Skip to content

Instantly share code, notes, and snippets.

@mharias
Last active September 11, 2018 18:36
Show Gist options
  • Save mharias/bd04365e2ea3f3f6681ea8acd83d6f90 to your computer and use it in GitHub Desktop.
Save mharias/bd04365e2ea3f3f6681ea8acd83d6f90 to your computer and use it in GitHub Desktop.
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Twitter Analysis con Python (II)"
]
},
{
"cell_type": "markdown",
"metadata": {
"collapsed": true
},
"source": [
"Segunda parte de la entrada Twitter Analysis con Python. Partiremos de un fichero con la colección de tweets a analyzar, cargaremos ese fichero, trataremos los tweets (stopwords, lematizacion etc) y finalmente calcularemos el sentimiento de las palabras resultado del tratamiento anterior."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 1. Un poco de teoría : modelos de sentimiento de tweets"
]
},
{
"cell_type": "markdown",
"metadata": {
"collapsed": true
},
"source": [
"Vamos a implementar en python el modelo de cálculo de sentimiento descrito por [Pilar del Rey Castillo en su paper Fuzzy Sentiment Analysis using Spanish Tweets](http://www.ine.es/q2016/docs/q2016Final00053.pdf). Más información sobre el mismo [aquí](http://www.ine.es/q2016/ppts/Q139.pdf)\n",
" \n",
"El modelo se basa en la Affective Norms for English Words (ANEW;Bradley&Lang, 1999a) adaptado a español por [Jaime Redondo et al (The Spanish adaptation of ANEW; Redondo&Fraga&Padrón&Comesaña, 2007)](https://link.springer.com/article/10.3758/BF03193031).\n",
"De manera muy resumida ANEW evalua desde tres dimensiones de \"afectividad\" 1034 palabras de lengua inglesa. Estas tres dimensiones son : \n",
"> * **valencia** (*valence*) : con rango desde *agradable* hasta *desagradable*\n",
"* **excitación** (*arousal*) : con rango desde *en calma* hasta *excitado*\n",
"* **dominio** (*dominance*) : con rango desde *bajo control* hasta *fuera de control*\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"El *ANEW* en español se generó a partir de una tradución de las palabras en inglés de l *ANEW* original, y por medio de entrevistas a 720 participantes, todos ellos estudiantes de psicología de entre 18 y 25 años de edad (media 21.5 y desviación 1.81).\n",
"Por cada palabra se obtendrían medias y desviaciones de las tres dimensiones anteriores, por sexo y en total.\n",
"\n",
"Pilar del Rey propone en su modelo que las dos dimensiones, de alguna manera, relacionadas con la noción de sentimiento son la **valencia** y la **excitación**. La primera refleja la calidad del sentimiento desde completamente negativo (1) hasta completamente positivo (9)\n",
"La segunda traslada la cantidad e intensidad del sentimiento, desde el mínimo de 1 hasta un máximo de 9"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"El sentimiento se calculará combinando los valores de ambas dimensiones en un único valor. En un primer paso la **excitación** se normaliza a [0,1] y la **valencia** a [-4,4]. Quedando la ecuación final tal que : "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"$$ \\large s(w)=\\frac{\\bigg[ \\big(\\frac {arousal(w)-1}{8}\\big)(valence(w)-5)\\bigg] +4}{8} \\enspace \\forall w \\in ANEW $$\n",
"s(w) indica el sentimiento de la palabra w. \n",
"El sentimiento del tweet será la media de los sentimientos de cada una de las palabras significativas (volvemos con esto en un momento) :"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"$$ \\large f(m)=\\frac {\\sum_{i=1} ^{r} s(w_i)}{r}$$\n",
"\n",
"donde $$ \\large w_i : \\forall i \\in \\{1..r\\} \\enspace / \\enspace w_i \\in {ANEW}$$\n",
"\n",
"En este punto hemos calculado el sentimiento de un `tweet`. \n",
"\n",
"El siguiente punto será calcular el sentimiento agregado de una determinada situación. Pilar del Rey ha calculado el sentimiento medio de toda España a lo largo de algunos meses, y ha conseguido correlarlo con determinados eventos singulares.\n",
"\n",
"En nuestro caso vamos a calcular el sentimiento de determinada tipología de tweets. Como soy aficionado al fútbol, y sigo al Real Madrid, vamos a medir el sentimiento de tweets con el hashtag #HalaMadrid durante un partido de fútbol"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 2. Recuperamos los tweets del fichero :"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Como paso previo vamos a importar las librerias que necesitamos : "
]
},
{
"cell_type": "code",
"execution_count": 79,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import pandas as pd\n",
"import pattern\n",
"import pattern.es as lemEsp\n",
"import nltk\n",
"from nltk.corpus import stopwords\n",
"import unicodedata\n",
"import re\n",
"import numpy as np\n",
"import datetime,time\n",
"import matplotlib\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib.ticker as ticker\n",
"import matplotlib.dates as mdates\n",
"%matplotlib inline\n",
"#plt.style.use('classic')"
]
},
{
"cell_type": "code",
"execution_count": 80,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"path='twitter_csv_halamadrid_sinsent' #el nombre del fichero en el que guardamos los tweets en el paso anterior"
]
},
{
"cell_type": "code",
"execution_count": 81,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"pt=pd.read_csv(path,low_memory=False)"
]
},
{
"cell_type": "code",
"execution_count": 82,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(37324, 37)"
]
},
"execution_count": 82,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pt.shape"
]
},
{
"cell_type": "code",
"execution_count": 83,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Index(['id', 'contributors', 'coordinates', 'created_at', 'display_text_range',\n",
" 'entities', 'extended_entities', 'extended_tweet', 'favorite_count',\n",
" 'favorited', 'filter_level', 'geo', 'id_str', 'in_reply_to_screen_name',\n",
" 'in_reply_to_status_id', 'in_reply_to_status_id_str',\n",
" 'in_reply_to_user_id', 'in_reply_to_user_id_str', 'is_quote_status',\n",
" 'lang', 'limit', 'place', 'possibly_sensitive', 'quote_count',\n",
" 'quoted_status', 'quoted_status_id', 'quoted_status_id_str',\n",
" 'quoted_status_permalink', 'reply_count', 'retweet_count', 'retweeted',\n",
" 'retweeted_status', 'source', 'text', 'timestamp_ms', 'truncated',\n",
" 'user'],\n",
" dtype='object')"
]
},
"execution_count": 83,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pt.columns"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Vamos a forzar el tipo de formato object a todas las columnas :"
]
},
{
"cell_type": "code",
"execution_count": 84,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"for columna in pt.columns:\n",
" pt[columna]=pt[columna].astype('object')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Y borremos todas las filas que tienen un nan, son tweets que por alguna razón que no conozco no tienen un formato correcto : "
]
},
{
"cell_type": "code",
"execution_count": 85,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"20999 <class 'float'> nan\n",
"21000 <class 'float'> nan\n",
"29895 <class 'float'> nan\n"
]
}
],
"source": [
"lista_a_borrar=[]\n",
"for i in range(len(pt.index)):\n",
" if type(pt.iloc[i]['text'])!=str:\n",
" print (i,type(pt.iloc[i]['text']),pt.iloc[i]['text'])\n",
" #pt=pt.drop(pt.index[i])\n",
" lista_a_borrar.append(i)"
]
},
{
"cell_type": "code",
"execution_count": 86,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[20999, 21000, 29895]"
]
},
"execution_count": 86,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"lista_a_borrar"
]
},
{
"cell_type": "code",
"execution_count": 87,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"pt=pt.drop(pt.index[lista_a_borrar])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"recuperamos el formato int para la columna 'id' que se ha perdido al grabar el fichero"
]
},
{
"cell_type": "code",
"execution_count": 88,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"pt['id']=pt['id_str'].astype('int')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Y el formato `datetime` para la columna `created_at`:"
]
},
{
"cell_type": "code",
"execution_count": 89,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"pt['created_at']=pd.to_datetime(pt['created_at'])"
]
},
{
"cell_type": "code",
"execution_count": 90,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(37321, 37)"
]
},
"execution_count": 90,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pt.shape"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 3. Calculo de Sentimiento"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 3.1 Tratamiento del tweet"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"La secuencia que vamos a utilizar es :\n",
"* pasamos todas las palabras a minúscula\n",
"* convertimos el texto del tweet en una lista de tokens\n",
"* eliminamos todos aquellos tokens que son stopwords en español\n",
"* quitamos tokens tales como puntos, puntos y coma,'http', etc... \n",
"* finalmente lematizamos los tokens\n",
"\n",
"De esta última lista podemos ya calcular el sentimiento, viendo que palabras están en la lista *ANEW*"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 3.2 Palabras a minuscula : \n",
"Simplemente con el método : texto.lower()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 3.3 Convertimos el texto en una lista de tokens :"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Utilizamos la función tokeniza, que la he conseguido del blog de [Marco Bonzanini](https://marcobonzanini.com/2015/03/02/mining-twitter-data-with-python-part-1/). REcodifiqúe una de las expresiones regulares para que no partiera las parlabras acentuadas en Español."
]
},
{
"cell_type": "code",
"execution_count": 91,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"emoticons_str = r\"\"\"\n",
" (?:\n",
" [:=;] # Eyes\n",
" [oO\\-]? # Nose (optional)\n",
" [D\\)\\]\\(\\]/\\\\OpP] # Mouth\n",
" )\"\"\"\n",
" \n",
"regex_str = [\n",
" emoticons_str,\n",
" r'<[^>]+>', # HTML tags\n",
" r'(?:@[\\w_]+)', # @-mentions\n",
" r\"(?:\\#+[\\w_]+[\\w\\'_\\-]*[\\w_]+)\", # hash-tags\n",
" r'http[s]?://(?:[a-z]|[0-9]|[$-_@.&amp;+]|[!*\\(\\),]|(?:%[0-9a-f][0-9a-f]))+', # URLs\n",
" \n",
" r'(?:(?:\\d+,?)+(?:\\.?\\d+)?)', # numbers\n",
" r\"(?:[^\\W_][\\w'\\-_]+[^\\W_])\", # words with - and ' and accents!\n",
" #r\"(?:[a-z][a-z'\\-_]+[a-z])\", # words with - and '\n",
" r'(?:[\\w_]+)', # other words\n",
" r'(?:\\S)' # anything else\n",
"]\n",
" \n",
"tokens_re = re.compile(r'('+'|'.join(regex_str)+')', re.VERBOSE | re.IGNORECASE)\n",
"emoticon_re = re.compile(r'^'+emoticons_str+'$', re.VERBOSE | re.IGNORECASE)\n",
" \n",
"def tokenize(s):\n",
" return tokens_re.findall(s)\n",
" \n",
"def tokeniza(s, lowercase=False):\n",
" tokens = tokenize(s)\n",
" if lowercase:\n",
" tokens = [token if emoticon_re.search(token) else token.lower() for token in tokens]\n",
" return tokens"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 3.4 Quitamos los stop words"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Para ello creamos la lista `stop` con todas las palabras que nos bajamos de la libreria `nltk`, a la que añadimos los signos de puntuación del Español. A continuación generamos una lista a partir de la lista de tokens, siempre que estos no estén en la lista `stop`. Utiliza una generación por comprehension de lista que se puede ver en detalle en [listas]("
]
},
{
"cell_type": "code",
"execution_count": 92,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def stopwords_esp():\n",
" stop = stopwords.words('spanish')\n",
" signos_puntuacion=['.',',',':',';','_','-',]\n",
" for signo in signos_puntuacion:\n",
" stop.append(signo)\n",
" return stop\n",
"\n",
"def quita_stopwords(lista_tokens,set_stop_words):\n",
" filtered_words = [w for w in lista_tokens if not w in set_stop_words]\n",
" return filtered_words"
]
},
{
"cell_type": "code",
"execution_count": 93,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def strip_accents(text):\n",
" \"\"\"\n",
" Strip accents from input String.\n",
"\n",
" :param text: The input string.\n",
" :type text: String.\n",
"\n",
" :returns: The processed String.\n",
" :rtype: String.\n",
" \"\"\"\n",
" try:\n",
" text = unicode(text, 'utf-8')\n",
" except (TypeError, NameError): # unicode is a default on python 3 \n",
" pass\n",
" text = unicodedata.normalize('NFD', text)\n",
" text = text.encode('ascii', 'ignore')\n",
" text = text.decode(\"utf-8\")\n",
" return str(text)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 3.5 Quitamos resto de tokens auxiliares :\n",
"Limpiamos aqui signos consecutivos, barra verticales, y quitamos el **_#_** a los hashtags"
]
},
{
"cell_type": "code",
"execution_count": 94,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def quita_tokens_aux(lista_tokens):\n",
" nueva_lista=[]\n",
" lista_delete=['#','rt','@','/','\\\\','|','http','...',\"\"\"'\"\"\",'''\"''','....']\n",
" for token in lista_tokens:\n",
" if token in lista_delete:\n",
" pass\n",
" elif token[0]=='#':\n",
" nueva_lista.append(token[1:])\n",
" elif token[0]=='@':\n",
" pass\n",
" else:\n",
" nueva_lista.append(token)\n",
" return nueva_lista"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 3.6 Lematizamos los tokens"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Por medio de la librería `pattern` hemos conseguido un lematizador en español. El código en el `try` recoge, de la salida estandar del lematizador, las cadenas con la palabra origen y el lem. Hay que trabarla un poco para sacar solo el lem. Puede probar y ver cual es la salida en bruto del lematizador `lista`"
]
},
{
"cell_type": "code",
"execution_count": 95,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def lematiza(lista_palabras):\n",
" nueva_lista=[]\n",
" lista=' '.join(lista_palabras)\n",
" lista=lemEsp.parse(lista, lemmata=True).split(' ')\n",
" #print (len(lista),lista)\n",
" try:\n",
" return [item[[pos for pos, char in enumerate(item) if char == '/'][-1]+1:] for item in lista]\n",
" except:\n",
" return []"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 3.7 Aplicamos todas las funciones anteriores"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Para ello creamos una función `tokens_from_text`, a la que pasamos un texto de un twitter y nos devuelve la lista de tokens:"
]
},
{
"cell_type": "code",
"execution_count": 96,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def tokens_from_text(texto):\n",
" tweet = texto.lower()\n",
" tokens_tweet=tokeniza(tweet)\n",
" set_stop_words=stopwords_esp()\n",
" tokens_filtered = [w for w in tokens_tweet if not w in set_stop_words]\n",
" token_filtered=quita_tokens_aux(tokens_filtered)\n",
" token_lem=lematiza(token_filtered)\n",
" return token_lem"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"A partir de esta función vamos a crear una columna, dentro del pandas que contiene los tweets, con la lista de tokens (tarda algún minuto) :"
]
},
{
"cell_type": "code",
"execution_count": 100,
"metadata": {},
"outputs": [],
"source": [
"pt['tokens']=pt['text'].apply(lambda x:tokens_from_text(x))"
]
},
{
"cell_type": "code",
"execution_count": 103,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(37321, 38)"
]
},
"execution_count": 103,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pt.shape"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Pues ya lo tenemos!...podemos comprobar por ejemplo las columna `text` y `tokens` de un par de tweets :"
]
},
{
"cell_type": "code",
"execution_count": 107,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"text RT @realmadrid: ⚽📱👀 ¡Esta noche afrontamos en ...\n",
"tokens [⚽, 📱, 👀, ¡, noche, afrontamos, bernabéu, terc...\n",
"Name: 25, dtype: object"
]
},
"execution_count": 107,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pt.iloc[25][['text','tokens']]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Podemos ver que siguen apareciendo emoticonos que no hemos podido eliminar. Lo dejo para un trabajo posterior.\n",
"___"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 4. Cálculo de sentimiento :"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Llegados a este punto el cálculo del sentimiento no es complicado. Basta con aplicar las fórmulas del apartado 1. Antes hemos de generar el fichero ANEW, que lo he bajado de [aquí]( https://link.springer.com/article/10.3758/BF03193031) . `path_web` indica el path local del fichero en mi directorio. El formato en el que lo bajo es pandas, con la palabra como indice :"
]
},
{
"cell_type": "code",
"execution_count": 108,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def fichero_anew():\n",
" path_web='Redondo-BRM-2007/Redondo(2007).xls'\n",
" anew=pd.read_excel(path_web)\n",
" anew.set_index('S-Word',inplace=True)\n",
" return anew\n",
"\n",
"anew=fichero_anew()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Veamos algun ejemplo :"
]
},
{
"cell_type": "code",
"execution_count": 154,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style>\n",
" .dataframe thead tr:only-child th {\n",
" text-align: right;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: left;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Number</th>\n",
" <th>E-Word</th>\n",
" <th>Val-Mn-All</th>\n",
" <th>Val-Sd-All</th>\n",
" <th>Aro-Mn-All</th>\n",
" <th>Aro-Sd-All</th>\n",
" <th>Dom-Mn-All</th>\n",
" <th>Dom-Sd-All</th>\n",
" </tr>\n",
" <tr>\n",
" <th>S-Word</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>abejas</th>\n",
" <td>583</td>\n",
" <td>bees</td>\n",
" <td>3.177778</td>\n",
" <td>1.845601</td>\n",
" <td>6.588889</td>\n",
" <td>2.054835</td>\n",
" <td>3.422222</td>\n",
" <td>2.322231</td>\n",
" </tr>\n",
" <tr>\n",
" <th>aborto</th>\n",
" <td>622</td>\n",
" <td>abortion</td>\n",
" <td>2.800000</td>\n",
" <td>2.126346</td>\n",
" <td>6.066667</td>\n",
" <td>1.865114</td>\n",
" <td>4.166667</td>\n",
" <td>2.366669</td>\n",
" </tr>\n",
" <tr>\n",
" <th>abrasador</th>\n",
" <td>975</td>\n",
" <td>scorching</td>\n",
" <td>2.455556</td>\n",
" <td>1.580507</td>\n",
" <td>6.000000</td>\n",
" <td>2.156777</td>\n",
" <td>4.000000</td>\n",
" <td>2.187811</td>\n",
" </tr>\n",
" <tr>\n",
" <th>abrazo</th>\n",
" <td>218</td>\n",
" <td>hug</td>\n",
" <td>8.133333</td>\n",
" <td>1.342478</td>\n",
" <td>5.700000</td>\n",
" <td>2.572325</td>\n",
" <td>6.122222</td>\n",
" <td>2.155879</td>\n",
" </tr>\n",
" <tr>\n",
" <th>abrumado</th>\n",
" <td>300</td>\n",
" <td>overwhelmed</td>\n",
" <td>2.900000</td>\n",
" <td>1.811635</td>\n",
" <td>5.355556</td>\n",
" <td>2.142723</td>\n",
" <td>3.844444</td>\n",
" <td>2.166710</td>\n",
" </tr>\n",
" <tr>\n",
" <th>absurdo</th>\n",
" <td>623</td>\n",
" <td>absurd</td>\n",
" <td>3.800000</td>\n",
" <td>1.879517</td>\n",
" <td>4.900000</td>\n",
" <td>1.805423</td>\n",
" <td>4.444444</td>\n",
" <td>1.649727</td>\n",
" </tr>\n",
" <tr>\n",
" <th>abundancia</th>\n",
" <td>624</td>\n",
" <td>abundance</td>\n",
" <td>6.800000</td>\n",
" <td>1.749478</td>\n",
" <td>5.400000</td>\n",
" <td>2.207240</td>\n",
" <td>5.677778</td>\n",
" <td>1.804039</td>\n",
" </tr>\n",
" <tr>\n",
" <th>aburrido</th>\n",
" <td>48</td>\n",
" <td>bored</td>\n",
" <td>2.333333</td>\n",
" <td>1.676004</td>\n",
" <td>2.900000</td>\n",
" <td>1.943297</td>\n",
" <td>4.777778</td>\n",
" <td>2.237463</td>\n",
" </tr>\n",
" <tr>\n",
" <th>accidente</th>\n",
" <td>2</td>\n",
" <td>accident</td>\n",
" <td>1.322222</td>\n",
" <td>0.818711</td>\n",
" <td>7.577778</td>\n",
" <td>1.829704</td>\n",
" <td>2.622222</td>\n",
" <td>2.291056</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Number E-Word Val-Mn-All Val-Sd-All Aro-Mn-All \\\n",
"S-Word \n",
"abejas 583 bees 3.177778 1.845601 6.588889 \n",
"aborto 622 abortion 2.800000 2.126346 6.066667 \n",
"abrasador 975 scorching 2.455556 1.580507 6.000000 \n",
"abrazo 218 hug 8.133333 1.342478 5.700000 \n",
"abrumado 300 overwhelmed 2.900000 1.811635 5.355556 \n",
"absurdo 623 absurd 3.800000 1.879517 4.900000 \n",
"abundancia 624 abundance 6.800000 1.749478 5.400000 \n",
"aburrido 48 bored 2.333333 1.676004 2.900000 \n",
"accidente 2 accident 1.322222 0.818711 7.577778 \n",
"\n",
" Aro-Sd-All Dom-Mn-All Dom-Sd-All \n",
"S-Word \n",
"abejas 2.054835 3.422222 2.322231 \n",
"aborto 1.865114 4.166667 2.366669 \n",
"abrasador 2.156777 4.000000 2.187811 \n",
"abrazo 2.572325 6.122222 2.155879 \n",
"abrumado 2.142723 3.844444 2.166710 \n",
"absurdo 1.805423 4.444444 1.649727 \n",
"abundancia 2.207240 5.677778 1.804039 \n",
"aburrido 1.943297 4.777778 2.237463 \n",
"accidente 1.829704 2.622222 2.291056 "
]
},
"execution_count": 154,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"anew.iloc[1:10][anew.columns[:8]]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Esta es la función que calcula el sentimiento, a partir de una lista de tokens :"
]
},
{
"cell_type": "code",
"execution_count": 110,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def sentimiento(lista_token):\n",
" \n",
" acumm=0\n",
" cont=0\n",
" for word in lista_token:\n",
" if word in anew.index:\n",
" cont+=1\n",
" #print (i,word)\n",
" acumm+=((anew.loc[word]['Aro-Mn-All']-1)/8*(anew.loc[word]['Val-Mn-All']-5)+4)/8\n",
" if cont!=0:\n",
" return acumm/cont\n",
" else:\n",
" return None"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Creamos una columna sentimiento con el valor calculado :"
]
},
{
"cell_type": "code",
"execution_count": 111,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"pt['sentimiento']=pt.apply(lambda x:sentimiento(x['tokens']),axis=1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Como buena práctica vamos a guardar el pandas con las dos nuevas columnas ºmen el disco, para evitar que lo corrompamos con algún mal código : "
]
},
{
"cell_type": "code",
"execution_count": 112,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"pt.to_csv('twitter_csv_halamadrid_consent')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Veamos un ejemplo de los resultados : "
]
},
{
"cell_type": "code",
"execution_count": 156,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style>\n",
" .dataframe thead tr:only-child th {\n",
" text-align: right;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: left;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>text</th>\n",
" <th>tokens</th>\n",
" <th>sentimiento</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>@diarioas El fallo de Juan Fran #HalaMadrid</td>\n",
" <td>[fallo, juan, fran, halamadrid]</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>RT @Madrid_Indo: MATCHDAY!\\nㅤ\\nReal Madrid 🆚 L...</td>\n",
" <td>[matchday, ㅤ, real, madrid, 🆚, leganés, ㅤ, 🏆, ...</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>RT @raphaelvarane: MATCH DAY 🏟⚽️ 20:45H VS. Le...</td>\n",
" <td>[match, day, 🏟, ⚽, ️, 20, 45, h, vs, leganes, ...</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>RT @realmadrid: 😀👕⚽ ¡Revive la presentación de...</td>\n",
" <td>[😀, 👕, ⚽, ¡, revivir, presentación, santiago, ...</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>RT @realmadrid: 🏆 UEFA Champions League 2018/1...</td>\n",
" <td>[🏆, uefa, champions, league, 2018, 19, ⚽, grou...</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>RT @raphaelvarane: MATCH DAY 🏟⚽️ 20:45H VS. Le...</td>\n",
" <td>[match, day, 🏟, ⚽, ️, 20, 45, h, vs, leganes, ...</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>RT @realmadrid: FINAL DEL PARTIDO | END OF THE...</td>\n",
" <td>[final, partido, end, of, the, match, barcelon...</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>RT @Madrid_Indo: [Pontianak] 🏃📺🙋 #NomadPRMI \\n...</td>\n",
" <td>[[, pontianak, ], 🏃, 📺, 🙋, nomadprmi, nomad, l...</td>\n",
" <td>0.523939</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>RT @Benzema: Felicidades a mis amigos Sergio R...</td>\n",
" <td>[felicidades, amigo, sergio, ramo, 👏, 🏻, halam...</td>\n",
" <td>0.699086</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>A leer al amigo @VictorVikingo_ en #Madridista...</td>\n",
" <td>[leer, amigo, madridistareal, welcomemariano, ...</td>\n",
" <td>0.805579</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>It's MachDay! Vamos!!!\\n🌴🌴🌴🍃💛 @realmadrid \\n🌴...</td>\n",
" <td>[it's, machday, ir, !, !, 🌴, 🌴, 🌴, 🍃, 💛, 🌴, 🍃,...</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" text \\\n",
"0 @diarioas El fallo de Juan Fran #HalaMadrid \n",
"1 RT @Madrid_Indo: MATCHDAY!\\nㅤ\\nReal Madrid 🆚 L... \n",
"2 RT @raphaelvarane: MATCH DAY 🏟⚽️ 20:45H VS. Le... \n",
"3 RT @realmadrid: 😀👕⚽ ¡Revive la presentación de... \n",
"4 RT @realmadrid: 🏆 UEFA Champions League 2018/1... \n",
"5 RT @raphaelvarane: MATCH DAY 🏟⚽️ 20:45H VS. Le... \n",
"6 RT @realmadrid: FINAL DEL PARTIDO | END OF THE... \n",
"7 RT @Madrid_Indo: [Pontianak] 🏃📺🙋 #NomadPRMI \\n... \n",
"8 RT @Benzema: Felicidades a mis amigos Sergio R... \n",
"9 A leer al amigo @VictorVikingo_ en #Madridista... \n",
"10 It's MachDay! Vamos!!!\\n🌴🌴🌴🍃💛 @realmadrid \\n🌴... \n",
"\n",
" tokens sentimiento \n",
"0 [fallo, juan, fran, halamadrid] NaN \n",
"1 [matchday, ㅤ, real, madrid, 🆚, leganés, ㅤ, 🏆, ... NaN \n",
"2 [match, day, 🏟, ⚽, ️, 20, 45, h, vs, leganes, ... NaN \n",
"3 [😀, 👕, ⚽, ¡, revivir, presentación, santiago, ... NaN \n",
"4 [🏆, uefa, champions, league, 2018, 19, ⚽, grou... NaN \n",
"5 [match, day, 🏟, ⚽, ️, 20, 45, h, vs, leganes, ... NaN \n",
"6 [final, partido, end, of, the, match, barcelon... NaN \n",
"7 [[, pontianak, ], 🏃, 📺, 🙋, nomadprmi, nomad, l... 0.523939 \n",
"8 [felicidades, amigo, sergio, ramo, 👏, 🏻, halam... 0.699086 \n",
"9 [leer, amigo, madridistareal, welcomemariano, ... 0.805579 \n",
"10 [it's, machday, ir, !, !, 🌴, 🌴, 🌴, 🍃, 💛, 🌴, 🍃,... NaN "
]
},
"execution_count": 156,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pt.iloc[0:11][['text','tokens','sentimiento']]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Lo primero que comprobamos es que hay muchos tweets en los que no ha sido posible calcular el sentimiento. La razón es no que no tienen ninguna palabra que aparezca en el fichero ANEW."
]
},
{
"cell_type": "code",
"execution_count": 114,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"count 6228.000000\n",
"mean 0.625060\n",
"std 0.106713\n",
"min 0.120482\n",
"25% 0.565664\n",
"50% 0.617199\n",
"75% 0.699086\n",
"max 0.856834\n",
"Name: sentimiento, dtype: float64"
]
},
"execution_count": 114,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pt['sentimiento'].describe()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Efectivamente, podemos comprobar que en solo 6228 tweets, de los más de 37.000 que hemos recopilado, hemos podido calcular el sentimiento. Y la media de la dimension sentimiento es de 0.6250, por encima de 0.5. Parece lógico pensar que el hashtag #HalaMadrid ya indica que el sentimiento es positivo!"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 6. Gráficos"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Vamos a construir ahora un par de gráficos para ver la evolución deñ sentimiento en el rango de tiempo de recolección de tweets, desde las 13:00 hasta las 24:00. \n",
"Los agregamos cada 15 min, calculando la media :"
]
},
{
"cell_type": "code",
"execution_count": 128,
"metadata": {},
"outputs": [],
"source": [
"#agg_10m = pt.set_index('created_at').groupby(pd.Grouper(freq='15Min',base=3)).aggregate(np.mean)"
]
},
{
"cell_type": "code",
"execution_count": 129,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"contador=pt.set_index('created_at').groupby(pd.Grouper(freq='1min')).size()"
]
},
{
"cell_type": "code",
"execution_count": 132,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"agg = pt.set_index('created_at')['sentimiento'].resample('5min').mean()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Creamos el gráfico..es importante tener en cuenta que la hora es GMT, la hora en España en este momento es GMT+2h, el partido empezó a las 20:45, horal local, 18:45 GTM y termino sobre las 22:30 hora local, 20:30 GMT"
]
},
{
"cell_type": "code",
"execution_count": 172,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAABLAAAAGmCAYAAABsln3uAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11b8bf160>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"years = mdates.YearLocator() # every year\n",
"months = mdates.MonthLocator() # every month\n",
"yearsFmt = mdates.DateFormatter('%H:%M')\n",
"#start, end = ax.get_xlim()\n",
"fig, ax = plt.subplots(figsize=(20,6))\n",
"ax.grid(axis='both')\n",
"ax.set_xlabel('Hora GMT',size=16)\n",
"ax.set_ylabel('Sentimiento', color=color,size=16)\n",
"ax.tick_params(axis='y', labelsize='large')\n",
"plt.setp(ax.get_xticklabels(), rotation='vertical', fontsize=18)\n",
"plt.setp(ax.get_yticklabels(), fontsize=18)\n",
"#rango=np.arange(np.datetime64('01-09-18 13:00'),np.datetime64('01-09-18 23:59'),np.timedelta64(1,'h'))\n",
"#ax.xaxis.set_ticks(rango)\n",
"start = np.datetime64('2018-09-01T11:00:00')\n",
"end = np.datetime64('2018-09-01T23:59:00')\n",
"delta= np.timedelta64(20,'m')\n",
"ax.xaxis.set_ticks(np.arange(start,end,delta))\n",
"ax.plot(agg)\n",
"#ax.xaxis.set_major_formatter(plt.FuncFormatter(format_func))\n",
"ax.xaxis.set_major_formatter(yearsFmt)\n",
"plt.show()\n",
"fig.savefig('sentimiento',bbox_inches = 'tight')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Vamos a crear otro gráfico, pero con el nº de tweets en por cada intervalo, relacionándolos con los minutos \"singulares\" : al acabar y empezar el partido y en los momentos de los goles : "
]
},
{
"cell_type": "code",
"execution_count": 174,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAABK4AAAGmCAYAAABV8cy1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nqSv9H7rFOWjXJKFfAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11f8cc4a8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#17 48 61 66 -> 19:05, 19:50, 20:03 , 20:10 ------- 24 -- 19:12\n",
"\n",
"years = mdates.YearLocator() # every year\n",
"months = mdates.MonthLocator() # every month\n",
"yearsFmt = mdates.DateFormatter('%H:%M')\n",
"start, end = ax.get_xlim()\n",
"fig, ax = plt.subplots(figsize=(20,6))\n",
"#rango=np.arange(np.datetime64('01-09-18 13:00'),np.datetime64('01-09-18 23:59'),np.timedelta64(1,'h'))\n",
"#ax.xaxis.set_ticks(rango)\n",
"ax.set_xlabel('Hora GMT',size=16)\n",
"ax.set_ylabel('Contador', color=color,size=20)\n",
"plt.setp(ax.get_xticklabels(), rotation='vertical', fontsize=18)\n",
"plt.setp(ax.get_yticklabels(), fontsize=18)\n",
"start = np.datetime64('2018-09-01T11:00:00')\n",
"end = np.datetime64('2018-09-01T23:59:00')\n",
"delta= np.timedelta64(20,'m')\n",
"ax.xaxis.set_ticks(np.arange(start,end,delta))\n",
"grafica=plt.plot(contador)\n",
"ax.grid(axis='both')\n",
"ax.text(contador.index[465],700,'1er GOL',size=15,color='g')\n",
"ax.text(contador.index[510],700,'2do GOL',size=15,color='g')\n",
"ax.text(contador.index[530],850,'3er GOL',size=15,color='g')\n",
"ax.text(contador.index[540],800,'4to GOL',size=15,color='g')\n",
"ax.text(contador.index[435],200,'Comienza',size=15,color='g')\n",
"ax.text(contador.index[580],250,'Fin',size=15,color='g')\n",
"ax.xaxis.set_major_formatter(yearsFmt)\n",
"plt.show()\n",
"fig.savefig('contador',bbox_inches = 'tight')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Finalmente vamos a crear simultáneamente ambos gráficos, y chequear si se ve algun tipo de relacion en los momentos de los goles : "
]
},
{
"cell_type": "code",
"execution_count": 181,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAABPkAAAG2CAYAAAAN71MfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xt8U/X9x/HXSdMmvRdaEMotgoqAAgLKvExR1E3rmNt0\nzs1tbE7nvG7uYqfODS+z7qJMp27qnM6N/bzMOV1x8z5vKIKKIF5QKAjl0gu9pdck5/fHN2nTNm2T\nNiVt834+Hn2Enpyec5ICbd75fL4fy7ZtREREREREREREZPhyJPoCREREREREREREZGAU8omIiIiI\niIiIiAxzCvlERERERERERESGOYV8IiIiIiIiIiIiw5xCPhERERERERERkWFOIZ+IiIiIiIiIiMgw\np5BPRERERERERERkmFPIJyIiIiIiIiIiMswp5BMRERERERERERnmFPKJiIiIiIiIiIgMcwr5RERE\nREREREREhjmFfCIiIiIiIiIiIsOcQj4REREREREREZFhTiGfiIiIiIiIiIjIMKeQT0RERERERERE\nZJhTyCciIiIiIiIiIjLMKeQTEREREREREREZ5hTyiYiIiIiIiIiIDHMK+URERERERERERIY5hXwi\nIiIiIiIiIiLDnEI+ERERERERERGRYU4hn4iIiIiIiIiIyDDnTPQFDHUOh8NOT09P9GWIiIiIiIiI\niIwYjY2Ntm3bKj6LI4V8fUhPT8fr9Sb6MkRERERERJLKI4/AzTfDBx+A1wtTpsDXvw4/+QmkpQ3u\nuVta4I47YMUKeP99aG2FyZNh8WK45BKYNavz/u++C9deC88/D3V1Zt+vfAWuuAIyMzv2e+EFOP54\nWL8eDjlkcB+DyFBnWVZToq9hpFHIJyIiIiIiIkNOVRWccAL8+MeQlwerV8MvfgG7dsHvfz94521s\nhJNPNkHcJZfA9debUHHDBrj7bigthU8+6dj/+eehqAjmzoXbboNx42DNGvjlL+HJJ839WVmDd70i\nIiGWbduJvoYhLTMz01Yln4iIiIiISOJddRXcfjvs3QuW1f/jNDVBT6sy/eAHJsx7/fXuFXuBAPzp\nT3DeeebzxkY44ACYNg2eew5SUzv2fecdmD8fLroIli8321TJJ9LBsqxG27Yz+95ToqXeZxERERER\nERkW8vNN62y45mbTwjtpErhcMGcOrFzZeR+PB374Q7juOpg4EXJyIh+/sRHuugsuvLB7wAfgcHQE\nfAAPPww7d8INN3QO+ABmz4ZzzoF77jHHFREZbGrXFRERERERkSHL7zdr5L35Jtx6K3zve52r+M44\nw7TyLltmKuoeegiWLDEts3Pnduy3YoUJ7u64A3y+yOdau7ajXTcaL74Io0bBscdGvv/00+G++8y1\nH3NMdMeUwdHW1sb27dtpbm5O9KXEjW3b+P1+hnqHZkpKClOnTkVDTQefQj4REREREREZsjIzTcgH\n8I1vwK9/3XHfs8+aNfJeeAGOO85sO/lk+PBDU1338MOdj/Xvf4Pb3fO5ysvN7aRJnbcHAuYjxBl8\nJb1jhxkI0pPQfTt29LyP7Bvbt28nOzsbj8eDNZBe7yGkpaUFh8OB0+kcso8pEAhQUVHB5s2bmRWp\nPFbiSu26IiIiIiIiMmS9+iq89BL89rfwr3/BxRd33PfMM2bQxdFHm+q80MfixaaSL9zixb0HfOG6\n5iVLlph23NDHhg0De0yy7zU3N5Ofnz9kw7D+CAQCQzrgA3A4HIwZMwa/35/oS0kKquQTERERERGR\nIWvePHN7zDFQUADf/KZZX2/aNKisNNN2u66HB5CS0vnz/fbr+1yFheZ2+3Y46KCO7cuXm8m+a9fC\nBRd0bJ8wwbQK92Tr1o79JPGGchjWX8PhMTkcqi/bV/RMi4iIiIiIyLAQCvy2bDG3o0ebAO2NN7p/\nvPZa56+NJguZPx8yMuCppzpvP+AAWLAApk/vvP3YY82k35dfjny8xx837cbz5/d9bpFovP3226wM\nmyzz+OOPU1JSEtMxTj31VGpqavp1/scee4yNGze2f97W1sbHH3/M+vXr2bhxI5s2bRpR6x4ONwr5\nREREREREZFh45RVzu//+5nbxYlPJl5VlQriuH7HKyIDzz4fbb4f33ut7/zPPhPHj4aqrug/z2LAB\nHnjATOPVvAGJl64h35IlSyguLo7pGCtXriQvL69f5w8P+Wzb5qOPPiI7O5tDDz2UmTNnMmHCBNra\n2vp1bBk4teuKiIiIiIjIkPPZz8KJJ5qJuCkpJuD77W/hrLNMqy7ASSfBZz5jbq+4wuxbVwdvvw3N\nzXDjjbGf94YbTAvukUea9f8+/Wmzlt+OHXD//eZaQqFdRgb87W9QVASLFsGll5q24LVr4Ze/hDlz\n4Lrrup/j6afh/fc7b5s503zIyOX1evnyl7/M9u3b8fv9/OxnP+OAAw7g8ssvp6GhgYKCAu677z7G\njx/PokWLWLhwIc8//zw1NTX86U9/YuHChVxzzTU0NTXx8ssv88Mf/hC/38+aNWv4/e9/z9KlS0lP\nT+ett95iz5493HvvvfzlL39h1apVLFy4kPvuuw8Aj8fDmjVrKCgo4K9//Su33norra2tLFy4kDvu\nuIOUlBSysrK47LLL+Pe//016ejr/+te/+Pjjj3n88cf53//+x/XXX899993Hli1buOmmm2hsbGTa\ntGnce++9jBo1KrFPdBJTyCciIiIiIiJDzuGHw333QVmZmWY7daoJ7cLXxLMsePRRE6gtXw7btpkW\n3rlz4ZJL+nfejAx47jlTzbdihTmuz2cm7i5eDOvWdYSMAMcfb0LBa6+Fiy4yIeOUKXDhhSZ4zMzs\nfo7LL+++7ec/N+v+yeBb9sS7bCyvi+sxZxbm8PPP9T499j//+Q+FhYWUlpYCUFtbyymnnMK//vUv\nxowZw4MPPshVV13FvffeC4DP52P16tWsXLmSZcuW8cwzz3Dttde2h3pNTU08+OCDALTt3Im/voGq\nyipe+NsK/v3MMyz53Od4/qGHuP3Kqzj69NNZ/e9S5sycie3z0VK2lXVvvsXf//xnnnvgr6SmpnLp\nNT/jvluWc84Xv4jX62XBQQdxw7p1/OQnP+Huu+/m6quvZsmSJZx22mmcccYZ7N69m7PPPps//OEP\nHHfccVxzzTUsW7aM5cuXx/W5legp5BORuPjfhxXMnZRHbnqEVY9FRERERGJ03XWRq+C6crlg2TLz\nEYn39dVs3ngIjoyMqM/tcpkgLlIYF8khh8BDD/W936JFYNtRX4aMMIceeig//OEPueKKKzjttNMY\nNWoUGzZs4KSTTgLA7/czfvz49v2/+MUvAjB//nzKysqiOsepi0/AsixmTZ/O2Px8Dpl+MAAzDjyQ\nrdu3MyesXPT5V1/lrQ0bOPoLpwPQ1NzMmPx8ANLS0igKXtf8+fN5+umnu52rrq6Ouro6jjvuOAC+\n+c1vcuaZZ8bylEicKeQTkQGr9rbyzXtXc+TUfB449wicKVruU0REREQSz19by7alSxl/3bXknXFG\noi9Hhoi+Ku4Gy0EHHcSbb77JypUrufrqqznhhBOYNWsWq1atiri/y+UCICUlBV/XRR+7SB0/npTs\nLLImTcI1dX/SHRburCxcU80Clqm5OVgF+bim7o/ldOLyTCElfzTf/Pa3uTFCX3tqaippwXHTPZ3f\n7XZjK7UeUvRKXEQGrKK+BYBVm6u4+ekPE3w1IiIiIiJGoKUFbJtAY1OiL0WE8vJyMjIyOOecc/jx\nj3/M66+/TkVFRXvI19bWxrvvvtvrMbKzs6mvr4/L9SxevJhHHnmEPXv2AFBdXc3WrVujPv/EiRPJ\nycnhiSeeAOCBBx7gqKOOitv1SewU8onIgFV5Tcg3qzCHO174mKfe3ZXgKxIRERERob031u6jCkpk\nX1i/fj1HHHEEc+fOZdmyZVx77bU88sgjXHHFFcyZM4e5c+fy6quv9nqM448/no0bNzJ37lweeeSR\nAV3PzJkzuf766zn55JOZPXs2J510Ejt37uz1a77yla/w61//msMOO4zNmzfzwAMP8LOf/YyDDjqI\nF198kaVLl5KaqiWcEsVSaWXvMjMzba/Xm+jLEBnSnlhXziV/f4snLj6Gqx5bz5ZKL09cfAyeggir\nDIuIiIiI7CNtO3fy0fEnMOaHl1Nw3nmJvhxJoPfee48ZM2Yk+jLiqqmpifTQqOch7p133mH27Nmd\ntlmW1Wjbtl40xpEq+URkwKq9rQCMz3Nz+1fnkeKwuOCva2lq9Sf4ykREREQkqdk2u9vGMuWSpVgW\nNDR03LVnj5lmG+U8g6ht3gznnw8ejxngkZsLRx0Fv/lN5/MHL4/77oOFCyErC3Jy4Ljj4PHHux93\n6VJYsCC+1yoiI4tCPhEZsKqGFiwLRmWkMWl0BsvPmssHu+u56rH1WohVRERERBLGDtj8puLHZKa1\ndbtvzx4zkTeeId/LL8PcubBmDVx1FTz1FKxYAUceCddeCzfd1Hn/Cy+E73zHhHz//Cc8+KAJBz//\n+e77ioj0RdN1RWTAqrytjMpII8VhAbBo+lguPeFAfvfsJhZMGc1XF05O8BWKiIiISDJ66bVUXvIe\nww9OW8uyxz89qOdqaoKzzoJPfQpKSyF8WbKiIvjRj+CNNzq2PfYY/OEPcOedcMEFHdtPOQXGjYMr\nr4STToJ58wb1skVkBFEln4gMWLW3ldGZaZ22Xbb4QI47aAy/ePxd1n1Sk6ArExEREZFk5ffDD36W\nx4X5dzI6vfM662VlcOih5s/HHw+WZT5CtmyB00837bPZ2fC5z8FHH/V+vocegvJyuOWWzgFfyPjx\nsGRJx+e/+x0ccABEWirwyivNeX//++geq0RnJHYZDYfHFAgEEn0JSUMhn4gMWFVD95DP4bBYftZc\nxmS7uPBvb7I3uG6fiIiIiMi+8Ic/QEsrnD1qBXaXkGH8ePjb38yfb78dVq0yHwAtLbB4Mbz3Htx9\nt1kzb8sWs1ZedXXP53vxRZgwAWbN6vvafD5zvs99DlJSut+fm2vCxxdfjO6xSt/cbjdVVVXDIhSL\nlsPhwOfzDenHFAgEqKioICXSX3SJO7XrisiAVXlbmD4uu9v2UZlp3PG1eZz5h1Vc9uDb3P+tw7HC\n3yIVERERERkEVVXws5/Bn39dReqvfdAl5HO5IDToc+ZM02Ib8uc/w7Zt8OGHMHWq2bZwofnzH/8I\nP/1p5HOWl8OkSd23+3wdf7YsE+pVVpowccqUnh/DlCnwn/9E8WAlKhMnTmT79u1UVFQk+lLixrZt\n/H7/kA75AFJSUpga+sckgyrhIZ9lWVnApcDZgAdoAT4E7gLut8P+tlqWNR24CTgOSAPeBH5u2/Zz\nEY7rAC4Dvhs8bgXwEHCNbdvervuLSP9VRWjXDZkzKY8rTjmY6/69kTe31TB/yqh9fHUiIiIikmyu\nusoEd589zsvmX9Mt5AtnXnJ2vBG9erVZBy88k5g4EY4+2gzW6E3X97MrK2HMmI7P5883Qzlk30tN\nTWX//fdP9GXIIPMUl/aYBZWVFPWaBXmKSxcBz/dximPKSopeiWL/0rKSotOivvA4SWjIFwzingSO\nAu4HbgMyMIHfn4EZwBXBfacBrwI+4FdALXAe8F/Lsk6xbfuZLoe/BRMe/hP4bfBYlwKHWZZ1om3b\nagoXiQOfP0BNYxv5ma4e9zlzwURuevJ9Vq7fqZBPRERERAbVu+/CvfeaVte9NVDnz6ax2bQK1taa\nSrr09I79t194EYG3bsbhdgOwcyfst1/34+63H2zd2vN5CwvNucPl5XUM21i2zBwboKDAVBP2dryt\nW037r4jEpMcsyFNcemJZSVFvWdB7wNcjbHdhCtEqgdUR7r8LeKnLtu0xXndcJLqSbyFwDLDctu0f\nhDZalnUH8D4meb0iuPlGIA+Yb9v228H9/gK8C9xuWdbBoao/y7JmAZcAj9q2/aWw424BbgW+AqwY\n5McmkhT2NrYBkJ8VuZIPIMedyqcPLODJ9Tu5umiGWnZFREREZNBs2gRtbXDkkQAHAKshODRj4kQ4\n91y4556O/QPeBgINDe0h3/jx3cM6gN27YfTons977LEmXHzvPZgxw2xzOmHBAvPn/PyOkM/pNNdX\nWgq/+Q04uqyWX1cHL7wAX/hCjA9eJIl5ikvbs6CykqIvhW2PKgsqKynaDfw1wnHPxsy0+EtZSVFb\nhC9dVVZS1O3rEiHRgzdygrfl4Rtt227FJKReAMuyMoElwAuhgC+4XwNwD3AQcHjYIc7G1Fsv73K+\nu4FG4Jz4PQSR5FblbQHotZIP4JRDx1Ne28zbmrQrIiIiIoPomGPg+efNx3/v38Z9k77BRQtfAGDl\nSvjxj81+acH3qFtsF3bYwnkLF8LatWbYRsiOHfDqq+bYPfnyl0013+WXm5CxL5ddZtb9Cw8cQ0pK\nTNB38cV9H0dE2g1WFvSd4G2Ef62Gp7g001Nc6u7n8eMm0ZV8q4Ea4CeWZZUBr2Padb8JzAcuCO43\nG1MeuSrCMV4L3h5OR9nk4UCALmWUtm03W5b1Np0DQREZgOoGMzW3pzX5Qk6asR+pKRZPbtjFYZPV\nsisiIiIig6OgABYtMn9u3tjAlow3qB5VBMCnPw1ZWea+yZMhPbWNf9WezsGvp5AxwVTdLV0KN90E\np5wC115r2nuXLTPH/e53ez5vejr83/9BUZFZD/CCC2D6dGhuhvXr4dlnYdq0jv1PP93sc9FFsHEj\nnHaaGdLx4INmou+NN5q1AcPt3QuPPNL93KeeChkZ/X3GREaMiFlQWUlRs6e4tF9ZkKe4dH/geODl\nspKiD3rY7XeYJefwFJduAm4Hbi0rKdrnE1ESGvLZtr3XsqwlmDT0obC76oEv2bb9WPDzwuDtjgiH\nCW0LX62gEKi0bbulh/2PsiwrLVgxKCIDUOk1/4x6a9cFyM1I5egDCih9Zyc/PeVgteyKiIiIyKCz\nA8HX2BEGb7jd8NuzX+Cmv8/ixDMLaGsD2zZr5T3zjKnIO/dcs23RIvjHP3pv1wUTIr71lqnEu/56\n056bng6zZpnKvQsu6Lz/HXeYysE774S77zZtu/Pmwb/+BUuWdD/+5s1w5pndt2/ZAh5PVE+JyEhW\nCFSWlRT1mAV5ikvTykqKYsmCvo2pDoxUxdcGPA6sxHSoFgLnYioJ5wLfiuE8cZHoSj6ABmAD5ol5\nFRgNXASssCzr87ZtP42p7gMzeber5uBt+PsWGT3s23X/iN9Yy7LOB84HSEvrPbgQSXbVDaF23b7/\nrZx66Hh+8sE7rN9Ry+yJeYN9aSIiIiKS7ILzFs+c/ho/+O/Z3e7+0ryNLHr9UqauLMUVNk536lR4\n7LFuu0dl2jQT2EXDskzl4NKlfe97333mQ2QEcVqWNZB503fZtn1X2OcDyoK68hSXpgBLgTrg4a73\nB6fsfr7L19yNCf2WeopL7wlN4t1XEj1d91BMsPcD27b/ELb975jg7+7gVN3G4F2RFv0K9Tw3hm1r\nBMb2cNpI+3cS/EtyF0BmZuY+L68UGU6qva1YFuRl9B3ynTxzP650WJSu36mQT0REREQGX7CCz/b7\nI98fXIvPbvNFvl9EBpPPtu0FcTzegLKgCD4DTAT+WFZSFNXXlZUUBTzFpTcGv7YI2KchX6IHb/wA\n80R3SkRt224ESoEpgIeOwRyRBoiHtoW38pYDBZZlRQoFJ2BaedWqKxIHld5WRmekkeLou/02LyON\now4o4Mn1uwgOwxYRERERGTR2qE3XFznEaw/3/Ar5REaAcqDAU1zaYxYUY6vuucHbHgdu9KAseFsQ\n49cNWKJDvlBAlxLhPmfY7XpMyeWREfb7VPA2vMTzDcxjOyJ8R8uy3Ji+6IGUg4pImOqG1j6HboQ7\n9ZBxbKtu5N3yukG8KhERERERzIJ60Gl6bqe7gxV+PVb6ichwEjELCk69jSkL8hSXjgU+B6wrKymK\nNUM6MHi7O8avG7BEh3wbg7dLwzdalpWH6WveC3xk23YD8ASwyLKsOWH7ZWFGGW+i8/SUBwEb+H6X\n852H6b/+W/wegkhyq/K2xBTynTxrHCkOi5Xrdw7iVYmIiIiI0BHy9RDi2b624K0q+URGgKizIE9x\n6XhPcenBnuLSnuZSfwNIBf7U08k8xaX5Eba5gF8EP30i6iuPk0QP3liOeeJKguvzvYIZvHEeMB64\nyLbt0P/GPwUWA09ZlnULZuHD8zDVgEV2WO+fbdvrLcu6HbjYsqxHMYsezgAuBf4HrNgXD04kGVR5\nW5kxLifq/UdnpnHk1HxWrt/Jjz8zXVN2RURERGTw9NGui8/f+/0iMmyUlRSt9xSX3g5c7Cku7SsL\nuhH4JnA88EKEw52LGdbx115O+R9PcWk5sJaO6brnYCr5bisrKVrdy9cOioRW8tm2vRVTRvkA5om9\nDSgGPgG+ZNv2HWH7fgQcDbwW3Oc3gBf4rG3b/41w+O8DPwJmAbcDXwke/zTbtrvPTx/Bnn9/D0fe\n+CybKxoSfSkyAlV7Y2vXBTNlt6yqkfd21g/SVYmIiIiIgB3oq5LP1+v9IjLs9JgFlZUURZUFeYpL\njwIOBh4tKyna28uuj2AGfVwC3AlcjpkX8dWykqJL+/0IBiDRlXzYtv0xJj2NZt/36DKeuJd9/cBv\ngx9Jb2dtM3XNendK4qvNH6CmsY38rNhCvpNn7cfVj63nyQ07mVkYfRWgiIiIiEhM7N6n67aHfD6F\nfCIjQVlJUVRZUFlJ0VK6LB0Xdt+rQJ8tZ2UlRTcBN8V8kYMo0WvyyT6Q5TZZbn1zW4KvREaavY1m\nMFF+jJV8BVkuPjU1n9L1OzVlV0REREQGT1/tuv5QyKfXSiIy/CnkSwLZ7SGfKvkkvqoagiFfVqQJ\n5b079dDxbK7w8uFutZGLiIiIyODos123LfgaSe26IjICKORLAlkuE/I1KOSTOKv2mpAv1jX5AD4z\naxwOC0o1ZVdEREREBkt7u27k10Jq1xWRkUQhXxLIdqcCUKd2XYmzKm//2nUBxmS7OGL/0TypkE9E\nREREBkt7u24PlXyh8K+HEFBEZDhRyJcE2iv5WvSDS+KrqqEF6F+7LpiW3U17Gti0W1N2RURERCT+\n7GDIZ/e0Jl97JZ9eK4nI8KeQLwmkOCwy01K0Jp/EXbW3FYcFeemp/fr6z84ah2XByvW74nxlIiIi\nIiJAcMZbz9N1/Z1uRUSGM4V8SSLL7dSafBJ3lQ2tjM5Mw+Hoc7p4RGNz3Bw+ZTQr1bIrIiIiIoPB\n7n26bvuafGrXFZERQCFfksh2p1LfojX5JL6qvS39GroR7tRDx/HB7no+2tMxZde2bXbWNvH8+3u4\n84WPKf7HO2rpFREREZGYtbfr9ljJp+m6IjJyOBN9AbJvZLudateVuKv2tg445PvsIeP5xRMb+e1T\nHzAm28X7O+t5f1cddWF/Xx0WfLSngYcvOBLL6l/VoIiIiIgkoYDp1+0p5Gtfk69Nr5VEZPhTyJck\nslwK+ST+qhpamVGYM6BjjMt1c+TUfJ7csIssl5Pp47I5bU4hM8ZlM31cDtP3y+bf68u56p8bWLl+\nF0Wzx8fp6kVERERkxFO7rogkEYV8SSLHnUp5TVOiL0NGmCpvK/kDrOQDuPubC6hpbGVCXnrESr2z\nFkzigVVbufHJ91g8Yyzu1JQBn1NEREREkkBf7bqh7WrXFZERQGvyJYksl5OGFr07JfHT5g9Q29RG\nfqZrwMfKcjmZOCqjx1ZcZ4qDq4tmsn1vE39+pWzA5xMRERGR5GD30a5r+9qCtwr5RGT4U8iXJLQm\nn8TbXm8rAKOzBl7JF41jDixg8cFjuf35j6iob9kn5xQRERGRYS7UrtvWhm3b3e8PrsUXCvtERIYz\nhXxJIsvtpLHVjz8Q4QebSD9UBUO+eLTrRuvKohk0t/m5+ekP99k5RURERGQYCw/2gq27ne5Wu66I\njCAK+ZJEtjsVgAZV80mcVDXs+5Bv2pgszvnUFB58Yxvv76rbZ+cVERERkeHJDgv2IrXstg/eULuu\niIwACvmSRLbLzFipb1EZusRHlde0zObvo3bdkO+feCDZ7lSu//d7kVsuRERERERCwjuZIkzY7Qj5\nVAwhIsOfQr4kke0Ohnyq5JM46ajkG/jgjVjkZaRx2eIDefmjSp57f88+PbeIiIiMbB99BN/9Lsye\nDSkpsGjRvjt3SwvccgscfjhkZ4PLBQceCBdcAO++233/d9+Fs86CsWPB7YaDDoJrrgGvt/N+L7wA\nlgUbNvTvuh56CIqKYPx4yMqC+fPh73+P7mvPOCO+z+H//gef/7x5zKmp5raoCP7v/7p34nq98Itf\nwOGXnMjcD9/m6I9e4ctfS+3+PPh8nPjxM/ziiWPjd6EiIgmikC9JtLfrasKuxEm1t5UUh0Vueuo+\nP/fXj5zC1IJMblj5Hm3+7muriIiIiPTHu+/CypUwfboJzfaVxkZYvNiEUp/5DDzyCPznP3DppfDq\nq/DZz3be//nnTRj4ySdw223w3/+acPL2202o1tAQv2u75RbIzYXf/Q4efxyOPx6++lVz3n1p+XJz\n7pQUc+5nn4Xf/x5ycuBrXzPPSUhDg3kebr0VzjlhM3dNPI+rx17Hzp0WRxzRed/2Cr4I6/WJiAw3\nzkRfgOwbWe2VfGrXlfio8rYwKiMNh8Pa5+dOTXFwVdEMzr1/DX99bSvfOnr/fX4NIiIiMvJ87nOm\nUgxMFVplZfyO3dQE6emR77vqKnj7bXj9dZg1q2P78cfDRRfBn/7Usa2x0YRa8+fDc8+ZijaA446D\nk04y26++2oRi8fDEE1BQ0PH5CSdAeTncfDNcckl8ztGXN9+EH/3IVCr+4hed7/vyl00YmpHRse3q\nq2HdOli7FiZu/IBdb7wBwPf+eRUnnVnA174GH39svh+hdfq0DIyIjASq5EsSateVeKtqaN2nQze6\nOuHgsRxzQAHLn9lETWProJwjELBp0SLMIiIiScMR5auj5mb4yU9g0iTTVjtnjqkADOfxwA9/CNdd\nBxMnmoqzSBob4a674MILOwd84dd03nkdnz/8MOzcCTfc0BHwhcyeDeecA/fcY44bD+EBX8hhh5mg\nL9wnn8CdFKdaAAAgAElEQVSpp5rgzOMx1xDJc8/BwoWmxXi//czj7qvy8LbbTGvu1VdHvv/II833\nAMzjvuce8zwceihgd1ToOR1+brjBPH8PPxwM9lTJJyIjiEK+JNE+eEMhn8RJtbeV0QkM+SzL4urT\nZlDf3Mbvnt0Ul2P6/AHWfVLD3S9u5jv3r+Gw655mzrKnKH1nZ1yOLyIiIiPDGWfAfffBlVeaSrfD\nD4clS0w1XrgVK8w6cnfcAQ8+GPlYa9eaYOrkk6M794svwqhRcGwPS8idfrpZj+7NN6N+ODFbtapz\nO7NtmwrIDRtM1eHNN5v23lWrOn/du++a1uOCAvjHP2DZMvMcnXFG7+d78UVTQeiMog9t7Vrz+E8/\nPXht4eGdz8dxx0Fenjlmp0EcCvlEZARQu26SCK3Jp5BP4qXK28qswh7ekt5HDh6Xw1mHT+aBVVu5\n9IQDGdWP0HH99lpe3FTB61uqWVtWjbfVVO558jP47KxxbNpTz8V/f5OdtTM495j9sax9354sIiIi\nQ8ezz0JpqRlocdxxZtvJJ8OHH5rquocf7rz/v/9tqtZ6EqqImzSp8/ZAoHPuFAq4duyAKVN6Pl7o\nvh07+nwo/fLss/DYY3DvvR3bnnwS3noLXnvNVOmBaRueNs0MDwm57jpzfY8/btbWAxg92gwQWbXK\nVORFUl7e/fmxbfCHNVw4HOYj9Ljbn6OwNtzQ+ntTppj97PADqF1XREYAVfIlCXeqgxSHRUOL1uST\n+KhqaElou27IFw6bgC9g8+a2vTF/7a7aZpbc/jK//u8H7Kpt4gvzJnDb2Yfx+pWLeeHHx3PTGbNZ\ncd6nOOWQcVxf+h7LntiIP6BfAEVERJLZM8/AuHFw9NGmECz0sXgxrFnTed/Fi3sP+MJ1fR9xyRLT\njhv66O903HgqKzNDNz7/eVi6tGP76tWm9TYU8IEJ0ubP7/z1q1fDF77QEfABfOlLJsB8+eXez931\n+fnHPzo/Pz/5SQ9fGPa7W6dQj7ChG9CprVdEZLhSJV+SsCyLbLdTlXwSF62+AHXNPvKzXIm+FGZP\nzMXpsFizdS+LZ+wX09euLqvGtuEf3zuS+VNGR9zHnZrC78+exy9z3+Oel7ews7aJ5WcdRnpaSsT9\nRWK1raqRSaPTVSUqIjJMVFbCrl3d18ODzuEVmOCrL4WF5nb79s4tsMuXmyETa9fCBRd0bJ8wwYRl\nPdm6tWO/eKquhlNOMeHd3/7W+b5du8yaeV2NHQv19R2f79zZ/TlJSYH8fHP8nhQWmucn3OLFEJyn\nwZIlHdtDj3vr1uA6fWHhXSjU27oVFiwAu62jAML2K+QTkeFPlXxJJMvlpEEhn8TB3uCgi0SuyRfi\nTk1h1oRc1m6NvZJvTVk1GWkpzJmY1+t+DofF1afN5Oefm8lTG3fz1Xteo6qhpb+XLNLuw931HPeb\n5/nfhxWJvhQREYnS6NEmSHrjje4fr73Wed9o3r+ZP99Mhn3qqc7bDzjABFHTp3fefuyxsHdvz5Vv\njz8OmZndq+gGorERTjsNWltN+3H4JFswlY179nT/uq7bxo/vvs3vh6oq87z25NhjTZtweCHeqFHm\n+VmwANLCfiWdP988/scfN593WpPP7+ell6CmJrimodp1RWSEUciXRLLdqdQp5JM4qGowId9QaNcF\nmD95FOs+qaEtxndg3yjby7zJo3CmRPdf4beO3p87vzafjeV1fOnOVymr9PbnckXarSnbi23D5gr9\nXRIRGS4WLzaVa1lZHSFT+EesMjLg/PPh9tvhvff63v/MM01YdtVVnedGgGnpfeABM403PT32a4nE\n5zPn3LQJ/vOfyBV7hx8Ou3fD6693bNu2rfvwj4UL4Z//7JytPfqoOccxx/R8DZdcYo7/y1/2fb0Z\nGfCd78Bf/hJscQ5r121r9nP11aYy8MwzO7fr2mrXFZERQO26SSTb5dSafBIXVV5TxTYU2nUB5k8Z\nxb2vbGFjeR1zJvVelRdS19zGB7vquOSEA/veOcxnDxnHivM+xXfuf4Mv3vkqf156eNTnFOnqne01\nAOyqa07wlYjEn23bvLa5mk9NHa12dBk2Ghth5Urz5x07oK4OHnnEfH7qqSZAOukk+MxnzO0VV8Cs\nWWa/t9+G5ma48cbYz3vDDaYF98gj4eKL4dOfNmv57dgB999vWlpDoV1GhmmXLSqCRYvg0ktNC+za\ntSYEmzPHDLjo6umn4f33O2+bOdN89ObCC81z8rvfmYq7qqqO+w47DFwu89zMmWOCs5tuMtt+/vPu\ngeDVV5uvOf10+N73TAvuFVeY57OnoRsA8+bBb34Dl19unuezzjJBZ20tvPRSR+gacv318MorZjDK\npYtnsn/j4VT5R/PIuR7eet8MTklPh9aqjrRxy96x7d/rkMxM06IsIjJcKORLItlup15ISlxUe4dO\nuy7AvCkmZFu7dW/Ugdtb22oI2HC4p5fekB7MnzKKRy88mq/ctYqSJ9/n7+d/KuZjiAC8s70WMENg\nREaaVR9X8dV7XuefFx7FYZNHJfpyRKKyZ48JqsKFPt+yBTwe04L76KMmUFu+3FSsjR4Nc+eairP+\nyMiA554z1XwrVpjj+nxmouzixbBunZlUG3L88SYUvPZauOgiEzJOmWICuSuuMOFUV5df3n3bz39u\n1v3rTaiN+LLLut8X/pw8/ripSPz2t024d+WVJlisrOzYf9YsM4n3yivhi1+EnBw4+2z41a/6eobg\n+983z/HNN5vHXFPT0bJ7330m+AvJyjLTj3/1K3jgj9PZtuceshwNLJrRxuuvw6GHBnf0dRRAPPPJ\nXJ7p8r2fMsUMGxHpy87aJtzOFEYNkddHkrwU8iWRbLeTTXvUrisDVxls1y3IGho/xMbnpjMhL521\n2/bybfaP6mvWllWT4rCYO7l/VXj7F2Ry5NR81vRjLUARgOY2Px/sNquRK+STkWh7TRMA5TXNHDY5\nwRcjEiWPJ7ql2VwuWLbMfPQk1nDI5TJBXKQwLpJDDoGHHup7v0WLBrbcXLSPY/Jk084b7rvf7b7f\n4sWd23pjsWiR+YhGZqb5/lxS+BAVt9xirvGG+8k89Ij2fULtus9MO5H0BfPx/PWv/bswSXrffWAt\n08ZkcctZcxN9KZLktCZfEslyO2loUcgnA1ftbSHFYZHjjjBWLkHmTRnFmzEEbm+U7WXG+GyyXP1/\nr6MwL51dtc34A1qoWWL3bnkd/oCtKmsZsSrqzdIOlRpUJCKJ1Gm6bueli+zwxQF9fkT6q7ymma1V\nWmNZEk8hXxLJdqdS39yGrclRMkDV3lZGZ6bhcAydNZbmT85jZ20z5cHKkd60+QO89cleFkyJvVU3\n3Pi8dHwBWy9gpV/WB9fjO+Hgseyqa9b/zTLihEK+0K2ISEKE/3z1dw7y7LawwRtdp5iIRMm2beqa\n2tijn3cyBCjkSyJZLidtfpsWnyZHycBUNrQOmcm6IfODgd3aKKr5NpbX0dwWYIFnYGtETchzA7Aj\nimBRpKt3ttcyJtvFnIl5tPoC7G3UYCQZWUJvgOiNEBFJJDsQXsnXpVovVNmXmtq5qk8kBk1tflr9\nAfbUt+hNW0k4hXxJJMdt2hLrm/UulQxMqJJvKJkxPpv01JSoQr43yqoBBlzJV5hnxtxFUz0o0tU7\nO2qZPSGX8bkmLN5Zq79HMrKoXVdEhoSwZVVsf+fXQaFgz+FymUknIv1Q22TC4lZfgLom/T2SxFLI\nl0SygiGf1uWTgapqaCE/y5Xoy+jEmeJg7qQ83tzWd8i3pmwvk0anMy4YrvSXQj7pr4YWHx9XNDB7\nYl7738PdWpdPRpiKYLhXERzWJCKSEGFr8vXUrmu53arkk34LhXwAe+r1+5wklkK+JJLtMkMS6pvV\nEiYDU+Udeu26APOnjOLd8joaW3sOsm3bZs3Wga/HB5DjTiXL5aS8Rj/MJTYbdtRi2zB7Ym57yLer\nVtVOMrK0V/JpjSIRSaDe2nVDlX2OtDStySf9VtsYHvLpZ54klkK+JNJeyad2XRmAVl+A+mbfkA35\n/AGbd7bX9rjP1qpGKhtaBrweX0hhnluVfBKzd4JDN2ZPzGVMlguHBbvUrisjSHObn/pmHw7LtOtq\njSIRSZhA+OCNLq+DfB2VfGrXlf6qUSWfDCEK+ZJIdjDkq1PIJwNQ7TVtV6Ozhl7Id9jkPKD34Rtr\ngvfFo5IPTMtuucIZidG67bVMyEsnP8uFM8XBmGwXu9SuKyNIaB2+qWOyaPEFtFSIiCSO3UslX3vI\n51K7rvRbp3bdOlXySWIp5EsiOW6168rAVXnND66hWMmXl5HGAWOzeLO3kK+smhy3kwPHZsXlnIV5\n6exUu67EaP32WmZPzG3/fFxuOjtr9fdIRo5Qq+6M8TmAmcouIhIL2+fDt7fvtZb7PE6ndt0ugzd8\nocEbWpNP+q8uGPI5LLXrSuIp5EsiWS4N3pCBqwq+UBtqgzdC5k8exdpte3tsDXujrJoFntE4HFZc\nzleY66bK20pzm34xlOjs9bayrbqR2RPz2reNy3Fp8IaMKB0hXzagCbsiEruafzzKx589ZeBr5YX9\nSthtuq7PhDOW2wVtKoSQ/qlpbMNhwcRRGQr5JOEU8iWR0Jp89WrXlQFob9cdgpV8YNblq2lsY3Ol\nt9t91d5WPq7wMn9KfNbjA03Yldit32HWjJwTXsmX41Yln4woocm6M8YFK/n0okdEYuSvriJQW4vd\nOsBK4LBKPrq064am7aqSTwaitqmN3PRU9stxsUdv2kqCKeRLIqkpDtypDlXyyYBUBUO+gsyhWck3\nLxjgRVqXL7TtcE981uOD8JBPP9AlOqGhG7MmdG7XrW/24dX/zzJChCr5po8zlXwVquQTkRiF2mzt\ngVbYha/J1yXIs9s6Bm8o5JP+CoV8Y7Pd7T//RBJFIV+SyXanak0+GZCqhhacDoucdGeiLyWiqQWZ\n5GWkRlyXb83WatJSHJ3WQhuowtxgyBfj8I2K+hYeWbs9btchw8e67bVMLcgkNz21fdu4XBOaa/iG\njBQV9S2MzkxjbLYLy1Iln4j0Q3Aq7kDbde2ADanBn7nd2nXN5w5XmqbrSr+FQr4x2S6FfJJwCvmS\nTLbLqXZdGZBqbyujM9OwrPisaRdvDofFvMmjIlbyrSnbyyETcnCnpsTtfPvlmhewsbbrrnh9Gz96\neB1bq7q3FcvItn57LYd2CZrH5ZiweLdadmWEqGxoYUxwevTojDQqNHhDRGJlx6mSLxDACoZ83abr\nBkM/y+Ue+Np/krRqmtrISU9lbI6L+hYfTa2qCpXEUciXZLLdCvlkYCobWofsenwh86eMYtOeBmob\nO34pbG7zs357bVxbdQFczhTGZLliDvk2VzYA8PYnNXG9Hhna9tQ1s6uuudPQDYBxuW5AlXwyclTU\ntzAm21SoFmS5NHhDkl6gpYWtX/8GTes3JPpSho14tuu2h3xdKvlC1XuW2wW23WkSr0i06prayMtI\nY2y2+X1uT71+n5PEGZr9djJostxOrcknA1LtbSE/a2iHfPMmm3X53vxkL8dPHwuYYQet/kBch26E\nFOalx7wm35bgYJC3ttXw+bkT4n5NMjS9s7370A0wgzcADd+QEaOioYX5kzMAGJOtkE/EV1FJ4xtv\n0LxhPemHHpLoyxkeQu26bQNt1w1gpaSAZbUP2mi/ry3Urmt+DuPzQdrQ/j1Xhh7TrutkbPDNrT31\nLUzJz0zwVSUvT3GpA7gM+C7gASqAh4BrykqKem2j8hSXLgKe7+MUx5SVFL0S9jW5wPXAF4F84GPg\n98AfykqK7MiHGDyq5Esy2S6tyScDU+1tJX+IDt0ImTMplxSH1WldvjfKqgEGKeRzx7Qmn23bbK4w\nP19UyZdc3tleg8OCmYU5nbanp6WQm57KblXyyQhg23aXSr40hXyS9Ow207LetV1UehG3dl0bHA5w\nOiO065rPLber0+ci0bJtu2PwRk4w5KvTz7wEuwW4GdgIXAI8DFwKPBEMAHvzHvD1CB/fAQLAHmB1\naGdPcWka8DRwAfBg8HwfAHcAP4/bI4qBKvmSTJbadWWAqoZBu25GmpOZ43M6rcu3pmwv08Zkkp8V\n/4CyMDed597fg23bUa1VWNHQQkOLj2y3k43ldbT6AqQ59Z5LMli3vZaD9ssmI637j99xOW5V8o1g\nqz6uYu3Wai4+4cBEX8qga2jx0dwW6NyuW681+SS52a0mqOrWLio9il+7rvn9zEpJ6bbunu0zx3a4\n3cHP9f2R2DS0+PAHbPLS1a47FHiKS2dhgrZHy0qKvhS2fQtwK/AVYEVPX19WUrQb+GuE456NKZL7\nS1lJUfh/St8BDgcuLSspui247W5Pcek/gCs9xaV/Lisp2jrAhxUTvapMMtluJw0K+aSfWnx+6lt8\nFAzxdl0wFXtvf1KDzx8gELBZu3UvC6bEdz2+kMK8dJrbAuxtjO6X0FAV32mzx9PqD/DezrpBuS4Z\nWmzbZv2OWg6dEHm687hctyr5RrAVq7ex/JlN+AP7vGtjnwtNFmwP+bJdNLX58Wq5EElidmsw6Fal\nWPRC/136Bhby2XYAHA4sp7PbdF2ClX1WqvndViGfxKq2yfz9zE1PZVRGKqkpFns0YTeRzgYsYHmX\n7XcDjcA5/Tzud4K393TZ/tXgce/usn05kAqc1c/z9ZtCviST7U6lodVHIAleZEj8VXvNL6ijh3i7\nLsC8KaNobPXz/q56PqpooLapjQWe+LfqgmnXhegn7IbW4/vCYRMBtewmi+17m6j2tjJ7Ul7E+1XJ\nN7JtqWzAF7DbA7CRrDI4SXdMlvm/sSBYQa2WXUlm7e26A1xfLqnEq5Iv2K5rKvm6tOv6fJCaipUa\nrLBXCCsxCoV8OempWJbFmCyX2nUT63BMW+3q8I1lJUXNwNvB+2PiKS7dHzgeeLmspOiDsO0OYB7w\nVvD44VZj3qqI+XwDpZAvyWS7nNg2eFv1C4bErqohFPINj0o+gDe37WVNmWnbXRDnybohhXnpQGwh\nX5rTwfwpoxib7VLIlyTW74g8dCNkXK6byoYW2vya7DfS2LbNlmAF744YJ3EPR6EgsyDb/KwIVX8r\n5JNkFqrkU7tuDEJr8g20ui4QMMupOJ3dnn/b5zNDOVJS4nMuSTq1jR2VfABjctxq142N07KsNQP4\nOL/L8QqByrKSoki/dOwACoLr6MXi25jqwK5VfKOA9OBxOwmevxLY5xMWtSZfksl2m295fbOPbHdq\ngq9GhptQJd9waNctzHUzLsfN2q17SbEsCrLS8ORnDM65Ygz5Nlc04MnPIMVhMXdSnkK+JLFuew2p\nKRbTx2VHvH9crhvbNhPZJgT/TsnIUNHQgrfVVIeU1zQNygCgoaQi+OJmTFbHmnxmu9blk+TVXo2m\nSrGo2e3TdQe6Jl8AgmvydXv+/T4spxMrxbxG0mAUiVWoki8vw7y2Hpvt4pPqxkRe0nDjs217QRyP\nlwH09K5ic9g+Uf1S4ikuTQGWAnWYAR5dz0Uf5xucF6C9UMiXZLKCIV+D1sWRfqjymv+/hkMln2VZ\nzJ8yirVb92JZsGDK6KiGYvRHfmYaaU4H5VG2Wm6u9HLQWBP0zJ2cx1Mbd1PT2EpextB/XqX/3vmk\nlhnjc3A5UyLePy7XtDbuqm1WyDfChKr4IPo3A4azioYWUhwWo4L/p4XW5qtQJZ8ksfZKPrXrRi9O\n7bp2+3TdCO26baaSr6NdV98fiU34mnxgQr7w4X+yzzUCY3u4zx22T7Q+A0wE/lhWUtT160Kf97SW\nlbunc3mKS1cD/wNeAl4qKymK218atesmmVD1Xn3zAN8Rk6QUatcdjAm1g2HelFFs39vEJ9VNg7Ye\nH5hAsTDXHdWLd58/wLaqRvYfkwnA3IlmfTZV841sgYDNhh21zO6hVRfMmnxgQj4ZWULrcFpWkoR8\n9S0UZKXhcJg3VkJvDFUmwXqEIj3paNdVpVjUQu26Aw1GAwFwWFgpkdt1SU3taNfV90diVNMt5HNT\n7W2l1aflVxKkHNOSG+kF6wRMK28srQXnBm+7tuoC7AWaiNCSGzx/ARFaeYMs4PvAY0CFp7h0nae4\n9DZPcekZnuLSnkLKqCjkSzJZro52XZFYVXlbSU2xyHEPjyLg8Ja4wVqPL6QwLz2qF++f7G3CF7CZ\nWmBCvkMn5mJZCvlGui1VXupbfMyeEHnoBsD4UCWfJuyOOKF1OKeNyYq64nc4q6hvaa/eA0hNcTAq\nI1Vr8klS65iuq9/Bo2XHa/CGHcCyzOANulbydW3XVaWlxKi2qY3UFIuMNBMUj83RsKkEewOTcx0R\nvtFTXOoG5gJroj1QMGz7HLCurKSo29eVlRQFgDeBwyKEikdggryI5ysrKTocyAM+C9wE1GIm+D4E\n7PQUl77vKS79o6e49Gue4tJJ0V4zqF036eS4FfJJ/1U3tDI6M23Q2l7jbeb4HFxOB5YFswpzBvVc\nhXnpvLypss/9tlQ2ADA1WMmX7U7lwLFZCvlGuPXbzdCN2ZN6ruTLTU/F5XSwWyHfiLO50osnP4MJ\nUb4ZMNxVNrS2r8cXMibbpRc8ktQCateNXZzW5Gtv13VY3QdrBAdvWKGlNBTCSoxqm9rIDU7WhY71\naPfUt7Sv2y371IPAlZgquZfCtp+HWR/vb6ENnuLS8UAusC1CKy7AN4BU4E+9nO/vwNHA+cBtYdu/\nD/iC1xNRWUmRF3gq+BGq/vsU8GngWOCrmODPJobsTiFfkslSyCcDUOVtZXTm8GjVBUhzOjhyWj4O\nyyI1ZXALlwvz0tld30ybP9DruTYH1+bavyCrfdvcSXk8vXE3tm0PmwBVYrNuew3uVAcHjMnqcR/L\nshiX62ZnElR6JZstlV6mjcmkICs5pmlX1LdwcJcBMwVZLiobNHhDkpfadfvBDoZ8voFW8tlh7bpd\nKvl8fiynE5zBSj59fyRGtU1t5KR3DLQMVfLt0Zu2CVFWUrTeU1x6O3Cxp7j0UWAlMAO4FLMG3oqw\n3W8EvgkcD7wQ4XDnYoZn/LWXU94NfAu42VNc6gHeA04FvgBcX1ZSVBbDtbd4iktfAdoAP6YS8ARi\n7MBVyJdkQmvyNbRoTT6JXZW3hfxhMHQj3J1fm8++yM0Kg5NRd9c1M3FUz0OUNld6yctI7TS8ZO6k\nUTy0ZjvbqhuZkp85+Bcr+9z67bUcUpiLs4+weVyOm90K+UYUf8Bma5WXE2fsR7bbyd7GNhpbfWSk\njcxfwQIBm8qGzu26YEK+ddtHfsAp0pNQNVrXNeGkZ7Ydp3bdQLBd1+kEX6Q1+cKn6+r7I7GpbWxr\nX48PzJp8YCr5JGG+D5RhquuKgEpMld01wRbbPnmKS48CDgZW9DYUo6ykqNVTXHoicD1wNpAPfAxc\nAtwexXncwFGYyr1jgYVAGrABeBkTIr7U4wEiGBK/YVqWNRpTUnk6ZnJJPeZBXWPb9kth+03H9Csf\nh3ngbwI/t237uQjHdACXAd8FPEAFpr/5Gtu2vV33TxaZaSlYlir5pH+qva1MHr3Pp4APSHpa5Emm\n8RYqxy+v6T3k21LhZf+CzkHe3EkdwzcU8o08Pn+ADeW1fPWIKX3uOy7XzZvbNJFtJNmxt4k2v1mH\nM81pQt7ymmYOGNtzVedwVtPUhi9gRwz5NHhDkpndGgyqfKoUi1q82nXtQMd03W6VfD6sFGdHu65C\nPolRbVMbBVkdb94XZKVhWQr5EqmspMgP/Db40dt+S4GlPdz3KqaSLprz1QAXBz+i4ikuLcGEevMw\n7bhvYMK8XwOvlJUU1UV7rK4SHvJZljUFUxqZhel1/hDTFz2bsCkllmVNA17F9DX/CrMw4XnAfy3L\nOsW27We6HPoWTEnmPzHf3FCJ5mGWZZ1oh94aSjKWZZHlcirkk36pCq7JJ911hHy9r7e1pdLLUQfk\nd9p20H5ZpKem8Na2Gj4/t9twJhnmNu1poLkt0Otk3ZBxuW5217aodXsE2Rxch3P/MZmhzjPKa5pG\nbMhXEXxR0y3ky07D2+qnqdW/z958ERlK2tt1FSJFLzh4Y8DBW8AGK/J0XXxm8Iam60p/1Ta1MW1M\nx5v0zhQH+ZlpVNSrM0N69RPAC9wB3FxWUrQ9XgdOeMiH6W92ArNt297Zy343YqaPzLdt+20Ay7L+\nArwL3G5Z1sG2bX59tixrFqY88lHbtr8UOoBlWVuAW4Gv0LkXO6nkuFMV8knMWnx+Glp8FGQNnzX5\n9qXCPFOaX17bc8jnbfGxq66ZaV3WZXOmODh0Ym5SrNWVjNqHbkQT8uW4afUHqPa2kq9/ayPClsrQ\nOpyZNLWaF48jefhGe8iX1b2SD8y0wUnDrCJcJB461uTT7+BRi2O7rlmTL8J0XZ8PnClYztTg5wr5\nJDY1ja2d2nUBxmS72VOnSj7p1U8xAza+BVzmKS79EFPJ9xLwUixr+XU1uCvR98GyrGOBY4Bf2ba9\n07KsVMuyuv3mZ1lWJrAEeCEU8AHYtt0A3AMcBBwe9iVnY0orl3c51N1AI3BOXB/IMJPlcmpNPolZ\ntdf8cqpKvsgy0pzkZaT2+uI9/MV+V3Mn5bGxvI4W/XI54qzbXkO224knilbs8bkmLN6lxZpHjC2V\nXrLdTvIz0xiX68ayoHwEr7sYmqBb0KWSLxT6VWjCriSpUMindt3o2e3tugMLRm3brMnXY7uuM1XT\ndaVfAgGb+hYfuRmdXx+NzXapXVd6VVZSdFNZSdFpwGhgAXBn8M+/ATZ7iks/8RSXrvAUl37PU1x6\nSCzHTnQl36nB222WZT0BnAKkWJa1CbjWtu3QFJPZgAtYFeEYrwVvDwdWh/05EPY5ALZtN1uW9Tad\nA8Gkk+1Wu67ErqpBIV9fCnPTKa/p+cV7KOSbOiZyyNfqD/Dezvr2NfpkZHhney2HTsjF4ei7/Xa/\nnGDIV9vMrMK+K/9k6NtS6WVqQSaWZZGaYrFftjs5KvkirMkHaF0+SVpq1+2HQLwq+WxwOLBSnAT8\njTzwtRUAACAASURBVJ3usv1d2nX1/ZEY1Df7sG26VfKNzXbx/q5+L6kmSaSspMgG3gp+3ArgKS49\nGLNe32mYgSEQQ3aX0Eo+YHrw9m5MavlN4NtAK/CAZVnfCt5fGLzdEeEYoW3hC1kVApW2bUf6TXIH\nUGBZVo9JhWVZ51uWtcayrDW+EfgffZbbSUPLyHtcMriqgpV84QvLSmeFeem9vnjfXGFCvkgVXe3D\nNzR0YUSpa27j3fJaFkwZFdX+43PN2o6q5Bs5NncZtlOYN8JDvoYWXE4H2a7Ov4sWZKe13y+SjDRd\ntx/2QbsubT6sFLXrSv/UNpm/m91CvhwXlQ2tBILVqCLR8BSXjvYUl56OmQp8PqYozoEZzBG1RFfy\nZQdv64HjbdtuBbAs6zFgM/BLy7LuB0ItvJF+Mwy9Egpv883oYd+u+7dG2sG27buAuwAyMzNH3L/M\nbHcqW6sa+95RJExV8IXZ6EytE9aTwjw3q7dU9Xj/lsoGJuSl407tvuj8+Fw3Y7NdrAuu39abNn+A\ne17awpfmT2BstntA1yyD640t1QRs+NS0/L53xoToDgt2j+B2zmTS3OanvLaJ/QsmtW8rzEtnw46+\n/50PVxX1LYzJdnUbHJOfGarki/irV9z9+ZUtrCnby+1fm7dPzifSF7Xrxq69XXegRRe2HWzXdXY7\nlu33Q6pT7brSLzVN5t9190o+N/6ATXVjq9Yzlx55iksLMRV7oY8ZmGXn2oA1mEm7LwIvx3LcRId8\nobey/x4K+ABs295rWdbjwDcw1X6hRCrSv5DQK9zw1KoRGNvDOSPtn1TMdF2tySexCa3Jl69Kvh4V\n5qVT1+yjvrmNbHdqt/u3VHojtuqCmXw9d1JeVMM3/m/1Nm76z/tkulL4xpGegV62DKJVH1eR5nQw\nb3J0lXzOFAdjsl3sVMg3ImytasS2zWTdkAl56Ty1cTeBgB1VC/dwEwr5ukpzOsjLSG1fs2+wvbSp\nklc+qtSkahky7Da168bMDq3JN7DXLbYdMO26zu7TdW2fDyvFaar80PdHYhOq5MvL6N6uC7CnrkUh\nn0TkKS79GPBgQr1m4HXgEUyot6qspKjfbR+JDvlCY4J3RbgvNGl3FFAe/POECPuFtoW38pYDMy3L\nckVo2Z2AaeXdN28lD0E5WpNP+qHK20pqitWtBUs6FOaZVsudtc3dQj7bttlc4eUL8yL9N2bMnZzH\nUxt3U9PYSl5G5DC1rrmNW57ZBEBlQ9L+NzZsrNpcxbzJeRGrN3syLjdd7bojxJbKBgCmdmrXTafV\nF6DK2xoxDBvuepueW5Dl2mchX3lNEy2+AHsb27SWrAwJgfbpuqrki1pc1+Trabpum1mTz+kMfq7v\nj0Svt3ZdgD31zcwkZ59flwwLHwF/Av4HrC4rKYpbFVaiX62vBi4AJka4L7RtDyYEbAGOjLDfp4K3\na8K2vQGcDByBGUEMgGVZbmAuJh1NWlkuJy2+AK2+AGnORC/LKMNFVUMLozPTVBHRi8LgZNTymiYO\n2i+7032VDa3Ut/giTtYNaV+X75MaFk2PXIx85wsfU+1tJS3F0d5CLUNTTWMrG3fW8f3FB8X0deNy\nXO3rN8rwtjk4bMcT9u9+fNj/EyMx5Kuob2FeD2tQFmSl7bOQLxSUl9c0KeSTIaGjXVdvtEfLDq3J\n5xv4mnw9TdfF58dyOk3Qh9ZMlNjUNPYQ8gWX09GEXelJWUnRZwbr2IlOeB7DrMd3jmVZWaGNlmWN\nB04HPrRt+yPbthuAJ4BFlmXNCdsvC/gOsInOk3QfxCxO+P0u5zsPsxbf3wbhsQwb2W7zQ0zDNyQW\n1d7W9jWVJLJQJV+kCbsdk3Wzut0XMntiHpZFjy27O2qa+NPLW/jCYRPwFGTssxfL0j+vb6nGtuHI\nKNfjCxmvSr4RY0uFl7HZLrLCKqA7Kn5H3vCNNn+A6sZWxvTQmmQq+Qa/Armp1d/+wmuXWt9liOgY\nvKFKsagF4tiua1lYKZHbdXGmtLfrou+PxKCnSr7Qm3gVCvmkB57i0ks9xaVju2yb5ykudXfZNsVT\nXHprLMdOaMhn2/Ze4EeYFtrXLMu63LKsYuA1IA24JGz3nwK1wFOWZRVblnUhpkpvAnCJbdt22HHX\nA7cDX7Qs61HLsr5jWdZvgZsx5ZAr9sHDG7JCbYRal+//2Xvz+Ebu+v7/NaNbsg5L8iGf2tvaTXY3\nu5tzs0lIwukQSqAlAQqh/bbQAwptv61L+6MtfL+toaUU6PFtOdtCArQkNMQhQAI02c1mN3tks+vI\ne9nyfeiy7nvm98cckm0dMzps7frzfDz24cQaj2RZGs28P6+DIAdfNE3y+CrQbtRAQVNFmzPHvWtt\ne6tp0Sixs91Ycsj3tz++CArAH755F2wGDfzErtvUHL/qh1ZFY1+vWdbPdZi0iCSziJGFmGueCV9s\njXq3mx/yzRZZDLjWCcTSYFmUVCjaWzTwrcMFz1zBAPV6HKYSrk3YND/kI0o+6fB23ZrVjwzLZ/IV\ns+tmuWZdQcmXIX8fgnTCiQw0SnpNLItWpYBJq8QSWbQllOYL4DL5AADOoREFOEfq7lXbdQL4HTk7\n3mgln9Bk+y4AUQCfAfCnAC6Ca9v9ScF2VwAcBjcAHALwtwBiAN7CsuyPi+z64+AGiHvADfweBvBl\nAA+wgvZ7k9LCK/lILh9BDr5oqqQ6g8ChVNDoNGmLDvkmfDGolbSo4inFvl4zzk0vo2DdAgBwfiaE\nJ8/O4tfv3IJuiw52owb+GBnyNTMvj/txqN8KjVJ6Hh+Qt3PWQ803HYiveS0R1o9iZTsWvQo6laLo\nceJaR1AslBrytRk1iKSySGYaq5QpVO+REhtCsyDadYkdVDKiXTddB7suTQGKtXZdNpcFpcgr+Yhd\nlyCHUCKzRsUn0G7SErsuoRzFMrDqkou14UM+AGBZ9gmWZW9jWdbAsqyRZdk3sSx7rMh2bpZl38Gy\nrIVlWT3LsneyLPtciX3mWJb9PMuyu1iW1bAs282y7O/z1t9NjZEM+QgyYVkWvmiKKPkk4DBrV6hI\nBMZ9MThteigqtGnu721FMJ7BpD9fAM6yLP7PyOuwGdT4rXu2AQBsBvW6KGII1eGPpjC2EJFt1QU4\nJR9Qu83wylIERz73czznXqppP4TqCMUz8MfSa5R8FEWhy1J8MeBap9KQz85/hjQ6akB4bpU0RYZ8\nhKZBGPKRYgcZ1NWuS4NSKNeqAjNZUKp8Jh+x6xLksBwvM+QzasiQj7AhNMWQj7C+GDXcgajZM/k8\nvhh+499PIZ5u7se5GYilc0hmGFIBL4Eui65oJt+4N1q2dEOgsHxD4Dn3Ek5MBPDx+3eIdnt7i3pd\nFDGE6jgxEQAA3LZV/pBPVPLVOJwYnQsDAH42RoZ8G8GEn8vh3GJfm8PJHSeuwyEfP7wrl8kHNL4Z\nXHjvuBwmYtclNA35IR85r5WM0K5b63PGQrTrrt4Xm8txVl3SrkuoglAiA4u+3JCPLDQR1h8y5NuE\n5JV8zZ3J94uLS/jp64vihSph4xBaXMmQrzJdFh3mQwkwTN4imc0xmArEy5ZuCOzsaIFOpRCHfJkc\ng7/+kRtb2wx4+JY+cTvhbxEglt2m5PhVP/RqBfb2yMvjA4DOOtl1hbKXY1d8Ne2HUB0TPs44UGy4\n323RXZeZfIKSr9RnhfD9RgeRz4WSsBnUcNoNRMlHaBrEIR+xg0qHrY+SDwwD0BSgVK4d8mWzoBTK\nvF231iZfwqaiol03nCKxKYRyFHtx1PyCUVbehHC9ca1k8s3yKofpQBw3O60b/Gg2N4K1ith1K9Nt\n0SKT4+zN7bztcnY5gUyOlaTkUypo3NhjFod83zk5hXFvDF/5wCGoFPl1GZuoiElVzPkjrD/Hx/24\n2Wld8TeTilalgFmnqlnJJwz5pgJxTPnj6LPpa9ofQR4TvjhoCuizrn3euyw6+KIppLI52ZmNzYw3\nkoJRo4ROXfx3shvzx61GshBKoNOshcOsxY9Hk2BZFhRVl5gbAqFqxEEVUYpJRszkq8OQj6JoUErV\nWlVgLgdKaNelKGLXJcgilMhgwGEselu7UYNUlkE4mS05CCRsev7SOTQirMYLJyqfcQ6NBAq2scvd\nKVHybUIEJV+z23XzQz5itdlovBFu9Zko+SrjMHMDt7mCAc24lxu2lGvWLeSmXgtenwvDH03hC89d\nxq1brLjftaJhXRy4kobd5mMpksSVpWhVeXwCDrO2Lko+ocn12FWi5ltvJnwx9Fr1UCvXnmrVy5Ld\nbHijqZJ5fEBBJl+DlXzzoSQcZh0cZi3SWYYonglNAbHrVoGQyVfjc8ayfLuuSgXkcmCZfAcjm8sB\nNL8woVQSuy5BFqFEBhZdcRGE8HnoJZZdQnGmALgAHOH/3QlgElxx7JGCfy5+W8kQJd8mRKNUQK2g\nEW5yu+5MkBvuTQXiFbYkNBp/rHyYOiGPoKqbW06I+XrjvKJKil0X4HL50jkGH//uqwjE0vjTQdca\nFUpby/ooYgjyeXmcW3y7vYo8PoEOk7amARDLshj3xvDQgW78ZHQRR6/48EiB3ZvQeCZ8pXM4heHr\n7HIC/TZpw/9rAW8kJar1iqFRKmDSKht+3JoPJXGz0yoOU+dDSVH9TCBsFHm7LhkiSYapn5IPNCWW\na7DZLCg1P5jJ5UDxqntKoSB2aoJksjkG0VRplZ5w3bQUTmF7e3G1H2Hz4hkedDZq30TJt0kxapWI\nNrtdlx/yTQfJkG+j8fFKPquB2HUr0V0w5BOY8EVh1qnQWiKYdzX7+7jh4IuXfXjnTd3Y22NZs41N\nbKkkCpVm4/hVP4waJfZ0mareR61KPm80hWgqi612Aw5vt+OlK74VOZGExsKyLCa8MThLDPDyiwHX\n1+q+L5IqWbohYDdqGnrciqezCCUycFi0orKa5PIRmgFGtOs29/l3M1Ffuy4FSsXrW/j9iYo+Po+P\nUijI34cgmTB/LW3WFddNtRu5hSbSsEtYb8iQb5Ni1CqbOpMvns7Cz9trZoiSb8PxRVOw6FVV5Ytt\nNkw6JfRqxYqL93FvDFvbDJIzoTpNWrQbNVArafzhm3cV3UavVkKnUoilKITm4eVxP27ZYoWyhvdL\nh0kLXzSFTI6pvHERJniL+Ja2Fty5w4ZgPIPX50mJ0XrhjaQQS+ewta34kE8oV7neGnYr2XUBLvbB\n28DjljDQc5i1cFgEJd/19TwTrj1YhskPloiSTzqiXbe2IR/LMgBFr1DyARAHekLpBkXsugQZLMe5\na1VzqXZdE6/kI3ZdwjpD7LqblBatsqkz+YQLH6dNj8lAHOksUzTXiLA++GMpkscnEYqi0GXRrVLy\nxWTls1EUhT94004oaFpUBhbD1qIWh+GE5mAhlMSEL4b33VqbNdZh1oJludXfcq+BUogWcbsBrk7O\nInLsig83dMtv+yXIR3j+S9l1tSoF7C2a62rIl8zkEElmKw752lo0cC80buA8vywM+XSwGzRQKSii\n5CNsOOJQiaJIJp8c6mbX5TL5oFKt2J+o5CvM5CN2XYJEQgnudVQqk8+oUUKrorEUrryw9eyFeTx2\nchr/9qGbSVHUJsE5NDIB6U26rGd4cJvUfZMh3ybFqFEh0sSZfEIe3+3bbPD445hdTkhqJiU0Bl8k\nLQamEyrTZdFhjleOxNNZzIeSkks3BN5zc+Uhkb1FQzL5mozj41zBxW015PEBQIdYzJCoasg34YtB\nraTRZdFBQVPY0d6CY1f9+PDdks8PCDUwUWHIB3BN3LPX0ZDPy9uRKtp1W9QNLd4QVHsOsxY0TaHD\npMX8dfQ8E65NhDw+SqcDG4+TxmeJCHZdZGocvDEMqFWZfADEJl2qwK5LhrAEqQhDPlOJTD6KotBu\n1Eqy6z5+chovXPJiJphAr1Vf18dJaFqOofKQrwfA3RK2WwEZ8m1SWrRKTDexDVYY8t221YbHT05j\nOhAnQ74NxBdNwVVDvthmo9uixetzIQD5i32ppRtysLeoMXudZXpd6xy/6odZp8JuR23vl06TMOSr\nbhgy7o3BadNDQXMXkYe32/GdV6aQyuagUSpqemyEyohDVnPpAW2XRYdLi5G63F8okYEvmsK2Bhxn\npCJYcKXYdcPJbMNei4Jqr4N/DznMWqLkI2w4wpCP1umQi8c5hZqCHIsrwl/W1qzkY1nerssr+fhB\nnmidFoo3NBrxb0UgVEIY8pUq3gCAdqOmol03mcnhxIQfADA6FyJDvk2CZ3jw/aVucw6N2AF8EsC7\nAYQB/J2cfRP/4yal2TP5ZpcTUCkoHOxvBUDKNzYab7RymDohj8Osgy+aRjKTk6ToqRabQUMy+ZqM\n4+N+3LrFCpquTaGRbwWtToG0utn1zu12JDMMzkwu1/S4CNIY98awxWYo+zpwmHWYDyXBsrUVovij\nKTz0T8fwy//veM37qgVRyVdpyMff7m9Q+cZ8KAmbQQ2tihugCM8zgbCRFA75ABC1mFTqZNdlWc6u\nS6226wpKPt6uS2nUYFNkyEeQhmjXLVOs127SVFTynZkMIpnhXuuvz5H85M2Mc2jE6Bwa+TSAqwA+\nDODLALZ6hgc/LWc/soZ87gHXp9wDrl+V8zOE5sSoUTa9Xddh1sFh1kGloDAdIFabjSKV5XKWiF1X\nOkJz5kIoiXG+AKFUy2Yt2I1cJh9pTW0OZoJxTAcSsvIXS2HWqaBR0lisomE3m2MwFYivUI/eutUK\nBU3h2BVfzY+NUJnVQ9ZidFm0iKdz4kVCNYSTGXzg6ydx1RtDIJYWVfAbgTDkq5TfKtzeqKiB+VBC\nLNwA+KbqOgxTCYRaWD3kIw2uEhGGfLU+X4Jdl2/XFYeGQiYfryqm1RqwKbJ4SpBGKC5FyaeFt0Im\n3wuXfVDSFHpadaQkbZPiHBrROodG/gjABIA/BvBtANs9w4N/5BkeDMjdn1wl358BuFHunRCaD6NW\nhWgq27QnvbPBOHpauSypnlZ9U1uLr3cEtYWNKPkk02XJN2dO+GLotuigU9fflmMzaJBj2JqGBIT6\ncfwqZ7Wox5CPoihuOCEhrHk1M8EEMjl2xZDJqFVhf68FR8mQr+EIQ9YtJZp1BYSsxWpz+eLpLH7t\nG6/g0mIEH7tvBwDAvYEXB8LQzlZhQUhYMPI2KJdvIZREpylvk3aYtUjnGFJSRNhQxCGfnrPhkYZd\naYjXKQxT23PGrGzXFYasQpOuqORTq8GmyZCPII1QIgO9WgGVovRIpc2oQSSVRSJd+vV79IoXB/pa\ncai/FaNEybepcA6NKJ1DI78DYBzAXwF4BsCAZ3jwtz3Dg/PV7lfukG8WAAnmug5o0SrBsEC8zAFn\nI5kJ5sPme1p1xK67gQgXbqRdVzpCDtdcKIlxX6xheZLCxbQ/Rk5Im4Hj435YDWrsbDfWZX8dJi0W\nqrDrThQ06xZyeLsdr80sk6Fwg5ldXjtkLYag+J2rIlczlc3hw/9xGmemgvj799yEj9y9FRQFuOfr\nk/FXDd5IClaDuuzFDpC38zZKyTe3nBAXWgCg05xXVhMIG4WgHKP0xK4rC0Fph9osuyzLAhQFrC7e\nYNZm8jHErkuQyHIiA0sZFR/AZfIBpRe2/NEULsyGcWSHHbu7TJgPJREgi1KbAufQyKMALgP4EoDj\nAPZ6hgc/4BkenKh133KLN54E8KB7wKVzjbmJf/Iaxqjl/vTRVBYGTXP1r6SyOSxFUuhu5U6Eeq16\nXDhf9SCbUCOCko/YdaXTyeepzQYTGPdG8c6buhtyP0JOojeSxvb2htzFunL8qh//8bIHX3r4Jigr\nDAqaDZZl8fJVP27bWnsen4DDrMXpqaDsn7vqjQJYW/Zy53Y7vvT8Zbw87seb93TW5TES1jJeYsi6\nmvyQT97pVDbH4PcefxUvXvbhc+/ai8G9DgBcJMDr86EqHnF98EakZbfm7br1v4iJpbIIJ7PiMRhY\nqay+odtc9/skbF6uLEUw/KOL+If33iRmQJZCVPJpyZBPFoVDvlqeM4YBaKpIJh+3f0rBXQtRGjWY\nOBEWEKQRSmRKNusKtPMlUEuRJPpsaws1jvEukCM72xDl8/Ld82Ec3m6v86MlNCFfB1cv9BMAowAe\ndg6NlNqW9QwP/rnUHcud7vw5gCMAfuAecP2Ba8x9QebPE5qEFn6wF0lmxAa6ZmGeVzX0tHIHwt5W\nPYLxDKKprPi4CeuHlyj5ZKNVKWBv0eD8bAiRZLaBSj4+wP46UfL9bGwRz5xfwC8f8uENu66tqeVU\nII65UBK/tbV2q65Ah1mLxVAKLMuCoqQPDid8MZh1KrSuCoLe32uBXq3AsSs+MuRrIBNeaWU7NoMa\naiUta8jHMCz+6Puv4dnRBXzqgd34lZt7xdt2O0w4P7uBQ75oqmLpBsAdH40aZUPsukLBRmGrsYP/\nb1K+Qag3z15YwHPuRUz4YnBVaFRfbdcFsetKgmXro+TjMvkK2nUz/MAwx32l+IVFWqNBlmTyESQS\nSmTK5vEBeSVfqfKNFy95YdapcGO3WXRajM6FyJBv80ABeDP/rxwsuFmcJOROTM4BUAM4AOCce8CV\nBLAEseA8/yBcY+5tMvdNWEdMWu6A1IwNu0JwuGDX7bVyX6cD8YonUYT6Q+y61dFt0eLEOLc613C7\nboNaKtcb4SL8yTOz19yQr555fAIOE5clFoilZWViTvAW8dWDQbWSxq1brNd8Lt90II6xhQjeuLtj\nox9KUSZ8MZi0SlgN5dXPNE2hy6yVnMnHsiz+8oejeOLMLP7gjTvxa3duWXG7y2HEyPl5RJIZGLXl\nLzoagTeSQn//WpVCMexGTUPsuoIlt1DJZzOooVJQZMhHqDtjC5w9PijBWseIQz5eyUeGfNIoKBar\n3a5L54s3hEw+XskHMZOPFG8QpBOKZ9BfRJ1XiDjkK1KkxrIsjl7x4fB2GxQ0BatBDYdZSxp2Nwme\n4cGG2Zbk7pgGkAEwxf9b4r9Prfp3bfmsNiGCXbcZh3yzy5xMvoe36/ZZuYPnFCnf2BD80TQMakVD\niiOuZxxmHSIp7v21bZVtsl606tWgKS7PY73IMSyW440ZKgoX6D95faGp27+LcXzcjzajpq5/a2FQ\nIXc4Me6NYWuJ0ofD2+0Y98ZkW0SbiX99YRwf+dZpRFPN9/kF8EPWthZJ6ssui07y3+Jvf3IR/3Z8\nEr9511b87r3b19wuLIJdXFj/XD6WZeGTqOQDuPiHRgz55vgMy0IlH01T6DRrMV9FviWBUA7hvRaQ\n8JkoKPkovl23JlXaZqLArotanjOW5ey6Yiaf0K7LF2/w7bqURiMOZAmESoQSGVj05RfVWvVqKGmq\nqJLvqjeK+VASd25vE7+322EiDbuENTiHRqStovLIUvK5xtxOWY+G0LS0FGTyNRszwQRoKn+B28vb\ndtezYffEuB/RVBb3uZpTKbKe+KIp0qxbBULellpBi/9db4RVP+86Kvm+fWISn3v2Il76k3tFRXC9\nmA8lsdVuwLgvhh9dWMCvHOqt/ENNAMuyeOmqH7dttcmy1VZCiFJYDCclZ4nFUlkshJMl8+Du3MHZ\nP45d8eGXr5HndzWTgThyDIuzU0Ec2dFW+QfWmQlfDLdssUra1mHW4aWrlZWVx6/68Y8/v4pHbunD\nn7x1oOjrTBjyuefDOOSUdv/1IprKIplhZAz5NLi8FK243YlxP5x2g+RYEWGhoMO88nE4TDqi5CPU\nlVQ2J+ZvSlHysWluqETriF1XFmx9lHyiXXdNJh//dxCVfCqi5CNIRopdl6YptBk1RYd8L17mPv+P\n7Mhbc/d0mfCLS14kM7mKWZ+E6x/n0MgbAHwAwLsgowCXKO42KUbRrtt8K4mzwQQcZp3Y0GfRq9Ci\nUYo23vVg+NkxDD1xnpP3b3J80RQp3agCIey936aHok5FDMWwGTTrquQ7MRFANJXFKxOBuu6XYVgs\nhpN4055ObLEb8OSZ2bru3x9N4bWZ5bruU+CqNwZvJIXb65jHB1SXJebxC3lwxRWFuzqMsLeo8RJv\nL94oZoLxqlt+Z/gFn1c88ktJGk0yk8PsckKyRb/bosViOIlMjim73VPn5mBQK/Dnb99dcpDsMGth\n1qk2RAEg5OvJGfJVUvIFY2m876sn8MXnL0t+HPOhBOwtamiUKy+MHBai5CPUlytLUeR4K2kgVvlY\nJgyVaB2x68qBZVlAGMzVWrxB0aKSD8K++L9DYSYfGfIRpJDK5pDI5CoO+QDOsltqyOe06dFrzYu0\ndneZkGPYDVHlE5oD59DIDufQyGecQyMeAM8BeA+Ap+Tso6YWA/eAywjAAiDkGnMTXek1RL54owmV\nfMsJMY8PACiKQk+rbt2UfDmGhXs+jGSGwUwwseLAuxnxR9OiZZogHeE1XMo2WS/sRjX8ElQE9ULI\nCXnpqr+uSldfLIUsw6LLosU7b+rGF567hNlVx4JqOTMVxG996zT80TRO/9kbYa5grVhNKJ7BB75+\nAuFkFhQFKCgKCpoCRVFQ0BDb0OqZxwdwlkaa4pR8UpkQml1LvO4oisLh7XYcveKTXehRLyb9MQx+\n6SgGb3Tgs+/eK+tnGYYVF3zqPWiuB/khq7T3fZdFB4bl/sZC2dRqsjkGPx5dwL2ujrKr+hRF8Taf\n+l4Y/ODsLF647MXnf3lfydeLOORrkaa4s7dosBzPIJNjxAW91TxzYR5ZhpWVTTQfSq7I4xPo5Ets\nGIatW/s1YXNTeAEelGHXFTP5Ms13/t2UMAxotRpMJlN7Jh9NA8oSmXyKfCYfsesSpCAsVJr1lYUQ\nbUYtZoIrr2PTWQYvj/vxrgM9K76/28E5N16fD2Nfr6VOj5bQ7DiHRswAHgbwQQC3govAYwF8FsBn\nPcODsprVZCv53AMupXvANeQecF0BsAzAAyDoHnBd4b9P6k+vAZp5yDcbTKC7deWFfa9Vv26ZfOPe\nKJIZ7kP/zFTzKUXKEYpnEKjzwMcXTcEuUZ1ByOPgh1OlFFX1wmZoTIB9MSLJjDhEqrcSTAzMhf8P\nEAAAIABJREFUN3FDPpblhgu18p2TU3j4X15GIp1DlmFxZlr+e/rYVR/OzYSw1W7AbocJOzpa0G/T\no6dVhw6jFk67AR+8vR/OCuHLclEqaLQbtbKUfON8s6vTVnrIdHi7Hd5ISpJdst6ksww++vhZRFNZ\nXF6SP4xaiqSQzjEwapQ4Ox2sqIBbb6Q26woIVv655dJ/45MTAQRiabzthsqNyC6HCRcXwqLCqB48\nP7aEJ87M4tRk6feO0MIuWclnrFwa9NSrcwC4YQoj8feZX06KCthCusw6pHPMui6IEK5vxhYiUCtp\n9LTqJJ13rc7kE1pdCRVgGFAa7rhSu12XAqVS8/ta3a6bz+RDJgOWaa7PFkLzERaGfFKUfCbNmkb5\nM1NBxNM5MUZFoNeqg1GjxOicrJkO4RrEOTRCO4dGBp1DI98DsADgnwH0AvgcgMPgBn3Pyh3wATKV\nfO4BlxrAswDuBjdZnAYwD8ABwAng/wJ4i3vA9SbXmJucSTUxCpqCQa1ouiFfNsdgIZwUSzcE+qx6\nHL28PsqTC/xBlaKAU54g3rG/u6H3V08+8b1XEU5k8F+/dUdd9pdjWARiadgrtEQS1rLFZkCLRolD\n/a0NvR9bi3rd2nXdvELoUH8rTk0GEYilKzaISkUYZDnMOvRa9bjZ2Yonz87it+/ZVtV7Pp1l8Bc/\nHMVjJ6ZwZIcdn33XXhz53M9xZjIou7n3lCcIjZLGP7//INTK9U256DBrZSv5uszaskU5h7dzJ5RH\nL/uws8NY82OUw+eeHcNrMyFssRuqWriZ5lfC33ajA989NY3RuTD2N9FKt5DRJX/IV9pKOnJ+HjqV\nAvdIeN26HEYkMww8/ljdSmB8/IXJN495cHOJrD/h4kVqtIPQ1u6NpIoq7+ZDCZz0BOC06eHxxzEZ\niEt6TudDCdy6de1jdPD3sRBKSh5EEgjlGFuIYHtbCzQqWqaSj1sMInZdabAsC0rND+ZqteuCyrfr\nCpl8zKp2XQ1/X+k0KK00ZTJhcxKSM+QzauCPpVeo149e9kFBU2tcIBRFwdVlIg27m4M5AG0A4gD+\nC8C/A3jOMzzI8sq+qpF7tfL7AO4BMALA5RpzO11j7tv5Qo5dAH4I4Ai/HaHJMWpViKaaK5NvPpRE\njmHXWPR6W3VIZHLwrcMwY3Q2DI2Sxq1brDhdRrnQbLAsi1OeAF6dXkYyU5+Tx0AsDYYFUfJVgVmv\nwtlPvRH3725seYu9RcOH3jf+gkFYVfxfR7YCAF4er5+aT1Ty8RfjDx3owZWlKM7Pyl/JXAon8chX\nXsZjJ6bwW/dswzc/dAu6LDrsdpiqek+fngxgX49l3Qd8AOAwacXnRgrjvhi2VLCId1t02GI34NiV\nyoUP9eRnY4v46tEJfOD2frz7YA980bTs8ichtuGdB7jFl3pbdn90fh6//91Xq85jnfDF0GHSwKCR\ntoYqZHfOlhjy5RiWt+q2S2o4LyzfqBf+GDfAe3Z0oeQw0hdNQUFTaJVgWwLyir9SKuSnz82DZYHf\nf9MuAMCYhN8nlsoinMwWVfIJ35sjuXyEOnFxIYwBhxFWvVqaki/DD/n44g1i15UIwxQM3mq3665p\n182tbNelBdUgyeUjVGA5LmfIx33WF37mvXjZi/29lqIldrsdJrjnI3VV5ROaknZwar2TAH4A4Bee\n4cG6/NHlXrG8F8AFAL/kGnOvSEJ2jbmvAngIwCiA99XjwREaS4tW2XRKPuFCZ3U2kZCLNx1svGV3\ndC6MAYcJt2yxYWwh3JQNxMWYCsQRTma5DKM6XeAJF3d20q5bFaWypuqJoJxZD8vu6FwY9hYN7ne1\no0WjlNQKKpX5UBIqBQUbrwx8240OqJU0npBZwHF6MogHvnwU7vkw/vG9B/DHbxkQi08O9rfi1ell\nZGVYPBPpHEbnwjjobKwisxSdZs6uK2XoxLIsxr1RbJVgET+83YaXx/3rZnddCCXxB987B5fDhE++\nzYV+3to85Zd3TJ8OcJ8R+3st6Lfp8YqnvkO+p87N4Ymzs6JqVS4TvphkFR8A6NVKtOpVJYdnJycC\n8EXTeNsNDkn729HRAiVN1VUB4Iumcc+uNrAsi2+9PFl0G2+EK2iSmnfXJij5Shy3njo3hxu7zXjT\n7g7QlLShZV4NvFZ947DklXwEQq0EY2kshlMY6DSi1aCW1q4rFG/oiV1XFnwmH1C7XRc0taZ4I9+u\ny52vUWru2MSQIR+hAoKSzyJRyQcAS2HudbUcT+O12dCKVt1C9nSZkMjkxJxfwnXLnQC+AuAAgO8B\nWHAOjfyTc2jktlp3LPcKdDuAH7nG3EWvCvjv/wjAtlofGKHxGLXKphtgCYHqxTL5ADS8fINlWYzO\nhbCny4SD/a1gWODcdGMaOetNoeKpXo/ZF+FOXG3Ertu02AzcicN6WHYvzHLvDaWCxs3O1rrm8i2E\nEugwacUhgVmnwv2udvzw3JzkQdRjJ6bw8L8eh06twJO/fRiDe1cORg70tyKezmFMRmPZq9PLyDJs\nw23XpXA5jIimsri4WPkx+2NpRJJZSUOmO7fbEUvn1uX4lmNY/N53ziKVZfAP770JWpUC/VbuMU4F\n5J3ATgfj6DBpoFUpcKjfilOTwbq2oF/hcwpHzs9V9fMeX0x2DqfDrCuZu/jM+XloVTTeMNAmaV8a\npQLb21vqpuTL5hgE42ns67HgflcHHj85VVQ17I2kZNlghYWjYosTE74Yzs+G8OC+LmhVCmxta4Fb\nwntWaM8tNuSz6tVQK2ii5CPUBeEzZFenCVaDGgEZdl0xX47YdSXBsmw+Ry9bw5CPZUHRNCihqVew\n64rtukLxRt6uSyCUQ5Zd18QP+fhoi2NX/GBZlBzy7e7iVPnEsnt94xkefMkzPPhhAJ3gRHInAfwG\ngGMAXgUXj1fVBYjcIV8aQKWzVwOA5vKAEopi1KoQbjYlHz/kEyxMAr2t6zPkmwkmEE5mcUOXGTf1\nWcRcvmuB87MhqBU07C2a+g35+AswYtdtXoS/jaC6bBSpbA5XlqK4oZs78bhjmx3j3ljdlDEL4eSa\ni/OHbuqBP5bGC5e8FX/+u69M4ZNPnscd2+x46nfuxK7OtVlzB/lBnZxCndOTgRU/u94I+YHPu5cq\nbiuUolSy6wLA7VvtoCjg6DpYdr/8s8s4MRHAp99xg5gT18cr+SZlK/ni4ufBLVtaEYilcdVbn5Xu\nbI4RV82ffm1e9vAwFM/AH0tjqwwlH8Dl8hVT8uUYFj+6sIB7B9qhV0uPUHbxNp96EIinwfKRDY8e\ndiIYz4iFGIV4oylRnScFnVoBg1ohLiQV8tSrc6Ao4IF93JB+oNMoS8nXVaSRm6YpThVbpuCEQJDK\nxQXu9ejqNKJVr0YywyCRLj+0Y9NpUGo1KCU/ZKolX24zwbJ1Kd5gWRagCu26/PPPZ/Llizf4IR9R\n8hEqIAz5TBKGfMIi2FKE+ww6esULo0aJfT3FM4V3tBuhUlAYJUO+TYFneDDlGR78jmd48K3gijeG\nAETBWXm/7xwaec45NPJeOfuUO+R7DcC73QOuokvK7gGXHcC7AZyTuV/CBmDUKBFJNtc8dnY5jnaj\nBhrlyuwhnVoBe4tGtGo1igu8Gm5PlwkmrQq7Oow4fY007J6fCWHAYcTBfgterfeQj9h1mxZBZVns\nYrmeXFqIIsuw2NPF5cAKQcHHx+szJFoIJdG5Kkvr7l1tsBrUeKJCy+7pyQD+7AcXcGSHHV/74CGY\n9cVPuLrMWnSatLJy+U5NBrG9vQUWiVlj9abdpMXeHjOedy9W3FZodt0mQUlm1quwt9vc8Fy+l8f9\n+NLzl/HQTd1498Ge/P3rVLDoVZiUuXAzE0yIyu5DfAnEqTpZdicDcWRyLG5xWjHpj8s+uXbzF/5y\n7LoA0G3RFs3ke8UTgC+awttulGbVFXA5jFgIJyVZCCshHFfsBjVu32rDrg4jvvGSZ80AlLPryvuc\nsBvXNoOzLIunzs3iZqdVzNFzOUz8Alz58xVhgCcoJlbTaZaXb0kglGJsIYJWvQptRg2sBu7zplL5\nBiMO+bjzWzLkk0hBuy5qLd6gKUBU8vF2XWGfilWZfETJR6jAcjwDo1YpRsKUw96iAUVxdl2WZfHC\nJR9u32aDskSsj1pJY0e7sW7xS4RrB8/w4IJnePBvPMODNwI4BOCfAOwF8B9y9iN3yPcP4BpATroH\nXL/uHnBtdQ+4dO4B1xb3gOtDAE7wt/+DzP0SNgCjVolokyn5ZoKJNVZdgV6rruGZfKNzYShoSlQB\nHehvxdnJIJgmDz5lWRYXZkO4oduMfb0WePxxLEuwj1TCF01DraBh0soq4iasIzYhk6/BSj6hdXoP\nbyHY7TDBrFPhpSu1W3ZZlsV8aK2ST6Wg8fa9Dvz09UVxxXQ1C6EkPvKtM+iy6PDlR24qecIEcI1l\nB/tbJQ/5GIbFmcnghll1Be4daMfZ6WX4K+QuXvVFoVJQJY+hqzm83Y6zU8sNW+wJxNL4ve+cRb/N\ngE//0g1rbu+36mWpszM5BvOhBHr532+r3QCbQY1X6qS2Fqy6v/2GbVDSFJ5+bV7Wz3//9AwMagVu\nW9WUV4kuiw6RZHbNEOtH5+ehUdKy26DrWb4h5rIaNaAoCo8edsI9H8bJgsIThmHhi6Zlt9baW9YO\n+V6fD+OqN4Z37O8Sv+dycJ/HlypYdhfCCdhb1i4SCnSZtcSuS6gLYwsR7Oo0gqLyZTOVyjcEJZ8w\nTAKx60qDYUCpV1psq94PTYOiKECpXKPkEzP5SPEGQSLhREaSVRfgzmetejWWIil4/HHMLidwZGf5\nGI7dpGF30+MZHjzjGR78GIAucN0XkpE15HONub8HYBhAP4B/BXAZnJTwCoCvAtgC4G/47QhNToum\nOYs3VpduCPS26jHVYLvuhbkQdrS3QKviTsIO9rUiksri0lJ9rE+NQijduLHbjP289PvcjPxW0tX4\noinYWtTcSRGhKdGrldCrFQ3P5BudC8GoVaKPV1HRNIXbt9rw0lV/zZloy/EMUlkGHaa1WVoPHehB\nOsvgR+fXDlySmRw+/B+nEE9l8ZUPHJKktjvQ34qZYAKL4cqKniveKMLJ7IZZdQXuG+gAywK/uFje\ntjzhjaHfZpC0qgwAR3a0IcuwOF7HbEUBlmXxh/95DsFYBl9+5Ca0FGmb7bXqZdl155eTYFigh38N\nUhSFQ87WupVvCEO+Q04rDm+3Y+T8nOTXdiiRwQ9fm8OD+7uL/q7lEOylhVZShrfqvmFXu+SmXgFh\nyFcPBYAwhBMUw7+0vxtmnQrffMkjbrOcyCDHsFUM+dRrhnxPnZuDkqZWFI0MdEobWs4tr10oKKTT\nrMNiONn0i3YE+Xz7xKTsEp9qYRgWlxYj4uuylX9vVFLysenMKrsuGfJJgWXZvLquyiEfy7IAb9cF\nAEqpXJvJx9t488UbRMlHKE9IxpAP4Cy73kgSL17mzuWObC+exyew22GCL5rCkoTzVcL1jWd4MOsZ\nHvxvOT8ju/rRNeb+JIA7AHwdwFkA4/zXrwM47BpzD8ndJ2FjMGpVSGRyspomGwnDsJhbTqC7SJ4O\nwCn55kPJhj7e0bmwGHYKAIf4Rk059r6NQCjduLHbjBt6zKCo+pRv+KPyLViE9aeYIqbejM6Fsdth\nWjHwvWO7DbPLiZpt9OVaMff2mLG1zbDGssuyLD75xHmcmwnhC+/Zj50dazP4iiHm8kl4Twt5nIIt\ndKO4oduEDpMGPxsrn8s34YvJyoM72N8Kg1qBFy5XzjyUy+Mnp/GzsSV88m0DuKHbXHSbfpses8sJ\nycUqgpK7t2Ah6GanFVOBuKShbSWuLEXhMGvRolFicK8D04EEXpO4WPLkmRkkMwzed2uf7PsVhnyF\nuXynJoNYiqTwtr3yrLoAdzxoN2rqM+QT7Lr8AE+nVuDhW3rx49EF0WLs5YPEq1Py5S+kGYbF0+fm\ncWSHXRycANxxwaxTVSzfWCiiBi6ky6JFJsc2XPVMWF+CsTT+9MkL+LfjnnW5v+lgHPF0DgO840Oy\nki+TAaVUFth1mysup2lhGHHwVrXFWVis4c9fKKUy//wLQz5eyUcLmXxpcpwglGdZ5pCv3aTFUiSF\nFy/70GvVod9WXNQiIDhnRolll1AFVXnwXGPulwG8XOfHQlhnWngLZjSV3bC8qUKWIilkcix6SljN\n+qx65BjO1idkMtX1/sNJeCMp3NCVvyDts+phb1Hj9GQQ77u1v+73uRqhhfLRO5yyBgtC6cbODiPU\nShrb2lrqMuTzRdOwt2z8a4NQHluLuqFKvhzDwj0fxntvWfkeuIO3Jb501Yc+m/zhhsBCmBsWdBa5\nQKcoCg/d1I2//cklrnSBf+9/7egEnjg7i0/cvxNv2tMp+b52O0zQKGmcngzirRWyzk5NBmAzqOGs\ncCLWaCiKwr0D7Xj63DzSWQZq5dr1uRzDYtIfx70u6dZOtZLG7dtseOFSfXP5WJbF146OY1+vBR+8\nw1lyu36rATl+caffVnk4KVh7e635z4h8Ll9wTZuyXK4sRbG9ncszfPPuTvyp4jxGzs9jX2/xYGwB\nlmXx7RNT2NdjLjnQLIewsFWYy/cMb9W9d0CeVVegXuUbvlgKaiUNY4Ga8Fdv68dXXhjHt16exB+/\nZSA/5JObydeiQTCeRjbHQKmgcWYqiNnlBP7wzTtXbEdRlKTyjblQArdtLf25KWT8LYSSaDeWHgYS\nri3G+cKhSxIayOtBvlmXG/JZBSVfpQxMhgGlUIgFD8SuKxGGKWi8rXIwKlpy80M+Id+PFRaZxOIN\nYtclSCOUyGBnR+UMZIF2owavz4Ux7o3h7fu6KrqkXAUNu3JjOwiAc2iEBvB7AD4MwAnAC+B7AD7l\nGR6U1NjmHBpRAvhtAI8C2AUgC+AqgH/xDA/+S8F29wD4eYndjHiGBx+o6peoAdlKPsL1g5Ef8jWL\nZXeGV2mUzORrcMOuELK+p0DJR1EUDvS1SlL91IOZYBxPvzaPx05Myfq5C7Mh7Oo0ihf/+3osODez\nXLONkrPrEiVfs2MzNFbJN+6NIplhxGZdgW1tLWgzavBSjXbPcko+APilm7oBAD/g1XwvXvbir55x\n4y17OvHRe7fLui+1ksa+HoukQp3Tk0Ec7G9tCrv6vQMdiKSyJa2ps8EE0jlGdrPrXTvbMBWIw+Or\nT0MtwKnQrnpjeN+tfWWfO7kNu9PBOJQ0JQ5rAO54rVMparbsMgyLq978kM+sV+HIjjaMSGjZPTUZ\nxOWlaNULQW1GDZQ0hXk+L46z6s7j7p1tsq2/Ai6HCVeWIkhna1O++yJp2A0rIxt6WvV40+5OPH5y\nCslMDt5oUvw95GA3asCyeQXUU+fmoFHSeOPutUN7l8OEiwuRklbbaCqLSDILRwknAJA/vsyRht3r\nCqFVfKyC0rNeXOTvR1CPm3UqUBQQiJcfQLFMjst9E9tdyZBPCizL5htvq83kExp0hdw9lSq/L4ZX\n8glDPn6gyJAhH6ECcu267XzZVDSVxV07ylt1AcCkVaHXqiO5fNXzBQB/B+B1AB8F8J8APgbgh/wA\nsCzOoRE1gKcB/A2AVwF8AsCfAPgfcNF1xfhXAL+66t/f1vRbVEnZs0f3gKtqaYZrzC1vSkFYd4SV\n+WYZ8gkqht6SxRv8kK9B5RujfLFAoV0X4CxtP3l9Ed5ISvZFjFyEi91jV33ciY2E4QLLsjg/E8Lg\n3nxQ+f5eM75/ZqZsxqGU/fqjaWLXvQZoM6rr1qhcjPwAfKVKiaIo3LHNhmNX/JJfr8VYCCVBU6WV\nQD2tety6xYonz87i7fu68LuPncWOdiM+/yv7QEvMnyvkQH8rvnZ0HMlMTszfXI03ksKkP16V/bIR\nHN5ug1pJ43n3Eg4XyXEZ93F5clvbpK8qA8BdO7jg5xcue+GUOSAsxeMnpmDUKPFABWWdYFWR2rA7\nHUigy6JbkTmoUtC4qc9S85BvLpRAPJ0Th3wAMHijAz8bW8LZ6WUc6Cudy/jtlydh1CrxwL7qlIQK\nmkKHSSsOn85MBbEYTtWkTHQ5jMjkuMGlkNFXDf5YSrTqFvLoYSeeHV3Af786K5biFNuuHML7fSmS\ngtWgxshr87jf1VF0sOlyGBFP5zAViBd9nS7wA9Jydl3htgVSvnFdMcEf+7yRFAKxtKisaxQXFyLo\nt+nFrEwFTcGiU0lQ8rGAghaz34hdVyKFSr4q7briQg2fyQeVsqBdlx+2rlHykUw+QmlYlkUokYFJ\n5pAP4ASld2yrPOQDgD0OM2nYrQLn0MgecIO9JzzDg+8q+P4EgC8BeBjAYxV28/8BuB/AGz3Dg6VU\neqs57hke/FYVD7nuVJpiegBMVPFvvDEPl1BPjFruwBRNNceQbybInXh3lViJd5i1UNBUw8o3LsyG\n4bTpxedFQMjlOyNB+VMrk35uRXoxnMJVb1TSzwilG3t78gMYwV52brr68o1wMot0jiF23WsAm0GD\nQCzVsED5C7MhaJQ0trWtvbi+Y5sNvmhKLC2ohnnePleuGfehA90Y98Xwnn89DooCvvKBQ7ILCQQO\n9rcik+MaqUtxejLAb7uxeXwCerUSd2yz4fmxxaLKsnEvd+zYInNQ57Qb0GfV44VL9cnlW46n8fT5\nefzSTd3Qq8v/fTqMWqiVNKb80lSE08H4CquuwCGnFe75cE0twcLrd3vBkPSNezqgVtAYKdOyG4il\n8cz5BTwk4fctR7dFJy50jZyfh7oGqy6QV6TXqgDwRVNi6UYht26xYqDTiG8c88AbSUGzytIrhTaj\nWryPY1f98MfSePu+rqLbCiUHYwvFf5+8Gri0ks9qUEOtpMVtCdcHEwUq5IvroOZzL4Sxa1UGbKtB\njUCF4g0wOVAUTey6cmFZUKoa23WFz0zRrqsqaNddmcmXtwaTIR+hNMkMg3SWgUUn/RqpnS+X29tj\ngVkvbTi4u8sEjz/WNNfq1xCPAKAA/P2q738FQBzA+8v9sHNoxADO6vvfnuHBnzuHRijn0Iik8G/n\n0IjBOTRSdSaIc2jE6hwaGXQOjfwq/7WqC5FKQ75/L/LvRXBPWhjAC+C8zS/w/0/xt/9HNQ+GsL60\niHbd5lhNnAkmYDWoS14oKRU0HGZtzSH/pRidD2FPkTylPV1mqBX0ulh2Pf64qFI5ellaTlZh6YbA\nQKcJagWNczPVq7sE+ydR8jU/thY1GJYLAW4Eo3NhDDhMRYdwwmpkLZbdhVCyaB5fIW+90QGNkoYv\nmsY/vveAaPWshgN93BD8VJn39ClPEGolvcaivJHc5+rApD8uZlAVMuGLwahVFh3IVOKunXYcv+qv\n2doJAE+enUU6y+DhW3orbkvTFPqs0lvTpwOJFaUbArc4rWBY4MxU9cc7cchXoOQzaVW4a2cbnjk/\nX3KA/v3TM0jnGLy3xszWLosWc8sJzqp7fgF37Whbs+AkB6fNAI2SrphjVwlfpLiam6IofOiwE2ML\nETw7uoA2o0a2klfYry+axlOvzsGoUeKeXW1Ft93ZYQRNoWTOoNBMXE7JR1EUHGYtGfJdZ4x7Y+Jx\n+mKJIXC9SGZy8PhiYumGgFWvrqjkYxmWU4sRu64sWJYFpVAChWUZcilm182uVvJxfxexyZcUbxDK\nICjY5dp1AeCIBKuuwG6HCSwLjBE1n1xuBsAAOFn4Tc/wYBKc9fbmCj9/BIARwGnn0MgXwc25ws6h\nEa9zaOSv+Ky+YnwRQBRAwjk0csk5NPJ7zqERySdHzqGR/wNgFsBTAP4NwA8BzDqHRj4jdR8CZYd8\nrjH3o64x94eEfwCGAewF53Hud4253+Aacz/iGnO/AZw3+YsAbgTw13IfCGH9abZMPs5aWnoVHuCK\nMBph1w3FM5gOJFbk8QloVQrc0G0qOxCoF5P+OLa3taDPqsfRK9KGJoWlGwJqJY3dXaaaLJy+CBny\nXSvkL5brf1LKsixG50JF3xsAZ6PvadXhpavVlzfMhxJlL84BbuDyf995I/7hkZuK2lXlYGvRYIvd\nULY1+9RkEPt6zNAoi9t5NwJB2fUz99qWXaFZtxrL9F072hBL52puEWdZFt85OY19PeY11u5S9Fn1\nkjL5EukcfNFU0dKl/X0WKGgKp2qw7F71RmE1qNdkkD6w14H5UBJnp9c+NwzD4rGTUzjU3yqG8FdL\nl0WHhVASp6eCWAgnMbhXeplMMZQKGrs6jXDXMPRgWbakXRcA3rG/Gxa9CtOBRFVRFsJxazaYwE9G\nF/DmGzpL2ud1agWcdkPJoaUwuOswlT+OdJq0YvYh4dqHYVh4/DHc4rShVa/CxQaXb1xZioJhgYFV\nFvhWg7piuy5yOYCm8nbdXHOcezc9DCM+b9Uq+VhmpV23cF+smMnH38YP+UgmH6Ec1Qz5XA4T7ne1\n46EDPZJ/Zg+/gLEJLLtKiqJO1fDvN1ftrwuAzzM8WOyNPAvAzmfulWIX//XjAN4F4I8AvAfAS+By\n+b62avsMuMHcHwF4EMBHACyDUxJ+XcoT4Bwa+TiATwL4FoB7AbgAvIH//086h0Y+JmU/AnK9JcMA\nzrvG3H+w+gbXmDsM4BPuAddBfruHZO6bsM6IQ74aJMDhZAZPnJ7B+2/rL2u1k8JMML7GArGa3lY9\nnh9be4FbK6PznBqu1IXpIacV3zzmQSqba+hF/6Q/hi12A2wtGvzw3JzYOliO1aUbAvt7LfjuK9OS\n9lEMP3/CajcSu26zY2vJ2952VngPyWUmmEA4mS055AM4y+6PRxeRY9gVeWlSYFmuMfuuncUVPIW8\n+6D0E6NKHOhrxS8uLhXNEkxmchidC+HX79xat/urB90WHQY6jXjOvYjfuGvlY5vwxXDLluqsxbdv\ns0FJU3jhshe3843J1XBmahkXFyP464dulPwzfVY9Xh6vnOkoFDMVWwhq0Six22GqKZfv8mJ0hVVX\n4P7dHVArafzw3Pwa6/bxcT8mfDF87D555S/F6LLokGVYfPMlD9QKGve5Omrep6vThJ875V8aAAAg\nAElEQVS6F6vOywwnssjk2JLqUK1KgUdu6cM//+Kq7GZdADBolNCpFHji7AwiqSweLGHVFXA5TDg/\nU9xiPx9KwN6iKdo8XUiXRVdzfiOheVgIJ5HMMNjaZsDODmPD7brCkHn1UN+qV+O1Cs4JlmVA0QXt\nulXmy9WLWnJ01xWGAUXToDSa6nPy2LXtuqIqcHW7rmDXJZl8hDIs8/Z8OUM+g0aJr36wkoBsJZ0m\nLVr1qs1QvpFlWfZQHfenB1BqUp8s2KbUG104yFsB7PEMD17k//97zqGRnwP4gHNoZNgzPOgGAM/w\n4DEA7yjcgXNo5CsAngHwqHNo5Kv8NuX4CIAveoYHP1HwvYsA/sc5NBIF1/L7pQr7EJF75X8XgKMV\ntjkK4G6Z+yVsAEYNd2Cqxa773ZPT+Isfvl7z4I1lWcxJUPL1WnXwRVOIp+t7cvR6kWbdQg70tSKd\nY3BhtnEHWYZhMcmHit+53Y5oKotzJS5oBITSjRuK2Iz39ZqRyORwRWK232oEVZjNQJR8zY6giPFH\n639SKhTSlFNm3bHNjlAiU5U1MJLKIp7OVVTy1ZuD/a3wx9JFVWTnppeRybE41F+6bGGjuM/VjlOT\nQYQKmhwT6RxmlxOy8/gEjFoVDvS31pzL9/jJKRjUipK5asXot+kRT+fgq/DaFRTcxZR8AHCz04qz\nU8tVWY5ZlsUVbxTb2tcO+Vo0SrxhV3HL7mMnpmDRq/DWG6ovyBDo5rNof3R+HnfttMNUg1VXwOUw\nIhBLYzFcnSLFF+N+rpxK7/239YvFIdVgN6ox6Y/D3qLGHRUGzK5OI6YC8aLnLPOhJLoslR9Dp1mL\nxXCy5vzS12aW8eyF0lmNhPVByOPbajdgoNOIS4vRim3YtXBxIQKNkobTtvJY22pQIxjLlL/vHNM0\n7bo/Hl3ALX/1fNPE9ZSCZVkuT4+iQWu1YJJVqnBX23WVSkAo3uAVlWK7Lk0DKhVYouQjlEFQ8lkk\nZutVC0VR2N1lEgvwCJKJAyh18qIt2KYUwsHm5YIBn8C/81/vKfcAPMODDPLu1sFy2/I4AYyUuG2E\nv10ycod8GgCVPCQOlH5SCU2EVkVDSVOI1mDX/flFbrj31Lm5mh6LP5ZGMsOIFzqlEC7whJKOenFh\nNoROk7akNfVAP5fh1chcvsVIEuksgz6rHrdvs4GigGNXylsghdKNG4sM+fb3cgOKc1Vadn2RFGgK\nDW+qI9ROfshX/5PS0bkwFDS1JoOoEEH9VY1ld4G32XWWCcxvBAf5AV4xi6pgzT/YhEO+ewc6kGNY\n/M/l/EDO46+udKOQu3e2YXQuDG+kutdQOJnB06/N4cH93UXbUUshNOxOBcqXbwhZrMUy+QDgZmcr\nUlkGF+bklw35Y2ksxzMr8vgKGdzbhaVIakVkw1IkiR+PLuDdB3pKWkzlIBROMSzqMjQEgN38YL7a\nXD4hsqHcQk+3RYdvPHozPnx3dapX4dg1eKOjouJcKN+4VMSSOR9KoFPCoLHLrEUmx9YcbfD5n1zC\n//6v1xo6UCJURhjybWkzYFenCdFUtu7nh4VcXIxgZ4dxjWLdalAhnWMQT5cZ3AmKNIoCFIoNs+uy\nLIsvPX8Z3kiqoc9VXSgozKC1WrCJ6vI0WUZY/OGVfCpV3vorKPno/HGcVqtJJh+hLNXYdatlT5cZ\nFxcjyORqz03eRMyBs+QWO4HpBmflLbe6PMN/XShym7DCJ+UiwcN/lZIz5AdwQ4nb9vC3S0bukO8s\ngIfdA66bit3IW3XfA+CMzP0SNgCKotCiVVadyRdJZvCKJwC1ksbz7sWamn+EE43uEhdwAsKQb7rO\nDbujc+GyAfvtRi36rHqcmmyczcfj434np80Aq0GNPV2mikO+YqUbAk6bHiatEq9W2bDri6VhNahl\n2y8J649FpwJNoaIaqhpG58LY3tZSdpDRYdJiW5uhqvKNhVDlwPxGsKO9BUaNEqeLtGafngxiW5sB\nrU044N7fa4HNoMbP3Ivi90Q1S5H2Y6nctYOzSx+9Up2a77/PziKZYfCIhMKNQvqs3GOulMs3HYhD\nq6JLtn0fcnJW2mpy+YTSjR0lhnz3DbRDq6Lx9Gv5xaz/PDWDLMPikVv7ZN9fMRy8Ck2loHD/7tqt\nugAw4OAG89Vm+QjHk0qRDXftbENPhc/uUghDvgf3V1Z/unilfbHyDU7JV3mhQGjfraV8g2VZvDaz\njEgyW7VKklAfJnwxaFU0Ooxa7Ork3r/FhsD1wj0fKZq/2arn3iPlcvlYhlfygVeNbZBd9+REQFQF\nVcwR3GgKFHiUTgcmWeX7VhwW8pe9KmW+eGNVJh/A5fIxpF2XUAZhyGdahyHfbocJ6SyDq1U6szYp\nr4Cbc91S+E2+9XY/gFMVfl4o7CiWEyR8T4qNcQf/dbHsVhxPAvgM36qrBADn0IjSOTTyCIBPA/i+\nhH2IyB3y/SU4ld7L7gHX190DrkfdA6638l+/AS6MUMVvR7gGMGqVVQ/njl3xI5Nj8bF7tyOZYfDT\n14sNu6Uxyw/5Ktp1W+s/5Eukc7jqjYqqh1Ic6m/F6cnlhq3cT/JqHEHZcni7HWemgmWtyWLpRufa\ni1OKorCv11KTko9Yda8NaJqC1aCBP1b/C84Ls6VLNwq5Y5sdJycCslcaRSVflXa/aqFpCjf1t65R\n5zIMi9OTQRzqry7frtEoaAr37GrHzy96keWf63H+xG+1hUwOe7pMsBnUeOGSfDUmy7L49okp7Oky\nFV1wKEevVQeKQsWG3elgHD2t+pIZUm1Grkzl5IR8tXWxZt1CDBol7h1oxzPnF5BjWOQYFo+fnMLt\nW23YViTHrxpMWhVMWiWO7GirmzLApFWhp1VXtZJPOJ40snxpt8OEgU4jDvRVXhDvMmth0irX/D7R\nVBaRZLZiQzcAcZtayjdmggkEebt8o4seCOWZ8MXgtBlA05SYRzvWoFw+fzQFXzRVVNUuDPmC8TKD\nIV7JB4Bvit0Yu+7Xjk6Ii7f+a2TIB4oCrdOBTVR57s+szuTLt+siJwz58guZNeX/ETYFoUQGNAUY\nZTgXqmU3fw6+CXL56sl3AbDgijMK+Q1wWXzfFr7hHBpxOIdGBpxDI+JqpWd4cALAMQC3OIdGDhRs\nq+D3kQXwk4Lvr8kb4VWEf8H/7w8lPOY/Adf8+2/g2nkXwdmGvw3gHLhSDsnIGvK5xtzPAXgYXDXw\no+CaRZ7mv36Q//7DrjH383L2S9g4WjSqqjM5fnFxCUaNEr951zZ0W3R46tXqLbtCqHp3hSGfvUUN\nnUqBqUD9LAbuhTAYFrihwiDjQH8rfNGUaBurN5OBOFQKSlQj3LndjkyOxcmJ0soUoXSjVBnI/l4L\nLi5GkChnISmBL5oipRvXEPYWdd2VfN5ICkuRFPZIGNzcsc2GeDpXMXx8NVJbMRvBwb5WXFyMIFxw\nDLzqjSKUyDSlVVfgPlc7QokMzkxxz/W4L4ZOkxaGGk42aZrCnTvsePGyV3Ze2bmZEMYWInjklj7Z\nQe4apQIOkxZTFZV8CfRW+HzgFmICsh//laUoDGpFWTXp4I1d8EVTODkRwAuXvZgJJvC+2+qj4hP4\nf796EH/54J667tPlMNVk16Wp/ACjEXzijTsx8rEjkl43FEVhwGFaM8RZ4Ad2UtTAwudrLUq+1wqy\nci81uOiBUJ4JX0xUMBu1KnRbdA0r3xD2K9jGCxFU3+WVfLm8kk+pBJtb/yHflD+On7oX8SuHOCFK\noAERH/VEXFSnaNA6LZgq7bqCkk/M5FPlh3zi30Gxyq5LMvkIZQglMjDpVKDXwe201W6ARkmTIZ8M\nPMOD5wH8I4CHnEMjTziHRv6Xc2jk8wD+DsD/AHisYPO/BuDGKtUfgI+Cy+17zjk08hfOoZGP8j97\nC4C/8gwPThVs+6xzaOS/nUMjn+Lv61MAzgM4DODLnuHBk6iAZ3gwAq7/4kH+cT7Ff30AwN2e4UFZ\nUk7ZlZuuMfd/AegD8H4AXwBXC/wF/v/7XGNuWVJCwsZirNKuy7Isfn5xCUd22qFW0nhgnwMvXvZV\nLf2fXU7ApFVWDBunKAo9rToxhL0ejPKW10qDDDHDa6oxlt1Jfwy9rXpxhfVmpxVqJV3SssuyLC7M\nhouWbgjs67Egx7BV51Q1UsFBqC/2Fk3NOVOryZduVFby3baVz+W7Is+yuxCW1orZCA72t4JlgVen\n8oNJMY/P2bxDviM77FDSFJ4f49T/hRe6tXDXjjb4omnZ9s7vnJyCTqXAOyRYLovRa9VjUoKSr1Tp\nhsDNW6wIxjMY98mztFxZ4ko3yg2a3jDQBp1KgZHzc3jsxBTsLWq8aXeliGJ53LHNXvF3lIvLYcKE\nL1bdQs86RTbI2b+r04ix+fCKQe7csmD5r2zXbdWroFHSNQ75lqFW0LAa1ETJt4FkcgymAvEVWaS7\nOo0Ns+u6+SFfMbuukF1cXsnHAoq8XVdsd11HvvHSBJQ0hY/euwMUBQTizV28UZjJR2mrt+uyTH5Y\nCPBD1gz/txIz+VbadeudyZfJMSTD8zoilMisSx4fACgVNAY6jaR8Qz4fB/CH4PLs/hGcUO3LAB7g\nSzHK4hkePAvgDnClsh8H8DcADAA+5Bke/PNVm/8XgHZwg8F/BvD7AGYBvNczPPgxKQ/WOTTSB0Dp\nGR582jM8+Mee4cHf4L8+A0DB3y6Zqpb9XWPuGLgJ6GOVtiU0N0aNsqqTXfd8BIvhFO7Z1Q4AeHBf\nF/7lf8bxzPl5vP+2ftn7mwkmKubxCfRa9XW1647OhWHRq9BVQQWws8MIo0aJU54g3nlTMYt+bXh8\ncdGqCwBalQIH+1pxtMTQZDqQQCiRKWuP29vL3XZuehk3O+XZD32RFBnyXUPYWtSYmqp/ViWQtwqU\no9Wgxm6HCS9d9eOj9+2ouL3AfCi57nl8Avt6zaApLoPvrp1cJt0pTxBWgxpbayixaDRGrQq3brXi\nZ+4l/MlbXZjwxTB4Y+1lDUd2crnAL1z2ll08KCSSzOCpc3N4+z4HjFU2wvbb9PjZWOkswFA8g0gy\nW7J0Q0A4xr3iCWJ7e+mimNVcWYpWbHbVq5W4z9WOp16dQzSVxYfv3rYhg2m57HaYwLCcrXR/r0XW\nzzbjZ8CAw4RYOoeZYAJ9/OelnFxPiqLgMGtrGvKdm1mGq8sEo0aJy2TIt2FMB+LIMSy22POW+V2d\nRrx42YtMjoGqQpGLXC4uhGEzqIu2TVvFTL4yQ7NcDhQl2HUVwDrbdSPJDP7z1Awe2NuFLosOFp0K\ngQZEfNSVgkw+zq5bpZOGXW3XLWzXzQEKxYpFHkqjAVNHJd/Ia/P43cfPgKYoGNQKtGiUMPD/uP9W\n4MF93RjcW5/SJULjWY6v35AP4M7Dnzm/AJZlZTsmNiue4cEcgM/z/8pt9yg4h2qx214Dp6yrdF+f\nBfBZ2Q9yJRMAbkc+D7CQffz3JTe9Nf8ZKqGhGLVKRFLyV/KEVt17+Avj3Q4Ttre3VN2yOxtMVMzj\nE+iz6jETTNRtRWx0LowbuswVD5oKmsL+PkvRNs5aYVkWU4E4+ldlat25ww73fLioQuu1WU59VG7I\n127Uotuiw6syc/kS6Rxi6RxsJULuCc2HvUVT93bd0bkQ+m36igpbgTu22XB6KohkRvrFy0IoKSlL\nqxEYtSrs6jThTEH5xunJAA70tTb9SdR9Ax24vBTFuellLMczNTXrCrQbtXA5THjhkvTyjafOzSGe\nzuGRW6q3rvbbDPBFU4iVyIcVlNu91vKfEU6bHvYWNV4pE3Gwmkgyg4VwEts7KmfrPbDXgXAyCxbA\nIzfX16rbKHY7hLIK+QoAXzTVdJ8BLv73KVSbzoUSoCjplv9Osxbzy9UNCxiGU9Dv7TZjR0cLLi1G\nZdvDCfVBbNYtOPYNdBqRybEY95Zv666GiwsRscxmNUatEgqaQrCcXZdlRUsopVh/u+53X5lGNJXF\nrx3eAoBTHzZ78UahAo/SacFUO+QrGBYCAFVQvAEml89K5KHU6rpm8r101QeDWomP3L0VDx3owR3b\n7djW1gKjVolYOouXxwP4++cu1e3+CI1nPZV8ALC7y4xQIoO5GhaoCE1PuQsPFQBZoedVKfncAy4N\ngJvBVRAXXeZ1jbn/vZp9E9YXo1aFaBV23V9cXMIN3Sa08yfVFEXhwX1d+MJzlzC3nJDUcifAsixm\nlxO4vYKSQqCnVYdoKotgPCNaJKolk2NwcSGCDx12Str+YH8rvvj8ZUSSmapVK8Xwx9KIprIrlHwA\nV77xNz++iJeu+vHgvpVWuPOzIagUVNHSjUL29ZpxTmZOmjBUbDYVB6E0thY1YukcEukcdGrJCz1l\nGZ0LS7LqCtyx3YavHp3Amckg7tgupS2eU/LJVZnWk4P9Fvzg7BxyDItALA2PP46HaxhYrRf3udrx\n6adfx1deHAeAuhVA3LXTjq8fnUAslZWU8fedk9MY6DTKVokV0sdbVKcCcXGIU4ig3K7U4EpRFG52\nWvGKjBZ0sXRDwvN3z652tGiUONjfKqrImp2eVh1aNGvLKqTgj6Wx31r937UR7OxoAUUBYwthvOUG\nzi69EErKsvx3mXU4IWMQXMi4L4ZoKou9PWbkGBaJzEpVIWH9EFvFC4Z8QvnGxcXiLbjVkmNYXFqM\nllzMoGkKrXoVAuXsurncSiVZbv3adXMMi2++5MEtTitu7OEWhm0GDfx1zvGtOwUKPLqOdl2oVGAz\nnMCBzTGAcuVnHa1RV5//V4SLCxHsdpjwv988UPT2Lz9/GZ//6aV1HxwRqiecyEgWp9QDYcFudDaE\nbhnX2ITmxjk0YgFQeBHU7Rwa2bpqMx247gtZDaeylXzuAdevgfMYC6GF31j175v8V8L/z955h7dx\n3/f/ddggCRJcIsVNSVzasizbkiVvOYkVx66z66QZzqqb5SRtleTXJmnSRmmaNjup4zjTzbbjIdux\nEtuxhm3Z2hJBiZTEPcEBEgRJrPv9cTgQJDHuAJAirXs9Dx5S5OEIkcDh7vN9jyVAViiTT40qzuXx\ncaRtmBtDVl2ZN20oQRThiZPq1HyuCR/uKb/ig6WcWZQOy25znxtvIKioWACmM7yOtSfXWBsLuVl3\ndjvmutIcbBYDh6Lk8iUq3ZDZUGanY2hClcpLHvIVakO+JUNBqAk5Xbl8o5M+2gY9rEnQOh3Jlqo8\n9DqBQ+eV5fJ5vH5cE75LpuQD6TXtnvJzrm8srNK9chGXbshU5meysjCTp05L7/npUPIBXF9TiC8g\n8qKCv+GpThenulxJFW5EIi9utMUo35hW8iUepFxZlUfH0ETYwpmIRM26kViMen79oWv4+lvWK9r3\nYkCnE6gvtiWn5FuEDesZJgPV+Zk09UzbZLtVWv6Lcyz0jU4SSEKBJxcLbSi3U1s8PVDSWHguOMex\nZxjDpRcgLXYYdAJne9ObXdU+5GHCF4jarCuTm2FKoOQLIuhkJZ8e0bdwQ759jb10Dk/w/u1V4a8t\nBSXfTLuuJXW7rjA9ZJ1u1/VHUfKZ01a8IYoiTXFUoACbQu3iaovLNC4dCz2QrS+2IQiozkzWWPR8\nAmgBmpHagH8f+jzydhL4MHC/mh2rGvI56hteDzwA9CAFGQrAo8DngX2hf/8OeL+a/WpcOmwWA/6g\nyJRfuQL0heYBgiLcWD9zyFdVkMmGshzVlt3OYelNW/GQL6TmSEf5xmkVxQIgtdXKGV7pRL64na0G\n0OsEtq3MZ3+zc8YgVi7dWFeaWGWxIaSwiWwETITc0rrYrFoasZH/VoNpOmlvVJHHJ2OzGFlbmhO3\nEToSNVla88XmCmkB7UjbMEfahjDpdYrz6C41NzcUEQiKGHRC2laUN1flYjXqeaE5sWX3V6+0Yzbo\nuHNjaUo/szJPGlDGWrjpGJKKmZScUG8JFaa80qrsOdgy4Mak14XVhIlYW5oTVrAvFVaXZOPoGVNl\nK5UjGxZjw3r9chuOiCFOr2tC1TFkud2KPygmFW9wstNFhknPysIsakKD4fkqetCIz8WB8TmLGyaD\njhWFmWlv2JWHhvHUgbmJhmaB4HS5wwK36z54oJWyXCs7I8qC8rIW/5BPDMrDOR2C1Yro9Sb3ewsP\nC+UhX2S7bnBGsy6EMvnSVLzROTyBe8of97mzvjwHQYCjbdqQbykgiiIjEz7sGQs35Ms0G6guyNQa\ndl97/BF4H3AP0hzt35HmaJG3u4GNrXt2fVnNjtXadT8NDALbGpocY476hm8AxxuaHHuAPY76hnuA\nHyI1l2gsAWwhO9bopA+LUZnF77mz/eRmGNlQNnfAdPuGEr6y18H5Abdi+5g85Cu1Ky3ekC5mO4aS\nXNGLoLF7lEyTnup8ZSqYaBle6aB10INOiD7o3L6qgD+d6ZuR2aekdENmXalULnC8Y2TOYDYWml13\n6SH/rZxj6TkxlUs31qpQ8gFsKrfz21c7CATFhK2Z8pDvUir5yvOsFGSZOdo2zMXBcdaV5Sg+Fl5q\nbqpfxv0vXKAiPwNDmkLmzQY9W1fmJ8zlc7qnePRYF7vWLycnxRPdnAwjOVYjbUPRc7SUNOvKrF6e\nTYZJz0sXBrl9Q+K23/P9bqoLMtP2+1uMNCzPxj3VpspWupjfA+qLpQBy2VLeMzLJtpXK4gGAcMlW\nt2tS9cD2ROcIa0tz0OsEbBYjpXarNuS7RLQOjkeNeaktsqmOKElEU+8YgjBtB45GXoYpfrN3MDid\nCWcwIC6QXfdUp4vDrUP8v10NM96T8zNNDHu8BIMiunlu0E4aeXFbkOy6AMGJSfRZ6pTr4WFh5O8/\nMpNvzpAvfZl88sC5vjj2gmm2xUjNsiyOdaQ/81sj/Yx7AwSC4oJbq39w9+aoxT8aS5fWPbtOACcA\nqnbvFYEnWvfsUmaHSoDas9orgMcbmhyRZzThfTQ0OX4MHERS9mksAeRcOaW5fMGgyF/PDnB9bWHU\nC/jbN5QgCPDYceVqvq4RdUo+m8VIboYxPUq+LhcNy7NVneBsrrRzrH0kKatPLNoGxymxW6Nab68N\nZZsdiLDsKindkMk0G6hZpu6kV1Y4aEq+pcO0ki9NQ74uF8tsZtUnFOvLcvB4A2EbZDx6wkq+S5cv\nIggCmyvtvHRhkNNdriVh1ZW5sjKXHKsxbXl8MtfVFNA66KE9hn32SNsQb/z2AXxBkfdtq07Lz6zI\ny4ht1x3yJGzWlTHoddxQV8ifzvTiDyRWqDf3uxVZdZcy0coqEjE95Ft87wHy/6epd4yxSR9jU37V\ndl1AdfmGLxCksVsq3ZCpLcpKu2pMIzEer58e12TUBdr6YhsdQ5J6Kl009YxRlZ8ZN+9WUvLFLrIT\ng9NKPkGvD7e7zjcPHrxIltnA27eUz/h6XqaJoAgjE+rL9xaMYEQmn1V63YqTSSzwy6frgly8EZHJ\n5w/MUfLpzOmz6zYpUIECbCrP5Vj7SNpKBTXmD1foNbPQQ766YlvKWfQai5fWPbt+lq4BH6gf8mUi\nWXVlJoHZSxOvAlen8qA0Fo6skJJvTOGQ71SXi8Fxb0xFWFG2hWuq83n8RLfiN6qu4QkyTHpVsufy\nvIyUM/mCQRFHj7piAZjO8ErniX3boGdO6YZMdUEmJTkWDkYM+ZSWbshsKM/hRIfykwen24vNYkiY\n96exeAgr+dIUpK22dENmfUjhq2So3DsaUvJdYvvj5spcul2T+AIim5fQkM+g1/Hj91zJ7jdED/NO\nlutCrel/nWXZFUWRB/Zf4O3/+xImg46H/35bOMQ9VSryM2iPckwXRZHO4YmEzbqR3LGxFKfby8EE\nuYKTvgAdQx5WvsaHfHVFNnSCuoZdOZB/cSr5pIvlpt7RpNTAJaFFhR6VLYXn+saY8gdZH1EyU1ts\n48LAOD4FA2WN9NHqlI4V1YVzh3x1IcVUOhWWZ/vGqIuj4gPIyzQy7PHGPs8KBhH0C2vX7Rud5PET\n3bz1yrI5ZXHysGAoTQuD80LodynodAhhJV8yQ75Zdl2jAXw+RFFEjNauazSlccg3RnmeNXy9FYtN\nFXZcE75woYzG4mUkVLCjlaRopJuq3XvfU7V779NVu/c2Vu3ee2HW7byafakd8vUChRH/7gHqZm2T\nA2iTgSWCzSK96Shd8XzubD+CANfVFMbc5k0bS7jgHA/b/RLROeyhLNeqKri9PDf1IV/r4Djj3oDi\n0g2ZKyulDK+fv9iqSCmihLbB8bAVdzaCILBtVQGHzg+G1YNKSzdkNpTbGfb4FFucB9xTWunGEsNi\n1JNlNqSleGPSF6BlwJ1UNt2KgkxsZoOiAOke1wT2DGPa2oCTJXKwt5SGfCAVTaRbyVddkElZrnWG\nZXd00se9Dx3lK3sd3FS/jMc/tj2t2YWVeRl0DU/MOaYOjE0x5Q8qtusC3FBXiM1i4NHjXXG3u+gc\nJygqK91YylhNesrzMjg/kFhdK+MMq7kX3/tAWa4VW6gxuDs0qCtR0TZozzBiNujocakbFsi5thsi\nBtt1RTa8gWC4PEtjYZAHIdEKh+Rh3Lk0LcROeAO0Do7HLU4AqXgjEBQZjbFoLgYD00qyNNh1//Pp\nJnZ9ez+/PtzOpC/6wPAXL7YREKMrruVSncXcsBvZiquzpjDkm2XXDbfpBgJSVqIhWiZfen4vTb1j\nca26MleEzj3SXeynkX6mlXyaqk4jfVTt3vsvSOW1JcBxpJLbyNsLavanNpPvDDOHevuBdzjqG3Y0\nNDn2O+ob1gJvC22nsQTIsshKPmVy/efODrCp3D6jzWw2b1hbzL8+eprHTnQrugjsGplQXQdelmfl\nmcZeRblfsTgdGkKqVSuV5Vp577YqfnqolfMDbr79zk0p2Q1dEz6GPT6q4mQlbV9VwO+PdNLYPcra\n0mxOd41y27rimNvPRs5PPN45oiiTadA9tSgVHBrxyc8ypeWEval3jEBQTErJp9MJrCvL4URH4qKX\nXtfkJVfxAawpycGk11GWa12UQ42FRhAErqst5LHj3fgCQZr73Nz70BE6hif4/GAkS98AACAASURB\nVG0NfGBHdUptutGozM/AHxTpHpmccYwKN+sqtOuClCt429rlPHGym4k7AzGHyLKlvOY1PuQDyQ4d\nTSkZC7nAJ38RWoMEQaB+uY2mnrFwZIWa44ggCJTYraqVfCc7R8ixGmeUtMgZbWd73axaFn8IpJE+\nLoay76qiLI6W5VrJMOlpStOQ71zfGKJI3GZdkIZ8IKl8oip8giLo02fXffpML+2DHnY/fIqvPd3E\n3VdX8u6tlRSFXguTvgAPvdzGzoaiqOd900q+xTvkC7fizrDrqnvdSruZHhaCZNcFEH0+xIA/3Hos\nI5hNiGkY8k36Alx0jnPb2sTn66sKs7CZDRzrGObNm8tS/tka88foJbLrarzmuQf4VuueXfelY2dq\nlXxPAdc66hvkNOv/BALA8476hgGk4EAb8JV0PDiN+Sc7JN+PtfIYidM9xcnOEW6si1/eYM8wcX1t\nIY+f6FbU5tc5PEGpymbIirwMfAGRvlH1b/YyZ7pdmPQ6alSemAuCwBfftIZvvWMjjd2j3Pat/TzX\n1J/045BzryryYgcJb1slhUsfPO8Ml26oUdHUFduwGHWc6FC2Quh0exdlq6JGfPIzTWnJ5DsTbp1O\nTqm1vsxOU+8oU/74dqQe1+QlbdaVsRj1vPXKMt42K7Pocua6mkLcU36+/EQjf/P9g0z4Avz6Q9fw\nwetWpH3AB9PHv9nlG7L6WI1dF+COTSWMewP8pakv5jbN/W50QnQ10GuNyvzYmYfRGBibwmYxLNoS\nmvribJp6x+gamUQQCA82lFKcbVE95DvR4WJ9Wc6M5/+qZVnoBK1hd6G54BynONtCZhQLpE4nUFNk\nS1ukiryfugRqrIRDs0AAQZCVZPqU7LpT/gBtgx4+cv1Kfv2ha9hSlcf3nm9h+9ee5b7fHOdUp4tH\njnUx7PFxz/bouanTOb6LeMgXbsWNtOsmcd4fMSwEqV0XkMo3AsHw8FVGZzZDIDBdzpEkLf1uAkEx\n4XMHpOfthnK7puRbAoSVfAvYrqtxWZAPPJ6unakd8v0vUAo4ARqaHI3AzUjDPyfwDPCGhibHk+l6\ngBrzi5wRoaR444VzA4giihpab99QQo9rkldah+JuNzbpwzXho0yFSgOmVR1qlAmzOdM1Sm1xFiZD\ncq2Kd2ws5fGPbac4x8r7fvoKX33SkVQuT2vI5lNVEPt3sMxmoa7IxsEWJ6e6pAHM+tK57caxMOp1\nrC3JUTHkmwpbOTSWDgVZZpxjqZ+wn+keJdtiUFyGM5sNZTn4AiKOnvgXWX2jkxRfwtKNSP79b9bx\nketXXuqHsWjYtiofvU7g5y+2saUqj70f38GWqrx5+3lyJunsY7ocy6D2PeLq6nyKss08GqcE6ny/\nm/K8jEU7yEonlXmZuCZ84SyhRDgXuZpbagz282rrEAVZZtXv48vtlnCenxImfQHO9Y2xflYGpcWo\npzI/UxvyLTAXneNxh/P1Rba0/U2aesewGvUzFJzRkB0uwzFeY6IohgseBIMxpSFfq9NDIChSU5TF\nNSvyuf/vruT5z9zAu66p5Jkzvdz+3QN84bEzrCnJ5qrq6MdtOQd7MSv5Ztp1pUF+cCKJ8/6IYSFI\ndmmQhnxiMICgnzksFkzSsS/VXD5ZTZrI6i2zqcJOU+8YHu/ClLJoJMeIRxry2TUln0Z6+SuwIV07\nU2XXbWhy+IC+WV97CXhjuh6QxsIybddN/Iby3NkBCm1mVi9PvCK1c3URVqOex050c/WK/Jjbyc26\nau26cj5Tx5CHa+LsPxaiKHKm28Xr1ii3vEZjRWEWj9y7ja/sbeR/X7jAK61DfOdvr1D1/5GzfBKd\nQF67qoCHXm5jZWGWqtINmQ3ldh56uQ1fIIhRH/uCyBcIMuLxLeoLPI3o5GeZOdo+nPJ+znS5WFOS\nk7RiSw6mP9k5wsby6MPoKX8Ap9u7KJR8GnPJthj5+E01GPQCH7l+ZdKxCEopzrZg0uvmNPp2DHso\ntJlVD+L0OoHb15fwsxdbGfF4sWfMVSa39LtZleY8w8WKPERtG/RE/V3MZtDtXZTNujLyRfMrrUOK\nzklmU5JjpXd0UnHkR2PPKP6gGC4WiqS2KIuz2pBvQbnoHOe2dctjfr+u2MZvXu1gYGxKdUP8bJp6\nR6ktykr4PMnLkJV8MeJvAoFpJZleDymoxOQBZqQTpTI/ky/cvob7dtbyu1c7eeRYJ5/eWRfzfdxs\n0GMzGxb1kG+mXVc6r07NrhtRvIFk18UfmC5ECSGYpedM0OtFl5m80vts7yhmgy6qrTwamyrsBIIi\nJztdSV3baCwMrgkfBp1AxiXOk9Z4zfFJ4OGq3XsHgSeBOUqp1j27FKuJVC19Ouob/s5R37A+wTZr\nHfUNf6dmv5EIgpAhCMIFQRBEQRC+G+X7dYIg/FEQhGFBEMYFQdgvCMJNMfalEwThPkEQmgRBmBQE\noUMQhG8IgvDa9+YoxKjXYTXqcU/Fz+TzB4K8cG6AG2oL0Sk4Ic4wGdi5uognT/XEVbd1DUtDPrWK\noRK7BUGAjuEkAniRbILDHl9SmWOzsRj1fOXOdXz3bzdxrs/Nbd/az77G2Bax2bQNelhmM5Nhij9z\n316Tz5Q/yB+Odqoq3ZDZUG5n0hdMuLotn/Bpdt2lR0GWiaFxb7igJRn8gSBNvWMpvTZKciwUZJk5\nHkc52j8qrZCracXUWFg+cUsN/3Djqnkf8IFkVSrLs86xlHYMTVCepKL0zk2l+AIiT53unfM9fyDI\nRec4q4oulyGfbIdWpoJZ7GruuiIbggC+gJjUMaQ4x0IgKCouKjoZOpZtiDLkqyuy0eocj1l+oJFe\nhse9jHh8rIij5KsrlrMSUx++nu0dC+8vHrmZxvDji4YoBqez3wz6lKygctTAiijtwtkWI/dsr+aJ\nj+1I6LzJyzItHbuuNQ123fCQL6TA8vkQg0GIkskH6VHy1RbZFL+HbizXyjeWAq4JHzlW47xEl2hc\n1pwD1iKVb/QBvlk3VQdrtT7FnwJ3JtjmjtCDS5Z/Y2aDbxhBEFYCh4CtSHmA/whkAX8SBOGWKHf5\nH+C/gUbgY8DvgI8DjwvhYAyNLIshoZLveMcIrgmfIquuzJs2lDDs8XGg2Rlzm7CST+VFnNmgpzjb\nQmeSdt3TIcvr6iQzx6LxxvUlPPGx7ZTnWfnwL15V3LbXNuhRtMp3VXU+Bp3A2KQ/HDauho2hi5Oj\nCU4eBsZCrYqL+AJPIzoFWWaCYmy7kBJOd48y5Q+yriz514YgCGwoywm3UUZDzsPSlHwaMpV5GXOG\nUB3DHlXNupGsKclmRWEmfzw2t2W3Y3gCbyB42Sj5ZKV4u8L3pcHxxZ3Lmmk2UBn6PyVTfFVil447\n3SPKFgpPdrootJkpyp77vlhbbCMooqq9WCN5LsRp1pUJD/lSVFi2D3oYHPcqykDOMhsw6gWGYr3/\nBoIRSj5DSnbdlv4xKtIQNZCXaWIoDTm+84UYnB7O6SzzY9clEJCUlRHoTOkZ8jl6xhIWtkSSl2mi\nuiCTY2lwZGjMHyMTPi2PT2M++DfgS6GP0W5fVrMzte26StADSclIBEG4Akmq+E/AN6Js8lXADmwW\nRfF46D4/R2rz/Z4gCPWiKIqhr69BGuw9LIrimyN+xkXg28A7gP9L5nG+1rBZDIxNxR/yPXe2H71O\nYHtNgeL9XldbSI7VyE8OtbK+LCdqa2Xn8ARmg47CJKyh5SrbAiM50z2KToAGhTkZSqkqyOQ777yC\nG//ref56boC/25p4eNc6OM71tVHn2jPIMhvYVGHnldZhVaUbMuV5VspyrTzX1M+7r6mMuZ2sbChc\nxBd4GtEJB2m7vUnbrfc19qLXCYqek/FYX2bn2bP9uKf84ezPSHpc0sW1NuTTkKnMz+TwxSFEUUQQ\nBPyBID2uSVXNupEIgsAdG0r55l/O0T0yQUlEjEJz6OJ/1WXQrAtgNelZZjPTqqB8wx8IMuxJ/hiy\nUNQXZ9M66EnqGFKcLT0XlObynexysaEseoRBXahh91zfWNJlRRrKaXXKOcaxz68KsswUZJk42zua\n0s860CItUm9bmfjcVxAEcjNMMZV8BKeVfILBkJJdt7nPTU1R6uev+ZkmOpN0xCwI8tWkoJu26yal\n5AvtSCcXn0Rk8gUC4axEGdmum0rDrtM9hdM9pUgFGsmmcjv7W5zh90GNxcdoSMmnoZFOWvfs+mI6\n9zcfarZaQPUShCAIeuBHwNPAw1G+nwm8CXheHvABiKLoBh4I/dwtEXd5JyAA35y1qx8BHuBdah/j\naxWbObGS77mmAa6szA238SrBZNBxz/ZqXjg3wNavPsunfnOcY+3DiOL0DLhreIJSuzWpN7KVhVIO\nTuT+lHKm28WKwqyEFtlkqMrPoNRuZX8cBaOMx+unf2wqnJeUCPlEMxklnyAI3Lq6mAMtTsbjDHUH\n3SG77iK/wNOYi6y+HFRoQYvGvsY+rqrKU5TbFY/15TmIIpyKoeaTL64XS/GGxqWnIi+DcW8gbB/r\ncUmZaWqbdSO5Y2MJogiPn5hZwNESUl2tvEyGfABV+ZlzMg+jMTTuRRSJujC3mGgIZfEtV5npCxFK\nPgVDPveUn/MD7qh5fCANm4x6gXN9mpIvWQ61OPncI6cUFQ5cdI6j1wkJh/+1aWjYPdAywPIcCyuj\n2GKjISnjYth1g8HwkElIwa7r9UtRAzVpOHbFe7yLAlFW4AkIspJvUv1QMrLAA6btumEln25WJl+o\neCM4lfzvRn7uNajMDN1UYWdgbCrsdNJYfLi0IZ/GPFO1e29W1e69lVW79yb9REs44XDUNzw460t3\nOuobqqJsqgcqgB3A3iQey31APfDmGN9fD5iBF6N876XQxy3A4YjPgxH/BkAUxUlBEI4zcyB4WWOz\nGHFPxs7k63VN0tgzyu431Kve98dvruENa4v5xUtt/OFIJw8f62JdaQ7v3lrJmzaU0DnsUW3VlVlX\nmsOvDrfTPuQJ5w0p5Uz3KFfHaBxLFUEQuK62gCdO9OAPBDHEKbmQlYhKH/+7t1aSYdKzNkm1wM7V\nRTx48CIvnBvgDTFCq2Ul32K/wNOYi6y+dCZ50t7qHOdcn5t/fWNFyo9Fzq460TnC1pVzA6R7XJPY\nzIaoKj+Ny5PIcoiCLHPSzbqRVBVksqHczqPHu/lwRHtyS7+b4myLqoWrpU5Ffgb7mwcSbucMLfQU\nLuLiDSDcdFulcJEskhyrEZvFwNH2Ye6hOu62pzpdiCJzmnVljHodKwqyOJeG/LfLjQlvgK893cRP\nD7UCsLHcztuuLI97n4vOccpzrQkbleuKbfz6cAfBoKgoS3o2gaDIwZZBdq4uUrwQnZthih2XEQxO\nFzykYNdtGxzHH2rWTZW8TDPDHu/iVY3Jdl2dDkGvRzCZECeSGH5FDAtBajcGEL2hTD7DrHZdOZPP\nm/yCqdysq1rJVzGdy5fKe5/G/DHi8cWNC9DQSJaq3XvfiGTNlVt2twBHq3bvfQB4tnXPLsUuVCVK\nvvdG3ERg46yvybd3A9chDdXuU/oAAARBqCbkQRZFsTXGZiWhj3PDdaa/Vjpre6coitGO0F1AgSAI\nUc9gBUH4kCAIrwqC8Ko/BTn9UiEnw8iJThfvvP8lvvdcCyc6RmYE9//1XD8AN9Ypz+OLpKbIxr/d\nsZaXP38LX75jDRO+AP/0+5Nc89W/0NQ7prp0Q0ZWs53qip37FY1B9xQ9rsl5tdVsX1XI2JSfE53x\n8+9andJFrNLmrYIsMx++fmVSJ6wAW6pysWcYeSZOMYjTPYXFqCNTa41acshKPudYciemcmHMztVF\nKT+WvEwT5XlWTsZ4DfS6JrXSDY0ZyEM+ebjXMSx9TNauK3PnxhIae0bDFl2A8/3uy8aqK1OZl0Hf\n6BQT3vjDhaWy0HNDXSEP37stpsIuHoIg8O5rKnnyVE9CtZd8DIv3c2qLbVrDrkqOtQ+z69v7+emh\nVt53bRXVBZk8fLQz4f0uOMcVXWDXF9uY8AXCxxG1nOl24ZrwsUNFTE1CJZ8wnQknBpK7vmjulxSj\nkc26yZKfacIXEBlN4Oa5VMxR4FmtyRVvRAwLIaJd1+8Dv3+Okk8n23VTyORr6hkN2cbVHUfrim1Y\njDqtfGMR45rwYdeUfBpppmr33juBRwEn8M9IjlSZi8B71OxPyZCvOnRbwbT9tTrKrQLIbmhybGto\nclxQ8yCAHwIXkEoyYiGf5Uc74k7O2kb+PNbROdr2YURRvF8UxStFUbzSYHjtq0w+c2sd92yvZmTC\nx9f/dJY7vneQzV/Zx70PHeGhl9t44mQPJTkWalNcNcwyG3j31ir23Xcd//fBq9m6Ih9/UEx62FZb\nnIVRL6ge8p3pljJa1pSm3qwbi20r8xEEElp224ekbJmKJJQIyWDQ67i5vohnm/pjth7LeW6LclVX\nIy45ViN6ncBgkkHa+xr7qC+2JV10MJv1ZXZOdER/ffaMakM+jZnIqgW5YbdjaAKdAMvtqT1Pdq1f\njk6AR49Lll1RFGm5DId88vtMoixb+fix2CMbBEHgipDqJRk+dN0KskwG/mffubjbnex0UZZrJS8z\ntrKxriiLzuEJ3AnyjTUku+l//eksb/7BIab8Qf7vA1fzhdvXcNemUl66MERnnKFcMCjS6hynuiDx\na7c2lFnXlKTCUj5/U5LHJ5ObaWTYE8MZEwyCftquiy/JIV+fG0GQImtSRX5Ox8wRvNTIrbihhW2d\n1Zoeu658bef3S8PXGJl8wVSGfL1jSeV+G/U61pfaOdahlW8sRoJBkdFJza6rMS98AfhJ655dtzI3\nbu40UvOuYhJOsBqaHG3y5476hi8Bz0V+LVUEQXgXsBO4ThTF2J5RKUcPJMvubCyztpE/jyU9i7b9\nZUt1QSafu60BkJpVD513cqDZyYEWJ0+e6gXgb6+uSNvQRxAEtq0sYNvKAiZ9AcwJLBexMBv01BXb\nwk25SgkP+ZbPn5IvN9PEutIcDjQ7+eQttTG3ax30kJthXNA3i52ri/jD0U5euTjEtlVzT14H3FOL\nXsGhER2dTiA/0xTOVVTD0LiXV9uG+OiNq9L2eDaU5bD3ZA+DUZ5Tva4JapelVu6h8drCYpRa09tC\nix8dwx6W51gxxok8UMIym4VrVxXw6IkuPn1rLT2uSca9gcsqjw+mFeNtg+NxLWTOMTmXdXHbdVPF\nnmHinh3VfPPPzZzqdMVsFD/ZNRKOH4iFPFBq7hsL2+005tLUO8qnfnOCxp5R3rq5jH+5fXXYMn/n\nplK+se8cjx7v5h9ivA/1jU0y4QtQrSAjT/6bnOsd43VrilU/1gPNTuqLbRTalJ8P5WWYGPF4CQRF\n9LMdFxHZb4LRlHSpw7n+McpzM7CmwW2RJ5d1jXvjFplcMma14uosliSLN+SW3tAHOZPP54varitn\n8olJZvIFgiLn+sbiltzFY1OlnZ8caGXKH8Bs0Fw1i4mxKT+iCNnakE8j/TQglc/C3BLbYWBu9lEc\nVJ05NzQ5vtTQ5HhBzX3iIQiCGUm99yTQKwjCKkEQVgHyUTEn9DU7IKdml0bZlfy1SCtvN5IlN9q7\ncymSlXeRLl1dOgptZu7YWMrX37qBQ7tv4i+fvp7/fPN6PnFzzbz8PItRn9LwcG1JDqe7RlWVb5zu\nllbl57v+fPuqAo51jDAaJ++wbXBcdZ5gqlxXW4DZoItp2XW6vYs+i0kjNvlZ5rDdTg1/cfQRFGHn\navUXQ7GQ7W0nZ5Vv+AJB+semtGZdjTlU5GeEyyE6hydSKt2I5I6NpXQMTXC0fYSWsN3t8hryVSpU\n8jndU5gMussiL/P926uxZxj5731no35/aNxLx9BEzDw+mekhn1a+EYufHrzIm75zkP6xSX70d1fy\n9bdumJGJWZ6XwdXVefzhaGfMc7qLA9ICwAoFA6lMs4GKvAyakrBRT3gDHGkbVmXVBWlwHBSl9s3Z\niKIIcruuxZK0Sqylz522Y1d+SMmX7vKNZArxou4nql03iUy+WcNCYU677uziDTmzL8l848FxpvxB\n6lWWbshsKs/FGwiGRQkaiwdXSKmbajmdhkYURoFYbzpVQOJQ5QiSWh531DfoHfUNqx31Ddc66huu\ni3ZTuCsrUAjsApojbs+Hvv+u0L8/AJxCst9ujbKfa0IfX4342itI/7+rIjcUBMGClCsYua1GFARB\nYGVhFm/bUk5R9uK8GF9bmoNrwkfHkPI3/cbu0aSLK9Swo6aQQFDkpfODMbdpG/QkFRqeChkmAztq\nCtjX2Bf1RGzQPbXobVoasSnIMoWD89Wwr7GP5TkW1qbRxr6uNAedAMc7ZmbLDIxNIYpas67GXCrz\nMmiTM/mGPCnn8cm8bk0RJoOOx453hYd8l5td155hIttiCNuhYyEt9FwekQ3ZFiMfvm4lz50d4Ejb\n0Jzvy3l8sVR+MuV5GViMOi2XLwb9Y5N88fFGtq7M50+fvC5m7utdV5RyYWCcEzFa2S84pSGf0tD7\nZBt2D7cO4Q0E2V6jTm0u21+HopVvBAIRtlMLBAKSkkwF/kCQC043NUWp5/FBxONNMuIjGve/cJ5r\n9zzLeDqs67MUeDqLJTW7rpy9Z5hu1xWDAQTdTLVcOJMvyeKNph7pOVevsnRDZlOFtECq5fItPlyh\nAb5m19WYB/YBn63avTfSOiBW7d5rBj4KPKVmZ6qHfI76hn9BmiSeAl4AnotxU8I48NYot3tD3386\n9O/HRFF0A48DNwiCIDeOIAhCFtIQsJmZTbq/QZI6fnLWz/wgUhbfQwofo8YiRi7fON2tzLI7Nunj\nonOcNSXzl8cnc0WlHatRz4GW6Ll8U/4A3SMTVCywkg/g1tXFdI1MzFklDAZFBse92pBvCVOQZVad\nyTfhDfBC84CqFkElZJoNrFqWNad8o8cl2W00JZ/GbCrzMxgYm2J43Ev/2FTa8iFtFiO3NCzjiZM9\nNPWOYs8whlUslxOV+Zm0Do7H3cbpniL/MlJzv2dbJQVZJr7xzNxsvpOdLgRh+lwjFnqdQM0yG+e0\nIV9UXgwtdn761tq4cSBvWLccs0EXs4DjonMci1FHscKF5/piGxed40z51TXZHmxxYtLruKoqT9X9\nckPHlJFZQz5RFEEUw8MkwSw9/uCkOutp25AHX0BMo5JP+lsMpknJ98D+C/zHk010uybpT7IAbAaz\n7bpWa5J2XVkRGGrXDdt1/RAIgiG9mXxne0fRCckvJBVlWyi1WznWruXyLTa0IZ/GPPJ5oBg4CzyA\nNMfaDRwHyoAvqtmZqiGfo77hn5BacAXgF8B/INX8RrslRBRFnyiKv599Y3pSeT70NfnM67OAC3hG\nEITdgiDcC+xHst9+TIyQJYmieAr4HnCXIAgPC4LwAUEQvoFkD/4roLiCWGPxUldsw6BTXr7hCK2u\nrU1wwp4OzAY9V6/I40CM8o3O4QmCIguu5AO4uWEZOoE5lt2RCR+BoHhZXeC91sjPNIUztZRyoMXJ\npC+Yllbd2awvs3Oy0zVDNdobGvJpxRsas5EXPV68IA0F0mXXBcmyOzju5YmTPawqzLoslGqzqcjP\nUFS8cTkt9GSYDNx7wyoOnR/k0KxFuZOdLlYUZGKzJL6gS1Y1tpgYn/KnzWoZyYvnB7FZDAmL1rIt\nRm5dU8xjJ7rx+ueWg7U6x6nKz0Q3O+8uBnXFNgJBkfP98Qfbs9nf7GRzZa7q3Lu8DFkZN0uhF5xd\nICG994kqh3xyQ3hNikV4MlaTHqtRz1AS6v/Z/OxQK1/Z66AitDAzFieqRjHiTAVe0nZdcZZdV27X\n9fkQA/45Sj7BnFomn6N3jBWFWViMyefpbaywa0q+RcjIhPSc0IZ8Gummdc+uVuAK4AmkvooAcB3w\nEnB1655d3bHvPRe1gSsfRMq9u6KhyaHKF5wORFFsEQThWmAP0mTTBBwFXi+K4p+j3OWTQCvwISRL\nsBP4DvCvoihGrxbVWFJYjHpqi5SXb8jbLYSSD6Rcvq+cddA1MkGpfebFqpw7tdCZfCDltm2uzGVf\nYx+f2jldDDLoXhqtihqxyc8yM+EL4PH6yTApO8Tva+zFZjZwdbWqTFdFbCjL4fdHOukamQi3p/a4\npJN0TcmnMZvK0AWirIBOl10X4Ia6QrItBkYn/Wm7SF5qVOVn8KfTvfgDQQwxCk2cY15WJ5kltVT5\n26sruP+FC3xj3zm2rswPD4BPdo6wPUpBVTTqirP4w9FORjzeJZnX5AsE2fGfz/G6NcV89a51ad33\nofODXLMif24ZRRTuuqKUx09089zZ/jmFGRed8UtjZiNve7ZvlNUKz/sGxqZw9Izyj6+rU/xzZHIz\npQv/OW21siJNn5qST858TEezrkxepinlTL6HXm7jC4+dYefqIt6ztYp3/fhl3JOp23VnZ/Ilb9eV\nh6yzM/l8kpJv1rFQZ5Jev2LSSr6xhBb/RGwqt7P3ZA/9o5MsW6SRSZcjspLPPs+57hqXJ617dnUC\n96RjX2rtuuXAH+d7wCeKYqsoioIoih+N8j2HKIp3iKJoF0UxQxTF7TEGfIiiGBBF8RuiKNaJomgW\nRbFUFMVPhay/Gq8R1pXmcKrLpWj1+Uz3KIU284K9Ye4I5bkcaJ77kpEtU5WXQMkHkmXX0TNKR4Sq\nY0Ab8i15ZBWm0obdQFDkL45+bqhfhinJput4bCiXoiVOdEwP4vtGJ7EYddpKqMYc5OOhrKhKl10X\nJHX1beuWA+m9SF5KVOZl4g+KdI9EHy6Iosjg+OXXsG4x6vnYzas40jbM8+ek9+vekOUwUemGjJyT\ndm6Jlm+cH3AzNO7lV4fb+f2R6HbZZOgY8tA+5GHbSmWLSDtWFVCQZZ5j2fUFgrQPeRTn8YGU3WfU\nC5ztVf43OXReOvYoHe5GEiuTLzxkCg+rQkoxtUO+fjdluVYy01iKk59lSsmu+9tXOvj8I6e5qX4Z\n3/3bTeFB52gahnzTCryQAjIjSbvu7AKP0JAPOZNPP+v3aTSCICSVyeeeNFXpNAAAIABJREFU8tM+\n5KEhyTw+mSsqpZbuYx2amm8x0TcqPSe081eNxY7ad4m+JO6joTGvrC3L4TevdoSaGONfEJ7pdi2Y\nig+gtiiLZTYzLzQ7efuWihnfaxv0kGU2XLJcqJ2ri/j3Jx0809jHPdurAcKFDQWaXXfJUhi6OB9w\nK8szO9Y+zOC4d16sugD1xdmY9DpOdo6wa700YOlxTbI8x3pZ2iU14iOXQ7QOejAZdOHnc7p4y+Yy\nfv1KR3j4fLlRERqitg6Ohz+PZHTCjy8gXpYLPW/dXM4P/3qebzxzlhtqCzkRLt1Q9lypK5JVY2Nc\nVa0uy20xcKZLyuhdtSyL//fHU6wrzVGlmouFnMd3rcKhmUGv486NJfzsxVaGx73hnLvO4Qn8QVHV\nkM+o17GyMIuzvcpbSg80O8mxGpOKdbEa9ZgNujhKvtCQyZKcku9c31jaW8HzMk2KFwVn8/DRTv75\n4ZPsqCng+3dfgdmgx2aWhh/udBRvzFbgWayqf2fAnGHhdCafD/yB8N9FRhAEBJMpqUw+2bJfV5za\ntcaaEunc6Vj7yBxFq8aloWPIw4MHLnLNiryUrNgaGjJVu/c+CHy5dc+ui6HP4yG27tmlWOWnVrbx\nW2Cno77h8jv701i0rA0N7RJZdid9AZr73Qs65BMEge01BRxqcRIMzlQatg2OU5mfcckGHVUFmdQW\nZbGvsTf8NeeYpuRb6qhV8u1r7MOoF7ihTl2LoFJMBh0Ny23hC2aQFDJKg9M1Lj/k4VNZrlVx9pZS\nrqzK4/DnbmaLykD91wqyUrItRi7ftJr78lvoMRl0fOLmWk53jfKnM32c7BzBoBMUnzMsz7FgMxs4\nt0Rz+c50j2Ix6vjlPVeTZTZy70NH0tKQeui8k4Isk6rh1F1XlOELiDxxcjqC6KJTUuOtKFQXcVJX\nrDwrURRFDrQ42bZSmbV4NoIgRLW/ioHZSj71mXxSs+542pp1ZZK16z52opvP/O4EW1fk86O/uzI8\n9LBZJC1IOjL5otp1k8jkm23XRbbr+vzS93RzBzaC2YzoVf9/kJ9ryTbrypgNelaXZHNUK99YFASC\nIp/+7QkAvv6WDQm21tBQzI2AfJJxU+jf8W6KUavK+wJwDfB7R33DxxuaHBdV3l9DI+00LM9GrxM4\n3e3iDSErVjTO9Y0RCIqsTRD8nG521BTw8NEuznSPzsjoaBv0UL88vSdrarl1dTHff74lvFo+OD6F\nQSdoMvQljGyzk/MVE7GvsY9rVuSTrSBYPlnWl9l55FgXgaCIXifQ45rk6iWodNFYGCrzMjndNZrW\nPL5ILud8oyKbBbNBR3uMht3LPZf1zo0lfP/5Fv5731kKbWZqi2yKFRuCIFBbbOPsEm3YPdPtomF5\nNsU5Fr79zo2864GX+dwjp/jm2zcmvRgpiiKHzg+ydWWBqn2sLsmmvtjGH4528e6tVQBcGJCes9UF\n6pRsdcU2Hj3ejcvjIydBjtYF5zg9rkk+epN6q65MboaJ4Vl2XVlJRgpKvo7hCbz+YNKNrbHID537\nqeHJUz3c95vjXFmVxwPvuXLGayQrNORLRybfHAWe1QI+H6LPF1bjKSIYo13X74dAAMEQbchnSiqT\nr6l3lCyzgbLc1EujNlXY+dXh9rgZqhoLw/0vXOBw6xDfeOuGtMaIaFzetO7ZVR3xeVU69632iHEa\nqAJuA1oc9Q1DjvqGC1Fu59P5IDU04mEx6qlZlsWprvh2jNOh7ydqd0s3skVlf8t0Ll8gKNIx7Lkk\npRuR3LqmiKAIzzb1A1Lgel6mKe3qGY2FQ7Z/OxUM+Vr63VxwjnPrPFl1ZdaX5eCe8nNhwE0wKNI3\nOqk162rERFbypbNZV0NCpxOoyMugbTC6km86suHyHPIZ9Do+eUst5/rcHGwZZEO5uvOF2iIb5/rG\n5qWhdj4RRZHGntGwanHbygI+tbOWR49383+H25Pe7/kBN/1jU4rz+CK564pSjneMcH5AUvBddI6T\nYzWSqzLwXs7Wu39/4kuTA81SHt+OVckr26Mq4wIBYLrdVZfEkE9u1q1Ns5IvN9PEpC+Ix6tsKOee\n8vPJ3xxnY7mdn7x3y5yCL6Neh8WoYyyddl1BbiWW3htU22jFmfuJtOuKgUBUJZ/OZE5yyDdGXbEt\nLS6dTRW5TPqCNC1RdfB80THk4S0/OMSZbmWli6lyusvFf+87y23rirnritIF+ZkaGqmidsinA/xA\ne+jmAoQoN225QWNBWVeaw+kE5Rtnul3YLIYFv3BcZrNQX2wLnzwCdI9M4AuIVF2i0g2ZdaU5FGdb\neCZk2XW6py7bi7vXChajHpvZEL5Yj4f8d79lnod8G+XyjU4XzvEp/EFRa9bViIncsDtfSr7Lncr8\neEM+6aI2/zK068q8cd3ycL7eulJ12Y21RVmMeHxh2/NSoWNogrFJ/4xF0HtvWMV1tYV86bHGhHEo\nsTgk5/GtVK+Mu2NjKToB/nisC5CGfNUFmaqHJ+vL7Nx1RSn3v3CBCwPxCzj2Nzspz7NGzatUSm6m\niWHPTJtn+Nw0NEwSkrDrNvdLj30+lHygPOKj1TmO1x/kgzuqYxaAZJmNjKWzXVc3q7BErWU39PuX\nh6zhIZ/XKyn5oqjkBLOZoMriDVEUaeoZTdmqK7MpdO70WizfGPF4+dOZXtULIpO+APc+dJRX24Z5\nLiRQmE8mfQHu+81xcjNM/Pud67QsaY15p2r33vKq3Xu3Ve3ee9Psm5r9qLLrNjQ5qlQ9Sg2NBWJd\nWQ6/O9JJt2uSUnv0Id7pbmmV+lIcoHfUFPCzQ21MeANYTfrwBVZF3qVV8gmCwM7VRfz+SCeTvgDO\ncS8FNm3It9RR2pa3r7GPdaU5LM+Z38H3isIsMk16TnaOUFskXaAUz/PP1Fi6VIWC9Ss0S8y8UJGX\nycGWQURRnPN+OOieQidIlsPLFZ1OYPcb6vnwL45wzQp1sQLycPBcr5tltqWzkHE6pIiJzB/U6QS+\n+faN3Pat/dz70FGe+Ph21bEOh1oGKbVbk1pcLcq2sL2mkIePdnHfLbVcdI6zdYV6RSDAZ9/QwL7G\nPr7w2Bl+/v6rop4H+gNBXrowyO0bSpL6GTJ5GcaYSj7kltgklXwlORay0tisC5CXKZ3zDY17FdkQ\nO0J5nvG2zbYY0pLJJw/nwgo8k3RcEr3qMgRnZ/IJOh2C0Yg4NSl9b3a7LqFMvil1P6fHNcnopD9t\nQ76yXCuFNjPH2od59zWVadlnJB6vn4/88ihTvgC5GSbsGUbs8ker9Hmp3cra0vRfO335CQd/ONrJ\nZ26t5aM31Si+35ceb+RUlwurUY9jARSOX3u6ieZ+Nz9//1XhEiANjfmgavfeFcBDwFWhL8kvOjH0\nuQgobnzRFHcarwnkFrRTndFXm/2BIE09owuexyezvaYQbyDI4dYhQGo2BKgquPQXsbeuKWLCF+BA\nsxPn2NRlGbj+WqMgyxwuUYlF/9gkxztG5q1VNxK9TmBtaQ4nOl30uKSLGk3JpxGLq6ry+M+3rOfm\nhvl/bl6OVBVkMOELMBDlGDHg9pKXaU6qdOC1xI31yzj9pdexolCdaqq2eLphdylxptuFXifMsYLm\nZZr43t2b6B6Z4J9+d1KV6iYQFHnxwiDbVuYnPSB48xWldI1M8NfmAXpck6qadSMptJn5zK117G92\n8tTp3qjbnOgcwT3lZ0dN8nl8IDWEuyZ8+OWyDaaHTMJsJd+EOiVfuks3QPobA4rLN9oVDPmyLIa0\nKPmmM/lCw7nQkC+ocsg3O5MPpL9BcMoLfn94/5HoTOoz+cKlG8vTU/AnCAKbyu0cb58fJd/zZwd4\n4dwAHm+AC043zzb18+CBi+x5qondD5/iI788wu3fPcB1X3+O//rTWVr603NcG3RP8fjJbnKsRv7r\nmXP89pUORff7/ZFOfnW4nb+/YSU7agpw9ChvzU6G/c0D/ORgK+/dVsV1tfNTTqehEcEDQAXwSeD1\nTJdt3BTxUTEpLQc56htsgB1wNTQ55veVpqERh9Vy+UaXi9evnVs1f8E5zpQ/yJrShWvWjeSqqjxM\neh37zw1wfW0h7UMezAYdRYtgpf/q6nxsZgN/OtOr2XVfI+RnmbjojB6sL/MXRz+iyIIM+QA2lNv5\n6cHWsApAy+TTiIVOJ/C2K8sv9cN4zSIrJNuGPHNKSKT3AG2hB6S2XbUUZJnJzzQtuYbdM92j1CzL\niloysrkyj39+fT3//qSDnxxs5f3bq6PsYS6OnlFcEz62rUpOfQdSOVimSc//7DsHTKt8k+Huqyv4\nzSsd/NvjjVxfWzjHarq/2YkgkLRaUEYemo1M+KbPp8JKsllKvillQ75AUKSl353yY4tG2K6rYsiX\nm2GMq+q0WQy405DJN0eBF7bZqlQJzhoWAggWM+KkrOSLUrxhMqlWDDp6pUvhujQp+UDK5XumsS9c\nkJdO/tzYhz3DyCP3bgsXe4iiyIQvwLDHx4jHS1PPGI+e6Ob7z7fw3edaWFuazZ0bS7l9QwlFSZZY\n/ebVDrz+IH+891q++pSDzz5yivwsU9yFPUfPKJ9/5BRbV+Tz6Z21fPvZFv7s6As7pNLNiMfLZ353\nglXLstj9hvq0719DIwpbgPe27tn1h3TsTPUZjKO+weCob9jtqG9oAUaAVmDYUd/QEvp6enXkGhoK\nmC7fiK7kk/NkFrp0Q8Zq0nNlVS4HWqRcvlbnOBV5GYui4MJk0HFj/TKePtPLlD+oXeC9BsjPMifM\n19nX2Ed5njVttpJEbCiz4w0Eee5sPya9jrzL2A6ooXEpkQufWqMsBAxqCz0pU1u09Bp2z3SPsrok\n9iLoB3ZUs3N1Ef/xpIOW/vi5djKHzkvnO9uSyOOTsZr03LZuOSdDLo1klXwglap8+c619I5O8u1n\nm+d8/2CLk3WlOSkPUuT7D0cOzWQlX2iYJJjlbDllQ77OYQ9T/iA1RenN4wPIy5KVfMpUa+1DnoRR\nClnmNNl1wwq8mUo+0adu37OHhQA6s0UasgYCCHo9jp5RPvvwSXwhBWYymXxne8cotVtV29rjsalC\nyuU7nuZcPn8gyLNn+7mpftmM5l5BEMgwGSi1W1lTksObN5fx8/dfxUufu5l/feNq9ILAV/Y62PrV\nv/CuB17mlZBDSc3PfeildratzGd1STY/eNdmVi/P5h/+7yhH24ej3md00sff//IIOVYj337nJgx6\nHauX2wiKcG4ejrWiKPL5P55m0O3lm2/fqLhhXUMjRToBlTLl2Kga8jnqG0zAM8C/I7XsdgCHQx+r\nQl//c2g7DY0FZU1J7PKNM92jWIw6VqRwgpgq22sKaOodo39skrbBS9+sG8mta4rC1grtAm/pU5Bl\nZsjj5aGX28LKuUjGp/wcaHGys6F4wTIq15dJA/aXLgxRlGNeFANuDY3LkVK7FZ0wbbuLxOn2Xtal\nG+mgtiiL5hQadt1TfkXt6Omif2ySgbGpuIuggiDw1bvWYdAL/PCviVtqQSrdWFmYmbTaR+ZvItos\nUxnyAWyuzOVtV5bx4/0Xw221IP3Oj7WPhJt4U0FewIq0v4aHTEJEJpzZrFjJ19wnl26kf1HOZjZg\n1AuKlXwdQ56E2X02ixF3Wu26citucpl8s4eFICv5pqR2Xb2OB/Zf5FeHOzgRGqYlk8nX1DOW9oXT\nDWV2rEY9z6a5ZOLVtmFGPD52KozFWGaz8P7t1Tz60e08++nr+ehNNbT0u/n7Xx5lXIVq88+OfrpG\nJnjPtipAGgj/5H1bKMq28P6fvjJnEUEURT7z2xN0DE/wvbuvoDCUG15fLC1KNPWm30j4x+Nd7D3Z\nw307a8NxUBoaC8B/AP9ctXtvWgYEalV3nwJuAJ4APt3Q5AgvhTnqG1YC3wBuD223Jx0PUENDKetK\ns/nD0U56RyfnFAmc7nJRX5w9Y7VqobmuppD/fPosB5qdtA2Np5z7kk6ury3EqBfwBUTytSHfkuf6\n2gL+cKSTzz9yGoCq/Ax21BSyo6aArSvzOdjixOsPLphVF6QA6bxME0PjXopTvOjT0NBIHpNBR4nd\nGrVhV1PypU5tsY1xb4CukQnKkmiI/pc/nuZgi5PnPnNDzPbSdHKmW7pIXhNHyQfS4tE7tlTwy5fa\nuG9nbcySMwCvP8jhi0O8+YqylB/fNdX5lORYCIhiWn4f//z6ev50po9/ffQM//fBqxEEgZfOD+IP\nimkZ8uVmSiquGQ27YSXf9DmoaLHypZEi3tc6xJaq+AUvcrPufCj5BEGQ3psVtOsGgiKdwxPctm55\n3O0kJd882HWTLN4IDwsj1hbDSr5gEL+gZ1+jlNV4sGWQK6vy0JnVZfJ5/UHOD7i5uWGZuseWAKtJ\nz031y3jqdA9ffNOatOWl/rmxD5Nex44ksuZWFGbxqZ213FBXyF3fP8QD+y/yiVuUlWf8/MVWSu1W\nbq6f/j0VZJn5+fuv4s0/OMR7HjzMw/duCy8O/Gj/BZ5p7OP/7WqY8TqpyMsgw6TH0aNeyferw+08\nf7Yfrz+INxCUPvqDTIX+3Tk8wZaqXD5y/UrV+9bQSJbWPbt+UbV7bz3QWrV770vAbGmr2Lpn13uU\n7k/txONvgdPAnZEDPoCGJsd54C7gDHC3yv1qaKTMurLo5RvBoEhj9yhrL1Een8zq5dnkZZp4+GgX\nk74glfmXvnRDxmYxhi01ml136bO5Mo8D/3wjf/n09Xzx9tWsWpbFH4528qFfHGHjv+3jc4+cxp5h\nZEtV7oI9JkEQwmo+rVlXQ+PSUpWfSdssJd+EN8C4N6AN+VIk3LCbhI1MFEX2Nw/QPzbFA/svpvuh\nRaUxNOSLZ9eV+eB1KwD40QsX4m53snMEjzfAtpWpZ8jpdAJfumMtn761LuV9gRRn8Y+vq+PFC4M8\nfrIHgAMtTixGHVdUpv6eKGfyDXsilHzhdt3py67WvHKeDOSz56mmhPts7h+jONuSVhtoJHmZZkXF\nGz2uCfxBMaFdN9tiwO31Ewwmp2YNM8euG8rk86XWrgtS8YY4Lh0DX/VnMjrpx6TXcTBkMxdMZlVD\nvvMDbvxBMW2lG5HsWr8cp9vLyxcH07I/URTZ5+hj26r8lNqar6jI5fVrirn/hfOK1MfNfWMcOj/I\n3ddUzBFdVOZn8pP3XsWIx8t7HjzM6KSPly8M8rWnz3LbumLumZUFqtMJ1BXbVJdviKLI155u4tXW\nYZxuL5O+IAadDnuGifK8DBqWZ/OWzWV86x2bLvsCKo2FpWr33vcCn0Xqu7gC2BHlphi1r+xVwHca\nmhzBaN9saHIEHfUNTwEfU7lfDY2UWb08B50gqfZuXTNdvtEx7GFsyn/J8vhkdDqBbSvzeSJ0UrmY\n7LoAd24q4eWLg5TZF8/wUSN5BEFgZWEWKwuzeO+11Xj9QY61D7O/2cmBFuecHJaFYH2ZnefPDmjN\nuhoal5iK/AyePNUz42vyRZpm100NuQG1qXeMm+rVqaXPD7hxur1kWwzc/8J57r6mYt6Hrme6XVTk\nZSgaIJXardy5qZRfv9LOx25aFVP5f+j8IIIA16SpKCLdqvN3XiWVcHzliUZurCvkQIuTLVV5acne\nyo1i10W2bkcMmU7lS0OLI23DHGsfZlNF7AFjc597XlR8MvmZJkV2XSXNuiC164oijHv92FIZTIqy\nzTn0IVklX3Du719nNhMYkay5z01kkmnS89Yry3no5TY8Xn8ok0/5z5Ftow3zkHN8Y90yrEY9e0/2\npJRxKXN+wE3boIcP7liR8r7+8fV17HP08d1nW/jim9bE3fbnL7ZhMuh4e4xirXVlOfzw3Zt5309e\n4QM/fZWLg+NU5mXwtTevjxotU1+czZOnehBFUXH0TOughxGPjz13reMdV1Uouo+GxgLxJeAR4J7W\nPbtSDuFUe4XnBRK9y2QCaUhb1dBQh9WkZ1WU8g3ZirL2Eg/5gBkW3arFNuTbWMrhz99CTsb8rBRr\nXFpMBh1Xr8jnM6+r44//cC0fv1mZtSKdbCwPKfk0u66GxiWlMi+DEY8P18T06Zo85CvUlHwpkWM1\nUl2QySsX1QXSA7x4QbrPt96xiUl/kO8+25LuhzeHM92jCa26kXzk+pVM+YP85GBrzG0OnXeyenl2\n2ttA04VeJ/DlO9cy4J7ic4+cpqXfnbYIFYtRT4ZJP7N4I6Tki2x3PZldzrLgBDaLgR8fiK3aDIaa\ndWvmIY9PJi/TNEN5GAs54zeRkk8e7KXcsBsajgpz2nXV2nVlReD0IEgwmwl6PAQEHc95rNzUUMQN\ndYX4AiKvtg6rbtdt6h3DpNel1AAdC6tJz80Ny3j6dC/+QFSdjSqeaewD4BaFeXzxWFmYxdtCw9G2\nwbllTjKjkz7+cLST29eXxI0F2lFTyH+9dQOHW4dwT/r5wbs2xxwUr15uwzXho8elLNsS4Fio3CPe\nUF1D4xKRD3w/HQM+UD/kOwm8xVHfENXA76hvKADeApxI9YFpaCTD2tIcTnWNzgi8PtPtwqATqC2e\nv1VQpWyvkV46Bp1AiX1xDToEQZg3K4iGBsCVVXlcVZXH1jRYuDQ0NJJHjotoj8jlc4YyuTQlX+ps\nX1XAyxeH8PrVXZC/dGGQ5TkWbqgrVHThnCqjkz7aBj2qhnyrlmXx+jXF/OzF1qgNqhPeAEfbRtJi\n1Z1PNpbbeceWCh4/0Q3A9lXqs8likZthYijSrhtWkklKQVEUOZm5nM1T/bzzqgqeOt1L5/DcjEyA\nrpEJJnyBeVXyKc3kax/yoNcJCdX4sgU01Vy+2TZbXZLtutMFHjOLN4IeD6fzqxkJ6rltbTFXVedh\n1AscPO9UncnX1DPGqmVZGOfJIfHG9csZHPdyOInFg9n8ubGP9WU5FKfJVXHfLTUYdDq+8cy5mNs8\nfKQTjzfAe7ZVJtzfnZtK+eG7NvPge7dQF0cZKVuj1ZRvHGsfIctsYNWyS39NqKExiwNAQ7p2pvZI\n9F2gEDjsqG+4x1HfsMJR32B11DdUO+ob3ge8HPr+d9P1ADU01LCuNAene4r+sek35tNdo6xaloXZ\ncOkr0EvtVlYUZFKWa72kJSAaGpeCbIuR335kKw3zkFmjoaGhHDkuom1oeoA0GFLyaZl8qbO9pgCP\nN8DR9tm52bERRZGXLwxxdXUegiDwyVtq0OuEuBfOqeIIl26oczrce8Mqxib9/PKl9jnfO9I2jDcQ\nZFsaSizmm396XR32DCP5maa0tqLmZZpmKvmCciafpCRr7nczqrew3tMTbhn92aHWqPuS20Zr5nEo\nkZ9pYmzKz5Q/EHe7jqEJSu2Jz19tlvQM+aYz+ULtuknadaNl8unMFoIeDwdK1mMRRK6vKyTDZGBT\neS6HWgbDmXxKW7KbekfT3qwbyQ11y8gw6XliVsyCWgbGpjjWMZIWFZ/MsmwL92yv5rET3Zye5aYC\nSY368xfb2FhuZ32ZXdE+X7+2OOGCsDwAVFO+caxjmA3lOVrensZi5BPAB6t27727avfe/Krde3Wz\nb2p2pmrjhibHb5FacyuB+4FmwA20AA8A1cDXQ9tpaCw4ctW5XL4hiiJnul2LqgL9c7c18Kk0BUhr\naGhoaGioRbbbtc1Q8mmZfOli68p89DqBA81Oxfc5PzCO0z0VzrErSnDhHI0z3S4++/DJqAq76Nsr\na9adzbqyHHbUFPDjAxeZ9M0cDB0678SgExI2xi4GcjNN3P/uK/mvt21Al8aL/txME0MR7bpiuF1X\nWmx+OaTGWj/aQandym3rlvPrwx1R7a1ygcu82nVDr/nh8fjPm/YhT0KrLkQO+VJMb5qlwJOHfGqy\n8qQ7RLHrWsz4PRMcLFnHtTYfGSbpMW9blc/pbhejBknlpkQ1ODA2Rd/oFPXL5+9vZDHqubmhKGXL\n7rNNfYhieqy6kXzo+hXkZhj52tNzi2QOnndywTmuSMWnhmyLkbJcq+LyjQlvAEfPGJvKNauuxqLE\nAawDfg70I8XfRd5UHfhUV+o0NDk+56hveAy4B9gE5AAu4BjwYEOT40W1+9TQSBerl2cjCHCqy8Ut\nq4voH5vC6faqPoGdT25Jc4C0hoaGhoaGGjLNBgqyzDOsoE63F5vFsChU70udbIuRjeV29rc4+czr\nlC3qvXRBas6MLKv48PUreejldvY81cQvP3B13Puf7nJx9wMv45rwsbY0h7uvTnxBfaZ7lIIsM8uS\nyEm994ZVvPNHL/G7Vzt499aq8NcPnh9kQ7k9pdbOheSq6vQPI/MyjLQ6I2zWspIsNGR6+cIgy4KT\nFLmlIfA926t5/EQ3v32lg/fPahFt7nezzGae17zk/FB24uD4VFwLZ8eQZ0axXSzSlck3W4GXdPFG\nFLuuzmyh0V7OsCWbm+3Tix3bVhbwzT83czSQyVqQLLum+AsfconR9bXL1D0ulexat5zHT3Tz0oUh\ntieZIbmvsZ9Su5WGNA8ksy1GPnpTDV9+opH9zQPsqJm2v//sUCv5mSZuW7c8rT8TpPKNpl5lSr5T\nXS4CQZFNFcrUhBpLm5Dy7RPAh4EqYAD4LfCvrXt2KcrBqNq91wDcC7wXqAP8wHngf1v37PrfWdvm\nAF8B7kLK1zuP5G79YeueXUokwf8GpFhJPk1S78ANTY6XgJfS9SA0NNJFptnAysKs8Kr3mW7p42JS\n8mloaGhoaFxqKvMz5ij5tNKN9LF9VQHfebYZl8enaEDz8sUhirLN4bxECF0437iKr+x1zLlwjuRM\nt4t3/fhlsswGcqxGHj3WrXDI52JtaXKLoNesyOOKCjv/+8IF3nFVBUa9jtFJH6c6R/iHG1cltc/X\nCvaM2XbdaSWfKIocvjjERmEUJiYAKR9wS1UuDx68yHu2Vc2wEjb3z2+zLkBepvS6H4rTsOue8jM4\n7lWk5EtXJt+0Am928YY6hWA0u65gsXCwZD2GgJ8d9unr6o3ldqxGPa9OWqeHfLb4A7FHj3dRX2yL\nmx+XDm6oKyTTpGfvqe6khnwT3gAHWgZ4x5YKxW20anjXNRU8eOC7slYNAAAgAElEQVQie55q4v+z\nd+fxbVVnwsd/R7v3NfEWB8VxiJ0QkkA2IEDYWsBtgXa6UVroRnnbwlDat+MuTOnudzp0mS5QoNPS\naTt06LAVU5aUpRB2yAKJQ1bHSWwn3jdJtqR73z+uJMuyJFuyZDvx8/18/Il9dXTusZM40eNnOWdx\nMSaT4nC3i7/vPs4XNlWn5QdIy8pyeHr3MTxe/4TTsYNDN1ZVSpBvjvgJcBPGxNrbMfrd3QSsdtY3\nXtzcUBc3JdZZ32gDHgEuAP4I3IkRO1uCUdUaufYpjAS4n2Nk5V0G/AooAW6b6LDNDXUTrknEhOW6\nTTW1tqaa2lebamo3N9XUxvxfSmDd0001tS/HWydEuq2oyAtN2H37aD9KIT3AhBBCiDCnFGXS0j02\nyCeluqlz7pJiNN0oX52Iruu8fKCLDVVF4158f/ysU6jIz6Dhb7vRtPE/5N/V2s/H7nmFTKuZ//7s\nBj60ZgGvNnfHHOQQNOzzs+/4YNKVDkopPr+pmiM97tDwilcPdKPpRjbUXFYY6HEXHLyiB8srlYnm\nLhfHB4ZZZXWhhQ12+PTGRRzpcfPkzvbQNV3X2XdsIK2lusHzQvwg32Qn68Joue7gVIN8oQy8iJ58\n3hSU69rtbClfwZnH3yHHNvpy2GYxsW5RIa8OGZ/DRMM3WrpcvNnSyxWrKhI7UxIcVjMXLzNKdr1J\nlOy+sK8Tj1dLealukN1i5ivvPpWdrf38dYfxPeEPLx/CpBQf27AwLfesKctF02HvscEJ125t6eWU\nosy4033FycFZ37gcuBF4oLmh7v3NDXV3NzfU3QLcghG0+8gktrkVuBi4tLmh7lPNDXV3NTfU/aq5\noe5LzQ11X49Y+xlgLXBLc0PdLYH7vR94APi6s74xtbXqkzCZnnzXAGcC/1a7uynmj05qdzeNAD8C\n1gEfS83xhEjcaRV5HB8Y5ni/h52tfSwqyjphykaEEEKI6XBKYRZtfZ5QT7WuwREZupFCwZLVf0yi\nL9+BziE6BobHlOoGRXvhHNTU1s/H7nmZDKuZ/75+AwuLMnnfSiPY8Mj21nF7hdvTPohP0xMeuhHu\nwpr51JTmcMez+9E0nRf3d2G3mOZ8OVxBIGjWG5ywGwxWmU28etAoyz7TMYIeyOQDuGRZKZWFGdzz\nwsHQtdY+D0Mj/rRPAg2V68aZsNuSQJAvy2ZBqan35NMjypyV2Qxmc8KZfKGvf1iQb5eeRUdmAee0\nvgXmsa8Rzqku4qDHRKcjd8L+fw9vOwrA+1aVJ3amJNWtKKPH5eWl/V0JP3fzrmPk2C1pKVEPumJl\nBbVlufz7k+/Q7/Fy32uHeffyEsryMtJyv2ASR9MEE3Z1XefNlh5WSxbfXPFRQAE/jbh+N+DCiG/F\n5KxvzMIo9X24uaHuGWd9o3LWN8b7acvVgX3vjrj+U8AKfDjGff7VWd9YHvZ+vLdb45050mSCfO8H\n9tbubnpyooW1u5v+hjGM44OJHEKIVFoRKM19u7WPna39LJtF/fiEEEKI2SBYFhrM0OkcHJYgXwpZ\nzSY2VBXxwr6OCde+csAYxLA+xovv8BfOweyw3e1GBp/dYmTwBScmLyzK5IyF+TyyLX6QL9jOZCo9\ni00mxf/ZtJi9xwfZ3HSMF/d3ssZZMGHZ3MmuMDOQGRcI8un+4HRdE68c7KY424YzU43J5DObFJ86\nZxFvHOoJlRXuDQzdOLUkvZl8eRlWzCaVskw+k0mRbbMwMMWefKEMvPAyW5stiZ584/d52p2FWfOz\noX0nKmJacDATdfu86rj30nWdh7YdZZ2zkIr89ASxIp136jyy7ZZQH8DJ0jSdv+8+xqaa+dgsCc3d\nTIjJpPiXS5dyuNvNp377Gn1uL58I69mZagsLM8mwmiccvtHW5+H4wDCrF8rQjTliLaABr4ZfbG6o\n8wDbAo/Hcy6QA7zhrG/8GdAP9DvrGzuc9Y0/CPTqA0K9/84Atgb2D/cqRp+9WPe7DVgQ9v5Eb5M2\nmb/lq4F/JLDnP4BViRxCiFRaVm4M33hhbxdHetxT+im1EEIIcTJaWDQ6Ydfr1+hxeaVcN8XOXVLM\n4W73mAEn0bx8oIv5OXYWFWdFfTz8hfOfXjnEO+0DXH33K1jNivuu34Az4nlXrq5gd/sAu+Nkt7zd\n2keO3UJlwcRBm3jqVpSxsDCTHz3xDrvbB+Z8qS5AQZbRtSgUNAsLVr1yoJt1iwoxZ9jB7x8zvfWD\nayrJcVj4TSCbb99xowRxSZoz+UwmRUGmla44Qb6Wbhe5DsukB4BkOyxT78mnRymzTSLIp0cEC3Vd\n5+8DNlZ17CXH6wbT2KD0srJc8qywbd6SuOW6O1v72d8xxBWrpyeLD4yS3UuWlfD4zsRKdrce7qVz\ncISLa9M7HATg/FPncVZVEa8f6mFpSU7MH16kgtmkWFqaw+62+MM3trb0Asz5LOM5pBzobG6oi/YX\n+ChQHOijF0twYtbNwAeAr2Jk470IfA34TdjaAiAjsO8Ygft3AlHr+Zsb6kzNDXWvhr0f7y2hn55N\nJshXDBxLYM9jGBNFhJgR2XYLi4qzeHDrEYCkm0oLIYQQJ6tTAhk5h7pdoSEBksmXWsHm+M/HKdkN\n9uNbH6UfX7jgC+ef/X0vV9/9MhaT4r7rzxoX4AMj8GY2KR7aGjubb2drP7XluZhMU2vAbzGb+Nz5\nVewNBKTOXiwvAYI97nqGAgE8zcjka3XrHO11s85ZiHIYmV+aZzTxI9tu4ep1C/nb2+0c6XGx99gg\nxdm2UPlvOhVk2ugeih3Qaul2hX4wMBk5DksKe/KFZfJZrYln8mljy3V3tfVzZNjExtYdxvWIgRAm\nk2LdPBvbi6vH/P5EemR7KxaT4vLTUj81Np7LV5TR6/LyYgIlu5ubjmExKTYtTX+QTynF1y6vwWxS\nfHrjorQM+QhXW5ZDU3s/uh57MOnWlh7sFhM1pfKacJayKKVen8Lb9RH7ZQKxvqF5wtbEEkyfLgQu\nam6ou6O5oe5/mhvqrgCeBT7hrG+sjdgn3v0m/ObprG9c6KxvjPpTFGd9o8VZ35hQY8vJBPncjH6i\nk5HN6BdPiBmxoiKPHpfxnyvJ5BNCCCHGKsyykWO30NI1RMeg8X9TCfKlVlVxFhX5GbwQJ8gXHMSw\noSp+totSivrLauhxeTGbjAy+WJl/Rdl2zltSzCPbjkYd1uHXdHa3DUypVDfcB85YwLwcO9l2S6hl\nylwWLNftCZbrBn4P3ugygl7rq4owOYy/a3pEEOnas50A3PtiM3uOp3/oRlBhli1uuW5Lt2tSpbpB\n2XYLA8Mp6sk3plzXOib7cZIbjdnnb2+1YwI2tO0ct3/QWaUZdGQW0Nwd/SWtX9N5ZFsrm5bOm5Yg\nbLhzlxSTY7fQuCN+SX64zbuOsb6qkLyM6ZmNefqCfF762oV8cM2CiRdPUU1pLr0uL8f6Yweptx7u\nZUVFXlpLlcWU+HRdXzOFt7si9nMBsf5D4whbE0uwYerLzQ1170Q89vvAr5si9ol3v/iTsAwHMSpo\no1kZeHzSJvMn/TCwJoE91wAtiRxCiFQL/iezPM8R+omqEEIIIQxKKRYWZdLc5Qo13C+Wct2UUkqx\nsbqYF/d34o8SbAOjVBeIOnQj0srKfH573Voe+PzZVM2LX8J55eoKWvs8vNbcPe6xg52DuL3+lP0Q\n1GE1c/sHV/LdK5djMcuL6PxgkC9Urmtk8r3eOUKuw8LSkpyomXwA5fkZ1K0o475XD7OnfYAlJekt\n1Q0qyrbFLNfVNJ0j3W4qEwjy5TisU8/kizIV12RNplx3NMin6zqPvd3GmiIz+SNGGb0yj6+C21Bp\nfN1fPhY9yPfKwS7a+z3TMlU3UrBk94mdx0I9OuNp7hxi7/HBtE3VjWV+jiPtWXww8fCNEZ/GW0f7\npFR3bmnFKMmNFnirwCjljfeN5Ejg1/YojwUbYgYbPPZgBAXHfTMI3L+YKKW8UcT7y2LF6DE4aZP5\nl/hZ4KymmtoJA31NNbVnAmcDzyRyCCFS7bRAkG+ZZPEJIYQQUZ1SlElLt4tOyeRLm41Liun3+Nhx\npDfq4y8f6KI4205VjKy8SBfUzGfBJProXVxbQobVzMNRpuzubDVeDKcqkw+MgQBXrU5/1s6JwGYx\nkWO3jA7eCASZXusYYd2iQkwmFTOTD+DTGxcxMOxjaMSf9n58QfEy+Y4NeBjxawll8uWkpCdflHJd\nmw3dm2i57miwcO/xQQ50DPHuyrBBGVGCfFXFWRS7enm5M3rW4CPbWsmymac9cBZUd3oZfW4vW/ZP\nPL17c5PRdWumzppuS0uNbNdYwzea2voZ8WkydGNueQ0jzrUu/KKzvtGBMTvi9QmeHxzYEe0fteC1\n4wDNDXUa8CawOkpQcR1G8C7q/Zz1jfnO+sYqZ31jVeBSRfDjsLflwLVEDzjGNJkg3y8wpoLc31RT\nWxtrUVNNbQ1wP+AHfpXIIYRIteXludgtJs44RX5qI4QQQkSzsDCLIz2uUJmTDN5IvXOqiwPDwMa/\nGNd1nVcOdLOhqjDlGS9ZdgvvWl7CY2+1jcv22dnaj81ionqaAkhzUUGWLSyTT6PbnsOhAR/rFxkZ\nm8phVIxF6/m2sjKftU4jIFE9beW6dnpdXnxRhjm0dE1+sm5QjmPq03Wjl+va0BKerquBUiil+Ntb\n7SgFF1eNJgFEy+Qz2e2s6tzLaz36uJL3YZ+fx95q493LS8mwzcwk6Y1LislxWHhsx8RTdp/adYya\n0pyEMjFPJHkZViryM2IO3whOq5ZMvjnlzxjxq5sjrn8Woz/eH4MXnPWNZc76xhpnfWPoL0hzQ91B\nYAuwzlnfeEbYWnNgDx/wZNi+/x3YN7I34M2BtX+Occ5/BvYBewPn/Uvg/fC3HcDngMiS5LgsEy2o\n3d30TlNN7XcwxvZubaqp/QvwNKNpjBXARRiTR+zAv9buboqsXRZiWuU4rDx+83mU5TkmXiyEEELM\nQc6iTLx+nbeP9mG3mMi2T/jfQpGgwiwby8tzeX5fJzdetGTMY4e6XLT3eyZVqpuMK1dV8PC2Vp7b\n08Ely0azeHa29rG0JAerlNamTUGWjW5XcPCGxttFRqLGusCkUVMgyBctkw/g5otP5VuP7GT5NA2P\nKwoOC3F5mZczNhmlpTuZIJ+VAc/UevJFK9dNZvCGrmmhPf72dhtrTimgJC8z1OAqWpBP2e2s6tjL\n5oVraWrvH1Pa/szuDvo9Pt63avqm6kayW8y8a1kpT+xs5/tXrYjZa65naITXmrv5wgXV03zC6VVb\nlhMzk2/r4V5Kcx2U5WVEfVycfJob6t5y1jf+Eviis77xAeAxoBa4CXgO+FPY8h9iZMpdgFHBGnQj\n8Dyw2Vnf+B9AF8aE3XXAd5ob6sLb090NfBL4sbO+0Qk0AZcDVwHfa26oa45x1IeAZoxsv/8Evgfs\nj1gzDOxqbqjbMbnP3jCp/83V7m76TlNNrQ/4FnA18NGIJQrwAt+o3d30w0QOIES6xGpILYQQQghC\n0zLfONRDcbZ9WvonzUUbq+dxz/MHGBz2jQmkjvbjiz90I+n7LimmMMvGQ9uOhoJ8uq6zs7WfS5eX\npuWewlCYaaUz0OtS92u8VVxFpkWFSqTjZfKBkQG6+Zbzp+ewjE4E7h4aGRfkO9ztwqSMfoGTlW23\n4PFqeP1a8sFkfexUXAiW6yY6eAMwmTjYOcTu9gFufc8yTI6wM5miBPlsNlZ27APgxX1dY4J8j2w/\nSnG2jY3VxYmdI8XqTi/lf988wpZ9nVxQE31q7jPvHEfTT95S3aDaslyeeacDj9ePwzr293NrS69k\n8c1NN2ME0K4H6oBO4OfAvwZKbONqbqjb6qxvPBsj8HYzxgCNJuCTzQ11v4tYO+Ksb7w4sPajQBFG\nsO5G4Jdx7rEd2A7grG/UgUebG+omPzY7jkn/yLZ2d9MPmmpq/wh8CjgHCM4LbwNeAH5bu7vpUCoO\nJYQQQggh0uuUIuOHYe39HlYukB626XLukmLufG4/rxzo4qKwF9uvHOymONvG4gmGaCTLajbxntPL\n+PNrhxnweMlxWGnt89Dr8qa0H58YryDTxp5jg8YHupHJd0ZJRmgwiWmCIN90C2bydQ0NA2NLhFu6\nXZTlZSQUrMtxGC8xBz2+5KfP6oFMvshy3f7oGVsxaZpRqvu2Udp66WmlqOHRPVSUz8tkt1Ps6ecU\nq48t+zv57HlGJma/x8vmpuNcvW7hjA+Z2Vg9jxyHhUd3tLFxSTHH+j0c7XHT2uemtdfDkR43L+7v\npCTXftJPva4pzcWv6ew7Phjqyw7QOThMS7eLazYsnMHTiZnQ3FDnB24PvMVbdx1wXYzHdgDvm+T9\neoEvBt4S1txQd28yz4slobqMQBDvW6k8gBBCCCGEmH6luQ5sZhMjfk2GbqTRmacU4LCaeH5vZyjI\np+s6Lx/oYn1VUVozKK9YVcHvXzrEkzuP8YEzF7DzaB8gg8nSrSDLRk9g8Ea3x09zXhnvLx+tMFET\nlOtOt8Ls0Uy+SC3droRKdYFQxurAFIJ8uhY9yJdouS66BiYTf3urnZWV+VTkZ+DvHR593Dz+5bCy\nGWdea3fz2MFuRnwaNouJx99uZ8SnzWipbpBn85NcsiiPB7ce4cGtR4gc4F2UZaM8P4PPnbcYk+nk\nztKuKRsdvhEe5NvWYgw8kqEb4kTgrG+8FiMTcCFG5mA4vbmhbvFk95LmK0IIIYQQc5DZpKgszGB/\nx5AM3Ugjh9XMukVFvLBvdPjG4W43bX0eNixKT6lu0BkL86kszOChbUeNIF9rP0oZPaxE+hRm2XCN\n+PF4/Wzt1QHFmrAg32zL5Asv143U0u3mohjloLHkOKwADAxPoS+fFqNcN+GefDptWUW8dbSP+stq\njH0co6+fo2XyKYsFLBbWmgf4y0gOO470ssZZyCPbWllYmMnqypkt/xx8YQtHb/4SH/zYZ7CvfRfz\ncuxU5Dsoz88w3vIyZmwoyExwFmXhsJrY3T52+MbWwz1YTIrT5IcaYpZz1jfeCnwbeBvYhtGLL2kS\n5BNCCCGEmKNOKcpif8eQZPKl2bnVxXz/sSba+tyU5WWE9eNLz9CNIKUUV6ys4FfP7uP4gIedrf1U\nFWeRaZOXAOlUkBkcZDHCG306Nr+P00tGs+FCmXzu2RHkC563a3BsAM094qdzcDjUv3OyguW6A54p\nTNjVo0zXTWLwBprGs2UrAXjP6Ua3KWUP+34XpScfGAHF1fSjVDlb9nWxsDCTF/d38oULqme0f6nm\n8dD+ne8AsODIXn5465fHrbntNvj2t8c/96KL4PHHwWqFO+6AG25I82GnidmkWFoyfvjG1pZeasty\n51TAU5ywPg38rLmh7kup2Ez+hRdCCCGEmKOCZXgS5EuvjUuMJv0v7O3kg2sqeflAF0VZNqrnp6cf\nX7grV5fzi2f28ej2Nna19rE2zdmDAgqzjEy27qER3uhT1HYfwmZbE3rclGEMsZgtmXxWs4m8DGuo\nxDjocI8xWbcywXLd8J58ydK1KEE+mzXhwRu6pvF0+emscxayoMD4PJRSKLsdfXgYZYkeADLZbOR6\nXZxWnseW/Z1k2c1oOlwxw6W6vff/BW9LC9aKCkZaWmKuy8szAnqR1ywWeOklqKpK80GnWW1ZLk/s\nbEfXdZRS+DWd7Yd7+cCZC2b6aEJMRhHw11RtNrMdQ4UQQgghxIw5JZChI+W66VVTmkNxtp0X9nWi\n6zqvHOxmfVXhtGQEVc/PYXl5Ln94+RCtfR4ZujENgplxLV0u3nHBaV0Hxpad2u2gFJrbNVNHHKco\ny0ZXRLluS5dxvqR78k2pXDfQZG6K5brv+Bwczpo3ro9eqGQ3Viaf3Y42MszZ1UVsbenh/tePsLw8\nl+r5M1vq7m1rQ2VkkHv5ZYwcOYLu90ddZ7HAhg1j32prjcc2bID5iVVgz3o1pTn0uLwcHzCqHPce\nH2BoxC+TdcWJ4jlgZao2k0w+IYQQQog5qiow2bU0N7LHs0glpRQbq42+fC3dLo72uvnc+dOXSnPl\nqgq+/1gTAMulP1XaBXvcPbXrGBqKFZ37wTwaTFJKYcrIQHe5Z+qI4xRm2eiOKNdt6U4uyBfsyTeV\nTD50DZQaExw1JRHke2IkD7Pmp25F2ZjrJpsNjeg9+YBApt8IZy8u5tfPHeCdYwN84/LahD+NVNM9\nbkx2O9bKSvB68bW3Y62omPTzfb7x5bobN8KCBVBXZ5T6dnQY1+65B8pnfsbIpNSWGT+8aGrrpyTX\nwdbg0I1KGbohTgg3Aw846xu7gMeA7sgFzQ112mQ3k0w+IYQQQog56tzqYu7+xBrWSQln2m1cMo/O\nwRHuffEQAOsXpbcfX7j3riwPJURJJl/6BSfKbm46hkXpLO1pATX2ZZfKzERzzZ5MvsIs27jBGy3d\nLrLtFgoyrQntFSzX7Z9quW5EpmuimXx+TecpfwFru/ePm/IbyuQzxyjXdTjQhoZY6yzAalYoZfw9\nmmma24PKyMC28BSAuCW7Pt/YN12PuZQtW+DXv4af/ATuvBNef/3E6tlXU2p8XwsO39ja0kNBpjWU\nrS7ELLcHOA34LXAM8Ea8JfTTDcnkE0IIIYSYo0wmxSXLSmb6GHPCxmqjL98fXjlEYZaNJdPQjy+o\nNM/B2YuLONztJj9TSrPTLT/DCIr1e3yszPTj8HvHZYyZMjPR3LMnk68o28abgeynoMPdLioLMxMu\nK7dbTFjNisHhKWTyafqYfnwQGLzh9Yb6rk3klYNddOg2Ptuxc9xjJofRh1TFCPJZKysZaW4m02bh\nvCXzAOPv0UzThz2YHA5spywEYORQC1lnnTVuXVeXkbEX7qmnYNOm6PsODkJjo9G3D6C1Fb76VRgZ\nAdsJ8C0jL9NKeZ4jNHxja0svqxcWzOiQFCES8B0gThg+MRLkE0IIIYQQIs1K8xycWpLNnmODrK8p\nxGSa3hefP/7QqqlNOxWTZgkMsuhzezkjM/A1jwhYmTIyZlWQrzDLRo9rBE3TQ382W7pdVM3LSngv\npRTZdgsDnin05IsSyFOBaJPu9Ybej+fhra1k4mdDz/7xZ7TH78lnr6pi8Lnn0L1e7vz4mQkePn00\ntwflcGApKUHZbDEz+fLyYPPmsdeWLo297/r1owE+gGXLjMy/1lZwOqd+7ulQW5bL7rYB+txe9h4f\n5H2zIPNSiMlobqi7LZX7SZBPCCGEEEKIabCxep4R5JuB8uiSXAclUqk7bQqzbIEgn1FlpaIF+VxD\nM3G0qAqz7Pg1nX6Pl/xMG7qu09LtYtPSeUntl+OwTr0n37hMvkCQb8Q7YXrZsM/PY2+3cZ7qJkMf\nP5xCBTP5YkzXtS2uAp+PkcOHsc+iUbSax43J4UCZTFgXVjLScijqOosF1qwZf90X47ckP2I+RfDL\nO0sGQE9KTVkOz+3p4PVmo53Z6oXSj0+ceJz1jdkY03ZbmxvqkvpJifTkE0IIIYQQYhpctqIUu8XE\npqUn2WhLMU5BphWTgpX2QCulyCBfZuasGrxRFOhZF5yw2zEwzLBPS3joRpCRyTeVnnxRynVDmXwT\nt6d6ZncHAx4f71Id4/YBMIUy+aK/HLYvrgZgeP/4LMCZpHuGQwFK28JT8LYcnuETzR61Zbn4NJ37\nXz+CUnB6pQwZEicOZ33je5z1jW8CfcABYEXg+j3O+sarE9lLgnxCCCGEEEJMg7XOQnZ951KcxYmX\nQIoTy+J52WyoKiKLQBZZRFmoypxd5brBwRTB4RvBybqVSQb5chwWBqbUk0+LXa47ieEbj2w/SnG2\njTV677gBHjA6eCNWTz571SIARmZZkE/zeDA5MgCwVVYy0tKCHm+ixhwSHL6xuekYS+Znk+tIbGCM\nEDPFWd94JfAw0An8CxD+TesgcG0i+0mQTwghhBBCiGlinuZefGJm/PD9K/jtJ9caZaeAivh9N2XM\nrum6oUy+wbFBvmQz+XIcU8vki1quO8kgX7/Hy+am47zn9HLMfi/KMr5Dlckef/CGKSsLS1kZw/sP\nJHP6tNHdbkwZRoDSVlWF7vHgPSzZfACLirOwW0z4NJ3VlVKqK04o3wJ+29xQ9y7gpxGPvY0xeXfS\nJMgnhBBCCCGEEClkMZuwW8zofiPIR0QwabZN1y2MksmnFFQUZCS1X47DyuBw8oM3opbrBsbFThTk\ne/ztdkZ8GlesKjeGdESOmQVUIMgX+fsSzl5VNfsy+YaHQ0NDMlaeDoB7+46ZPNKsYTYplpbmALB6\nYf4Eq4WYVWqBPwfej0zN7cHo0TdpEuQTQgghhBBCiHQIZvKpyEy+2VWuOxrkGwaMIF9prgN7jMEU\nE5lqTz40bVyZrbIFgnze+MHDR7a1ckpRJqsq82MH+YKDN2L05ANj+MbwwYPompbo6dMmPJPPXl2N\nysjAvWNskO+226CzM/rzLRZjau4NN4xee+EFuO++sesuvthYV1OTwsNPg5pQkE8y+cQJpR8ojvGY\nE+hIZDMJ8gkhhBBCCCFEGuj+QE++cZl8Gegu16wJIDmsZrJs5tDgjcPdrqT78YFRrjvo8SXfL05P\nriff8X4PL+7v5IqV5SiljCBflEm8ocEbUUp5g+xVi9HdbnxtbUl8AumheTyoQE8+ZbGQsXw57u3b\nZ/hUs8flK8rYtHQe1fOzZ/ooQiTiKeBrzvrG8BRU3VnfaAe+CPwtkc0kyCeEEEIIIYQQ6aAFglxR\npusC6B7PdJ8opsJs25hy3WT78QFkOyz4NB2PN7kgpq6PL9c1TSLI98j2VjQd3reqwrgwhUw+a+UC\nY4vW1oTOni66rqN7PJgCZwfIWLUST1MT2vDwDJ5s9ti0dD6/++Q66X0qTjTfAEqBd4B7MEp264Ft\nwALgtkQ2kyCfEEIIIYQQQqSBrvlBqfFZaRlGNtbsKtm10z00gsfr51j/8JSCfDmByaYDyfbli9aT\nb5JBvtMqckOZXPpI9CBf5plryL7wwriZfJbCQgB8PT0JH07Q+DUAACAASURBVD8d9EAgL5jJB+A4\n/XTwehluapqpYwkhpqi5oa4ZOAN4FLgE8APnAS8D65sb6hL6SUPs72pCCCGEEEIIIZIXJVgFYMrM\nMh52uaAooZ7qaVOUZaO9z8ORnqlN1gXIsRsvMwc8PubnJLGBFqVcNxCs02IE+Q50DLLjSB/frKsN\nXdO9XkzZ40s3s8/dSPa5G+MewVxg9HXz9/QmdPR0CWZ9mhyO0LWMlasAcG/fTsaqVTNyLiHE1DU3\n1B0BPp2KvSSTTwghhBBCCJE2//u/cOGFkJ8PdjuceirccgtMRxXks88a8xvefjv994pK80ctCTUF\nM/lcsymTzyjXPdxtnGmqPfkABpMcvqHrWuxMvhiDNx7a1opS8N6V5aP7xCjXnYzRIN/syOTTAkE+\nFVauay2Zj7m4GM87e2bqWEKIFHPWN+Y56xvXOOsbFyTzfAnyCSGEEEIIIdLiy1+GD30Iqqrgv/4L\nnnwSvvQl+Pvf4QtfSP/9zzgDXnoJFi9O/72i0bXxwSowBm8A6G7XdB8ppqJAkO9Q1xAwxUy+YLlu\nshN2EyzX1XWdR7Yd5ayqIkpyRzPdphLkM9ntmDIzZ0+QL1DaHQwQB1nLyvAdOzYTRxJCJMlZ3/hu\nZ31jQ5Tr3wCOA68Ah5z1jX9y1jcmVIEr5bpCCCGEEEKIlPvrX+HHP4bf/AY+9anR6+efD9dfbwT8\n0i03FzZsSP99YvJr4ybrwujgDc01e4J8hVk2RvwaTW0DZFjNFGePn0o7WdmBct3BpHvyxZuuO37P\n7Uf6aO5y8flN1WOuTyXIB0Y2n6+nO+nnp9JoTz7HmOvW0hKGDx6ciSMJIZJ3A8aAjRBnfeMlwHeB\ntzAGcNQCnwPeAG6f7MaSySeEEEIIIYRIuZ/8xMikCw/wBZnNcNllxvudnXDttUZrusxM2LQJXn99\n7HqnE77yFWhogLIyyMszsgR1HR57DJYvh5wcuPJKCE+8ilauq2nGPtXVo+XD99479n6bNsE//RP8\n6U/Gutxc47xHjoyuue46Y+/It02bjMeHhuBrD1/MZbseIDMTFi0yshf7+2fr4A0jiLbtcC8LCzPH\nBdkSESzX7U82ky9euW6UTL6Htx3FZjFx6YrSsdukIMg3W3ryhTL5IoJ8lpJSfO2SySfECWY10Bhx\n7ZOAB3h3c0Pdz5sb6j4P/Bq4OpGNJcgnhBBCCCGESCmvF158ES69dOK1V14JTzwB//7v8Oc/G0G4\nCy6AffvGrrvvPnj1Vfjtb+GrXzWyBG+5BW69Fb77XbjzTnjuOfja1+Lf78Yb4XvfM7IJGxvhqquM\nQOSjj45d98or8ItfwO23w113wZtvGs8JuvVWoxQ4+Pbgg+BwGEFDAJcLvD7FTRV38be/GWd8+mn4\n4AfBlBHM5Js9Qb6iQObenuMDU+rHBynoyafpRsQ0TDBYFy3It7npGOctmUeuY2xAT/d6UbapBvlm\nR7lutMEbYGTyaYOD+AeHZuJYQojkzAf2R1y7BHihuaGuPexaI3BqIhtLua4QQgghhBAipbq6YHgY\nFi6Mv+7xx2HLFiPj7vzzjWsXXmhk7v3oR/DrX4+udTjg/vuNLMBLL4WHH4af/xz27jWy5AC2bzey\n8u68M/r99u2DO+4wAoXXXmtcu/hiaGuDb38b3vOe0bX9/UYQMDB/gfZ2o5+g2w0ZGUafv2CvP6/X\nCExWVxsZjADz5sGP3ttIf+PfOfX87+PzGefcuBGO9BgTX2dXua4x0EHXp9aPD0bLdZPuyafrYIpR\nrhsxeKOly8Xhbjef2Vg1fpspZ/LlM3LgQNLPT6XRwRuRmXwlAPiOH8OcPf5rIISYlQaArOAHzvrG\nJUAR8HLEun5gfM+HOGY8k08pdapS6jtKqZeVUh1KqQGl1Dal1DeUUllR1i9VSj2klOpRSg0ppZ5X\nSl0YY2+TUupLSqndSimPUuqwUur2aPsKIYQQQgghUmuiis9XX4X580cDfABZWUaw7YUXxq7dtGls\ne7vqaiMYGAzwBa91dECUZC/AGPhhMhnZez7f6NtFF8G2beD3j65du3Y0wAewbJnx69Gj4/e96Saj\nJPjBB43zB92/dTlXvv17srPBajUCfAD7jgQy+WbZ4I2ghYUZcVZOzGI2kWE1M+CZSk++yZXrbtnf\nCcA51cXjtplqkM9SUDjrM/lCQb729nHPEULMWruBK8I+vgKjR19kt9pFQEL1+LMhk+9TwBeAR4A/\nAl7gAuB7wIeUUht0XXcDKKUWAy8CPuDfgD7gs8ATSqnLdF3fHLH3T4CbgAcxGhXWBj5erZS6WNd1\nLd2fnBBCCCGEEHNNUZHR766lJf66tjYjyBeppAS6I+Yd5OeP/dhmi35N140gny3K3IjOTiOQl5cX\n+zwLFsS+H0Ag1hLym98YGYcPP2wEGYMefBBueuj9fLT0QW7/z1MpLDT2v+oqGNEDWXOzsCcfwMKi\nqWXygVGyOzicZLlutJ58Mcp1t+zrpCTXzuJ54/M4UtGTT3O50IaHMdntSe+TCpo7kMkXOV231OhD\n6JW+fEKcSH4CPOCsbyzECOJdhzFwY0vEusuB7YlsPBuCfH8Bfqjrel/YtTuVUnuBbwCfBn4RuP5D\nIB84U9f1bQBKqd8DO4FfKqVqdF3XA9eXAzcCD+i6/oHgxkqpg8B/AB8B/pTWz0wIIYQQQog5yGqF\nc84xeu1973ux15WVwfHj468fOwaFhak/V2EhWCxGibApSk1TtIBjPK+8YgzTuPVWeO97xz52//2w\nuvww3178U5ZcdhVg9AwEUBYLymqdVeW6mTYzdouJYZ825XJdgGyHJflyXS1Kua5SKKsV3Tsa5NM0\nnRf3d7Fp6bxxg0J0XTcCglMM8gH4e3owlZZOsDq99OFAJl9EsDG8XFcIcWJobqh7yFnfeDPwZaAQ\no0z3huaGutDEXWd9YylwMfD1RPae8SCfruuvx3jozxhBvtMAAiW27wOeDQb4As8fVErdA3wHWAu8\nGnjoo4ACfhqx791AA3ANEuQTQgghhBAiLW6+Gd73PqNHXrD/XZCmwZNPwvr18K1vwT/+AeedZzzm\nco0OxEi1Cy80Mvn6+uCSS6a2V3s7fOADRk+/224b/7jbDXazb0w08Y9/HH1cZWbOqsEbSimKsmy0\n9nlYUJCKTD4rA0lm8kUr1wUjmy88k293+wDdQyOcs3h8qS5+P+g6pmgpnZNkLjDSOf09PaGMuZkS\nK5PPZLdjLijAK+W6M8LX3U3fAw9Q+KlPoaL95ECIGJob6v4DIwEt1uPtQJRvbvHNeJAvjkCifKj+\n+HTADrwUZW2wOWF4kG8toIV9DICu6x6l1LbA40IIIYQQQog0eO97jem3n/60kTl3xRWQnQ27dxuD\nMZxOo6T17LPhwx+GhgajzPff/90IkP3f/5v6My1dCjfcAB/5CHzx4jdZkbeXjCs+zM6dsGcP3HPP\n5Pf6xCdgYAC++EUjoy8oN9fo33fJJfCFhxZxh+UaLt8Mjz1m9AQMMmVkoM2icl2Awmwbfl3HYU2o\nz3tUOXZL0j35opXrgtGXTwsL8m3ZF78fHzDFnnyjmXwzTfMYf1ailQ1bSkrwSbnujOj69V1033sv\nmRvOIuO05TN9HCFmZ5BPKWUGbsXovRfMtisP/Bql1W3oWkXYtXKgU9f14Rjrz1ZK2XRdj9GWVwgh\nhBBCCDEVt99uBPF+8Qu4+mojeOd0Ghl+X/mKseahh+DLXzYy/zweWLcOnn56bH+7VPrlL+HUU+FX\nt5Xww/7TyHtQZ9kyxac/ndg+e/YYE3gvu2zs9fPPN6YFf+5zsOO3z3Hv9vdzz/uNoN+f/gQbNhjr\nTJmZs6pcF+DUkhzK86Y2dCMox2HhWL9n4oXRaHrMIF94Jt+W/Z0snpdFaZ5j3NpUBPnMgZpx3ywI\n8umeYQiUeUeylpTgPSZBvummjYzQ9/DDAIwcPChBPjErzMogH0aJ7VnA13VdfydwLZgzHi1o54lY\nE3w/2trI9eOCfEqp64HrAWxTSO8WQgghhBBirvvAB4y3WObNg9//Pv4ezc3jr/3ud+OvXXed8Ra0\naZMxiCOcUoFS4uduZLipiYX33kvW+nVj1jz77Pi9I/eKdqZwZjPcet5f+UrhD6h+4onQ9eAeB3+b\nMaum6wL86J9Wokd+wZKUbZ9KTz7NaLwUwVxYiL/LmMgy4tN45UA3H1yzYPxCRoN8KenJ1z3zQT7N\n4x43WTfIUlqKe8eOaT6RGHjqKfy9vQCMHDwww6cRwjDrisaVUt8Fvgjcpev6D8MeCv4LGG2skSNi\nTfD9WCOQoq0P0XX9Ll3X1+i6vsZima1xUCGEEEIIIUSy/H3Gi3NXeK1tqunRe8uBUa6rz6KefABm\nk8JiTs1LxByHdUrTdaN93awVFXiPHgFg2+Fe3F5/1FJdSFEmX24uKDUrynV1tweVET3IZy0twd/T\nM+vKv092ff/7v1jLy7EuWMDwwYMzfRwhgFkW5FNK3QZ8E/gtcEPEw62BXysYL3gtvJS3FShWSkUL\n9FVglPJKqa4QQgghhBBzkNbbB8DQq+kL8ul+zUjpi0Jlzb5y3VTKdlgYHPbh15LIDNSjl+vaFlQw\ncrQVXdd5YV8nJgUbqoqib5GCIJ+yWDDn5uLvnfkgnzbswWSPHuSz19QAsP/yOoZefTXqGpF6np27\nyDrvXOyLFzNyQIJ8YnaYNUG+QIDvW8C9wGf08Xnib2GU354V5emBzhaET+p9DePzG5N7r5RyAKsi\n1gohhBBCCCHmCH1kBM3lQtlsuLfvSF8GlKahTFHqTgFTRuZJnXmV6zAqooZGksjm03SI8nWzVlSg\nu1z4e3p4cV8nKxbkk5cRPYiXiiAfGCW7s6Inn9uDKUYmX/amTSy48w70kRG6f3fvlO81+MIWDl3z\n8dGSZzGOruv4Bwcx5+Zhq6pipLkZXdMA8Pf34x8cnOETirlqVgT5lFL/ihHg+y/gU7qua5FrdF0f\nBP4KbFJKrQx7bjbwGWAvYyfp/hnQgZsjtvosRi++PyKEEEIIIYSYc/x9RhZf1saN4PXi3ro1LffR\nNQ1M0TP5ZuN03VTKthtBvqT68mkxynUXGP33eg+2sO1wL+csjp7FB6kL8llKSvBs34E2NDSlfaZK\nG/agHNGHoiilyNm0CcfSpfi6Oqd8L9frr+F6/XWGJTstJt3tBr8fU042tkVO9OFhvK1t6JrGoY9/\ngtb6+pk+opijZjzIp5T6AvBtoAXYDFytlLom7O2SsOVfA/qAJ5VS9UqpzwPPY5Tf3hie/afr+lvA\nL4H3K6UeUEp9Ril1O/Bj4DlGp/YKIYQQQggh5pBgkC/zzDMBGDlyJD030rSoZacwO6frplKOwwiu\nDSYR5NP16F83a4UR5Hu5qRWfprMxRj8+AH0kNUG+4s9/Hm9bG+3f/8GU9pkq3e3BZI/Vct5gLi7C\n39k15Xv5e4x+lcN73plg5dzlHzAy9cw5OdirqgBj+MbA5s0Mv/MO3tbWeE8XIm1mw1SJtYFfF2KU\n6kZ6DngKQNf1fUqpc4AGoB6wAW8Cl+q6vjnKc28GmjEm5dYBncDPgX+Nli0ohBBCCCGEOPkFg3y2\nRU7j40BQI9V0zY+KGeTLQD+Jg3zZjmAmXxIln3HKdQG2HB7AbsnljFMKYm4xmslnS/z+YbLWr6Po\nc9fTdeevyf/A+0OB4emmeTyY8/PjrrEUFePr6kLXdZSKXiY+GcGJsZ7du8l773uT3udkpg0OAGDK\nzsEWDPIdOEDfw48Yjwd6fgox3WY8k0/X9et0XVdx3jZFrG/Sdf0KXdfzdV3P1HV9Y4wAH7qu+3Vd\nv13X9aW6rtt1Xa/Qdf2WQOmvEEIIIYQQYg4KBvks80tQmZn4u7vTcyMt+gAJAHNBIbrXGzrLySYn\nGORLZsJujHJdc3YW5vx8Xu03sdZZiMMavRQaUleuC1B8/fUoq5WBzX+f8l7J0j0eTI74mXyW4iJ0\njwdtaGrB42CQb/idPVPa52SmDRhBPnNONuaCAkx5eRz/6c/w7NqFZd680NdQiOk240E+IYQQQggh\nhJhOwcw9c34eloKC9E1P9cfO5LMtrARgpOVweu49w3Km0JNP1zWIkYk2cEo1+/VMzq6O3Y8PUhvk\nM2Vmkrl2LYP/+MeU90qW5ondky/IXGR8TfxT7MvnDwwaGX5HynVjCZbrmnJyUEpR+LGryVq/npKv\nf538D38YzeVCHxkZ8xzX66/T9/DDM3FcMYdIkE8IIYQQQggxpwSz58z5+cb01O70BPli9ZYDsFYa\nQT7v4Za03HumTaUnX7wMyB0VywHi9uMD0L1GgCUVQT6A7PPPY2T//vT1b5yA5nFjckSfrhtkKTK+\nJr6uqfXl8/f2glL4OjrwpSvL9QQ3Wq6bDcC8m26i8s47KPzExzEXGmXk/v7+Mc/p+PkvaP/+Dwgb\nJSBEykmQTwghhBBCCDGn+Pv6wGzGlJWFubAglLmU+htpYI6RyReYFDtyeGaCRuk2pZ58uo6K0pMP\n4M2cBWR73SwrzYm/RTCTzza1nnxBWeedBzBj2Xy6Zxg1UZCv2Mjk83V0og0Pj8skm9R9dB1/Tw+O\n2loAhvdIyW40/lC57vg/h+a8PGNNWCm+7vXi3rEDrb8ff+fUJyALEYsE+YQQQgghhBBzir+vF3Ne\nHkopLAWFaezJF723HGAEGIuLGTlJM/mybGaUgsEke/IR5eum6zqvaXms7NiLPkG2Wqqm6wbZnE6s\nCxcy9Nz4IJ/32DFcr7+ekvvEonk8E2byBct1fV2dHPnijbR+45sJ30d3udC9XjI3bACkZDcWLaxc\nN5I5zxiQEh7k87yzB93tBmB4//5pOKGYqyTIJ4QQQgghhJhT/H19oWwbc0EBvjRl8umaBubYwyFs\nlZV4T9KefEopsu2WJHvyRS/XPdTlot1rYlXHPnztbfH3CGXypSbIp5Qi88wzce/aOe6xrl/fxeEb\n/k9K7hON7vOB14vKmCCTr7AwVGbreuMNhnc3JXwvX6BfpX1xFeaCAob3SUAqGv/gACiFKTNz3GOh\nTL6w4RvuN98MvS9BPpFOlpk+gBBCCCGEEEJMJy08yFdYiO52o7ndmDLiDzZI/EZazLJTAGvlAlyv\npTcDbCblOqxJBfnQNIjydduy3yhzXHV8D97jx4n3u5XqnnxgBL76HnxwTJAYYOToEbTBQTSXK2rQ\nZ6o0jwcA0wSDN5TFgjk/H/e2beguF96jrei6jooxxCSaYGDKXFCAtbwcb3t78gc/iWkDg5iys6MO\n1jHnB4N8o5l87m1bsZSWog0OMrL/wLSdcy5y1jeagH8GPgc4gQ7gf4B/bW6oG5rE858Fzo/x8Nrm\nhrrXw9ZuAp6JsbaxuaHuPZM+eIpIkE8IIYQQQggxp/h6e7HOLwHAXBAorevpSXmQT9c0MMXL5FtI\n/18fRRsZwZSi3nGzSY7DklxPvhhlzlv2dVKaY6NiqBPfseNxt0jldN0gW9ViAIb3HyDzjNWh675W\nI6vQ192NLR1BvsFAaWhW1oRrLcXFuN8wssY0l8sIaOfnT/pewf6U5vx8LGWleA8dSuLEJz9tYABT\nTnbUx4Jf7/ByXdebW8k8YzUjR44yfECCfGn2E+Am4EHgdqA28PFqZ33jxc0Nddok9ugEvhTleqzf\nvLuA5yOuzUjDVQnyCSGEEEIIIeYUrbcP85JTgUCJI+Dr6cFaXp7iG0XPSAuyLawEXcd75Cj2qkWp\nvfcskG23JNWTL1q5rqbpvLi/i4tr5qMsFnzHpz/IZ682gnwjB/aPCfIFs938XV0QGKiSStqQkXxk\nyp44yGcuLkLfu3f0bK2tiQX5gpl8+QVYS8twvfRygqedG/yDg5izow9/MWVng9mMv8/4Wnrb2vC1\nt5OxajXKZmdoy5bpPOqc4qxvXA7cCDzQ3FD3gbDrB4H/AD4C/GkSWw01N9T9IYFbv5Tg+rSRnnxC\nCCGEEEKIOcXf1xcqqTMXFBjXulPfl0/X/Kg4mXzWyoUAeE/S4RtGJl9qynV3tfXT6/JyzpJiLPPm\nzUiQz1pRgbLZGA4rt/QPDqEFJq36utIzwCWYyWfOjp45Fs5SVBx4x8jn8ba2JnSvUCZfQT7WsjK0\noaHQJFkxysjkix7kU0phzs0NZfK5334bgIyVp2NbXIWvowP/wAC6ruPr6TEyfkWqfBRQwE8jrt8N\nuIBrJruRs77R5KxvzHXWN06q3t1Z35jlrG+M3zhzGkiQTwghhBBCCDFn6F4v2tAQpryIIF9vGoZv\naNEHSATZKo2sr5HDM1LVlXbZDmvS03Uj+8ht2Wf04ztncTHW+fPxHT8Wd4t0BPmU2Yxt0SKGD4wO\nTggfAOLr6kzZvcL5g+W6kwryGRN2M888E0giyNfbC4EglbWs1NijLf6Qk7nIPziAOUaQD4zhG1og\nyOfZtQvMZuxLl2JfbGSDtn3jm+y74EL2nnU2PffdNy1nniPWAhrwavjF5oY6D7At8PhkVACDQB8w\n6KxvfMBZ31gTZ/3PAuvdzvrGPc76xn+ebHAw1STIJ4QQQgghhJgz/P39wOgETEsoky8NWVh+P8oc\n+yWXubgYU14enkCmz8km6Z586BDRk2/L/i6WzM9mfq4Dy/z5eCeTyWcyoeJMN06GfXHVmMEJ3rbR\nwRT+tGXyBcp1J9GTz1xsBPmyztqAcjjwtiYWoPP39mDOzUWZzVhKywDwyfCNcbSBwZiZfGB8fwmW\nPnt27sS+eDEmhwP7kiUADDz9NBkrVmCeV8zQlhen5cyzlEUp9foU3q6P2K8c6GxuqBuOcq+jQLGz\nvnGiBqgHgX8DPgl8EPgVcBnwirO+cUXEWi/wCPBV4H3ADUAvRibhfybwdUgZ6cknhBBCCCGEmDOC\nJXTmPKNPmSk3F8xmfOko19W1ccGqcEopss87j8HnnkP3+1MekJppOXYL/UmU6+oRGZDDPj+vHuzi\nI2uN8mZLSQlDL0/QK87rTWkWX5CtajH9f3sczePB5HDgbRvNlPN1d6X8fhDek2/y5br2pUuxlpUl\nlckX7OE3msknQb5I2sAA5hiDN8AYvuHr6EDXdTw7d5F97rkA2Corqbz7LuyLF2MtL6f1X+oZfP75\nhKcgn0R8uq6vSeF+mUC0AB+AJ2zNSKwNmhvqPhlx6S/O+sZHgGeBHwOXhK3dAlwRvthZ33g38Bhw\nnbO+8Z7AmmkjmXxCCCGEEEKIOSPYy81SZAzcUCYT5vz8UC+ylPJrECeTDyDnogvx9/Tg3ro19fef\nYTkOCyM+jWGfP7EnahoqrCff1pZePF6Nc6qNAJZl/ny0gQE0lyvmFnqagnz2xVWg64wcPAgEstxM\nJqzl5WnM5Jv8dN3MdevIOv88Ms88E2t5ecJBPl9PT6iE3TJvHpjNYwKZwhgM4x8cxBRj8AaAOT8P\nf18fvuPH8Xd14Vi+PPRY9rnnhob8ZJxxBv7ubrwtJ2dfzhngAuwxHnOErUlIc0Pd88A/gAuc9Y1x\nx7AHpvf+MPBhXaL3mioJ8gkhhBBCCCHmDM+uJgDsp54aumYpLMDfk4YAjaah4mTyAWRtPBdltTKw\n+e+pv/8My7YbhWODiWbzaWMzIJ/b04HFpFhfZQRmLfPnAcQdvpG2IF91NQDDgQm23rZ2LPPmYZk/\nP6FMPl9Hx6TXakOBwRuTCPLZFlSw8Ne/NnrqJRHk8/f2hTL5lMVifF6SyTeG7vGAz4cpTiafKc8I\n8nl27gLAsXxZ1HUZq1cB4DoJg/wzpBWjJDdaoK8Co5Q3ZhbfBJoBM1AwybUAxUneK2kS5BNCCCGE\nEELMGZ5du7CUloYGFACY8wvwpSGTT9c0mKAE15ydReaGDQw8/TS6rqf8DDMpx2EE2RIdvqHrY8t1\nn9l9nDXOAnID+1lLSgDi9uVLV5DPVlWFyszEveMt4wztbVhLSzEXFeHvnFyQb+jFF9l73vl49uyZ\n1HptaAhls6FsE7USG8taUY6/uxvN7Z70c/xhmXwA1tJSvNKTb4zgtOEJB28MDuLesR2UwlETfWaD\nvboaU04O7jclyJcir2HEudaFXwxMvV0FvD6FvZcAPmAyPxFaEvg1/oSgNJAgnxBCCCGEEGLO8Ozc\nOaZ0DsBcWIg/DT35IstOY8m58AK8LS2MHGxO/RlmULbDyOQbSCKTL/h1O9rrZnf7ABfWzA89bJlv\nvO87FifIN+JNOCg2GcpsJuO003Bv326coa0dS1kZlqIifJMc3jL0yqug67hee21S643S0In78UUK\nloQm0lMvvCcfGH35vO0yXTdcqHw6XrluoOfnwBNPYltchSkzM+o6ZTKRsWpVqFzfPzDA4PPPp/jE\nc8qfAR24OeL6ZzF68f0xeMFZ31jmrG+scdY3ZoZdy3PWN477yYyzvrEOOAd4KjCpN3i9KMpaO3Bb\n4MO/Jv+pJEcGbwghhBBCCCHmBP/gECPNzeS+Z2ybJEvJ/LQ0v9c1DUwTD9PI2rgRMDK87FWLUnb/\nmZYzhSBfsFz3md1GIG9MkC+QyTcT5boAGStPp+t396J5PHjb2si+4AKUw46/p2dSA1Q8bxlZgJ4d\nO+BjH5vwftrgUFJBPvvSpQB0/upXlP/o3yb8s6253egez5hMPktZGb7Nf0/r1/NEo4Uy+eIP3gAY\nOXiQsu9/L+5+mWespuM/fo6/t5fu3/+ezl/dQfWzz2AtLU3doeeI5oa6t5z1jb8Evuisb3wAYwBG\nLXAT8Bzwp7DlPwSuBS7AGKpB4P0fO+sb/wocwMjcWwdcA3QyPnj4uLO+sRV4A6NUuDywdgnw8+aG\nuldT/TlORDL5hBBCCCGEEHPC8Du7QdfHZfLZKheiu1z4u1I8HVXTYBKZfLbKSqyVlQxtmdYhjGmX\nYzeCQgMeb0LP03UdAgGpZ3Yfp7Iwg8XzRgMqpqwsVGYmvuOxK+HSG+RbCV4vA09tRh8exlpWiqWw\nCDQtNL055rl0HffOnQC4t22f1P20wcFJDd2I5Fi6rOnNHAAAIABJREFUlHlf+hL9jz5K5x13TLje\n39sLGEMjgqzl5egjI+xecTrHftiQ8BlORv6BQCbfBOW6ABlrziTvqqvi7pe5fj3oOkOvvcbQS8bU\naE/gz4hIys3AV4DlwC+BjwA/B94TGIoRzzsYJb3vAb6PMU13I3AnsKq5oS6yxv4vwHzgRuAO4Bbg\nKHB1c0PdTSn5bBIkmXxCCCGEEEKIOSH4wjkjIshnrVwAwEjLYSzFqeuTrmt+1CQy+QCyzj6b/kcf\nPakypoKZfIn25AsGRz1eP1v2d/LhNZVjstCUUljnzYs7VEIfGUnb19Fx+ukAtH/3uyirlZyLLgqV\n7/q7urAUFsZ8rvfwYbS+PqwLFzJy6BC+nh4sBfH7+GtDQ5MauhFN0fWfxdPURNc9v6HwE9dizo69\nTyjIF3aevLo6dLebwRe20HPffRTd8LkJz3uy0waNTL542ZWOZbVknX0WJd/8JsoUP7cq47TTUBkZ\nDD7zLO5glufOXeRcdFFozfC+fRy5+WZO+f3v4/75EtDcUOcHbg+8xVt3HXBdxLUm4EMJ3Ov/Af8v\n4UOmkWTyCSGEEEIIIeYEz85dxiTUefPGXLctXAiA98jh1N5QGztAIp6sc85GGxrCvWNHas8wg5Lu\nyafrKJOJlw504fFqXBBWqhuUccYZDL38CtpI9EGZ6QyWWufPx1JehtbfT8E112CtqMBcZASHfRNk\ngwaDOAVXfxQYLd2Nxz+UXE8+MAKiRdddi+5y0f9YY/z7BIbPWMJ68pnz8yn6zGco/cbX0YeH6f2f\n+5M6x8lkMoM3LEVFLPzP/8ReVTXhfspmI/OMM+h75BHw+cBsxrNr15g1rtffYGTffob37pva4cVJ\nT4J8QgghhBBCiJOeNjzM4D/+QcaZZ457zFpRAUox0pLiIJ/fjzJPMsi3YQOYTAxteTG1Z5hByWby\n6brRk++Z3cfJsJrZUDWutz25l74bbWAgZolzujMiM884E1NuLkXXfxYAS5GRXdV19z0c/vwXQoGg\nSJ633kbZ7eRfdRWYTLi3TxzUTbYnX5Bj5UrsS5bQe/9f4q4bLdfNH/eYfckSss4+i54//IHOO+/E\n/dbbSZ/nRKdNolw3UZkb1hsBvkBmaGS5bjBr1d+d4pYC4qQjQT4hhBBCCCHESa//0Ufx9/RQ8JGP\njHvMZLdjKSnBe7glpfc0estN7iWXOTcX2ymnMLzv5MnUsVvM2Mwm+hPsyYemoyvF07uPc051EQ7r\n+JLnrLPOwpSby8DjT0TdIt1BvpJvfJ1Ff7k/VLpqLjICkUNbtjD4zDMcuekm9ChZhu6338JRU4M5\nLw97dTXutyYR5BsaSqonX5BSivwP/hOet97Cs3t3zHW+QCafOUY5btFnP4uvu5uOn/6Mtq9/Penz\nnOj8/X1gMk3p9yRS1vr1AGScfjqZZ56Br6MDb9hgmWCQb7ITnMXcJUE+IYQQQgghxElN13W67/09\n9qVLyVy/LuoaW2UlI4ePpPbGfj9MMpMPwLpgAd4jKT7DDMtxWBhMYrruIZXJkR531FJdMEoccy66\niIGnn45aspvuIJ+loCBU5g2Bstbrr6fix7dT9oMf4HrpZTrvunvMc/z9/bi3bSdz7RrAyI4bOdg8\n4b20wUFMcXrpTUbue98LZjP9jbFLdkOZfHl5UR/POussarZvo+Rr9Qzv3cvw/v1TOtOJSusfwJyT\nk9JJ3I5ly7CWl5NzycU4li0DYGjLi7jeeAMIz+TrSdk9xclJgnxCCCGEEEKIk5r7jTcY3rOHwo9f\nE/OFuXVhJSMpzuRD01CTzOQDsC6owHv0aGrPMMOyHZbEe/JpGlv8RsnoBUujB/kAct51CdrAAO43\n3xz3mO71omzTN8BEKcX8W75E7uWXk3/VlWSffz69//M/6L7Rz33wH8+Dz0f2hcZABZvTiffo0Zh9\nBcEYIKIPD2OeQrkuGEHJrA0b6H/8CSPDNAp/Ty+mnJy4wVFlsZBz6aWgFP2PPz6lM52o/AMDmHJz\nU7qnslhYvPkpCq+9FnutEeRr+9rXOPSxaxg+eBBvWxv8f/bOMzCK+uvCz2zPlvRGCgmhCCIqCIig\nFEGaBVQE/jYEO3YsCPYuUlRQpIjSwQYiFqQKAipFQER6AunZ1O195/2wyUpIAkkIBHzn+SLuzv7m\nztbMmXPvAbxSu67EaZBEPgkJCQkJCQkJCQmJ/zSmH35A0GgIHTiwxm1UyU3xFRbht9sbbL+i3w/y\n2qXrAqgSE/GZTPis1garobExaBT1mMknssUfRut4AwnhITVuF3L55cC/YRaV1mjklOLwobfhNRqx\nbtoUvM26fh3y6GhCLguk86pSU8Hvx5NZs7jss9kAkOnOTOQDCB3QH09WVpVQh+C+ysqqncd3Msq4\nOEKu6FBjq/R/HZ/ZhLyBRT4AQSZDEATkeh3hw4eh79ULAMeePXgLCgL7lpx8EqdBEvkkJCQkJCQk\nJCQkJP6ziD4fljVr0ffogUyrrXE7ZXISAO6GbJf1+xFktW/pUyYFavgvufn0agWWOs7ks8pU/OXT\ncW0NrboVKCIiUCYn46wmBKKxRT59jx4oYmKCabR+txvrxk0YevVEKBd+Vc2aAeA+dqzGdfy2gOjc\nEPPf9L17g1yOpQYHnq+0tMZ5fCcT2q9/oGU3PeOM67rQ8JstyEIbLnSjOpq8+ipJH36AoFRi3bgR\n/H4AfNJMPonTIIl8EhISEhISEhISEhcAuS+8gHVz9UmiEjVj37ETX1ERoQP6n3K7ivlqnqyGS9gV\n/X6Q1d7Jp0xMDNRQLjS6MzPJfOCB4Ky0CxGDRlnndt2dEc3wIZxW5AMIaXcJzr+rF/loRJFPUCgI\nu/lmrJs24TOZsG/bjt9mQ3/ttcFtVKkpALgyahbK/LbyJNczbNeFE1p2f1pVbctuwMlX/Ty+k9F1\n6wqA4689Z1zXhYbPYkZuaHgn38kIKhWqli2wbfoVCKT5SsEbEqdDEvkkJCQkJCQkJCQkznP8Nhum\nb5ZhXvVTY5dywWFe9ROCRoO+e/dTbhd00TWwk4/6OPnKazD/tArbpl8vaHHXoK77TL5tMa0IFby0\nb3p6V5nmknZ4cnPxlpQERNVyGtvJB6Dt3Bn8fpz7D+DYtQtksmCKKoBcr0ceE31qJ5+1QuRrmCTX\n0BtvwJOdjWPXLjx5edj/3BW8z1daGkwLPh2qlBQEjQbX/v0NUteFhN9sQR529kU+AE2bNvjLW7Y1\nl7SVnHwSp0US+SQkJCQkJCQkJCTOc7yFhQB4jh1v5ErOPaLfj+2PbQFnVj2wbtyI/pqrT9mqC4F0\nVEGjwZNfUK/9nIwoiuXturV38snDw5FptbjL23XtO3aU/3d7g9TUGNQ0k0/0eMh/8y08+fmVbvf7\nRbZHteQqpQ15LQTSkHaXAFA8azYHO3bCsW9fcH2ZStUAR1B/NG1aA+A8sB/nvn2o0ppVeR+qU1Jx\nn+JzXSHyyRugXRfA0Oc6BI0G0/LlZD08mqz77guGg9R2Jh+AIJejvqgVzv0HGqSuCwmf2YzsHDj5\nADSt2wT/HdK2Lb6yMkSf75zsW+LCRBL5JCQkJCQkJCQkJM5zPEYjAO7j/79EPk9+Ppn3jCRzxAiK\nZs+u1+O9uXloO3U67baCIKCMi8OTn1efUqtS0Q4pq/0plyAIKBMT8WTnIPp8wdTYCrHvQkRfLvKd\n3B7qysigdOFCLKvXVLp9T3YZJrWebmpbrdbXXHwxyGSUzJ2LaLfj2L0bOD+cfIqoKBSxsbj2H8D5\nzz+BWk9C1axZFSefKIqUfbOMwz16Yi4Pt2iIdl0AuV6HoU8fyr76GteBA/jtdpwHD+J3u/Hb7bWe\nyQcBl5nzwIHga2vduJGyZcsbpM764jEaSR98MyULF52V9f1uN6LTifwsz+SroEIolkdHo4hvAqJ4\nQbfvS5x9JJFPQkJCQkJCQkJC4jzHaww4+byFhcHWrfMV0e0mY9gwbL/9dsZrFUyYgGPvXtQtW1I6\nb36dj92xK9CKGNK+Q622V8TH420gJx/lbhtBXrdTLmVSEp7sbJwHDuC32VBfdBHuI0fxll6YqZoG\njRKfX8Thqew+qnCouU+agbjhgBGZ6Ocqde1SjmU6HermaQhKJYJajbs8CKKxZ/JVoG7TGtvWrXiN\nxupFvtRUfMXF+Mzm4G3FM2eS98ILeAsKMK1YATScyAcQNugmADSXBlJ+HX/uwlcaEI5q6+SDgMvM\nbzbjzc3F73SSO/4FCt5+u9GcZn6bjeyHHsZ14ADFs2cHHYoNug+LBQjMxzsXqFsHRD5lQgKKyIAA\nK7XsSpwKSeSTkJCQkJCQkJCQOM/xljv54Px383kKCnDu+QvLuvVnvJY7PQPdlVfS5M038JlMlH7x\nZZ0eb9+1CyEkBE3ri2q1vTI+vkr7aH0JOteEeoh8OTnYtwdadKMffAAAx86dDVLXucagUQBUmctX\nIWp5MjMr3b7+oJHWpccJU1QNhqiJuPHjSfr4I9StWuHOSA+ITD5fozv5ICCEVbTbh7RtW+V+VbNU\nAFxHjgZvs6xZS0j79kTdd28wVbUhRT5d167Ejh1L8scfoYiLw7FrV9AdVieRr6Idef9+yr76Gl9x\nMX6rFdfBgw1Wa10o/eJLnP/8Q/j/huMtKMD6668Nvg+fKfC+lYfWLqDkTJHr9ahbtkTdvDnyyCgA\nvCUXpuAvcW6QRD4JCYn/HI7du3EdOdLYZUhISEhISDQYFSIBnP8in6+4GKBBTvQ9ubkoExMJuewy\ntF26ULpkSZ0e79i1m5B27Wot9iji4/EajQ3jRKpYo65OvsQE/DYbpQsWokxKQt+nD4JajX37hdmy\nq1dXL/JVOKLcJwSdGM1O/s4x0zl/P0Id2px1V12Fvnt3VM1ScWUcCzq4zguRr1wIA1C3aVPl/pD2\n7RGUymCojuh24zp0iJAO7QkbNCi43elmStYFQS4nauQ9KGJiCOnQHvvuXfjKnaLy8Nq366pbtQKZ\nDNvWrRTPmYOqeXOg8drLPdnZyMLCiB8/Hnl0NGVffd3g+/BbKkS+c+PkA2j62Rzixo9DHnTyFZ+z\nfUtceEgin4SExH+OnOfGkjv+hcYuQ0JCQkJCosHwGo3IY6KB81/k85a3kjkPHaoyh60u+Mxm/BYL\nyoQEAHRXdsaTlYXf4ajV4/0OB879+wlp377W+1Q2iQefD29RUb1qrlxAwIFVF7EKwNC7N7pu3fCV\nlWHo2xeZSoXm4otxlgdKXGiEagJCm8VZOTjFVy7yebKygqm4Gw4GHKud8/fX2QEJoE5Lw5uXh6/M\nBJwnIl95u6UqNRV5NW48RUQEhuv6YFrxHX6XC9eRI4geDyFt2wYcXBe3QabV1vl9VFu07Tvgzc3D\ndTAQoCGPqL2TTxYSgio1ldLFS/AajcS/9BLKxETsOxrHdeotLkYRHY2gVBI+eBDWjRsrtUE3BD5z\nRbvuuQneAFDExCA3GFBERgL/fsdKSFSHorELkJCQkGhI/E4nnqwsPJmZeAqMKONiG7skCQkJCQmJ\nM8ZrNKJKScEjyE6ZxHk+UDEvym8y4S0oQBkfX691POUJs8rERCAgkkBA5KwQTk6F46+94PUS0v7y\nWu9TERcHgDc/H2X5v+tLhXBFHdJ1AVTJyTSd8ymiKCIIgXRZZVJSMITjQkNf3q57csKuv1wsEd1u\nvEYjyvh41h8w0iRMQ6o5D4TTJ+uejCq1GQCuw4eB80PkUzZtikyvR1NNq24F4bfdhvnHn7CsXo3o\ncgEE5/fFPjUGx549Z62+ChHctPJ7oG5OPoCo++/HuW8fkXfegSo1FW3HK7D+urnS+/dc4S0qQhEV\naGkNufxy8PlwH88MJjA3BD5zQECWh507ka8CeXg4CAI+qV1X4hRITj4JCYn/FO6MjGCanXXDhkau\nRkJCQkJComHwGo0oY2NRpaSc/06+4n9dJmfSsltF5GsWEHBOTiKtCduvm0ChQNuhdqEbAMomTQL7\nzmuAuXxBJ1/9hI4TBRJlkyZ4CgoaLdDgTKhpJp/fagn+25OVhcvrY/PhInqmhSNQv/ZUVVq5yFf+\nvjsfRD5BJiN55gxixzxV4zbaK69EmZxM6aLFOPbtQ6bToWzaFAD9NVcT8+gjZ60+TZvWaC67FOff\nfwN1c/IBhN88mPgXXwiK8CEdO+IrKQn8TX6O8RYVoogOOJ6VyckAeLKzTvWQOnOugzdORFAokIeF\n4ZXadSVOgSTySUhI/KdwHU0HQAgJwbJ+XSNXIyEhISEh0TB4CgtRxMSiSj3/RT5fSXFQXHEeOAOR\nLzcXAGVSuchXLnrURuQTRRHzmjXounRBHlp7x02Fk8+dlUnGbUMp++abOlZ9Qg31dPJVhzKhCXi9\nDdNGXEfcmZnB1tr68O9MvpPadc3/runOzGJ7Rik2t49rosrdi/F1d1KqUlJAEHAdqhD5VPUtu0HR\nXnFFUKyuDkEmI2rUSBy7d2P+biWaiy8+a+25VfatUJC6YAHRox8mbNAgZKoze850nTsDgfAQ0e+n\nZOGi4Gf5bOMrKkZRPtZAmZgEVJ752CD7KH/f1uV7pSGRR0VJTj6JUyKJfBISEv8p3OlHQSYj/Oab\nsf/2Oz6rrbFLkpCQkJCQOCN8Vhui3Y4iNgZV8+b4Skqw//knnoICypZ/+6+YdJ7gLS5BER+PMiHh\njJ18QkhIMO1TptWiiI+vlUPIdegwnuOZGK67rk77lIeHI2g0lH31Nc69e8l/7XWcBw/Vq36CIt+Z\ntyxWOAy9eXlnvFZt8Vlt5L7wAkf79uNQ5yvJefa5eq1jCM7kOyld12IOuK3kctxZmaw/YESlkNFR\nbgUCISh1RaZWo0xKwrI2cKFXHn5uElAbgvAhQ1ClpuK32YKtuucKQaUi5vHHSZjw7hmvpUpJQXf1\n1ZTMm0fJ/PkUvPkmOc8+1+DfU363m8xR92Ivb2P32+34bTbkUQGRT67XIY+IwJOVjfPgIY7fdXeD\nzOfzm00IKhUyjeaM16oPyiZN6tXKLvH/B0nkk5CQ+E/hOpqOKjkZw3V9ED0eHLsuzPk1EhISEhLV\nI/p8Z9yymP/661g3bWqgis4+XmMgjEARG0v4kCEok5LIeeYZjg3/H3njxmH/449GrrAyvpISFJGR\nqC+6COehyiKf3+2udRiHOycHZWJCpbZVVbNUXLVw8llWrwZBwNCnd11KRxAElHFxeDIzkUdHIwsN\nJfeZZ+olUFS8TwX5mTv5FME24n9FPr/bfcbrnoqCd9/BtPxbIkeNIvT66zGvXIkrPb3O69ScrmtF\nHhERaEXOymbDQSNXpUWhLCoAqPdMRE3ri/A7nUSPHo2+e/d6rdEYCEolMU8FWnpDLru0kas5M6If\nehBfSQnGdyegiInBsXMnpmXLGnQfroOHsG3dimn5ciAQugEE23UhMMvSk52FZfVq7Nu3Y/v99zPe\nr89sQdZILj6App/OJumD9xtt/xLnP5LIJyEh8Z/CdfQIqubNg8ONnfv+aeSKJCQkJCQakqwHHiTv\npZfr/Xif1Urp4iWYVnzXgFWdXYIiX0wscr2exEkT8RYYEd1uZDrdeXcs3pIS5JGRaNpdgvtoOp6C\nQP0+q5Wj/fpTPGNGrdbx5ORWaXFUpabizjgWFAptv/9erTvHsmYN2iuuCA7hrwsVglrYDTcQ++QT\nuA4fxnWoHm6+CjGzHimxJ1ORMOzJDYh8zoMHOdSxE7bfz57A69zzF/ru3Yl77llin30GAPOqVXVe\nRy4T0KnkVYI3fBYzcoMBVdNkDuabySiy0btNLN4CIwgCipiYetUd/8orNP/he2Ief6xBBNZziaHv\ndaQsWYyhX7/GLuWM0HbsiLZjRwSlkqbz5qLt2BHjxEl4S0qwbdtG3ksv4bfZsO/cSdbDoymcOhVP\nQUGd9lGRBmz7YxtAsJVdEf3vZ16VnIQ7OwfH33sBcOw889TfivethMT5iiTySUhI/GcQvV7cxzNR\nN09DHhqKsmlTnP9IIp+EhITEfwnH339j+flnRI/n9BtXQ0Wrp+vIkYYs66ziLfzXyQeB1MjUxYto\n9s3XGPr3w7J6NX6HozFLrISvuBh5VCSh/QeAKGL+8UcASj77DG9eHvYdtTvR9uTmojpJ5FOnpuI3\nm/GVlmKcNInMe0aS88wzldyB7mPHcB06hKFv3Vp1K6hwkIXddCO6awJOMNuWLXVfKOjkO/NTLrle\nj8xgCDr5SubOQ3S7z9r8YdHjwXXsGOqWLYDAcxLSoQOWVT/Xaz29RlFlJp/fbEFmMKC+qDU/O0OR\nCzCwXRO8BfnIo6MQ6jkbThEdHQyBuNAQBAFt+/YXnDhZHYnTppL65Reo09KIf/UVfHY7eS+9TM4T\nT1L21ddkPfIoWQ+Pxr59O0UzZpLz9NN1Wr+ijd6TmYknN/cEke9EJ18yntxcnH8FRD779h3VruUt\nKQkG/ZwOv8ncaPP4JCRqgyTySUg0Au7MTI5c2xvHnj2NXcp/CndmFng8qNKaA6BpezHOffsauSoJ\nCQkJiYbCZ7XiN5kCDpA/dwGBCzzOAwdq3wJa3m7ozshA9HpPs/WZI/r9uI4erfF+b2kpnnKnXo3b\nBNt1/3U2hVx2Gcr4eMJuGoTfbseybn3DFHyGiKKIt7QURWQU6rRmaNq1w/Tdd3iMRoo/nwuA6/Dh\n067js1jwm0xBB1sFFeJN1oMPUfzpHNQXt8G26VcsP68ObmNZuxYAQ58+9ToGw4D+hA8bhrpNG5Rx\nsahbtsC2ZWud1xH9Defkg/KE3bw8vMXFmL//HgB7uYupoXFnZoLHg7pFi+Btof374zp0CFd6OqLX\nS8atQzCt/L5W6xk0yqpOPqsFucFA5AP380vTDnQwHSMCL578ApSx9WvVlTh/UEREoGnTBgB1ixZE\njRqFdd06/A4HkfeOwv777whKJc2+XU7ss8/i2LET5z//ULr0CzKGDeNQ12449+/HZ7FQMHEi3tLK\nYROugweRhwVmLtr+2IavXOSrmMkH5aE9Xi++0lIUsbE4DxzAZ7VWWsdnsXBsyG0cu/MuRK8X29at\n5I4dS+648ZhXr64yHsJnadx2XQmJ0yGJfBISjUDRzJl4cnMxff9DY5fyn8KdEThxUzdPA0Bz8cV4\ncnLwlZU1ZlkSEmeEKIqULFxUrzlIEhL/NTw5/yY0WjdtxLzqZ44OGEjG4JuxbtxYqzVc5U4+0e3G\nnZXVIHWVLllSY4Jj2Vdfk37DjTUm4uaOHUvmiHtOKVJaf9mIMiEBmU5X5T5tp44oExIonjULv8tV\nvwNoQPxmM3i9yCMjAAi76SZc+/dzbNhw8HoJHzoUr9F42t9mT/nzWUXka9YMAOeBA8Q+8zTNvvwS\ndZs25L/xBrZtAcHLvHoNmnbtqjy2thh69qTJa68GZwHqunbFvmMHfqezbgv5y8WBBnDyQYXIl0vp\nF18gejyEDboJ18GDVcSPhsB1JCBMq04Q+Qz9+gKBeYeOvXtx7ttX69mWerWi6kw+swVZqIHdJpEC\ndRg9D22h7Ouv8Obn1yt0Q+L8JvqhB9H36kWTt94k7tlnSZwymZT581AlJRF+6y0IWi05Tz9D/quv\ngseL6PVinDiJwvffp2TOZ5R8PhfR7aZk4SK8paW4Dh7E0Lcv8vBw7H/8gbeoONDmXf7dA6BKTg7+\nO+LOO8Hvp3DKFDJuG4onPx9RFMl/5dWAEzAvD8uGDeS9+BKWteuw/vILOY8/wfERIyp9P/vNUruu\nxPmNJPJJSJxjPDk5wdk51k21OyGRqB3u45lAINULIKR8Lp/9zz8p+2bZeXHyIyFRV4qmfUTBm29S\nPPvTxi5FQqLRqWinkkdEYFq2nJwxY5AZ9AgaDbbNtWundKdnQHkrXEO07HqMRvJfex3jhPeqvd/y\n888gitj/3IXf6aR06RfBGXKi14tjx07cGRmVHFl+27/J8M79+7Fv307EHbdXCqCoQJDJiH/lZVyH\nDmGcNPmMj+dM8RaXAARn4YUOHICgUiHIZDT9/LNgEEaFm89nMmH67rsqbhnH7t0AwRm7FSiTk4l/\n9RWaffkFUffdh6BQkPjeBGR6HZkj7iFnzNM4//qrzqm6p0LXrRui2429rvO8ysM6BFnDnHIpEgIB\nFaULF6Hrfg3hw4cDVd18Pqut1s7WmnAdOQyCgDotLXibMi4OzaWXYlm3PuhsrI0rE8CgqSzy+d1u\nRJcLucHA8l05hCjldFeYcezcicdorHfohsT5iywkhORPphN2/fUAhA4ciLp5oPtGHhpK+ODBuDMy\n0HXrRuoXS4ke/TC2rVspXbwEQa2m7MsvKfzkEwrefJO8cePxmUyo27RG27kztj/+wFtYiDwiAkGp\nDO5TmZRU/g8lEUNvA4WC0sVLcO7di2XtOhw7d2L+8UeiH3kEeXQ0+S+9jCc3l4TJk2i5+VeiRz8c\n+I4+4bfCZzYjC5VEPonzF0nkk5A4xxTPmweCQNT99+E5nom7FglxFwqiKJ5x4uGZ4MnOQhYaGrTu\nq8tbBHKfH0feCy9QtnQpvrIyskY/gis9o9HqlJA4FZZ168h/8y0AzGvWUDR9OoJSWfeTSwmJ/yCe\n3ICTL3zIrfhKS1G3vojUBQvQduhQ64RZd0Y62k6dAv8+RRttbalo/7WsW4c7u/JMJ5/Fgm37dgAc\nf+3BtHw5+a++SvpNg7D/uQvXoUP47XYAyr76CgD7zp0cuqorJYsWAVCyYCFCSAjhQ4bUWIO+Rw8i\n7r6L0gULgi2xjYWvJJBwKY+MBAJiX9oP35P23Qq0HTuibtUKAOfhw4iiSO5zY8l9bmxADD0B2x/b\nUMTHo2zatNLtgiAQMXx4sA0QQN2yJWnLlhE5YgSW9YG2ZcN19WvVrY6KAAHLmjV1elwwkVfWMPPV\nlE0S8Fss+EpKiH7oIUIuuQRBq8W+7d/3vn37dg5360bRtI+qXcNntWL+6afTioCuI0dQJiUhCwmp\ndLuhd2+ce/diXrkSCHyGajMf03DSTD6/xRJC3Fc5AAAgAElEQVSoR2fgx7159G0bR9RlbbFt247f\nZJKcfP8PiR79MNGjR5P44QcISiURt9+OMjERRWwsie+/j6+sjOJPZiCo1Vh/+QUAzUUXoe/VC29e\nHtaNG6sE7Sjj40EuR9OqFfLwcEIHDsDQrx/KxERsW7ZgWbMGQaUiatRIwm8ejK+sDHWbNuh79ECQ\nywkfOhQg6Fj1lpbiKysLrCshcZ4iiXwSEucYx67d6Dp1rPKj8V+gdP58jvbt9+8ftecYd3Y2qoor\ndgRmgSgTEvCbzcjCwij96iuK583Dun495u9XNkqN5wKfyUTxnDlkP/EklvUb6r3OmboAJOqHacV3\nlC5cGGjp//oblImJRD/+WGCwdB2T5yQk/mt4cnIQ1GoiR40icsTdJH8yA5lOh7ZLF1yHD+MtLj7l\n40WfD/ex44Rc0hZlQgKuw2fu5AvO2xNFShcvrnSfddMm8HiQR0bi3PMX1l82ooiNRZDLyX3+eew7\n/wRAf+21WFavxvb7H+Q8+yyi203R1GnYfvsN88qVhA26KXgBqybinnkGQ//+GCdMoGj27ODxmlet\nIvupp2psJ25oTnbyQaBlrqLVWBEXh8xgwHXoEKULFmLduBFBraZk/oLg9qLfj33bNnRXdq7WvVgd\nMp2OuOfH0mLDelK/WIq6vK23IZBptYQOugnTsuV4Cwtr/8Cgk692x3A6lOWpv9pOndB26ICgVKLt\neEUwXdSVnkHWo48hejwUzZpVyWVX8ZtePGcOOU+NwbL61IKl+8jRSvP4KjD0vjZw//HjKJOSED2e\nwPy+02BQV57JV+Fm/d0XSpndw+D2iYS0b4/fZAoca7zk5Pv/hiI6mpjHH0Ou1wMgU6lIWbyY1K++\nRN+rJ+rWrZHpdDT9/LOgG1vdqhWG6/ogaDR4CwpQxERXWlNQKtF26IC+Z08AEt97j6QPP0B3zdXY\n//gDy5q16K66CplOR/jQocj0+kAqc/n3jjI+HvVFF2HdGDhfs23eDKKIrtvV5+hZkZCoO5LIJyFx\njvHk5KBMSkaVnIwqLY3iz+eS/fgTmFasqHdS4PmCffduPDk5jeZO9GRl/2vLLyfy3lHEjBlD7DNP\n4z5ylJJP5wAE/yD+L1Iybx7GiZOwbthAwYR36yW6Fk77iIxbbz2v0hr/v1Dx+bGsWYPtjz/Q9+qF\nrstVANh3VJ8KdzJ5r7xK9lNPna0SJSQaDU9OTsDZERFB3LhxKOMCabO6KzsDYN926u92T04OoseD\nqlkzVC2aN0i7rvtoOjKdDkO/fpQuWlRpQLx13TrkUVGEDxmC8+BBbH/8gaFvX2KeeBxPZiYl8+ah\niIsj9qknQS4n85578BoLiX/tNXwmE5mj7kURE0PMo4+etg5BpSJx8iQMfftSNO0j3Nk5ZD34EDlP\nPoXlp1UUTZt2xsdaG3ylAZFPHhFZfZ2CgLpVK2y/bsY4cSL6nj2JfXoMjt27cewNJGC6Dh/BV1KC\n9soudd6/IiKCkMsuq/8B1ED0/fcjer0Uz51b68c4//kHANlpBNraoml9ESiVRJ/wftBdeSXuo0fx\nFhZS9NE0EEVSly5BrtOR/9rrAJi+/4EjPXriLSzE/F3gImfhlCk1/t0ZTNZt0bzKfarmzYNjUSLv\nvgsA16FDp61df3K7brmT74dSJVE6Fde0iCakfYfg/QopeEMCUMbFooyLQxAEkj78gKbz56Ht0IHw\nIUNQt2mD3GBArtdjuDYgPp8YulFByoL5xDxW+TtU17UrfrsdT24u+vIRAqrkZFpt34ahV69K2+q7\nd8f+55/4rFasGzchj4pC0/bis3TEEhJnjiTySUicQ/w2G76SEpSJiQBEjRqJPDQUx997yR37PBm3\n3FppDs+FhiczMMDcWf5H+rlE9PvxZGejTD5J5LvjDqIfuJ+wgQORabWIHg+6q6/G8ddfwRapE3Ee\nOEDRrNlnxcVW9s03pA++ue6Du+uIfdt2NJdcQpN33sZzPLPWw+gr8BYWUjx7Nq5/9lP0yYyzVKVE\ndYh+f3A4f9HMWYhOJ/oe3dG0aY1Mq8VRi5ZdURSxrF+Hde26s/5ek5A413hycqoNU9C0bYtMp8P8\n40/Ytm2rcXRERYCNqlka6hYtcaenn/EFNld6OqoWzYkb9zyG3tdS8vlcsu69D+vGjZjXrMXQpw8h\nl18OPl/wM23o2xdZaCie7GxC2rdH3bIlzX/+mYTJk2g6ayYRw4YSdustyEJDSZ49C0V01RPX6hDk\ncuLGPQ/A8TvvxLZ5M7HPPUfE3Xdh+v4H3JmZOPfvP6ujNSrclIqI8Bq3UbdsgScnB3l4OE3eeZuw\nW25BptNhfG8ifrs92HpdId6eD6hSUggdMICSOZ9xoN2lFH708Sm397vdFH44FXWbNuiuuqpBalC3\nbMlFO3dUel60na8EwLZ1K9bNWwLvt0svJer++7Dv2IEnPx/r+vV4jUayH3scT04OhgH9cR8/Ttk3\n31S7H8dff1VJ1q1AEARCr78eeWQkYbfcAjJZrebyGTQK7G4fvvLEYZ/Fgk2hZmOhjxsubYJCLkPd\nojmycheX5OSTOBlVSkpw3nb8yy/R7MsvgveFDboJoNbflbouXUAmA0GoJOpV5xzW9+gOXi+WtWux\n/for+muuabA5mxISZwPp3SkhcQ5xlw8MVyYFRL7wIUNIW/EtLdatI/H9KbiOHg3O4qorZyNZra5U\ntAI59v59zvftLSwMuDNOSNE6EZlOR9SDDxJx+/+IHDECPB7sf+6qtI3f7SZnzNMUTpmC68CBSveV\nLf+WY/+7vVbPs33XLsyrArOFRK8Xb2kpoihSPPtTXAcOUPbV1/U8ytPjd7tx/PUX2o4dCe3bF0Vc\nHKULFlbZzpWRwbHh/8Oxbx+uw4dJHzQYZ/mV+OLP5yJ6vei6daP4s88axOkiUTu8eXmILhcygwFf\nSQmCRoO2c2cEhYKQ9u2xrF1HxpDbKJk3r+Y1jEZ8hUWIHg+OXbtq3E5C4kLEk5sbvFB2IoJCgfaq\nLljWrCHz7hGYvl1R7ePdRytEvlR0Xa5E9HiqtNjWFffRo6jTmqOMiyNxyhSSpn+M88ABsh58CFVy\nMrFjniLksksDdWo0aDt1QqbREHZT4KRU2/5yIOBYCbv+enRduwLQ5I03aLl+XXAwfW1RNmlCxF13\n4s3Px9C/P5Ej7yHq3vsQZDIyBt9Mxs23UPjh1DM65lPhNRYiCw1FUKlq3CakXTsQBBLem4AiIgK5\nXk/ciy9i37mTY8OGUTx7NsqkpGpf68Yk9tlniHr4IbSdO1M0fTqOv/fVuG3Z0i/w5OQQ+/TTDSoI\nyE56XjUXt0FmMFD86Rz8ZjP67t0B0F5V4QDfiX3XLpDJcOzejRASQpM33kTdqhXmn1ZVWd9vs5E3\n/gUU8fHBFseTiR79MM1/XoVcr0eVkoL9z11k3nsfpV9+WWPderUCgMI//+LYsOE49uxha0I7XH4Y\n3D7wOgtyedCFqZCCNyROgSCXVwrY0HXtir5HD3TdutXq8fLQULQdO6Lt2PG0wmDI5ZejSksj74UX\n8ZlMAdFPQuI8RhL5JCTOIRWpgKqTWkoFQSB0wACiH3oQ0/LllCxejOj1UrZseZUh3tVh/nk1h7t2\nw/T9D2el7trgM5mCc1Qaw8nnyQq4CJWJSTVuE/3gA8S//DLaDu1BoagypL3ks88CA9RlMkwrvsP6\n669k3DqErEcfJW/cOBy7dmH+4cfA/goKcGVkVHGAOP7eR+aoe8kZMwbH3r1kjR7N0b79MC3/Fvex\nY8h0OornzEF0u095PH63G9HrPeU21eHcuxfR7Ubb8YrA0OI77sC2dSt5r72GKz096LAoXbAAx+7d\n5IwZQ86Yp3EdPIhl7Vp8FgulS5cSOnAgCRPfQ5DJgsPgJc4+rvJW3fDbbgMCV5planXg312vwms0\n4kpPx/jBh3iMxmrXOPHzZzvhPe4zmaQ5ixIXNH6bDV9paY3CT8I775CyeBHKhIQaAxJsWzajatYM\nRUQEumuuQdejO4UfTsX03XeULF5cZze9z2zGW1iIuvm/CaSGnj1p8vprqC9uQ/KsmcjDwlBERaFK\nS0PXrRsyjQaAiDtuR92yRY1CiiCTBefY1ZXoh0cTO3YsTd54HUEQUMbFEvXAA6jS0tB26RK4gFPu\nvjKvXk3WI49W62h07NtHyfz5ZD/5FMfvvCvYfgqBC1q233+vtL3o92PduJGQcuGyJsIGD6bFurWV\nHG7hNw8m8YP3Ed0e1K1aEff82Hod+9lEGR9P7BNPkPjB+8ijIsl/5ZVqf6tFj4fiOXPQdu6M/ura\niQ71RZDL0XbqFHg95XJ03QIisaZ8fpl55Uq8eXlE3XdfYLZg3+uQ63VoO3YM/M1wkqvTOHky7sxM\nEt6bUOMcSEGhQG4IpIuqW7XC/vvv2LZsoXDylCqfIdtvv+E8cIBQTUCQOTx2PI49eyhdsoT1SR1o\nGqbm8uR/XZ9hN92Irkf3KoEfEhKnQlAqSZ45o06ft6SPppH0cfUBNZXWVihImT8PdatWCGp18EKM\nhMT5iiTySUicQzzlgl1NJyjRo0ej79GDgtffIP36G8gbP56cJ55A9PkCok81J+iix4Nx8mQQRQre\neQdfudB2rnGXt+oqk5JwHjhQp/Yn0e8/49Yhd1bARahKrlnkq0Cm0xHSrh2mFSso/OhjfCYTnrw8\nij6ZgaFfP/S9emH64XvyXnwJT34+jl27CRs0CHWrVpi++w7TypUc6dmL9AEDOX73iGDtngIjWQ8/\nFHAlREWSOepebJt+xe90kjd+PDKDgSbvvoM3Pz+QslzT8+F2c2z4cI7dfgf+k8RA9/HjQaekJycH\nW/n8KW9JCdZNm7BvD8xsC7niCgCi7hlB5MiRlC39gvSB13O4R0/MP6/GtPJ7NBdfjCcrG9fhw8jD\nwnDs2IFt82ZEu52I2/+HIjIS7ZVXBocNnw08ublnPTXWZ7Fg3bgxmLh4MqLfT8HEiZQtW35W66gN\nFfP4IoYPQ5WWRtjgQcH7Iu66i2bLl5G2fFlgqPrH06tdw7H3b5DLUbdujb189qTz4EEOXX1NULC1\nbNiAt6go+BhfWRmW8qQ6CYnzlYpk3eradQHkBkNgwHqf3ti2bq0iNvjMZmzbtmMon78kCALxL72E\n6PeT+9zYwG/vzbec0p0FYP7xR/LfehvR6w2GbqjSKrvtwocMIW3ZskoX9Zp+Nocmb74R/H91s2ak\nrVwZnG/WkMj1OqJG3hMUYgBiHnuUZl9/ReKUycF5baIoUjxrNtZ166q0bpYsXMSxW4dQ8PY7OP/6\nC9exYxy/ewT27dvxFhWR9eBDZI4cRfHcuZhX/Yxt2zbs27bjzc8PuhRrQpDLq30dQ/v2pfnPq2g6\n51MMfRouHbehkRsMxI8fj3PfPopmzKxyv2XNGrwFBUSOvOec1FPRvqvt0CH4mgtyOSEdOgRHdhiu\nu45m3y4n7sUXAQi57FL8djuuI0cpmjGDknnz8JnNlC1bTviQW9F1rl2rtKZNawAiR9yNz2SidOm/\nLZTFc+eSOXIUeeNfQK8JOPmsfgFV8+YYLW72xLRg8KXxlVokwwYNounMqs+phERDIw8NRR4aWqtt\nFdHRpC5ZTNoP3582BElCorFRNHYBEhL/n/Dk5CCEhCA/Kd69AkGhIOmjaeS9+BLWX34h/H/DKVuy\nlNxx47Bt+hVVSgpN3nk7GC7ht9koXbAQT2YmMU89ReHUqRR+OJX4l186l4cFgCc7IPKFDhxI8axZ\nuI4cQR4ZhXPfPkLaXYIiJqbax4keD5mj7g1cgZvzaa1T9KruPxsEocaTv5OJuu9eCj/6mKKPP8ax\ne3fAqi+KxI19Dsfev7GuWweCQOrSJcHWkeLPPsf43nvkv/4Gmnbt0F99NUXTp1O6ZCkRt/+P3OfH\n4rfaSPky4JDIGfM0+j69CbvhBnKefIqwG2/A0KcP+j69KZw8Bbxeoh56qMoxF8+dh+uf/QAUvv8B\ncWOfAwIC37FhwxG9Xlpu2Uz+629g27qVlls2U/Duu5i/W4lMr0fdsgWKiAggMIg9buxzhN5wPe70\nDIpnzyZnzBjw+Yh9fiye7BxEtwvX4SOULV+OPDIKeVhY8Jj13btT8NZbuI8fr/FE1Ll/PzK9vsZW\n6Zpw/L2PrAcewGexcNHvvwUdK6Io1vt9cPLj/XY76TfciLc8lbbZsm9QNk3B9M3X2HfvRpWSgt9i\npXTRIuTR0YTddCOCovF+Gt3HjiPTalEmJ9P8x8rOXJlKhaZNGwAihg0LOi5Pnlnl3LsXdatW6K++\nmuLPP8dvs2GcNBk8HopnzEQeGkrOk0+hTEyk6WdzUKWkUDh1GqWLF9N87ZoqTmMIpDF6C4uIvOvO\n8659TuL/D8GRF4mn/p43XNub0vkLsG7ZQmjfvph++AHH7j1oLr4YvF705QPaIeCsT12yGL/Tieh0\nkjtuPNmPPUbz71fiycsDmRx12r8praLfj3HSZDy5uYheT/AzeaKTryaU8fH1OewGRxEZSfTjj1Hw\nxpuULV2K8++/EVQqCj/6mLAbb0Sm0+EzmymaNg1tly4kTHgXZVwcnrw8Mu+7n8z77kfTpg1+hwPt\nlVdifHdC+cIKNG3aBEJITniO/6uEDhiAZcMGiqZPR9u5UyVRrGT+ApQpTdH36HFOatGWhzOd3Eao\n7dgR26+/IoSEoGl9UaX2xorfeduvmyj6eDoi4MnLR3Q6CR82vNb7jrjzLrRXXom2fXtchw9T/Pnn\n6K/thenbFRTPnIk8JhrnP/+gKQ78Dsv730BYpJyl3+5AFGQM7px6ZgcvIXGOkGk01f6NJCFxviGJ\nfBL/WZz796NKSUGm1TZqHR6jkbKlS1G3aIEnJxtlYsIpBQxBqSRhwrsBd5hMhiczC/N3K1G3aYMr\nI4P0gddXeYzu6quJeuB+3OnpmFauJG78uCpChc9kIv2mQajSmhHzyCNoO3YM3lc0YwYhl7dH1+XK\neh9nhZMvdOAAimfN4vjdI4LJaYrYWJrO+RR1y5ZVHlc4dRr27dsBsKxdS+h119Vr/57sLBTx8aec\nAXQiht69MfTuTemSJcH0uciRI1EmJCCPikIRE4Ohf/9KCX2h11+PcdIk/A4HTd54A3Wrljh276Zw\nyhQsP/+Mfft24t94HXXLlqhatKBpeDghl12GTKdDPj+SkEsuCaSDvf8+uS+8QOGHU7Hv/JOYJ58M\nJOYJApa16yiaPh3DddehiImm5PPPkYVoCLniCvJffx2/3Y7odlP2zTdYN28Gnw/T8uVY1qxFEROD\nt7CQkBNe2wpC2rYlpG1bNG1ak3HrEJTJyWg7dUIoPykxr1pF6aJFmH/6idD+/RHkcgD03a+h4C2w\nbvoVbWcXiqjISrNLvIWFHLvjzoBo+MwzRNx5R/D97SkoAJ8PZUIC5p9+wms0EnH33eXBHp9S9tVX\ngTlFHg+OPXvQde2K5ZdfyH/lVbSdO5Pw1psIKhXOgwcpXbqUqFGjTiskFrw7Acdff5GyYD6CXI7t\njz/wFhQQN348hVOnUvTJDESvF+uGDSji47Gs+hlEEU27djj37sX222/or7mmVu+h0+F3u7Ft3oLo\n9RBy+eUoYwMpoKIo4jp0KND2cdJ3gTsjA1Vq6mlFzpgnHsf2++9kP/YY8S+9iOj14dz7F6rUVBz7\n9hHaty/aLldSPHs2mQ8+iGPHTnTdr8G26Vdyn30OVWoqvrIyjt91N2nfrcD8Y6AN3bppE5G3315p\nX/YdOzBOnAQEkpvVLVui79mTiDvvCB6TxIWJOzsHQalAeYHMvnLs2AEKRbVhACei7XgFsrAwyr76\nGteBAxRN/wQIzMOTR0dXSV6tEOoAEqdM4fjtt5P9xJPYt29HUKlIWbQQ+7btIBPQtGqFJzcXTbt2\nlC1ZGlhXra6S7H6+Ez5kCMUzZgbmAMtkJE6ZTPajj5Hz9DPEvfgCJZ/PxWc2Ezf2ueD7Q9mkCSkL\nF5D14EM4du8mevTDRD/8MNaNG5GHh5P/+hs49+4l7Oab/9+0Wsa//DKOPXvIuvc+oh9/jLAbbqDs\nm2U4du8mbvz4czacX3NRK5Jnz0LbqVOl27UdA67+kHbtKgl8AMqUFORhYYGwMY8HFApK5s5FfXEb\nQi5pW+t9y/U6tO3bAxAz5mky772X9BtuBJ+P8KFDiRg+jIxbbsW1cD5E98Z3aXv0aRGs3+mnlTmH\ntBj9GR69hISEhMSJSCKfxH8Sd1YWGUNuI/LOO4gbN67R6rCsXUvOU2MQPR7kYWHIo6ODoRuno0Jk\nSXhvArYtWwgdMABvSQnm738Izn8RVCpCLmlLyGWXIQgC+t7XYlqxAsfu3YheH8WzZuI8eIgmb76B\nJycXb0EBotdL5shRtPhlA4qoKGxbt1L4wYeoUlJI+/EHBLkc0e3GlXEMzUWtgvXkjh2LffsOQq64\ngtgnnwi6efw2Gz6rFXdWJvLoaNQXXYRhQH/wi2g7tEeZnEz+K69y/M67SPvpRxSRkYheL9mPPY5t\nyxZEt5uwW27BsWcPhVPeR9epE/LwwGwWn9WKr8yE6oTnzHXkCNZffkH0+Yl64P6gGOLOyq7X1bXw\n4cOx/fY79h07iH7wAQBkajXNV/+MUD4LrQJlXCyRI+9BGRsbfG7iX3uVvPEv4CsrI3LUKMKHDAm8\nNoJQaWbHiVf4A0LuBLTt21Pw3kSODRkCcnkg5cvjQZWaStwL45FHROC32YInqPKYaJp+/hk5T43B\n+N5E8PmQR0RgfP8DRKeTxNmz8JlMgRTHGlC3aEHKwgXIQkIqCUna8vZefL5KTgBVSgqq1FQKp07F\nb7EgqFSEXn89uqu6oO/encLp0wMzADt1pOCtt/A7HEQ/cD9+u53j/7s98LyMHEnRJ5+A348nvyAg\n+BUVEXb99UQ9+CDpN9wQSAA0Gsl7flxAFFy5Em9BAfpre1H08XT8FgvmFd8RO+55wocMqVYEs+/Y\nQcncuQBYfv6Z0IEDsW7ahKDVEj58GN6SYorL26rixj1P5IgRuDIycOzaTeiA/hzu2QvTdysriXzW\nLVuCAhiAtn374GtcHaLXiyc/H1VSEsWffkrR1GkA6Hv2JHlG4HUsXbSYgjffJP6119B2vIKcJ58i\n/uWX0HbqhPvYMUIuvbTG9SuQh4aSPHMmx/43nNxnA05PQaNBLE/T1bS7BN1VVxH96KOUzJ+PMjmZ\npKlTOfa/23Ht30+Tt98GAY7/73ayHh6Nr6wMFApsGyuLfKLbTd6rr6JMSCD5008xr/oJ+/btFH/6\nKSVz55I0ffop59+4s3NQREVWOeH3FhYi0+uDt4teL+7MTFTNmuHYsYO8l1+hyZtv/Pu+PMd4cnNR\nxMQgKJV48vJQREXV+gJCQ+EtLcX47rvYt+9A07Ytie9PaVCXqd9u5/jtt6Ns0oTUL5ZWu40oiniy\nsxFksvPCwWlZtx5d506VWlCrQ1AoMFzXB9PX32D79VcM/fqhatqU4tmzMdx44ymFF22H9oTfdhtl\nX32Fpm1bPMYCMm65Fcp/d9Vt2iBotTT9/HMsq1cH5vG1bBn8zb5QkKnVRI4ahXHCBHRXX42hTx/i\nxo/DOHESR/sELraF3XxzJQEUQBERQcrnn2FZvx5Dv34ISmWwrTZ55gzy33zrnLWong/I9XpSlywh\n7+WXKZw8JeDSB0JvuIHwYUPPaS3VXaDStGuHPDy82jACQRDQXHZpoFOkeXMMffpQPHMmEeUzYetD\nyCVtSftuBQXvvou6ZUuiH34YCIRoyHfvgD69cccnkhUextHwJB7J/KXe+5KQkJCQqB5BGsJ9anQ6\nnWir4xBmican4J13KZk3D3lYGC02bQwOrq8tfpsN0eer9ZyG6nD89RfH7x6BulUrwofcSv7LrwAQ\ncfvtZ62d1me1cqjLVUTecQfmVeWJaYKAoFYhU2sQFAoSJr5H+vU3EPvss0SOvIdjQ27DlZ6O6HSS\nMHEiPpOJ4lmz8BqNxL3wApF33Yll7VqyH32MkMsvx3X4MDK9nqTpHyMPCyfr3nvxlpSgjI9HptOR\nunRJlbqchw6RMWgwUfffT+yYpyicOo2i6dMJv20IqpSUQDjEb7+TPXo0ALprrqHJ66+R9dDDuI4e\nJeaR0UTdfz+e/ALSBwwIzvtLXbqEkMsvx2e1caRnT0IHDKDJG6/X+XkT/X78djty/bm/muwtLMT2\nxzZchw6B6EfT9hIM1/WpdMJo/XUzvtISDP36IVOrKXhvIiWffYa6dWtC+/ej8IMPUSYm0nzN6jNy\nDRzt1x93ZiYtt2xGERkZvN04eQrFc+YQNWokPpMZ848/4rfZEEJCEN1uIoYNJe7FF8l99jnMP/xA\n3Ljn8eTmUTJvHsqkJDzZ2WguuQRlk3gsa9Yij46m6exZwZPHjFuHINNqA/Mk5XJSv1iKeeVKCia8\nh99sRpWaSpO33wq4Pn//HV2P7oQPGoT2qqtQRETgs1iwbf2Nwg8+QHS5ENRqBJWKZsuXcbTPdajb\ntCH544/wlpZy9Lq+aK+4gqQZn1QRCvNeeRXTt9+iatYMTevWxDz+WMCNIJcj0+kQ3W58JSUkfTSt\n2llRos9H9hNPYF23nqSPPyJv3Hg0l16KIjIC8+o1tPrjd3ylZaQPHIjfZkMeE40quSmOP/9E3bo1\nKQsXcqhTJ6JHjybmsUdr9Zr5rNbAGAClClVKU8w//kjpkqUkTpkcbA30OxyIXi9ygwFXRgbuo0eD\n9Wc/+RSWVauQR0Rg6NcX07craPbN11jWrEWZlBQIaNmzh6RPpmPo1Su4X3dmJtmPPIK3pJS0Fd9W\nm0znLSriSO8+KOLiiBg2FPMPP6Lr1o3QgQM4fsedaDt1InnmDMw//YRx4iQ8ubnounbFsW8ffpMJ\nVbNmNFvxbZUkyZpwHjqEY+dOwocNq/I58JaWBlvYRbcb86pVyPQGDNf2qrKOOzOT9OtvQNulC1Gj\nRpL1wIMY+vUjcdJEIPB5LJoxg8T3p2TaLz4AACAASURBVOAtLCR3zNP4rFZ0XbsS//JLFLz1Nt7i\nYuJfeSV4gUL0+bCsX4+vuITwYUNr1Y5e8N5ESubNQ9elC7YtWwgfPoz4V1455WM9ubl4i0tQxMai\njKveZemzWhEEgZIFCyn84AMA0n76EXWzZpW2KV28hNLFi/Hm5yMPD6fFLxuCgRG+srJAeuopvm98\nViuCUlnn398K/A4H2U88QWi/foTfeiuu9HTSB15P3EsvEnnHHad/vNuNOyMDQaFAlRZopTWtWIG+\nW7cax0ecWLtpxQrCBg3GfewY+a+9RsSwoZQsXITrwAHCBt1EwoQJ9Tqu8wm/3U7WQw8T9cADQbHe\neegQtk2bULdug67LlY06vuBCQhRFnH/vw7HrT5TJyZW+Lxsbn9mMTKut9rUs/PhjiqZ9RMyTTxJ5\n912Uff014cOG1ftzWxN5L73E0ZWrubP/y7w5+BLyTU4+2XCYlWEHuXjc0w26LwkJiQsLQRDsoijW\nL2VKolokke80SCJfw+KzWMh54kmiHnywyhypBttHueCjiI7GfewYCRMnYri2V+DEX6EIiBMqVZW2\nhRPJvP8BPDk5pK38rl5X5x27d5P14EPIQkNJXboEeUQER6/riycnh9hnnyXq3lFncoin5PiIe7Dv\n2AE+H8lzPkV0u8l+OCCexb/6ChHlgQ6+0lIihg+j4J13afLuOxTP/jQw9N/nQ9u5M4JCge2334gc\nMQLzTz8hDwuj2Tdf40pPJ/O++/AVFv0rfjidiG43oTfdSOJ771VbV/aTT2HbvJmYJ56g4J13CBs0\niIR33q78vO3Zg3XjRopmzUYQBERRDJzgbt5M5Ii78bvdmL7+htQvlnLszrsIHdCfhLfeovjTTzFO\nmkzqV18S0q7dWXtuzxecBw+SMWgwsc+PJfS66zjStx/RDz5AzOOPn9G6RTNm4ko/WuU19LvdgUTL\n8pYt0efD+c8/lC5chPOffTT9/HMU0dH43W6yH3oY29atAIQNuZW4Z56hZPFiIoYORabXUzJ3HqED\nB6Bq2jS4fsE771Iyfz6IIvGvvkrE8GGB/fj9uI8dR5nQBJlGg+j3U7pgAYUfTg2IsmFhRI68h5JF\ni/AVFiFotSRNm4qvqIjcsc8HZ1rGl5+gQ0B4koeHV3uy49y/n6xHHkEZE4tjzx7kUVH4rVbSvl+J\nKjm5PBDlf3hyckj+bA4hbf9tZxJ9PgreepvSxYuRh4Xhs1jA7yf1i6V4i4vJHv0ITefNo+yrr7Cs\nXk3866+R93zAZazv1Qvrhg0oExPx5OTQdO7cM2qdrwvu48c5esONRAwfjr57d7Luvx9BrUZ0uQCQ\nhYYS/8rLhF1fdUyA89Ahjt02lJDLLiN5xieUzJ+PO+MYTd55G0EmC34uFfHxePPzUTRpgjcvD0Gp\nRPT7wecjYeJ75I5/AU3Lluh6dKfk87nIdDpiHn2E/NdeJ/rxx4gpF/89RiO5z41Fc/HFRI64u1KL\nacmiRRjfnYDo8ZA8e1YlR0vRJ59QOHUaTT+bgzI5meN33403Nw9Bo6HF+nX4Skrw5OWjv+ZqAPJe\nepmyZcvA5wtcJFEoED0eUr/5GkV0DBmDBuErKyN86FBcR4/izshAd3U3zCu/R6bT4bdaEUJCEGQy\nIkeMQBEbQ8nnc3EfPw5A+G1DiLr3XuRRUTU60vx2O4d79kLXtStJH7yPcdIkij+dg7pVK6IffYTQ\nvn2rPKZs2XLyXnwR/P6AW3jyJEL79sV9/DjGSZORhRpQN29B4bRpCDIZoiiiadMGx65dRD/0EDGP\nPwYEPneZd4/AvmMHuq5d0VzchuJP55Dw3gTCbroJ+59/kjlyFFH3jqrxO8fvcJA+eDCCQknq4kX1\nGlKe9/IrlH35JTK9nuZrVlP29dcUTp5Ciw3rUTZpUuf1GgLX0aNkP/oYCe+8fUrHtITEhYJz/35y\nnn2WpnPmnNW2fcv6DRx57EluvvFtxvZvzaI/jpMWo2f+qLNzLiAhIXHhIIl8DY8k8p2G/+8in7e0\nlIK33yH8lpvRXXXVGa+X//oblC5ejLZjR1IWLkD0+RqsxcV58BDGyZPwZGXjzsggdekScp55Fr/D\ngc9kQhEbg7bDFVhWr8bQpzeJU6bgt9sp+2YZts2biXthPKqmTXFnZnK0bz8AEiZPqnRyK/r9uA4f\nwfn33+i7X4MiJga/243fag3c73Zj/v57Cj+ejiImJjDUvryFtOiTTyj8cCqJH35IaL+qJ2gNRfGc\nzzBOnIimXTtSvwwknGXedTeOf/6h5aaNyPV6ypZ/S155G7O+Rw+SPpmOdf168l97nZgxYwgbPAjR\n4SDroYexb9uGLCyMprNmBucYeYxGLGvX4k7PIHzobVjWrKFo2v+1d+fxVZRn/8c/V1aSsG+yKEbB\nitZHxaWPwq91o25YK7i0Ki51qa2te9W4I1qNtiqiokJr626pK5q6W6tPXajWtRUVMCD7TiBkz/37\nYyYxCSckmDkZzrm/79drXpBz7sx3ruuQkHNnZu476furX7V6BlLlrFl8ddRYAPL/93/ZZspdjQst\ntLT+zTdZfMWV9DvvPHoePY4l113P6ocfhqwseo4bx8CJ17LoyispK/kbw15+iblHjaXLd77DkPv+\nGHU7t1iVs2aRO2wYlpVF5RdfkFNY2O4znpLJOUf5P99i/Rv/oN/ZZzdeer0pZS+/zMJzzsXy8tjh\nzTfaPKPS1dRQ8cmnLL3xxmCRiR12YKsrryR/xO5YTk5wOfh55weLp8C3mhRY8tsbWP3gg/S74ILG\ny7gBqr76itKfHk/92rV0HX0Qg4qLqVu9mkWXFlHx73/T+5RT6HHUjyk97ifk770XQ+67LzjD9n/3\noduBB7LulVfoc8YZ9L/oQhZffQ21K1aw9R2TKT32OCq/+IJBN95Ijx8dsVnH2lFVc+cGZ/1lZvLl\nyFFkdOvGNndPwdXUkL311s3O6mxp7YwZLCq6jMzevakLV+sdMGECPX9yHHMPPSw4a3PqvVQvWEju\nd3Zgxd13s+avjzP497/j61+eTX1ZGRk9ejD0byVk9elDzZIlQLBAwcILL6Ts5VcofPRRcrcrZN5J\nJ1M1e3Zwu4LMTHoccQT9L7wAV1PD7INGUzBqFFWff07u8OH0PfuXLJ88max+/Sib8SwQ3IA+q39/\n1r32GltdfhlLrplAz2OPZf3f/07typVse/+fyd5mG2b/8GB6HnM0WX36svbZGWx9++3MP/VnZPXv\nj6uvo2bhIgpGjWT9K6+G9Qa/PFn7XAlLi4vpf9FF5O+9N0tvvLHx32CX736XPmeeQeWsWY2XjGcU\nFDDkgfuDxSBqappdDrz6scdYMuFatn3kYfL32ANXX8/aGTOCX8bMmUP3MWPof/FvyOjalbLnnqP8\n7XdY9+KLFIwcSa/x41k5dSoVH39Ml513pmrOnOA2DLW1uMpKCkbuS2bPXpTPnMm29/+Zpb+9ger5\n8yn8y2NkduvG2mefZfEVVzZOjjvnmHPooWT368+ACdcw78Tx1K1dS2bv3uzw+t+DrznncJWVjZdf\nL7v1NlZOnQrZ2eSPGMHgSbc1/jtyzkFtbbNftLm6Olb9+X4qP/uMAVdfxbpXXmXx5ZfT/fDDKHvh\nRbodfDBVn31GRkEB2z3ZfAVYEdnyOeeo/O9/2eXheey1bS/e/WoVt/1kN8aOSK17WYpI9DTJF720\nnuQzswzgPOAsoBBYDkwHrnbOtWvmzodJvjVPPkX5W2+RN2J3eo4b1/hDevW8eXz9q19RPXsOOUOH\nBme1tXJpjqupoeyFFyh/6216nXACudtvR/nbb5O9zRBydxiGZWRQ8eGHlB5/AlkDB1C7aDGDbr6J\npTfdTJ8zz6DPqacCwWWy6177e/DmcvBg8nb9n43u5VSzeDHLbrmVrj/4Pt0POwzLzmbts8+x+PLL\nyejWjS67fJfcYTuw1SUXs+rBh1h26630+PGRVM2eTeXHn9Bl552DGyJfcQWrHniAmq+/hqysYIW9\nxx5l5X1/YuUf/kD2oEFk5OVR+MTjbJj5L1Y//DAb3nuvcTGJ3B13pP8lF7PoNxdTt3p1s2MsGDWK\nQTcVN1+gYPVqlt96G/1/c1FSl16vnj+fuUeNZevbb288M6V25Upqly+ny/DhQZ8rKpj7oyPJ33NP\nBl5/XatnNTb9/rCpS8Tqq6tZVnwTvY7/acLFNRqsmDaNjPx8eh1/fJuXlTZbIbWqitJjg7Nmhr7w\nPDnbbEPFRx9R+pOfYvn5uA0bGPLA/c3ueyepo3b1ar4cOYoe48Yy6Le/bffnuZoayt95h/zvfW+j\nS4ucc6x98ilqli5pPBNsc7i6Oio+/JC83Xff6BcRdWvXsurhh1lx1xRytiukdtFiyMhgwFVX0v3I\nIzEzqr78MrgHUXjJf+mJ46l4/30sL49hr77SbMLDzKhdvpza1avp8p3vtDyUThWsit17kxN7LZW9\n9BKLiy6j10knUfHhh1R+9hm9TzmZFXfcycDiG+l51FHNxjfUvHzyZFZMuZsBE6+l13Eb37uqbs0a\n5h41Nuh/ZiY1Cxawzd1TyBk6lFV/vp8106dT8P3v02X4cFZMmcLQl19m7YxnWDH5juBSUjPqKyvJ\n33MPCkaNalw8pM8vzqL/+ec3Xqps2dlk9usLtXVkFBRQPX8+Q198kZytBzce6+rHHmPJtRPJ3XFH\n+v7qbPL33JM5PzyYrH79gv8bw++hLVeGrpr7FfXryuiy666Nj5e/O5OaxYtYPnky1NSSNWAA1XPn\nMuT++8nZdggr77uP1Q89TM6QIRQ+/tdm+3O1tayYOjW4T6cZGbm51K9fT9bAgXQbPTqY+MvJoX7D\nBpb9/vdUL1hAVp++9DvvXCw3l+o5c8jbY49m33/XPP1041mllpMDZnTZZZdg8Zpw3Ipp01h+y61Y\nly5k5OfT9+yzWXr99Qy6+SY2vP9v1r36KnUrVpCz/fZkDxhA+cyZ9PjRjygYuS+LLrkUy8mh59Hj\n6Lr//iy75Vaq5s4lb5dd6Hv2L8kpLGRR0WVUvP8+QOMZrfn77MOQqfeyeOJE1j7+BJk9ezLwhhsS\nXmItIqlht2tfYm1FDXnZmbx35WgKcnU5uIjvNMkXvXSf5LsdOBd4Cnge2Ak4B3gTGO2cq29rH+k+\nyVfxySeUHn9C8Jv4DRso+MH3GXjddSy7+XeUPf88GXl59DzmaFbd/wCDJ00ie/BgLCc7OIMoM5OK\njz5ixZS72fDBB9SXlUF2NtTXB5cslZUBkDVgAN1Gj2bNE0+Q2aMHhY88zJwxR+AqKgDI7NGDoa++\nSkZONvPPOJMNM2c2Hp/l5dH/gguCFTszMqhbt455J5xI1ZdfAsHZEYN+dzOlxx5H7o47svWddzR7\nc9rw77vZm6TqauaOG0f17Dlk9uzJ4Em3YVlZzP/ZaWQNGED9unXkjRhB98MOZdEllzZ+Xlb//nQ9\n4ADy9xgBmVksKiqC2lqyhwyh98knQxiRt/vuzS7ji4Orr297Eq0dY7YktStXUj1/fuMKbs45llx7\nLa6ikq4HHED3Qw+J+QilI8rffpsuO+3UrjP/thTrXn+dhedfQN5uuzHoxhvIHjSo1bEN9z3qfcrJ\nsS4GlCwNZ2VXzf2K0uOOo379ejJ792bYq6+0usqmq66m/F//omDffVv9XlQ+cybzTz+j8R6JzS7D\nvedelk+aREa3buTtuitD/vgHaleuZPb+B5DRtSuFjz0aLBaRkYGrqmL2QaPBOYa+/BKZXbtS+fnn\nzDv+BPpddCF5u+7GvPHjydluO/qde27CiSRXU9PsFyKVn39OZrdum3zdN6Xyiy+YN/4kMnv2xNXU\nBPvPyaZ28RK6HnQg/S+8iNztt0v4udULFrDqgQeoL1tHrxNP6NBtClxtLWufmUF9RQU1CxdSNWc2\nWxVd1iy7dsUK5hx2OHm77srAG35LVt++zB79Q2qXLgXn6D5mDDnbbkvlf/5D3Zo1ZPXry4CJE8nq\n1YuquXNZed99rH1mBtTUkNm3L90PP4zyf7xB9bx5wa00srMZcNWVZPbuw4LzzqPrqJEM+v3vycjN\npW79esr/7//out9+3qzYKpKu/t9Nr7FgdQVH7jaIycePiPtwRGQLoEm+6KXtJJ+ZfRf4BHjKOXd0\nk8fPASYDJzrnHmlrP+k2yVf+7ky+PussALL69KG+ugrLzmb7p56i7PkXWDJhAmRnB/cSOmk8vU46\nmay+fZh7+BhqFi1qXPAgo2tXugwfzoYPPiCrd2+67r8/XQ88gPwRI1g2aRL1ZevocfQ4apcvZ+2T\nT7Fh5kwKRo5k4A2/JXvAAJbeWMyav/6V/pdczJIJ19LnjNOpnv91cK+q6yZSsM8+VM+dy6qHH6b8\njTeDswsyMnB1deAc29x7D3WrVrOoqCh40+Uc2z87o9l9vjal4uOPWX7HnWxVdCm5Q4cGvXn7bZbd\nciuVn37KNtOmUjByJKsfe4z6devIHjyY7occ0uxyqrXPPkfZ888zcOK1CW86LyLpr768HMvPb3Mh\nher581ky4VoGFt9Idv/ECyKki4ZVsTN79ohkMZu69evJKCjYqMf1GzYw55BDqV2+nMGTJjVO9Je/\nO5Osfv02miCr+PBDgGb3Uquvrm68zL1ufTkZBW2/llGqLy/HunShurQ0ONO9Vy8G3VS8Rd7vrb6y\nMpiQC/uzYto0lt8+mUE3FSe8Z2NLNUuXUf7Pf9L1gP3J6tWL+qoqVtxxB9Xz5rHVZZc1TpbWV1Rg\nXbp06usgIp3j0ElvMGvJOv506t4cMDy9/y8UkfbRJF/00nmS73rgCuAHzrk3mzzeBVgJ/MM5d3hb\n+0m3Sb7qefNYPX06OBp/Yz9w4kTy99gDgBX33EP5O+8y4KorGye/ANa99hor7ppCz2OOJiM/nw3/\n/oCKjz8mb5dd6H/Jxa3ePLxB7erVwc3uwx/aXX19sLpkt27MP+00yt96GzIz6X/B+fQ544zGz3PO\nUfbcc1TOmtX4WMHIkXQdFawCt3r6dJZcfQ39zj+fvr84q8P9cc5Ru3x52r8JFxFJB2UvvMjqRx9l\nyLSpzX4Jk4rq1qzB8vO3iHtrtodzjvq1a1Pq7FsRiddx977N7GXreffyg8jOTJ2rSUQkeTTJF710\nnuR7ERgN5Dvnqlo890/gO865fm3tJ90m+bZEVXO/oqykhB5jj2pcpGJz1CxcSNagQfqtv4iIiIjI\nFurNL5dTU1fPgcOTt5KviKQWTfJFL50n+T4B+jvnNvpfxMymA8cCuc656gTP/xz4OUBOTs6eVVVV\nLYeIiIiIiIiIiMi3lIxJvsKiklYXYC0tHtPmGVyFRSWvA/u18vTepcVj3msxvgdwPTAO6APMAe4E\n7iktHtPpE27pvKRRPtDa7FxlkzEbTfI556YCUyE4ky8pRyciIiIiIiIiIlG6jW8WYL2FYAHWc4ER\nhUUlo0uLx7S5ACuwArggweNzm35QWFSSA7wMjADuAD4DDgOmAFsBE75dCd9eOk/ybQBau7FalyZj\nREREREREREQkhRUWlXwXOAd4srR4zNFNHv+KYAHWnwJtLsAKlJcWj3moHePOAPYGzi0tHnNH+Ni0\nwqKSJ4DLC4tK/lRaPGbeZhXRQel8x9NFQF8zy03w3GBgRaJLdUVEREREREREJOUcDxgwqcXj0whO\n8hrf3h0VFpVkFBaVdC8sKtnUzf9PCPc7rcXjk4Bs4CftzYtKOk/y/Yugvu81fTBcXXd34L1EnyQi\nIiIiIiIiIilnb6AemNn0wdLiMZXAh+Hz7TEYWA+sBdYXFpU8WVhUMrzpgPDef3sAH4T7b2om4DYj\nLzLpPMn3F4Kmnt/i8TMJ7sX3cKcfkYiIiIiIiIiIJMMgYEVp8ZhE6zMsBPqG99HblK+Am4GfESzY\nOoXgPnvvFhaV/E+Tcb2AvHC/zYT5KwgmCztV2t6Tzzn3iZndBfzazJ4E/sY3N1z8B+27DltERERE\nRERERKKXZWYducpyarhwaoNvvQBrg9LiMT9r8dDjhUUlM4DXgVuBHzbZD23k5bfyXNKk7SRf6Hyg\nFPg5MIZgJvUO4GrnXHtWVBERERERERERkejVOuf2inB/SVmAtbR4zJuFRSVvAAcUFpXklRaPqWiy\nn0TrQDTkdfpir+l8uS7OuTrn3C3OuR2dc7nOucHOuQudc+vjPjYREREREREREYnMIoJLcltdgLW0\neMy3XYC1FMgkuEwXYDVQQYJLcsP8viS4lDfZ0nqST0REREREREREvJBwAdbCopIoFmDdAagFVgGU\nFo+pB/4NjEgwqfg9glV+O33BV03yiYiIiIiIiIhIqmv3AqyFRSUDC4tKhhcWleQ3eaxHYVFJZsud\nFhaVjAFGAS+3WEn30XC/P2/xKecTTAj+pQO1fCvpfk8+ERERERERERFJc6XFYz4pLCq5C/h1YVFJ\nWwuw3gicAhxAsKgG4d9vLSwqeRaYSzBR9z1gPMEaDy0nD6cRrMJ7a2FRSSHwGXA4MBa4vrR4TGm0\nFbZNk3wiIiIiIiIiIpIOWl2ANbzEdlM+J7jE9ghgKyAbWADcA9xQWjym2T32SovHVBcWlYwGrgeO\nB/oAc4BzgLsiqmezmHMujtyUUVBQ4MrLy+M+DBERERERERGRtGFmG5xzBXEfRzrRJF8bzKyeYMWU\nVJdFcKqpstM719dsH2uOM9vHmuPM9rHmOLNVs7LTNdfXbB9rjjPbx5rjzPax5jizfaw52dl5zjmt\nFREhTfJ5wszec87tpez0zvU128ea48z2seY4s32sOc5s1azsdM31NdvHmuPM9rHmOLN9rDnObB9r\njjtbNp9mTEVERERERERERFKcJvlERERERERERERSnCb5/DFV2V7k+prtY81xZvtYc5zZPtYcZ7Zq\nVna65vqa7WPNcWb7WHOc2T7WHGe2jzXHnS2bSffkExERERERERERSXE6k09ERERERERERCTFaZJP\nREREREREREQkxWmST0REREREREREJMVpkk9ERERERERERCTFaZJPREREREREREQkxWXFfQASPTPL\nBw4H9gYGA/nABmAh8B7wN+dcubJTO9fXbB9rjjPbx5rjzPax5jizVbMfNceZ7WPNcWb7WHOc2b7l\n+prtY81xZvtYs0TMOactjTbgFGA5UAfUt7KtBE5Vdurm+prtY83qtz/ZPtasfqvmdM72sWb1259s\n33J9zfaxZvW787O1Rfxaxn0A2iJ8MeGY8IvvXWA8MAzIAyz8cxhwEjAz/OI9Rtmpl+trto81q9/+\nZPtYs/qtmtM528ea1W9/sn3L9TXbx5rV787P1hb9ZuGLKmnAzP4FrANGO+fqNzEuA3gV6Oac20vZ\nqZXra7aPNceZ7WPNcWb7WHOc2arZj5rjzPax5jizfaw5zmzfcn3N9rHmOLN9rFmSQwtvpJfvAo9s\n6gsTIHz+EWBnZadkrq/ZPtYcZ7aPNceZ7WPNcWar5s7L9TXbx5rjzPax5jizfcv1NdvHmuPM9rFm\nSQJN8qWX9QQ3yGyPweF4Zaderq/ZPtYcZ7aPNceZ7WPNcWar5s7L9TXbx5rjzPax5jizfcv1NdvH\nmuPM9rFmSQa3BVwzrC2aDXgAKAMOb2PcGGAtcL+yUy/X12wfa1a//cn2sWb1WzWnc7aPNavf/mT7\nlutrto81q9+dn60t+k335EsjZjYQ+CewLTAHeIdguesqIJdg1n0fYCgwHxjpnFus7NTK9TXbx5rj\nzPax5jizfaw5zmzV7EfNcWb7WHOc2T7WHGe2b7m+ZvtYc5zZPtYsSRL3LKO2aDegF3Az8DWJl73+\nOny+t7JTN9fXbB9rVr/9yfaxZvVbNadzto81q9/+ZPuW62u2jzWr352frS3aTWfypTEzGwAMAvKB\nDcAi59wSZadXrq/ZPtYcZ7aPNceZ7WPNcWarZj9qjjPbx5rjzPax5jizfcv1NdvHmuPM9rFmiYYm\n+URERERERERERFKcVtdNY2aWb2bDzGzX8M/8uI8pDmbWx8wmm9muSc5Rv1G/O5v63bnU786lfnee\nzup1mKV+q9+dSv3uXPre3bnU786lfsuWTpN8acbM8sysyMw+JVgh53Pgg/DPMjP7j5ldloxvEmbW\n38xuNrO/mdmfzGy/Vsb92MzmRp2/CT2BXxHcKDRS6ndC6rf6HUW2+q1+g/rdmf1OWq9B/U5A/Va/\no8r2qt/qdULqt/odRfaW2m/ZTLpcN42YWV/g78B3gbl8sypOJdCFb1bF2R74L7C/c25FRNm9Cb4B\nbdPkYQfcC5zjnKtrMvZE4AHnXGZE2TPaGJIPHAi8BywBnHPuxxHkqt+Jqd/qd0ez1W/1u4H6HVG/\n4+p1mK1+b0z9Vr+jyPaq3z72Otyf+h1Qv9Ow35IEca/8oS26DZgGrAOOaGPcj8Jx0yLMvhmoBk4H\nugI7AdMJVuJ5BshuMvZEoC7C7HqgjsSrANUneD6SbPVb/Va/1W/1W/1OlX7H1Wv1W/1Wv9XvCHO9\n67X6rX6ne7+1Rb/FfgDaInwxg98kTGjn2GuBJRFmfwrcm+Dxi8JvgiVATvhY1N+I3yY4nfl8wrNT\nWzw/LPwGNU79Vr/Vb/Vb/Va/fex3XL1Wv9Vv9Vv9Vq/Vb/Vb/dbWeZvuyZdeugML2jl2QTg+KoXA\nzJYPOuduAc4CDgWeMbPcCDMbjAQuJ/hm956Z7d3yMJKQCeq3+q1+N1C/O079Vr+T3e+4eg3qt/qt\nfjdQvzvGx16D+t1I/W6UTv2WiGmSL73MAo43M9vUoPD54wlu4BmVMqBboiecc38AzgQOBmYAeRHm\n4gJ3Ety/YAHwtpndaWZRfuNLRP1Wv9Vv9Tsq6rf6ndR+x9hrUL/Vb9Rv9TsS3vU63L/63YT6nV79\nliSI+1RCbdFtwMkEpw6/DZxAcFPO3PC53PDjE8Pn64CTI8x+HXi8jTGnAbXASpJ4ii9wDMFNShcB\nPyVY+SgZp1Sr3+q3+q1+q9/qWOu8iQAAEr1JREFUd0r2u7N6rX6r3+q3+q1eq9/qt/qtrfO22A9A\nW8QvKFwArA+/8BNt9UA5cGHEuZcBFUD/NsadGn5zSOo3BoLTl+8Na34//DMZP9ip3+q3+q1+q9/q\nd0r2u7N6rX6r3+q3+q1eq9/qt/qtrXM2C18sSSNm1gcYC+wFDCJY5nsDwW8f/gU84yJabrtJ5iCC\nlX7ecM591sbYI4ERzrlrozyGVrK+D9wJDAFOcs49l4QM9fubLPVb/Y4iU/1Wv9VvOq/fndHrMEf9\nRv1uMlb97niml/1Wr5tlqd/qdxSZW2S/5dvRJJ+IiIiIiIiIiEiK08IbIiIiIiIiIiIiKU6TfCIi\nIiIiIiIiIilOk3xpysx2NLM6M6vdnOeUnVq5vmb7WHOc2T7WHGe2jzXHma2aOy/X12wfa44z28ea\n48z2LdfXbB9rjjPbx5olOllxH4AkTQ3wNZDopoubek7ZqZXra7aPNceZ7WPNcWb7WHOc2aq583J9\nzfax5jizfaw5zmzfcn3N9rHmOLN9rFkiooU3REREREREREREUpwu1xUREREREREREUlxmuQTERER\nERERERFJcbonn6fMbBtgO+fcG8qOZL/9gTXOuepWnu8H7JSMmn3LNjMDsptmmlkPYBzQG3jHOffP\nqPKU3erxbAd8BIx3zs3orFzfss0sHxgJ9AWWAm8556qSnetjtpl1AU4B9gd6AcuAEmC6S/K9TeLK\n7qxcM7sMeNY592lU+9zSs+OsOcwfCBwLlAOPOefKzSyT4PXej+A9wEzgj8659emQHWfNYX5X4MfA\nPsA2QD5QBswC/uaceyvqzLizY655L2BvYHCYuwFYCLznnPtXsnJ9zm7juNLu/V2c2b69v5OIOee0\nebgBVwB1yu7w/k4AFgN1QAXwJ6BPgnEnRl2zj9nh67cWqAVeAvoA2wGLgPpwqyP4AT4Z/3a8ySaY\nONzUtleYe3LDY8ruUO6FwI4tHjsZWBm+tg3bUmBcxP++vMsG7gCebPJxf+DTMKue5l9XLwE5qZ4d\nc80N+30HOAPoGuW/oy0xO+aatwNWNHltPwG6Ekzg1rfYPifB/9+plh1nzWH+8S3y6xP8/VVgcBJe\n71iyY8w9EPgswfeuprmfAaOT0Gsvs9t5fGnz/i7ObDx8f6ct+i32A9AW0wufRt8M48oGvhd+E1wO\nPE7wg3w9MA/YucXYqCe7vMsGjgpzPiT4ob0O+AswA3gEOCQc80r43E8jrNm7bJpPsLRnq42wZu+y\nw32d0OTjQ8PHFgFXE0x8XU8w+VUN7BlxzV5lE7zJn9Dk40cJJtGvAQqBXGAocEv49TcxwppjyY65\n5nrgyzCvjuBMnz8A+0aVsaVlx1zzVGA9cDpwOPBf4FmgEjiL4BcU/YFLw2ObnOrZMdd8WLjPj4Ei\n4Fzg6TD7tPD5OwneNH8BdE/17BhzDyD4v6AUuBIYDexEMMm7U/jxVQQ/k1YDB0TYay+zN+MY0+L9\nXZzZePj+TltyNq2um0bM7OTNGH4kMNY5l6nsb537DDAC2Ms5tyx87HDgQYIf6n/onPs4fPxE4IEI\na/Yu28xeA/KAUc65ejO7muAHnZecc0c0GZcB/AeY75w7pKO5vmabWT2wDniG4D/9lroRXCr8OsEP\nADjnftbRXF+zw9zxzrlHwo//CQwBdnXOrW4ybhuCN1UvOed+0tFcX7PNrBw4xzl3X3gp/Hrgbufc\nbxKMfQjYxzk3rKO5cWbHXHM9MB74B8EEwKkEb04dwZknfwQedM6tiCJvS8iOuebZwDPOuYvCjw8B\nngd+75y7pMXYBwn+f9k+lbNjrvkNgssm/9c5V9fk8ZuAY5xzQ8OP9yL493C7c+7yVM6OObcA+IFz\nrnwT47oCbwJlzrn9Oprra7aP7+/izPbx/Z0kSdyzjNqi29j4NPm2tihn/73LJniDf3mCx3cA5hNc\nwrB7+FjUv23xLpvgzJ4Lm3w8PHw9T0kw9mpgWYQ1e5cN/BJYA7xH8B9+y+eHhccR6eWbvmaH+zwh\n/HsmUANc1MrY3wMLld2h3FXAr8O/F4TH8eNWxp4FVEZYcyzZMdfc+Do3eewggrMJK8LnK4HpwMFR\n5caZHXPNG4DTmnw8qLXXO3ytq1I9O+aay4DzEzze8P/1bk0euwuYlerZMeauB37RzrG/BNZH2Gvv\nsvHw/V2c2Xj4/k5bcjYtvJFeygku6ZvUjrFHA5GcieFxdl+C+xY045z70sz2A/4OvGJmB0eU53t2\nb4I3qQ0azn5YmGDsQqCHsr8959zdZvY0MAV428zuIfjPf13DkChylJ1QPsGE1+etPD+L4OtQ2d/e\n+wSX9N3pgpvzLwJ2JTiDs6Xd+ObrLpWz46x5I865V4FXzawXwRlvpwPHAEeb2Xzn3Hbplt2JuStp\n/rXS8PdeCcb2BqJc1Cau7Dhrzmjj+a5N/v4+EMmZ5zFnx5VbDXRv59ju4fio+Jjt4/u7OLN9fH8n\nSaBJvvTyEdDTOfdEWwPNbLiyO2wRwaU3G3HOfWVm+xNc0vcK8ECEub5mr6L5D/B1BD/UVyYY25vg\nkktld4BzbjEw1szGEty0f5yZXeCcmx5VhrKb6WNmQwAjeB0TvTklfDzqlSF9y54EPGtmlwPFwERg\nkpktAB5yztVYsPLsWcCZBPf7ikpc2XHW3CoXXJZ9B3CHme1JsEjFT9M5uxNyPwBOM7NpBGcmX0ww\nqTXOzB514UrVFqzQfibBrR5SPTvOmj8CxpvZHa7JpasEE1v1BPeka9CD4KzDVM+OK/cN4AIze945\n90lrg8zsf4ALCC4VjoqP2T6+v4sz28f3d5IMcZ9KqC26DZhMcKlTXjvGXgHUK7tDuY8C77cxphD4\nivAm/RHW7F02wW+Q7mvn2D8AH0RYs5fZLfbdDbg7fE2fBw4mSZfM+pjNN5eGNGz1BPdLSzT2PuAj\nZXc4+5owbzHBDeOXhsdQAyzjmwUT/kuEKzjHmR1j7kaXrrYxvkuqZ8dc877ha1lJMOFVR3DJ5OXA\nbIIJ3zuBBeFzp6d6dsw1H8s3C2RdAvwaeDLM+WuLsY8C/5fq2THmfofgF501BKuATyT4xcSp4Z8T\ngZfD51fQYvV2ZW92rnfv7+LMxsP3d9qSs8V+ANoifDFhb4If4Pu1Y+wQYD9ldyh3fPgDzvfbGLct\nMDfib8TeZQMXAo+1Y1wBwQ/4Ua6c52V2KzmjgE/DH37q6ISJNh+yw+9hLbfzEozrTnB251RlR5I/\nGngtfF1b3mOnFLgO6Jakf1OxZMeRy2ZOeKVDdpw1h/mHAi8Cb4VfV9kEl8M/1OT1rgF+ly7ZMdd8\nKcEEY9OvpxeBHi3GTQSOSofsGHO3J7iXZQUbfw+rDx+fDgxNwuvsVTYevr+LMxsP399pS86m1XVF\nOsDMcoFa1/xShUTjugJ9nHPzlJ1cZpZPcJPYBc65lZ2V61O2mWUT/NZ+CMFZhq1eOqLsyI8hk+Be\nRxXOuSjv9+N1dvj1M4zgzM0Kgq+jZVHnbEnZcdYs8bJgterBwOeuySrW6ZzdGblm1h8YCeQC/3HO\nfZqMnC0pO+aa8wnuKzqI4J6uGwguOfzEbWIFWmXLlkzv7yQKmuQTERERERERERFJcW2tjCQiIiIi\nIiISOzPLNbOzzWyKmV1tZju0Mm60mb2m7Ehzr4mxZi+yfaxZoqdJPk+Z2fi4vjh9zPax5jizfaw5\nzmwfa44z28ea48xWzcpO11xfs32sOc7sKHPDS1XfIVid+hfABOBTM7skwfCtgP2iyPU1O0HuNZ2R\n62u2jzVLcmiSz1/bEt8Xp4/ZPtYcZ7aPNceZ7WPNcWb7WHOc2apZ2ema62u2jzXHmR1l7vnAbsAN\nBPelGwO8D9xoZlMiylB2/Lm+ZvtYsyRBVtwHICIiIiIiItKGY4G/OOeuCj/+1MxeBG4HfmVm2c65\nM5Wd8rm+ZvtYsySBJvnSiJnN3YzhPZSdmrm+ZvtYc5zZPtYcZ7aPNceZrZo7L9fXbB9rjjPbx5rj\nzI6x5qHA3U0fcM7VA+eY2RrgCjPLcM6dHmGmz9k+1hxnto81SxJoki+9FAKrCZZRb0u+slM219fs\nuHJ9zY4r19fsuHJ9zY4rN87suHJ9zY4r19fsuHJ9zY4rtxLITvSEc+4qM6sDrjazDCDq+w/6mO1j\nzXFm+1izJINzTluabMAc4MV2jr0SqFN26uX6mu1jzeq3P9k+1qx+q+Z0zvaxZvXbn+wYc98GHmxj\nzASgHvgq4l57l+1jzep352dri37Twhvp5X1gj3aOdcpO2Vxfs32sOc5sH2uOM9vHmuPMVs2dl+tr\nto81x5ntY81xZseV+zJwpJl1azXMuQkEkxHbRpjra7aPNceZ7WPNkgSa5EsvHwB9zKywHWPnAW8o\nOyVzfc32seY4s32sOc5sH2uOM1s1d16ur9k+1hxnto81x5kdV+6DwBRgh00Ncs5NBM4BHogo19ds\nH2uOM9vHmiUJLDz1UkRERERERERERFKUzuQTERERERERERFJcZrkExERERERERERSXGa5BMRERER\nEREREUlxmuQTERERCZmZM7NN3rDYzErDcYWdc1TRMbNsMzvZzJ42s6/NrMLMNpjZV2b2lJmdYWYF\nCT7PhVu9mQ3dxP7/3mTsqeFjf27yWHu215PXAREREZH0lRX3AYiIiIhI8pnZcOAJYGdgDfAa8BVQ\nCwwGfgAcBdwI9Euwi1qCnx1PBy5PsP8dgP2bjGvwNFDaYvj+wH7AP4DXWzzXcqyIiIiItIMm+URE\nRETSnJkNBF4FBgF3AJc759YnGPdD4Het7GYpsBj4mZld7ZyrbfH8GeGfzwJjGx50zj1NMNHXNGcC\nwSTf6865CZtbj4iIiIhsTJfrioiIiETEzA4ysxfMbJWZVZnZF2ZWbGY9Eox9Pbw8NcfMrjazz8PP\n+XP4fA8zu9jMXjOzBWZWbWbLzWyGme27mYf2W4IJvkecc+cmmuADcM69DOy1if1MAwYAR7SoJRs4\nFXgL+O9mHpuIiIiIRECTfCIiIiIRMLOzgJeBUQRnrt0GrAIuBd4ys56tfOoTwNkEE2STgE/Cx3ci\nmJyrB0qAW8P9Hwi8YWaHtvO48oETwg8ntDU+wRl6TT0KlPPNWXsNjgT6E0wCioiIiEgMdLmuiIiI\nSAvh5aSt2Wiyzsy2BSYD64HvOedmNXluCvBL4Gbg5wn2ty2wi3NuRYvHPwMGtXzczLYGZhJMIr7Q\nZjHBmXm5wALn3JftGN8q59w6M3sMONXMtnbOLQifOhMoA6aT4H59IiIiIpJ8muQTERER2dg1mzl+\nPJAD3NJ0gi90Rfj8SWZ2jnOuqsXzVyWY4MM5tzZRkHNugZk9DpxjZkOcc/PbOLYB4Z8LEz0ZroJb\n2OLhp51zH7ayv2kEi2+cBkwMJzh/CNzrnNtgZm0cjoiIiIgkgyb5RERERFpwzrU6U2VmpQRn3zW1\nR/jnawn2tdrMPiBYvXY48FGLITM3kTUKOA/Yl+By2JwWQwYDbU3yteVUgkUwmioFEk7yOefeNbNP\ngNPM7HqCS3cz0KW6IiIiIrHSJJ+IiIhIxzUsrLG4lecbHk90X74liT7BzMYCjwOVBPfim0NwP7x6\nYH+Cibncdhxbw/4HJXrSObd/k8zrCc48bMs0gsuTDwN+BrzvnPugHZ8nIiIiIkmiST4RERGRjmu4\ntHYA8J8Ezw9sMa6Rc861ss/rgGpgL+fcZ02fMLN72fjsu9a8B1QB25jZDh29L1/oQeAm4B6Cswkn\nRrBPEREREekAra4rIiIi0nENZ7Ht3/KJcFXd3QnOyPus5fObMAz4b4IJvgzg/7V3J865DQSr4gJc\nvRn5m9rnGoKzDLcmOLvw0U1/hoiIiIgkmyb5RERERDruIaCGYDGMYS2euw7oDjyUYNGNTSkFdjCz\nxstsLVjVYgKw82Ye3xXAImC8md1mZgWtjOvRyuOJXAmMBQ5xzq3bzOMRERERkYjpcl0RERGRDnLO\nlZrZ+cBdwL/NbDqwnOCS2n2BWcClm7nb2wguh/3AzJ4gmEQcRTDB9yzwo804vkVmdhDwJHA+cIqZ\nvQbMJbjH3wBgJLADsCw83rb2OZ+OL/ohIiIiIhHRJJ+IiIhIBJxzU8xsNvAb4GggH/ga+B1wQ3iJ\n6+bs714zqyKclAMqgDcJFro4ms2Y5Av3N8vMdgeODz9/X+AIwBFM7H1IcJ+9vzjn1m/OvkVEREQk\nftb6vZ5FREREREREREQkFeiefCIiIiIiIiIiIilOk3wiIiIiIiIiIiIpTpN8IiIiIiIiIiIiKU6T\nfCIiIiIiIiIiIilOk3wiIiIiIiIiIiIpTpN8IiIiIiIiIiIiKU6TfCIiIiIiIiIiIilOk3wiIiIi\nIiIiIiIpTpN8IiIiIiIiIiIiKU6TfCIiIiIiIiIiIinu/wOXv/l2TgkWVwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11d045518>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax1 = plt.subplots(figsize=(20,6))\n",
"\n",
"color = 'tab:red'\n",
"ax1.set_xlabel('Hora GMT',size=20)\n",
"ax1.set_ylabel('Contador', color=color,size=20)\n",
"ax1.plot(contador, color=color)\n",
"#ax1.tick_params(axis='y', labelcolor=color,size=20)\n",
"ax1.xaxis.set_major_formatter(yearsFmt)\n",
"start = np.datetime64('2018-09-01T11:00:00')\n",
"end = np.datetime64('2018-09-01T23:59:00')\n",
"delta= np.timedelta64(20,'m')\n",
"ax1.xaxis.set_ticks(np.arange(start,end,delta))\n",
"ax1.text(contador.index[465],700,'1er GOL',size=15,color='b')\n",
"ax1.text(contador.index[510],700,'2do GOL',size=15,color='b')\n",
"ax1.text(contador.index[530],850,'3er GOL',size=15,color='b')\n",
"ax1.text(contador.index[540],800,'4to GOL',size=15,color='b')\n",
"ax1.text(contador.index[435],200,'Comienza',size=15,color='b')\n",
"ax1.text(contador.index[580],250,'Fin',size=15,color='b')\n",
"plt.setp(ax1.get_xticklabels(), rotation='vertical', fontsize=18)\n",
"plt.setp(ax1.get_yticklabels(), fontsize=18)\n",
"\n",
"ax2 = ax1.twinx() # instantiate a second axes that shares the same x-axis\n",
"#ax2.set_ylim(0.6,0.7)\n",
"color = 'tab:blue'\n",
"ax2.set_ylabel('Sentimiento ANEW', color=color,size=16)\n",
"ax2.plot(agg, color=color)\n",
"ax2.tick_params(axis='y', labelcolor=color,size=16)\n",
"ax2.legend()\n",
"ax1.legend('Contador')\n",
"plt.setp(ax2.get_yticklabels(), fontsize=18)\n",
"\n",
"\n",
"#fig.tight_layout() # otherwise the right y-label is slightly clipped\n",
"plt.show()\n",
"fig.savefig('sent_cont1',bbox_inches = 'tight')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Vamos a replicar el gráfico pero con menor escala en el eje sentimiento para ver si hay maximos locales :"
]
},
{
"cell_type": "code",
"execution_count": 182,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAABPkAAAG2CAYAAAAN71MfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nIhBqJeLWAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1201fa898>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax1 = plt.subplots(figsize=(20,6))\n",
"\n",
"color = 'tab:red'\n",
"ax1.set_xlabel('Hora GMT',size=20)\n",
"ax1.set_ylabel('Contador', color=color,size=20)\n",
"ax1.plot(contador, color=color)\n",
"#ax1.tick_params(axis='y', labelcolor=color,size=20)\n",
"ax1.xaxis.set_major_formatter(yearsFmt)\n",
"start = np.datetime64('2018-09-01T11:00:00')\n",
"end = np.datetime64('2018-09-01T23:59:00')\n",
"delta= np.timedelta64(20,'m')\n",
"ax1.xaxis.set_ticks(np.arange(start,end,delta))\n",
"ax1.text(contador.index[465],700,'1er GOL',size=15,color='b')\n",
"ax1.text(contador.index[510],700,'2do GOL',size=15,color='b')\n",
"ax1.text(contador.index[530],850,'3er GOL',size=15,color='b')\n",
"ax1.text(contador.index[540],800,'4to GOL',size=15,color='b')\n",
"ax1.text(contador.index[435],200,'Comienza',size=15,color='b')\n",
"ax1.text(contador.index[580],250,'Fin',size=15,color='b')\n",
"plt.setp(ax1.get_xticklabels(), rotation='vertical', fontsize=18)\n",
"plt.setp(ax1.get_yticklabels(), fontsize=18)\n",
"\n",
"ax2 = ax1.twinx() # instantiate a second axes that shares the same x-axis\n",
"ax2.set_ylim(0.6,0.7)\n",
"color = 'tab:blue'\n",
"ax2.set_ylabel('Sentimiento ANEW', color=color,size=16)\n",
"ax2.plot(agg, color=color)\n",
"ax2.tick_params(axis='y', labelcolor=color,size=16)\n",
"ax2.legend()\n",
"ax1.legend('Contador')\n",
"plt.setp(ax2.get_yticklabels(), fontsize=18)\n",
"\n",
"\n",
"#fig.tight_layout() # otherwise the right y-label is slightly clipped\n",
"plt.show()\n",
"fig.savefig('sent_cont1',bbox_inches = 'tight')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"No termina de verse la relación. Quizá la fuente de mensajes ya viene 'forzada' de origen, un mensaje con el hastag #HalaMadrid parecería forzado a ser positivo, luego los eventos del partido poco van a influir. O quizá el sentimiento viene con retardo, aunque estaría en contradición con el aumento casi inmediato de tweets que hemos comprobado en cada gol. Haremos otra prueba con tweets genéricos para ver si el modelo nos da un resultado interesante.."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.1"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment