NnBVKwhfQEj1uX+YIqn+xPhF0N595+mhqO8rPyyeUEZBEC/F6EfEUSE6PXrgyqnfEC2F5iXvuXS6/ue6HTt4bNWWq+nU4T+cRMQEBAQEHD8CIL6s4+mQ6yYtPZS5QZ1yb/DSZpjwmYt1K5POlLKgAaOtppgOk8wnad4tDvKJPVC3x8AMBzHuLzmzm9l6sWDynoJSOd7CGUcacowT1j1hYED6jIqTij6vfMgw8oucQBpU59QK7PX7wmptHImmDCGeSLU2COjqwkRauOmjwZASLB1GhBEUd7JYp0km0OMr7prUSrcqdQqqWNOFFP/8cMjzJPMB4e6yKGUNZZKP3d1Ew+fjXR4vjihgqE29sGkhaM8hYPRXF8+PNodgyBbb6qOB89G2D2c4sJ6X/+mHF+eNPR7EX7xm6+dmLPDeWDa6xCY+pVjyZMuL9bxzZD/XBls1pG1MYqZT9BidEpCCqKuComXPb/72XJa7y61pC/BnV9aVOuRv1Iiuqq5wFHvmqVemlQGc+RZbrsWsWcVvV6Y3165WsBLYnZc+4GlXisprnm6CN22utvMv6oqXHtb/udMJVT8FDdg6mvJLWgDmNJtAo6DIxlSSlZZ0hLorD+6nmMefSufpZSBeKmDV6xJRz+Mpgl2BzMMRnGeqWeinMFojsvXek6lAsV0lKWtKsyaHYT4mvD47zOUMqRUMFdiqjRjpLRUtfGlVFfr2G9ONN97zczcki0bw/E0Qa9nkZ9ycdmhmGnGOOYxlbbbPKeRkaYM3LCpn84SfO/uIzzHDYd6RFzqMM5BU1ovbZdaIykVFzbKGWeSMi2Vrno/K+2DTx4eirYq3wtGGDhLpZUkvXBjGy/c2MYH9w4wmSWYxykePRtpLZGUMu3pPalj6vVFAIXSWDsczkHXRL5Hu2O8IjUfmQ6hJ+Z6Qhl2j2ZaK3IwnnfkOLTJ+rQ/I6ZWH4S03u/yxOdc6FNOPfLaDH5ri3RU93HjPFxdBgQEBATU4KTctgecHChmoxivfEmVAQD2j2ZC5ZWtsO4VQjmtq2UKWmIeUzzeHWM6T3NSQKXub4tZbsK8CCiaYwBw8llC/X4x2otQ3tGV5LQpdEiwUxoisbH5c0HeME9EDHdXSZRxrX4vvK0rdXgjB5HRKLjB1M9TxGleHV8x2YxxzBKm491XQam5U5rZqgtJPVNVO9HvRdja7ONP33ms26LaDIg539qbOslMF54eTHK0/eTRQNPug5ERSnJqOPT7i/ee6N+ZcXkbJ0LFf38wAwdHyjgm8zS8nwO8ECT1AQEBAecdUiIQEGBCCUZXqX6/O5hqh11AOwdpJxkckgFhGaPQJShl+LN3H+Py9rruUyGpF9+E7fK2nTZuqFBbvJ1XQajfd7uHUCYuI+YxbVy26YwwTqlVWn1WobpKRY6w9d3VSxsAMrV3SkX4O828a+/3BKm2MRflzJQXeKNc5YyPMY55knpJlg+GM1zi3JDOCwm4T961foSf//rLmMUp/uK9Jxb1e462XuEIIWBMaCiNJpkTPko5Pn18JD57+mgYT2K9Dn/+p1/GK4cX8QvPvYaUrAHvyTVneLZXzvQOj2bCDVRBPT8goApBUh+wepzpzem0tc2gt8G4dH14W1XZltpOaHltylms7tM2cwOWD3XUTNMqyVtHM0eu+73DqWQuxM9xsvwLhZWCc1CaeQdvHi6wur8ZE6rM8zjrQ8YzVfqDI5eknkvy5F8HU+9kk0gdZc3nCZPe7+cpbXxsMGOlpynzlqyeCcjOmkiniba+u355E9/91m383Z9+BQCQMpaFrkM2zgSyLw1JvfAQnzGihBAtqU+ZYNKpx4DtD2bCvCJlht26UbYHT7653sfFC+sWR3lF0xF/EJKFA+QwIkIwhvtPhpJOsS99Jpl8F46McG8mDVEknNZx8FzfqrB5f/3hs5yZZDfq98eD83OddvwITP2qscx1yZ1f/PLk+Dvf/M0axH08wC4BWXv8ytebKc9+gflRlSfbk3kJLhVUVUkjmtqhhqDc+HOHfV4hTaVPgQZtsbnSdWavmTdtUFlfzTPATo/ZJ03mQtO6O8uTrQvmmsML1Wcft9r9pdR3NfOyK1TNv4XyL5DXtuZagdWXVfhN8fHCoZWjco9y3AnKCT/bGWrpVWx4nvYqtgm853ndRmEps+oVB4ByruNdT6aJO4OtvOKeXYCphqxV6aVtOjhwOJxLbQFWKpeA64sAyji4vsgxGHwl/bQwTdXe7wtfavdf8V6llBck9X5jkVKec3DWzPu9T5p8FBzr+7P4ue7dmitOqqC3eO8p3wfzmGIWV5suqOEUFx+ZN3oi7SkI4VpSr5n6OBG28AbtKrwZlaYzuf2itIa47j/GRIi3zIcGayyVJiSTnJsh53L21A2KJIQI9XtaLvPx3kS0U7bvr378NJeXF+b5cBJndeuIAlx+Ff2gL5y40A6IU4qDo3nOpQrjwu47H6WveIaynUkWOEwU16xXVsvBp81ZykJTnSO8/Fpxv5jarKnTgsDUrxhLD+jGXU66HMkNehrTtsjCKO1FJ2mROfqEF37zPGS4JFylA0HXqDpf2TZe/clvg60ofIH8DQ7QC8Knna3mJdf/NK5vMSxWvpbQeZbTvj0e/b6iOeBXr2X9Oi4nF6Hbnrfr9eCzzrmRQnwWIa18D3V1zFOREVJzTxza7u+MAGT21CZzwFk5rJaCktD5ovM5xn36VqTjMn44YMR4rphP7rlRhpKQxkl2FmBMME8cHKOZUMmmqbowyZfDDakkLxyS84fqAlNPPL3fG/tM3RhQxpEypi8omowZpQyMZky9T9x0TWJH67j4ua7c+jVpf1ZidgyV7ckswcZ6z5lbOcRTmh0qpF1WtvJmzzR907kI+8Y5l0wE15L6sdQ8UUzv0JBUF+nmXIZ3TLNLmzSRWhVNhkCH08sc5lG2gE09lE29aAtjgkbGoX0QKEZfheLLwbigEZJ6Lpn5PEXqIozJCywOjiSlWgvA3Bf9HP9Vp/EL+1b8zi3Pquej+JN/R1aPBfemr7JOW3/wfP0uhp7Y3vOnEMGmPiAgICDgbFvFBLSCmhOUZhLcZdZFCMGBdOTGmHASpS4TZnEqPEk7ME8o+n0383JSwOWln2JCJrMEWO+ufGp46lZR3KghDZzNpc0xF1LBYtVmOLScozz5t8r7vcI8TrGxvvjxkkum3qVCXoWUcn3BkVA/x22nHTevbeFn3uzh6mATl9cu4Lt3btfmURL2w5Hw6q4d5Rk29Urynqnfp+JSyhgUxdRP50lWDoC/ePcxvnVFXKyMJjEubuVnHGX5uPaxj+f8YhuQzVt1ebOIunoUiUuCeZJdECiarl3awLPDqV5PdeYzs1nmKK9k4k8IGJfRBSS5cWIy9dALjxU1QwICLAiS+oCAgICAgIASspjlfs6rFsXVixv4xW/exsULazpGuTpMD4bzytDuilk96VC9qCR9o2niTtwClHEQArz9+RuZ6q7BlMxkfHHOuXYqZtKmL3JYdpEzmiTeTDWlDEfjGM8Opos2BUzSEaesMUOTGloej3fHjST1pxX9foTnr13AxnoPfU/HgIoZ3z0U40VVSDv5XEnqTUZ7Nk9BacH7vaxvMsuHlLv/VGjePHw21GHrPn0sPMhzmc7035A55fO3xRbq99leBSgmv52sfq0XIU4oYiPmvSr/1VuXcGGjr9dvFVPPuTBdcM08YeEgHBSqnSFOmTbNMS0y+Ar234DTj8DUBxwDzu7mdNpuUvP0NqB9mWLdFXZh1+PVVXmtylmw6pNlAhNw7OAFBs9xqOxqzhPwnHcuFYZN1XswmleaAMxOi5d8LVFU6vfNmPq6/maMSVXfbEtgxqWMYuQ5B+ZJxpCoclU603nXw6dDXZrLobhS42ZcSDjvPRk0otveFhHubBY3d5SnbOrH0xj7R7OM2TtVEvu2CuT+naXGbXcgNGS4GncVpz6S0mQtAWeYxlTGl8/mQy9SkvpMZR3ILq3G0yyc24OnY0km1074AGFCI+zrmw228Fav1O+zeWzO1Saq3f1+BCpDyQHC+Z+inRAgIpma/8zB1FPOtG+QjM5yOi59h6j5nSRZuMuco7xT/H72U/s/ve07SQhM/aqxxIWZs9/yrcZMuIpNwxQFOBN0XafUYeLcn3FR6Yp/C5+5efItpkPNQUbZFi5zThTpqXKsomyg6ujRfVJWaWzUFmdfWcooOdrpADVt5W3WRm6+VPS1bzmN0LCPXLbPTdtamcRBU11WW9kr2Z8cdXTYJ63qNtZcvc26q3xVVlV9PPcpH96sSd/47iH5PdCUDjLGc1K7g6O54bitDCWB9ob/S7LBsrK8L+wptIrteJLUzzvX+8eSjVLh5My0cReSeqEuPU8owEW/zmWfxfI3gmychbq1oPH+jvD4bfIkFk1inS9OqJbKWonVc7H6/ciZsIVXdDLq8X6SSCVzOJ6mul8AYGffT4OgnvkvzAvjnJH/zfhcd/YpPBd92mJPaZFFRUWghpScIGMSEsO+fDpPtURfpe1JPX6lfp/K/hPzQNinq7KTlOq9yFS9V1oZjZwaIi+pZ4akPucorwlTL7UO9uVFR0qFJ3xVlwrzJ9pb3HfE75NpCs6lXwo9ruZVmzIbUKEXRbo4Lajfq1J51lbd7kLNtiugRTzP2+3p6/LYsPi7211/5syzjt7z4IU/MPUrx3IPpuaZzTNH+XOTw05rrOCA3hqWPsl9rmA+a8tz/L4UhqXmAJH7ytzPrNkXpNfZJY0n8BKIKCRpzER5jPcysBBDaeZf8vr3ynZc+0OTelswsw3LW672RPUlgslP0CaO8mqrLe89nHPpGVoyCTJOdJJmnruHk1ge3O3r0SUxqyCkYfq60lzvDXu9iglRzK/9UqJiTTqqoEz2pXGC5VxJGrkhqeeYx4KZeLo/0Wlz3u9l39/fGVou6AoMKLI45ZV20bl9pnoMGBc29aqPWIO9WGmXKCZT0fOTR4OqbAUa26Dq/ODTJ/KSxRN25qU5/cqXhZgfXF8oqHmU6FBxYs6m0qZepVOS+tk81Y7dTD8YcZIJARSDzJGp3wPKaZ7SKvFvQ05Sr5n7aqdvVehLZxT7R5l/jx9+uq/LJ4ToS4tZbBsrjvF0DsayCCKCzjI9jKtLNZFPhbTTJcm9WPs6KNRTrNdGSzM0ODdWpik4KqxYU34O+Nwojqt+j/A8PecBgakPCAgICFi6I7SA0wfTadoy43xnUiip8gshcTMl9XFSrZbbPN77MUE2oah+P22ohu+CCOVFNJO1sz+RjvJEfYphFGryos8e7Y6z/Fp7QvyfpnmpO3Ho32tJPS+HImwLzjh29ib6wqaJWnYiL6ImBW/sn9bEFT8J+OTh4cp5EOXV/Wgcy0s2uRaNkHeAYDIns0R4vxcpAAjncoCpfi8cJqp9I04zE5A4zaSr1Ag9KMLbGfb7nqJVAhkpwfCiv8glZL8vWKOnByp8HcM7H+8BALY21xBFmaZN0S8FAAzHMeJUmDGYdJSaQ5Cp30PID0SkBmPtyOyMi0sSX18JAecTgakPCAgIOOcQgvrA1QdkMGeD6TRtFSCEgPK8g74kZZU0nBpHebINirkeTQQzP0+YDqG1CChjIAS4ceUCAOBP7z4CNySGcZox9UqF+OGzkSQuo0/1+yymMrxddb2m+v08bu7B3NoWDnx0/1BLQ5sw9SllGI5j/PfvP8rlVdLXk4wf3TtYeZ3KTGEkQ9BpUxglqTditU/nqbapL0IxuZRxzOY0i0CQUEP9PlMvN/11pJRjPEtaxKkn4IxjT8Z2V3S21bfeXO/hjZevZNJ5SdeVi+u4eGENvSjSF01zi1aFiDEvNF1ybSlciBEIfwWqbylnGE5i3T9ApgE0niaIU6YvHAICbAizIyCgU5w2xugk0rtKmrpVl+6O9pM4LgHnDZn3e7ejvK7WUE6FkohDeSJjQwP1oa5M9fWT7AxNtUBdQoymWdzro7GPtJ7jgbRxt4Ex6cxLSk7HswScsxJDBZ71kwhnpiT0maRTSAdlv3sKT5Wkvuxtvvk84UxcKkyVTX0DZi9NxUXUJw+Fuv2yog0sA0pqvip8+6dfxjffuoULG33RPzy7BFFmFar/GIdk6u0eg7QmCGOYzlPhB0H+rsYvMSXqxoVRShkePh1V+/CwgBARtvF/vPMIap4xXlT/9i4OvSjCF1+9im+9/SLW+hFSxpAkVEcK6PUIZnPhLNBmKvF4bwwufQWYoSFtfig4Z0jUpRXl+PTxEVJjn1PdsHs4xeZ6D5e3Oox/uSp49X0483SBwNSvGsuctzmvGp6HmqLJV+P8TRvEqvMso3+0nXaLwrU5Ds//Zjp4Mm0NS+cYn7YucVKUiubur9zRBhTTGO31sunyRN1c6lqSbDbDmcD22f1Tbr4s0jVtpipvdhDKO3k08voW4ZOOuzQAavYX6zpawUvfUcWxuhnprO1ivPVR3Dp/ufUrY9zNUHmU46SooJqqbSEh1e9TnmNGGXVL46eGpN6mEluu3IvEZv3vtYbEQyXh0/bijGspaYnGwlb0Vx88tTwQSBnTjBgATGeptKlnAId2ypULczdP9TtSe7+XzIhm6pWNrIpfXqhaqeWr+N6lSyBe+OLRrYwLFfrBUMRQb7K/KUnqzr5SoeZgjGHszdTXvY9QnufFNhU/171b5UXLPKbSlrrt2m+W58JGHxe31nHl4jrG0wQcIvIE4cLTO5Ax+ZxLR3lUzCeQ/FzQtvdMSLeFloe4oFMmGSIuu5hPqeGQMaUcT/Ynrb3fP3o21m3nLM/Ut/WuHhGCNOWIE6YvynoRwSxO8c7Hu1rzRYNzPHw6BJM05ELRaT95BtPOOGLKpAkBw+FwDpqW349/4yu3cGV7Hetrvay44hq0NDH7rc1FZ/M+K9PEvfreRnuRFls5JHsM9+I7PwhM/cqx7InGyy+auvQGxM39Ck6wFmdJJwbcsTGUHIm5GNuq8nIPPNK0R+UBqJLhrKelumxPbs/1+8rUwP3obByKyckErGDtd5J72et/kfmxbNgub+y/2ddAx1x96aCyKHwOPVz/78XUV9Zhe1p+XuxLQoREMDbCWyWJVL93FK8coonPPmrsHc8xzz1UMBtcM/WKVkqZRYpsf8eMJONlQzGU12SWGgw815J6xpQUMbtgIDDuJTikMz2R3zJquW+qTipthOs9mNczrGrOmQ7LfLEvHb8pB3CMcTzem3g6oetqHfty9dk4p4WY8EAdQ8pBiuvHj9AS1noRJrMUxLj8UeOqmFPGpVo9E+9q8+Jha7OvNTQo4zg4muc83psXdLo8lu0zk3mC4SQ2tAT8xoGoEJiG1J9K55uLot8jGE+FSrxm6nsRZjHFD3+yn9NImUi/GE/3J0IDAVyaH3AQwkvkRDJOfZpkJgsp5doJHwB9+WFH5UHO8lsXF0R1TLoau3xenzyLbsnFdWArkDh5jbNxCRCY+oCAgICAYFMfUIJi5SjjWo12FVCSt+k8NWzqqx3lmV6oJyfavl60IZb0TmfKkZtFuu1AFWOqvHMrDEbCzphSwUgpaSk3nOepvuMwnCNK1WER4908nNtZjLW+kCAOxrFk6hefL6o/hHkAkDSYgwdHc6yvRfjOz76GV29dBGUcH9w7WKrDxy6QpP7zoGusr/XkhVE2xwiA737rNq5d3gQAqb0hbeoLjNDPf/1lvHn7GgDBVB8MTaY+0wwx85oXhpNpijRlmlH2DqNGCKj0nK/5w47kRL1ehNE0QZwa6vcRwTyhQqPCGKvdAxEucZZQaU9fjFNfcn8Pxrme16rPT/ocDTi5CEx9QEBAQEBg6gPyMJRmUroaRsM88gqmPrPDjdPqsHpmSDtTan/SoJqgpOPKFwClXDvMqs7Pco60iihK6p8dTvXvlGcODzmHdmIWGxcinPMs1jfj+PD+obR7rh7/DakW/HR/gnmH3u+BzJlgk1Bv+0czrMuLBnVJ9MG9/bxn8ROIJGU5Se0qsbHek5oCrOQALnOEiCxOfYUwnFGOw+FM7xvzgqM8c29Rc2s8S3TUgiaIiLgUE3b+2aVUF37iexHBaJIgSZmOKNGPCOKEiktHg9anh8LUQ0Xq4Fyq31coaHAOI+yf+GvO0c5CiQacCwSmPuAYcJY3qdPWtkVVs0472rfZnrOrPmxRzoJVh7ODG+f5woNKdWD34XKBvinY1OvPhIByETorc65VVks2oaTNk1lyosPblZh6rXrrd3GSxZy3g0r7XAWlfk6NsIQqjBg3GC7BYQizB1U+ZRyf7QxzWhqOiHY61Nbu4RQ//Mk+ynxp83nCObDej/Ctt18AIEwwfHE0nmNNegonRDBK93eGnWgQLBPdSOrb5VcXM2nKLeMnQNVlWwWzqmzlD0dzPefmcaZpY3rOF/NQfJ7MRAi8pnHqo4ggpVwzx6rcPNr1SRQRcdmQMj33e70IcSIuPvTlREpxcCQ1SlKqzVeqmHKVRjHxsaGGr9txJqT2Pm04C+08fgSmftVY5uGwTdku+3H/Ahass4PyvOqUt8FNHQA67Glzto6mU7QmL5KqOjpDob0lXwa88JnXjw+HehsV+gINh6+cWFTt6vOOwWvaWuqbUgJ3Hm6xxW/ShlbtbXYQyvIUPvnW7es7oVVTbOtoBS99R5uOxvOF8i+U17Tfr5uzdeWb+T3n9GMZw5xW0FdfSjFBcV/K5yLS+/1sbtjUpwxcchrjadk7uGLqh+M4F1fdTYNvPzZ4b3iUrZ4kKcVM2quDMVCGMsNpGSvt9M5RD2U8F2N8NElAwCVTL0NnMSrV7w2mXu7lplo+5xxHo7lgTHi1XaxSLX68N8YPPnpWljYX91OP/ZdyBkKItmWexan3uBUdm42nCcaz1MPW30KvPQHKl+K83E7zc12ZnCPWl1eL7XdtHMM9d+0C/t7PvIKb1zbxC994tUicJNGtfq/Q70c4OJphNEn03ImT1LhUYuCc6XmpJfXTpJVWUESIuHykWb+ZWgSLSOyjiGAyE2YBiq5eRBCnVPibkLSPZMg5QDjVUz4rmNw7Mlp4znmdYOq5zJdn6v/2nRfR70f49tdflunbz4tmfcBzf8Tnk8p0C7q85rtuw0lty+IITP2qsfSF0XDRWw7P3lKphdpychcVd2xkJaZH/m3sSM1eUbsyWqPi8mHBOerVHxVSv5W9O3wqanlRZu2DZTds0fL1+265699rfzmuA4SNQeXCLrn8wC//InUD7oNzqyo81jk3LykB/MGf3xOU+B60fXghkwZjveS933NMjUOzcLQlnLk+khcNJpQa+9Ek9pPUdz3Hai8BJWQ/xgnLMQWMsrLKuvGuebQrYskzJm1uHXUwnqnf/80vXsIvfOM1rPUjyWRIpp5ycCbVnDnX0QKI3H8VU8EZw3CSiPTcz5v4//rRU83U2GG8P2vGgMv7iV4kjqrzxF8Dw/Qt0IsiTOcp4tjT1n+ho00Lpt7Ye5OEyvHNHlcyLNwswCN9BSJCsLHeQ0TEJQ1B5hRNMaKUCWeL5hws1rexFmFnb4yJVNMHgLm8rEiVbwyuGPzM+73wls8rtQCsdEdE0KU88gPCIWXJhL15v/QigtE0RkKZNo9ZX+shjimmcRaabxbnvfszLtaS0jqwabhwmSZNMy0jALqcS1vrMjylnbZie+ze4bnx2QOFOWp6pSe83qQhq8+/r1UdbectinVys81q/laX3YWpxklAYOoDAgICAk7wTfzx44Rr7C4VD56KmOhd2Ej7ohcRzGMqwrHJahN5UI4Tivs7o1IexZgeDuf6cHwSoXoxSRnGRvsoq7Yl/uO/fghAHFur7MIp41ZndlTaSqvPQkGAaVo0fVpyKOoyTSAAt/o9AHzr7Rdw48qmpmNRMMmYK1vmeQMHiJQZ6tKS6RtO4xPvhKyNTflKIPtyKMMuzhOKfFjUDOv9CE8PpjlHl0LSzbQNvZoeivkFhKRe+X5ogkj6TKCGGnvTMlzY2uxjfzDDPKbat8P6Wg8cwtREVWNeGCnzAmVa4Lze4iLCx1yalUy008wTOP4BpwL94yYgICAgIOD4EY4RbijnYZFLZHKGsbMvHK1NfWK/LwrDZnUap0I9nXOMp9KjOmWYzlM82StL6oVzKhHneXYKvN8nKcNklmothZRyRBUM55HUFuGM58JoFUGpXSpIeeZVO6WCqVLFmLbI1NQY4EJ9/7mLPS9535WLG7hycQOfPBx04yhPah0oNfpSTPAKiH4Q+S5urQEQphnKed5JhY7nfsK2GjXq6kItlnbjtlGOIoJnwxn6vUgz9ZRyKU3nIoa7nFCp4QDz6b5wNNc8Tn0WDg6Qjvwoq7yA8sVLz13EeJri8vY6nrt6AQC0r4b9wUxL6ucpzWzjUyal8NU29TeuXADlHOnlbWzOY/RZ89CNAQEmlrZt/NEf/RG++93v4hd/8Rfx+7//+7ln0+kU/+yf/TP80i/9Ev7hP/yH+Pf//t8vi4yAE4gu1UkDFkTOvKDBuCxVkrDC+bFMFdyTUE6jOldf5WmBkLocNxXHAxUjfOqyU+9orprn734vwmyeaknfaJLgyd4EnAnneYfDsjmEOtQ/O5x6eZE/LqjeSigVUnBJap2E8khKCTlnWsJug6l+rxARgpmhCq3smJUTrsTwQD5PaD72tpK2ahXZeijziRxazBPGRVlRREBIPmxhfV6uD7g3rlzAd791G5976cqJl4LOE6FFsRCVS2zi//U/fB+AcFrIYTen6pEIw3Ei5xxDSjNb8dk8BTfs6CezbF4+PcgiNTSCnPDzmIJAMPUp9TMXqcP2hTV8/UvP442Xr+Dy9joAYHNdXAyNZ4l+L8xjml2ayYsKcxxt6yYiwFpEsLW5hotba7i0Jco/kZoaC8Cv789Wm48LS5HUp2mK3/md38Hv/d7v4eLFi/jVX/1V/MIv/AKuXbum0/zzf/7P8Y1vfAPj8Rj/6B/9I3z729/G7du3l0HOOQJ3fPbNzu2ffav0raMqzzI2M22X2ChT9XfThIcbPxQlel572QlhYrmHvTM3mX9LvzZwKFWqq7LuRU85i6GxjTyveb4U2FUh3cmN9DUShfYkcftppmldx9KfRvW8ga+RziuHMfcbjnGuHO7Rj+Vnqt3TuIFH+Tpb6aLto9xD1VRRcaCH0tHWPKbYO5ohZRzpnOJoXmbqhYMtht3DKW5cueBPax3q3lm5tP77X5oyjKep7F/hAbtKUj8cC7Vn0zu9jTBKy+r3USRUm+m6ktQLm3dqSFFzTL28NLhxZQMvbW2LkHZqInpw9YSQSm0CvyO+eJdmdvHCJAN9v8GgFptqFfqsE3BeODItsDZleQAwm1MZwYAjIm3DsuU2jU7Q7xH81Befw/7RDINRLLQmLFUQcEQ9YbYRRUKqLSTYHIwy7EhpvBnGjslLuL0jk6n3p1/1kfCrwXXEh2z8u+2L9bUevvut23iyN8YPPtwFYKwbDiSMah8WZf8A1W178bltTGYJNtfL7Bnh9bbhbjTvzzwzvtx6a231PdZXzn+ANS33qus0YymS+rt37+ILX/gCbt26he3tbXz729/G9773Pf38woUL+MY3vgEA2N7exuuvv45nz54tg5QTh2VLqXnDvdzqoduXn1/o/bX4Lf7ywI1P5U1N/aZJrmWE7c/zTqua0uiBqgOm1fu0+uhBTEWbfZgfZ4pFD0YN4LcWW9JjybN0DZWO+s2XzmW257i0eez1ygMpK+4F3Y6xM2+X68FHM0dfUnLcuLKJn//6y4gIwWTqydQ33g+FozzzoEWZ8CB9OBSe16cyHBZnDNNZgqNx2fs9ZRzzhGFvMPOKRd79HPPoWwBgIuRcSjkm01h3R0LLIfv0uwYco6n0E8B5ZftsknoCIXGnUmI6j4Xav/DMzZFKdWECjiRh2raXEKJjvANFBtPdRkLc0kb1fuBwOBQ10xqMeRQRzBtcLCl7/DxdxFMK3M06Ln52tzfrk3tPjhpJqts7F6uCeWkkGSECvHBjG199/QZevLEt/DDoO548Dev9CJRxaSMPzbRTLqJpMOOSdGpokKiLq1R6sm/aNhUmcu9QMPXRkrk3Nb/SlOYk9eqSLEmYDBtZPe6mc7k7X3gO33r7RXz9S897UFDeSyvTeLxLyl2Wz0NqmQzuJqUuT8u57Ka5pj/OIJYiqX/69Clu3bqlv9+6dQs7OzvWtI8fP8YHH3yAr371q97lv/vuu6XN+rRgYzDA07t3rc+SJMFdxzMf9J58CiRT0PkG1vf28NijLJOejcND7LzzDtYePwKdRWD71WGcNg728eS9d4G1TW8a1x4/BpkNQfk90HhL/x7t38cWgB/96APwLftcaYto7x56gycAZ6DzHtjerDL9xv4+nrz7HrC2oftn7ckTpOTH4I8PxW/vvYuNg308/eQT9Hd30ZdjtzEYYOfuXe2uVPUpeuWlpst++hQPP/gA/NFeKc0icyI6eIje3mN8ZuRfe/oUGwA++eQnYEOi6Y12RDv42gjR0D1HkSbYODhAL4nx6NEjJGvvYJszTWP/0SOwIQUbVKtJkqOn6O/s4IFZTzLHljx0Ftu8/uwZAIKHC6yPIjYGAwBEjJcFm6MRDu59BjbkWHu2i0eFdNucl+jcGAzA2BOQeAIa/QR00s89c/arhTYXXa45cWE2w3Dnab5PK0CmR1jb3cXDu3dxgXMMRyM9h33o9EnXe3QPAAFNtvVvtnlZW3Yyw8b+gdeetghsbVp7/ATT6Qx333lHx3HeHI1xcO9erl2u/AvV/egxyHQAik9Bky2sPXoEOgbYQZ6p9dkn1nZ2QOZjMS+na9b6eg8/A6IIbBCDMI4kSbC/v4+IAD+5dx93r4xAKUOvl8kDinN1fX8Pj997D9jYgg3ru7t4/P6PwC9cwlYs9hHEsW7H/v4+xpMZ4iTFwdEEhADv/+gDAMCDh4+RPhtgPxmW2juZTPFn//MuHj87xFZvhrt3U8QpddpQ+45V/8EDsP0R2Mh95hhNU1zf3cO9u+9i7dLVyrInDx/oz+9/eA+cc3z44YcYT6Z4dv8B7m4flWjcGAywfyjazIdDHI6P8N6772Lj4BBPCvUc7B8iTVPs7++DMYb9/X28zhkGR2NMICShH3zwEdZGExxhiPv3J5jFVzEYDMAhLkd+8M6PAABpkiCez8FJgtFI+DE4ODgQIb3iGPv7+9Y2Ukqxu7uXGyM1T9Z2dpBGH2B9MAAAZz9Fe/cwGk9AKcX+/j4IOB49foZnl595vQdG4wmSlOdonE5jJElau1Y2Dg+xc/cdoFdhfz8bYX1vV+9Jazs7eBj9GOvmmarw2dVeMjnE2rNnINMBfvDwM0xjhiN6BMYvYDAYYCuZYB/2vp7P55gm/Vw7kyRGTNes46PmRBXU2MZyXarPKt9sJnxcTGdTAFHu2QuTCS5tXMPPfukSHu7NcTRO8OlnQmh37959DGfC98XBvuiPo+EEjDDcurqGV5/fwCdPZvj08QBHm3Mw3qulFQDGY3HhNZnGwBrwzg8/AQC9DngywI35DATcqzxfjEbikukHd9/BBz8ZYecwwUHvAPM4xmBwBDKZYhJPwSJxeba/v4/5fI6DgwMkvansX4IJnSJic3BeXlOcMRweHmLaSzGPY0z4RKcprkHbmlS/rcdDMDrGPqueEyLcpRjz6WyGw8NDTPpMlHOwj+vzMS4m7rWv6pvP52CMYjweYyOdYZLY61Z5Dg8PcWs2d5a7QSeYzcvP1+MjMDoGY9leMZ/NcXAo9sGUEPEOYwniOMbRcKjTKSRpgvF4vBD/tUpUCc6O1VFeHMf4l//yX+K3fuu3sLVlPwDY8Pbbb6NXtdmeYDz58A/wwp071md3797FHcczH4wvxKDTEbY+/xYOdu/ieY+yTHp2PvoveP5rX8PR7AE2X/kCNl95szLv03t/ghtvvY3epv/YHY4/QTrcwOZrt3Hxyxl9swcbePQ94MtffhNrV29VlNAcs8/WMN/pgVOKzVe/gM2Xv1SZ/um9P8aNt99Cb2NL98/B4EfYevNL2Hj+NTz58A/w/FtvY+/RX+LiG29gkjzDeG8Nd+7cwc6H/xnP37mj1e93Pv7/4vmvfQ1Rf61Ujyp7f/9dXHzzTaw/93IpzSJzYvZwE7ONGFeN/Pv77+LwQ+CNN17H1uuC3lt37mDyMcOEHyLa3EYczZ1zlCUxnt3/75iPdvD8Sy/h0p2v4d4fRJrGwfwB1m7extbttyppmz+7jzHbw3WjHjqf4v5/E+u62Oa9p38FgODGAuujiCcf/gEICG45ynx09yIu334NG6+8icHRj/FcId0n/5GU6Nz58D9j/eYLoJMjXHj9dWx/IXtetfaLUONig2tOPPjzTWzdupnr0yokR7s4OvoQN+7cwUf/kWB7axt37tzxptMn3ag/AgjBxa8Ya/3RFmbr89y8rCubzibYf/yXXnvaIrC16WD0Efaf7OKtt97G1qZYx49+sI3Lt2/n2uXKv0jdh5OfIB2sYfO1z+HiV+5gMPsMGy9+AZuvfjmXzmefOBh8IObl517H9hft4zzqHwGkj42X3sCP/4hgfW0N169fR78/wZVrz+PLX/kS/vy9J/j5O6/oPMW5+uz+n+LaW2+hv3XJSsfu47/Ela9+GWuXbuCzP17H8y+9hN0H6wDmWJP1DWYDPBscYp5w9HsRXnr5NoAd3HjuJj755EfY2LxQam///9jBtedfRX9tiGvXb+DOnTv4f/zXD/B/+QX7e8x3rI7oDvpXbmLrjXzaJKVYkxcGP7q3j+cOb+DCi7dx+43blWXfn+3jR9+XNG9eAccBvvjFL+KdP38XL7zwIu7c+XyJxicf/gHY/T7u3LmDj37wf2CLX8Rbb7+NvQd/ipuFev5f//PPsX50iOvXr2N/f1+M334PLO1hbX0DAPDyq7dx+OkGttYv4uWXr4PxMS5fvgJAqEZfvPYCgB2sr69jk2yiRwm2t7cBjHD9+jX0ogjrs3Vcv37d2sa1h3NcuXIVd+7cQZykWF/r63myf/hDbL/5Jg52/hoAnP00/ayPD3/0CGv9Pq5fv461BzNsXdzGjRvPee0D6/95D70+y9E4nB9hd5jWrpWdj/8rnr/zNUSWy3iFdHSIg/33NS37hz/ExTe/hP2dv8ILd+5gHqc4+PCKbt+TD//A2d5k8BRHo58gGXA8ecDwwo1tXLp0GRFJcOXKFWxN9px9vRFvgPcv5J6vTdbB+vbxUXOiCmps12fCxlt9VvmmdAS2u4+NjU0AMdbXs2cXsIXLW1eAzes4mA4wmk1w69ZLAPbw4ksvAbtj7IPg6rWrAA6Q8ggcQoP3xo1r2NxK8PRggu35Oi5cuIh5Da0AEPMxgBkYFxdvG9vXAOzr/evybIbNo00Q8Nq2NwElEwBTfPWrb+H7Dz7A9esM16JrAOnh4sVLILM+NjY3EKURAILr169jI97AtWvXkPYvyP4l2Nq4gI1kjjVWpo8cRLh69SourF3GxmwdW5tbOk1xDdrWpPrt0vgAFxKG61er50Rv0ANhYswvpJu4evUqNtevYn2+juvXrmP7aBvrU/faV/VtxBuIaA/b29vYnA+Rrm9b61Z5rl69is3DDXe5yTo2Wfn5pfEBLqTARsrRoz1Rd7KBa1evoj/tg0RiDkQ0wXqyjsuXLqE37eXXy6MY29vbC/FfqwSlFN///vetz5aifn/z5s2cZH5nZwc3b97MpeGc47d+67fw7W9/G7/0S7+0DDICAgICAjxxtpXSFgPn59AjMUfmjT4imM5TTGapdma1TLz+0hV891u38fbnb2CeUExk3Pl5QjGeJFaHcpRxPD2YIKVM23Mvk9bpPFMFf7IrpNh7g2otMCCvAXvvsZDKU8pz6vc2z/FxSpGmIi52lbM3mxM9Iu3RdcivmCJlwlGecj5nlqi8kBMiVemN+mzh8kr1EYJU5vl//tHH+ve7HzYzs2Q8U3Huy1jznz4+8vKsz1jZ+zkhpInbg9ZIDdvxJmCUYXcw06YLJ3XH6UXCjKHO1I5AmGEoPwaMcUznqY7PDkCb9agIBdsX1vD6S1dw8UIf6/1mLIpykKn7fskavWpuMs5xf2coo0pwzGRUiyRl5++9EXCsWApTf+fOHXz44YfY2dnBeDzGH//xH+Pnfu7ncmn+zb/5N7hw4QJ+8zd/cxkkBJxknCj7+fMN3tDe6qyha7varso7Fpvyczj+TXBsjvKOFeLQShnHdJbgsyfDkj33YnM1b39ZPIIr1fnHkmmOEypUxC1MHaUcD56OBFMvmYjdw+Ux9WPJjKSpcOIHAM886jN768EzER6McRFjW/XtgcW7P6McqWSkqphaxlAyT4wgLkTUZcA8TXXc8Jm8nODGZcCDp4IuzdSDN+Iw1UVAShl+fP9AtpHhg88O/AuRNOlY8z1xMbF/NLP2TxHUalO/Gs/i+4OZtu9uAnXBohjBtqQux84+Q09qItZFmVDx41U6Kpl68CyayN++8yJu3djCy89fbE3PjSub+MrnruPLt6+BAPj44UDWn6VZRp+o6UUZx+O9MVLp84NxDsbEnsRq/VSd/fdK8H6/OiyFqe/3+/jt3/5t/Nqv/Rp+5Vd+Bb/+67+Oa9eu4Td+4zews7ODJ0+e4Hd/93dx9+5d/PIv/zJ++Zd/GX/yJ3+yDFJOHpb5Qin6cfLK42DqvOls1h6unTB1UZpnndrZGfNvl/azoV6uxb4pOJLJFes5EKu4jS+0t1QXL9LKK/so60uuvf0u4lLI9b0kbWrqAdKr+uq25tdDgzJVhkWcQbbYJ5p7X847btJz3HuNeL6obU4D67LanKmt4p3vqESFJ2qbf5G6TWdVi18sGOvIVlbhJ5MlGk4S/ODDZ0hTn3ntRyc39kBi0iaxviaOKI9lXHoVT90m/WKM4yePBtrJFlAjOW/0LiinncyEHe88yZjxQ+l1u3IPlXvb1YsbmM1Fe4bjuZbyAcDu4SRfjpTOU8qk5DN/GQJkFx0pZSUHYb2IiBjhiXKUJ2JqM84188k5B5HlPZSXDcIRGhGSVWu/OCDjho+nMZ6pMGVUSC515pr9SsX4Vox5FBHM4hTTWYqnB/VScMbKnuMjw1HeZJZUS9N95kdO7C/7iHPsDiZirhbPDZVlcq39QaVztciyJnyxkIy6cLzJ/YYsTnucsNKznAdyIpqcpsKbf0qZbCPXjhlB0LaJBj09vPbCJbx66xI21iM8O5hgY623bEG91lphjGP/aAZKszHkXHi/rzzzGv1LvC7Ointv9WPnb94wxrJ5FpmvS16inEZ5uSec10YGyNqwisPE8WBpNvXf+c538J3vfCf32+/+7u/qzx988MGyqj7ZWPbJtLH7e1taX/20RQ6wPnQcE+ouOkzGDT6k2w6gxT5ecftL7wZHm13Zaw4njQlolLcjcO6hntfmUOVgQE/SHK9Cp0y9LZ/H/nJcfVXB6JqMpPMCpWumnnd7mZG/w6tYg+qZXB6EEAzGMd77yT6+8rk6m9TaG5sCTdkaK67GzQ1xRPnL94U5X5xQAHb1c8o4Prh3AACayR6MKyS6C3bsWDL16hKBc2A6o55lc3zl9etY60f4479+iL3BDMy4jHh6MMWXP2eUIxnclHJwFYquUMeT/Qlefv4iZjHNOTIEBEMMZN7B5zGVDAfDfE4BRDnmQ2kcEHAt3VZMmNoyqw7rinkejGI9BpQxzaz69ZGQ7qv60pRhHlPMYqGC/9XXb1TntUjqez1xuZFSho8fDLC50cOt6xafQAuu4+mcYq0Xuc8SjvqKl1ZZlrr3rQ935w+i1yMv/QZAOwyNkxRArzQXFHMVRQRJSpHSTE19FlMhTeTZmu9Sin714ib+wZu3Rf0PCw87fq/0+6JdR+MYSSLmt7qYYzK8XXZWsjCkyMf9sPeD+wxS6ndHHdXlN4GkpaIYc+50ExLPh6xiP+Qe5v66T3yn5HxWg6VI6gMCAgICThfOp3q5H4TU5bz1T17iNhzH+PTxkVe4uAWqyqHfi/DzX38Jf+trLwCAlvTaVKgZ51oiraTEo0nSPa0SSv0+STNJvQoF54vNdcEc7RxMDaYXVgkyYyr0nF1T4SdS5ThOqGbiFRRvG0umPk4oUspBGTBPlU29KPPy9jpeeu4i3nrjhsxLIO6gm81/xjiGE8HsqO82urV2g7UMcUEAiBjk84RiOk/xzke79fXzcmg/JWEeTxNM5+ly5jKEBLtONd0GtQfTElN/sqA0aDLNCzs213tIqQhtBwh19Lk0MVAXGKc1khUAXNgQfgAePB3JS7fMhp4D+iJO/xAQsGQEpj4gICAgIJw5qsBXY4t70kCMv4PxHONpsjRGyIWtzTVtwztLqtXv33j5Cq5f3gSlDPd3hku9iJlM8zG1ARH/vc6Jm2Kehb26kvTNhf2tpPeZxcEfY9KmHrBqKny2MwQgGPZeganvRQQ/9cXncHlbeDOfJ0yo8rOMyVIKNJ978TI+/8oVvHLzoqaz6YVfRIi8WMlikCvzgSI+vH/oLIcZylRr/R72hzOpAVBvU2/zLaCY+uE4Fkx90ZSkI8QJrWV4bdDmKFIz4qTuOEoTpG4v2FgXmjbKDIYyjnkiLr52ZSz508vSZ/Pps50hOIdcU+KZciQ4S9IFjCgCApohMPUBK8c5PBufXBiDcS7HZaFGd6x+vXA5C9Z9HsffE0LqctxUHB/e/vxzePG5bQDlg7zN27o/TNVQ1J7wB9JBmoupJ4RgrR/h3pMh/uh/PVjqRcxQSh+F1Fv0wTxllZ7pAfvS3hvMxBxT9t7zvMRfMQWUMTBKtTfxHD2TGJQyxGmZqScAXrixrdWm53EqVYUziSmXXH3JYzyQc/blJVmVjvJEPdJJGi33TUo5Pn4wcBZjqtD/ra+9iG989QVsbvQz6WcFRN78b33JjB5NBFOf0ObO7HwQJxRpQ6Z+NEn03NDe71tO3zrb4i7w3W/dxis3L+KNly870yhNlCdS8+SvP3iKo7G4DDuQGhpdC+qdKuZL7JOdPdE+U/0eXFwszZPqebBsp4YnAh59T85BN6wCgak/U/C03+q0yqb1sGqb2iXQbdps+pdfY6OmN27VHqVyxRvb0S1zrEpFV9Lj4UhQ96U65BXuoJu0pZjWKLpkd1vs11Wjwtbanp7VJFgCmkp2ikPXMTnWSjQaMoJNfYV0DCU5O57KjXXJscA64LKsmrpMyBP31Usb+MIrV3F5e70k3aQ2BquORLM9RvK6A65m6h3q94QAn3vpMh7vjvF//umnUlV9Uc0Cbm2PUrVPDK/1SULr61PMsfHTrnT8lqnxK3VlhsPhTDvXS+WlQabimxE2nibYG8y8JMRH4zkSyjAYzTJJPbffqYgwcKImX/4rIgQpZcLjPlWS+oypH0/EOM7mCR7vjhyliD3fZPoiAvQiu6ZCEaaTPYU1GU1hMPKR1Ne9C93OXOOUNla/f/RsVFK/J6ec01nrR3jhxhbGkxiv3LyIvcEMl7bWQQCtkr8KWT1Z8vtjX15QCG0b00SIIU2ppWobLW3Ppn5Y/KKnYwFIAfWXG2XHl+U6eOF7czpOOwJTv3Ise1I1ZX4czKpX1uUu8uOD58bg7VDM48dlMAxNnNnxujZXZ/d+Zq2vmHlVc8OznQ3JcTN/J3nOQ3vrbZBjabQcX1851jsvOmdzTYxu98Tl3iM4Cjcuh4qHKEKgw8UpUCYPrnXlZsXn08pLPB/vz8NpIiTHDkl9RAiuXtzA3/7ai/jci0KC6GZyF+vcySwBYwyJks5zpp1lVZWdd40lsD+cA8ikfFN5YcAYw7sf7+n2Cjt4jtE0KdUxmaXY2Z9k9DhqB4DDYQxGGQbDOYYTITllVq5eOcqT40bKZdmw1o9wNIkxT6jhOEzGK+dcqmMLNfp5xSWEGadeISL1at+qvmJz+j3xy+Fojr3BVGsplLDg2SZOmJTU++wZ4teUskz9vqEf3e7ZYm785YXf8smI6xnE2P3UF5/HKzcv4rkrF/CzX72Ft964gRef28ZaP8KNK5uoDkXfNSO6nA1VXTYqm3oCaT6hj+NFp3F5ejKGu5yG8Coptk/7mra5vsxqBtzelqo5anPM2ATl/Nn38mWGY662qvnkITD1AQEBAQHn0/zCExwAP8/69xKEkJJaMWMcOxYb8K5x6/oW5rEZ8isPxjmIPNFc2l7H9SubAPwYwDaIZSi71HCUF6e0Xoqsb0zEMXJzvYfxJHMkBhjxyrlQxVfXLELazTCaJHi0O9ZFUio8w+/sj3POulx4cpDl3dkb556VPMZHkZv5dWBjrYfhOMY8ptrWOKVct29XzpfRJKn0QcAYsxy2ibekPiq0RbXt3uMj/OTRkVc5bdBGUh+nTO/BNvOKs4Rb17fw3JVN3Li6WTIVOY1QF2PTeaovscQljXiepkxriQQELBOBqQ8ICAg45+Co0jAI4Px8O8pTsElJU8rx6KlLhdoTHl379S89j2997UU8f/WCM5qgycQpXmFZTH2SMiSpiPOumMMkZXZzBJNO+VdR+nd/5hV88+0XsLHW08zcTF5eZB61szpV+YOjzGt8QhmSlOLx3iTncM+GW9e3cGDkPZIXCq48Fzb6wpt7A8Z+fa2H0TTRccwTaeuvGPhng4lsX7UPAm6R1IOg1hmhKLtsU6/w0YNDodWQLMumnjW2qU8pNRzlLYOqgGVhJE0JxtNEr6PH8tLty5+7hn4/ws1rF46NvoDzg6XFqQ8ICDgNaHt6OCunjq7b0VV5LcpZ8CR4VkZ0GXCFETvL4ECJqyeElJjWJE2xc1AOweZfSfO5VxyL1BIeSzH4cbI8aayW1EsGLmWs1omb6ykB0cx75pE+C2MHICeFH01TPC/zJilDQjmeHkxAGddaCrZav/6l57GeXMArex9j/eJNkNkR/sdH7ku97Qt9WZ9/eMCN9R6SlGkJZpIyJAmF6pqDoxjYEFRVMfUMZcac1ORR4AxOndoHT0fCQ72Hw702SJLmknpKObikl0nV7bY4F87XnHCrVy+jVy5vr2NkSuovilpeuLGFm+kWhpc2gUGVg8mzP1anXxfj9CBI6leNZa7fpnbRhWQ5N1ueb5TGzeE1uZZyRS2dXLXxF8AL3+Vv3PiMqn7zqXOp1/I2Zz7m98IXzusHVZvZ2ZxutehjW14LnZ0H+NHtqEpg+1zhfMucGH6mXPVVN0FTfxoyPeG80q7Pld0vjU2s2qxsUcwKDj/OKrif9/tFSKyoO3vIWq+DzGGom5Ou62LlAM1EnNCc5NdZuPV5lo6g3hO2SlPUmki1YzEjrRTVOyX1vtOcc2ufpymT0vpM2pym0lFe1SvOSo5gXjNJfRa6jzKuPdNPZsqbPBOMhOyHRHpbH08TXLm4jpefv5grnRT+mgSq8GSD4UzYoBYo21yLQCDs/ElhvFxYl4bST+VlTxxTxEkmqZ/MEj0VmYux5gCYRYUemaT+00cVnvMt6vcA8K23X8DtFy4hMcwmnPVXgBdfIOqMwYG5CmlXfIVUlEkpA5PjnFJhdkCwgIOzBfZLc76U5447vazY8dzSGfmDVCcgjs/LOnz/ra+9iH/wzdv48u1rgqmXe8Hmel+3O08Td/ZvHfNbvKwp+Tyx5mkDXqrP12djub7ag1auzqZpmlxg6TacYVWYwNSvHEu2lWrjjT5fQIMyFlgYbZjfVSFHitE/mpFj+YReL//ij7yQZgmo9HRfldZnjlZRvMi8WCx7M3i0s5UXe9fFyLLtJNt3nOj2pp3fsj1ea/24bEot9XLl9Ch/sWfvq0XotuWt8VbfFK69rZiIc+shUzCeeYLmMcV4ZoRgq42gUaxXrjHPUyMBUJQqK2d4kUVS71YbX2yOUcalhNxk6rm8YGDOWOpc1euQQD/ZGyNOlE09y0nn949mhqQ+1hoCio55TGtCzplMufgsfcdhqNTwuZkm60flz8BWVhFrMnSeik+uIgRQ6XFPXFoIp3lV9uNlFXrpuE/2wZ+9+8SZlzvU769c3MCrty6h1yOtYsnXgxkXBgw7+xP9u3POyX5QFxyzeX7O+ngGr/7eFOalm/uyN3NuWWA2qyIcFatwwHbB1BzVTHCXWOtHiBNa2psUHVWO8qr6uNnvVXW0Q/FCovGNvMq7kkt595m8+Ro6nQhMfUBAQEDAibpXO2kQQsPz1UHC23nR87hNUt/M3tpemfjjc+iOIoKU8hwdSnKbY+qlpH6+JLtpyoRKuSnxTSjTtDx4OrRndLVV2op/eP8g7zGeZhdKB0dzzdCOp4lWb48TYQowj2krxmWtHyGWDK5S/TdxaXsNKWM6znsdlKRexSKPEwrGsguhOE6hFBrUb3c/fFaylRdTsCyPVHlU+TYIZ/7u3jDnctd+F2LDJONP7z7yyiMCA8j+San2qxBwOrCx3gPjmZZNQMBxIDD1AQEBAQEBVeB+drxnHSSy2dTTxk7BFoFi1iezBB8/PMR4GmuJKzFONGuSAT0ax0uhgzFgfzQXDKuKxW5I1T/baeY8MIoIhpMEj3fHugzGOFLGNJO/fzTVttojydT/7v/2DmJ5mTBL6iT1dmys97KLCctYfuOrL+DFG9u4fnnDq7y+ZOqH40SXyTnTZksJFSYNnGce8T99fITRNLukAIRSR5mnz5h6lzYEUO0oTxSTSerL5iOLYTJLdNnq4qUOytQCEBcS+x3TFLBcXNpaByAu2wICjguBqQ9YPcLZ+ATBOMCdy3Hpmhnpqrzm5Szqvf6cCaIb47w5ygMcceotUs3WDseUt+8GWVQIrKNxgvtPhtg9zBhdU1K/1s8z9U4/GC1BGcPT/QnmUkrOIZgyZd//dN/uPFC1tShF7kUEh6M5nh1O9VpkXNjum+r3yhHfPE4xiym+d/cRjsYxUsoxHMeaobbXasc3vnoL1y9t4Lmrm/j8K1f8OqACESH44qtXcfO68PgdpzTHwCfUDN8mPkzmqXZq+ER6DheMeTlOveqPqgsbq+f8QjlKM2B30G1Ixp88GiCW2iujiR+TRznL7eFVFxZ18LV/PptwNH7JfbK+1sPPfPkmrl7awM/91EsNcp6DwfJoYnCm1w0CU79qLHX9csdn3yzc+Nk3fxt744o8y+AsuFFtUweA2tSpYE9rOhUznfA1cshXZ0fVAUpFc/dXzt2mwkYacwx5YTybMJZl0pS9lqUMHwd+TVFjHsZz7bJldpSpM1T0tQ9tbdDYGaRlzTedvpVpXDbhNZlLpoI+tnwdwDWsRZv6hvkXqbs0Tq33yOJe1YQIgYiUY4Rzzsvq97V29eWfys607BkV4z6czHE4miOhXGsKkIL6fS8imjl6djAtFuUJ+55Opbf5J3tjUMbBqLABTqmY80rqXCpNlVU4xfZ7EYbjGLuHU0P9XtihKyb2wdMRqHSiNo+F47npPMWTvQlSyjCeJVjr+R+PlZ3pWr+HXo8gIsTKCLdhEt94+Qo+/8pVAMLBHze0XdIklWsqcw44naVIqJhH958Oofq9TE7WH0cOhlkx676S+tLcQP0ZaDyNc3PIPDPsD2aiTG5EDajZwhjjetxvXd9Cv0fwuRcuVdLgxor2S1fV1h/zD4hhZ75sho5wtpKIAM9fvYD1XoTNdRVYzFbnYmPTth2Lt79tvb51V6fJ/De48uX9FlT5MDjLFwiBqV8xlh8LmsPhXtee2uZlvMtDvWfmzj2bLwCTlnz/8PxvJc7fVeDiG1rXKPd3F0yDKsBj/jmkZqs8ivi0s8lFUCFTq/oWQheS+iaXMkv0yrz8fbJBvXI881PWfsBYhG573fqfjuCzziUzBV46/UQR0RJIE6b0vlkXqL3U/7Cl1O/3BzN8cO8ASUoNSX0+bb8vGGUA+Phh3lP6onOMcY5n+xM8eiaYetUHjAk1c5ttuqrXduBc6xGMpgk+uHcIQDCmXJarmL1nB1NNd5JSMMYRJxRP9sbapn6t33PSnK+Xl34r05VPX39ozqNvmEpwLj35Qzjl49KhoGLQp/MUqYxrf/+pMF3gBUm9ct5IZR+MHKrt6vKgSlI/nad6zHYKWhU+55Gjsf1CQYwXsHsoxmoyS3RbXHMuiVPMYyr7RIQdfOX5i3j+2lYtHX7Oy5qBGHODWOZJBp5L0wy88Nf2fLF2Vc/nZcJGe7nusjf7ZvT55Let+SZlli5jai7Y3fVV1V01x5pDl2NZb06HfWdEVTEw9QEBAQEBODbJzikA5xkjcZ5QZInW+lHZZpQLr++rgvLVdn9nhE8fH+mwckAWxk5hrR/haBIjTSkePhOMYldq+JRxPDucYmd/gsksMZyuSTX8qlBtFlzeXsffufMStjb7snzBzFOaSaa/87Ov4ua1LTx/7QJiGUovpRyfPBhgOheO1cox6o8Pmf8DIZkXjv8Y5spLOM+r36vLGT1W5XslEELAGMd0ljjV79UY17kX+OiBuOgxJfWpp9PH4diuHq+0BA6lhshkVu/w7tNHRzlJfUBAQEAb9OuTBAQEBAScdYTzpBucd2+TfdJhk52v93ulcFscXDNjq4Gg6ZNHAzw9mCBJmbazL8YlX5Mq7cNJor1ST2YpLkqnVouAMY7dwQx7gynW+z3NzKkQdEVP7gpKCmxjODfWe3j5+YvY2Z+AUq4963MZr11JngkhIu67nJPvfLyLV29ewldev75wu7qEoncyS9Hnos8m8lKIy54wJfVxSpGkFIPhHMA6wO2x5jnn+MFHu0hS4SCwV/DK7yOp/8rnruPD+wcAgKcHmaR+/8jPln0wnOOm/GxqDKi1oKIuTOb1TP2hvCAIe3BAQMAiCEx9wDEgvLlOCmzmBZ45uyblWNC1mndX5R2L+vnZGNKl4VweuAs8kYrFTCkDB2SIM946JJjZp01VL+/vDGU4PaYlwkX1+7V+hOEkwdF4jkQyWUeTuBOmnjKOnf2J8FBPU+zKmOwHwzmuGg7zSqhppuJDU8Z1iDzGuW6jKiJJhOT71vUtfP1Lz1eX2UrttjuMZwmuSPV7ETovyjnKm8wSfHT/EEkqfAQozQuG8uWHiFMPjCUjTZmbqS/OBxNr/Qgp5WCMYW+QeZrfHUzgczVyaDiye/B0iOcB7OyNtX8H9XdmMPXUcTGoyupu3z+Pm5WAex5znERr6lXY+h8/zkMbTwaC+v0ZQu6F0Obl0MrhWcN6ah1eLWPxC9s9gPnb7hfaX87FjT9uG6TK+rRJ2TI3vELZlXVxD1pEGm1/bfHJ4E+apY9VmSU6fGjrGuZ6KhzGfObxqult6ExODaH6ls3V7qSugiRLea0cbHZBUTtwcB227Dhqz+8VLemockRp1mWgeAReX4vAIZx/HSiJJkcpzJ0HMbm/6luTA65SmU5Sqm2xi5LZtX6E0STBYBxrCWpjr+L5haLBGMdLz23j2z/9Mtb6ET64dwCA40/++iEYY86LDmbRgTDtPFUbKGVIU4pEqt9nTD0HZwwJFZL6qIpzNdtg/LX2s3NqGA9a3gGPpSSassxUgjNhY844x2yeYv9ohjihGE6kKQNnAC97vycQ/gzGUq3dZuagpP9Vcer78iJgFtNcvPun+2Je1YVpHI7nel7cezIEOMcPfvxUh+NTFwtmvPmZQ2p/NIpBYDt3MZAGPpJMLMS+mvOlMHcq06PaQZlOY3u/d4W2coolEEBQbispJjX39lp6C/4LfLqRVz10VgOg5YVDiSa/Mpy27maaSlv+83JBUo3A1K8cS5503Dyce2UofFMMsE/ORdpSqPckicEMz8P53/MfMm/hi12gtC6jaR2V9Tu/uApo9ahhoiXDr52NKbVeSvjWd4xo3tBlULGCspvXq5iPXDLrYbu7PVH/1uXe4KOZI5lYG1OgnLAdjebYHWQqy3kGto5e295nr8+V/+/9jVfwjbduAQCSlFtD2gHCUd54luBoFGtm62gU63IWAWWC5gsbfXzjrRe0CcBokgjpumQ2P7h3kHuXcN239hYrHj1JuQxnJ0Kdmbw7pYKpT1Ou6/VDw7ExIDzgt+OYVBx4xoEkSeVnwcQwxjGTY5OkHAdHs4zx50CUO6Vm3vCPpKRezT3T3EEx+lU29X0ZJWD/aK79EYynCcazBODcGrvejPIwmorPcZLisQzBN41TwzGeOEPEiaKP6jlYxKBGUl/N8JTXTneezn24etttkH/9riHyi4ZRh6pzzvJAeGHMqpySWv8W09Tld33P/9buoqe85qvLUWm4f9SMhcfF3g95Rr+6kpOnw9EOgakPCAgICDjpVw7HjnMYpr7sKE9KN4fTWEvKOdqr32s07NuNtR4ubAjrwSSluv6So7xehOk8xe5gqiWvo1ni7QytkmSWSZEvXljDresXcOv6FibzJOcN/+5Hz6TKucpYXa4qU4WzS6Wk3mTe1e9C9fxkH0e/+vp1vP/ZPgDJ5GqGXTArjHHtpyFJKfYGsyySQMHsAMic7ylGWo3rwTDTwPCxqVcq++//ZE9rmowmsb5Q2DuclPKY9vaKeX/wdKzt52fzFLM41RcGKc00NhLKnbydCn94kmQbAQEBpw+BqQ8ICAgICKjAuXWUZwkRBwAf3R/kPIY3V79fHIQQRATC+71kqopC6wsbfQzHMf7v/+XHSCSN40my+CUERDQEk2fsRRHW13qYzlNM56mhfk01ffkG2MtVTOs8pqCMay/45oUFpQyzmIJzoB+d7GPcq7cu4RtffgEXNvrYG8yweygvg6S2MeNcq6gnCRUXMFR4/QcX/Woikt939gTTraTyTw/GOg318H6vGO+7H+1qLZzxLNXS9KeW2PW7BqOvLiLu7wz1RcBkTsFYptHy9GCqTQEYZU5J/GSayj4JXH1AQEB7nOy3QUBAQEDASrCYOc0ZB8c5DTdVUGeXjNBfffBUewznHEhZ5vl9pdRFRDD11C6ZffG5bbz2wiWMp4lWnZ7MU3e4uQZgrGzv3YsizGKK2TzTHpjHKWZxXv0ecKt7rq+JY9n+aC6d8AnTj55R13NXLmAqJcWXthd3+rcKbF9Yw2SWYvdQqLVzQ/1eqb/HVKi9pzSzvS+aVCifeM/k5YAyvXi8lzHcVIU4rODq19d6eOXmRXzvBw/1pd1kliCR4Rmf7JsMvOjr/cFMa3moi4h9w1xgOk+EVoVcJ+Nposebce7U9hnLsVzr9/Dma9ecNAcEBARUITD1q8ZJOxgei5ftE9YHTVF08Haqm2Ox+zrdDfLHIk7H3IVmRVvra1ZOs6oXa0sr3wHLwnHNQUe9HBxegvpF6HbVvTST+vqCbTHCAeDe4yPhHEymUZL6J7tjNMKCjYsIQZJS4QHfwsARQvDmbcEkKcZrPFWO2PhC2hesIKkXdQi7aaWCDwhJfWyq+9c0eV1KefcGUx3bnbO8Gvqbt6/j7/+NV/HijW3cuv7/b+9Nw+Q4y3vvf1X1NjM9+2hGu2TJ0kiyZcsGjA2GYILtEyfGxB8O4VwhJ1cSOCc5gQ/JRUheTsxFcuJDFnJCLgInb3jfN8SHQMISTGxs8L6DZUu2JEuydmn2mZ7pvWuv5/1QS1d1V3VXbzOamfvHZdTTXc9aTy3389z3/+kOUdsw/dzZa47jgL6eGBTVvSrNIMq648quuoTy7EmRyvAC+zznbPE967zOuY16x/0+uD4Rgcd1u4ZxcPcIAHNCyj35s5gpr9QvWm736bwMxdpm0B5PuWLZZV+RdTBmON4Tiqo5hrxui//5IMka+ntj6E/GsHNzX3Cl1xCdEzW7+t5fwsSgE9QP7YCM+mWnky/C5ezDvyv5iBZVCeIEJWWNN8dRTg+oRye6x36QsrDubaziP1QYgMwRk2KVx6GiT2qKpnV2VYvVEtmqMuBdivb1RPCsNvlnbdROX5lPVZ0q+9NdzQ4Y4DXFBOscE2C4M+fHygMaqH9Txk6d9viV4XrJ5Oz0zd47Ao6pFjoOU8/KsbFcngT+16qtuO3+zr8JrdTRJ619TTDD82dz2ZuJmeua9z/EvIY5sMC30aW8jMn5vJPIdne+PJurGlfVhQCV9x0GS1ipnphRhYAfz3HQdDN+nQt4m+E4DqODXY7hlS3I1mos82xlFlxf/3uauVLvKgcMA8k4VNUMB3Ab9bJSNuqZebBP35rH28b7lZk8ONj73ntj57mKNGGp6t8qZe7qv91luX9v2ChjwG0HN2HraBKcaxxquoHXT88DMCdeiqIKXWfWREhlTL1Zn7tv3YF3X7/JTKMbUFQNi1lXOEiImHqnHVb+qmYq6quaOeGz5BLKs/POWTH3mqZbY54hV5SdSSJZ0UxRQyvP8vZ2ujk5Y7e5QtNB1jTwHFfRpyzUeeZ8fuZanLC26+G+JgPPN/MbNz55MlbxO6tbz1bVItwiaWHuL+0j+B4LlPui3LfmsX7189wqKs+zz/Vand7V72GV6D11LedTFsusdc7cbXf3e7009d4L/PMo36NYRfu8x3Ossm5B9V7dkFFPEARBrBsHjWZgYOvU/b6aD75zG3q7osiXLJVvlFfB7dX7xmmubzkrpl5W9Joq8KbxX15ZtT9fmWu2vpZRX2F2jAwkcNetOxCPCY4au6xokFXXVmZ13O9tDp+aBQBLEI/5eiKsRuxmMNcE4onziwDM0IiCqEIzyjoJQefV/lpWdcynJciWyvzRM/Nl9fsQ9bH7VdV0a6XezCdfVMqr9tbkT6GkQlFNzxB74iBfUst70mumzkFXIoK7b92B3u4oAEAzzPuHfQuZXvB6tBh6ba8CgiCIMJBRTxAEQayReeoOwbCC+9SvHP7b2vHYubnPEQADyrH06bzUXFx9k13L86b7vahotY16nnMMvXyp7GJ9pelJCH/3ezeelXrVFVPvfApOvHU0iVnLnbwkmnHaa2X0cY4RbTjeN/aYmUkVUZJUGDqDqno9FyqJR80whVRGxHy66EwCHD09H0ooz8bWMMjkZRSlslHv/myL+xVEFYpmblNnh24USuYkEWMMqmqJGlaUoag6dL08MXhxJuf5naF6goggCKJRyKgnCIJY77TmrbnmYagWyltvavhu7NVNWylcs8TFiqK2rB4NPM9BVnVIsuaoovshCBxES+zMNMLMOk4tFJou2zCC3btNnQF7pV6HbAnB/fD5885qbS0T7rpdw7jjHVsRjfAoSmZ8Plszeypy4DkOS9YWdNduG8A7949hIBnH3FLJ2TlA0Wuv1AsCj2iEx8xiEecns45uwWJOcraYC+N+H7MnB7Ii3jizAMXSaBAVrcqoL4kqVFWHohmOjkTO0gBgzPSocN9H7QmJ+bToWamv9BAxDKydjbIJglgxyKhfbq625/KK1Odq64QG8YsRXrVUxiAh5OnpUJuX07h04sPanqn/mGioqMbr1ep2SA2vBXbyPK3UJRVULiuvvNqcn84hX5Srjmt/2W3sDHdedbJlqGG08mWXZTDmbEtWlNRwgoIh61CPWERAOidDkmuv1CdiEaQtsbOC5WJtGMwx1pqB1Vip57jyVmuKqjuTH3NLpfJ1WseI4zgOAg+Ishmn3YpNHyZedDljSpPdUSiWenxJNCdb+pIxXJzOYiknQXe53wet1NvMpkp45vXJsnBdQXHyrJMUABCztmlczEp4+/ISNM3AUl6yXO0NyIqGkjUpU5RUyLZmgnUecwXZCpEwvXnM68bM2x6T0wsFGEZ5S7u0K17fFNOrXt1vjav/naRTcxjB43gl+yRMDPpaZrm1DNYvZNQvM53dh9QtNhGuHG99XCISoQ27JtrjJ6TEqj60DwZXn4TI3znUJdzByiI3zJ2XIz5VTusxjoLOhftrcz+dBhsVohl+gmSVIlnuOlQJafnm6srH8G9f02PH3a+VPxltnztxx3QGHBEsHlhLPC+gHxu69ptqa6NGuV+b6p1/9+FhjqvuuzCTB9V5+4zlDuDXJmaJH3r2YmcMiqyiJOtVx7az7Kr7S1ghSr/87f93LmH/8uzhXuulm3e5UNsZzqaKePty2jReatWRuX9lMAxrVTX086R8TCzKI52XISl6zfom4hEUJRWapqNQUqHpurPXeyh8qmW633O+BwkckC8pAMyt0exy0nkZQLUgFscMf3ExzowZZy6RtXI/NTMOyvd/fwErv3u552EVfGzdcsv1Hx3osvahZ9gw2AUAuHZrPzYMdFmu7QxLWREc4CjJA3AJdVl/Azg7mcHcUhGKWtZMkCwjPJRQnnXM8fOL0HQGVTegaaZ7vaLpKEkaFOv8lax97BXddr9npgaA9bdm2M9EzsrbNOxnFotmHtY5zBTMCSbDMPDSsRnwToqgZ2KdNlSOJzBH4Kw53Ofb79y7yqmoo5/4XbVAmzdPX8O2IdHWIOz8g/q3/VSKsXHWu67zfcA7d3D9vNdO7WswKH0D91f3+WOV96rw92eP2B7qi/TVOz+1xrP/mPPWp/zv2vawI6OeIAiCWIbXnVWMS+HdxlZdX6vUegez7SzFFSs+u1RCUVQd93s9ZN+Istb04ItHBWQLMiRVh1ZjKbs7HgFjwPELizAYg6ozaJrhrKBLiubE2Yel1uqqGetv4MpMDkVRNV3KdQP5ktLQ3FQsyiNqbXG3bay3ofpdzYwOdWN4IIGh/gQ2DvcAMPdoP3jtCHZt7oPBgKdfn0R3V6TmSv3+a4YgSuaKur1SnynIzmRbWPG5bWO9eOuCKdbnFstTVb2siA9zrMqqadgbhnkPUDXDEc6z7wdDfXEnb91gKJRUFETFGeb5omLlp2PG2gaShPIIgmgVMuoJgiCI1R1FsgwYFUajahhVW1OtBrJ5CbKi1T8QwYaG7VasaIZjqMwumsYJMxhKkoZXT86FKqMoqk1PKMWiAvIlBbKiO4aXH709pgr5t378NgDTWNN0A4qVZmIu7xj4YWE1YuptQ/SFN6cBmFuhlWTNcimvXskKIhoRcMc7tmKgL45NIz0N1W+1smf7ILZsSEJWdPQkIjWP3Tjcg5vGR7F1NAnV2mc+nZNQsvQTwqzUA8CBa4bwjn2j2LmpD6mM6Bjn82nRMfJTGRHzSyXIihlTr2qG4+avG4Zzf+hLxp2JChtHF8G6yZZkDZpuoCSZEz4EQRDtgIx6giAIArRWHwxDdUy9phlO3PRq4tJsDlJIoz4Ij1Ce1QXzS6Zau84Yjpyaxb+/cD5UXubWeM31YzwmoCRpKIpqTaNc4Hm8c/+o423xrZ+8baqbW2muzOQ8XgdhqKV+b096/PinlwCU47xV3eVSTEuzgezdPgBB4NCdiIY6XuA5KIqOmcUiGEw3eaDxLk7EBWQLijMufnpiBkVJgaLpmF4ogAE4di6FpawESdaQs1bcVc1wPFP8HAtKompFuJknX5I1aJqOkqSiJNkTEI3VlSAIohIy6okVYPW9CK9V/DUV1g/t1rhoV35N5dNq0evv9IeH+Rv1jbpsXw2oqg5Fbe1kc85Kve7EXJ66lAZgyoNcmM6HM5KZufd3s9jbms1ZEwq1GO7vws5NfRjsjePCVBaLWclZ3V/Ky45ielhqCeWB4/DeGzfjul3DSHZFkSspyIvmfub2MFpeG64xrYLOU7usWFTAzs19zvmtR0TgISkacpZwpWgb9Q32clcsAlnVkS0o4Djg+aNTppGvGU4c/LnJLC5MZWAwhsWcKbQoybojpufnHZDJyx6JHlUzvUSKkgrR0eUgq749rLYH2Wqrb6egfmgHZNSvAB3bCsmjbBz2AmG+H0NfYA0bH3XETzriA+wSPAudfaW4RoXx6xLQK4sJAWXxuBAlVIrWLQs1hFXsPqorcsVc2i0VfdqQGFzFsZ6q+AnntPu6qdfWgM8107IaPzdynpsZE6yJ/mfePxstL0wRtfopbN4NiH+2RkAZHPMK5cHcW7t6pb6VOgakdfchQ/PXgXWvkjXDWrGuf14CY8ZtoTyX4Z7Om4rehsFQklRnizE/yrsGMBRFxSmrrphSRdsH++J45/4xHNo7gg/cvLVmWsA0uK7bNQzdYFA1Hem8DEU1xfOUING8gLFnGOV+cB1s1ZMh2RVFT1cU3YkI8kUF5yYyUHWjoRFi94enX1wfwypnV+bjJzrFMRbY/5zrmMo8Q5Vfp15+DCTjvpMmfnlFBB6ydR4Bc4cDoJmVetPdv6c7ivdcvxmyquO7T5+FKGvIWFvwZQsyJuYK4Liyir2smqvuHACeq+6jpZwMjiu738uqDlkxUCxpjtcMx3n73z63zZn6rd0v3ePFdwwGHF8uO6hOrs8BY7pV/Mdog8/GdtWlnvCd55oLvv6qktv5Vxzvl76R67RmYQ3ea7zZtKPvg56P5eukvqiffezanUAgo37Z6exgYgEvIDUSVP8d9gJsoSnVRVxNF1mdujgGvf1PveP9vmqnMdBAwYE/uR+wYeoSfExz6uauspfr4RvqAdpEfeyJj2bKa4WWsmeWcnMjSZorMJQXwkoF+PuWaxrDlZOxms6qDddW6h2QtuGtBmsVAQZVNdW9g+tqPkM4INAqElwr9QxmTPKhvRsAmP0kSZrH4K/MP5OXsJAWwWDGGzfainI9eAz3J9DXE0c8Fm5VtzsRwZ5tAxhIxqDpBs5NZpAXFcjNCOWFsBojAo9sUcGpS0tWrHYYo6c+ra/rhjEaq43M1qlvJAYRVAdB4KCohrPjwIS1D3zYmHqbrngE+3YOoicRQVcigp2b+nBlNo/J+QKOvD0PwJwwsD1D+npi2LmpD4qqW94BzPeayVqTWAwM5yczpgaErqMgqZZSP6vjVVDrWb5cE57w2aWnlbLrjYPqXSJWD37vdxXfefqyXjuXrx/qXTFcR85LKxNY5fQ25Qmx6l0gAstYI6JCZNQTBEEQMFZhfPhywYAqdXVNN6Brq6vPGGNQLJE4oJ7XWLB7ub1CLbtWt+3vDIOhJGvOhId7T24bUdIxMZ8zP7egft8MHMdh15Z+R8wunbP3JDfrWxTrTzLY/VdvD3XANPwm5vI4fHIOmu7ampO8rdtGROCh6QayBdOon7FEGxslGuGxY2Of8/f4jkH83M1bAABvnk0BMOPhl3IS+ntiiMci6E/GoBvMmVCoZOemPiccgBnAyYtL0A0GRdGRLyrht1UkCIKoQ21pUYIgCGJdsJa3Z2sHbvV7xhjyRbmmi/nViG4w5EoyVN1ADKaBcf3uEd9jGWq43wvmL0VRdRYn7QkAgzFIig5NN9cMjp5ZwAffuc2TviSrUKBhEObEAOtqvW2Nwllro9migqKoOsbVxFwO+3YOAwie9LCvlTALwVvHejEy2IULk1mILoFCsunbR0Qwx9pC2oxxv/X6jW3LOxGL4O5bdwAw3ebzRQW6wTAWTQDF8gKf7Z5fyfiOQYzvGETirGC68Vux+SVZxeR8wdFy4DhcXQ6LBEGsOmilnlh22ulOSrSIy+WokfOyZs5gu12u2pVfU/m0Vra+RtzPOgJjnn3XGYB0Qa4Sz1sJ3Ftw1YUxZAuKc/wJa2/uIAK3bLO+n04VYbsOc66Velkp7+19cTpbtVovymYsMTOYZdSsjKstg6lMn8qIjtfBpZm883sqY9ZbrRDR0zRb6by+aS7wHHoSZny9rjOwq2DMrDStxflWY4devHpyFgLPIRGLIBFr/5pVPCpgZKALY0PdSMTNMnt7Ykh2RaFoOraPJQPTxiI8VN3A1Lw5vvJFFVMLBWfcNSrqV4t29+/agPpk5ajf9zRm2wOt1K8InRq8jYtaeHG9GLZdlMzKtk6Mckd6hgFlAbuwegHeuPma8ac1BV9WOn7YRzOhhXow+zi7LxvIvj614vprrRt2ihr1qRsCt4xxjt6CGzvW3USDWSuTbaw3Y3Z0dsXXTZSxws/8SgO+JGpVxl5H8Iyl6mvu4lQW+UKILeoYg2GYwnSaFTaQLchVx7ipZ7NOLxSwEfBcmgZjkDXdmQSZWyphKS9hsC/hHFMSVei8DsMwoOsMBlu5FYajZ+YxnSo67veTltGVyUvIlRRsAMPhU7O487pymvJKvbeDanUXz3GeyRdv2sau29ZfgFnFv2b8qd+1yrXlXtb4pA3HgtJUf9fXE8Nd796OoqQ5eg+tE8IQgSmI+N4bN2PbfC+ivUlwqYC4f94029++kgYAFCQVi1kJiqojClMorzJvjjF/VcNVR/W55Kzv4fm3cyzf20Pl+6D3qgoWjQyXd9OTn01pWHiKbhK/u0pz+LXd+Y45/1erKmseWqlfbjo+G1X90lf7cB/jqRnl/IapNJKuItdft7K953uj4vuwDySf3xs1EpuhZp7eHz1GVqtjdLXMuIYWBGy0PQFpOi6U13r+DW3R1nR5Kz3R1WC5llFjuH8zTCVrtVKHoO1CefXH3/npLFK5cGJzjDGIsinSZa/a+5bpKAoHv45tHunBT9+a9Uy3JWICrszmkC8qpvAigNnFoif2HmAoSRpEWTPTcmU39zAvrO18QTx47YijlG67Qacypgv37FIJsuUuX6iIl1atSRE+4A3K9+WTh7lSH/hiHvzCGvb4erjz8VO0byx9s8aFf36twnEckl1RdMVbX6vqhBHC8xxiAodoxFzhzxcVMwxFM6zyuMD+qCtm2ObbpUdorEbmXMXxzvctiu2W826tYSsltFetxF77HAb1o/N7QDOqy6hh9AII159+Cyrlz1yd8VY2siufXfXHUTsmD6vzCfu+vkreW+tARj1BEAQBAM5qJeGFMXi2tLM/2S7mK0W+KGMxK2Ihq+LFN6bqHs+YORlhr9QHiXvZ1FqpH+iNY+toEr3dUYwNdwMA3nVgDBzHIRblne3+FrOSs22XzQtvTJlGtPXyr6h6w9uPtYPNIz3Yv3MIAs+Zgn0w6wsAixnRibMviOX6F0rl8IUw7vc23fGoE5NNrD84mK76N1xralgURQ2SrDc2kUoQBFEDMuoJgiAIAIAcuA0Z4XW/Nz93UlywtjK9SbagoFBSsZBVcfx8qu7x9gKabUjY+3oHUsNm3TbWi/07hxCNCBCsJevuRBTD/Qns2ToIwzDFBAslFbJituXcZAYAkCvKkKyV+ohgxkALwspJx3UlIrg8k4esaM4We0s52fEwKMnmd0VRxb89e87pv0a2TBvsiwMou18T65uCqFg7UayNFUKCIFYeMuqJFYAeYlcNrFHXrDXGmhLKax2ZVuoDcRv15ZX6zvTXpeks0jl/NW03uZKCgqhiMa9hPl2qe7wdZqMbzFKprx2LH0a8y8/lMx4zXy3evpI2Y+ytcl4+Ng1FNWAwuFS/rTJW8PbT2xXFpZkccsWy3kA6LzmeK5K1JdnkfAEnLy5BdVbqw5cREXhct2sYPYkIerti7W1AHcK5IS/fCeCupnC7FeLKbB66wdCTiGD7xt42agEA6/JZbhE81q/OPlmpEIHlJURYFd0T2gIZ9StBx17Yme/HZpKHTt/whVgv/qv9fcPcZTZY30BBLye+3v6PlY+vKZznrZlTvw5RWf+aZbnaUSPDcqyUr4BSA/1bpSvgdKZ/3Zb74VdjwqPuOQvTl22HNVamTx1V1WhzvYPq1GAZrM0Cfk3g3tLOrkq7V9nsSYJ/ePgEFK18jynLeHivj1xRgShpyJU0zC3VM+pN13sODKpuwDCYj3p/RYxmk3ZGImrGNR+z9/a2VrwvTmchKxo4mNvegTHHMA5XVGfGQCIeQaYgYSFTMvUGAKRzMiRFN3UIrEmJXFGGqhlO2AVXZYjVrt/W0SQGexNV6Zo359oYk75abItlqmf9/vBei6awXbjn39hQN05eXAIAHLhmGNvGequE8lrBL6Z7+agX122JILLlE6+zy1sWmPcPH5nYpjUyWumv5saDd3w3V2677i0B74ZOOZXnuP44XIuQ+v1ao2Hjp9KwaiRpKxdIC+V2miohvKoDQh5XmV/Ng0Ic0yi1DPha/R+iLrUOCdPeoJefZR0HDHUfk6zeJFRAmiYf2q3QDltcUVSE3zK8yQJDJbt6Xkjt81m5pR3AfDQIWrsnXpnNY/fWARRKKlRVR7yO8niuqEBUNKg6w+xibaNe1QxH7E9VDWguhXpF1RGLmgJezpBnzRn1HAAhYiZ88vAEAEBSNCykS5hPi1C7LZd2a/VbVXVwzqBr8d7TEOWMohEeJUnDifOLjnbCkr1SHwcUa1IiV1KguPrNHVPfiCCVv6BVrTq2q9G17kv1XoIrx2KzL/mt5LEillmb8il/PrR3g+coTq4+Jmx9/A34VusfNCaCxkgrBmONNrd8GiomE5Zx/NQf59WTxEENDu99ULucZnbN8Ffur/kC6Pwb/vHBPP80TuV5rv6+Xl1WLvirvdBKPUGsQ7LF+q69xPojL4ZTUV+PeNTvrc+S0l73ezveWlI1yNaqvSQHu8hnC2Zsuq4zj2ifXzx+UVQdzx1NNyDKmrNSf+ZKGlMLhao0reyd/f5DW/COfaOIRXhIio4f/+wyCiXVKfPo2/MwWCf9lMITiwiQFR1nJzKOa/3cYgmyqkPTDccjI5s3V+qVBvapJwiCIIjlgIx6gliHnLmcXukqEFchdYXT1imMVe9TD8CJST91abEt5UzOmXukK0pZFXsmVQw8PpOXIas67KrZaS7N5KuONY1687OmG5AU3VmVllW9es96NO9+D5jic/GYAJ7nICs60jlz5Vu3JhySXVEAwJYNPc0X0iYMZoYinJ/KllfqcxIkxewXw/IsyhUVqJoBTbX3qV+xKhMEQRCEBzLqCWIdMl3DUCDWLznabisQP6E8exX9xTem21KGvZ2arBqOF0Cpxkr9YlaEohpO3ezV+mPnFqqOzZcUl/q9mcZOp6iGs6Wbrpe9DxpRdw9C4DlTVV5UzXIto/ldB8bAcxy6E9GWy2iV4f4ENo/0IJUWoekGvvD1VyDKGiRZw0yqBNvxYTpVhKYbUKzJE76t4mYEQRAE0Txk1K9zAoXgOlvqCpTZPqr6bIWUylthMStan6rjvsKNic60udnovKbKqhOv3GSuduYB5TWYTzNlt0ChAff7Tt47Vua+5F+ubcv7CeXZhretPN9KvRljyFir5aqmQ1UNGIbhKMe7uTKTA2Buu6aoulM3VdOhaToy+epV95KkgVkrzpKiwzBcMfaa7mzftuhS3Q9n09dus24wPP/GFAqi6nFlr54wWEYxK3jFm7oTURy8dgR3vns7bhrf4IgOvnZqDtmCDAZA03Scn8x42hDkft+udtj5tJ4fa0s+7vSt5dWe+lx9VMT2VvRXvfZeLf3hHndh6nS11NvEHUPu//3VRVB961N5vF/65T43/uUt1zvl1XqOlw8y6pebTr6sMpgCZIwhfKSia/XJoz4eIn1D5ZTTgDGfbgg2hlrG3a7Q3WKU1aLsPFzCeKaivp1nLbESw79Id36sQ0aMn2K49ae9FzNztamm+nxlBnb9Kw1jd5/Vr2DAdz592oxgXYjy6/d7QJ8EpHPy850wCN+ApsZDw9ejt44cGPJFBa2dv+o6+fZDqH53/xUmTTvwm4wxwMFr1Jsq8m6jXrR/aHqbO8Mor5armgFF1SHJpvEN97hiwMsnZgCYMfW6wZyVZHvF3R1fbyMpGpjVhkxeAjOY4wovK7qjRj+/WICu66FFpapf4rzG+baxXmQLCibnC6Z3gEtwsFxG5b8BZXnStEp1PhzHYbA3gQPXDOP63cOYXSohLyrmtVFSsZSToOkMSznTo8K7Uu8e6yHuoZXf1XwZ9l6nZh+HvyeWz4f3fu8VzgpW5S6X5T0+LBzz9k35PAbn4ff78qq6hxmL3uP9lM69n4Py9O9fzu77uuOpop9avle6x535mfNrn49YcPA8YOW59OZdiamO33g7ahvynR87vqKFDE5fORMmKCu2V98H3ckrxkTNbYiD3qkahbn+CTuGvWntcWDXt965rHdtV19v5fLsa4TzHYfevuUqd6iqOm51Q0Y9QaxD9EZ3IiTWBfkSud9XYT3r/WLqFVXH5HwBJWuSTJQ1nL6UbqoYw2DO6rxumMr6qqbDR/MOV2bNmPmSpGH31n7s395t1kczUJT8jXpF1Z3XlmxBsSYDmJVOdyYUFrOS83073O+3jiWxbTTpeAVU7xhwdRKPCjAMhpQ1YfPG2QVoOoOmG0hlxDqpCYIgCGJ5IaOeINYhBln1hA+LWdHcq55wsA1hz0q99a2k6PjOk287RrSqlVfbG0U3GBRNx0XLtV5Szf3Q/bw2Fix3f0XVERF4x01eVXUUJdWJ+XbjdtPPFRUYzLvCb7v550tllfx2CMHFIgIO7BrG3u2DAGprBFxNDPYlcMt1Y9g4bE6YPPzceQCArjOkMiKJ5BEEQRBXFWTUE8Q6xG/VkSCWCrKzfzhhYhu4fjH1iqojlZUco143WjDqdQZVN/Clb74OwIqrd+0t72YpJ8EwTMG2iMA5sd2yaqAkllfqJ2bNCQI7DtxuS76ogDHm5C2ruhNKUBRVR0eglS3tKumxBPEKq8QbROBNV/xELIINA124OF3uy9dPz2NsqHuFa0gQBEEQZcioX++shG23CoXlPKzy6gPuPbfdhgqr+mpNUxUv1rZMG/6pxYPbRr6goCSHFMtrYxUvTGU7lndD1AhpzJcUx83ePiyTlzG3VIJmeb5omtH0SrSq6ZBlHRNz5n7xsqpD1XXPSr29hZ4oayhKGjSdISLwEHi7jjKKkuoY9c8cmbTE9szYfDurmcUidN2AYTAURRWipDlK/kWpvJd8O4TybKIR06NAVQ1sGOhqOp+VYOtoEh94x1bccO0I9m4fgKzqiEeFla5WA9Tv2+WLVQeu5nPdGmu1XasJ/3OwvOO7suxahIs5X82Ea9vabf9yQkb9StApo9ZSNmYNlVFxHLNWczp1fXmExIKr0fYy7XaFKIi5/ucRggkwhFmlQFKVrkiQKEdAX7QLv7Ktv23BrHK13XWpZ5iWj6m2i0OOHT+xEkvksXlxtUapXVfmFgMMKNuoDHi2+tw7Jtw/hq9awzR63VaIV8WiPBRVs0TTwhimIR/UQefZxROvXq6f90oJ5VnXynSq6MRX23031J+Aouplo143IErhdxBwo2o6SrKGg9cOg+MAUdLMUAirrMn5AjIFGQwMsqpjwaqLIPDOav1MqoR0XoZmGfX5kgJJ0SErmuXKb4r+vWP/KHqsfeJPnE/hwnTWEsoDZFkDM5rfh52rMVl217t3YNOGbuzfMWh9w1xCSsHpyoS7h4ejsWdkNMJj00gPrtncj2u3DSAe8xr1HPwE6aoJEogLEqmrlV/jhoC3rz19Xkc8qrrejZXtL95WKw+/+1k7z38wrRghXGAf1a57Vf+6rqNal2Gw2ngr/eQed7XOOQsYF5UhXJUie8z5L7iv23GuvemXK2KmWrit4h2xgWup+r5Y+3xUE3Qug8qrvOYr8mH1rg//dtYWwat9n6v/W8XPdv8HiFj7jYO1MqlCRj1BrEMYud8TFcQippEiK+XtzZYDWdEwt1hatvIaxX2lZIqy57s92wawZUPS2XtdkjWIcnN9p2oGeruj2DySRG93DOmcBFXTwZg5ebSQKUHTDOi6GWtvb6MXEThwHIdYlMdMqoCX3pyCak0yFEoqiqIGSTVX/GVLpG6wNwHBUm5/7ugU5pdKKIgqDGZAsVbwgfa6368ldm/px5YNyZWuBkEQBEE4kFFPEOsQA6x6lZlYERbSJWght0Hr5DlLWCuPira8Rv1STkZBbG51e3kom/XZiv3fOc7c1kx3VOQNiFb4wuxisaFSdMN0pQeAWFRAOi87xnm+pCJfVKDpBt66sAjGyvnbaTiOw3SqiOlU0XG/L0kaREmFZE00lMRqD4w3zswjnZeRLcjmhAQzY/Pt9hH+xFaV+z1BEASx1iGjniDWKX7bXhHLT6YgYyYVzgA8dn7R2Vu83dgr9ZpuhHS/bw9LORHFBl3W3XvBd1p4jbm6O52XcfryEhjKK9l2bPV0qgDDYI5Q3qMvXWywoPK+57Eoj2xRcSZXMnkZuaICTWeYXzLHytSCGXsfjZiPcZ4D5hZL1nFmpYuSiqKsQlZtZXtvX/3cTVsgCDxEWUO2qKBkTa4oVrnt2NKOIAiCIIjOQ0b9emcFvLDZao9dqQrTWZ3tMY2Pct2ZK2aqLiGbfFV7A9SI/W0x04bGRL6kYLrKqPdP//zRScxnggzgFtrCzBXf267fZK3Uelfql7Ji9cRDm7ouVzSF2hrJ+/xkxvl8ZiLdnooElOv+amqhgB+/ctn5kuPgxKb/7MQsAKBoteXKXL6xohlzVsbjUQG5ouzaO17E5HwBuaKMdN40zKcXzPNhT8Z0d0WxkBEhK7ozYSfKGoqiikLRHDPJriiu2z3klJmIR/Du6zbims19KJQUFKzJFWeSpY1CecRKEiaWdvnwj69f/Vwt7VoV8cEdq2KtGP2rkTDx5KudEPefdlw7V8n1t5KQUb/sdE7oxdSGYKgrdlZVn/Jn5vxbP71XSK6B0nzq55TXESPQ1SehDFYfw4x5+8kjhuYWKKtoW6A4n+dr5l0ObBt+56csFFIQtYo6BAm8VeYJb9s9P3vTzy2JAdlUjzHP31VV6MR1U288MOeQ6m4MeBDbEwUVonWGYQSWVRRVx5jy5uMlW5BxZSaPy/Ny9Y92mgaux/K1aIl8ccxZKZYq4sKPnUshW6wsN0RZfuO/ottLouKjGO83rspcmskjWzDrc/pSG416nzaZ4nLm968cnzENXlY2gmJR8zH66EsXwYEhX1RQFFXMhvS+cJdtr4zHowKyBQWyooEDw6mLS3jt1BxyRQVX5syt1eaWzJh6+5zdtHcDfu7mLdg6moSul4XyiqKGjNVX8SiPiHW8+8U/HhVQKKmW1wNDKitaxzRD7XHhztMrqldLNCt09qFpzPAJd6ydZ6NGFRfwnPDPz0+crAEMw8rDystzL/PmyTFvWcEiWvXwS1f/fK+YceoZlzUOYrX7o7K/gtpTLaxWkV+d55Rvvi10nXvc1RIx4yqOL9fH5zhW3RecK00nKNcr+PnbfpjnH68QqP2dz7E1xpx/P9f/O+i7erjPi7v+5ftBrbTW8RWvzDUJVUW/91nvteMdT957lln3YKHStQIZ9QSxTil2OI5Z1w1cmMp0tIy1QL6k+sY6u5EUDY+8eBGprIjZtIIrMznHxTospTou7hwHRzyt0v1+cqHg7GPebvKiipKkNtSe2cUiUhkR/98jb+HUxaWO1MvG3v7xhmtHkC+pkBXdeSXgOFOk7l0HxrBlNImoZRw//tNLWMpJTh5h2sYYc/abjwg8VM1AvmSes1RWxHy6hJKoIm+tuqfzkie9XReB5yCr5hZ2uYKCpZyETEF2zq0f3V1RyKqOSWs7vVS25ORJEARBEMTVDxn1BLFOKYidjUVeysnOCiERTKFUe294UVKRzcv41yfPIJ2TkSloeOq1iYYnZR558UKdI7hAo/6pV69Uu8i3iZKkgTFgMRPg1eFDpiBjdrGIZ16bwEyDgnSNYjsP9XRFMdyfgKyUw1Zsm3eoL4ENA13gOfO6WkiLjgv8j16+iOeOTtYth7FyfmPD3bh53yiG+xMYGejC9buHwVj5vLzv0GbccmAj3ndoc1U+3YkoFrMSFrMydIMhlRGRycvOir4fSSuE4Mqs6QWwmJE97SMIgiAI4uqGjHqCWKd0eqU+V5KdlUYimMn5Qk2D+XvPnsNSXoLBGASBQ17UMDGXd+KtwzI1X6j5u63kDqBK/T6VlTomnmePw4szOcyFNNALJRUXpnPIFRUsZEQoaueE/Zi1Us9bngyyajhegFVuphwHUdaQyUvQDQZdN/DysWnn/J66tBhcDuBZqd8w0IWueMSzwm6r0ncnoujpiqI7Ea3KJ9kdhaoZOPL2HABgKSchW1ScvP3oikdw9607sNfaP35iNm+1PTAJQRAEQRBXEWTUr3dW4q1ttb8prvb6W5gGtztuj3n/bRFZ0ZtQJl/GeKeOnMfG8zx2LoVSlVFfzidfVHBpxjSyerujKIg6Ls3kaqbxYy4dvBLOYMfVc+A4ePZatw3mqvLa1H92vq8cnykrxtfJu1BS8Pgrl6AbDIbBcH4q25a6+JVru9+7XdttKt3Tec4Uypu0ROxkVcfUQsGZgHn+6FTNsmutjP/8u7Zhx6Ze3LhnpGYTertNQ/+Z1yYAmEZ9Kl2q6X7vZmywCzoM8DyH7nik7vGtxT2HjRsmWiHMOVoV4mpEONbIO0ozBOoWXKXju1kdjtXE8rVt7fZhWMioX2ZYhYBWm3OHn0hX+OTM+1+Y4xstKMhwDBIeawdO1uEEAD3tt/6tFgU0/y4L4THP977lV3xprwB27PnrMwzcK4zHzy1U93tdQRMGU3TGr+3w9J2s6rX3H/crK0gwppmxVodAEUN3XeDTxvKP/uPYEWU0Ko73L0vVDIiVq+CufEVZw5nLaQDA9o19KMkGFjKisx/6pLUCX689S1mp4hvmGQ+mgcrAc0DGitc2DMNxI5ca9AywivAZ4N5rxI71vzKbx6WZXGBG7mu3IGnoikfwrgNjAID5IEHGNmAYlsAOB/ACB0XVTaV6n76ORnhsHU1Cc/VZSdQcPQK3t0T1zhDMZzXdFgEyV+8FjkNUqG2cRyMCBIHDaWvMzCwWsZARq8dHwI1ndKgb+7cPgueASKTZV4S6NxLPX44gV52bYRihptCEvPGGLi9QWLXqQH+lZ9/7YfV9xpu2sb7wip5V3i+YV9zKr4Kh21gPwyyrRh6+ol/LZqxWi71V4hV5tDEQeI3VfK/yf56YfWA0POZrifKFwj3u7ElN5tf/1e+LtgBjZX7V9bFfUPyvh5bbYNcfLo+qZRg/jgBl5Xuhx3g322xfb7Xb6cqncswFvkdXf9f8vbPiHbHqs3951feYem2srTvjf715Rf3c3/nfy4LfkdbKpAoZ9QSxTjl1KQ1R0Tq2z7es6G11vzeMtXHTrcQwWE33+5Kk4fj5FABgbKgbN+5Kmt9b4npPHb5St4y5pRIKolrThd62J3mecyYK/vWps+Xt0Trkfp8rmuNvPl3y2drPn5KkoisewVBfAtEIj/l0CYsZsWHxwDAwa9yZK/W80x/md95jOQD7dw7hms19AIDpVBGSoltx+KbgnaaZBn7lqj1jABdyNb0eH3rXdnzolu24dtsAMnkZ6byMWFRoS94EQRAEQVx9kFFPEOsQQeBQklUUSipOXeqMeris6Mi1USivsEbj83WDIV9jYkWUNcynS9hlGYq23WdvA2dvbQZUx8Lb/Pinl1CSVJRqeE5w1py3wHOOcX12IgPFiuO206YaELQLQ7aoYLA3Dk03QukEXJ7JYjEjIR4zjdR4VMDsYhE/evliR3Qi7LkkO6Ze1Vwx9QH+8t0J0239xTenYTAGSdGxkBaRzpt7z4uSip++Ze5rP2GJ0zG0X5hu95Z+3PXuHfjgO7dhqC/e3swJgiAIgrhqIKOeINYhEYGHrOim4d2plXq1tZX6hXTZWDUYc1Z01xqGwTyGeSWirGHjcA/2bDdFzDjOXBEuWm7rdj8xVr3Nmc1rp+agG8wnDr8aQeAxtVBAUVQxv1SCYq1M/8wyQn/08sXQbQtC03TMW20uiAoG+xLYPtYLRau/bd6bZ1MwGMP2sV4AQFciguPnF/HEq1eQ78AYMawwCo7jIAgcJEWrG8bDcRx4DnjeUr2XFB2vn55DoaSiJGmYThUdtf9XTsygKKpgDDXF7AiCIAiCIIIgo55YAdamG/VqgzFAVjXkCrYh1N7zIslaSyunpy8vYXLOFIgTZb0D7t9XxzjUDYZMXg50HZcUHRFXHLVtXBZFFbpuONsGGszwCNy5sV3G0/lgzwm7hGjEdDF/4Y0plCQViiUMN58WcfJiCifOByu4h6Ugqjjy9jwAM4wgFuUhCJwTi16LC9NZ9HZHHaX+vdsHERV4pPNyRyaoDJf7/Uh/F1TNqOnxYPP+m7bipvFRJLuikBUNs5ayf1HS8OyRSee8pTKSpT3BVue+8OtYlGvVcJWdo1U4yonVQj3dgquNTupJXTXUbxvdE9oDGfUrQCixtiZz9v9cI0WQ6E7Yl4BGm1JPxK8jXWOJY4QVAPSriKdrXG2o1hqqSBmisaz9ccDlIirbYZbV1xPDNZv7oOtGeQXcEi5i9frIESypfS5lVa/tTl1L5IUxHD+3iOffmMLZiTRSmVL7ty2rI9RUW5AmIIUjMOSTdUBZjDHoBsPhk3OuVffysbKiQeC9t+pELIKZxaLpym31MWOAFLDfvW3UTy24trWrEE6z7cmIZSw/9NgpiLLuWT0/dnbRyYMx5sSKB+M/RnJFBa8cn4GuG5BVHbGIAIHnoemsqv12Nnb/LaRFJFyq7MmuKK7dNuDkC/iJ0IXDb+wzBoAz+6enK4p4VICs6tgw2FV1rPvFJB4T0BWPoCCqyBUVHD5lbjGXLcp4+dg0SpK59d1iTjJ1LQLU7zmnEkAtoZ8wmAJCFeJRHhrP2y+fuiJjAeUt54td2LK4IGE7X2r1beNwFf82W07V1os+zeEChTaZJVrmzaeRNlaLnoWrf5CA2vJQxxunQkzP6SPm/s77Ofx1Ue867SzucRd0rfodH3SYn0ge5/t96/iP0frCh+3D9Uyte99gNa7x2sf7pal1L16u9lffa8L2fWPXm186LuDzeoKM+mWnswONNWS4AtX1aSB9S7P/NQy6q4WKOpUnY1jF7/UMCJ+2hVEtbZFak0exCI+92wch8BxyRbmiiiHqUvMQ80dZ1SGrOnS/FegQ7T11aQmXZnI4cyWDTF6uKSbXHPXr0Pj1ZPd7RZtr5GGvBB87t4BnXp+o+r1ypR4wY7an5k0XeTvmnTHmGPgvH5v2HG97AXiM+go4rvxC+qFbtmPDYBdkVYOqltvy2CuXnLh9VdPxquWS3xDM3K99cj6Pgmga4bEoj4hgPo7yJQW6buD4OVMcsHL8ZAoy4hWib3b/ZK3V7+a3uKs+T7b7ve0a/4F3bEVPVxRjPka9X/rrdw/j7ctpXLH2fj9+LoVcSYEoazg7kcHF6Szy1sp/pfu9r5J0S4SY+LWMu2ZfAuu+TPkpaNerU+DxrdDue264dgT1q3+/VTxz6h4fBstYZN6/w6YL/jsc1Qr8jXAVvid4qDe2g+offJ5rf++vEt+6QRPuHJUVyZspr3IcdoL2jNlWCVZjt7EncFq9HmrdQ8LmX3sMm6r9tfJxT2rUqVoFzY5b350V7H/XhSdEGTLqCWIdYtsOHMchnWufmJ0bxTL+mo2FL4gKJmbzmF0sIlc0jaC3LqTaWcUVR9cN51FzcSqLty5WixYqmu4YvDY9XVHMLBYxlSo47vGMMUiW+/2Lb/ob9RNzeSiqVjcuXuA5DCTjUFQDV6wQiPcc3IS+nhhUa+VeUXVkrXNbf8Xe1WbDQL6oQpQ1Z+zFIgL6kzEAwJHT8x539cuWMWyTLypVSu4cx6GnK4rTl9IAgFffmgtdn3qU3e+bS79lQxI//65t2GN5Ezx5+AokWYeqGZhJFbGQFpEvyqb6PfkgEgRBEATRBGTUE8Q6huc5XLbUt+39wusxnw4WdXNj7829FCDeVo+iqGEuXcKFqSwkRYMk6/j6w281ldfVim1sCzyHC9M5R0MAgLP1maoaVUZ9b3cMmbyMM1cy0A2Gybm86X5vGfgXrZVqWdEwt1Ry3Non5wuYXih6yrGN50qDcqDXVEs/fNJcjU/EIxjsjcNggKJqULVy6MaTh6s9DIKwV95FWcNizhwbsSiPWFRAX08ML7wxBUUrawWcOO+dyClKatVKPQAM9yVw+NQsNE136twObE/+VuLdOY7Dri39uP3GzdizbQCH9m4AAGcv+Yk504OChPIIgiAIgmgGMuoJYh1i2w4CzyGVESEpGi5Mh3NZVkKImQFw9kRfyjZu1GsGgySbhuOxcyl0xyNIdkfNUIE1wtmJtGNs79rSD003sJAWISsamMHwzOuT0HQDusEgVLjf93ZHwRjwr0+eAQC8enIWDGafT6cKmEuXoOsGJuYLeP30HDTdQG93FKmMiPPTWUcwbykn4YlXzX3uuQrHYHsi4exEBoA5AdTdFQUAPP7KZaia4WzF98Ib3j3Xa2Eb9ZputhEAohHTSN843I3XT88hX1IcV/o3ziwAMD0R3rqQgqIaznZ2brZt7EW2oOB/ffsoFixleV03V8NbwQgdE1ifnq4oBnsTGEjGsW00iTfOmGKBb11YrBkuQxAEQRAEUQsy6tc7K/Ie2UFhuOXg6gjTagnbgIsKPAxmGhWOyFqd9vjGyPtgx3fPLpbw0pthjT4zPi+Tk8EA3DS+AXu2DSAaEcDxHIrtjKvviI4D8/xTi3969JSzUt+fjOGm8Q1gMMMVdMPAxFweM1YMfOVKfXdXFDs39WH7RnNbt8dfuQwwBsNg+Mq/vgFVM5DKSlhIi0hlROg6w0BvHLrB8INnzzsG80yq4Fm1r+TQ3g24ZnMfbrluDDxnitIN9sXx8vEZiJKKfMlU4D87kQ7dQ6pW7pznjkxisDfuKNlv39iHrripFp8rKtA0HcfPp1CSVEzOF/C9Z84BgO9KfbIripGBLjx/dApFUYVhGJhZLDntc4/bQCE9P/kLo/3jJB4TcGDXMN5zg7ly/9aFRcQEHsMDfnH6VzvN9493smQV3khXDdS3xHqhcV2ClWU9xHyv5bZdXZBRv9wwdEwUrixe24i4F/N+ZPY3zYrnhDjetw86eGOzFN0Z/Mr1TVDuR5coHvMIbpQ/u9Xwq4TVAoTWqurSiTFRQ+SN47xxwmeupGEYDIwZABjmFgNWN5kBQzdc7aw+j3Y/2fHdk/N5/MRaDXYd5ZvW/jqdN1daexJR7NrSj2R3BAJvbpPXPsrlG4bhuLuXf/aeZ7+0j75wofprZo2DGmNZ03ScuLDoiNzxHIeYtVq9mJOg6Qbml4r4u+8dA2B6VLjhOQ7jOwZx7dYB3HZwI+IxATwHbBhIQLZc8F87NYuFdAkLGRGGYaCvJ4ZDezdgYi6PJSuWXZQ1nLiwCIBBN4yqOo8NdWPjcA8GexOO+/lIfxfeurAIxdpr/tJsDopqVCnvn5vM+PaDqpvl9HbHcP2uYbzrwJjzm8BzeM8NmxAReDx7ZBK/9eCTkBQdhZKC6YU8LlhhBX5GPQDs3NSL0cEu6AbDfFrEuYk0ZpfMcJG/+96bAIBL01m8dmo+4Mww05thKuN8Y/io0gcJBTUj9HPN5j78/Lu2oSsuIGl5Qriq4xHCasVjoFJQy6+u7VOkriek5K5Hu8sORyNlhel3Rym83s4LvmOn+toz8/QX0Gpc5K5cdrmfvYJX/uOBOWVxVeethckc5t+uyrr633c7P0bCt63yvAT3kZ+gXWWZVTsE2Pk13OTW+sk97vx2LXD/XXndhtktwj0Gaxnhrd4PqgUElwdvH9j3g8r3xwbuPwG7VIURSPQKU4Ypq3ys//Oi3rkNuGfVG/t13pmCy2aucWqV7dyzKndDYMHX4fI9ejoKGfUEsS4p3+oEnnNclFXNQFFS8dgrlwJT6iFXLm33+8szOZyzXLjDkrditaPR8i1K4HnoBsN0qgBN0x2BuHbwzcdP4//62ssNp7s005jKeqGk4MpsDgsZ03CfmDf1DDieQ1ciAoHncPLCIjSd4cJUFqcuLmKgN46eSmPPRV9PHOM7BsFxHLriEVyzuR+DfXH89Pgszk5mcOxsCgYDYlEBY0PdGN8xiNnFormdnKV7wHEcto4mQ7Vhw0AX9mwbQETgcWEqi89Z/ZYvaZhbLOKV4zMAgMdevuiIzB09Uzaidd0s8/rdw9gymvSNVU/EBOzfOQTdCk/43tPnYBhmKMdQXwIxH/d7ABju78L1u0cAAP/849M4+vY8jrxtiuY9f3QKqqZjcr7g6ELMLVXrQzz92hVcmDTPayYvdXxjDo7jVuf+9ARBEARBXDVE6h9CEMRaw21CfOiW7RhYWALmgOPnFzGiqI54mh9+Rr2um5MBbmyhPFvRPVuQ0Z+Mh6pfrmAZ9S6383hUQCzK4wfPnsdAbxzXbO7HbQc3hcqvHs8cmaxycQeATF7GxhrpbKG3sJy8uARNL8eEv3DUVKnnOQ48x2GgN46fnpjFHl3HXKYEg3G4cc9Ildp7PUb6u/DGWTMWfbg/gZ9/1zanfYOWG/7rp+agqLppzDcwN9HbE0NvTwzdlyO4ZccYfmZta3fiQgo/OzGD/mQctx3chLMTGchbNcQQwRM/u4Kb9o4iW5CslXo4Lvd+CDyHbWO92DbWi8szObx2egLbuoD33Li5ejW7gmjEbOcrJ2bQFYsgU5Dx3JFJyIqOY+dSmFksomBtIfeNR0/iDz7+TkdtXwDw0xOzePf1G6HrBr779FnsM4wV2SuaIAiCIAgiLGTUE8Q6wnaNr1wYtIXYpheK6IlrmE+LgXn4GfVnJ9IQFR07Xd/Jio4dG3uhWFt3Tczl6xr1DOaEQ76kICLwnhVMjjO3B7O9CH7tnv0A2mPU5woKYlGvUW8whmdfn8SvHDgUmC5rCc6dvryEa7cOADC3oOMAvHFmHge2iZ446dnFIgSBg2qJDR6vUHbfvCGJ4+dSWOqXMTbQjRv2jjbVnk0jPYgIPCIRDhuHejwGdLLb3DruJz+9jAMMSMSaewxwALoTUbz/0Ba8eS6Fv/nWURiM4cY9I9B0A5PzBYiSjpKoI2UJ1/3jI6dw65DZZzVseg87NvWhlw0Ai+YKfhjec8MmiJKGkqwhnZfxV998HQDwP//xMASBw3XXDAMwlfXTOQkT83m8dnIOH9QNnJ/KYnzHIObTIqYWCthrD0qCIAiCIIirFHK/X+902rfUt8hVHryyiuvvGPXW33ZsUYTnEI8JGBvqAs+Xt607Zq32ujFdqs10rxwzV5q/9v3jmF7wru7Lqg5B4HFwt2lAnQ3lgs/AwJArKc6Kq5uto0lsGDSN5Eszput6eBG+yqLMNui6AVnVUaoQ4csWFMwumW0yrG3jAODfXXH0k6kCVE3HYy9fwkJaBMBw8sISFFXHa6fnsZDxunfPLZWwlJPxuhXTXRBVjA11O8bqpuFuXL9rGAzAtpDu8K4GOZ+64hFs39iLzSNJ3xXxd1+3Eb09MQz1xTHYF857IghB4HFozwb0WfvMn7mSwT89ehKqZuBnb83iBy+UhfmOn09hJmVt3xbWqgeweaQHg71xX28KP3q7Yxgd6sbOTX1IdkexeUMP7rxlO9513RhGB7vx2qk5PH90Eum8jFOXlnD45BwuzuSwlJNgGAyLWQnnJtNI52QYjK3sJd/OsjvQjtbiXlfvvXQ1Ee4c1TmGTtWqgVsN56pDdQwa68up11FN7Xhy979rkWVr29rtwtCQUb/sdHDUMQbAaFqMzxG1cgm/1UnReDn28X76N+iUwe9qV5iG2UIhzF2firSsMs+A44LKCxA+aSs+7Q1aqed5Dv3dUSRiAiICh1xRgaxoeOD/fgUT1j72r52aBQMzVcSZGR/+459dAgBMzOXxrZ+cBmMMb1rx06qmQ+DNeOH+nhhOXlwEAKQyoilc6DcGrO9yBdkzFjjrgO5EFDePj2LXlj787MQsVE3HN350qsnuMUX9CqLp6q8bDIdPzuLomXmkLHE5xhjyBRHZgoynXjP3Yn/slUtIWZ4MqqrjH35wAmcup3FlNodCSUEqXcLJi4vIFWTL0AdsocUrs3kspEu4MJ3Fbmvf8kN7Nzju9RzHYctoEr3dEWef+LBUisLUYqA3jrGhLnTFI1WGcjMiUTzP4dCeDbjlwBhEWcO/PXcesaiASzM507V9qYR//vFpzC2VcOL8IjjU25O9ug6NhiDYHNw9gut3DYPnOfQkotg6mgQD8H8ePw0A+PK/HMUjL17AifMpFK0t+l59axb/8IMTmE4VsZgRIYSef2ivgVspTta6eFTlvaqiPM+kX7Pl1L7POl1puAWkwopHGW18QWxknIc1iuu/oFef01rXbfW5qi8wFozfeXXqGvh8DCqvkfJd6RkL1YZg42x5qCf2BjCv8cz8rs3K53ytNvmNizAGn997WKvbcPq9zwTVIeQ7j+/7k/ln54TLrP5z3mk7b/VVCspVnQfm/s51fgPf2yvvK7X6Oii9N5/aVD5v3PVuNL31d4hkXN0xy+pOVnFVba3ouxrp18qkChn1BLGOKD8z/G6f5ncRngdjwP/+/nHoBsPLJ2awmBHx9GvmnuK2+/3Tr00glbWMW81AtqAglSnhuaPmcaKsOS7twwMJvHF2AY++dBFf+76p6K7pAUJ3DHjt7fma23tt3dALWdXxm3/2BGZSRWf/+tOXzImDwC3LfPjpCTMmnOOApw6bImmnLi467Tw/mcViTsKpi4vQNB3TCwW8dbHsNv/im1OYWijghy9cwGJOMttteRlMW9oE5yfT0DQdpy8v4c2zKeSKChLxYCOVw+oTT4vHBAz2JbB5pAc37xvFHe/Yiv3XDGH/ziGM9CfwrZ+8DcD0gBjqS/h6YnSCvp6Ypy+7ExHctHcDRge70J2IoCRp0HQGTWcwGMP7Dm3G9o29SOdliLKGpZyEZHftOH6CIAiCIIiVhIx6glhHhPGE4Hhzm60nD5vb0L34xjR+9PJFRzzPsPIQZQ25gik41m+5Xr/61hxKoo58SYGmM8SjZrz26GA3JFnH//7+Mbx5ZgGGYeBnJ2YD97wvSSp2be4LrGNXIoKBZBxpa2u2//PYaVyZzeEJa+u810/PV29R50MmL+GffnQKQ31x7N7Sj1dPzuHZI5O4NJt3jPp/f+EC5hZLeOviEr76vWPQDea44B+6dgPeeWAMOzb14cT5FAyDYWSwCz1dUfQlY3j8lUtIZUR84f/5GbJFBZKiY3SoC++5YRM2jfTUrd9q5Prdw9jgmpDhOA43jY/i59+1DXu2DeD6XUPoT8ZWbNKC4ziMWlv17djYh11b+vHBd27D+PZBRAQe3Yko9m4fxF3v3o7bDm7CQG+8aS8BgiAIgiCI5YCE8ghiHWGb9PXsqT3bBlAoqVjIiLg0k8OlmRy64hFIsmau9nOm4X9k1ryFbBjsxq4t/Yhk3gYDw788Ya7K2irv/ck4br9xM158cxqyquPRly5BLMg4O5HG3u2DyBUVuE3cscFudCdqr45uG0tifMcgUhkRTx6+gkszOSxkSphbLOLlYzMY6I1jz7ZBqJqOaMTfKMsWFOSKCm7eN4rB3jgm5wu4NJODqhnYYxiIRQSUFB0yMycI7EmDmVQRGDBdwmMRAeM7BjG+YxDJy1GoiQigAKMD3UhdkPCn/+/PkC+pyMVkxCI8dmwMnqxYCwQZ6xGBx64t/YgXFoBgHcZlZeNIN6KWIOO2sSTiUnmccByHvp4YBpNxQC2sYC0JgiAIgiBqQ0b9umcl4khWe+xKRf1XkXCevW845w6UQvVnjuNww54RnJ3IIF9UHFfk//XPR3GzHaPEcTiwcxiYAQaSMQz3d2FAj6NHjODp1yaweaQHXfHyLaanK4rxHYOYSRXx8rEJ3BQHHvzHw/joneN47dQsfv8jO63CgW1jvXXbsnlD0slX0XScumRunfe7X3oGhsGgaDo+dtc+PPbyRXziIwcxMZvDYF/CUX8HAM3yFLBF2N5/0xbkigoOn5yDnNSR7Irihi3DGF5I4JadY4gKPJLdMRSzWWAOiFS5kJf7sCsewZYNPbgwlUVXTEBXIoqf27u1bruI5SPmmuwRBN7ZBYJohNVz/1u/hPDQWoZalFmrY2attms1ESKm/6qinmbBWqCZWHyiGcioX24CxTDalbn73zBJKow6ZouuhMgjnP5FQJmtiO40WpyrXaGKMVApgOepMmMuzRXzByfbyjIYAObnYu4St+nYmKgW0Alyvy+LAjHnc0TgsW/HIAolFV2JCN48u4BzU0t4T79gCZYw9CTMW0ifs3c4w55tA+jr3exbzs5Nfdg03IMhsYSN+XnkZxT87+8fA89zuDg1gB7rzbK/Jwa1Im3QS2c0wuPANcPYv3MIuaKCyfkCJucLeP7oFJ4/OoVYlMfthzbjm4+fxu4tA/il23fhb759BJ9guhNKYIvFcRyH/mQc771hMyKXeUQEDhwHxKM8BnsTTpn9PebEQDzqXytb0GbvdnNrtN2bkuCV8IrvfmJa9Wk0jXt8eMd7GOoLSZnnjFXkWU+wxj/vZvqjcfzbFP4lMUyfNFo2V3VDaTJ/Ky9HfKtmW1voa1ZPfZtVCfJxzBJ6rNN/7TQ8Q5+r8s2+Tn6eBLWP9SnET6jJ6SefunKhhau85XjLY6gU9vI73i7LXV4jY51j/v0TRozOk0/oElsl7Dn0uzb921e7rS6RMMMAeB7wXKc10vqMz+aeH670AeOucrzZ93LPcb7j0iuC5r0XBbyT+Ly/NEpV/ZfDbnSdj/I1Vil6GHC9+2RXOc48/VjVvjrPpAbb7y278t4RkCZAXLre+G+sLpXlVdfJ/17R+pi62ulYTP0zzzyDu+++G3fddRe+853vVP1+7Ngx/OIv/iLuvPNOfOUrX+lUNQiC8IEL+XrEcRx6e2KICDzesW8M7z24GcmuWNVxjYiexWMC4hEBsSiP/TuHMJCMoysm4K/+z5HQeQTVtT8Zx3W7hnH3rTuwf+cQAEBRDXzuay/jzbMp/Ntz5/DJ//kEjp1LYdraWu2WA2NVeXUlIuiO11egjwq1Y61jUQHj2wcxMhgs+kcQBEEQBEEQrdCRlXpN0/DFL34R//RP/4RkMon7778fH/rQhzA4OOgc84UvfAFf+tKXsGfPHnzsYx/DnXfeifHx8U5UhyAgKRri5FoLw56kbLIrGtlbPAybRnowOtQNVTNQSgEo1k0Smu0be7FppAccZ25RNtgbh2EwpLKSdQSH3u4oBvsS/hlwQDTkvui12LyhBzyrL9pHEARBEARBEM3QEaP+2LFjuPbaazE2Zq6Avf/978dLL72EX/qlXwIAzM3NQdd17Nu3DwBwzz334NlnnyWjfh0TpILeDvJFBS++MY33Xj+GuK8r/PrBdr+/OJ3FhdQcbhI0HD45h4NcFklOxhJEJDjzOz+SKGIHL2OUB2YWijg6v4APRYDDp+cA8OjmiphHFqeYf3qb7UiD50W8tjjvfNcH0bkjHTkzDwnl1e3NvKmsdnipdr5BGAwoSRo4DohFeSiqAYBBlPXAtt4kaLhcyuEKW0IfL+FwunxcHBLuiphb7+mu2+hNgoa5UgnDnIKL+RyOTZlpeGi4QQju10oOCRpeOz0HhmpPAE1TEZmtDE4A7hIY5tMiDi+GK2MM5Xb9ggC8eTYFFRHs5ZVQ9bw5RHsMLgeAw+vT5eOu5dLYiSIOp4LTVubdjxw283Lo/msWvzYNcCUMc96y3yFouDyT97QrKH0rZfdxJTBOweV8Dq9PzyHJFTGFDM5UXF9BY8LNEFfCiDUu35ya868rl4cBHtMsjlsEFqotN1Xks5OXcDybwhI03+O38RKOpxexAAP3RMz7yBivI8EBJbl2/12DNBhXqjl2whL2XMW4ArLgcGKy9rHbeAknMimkoOGQoAbmrXM5jPHesq9BBoZPu+w6uut6gFdw5Mw8YlCxtc41YY8L+xzdaN1XBpHHCC/jYjaHJEo4PDuHWwQdJXjr7S5rO6+g2/VsaGSsxyBjXDDvKyO8iHNLGYzxKmIIzmMfl8EYijg8X/59IxaR5MWmnwNhGecVHM0toFRjlnkESxjkZRzOmHVxt8uvj24WzOvBr72bsIQkL0LgNM+zdA4ZKIhCQ/CY38lLKID33PffLxjI5P3HRph7hXvc2XW+XlDx+tvzUFH21NvByxABxF3jop8r4tJiGudc9yiDywNgzv1S5/Lo4hTMsxKOphZ8nznX8DJyEEI/z2xuEqrH6G4ugyHOrKt9vjrFtbyMN3MpCFwBUU7B2/kM3h0BlnLmWLmGl3E8m0IBRewXVERhvjOMcDK6uOr7xp0Cw1sXljAHHnt5GdP58jVReQ36XZP2d9dzWfSjgMNztcfE+wQDcZjnfDMv4uTSEmYgYA+v4I3cAgSuiCgX/I5gl7eTlzHAMUzM5RHjZEzmC55r2c04r+BsPoMoF3xtV15vNge5LPpQRBIlbOPNZ9Z2XsLxTAr7BA2q1ZYkCtjOKzibz2IP733vyxRkoNphc1XSEaN+fn7eMegBYGxsDHOugeT3++HDh+vmaxsketD+1lcZJUlFQVTBc6ZrMAeAbb8JmaIMXmLg7O85gOc4iLKGdK4EQ2fQDAbDMKAZDLpuwDDM/cE13YDBDOg6oDMGQzdgGAy6wcAtRQGtB8qZLOLCdhx/9SIYMwWgojyHSERANMJBiAiIRThEBQHC5ptweTqNaFSAvuVGpIs6jKFrIMUGYBQlcDBXZzWdQRDMNugGg8BzwLaDkIwI1JKEkmTe/BnM1U2O55y0HABB4KBqDMbILrBYP5SeMWTzohVOzrCk9WCqex9OHlvEpmwPEvEIogIPnuMQjwuIRXjEowJ0nTmrxRxnhsfMLBYx3N/l7A0OMCgaQ1TgwPEc0kii1LsdT11hEDJZXKtMQVQ0bBjsgqIx8BzQk4iiKKno7YpB7BvHhTNpbBwF9NGDmEnloQ5eA1XvQnGpAH37O7BUZBBHD0Dn+yGNXAcIA5hJ5aFvPYTZjIyYXEBU4KBuvB5LRR2cWoDBgFiEB2MMTNPBth1CriABG8chRXsg50XwPAeB58AYA8/zkBQNoiRDteoJmAYqx5l9ywzzvEiKDjDTDb4oqYgKPHShD9murUhPLCEWFaCoOjKJ7Sh278PYhp2IxwaQKhzA/uQAksp2ZNUoVKEbKW0Y+5MDvmM6oieQlfZjQkkCXbuxKzqMidw+7B80Xd05aRf6+ST2x/zT2/SoDKouYH+ifFxEj2MiZ0707e4bgiGUXd8lcS8ADvu7aufbCIv566FzkcC2pgoHEI9uxWZhAJI67imbNxRMZPdhb/8gwAueNFpkCFm9hGR0Y7kfDB2LpQOBZVWXfR32dQ9asZVesvkc+nurFfQnM9dBi18Tuo8SmgBJlbG/awAT6QPY2TcMgxOQFg9gf0/9PFKF6+q2JyHvAADsj5eP61V1ML3bc+7r5R3VYyjI+7C/u369WsGvTYZ0LfJ60dMnC4UDSES3e9oVlL6Vspm0G1l9FInIBrMsaTcGhT7sj3qPCxoTbnRpD7J6ET3WuPQrLy7vAAOHjUIfJovXYX9//bbY9xCbYmkftsU3YEzw37KxJI5jS3QUI3wPJrL7gK7dmFGiyOp5ZKMbavZfUjWg67GaYycsYc9VRN6FXi5e954minuddi2WgvPukrdjXgH295Z/D2qXXUd3XdPFA7i2awg805GT9te8Vu1xYZ+jxcIBjHcPImYkUFLGkYyMIMoU7I8PYD5/ACoX99TbXVZW2o8SU5zfGxnrnKE69xVV2oMhYRhpWYYAPTCPPmUrOGPA0ycJjYekKm19DviRLe7HrsQwdCE4/CquRSCqe5262O1aUhTnnLj7KFW4DgB822u2S0VKz2J/svwsHeCTMDgBhp4IHPPF0j6ofNzz+0zueuSFQd+xEeZe4R53dp3Thf3Y0z0ExpfNhlJpHBoXRUofcdrFpN0YEgY996iEvB0cmHO/7FK2I6smYAhJ7I4N+T5ziqVxaHxwu4PrfqBqjPaqOrKKBp2PdHzs5Ir7sTMxDE7bjYw2iJHYZkwU9qEUvwb7uwdQLI1je3wEKhdHurQfPHTokWFk9SKKTK0aHxOZ67E5OYahSC9yxf3ghH6nTyqvQb9r0ukDZRsiTKp6ZgHeMTGTuw5deh77BwcgiePYGB3DQKQPueI+XJMYAafuQkb3H1vu8oqlcUyrg4gldiKr9UGIDPqWDZjX21BsCyQt+PxUXm82SWU7IkyGzmRMisD+wQGUxHFsjY5iQbzOeceL6AnkpH0YjG3BrHgd9vd58xndmFw1tqVdTz+NLI6F2bi6QR5//HG8+uqreOCBBwAAX//618FxHH7zN38TAHD8+HF85Stfwd///d8DAB577DEcPnzYOT4IRVFw/PjxdleXIAiCIAiCIAiCIK56Dh48iFjMq3HVkZX60dFRz8r83Nwcbrjhhpq/j46O1s03Eong4MGD4Hk+cC9kgiAIgiAIgiAIglhLMGZ6ckci1SZ8R4z6G264AWfPnsXc3BySySSef/55/M7v/I7z+9jYGHiex+nTp7Fnzx786Ec/wp/+6Z/WzZfn+apZCYIgCIIgCIIgCIJYr3RkS7tIJILPfvaz+LVf+zV85CMfwW/8xm9gcHAQn/jEJ5wV+gceeAC///u/j7vvvhvve9/7SCSPIAiCIAiCIAiCIBqkIzH1BEEQBEEQBEEQBEF0no6s1BMEQRAEQRAEQRAE0XnIqCcIgiAIgiAIgiCIVQoZ9QRBEARBEARBEASxSiGjniAIgiAIgiAIgiBWKWTUd5CZmRl8/OMfxz333IN7770Xjz32GADgypUruP/++3HnnXfigQcegK1V+J3vfAd33XUXxsfHUSwWnXwefPBB3HfffbjvvvvwwQ9+EPfdd9+KtIdonXaNiZmZGfzqr/4q7rvvPtx///04duzYirSHaA/tGheTk5P4+Mc/jnvvvRe/9Vu/hXw+vyLtIVqn0THx53/+57j77rtx77334o/+6I+gaRoAc0/bBx54AHfeeSfuv/9+XLlyZcXaRLRGu8bEsWPHcP/99+O6667DM888s2LtIVqnXWPi4Ycfxr333ot7770Xv/7rv47Z2dkVaxPROu0aF48++ijuvfde3HffffjYxz6G8+fPr1ibiBAwomPMzc2xkydPMsYYm5+fZ7fffjsrFovsU5/6FHv66acZY8zz+fTp0+zKlSvsjjvuYIVCwTfPv/7rv2Z/+7d/uzwNINpOu8bEn/zJn7BvfetbjDHGnnvuOfYbv/Eby9wSop20a1z87u/+Lnv00UcZY4w9/PDD7Etf+tIyt4RoF42OiRdffJGpqsoMw2C/93u/x77zne8wxhh7+umn2ac+9amqz8Tqo11jYmZmhp06dYp95jOfcY4lViftGhNHjhxh2WyWMcbYt7/9bfaZz3xmBVpDtIt2jYt8Ps8Mw2CMMfbUU0+x//pf/+sKtIYIC63Ud5DR0VHs378fALBhwwYMDg4im83iyJEj+MAHPgAA+PCHP+zMlI+Pj2Pbtm0183z88cdxzz33dLTeROdo15jgOM5ZoS0UCtiwYcPyNIDoCO0aF+fPn8ett94KALj11lvxk5/8ZHkaQLSdRsfEe9/7XkQiEXAch4MHD2Jubg4A8PTTT+PDH/4wAOADH/gAjhw54qzOEKuLdo2JjRs3Yt++feB5egVc7bRrTNx0003o6+sDAM/3xOqkXeMimUyC4zgAgCRJzmfi6oTu6MvEiRMnYBgG4vE4BgYGnAtjdHQ09M3z1KlTiMVi2L17dyerSiwTrYyJ//Jf/gt+8IMf4P3vfz8efPBBfOpTn1qOKhPLQCvjYnx83DHkn3jiCXoxWyM0MiY0TcO///u/4/bbbwcAzM/PY2xsDIA5Gdjf3490Or28DSDaTitjglibtGtMfP/738d73/veZakz0XlaHRc/+MEPcNddd+GLX/wiPvvZzy5r3YnGIKN+GchkMvjsZz+LP/mTP2kpn8cee4xW6dcIrY6JRx55BL/yK7+C559/Hv/jf/wPfO5zn2tzDYmVoNVx8Yd/+Id47rnn8Mu//MtYWFhAd3d3m2tILDeNjom/+Iu/wKFDh3DjjTd2uGbESkFjgqikXWPiySefxBtvvIFf//Vf70AtieWmHePiIx/5CH7yk5/gv//3/46vfvWrnaoq0QYiK12BtY6iKPhv/+2/4ROf+ARuvvlmMMaQyWTAGAPHcZifn8fo6GiovB577DF8/etf73CNiU7TjjHx3e9+Fw899BAA06WWZk9XP+0YF2NjY/ja174GAJidncULL7ywHFUnOkSjY+Kb3/wmzp8/j7//+793vrNXYw4ePAjGGLLZLAYHB1eiOUQbaMeYINYW7RoTx44dw1/91V/hG9/4BmKx2HI3g2gz7b5X3HXXXXjggQeWq/pEE9BKfQdhjOEP//APceutt+IjH/kIANP98dChQ3j22WcBAD/84Q9xxx131M3rxIkT6O3txY4dOzpYY6LTtGtMbNy4Ea+88goA4I033sCmTZs6WW2iw7RrXCwtLTnx0l/72tfw0Y9+tJPVJjpIo2Pi2WefxXe/+118+ctfRiRSnq//wAc+gB/+8IfOMTfddBPFRa5S2jUmiLVDu8bE5OQkPvOZz+Bv/uZvnHAdYvXSrnFx6dIl5/NLL72EzZs3L1cTiCbgGCnmdIzXXnsNv/qrv4rx8XHnu7/4i79APB7H7/3e7yGXy+G2227DF77wBfA8j29/+9v46le/ilQqheHhYdxzzz34oz/6IwDAX/7lX6K/vx+f/OQnV6o5RBto15g4c+YM/viP/xiiKCIajeLzn/88brjhhhVsGdEK7RoXP/rRj/DlL38ZAHDHHXfgD/7gD0gMa5XS6Ji48847oWmaI3b1H/7Df8Bv//ZvwzAMfP7zn8crr7yCvr4+/PVf/zV27ty5Qq0iWqFdY+L06dP45Cc/iVwuh3g8jp07d+Jf/uVfVqpZRAu0a0x87nOfw5NPPomNGzcCALZu3Yq/+7u/W5E2Ea3TrnHxt3/7t/jxj3+MSCSCvr4+PPDAA9izZ89KNYuoAxn1BEEQBEEQBEEQBLFKoSUcgiAIgiAIgiAIglilkFFPEARBEARBEARBEKsUMuoJgiAIgiAIgiAIYpVCRj1BEARBEARBEARBrFJojxOCIAiCWMeMj49j37590HUdqqritttuw6c//WkMDQ3VTHfq1ClMTU3hQx/60DLVlCAIgiAIP2ilniAIgiDWOQ8//DAeeeQRPPzww+B5Hv/5P/9naJpWM82pU6fw5JNPLlMNCYIgCIIIgra0IwiCIIh1zPj4ON5++23nb03TcNddd+GP//iPcccdd+DP/uzPcOTIEciyjPHxcTz44IOQZRkf/vCHUSqVsGnTJmdf4yeeeAL/8A//AFVVMTQ0hAcffBBjY2Mr2DqCIAiCWPvQSj1BEARBEA6RSAT79u3D2bNnAQC/8zu/g+9973t45JFH0N/fj+9+97vo6+vDpz/9aXzwgx/Eww8/jN/+7d/GpUuX8NBDD+Ghhx7Cv/3bv+GXf/mX8ed//ucr3BqCIAiCWPtQTD1BEARBEB4YY+A4DgDw1FNP4Z//+Z+hqiry+XygW/5LL72E8+fP4z/+x/8IADAMAz09PctWZ4IgCIJYr5BRTxAEQRCEg6ZpePvtt/HRj34Uk5OT+PKXv4zvfe97GB0dxUMPPYS33nrLNx1jDHfffTceeOCBZa4xQRAEQaxvyP2eIAiCIAgAgCzL+OIXv4ienh7cfvvtKBQKSCQSGBwchCiKePjhh51jk8kkCoWC8/d73vMePPXUU5icnAQAqKqK06dPL3sbCIIgCGK9QSv1BEEQBLHOue+++2AYBhRFwW233YZvfOMbTmz9bbfdhl/4hV/AyMgIbrzxRhSLRQDArbfeiq9//eu47777HKG8z3/+8/j0pz8NVVVhGAb+03/6T9i3b98Kt44gCIIg1jakfk8QBEEQBEEQBEEQqxRyvycIgiAIgiAIgiCIVQoZ9QRBEARBEARBEASxSiGjniAIgiAIgiAIgiBWKWTUEwRBEARBEARBEMQqhYx6giAIgiAIgiAIglilkFFPEARBEARBEARBEKsUMuoJgiAIgiAIgiAIYpXy/wOGxDDovyKQxQAAAABJRU5ErkJggg=="
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_news_overlap(\"Deep Rock Galactic\", df_deeprockgalactic).show()"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {
"ExecuteTime": {
"end_time": "2023-07-02T06:48:01.311087277Z",
"start_time": "2023-07-02T06:48:00.776166565Z"
}
},
"outputs": [
{
"data": {
"text/plain": "<Figure size 1024x576 with 1 Axes>",
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_news_overlap(\"OMORI\", df_omori).show()"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {
"ExecuteTime": {
"end_time": "2023-07-02T06:48:01.633792316Z",
"start_time": "2023-07-02T06:48:01.310704540Z"
}
},
"outputs": [
{
"data": {
"text/plain": "<Figure size 1024x576 with 1 Axes>",
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_news_overlap(\"Potion Craft: Alchemist Simulaator\", df_potioncraft).show()"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {
"ExecuteTime": {
"end_time": "2023-07-02T06:48:02.049846021Z",
"start_time": "2023-07-02T06:48:01.636116396Z"
}
},
"outputs": [
{
"data": {
"text/plain": "<Figure size 1024x576 with 1 Axes>",
"image/png": 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7W+y000747W9/C0VRMH36dOfYTzrpJJxxxhnYcsstMXXqVEyaNAmAVU7+xz/+sWbvheJJnksuuQTvvfceXn75ZZx66qm45ppr8IUvfKHk5//nf/4H8+fPx7777ov333+/JIgs/t1VVXX1d692zoqfr14333wzFi5ciH//+984/vjj8ac//QnRaHTIv4PM8zyYas8thMBWW22FRx55pOLnJ0yYgHXr1uGZZ57B9OnTMWXKFLz66qtYsGCBc/6Gcu7rUfy+Kjdu3DgsX7685Gu9vb0l79Hy37HZvh9CCFxzzTWYOnVqydeXLl065MeYMmUKFi9e7JS633fffViwYAFuuummho9rn332wV/+8he8+OKL+P3vf4/HH38cl19++aDX7VCPaaB7BgBniYqqqiXLVYrf07VeOyIit7D7PRGF3tZbb41Zs2bhyiuvhKZpAKzMycsvv4yTTz4ZgJXd3HvvvXHFFVdg1113dTKIhxxyCP785z8jlUoBsAbOdkZxIPF4HJMmTUI0GsXbb79dMfB95JFHYJom+vr68Oyzz1asFwaA/fbbz8kW9/T04JlnnsG+++474POOHj0au+yyC+69914A1mCyt7cX22+/PXp7e/H2228DAJ588klss802Tna1lhkzZuDOO+90Bqc9PT0ArNfUzkItWLAAGzduHOwlcXzxi1/Egw8+iO7ubgBW1uqjjz4a9N+NGjVqwIzzBx98gMWLFwMAHnjgAey3334VPxOPx7HFFls4TRN7e3ud72211VbYZpttcPXVV+OrX/2q8/WZM2fiD3/4g5MZ/fjjj2sex4oVK7DbbrvhzDPPxIEHHoj33nuv4mcSiQS22GILAHDO02CmT59e8p55+umna/5sf3+/8/2nn34aW2+9NUaPHo2tt94aS5Ysga7rSCaTeOGFF0r+3TPPPIO+vj6YpomHH3646utn03Udq1evxt57743vfve72HHHHV3rMr/vvvs6gfV7773n9JQot99+++GBBx6AYRhIp9N47LHHsP/++zf8vNtttx00TcPzzz/vfM1+PwFW8Hjbbbdh+vTp+PznP4+nn34apmk6VSRDOffFGr0mAes1ev75551raOXKlVi8ePGQgsaBrqOBvjdz5kzccccdzuRAZ2cnNmzYgO233x49PT0l114tZ555Jm6++eaS+2Emk3H+u9Y5td+/Tz31FADg7bffRn9/P7bbbjusWrUKY8aMwXHHHYfvfOc7WLRokXO8Q7luBzumge4ZQ1XrtSMicgsz9UQ0LFxxxRW45pprcPjhhyMajWLixIm47bbbSrI4xx57LL7zne/gV7/6lfO1efPmYf369U6QF4vF8OMf/7ii+Vm5U045Beeddx7+9a9/YZdddqkYbG+11VY44YQTkEgkcNppp1UtMf7Od76Dyy67DHPmzAEAnHvuuQOW3tuuvfZa/OxnP8Ndd90FRVFw7rnn4ogjjsB1112HK664wmnKde211w76WOeccw6uueYazJkzB7FYDAcddBB++MMf4owzzsD3vvc9/P3vf8e+++6LLbfcctDHsu2333741re+hW9+85vOgPu73/3uoGWxJ598Mr73ve+ho6OjolEeYJVq33777Vi2bJnTKK/cWWedhYsuugh33nknvvCFL1Qc97x587Bs2TIcdNBBztd+/OMf4+qrr8axxx4LIQTGjRtXc2u2a6+9Fp9++ilUVcWWW25Ztcv5D3/4Q5x22mkYO3YsZs6cOeDvbDvppJOwZMkSHHnkkZgwYQL23nvvmj+75ZZb4qWXXsL111+PtrY2pxR67733xtSpU3H00Udj8803L2kMBlglzeeee67TKM9ewlGNaZq46KKLEI/HAVilxzNmzMD69euH9PsM5Mc//jEuvPBC3HPPPdhhhx2w0047lVTY2L761a9ixYoVmDt3LgCrqVozu0HEYjHcfPPNuPLKK/Gb3/wGmqZhzz33xNVXXw3Amlh54YUXMHXqVESjUYwbN67kNRzKuS/W1tbW0DUJWNVH5513Hk4//XQIIRCLxTB//vwh7eRhN9wcM2aMM2lo+8pXvoJrr70WN9xwQ0WjvLPPPhu//vWvnYafI0aMwNVXX42JEyfil7/8JS666CJEIhFn6Uc1hx56KEzTxE9+8hPE43GMHz8eY8aMwbnnngtg4HN67bXX4rLLLsPvfvc7dHR04LrrrkNbWxsWLFiAP/7xj4hEIlBV1Xndh3rdDnZMg90zhmKg146IyA2KqLYoi4iIpCnvHE/Ns8tl77rrrqYe5xe/+AUmTpyIM88806Uj89aqVavwjW98A88++6zfh9KwTCaDWCyGSCSCjz76CN/85jfxj3/8o+ZSFyIiouGOmXoiIhr2crkc5s6di0033RR/+MMf/D6cYW3ZsmW45JJLnCqOK6+8kgE9ERHRAJipJyIiIiIiImpRbJRHRERERERE1KJaqvzeNE3oug5VVUv2YiUiIiIiIiIKKyEETNNENBqFqpbm5lsqqNd13dlCiYiIiIiIiGg4mTp1Ktra2kq+1lJBvT0jMXXqVEQiEZ+Phvy0ePFi7LHHHn4fBhGRJ3jPI6LhhPc8okqGYeCdd96pyNIDLRbU2yX3kUiEQf0wpygK3wNENGzwnkdEwwnveUS1VVuGzkZ5RERERERERC2KQT0RERERERFRi2JQT0RERERERNSiGNQTERERERERtSgG9UREREREREQtikE9ERERERERUYtiUE9ERERERETUohjUExEREREREbUoBvVERERERERELYpBPREREREREVGLYlBPRERERERE1KIY1BMRERERERG1KAb1RERERERERC2KQT0RERERERFRi2JQT0RERERERNSiGNQTERERERERtSgG9UREREREREQtikE9ERERERERUYuSEtR/5zvfwRe+8AWcf/75Vb+/aNEiHH300fjSl76Em266ScYhEBEREREREYWelKD+G9/4Bq655pqa3//5z3+OX//613jqqafw4osv4v3335dxGEREREREREShJiWonz59OkaNGlX1e52dnTAMA1OmTEEkEsFRRx2F559/XsZhEBEREREREYVa1OsnXL9+PSZPnuz8ffLkyfjPf/5T12MsXrwYiqK4fWhSGKaJiMrWBW7TNA2LFi3y+zCIiDzBex4RDSe85xFVEkLU/J7nQb0b9thjD0QiEb8PY0hSGQ0jO2KePZ9pmlCHwSTCokWLMG3aNL8Pg4jIE7znEVE1YR33Ded7XljPKTXPMAwsXLiw6vc8f8dMmjQJnZ2dzt87OzsxadIkrw/DMznN8PgZa8/gEBEREVGYcNwXPjynVD/Pg/rJkydDVVUsXboUhmHgiSeewMyZM70+DE+YpolszuOgfoCyDCIiIiIKEY77wofnlBogJaj/5je/ie9973t44YUXMGPGDLz11ls488wznQz9pZdeigsuuACHH344Dj74YOyyyy4yDiMQPA/qiYiIiIiIaNiQsqb+jjvuqPjabbfd5vz3nnvuiccff1zGUweMQFZnpp6IiIiIJOC4L3x4TqkB7MIgWSbLNfVEREREJAPHfeHDc0r1Y1AvkxDI5HSPn9PbpyMiIiIin3DcFz48p9QABvWSeb2mXvBOQERERDQscNwXPjyn1AgG9ZJlPc/U80ZARERENCxw3Bc+PKfUAAb1kmU836eeiIiIiIiIhgsG9ZJluKUdERERERERScKgXiYhvN+nniU7RERERMMDx33hw3NKDWBQL5nnQT2baxARERENExz3hQ/PKdWPQb1U3NKOiIiIiCThuC98eE6pAQzqJct63iiPdwIiIiKi4YHjvvDhOaX6MaiXSfhQfs91OERERETDA8d94cNzSg1gUC+Z15l63gaIiIiIhgeO+8KH55QawaBeIgGBnNfl95zdIyIiIhoeOO4LH55TagCDeslymunxM/JGQERERDQ8cNwXPjynVD8G9TIJPzL13j4dEREREfmE477w4TmlBjCol0jXTRim11cm7wREREREwwPHfeHDc0r1Y1AvkWEYML1eF8N1OERERETDA8d94cNzSg1gUC+RZgiYnmfqiYiIiIiIaLhgUC+RYZgM6omIiIiIiEgaBvUSabrpQ/m91932iYiIiMgXHPeFD88pNYBBvUS6D+X3gs01iIiIiIYFjvvCh+eUGsGgXiJN173P1BMREREREdGwwaBeItMQML2uoOEkAhEREdHwwHFf+PCcUgMY1Euk6SaE5xcmbwREREREwwPHfeHDc0r1Y1AvkWEaMLzufs/7ABEREdHwwHFf+PCcUgMY1EuUY6aeiIiIiKThuC98eE6pfgzqJdJ1A55vU891OERERETDA8d94cNzSg1gUC+RrgsIz7e0IyIiIqLhgOO+8OE5pUYwqJdINwzvt7Tj7B4RERHR8MBxX/jwnFIDGNRLpOvC++uSNwIiIiKi4YHjvvDhOaUGMKiXSDdM7zP1RERERERENGwwqJdIMwzvu99zEoGIiIhoeOC4L3x4TqkBDOol0nXDh+uSNwIiIiKi4YHjvvDhOaX6MaiXSNOFD5l6b5+OiIiIiHzCcV/48JxSAxjUS2SYJjP1RERERCQJx33hw3NK9WNQL5Pw4bLkOhwiIiKi4YHjvvDhOaUGMKiXSMn/qRumZ8/J2wARERHR8MBxX/jwnFIjGNR7wDS9C+p5KyAiIiIaLjjuCx+eU6ofg3qZ8uUzpunhxcmSHSIiIqLhgeO+8OE5pQYwqPeA4WVQT0RERERERMMGg3oPeJqp97TUn4iIiIh8w3Ff+PCcUgMY1HuAmXoiIiIiIiKSgUG9BwzDy6CeEwhEREREwwPHfeHDc0r1Y1AvlXVRepqp532AiIiIaHjguC98eE6pAQzqPWB62sWSdwIiIiKi4YHjvvDhOaX6MaiXyroodQ/L7wW3wSAiIiIaFjjuCx+eU2oEg3oPmOxiSURERERERBIwqJdIyWfqPd3STnACgYiIiGhY4LgvfHhOqQEM6j3ALe2IiIiIiIhIBgb1MuVjeS/X1IPrcIiIiIiGB477wofnlBrAoN4DppdlNLwREBEREQ0PHPeFD88pNYBBvVT5feq9zNQTERERERHRsMGg3gPeNsrjBAIRERHRsMBxX/jwnFIDGNR7QPdwSzsB3giIiIiIhgOO+8KH55QawaDeAyy/JyIiIiIiIhkY1HvAy/J7wZIdIiIiomGB477w4TmlRjCol8q6KHXDw+73LNkhIiIiGiY47gsfnlOqH4N6D5hezrjxPkBEREQ0PHDcFz48p9QABvUSKfmrMpczPHxW3gmIiIiIhgeO+8KH55Tqx6DeA93xrHdPJrws9SciIiIi33DcFz48p9QABvUy5Sfaej0N6r17KiIiIiLyEcd94cNzSg1gUO+BHi+Det4JiIiIiIYJjvvCh+eU6segXirrouxLMFNPRERERC7juC98eE6pAQzqPdCfzHn2XIJ3AiIiIqJhgeO+8OE5pUYwqPdAIuVdUA8vt88jIiIiIv9w3Bc+PKfUAAb1HkhmdL8PgYiIiIiIiEKIQb0HsjkPg3rO7hERERENDxz3hQ/PKTWAQb1U1kVpCiCZ9qoEnzcCIiIiouGB477w4Tml+jGo90hP3KOgnvcBIiIiouGB477w4TmlBjCol0gp+u90VvPoWXknICIiIhoeOO4LH55Tqh+Deo8YhunNE3EdDhEREdHwwHFf+PCcUgMY1MtUdFEaplcXKG8ERERERMMDx33hw3NK9WNQ7xGvgnrB2T0iIiKiYYHjvvDhOaVGMKiXqnBR6p6V33vzNERERETkM477wofnlBrAoF4yu1meYbD8noiIiIjcxHFf+PCcUv0Y1Eum5KN606s19SzZISIiIhoeOO4LH55TagCDesmUfFTvWfk9Z/eIiIiIhgmO+8KH55Tqx6BeIgXC+0w9bwREREREwwTHfeHDc0r1Y1AvmZ2p925LOyIiIiIiIhouGNRLVmiUx+73REREROQijvvCh+eUGsCgXirhRPW6Z43yvFq7T0RERES+4rgvfHhOqQEM6j2gKIDu0ZZ2bJhJRERENDxw3Bc+PKfUCAb1MuUvSkVR2CiPiIiIiFzGcV/48JxS/RjUe0BRAMPklnZERERE5CaO+8KH55Tqx6BeKuuiVKDAYPk9EREREbmI477w4TmlRjCo94CnmXreCYiIiIiGB477wofnlBrAoN4DiqJ41iiPJTtEREREwwXHfeHDc0r1Y1DvAStT79WWdrwREBEREQ0LHPeFD88pNUBaUP/cc8/h8MMPx2GHHYb77ruv4vt///vfMWfOHBxzzDH4wQ9+gFwuJ+tQfKMIe0092P2eiIiIiFzGcV/48JxS/aQE9bquY/78+bjzzjvx0EMP4fbbb0dPT4/zfSGE8/2///3vAIB//vOfMg4lEBRFgWFwTT0RERERuYjjvvDhOaUGSAnqFy1ahB133BGTJ0/GqFGjMGPGDLz88ssVP5fJZGAYBtLpNCZOnCjjUHyl5P9UPS2/9+ZpiIiIiMhnHPeFD88pNSAq40HXr1+PyZMnO3+fPHkyOjs7nb8rioKf/vSnOOaYY9De3o79998f06dPH/LjL168GIqiDP6DPtvYtRGm2Q5DMbF+/QYsWrRI+nNGV6+CHpX/PH7TNM2T15OIKAh4zyOiasI67hvO97ywnlNqnhigikNKUD8YTdNw77334rHHHsPkyZPxwx/+EI888gjmzp07pH+/xx57IBKJSD7K5n38URdUNYFoNIKx48dj2rRp0p+zX1+HTTx4Hr8tWrTIk9eTiCgIeM8jomrCOu4bzve8sJ5Tap5hGFi4cGHV70kpv580aVJJZr6zsxOTJk1y/r5kyRJEIhFsueWWiEQi+NKXvoS33npLxqH4zJpNURUFhkdb2g00g0NERERE4cFxX/jwnFIjpAT106ZNw7Jly9DZ2YlkMokXX3wRBx10kPP9yZMn4/3330dfXx8A4JVXXsF2220n41ACw7M19VyIQ0RERDRMcNwXPjynVD8p5ffRaBQXXXQRvvGNb8A0TZxxxhkYN24czjzzTFx55ZWYPHkyzjrrLJx00kmIRqPYaaedcNJJJ8k4FH/lr0lVUdgoj4iIiIjcxXFf+PCcUgOkramfPXs2Zs+eXfK12267zfnvk08+GSeffLKspw8URYGHW9p59DxERERE5C+O+8KH55QaIKX8nmz5qTYFMD0rvyciIiIiIqLhgkG9B7wtv+fkAREREdGwwHFf+PCcUgMY1HtAAWCYXpXS8EZARERENDxw3Bc+PKdUPwb1HlC4pR0RERERuYzjvvDhOaVGMKiXSMnPtCkKYHp1gfI+QERERDQ8cNwXPjyn1AAG9R7wMlNPREREREREwweDeg9Ya+q9Cuq5DQYRERHR8MBxX/jwnFL9GNRL5UP5PREREREREQ0bDOo9oCiKd/vUc/KAiIiIaHjguC98eE6pAQzqZcpfk4oCD7vfe/I0REREROQzjvvCh+eUGsGg3gOKonhYfs91OERERETDA8d94cNzSvVjUC9VYU29Z43yOLtHRERENDxw3Bc+PKfUAAb1HvB0TT3vBERERETDBMd94cNzSvVjUC+RUvSnZ+X3XIhDRERENDxw3Bc+PKfUAAb1HmD3eyIiIiJyHcd94cNzSg1gUC9V0T71npXfExERERER0XDBoN4DiuJh+T3X4RARERENExz3hQ/PKdWPQb1U+Uw9vCu/FyzZISIiIhoWOO4LH55TagSDeg94m6knIiIiIiKi4YJBvQe4pR0RERERuY/jvvDhOaX6MaiXSRQ1yvMspueNgIiIiGhY4LgvfHhOqQEM6j2gKAoEt7QjIiIiIjdx3Bc+PKfUAAb1HvBqTb1pmtKfg4iIiIiCgeFf+PCcUiMY1HtAgeLZpBtvBERERETDBLO64cNzSg1gUC+RguI19V5coLwJEBEREQ0bDADDh+eUGsCg3gOKonDPSSIiIiJyGceX4cNzSvVjUO8BRfFo0k0Izu4RERERDRcc94UPzyk1gEG9B7wrvyciIiIiIqLhhEG9VPk19R42yuPsHhEREdEwwXFf+PCcUgMY1HtAUaw/ueUcEREREbmHAWD48JxS/RjUy5S/JpV8VG+Yki9SIcAbARERtQpNN/w+BKLWxqxu+PCcUgMY1HvAztRLD+qJiIhaSDqrwzBYxUZERNQMBvUeUGBF9aYXQT1n94iIqEVkcyaz9URNEKzQDB2eU2oEg3qJFGFlHwpr6mVfpLwJEBFR69AMAzmdmXqihnHoFz48p9QABvUesIN6wSw6ERGRI5czkNMY1BM1jGPL8OE5pQYwqPcQE/VEREQFWc1EjuX3RE3g4C98eE6pflG/D2A4sLvfc009ERFRgaYbyOWYXyBqFId94cNzSo1gUC+RAoFCmzz5QT0baxARUSvJagZi0Yjfh0HUugSXr4QOzyk1gEG9F+xGeZx6IyIicmRzBtqiLL8nIiJqBmvePOBsaSd9Tb0A1+EQEVGr0HQTWU33+zCIWhjHfeHDc0r1Y6beA95taUdERNQ6spqBaEQZ/AeJqDoOLcOH55QawEy9VKVXpSfl9yzxJyKiFpHNcZ96oqZw3Bc+PKfUAGbqPeB0vzc4cCEiIrLldANZdr8nIiJqCoN6D9iFhZ4k6lmzQ0RELSKbMxCLMKgnahzHfeHDc0r1Y1AvU/6aVLzqfs9yHSIiaiE5zUA2yqCeqHEc+4UPzynVj5+kXshH9YY3qXoiIqKWYHW/55Z2RA1jQid8eE6pAczUS2VdlHb5vfzu97wJEBFR68hqBiIqu98TNYrxX/jwnFIjGNR7wdnSzoPn4p2AiIhaRI5BPVGTOO4LH55Tqh+DeomUsj9NITmq5z2AiIhaSE43EY1wZxiihjGZEz48p9QABvUesLe0E55cpLwREBFRa2CmnqhZHPeFD88p1Y9BvVSla+oN6b2AeBMgIqLWoWkmIiob5RE1jEO/8OE5pQYwqPdCPqr3JlNPRETUGjTdgBphpp6oUYIRYOjwnFIjGNRLZWfqrQGLLrtTnhBchkNERC0jp5tQmaknahwHfuHDc0oNYFDvAcXJ1Pt7HEREREGi6SZUrqknagIHl+HDc0r1Y1Avk31N2lvaGXIvUgEAsjvsExERuUTXTagKg3qihjH+Cx+eU2oAg3oP2OX3JlP1REREDs0woah+HwUREVFrY1DvATsJYZgM6omIiGyaboKJeqJmcGwZPjynVD8G9VKVXpTSu9+zEoCIiFqIYZrQdb+PgqiFcewXPjyn1AAG9R5Q8mkI05NMPW8ERETUGnRDQFX4uUXUMAaA4cNzSg3gSjaJlLI/5cf0vAkQEVHr0HSDS9OIiIiaxKDeA56uqefYiIiIWoBumMhpJpvIEjVBcOAXOjyn1AgG9VKVrak3JW83x3sAERG1iP5EFoBXS9OIQoqTYuHDc0oNYFDvAXtNveRt6i28ERARUQvoyQf1/NgiagIvoPDhOaUGMKiXqnBRKvAiG8GbABERtYbuvgwAsPyeiIioSQzqvaJwn3oiIiJbT9zO1POzkahxvH7Ch+eU6segXiZRnKlXPNqnnjcCIiIKvu7+fKZecrsZolDjsC98eE6pAQzqPaIobAZERERks8vvmaknIiJqDoN6ryherRvk4IiIiIKvl43yiFzAUpfw4Tml+jGo94gChWvqiYiI8voSXFNP1DRePuHDc0oNYFDvEc/K7zk4IiKiFtCbyCIWVTl+JWoCJ8XCh+eUGsGgXiKl6JpU4EH5vWC5DhERBV9OM9DZlcKmo9sBALrBzy8iIqJGMaj3iuJNzM3JPSIiCrrFyzfCMAU227QDAGCyBT5RgzjwCx+eU6ofg3qpSre0k72mXvAmQERELeD19zrR0RbBqI4oAMAw+PlF1BBmc8KH55QawKDeIwq73xMREQEAVnYmMGZkGxRFAeDV5yNRGPHaCR+eU6ofg3qJlLKLkvvUExERAYZpQlEV5GN67g5D1CheOuHDc0oNYFDvEUVRvMlEMNtBREQBZ5gCCuBk6ll+T9QYdkoPH55TagSDeqk8ztTzJkBERC3AMAUUxdoZBgB0BvVEDeK1Ez48p1S/qN8HMFx4tk89ERFRwJmmgKooXFNP1CwJ145pmtA0zfXHrYcQAtls1tdj8IseHTFsf/fhLhaLQVUby7kzqPeIAi/KaQQ4u0dEREFnmAJQULSmnlvaEQVBKpXCypUrA7HN5PLly/0+BF8Y289Acpj+7sOdqqrYeuutMXLkyLr/LYN6jyiK/C3tiIiIWoFpCihFmXpD9z+AIBruTNPEypUrMWrUKEyYMMG5Pv2QTqcxYsQI357fT1rPOsTGbe73YZDHhBDYuHEjVq5ciZ122qnujD2Deq8oHi1557wBEREFnCnsRnnW3znpTdQgFweXmqbBNE1MmDABHR0drj1uIwzDQHt7u6/H4BclFkXbMP3dh7sJEyYgHo9D07S63/9slCdT0Y1WgQflhRwTERFRCzCNskw919QTBYafGXqi4ayZa49BvUcURfEkUy8Y2RMRUcCZorT7PRvJEtUvCOveiSgYWH7vIfnlhRwUERFR8BmmQKyoUZ5uMDghagzHfqFTdEp32WUXTJkyBYZhQNM07L///jj//PMxfvz4AR9iyZIlWL16NQ499FDJB0tBwUy9RxTFi+734F71REQUeEIIKCgqv+c+9UQN4HUzHDzyyCP4+9//jkceeQSqquK0006DrusD/pslS5bg6aef9ugIKQgY1EukoHhNvQfd7xnQExFRC7C63xcy9Sy/J2qMJwkjCoSOjg78+Mc/RjKZxP/7f/8PAHDVVVfh+OOPxzHHHIMLLrgA2WwW/f39uOGGG/Dss89i7ty5uOWWW5DL5fCtb30L8+bNw1FHHYXf//73Pv825DaW33vFq+73nLUlIqKAM0S+UV5+Vb3G8nui+jGgD6na5zUajWLKlClYtmwZZs6ciXPPPRfjxo0DAFx++eW4//77cfLJJ+P888/Ha6+9hvnz5wOw+i/89re/xaabbopcLoeTTjoJM2fOxE477eTJb0TySQvqn3vuOcyfPx9CCJx55pn4yle+UvL9np4e/PjHP8aKFSugqipuvfVWfPazn5V1OD4p7X4vu6EJb+1ERNQKhInSTD3L74kaxGtnuBH5SVEAeOaZZ/CXv/wFmqYhHo/XLMs3TRM333wzXnnlFQgh0NnZiQ8++IBBfYhICep1Xcf8+fNx5513YvTo0Zg3bx4OPfRQZyYJsMpFjjrqKMyZMwfpdDr05UOKAnhSXRjul5GIiELAFNzSjoioXrqu4/3338dXv/pVrFq1Ctdffz0eeOABTJo0CXfddRfefffdqv/usccew/Lly3Hvvfeio6MD5513HrLZrMdHTzJJWVO/aNEi7Ljjjpg8eTJGjRqFGTNm4OWXX3a+H4/HsXjxYsyZMwcAMGLECIwcOVLGofiqeKdBRVHkrxnkoIiIiFqAKQQUFDL1BsvviRrDod+wkc1mMX/+fIwaNQoHHXQQEokEOjo6MG7cOKTTaTzyyCPOz44ePRqJRML5ezwex/jx49HR0YGVK1eWxGUUDlIy9evXr8fkyZOdv0+ePBmdnZ3O31etWoVx48bhggsuwEcffYR9990XF154IaLRcC/xNxl0ExERFTXKy2fq2SiPiKiquXPnwjRN5HI57L///vjTn/7krK3ff//9ceSRR2LChAn43Oc+h2QyCQDYb7/9cPvtt2Pu3Lk44ogj8PWvfx3/+Mc/cPTRR2PrrbfGvvvu6/NvRW7zJYrWdR3vvPMOLr30Uuyyyy648MIL8eCDD+LEE08c0r9fvHixMxAIsr6+XpjmJuju7oauaejr68eiRYukPZ+S7EJbbw86JT5HUGiaJvW1JCIKkrDd83TdQDqdRm+Ptf5zxcefYGyk2+ejImoxho4RyaRr9wZ7KWw6nYZhGK48ZjPHkkqlfD0Gv6im6fzub731VtWfsb9/8cUXV/1eNBrFHXfcUfL12267rebjUDDkcjnkcjksXbq0aqw70HJ1KUH9pEmTSjLznZ2dmDZtmvP3yZMnY6uttsKuu+4KAJg9ezZee+21IT/+HnvsgUgk4t4BS7Jh0dtQVQXjx49H23odo0ePKXkd3JbrXouedW9hssTnCIpFixZJfS2JiIIkbPc85Z5PMWrUSIwfPwZAAltt9RlMm7aN34dF1FJMXcPaRSOxk0v3hmw2i+XLl2PEiBFob2935TEblUqlQrk0dyhyKRUdw/R3H+4ikQja2tqw/fbbV70GDcPAwoULq/5bKWvqp02bhmXLlqGzsxPJZBIvvvgiDjroIOf7kyZNwmabbYaVK1cCAF577TXssMMOMg4lOBSP9uFliT8REQWcEAIKCo3ydHa/J2oArxsiskgJ6qPRKC666CJ84xvfwHHHHYfTTz8d48aNw5lnnulk8H/0ox/h/PPPx5w5c5BIJIZcet+qFHiwpp4BPRERtQAhCk3yFAUwJG/5ShRaHPqFD88pNUDamvrZs2dj9uzZJV8rXssxdepUPPTQQ7KePnA86X4PMLAnIqLAsxrlWVG9qigwmKknqh8vm5DiiaX6ScnUU15ZgD1QcwOXnlDy4xMRETWvMlPPzy+ixvDaISKfut8PR4oCcMxCREQECAgUGvsq0LlPPVHdhAcBfVdfGom05spjjR4Rw2abjnDlsYioFIN6iZSim603a+rlPjwREZEbhAAU2OX3zNQTNUzi2LKrL41z5j+DTM6d7e062iK49eLZAwb2N910E5588kkAQHt7O66//npsvfXWuO2223DmmWe6chy13Hjjjbjvvvswbtw4pNNp7LHHHrjggguw1VZbAQBmzZqFUaNGQVVVCCFw8cUX44ADDhjy49v/HgA23XRTXHPNNc5j1zqecePG4ZRTTqn5Mw8++CC++MUvYrPNNgMAnHnmmbjxxhvR0dEx5OMKo1WrVmHRokU46qij6vp306dPx4IFCyQdlVwM6j3i1Zp6L2ZtiYiIGmXks/KF8nuuqSdqiORkUSKtIZMzsNfOEzGyo7mQIZXR8dYHG5BIazWD+jfffBMLFizAww8/DE3T0N/fjxEjrJ+9/fbbpQf1AHDWWWc5QfTdd9+Nb3zjG3jyySfR1tYGAPjrX/+KUaNGYfHixfjpT39ad38w+99fd911uOWWW3DllVc2dbwPPfQQ9thjDyeor7YXfasxTROqWlghbhhG3VuZr169Gk899VTdQb1Mjfwe9WBQ7yH5Pew4KCIiomCzs/J2ozxFsQZxRBRMIzuiGD2yTfrzbNy4EePGjUMsFoOmadh8880BANdddx3i8Tjmzp2Lz33uc7j88svx8MMP46677oKmadh///3xox/9CABw9tlnY8OGDcjlcjjrrLNw7LHHYtWqVTj33HOx00474Z133sH++++Pgw8+GP/7v/+LdDqNm266Cdtuu23F8Zxyyil46qmn8OKLL+LQQw8t+V4ikcCYMWMa/l332Wcf3HnnnQCAVCqFyy+/HMuWLYMQAuef8Q0cctTWJT9/zz334P7774emadhpp50wf/58PP/881i8eDHOP/98jBw5Eg8++CBmzZqFxx57DDfffDO22247nHDCCQCsXcdmzZqFWbNm4dprr8V//vMfaJqGM844A8cee2zF8d1yyy144oknAADHH388vvnNb+Kll17CtddeC8MwcOCBB+Liiy+GoiiYPn065s2bh5deegnjx4/HLbfcgpEjR2LFihW49NJL0dfXh1gshjvuuAP/+te/sGzZMlx00UUAgHnz5uGGG24AAHz729/GjjvuiCVLluBHP/oR/vCHP6C9vR19fX244447Sl6jCy64AAceeCBuvPFGrFu3Dh9//DHWrVuH//7v/8bRRx+N6667Dh9++CHmzp2LU045BV/5ylec323BggW4+eabEY1GsWrVKsyaNcs5nuLze+655yIej8M0TVx00UU44IAD8MMf/hDHHnssDj74YADAySefjMsuuwyf+cxnah7fqlWr8Mknn2DXXXfF4YcfjquuugqKoiAajeLBBx9s+D1UjkG9RxTuU09EROQE8MWN8nSW3xMNewcccABuvPFGHHXUUdh3331x/PHHY+rUqfjBD36Av/71r3jkkUcAAB999BGeffZZ/O1vf0M0GsWFF16I559/HocccgiuueYajB07FqlUCieccAKOOOIIAMDy5cvx29/+Fttssw2OOeYYjBw5Evfddx/++te/4u6778Yll1xS9Zh22203LF++3Pn7SSedBMMwsGbNmqay4i+++CJmzZoFALj11ltxyCGHYP78+eju7sbXvnoivnjk3JKfP/LII/G1r30NAHD11VfjySefxLHHHos99tgDP/3pT7HzzjuX/PwRRxyB66+/HieccAJ0Xcerr76Kn/3sZ7j//vsxceJEPPDAA8hkMjjxxBNx8MEHY9y4cc6/feGFF/Dqq6/igQceQFtbG3p7e5HJZPDTn/4Ud911F7bcckucc845+Ne//oXDDjsMvb29OPjgg3HRRRfhwgsvxD//+U8cd9xx+OEPf4jvf//7OOigg5BMJp1qh1o++ugjXHvttZgyZQoWLFiAd999F0888QQmT56M3/zmNyWv0de//nVnmcann36KO+64A2vXrsV//dd/4eijj8YPfvAD/PnPf3YmDMq9/fbbeOKJJzBp0iScdtppWLBgAaZPn+58v729HTfffDNGjx6NDRs24L/+67/w6KOPYt68ebj//vtx8MEHY+XKlUin09h5550HPL5PPvkEd955J9ra2nDOOefg4osvxoEHHoh4PD6Ut8qQMaiXqmiQoijcp56IiIY9uyeevabeKr9npp6oEfJ3VvLO6NGj8dBDD2HBggV48cUXcfrpp+O3v/0tDjzwwJKfe+WVV7Bw4UIcf/zxAIBMJoPdd98dAHDHHXfg2WefBQCsXbsWa9asQTQaxXbbbYftt98eALDDDjs4a+F33nlnvPDCCzWPqfz1tcvnFy1ahAsvvBBPPvmkU3Vkmzt3rjMBUe6kk05CT08POjo68P3vfx8A8NJLL+G5557DLbfcAgBIZzLYuHFjyb9bunQprr/+eiQSCcTj8UHXzE+dOhUrV65EX18fFi1ahL333hvt7e14+eWX8cEHH+DRRx8FYGWkV65cWRLU//vf/8a8efOcIHzs2LFYsmQJtttuO3zmM58BAMyZMwevv/46DjvsMIwcOdJ5PXfffXesXr0aiUQCfX19OOiggwDA6SUwkG233RZTpkxx/r733ntj8uTJ1V+jdNp5jWbOnIlYLIbPfvaz6O/vH/R57MfecsstAQCHH3443njjjZKgXgiBa6+9Fm+++SZUVcWKFSuQy+Ww33774YorrkAikcAjjzyC4447btDjmz17tvNa7r333vj1r3+Njz76CEcccURT1R7lGNR7REG4brxERESNqMjUw6NKNiIKvGg0igMPPBB77bUXJk2ahGeeeaYiqDdNEyeeeCK++93vlnz91VdfxZtvvon77rsP7e3tmDdvHnK5HKLRKGKxmPNzqqo6QZaqqgMu/1m6dGlJsGebNm0a4vE4uru7nfXstloBPWBNCrS1teGCCy7AjTfeiB/96EcQQuDWW291mublNqxE28SJJf/uJz/5CX7/+99jhx12wN13343Vq1fXfA7boYceiqeffhpvvfWWU7FgmiYuv/xy7LvvvoP++6EqzsBHIpEBX8/y72taYWeF8okKu58CgIrXqNbzD1XxRIyiKBUTM4899hjS6TQeeughRKNRTJ8+HZqmoa2tDUceeSSefPJJPPHEE7j77rsHPb7i3+Oss87CjBkz8Nxzz+GrX/0q/vrXvzoTF83iPvUe8WxLO04cEBFRgNlVa8WN8nQ2yiOqn0djvlRGRyKVa+p/qYw+6PMsX74cn376KQArSFq2bBm22GILAFYwaBhWF/79998fTzzxBHp6egAAXV1dWL9+PRKJBMaOHYv29nYsWbIE77//flO/91/+8hesW7cOM2bMqPjeihUroOs6xo4dW/fjxmIx/OQnP8HDDz+Mvr4+HHjggbjrrruc7y9dtqzi36TTaWy22WbI5XL4+9//7nx91KhRSCaTVZ/niCOOwOOPP45///vfzu9w4IEH4i9/+YvzWn7wwQfOf9sOOOAAPPjgg8jlcgCA3t5ebLfddvj444+xevVqmKaJxx9/HF/4whdq/o6jR4/GpptuipdffhkAkEwmoWkattpqKyxduhQA8OGHH2LFihWDvl72cRe/RkuWLBnw5wd6XQCrKeO6deug6zr++c9/Yp999in5fiKRwGabbYZoNIrnnnsOvb29zveOO+443HDDDdh2220xfvz4uo7v008/xZQpU/Dtb38bO+ywA1auXDng71EPZuqlKt7STn73ew6JiIgo6HS9slGewUZ5RA2SN/obPSKGjrYI3vpggyuP19EWwegRsZrfT6VSTmmzaZqYOnUqTj31VABWIDVnzhx8/vOfx+WXX45zzjkH3/zmN2GaJtra2jB//nzMmDED99xzD4466ijsuOOOTkl+PX7/+9/jvvvuQzqdxtSpU/GnP/2pJBN80kknOdn9X/ziFw13M588eTKOPvpo3HPPPTj33HNx1VVXYc6cOTAMA1N22Ba/OWBWyc9/97vfxfHHH4/NNtsMu+66q/P1L3/5y7j44osxatSoiqZrU6dOxSeffIK99toL7e3tAIATTzwRq1atwnHHHQchBCZOnFjRG+CLX/wiFi9ejC9/+cuIRqOYN28eTjvtNFx++eU499xznUZ55c0Dy/3yl7/EpZdeivnz56OjowP/93//h3322Qfjxo3DkUceid13391ZEjGY8tdot912w69+9auaP7/LLrtA07SqjfIAq9LiJz/5idMor7xyYc6cOTjnnHMwZ86cklJ9ANh6662x5ZZbOqX39RzfHXfcgQULFkBVVUydOhV77bXXkH7/oVBEC9WEG4aBhQsXYs8995S6JYBbnr3rj/jduxMwc5+tseTjbuiGif+9eOALoBnZDSvR8/xfsPlXLhr8h1vcokWLMG3aNL8Pg4jIE2G6563vTuG/rvoX9t19MsaN6cAr76zFF3abjO+ftLffh0bUUoxsCmv//DN85vRfuvJ42WwWy5cvx/bbb+8EgV19aSTS2iD/cmhGj4gNuEd9sVQqhZEjR7ryvK0mt+FTtE38rN+HEVoLFiwYsIneYOLxOE444QQ89thjDZX+D6TaNVhsoFiYmXqZivvkARDSExEtMz9DRETDlFN+j+It7fj5RdQQyZfOZpuOGHIgTi7h7TCwXnjhBVx22WU477zzXA/om8Wg3iNKvvu9aZpQVZmtDHgnICKi4LLXzxca5XFNPVFDeNkQ1W369OlVmx8OxRe/+EU8//zz7h6QS9goT6rSu60QAht60hKfjnd3IiIKtkL3++JMPdfUEzWGYz8iYlDvGUWxYu6PVvfJfSLe24mIKMDsUvvi7vcGy++JGsDrJox4VqkRDOolUoq73yvWOsK1G5NIZ9xpOEJERNRqdLNa93sOY4kawipNIgLX1HtIgRBAXyKLrv4sPtNRe0uP5rCEkYiIgsuw19Tn/86gnqhBHgT0erwbZibhymOpHaMRHTPelccKN94PqX4M6j1ild8L9CVz6O5L4zOTRrv/JFyTSEREAWc4a+qR/1OByUZ5RIGjx7ux8pbzILSMK4+nxDqw9bdvHDCwv+mmm/Dkk08CANrb23H99ddj6623xm233YYzzzzTleNoRj3boa1atQqLFi3CUUcdBQB48MEHsWzZMlx0kbytp1etWoXZs2fjyiuvdPZmP//883HyySc33Byulssuuwyvv/46TNPEpZdeiv3339/Vx6f6MKj3iAKr/D6ezGFDn8xmefIemoiIqFlmefk9CoE+EQ2d7CGfmUlAaBl0bPc5qO3N7RlvZlPIrHjbyvrXCOrffPNNLFiwAA8//DA0TUN/fz9GjLC207v99tsDEdTXY/Xq1XjqqaecoL4Z9eyeNXHiRPzxj3/E8ccfL3XHrVmzZuHnP/853nvvPVx22WW47777pD0XDY5r6iUqXlMvYFVJJdIaNvYWgnpNN1x8Rkb0REQUbHqVRnncp56oUfKvHbV9JCIjRjf1v6FMCmzcuBHjxo1DLGYtUd18882x6aab4rrrrkM8HsfcuXNx6aWXAgAefvhhHH/88Tj22GNx9dVXO49x9tlnY968eTjmmGPw6KOPArCy18ceeywuuOACHHbYYbjsssvw9NNP4ytf+QqOOeYYfPzxxw29Lq+++irmzJmDY489FvPmzav4/nXXXYd///vfmDt3rhPwrlmzBt/61rfwpS99Cf/3f//n/Gzx73Ptjbc6xz1nzhz84Ac/wFFHHYVUKoX58+c7P2f/fuUmTZqE3XbbDU899VTF99555x2ccsopmDdvHs455xz09vbizTffxAUXXAAA+Nvf/oZDDz0UALB06VKcc845AIBrrrkGhx9+OI499ljcfPPNAKzt3QBA0zTnnJF/GNR7RNdNCCGQSOdKgvp4MufjUREREXnLMCq3tOOaeiI64IADsGLFChx11FH45S9/iXfeeQcA8IMf/ABjxozBI488gssvvxwfffQRnn32Wfztb3/Do48+ip6eHmfv8GuuuQYPPvgg7r33Xtx6663I5axx9vLly/Gd73wHTz75JF577TW88cYbuO+++3DKKafg7rvvbuh4//jHP+Liiy/Go48+ij/96U8V3//BD36AAw44AI888ohTCv/+++/jpptuwgMPPIDbb78duVyu8vfp63d+n48++ghnn302nnrqKTz22GOYOHEiHnjgAdx77724/fbb0dPTU/XYzjrrLNx2220lX9M0Dddccw1uuukmPPjggzj00EPxv//7v9hjjz3w7rvvAgDeeOMNbLLJJli/fj3eeOMN7LPPPujp6cGTTz6JJ598Eo8++ihOPfVU5zH7+vrw4x//GOedd15DryG5h+X3HtENE6YAUhkdXX2FtUn9yRzGbzrCtecR7IJKREQBZlY0yuOWdkQNCdmYb/To0XjooYewYMECvPjiizj99NPx29/+FgceeGDJz73yyitYuHAhjj/+eABAJpPB7rvvDgC444478OyzzwIA1q5dizVr1iAajWK77bbD9ttvDwDYYYcdcMABBwAAdt55Z7zwwgsVx/LMM89g8eLF+N73vlfzeD+351749a9/jY8++ghHHHEExowZM+jveOCBB2LUqFEArIx6V1dXxe+TTsQxbZ9PsOOOO2LbbbfFlClTAAAvv/wyPvjgAydDn0gksHLlSowbN67ieXbeeWdsvvnmJb/bihUrsHTpUpx22mkAAMMwsOOOO6KtrQ0TJkzAunXrsHLlSsydOxdvvPEG3nzzTXz961/HmDFjMGbMGPz4xz/GoYceikMOOcR5zN/97nc47rjjuJ4+ABjUe0Q3BIQQSGd1JNOFLe363czUh+veTkREIVSxpR3A8nuiRoUssI9GozjwwAOx1157YdKkSXjmmWcqgnrTNHHiiSfiu9/9bsnXX331Vbz55pu477770N7ejnnz5iGXyyEajZaUh6uqira2Nue/zSo9PWbPno3Zs2cPeKzfOv0MzJp5CJ577jl89atfxV//+ldMnjx5wH9jP6/93IZhVPw+2fWfoH3SNli1ahU6OjpKfu/LL78c++6774DPYTv77LPxy1/+EhMmTHD+/a677oq77rqr4mf33ntvPPnkk5g4cSL22WcfPPLII1i8eDGmTp2KaDSKBx54AC+99BIef/xxPProo06jwA8++KDq0gPyHsvvPaIbJoQAsjkDmVxhHX1fIuvjUREREXnLrOh+H7q4hMgj3lw4ZjYFI51o6n9mNjXo8yxfvhyffvopAKvydNmyZdhiiy0AAJFIBIZhjZ/3339/PPHEE07peVdXF9avX49EIoGxY8eivb0dS5Yswfvvvy/pFbF8/PEnmDJlCr797W9jhx12wMqVK0u+P2rUKCSTyUEfp+L36enB+vXrK37uwAMPxF/+8hfndfjggw+c/65mzz33RDQaxdtvvw0A2H777bFu3TosXrwYAJzSfwDYZ599cMcdd2DvvffGrrvuipdffhnjx49HW1sbkskk4vE4Zs2ahR/96EdYsmSJ8xxnn302ttpqq0F/R5KPmXqZikYpmm7CME0YpkBOK1yAvQk319RzVERERMFmlGXqAQUmo3qiwFE7RkOJdSCz4m1XHk+JdUDtqL2lcyqVwhVXXIFEIgHTNDF16lRn/fZxxx2HOXPm4POf/zwuv/xynHPOOfjmN78J0zTR1taG+fPnY8aMGbjnnntw1FFHYccdd3RK8mX589134s03XkckomLq1KnYa6+9Sr6/yy67QNM0zJ07F6eccgoikUjVx9lpp51Kfp+YClzzq984nf9tJ554IlatWoXjjjsOQghMnDixYt18ubPPPhunn346AKtK4LrrrsNVV12FZDIJ0zRx7rnnYocddsBee+2F9evXY++990YkEsHmm2+OXXfdFQCQTCZx7rnnOv0J/ud//sd5/L///e/YaquthrT0gORSRAstwjYMAwsXLsSee+5Z88IIkuf/dBtuXLI5Zu6zNdZ3p7B8TT/6EllMGjcCf7jkMADAXU8uwalH7urK82XXfoTuF+7BFidd4srjBdmiRYswbdo0vw+DiMgTYbrnPfv6Slx3z5v40vTPQlUUvLu8C5GIipv+Z6bfh0bUUvRkP9b95Wf4zJm/ceXxstksli9fju233x7t7e3Wc8S7rW3oXKB2jB5wj/piqVQKI0c2t42ebH2JLEaNiCEacbfwOdv5Cdonb+PqY1JrqHYNFhsoFmamXqrCfMmk8SMxafxIfLiyF939xY3y3Cu/b6H5GSIiGqac8vuir/Hzi6gxsq+d6JjxNfeVH+6EEFY/ENfzjLwfUv24pt5jkYiCnF5oyNHvavk9uDCRiIgCTTfKGuUpbJRH1BheN34yBSckKTgY1MtU5TqPqCr0fFBvmiYSRZ3wiYiIws4whdMkDwAUKJyPJgoQBqpDI4RgPxByVTPXHsvvPRZRFeiGFdTrholsrnbXysbw5kJERMFlGGZRkzwACoMIooa4fN3EYjGoqoqNGzdiwoQJpdepx3K5XOD7Z+VyOagwoKJyS7ymHlc3gCx3xxpuhBDYuHEjVFUt2YJxqBjUS6RUCbAjEQWGKWCaJjTdREZzMagX7t5UiIiI3GYKUbKeXgFXjlH4JNMaRo2of2BeP/cuHlVVsfXWW2PlypWIx+OuPW4jcrlcyZ7uQRRP5RCLquhoczec0vu7EO13eXkutQT7GlTV+ovpGdR7TFWtoUxOM6DpJnJuZ+o5MCIiogAzDFGRqWcJK4VNb74zeqsZOXIkdtppJ2iav8tDly5diu23397XYxjMHY+/i+23HI0ZUz7j6uOu/uPvsdW35rv6mNQa7GqZRgw5qH/33Xel7/c4HETyJyqrGchpJrJuZuqJiIgCTjfNKmvqGdRTuPQlMthqYu092V0j4dpRVbXqdlpeUhTF92MYTDwtkMwK148zkukP/O9OwTPkqYDrr79e5nEMG5F8pj6dNZDTTWg6g3oiIho+rEx94e+KwvJ7Cp+efq6JDrucZiCV0f0+DCIAdWTqf//738s8jmEjErFGMpmsdRPQdHfXwTPbQUREQWZ1vy9twMXPLgqbnrgHQT17KfkqpxlIZxnUUzBwTb1UVRrl2Zn6nA5VUZ1O+O48HQdFREQUbKZZ1ihPsfZ7JgqTnv6M34dAkmm6KSmo5w2R6seg3mP2mvp0VkcsEoFuuH3h8kZARETBVbGlHRQIfnZRyHiRqed14y9ZQT1zdNSIxtrr0RBV39IOADJZw9qHEkAm59INgXcBIiIKOKv8vvB3BeB8NIVOb8KjNfUc+/kmpxnIuL2LFQDeEKkRDOo9Vlx+n9Os0vusW0E9wJs7EREFWvmaeoVb2lEI9Se4z3jYaYbp9Mgi8huDepmqjFEURYGqWI3y7M73mSw74BMFjWmyARGRDOVr6qEonI+m0OlPMagPO103kZWRqecNkRrAoN4HqqoildGRy+9Rr7NDEFHg5FzemYKIqlPA7vcUPqmMJv9JeN34SjNMGBzDU0AwqJeuMjCIRhRkcgay+fJ7060O+Ly5E7nG7e0micgiIFCaqufHF4WPbggk0x4E9lx/7RtdNyUtHeI5pfoxqPeBqiol5feu3hA4MiJyhab5tywm7UWGh8gn1ba04ycXhY1pCiSkl+DzyvGTbgg5VUY8rdQABvWSKVW+Fo2oSKRyTvm9a4l63gWIXONn+X0yw8Y7FF7ln1QKFJbfU+iYQkjaw7wUrx3/GIYpKZfGc0r1Y1Dvg472KDp70k7QwK6/RMGT8zFTn0yzwRKFmABKprwVFplR+Agh5K+35nXjK900OalCgcGg3gcj2iLo6ktDy6+pNwzeEIiCxs819QlP1mES+UMIVOxTz4ExhY0QViM1Ci/DEGCfPAoKBvXSVV7tHe1R9CVyyDlr6t256XNQROSerI+Z+kSKQT2FV8VSMZ8y9TmNy1xIHiEEt0YNOVMICBlRPYfz1AAG9T7oaIsgndWRymfjTFdvCLwTELnBzzX18psrEfmnfBCsQPGlJ0x3f9bz56ThwxSArst+X3PM5xc9v57elHIOeF6pfgzqJavWKK+jPQoAWLMxCQAurrniTYDILVrOv0x9nOX3FGICqOx+78PH18betPdPSsOGEMKb8ntWafrC7rvD5vcUFAzqfTCizQrqO3tSANwM6lmCT+QWX8vvGdRTiJX3yfPLBgb1JJEQHvRM4pjPN/YyOTlb2vG8Uv0Y1PugLWa97H0Jq8TWtfJ73gOIXONv+T2Degqv8vGqlan3/gNsQ35inchtRj5Dr+n+TQ6TXPH8MjnG3xQUDOp9oCgKDt9vG3xx760AAKarM7m8uxC5wc8t7ZippzATQkApStVb+9R7fxwbezPePykNC/ZWxe72TKrEEZ9/ehNWTw5WyFJQMKiXTBnglmsPagzXbgi8sRC5hfvUE8khKhbV+/Pp1dXPoJ7ksJdVal5sWcyg0hfxZL7aVsrrz3NK9WNQ7yN7n17DzUYqvA8QucLPNfWpDLfaovAqz2wp1hc9P44eBvUkib2W3tXxXTUM6H3Tn5RYfs/TSg1gUO8jO6h3bZbPpf3uiQjIaf5dTwzqKczKE/VQBqppk8cunyVymz2u86T7PfmiT2ZQz6ieGsCg3kd2+b3p6j2fNwIiN+R8bHCUzjKopxCrkqn3I+GYyerIabzWyH1mfmCny264yky9b/qTXFNPwcKgXrKBdu1xyu/Z/Z4ocDQfy+8zOQYaFF7la+oVn7a3MwyBvgSbUpL7dD1ffi+5UR4ABvY+iUstv+c5pfoxqA8A081UPe8DRK7wc0u7bI7bIFF4mUJUnfCWvv64/PlM4WTbiNxkl9/rXFMfWnF7n3oOvCkgGNT7SMmnJzyZySWiITMME5qPQb1umPIHg0S+KtrSLv9Z6HUZqykEkhlm6sl99rjO8KL7PfnC3nrW3SW0RI1jUC/dwDd0RXEzqOeHB5EbhBC+TrYZpvC1/J9Iplqxu9eXnGkKXyfvKLwKW9rx/RVWyTQz9RQsDOp9pkCB6epIhjcXomaZQviaKRfC30Z9RDIJlK6jt//b80w9g3qSxF5KIv9zhGM+v6SzOiIRhd3vKTAY1Es2WP8fRXHxps97AJErTFN4vr7Xlstn6DM5BhsUTlX3qa/ydZl0w4SAB93JaVgynfJ7L95fHPx57S//WIpkWkNbVJVz3+IppQYwqPeZosDdTD2bphA1zRReZFiqs583yw74FFKVg2C7v4x3x2BfZyyPJhns8ntd9pp6iQ+fZr+JqnTdwL1Pf4BIRMFmm45gAE6BwaBeusGudsW1tbtc10PkDitT78/1ZAcbfnbfJ5JJiNIqNj/K7+0MPTP1JIMdzBsedFGTdd3YjeCo1Ier+2CYAl/YdTJGj4hJGXkLuLwzFg0LDOp9piiFrU+IKBhMHxvlaRoz9RRuAqi6Ns3r8nuAk2ckhynsSSPZ72l5j29v2SZbpsU+6xYt24BoRMGoETGAY3gKEAb1kg1lTb1rGUHeWIhcIXxslGc/b4Z71VNYlUX1dqbey3k0u0GeX70zKNzscZ3ewtnWTE6D5kHD1r5ETvpzuGnpxz0YM6oNiqJAgSJpXkWAdf1ULwb1PlMUxdVZPq+7BxOFkWH4mKnX7Uw9g3oKJyFEafk9vN+n3l5Lz+73JIPu1T71Eq+ZTM5wGrfK1BvPSn8ON2U1A7FIIXzi0lcKCgb1kg2aqYeLjfIY0BO5whQeDMZq0BlsUMgJgbJF9dYf7m7vOjBdY6M8kse7Le0AWRndnGYip8k//p54RvpzuKl48lFRJA69OaanOjGo95miuNcoz8KbAFGzTNO/8ns7yPCrUoBItvLMlh3fe3nJMVNPMplOozy593GZj57TDGQlZ+p13UA82Vrl99akpFL6d6IAYFDvM9e3tCOipvnaKC+/hpGdbymsyrvfw4fu9/Z1xu73JIMh7C3tWvf9lc0ZyEleBqYbJuKpVgvqC8uHFEUBk2kUFAzqpRv4Yne1/B6C9xYiF5hC+DbZlst3S+ZcHw0Xvqyp11s/6KLgssvvTenLuOSN+7KagazkRnm6IVpu67zil1uBpEw90//UAAb1fnO9/J6ImmUawpP9havR8uWOvC9QWAkhSspX/eh+n8sHKyy/Jxns+3crTxrlNEN6w1bdMJHwaOs8t5TcvmSuqSeqE4N6yYaypZ17jfLceRii4c40/e9+z2U5FFZmefm983UvM/VeNjKj4cb+/PDmc0ReozzZe8hregtm6osb5UFi93vOFlCdGNT7TAFczgjyJkDULD/L7+0gg0E9hVbZYFXJp71MDwNse009u9+TDIZXDU8lBn5ZjzL1yZYL6ov+osjap56ofgzqfaYoCtyL6XlnIXKD4WNQb5ffe7m+mMhLtd7ZXr7lnTX1LL8nCXTDw/J7SdeN1f1e7vFruoFkpsWCehQmIuW2yeMYgOrDoN5nVqM8F2+aDASImiaEf2vacx5thUTkl7Il9UVr6n3ofs9MPUlg379bueIq68WWdoZAKiO3xN9t5fvUEwUFg3rJlMG63ysKXGuOyoCeyBWG4eOa+vwgyssAh8hL5VUo9rjYy0uOa+pJpkL5vRfvL1lr6g1kpa+pN5HJtlpQX9kTxP37CHezovoxqPcb96knChxTmBB+BfVcU08hV/HOVvzY0i4f1Ou8zsh99qSsIXtLO4mTBjkPMvWGaUhvxue20ky99/cuoloY1PvM3fJ73lSI3CCEgOHTh7TT/Z6DBAqrskxXIVPvffk9G+WRDEYIllHldFN6o7ycLqRPHLitePmQ4nzN5fMsJHbVp9BiUO8zxfV96nkTIGqWYfiXKbcHUdIzPERFUh42qxJA2aJ66w8vAyC7UZ7BoJ4k0E2vKq7kPb6myQ/qNc1wJrJbRUmw7fQD8edYiIoxqJds8DX17t0MWP5D5A5DCN+uJ3sNIy9n8tLqDQnPnksIUTVT7235vd0ojxcauc/TTL2k6yane9MoTwhvJxWbJaz29wAAJX/3krJcj4MAqhODep+x+z1R8Jim6dvMe8ZulOdJgyUiy8dr+j17rvKPKWdg7MeaembqSQLPut9LfHhNN5GTHdTnJ9fiqRYK6lG0fIiZegoQBvU+c3efeiJyg2kK3xrl2eWOHCSQl9Z2JaUP4G0Vwbs9MPbws9AO6r3pTk7DjR3Mc039wLR8RUMilZP6PG4qaZSX/5M9cCgIGNTLNtgelm52v+c9hcgVpmldTn5ky3NOpp4XNHknpxlY353y5LmsNfWFv/uxT70dzLN3Bclg92qQ/56WuKZeN5DTJQf1+cfvS2alPo+bire0s+9dXP5KQcCg3mcKOMNHFDTOdkQ+BNaFTD3vC+QdwxRY5dW6+prd7715eqBwbbP8nmTwrPxeIl03kdPkXh92xUw82ULl91U2qmdQT0HAoF6yQRP1rna/502FyA12lsWPztjM1JMfDENg9XpvgnpRuirV+W8vrzczBEEXBZcT1HsS7Ml5Dt0Q8tfU56/5/mTrlN8XlxrZ+9S7X9Qn2CNLkjDveMKg3meKm+X34GwhkRvsy8iPzthZjfvUk/cM00Tco3Wtoiym96OEVQ/BPuIUXIZHW9rJvGZ0w7tMfSsF9cW3L6fKiPeRlrGhN+33IUjDoF66Qba0g4uDdwYBRK7ws/zeXsPItb7kJdP07v1enqe3/yI8TKDY1zi3tCMZ7Pu3FxNVsp5CN0xohuw19fny+yoTiom0LvW5G1VSfi+r+71w/o9ctmp93O9DkEZaUP/cc8/h8MMPx2GHHYb77ruv6s+YpomvfOUrOP/882UdRuBZ3e954RIFibPeVve+TEvLZ0YEP9DJQ4ZpeleWWBaF2FvaeVmdYnpaHk3DTaH83ucDaYJhCCfolqVW+X06o6GzN5jZ++JT6se9i5qzstOj3jE+iMp4UF3XMX/+fNx5550YPXo05s2bh0MPPRTjxo0r+bn7778fW221Vaj3Yx501sTV8nveVIjc4Gem3u4GzLJg8pJuCM+y1uXP4mejPG5pRzLY7y9vtkaV8xzWRJ/c47cnzsu3tFu9MYl0NpifgUKIin5ZUioygvnrt7yVzNTXZ9GiRdhxxx0xefJkjBo1CjNmzMDLL79c8jO9vb14/PHH8dWvflXGIbQMBYrLM3y8CxA1y8wPZHQfBvya4c1aTGpNsibBTSE8C3CFKKyjB1C0T72XjfJ4nZE89vtK+rtL4poVwxTSPwPtz7tkprTU/tN1caSzckv/G1XcE8SP7TipcbphorPLm61b/SAlU79+/XpMnjzZ+fvkyZPR2dlZ8jPXXXcdzj333IYef/HixU7HySBLJOIQ5jh0d3fX/JlcLgtdsyZCmhVZ/QnaMhlXHivoNE0bFr8n+ePTT/sBAO+9txQbx7Z5+tzZrLW1T3dXD9/j5NA0DQsXLoSmC7S3RVx//J7uXqTbVE/ec5lMBgrgfDbaWc0VH3+CMUqX9OcHgN4+6xo3DJPXGbmuu6fH+e/XXn8LHRKuWQBQe1ajQ9ddfw8bhgkhrM8jmddHZ+cGAEB3b7zkeV5/pxttERHIazObzQFCQXd3N5IZa+Jh6ZKl2Lipe2OFURB4d/FioK3Dtcckq0/Dhu7+QL6vhmqgqhApQf1g3nvvPfT392P69OlYsGBB3f9+jz32QCQi5wbppp43XoaiKhg/fnzNn1nX1wVAwbRp05p+vkS0Hz2ftmMnFx4r6BYtWuTKa+a2bE5He5svlxW5aFViBYAu7LjjTth2y009fW7xl08BGNhk7NhAvsfJH4sWLcKUXXdHMq1h3CbuD/QeeX0BRnZEPXnPtT+xoeSz0QrqE/jsZz+LadM+I/35AWDUv+MAMhAuff4SFfv7m69hVEcOyYyOXHQS9p22lZTnyazuwLo33b9uUxkNwCdQ1IjU6+PZ994EkICJ0t/h0dcXAHoqkNdm26PrMKIjhvHjxyGazAFIYaeddsbWm2/i2nMsfwzYfY/dEekY5dpjEvDp2n4IpSuQ76uhMgwDCxcurPo9KeX3kyZNKsnMd3Z2YtKkSc7fFy5ciNdffx2zZs3Cf//3f+PFF1/ET3/6UxmH4jtl0O73intrrlj947u+RDAbu1B97NJJ3YfSXJ3l91SDaZrI5OSUpBqG/PWztuq71Hv7nrd/V15nJIMQAu1tUYwZ2Yb/t3C17Cdz/SHt/ellXx92I75MrrT8vrM7hUwumP0uil9upcrXpDwRuaIvmUM6G8xdFdwgJaifNm0ali1bhs7OTiSTSbz44os46KCDnO9//etfx//7f/8Pzz77LH7zm99gxowZuOKKK2QcSvApXIsTJn3JrN+HQC5wgnqvuoEXMdiVm2owTIFsTs6AxDCFZ2vaBUTVfeq9jK/NomZXnnX9p2HD7hsxcWwHFi+XuKRE0udEVvNmctm+9nJa6TXYl8giHdSgHqLQE4Rr6ltKbyKDrKSJ8SCQEtRHo1FcdNFF+MY3voHjjjsOp59+OsaNG4czzzyzYm39cKcwqA+V3n4G9WHgdL/3eLCf0woBmzddk6mVGKZAWlJQb5rCux0XajyN8LBRnmEKqKo1Ivdj8o7Czf4M6WiPtmRm0J48lH1P0IzCBHrx520irQU2U48qmXqD4/iW0BvPVUwghYm0xb+zZ8/G7NmzS7522223Vfzc9OnTMX36dFmH4bvB2vkpcHGfemGyXMdnPQkG9WHgbHflUTmyLVv0YcPJPiqn66a0AMEwhXfl96Ks/D6f9vLycjPzQb1hCuiGiXbvnpqGg/x7OaIqcieNpGXq8+X3kj+H7C3tACCd1TF6ZBvSGQ2abiIT0ODLLN69I/8f3NGuNfQlszCFCG3/KymZeho6RWEcHia98Yzfh0AusCfaNI8zeHZZmKoqnpYiU2swTIGMpG2evMzUixrDVS/Xt5umQMTJ1PNiI3eZwirRjkRUCAFoemuV/Hq1pl43TLTFrFAkmbZ2ftnYmwYAZLUgX5dK0f9L2qeeXBdPWn2vEinN5yORg0G9dIM0ylPcK2/iPcV/vXFm6sOgUH7vdabeGkhFVMXTPbupNRimkNYozwrqvdunvryMzeulaCXl9zqvNXKX9U5WnImjjNQSfPevm+L7jMxKA90w0Ra1drNKZKxAa30+qA9qmbQo6sdhZ+ylTIhyUO86+7386rvr0JV/n4UJg3qfKVA4wxcivex+Hwp2MO91dsXO1EcjzNRTJd0QoSi/B6zPvtK/e5vtEqIoqOfFVhOrzxojTCvwi0asYXZaUoWNLFmPgnrDEIjZmfp89nR9Tz6o11vnuuQuGq3B/oj542PvIhfCyVwG9ZINtqbe3e73vKn4rZ/d70PBviS9/qC2t/WJqCoHCVTBMIyKrZ/c4mn5fbXPPEWBl8UphikQsdfysyqmpg0hzGZ5QQCAAidTn85KLPeVcNnaVWOA3EoWrShTH09ZSZENPan894L5GWgWNQVRnDX17h1roUovmL9/K7OXxWQ1A5rWWhNtQ8Gg3meKorhcYROum8C6rmRLbTcUTwZrnY7eYuv4gsL+UPU6g+cE9RFW8FAlXeKaekMIzyaSqj2L15l6syhTb4QwY+OWzq6U34fQkuwS7UjEDuolld9Luma8Kr83DBPRqAoFQDyfqbcnkrxe/laP8oQd5wVbgyjqpZJrodhiqBjU+0wBM/UDufbuN7D0k26/D2PIEulgld+nWnArnSCwM5Zer7XN5rfwYaaeqjFNIS3jZ5qmp1vaKeWjYhf7ywyFWbSm3svnbTWd3QzqG2EP6yJqvrQ801pr6rNFFUGaxM9BwxBQFQWRiOpk6rv7MtbENoL5/isestv3MXcnJEXJH+QeE3Du+zlm6sltbne/D1t2zzQF+gOW/a5F0w1pTawalUi3xmsXNPZl5HWm3h7UhHVN/YaeNOJcotIwTTclNsrzrgy9Wvd7BYqnjfJM0womAAb1AwliUNUKhLBmruxMvaxGebV2kmhWcfm9zF1gDFNAVYBYVHHGKz3xDCaPHwlVAV56e7W0526UdWrt7vf2dpy8h7QCIeDc98PYIJVBvWTKoN3vFQh2v6/JCupbIwhIZ/XADQ6TDOobYgc3Xt/0u/sziEVVa0u7gL2X3HDVHxegu5+NtxplGHK73xe/56TuviAqy1cVxeMt7Yob5QW4zNdPumHyem2QmX+P26W+KamZevflisvvJXah100TiqIgGlGRyE9q9ydzGNEexZiREbzyzlppz9244lS99Yer9y5nMM/7ktuKtzLNMlNPblMAmLxwazKFQH8yWCXttSTTeuAaLtmZX6qP/Znq9fns6c+gLRbJH0P47gtZzWAA1QTdNEvKYt1kClG07MTAhl55wZzdRKzi655m6lFUfh+s+3ZQpLM6J4YblX8vK4q1rZ2sNfWyrpniyUOpmXrDmlyLRlTnvZZMa2iPRbDJyCg+Xtsv7bkbJSpj+lBOwodR8a4nLL8n11mZer+PIrhMIZBItcagIpXRAndj54CsMXZwI3MtYTU98SzaoioUJZzl94YppA4Qw84wZJbfFzL1/ckcevrldT0XVaJ6a596aU9Z5Rissl8g2A25/JTK6OzL0iCzqG9EJKK0XKY+qxlORlPm1q6GaUJVgGhURTKtI53RoBsC7W0RxCJKIAMvgaKeIM6aer+OhuohhHD6XHg9vvMCg3qfKYqLa6KECN2dRQjRMtnmZDp4QX0i3VoDiaCwz6PXyyn6Elm0xSKedwL3imGYcsu6Q043RMn+0W4yTOGsae9N5NDdL2/ZU/XPPG+XnJSU3/M9WVU6o8nr2j6MRFTVWp4nZUJTSKnSzmkGohE7+JF3XRqGgKIoaI9FsL43ha4+q0KoPRZBNGLtDpUMWAPi4s9me029lH4gIRwD+M0UgJKPfLlPPUnB67Y202ydEvJUVg/ctiaJFnntgsb+gPY6g9efzKEtpkLxuBO4V0xTQJc4QAw7wzClrQMURVva9cQz6IlLXEtdbU09JA2MazDNQsOkVto21UvJjOZss0n1MfNb2gH5TH1WQ2dP6zQdzOYMRKNWiJCTmKm3d6EYN6Yd6zYmsXJ9AgDQ3hZxKgWC2CzZDuYVGWvqSRprq0kFiiK3AsUvDOolq7JssPT7ipv7UYfvptJK5feabng6KB0Kdr9vjP0BLXN/3moSKQ1t0QiAcO5TbwiW3zfDMIW0clSzKKjv7c9IzdQDqPhwVBS41jR2KEr2qWf5fVXJtC6tMiT0imq0I4qCdNbAitV9cp5HxpZ2moFoRP71YZgCigKM26QDpgCe+c+nAIC2fKYeAPoC1ixZCFTcv1z9vA7hZ39Q5DelgKoqyElsAOkXBvU+c3tLu7AxTYFkpjUCU/uDTw/I7J9hmEi32Dq+oLCz5F5n8FJZzSq/93h9sVdMUzCAaoJuSAzqzcK2TN3xLHolZuprfeZ5vqbe6X4fvsGdG5IZLZQDXy8UZ+o1w0Q6q2P5muA1fatF082i8nuJmXphbS05oj0KAHjrg/UArCoaO6jvTwS34tDJ1HMg3xLs86QqitQKFL9E/T6A8Bv4A9HVtbMhvKkIIVqmwYw9MNQNE9FoxOejsRrQyOqUHXb2NenlYF83TOQ00yq/R0jX1JsilCVvXtENU1pzHytTb/13bzyLXokDaQFRZUs7j/epF4WtjVg6W10yrUHP98FQVeaAGpXVDGSyOj6R1Mldxrs3W7KmXt7noGkKZxnM4fttU/K9/NMHbltjUTRh46ypd/Ulyp9RdtF2nX3umKknKazyexcfMGSBgClEyzTqsbfq0gKSidR0Ecp9OL3gbO3l4bnsT1gDl7ZoBFDCuU+9aYpQ9grwip7vfi+j2aAwC0F9TzyLvoTERnk13gJelt+LojX1Ot+TVdlVcq3yGRwkpr1RPawqvp54Ft39Mqpf5Lx3Nc10MuVSg3ohoKjVF6ra+9f3BSxTX21LTmbqW4OZXxajKgp0Nsqjeg22pj4aUSBgdZltXvhuKqaJllnT52TqA3KjMEx5TbXCzv589rIrtt0QMhZVQ7ssx+Sa+qYYhjXJ+eJbq11/bBOF7vd9iSziSckDaUWp+KuXEz4l3e8Dcs8OmlR+95Qkd1GpW/Gy61hUxbqupLzKLwkfFjndgKpan0WyuoSbpgkhgBoxPQDrtZM5wdiQ4n3qZZTf24n6EI7p/SbMfKZekdsA0i8M6n3WFrPKtLvjAbtpBYSAaJkLz/7ADsrel7puhrK8yAt2JtTL9d92tlBRFc87gXuFa+qbY+Tflw+98JHrjy3MQqa8P5mT2mRT1Oh+7+WSE7thkgJm6m2GYaKzu9Ch3c7Us+Fq/URRN7VZn98ak8ePlFN9JalEW9NNRFQroylryZQ9ZlKV2lF9LKqiT/YEY52s5UOlx+xllRE1zr4srfL71ogt6sGg3md2UN/jRllWCIMAYVq/ViYb/EGFnWUKSiZSM1h+3yjDh+739oBPyf9fGNfUm2ZwJr1akf3ayaheMkUhUy9/K7Mq721F8bxRnr21Ebe0s6ztSuH8Xz/n/N3uZ5NkUF+38g7pqqK01ISmpptQVSv40XRTytbCWn57U2WQoF561VAT7GN3897FDL08dj8Xa7IqfPd9BvU+czL1bq21Clkg4AwyW6D8r1B+H4xA2mq8FoxjaTX2ZeRpObD9+aJYzXfCuKZeCMEAqgn2+1HGe0MUBfU5zZD6/qv2MaXA24Z1TqZeUdj9Pq+zO4l0RndeDzuYZ6a+fuW7nilKYXcJ159IAsM0oSr2ft4munrTUp4DAAbqwRiLqlImFJph3ztsXt+7qHH2JaiqirRlJX5iUC+ZOsgdN6Ja23ZsdOOGGcJ7iijKHAWdEbBGeYZuQmP5fUPsD2gvA1AzX0apIL/VpWfP7B2uqW+OfY8xZDTKE0W9JAzhcjfnsudCxZJ6qzrFw3e9gDUy93otf5Ct3ZiEANDVZyUZ7GA+EbCgqhWUV1opitJSE5rW/vFWI2fdMLFBQlBvj08Gy9QnUgEf/7l9D7HfOyFL0gWBmX9fK2yUR7K0xSKSuqK2Pvs+2QpBfWFNfTCy45phtkw/gqCxMypelkvag0BFsVbrhXGNnhAsdW6GHcxLy9QXTWZ53dPBj0y9qrResCXT2o1JAEBnl/Vnipn6hlVkcxVZfVLkXDOmaTWS1HVrG831Pe4H9UNZU9/RFkV3PFjj44oJmypfo2Cyz5O9rCRsGNQHQFs0gu5+NsqrxsnUt8CgwsnUB+RGoRkms6INsgNqLzN4RvH8i8fri71gL0vxcpvAsLEzCzLKeM2yTD0gbwLGXs9eTFEUqdUBxYp/L0Xhe9JmN8lbkw/uU/mt7BjU16+4UR7g7fvbDVam3poy0HTTnWrSMvZYaaDy+5EdUaQyeuCWEpZO2IRzuVwYmfnJNlUJTgLOTQzqA6AtpqLXlZlIgbAV7dqDzFZaUx+UoN4wzFCWF3nBzqh4uda2kKkP58y/7kPzwbCRtabe3u3Bfs85uz/IikLKFxzbx+HRe95+HdV8GSbL7y0b8tnYtflMvd0skeX3DSjb4UFVJF1Pwvk/V5mmcDLomm5gY5+8TP1A5fcjO6IAgHX5iaYgsG5TpccsswpjfdGOFNQcZupJurZYJHBbdgSFfQG2QqYgaEF9TjeZgWqQ6UOmXjftNfVKvvu9Z0/tCcNpJBmM66PVpLOGc49xP6i3Hk/ALr23vm53p3ZbtUdVPNzxwRmA5yfQWH5v6cknF+zye3uXhWQm+JPqQWOWRfWtlqkXQjjBdjKjS5nY0YZQfj+iPQYAWLk+7vrzN6O8CaLMW9d/lnTKe/Bhxp5PZvd7akjtW1VBeyyC3ni26RLzsGX2gOJMffAnPZwt7QJS0qPrJrOiDbKDGi8H+06ckV/nG7Z96g0fJkrCZGO/VgjqXX4Ji89Jpmi7PGmZ+ioUeLfkxF4qpUCBqjJTD1jr6fsS1ufs+p40NN1wXpdUC0yqB07ZW0remvrK53KDlam3/rurNy0lQWAHVQPE9IhFVcSiKlauT7j+/I2qTNS7/HntNMqzxiBvvr/evcce5kS+S6uqKk71YJgwqA+AER1R9CdzuOh3LzX9WGEL7Av7Jgc/U1DI1AfjHOgGtw9rlB+ZerNo0GSV33v21J6wM/RhnB33woZ+TWL5feHx0tnCvVZWVYW9V3AJxbtGeWbZUhfeJ4Fr734dIzui2HaLTdDVl3GSDLGoilQLNKoNGiHKs7ly1l3L2jHCWnts/QY98ayUa0R31tQPnP4a0R7F6g3BCeohREWmXta9K53VsWJ1n5THHo6EKOxTH8aqQQb10g1+oW81cTQ2Hz/ShZum91GAKTmTU8jUB39QEbxMvQGT3cYbYk+OeRrUF3e/97AU2St2pkdvpRrUgEhlNMRThcyp2xm/4vd5uiiAk7Y9Z5U19Vb3e2/eG/YAvLBPfbiutUZs7E1j8viRGDUiiv5kFv35JYEj2qMtMakeNKKi/F7mpJW7j+t0pc8H2/3JnJTPwqGU3wNAe5tVzRoU5a+EArfvycL5M5nW0NWX9uzeGHamaV2Xqqo47/MwjZEZ1AdEW1ukJUsAN/TK3WqE3e8bZw/Ig9Y1thU45fdedr+3A43831vvbjAwO5g3AnJ9tJLu/iyymuncY9ye8Cl+n6eyhfuFrOU71Q5fVRXkPHpvGEUNuhRZDcxajG6YUFUFI9qj0A2BlZ3WGuaO9qjTMI+GzsrUF4JVVdaSKgmPWWhgB0wePxKZrC4nqNcL1+FAArf+OV/C7VAAIenwEhkNpmCDWbfYFTSqUnhN313e5e9BuYhBvWSD3Kscqht75foQBXy8Rm5ZkP0rpbLBH1QErVGeXTHAbe3qV94FvJisGXNR3LxLUUK3T70dzIdxHZts3X1p5DQhvVEeACQzhf4lMidgyre087IbsX1LtDP1rTih7jbdsPYl72i3uo0v+bgbADCiLeI0zKOhq9jLvIWqr4yiDPqeO0/EFhNGOROKbrLHKINU35dkVYOgvNBIcX1Nvf2nQDJlJbSCsqyz1Zn5rSYVVXHe0wuXbUCXhC0b/cCgPiDca6Li7YX/ybp+uaUr+dck3QLlf4Erv8+fl5wWnA/DVuGsqa8ykOnul1MGWFISjPBl6p1GeQEanNXLr4Hlxr4McrrpvIZuxwbF5efF91pZE4LV1gF7mY0zi3aa4D71Ft0wEVEVjGizgvoPV/YCADraoiXNE1kGPDQVyVxFUiNIKZn6wmeR9acipZrFDlSVQaJ6a0/xAL/vJDZBjOd3HdCNYIwrw8Dap15xqgd7+rNY+EE4mhEyqJdMGeLQ3JVsgaz6nwF0dqekluYJAURUpaR5U1AFrVGexsZkDbM/n6tdk2skNeyxn8re0i5s3e/tALGVA6g+n9Z1buxNIacXGl+6/d4ofryUB0E9UFnFVlwOKZtR3CjPjSq5EDDymXp7HfWnndZ9LhpVSiaq7Q75NIiK7veKvEy9y49rjxnste6qImcpmlPmP8jPqUqwMvVARfW9y5V1wvn/eD5Tn9Na93MzSIr3qbeTNj3xDN5d0e3nYbmGQX1AqG41UfH4ut/YmykZBLpNwOq+2wpBvd29PCgfPk5QzzX1dTOd8vvKC0rWfrlGIaq3AvuQfYbrTlAfjOujEd1xuT1EaumSnKkvzsIlixrlyQp2a62p96z8vmgtryIpYGklpmnCFAKRfEC/67bjscWEUZi6w2aIRtSSnVTWdSf9PNSWYXfZtqnS9jJ3/0GLe07Yf5qSyu9VZfA19UqAyu9rVarIuofY/aSC8vu3OmtXh/yS5/y57E/mkA3JOJlBfUC06rq+rv6MtNJ4+4MlGlFbYk2ffYMIys3XnoXMBeR4Wkmt7vemaWK1pP1yhVnIWkjd09gn9vuxFe9ztv5kDpms9007e+NZaHrpFpVu3meK186XZuq9O1deZuOKt7RTW/Sz1025sq3FPrv5GGy35SbYcuJoxKLWMNEuA167MeXPQbYYAZR1v7f+ogdked5A7OtezUcIsia+NN0cNKAHgrX9WLWXwarCcPFJnH3qhXPdBWVZZ6sT+TX1qloYk9g7fYQBg/qAcG+7E28HJ73xDJKSBrn2wCsWVVuig7setEy9s6Y++FUOQWM6n6ml11Myo6NXUvmpHT8NZZDTiuz3YyuXOqczutTKpFqymmGV3xd9Rri5trm0/L5oSztJ991qA2Avs3F2s0YF3KceKOyQEqmytrktFgFQ6CWyrouZ+qEQZVG9fVt3PTiWMOSzJx6KM/Vy1tSbg+5RD1iTC4GZeCvaetYmcxI+kc/Us+GxO0Q+Uz+iPQbDFNjQk2qJ3bWGikF9QEjb7kSyZFqTdkHYkxzRiNoSNzT7eIMS1Nsz21k2yqtbrUx9PJWT+n63hwlS11/6xH4/tvKa+lTWn6Be001oReX3QPUmjo0q3pGg+PeTd65ElTX13mXjCk0plZatknOTXQlXLcAqBPVWd2gG9UNTXn7vZOpb4P5n3w9UJ6h3f8cNoM5MfUDGVbVeBhmvD1AU1AekUqHV2eOqTUa1AQCWftzdEst7h4pBvWRDzbkpitL8TUEITxP1Oc2Abghp5ff2xRdRW2PQZR+jHpBGeU7jPgb1dbPj6fJrsj+RdT5k3WaYwrlhKJC1/tI/egjK71MZDYmM97P6umFCN0TJ+9HN17H4cYu3D5XbcblySzuvAh7DCerlBSytxA7qq2bq8+X3dqZ+fTfL74es6OW0X1r3dw+Q0MDOydRbf1cVxWku6erzGOag29lZxxGkMWChysdmfV67d3zOIwmBlL2mnkG9K6ziezjLit76YEOA3lvNY1AfEIq0Jiry2F3vE7LW1OfvYZGINeER9K107CBaRplaI+yZ3VZYuhA0hX3qy4L6pOZ8yMp4Tnvv7la8HwzGCEH5fSqj+1Kqp+kmNEOUZKvcHIgUn5PirIWsnTyEqJzwtjpse7ylnZ2pb+H3pBuy9n7hauWQUFEUtEVVdPdZTSI39vnTLLLVmOWZerROpt7Zai4omfqiTuV+c16G0jIMOdsVolA5leOaeleIsg+ft94Px1Z2Ngb10g3tSlfdyNR7vJ4+nbVuMrKCHHs5QiRivU2DXn5kH29QPrSdfeoD/roFkSlE1XVyfYlsSSbT1ec0i0qSlep7ebeywqRX6/5emaxesubcK9Uy9W5mborPSaYkU+/dvcPLgbtdgGA3pWzl96QbnEx9jQCrLRZBd38GOc2fSa0wUPKjbTnjA3cfU8tfIIXyezfGp1WeZ6hr6iWt6W9Ildl2BS5PehQ1yrO7sgelArTVWTG99Z77wq6TMXmzUT4fkbuifh8AWdxrtOHdhZ/OD25lDXLtm6RdEpjTDLS3BfctawSsUZ4T1DNTXzchqnfF7k1knQoVt5lFM8gKXO6mGwBBq2RpRCqrI5n2fv2dbljr6Q1J5felQX2h9FbWRGp5Z3DA2y70elGmnt3vC1V3tQKstpiKnngGvfFcYD7fgs5qyFXUTC3/hne94lDCB4VhZ+qLut/LuESGWn6vqsFZIlO086xDZqM8+3HZ/d4dxcskxm/agfGAtB2N/MBMvWT1rKlv9p7gdWMtO2OZlFR+7wT1+Ux9Jldcehq8gUXgGuXZW9oxqK+bEAJtsQg03Sw5n/FkTtrraZil5fdho4VgTX0660+m0tonXF5QX/wez+R3y1AVRd5Assqhq6p32bhCozxm6gEgmyvd0q5cWyyCvkQOPfHssH+thqp8OGavbJCyTaTLD2mXetuZencqSSvV0ygvKEF94byWLq5wN6gXzp/2uJ4Vl+6wu9+HFYP6gLA/TIMSEA6FnaFPS8rUG+WZ+qIBZn8qeIGqPSANytove0Ae9GULQSSElZ0CrEDe1pfMQTeElL2GS8rv88K01tcuFw/K9dGIdFZH0qfye8MszVa5+d4oPie5XGE7K3nnSlRMeMt9vlL281hBfXACBr9k85n6ao3yAGsHmr5kFm99sD5U9ySZypdPOZl6118/CZn6iu73Ppffq/LWrNevMlWvKICQdFnY85wcx7kjbLsKlWNQHxD2/aGpD0yP36t213uZa4wBIBqxXh173R8AbOgL3rq+oGXq7YFrlpn6utmZesBaR2+zO9/LCOyKGyvZ2YswfQDZk16tHEBlc4YvmXrDsEKE4oGdm/eZ4nNi3y9UVd7eyFXL71V5JazlnO73UJipR+Gc18pgqaqCvkQODz33IUwRrslGacoygvZ/axKqUdx+99rXvX3MssrLDcMcUtbU/jwMQtVhtfJ76+turqkv/ClYfu8qAWbqyQOu7WHqYRBgB/Oy9m0ubGlnvU1zWuF5NvQGL6i3t3wJygDR/mDmDG/9TFG0P3O80O3ZbiKWkLCuWpgo2dLOOo5gvJfcYL8PDVOUTJS0knRWlzaJORA7gC+eoJO1pt4u81Rk7g1dJapX80vQvNjlxCgKWpiptyarIqpSsxR6l8+Ow+d2nIAx+b2dGWAMrvwdZb+2br/XZEz82tvgKkWZeinPY5hONcBAVGd8HICxTLVGeYq8CXj7YTmOc4eoNqMcIgzqJVOG2v0+fyaaW1Po3UWfSOWcYD6Tk7TGuGifegDIFO23vr4vV/Xf+Mn+sA5KFsNgo7yGCSGc/ZmLm0PZ231lJbzni9fU23+EKdawK0dMU2D5mj5py3ZkymqGtEnMgdhBd/G17GYX7eLPHXuZhCq5UV7Flnb5+7wXg1d7skxRrCsuiD1avJTJ6QOWQauqgjGj2rD15NEAuL53KIq3KAWKMvVSXjt3Pyj0smBbWqM8fYhBvd2PIADvOydTX1yFAbebbRZS9YVGef7/7mEgROXSrzBhUB8Q9oxoq6w33dibLgrqJZXfG3ajvHzpVVEg1dXv/cB6ME5QH5BIzB7088OgfkJYA9loREFPPINP1vYDKExgFVeNuMXeRg8o7pQcjPeSGzSjkKnv7k1jbVfK5yOqXzZnSNvCcyB20KnpJiaOG1HyNTfY2aDxm3Rg7Jh27PiZTa1MvYf3Dntw78X9yiiqoWWmvpCpH4wd+Gdz/EwZVNnMlSprjCepK71SFB2oigIh4RoxqvSRqUZ1yu/NACQpqmfqZSVzBIN6V4lqM8ohwqA+IOwbWyDKi4ZgQ2/aaZQna+BX2NLOepvazXxM00RvMoBBff5eH5RzaL9+OZZK1k3kG3nFohH0xbN4b0U3gMJ7MKe5f46LAwv7fhCmYMMe9JhCoKs/gzUbWm8bmZxmONUaXjJNgW0mtePw/bbBbtuOB+BucGAHufvsOgmf33UydvjMWKgyy+9Rua7RyxJbp/w+fxxhus4akdWMIe8Xbv88DaxW+b3eAlUhml6ZqZdxhVhr6oc+maQbJjq7khKOZOjs01dchaGqipQxAcDye7eJKk1aw4RBfUC4tqbeo255G3rTzuBW1iDMLjuyM/X2QCKZ0Uu2twuKoGXqCyW7wXutgs7eY9gUAr2JLJZ8bAX19mspo/zeytSXbmkXpkZ59n3CNAW6+7NYvbEFg3rdlHLuB2MYomR9KwBohnvHYRYFuTZFkdcorxp74O7F/cpplKdY68iNEF1njRhqUO/sRMOgflDlwYOTuHE9OJO/1Zxzz3E5QWAOcXsx5/k1A2s2+hvUO5/JRccdURV3kyf2cwjBRnkuEyHvlBf1+wDI4mQpWuTC3dBTHNTLGRAVD7xUpVD6HE/lArmmr7CmPhgDRPt4+GFQv+J1bH2JHNblswP2B7eMTFW1Le3C1ChPL1pT39Of8SXj3SxNNzwNdG2mELBjLvs94mqm3lknWjqQNyTcZ2uVqdpP7cW9XTcK15rKTH395fcSlh+FTXmZr7PEsgXea4ZhQi059vzXTYGYi89jDnF9s9NvwzCx2ucKr2qnT2am3mSm3lVChLr6npl62dQhzqIW3zSBwh7wdRHCs+b3G/sKQb2sJkNOMyMAqqo6gVR/MgfDDN4EiCkEIqoSmKZLbLDSOCEKZbnru1Po6rM64NuvZVbSPvW2Qqdk15/GN3pR+X1vIut7GWUjdENIv57Kg17TNJ33IyAnOKi2tlVVFWgSJihrPaJTYuvBfd2aQCveg1v6UwZaNjfE8nsnqB/mL9hQCFRtlOd6pl4I13c9qpWpd3vd+FCzpqoz4ReETL31Z/FRq4oi5XNBwKr4ALytmgoz4VE1s18Y1AdEYb2V9YaLJ4PX3b1Yd1/G2d5LfqbeGkzYZa/2a5PwoWHVQIQQUNXgNF0yTAb1jbJL3j47eQzWdiWd19DZWkx2+X3+a62Q1Rmq4u73/ckcVq5vvfJ70xTS13xv6E2X/N1+75UvzXBzgG2aZkX2QlEkLa0q6jxfzGmU58Wa+qLfV9Ye3K0kqxmIDCG4csrvfViC0mrKgwe1hTL1elmm3v5vt4/dNOvM1OumUzXnn8qoXlUVeRWRdq8mjuNcUTxBHkYM6qUb4pZ2ziyudWPoTdQf1Hs5LumJZ5DOf7BLy9TbQT0URFSlkKlPWa9NfwOvkUymQD5TH4wPbcGgvnH5NfW7bjceU3ecAFMIpDOac43JWFNaMsAJ45r6/H1CCIFESkN/Moe1Pmdd6mEHuLKD+lXr41Wf1/6MKDSUczFTb1SOdGQ1yhssU29fWzK3PCxe6qJI6uzdSjTdrC9TL2nHm7Ap2fbMHuO1QFmIbggoRe8HWbszVVtyVk2h+71RMenptcLGGaWN8lwdZwn7sQpb2gVxyWkrKt9qMmwY1AdEeaO8vkS2wUfyZnDSn8w52UpZa8jNwt2zJFNvB/N9AatmEGawMvX2h0FQuvG3kuLlkNF8o8aNRYMJKWvqixZ7hXFLOzvTYAoglbUCtlfeWePnIdXFzozL7pmxqqyCoZCpR8mfbgYH1da2qooi5XetVr5qPx9QuLbuf3aZ689tM8zSppTDPVNfvi95Lex+P3TlbylnjNcijfLKu98D7o8lzCGmTe1jSaQ0/6tYq9wrIqoircLIfjpm6l3CLe2oGUN97ziZerOZoN67iz6TNZDMl7/LCjzMovL7iKo4GRz7telPNjrxIYdAsDL1Tvd7fhjUrTjAjkSs2+SGvkJQL6P8tDhT72xpF4y3kisMU6AtFsG2W2yCiWNHQlGAd/NbBbYC+3qS3TOjdlBf+mniZsBdLWMmq/y+VvVJfudS6Lr1/ade/QQ5SQ3Zio9BgTLsg/qh7t1c3rSW6mNdU8F/r+mmWVZlIGfpgBhiozy7aqAnnvX9vee8BCXLExRXg25n6UZx93smZ1wR/KuvOex+HxCFWVy7/D5YAWs5UwjE82XwsgZEdiZKgQJVVZyb+Qef9gAAUpnglADa66kiqhqYm6/9YcAZ3gYUNTmK5oP6rt6M82053e+rrJsOUVRvmAJjRsawyzbjAFhNj1ppba6TqZd8TsqXJNiTcoXu94rrAXdx5tqmyC6/L2/MV1RiC1j39554DpPHuz9Msa61/GEo3i5dCyKzyvmvRS1aCke1CVGl+aSiuN5sTkaYopdl6lVJVQZmldeoGvve19OfgaabMAzTmWz3mh1wlzTKU+XcKwFm6t3GferJE+Xl9/2NlBh5ODAxTYFdtx2Pz+00AUK43xUVKCrTVKwPFXuwt2xVL4BgNcqzB/osvw+H4iZHdvn9+h4rUx+RtH1N6eSY9ZyiBdZfDlV5MzZVkVeyKIN9b5Z1v7N1dqdKnzc/YVieOXNzkFe1/F6VU37vNMqr8nxAYRLDME1p1ViGWVhXqSrBuWf7ZahbiwH5nWhaaDLOX+UTZbI+j919/+pGefd760+3q5SEWbo2vRb7WHryyS4/x37VXgIrqJdzD7EfleM4dwy1KqlVMagPiPLtThpeU+9RysGehS7eP9RtprN5cqH8/pO1fchkrQFFoIL6/LFG1OCUctofPvwwqF/xUr9ovi7YXlPfFlOlrakvXzcdlPeSGwxDVAwUW+m9WTxokzkZ0RsvvffnqpTfK4rLW9pVaZQnr/zeeYay5ytk6jXdgBDN9JYZmFlUXqwEaCLWL6YphjzQjahcUz8U1fbDVhQJy/MkvHXLu9+XJ53cYlZ7kQZg3xv7/axkdXbvKHxJVeRtZWw38WyFZRstQQxtIqlVMaiXTBly9/vSNUuNNYHz7qI3hb2+TlbzF8BwMjpW+X1OM/D60vVQVQXtMcVZ0x8E9g09SJl6wUx9w4qD+kg+U9+VX1Mfi0Ykdr/Pl98XHUdYlJdaur0OUbbiQZsmKajRDRNZzUCmqLu4VlZ+D1j3RDev62plsKqiOD1e3DTQI9pdpO2lVn1xSUF90UFEVOtTWpe1JVULqCe2iqgq0gFa+hZoFX0q5Oxn7vbQr7L7feHrbhpq+b3NrmCNp/1rlleYaC8ceMTtqib7OUyzkKlvoc/KIBOo7z3XahjUB0QhU29A141Af2g6WyypSsn+oW6zS1zt1yanm1j4wQZsMrIN0YiCpMQtj+pVnKkPyjZkphCIRCSV0IacKKrRckr/8gFGLKpKaT5Y0qyshfY0HiorG1i6DZCMoFGW4kFVVsLyC6Bwby0OZnNl3e8BK8B3871Rbb9oRZG1rKpG+3vkl1nphlON1Sup03XxGnJnmzZJ57QVWMHV0Ea6bbEIuvozg//gMFdtosTt69Z6Ivfft7peWn6vwv48cnfiS9SZNU3k+zilsz5OwFU5fTKTOU5ypkolgMxlYGEVkOG5NAzqA8K+gWqGQFYzpGQC3eIE2yhqbiQjyClae5lI5ZDTTXy4shebjGpDRFUC1SjPnsG2bu4+H0yeaQarG3+rKR9q9OXX99pVI24rngxSnYms4N4H6lUeOCqKAqOFsg/FmXpZ58WeHO1PFYJZuyqgdIspdyfrqnW/V2WUCqP2lnaA1QFf00xnH3R7+1K3GUXl9xF7LX+AP3Nlq2ciur0tgh4G9UNQ+Zq2ypIjwxSllUH2zhQ+Z+qT+TGfjJ42Q1WrUZ6sah+nUV6V902QElsUDAzqA8SaxTWRzRmNBclCwIsSfHugpyhFmXpJ3cDt5zGFQFdvGom0hk1H54P6AJbfB2pNvRCIqKr0LbjCqFozlUTKer+piiLl/V7cgTwSwuxhWaIequLuXuuyFQ9oZXXtt99Xvf1FmXqtWqM8d4MDK8tU+oaPRJSSZQBuGejuGFFVpDIa0vnnlbULTHEWtZCpH75BfT3BVXssIq3XQZgIoEqfCve738sYblhr6osmEaE4X3eTqFIhNJBM1rovaD5OdlepvpeQ3BLOnwKiZnm/rEnPMKu2K0WYcEu7ALHXW2U109eb1mAMp/y+OKMoofzeLKR0DvrcVshqBrI5A2NGxbB2Qx9S2WBm6gH4uuWKTQiRX6MajEmGVlK+7cnUHTZDTjcRi6jo7s9Ieb8Xr+N3Ao0AvcebVb5tlrTu6pIUN8eTNdliZ+r7irq+a1XK790ODowqmfqOtijiybhrz+Go0mjKFouq6E/lnPL7uKTye6NohsmZQJMwgdEqhFm45wymPRbB+rIdGqhS1fJ7VUG6Be7p5Y0T7Uy94fJYwppLHNr77rDpn4UpBJ5+baWvVTVFw1JHYRmqASDm6vMJUXvLvP5UFsAYV58v7Opd8tFqGNRLNtRGeUChpDKb0xsrLxLCk155dgCrKIrTTEXGmnphFsr8FVXBiPYoRrRbb1lVVZxZ2yAwjUKmHrAGjZGIn0dkvR2sygF/j6MlidJu41tOHO38d28iW/J+N00Tqtr8BE7xmjz78cJUEly+bZYqaR90Wczi8ntJ58V+3L6iDIwT1Bf9XHH3+0xOR0dbcx/l1dZUj2iPQjcE+hJZbDq6vanHLzbQ7SgWVRFPaU7gE0/JXFNv/bedZcvkWue96DZTiJLM7EDa2iJI53TX7nvDSUcsgo19bi9dcP8D3rpXV66pd7sHiqhjK0VFURBRFCiKvxVshZ4gpY3yACDr1j2kkKi3xnE1eiP1xpmpb0h4Y3qW3weJqljZoExOD/RgVy9qYGcPBGRUFjg72lUZbERUxemQHAR2yX1xpt5vpmmVbQlG9XUbSoduW1efO6WoxSWwdtIsTCXB5dlgpcX6PehFWSppa+rzN73i8uacbkBRyre0K0yIrO9qPmtqGJWDa3sCde3GRNOPX2yg9dvRiIpkKueU/cvattQwTef3LSx1Cc4ksdfq6X7fHlMhRKETOdVWPnRpb4ug2/Wg3n3FVWNA8Zp6d+979a6pB/LL3/wsv6/yNXvcJ2eyV9TcMo/XYP3q3EWx5TCol6yRTH1GMwO9fYVTal60pl5G8FGtJNQWtL1y7Rls+/UIQldvAeE0cDFbaO2y3+zXqtZ7r3xQsdqloKdkS7v8dpFBmrhqVkX3exmdoCUqKb+XdF7syYLioF7TzYrS6OI19Wu7kk0/b7XBtR3Ur97Y/OMXKzTKq7zAYlEViYzuZOplNYISRZU4zmdYiK61etXT/b49ZpWgdbVAcOqXWp+37W1RSf0IJDSwK/q7fa1WyxbnmpgME3WU39vKJ9W9Zk9KViu/z7o22VC0pl5Y98XysUBO05Fio7y6CYQ7qmdQHyD2QC2b1ZtoICV/kGx3+Czep17GTdYsyqaUi0jqQN6o4i3trL/7H0Tb5feA+11rw2ywONNa31b4oVWd7qw7Lm/Op6pKoCaummUKUfKBUyv7EFTFA1pZ9x5Nq+x+n9OMitLo4s70bgX15SMdVVXQHotgzXq3M/X5/6hyc49G8o3y8kF9RtLWVcWTSREG9XV1v29rs4L6jb1pWYfT8px112XXbUdbREL1iYTy+7IJ2MI+9ZX362Y60ddTfm9TFcXX7vfVPrKc3lIydsWBNcGq6VYVb3efdd1lc4avr0NrC29Uz6BesnreOnZJZVYzGmwg5U3gZg+IVAVSu98bhqg5ixup0TjEL3ZwUpjk8D+INk0RqOUArcKZiR/ie2+VS0FPxZpzVQlVoFE5UJS3t68MxdUZsiZb7Ex9PFUY+Gt65Xrn4jX1aza4ENTXqIoa0R7FGtcz9bXPeSyqIp3VnWBe1j2+ZKkLG+VVlFsPJBZRoSjgXvUDqfEeb49FnODM3edz9+HKK3cUxcrVV0sONPMZVb4jylCoqr9bvQphb8tU+Jrru9Xk3z9CWIvqO+yJtJ40Xn13HQAgnTVCteWtV1h+T55R85n6dFaHYYrAlkxrzpp6pTBDKWHwVR7kFIuoCoQAMtlglB+ZZeX3QchACgRrOUCrqFZeV6y8E+2aDS6W35c13wlbpr5kSzsVLRXUF2d3ZU222BVPiaKgPqcZVcrvC42TOnuaX1NfK6gfOSKKT9b1N/34xQbapz4WVZHNGc6WdvVkkOtRudQFyIToWqtXPWubFUVBNKJKa2IYBtU6pAPWmnrACs7cIuMSqRb4WBOJVTL1TVRpirKGfEMha0vZoapWaGQ3jJax1akQQEd+KVRnTwoL8kF9JqeHatLfS2He0o5BfYAoqt393rpQ671ZyhoAlStulKfku5HKKAOqNdAErIAAAFKZYGRX7ODEKXcPQE8Ee0s7gJn6epjVPrWLqEppJ1o3girrecOdqRdm2TrEFsvU21mqaETeZIs9WC1eK9mXzCIWLf2oVlC4pt0ogzbM6oPr8Zt0YPX6BNIurt0c6JTHoio03XR+f1nvj/LPFlWtXLM6nFhDh6GPdK2GhsGYUA+m6u9bO+O6vjfYWwKWTzADtT+Pml9TX9+/UVRFypayQ1VtmB1R3G22Kcr+uy3fx6KzO4WV6+Lo6k0jqzFTX6+gJkrdxKA+QOwtnuzSrIbW53gwRjaKtrQD5M2cGlU+WGx28JyU1B25Xnb1QqAy9UVr6oOwHKBV2IFErQyCqpauBe9L5Jw+E80oH+AErW9Es8qbcSlKa223qDvbVqrS1jLa5ztdVJ7bn8xVBvWK4lTf9PQ333ir1gTqZpt2wBTAm++vb/o5Cmqn6qMR6/fs6rVKu2W9P8r34Q7bBFq9RJ1dyKMRFQk26aqp1sSwHZxtcDFTLyNVXy1BFKkx8dXMVpACjXa/D0CjvOKmrxIz9UBhzf767hR6E1l8uj6OdEaX9nxhVavXRZgwqA8Qp1Fe/kIN6iDDCWCLugfLyFwNVn4PAClJjZTqVV5+73djOrNsjX8QJhlahRioPhh2UC/wxtJOANZaXDe6dJdnR0LX/b6i/N6ecGqN31HTTWsbT1WRliHJ5germayBRL68OZHSKoL6iKogm9Nd64BcHuTaOtqiGNkRxdvLNjb9HLbBut8DwMa+QtBTbV19s5No5ftwR4Z5UD/QZ2010YiCVEAm1AOpxhIuRVHQFlMDv3NAtR4Lqqogk63MRDeTnbaqt1qt+33l1+yK1YzLk71m2b3v47X90HQTn6ztRzqrO58XNDReVTP7iUG9ZIpS35Z2uiGcgXz9gwwBb7rfl275JWvmdOBGedafyUww1vWVl99rPpe7V0wy8OY/ZLXWQ9rsfg4/u+1VrO9OQTcE4qnmy+6qld+3SsA7FMIUFeX3QOu8Nw3DdLbxlFVBUfxaLFnRDQBIpCsz9bGYinhSQyZnwDBF08dTHuSWPFdUdbWx10CfUPbv2Vu07Ve1oL430dx9v7xBl6oq7jcvayH1bi0WjapIpofv6zWYQoVJ5WvaFoug29Umg+6P+6r1WIhEqk8yNzMZ1nim3r/PRbPGhI2rnwvFjfJQyCwvW9kLwGqOmskZvk5utKJB8jWhwKA+QBQFiCdzTlfZoDbJKt6nHrCOW8qWdgOUBNrBajoga+r1suoFv9ewG+Vr/LmmfsgKH6TVv1/cidxuWpNINz+5VJ4tDVv20CwLHOy+GH5PgA2VbuQz9Yq8NfVZzUAsqqI9FsHiFV0AgGRarwjq26IRJNI55/7Xn3Q3yC3m9qTtQNkSu/y+uFFgtXtpT7y5oKh8u1RrqUtrvA9lqHdrsWhERapK1pYsA23b2BaNoCcuY69691Sb5IvUmPhqKqhvYC5C9XlNfdVOebDW1bv9uVA8gXDg57bETluPBWBVMqWyeqiW53lhsCrMMIj6fQBUoCoKFi7b4Py97rImITzZ1E438vvU58eZsjJXpll7oGGvMUoGJKi3b75OSbHv5fflxzN8B6z1EgONyGBlEz+30wS8vWwjXnvPCurjTQZV1vOiIlPv6+DFZeXrtu3sg9YiwZQV1CtSA0BNt6oBNh3dhqUfW5n6TE5HLDoCQOFeF4uqSGZ0Zz/3vmQWE8aOaPh5y4PcYvZWq24Z6PKKRVV8YdfJUFQrsH9vRXfV5+7uywBbN34MpomyCaZw7TRRr3q3FotGFKQDsvNMEA20g0pbTEWfm0G9jDX1JiqDVrWQqdcN05mAyzaRNa+3lwOQ3yXKx89Fo8a5jURU537ctLJMPRRg9IgYRo+IYcsJo9DTn0Umq/u6C0ArGmxnozBgUB8gu2473tmn/q33NwR2Pa1e3ihP0honY4Du94qiIBJRAtMoz24eWCh39/fcOZMMdokzg/ohKzSCrP79sWPaAbTj7WUbsfQTu0TahXXNZY3k/F476LaK36/F3pu6YR2/qjbYxHQIcpoBRQHGjGrDqvXWVonZnIFYpCxTH1ORyepOtrTZTuSmWbt5kKq6W4llTz1XezZFUTB+0w77BwFUNvnM5HSn30CjyqvAwrZ9ZL3q3VosGlFLqimo1EBhdlssgv6AbwcoUJlQiaiqk5Xv6k2joz2CTUd3NJ2pb7019dVnJaMRpen7Uq3nKn6mtlgEfYks0lk9VJP+XhhoWUxYsPxesnreOqNGxLDp6HaMG9MOoIFt4oSQs2lpGWdNff7vqiKncZQwB97vJKqqgdnSzijL1Bs+Z+oryu/Z/X7IBltTb5v9+a1x0LQtoaqKS5n60nMkc+22H8pLfJ3y+xYZmFhr6q373dqNSWQlrMHWdBOqqmBURwzxZA7JtAbDFFXL7w1ToCe/VKvZCeBajfKAwq4sbhnqR5RSY9InmzOartAqrwJTVWV4d5Kuc2uxaGR4bwE4mIGWcLXHIi5PiLj/2V5tkk/NN+cErG1c13VZzSybW1OPuuMrt+9H9ap1/4pG1JL7Un+yiWqM/JOYVbZRaG+LIJ7OIcs19XUbbGllGDCoDyCnZDqgA3otv7bUz0w9YDVucaPzsxtMI1iZ8cry+2C+l4JoqOuuolEVkYiKWERF3IVBWrXsYZg+tMtLfGsFbUFlZ+onjR+Jj9f244r/W+D6czhB/YgYBID3llvr6qs1ygOANRuTANB0k7eBup8riuJquatzeQ1yfdVq8pnJGU1P5pplb0YZ62FbiVklMzuQaEQN1YSj2wZawtUWUwO/dKFaWbxVzWJdi51dKazvtu49zWXqGyi/D0imvvy4oxG1ZEeIj1b3Nb0verXnao9FrN1R0rmWaTIbFK20hW6jGNRLpjQwi2oHhvUOMrx6v+r5dZ82VWqjvAEy9RHVla3E3KDnJyAKQb3PmXqjNFNvMFM/ZIVM/dBGG22xCDrzA5xmlG/v43eXX7eJGuX3rdLvwW6Ut/XkMZiy7Ti882FXc9mYKnK6AVVRMLLDWhln91iplqkHgLVOUN/c+8Qwa99rVVVx9X4mnIHuwNeXfTgVmfps81tIVlaNlFbFxANeHu02UXemPlz3JrcNNC/cFo1AN4SUSh+3VLvai5eorOtOYW1X8xOKDZXfuzzJWK/amXqlpHnkmg3JJpaH5tfUm1WC+jbr3t/ZnWqZz87AYKae/GDveRnUzIE9uLXFotYaH7cZxsDZg4iqBKb7vd1oyn5d/B7wVDbu481/qOrtkDpmZAzL1/Q3/bxmWae8iKqE6rxVawQI+H+tDJVuFCYzt5o4GkIIvPLOWlefI6dZz2E3oXovv61dRaY+//d19sC6yQZNAzUlVRR37x9DnR6oNemTzhlNB/XlVSORsqaUn65r/npuJY2sqTcFkGtij/IwMwdYw9UWs4KyXrea5UlplFc5yadGChNf63tSWNedAtB8f5GGMvVBKL+vlqkvGo+u706hv8kKvmqtr9vz7591XalQVfJ5gZl6alqjE0JqIx2WPVhPD1RmdUZ2RLGuK+X68wy0pR0QrG11jHxprj0h43cDE6Os/N7vLfZaif3aDfXaHTOqDes2upCprxL0hqm8rnzSwt7BItciVSTFk5nRiCqlUaemG06vAQD4tNMKLqP5zLzNDuo39tpr6pu7D4ryN18RVVHcvX8Mcc6sZqY+p7tSfl/ZlLIQnKxwYZKulYi6u99b77+g9LQJmgEz9fmlM81uy1iu2VLvkseq0SjPDiI39KSxodtaU59pMKhv9J6iKP6OZ2p1UI9E1JL7cGdPCvFGK7ny7x/TGYuUrqkHrPeP4eI5Hw4K5y68qXp2vw+oIK/x03SzZEA0akQMn6yLwzBMRCLuzROZgzTKi0SUpjNUbile/+93eZh9PEBwtthrJdVK3gYyZmQbspqBDT1pTBzXxLZiVbrf+72Mw03l2cDClnbBvM+VK5/MVIu2eHJLcTXAYdM/W7Mk3v56T8KlRnligO73isvl90OM6guVHJVr6pvdOqq8h0CkbALt47XDL6ivRzRqvXqJlIaxYzokHFFrq9LfzBHJz9q5lpCQ8BFRa0s7e+Kruz/jLO1rdHtPZw/2OlP1fn8u1uqgHo2qJf0FNvam0ZdobhlPtarBaETFgdO2wCfr4uhxc2vEYWCgCpqwYKZeusZuPg11vvYqU5/vAm0b1RGDaQqs70m7+jxDydSnA9KBt3gCQlH8b3Bm5meyg9K4r5WYterrahgzKgYA+ODT7qaet7z7fUT1t8uv28qzgbWCtqDSDVHSSyQiYXcCu1EeMPhgd7stN8GksSMBNNesChik/F519/5Rb/f7yqBeb3rZVXm3/0hEdZqA5TTDWdYwfAzcv6acnalPBKSnTfDUfpPblTju70jj7sRbeTazeDlYfzLn9J1o9B7Y6J7hqqL4mqGuddzRiFJyH+7pz6C/4V1x8t3vazQVHT2yDaNHxkI1PvDCMIjpmakPqsa3s/JgSztDlGXqrbfRx2v7scWEUa49jzmE7vdBydTrZmGiQ1X974dgFGWbFUmNDMOq3m1P2qIRRCNK00tQyiexVFUp2tKm9dVqlNcqA5PyXiKqIimoH+Ibb+fPjgNglWGmm+1+P8C91u1B9FAHVvb9tLzqKZ3VXcrUl07Q2FnIrr7MsCsrH2D1RVVOUD/MGgoO1UDNVguTVW7dOySsqa+yHMNaDiZgmiZSGQ0j2q1xX6NjHbPOirji4/Bzy+BaPXeiEbVknNWfzDUR1Jc+V7X3kbUsKjzjAy/U2y+pFTFTH1DWgDGYg129LFMfi0bQFlWxYk2fq8+TyuhOqVo1UTU42+oYRuFT0O99VAHAKCptc31NbMg1ct9vi0XQ3d/cGsmKTLaiOJMzYVD++9n/ndMMpFsg42cYZln5vdrwetJa0lkdkUh9I46IqjafqR9gpxG3B4+F8vvBut9Xn/RJZ3UXft+yRnlFA/INvalhtwd7o2vq+5PBv259MUA5SlB2yBlI1S3tItbkXn8yByEKO+zkGrxWnMu63vJ7nz8XB9qn3hTCGZNmNaPpBtLl1XvFwjbp7wUxwGRbWDCol6ypRnl1z+QKT/a1K19TDwCxWMT1bYASqVxF1+dikUhw+g4UZ1n93kcVKG6wEozlAK3EqFXzNgA3gvpq2UMgPB2my7cRs+8hOd3ER6vdnRCUwWqGWfh7pJFmpoPI5Iy6+5KoquJOUF/je4rq8iB6iA9VK/jJ5Axkmrwmyt+L0Yj1O5qmifXdqUBvNyaDQH2pelVVEFEV17d0DIuBPkLc3iHHCfxcXH5Zbau5iKpCCDhb2dnVO42OLRouv1cR2PJ7AEhnNWRyOoQA+hsdEwu7/L52NUNEVWAK4WqDxLAbaJIkLBjUB1RD3e89opuVQX3EhYFluURGHzCoLy938lPx9ntBCKLtzLyiWGWsYdoaTTazgcFGW1Rtfouisr6QEWeQEIyJq2aJGs3YdN3E+5/2+HBE9SluYgfkl9m4HPxlc4aTBR2q4v2jG1W+xryYqsDVoH6oHStqBT+ZrN70Z6NZlqq3K8IyOQMbezOBmSz2SiP7hceiatPlxWFVbSsyW1B2yBmIAKo2ygOAT9fFARTuCQ2X3ze4Z7iq+JuhLvTJK2uUl79vx1OFnh/xJre0Gyhed7b8DPD7KGgayNe0HAb10jXYKK+R9ZpCNPx89TD00vJ7wDpetwdCqYw24AA3ElF9L3O3FW+RpCpooMrC5eMpKr9XQtZwTTbng7SOG39bLNL4rLz9vBXZQ3uQEI4SV4HqH6ad3Sl09brbZFMGwyzveaC6PjDPaoaT8RkqNyZUa024AO4PooeaLbGDn/KdOzI5o+ksZ3n/CmcCLaOjL5kN7IS6TPUOdKNR1fXqvLCwP0MG6lPh3g45MtbUVym/zw/6VnbG8z9jJQ8a/T2qbdc2FKqqwBTubuFXj1rL8+zP62RaQzIf1Dfac8I5o6adnKmypt6u5GNQP2QmM/XklyCUcNeiGQJKWVTfeGO/2tLZgTP17bEIhAC6+/wPCIqbaAVhf3EjfyoUWJMMfh9PKxEi/0Fax79pc2H5SXlgZb/3E6nWL3EdqKfDx2v7W6IaoXJNveL6dnw5rf5MvRv33gHL791ulFfHQ6lK5WucyelNfzYKExXl94D1mRNPaS42MQu+RvutxCIq4szUVzfIDiqKogS6eq5a5YYdRK5an3C+phlmw79Ho9uL+d1gtVZg6DSPTOeQzmr5/25uQn6g/j7O7jHDrKqoGYXtisObqpcW1D/33HM4/PDDcdhhh+G+++4r+V46ncYZZ5yBI444AkcffTTuuusuWYfhu6bW1Fe5WIMwM24YZsXvJWN9aTZnDBjUj2iPACis8fJTcaMpNQDl97pZKL9XAtC4r5UM1Lm4lraYilS6+Y7cxcKUqR9oT+K1G5POICjIdFOUVCjJuOfphll/o7xII/1XShVXGpVTVbibqcfQy24VpXLwnskZEKK5QX15Y0C7/D6d0xFP5QLdxMxtYoBrcyCxqBqKe5MMg2UEVdXFsmn7qVzOQlY2yrOukc6iXV40zWj49zAGqWaoeVzOVqj+XKO15mui0cpMfeMVVPaaevtFqvwJe3KDmfqhY6a+QbquY/78+bjzzjvx0EMP4fbbb0dPT+maybPOOgtPPfUU7r33Xvz5z3/GJ598IuNQWlZEqX7T7+xubtssNximcGYJbaoL6zpLnsMwoenmgEF9R5u1pcrqDf4H9eVr6v0Oos2iGUnreMJ/M3NLIxmEtmgEWc1oapeB8g7UYQrqjQG2L+ruz7REpr488FWV5oPpYtl8c6XoADt+VONG/5UBuywrSl3Z9SE82ZB/VK2S0bS7bTeToSr/fYvL75P57For7MjghkZ6iABWUN9sJjKsBmsCF4S+O7XU+gyzf5euooawWc1s+PcovO/q734PALpRev171bRRmNUr+SKqAlVV0BvPIplPvjVdUTSETH2juw8MS+Hf0U5OUL9o0SLsuOOOmDx5MkaNGoUZM2bg5Zdfdr4/YsQI7LvvvgCAUaNGYbvttsOGDRtkHEoANLimvkb5/doNiSo/bT+VN4Fb+X7NgPvLBVL5AdVApaiqqqCjLYLVA70mHjHM0vJ7v2dPTaNw91KrZLuotoYa5cWsqpFmGkdV7OMeog7TtdZPHr7fNpg4dgQyLdBtXK9afu/edWXvvV5v9/uI2nzD0PI15sUURXE1w1HPIymKtTd2MXvyuFrZrz7ESZby39eeSElmdOezZ7jsVW/WyDwOJhpVndeKSg1SfS9p21t3rtFaVVUd7RHssf1m+OzmY7DDZzYFYPUOanQiu9E9w+1Ez4be0t1mipcFyDTQqxyLquhLZJ17R8PnOP/aDLT9p93jIDuMlgo1y2zwPddKojIedP369Zg8ebLz98mTJ6Ozs7Pqz65duxbvv/8+dttttyE//uLFi1tiTUQiEYcwR6G7u7vuf5vL5ZDL5bBo0aKSr7+5uAebRqo/XtuGDYiZZsW/cVtfXz90TSv5vXQth/545fE2qqvPCo5SqQS6zco186Zporu7G7EIsPSjNVi0yN8bW1dXNwzDQHd3N3RNQ29vv/TzMJAPP7GqF3p7emEYBjZs6PL1eFrJh2usapjevl60DVApUiyTzzQveOMdbLlZe0PPaxgGUqkUursLwYSqAh+tWIVF4/yv0GmGnYlPJOKIiNLrWddz6OnTA//+TKbSVg+P/H1Py2WQ1YRrx73Rvucl41CMyvNt3/PKZTNZZLLNvX7ZnIaYWv3xU/m9yN98a2Hd6/2r+aTTGoz39fUhkxr48YQwsWbtOixaVJgs6+61GnUtXLQYY0fFSn6+K57DZmPaBj2GXE5Dpuj3tQOM9z9cjr649f58a9G7mDR28MdqdZl8pi8RTyAqhr4tp57LIp4M/nXrh7Xd1kRsf18ftEyk4vvCNLF23XpXxi3R1avQAWDxO4uBSPNDenuCMJFIIIbS98OIqPW/VP5+vvjdJcjpRkPvAft+F+/vh5mrfI2A6vc8IQQiKvDI0wvxpb3HO1//z/v90OOb1H0c9fp0ZT8AVFQfA4AKgeX/v73/DJbkvO978W/HiSfHzYtF2EVaBJIgQIKSKAbIsijSqrp22deWVaqiy6LLvGX5SrRLFvWXXNalZElXkinZFKW6lkiJpECQBMUIEiSIDAJYLHYXm86Gk/OZHDr3/0X380ynmemZMyftPp83uzt7znRPT/fz/OL3N7uEStFZNzS9u+eDK64gA2Bubg6AjFKxCK3uXytVN6B84eIU6vlkx8e4GWn2XOqGjkKhsGfWslaVdVvi1MdF0zT8h//wH/Drv/7rSKfTsX/vnnvugSBELwK7ifzrL4DnLQwPD7f/4QCrpRxU3cTJkyd9rz/91qnQa4SN1VMozXJN/79XpF8oQ1aqvs+1UsrBNO2eHfviTA7AAkaGB5FJSqH/z+VyGB4eRl/OgmKKW/6Z2/H0udchLWkYHh5Gcn0NyVRyR8+pbC8AWMXw8BDkFR19A4M7fo32CkZiBcAKhgaHkJDjrTN11QBmajhw6Bbce9toV8flvjCLTCaN4eGGYSLPKUhlh/b8d+dUG8yiv78PwwMp3/+tlHIwTGvXf0b5W2vgeY6uexvVArSy2rPznprLA1jA8NAgMqnma16QklpCrlLe1HmIX1lEOpXE8PBg6P8MrgYsKbjrrruRTITPq1OEa+sAljA4OIhUorUJIs7WMTQ8gpMn72289tQGABW33X4c+0ezvp9//eIKTp6YQDuEr0Z83qkKRkb3wbSLAEwcOnIrjh8Ziv/B9ijVugb6bA6m2v48oaKVsV4q7vrndifILBQALGJgcBDZiGdZnFcwODjck2tXVOexcc6xi3lp80EoRdUBzKC/L4vhoWi7PFHXgZkajhy9Dba91NXnmF8pA1jAwMAA+jPR591szRvdsDCbg++4r1w761sntoql2jSAjcjzSi1rEBNZDAwPAMjBRnf2uLo6g4Vngf37DwBYw+DgANIBO1jVTOB6FQcPH8HJ4+3XPAaQmS8g6rmUFjUMDu4dG9k0TZw+fTry/7ak/H58fNyXmV9ZWcH4+LjvZ2zbxq//+q/jJ37iJ/AzP/MzW3Eaexq+yRiyXdFTb4bn1DvicL3LlpcrThRXapMZSiZE5EvxswtbheHpt3VGyO1sD7u/p56V33eC3bzirSmN8TKb6fMNl6dLwo3Rt9pqfJGwBZMztoLgSDuhx6MiyffczUi7zZ6HbaNlqTAQHi23qWPFJEoPhNwrUb2kS+vx9FVsC5Gft6bq9P1re0C8sRd0K4IoivyOj27drbSr8t2a8vveQE+rxQZI9zvdhGXbXX2Wxp7QOSMDScwslXyvNWvD7PV0pFbrlyQKKFc1qsthbnLNbPVsNr6D3Xkf7Ua61Q/ZS2yJU3/y5ElMTU1hZWUF1WoVzz77LB599FHfz/zhH/4hUqkUPvaxj23FKewaNqN+H+wlBICNVgvUdvXUW9EzTHs5ooX0EbcSygOcsXa7offR8lyTXgc4usHwbJgcx21KwO1mw+piI6aOzyZ6m22EnytR5KmBsJchxk2UnSgI/J4wTBzdDH9PfS8N85r7PXfaU8/z3OaNR7uF+j0RpuqRTkgnbY08h9BaShxJNeKeievUNxvhV63p9Bmu3QDPXRysLoKYgBNwtG2wvvoIWpXHAs617vVIO7vXPfUtfob2c+uOuGc3M+Mbvfsd/ypSCRGmZfumQW0UFagR2izXFoudH6AFrfRHJJFHua5Tm7TrqSHkepLxuq3m1O+BgPhugd6mN7BXvyVOvSiK+MQnPoFf/MVfxEc+8hH88i//MoaGhvDRj34UKysrWF5exmc/+1mcOXMGH/7wh/HhD38Yzz333Facyp6lWSS3VNF2PMJrWTY19Ai9ns1erGoQBa6tdoIk8k60uKfyzJ1jWjZdKHgeO5+pNxsj7fgmkxQY0XRjbBDB8s0pcodfkwQO1bqO1y+u4H9/462u33unaSVQI/K9VZHfKqzASLteZ9vIGCSB78ziEHhHyG5zkxdazKkn93avnPoOJIijMvXkPKICp8sxK9mcSRPhE1grNILmxZtkBnurKppWyJJzY+TLe1/Is9e0cx56Ova2x8kcO8b+RxzKurtmdRNUNLspiXMhwrQFT5WmblhYL4arNq8u9Napb52p51Gr6zTQZdn2pmzTVr9Ktonux+bdfNBxqjt8HlvJlvXUv+9978P73vc+32uf/exn6d8vXbq0VYe+IRB4jo6B8qKbFspVDUP9OyeMYZrhSCXf45LzmmrEylhJIg8bjkHcl945USNvoMNRbN7hIAPdLzlwPcjk3Ux0M6eezozd5JityEy9ouOVc8s4dWkVv/Rzd3f9/jtJy/J7YeeflziYVnC2eW+fq2pdhxAjkBlE8GRsUl0K2Vl2c9u6UX7f47naMYiaqkL+HRyhqulm7FasZpnUdY9TX7hJnFWrxbjJVhA9hMXVCg6MZdv89M1FO+eh10mQXhInyEPWhArJSHcRWNhM+T0RsM2XVRyadF7TDROr+VroXpxeLAV/fVO0CoBKIo+aaqCmNioGdMNCQu5uXW4VYCGtlb0cJX2j066C5kZgSzL1DC/dj7SLygIZpoViJdrYcDaSrb9pzYhSzV73l2qaGaoGiIKU53tHicUda9RLvGVWu6Ffzjt2cDecz16CRtY7sDbIBqttwsmL6qm3LBt11cCF6RwKTZ77vYDRwnEQeH7HK1viECy75Hmu+/LKCKqK3pW6PO+WidRVf+lpJ5n74DhF3/vT8vverKtmB32NHBf+HGQtC7ZsqLoZe6RksxLanBsU4LC58ZR7iW5H2kkiD4HnMLda7vk57XXilN/3bk+2yUF78m6tWqUI5P9IRjoqAdX2OF0Gk4BGpn7Dm6k3Lfr8eilVtZ721TuXOfqkRYGHqplQAk59F0cBAFhoHWDZK3o0u4VGkOTGzdUzp36XwnNhg1E3TGekUnlnheEsK3pOfS8NXFU3Y5WhEqfeG+h46exSz84jLqYnU9/rqoVusCybbgQc192me7PS7ShTnuM2V34fcVBFM1FXDSysVRxjYQ/Mc4+i0Q4SnakHsOs/WzBTz/McbESXgXdDra5D7LD0HgBSCcfAXc75+8n/+9++jvPX12O9Ryt/gON7LZQX34vkOY4GhAhkbQ0as6pmxtefaFJ+X3J7dFNJ8SZy6rsrv+c4Dqmk2FSg7GamsYc0D5Tt1kB7nFne5NmpbUIQbjNZU57nIAoccp5ye8Owfc40QdVNLG3E09qIQ1RFHT0vzqmw9a4dm6res1p/FzzP7Qk9mt3CDnfpbgvMqd9iur3AfET5PemdqdWbGL/bk6h3y+/D6ve9dBxV3aR9W62QRMegLVYai+i3X5ru2XnExfL21HOOqNZOEhTu260GxG7E6rLXj+O4zZXCRZT13XPrCE4cGcb+0QwAYDmmENhuo5VOgeBmmqMMst2EZdm+NanX6sNxW46CJBMiOA6YXvJnTFc2aphdjudwtTZUnT97FbzowKd31i5Ppss0LRo8Dj5rJAAWBwvhZ+22Q4NIySIGsjJSCZGKtd7o2N1GMeGU4C9v7PxEnt1Gu2vayxa9XpcUd9J+RsrMu7H9vBN6ukGWBF9m3jQtKGp4jVI1Ewtrvds3W7UaEP0Rr86E1s337B6iXYsCv1mb4yZjM+KMewXm1O9SiMHoNaTq7oLV1SLRQ7xZaUKjr7M3hrmmW7GcelFwth5vpn52pYzZpd72UbXDq6bM9TjA0Q3e8VtOCSvL1Mel216/qP7fTogS70rKIsaGUrj14CCA5mN7djtmi44GMsKttgecet9Iux7oKHiJu+YF4TkO6YQYGvFUqqqoxlQmj2r98L4/0Huxzbjl996ApNeADWXqdQOmZceq+IgaaXfrgQE8dPckHr5nHxKygHLt5lB1N7tc7wDHqd8NY3Z3G+38bJ4PV6DsFjrRWKCZ+m0uvwfCTr1hWahHPPu6YWEt3+Py+ybnPJhNYLAvgXRSxJF9fQDC61Rd0fHdl6fjHwvNj8ez8vuOaFP4cEPAnPotp8ueemowegwad8Fq+hDbvRpq0pqofkRijEaNGeoGTY/XU89xHESR9/Ubq5qJtR7PJm2HaTbGXfVixNRmMTzn4wQZWKY+Lt2OeNrslIFWd4wk8hAFHot7PlMfVX4f3RO+23ACd1GZehPzq5VNT+DQjXhrXhTppIT5VX/Ap6oYsceytRrTRMvvI+7tchfZ7E4yi8EqI6/SczBDRfbHOJ/Zht0yEyndIKMk42BvImOaTog3jaBgJ7TLCHJc9IjIbp4nunH0qqe+Awe9kanvZqSd82e3DpYs8r57zzRtqsbvRTNMFCq9a1ltJZSXTkp4592TePudEzg47jr1Rlj74wtPtRMKt91juW1rzQKue2RyzG6hk9avvQpz6ncpNHvlWaQU14jZ6chcMGMFeDL1PRqvocXsqQecxb3kceo13dr2GcNe9egoPYTtxls5wHM7H2TYS9hdOmebiZoTh7CVXZ1MCHs2K0bvv8jye7enfrc79VZjdCHgCWRqJi7P5jcdlDBMC10k6gEA6aSIZbdvlNyDimrQMXlBgr32dhz1+wgn5Ievz3d8rnYHj1dwcofi2V/0QACZVLLFCSy3+ryA09a124NMvWIze1VCFqDqpq+ikLV6ecQHmxClFQEAV3o8fq0bbLoXxSi/J+r33Yy0o+Vb3Zfflzxz6q0mVTqGYfU08BT3kzar5Kqrpm8da4XV5hLxHNczm/tmwLoJUvXMqd9iuo5CUnXPRsaZRCGb99Bsj+PmFWEjUAO3R1FDzYhfiiqJAgpuT72qGbBsG+Vtduq9Ilo8v/PCdKbZsFo5zilNY8Sjkanv7OndzOzhOMeUBB7lPSreZdGMQxjynMc1dHaKoEK84FnzpubyqDTTOomJblg0K94pmZSEXMkxXN+4tIpqXYdp2ahHlN+v5Ws4fTno1DfPXHt76lc9QaW6ouPFLkRJaa4kVk+9f5Se6jHaQz31Kqlki1F+36IyAXACxTeNU7+JPtMEmRfucZr+6O9O4doucE53Eqqy3aKlxYzYK67MFTZz1E38boNO7od6RKY+bgvmZkbaAY6NTPZDwzBhI3oP0QzLp7m0WZzzjiHy6XpXwXWqrhptJ5M0Msqtf07gOagR95F3NCejQeO5vHFhTv0uJSG7Tr3n4SRGS2vHYRtG2kVk6vkeZ+r1jpx6HmU3Yltx+yC3u3TSCXQ4cBznE1PpqqRukzi6B87fBYEPiXnFned8M9JtQGYzPfVxDBwys34v0koUqZHR2N2BJ8sOq98DjpF2baGISn1zhqNhWF2X32dSEgzTwlq+hhfPLNJ9I0qn4Pk3F+koKkKLKU000FBXTbx6YZm+fubKOipdrLOdlEAG9UlIzyzHhTNgpJJN0cL30acfP+0TvmulIQA4e4puWCHju1eaMbuJTkYMBiHJBxJQAoDZ5RLeurYR+tmbydFvlxFsNpGmO6e+t+tmK/2TICQzTqoOTNPC8nq8arIu9WgpmaSIQkWFbpi0xF2NsD8N06L2oRd1E9NWYgUkm9jEimY0tTGCYqTtrlGz6sDppZvnWesEWiV2A3v1zKnfpQg8B57nsOEZ2UEMmmaZ+k7mEm+GoHELeLJtPRONiqd+DzgGGHHmiWFda1J2ulUE1ea9JY0Xp/M9nZMa93wIohBWSI0yuhgOrfqLW8Fz3fe3xRkjJAn8tt/XvaKVKJK3N303Y9vwlcfLIg+e4/Dpx9/E3Ep504FEw7S7EsoDgGxKAuA4TtPLZbx5xcnER90vc6vlUBa6VZ8oef3ybB6LHhXpxfVqV99ZJyEzp3Wosa+R85ZEPvSsKbT8PvyZz15Z9+lRtApikPcHEAqixXVY9hINx6Hze49WFHr2t0JFRSFi7O7L57Z/1OxO0+yKOkJ5YXttdrkc8dMx6VE+p5PpLyQzTuyNmmpgI+bI5YZAY5drXlqGbQNzKxXqDEc59aZpRa7N33zhekdrdsUNDLRSv/dC9zUjnKlv1vLiDY4BMSo+eC7UhgQA1xe3Vyh6r9Dt+M69BHPqdykcxyEhCb4yGmLQRM3Ctixr2/ptrZbq973L1AsxjYyELCDvbiTlHcrUm7a3/N7503AX83Jdx2sXV7f1fCxPO4Ao8L7vRdUMTM0XtvV89hKtHJxWcHz3Qnnk91plasU97NSTPtuozZR85N08moc8y77ye4HHIyf3YXmjinJN33RrhG5031NPnKsr80WsF+o4dWkFQLT4YK2uh8tUm8xtBxqvX5rJ+9SmV3K17pz6DtoaOc6pviL3D3HcJYGPzIABgBox1ko3LGqUO+fQ+hmno1IDvbjze3T6RCs2o7ciChw4Dr77olrXka+Eq9NObfMeuJO00yngmujcbJSUHa8G6aREmTz/JPBWq+u+e8FLsGKRCot2ueZlUxI4AFNzeVqdE9VTb5p25L65mq/HVqEHgJybYLPteKdMxa4D61Rdic7U64YZ6v1vF0BwWv7C6x1z6qO5CVrqmVO/m0lIAjY8CyQx0KJG2l2cyW+bIxslMkQWsCiDqht0I36m3pkp7Bhs5M/tLlP2Z+qdP4khWqlpeP3Cyraej6N+7/xdEHifeNFKruarAGH4sSx0VRPYbIONAwnUtbrnRZHbs32+rcYkcRznzNvdxT31RpPzz6YkvP3OCQDoqhTdf4zuy+8JU3N5lGsaLs0UAEQbuVXFCDn1Ntrf8gtrFV/bzmq+1lXLRCfG/ORoBsWqiv/1lTMAGplBUeTDqtLu/ykRTpFuWKh6NA+ixkd6kdyJDOVAS8VeHSnZCqqw3cWtR5IPZD+p1jUYph3Zwzy9VNpUyfOeot0oMi5aMV7VTKzmd3ZvJg56nPuBPP/ESa0oOnV+g8wEqhA2OzOc5zmkUxKm5grQmlSxarrTa6/pZqiStaboHSXC1l19K8uK59VznBPwUgJrJG1ZMMPrV7CFK1b5fWAdrNa1ba8M3SvYnUSU9yjMqd9iuE3URMkS7zOiSJYiKlP/8tklx1jq0ViTVnizwITGSDvn3AplBbPL3UcLOylFTSVE6IaFclWlvVPBntGtxiseSK6N7kbiK3XdF5zZlvOxvZl6DrYNKKpzTZbWq5HlkQyHbjP1PM/BMLp7/si90i5TH2cG926krYrvLp+3SwzCqO9nuD8JoKHn0S3GJoTyAGcdPH89B9sGJoZTGBtMRQZK6qrhc67itG099vARTI5kqCApAGwUlEil882O9vMymE1gciSD89eddqG6aoDj3OqjgDFLNGea9dUGDeZWzoTolt+Xqv7vNDg28Eagkb3q7t7zzgsn88BLgUx9TdGh6iaW9uhIzk5pV+Yb1IoAGiK/K7kOrxG1+XoslBfjfiBBbFJ1UK01z9QHs8eN2F73a15fSsL0UomuBcEgI7FHbYSDrjXF6ChIvlHwfq545+zo7PjXI1I1YAReVzWzsYe4gbZ2k3iidHyKVc03FWAr+PqzV/H405e39BhbQSfjVPcqzKnfxSQkwWdEkQUoSu0yV1a3bZRMVM8xVYJ2jcX1ooK/++7Fro9hmFbskXaphAgAWFyv0Ux91LzSrcR7TUgwggRfqnU9su9pKzHNhmMqulknkqlaXK/67iuGHytufV2A3mTqm/+MGCF4uFdo1z/J82Hdh91EK00AAEjKwuYz9ebmMvXvuX8/3nP/fjz28BHcenAQA1k58prWVX+mvpExa33shMT7BKfyFSWy3eTiTJ46d1F0mizJJEWa+VU0w9Gb4cJBIPKZohSwHafe+X7iBDHISNlSoKXiRnRKNzvmSZYEWjZMMp/lQIBryR23OLuyiZ7xPUQ714HnudAYOOLQFSJaF7YT6ke2uR/Gh1Iw3M9A9AHKNS1ShFfVDCyu+wNi7dbUOKSSIjaKdbrOBfvXvQG+YCtNXe3MqS/VNGi66RsX3A6eC+9rRBsruHYquhlab9qtzULExJ1iRd10gLkdG0Wlq3GmO81mq0P2Asyp33I2kamXBV+fJikFjDKkWolv9JqocUAcx0EQOBTd880VFZy/nuv6GIYZX/0+mXD6HxfXK3Qxq/eoDSAu3uoFPiJT362AWreYVqP8njr1SiNTv1dHo20HptV9pl6P6JOMk7k0WmSCCZLotFFslyBmL2lXci3wu72nvvXsZlHkN61+b1p2y6BOO5xyz8b5NQsCKarhM3ZbtUZ4kSXBVwFVqemRJcTFioZ/eO5q0/ex0ZkTmZBF2lqmqCYEno/MUKkthGQN00bV3RviBDE4joMo8CgGHKwbcVTUZg1dWeJDTn2wFXDJFVhc3rjxgiJRtHumeI6jUwcIJGDWaUKikajvUaY+5nrwwPFxvPdtBwF4MvWKETkTXtGMUKCvXRY6DglZQLmq02c+mDzxBvhylbBTr3RgJ6qaiZqiO5c55rMi8OE58uSYwbVZ0YyQSn+7AEJUJUChrEVOPeklNVXH4lql6yTGTtEIKN+4Xj1z6ncxCUnw9YbX3I0yqvxeUZuPyeg1VpN+xKQs0k19o6RE9v7HxTTDYnzNEFxLeGGtQqPB9W0uU/Zn6p0/idFZU/SuBdS6Ph8LvvJ7ch6AY1jt1dFo20FUe0kceK7h/HmZmiu2/V1Vb+00Ao3gzFZv2FtBq5F2ACIzr7sJo017hCjwmy+/N62u7rtmCEJ05Yiqm75rHXdedEISYJg2FM2ga5pth8VRq3UNp6fWmr8R3aZiBm1lAaZlo1xVnUy9wEU69cSAj1TAthqZ+rif1ztVhbDTWdStwIx5PZqRkASUas51mV5ySqyDGdAFd1/u5bzw3Uy7Ml+OC4vplWlCYmfXd5J1j+P4kPWK9tTXNJrY8VJTzJCOD4l/b2bNS8oiVN2kIph6sE/do68xu+Qv/6+rRkd2Ii2P7yRTH9HzTgWvo3rqA069baHlg8nzjb2JUKio0DSzp21QQWqu2N/l2fyWHWMr2K7E507CnPotZjMmWlIWfaq9pHw6yll2MvXb4zjaESPtAMf4ItHYjWI90sGJSyeZegDoz8h47o0FvHJuGZLIb7volh2YUw80eqZqirFtrREEy7JC5ffEqF3J1aBpYeEYhkO3fVc8x4U2agB46exi2981zBhCebSNYu8FZNo5Dru9/J4auk0+gCTwm/5ezIipIptBFHgYph3aF1Td9FUOxR1hlZCdiqj1goJVj8BUUPysUtdDZaReOq32TrrHXS3UoWgGeLf8PhiwIPdPcO03TSf4QL4fO2ZmWhJ53+fQDRO6YW27XstW0yi/7+7ey6YlbBQV1BQdF6ZzTnYyIExGtAiigiLbZbdsJ+1aTIJjbwGg5KrDKx079W7/dYe/1fTdOiiLJz9DvutKXY9cB2uKTicUeY+z2eWOrA2zy879FVoTtMYIzODEH1UzI1t11vLR4nmqbqKi6OjEL4wSgKWC18GyfNVotHC5N5ANu2Vwhee4kG1ZLKuwEW6BcY7Zm4AR+QxB8cPdziaXuj0Bc+p3Mamk0ytO+tFIhi7KWVY0c9sy9cF5zYSkLGDdVd3MlaJFlOJiWZ3NbH7n3ZM4OJ7FnbcM4+i+/kgHodPSv6CQSSssj3w0Mcyffm0OdcXZ5LbbqddNm4puBXvqcyUFNsL9ogwHK2K6Qxw4PrzBAsAbl9fa3ktanJF2oj84s5cw2zhSUZnX3YTZpvxeELhNV1CYm5hTHwWpYAoarrpu+Uo/4zrZZD+aWyn7jLlgq1O1bkTeo8Rp6TRolpCd467m6lA00+mpb5GpD4pJEuOZCFQ1HtHWn1gU/BoCJGsfZSzvVQFLIH7lQjNG+lOwbeDV8ytYWq9ibCgVEiYjWgRRe87i2o1Xkt+uxYTjudC4stIuydTbMXvqgcZ6aNFMvR5ZBVhTwqXlvbBXk+7aMLfqrEekDWBuuQTdMOnaNJCVMR0Q6lN1M1QaDwBnmlQZkUx6J+uXk6mPDjSE1i/VCFUG2W0CH3yEzUECZ0ENAQA4c2U99rm3ggQqdvpe7RS7Z6Gv3Qtz6reYTYmAuFFIsunVXfXyKONX1Uimfmtv2qh5zYSELNJ+qnxJgWmFs0Rxj2EDsYXyAGdxG+pP4tBEHySRjyzl/fFbyx2dx2oH/ZO+kXbueX/tR1cxs1JGXTNCJVJbjW6Y1EHkeWe0SqWuoa40ZlTnmAJ+JI6B0k35fbRTX6youL7UehIE6QXkWqzIkttGETSO9gLE2Gpafh/Re7ibIAZosyVJEvjIWcidYPU8U0/abvxK96Zl+wLDsXvqRQGSyOP6YpGWWQNhh7Za16BqZuhZmFspY3G90mn1Pf0cK7kqFNVwe+rDI6EW3XFzobFWpGLKNUDj9pBLIu9zTMlzF/X8Pf70FP7huWvxPtAuI2ahRlNIBccXv3cJpmVjbCgFwK8/QCr4orRczk93r72zW2nXu8tz4RZ4Msc9Knvc+mCBg24SGoCNVX7v/ElGflYVHZpuhey+mvu6t6qn2zY3L7LkbJhEs4HYnOenc1hYrdCqh4FMIpTU0XQzMvmzuFGLzNY7Zf5623GYXpypLoHye62JqJ9uNQIiJFPfbk49z9G9lUACZxUl/Ky90qEN3AzizO85p56V3zN2EkHgIUs8nY3b6MUJL0S6YYUe7q2gVRltUhZoFoP0znVTBh8na9kKQYh2rl6/tNrR+yx0ML7IO0JOEnncc+uI8x4rZSiqualWhG7QDcsnuiUKjoG66FFvzhWYUx9FJ+q2XqI2WMAx0q4ttO6rJ2WD7UbaAUAlwjDezf3ogCs+2CrjwIUzGrsJ0lbRSiiv87JZP5sVygsiEA0Gj2Nai+jnbKd34CWTkjC7XMLcSpmWvoYz9e4eEMgU5UoKLkznOla/5zgO6aSIZ16fx+sXV5GUBQgc51tTKzUNefd4wT1H1RraJkD88ntR9LdUEGc+KJ4HOJ/5b797MbTvlKsqvvajK3E+5o7RyJh272C98+5JjA6m8ODxMYwNppFKiPh//vpVmgQoVlSIAhdZwUHGFQbRDbPlFIXdTDv/mqzz3nW7sksy9Z3MqSc/Ypn+ZyxYgl9VGlORCN2OjvUd3z3JNU8ASdNNTM0VcHW+QLVqBrIJKJqJYqVxfN2wIvfNmqJjaq4Qel3TTZRremeZ+qg2IbIGB5191aDXiRAlSu1F4LmQWClJ/lVr/vcyTatppr7TEcck8LTdU6Y2S6P8/satv2dO/RazmTn1AJCSReqIEWMlaha2qpvbMoPRbGEAJmURhmmh6ump7DjqDI+D02UpqsjzsO1wr+elmc5EPTqZSex1BEWBx4GxLABgdrUCVTcjVaK3kuB4LFHgUa3pvs+00WSe7M1Ou5K3ZvBcOHsIOPdhu1FYcQJZpOKiFFH+e3Wh0NnJbjNejYcohIiMxm7CaGPoCj3QBOhF5soLyWJ5VZ/pjGTPfdqJUJoo8Jhfq2JxvYKE5Dr1wUy9e4xgJVC+pOLC9VxXJZAJWcDVhSJGBpK469gION6vX/HWNccxzKal0PdA9gFSUWDFdGKd6ovGs0YC1VHZ5prbZvX86QXf68+eXsTFXZ6JttroRcRhsC+BieE0xobSkEQedx4dxkquhsX1KjYKdZiWjYFsIrKa5cp8dMDz2y9O44+/eKr7k9pBrDaRK6q747mHScAjqpXjbKyy6d7Yf50E3ejncJ8p8v0GBRHJc7TqyYC3C/TGpS8t+55TVTdxfbGEKwtFTC8WIQoc+jISgMa9ZrgVS1FVr7V6K6deixzp3IyoTD0JNEStU/VA64LdRmpfdsVLvZ+fqOsH2yA2ikrT6R3tKgmDkDV1qwJQQcHAXmF1OdloL8Gc+l1OKiFixS0bUnUTYpMstG5YjrGyxX59q9miJHOzuF6hG1Q3KvQks9JJ+b0X0nvsjRYrmoFqXcdGxKLWrNeeVEjEwW7Sh724VnFEg7a57Ec3/EraosChouiYWS5BlgTIkhBSo2U4dPtV8TwX+p4N04Jh2ljORYvvEHSjvWHNcRwkMTxmCwDOX9vdjoNptnZYd31PfZv2AUHgN62bYdm9Lb+XXad73WNIN8TiGq1UnWTqOThCUusFhQZdgxUKxMBcD1QCbZQUXJkrdFUCmZRFHDswgJO3jULgOWSSEoqVhsr+mSvrSMoCUgkxlH1T3fuKBMUb32XrY0oi76tCIJn6qL5w4sx8/9VZ3+uKZuxqAUjA047Qw/cc7JMBOC0Xc+4+OpCRIx3WtXwtUnxwvVCnekJ7jXbXlFTkmBFOfVR14xM/nGqh29Bb2yLOyEcvHNdQYKdOfdW/R1Gn3rMPdtvmFuRdJ/fh/Q8dxjvvngTgVA4trlVwdb6I774yg32jGSQkAaLA46orlkfWrKg1u6YavuADQdNNVOt6R10OksCF2nWIIn9wnVIihPvaZerTCUdTwFuBSd4jWBWzvFGFplu0zcPL9SaVhM1G1pFARdCpj7JNumF+tbwljr1l271d6HYhzKnfcja34CYTIhWf0w3LjcyFFyLDtGDZW28Umy3KUBPuvPhf/eNnfXOFO4Usdt1m6iXXqfcaX8TAnFkJRySf+OFUZO//WqEeew6nHZFlEwUOS+tVGO7op+1UmzcColvVuoGaYuD504sY7k9AlnjkSnuztHGr8bZSdALPhUvhiDHTroxU003wXHtDygnGhN8rqi91N6lKt9tMd/tIO5IVbuZ0N9NTiP3+m6xOioLnOMgSj9V8HeWaBkXVA4FO16nvwEo9fmQIhyf6cGSyD3fdMgwgbNgRwz54nxZKCjaKiqeHO/5nvePwIG4/NEh/Z3IkjZGBJD7zxBkAzii1vrQcWfGhUSPawuxSKXZPvSjwvpFYpLw/KttMrsH56znffayo5rZPYukU+vX3MKAkufoLcysVXLyegyjw6MvI0A3L95xYloW6akQG29eLCvJ7tZqsTeCqUX7fuBbUZoq4XxbXqpGaQGSELwCfqektM+8UGpiOeTtwHiV/EngIzqon1Ts+p76DjHccBFd7439/8zwqdR0LaxVkUxKO7usHx3HIpiTaBtcQzbRDdlldNSKfWc2dRNVJ20AyIYbuYfLeUUJ59LienvpWx0q5Tr23VZSsWcFM/YLr+M9HJKuaZeqXmohYkla5YKBpfrU3avgbRaVtIiR0TjHsh160fOx2mFO/y0knHfE5RTNg245YUdB41HQTtr09IhCNec3h/5MEHg8cH8MDx8dw4ugQAEDROlfqVjfp1MuuU5/3RA1JYGQlFzYeLs8UcHEm7BQpqhHanJoRtUGlEhKWN2p0r40bIOgFhmH5vyMOuDybx9JGFQfHs0hIAjVSGX66fY5IT/3KRpVmQYnGRC7CEfeiGxadVtCKhCQgX/J/b5puYnY5vCkvbXS2KW4lptVmNA8fPQ5wt2C0qaQQhGg9hU7fv5eZesC5X9aLdVyezeP/+8Z5n6FHnIdW1VdBMikJR/b148i+fmTTTjY26OSS6qxgqWehoqFS17sKcxOVawLHcRgbSmHFzagtb1SRToluuWtwVBQxok189slzHrX/NuX3Ig/dI/pF9oIode+6aqDfdVqveVphFM3Y1W0lwObV75uRSoiYXSnj0mwO/RkZkugE/b0ZuGJFg20DaxHrY6GswDDtpiPGdjPtenclt4qmENEaE1XZUaiokVULr19YjWzg38yoMdIfH1/zAjSYTfa7QqD8nvRer3iC270qvydkUxLecdcEZpZKuOPwIB65dx8eOD6OdNIpvc+mJcyuONelFrEO0nNtEojTDAulmgYb8av5krKIUiDjTJz54GhqJUJc1LJaB8OJ7pa3rZKcezXQprfsOvWrETbwXJP7JSoJ5v0MwaRdr0bc5UoqljqolNV0gwqltsJ5VG5st5459bucdFKEYdr0oZUlPmQ80l7BbajwbtVTz3EcxofSGB9KY99IBkB0VqMd1Knv8tkjxoNXqGnNjfpF9RSVaiouzRRCryuaGbvv3ElE+k/4obsn8Mi9+3D/HWMAGr1U24FuWr6gyHsfPIhjBwZw760jGO5PQpaEyIDFbs6WbhfdGhtk9vD0Uom2NpBSt2Kb8YHeaQWtkCUhNOt5ca0S2ds2s1TqaCzjVtJuJvFuL7832pXfu60X3VZHEGOul0J5gOPUbxQVzK2U8Z2XpnHqYkMslJSg2h2U30dRU3R856Vp+m9iVK6FnHqVaq70gmxKgm5YyBXryJVUZJKSk6kP3EfkfLJpGaen1hpaK+3U/iUeNkCDaOS5i3LqFc2gWbNKoO0ryknbzqqtdrQbN9kttm1jab2K6cUS0kmRBttJie7yRhVnrzq94sFWDaBxvac77PfdDbQzxYgexYonG1lzBc6Ce7Azms2IrHo8d3U9Uq8nOL6tEzoVE+PgBDRN06LOcrAMmwh0eu0vq02gt1M4jsNwfxJ3HxvBLfsHQv+fTUlYzdXx9I9nfGtTcO9s9szqhomL03nYdvxe8qQsQNMtKGpjTSDrU0hATzNClQNRdmWQVEL0tYqSfTS4TpHEVrC1QNNN+n9BppeinXSyXwWv08pGrSc2ZK6k0MqCOOTLWmi/iaKdHXIjwJz6LWaz9w+JMp53hYBkSYARVLtUggJADZrP3OxO4MKMKarT6Lfs/AEnC0W3PfU8z0HgOV8mmjzwuYg+8kpdjxxTpOlmZFlgFFGZelHgkZAFKlgVXOy2UtnXNAM99SKPwWwC+8ey4DgOsshH9obO9ah8ai/TbYkWxzvP4OxKmWYQy9XGGMqovlGCZlixnPqEJIQMprmVckhJF3ACCRul3VGN0S5QIvBc5ISI3eL8mLT8Pvr/yXoXdCjjQrK5vVblTcgC8iXHqbds4NSlVRzd1w8AUHQyWqn1Z2vHi2eW8M0XrtN/Eyd6bsW/lpAM7UqHZZXNyKScvfH1i6swTAvppBitNu1+ztsPDQJotGW1+7h9biXClNuHW6o0L79XNJOOdvMqQiuaGRmsCl6bnWSrKvxkScDSRhUbJQVJWYDk7oNEAX1po4o/+dIbAMKOBtBYO68v+vt9exUU2kraCXKJgmOjrOZr1OEjtlKwsoPYLlGOZL6seoLzje9xaaPatXNldigmxruZem9rTXCPIufuLUXvdfl9OzIpR0Tzj790Gp9+/M3GuQX2ZaVJ+b1uWKjUdVyejS+4nHQDfd7sOLkWwe+ZVAwomknFRO0YPeDphOhbUzXq1Bu+oH7JrZ4IaikVymrTIEVUBaCmO1XDCUkIVTnUVL2jlplm+3u+rLQVF/aSK9V9kxWa0Umr2V6FOfW7HCI+d8HtmZUlPuS8kwcySv3+mTfmI42oKHXPOJhGPOOTOORRi0W77CGZV81vIm0libwvo0k2vlxgwTFNC6pqNnfqY4rJtRI0IdcimKlfK9S2rGcwqH4fRJaEyPFCV5soEd9MOPo93fXU24Dj1Lul76W6R9chEMSZ9WSgnBGEcTL1fFgAJ1eLdCYrNc3Xw7iTmGab8vsmPem7JUtntNASATzPeJf900abnv1ukUQBxYqGhbUqMkkR998xhiOTfQAazueS25ebCJS4x+FtJ8axuF5xAktGY/5yKiHQZ4BA+2p7VE5Nsp3PvuEozqfdTH3QiVY1ExwawoHE4YijX5GQBKpeX2oxckzVTMgiDw5AxevUq0bkqMa3rud2jeZFq+q7zXD/7U4r3rvu3Ycj+/qRkBwhwx+8NgfAcTI03UJ/Ro4s/yWZxmC28JW3lluIxu0O2lX5chyHhCxgLV/H6SmnWkHRDEgiH7pfiHMT9ZkrdS0yUVGr6yFbJy5mm5LvEBznisE655mUhVBlGnGcva9HJaG2kmxawlBfAnceHcYdhwfx6H37AQC1QOJJ06NH3ZGg8/JGlQYI20Hsd9IfXqqq9HOH59S7Y+IC60u7ryKVlHwtKmQdrisGri+VqP1PgplBrZNcWfG1GXlZ2qiFXiftTLLER7Y6bXSg1XRtsRjp2OfLakfB31wLZX8vimpS7YUbFebU73LIRnvVFfiQRQGmZcMwTPrwkrItJ0zqXyjLVQ3PvjEfet+3msyGbUfc/kuOcyLRwQVK0008/+Ziy9/dbE894Bhk3mgxcdrzgTFLparTI1WOGBOmG1ao1LkZrcqkombSAk7GoROF/aj3aEZQKC9IQhIi52oTddibmW7HnpCY2sxSqbGJe3oLCwHV2ZfeWqJ/112hvHbIkhCqflnN1yId4mpdx0pud6hHW5bVtvw+6jO82aTSaLtpN9KO36RTv1lx0GZYlo1qXcdqrkbn1suSAJ7j6BjExfUqRIGnAqOdMDqYwgPHx2FaNl07dMNyxpephq9/mqw3vZq6QfZGspclZSGyjUPRDPA8B9E15siaHudK96UlXHE/V9X9LFGzmTXDhCjwEAQeNU/QTdXMyAqU1XwNG8XdUUVjNZncsllEkUcmKSGbliEKPDiOw8HxLF4+twRNN5AvKxB4Dn0ZGXOB8bGabkA3LIgCH6pqWFqv4uxUeMRbO92SKJo5As0CLs0m5YR/v73DmpAErBXqeOvaBqp1HZpuISEJofuFODdR+3WlrjfUzD1JnZpqdF0J6FSqxb8hnEy9TYMPfWk5NPYxaq652eMRnu1ISALecdcEDk/2YSCboM5dcEKTppuRgTjdtHD7oUG86+R+HDsQLu+PQhJ58BxH7xtviXho1B3J1KsGTdC12zcBp62gUFHpHkJGXtdVA6u5Gl4669jb5Tqxgf3rTq6owEZ0BUy1roUSXsSmlyUhrOCvGljLh9f3ZtU1q7lapA1cLKuRwSpNNyO1qTaKSqSAMPkMhEpdgyjc2G7vjf3pbhAEnqMZN1kSYNuOIVYoOzdrtd68p75S0yN7p9fy9UgBGsuycGG6ucNvdBDV53kuPMO4ruM7L8+0/L1KXQfHdV8OCjiLqdehqrhOe3CzIT3zQVERgKidxiv1a5Wppwa/Hr4WsxFlmIpmRI4GadX7FMS0rJbXT5ad4FBwbMjMLsmM7iQ2uht7QoJRKxs1mo0sVtTGNIaAeNCpi6s0Sq2b8YXyLNtGuaahrujQdJMab96+PcB5jjpVkN0q2pXfO059eAE7d6274GOv0U0n0NM8U+98x922NektBEg3Q1/GKTnNlRSMDCSdY/AcBvsStL9+ca1K+8G7gWSjNooKVFfQdTCbAABcd3t7S1WVBoTjio/G4bGHj+Cn334Ijz18xA0kh0cLqrrpOPW0p9stv49xrfsyckNcS20+m1nXLQgCD1HgfL2sqh5dfl+qaLRCIi5e47SXbGfFwNhQCppuYW6lglJVgyTyyKakkC1CdAyG+xOhaqONUh2vXlgJvfepS6sdl5z/yRffiHz9t/7i5cjX482LB4D2geGEJCBXVDC7XMaaG5hNyGEhZBIEi1LFr6sGXTuCr68Wwmt/sNQ8ik77jlMJEReub2BpvQqeczK4QUewphjIJEVYto2SG4TYDmFnLxzH+VsS3TW7FnA4NcOKfGbNNomSZsdMJgTq1JMyfEeEs0mm3ruHxBB2y6Yl2LZTIehMwbIhibw7mq+OV887zwppGwquv6Sio1gJry+qZobK2sn7JCQhQuwvehzg6curkfdeuabT9ib/6+FgAuAERRZWw+vmhjtZJYqrnnF91brBnHrG5uB6MEP0/Q8dxvsfOozHHj5Co4tT8wUU3LElxMjguPCc+qqiRxoh1boeWdr60tklfPGpy03PpV3GyovAc6GsRrmmYWqudU9Sta5D4PlNRXElkfepjhJDK1i6THrmo8SPDLeHKg7OnPommfom5fdVRY9coIplFX/+5TdDr9dVI1aJEdB+AyKGePD9FjvoY7pRaafU3oyDY1m8464JX5aEjNXhuLBY3rpng9L0eD31pIQ4X1RwfjqH2ZUy3cyCvb4kQ7sbMAIaD0GixgECnbeDBAMbvSKoURGElN8rXfaxEiMyTmCnEw6O9+Gxh4/g/Q8dxh2Hh+jrw/0JXHZbsJY3qki540i7QeA5cJyTASclnn0ZZ7wcyXKverKGUcZar4iq+NA0EwLPUWOOGrUxnrf+jIxCSUVN0aFqTjY+WI1hWRZMy3b6pAXel5VSNTNyqkOxqoay0+145lS44q4XWFbvS++bQaYYrObrNOCZSUpQNH8L3KLrBI0MpFBTDd81zZcUnLq0iiBzK5VIBexSVfVpPhCKFRWnp9YinY0zV6IrhIiwXzssC23vL8u2kS8rWFyv4KqrG+A49X4jjrToRTn1qmbCNMOvK6oZmal/43L7yqdOhWL3jWZw/noO00slWLbT8rO8UcOlmYadV6lrdFoGycD2Wv2+U2imPvD9m6YV2c5mmFZXOk/ppIS5Fee+XMvXwPOck+UOHIP827GZ3Uy93T5Tn0k69sXl2TwNKpNKzNV8jdr5imogk5JCNi3J3JdqUYkkC7mAiGXd3WPliKoSRTMjbdRcSaVtJl7KNQ1Ts4XQ65V6tN+ykqvSPcX//krTYPEVT6txTdFZ+T1jd0EM/6nZAl0cqy0U5muKESnQVVONSKe+XNNb9quRqD4fw+kRBD70YFbcMrNWEfW6atBSyW6RRcGXZa/Wdad0OTA2ZJ1ewwinvgOl5lZt2GQj0AKbcqWuR84MLdf1yAxlTTEiVYKjaFfaRkSdvH1LlmVRheqbGdvqrhxVFHkM9ydxeLKPRr+XN2pIJ0VIIh+qvqgqBi67AS49tlCes2QvbVRxZmodl2fz9H2jnPrIaQ/V7S/7bRe0EPjwSLhqXUOhrHQklnf26tZk9g3TAtdit9xs+T2dU79NVu5wfxLVuo5rC0WsFeqbytQ7wpsCCmUNOTfDmpAEpJMS3WNWXCftvttHcc+tI3j4nsnNf4gIUglHbdo7p1vRnEw9ubYk2BvnSg9kE7ABvH5xBaZlI50UoQQqrkiPqcA7mXrvnqcZZuT9W65qWOhQlPTpV+c6+vm4mJa1bUOeRIEDz3NYyVXdTL2ArCt46FVs//Fby0jKAkYGneqSGY9gV6GsYSVXQyHQSre4XomsfFvL1/H571wIvU7eM5jhUzQDlh2uuqkrOq08aUccsVXLduytjaKCa27wkuhEeI9NWgbD7XvOOMCo/VrRohMAV+cLkeK/04tFmmxxWgfi3xETw2nYcMQf77plGPvHMlA0A3/8hVP0Z+qqgb608z2TYIMjlLdzDhbHcZBE3jfhSFGdkZuRoq1W55l6wCmPX3CrclbzNadNiAv31JPv12vPx9F143kOmZTTJkTWooQsOFn2Qp1mvU3LRl9KCifa3EBscFQu4OxLwXGT3kx9qCpKMyMn/ZRrGl67sBx6vVTVMB0QwiTvY7qtY15WcnVciQj0F0pqpPCzbpi+MXs1hWXqGZuk10sWWVSuLxaRcyNTpy6GS9EIimbQB91LXTEi+8NIRiLI1Fwe//DctcZopxh3jsBzoegyXUBalGBW6zrt/+wWSeR9wYy6aiCbcgzXkse5IhtmVFTQtOxIZz9IOxGtpuX3NT0yml6qqpHfQU3RsR5RUheFU37f/O6TBKfXy+vU11WndDaql+lmYrMKqZmkhLV8HaZpYaPoOEySEC5JVFSDzpI3TCvWODPZFZt6/AdTeOv6Bq7MFWjkPdjqUlONyA32x28tb3sGv50QIM9zoT7U9UIdlg3qKMbhdIxMVDe0C7q0EgaNU96sbbNTP9jnlMd/4amLKFRUOje7W0jQigSzZElAJiXSUazLuRoEgcPkSAbjQ2kMuOX5vYZ8rtOXG1khUn5PIHtQnEtNKpqIGF8qIYZ6YYmR6yia877gmqZbtO3AS6etMeWqimsLYWN2eaMaaqEixA3O2lvUUx8Fx3FISDzW8nWU3fL7ZEKAJPJ4+VxDY+TUpVWMDCSRTogQBd73XJOgZFCbZyVXi0xUFKsqqnU9FFwhQYSg00KcnvD8ciP2uhlnD7n72DDuPDoE3bDoeZNgu/fYpCw6eD5kFjx1QO3G51M0M3JKw3pRibyP5lcr+J9PnKHn3sn9IEsCPvDQYTxwfByHJvrQl5Zx/PAQ7R83TQuabiHtZpRX3de71a7pJQlJ8CVKiK0cnhdvwbLsrjL1mZSIXFGBZVlYy9eRkKK1PzSvUJ57+9gxAx/ZlISZpTKtOhB4jgo92zZwzg12Z9OS075XDetNBW0FTTfc/TcQ9KI99XxoBJ+qm5GJsHJNi6xKLde0kC9gGCZdM4NC0isb1chnvFBRI49bV43A2Ejm1DN2GeQBWlirIFdUMLNUxMvnlnFoIhv584pmRhqadTXa2a+p0TM61/J1PP3qbKNMNE6mnudC4i5kAdkoNt8caz3I1EsST3sgAcfhyaSc8q9VT6SalOyogWtBqhWiNsYfv7Xsi3Z7F9IoqFBeYFOuKnpkFUWlpkeKgVQVPXam3rLslk4iUd/1LnhEmyGqb3+rVPp3I5stCxzsk2GYFq4tFlGp60gnJUii4IskK+5MWiLuohtmrM2b4zgcPzKEawtFXJkr4MJ0jj6TwbK6mmJEbnTnp3NdC2V2i95mGgPPO41K3vuelGx3Iva3tFGlWeFeYprtNQGAcKZe003898+/3vb9yUjCXs+pbwbHcbjj8CDOXlnHUDaBscHUpt6v4dTXwXGOg5tJSvS7W9mo0dLrrYRkfr3l2Zpu+tbmMs3Ux3veAOCM20udlIXQ2kzXfyE6U2/b4YkvVUWPrdcCOKNGTcsOZY+nl0qRY0gN04osRY+i08zsZuF5HmuFOip1HZLYEND73o9noRvOGNml9SpGBlLO7PGBJF7z9NCTde6FgFOfc0c3BqnUdNh2IyNPvj/iHASnkpBMadB2qSkGaqoRuTdH0uaSJmURY0NpAKBiYeQZ8R6b7BvBTD2p0AqOOCY/GyWslyspkT3MuZJC79telMWT8XHFikqfN1niXSe6kanfaa8+IQs+e4d898FAHNljuwm6ZlISTMvGar6OjZKChOwIlQZ76kkwyWsTxh1EkE6KWC/Ufe1fmmFS+/YNdz0kwVTvmkHWoaDmD7F9g7Yfsasl0a0q8R5Tjw4mlWt6ZCtrpaaHEmfe9TMYUFjN17EYoUVSqmpQdROaHn5mvRUrddWA2Gvhml0Gc+r3GH1pGZMjaRQrGvJlBa9fXIXAczg43hf58Ou6FenUK5oRuejX6npkaXzV7XGxSKY+Tk+9wIeiy2SDauWc1ntQIpOURaiaSQ0uTbNo+deyp2+cbIzBQAYxnqKu0VvXN/D571yk/y67i1Uz9WhHoCXcb1tVjMjvplTVIsv/qnXDVyrWCstqvwElZcGnxko2kyhj84/+7lRkn2FsA2cPEXQCOiXrBo+++/IMbNvJ7oki7xNpLLqbLTE0DSN+ad/EcBo//fZDOH5kCDXFwHC/U6IaFPxRNCNyg70yV8C5mL2hvULXzdbl63RCRMNAJfdmJ2rp1bre9bjOVhhWzJ76wDO7UVR8GchmbMZo7JZb9g/g0fsP4L47xtCfkTf1XpLkBK1yRQWSKIDjnJLQUlVzSjgLNZr13moG+xJ0BCzgrGfeZ4sGumJe6ve+7SAeunsSH3joMPozcijDVnV7TEXB6dv3runkZ4P7i6KasarACItrzp4VnNIyvVgKjXwDnM84H7Nnf7vnhQs8h1xRQVXR6XNzaKIPimrg//7T5/Drn34OqYSIUTfQNNKfxPXFIt1rFNVAf0bGpdk8DMPpxbcsC+WaTiufvJBMN6lMfOWcUwZMAgBrgXJ00jMc3JtJJVSzmd5eOslCZ1MSzVaS8nvvMaqucHCwXJs4W6ardm57BJVU3Yxso8yX1Ugx3I2iQu/RXgR5Mm5LxfWlEnUsZVHwOdEbRWVT+2wvSEiCr+y87tFk8V6/zUwnIdfiB6/N4dpCEemkBJ7nwiJzvpF2NFUf66tIJUSUqqqvtN4wbdpqRIL4A1kZPM/hsqePnaxDwba8ipvkCQro1VUDgsDR3nSvjew49dEq+lEJhkpNCz1P3vaDoEjfeqEeaZ+Sc48S9fO2PSqasekq4N3Ojf3pbkCSCRH33T6G4f4kCmUVVxeKyKQkujh6F3anN8yOzLyrTTL4TiQ6ogfQffg6Ub93yu/DPfVAeCMFgPPuwlNXjU0v9qRPb2alTK9DQhYgS7xPDK5U1cABdEwggYwNixKnKZRV32i8cpUYdc0fJ4HnQlm8ZgEUEvgILoK1utY0Yx4UCLPs9k5iUhZ8DhP5bqIiqoWKSsVevPz4rXCf1F5HC5Trdgr5XZJJIj313utK7h9i8OiG2bFDd2iiD++4awJvv3McQLiqRFHNyDaOxbXqlji+rYhbvu41EEiEPa5YJeBcg+sRPXqbxTBaT5PgOA48F14v1go1GKbdthSaiKn1Wihvu5BFHuW6jlxJpdcpkxKdSS1rFawXlO1z6rMJrORq0A0nqHt6ag2jA41KBJJpivu4kXn1vCu2Z9vwZYTIcycIPIRApp469Vo4aBw1Gg8AZiOcLrJnBUvtp5dLmF2O0MaparHHpVox+r97Cc9xyJcV1BSDttykEiLeduc4VvM15MsqHjwxToPko4NJGKaN7748g3JVhWUDB8ay0A0Lv/NXr+CZ1+exmq/DsuzI/ZHspwvrVRimhadfmwXQ0JMJ9p4TpyLYzkTWIVLR1go7hmo54d337ccHXCHkjNsi6M2k1lUDqYQYsstIIMCyw2uLbliRtkupqkYKVebKCrVFepGpT8oCBJ7D9YUi8q5TRTL1uaKCck3DqYur2DeS2dyBNklw9LE32eR9ZonIcTd2qSw6ducXnrqEdFLEsf39Tqbe833WFZ0+C9593I4ZHEolRBimjQV3nThxdBgP3zOJk7eNAgAtfRcFZ9qEd/8ndmaw/J6+HtACqikGBJ5vtJx5rpNuWJGJsGrd8FXO0tcVw2lR8uyP3mBncExdrqRANyxfwqtQVmhb8Go+2P+vQ9FM+vOO2One3GPjwpz6LaYX6vfNKFRUzC6XkU6K4HmOHotE6ElEK8qwV3Uz0tmvK0ak8me1rrtKq/HV72WJD0X5yIYS3Eg13cRnv3bOOYce9L2kkiI4Dri2UKROtyTwSMoiljzlueWajnTS2Ui9iwkJRkQ53cWKX5Sj4o4aElvMeeZ5LtSLWVcNx+APROCJ4RZ0ZqpK9Kg7y7J8kVeS0WgXeEnIoj84USOZ+vCmX1X0yGM/c2o+dP6Eiy1GI+5m4orWteK9bzuIt985gfe94xAk0ZkB7r2/SJ84uY8M0+56nBn5noOZP003Ydl+sRlNN+iIs05o9h3HpV1PPXkGpz0OCgn8RUX+m1FXDd/Ui17RTr0fcMqKg4FS0oPb7jOQdWavmhuSyDvChhWF7g3ppBNY/Z9PnMFqbnvK7wGgPyvDsmxcWyjhGy9ch2naODjeaE8j+2GEL9QWqpjt+Z5XcjVwnLO/iALv21fJfumdfFJTdFh22GkEHHXsP/IIjBHIDPCgGNTCagXzEcHWcl2jv9MO09zeMmie51CuufaEp/d8ZCCFd927D4/cuw8Z994BnPvo4HgWf/OtC/jtv3oFADDUn0A6KeKNy2u4Ml/A+etOZQZZ67wz60kWb2mtgvmVMqaXSr5e3mAlEKl4CgZJyetxKiy6rX6QRMEdEed8nrqiw7TsaKfeXcOjRoEaphVp3zkVl+HX8yWF2idxRP7aQSp1puYKNBMuuZn6qbkCfv1PnwPgBGd2koQs0PntAHyjFf26Bs5naGXjtSKTlJBOinjw+DgEgQ/11Hsdaqen3v0uEK9qIukKnV51WysSsoCBbALD/Uk6/YSM/exLS75qDbKWBTPgxK4N7qeKm3QjGW+vE2+Y0cGkahOtLlod6vkOam7QTOC50LNJ/Aevzo63HD+oeUHWA1Klo+km66ln7E40w0S56qjAypLQiCDawMySk6kizlmUY+pEcqN77aNKqss13VHytcg85RgLjSyiEHAEieMYfFgLZRVX5gvQDdMtkdnctsJzHNJJCdcXi3QhkEQeqYSIlQ1vH7mOlGtAEOcfaCx0wZI38hm80W5SVi21WCx4jgttsuQYQSOh3CRjXqlH9yUFxxPGLeVNJ0XkSw11cTIHOeoYNcWIjPAvb9RwaTY8ovDqQgFPvxZfrfnc1XWfIbaTbDZTD7jZPVmAKDg9o5LA+zJzZJYr2XTaOb3t4HkOC2sVnLrU6D0lz3HRK4pTJdmm8Hes6WZT0a0rEeJKndCupz4hO2JZ3jFIuSaj+lpRV41QiXIvMMz2gkUCH37GSeag3TmRQNJOqkFvBp7n3FJHDcQIFQUetx0cwNxqBTXVoCJgWw2p0jp3bR3fevE6JkfTdBTkiSNDGOpLYN9oBpLUuflDDMKa0vieL8/mkUk5JbXBiiwy0cGbWSKOeZSRe+bqemTwlAiqFgMlsqv5mi9ITY9R0SKFcKNwKny37747dqAf/WkZo4MpHJ7o8/0fx3GRkxhuPzQI3bAwv1rBgyfG0ef+PuC0IFx02y1My0ahrODvn56iv0uevbnVMi7N5pEvqTh10ekxHh9KhbKBxNGI6qkH4lUO2ZsQW+3PyHTcJMlypxJiSJGd/F9QiFPTHcHb4P2lGyY0PTqTWqxo1G5oNzknLoN9CVyaydHEAc9zGOpLoi8tQTNM3H5osGsnuVc4o99MVOsaylXVl2xSPdeJKLSnPcGmThjqT+LBE+N0HeI5v8I+sZMlkfeN2Gs1VclLyg2YEvHHVnttNi1jeSMcvAjadzSIFbjf6659Lgn+aSKAs082SxZGaYKQY3vH0ZHnK50UQ88muXe9r8+vOuucLPI+jSigUZVFEp26YTGnnrE7SSVEbBQdcZOM26NDendImTTZzKIcU8OwIo0Kkj0OUlV03wMba6FJiKgpftVZskAEy+Rypbr7ugpFMyH0QDEq4yqCkkVHdJ1674JQVw2aJfRGbElJkW2H+2TLNc1Xgleqas7IpBZOGSkB8irPEqc+KFBCM/UBR6DZZIJ8WfW1FJBS33aXcCCbgGHaNDtaoRmKsNGiqEao6sL5Hc1XJUB4/vSir4e8HTPLJfzl19+K/fNbiWZ0N4+2FaLI+zJzz592SvNV3YRumG17ttuRlAV856UZfP7bjtYDUa4F/Bsm2bgN0w458MsbVfz//vLlyPc/eyW6Bz+upoLRJmhBMgjembLEGOwkU6/qJqpb4NSbVvt5wXxEiw1xxtqJojmBpE2d4o5CnIhSVfNdp1sPDuKRe/fhpx48iHFXFGyr4Tin3/NbL1zHekHBQU828Mi+fjxwfBwnbxvtyrgTqFPf+D6vLRTR787gFgWe7reabtA6Pe8e0hDHtEIO2bX5YmSmi/yON1NfrqqoKUYocE5+LqrFzbKs0AgpK8a93UtGBlK4//gY7r9jLPYUBFkS8I67JvCue/dRUcfJ4TTGh1JY2vC3Ey1vVPGD1+boNSdr3msXVvFXX38LpmXj2y86c+sHsolQHy6dJhLq9XWdnIjAZ7DycDNd6f0ZmTohROwwlRBD4m1kXQ9ODSGZ+GBmn/x8cCQj4NwvxE4Lvl+3DPUlsJav+wQb941m8MDxcTxwfBxH9vX35DibgQQav/i9y7i+WMJ6UYHsBhq8ZeXXl0pIJcSu7YLbDg74qk+cnnryPTUE7ZKy6Dtu3PJ7srcuxqjOyboihsQGV3UTgsCFkkulWnTFSl11NIeIUF7OvffJ8xY1DpDYPsFKI/I7+Yo3U+/8PZuWA0LOGrVpvM/bwmoFSVlAMiH6Ki2c33E+w8JaBYbpTCJhc+oZm2Kryu8fPD6On3rbQXzgocM4NJGFKPAYyMjgONBZrWSOq2EEFn3FmcUZLAcHHOfTCoypAML9NXEckGRC8KnO+t4n8HCTn1kv1nrW95JNibi2UMQPXnV66Mj4HK9zqmrO/FSOA2Y8gkOKp0Qt6CQQ0UBCuaa3zNIDTivCK28t4wtPNQT2SIDEG0xw3j86I1Bzo53BUuhCRfVla6iSdpvvKJt2tBjOTK37jhfsGVRdpfaoLG5QiISQK9Zj9R4SihUtNHd4p9hs1jwKSeShac73Uq6qmJrL05LgfEl1R9p1f0zioFydL6Ja11EoN74rbwDNG1UPGqIrGzXMLkfPzr40kw8pywKOgnS13j54o7fpSQccEVBv+T0xAKJ68ZoeR7c6EiCLi2HYbZ8nQQhriJBrXK61HsvnGEp7dzsmuiTFihp5nRKysG2ZegD4ifsP4NaDg3jbiXE65q4XkH3Jm71aWq+iz3XqBYGn6683wKPoFu1x944xDRrMM8ulyEwX2S+9exfJ5qpaWPW5VNV8wTzC/GoFL5zxCzf2yIfbcvozsm+NHOpP4sB4FnXVwMxyCUddJ/HMlXXUVYPua9W6jv2jGTx4fAymG0TJl1XccXgQmZTkthaGNRJC5fcKqawLr0dveKYtAG71dJfLeV9GRrWu47k35vFXX38LAxmZVp941xeSDKBOuFsd0KzKsEzbMcN2X821CVXN0TnoRZBnsC8BG04wZbdCHPVvvziNmeUycsU6zcZ774nZ5TIyye7bh4L2siwJNOlx9uq6x6kX/CPtEL815vBkH7JpCccODLT8uawrGH1tsegE/y0b6YQY0vggLXq6YQX0ppyeep7nIIk8FW8m18sGfNUGQKNaOOjUk8BTwWOjlOuOgGZfWvK1EOU9No03YLm4XkEqKTrCz6FJFsSpr9JzYpl6xq6G58Mlm0vrVSysVfA/Hn8TgNPf5c2okc0pKoNPDJGgYUF+J8pQaAbpoVz2jKRqbJj+h5449au5es9KZA6O92EgK+OHr8+D5wCB55FOOFHKlVyNRv4SkohMUsJlt4x8LV/DX3z1DH2fUPmRasAwLadn2bJQrmlty8h+6sGDUHWTBlyARlClWAn2zkf3tpNrFjQq8iXVF6GMK7rFcxz6MzLOXm0YP97jE8hCHFV2SLJzQQoVrSPnylFB3R1K+kYPeuqDJCQBlm1jLV/HD1+fhw3QMZQbpfqmj7l/LIP33L8flm3j/LUNLHj6zAoVFS+86czZ9laFBEvVljaqkQ4F4Bg1URnEi9N532bbDMNq//n6MjI2Cgo1IEhQqFn5fXC0jeoKYnZSrt+MYAbViJHNFLhwpj7nBqqiyu+9EwjyZaWrcvDdwtH9/Xj3yX148MQ43nHXxE6fDmRJQH/GKdHuZUsDaXWbmitgab2KP/jb16FoJvoyjqEsChxMy3amy2jewLCGH52aB+A3SIP3xeJaNZTpqtYbpdHeEllvq8pq3h8QLVU1KBHO/oXpHN665q+6sXpUbr0TjA+l8djDR+g0EAB42VW3JxMQqnUdoshjbCiNn3zgIB69bz/uvW0Ut+wfoFV6855sMtlng5oHtSb7MgC8HnDqnTn13V3Tkf4kDoxl8Puffx3zqxWcuGWYZhe960uppkEQONgBcQiy74amNNBWL/8aZZqNqk0iKtyL+yEpi7j/jjEcO9CPR+/bv+n32wpSCRHvf+gwDMvC3EoZ+YqKlHtPeBM3i+tVpFPdld5HkZAE2mb58tllalcLgn8Psaz4rTF3Hh3GydtGcfuhwbbHFgUOV+YLtB0vlZRClSk5TzLOG0z0tsfKkiO2XK6qPge8EkjokECnt6qoWtdJHMo3q76mOAr1fWkZimbStkyS9BF4zpeQuDJfQDYlIymLdL/1vhfg+ETEbmZOPWMP4Twha4Ua/tcTZ1BXDdx3u6N+6e2jarboA43SrFA/mfvvqFK/ZiRkARzge9jr7gx6JeDAEad+rVCHbpg9KZFJJUQ8cHwcb79zHEPu2K+RgSQSkoAvPnWJZj8kiUdfRsbVeacs8enX5rBeVPDA8TEAQEXx9gxZ9LoVKxpOT62hUtfbVhZwHId9oxlfJJFsrsFRIiRiGjT4ak1ez5UUn3AImX8ax0kcyCbo5yY9mMGAC/nOg049EfGJcuqLFbWpunMU5UD1w06im5vvqQ8y1O9kC596ZQY/emMBIwMpOvru0kweptW9UB4AHJnsd0bnCRyml0tYXKtQJ3RmqYw//fvTME0LpZpTHs1zXKRTb7kOSZC1Qj3y+7w8l49VYWEYVtsgU19ahmXbmF2pQFF1V5wueqzk2SvreOb1ed9rpMS9F/fR9YACuRmjp54XuPAIT9cYimpF+cxXz9K/F8oqZHH7Mtm9RhR4ZNMy+tIy7Ru9EeE5DoN9CZyeWsOr55epo+7N1APAr3zqabxxuTEC9PJcAVfd1qu1fJ0+m16BKMuykCspsOFfg5fd51RwBeYIV+YKNIO7kvOX3ZI1eTXnz1xdmM7h2qL/3t7ukXZbSSYl0RY3IhpWVw1aSedtUwSAtNu/761QIvtscL2jmfqI4PZFzwhFIPYkskh4nsPdx0Zw+6FBHBjLYDCboFU8PjuuriMli55KC9t3fsHgEAkIBe2+ck2j9aQ1xXTWui7PPcjEcBojAynfNd+NCDyPhbUKylUNqYSzfnnX8lxJ8ZXPb5aELEDVTBiGidNTa7TVTKBiqyRVb/VcxJLjOGRTMq7NF+n6k06IIe2tfLkxsaTgsVGd9ljXqRd55Msq5lbL+AtX6BqAr3qvWtfp/eX1H7wVhN5kYdW1p/vcMatUX8L9+WxaolUEi+vOZJXxoZTTg18IOvXOs7BeqFO/h6nfM/Yc/WkZ15eKuPfWEZotr6neTL1zcwdL7IFG9jg4U11p0v/dCp7jkJAF6tTrholCRUV/JhGqEiAlPKt5ZwRUL6NpIwMpvO2EM/aL5zkcmuzDj96Yx7NvONlLWeTRl5awuOFE6187v4KxoRSG3LJNr4Ce1zi/Ml/Aa+dXUKlpbcvvAWd+uW5YzgJT16h2QdApJhmCSqCsuaFS6g8C5EuKT7tAIz31MdaugayMfEmBouq4tuAYe8FMJ1lwg0YOOe8oAb1yTYtUd25GpaZFOpOL65XI999KOpkZHxeB5zHUn8BTr8zgynwBY4Mpd0QWh3NXNxwdhE1a1pwrDjm7UsbiWpUKTj17egE1xcCbV9ZQqjr3akIWqFgfgQhIBh3QSk2DYVqRzvL1hWLTMYtejDZCeYDT68dxwKXZPNaLzj2XjsggAMBnnzwbCj4RYzbqPuqUK3MFFCuNz+Wcf+vfiRLKozOAA/dwta65rQtkRrAGeQ9n6m8m+tIyrswV8LortpZJijSQQQzG9aKCJ37QEGu7cD1H98GNkkKdHO/av7RRo33TXg2GZff3+jIySh6jeHaljOGBJDgOIVE8smYGRfQuz+ZRres+x7RXPdS7gUfv24/3P3QYR/f10770umY0raQTBB5JWfAJzZIERnDdIa8Hg9uKZiBXVHzl2p2UTUfBcRyOHRjAXcdG3PPk6LEsy9FiIKPugpD92rRsX8UR+c5Nyz9i06spUFN1p8rgxvZ7QoiCE+Qmtg+Hxvc/NZeHblgYyMo9Ox5pRdooOeJ8JOAnCJzfud6iryKbljC3Wkap2hCls2x/2XyhrNKg4SvnGqOLVc2kwcuEJKBQdsYdT80VcI97v3qfEa8jX/Q478QxlyXBN4WpqugQBWf8YUISaEXSRkmBwHNIu3piAPD0j2chCjyG+5PIpp0q3A1PFp9U+60X6vjuSzMAWKaesUm2cqRd+FgOdx0dwsP37MP+sWxjBI/nYf32i9MAnF66YCkW+XdwQyOGcqfjolIJkfYSXlsowbJsjA4mYdv+iDdxDMh4nl73l3qzbEcmnbL8v/2O098uiYJT6qOa+PqzV3F1oYiRgSREd+6wt8/X2z/+3OkFzK1UUK3rdJFrBellujSTB8lfaQAAM1tJREFUwxuXnCyOIHAhp56UX4Uy40SltOp/PV9RYdvhSHwcx3Qg4/S9nbq0hnxJgSyFx3JRpz7gLBH13ajMRVUxIsu1m1GpRYsAXl8o4s++/Gbs9+kFhtl7oTwAuM8tjXvorgkcGHPm8/ZlZEzNFWBadkeCcM1IJ0UsrFawuF6BJPJ47OEjePieSQBOv3256rSKJGUhNNOVlAUH70dS6hY9gqtOA3KtMMz2gRKSRbs8k8e6W3KXSYqh+/Gta+u4vlgKBZ+INkXUtI+g6m471guKL6MZd6Sd9x7WDZM+i0GhPGJMkRaCclWjwkOM3c3IQBKVuo6zV9dxy/5+PHT3JP0/gecx2JfAydtGMTKQpM/ezHKJit3lSwo1lr0BtMueKSLetX95owZRcJ6NnMcoLpRVpBMikrLoU7MGGiXi3iq5XLFO91dvEGC759RvB9mUhI2Sgo1CHZpm0pn3UWRSElUNBxrB62CFEHk9qPFRczOR3hLiuAJn7SCBUDoTXDVwbbGEl88tQzcsJBMCtTEt11H3Zj29a6H3nvJ+Nm/1oKK65fc33B3RmoPjWawV6jAtG4N9SbfqyrlGPzo1D1ni0Z/poVPvBgHnV8vQDQvXF4vgOQ5JWXCcXU9P/VZU0WTTEuZXKvjzJxzbigSHvJVA5ZqGTFrCxHAaX3jqEl4+52hxqLonUy8JKFZVLKw6lYHjw+nQ+7xybgk8xzk/60kKkmDScH8CV+Yb4p1O+T1Hz/O6K+yZL6uQRB4DfQlcWyiiWFHx3VdmMDGSBs9zyLrVUlfcCh3AuZ9HBpLYN5bBt1+aBoBYtvpe5sb+dIzGCB7VeciuLhTwg9fnMTniPHxBx4uI6gU3NJKBinLgWtGXkXHd3TDfurYOgecw6CreenvTSDRvOddevXOziAKPB46P49BEHzjOidL2Z2QM9SXwl0+eg2FaGB1wejGH+pJ442KjX867Ab45tYalDadXx4ioegiScPs8v/3SNF69sOII90kCSlWNXldNbzgCQYE+8p2UA98B2cSJc0XK7uKKGQLA1350FTaA4f5kyLkm303QWSLHjeqdV1Qj0rlqRlUxIjUeChUNs8ul0Osbhbovk9pL4vR/d0NCFjHYl8BANkE3lpH+JHIlBapm9kRITBJ5rOZrWM3Xab+a6Panza9WUKppkEQe2bTfkAUaavPBFhvi/Ef1qiu6GUtnw7TaZ7oBNws6X8A3n78GwMnUB7Pfpy+vu+cTGAXpPi+GaYeex88+eQ7/8Ny19ifgslGs47pnUkWc8nuR53zrY9TUAQIZTTa71Jg8Ie/weCdGPEYHU7SP+47DQ752g3RSxDvunMC+0Qz2j2UxkE3gJx88gH2jGdQUA6rmqNUnZUegyxtAuzido4Evb5XW0kYVyYQjBEVaXRRVh6qbSLmvB1tpKu6z6nXen3pllqYYvIrkce7tvUY2LcGybHz8j54BAIwOpJr+7EBGxtWFAv03CSLWA/sgHUEb2H/Jv73PeM2d5d0rSJKjqhh449IqPv+dCwAaukUAMOVOofGu3177zuvUe9dyb39yrd47oby9xC37B/ABd5b72GAKSUnAV354Ba+eX8ZLZ5cw1mNtjoT7vZ2/tgHAEb7+wDsPY6g/CUUzsZxrjGDbimfz8EQf7j42gtV8HRwac+7XCo11pFLXkZAE3H/HGLIpCT9wRxRrugmROvU8KjUdi+tVCG7lIeC37V86u4ThgSRSCYEG6wFnjxUFHqMDKSysVaDpBgplBXXFoH5LOilRRf9CSYEsCTgwloVp2fiN//UiihUNRyadsZgJSYAs8ZjyOPU11Xmvu28ZwciA04LLyu8Zm2Nb759wVQDZWJbWqri2UMQTP7iCVELEYfdB8JZU64bpCryEDXgidNFpNrE/LWOtUIdhmDh/PYf+TKPnkmT9DcPE4prz4OZLDcGQrYTnONx5dAj3HBsB50YRH7p7Eu99+yE8cMcYFdAJRhGvLhQhiTwevW8/eI5DrqSgruqxHdh9oxmcvbqB1y+uYKg/iWRCxGsXVvCvf/u7mF0qUUcgIQmRZX5AuAefGIa5QmNECRAvU89xHO48OgxVN3Bsfz+yrjiJF7Lp27b/+yeZiaDAXc3ttY8a2QQAqwED1HkPPVLjoVhRI8eBLW1U8T+/cjb0elB1tRvMGFnlXnHswAA++M7D+Om3H8KJI8Obfj9J4FGqatgoKj6jMp0UsbReRdkdvziQTWAlV4OmO2Jaa/la0/5vUqYfCvS5Ssn5GE59nEw94KwX00sl/PitZXfsWFh8jmQ8g2uU10EKrlNnrqyHBMJakSspvr76OEGJof4EZlfK9B4kOhephBh6lkkZ4qybOa2rxg3di36zIAp86D5PyiIm3QzWi2eXUKk5xrIo8r7Kt6sLRQzTli+/oGVSdpx34kCSzHwqISKVEH0ZeaBx/y971to3Lq9ifCgFSeSxsNb4+c2Wiu9GSFVcTTHwyMn9LQOmA30JFCvOnHKg4byHMvVqtHAnCWp7q/jKNb2nlTeS5JQjf+P5a3hzag1zKxU8dNcEhvuT9Kt7/eIKgOZOvTcYUVcbf18v1unaU1Ndp75nZ743edudE9BNC7/zV69gNV/H6GDzoFA3kL35oltaTu7P/owMgedw2dVoWC/UqF5HL+E4DgfGs3jP/ftx26FBZJLOOvJtt0QdcCZAkftiYiSNNy47yS3dsGhSguM41BQDK7kaBJ4HxzmOPbVJi3XabpiQBJ/43kZRQUJy2hIty8aXf3AF//ub530BsUyqMYK6UHFa1ESBx9F9/ZhZKmFkIOm7PtmUTLU0AMe/EQRn3PT9t49hMJu44QKYQZhTf4NDIl7/4/E38Yk/ew4vn1vCwfFspPCK7++eclXDMGmvX6cK5f0ZGZZl49JsHqen1jDUn6SlcGQTPH89B8O0aD/cYw8fwbArbLeVcByH/Z4ZxoCT6RwfTtMHf7g/CVU3aST/6oIjTpRJSTgwnoVuWChWtNgL76HxLN5x1wTuvXUU9946AtF1wlTdxPNnFql6Z39WposZ4ERHGz3s0Zn69UCmPm62+fBkH24/NITbDw9BDPZ0wTEMSXTTe2yiuB8sbfY6ecHS6dcuLOOzT0Y446oJ2w73QxfKamSGOFdScNmj/kw4dWnV11PVDaa1fU49x4WnV2yGW/YP4J13T+LkbaO4/44x+npCFrCWr6FS12EYNgazCVi2jbNX1/GJT79AKzU4LiJT7zoGwe+S3AtxxDPNmNUPfRkJksjj7Xc52U5R4EPBHlKREiyD9RrVXie6ruhY3qhGTm8IjvUj5Mt+NV8jRjZzbCgNy7Lx4plF5zxJC4E7Nst3ru6zPLdadtSn9dYlwoy9TTYtY7g/iT/78pvgOWd9T8kiZtzA0W999iXMrZQx2JcAB//9u16oIyULSMoiDNNGuabRfvFkQsRwfxKzy2VU6zqdQU/3BM/9vVZwxnWlEqJvcsSN6MQJvFON9ODxMdrq0IwBt3Lw7FUna9pQgvfvg6R6IqgtQ76rkld7p6ZBFHt3VXmOw60HB/D6xVVcmS/ixJEhny0FADOu2F+polFnLCiQTHQ7qoqBM1NOC+BGUUFKFsBxzs9YdrwqvxuZVELEw/fsw08+cAA/+cABjA+lt+Q4M24VIvm+eI7DUH8Cl9yqi2rdoNpOW4Eo8Dh2YIA6+S+dXYRumKjUNFi2TdsEhvuSUFQT6wVnOpU3YWCYFlbzNXpv9WVkvHp+GaZp4dc//TxkScDkaBoJWfTZhjk3855KiDg0kcWXvncJZ91xlOTZyyQlaLqFYkV1dGfcQNnhCScpSbL0hEyqkdnXDRNzq2Vqm4sijwdOjOFGp/vBi4xYbOfSyEW07zsj7xyj3pk3aWH/WIaK49Q8EVuvmJ7XeSfG+9hQCv1puaMyYSII9Id/dwqqZuLwZB8NNBDD9sWzS0jKAs2O7yb6MzIkkcfzpxdx64FBzK9UqJFwcDxLZ43HRRB42n4AOBn5e24dwexyGcsbVeqQDvUlqHAd4Cz+pJw6mEklmXviRJAy9m780ignar1Qx0A2gY2igrV8DRNu1olkiwzTGZlIMhNeNfRK3UAm1Qh4XJ4tRGZ2SSChrhi+ksJSVYWqmzBNy9cLlSspkWX/r15YQSYtYyQisr6Sa5x7KyzL3pKe+u1AFHlqpHqRRB6FioZkQoRumPRZ+/Tfn8Z6UcG1hSKOTPZhJVcL9dSTXvtmmfE44plxqx/6MzIevmeSzgoWBC6k+1FwM+DBTJr3uShXdcAZ/IGp+YJbZRIODr14ZhE/9baD6M/4r1mpqiIpNe5D02w/0i4hCRjqS+Bvn7qEt905gVxJAccBKVkIVQ6QAIQTbHDOmwnl3dg8cHwMumHR/tWh/gQuTOcws1TEKbfFqy8jQxB4Wp20UahjJVfDLfv7qRL1ar6GhfUKRIGHJPIYG0rBumbjKz+cwtRcAb/6Lx6EblgY7k/6dDMKZRWjAymkEv4e/NV8/YYUj3Iq7torlickx/Z45dwSHrp7Enm3rSsYYCbfSfB1IsblraBzFLx7e00PjmexfzTj2we9FY2rbutiqaohJQvQdNMX+KzWdSQkEZrutPt9+vE38V9++SHkSwoSsgBe4VB3W0Rucp8egJNNFyKECHvF3cdGoGgGxofSvoD3gbEs5q9fBfoBwMbgFjr1XiaGUrgyV8D0Uok68yTYQOyFOVcDgNx3R/b1YXIkDctu7F/7RjK4MJPHk89exUquhned3AdZFJCUhYbNaDhtewlJAMdxuOuWEaQTzljprCdBRvyH1y+uYnqpiGMHBgAAqaSIY/v7QxUU6aRIJ1m8dmEVumFhwhOQ2csTZuJy463kDATL8PePZvDIvfvwrpP7cHAi6/bzkV77xqK/4um/8xqh19zo/123DOO2Q4M4NOGPjrWC5zn89NsP4baDg3jn3ZNISAJ4nnME4irEqV/s+TzhXsFxHEYHU3jlLUckZLVQQybdu9Emtx8exIGxLJIJEau5Gi3Z7c/IMEyLCgheni2A45zXfcqiZYWq6JPSJt3VRegm2ywKPCzb9mXr8yXVySBxjWwA4Dj7ZCH3OlRe3YGggn+upIScRtMzJjCY0WymsJ8rKqGxiABw7uoG7VMO4lWjbgaZ67wVPfU7SUISYJgWNooKrQ4gs537M84ouQPjWUgij2JFpbPigca4yaBQHikdjppO8Dt/9TKdLws4gZI411QSBZ8hLgo8DNOv4kz60UPj42oadXzKngkRa26lQVQQaDVfw4/fWg69Xq0bqHoCnmbM87/r2AhyJQV/8bVzTiZCFCDLfoEgoJFJXd6oUSHRm8HguJkRBd6nVj7cn0SxouFbrnBtJiWhLy1DEjn6bP3xl96AKPA4NNFH+3BXNmq+6RayJOCW/f14/AdTmF0pY9pdoydH0qjWdbeFSaMBhVRCpL2t1bqGs1fWMTmS2a7LsG3EcegJ+0YyeOHsEp59YwGKamJsMAVFM6lWgWFaUDQnGNosgx9s/+l15Q3HcSGRL8eOc/b7ck2Hohmo1DXaI+2trqopBl0fSzUNhbKCb75wHfmyAkkSYJo2aqqBy7MF9PdQ6Z0RzcHxLG47OEgdVcLEcJoq7Y8NpratLSudksBzwMXpfKMSyL1fSCJvbtmpLCP+g8DzSCclZFMS3b8mRtKwbRt//c3z2DeSppnyhNQIbv/901MoVlTfVIqDE1m87c5xnLxtBA/dPUGPP9iXwJ8/8SYM06YZegC47dBgyGdIJUQ302/gmdfn0JeWkdqFycKthDn1NwF3H3PKvJOyiDuPOn27DVX8xqL/3JsLSMqO2IR345qaK9ARE90giY5yqDfiKAmO83Du6jryJRUHxjrLeG8nY4MpzK9W8P9+4RQ03WpbztcJJJqfkgWsFxU65oMYJDMrZfz1N8/jqpttlCWnr7Ku6Dh7ZZ2WUaaTIhU6I5nNboIkZDQfcdIty3Lm4SZEpBMi5lYaTv1GsU4XbK9Bc8Ej+BTVKhB03L2BpUoT8bOgGFu+osKy7dB7rRXqmFstI4pnTy9AUcOOnRcy0nG7yu+3i/1jWTx6/348dPcE3nVyHwC4gnky3nZiHKODTm+a6rZ5fPeVRm9ds5GGZTfbHFXW/ubUms/Zt2y77Zz6KGibUEDwSRL5UK99qapRR2fD07tH2lKiRuNtFBW85hHCBJwgk6IZvqCRppux7olsSsKh8T6cvbKOjaICVTeRTkoo1zRfoKRU05BOitANC5/5ijPfV2KZ+puKwb4EBJ7D06/OYWwwhYfvmURSFiAKPBWaur5YxH63DYW0QC2sVXBmag0Zj7F6x+Eh3H1sBPmSSntKScnwxekc7aFPJ0X0Z2Ss5+u4ulDA339/CrbtaL3czBwYz0LXLXzmq2cwMuCMx1par+KTf/EigIbWT19aDu05lSihPMWINeZ2s3grymwAl2fyqNYbzrt3za4rBg3CT80WYNnAq+dXUKpqNIi/tF5FrqRsS/sjIxqO43DbwUEA2NZgG8+502fm8njl3JLjqLs2P7Elr84XYAMtKxllUcDoYAqWDRxzPwfgBAZMy8bMUhFf+9FVlKoarT4FHFt4ZCCFbFqmdjHHcXjn3ZP4yQcO4L1vP+gLakXZt6SiYHGtigvTOSqOdzPBrIgtZztnwDrHCt7q3puf/N07IoXw+oVVjA2lIIsCljzquFfnC+hLSz3NpOuGhVJVw5e+fxnZlNTTGaC9ZmQwiUxKwo/PLyOblpBN9f5ckwkRxapKs5tkUz4ztYYnfjiFZ99YwLEDA9ANE9W6jk997jX8j8dPY84V2hrIyCiUyUgvq2unlJQ7EQXRfMlxnlOyiHRSwsJq474oVTU65mXN07t5aSZPF9O1gChesRLukfcaQ82UhYNj04ij6e3nLlVVWJbtO0fv+1TrOsq11qPNtA5EBvcSAs8hk5SQlMVQWagsCbjvdqfXzLaB64slfO+VWfr/JDMe/N5I+0xN0WF61Obrig5Nt2hAxjQt2Ha37SCc79iGaUF1M2ZB7QciQDaQlfGKJ/u+QQQkIyo78iXFJ94DOPejbfunPZRqWuyMychAEoWKSkfrZJIibNs/XqxUdZz6+24fRSop4JF793UdNGXsTUSBx/sfOoyfettBPHhiHKLgCE0lZBGruTpM00K5qtNMk6MBk8GXfzCF9aKC2w4N+t4vm5Jg2TZeOuNUlSVkAQlZwPnpHK0GSSZETI6k0ZeR8Vt/8RK++swV3Hpw4KbXc0glRHzgnYfxnvsP4O13TqA/I/uEvTaKzj42MuBo7OQ9+xGZUuOtVlM005eF3Co4Djjq9hVzsPHm1BrqqkEz9eW6jsefvgzAqbQiThEZn5hJitg3ksEd7r10+rLTZz/Ud/M5Q7uJxijs7fQfnKNdXyjizSvrVGzSCxnz2s4X2DeSwb6RtC8BRrL9z725iLpq4PZDgzhxZCjWeXEcF6uSjQT1z11dR76sbqkewW7l5qpLYFA4joPAc1Qd9xvPX8NaoY4Hj49D4Hlf9mpmuRz5gG/u+MDFmRzmVyq457aRXVl6T5BFAe8+uX9Lj5GUBSiqSXsgyfX41ovTsG3g0fv2QxR5GKaFhbUKdXYvUfVUkTpfumF25UA57+MYgheu5/DwPfuwkncckWRCQCop0pGDmm5C0UwMZBNIygJeu7CCd9zlzGSeX63g6P5+6IaFP3/iDG4/NIij+50Ss1JVg2Fa0HQDstuzTGYnA2GnnmTx8wGnnvQkF8oKrfIgZf/B8U7O/7kl2HUNY0PNlWw148bM1LeDOPqP3r8fpy+toeiWu1uW1VCD1oLCdI4Ra9uOsBzpbyPXn1Rv6Gb311Sg+hvO+5NgTiYpYbXuF7mrKjpEkcdYOoVzrugVAFr90mxkYhASQDItm96ntbqByeF4TvdQXwKHJvqQSUp46K4JWnUzu1LGocl+AE4AQhKFG7LsmbE5sikJc6tlrBcVWLbt05q599ZRWLYNVTN9pfyAE5AVBQ4zyyW6JvanZTx3egHXx4pISAIN5t95dBivvLWMA+NZ3LK/f/s+3B5hciQDnufwxqU11BSdBq1JsPrKXAHvuNvZ70h1mbcqTdWMbdEp4DjOt66eu7YBVTNoq9DTP57F9HIJH/6JY1A0A6mEc/6kmu3k7Q3hsPe9/RAU3XT1cW7uIM/NytF9/bi+WEJd0WmgnyAIHA1MmxFTjbyMD6VowodAgtavnHMC7uMx9I06hTxzT7mVhtulR7CbYE79FrMzS2O86N6+0Qy++fx1HJ3sx2e+eha37O/H6KCjqDq9VMLV+QIOTfRhLV/DHYfjRdTi8uj9B1CqqEglnEjxzQ5ZjLw96489fASW7czcJlH/O48Ow7Qs5IoqTl1axfNvLkJ2x91ML5Xwf37y28gkpU31hPdnZBrJv+5GZpOyiHRSxPJGFWv5OmqK5r4uYGQghTcur+H89Q1868VpqLqJgYyMQxN9eP70Ar74/cv4T7/4DgCNUsV8WcPEsLP8XHPHBBqmFSrXJ2JouYBTT0SLSFkk0HAmo4T4llyBluD7A45oi+hGgTW3pFvYxUGmrUQWBYwPp6nYjLdELli+Xqqq4DkOlm1jNV+jTj251sSp73Qag5e0O2rn03//Jv7f//CTtKw+nRRhmM7IRJ7ogyg6+tIyxoZSuDJfxNRcHrcfGkK+rILnOTq/3mtsl2taSBTKm7kvVXUMZjmouhlbyE4QeNx1i388oSzymFku4933Of/OlxRaFcNgeOlLS5hdLlEl+3TAeec5LuTQA84e8r53HPa9tn8sg2sLRbxxec1n4A72JXD3sWHsH83u6oD6TkKu+8JaBWv5OgTBue6S6MzCJk59zd3TyN5mmBYM094+x9hdn0cGkrgyX6CiZfffMYaNQh2qZuLZNxagaiZEgcP73nEIpmnT8cUEUeSRFXkAbF3aeUjV7fZm6g+MZZu2wv7kAwdhWY5gcTshYUHgkUn5739J5JFNSVjeqGJ0cOsqQe67fRSqZuKOw4M35ZhY5tTfxBw7MIDnTi/gv3/+NUwMp3G7KzwxkJWRlAV85ZkreOiuSRim3fM5nQlJwNhQGmO9jRXsWQazCdx5dBg8D994PD6i7EjgHcXjDzx0mEbpLctGf0bGWqGO9WJ9U5nm/rSMWbd3/jsvzWBsMAWe55B2x4t89He/R0tCk7KIkYEkzl5Zxx98/nWa0ehz560emujDj99aphnPOs2816kS/fRSkY798go0arpBRynmSn5HnWT0vc4+ceqdMYOqTwV+eYMoA/vfxzAtfOflGfzco8cAAKpxY5bfd0JCEqBoBizLwrrHiQ4KRJVrOrJpCaWqhpVcDXfdMgIAWHJ1Hkhbhb6J6gdR4HHvbSN49a0V/Mb/fAEruRpEgacOsSNe5RgPddXEcD+PvrQMUeDw+oVV3H5oCMWKikxSRLnmtGB474tqXfcpSAP+fvyKpzVkM+Xx6aTjqAFOlctGsY7Jka0Zk8TY22TTMiwbeN4djbgZw3RyJIPJkQxUzQiNgDw4Hl/w9mYk5amwWS/UqVJ3X1qirTWAMx4OaIgLkz+3O9t99y0jOCb7DaqJ4TTmVit46pVZ6IYF07RdfYZtPTXGDYBzP3d/T3Mch3fft7UVr8D26hDsRliNzZazfZG2TqN6qYSIA2NZSKKAu44N04g9xznO2ItnFvHVZ64gIQuRmQFG7xBFHocn+3BwvC9yJFkUXieJ5zkMDyRx/MgQ3n1yPx65d1/X5zLUn0SpquE3P/MippdKOOCO7UsnRQgCh/GhFDTNBMc5GYGRgSRsgLZv3HZwgGZDJ0fS0A0LZ69uQDdM6uB5Hae51YpbOsr7BPFIqVdSFnBhOkdf1w2TloJ7s/Kr+RrNus4HxPKIUx/M1K8X6vjOS9P03zdqT30nyBIP23accjKjPp0UqTDd1350BS+8uYByTYMk8pBFnn5XZ66s0bE1pMdU20SmHnD6Ox88MY7z1zdQqmp4+J5J6mDXFIN+Z6pmQBKdvuTBvgTOXHH6Qyt1nQYBvN9/TdHdEnsLhkcTwBsoKlU1eq9uxrnqy0iYmisAcKaJWDZC5YkMBgDah/r6hRUAvZkZnpBF1ifdIQLPISkLeOvaBqbmCnTNyaZk2jL2xA+n8KY7750ErMm8+u0aE9iu//qOw4O4NJNHf0Zu2XrGYDD2PsxTu8k5dmAAkyPpUDb40EQWvNuv9cAdY01+m7Fb2YwDMjKQxH23j+LM1DpkiceYW6WRSoh4z30HkJCdTO7F6bwjYCIJ6M/IGMg6RoPXcEglRNpzf3ii0bvZmHFvYTVfw5HJfmi6SZWbAeDKglN+euzAAC5O51CpacimZfzDc9dgw4kcE8V/wOmpH8wmUKiomFku4+5jo/T/VvOk/N7fQ72wVsHscpmW4JNs9M3s1BPjdaOoYjVfg8BzEAUeimbg9Ysr+Kuvv4V0UsT4UBqqbjrCXu71/R9/f5oas2Qsl04DJd2f0+hgCu+8Zx9kkYcsCbSC4/TlVQz1J3HfbaMw3CwU4AQCrs47909dMTDpVoVUaioAJ0i17hF3LFc1DLmKz7mSgnRSRE0xUKyqENyqkM09UymcvryGUlXFhevOdAhWfs+Iguc5PHr/fnBoTH9g7AzppIjvvTILDsCRfc7+lU6JuObuTS+dXUI6IeLQRB+uL5ZwaSYP23YChLulL/2W/QO4Zf9A+x9kMBh7HubUbzE74Rpwth07Z0/m1gaRRAFHmYDOTcvkSAbJhIhCSaUOLs9xVME0KTvK3Y2fT0f2YnEch+H+JN6cWsdPPngQAJBNS/j7719GTTXwlR9egWFayCQlGKZFy/4B4OpcAamEiImRNC5M5/CFpy7hbXeO40vfv4wDY1nU3Zm6pun0eW0UFaQSIlTd9I3eA4B1VwG9EsjUL6xWYMPp8R8bStGRdjdrTz3QcF43inWsF+qQJQF9aRlLG1X87v/+MdJJEZmUBFnice+to7gyX8Bavg7dMLGaq2F82FG9JdeaZME3o/MAwKekS1Txn3z2Gt59337cdtAxWiU3ODnYl8DUXAG/81cvw7LtyEy99x7Jl1WfU0/m3ZaqGizLUe4Xhe7Pn4yIeunsEl49v4z+tMx6mRlNyXQwY52xdRwY78OhiT6MDKSok55x29BKVRUrGzVMjGScEZu6if/7T5/Fz7/HaeXarkw9dkgpnbF17JT6PWPvsztCiQwGY9cxmE20DOx4nZKj+/qbZjKH+5OYXy3jE59+HgBw/+1jMC0bf//9y+B5DmODKWTTEvozMso1nWbTp5dKyKYlyK5K+Nefu4bf+ouXkZAE3HpwAMcODGB+tYzPfPUsFM3A3GoZ6aQj6OdV1AdAM/rBTP28O/5uo+RkbVn5vZNh4uC0SKwX6kjKAo4dGMDbjo/j1gODeNe9+/Dg8XHcsn8A/RkZmaTTY3pxOu/Mpj0wgExKosJRqhso6WZOfTOSsoj77xijgp5EMJEY3kN9Cdx1yzDedEc0EQVxr1M/veR16t2xd5qBYsUZXyeJAooVDRtFJ7CxGSdcEnkMZGX8+ZffxLlrG5gcZf30DMZuZ/+oo0ngzbqTtWR6sYRiVUUmJSKblnHcHc/19GtzODie3ZaRdgwGg+GFZeq3nO2fU89gbDetHJ7h/iTGh9IYHUxhdDCJpCzinltHsLRexT23jni0HJyfv3g9h3fcPYmFtSoGsk7f8cnbRnH88BBqio7BvgQ4jkNSFnH88BC++/I0ihUVqmbi4IQj/vTmlTV89+VpPPbwUeiGSZXYvU59vqRgye21X8/XgSOA6jr1N3MSleM4SJKAb784jUpdo+X4yYSIw5Nhca0j+/owvVTCf//8a+A4UH0EImaoE/HBHl5UnucwMZzG/tEMZpbL+IfnrwFoZPOJLsjkiKP+nUyIEHgOG8VGyf3cSgkDWRnFioZ8SYFhmPjCU5dQrKhIyAIkkUepqqFUjT+jvhVOtk/A8SNDvqoDBoOxdyCVjc+/uQjbdjL3/RkZ/RkZRyb7dqwCh2Pm3w3HTWyGMLqEOfUMBmNLSSWdrKqX0cEURgaSPgMoITmCjP/P37yKI5P9yJcUHBhrKJkmZIGW/xMOTfZhfrWCF88u4ei+fiQkJ6ucL6v42jNX8djDR50Se9sxxoijCQD/1x89g5qrXLzuOnuqZoLnuZu+NProvj4srVdRruk4EuHIe0nKIh65dx8EgUM6ITpBAZGnKtDaFjj1hMG+BC7P5vHMqToOjWdDFRaSyNMM2vBAEk+/Oof/4313AAAW1qrIpCTUFAO5koIr8wV8/9VZmKYNQeAgCTy+89I0TMvuicDUsQP9rEeawdjjkL3h1QvOvG1vq8TNvm8wGIydhTn1W8y2LvEsUsvYQwQNII7j8K579+HaYhHFqooTR4cxNtS6TJnnOJw4OoQ3Lq3RVgGO47BvJIPz0zlHfM+d95xNS6jWDbx8zgkAeJXziWiaohlb4nzuNYi4kqoZMMz2C0tQyV3gOSiaiYszOeh69yPt2nFoog8Hx7PQdCs0mi7Ikcl+vHZhBZdm8jh+ZAhrhTr2j2ZQSeh49fwKbADFioZ7bh3BcH8SM0slDPYlMDqY7IlyOHPoGYwbg3fcNQFNN3FwvG/XlNlv90xzxhZi2/4/GYyYMKf+hoQtBIy9iSjyuOPwUPsf9DAykMIDx8d8c8QH+xOwLBsXZ3K4Nl9EKiEinRAxt1rGf/v/foy7bhkGANx1yzDOX89ho6hgerGIL33vMrJpVhpNSMgi4g1Y9JNNS5hZLuE3P/MiPvjQEQCbU79vBecRcGzFcH8CqYSI77w0jfGhFKruqLvbDg3i1MVVLG1UMTqYooKPJ44Ob80JMxiMPQ0RvtwNMGeewWAQmFPPYDD2PCMD/vLodEKELPH4/LcvQjcsp89b5KG7M9PPX89hZCCJQxN9WCvUkSspePwHU7BtG287Mb4TH+GGYnIkg/GhNL7341n88PV5AFtTft8JHMdhfCiFH59fRjLhBAFGB5IQBB7vvHsSKfeeYTAYDAaDwdhrMKd+i9lOM5ZFbBkMB47jcOfRYVyczkPVTRzd1w9J4DE+lMLxI0N44c0ljLqBgFpdR0HkMbNcxuhgahtHEd3Y8DyHd53cB4HnkHJ77XeafaMZ5Msqnju9gNsODkBwv+vBvm7qERgMBoPB6C3Elmc2PaNTmFPPYDBuSCZHMhgdTOH6YgmZlIRsSsLBiSwEnsct+/sxMuCUUN55ywhWclXAtnFoorUoHKMz+tJy+x/aRgayCTxy776dPg0Gg8FgMBiMnsKc+i1mJyJtLLrHYDiIAo/bDw2GXr/lQD8tBx8ZSFIHn8FgMBiMvULD3mN2H4Nxs8OcegaDcdPBlMgZDAaDwWAwGDcKzLLdcrYzesoitQwGg8FgMBg3EzuvWMLoHcyWZ3QHc+oZDAaDwWAwGAwGg8HYozCnfovZXvV7AovyMRgMBoPBYNzQ2Kyn/saFfaeMzmBOPYPBYDAYDAaDwWAwGHsU5tTfULizLVlwj8FgMBgMBuMGhxl8NxqcTebUMxidwZx6BoPBYDAYDAaDwWAw9ijMqWcwGAwGg8FgMBgMBmOPwpz6LYbbkdIoVo7FYDAYDAaDcSNDSrQ5m9l9NwrsO2V0C3PqGQwGg8FgMBgMBoPB2KMwp36L2d6Rdiyqx2AwGAwGg3FzwEba3Xiw75TRHcypZzAYDAaDwWAwGAwGY4/CnPobCTv0FwaDwWAwGAzGjQiz+25A2HfJ6A7m1DMYDAaDwWAwGAwGg7FHYU79FsNx2xlxc461nX38DAaDwWAwGIzth2kp3ciw75bRGcypZzAYDAaDwWAwGAwGY4/CnPotZmey5iy6x2AwGAwGg3Fjwyo0bzTIfHo2p57RKcypZzAYDAaDwWAwGAwGY4/CnPotZ/sibay3isFgMBgMBuNmg9l/DMbNDnPqGQwGg8FgMBgMBoPB2KMwp57BYDAYDAaDwWAwGIw9CnPqt5idEC9h4hoMBoPBYDAYDMZeww78yWDEgzn1DAaDwWAwGAwGg8Fg7FG2zKn/4Q9/iMceewwf/OAH8fjjj4f+/8yZM/jH//gf4wMf+AA+/elPb9Vp3GSwqB6DwWAwGAzGzQARSGYVmjcOTPSa0S1b4tQbhoFPfepT+Ju/+Rt89atfxV/+5V8in8/7fua3f/u38Yd/+If4zne+g2effRaXLl3ailNhMBgMBoPBYDAYDAbjhkXcijc9c+YMbrvtNkxMTAAAfuInfgIvvPACfu7nfg4AsLKyAtM0ceLECQDAz/7sz+KZZ57B8ePHt+J0dhTLsvDq+ZVtOdZxXsUYD5yeWkUV1W055k5hGDrEZX2nT4PBYDC2BbbmMRiMIPv4Og7xwPnrG1jcGpN+x7hZ1zyNK+E+AZhfKePV5e3xH25mChV1p0+hZ2zJCrC6ukodegCYmJjAyspKy/9/9dVX276v7ZYXmabZw7PdOvqP3oG0Oog7k4Pbcrxi9S7Maf24pX8EppDclmPuFMVyCQN9/Tt9GgwGg7EtsDWPwWAEUet3YE7hMdm3DwPijbU+3KxrXkY7hLnqCUjpo7gzMbjTp3NTcP/tI3vGtyTnaUe03OypsJ5lWQCAs2fP7vCZxKR/ECffMbiNB3wIwEP46W084s4xvNMnwGAwGNsIW/MYDEaQkwBO4tGdPo0t4WZd8w4DOIz7d/o0bipyOH06t9Mn0RHEJ/ayJU79+Pi4LzO/srKCkydPtvz/8fHxtu8riiLuvfde8DwPjtuJYXEMBoPBYDAYDAaDwWBsL7Ztw7IsiGLYhd8Sp/7kyZOYmprCysoKstksnn32WXzsYx+j/z8xMQGe53Hx4kXcfvvt+Na3voX/+l//a9v35XkesixvxSkzGAwGg8FgMBgMBoOx59gS9XtRFPGJT3wCv/iLv4iPfOQj+OVf/mUMDQ3hox/9KM3Qf/KTn8R//I//EY899hje85733JAieQwGg8FgMBgMBoPBYGwlnB3Vac9gMBgMBoPBYDAYDAZj17MlmXoGg8FgMBgMBoPBYDAYWw9z6hkMBoPBYDAYDAaDwdijMKeewWAwGAwGg8FgMBiMPQpz6hkMBoPBYDAYDAaDwdijMKeesWtYWlrCv/pX/wo/+7M/iw996EP49re/DQCYnZ3FL/zCL+ADH/gAPvnJT4JoO/7e7/0eHnvsMXzoQx/Cf/7P/xmGYQAAzpw5g1/4hV/A3XffjR/+8Ic79nkYDAajFb1a85588kl86EMfwoc+9CH80i/9EpaXl3fsMzEYDEYzerXmffOb38SHPvQhfPjDH8Y//+f/HFevXt2xz8Rg7BpsBmOXsLKyYp8/f962bdteXV21H330Ubtardr//t//e/sHP/iBbdu27+/PP/+8reu6bVmW/au/+qv2448/btu2bS8tLdkXLlywf+3Xfo3+LIPBYOw2erXmnTp1yi4Wi7Zt2/YXv/hF+9d+7dd24NMwGAxGa3q15pXLZduyLNu2bfvpp5+2/+2//bc78GkYjN0Fy9Qzdg3j4+O48847AQBjY2MYGhpCsVjEqVOn8FM/9VMAgJ//+Z+n2fd3v/vdEEURHMfh3nvvxcrKCgBgcnISJ06cAM+z25vBYOxeerXmPfDAA+jv7wcA3+sMBoOxm+jVmpfNZsFxHABAURT6dwbjZoZ5PYxdyblz52BZFhKJBAYHB+mCPT4+HjJYDcPAP/zDP+DRRx/diVNlMBiMTdOrNe8rX/kK3v3ud2/LOTMYDEa3bHbN+9rXvoYPfvCD+NSnPoVPfOIT23ruDMZuhDn1jF1HoVDAJz7xCfzO7/xOrJ///d//fdx///247777tvjMGAwGo/f0as37/ve/j9OnT+OXfumXtuAsGQwGozf0Ys37yEc+gqeeegr/5b/8F/z5n//5Vp0qg7FnEHf6BBgML5qm4d/9u3+Hj370o3jwwQdh2zYKhQJs2wbHcVhdXcX4+Dj9+b/927/F1atX8ZnPfGYHz5rBYDC6o1dr3pkzZ/AHf/AH+Ou//mvIsrzdH4PBYDBi0Ws774Mf/CA++clPbtfpMxi7FpapZ+wabNvGf/pP/wkPP/wwPvKRjwAAOI7D/fffj2eeeQYA8PWvfx3vfe97AQDPPPMMvvzlL+NP/uRPIIosPsVgMPYWvVrz5ufn8Wu/9mv44z/+Y0xMTGz3x2AwGIxY9GrNm56epn9/4YUXsH///u36CAzGroWzbXduBIOxw7z22mv4l//yX+L48eP0td///d9HIpHAr/7qr6JUKuGRRx7Bb//2b4PneXzgAx+AYRhUIOpnfuZn8Cu/8iu4ePEi/s2/+TcolUpIJBI4evQovvSlL+3Ux2IwGIxIerXm/cZv/Aa+//3vY3JyEgBw8OBB/Nmf/dmOfCYGg8FoRq/WvD/90z/Fd7/7XYiiiP7+fnzyk5/E7bffvlMfi8HYFTCnnsFgMBgMBoPBYDAYjD0KK79nMBgMBoPBYDAYDAZjj8KcegaDwWAwGAwGg8FgMPYozKlnMBgMBoPBYDAYDAZjj8KcegaDwWAwGAwGg8FgMPYobA4Yg8FgMBg3McePH8eJEydgmiZ0XccjjzyCj3/84xgeHm75excuXMDCwgLe//73b9OZMhgMBoPBiIJl6hkMBoPBuMl58skn8Y1vfANPPvkkeJ7Hv/7X/xqGYbT8nQsXLuD73//+Np0hg8FgMBiMZrCRdgwGg8Fg3MQcP34cly5dov82DAMf/OAH8Zu/+Zt473vfi//23/4bTp06BVVVcfz4cfzu7/4uVFXFz//8z6NWq2Hfvn10fvT3vvc9fPazn4Wu6xgeHsbv/u7vYmJiYgc/HYPBYDAYNz4sU89gMBgMBoMiiiJOnDiBqakpAMDHPvYxPPHEE/jGN76BgYEBfPnLX0Z/fz8+/vGP46d/+qfx5JNP4ld+5VcwPT2Nz33uc/jc5z6Hr371q/gn/+Sf4Pd+7/d2+NMwGAwGg3Hjw3rqGQwGg8Fg+LBtGxzHAQCefvpp/N3f/R10XUe5XG5alv/CCy/g6tWr+Kf/9J8CACzLQiaT2bZzZjAYDAbjZoU59QwGg8FgMCiGYeDSpUv4Z//sn2F+fh5/8id/gieeeALj4+P43Oc+h7feeivy92zbxmOPPYZPfvKT23zGDAaDwWDc3LDyewaDwWAwGAAAVVXxqU99CplMBo8++igqlQqSySSGhoZQr9fx5JNP0p/NZrOoVCr03+9617vw9NNPY35+HgCg6zouXry47Z+BwWAwGIybDZapZzAYDAbjJufDH/4wLMuCpml45JFH8Nd//de0t/6RRx7BP/pH/wijo6O47777UK1WAQAPP/ww/vIv/xIf/vCHqVDeb/3Wb+HjH/84dF2HZVn4F//iX+DEiRM7/OkYDAaDwbixYer3DAaDwWAwGAwGg8Fg7FFY+T2DwWAwGAwGg8FgMBh7FObUMxgMBoPBYDAYDAaDsUdhTj2DwWAwGAwGg8FgMBh7FObUMxgMBoPBYDAYDAaDsUdhTj2DwWAwGAwGg8FgMBh7FObUMxgMBoPBYDAYDAaDsUdhTj2DwWAwGAwGg8FgMBh7lP8//mBQRezy8cMAAAAASUVORK5CYII="
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_news_overlap(\"Untitled Goose Game\", df_untitledgoosegame).show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Si osserva che alcuni dei picchi coincidono, ma solo raramente."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Sovrapposizione di giocatori concorrenti e avvenimenti"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Si ripete l'indagine, stavolta includendo anche le date di inizio sconto fra gli eventi:"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {
"ExecuteTime": {
"end_time": "2023-07-02T06:48:02.066580001Z",
"start_time": "2023-07-02T06:48:02.052991838Z"
}
},
"outputs": [],
"source": [
"def plot_happening_overlap(name: str, df: pd.DataFrame) -> so.Plot:\n",
" cdf = df.reset_index(names=\"Date\")[[\n",
" \"Date\",\n",
" \"SteamDB · Relative concurrent players\",\n",
" \"Cumulative · Is something happening?\",\n",
" ]]\n",
" cdf[\"Cumulative · Is something happening?\"] = cdf[\"Cumulative · Is something happening?\"].astype(int)\n",
"\n",
" return (\n",
" so.Plot(\n",
" data=cdf.melt(\n",
" id_vars=[\"Date\"],\n",
" value_vars=[\n",
" \"SteamDB · Relative concurrent players\",\n",
" \"Cumulative · Is something happening?\",\n",
" ],\n",
" var_name=\"Data\",\n",
" value_name=\"·\"\n",
" ),\n",
" x=\"Date\",\n",
" y=\"·\",\n",
" color=\"Data\",\n",
" )\n",
" .add(\n",
" so.Area(\n",
" alpha=0.6,\n",
" )\n",
" )\n",
" .scale(\n",
" x=so.Temporal()\n",
" .tick(locator=mpld.YearLocator()),\n",
" y=so.Continuous()\n",
" .tick(locator=tick.AutoLocator()),\n",
" )\n",
" .label(\n",
" title=f\"Overlap of concurrent players and happenings for {name}\",\n",
" )\n",
" .theme(theme)\n",
" )\n"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {
"ExecuteTime": {
"end_time": "2023-07-02T06:48:02.773450089Z",
"start_time": "2023-07-02T06:48:02.068134721Z"
}
},
"outputs": [
{
"data": {
"text/plain": "<Figure size 1024x576 with 1 Axes>",
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_happening_overlap(\"Deep Rock Galactic\", df_deeprockgalactic).show()"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {
"ExecuteTime": {
"end_time": "2023-07-02T06:48:03.168959621Z",
"start_time": "2023-07-02T06:48:02.773051253Z"
}
},
"outputs": [
{
"data": {
"text/plain": "<Figure size 1024x576 with 1 Axes>",
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_happening_overlap(\"OMORI\", df_omori).show()"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {
"ExecuteTime": {
"end_time": "2023-07-02T06:48:03.535812218Z",
"start_time": "2023-07-02T06:48:03.169970894Z"
}
},
"outputs": [
{
"data": {
"text/plain": "<Figure size 1024x576 with 1 Axes>",
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_happening_overlap(\"Potion Craft: Alchemist Simulator\", df_potioncraft).show()"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {
"ExecuteTime": {
"end_time": "2023-07-02T06:48:03.981442428Z",
"start_time": "2023-07-02T06:48:03.536218218Z"
}
},
"outputs": [
{
"data": {
"text/plain": "<Figure size 1024x576 with 1 Axes>",
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_happening_overlap(\"Untitled Goose Game\", df_untitledgoosegame).show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Si osserva come ora come ci sia quasi perfetta corrispondenza tra picchi ed eventi."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Correlazione tra giocatori concorrenti e trend di ricerca"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Si verifica la presenza di correlazione tra il numero di giocatori concorrenti e i trend di ricerca su Google."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Si creano grafici che sovrappongono le due misure:"
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {
"ExecuteTime": {
"end_time": "2023-07-02T06:48:03.996934934Z",
"start_time": "2023-07-02T06:48:03.984212192Z"
}
},
"outputs": [],
"source": [
"def plot_trends_overlap(name: str, df: pd.DataFrame) -> so.Plot:\n",
" return (\n",
" so.Plot(\n",
" data=df.reset_index(names=\"Date\")[[\n",
" \"Date\",\n",
" \"SteamDB · Relative concurrent players\",\n",
" \"Google Trends · Score\",\n",
" ]].melt(\n",
" id_vars=[\"Date\"],\n",
" value_vars=[\n",
" \"SteamDB · Relative concurrent players\",\n",
" \"Google Trends · Score\",\n",
" ],\n",
" var_name=\"Data\",\n",
" value_name=\"·\"\n",
" ),\n",
" x=\"Date\",\n",
" y=\"·\",\n",
" color=\"Data\",\n",
" )\n",
" .add(\n",
" so.Area(\n",
" alpha=0.3,\n",
" )\n",
" )\n",
" .scale(\n",
" x=so.Temporal()\n",
" .tick(locator=mpld.YearLocator()),\n",
" y=so.Continuous()\n",
" .tick(locator=tick.AutoLocator()),\n",
" )\n",
" .label(\n",
" title=f\"Comparision of concurrent players and Google search trends for {name}\",\n",
" )\n",
" .theme(theme)\n",
" )\n"
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {
"ExecuteTime": {
"end_time": "2023-07-02T06:48:04.742821495Z",
"start_time": "2023-07-02T06:48:03.999152996Z"
}
},
"outputs": [
{
"data": {
"text/plain": "<Figure size 1024x576 with 1 Axes>",
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_trends_overlap(\"Deep Rock Galactic\", df_deeprockgalactic).show()"
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {
"ExecuteTime": {
"end_time": "2023-07-02T06:48:05.177520825Z",
"start_time": "2023-07-02T06:48:04.743237333Z"
}
},
"outputs": [
{
"data": {
"text/plain": "<Figure size 1024x576 with 1 Axes>",
"image/png": 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vx4wZMzBjxgxceumliMfjRd1Xb0gp8fvf/95bGMgn1+unu+dFT7+z7l6r6dzfbbHPq67P59NOOw3f+c53un2MQh9nhx12wJNPPom3334bzzzzDB588EHcf//9BR9bIcfr+spXvoJEIoEVK1Zg7Nix3vc//vhjjB8/PuO6u+66KzZt2oTly5fjsssuwwsvvOBdNn78eCxatCjj+u3t7Vi1alXGlpdnn30WUkrcdtttmD9/vrcwRkRU6dj9noioCOPGjcOMGTNw1VVXeZ2TE4mEt098+vTpeOKJJwAALS0tePXVVzF16tSiH+fVV19FW1sbhBB45plnMH36dABOZm+bbbYBgIIzSZZlYe3atdhzzz1x3nnnYeedd87qQD916lS8+uqraGlpAQA88cQT3mMWavr06XjyySdh2zZisRief/75vBnSdDNnzsTvf/977+uWlhbU19djzJgxXqOqjz76CO3t7Rg3bly39zVjxgw88sgjXkDo/jxjxozxKiG+/PJLfPrppwX/XPvttx9effVVr8O4aZoF3b6uri4r856uvb0df//73wEAf//73zFmzJisCoqOjg6MGjUKuq7jo48+ynjc2tpaHHzwwbjoootw0kkned+fNWsWHnjgAViWBcDZl7958+acx7BixQrsuOOOOO200zB37tyMahFX+nPO3cPfk2nTpuHFF19EIpFAIpHAiy++mPN6O+20E/bbbz8sWLAA0WjU+7772uruedDdc3bq1Kle07MNGzbgnXfeyfn4s2bNwv333w8ppff7yFUtkev1093zotDfWX19PSZMmOC9lqWUaG1tzXv9XHp6nh144IF46qmn0NzcDMCp3Pjyyy+7vc8dd9wRLS0tWLx4MQDgySef9C7bsGEDdF3H17/+dVx66aVZwXIuvX1vCIVCOOuss3DNNdcgEokAABYtWoTHHnss5+SOSy+9FPPnz89YMAWAb33rW3j77bfx+uuvA3D+Vtdffz1mz56dtZ9eURT86Ec/QktLi9dvhIio0jFTT0RUpFtvvRW//OUvMWfOHNTU1EBRFK+09Yc//CEWLFjgZTvPPffcokdBAU6Z8bnnnus1ynPLcy+++GKcccYZaGxs9Jo+9UQIgfnz53vlqJMnT8bMmTOxadMm7zoTJ07ED37wA5x++ukAnAzqT3/606KO+aSTTsLy5ctx9NFHA3CaYfVUeg8AP//5z3HttdfiyCOPhKZpOP7443H66afj1ltvxYIFC/DrX/8aoVAIv/zlL7NO1rs67rjjsG7dOhx77LEwDAPjx4/HrbfeihNPPBHnnXcejjrqKEycOBETJ04s+OfacccdsWDBAlxwwQUwTRNCCHzzm9/s8T5OOOEE3HrrrbjzzjuzGuUBTln4W2+9hTvuuAOBQMArb0536qmn4vzzz8crr7yCCRMmZGXfjz32WDz11FM46qijvO99//vfx+2334558+YBAGpqanDjjTdiq622yrp/t0O5YRgYMmSIV7Ke7sc//jEuv/xyDBkyxNs+0pPZs2fj/fffx5w5c9DY2IhJkyZlVUe4br/9dtxxxx2YO3cuampqUFdXh8mTJ3vbBfI9D7p7zv7whz/EJZdcgiOOOALbbrstdt9995yVNZdddhluvPFGzJ07F1JKDBs2zCvFd+V7/QQCgbzPi2J+Z7feeiuuuuoq/PGPf4SiKDj33HML/j0D2c+zrqZPn46zzjoLZ555prd4cd555+XcauFymy3Onz8fmqZ520QAYOnSpbj99tuhKAqEELjiiit6PMbevjcAwPnnn4+77roLRx99NDRNQ11dHW677bacx59voWD48OG47777cPPNN+OGG26AZVmYMWMG5s+fn/P6gUAAF1xwAe6++24cfPDBBR0nEVE5KdJ9hycioopw1113AXBOZmlgWrNmTcbkgd76wx/+gOXLl3v76cmRTCYBOMHZli1bcMIJJ+Chhx7CdtttV+YjIyIi6n/M1BMREVWh0047Dc3Nzfjd735X7kOpOM3NzTjnnHNg2zYsy8J5553HgJ6IiAYsZuqJiIiIiIiIqhQb5RERERERERFVqaoqvxdCwLIsqKoKRVHKfThEREREREREvpNSQggBXdehqpm5+aoK6i3Lyjluh4iIiIiIiGig23333bOmAVVVUO+uSOy+++7QNK3MR9M3ixcvxm677VbuwyAiGhT4nktEVDp8zyXqf7Zt4+OPP87K0gNVFtS7JfeaplV9UK8oStX/DERE1YLvuUREpcP3XCL/5NqGzkZ5RERERERERFWKQT0RERERERFRlWJQT0RERERERFSlGNQTERERERERVSkG9URERERERERVikE9ERERERERUZViUE9ERERERERUpRjUExEREREREVUpBvVEREREREREVYpBPREREREREVGVYlBPREREREREVKUY1BMRERERERFVKQb1RERERERERFWKQT0RERERERFRlWJQT0RERERERFSlGNQTERERERERVSkG9URERERERERVikE9ERERERERUZXyJaj/4Q9/iH322QcXXHBBzssXLVqEI488Eoceeih+9atf+XEIRERERERERAOeL0H96aefjptvvjnv5VdffTVuv/12/OUvf8Gbb76JpUuX+nEYRERERERERAOaL0H9tGnTUFdXl/OyjRs3wrZtTJw4EZqm4YgjjsDrr7/ux2EQERERERERDWh6qR9w06ZNGD16tPf16NGj8Z///Keo+1i8eDEURenvQysp0zSxaNGich9Gt2whoanV/XsmIgKq4z2XKF3gk1egr11c0seMzfguZGhISR+TBia+5xL1Pyll3stKHtT3h9122w2appX7MPpk0aJFmDJlSrkPo1tt4QSG1gfLfRhERH1WDe+5ROk2LfsHwvF21O020/fHMpvWIbn+C0wcvwuMxlG+Px4NfHzPJep/tm3jww8/zHlZyYP6UaNGYePGjd7XGzduxKhR/ACpRJGYyaCeiIioDKSUCIwei/pJ+/n+WGbzejSv/6LbLBAREVWuko+0Gz16NFRVxaeffgrbtvHSSy9h1qxZpT4MKkAkbpX7EIiIiAYnKQClRKdp7pZGaZfm8YiIqF/58mlx5pln4kc/+hHeeOMNzJw5E//9739x9tlnexn6K6+8EhdeeCEOP/xwzJgxAxMmTPDjMKiPonGz3IdAREQ0OEkBoER9bbygnpl6IqJq5Ev5/QMPPJD1vfvuu8/79x577IEXX3zRj4emfsSgnoiIqDykFJ3Btt9SjyOFKM3jERFRvyp5+T1Vj3CMQT0REVFZCFmyST+KWxEgGdQTEVUjBvWUV4RBPRERUVmUNlOfOh1kUE9EVJUY1FNeUQb1RERE5cHyeyIiKhCDesqL3e+JiIjKRMoydL9nUE9EVI0Y1FNeETbKIyIiKg8pOve6+0xh93sioqrGoJ7yijJTT0REVBZSsPyeiIgKw6Ce8uJIOyIiojIp5Z56dr8nIqpqDOopL2bqiYiIykNKWfru98zUExFVJQb1lFc8aTsnFURERFRaUkApUaM8d0+9ZKaeiKgqMainvGxbIJG0y30YREREg09JM/UsvyciqmYM6ikvISViCZbgExERlVxJG+WlTgcZ1BMRVSUG9ZSXlEDCZKaeiIio1Jztb6UK6t3HZFBPRFSNGNRTXraQiDNTT0REVHrSZqM8IiIqCIN6yksIlt8TERGVhZReAzu/KZ2p+pI8HhER9S8G9ZSXEBJxNsojIiIqOSlFZwbdb273e2bqiYiqEoN6yktIiXiSmXoiIqKSK0P3e+6pJyKqTgzqKS8pJWIJZuqJiIhKrqRBPbvfExFVMwb1lJctJBLM1BMREZWeFJ173UuF5fdERFWJQT3lJSWQ5Eg7IiKikpOidJl6pyGfwvJ7IqIqxaCe8hJCImnxA56IiKj0ROnK7wHnsdj9noioKjGop7yElMzUExERlYOQpet+D6SCei7kExFVIwb1lJcT1PMDnoiIqNSckXalzdRLwYV8IqJqxKCe8pKCe+qJiIjKQsrUXvfSUBSV5fdERFWKQT3lJaRE0mJQT0REVHJSACXtfq+w+z0RUZViUE85CeGs1rNRHhERURmUck49wD31RERVjEE95SRSJXgsvyciIio9Z099aRvlSWbqiYiqEoN6yslOZepNNsojIiIqvZLvqedIOyKiasWgnnLqLL9npp6IiKjkSt79XgUkP/OJiKoRg3rKyQ3qTe6pJyIiKjmJ0u+pl8zUExFVJQb1lJNlO8E8G+URERGVgZDcU09ERAVhUF8Cr72/uupWvzsz9SzFIyIiKj2Jko+0Y/d7IqKqxKC+BP7537X4x/ury30YRWGjPCIiojKSogyN8viZT0RUjRjUl0BLRxzrNkfKfRhFcUfamTY/4ImIiEpNck49EREViEF9CbSGk0gkq6uM3S2/t7innoiIqPRKHtSrkKK6tgoSEZGDQX0JtEcSSCStch9GUexUhp7d74mIiMqAmXoiIioQg3qfxRIWkqZAwqyuTL1bdW+x/J6IiKj0pIBSwu73iqIAorrOVYiIyMGg3mdNrTEAqL7ye+6pJyIiKovOiTml7X5fbZN6iIjIwaDeZ03tcQBAvNoy9alg3rYlP+SJiIhKyS2DZ/k9EREVgEG9z5ranKDerLKgPr1XDvfVExERlVCZgnop+HlPRFSNGNT7rKktVX5fbUF9WlSfZFBPRERUMm6FXGnn1KvM1BMRVSkG9T6Lp/bSV1tQb6ftpU9WWed+IiKiqibKVX7P7XZERNWIQb3P3Ix30qyu1W8hmaknIiIqC/czuITd76EokMzUExFVJQb1PnOD+mrbU2+nl99X2bETERFVM1muRnncU09EVJUY1PvMTn1AVlu2Oz2oT1RZlQEREVE1k968+NKOtGP5PRFRdWJQ7zPbK7+vrmy3bXd+sFdblQEREVFVSyUESt0oj+X3RETViUG9z7zy+yrL1Iu0ErykxaCeiIioZLw99ZxTT0REPWNQ7zM3qLeFzChpr3TpjfJYfk9ERFQ6nXvqS9soj3vqiYiqE4N6n2V0ka+iMvb08vt4wizjkRAREQ0yZcrUs/yeiKg6Maj3WXp2Pp6onnnv7nEHdBXtEQb1REREpeIG16XdU89GeURE1YpBvc+klDB059ecqKJMvVthUBsy0BFJlPloiIiIBhFZru73zNQTEVUjBvU+s22JoKEBAOLJKgrqhYSiAKGghvYoM/VEREQlI8oxp16F5J56IqKqxKDeZ7YAAqmgvpoy9ZYtoKoKaoI6OqLJch8OERHRoNHZKI/d74mIqGcM6n0mpEDASJXfJ6tnT70QEqqiIBRgUE9ERFRSqS1wSqm733NPPRFRVWJQ7zMh0Fl+n6ieTL2QTvl9TVBHJMbyeyIiopIpQ/m9wu73RERVi0G9z4QQneX3VZSpt2wnU18T1BHmnnoiIqLSKVv5PTP1RETViEG9z4QENE2BqipV1yjP3VMfiVfPYgQREVG162xYV+Lu92yUR0RUlRjU+8zdm27oalXtTXfK7xWEghpicWbqiYiISsbNmJd0T73K8nsioirFoN5nbnA8btsGvP7BmnIfTsFsW0JVgJqAjqQlYNn8oCciIiqJVHCtlHhPPbvfExFVJwb1PnOD430mjcbyde34fHVruQ+pIEJ27qkHgPZIosxHRERENDiUb6Qd99QTEVUjBvU+czP1X9m6AQFDxacrmst9SAWxbZEqv3eC+o4IS/CJiIhKoixBPcvviYiqFYN6n7kN5xRFQW3QqJqMd2ejPKdzfzX1AyAiIqpqZRhpBwXM1BMRVSkG9T5zG+UBQE1IR1ukOoJjWzhz6t1xfFF2wCciIioJt/u9UsJGeYqisvs9EVGVYlDvM6f83vl3bVBHexUF9arqdO0HgESSQT0REVFJeBnz0o60k2CmnoioGjGo95nbcA4AQkEd4SopY3crDDRVhaIAcdMu9yERERENDjL1mVvqRnnM1BMRVSUG9T4TQnojaWqDOjqi1dFwTojOCgNDV5FIMqgnIiIqhfJ1v2dQT0RUjRjU+8zJ1Dv/DgV1RGLVEdTbab0ADE1Fgpl6IiKi0hBOGXwp59RDUdkoj4ioSjGo95mwJRS1M1NfLUG92/0eAAxdQyLBPfVEREQlUYZMvaIoHGlHRFSlGNT7TEhkdL+PVklw7DT4c45b11UkTH7QExERlUJn+X0JT9MUhZl6IqIqxaDeZ+nd72sCOoSQiMYrP1vvlN87/zY0FXF2vyciIioJ6TWsK233e+6pJyKqTgzqfdZ1Tj2AqhhrJ9My9YbOPfVEREQl42bMS9woTzJTT0RUlRjU+0zIzj31NUEnqG+rgqBeyM78gK6rSCS5ek9ERFQSwllIL2WjPIXd74mIqhaDep/JtDJ2N6hvD1dBUC86FyMMTUXSZPk9ERFRKUgpS5ulB9j9noioijGo95mQnSvtoYAGAIjGqyColzIzU8/yeyIiotKQAqXdTw/OqSciqmIM6n2WvqdeURTomoJYovIDZCky99Qn2f2eiIioNIQobed7gHvqiYiqGIN6n6V3vwecme+xKhhrJ9Iq/wyNmXoiIqJSkVKUdD894O6pZ1BPRFSNGNT7TAgJVe38YA7oKuJJ27usUskuc+pNBvVERESlIUXp99SDQT0RUbViUO8zITvL7wHAMFTEU5n61o54uQ6rR6LLnPqkxfJ7IiKikihHUK+o3FNPRFSlGNT7rGsDW0PXEE86Qf2WtgoO6mXXPfXM1BMREZWCFOXofs899URE1YpBvc/SG+UBmeX3TW2xch1Wj9IXI3SdmXoiIqKSkXZZGuUxU09EVJ0Y1PssfW864GS9qzFTbzGoJyIiKg0poJR4pB0b5RERVS8G9T7L1f0+nrRh2RLt4UT5DqwHzkg759+6psJkUE9ERFQSUpRjTz2DeiKiasWg3mdCIqP7vaGrSCRtJJI2ovHKHW2X3uDP0FUIKWHZDOyJiIh817UhT0kokCy/JyKqSgzqfSZEZvl9QFeRSFpIWLKi59V3nVMPAIkkm+URERH5TZar+z2YqSciqkYM6n3kdpFV08vvDQ0JUyBhCkQrOKiXUnr7+QzdDeor93iJiIgGDCEyEgIlwfJ7IqKqpZf7AAYyIdygPrP8PmnaiJsCsUTllrmJ9D31qaA+zkw9ERGR/6Qoefd7NsojIqpezNT7SKQ+HJWce+ol4hWcqc/ofp8qv+eseiIiIv9JIYASd793V/K5r56IqPowqPeRLbLL7wO6hqRlI2HZFR7Udx63m6lPmPygJyIi8l05GuW5j8dsPRFR1WFQ7yO3/L7rnPqk6WTqYxVczi5zZOoTZuUuQhAREQ0Y5WiU51YGCC7gExFVG9+C+tdeew2HH344DjvsMDzxxBNZl7/wwguYM2cOjjrqKPzkJz9BMpn061DKJhXTZ+2pt2yJWFJUdDf5rnPqASCR5Ac9ERGR36QsfaM8JbWHn+X3RETVx5eg3rIs3HTTTXjwwQfx9NNP47e//S1aWlq8y6WU3uUvvPACAOBvf/ubH4dSVnZqrrvSpfweAMIxu6K7yTsj7ZwDd4N606rcRQgiIqIBQ5RjpJ1bfs+gnoio2vjS/X7RokXYeeedMXr0aADAzJkz8fbbb+Ooo47KuF48Hodt24jFYthqq638OJSyslMlbGp6ozzDCZDbozYSFdx4zim/d/6tac4/Kvl4iYiI/CKScZitG0v2eHa0reTd790P/eSmVVACodI9bKAGgcZRJXs8IqKByJegftOmTV5ADwCjR4/Gxo2dH4aKouCKK67AUUcdhWAwiH333RfTpk0r+P4XL15c+vmtvdAWMQEAGzZsgIg3AwCa2p3vdURNWLbEfz/8CJpaeT9LNBZHe7uN5StWAABUFVi2fCVGGC3d35CIqAKZpolFixaV+zCoSmkbP0PNu4+U9DFF3XCsSH0Gl4LatglBAOv+cFnJHhMA7KHbIDbzeyV9TPIf33OJ+p/sppFpWebUm6aJxx9/HM8//zxGjx6Niy++GM8++yyOPvrogm6/2267QdM0n4+y7za1RAGswXbbboPtRw0BANS3xoD3mhFJOH+UXSZMRn2NUcajzC3w8mY0Ng7BuLE7AAAMfQtGbb0tpkzZscxHRkRUvEWLFmHKlCnlPgyqUpHP4tj4LjDs4NOg6oHSPKimQ68fVprHAiCsbSHG7lSyxwOAjg//DgDYha/NAYfvuUT9z7ZtfPjhhzkv8yWoHzVqVEZmfuPGjRkv7CVLlkDTNGy77bYAgEMPPRQLFy4sOKivFsIbadeZiddTpezRhFPKHo2bFRnUSyGhIP24Vc6pJyKiwSmVHTGGbgWlVEF9ial6AOrQ0m6F1BtHwWzZUNLHJCIaiHzZsDVlyhR8/vnn2LhxIyKRCN58800ccMAB3uWjR4/G0qVL0dbWBgD497//jXHjxvlxKGVl29kj7dxGebFUJ/lovDKb5QkpM3oB6JqCJOfUExHRYOSVPFbedrmqpqgcoUdE1A98Cep1Xcf8+fNx+umn45hjjsG3v/1tDBs2DGeffTY2btyI0aNH43vf+x5OPvlkzJkzB+FwGCeffLIfh1JWQrpBfef36moMXPHtaTh2/5EAgNaOeDkOrUdSZp66MFNPRESDlbePsQr6+VQVRWW3fSKifuDbnvrZs2dj9uzZGd+77777vH9/61vfwre+9S2/Hr4ieOX3ORrhBQ0VigI0tVdmUC/Sut8DDOqJiGjw8ma3M6jvV4qiQIr8jZ+IiKgwJZ6XMrjYIrv83qUqCupCBprbKjOolzLzuJ3yewb1RERE1E8UFZA8tyAi6isG9T6yczTKS1dfa6CpYoP6HJl6iyVyREQ0CDFT7w9F6ayCICKiXmNQ7yN3T32+MfT1NQE0V2r5vZBduvarbJRHRESDk1chzqC+PymKCrD8noioz8oyp36wELYTBCt5ovr6WgMtldwoLy2o1zQVpsUSOSIiGoSYTfaHyvL7gUpb9wmatiwq6WMOm3ECVCNY0sckqhQM6n3Uc6bewIamSAmPqHASXcvvFSQZ1BMR0SDklojn6pFDfaAonZMFaEAx1ixC28al0IaM8P2x7I4mAMCQPWYjMHwb3x+PqBIxqPdRd43yACeob48kS3lIBRNCdmmUp8Jk+T0REQ1GEmDpff9TOKd+4BI2gttNQON+83x/KCvcgqaX74WIhX1/LKJKxT31PhI9NsoLIBq3YNmV94HmlN93fu00ymOmnoiIBiEp2CTPD4rCrQ0DlbShqFpJHko1QgAAEe8oyeMRVSIG9T5ye7/kOw+orzEAoCKb5QmZ3SjPZPd7IiIalCSDej8oKrvfD1TCdnomlIAScPbR21EG9TR4Maj3kZ3KwOfL1NeGnKC+LVx5JfjZmXqFQT0REQ1O7NDuD5bfD1iKFCXL1CuKCkUPQsQrs08VUSkwqPeRV36fp1NebchpadAWTpTsmAolpYSC/Jn6Nz5Yg0jMLMehERERlZQEy+/9oCiKk0WggUfYQImCesDJ1tsxZupp8GJQ7yO3+32+RnmhgAZFQUU2y5PSWUB3dQ3q739uMeJJqwxHRkREVGISGQvd1E9Ult8PWMKGUqLyewBQAyE2yqNBjUG9j2y7+5F2iqIgFNDRFq68PfVZmXpd8ebUR+MmWjoSiCfYOI+IiAYBNsrzBxvlDVxSlDZTb4Qg4gzqafBiUO+jnjL1gFOCX4l76oXsOqdehZVapNjQFAUAZuqJiGhwkBIcadf/FEVl+f0ApYjS7akHnEy9zUw9DWIM6n3UOac+/3Vqgnrllt/n6X6/vsl500wkmaknIqLBQDKm90PqPEMKnk8MOLJ03e+BVKY+wUZ5NHgxqPeRm+3uLlNfE9TRHq3UoL7za01TYac61K7b7Lxpxk1+CBMR0cAnBTP1vnCb97AEf+CRAopS2kw9u9/TYMag3kfClt0G9IBTft9RgZn67Dn1CqQETEtgY6r8PsHyeyIiGgy4p94XipepZ1A/4JRwTj0AKIEQRCJasscjqjQM6n1kC5l3Rr2rJqgjHK3M0XBd99QDgGnZ2NCcytSz/J6IiAYF7vv2hZupZ1A/4JRyTj0AqEYIIhEr2eMRVRoG9T4SQubtfO+qCeoIV9i8985eAJl76gFnH/2mFudNM55gpp6Iqgffs6jXZM+Vd9QLqaCeY+0GIFHi7veBEKQZh2TjRRqk9HIfwEBmSwmlh6i+NmggGs8O6ldt6MB2o+qh9bQq4AMpsxv86ZrzxepNHdjQxEw9EVWfz1a3YMrOW5X7MKgqSZbf+8A9R5I2F9wGHClKPqceUmL5Dcf7/lhawwh85fz/5/vjEBWDQb2PhC16Lr8P6Ygnbdi2gKZ1vvn9/d2V2Hf3bTBp3Ai/DzOLzDGKT0u9Mf/5H59DSqC+xkCCjfKIqIosXcmgnnrH2fPNoL7fsfx+4CrxnHpj2NYYOm2u748T+exdSJb5UwViUO+jrrPec6kNOX+C1nACI4bWeN//z5KN0DS1LEG9W36fXiQwYmgIRx0wDuu3RHDw3mPw0eebWcpKRFXls1Wt5T4EqlZdR8JQ/3Ab5bH8fuAp9Z76YC1CO0z2/XFEIorIp+/4/jhExeKeeh8J2f04OwAY3hACAKze2OF9ry2cwJpNYXz42SZfjy8fdzuSkpaVCBgavjZ+FI7Ybxz2n7ItDF3lnHoiqirL1raW+xCIKJ2Xqef5xEAibcs5gyxh+X3JqBqkYFKLKs8AfLVVl/oaA0FDw8r17d731qf2rLd2JMpyTEJk76nvytA1lt8TUVVpbo+jPVKe91WqbpIj7XyheI3yeD4xkMjUIk0p59SXiqJqgM3nK1UeBvVlpigKRjaGsHJDZ6Z+YyqoT1rlKUcTqb1t3VUZGLqKWIJvakRUHWwhYdkSazeFy30oVI2EBPfU+8A9z+Ce+gHFa3xYwvL7klE1b9GCqJIwqK8AIxtrsHpTWlDfHAUAmOUK6t3y++4y9ZqKhMnyIyKqDu4iaYzbhqhXeu6RQ73gZuoZ1A8o0nKmOpWy+32pKKoGSMHReVRxBt6rrQqNHFqDdZsj3tduUG/Z5crUu43yus/UJ3lyTERVIp503k+TXIyk3pDsfu8HryKQjfIGFG/P+UDM1GvOzyTt7HHUROXEoL4CjBgaQnskiXjSeRPc1OKMyihXpj7XnPquDF3lnnoiqmiRWOdJV8J03k9Nk8ED9Qa73/silcnlnPqBxQ14S9n9vlS8n4nPWaowDOorQG3IAACEo86b4JbWmNcV37RKHzh3lt93n6lnUE9ElezLVLd7yxZIms4bW7JMFVBU3ST31PvD7X7PTP3A4jaSG5Dl987PJCxm6qmyDLxXWxUKGM6qXzTuvEE0t8cxYqgT1CfKkFUSBWXqNSSZ8SKiCvblmjbv/wmLmXrqA86p94XCRnkDklt5MRAz9VB1ACy/p8rDoL4CBFNBfSRmImnaiMYtjEhl6hPJ0pf3SG+kXQ976pmpJ6IKtnydE9R/srwJiaTzvlaubU1U7RjU+4KN8gYkL+AdgEG9u1DBoJ4qDYP6ChAMpIL6uIX2SBIA0FAfBAAkytCMzi60UV4ZtgYQERVqxfp2SCnx6cpmr+qJ71vUK+x07Q8vU8/X5UAiU+X3A7H7PftAUKUagK+26hMwnD9DNG4iHHWC+iG1zj77/sqGxxKW19W+J96Yjh4a5bH8nogq2brNETS3x7GpJdZZfs9MPfWClKLb6jXqHcXN1HNP/cDiZrGVgZipd8rv2SiPKg2D+gqgqSp0TUUkZiKc6tZcXxMA0H976tdsCmNTS7Sg64qeY3romlqWJn5ERIWIJSwkTBufr25BW0fCa5RnctsQ9QYz9f5wG+UxUz+gDOw99anyezbKowrDoL5CBA0V0YSFji6Z+kQ/zVRevyWMVRs6CrquN6de7b783rJ5kkNElaktnAAAfLKsGe2RZFr5PTOC1AtslOeP1O9USgb1A0nnnPqBF2YoLL+nCjXwXm1VKhjQEI2ZaI8koakKaoJOeU9/7alftyWC1RsLC+q9OfXdXMcN+C2OhyKiCtQWdhZIl65qQcK00R51TsBYfk+9IjnSzhdu0MdziQFFWgM3U68wU08VSi/3AZAjYGiIxC2EYyZCQR267nzQ9VdQv35LBEBhmXW3UZ7STaZeSwvqdY1rQ0RUWVo74gCA5evaAQBNHW5Qz4wgFU+y+70vvD4F3FM/oAzkTD00dr+nyjQAX23VKWhoiMZNdESSCAU0L2hO9NMJ6IamCNZsChd03c499flPYDoz9SzBJ6LK0xpOQFMVfH/e7gCAljAz9dQHUoCZeh+k9tQL7qkfUKRlQULxGiEOJF71AcvvqcIwU18hggEN0biFgG4iFNChKIrTYb6fMvWbW2MFd6v3yu+7OX/RUquvlmUDMPp6eERE/aotnERtSEddyMD4HYbBTMQQjtncU0+9IyW73/vBa5TH1+WAYpudf9uBJhXUC2bqqcIwqK8QTqbegq6pMFKl97qmItFPnZpb2uPdzp1PJ2TPc+o1ZuqJqIJtaYuhrsaAqio46ZDxWL5iBYxgDSwG9dQb7H7vC4Vz6gckKayBWXqP1BhGReGeeqo4DOorhKaqCMdNqGpngZ+uKf0yp94WMhV8S8gCsg1S9JypZ6M8Iqpkqzd0YGRjTcb3dE1h+T31imT3e/8oKufUDzDSsgb260XVuKeeKs7AXEarQkJKxBIWIjHTC5gNXe2XRnnuiDoAiBdwf6KAoN7L1PMEmYgq0NrNYWzVJajXVJVBPfUSg3rfKApgM1M/kMiBXH6P1L567qmnCjNwX3FVRkognrAQiVteJr2/yu9FWtlgLN7zyqLt7akvoFGeYEkiEVWWeMJCS0cid6aewQP1BsvvfaMwUz/gSGFDDvCgnuX3VGkG7iuuykgpEU9YiMYtLxmga/2TqbfTSuRjicyVxVzl/e65S3dBvZupZ9aLiCrNyg0dAICtGmszvq9pKquLqHekYKbeL4rKPfUDzQDP1Dvl98zUU2UZwK+46iKkRNy0EUuYXjBt6CqS/TDSLj2ZHk1k3t87i9fjH++tzry+cBvl5b9Pt/u9zY61RFRBkqaN5evaoGkKhg0JZlymqwpM9gGh3pAAR9r5RFEgeS4xoDh76gduiKFwTz1VIDbKqxCz994BO203FEICY7dpAOBm6vv+QZeZqc98E7JsidfeX42D9x7jfU8WUX5vM+tFRBXk+X8uwwMvfoJRw2q99ymXk6lnGTX1ghQcaecXVQUkM/UDiRT2gO1+D8DJ1FvM1FNlYVBfIRqHBLHHkFEZ39N1tZ+636cH9Zn3Z9k24kmry/VTQX039+mV3zPrRUQVxH1P2nf3bbIu0zSFEzuoV3r+VKTeUhSF5fcDzGBolMdMPVWagfuKGwAMrX+C+vSqtniXTL1tS8S7BPpuub7STf195556Zr2IqHKYlsDwhiCm7Dwy6zKd3e+pt6RgTO8XRWX5/QAj7YHdKI8j7agSMVNfwXRdzcqi90Z69/toPPP+LFtmPYbbhba78xev/J6r60RUQUzThpqn7JOZeuo1KcGo3ieKwu73Pop+8T42PH5jaR9USqBL9elAomhslEeVh0F9BTM0FR05skqfr27FLmMaC76f9D310UTXoN7O6rDvLpirBXS/5/5UIqokpi2896eudE1lUE+9Izmn3i8Ku9/7SlomICUa9v4GoJXutH9za7hkj1VqiqoBHGlHFYZBfQUzDBWxePZK4DsfrysqqBcifU59dqY+YXYN6t1GefnvU+WeeiKqQJaVP6jXNAW2zYVIKp6TSWZQ7wuW3/tKpDLKobG7OwsopXpcsaJkj1VyHGlHFWgAb3ipfvU1Bjqiyazvr9zYgbWbCl8BTY+7u86pzxXUF9L9XlEUqApLWYmospi2gK7l/mhjpp56TzKm9wsb5fnK2futlDSgH+gUBvVUgfgKr2B1NQGEY2ZGph0AOiJJfLKiqeD7cffUBwNaVlBv2wK2LTNK9IXsOVMPONl6Zr2IqJJYtsyfqVcV2EJ6C5dEBZPdL3RT77H83meWNbDHy5UDG+VRBeKrvILV1+iQEmgLJzK+3x5JYtnatoLvxw3YQ4aWY6Sdc1k03vnm5HW/7+EERlMVlt8TUUWxLAFNy7+nHgA74FPxWH7vH1XhQpuPpLCcPeDUb5ipp0rEoL6C1dUEAADN7fGM74ejJiKxwlcI3SA9GNCzOt1bqUx7LK1ZnhCyoH5AmqbA4skxEVUQyxbddr8HGNRTLzFT7w9FhWSm3jfStgAG9f2LQT1VIAb1Fay+xgAANLdnZuojcTOri3133PL9UEBDPEf5PZDZQM8J6ns+eeGeeiKqNN12v08F+0mTAQQVh43c/MPye58JCwrL7/uVomoAg3qqMHyVV7BQQIOqKmhuj3nfS5g2TEvk7Iqfjxu4BwNajkx9rvL7AjP1quJl+omIKkF35fdepp6LkVQ0jrTzjaJw0cRHwmKmvt+pKjP1VHE40q6CKYqC+hojI1Pf1uGU4heVqZedmfqWjsysvy1yl993N6PepWnM1BNRZbFsAUPPfQKruXvqmamnYkkJ7qn3iaKkehaQL2yTne/7maLpsGMd6Pjk7ZI+bmDUDgiOHFPSx6TqwaC+wtXVGGhJ21PfGnZG3HUto++OG7gHAzoSyWjGZW5QHkt0ZuplgZN7VJVBPRFVFssWCAVyf7TpKvfUUy9JZup9o6gAM/W+kbbNTH0/U1QNdkcTNj/9i5I+bsM+RyJ42LdL+phUPRjUV7j6GgPNHZ1BvdsJvzdBfShn+b1zWTTW+X1bFrqnXmWjPCKqKN2V3wcM58Q2EucoIiqSFFCYqfeFwkZ5vpK2ye73/axu1wNQN3n/kj5m8z/+CGkmer4iDVoM6itcXY2BtrSS+dZUUJ9eLt8Td5Z8bcjIKtt399unf7+o7vfM1BNRBeluTv2Q2gAUBdjYHMOuO5b4wKiqSYCZer+w/N5XTvd7lt/3J0VRS74bRzWCEAzqqRt8lVe42pCO9kjS+zocdTJMiSKCendPfW1Ih23LjM7PneX3nUG9LDBTr6mKt2BARFQJLFtAy3MCq6oKGmoD2NAUKfFRUdXjHHX/qMzU+0rYzNQPAIpuMFNP3WJQX+HqQgbCaTPp3eDbsoWXZe+JSO1Vqwk6hRnhaOcigeU2yusy0i5PoiuDqiqwuA+OiCqILWTe8nsAaKgPYlNLNO/lRDlxT71vFEXhnnofSdvknvqBQGNQT91jUF/hakM6IjmCeqDwfaFe+b0b1Kfdn50zU4/CMvWKwj31RFRRrG7m1APA0PoANjXH8l5OlBMz9f5RVEiW3/tG2pxTPxAomsHye+oWX+UVrjZowBbSC+zTg+9CZ9W75fc1ITdTnx7UuyPt0hrlFbWnnic6RFQ5uiu/B4ChdUFsaWNQT8WRUjBT7xdFBVh+7xtnTz0z9dVO0XVIK9nzFWnQYlBf4WprnEC8taOz6/2QWgMAECkwqHe737uZ+o608nv3smT6nPpCu9+z/J6IKoxld19+31gfRHNbPO/lRHmVMagXYgAvoLNRnr+EzTn1A4DC8nvqAV/lFa425ATw7ii7WMJCfW0AABAtsPze7WYfMDQoSpfy+1RQnj63udCtg6rK8nsiqix2AeX3CdPOeB8k6lGZR9o1tQ/chShnpB3PJfzCTP3AoGgGM/XULY60q3B1qZJ5d5RdPGljSK2B9SgmUy+gKgoURUEooGdk6t3yeTOt6Z5IXb8nmqp6mX4iokpgC9lt+b27KNrcFkd9jVGqw6JqV+ZGeZubo9iqsaZsj+8rRUFy00psePymkj3kkK8ejLoJU0v2eOXk7KlnUF/tFJ1BPXWPQX2FM3QNhq52lt8nLdSlsveFZ+o7G9+FAlrmnvrU6nj6mDtR4LmLM9KOq+tEVDnsHsrv9dRlSYt7eKkYEiUfTJ1mU0sMk8v26P4yhm8DaSZgR1pL8niJdZ/D2GrM4ArqdS5gVjsnU88KM8qPQX0VqA3pnZn6hI3hDSEEDS2jK353nEy98+9gQMvcU5/K1Ft2evl9YScvqqognuSJMRFVBiklhJTdlt9rmpPFN9MWMuMJC6EgPw4pPyll2WJ6yxZoCQ/cvbS1O++F2p33KtnjNb3yu8G1N1nYUNRQuY+C+shplMegnvLjnvoqUBs0vKA+YdoI6BoChopood3vhROAA0AokDkizy2fT99TbwuJQqafOJl6lt8TUWVwFye7C+r11GXpW46icTNjYZMoS4GL3X6Ixk1E2QOi3wy2hmPcUz8wKJoBafN9gPJjUF8FakO61ygvnrQRMDQEA1rhc+qF6Cy/D2o559SnN7yTQhbUEIjl90RUSdzFSTcbn4t7WdLsfO+KJ+2MLUhEWcq4pz4cszLG2VLfDLZ531JwTv1AoGjOForB9Nyl4vBVXgXqagy0hZ2S+aRpI2CoCOha4XPqhfTK70MBPWMxwBYSqqJkNsorZqQdM/VEVCHM1D75bjP1qT31Ztqe+njSzviaKIss32ddJGYilmRQ318UXYdMDtxpAlmEYKZ+AFB0Z4uYGEzPXSoKg/oqUF9roDk1ziZh2jB0DUFDQ7TLyr3Mc9LhlNN3NsqLxjpvZ9sSAUPNyNTbqRF4PWH3eyKqJKblvB911/3evSwjU5+wMr4mylbYYrcfonGTmfr+pBmQ1uDJdkrb4pz6gSCVqR9MW0eoOHyVV4GG2gDawgmYloAQThAeMDTEupTfr97YkfP2TpDeuac+Gs/sfh8wNJhpGfdo3EIw0POqrqoqXvd8IqJy8/bUd9P9XlUVqIqS0f0+btoM6qlbhTaQ9UMkbiJp2uUsFhhQnPL7wTMaTAqbmfoBgOX31BMG9VVgSF0A0bjl7at3GuVpiCUyy0WXLG/OeXuRKrEHUpn6tBV/W7iZ+s77CkeTCAV67gStsfyeiCqIt6e+m/J7wAn606uT4gmL5ffUvTLuqY/ELEgJxBJsktUfFF0fXNlOYXNO/QDgjiWUJsvvKTcG9VWgoTYAAFizycnEBwwVQUPN2mO3ZGXuoD69nD4U1BFPWwwQQiKgaxnBeThmoiZYYKa+S6O8lna+2RBReRTS/R4AdE3NaIwXS1pIWrkz9XHuZSYAQPmCere6LlJgHx3qnqIFIK1BlKm3LRQ00ogqmpupl8lBtCBFReGrvAoMqXOC+pUb3KDeydTHu+yxW7m+PWcHZ5G2p74moENI6Z0kOJl6DZZIH+9kFZyp77qnftXGjqzjIiIqhUK63wPOe1d6EJ9I2Blz69MV2pCUBrgy1r67++kjHGvXL5x534MnqGemfmDwGuVZTJ5Rbj1HblR2dSFndW61G9Snyu/jycyT0IQp8MnyJuwxflTG90X6nvpUBj4cTaI2ZEAICUNXM+bNR+ImQgXsqc8V1CdNgeXr2jBp3Igif0oior6xCiy/1zXVWwAAus/UR+MmhjWE+u8gqTqVsfw+mlpYihY4xpa6p2jGoArqe7OnXkjA6uM6llB1JNmqpN9IxYBd04h4PAk9wWz9QGUYBtReVtYwqK8CbpZ9zeYwAHiN8hJdykItW2DBfe/g1vNnYPwOw7zv20JkjLQDgPaoiVHDOzP1gDPiydA1J1Mf7Pmpkav83hY2vlgbYVA/ALSF4xhaz2CGqodZYPm9pikZVU1O9/vcmfpognvtCQAklDI1ynMX8MMxVo30B0UzIAZZUF/MnPq4DWxMapB97Jgvh4/BuiTDjP5jQOx3BjbYNVCXLSv3wZBPVFXFmDFjUFtbW/Rt+WqrIuu3RAA4mfqgoSLRJVMvhIQQEhubIl2C+rSRdqlgPRxNeln2gO68cZuWgKE7Zf2FZOp1Tc2Ybw8AliXx5ZrW3v2AVFGWrmzF1F23LvdhEBXM7WDfU/l9VqY+YXebqSeSZczUuwv4UZbf9wun/H4Q/S6LmFMvpBPQ1w9txIhhjX0a42gmkzACgV7fnrLZbVug1g+DXjuk3IdCPpBSYsuWLVi9ejV22WWXojP2DOqrxD6TR2P9lgiGDRkKTVMQMDQkUyPu3IDdbRLVGslcgU4vv69JBesdkaSXZXcz9UnTTo2pkwXtqa+rMWDbEpGYiboaZ4uALQTWbAz3w09M5bZ0VQuDeqoqlu0sdObK1OvJMNSOjQCAEWiDEdGQbFrrXL9jI0RbHMmm7PtMbNmE5PDeZfUCI7br1e2oApVx0Iu7gB/hAlO/UDQDsC1IKfsUtFYDKSUgBRSlsKDekoBUVIwY1ohQMNinx1akRIBBfb+yDB2aBqjdjG3tb4qmQ+lj1QYVbuTIkejo6IBpmggW+RpkUF8lvj59bMbXbiAeT1qoTe25d/fFt3Vk7rVxRto5/9Y0FYauoiNqeosAXlBvCVi2c/JaU0D5vRvIN7fHvX9btkR7dPCUtQ1kG5oi6IgkMKQu/5vKhqYIth5RV8KjIsrP21Of44Rnx1UvYegnKwEA3weAFcCae5zLDgSAlcCat7LvcySANf/o3fGMu/RRr2MxVTtRlky9ENKriGP3+/7hdRG3klCMvgWuFU+knjNFZvwG+mJH1VIU2JFW2JHWkj2kMWJ7KAFuxSyVvrz2GNRXqWAqEI/Gzc6gPtXBvjWcGdTbaXPqAWdWfTiWTAvqU+X3ZmcJarCA8vv6VCDf0hHHmNFOKZBlCYQZ1A8I8YSFVRs7MHKohdE5AveW9jhWrG9jUE8Vw0wtbKo5PhQVSNg1wxDbaTbe+3QDhtUHMWvvMQCAV95djW1G1GK3nbJ7gSxe1ozddhxe1HEk1n+JyP/+CWnbDOoHCimBMuypj6Y639eFDMSYqe8X7rxvkYxDHeBBvbSd5w+73w8MWv2w0k3iEDbsSAvKWqZERWFQX6UCXlDfuXLv7pFv71p+LyWUtHLUUFBHeyQtU6+7jfIEOqKFZ+prQ8510mfTW0JkHBNVr4Rp460P18G0Bc47YY+sy1dv6kBTG0erUOWwbGcLUc6Vbilh120FUTcSYS0OVQ3CGOZsL2lBKxoDDd7X6cKanfP73RGJaOofbLI3YEiUJVPvjrNrqAt4n63tkQQauqmgou55mXpz4HcQF27vAAb1VWvyV/fEhAnjYVs2LMvC9GlTcf65P8CwYcO6vd2ST5di7bp1OOTgWb17YJGq7ijjOE8qDjdJVCk3ux5Nmwnvlt9nBfVZmXod4VjSu757XwlLIBw1U9cpZKSditqQnhHYWZaALSSbSw0AiaSNF/+1HBubozkvX7WBQT1VFtuWeTvfK2nl007vkM7GeJYlYIncJy75uuJ3x+00LWwucA4UEuWZzeVm54fUGognLbRHEmgLsxquT9x534MgqEeqz0gx3e+p8jz9+KN47qkn8NTjj0BVFJx19vdhWd1/vny6dCn+8drrfXhU5/OSMX31YKa+SgVzZuoF6kJ6VlBvp+2pB1Ll9zn21FumjY5IEpqqQO+he7SrLmSgub3zg9E9MW7tSHjbAqg6xZM2pASa8wTuqzZ2ZE1gIConW8j8ydS08mlNVbz3PyDVTyRP9/tePcdTTYUkM/UDR5maqrkL90PqAoiva8eGphgK/HimPDoz9QN/UVp6e+qZqR8IQqEQLr3kInx9ztF46+1/4aADZ+LGW27Ffz/8CPF4AhPG74Lrrl6ARCKJu35zD6LRKOadeDIOP/QQfPuM03HO+T9CW1sb4okEjj7qKJz9nbPyP5j3dseovlowqK9SXvl92ogbW0jU1way9rTbIvNkpCaoIxwzYbmZer2zUV44ZiIU1As+eamrMdDa0fnB6HbUbwsnsO1W9b34yahSJE0buqaipSP3ic/aTWFv8gJRJejaPySdApmWqVe99yoglam38wT1vcjUeyfQDOoHjnKV38ctaKqC2qAByxZYvbEd2/GztU+8oD45CIJ62zlH5J76gUPXdUycMAFffLkMBx04E+d872w0NjYCAK674SY8+fQz+ObJJ+H8c3+A/7z3Pm649moAgBACv7j1ZgxtaEAymcS3zjgLBx04E7vsvFOeR0q93zFVXzV8C+pfe+013HTTTZBS4uyzz8YJJ5yQcXlLSwsuu+wyLF++HKqq4p577sEOO+zg1+EMOLqmQlUVRBPOG7YQElI6JXqrNmZ+UMm0sXeAE9Sv3xJJG2nnLPsnLYG2cKKg0nuXE9SnZepT2a62yCAoaxvgkqaNEUND2NQShWWLjOqNdxavw2erWtgkjyqKEN1kU7tk6t2Z9gBg2na/BvXu+B/J8vsBxN9GeelNb9NF4hYChuZ9Ti9f346Rw2p8O47BQBlE5fcyVX5fbPd7qmzOOEbn36++9joeffwJJJMmOsJhb7RrV0II3HPvfXjn3XchpcSGjZvw+edf5A/qmamvOr4E9ZZl4aabbsKDDz6I+vp6HHvssTjkkEMymjpcf/31OOKIIzBnzhzEYjFnliYVJWhoXvm9uz+0vjaApCmQNG0vm9+1JHVkYw3+u3QTElb2nPrmjgSG1BY+V7S+xsCGpoj3tVt+39bBPX/VLmkJbD+8Fhubo2hqjWV0wP/9858gnrTRFh74J0VUPYTM3GqULiNTryiwrM7PnO4y9WavMvWpE2hm6gcOKX3N1K/bEsHO2zdmfT8atxAwVNSGDNQEdGxsjsI0y7O/f6BwM/WDIaiHm6kvcE49VT7LsrD0s89w4nHHYu3adbjr13fjiUcewlZbbYWH/vQoPlmyJOftXnjpZSxbsQKP/PEPCIVC+NFPL0Ii2d1rQHH+Y3xWNXxZulu0aBF23nlnjB49GnV1dZg5cybefvtt7/KOjg4sXrwYc+bMAQDU1NSgtrbWj0MZ0AKG6gX1ZipAdwPy9GCra6O8bUbUIWkJrFjbBgAwUhlY0xJoSZs5X4i6GiNjDz8z9QOHk6l3MkKbW2MZl0XjFrZqrEE7xxdSBek2Uw8JmZapt9Ma41m29BqHdpXoRQClVPGeejNPb4FBz+cT243NUe85GU/r4xBLmAgYGupCBo6euRMCutar5o3USVE1QFEHSfk999QPJIlEArfc/kvU1dZh//32RTgSRjAURGNjI2KxGJ5/4UXvuvV1dQiHw97XHR1hDB82DKFQCGvWrMW/3llY2IMyqK8avmTqN23ahNGjR3tfjx49Ghs3bvS+XrNmDYYNG4YLL7wQX375JaZOnYpLLrkEus4t/sUIpGXq3SyTOzu+LZLEVsOchRK7S4OfrVKle0tWNgOAV5pvmjZaOxLYdmThJdU1Ad0buQOkNcpjd96ql7QEhg0JQlGATS2ZQX0sYWGbkUOxuTWGtnAcQ+tDZTpKok52l61G6RQpvQZ2Xbvfm7bweox0lexNkKtWb/l9WziOkY1cZO9Kwt9MfSJpo6k1hlHDa/HxF1uwz2TnHCph2gjonfkXXcvcOkK9o+gGIkv+BattU7kPxVdW22YA7H5f7eadeDKELWCaJqZPm4rf33cvdF3HhPHjMX3qVBx1zHEYOXIEdt99N0SjzsSiaVOn4v4H/uA1yjvlpBPxt7//HXPmHY8x22+HqXvvVcAjKyy+ryJliaIty8LHH3+MK6+8EhMmTMAll1yCp556CieeeGJBt1+8eHFZutAWa/36Vti2jeUrVmRdZltWzu8XQ9oW1q7fiEWLBNpTo+giHS0AgEWLP0W02Tkxa29rh2nLrMf7+LMNAIC1a9cAAJavWo2mtghG1GdfN5/W1hgSpo1FixYBADZt2gIAWLlmIxYt4ltBtbKFhBASba1NCBoq/vfpcowMtHiXJUwbQwImFADP/v197LHjkPIeMBGA9etbYNu531t3lQKRaBRbNm1ELJZAImlixYoVsG3nud4RDmNFjtvFEwksX7EcShH7qZV4GCEAX3y2FGJzpMfrV5L1zQmMagzkHQ04WNVaFpqbW7C5j5/b+TS3dOB/n4cRHV2DD5e2oDEYhaEpaG1znj8bNjmJESkFtjS3YMWK6lswqiTBQD0ia79AZO0X5T4U/wXrsXrtesBo7vGqQtUhh4+BmUw6C6F9IAEkE6za7KsP3/13zu+7v9ufz78452WhYAAP3n9fxvfvv+c3ee8nFwWAmUwiqeQebUz9L5lMIplM4tNPP80Z63a3Xd2XoH7UqFEZmfmNGzdiypQp3tejR4/Gdttth0mTJgEAZs+ejXfffbfg+99tt92gaZVfSvR50+fQPglj3NixWZctX7Ei5/eL0bA0jlBtPaZMmYJNLVEAazBuh23x5uI2bLX1GEyZsh0AoPbtDkgpMx5v4leSWLmhA2NG1WPnHccCb2/BVlttjXiyBTtsNwrjxm5V0DEklWbIT9oxafKuMHQNb3z6XwAdUI3ajL85VZdwzASwAtttuzUa1pgI1g/DlCm7A3AyecAKjN9xO2xoW4tVLTpO59+aKsBHa5cgsCyW871VWQLU1dVDHzUarbFmbGy1MHbsWLRHEgA2IRAIYWyu9+R/NWOHHb4CrYhMlx1tx5aPgZ3GjUPNDpN6/fOUg7G8CWO2bvCqvsix4hUVQ0cMR20fP7fz+d+a5YCuY+zYMUi+1wZpDMPYHRqhLgqjPmRg61FO5j60MoGamvrcz1Uq3Nizy30EFSkpgHVJHUYggECg8P5KOe8rkUAgGOynI6NysGIKdEOHzi3SJaNpGgKBAHbccUcEc7x+bNvGhx9+mPO2vgT1U6ZMweeff46NGzeivr4eb775Js4991zv8lGjRmHEiBFYvXo1xowZg3fffRc77ZRvpALlEzBUxFLd793GOYauwdDVjLF2IkdJ6gmzx2fd35a2mDMWr6bwN3JvtF7cwtB6zSthjcbN7m5GFS6e2lIR0DXUhfSMHg0dEedvGwrqmPCVYfjnh2th2wIahydTmXW/p1545dNaWvl9xNvClHv12xYCtkBxs8EVt1Fe9WVT40kb8YTJoD6Lv93vTSG83iWRmIl1m8MYv0MjkqaAXpdWfq8qSFrcU09EJaCAe+qriC9n4bquY/78+Tj99NNxzDHH4Nvf/jaGDRuGs88+28vg/+xnP8MFF1yAOXPmIBwOF1x6T52ChubtZ3dPUFVVQSigoSPaGVQ7HaF7PhnZ1OyU19TXFn4yZ6T2+iWSqeNI7e2PxavvZJY6uUG9rquorTEyg/rUglFNQMcuY4YhnrSxeFlTWY6TKJ2zgJn7MiVtpJ2qKl5jPK8vici9T9m2Jew8I4LyUbw99dUXfMWTFqLx6jtu3/nc/d40BTa3xGDZAgnTTluwt2EYaUG9rrCZIRGViAKOtKsevu2pnz17NmbPnp3xvfvu69zbsfvuu+Ppp5/26+EHhYChoSPVed79kNc0BaGA7gVegHNSqgYKCOpTzdCKydB4mfqEcxLoZrvSm+dR9YmnuisHdBV1IT2jUZ67YBQKaggFdAxvCOKdxevx1V0K27JB5Be7h+733kg7VYEtM6uK7Dwj7WwhMzrlF8QN6mX1vQ/Gkzbiyeo7br9JvzP1tkBrRwItHc4CqtsBP2kJb0INAGiaykw9EZUOM/VVg/WyVSyga4ilPvjdrvOaoiAUzAzqhZQFJRia253xLjXBwtd6AroT1MfcE2PBoH4gSKT+fobuzEdO387REUtCUZxKEQDYaftGfPDpwO4gTNWhu6okRWaOtBOp96pozH3vyn+fosig3h1ph2rM1Ccsvn/nIuFrpt62bAgp8eUapyGp+9luWgJ6evd7VWWmnohKQ1EY01cRzpCrYkFDQ8IN6lMr906mXkMk1nlSVkj5/cF7jcH65gi2kyhqsoBbfu9mFdxsV/qcXao+buWFoTvzkdO3c3REkggFdO95ssPoIfjPJxth2QI699VTGTl76vNdmpmpB5xFyKi7hSlHAG6m3s/yzbDPKzUTWlThSLt4srP0m9L4XX6feq59vqoNgLOlTQgJW2Rm6nVNQSTOoJ5Kp7k9kWqeWxwzmYQRyLxdfY2B4Q1snlc9WH5fTRjUV7GAoXplkm7Zu6qqCAV0RGKZ5fc9Ber7f3XbXh5DKlOf6NyXauhOJiFp2t7lVF3cHgkBXUVtSEfCtGFazt+2I2oiFOj8u7oZ+6RpM6inshKim0w9OjP1blBv2QLRmNuXJPs27mJp0eX3XqO86gu+nP3cXJTN5u+JrWU5979mcxgAEE/YiJudvU1cmsZMPZVOc3sC5/7yX/2WqAkFNPzmJ/t1G9j/5p7/h5f/+jeoqopAwMAvb70F22+/He7//QP4zlln9stx5POru+/Bk089g8ZhjYjFYtht8mT85EfnY7ttnXPkQ75xJOrr6py+KVLi4gt/iv2mTyv4/t3bA0BDQwNuvO4a777zHc+wxkZ865ST817n6Wefw8wDDsCIEcMBAN//4fm44/ZbEQqFCj6ufBSgasvv16xZg0WLFuGII44o6nbTpk3DwoULfToqfzGor2IBQ0PC7CzRA5yy0lBQQ1Nr5x5oKfM3j+orXXNOjmNeozyJ2qCONiuJcCyJ4UaNPw9MvoolLSiKE/zUhpweC23hOEY21jqZ+rQtGrpXrWF51yUqB1uI/AuYaZlWdwa7ZYnOTH2OANxdLC02qHeOQYGsxkx9wvIaZVIa2fPieF+YtsCkscPx1Z23wicrmrBiXTuSSXeqTXqmXoXFoJ5KJBwzEU/aOP7AsRg2pLgMeySWhK6pCAac84WWjgT+/MYKhGNm3qD+vx9+hHf/8x6eevwRGIaBDRs3oqbGOY+8/4EHfQ/qAeC73z7TC6IffuRRnPXd7+OFZ570Rvw9/OADqKutxf8++QRXXn0d9nvsT0Xdv3v7O371a9x73/24ZsEVfTreZ557HrtNnuwF9ff++q4+3V8GpTyZeiEE1LTAxbbtokeZr127Fn/5y1+KDur91JufoxgM6qtY0NBg2xKWLbyyd011GuVF0rrPdz/mqW8URXFG63ljoQRqQjraIklEYhaGN/jysOSzRNJGQNegKArqatwP5KQT1EdN1KRl6t3S0KTJE00qLzvH+E6XklZ+7/YCaY8mvVLzXCX2bvBUdKYecJrlyerLeCeSNvfU5+Rvozw7bfuSoatImLa3aK93Kb/3toUICSFlRnk+kR+GDQliq8biMr9BQ4GmKqgrYkzyli1b0DisEYbhJAi2Hj0aAPB/d/0KHR0dmHfiyfjq7rvjqit+jueefwEPPfIoTNPE9KlTMf/iCwEA55x3ATZv2YJk0sTZ3zkLc448AmvXrsN5P/4Jdt55Z3y8eDH2nTYN+++3L+67//eIxWK485e3Y+xXdsg6nm+dcjL++srf8eZbb+OQg2dlXBYOR9AwpL6o30m6Pb+2B/748CMAgGg0hutuvAlffPklhBD46Y8uwH77Ts+4/qOP/xlPPfMMTNPEzjvthBuuvRpvvPlPLP7fJ/jxRZegtrYGTzzyMA75xpF49skncM+992Hs2K/guHnHAAB+fuVVmHXgTMw66EDc9ss78P4HH8A0TXz7zDMw58jswPee+36Ll156CYqi4vgTT8KZZ56Jt956C7feeits28b++++PSy+9FIqiYNq0aTj22GPx1ltvYfjw4bj77rtRW1uL5cuX48orr0RbWxsMw8ADDzyAV155BZ9//jnmz58PADj22GNx5513On+7c87BzjvvjCVLluBnP/sZ7r//fgSDQbS1teGBBx7ANddcg88//xxSSlx44YXYf//9cdddd2HDhg1YsWIFNmzYgJ/+9Kc48sgj8ctf/hJffPEFjj76aJx66qk44YQTvJ9t4cKF+M1vfgNd17FmzRocfPDB3vF0/n3DOPfcc9HR0QEhBObPn4/99tsPF198MebOnYsZM2Y4z5FvfQsLFizA9ttvn/f41qxZg5UrV2LSpEk4/PDDcf3110NRFOi6jqeeeqrXz6GuGNRXsc4Z8aaXqXdH2qWflAmJgkba9fo49LTRerb0srURzqqvWgnT9qow3L9na4fTSDEcy52pT7CPApWZlBJ5YvpUCaFzYWMq4/TZqhbEEhYMXc0ZuLuZepGvi143FEWtykx9LMlGeblIKf2M6WHZwqsgCegakpbtbYPKl6mPxJLQdZVBPVWsYt8699t3On519704at5x2G/6dMw96kjstutk/Pj88/D4n5/C048/CgD4ctky/OP1N/CnBx+Aruu49OdX4I03/4kDZ87Ajddfi8ahQxGNxnDit07F4YcekrrNcvzi1puxw5gxOPq4E1BbW4PHHn4Qjz3xZ/zp0cdw2fyLcx7T5EkTsWLFSu/rb51+Jizbxvp163Hvb3qfFX/zn2/j4IMOBADc+9vf4sCZM3DDtVejpaUFp575HbzwzJMZ1//64Yfi5BOPBwDcfOvt+MvfXsGcI4/Abn96BJdfOh+77LJzxvUPP+xQ3Pnr3+C4ecfAsiy88+67uPLnP8OTTz+DrbYaicf/9BDi8ThOOe0MzNh/PzQ2Nnq3feOfb2Hhu//BY/ffjWCoFhE1hHg8jiuuuAJ//OMfse222+IHP/gBXnnlFRx22GFobW3FjBkzMH/+fFxyySX429/+hmOOOQYXX3wxfvzjH+OAAw5AJBLxqh3y+fLLL3Hrrbdi4sSJWLhwIf73v//hpZdewujRo/GLX/wCBx10EG666SY0Nzfjm9/8Jl5++WUAwKpVq/DAAw9g/fr1+M53voMjjzwSP/nJT/Dwww97CwZdffTRR3jppZcwatQonHHGGVi4cCGmTevcShEMBvGb3/wG9fX12Lx5M77zne/gueeew7HHHos///nPmDFjBlavXo1YLIbx48d3e3wrV67Egw8+iEAggB/84Ae49NJLsf/++6Ojo6OAZ0rhGNRXMXcvczxheaWjbqY+mpapt4XIm73qDwFD9co1bSFQmwr4wtHsoD6esDICQqpMpiWgpU4UQwENqqLguX8uw8v/XoGlK1swaexw77puFsnNKhGViy3yN/p0MvVq6t8KGuoC+GJ1K+IJ28nS57iZmxEVvdlTqKqAqL7XRCIpuKc+L/8+Ry0hoaUWUg1dhZRAW2pkbdeRdlbq8z4cs1BfowPsO0YVShTZV6Surg5PPvYnvPuf9/DOwnfx3e+fg1/cenNW1vqdhe/io0Uf44RvngoAiMfi2HXyJADAg398GK+98QYAYP36DVi3fgMMXce4sWMxbuxYAMCO48Zh31QAN36XXfDmW2/nPSbZ5f3fLZ9f9PFi/OzyK/HCM09mfe7MO/FkbwGiq2+dfiZaWlsRCobwo/POBQD869/v4I03/4l77vstACAWi2FLU1PG7ZYu/Qx3/fpudITD6AiHEQx1/8LfbdfJWLNmLdra2/Hxx4ux5x57IBgM4l//fgeff/Elnn/xJQBARziM1WvWZgT177yzEPOOnotAIAAJicbGRixZsgTjxo3D9ttvDwCYM2cO3nvvPRx22GGora3FfvvtBwDYddddsXbtWoTDYbS1teGAAw4A4PxtezJ27FhMnDjR+3rPPffE6FS1xltvvYXXXnsNd999d+fvaMsWAMCsWbNgGAZ22GEHtLe39/g47n1vm+pncPjhh+P999/PCOqllLj11lvxwQcfQFVVLF++HMlkEtOnT8e1116LcDiMZ599Fsccc0yPxzd79mxvQWPPPffE7bffji+//BJf//rXMWTIkIKOtxCMrqpYwHA+6KNxC0lLQFGcE9pQUINlC6+xmc9Ne2Homrcv1bIlakLO0yqSo1tqU1sM243qvycw+cNOyxopioL6WgMr17djZGMN9hi/FSbsMMy7rptFSjKopzJzGuXluTBtpB0AjN2mAYu/bIKqKhg9vBYbmiNZN7HsXjbKA4AqzdQnTO6pz8nnD1Lblt4CqfvZ3pqaWZ8x0k5zRkzZQiAaN73FfaLKIyFl6n25iMSSruvYb9/p2G/f6Wgc1oh/vPZ6VlAvhMTxx83DD3/w/YzvL3z3P/jvhx/i0YceRDAYxAmnfMvpwq/rCAQ6e/44TfgCqX8rEN2MH/106WeYus8+Wd+fsvtuaO/oQHNzi7ef3ZUvoAecRYGAYeDiSy/Dr+++F/MvvhBCSPz6zv/rtmneFVddg7t/dQd22nFHPPzIo1i7bn3e67pmzzoIr/7jNXz40SKvYkEIgauu+Dn22XuvHm8PKAU1ykvPwGua1u1iTtfLTbMzVuja3M/tpwA4QfY999yD7bbbrtvHL1T6QoyiKFkLM88//zxisRiefvpp6LqOadOmwTRNBAIBfOMb38DLL7+Ml156CQ899FCPx5f+c3zve9/DzJkz8dprr+Gkk07Co48+6i1c9BVrtqpYZ/m9BduW0FQ3s+oE1R1R54Sgu47Q/XUcXvm9cE5MDF3NHdS3x307Duo/ppVZ3XHeCV/FeSfsgZMPnYBD9tkBY0Z3Lsy4J6IcY0jl1n3/kMygbPLYEThx9ngcP2sX7LjdUO/kM53bkdwqdqQdAEXVqjKoTyZtb6oKpfN3T33X8nsAaA07n+FK2uOmV0ZFYqbXT4fITy0dCWxujRf135a2BJrbE9jUEsPm1jhaUotU3Vm+YgVWrV4NwAmSvvjiS2yzzdYAAE1VvdGj06dNxct//RtaW1sBAE1Nzdi8eTPCkQiGNjYiGAxiyadLsfSzz/v0cz/6+BPYsHEjZuy/X9ZlK1ashGVZaGwcWvT9GoaBn11yMZ55/gW0tbdj/32n46E/dS4ELPl0adZtYrEYRowYgaRp4qW//NX7fl1tLSLR7EVpwCnBf+nlv+Lf7yzEjAP2BwDst+++eOSxx73f5eeff5E10nX69Gl4+tnnkDSTACRaW1sxbtw4rFixAmvXroUQAi+++CL2ybHY4aqvr8fQoUPx9ttOFUQkEoFpmthuu+3w6aefAgC++OILLF++vIDfGLD//vvjj3/8o/f1kiVLur1+XV0dIpHcvxcA+OCDD7BhwwZYloW//e1v2GuvzEWOcDiMESNGQNd1vPbaa95zDQCOOeYY3HnnnRg7diyGDx9e1PGtWrUKEydOxDnnnIOddtoJq1PP9/7ATH0Vc1foI3ELZtoJQX2NsxrZ1JbA8IYap3mUr3vq1Yw59ari7OvPNde0qY1BfTWwbOk9nwB4C0a5dDbKY1BP5SVkYY3yunLfH20poaYFUJ3d73sROKkqZBWOtIsX2Shv/Z+uQWzlYh+PKNP2P7gDgWHblOzxPD5m6i3b7YnT2SgPANrDyazruu+38YQT1JsM6slH9TUGQgENf35jRb/cXyigeeeouUSjUVx3480Ih51gbNfJk7xO9EfPPQpHH38i9t5zT1x1xc/x/e9+B2d97weQQiAQCOD6a67GjP33w2OPP4Gj5h2HnXfaCZMnTcz7WPn89ncP4M9PP4NYLIbdd90Vv7/v3oxM8LdOPxOKqkLYAtdfc1Wvu5mPHj0KR379cDz6+BP4wffOxo233Ipjjj8Rlm1j8sSJuOXG6zOu/8Nzvo8TTzkVw4cPw6S0EvVjjp6Ly664CnV1tXjikYczbrPbrpOxavVq7PHVKQgGnXL9E46bh7Vr1+K4k06BEBJbbTUyq2P+gTMOwCefLMGJZ30fuqbjuBNPwhlnnIFrrrkG5557rtco75BDDun2Z7zllltw5ZVX4qabbkIoFMLvfvc77LXXXhg2bBi+8Y1vYNddd8WOO+6Y87bSTMCOhZFY/yUA4DvHfgM333UPjvrG4bBtG5N22Rk3Xn4xrI5mWKrtXQ9CILH+S4wdaiARacfcI76Bk+cdheOO+rp332bTOuw2cRf87KKfYu2GDZh14ExMnTo14/HnzJmDH/zgB5gzZ05GqT4AjBkzBttuu61Xeg8A5557Lq6//nrMmTMHtm1j8uTJuO2227J+rgceeAALFy6EqqrYfffd8bWvfa3b32ExFNl1s0gFs20bH374IfbYYw9fRwL0lydf+xxPvPo5fnrKnlmXLV+xwtvb01tCSFz/wLu4+NS90NQWx6OvLMWF39wLthC46Q/v4bwTvopDp30Fp1/1F+w5cRT22713s+h78sQ/PkNdyMBVZ++L717/CibsMAyfrGjCzD22x1lzds287quf4YTZ4305Duo/9zy1CB98ugnfPXq3Hq8rpcR1v38XP/3mnpi115gSHB1Rbtf9biFaOuI46ZAJWZcNe/ZHSI7dH+aoSVmXrW8K443/rsUlp+6NYNpkhyUrmvDnf3yB42btjMnjRhR1LFteugdDvnYIhh94SvE/SBmdf9trGFoXwHXn7F/Q9Vf84kyoRgi1Ewuf1dwbVttmRJcuxHbf+yWCW2V3qfbbsuuPw9BpcxHaYXK/33csYeK2hz/AQXtuj62H18EWAk/843OMHFqDLW0xnJz2fE6YFp5+40ucfOgELF/XjvE7NGLsNhwzQ/0jKYB1SQPjxn4FwVQg29yeyJmkyZCjkKWpLQYhgPpaAzWpXkr1NUa3M+qpstiRNkAKBEZuX/rHjkdgtayHWju03xdU333/Azzy+JP45c3XQ0RaodY0wGgcVfDtOzo6cPzxx+P555/vVel/dxKJBJYtW4Ydd9zRW4hJ110szEx9FVNVBbqmIhq3YKUy5ICTVR0+NITl651mEUL6nanXvM7n7kipoKHn2VPPTH01sOzCmysqivM85D5cKrfuyu+7zdSnnutORr7zQ9JNtPd2pJ3sZp9mpUqaNmIFlt+bHc0QsQ407HMkgqPH+npcVkczoksXQlplnKri0+eomdrm4VZHuZVRHbHsTH3Q0BE0NGxujSKa6Jx8Q+SX4Q3BHgPxRNLy5tG7groCIYEhtQbqa/s38KESURRnhFY5pD6A1WBtv9+1qgehqBrUQA1kPFrUbd944w0sWLAA559/fr8H9H3FoL7K1YZ0tIYTkBJe51wA2KqxBqs2pIL6EpTfu3v/3AZroYCGcI6Rds3cU18VLFtkPJ964s5VJiqn7rca5d8T7d6m6955t+t9rhn2PVKqs/t90hIFj6dMrnP2qxrDtvbzkAAAirsFqAx9CryCRt+Ceuf3nb7Nab/dt4GQTrlyV3U1Bra0xrinnipGLGEjYGiIJ20vK+++a/ZqeghVBAWARHn+flIK+NX6beo+e2PqPnv36rYHHnggXn/99f49oH7CoL7K1ac+3IfWBzP2QG/VWINPVjQDcLNX/h2DkXojBzoz9Yah5jwxbOlgUF8NLFtCK+JJY+gq99RT2XVXlaR0sye6M1OfefLift2bPfWKWtru98JKwmpv6vmKPag3mxFSdSSbe+6sHF32IbS6oVADoR6v22eqE9yWJVMv/Q2c3cWk9IXUHUbnL6kPGhqa2uKwbck99VQRbOEsBkbjphfUu6qwtQi5FAVliumd910/g5cBiEF9lauvDaC5PY66kJFRdjqysQZNbTEkTRtCwt859WlZWls4DdZ0VfWyD65YwiqqAROVj2UVl6nXtdyLOESlJIR0R9HnJHvI1IsuAZLwgvpeHIyiQZYwUx9b/hE2Pn5Tn+/nJ6kq2zV3P1LQ9YPbZ/cv8IOiprJ/5Zwo4FemPvX5qWmFZaUChootrXEYhgqL5fdUAYSQaI922S6SCgarqHUX5VCuTD0Eg/piMaivckNqDbS0x7HNiLqMkWLbj6qHlMCLby+HlNLrruuHYEBHLO6caLnzSDUtO6iPxJIM/KqEJQrfUw+kgnpm6qnMupuH3N2eendBtGum3g3qu5u5m4+ilrb8XiSdLVDDDz4d6GZaRU/uf24xAoaG076R3VAwFz/2O+Z+IOdnkqKcmXqfgvrU57Ne4HvuiKE1WLmhA7qpwuzN1hCifpar74j7HQb11aywOfV+kMzUF41BfZWrrw1g5YYOmLZANG0P+9D6IHbabigefWUpbCExaph/J141QR1Rb069s6de1xRE45knwpGYhaTJrEI1sCzR7Ri7rgxd4YINlZ2QElquVH0PQZm7EGDlLb/v3Z76UmbqpZkAVA3GiN5PORES2GyvRFDVSrJPvhhKGcvv/d9T7zw/C62OGj9mGMaPGYZn3/wSlsX3XfKXFW6BiOef9w0pYbfGETA0JE0bCTsERVEgWmNQFcDSVCRNpwRIDdVBrx9WoiOnPitnTC1F3sa3lBuD+io3pMZAeyQB2xZZi2nHHbwL4gkLQ+v9HR9SE9QhhEQ0bnp76nVNzerKG42b3HddJYrpfg84mfokTy6pzJymoDku8IKy3AtV7nM9u/ze+bo3Qb2iqiVt6ibNOBStbx/pbtO1Xi1i+K2se+qd34fi0xmuW0JfzEIq4Dxv2f2e/GSFW7Dud/MhzZ77IbnvdhtyXBZL/V8xQtj22zd3G9hv2LgRN958K5Z8uhQNDUPQ0NCAH59/Hqbs3vOI3UKd8Z2zcfml87HLLjv3eN1Lf34Fln7+OaLRKFpbW7155bfeeAN23in3jPViHfKNI/Hsk0+grrb3CbhXX3sdv7r7HmeRxRb40fk/xOxZB/XxyMqXqYeQeT+zKTcG9VWuvjaApCnQHsk+0QkaGoJGdufc/labaorSEUl6nfY1Vckq+Q/HTAZ+VcK2ZUbjxZ4YuopEkieXVF5C5hlp52bq8zXKS327a6be/bK33e9LmakXyTgUzejTffSlMaDfFEVxfqfl2FPvLQr5c/emLaAoKHpKTa7PWaL+JOIRSDOOhmlzodUNzXkd25aIxEyEghriCRu1IR2aqqIjmoSqKpASGFJnwI60oX3hc07WP09QL6XE+T/+KU4+8QTc8YvbAABLPl2K5ctX9GtQX4ybrr8WAPDuf97Dnx59DP93+60Zl9u2nTUvvNRM08T1N96MJx55GCNGDEckGkVLc0uf7tO27dRHZjm73zNTXwwG9VWuvtY5idvcWtycxf4USgX1reEkZKopn6apWScb0Thn6lYLyxao0Qt/e9A1dr+n8usxU5/nBMFdwBL9uKceaqnL7+NQ9L4F9e7PKaWzoOFjf9VeUVQN0i7HnPrunz995YxiLD4jpWkKu99TSWh1Q6E3jMx5mTBtKJoJo9ZAImYCQR2arkFRE9A0BbaQ0IcUNiHj3+8sRF1tHY6bd4z3vUkTJ2DSRKch5+o1a3D5gqvR1taG7bbdFtdfezUahw7FJ0uW4Oprb0A8kcCkiRNw9ZWXIxgM4tXXXsdtv/g/DBlSj/G77IKGhgZccuFPMh7zrbf/hV/fcy8SiSR23mlHXHfNVQgY3b+XPv3sc3jt9TfQ1t6OoQ0NuOqKy3HVtddh/YYN0HUdV1z2M0yeNBGXXbEA9fX1WPTxx2hta8O1C67EPnvvhVgshkt/fgW+XL4cU3bbzdvis2nTZvzk4ksQjUYhpcTNN1yHCePH9/h7i6SuP2RIPQCgrrbWy/qvWLESV117Pdra22AYBu6/924YhoEF11yHpZ99hmAgiKuuvByTJk7Ar+6+B2vXrsPKVaswaeIEnHbS8bjuxpvRFk2gvr4eN9xwA7bffvuC/pZ9JgUz9UXib6vKDakNAACaWss3Kq4m6KxQNrc7BVbunvquAXw4ZkJKMPirApYoLlOvp0baReMmM0dUNk73+1zP2+4z9V6jvK5z6nvYU991ESDzPkvfKK/P5fdpP09Fzj/XNEirnJl6n8rvbdmr3oaayu73VH5SytR6lwIVCqSQcBfCFEUpqnr7y2XLMXFi/iD2hptuwcknnoBn/vw4vrbHHvj13fcCAH52+QJcduklePbJx1FTU4NHHnsC8XgcN9x8C37/23vxpwcfwOo1a7Lur6WlBb/7w4P4/X334qnHH8GY7bfHn598qqBjXfrZ5/j1Hb/Enb+8HTfeehvO/s638cQjD+PG667F1dfd4F2vra0Njz70IK66/Of4zb3/DwDwyONPYNSoUXjh6Sdx+GGHYv16Z9PCiy//BfvsvReefuIx/PnRP2GHMWMKOpbGoUMxfdpUHPKNo3Dpz6/A31/9h3fZ/Msux9nfOQtPP/EYfv/b/4dQKIQ/PfY46urq8MyfH8dll16My6640rv+qtWr8cD99+GKy36G626+HVf89Hw89dRTOOecc3DLLbcUdDz9Il/lHeXFTH2Vqws5f8JwzMRXd9mqLMcQCjjH0NzuLCyoquqcbNjZjfIAZ7RdoATbAqj3LEtALaZRnqYilrSwamMH2sNJTN21spps0eBg55lTr6TOKvOOtHPn1HeZR+6Vo+cJcKMJC/U1eTI6amlH2kkz0efye5F29m3ZNgy9stb9FVUDytD9XvZQ6dFXtm0XtYjq0lQla8sIUalJpL0yUluwvVdM6v24tx3wf3zhxfhi2TLsucceuGbBFVj8v0/wm7vuAADMPepI/OC8C9De3oFkMomvTtnd+/7vHngQ06bugx3HjsXWo0cDAA6dPRvr1q/PuP+PFn2Mzz77HKecfiYAwEwmMXPGjIKObf/99kV9vZMZf+edhfjiyy+9y9rb271/zz54FgBg18mTsG6d8/gf/PdDfOfMMwAAB844AA0NDQCA3XebjEsvvxKapuHwQw/B+F12yXrc7//wfFy74EqMGpV5zn/jddfgkyWf4l//fge3/d8d+GTJp/j2maejtb0N+++3LwB42fv0x//qlCmIxxPo6OgAABx80IEIGAYi0Sg++PAj/Pjya6EYAUgpUduHPf/FkmyUVzQG9VVOURRc8e1pZT0G94S4ud0ZqeRm6rtmECIx52QskbQA+Nu8j/rGFrK4OfW6imREYGNTBO9+spFBPZVF3rG2bnCdd09995n6fNX3sW6CekUpdaO8RJ/L79N//l71EfCbqkGUo/u96L7So6+cTH3x962q2Z+zRCWXFrArSmpxsGsbigLfTnbacRz+8dpr3tf/d/ut3l527wEKPqyeH1RIiZkzDsAN115d8P26QqHMLQVP/Okh6Dm2Lbql/KqmwU5b6M31o+y91154+IHf4/U338RF8y/Djy84DwcfdGDGde799V15j2nypImYPGkipk+bisuuWIBvn3l6MT8SgM6fSwqBESOG44n770Jg651KH2BLNsorFn9b1G9avEy90/3e6nJSGE+6mXqW31c6yxbFld9rKkzTxvqmKD78bLOPR0aUn8iTqe9pT717G6tL9O5mrrtm8F2xeDcBpqp2BoMlIKwE0NdMvUjP1FdeUK+oGlCOPfVu93ufzmltO8/ztgeaxkZ5VBp2pA1W+5Y8/zVBhltgdzRBhpshOppS32uGCDv/T7ZvgR1p6/Fxpk+bivaOMJ557nnve/FEwvv3bpMn4W9/fxUA8PxLL2HvvfZEQ8MQBAIBfLz4fwCAF156CXvv9TXsOG4slq1YgY0bN8G27YySdNceU6bg3ffew9p16wAA4XAYa9asLfr3M3WfvfHo43/2vv506WfdXn/Pr+2Bl//6NwDAP99+28vsr123DiNHjsBJJxyPuUcdic8++7ygx49Eo3jv/fe9r5d+9hm22WZr1NfXo7FhKP7173e865mmiT2/tgdefOllAMCijxcjVBPCkCFDMu6zvr4eI4YPx+v/WghAwrZtfPZZ9z9Xv+Kc+qIxU0/9pqWjM1Of62QjkdpLH+c884onRHGZI0NTkbQENjRF0B5JImHaJZm8QJROiN51vwecxUiRd0997ttEE91k4lUV0kx2e7z9SZrJvjfKS/vxK7IBm1quPfXu78KvRnnFjRB1aczUk8/UUB0UI4T2hc/1eN2OtH+7Ybg7ys4tRleMENRQXf7HU1X86o5f4IabbsWv774XI0eOwJAhQ/CDs78LALjs0kvw8yuvwt33/j9su802uOG6awAAN1x7Fa657kYkkglMnDABJ594AoLBIH528UU487vfw5Ah9Rg3dizq6zIfe/jwYbjmyivw4wsvhmmaUFQVP7v4Imy//XYF/HY6/fzS+bj6uuvx5NNPwzRNzDrwQEyckL83wCknnoD5l12Oo+Ydhym77YZttnGqG//z3vv43QMPQtd1NAwZgltvviHvfWSQEv/v/t9jwTXXIxAMoLGhAQuuuBwAcNMN12LBNdfhltt/gWAwhN/e82t886QTceXV1+KY409EMBDE9VdflfNub7nualx93fX49R8eg2VZOOmkkzC+gMZ9/UJKBvVFYlBP/aa1ozNTr6kqbCEh0xpduI3z3Iw9Va5iM/VCSpiWwKZm5yN8/eYwxm6be/wNkV+kzL0YpRQS1CtKVkO8nvbUx+L538sURYUUpXuvE2Z/NMrr/DkrsVFe+brfuwfgU/l9kYuoLk1VOSaWfKXXD8O2377ZGUOXRziahGkJ1NUEEE9YsIXz77ZwAkNqDXRETQypNRAK6lBDdd3OqAeAbbbeGnf93+05Lxuz/fZ48He/zfr+rpMn47E//THr+/vuOx0vzz4Ytm3jgp9ehMmTJgIA/nD/fd519tt3Ovbbd3q3xwQ42fip++wNAJh39NyMy4YPH+aN4EuXXtZfV1uLv7/8IgCgpqYGd/4y+2c8Zu4cHDN3To/H0lVdXR3+329+lfOycWPH5vyd3XLj9VnfO++cH2R8PWb77XDvbdchMGoclBKO7XPG2bFRXrEY1FO/aYs4WSkhJPTUfmzLFjB0540gaaaC+u6yW1QRnDn1he/OicYtmJaNLW1OUL9uS4RBPZWck6nPdUnPjc40VckKZN3y+3yjOHvM1Jew/F6aSaiBmj7dR0b5fQU2YHOC+tJ/fsg82y/6i20Vt4jq0jQFdqLy/k40sOj1w/LOlQcAtSMBzRIw6gKwEhaEaUOvD0A1EggMCSIUNxG3JRqG1ZZ87Pijjz+BF156GWYyienTpuHAmYU1waMUt9Fh3jazPhH+VkcNVAzqqd90pIL6pGlD15yA0LTSg3q3/J5BfaWzRXEnmZGYiaQp0NzmVGus3Rz269CI8nJmq+ffUy+LzNS7Qa6ZJxvafaa+xN3vrb43yssI6iuxrLtMQb3Ht0y96N2e+hxTZohKrXOknfMSkVJmtDGpCehoiySRtOySTz76zplneF3eqQ96Ob2g9w/nVtex9VsxGNRTvzjtG5OwsTmCgKFhu1H12NAUBQAkkjZqQ86JpntizEZ5lc8ushz0sOlfwYp1bYjELLy9aB3Wb8lfqkfkl7yZeum+5+R/Titq9jx6N8h1q4zS2UJ4C5U5qaWdUy/N5ICfU6+oGmQZut/7vqe+193vwaCefFHMCLr0kXZKaqRdZ/d7BW7RnyhxYEj9IVV127bZmehSIrKALXMDVW/HPwIM6qmfjN2mAWO3afC+dsvv05steeX3zNRXPNsubqRdY30Qe4wfBQDY1BL1FnWISkn21P2+m5MSVVGyxrjZIn/5fSJpZ3XLT6coJQ7qrWTf59RnlN9XYLColWlPvff88atRXi+736tqZY4epKqlK04PkqaWVowY1ljQnmbTdKs0FVimDdOykEgqsCwLSdMEIGFZFuIJBQoq8H2F8hMCAjqQLF3T1046bNPK36m2nwjLBhQLIm3KQrlIKbFlyxaoqgrDKP7znEE9+cLdj22mZbLcTH2u7vc3/eE/+O7Ru2FkY9/2hFL/sHtZDgoAwxpC+GxVSz8fEVHP7Dzd7wtvlNd1T73z/1zl9wlTdH+uoaolLr/ve/f7jEy9VXnBoqJqJV0o8bgj7XzK1Fu2gFrEIqpL07Kfs0R9oSrA6ICNjW2t6Ghv7/kGAMIxEwqAYECDbUvEkzaCAQ2JpI22GifMiMYtNAc0TsWhIrX6/ggiHoGiG9Bqeh65WAqqqmLMmDFQi+hr5WJQT75ws7zpGS7334kcQf2SFc1YtyXMoL5C2EJC03pXajViaAibW2OwbdHr+yDqDaf7fa4Lei6fVtVce+qd2+Ua75Y07e4DKqXEjfJss8+Z+vSyv8odaVf6TL0sQaZe61WmXqnIhoZU3UIaMCZkw5KFLaA9+vpSNNQFMHncCLSFE3jro7WYNHYYlqxowVH77wgAeOeD1dh5zDAc8NVtix6ZS+SntvdfRHCbnTF81rfKfSgAAMMwehXQA0UE9f/73/+w66679upBaPBxG+Ul04N6O3/5vWULbG6NZX2fSs8ZRYhedWMGgJFDayCExNrNEeyw9ZB+Pjqi/ETeMuaegzI1V/f71Je5msYlTTujXL2rUmeVpW31Q6be+TkVpTL3aper+z187n4v7N7PqWf5PflBVYBAgU/JcCSB2oAKRQjoikQkkkBbexyRSAJK6j3FtmyEwzEEVGBzexxbMYFDFUJLhKHbCQSDwXIfSp8VvBRwxx13+HkcNMB4e+ozyu/zZ+pNS6CJQX1FcAOb3gb1I4aGAAArNxRWukfUX4RE7j2ghWTqc3W/T93OyhE4JUy7+4BKUdLG8vhLWElAyj43ynMPV1fVnD9zuSmqBinK0ZPF30y91cs99bqmwhai28UlIr9Ztu1V5Rmp/0dimRU1QUNFPGEjEjMRjpZjfzbRwFdwUP///t//8/M4aIBx99Qnc5Xf5+gYbdsCW1rjRT1G1xNw6h9uhq635XEBQ8PQ+gBWrmdQT6XVU6O8bkfa5eh+L4VEQFchpMwqte+p/N4JQEuTqReJ1HtnH8vv3Z9f09SK7H7vlN+XI1Pvc/l9kY1JXTVBHVICHQySqIwsS0JPnS8YunPuF01kvk4DhoZYwkJ7NIloN6NAiaj3uOGVfOFm6tODejdYzJWpt2yJprbiMvWfLm/qwxFSPu7iS28z9YBTgr9yQ0d/HRJRQYSUORvcK+lDk/NQFCUr4ykkYOhOY6eu71uJpN39wqKiQha4J7WvpOV07e2POfWqokBTUZF7tcuWqfd5FFf+bSPdc8fFtoXL37WZBi9bCO98wU3oxLoG9bqGeNJCeyTBoJ7IJwzqyRduKVZ6+b2VJ1MvhISQEs0dxZ2YfPT55orc91ntrD6W3wPAyMYarN8S7q9DIiqIEMiTqU+95/TU/T5rpJ2AYaSqjrrMqu+x/F5VS1d+bzqZ+r7PqRdQFAWqWrmZepRhT73fjfKsXjYOCwWdBae2CDP1VD5Wl0qT+hoDKhRsNbRzkTFgaIgnbbSHTUQTZRhLSTQIsPs9+cINCLs2ytM1NSvj5TbQa20vrvy+PWris5UtmLzjiD4eLaXr3FPf+zW/+hoDbWGeaFJpSSlzx10Fd7/PbpQX0N2gPvN9K2l1v5dZKWFQL5OpTH2f59Q7DbI0FTArcqSdWtZGeX6NtOvtCFFNUVET0Jmpp7JyMvWd5wtux/sNmzZ63wsYKhKmjfZIImMqEhH1Hwb15AtFUaBpipept20BKYGaoIZkl5nP7ht8e5HZhqRp48PPNzOo72fu36Pr3OQhC+9DYOPigu7jKClxhCGx7Kbf9+lYvvLj30EL1fXpPmjwEDL3nPpC9kQ7jfKy788tv88K6pMFjLSzTSy76aSCjr1P3DnqfS6/d7qwO5n6MsyD74mml6lRXopPmXrRyz31AFAT0rmASmXjTcvp4fkbMDQkTbvo8zwiKhyDevKNrqpIps6S3Yx9TVBHskumPmla3nXCMRP1NZ0nppYtINNOrDNuZwn85d8rcMLs8V5zlkJsaY1iZGNt0T/PYOF2ve5afq+YUSjCQmzHWT3eR0tHHEtXteDI/Xf0+isUI7llNeLLF0GYCQb1VDAp85Xfp4LvXBvuU5zEetdMvYQRdG6TsLIb5XUX0wdGbo+GfY4s7MD7iRro25goO7UooiqVOf9cUTWgHIsNBVR69IXdyz31gBPUM1Cicil0u56mKpAS2NIWR12ob4uPRJQbg3ryTXqm3g3ca4I64l3L79P2qq7e0I5J4zoz72s2hXH1b9/B7684LOv+TdNGS0cCryxciSP2H5fzGNZu6sB2ozJnpd/60Ps457ivYuw2Db37wQY4M8+HtGInkRw1CeZWE3q8j0Qwhs+XrYK51XgMaQgVfQx6w0jEly/yGoAR9cRtWpcrNlIKaHSm5pj5LaTT4AnofA9zJW3RbaZeq2tETV1jj49bSYRwfn+aqlToSLvylN9L9+/sT0zvNMrrZQ+TuiAz9VQ+Zqry0u2jlI+7daWlPY4erkpEvcSXFvlG11QvQ+82mQoF9Zx7U13L1rVlXmba2NIaQzyRfSLnlomv3ZzdkK25PYYtrTEsX5c5Vq21I45PljfjP59s6MVPNDi4gU3Xk0zFTkKqha0DBgPO9brOqi2U2/BLmjxZpcK4+9tzB0fOe4XsLlOvqFlBupQSuq5AUbIb5Vk97KmvRs7ebneBowL3vap6ycYE5ubnnvre3bYmpCMc4/sklYfbe6OnTP12W9Xj5EMmYMdthyKWqMCtPUQDAIN68o2elql3m+PV5Ajq3eDc0NWsINy9/aqN2ePR3L35kXh24Pjeko1YtrYNTV2a77lB5vufbir65xksLHflvUujPMU2gQKD+lDAuW1vg3q4Qb3Fk1UqjEhl47stv++2UV52XzuRmnuvqyoSXYJ62xbdj7SrQkI4Ab2qKRU5WcRpPljG8nu/9tTLnjOd+YQCOuLJyvtb0eBgeSNwC3v+BgNazrHGRNR3DOrJN5qalqlP21PftfOp+/U2I+qwqstsc3cf68r1mcF++u0isews/n8+2YRl69rQ3NYlqE/NR127iePW8slXfg/bLDhTr6sadE1FuK+Zeoujb6gwwiu/zxF4iZ6DMqdRXpc99bazx1zX1azFSFt0LiQMFEIIKFCg5RjvVxHKNqfe/Yd/mfqcz9sCaKmpDQNsfYmqRGf5fWHPX7cLPhH1P+6pJ99omuIF3m5WvSage0Gjy/1Q2GZkHZasaM64zN3HunJDdlDvLhREc2Tql6xoghACNV0asriZ43iyjB2UK1y+cjpFFJ6pB4CgoSEc7Wv5PffUU2G88vuc55aFdb/Pnal3thKZXaZ2DMRMvS2cioVc4/0qgaLqJRsTmMEdaedDTC+l819P5cv56KkmsaZpIxjIbihL5KdCG+W5AoYGK9WPpC9jc4koG19R5JuOSBKmZWNTS9TLctUEdUiZOR7KDc5HD69FeySJWNr+eXcfa67ye/ckO1dQH46a+PCzzWjNU36fMG3IAZZl6y92qrw1e0+9BVnEHOxQUMu5NaIQisryeyqOG4TmyngqBZTfKypy7qlXVAW6pmSVjNpCQuTJZifMHsbdVSghnYyxpqoV2SgPqSBA2qWt4JEFjETsLSv1POlt93sjVbafMLlQTaWXLLL83m08GsvRJ4mI+oZBPfmmoS6IL1a34p4nFyGRdBvlOW/o6Zlyd9/8sCFOl/Sm1ph3mVumtaWl83udt3Mz9ZkfDqZlwxYS9bUGWjoyM71uUC8lP1Ty8TL1XcvpepGp721Q7+6pF2yURwXqbJSX48IC9kSrqprV+E5IQIWSavqZGdRbQuQtv3/tvdVV2QxKiNRIOxUV2ShPUZ3PD2mV+r3b/Tv3f1DvLgypvUyy615QX3l/Lxr4vD31BZbfe89X7qsn6ncsvyffnDVnMh544ROsb4p4WfWaoPOUSyRtIDV+3F3pHVofAAA0tcex/WhnDJ0buEfiObrf2wKGrmYF527gPrwhhM2tXffUdwaZ4ZiJWs5LzeKW02VkjqSAIkXBe+oBp4FTr7vfK4qzf5aZeipQt3vqZc9Bmaoga1+ykBKK6jQxs6wuAb8t8wb1i5c1Yd8p2xR87JVCpOala6pamXPqNSfyDS99B1qwtmSPm9y8OnUA/R/Um977be9yLEaq/L5rzweiUnAregotv3e3i3ARiqj/Magn32iqiik7j8SbH671Mu5uUJ8+q97NgA2pDUBRgKa05nZuSWGurLplCdSFjKy5927mfnhDDZava3dKaFMnY+lBZjRmAsP6/GMOOJYloKpKRnCkpILrYoL6oKGhLdL7oFxRde6pp4L11P1eAt0GZYaW3QxPekFudjd4W0hvP3TXuxVSwqrCk1ZbOIsYziSAygvq3XT2lud/VeYD6T9CuOXLvbu9m/lkUE/lYEsBRemcQ98TdxEqwb5GRP2OQT35amh9ENG4hfZUcGfobvl95wmIaQromgJVVVAXMtDUll5+L1LXtzKCc8DJKDfUBdEWyQz8oqkFgBFDQ7CFRHskiaH1QQBOdr6+xkA4ZvZ+3FqBbCF73fyonCxbZB+3lfodFxPUBzTE+7DFQdF0ZuqpYG639lxxu7OnvvvXYl2tgYRpI5YwURN0KniERGqPuZI1tcPdM28L4QVWLilkRWa6e+JuN9BU1SurrSTGiO0wat6F5TsArf9PmdztTr3N1Ou687xmR3EqByFkwQE9ABh8vhL5hkE9+coNplenGt15pYLpe+ot4c3ora81MsbQufvtpXQy8HU1Rsbt6moMb3+8WwXgNs5rHOI8dlu4M6iPJiw01AUQjpm9HrdWqI1NEWy7Vb2vj+GHhGlnBSmK7QT1RWXqA1pWFUVRNA2CmXoqkC26y9RLyB5OPIfUutt/Eth+q1RQLyQUxdkvaonsTL37f73LfmghUZFz3nsihISqKjl/3kqgKCqgD6xWQJ29IHo70k6FonCPMpWH+55RKPf52qdzAyLKaWB9OlLFcffJu3Ph3aA+1qX8Xk99KNTXGGhuTy+/7zyx7IhmZm0tW6Au5ASZkVjnZW5Q31AXyLosEjNRnyrzD/e2iVuBVqd+5mqTTFVOpFPs1O+wiKA+oGuwhcjKcBZK0QzOqaeCeXvqc51gStHjfui6kAFVUbAlrVGnRCrIzZG5dh8vV0M5IWVFNprribeIoVbonPoByNtT38ugXoECXVW5R5nKwu75rTWDAgWGpnIRisgHDOrJV6GAEwSub4oAyN3Ux7Q6y1frawIZHeuTVufs3Y4uM88tW3qZ+3CsM/MfjXfu0Xcu67xdLG4hFND6NEO9UK0dcd+rAfyQzJWpd/fUF1F+Ggw49+Fuc3Azl5uaoyhkmqCisVEeFa6nPfU9URUFdTV6xvQNKZ2i/VxBrpupzzX6TUrZ68WschLCGWmnaxU60m4AEn0M6gGn+Rj31FM5CCGKHsfI5yuRPxjUk+++svUQGLrTNM/dq/37F/6HNz5YA8ApsU8vv28NpwX1po16N3BPy9S73fTdyzKy8XETAUNFKLUYkB5YR+MmggENwYDm+576pCWwMbWYUU3St0O4OjP1hU8LCKYWdNyJA8vXtQMA3vxwLd76aG2Pt1c0g43yqGCd3e9zXtpj+T3gLCo2tTvPOTutLFpVFS+j2vXx7Bx756VERZav98SW8BoD2lV4/NXI7b1Q4ESwnJzMJxuPUem5EzOKYWgqy++JfMA99eS704+YnPF1QFexoSnqldknLeHNOK2vMdCWFtSblkB9jYGmtnhG+X0yVWqYK1Mfi5sIGhoURXEy8ulBfcLCtoaGoNH7cWuFMk0bm1qi2Gn7Rl8fp785mfrcjfKK2lOf2mgcTf1tvljdgl3GNKK5Pe4txnRL1Vh+TwXrbk+9InK0qM+hvtZAa+p9SaTdn6apWeX0dp7ye/d2XUfgVQPpdb93FvUsO7sJIPUv28vU9/73rOeY3EBUCu7Yz2LouoYkg3qifsdPayq5kw6dgOENIS94Ny0BXXUz9QFE45ZXupo0BQKGhoCuZgT17qi7Wm9PfWfwF4lbCBhOQBkKZJbZxxNOOX8ooGXMrPdD0hLYUIWZ+qSVq1Fe8XvqDcNpiOP+ntc3RRBLmGgNJ7Kynrk43e+ZqafCuAnz3HPqe+5+DzjvJ+4ioFvOryiAripZ5ehu8N519Jst3bL86st0CyGhQvEW9dyKKAAFbZmh4rkVHX2I6aHrCpJVuN2Dqp9tF9f9HgAMTWH3eyIfMKinkhu7TQNqQ7o35i5p2l6mfmiqud3mlqhzWSrADAX1jD31btMqXVMRDGjoSBtrF405mXoAqTL7zsWAeNJCyNARDGjePHu/mKaNjc2xnq9YYZJWdnZOsRKQilZURxwFilMRkQrq2yMmVm+MIJG0CxqXpWg6BDP1VKDOzHr2ZUqB5fcBQ/NONt3ycyVPObob9HcdXedl6qsxqJduY0A3qO/82dZtqc7Gn5XOrejQ+pipZ6M8Kgf3PaMYuq4yqCfyAcvvBxHFjKH+vw/7/jjWkG0Qm3Rkt9dJD+rNtBJPt2P9ppYott2q3pth72TcU9e3bO8ERtdU1AR0/O75TzCkLoiD9x6DWMLygvpQIC3zJiQSpo1AqlFe1Ofy+4QpvMWJapKzUZ6dLKpJnitoqIjELEjpVFMsWdEEAAU1EeOceiqGcIPwnN3vZSGJegR1DZYtYAsJN4ZXVQWqltkoLz1gF1nl987XlTjnvSe2kDB0xQsw01+n67dEMGxIELWhwvtqUM8sW0BR8jR4LJCuqd74V6JScidmFMNgozwiXzCoH0SUZBTBdf+F0IOw60b58hhG22qoQ7f0HNQHjc6g3hReZqiuxoCqKtiUCoZNy0ZNUM/I1P936WaMGBoC4JzMfO+Y3XDLQ+9j7aYOAM48+0BGpt7JyL/x3zWQEth6RC1WbWhHW8TfgNG07Krsfm+anT0OXIqVKKr03hUMaIglTHREkxBSYtnaNucxCgl4NB3SZFBPhbG7ydRDFp6pB5y+HF75PZwsanpDvPR/Z2fqc3+/Gjgzp+G9/tMXLyzbxqoNHZg4dni5Dm9AsmzRpyw9kNpTbzFIotKze9koLxbnZztRf2NQP5gIJ8CMTpwDUTfSn4dY+W9okU09Xq8mpGNLm1Oablqd3e8VRUFDbQCbUmXrSUtgSJ3Tyd7dN//O4vU4dOoOANzyex3bj6r3uuZHE5Y3Bi/9do+98hkmjR2OkUNrnGCzKbv83rSEN3avr0xLVGWH19x76hNFNclzBQwNkbiF1rDTfGz6blvjf8uaCypNVlQdwmLJLxXG9rrf935PvZEK6qMJG4HU+4Bbji6khJDOokF6Fj6rUZ5bll+FmXohnf2xXqY+I6iXWLGhnUF9P7OszkXt3jJ0FeEYgyQqvd50v9d1lT0giHzAPfWDiCJSQayq+fcgqgrIngPZ2qDuNbBzyu87PxQa6gPY3Opm6p3S/FCgs1z/w882e/ux3NvVhnS0hZ3LWzsSXlf8YEBHNGGitSOOtZvD2GP8Vs73DQ3xHCOAlq1r69WPnUvSEognqm/MkJlrT71tFjXOzlUT1LFsbSteeGsFFAUY3lCD+lqjiPL76qt0oPIQ3XS/d8rvez7xDBrO8z4aNzsXCdC5x9xdjErfX991pJ2o8kZ5Slqm3sxYvJAZTUepf1i9CIq60jW1sOonon7mvmcUo7tpDZtaqq8PEVGlYFA/iCi2E2BKxcegXlGhiAKC+lBnAzWrSxDZUBfA5pbOLL6uqRgzagg+X92C9VvC2Nwaw/otTld593a1IQNtqWZ5rR1xNNQ6e/NDqYZ4K9Y7M9JHDasF4GSQc2XRP13R3KsfOxfTtKsyU+8E9V1OMnuZqf/a+FGYtus2MC0btUE9NQNbLbz7vc0gggqTPle+K6XY8vtEWvm9qnQGuakTUSvP/noAEHbuBnrVQKTm1OvuIoaZnqkXWVUJ1HeWJYpuNNaVrivemFeiUrKlzF0d1Q1Dz78ItWxtaz8cFdHgxPL7wcQNkHzM1EtFAwoI6mtCTrY2YdowLYGaYOdTsaEugOXrnCDcSgWYu+00Ai/+azl+8+QiAMCaTU5ZtuYF9To2t8Rg2QKRuIX6WjdTnxnUD0l9P6BrOVeKP1vVUvTPvPq+n3ZupE1zeEsUB6k2Vt/7ctH3WU4nRyPQEwrqXw1431PjrRA1I4q+L1VRMHbrBnxl6yFoTs3/1lSlsPJ7ZuqpCMIrv891aWGZel1VoakKonEro5u+l6kXbqa+M2DvukDVOae++oIsKZ2mV6q7iGF3vkdaQlblQkWlc/bU97H8XlMzxg8SlYpTfl/cbXRNyxvUr1jfjum7bdMPR0Y0+DCoH0S88ns/M/WqBqXA8nsAaA8nnH3ztZ2Z+qF1QbSkAkB3vFrA0DDvoJ29DvhrNjtBvZtRrgsZ6Igm0Zzapz/EzdQbOuKJzqDeXVEOGM5KsS1kxgnVl2uLK7+Xtglz00po9cMQ3HaXjMta25rRbiUxbvjWRd1nuTVv2YxaXUdNfa33Pbt+FETNsF7fpwIFIxpqADilvbZdQHDATD0VQcjUvO+c5fc2Cg1HA4aGWMLK2KPv7TFPZUPTF6USya576pF1HVdLexzhmIkxo4cUeDSlJYRwqmkUFYrSpfzeElmd/qnvLCG9RZTeChgakpYodJcJUb/pzZ56Q1chpIRlZ2/129gU7dfeRkSDCYP6wcR2AmLpa6ZeLShTXxtynnrrmyJoCycwaliNd9mwhiDiSRtt4UTGm/5uOzqZ4lfeXYUNqfJ7N0ivDemIxExsbk0F9anReJZwqgFWbujwGl8B8EbexROWt/8+EjOLHkFnJ5zFhyF7Hobg6HEZl3265hOsSnRg9u5T+1xeWUofLv0vth8yBA07+NNMUVfVwubUqwzqqXBusUzOUlAhUdBMOzgLftG4BSnT9uh36QafnqlPdOnN0bmnPnsZoTWcwN/fXYWzj9m9oGMpNSE6ty9oXV6nlhDM1PvA7o9GealeEAnTRijg46I9URe26F35PQDEkzbqazrPy0xboCOWRCRmonFIsF+Pk2gw4FLYIFKaRnlaQXvq3XL76373LlrDCUxK66jsZnTXbOrwyu+72tKa2UylNmTAFhIr1ztj7epTgfqwIc7ou1Xr27H7zp1Bqrt3NhrvDBrXbYkgaYq8ZWG5mt5Jy9nHn7Czj9ENAKqty6tlS18XITSt8PJ72NXXaJDKo9uRdhAFpzA7M/WpzL8KL1PvBrnu/3PNW3aPw86xJce0KjswFrJz5rSmKRlj0mxbFlZhQ0Ux7b7vqQ/onaMYiUpJSGcMZjGMVKKm64Joc1scUmaelxFR4ZipH0yE6TSLKrZVaTGUwrrfhwI6FAVorA/ihNm7YGh956psQyrLvmpDB0xbePvmXVd8e1rW/dWFnCD+izWtADob6O0ypjHn9TuD+s4PlQ1bnJL+jkgCw4fWZN1mQ1MEY7cdmvE9aaaCeiv7pMw9AU6YVlVlT5wtCf49RzRNzeoYnvuKOiSDeiqQSAXRubJGipQFNcoDnADJCepTt0Vn9trskqkPGhoSXZphdo60y36Om1ZlN5sTaU2vdFWBmRbE27bMuVBBfWPbfX+/NdygPmmj95ukiIonepOpdytLurx3ugukkTg/94l6g0H9IKLYlr9ZeqQa5cmeT/xUVcG0XbfGQXuOydo75Z5Ar1jfDimRtecqF7ecf3mBI+mCOTL1bamRee2RZM6gfn2OoN5OOBUDuT6D3IxcIimAuuzL2yPJ/8/en8ZKkqXXgeCxa5tvb48XL7bMiMi9srKyKlkbq1iVZC1cRFFDSRTFgoBmNwRSaBD9YzQQyPkx+jMSBhwBkgD9GGBAAd2gpnsAST2EJIqU1FKRLLJIFllrVm6RkbEvb3/Pd9vuMj+uXXNbrr94m78l3j1AIl+4+WLubm52v++c75ysgXGSwLnALj7yfcNRmd98Z0WAZTuAELjz//za5HZGg9rV13Dxa/+3I31Ng4Njqxuh5tn6Y2qXOfWAZOGDiOI7769mfh6qUE/SQl0V5r5nZ/GaCmruXFe8x5TtrqF1TOB85ElgE5K5/QNSfn+C+xGnFpTzPRuNlaFGy/JqsmGYoFHbewypgcFewPYzU2+PxkXyUAo+w9QbGOwPpqg/Q7BYMlmWHkiN8rhcRD/htX7yM1d33J6Z2+3iZRVTr1zxnwQv7RQHuU5xkC6IuqkZXxkqRi+PJJ2pH2iKesVqxbG+67zeDk5kUU+ZqKgjDhMjZ20Of4cmkzt3AdOf+tmJ7YcO3W//HnhkcnJPIzY7QWaQWYEQELtceF69OI33727h0Xofn3p5SbKoQsnuVaRdWtS71aJekdtUK78/2RJ2IUZO1sS2Cs7+hqmfDOhhMPXqepYr6m8/6uD5KzOo+6awN5gcBBd7NmcczdQX10ZK3WSKegOD/cEU9WcIFk8mapInXyRdnHCGg9C9vmfjwaqcjw80s+xlOA7RyuzHIZPfB6OLh5KCdfvVoj6hDBudsHp7IAvAYTRefh9qovMAYH17iOcvz2i3HSe4OLhx005QyouEskwxoYPdmEb9+usT2w8dkq3H4NHezBINTgY22mFmkFnBLtRDCs9dmsFzl2YQxhR+OjaTucGX5Pe6aEwVaacr3hPKTnRhnJfSlg0tGefgJ7ghcVohjfIO9hy2ReDYpMDUBxHDzQcdvP7CZAxPDQwAmVO/1/UCIRaIZSEsye9VhObQyO8NDPYFU9SfJXA62Tg7pPJ7SFM+Ye+fIfgf/8brGAQJfM+eCJvt2ASEWBhGo6JeXWC6g2pR3+lLR9YykpTV7UfVxe6Iqa8W9ZTxLLbvJIFxASEwWaM8NZ+ccKA65XC8sAjELoweDU4eNrs7MfW7l98r1Lzi5THvBk+ZjH5zXYL+sHheyHLqNVr1JOEnmqnnIu9+X5ypp4apnwgo55nR3UHgOgTDXFEfJQz3V3umqDeYKDgXcPaoNLFgwXVIZaZeNUsHhqk3MNgXjPv9GYLF6eSZenVyP2AU2XTTw8VzTcxP13Y1U78f+K5d6AgrKZhOft8bxtruMQsDCAH0o2ohqC5QZXkuAHT60Yl0xVeFyCSZ+izz+wS+f1jWriIZDU4e2r0IUw19I9ESfNfy+3GQRS5HECVgaUKEY5PqTL2oxt4pJIyf6Jl6kTPKs22rwNRzLk70vp9WMCZgHzCnHpAjZUHuOhTFFNs9feNY17g2MNgPhNhfWo5jV4t6db4JDFNvYLAvmKL+LIHFE2fqkTH1J78wUnnUCmpx3ulHlft2+pE2LoiGIShsDHVFPdupqI8RJSevqFWFNpmg+71jF53ETxIsQiAMG3kq0e5FO6h6dp9TPw5RwpBQju/eWAdlHBYkO1puTo3k97qZepaZ7p1E8NxMvU1Icaae709lYNj9ncE437PRmA6uYyOMR9eoOGFjZ5M3O8Y3xOBwwHafFlqA65LKaKJSBpVl+QYGBruDKerPEI7G/V7N1J98+ZRXZuqj8fNc3UFckDYqsDgAFUTbWeaZ+72eqU/GzNofJ1jG1E/uNZQK4CQqFWDZhqk/hYgShjBmaO0gv99tpN1O6A1jvHNrE4wLJIzDtQkSWp6pl//XMvU5+f5Jg9rfvPye5d4bZWJfDYntbnQiG3gnBZTtj+ksw3NIoRiKKR/LeK63T97ol8HphNiH+z2AVH5fMspLZ+pPpIrPwOAUwBT1ZwlHIr8fzdSfdHiOXTAWihL5d6gp3ruDWGvYx+IoZeqLTQwhRnnV45j6mJ684lFdTCedUw8A9AQqFQxTfzqxsS3NDad3cL/fF51Uwu1HHWz3wqwod3RMvdjJKE8V9SePrVfvKSvq7SJTz8X+5Pfb3ajS+DAYgfHDMSb1HBtRaaY+plyrlFC/FwODg4LtI6cekLF2UVw8NtV58SQ2PQ0MTgNMUX+GYPHkyOT3p4Ht9N2SsVDKcgSaCLpuP9IW+zwOkQiSsfwK+TgrXVHfC2JpFHdI+Mb3H+H+avfAz6MW7ROdqVfy+5O40LcsQJzA/TLYESqZYqeZ+oPK73/289exNN9ETHk2k+zaBKw0a67+1hVTarGqGKmTBJo19FL3e9vKIqaAUZNir4X9Vi8szOYbFMHY3t3DdXDdElOfXnfKRo4AsKlJcjEw2A+42HukHaBn6hk7uUomA4PTAON+f4Zgsckz9Up+fzpm6u0C+66Kb61cfhAXMu0VeMrUV/NW5X2JZWmL+ihmh8rUb3dDbHdDPLs0faDnSTK2boJMvUVALAvxSbxwW4apnzRobxvR8s1Dfc74zhY+6t7HzHYNpFNdYZJgGwflxqcbHl58Zhbv39vCesp0OmnecpRQNNI8cMHHF78ZU09PHlOvmhCqwHRdu9DgVNsZ31sRut0NkZzA93tSwLg4lPOt59iFGWVV1PcGMWZafuG+231T1BscDrgQsPclv7crng/q/HiSE0IMDE4yTFF/lnAEkXaH5X5/FKgU9WnRrmPke8Ok0lUGAJGEoGIkUx2GCRo1N7so1X0HQ00UXkz5oc6NRQlDp39wR+MRW3fgp9oRhFgHVipQxg89GcEiZqZ+0gjuvoX1f/8vDvU5FwD8vSkAf/mHY+8TNS4c+HUaNXnJVEynmx5/cczRSOsmvpui/gQ2tFThTdLGbN21CzPZo6g+Bs/Z/e+u3Y9O5Ps9KeBcHMr51nOLbuJxen7tBbo0l2TPzRkDAx0EF7D26X4fJ2X5fXp+NI11A4N9wRT1ZwgWn7xRXuZ+L07+TL3v2VjfHrkAK2ZD57w6CBJQJiqFJE8kUy+EbApstANcPu9kLq6thoueRv5IKTtU86goZtg6BEfjo5ipB+QFPTmgBPn2ow5eenbukPYohWWNnM4MJgKRRr4t/o3/y6E95/feX8PXv/MAf/3NF8beZ3V9HUsHfB0LFn7289fh2DJneRjI81xejZMnmcrnC3qC5aWsFGfp+3YawcdhEzKS3++RRWv3jFHeTqBMZD4jB4HnOoWiXo039YZlMzIOzgUGQYzpZpHBNzDYK/g+7Upch2RrLgV1XtzriE9COdw9NBoNDJ5WmF/BGYLFKcSEmfrs+U+BUd7CdA0rmwOI1NgqTjhqnq2Vyyt5/aDMutMYTNjZfYYhRbs3YqZadQ8DTaxQTPmhzpkqU6TuoBrHtxeohT05hNzknSDn6Yqf8173/cFqD32NCuIgsAjJik6DCYFzgNggjndo/0WCALYH2O7Y/w5r9Gi64aHhu3BtG66byu/jPKNdlUArZEZQJ3DGnJZ++zVPfl5qJpsJxdTvbcHdGybGzXoHcHE4kXa+S8CFyK5f6jPvD4tMvbqW6ZrNBgZ7BT+A+305AWe/jcOvf+fBnl/fwOBphCnqzxJYMnmmPmV4LXbyi/qL55oIY4bH6wMAQEwZmnVXO1OvLj6V3F8agaY/ozBmCCKKTj9f1Ev2pGyaRSkH4wL7MJPWQknZVzYP5mpMS2zdpOC5dsZyKixvDsbeX9e57wVJ9t0dGixi5PeTBmeH4kSfR5IcjoP4XqFY+LyLc56UjiryUnls0cP64R8iyr/9mieFfL20cTaS3++tQI8pO5FNjJMAxgWEOJzzrZ82YdS4V1bUl+T3ytS1fLuBwX7Axf6L+rJZLs3MOPd2vvjg/rYxfzQwgCnqzxQszkY58hN7kdPD1C/NN2BZwAcPtgFIpr5ZcyvsGgDEaaE/KOf+sgQ0ZeqDiCKIKdr9CCxdUDXr0jyrPO+u5KiHlVWv9nm9fTAJfkxlcWQdQqb3TvCcYvIAAKxsjG9IbHbCSgOkP4jxaL1/uDtmGaZ+0hCCwzrk81BMORzn6It6JfkMk+rsOaBh6tO59ZPIXKsFdSa/z5j6uNBU43tsSAghTmbSxQmA+lwPI6fed9OiPj2vqmtMvyS/DzMDPcPUGxwcXAjs53Re82wwLhDk4oApk6oVIfYmwedMnMiIYAODo4Yp6s8SjmSm3oKwyKnIqXcdG+dm6vjg3jaEkPPyzbqLmPJMkq+gLhhlpt5iMZg1kt+HEUO7F6GTRl7NpDOLKgJLQTFXUXI4n1OcsTIHW6jFCTt08zkdfNcuXMwTyrHVHd9p7w0iDMPiZ9gLEqxuHS5TbxFiZuonjUkw9ZRN3AdCBwsWHLsYacn5KOKpUtRnDvIn7xgr59S7tg3HJhikpmrl++0GQsj/zEy9HllKymHk1KuiPqBIKIcQQLPmVsa/lBHsVvdgo1oGBoA0ytsPU9+sewCKxyFjPBtp2st5hguRESkGBmcZpqg/Q7AEBcgReCNa5FQw9QBwYaGB2487meS+mbpbl83ylEtreabeYgkEcUAsSzL1kZypf+fOJs7N1jHV9GBZQKc0L64uWGV57n6hmL/BAeckKeNZjvwk4XvF5IHeMN6xIdEPEgxKcv1hmFQ9Dg4Kw9RPHIJz7Iva2QEJ5XCO4LjVwXNJIdKSCwHPUY2+4nmEnYaZ+lyB6bs2+kGSFZ/AyHdjN+BCRfidvPd7EnCY406uI6NCB2GSzdW3Gm4lfUVd69p9U9QbHBzSKG8fRX261so38ykTWbLGXtQ9XIgTOdJkYHDUMEX9WcJRyO8BwLJPxUw9ACzM1LGyOcwKTCWXz7PIwOgCUy48LZ6AQRpmRbGU3291Q9x+2MGFuQaIZaHmOeiW5PdK6qqT+u8VnAswLl22D1rkJpQfCePpuXaB3RwEOxfo/SApfPZCyNnQQBM/eCAYpn7y4Hxfi8A8ysqXozpudXBtUijeOReZLL88XqOKuL0y150jKMDUPuVZt5pvo19h6ne/eFZv8ySOG5wEZDGCh1DUW7CkV0mYZIX7VMOrnCNVA+oojimDpx9SmbT349cmBM2ag63cLDzlHG7aEFWjSruB4HtrNhoYPK0wRf0ZwpFE2gEQ5HTI7wFgfrqG7V6YFYxZUR8WF+MZE14p6im4ZcMhBEHEEEUMy5sDvHBlFs9dmQEgs+qrRb18vr0W9TqJuprnbdVdDCN9YbzbJnZMj4ap91xSSBnoBzGGZb+CHHrDuPDZD8IYXAgE0eHO0VkWkSsEg4lBcHpgpr7dL/4OJFN/TEW9Yxfc7xkHbNsCsazCMZ6Xk+7V3Xl16+BxlU8CYwI2IQU/jZpnox/EhUJ+T0W9MgY0C24tVLPksBpSnkswDOmIqa+7SBgvNFVUA6p3wKQUAwMAEBDY7+HbrLvY6pXk96ohulf5vWHqDQxMTv2ZwhFE2gGQZnn8eEx46h/8H3Da93d9/49HFNONDjq/+xb+h+Y2rqx8B+ebfYT/5V2sNrzsfl/zHgEucOmd72J1czq73WEhOHEAJmcVo4Ti+cuz+PiLi9l9ppseVrdHs9/5BZYuPm8nrG0PMT9dK9wWp87brYaLdk+/UOsPY0w3Pe22PJKEwTkCxtN3bcSUQaQZt/0h3ZF1HwQUg5xbczc1edqPJ0HCONxxBWD63gVnsI6gAXYmIcTBi/pejGdzofMJZUfSjNLBdUpMfRpR5jrFxlXeyEm54JfBuNBKsVe3Bnjp2dnD22kNpNqheJvvOhiESaEoH7fv/SBGq148xximfmcc5kw9IM+rwyjJvF9a6TWsP4wxl1431Ez9MKJjjzcDg91CCOw7krFV99DujRq0jAMNX15393LO4FyYxqGBAUxRf6ZgcXY0TL1F5GsdA/yHfwmn+wh05pld3b8hBM7ZQ7B2jHN2hGac4JwdQnQ5klD+PASAc6QHAPCCCEnOnK3nn0cQNwEAYcIRxhxTjeLK+NxMDT+4uQEhZGzbbGu08C3P3D4Jm50QjBelxqpwmKp7WB7jIN/bbVF/ZEy9DSHkmEOj5qIfSOZ9GCVo+G72f4VhEKMfjPZfeQcIIWfrGzW38hrjsN2NcH6urt2mXNlNUT85CMZgHbCQ6A4imY+cPk9C+Z6OgcOE65BCDKaSozq2Vchhzs+Vj2O7270QCzPVY3N1+2BRlbsBY9URhummhxv3BwVp6zhGrN2NKkW9cspP9iClPUtQxomHVVi7jmTqb9zbRqvuYm5KGrX2glFR/2i9D2JZ4EKg3YuwMFPb6SkNDMZCnQv2O03VrLtYXx6pkBhjcB15DhnXPNSB79Et38DgacXEivo/+IM/wG/+5m9CCIFf/dVfxS/+4i9W7sM5xy/90i/h4sWL+Bf/4l9MalcMFDgbRc5NEsQ+NqM8EvUQPvNZxJfe2PVjfv+/3sBzczO4HXTws29cx+//6R187aWXcTFlxqKE4ff/1bcBAK9fPoeff/P57LHf+MYtbG4OAFBEMUWcsEw+pjA/U0fCOJY3B/j+jTV8/vVL2bagnHv/BAxDit4gwWy6WAOQSX9bDReMc0QJy+KNFHqDGFjEE5GwozEcy5yaQ5oW9fJz6A8pXNvGv/q99/ArP/+xbLE7CCmGYYKVzQEuLDQLYwaD9Dl2A84FOr3xRX3GIJus+slBsAMz9f1hAsoFvPT4oOx4cuoBmVWfZ+QFl8yVYxeL/TzzNK7I3e5F2qJ+84BRlbtBwnhFRjvdlDPZ+fizcYzYVi/ClaWpwm2jbHvze9JBzQ0f1rG73YtgWRYer8vzZC2LJZTf3w8+XMe9lR4+/7GL+NMfLmNte4Dpple5ZhkY7Abq971fpn6q4abjPXJ8ijKRrQ32NFMvhNaMUz3vSYZsRohj84QxeLowkaOIUorf/M3fxG//9m/jd37nd/Av/+W/xPb2duV+//bf/ltcvnx5ErtgoINgEEfBPh5jpJ0VDyDcxp4fp/Ld1SJILdK5GJnkuTapuNVTpk7GAlHMECes0rWebckC/Js/eIzNTlBY3O80R65DECXoDYvz+WEmvx9JLfOIKd+1IiBJjsZwbJSpLBebal5+bWuIlc0B1rYDbOf8A4YhxSCgeOf2JgAUpPo6g71xkWEx5egHsXYbgJz83kj5JgXpfn+wIqYfFh3Zj3Om3nPtQlHPBIdlAY5DCp4Z6jdoE2t8YTwmZmy7G0FMmIhirLqwnEnPXY/W+4X7lZGM+V2p36GR3+uRpM2Ow1JHfeKlRYQxwyBMcO3iFGxC4DlENnUB3H7UxeJcHc8sTcGxCf7t1z/ED29t7Oq5DRFqUIYq6vfbo51p+RBCXvcBWeCOZuqLa5adjj8uhFb91B3Eex5xPGpECd2TT4mBwU6YyCrorbfewgsvvIClpSU0m028+eab+OY3v1m4T7vdxn/8j/8Rv/RLvzSJXTAog1Npf3QETL2wjoept6I+LMHAvb0V9Z977SJeuDKDz3/sIlyHwCZWNv+61QmQpIV8zXcKhliAlKyqdXAY08LcrAKxLHzylfO4cX8Lw2h0n7rnYLhH9/YgpJWiPsoZ5QHVIjeKaSFyayccVWfbS7NoVVNDMUkfPmpnBUTe7T6MJVN/80EbnAsEEc0icXRFfXtMcRQndGx0HuNiJL8/JekNpxL84Ez9MEgKRkqUiWOdqc8X72rG1CHF24dpJGPdd8Y6NefnS/NIGEdvOFljM8p4Zba7kf7GHm8OCvcrozeMtYW76o3pFq3GfT3P1B/OOffq0jR+8tPP4mtffRmLs/I6WPOc7JzX7Udo1lxYsPDGS1K6tbFLFch2Z/JqEYPTBdW02z9T74EQC8vp+YXzUaRdman/3o1VrcReNRZ0jXzGxJGonA6COObGud/g0DAR+f3a2hqWlkYuRktLS1hdXS3c55//83+OX/u1X9vX87/99tsHjkQ6Ciwvt8EYw527dyvbrt79PTTeX60+aFJIaZ6tbg9DOtnXvUIZBt027mre9yRRH65hAcB6L0Qc7f49+gTwawCQYHUtALGAldUN3PWHuLsaYqYpGyG2xdHrDwvvq9cfIGECjHF0+pJN6/cHWFkrFoVTHnB9qY7lrQj3Hz4GALiOwOZWp/I59QMGIQSmGtWfZ7s7wL2HDA2rl932aHkIh1jodLYAALfvPQYPt7LtnSHF6nqIu3efvIjuDwPUPYKVtQkfmwIgFnD/4Qpqoot2T154P7y/hX5PFvV37j8Coi2EMQPjAtu9AFHCcePmbayuD2ATAce28ODRKpqkV3j6x5sRLi34lZdtDyiWV4e4e7da2PcDimm6DR/Ae2//EKI+XbmPwcHhra3BSeiBzg+dboC79x5gJv2NxDFFMKz+7vLgjE3kuA6DCFE0ej/dbh9JQkGIhXZndPv9xwEsC7Atge12t/L+Y8qxsdmv3K4Wsjdv3cfC9OR8A7a3u+CMaj+jx2tdAIBDLKxvbFXOJavtGFtbMe7eLX7+W720mOz2Ku/r9nKAZ87X4B5TM+YkYHllCMsC1tbXJvYaxOJ4vLaNu3c5tjpDnJt2sbK2iqYLnJt28XBlC3fvPpkpvLcW4up5M39vMMIwTZ9pt9sQSb+yfTfn3KZPcPPuKhZqAShlGAz7sCxgeaV4Xb91r4vNzU28dLlI2ijlkO68tNlN0BlSxIMx43YnANv9BL5LMoNAg6OHF4YYbm1h+a23jntXdgWxg2zvWIzy3n33XXS7XXz2s5/Ft771rT0//rXXXoNtn/wfwM3Nm7Df7eP6tWuVbf4H22iEG4guvH5k+xPhMmaXnsV0bXair+Nt1kAaNe37niTcFXlRmb/wDODsf/HhfTBAszWNa9eu4M7mA5xfmgOwhelWHYOQ4lrufXnvBvAg8PK1Kdx53IEQwMvXFjPZah6DpI0H6+tYWFgEsI2ZVgOWhcLzAcAfffchLp1r4ZrG7Vp8twvHb+HatWez2x52HsN1A1xaWkLjZh/cbuLatZFR4OP1PlZ7m7h27eoT3zv5ThdTrTounN/FAP4B0fhwANtr4erVZxH9wRquXpjCvZUeVtopo9mcwbVrl3D7UQfABt54eQl/9sNlnDt/Cc7jh2jWCQQS+I2pwvsFgM1gFdeuLVVe89F6Hx+uLlc+cwC4u9zFBa+O7feBV155Ge7M5D+Ds4iN5b/AcNvHxQOcH5I/3cLS0kVcWJAmlfyP1jE7M40L52fHPmZlbRUXzlePiYMiYB3cXlnNjqlv376JiEXwXQJYVnb74+5j+O4QNd9DvdmoHINr2wHqjUeV26V8dA2zC+dx7fLMoe+/wlsPbsEfovIZfe61OmLK0Ky7+M57q5iensG1a1cK9xne3kQ97FX23V3vA9iC59cr21b6y3DqDVy7NLn3dNKxEazCJoOJHJcKi9tAtx/j2rVrCP9oHYsLM9nvZLmzhs12WPhuxjni3918WPneDc42uoMIwAYW5udwbqaqkNzNOffcBkdAOa5duwaOVczNzsB+HGJ2bqFwDX/n4R04vlO51qvzo+685Kz20H3YrjzmJMFe7WG66WnXjAZHg63bNdTm57H4+tHVYwcBYwzf//73tdsmUtSfP3++wMyvrq7i9dyH9f3vfx/f/va38eUvfxlRFGEwGOAf/sN/iH/0j/7RJHbnxCJe/Aiiq58/7t04dAhiH4v7PQnbUvpvH+zk6LoEQSpXX98OcD1ddNY8G9ulyDjKOTzHxpXFKVxZnKo8Vx6+ZyNhPJOcN2oONjW58+/e2YLv2XgRs5VtUcwqM/MbnQDNVHq/NN/ArUcdfPlTo4tYRPmu58ooPxqjPEBK7za7YeZ8//zlWXzuNWki+Ht/dge9ofycljcH8D0bi7Oy2x5ECcKIwnUJfGpr5fTtMdLeOJHzpjp0+hEuL6iZeiO/nxTkTP3B5MZhzArGSIwL2MeWU0/AuMiKIS5EOlNvZ9FigDR09FwCQiytqVNvEGll6uq+wR79N/YKxoQ2Wu3qhZFi5ftkfaz8nmmMrUZGedXHhBHDw7V+dn49i6Bs8lGMs00fdx93MUyjCRv10bJvqu7i9sNO9u8oYegNYpybrTKb270QCeXGVO8U4KiiChVLfhDl7EzLx/t3t8C5gBCAbVmwbSvzMlKgnGvPI0p2r9uWcIHNjn6kCUAWqXucCGOGRs3I7w0OBxM5O7/++uu4efMmVldXMRgM8I1vfANf+MIXsu1/5+/8HfzxH/8xvv71r+Of/bN/hjfffPPMFfRPNSxyLDP1JGhDuPUDn6Wn6h4222FmSpefqVfz8GqeV5pL7e71lDmcagz4nl1wx1boDeOxF6IoqRb1KxsDzKdu+EvzTaxtDQtFfBRT7evoQI8o0g6QRf1WJ0Qn/TzU/C4g/QZUsb6yOcRs089ccQdhgjBi8B0bnku0+fbl5otClLBstrmMQZggu7Qao7zJQfADLQJjysE4R5LNUgpwIY6sGVWGKnKU3wbnAhaR7vdxwRQzge/ZILbeKK87iPVzoeltuuP8MEF3cS4jxNLOtfaDBIl239NIO11RH9OCAd9ZREInX3zNTHlIGMedx3KEoplLCmk15DZ1rl1vBwjHNID7w3jX3iwGxwupbps8Dup+DwAL0zWEMcvMigmx4BCr0uDkXO9wz3PXgTIY42PXAgDGNviPEnHCYEbqDQ4LEynqHcfBb/zGb+CXf/mX8df/+l/H3/27fxdzc3P41V/91cpsvcFTCMs+Fvd7ErbBveaBn2e66WGzE6A3SBDGLOsY130HSSJZ7+V0Mcp41VxqHPzUWV+xyL5jI9Qs1BPGsaVh8IUAYsrQHoyKes4FNrthlkF8Yb4BLgTuPB5d1OOEI07GXzXur3azvynjcI4oWmWq6aLTj9Duy/dT90dFve/ZGKRu2mvbQ8y0/Gy/hqE0/nNdAs/Vf4ZSFlhFnPCxxVEcc0Qp22iM8iYHcUCjvCQtOmhSdFY/NqO8dBQsSOdLOQcIZE593qE/iCg814ZNLK2DfHcY69mm9JgMJlxQ6YzyyiBjnPt7QZJ9H3lkC25dUZ8wdPs7JFGcAcgoxsmeb5Ws97270mcl3zxViSlbXVlQrW8NxzaAewFFGJ1sJ3EDibvL3SNxfVensYM0aeem5fF5+1EbgDzHEEIqxpuMCW1zcCc1EGUcwzHGuEA1Keg4ECVsbFqPgcFeMbGZ+q985Sv4yle+Urjtt37rtyr3++xnP4vPfvazk9oNg2OAIDbc9RtY+A//56N9Yc5AZ588N/4kzLQ8vHs3xlYvlDF16cXCc2xwIXB/pZcV+oxj90W9K39uipn2Ujk+5yPZK+cCnAutfDyIEwghGT0lG1vdHoJzgdkpWdTXPAeNmoPVzSFeuToPQHaClUO+DncedXF+TmYaSxfxIyrqGx5iyvFoQzZI8ovbmueg04/AuEC7F+H6pZEEOIgoooTBc21QKrQu2vlc7TyShI1lmyLKECUmp37i4Fy6JO4TWUxaGnmkHOaPqhlVhuuWmHrBYREZaVeOr/RdGwJj5Ogx0xb7ioHaK1M/CJJsLKcMLqpfAWP8iayxLtYTgLaxBoz2XTdWEEb0RDBlx4mEPvkzPyhU00kx9U4u1rbu27AsoNOPgSXJ1KvmcxmDIEEQJwBOrumYgcSjtT6GQZKpAycFrtzvD3DqVcfjnWVpimcTKb8vnyMp54DmsqzupmfqhXzcGPSGCS4s7HPHDwlxQrX7bmCwHxyLUZ7B041k8SNgUxeP5bX5IZgATjdldurtRx3ECcvk92rxfutRGwvTcmHDOIe9yy61inHrptFUXpbVTrM4OlUE9AZxZeGtZmo5l4Ws5xH88MMN2MTCTNMb7X/Dy6RsgOwEJzsw9evbAda3h3hmaUq+nyOU3wPAHY1UsObbWN6kuPWwA8o4luZGJjzDkCKKpZcBdXmlYcG4GBsVKLviAjHlWXROti2miJgDFymbbDAZCJ5FB+4HqvBVrI1qsB3XTL3nqLEQecwJLkBgwS2xTUFEMd30kFCOMNawSulYQeX29H2OK5zHYWVriOfHGOttbA9xfr5obEWZeOK8dM230R9o8uiZHIGo3L7DvGsUsz1Hej5toHT3Sq+D4Je++hIsVF/HtghqrpM1RtfbARbnqkU75wJhbJj604LVrQEGEcXchF+HHYL8HgAcm+DR2mgUxyZWlannApZWfs8L+5IH5VzbKFU4EUx9zMGN/t7gkGCKeoNDB5u+CDZ9PEX9YWCqIQvsu8s9JGxUNCpG5d5yF3VP/nQYEyC7LILVoqqfGsCpoj4IR0W9ei3GBf7ouw/xpU+O3FyDnCxysxPgxr1tfOfGGpbmG4WLqhofUIgThoiOX4xtdgOsbQ9x8VxTGtUcEePZqDm4dnEajk1w9ULRZNAmclb+h7c2AACt+qhpoWaPPZeAUhtRqUCKYgrKuNYsSLGMUUzhOV5hW5xwRAmHC5iZ+gnioPJ7qthfWpTfH9dMvecS2MTKRj64kPvi+zbi1KTSd21EsWTqORdaOTplXMtoq/vulalf3RyMLeofbfSrRT3nqJGdmb267xYahtk+cr5zhvSYop5zgSBKUPcnF9V3kpGwozEm1RX0CvWaI5l6AFvdUO/zko5CTXoExODgCKIEMeVjvWMOE4If3CgPAH7+zecAjFQltmbMh3MBjRdndqnWzdszJnZkwbsnoahPiQYDg8OAKeoNDEqwCcEnXlrMFq/dlJlq1V08e2EKD1f7GCxJ2eheZuoB4GtffTn7exjJ5xiECRZTSaOafX92aQp/+tZjvPnGpazIzrtfb3RC3H7cwfVLM/jsqxcKrzHV9HB3eTQnH8V6pr4ziNCsuWj3IqxvB5kJ4FEVRxYs/OhH9c2f+WkfNrHw4YNtvPjMbGFbOx1fcB0C1yWVhoUq3IOcAkJBvcc4ZkApgSdKGKKYowXD1E8UnB/IzJKPKeqPqhlVhgULdd/JzhOMC7iOhfnU5+LBag8vXJlFGHNpjpmwMcW70LJKanGrK7byoztlBBFFZxBhpllNA1leH+CNl8qv/+RzWd13tDOqjAv9e1LflWbRqn63vSE900X9cR23CvWag94wBucC3X6sPc5UYks44QQGg4NDnQ8H4eQLVpoV9Qd7HrcUUW1rZuo5F+AYrwbiOqaeiR3n1QfD4x//GXc9oIzDOSb1mcHphTliDAw0eOXZebx2XQ5bqcW67zr4/GuXsDTfyBY5jItdy+/LUEx9Xlar3LKfWZoCFwKbndG8eJRjSe4td7Hdi/DM+VbleaebclZdScuiZGT2J4T8DwB+5w9u4d9+/SZiyrHRCbIi6SiicJ6ExdkG/saPv4C/+RMv4pMvF3NuR34DlvQ54EUDHTVjrWM21bZI09WPE4bQGOVNHEKwA60CFeubMDVrLr9T9xgXQPXaqKjnQoBYQMN30aw5uLfcRZJK633Xhm0TPVPP9QtQteDTeUG0+5FW2g7Ic9PaVpVVB4CVrYHm/k/2B6n7NsKEVhbQsqgf735PNRSbKh57Y0wtzwKOSn6/ExppQ2qzE4ILoTVYU+aU4S5TVAyOD4oYGB5BA0aIw5Hfl6FLCGFjIu1GRnm6wphBCL00H4A2DveoMc4o795yNyN+DAx2C1PUGxiMgSq6+6Vuru/aCMIECeWIE4aavz/Bi00sEMsqSBpV0TmbRtRtbA+zbUHE4NoEn3rlPIYhxeyUr51/VLPqq1vD9Dl5VvTeuLeFjXaAte0AD9Z6aPcjLM01sLY1zBYDJ7k7/JVPPYOPXp/Hp145j/kpP/MpyKsYVPMj0FwQ1XuMtQtXjlApGgxTPznwA87Ul5j6YZiAWFbmeXEcqHuS7QSkJFWtcRdm63i41sdyagbpuUQb1wTIZsW4WCZAX1BRysfGX3IusJ47f+QxDCWLX3wd9sSGXt13IMRIjp29FtOPFIzipqrvTf0WT4IE9riwl0jUSaHuO+gPk+x6oSvq8+ong5MNRQwMjkB+r5p1h13UO8SqyOnHKZny55gy1P3HNQOOovHxJMQJB9e8ryhheP/u9jHskcFpxsldvRsYHDNUwVju5vqejWFEsb49hBAomNTtBRYsuA4pyB3VQrfm2mjUnML8qopxe+HKHH7s9Uv4mc9eq8jWALlIm235+N4H6+lzym51Qjm+9c4KHq338WC1C0Is/MQbV/CR6/MYhBQb6Rz+cUWD7QaLsw28cGUOL1yZg+vYmUlZXu2gZux1F2ylWNBF/MWUIYhTpt4U9ROD4PxQZupVo2oQSpfnneaGJw0pYZbnCS5ENmN6bqaOxxsD/H//yw0sztYxOyXHSvQLUL2pk2oA6IotukPhPi5FA5AM23a3VNTviqmXMvleKYpurPw+d1u+ycZyqoTeCZDAHhco48dm8KjQqLkIIorVVL2hk98rpv4oYtIMDgYVo6lrah82Hm/0UfecQ2+oOradjcopMK6PtFPXg53OnWUpPyAbVDs54x8VkoRpx5MSyvHBfVPUG+wNpqg3MBgDxVgPw2pRH0YMq+liutnY/zyoY5OCo7BikG2bYKruYSPHwgURqzi262DBwgtXZvDB/W0MwyS7OP7vf3AT91d7eLTex8O1PuamfNiEYGFGzv7eetDJ9um0QC0m8i7aymywrLAARp9vrIn4ixOOQC1aTVE/OYgDztSnCzu1eB0EFJ53zHPJvoNB2vyTlgHy/S3M1EAZx7nZOn7iR67AITaIrc+pZ2mcZRlq4anzxeCMa43rAIAJoV3Mqn0sq1UYf3K8Wt2XTbRuyQGfC/3oQP62IHeeyzfheho3/bOCZBcxgpOG7xFwIXAn9WHRNTyjHUaa5O1ntzFz0hDT8U3tw8b91R4WZmuH3lB1HKtyHLIx40lqBGBcoxTQm+gNI6plyI8accLGGqcaZYzBXmGM8gwMxsCCVTC2U/AdG2FMsbadMtsHYB1dlyBM8jP1LJPlTzU9bHVHRX0YJ3Cc3eXOXr04jW+/v4Z//8e3s2LgwarMgV3eHCChPBsbUGz/3RW5qDvuReZekPclSCiXyod0Abq8WZ0bVgsFLevJOKKUqedmpn5y4AzWAczBWImpD6LJ5zE/CQ3fQRhTcKGYenn77JSPaxen8emPLGWGaDYhWpl9wvSRdmrBp+ad8++VcoH19nj5vS5TPv9cxdcZb7qnYBMC37Mr0n0+JjoqH3OXL+SVP0CjNmqG7AWyAXF6mo8KQhT7WewEFPXTDR8LM7VshEk3mpR5kYyZqe8Ozm6CwUlDcoRM/fLmAK9emz/053UJqbDyXIwzEt2BqVcNUU3RHITJiXCdjynXNnOlD8vx75/B6cLpuyoaGBwziG0hphyrmqJxr6jK71nGlE81XHR6eaO8arb62Oe1bfz4j1zG4/U+HIdgfrqGv/K56/jY8+ewsR1gqxNiaXZk//65j13E81dm8OM/chnuLhsHJwGOSgaIKL77/iqA0cJzdbMqS1bMpXamPp8ffgJkeU8rRLmy2SPUfKRaxA1CmjV3jgtq1rw/jFKjPPn+bIvgsx+9UChAbWKBC4Hyeo0zAZ3nXZ5lKrNvjHFsdcYw9UxksukyuBAyASL/OkzsSqVT9x1s96rSfZ38nnORGRgGhaJevnbDd8cWiuMghCwiTyPWtodZ9CEgP7PjHndq1lz85Kev4md+9BpefnZOX9RTNSqhV1V0+2dXbXHSEGf+B5NVm623A0Qxw7nZqq/PQeE4pKJM4mNm6kdM/fjxH91M/TCihabjcSGhegNAyvTFvoHBTjBMvYHBHuF7soBY3hjg4kLzQM/l2qTApkUJyyLl6r6DIGX/iCXZrd0W9QBwcb6Fv/aFFgREJo/76PUFfDR19c/j6tL0gd7HcWMQUnzvgzV89rWLGQO5kZMlq8z6hOln6injkr2kDIAFwQ1TPykIzmDZ+7/0jJj61BU+SlDzjpclrNfk63/n/bWCUR5QzQhXzCxjHCT3e6ZcgIvxM6OAdIqfmxpF1LEdzJ44F5W51Py2PFMfxdKBWZ3bdsLibB13l3ul5xunMhDwXALKi1JSVcjXfacSSakwLtIpjBNt4XkasNEOIATw2vPyO2QnINIuD8cm2mNGfd7tflRRiwAoNCoMjheqcb3XZtleodJ1mrXDP/c6tpUpDhTGJ2zwwv/zyBrAupn6kO4Yd3dUiKk+p94w9Qb7gSnqDQz2iEsLLa0sfz+QTP1osZskI+MkJY8fBjFaDQ9RzNDax/z+cRqIHRXuLXfR7kXoDuKsWEmYdAbf6Azxu39yB4uzdXT6o5i/PNQCKKEcIMQw9ZOEOFz3+yBimGlVs9iPEq2ai0+8uIg/+cFjWNbOhnNqW0IZ3FxRzziHENXsecq4bPBFtMJQU8bHFriMc+0cPiDZ7vxvoJPOte9GQn1xoYmbD9roDeMsaUP9XMqFOBcChBB4jl0o6tU+132nMGKUxwf3t/GqpgEZRuzQi/ooZrtqaBwUG+0AwzDBa8/L90VPgPt9HrpZZkAeK3VPNpkfrvXx/OWZwvZxhowGRw/VlCkXxYcN1TyYhNLEceyK8odzMYaNH22vbiuOauURJfREXOYZ07+vhOo9VgwMdsLJaREbGJxBuI6dLa65kBdktSiupWxIL505jZJiEWAgcXmxhfupX8D9lR4+fNDGhYUmLAv41//1A/zvX/8Qw5CiN0zwhY9fwsJMrVIUqO8gprLgNEz9BMEPJ6eesZF513HP1APAK1fn8emPLFXmpstQSpwy66RMm8oLPMakhN33bPSGZdm7dITWqUjV+UQHVmLqO2lR1vCf/Dmen6+DEKvgzKxkrOWFOGNSteC5pCi/TxgsS6qedPu4tjXE+rZ+rCCI6KG7sG/19I2Fw8ZmJ8Sj9dHY1m7MCY8Srk1AGa9IfxPKMdV0UfcdPFjpVR7X3SHBoGw0e5bRP4L4RtXI0xWyhwnVVJ2E0sSxScV8U44sicq5ju8kv1eqLqqfxecnoKqnY1NP2IkYDzA4XTBMvYHBMcK1ScaMPN7oI6Y8m0H1Pfnz7A8TYEGySaaor+KLH78MAPgPf3Ib/+nP7iKIKX7uxy7hT37wGK5D8MZLi7h2aSabv//wQbviCq6KBEo54JJR+9/g0CG4OFCknVqrqkVrFDN47sm4lD1/eRaEkB1ZMpIeh+VjkGWmTsXfOWUchFioe3aleFKLwTCuGpVxPt79XghRaGx1BxEIsXblTeAQG1N1txCJN1o8M9RyjDcTUnVALFJi6iWj79pEu4837m+PNfkLInqoTH2UsIKJ3ySx1Q2xmfNAOAkz9Xk4jo2Ecvzw1gZevDKLVqrEUN/XwkwND1a7lcf1d5Dfb3ZCNCYg0T5tGIYJusMk+0wnBfV7UmqcSTU8Y8alKumQM+qBUeMzihkaNXkuzBRajFcUTvnteahtVHM9p1TvYXKUeNLowElw5zc4XTgZKyEDgzMK1yWIEwbOBe4+7iBOeLbI81wCYlnoB7K7n1CW5bIbVDE37ePhWh+fefUCWnUPP/mZZ7Usgm2TCtOnjLsSJjPUTU79BCEOytSnDRgm2WYuBPxDzkk+CK5fnN5xVlMxsxVWm6vkheLtqqj3XacS/6ZeJ4iYpqjnY9k6LkRBZt0dJGj4zq5HdezS7DUvjURk+8c4iGXBc8rRnRSOTeA4lrao3+yGWXOzjCBih5ov3R/GY5sfh412P0JMeZbUIUctTs6xa1ny2PiLd1ZwcaE5KupTBdmFhSa+/d4qgqjYRBrH1Icxw8Aw9QCArU54JMxr/ncZxZNTMTE6OT8IVbRHCUdDJu5m55hy01Pdro0DZeNVC4zzY2fqlYJgnPzezNQb7BUn52piYHAG4aaL494wxvp2gCTnfm/Bgu/Z6A8TCCGl4YapH4/56Roun2/h+iVp+jduweHaVmXWWPkaUCrkvLcp6icGwQ86U5/+n4ksDu0o5qH3gp0Wu2pbeaE5cmquFvuEWKj58lyQB83MAqtMM+NVNYCCECgV9VHm4bEblBl2VawkmjlYYkkFQBAXjfJcm8BJ5d7lWidOWOa4XoZk6g9vMT4IkiMp6hM6Mgvs9iNwLuXEzgmS318538KXP/kM1raDQtRgkjL1z5xvwbIs/ODmRuFx4yT2vUF8qN/VacZmLxx7TB8mEsqzQj6KJ/d6CWMTU5moNVBekZON+NDy+VH9f7z8XpdTnzBeSSA5aihFly6nnqXmvQYGe4GpEAwMjhEquqXTj7DVDRFTVlhg1jwbg2Dk9uyeIEbypGFpvoFPv7L0RLbRcapzvIpFZFwa5RmmfoIQqRnhPqEWQGFM8WdvLQPAiZip3y0UAV2V3+vjlygTsC0LNc+psJ4ZU69xuuZCzkWXGay8VF6hN4zR2ENRb9sjQ7X8YpqWfldcCFgk9Q7JF/UJg+MQOGmTsvx7TBI+doQhiA9Xft8fHk1RnzeT6w7jLNVgJ1PFo4ZtESzO1WFZQD93rCVUprK4jo0L5xr48GE72xYlbGzh3h3GY2MVzxq2OqG2uDxsJJRnIzD539zhv87kTB5VUR8lcv8L55iyF0l6DtQb5aVMveZzZ+z4jejUfo1zvzdFvcFeYSoEA4NjhOvY4EJgvR2g3Y8km5O7ENc8B/0gyRgezz49xctRY2G6jpr35MJExjYVL/JhfvFjEQimXwy1NYZa/cDIS/eEA+bUqwVQP0jw9u0NvPbcAup7KEiPGyrdorzAH2f4xFL5fcPXFPVPYOoBVI51tZDNj6D0hsmePsN89BnfYcHNOECQyu9zrGFCuSwS1eK9VHzEdLzDfRDRQ3X27gXJkTCo3VxR3+5HWbFrjxkzOC5YsOC7doGpj+kolaXpOxgGedUFTU3NqgVIbxCPjSw8a9jqRtrj7LCNBGVRL3/LumbfYYFOMI4xK+pjXeNQfz7TFcDj1E/yOccXzf0gwc0H7b3v+B5Bx5ijAgDlO8/UGwNKAx1O1tXEwOCMQcnp17aGGIYUQUgLs6d+ytQ/WJOOw43a6SleTioc26owivlMXwFLK7+njONbb68Ubgsiig8fbFfuazAegrMDye/VQugTLy7ir33xObz23LkTlfX9JIxm6kfHWH4Gv8rUcxDbQs13sjz57HE7FPUiXSjGSXFbJpXPLY6H4d6LeqphmcJSEcG4bEi4Likx9Tydqbezf+chmXp9oR0esvv9IEgq54NJoDOIQSwLjZqDbj/OfAFOWE0PAGlRP/q+aG70y/ecYpJBer2Kkuox2BvGY2MVzxravVDbjOoHtGCeeFBQylDz9Ux9dwdDw70ioZNLbnCcNPZTGdjmzpWVsaXc+afsZbKT/J5lBXV12x999yEervX3s+t7QqJpjCrQJzD15VEsAwPAFPUGBscKxVStt+VF/dqlabz5icvZ9jhhGIYU335vFdMNb1c50gY7w9E4boe5IkFYFoTmQv/2rQ1sl/KY7zzqoDuYfEzRUwXBD8TUc84xN+XjlavzcE+hcmWUU59nuHMLU82svW1ZmJ+WjlHv3Rk1kUbyex1Trxj5qnmdfP3R7XvNabdtK2Md802I7V7x98HTr9pzSIF5T1L5vatcrktFesL42GJQMvWHaJQXHI1RXqcfoVFz0PBdKb9PJhcJdlD4nl1gApMcK1tz7YKyKUyL+Vgzv90bxEeigjgNGI45binjeLwx0Dxif0gYh2PbcGxSaFYDwEb78KIbKeUTGx2xLQJCrFHcLx9/fiwqhfSjRuVGaf6+OhZ/eWOAjfbhNVrGIZPfayPtdi7qe0cQj2hw+nDyriYGBmcIqtO92ZEX21evLWSLd0BGZHEh8HCtj49cnz+WfXza4NhVx+0optkcooDeKO9bb69U5kNvPzZF/V4hOD9gpN3JcgzfKyxYsAkpLDTzTFLZbE6x3c2ai4sLTXzn/dXcNnnfIKoer2pBWJax89JMPeMcjIs9mXDmG2N5B+l2v1zUc1jEguvaBYYtShgcQrLXjEvFR0LHO/dH8fgZ7p2w3dUXNIOAahf9h43uIEa95qDuO+gOYkQq5/sERdop+K5TYeoVe+p7NmLKs2MvjOT70I1L9MxMfQbO9BGTnHE8OkRWOBttcUihWQ0AG53DK+pl82Byx66bS6nJs/HlzzBf+FYaorzaeCxv05nUJZQfqnpiHEYz9fqmgxComIgq9AxTb6CB0fIaGBwjmg0HP/LSeSSMY6ZVza+9vNjC5cXWMezZ0wvHsSvd+TDmqPkOwpilTP1oMfTWh+t4/YVF/OkPl/HmG5cLj7v9qIPFucaR7PdTA3FQ93t+EJ+9EwGboFDsFCX1VaM81XC6enEa33pnGYzzQmMgiKoLvLFFfSa/Vw0BWby5e4jLlPL7UbQgANQ9B+1S4cy4VBm4NinkZieUoVV3K4ZYCgllY+0uw5juK+3g0Xofc7mGqcIgTJBQf8/Pt1d0+9KM0CYE/WGMr3/7PgCcSD+ImmcXvEIo59l3pT77QZBguull351uJGIQJvBP4Ps7DjCuHylJuMDy5uEx9ZQJ2KlfRXksJwgTDMMEjdrBFX/JBGfqAXmOUcdU3vF+XGoIoPH0YEL7mPx9tSZ1jBV8IyYFNVag6ykyNir4Hc2MjmHqDXQ45UsjA4PTDYfYeOnZOXz0+gKuLE4d9+6cCdQ8aU6Yl5fGMUU9NRcSwioY5X3r7RX8H9+6h61uWFmU3V/pmYvrXnFQozwmQHaZp35SYdskcz8HylL86lyoWjs3aw6EQGZilrGlGumzMlkqF1v5WVIuRjPR3h6Yetu2soWy2odW00WnpFrhXMCycrnTqWxbsokENiEgllWJ3qJM7MjU74f9fbiuZ0PjZLwq4DDRHcZo+C5efHYO89N1tHsRvvTJZ07kCImfiyBM0shBh5SK+vT8qVQiZT8FQI5+mEg7CcarKQ+ALN76h3gNUb8tx6nK7ynjaPcP57XYBOX3gJyrV+cFvpNRnhDZ5aQ8ajSKwRs/U6+bZ1dKocP0INBhlFM/fjxA13TIXwMMDPIwRb2BgcGZwnRTKiJWt0fyujBhGWPGS0Z5UcLw//6dHwKosp79MDFF/R4hODuw+/1JigHbD2xiFRaaeXa+rCKhdMSIqYKqHxSjniKNUZ5a0JaL+vwiNklYxubtianP7b96vqm6V/kt8PS7Us+tmg9JTs7tOkUTPSFk8TEu/ithfM9z2p1BNNZYivHx8/s7JUrtdeZ2ECZo1BzMtXx84sVF/PRnr2HphKp8fM/OFBxqNCKT37vyPKk+T/Xd6eT3jHEjv0/BxzD1jHPtXPd+oVzpXYdUfvuUi0IKw8FeZ3KRdgDg2PbIKC9X9FaZeg4vjTQtnwdHM/V693u5TVNQp99TV9MAOcxCX722No5vh/GAIE60c/gGBqaoNzAwOFOo+w4cm2Bta5jdFiccvmuDWBY4ivL7hHJcWGjg2sVp7YLCuNDuEULAOoBskz8FRT0hRV+H/MKyIr/no9lVVVAplYl6XHl2FsjJ70sseH4tGCU0i73aG1Nv54ym5PO3Gi6GIS0wS1wIWLAypj6M5X4rNhGQHhcRrS7aqYa9AuRCXVcc7bTYXtsKxprhcSbGztT/8Q8eaZkyALiVy2p/EhjniGKG2imRovuejShm+E9/fhe//2d3AYxixjyXwLJGTL1imfVFvf67OotgfAxjTMWhFmg0N1NfUelQXvG92PfrMD7ROEbXtjJlQzHSrvhZcS6VJUDVW4SVzlG6bbqfPt1Btv94/RBNDTPPgL0pCYKQjj0/GpxtmKLewMDgTMGChemmh/XtfFHP4LoEtm2Bg8iVQrYtlTPaVoXRo/RwpZNnAuJgRnmUC5ADMP0nAU7ZKK/AROmYevl+s4IqlV6qBZ+uoFJPWZb85heQUcIzJ3PX3f134tpWlk2eMfUNqYBp90Zz9UpVoRoGylStUNSXZMJxuj9C6BfVbIw0v9OPx7qIr28Px2bbj2sSxJTjz956jBXNvDPjAneXu9rn06E7kN9X45QU9c8sTeGTr5zH926s487jLj7/sYuZgavMsXeyY7AXqJn6qlqEcj72cz9sHGbM4STAhX7Mg3KhLer2C8YFbDtl6ssGlOzwino5Uz9J+T3JRjp4yWQzDyY4PKUEKsd37hBpR7m+4M+7zuvGJZY3BzsqePaCZIfGgmpk6JqKQUi1xb6Bwem4whgYGBgcIqabXiHeJ6YMrk3g2ARcAIKPFgcJY7BtC5ZlVS7ylAkz27ZHHNT9nrPTb5RHiFVY4CtWhlhWpQiibFQAy4LKzljSzAhKs2gVT3C/B2RzIIgYXIfA2oNPga1ypCnPFseqqN/qRliYqWevRSy5QAekyR3jAlyILM7Tte2C+31+0Z4kLLtffv91cnnKOG4/7uDSuWZl2zAcH4PHhZ6p3+6GiCnHg9Vexax0dXOAoWbkYRx6qYrgtDD1Fiy8eGUOlxdbsAnJmFAF3yPZeW8QyKZmd6CJVWSi0qSaFFY3B7iyNI2TKOJRLuZa+T3jBX+Ng0AVpI5twbVtDMNiAc+YKBggHgRswkW954yiEzMzTt/Jzn0KXMhxJtcmFaaeCwHPIVpWW50Heem3X4zerD5uvR2AMr6ntJD+MEarUTVC1iWIyP3O+QFofj/DiBn5vYEWp3xpZGBgYLB3TDc9bOWcupOEw3HstKgvztQniqkn1Xx7xjkG4eRdcp8qHDCnnonTL7+37eJMvZKUeq5dKcKVm7WC79pZ3Jhi+PSzukV3e4V8Ub/dCxFEyZ6k98DINC1OaDYuUPcduDbBVhoFtdUNpVEesTIJfhgzxCmbpgp91yGZKRuAwry8zmSNC6FdpFMqcPexnj2nTD/PDKRNAk1RrxQ4DzVxY8sbA606YhxU7GXNP3mmeDuh4buVgh4Aaq6TnfdUcb+hiQCjTGQpCZPG+nZwJNGE+4E6XrWMMROHxrqqsRzfteG5JCuK8/sxzj9ir6Bssudhz7UzE0+WL+pL426MiTQ2s+jNoc6NrkP0M/XZmE9xW/6co/Pu2GiHSNjejun2mNjbUaRd8fb8caw7NoZRYuT3BlqYot7AwODMYX66hkGYYLsbZuyG60iJPROWZJNTJJTBJqRSiAFyYTMMDVO/JwgO66Du9wdg+k8CbGIVFpo0bSJ5rmYOlhdnV33Pzo45Vbhr86+FyhEvP5/I9qHdixHFDK6mcNsJSjkQJzxbPBMi5+o3uyG6gwiP1wfgAtmohJca4qlFs/IJkLntI0Yxb6xWXlSrxa6uOEoYG8tCUjbe4Z5xoTWj6qXPtbZdLVaHEd2TWV93EMP3bNin/LhVaNRdbKdN0WFE4TqjZk4ejO8/WWB9j0aE6+1gT42WowTfQVHDuIqGPHiRpphqz7XRrLvoDZOCVJwyoZWU7weM6aPWDgv5c6E6xzRqVaZepGog1yky9er8Kov68U3Psrw9fwzpjqdOP9ozS97t6UceVKRdmanPN8J0xXsQJmO9PgzONk6HFszAwMDgELE4W4frELxzZwufeGkRgCw67FR+P7z5bdz5J38HAPDfly7sd/7J/yv7+//eYBAQuPNP/rcD7c/CV/8HTP/ITx3oOU4LhBAHk9/nIt5OK1ynmCGtFqCeYxcW/ozLOLF8HrSfY0kZE/BdG1HCKkmBSn5fjhpTzE+z7qIziGABe5KSAsiaDDHlhdGBqYZUwKxtB9jsBuCcZ0W9ky66VeyUnUa5NepugeXNx9tV/AByMU/l98u4GOuYT3fYxsfM1CsDzCCqNgrihI1lPN+9s4lXry8UbusO4xOZR79fTDdd3HwwAOMCUcxwebGF5Q3VxJH3YTuw07vBzfvbWJyt7/r+G51g3681aWTNKG1euvx/QtmBi+Q8U9+qu+BcoDuIMNPyAUijvMOKGJy0+73rkKyozsvvy470jMsmsWvbBV8H5Sfgu44+SlAV9Wx8UV8+L8SUj03meP/uFhZn61jQHLPjfAzGud8nT2Dqg4hljSIDgzyenquMgYGBwS5hE4JL55p4/+5WNsPsOgRBmODRwnMIp67g5atzAIA//v4j1DwbFoAgZvji65ez5/nGN+9AAPjJTzybmfUoCCF2xUj3vvOfwOO9sVKnGgc0ymO5QvG0Yrrp487jTvZvSuV7KjtWqwWmk5ffe6OZes5FxmjFlBWk0kKk7Hiij3lq1V10+hHqnrOHaXoU9idOWPZ8hFho1l2sbA6wtj3EVjfKcuoBZIvura481ptpkdusOQVfivwCvByHlpe9lt8vpeNZYZouxnXgQu8+ruT3UVx9XJSwsQZw33xrGedmGzg/N1rc9wcJ6t7Ts9yabvgYhhSbHcnWL8038Gi9j61OgHNpUaMyuPcT15YwjjvLXXz+9Uu7fsx2NzyxTvs7xadlMvBDKNLUWI7n2tkM90YnzIp6OiZWbz9gfLIz9b5r59zvOSxLFvUrm8PC/ZQayHUIohxTr4r6mm9r/S94xtQXf8fq/Ot7drWoLzUZ8ggiij/83iP8wpdeqGwbV9SPcupL5qi5xotORRRGNFNiGRjk8fRcZQwMDAz2gMuLLfzpD5exsjXAJ15cxOyUj0FIcS+awd0IeOO51wAAd75PsFCXC9WNOMBPP/d69hzv/aG8WH956aNozNQKz7/VDTPH6J0wePebEPQMSfj5weT3nOPUF/UzLR/9IEGUyMJUzaeWRzzUojK/ePZdG5sps824ymhOEMU0K3LVItH3nCpTL+Rz1jwHW70QFvSy4J2gGMUk4ek4hJybn2q4uPkgwfp2gO1uCJ4zB1OL7tWtIeq+k2VLN2oOGJcGXq26W2DKKqMIucV0nBSL+oTtwNQzfRZ4lmOtkbgqKb/MES9KjeMdGghxwrC+PSwU9b3gKWPqW7JgvPVwGwCwONcAAKxtD7OiXkmIVUrCXgrA5fU+hmO8SsZFWnYHyZE57e8Vo/jH6jG400jJXjGMKFybgFgWap70iNnshHj+8gyA1LhwzIjCXr8jygSIPUGm3iUQQiqNGJcjV75raz1CLAK4hBTc75WfQM1zwLhuNETP1GdFvc7fJP2OtCkGTIxNYOiOmanP/0byKJioapj6hI3GngwM8jjlIkYDAwOD/eHiuSbqvoMff+MKXrk6DwsWvvrpZ7C6NSxIFFkq9yak2DUvRIPF1QVoe8wcXRkWsSHY2TDbU5Lwg+jnGeen3ihvNmXOVtO4NMZlwoJjE637cnmmXs2OMo5MIRLljlnFQvlu0VkeGC1ifc/GYJggjNm+i/qYssL34bkOKOO4u9xFdxCDc5EVZ0qFsL4dYKrhZs/VqMm/OymbFeWK9bJUOF/4VA0F2fhs+zFZ9OMW9oDMYW/V5b6VC8w4HXfQLu5p1TyzHyRPVVHfTL+z26kxYavuoFlzsbo1YlETTXNqt/j+zXXtORUAOpoCSaRu4XvxOThKZM2jHY7Bw2DqgzDJmmUWLLQabsHrYCePg+4eo+44F4WxoMOGOq8FYZI2PWWTUjbo8uc6DgIrdcsfnROUl0jNt7W/7xFTXzXKI5Z8vvJnlRnbab9HDjamqVT2NlBQ33lFfp83UdXse5IbezIwyMMU9QYGBmcSrm3jr3zuGi7MjyKwzs008NHnFgpshozuIbAJKSwA8hfbMhsKyDnaXZnZnKGiPksVOBBTf/rd75t1B45Nslx1mrLdjk2K7u+saCoHyGJcSeo55/BcZVqXO2Yzpp4gKi00Vd3ru3LR2hvGo2bLLkEsC8SyUvn9aI764kIDP/3Zq/AcG/0gBuU8268oYYgSio12UChwVXZ7J22CxZTLSK5cTrVC3qk6KhX8jInxhfaYlABlVKUrtoYBxXRTMtJldlC9p3LDBJCvr2LeAGCjHaA/TFA/Zc73O0EpZR6ty2QA17YxN+3j8foguw8tqCp2f367cX8LP7i5MZb1bPfCym07pUAAqOS1HzV2YuPVtv0aCuYxCBP43ug4a9WlceXotfT+EcB4h3YdeBpLOdFIu7Q5EUQUnDMQYqHmyXNdflyHCzn649qk0ARUrH0tbQTkoZpAgKaoT88/jm1VfDOUEmRcc2an8R+doe64mfr8+UYpq8qPM0Z5Bjo8Pa1jAwMDgz2iPAcPoBJdlzcEynfH8936cnQQIE2LooSi4buVbXlYxIagu19QnWaIdIFiHWimXhykJ3AiYMHCbMvPmM2EprGJdunYy+T3eaM8G0LI44txkWO1i40oeV+nsjBl6Xfw/JUZLM7VQQhBYx8Fp2PLop7nIgZtQjA3VcMXP3EZ/SCG69hZMRtEFK5jo9Mf5dirx9Q8B9spU5gkDLZN4KFqUpdfTJej0tS2OGZw68XjS30eccIKpoDKbEq3QB5GCc7NTuPxRjWTXhUPUcLQrBd/35RyDNPZZiGA//l330HDd3CplHV/2vG1r75c+PfcVA23H418IvJS+HIDZidsd9PmzpjHdPrVc+UoBUJfvK9tD/HM0tSu9+GwMc5pPX8b3WNMmg5BxLJiGJCKinx0qxol0WEvTL1qrk02p17+ToOIpo1DC37qS9EPkpH5H+dwHRuuW1Q5BRGDaxPYxKp87nmVXZkJjxMK25amueXjSTVc1Sx88TlFFk1aBhdyvKh8rkjSsZ7yV5KP+NQx8qaoNxgHw9QbGBgY5OA4VmWmjRALpLQ4yC8GdExQEFLEGpOtCs4UU59+Hgdxv38KcuoBOUuu5raDkGaRivliVS0i80x9LVvY0tQoT8nvR49TLJTv2uCiyM7xVBXg2jYWpuuYa/nw3b339z1XGlAxjXLCd+VzTzc8uKnL/bNLU+j0I1DGK67mjZqTjatsp+Z9rmNXflf5Rlq5UFQLbZ0EW/1Wy9vyv+cygxlGDFNNuQgPSiybWuzr2GTKOQZpM2J1a4AwZvjsaxee2Nw77Zib8jEIk4yRzBeP46IGdchL1cuFyzBMtLL8JzH1a1tD7e1HBa4YWVHNpM/er6YgfP/eFr7+7Qe7fp0gSjLlDgC4ObM5YFQg6n4jurGGcVBKNnuSM/XOqBm43Q1R82zUUhVCganncpor75YPyJE41yVZQ7RwTc9du3nZKC+WzQDHtsbK73UNGMZ4JfN+9BpSEaV7TN23K82WMKRZU0NXvFMqjFGegRamqDcwMDDIwbFJZWbPJhZsYhXyZPMX20DH1Ed0rIQ0j7M0U39Y8nv7tFP1QFq0yu99mJrcSaY+ZR0Zz4rH/Ez9aGErxzsch8CySkV9Jr8fLYyzbYfUFGnWXLR7MrPZ2oV//mvPncPf+tKL+NpXX8blEms90/KxuiWl2+tbAWanfLguqcjek5JRXh4sXWjrsqXVIr5sElY0JRxtG0YJuBBo1lw4NkFQmpFXi/tK0yGNIFRM/d3lLhxbqheedsylpqCPUgl+vsDuawqacch/J+Xvvx/QwjGgwLPCWF/Ur24fb1Gf3+dyoTiS31eP2+WNgbYYHIcgKppHurZV8YcBgFhzversiamvGngeNtSIxzBieLw+wMJMHU7KvOebRFEiowDdUhyoVAaRrPGQ/33nv4OyuCNOn88uKfbyz6E13WRirNqC8eqxrJ5nKk0pyHvwhDGD69ggljWWqddF2t1f6WYjMQZnE6aoNzAwMMjByWVwA1JqqGfq80Z5GqY+opU4MR0s2wbY2XC/z1iRA+fUn/6i3nMJwlTJEUVsxNSnx9X61lDrfq+Y+X6QZHOtjk0K0Wtq0amK+vzxyfiBeioZmnUX7X4kZacHdGKen/axvh2Ac4HtnszV9hyyI1NfMcrj+sIdGDG5camgKjD1uW29gfw91j0Hnksq8nv1vZT3QTVW1AL+/koP52Zqpz6tYTeoew5adRe3HrYBjD5Pxybaon5csVpgLMtF/TDWFu6qqNflkQPS1+A4wXZQdaniTMfUJ5TvaXQhjGlhpMx1ioWp+px016ty/vtOyAw8J2iUp9AfxljvBFiYqcGCJRVCOeVMQjlch8BzSMEsMYzluI86d+aPm7z8vmx6F1MOx0ln6itFvWLqNTP1Ygf5Pdd7GVDKs6J+O1fUBxGF55J0zbH7mfr/+Kd3sbwxqNxucHZginoDAwODHNTMrWJReRr1U57NUwskx64yikBa1Bv5fRFczdTvv8hhHE9PUZ8eN2FM4bk2bHvENq1sDREnDDYhBSZcFYj9YZxJ6cuu+Xn5PQAEcV6uejjpAY26i24/llFOBzQim5+uIaYcN+5vgXGO2ZYvc+1LjCLNFYpV9/u0YNkLU5/7Pecd7tXcdr3mZGMGeaiCtfxa6rtT54NH6/0s4u0s4Mr5Kbx/T8bcqSKqUXPQG1bPbxudquEdIL8TJT2uFPVBojUjy77fMbGF43LCjwr5LPRyMyNrRmneV5ywsRF0OkQlpl6pzpRSO/uNaArMvSgC1O9wkky9wt3lDjgXWEiVIL5LCr/VmMqGaCstjhVTHcUcnkMylZPOqwTQu9876Ux9mZHPIu00nx/bIWaOC6FVEFHOUa9J09S8UiJMGDzHBrFQmbcHUqZeI7+PYlZIoDA4ezBFvYGBgUEOahEQxyy7SBNCskKoHE/ku9XZX0AuSHdT7FiEnJmiXhnlHYSpF0IcqClwUuA5oxxkKbckcG0ry/Ve3RykBnr699oPKFgqpXfLRX1Jfq/inYDUI2IXcvknoZl6AhyGwZeK+Pvu++sAZA6662rc79NFtueS6ny8Ys81bK36HZeLcJ5bMfeHo8ZHpx+lkl4C36lmY4+T3yupcxgzdAcR+kFypor6Z5Za6A1jPF7vI6EyGqzuOYU0AIVOP9IX6JRnvhFBVPx8+0FcMUgEckZ5msKp3Yv2HKl32MgXh73S7LpiiplmHxPKx6oPdIgSBi/nfu+m8/XquFdO6roCM0j9MXaDID3uHWeyJcRHry8giBnqnoOpNInCK2XVJwmHY9uYbnho1V3cuLcFIJ2pd8iIqS+Y3Mq/iWVVWPeYssy0tHysqe9CH2knxsYSjmPqWWrC2/Cdovw+onBcAotYlZl/9biyN4N8jxzr28erSjE4Xhj3ewMDA4McMqae8uwibRNAQC0OOGxijxzGPVvLDoYx25X8HsSBOCPy+8wo7wCyTS4EngKiHl4aKce5ZLo9l2SL5N4gRmcQo9XwxrLqgzCBSIt6xyEFVlsdm65jw7JKM/VcHKSnkqFVd8GF0LqR7xU2IXjpmTnElOHlZ+fgEJLl2uchf3sWHKJh6pXEXiNXHrmjl+aZcwvjQU7S2x1EqPsOLFhytj8sfn6ZjDkpF/Xpop9z3LzfBgAszDz98/QK89M12IRgeXMAxqWRmu/bBWMzhUGQIIoo3JRhVUgYl4XpEBjGxcf1h2OY+jHfLwA5InLMmd4sVdTYtlUxpOM7MPUJ49oCXIdhKMdxavmi3h6pzlyHZIy91neCCwyCGNNNv7KtPPKkjCPzqoBJ4GPPn8PHnj9XuC1f1DMuGWt1zb54rolbD2UCQ5gwNGvuyCgv957V7951STW2LuHZLH654E/Y+O+KcTGeqedCK9mnTMCxSTbKpBDFiqm3KjP/cv/18ntKOTa7pqg/yzBMvYGBgUEOTrp4iROWm2kmldk8dVGteXqmPoqZMcorQaSsw36Z9pHs8/RfupRLdRBRxKncUh1jW90QwzBBQrmWkQFk4S8EYCGNl9PMzhJiwXPsgoyZ890Z2z0JjZqb7eth4EdePo8f/ehFvPHSeQBFJYMCZWkTQyu/V2z8eHl21VwvVeJYVqHw7A5iNHwn2498UyT/OVeY+ty2d+9KxlC5/58FWLBQ82z0hwkoZXAIQd1zCnJphX6QZIxvHowJOMSC5xCEpccNgkQ7t8x2KIyjiB5KBvxBwNKRl7rvVJl6Pn5OO0n4rlUGSmmiVA7A6NgLY1YoAnXXJc4F+oH+OvS4ZL4WRDQdSTv683D+96gUSK4jz2cXF5rY6oboBzHiXHEOlN3vefZcZZ+NjKknVoV5V40Bna+DGnPQFdv5Wf88WGrCW/cddAd5ozzpfk8s/Uw943qmnnGBYbg7haDB04nTvzIyMDAwOEQotjRK6GjRT0bzg6NF2EjirLuIxpTtcqb+7MjvIQ5mlKeKMsc5/VS9MrQapHPCXup+DwCbnRDDkCKmTLuod22CXrqIVxn3+WJWzVsSSzJbg1xxpIug2w/qadHb3UMU1l4gc6fLTuFMFhOOVZXfKxZtB3l2pahPb8/HCwJyvli9v5pfNOaKU/VN3XcKuezAaNHfrLl4tN7H9Uszu3y3Tw9qviMZdSoLWd+rehIAwDBl6stQxqSSkS1+X8OQak0Z1RiFrthKuGyMHWcCGKUcxJJmgpWZejZeZUDZ7ot69bx1XyO/j2kxKlPXTOFCq6igjOPeaq9wWxCxzLDzqOHnjgs1nqOaFyoq8/ajLuIkNR8lyv2+anLrudUs+oRy2LYlc+rHRNppC3defO7CNiGqfh65BnWz7mbmnIBsuriOHPnTFu+sGmnH+Oi27h78EQyeLhj5vYGBgUEOmft9wrNFok1G0kW1OMjk965TcK4F5GJDCOzO/Z44EPEZkcxlOfX7KypV4erYp78frRbFiul2nZH8fqsXIoxkQa8zRHJdks0px5TBcUhh0agWncSyUPftwiKPc3Eo7vfEsvC1r7588CcaAzddVHOBbNxCzaA6pCqbVYtknbRYfYZlxlg9pl5zMCwU9QmW5hsAZIGen7dXx+BLz87iBzc3sN4OsmJCvfbPfeH6oaghTiNqno1eEKPm2yDEQs1ztEaigyBBqDU15CM1BtUUQpqPVX2/4+aW1WPdCc+AjwPjAjYhqNecSsE1Gh3Qu9/vVmXQCxIQyyoU20p+H8bFHPRxTL3ue0oow4NKUT/KUT9qeO5o1CjKmrxyX1S2/Z3HnSyajthKYZeT3ytvDseuyu9TN33HJlkzSJ0vkx2aRyruNqFFs0Ih5H9lE8c4iyu1MN300AtiDMMEjZqbqgykUZ42Po+Pmgs6d/8gSgCcHS8PgxFO/8rIwMDA4BBhIV1QxiybvVORdoBcdPKcKY7vVaXAitnb1TzkGWLqR/L7AzL1T0VRn7LyaVHvuXbGKm13Q4QJrSw4FT79kSVcOtfCy8/O4ZnzU3BIcf6csnxR76CXm3tX5nonHao4CXNz1ZRxEELSgk/P1Ovm8BXyc/PAqKCq+06BpRyESSa/b9QcJIynC+XR8185P4VGzcH3bqxnj4spr6QVnDXUPPlZJlS6gdc8G5Txyvc1DGnBwFEh803QjFgkjGuZ0J1m6umY0YujhFTHyOMs3yACRqMyOsPJhO5Ffh/D9+zCsZdXneWbBuURFSFkY0Rf1AusbBYd1YMogXtMTL3n2RlDr4r7fLNmuuHh/koXMWXy92gRWFYxzjLzHHFJdW4+VT6pYjnfVFHn4x0TGGiZQdc75o8IAwsX5huwYOG9dGQnTtjYSDuWU53kWfx8A0w37mJwNmCYegMDA4MSXFsWSfnoHnX5pIxjZWsIxjksS83+Fi+8aoZZZ9oFAD+8tZEZAMmZ+jMyA3dA9/unqahX70Ex9Z5jZ4vw7V4EIcbHTF1caOHiQiv7d823sd0bzbYrl2uLAHXfxXoup5sxfipy0zPDyoih4cv5/YTK4shxrIpslo6R2KuizrUJBkGVqSeWhZrrZJFSy5sDRDHL5PfKO6Ddj1H33Uy67NoEl861cPtRG8Cz2Ws/DaMhB0HNs7HZDWQhn/AsgWEwjOFNj0wDhxGtRBYCsjiSTGk1J1weu9XXpDk2vrqNjd12VKBsNFM/rDSWxs/UU8YyY8YnNeJ6g7hgkgeMGtRhxArqnbKCTI00lCMEAVmM9oYxgihBPf0dhjE7Nqbed+wsp12NveWL+i++cRmdfoS652C6JU0YbUIK6QJZco1jF8Zu1Dblfg/IcRvP8QqP24k9L7P4o4aTPv7Stglcx8bSfAPv3d3CJ15aBOPyN2BZFviYWD313G76d36tEZii/szi9K+MDAwMDA4ZjmMhyhnlkTSnHpCu+I/W+mlBIF2681nAwMhtXCdzfLTexw8+GLF7T7tRXn6xKg4sv396inrFqLW7spj03NFCUplp5c2TdkKjxDRzXmTq89JywfdvVHiUUFLavJkaYwy2NYapV+73ZUYsLeoatWpBxVPjvZovzbcSyvG//qf3sTTXwMVzzexxANBJR2zinOR3ab6BjU6AYcrix5RnaouzippvIwgpEiYdv5XiojxXH0RUa5RHU1M5W2uGKLRGeaqJtZP8XmdUdlRQ7vd130lN63hhW/7/eSjWdzf7PghowSRPQaZIjGbqdR4wqnAMNE0Wdf5e3Ro1BsOIHttMvXrdIJTjG5Y18rsBgKm6hyuLU1iYqWez9rZtIck1zilXaQSkcMwIoYp6a2SwlyuWRzP1O6lFyr4d+qaNagyo88UzSy3cW+nhwao0JfQcOb7CSuNXhfeRVxHkmXpNc8bgbOD0r4wMDAwMDhl2ytSzjKknGbu5tjnAMExkZBMZmRHlZcLKyEcn+Xyw2ivKgG0b4E/vRfjx+mD0D5W5e2Cm/ukpnNpp4e46Urb9177wHD73sYsAZBa9u4sGRqPmIqZcHrOcQ637JDtoI4hHGdRM6NnOkwbFBObZXGWi5hCiYXFVVnlZ5qrM8NzKYldJvf00Juvt2xsIIorPfexi5uzt2jZ810a7L5UQUa6QWJqTc/cqRitJGOynoOF0ENQ9B1HCsu9NGUIWssVTGb2eqVfye50ZIi/EEI5uH+9+rwqf48yqV42K+VSpcPNBO9uW+QFoinrFoO/Gm6UfJKj5Y4r6mGXPVfecCiOvPjed4avatrI5Oo+HEcu+16PGqEnEZCSi/eRxF4dYxfGDiMKx5TGWH3tQEnbHJplSZ3lj9L4zpn6HBIZy8c7HGCEqDxSSni+uXpwG5wL/7hu3YFmyOWZbVsWUL/8+OK82HBybjJXf7yaNx+B0w8jvDQwMDEpwU5ZILWhsGxBCLhxWtobwPRtuOvPmO/I0OgxoTp4oL6q6meiE8oKr89Muv9/sBDg/V0fNdzKm3tpnVRklTDIsT0GknYJyPVYL02bNRbPm7smErp5KxDv9GHcetWXOd/qcanHaH8aYafmp8dzJr+pVsywvmVfGULZDCsZXctvIqCqPzAzPdwojCur5MsaOcXznvTUAqDCejZqDdk+qJ3rDGDVXZth7ro1W3cP6tmQxo9Sc6yxDye27qY9DPrpRYZDOletm6hlHapRnFxqlQMpuWuPTDcZlgQOoHC9HCZYqQpo1FwszNbx9axOvXJ2X23bY90xlEHOgufNrDMKRuWMerkMQxiwrRGv+aCY9e530t6OfqVdM/WiuPkooPPd4jNjU8TRMmfrdmB/apSZgP0hQ8xzJ4OeKZFVouw5Bw3exNNfAdz9Yw6vPLcjtiqnXXK/5GEWIYtrLsny1tlBMvW0R/NUfuw7OBKZbHixIH5+ygiN/nOTHANTrNmpO5v9RxnfeX8XnP3ZJu83g6YAp6g0MDAxK8D0bvUGSXVCJRSDSqfrVzSGWFhpgtZF0F5CLqoXUcVYtjsruzYC8KBcWT8SGeIqZ+kGQYLMT4vL51sEj7WL2VLH0h+Uer0zdOv0Id5a7cHJNj6zgH0SYaflgTOy7qXKUsC2CmuegkxtBoFQ5o1sVVpalrv5ltlEtghs1ySDn3ayVgdnlxSa+/Mln0A+SzOsij0bNRTudud/uRWjW3Wxbzbcz7wNpsnXyP9tJQo1NqKhDCzJzflgyIgSAQMNAM85hW5Z+pp4LQHOqzFQoullnlYpwnPL7lKkHgGfOT+G9u1tZg0oVg2zMtQIAol00JIKIVmbqgdQfJmZZAVjzHPSDUqweHc/U07QxvbYdYBAkaNZdRDE/NqZeOcsPwwRRvLuinpTOF1LVICNE8xGJislWaptrl6bxl++uZq70mfv9mIx4oFq8q2aKzpBPvlZxdCAPy6rG5yWlmfrR7WrMyNUy9Qnl+N6N9bFFfd5J3+D04my3lA0MDAw0WJip4fHGILuIE2vkfr/ZDVNpvmT51CIj72o8kt/rmXrKRlFFFrGBCc3U5yWTx4VhlGQMaaZI2CdTHFOemckZjKDYq04/wkY7wIcP25ib8gEA9Yw5lcen4OLUeLM3/JGBHTAyHHOIVTWkYkLOLJfnsLMsehdCoDBXr57PtW2cn2vguUszmUQ6j1bdzWIrO70om7MHitnjScLPPFPfajh4+eocnn9mFj/xI1cAoJI5r/wf4ljPTpN0pllnlKfPCNcXVEBefn80TP04Z3SljrlyvoUoYbjzWI5sMCGLqbL8Pv/edbnyldcdc26kXCBKGDbakmlXc/2F/UtfKtSMQ6gZ7s12gN/6d29jsx3IHHX3eI5zmxBMNVzcX+mlypgnNxccQrLmBCCLet914Nik0AgqR6ZeOd8CIRa+e0MqeHYyyhuNUXDt7eXHZEX9DqozmVNfbhLkPUaq8vu672gVMOvtYEcDvY32GYnVfcpxtq8+BgYGBhqcm6kjjGmhKLYgc7mvLDYRRXJ2WQh5UfYcUnAqV7JR3UJSLTwz5orYWdTbYeOHtzYm8rx7wTCk2Oyksmflyn6AmfqzXjTpoKT7W90QnX6MH3llCT/92WsA5PFZ9xz8+TvLqRcEPxWRdoDMj1eML5DLqXdsUCYK5pScC+2CluZkqQAwyC1sGRO7Mg2caXlop4kEnUFcYOrzcXhBRI8tC/2kwCE23njxPF67voAL81Iz7rl2ZiYIIHMc182Kq+PTsUmlEGJcFAqZ7PYd3O9VE0DH1A/HyJSftG0nLG/0tfunivpW3cNsy8c7tzcByOPWdezK+8pfO3YTx8c41xaI0w0Pm50A3/jeI7xwZRY1zx4b+6ibuVbFYsKkC/4Pb22CC3FsTD0AXFho4tajDqKYoRfoE0LysImFJFccD1Om3iZW4Zgpe7a4to2rF6bxvdTYdqfjjI9xv+djxisSKpM3dhqFUn4IhcflfhP5Bpe6NvquPcbwkGn3W+EkEAAGB8fZvvoYGBgYaKDYuruPu5VtriMXRTSNGgIA33MK0TiKCdGxNuo2dX9rgkW9WjgeJnq7dGRXGIYUW92UBTigUZ6ZWd4Zdx93wYXATKso4/ziJy5jqxvi9/70LpjQz86eRDRqTpYEAIwKvvkpH1wI3Li/BWCUs13zHY1jelrUpyMKg1wRQDnfleR0puWDMo6tboD+MEYzx9TXfDsr6rd6YUVCayCL+lDD1Ovk3koG7GicybkQWqZezYTrto1m6qvn4m/+YLmQ9Z3Ho7X9FTkPV6tFPeUcJCezvrzYwocP29l+ew7Zkal/ksGZyi7XJS98+tUl/OhrF/H6C+fwxkuLcF274vWSjSholBPqc1uYkdfEt2/LRrF9jGMmS/NNbHVDbHVC7TFUhm1bBaZ+GMqkANUEUZ+1UtblzUmfuzyNdi/C/ZUuKOVwbaJvLKU3VdM31Bx+tah/0rnHd52KuWe+2cNKRnm2bcFzq40AQKqIdL8PhZWcZ0IZOz3O4GTBzNQbGBgYlGATgmsXpkAIwbWL04VtjjNyxlcXVd+zC472UUThOTJ2K6G8wN6Nivp05pTYo2L3kPF4fYBOP8RMqyopBgBBEzz6X/6ve3rOQUDRrO/+0vHRlKV/+GENPEqL+33K783M8nj86GsXsdkO4Ps2pptuYdv8dA2vP38O33l/DXPTtYqk86Si7jsl92kB3yWYbvpYmmvgW++s4JWr89lcbMN3wIWUG6uxmMwoLy3E8803FWn3JEw3ZaF+d7mLmPIsu17uo4sgVe70h0mWjW0wgueQolGekt9rilVlKmfBKpmCftlfPQAASA9JREFUyb+5EKnZ4+gxqjDnQhQ8E4DxBoqAlCS/f28Lr15fqGx7uNbHi8/M7v5NQo52qDGNwnviAnZup569MIV37mzixt1tALLpUd6/uFDU7/x7VZ8N0ZwbLViYafqYacpxHM8hY38jutn9hDH4no0vffIK+kOKMKaoew5apXPMUWJpvo7XnltAq+nhR14+/8T7E1KcqVf+A46TxtZROZsfp8qRfIKFavD/xXurMroW+iKXj4muGzH11Wi6JyVleC6pJBXknffzowNJGqfpOUSbKpEwnjXFys2EKGbo9McrHra7Ic7NHo8xosHeYIp6AwMDAw1+9DW9oYy8+Espm7q41zy74NIdxgyNuou4FyGKKVxntNBn6WItuz+xASEgOMMg4mjVD2+xFFOGD+538OlX9UU9DXqIV+/CmT0P99wzu3rO9qCH6ampXe/DoCfZ4/NTM7CnAPfcFVj2/i49kZlZHotrF6Zx7cL0+O2XpgEBzM3UMNvyj3DP9o+6XzR9YlxkDOGLz87iT37wGPdXulickwtO5Vo/DOmoYEkXwTaR0tRBrqinnO8qCUDlXd+41waAolGeZ4MLgfsrPXAhMNUwRX0ZnltsevZDVdTrZMwijRAt5XCX8rm9XKM0X2RRVmyiqmIq0cWQUV4Y78jj8XqVcQeA7iBCzXcLr6+wth1oZf6cFY8zVWD/+TsrAKQ8fFhmcpO8/L5apHE+akhlcWa7SAXJ0gjyv5H0M+JcpDntuSY0FXCIBYfYmG3ZAI7/3OHaNl57rmpoOQ7Ekh4c91e6uLjYQsI4fM/JPi/1+UUJK8TXArIp8vKzc7h5vw3fJZidqqGtbdzI/1dUELmGU/k7eyJT71WTCoq/g6L83iYEnmsjprzS+MrGKCiHXTJU3OwEYz0nGBfoDGJT1J8SmKLewMDAYA9wHSkLZRy5ot4pFAtRwtDwHbR7EaKYoZVLGlIX4rz8HgAEo3jvzjY+/eoF7et2+iFaDX9PDrWU8swgSQceyoXr9Gd+Du7MkxmPhHJ8d/l9vPbGq7veh5vtmwgCijfe+MiuHzP29Y38ft+wLYLnr8we927sCY2aZN77wxithpfmysvv//JiC0vzDfz7P76N/+6vyGNLxfcFYZIZBVI2ml0tF/WM7z7eb7rp4f5KN9uvbB/T11RZ9VPHyGCeVHguwVZ3VDQESn5fKiSUxJ5YI7MypXTKM5SUsmJRX2Asi47ombRcowqgnI8dAVgfYxy22Qnx/Q8e4G/8xAuVbaubg4q5n3wdUWkCfOHjl9HpR7h+aQb9IMb27WLcomoOKPf6Mt6/u5VFrSmJ/G4k8aOcd4rZ9DeSl3GHEUUr15iSxefpPuf2hjFqnoP/3x/ewi9+5UUA0kBUZcTHdHSMKPY+j0+8tIg3XpLXx1uP2ljTSNUVU19J5Sg0pjh8opqN/Infl+/aKXnAc6MC0p9Bsu46+b18/jBO0PBH5yJ1/McJq6QkbHZD7XgKIBWFuqaSwcnE6f6lGhgYGBwxXMeWRX3uYl1zbQRRgkfrfSxvDhAlDM1Uoltx42Ylozx7VNS/e2dr7OtudSNsd/fmUBtTXpAbl8EDWdQTV8/kV/chLCgS8mBjJN1xwjNm7qCIqSnqzxJU8dxJ2VSeRtABkkH71EeWsN2L8Pt/dhcAUPdHBYsCYyNjQK80JpPf9iT87Oeu4xe+9CK+9tWXM+YeAGppUX9nWRb8Djk+A7GTCs+xC5LgYUTRqrvgvFiYqDEKm5BMmqyKEVoqjvIoFDeVokrvSi6fU1TOz+q1esNY74lCRSGzPY/tfqRlPJXBYx5XFlv46PUFXFlsoeY5VXl2yvjqfCIA4DupI3v+vZHdMPWpwV1e1p1vmAQVZphrZf2nCZ959QJmWj56wxg/SE3vfM/JRrlGBS/Xqh2sXF6I65BUyl68j/p3+fvPH0L5bbubqU/jcvPqIjZqWvF8M4tx2DbJ/ADK/ggjpr56LLV7kbYZBQC9YXKscZAGe4NZHRkYGBjsAWomMb8o8jwZ2fTDWxt49/Ym4oRnM7zlBZlagKkM+4yppwlu3Nse+7qdfoT17b0V9ZTyQtReGTzoAQCIVyzqx13gNzvBWFfora7eQC9JGLr9vZnrjUOS8DPvLn6W0PAd+J6N73+wjvV2gHYvKsjbp+oefvS1i3Adgq9++hkszTdhWShI9hM2Wjz7nl2U8++hqB8H1yFYmKlhGCR45vzux1LOEjzXLsyFBxHLvsd81J2K6yI2KgVXvuitSpwxdhvNZur1JnDlmWVgxK4GmmYkpSw7d5eRUK5lPPOyax0cW8e8ytfwUzl1GVvdEI9Tv4lMfr+L4ltF0eU9DmiJqc+Djil0TxPmpmr4xIuLAIB378rGuXK/B/Lyew5Xw9TnkTHhpeugmp2vxDDm/HLyx6YqwneCnzLq/VwjPe8rw0Refi/HJlTTu2yuqPZLF8cXxUzbwAKkMS59gqeDwcmBkd8bGBgY7AHqopkvDtzUPO/9u9twbGnwpBZC5ezfkRw0vVBm8vsEK5sD9INEO1e/3YtgEwt7EbEnlGeGfDqwoC+d6O3R63UHEX7nj27hv//ZqsR+sxNqM3DltgCLmrm7KGFSMZBKqMsoz/4prLerzxdTdqyuywZHC5sQvPbcAr53Yx2P1vqYbrq4WvINKPsIeI5dyKKP4tExU3OdwjbGsadxFh0sWPjJT1890HM87fBcUpARBxHFhYUGsJnKvdPznWLVbUKy82esYRirZmQ8jcDj1W07uN8zzrUmdKrwCWOO6WZxW8K41gtAvYaueRDGFK7b0DxCIl+INfzR+yZW6mau3UeO3jAC0MyaIbs5lm1LFn7l5pZCuWmb7DIh4jTgb335BdiEZMy7sNNCPP18k13k3iulQxDRgmFmllNfLupzl8t8wgFNje12gmLq8+csmo5DODbBRns0spFQlsZ9qmOp1Jxho/dYhu53o9AbUlCmv+YbnDyc7vabgYGBwRFDFQh5puP6xRn84pdfxKc+ch4fuTaPn/ux63j+mRkQy0JUksGNjJvk7VauqI8pw93HHe3rdvrR2DnPcXPzlPGxcnlAMvWWVytkda9vB2Plpb1hDC6Elq3PLzDyUEzbuH1/vNbT3v67f3K7MjpAmTDy+zOG5y/PYqrhYnV7iE+8dP6JM/Ceaxd+m/dXe5hLHax9jxSYYca5tqFkcLgYFScUSVpAqOi/vPxdnRtty4KdFieqCMkXnroscKXgKW+jKYM60LDujAmtU7h6rTDWMfX6wh2Q53Qd4xlEFDV3/HlLMa/5541TebaTc2Uv77sqzNXjdlt8+y4pZJlTJmf+CbEq1wuaPHn2+7TAIXZBSk+yz50hSlgamfqk84tq1ufPI0WjxjyYqKovAMXU7/xarmPDsorHbhQzOA7Bi8/M4i/eWc4Kfpoy+Ep+X153ZL4BmmM3YbzgS5FHbxBV1C8GJxdmdWRgYGCwB5AxDLxNCJbmmnh2aRqtugfbInAdUrkfHSe/ZxQJ5VgbI7Hv9GNsjNn27ffWtLdTxrWLWUB2/1nQr8zTJ5SPleOpxaOuUbDZ0e+beozOXAgAbo1pYgxDWmkuJJQVMoQNnn4Qy8IbL5/HpXNNXJhvPvH+njtiIYWQLuZLs5Il9V2nUPBLWbQ5niaN/Gyw8hJpNVLPkbwMPJsNt+CmBU+Uc+1WKM99MyGy88K4efueZgyJcq7NgFeNgDDSFUAy+UQX3Z3QKuPJuEBMpdv6ONgpO5yfg44TCschcG1bqwxIGEeginq2e6M8AHBdGz/8cAM3H7TlPjIOokmHUM992o3yxsG20gKYMvwvv/sO3rmzmTWTxsF1Rg0qBVXUew6pFMD5ufd8Qb0bA0Kp1LBH/jsYJXu8en0eXABv35bjBOp7ypj6sjeC8g3QjI7QMWMjgDT0HdfEMjh5eDp/qQYGBgYTQqvu4NXr83j56jx+/Ecu73hfx7Yqi0aWyeBK8nsqL57jiuNOP8JGR8+Gf/v9Ve3tCeOVRZrC/+N//guwoFedp0/3r6uJ7VEX9/6wKunXxfzkH6Nj6hkXeLiqj45imn2nTGSLFoOzgwvzTXz2oxd3dV/XkUz93eUuHq31EFOOxfm0qPfswmI3OYSZeoMnQ80GD4IkU9+MivqqrN4m1sj9Pj1/5ov1YVidZ1bnhXIBwplII0c1TD0X2oKZZky9Ju87NZWLdCw+qxZHg3T8qew4nodqYOQLriiWDUzHtirmZkLI91xl6nd3bnz+8gy2uiE+uC89XGhqQOlrPie6C0O3046tToi17QCXzjVxdWlnX4wRU58fX5Dfj+vYhcg5QB5jSlyUn8Pfjfs9APhO0QdkGCXwXRuubWOm5WF1S/oqxGkyDLEs2IRU5PcJ048HAPK6Ok5+3x8mYz0kDE4ezEy9gYGBwR7g2jZef35xd/d1qnFElEsJeVl+j5Sp3xxTuHf6Edoaw7neIMKdR1W2WwghJZoaIygAeOvWBpIFKb/PQ8nl24MYC6WZdnXh1znq6/YNkIsIy4L2fa1uDcc2HRgXGIaj5oEQSCPNnu4FpoEeiu19Emouwa2Hbbx3dwu+Z8N3bcy2pNTb96TJZRAl8D0Xm+0Al55/MvtvcDB4rpIR04zVrPsOHLuoZFIMOSEWCLFgWaPYO+XQ7rt2painLMfUV4zKOJp1D1vdoGJYx5jQOsszqop6/fwxIOXN9VJku46pVyZn/g5FvVNy+ld/O6mbeVkynSWoRCPpNSFWQVq+E168MofljUGm4mLpebXm2hiE5WKQo7aDyuBpwDu3NwEAn3/90hNNAS1Y8ByiZ+rdYvQiIL8rz7FBiIW17QAfuSZvTxiH7z45/rKc2BFEFHNT8po90/SxtjUE4xwbnRDXL80AAFynSiYkGsVLfh+ZTnoC2UBTDTiDk4+n+5dqYGBgcIxwbFvD1Av4rj1iX9KiPolk0bvd1Rf13WGsdZi/cb9dkBQrqIVfEOpnRoUAaNCHq5HfA9A61isWalh6Tsb1igDGObgQmG56lcUiIHOdwzEZuIyJgsxfsQXG/d5gJ3iuA8oFXn52Dg/X+pid9rNix3flkmcQUGy2Q8SU4/z8eAMzg8OBBSkjHgQxKHNAUia+PJ6kzi+qQLXJSM6cMAZiWWlRXzxncC5g2xaIZWnk9wKtuoPNDtALYsw0/dw2rpcjK/m9lqnPs/h+ZVvZXXyQyv5r7k7y+3TUIF/UUw7HkTP1ZUm3Kv6VyiHehelaGTXPyc7ZlMnsc5kOUW6YPN2N1L/15RcxCBIklO3a5d917MLYyEh+b1eOP87lZzvT8rG+NVKrsV1GBdY9B93BqLkdRgz+glwzzLR8PLrbx/3VPjgXmbGsY5PKTL1ab+iaWJTyNH2hGr2YMDFWft8dRJhu+tptBscDU9QbGBgYTAg6pp5xDt/zsgWjYurjSF64t3r6or43SNAbVGXvnUGkLeqVrFS7Lb1I83AAa2a+sE1dwHXMexbHV1oYUCYXBGXnfvXeGzVXW/R3+nHl81FgnFcMggAYozyDHTE75eMrn3oGC9N1vHp9Hp3+6DejJNDDMMGtR13UPQfTzWoig8HhQxXjNJXDW7BkUT9Gfg8Ark2yQpdSybJ7rl1RHzHOYaXsfln+zphAMz0ndfujop5xASGqEXjyMWnhrmuW7sTic16IpQOAfhCDWFYWJaeDo1EZjCLKqvJ7dT91bqf7mHv3PRud9Hqioh1910GndN6nTDw1Rnk6OIQUGj27geeSYiRgys47pduBVH5PgJmmVxhBo6xaQOsw1XSz6EJANpN8RxX1HqKY4YcfrgNAdpw7TlV+n7nf65j69JillMMuKUooY2OL+o12aIr6EwazOjIwMDCYEBybFGY21ULSd+3R4tMuFvXjZtP7QYwoYZUFXhQxUE03XV3UdWyTcnzm0XBsRn1H00BQLFS5qFeL4OXc4gMYMfrNmqtlCHaKh2K8qAhQjzdFvcFOeO7SDBamJWPluw7Oz42YeCXhf/fuFt76cB3n5+u7liwbHAy+Z6MfJBgESfY9eI5dZOpzRnkAMN308Gitn26TzuS+RyrqI86lY76uAGZCZI3GfINHvRYX1XliVeRomXolv9cojCjl2ZiQQj9I4Hv2jseZBalciOOq/N5x7Ar7Xy7qk3041PuejUDJ95VRnmdXi1LGnmqmfj/wHLtiuKlup7zaVJJMvYftXgQVLa88E56EqYaPbj8GT30UYsrhpYX3bEsW1O/e3sLFhWZ2jLk2qVxvd5bfp9d1jWqFMZFFJpYxLtFmJ5SbXgaHC7M6MjAwMJgQ3FLHXC32fHe0ULMy+b0s5ruaYhoYOc5vl4p+tfAclPLoFQMlRNVYKpvRjANYbklCqubmNWZ4qhFRZerl7Q9Wi/F06nWnGq52wZBQBi6E1oGaC17Y76yoN/J7g31C5Tv/5burqHk2Xrk6/+QHGRwK/DRqsJ8r6qX8PhcNlsupB4ClhQburchzimI2vVKCASBz6i1LMvxJqQDmqYdJzbPRHYzOnXlGv1y8MzrKqS9DnR/18/bV4mgQJDua5Ck4tpX5B6jnkEw9qTQe1PMr9VKyD4m87zqZSkLKroGaa2vSWp5upn4/8Fy7kMCgClXPIVWlCOeyqG/6YJxjqxsioVKFNtV4skpouumCC4HtbpBdD5U/Q81z8LWvvoxf+NKL+PE3rmSPkQ2icnOhmLqTx+i6ri/4dUk4ALDdC8fO4o/DVkdPWhgcDoz83sDAwGBCcB2Cfq7YVl1y37PTGTYOksbq0JUP8bJDAQr0bn63sEiLKcPz1gPAATo3voPWYivbVlt/iJedR+je/C68mZGxXdAO8LLzCADQfv87wJRf3ZYEVaZeuU3vINOrGjfJC/ujUua8ks+36i6EkI/zckV5ZviUxvQoKEVDPlM8Mky9wSHg2sVpXL0whcVZM0t/lHCIhWGYwLUJrNQOXI0ncQEQS87oeo508AaACwtNvPXhBh5vDEZssmtjo9RwZEIW/HIGv5ofToiFul+UlucZ1ShiaOU8QROuzPA0fiR0ZJRX2cZGMmY1bt8Pkl0ZzTl2cXY+STgavgvXSZ3xU+YeGJ2bR6MJDPYez4s1XzYLwljKqwkh8DwbMeWF2WrK+K5nzc8K5NhIdabedUhFVcE4QAgw3fJgWcDjjT6iWF5zdzP6M50W/uvtIDPI85ydm0SSTNAz9broOtWU0DngM8Z3mKlPtJL9nbDRGWJxrv7kOxrsC6aoNzAwMJgQPNcuzozminpAMi2NmivN8t75z/i1aXm/9X/93yrPpbbhv/03rORufwXAK9MA/f3i7fnHhP9xzDYOWGWjvB2ibxSTVp5DVYua5VKu/DCgcGySvd8wSuA5o+aCiocKwgRzU3kDq/T23MJpVNQb1shg//jUK0vHvQtnEgKyeafYZ0C5bnP8hz++hZ9/83k8Wh9khQsAzE358D0btx6201xvC55b9SnhXMAhBMQuGuXl5fwzTR/Lm6PxIJo7h4UaM1OgmvUtn3O8iZ46b+UZzyBMdpXcUI4/TVhqlGePcscbNTlGoM7NMWXSF2AfTL0y7usPY6xuDbE4W88UBYMgwXTTwzBMEMYsm9U2kPBcu6CoU80c15HNetWkApSKxEoj6HzcX+llkvzmLlzlXcdG3XOw0Q6y42inJAUgZeppWU23m+u6Rn7PRaVRodAbRIgS9sT9yWOjrfcMOmp0BxFaDR9P22SJKeoNDAwMJoSaW5y9UwtOZXSjLrCLf+1/wv2VHv71f/0AAPB3fuYVXDo3itpa2Rzi//P77wEAfuqzV/H6i+eybf/tL+/jezfW8QtfegHXL89ktz9e6+N/+y83AAB/+6sv4dkLU5VtP/WjV3H+0qXCPmcdfc2FPItzqiwYFHvFCo64SmrrOqqoZ5jOJYip+dey8RUtyUuB0ULZMPUGBqcTYcxgE57Jjl96dg5/+e4qHq0P8IWPX8Lq1rDggWDBwrmZOu6v9DA35YNxmRxSNrBjTMD2LDiEZNJ5efvIeG9xro7vfbCesdA0JxsuS+nVuU83FpRl2EelRgAX4ELJ70eFU2cQ48LCk2MTbdsuMvWUZ5F25edU500hgCBOQKnYM1OvCrHNboDtXoiPXJvPisZBKIv6h6mfwfx0bezznEXUfLugwMtH2gHy+1GfJeMCJFU6nJup4+FaL0twsa3dfWfTTQ/3V/qYbdUKrzMOZYUgkDPK07DxSrVSce4X0nNiHFPfT1MD9oKtMek+T0K+UXIY+KPvPYIQAv+nLz5/eE96AmBWRwYGBgYTgu/JiBt10VcXR2V0E6WLOOLVkVgeIriI4GJACYhXz/4LuIMILhLioT9mWyjcwu2J7WfPFwpHv0242Uy/glIT6C7WapFcYepzF/187N4glCZRahFSndfUO/SrRTUXIivslfzUGJsZGJw+1DwHUcwQxgx1X/JJF+ab+NnPXwMAfPiwg3YvKih2AGBxto7HG30kjKM3jOG5xXMqIJl6y7LkTD3PM/Wp/N6SRT1lHI/XZaGaL2CiyvlnfPzXOKO8vKw5byzWHexudtqxrQK7mlBppKY8RPKjAPkCPwjovmLnVNH53t1tCAGcm6ll34tKWbm/0kOr7j71OfV7xcJ0DWHMMn8bdZypYj1/7ZQjdvLv2ZaHjXaIlc1B1gDaDZ67MoPbj9u4v9oF8ORmgGTq9TP1+rQHvVGeuj7rZPmAVN6MK/jHYbMzvqh/tN4fG+m7stHf0+s8CR/c38aj9cGT73jKYIp6AwMDgwnBz+SMo+ggYBStVV7EAYBloZDPDowM56YbLvrDUo6wMnWqsN15CWhpWzK+cE/SBa3uQk6ZZMrKj8uzXtu5SD41K68WO0G5qE/3fRhUs5EVuun8bJTszi3YwMDg5OGNl87jb3/lJfytL72Iz7x6IbtdmeJ9+71VcCEqRf25WVlArW1Lp21VjCrndkDO1BNiwbatgqx+xNQTTDU81Dwbd5ZlYZQvRioReTtKlUeqpDzigsmdvE93EIFxjqldyKyd1LFcnesTKuA4o1GFqDRvr7DVi7LRhL1Afe4fPmgDAOq+C9ex4dgE7TQl4NF6HwszhqUvY27ah2WNjGGDiMKyRsdm/vuJKc9UFBcWWrh4rgGbEPzY65eqTzwGz5yfQrPmYnVriE+8uPjE+7sOqRTvNJX8j7uul/cbGDWndHP4YcxAd5i3H4feMB5rrvfenS28c2dLu+3eSndPr7MT7q92MQxpxUD4aYBpvxkYGBhMCKqo7wcU001/xNSnF/98hJFigOq+g36pyB2GFJ5DUPNdDEoFuiqwg9IiUy0+fdeuPiZjojTuzuk+spL8XqRSPN+1x7IAnkMKkXxBSOG7cmFqWVXJamaUN2ZRDQAfPtjG4mxdMvWOYekNDJ42/OznryNOKIhFMFUyD5ubqsF1CAQX+OQr57Nz5zCgaNXlfSVTL2fnCzP1OaM8CxamGh7aadNRFSqOTarjPztEfI2T5scF6bzcpuaHW7uYSd/uhfCcBv7Tn93D3/iJF8A4L/gP5JsICWWoeQ7ihGG9PZRM/T4anl/76ssQKDrrN2pOdg5f3R7i1WsmIaIMh9iYbfl4sNLD6y+cw/r2EK26l42Z5QvdML0GAvI4+OLHr2ifcycQy8LP/dhzu9+/UrSjktHXPUdbhHOhj7tTvyVdEa6UI+W1wJPAGEenH2lHOj540IbnEHzh49WGx72VHj73sT29FBjn6A6SSqPw5v02ALke2YNg4lTA0B4GBgYGE4KfmhENggSb7aAQaQcU5Z00naH0XRuDkrvzMKTwXBu+Syrd5UwOGpcL95EqYFhm6sfkzQPyout7duUCr/bdc+1K517N5E01PWzn5PdBROF7DixYlWzf/D6WY/zU7XNTPt67uy3fX7J3h2cDA4OTj+mGh3MzDcxP1yrjNTYh+IWfeBFf+uQzePHK3MjMLXce5ELInHpiFWXwpdx7z7Uz1ZKS2Dd8p3JOVU1KXRxoFg02JtZTbpN/b3RCGafnP5k/e/2FRTxc6+PDh+2smeDYFoglXf2Lqi7JzDdqDta3g30Z5SlYkCZuCo2ai+4gwjBMEMUM060njw6cRSzM1PEoHeVYbweYbrqZiWucOxaGEd2VUeJhwnHsQnNLFfi+RyrXdZU0A1QLdMXcy6SeYvUb7zCmtxMYF+hoYnsp49jsBNhoB5VtYcx2lO2Pw/L6AN//YL1y+62HHUw1ZFRgOQr4tMOskAwMDAwmBM+V8UyDMMF3P1jHhw/b6e3pTL1moVbznAqzHoQJPNdGzasuQEfy+9Iik8p8XN+zC1JV+VopU6/Njufw3ZGLr4JaxCqfgDwUsz7V8NDuF4t69V4du+parRbI3X7xwsrT259dmsLyxgBRzAqRTgYGBmcTnmvDsoBebgyJcwGLWCCEFKLqlNeHnSvqlSmeamzWfFtjlMezWL3KuNOYhmjeOVwVTludAK2GuysfkGsXpvGjr11ElDD006JHne9cxyqMV8WUw7EtNGsuNjsBGOOFOf6DoOE76A7ibNxhuuE/4RFnE+fn6lhvB4gSWXBON/xR5GDuWAjj0TXwqOA5BEKM1CRZlK7rZCo9hXwTbBxTX74fsHP07f3VLu4u6+XyjAltVGQnXQMkjFfY8+XNwY4y/3FqgYfrfbxzewN/8e5qdlsUM6y1h7h2UZoKlwmF0w6zQjIwMDCYECzIOc9BkGB9O8APbm7g+cuz2YIxjjnevb0JIC3qbQu+SxCUCnfV7ZcFemkxmV5424OocDtlIo2AqjLk6gKtuxgyJrJFSL4Ln1cZVFl8eRVuNbzMZAmQCxolPfRcMtYQrxfo1QeLc3VwIbC+PUSccDNTb2BwxkEsC75bdB/nXIBYktkuMPU5+T1QPAfRLCLPrniOMCbQrKemcWW/D861I0jqnEUsK3uNrW60K+m9QqMmX3N1W0aDqiJxpunjcc7UK0lz6Rt1F9u9CJSJSiN4v2jUHPSHMdbTol7tk0ERS/MNcCFw834b7X6E6ZYHWzH1NF/U7y3y7TCgjA1VQyrJNeQrxXmuyC8X23kD3Mq4iVpDaNR+D9f6+N6NNe2+sTFu+r2cOrH8nO1uOLaof//eFv7wOw+02x6u97Hdi/Cf//xuRmwsbw4gBPDM+RaAkWfP0wKzQjIwMDCYIBLKpfy+G+ClZ2fx6Y+McrLvLHfxrXdlgrx0MCbwPacy4ykZb6KNc1IX6ZXNopMrZQzE1sve1WJXZ4CTMD4y/NGYP/meDcbLTL1cIDdrLvpBgtuPOtjuRYgph58uMFyHVBYGlHG06i4GFaO8EfMPSDOoOB1PMDAwONuoeXaBQedCMvU2IYUoTrWQ91KjTt+1M7VQopqe2vMjR813QCyrUGwAsuD3PbtiKqaKjkbNyUYDBkGcOcrvBiqHfnVLFtTK+X5xto6H6yP37yRl6lt1NzX8ontyU98J9ZpUiq23ZWPBpI3ooUbr/vK9FXAuMN3wMvNBdWwIIQvUo5bfqyaCUvWp9USj5lYb8rkIyPL1WSfhH/17B7NdyrXReYBswOkK9G6JDChvG+fA/70b67ifGhaWsbo5zP7up+bD270QxLIw1fTg2ATdwdNllmdacAYGBgYTRncQo9uP8crVkenQZz96EX/57kouBkcWxjo2PowopppeISJPSUopY1icq2N9OyhkxOeZ+srMunK/T1jhuYB0pj6b+edAHdn+AXLBIIT8t9p35azbqjvgQuB//c/vZ2oE9Vyuo8uX5php1bGyOSjsh5LlK4+B7W6IxBjlGRgYQBZU+UYg53KmXubPjxb/vSGFa5Os2PJyjUVKGWxC4Ll2ZcZXnjsJfM9Gv1zUc+k50ukVlVFqjr5RczLmP4gpzs3Wd/2+VPTnejpXrJqY5+bqePvOZnZ+l9cKgpevzuLZC1PwnFH03UHh2gSUcTxcPdwIsacRP/7GZfSHCS4vtjAz5YNYljRrpCqqNYEQOHL5/cigVx67w7SgbdacQtMLGBXuvmcXEhaAorS+PDo3GuGrNpMo5froPBXtq2H3uzmlYRgzzOS29YfJ2KJ+ECRYbwdSrVPylegOYnz0+gLeubOJ/jDG4mwd7V6ERk36/DR8B72SwvG0w9AeBgYGBhPG4/U+uBCFaKPrF6fx5U9dyWbyMvm9V2WOpIzdzgrkvLkLZQKL6cLx/ko/d3vK/LtkbD58TDlWt4YFNoqmTBRQvKgrYynFUOS7+oxLVcBsy8eXPnkFP/eF5/DJl8+jVXezBY3rEM3s6ugzycv28wZXvmtju2+YegMDA4mab1eKessCbNsqFBODIC6Y1HmujZiyrClJiAXPJVXZcSrnrygCUlOxmutUmMiEsnQ0YKS0CqO9Sa8VK76ZFfXy3wszNRDLyuL4pNu9BYfYmKp78F3nidnlu8XCTB3PnJ+CbVv4zKtLT37AGcbFhRZefGYO1y/OwEkbRw6xMvm4Gok4cqM8IlMTVDTuIEpgWUDNdyqmd+oaX3Ptyu8gr+QrX7szpl5ToCeUj4nOSx+j2dYdjFQt5fVPL13v6Bj+QSgL/uWSUlHtw9x0reDB0e7HaKaKmHrqH/E0wTD1BgYGBhPEz37+OoZhAsoEZltF06HZqTTvdq2XFuFyUUiZvCCpIjaMWTZTD4wi8gB5oax7DmaaHh6u9fDa8wsAZM6xTeRCttxlzy6ulGO9PcQwdDHV8AqxdUDZ/Ck1lvLkPsUJA9J5UaUKcB0bS3NNAEDryiyuX56BgHzcbMvH+/e2s+dTr6ViqbqDCLNp9EySGlVZkEqDdldmMXN9s97AwOAMoeY52E6j6RgXoEzAdW3UfReDMMEwTNBIR4HyBZXnSpVRECe58231/MjShmjNcwpFfT5RRAj5b+XzkTABJ23KDsIEPDUq209Bp8xGM6M828ZUw5Vy4hfk86oi8rDRrLl7ylA3KMK2SXacKG+co56pB9Io27TxNQzl70Ap3RLKYaf7xLJj2qnMsudd/MvEwEh+rx/h093O2PjH9AYxZpoegohWXktF/EYJy9SBCkoVs7Y9xOXFVuUxdV+SIUpx0+1HaKR+GVNNDyubQ2CusjunFob2MDAwMJggphseLsw3cWWxlclAFRxi4+JCE9/8wWNECcdWN8qK5nxkU5xwuK6dseR5B3zKBGzbwsyUj/XtYe52BkKkfF1J9hWSXMd8YzvA6tawcLtahOTNoLJYnHQfCiw+FZncPg9iWRmDdG62hjCmWWSNaiw008ZAXgLL2EhK53s2OoMIScIQJYdjBmVgYHB6kR9R2uqGqQrKy6Tu91Ykoz0IEtT8XFGf5ogHIZWNQ1s2DRPGwXPnR8Y4CJHMZv48rJhLVaiXs+OlnJ8gjGh2jlaeIrvF1776Mv7Wl17E1776cmGefarpZbL8rU6IqaaJmjuJcOxRbJw6do5afg/I34gq6oM0Elc1guLcdTQ/VheXJPMqZpdYVqXxFe+QoEOpvqinOxX1QYJWwwOxrEqSj/otVRIn2Gh2v5ygo2KBfdeWipv0s+gOIjR8uea4sNDERieoeASdZpii3sDAwOAY8fEXF7HVDdHtR/jkK+cz51olFwuiBFwI1DwbnktgWShITxmXrNJ0w8NWLiNezeirBcUwTHDncQfAaHFKKcdmN8SaKurTi6Za/OYv2JQWC/58gc04r8yzlTE3VQMhVrbgVhdo17FQ9x1sdUc5tEpeCiB1uk6QUF5ZWBgYGJw91Dwnk+iqRuZUw4Xv2phueri3LI2z+kGSnU+BUXEVhFRGZKZFOFCU/DIuQAgpFANALgHErxb1ccLS9BIZkTdMH3dY0uvppoetbogoZugHSUX1ZXAyYNujAngYUjg2mZiqYif4rp3J/wdpJK5SfuSLd5pr5FeNbOUx7bqk0lBXYy66BJ2EiWxcr3B7qvbTyuiHCeq+k47plSN9qfZxSkVDLAud0mx8P6eS8HOKm35As2SLpfm6tolwmmHk9wYGBgbHiJmmj7/9lZcyplt1jbu9CFhsZSY3nmvDgpVerJPsvkLIhcR000MviDPDud5QzqiphewPbq7juzfW8D/94huZWU7COLY6Yfbao649Kfxb/U2IlS0MorgYHfWkot4mBAvTNdxb7uGTryxliwmbyH1XEUrAyHgPAF59bgHnZuvwXRtz02Yha2Bw1lHzbFDGEVOO9e0AjZoD15bnuXMz9cwNOwgTLEzXssepeM1hxPBobYC5aT9rYA4jmqmGKOPwXFs2D0INq6mY+lwRNAgS+J6TjTsNDll6PdXw0e1v41Hqgq9GlQxOFmabHr57Yw0XF5sYhHSswduk4Xv2yP0+pKn8Pi3qCyq7kfy+klNPBRxiwbIshJHeRE+XoCOZ+qqBXmaUp/lMhhFFzbdlUZ8rspP0dw5UmXolqZ+b9tErudgPggQ2IXBtG3XPxiCIMQjk2I1KmXBtO1MQPi0wRb2BgYHBMSMvXVeuyyp3fhAVGR/PtTMDHHWRc2wCv+5ACGmydH6+ge4gweJsHbV0UfkX76xgEFI8Suf3AXnx7fQjMI6MDQcA27Zh51x8gXRmlFijuby8UR7lWvl9GbNTfia/VxdqmxDMtvxMWqr2Sznht2ouWpdmqk9mYGBwJqEK5a1OgPVOkEVfAsDiXAN3311BQjmCiGXnP2AUEbfVDbKI0Yy9jxKoqA+WNhWbdRdBTDGMEjR8F2F6zlOGXvkiQ6oC5PwuFyJTHh0eU++CC4F37mwCMPnxJxWf+ehFeO46fveP7+DcbA1zx9R8qXlOdq0NIlnUq2tq/riNGYdlyWSIspRepSwQ20JYYurVffUye1ZIoRjdnq47SjJ/6YshU3fKTH0/N5ZXVhIog9/5qVrmQ5E9LkiyUUbHsdHuR/j+zXUAKKhcZlo+aMfI7w0MDAwMJoS672QzYoqpV+x5LdeBz4pwYmUu8msp490fxmjWHdQ8B1/76sv4mc9dAwBsdkJQyvHs0hT+6o9dx0988hkAAn/4nQd4+/ZG9nyOTQoX/4QymQVtyTn9vNyNcl6IxRuHZt3N3GZHDQTJ1LdzEVG7kfMbGBicTcxNSTf4b3z/MbY6YaFwPj9XBxcCtx+3ESWsIL9XM+o37m1DCOD8XAO+JyPvPnzQye7HUuWRShW5+1iODKkCQzUR8pLkYSil/mpflPJoN83O3WA6naG/kZqNmvz4kwliWXjj5UVcvTiNte3gyJ3vFXyXZCMlYcTguXZm6piX37O0cHccUinQaeo74TpkR7PdMijjYEzD1KvUnRJTH6TEhefIoj5fvPdyST9lpr43TOA6BM2GWxiTAUbKGUA2wPrDBH/61jIun28VzgnNuluJ+TvNMK0+AwMDgxOGhu+gm3ahB2GSzuXJxYHvOtmsXJJjux1C0Kq7WG8PESWziBKWRbcAUmrmuza2uiEo5/AcGw3fRcN38YkXF/GdG2uwLODjL5zDVMOV8VDp899f6Rbm+Jt1F1udXBHOniy/B4BWynzJuJmRymCm5YEyjq1uiPnpGhK2uyaBgYHB2QOxLHz61SV89/01nJ+v4/ql6WybOuf98EPJaJfl7x+9voCNToCFmXq2uP/oc/P487eX8clXzmOm5ac+JXLUaXbKx61HHbx6fQG9oTwXZ74iuRGkQUgx26rBS7dtdAIcJlzbxte++jIAZIkiBicTFix86iPnEUYUrns83GnNdxDEFIwLydR7BLadS65Joa61rkPAucjG94ARU+/apJJhH+8ovxc7RtqxkiJAmV66rg3XsRHm/C0erfXh2ESO25T2oT+MUfccNHwHYUwLWfXDgGYNlVevLeD5y7PY7oUV5cRU3QMX+v09jTBFvYGBgcEJQ90fMdqDkGazoACyyCRgVNSrPOP56Rrur/Tw6nVZcDdyRb18XmlIR5lA3R8Vzc9dnsHtxx28/uI5XJyXsTAOGTH1335vDe/e3cR0ylBNNdyCsR1jevf7MpppfN1WN8xm7mxiYSaN51vdGmB+ugZGpVGVgYGBgQ7XL87g+kX9WM78dA23HrYByHNpHh97/lzl/i8/O4cf3trAvZUeXn/Bz5h6AFiaa+D+ijLei1H3pbeJYxfZyyCUM8FqRj9/fjxsGJb+5MO2CD7/+kU8XOsfy+svzTfAucB7d7ayaEViWSDEypJsgJTRzpnoRTHN1g2UcThpwR+PybDXzcfn03WUOkA+n36mfsTUkwpTf+thB0vzdaxtBxVTvkfrfdRrDuq+HD3sBXG2lhhESaGh57s2Lsw3K/vaSn008olCpxlm1WRgYGBwwtCoORikbq3DIClE4tQ8O5PmjyTs8lR+fq6O5Y0BtrqSJWqW5i7rvoPtXgRKeaFbbxOCn/zM1aygl885Yuq3umFqyCdfp1X30O7n3Oq5lOk9Ca3UdXarG2QLC9uW+fbzUzX82Q+Xs+ezzdXJwMBgH/ipz1zF3/wJGQunFu07wSYEzZqLzU4AIYBBQLMovPmZGtq9CJwL9IZxJunNFx+Mi0zqr9z0e4MEFxeqRYTB2YFr22MbT5OGim379nurUkafNskl6z669ncHceY6D5RjGuUYnOtUnfHV2mAYVk3msjz60mNY5uVTVJqoMQHPJfByUn/OBR6u9XFhvpmNA6r9uP2og3srPbxydQ71tAnRyY3wDUNakNmPQysdW1Q+RacdZtlkYGBgcMJQ951cHA0tZB1fPNfEIEzweGOQM5uTBfX5uQYSxvHOrS0AgOvYleeVxni8EOEEVGc/bTIyzukMIrz2/LlM5tpquOgOE4j02syYgL0Lpt61paP0VjcqjA4AwCc/ch6P1gd4984mKBPZ7QYGBgaTxlTDw2Y7zHKrlZmWkududUP0A5oZ77k2QZSyl4N07rfmSRb/a199GX/7Ky/hx9+4cjxvxsAAwJc++Qzmpn18/mMXswaTYxcNcLvDUlGfK8RVtKxrk4r0PaEcdU/K3ssMesbIa2b0AQ1THzIQS6pf8g2Eh+s9JIxjaUGqDuKE4S/eWQEAfPv9NZybqePiQgsN38FUw8PXv/0we13ZgHvyGsImBLZlYRDGT7zvacDEVk1/8Ad/gJ/+6Z/GT/3UT+Hf/Jt/U9gWBAF+5Vd+BT/zMz+Dv/pX/yr+1b/6V5PaDQMDA4NTh0bNAeMcwzBBECYF+f38dA02IXj71gb+9K3HaNZGF+Sp1Ezpw4dtLUtU92W+cxizJ2a+S+McgYRyDEOK2ZaHF6/MAZCSNc4FuqlZ3l6M7Vp1Kd1X8j0lJV2YruPcTB037m1nsX4GBgYGR4FWOlK0sjkAAMy0RqNGgJyRHwRJ5nzv5Jh6lYFd881Eq8HJwdJcA69eW8CzS9PZfLldMsDtDxPUa04mvw9z6wKVQuO6pGJSRynHTDqfvlnyj1DO9+OK/fL8ehAlcF0CCxZqnp359zxc68NzCKYaHqKEIYwp/vJdWdQvb/Rxfl4aWRLLwo9+9AIervfw775xC//5z++Cc4FrF6axGxBiFfwxTjMmcgailOI3f/M38du//dtotVr4m3/zb+KrX/0q5ubmsvv8vb/39/CZz3wGg8EAv/ALv4A333wTV69encTuGBgYGJwqKKfjW486GEYUM81RZJMFCy9cmcG331sD4xxf/tQzGautWKJxeOnZWZybrcF3HTTrO5/+G76D5Y1+dsFu1Uf70Epn6zc6YWosJeA5u+sRz037+OGHm2h3w8pjFufquLfSw/m5BrZ70ZhnMDAwMDhcTDU83F/tYWVzCACZMalSO212QgzDBOdSR3zXJlnRopy3a4eUSW9gMCk4Jfn9IEzQKDD1IwVfwqShbv5Yz29bnKpjZXOArU5YIBGU8/1Y+X2lqGeZF8XCTB0x5VjdGuLx+gBzU7Ws8X9vpYdBSPFgtYfuIMa5mXr2HAszdXzutYv4i3fluMGnXjlf8dPYGU+H+eREmPq33noLL7zwApaWltBsNvHmm2/im9/8Zra9Xq/jM5/5DACg2Wzi+vXrWF9fn8SuGBgYGJw6NHwXdc/Bt99bRRjRivTtmaUWGOd45eo8zs82dv28vuvg4kIL89OysN8JLz47h+1ehD/5/mMAI8YKkItXzyFY35YLYMYE7F3M1APAGy+dxwtXZnB3pZfN6CssztXRG8bY6gaFrFoDAwODSaLm2YhihnvLXe32jXaAIKSop4yn4xAE6YhUbxjLhBJjBGJwwpGX31PGEcWswNTnGeteKs2Xqr1qge65dma+W9g2hqlXsvty3F0Q0cyLYjZl/+8ud7G6NcTcdA2A9Mm4flEy7996W7L18+k2hWeXpvGVTz+Laxem8fyV2d1+JE8VJsLUr62tYWlpKfv30tISVldXtfddXl7GjRs38Oqrr+76+d9++21Yh5T9OUksL7fBGMOdu3cr214RAsMwwNqa/nMxMDA427i25OHGwz4WZ1zMNTlW8ucKAcxPOTg/Xbr90PehhiAY4qNXm1jfKDZe6x7BrfvruNCKEIQRHIvuel8uzgJENHB/PSo+hgMvX2mg7hJ85Ip/qO+NMzbRz8rAwOD0wmICz12oQwiG1683K+eKhyttJIyj2+9hZS2CbzPcXx7izt07uHG7B9+1sLq2dkx7fzJhzrknD5QmaHd6uHv3LrpD2ZQKBj2siiEc28Kj5TVMO30IIdAbxOBzAQb9EIwL3Lp9J/PviRKK4XAA3wHuP97A3VmpVmFcZF47Dx8tA9FW9tobG3K0JaEMd3N10eZ2B4IXj5W3by5juxfj/DTJbm+6wPkZF8vrXcxPOWi3N7Xv8dp5sqff4rwQCKMIb7311q4fc5wQYryq4FgHgOI4xt//+38fv/7rv45GY/ds02uvvQbbPvkyp5ubN2G/28f1a9eqGz+w0KjVceH8UnWbgYHBmceF88DHxyvpsbi4OHEzuQvnx29b2BAIY4qrV68h+JMNXLs8jQvn5/f03C9cTbJcaYVLF/a7tztjZW3VnG8NDAzG4plL+ttff8HBjXvbqHsOrl1exNxUDfVmhNsrd8GdOTzc3MTLV+dw4fzC0e7wCYc555483FphcF0b165dw53lLoBNXL64iIbvYvpuCGrVcO3aNWx3Q3CxhssXFuQs/L0BLl66ksXdiT/ewNzMFLgVIaYM19I6R3r1yIJ6fuEcrl0b/SbubT0E0AcXyO4PAH/y/nuYaorsWPnsR+tY2x7g+sU6Xry2UFgj7LQm2S+SOxZqvo/XX3/98J98AmCM4fvf/75220SK+vPnzxeY+dXV1cqHJYTAr//6r+PNN9/Ez/zMz0xiNwwMDAyeWhy3O/x0y8PjuwM83ugjihmWNBmwT0K5oDcwMDA4aXj12gJevVYs2KebHiwL+L0/u4soYbh2cXemXAYGxwnHIXi03sefv72MIGKwLGTRb7MtH2tbcqRuoyMl9VMND2Ekpfe9YVLIsLdtgmbNwcO1kVFeXqZfHhvMz9InlGdz/GHEsmg5ALh+cTqT2hvsDRMp6l9//XXcvHkTq6uraLVa+MY3voFf+7VfK9znn/7Tf4p6vV653cDAwMDg5GOm6SGMKX7wgZTlz7a8JzzCwMDA4OmABQt//c0XQBmHEKNccAODk4xXr8/DAvDf/vIBuBCo+04WZzvb8vHO3T4A6WjvOQSea2fJNtu9EEvzUlXNuIBNLNQ9p5BVn4+xK8/UMy5y92OFGL05xz/8N3sGMZGi3nEc/MZv/AZ++Zd/GZxz/Mqv/Arm5ubwq7/6q/jH//gfQwiB3/qt38ILL7yAn//5nwcA/IN/8A/wxS9+cRK7Y2BgYGBwyJhp+bAJwQ9vbeDiQjNzqDUwMDA4C/BdO4sKMzA4DZiqe/jMqxfwyVfOozdMCoa0M1M+opihO4ix2QnRaniwYMG1pTFuJ02kUbF3rkNgE+mMr5j3hBUL9zwKTH3u7zCm8Mzv6FAwsZn6r3zlK/jKV75SuO23fuu3sr9v3LgxqZc2MDAwMJgwGr6LX/zyi8e9GwYGBgYGBgZ7gE0IZls+gBFDrtR2P7i5jjuPO5jKRek2ai7+/+3df2zXd4HH8VfLF9oNaCmMlsHuDm8srXrA5iWX4XDZFoE57cDlotH4YzGZcTPyxwxBo9ZM48KWmTijJp77Z+KMZptYnc4f4Mgycn9skh37AWRHjpvdQevcoFCg7Zfv5/4AqhzbdLf+2Kd9PP5qv99vv3m/0+SdPvt+fz+fQwNDSZK+l09d8O7M/eOTpH9gKPOaG88K+eFXOH4/vVKf4Wpt5Lmjx4dy7EQ1Tec76Tca3H8DAABgimqYXsl5DZVs39mTWlHk4kXNI8+d31jJ4aOndur7XjqeyrT6zDxves5rOLU3fOTYqeA/c/y+Yfq0DJ1zG7wiM04fuT9zNH9fz+HU19Vlfst54Y2b0KvfAwAAMLEWX9iUec3nZdH8sz9Sd37j9PQfPRXuvS8dS9Ppo/lnLrL3f6N+blNjevqOnPXeJ08WmT59WnKimsf+44Vce/ni7Os5nLlNjZlegjualYGoBwAAmMKWL5n/io+f31jJwT+dOnb/4qHjaTp9NL++ri6NM6blyOmj+dWTp3bn/37B7Dz+bG+ODQ6PXESy/9hgmmfOyJJFzXnmv17Kv215KkVy1okA3hjH7wEAADjH+Y3Tc+xENUWR/OnwiTT9xd1uGhsq6T+9Uz84VEtdXbJo/qwkyd79Lyc5ddz+wIvHsmDezCy5qCXXrVicuc2NOTFUHbmiPm+cqAcAAOAcMxsrqRVF7rrv9xk4MZzmmX++wN55Myo5emw4SXLwTwNpmjkjMyrTMrepMc/3njqC/59/eDm1osiF82YmSaZXpmXl8oVZtuSCzGtuHP8JTVKO3wMAAHCOlqbGXHnZohwZGEr/wHDmzP5z1Dc2VNJ/+vj9/7x4NC2zT0X6nNkN6XvpWJLkuT8cytzZjSOfwU+SutTlbYvnjeMsJj9RDwAAwDkq9fVZOG9W8goNPn9OY57Y05djg8P548vHs/TiC5IkzbNm5PmD/UmS/z7Qn4Wnj+Qzdhy/BwAA4HX5u9bZqdWKbP99T4aqtbQ0ndrFb57VkKFqLT29R3J4YCitbls35kQ9AAAAr8v0yrS87S1z88dDx3PxojmZc/r4/ZnP3f/70weTJBfMEfVjzfF7AAAAXrdlF597K7yG6dPyjwub0z8wmH9YMNu96MeBqAcAAGDU/MvbFkz0EKYUx+8BAACgpEQ9AAAAlJSoBwAAgJIS9QAAAFBSoh4AAABKStQDAABASYl6AAAAKClRDwAAACUl6gEAAKCkRD0AAACUlKgHAACAkhL1AAAAUFKiHgAAAEpK1AMAAEBJiXoAAAAoKVEPAAAAJSXqAQAAoKREPQAAAJSUqAcAAICSEvUAAABQUqIeAAAASkrUAwAAQEmJegAAACgpUQ8AAAAlJeoBAACgpEQ9AAAAlJSoBwAAgJIS9QAAAFBSoh4AAABKStQDAABASYl6AAAAKClRDwAAACUl6gEAAKCkRD0AAACUlKgHAACAkhL1AAAAUFKiHgAAAEpK1AMAAEBJiXoAAAAoKVEPAAAAJSXqAQAAoKREPQAAAJSUqAcAAICSEvUAAABQUqIeAAAASkrUAwAAQEmJegAAACgpUQ8AAAAlJeoBAACgpEQ9AAAAlJSoBwAAgJIS9QAAAFBSoh4AAABKStQDAABASYl6AAAAKClRDwAAACUl6gEAAKCkRD0AAACUlKgHAACAkhL1AAAAUFKiHgAAAEpK1AMAAEBJiXoAAAAoKVEPAAAAJSXqAQAAoKREPQAAAJSUqAcAAICSEvUAAABQUqIeAAAASkrUAwAAQEmJegAAACgpUQ8AAAAlJeoBAACgpEQ9AAAAlJSoBwAAgJIS9QAAAFBSYxb1jzzySNasWZPVq1fn/vvvP+f5Xbt25b3vfW9WrVqVb33rW2M1DAAAAJi0xiTqq9VqNm3alO9///vZsmVL7rnnnrz88stnvea2227L17/+9fzqV7/Ko48+mr17947FUAAAAGDSqozFm+7atStLlixJW1tbkuTKK6/Mjh078r73vS9J0tvbm5MnT6ajoyNJct1112X79u1pb28fi+FMqIHjw/nBw7vPefxfT1Rz0bHdOfxi3wSMCmBqaa4VGdxfN9HDAJgSrLmUwfwcysBED2KUjEnU9/X1jQR9krS1taW3t/c1n3/88cf/6vsWRZEkOXny5CiOduy85cLZueafF73icwd7l6Q2bcE4jwhgahoeHsr06TMmehgAU4I1lzJ4Poty/uJ/Kk1bnhnnmSb+S2MS9WOlVqslSZ566qkJHsnf7sr2V/kvZftV4zoOAAAAzvbkk09O9BBelzNN/JfGJOpbW1vP2pnv7e3NsmXLXvP51tbWv/q+lUolS5cuTX19ferqHOkBAABg8iuKIrVaLZXKuQk/JlG/bNmyPPfcc+nt7c2sWbPy6KOP5pZbbhl5vq2tLfX19dmzZ08uueSS/PKXv8xXv/rVv/q+9fX1mTHDUR4AAABIxujq95VKJRs3bszHPvaxrFu3Lp/4xCfS0tKSm266aWSHvqurK5/97GezZs2avOtd75qUF8kDAACAsVRXvNIn7QEAAIA3vTHZqQcAAADGnqgHAACAkhL1AAAAUFKiHgAAAEpK1I+iAwcO5KMf/Wiuu+66dHZ25uGHH06SPP/887nhhhuyatWqdHV15cy1Ce+4446sWbMmnZ2d+fznP59qtZok2bVrV2644Ya8/e1vzyOPPDJh8wF4MxutNbe7uzudnZ3p7OzMjTfemIMHD07YnADerEZrzf3FL36Rzs7OrF27Nh/60Ieyb9++CZsTTBoFo6a3t7d49tlni6Ioir6+vmLlypXFwMBA8ZnPfKb43e9+VxRFcdbXjz32WDE8PFzUarXi1ltvLe6///6iKIriwIEDxe7du4sNGzaMvBaAs43Wmrtz587i8OHDRVEUxY9+9KNiw4YNEzAbgDe30Vpzjxw5UtRqtaIoimLbtm3Fpz71qQmYDUwudupHUWtra9761rcmSebPn5+WlpYcPnw4O3fuzFVXXZUkuf7660d236+44opUKpXU1dVl6dKl6e3tTZIsWLAgHR0dqa/36wF4NaO15l522WVpampKkrMeB+DPRmvNnTVrVurq6pIkJ06cGPka+P9TjWPk6aefTq1WS0NDQ+bMmTOyYLW2tp7zB2O1Ws3Pf/7zrFy5ciKGClB6o7Xm/uQnP8kVV1wxLmMGKKs3uub+9Kc/zerVq7Np06Zs3LhxXMcOk5GoHwOHDh3Kxo0b85WvfOVvev2dd96ZSy+9NMuXLx/jkQFMPqO15m7dujVPPvlkbrzxxjEYJcDkMBpr7rp16/Kb3/wmX/ziF/Od73xnrIYKU0Zlogcw2QwNDeXTn/50brrpprzjHe9IURQ5dOhQiqJIXV1d+vr60traOvL6++67L/v27ct3v/vdCRw1QDmN1pq7a9eu3HXXXbn33nszY8aM8Z4GQCmM9t+5q1evTldX13gNHyYtO/WjqCiKfO5zn8vll1+edevWJUnq6upy6aWXZvv27UmSn/3sZ7n66quTJNu3b88DDzyQu+++O5WK/68AvB6jteb29PRkw4YN+cY3vpG2trbxngZAKYzWmrt///6Rr3fs2JGFCxeO1xRg0qoritP3neANe+KJJ/KRj3wk7e3tI4/deeedaWhoyK233pr+/v6sWLEit912W+rr67Nq1apUq9WRCzRde+21ufnmm7Nnz5588pOfTH9/fxoaGrJ48eL8+Mc/nqhpAbwpjdaa+4UvfCFbt27NggULkiQXXXRRvv3tb0/InADerEZrzf3mN7+ZX//616lUKmlqakpXV1cuueSSiZoWTAqiHgAAAErK8XsAAAAoKVEPAAAAJSXqAQAAoKREPQAAAJSU+6gBwBTW3t6ejo6OnDx5MsPDw1mxYkXWr1+fuXPnvubP7d69Oy+88ELe/e53j9NIAYBXYqceAKa47u7uPPTQQ+nu7k59fX0+/vGPp1qtvubP7N69O1u3bh2nEQIAr8Yt7QBgCmtvb8/evXtHvq9Wq1m9enW+9KUv5eqrr87Xvva17Ny5M4ODg2lvb8/tt9+ewcHBXH/99Tl27FguvPDCkftP//a3v833vve9DA8PZ+7cubn99tvT1tY2gbMDgMnPTj0AMKJSqaSjoyPPPfdckuSWW27Jgw8+mIceeijNzc154IEH0tTUlPXr1+eaa65Jd3d3br755uzfvz+bN2/O5s2bs2XLlrz//e/PHXfcMcGzAYDJz2fqAYCzFEWRurq6JMm2bdvywx/+MMPDwzly5MirHsvfsWNH9u3blw984ANJklqtlpkzZ47bmAFgqhL1AMCIarWavXv35oMf/GB6enpy991358EHH0xra2s2b96cZ5555hV/riiKrFmzJl1dXeM8YgCY2hy/BwCSJIODg9m0aVNmzpyZlStX5ujRo2lsbExLS0uOHz+e7u7ukdfOmjUrR48eHfn+ne98Z7Zt25aenp4kyfDwcPbs2TPucwCAqcZOPQBMcWvXrk2tVsvQ0FBWrFiRe++9d+Sz9StWrMh73vOeXHDBBVm+fHkGBgaSJJdffnnuueeerF27duRCeV/+8pezfv36DA8Pp1ar5cMf/nA6OjomeHYAMLm5+j0AAACUlOP3AAAAUFKiHgAAAEpK1AMAAEBJiXoAAAAoKVEPAAAAJSXqAQAAoKREPQAAAJTU/wIZ67sEjDnV0AAAAABJRU5ErkJggg=="
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_trends_overlap(\"OMORI\", df_omori).show()"
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {
"ExecuteTime": {
"end_time": "2023-07-02T06:48:05.556985976Z",
"start_time": "2023-07-02T06:48:05.178640741Z"
}
},
"outputs": [
{
"data": {
"text/plain": "<Figure size 1024x576 with 1 Axes>",
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_trends_overlap(\"Potion Craft: Alchemist Simulator\", df_potioncraft).show()"
]
},
{
"cell_type": "code",
"execution_count": 59,
"metadata": {
"ExecuteTime": {
"end_time": "2023-07-02T06:48:06.057612638Z",
"start_time": "2023-07-02T06:48:05.545203433Z"
}
},
"outputs": [
{
"data": {
"text/plain": "<Figure size 1024x576 with 1 Axes>",
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_trends_overlap(\"Untitled Goose Game\", df_untitledgoosegame).show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Visivamente, sembra esserci almeno una buona correlazione tra i due valori in due dei grafici creati, mentre essa sembra essere pessima in altri due."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Lo si verifica con il metodo `pd.DataFrame.corr`:"
]
},
{
"cell_type": "code",
"execution_count": 60,
"metadata": {
"ExecuteTime": {
"end_time": "2023-07-02T06:48:06.079650855Z",
"start_time": "2023-07-02T06:48:06.058210607Z"
}
},
"outputs": [
{
"data": {
"text/plain": "0.7957309422777553"
},
"execution_count": 60,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_deeprockgalactic.corr()[\"SteamDB · Relative concurrent players\"][\"Google Trends · Score\"]"
]
},
{
"cell_type": "code",
"execution_count": 61,
"metadata": {
"ExecuteTime": {
"end_time": "2023-07-02T06:48:06.268636217Z",
"start_time": "2023-07-02T06:48:06.077512032Z"
}
},
"outputs": [
{
"data": {
"text/plain": "-0.011662611466231525"
},
"execution_count": 61,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_omori.corr()[\"SteamDB · Relative concurrent players\"][\"Google Trends · Score\"]"
]
},
{
"cell_type": "code",
"execution_count": 62,
"metadata": {
"ExecuteTime": {
"end_time": "2023-07-02T06:48:06.269264192Z",
"start_time": "2023-07-02T06:48:06.096905840Z"
}
},
"outputs": [
{
"data": {
"text/plain": "0.6747104843444527"
},
"execution_count": 62,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_potioncraft.corr()[\"SteamDB · Relative concurrent players\"][\"Google Trends · Score\"]"
]
},
{
"cell_type": "code",
"execution_count": 63,
"metadata": {
"ExecuteTime": {
"end_time": "2023-07-02T06:48:06.269846021Z",
"start_time": "2023-07-02T06:48:06.153100506Z"
}
},
"outputs": [
{
"data": {
"text/plain": "0.12652683216472563"
},
"execution_count": 63,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_untitledgoosegame.corr()[\"SteamDB · Relative concurrent players\"][\"Google Trends · Score\"]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Infatti, si trova una correlazione fortemente positiva in due dei dataset, una molto debole nell'ultimo, e un valore insignificante nel secondo."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Sviluppo di una funzione con buona correlazione rispetto al numero di giocatori concorrenti - `unimore_bda_3.post.add_scores`"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In questa sezione si prova a sviluppare una funzione che sfrutta le informazioni sui prezzi, sugli annunci, e sui trend per predire il numero di giocatori concorrenti in ciascun momento, e poi la si correla al valore effettivo per verificarne l'efficacia."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"I risultati della funzione per ciascun giorno vengono inseriti in-place nei `pd.DataFrame` attraverso la funzione `unimore_bda_3.post.add_scores`, che viene applicata immediatamente ai dataframe e poi di cui si procede a descriverne la costruzione."
]
},
{
"cell_type": "code",
"execution_count": 64,
"metadata": {
"ExecuteTime": {
"end_time": "2023-07-02T06:48:06.270132047Z",
"start_time": "2023-07-02T06:48:06.153865538Z"
}
},
"outputs": [],
"source": [
"from unimore_bda_3 import post"
]
},
{
"cell_type": "code",
"execution_count": 65,
"metadata": {
"ExecuteTime": {
"end_time": "2023-07-02T06:48:19.752974129Z",
"start_time": "2023-07-02T06:48:06.194168811Z"
}
},
"outputs": [
{
"data": {
"text/plain": " SteamDB · Peak concurrent players \\\n2016-12-01 11.0 \n2016-12-02 NaN \n2016-12-03 NaN \n2016-12-04 NaN \n2016-12-05 NaN \n... ... \n2023-06-25 35016.0 \n2023-06-26 30017.0 \n2023-06-27 29568.0 \n2023-06-28 28539.0 \n2023-06-29 28042.0 \n\n SteamDB · Day average of concurrent players \\\n2016-12-01 NaN \n2016-12-02 NaN \n2016-12-03 NaN \n2016-12-04 NaN \n2016-12-05 NaN \n... ... \n2023-06-25 26276.0 \n2023-06-26 22421.0 \n2023-06-27 21949.0 \n2023-06-28 21347.0 \n2023-06-29 21347.0 \n\n SteamDB · Player count flags SteamDB · Steam \\\n2016-12-01 NaN NaN \n2016-12-02 NaN NaN \n2016-12-03 NaN NaN \n2016-12-04 NaN NaN \n2016-12-05 NaN NaN \n... ... ... \n2023-06-25 NaN 9.89 \n2023-06-26 NaN 9.89 \n2023-06-27 NaN 9.89 \n2023-06-28 NaN 9.89 \n2023-06-29 NaN 9.89 \n\n SteamDB · Price flags Google Trends · Score \\\n2016-12-01 NaN 0.00 \n2016-12-02 NaN 0.00 \n2016-12-03 NaN 0.00 \n2016-12-04 NaN 0.00 \n2016-12-05 NaN 0.00 \n... ... ... \n2023-06-25 NaN 0.43 \n2023-06-26 NaN 0.43 \n2023-06-27 NaN 0.43 \n2023-06-28 NaN 0.43 \n2023-06-29 NaN 0.43 \n\n Steam · Count of News tagged no_tags \\\n2016-12-01 0.0 \n2016-12-02 0.0 \n2016-12-03 0.0 \n2016-12-04 0.0 \n2016-12-05 0.0 \n... ... \n2023-06-25 0.0 \n2023-06-26 0.0 \n2023-06-27 0.0 \n2023-06-28 0.0 \n2023-06-29 1.0 \n\n Steam · Count of News tagged patchnotes \\\n2016-12-01 0.0 \n2016-12-02 0.0 \n2016-12-03 0.0 \n2016-12-04 0.0 \n2016-12-05 0.0 \n... ... \n2023-06-25 0.0 \n2023-06-26 0.0 \n2023-06-27 0.0 \n2023-06-28 0.0 \n2023-06-29 0.0 \n\n Steam · Count of News tagged hide_store \\\n2016-12-01 0.0 \n2016-12-02 0.0 \n2016-12-03 0.0 \n2016-12-04 0.0 \n2016-12-05 0.0 \n... ... \n2023-06-25 0.0 \n2023-06-26 0.0 \n2023-06-27 0.0 \n2023-06-28 0.0 \n2023-06-29 0.0 \n\n Steam · Count of News tagged ModAct_1401078964_1677758714_0 ... \\\n2016-12-01 0.0 ... \n2016-12-02 0.0 ... \n2016-12-03 0.0 ... \n2016-12-04 0.0 ... \n2016-12-05 0.0 ... \n... ... ... \n2023-06-25 0.0 ... \n2023-06-26 0.0 ... \n2023-06-27 0.0 ... \n2023-06-28 0.0 ... \n2023-06-29 0.0 ... \n\n Cumulative · General happening score with base 1.11 \\\n2016-12-01 0.000000 \n2016-12-02 0.000000 \n2016-12-03 0.000000 \n2016-12-04 0.000000 \n2016-12-05 0.000000 \n... ... \n2023-06-25 0.352184 \n2023-06-26 0.317283 \n2023-06-27 0.285841 \n2023-06-28 0.257514 \n2023-06-29 1.000000 \n\n Cumulative · Scaled general happening score with base 1.11 \\\n2016-12-01 0.000000 \n2016-12-02 0.000000 \n2016-12-03 0.000000 \n2016-12-04 0.000000 \n2016-12-05 0.000000 \n... ... \n2023-06-25 0.151439 \n2023-06-26 0.136432 \n2023-06-27 0.122912 \n2023-06-28 0.110731 \n2023-06-29 0.430000 \n\n Cumulative · General happening score with base 1.12 \\\n2016-12-01 0.000000 \n2016-12-02 0.000000 \n2016-12-03 0.000000 \n2016-12-04 0.000000 \n2016-12-05 0.000000 \n... ... \n2023-06-25 0.321973 \n2023-06-26 0.287476 \n2023-06-27 0.256675 \n2023-06-28 0.229174 \n2023-06-29 1.000000 \n\n Cumulative · Scaled general happening score with base 1.12 \\\n2016-12-01 0.000000 \n2016-12-02 0.000000 \n2016-12-03 0.000000 \n2016-12-04 0.000000 \n2016-12-05 0.000000 \n... ... \n2023-06-25 0.138448 \n2023-06-26 0.123615 \n2023-06-27 0.110370 \n2023-06-28 0.098545 \n2023-06-29 0.430000 \n\n Cumulative · General happening score with base 1.13 \\\n2016-12-01 0.000000 \n2016-12-02 0.000000 \n2016-12-03 0.000000 \n2016-12-04 0.000000 \n2016-12-05 0.000000 \n... ... \n2023-06-25 0.294588 \n2023-06-26 0.260698 \n2023-06-27 0.230706 \n2023-06-28 0.204165 \n2023-06-29 1.000000 \n\n Cumulative · Scaled general happening score with base 1.13 \\\n2016-12-01 0.000000 \n2016-12-02 0.000000 \n2016-12-03 0.000000 \n2016-12-04 0.000000 \n2016-12-05 0.000000 \n... ... \n2023-06-25 0.126673 \n2023-06-26 0.112100 \n2023-06-27 0.099204 \n2023-06-28 0.087791 \n2023-06-29 0.430000 \n\n Cumulative · General happening score with base 1.14 \\\n2016-12-01 0.000000 \n2016-12-02 0.000000 \n2016-12-03 0.000000 \n2016-12-04 0.000000 \n2016-12-05 0.000000 \n... ... \n2023-06-25 0.269744 \n2023-06-26 0.236617 \n2023-06-27 0.207559 \n2023-06-28 0.182069 \n2023-06-29 1.000000 \n\n Cumulative · Scaled general happening score with base 1.14 \\\n2016-12-01 0.000000 \n2016-12-02 0.000000 \n2016-12-03 0.000000 \n2016-12-04 0.000000 \n2016-12-05 0.000000 \n... ... \n2023-06-25 0.115990 \n2023-06-26 0.101745 \n2023-06-27 0.089250 \n2023-06-28 0.078290 \n2023-06-29 0.430000 \n\n Cumulative · General happening score with base 1.15 \\\n2016-12-01 0.000000 \n2016-12-02 0.000000 \n2016-12-03 0.000000 \n2016-12-04 0.000000 \n2016-12-05 0.000000 \n... ... \n2023-06-25 0.247185 \n2023-06-26 0.214943 \n2023-06-27 0.186907 \n2023-06-28 0.162528 \n2023-06-29 1.000000 \n\n Cumulative · Scaled general happening score with base 1.15 \n2016-12-01 0.000000 \n2016-12-02 0.000000 \n2016-12-03 0.000000 \n2016-12-04 0.000000 \n2016-12-05 0.000000 \n... ... \n2023-06-25 0.106289 \n2023-06-26 0.092426 \n2023-06-27 0.080370 \n2023-06-28 0.069887 \n2023-06-29 0.430000 \n\n[2402 rows x 66 columns]",
"text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>SteamDB · Peak concurrent players</th>\n <th>SteamDB · Day average of concurrent players</th>\n <th>SteamDB · Player count flags</th>\n <th>SteamDB · Steam</th>\n <th>SteamDB · Price flags</th>\n <th>Google Trends · Score</th>\n <th>Steam · Count of News tagged no_tags</th>\n <th>Steam · Count of News tagged patchnotes</th>\n <th>Steam · Count of News tagged hide_store</th>\n <th>Steam · Count of News tagged ModAct_1401078964_1677758714_0</th>\n <th>...</th>\n <th>Cumulative · General happening score with base 1.11</th>\n <th>Cumulative · Scaled general happening score with base 1.11</th>\n <th>Cumulative · General happening score with base 1.12</th>\n <th>Cumulative · Scaled general happening score with base 1.12</th>\n <th>Cumulative · General happening score with base 1.13</th>\n <th>Cumulative · Scaled general happening score with base 1.13</th>\n <th>Cumulative · General happening score with base 1.14</th>\n <th>Cumulative · Scaled general happening score with base 1.14</th>\n <th>Cumulative · General happening score with base 1.15</th>\n <th>Cumulative · Scaled general happening score with base 1.15</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>2016-12-01</th>\n <td>11.0</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>0.00</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>...</td>\n <td>0.000000</td>\n <td>0.000000</td>\n <td>0.000000</td>\n <td>0.000000</td>\n <td>0.000000</td>\n <td>0.000000</td>\n <td>0.000000</td>\n <td>0.000000</td>\n <td>0.000000</td>\n <td>0.000000</td>\n </tr>\n <tr>\n <th>2016-12-02</th>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>0.00</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>...</td>\n <td>0.000000</td>\n <td>0.000000</td>\n <td>0.000000</td>\n <td>0.000000</td>\n <td>0.000000</td>\n <td>0.000000</td>\n <td>0.000000</td>\n <td>0.000000</td>\n <td>0.000000</td>\n <td>0.000000</td>\n </tr>\n <tr>\n <th>2016-12-03</th>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>0.00</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>...</td>\n <td>0.000000</td>\n <td>0.000000</td>\n <td>0.000000</td>\n <td>0.000000</td>\n <td>0.000000</td>\n <td>0.000000</td>\n <td>0.000000</td>\n <td>0.000000</td>\n <td>0.000000</td>\n <td>0.000000</td>\n </tr>\n <tr>\n <th>2016-12-04</th>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>0.00</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>...</td>\n <td>0.000000</td>\n <td>0.000000</td>\n <td>0.000000</td>\n <td>0.000000</td>\n <td>0.000000</td>\n <td>0.000000</td>\n <td>0.000000</td>\n <td>0.000000</td>\n <td>0.000000</td>\n <td>0.000000</td>\n </tr>\n <tr>\n <th>2016-12-05</th>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>0.00</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>...</td>\n <td>0.000000</td>\n <td>0.000000</td>\n <td>0.000000</td>\n <td>0.000000</td>\n <td>0.000000</td>\n <td>0.000000</td>\n <td>0.000000</td>\n <td>0.000000</td>\n <td>0.000000</td>\n <td>0.000000</td>\n </tr>\n <tr>\n <th>...</th>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n </tr>\n <tr>\n <th>2023-06-25</th>\n <td>35016.0</td>\n <td>26276.0</td>\n <td>NaN</td>\n <td>9.89</td>\n <td>NaN</td>\n <td>0.43</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>...</td>\n <td>0.352184</td>\n <td>0.151439</td>\n <td>0.321973</td>\n <td>0.138448</td>\n <td>0.294588</td>\n <td>0.126673</td>\n <td>0.269744</td>\n <td>0.115990</td>\n <td>0.247185</td>\n <td>0.106289</td>\n </tr>\n <tr>\n <th>2023-06-26</th>\n <td>30017.0</td>\n <td>22421.0</td>\n <td>NaN</td>\n <td>9.89</td>\n <td>NaN</td>\n <td>0.43</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>...</td>\n <td>0.317283</td>\n <td>0.136432</td>\n <td>0.287476</td>\n <td>0.123615</td>\n <td>0.260698</td>\n <td>0.112100</td>\n <td>0.236617</td>\n <td>0.101745</td>\n <td>0.214943</td>\n <td>0.092426</td>\n </tr>\n <tr>\n <th>2023-06-27</th>\n <td>29568.0</td>\n <td>21949.0</td>\n <td>NaN</td>\n <td>9.89</td>\n <td>NaN</td>\n <td>0.43</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>...</td>\n <td>0.285841</td>\n <td>0.122912</td>\n <td>0.256675</td>\n <td>0.110370</td>\n <td>0.230706</td>\n <td>0.099204</td>\n <td>0.207559</td>\n <td>0.089250</td>\n <td>0.186907</td>\n <td>0.080370</td>\n </tr>\n <tr>\n <th>2023-06-28</th>\n <td>28539.0</td>\n <td>21347.0</td>\n <td>NaN</td>\n <td>9.89</td>\n <td>NaN</td>\n <td>0.43</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>...</td>\n <td>0.257514</td>\n <td>0.110731</td>\n <td>0.229174</td>\n <td>0.098545</td>\n <td>0.204165</td>\n <td>0.087791</td>\n <td>0.182069</td>\n <td>0.078290</td>\n <td>0.162528</td>\n <td>0.069887</td>\n </tr>\n <tr>\n <th>2023-06-29</th>\n <td>28042.0</td>\n <td>21347.0</td>\n <td>NaN</td>\n <td>9.89</td>\n <td>NaN</td>\n <td>0.43</td>\n <td>1.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>...</td>\n <td>1.000000</td>\n <td>0.430000</td>\n <td>1.000000</td>\n <td>0.430000</td>\n <td>1.000000</td>\n <td>0.430000</td>\n <td>1.000000</td>\n <td>0.430000</td>\n <td>1.000000</td>\n <td>0.430000</td>\n </tr>\n </tbody>\n</table>\n<p>2402 rows × 66 columns</p>\n</div>"
},
"execution_count": 65,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"post.add_scores(df_deeprockgalactic)"
]
},
{
"cell_type": "code",
"execution_count": 66,
"metadata": {
"ExecuteTime": {
"end_time": "2023-07-02T06:48:25.553507859Z",
"start_time": "2023-07-02T06:48:19.687095009Z"
}
},
"outputs": [
{
"data": {
"text/plain": " SteamDB · Peak concurrent players \\\n2020-12-25 2354.0 \n2020-12-26 2867.0 \n2020-12-27 2931.0 \n2020-12-28 2921.0 \n2020-12-29 2757.0 \n... ... \n2023-06-25 786.0 \n2023-06-26 780.0 \n2023-06-27 718.0 \n2023-06-28 696.0 \n2023-06-29 651.0 \n\n SteamDB · Day average of concurrent players \\\n2020-12-25 NaN \n2020-12-26 NaN \n2020-12-27 NaN \n2020-12-28 NaN \n2020-12-29 NaN \n... ... \n2023-06-25 613.0 \n2023-06-26 584.0 \n2023-06-27 580.0 \n2023-06-28 566.0 \n2023-06-29 566.0 \n\n SteamDB · Player count flags SteamDB · Steam \\\n2020-12-25 NaN 16.79 \n2020-12-26 NaN 16.79 \n2020-12-27 NaN 16.79 \n2020-12-28 NaN 16.79 \n2020-12-29 NaN 16.79 \n... ... ... \n2023-06-25 NaN 16.79 \n2023-06-26 NaN 16.79 \n2023-06-27 NaN 16.79 \n2023-06-28 NaN 16.79 \n2023-06-29 NaN 16.79 \n\n SteamDB · Price flags Google Trends · Score \\\n2020-12-25 NaN NaN \n2020-12-26 NaN NaN \n2020-12-27 NaN NaN \n2020-12-28 NaN NaN \n2020-12-29 NaN NaN \n... ... ... \n2023-06-25 NaN 0.57 \n2023-06-26 NaN 0.57 \n2023-06-27 NaN 0.57 \n2023-06-28 NaN 0.57 \n2023-06-29 NaN 0.57 \n\n Steam · Count of News tagged no_tags ITAD · Best Price \\\n2020-12-25 0.0 16.79 \n2020-12-26 0.0 16.79 \n2020-12-27 0.0 16.79 \n2020-12-28 0.0 16.79 \n2020-12-29 0.0 16.79 \n... ... ... \n2023-06-25 0.0 12.59 \n2023-06-26 0.0 12.59 \n2023-06-27 0.0 12.59 \n2023-06-28 0.0 12.59 \n2023-06-29 0.0 16.79 \n\n ITAD · Best Regular Price ITAD · Worst Regular Price ... \\\n2020-12-25 16.79 16.79 ... \n2020-12-26 16.79 16.79 ... \n2020-12-27 16.79 16.79 ... \n2020-12-28 16.79 16.79 ... \n2020-12-29 16.79 16.79 ... \n... ... ... ... \n2023-06-25 16.79 29.99 ... \n2023-06-26 16.79 29.99 ... \n2023-06-27 16.79 29.99 ... \n2023-06-28 16.79 29.99 ... \n2023-06-29 16.79 29.99 ... \n\n Cumulative · General happening score with base 1.11 \\\n2020-12-25 0.000000 \n2020-12-26 0.000000 \n2020-12-27 0.000000 \n2020-12-28 0.000000 \n2020-12-29 0.000000 \n... ... \n2023-06-25 0.000055 \n2023-06-26 0.000049 \n2023-06-27 0.000045 \n2023-06-28 0.000040 \n2023-06-29 0.000036 \n\n Cumulative · Scaled general happening score with base 1.11 \\\n2020-12-25 NaN \n2020-12-26 NaN \n2020-12-27 NaN \n2020-12-28 NaN \n2020-12-29 NaN \n... ... \n2023-06-25 0.000031 \n2023-06-26 0.000028 \n2023-06-27 0.000025 \n2023-06-28 0.000023 \n2023-06-29 0.000021 \n\n Cumulative · General happening score with base 1.12 \\\n2020-12-25 0.000000 \n2020-12-26 0.000000 \n2020-12-27 0.000000 \n2020-12-28 0.000000 \n2020-12-29 0.000000 \n... ... \n2023-06-25 0.000024 \n2023-06-26 0.000021 \n2023-06-27 0.000019 \n2023-06-28 0.000017 \n2023-06-29 0.000015 \n\n Cumulative · Scaled general happening score with base 1.12 \\\n2020-12-25 NaN \n2020-12-26 NaN \n2020-12-27 NaN \n2020-12-28 NaN \n2020-12-29 NaN \n... ... \n2023-06-25 0.000013 \n2023-06-26 0.000012 \n2023-06-27 0.000011 \n2023-06-28 0.000010 \n2023-06-29 0.000009 \n\n Cumulative · General happening score with base 1.13 \\\n2020-12-25 0.000000 \n2020-12-26 0.000000 \n2020-12-27 0.000000 \n2020-12-28 0.000000 \n2020-12-29 0.000000 \n... ... \n2023-06-25 0.000010 \n2023-06-26 0.000009 \n2023-06-27 0.000008 \n2023-06-28 0.000007 \n2023-06-29 0.000006 \n\n Cumulative · Scaled general happening score with base 1.13 \\\n2020-12-25 NaN \n2020-12-26 NaN \n2020-12-27 NaN \n2020-12-28 NaN \n2020-12-29 NaN \n... ... \n2023-06-25 0.000006 \n2023-06-26 0.000005 \n2023-06-27 0.000005 \n2023-06-28 0.000004 \n2023-06-29 0.000004 \n\n Cumulative · General happening score with base 1.14 \\\n2020-12-25 0.000000 \n2020-12-26 0.000000 \n2020-12-27 0.000000 \n2020-12-28 0.000000 \n2020-12-29 0.000000 \n... ... \n2023-06-25 0.000004 \n2023-06-26 0.000004 \n2023-06-27 0.000003 \n2023-06-28 0.000003 \n2023-06-29 0.000003 \n\n Cumulative · Scaled general happening score with base 1.14 \\\n2020-12-25 NaN \n2020-12-26 NaN \n2020-12-27 NaN \n2020-12-28 NaN \n2020-12-29 NaN \n... ... \n2023-06-25 0.000003 \n2023-06-26 0.000002 \n2023-06-27 0.000002 \n2023-06-28 0.000002 \n2023-06-29 0.000002 \n\n Cumulative · General happening score with base 1.15 \\\n2020-12-25 0.000000 \n2020-12-26 0.000000 \n2020-12-27 0.000000 \n2020-12-28 0.000000 \n2020-12-29 0.000000 \n... ... \n2023-06-25 0.000002 \n2023-06-26 0.000002 \n2023-06-27 0.000001 \n2023-06-28 0.000001 \n2023-06-29 0.000001 \n\n Cumulative · Scaled general happening score with base 1.15 \n2020-12-25 NaN \n2020-12-26 NaN \n2020-12-27 NaN \n2020-12-28 NaN \n2020-12-29 NaN \n... ... \n2023-06-25 1.122737e-06 \n2023-06-26 9.762927e-07 \n2023-06-27 8.489501e-07 \n2023-06-28 7.382175e-07 \n2023-06-29 6.419283e-07 \n\n[917 rows x 53 columns]",
"text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>SteamDB · Peak concurrent players</th>\n <th>SteamDB · Day average of concurrent players</th>\n <th>SteamDB · Player count flags</th>\n <th>SteamDB · Steam</th>\n <th>SteamDB · Price flags</th>\n <th>Google Trends · Score</th>\n <th>Steam · Count of News tagged no_tags</th>\n <th>ITAD · Best Price</th>\n <th>ITAD · Best Regular Price</th>\n <th>ITAD · Worst Regular Price</th>\n <th>...</th>\n <th>Cumulative · General happening score with base 1.11</th>\n <th>Cumulative · Scaled general happening score with base 1.11</th>\n <th>Cumulative · General happening score with base 1.12</th>\n <th>Cumulative · Scaled general happening score with base 1.12</th>\n <th>Cumulative · General happening score with base 1.13</th>\n <th>Cumulative · Scaled general happening score with base 1.13</th>\n <th>Cumulative · General happening score with base 1.14</th>\n <th>Cumulative · Scaled general happening score with base 1.14</th>\n <th>Cumulative · General happening score with base 1.15</th>\n <th>Cumulative · Scaled general happening score with base 1.15</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>2020-12-25</th>\n <td>2354.0</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>16.79</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>0.0</td>\n <td>16.79</td>\n <td>16.79</td>\n <td>16.79</td>\n <td>...</td>\n <td>0.000000</td>\n <td>NaN</td>\n <td>0.000000</td>\n <td>NaN</td>\n <td>0.000000</td>\n <td>NaN</td>\n <td>0.000000</td>\n <td>NaN</td>\n <td>0.000000</td>\n <td>NaN</td>\n </tr>\n <tr>\n <th>2020-12-26</th>\n <td>2867.0</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>16.79</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>0.0</td>\n <td>16.79</td>\n <td>16.79</td>\n <td>16.79</td>\n <td>...</td>\n <td>0.000000</td>\n <td>NaN</td>\n <td>0.000000</td>\n <td>NaN</td>\n <td>0.000000</td>\n <td>NaN</td>\n <td>0.000000</td>\n <td>NaN</td>\n <td>0.000000</td>\n <td>NaN</td>\n </tr>\n <tr>\n <th>2020-12-27</th>\n <td>2931.0</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>16.79</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>0.0</td>\n <td>16.79</td>\n <td>16.79</td>\n <td>16.79</td>\n <td>...</td>\n <td>0.000000</td>\n <td>NaN</td>\n <td>0.000000</td>\n <td>NaN</td>\n <td>0.000000</td>\n <td>NaN</td>\n <td>0.000000</td>\n <td>NaN</td>\n <td>0.000000</td>\n <td>NaN</td>\n </tr>\n <tr>\n <th>2020-12-28</th>\n <td>2921.0</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>16.79</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>0.0</td>\n <td>16.79</td>\n <td>16.79</td>\n <td>16.79</td>\n <td>...</td>\n <td>0.000000</td>\n <td>NaN</td>\n <td>0.000000</td>\n <td>NaN</td>\n <td>0.000000</td>\n <td>NaN</td>\n <td>0.000000</td>\n <td>NaN</td>\n <td>0.000000</td>\n <td>NaN</td>\n </tr>\n <tr>\n <th>2020-12-29</th>\n <td>2757.0</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>16.79</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>0.0</td>\n <td>16.79</td>\n <td>16.79</td>\n <td>16.79</td>\n <td>...</td>\n <td>0.000000</td>\n <td>NaN</td>\n <td>0.000000</td>\n <td>NaN</td>\n <td>0.000000</td>\n <td>NaN</td>\n <td>0.000000</td>\n <td>NaN</td>\n <td>0.000000</td>\n <td>NaN</td>\n </tr>\n <tr>\n <th>...</th>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n </tr>\n <tr>\n <th>2023-06-25</th>\n <td>786.0</td>\n <td>613.0</td>\n <td>NaN</td>\n <td>16.79</td>\n <td>NaN</td>\n <td>0.57</td>\n <td>0.0</td>\n <td>12.59</td>\n <td>16.79</td>\n <td>29.99</td>\n <td>...</td>\n <td>0.000055</td>\n <td>0.000031</td>\n <td>0.000024</td>\n <td>0.000013</td>\n <td>0.000010</td>\n <td>0.000006</td>\n <td>0.000004</td>\n <td>0.000003</td>\n <td>0.000002</td>\n <td>1.122737e-06</td>\n </tr>\n <tr>\n <th>2023-06-26</th>\n <td>780.0</td>\n <td>584.0</td>\n <td>NaN</td>\n <td>16.79</td>\n <td>NaN</td>\n <td>0.57</td>\n <td>0.0</td>\n <td>12.59</td>\n <td>16.79</td>\n <td>29.99</td>\n <td>...</td>\n <td>0.000049</td>\n <td>0.000028</td>\n <td>0.000021</td>\n <td>0.000012</td>\n <td>0.000009</td>\n <td>0.000005</td>\n <td>0.000004</td>\n <td>0.000002</td>\n <td>0.000002</td>\n <td>9.762927e-07</td>\n </tr>\n <tr>\n <th>2023-06-27</th>\n <td>718.0</td>\n <td>580.0</td>\n <td>NaN</td>\n <td>16.79</td>\n <td>NaN</td>\n <td>0.57</td>\n <td>0.0</td>\n <td>12.59</td>\n <td>16.79</td>\n <td>29.99</td>\n <td>...</td>\n <td>0.000045</td>\n <td>0.000025</td>\n <td>0.000019</td>\n <td>0.000011</td>\n <td>0.000008</td>\n <td>0.000005</td>\n <td>0.000003</td>\n <td>0.000002</td>\n <td>0.000001</td>\n <td>8.489501e-07</td>\n </tr>\n <tr>\n <th>2023-06-28</th>\n <td>696.0</td>\n <td>566.0</td>\n <td>NaN</td>\n <td>16.79</td>\n <td>NaN</td>\n <td>0.57</td>\n <td>0.0</td>\n <td>12.59</td>\n <td>16.79</td>\n <td>29.99</td>\n <td>...</td>\n <td>0.000040</td>\n <td>0.000023</td>\n <td>0.000017</td>\n <td>0.000010</td>\n <td>0.000007</td>\n <td>0.000004</td>\n <td>0.000003</td>\n <td>0.000002</td>\n <td>0.000001</td>\n <td>7.382175e-07</td>\n </tr>\n <tr>\n <th>2023-06-29</th>\n <td>651.0</td>\n <td>566.0</td>\n <td>NaN</td>\n <td>16.79</td>\n <td>NaN</td>\n <td>0.57</td>\n <td>0.0</td>\n <td>16.79</td>\n <td>16.79</td>\n <td>29.99</td>\n <td>...</td>\n <td>0.000036</td>\n <td>0.000021</td>\n <td>0.000015</td>\n <td>0.000009</td>\n <td>0.000006</td>\n <td>0.000004</td>\n <td>0.000003</td>\n <td>0.000002</td>\n <td>0.000001</td>\n <td>6.419283e-07</td>\n </tr>\n </tbody>\n</table>\n<p>917 rows × 53 columns</p>\n</div>"
},
"execution_count": 66,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"post.add_scores(df_omori)"
]
},
{
"cell_type": "code",
"execution_count": 67,
"metadata": {
"ExecuteTime": {
"end_time": "2023-07-02T06:48:29.471582492Z",
"start_time": "2023-07-02T06:48:25.552685620Z"
}
},
"outputs": [
{
"data": {
"text/plain": " SteamDB · Peak concurrent players \\\n2021-09-21 4202.0 \n2021-09-22 7046.0 \n2021-09-23 6694.0 \n2021-09-24 5837.0 \n2021-09-25 6301.0 \n... ... \n2023-06-26 497.0 \n2023-06-27 504.0 \n2023-06-28 457.0 \n2023-06-29 530.0 \n2023-06-30 719.0 \n\n SteamDB · Day average of concurrent players \\\n2021-09-21 NaN \n2021-09-22 NaN \n2021-09-23 NaN \n2021-09-24 NaN \n2021-09-25 NaN \n... ... \n2023-06-26 385.0 \n2023-06-27 387.0 \n2023-06-28 367.0 \n2023-06-29 395.0 \n2023-06-30 395.0 \n\n SteamDB · Player count flags SteamDB · Steam \\\n2021-09-21 NaN 11.24 \n2021-09-22 NaN 11.24 \n2021-09-23 NaN 11.24 \n2021-09-24 NaN 11.24 \n2021-09-25 NaN 11.24 \n... ... ... \n2023-06-26 NaN 12.49 \n2023-06-27 NaN 12.49 \n2023-06-28 NaN 12.49 \n2023-06-29 NaN 8.11 \n2023-06-30 NaN 8.11 \n\n SteamDB · Price flags Google Trends · Score \\\n2021-09-21 NaN NaN \n2021-09-22 NaN NaN \n2021-09-23 NaN NaN \n2021-09-24 NaN NaN \n2021-09-25 NaN NaN \n... ... ... \n2023-06-26 NaN 0.24 \n2023-06-27 NaN 0.24 \n2023-06-28 NaN 0.24 \n2023-06-29 NaN 0.24 \n2023-06-30 NaN 0.24 \n\n Steam · Count of News tagged workshop \\\n2021-09-21 0.0 \n2021-09-22 0.0 \n2021-09-23 0.0 \n2021-09-24 0.0 \n2021-09-25 0.0 \n... ... \n2023-06-26 0.0 \n2023-06-27 0.0 \n2023-06-28 0.0 \n2023-06-29 1.0 \n2023-06-30 0.0 \n\n Steam · Count of News tagged ModAct_1428110219_1685546438_0 \\\n2021-09-21 0.0 \n2021-09-22 0.0 \n2021-09-23 0.0 \n2021-09-24 0.0 \n2021-09-25 0.0 \n... ... \n2023-06-26 0.0 \n2023-06-27 0.0 \n2023-06-28 0.0 \n2023-06-29 0.0 \n2023-06-30 0.0 \n\n Steam · Count of News tagged mod_require_rereview \\\n2021-09-21 0.0 \n2021-09-22 0.0 \n2021-09-23 0.0 \n2021-09-24 0.0 \n2021-09-25 0.0 \n... ... \n2023-06-26 0.0 \n2023-06-27 0.0 \n2023-06-28 0.0 \n2023-06-29 0.0 \n2023-06-30 0.0 \n\n Steam · Count of News tagged mod_reviewed ... \\\n2021-09-21 0.0 ... \n2021-09-22 0.0 ... \n2021-09-23 0.0 ... \n2021-09-24 0.0 ... \n2021-09-25 0.0 ... \n... ... ... \n2023-06-26 0.0 ... \n2023-06-27 0.0 ... \n2023-06-28 0.0 ... \n2023-06-29 0.0 ... \n2023-06-30 0.0 ... \n\n Cumulative · General happening score with base 1.11 \\\n2021-09-21 0.000000 \n2021-09-22 1.000000 \n2021-09-23 0.900901 \n2021-09-24 0.811622 \n2021-09-25 0.731191 \n... ... \n2023-06-26 1.000000 \n2023-06-27 0.900901 \n2023-06-28 0.811622 \n2023-06-29 1.000000 \n2023-06-30 0.900901 \n\n Cumulative · Scaled general happening score with base 1.11 \\\n2021-09-21 NaN \n2021-09-22 NaN \n2021-09-23 NaN \n2021-09-24 NaN \n2021-09-25 NaN \n... ... \n2023-06-26 0.240000 \n2023-06-27 0.216216 \n2023-06-28 0.194789 \n2023-06-29 0.240000 \n2023-06-30 0.216216 \n\n Cumulative · General happening score with base 1.12 \\\n2021-09-21 0.000000 \n2021-09-22 1.000000 \n2021-09-23 0.892857 \n2021-09-24 0.797194 \n2021-09-25 0.711780 \n... ... \n2023-06-26 1.000000 \n2023-06-27 0.892857 \n2023-06-28 0.797194 \n2023-06-29 1.000000 \n2023-06-30 0.892857 \n\n Cumulative · Scaled general happening score with base 1.12 \\\n2021-09-21 NaN \n2021-09-22 NaN \n2021-09-23 NaN \n2021-09-24 NaN \n2021-09-25 NaN \n... ... \n2023-06-26 0.240000 \n2023-06-27 0.214286 \n2023-06-28 0.191327 \n2023-06-29 0.240000 \n2023-06-30 0.214286 \n\n Cumulative · General happening score with base 1.13 \\\n2021-09-21 0.000000 \n2021-09-22 1.000000 \n2021-09-23 0.884956 \n2021-09-24 0.783147 \n2021-09-25 0.693050 \n... ... \n2023-06-26 1.000000 \n2023-06-27 0.884956 \n2023-06-28 0.783147 \n2023-06-29 1.000000 \n2023-06-30 0.884956 \n\n Cumulative · Scaled general happening score with base 1.13 \\\n2021-09-21 NaN \n2021-09-22 NaN \n2021-09-23 NaN \n2021-09-24 NaN \n2021-09-25 NaN \n... ... \n2023-06-26 0.240000 \n2023-06-27 0.212389 \n2023-06-28 0.187955 \n2023-06-29 0.240000 \n2023-06-30 0.212389 \n\n Cumulative · General happening score with base 1.14 \\\n2021-09-21 0.000000 \n2021-09-22 1.000000 \n2021-09-23 0.877193 \n2021-09-24 0.769468 \n2021-09-25 0.674972 \n... ... \n2023-06-26 1.000000 \n2023-06-27 0.877193 \n2023-06-28 0.769468 \n2023-06-29 1.000000 \n2023-06-30 0.877193 \n\n Cumulative · Scaled general happening score with base 1.14 \\\n2021-09-21 NaN \n2021-09-22 NaN \n2021-09-23 NaN \n2021-09-24 NaN \n2021-09-25 NaN \n... ... \n2023-06-26 0.240000 \n2023-06-27 0.210526 \n2023-06-28 0.184672 \n2023-06-29 0.240000 \n2023-06-30 0.210526 \n\n Cumulative · General happening score with base 1.15 \\\n2021-09-21 0.000000 \n2021-09-22 1.000000 \n2021-09-23 0.869565 \n2021-09-24 0.756144 \n2021-09-25 0.657516 \n... ... \n2023-06-26 1.000000 \n2023-06-27 0.869565 \n2023-06-28 0.756144 \n2023-06-29 1.000000 \n2023-06-30 0.869565 \n\n Cumulative · Scaled general happening score with base 1.15 \n2021-09-21 NaN \n2021-09-22 NaN \n2021-09-23 NaN \n2021-09-24 NaN \n2021-09-25 NaN \n... ... \n2023-06-26 0.240000 \n2023-06-27 0.208696 \n2023-06-28 0.181474 \n2023-06-29 0.240000 \n2023-06-30 0.208696 \n\n[648 rows x 82 columns]",
"text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>SteamDB · Peak concurrent players</th>\n <th>SteamDB · Day average of concurrent players</th>\n <th>SteamDB · Player count flags</th>\n <th>SteamDB · Steam</th>\n <th>SteamDB · Price flags</th>\n <th>Google Trends · Score</th>\n <th>Steam · Count of News tagged workshop</th>\n <th>Steam · Count of News tagged ModAct_1428110219_1685546438_0</th>\n <th>Steam · Count of News tagged mod_require_rereview</th>\n <th>Steam · Count of News tagged mod_reviewed</th>\n <th>...</th>\n <th>Cumulative · General happening score with base 1.11</th>\n <th>Cumulative · Scaled general happening score with base 1.11</th>\n <th>Cumulative · General happening score with base 1.12</th>\n <th>Cumulative · Scaled general happening score with base 1.12</th>\n <th>Cumulative · General happening score with base 1.13</th>\n <th>Cumulative · Scaled general happening score with base 1.13</th>\n <th>Cumulative · General happening score with base 1.14</th>\n <th>Cumulative · Scaled general happening score with base 1.14</th>\n <th>Cumulative · General happening score with base 1.15</th>\n <th>Cumulative · Scaled general happening score with base 1.15</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>2021-09-21</th>\n <td>4202.0</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>11.24</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>...</td>\n <td>0.000000</td>\n <td>NaN</td>\n <td>0.000000</td>\n <td>NaN</td>\n <td>0.000000</td>\n <td>NaN</td>\n <td>0.000000</td>\n <td>NaN</td>\n <td>0.000000</td>\n <td>NaN</td>\n </tr>\n <tr>\n <th>2021-09-22</th>\n <td>7046.0</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>11.24</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>...</td>\n <td>1.000000</td>\n <td>NaN</td>\n <td>1.000000</td>\n <td>NaN</td>\n <td>1.000000</td>\n <td>NaN</td>\n <td>1.000000</td>\n <td>NaN</td>\n <td>1.000000</td>\n <td>NaN</td>\n </tr>\n <tr>\n <th>2021-09-23</th>\n <td>6694.0</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>11.24</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>...</td>\n <td>0.900901</td>\n <td>NaN</td>\n <td>0.892857</td>\n <td>NaN</td>\n <td>0.884956</td>\n <td>NaN</td>\n <td>0.877193</td>\n <td>NaN</td>\n <td>0.869565</td>\n <td>NaN</td>\n </tr>\n <tr>\n <th>2021-09-24</th>\n <td>5837.0</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>11.24</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>...</td>\n <td>0.811622</td>\n <td>NaN</td>\n <td>0.797194</td>\n <td>NaN</td>\n <td>0.783147</td>\n <td>NaN</td>\n <td>0.769468</td>\n <td>NaN</td>\n <td>0.756144</td>\n <td>NaN</td>\n </tr>\n <tr>\n <th>2021-09-25</th>\n <td>6301.0</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>11.24</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>...</td>\n <td>0.731191</td>\n <td>NaN</td>\n <td>0.711780</td>\n <td>NaN</td>\n <td>0.693050</td>\n <td>NaN</td>\n <td>0.674972</td>\n <td>NaN</td>\n <td>0.657516</td>\n <td>NaN</td>\n </tr>\n <tr>\n <th>...</th>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n </tr>\n <tr>\n <th>2023-06-26</th>\n <td>497.0</td>\n <td>385.0</td>\n <td>NaN</td>\n <td>12.49</td>\n <td>NaN</td>\n <td>0.24</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>...</td>\n <td>1.000000</td>\n <td>0.240000</td>\n <td>1.000000</td>\n <td>0.240000</td>\n <td>1.000000</td>\n <td>0.240000</td>\n <td>1.000000</td>\n <td>0.240000</td>\n <td>1.000000</td>\n <td>0.240000</td>\n </tr>\n <tr>\n <th>2023-06-27</th>\n <td>504.0</td>\n <td>387.0</td>\n <td>NaN</td>\n <td>12.49</td>\n <td>NaN</td>\n <td>0.24</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>...</td>\n <td>0.900901</td>\n <td>0.216216</td>\n <td>0.892857</td>\n <td>0.214286</td>\n <td>0.884956</td>\n <td>0.212389</td>\n <td>0.877193</td>\n <td>0.210526</td>\n <td>0.869565</td>\n <td>0.208696</td>\n </tr>\n <tr>\n <th>2023-06-28</th>\n <td>457.0</td>\n <td>367.0</td>\n <td>NaN</td>\n <td>12.49</td>\n <td>NaN</td>\n <td>0.24</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>...</td>\n <td>0.811622</td>\n <td>0.194789</td>\n <td>0.797194</td>\n <td>0.191327</td>\n <td>0.783147</td>\n <td>0.187955</td>\n <td>0.769468</td>\n <td>0.184672</td>\n <td>0.756144</td>\n <td>0.181474</td>\n </tr>\n <tr>\n <th>2023-06-29</th>\n <td>530.0</td>\n <td>395.0</td>\n <td>NaN</td>\n <td>8.11</td>\n <td>NaN</td>\n <td>0.24</td>\n <td>1.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>...</td>\n <td>1.000000</td>\n <td>0.240000</td>\n <td>1.000000</td>\n <td>0.240000</td>\n <td>1.000000</td>\n <td>0.240000</td>\n <td>1.000000</td>\n <td>0.240000</td>\n <td>1.000000</td>\n <td>0.240000</td>\n </tr>\n <tr>\n <th>2023-06-30</th>\n <td>719.0</td>\n <td>395.0</td>\n <td>NaN</td>\n <td>8.11</td>\n <td>NaN</td>\n <td>0.24</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>...</td>\n <td>0.900901</td>\n <td>0.216216</td>\n <td>0.892857</td>\n <td>0.214286</td>\n <td>0.884956</td>\n <td>0.212389</td>\n <td>0.877193</td>\n <td>0.210526</td>\n <td>0.869565</td>\n <td>0.208696</td>\n </tr>\n </tbody>\n</table>\n<p>648 rows × 82 columns</p>\n</div>"
},
"execution_count": 67,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"post.add_scores(df_potioncraft)"
]
},
{
"cell_type": "code",
"execution_count": 68,
"metadata": {
"ExecuteTime": {
"end_time": "2023-07-02T06:48:35.044817636Z",
"start_time": "2023-07-02T06:48:29.470670375Z"
}
},
"outputs": [
{
"data": {
"text/plain": " SteamDB · Peak concurrent players \\\n2020-09-23 1788.0 \n2020-09-24 1951.0 \n2020-09-25 1692.0 \n2020-09-26 1649.0 \n2020-09-27 1406.0 \n... ... \n2023-06-25 753.0 \n2023-06-26 621.0 \n2023-06-27 603.0 \n2023-06-28 645.0 \n2023-06-29 630.0 \n\n SteamDB · Day average of concurrent players \\\n2020-09-23 NaN \n2020-09-24 NaN \n2020-09-25 NaN \n2020-09-26 NaN \n2020-09-27 NaN \n... ... \n2023-06-25 504.0 \n2023-06-26 414.0 \n2023-06-27 405.0 \n2023-06-28 394.0 \n2023-06-29 394.0 \n\n SteamDB · Player count flags SteamDB · Steam \\\n2020-09-23 NaN 0.00 \n2020-09-24 NaN 0.00 \n2020-09-25 NaN 0.00 \n2020-09-26 NaN 0.00 \n2020-09-27 NaN 0.00 \n... ... ... \n2023-06-25 NaN 8.39 \n2023-06-26 NaN 8.39 \n2023-06-27 NaN 8.39 \n2023-06-28 NaN 8.39 \n2023-06-29 NaN 8.39 \n\n SteamDB · Price flags Google Trends · Score \\\n2020-09-23 NaN NaN \n2020-09-24 NaN NaN \n2020-09-25 NaN NaN \n2020-09-26 NaN NaN \n2020-09-27 NaN NaN \n... ... ... \n2023-06-25 NaN 0.09 \n2023-06-26 NaN 0.09 \n2023-06-27 NaN 0.09 \n2023-06-28 NaN 0.09 \n2023-06-29 NaN 0.09 \n\n Steam · Count of News tagged no_tags \\\n2020-09-23 2.0 \n2020-09-24 0.0 \n2020-09-25 0.0 \n2020-09-26 0.0 \n2020-09-27 0.0 \n... ... \n2023-06-25 0.0 \n2023-06-26 0.0 \n2023-06-27 0.0 \n2023-06-28 0.0 \n2023-06-29 0.0 \n\n Steam · Count of News tagged patchnotes ITAD · Best Price \\\n2020-09-23 0.0 11.99 \n2020-09-24 0.0 11.99 \n2020-09-25 0.0 11.99 \n2020-09-26 0.0 11.99 \n2020-09-27 0.0 11.99 \n... ... ... \n2023-06-25 0.0 8.39 \n2023-06-26 0.0 8.39 \n2023-06-27 0.0 8.39 \n2023-06-28 0.0 8.39 \n2023-06-29 0.0 8.39 \n\n ITAD · Best Regular Price ... \\\n2020-09-23 15.99 ... \n2020-09-24 15.99 ... \n2020-09-25 15.99 ... \n2020-09-26 15.99 ... \n2020-09-27 15.99 ... \n... ... ... \n2023-06-25 15.99 ... \n2023-06-26 15.99 ... \n2023-06-27 15.99 ... \n2023-06-28 15.99 ... \n2023-06-29 15.99 ... \n\n Cumulative · General happening score with base 1.11 \\\n2020-09-23 0.000000 \n2020-09-24 0.000000 \n2020-09-25 0.000000 \n2020-09-26 0.000000 \n2020-09-27 0.000000 \n... ... \n2023-06-25 0.658731 \n2023-06-26 0.593451 \n2023-06-27 0.534641 \n2023-06-28 0.481658 \n2023-06-29 0.433926 \n\n Cumulative · Scaled general happening score with base 1.11 \\\n2020-09-23 NaN \n2020-09-24 NaN \n2020-09-25 NaN \n2020-09-26 NaN \n2020-09-27 NaN \n... ... \n2023-06-25 0.059286 \n2023-06-26 0.053411 \n2023-06-27 0.048118 \n2023-06-28 0.043349 \n2023-06-29 0.039053 \n\n Cumulative · General happening score with base 1.12 \\\n2020-09-23 0.000000 \n2020-09-24 0.000000 \n2020-09-25 0.000000 \n2020-09-26 0.000000 \n2020-09-27 0.000000 \n... ... \n2023-06-25 0.635518 \n2023-06-26 0.567427 \n2023-06-27 0.506631 \n2023-06-28 0.452349 \n2023-06-29 0.403883 \n\n Cumulative · Scaled general happening score with base 1.12 \\\n2020-09-23 NaN \n2020-09-24 NaN \n2020-09-25 NaN \n2020-09-26 NaN \n2020-09-27 NaN \n... ... \n2023-06-25 0.057197 \n2023-06-26 0.051068 \n2023-06-27 0.045597 \n2023-06-28 0.040711 \n2023-06-29 0.036349 \n\n Cumulative · General happening score with base 1.13 \\\n2020-09-23 0.000000 \n2020-09-24 0.000000 \n2020-09-25 0.000000 \n2020-09-26 0.000000 \n2020-09-27 0.000000 \n... ... \n2023-06-25 0.613319 \n2023-06-26 0.542760 \n2023-06-27 0.480319 \n2023-06-28 0.425061 \n2023-06-29 0.376160 \n\n Cumulative · Scaled general happening score with base 1.13 \\\n2020-09-23 NaN \n2020-09-24 NaN \n2020-09-25 NaN \n2020-09-26 NaN \n2020-09-27 NaN \n... ... \n2023-06-25 0.055199 \n2023-06-26 0.048848 \n2023-06-27 0.043229 \n2023-06-28 0.038255 \n2023-06-29 0.033854 \n\n Cumulative · General happening score with base 1.14 \\\n2020-09-23 0.000000 \n2020-09-24 0.000000 \n2020-09-25 0.000000 \n2020-09-26 0.000000 \n2020-09-27 0.000000 \n... ... \n2023-06-25 0.592080 \n2023-06-26 0.519369 \n2023-06-27 0.455587 \n2023-06-28 0.399637 \n2023-06-29 0.350559 \n\n Cumulative · Scaled general happening score with base 1.14 \\\n2020-09-23 NaN \n2020-09-24 NaN \n2020-09-25 NaN \n2020-09-26 NaN \n2020-09-27 NaN \n... ... \n2023-06-25 0.053287 \n2023-06-26 0.046743 \n2023-06-27 0.041003 \n2023-06-28 0.035967 \n2023-06-29 0.031550 \n\n Cumulative · General happening score with base 1.15 \\\n2020-09-23 0.000000 \n2020-09-24 0.000000 \n2020-09-25 0.000000 \n2020-09-26 0.000000 \n2020-09-27 0.000000 \n... ... \n2023-06-25 0.571753 \n2023-06-26 0.497177 \n2023-06-27 0.432328 \n2023-06-28 0.375937 \n2023-06-29 0.326902 \n\n Cumulative · Scaled general happening score with base 1.15 \n2020-09-23 NaN \n2020-09-24 NaN \n2020-09-25 NaN \n2020-09-26 NaN \n2020-09-27 NaN \n... ... \n2023-06-25 0.051458 \n2023-06-26 0.044746 \n2023-06-27 0.038909 \n2023-06-28 0.033834 \n2023-06-29 0.029421 \n\n[1010 rows x 56 columns]",
"text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>SteamDB · Peak concurrent players</th>\n <th>SteamDB · Day average of concurrent players</th>\n <th>SteamDB · Player count flags</th>\n <th>SteamDB · Steam</th>\n <th>SteamDB · Price flags</th>\n <th>Google Trends · Score</th>\n <th>Steam · Count of News tagged no_tags</th>\n <th>Steam · Count of News tagged patchnotes</th>\n <th>ITAD · Best Price</th>\n <th>ITAD · Best Regular Price</th>\n <th>...</th>\n <th>Cumulative · General happening score with base 1.11</th>\n <th>Cumulative · Scaled general happening score with base 1.11</th>\n <th>Cumulative · General happening score with base 1.12</th>\n <th>Cumulative · Scaled general happening score with base 1.12</th>\n <th>Cumulative · General happening score with base 1.13</th>\n <th>Cumulative · Scaled general happening score with base 1.13</th>\n <th>Cumulative · General happening score with base 1.14</th>\n <th>Cumulative · Scaled general happening score with base 1.14</th>\n <th>Cumulative · General happening score with base 1.15</th>\n <th>Cumulative · Scaled general happening score with base 1.15</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>2020-09-23</th>\n <td>1788.0</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>0.00</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>2.0</td>\n <td>0.0</td>\n <td>11.99</td>\n <td>15.99</td>\n <td>...</td>\n <td>0.000000</td>\n <td>NaN</td>\n <td>0.000000</td>\n <td>NaN</td>\n <td>0.000000</td>\n <td>NaN</td>\n <td>0.000000</td>\n <td>NaN</td>\n <td>0.000000</td>\n <td>NaN</td>\n </tr>\n <tr>\n <th>2020-09-24</th>\n <td>1951.0</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>0.00</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>11.99</td>\n <td>15.99</td>\n <td>...</td>\n <td>0.000000</td>\n <td>NaN</td>\n <td>0.000000</td>\n <td>NaN</td>\n <td>0.000000</td>\n <td>NaN</td>\n <td>0.000000</td>\n <td>NaN</td>\n <td>0.000000</td>\n <td>NaN</td>\n </tr>\n <tr>\n <th>2020-09-25</th>\n <td>1692.0</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>0.00</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>11.99</td>\n <td>15.99</td>\n <td>...</td>\n <td>0.000000</td>\n <td>NaN</td>\n <td>0.000000</td>\n <td>NaN</td>\n <td>0.000000</td>\n <td>NaN</td>\n <td>0.000000</td>\n <td>NaN</td>\n <td>0.000000</td>\n <td>NaN</td>\n </tr>\n <tr>\n <th>2020-09-26</th>\n <td>1649.0</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>0.00</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>11.99</td>\n <td>15.99</td>\n <td>...</td>\n <td>0.000000</td>\n <td>NaN</td>\n <td>0.000000</td>\n <td>NaN</td>\n <td>0.000000</td>\n <td>NaN</td>\n <td>0.000000</td>\n <td>NaN</td>\n <td>0.000000</td>\n <td>NaN</td>\n </tr>\n <tr>\n <th>2020-09-27</th>\n <td>1406.0</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>0.00</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>11.99</td>\n <td>15.99</td>\n <td>...</td>\n <td>0.000000</td>\n <td>NaN</td>\n <td>0.000000</td>\n <td>NaN</td>\n <td>0.000000</td>\n <td>NaN</td>\n <td>0.000000</td>\n <td>NaN</td>\n <td>0.000000</td>\n <td>NaN</td>\n </tr>\n <tr>\n <th>...</th>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n </tr>\n <tr>\n <th>2023-06-25</th>\n <td>753.0</td>\n <td>504.0</td>\n <td>NaN</td>\n <td>8.39</td>\n <td>NaN</td>\n <td>0.09</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>8.39</td>\n <td>15.99</td>\n <td>...</td>\n <td>0.658731</td>\n <td>0.059286</td>\n <td>0.635518</td>\n <td>0.057197</td>\n <td>0.613319</td>\n <td>0.055199</td>\n <td>0.592080</td>\n <td>0.053287</td>\n <td>0.571753</td>\n <td>0.051458</td>\n </tr>\n <tr>\n <th>2023-06-26</th>\n <td>621.0</td>\n <td>414.0</td>\n <td>NaN</td>\n <td>8.39</td>\n <td>NaN</td>\n <td>0.09</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>8.39</td>\n <td>15.99</td>\n <td>...</td>\n <td>0.593451</td>\n <td>0.053411</td>\n <td>0.567427</td>\n <td>0.051068</td>\n <td>0.542760</td>\n <td>0.048848</td>\n <td>0.519369</td>\n <td>0.046743</td>\n <td>0.497177</td>\n <td>0.044746</td>\n </tr>\n <tr>\n <th>2023-06-27</th>\n <td>603.0</td>\n <td>405.0</td>\n <td>NaN</td>\n <td>8.39</td>\n <td>NaN</td>\n <td>0.09</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>8.39</td>\n <td>15.99</td>\n <td>...</td>\n <td>0.534641</td>\n <td>0.048118</td>\n <td>0.506631</td>\n <td>0.045597</td>\n <td>0.480319</td>\n <td>0.043229</td>\n <td>0.455587</td>\n <td>0.041003</td>\n <td>0.432328</td>\n <td>0.038909</td>\n </tr>\n <tr>\n <th>2023-06-28</th>\n <td>645.0</td>\n <td>394.0</td>\n <td>NaN</td>\n <td>8.39</td>\n <td>NaN</td>\n <td>0.09</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>8.39</td>\n <td>15.99</td>\n <td>...</td>\n <td>0.481658</td>\n <td>0.043349</td>\n <td>0.452349</td>\n <td>0.040711</td>\n <td>0.425061</td>\n <td>0.038255</td>\n <td>0.399637</td>\n <td>0.035967</td>\n <td>0.375937</td>\n <td>0.033834</td>\n </tr>\n <tr>\n <th>2023-06-29</th>\n <td>630.0</td>\n <td>394.0</td>\n <td>NaN</td>\n <td>8.39</td>\n <td>NaN</td>\n <td>0.09</td>\n <td>0.0</td>\n <td>0.0</td>\n <td>8.39</td>\n <td>15.99</td>\n <td>...</td>\n <td>0.433926</td>\n <td>0.039053</td>\n <td>0.403883</td>\n <td>0.036349</td>\n <td>0.376160</td>\n <td>0.033854</td>\n <td>0.350559</td>\n <td>0.031550</td>\n <td>0.326902</td>\n <td>0.029421</td>\n </tr>\n </tbody>\n</table>\n<p>1010 rows × 56 columns</p>\n</div>"
},
"execution_count": 68,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"post.add_scores(df_untitledgoosegame)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Si osserva che il numero di giocatori concorrenti tende a diminuire rapidamente in presenza di un picco; pertanto, si utilizza una funzione esponenziale decrescente come base di partenza."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Si definisce la funzione ricorsivamente nel seguente modo, cosicchè raggiunga il suo massimo in corrispondenza di ogni annuncio o sconto:\n",
"\n",
"$$\n",
"x_{n+1} =\n",
"\\begin{cases}\n",
"\\begin{matrix}\n",
"1 & \\mathrm{in\\ corrispondenza\\ di\\ un\\ annuncio}\n",
"\\\\\n",
"\\\\\n",
"1 & \\mathrm{in\\ corrispondenza\\ di\\ uno\\ sconto}\n",
"\\\\\n",
"\\\\\n",
"\\frac{x_n}{base} & \\mathrm{in\\ assenza\\ di\\ un\\ avvenimento}\n",
"\\\\\n",
"\\\\\n",
"0 & \\mathrm{inizialmente}\n",
"\\end{matrix}\n",
"\\end{cases}\n",
"$$\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In Python, essa è definita così:\n",
"\n",
"```python\n",
"score = pd.Series(dtype=float)\n",
"prev_date = None\n",
"for date, value in dataframe[\"Cumulative · Is something happening?\"].items():\n",
" if not prev_date:\n",
" score[date] = 0\n",
" elif value:\n",
" score[date] = 1\n",
" else:\n",
" score[date] = score[prev_date] / base\n",
" prev_date = date\n",
"dataframe[f\"Cumulative · General happening score with base {base}\"] = score\n",
"```"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Si crea un grafico illustrativo per mostrare l'andamento della funzione (con una `base` arbitraria):"
]
},
{
"cell_type": "code",
"execution_count": 69,
"metadata": {
"ExecuteTime": {
"end_time": "2023-07-02T06:48:35.058328983Z",
"start_time": "2023-07-02T06:48:35.045570976Z"
}
},
"outputs": [],
"source": [
"def plot_general_score_base_11(name: str, df: pd.DataFrame) -> so.Plot:\n",
" return (\n",
" so.Plot(\n",
" data=df.reset_index(names=\"Date\"),\n",
" x=\"Date\",\n",
" y=\"Cumulative · General happening score with base 1.1\",\n",
" )\n",
" .add(\n",
" so.Area(\n",
" alpha=0.6,\n",
" )\n",
" )\n",
" .scale(\n",
" x=so.Temporal()\n",
" .tick(locator=mpld.YearLocator()),\n",
" y=so.Continuous()\n",
" .tick(locator=tick.AutoLocator()),\n",
" )\n",
" .label(\n",
" title=f\"Score base 1.1 over time for {name}\",\n",
" )\n",
" .theme(theme)\n",
" )"
]
},
{
"cell_type": "code",
"execution_count": 70,
"metadata": {
"ExecuteTime": {
"end_time": "2023-07-02T06:48:35.409224354Z",
"start_time": "2023-07-02T06:48:35.061082877Z"
}
},
"outputs": [
{
"data": {
"text/plain": "<Figure size 1024x576 with 1 Axes>",
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_general_score_base_11(\"OMORI\", df_omori).show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"I picchi del numero dei giocatori concorrenti non raggiungono sempre lo stesso valore, però."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Ricordandocisi della vaga correlazione tra trend di ricerca e numero di giocatori, si utilizzano i valori a bassa risoluzione forniti da Google Trends per scalare i picchi:\n",
"\n",
"```python\n",
"dataframe[f\"Cumulative · Scaled general happening score with base {base}\"] = dataframe[f\"Cumulative · General happening score with base {base}\"] * dataframe[\"Google Trends · Score\"]\n",
"```"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"La funzione (ancora con `base` arbitraria) diventa quindi così:"
]
},
{
"cell_type": "code",
"execution_count": 71,
"metadata": {
"ExecuteTime": {
"end_time": "2023-07-02T06:48:35.446591229Z",
"start_time": "2023-07-02T06:48:35.412284190Z"
}
},
"outputs": [],
"source": [
"def plot_scaled_score_base_11(name: str, df: pd.DataFrame) -> so.Plot:\n",
" return (\n",
" so.Plot(\n",
" data=df.reset_index(names=\"Date\"),\n",
" x=\"Date\",\n",
" y=\"Cumulative · Scaled general happening score with base 1.1\",\n",
" )\n",
" .add(\n",
" so.Area(\n",
" alpha=0.6,\n",
" )\n",
" )\n",
" .scale(\n",
" x=so.Temporal()\n",
" .tick(locator=mpld.YearLocator()),\n",
" y=so.Continuous()\n",
" .tick(locator=tick.AutoLocator()),\n",
" )\n",
" .label(\n",
" title=f\"Scaled score base 1.1 over time for {name}\",\n",
" )\n",
" .theme(theme)\n",
" )"
]
},
{
"cell_type": "code",
"execution_count": 72,
"metadata": {
"ExecuteTime": {
"end_time": "2023-07-02T06:48:35.769203967Z",
"start_time": "2023-07-02T06:48:35.427639299Z"
}
},
"outputs": [
{
"data": {
"text/plain": "<Figure size 1024x576 with 1 Axes>",
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_scaled_score_base_11(\"OMORI\", df_omori).show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Infine, si vuole determinare il valore per il parametro `base` che porta a correlazione maggiore con l'altra funzione."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Per evitare overfitting, data la relativamente scarsa quantità di dati a disposizione in questo notebook, e mantenere il codice semplice, si selezionano alcuni valori arbitrari e si calcolano i valori della funzione per essi, per poi confrontare i risultati ottenuti e selezionare quello con correlazione media maggiore sui quattro dataset.\n",
"\n",
"```python\n",
"# Si potrebbe ottimizzare con il metodo dicotomico, ma computando tutti i valori è possibile ottenere visualizzazioni migliori per il notebook\n",
"for base in [1.01, 1.02, 1.03, 1.04, 1.05, 1.06, 1.07, 1.08, 1.09, 1.1, 1.11, 1.12, 1.13, 1.14, 1.15]:\n",
" ...\n",
"```"
]
},
{
"cell_type": "code",
"execution_count": 73,
"metadata": {
"ExecuteTime": {
"end_time": "2023-07-02T06:48:36.330694424Z",
"start_time": "2023-07-02T06:48:35.773236044Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"1.01 → [0.8084812052361016, 0.22934744945493743, 0.6930843067988692, 0.14429448594068775] / 4 = 0.468801861857649\n",
"1.02 → [0.8149913743149819, 0.3213535609988236, 0.7042728453913346, 0.20773383320907401] / 4 = 0.5120879034785535\n",
"1.03 → [0.8165921749603406, 0.3610838107532645, 0.7116315932495408, 0.24446846951015075] / 4 = 0.5334440121183242\n",
"1.04 → [0.814480727191963, 0.37982813123145465, 0.7166506116254473, 0.2679859618840274] / 4 = 0.5447363579832231\n",
"1.05 → [0.8096650718457554, 0.3880384553231019, 0.7200659141569041, 0.2840477238248766] / 4 = 0.5504542912876594\n",
"1.06 → [0.8029531780197479, 0.3904114888546096, 0.7222852684904505, 0.29545345059913236] / 4 = 0.5527758464909851\n",
"1.07 → [0.794968935771353, 0.3893917527485946, 0.7235610714979362, 0.3037358754479714] / 4 = 0.5529144088664638\n",
"1.08 → [0.7861803665613096, 0.3863571158594142, 0.7240656730716245, 0.30981234003319114] / 4 = 0.5516038738813849\n",
"1.09 → [0.7769304482630098, 0.38212372604403716, 0.7239265140033933, 0.31426871939897816] / 4 = 0.5493123519273546\n",
"1.1 → [0.7674654749952876, 0.3771919541071581, 0.7232435756803064, 0.31749807372538025] / 4 = 0.5463497696270331\n",
"1.11 → [0.757958906079431, 0.3718764072938173, 0.7220985747634786, 0.3197747325203582] / 4 = 0.5429271551642713\n",
"1.12 → [0.7485303651873124, 0.36637854086805755, 0.7205601105559741, 0.32129663266837816] / 4 = 0.5391914123199306\n",
"1.13 → [0.7392602562243262, 0.36082890541735047, 0.7186867423729263, 0.3222107607050731] / 4 = 0.535246666179919\n",
"1.14 → [0.7302007461414266, 0.3553125525455641, 0.7165289657008873, 0.32262904986812396] / 4 = 0.5311678285640005\n",
"1.15 → [0.7213838846644646, 0.34988474646518725, 0.7141305777298503, 0.3226386361469309] / 4 = 0.5270094612516083\n"
]
}
],
"source": [
"def get_mean_corr(v: float):\n",
" print(f\"{v} → \", end=\"\")\n",
" m = list(map(\n",
" lambda df: df.corr()[\"SteamDB · Relative concurrent players\"][f\"Cumulative · Scaled general happening score with base {base}\"],\n",
" [df_deeprockgalactic, df_omori, df_potioncraft, df_untitledgoosegame]\n",
" ))\n",
" print(f\"{m} / 4 = \", end=\"\")\n",
" print(f\"{sum(m) / 4}\")\n",
"\n",
"for base in [1.01, 1.02, 1.03, 1.04, 1.05, 1.06, 1.07, 1.08, 1.09, 1.1, 1.11, 1.12, 1.13, 1.14, 1.15]:\n",
" get_mean_corr(base)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"La base che massimizza la correlazione tra tutti i dataset è `1.07`."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Si mettono a confronto graficamente tre di queste funzioni, e la funzione \"bersaglio\":"
]
},
{
"cell_type": "code",
"execution_count": 74,
"metadata": {
"ExecuteTime": {
"end_time": "2023-07-02T06:48:36.346646149Z",
"start_time": "2023-07-02T06:48:36.333124031Z"
}
},
"outputs": [],
"source": [
"def plot_functions_overlap(name: str, df: pd.DataFrame) -> so.Plot:\n",
" return (\n",
" so.Plot(\n",
" data=df.reset_index(names=\"Date\")[[\n",
" \"Date\",\n",
" \"SteamDB · Relative concurrent players\",\n",
" \"Cumulative · Scaled general happening score with base 1.02\",\n",
" \"Cumulative · Scaled general happening score with base 1.07\",\n",
" \"Cumulative · Scaled general happening score with base 1.15\",\n",
" ]].melt(\n",
" id_vars=[\"Date\"],\n",
" value_vars=[\n",
" \"SteamDB · Relative concurrent players\",\n",
" \"Cumulative · Scaled general happening score with base 1.02\",\n",
" \"Cumulative · Scaled general happening score with base 1.07\",\n",
" \"Cumulative · Scaled general happening score with base 1.15\",\n",
" ],\n",
" var_name=\"Function\",\n",
" value_name=\"·\"\n",
" ),\n",
" x=\"Date\",\n",
" y=\"·\",\n",
" color=\"Function\",\n",
" )\n",
" .add(\n",
" so.Area(\n",
" alpha=0.2\n",
" )\n",
" )\n",
" .scale(\n",
" x=so.Temporal()\n",
" .tick(locator=mpld.YearLocator()),\n",
" y=so.Continuous()\n",
" .tick(locator=tick.AutoLocator()),\n",
" )\n",
" .label(\n",
" title=f\"Comparision of functions {name}\",\n",
" )\n",
" .theme(theme)\n",
" )\n"
]
},
{
"cell_type": "code",
"execution_count": 75,
"metadata": {
"ExecuteTime": {
"end_time": "2023-07-02T06:48:37.347128674Z",
"start_time": "2023-07-02T06:48:36.349235475Z"
}
},
"outputs": [
{
"data": {
"text/plain": "<Figure size 1024x576 with 1 Axes>",
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_functions_overlap(\"Deep Rock Galactic\", df_deeprockgalactic).show()"
]
},
{
"cell_type": "code",
"execution_count": 76,
"metadata": {
"ExecuteTime": {
"end_time": "2023-07-02T06:48:37.934465473Z",
"start_time": "2023-07-02T06:48:37.346718837Z"
}
},
"outputs": [
{
"data": {
"text/plain": "<Figure size 1024x576 with 1 Axes>",
"image/png": 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fSxBCCFFkChLUn3rqqVxwwQW89NJLTJkyhXfeeYczzzwzlaG//PLLufDCCznkkEPYd9992W677QqxDPEttcYkqBdCCCGKSbRpfX8vQQghRJEpyJ76+fPnd7jsrrvuSv35O9/5Do8//nghHlr0opaI099LEEIIIUSa1uYN/b0EIYQQRabPy+/FwNEalaBeCCGEKCbx5ob+XoIQQogiI0G9yKlFgnohhBCiqMQiTf29BCGEEEVGgnqRU6s0yhNCCCGKihONorXq72UIIYQoIhLUi5yk/F4IIYQoLq5WuOGG/l6GEEKIIiJBvchJyu+FEEKI4uJojSfN8oQQQqSRoF7k1BqV8nshhBCimLha4zZJUC+EEKKNBPUiJwnqhRBCiOKiNBLUCyGEyCBBvchJ9tQLIYQQxcUDvOa6/l6GEEKIIiJBvcgpGvfQWvf3MoQQQgiR4GrwwhLUCyGEaCNBvcjJ9RSxuNffyxBCCCFEgqfBlUy9EEKINBLUi5yU1kQlqBdCCCGKhkLjhev7exlCCCGKiAT1IietNNG4NMsTQgghioVSBl5LQ38vQwghRBGRoF7k5ClNNCZBvRBCCFEMtNYoQEVb0Z40sxVCCOGToF7kpDRSfi+EEEIUC61Q/h9wmmRfvRBCCJ8E9SInpZQE9UIIIUSx0ArtR/V4zev7dy1CCCGKhgT1IielICLl90IIIURR8MvvDUBm1QshhGgjQb3Iye9+L0G9EEIIURS0Rif+6DRt6NelCCGEKB4S1IuclNLEHSm/F0IIIYqCUuhEVO81Sfm9EEIInwT1IielNTFH9fcyhBBCCAGgFWjAsnGl/F4IIUSCBPUiJ6U0jmTqhRBCiKKgtUYrsMqrZU+9EEKIFAnqRU5KaeKuBPVCCCFEUUjsqbfLq3HD9f29GiGEEEVCgnqRk9Kyp14IIYQoGlqBAquiGq+lob9XI4QQokhIUC9yUhrisqdeCCGEKApKeRgajLIq8Fy8SHN/L0kIIUQRkKBe5KSVJu5KUC+EEEIUBa0xtUaVVwHgSgd8IYQQSFAvclDK37fnyJ56IYQQojhojalAlVYC4MqseiGEEEhQL3JQiUG4sqdeCCGEKBJaYWjw7ACGHZRMvRBCCECCepGDp5JBvZTfCyGEEMVAa4WlwEFhlVfjNkpQL4QQQoJ6kYNKBPWO7KkXQgghioPWGFoT0wqrrAqvWcrvhRBCSFAvckgG9TKnXgghhCgSiT31rtZY5UNwm+v6e0VCCCGKgAT1Iqtk+b0j5fdCCCFEUdBaYSpw8DDLhuBJUC+EEAIJ6vvES2/XohON5wYKKb8XQgghioxSGFrjaIVVPgSvpaG/VySEEKIISFDfB/797gpefKu2v5fRLa7nB/NSfi+EEEIUiUSjvLj2sMqHoGKtKCfW36sSQgjRzySo7wP1zTFWbmjp72V0S3KknWTqhRBCiGKhMTR+pr6sCpBZ9UIIISSo7xMNzVHi8YGV8ZbyeyGEEKK4+HvqNY7ysMqrAXCb1vXvooQQQvQ7Cer7QGM4TtQZWEG9p/xgXoJ6IYQQokhojZnI1JslZWBaMqteCCGEBPWFFom5xByPWNzt76V0SyKmT+2tF0IIIUQ/UwpDaeLawzBMrLIhuE0S1AshxGAnQX2B1TVGAIgN2PL7gbVuIYQQYmOlU5l6/7PZKh8ie+qFEEJIUF9oG5r8rrSxgVZ+n8jQu54ecOP4hBBCiI2SSsyp1/5ntFU+BE+CeiGEGPQkqC+wDYlMfdwZWGXsKi2Ol331QgghRDFQmFpnZurDEtQLIcRgJ0F9gdU1RgGIOQNrT72XFtXHJagXQggh+p1OZOrjKhHUlw3BC9f386qEEEL0NwnqCyzZ9T4eH1iBcbL7PUB8gDX5E0IIITZKOjmnvi1TryItaM/p54UJIYToTxLUF1iy4dxA21OvJFMvhBBCFBWtlN8oL5mpL68GNE6jlOALIcRgJkF9galExjs+wLrIZ+6pH1hrF0IIITZGWitMlbmnHsBtWtefyxJCCNHPJKgvsOTe9PgAy9R7afPpYwNs64AQQgixMdLaw9Rte+rN0gowTLxGmVUvhBCDmQT1BaZSQf3ACowzy+8H1gkJIYQQYmOktU6MtPM/lw3DxCofgiOZeiGEGNQkqC+wZL+5gRYYZzTKkz31QgghRL/TWmNondpTD4lZ9ZKpF0KIQU2C+gLztJ/x9jydMSau2KVV3+MMsK0DQgghxEYp0SjP1WlBfdkQ3CZplCeEEIOZBPUFllHGPoCCY6Xb1t0alZF2QgghRH/TysNQZGbqK6pxwxLUCyHEYCZBfYGlB/Wx+AAK6hPl96GARXNrvJ9XI4QQQgitFWb78vuyIXjN9f24KiGEEP1NgvoCU1oTDPhPczQ+cDLeXuL7QnlpgHCr07+LEUIIIQToLOX35dWoaBjlygl4IYQYrCSoLzDP04QCNjDAMvVaYxpQVmLTJJl6IYQQot8prUCD47WdbLcqErPqpVmeEEIMWhLUF5jSmpKgBUBsAO2p95TCNA3KSmwpvxdCCCGKgNYaA/DczEw9gCtj7YQQYtCSoL7AlFKEEkF9dCBl6pXGNAxKQwHCEtQLIYQQ/S/R70al7ak3S8rBtCRTL4QQg5gE9QWmlN9sDiA+kPbUK42RyNSHI7KnXgghhOhvWvtBvVZeakqNYZhY5UNwGyVTL4QQg5UE9QWmlG7L1A+g8nulNJZhUF5iS6M8IYQQoghorUGTGGvXliiwyqul/F4IIQYxCeoLTGmNbZlYpjGwut+nMvUBWiRTL4QQQvS/RKbe1NmCeplVL4QQg5UE9QWW3JsesM0BlfH21w2lIZuW6MBZtxBCCLGxUtrDAExPEffSg/oheBLUCyHEoCVBfYEprTFNg223qOGlt2v7ezl5a+t+HyDuKFxP9feShBBCiEFNK7/7vakhnpaptyuqccN1/bcwIYQQ/UqC+gLzlMYwYJ+dN+Xz2kY+X97Q30vKS7LCoKzEBqCpJdbPKxJCCCEGN53ofm+0C+qt8mp0PIqKtfbX0oQQQvQjCeoLLBkcj9u8mlDQ4pOvB8aZdP9kRFtQP5C2DgghhBAbI43f8d5UukNQD+BIB3whhBiUJKgvMKX88nvDMCgvCdA8QGa+K6WxTIOyUACAppaBsW4hhBBio5WYT++X37edbLcqqgFkrJ0QQgxSEtQXmNJ+ph6gvDQwYILjZKY+NY4vNnA69wshhBAbI50M6lVm+b0ZLMUIlOA2ru2vpQkhhOhHEtQXWDJTD1BeYg+YoD6ZqQ/a/ksk6nj9vCIhhBBicFM6rfzey9wWZ5UPkUy9EEIMUhLUF1iyUR5AWUlgwOxNV4l1W5aJaUAsLkG9EEII0a8SQb3VLlMPfgm+BPVCCDE4SVBfYDqt/L6sxB4we+q9tAqDQMCSoF4IIYToZ8nu9+0b5YHfLM+VWfVCCDEoSVBfYEqRCo7LSgKEIwMjU++ptpMRAdskJuX3QgghRJ/xIuEOlymdCOo1Hcrv7Yoa3OaBMWFHCCFE75KgvsA8pVLl9+Ul9sApv9dtmfqgLZl6IYQQoi859as6XKYT2Xm/UV7m57JVXo0XrkcnSvSFEEIMHhLUF5jSfsM58Lvft0YHSFCf1gvAz9RL93shhBCir7j1qztcppUfsBtaZ4y0g8RYO+VJtl4IIQYhCeoLTCkwknvqQzae0gMisFfty+/jqp9XJIQQQgweTv2ajhemN8rzOu6pB2SsnRBCDEIS1BdY+pz6stIAwIAYa6e0Tp2MCAYs2VMvhBBC9CEnW6Y+fU99+0x9+RAwDOmAL4QQg5AE9QWWPqe+rGTgBPVa01Z+b0mjPCGEEKIvqWgLXqQ547JkUG9ro0P3e8O0sMqqcBskUy+EEIONBPUF5me8/T+Xl9gANA+AoD69/D4YMIlLozwhhBCi72iF076UPlF+H9Amjur4uWyVy6x6IYQYjCSoL7D04Lgk5Af1A2GsXfrJiIAt5fdCCCFEX9JK4Tasa3eZ/1kcoGOmHpJB/fo+WZ8QQojiIUF9gem00XCmYSRK2Yu/k7zf/b6tUV5cgnohhBCi7yjVoemdVm3l946XJaivqMFtlqBeCCEGGwnqC8xLC47BL2WPxIo/QNaa1MkIf6Rd8a9ZCCGE2FhorTrsj9dp5fdZM/UV1TLSTgghBiEJ6gtMqbbgGPxO8tGYm7hO99eyuqS1JrnqoG1Jpl4IIYToS1p12B+v8TP1gSyN8gDsihp0rBUVi/TJEoUQQhQHCeoLTGtNWkzvB/Vx/4O4oTnaT6vqmpfWtV/K74UQQog+pryO++OTc+oxcLJm6msAcBqyzLgXQgix0ZKgvsDS59RDYuZ73D/TvqGxeIN6nd4oL2ASd1X/LkgIIYQYRLRWuM0bMi/zEuX3KldQXw0gHfCFEGKQkaC+wNLn1AMEbTOVqa9rKuagHgySmXopvxdCCCH6lFKoSBjlto3BVck59Tky9WagBCNYKpl6IYQYZCSoLzB/NFy7PfWJoH59Y/HueVNpXfuDtmTqhRBCiD6lFaAzx9olgnpLGzg6+8l2u6KmQ4M9IYQQGzcJ6gtMK9rtqTeJxj1cT9PUEs99x36WOafexJGgXgghhOgzyfF16WPtkt3vbQWOyh7UWxU1Un4vhBCDjAT1BZae8Qa/k3ws7hF3FJFo8c6rV4pUhUHQtlBK43oS2AshhBB9IpGVzyylb8vUu1nK7yEx1k6CeiGEGFQkqC8w1WFOvUU07hF1FJFY8Qb16V37A7b/MonFZV+9EEII0RdSmfq0UnqlkkE9uFqhdMfRuFZFDW7Thg6XCyGE2HhJUF9AWms07efU++PhYo6itYiD+vReAIFAMqgv3vUKIYQQGxXdMahPjrQzE7F8tmZ5dkUNKtKMdp2CL1EIIURxkKC+gJRKfPh2GGnnEiv2TH1ahUHAtgCISQd8IYQQok/oZFDflKVRXmI3XFx1DNz9WfUaR5rlCSHEoCFBfQEly+IyGuXZFjHHI+boog7qlSbVKC8o5fdCCCFE31IKww5mlNInG+VZ2v+Ajnm5gvrMBntCCCE2bhLUF5CXyNQb7crvY44i5iiiseINkpXSqQqD1J56RxrlCSGEEH1CKazKYXgtjehEp/vkPnsr8f0i7mWZVR8qw7CDOPWr+26tQggh+pUE9QWUq/w+Hvf31EeLeI965kg7Kb8XQggh+pLWCrtqGGiF07jev4zMPfWxLHvqDcNIjLWTTL0QQgwWBQvqX3jhBQ455BAOPvhgFi5c2OH6xx57jGnTpnHkkUfyy1/+kni8eGe291Qipm83p97C8RSReJHvqddtI+0Clv8ycSSoF0IIIfqGVtiVQwFwE2Pt2gf12fbUQ6IDvuypF0KIQaMgQb3rusyZM4e7776bhx9+mD//+c/U19enrtdap65/7LHHAHjmmWcKsZR+lcrUp0X1oUQpezjiFXXmW6WNtLMTa467xbteIYQQYqOiFWZZFVh2KqhPjrQzk43yspTfg98BX2bVCyHE4FGQoH7JkiWMGzeOUaNGUV5ezpQpU3j11Vc73C4ajeJ5HpFIhBEjRhRiKf3K9fwguH35PUBzxCNWxHvqddpIO9vy/x+XPfVCCCFEn/Cn0JjYFUNx6tckLwTASDTMi3nZqxytyqG4Tev7ZJ1CCCH6n12Ig65du5ZRo0al/j5q1CjWrFmT+rthGFx22WUceeSRhEIh9tprL/bYY4+8j//BBx+kAs5i1tjil8WtWFmLivpnzNc2+B/ATa0ujqd45933sMzi+1laWyM0NiqWfr4UAMuEZV9+TY1d188rE0KI7nMchyVLlvT3MoRIcVsbsMuqc15f7sZZt34Dlhkk8vVnrFiyhNaWVmzAicQAi29WrmBIQ8fvEFZzlGBLE0vefQdMq2A/gxC5yHuuEL0vOQElm4IE9V1xHId//OMfPProo4waNYrf/OY3PPLII0yfPj2v+++0005YVvF/SK2tbwVq2WLMFmw1ugqAqroWeGU9rVH/bPv47XakojTQj6vMLvTUeobWVDN+3DYABOw1jNxkNJMmbdPPKxNCiO5bsmQJkyZN6u9lCJGybulbDB83MWeS4stnTEaOGoUT8HCb69hu0iQWv1mCC4QCAQKGQc3IoYwfPb7DfeM1Jaz75Dm2HzOK4LBNC/yTCNGRvOcK0fs8z+Pdd9/Nel1Byu9HjhyZkZlfs2YNI0eOTP39448/xrIsNt10UyzL4qCDDuKdd94pxFL6VVv3+7bL7ETTuZZE6X1rNHuTm/6m0srvwR9rJ+X3QgghRO+ItDbhhutz30ApSHWyT5TSJ7M0niJg2jn31FsVmQ32hBBCbNwKEtRPmjSJpUuXsmbNGlpaWnj55ZfZZ599UtePGjWKTz/9lMbGRgBee+01tt5660IspV+pLHPqQ4k99ZGYHyBHosXZAV9pjZn26rAtk3gRN/YTQgghBpKYE8ftbJa8VmCYWBU1eC0NaOWlut+jNLZpZR1pB2mz6iWoF0KIQaEgQb1t28yaNYtTTjmFo48+mtNOO42amhrOPPNM1qxZw6hRozjrrLM44YQTmDZtGuFwmBNOOKEQS+lXSnecU19RFuSmX3yfUw70ew40hGP9srauaA0G7TL1rmTqhRBCiN4QjUU7zaRrrTBMv1GeP6t+nZ+9BwylCJhWzpF2qVn19RLUCyHEYFCwPfVTp05l6tSpGZfdddddqT//+Mc/5sc//nGhHr4otJXfd9wvVxI0MQyoa4z29bLyopTGaLdtQObUCyGEEL0j7sQ6z6SrRKa+sgbwS+mTyQKUTpTf597CZ1XW4MiseiGEGBT6pVHeYOF6yTn1Ha8zDYPKsiB1TcUZ1GutMc3MTH1MMvVCCCFEr/Bcl1i4k6BbazAMzJIKANz6tWiVDOr9TH2u8nsgMQqvk/J+IYQQG42ClN8LX2eZeoCq8iAbijaozyy/l0y9EEII0Xu0p4g0ZQ/q/bFF/px6wzAwQ2V+gK7bgnrb6CJTX1Ejs+qFEGKQkKC+gJJlckaOOfSVZUHqizSoV1pjpL06ZE+9EEII0Xu069LStCH7lSpxEj3xQWxVVCf23yc+h5VO7KnvJFNfORTV2oxy4724aiGEEMVIgvoCyidTX99crI3ydMa6JVMvhBBC9CJPEY00onXHE+apyxL796zyGtzGtRmZ+q6CeqtyKKBlX70oCirH+EUhRO+QoL6AvLyC+mLN1JPRKM/P1EtQL4QQQvQG7bnEUbjZsvXJLveJD2Krohq3aX2iLJ+2Rnld7KkHpAO+KArNa77u7yUIsVGToL6A2srvs19fVR6kMVycZXFa6dSXCUjOqZfyeyGEEKJXeArHMLI3s0tm6pPl9+XVeC1N6GS2M5mp72RPvRkqxQiWSLM8URTCa7/p7yUIsVGToL6A8im/b404uF7xBct+pj4tqLdNHNlTL4QQQvQK7SkcsmfStcoM6u2qYYDGbW32L1eagGHjqM4r6OyKoYm9+EL0r/D65f29BCE2ahLUF1BXQX1lWRANRTnWzt9T3/b3gGXiSPm9EEII0Ss0EM+VqU8E60ZiT33JFjuy6alzqNnvxMT1Ctu0iKvcmXrw99VLUC+KQcuGVf29BCE2ahLUF5CXONOeK6ivKA0A0FSEJfhK6w6Zeul+L4QQQvQW7WfqswTdql33e8MwUwG+f4PknvouMvWVQ6VRnigKkUYZryhEIUlQX0CpTH2OkXZlyaC+pfg64Ov2jfKszPL7f79bS0uk8wyBEEIIIXLQ4GDgZgu6U3vqs39/SO6pdzpplAdgVQzFk1n1oghEwg1tjR6FEL1OgvoC8jK3xHVQGrIxDGhsKc5MvdnJnvq//PNDonEZTyKEEEL0iFa4GDiN6zpel+p+n/kFIrP7fddBvV05FBVrRcVae2XJQvRU3PNwm7NMehBC9AoJ6gso2f0+V/m9aRiUheyiDOp1u/L7QNqc+taow4bGKLG47LEXQgghesoFVGsTys38HpBqlGfmCOq1JkAemfpKf6xdvF72M4v+5WqFK5MYhCgYCeoLqKtGeQDlpQGawkVYfq/IaJRn2yZOovRg9Qb/jH80Jpl6IYQQoke0xtUAGqe+XQm+7qLUDwhg4mqVSiBkY1fUAODWSbM80b8cpXHqJKgXolAkqC+gZFDfSUxPWUmA5iLM1CuyZOrdZFDfAkDUkUy9EEII0TMaF/9z1m3IDHZ0qvw+8wuE1m3b4AKJr3CddcA37ABmWZXMqhf9ztVaXodCFJAE9QWklMYwOn4opysvDdDUWnxBfftGebZt4iYy9asSQb2U3wshhBA9pMHDAMvGqWtXHq8zu9+n3SUlgAVAzOu8aa1dOVSCKdHvXN3x5JUQovdIUF9Anladlt4DlJfYRZmp1yqzUV7AMtEaHFexpi5Rfi9BvRBCCNEjWmtccgTdyYx8++k5aaX2Qe1f11VQb1UOk1n1ot/5Qb2MVxSiUCSoLyCldM5xdkllJQGaW4tvNJyGDnPqARzXY01iT71k6oUQQoie8zCwswTdOjF/3jCsnPcNJOL+uNd1B3wJpkR/c7XKPulBCNErJKgvIM/TeWTqA4SLbN67l6UXQMBK7N1zFGvrE0G9I43yhBADhzT3FMVEa42nk5n0dkG3yj6nPr0nnpX4ChftZE89JIL6cF3Gfnwh+prSBqq1ucOkByFE75CgvoCU1p02yQMoK7VpyRLUL1/TnAqu+5rOMoovman/Zk0zK9aFASm/F0IMLEtrG/p7CUKkaKVQGuyqYbhN69tdl31Pffqu+kCi/D7udR4kWZXDwHNxm2RGuOg//pQGjVMvW0GEKAQJ6gvIU3RZfl9eEiASc/G8zDPoz/33Gz77pr6Qy8spGdSnn5CwLP8vD7+4FK2hsixILC5ZLyHEwNFf76lC5OKX3w9FOzG8lsa2KxJZdaPdd4j0U/12ck99F7Pq7cSsemmWJ/pTsvjErVvZvwsRYiMlQX0BKd11+X1FaQCAhnaz6v/78Rre/Lh/zmamyu/TvkyMrC7jhwduSzBgceTkrSkN2ZKpF0IMKEu/aejvJQiRQWmwqoYBEE8LdnSq/N7qeIcEO3GTrhrlmaWVYNm4MiNc9KPkS1dOLglRGBLUF5BWXZffD68uBaB2bTh1WVNLnOWrm3n3s/5pKJLcs5f+4ggFLfbcaTTHHbAtU7+3BcGAKY3yhBADyhcrGvp7CUKkaK1RGNjlNWCYuOnBTq499Wm5ekOBbZjEuthTbxh+Mz6nflWntxOikFJBffvxjUKIXiFBfT+rKg9SErT4enVz6rJV68NooL452i9rUqlGebnPSARsk5gjQb0QYuDY0BCluVWaNIliof1AxzSxKqozM5jJ8vtO5tSjFAHT7jJTDzKrXvQvrbX/4rVs2VMvRIFIUN/PDMNg1NAylq9uSl22OjEyznH6p1Ntak99J/0AgrYl5fdCiAHDUxrHU6xIq4oSol/ptso4u3IYTlp5fKr8vpM59dp18w7qrcphuBJMif6iFVqBXTUct1HGKwpRCBLUF4FRQ8tYnvZFMzkyLu72T9CcLJHqrMefX34vjfKEEAND3PWDpIiMtRNFQmudiNENrMqhmbPqk83vOnS/T6MUAdPqsvwekh32ZUa46CdKYWgwEpMetO6f6U5CbMwkqC8CI4eWZWSP1tZHAHDd/snU51d+b0n5vRBiwIjG/ffTuLxviaKRCOqNRNCdlsFMZuo7lt+nBUOuX34fz7P8XkVbULHWXlm5EN2htcJUoCqH+uMVm2W8ohC9TYL6IjCypoyGcIxoIvO9LpGpd/otqE9+mch9m2DAJC7l90KIItYSaQt24ontTI7XP++rQmRjanCVwq4chtfShHITPR90slFeu6A+vfw+lanvuvqkrcO+NCkT/UApTKXxKmoAaZYnRCFIUF8EyhNj7cKt/hfQdQ0RRlSXogGnH0rwk+X3kqkXQgxky1b6c79dTxFz/Te2/upVIkQ2poK4crErhwG6bV+9zt79PqNTnufl3yivYihgyIxw0S+0VpgeeKVlGFZAxisKUQAS1BeBkoA/hzYS8z+Y6xqjjKjxR93F+uELqEpkAsxOgvpQQLrfCyGK27IVflD/RW1jWqZe3rdEcdBaJ4J6B6tqKABuIoOplQLD6HByPaP83lMETZt4HnvqDcvGKh+S0YxPiD6jFKbWxLXGqhyKUy8nl4TobRLUF4GSoA1AS8Ql7niEIw4ja8oA+qUZnU7tqc99m4Btpb4kCyFEMfoykan/5Os6Yo7/vibvW6JoaI2pNTHPwQyUYJZUtM2SV17nTfIA7XkEDIuYl9/3BKtqmJQ9i/6R2FMfR2FXDZOTS0IUgAT1RSAU8jP1rVGHphZ/P111ZQjon6ZO+WTqg5KpF0IUua9XNaG15tOv61JVT/3Vq0SIDjRYCqKJPfF2WtCtlerQJA8Alfb6TZTf55Oph8TYvAYJpkTfU8rDUhDTCqtyGE6DjFcUordJUF8EkuX3LVGXcKsf1A8p94P6WC81o4vE3FRX+64kg/quM/US1Ashilft2jB1TVHW1kWIucmgXt63RHHQaEyliXv+575VOQyn3g+6tfY6/xAGtKcSe+rzy9TbVcNwG2RGuOgHWmEoTVT7/SPcRhmvKERvk6C+CFiWScA2aY06hBPdmqvKg0Dv7alfsTbM2vr8RtnoPBrlBW1TGk4JIYpWJOYSjXt8vryBhnCMeKL8XjL1onj4e+qTQbkfdCcymEqBmeUrWvp8b88jYFo43cjUey0NaDe/2wvRa5TCUuBov/xex1rxIuGu7yeEyJsE9UUiFLRojbo0JzrgV1Ukg/reySqt2tBC7ZrmvG6bzOh3Vn4fsC0ZDSWEKFqN4RgAH39VR0M4JuX3ovhosLQmlsjU21XDcJvr0MpD59hTrzO63yfm1Ocx0g7AqhoOWhOvl9Jn0bf8OfWamPawq4YD4MgkBiF6lQT1RaIkaCcy9XEsy6A85I+5izu90yhv1fow33QzqO+s8s8y/StdCeyFEEWoMewHSp9+U08s7tEc8U+QxiWoF8VCa0yP1Jx5u3I4KA+ncZ1frpwtqE//czeDejvVYX/Ft166EN2i/EZ5Me1hVVSDYUpQL0Qvs/t7AcJXErQSe+odykI2Adv/MO+t8vvVG1rJb0d9fpl602oL6m1Lzg0JIYpLYzgKtI2129DkV0FJpl4UCw0YWhNNzJm3qoYBibF2iZF2He+UWX4fNC2cPIP6VId96YAv+lgyUx/XHoZpYVXU4GyQoF6I3iTRWJEoCVq0Rh2aW+OUhmwsy8AA4r3UKG/1hhZWrM1v/5JK7anPfZu2TH2+pwqEEKLvNLb4VU8XnbQbAHXNfuAjjfJE0dAaS5PqXm+GyjCCJcQ3rEBrhZFlT73WmXPqA6ZNPM9GeZDosC/BlOhrSmFqiCr//deW8YpC9DoJ6otESdAmEnUJRxxKQzaGYRCwTeK99AV0bX2E1Rta8rqtTnW/zx3V24kvG56U3wshilBjOEZFSYCKsiA7bTOM0UP9PiWSqRdFI1F+H03sqTcMwx87l8rUZyu/TwT1ppkqv3e1lxnsd8KqGp7qsC9En0nOqdfJppDyOhSit0n5fZEIBS1aY26iE74/4i5g994s+LrGaLbvB1nlM6c+WX4vX5CFEMVoQ2OUyvIglmlw+lE7sfTzpQRDZbjyniWKiKl1RqbdrhqOW7caq6wKnS0Dn4zdLRPteQRNGw3ElEOJFezy8eyqYbR+/nbvLF6IPGmtsJQmlpapj3y1pJ9XJcTGRTL1RcK2TCJRl5aIkyp7t22zV+bUe0rjeArHUXmdze9e+b18QRZCFJ9vVjczamhZxmW2ZcqJSFFUTOUH5El21TCchtWgFSrSSXNb00yV3wPEvG6MtUt02Beiz7TL1FuVw1CRMCoW6eeFCbHxkKC+SCilicT88vtkwBywLeK9kKlPNr7TQDSPkwRt3e+l/F4IMTDVrg13DOptU0ZxiqKhtcZSmQG5VTUct2k92sv+WZ0svzcsP6gPmn5lX95B/ZDhoBWOjLUTfSnZ/T6VqffH2sWlA74QvUaC+iKhgUjMpTXqpILp3iq/V2nZ+Ui06w/+5O07K9dv634vjfKEEMUlGnOpb4qyydDyjMtty5BMvSgi2u8InpGpHw6ei9u4Nsdd0vbUKy+VqY92I1MPSJMy0ae08jC1ThvfOBQMA1eCeiF6jQT1RUIpTSSeWX4fsMxeGWmXnk2PxDP36GWrBEh9ZyB3pj5ZTSBfkIUQxebr1c1oYJNhUn4vipdW/p76WLs99QDOhs5nyacy9Vb3yu/NUBlmqKzL4wvRqxLl9472v3Malo1VXk1cXodC9BpplFcktNZEYy6OaaYa1AVss3fK79OS6ZFo5vEWf7ga11Psv+uYttsny+/NPMrvlXxBFkIUj7jj8fXqRmzLYOiQ0ozrbMuURnmiiOgOe+rNEr+6JFdncJ2WqU/fUx9V8bwf1aoajiMZUtGHtPLn1Ccz9ZDogC8VI0L0Ggnqi8SRk7dhuy1rUArGjakGEuX3vdAoT6VF9e0z9a6neOnt2nZBvf+lt7NGeVJ+L4QoRo+9soz5j33E6OHlqYqiJNsycHLsVRair2nA1JlZdsMwGH3SVRiBIEZne+AsE60UwW42ygMJpkQ/0BpTQ1x1nPQghOgdEtQXiaFDSthjyOiMy3qrUZ6b9iU2GssM6j1PdWielxppl0f5vXS/F0IUE9dTaMg4UZlkSaZeFBPdcU89gBksyX2XZKM80wTXwzYsDLob1A8j8sW7PVmxED2jFWhw3PSgfhiRrz/sx0UJsXGRPfVFLGCbxN3eyNS3/bk12j5T73fdT5es7ussSZAsv5cvyEKIYuJ4muHVpey2w6gO19mWiSPVRaKI+N3vs8yjzyVtTj2eh2EYBEw770Z5kMiQNm+QsXaiz+jEF1HXzZz0oCJNMtZOiF4iQX0R8/fUf/ugOaP7faxj+X20XUl+PiPt2srvJagXQhQPx/E6lN0nyZ56UVyyZ+o7vUcqqLfQic/qgGkT9/LfUy9j7cS3EW2q6/6dtMIAvPSmkENkrJ0QvUmC+iKWq1He58sbunWcjO737YN6pTvs20+V33cS1KfK75VkvYQQxcP1FLaV/aPNtgw5ESmKhwZTQbw7mXrSGtkmttYFTZtoN04MpDrsSzAleqBp7dcoJ9a9OyWqQrTnpZo92hVDwTBxNtT29hKFGJQkqC9ioYDVIQgHWPxh9xrcdJap99xse+r9/3fWKC8V1EvWSwhRRBxPd5qpdySoF0XEVJnNw7qWPqfefy0HTLtbe+rNYClmSQXOegmmRPdFo+FunxDSyt9Tb3g6Ne3BsGysihqcDXJySYjeIEF9EassC9LU0rGk7ps1zaxcF877OOl76ts3ynM9RSzefk991+X3hmFgmpL1EkIUF9dV2Hb2j7aAbcp7ligaWmsspXG1h9L5vS5TI+0sCxKv5aBpE+1G+T342fq4BFOiByKxKM76br52EuX3ptIZlSl21XAJ6oXoJRLUF7HK8iDh1njGSDqAppY4H3+V/56m5P1Lgh0z/57SuJ7OKNH3vGT5fefHtUxD5tQLIYqK66mcmXrLMvE83RYYCdGv/DFfkH/3ep1Rft+zTD34+5ldKb8XPRCLRIh2t2Q+cdLK1GScgLKHyHhFIXqLBPVFrLIsgNJ0yNY3tcT5cmVj3sdJBuylIZtIu1L7ZNYqPdhPdb/vrP4eP6h3pPxeCFFEHLfzPfXJ2wjR77SfuQS6nWnHMtGpPfUWsW6V8CcypNIoT/SA9lzCG5Z36z4qsafeVDpjUoNdNRy3YW2vrk+IwUqC+iJWVR4EoK4xc9xHuDVOOJL/Wflkor80ZGeZU+9f2Zp2udK6yyw9JGY+y3goIUQR8TrJ1CeDfQnqRTHQWmEmXop5Z+qTZ91NK7W3LtijTP0IvJZ6tNu9+wmhXJfWhtXduo9WHobWiRGOaUH9kBGoWAtea3NvL1OIQUeC+iJWUeYH9fXNmV1Gw61O1gZ6uXjJ8vuQnXWkHWTutVdadZmlBz9TL/tThRDFxPEUVs5MvQT1orgky++7M2cewLDMjPL77ozFg0QHfK1lnJjoNu24tDSt79Z9VOIElKU0UZVWfp+YxBCXpo1CfGsS1BexspCNZRrUNUdTl8Ucj7iraI12J6j330xLglaHTvfJkXTpx9O68873SZZpSPd7IURR8cvvO8/Ux92Oo0KF6HNp5fexfIPyVKO8tO73Vg8y9cmxdutXdOt+QmjPIxqP4EVb8r9PYk+95UHUbQvqrfJqsGycDfI6FOLbkqC+iBmGQWVZkLrGtqC+MRHgR7oR1Ccb5ZWGbKLx9uX3HffUK6U7nVGfZFmmzKkXQhQVv1FeV3vqJagXxUCnyu/zzdSnejyaZmb5fTf31Bt2AKu8WoIp0X1KEYduzZdPnoAylc44gWWYJnblMHkdJug8p2AIkY0E9UWusjyYUX7fGPbPcEbi3Qjq0/bUx/JolKeUzr/8XjL1Qogi4noKq4tMvePI+5YoDiaA1sTybpSX7H5vQqKnTcC0iXczUw/+fuZ4d7uYi0FPa0UMo1tVHlp7GIClOp7A8l+HEtQDNK9dLtNZRI9JUF/kKssC1KeV3ze2+AF+t/bUp3e/z9kor+1NVmmdd/m9J3vqhRBFxHV1zu73oaAFQEs3Kp2EKJjEl/egNnuUqddpmfp4NzP1kOg8LuPERHdphQPEuxPUeyq13aT9pAe7ajhuffca722sWsP1uE0b+nsZYoCSoL7IVZYFacySqW/fxb4zyfL78tIArdHMLw5tjfLaMvhak3/5vXS/F0IUkc7m1FeVhzANWFvf2serEqKj5KdnCCvvPfXJOfVYJqRG2nW/UR74GVJHginRTVprHA1ON5ospvbUq46THuwhI3Ab10mGGohEWru1rUGIdBLUF7mK0gCNaXPqk6Ps2je864xKvFFWlAZwPU3cabtvMlMfaTfSLu9GeUoy9UKI4uF6uefUW6bBkIoQa+skqBfFo0RbGc3DOpcov7fM1N66oGkT93qQqR8yAhVtwYuEu31fMXA4zXW9e0Dl4RhGj4P6Dpn6ISPQbhy3cV2vLnMgisZbia5b3t/LEAOUBPVFrqIsQHNr2xtgMkPvuCrv0vdkpr6sJAD4c+6TkkF5egZfKY2Rx6B6Kb8XQhQbr5M99QDVlSHJ1IvikCq/N7rR/T7x//RGeZaNQne7BD81Tkz2M2/UnLVf92oWXOFn6t2GtXkfV6vEnnpPZ83UA9IsD9COR3iDBPWiZySoL3LlpcFUdh4yM+qteZbgJzvUl5fYALSkBfBtmfq27L1SGoOug3rTNHBcKZcSQhQP19PYObrfAwytKmFtfaQPVyREdsmAqASrQ/ayk3v5/0tUo2hPETT9E/bdHWtnVdSAaeHIjPCNmoqGezcLrjQupp9dz3NevVb+nvpsjfLMUBlGsFRm1QPadQnXyckN0TN2fy9AdK6ixMbzNC0Rh/LSAJGYi4H/sd4acagsC3Z5jPQ99QDNrW1vqKk99fHM8vs8EvXYlpm6vxBCFAOni0x9TWUJH3/Vy+WoQnwLQW3lH5CrtO73AJ5HwPS/ykXdOJWB0rwf1zBN7KrhfRLUe56H60qDyv4Qc1zctbWUlg7pleNpK4BZWo1nR2lZs5zSkqrst9OaWMzvCeVgYVRXU1VaiaFN4u3GihojtiZSv57SWCzboQYN5UE0Fks9b2LwsW0by7J6dt9eXovoZeWJoL0xHEsE9R5VFUEaw/G8Ozingvos5ffJ69JH3WlN/uX3sqdeCFFE/PL73Jn6mqoQGxolUy+KQCLpHsLsMqj3lMIyzVT1fVum3iOUCOojeWf729hDRhQ0Q6q1ZtWqVTQ2NhbsMUTnlDEEWjXmsmW9crySMRPZcfR2RIEVXRx3WeI6t3JLKn76E/YKmqiQzfLGaMbt1E5HENaahl5a40ClKjfBnnAUy774gryaW4mN0pAhQxg9enRe48XTSVBf5CoS2fWGcIxNR1QQjblUlYdoDMc7dLLPxVN+47tQ0MIwIBxpOxmQ3FPvpM2b98vvu2bKnHohRJHxy+9zv4MNrSwhGvcIR5zU+6sQ/SOxpx6ry5F26xsijBpantb9PpHJ8RTBoP9VLu99+WnsISOI1n7S7fvly3EcGhsbGTFiBBUVFd3+kiq+Pbe1Ce06BKqG9crxWhrWE3FaGWIFwA7mPG4kEqG01K8cccJ1xDY0Ey2xcMoCjCqpzritF21Bx1oJDt+8V9Y4UEXCjXiRBsqqR2MGuq7EFRsXrTXhcJh169YxfPhwgsHuvQYkqC9yyS+djeHEfPq4y5DyIMvJf1a9UgrTNDAMg9KQTTjSdjY/uac+vYxeaY2ZR6betkw8JXvqhRDFo6tMfVW5/yFZ3xSVoF70q+SnZxCTcBdZ9lXrWxg1tDx1JyOZqXdcAiX+azr/fflt7CEjcD/8N1orDKP32ywl+wZUVlYSCoV6/fiia5Zjo7w4wV56/p2AjaMtgsEQaJXzuJ7npX7nRiyANk0820LZFqF2wYrCw3NaCQYCbVtLBiEvFiDuWAQtA0v+vQxKhmGwbl3PRjwO3n85A0QwYBG0TRoSs+qjcZeKsiAG0BLJM6jXOjV3vjRkE27t2Cgvfcyd0uR1Nt00DZlTL4QoKq7S2J3sqbdt/2Mv/T1PiH6R+PgMKpNYF53rV29oN7Ehrfw+1Sgv77F4bQJDRoDn4tSv7fZ9xQChNbqbTRQ7Px5obWBYNtrN77jJb4oGRlu1SRrDCgAa3YMTUxsbjYHuwb9lISSoHwDKSwM0JWbVR2MeJUGLUNDKu/ze9XIH9any+7RMvVbdmFMvjfKEEEVCa41SGquTTE9yhn36lqNonlVPQvSu5Eg7k1gnwYzjKjY0RTPuY5ht5fe2YWJgEO1R+f1I/zHWyxitjZbWoDy/A30vMiw7/+Mmso6G9hNNWY+FkfMkwXbbbcf06dNT/z311FPfZukd1NbW8tBDD2VcNn369F59jPz4pzwkqBc9IeX3A0B5aYCGRPl9LO4SCiSC+lh+H+BKtZXT++X3HTP16XvjPdV2EqAztmXKnHohRNFInmTsrPt9MqiPp73ntUYdbNtMXSdE30juqTc6zdSHW+NtDW6T8VAyU+96GIZB0LR71CjPDJVillYQX7+c8m2/1+37i4FAAxrtxjGCJb12xPTsumHmd1wDcpcVmxbaiUOOAQ6PPPJIT5aalxUrVvDwww8zY8aMPnm8zvhBfS9WVohBQ77BDAAVpYHUnvpo3CMUtCgJ2t0sv/f/XBqyaUnfU5+lUZ7W+WXqpfxeCFFMku9jnQXnydJ8N22kUszxpBxf9L3Ex2dAd979PhxxUp/3qU/q5Gs8cSIraNndnlOfZA8ZibNOZoRvrJJBdO8FiomsexfZ9fb3MUgE9VnK7/3jBbqVoT755JNZvHhx6u8HHHAAtbW1qT/PnTuX4447jqlTp/Lcc8+lbvf0009z9NFHc9RRR3HsscfS3NzM1VdfzQcffMD06dO58sorAb86IOm5555j+vTpTJs2jbPPPpt169YB8NBDD3H22Wfz85//nMMOO4yzzz6bePxbZNl1Iqjvze0SYtCQTP0AUFHmj7AD/8tnMGARCljdaJSnUyPqsmXqTdPI7H6v88vUS/m9EKKYtAX1XWfq09/zIjGPshJ5LxP9I6CMzoP6Vqdtu532X6dGovu99vzvAUHT7lGjPPCb5Tl1K3p0XzEApIL63inpzgjJTTt3dj0tI5/8o5EMWqHDlCXDttFO7vns6eXw99xzT5frNAyDhQsX8s477zB79mymTp3KF198wbXXXst9993H6NGjCYfDhEIhLr30UubNm5f1uOvXr+eyyy7j/vvvZ8yYMdx5551cffXV3HzzzQC8//77PPLIIwwbNowzzjiDp59+mmnTpnW5vlz850qhPBfTkjBN5E9eLQPAkPIgn35TD/jz5JPl9+2Dej/D3vHLrOdprLQ99Wvq2hrueEoRClgZe+qVyn6c9mxL5tQLIYpHMlDPZ099PC1TH427kqkXfS8xPSagDZzOyu8jDq3Rdte3z9R/i6A+UD2S6Ncf9ui+YiDo3aDeb5Tn/9Fvlpf9uEbGiapEdj/1N43RLqw3LBsVacn5Xba75fCHHXYYAJMmTWL5cr9nxGuvvcaBBx7I6NGjAaioqOjyOO+99x7f+c53GDNmDAAnnHACBx10UOr63XffneHDhwMwceLE1GP1TFsdg3bjIEG96AYpvx8AqitD1DfHcFyFpzShgEVJ0CLS7kO+dm1z1vsrnZmpb4lmZupDAStjT31r1KUkaHW5LtM0U3vyhRCiv+Wzp940DUzTIO60vefF4l5G5l6IvmRrA4UmniNbH47EicZdlNKpUurkSDsSJ6eCZuBbld+raBgvkv07hBjgClR+D4nseq7XXZaTTMl35uzN8gKASlWfdMWyLFRaYikWy8zyJ8fpWZaF5xXupG36qMbefCxplie6S4L6AWBIeYiWiJPaVx8MWoSCNpF45hvfx1/VZ72/Smt8V1ZiZ5wM8JQmFMzM1IdbHUpDXZ8dlPJ7IUQxSb4f2V3MObatzC1HkqkX/cMPbOzESzGWo3t9uNVBaTKr81Ll9/6dA6ZNtMdB/QgA4uukA/5GKRE/a8/p0ezrbJJ74/198G7W42Zk6pPXJ/+XbR2JrHS+weyYMWN4//33AVi8eDHr16/v8j577bUX//rXv1i1ahUA4XAYx3GoqKggHA5nvc/OO+/Me++9l8rA/+Mf/2DPPffMa43dpRPbE1LbGoToBgnqB4AhFUEAatf5bzih5J76dpn6T7+uy3p/V2U2ymuNtQvq22Xqw5E4ZSX5BfWeynxjbmjOvR9KCCEKKVV+30mmHvwS/HjGSLvcmfpoXMbdicJIfnoGlP96jeQIZpJ9cMKReFuONHniyvVfn6Fv0SjPqqjGsALEZazdRkmjwbT9P+WZBc/joH4VqGWTM7ueNu6ubU594io6vt8ahgmGlXdQf8YZZ/DEE09w1FFH8eyzz7Lpppt2eZ+xY8cye/Zsfvazn3HUUUdx2mmnEY1G2W677Rg6dCjTpk1LNcpLGj58OFdddRXnnnsu06ZN48033+TSSy/Na4095W9rkGZ5ontks8YAMKTCL+2pXeOXxqX21Lf7svnVqmbiiUZ66dJH2pWFbJTStEYdykoCeJ4iGLAyMu4tUZeaqq7Hk1hWx/L7b9Y0UxK0KMkj0y+EEL3JTQX1XWXqTZz2e+pzBfUxj5KgvJ+JwrESH6O5Mu3JLXPNrQ5Gci9z4jM9PVPf2az7zhiG6TfLk0z9xklrDDuAjrt+wGwHvvUhDfyg3krPrrc/rs4yRi/x+s1Wfg+59+h/+umnHS7bcsstWbRoUerv6YH2888/n/P+hx56KIceemiH4/3lL3/JeZ+pU6cyderUDveZMWNGxhi88847r8NtukenxgWqeORbHksMNpKpHwAqy/xM/TfpQX3AItquUV7c8fj4q47ZeqVUqulIsqw+OfPW0375fXpw3hJxKMuz/L59ozzH8fhyVVO+P5oQQvQaJ1V+33Wm3s0ov8+dqW+JSgmkKJBEYGMlXnpRL3ulW7Lzfbg13tZGyzD8ZnluWvf7HOX7+bCrRxJfLx3wN0padzsL3tXx0Np/LXZ6XN12ebIXROoQnQX1gz1DbWDYNig3VekgRD4kqB8Akln2FWv98nt/T71FNJ65B9T1FFfc+RpLv8ncW++lZepLS/wzqc2t/pumSjTK05DKXLVGndTtOmNlmVPveoplKxq69wOKopTs4SDEQJF8P8onUx9z2ne/z16WGonKXntRWG1BffZgJtn5PhxxMsaEYZlp3e8DORvt5cMfa7eyx/cXxUyDYXTaqb6bR0tl6qGTDvg69/54lWtWvR0Y9EF9MlMP0ixPdI8E9QPIyvUtAKnu9+33enqe3x1/TX1rxuUZjfISGfjmiIOn/HP+yXL9ZKaqNebm1SgvYGeWsIK/f3/ZCsnUbwzanxwSotg5iUC96z31RmamvpM99a0x2VMvCstK9KbJNZIu2T8n3OqkxfQGhmmik93vLYtYJ2PxuhKoHoXXvGHQB1QbJe2H4b0dMCerRnIfV6PaZerR/ii7XOX3WAHQHrqA3eqLngZMCzAkqBfdIkH9ALHvdzajojTA9lvWYFsGoYBN3FGotEZ1ySxV+wyrUqRl6tvK773EGf5QwH8ZOK4iGnfxPJ1X+X1FWRDX07RE2t7MXVflHK0nBpZPlzf09xKE6JZU9/s8MvUZjfIcL2PEXbpIVIIcUSDJTKensQwzd1AfT2bq46SPE8M0wfv2I+0AzLIq0Bq3pbHHxxDFqncz9QCGBqX998zcJfM6dXl6CG8aBjpLo7zksUAy1P72mt77fYnBQbr/DBAz9huX8fdQYo58NO5SliiVT+5vbwxnvgl4uq37vW2ZBG2T5pZ46gtwKNEEKuZ4qcx7aR7d7yvL/Metb45SXppcg+7w+GJgWr2hhXBrnIpET4dct9lkWHkfrkqI3PLeU2+b0LIamARALO7i5MgMtUYlUy8KIxnoaE/5e+KzfIH3lEqdcAq3upSXJq4wAMtMNcoLmT3vfg9gmIkReWoQZ0g3Ulprfy+7FQDtd6pPBs89PCKQ1uwulV1vd1ytwWs37k7Taabefx2aKDeOGSrNepuNWtrzYlgBlIy1E90gQf0AlQzqk13soZNMvadSmXrwA/Zwovwe/HJ+8PfUJ7885FN+n2zgV9cUY/ORlYk1qFQTPjGwxWIeX69uZviQEkZlCdwbmmN8vapJgnpRNJIl9GaXjfIMQi1tTcGisdyZ+hbJ1IsCSXayx/MSje46nkBKnlQaUh4kHIkzsjTtS79pQar8PkD8W5Tfk9iiRx8E9RsaI6kxfb2hojTAsCGDMADMlyaVqQdQbjzVtb6nxzN0Wvl9p8dNNstLncLCMDopv6eTPfqDifafB+mAL7pDgvoBqiQRiEfazZwHaGrJfDNUum1PPUBZKEC41Ull5VNBvaNSH7R5ld8nsvP1TdHUZa6nCMuX4I1CzPH4z5KVuJ7inGN27nD9N2ua2ZD2uxeiv3mewjKN1LSPXGzLJBhtawoWc1ziTvZgJiJ76kWBpDrZe4qAaWctv092vq+pCvlb3do1ytOp8nsbjSbqxSmxcldX5dKWqS9st+0NjRHOue75Xv13VRqyuW3WATkD+3nz5vHkk09imiaBQICbb76ZMWPGcNddd3HmmWf22jqymTt3LgsXLqSmpoZIJMJOO+3EhRdeyGabbQbAAQccQHl5OaZporVm9uzZ7L333nkfP3l/gCFDhnDdddeljt0mUX5vWtw6/+8MHTman5ye++d+6KGH+P73v8+wYcMAOPPMM5k7dy4lJZmjjlON8kwLDNMPxENl/iNqjZF4fWcE6NovMtE5GuUBYAeKMqivra1lyZIlHH744d263x577MHixYvzv4P2GwkadgAizWit/OkFQnRBgvoBqi1T3/bBmCynbx/Ue0pnfMktCVmEI/HUGLtg4lhxty3Lnk+m3rJMyksD1DenB/Uaz9MZFQRiYIrFXR57ZRnf3W5k1utr1zRTJ0G9KCKup7G6yNKDH9SHWtel/t7ZSLtWOUkpCiXZO8zzCFrZg/pwxP+Mr6kqYVltI/Hk1JvkSLu0PfUAUbdnQT3JoEEXNlMfjjhEYi6nTZvA8Opvn11f3xDhr49+SDjiZA3q3377bRYvXsyiRYsIBAKsXr2a0lL/dn/+858LHtQDnHXWWZx00kkA/O1vf+OUU07hySefJBj0f08LFiygvLycDz74gMsuu4yHH364W8dP3v+mm27itttu4+qrr868QaI5HeAHh11UdDz88MPstNNOqaD+rrvu6nAbg8wO9oYVQKeXiqedfNJOPKNRnplHpl5FWzpdY3cppTDNtsDY8zwsy+rWMVasWMFTTz3V7aC+uwz8kyKmFSDZl8AIhLLetic/h9h4SVA/QCX3wacH9crTVJQFsgb16eWoZSV+pj55EqAkrft9c6uDZRkE7PzOClaWBahvaiv3TzbfawzHJKgf4KJxD6VhQ2P2wH352mZicdl/KYqHUhojz6DedtumdMTiXkbjvHStMXmNiwLzFEEzkDWoTzaiHVpZwgfR9RkZbr/7fWJPfaLsOddYvC4lAp6+2lM/vLqU0X2wdWv9+vXU1NQQCPjfRzbZZBMAbrrpJpqbm5k+fTo777wzV111FYsWLeKee+7BcRz22msvLr74YgB+9rOfsW7dOuLxOGeddRZHHXUUtbW1zJw5k/Hjx/P++++z1157se+++3LHHXcQiUSYN28eW221VYf1nHTSSTz11FO8/PLLHHjggRnXhcNhKisre/yz7rrrrtx9990AtLa2ctVVV7F06VK8eJRfnX8u+3x/fzDbqjvuu+8+HnjgARzHYfz48cyZM4cXX3yRDz74gPPPP5+ysjIeeughDjjgAB599FFuvfVWtt56aw6eshdouOZ313Do1AM5YL/9uOFPd/LmO+/hajjjjDOYdsQRqXVpN44G/rJgAU//+99o2+SwaYdx7mln8ep//sMNf/gjrucyea+9mPWbX2NYAaYceRw/OOYYXn31VYYOHcptt91GWVkZX375JZdffjmNjY0EAgHmz5/Ps88+y9KlS5k1axYAM2bM4JZbbgHgnHPOYdy4cXz88cdcfPHF/OUvfyEUCtHY2Mj8+fNTz5HWmgsvvJDJkyczd+5cVq9ezVdffcXq1av51a9+xRFHHMFNN93E559/zvTp0znppJM47rjjUj/j4sWLufXWW7Ftm9raWg444IDUetJ/vzNnzqS5uRmlFLNmzWLvvffmN7/5DUcddRT77rsvAOdd8Gsuv+JSth6zJVdeexPLlq9EG0bG+mpra/n666/ZYYcdOOSQQ7jmmmswDAPbtnnooYd6/BoSA5sE9QNUMhBPH7fkKsWIslKa2+1p90fatf29NJS5pz6ZqXcSmfqykN1l+WpSZVmQ+ua2oN712pr1jR7e/Z9LFI+Y4xGwzZzZ+Nq14byyokL0lfZbjXKxLRNUHC8SxiqtyGgS2l5EGuWJAkk1EPM8QmZp1oC8NepgmwaV5QEcT6cy90DWTH0kRwf9rqTKezeyRnl77703c+fO5fDDD2fvvfdm+vTpTJw4kV/+8pcsWLCARx55BIAvvviC559/nvvvvx/btrnooot48cUX2W+//bjuuuuorq6mtbWVY489lkMPPRSAZcuW8cc//pEtt9ySI488krKyMhYuXMiCBQv429/+xqWXXpp1TTvuuCPLli1L/f2EE07A8zxWrlyZNSuer5dffpkDDjgAgNtvv5399tuPOXPmsPrjtzn1glk8PmU/MKzU7/iwww7jxBNPBODaa6/lySef5KijjmKnnXbisssuY9ttt804/qGHHsrNN9/MwVP2xPNc3vrvW/zPFb/jwYceZviIEdx3x83o6tEcf/zxTJ68FxUAlj/u7pXX/8t/lyzhnptvJr5pNQ0NjUSjUS773VXc879/YfTo0Zxz7vk8+9xzHLT/fjQ0NbHPXnsye/ZsLrroIp555hmOPvpofvOb3/CLX/yCffbZh5aWllS1Qy5ffPEF119/Pdtvvz2LFy/mww8/5IknnmDUqFH84Q9/SD1HdXV1/OhHP+LJJ58E4JtvvmH+/PmsWrWK008/nSOOOIJf/vKX3HvvvakTBu299957PPHEE4wcOZKf/OQnLF68mD322CN1fSgU4tZbb6WiooJ169Zx+umn889//pMZM2bwwAMPsO+++1K7YiWxWIyxY8dy259uZ8rkPbn2sMNpco2M9X399dfcfffdBINBzj77bGbPns3kyZNpbpbpU4NZwYL6F154gTlz5qC15swzz8w4owVQX1/Pb3/7W7788ktM0+T2229niy22KNRyNjq2bWKZRmrcklIarWFIRYhlKzJH0qgOmXqb9Q2R1Jzm9EZ5TS1xSkP5Z9gry4I0hNuCPi9Hsz4x8MQcjxHVpaza0ILrqYwxYYs/WMWnX9czerg0yRPFw2t3AjMX2zJw0MTXfU3pFhP8TH2ukXYxKb8XhaU9DwsrR/m9Q0nIpiSQHEeb9tmalnUNJjL1sR4G9W2Z+sLuqe9rFRUVPPzwwyxevJjXXnuN0047jT/+8Y9Mnjw543avvfYa7777LscccwwA0WiUCRMmADB//nyef/55AFatWsXKlSuxbZutt96abbbZBoCxY8em9sJvu+22vPTSSznXpNuVnifL55csWcJFF13Ek08+2SGxMn369NQJiPZOOOEE6uvrKSkp4Re/+AUAr7zyCi+88AK33XYb2okTiUZZv2EDhmn6HfCVxyeffMLNN99MOBymubm5w5759iZOnMjy5ctpam7mvXfeZ6eddyIUCvHqa6+xdOlSHnv8CYxAkHA4TO03y9l+kyoMO4iOtbL4zbc46sADCQYCOBhUVlXw5VdfsfVWW6Z6AEw74nDeeusdDj7wQMpKS9nre7sAMGHCBFasWEE4HKaxsZF99tkHINVLoDNbbbUV22+/fervu+yyC6NGjerwHAFEIhHWr18PwP77708gEGCLLbagqamp44Gz2GWXXdh0000BOOSQQ3jrrbcygnqtNddffz1vv/02pmny5ZdfEo/H2XPPPfn9739POBzm8Sef4tCDpqLRvPqf13jhhSh33XMfhhXIWN/UqVNTJzR22WUXbrzxRr744gsOPfTQb1XtIQa2ggT1rusyZ84c7r77bioqKpgxYwYHHnggNTU1qdtcc801HH744UybNo1IJNLhTU50LRS0Upn65Di7qvIgMccj7ngEE8G6n6lv+4DYZGg5r3+wKlVumgzq445HfXOMqvL89+NVlgX4Zk3bmcFUpr6l+JqciO6JOx6bDa9g5foWNjREMjrgz3/8IyIxl4ZmOXkjikd3yu9dIL72Gz+od3LvqY9I+b0omMT3HlfhOQYOWRrlRVxKgjaV5UEqSgNtW+4MMCwTkp/jkqnPybZtJk+ezOTJk6mpqeG5557rENQrpTj++OM599xzMy5//fXXefvtt1m4cCGhUIgZM2YQj8exbTtV0g9gmmYqyDJNE9XJyZFPPvkkI9hLmjRpEs3NzdTV1aX2syflCujBPykQDAa58MILmTt3LhdffDFaa26//XY23XRT4qu/wKocjhksaTt548S55JJLuPPOOxk7dix/+9vfWLFiRc7HSDrwwAN58eVXee/dJXz/gP0A/7n73WWX8t2xmxIYuhlmqBTlxHDWL/f32qPT9tT7c+pVZ43ygGAwgHJiWIBlWZ0+n+2vd5y2E7HtT1Qk+ykAqeeoY2NBuqwAyCb9RIxhdGzY+uijjxKJRHj44YexbZs99tgDx3EIBoMcdthhPPnkkzzzr+e45cbrUFqjtOJPN17HJsOGEBq5Zc6f46yzzmLKlCm88MIL/PCHP2TBggWpExdicClIO8UlS5Ywbtw4Ro0aRXl5OVOmTOHVV19NXd/c3MwHH3zAtGnTAP/FWVZWVoilbNRCAStVGpr8Qjqkwn8jSs+Ut99Tv/nICuKO4qtV/tnHQMB/GcRdRV1TtJtBfTBjLr2btqdeDGxxRzFyqP/Bsa4hc6xKa9Rhk2FlNLXI71kUj/YnMHOxbRNHQ3zdN4B/Aiueq/x+kHW/z3VyQxSO9jycuCbq+sFI+ra61qhDSciiqjzIz34wMW3LkwGWlSq/DyS612fL9uelj/fUr2+IsGpDy7f+b31D5yO/li1bxjff+P/OtdYsXbqU0aNHA34w6CWev7322osnnniC+vp6ADZs2MDatWsJh8NUV1cTCoX4+OOP+fTTT7/Vz/33v/+d1atXM2XKlA7Xffnll7iuS3V1dbePGwgEuOSSS1i0aBGNjY1MnjyZe+65B7TfZ/7jzz4DkidvDJQbJxKJMGzYMOLxOI899ljqWOXl5bS0ZG9Ud+ihh/LMv57nv++8y+577w7A5L334r5/LMTzNMqN89lnn+G5/mvYDJZgVQ5nz70n889//Yu442Bg0NjQyNZbbcVXX3/DipUrUUrx+JNPsttuu6QeS7uZVVIVFRUMGTIkFU+0tLTgOA6bbbYZn3zyCQCff/45X375ZV7PWeo5Svj44487vX1nzwv4TRlXr16N67o888wz7LrrrhnXh8Nhhg0bhm3bvPDCCzQ0NKSuO/roo7nlllvYYosx1AwZgkIxea+9uHfhQ+C5aK1zru+bb75h++2355xzzmHs2LEsX748j59ebIwKkqlfu3ZtxlmiUaNGsWbNmtTfa2trqamp4cILL+SLL75g991356KLLsK2ZYt/d5QE7dRZ++T++Koyv0NmU0ucETX+iRKlM7vfJ5vTfPp1HUDqS4LjKhqaY2w1uirvNZSW2HmN1RMDT9zxGD6kFMPoGNS3RF3GjKpi9YZWGsMxhlRk78wqRF/ylMp7T72nwVnnf/mJO15qO1J70UEW1DeGowyvlpPsfSJtTj3KpNXxT5K+/cla9tnZL+ONxN1UDx1Ixd6Jvxip8nvTMAmYVo8z9anu9wUuv68oDVAasvnrox/22jFLQ3ZqxG57ra2tqdJm8Eu5Tz75ZMAPpKZNm8Zuu+3GVVddxdlnn82pp56KUopgMMicOXOYMmUK9913H4cffjjjxo1LleR3x5133snChQuJRCJMnDiR+fPnZ2SCTzjhhFR2/3/+53963M181KhRHHHEEdx3333MnDmTa665hqOmT8eJRZiw4wSu/3+T/Bta/vi5c889l2OOOYZhw4axww47pI7zgx/8gNmzZ1NeXt6h6drEiRNZvmIlE3fYHjvoP+fHHXMMtbUrOP6s89AaRm4ymjvmJfadGwZmsIQp3/8+H775Diedfx5mSZADjziYCaf9jKuuuIxzz/9FqlHegYmeAGBkHWv3//7f/+Pyyy9nzpw5lJSU8Ne//pVdd92VmpoaDjvsMCZMmJDaEtGV5HM0bdo0PM9jxx135IYbbsh5++222w7HcbI2ygO/0uKSSy5JNcrbfffdM66fNm0aZ599NtOmTcso1QcYM2YMm266KUcedih+YYPmnJ+dxf/MmcMxp81EYbLjhAlZ1zd//nwWL16MaZpMnDiR7373u3n9/GLjY+gC1L0/9dRTvPHGG1x++eWAPzbEMAxOP/10AN5//31OPPFEFi5cyHbbbcdFF13E7rvvzvHHH9/pcT3P491338W282/k1p9e+bCBF99v5KcHbdLhOtd1v/VJjAdfXceWI0qYvtdwmlodrltYyyG71vD0W/WcdtAoxm7qfzH7v3+tRmk4eJe27Q+3PraSUTUB1tQ7nHrgKOb/aw1H7jGUl5Y0stNW5Xx3bEVea/istpXn32vg96dsDcBjizfw2idNfGebco7bN/soNFH8PKW5/J6vOHS3Gl5+v5F9dxrClJ2qM66bstMQ/v1BI8ftO4Kdt8nv9SJEIT3/Xj1vfNrMyVM7lh6mv+e+tbSZUav+yv5lJo1Tf8Xv7v2a7Tcvy3q/Gx5czq9mbJ7XyYKNwaq6GCOrg9IEsw8sXTCPTT7cgDeqhkcmb8260Fou2vQw/vn6eg7dbRhB2+CR19djmQa7b+efbH/1vy9ywHtfETnuAAKL/cA4drSf9b13w3+YXDGevSvGd38xboyy1+4msvuP8Eb14P45JL9ibrnllqlAtq4pSkuk906WlZfaDK3qfD94MdFuHMPuwdjBnjyOaeGG1xIoGQKWH4Qb0WbQGlUxrIsjZBdvXA9Rh8YhQUYG2pJA6cc13BhmywZU+TAwTBzPxVzvV0G0Dq8grGKMDlTnfhA3hhFtQlWN9sc3Frk333yTBQsWdHpSoDPNzc2cdNJJ3Df/z+B5qKpyKq0SQGOEN6DLqtGBbz8CUhS/eDzO119/DZA11tVa47ou3/nOdzqcACxIanzkyJEZmfk1a9YwadKk1N9HjRrFZpttljozOHXqVN544428j7/TTjsNiLmMX9R9jv1RmPHjOn5ALv18adbLu6N6SYTSinImTZrE2vpWoJbx22zB02/VM3L0GCZN8vcJlb3mdylPf7xJ4+J8UdvA1ptWsf124+FfaxgxYhNa4/VsvcWmjB+X336cqLEe9W4DO+w4gYBt8e/P3gOasILlGb9zMbCEIw7wFVuO2Zzqr+KUVgxl0qSdgOTWiq+YsO2W1NZ/TW2jzcnyuxZF4P1VnxD6Mtrle25t43LUSo0Zb2HMppsBX1NanuM966GVTJiwEwG7+D9zekPgqzrGjKrMmfkUveerh/yvYEHTpiRQimsoxo8fT+zVeggNY/w2w7DfbKa6soQtxowB4PW3/Yz6qJEjiZR/hXYcRiWuK20KUVEzhPFbdf+7hXJirHoNttpyC8q37b3381gsxrJlyygtLSUU8iu6Bvt2y1g4RqgPnoN4RGEZBjHDoDwYwrD9f9OeclDR5h7/HpxmA61BG6R+p/5x46hoC2VlZXhRhdsCoZISwADXILmxI2AF0CqWcd/2tG3hRpsoCVh+L4AiFwqFsG27R8/pSy+9xBVXXMF5551HSWkJ0eYWTMtMPT9Oq41tgD3I/90MFpZlEQwG2WabbbL+G0kmuLMpSFA/adIkli5dypo1a6ioqODll19m5syZqetHjhzJsGHDWL58OWPGjOGNN95g7NixhVjKRi0UtFLd75Olo8GARdA2aW5t24uklCZgZbZP+OmRHUvI6pqieJ7u1p76ZJO9SMwjYFupOfWtMgZqQEuWHAcDFuWlARrSeiSEEyMTy0psJo4dxjOLv8HzFJZVkBYdQuStO43yovi3a6719186ObrfO57C9TSBQbI7LBb3iMYcCer7QrJ3mOeBMvBMP+xpaomzfE0zE7YZRtTxUn1vANK31GOZEG173QatQI+73xt9VH4vwHP6ZnuiUgpTuXgGkPa2aNg2KA+tPAyzZycrDfytnRmX2QFQrt+XIXVdx/fj5CUKjZnlegDDskmV4A+AoH6PPfbI2vwwH9///vd58cUXAQhvWOM/t2mNBA3bzroVQYj2CvIt3LZtZs2axSmnnMLRRx/NaaedRk1NDWeeeWYqg3/xxRdz/vnnM23aNMLhcJel96KjkqCV2s+e7H5vmQalJTbhSNsbgNKZjfJyWVvn75uuKss/qE922I8mxj65iZF2rVEZAzWQxeKJoN42qSwL0pTWDDF5wqgsFGDC1sOIxFw+/LKuX9YpRDrVjT31ydglsuYrIHeDOMdVqZOVg0Es7krH/z6SPqcez0IbmtZ4nGjcS50YjzkeobSgvq0c08BIG2kHfsa/x3vq+7hR3mCm3L75fqS0QjkxFJlRvZEow9c9Pbmg/f90uw72GcfVGp0jYE++mtufFOjA8jvgDz4647kxrABKgnqRh4LlHqZOncrUqVMzLrvrrrtSf544cSIPP/xwoR5+UAgFbeqa/De8ZJbJNk1KQzbhdpn6fL7o+iX8UNnDTD20db9vHWTNpTY20Xhi9nEiU79yXTh1XTJTX1piUxqyGV5dyhsfrmLSuOH9slYhkpQi7+73KhlPbVgOjMsZ1LuuytkZf2MUjXuDrjlgv/MUOvESW9XgT6VpTZwoj8c9gmn9dzLOz1smpJ1wCpoBol4PA8Zkpl4Pntd6f1FeH/370hrPjaMMP/ObzMkbpgWGiXLjmKGe7dPOlm33s/5mlwFo6r5atb3ust3OGpwZaqPdCRPDshMd8FVbRY0QWcirYwALBSyiiYyqm/iGaloGpSG7Q/l9Ppn69Y1+pr6sJP9zPW1BvZt6rPS/i4EpFdTbFhWlAZpaMzP1huFv/wDYYauhvPXJ2n5ZpxDp/EkfXd/ONjUoMIIlmI0rAXC8jsGM1hpPaTyv1/vJFq1o3CUSl8CuL2nPQ3v+++kHX68D2j5DY45HMEf5vWGaqZF2ACHL7vFIO8MwwDAkU98HlFbovtjmoLV/AsEOotsFg4YVQPdCFrx9r23Dtv3jak220nsAQ/uXt8/0d7idHegw1m6wyMjU2wFAD9rnQuRvkOwS3DiF0srvk1mmZKa+JdL2j99TXX/RPWLy1tSuDQP5ZfWTkl82kkFgMlMvQf3A1ran3qSiLEBz2ojC5kic0pCdep1ss+kQ/v3uClxPYcu+etGPvDxPYAZM/zunXb0JwQ3+Calsmfp44jJ3EJXfR+NeqleLKLBU+b1CJT4yP1u5AfDfgz3l93MIpo20M9pl6rWbmamPeN8iUDPMPtlT7zbXoaLhrm+YJ7OkArtyaK8dr9C0Bu3GMIIF7mauNdoAbZodwudvlwXXGInXrtIaK32/vhXwu+5bfiCadpe22yT+31X5vWEl9+gr/wTWINExUx8ADH9bQ0DGB4vcJKgfwEqCFrFEMJ2cD2+ZBmUlgUT3cl8+5fcHfm+LHq0hGExm6p3EOhRB2yTuKuKOl/FlRAwcUaet/L6iNEg07uG4ikCiCWNZqO2toyTxGog7ngT1ol/lu9XItgwMBQwZSWDtV5QbURy3YzMmx8l8fx0MYnE3dZJW9A3teeD6753L1zdgUklr1M3YBpWUEdtYmZn6oGXTEO95sGyYZsEz9W5zHctvPw8dj/baMY1gCWPOnpszsF+9ejVXX301n3zyCVVVVWy++eZcfvnlDB9emC1jDz30EEuXLmXWrFlZr9fAs888w7YTJrH11v444EsuuYSf/exnbLFFz76L5XochR8gLnzwQRb8/X4Mw8AwDK6YfSE7jd2yW8ebO3cuNTU1TDtwSuoy1X5fvR1AtUYhpHjznfdY8PgfuOWmGzOD1OR9uwrq7eQe/RhGD7cJdKa2tpbzzz+fhx56KOPyxYsXc++993LLLbf0+mN2Jfk8tX9uPly6jGdeuofZl/2uz9fUF9Jf/3fddRdnnnkmkPt31N7JJ5/MZZddxrbbblvQdba0tDBz5kyWLFnCCSeckPPf+AsvvMCcOXPQWnPmmWdy3HHHEYlEOO+886itrcWyLE444QROPvnkXl2fBPUDWEb5fWLPp5Uov29obkndLt9GeT0RsPzdVNHUnnpNeWmAeHOMcCTOUJmrOSBFYy6m4Z8kSnbBbgxHGV5dRnNLnNKSts7YATtZreFSViIds0X/yacqCfzye1Nr3KoRAGxq1bHWq+pwu1giqM+1335jFI17UmnV19Iy9dP224rGr4N8uKyOlqifdQ9ma5Rn+I3y0jProW+zpx7AsAoe1KtoGB2PMnTqT7CrejYnPZ3btIG65/7Pz/xnCeq11sycOZMTTzyRefPmAf5M8bq6uoIF9V3RwHPPv0CwvCoV1F9zzTUFeCA/RFyzei1/u+deHlhwH2VlZdQ3NBBrDYP20J6b6DTfrcOm/bnde6MVSB0XclQ56UT3fDp/X/X36Bvfau+/UgpzgGX5Dd0xqN9pwgR2mtBxalV/8zyvV0aMp7/+//znP6eC+mITCAQ499xzWbp0KcuXL896G9d1mTNnDnfffTcVFRXMmDGDAw88kJKSEs466yx23313WlpaOOaYY5gyZQpbbtm9k2udkaB+AAsFbVxP43oq9cZpJcvvo91vlNcThmEQTO/C7ynKSwPUN8dojboM7fg9WQwAsbhfZWEYBhVlfqDe0BxneHUZ4YhDaVqmPhnUx3OMBBOir+TbP6QsZGN5UEeQcoJsZtWzwu2YIYsnM/WDaE99LO6lThaLAku+rDyF8vzXbUw5hAJlRGIuG1r8k/NBO21Pfdo+ZWWaaDez+31PR9oB/p76LL0lCsGuGkagZpOCP85rr71GWVkZxx13XOqy3XbbDeiYUZ8xY0YqOztz5kzGjx/P+++/z1577cW+++7LHXfcQSQSYd68eWy11VbMnj2bQw45hP3335+WlhamTZvG888/n/H4//rXv7j99ttxXZeRI0dyww038MFHn/DCy6/w1nvv88c//pG//vWv/OIXv+Cyyy7jzTffZN26dVxwwQUAzJs3j4qKCk499VTuvPNOnn76aeLxOEcffTSnn356lz+/xqC+vp6y8nJKSvxqpJrqanRVFW79St55+y3mXH8j0WiUIUOGcM899/Duu+9y7bXXEo/HKS8v57rrrmOzzTbLOG7tqlVcdeVtRMItVFVUcs1VV7LZZpvx/kefcsmll2LbFt/ZaYcOe+4BNmzYwKxLLiHc2MzU/fZj4YMP8dq/X8LzPG74w028+dbbOI7D6T89lcP2/R4PL1rEK2+8TVNTE7W1tZx44omcdtppACxatIh77rkHx3HYa6+9uPjii6mtreWcc85h3LhxfPzxxyxatIgLLriAdevWEY/HOeusszjqqKM6fd6am5uZOXMmX3zxBfvttx8XX3wxAJdddhkffvghsViMGTNmpH4He+yxB4cffjhvvPEGm222GX/4wx+oqKjg5JNPZocdduD111/HNE2uv/56xo8fT2trK1dddRVLly5Fa82FF17I5MmTuePP/8uaFStZtmYVDevq+MUF53HEYYfx3/fe5+8L/sGf7vwLc+fOZfXq1Xz11VesXr2aX/3qVxxxxBF4nscVV1zBm2++yVZbbcWGDRu45pprMrLXnucxa9YsPvroIyzL4tRTT+WYY47hvffe45prrsl4HdTV1fHb3/6WFStWUF1dzbXXXsvmm2/O7NmzCYVCfPjhh0ydOpV99tmH6667jtbWVkaOHMmcOXOorq5OPeaaNWu44IILWLBgAa+88gozZ87kzTffJBqNcsopp7Bo0aJUpv3xxx+nubmZ6dOns/POO3PWWWfhui6zZs1iyZIlbLfddtx0001pU0DaPPDAAx2e51yv5ddff51rrrkGwzCwbZuHHnoIz/O4/vrr+e9//4vjOJxxxhkdXifBYJDvfe97OQN6gCVLljBu3DhGjRoFwJQpU3j11Vc58sgj2X333QEoLy9n6623Zt26dRLUC18o2NakzvHayu9LQ3bGSDk/U1/AdQTSR+tpyhPZ2vR9/WJgiTkeduKLZDJT3xD2yyXDrfGM8vuA3VZ+L0R/Ujq/E5ibDC3lE0/z5fomNjeGMCbYyGvRjl8+ncG6p14y9X0kOahe4zkKS5vEPIeqoE3c8aiLJoL6QNv7bfqr21UanfbaLLECxFTPP3cN09zout9//vnn7Ljjjt2+37Jly/jjH//IlltuyZFHHklZWRkLFy5kwYIF/O1vf+PSSy/N6zjf+973mDp1KoZhcPfdd3Pvvfdy7PRD2G/yHhx+9LHsv//+Gbc/+OCDOfXUU1NB/TPPPMOdd97JK6+8wpo1a3jggQdQSvHTn/6Ufffdt8tyYwVsNW4bSstKOfjwI9h7z704/LBD2HOPPXBcj4tm/5Zbb7uNbbfdloaGBgDGjRvH3//+dyzL4rnnnuO2227j6quvzjjunFtv5fxLfsGEbbbjg7fe4/obb+KPf7iBy353JVfP/iUTdtieX/3uWpTu+OXzjj//hb2m7M2pJ5/Ms48+nbr8wYceZsSIESxc8Hei0Sgn/Phk9v7uBLTr8umnn/Lggw/ieR6HHnooJ510EsuXL+f555/n/vvvx7ZtLrroIl588UXGjRvHF198wfXXX8/2228PwHXXXUd1dTWtra0ce+yxHHrooZ0+bx999BGPP/44VVVVHHnkkfzkJz9h00035cILL6S6uhrXdfnxj3/M4YcfzujRo2loaGDPPffkiiuu4MYbb+R///d/Oe+88wA/kP7nP//Jv//9b6666iruuecebr/9dvbbbz/mzJlDXV0dP/rRj3jyyScBWLFqNdf+6f8RbPY482fncMRhh/lVC1qnGix+8803zJ8/n1WrVnH66adzxBFH8PTTT1NfX8+TTz7JsmXLsp64+Pjjj6mtreWJJ54A/JMX8XicX//61/zpT3/KeB3MmzePXXfdldtvv50nnniCq6++mttvvx2AhoYGFi5ciOu6/PSnP2XevHlUV1fzwAMPcMcdd2SUpY8aNYqmpibi8ThvvfUW48aN48MPP6SpqYnvfOc7Gev75S9/yYIFC3jkkUcAv/x+2bJl/OEPf2Ds2LGccsopvPXWW6kTc+myPc+5Xsvz589n9uzZTJ48mebmZsA/KTBixAgefPBBotEoxx9/PPvuuy81NTWdvlbaW7t2bSqgT/78yXHuSatWreLTTz/t0XtTZySoH8BKkp3now5u4stnsvt9csYt5N88qqeC6dsAPJ0KArMF9dGYS0lIXnbFzvUUduJMUGnIxjQNHnvlS55+/Ws+/qqOncePSN02mamPyT5c0c/yzdSbWmMpWF7XTImqYJRRj5elQViy+mQwBfUxx0ttpxJ9R7selmET1TFGBPyRi2vD/pfNjEx92svb0QZW2us2aH3b8vu+aZQ3EGy99dZss802AIwdO5a9994bgG233ZaXXnop7+OsWrWKCy64gA0bNhCNRpk0aRKaQzICtHTDhw+npqaGzz77jEAgQFlZGZtssgn/93//x4svvsibb74J+Ht7v/rqqw5B/fTp01MBUXKHtmmZzLvtFr748DNee30xv5n9Wy447+fssOVmbDZ6VOoYyexqY2Mjv/nNb1i+fDlKKaqqMksuW1sjvPPhh1w1+3dYhoWJQWlpqR+4OXG+M9k/UbHfgYfz9NNPptaS9N6S97nqtBNRKA4/9BD+8MebAXj1tddYuvRzHn3scQCaw2GWr14HymXy5MmUl5cDMHLkSDZs2MBrr73Gu+++yzHHHANANBplwoQJjBs3jq222ioV0APMnz8/VUWxatUqVq5ciW3n/i763e9+N7U9Y/z48axcuZJNN92Uxx9/nIULF+J5HmvWrGHZsmWMHj2aYDDIwQcfDMARRxzBnDlzUsc64ogjANh33325+OKLUUrxyiuv8MILL3DbbbcBEIlEWL9+PQD77L47lm2xxZhNaUoEnIbprzXZ3HD//fcnEAiwxRZb0NTkj8F85513OOywwzAMg7Fjx7Lddtt1+LnGjBnD2rVrufLKK1NZ9k8++YTNNtusw+vgrbfe4s477wTgsMMOyyiRP+SQQzAMgy+//JJPPvmEn/zkJ4AfWI8bN67D4+60004sWbKEJUuW8NOf/pS33nqLpqYmdtlll5y/g6Stt946dcwddtiB2trarEF9tuc512t5l1124cYbb+SLL77g0EMPpbKykldffZXPPvuMf/7znwCEw2GWL1/e7aC+K/F4nF/+8pdcdNFFlJWV9eqxJboawJKZ+taoi+spTMOf0VwWsnFclWpsppXOWqrSa+sIdCy/BzK2ACRtaIqw2YjKgq1F9A7XU1iJlraGYVBVFuTrVU2MHFrGHhM2YaexbXsRU0G9ZOpFP1N5v9dpbE+zriVKZbyccaHarM3wkq9pd5A1yotI+X2f046LjUVcuanP9vUt/hf6QNqe+mSqXmlwNVhe5p56Tytc5WGb3d/naphW34xa60Njx47l2WefzXqdZVmotJ/Xcdq+swQCbf1hTNMkGAym/py8T/r94/Hs2x6uvvpqzj77bPbZZx9eeOEFv+FXskAjxwmYww47jKeeeopAIJDKKCulOPfcc/nBD37Q6c/bFtADOtEsL7G3fpfvfpddvvtdxo0dy8OPPMKOZ/406+/7lltuYb/99uOHP/whn332GbNnz864XmnFsOpq7vi/O6gIlVMd9IPtpqamjPdfjb//3lU6sxG+BgOjw75xpRS/u/wydv9eW8CmnBiff/wBgbQA3DRNPM9DKcXxxx/Pueeem3Gc2tra1FYDgNdff523336bhQsXEgqFmDFjBvF4vNOgPvn7Bv/37Hkey5cv59577+X++++nsrKS888/P+vvPdmMMP3v7Wmtuf322ztsawAIJl57KqMDvv/vWTvxDutLP2ZXhgwZwqOPPspLL73E/PnzefXVV5k+fXqX92v/c5SW+j0OlFLssMMO3HPPPZ3ed9ddd+WNN94gHo8zefJkLrvsMhobGzn++OO7fNz0f4vt/83mWl9SrtfyWWedxZQpU3jhhRf44Q9/yIIFC1BKcdVVV6VK5Htq5MiRGZn5NWvWMGnSJMD/HV100UVMmTKly2qRnhhY3SNEhlRQnxh9Y1ltmVWA5la/yY7SFGxPPfhNfCKxti7RtmUQDJiEW7ME9Y3ffi6qKDzHVVhpezYu/enuXPLTPThz+kSO2ncs22w6JHVd2556CepF//KUJq+iJOVhKvjezpuw3/d3IYhDtRHGa5eRT5Xfu4PntS2Z+j6U/h3cU9iGvyc+FPQ/w5Pl9+mf38nXt+sp4l5mtjeYaHgW6em+esOAPppT7zZtwKlf/a3/c5s2dPo4e++9N+FwOKN79ptvvslnn33GZpttxieffAL4Zfpffvllt36GTTfdlI8//hgg54mDcDjMqFGj0FqzaNGi1OXlZaWEmxqz3ufggw/m2Wef5Zlnnkl98Z88eTILFy4kEokAfuCaLBvujAbWr1vPp59+mrrs088+Y/To0WwzdiwrV69OXZcsu06uGeDhhx/ucMyK8jKGVlfz+r9fR6PxPI/Pli6lqqqKYCDIhx/5z8nzz/nPietm9sjfeeJOvPz8S2iteeqZZ1KXT957L+67/368RF+Hz5YuRSXClGwNHPfaay+eeOIJ6uvrAX+v/tq1azvcLhwOU11dTSgU4uOPP854LrqjpaWFsrIyKioqWL16Nf/5z39S18XjcZ577jkAnnjiCXbdddfUdclS9//85z9svfXWmKbJ5MmTMwLh5OvI/2H9/3WYDmAYOU8EgZ99fvrpp9Fas2zZsqw/Z11dHVprDj/8cM477zw+/vhjttlmG1asWMFnn30GtL0Odt11Vx577DEAnnrqKSZOnNjheNtssw2rV6/mgw8+SD0PX3zxRYfb7brrrtx///1sv/32DB06lPr6etauXcvmm2/e4bbJkyjdle15zvVa/uabb9h+++0555xzGDt2LMuXL2fy5Mn8/e9/b3v9ffZZj9YxadIkli5dypo1a2hpaeHll19mn332AeDGG2+ktLSUmTNndvu4+ZBM/QBWkthnF4m6iSDM/7SvLPfP4NU1xhhaVVrw8vuMLvyeHwyWBu2smfq6xt4bYyMKx/N0KlMPpE4YZZPcUy+ZetHfdL6TPrTG8jQx7ULVSAA2s+pwlSa9ka/jDtJGebKnvm+kfWk3lEcAi5h2UmNCm2ItQOaoxWQ2Kh53iSlNZaKM2zBNSkw/oxVxY1T2ZPJMH4y0M0sqMIIl1D33f712TCNYgllSkf06w+BPf/oTV199NbfeeiuhUIjx48dz6aWXMn78eGpqajjssMOYMGFCqtw+X8cddxwzZ87k2Wef7bA3Puncc8/l7LPPZsiQIey+++6sWLECgEMP+D5X3jiPv97zd/76179m3Gf48OFUV1fjOA6bbOI3E5wyZQpffPEFxx9/PFprKisrmTt3LpWVnVU+ahR+N+6bb7iZpvpGbNtms8025eorf0eotIz/+e2vueS3vyXuOFRXV3P33XdzxhlnMHv2bG6++Wb23XffrEe+5je/4ao7bmP+n+eDpzn+uGPZdvx4rvrd5cy+5BICts22209gw4a6xHfQtvv+7LRTufDyK3hi0eN8f/I+VCTK6o875hhqa1cw47gforRixPAR3HnbnxLbQjq+LsePH8/ZZ5/NqaeeilKKYDDInDlzUlnkpClTpnDfffdx+OGHM27cOCb0sIv89ttvz9ixYzn00EPZfPPNMwL36upqXn31VW666aZUo7wk0zSZPn06hmFw/fXXA34jxmuuuYZp06bheR477rgjN9xwA4n6BqDjZAHDMDpOG0hzyCGH8Morr3DYYYexzTbbMG7cOCoqMv9drF27ltmzZ6OUwrZtfvvb3xIMBrn++uv57W9/SzweT70Ozj33XC6++GIWLVqUapTXXjAY5KabbuKaa66hpaUFpRQzZ85k7NixGbcbO3Ys0Wg0VW4/duxYRo4cmfXnOProo5k2bRq77bYbZ511Vs6ft71sz3Ou1/L8+fNZvHgxpmkyceJEvvvd7/Ld736X2tpajj76aLTWjBgxgrvuuivr81xfX4/jODz++OP84x//YJNNNkltfbFtm1mzZnHKKaeglOKMM86gpqaG1atXc9dddzFu3LhUdcSvf/3rnP/GesLQ+dRrFAnP83j33Xf5zne+0ysjFArt4Rc/Z+Fzn3HVWXt3uG7p50sZP278tzq+pzS/vuVlLjp5N+qaotz3zKdc/bO98TzFRX96hfOO35kDv7clP7nyaSZP2pQDdhvzrR4vl/997ENKghaXnb4nZ137LyaNHc67S9ex73c25SdHZL55Pvj8Uo454Nv93KLw7lz0Pu98upYLf7Rrl7fVWnPhzS/zqx/tyn67djzrKkRfuXb+GzS1xDn9qJ06XJfxnhvewFt/uITI0Xuzz2ZTUM/cxDONY/nppRentg8B/GfJSq79v/8y+5TdmLxzxzLJjdEv/vAiVRXBrJ9bonc98tuzGP6hn2l+cIfdcXdrYXhpJcdvciA33/8OavwKzKWbceGP2vadvvziQrZ94RPCP5pO+JOvGf32uwy95jyMYIB10Ubmfvwov9/lFLaqyP6FuTNrHryBign7MnT/H/XazxiLxVi2bBnbbLMNoVAI8GfVq2i41x7DLKnIOaO+2GilWLvqK6ptA8O0CY4ozPcygHDdWsLxFlqCJhV2CSNKhmTeQGucuhXY1ZtglWY/KZJNw6qvsVscmqpLsEJBRoSq0GQ2cQRYuT6Mp6CmMoRleejV/p5xpzRES5mJYZq89/J/efLpp7n5DzfmfDy3cR1GIEigelTO2/S3PfbYg8WLF3e4vLvz05vXr4KGFtYODbBp2VBCZtvnkf88hAhU5/633dLSQnl5ObW1tZx66qk8/fTTAyJeEm2yvWem6ywWlkz9AGaZBgHbJBLzG+UlM/WWZTKiupSvV/mlWX3R/T4aT2a0/L3YJUGLlmjHbM+GJsnUDwSe1/Z66oo/EsQk5kh2T/QvL9899VphKU0s0ek7XjqcTcP1HRriJffZu4MpUy/l930mmZMzAFMrAoZNXDvYiSqpqIrRvo1S8rO8KRzDSbw+tethBAOpACDq9nCbWx9k6gE/AB8gQXhBaDCsANqNo3Vhex6p1P+zvIcZBph2qvlad5m0ZZOjcZfSoJ0R3CdThqpdBdTKVau46Mqr8JTH0KohXPP7qzp9HMMOpPaSb/R04vnLMqsew8io7snmjDPOoKWlBa01l112mQT0g4wE9QNceWmAhuYYWpMRhG0yrJxvVieC+gLOqQe/+31ji/+Gmyz1Lw3ZWbvf10tQPyC4nsLupOS+vYBtSvm96HdK5XkCU2tMD6IqsW2ofDib1H+W2kOflCy7d/podncxiDsyp77PaFAmWAospTHT5swfOXlrno59zfT2lW2J7/RNLXFMLxnU+7+vkJUov+/hnnrD2PhG2hUbnfgF+oFqFO25GHagi3t9m8dL/D9HMGhYAbTTs5NABgZe4riRqEdJwCYScykryQwt/OC07fG32mIL/vfvfyXqxdm8bDhdMewAKtpa8BMg30a2LD3QZQO5XAxyBfWdN7K87777evR4YuMgjfIGuKqyIBsao4m9oG2/zk2GllG7Nj1T3zd76j1PY5kmwYCVdcRZfbM0yhsIXK97r5mgnf33LURfyndOfTJTHycR1JcNZ4TZjNOuk3FyzN1g2lMfd5T8W+4zGpV4nzW1ImgGiGn/ZPh2W9ZgBD223KT9nmmNNvygPvlr0oneD4HE2KtITzP1hoEeRCew+kXircRInIDpaUCd74Ml37myZupJBMzdzdQnDmWmHdf1FJG4m9FLqS1T3/H+BkZe3doh+VypTpvEbWwMDYr2T1z+z5kYnCSoH+CqyoPUNUVxXS+j6/OoYWWsb4gQd7xujHnqmWDATH0J9JRftm1bZoesVyTmEslSki+Kj+N2P1Mv3e9Ff8u7KWhiTn1M++9HqnwUlqFxNtS2O97GOae+ec03Oa+LOR7B+Lo+KcMe9BKZegBLK0JWgJhqC1yiKp7zS3xTS5yom7guEdSbhkHQtHve/d600JKpLzhDg06Wvhc0qPczvmV2qGPWN3m9HQDP7bQBW+5jtwWZSikaw7Gs75UdX8P+d9Jca+rwOFYAMAZFCX7yGfG3NmQ+P0Ye5fdicJOgfoAbUhGirimG5+nUrHiArTapQml48rWv/DmhbuG+lJaEbFoTwbqndCqoj7cbA9USiROVfdcDQvLkTL6k/F4Ug7xPYGqF5WmiiQBGVQzF0wbu2q8ybpbcS7+x7amv/+ajnNfFXQ9bNxFfX5vzNqL3pGfqQ6ZNPC2o97SXEeSni8Y9IonPdZ32WRuyArT2MFNvGGaWtKroXYkgWOueZcm7+1AazE4yvH7ArHsUMBtp+749pVFKZ1Q1paoEdOac+tSaclQPdHwgwz/hVOATIMXEIMtJD8OAfJ8zMSjJnvoBrqo8yNLl9TieytjDXlNVwvZb1rDgmU/xlGLTEeUFW0N5SYDWRMlVchSabRkdTiS0Rl3ijnxhGAhcV2WMtOuKH9TL71b0r/zL771Eozz/JKNl2dSpCoavz8xgq1SjvI3rtd24suMcYfC/mHuexvRiRFYvIzRyyz5e2WCj0zL1mpAVJK7aTnx7WhH14pRYwbS7+K/Jw/baitdeXepflh7UmwGiPc7Umxlz7wulLtJAS7y1145XHixjaGl1rx2vkDTJ0mqNbQVQ8UhBH8/Az/DmLL+3bMDwm+UFS7LepiOdOrZOhOZKQ2nI31Ov0va+m4b/vqzTe+Mnrk9vFNnlz1HoEyBFw39uTYyO5fd57KkXg5sE9QNcVXmQxnAc19Oodu/ZPzliRyIxl5rKfN+oe6asxMZTmtaog6cUpmli2x3L71uiruzVHCDcRG+EfEn5vSgGujuN8hTEE0G9aZms8SoZVr8842bJYL6QlU79oWl99vJ7J/Fv2PRiNK3+gupJ2Wdvi96TytQrv/ze0W7q5JSnFXHdyT7ixBYp7bWdCAhaPS+/N3LMA+9NdZEGfvHE73reoT+LEjvEHw//Xc7AfvXq1Vx99dV88sknVFVVsfnmm3P55ZczfHjXTdp64qGHHmLp0qXMmjWr45WJ7ubPvfgS228zljFDK9BKcelll/Gzn/2MLbbYohdXolNZ8ScWPcaTDzyGYRgYhsHvLr+M7+w8CfCz9cqJ0VWf9Llz51JTU8ORB+wDJPbUa42XeJ8M2iaRmP/9IWAZvPfu2zz6yINceVX6fHP/VICZCOWVVlhG12/afrO83j0BUltby/nnn89DDz2UcfnixYu59957ueWWW3r18boj+dwmffDhhzz+2D/51c9O67c1FdIll1ySev3fddddnHnmmUDu31F73R0d2FMtLS3MnDmTJUuWcMIJJ2T/Nw688MILzJkzB601Z555JscddxzhcJgf//jHqdvU1tZy3nnnceqpp/ba+iSoH+CqyoPEHI/mlo4f4iVBm5Jg4X/F5SV+w5fmlrhffm8k9tS3y261ROIS+A0QrqcIBfIfhRKQRnmiCHj5dkfWyt9Tn8iKWobBOq+K7RtWZB4vWX7f/ozpABdpDeM01xFoN1Ys+XNayqFx3df9sbRBRyVerrZSlCSap8WVQ4kV9DP1KvOzXUNbatNOvEdnZOqD3zJTX9j38ZZ4K1E3xsk7z2B4Wc23Pt761nruee8hWuKtWYN6rTUzZ87kxBNPZN68eQC8+eab1NXVFSyo75z/b+yFF1+mNFjCmKHbot0411xzTUEezQDWrV3Hw/c9yMP/+AflZWXUNzRkNAXt7si45LuhkSihT75vBGw/OPen5yRepO33zhuGf2LDSAb1mnyKAg0rCKoZrRRGNxIOKpFoGmjal9/vNGECO2yzBSra0o+r6sjzvF4Zm5f++v/zn/+cCuqLTSAQ4Nxzz2Xp0qUsX748621c12XOnDncfffdVFRUMGPGDA488EBqamp45JFHAP996YADDmDq1Km9uj4J6ge4qnK/LG9tfe+VsnVXcnxJQziO1mBaflDfPrvVEnE77LMXxcnzFFZJ/m8PkqkXxUAp8iq/11phKk08safetAzWqirM2Cd4rU1YZVVAWqO8jSxTH1Oa+JovOwT1yYybqTyaNqzsj6UNLonv7No0sQ0IGP57btSLUWIFUVmC+gyJLH/mnnq7x3vqMcw+K+8dXlbDqIoRBX+c1157jbKyMo477rjUZbvtthvQMaM+Y8aMVHZ25syZjB8/nvfff5+99tqLfffdlzvuuINIJMK8efPYaqutmD17Nocccgj7778/LS0tTJs2jeeffz7j8f/1r39x++2347ouI0eO5Lo51/LRR5/w8suv8O47SygvCXHXHbfy699ezmWXXcabb77JunXruOCCCwCYN28eFRUVnHrqqdx55508/fTTxONxjj76aE4//fROf3at/VL/hvoGSsvLCIZCANRUV6du896SJfzPtdcSjUSoHjaCe+65h3fffZdrr72WeDxOeXk51113HZtttlnGsZevWsWc393B+uYGqiuGcP4vZzOqZiyfffIRf7jxWgIBm22328nPy+u0InsDNmzYwOzf/Ib1deuZut/+PPTQIl7790t4nscNf7iJN996G8dxOP2npzLtyCN4eNEjvPTvf9O4YR0r127gxB/9iNNO8zPWixYt4p577sFxHPbaay8uvvhiamtrOeeccxg3bhwff/wxixYt4oILLmDdunXE43HOOussjjrqqE6fu+bmZmbOnMkXX3zBfvvtx8UXXwzAZZddxocffkgsFmPGjBmp38Eee+zB4YcfzhtvvMFmm23GH/7wByoqKjj55JPZYYcdeP311zFNk+uvv57x48fT2trKVVddxdKlS9Fac+GFFzJ58mTu/Mt81q5YxZdrVrFu3Xou/MUFHHHYYbzx3//yt7/9jRuvmM3cuXNZvXo1X331FatXr+ZXv/oVRxxxBJ7nccUVV/Dmm2+y1VZbsWHDBq655pqM7LXnecyaNYuPPvoIy7I49dRTOeaYY3jvvfe45ppriEajDBkyhHvuuYe6ujp++9vfsmLFCqqrq7n22mvZfPPNmT17NqFQiA8//JCpU6eyzz77cN1119Ha2srIkSOZM2cO1WmvsTVr1nDBBRewYMECXnnlFWbOnMmbb75JNBrllFNOYdGiRalM++OPP05zczPTp09n55135qyzzsJ1XWbNmsWSJUvYbrvtuOmmm7KevH/ggQc6PM+5Xsuvv/4611xzDYZhYNs2Dz30EJ7ncf311/Pf//4Xx3E444wzOrxOgsEg3/ve93IG9ABLlixh3LhxjBo1CoApU6bw6quvcuSRR6Zu88477zB8+HDGjBnT6euwuySoH+CGlPtv0hsaC7svqzNliUx9Q7M/g95vlGdkKb930NqfgxzsRhZY9L0eld+7Hq1Rh2DA6lbnfCF6i8qz+71WCkODmxiR5Gfq/dFhsdXLKNvmO4C/x9z/f/ZAx/NUxijRgSLuecRXLaN83K4Zlye3G1imIhoJ40XCWKUV/bHEQUEnarG1aWKhCCZG0iWb4ykUsfZB/f9n783jLKnq8//3qe3e23vPTHfPvg+yC6KoIIjhF3FAA5GIiYkKCTFKcEmMigsaDSQYF+KOyzeiRgXBJUZQQEUUFBVwZB1mZ7qn9737brWc8/ujlrt39+3pno16Xi90+i5161adW3We8zyf51NUnyyMYApXVlOfn2frL6Etvv3+UGPXrl2ceOKJdb9vz549/Nd//Rfr1q3jla98JQ0NDdx2223ccsst/M///A8f+MAH5rSdF7zgBZx//vkIIfj617/Ot779bf7ylVs555yzuWjrhZxz2okIMxG9/uUvfzmXX355ROrvvvtuvvSlL3H//fczMDDA7bffjpSSK664gnPOOWcOdmPFccdtIZVKsfXCV3LWi1/MhVsv4EUvfCG24/Dua97HZz7xn2zobCFttQGwefNmvvWtb6HrOj/72c/4whe+wHXXXVe8SW74/Od57zXvwlyzlD2P7OTLX/wcn/3UJ/nEx/+Da6/9EC943qlc/Y53UhnYLvjS17/Beeedy/mXbuU3P74veua73/s+HR0d3HbLt8jlcvzlX7+el7zkbAB27NjJtz//SVRjK6989WX8zd/8Dd3d3fz85z/n1ltvxTAM3v3ud/OLX/yCzZs3s3v3bj72sY9x/PHHA/DRj36UtrY2MpkMf/EXf8ErXvGKGY/ak08+yR133EFLSwuvfOUreeMb38jKlSt55zvfSVtbG67r8td//ddceOGFrFixgvHxcV70ohfxoQ99iE984hN89atf5a1vfSvgE+kf/vCH/OpXv+IjH/kI3/jGN7jppps477zzuOGGGxgdHeV1r3sdP/7xjwHo6evjU5/9BD0jQ7z/7ddw0dat0bELVwL379/PzTffTF9fH3/3d3/HRRddxF133cXY2Bg//vGP2bNnT9WFi6eeeoqenh7uvPNOwF+8sG2bf/mXf+Fzn/scxx13HOPj44C/oHTGGWdw0003ceedd3Lddddx0003ATA+Ps5tt92G67pcccUVfPazn6WtrY3bb7+dL37xiyW29K6uLiYnJ7Ftm4cffpjNmzfzxBNPMDk5yWmnnVayf//0T//ELbfcEinaPT097Nmzh09+8pNs2rSJN7zhDTz88MPRwlwxqh3nWmP55ptv5pprruHss89maspv/3377bfT0dHBd7/7XXK5HJdddhnnnHMO7e31OYoGBwcjQh9+/4GBgZLX/PjHP+bCCy+sa7tzQUzqj3I0NgTW94zDmScuPyz7kEr4w2hkspjUV9rvwzC9nB2T+iMdrld/+v1UxqF7YIqptM3zD9NYjPHshp9+P4cXBgq954U19YK0SiLNhhJSH6Xfu9Xt91MZh7bmRNXnjmTYUpEf2FfxeLiIoStJDuEfiw2nHuK9e/ZBaQIThan59/OcdPCUH21WQdCLGFJkKy5Lvx/JT81vR8ShCco7GrBhwwY2btwIwKZNmzjrrLMAOO6447jvvvtmemsJ+vr6ePvb387IyAi5XI5TTjnZb2kXPC900w+pC7Bs2TLa29vZsWMHpmnS0NDA8uXL+drXvsYvfvELHnroIcCv7d23b18Fqb/44osjQgQKocA0TP79Mx9laEcPD/3uId51zft4+1v/kVNOOpmVK1ey5fjjcUd7aW1MATAxMcG73vUuuru7kVLS0tJS8hmZbJY/PPEE73rfB3CFQlMalpVkcmoKx3E4/vgTUMCfnP9y7v3Z3X4gXpAlgIA/PvEEf//Wq3CBP335/8dnPv05AB74zW/YuXMX//ejOwCYmp6mp8fvwnHWi19EY0sLwrTo7OxkZGSE3/zmN2zbto1LL70UgFwux0knncTmzZtZv359ROgBbr755shF0dfXR29vL4ZRmwKdfvrpUXnGli1b6O3tZeXKldxxxx3cdttteJ7HwMAAe/bsYcWKFViWxctf/nIALrroIm644YZoWxdddBEA55xzDu9973uRUnL//fdz77338oUvfAGAbDbL8PCw/7ozz8TSDVasWsHkVNlvOfj9v+xlL8M0TdauXcvk5CTgq79bt25FCMGmTZt4znOeU/G91qxZw+DgIB/+8IcjlX379u2sWrUqGkuhyv7www/zpS99CYCtW7eWWOQvuOAChBDs3buX7du388Y3vhHwifXmzZsrPvfkk0/m0Ucf5dFHH+WKK67g4YcfZnJykuc973k1z0GIDRs2RNs84YQT6OnpqUrqqx3nWmP5ec97Hp/4xCfYvXs3r3jFK2hubuaBBx5gx44d/PCHPwRgenqa7u7uukn9bFBKcffdd3Prrbcu6HYhJvVHPTQhuPEdLz28+xCQv7Ep3/KnawLT0CoSo8N0/lzeicoGYhyZ8KSqM/1ex3Zy9I9keGj7QEzqYxwWzDX9Xilf69SkwpYORmB7dhs7sPv3Rq8L7ehuDaIzlckfnaTek9hl7fug8H114WFDTOoXGSK03wsNXSms0H4v83jBwtNM9nuha0ghUG4hKC+hmwcVlLfYNfWHGps2beKee+6p+pyu68ii37bjFBZQTNOM/q1pGpZlRf8O31P8ftuufsyvu+463vzmN/OSl7yEe++9l+9997tAEak3TGSmtHxy69at/OQnP8E0zUhRllJy9dVX8+d//uczft8CoS9Aww/He+5pp/LCM57P5k2b+P7//i+nnHSyvw9CA83wW8YlG/n0pz/Neeedx2tf+1p27NjBNddcU7I9JSVL29r49n//PwZMmxbRTD6rANdP2pcqWnsKL8fhNRfht9cLHy9O5ZdS8q8fvJYzX1BK2Hbt2o1lWUHtfx5N0/A8Dykll112GVdffXXJ63t6ekgmCwHRDz74II888gi33XYbiUSCV7/61di2PSOpD883+OfZ8zy6u7v55je/ya233kpzczNve9vbqp73MIyw+O9yKKW46aabKsoaACzTDPIKytPvARRKqZL9K97mbGhtbeX//u//uO+++7j55pt54IEHuPjii2d9X/n3SKX8BSApJSeccALf+MY3ZnzvGWecwe9+9zts2+bss8/m2muvZWJigssuu2zWzy3+LZb/ZmvtX4haY/lNb3oT5557Lvfeey+vfe1rueWWW5BS8pGPfIQzzzxz1n2aCZ2dnSXK/MDAAKeeWriPPvzww6xcuZLlyxd+nnz0+QZjHLEYi5R6rWpNfd72/87FgWpHPPygmzrs97pfUz8wmmbb00OLuGcxYtTGnO33AWHSXUXWs9E0gQDs1DLswUJAXNjSzqvR0m4yPT+b8+GGJxXu+GBFi6hQqdeQ2IiSBY4YC49wCq40DUOpIvu9jRfUts8UlKdrAqVpC9rS7lDZ74czYwxMDx30f8OZsRk/56yzzmJ6erokPfuhhx5ix44drFq1iu3btwO+TX/v3vrG+8qVK3nqqacAai4cTE9P09XVhVKKH/zgB1FLu1RDikw6gzBMUBJVlGXw8pe/nHvuuYe77747IvVnn302t912G9msX2rZ09MT2YZnglAwPDTM7h27IwL99I4drFixgg0bN9Db28uOnTsRusn48FDJPgN8//vfr9hmY2MjS9ra+OX9vwbAcR327d1NS3Mzpmny1PanQMG9P/9plOlYTDhPPfFE7rn7p2gI7rn7p9HjZ5/1Yr596614nj8Gd+zcGf0bAldDkXPlxS9+MXfeeSdjY/4YGBkZYXBwsOo5aGtrI5FI8NRTT/H000/PetyqIZ1O09DQQFNTE/39/fz617+OnrNtm5/97GcA3HnnnZxxRqG0KbS6//rXv2bDhg1omsbZZ59dQoTDcRR9V6jsU184mlX373nPex533XUXSin27NlT9XuOjo6ilOLCCy/krW99K0899RQbN27kwIED7NixAyCy359xxhn86Ec/AuAnP/kJp5xySsX2Nm7cSH9/P48//nh0HHbvrmyZesYZZ3Drrbdy/PHHs2TJEsbGxhgcHGT16tUVrw0XUepFteNcayzv37+f448/nre85S1s2rSJ7u5uzj77bL71rW8Vxt+OHfPaj1NPPZWdO3cyMDBAOp3ml7/8JS95yUui5xfLeg+xUh9jATEeKPWaLtCr2O/zQZBaNh+T+iMdnifnRI5C+DX1koHRLOPTefKOV1d6fowYC4G596mXoPB71UsbaETXBPmGDpyBbSjPQehmlOoc2vDLMVml68jRAFdJUBJ78BmSK7dEj4dp/zoSW1GywBFjMeAfb6UJdCSa0DCETj6w34MfmlftPeCTel+pL7Xf5+dL6oVW0h5vMdBoNZA0EnzjjzO3qKoHSSNBo9VQ9TkhBJ/73Oe47rrr+PznP08ikWDLli184AMfYMuWLbS3t7N161ZOOumkyG4/V7zmNa/hqquu4p577uFlL6ve/vHqq6/mzW9+M62trZx55pn09PQggPNf/id88j9u5Cv//d984YYPUdyTeNmyZbS1teE4TqTmnXvuuezevZvLLrsMpRTNzc185jOfobm5ufYOqrB8yONL//UFPjE+iWWYrFq1kus+/K9YpslH/+Pf+cAHP0Q+l6O1pYn/+fZ3uPLKK7nmmmv41Kc+xTnnnFNtw1z/rnfxHzfdxMB/fwXpSl75yot5/ukn8+73vI9/v/4jWJbJc44/iemp8eJdASF40+v/hvf953/yne/ezotf9CKaGhv943nppfT0HODVr3ktUkk6lnXwpS98LvrUcAEk/A1s2bKFN7/5zVx++eVIKbEsixtuuCFSkUOce+65fPvb3+bCCy9k8+bNnHTSSbWP2Qw4/vjj2bRpE694xStYvXp1CXFva2vjgQce4MYbb4yC8kJomsbFF1+MEIKPfexjgB/EeP311/OqV70Kz/M48cQT+fjHPx59t2qkPrqz1RDkL7jgAu6//362bt3Kxo0b2bx5M01NpZkog4ODXHPNNUgpMQyD973vfViWxcc+9jHe9773Yds2bW1tfP3rX+fqq6/mve99Lz/4wQ+ioLxyWJbFjTfeyPXXX086nUZKyVVXXcWmTZtKXrdp0yZyuVxkt9+0aROdnZ1Vv8cll1zCq171Kp7//Ofzpje9qfqXrYJqx7nWWL755pv57W9/i6ZpnHLKKZx++umcfvrp9PT0cMkll6CUoqOjgy9/+ctVj/PY2BiO43DHHXfwne98h+XLl0elL4Zh8J73vIc3vOENSCm58sorIwu/lJJ77rmH22+/fc7fqx4INRe/xhECz/PYtm0bp5122oK0UFhsfP8Xu7jtZzv4yJvOqnhu566dbNm8pcq7jk7803/dx3Fr29mxf4x3/OXpjE7m+PqdT/HDj/9ZZIn5xLce5hcP93D9W87m1M2Ho5VMjLnib//tbs48cTn/35lz65l756/38sjTg6zpambbjiE+887zWL+ydZH3MkaMUvzDf/yUkzctZeuLN1Q8V3zNdXq2MXLDZ/j6K9v5y5New9qGLj7znW1cemYrq5/4H1b+3X+SXL6JL3z3j9z5632cc9oq3v36yhq+u3/7DC9/4bpF/14LjZs+cgUv1ydZ+oo30XrGBdHju3vGeceN93Gu9QBLWw9wHi4b3vVNhB6v/y8Gvv+uvyXRnyYpk+xvW8aG17+C/+6+g5cuPY1Tmzbxn3u/xRktz+HSFedF7/nlz7/F5vv3oF7/ah7bPcxJD/6Gtj99IamXvQCAbaN7+N/9D3LzOf9c9/6M/eo7SDvHyr/58EJ9RfL5PHv27GHjxo0kgvT10ew4aXvhOvY0Wg01e9QfaXCdPNPdPWSXpOhq8LtPOGP96KlmjJalC/pZU0O95LI5Gjs6GMiO0Z5oosWsvvgh7Sze1ChW14ZZW8aNHdiLmfUQjQ0MJFySKgmOwZKWJFMZG8eVtDUlGBrPsqw1yfBEjqaUJDE2CZZJPm+TWNnJqDPFg/c+wK9+9ks+9clPzOEbKZyRXoy2TvTUDIsZhwEvfOEL+e1vf1vxeL390ycHD6BNZnFbGhgxHDY0FQLXlOvgTgxgdqxFM6qXsKbTaRobG+np6eHyyy/nrrvuOir4UowCql0zizETF47v1DEWDBPTvqIgpYqs264nMYNeuo4TKA/5o9Oy+myCJ2VdNfXTWQfHlQyN+dbAvpF0TOpjHHLIufaplxIB6F7B3qxpgpzZBrqB3beH5PJNkR09b1dXL6eOUqVeBiqw3b+n5PFi+70D4LnYw90kuioXSWIsDJQAqWnowTmxNKNUqa9Ivy8IdVqo1BdZRJO6iacktnQjO/+cIQ6N/X5Jqu2oIeELjiAwrriWXBgWcr5tCGdBeDUU5f3iy1+nm4BCuTbCStZ8XSl8Z5RSKqrlDf8O9UJNEyQtnVzeIRHsUW9fH+9/5zuxPYfmpib+syiAbdZvowe1/0cYqV8oRFkEwd8ShRa1AxSlL6qCK6+8knQ6jVKKa6+9Nib0zzLEpD7GgiG0ouZtDzMg9Y5bIPV2bL8/auC3tKuD1GdsbMeLWiv2DqcXa9dixKgJKecalBcEXXmKnAwDPjU8CWZbF/mgljwkubVyQKYyRymp90AZYJcl4IfhppqQuJoBGOT79sSkfpGhhEAP5umW5tvnPWqQ+iJoQiCr1NQDZN08llXfFE9ox15Q3hEJVVpjLgwTmVv4e6YK/kcQkPpavm0I3Dga0smjzZXUq8JigV7EO6UsCgJE0JgyGZvMhg+wYe1abv3OtxjNT6ILnc7k3AUAoZtI58i77lZT6YFZA+RqQSj/gEol0URAzOdA6r/97W/P6/NiHBuISX2MBcE/XvpcDgxNk7B01q1o4cDgNAC2I2kI7g92EJyXdxa3Zi/GwcOT9fWpv+Slm9nZPcZUxuFnv99Pf0zqYxwGSMXca+oBw4NcELykaf64N5euxB7wSX1IcquResf1yB6loZ+6VDgNTWjDPUEStX/MIqVeKTwpggWO3cD5h3Fvj2EEk3MpBHoQ3mgJk5y0cYO/w5715e8BMDSBpDL9HnxS32o11rc/Qot+GzEWCypQ6gsQugnSRUkPoS2sshpeDTVE5NCp+dogXX7OUL6KrChcQ8qVegSlAkFR43oRvLceLNYCyJGGSKmPegESkXoV/0Zj1EBM6mMsCDavaWPzmrbobyNYtrWLFAQn+Hecfn/kw/Xqs98vaUnywpNWANA3nKZ/dOHqJWPEmCukVIg5rEXJQI3UZbFSL/A8hblkJdl9fpJvGByXq2K/z+Tcig4fRws0T+G2r8A6sAtnrB9rif/bDb+vJiQOAnPJygo1P8bCQwmBFhAdSzPIFaXf2xVKfXGfeoGnlQfl+bW2mfmE5Wlxn/rFRtTxgFKlHkA6efRE9Zr3+X2YihrEi4Bsz4T6SX2lA0AIgaIk96+0vRsFl4Kv8tc33oRhgZxAeR7iGLaWl5D66LHZlfoYz27ELe1iLAp0I7TfFyYbdlBTn69C6v/zGw8xPJ49NDsXY1bIOu33xVjWlmRg5NhfSY9x5GF+9vuwpl7zM0CWrETZWeyxgailXbVrVjbvRkr+0QbdU7htHYDA7tsVPR627hNIvxRh6Ursoe7DtJfPHsigTz0E9ntpF/WpL1fqiWb8mu4r9cX2+2Rkv8/VvR/iENXUP6uhQChVStY0HYReH6GeI0qU+llUcWGYKNeZU79zH5VKfdR/XpZuQxSrzapon+okqMULIMc0QhcPJasjJc/FiFGOWKmPsSgIg/LCcDyYWal/cu8IvcNplrWlKp6LcejhSoleR5/6YnS2NzA4lsXz5r+NGDHmgzm3tAuIiyELNcu6JiL7vU92d+NJXwk6Fkm9resYrR3k+/bQdJLf6seThZp6lMJcugqVz2CPDWC1d820yRjzQUDQPU2gy0JQXtrJRvZ7u5zUAyFV00T1lnYAaXceSr04NEp9fmQULz29YNvTG5tILF2yYNtbXARtDMsIdt0qeZ2YLSgPQOgWIFGugzCrp6tDgVOGpTsqKCmAQvmTV9YGNLoqC0HUtk3Mw34vtGABJAfJBXQ1HDEotLQDqjgZRFwiE6Mm5kzqn3jiiXn3dozx7ENxUF6I8N/VkqRdTzISK/VHBDypUIp5K/WdSxrwpKJ3OM2armMzoTbGkQmpFNocxm2oROle2KcedN2332tmEr1lKfm+3Xie3wIv7xxbpF6TkMHDXLqSfJAfAH5AJoAmlK/UL1lBuMARk/rFgxQaWph+L0xyXrH9vnYGja4JPAQUpd8bmo4uNLIV/e1nh9AWX6nPj4zyyD++FZmt30lQC1oqyfM+95maxL6/v5/rrruO7du309LSwurVq/ngBz/IsmWL01r3e9/7Hjt37uQ973lP1ecF8MB9D6BOeh4b1q8H4EMf/SRXvu4yNrUvX9B9MTyQk2nu+PGPuO3W27E0AyEE//rBazntuaeW7pdhAMJfXKhC6j/zmc/Q3t7OReed7T+gCJLZVSQiR0q9Uvxx2yPcdecP+MTHP17aleQglHp/P60FWQDp6enhbW97G9/73vdKHv/tb3/LN7/5TT796U8f9GfMG8q324fH5/EnnuDHP7mLd1zxl3U4KY4evP/97+cf/uEfWLt2LV/+8pf5+7//e6D2OSpHva0D54t0Os1VV13Fo48+yl/+5V/W/I3/4z/+I7/73e948YtfXDKOXv/61zM0NBS1qrv11ltJJufabWJ2zJnUf+pTn+JLX/rSgn1wjGMboVJvVyX11UKnJMMTMak/EhBacOupqS9GZ7u/er6/fzIm9TEOKeZqvw+JiyW1yN6sCYEbqqVLV5Lv34MnNwPVSX0uf/TW1OueIhuQ+ukn7o8eD4PyDKFAKjQzgREscDSdeNbh2t1jGL5OKRGY4ZjUTGzl4CqfzEskjnQxw/Z0SkUOfF3T8IRWotSDr9Zn59MiTWiLHsLlpaeR2Rzrr3gjiWUH35c9PzzCvq9+zVf+q5B6pRRXXXUVf/VXf8VnP/tZAB566CFGR0cXjdTPBQ/+8tcsb1wSkfp/++AH8KbHUEr6avQCQVOK/v09fOdb3+EzN3+OLUvXMDY+jmNXc3L4LeOkk0On9r07opShUi8K9d6F0M3ScRQ5xym4FObiHqgGYZhIe27zRSklWh2hv0cMAtdZqNSffNJJnHzSSTijfUeUUu953oK0zbu+qK3hV77ylYjUH2kwTZOrr76anTt30t1duzTtDW94A5deeik/+MEPKp779Kc/vWiLD3Mm9TGhj1EPwqC8akp9rsoE2fUkIxP1rdz7Ce3zI54xaiNUH+tJvy9GwtRpb07wTP8UZz93IfcsRoyZoRRzCspTgbU5qXRGvEKfehko1eaSVUw/9Wu8lCKVMMjmXRzXi9pzQqjUH52KieYpskpiLlmFzEziTo1hNLfjehIBaPikXgUW/HxZP/sYCwspREGpL+tTD5Dz8hGpLyqpJ5nQsYXAzZda9JOaSXo+pF7T/X5khwCJZUtJLl9YVboafvOb39DQ0MBrXvOa6LHnP//5QKWi/upXvzpS1a666iq2bNnCY489xotf/GLOOeccvvjFL5LNZvnsZz/L+vXrueaaa7jgggt42cteRjqd5lWvehU///nPSz7/pz/9KTfddBOu69LZ2cm/X/dv7Ny+nQd/9SBP/fFJPvvZz/OVL36Bf3rnu7jmH/+WP/70AYZHx3j7298OwGc/+1mampq4/PLL+dKXvsRdd92Fbdtccskl/N3f/d3MXz4gzKPj4zQ2NmBavvre3tYWveSPjz7Kv3/0P8nn8rS0tPDVz3ycbX/Yxse/8BVs26axsZGPfvSjrFq1qnjDdPf1ccMXvsBYZppkKsWH3v+vbNq4jieeeIL3f/CDGLrBiSedUrlLwOjYGO/70AcZHRvljLPO5J7/u4vf/Oo+PM/j45+8kYcefgTHcfi7Ky7nVa+8iO//4H/55a/uZ2JykgMHDvDaSy/h9ZdsRUnJ//7wh3zjG9/AcRxe/OIX8973vpeenh7e8pa3sHnzZp566il+8IMf8Pa3v52hoSFs2+ZNb3oTf/ZnfzbjoZuamuKqq65i9+7dnHfeebz3ve8F4Nprr+WJJ54gn8/z6le/OjoHL3zhC7nwwgv53e9+x6pVq/jkJz9JU1MTr3/96znhhBN48MEH0TSNj33sY2zZsoVMJsNHPvIRdu7ciVKKd77znZx99tl86b+/xlBvP/v7+ugbGeYtV7+Zy151Cb/7/e/55rdv4RMfuobPfuGLDI1PsW/fPvr7+/nnf/5nLrroIjzP40Mf+hAPPfQQ69evZ2RkhOuvv76EQHqex3ve8x6efPJJdF3n8ssv59JLL+WPf/wj119/PblcjtbWVr7xjW8wOjrK+973Pg4cOEBbWxv/8R//werVq7nmmmtIJBI88cQTnH/++bzkJS/hox/9KJlMhs7OTm644QbaisbYwMAAb3/727nlllu4//77ueqqq3jooYfI5XK84Q1v4Ac/+EGktN9xxx1MTU1x8cUX89znPpc3velNuK7Le97zHh599FGe85zncOONN5Y6PwLcfvvtFcd527Zt/Md//EfFWH7wwQe5/vrrEUJgGAbf+9738DyPj33sY/z+97/HcRyuvPLKinFiWRYveMELZiT04Xio1eZwMRHX1MdYFEQ19cXp9wFZtKso9a6nGK2T1G/fN8pJGw9+pT9GKUKiYsxTqQfoWtLA/v6phdqlGDHmhDkr9WEomRQF+71WUOrNZauQmQlMczoi9dl8KanPHMX2e92DrPKC/ADI9+/GaH4+npRomkATCl367f7MpauYfvKBw7zHxyiCNSFPaGhekVIvXdxiUi+dgm6qCJRRSFoGOSFwy0raEro5P/u9EMdcu6xdu3Zx4okn1v2+PXv28F//9V+sW7eOV77ylTQ0NHDbbbdxyy238D//8z984AMfmNN2XvCCF3D++ecjhODrX/86t9x6K5dvvZAXveRF/NnWC/nTl/2J/0LhL6ed/9KXcOVVb4tI/d13382XvvQl7r//fgYGBrj99tuRUnLFFVdwzjnnzKj4hUuOx23YQKqhgcsvfQPnnnU2F269gBe98IXYjsO7r3kfn/nUjRy3ZQvjExMIQ2fjmhV861vfQtd1fvazn/GFL3yB6667rmTbN3z+87z/7W9n6cmb+cUD9/OZz36G//rkx/nXj3yYd737/Rx//An820euxdRLFXwFfOlb3+K8817Ka173Gr5523eibX73e9+no6OD2275Frlcjr/869fzkpf4Vv+nd+zgtlu/jee6XPiqi/nLi85n/9NP8fOf/5xbb70VwzB497vfzS9+8Qs2b97M7t27+djHPsbxxx8PwEc/+lHa2trIZDL8xV/8Ba94xStmPG9PPvkkd9xxBy0tLbzyla/kjW98IytXruSd73wnbW1tuK7LX//1X3PhhReyYsUKxsfHedGLXsSHPvQhPvGJT/DVr36Vt771rYBPpH/4wx/yq1/9io985CN84xvf4KabbuK8887jhhtuYHR0lNe97nX8+Mc/BqCnr4+bPvFxnp4a5L1vv4bLXnVJtF/CMMFz2b9/PzfffDN9fX383d/9HRdddBF33XUXY2Nj/PjHP2bPnj1VFy6eeuopenp6uPPOOwF/8cK2bf7lX/6Fz33ucxx33HGMj48D/oLSGWecwU033cSdd97Jddddx0033QTA+Pg4t912G67rcsUVV/DZz36WtrY2br/9dr74xS+W2NK7urqYnJzEtm0efvhhNm/ezBNPPMHk5CSnnXZayf790z/9E7fccgv/+7//6x+Lnh727NnDJz/5STZt2sQb3vAGHn744WhhrhjVjvPmzZurjuWbb76Za665hrPPPpupKX+uevvtt9PR0cF3v/tdcrkcl112Geeccw7t7e0zjpV68c53vhNd17n44ou54oorFnTbMamPsSiobr8P+u6WKfVSKqRUjE7WR+of2zXMc9a1R58VY2EQnqe51CbXQueSBroHYlIf49BirkF5IXGxpBb1Adc0ES1omUt8srvU7qMvsRqAbM6hpbFQZ3o019TrUjGFRE82oje1k+/dReOW5/uZAppAR6JLRcbN0bjUX+AI1fwYCw+vpKWdiUKR8Qr3w1xJW7uCOyRh6kih4VUj9fMJyjsENfVHCzZs2MDGjRsB2LRpE2ed5ZefHHfccdx3331z3k5fXx9vf/vbGRkZIZfLcfLJfjaV36u+PCzPYGlLE+3t7ezYsQPTNGloaGD58uV87Wtf4xe/+AUPPfQQ4Nf27tu3r4LUX3zxxREhCqFrGp+96dPc//vf8cyjO3jXNe/j7W/9R0456WRWrlzJcVv87JC21laUazM5OckH/vEf6e7pQUpJS0tLyfYy2Sx/eOIJ3vnhD6MMHVd6NCUbmQwI4gknnIhS8PI/vYB7f363/92Kgtsffeop/uEdb0UTGuee/1K+/oWvAvDAb37Dzp27+L8f3QHA1PQ0PT09AJz14hfR2OCX9nV2djAyPsmvf/8o27Zt49JLLwUgl8tx0kknsXnzZtavXx8ReoCbb745clH09fXR29uLYdSmQKeffnpUnrFlyxZ6e3tZuXIld9xxB7fddhue5zEwMMCePXtYsWIFlmXx8pe/HICLLrqIG264IdrWRRddBMA555zDe9/7XqSU3H///dx777184QtfACCbzTI8POy/7swzMXWdVWtWMz1VGigpDAslPc477zxM02Tt2rVMTk4C8Ic//IGtW7cihGDTpk085znPqfhea9asYXBwkA9/+MORyr59+3ZWrVoVjaVQZX/44Ycjl/bWrVtLLPIXXHABQgj27t3L9u3beeMb3wj4xHrz5s0Vn3vyySfz6KOP8uijj3LFFVfw8MMPMzk5yfOe97ya5yDEhg0bom2ecMIJ9PT0VCX11Y7zxMQE73rXu+ju7i4Zy8973vP4xCc+we7du3nFK15Bc3MzDzzwADt27OCHP/whANPT03R3dy8oqf/4xz9OV1cXU1NTvOUtb2HDhg2cd955C7b9mNTHWBSE9dh2EYF3XYlpaBU19aGCPzpVH6mfzNjs2D/GiRtitX4hEdbUGwdRh9bSaDExfYy3nIlxxEEqhZhLUF5YOy9FROr1Ivu9nmpCb2xjmT1AKrEO8El8MbI5t6S86GiCJhXZoATBXLKSfN9uwE+s9kuaFJqnSLt52srU/BgLDAEeAhGOSeFPy9JeoWY4X9Gr3oemCYSuIZ0yUq/NV6nXjqh63YXApk2buOeee6o+p+s6sqjcwHEKZQymaUb/1jQNK7Cua5oWvaf4/XbVGnW47rrrePOb38xLXvIS7r33Xr57+23Rc+WBZ0I3UE6erVu38pOf/ATTNCNFWUrJ1VdfzZ//+Z/P+H3LCb3/QaAJjZOeexIXnvUyNm/axPf/93855aSTK14qdJPPffV/OPfss/ir17+BHTt2cM0115RuTkqWtrXx7c99HrerlZH8FEtEG46dQwgRdTFKWIU5RJTmTrAspVSh73qwuCGl5F8/eC1nvqD0OrNr1+7o+ANomo4UOtKxueyyy7j66qtLXt/T01MSPvbggw/yyCOPcNttt5FIJHj1q1+Nbdszkvriz9N1Hc/z6O7u5pvf/Ca33norzc3NvO1tb6t63oUQJfbwalZxpRQ33XRTWVlD8NmmGYUQlhd4hS39LKOyjn0uAXqtra383//9H/fddx8333wzDzzwABdffPGs7yv/HqmUf46llJxwwgl84xvfmPG9Z5xxBr/73e+wbZuzzz6ba6+9lomJCS677LJZP7f4t1j+m621fyE+/elPc9555/Ha1762ZCy/6U1v4txzz+Xee+/lta99LbfccgtSSj7ykY9w5plnzrpP80VXlx8429zczNatW3nssccWlNTHEmeMRYEQAkMX0aTX8yRSQUPSqFDqw9fUSwIdx+OxXcMLs8MxIjjzCMpzJgdL/m5OWUxlqrViihFj8aCkYi4GExWokaYnipR6rSTcyVy6imXeAKmEP/Erb8WZzbsVbZtqITs+FH3mkYDQfg9+qYE9uA8AV/pKvRAKw4Osl/fV/MY28r27ZthijPnBHz+eEGjB2EsEfebTRUp9VuYr3hNCM3Sku1BKvX5IWtqBH3CX6+8/6P/ywyMzfs5ZZ53F9PR0SXr2Qw89xI4dO1i1ahXbt28HfJv+3r17a22mKlauXMlTTz0FUHPhYHp6mq6uLpRSJaFZDakU0+l0yWuFbqJcmz/90z/lnnvu4e67745I/dlnn81tt91GNusv9vT09ES24dkwNDLMzh3+71cieXrHDlasWMGGjRvo7e1lx86dAIxPTIAQpDNZOpe2AfD973+/YnuNjY0saWvjlw/+BoHA8zx27d5FS3MzlmVFx+Tuu+8ufLcoFR9OPeEE7rnnp2hCcP/Pfxm95uyzXsy3b70VLyhF2bFzZ/Tvcgjd4IWnn8Kdd97J2NgYACMjIwwODla8dnp6mra2NhKJBE899RRPP/30nI5bOdLpNA0NDTQ1NdHf38+vf/3r6DnbtvnZz34GwJ133skZZ5wRPRda3X/961+zYcMGNE3j7LPPLiHC4TELoVABSS1f+PGvD8qr7IrxvOc9j7vuugulFHv27Kn6PUdHR1FKceGFF/LWt76Vp556io0bN3LgwAF27NgBENnvzzjjDH70ox8B8JOf/IRTTqnMSNi4cSP9/f08/vjj0XHYvXt3xevOOOMMbr31Vo4//niWLFnC2NgYg4ODrF69uuK14SJKvah2nMPfH5SO5f3793P88cfzlre8hU2bNtHd3c3ZZ5/Nt771rcL427FjXvtRC67rMjo6CvjH6Ze//GVVV8PBIFbqYywaDF2LrNyhDb8haZao9wB2oDLYjmQ669CUKqzKuZ70w5qqrEraruTOX+/j1S/bgmnMfX1qeDzDsrZjsb/pwiAkKvUE5WV7n8Rs6Yz+bmowcVxJNu9GpChGjMWGVMzNfh+0CTMVOMpBKYWuFdLfAcylK1m2/zckLX/8Vij1thfV4M+G8dEBltgZEp3r5vpVFhWap8gFpN5auoqpR+7Gy07heRJd863gvv3eJ5Pm0lWRmh9jAREMN5cCqTdDUu/65E1HI+/VXiDVDAOVKb2nJnWLkfw8yp+EWPSgPL2xCS2VZN9Xv7Zg29RSSfTGpqrPCSH43Oc+x3XXXcfnP/95EokEW7Zs4QMf+ABbtmyhvb2drVu3ctJJJ0V2+7niNa95DVdddRX33HMPL3vZy6q+5uqrr+bNb34zra2tnHnmmXR37wfgvPPP41Mf/zTf/No3+coXfQu231JOsbSthba2NhzHYXkQJnjuueeye/duLrvsMpRSNDc385nPfIbm5pk6zPgDzHUcPnnjZxgaHiJpJVi9ahXXffhfsUyTj/7Hv/OBD34I23Zoa2vl5v/3Fa74m9fxgetu4LNf/irnnHNO1S1f/6538e+f+xyf/9Y3yTk2l/75pZxy4gl88Npref+112IYBqeeckpEuENIBW/6q7/ifTd+ku/94H855QWn0djY6B/PSy+lp+cAr37Na5FK0rGsgy994XNVP1/oJpvWruLNb/4HLr/8cqSUWJbFDTfcEKnIIc4991y+/e1vc+GFF7J58+Z5t+c+/vjj2bRpE694xStYvXp1CXFva2vjgQce4MYbb4yC8kJomsbFF1+MEIKPfexjgB/EeP311/OqV70Kz/M48cQT+fjHP174sKhdYJXvrulVSf0FF1zA/fffz9atW9m4cSObN2+mqan0dzE4OMg111yDlBLDMHjf+96HZVl87GMf433vex+2bdPW1sbXv/51rr76at773vfygx/8IArKK4dlWdx4441cf/31pNNppJRcddVVbNq0qeR1mzZtIpfLRXb7TZs20dnZWbE9gEsuuYRXvepVPP/5z+dNb3pT1ddUQ7XjfOWVV3LNNdfwqU99qmQs33zzzfz2t79F0zROOeUUTj/9dE4//XR6enq45JJLUErR0dHBl7/85arHeWxsDMdxuOOOO/jOd77D8uXLS0pfLr/8crZv3042m+Xcc8/lU5/6FM95znO48sorcRwHKSUve9nLZs12qBdCHUUNDz3PY9u2bZx22mkL0kJhsfH9X+zitp/t4CNvqmwFtHPXTrZs3nIY9urQ4dov/prX/ulxXPLSzUxM5/mbD/2ETatayeQcvvS+P41eNzCS5sp//ykA//nWczhhfaEtzTN9k3zk/z3I//vAyyu2/9Gv/577/9jLVZeeytazNlTdhwNDU6zqKL3pvffz9/PmPz+VdStaqr7n2Y7dPeO848b7eO8bXxC1p5sNg7/6f3SeU0ji3T8wxY3ffoQvvfd8ViyrPtmKEWMh4UnFJe/6IW+86ERO29JR8XzxNXf8ke+R/+876DthOd85XfKhLVfwi9/1krM9rn7NaQDkup9i5J6v8sPV7+Bnj47y3je+gLNOXRlt779ueYSn9o3yxWv+v1n3bd+Tv6UlP8mS0/901tceCtz5N5fxqz9fz7+e9Q94mSn6b/k3lv/lB7jzmUZ+cN9uLlK3MTWZZ/Plf8nZXScyue1nZHb8nnVvr5zgxJg/vv9Pb8Qcy9GXWs1zhnpQ/3IleWnzle4fsS7ZxTO5AVJagvOWns45S/xWIvf95GtsergH8Trfhj1y70M0DQ6x9iNvjrZ7T+8f2D3Zx0df8Ld17U96+4NMPHQnG971zQX7jvl8nj179rBx48aoN3N+ZNRvQbdA0BubavaoP9KQz6ZxDvQx2mzQ2NhEu1V6f3RGDmC0dKA3Hvz8ZKK/G306DwjEqg76s2OsSLWT1Ct70BfDy04js1MkllefV4327MHKSUAgVyxjKD9Om9ZMo1Xab9u27cjGPpWeJDUxTdpKYkxPYq3oxEgl+M7//YAH732Az/3Xf9X13ZTn4o73Yy5djWYtXJ/v+aJW2nm9/dOjc2aaZJakyHo2axpKWy9602Mo6WEtq1S50+k0jY2N9PT0cPnll3PXXXcdFXwpRgHVrpnFmIkLxxJajEWDr9QH9WaBOt+QNBmbKrXZO0VhU3t7J0pIve14DI1lyeVdkmWKb7jtvuFSCxvA6GQWKWFfXympn5jO8/juER56aiAm9TXgRkr93O33ubEDJX+HbouxqXxM6mMcEshAZdfnlH4f5EYEl56sm0cTGp4sqB/mUn/C1OkNoAmzwn5vO3LO9nuZtxk/sP2IIfVCKXKB0qM3NKM1tJDv3YXnnYomBCIMygvqsq2lq5iavgsvO4WemkkZjFEXFIDABYT0Y9NMUWq/9+vj7bK3FaqRNdMAr1KpL3/PnHCIWtolli6p2lP+WYFARxNQtUe7MMygT/xCzk8KI2YufeE1w0QqD+m5aPpMNEEVquJnuezqQaCxoWv0Dgzw/ve8G6kUVkOSD3/4g3P4DqUQugFCQzq5I4LULziU8mvqq44RC5mZQClVUUd+5ZVXkk6nUUpx7bXXxoT+WYaY1MdYNBiGFpH5Aqk3sN3KyTGAZWo80zdZ+pzrT3S6B6bYsrY0gTIk9elcpTXxke2DtDUlGCtL1J/O+hOdR54e5NI/ObadEvNF1Ke+jq4CuanSbIOQ1MdheTEOFcLJ6pz61AcLABGplzaaLkpIut7QTJok7XYflrmBbFkvcNeVc06/l57DZFC3fkRAgVNk37SWriLftwu39RR0XUM4fku7jONfP81lfphTvncXDZtOPyy7fCzDD8rzx15YPhLW0VuaSa64pl6pElOubhhosnTin9QrFwLmAiG0Y66l3ZEKoUBWOdbCsFDOwt83C0F1s5N6YfjqunJyoFdZlFfV/j3LdsOnNcGGNWu45X++hkgkGMyO0WSmZnxrzf3UzUU5VvNBrZ7kswXIzQQhRI2FHwuURLkOwix1XXz729+e9+fFOPoRB+XFWDQUB+XlnbCm3qioqQ9fs7qzuaK3efjaZwZKyT4QLQ6ks5W1RQ89NcjevklGJrIlj2eC1/YMxu3WaiEi9XUo9XnPgcmB6G/L1EmYeoUrI0aMxYIsI0UzIqgnNwISn5N5dFHYRogR1UZbvpeEqVfU1Lve3Ek9nmRqtP+IIUyCQutKCGrmB/bheTI4fgrdKyj1eqoZraGVXO/Ow7PDxzhcBEKpEpU8TK/3SX2BoCtK6ZMwNDTlB9GGSOoWec+ZUxp2CTRt0ZT6o6jS85BAozrBFoYflrfgxytQfqstJFTuhADNQNlzuH8rBWouiwXBomvU2y78KG1O7oGqu7lICyBHBIL2rApVJQHfAIS/6BLjmMPB/PZjpT7GosHQtSggL5xANiTNijZQ4XOrO5v4486hkudCUl9O9gEcp7ZS/8TeEaRUpJKlQzyd8yfm2fyRk0R9pMF1629p5yBgeC+0dEWPNaZMxmNSH+MQoR5SHyr1enApynk2mm5WBN8NqTZOzPViWTq5smuG49Vhv1ceWc/FHuoh0bl2Tu9ZbHhuUfuuZavxtv0Ukc+g6wKBH5Q3XZSgbi1bHSfgLzgUCJChvcT1wNL4x3Wvjl7xk6EHyc2gugvDQFMKx/VImL7VNhH0us95Dilj5vrp0o2JyB6+UDBNE03TGB4eZtmyZVXbTj2bYNt5HCmRrsSzHfJaWWmFBM/1kOlpNLOOc1cFjutGHT30vINyJXls8mr2qb+nNJxMGjNRqdQ7nke4iqTyNp4rcZSDrUq/S3GLQMdxQUpczwMp0fI2QhNIx8P2HPKifmeJlCBzOWQu67djPAZgux66lKAU0vbwHI9sPode9v2i86NX1lzHOHqhlGJ4eBhN00pa+c0VMamPsWgYn87juJLBsUyJUq+UT9atYAISKfUdTfzyDwdKEtPDRYHugSqkPnguk6tU6qcyNg8/PcBJG0t72IcLADnbrVqPFKOg1Gt1tLSzJYjhPaiNL4oea24wY/t9jEOGgv1+DqSeYIx7fq1pVubRhVWSfg8wINs4w91Oi+FUKvUz2O8zOQfT0KKuHUpJbCXI9+48Mki98hc2XOlhaHoUuNSY3o8mWkEodI9IqQef+Gd2/v5w7fExCwXI8D7keUDpRM4SJtniPvVKUey/10xfqbedAqkPg9DSbrYuUi80HVAo6QX/PnhomsaaNWvo7u6ecwu2YxmuncMbnyKf0PAsnbRVmg6PAi89jjY6jWbNz5YeIjsxihYsRorMNNNeDkszaDRnr0GXdh7l5DDGKjOL0mNDGAFfl1OTTMs8Cd0kVUYwPddFD3rB204OI53HSyXRszmYGEdLWKRdv7f9xDws+EpKZGYSfSIXtXo72hGdMwEqM8mUkyVvTVZ0I5K5DEpJjKbxw7OjMRYN4TVTq0NYCxGT+hiLhramBLu6x/nS9x9j64vXA75SD5AvIfX+TWdpq39RH53IsqrTD2MKlfqhsVIbPRTs95kypd5xPTxP0d6cZGyylFSms/5rlfJbVIX7E6OAkKgYddjvHSVgZF/JY00NFuMxqY9xiFBQ6uf0YgCE52FpfsKwrosK+/2gbANgjTZMzl5V8pzj1lbqv/mT7bzm/ONoaw5IvVTkhCB/YCecdn4d32rxELasa7Ea0Bta0BpaaUofQNfaEEqhFbW0A1+pn3rkLrzMFHpDHJa3IAiGT6TUOy6UcRtLMxl3ayfFC8NAV6qkrC0ZEJxMvb3qw/1QEli4gK2Ghga2bNlSotw+W7H/8d8x9N9fY8dpHWzf0sT7n3tZxWtGHrqbxPINLPmTvzmoz/rFF/+H5of7AWh+06X8dOoxVqWW8dqN1dvUFcMeHGD0gVtY8cbrMZtK84zu+PdPsXyffy4n//wV/CD9GCcsW8nWzheWvO7AwACrVqwAYNfeP7D8R79n4ryzaLrvN+h/8kLazjyJB4cexpUebz7+wrq/n1KKwV98kdYXXUzLc6u3FDzacO9N36blkQNgaPD21/CNZ37K20+8hDVNpQn4meHtTD16L6vf9MljxqUQw0fobpoPYlIfY9Hwjteezqe/s42+kXREwBsDO3wu79Lc4CsIoeLe3uKv8o5M5itIfbqKGu+4EsvQKhS0ULnvaEvRP5Iue64wqZjOOjGprwLHDchRHaTeU8DYgUBF8t/XlDKZmJ5HAnOMGPOAFzpM5mK/D1V9T5LQDHIyT7MQ0TZCTMsEttHISgbpLcsCcT0ZWVvLcd8jPVz80qI+vcrDVpDvPzJ6vQvwlXg3R4vlt620lq2mZeQAmnYyKD8oL1tE6s2l/qJGrncHjZvPqLbZGPOEV6LUlyJRVlNfDj1wg+QzNgQL46FSn3Hrq7kVwURSSYlY4NBsTdOqtmd6tkHDQ42PQzbFsO1gGZUHOtXShnPgyYM+Xm52yv8sAMfGw2XUmaj6meUwlq1gIjsOg3tJLF1eut30BGrcH5NuLstkNsu4O1lx7VWeFz3m5PP+vngO3sQEanoaTVNI4TFsz22fqiHZ2ITs3U7izIXt93244GWCcyYESUNnwp0ip7KVx2dpF+mpQcTUMImONYdlX2MceYiXd2IsGnRd4/kndDEykYsS7hsSBaU+hO1IBNDamEAISsLt8pHFvnKF33ElTQ1WFVLvv7ajLcVkpjRwJlTqATLZWDWoBld66JqoqzTBVQLh5mCyP3qsMWUylY5JfYxDg3rs94LAkupJLGGS82wsU69oW6eUIpvsYLkaqAz49PxwsnJ1H8CVCqfo9dKTOGg4Q90oeWTkeehSkS5Scs1lq2nO9QcBmX5NfXGCup5qQm9s890GMRYOAqRWVFNfBkszycvie1XpeBOmv1DuFHVnSIRKvVenUypU/I6QMXpMIjh9lidqZiWYHWuwh3tQXqWYUd9nFY0V1yOpW3MeE5qVwmhZRr5aOKYqjELpeAhPn3HhKXoTfoCyFBpuME9Laia5esdpEaxlq7H798z7/UcslCIR6K6ZKmGAZvty0HTyB3Yc6j2LcQQjJvUxFhXtLQnSWYepjH/Bt0x/yBWHTjmeh6FraJqgKWUxWtSGLpwYZ/NuRSKk60maG0xyNZT6zvYGPE8xlSlMdtJZl5bGoN6wivq/kCivzz1a4HmqruR7KApMHiookU0pMzrvMWIsNkIr/JyU+tA270m/D7jM09qUIGd7JQuInpRkk510eIMlC5FQKFOpVlcvpYryQMBXPm1AeQ720P56v9rCQ4Hhliq51rLVpLwpGkQOBeieKlHqwSf++b44LG/BECaHz6DUW5qJLWsvQOthGVu2qFRCM9AQpOtMBtcbWwGwR/vqel+MuSPMMrck2NLFq5JGby1bDZ5LfvCZg/usojmTcl2SullSUjMbzI41NcMxZTBHUI6DpvQZwxz9F/r/p+saUgg82x/TCd2aV/vFaB+XrcYZ7UMegyn4uicxhU7Gq3TcCN3AXLIyXmSNUYKY1MdYVCxp9gNZwqA7M5iAlCv1ehDK1tJoMTqRK3rOf51SlYF4jitpbrCQQX18iJCsL2n1P7s4rC2Td2hr8i1t6eziEs7B0cqAmaMBecfDNOq7NITrF2J4b/RYY9JkOnZDxDhECJX6ua1HhTX1MmoZ1tbsXxcGi/I7pIRsQxcNKo1ul9Y1h10iqpF6T8rIneTvmySoaiHXc2QoK7qnSBeRejMIy1sle/GVeiom29ayNcemKnY4UZx+X8N+7yoPL2jDiAJVtHClBfdUt+geKIQgoZt12++N1k6EYcXq32IiWAE3pX8Oq50j/zyYC3seHF+pr4dAW8tWYw/uq3hcATJwgyvHQ/M08nNU6jVN4AkN6fjjNaWbZOvNfijZxzWgJPm+I6O06WBRuhDjBb/j6gsWVrzIGqMMMamPsahob/GJdc+gPyG2ArKYtwsTEMeVGMHjLY2lSn3xxLhc9XUD+z2UEvRsoLSFk/Riy30669DSaCFE9f72C4nwOx9tsB3fOVEPpARlpkrC8hpTfvvCcidFjBiLgSgoby7p96o4KM8kL21aGi00TTA4lilsUynshk4A2nM9JdtwA7W/vEVnuC/FfeCREk9p6M1Lq9tZDwMMWUrq9WQjACtlLyif9Jf3Ojc7VuOlJ3CmRg/5/h7LiGrqncprpaX5VvpICS1vOaf7Fl3XLr0/1mO1DiE0DXPZqpjULyLC35MZXDbSVXqNC03DXLrq4FXYCqXeqnDfzARz6WpkLo091l/2jIqUejwXoYxZ7fdRjokQKE3DC+aASd3Cls68e9XrzUsQiYZjZsyKovIa5fjnrBapN5etxh4+ckq6Yhx+xKQ+xqIibE3XN+yr1mHYR7FS77gepl4g9cW9zW3XI2n575nOlKq+of0eSgl6Ju8GNfo+4Z8uIvyZnN8uL2kZVfvbLyTGp/NHpVJtO4VFljlBKV/4bFsJ4wciJaIx5Z+b0CkRui729U5UrUOOEeNgUFDq5yDVqzKl3rPRNUFLoxWReqWUP7TNFFm9mWVuqSU5VOhrkfriGnwlfaXe6lhz2BUlpRQCMDxIV5ksrvB6ffu9BIkqsdVaS301/1iZQB8JKG5pJ6q4PhLCv4fWVFiDe6dbdj+bSeGbCdaywz9Gj2WEC4pGSOprqNTWsjUHHawplUKGl8PAfj+rTb4I5tJVILSS33tIID09tN976FIry32YZb80DeUUSL2CuhYbiiGE8BXrI2Sx9GBRvLahXJeEbpYsvhbD6lgTlGnsOzQ7F+OIR0zqYyw6Nq1qxbJ0XnBCV2Szv/lHT/Krbb7y5bgyUoZbGi3Gikm9I6Ma+GKC7LgeCqIE/eLnMjkHy9JJJgwEZYQ/55JMGCQtvUTBXwzYjsfgyNFnwXfc+pR6Kb2I1AvPgbFuoIjUB2F5j+0aBuA7P9vJ7T+PSUGMhUVYUz+XoLxIFZIySBf3rwXtzQmGx3Ilr9GFYMrqoMstVatmrKlXZWRfKaQCq3MdzsgBlHsYF/uUBKUwXFVB+vYln8NSbxglNPTgeBZPKLVEEJ514OlDusvHLKq1tCtDqNRnZb74LQVoof2+XKmvTQZmwrFco3xEICT1wZpfrRIJs2MNzkjvQZ0HoRRSA4RABfb7WnX81aCZFkZbF/nikqEgByIsAVGui64MHOUiZ9iuKlagtYL9Pmy/OJ+xGuLYWoiqEm5YY+EnKpc5Qkq6Yhx+xKQ+xqLj6tecxr+87gxed8Hxfq2fqdM7nGY06CFfTOqbG6ySGnjb9SLiXmy/D2354XPF4VaZnEvS0tGEIGHppUp93iFp6aQSxqKTeseVDBTV5x4tsB1ZV029khJdgt24FKWbMOzfXJuCdoGTwfl8ePsgAH3D03GruxgLjkKf+jko9V6pUh/Wg7Y1JxgOum+4RYsE6WQHnQyXbKIWqQ/b4pUE5SmJlAKrYy1Ij9zhrIMMFyukqiAUj6dewJ1tf8V0yya0SEksC8vrWBuHMy0wZgrKS4T2+4DUi+h/AgT3Tq+szGkm2+5MsDrW+jXKNQLSYhwcQht6tUWzYixErXhED3UNPLeo1eHcx4XvLioaC+GCqAB0HeF6aMpfWJrRgh9J0L79XgVOpnCfDobUmx2rcSeG8XJHn4hSgWKl3nFJ6VbVoDyIy2ViVCIm9TEOOa78s5PpaE8VbNluISivtckinXUilctxJAlLJ2HqJaQ+H6zyNqZ8Nb5UqXdJBG1+UgmjxLafy7skLYNkwlj09Hvb8Rgoqs89WmAXLbLMDUH7K+VB6wrEoB+klUzoaALG0/553tkzxnTGpn8kU5EkHiPGwSKs6KgnKA8pSQgjso42p6xoEUoVKfXZVBcp8iW1pSHpd8vs966srLWX0m9/Z7QuQ1ipwzwJC+z3buVEWio/k0Cg0ADNKxD/cNHE6lhDfvCZim4kMeYHBb6SqomaLe0AsrXq43WfUEmnktTPx9KsN7WjJRvJxW6MRYW/oGjUJLN68xK0RAO5g7pW+Pq40PWgPjtQxavU8deCH5b3TGS7V8VqvKGjXA9dBiUiM423AqcHTQO3YL+H2o6Fue3jWkAdc+Q2PGczLcJYy2p3KIjx7ENM6mMccmxe00Zj0mQysGU7RcFsbU0JFDA87pNh2/WT2MuV9XAibRo6CUsvaVuXybtRHb5P3gvPZfMeyYRO0tJL1P3FgONKBkePPlLvuPWl3yvlYbiKHB60roTRfYBf69aYMiNVfng8x1P7RpnOOjGpj7HgCFtIzsV+r8L0ewVWkXU0mdDJBgFOxdvLJzuQSkS2c6VURHJDch/tR6jUF49xJRESEJpf/3kYle6QjBuy0n7vedIn9cEhNKSKCMD+oIOJtWwNKp/BGek9dDv9bICuQ5W+5JrQMIVRqKmvCMoLSL1dRamfR/9vIQTmsjWxG2OREC2GeZKkblXNtYDi83AQRDUcKoYeWbmhepZGLZgda1GuXWjFGey/v1igIVwXLeinnp1BqS+x3+tatICVCBYapg+izEBvaEZvbCPXcwwsRCmFF06/PG/WxTmrYy3OWD/Snv+iSIxjBzGpj1EBL+8TUWd68RKOm1ImUyGp9wrKcFvQAi9sKxVa81NJI1LqHdeLrK2mrtGQNPl/P3ycex/2a7mzOZdEQOqLFwOkVOTsQKk/BEF5tiMZPirt93Wm30s/VCujXFTbSpjsh+Am1JgymZy2kVIxNpXjN4/5YWO2HZP6GAuL+QTlASSLrKNJy8BxFa4nI9KuC9AsixHVHLWjK1bhnTL7ffi+cvu9JiEn3Uo766FGUBNreKqC9Eml0BCRu9vyBOngNT1D06SzDuaSFaDpcV39QqCYoGsaVAldBN+Cn5U1Ju2an5etKpT6+QXlwZER6HisQslC6U9ylraDB30elAIhQNdQRaS+lp27Gsz2LoRuFghzif1eQ3keBuE1dI7jLdgfAEPTMTWddB37VHU/Ow5yAeQIQthZYLb0e/C/N0qSO0aCAmMcHGJSH6MCuQOPAzC27f8W7TMaUwWl3nYkRmC/b2ow0TXBUGBbd4Ke6Q1FNvo/7hiKSKFhaLzrr89ASkXvkN9CLpNzCkq9pUdBeb/adgAUrO5oIpUwyCxySzvHlSX1/EcL/PNRn1Kve4osLrStQigFQb/6xqTJRDrP6GQOz1NRXX2s1MdYaIQK+VxIvSrqvpBU/ljPuPnoupHOOtH2hCYwdI0+tw07mDgV19GXp9+HCr9TnH6vVNAXPo/Zsdav/8weppaXSiLwCXu5AuR5Ck0XCOF/h6TUyQRKvetKdh8YRxgm5pIV0QJHjIOE8Es8ain14FvwS5X6ojEetAiTTukita/wze/+Yy1bgzc1gpeemNf7Y9RGdO1x5ayEzepYgzc5jJeZnO+nAb79HseNVPF67PdC0/267fD3rmRYM4IIauqNoGl9zRIRKFoM8Me6KMqPSOpWXftUDVbHGvL9ew9qG0cCVLFS77ikDKt25wtAb2xDSzaRPxZcCjEOGjGpj1GBdP92yE0zceCxRfuMxqTJZKC8u0U13JoQtDYlIqXediWmURps9+AT/SVKfTJhsH5FC+OBzTubd0lYhZr6UJG/9adPc+qWZXQuafDt9/lKpb5ae6r5wnY9ckehIu249QXloaRP6pUHqVaU1QiDvhIZLt4MBGUIr996AiesXxKT+hgLjnCuLOYydIuU+oTnE6SszJMMWnBmcm5EzjVNYOiCXreV/OB+lPRKrhNuWR10tVZ3SkoMT5H2bD+IDHX4apaD45SQomKyKJVCEwXKmFJ6pNS7rmTPAZ/kWR1rj5kWUkcChIYfZlalph4IOjQEhEmpigR8pWlQdq9J6TOTgZlgdqwBOMh67hjVEJ29wFo9U0Cc2bEWYN628sCUA3pQ+y60oI6/PgeH1bE2cheVZGnoOngSTdMwhD7jeCses6IKqZ+vqySEuWQVMjt59C9EKQodCwJ3Rd5zamaYCCGwOtbEv9UYQEzqY1RBLjMOu+9nMj8N9uLUhDekDKZDO71XWsPd3pxgaLzYfi9IJYxI2d+2Y4icU1DqwbfzhwFXY1M5WoJU/HAxYGI6T/fANC88aQUACUsnl6+cQO3tXbgbguNKsvnFdQMsBuptaaeUn36fVY6/Ct+2EjHsh+W1NiV4+KkBPn/7H9EErOlqZmlrMupeECPGQqFgl6+jpR1gSX+sZ708yWAxMJ1zStL0DU2jz2sHzyE/sBeniHxVpN8H7ytZuJIS3YOMl0dPNaE3tZPvPlyk3t9fy6NCyfU8hSYK9vuk1KPJtitl1J7S6liDPdx9eFvzHQsIhqGuaaBriBlIfUiYApG0dDOahvIqa+pd5eHI+u9BerIRvWUpue7tdb83xsyotN/XJrN6shG9eclB14oLXUMVBdPVG0pndaz12xzauZKSEWEE6fdC+G6SWiUiQAmt13WELCqBKlrc6BueX4K9nmoCwJ23q+HIQBBtGCzy+fZ7iSI3w4KJ1bEWOy6XiUFM6mNUQc5xENt/TlrqkeK60GhKmZGd3nEVehGJbGtOMBQp9T7hX7+yhaefGaNveJrB0QwDQf93M3hfY8qMJpxjU3lamwqkPpNz2dfnX+hXLGsEIGEZ5OzKyc6O/WML9h1t59mi1CsMT5FV/vFUbatgZB8AF5+7idddcDx5x6O1KYGuCUxDKw0RixFjASBlwS4/K4qUeksWK/UF+31Uo68JdENjRDaBYZHr3l5WU189KK+Y7CskhlRMBxZTq2PtYVPqQ8XHkgJbOiULHFIpNE34CYKA5WnRZNt1JZ7rP24eCa35jhEohF8youlRIng5EpoV9amvNrpVUZp4iLB+enqetmarY22cm7CYCILyZgszPJjzoJTyB0wQlAfzy1ooqdsOr51BTT2e57cq1syZW9rJYvu9hvCKSb0ZHYcd3fObg2mJBv9jjnJSX1wyUdyxYKbfsdmxFi89jjM5ckj2MMaRi5jUx6hA3nNAuuSUBkOLM2lrTJrYriTveLhlynBbU4KRidKgvDOe04XjSb74/cdQwIFBvx5VN4Ja/JTJZDqP60nSGYeWpgQAScsgk3N4pt+/0Lc2+hOdhKmTr0K4n15AUu+4surCwZEO2y1kHMwFSipfqSf4ru2rEdkJSI+ha4Izju/i3a9/Pm+86ETA71gQ2+9jLDTq6VNfbGAWnoclDDJeDlPXMDRBJudEqfaaAEPXfPLVvop8z9MlhL089DEKyiuuqZd+iUo4cbU612L375nnNz1IBJ5cMyiNLa6rlzJQ6lWB1BeUeoUbtLUyWvzWfFOP3I3MH31hoEcOgjGmB8qcV93BlNDMGZU6pesV1v2UcXCtwqyOteQH9satCxcaISkOaupnaztoda4j3z/P86BCgqhFQYqzWf6rQW9sQ0s1k+/eHjkN/Cd0P/1eE4GbZG6LBcIw0GSZ/T5Iv9/VPV7XvoUISf388weOENTqWDDDsbU6VgOCfE/srHm2Iyb1MSpguw4y1YKrDMTQ4lh6GlP+6uPkdL6CRLY1JxiZ8G86juOrxglL5/VbT2B1p2+x6glC8cLFgKYGk6m0w+hEFkWBvCcTOtm8yzOBUi+CCX/C0rFdGVllQ+zpWVj7fb6Kxf9IR70t7QiC8nKhzbN1pX9fGirU3GpCsG55CwBWrNTHWAR4dZB6in/3jotVpDIlEwbprFthvwdQ7avJ9+4qKR8p76IRBeWV1NR7GB4MTU+xp3cCq2MtMp/BHj5Q/xc9aPh96s3gJ1g8wZcyUOqpQupdGfFGIQTNz30Z04//krH7bz+E+35sQiMk5rWD8sLxWZXaBdb94mFdaF82f1Kv7Bz2cM+83h+jOkpb2plkZsk9sDrWoOzs/K4VYf6CroMXKvX1k3q/btt3FylUIfNO1xBSoglmJfXFC6maoaErFS2cFjsWeoamqwous+6jYSIME3m4AkgXEMU5CCl99sU5zUphtHXG5TIxYlIfoxJ51yUnBJqrYOSZRfmMkNT3j2YYn8qXKPXL2lJk8y6Tabuk3d3zntPJec/zA3zCuqtwAt+YspjK2gyN+xe+1kCpdz1F3vZ4pm+KhKlHn5EM/p0rqnlPZ50o0K0ejExkq66iO66H48nIjnu0wHHrTb8HXaqCUm8moKkDUaN0w7ffH13HJMaRj9BGPpegPFVkvxeu59ubg0ll2O6yEJSnRYuOqnUl7sQQbmYqen95bkY4US1paSdB9xQjmQzf/8VuzKWrQNPJHQ5lJThOZrB7xRN8Tyk0jYg5mi4FUu8pvKJwq+ZTziO14dTYor0A0EOlfsagPJ/8ibLw+2AD6FJiu8XqZ5B0Ps8AMnPJCtANct1Pzuv9Maojmip4PmHLzdKhwFyyEnSDfM9T8/9QXUcFC+mpeYbSWZ1r/fZ6QfcMRSHFXgiBJQolItVRXItvoCkZLe4ndZOs6ws841P5eXcN0hKNR79SDyD8BRNsl8Qcy2iszrXke+OwvGc7YlIfowKu55LRFLotEU4WJvoW/DMak/6E47r//i1jUzmeu3lZ9Fxnm2+j6h6YqqkaD46Vku+mlInnKfYHNvswKG9ZaxIF7O2b4IzjO6PXh33sM0UqW99wmrzj1UzAz9UIvfvGj59iOls7ST97lNXV10vqfaWeqKYegPZVMFTdXmyZeknQWIwYC4F67Pcl/cEdt4Q0JRN6afq9EFEgp920ElB4/b4LJWnpJdeQ4v0oGeNKoUtF2s3heRKhG5hLVx0WUi+lBwr0YPemi5V6T6EJrUD8XREpaK4nowWLEFbXxtiifTCIyow1X02tSeot8lG9cuWxFrqGpiS5orGY0EwEYt5KvdANrKWrD1+g4zGKaEHRkySNBHnp4Knai9z+eZjftSIcKcIoZC4kjfqVevCdGzIziTs2EIU1CkNHeBJdCJL6zDX10TVCCIShoUtJrqgkIOvZDI1lUIqo01G90BINyOzRTeqjS6mhozwXU9MxhD5rGY3VsRY76M4S49kL43DvQIwjD8KVjGpg5CVKC8LyWlcs6GekEgZCwJKWJH/7ypNob0lGz7U1+yp7z+BUSbu7EDe+46UV22tq8BcJwpZL4ST8xA1Lq74+JPXFKlv/qK/+T6XzLGlNVbynfyTN+pWtFY//8pED/MWfbKE5WEgIEZL6TM6hKXAmHA1wXBkdv7lA4Sv1+SJSr9pWI3qfAOn5AVBFMA2tRMWMEWMhUKiBr07qtaJJUUlTMM8n9RnPfz5p6aXp90F7IQBHT5JqXhIEiHbRlDLJlJXYeEHNqVPkRvH71PsJ+2FAlB+AdRjawinffq8H36+4P3QYlBceHd0t1Ny7nsQrJ/WdgUV7aD+JznWHYu+POSh8kd6voa0VlGfiKg9PecGkv2yMGzp6XpIvGnMiIFoH0//bV//i1oULClkg9cXW6mazoeZb5n2tCIPydB0VtPCdr1JvLgvaHO4vcm7oOprnQVRTPzeFXTMNNKWiPJJwn8KsnXR2fllEWqIBr8hFdTRCRDkIBXdFUjdnXYixOtehXJv8wF6SKzYv+n7GODIRK/UxKqC5klFdYTkedksXYnDhb+qaJnjp6at562WnlRD68DmAZ/qmkIo51XeHpHlP79xWaZNmoR91iMmgz33YOq8cfSOV1nwpFY4nmZiufE+k1Oeq36CGx4/MgCnXk1FXgTlBeugScmVKvfAcGN1f8XLT0JFSHXVlCTGObIxP52lIGNH1oxypye7CH8XKmOOVKPV5R5LNufzmsV4sUyNpGdHCouNKrM516MN+1khjyqxQ6sPFBac4/V55GFKR9fLRuLc61+KMHPDbRB1KhKn+niKhmaVKvVQIIRDB8TFcRS7okex5MgrKC2EuWYHQzbiW8yChaWIWpd6/v9UiTcLw7ffF3VYyOb8d1vQ8lXoIWpmN9cVhiIsAAaSUv+A9u7V6Hc5o77zPgzCMkqC8uZLvYmimvwCR6y6UAfhKvYcuRJmbpAqK1gN9Ul9YhErpFnnpkA/2sZrzcU77mGzAyx7dpD5acNYL7oqUkZi1jMZo60SYSXL7D6JMI8ZRj5jUx6iA5kpGNEXCVmTal8Pw4qQ0X3zuJixDr/n83r4wtG52O21Tyr/hdA/M7YJuVVHqs0FS/WSm+g1lYLSyf2o4cZ+Yrrzghs9latj257qvhxp1K/WBtbhYqaepA2UkYKByQShcpIkT8GMsJEYmsrQ0WTWfb5jYV/ijOFHMdUloVpQufuL6JYxN5fjDjiHOPX0Vul4IynNcD6tjHfp4NwJFY8qsWLSLgvIq0u8hJ21cNyT16/w2UQcOdR1koAQFLbXSToEoeFKhawWrrO4KFH5qv+tJXLdUqReajtmxOk5dPkhoUZ/62kF5AFkvR1X7vWGgq9JuK8/0T/kOlHnW1EM4RtXhyX44VlFUqpKQ/nVltoWX6DzUmV+hZEARjUJeQ2oOifu1IAyLfG9RVo6ho0mJEMze0i6qNQHd0NGAfOAeSAadGtLBAmc6N/+aepk7BoLygtIG5c5dqRdCw+pYE1+Ln+WI7fcxKqB5ijFNssZRZJo7aNv3B3ByYCZnf/MCIWnpdPf7pLdcCasG09Cq2uxrbj8Iyism3GHi6lSmmuruRYn8pY/PQOojpb76/u8fmOL053RWfe5won6lXqJJyKsiki4EtK1CDO1C8fKSl1sBqc/ZLg3Jo6csIcaRjeHxHK2NiZrPJ9JDYGfBSpXWgLsulpaMJqQnb1rKyZuWks45NCT8W6SuCzQBjquwOteieXmW62M0JJdXBOWFSnxJiYmS/sKXtEkEpF9vbENraCHX/RQNG05diEMwJyilEMon9amy+loV9qkPoLsFi77rqYpuIQBWx7qY9B0EFH7bxOKE8nIkNJ/0RApr2Tq30DUMJckVlYLkHQ/lavOuqQfQG1vRG9v8Mbrp9HlvJ0YBxaU/Cc8/kbOdo5LzsPG0+j5Q+HX5xUq9ozwc6WJq9VGA5X/1QYSmYX7pszA+Ein1muaPUVd5uMrDEJViTeGaKxDB/MvJ+fOmsAxhMlhgnK4hrMwGLdGAHFyccOdDhqj2qVCOk9StObWmtDrXkdmzbfH2LcYRj5jUx6iAcBUTyu+rnG1qRyiFGtwFq04+ZPvwnje8gKmMTdIyaG+qPVGfLwxDQ9dECeEOSf1kFYI+MW1XDW+xgxtlNft9qMhVU+ptx2Ogip3/cMNxJUpRZ029QlOAlD5pCSagqn014sBjFa+PlPqjLEAwxpGN0clc1PWiGjTlwdAuWHVKECEewPWqqkyNZQtOui6wXQ9zyQqkZrDZHEJZJ1cs6EU19W55Tb3CVk5E+oUQWJ3rDr11PbDWi6ClVrGt0wv61IcTcC2wx067OTwpcauUzFid65h+7D687DR6qukQfIFjCMEwnKv9PiNrTOx1HQNFpkiptx0XJz//PvUhrM515HrisLyFgipaGDOVQMCccg/mda1QQasEo7BglDIKaertifp+r6EFPxq4uo4m/fT7RLBAkHVzNJuNM25H6D6pt7Nhnb9/3U4Hveqn51tTn2zAOwaUevAX6oo7FoTHZiZYneuY2vZT3KkxjOb2xd7FGEcgYvt9jAronmRaSQxPkTMMVKoVFqGufia0NSVY09lMR1uqLoJZDxKWXkK4Q+tiNaV+KmOX1N+HCIn7RLryghtOgMuVPICh8QyZ/PxWoxcTYWJ3XUp9QAAMT5VaPdvXIDJjkB4rebkZrNLHpD7GQmJsMkfrDPZ7lEQMPB38syhQLEi/n7EeFDA0DceVZG1JvnE5m81BkpZeRan3fw8lBFhJDA9snJIE+UTnOuy+3Yc2PV4pQCE8RUpPlCn1AcEMQwKLlXq3hlLfuQ6ILdrzQSi4a5oI+tRXvyZaIiBMXr7Qe7wYuoahVElNfd7x8GxRtRZ3fGru9murcx35/j1xh4MFQ+G6oLmen3vgzF4rP9/zoAis3IEAEariB+Pg8CEQof0eUch9mOU6CvhjHXCyQRvRcJ88/zhkDib9PldZJnlUITy/ho4Ka+r1xJyyMayOtYAoyT2I8exCTOpjVEDzJHYQfpbx8tC+elHC8g43EqZeUg8b1nhXC8qbTNtVSXjBfl87KK/aYsDQWK7EKnmkIOwfX1+fev89ukeUIA5A2yq/l+1gac1woaY+DsqLsXAYm8rPqNSjFAzuLn1ICHA9kpqFpyS2rD2ZzNoeriv5zeN9ZBtWsFYfImEaJUQKimrqy5V6qfDwcKWMJuZW53pkPo09fKDerzt/hOnKYU19WVCe3z0gJPWhUp/Fk7JquKWeakJvWVqail0Ex/ViQlgTfjq5JoRf91zDfi+C7gsl19di6HpQU194v+MopFPdfj8wNneXmNW1DpXPYA91z/7iGLNCFi2MKWfuYYbReRjumfNnheH3xUp9cgFIfXHbNU1KNF1EDr2aYzRqaYfvSgHcYE6V0E1E0XvnK3joDa0gPZzJkXm9/0hAVKRQtMiXMqyotehM0BIpjPYuct3Vr8Uxjn3EpD5GBTRXscbWMAKSptrXwMgzpb2djwEkLaOEcIckuxoJn0zbVVPsw7rZaup+pNRXI/XjmZJQoyMFYTlBXfZ7GSZlS7Ky6MZjJqCls2JBKAxHjIPyYiwU8o5HNu/S2lhbqRdKwugzoAqkGt0nUtGEdJYAqYl0nj88PUQ62cUSbZomLVfxO65O6v1yJgBluJFaby5dCbpBrvuJ+r7wwSCqqVcl7a1cTwbt1URU9ytcGSXkV2tpFyLRub6mUj8wmolbWM4CfRb7PeD3qpZ5oibhJRvQK4LybNdF2qLqmB4cnTupN5esRBgmuf2HcIwe0yi6Ljiub62eA8E2l6z0O03UWDyrDv+XXNoebYGUeuFvV5MSDWZV6gvTx6AcAPAC8q4JUVI3bs9zwd9cthqEIH8Uk9qooWiRuyJZR7hhXC7z7EZM6mNUQilMx+9jnJWBUu/mYGzuK8RHAyxTixLvgaidSjW7/FTarlobH07cJ8uUeikLVtVqq85DY1lyNVLxDyfCyXd99vuA1HuqcpW+bXXQ07uAUKm3j8BFjRhHJ4bHfZIyk1IvlES4eRjtjsasCnqDJ/SwZnnmidP2Z8YYHs+STnYBsCy3n3x5n3qvktQjFXrwp9TdqDOG0A2sZWvIH8K6+nBBQyhFsigdPVyE1P34e/81nhck5OfwagTlgT+RtPv3omQlKe0fTmPHC3jVoQJ7dEjqayj1AEnNIuvl/Ul/GadXuuYHMRaRIduRSEerSgYG6iD1foeDtXHbwoVC8U/IcUkacyP1/nlYU5cKG5bUFyv1lmagIWZtozf7hilKvxeYwkAggg4NM7wHKpR6CMLgggWBatkdc4FmJTHbl5M9mtu6BedMGHpJx4K5drFIdK7HHtqPco+88s4Yi4+Y1MeoCtP205ozXh6au1C6WWGjPtqRsIwSFT20LlZT0CfTdlWyH05Wy5X64h7V1ZT60ckc2QWsKb/1nqd5Ys/BW84i+30dSr0MJguGqyosYmrJGhg/AG7h+ETp9/FEP8YCYWTCH3cz2u/D2fTAjiKlXg+C8sJ08doT3b995YmsW95MzvYYzgqGvSbaMs/geKUBcmFQnuuVKvWaAk0qlOFG2RUAVtf6Q6usqMJ+NWD4ddoU8kF0XRSIh+dFCflu0B7Lk5UTbqtrPcq1yfdXtj/tH82QjxfwZoQuZif1lmb6zrmqG9D8vt9Fx9lxJMLTyUkHqUrP2dB4ff3OE53ryNfZTi1GdagSpd6pj7B1rSffU8c8LAgEFYEyrhwXIURF14u6EbhFhKH7bnolg7A8c042cQLRQBYFFad0i1ywqOrMk9SDX9KUP6qV6rANYaFjQcpI4CoPW85+HbW61oPnkus9tubrMeaGmNTHqIqE7bcpy7o50DRfrR84ti4S5SFX+YjUV06sJtN2VWU9VOOmy4Jdwh7VmiaqKvyZnLOg9vu+kTT3/O7gW7nMJyhPRUF5lNrvwQ/LUxKGCrXMuq6haSIOyotRN5SqPtkLF9UakrUbuogw9X1wZ4HUB2pIcrZ0caC9Jcnpx/ktKPtGpjngLqF5ej9Q6u4J1Wy3rKYeQPcUUvdKnrM61+GOD+Jlpmp+9oJCyUjoTSmdbLDgFl7LDE0UVLUgyCvt5qJ6+vJe9QBGWyfCSpF7ptKi3Tecnred9tkCoeP3qVfM0NbOjBZgKhDYoIuvqbbrITz/Ol4eljdcJ6m3ujbgTgzhpSfqel+MKih2uzjenO334BNWd2Jw7uehuD0aRMFr5Vka9aPo+glowfUioZmVc4DoLUU19cH7pF1Y7E8ZCfKq1DU0H1hd67GHu5FzSIs/IlG0YFIIygtKJuYQqKg3L0FLNZN75ugtQYgxf8SkPkYllMKy/QtwPryItK8pIWbHAhJmGakPiHi1ALupjF318ZAE52wXpVQUshcq+G1NiapJwznbW1BSm8277O8/eFKQn4dSHyoPfvp92UQh1YpKNMNA6cq5aWgH/f1jS++zDyP7Klskgr8gp4mgNrkWwgWBod0UWjJp4LroQscQBYJbC00NPvkfHM1ywGsnme7DwCtJa47Ib5lSD/7CV3FNPfjqG6g6a2UPBir6+kmpIVFkXbu6/d4NSIeTKyxWVFHqhdCwutaRrfIdBkYzcX5GLQSnQkdExKt2WzsrqleuyL8PWosVH2fH9ZV6oCJdfWIqX9VxUQtWp5+qnX3m8Tm/J0Z1FIdGKschqSfmrNT7nSZE1d9Z9Q8rpN8DKLvQQm5qDgRxxu2KwnYNz59HJbSZ+qkX+tSHY106hflXSrfIq8B+fxAZHFbXepDeUVtXHo2OMvs9wNQcSiaEEL77K07Af1YiJvUxqsKy/YuqbfsXEVWjPdnRjGTCKOk9H5LEagp6OutU2GyhoG4p5Qfs7e+fxHFlVJu+rC3J6GTlhTi/wKQ+k3PpGTz4/qyhw6Cumvpgsm9WU+qFgCVrqoTlaQc90d+2Y/Cg3h/j6MPwzm1VH8/ZLqapRynh1SCUQjUuRWTHUXm/pri4jVhSs8jImSe6mhD87StP5G9ecQLnX3A2QnmsM4ZK3Dgh+VUULTwFMzXLBqW7uEXETUs0YLR1kT1EQWTFpCJFgfRFSr1eOIZChkp9vkiprz7hTnRuIN9b2SVlYDQTL8DNAk3T/HwHmLFXfc7L++O4/ElDR3ilSr3jeggZnN8iouW4EleqihyYGffPSmG0L587mYwxA4pJvV/eMldSH6WbV3HE1PysImW8YOc+WKU+QEDO9WCBKKlZc1PqNQ0lBLLoupDULfLKn4+5NQI5a6F43BtN7eiNbUd9sKPQdVRR+j0ww4JJKRKd68j37oq7jjwLEZP6GJVQREq9E5B62lf57Z8Gjs7Vz2robE/RO5yOLny249GQMKqS7ZDolyfjF6c6p7M2UxmbobFMNEFe2pKqqtQvNKnP5lyyeZehOloVVYMd3ER0YwbFswyhUt/gaVXr6VT7GhjeV1LLm7RKF1SAuvd9+zNjdfVbjnH0Y6RGwnre9qKshtqQqNWnIv+/f0Ydf77/kK4j3CKVaQ71oO0tSZobTMzmJUiric1Gf8l1wS2y14ZOoPAaYzpaUFNfOtk6pMqKUgX7vfSP2bSbLSj1mlYoF5ASQxmk3WwUAFjLGmt1rUdmJrFH+0oeH5nIxu0rayI4zlqRUu9UD7hKaCa5QKmXVZR6AeB50QKKXaTUFxO4MLh1skrHlpmQ6Fp/SAMdj1kU/xQcl4Y6auoBEl0byPXM8VoRWrnLXCCh+2beCJ08wWKBHtzb/Wto9e2W00ulaYiisZ4yLBwCUj9DF4hq+PGD+0r+trrWkztaw/KKww2jcgk/K6bccVMLVtcGv1Vq3IbyWYeY1MeoCjNQ6t2w5slIQMtyRP+xQ+pXdzSRzbv0DacB33re1GBWrakPa0LT2bJAvCJSP511mc46DI5lo4nV0rYk01mnJBjL/ywPx5M106TrRZjiv7f34Goe59OnPlTqk55WfZV+yVq/e8Jo4QbTkDQqJpV7DtTed6eKOjg6mWNn97HjHIkxO6aGqvdzz9kuZqh01oBQEjQDEo2+gwRKUqFnrFmuukGBbF/NJnOQbK7Sfg9VSL2rIQ23Iggq0bUBe/AZ5Cz2/wWBkgXnQEjqnRyOFxLMgv1eVxJN6r5SH9rva6ho1rLVoOkVKmI270atMmNUh9CYg/3eJ/UKKhW40AYtPTK5kBhJkBqoUjIQlpFNpesba1aXn6ot7QVQeGOArqFc168llw5ulc4R1eCfhzprxiP7fSF4bXpBlfqwXZ5J1pvbuFK6DkVKfUovIvV1zose3zVcIgpYXevJ9+2u2o3jiEfgxBGGDlKhpMTU/PKwuZ4zc+lKhGEd9W6FGPUjJvUxqkBhBeSuZJK5ZC0MVdorj1as7GhCCNixfxzwlfqmBitqbVeM0CpertQXk/XprMN0xmFwLF1Q6ltTQGUwUaF+f2EmuyF56D5IC37ecTF1DW0GG3M5wglmUgly1W7oLZ0oIwFFC0INSbNiUrm3d7LmZ/QOTVcsgIxO5tjRPT7n/Yxx9CNr57GHK4l93vZImDOTepQK2BOFlnZl9vua1tEaEEvXsc4YZrpogUpWUerDz7McgSoLyoPDVwdqBbtRotQbgkhBlhLN08m4+Uhpq2W/F4aJ1bGmYiLplbVai1GEMNpBiCgRPFTnypHQLFzloarY71URucoEpN1xJQKBrowSUh+OyfE6SX1i+QZQklwNt0yMuSHqRGDoYLtRvXQ9Kqx/rZj7eYhq6ouC1+Zq5a4OFbRd84NJtWhhdA72+8AnpHQNTXqRCzJlJHCFg6YJlKovLM9TqqScL9G1AeXkyA/sq+9rHREoDSGkqGRirqReaLrfr37OZRoxjhXEpD5GBYQC0/EvLJonyYfhPO1rYKIf7IOzeB8psEydriUN7OweQymF40qaG0wcR1YoIaHynq4g9TIiE+msw3TWYWA0y9B4FgEsX9IAwNB46cU4tN5nq/Swnw/CxYGDtaPnbA/TrPOyEExSkm4NpV6E3RMKhKUxZUahguDvf2/gmKiGkYksE9Olx3BsMs++g3QmxDh64HkeeaFVDevK2R7mLPZ7X6kve01RGNGc2zEVb3PJWpLCxRsudJ7wPBUZAQqkPiDJeeHb78smrHpTO3pjK7lDEURWlH4vHL9mfsrJRguUulZoaWcoiXR18tKJwtlmajdldW0o6WcupUIpsONOFzNC07SKSXw5rKBDg6u8qkF54C/C5PIutusb9JuSZuS0CBHeK0bH6yN1emMbelM72X1xWN7BoUDapOMr9cCcCZvR1ObXjM/hPCgUqqimnoBAN9QRzlcbAoJrbnFNfdWF/bK3gb/QYEiPsWDO0qAnkEJiWf4L6iH1SqqSrhxGe1fQjePoHavhgkmUg6BbTNdRMnHIW6XGOCIQk/oYFVAU7PeGW1SPt2QtAgXHUGu7VR1N7OmdiEh2U8pCUdnWLqydL68Dd1xJKmGga4J01mY6YzM4muH+Px5g/coWOtsb0ASMlCn1Ye16tkqi/nwQ7u/Bknq/NnkWxbMM4QKI5VHzhq6WrC3pntCQNJjOFI7l2FSOsanaN6zxaZuJsmCn8al8XFP/LIJSHrYU5PY/UbHolnc8rNkWo4qUehWq6UW9wRNFfZLnjJZO8srAGC44mDzpXxPAz7rwPy+4njr49vsytdtPLN5wSBLwZVHLNOX4SuG0m40UeKPEfq+QdqCsGf53mWmynejagDsxiDvll8WECet2nTWyzyYogrWmgJiLGscqbLvoVutVHbzXVIqM7UTnsrnRBE8vVeoDYlctwHU2+Is2R2mt8hGC6NoT1EzXq9QDWMs3zi20MKx9j1raBen3hjVnm/wMm42IZwmplzW2W3bNFoaBISXjU3a0TwB60t9WPUG6nlQlXTmibhxHo1Id1tSHHQKKOhbUM0YSyzfgTY/ijMeBws8mxKQ+RgWEUgVS76mCepVo9NOj+4+dm3rXkgb6htMRKW4OWlaVK+h2ZL8ve9yVGLoglTCYzvk19b3DaR7ZPshxa9rRNEFzo8XwRBmpj5T6+uz31dJMPU/iuBLL0BifPnhSX7dSHygPCSmwlVOwFxZjyTpEfsp3egCNSZOponyCsVkI+thkruR5KRWTGbtE7Y9xjEMqbCDXvZ2RiXLnyxxq6pEFUl9scfTCkKe514MWNqoxKJaRGtsVPeR6qkDqAwIVfp4R2u+r9CJPLN9Qsw50cLS2i6VelLbUcmkwEkw7OVxXhcHUBVu4lHgBqZe6/11mygGxutaBEOT2+wpZWH8ft7SbGZoobmlX/Z6wLrWCv1/zKp7bvJlWs6n0yUAxTWmKbM6NSsiaUha4WokKHC40zYfUJ5ZvwO7fg/LijIT5o3DtUcVKfT2ErWt9fechcoGEQXkJPCVnbeFZE+ElICgZ0QJCndAtJJK8rHQglrtLhKGT0FR0X08FYXBGcuYuG9UgZeXrE10byR84egUoUdV+P/cxYnasDTJOjl63Qoz6EZP6GFVhBFYmw1NkZdHNf8naY0qpX9aaYmwyx3RAMJsa/NXi8p70obKWLiP1juOh6xqWqZPO2KSzDjv3j3HWqSt58SkrAGhtTDBUpNSHVn+on9T3j1RO7sN2WsvaUkzUIPVzDeTLO/NQ6gMSYgWHrKqFuXUFSjOi7gmNSbPE9TA+la+57+Ar+cULFuPTOaRUTNWZ4Bzj6IWSHq4SeFMjDHT3lDyXt+eq1IfG8yKlPkwY1uah1APDWgct6UIIpJQKy9DRdVERlGc4oHQvCqUrhtW1EeXkyfftrnjumf6puverJoqC8rCdyNbpSg9dF0FbwKD8SkncXEDqQ6V+hsm2ZqUwl6wku89XyMLQwIXs9HFMQfm1yZo2e029JgSWZlbPOwkWBJI6ZHNeFHja3GiBqzNlV9bUz+SMqgVr+UaUa5M7cOxk6xxqRItqhg6Oiyl0DKHVFVwXnYcq14rSD8OvfQ8yG5QTKvX1LyQUQ4Q19ZqGRKB5hWsozNJ6TYQ19TpJzb+X+/sUKPVB0EddNfVSlij14C9AyewU+eGeGu86MlHSpx6/7SH45Qn1tCHUDAtr2eq4XOZZhpjUx6iEAiOYFOheKUlTS9bCWA8cipTmQ4Bl7SmkKoS0FZT6stZ1oVKfraypD2t501mXdM7hRSev4FUv2Uhrk3/j7FrSUJJKn3e86MJdHrw3G/b1VU7uMwE59kl99fMyNkdVZi61ybVgRqS+ymfpBrStQvT79bYNKYNs3o1Cxcan8jO2WPLt94VxODrh/zudderuxRqrhkcnpPTwpD8hnN77aMlz/ridQ/p9pNQH0AtKfVKzyEsHWed4GjW7sLxMFODnSYmmCRKmXiX93rexVyPGRlsnItFQdRK2r692iGS9UBRa2inHIWX4k0XHVYWuFyok9Yp8OvgOgVJfq6Z+Iu3/Jq3lG8h1+9bgUKmP+9TPDE0TUe/uWun3EaqNz4DUp4TfCSIcdy0NJsLTmSzKwQmfm846UXnEXGG0LENLNcXq3wJA6AbKdRFCkDISTNVBsI3WGOZMvQABAABJREFUDrRkE7my62AFioeKrhcRxMDyX4fyW7lZP9DO0wS6F4aN+vOnqnOA8mGra1hCMTldqtSH6oBdR7imVKrimmouW40wTHL7Hpvzdo4IFKffQ9TiMmVYdZF6CMpl5tr+MMYxgZjUx6iKqTb/op/0NNLFF+il6/zJ8eCxsVLfEaTT7zkwDgR2RUpJvVfUeq5CqfdkNBFO5xwyWTey3oZYt6KFvb2TSKnY1T1eolqV2/lnQ+/wdEV7vDC8b1lbqqZyXW5XroU5KZ5liFTImUg9wNK10bhpTJoo5U8swVeNPK+gvJd/j/L6+fFAZZIKpjL1HcP+GQL5Yhy5UFISjnzRv72kdZztzKVPfXH6faiWaQilQMpIZapXrc8mO/DQyT7jTx49qdBDUh/8NkX4cS4gIFulHZUQApasrUqYFpLUSymLSH2hpt5xPb+dHaUW/ekJGw0NZYZKffVFj3ChLdG1EWe0Fy+XjtS2eibozz6Igvqu6zWD8mZEQAAsJJm8y+6ecZpTJu0tSYSnlwRsPdM/hR4kjI/O8b4Q7akQJLo2ko1bZc0f4UKKoRWs1XWqsEIIrOUb6joPwtCLCGKo1B9EAr7wybQUWkn6PUBGVttumQHf0LGAibS/T6amI6Tmr3xSyDGaC6RUFWthfgL8+qNuASry4VR0LEiQrvN8JZZvwB0vZJzEOPaxaKT+3nvv5YILLuDlL385t912W9XXSCl5zWtew9ve9rbF2o0Y84EC1xAoyySltFKSlmpFpdqOmbr6ZEDAy5X64lZzxcputaA8QxfRc+mcQzJRqhiuW95M3vbYc2CCe36/v2Tb9drHp9J2xUQsXBjoaEvhuLJioUApxejk3Fbk845bt/0+TL83gntwLVKvlqxDZMZgeoSGpH/cJwN1LyTsoxM5crbL+7/wQIn9bmI6z/h0nj094/77ioh8eSr+TPA8WdLPNsbRAyk9lCcw2rpoGN9bMunzg/JmGLchkRVlt7wg6AnHJRGoV+k61SvDtBjRl0Vp1J5UvlJvVSr14cJXLYUs27SK3IEdqLJcip6Bg2tVWYLibdtuoNTncT0VOcCLDd5u1iahmZFS79Xo/TwS5IZYyzeAUuT2PV6w38dK/YzQtZDUa7Mr9VB6gsBX+YFsJk8u77Kre5zlSxtJWgbC08kGbruHnhxgZ/c4W1+8HoDe4XTd58ZavoH8gZ1HZw/wIwDF9nsVnOuUUV+yOUBi+UbyvTsrrhUln1VMpIs+L6n785z5KvVC+cK7VApPaGhFuSRQvQSvwmCi61hIpjN25OjRpD6nQM5ySAVulfFodK4v6cZxJML1ZIlQoxQgRCH9PuxYEFyn64HVtaEk4yTGsY9FIfWu63LDDTfw9a9/ne9///t85StfYWyscqXo9ttvZ9WqVYuxCzEWArpO0tMqSdrStSU9x48FhEpYWFMfBlx5UkV9VJOWXqVPva/UK6VI5xyyeTeoSS1gxTI/1Oi79+7kwOB0ySSqll2+FqYyNiNlVvqQOCwLXAfltZI526twGNRCfh72+3DaoLsSnTJnRzHaV6OEBv1P0Zj0b/7h9w/r5fcPTLLnwAR7eydL8gMm03kmp23uf7QXKF0MGZuqPIblboYQWdtjNE7MP0qhUBISKzbR4IyRmxiNnpk1/V4F40GUKdERqXcipb7m+K2BhKXRp5ZFNkfPUzXt98F8tWbrvBGjC2VnyQ/sLXm8d3g6KlU5WMgiy3Wo1GfcnO86MsLjU3i9ISW6NKKa+mp5AHnHi36TerIRo3052X2PRXWusf2+BsIU8ZDUG3NQ6hVUsHohwNDZ0NFA3vaYzrlsWNWCrgtMDPLKv/4/3T3G6s4mjlvbhqkLvvqjJ/nD0wNz2tXQrZZYscnvAd6/Z45fMkYxwvulMIyoXVmDnqibYCeWb0TZuaoZHMWfFtawC0NHBUnqmtCiVpbzgVJ+CY9SCqkJtIBQa0LDEmZtt14xdB0zOBrD4/5Cu/AKpN4pu2bMlAsky1rahbBbVuGlx7FH++b2xQ4DsvnKbihAIWOjyF2Rlw7eDIs45dCspJ9xsvcoK0GIMW8sCql/9NFH2bx5M11dXTQ2NnLuuefywAMPlLxmfHycO+64g9e+9rWLsQsxDgp+CAqGTqIKqVdL1sHofvAWpsf64cbrX3EC5zx3FW/YegIJS8fUtWgy3jc8HdnlmxutqkF5kf0+65DLuxUiiq4JLn3ZZh54tJfJdD5qY9fSaM1DqXcq6uPTQZ3/0rYkQNQiJkQm58y5dn9WxbMagput8CRJ3apNinTTr6vve4qGlE/qw/T60Umf5Dy8fZBdgRofPgb+9x6fzvP7JwfwPMlU2qa92bcQVgvYGxytrsZnc05k3S9HPcpAjEMP5UmEVJid61AIMkX1pLYjZ66pDydCZfZ7VZQwHIU81UvqTZ0ebyne9Dj2aL9fUy8ElqkXWlZGSn1QxiOrT6b77CaElSqZhCmlyNlepIQfLFQZqW/QE2RdG9eVkf2eYLIOoCsP5WoFBa3KBHQqnS+ZmCaW+xZtL6ypr/KehUz0P5qhKFbqdZhvsryus6zB5BUvXs/fvOJ4OtsbAN8SrVBk3DxjkzlaGy2EEJx3xhoABkbnNq7CtqxGWydaooHs0VarfKSgOCgvVOr1+uuljfYuP4NjJsJWo6Y+/Mx5K/Xh5iWBUl/YblKvQeqVQhVPjnQdXUl0IRgc8/dDeDqeVj2747eP91XNgAgfq3b/9lpWoTSD7L5ZsgcOIzJZJ3Iq+AjmU5rmO3CihZ/6Wx+Cfy2O21A+e2DM/pL6MTg4SFdXV/R3V1cXAwOlq8E33ngjV1111by2//jjj1eooUci+vrGcT2Pnbsq689d1636uMpNIpIth2L3akP59x0X0PMeo+kJ9ncX0p0N22K1dOn+wy/Itq0/bLu5UGg2oLkFIMvu3RPoOuze082jqUke2zdNZ6tPQE3hMTI6yaOPFm4QI2PjuJ7CcV0GRx2kgpGRYXbuKiWaXY1w5nHNbO9O8+R2v3tA0lT09A6VbA9gdMoPf1vaYlXsa//QGI89ladZjESP7dg9gWkIBvr2A7Dt8afxpgstj4YmbPbuS/No6+yT6PGJaYRnVB2btZAbHKAT8HI2umxmYHyI/Znuqq9tM9tpPPAkz+zbja7BU0/voVEN0T/sOyV+/0Qvo6O+q+ePj++ATC/pnIfjSfqGp0jnPH770B/Z1z2GqUsSpuDJp/fQqo2UfM6OAxmOW9VQ8fmD4za79k7x6KOVCwGjUzZLmiuPeYwjA/npMQwP9g4N4apWko89wEiqE4BMNs/E+EjF7y6E5ubZAgyOjJCzk4yPj7MEmMpkWQIMDwzg2q1oaHQP9dI0PvdbYzqdYV+uEdWos+v+OxkeXksu52LqgoEhm0cffZRcPkczYHq+b3V0eoydO0t/Y3lHMjA8gdPcydBjv6a7cSNQCJv7/R8eZ/WyZL2HrQJeb0FhnR6fYHp8Eld5DIwM47ku+7u7kZ4XKHAKQ0rcvJ9+b+iC/oFBdu4snVj2juYZGMyzc2eg1qsU1lA3ux//IwBDw6MV17ltu6c5YW0DibpbaB57GBvzXSdLUGQnJpkcqK2et2bSJD2X0dHSa94yIZgeH2eq7L2m9I/vYzueZGg0zaplFvu7u2lLwKqlFvt6htm5c/YFzd19WTat8N1gVlMnQ4/9hu6mzXV9zxgwPjZOG5C1bcxsjv3d3TjZPKPOZMU1YTZYTZ0MPf4buptrnweFon9gAEtJ8uPjjAZzOUMKeob62WnXn4/kui6elPQPDCCFhpvOMBGMO93TGJgYZn+2G89zo7ljPu8T/ZFg3DY5NmYuT0NSY8/+QdoSWXB10m4aTUBPTx9NohAwvH3PBENDQ5y4tvS+Hl4fq12XBidsllpLcbfdzzPGirq/56FA32iexoRGS6M/z5SejM5ZUheMDg7hdncz7volWE/s2k6HOXeOoKsU1mgvj/7+QUhUzoliHH2YKRx6UUj9bHjyySeZnJzkhS98Ib/97W/rfv/JJ5+MrtepJh4G7B7dhfHkNFs2b6l4bueunVUfH3/yHto2n3Eodq8mHgPQBEbCokEzUCasXbOm5DXqmZ+yWpuEKt/haEfDL0dpX9rJqac+h8d6n2Lt+uVAL51LWxmZzHLqqadGr039ZhpdE7z0+R387ol+FHDuCzawfGljxXaHs31s27ubVavXAv2s6GjFk6pkewC33P00m1e3cuqJyyu2oe4eIdm0hFNPPSl6bMfwDhoS0xx/3HG0/WoUabZz6qknRM/v3D/GM+MHOPXUk2f97vpdw3QsbWPL5o2zH6gAAwGBN4SgyWpAT5isXbGm+otTDtpvH+W4FUtpbx7DaGjn5JNPIP2NfZxxfCcPbx9kT79PDJqXdHHqqZvYtmMI2M+fn3cc3/jxU6xet4nEzh0saTVQ5GhsWVbyfQEOTO/l1FM3VHz8jv1jPPLMropjDvDormFO3bxszt87xqHF5FAvj3iK5s6lPPH4Mp6b6WNjcB7lt/ezasVytmyuMXHLT8PvoLOzC5atYXrKH7MtS9oBWNbSBl2dpHoskq0NrF1aY/xWwZQzwuN7MyS61tPkjtLSegq2ytGQNKLfd89d/oTNEgpdGYiUzpYtpdfOvuE0DfslS9ecyuS2n7HllJMRQgsyMvaxYtV6Tn1OZ30HrQpGjDRhlWmjZbF2+SqYfByjKUFDxmDtmjU8o2lIUwdXcvqGdrKNLqrFI9Vv0N6+lC1b1pVsM71jkObcJFu2+OTCW72C/u0/Y0PS/y2nGpoqfnP7JnZjtbRw6paOg/5ORyv2AAhYumQpALqVoMlK0FAkipRDS6UQhhG9J3rcMmlKJmkse++y0Rx9wLLVy8nau1i9ooO1a/zr3N4hQc/QdMlYdIvCX4uxe3gfW7asB2DaGWTykbuiMRpj7ph69OcANLQ2o4YnWbtmDfv6JzgwMl5xTZgN0/YAk3+4u+Z52K78UL3lXV1MJ5PoiSTLg7lca34netKq+zMBths6mq6zdFkH/ZpGg2nQGoy75oEGNNNg7co17O/ujuaO+3b7zrpw3GpN/YjRSTqXNJK3PdauWYPY+UcwwTA02pd1sGXLyugzt3XvwEiabNlSel/3yyP7ql6XjN5JRnvX0ja1k+dUuecfCTD2jrCsNUnnEn/OuEvTEPjnbNI0aW9qJrVmDW12BsYfZsnKTra0zf3+JNeupu+pe9jY4NF00pF5DGLUB8/z2LZtW9XnFuVq3NnZWaLMDwwM0NlZmIxs27aNhx56iD/5kz/hn//5n/nlL3/Jtddeuxi7clRBeh7Z3iPDJiPADzLxIFMtDXrpuqg92bGGpKVHfev3909FNfDNjVbNmvpTNi3j7/7sZK78s5OrEnqAppRJ3vai1m1tTQmmqyS3/+qPBzhQI6E9nXVKbOkAPYPTLGn1Fbzj1rTxh6cHS57P2l6Uwj0bbMfDrFc5C+tCXd9+n61RLwxAW6GuvqO9gQND037yvVS86OQV3PiOl/Kvf/9iupY0MB6UGew+ME5jymTjqlbAt+xPZxwakiaNKbO6/b5GGF4279bMMRgeXxh7c4zFgZISw1NMSYc9+XaYGopSfe2i1pJVIUvt91F8VFnboKQ2Q/lIDSRMHVcqzC7f5hgF5Zl6IRQzbGmHQpcGOVk5Biem/bA6a/kmVD4T1dWHtvbwmnTQkEGdvxAox6UxaCWVldmCDRyFDIjditYEy1uaUbqHYeg4XmV9/ETaKbHL6qkmjLYuVHA/qxbGNp1xePqZ0YrHn1UoE1zUXGrqa0HXEVXeu7TRV+eG0lPYrqS5oeBGamtOlJRz5Wy3ZqeU4YlcdB7nVs8dozrCmno9slY3ziMEDYJ8gyrnobgUJhxiomxsNcwjnK94owI/n8MTAlF0TUhoich+P11UZlSWfY/SdXBd2pqTDE/kkEohPB0bB0PTcMtycTy3sm0dFGrtq12XXE/SIwulUeVYqJySg0E255ZcO0V4cMEPNww7JBjzs99riVRQV//HBdnfGEc2FoXUn3rqqezcuZOBgQHS6TS//OUveclLXhI9/7rXvY5f/epX/PznP+eTn/wk5557Lv/2b/+2GLtyVEEpj+xIddvyod0R/0agDB3Tg5xXOZlUS9bD6DPHTF19MTraU/QMTjOdsRmdzGEHQXktjRa5oL4+nNyEpH4uaAyS9cMaxqZU9Zr64fEsvUPV067TOYfRspr63T0TrO5sBuC4te3sPjBRkoCfzTlR27tqKLby5B1Zf/o9/g1JeH5bsKqLQCEMK6irf5KOthS9Q2mGgnq6tqBGHqC5wWIsCLTb2zvJiqWNRYn5NtNZh1TCoDFlVu1vX6tONJd3qy4CgE+qagXsxTj8UCgMF8adHM/YS1BCkH3mURxXIqWaedyGycg10u9DMpTUrLpr6i0r+Nwl6/Cmx0nlRtCEn34fXi/Cn5ipfKU+T+UYHE/ncT2JuWS5X1e/x7erhyFzU+mFudZGadlBS62wvVVW5dGDTh7IAqkP8wayMoeuiahOvhjlNfXgEw4x4AeqOlVa2qWzDjv2jy/IdzpmYPhEZ0ZUC8oDvx6/yvWro7kRFOwe8G3PLSWkPknekdF9qH8kU9LOtRiTaTtapDLau9CSjdEYjTF3FId0Ru3KghC0agnuM8Fo7/LzDcrq6h/dOVTlxQbKKVxDGoz6w/kiBPXxEr+mXhSNu+KF/VE5VfQeSoetroMnWdqSJGd7DI/nAlJvY+ii4nriSlk1UC6spa92XfI8yd50M+hGVVIbZvocTmTybkXIX7QQo+sQzD9NzcAUOlPzOGeJFZvIdj95sLsa4yjAopB6wzB4z3vewxve8AYuueQS/vZv/5b29nb+/u//vqK2PkYBSnpkc5OQGT/cexKl6Rou5KRdWcOxdB1CejCw4/Ds4iKia0kjPYPTDI9nmc465IJJdUuDRS7vksk57OoeB/zQqLCl3WxoCsLhwhC3hpRR0SIP/El8bxWlXkpFNu+WBEx5nqRncIrVnX4N/XFr25FS8diu4eg1mbxb0kavHE/uLahltlt/n3qpwqA8z5/8z0aKlq6HgR10tjcwMJphKEi+bWssJvVm1Obumb5JVi5rjEjbVMZmOmvTkDRIJYyqbodaqnsm79a8kWfzbt3BhTEOHXylXjLp5nAw8JqWk937aLTANqPDpCz9PmLZYRlXMLme1WlSBYlgXNpNyxG6SVd+X0Gpt0uVekNJDGXgUDnOJqf9sDohNBIrNpELgsjCiexCjc2Q06tABUrqFgJBXuYLQXmA0oU/uXRdklqCrGejV5lsA0xm7Ipe9IkVm9Am+0iJPHYVspnOObE7ppzpzLdPPbVV/rZmv1f97iGf1Dc3lir1QBRU1j+aLozZMkymcxHhF0LDWr6R7DNxWF7diFb4CoswDcHCWr1p9EJoWCs2VYQWPrZ7uKK1rTALqm/4mfNV6sNRqyR4WmlQXqpoYX9ETZW9r2isGzp4XuQy7B6YRHgGtrLRDa0iXNPPLqq89qhAba8WlOd6komsR6JzPbkqYXmjCxQ+ejDI5p3SfS+eahs6suicpeZ5zhIrNuGO9uGlJ2Z/cYyjGotWDHX++edz1113cc8990QJ91/+8pdLAvQAXvjCF/LpT396sXbj6IJS5IWAvsNswQ8vKrqB4fmdTivsog1tqIZ2RO8Th3z3FhvLlzQwNJZhYDRDJudE6fcNKb9G9sm9I1GCuuN5c1bqy0l9Y9IkZ3tRL2fwSbrrKQaqpLencw5KwdB4NrKN7eubxPVUROqbGyzamhPs6S1cvLN5l8wMpP7RXUNMB4sLtuPNnCJeDSGpdyUJzSJbxdlR8vKl6xGZMVYmfVUoVOuMIvt0c4PF+LSvXPYOTbNiWaGkYTJtk8m6NCQNGhLVF0aGa9ysc3m36iIABMdpjmUKMQ49lJLoHky5wVhtXUvumSeiBauZlfrQfh9MKqNrnIYSIiJDidmcJlUQKvU5F6yu9SzP70PXypX6Aqk3MbGpHIOZvBtN7hIrNpE78DRKekX2+/qU+lqOFKkC+73uT/I1IUgZFjnyRQuUwbQ9IIpJ3cJRLrohqlrpMzm3YlJtLd8IKLYY/RWEH3z7/XiNfXy2QJSrl3NR6qGqUO/3uK98r2VoCE9nYNInWMVlKk1JEyFgLCjpGhjJRGO2HFPpUsdXYsVm8gd2xP3q60ShpZ0JnkRJSYM+P1IP/rUiH1wrQjz9zJj/+1fFLe2MUvu9Pj/LPwSEnkKfelE07pK6Ra6qUl8mDAX2+3D+tH9gyk+/R6LplVZ7r6yfe/R4MBeqptQ7nsTxJImVm8nur5xXj9bohHMokcl7JdfOYiOOKLseJHWTzDzOmbV8AwiNzJ5tB7ezMY54xAknRxCUlOSlhug7EoiyAENDDy6sVdutLF0Px2Bd/fKljUgFf9gxRDrnRqQ+ZflW3W07hqK6bLcO+30q4b9/KFCnwl7tU0UkM5xQDY9lK/qyTqb9i7nrKYbGMkxlbO57pAdT1+haUiC9ne0NdA8UbqbZnFvTUgl+bsD+fj993pmtNrkKIheHDGrqZyNF7atRmk5X3q8Z9oPwStHcYDExnecPTw9iu5Ita9qi56bSNumcQyphkkoalW0GXclkjbr5bN6vX6t2PDI5t+oCQYwjA1K6QU29P76yTatxJ4bIjvrur5n71NeoqYeS3uBzcpqUIRWQ+nTWJbFiM13OATTNb2mXLyNIIal3ROX4dF0v6uteXCs7X1K/50B1VSZUtkL7PfgTfBsbPbyWhWQzUI7Ddn9Wg1fV6eJPuEsn4XqyEa+pkxPMA1Un45mcU3Ph4dmCChoyp5r6GnXARnX7PUBnSxPP2dzCO1/3vJLHdV3QmDSjReqB0TT5Kkq9JyWZnEs2XxiDiZWbUE6eXM+x59ZbTIT3S2EGOdW2Gyn10071LJiZkFix2T8PB3ZE2999YKLyd2roKLtU9c15duS0q+87ACIg9VqZ/V6zyEmHnJdnWhXV1CtVsYAlPAlKYeiCvqE0wvOvpcp0Kq4ZnpRVe9GH8yS3Wru7oA4/sWITMjNBfqin5PnyfKLDgWzOKbl2lqzXGUaJu8LQdPKy/jmKZiYxl60muzculznWEZP6IwoSWwFBHeLhgiia0OnBCmK1OlO1dD2MdcN8w1aOUHS0+W17Ht01RN72ItIYkt3Hdo0wERBsx1NzJvVhG8awJr4hFdaIF24s4aTJ8SS33FM6DooV5gND0/zPT7bz/ft2s2FVS1HAFXQtaeDAYMGin83PTOoPDE3TPTCF7Xgo5Ss7dSEgTMKVpDQLV3k4coaJqW5A+xoaRnfyghO6WNnRyGv+pDSB1zQ1ptI29/3hAABLW1PRc8MTORxXFin1pZ+VzbvkHa+qHS8bkKxya6L/Picm9UcwlFQYnmI6yPHINCwHTccJbJUzKvWh/V4rs98jSizPST1Bpl77vaVjaILx6RyJFZtIqizt3jDNqUK5TljHrkuJJUxcrXKcua6K1CajrQst1UR2zx8j6/p0nfb7vb0T1VvfBI8pQ0cV2X9tbIzy4xOoacmgR7KVqu4AcL3qIVZ261q2mANV+9Sncy6up+r+XscSBGWTeF0vUT3rgl5b5U9pCdJedRW4qcFkfNq/Jw2O5cjmqwQhTtsoIJcrPGe0dKA1tMQBXHWinNRL245yLSbnodQbrR1oqeboPKSzDtm8y+R06bxMmKUEsUFPoFDVBZvZvwUgoj71JUq9ZqFQDOTHyakZ7qdFpU+vftkW/uylm7jkrOP8xywPp4zAe7J6GF7oWqxaby99J6S5bDXCTJDdu63k+bHJwz93zeZc3CIBp/iaXR5uaGoGtje/60NixWZyzxwJgmGMxURM6o8gKM/DRSDSozA9PPsbFms/wn8YBlqo1MsqF79l6xFKHnNqvWFoXHzuJtqa/BttmAa8pDXF857Tyb7+yVKl3phbTT3Aje94Kf959Tnc+I6X0hAo9RNFK+qhUn/alg5u+9mOktXqYlLfO5xm245BzjxxOW959XNLPqOrvYG+kQKpr1VTPziWwXY8+kcyJSn/plmf/T6iR0qRVP53mi2ARy3bgBjYwesuOJ7X/MlxnHXqypLn13Y1Yxoav3uin5c8t/S5/uC7JS2dVNIsUY+gQNir2ezD41DtePg19TGpP2IhJYYH6aAUKK8MrM51eAf8icqMNfVlQXnFnL5YHU1pVtVk+pkghPCJ0VQec9kqHExW2ftYu6IZBWzfN0r4K9Gkh4WJp1WOP9eTETEWQpBYsZns3j/OqNR7VRauQkxlnMgVVAwVLnAYehTU1WAkcDSbaH1SEeWq+DX1PqnXU7JqYJ+U1etdcy1r6dCnSLhTFc9lg99prbT1ZwMUoErUS2N2pX7GoLzq703qVs3FqqaUxfi0jSclY5O5CncJFK6p6aLrZjRGq9Qqx5gdIliEVI6LLjSSujmvEDQhhG8vD8LywgX8ialcaWRD2fiI6vjt+t0BITylkOVKfVBK0J8fIV9E6itGbNR5xMUyNExdi64zynAqcjiquYHCxwFkNfu9q3ClQmg61vINFUr16NThV+r9oLzCdw2Pk+epkg4JAKbQseeh1AMkV27GnRzCGR+c/cUxjlrEpP4IglISTwY/6cNYqy4Cc6rSdYTrof3/7P15sGRLfh6GfXkyz1LLXfp29+3u2/v2+u3z3puNwAAYDAYzAAESxIhYCAgkQdI0RIqESCEUlsSQ7Qg5aNJWmBFSmBK9RCgoW7RowTZtUlywEoPZlzczb+9979t917q1niUz/UdmnjpLnrp1176vX30RwLyu9VTdU3ny+33f7/vBQdd2sfGbkFNHQR6+ve/HuNf48TdO4af+xDkAwErLpNW7+PN/8gVcOXMoY4Uf335fhElzzypVA62SvPbcUXAu8XBpSM6zm/q3ri/j4VIXr10uz1Wfn6uhHyZpCMwgTNJigRAyrWz/g//+u/jf/9++jX6Y4P6TTqY3eXtKPQDUpXrupmPBDp8HCdvA2gPr3ecXZvC/+fc+g7/71z6DP/u5vIpvMgkICOo+Q8Jlrs/X9MW3e+ULttnw2NSofshLVv4JDg6EEKBcoqc3NXHC4S9cShPWA2NntaFgv89ZmCkFyYy0SyTf8sapWVfEiDgUT5x5HA9vY6bh49CUj7dvrqRv73AOn3gQDgeX+Q1qwmVOsfFPXET48DriUP2WbC4SU5izgQuBe4tlMi20TVW6FNDPrVEfMYmH9nvToKDHpJnNNliCXhiDF6yuKgvEQuqbC+CS4Ly8X7rP/E5XDkBY1dNCUamXIyz0m4JRkIpzoZYZM1ZEs67Ggi7pli9bUF6oMxGKBVR/4RLCRzcg4qdPjj40ML9xvV5J/Z3WqI/2Nuz3gM43eHQdIonSa2HWAQhYlHpD6rdTSNDFAql76lFQ6gHgcbSKMJMdImV+qJ1kpv0g09LhuGpUHuMl508i7GsM3yQoT0r1v8GJSwjvvTec/gGkY3OfJvphUnIlSACP13rgjgOZ+X5chyEc5YIcAW/+rJoCcHPirHmWMSH1BwlCwqxjTzuAjgBpj16NeuhUWPdw+PzTD/bbI9R1D3xRSWrUXGx0YwyiBN1BnJv7uxW41AF1SG6zbgLtTh5VwXf3ngw35d1+jMCj+IWfuIzuIMbCkQYunJotve78nJpLfPuR6pPvh0naJ/mNdx7h/pM27jzawNs3V7C01sfl07O4+bCVbga2OtIue5EMEkPqN9kozJyAZD6wxYLQb/7Sa/jCp8/iF37iMk7NN1HThZF2xu1giPuGRVE0xY2+ZePaDyc99QcZXHCwDKlPEgF/4TKcsI3jrIXA38JIu1SpJ/meeq0ybXXUU7Pmprb0RecYjkQPACFwfmEG799eTZUYh3P4etO7UVDIEp4PzfQXLkPyGHhyHYCd1IcRx/0n9vGXCZe4o7MyctCbYOE4OaU+ceJCTz1JrwEOceA7LuCpFp1WIbMiqVDqOWF4xGdxmd4v3W/WuuKIzo8UZCERvGIsXQnWoLwRSr1TPdVhquZioxOm7i6bUm+uH/1CkKh/4hLAEwzuTsZljQtDbR1DauPhb7Adba/A5S8M/w5GGGjr9Sg7p15mzo/ajpR6xeo51z31GVt8SurDVXCIYSteUUhnQ/u9ASEEvuNB0Li0XnCu1rQizJKZWGbOm3amhKtrhQh7CB/d0PeJAzHSrh8muSKpiR6IE45uLPJKvUMRb9N+T5gLf/5cqQVhgmcLE1J/gCAhISSBnDvzdPvqpbYEUjVyJHD8SuVVHjkPbCwCfcvm8UMOQxjXChatRsDQ7ka4t9iGlCpYbzsghCDwaC5R2GyemjUXs1M+7j8ebtg7/QiBz/CZVxfw6z/7Ev6jX/sEfItVfrruYeFIA7/7rXsA1EVDSKXY//++fBNX763h/TurYJTg3/t3XsUXPnUG6+0Q9/R7jbQx25C5lnqcgMCewZCD46ixiFssXp1fmMFnXl3AZ15dQOCztPCSdTv0U/t9+YI9yn4/mJD6Aw0pOKgA+tIo9QLekVPgjotXa4tpZoUVhfR7WVDqDZGq6Q3ppk6TApo1N90gLpJ5uDIClm/i7IlpXL27jm5f3UcypL6YdJ1wmSP1bGoOdGoO7qIiTLbJDAmXuVDMLLiQI+33MSG5kVrcSTLZHLrvnlJAuxjUZltbewuknuuU6fLxAXeSI7jsPs45Z5KMlfajbL8HisFY48yprwg2G1EQCKhfGWA61fDQ6Sd4oItDtoKncYMU72PNWbDpI+jdeHP0MU8wRHakHZDOjt/J3HjWPAQ6fQT9G2+mxfnh702fYS5LnTkA4Om55xvbeU/9EVY3QpWqnyH1jKjPtRStA0DG5WlJvwdK7SY1x4dgSWnKRnX6vZ5TbykqmjUpTgTYoWNwgib6N74HQDkfbYXI/YZS6rNBeRKSqILJRijS9RcwSv329yj+wiX070wKcM8yJqT+AEEKDikAeeQCSNgBVu8+xaMZ9lPWqIdepVJ/Vm2Un0ELviHMrSKpr7lo96JUBTui56xu6z28/Eg2Y330XIqjszXcXxqS+m4/SRP0R4EQgs+8uoCvv/UIG90oVaf/i//7d/D2jRVcu7uOD+6s4eTRJhh1cObYNADgzauq12qrSn12k0n0TOtxSJE8cgFYuj4kXNuA+T7ame/QFElWLAqgUfFtBGkQTUj9QYbU9vssqScORTtYwPPuw82erP7XYr+XFqV+U6dJAc26l5L6VdFE6NSBB2/h3IlphDEH1aPiCBcIiJ56EReVelHiZP7CZXjLKrPENpYy5qKa1FdMeTC/V+E4gJSQCUed+RB0OF6KFJR6QBU8TGp/qxDCJaSssMYK3EmOYMbpo/3oXnp79nf2kVbqi9iB/V6OKAjURrSV1Hw1qvX6vXUAQGRR6geG1FvWTX/hMro3J331Y0MvPcRT64BJpK/T7c+NB4Bg4TJ6t99KhYF2JyyPRxMCMvM7rTF/W2P0oF/3yVoPQcNPU+wBtf/4ufkfwStTFwEA3WwxKVt4ZXZSH1Cl1BcdI1yICqW+Ov3eWPijmIMQB/6Ji2mg4EY3sq5Z+42BbaQdlMsgBikp9dE27feA+q2K/gbCx7e2/RoTHGxMSP1BguAgXIJPH4N0g6dLlI1Sn4xW6sF8YPbUM9lXTwhRwXZ/UwXbGTRqLjr9GHd0vyrdZk89oDZU2ST2fpjApQ4ch2D+UB0Pl7JKvbLfj4OPP38MMRf4L/+HN9ON/Tu3ViAB3LjfwrV765huKALj69f8wTUVzrjVkXY55UgnZY9Fio6cB0lCYOnG1t4vg1oml8AURMznvWUZ6WUKHLa+0UE06ak/yJBCgglASAHh8DRRfdk9jtNYHF0cEgVSn90bZmzLHmFwQLacCN2suegNYnChPADrwQLIo3dx8kgDn3zhGIKMo6Ym1H9vFEl9Ikq96sHCZXjtR6iRCELI0tSGOBEj7PciteJmYXrquQkNjBOVhO0IEFL4DnOTATz0xAA1n5Xmy/OK9HshJB7xWUSSYnBzqOZ2tHNhdsrH+jbCqmyK3YcBomgRLs6ppwxEiGo13sDmShlREEiLVZbzem46wInDdXQ0Ybfb701PvZ3U85X74D17cWmCPNJ089R+P1Tqt02woVTYeOkuwo4SG7r9SBXnDPT7yYzy22B+qQ1oK1hp9VHXgcJZcn66No8Xm2fVcZi9QPGc1sdDiqTe8RA7cSkrpHKNSS32NsIvcvf5J5/D4OE1iCQ6OKQ+SqyfKxFCrdGF9PuRk4U2gXv4JIhXQ0+7FSZ49jAh9QcIEoDLgZ5MgMPnnl5fvSnvMgoCoCHZaDv1kfPPXAL+KDDqoB8mlXOgt4LAoznVuB/ydN720dkaFleGF9zeIB5LqQcUUf+NL72Cq3fXUA8Yzhybwn/8Fz6JP/lD53BncQP3nrRx6dRM+vg//ydfwI98bAG/8aVXxn4Pg2xPPYlUqNZY9uXGYchgGnj41pbeLwvjKmj3YvybbyhniyE+N6ykPk/88/dxq4I/wcGAsY27iYRgMRJt+XyAY/AQjy4OSf13dUz6vZHL8j31hJDxi1IZNOsuhATa3RBcAC1/AVi9A+oAv/LFK7nHuhAg3EErLJB6UVa7vRMXAUg8x5QTodgDmiQcD5bspJ5ze+iZ1PkCnBpSH6ehWemoPdPYmVF/a46Pnhhgqu5ieT3/+7YduzkG12W4mxyGvD8s/JoxlIemfKsDYRSEkB9ay/6dxQ0sr48gURXq5VhgbGRPPWBvK5luePjVn3oef/FnXsAbV46mqnwWUWxvuwBUoKMEJr26Y0Mr2g4BMkFodRZs234PqL8DAJBHat/YKQTFpmn7meC1Ogu2V0iQEkKqomKzqZ2KhXPWS8+5itdPz/V8oTJwPCQ2Ui+knbjr/YdtEkiS2u/Va/kLl1X2wJ13NKnfpHi2D+iHCeLMcZgQQpNXkJtTT3am1BPHURb8m9/bwRFPcJCxtd37BHsLHQTVkTGmjlwAee93AJ6oud77CAJ92dGLbk3SkbOb5ZELcK79EeT6Q2B2ofJxzwpMMN61e+t44dzcjl7LL5D6QZjA06reTNNHpxeBCwnqEHT645N6AHj+7Bz+l3/lT0BKmfYbf/HTZ/HFT58tPfaNK/Pb/xBFpX5cUk+IUusfvgP5+r+z/feHSvr9N1+/g5/70QspYb/3uJ1+9jgRcJmTqlBFUh/FHELIiVJ/gGGIOONq5FGiE4OfxDUMnDq8h28Dxy5XPDmv1Od66hkDBsP1bdz2kSyaek342luPIKVEwgIQwSF5DML83G/E5RxEMLRKQXkitZIa0KCBQW0eL4YP8P34HFZag1yGR8JFKeU6e58tO8IcCtf98zKK4erxmsTXG2lT2KUUGCgiF1Af62EH5482cf3+Wu41ORdpKFXudiHhuxR3+RFcWLkBKTiIM1zzphu+1dINqN+kZ8kM6Q3iD23xTbkqJH70NRVmWtLbs33G2p5dQpWKP0Kpr9FNCJaG59IKpV7dttzqYxAlCLzhdcjxa4gax9C7/l00X/rRka8/QXacpqPGSurCW4PtzH7v+HW4R07De/wugJfSbJn0JEuV+uFvp8G2n7hv1mO/ppX6KAYateHxEAIPLHWHlM5ax4EkpNxTT33EZDV1YhmoCRuWnnqj1FuC8sw1wqTLs+Ys2MxR9G68ifbM5w+EUh9GPDfSLl2fhUBCHMjMfa7DdkTqAeX+an3zn6trE61YYyb40GKi1B8gSMHhxhJdGQNHL4DwGHh89SkcCNS4Er3BaHCK/qhN7uyCSjJ/sH3F9cOEF87N4R/8rc/i7/61z+B//vOv7Oi1aj7LEcl+htRP1V1I6HmzUH2oW1XRAYwOENsF5PaYUYQarR6fVHrukQsqO2IHtkMAePvGCh6t9LC83k8J+yDieLTcxTfefoS/9J//a/yd//or6Ti8Iqk3/7ZtaCc4GJB608ZiAcGSVH3pDTjWg5OjnU2l9PtsUJ4Dkk2Fdrau1M80PHz29ZP419+4i7WNAeBocqaTirNvx4QESagl/V5CSpQs+J3GaTzvLQIAVjfyxxVzWUlwOZfoW85nob+LxBQ4ogQi1Cqeb15rqNSTVKn30OMDnD8xjcWVfpr2r15TXTZKidVCgFIHj3AMDg8xuK8CYM1otJmGZw1mA4BvvffYens702qzW9ivLI0HTzp479awIKJqJ8P1WRr1MtrG8WhnnU3l94gLArI5qWc0VeWzCGOOZs2FlMOpKlmsBifRv/3steDtCbIZNC5L/9Z15iMUMRKx/WtQsHAZ9bVrAIAo/Y3oPA8TzBfuhlKfIelmlKjFJeITNz3niJQqgDkLRstKPfURIbKsJXaLvTAZITZSX1DqAWXB79/6vpoPfwBIfRTzXDGX6G+WC4mkUPRwHYpkh6TeP/kcZBKhP5lY8UxiQuoPECRkqtSjfgiyPgfy4CkG0OgNRiAYBiJOF88SHKrbBSYX9a0i8FiqVKkZwTwN6DPqn0nf74fjBeXtO2RmExJzPT5pTMXhyHkQKYCH27/AvHzhMN66ofIA3ru9gm+99xhXzhwCIcDf/W+/ib//j7+NVifCejvEX/rTL+Hs8anSnHpj2R9MSP2BRWq/5xLSjVPLYm+QoNs8A6zeqS4OlYLyNAjRtuXMSKYtFKWy+MQLx/CFT51Re3aif6dcnVcko1NRkYDwMqk39tGkMLN4vX4Ks6SLU/VeyXaeJAJhxK0bWi5EBfnVypZuRUCcIBqoXbpk+njTFqyhpTugPvo8xOljU2AOwTs3V3LvBaCUgM+5hOMQ9LxZRKyBvk5J7w0SOES1LdjcBLcftnDXNo4PQKcXW5+zEyzqcW57jQdLHXxwd0jqSVG/tIz5GhvG0Wch5YQQBM6I0bQanusgjNVkgmxxKYoFDk37aNZd3H5Y/rsskmPgnVVEyw9K97U6kxn2BqutPlL7PfSYOU1qG0zZ2HfS4+6ffA5etIGjTgthHOfIN2Hl80Ml7u+slcXxRpB6uKnrybp9ZMySfu8hQqTt9sNzkAvlZCqudalSb+1LN0p9flRovPwAstcqOaOeBuJEWFP4k0Sqnnop01GESqnf2R5FTVU5jP717+7odSY4mJiQ+gMEKRSp70p9ETx6AXi0/9U0Aqk2u1qpD7gDCYlBxUgcQCuuT64DO6wiftTgezRVia/fW8Mgyiv1ALCmlfreIM7ZHg8MslfrKNZK/ZgbOb8BOX18R8Wrv/JzL+Pv//s/irnpAP/1b7+Fh0td/OLnL+PE4QZqPsPPf/Yi/v7f+BH87V95A69cPALfYyWy0xsREjXBwYBR6t1EQrhDpb4fJohmzyriXqXWF+33OaWe5jaWqn1ke0Tk1UtH8NM/dG64gTZKfeYxlHMQztAu9M+aDWwxxXnDPYoYDK8Fj0qkPuYcEigF6AGqSGg7n00GxlCpj9DpxyCcIYT53Eqpz04GqDk+YskBR2B2ys8dS0rqi32wUsIhBIHHsB6cRE/3chpHku9SayHtW+89tob8AUqptzkQtoveIM5Nz9hLPFjqlKcVZNXLcUi9mUxQvDlV+e2zt8dxUHkuRZQIfPeDx+j0ht9JGHO4zMGJww3ctJD6e9EsiOujd+M7pfuqMh8+amh1QqxuhOlS5DgOwFjOfg+UAzS3Am/+DLjj4iX3PkgpmC4/Qs+8Z3dbffwyvew7Zq2zuEt84qY5AaUCljmmwrW4Rn0ISAiH54p3lYVDE/w5rlJ/4iLgOGgsv2ftw99PxAkvOZwk1EhpIUXOTQXsjlIPAMHJ59DTUwAmeLYwIfUHCCKJwDjQ0WNn5NELwPqD/Z8Bb9ZG01Mv1AZiZIjL/EUQHgGL1/b44J4t1DyGXpiAc4EfXF/GIBOUV/MZqEPSdOh+yA+oUq9nWgNAnKhAra2QoqMXd6V4dWq+iXYvwp/7whUcnqnhb//KG/iNL72KH351ITemz3edktJnxuAVw3kmOEAwSn1sgvKUEs2FhFdvAjMnQO5XFIc0+TVkKN3wGuKa6dXcSvuIDS+en8OlM4fVP8QweE4vo2CCgyQUnYKrIB3NVFBtYkGwSI7iCr1vUerVc9q9MpFLuLQSZjPSKiKmpz5Bpx+DCjbMEsiEpaakXieod5I+GHNyc6RNHaKYSs+5AKUEvkvxhC0genwbfNBFP0zgexS+R61uggdLnUqLfXewu0r9WnuQsSrvLR6v9tAPk8JnyxB0Wk2QNgWrVkwBpYBuFsRGCIEQEn/05gN0MudUFCfwGMWFhRncuL9eKiKtdyP4Jy6hd/3N3O2dfmwN1/so4tFyV/9msvZ7mplTr5X6HZB64lC0ggW84D4cZiOZkXbaJi8z516DBRjwbVj+TYC/Q9J9YjHFHlDTRFKlHigXoyi1pt8DgGCxdY0pWuaNcm+z0pu1NOt+clwf3vxZzLQ+eOpBeWFsChKZsGE5TPNPMMw9ARSpl8CO++r9k88hXroP3t152PMEBwsTUn+AIKUESyR6Ul8ED59TytLTsuDrTYLP1Wky0rqXtgtMqn9bQeBTDMIEK60+7j1WG1ljvyeEoFl3sdYOIYTEIEwQ+FucIb8PSEPHdH9cQD0ICAzGJPby6AWQ7iqwYe+hHRen5pt45eIRfOrFY/pw7MubZ1EHTU9tOCH1BxZGqa9xB5IliBOREo9awIAjF4BH71U8mees97mtXEGpV0WpnVlSKcvb7wEJrmfV00TA4bQUxpcq9YXNacIlHjvHcUI8xHqra31OVlU14FykM6uzMG0M3GwYwwidbgRXskzPtempz9jv9Wa7w/twGUWUZDfc+UCq9BjEUKl/iKMAJPo3vqdIvcvguwxRLEqWWkV8K5T6bryrPfXr7SjdXO8lBlGSTi9YWe8rlVAWwvJGEKQhRgTlAZXJ+QHdPADy8qlZ/NLnL+PBUhftzDkVRQKMObh8ehaE5PMOpJRo92IEp55DeP99SD583qoO1ptAk/oogczGdDKWEraAenBAdkTqAWDFO4kL7hIY4dZzK9vDbqZebCcsT0In+Fek2APKfj9cSyuU+iT/PFM8lCzOrQGm6BnHRaXe9KBbpm+Y5xQC9oKTz2GmfRPcEry3nzDrc7HlCtAj/FKlXpN63dYV8Z05i/yFiwAh6E0s+M8cJqT+AEFKoXrqhSb1zAcOnQZ5GgF0Gfu9ryWmTW1aRy9U218nsML3GPpRgidrfTxa7mAQ8dyFbKruYa0doh8mkMCBVOoN2ZJMVd3rzlDRGwuHTkNSD7i/s4LQlbNz+KXPX940GNB3qUWpV7+5OCkTjAkOCLSCUYsVqR+ECf7gu/fVbT6DnL8E0lsFWouW5wrI3BY37TRVG8ucUu9hIKLqDJFxYBRXo6hIQBBAOgQOT0A4Q5+XZ70D5TCohAs8pgtwZYzGxu3cfca22bHYxxMhkHBZspia85tLpIW4di+GR7y8Um/G/WnybjbbXd6HywiijMpkjrio1Auheup9l6IVU7hHTqN3/ds5pR5AifiFEa8kg+1eZB1JuV2stQcItzNCbotYWhuuh0utAaJEqDPSZr+3EKQUVaflJiF7depvGpRHKcHJ+SYIyReKQj09xPcozp2YwXu3Vof3xRxhxOGfvKICuO4MXVcrrcGu5x98WPFwuaOKxrk+92FB0SEENeajvYOeegB4wk7AIwkus8U09BhQ48yyI/SATB//NoNqqRnLRwhgKYj7JEPqbedtoaAKqKIqAAh3SOqzhc5iAr5ZLy2cPn1eMUnfP3UFHu/jOFmu/nD7AOMMzLYUmMQFLgTigv2e6QDWkMf5FrItwnEDeMfOWdtlJvhwY0LqDxIkwLhETwztavLoRaU+7WSDuaVjEOZQUlLvxBy+46K9yYZAHr0ItB4CvfW9PcZnCDWPgnOJB0sdPFpRlfzsLOpmzcV6ezBUJA9iT31WqU8SBMamO26CuEOBI+d2XLw6c2wqDRccBWX5LQblDTcWo9R6W+iTjVBNsPsQem0KEgLBEqx3InznvSf4oVdOoFnzgNmTagqHrTgkRF6pzy6nhVFgNceHhBw/7NEGp2CFNm9IGRyu7PccAv0k0nfLSvt9wgX67jQG7jRORzdK9wH2c9AUCYr952Z8EhcCxGWQYYzuIM6N8iNpCxZTdlDO4REGBwTdpJ9LSc+qTKUxVFqp932KQcgRnLqC/u0faKXeSUl90c49CJPKnvpOP668bztYb4f7kqWxtDYka8trPXurjyFIFaPpRkK7Q6pU/mDMtiiHENR8hna/aL9Xv5+phps73/oD1QJDGnpc2LVvp/etbPQn4aMaj1Z6+rvIjsJgSAZxujw0mI/WDifBbEg1LvFl7z5KVaPMCD1AFXqAbVj+pXIbOCZs05JiDyhSH4pIEVApS7w+m9lh4DoMFBSSJYj0uZMdlxnFxSLlsKe+SHQN4S8G0blzJxA5AV6g96zkeL0d4tvvWYrDu4y0MJotvOrD4UKCmxapWP0WPX1diUSy44kdwckr6N9+a0fFgQkOHiak/gBBigSMAz2Z+bHOXwSJusDK7X06CKVnEUIAh0BSB4gTveHb5GJz+JwiaE8zsf9DBhN8d+dRG61OhFYnys2dnqp7WG+HeO+2Skw+NB08leMcBXOpNhfo2lZJPQB59BLw5FrGrrx3UPb7QlBef/jvfsWs+oQLfOOd/IW+Hya4cX99149xgjKk3rwFMYFkCT77+kn8z/7My/jhV06AUqKLQ+ftoYtSKLKU/nvYUw9KFXEtKNJjO01sSEfaadJu3otR0EQp9QCwESk7fTbkqRgElSQC1HHQnz6LS+R+Tg1PlXpLT715zeL5LNNNMJT9N07QHcSoUa/cdpCqvwkIIahRHx2ueurTDWlmU1j8XXEu4DhAoN0xwckr4J11eO1H8FyKQLcalUZMRtzaOgBoUr+Llu61fSL1y60+KCWYnfKxvD7IFA8LzqIKgjSEzJ/L2ecBlc+1/n0rUPdZTqmPtFJv7iuOYQXU5BD/5BX0dRgiAKy2BhP7vcbjlS6imCsSlfa5U/AwwlpH/V3qzMdGvLNJDFEi0XGmcNl9XFbHGc05OWrMAwG25Q6QAKg5DRmznnceXAhI9EWY6+8fHk85/R5Q56pw49RBkw0PLa6PWYW+GJY3nCiSfw4hDlb9k3jRe2jtxf8n/+Z9fHB3vXT7biO0KPXmK+JCIDYULRwG5QFAKPLiz3YQnLoC0e8gfHR9R68zwcHChNQfIEgpQblET2QWx6ljkH4TuPe9/TqI/IWAqTmqdepvvsllHjB3BuT+R2Ne/W7A1z3yd/T4pk+9eBx/9edfSe/vDmK0uhH+1dduYf5QDdONzZXofYe5kOoLNCMULmFbI0VHL4LwGFh8f2+OMQNb4nZ2k1qlLL1zcwXr7fym+NbD1o4vrhOMB0NGPQ5IN8EnXjiW5k+kjzl6SU3hKBaHBEd2Rymz9nszZ1lvSrdTlCrBKdvvAahZ4jwBTdRxt/QGPm8vLSv1jBK4C1dwjLbwzW8PfyOj7PdmQ1si2vp7FFIHdYURwpCj5vhDd4K230uW/24Cx0eHD+BmSX3meNc28kqwEFD2e+2OcY+cguPXMd+9isBjGaXeZr+vUOp70a6qv+vtQUn92wssrfUx2/Qx2/Sx3OoPJwUUiY7FkjwWjMpfQaJrToCBiMDl5p+1FuSV+jgWYCY4NxiOYQWGTpBBmCA4dQXx6kPELWVrXtnYn4LJhwGtrj5vszPJdVFtcVmtNQ0WlAI0t4ooSfCVuS/hv+n9FBJvCnCG23zh0Jz93iEO6sxHa4tKvTllHcPqGa203wMjCqTa3VdEjfqAm1jt90XVPUv4i2tnmphvGRm35J7EabqCsFueznD9fgv3i1Mq9gCG1JfG8RHVERab3BO9/jKj1PNox/sONncCTm0q56yZ4MOPCak/SNA99X2Z6ZchRBGe/eqrT0c/6X9rUj/OjFsAQOMw0F/fq6N75uDqMLf7T9SF5Sc/dQan56fS+3/4lQUIIfHurVV8/hNnnsoxbg7dslFIyt4SKarPQjaPgOywr34c+C4tbTR7gxhNPUKwqgf0m+8sljYHtx9uoD0h9fsCqc8zLwakI+yJzUcvgoikPE1BcsjsjPpM4VIWRjKZQLg230Fva6rU60kmpoygcyeoVOeamUmd3dTZgvKoQ1BfuAhBHFz/6r9N7zOE2mbFNKpVb1BMpM/Y7xmDCGNwKVFnvs4SECCQKqia5tXfmu7LdqmTBuVlj31loxD+JwQc4sD3mNrAEgL/5HNYGNxQI+20U6lfsNMPoqSyDUYp9Vsnio+W7aPV1tvh/vTUrytSP9P0sNLqp5+5pLlbxnzlMMotmwk2LKJG1XndG6PYWvNddHNKPU/t93XfxSDi6Xlq1ssw4vCPXwChLnrXvgUAWGsNdnX84IcZSSIsQXnqmvl4VRX3GizYMsEuvU8s9bhIVrJWc8eBLJzrDRagtVWlXqqRdo5ZUy0p9gDg62A3tRewnLgVBaya4wPesLCXtd8XCXA2A6fcumSC8sqk/jE7DgKJ3o3vle4bREm6J9tL2NoLzH9xwSHSCSXD9HtAKfWt3vbGrhoQQhCcujIJy3vGMCH1BwhSAkyo3tF+Zia8nL8ErN0Fwn2Y91pS6ilIrGePj6O8OmxfLNTPCuamA3zpsxfx6ZeO4y//qZdK97904TB+61c/jv/D3/osPvXS8adwhGMgOwIxMTOtva3Pv52/DOxD8cr3aKmftdtPMK378Yub0B9cV6rTV996VCL1tx62rOPEJtgDpHPq1UannVg2orVpyKl5kHuF4pAQ+XFKWft9wbbsEEfNqt+J/Z446meh59QTY7mlQzcLBU37Z+MRpJ4LZb8H89BrnsKh1gepBd9sVtsV6fcA0C8QRDOnXggJuAyJDols0AASWlWTUMGCxgmRmVXfSXpwmZMes1HDmjUXq+t5Ui+EAHUIPOZASqVMBaefx1H+GA0ap/b7Yk+9CV+zoddPthW+drXCTtvq7E/6/UprgNkpH4HHsNoK8d/9y/dyQWYpGNs8/b4qC3SEdd8EkLXHsODXfZZzf8SJgKt/J3Ud1mrs+aY4MYg5CHPhnbiI3nUVwLXWGVS2UXzUEHOhzrMM0SauWg+erKq1rMECtHes1HMw6sBzaSmKSThO+ns3aLBgW5Z/iWHNz5ZiD6j0ewDoJD17MYpRkAqlXrpJep3OuoFKuR1Zwl9cO3m1Ut8XHh7xWYQ3ykp1GHEsruysDWIcpEp91n6vsweEgLpmuSwtOKfp9yJBu7PzfXZw6nk1ZrS/966ECfYHE1J/gCC1VdNNZH7EyJELAAhQNYN5V2ESeY2tiqWzxzcbhwNAKVQTUj82PJfix14/hS9++ixeuXTkaR/OtpCqAWxYrd+yUg8VtEg6y8DGk90+xByaNRdcyFzoXS+MMdNUm97iJvTb7y7id791B8vr/dKG4u7j9iQob59g0ujdWP1v5fk1fwl4WCgOCQ6Zu9xl0++NxTw/1m5H9ntCVIFTt1JJ3VAqNemi1IEHN91M5+z3RbUpkaBMrcfJ3AVcchexvtHTh1yt1CdpT33+fBbc2O/VZxeh2uQ33RoAVSwh+iMU56bX9Vg0Zb83ir96yOyUn/YGG3Ch3L9pyn2YwD95BQ4ETsa3wZgD6hD0wvzxRxGvVOq7g+0p9dfurVlv74eJPbRul7G83sdM08ePvX4SZ09M4clarzS2G8AYPfUjYAkeMxhOL9hcla35LD2nokRASqQ99WYCS0fb8wf63Ag1uQ9OP4/B3XchuQo03M1Qww8zciMmzd+dqkK4+S53x36vxg96rlMKWBaOg6ig8G5Lqdeg5gSuUNwd4sABQSfp5/eVBpU99b6ecGLWmEzmSFGplzJ92eKakaSjNi0z7LnAzWQeyd1yWJxp/1le35lrYjPYeupNnS8tZDCasd/rdTSOdkVM8E9eBoC0CDfBhx8TUn8A4cYyv6F0AzXabj/66vXilreHaaV+jORcSdmwj3SCjwSGc+pZRqkfswiUxdwZSOYB997c5SPM49hcAwBwZ3FYne71kzSvoKjUhzHHf/P/UiQxLmwaOr14otTvE4S22zM+mtTL+csg3VVg/VHmRp7bUOa2cJZRYLUxZnpvCoemSn36npp0MYfAg5fa7/NKfX6DGSccTPfFyqOXEJAErWtv68dqUm8JdzS21KKqnR3VJ5kDrp875WlSz42qNpxBnS3WdfkAjA6VelOEmJ3ysdYujulTSr2fBuJx0KCBJ/IQFnrXACjCn20REEIiTkQlqQ9HhOhV4claD6sb9utXzEWlK2DUeMv7T7ambq23Q8w2fSwcaeLnfvQifutXP55JUBxCVoSODR8w4k0YA6kYaRc4KhRtnKyTesDQ1cWgSH/XKakPFKlvd41Sr4Py9DkSnHoeMg7Rv/MOorh6NOFHDQmX6jzL/P2MUm8mSDTdAAMe2VuLxn0fTep9l+ZC+QBAUIq4XyD1brD1OfXa0GnS76VrJ+eAWjPUmlI+cWVh8kj6HMcHpzFCvZ8YNdKOc5lOBSq3GpkxofYZ9jfjechBG+FifqqIWXuW18vXgOwUi53COK54TqkHJCFpAClhLJ1Y4BACRig6UZjLEtguHK+mRttd/daOX2uCg4EJqT9AMLZIxmWpn1POX9aj7fbYJpguvLqXRy/WdeqrBNPNxl84LLeRneAjAFMIKvTU97aqdDoUOHJhz/vqZ5oefI/irg4nBNTGtFFz4TgE/YJqGCcCp442cfn0bDmZnItcSvQEewh9ntFYgEiiLJ02zJ6CZEG+OCRljtQTs7MmsI4Cq1Gv+vXHRa4VKTP2MU7gUAIXbto/OyooL9abdADwDx3FCm8guvXt9D6goqfejLQrknq9KZYAJKUQmgROuWqyhlLqZe67yfbU9/kALqNDUq83l4eaPrq9OHf8UkoQQuAZm70+lpvJMRzu3gSkhO/SXEJ/GHNIoFI9T7iwKvXL673K69PdxY3KQkDCReV7/T9/76pV5QOA736wZL3dhjjh6PRjzDTLQacltX6E2r4pRjyXEKKDDsfoqQ8YBmGC/8+/vY7f/kOVju3pAo/vUTgEaZCeIfemMMKm5sBmj6H7wTdVcWbSUw9AnWdhLHI99cRlIAlPlegGUy0wGzuYVR8nHG7Ofj88wbij0vaz2J7lX/XUUycTlFdZTFKFQOsvk9qD8upUk/o0KC+r1BdyAqRIC03FSR/D9PvyOZhwiSdiGgim0Pvgm7n7DKkfWNaF67s47WYQifRYijAFRcny4YauQ9EJQ/Bkk734mAhOP4/+rbdS/jHBhxsTUn+QIE0QlCxX0+cvgcQ94PEej5+QIt/npxfrQM9u3nQkjjNR6j9yyNjvU6We+uiO4ewovdT8ZWDpOhDvLARmFAghOHaonlfqwwQ1j8FjTskuasY5MeqUUrJjLqzjxCbYfUi9yXG4AJNuNTlxHDUK9P730puIzNvv83Pq8xZzYJtOk9JxFFqRjJ09SUAdAibdVCGLR/SFxolKvwcUobqVzIM+zCv1ReIODHvdS6Q+oz5LnYZNALie+n5aSXeoINN8onrd8RFLDlCh5igLkRKSQ9M+JIDVTFge5xLUcVKl3rgGrkdH4fEusHILgcdyx2g25qYHv4g4EVaC/mStjxv3W6XbAeDuYrvSss+53RXQDxP89h9cx80H5ddMuMDbOmtjHKy01Hcy0/BL95W25i4bHZQHoKqp3jb3O4vaOFNsAFw+PYuf+MRpfPWtR7h6Zw1/6jPncWxOOTnSOfZ63TMp3NnvNzj9AvrXv4soqZ5isNso5jIcNKjzLEHuL+6q9cD8VhtMFdZ2EpYXcwmXOfAr7PeiULRusmDb4zudlNSPVupNT33pXK9S6qkPSSQ6ofrdZNfE8thMIPAoCIBe4dpt1qbYQpoV4SeQRy+hd21oP49inq6RoWVdvfmgNdLBY0NVsTGKy04Eg7SWWCL1DJ1wd5R6QP1WRdjF4N57u/J6EzxdTEj9AYIZ2eQmsrxhbR6BrB8CubfHSZVSahUrv1jXx53dTCdK/UcOKalnw1nfejzWps6OIuYvgQhe7oneZczP1XMjawZhgsCnetxd/vyNdfCQshwX7X1i0lO/TzDp904iwIQ7UkmX85eB5VuAUbxEwX6fdSQ5BNJx9sB+nylwZkfaxQmo44AJd5h+rzd1jkNKymbMBVydSOUQgvvkBNz+MqLVxdT6Poh4Oena9NQXN6bZmc/EUe0AzIFDhgGE5VyV/Li/2FFFtzAWqSPg0LQiJCsZyyqXEsQBXNcB0cfChcBiMoXYbYDc/a6y32dJfeb3ZwvESypIeJQIfOf9x6XbAUU8q5V/ab1vcaWLfpjg/TurpftuPWhhozt+4dGQ+mmLUl/Cpvb7UUF51eQKMFknmxNGhxC89txR/PrPvIRf/9kXceXsIZDM76fmu6lDqa17tDc6w+JmcPp5JBtLmOGr+5JXACiyVZxTflAghISQ2n2S2V4Rl6n/1H+zIanfXkhbnAgIoUh9qtRnzpWksM6Z9xzwGPFWxJjUfj9cI0hlQKOXpt+XSb19WkNdhzpuJOp7MH/XZt0tXW+FVEGinuuk+Q6AWuO5kAg8WqHU66DPI5cQPbkD3lXFu+x6aStI3X3cTid/jIu1Dfu1JEzHgma/GWk+gPpfmp+GUWc+1qOuVd3fDtjMPOjUXMmtMMGHExNSf5Cgf8R17pQ3rITodPA9DssrjbQbpt8DY4x5cmgaDjXBRwPmUi3d4QW6TgMIyNwUh7HgNyFnF0Du7nVffR0PlobTJPpRgsBj8DxaUurjWGhST8ozcrmckPr9QqrUc7jSHV1gPHpJracmXFSI3Eg7UvwPN0+k6jTY3JW0GRwKkrHf53rqKQHlLLW9cn1e1SyTGeKEw2XDnfm6dwzc8dD74Ovpxi6MEvTvvA2Z6cU1G0XbJlgdERCpN0jHlQGa1OecDLRE6hNHEbgoSlKLayNw4bsOnqyrz7S83lNKPSFwCNGb7kQXLQj6MxeA+z9A4NGc2yX7+yuSerNRt6XVJzHH967ZLfFRYrfsA8Z+X349sxH/4E45YO/6/fXSGL5RWNbfiZmwYUAAkCJD19fcbWGTGfd1x0d7C6rsVMNFoIPxsqgFw3T8DU3uH68Niag3fxbEq+F5crsyG2G3ce9xe98KCFuFadsKI56zORNXt/7wBFICAXVBiYNWtD1S39UtETWPqXGRBVbPnXLafFpI2OJ7luz3I5R6UyAt0XqXgQip5PbCc4ChiGTWx2bNRacwQpZzCYeo0OEsITeFAI85Jct+9v740FmAUnQ1qc2uObZRl/cfdypbcqqwtG7/zUVpe0Hm9YqHmgnKA5SzohV1c334OwEhBMHpFyaj7Z4RTEj9QYIm9Q1OrdZSeewyyMZjoD1+L9+2jqFoTY0TBI4PgnFIPVOq2AQfHWSUesIFIETq7NhyAA8AOf8c8PBta7DObuH0fBNr7RCPljuIYg7OVUXfY2Wl3qQJZ8PBDBIu0BtMnCn7AaNEUyHgwh2tpHs1YO40iOmrLwTllc6twmzwGlUz27ncwVqWDcoz4ovOKHEcAipcdJMBhJTppj/wWTnBmUswE+YHwPc9rPgn0b36reGs8IgjXr6P/p130scZS2+x394E5TkgCCUBeJL2SwNIldx8WOowABMAQlUOQBiL9Bio42B2ysfSWg/r7QHuPelASJGqeb7edJvfVzR3EVh/gBO1KBdINUopM7+/yELQw0RgvV0RhjcieI9zaVXeTOjf7Udl+327F5VGBY7CSquPZs0FpZYtl2Wk3Y566i2jxQzqNEB3J1MdNGYaHlZa6nW6vVgVc1aHr0sciuDUFbzE7m67p/5exkk11uOfdA5s/75x1KiRdpnflib1jKu+ekLIjtLou30dVuhTzDS8XCgmoObUOwUC3XANqd/CeaFrBea3vVlQXq+K1FtCStVz1DH1pLbf67Vsqu6hXVjPuJBwKIHvMvQzQXlmXfI8Zg/KM/32hME/cRHdq98AMHr9kVJicaVrLR6NciVWkvrEQuqB3JogGcvZ75tuDZ2kn67vu4Hg9IuIVx8iWrM7nSb48GBC6g8SNBlucAfdxLJhnTsLyXzg7h6On9BVZGO1M+mkjg7Zsc6GzsLRdrLJWLuPDkxQnjvsTR7b2WHDsedAwg6wfHO3jrCEi6dmEXgUX/nBw5SUBz6D5zrohxyPMzNqk5z9vkzqB2Gy5R67CbYOo0I7XMCV3qbkRBWH3lF2cyHyPfXmPywWcwCoOzo0bifjpWjBfm+C5+JE2eljCgGJTtxPFffAozkVOuF6nBgd7vLqAcNDuoDw4TU4SR/1gCFOBJJuC90PvpE+zpyTJVJvNrs+RcgBJ+Fwdc87IxSdZAACQMCMVBomqrsOg0sYQqKuT1HM07FR1CGYbQZYXu9jcaWHpbU+OB9u/D296Q51OBSfOws4DJdxOyWIQF4pK7fC6LnTXJR+c3FcTdzjhFfb74X9eWtt9RlNEFwW/TCxtgYAwFe+/6B02+rGIJ2ukYNl2RhFkDbFJjPud6WtBMDcdIAna4pY9MMEp49NYXVjkLO/e6dewGm6Ameb/eHfendxS49/8KSz5akI+wVD2ornoFHqXc7TVPeGVmK3g47OFQh8htkpdQ0WmZMsIQ6cQgGrwbTVfUuW/2JQ3ghS7/gIRQwpROl0lybPpBDeR4kDBoaBVIW1rP2+vJ5JOCDwPafQuqM+Z91nFSPt1GtyLhGcfhGDO+9AJnFu+k2xSDSIOKLEHqz59bcf4UHFRIwnq/bfwHAsaP6byf5LUAqZyUFosAA9McAuCfUAAP/4eRA3QO+Dr+/ei07wVDAh9QcIZhNVTxz7hdehwNELe2tNLo20Gy7WdTpGoIqZazwh9R8hZHrqgTRYcSxnhw1T85C1GZA7e1e8YtTBi+cP42tvLeJffEUVD2oew3o7xCBK8Lvfvpc+NtJBZYyVST3nSnuwjRSzqQMTbB9GCXE4h7eZUg8Axy6DxH3g8VVVrNxEqSeFnnqgemzeWCil35O0h3R2ykN3Q50f61EXMeegDoHLnBwxMZu+rFJf8xhuJ/OAlDg5uIF64KrHbqyhrwOfpFQ9vHWflQLEjP3Xdxn6AiAZ5S5wdLFEAryQ2J/9bvpQ332oXS6AyiecnfKxsjHAo5Uultb7EFKmvfpm020I/HSzARy9gJP9q1jLjJvLbqrL4yWrCX+U8EqlNhpB+DmXiK32e3VMtt92P6wOgPvtP7iOO482crettAaYaZZD8oCq8DD92WxqXCHRvPTcUfb7jGq6E8zNBOj0YjxZ7UMCOH1sGlzItM0AAHDsEgDgMm5v+fXDmOOtG+MHEQLAw+XOvln9twrzO0576jUMqWeCpySzwQJsbLMQYn7rgccw2/TVeLTM+yXEAS04KX3HBSN06/Z7ZHvq7Sn2QCaHQ8T2UEjAes768BA5auJSkiiLfSOw99Q7lJTs92Z9qAesNLUGGF6fEy5QO/MCZBKhd/N7aVBno+aWfuNmfbEVCdq9GP/kd65av4Mqpd4UcEftFSRjJfv9QIa7Zr8HAEIZglPPpS0IE3x4MSH1Bwl69a1xUjkOTB67ohTMHYw8GX0MQvX5kfJiXadjjMNx9CKdTBLBPypINw2uIheI4/GdHTYQAhx7Dtjj0XavXDyCq3fX8D/87lX83I9ewMLRBtbaIZ6s9vDm+0/Sx8Vp+j0pjesyFfZ2t3y+7+Y82wmQuoioEPDgobdZEGPzCGRjDuTud5T9fhQKSlN9J04Tg0z6fc5uGyeYbfrod9WtrbiLJJGglMBlFFFmw5iS+oxSXwsY1kMK79g5XEiuo6HHOcWddSQbSwif3B0ShJqbzhs3SNsYGEU/kXA4TwMg/9zC5/GrCz+JE/5hzLgN9fgCUVTjTbVSH3EkQhUkCCGYbXpY16R+pdUHz4yLM5vuh8tdNOsufJ9Czj+H6c5tEB6m1vnsxryYPp1kvptiAGCc8NFKvYWEp3b+Efb72KLMqWwAO4nphwnuFqzja1VKPSz0PHsutm1EqzoobzOVv0YDJJIj3GHuzWEdivjBXRUiePpYEwDwKONw4sTDfT6HV9w7Wy5wXru7hlbHvoeoIjNL6/2Da783Sn0i8rPjjVIveBrm1nS3r9R3+6oVgjoE9UC5Joukvmi/J4Sg6QZYHXQwLszhp6R+lP1et+xEIra3mgDWYMjA8SGYUs654HD0Z+rZ7PeEqJDbzJpgwjebNbdiTv1wnBxtzMI9fBLdD76eFhKbNbfkxjG/eVsGR5KIygkMS2vb76mXND8usOkGiBDtWvq9QXDmRYQPr0EMtnfuTXAwMCH1BwhmsxVwgkgm9jTS+UsAJHDve3t1FOWe+syYsnHs9wAmY+0+SjC7hoz9HtBFoG2OypFHzoNsLAI7sT9vgufPHcJMw8NvfOlVfO7jp0EIwX/wy6/jxv0Wehm7mxoppkfaZTb/2QuxbU7449W9O/aPIsxIO8oFAuKNF8R47IoqDgkBv/skc0e+u1NmwuAAwCVMW9F3SOpTVUxCEihHgBCYrXsApyAgaEVdJFwlOCulfniOmc0jy/Ri13wXvUGM2tmXcEbcQ9NX9/GeUoe7739tGF5Xc0tKsxDmNQkGQu2zzax63/HQZHU4OsJNPTC/Ya85PrpSndthwsG1iqaOjSHmEtfvrWO1NYAQEhs6BM9jFGGU4NFKF7NGtT52GURyvOA+wBNdBBtESUpIeiXiXj3aKoqr583HiUBsCFUG5jdsU95anRCHZxR53SgU7fphAiHtI/fCmKPVyZ+Xq+3QOqMegJ3oGNVzfaP08JHYpB/fpIpvJ+skC1OguHpXhQjONH3MNDw8zISPxgnHtfgYnnMX0e9vLTD1D75z3+qQAOyqpxASnEvrXPGDgLz9Pj+nHlBKvbmcNHeg1Hf6MQJPh+8RAkIyjhsAsePAASAL50iT1fCkax8HaYVUn4I6el1iDERK63i6o/4sfvboD+H55lnUda98Cu1AIpYZ93XqQ7gxev1IEW+HoO4zRPq3bMCFKi4USf1gYJR6N1cMzD4PGLYpBWdeRO/6d9EfRHAcNbax+Ps2/7YVARNhD9wEVPuNrUXPvM7W7Pc1SCJ3XJgrIjj1PCAlute+tauvO8H+YkLqDxDMSDs/UVd5M84jB7cGzJ3dO2uysd9nek2H4WdjhOw42iY6sd9/dFBB6ms02L592a3r19o7Yhx4DP+Lv/BJXDlzKL3t3IlpfOHTZ3K2u4QrUu8yJ7c5yG4simoooMKxJhb83YT6mxAAAVfn2majn+SxKyDdFWDtvh7Vae4oPLBAhgghqG3XaWKQtd+nbhZ13A0m4TEKD64aT5QIUErgMYo4s5E0mz43Q+rrgZrr7p9+AR5iXHAeAgBET6nDvQ++mfa5N2su+sVzUzseXOogkmqdd4rWWSkzeQP5goe5DlCHKPu9kGkA3NkTM/jzP/0CAo9hoxsh5jJNiR9ECfpRgscrPTRr2tXjNyFnT+Fj3t2U1PcHCXyXwvdoqViWdTFkQ7EARSJHzbaXKN+XknrLZny9E+LYnFqH2r08qTf9ura++ijKk/r7T9pYafUxbZlRDwDSln4vASQJyLqlR3eUOyUzgcSGYVvJzki9UWhvPVTH5zEH83P1XLhdwiVuxMfgkwSdLSRrf+PtR/g337iDXt/+OR5b+pNT0lyh1NuKrvsJQ/aG9nv9N6cUEqanXie8u7Vtk/puP0YtGE4rcEg+wC3R7ysLJLrpBljZglKvSD2B4fRp4J1FcWeE4lz9BJq0VjaYmD1DWHZl1GmgSP0g0aTeQU23GpkxioAqUjoOUZNr4qxSz0GgWpCKpF4ImZJsrguvtTMvQfQ2QJZuwncpPJeWnB/m35GlSGBz9BhEMS+tIcBwPeIjxtNJRnNFmKaeVhBi5200WTh+Hf7xC+i+/43NHzzBgUV5VskETw96s+XpdaGd9HDYmyk/7NgVkKt/oJKV6S7/CaUsjzMCgDhRCo0twC+LSU/9Rw6p7uCpCy6JVO+cUuq3uXlkxsq/xZF4W0TNMq5JVfyHF2c1UkztXrIkPU/qy+f7RjdCP0wwVa9Q6CbYEjKToFDnal1S5ORw9ZMOnYS89KOQ0/N40P0UFsxrSa2cG1hmg9fHcSaNgkNLjiUTDEWiWFnwhYuNqKvC6qgDxkjefq//m7E8qRcSCNk0VuQMLibXALwGGXbgH7+AaPEWonXVj9youSWbuknEPjxbx3ytAdy/hi+8diJ/7EW31mC47tdpgIfhMurMQRgJyEzCPaME83M1/PxnL6LVCeG7FA19/nf6MVzmYLU1wMLRxvD1j1/Bi2t/hPdXFKkYRAk8HdxXJGObKfWAItq+S63PCyOeKpkA0gJKzJWKn53FvtGJcPHkDN69tYp2L38c5r17g7jUKx/GHC2t7Ash8R/9V1/GbDPAyxfK5ymx7eXT4mgCtLaWAL+pUm/aSnZyXmv81q++kfv3sbka3ro+7IOPYo4NWcdjPo3jV78BvPaZsV73sS7uZN1SBlJKLK1Xk/oqpf7O4gZePD9indhj5B0hwz86IQSCUriCp33fTRagGw9yeRTjojdIEGTOfUIIsiJwosd6ikEEp1FLb2+yAPe3otTrz0DTQOVMQb8WVD+l+Hl0UcN2zjZZAMkS9AZqbKZDlVIPABvdGHPT6vjz9vvMOMwohuc6YMxBImTu951Vxk2rEps7AdqcQ23xe/DcF+C7Tjkoz6wXlvMsGUHqEy6tuRpxLOAxZ2TxX9D8SDszrSB0dpfUA0Bw9iVsfOdfQfIYhLq7/voT7D0mSv0BQirm6Jmalf2cx6+AJJEa+7XrB2Hm1GdGlQBAFI0XsuNMSP1HDpokEFZQ6p0xMhiqQDUR3qyItAfwPZoL5IoTAUod0EL6fY7UW5SgjW5U6v+bYPsQmb74gKv53puSE+JAXvlx4MSLSPzpzB0FNuXSUmp4bZwMkVFwWGmkXbaHtB64cDjDetRFb5DA96jqqc8q9fq/3Syp1xvbdi/GbXkCC4MbACRI1EP9wmsgjGFwTaktjZoLLmSOAJs2BkYJGtNKifZkcVOZ7/slmefXqSruBh5V1thEDlOwNWo+w/HDDRyaDuDpY79y5hBW1vuIEoFT81PDBx+/ghqJkdx/FwDwZK2P6YaHms/KSn2c3bTbrfnFIoa6j1vvy26miyp+ux9h/pBW6rv54qIhD7ZxllHGfn/7YQudXox/96euVATllVn9kCBFIFWkvorsMapt0HZiTwmF77i7QuqLmJ+to9WN07+ZKUhdi4+D3/3+6PyLDOJU1RYlsrPRjdAblImTIWlVPfXF4ML9hjk3uZAQhYKioFTZ7zW5bLq1dCrGD64v41989dbY79PtxwgyhWoC5E6xWJP6uNAOocakbe2cUEF5el0quPTGBtHhoZbnNd0aBEvQHSRY2RigEbDUhdDpD1VvziUchyBwac5h1w9VcdAURGOeJfLZCSN6/0IIgrMvYWb1XfiuWotL9nvTU29N0xdWWz6g+vfX2+W9TJRwTDf9vMovlUxiclQELWSaMB+QQEx2P7cqOPMiZByid3Nv84wm2DtMSP1Bgr4wObFQF94qC1ZtBnLmBMidb+/+MeigvBQZpb5OA3AI9PkI9TQNypuQmY8MzLXScXKhWo1xpiVUwZD6PVbqbfBcijge9t8mXMKlDlzqpBsAdftoUt/uRaWe4Al2gAwpcLlAnfrY2C1yYlE46ztpHwFKSr0kANzheuoxByQl9TECj8JjzjApOxn2aGaVerOx3ehFuMGPw+ddvOA+AJEctHkI/skriK6rFGNjc+9klGaZle5cu22W5Oz3hXF/NEAkYzQbLlb0GLNxFMUfeuUEfvOXX8dv/eobuHgy40BrHEabzqK++D0AioCdONJAzWelpOtsIa0fcut9dlI/VPGrXi/bD9vuReBc4tCUD891Sj31qVJvCesTUqn8APDWzRX4Hs0XMYoo9dTrv0l/AHS3eP6NQa7qNNhZAGQF5nWrwt1FVYhIUlJ/DE7YweDe+2O9TvZv0ik4JNbbISKLqmuKNlXhhcXgwv1G9jPJQsCZcByVfm+C8rS9ei3q4MGTdimfYRR6g6RE6rOllFhv+aNegdTrRPWxoV+0bL8fdb2rKOoU2nuyxwQqsDHo4+5iGycON+ExB8wh6GSs7GGcwHcdeF4+ZLQ3SOC7LM0jiSvycLL/XTv7EmrRGo7TFjzXKZ1PYbaNooA4qe6pT7jEhmU0ZhQLzB9SjgPTfpTWUikFCAGnDiAkpC7UUeKACobIKf+9bjxo4c7i9gtYrHlIBQa++9Vtv8YETxcTUn+QoJUokiSoO6MvvPLYFeD+D/Ke1N05iPw/2dAKOJZ1z9jvdznEY4KDi9R+b+Zw6/64Og3Q4+HYCk0O7Okp9YGrLIGDdHwNVyPtKKnuqa8i9RYlb4JtInMeUZ4oJX27pL6glhUT3gEzwnN3euq1FjRcT8MInuuAxBStuId+mCDwGFzmpBvTxeXOkNRnlPCato+3uzGecOU++GxNjVJygjpq516GWLyOGglTUp9NZRYwG9Lh8RCL1dmgmKhuwq78KYG1jYEKiLIoV1tBZ+YizoQ3kCQcD5e7WDjStCr12Y25baSdur065b6ovFXZ+U1a9UzTRz1wyz31+j36g6ItX91uwgHfvbmCs8enhynh48D8TdY3tqx8Dud+jyD1TrB7xbAMGjUXs00P791RifjmnNhwZhB5M+i+95Xc481owyKyf6OsIguoiQQ24mRU7qrpB6bQ8LSQJY7F0HJjv09zMFxF8tajrirsReP/tnp6Hckie/U132bSz19Xm24NCRIkwv79lWHs98OgPPUG21CPXbtSb9aZx50WFpe7OH64rtT0gKHTy0zIiDhcpnrghZCpW6MfcviekyreWct8LmgvU6j35s8hcgK87NyoUOqHe4IiuJDW29V7CEQW90yU8NQN9HhF/Sal/j/GCCgAoYWybFgeFS4SWib1v/3713DvyRayESyonX0ZvRvfSUefTvDhwoTUHyAY8kNivnnS/PHnQaIusGifi7n9gxD53qdMAIpZZK0BfgZpUN5kpN1HBjKlLOp8SdPvAwiIzRPKbaD701Nvg+epc9gQIc4lGFPp97aees91rD31nV6M/ojN9QRbQ7Y4xEzhc9ukvvDvbOK4RoMG6O5kpndGqSfGzm4IW5zAcxkQUbQjReqN5dOcVw+XO4iTBIySXK+3IYidfgguJBYPfxyew7E0/ymw6SMITr0AQOIV9y4aNRMslTkPjVJPyHAMZXEzLiVSzahE6lVx12sIrLZD8ERa1fGtgJ58AVNOH2/+8dcQJwILRxoIfFYKoDTfje/SaqXe8ls0/crFufdZ5012LKUhnDNNH3WflXrqzWa/aAU334N5rffvrOH8wjS2BKO2t9ogFgVz06A8wKp8Guw4K2IELp2exQ90X735e0w1fKzWz6N7NZ+q/WDJvo9IuEizTorf+1p7YFVJzbpss98nXFjD9fYTWRIpCi0F3KG5oLwa9UCJg/WogzDmuVawzdAfJKj52Z56/Z76lIlgJmXkr6sNFgAE44/S02F/Ds24eYBSC1PpOTZHD2OV6fcAcO3JEhIhcfywyuEIPJa73oaxgO9SzE2pxxtXxiBSLU1Gqc8WHnNKfabKQhwHT/wzuCRuqp76Kvu9pbAUJ9XFTdUCZSk2xgIzTQ8ec9IsCZOz4TIK4qjzAwBEJkzQ4QwxK39nvTDB4vLOSH1w7mWIfgeDu+/u6HUmeDqYkPoDCJIkm1s/p45CNg6D3Nnl8ROGoJHCYh3FqDk+CMjoKn9qv58olB8ZpHtMR12g4yGpBzZPKLeCEEjqPp2eem1JHoSJStQGdIiZA4nhBi1NK6556FqSmhWpn/wOdg05pZ5rG/E2RyaWHEl2pX4gIiSbzbiveg9D6rOKhymSRhF8z4GIGDrJAL0wRuBTuMwBFxJcCDxc6iGMRS75Pot2N4bgEkvzn8Yfkh/Cg7mPw/FqcPwacOQCXvfupKS+m1E8ZbYIRx1Ih5SV3QynL9nvHfW7Jj7HRidCzLf3/WQxu3AW66KGx9/9twCAY4fr9p76RLWH1XxWssYasjdSqS/a5TOb+/X2kOgsrfXhuQ4Cj1qV+jC138fW2zv9GEtrPaxuDHBhoRx2OxJmzFerU03OK3vqq9PEDdTeYm9I7pUzh7DeDnF3cQMx56AOQSNw8YCdAt9YxmDxRvrYpbWeVVmPEoGpuj5vC9/7epVSr1mr7W//ZLVXcnXsN+ICocyuPjy13w/3Xg0WKKV+xJjGIqRU2RnZ8FeiJxSb32iiZ4DEhcLXlHYHrAzGdzQoNdko9cN1bfQzLKhQ6mt6/9ATAzRrLg5NK9IeeDTngItiDs+lODQdYLbp4Z2bqqg0CBN4jGaU+szfQP89HIeUkvEf0lM4LFYwJTZK51o60q6isGSbomHusxWcooTDpRSzUwGerOaVepc6cAiBMOt/5jtyEhcJLX/XSSKwuLyz37Y7ewxsZh6dd7+y+YMnOHCYkPoDBKn70EnMx6umn3gBuPfm6Mr9lg+isChlgvIIIbqPdQRJI0RtZidK/UcIGft95gLd2GnSMnWfilLva/tiP+TpZszMqQeG1jtzX7Pm5uzNBp3+xH6/mxAZRYXyWAW27aTnPdvMXFCjgWFRatszvSkDOFdWf2nELaKs/jqZWUQOJCQ6SQ++y9JQufV2iNX2QI+6qyD1/QhcqnFynksRZpRrcfwKLruLaFAOQoBOpuhk0u9zpL20qc4r9WasKQAwh8IjDPBicCGxtrHzwhtjDlrNCzgTXsNnXz8Jj1G1eS+QZtUKoz5v8beV9s1XqLW2+7Jkaz3Tu7y03sdM01fXvIDlVHzORarwF8cFGvdAnAh8+73HAICzx6uVelKRCA5AJd9vQaUFkF6vrQq/Rp0Gm0+x2SaOzdXBKMGDpQ7iWIBR9f09jGdAGzPovjMkCuvtsETaAWWTbtRcENiV+qqRhYCdbD1e7eX+zk8DMecqzM2j4ELklh5F6vOhgE03QCvqIk44wjHt992++j3Wg2FquXmbJObqd08IOHEgBgX7PVOkfrG9bn1tXuwZ0MYjz6xN6bq2iVJvu9lSUAWUtT9wPLz60ix+40uvpLkdNX+o1CdcgAsJ31XHcW5hBu/dVu0fA92KwPTvKT/bXs+md2kp3O6hPIqYuDjVe3eE/d4elFdpv8+0BWQRJwKu62Bu2scT3fJjwg1d5oA4BIkOLsja70lCwZnlt5PwVPHfCWrnXkHv6je31zo5wVPFhNQfQJCE61nAoy+88vgLIP0WsHRj5OO2hHSknb4cOA6k46RKTp0GaI8i9YBS68WEzHxUkF34ZSZwzHc8OCCji0CjQL2nqtT3wiQXVJZW/PUFPR1BVK8i9fGE1O8iSvb7nQQxFjcrjIEIoUi4xrDdaJubJLMOmvDRHIlO4DEGkigS1pMDBP4wqXm5NUCnHyFMeOW4o1YnUuPkoTaA2Q0oP3oFFBLBk7fKgXNmg04y9voiqS8q9UDuMXUaINGbyqX1nRRWhjj92qfRFG38/Mvq/Wo+K/1+oliAUqJDrKqC8iz2+5TwF9Lv9SacUpJT6ldaA8zqtPp64Oa+v6yFvxiUly0afPWtRwDUNI0qWLfM+u9CNjp2Uj9qn235WxVh2kr2YsNOiFLmW91IF2Ao6gFDZ5AgOPsKuu9/PX3seicstVcAmugwiprP0C44NdbbkZW4j+qp7w7isdXuvUKSSDBKMNP0SzPJuWPS7zOkntWwHnUQxbwyJ6AIE+bYqBXHtBKEsUzfN3EcJIXv1aMMhDtY7NpD1u4uFi3dauHJZUVUpNgPnyLtDpMRz1P7zfz6G3g0bbExwZeuvmafOzGNx6t9tLohBnGiRtrp63aWvJtrt+/Tkho/4MCyfwbHNt4tnTfm911VWBIS1vVacGl9TpIIuMzB7FSQjmo022/GCBwQCJ1TJTMuCBIzCGb57XCJ9i44BINzr4B31jF4sMvtvRPsOSak/kBBLwYJVxfezTas08cg64dAbn9z9w6hqOIAuU2fWmQ3OS6HTtLvP1IwtkEn11OvnB07SFpmHsjTUOr1BqE/iNOkZabT74GhGpSmFdfcEvmQUvUZT9LvdxFmGgFxwLhAgwboixB8G4E+pTn1ltTwNBiUb7MoldrvZZ6I6fXUYxSOJvUhidKeekDZv7v9BHHMraqQ7zppKnYYc0XqM4QyYQHu8TkED76LRs3NJWgP7ffDFitSss0ON+DpWNOMpbtBAwygCm6ru6DUAwBmFyCDaZBb6npW81lpcxonAow5aiZ1aaSdtt+H1Up91Ui72aafU+pXWv10BN1U3c0RfkMoZhoe3vzgSe71BrqgMDcd4IM7q/jUi8dHfuSR8Xnt7tbb2Ew7xQjFdEdZJ2OgHjC0exFiTWTrgYtOL0Lt3CtI1h8jfHIHgCb1loDROFEKfy1guZRzANjohtaxYWlPvY1sxcpZIcTTUx2jRIA5DqYbXkn1Tu33GTI45dawHnXzo842gSH1eaVerXMxH47M446TI4jpYznDSr/cjx0nAjcfrOdus7bHZ679W4Kbb+/Jok790v4hm7Vhfs++XjdPHW0CAK7dXccgVLb8ocOubL8PXFr6fqOYY6VxHs3+IwTJRum+7POzMN+v1ZovRMklFMW6tY85ODTlY2VdraNEO7sYoyCUIDHr8CDzN4spJE0gZNZ9INJzvDitY6tw506ATh9G9+0v7+h1Jth/TEj9AUI6Ij5O0NDj40bOhSdEWfDvfGcXD8Jc+ArWVH0RaIxD0hw2sd9/lJBVfAoXaFulfWw8pZ56V1v5svZ7lzqgLL85GNrvvRJ57w4SSGkP7ZpgezBpvInjgPIEDaoso+3tZDYUVEppAuMyxJXpmd4b23l9IKPUF9ZUnTvhew4gHFA4kG6EwB/a75dbffT6yinCLWTEc2m6cQsjDo/RXKAWFxIfxCfgPnkfh+sklzReUmhtm+rsQ4z6W/xd8x5+61ffwG/+khpTt2OY69lddT0LfIYo4rnPHyccrrbf2wg/UCbuUg5VylYnsj6nSOpXNwaYaagJHIemAqxkChemmPBjr5/CtXvruJcZl2bs93/nL30Kf/ev/Qh+5YtXtvotAAD4j38acm4m1/aQ+USjn8yG12sbdpR1MgYagauyFhIOhyrlvtuP4R07C6c2hY4mCq1OaHU4mRYL36WlEYRhzEcG5UU2izOv7oPeLyQJB6UOZpp+ro0IUOuZCsob/l2n3Bpapqd+zNaBjV6UWvxT6CUnjkVa/OSE5qzc6UMThvXIRuo5bj/Kk1tr20gmT2dLqLDfA3ZnqFLq1eMNUfb0Ndu4Yq7eW8NAp+KPGmnne2VSH8YCncZpCMfFx+jNXDHIFI3CCvu9Oqb8ZxFCkfTy+6h/u4zi2FwdK61+jowrpR7gIKq9IVswiShAgNVMBkLWcVAcBbpVEEJQO/cquh98Y0evM8H+Y0LqDxCkGWknJOpQG4rNLrzyxIsg/fVdtOCLtLqbwh2mk4415okORzlN8OwjJ0Rqa7FBnQbbt98z76n01DuE6HTtOJ1LyxgZpujGXPfVqvsaNbfUW9vuquMuJnRPsH0YMpo4Dqi23wPAxm6EflXYlus02P7re3UgiYCe6vEc2tmVouW6FAQEPvEhvFgr9ZrUr/fRD6ttw1/81FlcODmDj185istnZkvjlwSXuBYfB0SCl9hdrLSGpLRYY5CVPfUaZpZ94Xe9F2Fr8sSLIJ1lYOUOaj6DRH4cn1JxdYZAhf2+rOAPN7sb3bBwn/qcM00/52ZYa4epUn9oykcY8VQ1Nq6cVy4dweyUj9/95t30eWGcwGVO2v+7XchzpyBfek79w9oaMeL1N7FB7zjrZBPUa65W6gWSRKAeMMRcIoolaudeQff9rwFQBRbb1JBIW5I9l5amFcSxfRa4GQdnDd6Lq1X8/ULClftgpuFB8Pz+KiEOmBQlpX4j7iFKeG4U2yhsdCLUfZY794wbJ4pFau9PHCdPEKHS8Z2YWa/VUSxyhSuD0jleEXiXHovpFSpiRDGgQWslZ2jWwWP+13OHhYy5aR8377cQxRxRnIBSAmVeKaffBx4rOaHimIN5PnozF/CGfzt33qQ99aMKS4Xzs2oygwnVdJmDK2cOgTgEX3vrIQATlEdBiPbvuhRSF5y5kIB2eC0Phn+v7LViN8SE2rlXwDurGDz4YMevNcH+YULqDxCyAkqDq0VqU0I0fVxZ8G9+ffTjxoWQ2nmZVerdjP3eH53KDwAOA5mQ+o8QMlnibv4C3RinXaMK1AWS/Sf1AFIlMBuU52ZsfLcebiBOJByi7KZFdbCjA56qRtr94Xfu7+HRP6OQQ/soTZSbCRhjjbS/WLnFCCilhu/IaXLkvHoLvTab34jUm19X93oy7kK4kZ5Tr9b91dYAQubD27I4tzCNn/r0Wfz4x09jtumjETC0u8NzjQuBnvQh5s7iueQDrGZJPQqs3mVlu3aWOGoXQ9ai32C17ecZjMLsSW3B/zpqWnXLWrCjWGgV16kk78VCmtnMBx7N2egBIOEclBI0a26q4t+4v45uPx6Sep26bcaimdeveRQvnpvDdzMW/L62/I6NEQTd1vYwFjYhVzvOOtkEym4fI+YCYcxRD8x4uhC18x9DsraI8PFtbHSjdJ3MIskUbmx/Y5v9nifVxD2dfPAUE/BjHXg53fRLzpvEoWAlpb6OAY8R8RiJnoaxGTa6UbmfXq+ZMRep4SOhtHROcSFBEoaOKP+m44RjvRPlXRVSlk5bucl5p1DVU2//2zQsuSmBxxAlAlyI9PzwMu6EL332Ej7zsQX8uS9cwetX5tVbUCdH3k0xL/BYiYRHMYfHHPQPP4fTdBWd5cXcfQCs7omqsMZha0jZdQIAHnMQ+AzPnT6Er/5A5XAoUk/gOASCA8R101yrhAs4iVqT18KhsyL7vjtV6gHAPXwSdOowOm9NLPgfJkxI/YHCcFH3YwkHzuYbSkKAEy8qy+KuBN+YUKfh4isZTReUBg0QihiJGFE9ngTlfbSQrcAXrHSNnSh6TykoD1C2vH6YpBvIbPp9P+K4encNsbZUBh5DGPOcTc+MwLIF1nxwZw2//527pdufVVQFvW0ZqVJP4SSJTmHfpj2+0OZelRreGCcYtApUk+Fi5okeEWcKpyRhEG6MwKNgTN1m+tSLJLQKzXp+7JohDvLEizg6uINuO2OrtU04KanBmW/HMiatQQP0+GCYpL9bMNezO99JR3Nlx0UqckQ04SuouBX2V5OLMTvll3pNY93r3Ky7aHcjDKIE/6v/09dw+fQsXjw3p5+nikdP1gypV9+V51FcOXsIdxY30u9ejdEaf1s1Us+3tD0obG6/t839Tt9TZ53sFalvBiqYUfWDCwR6mkh3kCgLfn0Gnbe/jHbXrtQbN4bvOrmJDoAKO7Mq9SPm1Bvb9dNU6k1OwGzTK+3TEmLvqQeAPhShDStGpWWx0Yty/fQGhChl2cxjl5SWzg8hBJyEoS/K11tDYB8sFc6XLSr1VZAuq8yOqNMAfTHI9Y4HabEvxiDicAjAMoF9s1M+Lp2axYkjjTQfp0jquRBwHAKXObkikRASCZdwmYNk7jxCMPTf/eP0fnMO2VLuzZpbPAfN7aXxeHqqgSnkfuzyEfzg+lL681ZKPYGABHFZ6q6IEwEiHYA7WB0M2yKypN6WVbFVEEJQO/8quh98bZKC/yHChNQfJGQWLtNXP86FVy68qFLwn1zbnWMo/n5dN+3Rq+s+1pHHNQnK+8hCFmZa2yrtY4N5yr78FOAbpV5fKLPp97cfbaDVDdPNZ+DrtPzMBtVsVm32+/fvrKLV/uhkTjxa3iXykCH1RBO1BtuBPT6LClW0sROlHoD47F+DfOEnIetzw01wwR4tQgrhxXBdZdv+q3/mZfypH7kAQPUdm3FNozBV9zCIOAZRgoSLIdk+8TwcyXEhuZaSBpmqfvbjSWGOlzrKLhzlf9cCEt09sHDLhRdBuitodJWbpZOz3/PN7ffFXvt42DffKpJ6LkEpwVTdw0Yvwh9/7wFa3Qh//k++kE4i8F2KRsDwWI+c6odqTKBLHVw+dQgA8N33lVo/iJKtKfVANbO3tD2Mg3EU0yar7Z1SX3MxiHha0DQkrD9IQIiD2vlX0HnvqwhjPjIoT9nvy0q9jVCZc9sWKjlU6p/eWLuEC1DHweljUwDyW6xIB+VlU/Gn9Ii5kKiiXvGctqHTjdAoknqdOB8nw2wKW7sN5xIkcREhKhG4OCX1+X77kv2eDfeJVlTxwszEnCIaNIAEsJEZK2qKfb1BkjpjyCbtLoyS3HnTD5Uaz5iTC72LEhVe5zEHzWYd1+Pj6L//1fT+lNTbCksVbhGzhyiuV1HaU6/WmU88fwwJl2nNx/OpmlMvBOCyof1en+tOwrCS6ak3ff6e61RO3SkWPDdD7dzL4J11REsfHRHiw44JqT9AkFmLVRiNX02fOgbZOAxy82u7cBCWoLwMURvL8jrpqf9IQcq8/T57ga6zGmKZIBTbILHUe2r2e6XU54PyzCb/5gNlzzWqYaOmNlLZntx2ar8vX0SjmGPDMp/5WcVKazDWpnQzmM0mpw5IsoURmyNeK0VhdKdBg9bQ3qzdaBSaR4CjFwHi5EbIZZWyZOBAsDjdJE83PJw9PqVC6H75dfyNX3xt07eZqqsMlrWNEF/5waN0w+j4DQxmzuIT3i2s6rC8tJ/XXP1dS09r1n1DSIn473jc3yjMLEDWZlF78C0Aw3wKQKnxrk6/L26ezaa6SsGfnQpybgb1HA7qOOn0gP/pq7cBDL9Pg9mpAE+0/X6l1cdU3VNKVsBwZKaGu7rneBDxVB3cMbRSX5pMkB03aH0erUwTNxhXMNgOjN3euEw8j4IA6GjHRf38a+CtJzhFV+wj7bgu3DBb4aZKqa/uqa/KWthPmELFoakgLQ6n9xGqAtHijBPGDUAARI5SzscJ+Wv3o/S7NzDvFCfDZHTplX/vytLNIInMEWjzXAB4uJx1+8Cq1I9yiJRanjLPqypCpfvNzASSofMjRhiN54xhzMlZ5tvdEPXAhUudHNk355vrOmjWXKw0LsDdeIBobTF3v81+P+ypL6xLFXkPYYHUU+rg7/z6p9SIUtdBM3DhOConk7gsDTc0xRmSMKzHZfv9VN2zOmAA4Gt6zOa4oLVpAIAY7M1aMcHuY0LqDxAy1AgkipUKNc6miRDIhZeAu9+1JOVu/SjUa2ZuKgTlAcB6Uk5JTeEwQExI/UcFJJd+75aUemCbScvs6fXUN2suVlr99OKdtd/ffriB3kAposxxMFXThCpjlTYKlI3MhhFHe4cjZz5M6A7iXRl7ZtLvOWUgeoOuyMk2ieUY9tEGDdDng22NzatE5n1+7aefx2eePw3i8R1ZHKfquseyPcD1e2t47/Zaep848RIuuY+x9GRF32BG2mkU3DVDFCeglH/Xe0IMCQEWXoJz9zuYqjM8WRsWVUxPvW1OfcIFHILybHv9uNmmh24/zrXJmACzly8ewb//Cx/Dx58/hv/wV8pJ/oemfCxp+/2T1R7mpoP0vumGl57fg4inSdxjf9yqO0b21I9g9WMo9XVa27OgPJNAvrah1kOHEPgeTYmGe/Q0ZG0Wn/RvWJX6YU99+W+8mVJvI79RRa/zfkKdZ+q88LTd2rhpzMgyZK4VlDhosAAx1W0dlraCIrr9pGy/1/lIUSJSJwBxXdCC3T0RAkSHr2X7tIGh0ry43MvlWzjF03y7PfUeU3sIiwW/bllnAq3Ud3oR+mECz2Ol5xVRtN+3ezHqAYPLnLS/Hsgn0gPA3MUX0BcuVr7z+wCGBY5kC2MVTbGxmAWRDcozODJbyz2GEAIhJIjrpkq9OQYncdGKskF56vapmmv9XYURx9ffrib1ttwGwtT5JJ9CYPEE28OE1B8kZDd1UbQ16+fCyyBhB3j0TvVj+hvAYAQZBwChe+pLGzq1AFHioOb4o/tYnYlS/1GCBIani8tAhAT0BWwnm39Jn579/uzxaVy9uzZUPB0Cqvv27j/poDsYKvVNrdRnQ806o5T6hCOM+b70eC6uPP0Ke3+3SL0wSj3NOYc2ncZhAbER6MzoToMGrUFim2Pzssi8n3TdUu6EgEB31PjSTWCI1Go7xOJqD+/eWsGxObVB9E69CAAYGBtpwY0lXctIqeL3U1DqPccFIxStPVJ75cJLIP0WXqqvYHl9SOqV/Z7oEX5lwjfd9NHtFy32Q6VeSuTUehNg5rsUl07N4tMvHU8t0lkcngmwuKLOs8drPRya8tP7phteGkQ4CLdov5eArCLolKq1tcKaXIkRdmYDNZp2D4IOAcw0fHzi+Xm89twR/MLnLgEwY8jU+UMIweDo83jdu4O+zX7P5TAoL7bZ7y0zwoU9edw8BxiPGO8G7G4B1eYB6PFrBOn5FBF1vpAwT5warAbuRZWvWUQUlwtKEuqnnCQcLe14cTwGp0CgBVd2bgBYK4y1M2R0cbWL/+K//y6erPZApEyT9dP32ozUVxUtmRknWn6u67BSbgqjBLNTPm493FBFtHGU+oIi3+6NVurNa14+ewTX+AJWv/9v9SGOUupNT33+vqpz0+QkmALCEEMrjkMIhJQg3tB+b9YzkrCcWGJev1n3StN4AJUJ0ulVrwuLy+XrKGFKsBDR08k2mmDrmJD6g4TsmhfG6SzgsdA8DDlzAuTGV6sfE7aBW5ul5IuStUoW5hgrB8GIzZxXA7qr4x33BB9+FO33QEqOao4PB2R7Sv1TJPXnF6bR7sW49bCV3kYIwT/4W5/FyxcPozdIECccUiprX81nWN3IkPp+tcJiLuat9t5fKN+5ubLn77EZemGCtV34rEbJlpkwRtvIo7Ffr3iDxT7a2DWbeWaMVVH11v2zOyHIpqd0Zb2P1dYAn//EGfzaT78AAKB+gDviOAbv/TE2usOeWZLt8S+ReuSdDC4r2cCnWB3rSXnU1a5gah6yeRRv0OsFUq9D1DxaCqdMuMBMwyslP5vf26wm4tnwwTgRabFuFE4caeDhUgdCSCyt9UtKvTm/O/04tQePg5HvTIi10LRpIO6mNmh1Xnf3YnoBlPL42TdO4U+8fAJnTyj7buCznCW4NX0JM04fM51bpefHCQdjFbkJ3D63PdFq6ygV3xaiV2zHGPe+Ubh+b710W6zbPADAIerndVfPfo+J3oYX/mZNVoN01W3jJPdn3QAGBBIOJWh1Irx1fRlnjk2BeB4oL4a5CUA4IMLBSpj/TRslO4oF1tthOu2BFH837ubFJBuGUx7sarDKTcmvjedOTOP9O6sYRMlYYaJlpT5BPWCqp57LdE1MlXpdmPOYg8GR51EbLCN8fDst8o8sLCXFYqP5/or2+wQ0IxbY4FKinBLeUKk3yr8Ts1xhLk4SuJQg8Cl6VjFBIObVxaGHluwbQhlAHMh4Quo/LJiQ+gME01OvejsjNGltSxdeufAycP8H1Sp5PNh89J2UdqU+s1g3aW3kBlQeuwKydg/YeFL5mAmeIRRVSCC1jJqk5daodo0qMBfgT8f2dXpeqXXfv7Zcui/wmLbfy/Ti3qy7WM8QV0MsbJsxY2dc24ewvHdv7T6p72xxs9sfJFjZ2IW/oz7PRIaENmgNPTEAl1tV4SzEyBIg1WC6fYRv4/ytertikXQXrezX7q2DC4nDM0Hu9kMvfALH+CP8t//0y2VSaN2M25T6/GNmWAPLUQt7AkIgT76M88kNrKwNCypGWT81PwUhJL71rup1FUKCC4nphl+y3xur7KweUbeWcdTYiJANxw83ECUCj1Y6WGkNcChH6v209ebhUgdHCxbaUdi04SIzympsZEbQVqFBa+AQ6O3AHbIVBC7NqYermMESn8L5QdlZmHCZBuVliZAQEjyz5uaeI8YIyrOo3b/9+9fS4LEiPrizPWHC9rzyeUZwf6kDLiQSTfZtkzeEZ64jo9t/uBAQEtZz2XcpXrtyFM+dOYQXzs3B8V2wwvSihAsQEDgJw2qB1BuSeuJwHQDwnXSEY5HU51vvrKjqqQdG9tUXi6rnjk/h8WofS2t9K4EtgjGSU8o7/QgNTeolhsp72lOf+R5PPf8SNkSA21/+l3qaA7WOVTRKfdVIu+K5GUUiZ703IOn/AxijCBMBkiH1w6A8F30+nAwQxgKMUbU/sXwncZwfm1jEg2X7NY4wD/FgbwqAE+w+JqT+QMHEXqrNpbnwjp0evvCSGgF27037/VEPWLkFtMtEZXgIlp76Qs/lprObj5yH9OrAja+Md9wTPDtIq+550rItwuLWQAQHBnukBo4AYw4+/vw85ufq+KXPP5e7r+ZT9LT93lyw1ZzrbE99grrPIGQ5oMlsLtf3Qal/uNTNHdduYKvqf2+QYK21iz31bEhammx7mQ3SEjYmXVYiUJRQBI63vbF5GeQKpa4LkvA0/8QlTFnZ450VDn7mh8/hyEwNz589lFOSAWD2wkuQ1AW58bWUAGV76okQQFbFkYAc4dYCgBnWxEq0gT3Dwsvw5ACHO1fTmww5OjZXx+XTs/j/fvkmgKEldabpgQuZm0RhlPqZpgcCoJVV6jWB3AzHDzcAAG/fWEE/TDCXsd/PND20uxHihGO5NcCxufrYH3HTd3aZvad+xBPHSb83xar1nbaVjImiUt/uxXg3OolL4iYkLxZhzEi7fIuFIVKmgFN8DqBCxEThPqPeDyyk/u7jNr7+zmLpdgD44O76mJ9uiI1uhMer5b2RyW5IQZSL6/6TNhJH2+8Ljoy6E0C4xvE1mrgawlgi9dpx06x5OHt8Go5DQFwGKiXCQWYEpum3j90SqY8TgbrP8Iuffw5/8WdfwGdfOwlCSJmQugyEi+pcp1yfXv55ACqyI5SIVFx/Tx+fxg+/cgKvXjqCX//ZF+zvlwF1nFwffLcfK/u9/gym0G6cddnPduxwHe/FC0iufx1xkuh2hvHHKlblPYQxt5L6bM3VZxRRxDWp13PqM0F5EsMMhDjhSqn3qDXLJ9JhibYRs/0wwXpF4Z0wFxutPVznJ9hVTEj9QYKxl2qrY9PYMsfd7AVTwJHzINcryHQ8UEvqjT+236/e3TLSjqlNqD4+lQg9gtQ7FDjxEsimVv8JngXIbFJ2wX4PqPNlW/blw+cgqQvc2IWpDtvAr/30C/iVL1zBD71yInd74DE17i4R6cV9qu7lbIDdfpzafXsFO7AZh9Pqli+iRevwThHG3GoH3Qne2aL63xvEWN3FAoZ0NQlNOBrjjNi0wMqJLMQVUEWpnfaO238jwx7jbf9GMnjh3Bw+/8nT+NnPnC9vFikDOfECPjd7H9Mm2d3Yfl1bT2shqdpS8Jh1m1iL97DgVp9Ft3YCL/P3UntsnAzVrR997STeur6Md26upJvy6Yb6bNl59Ak3fbIU9YDlsi8SrfxvBpNo/423FQGcm8nb77mQeOfWKoSQmN8CqQcwmtm7DKRIdmwVqcJzNk+/N7+bHTpQxkTgsZxS3+lFeC9eQIAI3avfyj3WTDjwXAdxLHJ/e4MqNdR2n3leZHNNJQIrLbtocu3umvX2pbWeNSsFUONObS1Xqqden2cZ1vb+nTVw/Tt0CoWYgPgQrnofW+tANthsSOo3L1A5gfqN9NvDz51NVC+TepVj4TIHR2ZqOHtiGgTlnFFbQT8HKSuUerX+VLWMqLUxv/56zMEPvXICL5ybw+GZzZ0x1CGIucSNBy1EiUAUCzQClirypmAUxQkYJXAylnhCCOTCK6jxDp4PlnD59Kzdfl8VlKcLJlzInCskirmln76w7HoOoliT+sgE5emcH52BsKozEMKYp0p9GPFS4cs4FWztK0trPUSWoEJAKfW99tPP5plgPExI/QGCUaKM5S5NDt/ChlKefAVYfA8ILRfrWC3iI8m2uVBkV2yW34Q2x5g9Lk++AtJZBpZujH3sE3xIIUWmp15foDMb0cZ2ZyIzDzj+PMjNETkRTwGG1CdcpArhVN3Demf4mXuDIakvbgDNBmLNUhl//3Y1YW51wtKFejMkXGBpffesc4MowY37W7Nc98Lx+h43Q5oOb0hoFI03jaPitUrfZMWc5d0e/yUtypRqadpjgnXqFdTDJbACEbcdj62wW/xuZlgTkYzHd5JtA4P5F/G8+wCry8rSbEaDAcDLFw7j8plZ/Jf/9M1UmZ9uqN9cdrpEGHM4jtqoN2r54puaH745EQKAY3N1/OCGcrnNTuXt9wDwPW1L3or9fjPIMaz0JRSCGG3wtDtkfYfukHERePmZ851+gras4V4yh/YP/iC9XWilneqgPIkhScoS2zKpLyeYG4wKyotjbk0KjxOB24/s6uSD5S7+4W9/33rf7UcbVgKeU+r1OvbxK0cx2/Tx8efnISiFUyjE+AgAR8D1RSkwEADeuj50XJrvgxWLeZb6D9WkPsyQelMUcWKG1cLeMUpE+XWB0gtLs0+s6I2vBKMqb6RCqW+wLWRLVWCtrcaq/nf/07t4pG3m9cBNP1e2RcOzEO1PfvoVyKl5/Ppzq3jx/GFrUafSfp8N4svcN4gSq1KfhcccJEJCMgap14GESxBCMtMK1HoexwIuIwh8peAX3R2xJu2R5fxcWh9YQyYBQDgMSTjpqf+wYELqDxLMhl1voDzHhUvY1jZ7x58HQADbzHqdYEnaS8ByOaAGwLCnvmi9BNJFt6Fnjw/4iN7a2QXIxhzI9VGugAmeOTCd2FwgLNsdnyRPvqLyGVpbm6+6lwh8ikHEc6FMzZqLjW6Iq3fXcOP+OrqDGIf0xr84i9lc2DcsY+2yo8iKWN0YYG1jawQqToR107pdPFru5pTO/HvZ+9r7u0TqU4XLG+Y2mGkcWw9itKff29SiBhudITLe29nCJIfv1WS1vVdND5+H+PSfhzz7CfXvEe4apaplc1Xckj14xlWW9OVofW+OFwBZeAkEwMr3vwxgGJQHKAXtF3/iOTxc6uL//M/eVseklfpcwn0sUkWuUWPY6OaD8sbpqQeA//gvfBJ/76//CP7B3/psbha9cQf8QJOsrabfj0SV/X6T5xApRxYDCCH7U0jS8D2ayzro9iPMNj28E51E/+b3wfUcbFMkZZTA1+TKkOS4ghwBeaW+cqRYxbi7YgaDea/V1sCeZB9z3H5oJ/xPVrsILQRcBTIapV79z/xcA5dOzWJ+rgHBGJzC8wKo88ptCkSWnvqvvb2YFjoTbrffEwurZ75aP6PukKiZ8XokcbERlefUl239FtU9LbZWnXcVJzshSjgaYb8PRYxoB2OSv/jpc5ifq2O9E+Fb7z4GgDT9HhgWfAaR3RJPCIE8+Spw703UPViVcOOcKJ4z2cdliXYY23vqs38ys5bExEkzTZJEwKUERDrwiZcGG0ZmFKR+zaIFPx3taLlOr270re4DAODEnaTff4gwIfUHCsZ+n+kZ3SSUrgTmK3XTloIf9yFrs5D1OZBrX644BAkikR9X4haV+jHaAswieOfbgNh6IuoEHyJkL/CWxOYmq6HL++nGYUs4ch7Sn6o+X58CAp9BCJmzytdrLja6Ef7ozfv44+8/RH+QpMFcxdAaY7+3KUdXKyyfANDqRlhe39rFNU5EmsS/FVT1cD5c6mCjY3+9qvF5/TCx9pluFamTKUPqge0RYllMdwdyozuz2ElRKoeUROvjHwzJpS0MatdBCHDknJoqkUXh+7TBphg3aR0OnL0LywMwNTON2+IYOt//fdx73MbiSjc3y/nIbA2/9tPPY6ru4T/45ddx+cwhEKJ+KwZRRt1v1jy0MudvMmb6/SgEHsXZ41NodSN87PLRbbzCKCu93T0yCjL9e44upDV3o1g1JgKP5UiGaU/6ID4BEKDzthoZZtoozJx6AKkLI6skFgk6zyj1VfZ7m4IeVSj1CVdFuLalRSqMeaX9fhDxSqWeptb4sktIMgqXJzkC6El1/aD1xKrUL631cP9JR3+Oip56C6ivfv9R16LUJwx9ESLO7NmU/b5YLLBgk974yp56YOR53kj3m9s/V+cP1fBjr50EAHzv6hIAoF5jqVKfWtMjkSbfl3DyZSAOMb/xLiRQOm94OtLOfv4V74sqeupBhmMujT0/Jo4qDEcxEi7T59WcACvhxvD1Mr+b4v7C7DtiiyI/CHklqU9AJ3PqP0SYkPoDhKG9dBh0s+n4ONvrnHoVZPVuSd0kcR9wfchTr4wg2zqBv9hPCQyPSS+ym1peT74CEvWAe9/b0vFP8CFDMYahkNjcpDUIyO0RI+Koi+mtr28+ymmfYFS6LLlVc5gT/PH3H+KrP3iIKBHDTWnh4m8q5baN4aPlbmVffasdbtlKHyccnf7WimrL6z385//Xb1jve7DUQbs3HIuWxf0n9nVqECbohwlWK3pXq1oK7j0u9Gubvs/ChIXt9Lzb5tTbwuCAXSL12Q2tXk9JQanflcLBOIeShqEOg/uAfMtMqW/bEr7mEIImq2Ftr8baAaCUgJz6GGb6D/CP/vHvY36ujk88fyz3mI8/fww/88Pnce7ENKhDUPdZTqnvDeJ0o97UxTeDcdPvR4EQgr/1597Af/IXPolf/9kXt/bc9P9VwLO4RzZpqd8sTdzAFkC2Vwh8ipgPQ7q6gxizUwEiuCDHnkP3PdUSaAi5q+33wJCc5ELzLGFkZl0u3mfUf1tQXlyh1Jvj6FrWzigWlaQ+jHkazJhFtx+jEbjDGywqtyt4XkUVRP2fH1uV+jgRaQiqUWGZY7HfF+B4RqkfErVhUJ6xdA/3dnalvvy6tnWthKrz1mUggyr7vRn5uXNXyW/+0mv4qz//Mn7rV9+AS51UqTfFpDBJqufeB1PA0QuYe/xtAGrWfRbmOlYk09nsg2xhKqzoqc9+t77eQ0T67yr6A8Scg+pjd4WHFR0kHMVqFKR5zeJxpLkBtgkRFaMiASCWFDKZkPoPCyak/gBBZuylJKvUb7XvLVU3/yh/ezxQSv7JV0Girp1sSwlADmcYA5lNn/ph+447Xj9efRby8LmJBf+Zh4UAZHvq02yI7V2U5amPgfRbwKN3d3KQuwZTJd/IEIdPvXgc/7u/+aP45Z98Dl/49Fn8nb/0KXzm1QU4DkGvEBw0VI7KG8Mw5rj90K58trphbmZ3FsvrdkIYJ3LL9vu7i23ceGA/htUN1ddvKzw8WLKTO+NUuPvE/vevCqT6P/6P38/Z9k0fPPGU0kS00t20BCltBmsZoSI1vMnqiGWC/o7GK2besSJMciCinEK2VyDF/7K0zBQeqNR823eznevTFnHm1dcxID5Orb+Jn/+xi7kQKxvqgZsruL17azUdUdms50l9nFNQDyCs5+QYQXnApqPwbAFke4XAU0Sj24/VvOxE4pDOHEn8aYiBSfAeKs5FUp9V4MMCAUmETN+jdJ/+t81hFCcil8o/vF29l22dC6PEmi4OqIKCzea/0Y3QrLmWZyhIl8HlPKeicq7GliUstDqnsseeOhyY5byoCLTjGVLKhYTHHLhcra1G/QUUEbW+bhG2Np4cRhTlR0xsqDs+HJBdWWdc5sDJ7G1ZJihvECUIwwr1XEOefAXB2nVMkR46vaybYThRpNxTn7Xf55X6ygJC4fhCrbLJME5H4V05ewjtNYHlwUZ6DIw6mbaV8e33SSJyvf9ZhMIBJkr9hwYTUn+gkFHq46EqvmVbJnGAU68At74ByMwFLu4rUj+KbEsBUgpJyttFTT/e+hgKjTz1KvDwnacylmyC/UHpUq2nNxg0tjrFoYipo5AzJ8pFqqcEU93v9PKbEEYdXD59CK9dPoojMzVQ6iAo9JICw4u+PSW5Otiu1YkqSf1309nBeSRc5MZ7ZVF1e6gtqbZ+0lHj+B4uVSn16jl3F+1rwPevLVlvX2+HuFUocEgAjqeDlVI30zaT4209odb0e+1M2smmMsvDHAeS0pKbBdjBb2RLh1IYW0qIdtcUe+ozTypMQDFQFu69PWbKGKL5F/DDjdt47vTspo+vB0OlXgiJD+6s4dKpGQBAo+bmVPzdUOp3jmrCtO2gPAyL8FVosk2m2OwiarqPu9OL0NFk8pBuT0qkA5locsotpF4T6CxZ6hZaijgX8A2pL9rv9WuubpTXrDgRuVR+A+MosK2RYaJUTZvDSCn1ZRdBP0zQrOt9VIXK7fIkn/AfcTDuImFRJREzBdsoqbLfWwJBHQecOHi8uI5bOhsg4RzUIfCpDwKC5cx+LbHY7wGU25ccB5I6mxaTbBg1hpEQgvouTCCxwRT0wpjjv/qn38O3339iV88Njj8POC7+hH8dncI6AgA1n1Wef+Z9DKrs99lv1YwODPWtchChFybwXYoXLxwGSRiWejooL1Gvx7S6XzwO8/uJLdd1U2izIRQOMCo/a4IDhad9NZsgCzFU6odzmGtob2MxS9XNB28Pb4wHKlFc328l2zaLMy0v1mP34x1/AXAYMFHrn11ImWvXKM77ZnrW91YTynNvcepjwP3vpxMcniYOz9bwhU+dwY+/cQq/8aVXRj7Wd2lp02g2YDYLZxyrgCYbWp0QKxX3fed9O6mPE3vPKAD8vX/8LauNPtRWz+W18obf9ASuWpL7H1X01BuVqWSnh9pUv3d71fq8hIt8KJ8mmpTSHAmdonV0kr71s1TCln5v5izz/KanuWv2z2o3i3mPnfxGxkZKRjLH4zGgZH8tu7WKan5zF0bxjYOpK59EU7aBxQ82fWzgKVL/1o1lXL27hn6Y4NKpWQDKft/px8MxafHOe+p3hM3OWRvZGdd+v0nA3m4EkI2LWqCOqd2LsdFV7zejlfpYUohEHauxzjPmpHZ6s35kCa95DYOECwQe069RnnvfrLtYs5F6LkpOKmBok7Yp9YYU9W2EPy4r9aYA2qyZLIv89RIAiMvginxBIEw4mPAQsUGpT1sIiUTItD3AfDcl10nF6SVdhqjTx80H6wDUkkccgprL4EkPy+GwmBpzOX7hq1gcLB3L1nvqAbU+7uXauLTWx8OlLi6enMHzZw9VP5C6kAsv4lP+DbQzRX0zqi7wmXVOval/ZAsBYUUoX/Fr8lyKvjBKfYh+mMD3KDzmYIrW0BNqT2RC/qhDwCgpuUmGCf9lm72a5FMRdJs4IBNS/6HBhNQfRGSD8lgd0WZJ8zY0j0AeOpVXN439HgBOvABQBlwvBpCZkXaWYyokmo/Vj8c84MSLEwv+s4zixtQaqrVDm+7Cy8p1cnPEOMZ9gu9S/MwPn8cXP30Wz5+dG/nYwGcle2eSqP5Pa7JyIrBi2XwCyj66Ykm/7/Qi3LTY5aWUSLi09owCwPevLlkLCya9+cla+b3MhrU4jk9KiScVYXhhxOEQ4MGTMqm/82ijMhk/TkQu8EzIzMY1sx41WQ0CYms96TYyVREY5xEGl7AdKfWlHv5CmGRtFy2mm2FI6Qvp9iOU+nQCyiD/t2pud1zlVjF9HHL6OMi1P9z0oc26i2+/9wT/6T/8Cv7X/5evox4wHD+ikvobNRdCqJYULiTuPm7j+OHGHh/8JhhJ0DcfT1cCpZDO5oqpcVDtx1i7wKMgRJFkE9zZqLlwGUEoCKQm9dn0e0YJCBk6fYxa3QjyEwwAFWw3VOrzpCXmAoenA2z0otyccEAVPfuhfR0GymFowLCwWXVfcV1fb+t1ql5tv4frggmetgoAQBxLuMJDSMLK8DUzWSVOOJhDctZywGQ2lE8w6rs4EtD0+UKodP7Ao/CEn/ZpD1+7EJRXVVgaobgPD6jieSPO1yla39Pz9M2rS5AAfvZHzuPKKFIPAKdfwzxtI1m8lt5kzs16UFbqEy5Q8xlmml6usB3Fwj6nvsDqXeZgoE8LOYgwCBMEuuA14zcgicTqoIPHKz3MH6oDUIWAyqA8yzz6JOG5sZBZDBICp4J/bKmQPsG+YELqDxDMD0R6wwv5lLZlrsVbt6/LU68BD34wnFmfDIbJx9QFTrwEcq1Ats1Iu+Lq67m5NN3GFlL55enXQDYWq8foTfBswTLTesdJy15NTXU4IBb8cWFX6jkaNdeyUeOQgFVRAlQPv03Fv3p3zUrcs6FURXAuIKTdLWA2A7Y2gCjtNc3/fRMuSkQfUJ+JC4mjh+q51HGDW49alcGAcSLQytj8eSIgoS2mLktJaHPc4M4iCptdaUmlVw/bnfFf+fBRNxcMRQhBg9awth9KfRqUlz2e8m+2IBep/7Uk4O+X2itPv6ZyYDbp72wELuKE48dePwnfpbh4cjYlO6aveb0Tpir+c2dm9/bAdwKXgQgB5DbiY2ykxxiFt+3fzTbgEIKax9DpR+j0IjCHwGMOfI8h4kP7fdZGTghRKqVW3sNIWcQbhQkGgFrPXObAcYhlhr3A4ZkapESpYJokwtofH40g9WYNtN43QqmfMkq9hQgR31U99RmbfZxweMJHSAaWRP+8WyCumiVfdaq4LjzJ02tTwiWoA/gug8NdrIZZUm/rqa9g9Zl1uXwso3vqiyMzs9jL4uFv/vJr+NM/ch6/8sUraWvdSMyexKqcwtS9r6Q3GUIceMzSU68KJsfnGrj9KJNVkIzu3zcIPIZOKFR7wyDEIOJpAetwvQkAeOveIyRC4uS8+rfHHEtQnv4dWZT6mEsIIXOhfgahdOBUZL2sVITfTvD0MCH1BwlmVqjvpXNmd2T9XHhR9dcblTwOIdlwnJE8/TpI+zHw5Hp6mxDcbpMqpJNuKa350CnIxmGQD/5g659hgoOPopXZMu+7Ses7J0WnX1NTHdYe7Oh19hOBR0tz6pNEWEm9udiuVSjXG90wp1wbtDqRtS/UWEhtxN1sWm0BTGZTsmSx31e9ZpwIxFyUVHdTbJht+tbiwtJa33o7oDbj2VAzKQVAlIqXVYRS6/o2Cp85jBjt1mC1nffUZ2FRtKZYfV+UeuPGyq7wstRTX3hKhaW7uY9qL+bOgPAY6K6MfNjC0Sb+5i++hi999hL+w195Az/2+sn0PmOBbnUifPeDJ5hueKm6te9IC+gjUJlkv8kzxyD1geOBEmefzjllwe/0YrR7MWoBAyFEOZa4A8kLgW+aXHlsWBRVgW0OGrX8dANAj4xzHNV/bCFVh2dUWGs2kyQxhU3LGmhCw2xrk1mnuxXranE02FonBHUIAr+6V5t4LjyeIIwzo/kSgQA+EpJgUCiamc/YTcf9VfS9A5WKui84+vq8SoSEo4/RiRhWowKp35L9fhuhaq5rHSdq0KT1bbWhjvXW1MHhmRoWjozp2CEE95xTmGrdSG8yDgtbTz0XEpQSnDjSwN2SUm/7XvMuqWbA0O7HIB6DHEQIowSeJvXzDZUV8t27ak8001Drm+fSUlCe6Zm3jbQz53tkuS8UFI60X6OrJt5M8PQwIfUHCCbdOasYecSFS9i2lHowX6vx2mKfZOz3ADC7ANk8CvLBHw5vExYVB9o9kOsBrSOSMUIxRlsAIZCnXwfufAeYjMZ4NlFQIcuEpbajObMAgMPnIWuzIFc/PMUhvzCf2WwkGxabnrkIr1lC6ADVjxpGeTUHUMQ85uXNpLHRW5UoE9ZnsZ6OVOpNP2lFv971+/kke7P5npsJ7MWFmFe2ByRc5BQ5rmdHU8fJkVBKKGqOvyXF0WobNCOZLGRoasc9nfn3kxVulv1QTdMjyToVvAIJlDJ/v23sHfZX7TV5MJvlanz6peM4c3wagLJ4m356YKjUf+2th/j9b93F5dOz+Ukv+wpLtkHxERXukU3huiOVT0C5Q6ZofXt7i22g5g9JfV332PsuxYATgCeQcriGGdX5+OE6rurpGEbZbAQu2t2iUi9BHRUqZlfqFanPKovmcZzLytn2NjXeFB6Ko0rNayo9Zvh66+0QzbqbnmdWwdpTI+1ySn3MUSPquPtO/pw3x9dL7fdCFTvHhNRFhF5ovgMBhxAEHoWMGNaj4bU6qSL1lt9NcZ84znMA+3qYRZPV0N+n6SDjIKZ10Mw0lGxQnu1cog7B8cN1PFruQug9dj+MU8V9FOo1TwkDrgsRRqrYo593dKoGklBcX3qCcyem0nPMbr83Y/ts7SbqmGyTGyLugFY4se5bWuo2Q3H/MsHuYkLqDxS04plRjIieBbztcWBnXlfW96UbilBnST0hkGdeB+5+R/XbA5AQ9i1GIcjEtAVkK7ojcepVlaB5yz7/eoIPL4oESVpUoiaro8v7aV/0tkCIsuDe/AbA997uuxsIPJqOdAOGF81m3atMp7WNXgKGG8yikm9ep5jUbCryQpbvM8+xJfBX9c1n7ysWA8yF+r3beVJvSPnR2Zq1uBDGHEJIa8p0UakXmX7bIgltsq1lNljXOK+aQE3R+s7snzaSXPiNTNH9UuoVyCaFuJI9Hygd876qvaZ1bAfjlRhz4HsU/+yPbmKq7uFzb5zepYPbBjbn9Oo8B/L9xsXJBNbnbUKuNJqsvj8FGWhSP4jR7kVpqJ3vUZhR8DKOSinuV84cwls3liGlIt4uddTIwqJSL9RoQpc6JQcU5xKeS9Gsu1jK5IRki6DFdiLT22+bUz9cb6uLpdm1fa0dZkLy9GetmFOft98LBJrUJyzMHW9YKK5Wq+kVNnnPBUvUCDdABe85jgPPoxADim4yQCSqX7s0ISnzOaqD8kbY7ytGZhpM0V1yY+0W3ABURuneZ6jU05LabVwkx+caiBOBxZUuBlGCtY0QR2ctLqHC19SsMSX4MYaorc5fn6nfT+AzHKlP4aUXp/FnP3d5eHgW+705p23p93Gq1Fsm3ggHDHYivrjSTQsa4+LR8kTd30tMSP1BgtAX60J1vkl3YP2cVdZD8v7vAYllsT35KiA5cOOr6t9SFN0/CoXFeoqpxWjsRdZvAMev5F0BEzwbKF6sLRfoJq1BQO5crT/9MSDpA7e/tbPX2Sf4Xr6n3lzwGwGDEDK3icsGMBUvlINoOO6oVST1kb3PPTtKp9i3HqfkvLqnvmjfAzLJ/SVrn7r9gztFUq+O9fBMzdrDnxYyCspbwgWkzN/O06A8p0RC1YjN8c8tKcsJ1KMCxpqsvrUgvuL7FW/w3LLqvd3RfFs9Fmlhk8We1uJvmhBrsc6ovavxBvYcpiCd7KyP8+NX5vE3f+k1/I1ffC3tQX1q2Kw9npksg60F5Y4aEZbF1E72FlsEowSdfoRuP4GjJw74LsUg0Qp2EmGl1UfNZ+lEgitnD6Hdi3Hjfitnvy+OE80q9VlCHWdyOGYaPpbXhy6o7OOK7UumIGqdYT/ivrStKbPOrbdDTJVC8sqZRY6UiDNrT5QIBNQFBYXwotx6XGyDquqpH0W+GU8gpMQg5oi5AHVUEVqESgVeMfPPtzL20RvRUz8Km4xubOr95r5kjowDN4ADCRmp8yk2PfU+K40f5FzZ748fboAQ4Nq9ddxbbEMCODZXJvXFTKt6oM6dhFIkPfV+fqaVQ1378t+Lb7HfD+fU29LvjVJfvm8gHDgQkLy8H1heL09m2Az3nxyQv+EzigmpP0CQEDml3iyOU6y+/ZAxQiCe+3Hg8VXgzMeBw2fz93s14PgLIFf/UB2D6fMr2qQ8BpK54HiOC99xt2Tdk2feAFm9A6ze29ZHmeDgIrd3sJB6UwTa8ViwYBqYv5yerwcdzcJcbHOhbWgbcDZ52fRqSpRnKmfJbW7MG4YkvNMrXMQzF9uijdRciG39pDa1qXhfsRhgihA37q/nbm91QvhaJVPHmN/wmc9ctNOaIkH28ZIrIk51T302t2GK1bek4lQKnZ5bodTXkEiOzjYJZen9PLdUPDAtTVuedLJVWOdkl4+ndA2oUOGabG+TqVM4FJIQINpZC9cvfv45XFiY2aWD2gl0hs4o2V0r2mTL9vvNe+oB9bfb+ajG8dHtJ7nfdJwImGVLxCGu3l3HqUyhZeFoE42ai+9+8Din1Bd76jkXcBwHLqM5tdEUTRl1cOJIA9cz61NWsewUFHkz3suqxo8IyhuODRu+9kY3QrOeVeptrT9qfeT94bofJxwepWg4AYQX5vJPzOcyTqdoVN+77fTyXNBYHX+vH2NprYeZpg/fZSCxOpblwQa6/Ri9QYLppmd5EfvrjlNMsj2PSAnE9ufud/7DZiCeclDwgTqerP2ecwkuhn9jVTAh8D2KhSNNvHtrBXceb8BxCI7otpDyGwz/09XjHWOHghtS7w5JvS2LxdaGYs5NG3E3x19s4QOAkKv3EhaH1Eqrb22rG4UHSwfjb7i83sv9nZ4VTEj9AUJaVXWZWvZ14MiObZmXfxTyc38D8pWfARrlEVzy7MdB1h8AyzdVGJU6mvyDLHNEm1vtxzt8HrJ+COT939/iB5jgYKNg7XDdNOjRoEEDEGxvikPp3c68AbJ0A1h/tOPX2ms0CqTeVMkNqR9kiFTOslkk9Z1qUp+GJhWU+iipVuptilL6elE1qTcX/WLAXnau8/L6UG1udSI0ai5qPtPHWCwuqNcpbtJTUp95vEnmpQ4ptwOxrdrjq9ObbapoqhRt9/wtvJ20rKc7mXSy9YMpBOV5LL+hrsoc2JO8gTFBCEB9lQ3zTEAV0EduK6kuZOTs98DmQXnj2e+nthJ4uwvoD5Jcq83rzx3FWkf9rhcfr+HWw1aO1DuE4MLCNN69tYpQh3E2Are0jsTZnvrsWLjUzk9wYWEGN+6vpwQmmwJebP8x65mtLSiqsN/HiUj7pbPtSUtrPcxmSbHltyW1kCN7w3M7SQQoddCkdQg/RBgNj9ccg9RBf4keaVd+YXvRSHoMjs5cWdsYKCv4oRoCj4FwCkYongxauPVIjUo9cdhiE7f11G82p76qp960PvXtxSs1gWT/8h82g1dToXpCk/o4Q+qBvMuNa1IPAOdOTOP922u4u6g+Bx3TAdGsuehLQOrinpcZhde0XPs85uTOF2DYImDraTfHX+y350IiEuoYRVRed1c3Bml2z7jYLqnfbQL+//idq/iH/+P3d/U1DwImpP4AwaQ7g+h058FQqW8nvb2bCXnotArMe+/3Uvt9adyTZ0tr3uJmjhDIM28At785Ccx7llA4LaWlN9khjhrZtRsX5aMXIWszIO//7s5fa4/RrHkYRHyo4GjC3LQo9VGct2xmYUgvo6R0X2rbL43Oy5D6XgWpH9FTb7PVpaS+1FM/fK9HKxlS3w0VqdeKY+kY9eZ5o1vcVOsAJz1THACkbk8iIKX1aIrW0eUDJHJMK2DVnGXPtaqiJuV9bds2881bVLbc0rRdpCPtMpd/q/21XNi1hgjS+s7basYF8zYNyvvQYJzLOSGV7pGRsLR32NCkdSSSo7vDloZxUPMZemGCbj9Oi5pnT0zjz3zuCgDg/RuLeLjcxamjU7nnnV+YwQd31xDHHEtrfTRqDIOI51qUDHEqKpRDUu/g4skZRIlIg/ey5KZopTfPs4d72gl/9n3DlHRLLK33cSTbO20NylPro8gUZmM9pq9J6+BehEHm9bNre7cXV/bUVxaNXBdEF/Gu3V+HBDB/qI6az0BA0HBqWB60cOvBBmabXmoBT1+3KtZhpFK/SU89MLIQNcUODqmfm1NOn6XHahKHSY83pD5b9E64SMn7wpEG7jzewI37rbQAZEXhyz19bAqtGIg7iljTTCjiFK2hy/vgmWuf67Lc+WKOA7D3zaeE3zI5oitV21O8cr/0vPV2mOYyjItRPfUf3FnDo2U7p7hZcAHuBFJKfP3tR+la8CxhQuoPFDKjwVw3R+o5xJ7N6QQhkGc/rgLzwu6IoLxdGFN2+jVAxMMe/gk+9JDFkXYVF+ip3QplIo4qDt36hj0n4gDBkPeWvhgb62aq1Gcu/kY5IkSR4SyM/f7ooXqJ1JuLdNHanr1AF5XwSL+vbdNqNqQ2m16UcNQDVhnCAwCPV4brVKsToRGwdLNTPMa0p76k1A9ff3VDEQ4uxPA88zx7xke0w7GJNhs6AKYT9td2ZP8szH0vrKee48IjW2tp2g6qNvmIkyHht4SxyWJCvoYqOnf3ruicBfPSUNePDLzimLDNg/I2TSHXmEodKHvvtPjcx0/jb/+51/Gbv/w6furTwzZAqq3nX//eHYjMrG2D8wsz6PTidMa3IZgbmTXSjA1zWT4oL2u/P3qohmbdxVvXlwHklXpbpgdgXx/TZPxCgTK3luv/Xl7vI04EjswWbNaWoDz1ImE+0Z45mHEbkBU99QCw0hogSrh9Tr3tvQB1TsUxICVuPlDfa81n8Fw1FtCHj+VwA3cWN3D88Jij3szn0K9bwqjlYYwpD9NbbLHaSxw5eggAcP/+EwBqMg0hw+t69hwcRKptBACePzuHF87OIfAZ/tKfetH+4pbv6fjhOojrQoYR3rgyn7uvyeqQyI8V9V0nvcYbmBR+m8Xe5l5Rz+FYFw0s8llsfPtf5e7r9GNEiSgVDzaD+U3Y8LW3HuIrP3hove+dW6NHmW4F795aRasTlfZSzwImpP4gIftjzlTad2z9HAcnX1EzgO9+W/fUF+43i3UGqpdni4UGrw6ceHFiwX+GUDpfKlLEd7XSfvp15fa4ebCLQ4bUr7fVb9lsxqxKfcRBAMw0/VLyfLsXoeYzTNe90qz6oVJfVOPV7fWA5TbAABCOUOpDfRzFwB8hJDiXaNbckv3eFBDqPsNiRqlv95T93nMdOKS8ETYFhI1CS0H2ov+d99XGSZFGfaJ5LkjCAW3JT8lJMqaSXixEGYzoRd5q334Oopg7wVSLiqXwteehc6lSXzgeIH88Y/bUm6Lzvti4qQfyzJB6OZ5a77kgFbbkUc8Zp7fZOFBW49bWXn83QdVa+LmPHcN/+Ctv4OihWu7uU/PNdITXL3zuMhqG1GdakkzCOKN5pT7hQ6WeEIL5Q3U8WVPnqXFG+R4tZXpk25OKxSqzLvbDYitRnsgBwIMltT8qppzbgjMBlaP0h9+9DyFVoYJRgmm3DuHG6Ux5c+yNgMFxCBZXu1tPv3ddEAn82k9cxJd+/CJ++SefS++qBwwu97ESbuDhUreC1EvVFmL5HESi4tyreE7h81dhita3FIa6l3A9DxwOFh8tAQDuLm7gyEwtY7/PF9QN2Z+bCfBXfu5l/MoXruDVS0etr237hgghOH1mDg0i8OL5fAvtcDLAkNQX21C4UH3+auRemVAba3vRmm9e483oLHrXv4OkPVS2e9pVstWgvCgRuRa9LL717mN87a1F633v3Nw6qY8TjsWV8jnz7ffUe2z0otGOiQ8hJqT+ACG7Z81W55s0AAHZW1LvBhA/8ZsQP/Yb6t+2oLzCYj3FaujwfppKPS7k2U+AtB4Cj6/t8KAnOAgoKXQVF+gpuouBWn7jQ1EcatSNUh/iwZN2upE0G9N+oafeZQ6aNTc3nx0AWl2leDfrbpoon30eUO5XNxfv6YaHdoW93TrDPuFo1NzKkXuNmlu6kBsSfvRQDY9Xhxfsja7a0BBCEPisnNCvn7fcytt/zbGfmm/ia2+p7ITcxbdQOAocD4xQrO1QqVdkqJrUryXbXYPz6qr0dI+trfC1T8FlJHP5T4/HkEeb0lZSjBWa1LQN7NOs+memp95SELWgpLqPWQgYh9QzQlGnAVafpgKqSf3xGRenj03BKew9GHXwv/3rP4K//mc/hs98bCEN3VzPTsYQ9p56s46YGe51n6VroblvpuGVMz30WiekUmFz96XW/PwamF0vh6S+Dd+lufR7YvttOQ4EpWivdVTfvyZXLqWYcRsAGabRA0iD8abrLh6v9KpnyVecK9kWOYeo782g7jOQiGG5v4FemOBwRZib7bS1td6NBZMjNeJ5e96GuhUQAk48rC2vAgDuPe7g2Fwdnv4es+dCuzsk9Vt4g/JNFb/pOg1A4eSKwZ5rD4y0pfObSTPqcUWlXv37/egEiOtj4zv/Mr1v1FjcUUi4wNJ6eQ2PYo57j9u4u1guanf68bZS82/cb+H3vl0O5n7zgyUcma1BCIn19rNzPQEmpP5gQQ7tpdnxQQ5x0NytfuRRqM1UTalXtlQgt+hOsQYk5NbVq9mTkNPHQd77ne0e6QQHCoWLLGNqXFjhAj295TCzTd713CdVwOMBLg7VfKWmrHdC/M437+LNq6qyXwtcqK8o34dpSH0xDG+jG6EeuGjW3NIce3PxLvfUc1BK0LDMdY5GXJDDWJH6YoqvuYg3LYTfKGJHM0oYoFQK40oIPGYpPKjXWWnlL6zGzv/ac0fx/p019Twh0jF0xfXIjFYbV6mvzBqr6BsHjP1zl4irOf7Ce+2HxdS6KU5bZjLnXamw64IMbCGCNRAAq+O6JHYC5u1oTv2BwrjkpGSll5WBY9nnFMNKqzD9tHuVHaVujttK1QhcEJIPE+Vcz6lnNNd2lO2pB5R1v93Pu6amG1555Gci0r7l1VLBUSv1RddRTqlX9z1Y6uLIbA0k8/eq+qsTz8Vz83VEiUiPhzGCKe2mWOoPf19xrPrtpxs+Hq/1EHOxtcCyET3s9ZoLGTK04i4kJOamy6R+5Jz6itcdWYwiZNNwxylWh4DYv/yOTSBdH4P2BnoDRTjn5+rwdCr9IKfUx2gEbAsvPKpFqtzaQAgpObwCl0LI4Xlofgd1n1USd6AcjmuKAQko/IufQPt7vwspjCBQnb3zzs0VvHVj2frxkkRYJ0csr/ch9esV1fObD1ojiwdVCfwf3F3DH715H//8j2+mt3X7MW49bOGTLxwDUN57fNgxIfUHCdk+Rstc+P258JaTkQFYLwLT220LIATy3CeB+98DeuvbOsoJDhCkyXHWqLhAT7EGYpnsXijTh6A45BACjzlY74S4u9jG73zjLn7olROgDoGEuhj98fcfAFCbRZdRNGpuqcez3Y1QDxiaNa9E0M2FeGktb2mLYwGXOiqBv2jZj+0p9uZ59aCc4jscx+eVLuRRosqBR2drWFob/n07vTh1JdT88nxpc+yrhQur2ThfPDkLISTuPW7blfrcGjl+4ZPkbFEZWAJBh6+//fFfpBg+qoOxbEr9nm9azfdoaZlJQwKtCd2eddNNdQjmarQPpJ4+iz31mxF0b8vK59B5sfl3NUXrOwiA3AUQAulQYMxRjo5D0Ki5uX5YLiScdE59RqkvkfrhGhQlmRF5xZGaXODQlCKza+1ya1AjYKVxoKa3mFKSZocsLndLSnclIfZc+HqU3vJ6Xx83RZ3WAElwpzW0H5se+umGhyXdo1x0FIzEiB72euAi7jkQkBBulDojxkLFuqawSRbEJoGQaW7Ktt1SuwsW1FEjIb7z/mM8Xu1qpV6T+gzJ7GSCIXeEEa0NRX5gcifMeW2u3fWAlYLyssp9qa0uGZ6s5NwnwHsb6Lz7FfXYVBgo7yGu3l3D73zjrvVjJFxYw/qW9R7A7IuyWFzp5vYiWXzj7Uf4J//6fet9V++u4eFSF//o//1W+pu88aAFIYGPXT6ae99nBRNSf6CQ6fMszDHemfVzC0eQ9luWVRoAuU1CzfHBCMXKdjZzCy+pDdr7v7fNI53gQKF4sfbc0ngac1HeNasnIZDnPgXcexPoHtwU00HE0eqEuP+kjR97/SR+6fPD/sUfXF/GP/+yqiKH0VCpL/bAm768Zr08o9kQ4+v38n2xUcLBqKM3snZ7qa3KHsU8VddtQX7NmrLwZRVf09M5Nx1gtT3A964uYXGli0GYpBuamk+tKdOHZwKsFSxwRiE4MqtUqkcrXQhZWB+BXK/xFGuMTeqrRNJRAWPTrIFQxBjw7SjFxRYVRbqKroBpVkdPDBCLrY0J2h4KwX3AaPLoV1u6p1lj77MAgGfMfj+mUu8ykGxLyDhPG6WYFjC1mw6U7cJxxyb1ADBV93JrhumpV/b7zPx5ve4Fute5HgzdQlGsiHE9YFalfqbhwXEIVjeKa5NAs+6VWpdMMNmhpp8WZdfaIWaafu5xo1xCHlfHYYiGSwkcQhDAx2J3fXgMsVpvZ6c8dHoxuv0YnJfbIEvFRIMRPeyNgCHqKGrAvbDUDiFtmRxjvO6m563HRvbUN2gNDsj+rDNjwPFqCEiEf/GV20i4xLFD9bSNwajKQkj0BsPC9riw/clGtTZMF659NV2Ub+vz2rj4pupeSalPMv8uTrXJ/pYSfxrB6Rex8c1/ru7Tn9EWlBfFvNI5wrm03reSccQUx/OutgbWEbsA8G++cQfv3lq13nfzwXBPZNaLJ6tdUIfg6KEafI/m3vdZwITUHyRkV3vPzV3Id9X6uR1YNqHG9jN2OFUW1AXOvAFy7Y8Avh8b2An2DNaZ1i5IWCT1JpRpFy/KCy8BbnDgx9strw/wZK2PY3PDwKR/96eex9fefoRbOtU5Mvb7uldS6ju9GPXARSNQ/exxrm+U4+LJGax3wpxan25afTe9uBtk++GKF/koEdYUX/PfjZoHKfNWvUTbVeemA3Au8Z/9o6/iN/7e70FimAgceAy9fjmR98hMDR09lil7OwD4LkU9YHi80lMKczZzBMhtcKZZY+w1klSpRhVqNDAsSq1spyhV3MkzPX+8pNSrUKq9dWVZfq+UQlKaTlxRrjFLYXdU3sB+OMmY/+yMQzV/hk176qvPyUpsobd5mjX2brLOuKDuliaZNGtuTkFPe+qpk7Pfr7UHCDyakq164KaFxSjWRU/fLTmITJFyquZaSD3XYaH2nvqZpp+O6Gz3Iov12h7SKT0GqsOIV3TPsUm0n2INdEk3bTkIE3WteOPKMfzlP/0S/sLPvohf/skrtle13IbK9QcAXOpARBREEoigfH/aImo7cU3r3VbPV0BPfKo+Xx1C0GS1p5v/kIXr44UTAa6cOYRf/eIVnDjagOMQMErSc6HTjyEltqzUW/9qI37TRRdZSur1PqKrz+/phoXU86E1v8p+r942QfOlzyB8dAODh9dSMh9arO+DiFeOxJUABlG5AGXcKQDQKewTVtsDxLGwto6ttUPcetiyFrWerPbwxU+fUa+hw4cfr/YwO+XDIQQzDW9C6ifYO8hM4FxRMZpmDbSSzp6HhAyPobBgm4tAUX2ldaxG21tk5dlPAFEPuPm1bT1/ggMMi+JJCUWDBrtL6ikDzrwBXPsywLdgP9xnXL27Bi5kqjwDwCdeOIa/+QsfQ2+Q4OFSJ9dTX9xkdvrKfj8M3htuNKNY4MLJGRAA799Zzd3uUgf1WnUvexgluPNoI3dhixKeKgvZjWu2px7IV/UjrjbBC0ca+Ot/9lX8Z3/50/izn7uEwzNBRqlnaT9r9r2OHqpBIt+7avpdKSVo1lwsriqlPoXjQDJWIPV1dHhvrFn1sqpv0dOj3UR5gzBFTbvRNs/f7JJKiEraL/Som/fYSzVKVpFJzwUGGQJjuZ8Ie5/29G6Nq9wEkrrPTk89ZLUVO4uCa28sjJEmbjDF6ohkgh5/ig4IyrZUrJmqe7nAUM41qXed3Jq13g4xVffSf9cDhn6YQAip1scKpT7R4+SmGl6+eMAFhASadbdkBx5EKsOkWffQ7qnnqEwRD2VUqOf677Wix3gaUn84aEL4EW7cV8qjKTq4zMGhKR91n+Vml2/2VlXrD6DcUWePz8AVHs6d9y1PltVz6k3rXSU5r65gjTOGcd8cQeOABWiyBD/62kl88sXjqfXeYzQ9B805ulVST6rOD8D6HU2zOtrJMLTapQ5cRtJifmcQwyFAo8Z0En45TLIesJL7JKvi9yMO7/hFsEPH0fraP0tJu63XXSn1NlI/3HcUsdIaYKapfitFR9/axiDtty+i1QkRJQI3Mqo8oIoQUSJwen4KhCAtzj1Z66etNdMNHyutZ+V6ojAh9QcJUqZBUEVSNM0a4HIPZ9WbQxDDWdk5EKIt1fkL/zRrbL/HqTYNnHgB5N1/vb3nT3AwYBkPJj3XumEo2sR25e3PfgKI+8D1r+zq6+4W/tO/+El86ccv4a/86Zdw8kh+BvPC0SYIAd67vYpQK0cmiC7bd9bpKwtfM8iPyAMUMZ6qezh2uI73bg/bEMyc40bgljat6cimSCXO3tFuATO2zqbURwVSn03uj/WxBz7D5dOHMDcd4IdfWcB/8hc/hXldyDhxpJG+T/a9TKFjKVOpjxMO6ijraaOmEp5lccpGoQdzmjXUvN7/P3v/HSfJdZ734t9TqXOcPDszG2dzALAAFosMAmAmAZKicrBkUbLppOCfZF9f+15dWTYdJFm2JStRoilTEjNIAiBA5JyBxWIXWGzA5jA5x+6u8/ujunt6ZjpUdVdP98z28/kssDvdXedM16lz3vC8z1tmkNG6pmGZU3nWrq5o+BRPeeVG+UIIeWpIPele9VWtTy/k1ee2TsvDES6k2A/pbG9iBXrVa8baydSTbjhmQ/RuMUOidJ/6QkH4fMho45QbnHcFqoZI2g9cBP06Y+k9MJkymUuk8Ho02uMBRifmFtHfc2vC/V4dKS2nIbPf+r0608vKglJoqrBo/jmZ+oXApoG5hK00N5/C0FQCXkthP2VKZmaTyx06WeD+5ejQjKUDCapivTGiB8A7z8XByexYeqG+9DkQBbn+FKxhD/h0br+mk/ZABDW43Pkq+YQXcuoL/d6587Hh1I+shHaHHehemF3+zOi6knVaM+vQCf2+mOYCgMijk5FPtNpioKQz9TMJvB4NPR14yNWdyIjS+rzL2Se5nSRm5pIIIQjuupWp46+SGB9KX6uAU18gU595fSmGx2Zpi1tMtemZpU69tZ7yBRAy3/FS1fyM2HAoYBDw6dnnuH9kmnjYCla1xf18cHF02TVXMxpOfT1hUZ96wzrI00bSQj1ydTe0LLUqn6HhMZa1NKq0Hk9uvAkxdhkuvVv2NRqoA+TL+uVpf1WVSLs3BJ27Ee/+yN3ruoSWmJ9tPTF2b27OZl4yMHSVHRvifOvJE8zOWQ52trd9+lCSUjI9m1yUqc+tuZ9PpDB0hc7mIOeuLBzqCzX1FmU/mUNPy9bUJ1Kc75/g9KXx7L+BvJn6bEs7f8apX6wynS9TpCoCNS1StbEjzMR0ggv9E4uu1xT2IrBKFBbmbma/q6BPtxT1l2bXl6ixh7P0eBvrKx+9nNy6xfxZS0spvIz1m89QM5Yr7Qth9aW29TuUjQJWY65Rnc8AL1HTmaL6QWeLfl8GtbcukZfAvByGjkiZkCzNQMkiE4S3Qb9fKCupYa/6Mmrqx9J74OXBSUxT0hrzsaEzjASOpJW382Xqwdo/E2kKu9+rMTufWkTfTaRr9EN+Y1EnkoxTkg1szuYKiVrXC/gshf2JqXlkzntLwmMg5ub52Y9u5yc/vI2f/ej2bD17RAuQVOe5MmztnQMj08RC+bLoi1HUATeMBWHMPCisUZJet4WCUZ78XTJKIs9+uBRhLbBiLT9LQbZsRoxfgcHTi35uaGrWoc1k6v0+B+r3kD/4oaYDdXlYO+E8/oEvRxRyaiaBz6NlA0HzOZnyzJoOeLW8AriGrqAqIquv4990LYrhJXL2aSB/9nwukV8MbyFTn8epH5+lOeJFUcQyRl/mGZyZW15GmLFRcpMCQFZIM+jTrec4/e/B0Rmi6Uz99vUxzl2ZYHh87VDwG059XWGxEJSw+CZARiREqb7CsMyo3+en/4glkf+IFmAyNUPSdNarMotoJzLWjTjycHmfb6D2KFhTvzKZegC56QBiog8uHHb92tXGp2/bxIX+SQbHZvixu7cSDFhGaCayPDWTwDQlQZ9utcgTMJrT1i6RNNFVldaYj0sDCwZPxsjMGLJjk3O8fcJqqZeJ1M/Np7g4MMmZKwt1/UBOpn7h8M8cnhm2QK5CbYYOWgxdrSE0VXDk1OIIv8dQCQcN+oYXHMLc6wV8BsPjs5b6/VLF9pzAkUcx0IVWWdDIk3FcC4vlle1wL91S9fyBr8hKUUyXzEcucwILiKUWqOmE6gedUXUoS6iwDpHdNou79nIp7bZY9jUXBQKrS6EKlaDqY2i+hk69qjl26jP1wuf6rD2vJeYn4NVpi/s58oG1xyx16gOejCp4gpm55KL9MZfNlNl/woHFKvuZ/TCT/c/N8M/OJzHSzKip6US2/7Vd6vXy5y/n99WsXvUXJkaZmUsyOjlPS8yX9725EBT2vaWneNCnkEZJqUy9NIz8XRdKrVtbmXqrV31qKWurFmjagAy3Id5ZbLvqmsL03EKm3tCULDW/IhQJ1OUTrfZ5FspKJmcSaW2JPJn6tKPt82rLBOySSRNNUTB0NVtuJzSdwI6bife9hk4yr/p9Ifp9huqf77XhiVkiQQ8+Q2VqSU19Jhs/s0TIL2MjKYpYlBSAhYBK0G8Q8i9ocAyPzWYz9b3dMRRV8Pp7/cvms1rRcOrrCDInOyI9mZY01kJU0qJ01c3g5NTUF1LfXGLshnWLLlOJMSc3HYQr78HoxbKv0UAtkeeY9+Q/oCNpmq7pNk033I5s3rgqg0Nt8QC//89v5x99Zi837GgjErAOnEzkObcuTxECv0/P/iyRTCGlRflrjfsZGpvJRt6HxmaJBIxs1v3J18/zP75xiJQpswf5fCLFpYEpzqcz/Jmauoy406JMfZqS6jGWt+1Jpko79Zqm0NMe5mja4M4YyLqm0hb3czaHPpehvwLce2MPP/ahrYT9+qKVttQIFkJYTBAbgU9RMFudFgQt0AosopcXlMo3nvTkb1VmBb6qWVNf5HefLZ2pz6uYnQ46l1ea4ACax2pHuCay9dZ9kKX886XsEbtbZ54gfCFUFKxyA06F8vw680mTmbkk569MEA158KR7hG/sjPDeaWuPGZtaSr9PC4hNz/P+2RG6WoP4PRn208L4yaSJlq6PH8sJoM5nM/XWPjGdk6kfnbQ6lPh9OpOzCcbS11uWqS90/zyFBRGz7YPnJzjXZ+0/LVF/3vcuHasgH6REq8SMRklqqUZJtnqncKbeaQtGSAcDSmT4wxmaeS1LRTIQArnxJqs18+RCT/aO5gCPvHiGp14/n633dob8LDKgYKBOCEFECywKzPk92iL6/aJM/RKR28z7c519WDiHPbqy6LwPbD+IYia42XO8YAed/Jn6wk79+OQ84YCB17NYA2gukcomEJYGEDJ18t2twWWCd6OTc+iagkdX090y5rL3I1NT7zFUNnaEOXR8YNl8VisaTn09YRH9Pp+6s7/69Pti2YM8h0AkrdY8WEmUv20rBOKIdx4q/xoN1BRLDdNCB3SGpjtWhU4OctNBRP8JGDrj+rWrDUVZ+AIzFM5Mv/dMVj6T8Ql4F5z6zIFqaAptMT+mhItpevvA6DSxkDdr1H7/uQ/oG57m/bPDOUJ5KfqGpznXN8HoxFz2sDV0FV1VFkXurcy/mjWec/s0zyfNbP1nMXQ2BzifNkozBoSuKbQ3BTjft7Am5hMLQYJ42MuBXe0YmpInU7+8JZwd56SgX6QvcaCWIKMU7rh2XOYpacrT9jEzxsp0OslTU582GEW+11UVqeSv01aESH/3Vc726ume35NDxd+3WuCkPZ1DSrMd4bEMVowdUgiK5kjoNJN9vzwwyfn+CVpzstab10U4fXmc2fkk41PzizL1mYDk5aEpzvdNsLkrmkPJX8x+0lSFprCXyen5bBvRjLMRTgt6Tec4OqMTs4T8BgGvRioluTJkMY/8eTL1+UU6DUuEMs/e4lM8aKgkjJmsAxJy0j8+H2xk6iXLtRbksjqoJTCWl2lmPlm6pr54MCCctjeHyum4VA107gJPEHHkh9kf/dSHt3NwTwf/7etv8eLhy6xrCRa5gEPoGqKAaObS0kZfTvvG6dlkuqZ+ccs9sM5uRVjdaebz0O81LZ2pzznvVV+QgeBW7vK+y3we4VRLE2h5MCPr1C8ZJ5G0dDECXh2vsdipzxXQXSrkl8m+d7WGGFrSb350Yi4bUPMaGmOTczz+2jnACrxk0N4U4PJgjbt/uIiGU19XyKHfpzP1Ise4jGjBFaipLxJVzLPpGoqOVzEYTIyWP6gQVrb+7Ot13W+8gQLId8AXyDrkq/1yDc2bkKFWxOEH3b/2CiMa9GRbvGTq5zMZ96BPz2aBMgetrqs0x3wI4HzaqR8amyUW9hDyG/zhr93Bb//c9QBcGpxkPmlyTW8L/+YXb+SLn9sLEr726DGefctiy+iagq4ri+huc4kUSrpG3u/VFrWgSebUwBdDU8RHfzpYkTnYdU2hoynApcGF7h6JtB5ALpY50oa+rCY0ogdtZbkLihEpAqnnF3kEaw9OypTz2vECz8jSto9gGWdVVSMvpn6f+8zmFUstnN2L6IHqZ+qjXUhfBPHuI9UdZ4UgKFDqlosMQyL7vdsQyst8zmbGNFwmA8U1qLojAcR1LUFUVfCNJ05waWAym20H2NwVIZWSvH18gOnZ5CKnPiNK+NI7lzGlFQAI+HR0TeHN9xcouIk082jjuggAh9NlS5nMYEta3HMmh34/OjlniXKl9+mMvsmyYKck//3z6AVFOjMspJR3lndODi76XYqhYOtOKFlTH0mzMAfzBOqKjuwx8tfUlwqEegxEMgWpwqWc3nSJVU1LRXKhqMiNN8KpF2HOCsSqiuD+OzZz/fY2Prg05lj5vmjMRNPydh+BjFOf06veo2XLQ6ZmE/gMDV1dnqnP6OHourosu55MWtoSufT7DM4FdhNVpumefm/ZXOaT+TP1mb73SzP1mW4RPq+Gz6MuUr/PtKIDS4E/FyPjVsvK5qh3kaAlWM9jMP3sx0IehsZm+PaTJ9izuXnRntAU8dE3PM1aQcOpryfkUh4zmfqcrEhED1S9R+dCR7v8Qnn5NuuITcprUazbC7oPcfSHpd/bQH0h32Ft6IhUCpKLI6t+1YsqlMqYHYUgBHLzzRYdbnx110hFggaDYxn6fbouL50hD/pzMvWJBcfY0FTiES9nL08wPZtgejZJLOzNXtNraAS8GpcHp0mk1aIjQQ9drSE+ddsmHnnpDN944jifvHUjzVEfhq5mKfJHPxhibHIuuz01R3xcyoluJ9J01VJoiniZmJ5ndj65wArQVNqbAswnzGx2K2+N/jKnfnngKKIFGLGT5S4glGddd3mXjwyyYnyO1+9yS74YmwVgcK46hmshlkE2s1uw5x1FHcXwCgSdURSL8vrBy3mVp1cVMt+zDfq9FBRck4U/VyhjuhwRLcBkDWuVZbDZEhxL2PsdVUXw4x/ayhvH+vAYGgd2tWdfy1Brn3nrAsAi+j3Ahw+sZ34+xfr2ECG/gaGrfOTAer771En607oeyZSJpgkCXp3OlmA2Oz4yPodHVwn6LAc8N1M/NmmxAjKZ+Qv9hfahQs9fpuQyv2hX1AiycZOXX/3MHn7jp64t/OUsGyr/ApN59s9ceBQDr2Is2+syqadCwahi2gAF91zIlj4VW+f5aOY1R891IBR497Hsj4QQ/PjdvezYELcvlLgIBb5bXYNEfqc+oi/uRBXw6kzNJEmmTGZml9Dvk4udek1R8GgKSVMuFtRN0++NJa0iAcYJcDzZzr7ZV5fNZT5hZrPyuVhQv1/8WiYz7/doeA2N6Zya+hPnR7IMm6VCeUNjs4QDBpGgh/Hp+UVil7mZ+rtv6OFf/fwN/OxHd/AT92xddI3mqGWTzMwt1wZYjWg49XWERb2Ts32YczP1AaZTs8yb1ezHXfhQlwUVzYOV1+OpGnLjATj5nNW7voFVjawmxPTiA9o6lIPVo+l27AJvBPHO6s7WR4IehtLCL2OTc4ui/QGvzniakj83t+AYA/S0hXj39FA28hwPeXMvSyTo4XI6U5/rhB/c3cG6liC/cv8e7r6+ByEEhrZwkD/y0hm+98yprIHcHPUtoqxZLejsZOqt+VwenMpG8nVNoT1uOcsZFf6l88sgl8Iu8+g2RLQg8zLBVLK4mq2kSDbEU7gWOaD6UFHK2++W/joFdCdCmh+BqCKVPeNM5ikHyKX/5rMr87AjMohUSQRzGXquBc1YlfoZi1F0FS4gw5BY5OzYSNV7DEc19WYta5XX7wczCceetP2RG3e18x+/eCu//OndbN8QX/Rad1soK34VDSxWif/YwQ3848/t49d+8rrsz+64toukaXL09DCwkKEEK/OfEd4bHp8lFDCs/dFQF6nfj03OEfLrWT2SiwMOS2hKiHTmlkjYydJnUeitBfafXISLOdBFGACFssnFsFRHqhAiugv2ppvQPLDhesT7Ty5im6iqwi98YueytVkKIvuffGMVz9TPmQlm0kKiPW1hkqbknVODTM8l8XlUFEWgKWIR/X1yeh6fV8NIO85zS6j5mqZiaOqyevb5pMkrs1tolsNMnXxj8WuJlNVXPrGUZp/J1C8VwrN+J59Xs2rqczL1b77fT29XFK+xnC1w/NwI0ZCHaNCDlDCUk60fn5pfFFDxe3W29sSWMSeaIxbr5pLT57VO0XDq6wjLqFKexTWXYc2qzalKljONrD2X79AoUKMX0f3uGHM9+wEBRxt961cTJHnEnjIHdB4HoKqRdkVBbj4Ip1+B6dHqjLECiAY9DKfVk8em5hcdROGAwcCo5bTPZrPdGQM0yvHzo1mHe2nbo3DA4MrQNPOJ1CKRJ01T+PWfuo7t6xcMEF1Ts079pcEpTElWPbc56s1m1cGeUB5AU9g6QC8PTmWvrWtWf/uu1iAPPHMKSCv6l6Lz58l0L2h8LDf6ZuTCe4sZTrJIhtNqORdw7nAXKlGZz82MW1CFQkjzM1CtZ6QQDdaTNsbNwo6mLKADANZ3P2POMVfVoDOg6sgNN8LxZ2F+7bQiKgqPkf3eRal+32nIIsJrSxFJ2xYDlZTRVQLDDz3XId57DFKVZ8x+46eu4z/841v4w1+7g3jEW/L9mqYQD3u52G+1xxuZmCOc7kKyvj3MpcEpUimTkYnZbC27V1eZTmcOrWyoRfX3eiynfnB0hh1OHLpSIp1a0B4Lycl4BWr4F8YMLKPfS4qUL4Flt+bZ10oiE9QowUipuf5DHsgNN1pCj0uCUh5d5YYdbQ4uVOI704pk6pf4B6GA9X2+cOgSiaTMtpbVNWWRsz06OU/QZ2QTA7nZ8AwDz6Mvd+oTSZM+M8J5s4XR57+17DVYXgNfKFOfEfTze/R02YD1uVTK5N3Tw2xbH8NjWHPIlBQcOj7A4ZOD3HVdN5GgZef059Dox6fml7F08qEpYpUtXhpsOPUNuIzlNaOLa54yBmt1qUdFsjQeAxLJZRtPRAsylpisXNFc98CGGxDHnoTEGmlbdDVA5ikSNAof0BG9yjTdrmtA96zqTF4k6Mm2Uhqfms/WaQJs3xBneHyOk+dHF9WlA2zpijI3n+K5Q1ZtfMbAzL1u//A0iaSZpfBnsLT209CV7PX7hqf42MENHNhp0VybIz4GR2esNnPYp997DJWQX1+Uqc/U4v/Yh3o5dmaYF96+aI9+7zGsEo+cqH9Q86EgGJwfXTb2YCpn3yy2V+Xp8pGLiBZwHFgV+RSNDcMyjvOMFdUCDOX5HdxAwfywx7Ce4um0o5y3BMtTWEQwU4O7EtTYDTcAEt5dxQHgIlUOy2AYBZ29gijQXSEfvKqBR9FX5t4VgNx0E8xPwYlnazJ+S9THxYFJLg5MkkiadKYFzlqiPkxTcnloipGcFnkeQ806H6MTs0ggFDBQhOAPf+0O/us/v51fuX/P8oEKbT1GurtHgecrogVIyCSTJVhIuSiq2ZCt4S9WVx8skrAprKqfd18rZR+WCGpk56QFGa2l/kM+eAJWUOrdH1UYlCohQqiriAKZ+gzDayDn3Pjxu3vpaA7wyVs3srEjbF1CUxbVu49NWh0iMomB3Ex95hw2DHUZ/T6RTBH06bwwvZm5i8eZOXc0+9qCEO+S7H7CXPR6BhMz8yiKRfP3edSs437s7Ahz8ym29sRIJE1m5lI89MJpwGIPbuwMs31DnEjQQ0vUx9ceOYaUktm5JAOjM9kuFcWgawqRoIeL/WtDLK9qTv1TTz3FRz7yET784Q/zzW9+c9FrMzMz/PIv/zIf/ehH+cQnPsHf/M3fVGsaqwt5hKBysyKaohJQvXmFS9ybQnFjN98hENWDpDBd2WjlxgNgJuC9x0q/uYH6RfaAzp+prypNV9WQGw/CiedgdnVGX6NBg0TSZHxqnvGpxfT7nrYQuqbw7FsX+M7TJ4mFPFnnPaMC/fp7fXmzRJGgwdjUPFMziUUUt3wwNJW5RMpSkZ6cp6M5wC37OgGLfp9MSQbTjAFLbMfecdIU8XF5aCqbLVDSzuP69jDrO8K8fPRKlqa3CFIusncW6JoLRqAiFEJa/kz6oLQZSCrhDEW0oHNBuDzbanb+eYz46ga+StX0FjGqPXpBozurBVClYMQi6F5Yfz3i2BOOBNbqC7J4xjP3nZ7COg8FYRiIRBJMe3XyES24MveuELxh6NpnBWPNwmJp1UJLzM+lwSk+uGjtHZmSoIwo3sX+SUZzMvgeQ8vW4Y6kxbxyBbgKQ+ZvY5jpQ16ICaNnMrGjNn8jivqIdp73iBbIk7CxwoKFWjEW29eK1tRr6e4aJbo8RPQACZliLFFfTpjcdNASyzvxTAUXSf+/GP0+kT9okGF45a6P7rYQN+5qZ1tPLGsj6Lq6yHEfn7JqzzP0+1wxumQ2U68so9LPJ0yaI17Op+LIWDcjz34j+1qh1nWJ1EIr3VxMTifwezSEENn2c1JKjp8bwe/RaIn6mJ5NMjWT4PvPfYCUkhPnR9jSFbV+d0XwMx/Zzrunh/ijr7/Fl39wlFTK5HqbLIlI0MgyI1c7quLUJ5NJvvSlL/HVr36V7373u/zlX/4lIyOLVc1/5Vd+hUceeYRvfOMbfO1rX+Ps2bPVmMqqw+Ka0Xwt5ILVpd8Xqrek8CGQpe65YRAYfstYe++xNdKL+CpAPqtBU5GqWoB+H2TeYcbBMdbvB0VFHFmdbRLbmywH6c1j/Uwsod8LIbhlbycPvnCat48P8DMf2Z7Naot0lug/fvHWvFmi267p4lfv38M//PRu/umPXVN0DtGQhxPnR7jUP4nEcuQzyNShXRywDKuUTfo9QFdrkCdfP8+zb13Et4RJsKUryjsnB0kkzPw1qYvKkwrtR4G8e9GgueAkyyICUrmt3fIhalNhvyTyiKFmYHU6qV7gK69Bnum4ks3UF3hPAaNbEyoh1e/OOWADcuMBqw3ae4+vyHg1hYOs+8JnCq+vfIjWQa2y3HwzzIzCyedXfOzmqKWCffqSZV9lhEkzztCF/sl03XzaqdfVBac+7RDYaTMniu09OWUWSxFUfSg4FZktUqqRreEvHsBcmrApScjM0445M5WiyGpHFLcLFhiroyUuuMLwhaH7Gqu9XdlBKVmUuGMJ5RVmAkRt+AdL6ffjU4lF9PtcynwmWG9oy9vdJZKpdGmLYKzzRmbPHmH24nFgQYhvaQ18IpGffj8xncCX1qJY3x5mZi7JmcvjnDg/yrrWYLYc+OgHQ4xOzPHemWH6R2ZYn2YfAKzvCPNzH9/Jc29d5JGXzvCpWzdlA3ClIIRwXC1Sr6iKU3/48GG2bNlCW1sbgUCA22+/nRdeeCH7us/n48YbbwQgEAiwceNGBgYGqjGV1YV8mfo8WfGqUuTMIsqmBYRMvEqGujfqyhTkppssFdxjT7hyvQaqjSI1unkO6KieCQJVsX2hZljr6PgzMFdfEX07iAQ9hAMGj7x8honpxDJl1n1bmkkkTe7a383mdLTaDoI+ne0b4nS3hUq22rn9mnVcGpjim0+eABYcebAUpX0ejXPpnvOFhO3y4f47tnDzng7ePjGQpfxlsGldhKGxWS4OTDIxvYRJkE/9HpY59ZZzsnyPHDFzneTCxq4sYlhDmUGpfG2sPIXpphE9yIw5x2yqCoHNQjXzWXHLzO+VJ7Bbwrm0zqfRyuZnF56AFQB+90drPwCcK3qXr9wpDxaYLPbWaV3UKvtjsG4v4p2HbDMM3ELYbzA1k+CdU0N5X78wMMlYTp2u11CZSLcWHZmYw9AUPOlAQNkwCjNhhBBE9AD9Ds/NgiulCJsug4WzejTnpxbDpOB1i+xrJWFD3DGg+tCEWj3NkQogN98CM2OW4HN5Vyj+cpGaesiICBb/XjRVyTrVFqU9Scivo2uW1Z9Lsx+dnLMc/pxSvAySKYnPoxH061yiDb25m+Gn/y57XVjQ/MkgkVann08uzdTP408HzzJlL0c/GOKDi2N0tVr//o2fuo4b0+V/P3juAwDWt4UWXeea3hb+xU9ey/U72rhpT0fR72GtQiv9Fufo7++nrW2B9tDW1kZfX1/e916+fJn333+fnTt32r7+kSNHnKl/1giXL4+STKU4cfLEsteSyeSynyfSEbihYetQCcoU+uQU/TnfnZqEgeQI586fr8qcx6aGaAUmp6aYG158uIlEklZg9NJlZpesHL/0cHr4It1TMVfmEYtvJXD4IT7Q1yPVclqCNLBSSCVTSLGwbjOIqwozgyOML3n2pZQoCI5fOY2qV49mKbQOuiSMPvc1BjfcVbVxqoUbev08884wG9u8dMcW7xdSSnpaPfS2Lt9H3MSNW0PMTo/zketinDlzatFrEb/graNn2BidYmJyCr+esD2XXetAl1HePDW5+DMpyV17o4T8KrFrgoteSyaTSHLWmWnSBoxe6WM2J0ChJCVDybFle+SsTPDu2eMEFR9mKoVpmsvWLIAvmSA4M8eVAmdWQlpG55Hzx+nU7AlhSWmSSqYWjyeltZ9e6WcmuFjQMGHOpsd4n1Y1amsMu5ianqKF5c8rUtIGjF8ZIAaMT04wP7w40+FNzBOeK/zd6AmFS3MDVTuflkLx9NA1/yqDz3+dka6bVmRMt6DOT2EA84lk3nWYi0AqiWdqmr6+PloTCZJzs0yU+IwyM0sLMHzxMvMpG+KFqRSjiUnOnDuXLYmpBbTAZtZdOEz/S99mrO2aFRtXSaa4aXuIlJnkkzfGl+1l7566wtx8isGBAU6cnCJgzHP45AiH3n6blw8NEvIpnDx1suQ4pimRyLz3PCoEydExRgo8X76UzvnxK5ybs/l8SZhPJPKvryL7z8JbJDoaJ/rP4Bux1sScTKABs3Nzy2zEzHXb0tdNbejM7hXx2VmUxDxjRdZtTBHMj4wyWuD3zyCAhw+Gz9MxGSr6vlqgKbYZ75sP8IHosFrdOUE6w59KpfKfTfOzBOcTBfdfJWnmPftykUzOMTSS4sSJE4ylVecnJ4Y5f2ECXROcOX+JiDaOKSUjE7OYiUnGxyFpSo69fzyrvTMzO8/k5Dg+HU6d72dT9068Rx/l7acezsbfj71/Ejl1KTv2ufOjgFVrf/jw4ezPL1waQKYW2zLPvHaSy4MzbO3Usj9v9sGWTh+nzg3S3eLh8qX8DO8bN6ucsvEsZjAzO8Pw0NCiOdUzipVJV8Wpt4v5+Xl+/dd/nd/6rd/C7/fb/tzu3btR1QojoiuAU8Mn0d6dpHdL77LXTpw8seznh59UkUBTvAkAERlA6R+hPSdAMjOd4p2BM7Sta8ejuO/sDgyrmEAwGCCYnkcWUiKFIGZ4kW2La1WaB2LMkaKnu9udibTEEE/9D7YkzsC2j7tzzQaqgsNp2nXTkvWi+n0EFRV/2/K6puilEKmgQk+rS+ulEJI3Ez/1ArFbfxq8weqO5TJ6t8An7yz8+qaNZlZkrppzKIQNZ0xGJ+bYvXsPE9+4wIGuNnq32L+fvVvg5v2z2b7SGezYlv/9h1UVxOJ1JjVt2X6UmBEc6v+AeEczQW2BXZB638TTHKAnsI4LioqiKMvWLIAYn0VJHqe9pQXytOmTUqKefxM1ZtATtff7jiJQNY3I0vEMnahhEFnyjLRIE+XcW6gxDz0Rd5+RkTOHgOXPawZhzTpXwqEwcsl7xPQ8wpS0x+ILNNscdI5PcHnsfffOARsQszfQcul1mm/9cau91GrB9CgXAEPXC96LDER0BOV8H+1tbai6jub1YpT4TIam2+T1LTuv80HOarzWd4Joe5yoUeO9cuoUbVdepfXgZ0FZOVtvb4Hc0idu9vDUm+cJBwz279nMupYg4fgUrxx7HdPTzrvnL3DX/m56t/SUHOOwEAgh8t5zJRhAR+ApcL/aRga4MNtv+/k6DhiGsXzfyaDA/pOL2OUQSR/0tFtjzqTmuAJ4vd7lNmIaUteJagYzqpq1XxWPB2ThfQdACfjRhIK3xHptHogxJ1L0dK3cPmMbTR9FPP3H9JqXYdudzj6bSnACUFUt/9k0Oo1ImYt8glzMzUje7j9NS2crPjX/Xhg+m0RXBb29vZw4PwoMsGVDN0G/TvzdKUwlQG9vL4Oj05jmZTav77R61787QVf3BoLp8hPzR320NMVJMc3MXJJNN36Igb53iV94BbDaRXau62bv3nXZsd+98j4wQsqEPXv2ZJOz3375JZo9ZH2in/lImOPnR7gxGuW263sW2QjFbJJy4XtjknhTnL1797p/8SoglUpx6NChvK9VxSJsbW1dlJnv6+ujtbV10XuklPzWb/0Wt99+Ox/96EerMY3Vh6WsujxUx6huRSYH5karMgVTpilv+SL1QhShVAeci0cVgzdoKeEffbShhF/nKBQ0LEbVjerBlam93XADCBXxzg+qP9YKo9oOfSm0xQNcHJjkxPlRpmYSbO1xztJZ6tAXRaG2cNPL6fewvLwjhZlDXS1Wa7qUhr4YQgiiWpB+p+u3YI368mdEFQphzTnV1u40ipE8i9XUZ3VVCnw30XTZQKZX8kpAbr7ZEst7d/WJq9rOh+e2p7Nb+6mpSEWxXVOvp53neVnlloQ2IHtvs1qSniiXxuwu7rmxh9/7R7fwO184yLo0Pbg15kcI+NPvHGZ6Nsn12+2JcsliN9BTvMtBNK38XlTQ2Ak8RkkBxqUlnzJb91149cr2ZpQ3jywpobAx5xKlT9k5acEqd4GqAP6oVVt/+AflKeEXq67RVaulZYG6+phm+Qf9RfwDQ1M4c3mcZ966wMkLoygC/Ol69paoL9vabWDEWhexkIdA+vWxyYUyp2RaGT8UMBibnLPavV73YRLnjrBBtfy/mWW97ReYmbl1/ZMziewcAK7f0cZPf3g7P3HPVmc2QgPVcer37t3LiRMn6OvrY2pqimeffZZbb7110Xt+//d/H5/Pxxe/+MVqTGGVYsmm5/VY6rWphcUf1gIIqliPXOqw8BqI6eWbbkwPMZ6cJCXdo1PLTQfTxtoqblt0FaBgz29DL9iex46giyvQPFad2/FnVnXf+npEe9zPxHSCJ9+wqH4daXG/6iHP3pRHjT2o+lCFwsDc4vWVIkX/3EjOpfJbTtKbXzskF1E95GwPLrSvFmlVVrXAV6mS7Ox88rwp890UCNZlRVOrFHTOC08gJwBcRfFNF/qn54UdqrtHR5im1VfcyXU9RsE9eCk0YRnV82aVfk8n8McsJfxyHaMVgBCCf/+rN/OF+/fwb3/xANGQCywRb3GnNqoH08rvNru6lHrWvR7EdAmnXitQp13kuuYNe2F0At+pC7ammcWSNs4F56QHGXWjjXKVILfcCnMT8P5TDj9YImCipR3fAnX1Qc2PikL//HDBIQ7samfTugjff/YDHn35LH6fjpKm1FtikdYe2jcyjddQ8RpqNjufEYSUUpI0JZqmEPBpTM5Y8/Gs24qId/Np/1sAy+vwkwtBnlyxvKmZxDLR3AbKQ1Wcek3T+O3f/m1+/ud/nvvvv59f+qVfIhaL8YUvfIG+vj6uXLnCX/zFX3D48GHuu+8+7rvvPp57rj4isrVG3pZNOZuumm7ZVPUsZ6FaII8nb2Q3qocwkQzOueioeQKw8YAlhDQ/7d51G3AVslDuoYjoTUwPMZqYWJlDecP1oHkQb3+/+mNdRehoDqBrCk+9fp7t62NV1zmRcrlqez42yEImfcGwSckUEhhMjGYvVnDllcjUQ5mZonwdRfIwDbJj6KGqBL6KZgqheOYuI65VYM5hzY+CUhWGQTHITTeDTME7D1dvkEtHYPice9eTsrTTlXnrIoaEzQ+BFQzIE4TPB11YmfpEHWTqIZ2tn5uAY0/WeioF4ffqxELetAq4PRRrY2hHiBJgILOPlRor578FxyuZqQ8xnpwmmU7YyPS6LboCw0EI+NAmc+w2G8tWekvPJzOnFCYjbrJD3YQvAj37LcFHF1tuSj3t+M7lFwZVhCCiF2eRRUMePnxgPf/s89fwCx/fwUdv2pB9rSXqY2YuyejEHIOj00RDHoQQeHTLuR9Kt27MtL3zaCpBn87sfIq5RMqyAbZ/iM16P73apWW97edznPrZnCz+1JJMfQPlo2rf4t13383dd9+96Gd/8Rd/kf37+++/X62hVy9Mcwn9Ph35nZmF0EIWLKYHq2c0ZdXv86PQIRBNZ2j6EyO0ee2JR9mB3HQQcfZ1xOEHkdf/uGvXbcBFFKLfez1FspALh3KTJ1LFyQGqjtxyG+K9H8Huj0OoubrjXSWIBD3853962wqOmMcqNArsR3poUeAzkc4+2nKSc9SbC9nfMT3EW+MnMKWJYkMMqSDl3Zs/SAoQ04IcTVg9eV0NmBQLaJCjhp0vG2QY1mcLzFkRClE9SN8KO/UYPuusOPY4cueHwVsFAa3UPOKNbyLv/U2XL2wnU5/DkHDg02M4yNRn6Pf1kKkHyzFafz3iyEPIrXeAvor0EopAUqClJFg2X5F2mj7Fg0fR6Z8boTdgr568aAjP4ykYVMwgpgeRSAbmRunwNmWXX/Hma9a1lWUBitKfsdO6MWNvDiRGq28/lAm55RbE+bfg6I9g36fsfqp4wCSTqS/C2InZZJGpqqA56iPXGsq0rX39vT7ePzdKU3ghWGX1j7fWyuVBq6NQLOxhJt22bnxyjpaYn0S0mwuJZu7zv8nF+cUCxYmkiddQmZ1PZXvVD4/PMDo5R2vMvq5aA4VR26LMBoqjQMYopoerSF0ukcUp4NTrikZQ9S3QW92C7rXo0+8/2aBPrzZ4Cx/QC0Gg0ZWZS8+14A0j3vrWyozXwMqgQGYrpocYzKGMZhyV8eQUyUwP4UKWk6oiNbWosRvVg5iYDNvNFBUy1LzF6PchZ1Rbu5BF2vlp2sL+ns9wVIRVVlPku7FrVLqOjQdA0RGHHqjO9ZNJxOV34cpxly7ogKXkKc6QKDiCjUxsBhn6fULWiVNPukVYch6OVJGBUU/wGghTFjw3LRZSyEFSp0RAsMj+k0E0U6e9ZMxScUbpNVBzAxR2WHlew9p3SrQz9KoGPsVD31xhmnnN4QmmmaaP2m+rm/6KCgZ9bDj1legN+DwaQZ/Ogy+cRpqwZ8uCyx8K6IyMp536oSl0VRAKGNnWuGPp9o6JpMmzc9vo1oYJ9r+96PqJpJml2Wd62B86PoiiCDatq8/gzGpDw6mvI2TYeFl48x/kMS3EcGLcPbGUHGTo0AUPghKU6qqUBWy4AXQv4q3vuH/tBipHocyRx0AkU5BcbiRmDuX+lTqUFdXK9px53V0KbQMrh3zbXQGjNKaHGEssaHxkMvWSpT2XC6BEBium5zd0i0Hmpd97CtbQZsZwO+tdlIvl0RccigIUz1J12jF9hfQylkIzLMr2yedgYtD965uWIS1e/3vXLulIKA+KloTkRREmyFIoCASCebM+6PcAeALIzQcR7z0GsxO1no0rEEXsNplhZxa5zzE9ZFuksxjVPzteicy4pqiEtQB96YSNlMUd7iw8HpTZJXtIqQXv8VhvsbHOre+hBsFDB5CbDgI4KP3L3LACX1Safi+K9KqP6SFGEpMLotcOsWtTnPtv38TPfXw7PTl94MN+D6MT1lq5MjhJPOJFEQK/V0OwIKKXSJj0paKcV7vpPv8o0lyg4CeSKfxeKwjwzSePMzg6w1vv99PTFsJrNOj3bqDh1NcTpFwc/lQUq4ZmyaEc00MkZYqRhPuHXKkwgfQWUzSvklOv6sjeO+CDl2D0svvXb6BC5PfqpTdtoEzlP6DjemhlabqduyHchnj96ys3ZgMuQuapqc/vFMeWaHzM52Qf++aH01mjEhmsIoaloegEVK+D9VuArFpkP/WpHryKYc3XVRSm36c+fiepj9xO8jMfRu4s0DvIU1xcK6qFGE1MkirTqKwIPddZjJw3v+n+tdO93sXwWTj7euXXy0bxbbj2GbugwF5aEDaE0BaGEOhCrR/6fQYbbwJVQ7z13VrPpPrIinQWDyg6y8QW3+fs0N1jejDLvpHZ/5RYt14DpVBgsACyIqU21mzVkkhuQvdagcbjT8Pk8r7zy1GiqMEm/d7ELDtbf+u+dWzuiqIsCUIH/Tpjk2mnfmiapohF1VcVgc+rMTZp3bOMwv30htsImuMMvLzAshkcm6G9yc/nP9TL0Q+G+Oe//zRvHOtja0+0rLk2sBwNp77e4fXkod87zxLZRtYQK5TJKVzzFXd82DhA9z4INLmaJWnALRRwEkoc0DE9zIDb5RrFIARyxz2IK8fg4pGVG7cBV5A365Qp8ViS/cqUd2Qc4mROV44sZbOI9SRttFaK6WHb9E9RyAj2ehDziUUdThaPEXK/pKlYPCPgh5Y4REKg5u8PLr1GyUyiVZpQg2y9oiK3f8hyugdPu3vtVALpCSI7diLe+CaYLnV6sZmul7qWDjTJ0tznzGdKqKkvhaaoddHSbhE0wwrqn3wOxq7UejYuoYh9RfEyi5geYjI1w2zKpsNcbKl4jGUdlvKPGc460NntoxT9fmmmvlQgFXJ+f3uZ+powgpyiZz94gtaeUQolEvWoClIRMFeEfp/2D664HAwOBwwmphOYpqR/eHpRvX3AqzOept/PJpIoAno2beBwYj1jz38Tc36GmbkkJ86Psm19nJv3dvKvfu4G1reHmJhO0NvtvB1uA/nRcOrrCQX6MC/d4KtZT5Sl9Bfp4VyIUh3Xw8zLJKPzVaDJCcVyyC4dgcvvuX/9BspHobRfiQM6biyue14RNG9EtmyxgkO1yCQ2UD7y0Va9HovOuoTmqSsaIdWfzaRnKMVWycdIyV7tdvo3x51mivL1fS9Bq47r4SoEbyss28oTaM5FJuh8pVb1ru07ILoO8drfuXvdVHIhaDA1DO89UeEFHd4HTzqY4uRjNoXHMtCEli1VqSt0XwuB+NoI6hfzbTUVqShFGRnZpI4Lwb4sm66EE7245NPmAvQaKEWcz0KfsTMfsPbGWXOeyWQV21i6AVVLBxpfsxFoLOXVY2Xri2TqjczZ53IwOOTXSZmSf/tnLzI+naApmuPU+7RsTf3F/iniYR8eQ+WDwF5kcp6R57/Nm+/3k0pJtq+3HHivR+MXP7WLT9yykQ3tYVfnejWj4dTXFfLRS/Mbl3E9XB3qsiy+qWSN0DyHTrxKEcIsWjYjmzdZxlrDIasvFOhTL4UoeEDH9DBzZoLxhE0RGZcgd9wN41fg+LMrOm4DlSGfavSCUbq85WXcWMikZ8S/Woyo5YhLWZwe7incuSF7fSeCpYXs4Oz8C7FZ6jAbVYLSrSsaYS1QvXOgFIRA7vwwYuCUOzT5DEzLqccfgw03Wj3UXWi1aruu3puj82BXT8frsfrb26RBa0KtK6G8LJR0UP/iO3D5WK1nUyGKdJ8QIq2DUNhRDWsBVKHYC5pJirM68rRNzoe4ESYpUwzPj+csvVL0ew9KMrkgemena4OiIA0dpuzR74H6FsvLoGMnRLsQr/5t6feWerR1HeaLP89xI+T699LWFOCzd27hhp3t7N3cTEt0Qa0+6DOy1PzzfRO0xS1qfiga44i6k/HXHuKdt9+nqzVIKN3zHqwWfPfc0IOmNVxRt9D4JusJ+Q7qAoJNuQarq1PI/KXQQeArHNn1qp7qKpIKgdx5L4xeghPPVWeMBpyj0CEkRDq7lP+AjmeFwFb4UA61Wj1kD30XEnUe5W9gAXkz9YWDjE16OJvNynXqhxMTSClJUphyKn2lBcZieoiETDJik5mUt1qyhKp5VbJRFSbqpQ3xtbjuvlHpCLEuZOcuSz8j5Y6TKlIJUKyaVtl7GwgqE2+VNluDZd6eDfBL2076gq6JveCDVo819Rm0bLGC+q9+bW0H9fOwM3OhCEFMD3FlvnSNdsmV5S1N94fchM0QmbZrpVAsAVQUHqNoUCODgOrFEDqX5+zUqtcYmUDj4Adw5tXC75OydGmD10CU+E6tcgl3k366qrCxM8z+7a3ce6CHcGDBOV/XEuDc5QmmZhNcHpyiLW614G6O+nhhogvFG6T73MNs62nQ7KuNhlNfR8j7MHsNRJ4NLl6lDE6Gfl9wT/FalJtCm0rVGAQZhFqh5zrLmGo4ZPWPIgeQ1XPXqAlNV269A1LJ6rW/amBlkDVK8+2RYYYTE6SkScJMIoB2bxMm1r91UURt15bjalEG7QSlRKGedtlMWX6nK2tMu2i4yhJ96kuiSKvKDOI5AZVaQW6/G2bG4cgP3blgJlMPlgDW1jvh+DNWkLm8GTp7ey5Dwi6l3obwWi4sobw6q6nPIBPUH79sfe9rFJZmRfH71aRH7Ot5FHvRsJTIS9HdDUUnqPq4MjecTbiXlHXIBJSya89Oqh7b4o5CCJqMsKt7Y1URW4dctwfx+jeyopvLUXpPkCXKn2Dh7DOr0CErH3q7YyRNyQ9fPMPsfIq2JiuL3xzxMj0Pc1s+xHb5AXtC9d2tYC2g4dTXEZa1tAOkz5t3g2/SI46yRA5mkf5/4ZYaUlFgMr8RGtED9ns3lwm57U4wk1eHGu6qQBEnwVOYSiiEoEmv0aFs+C3H/v2n1pD40lWApduSqlodQgqUA2VUgOfNJCoqG3zt/JP1n2VroJuwHig8TgkBO7C0Tfyqx16mqNADoihWRqsA3dSvevEoBpfm3GvRZkfkqii8HkSqOKV7waisYUbVF4HNNyOOPgxTLhiTOZl6AHquhVAL4pX/U971su1jbb4/k6mXIOyqimeCXgXO66XQlDqtqc8g1Ao911tnvwulDzVBKT+rRDtNsK/nIWSRnuewsP/YrGFfFIAvtXCzLKT0tW369LIIuy/fnOq9rV0u5PYPwdwkHH6wwBsyfynWscBbkv0QT3fIqppw9RJ4DJWbdrUzODpjUfNjFv2+KWr9/6lLAc6lmlh/5ntrm2VTB2g49fWEAkJQ+dRr44b7GZxFcyi0p2RqvgpsKh5FZ67akX7Db2VJ3n+q0eKuHlDksJbe4gZKkxF2XdDFNtbvB38c8crf1Gb8BpyhkHpygTUWS2fSr8wNkZQpVAfHXZa2XMIZatIjXJ6tcA8uYlRnAl9uUtllhdkbO+JacSOMicnA3GhFY1UKuflm0H3uiOalcjL1YIm37vwIou/98mv3HdwK6fVYgRQp7WfqNQ2pqradpLqtqc+B3HoHSBPxxrdqPZXyUcy59XkQBZg7GcT1cFoB374IYkF4PbaCPnHDonRLpCVOWgrLREDt60DYod+DQ12TeoA3jNxyG+LoIzCZL1Ar062ti1zD5ynZHSDDIrvsYjC4FG7Z18knbtnIvQd60FXrrPV5NHZvbmJ8ep4z8YOI8UtWe78GqoaGU19XyLPp+TyIVGpZVsSjGARUr/v1RFmnvsiu4vMgCtTo6UJbmZY4PfutLMnL/7v6YzVQFAXbdUHJft/xdKucSh2NsqCoyN0ftVrcuSmo1UB1UKiU05PfyNEUlYgW5PLcEPNmYrFTX6q9UhHtkFw0GRH67WhCFLPTvMWNNIti6maJirRdx50XNhSqY3oIgeDS/MoZlXmh6lYt67k3KhdYM5dk6gGa1iM7dyNe+3tIOuvJDRnWhM17ken0MDdvu6Y+8zm7dc36KnDqMXxWacXJZ2H4XK1n4zqkNz87MxdxIwLApSL234JSfWlBOzvro0kPMzQ/nqV0lzyxFQXT0GEy99o26fc2hPLA2htnzXnGEpO23l8X2HgAfOGyGT52NE10RSOiBepCb+AjB9bzmTu2cNtt11oCo29+12IrNFAVNJz6ekKe/Vema9jzCd006RHXH1qZpsaIIptvsZoeQ9FXpiZPUZC7PoboPwGnXqr+eA0URNEK3RIGSraMJFGFNoh20LTBMspf/TtIupD1aKC6yNcWrkjf9GYjzOW5IRIyuXydFhUjKq4dkkHG0C2qpJ8eShZw3qSvOJ0yk41yNfBVIf0eilO6NaES1YOVsxjcQNs2ZMtmxMtfray3/NJMfRpyxz0wP1WGPkcZLe3AMujztJQtiBKB1VzUtVBeLrqvgUgn4qX/bb8TQL3ARia2lNMWUn2WSNxs4aCZ3W+l1P6TQZMRIYWZpbvb2UJMj2679GPRfBxk6oG6cF5tQ9WQuz5qdXI4f2jxa9JGuNWGpglYtlXN2ooWgOy9HRTFCoI2UBU0nPo6w7KNOJMxyrPpNhv2xVIcj1/K4C1gJOiKtnJCO/FuZNc1lsLxfHo+ZYsWNVAuitXoWgd0cfo9rCxNbCnkjnshMVOZknUDK4ACZmqRTFNGUCphJpkhJ7tZsm2QVrJftHX9MClMBkvSzGXhhGwR5hNY+3xCJhlOuKRVUqkTpGlITS3NYqhC0LksCIHc9VGYGqxMNM/M79TjDVnlYMced3b+ZA14m+r3XR0kP/8xUp//OKmf/Yz9YWwIa2WgKVr9Z+rBuqe7PwZDZ1epaF4JJmQiCYnC9yEjElcsUw8SIa33FoUNOjcsiHZm9T1sLNuUx1hISJUKZuTMh5k5W/uUT/UQUL1cKhLcqEu0bEa270C88rXFonnZ4HCxmvq0pkkpsdJaljYWgu61gqAfvAR9J2o9mzWJhlNfd1jyMHvSWZF8mXojwnBinGQl2Qd7s1gMX2F1UkNoJGRqxVQ35Y67LdG8178Bk0OIR/8TzDaoPSuJorfa57FEnQoIjhmKTljzc7GWGT1vELntLjj2JAyfr908GiiOQuvM5y1olDYZEcaSU0ymlr5egpaa1Q4pnmWKGWGLZl5BUKoU3TaTjaorw9UGZbfJqL0CfhaBOHLLrYh3HoSJMr/HpUJ5uVh/AwRbEC/+dfUyx6oCAb+VsVcdmG4+b0ltiAw0oZKogj1RFUQ6YMMNiDe/BbM1YnqVAauNYWFk2Zkl7lmzESmqqWQ7U28z6KMKK6B1aXbQdjDKzHXq7cLrtcpMbHZsqJvgoUPIXR+G+cn8yYQiX60skujLRbMeYSw5UX/dLDp3Q9NGxEtfqYw51UBeNJz6ekK+SKamInU9f6Zej2AiXaXYSBuRwmLiZ3ra6FmxjcTwW21uTj6HeOkriLlJq49tA3UB6SttoDTr0Zpm6gFLNC/SjnjxrxrqrHWL/IUexeijzbpVe3phdmDJh2xkjUpk0MFygmJ6iItLr79sklBwQF9xo9pQdCJakIsuPSOylCK2HXi9JWm1zXqEidQ0M26IebmBTTeDN4x46a/L+3wB+j1glYPt+QQMnradOc6UUxQqy3ANRYJeS7EqaupzILfdCaqOeHl1iZ0WveNZIcrSIp2D86NFEig23foSbLqlyLTwLFVyBJZTv0j93kYgwI7NkAsruFFfNHNb8IaRW++C9x5fSCakW2DZWh8lzqZmI4qkzoLBYLFs9nwMJgfgnYdqPZs1h4ZTvxrg8+Td4KJ6EBXFVYdogX5fnP7DbKFMvdX3dDblXDSobKzbC03rEZffRQbiiDOvwsUjKzf+VQ5RrKreRlS5VMZhRSDSRvnIeeuQbaDuIAol131emJsDc7mRGdL87Aisp9ffxW36LkfjSZsCUs1G6UxR0TZyPq9Fty1SJ91sRNwzzlzIJEt/6exvc1rMq2TAY6Wgasi9n7SEMU+96PzzZrJwph4g2gkbb7Qyx9OjJS8nVyh4aLdmGkATWlWYfzimLHwAAGRdSURBVFWD5rHETs+9ARfervVs7KHU45d2asVECafeiJAo0rYsu12WChp5S9P9M7gzfi1xPYyCwK96S77f9Oi2Oy9k4SvMTs2HZiPKSJUYq1XHhush0oF44cvZZEJJFoTX3vcT1vwYQuNivTn1AIEmZO/tiHcearQUdhkNp76uUMA58nryCjYpQqHJiLhrNGUM46I19YX7FBtpo2fOXEGnXgjkno8jVR15488g27ZZAjoN4bMVQVEh8Yzg2EThkojmNEV6RQNB+RBuh46diKXiNQ3UBQr5otLnsRz+PHukEIIPNe/n+uh2WtWoswFtqFCDZVSWrF2UFFSct9M+z139FBfo4TZYDAHVh1cx6sepB4j3IHv2Wy3unFK2C9XU50BuvRM0wxLlKwE7jWZcQZGg11KshpZ2y9C2DdmxE/HSVyHh0IGsEYoyZTQVqWs2MvVhBHBxrsDzlRG/LzWXTGbchhO9K7SRj7YcQCDQigW40jAX9Zy3WVPvMSz2ioNMvYlclRT8bDJh9CIcfZTMDSu6PlQVaeRn7y66tBA0GREuFVoftcamgxCIpwMaq0zsso7RcOrrCMIkv7pzEXpmsxGpqJ5z+WCZyRSh3/vTh8DE1LLX9KxTv8J1PIEm5I0/Df6oJaAzP23V2TdQdRQ9p/W0qFbRTH0UgEv1YPwbgUYwqE5RMOvkwChdfEEbAlI2rtmsR5g2ZxlPLN8PF1DEaMnOv/gzMpGaZjrlgtPigv0kfYXFUjMQQtBiROsuUyS33w2KZgV+naAY/T4DzUDu+QTiwttw5tUSE8kets7m4RDFgl5LoSkqSbn6Mp5y10cgOWcFa1YFbLSZmyx+v3RFI6aHuTDTn/d1240rvaXZdOXC9BgLLZnt7jsZPRObTn1EC6IJlQuz+b+Huke4Dbbcinj7ezDWZ+8zPi8ij/29FC1GtH6DHYqK3PdpGDptiYw24AoaTn0doSCJ2edFTOZ/gFvSWSK32h0VbU+WMx8g75wMYTn1s7IGWdd4j/V/b8gSITn+DFypsDdxA6Vhh05YxDkKpjN65+vBqVf1hlNfpyi2P0LxFmvLL1Z6n5N+e7TlFhs0c0GRGEKR/TQ7RiFtgFrBJqW7xYjWvrRmKXSP5Xiff6u0450LM4lUS2cnadmM7L4G8fL/KcEGWCHtDgdBL02oSOTqozJ7gpZjf/J5uPRurWdTOXxeWwHFFiNaQgEfSgYQMnT3IvtPOZeFdKYe0g66tE9L8ZXW7MhAyQYP62RvLANyy62IVALx8lesH4jirpm0KX7ZbEQYmB+1pX9QE0Q6YNNBxJvfgYnVe//qCQ2nvo5g1Ywu3/Skz1fQgGoxoiRkkoH5UXcmkTZ2i7ZB8XoselTeTL1VU7+i9Pt8WLcXWrdY1J5Ew0mrOor23S1+QIs6OpSlZkCyxmu3gfwo5IfrGlJVbWd2bMPvs7RDStCWvaqHkOovHpQqQr/P0m2LzD+g+Qio3oJZOWeQlYuzZXQAStThNhtRhhLjJOqt93nrFmTXPhuOdw7MVOlMfRpyx72gqJYafqH3uEGZsAMHQS9P+vyeWtYtYhWgcze0bbXETuuZhl+i8QbYd9qspE5+pz6zvko+6ppWcv/Jc3FbyDr1DllU0le680gurOBGfTGCHEFRMe/4InLffYCwkgvF4PeCjSBMqxEjJc26FhKUvXeAL4x4/i8aNHwX0HDq6wgFl7O/MNWxyYigIFzL4NgyNISwDIU8Tr0qFFQU5lI1bqMhhFWrND/dUMOvOoqvGmmDSlc3h7JqNDL1dYqCraCEsLJNNuiIWRQIoC56i89rBVptGLutnlhJ+mfR4WwY8S1G1J193i36PZQ0LFuNKBJZFwG7pZA7P2w53i982d4HUiWE8nKhey1Rvgtvw8kConzmChmwDoJeTXqdiRs6QebMT8xawZq6hY377i/MzsxFixFlxpxnZL5AYMruEvP7EONOWgHbiEyQFsojzQJwstwdiDuC9T0MzNVxRtoOgk2W2KYd+Lx5dbaWIqaHrNIEV4LBVYKqIa+5HwY/gKOP1Ho2qx4Np76OIApten4vIpmC2eXOhiZU4nqY8zM2a3FKICveU2rDLnLo6IrGbK0z9WDR8Hd/DHHqBWiIn1UPpQ5rf2kqXasnxkhifOW1GJZC1aHWgn0N5EexNnQ26ao5Fyv9FgetlezVLhbZU23USLYYMXc6nbiRDSmiq5KLsBbAo+icm3XnfHIVuhe579OIi+/AiWdLv9+GUN4itGxGrr8e8drXYDLf2lghp95B0MurGoS1AOdWa32yJ2iVVpx+Cc69UevZ5Ict8brC7MxcZDpMnM/zfGXcbjusHOnPn6Qp/AGb71MUpKKAo4ABVpDBQTlAixElhcnl2Tor9SkDBbu85MBuaZgiFJqNSP3rDUQ6kFtuQxx6AEYuLvy8wbJ1jIZTX0eQyLyql9Lvs/5SYNO1skQuRdZtSvIWo4cZilZ7+n0GnbuRnbstGqRTteMGHKCYsKKvJJWuxYghofYRZc2AZI0DCw04hl266sIHbLzHX7pzQwatRoyp1AxjBcTyCgZsM9MJ+GxlvceSU+6I5VXcpz5Th1v8OxdC0GrEuDBTp5nf5o3IjQcsgbXxEntPqZZ2eSB33ANGAPHcny8LpkhsdJpxCw6CXm1GjIv17gQUQ8cO5Lq9iBf/t63WgiuNgoyjXBRhZ+bCUHTiephzeZM6DoJGfp/z8iW769bvRYxPYVv9HvtOawYxPYwm1PoMHjqGnYCzD2ZmbQVo64YFWQpbboNwG+LZ/2WxogCOP1Ve+9GrGA2nvo5Q0PDL9i3Nb/S1GTH65ocxXaEe2azDKmJE60KvfcY1B3L3xyya5XN/XuuprE2Uiiz7fSUNlJDqw6d4an8oqwYC2aDg1yOK2S826aqLLlZqk9M0pK7bztRD/ozZwnhFLuD32WKzAAUMeAeQLlRzqyrSY9grTTBidW1Uym0fAl/UMiaLCcQ5qKnPQtWR137GopYefnDJ9ZzPtVxIv892trTFE+PSKs94yl0fBVXPG0ypB5T0bf1eq22wDce+tUBZjsy0tLOjn+FAmM4xMgEDmy32Mp8Rc/OQtKfFoaSDh24xVusd0u9FSGl7/+2fG6n/rhaKYtHwJwcRr/89AOLSUcQrX4OJ+j0/6g0Np76uUGDH8xgWhalIpj4pU66IYUibbXak31cw8l9XmXqwaJbX3A+X30v3Am1gRWHDQBFC0Oapg0NZSwvUNMTy6hD5mUwA0u93XygP0lmm0s6QVzWIasGyHW47TAO/6iWk+it36t1CwIcYHS/5tlZPjOHEOLOpOg2UqZrleI9eQrz57fzvkSZCms6derCopdvuQhz+PgycyrmmDVFatxAoHTTKoM2IMWPOMTQ/VuVJVRG6x7qn/cfh6A9rPZtlKNqHnNLszFy0eeJcmRvK0wHJkua0s7rssOmWXttu2t3a29K/x5y9c7VY2+RCaPPEVqcWRB6U3BMclIa1eeKkMLk0swoc40Acuetj8P5TVvlM/0lEchbxzJ8UD7g2kEXDqa8nFIpiZoXp8huX8TT16OzMFffmUmpTKUKP0oVWV5l6AOI9yN7bEG99G4bO1Ho2awzFw+9ZA2W8+AHd5onXvqe1mlbrnV+F6s9rHcWWWSC9H9nNytl9m98+rb/dEy8clJJQ1AgO2FPab/PEi7AB7EEW0yZwcp1gwFb2t80TB+BsvQQj8iHUagnnvfsjuHhk+esZOqhD+n0Wmw5C0wbEM38K85n1tDJ96iG9B9tksrQYUQSivu+XHcS6kFvvtOp0Bz+o9WwWYKv0xzoz7fQibzVizMsk/XMjjodZGM9raTalbDpOTi6e0dSRIGwwD6zPZGwG+7X4rUacocQY8/VmezpEqVItYKE0zMYzHdWCeBSdM7OXK5zZCqFrL3TuQjz754jUPOb+z8PoRcSb36r1zFYFGk59naFgBNdfWEhJEQqtRswVp95upj7b0mh++QZqKHp9COUtRe9tEO1CPP0nkGg4ba6iFP2e0rXJbUaMidR0wbrkFYGWduqTddwS6apGgYXm9yFME6Yd3Dc7vpTPvjPU5olzaW4IM09gQZQYT/p9ljFXwoi3slFuBL5ccCSDfsRYaZ2SQJph4GrQuRrouQ7at1utlZbWYmda8pWTqQdLmf2a+yA1j3juLwDyZFarCL/PejZsjKkrGs1GhHP1fr/sYPPNEO9BPP2/coIptYaN+65rSE0tmMjJRZMRQRMqp2fKd9qk32ftCDYz46X2s0XX9mVYANKqA7cDrwcp7AU1MogbISQwMDdq+zOrFrputSG0EfQQQtBmxDhfa70iuxACufsTltC1LwJt25C7PmIFXC8crvXs6h4Np76eUCSbI0sImbR74px3Q9zGtCfeIwN+6y95jLqoHqSvHvtiCsWi5CVms4ZVA5VDyBJmiqEjNa2kgdKazejVMKKc6Q/bUF2tPxRhfMpAJrNjUwxT2qSPBny2Dcs2T5yETObf+0rVtmbopiUCCO2eJmbN+QoNV3ecSRn0286ktXvi9VM2UAhCIPd+0qrFfuZPFrMmMuU45WbqwVJmv+YzcPEdOPJDVjRTH/BZNbg217Jr9kStIdJ1uql5xLN/VuvZ2EeRtsFLoaaTOkv1aCTSuud2yjvKoLvbXrfp7k1ibt5+0FVRirJT8yGiBRDAQGLU9mfqFdLu2TRm7/tp88TrXwE/F7oHee1nobXXWr/d10LnbivgmreTSAMZNJz61YJA8T6i7Z4mRhITLigj2zQ00kZ0vkxNh6eJseQU47XMuBaCN2Q59hcOpw2rBtyAnRaIpej3HkWnSQ9zppYZokamfnUiwwZx2jqpBCxVensZvqZ0GVS+jFlJE81nb/4tRgQVhTOVBL7cEMoDCAYQs3OQKC1m1eaJc3FuYGWz0+VA9yKv+xwMnUG88Y2Fn1eaqc+geQNy6x2It74D/Setn62E+r3NoFEGbUacvrkREqY9obK6hidoOQiXjy4XK6wF7IrX+X1p1fjSKFr6Ywc+nzUtR069TWSo9JPTVpDBwefs/v4AqlAJqn4G5kedza8OYWd5SL/fdhC7vZ5t8kKIdiK33239XQjknk+A4Uc8/T8XyqEaWIaGU19PKFLrKAP+ogdyezrLeWa6MocoY3SV3FMM3aKH5dlUMjWUFRme1UTzRuS2Oy3D6sqxWs9mTaDUUS399jKe7Z6m2tJ0MzX1DfX7OkSRWnBNQxq6/RpMu3XlAb+VYcpTZrQUilBo98Q5M51v3yvxhKgK0uspGfhShUqrJ1YR1dYtyGCarWVDLK/D08ScmXBFzLXqiHQgd38c3nsMzrxm/SzlklMPsOVWCLXC8Wesf6sVZP/twlc4CJ8PHZ4mTMz6Z1fYRdN65La7EW8/AJeO1no2tuCECdPmiTOUGGcmR4zSdiklgJrOjNtZH9m2x7amhoxHMLs7kOs7Sd190N6HSLNTHQYZonpwdQs8YrOmHqzEmgPmjaCObfJCyCRZ0n+X1/0YjF1BvPzV2s2pztFw6lcLAumauAJCJj7VQ1QLcnr6UkXDZPeTUitDCMvgzUP/sTKukdpmXEth8y3Q2ot45n816DyVwo6DFLAXVe7wNNE3N1y7DJGiIoUCiUamvt5QsszDZuAo54ol3+GU1t/uacovZGcnOxfw2XK6OjxNlTlb9oWriyNdgmVHAb/ZhbrfFUX3NdBzHeLFv4KRi5BKB3Uqod9nIATyll9C3vwL6X+7ECgoBS3dgtBm5jOk+Qmo3tVzv+xg002WZsKzfwqTtRNktf3oBfwldWgy6PA0ASyy/7KPud0BA/Y0MhzD68G8+2bMg9chuzvtf64EOzUf1oJTbxcy4Ld93hmKTlyPcDpvwHkVIdSC3PcpxKkX4PjTtZ5NXaLh1NcRBIWNVhnwW3tzkU2u09tcuSOd7nUvbCwNGSjc+7bD01TfUUEhkPvuA92LePKPGi3Mqo2gPSqdlSGStc0QaUYjU1+nKGafFtuPlr/Z5oAZx9Vm7WJnmuY4lsj3/hJtQgN+W5mydk8Tw4lxppLlin26RIH3GEhdh9HSc7ZYDE0FWAz1CbnzIxBstc6HmVHrh25l1XMz/itBv4e0k2TPaRNC0OFpru8z3CmEQO79NHgCiCf+qLZ7vB16tYNMrE/1ENNDfJDr1EvTIjfZbJkogw72T6DaC1cG/Y4z9REtyHCiCoGJeoSD0jCATm8TZ2frONFmFx07kZtvRrz6t9B3otazqTs0nPp6gpSFkzlFhOky6PA0cXluqLIspxN7L+AvKGTS6W2mb26kvvrVL4XuQV7/4zA5hHjuz2s9mzWNUuUjGYQ0P0HVx6npiyswqwJQjUamvh5Rqha8GpmmTJmRzeu2eeIIxCLjGmxmzIJ+W5mpTq+VlVs6hm2UYjw4QdBvK1MPaYbBajIqVQ25/8cQU0OIF/8aGe0C3eva5VdaXUAGA2AzOAXW/bowM5C3m8OqhWYgr/8JmBqCo4/WejbFEfBbHYZm7QUfOj2LkzoLd82m8x2wt//YbhtaKQJ+mJ6x32YPiOkhZsw5JlZT7Xg+2AnEBHyIVMr6jmygw7MKbHKbkNvuguZNVn19g2m7CA2nvs5QcLv0eZCKKJox6vQ2V1wHlzGbbQV3i9BdO73NSGT9030CTcj9n4MLh+Ct79R6NmsXQT8iWfoAEkLQ6W2uuIykIqh6I1NfryiyMdntm55+tz1bVwhrn7Pp1BuKTqsRzR+UKrGpyoC9zJRHMWjWI+UHvuwqYtu5VNAeuwBgnbeZ8eQ0w/P2ggB1AW8I844vIm/6eeQtvwi6z8WLr7CzHPTbztSDdb/mZYKLswNVnFQN4I9B03rE0NnajF+ky9GitwVLJ3Jy0eFp4srcULZPu9PVZXf/yaLKDBMZTLNTHQRqM7Xjp2ZqaD9UCLslEwsdqGyyyNI2+Qf1bpPbgVCsTiK6F/HEHza6FeWg4dTXE4rVXaZr2IttcGEtQEj1c3L6QmVzsAYs/dagvyD9J6B6iWpBTtXSObOL5k3IXR9FvPMQnHqx1rNZfZAgSzksDgyUdZ5mLs4NkpL2I/SuQjMQjUz96kPQD1Mzi1uRFYJNwxrSxpMDWmqnt2V5GZSdGELQb/VxTpZe91apVR0YZzbZBWCxGFSU2rJwykGwCfxR96+7whlwax076Puth/EqRmX2RL0i2AJjdW6bONCsAFjnbcFclEix1RgtZzyf1c0iWYLpuZKZeuyXPoEVVG0xYpyaWmV7TC6cCOUBYsze+sja5FNr5HnWPcgbfhJmxqyMvbRx7l8FaDj1qwjSBr10nbe5QqMpo2xq4zjIZF8L0Ko7vc18sFoMuPXXw8YDiJe+ApcbivhOUXK1+O0bKJ3eFpIyxdla1dU36Pf1iRLGjgz6rZZJtpxMm5l6gJD9bDRYe/BwYnxR+yA7Q2V1U+wEvrzNDMyPutDCtDI4YUdoQqXdE199Tn2VsOKs9qAfMTNrqwUhLLCmyi7zqGPIUKslllej1li2br2uWeKGNp3aoOYjqgU5mXbapMR++zycMwOqDq8HqSiO57PO27LKBR5tKplqmtUxxWbQB9bCd7ME/hhy/49D3/uIlxqK+NBw6usLpU55G1THLm8rl2bLr6t30kdYBgPWX0bybypd3lauzA0zm1od1Bi54x5LEf/p/2kpHjdgC0JKZKkzSFORNlvmRLQAQdXHianz7kzQKRpCeXWLoowQBy3WHI0ZDDiq1e/wNKMgOLEkI1LyGQlmMlM2Al+eFoBlY9iDg4BGKThgF4AVsKv7kqyVhkulEKWQPa+dBKg8LZyf6SO11rJgoRaENGuTrXfSfSLgs52JBctp+yBLPXcYNcoyA+rEqRfC2l8c7ueZoOrYaq+rt4NgAFHA/s6Hdd6WVWWT20K8G3nN/XDyOTj8YK1nU3M0nPo6QqmWTTJU2ri0KFhm2dH1bE29nVMn4EMKUTD72uVtQSI5uVoyM0KxNodgM+Kx/9oQ4HAbAb8tg0EIQZe3tXYZvVALXHi7oaxaZxClfFGfF6ko9oxS6cCyDgXs0/oBQ9Fo88Q5Mb0QlLLVe9hjWKJ8NoxYr2rQYkTLC3y5KJS3UPdqz7Ds9rYykZqmf27EpRmsYqx0qj7ojM4N0O1rZV4mOb9W+tVnEGy2WpcOnan1TIpChgK2uktkkOu0ZXY42zEjj4HUNRgp0RIus2xXIBglg87FTzuzQdUaJQUqhFVTb5NdEQo4CtJlbPITa62kpmMncueHEYe+Cyeeq/VsaoqGU19vKPYshwIW1b2IcRnUfMT0EO9PnStv+Myl7WwqimIZCgUihT7VQ5MeydLBVgVUHXnDT4DmQfzov8BsnUSt1wAsA8WeQdnlbeHS7GBN+tXLrXdB80arldXw6jQM1iZKqN87zezYtEllMGDR+h04Q13e1mxGOqMeXjJQKoSjzEuXt7X21Oh09tdudq/VE0MXGsdXqcHtJrK+0UoNaOiW0+ZgHUe1IEHVV7Y9UbdQVGjdgnjjmzC6sswR4aj0J+gsCJN22hY/XzYHEwJCAcRwqT7vKxiMCgYc/f4AuqLR7mlatU69o683ZC9RkoFP9dBsRMpkeNU5Nh6AzTcjXv4qnHuz1rOpGRpOfb2hyP4rgwGEKUtG5nq8bWU70iXM5jxz8hc1Qnt8basvKqj7kAd+GlIJy7GfL7cf9FUCu0smZP+AjukhTCSjeft9VxmKgrz2sxZF87Hfh/E1lqVazShhn0q7RqAjwynjuNo3Lls9MSZS08ym5tOD2VOcl6FAwSDpUnT72hhNTjI0V8oIXzqIi0Z5xlEsld1LQxUK67wtDaceWHH1+4zTZvNeWR+pMWuqipDXfAb8McSP/jNMDK7w6Hbr3J109ACv6qHViHF86rxlyzmh+mMz8L6C0SgZdpaJzqDb15pThrD6YIspS3p9FGgrXQjd3lZOrmYhwSKQ2z4EXXsRz/4ZXHqv1tOpCRpOfT2hlCJzxrgsYfR1+1oZTIwxVo5DlDH47FKrQoGi1MsebysjiQmG5h0anrWGN4w88DOWsuZj/7XRMqMU7LRgCQctA8WGUxHQLGXX8WSN6uJU3epn7A0iHv3PlqhSA7WFHR8obDfT7cDazdJS7Tv1fsUDwFRyxhrJrv8WDtp2ujo8TWhC5diUw9ZcLra0QwhrzsOjtj/S42vl7MwVkrXqblEvcNBpxrUhQ0FH6xis+3VpdnBt1eGC1bP+hp+y2mL96D/B1AqVhDiJ5YQDiPkETNsXxOz2tmZLHh2vrFDQQeZ3BdZtKGiVPtkUd8ygx9vGVGqWi7Or89y2vURCgaJi1fnQ421jNDnhPBi8GiAEcs8noG0r4qn/flWWUDac+rpCiUfZ60FqpbMinZ5mVKHw3qTzPqxOhPKgtIhUhzdteE6uQvpeII488LMw0Y94/Pcb4mlFYS8LKVKmrcyDX/GgIBhL1iBTn4HuRd7401aLu0f/E0wN124uDVgolakPBV0XynNKiwer5h1gMjWLk9SWDNnPzKlCocvbWnNqtAwFYdj+d7Pe205CJmtfOlBjZFlxK+fTWwEYh89Ht7cNieTYWqPgAxg+64xHIB79EkyP1npGi5AVNxy174D1+NoYT07RN+88SGHtP6Wc+pVjmMhQ0Ho8HLBLAFqMKD7Fw7HJM9WYVlVht089lBarzocObzO60HjPaTB4tSCjjdW0HvHEf4OBU7We0Yqi4dTXG4o9zFn6XPEHWFc01nlanGdw7M4jF+EgTE0XVD9WhUqXt7WyudQSoRYrYz96CfHYHyx37BOzcOql2sytXmCbfh8EsJWJFELgV72M1SpTn4Hht+6/UBCPfKnh2NcSdnrLh4NWr+W5+dLXckJLDQfAQTbal8nUp2acJWTDwXRmzl7Jz3pfm5X1NmuY9XboKIb1ADE9xLEygs5rCyvd0865sBZYAap2T9PavV+eAPKmnwNprohj78RpI+i3xIhL1rkvoN0TB+C9yTOWUJ6TjS4UQCSSxfeflVy2GXaqg98fLPuhx9dW84BnWXDy/Qb8ljisg+/HCga3rM7vxi4UFXndj0FsHeLxP4DBD2o9oxVDw6mvI9ihaNo1Ljf42zk9fdk5xVE6K5iS4ZA17yJz2uBr5+zMlZqInrmCcLsVzR+9aNVY51LxB04hXvwynHy+dvOrMWwL//g8lrq3zQMooPrKKyFxG54g8sDPgRCWY9/oilATCBvWjgxbgaPSe6RDyzQcclSLrAkVVShMpWYcdZCToUzmxd5Y633tJGTKmW6JnRaUDmCV1Uw4qtVf72tf20ZlnUKGgxZd10GdNljZ35NTF7Oij2sO3pDl2JspxCP/sapUfEffYEaM2EFAURGWWX88/Xw5aUYo04F3hmyMtxIME12zWuE6zNSDtcdcnB1kOmW/dKFeIOyWRynpRN+Qs/W6wdfBmZnLzJuJMma3SqBqVg/76DrEj37/qqHiN5z61YZIyFZUzjL2ko4F85wK5RFOR1KLbCobfO0kZSp7yKxKRNqtQ3/ssiWskxHP6z+BkBLx4lfg/SdrOsW6hxBWzZ5Npz6oeWtXU78U3qB1/xUF8cP/AOP9tZ7R1YmSvd4DSEHpGm+Jo7pyGQ5aGU6bTo0QAp/iYTI1kxWsstcmNJ2ZG7L3jIQ0PxEtyLsTp/nulWftlU+57Jc5KavJYKOvg5HExNXd2m4FW4NlYTvotRgbfR1Mm7Ocm7ni/pzqBd4w8qafBykRj/yHqonn2dbXSEOGgwg7TnYOfm7dR/lEy0EAQrrf/gczmV9b463Qug0FHGl2ZNDja0MA706ccXtGdQUZCdkLwuRgvb+dlDTXvmBpxrGPdyOe+AO4vPbF8xpOfT1BSmSJA16GQ7ayImEtQLMe4ciEQ9qJU2VTTUMG/DA4WvAtAc1HqxHj6Cqsb1qEcJt16E8OWY7d7ARi4ANk+3bovQ3lla/BOw/VepY1gV07RUaCYDOqHFB9jCeny5+U2/AErftv+Kz7P7LGD8R6g53+6qpitVmz6RTbHjoSshxXB+2DvKqRFsqT9im3imLR2Qftl3n0Brp4a/w4r42958DpctEgTzuKTgzvdk8cj2I4P5/WEKR0kkN1CT4vUlMd05njepiwFlj798sbQh78eVA0xA9/r4rt7hw8f5GQY6c+rPmJ62FnUwIr8xsOIgaLnNErzNYox2kF8Cg667wtvDt52v1JVRECh3FXB+KqGQRUL21GjHdXu01uB6qG3P95aN5k1difP1TrGVUVDad+lSFrXNp4iDf6O3l/6rwj8TvpkH4PmUhycUdtk7+T9yfPYtbCkHEToRbkzb8AM6OIh/89DJ5GRruQW+/A3HEvylvfQbz29VrPcmXh5ASKhG0b/wHVx0Q9OfWQrrH/WQjEEI/8p6uG0rWaYGc/ck6/d+64+hQPU7nUT5sZWRkJQTGjegk2+Nox07/POzacLumkHsAOvB6kocOA/TkrQmGDr/3qMCoLYCFRv4KZ+ky3AgdBI+tjgo2+jrUrrpULT9By7L0hi4pfjXpcJ3oekVB54p9l2HLZ8RzSuasJaZOdmg8b/R2cmr646ko/newJMhJyxCLLYONascntQFGR134OOnchnv7jNV0u23Dq6wi2aFkZ49JG5HKTv5Op1AxnnVDmyonCRkpHCjf7O5kx59eG4rE/hrztVyzxtMQ0xNZZP990E+beT8Oxx6w+mbUUr1ppOHFYxiYhVfq7CaheplIzpOrt0Mmo4se6rK4I596o9YyuDtilzEfDxTNN2Ws5GNvrQXoMR862N+3Uy/R4tnfWaMhR8KDViHFdeCvXhHvtOcluJ9qESH/nzhzFzf5OLs0NMjpfB7oZtUCNytNlNOxoHWew2b+OkcQEl2avAk0RPa2KH2lHPPpf4MLhmk1FRkKWeJ1DHYQsnMaMSjnR2bbH5U3HMaIhxMwszDrvPrTJ10lCplaXyGM55RnJlGMBzM3+dcyY85yaXps965dBUZB7PwUbbkS8+NfwzsO1nlFV0HDqVxs8BtLrsXUoN+lholqQt8dPAjhzjpxGkkso8kf1EHE9nJ3Lqkeapifj6yHSsfDz7n3I/T8B599Ki+rZU7Fe1XBwCMlICCGlLbG8dk8TJtKxLsSKQNWtWq3OXYhn/he893itZ7TmYVtsLhq2MlvFApR2lPSXIhIqHSzIgU810iJN0tFI2cCXaW+/FkJwMLabzf51jCYnuTAzUGoEB7OxB6fsAoBuXxu60Dg8uUbOBMeojVcvI+GyMp/tnjgB1cvhiauEnaQZyOt/Atq3IZ76H3D8aVcuK5wE+AAiIetzK5Q9l5F0iWfJ/WdlvHqZ/v0ZcN55JqD56PA0cXhiDbc1y66PUUcfi+pBmvQIh8fX8HezFEIgd96L3HEPylvfRrz0Vai3pFGFaDj19QYb+6SMhhE2NjghBFsCXRydPI2UkhNT57k0W1z8JUu/d0IJjIYRc/MlI8m9gS7enTyzdug+mWi+qi/+eVuvVXs9cgHx8O+tebV0Ry16IiErSWojqxfRA7QaUQ6N16kRqSjIPZ9E9t6O8trfIV752po7IOoKNi1hGQlZmQuX+9VLh9lon+JhOjW3kNiyzWYJI0x7JVa5aDNiBFUfh8aPF32fAFfV7wFk1DlFVhMqG/0dvHM1GZU5KKfUzRVEQzAxBQlnytdCCDb719kq8VgzUFTkvvtg880oL/+NVVpXcU25syBfOeUt1jDlzVNGQghTlqU4XxUEAkhVcRRQzcVm/zqOT51fNRR8R/YUWOvD64F+58KOWwLreHfyTP2xIauNTQcxr/0snHoe8fh/Q5NrpwtAw6mvJ9jNHjkwLrf4u5hMzfDB9CVOTF3grbHiBl85B4GMRQBKBhq2+LuYMec4UY+Z13KhFHiEop3IW34RUgnEQ/8f9F+t2agl0FSrRY/NqPsWfxfHps7Wtg93MQgBvbdjXnM/nHgG8fgfXh3sjJrA5t4UtQSiihuB5exzYUeCTV7VYMaczarf20Ym8+IwMyWEoDfQxZF0ELcgqpEgjoQtiuyMs/ZRvf4uLs4NMjzvbgBmNUBmMqEr7NPLaNgasgwnqTfQzUhiwgYbZA1BCOS2uzD3fgqOPY548o8Wt7UtA44ewUx5S/8KJQei6cB7X4HxVjoWpQirpWgZmXqALYEukjLJ0VUimFfO1ypj4cL3qwh6szb5VSj627nLalU8dJqfTnwD7/xorWfkChpOfR3BboROxiMWfdmGA95khFEQvDH+PqdnLvHO5KkSBl8ZO7bNSGFUD9JqxHhz7H37117N8MeQN/8ihNutNngnnq31jKoDpzVgsYjtA6g30MWcmah/Bdt1e9IHxFnEQ78L4321ntGag+0MhqEj/V4oZQQ7tZ5sMpIyiOth5swEl2YH00PZHFDXkEE/XHGeedka6GE8OcXpYtolVVCvlulAilOKbLevDa9i8GYJdsFaRM06vocCSEUg+p07SW1GjLAW4M3xq+QMz0X3NRYzr/8k4uHfLb/lncN2mpA+MwccOm3ltkzUNEtMsa/Q77fyK1fGI6X38wIIqF66vK31y/jLQdnsnWikLCZDJGuTX337LwDxbuQtv0STHGHT8Au1no0raDj19QSbxpaMhi3hFJv00hujO3l34gx9cyOMJ6eLCmNkZ+BwT7EbKdwW6OHY1DnmzbVDdykK3Yu84Sdgw40oL/1vxEv/G1YJDcw+HB7y8YjtqHtQ89PlbeGN1RAIincjb/2HgLAc+zXeOqUmsEthLxE4EtKpUp59RlIGHZ4mAF4bs3rjSgfPiYxHy8rMNRsRmvQIb5R0ulxOswV8SF1HOAxEqEKhN9C1KgxutyGX/H/FoChWgOqK82y7EIKtgW4OT5xaO2V0TtC03trjzRTiwd+Bi++syLAyFrFYQo4CcuWvLBmLQKGgT7lGYgWQsfKc1gy2Bro5OXWBqWR9s+jK3RNkLGyVS5QRsN0W6OH9qbPMXS02+VL4YwyIplrPwjU0nPp6g519MpamlxaMpC7G/sg2vtDzKb64/jO0GFFeG32vyLvLPAhsRgp7A12kZOoqE+dQkDvusWp4PngJ8cP/CFPlUcnqEVYG1UELlljUEuKxWdO5LdDDqemLTNb5gQyAL4K8+R9A6xbEU/8T8ea3GnX2bsHJ1mTHKXZqk2YYSTb3XSEEm3ydvDd5FgF4VMP+WDH7ga+l2B7s4ejE6eI1pG7b40JYwboyHMXtgfUMJ8Y5O12tnuB1ihXu971o6HgUyqDrAmwP9DCdmuXY5Dl3J7VakGHgNW+wqPiHHqj6vZQxZ4kc60Pp/5fxrMuY824WVUU8YpX3TJVnA2z2r0MVqo1gZ22RydQ7JVfIWMTSkSlDB2FroIuUNDm8VkSsr3I0nPrVCF236JllHMrbA+t5b+oss6n5/G8ok7JllQSMllRM9akeNvg7eHXsXUfXXxPo3IW85ZdgdgLxg/+3pm1yagkZD1vtG23SPzf716EJldfHigWj6giqjtx3H3L3R+Hoo1ZLpJmrr2a4lpDxiGUAJws4tuWKSMUjjrLRH2u9iV/p+TSaUPGqHkfjMD4J886zJ1sD3SRlqnCnkSo5IOWyC1qMKHE9zKur5fl2GaIGZpiMR8p22iJ6kE5Pc5aBclVCM5DXfha5417EOw8hHvuvMGuvpVhZ8bQMS8hmQNFCBV59rNj+s8It7chhSfWVp+WgKxqb/evqn/FXNv0+jBQgLjv/fryqh43+Dl4tmuxrYLWg4dTXEYSDNkuyKYa43O94jK2BbiSSN8aOFbqy42sCyOYYImXactR2BjdwYXaA/rmVadFSVwi1WvS9dJRfvPp3q5+O73TJhIJITbWd1dMVjd5AN6/X+4GcCyFg/fVWRmeiH/H9f7tiVM21CuGkdWI8alHsizqZZVilTTGHhnVmQs4eEhmLWLMrYyy/6mWDb+UDp3YDu0shhGBncANHJk4zZxYINq9JrLxzlB05HrX0IRz2ts5gZ3ADJ6bOM56YcnlmqwhCwMYDyIO/AGOXEd//d3DJxjMn7XfCyMLQkaFAWU5bOZDxqLUsy2DeVAU+r8WSKkNnJINdoQ0MzI9ydrp+9W4yJVqOtwRds1quXnLuEwDsDG7k4twAfbN1xM5ooCw0nPp6g92a0eZYWWqXXtWg199VMCsipZPKzxxEQlbbkculN8xubxsh1c+LI1epk6N5kNd8Brn3U5Zi+oO/C6OrnHrqxEgRwqJHOziAdoU2MpwYr8+e9cUQ7UTe9gWI9yCe+G+IV/4PpK7S2jUXYLsVWyZwVMgIdl5Sb32sKQZj42Vl0B0hFEAaetlG2u7QRi7MDnB5Ns8ZId1vaQdpRyBllqWqvi3Qg4nJ66OrKHBXIWrIvl/I/JbptG32r0NXdF65Ghl3SxHrQt76BYh0IB7/A8RrpQP15dx62RRz5mRXsr6CfqTHQFzKY8/VoKYe0jZvmfshQJsRp0kP89JoPdudMue/Dj/ZFIMymQzd3lbCmp+XRo+U9fkG6gcNp77OYPthboohpmdgwp4Scy52hzYxMD/KB1N5BPPKtTQUBWJRW5FkRQh2hzZxaPzk1SOYtxRCWGq6t/4ymEnEQ78DR39UY0tv5SBb4o6YJi1GlHZPnBdWYyBI91pUzb2fhpMvWKUXQ2dqPatVCdsZLsV54MgOZFPUYgw4dYacKl4LkTZiy8sqdXlbiWhBXhjJV+JTZkSjFGJhK7B78Yrjj1rB5m5eHj3q/rzqFuXVz7oCj4EMBxEXy3s+NEVlR3A9r42+d/X1uM4Hw4fc/3nkno/D8WesPX64cJuwstqWlZnIKWswISw26KXC+1w1AoPFIJtjZQehwDo7doc2cXTydP0K5pXbsYD02VRGRwtrOMGu4CYOjZ+4egXz1ggaTn09Qdp/lmVTFKAso7XNE6fNiPF8XoOv/M1aNkdtb7o7g+tJkSoh2ncVINhs1dlvPIB48xuIR74EE3VCebMJ4bANN1gHNMNjkLBferAntJnjU+dXZ09rIaB7H/L2XwHNQDz8e/DWd1Z/6cVKwuE6ky3xxU5xMrX4YuWgWAar+Gycj9UcL9uIFUKwJ7SJwxOnmElV1lPbNhTFCjZfKC8QsTe8maHEGMcnr5KeyTUO4MrmOJQZNALYE9zEVGqGdyauItHbYhACeq6zmFlCtdreHXoAzNSyt5aViW2OWWJxdksmyq3PzqCQE12rIE5zDDExBdOzZV9iW6AHFZWX6jR4WCZP1vpsU8wqqSlDLA8yNrnZsMlXORpOfR1BODnks5H28g7lfeEtvD91nqG5JRtABRu2bInDwEhhcaoceFUP2wPreWHkHcyrJDtdEIqK3HYX8uZfgplRq/766COrSjXdsVprc8xa7w6y9Zv96/CrHp4bftvh7OoI/hjypp9Dbr8bcfRRK6Mz+EGtZ7VKIB2Zp7Ilbhk4aaq873QOM8mBfskiCGEFC8pxXMt4RhidgNnynPIdwfUoiOVlTlVK1INzBk4uWowonZ5mnh0+5O6k6hS1PvVkS1ofoszzN6wH2OjrXN37cTUQaELe/AvIrXcgjjxstb7LYWaJMvrUA9AUtR7dMm0+p5DNMSuAsHT/qdHClc1xgLKYQBnoisbO0AZeGT1KUi4PttQclchsNEWRQiDOl/f9NGzytYGGU19vcNIarLUJLpT3AG/2ryOo+nhm5NCSi5Z1uex8hGmCTfbAvvAWRpOTHGlE+i1EO63avI03Id78NuLB/2/V0LQdL5tgwMp4Oli/qlDYG9rCm+PHVy77WA0IBTbdZGXtVQPxw/8AZ1+v9azqHsKhMypb4giJlVWXksCJM0suWN48ZGuT80x9GUEE2RxDUL4Rbyg6u0IbeWn06JL2dtXz6mVz3GLglKk5cG24lw9mLnEpnxbAWkVN+Pfp52M+AUPlC9ZeG+nl8twQp/KV8l3NEApsvgV526+AUBAP/x7i1b+FRAXnlq5brS7P29TfkZV4iOn1AXnGy1x3hdet12OJBZZp82awL7SZmdQcr48WEouuHRYy9WV8t5oGTVH76yMPrglvYSw52WDfrGI0nPo6gyN6aWuTFWlPOY84KkLhmnAvb40fX6xgK2X5tVLBANLrQZyzt6nE9BCb/Z08OfRmmQOuQagactudFoVPSsTD/x7x8t/AfJ3WgEF5mR4hkG3NttdKBrtDG1GEWBvZvEAT8qafA9WD6G8conbgaKX5fUi/D85fhvFJPP0jOXtlBTTH1ibE1IyzntHljOf3WUbs2fIdpn2hLcym5he3K6piEka2xhFSlp1NW+9rJ66HeXLoKghyyfJFsVxBLIpUVcd7cC7aPU10eJp4YugNFye2hhBsRh78BeSujyKOPYF44F9j1VmWdznZ1oS44PR+lTmYz2uxQc9dWjKJ8i7nBmRrs7WfV4Cg5mdroIdnh9/GrDc2ZKWBmNamipgM0bRN/lTjeV61aDj1dQQnLZsg/QAnU2W3+dgZ3IAhdJ4efquszy+DEOlDx/6msj+8jf75EY5ONCjIixBqRd78D5C7Pw6nX0F891/B8WdqXodZCOUE7WVbczaLaheGorMntJmXR48yu5qz9RkIAfFumLqKMpMVwaHYXHsz4uwlxPDoYhZRuRRYgOZYmubowLgsV22/vWW5Ue0AAc3HzuB6nh0+lKWbVjW/FvAjg37E6fICEUIIro9s573JM2u+5WmFFc+VQ1WsIEwFQSOAGyLbOTNzmbPTq7yDS7UgBKzfj3nPr0O8p6JLydZmq8TRDhPGhQUm25oryvy6DdnejLhSXiIrF/sj2xhLTvDW2HGXZlYfkK1NFlNqrvzWoPsj2+mfH23Y5KsUDae+3uBkA46ELArzmfIOZU1R2R/ZxutjxxhLWCr6siKpDiASRozaF+po8cTY6OvgscHXkHXqsNYMGeGdO/8JtG9HvPw3iB/8P3C5vmhjAqfVzhZkW7Ml7DLgTLF1X2gLUsIzayFbD+CLwmT5/XevFjil30PaKb7cD2lVYHEm0xKxgr1G0yzRJkf7bnlevWxrhv6hJSJ/zrA/so2p1Cwvj1jiULISNpYNyPYWxPnyAxGb/euI6iEeHXzVxVnVI2p/3ln3qjI6c5e3lXZPnEfW/P2qEJ4g8pr7LWq+opZ1CdnWbDFhHGfry8PC/lMfgq6yrQmRSkGFugJRPcjWQA9PDL1ZV90bZIVzya6PCgLBLUaUjb4OftSwyVclGk59vcGJsSUEsqMVcbp8teBdoY14FYMfDb5m/aCSDBYgg36YmCr9xhzcGN1J//woh8ZPlD3umobhQ+7+mEXJ1zwoj/0XxGN/ACN1UsdYLpswHkHqGuK0s97zXtXg2nAvL44cYbJeW9M4gPRFYHptZyVrBdnejEimUI5aGZnsWqvQVpEdrc4ynGWOJ9uaESmzIiM+qPnZHdrI00NvMW8mqp4Zlu0t0DdYtiOgCMGB6E7emzzDhZnV1QnEEerAXpZtzYip6bIVs8FiV9wU3cXZmSscn7pKOhdUAIEAzSjvwwGfRYk/Zed7rnyByfb0/pPrJGYp4jXgmISCSL+37ERWLm6I7GA8Ocmro++6MDGXUe536/MiY2HEqXMVDX8gupOBhk2+KtFw6usIohwxpc5Wq61dmZkcTajcGN3BofET9M0OV07vDvqtkoBp+85WsxFhW6CHRwdfrU9F0npBuA15409j3vBTMDmA+MH/g3j2T2Hc3V7c5aCcTD2KYjlHHzg/gPaFt6ArKo8OvOJ83HqDPwKzE5Cqj2xIfcPhOgsFSd1+I+aurUxtWme1aMq0UawkeNnRarVXsukMiex/HCIUsOrqT1ZmpF0f2c6cOc9TQ2+ClFVVN5YdLZYjcLb8bNEmXydtRowH+19wcWb1hQwnTtRIKA+AljhSUyt2AtZ5W+jxtvFw/0sN5exSqDSg2NmawziyM04F6ysYsIIIFe4/rkEIZEcbShk2w1JE9AC7Qht5YuiNuunNvrA0KjybKiypacq1yfO0ZGygftFw6lc5ZGcrIpWqiO64LbCeJj3M9/qfp1ICvgwGrL+M2uylmsaB6E6mU7M8M+RSff9ahRDQugV5268gr7kP+k8ivvdvEM//ZW3725cr7NLZZmkwOKyR0xWNA5FdvDl+fPUrZfuiCGSjrr4EyqHfIwRyUzeyp5Ppzd3Ls05lQrbGLZGxD5xkJst7SOS6NofjLIdP9XB9ZDsvjLzDvJmsKv2egB8ZDSOWdhtwACEEt8T2cm62j3fG16qIZB04v6pqUfBdcNpuie1hYH60PjOfawiysw0GR2wkTioTXcsdz43MuFuQ69osHakK6sYzuCGyg6SZ4vHBOhHmrFAoDyynnuExmJisaCo3pW1y1zS3GlgRNJz6ekI5Ee5gABkJIY6fKXtYRQhui+/jzMxlLs8OUdGOEvABIBwpQ0NI87M/vI1nhw8xMu8sIHBVQghYtwd5xz+2xPQuv4d44P9CPPtnMLqywjZOBR5zIde1IZKpsrJ6O4LraTEiPND37Oqu/fJFrP/XMiizalD+3mT6vFZW8v3T1l5rVlC/qKpWQPX46dLvrVTReF2b1XbMYVnTUlwb6eXGyA7aPDHieqiia5WCXNdWUVkYQIe3iV5/Nw/2v8h8nWTSXEWdlPLKrnarvKNC8bG4EWZPaBOPDb7KdGrWpdmtRVR2Vsn2FlAE4sRZl+ZTYrzM/jOedhJrfNbKzlarM5AL2Xqf6uHG6A5eGjlSJ8KcLpRMdLSAqlQUVAWrbCtjky/qkNVAXaPh1NcRLIpmGWJK3R0VP8Cd3mbubb6Bzf51aGWKuACWsev3Omz3ZOGaSC9+1cd3+54pf/yrDYoKPdci7/wics8nYeAk4vv/FvHEf4O+VVAPFQpYWb33nSutCiG4I34tF2f7F7fsWm0w/EhFQ7zxDTjzKtSRcM9ag+zqQJyyjGHRV5k4oezusETGEtV1OGV7K6iqvQBCEahC5drIVrxCr3o9rOxqR4xOwPBoRde5JbabOXN+bZTZLIEbVFs3INe1IxJJV7KxN0Z3IoTg+33PuzCzNYxKnj9Dt9gVpc5MN+j3pDO/mrp8vFqVjXg90NpkBWddwJ7QJuJ6iG9febrmyQEXEvWgaRYFv4JEXwb7wlswpcnJ6fphajRQHA2nfg3A7Om06jv7K6Pvbg10E9b8VGxkBPyIMefZdk2o3Nl0LSenL/Lm2PuVzeFqg6JC9z4rc3/dZ2FyCOXRLyEe/B049RJUuy6qkvrk9Z1WUKqMA7XVE2NvaAuPDL6c7eCw6iAE8sDPgieAePbPEN/5bTjyQ5hf/SKArkLKig1JuWU9YnIaxiYwt22q7FpdHVbpU6l65Oy6LnPuumZlvo+tHhq6bGu2OrMcPVnRdQKaj5tje3h59F3OTVemeF23qGVNPViB1XgE8W5l9wrAo+jcHruGwxOneH+yTuqw6wyVMNsykD2dVt10MTHKdHC44lIbTbX2n4wTXQekOLOn0ypJqoRtlYYiFO5quo4Ls/28NHLEhdlVgMw9q/Qy3R2Ic5crDjjrikbcCHN+Zo3uvWsQDae+jlBWzShYYjc+L8oRFzKzslwp85xLhAIWXasMdHlb2B3cyIP9LzI6v0qdtFpCKNCxE3nLL2Ee/AXQfYgXvoz41r+Et74LU/VAMVsMs2cdYmpmoYe4QxyI7sSrGHzj8pM1j7SXjXg38vqfQN7xRWjaiHj7e4hv/Qbixb+GkYaiNLiTz5Rd7ST/wedI/cx9yK0bK7uY34tsbUIctbnvVlInuX6dpT0xO1f+RRbNpcqOpKIgezpRymDgLMXO4AbWeZv5+pUnSJhrSEyyjhg55oYuxMmzrjhJmwPr2Oxfx7evPM1MyqX12sAiyO5OSKYqZmjaHq+nE3HxCszM4latfsXzmZt33DmnEFo9Ma4Nb+XRwVcYnBt15ZoVodLgdU8nmKYrbIZWI8bFuUZp4GpBw6mvO5TxMAuB3NiFeK/ySLsbUVjZ1YG40AdT5WUab47twasY/N3lxxtKuuVCCIj3IK//ceRd/wQ6dyGOPYH4zm8hnvgjuHDYNaNSVHqP4hFkOIhy+FhZH9cVjXuab+DMzJXV37s+2ITc83Hk3f8C2Xs7XDqK8oP/F/HQv4cTz0GycnGgVY0aJzWXwtzUbWWM5otkRFzYw2R3BwhhP4BQB5Ab1iEGhium4Ash+FDTfqZTs3y371l3JlcHcIkd7Qrk+nWI2TnXnKQ749dgIvn65Sdcud6aQ6VBtYDPouC/c7zwe1w0nWRPJwgF4UbiyA2Eg8jmGOId9xidN0Z3EtGC/O3lx0jVqAuTK/R7sFrbdbQgjhRZHzbRZsS4MjeMWUdByAYKo+HUrxGYm3oQ45NwvlKRNBcorj0dVg3WO+U7aR9uvoGLswM8MvByRXNpAPDHkDvuQd79a8i9n4LpEZQn/wjxrX+JeP2bMHaltvMTAnNzD+LYB2WLNbV74hyI7uTxwdc4PV25unnNoftg00Hknf8E88afBt2DePmriG/8OuKFL68OvQSX4QZt1W3IDV2QMhHvVZkab+jI7k6Uwy4YsSsUKJUdrRaD7K3K1dBDmp+74tdxaPzE2u5dXytEQsiWOOKQO9okXtXDh5tv4MTU+UZHm6Vw6fGTm3us1nYF2Tsu9pPXdYt5s8hJrG00ytzcY7FLigVUHUAVCh9uuZHB+bE60ISo/LuVm3osAWIH7aXzoc0TJylTHJmonHXVQPXRcOrrCeXS7wGaoshYGOXNo5XPoVJoGnL9OpS3y3PqAVo8MW6P7+P5kcO8Pe4CA6EBUDXo2ou8+R9g3vGPoWMnnHoe5Xv/xqq9P/ojmHEucAhUHgja1AOzcxWJgV0X3kqPr42vXXps7ZRuCAEtm5H7P29l77fcCn0nLL2Eb/8W4s1vwdjKdjuoKeogq7kIXg+ypwPlrSL7brakvlI9gB7ElYGyS5tWHIpiaRgcPeEKrXuTvxOf4uH41Fqp1a6vKJW5Zb2lD+FCqzCwetcfiO7iscHXODHVKCHKwK0tTK5fZ7F33i4QiHF5eWX2H1GhdpNbkBu7IZVylb0U00N8qGk/r40d49WRlRfflS62xJDr11kq+G9V9nvE9TA7gxv4zpVn6Jsddml2DVQLDae+jiBy/uv8wwJz2ybLKaqk7tIFMSoAc/smxPAYnC1fNXNXaCN7Qpv49pWnObtWRZJqhWCzlb3/0L/AvOGnwBtGHPqOVcf9yJfg2JMwu0Ts8MLbMJvHWXbDeAgFLMXs194p+xJCCO5pvgGPovOViw8xZ64xqronCJsPIm//Vcxbfxlat8CJ51C+938jvvdv4e3v1551UXXUm1cPcutGxOUBGChk8LhjXcvOdmTQj/Lq4QovxIqJs5m9G2BqpqzuFkshhKDL28KJaXco4jWHS8Eet5AVfrxcnrZJPlwX3som/zr+9tJjDYcgC5e8bUNHbupGebNyJowdyM42AMTrGTG5GgelvB7k+i6UN9wVt+sNdHFdeCvf73+Ok1MrvNdUqKm6CLqG3NSD8vZ7FbGzhBDcHt9H3Ajz1xcfZqLR3q6u0XDq6w2ViClt6rEit6+X7xi5huY4sjmG8srbFV3m1the1nmb+erFhxtGQTWgKNC6BXntZ5D3/ibyms+AoiJe/zrim7+O+OF/sJTY330M5cn/jvjmr1k/O/ooTFgtwUT2P5VBbt+McrEPKmg15lF0PtlyMxPJGb5y/mGS1Vb9rwWEgEgHcueHkXf/C8wDPwvhNsS7P7JYFw/8GyuDP3Sm1jN1F/WV2MxCdrZZmhAvFaAZu2WoKcIKlh49UWE2dQW/yHAQ2dVeeSAijS5fKxdm+9dI3/o6W9B+L9JjwBX3yhuEENzdtJ+YHuKvLjzEyLzzrjhrEi4FcsxtmxGj4/k7cEgX6ffp66RuugZCAVJ3HoBI2J3rVgBzx2ZLt+OcuyV3N0V3scnfyf+5+OgKl/u4uyeY2zchxiZcaYf68ZaDCODLFx5ktiGAWbdoOPX1hEqfZ0NHbtuE8voRSJbrzLi3qZi7tyI+OAeD5TvjilD4SPMBInqQv7zwA/rnVgn1dDVC1aFzl0X1vvc3kdd+FnQv4vAPUF7/e+S6vZbTr3kQbz+A8t3fRjzwb1wbXq5rQ0bDKM+/UdF1wnqAT7XdwuW5Yf73xTXq2GcgFGjeiNz7SeQ9v4F54Gcg1gUnnkd56HcR3/wNqwb/3BuQWN0HcUVMpmpCCMxdvVbLuYl8ZR/upV9kr6XYLypxklfYl5S7ehGX+l0xvNd729CEylcu/HDNKOGLelnTQlit7a6UH1TNB01R+UTLzRiKxp+f/z6jV7tj7+bz1xTF7GxFvFDZmWkXcvtmzBv2WloiurYiYxZFSxzZEq/YZlgKi/V3PW2eOH914UEuzrr7TBSCNF0OxMQimF3thQPODuBTPXy69VamUrP8xfkfMJtaY0zINYKGU19HEFTeTs7cuQXm5hGvl2n0uUS/B5A96yAURHn2tYquoysan2y9haDq48/PfX/FNtirGpphtca79rPIe38T88DPIPd8wnL6r/sc8p7ftATc4t3pD7iwZoTA3LsdceJ0RYEggBYjyqfbbuH8zABfvvAgc2sis1cCigLNm5C7P2Zl8G/5h9C1FwZPozz9J4iv/zPED/8jvP0DGDxtPevv/sgSTHzhy3DmVZirY2qdC+02qwW5eT14DJRnX8/zoosDeQyL0fL6OxVk693b422N1t6CbG2q+BwAq2/9fa23cnlukL88/+DaK7GpNeJRRL/7jDivavDptltRhcKfnv9efbQNqxHcfvLknu0Ww+3MEqr41dA5KG0zKGcvlt0StxBUofKxlpto0iP85fnvc3a6+to11bhj5p5tiMsD+dkcDhHWA9zXdhtjySn+/Pz3mEpWJsLXgPtoOPX1BAkVb/l+H3LnFpSXDrnX07hcKALzul1Wr8wK6/Q8is6n224lpof4i3Pf4/3JtSKWtAqgqNC8yRLay0DVLAG3XR8FFDC8rgwlN3RBNIzy+IsVX6vNE+f+9tvonxvhT89+l7GrqRZMCIh2Irfeibz1lzHv/nUrKKN7EO/9COXhf4/4+3+GeOObMDMGg2cQz/4Z4uv/AvH9f4d49W/h3FswP13r32R1QFMx9+1AHHm/cAs3l6x5c1cvmCbK83kCCHaw0ra+EJjX7kQ5f9kVw7LFE+P+ttsZnB/lT85+d/Vmfl0QD3QbMh6BkbGyu5AUg1/1cn/bbXgVnf917oEVcZLqFi569rKjBbOzFfWJF68OR34JZFc7siWO+pj7ivVWQulm2j1NfPnCQ7wzUeUuJ+nNWbgZdG1rtrL1T77kyvqI6SE+03Y7U8lZ/vjsdxlosGfrCg2nvo7gFr3U3LMNpER5sox2cJUo8Oe73Pp10BJH/eGzFW8ohqLzqbab2eDv4KsXH+HpRqucuoBVU+/SVqIIzBv2opy+YLWrqRAtRpTPtd/BnJngf579NmeuVkPSG4SufRbz4p7fwLztC5aS/sYDyI/9X8hb/yHy3n+JvO5zEOmAC2+jPP0/EX//zxHf+78RL34FTr0IEy7UFx57EvHD/2C1Uzx/yDY7wC3thmpB9m6AcAjlh0t6qUv36PcAeD2Y+7Yj3jhSfg/4Ff4eZUcrZncHyo+ed8VhbDYi/Fj7nSRliv957jt8MFW+IGvNUSdCeQCyrQUA4QJdNx98qof72m6n1RPjLy88yCsjKyPyVleogt9t7t8DA8OIfO0j62h9VQVCkLphL+JSvyt92ZdCU1Q+3nITWwPd/P2lx/nRwKvIagVPqnRZc/9uGBrNETmsDFE9yOc67sRQVP7k3Hd5b7JyW60Bd9Bw6usNbuy/HgPz+j2Iw++VUcfoslcvBKmD10L/UGV1oGmoQuWepuu5KbqTxwZf5a/PP9SgANUc7p5EsrMNc0MXyg+fgUTldbMRPciPddxJsxHhL8//gCcGX8e8CjMaWQgB4XbYdBNyxz0LRp/hg44dFn3/jn+Mec9vWE5+vAcGTiJe/GuU7/4rK5v/+B/CoQfgwmGYc9Y+UFw8jBg4BWdeRXnqfyC+/s8R3/ltxDN/Cu/+CPpPQqpQuUQdG6iKQuqma1DOXUJU0M7TDuSOLVYA4cGnygyWrvz3aN64FyanUJ6pnIYPFhX0c+130mrE+KsLD/HY4GuYsv6y36VQVys66Mfct8Oqwa1S60RD0fh4y0H2hbbwvf7n+NuLj12F9bku3/WmKHL7FpSnX4Hx9H58NR1xrU2YvRtQHnsBZtxnqCpC4c74tdwW38ezw4f4i/M/qArzT2b3L5fXRyxiMXiffRXG3GE2BVQvn2m7gw2+Dv7m4iP8oO8FknIN6xetEtSB0kUDGQgXN2G5ZT3yzAXU7z9B6pd/HLwemx90bw5ZxKPIvdtQnnmF1IZ10NZc0eWEEFwX2Ua7p4nHBl/jD05/nU+13cI14V6XJtyAI1Qj83DjXtRv/RBx5H3ktbsqvp5HMfhEy0HeGj/BU0NvcmzyLD/Wfhdt3rgLs12j8AQsJ79jh/XvVAI5eglGLyJGLyKOP4M4/AMApD8GsS5kfD009UB8PQTzPOdSwsApzB33wKaDyLkpGL2AGLkIo5cshz85hxQKhFoh3oOM90B8w4q2Yisb7S2YOzajPP4CqZ4OiEVyVKhdHEdRSN2yH/WhpxDPv4G87Xr7n61VQCsUxNy/G+XVt2FzN6xfV/ElPYrOx1tu4u2JkzwzdCj7XHd4m1yYcHVhIusyqyJ3b4VzF1G/+xipX/wcqKrrYyhCcDC2mw5vM48Pvs4fn/0Ov7HxJ9ylHV9lMK/bhXrhMsr3Hsf82fvIHsxXyVdqXr8H9fxllKdexvz4Ha5fXwjBntBmWo0YPxp8jf9+5pv82obPE9IDro1RzZ3ZvHYn6oUrqA88Rurn7rc0eCqEpqjc3bSfTm8zzw2/zcnpC3yu/U56fG2VT7iBslCPZ8pVDvfaj5i3Xg/JFMq3H7Vfv+dyoj4Dc98OaIqhfvOHMO1OZr3T28xPdt7NBn8737j8JH90+hs81PciM412GyuKqtCi/T7khi6UN466dkkrGLSVz3d8iHmZ5H+c/RY/6Hu+0Z7FLlQdmtbD5putDgl3/wvMe34d84afRHbtheQ84uTzKE//Ccp3fhvxt/8E8dDvWiJ8Rx+Fi0fg8ruI+WnL6QcrcNC2Dbn9Q8ibfhb54f8f5p1fRO67D5o3wsQA4p2HUB7/r6vGNjX374GgH/UbDy+hmrv8GzTHMK/fjfLCG4gTZ5x9tkZfpty+GdnVjvrAYzA67so1hRBcE+7lxzvuIiVN/vjst/l+3/P1fw7IzP/qbGWrCqnbb4TRcZQfPFnVoTb42vl06y0MJcY4NnV16ORY52UV7rmukbrjAOJSv5WxXjzi2ofHsDScDh9DLBUNdBFtnjifb78LVSg80P88KRfZQTJjp1fjlmma9Vz3DVplUC5BCMHO4AZ+suNuDKHzZ+ce4JuXn2KywaCtCRqZ+nqDmw+zz0vqQwdRH3kG5ftPYF63C9a1lYi8V8mrVxRSd92E+uBTqH/3A1I/ez94jIov61EMPtS0n+2B9RyfOs8b4+/z+vgxbo7t4bbYPrxq5WM0YAfurxlz+2a0h59GPPMq8o4bXbuuVY97F0cnP+CV0fd4a/wEt8T2cGt8Lx6lsV4cwROE1l5o7c1mGWRiFib6YbwfMdEPIxcQ595CJKxDXmqGRf/PByEg0ASBJuS63ekLSuTsBLz9P6yuDPUOTSV1502o3/0R4sgJ5FarDV01tlW5sxc5PIby3ceQ2zZifuwOMPQSH6rSHm8HQmDedgPqw0+j/t2DpH7+MxDwuXLpJiPC59rv5N3J07wy+i5vjR+v83OgjvnRkRDm7TeiPPkiyhMBzLtvrtpQrZ4Y67wtPD74Gi16lGZPpGpj1QWq2cWjOYZ5y37U516DZLp07Srx6cHSNZGX+lC+/Sipn/4UdLRWZRyvanB7/BoeGXiZPzj993wovp9rI70oFWoLVX1HaIpi3nI96rOvIgN+ZwyvEojoQe5ru5XjU+d5afQIRyY+4EB0J3c2XYtfdUdIuYHSaDj1dQThhvr9UrTEMe86iPLki2jvncLs7sD8/McKO9TVPHB8XlIfuRX1h8+i/s0DpH7qU64ZdJ3eZjq9zRyM7ebQ+HGeHz7MC8PvsD+ylZtje2gy1rihUEtU6yRqbSJ18FrUF9/ETCQx7z7oWoZDSVPptga6eWvsBM8Ov83zI4fZH97GzbE9xI2wK+NcldC9Vh1+vGdhaUiJnJ+CyUFIzjmj/gkBvrC1Lamr5MgKB5E9nShvvENq64bqjSME5s3XIZpiKG+/h/p/vkfqJz8Bfnf21arA0EndewvqI8+ifvW7pH7ykxBz53lThGB3aBO9gW4OjZ+o63MgK59Yp06X7O7AvHk/6gtvQDKF+eFbqzbZA5GdPD70On945utsC/Rwa2wPmwKVl2dcjZCbe0jNziFGxkh+/E6IR2s9pZWDEJi33oDy5ItW0PBzH3GlzCcfNvo7+OnOe3l17D2+0/c0jw29xsHoLm6M7sSn2ix3XQq3RVXzDbGpm9TcHOrzr2Mmk5h33eTatYUQbAv2sMnfyeGJU7w2doxXRo+yL9zLrbG9tHpiro3VQH6sEgvp6kE1zkzZ1U7q0/cgxidRXnwT9a++ZW12rXnqDqsdKgyHSH3sDtTHnkf98jdJ3X8P9HS6dnmPonMguot9oV6OTp7m8MQpXho9ynpfO/vD29gd2oi33A23gcKokrEnt20ipSgoL76JMjiCed/d4HMv6utRDG6K7eKacC9HJj/g9bFjvDl+nN/a9NONdeImhLCy+p5g+ddYDTX1OTB3bkH74TMoDzyW/kmV5q6qyJ1bSHW2oj7+grW/f+bDFisrH+ohQRzwk/roHdZ8v/JtzE99CLllvWuXt86BnewLbSlwDmyqffa+Hu5DCcjeDaRUFeX511CGRjDvv7cqAaMObxM/03kvJ6cv8vb4Cf7ywoPE9TDXhnu5Nrx1TQVZV2IHk7t6V8Pyqg40FfNDN6M8+yrq3z+EeecB5IF9VRkqoge5t/kGbojs4O3xkzwx9AZPDL3BtkAP+yPb6A10oQr7mhQL96y6q0Tu2GI91y+9hTIwjPnpu+3rbtmArmjsj2xjT2gz702e4fDEKV4fO0aXt4Vrw1vZF97SyN5XCQ2nvs5QtY04GkZGw6SaoqhPv2IZUjfuQ95yHehL6JrVNpzDQVKfuAvl+ddR//b7yGt2Yt55wNVNxasa7I9s45pwL2dnLvPe5Dke6HuW7/U9x3p/O9sD69kW6KHFE3VtzKsV1W41Jns3kAoHUZ95BfXP/x7zQwctMScX16lXNbg+sp1dwY38n4s/4uGBl/l4y8HaG/4NrF60NZP68K0oz7xq/bva1nw0bO2rz72G+jcPIK/bhXnHjXlYWVVkYzlBwEfq43dYgeZv/hBzV69F83aJvQVLz4ErHJs8ywN9z/JA33Ns8LWzPbie7YEemmtyDqwOt0tu6iYV9KM+8yrqn/095l03Ifdtd91OUITC1kA3WwPd9M+N8N7kGZ4feYcnht6gzYhl71W3r61imnNNUQ1GZgOLoamYd92EePsYylMvIY+fxvzo7dBSHWHcqB7kjqZruCm2ixNT5zk2eY6vXnwEj6Kzxd/FjuB6tgZ6CGol9rZqiKoWGmrrRsxQAOXZ1xbbVS7CUDT2hbewJ7SZ87N9HJs8y8MDL/FQ/4t0+9rYHrCe6YZgsXuomlP/1FNP8aUvfQkpJV/4whf4/Oc/v+j1w4cP86//9b9mfn6e++67j3/6T/9ptaayaiAkCKXKT3PAT+pjdyDePYny2mF4+z3M6/cgr9uVzoCukKHh9WDefTPixBmUN46gHj2BvHYX5g27IVRBNm8JVKGwyb+OTf51zKbmOTNzmdPTl3ls8DUeHniJoOqjx9fGel87Pd5WOrzNGEqJmtQGFmMl1LTbmknddy/K6+9YbbxeOoR58Brkzi2uqjP7VA83Rnfw/Mhh3hh7nzZPjPXednp8bXR7W2kyIg2F5hpBIFdVph6s9oypT92N+vQrKzOgz4t5762I9z9AefMo6pHjmNftQl6/G4JpleZ6cip0HfP2G61ShdcOo/6vryH3brfa30Xdy85a50Anm/ydRc+BHl8bPd42OvOcA/1zI8yZCdo9cXSlctNpdbj0abQ2kbrvHpQ3jlitRl85hHnTtchdvaC5r47f6onR6olxa3wfF2b7+WD6Em+Mvc8zw4cwhEaXt5UeXzs9vla6va0ESjlL9YY6efzWNIRAXrOD1Lo21BffRP3yNy1H9uA1Vau19yg6u0Ob2B3axHhiilMzlzgzfZlvX3kGiaRJj7A+bW92eVtp88SWBKisXWGllofsaLWe69ffQf3Bk8iX3sI8eC1yx2ZX7SpFCNb72lnva2feTHBm5gqnpy/z9PCbPDr4Cn7VS4+3lfW+drp9bazztuBp2OFloSpOfTKZ5Etf+hJf/epXCQaDfPazn+Wee+4hFluop/id3/kdfv/3f5/e3l5+6qd+invvvZdt27ZVYzoNLIWiIHdvJbW5B+XIcZQX34IX3kCuXwepFezzKwRy60ZS69ehvHsScehd1FffRna3I7duQm7psVpCuQSvaljR/uB6UtKkb26YS7ODXJ4b5MmhN5gzEwggqodoMaK06FFajBhNRpiYHiKqB1d3hqCqWIFjyGNg3rIfdmxBOfweykNPwWMvWOI4WzcgN3S5Ir64L7yFrYFuLswOcGl2kFPTF3l17D0kEl1oNBsRWoworUaMZiNCXI8QN0INOlm1UScJZscIWoFUEomVGU8I5PbNpDZ2oxw9gfLGEXj5ELKnE7ltI2JuDukiK6piCIHc2E2qqwNx7BTKuydR3ziCXNeG3LYJubkHmt2rxSx8Dgzx1NCby88BI0ZUC/Lk0OvMmPMoCKJ6iNb0a81GhCYjQlwLEdYD9s+IbFZulZwpho558FrYsRnl8DHLuX/iReTm9cht6f3X5XWlCiXrDEgpGUlOcHF2gEuzQ7w+9h5PD78JWD2zW4wYrUaUZiOa3petc9uNAEwDqxgtcVKfuhtx+jzKO++jfeU7yKYo5rZNyN710N7iSnu3pQjrAa7Ve7k23Mu8meDS7CAX5wa5NDfI2+MnSWGiCoUmPZLdZ0JTSTbByh50Xg/mrddjZuyqB59M21XrLdvKJbsqA0PRs4wcU5r0z49yaXaAy3NDPDN8iFlzHoCIFsCj6IS0QPa5bjIiNGlhokbQUVnD1QQhpftptjfffJMvf/nL/PEf/zEAv/d7v8e+ffv45Cc/CUBfXx+/+qu/ygMPPADAV77yFebm5vjVX/3VotdNpVIcOnSIa665BrUKvVPdxnefPslf/eAovd3RZa/NzEzj8/kX/ezTz/539BQMxVb2EFKTkuhEatHPVnoOAIopiY0tnsesRzAS0RiNaIyHNCYDKlN+hVmfiukyq2FSg6kiv7aQ4EuBP+ePmnY0fCnrjzcFXhM86T+GCYYE3QR1dbokJTH1Vj/+Obnia8YzZxKcXghCSWAiqGbXy0RQZTKgMOPXmDNERVnelIBRHZJFzn7VhMCS9eHL+ePJWRe6CR5prQ9lja4LtzH7ej+e5Mqvs9UOJSWJjaeW/bxev0dhQnwsuehnc4Z1DoxFNAZjOsMxjRmfiqm6/+wUOwcME+aL7AG5Z0QgtfD33LMhcz7MziTofm2EaY9gxl//9sxS5N1/AyqjUY3RsMZ4SGUqoDDt05jzVLb/FsKsAmMl/A3Pkj3Zn3NfIonF57Rhgi5BVHFPnn6zH998Yx+rCSREx5OoObmrpAqjEWvNjoUtu2HKrzDjV0lq1Qm4mQLGNJhf8tgHp5L8w+8Nk1RgLFKb9eGdNQnMLHxBpoDhqMaFTk/aplKZ8anMe6rz3Uxp1h5cFBJ8Zvp5Ti5+rr2mtdd60ntt5pn2mKAVeLbbzT7ORvZz1z/9v6ryO7mNYr5wVVZNf38/bW0LIj1tbW309fUVff21114red1M/CGVWm6g1CM2dIS454auvK+NjiaIRhfTzPs3xu33k3cZUy01GXYZpvNo9wGEUxAeBUYBTMAkpSvM64KErpDSFZKqwFQEKU2QUgSmKpACy/lXQAqR/pPuDSxI/x0Q0JISMGf9bCmW/UwAmvVZCUzpMFXid1OlQEOgStCkQDVJ/1ugIFARKBIULEdPARQpUEmXZqS3I5H+t5KzPYl0cMH6I7Lvzc1uLv1/9l95yrjsmjQCGFmfYCS58ut2FhjL83MNaJ61/jAIkAQBCV1h3lBI6gpJ3VojKU0hpYCZXjtSSa8ZVcEUYuHrEdCeYJFhunRNLPq3AqZif10YUhBOKjlrgfR9FyhCFF0HgoXAQPnrIOcneTLipdaDnfWSec/SKLLdtTa4MVEZk0iuPvq+W5hurvUMnOFigXMgaEJwCDYMFT4DUqp1BphK5g9IxXqWrWc6fQYIkX22FyoSBM0mML94XCky3WkW/l0S6TNiVrP2qqXwziZRNq0qEv4iFNp/VaBpzvrjZP9NaQoyzzktMxsame9dLPzdhK5k7msloEJChQQwDlzJ8xaBQJPp8zpzVqOgSrJntLVPp/8NKOl9WWFhj174e86eLWF6QwJRg/OyJqjDPfdKgfJtH+CbhPZJsHaEJKYqmDcESV0hoVl7TCrHxszsM8Xsy8zVWLJ2W3PcmMz79JTJxU21XRuzpM3sJWiZsf4wYH03UhEkdMG8rpA0FOs7UdN2uGrtu7k2lRQ5f898P2B7/y2I9D47p8Fcid8t77MtBSoRulq7Vo1vmZlnvpz8qgoVmmmH95133qnxTOzj1t5Cr+ShE/b+o2pOpYEGqoJI9VoYN9BAFuHGOmtgreGGWk+ggRWHex3EGliLuK7WE7h6cejQoVpPwRHMPEngqjj1ra2tizLzfX197N27t+jrra2lhSs0TWPPnj0oitIQq2qggQYaaKCBBhpooIEGGmjgqoCUEtM00bTlLnxVnPq9e/dy4sQJ+vr6CAaDPPvss3zxi1/Mvt7W1oaiKBw7doze3l4efvhhfvd3f7fkdRVFwTAaLaYaaKCBBhpooIEGGmiggQYaaACs8l3XoWkav/3bv83P//zPc//99/NLv/RLxGIxvvCFL2Qz9P/u3/07fvM3f5OPfOQj3HbbbQ3l+wYaaKCBBv7/7d1PSFTrH8fxz8iQgWIpNVq0aBMzEaG1ctJFRmoFo+aiKIrcFFnkQhCLaqIgUWmRQUHURqQo0mrKiErLRe5CQiqVECQmTFf+rcaZ5rmbe+fS73e7/O7vHmc84/u1OufwHPh+GfhyvvOc8zwAAAD4h+Zl9XsAAAAAADD/bLJBKgAAAAAA+E809QAAAAAA2BRNPQAAAAAANkVTDwAAAACATdHUW2h0dFQHDx7Url275PP59PTpU0nSp0+fVFlZqeLiYvn9fv2xNmFTU5NKS0vl8/l06tQpRSIRSVJ/f78qKyu1YcMGvXr1KmH5AMBCZlXNDQQC8vl88vl8qqqq0pcvXxKWEwAsVFbV3CdPnsjn86m8vFz79u3T8PBwwnICkoaBZcbGxsyHDx+MMcaMj4+bwsJCMzs7a06cOGFevnxpjDE/Hb9+/dqEw2ETjUZNbW2tuXfvnjHGmNHRUTMwMGDq6upiYwEAP7Oq5vb19ZnJyUljjDF37twxdXV1CcgGABY2q2ru9PS0iUajxhhjuru7zdGjRxOQDZBcmKm3kMvl0vr16yVJK1euVGZmpiYnJ9XX16etW7dKksrKymKz7wUFBXI6nXI4HNq4caPGxsYkSTk5OfJ4PEpJ4ecBgF+xquZu2rRJGRkZkvTTdQDAn6yquenp6XI4HJKk79+/x44B/P/oGufJu3fvFI1GlZqaquXLl8cKlsvl+q8HxkgkosePH6uwsDARoQKA7VlVc+/fv6+CgoK4xAwAdvVva+7Dhw9VUlKixsZG1dfXxzV2IBnR1M+DiYkJ1dfX68KFC//T+ObmZuXl5Sk3N3eeIwOA5GNVze3q6tLbt29VVVU1D1ECQHKwouZWVFTo+fPnOnPmjK5duzZfoQKLhjPRASSbubk5HT9+XIcPH9bmzZtljNHExISMMXI4HBofH5fL5YqNv3XrloaHh3X9+vUERg0A9mRVze3v79elS5fU2tqqJUuWxDsNALAFq59zS0pK5Pf74xU+kLSYqbeQMUYnT55Ufn6+KioqJEkOh0N5eXnq6emRJD169EhFRUWSpJ6eHrW3t6ulpUVOJ/+vAMA/YVXNDQaDqqur0+XLl5WdnR3vNADAFqyquSMjI7Hj3t5erV69Ol4pAEnLYczv+07gX3vz5o0OHDggt9sdu9bc3KzU1FTV1tZqampKXq9X58+fV0pKioqLixWJRGILNO3YsUPV1dUaHBzUkSNHNDU1pdTUVK1du1Z3795NVFoAsCBZVXNPnz6trq4u5eTkSJLWrFmjq1evJiQnAFiorKq5V65c0bNnz+R0OpWRkSG/369169YlKi0gKdDUAwAAAABgU7x+DwAAAACATdHUAwAAAABgUzT1AAAAAADYFE09AAAAAAA2xT5qAAAsYm63Wx6PRz9+/FA4HJbX61VNTY2ysrL+9r6BgQF9/vxZ27dvj1OkAADgrzBTDwDAIhcIBNTZ2alAIKCUlBQdOnRIkUjkb+8ZGBhQV1dXnCIEAAC/wpZ2AAAsYm63W0NDQ7HzSCSikpISnT17VkVFRbp48aL6+voUCoXkdrvV0NCgUCiksrIyff36VatWrYrtP/3ixQvduHFD4XBYWVlZamhoUHZ2dgKzAwAg+TFTDwAAYpxOpzwejz5+/ChJOnbsmDo6OtTZ2ally5apvb1dGRkZqqmp0bZt2xQIBFRdXa2RkRG1tbWpra1NDx480O7du9XU1JTgbAAASH58Uw8AAH5ijJHD4ZAkdXd36/bt2wqHw5qenv7la/m9vb0aHh7Wnj17JEnRaFRpaWlxixkAgMWKph4AAMREIhENDQ1p7969CgaDamlpUUdHh1wul9ra2vT+/fu/vM8Yo9LSUvn9/jhHDADA4sbr9wAAQJIUCoXU2NiotLQ0FRYWamZmRkuXLlVmZqa+ffumQCAQG5uenq6ZmZnY+ZYtW9Td3a1gMChJCofDGhwcjHsOAAAsNszUAwCwyJWXlysajWpubk5er1etra2xb+u9Xq927typFStWKDc3V7Ozs5Kk/Px83bx5U+Xl5bGF8s6dO6eamhqFw2FFo1Ht379fHo8nwdkBAJDcWP0eAAAAAACb4vV7AAAAAABsiqYeAAAAAACboqkHAAAAAMCmaOoBAAAAALApmnoAAAAAAGyKph4AAAAAAJuiqQcAAAAAwKZ+AwLyxrDYsiARAAAAAElFTkSuQmCC"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_functions_overlap(\"OMORI\", df_omori).show()"
]
},
{
"cell_type": "code",
"execution_count": 77,
"metadata": {
"ExecuteTime": {
"end_time": "2023-07-02T06:48:38.507418520Z",
"start_time": "2023-07-02T06:48:37.934133932Z"
}
},
"outputs": [
{
"data": {
"text/plain": "<Figure size 1024x576 with 1 Axes>",
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_functions_overlap(\"Potion Craft: Alchemist Simulator\", df_potioncraft).show()"
]
},
{
"cell_type": "code",
"execution_count": 78,
"metadata": {
"ExecuteTime": {
"end_time": "2023-07-02T06:48:39.103616172Z",
"start_time": "2023-07-02T06:48:38.507966416Z"
}
},
"outputs": [
{
"data": {
"text/plain": "<Figure size 1024x576 with 1 Axes>",
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_functions_overlap(\"Untitled Goose Game\", df_untitledgoosegame).show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Conclusioni"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Il prezzo di un videogioco è correlato negativamente con il numero dei suoi giocatori concorrenti, come ipotizzato."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"La pubblicazione di un annuncio spesso, ma non sempre, coincide con un incremento temporaneo nel numero dei giocatori."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"La funzione modellata ha una correlazione di intensità che varia da debole a intensa in base al videogioco in questione.\n"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.11.3"
}
},
"nbformat": 4,
"nbformat_minor": 1
}