{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "cmHsMaiAanSd" }, "source": [ "# Ciencia de datos\n", "---\n", "# Tema 2 - Analítica descriptiva: comienza a extraer valor de los datos" ] }, { "cell_type": "markdown", "metadata": { "id": "Uja1HprjanSi" }, "source": [ "#### ¿Qué vamos a ver en este NoteBook?\n", "En este NoteBook trabajaremos la fase de \"*comprensión de datos*\" en la que dada una base de datos de partida buscamos entender cómo son los datos de los que disponemos y extraer información relevante que nos ayudará posteriormente en el proceso de toma de decisiones.\n", "#### ¿Qué caso de uso vamos a trabajar? (Caso 1)\n", "El de un departamento de marketing de un centro comercial el cuál, a través de las tarjetas de fidelización, dispone de algunos datos básicos sobre sus clientes como son: la identificación del cliente, la edad, el género, los ingresos anuales y una puntuación de gasto. La puntuación de gasto es algo que se asigna al cliente en función del comportamiento del cliente y los datos de compra.\n", "\n", "El director de marketing quiere analizar los datos de los clientes para extraer nuevas perspectivas o *insights* que le premitan planificar una estrategia de marketing exitosa.\n", "\n", "#### ¿Qué nos aporta el análisis?\n", "Un análisis descriptivo nos permite conocer mejor nuestros datos. En este caso, entender cómo es nuestra base de clientes para poder diseñar la mejor estrategia de marketing.\n", "\n" ] }, { "cell_type": "markdown", "metadata": { "id": "bxRAqkh4anSk" }, "source": [ "## Base de datos (Caso 1)" ] }, { "cell_type": "markdown", "metadata": { "id": "jj2Z4QcIanSk" }, "source": [ "La base de datos que vamos a utizar corresponde a la información se dispone de los clientes del centro comercial. Incluye los siguientes campos:\n", "\n", "- **idcliente**: índice (valor numérico) de identificación del número de fila que se corresponde con el número de cliente.\n", "- **genero**: variable categórica que se corresponde con el género del cliente (Male/Female).\n", "- **edad**: variable numérica que se corresponde con la edad en años del cliente.\n", "- **ingresosanuales**: variable numérica que se corresponde con los ingresos anuales del cliente (en miles de dólares).\n", "- **gasto**: variable numérica que representa una puntuación que se corresponde con el dinero gastado en el centro comercial (va del 1 a 100).\n", "- **antiguedad**: variable numérica que se corresponde con la antigüedad del cliente en meses (medida temporal de la fidelidad del cliente)." ] }, { "cell_type": "markdown", "metadata": { "id": "rKvKCSsyanSl" }, "source": [ "## Índice \n", "- [Librerías y lectura de ficheros](#libreriasylectura)\n", "- [Caracterización de la base de datos](#caracterizacionbd)\n", " - [Descripción de los datos](#descripcion)\n", " - [Descripción estadística](#descripcionestadistica)\n", " - [Tablas pivote](#pivottables)\n", "- [Visualización de los datos](#visualizaciondatos)\n", " - [Diagramas de caja o *boxplot*](#boxplot)\n", " - [Diagrama de frecuencias o histograma](#histograma)\n", " - [Diagrama de dispersión o scatterplot](#diadispersion)\n", " - [Correlación entre variables y mapa de temperaturas](#correlacion)\n", "- [Conclusiones](#conclusiones)" ] }, { "cell_type": "markdown", "metadata": { "id": "VazKjjx2anSp" }, "source": [ "# Librerías y lectura de ficheros\n", "[Volver al índice](#indice)" ] }, { "cell_type": "markdown", "metadata": { "id": "j2DHhoCIanSq" }, "source": [ "En esta sección vamos a importar las librerías que utilizaremos en este NoteBook, así como la carga y conexión a los datos con los que trabajaremos." ] }, { "cell_type": "markdown", "metadata": { "id": "bJYPP4IqanSr" }, "source": [ "\n", "\n", "---\n", "\n", "\n", " Librerías\n", "\n", "\n", "\n", "---\n", "\n" ] }, { "cell_type": "markdown", "metadata": { "id": "WfbyWM6BanSr" }, "source": [ "Importamos la librería [Pandas](https://pandas.pydata.org/) para trabajar con tablas de datos *(dataframes)*:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "id": "1lbJJIbVanSr" }, "outputs": [], "source": [ "import pandas as pd #librería Pandas para las tablas de datos en formato dataframe" ] }, { "cell_type": "markdown", "metadata": { "id": "Lqccrl4zanSs" }, "source": [ "Importamos las librerías de visualización. En este caso [Seaborn](https://seaborn.pydata.org/) es la que vamos a usar:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "id": "OnRlTnT4anSs" }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import seaborn as sns #Seaborn es una extensión de Matplotlib" ] }, { "cell_type": "markdown", "metadata": { "id": "uSDWCZ9ghHJk" }, "source": [ "## Carga y lectura de datos \n", "[Volver al índice](#indice)\n", "\n", "---\n", "\n", "Primero cargaremos la base de datos a Google Colaboratory y a continuación la leeremos como tabla de datos en Pandas, es decir, como un *dataframe*." ] }, { "cell_type": "markdown", "metadata": { "id": "MAbkIs6SanSu" }, "source": [ "\n", "\n", "---\n", "\n", "\n", " Carga de datos\n", "\n", "---\n", "\n" ] }, { "cell_type": "markdown", "metadata": { "id": "w9lIEY-Mehmp" }, "source": [ "Aparecerá un menú con un botón que dice *Elegir archivos* que permitirá seleccionar el fichero de datos a cargar. En este NoteBook tenemos que cargar el fichero *Caso1.csv* que contiene la información de los clientes del centro comercial." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 129 }, "id": "PqlVLyEhbceF", "outputId": "14600032-3ee1-4749-f5c9-c06999eefeb7" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "" ], "text/html": [ "\n", " \n", " \n", " Upload widget is only available when the cell has been executed in the\n", " current browser session. Please rerun this cell to enable.\n", " \n", " " ] }, "metadata": {} }, { "output_type": "stream", "name": "stdout", "text": [ "Saving Caso1.csv to Caso1.csv\n" ] }, { "output_type": "execute_result", "data": { "text/plain": [ "{'Caso1.csv': 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] }, "metadata": {}, "execution_count": 2 } ], "source": [ "from google.colab import files\n", "files.upload()" ] }, { "cell_type": "markdown", "metadata": { "id": "DlBXYKIyAMMW" }, "source": [ "\n", "\n", "---\n", "\n", "\n", " Lectura de los ficheros de datos\n", "\n", "\n", "\n", "---\n", "\n" ] }, { "cell_type": "markdown", "metadata": { "id": "VZA8zEEkkjE6" }, "source": [ "Leemos el fichero de datos del centro comercial a la vez que lo convertimos en tabla de datos (dataframe, df).\n", "\n", "Como hemos cargado previamente el fichero *Caso1.csv* en Google Colab, lo podemos leer directamente con la función *read_csv()* de la librería Pandas." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "id": "Ymd4YrutD7QQ" }, "outputs": [], "source": [ "#para que funcione esta instrucción es necesario cargar antes los datos\n", "df = pd.read_csv('Caso1.csv')" ] }, { "cell_type": "markdown", "metadata": { "id": "PWAeYfepanSs" }, "source": [ "\n", "\n", "---\n", "\n", "\n", " Definición de funciones\n", "\n", "\n", "---\n", "\n" ] }, { "cell_type": "markdown", "metadata": { "id": "5p0gddroanSt" }, "source": [ "Aquí definimos unas funciones para ayudar en la graficación. Entre otras tenemos:\n", "\n", "* **count_plot()** ;\n", "\n", "Esta función permite graficar la distribución de frecuencias de una variable categórica.\n", "\n", "Para poder utilizar esta función más adelante en este NoteBook deberemos ejecutar sin falta la celda de código que aparece a continuación." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "id": "-VGQU9dTanSt" }, "outputs": [], "source": [ "def format_spines(ax, right_border=True):\n", " # definición de colores y contornos\n", " ax.spines['bottom'].set_color('#CCCCCC')\n", " ax.spines['left'].set_color('#CCCCCC')\n", " ax.spines['top'].set_color('#FFFFFF')\n", " if right_border:\n", " ax.spines['right'].set_color('#CCCCCC')\n", " else:\n", " ax.spines['right'].set_color('#FFFFFF')\n", " ax.patch.set_facecolor('#FFFFFF')\n", "\n", "def count_plot(feature, df, colors='Blues_d', hue=False):\n", " # definición de variables, cálculo de frecuencias y porcentajes\n", " ncount = len(df)\n", " fig, ax = plt.subplots()\n", " if hue != False:\n", " ax = sns.countplot(x=feature, data=df, palette=colors, hue=hue)\n", " else:\n", " ax = sns.countplot(x=feature, data=df, palette=colors)\n", "\n", " # crea doble eje\n", " ax2=ax.twinx()\n", "\n", " # intercambia ejes\n", " ax2.yaxis.tick_left()\n", " ax.yaxis.tick_right()\n", "\n", " # cambia etiquetas de los ejes\n", " ax.yaxis.set_label_position('right')\n", " ax2.yaxis.set_label_position('left')\n", "\n", " ax2.set_ylabel('Frecuencia [%]')\n", "\n", " # poniendo bordes\n", " format_spines(ax)\n", " format_spines(ax2)\n", "\n", " # poniendo porcentajes\n", " for p in ax.patches:\n", " x=p.get_bbox().get_points()[:,0]\n", " y=p.get_bbox().get_points()[1,1]\n", " ax.annotate('{:.1f}%'.format(100.*y/ncount), (x.mean(), y),\n", " ha='center', va='bottom') # alineamiento del texto\n", " # if not hue:\n", " # ax.set_title(df[feature].describe().name + ' Análisis', size=13, pad=15)\n", " # else:\n", " # ax.set_title(df[feature].describe().name + ' Análisis por ' + hue, size=13, pad=15)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "PEYWQ3xEh41b" }, "source": [ "# Caracterización de la base de datos \n", "[Volver al índice](#indice)" ] }, { "cell_type": "markdown", "metadata": { "id": "5NlBSgxs3STG" }, "source": [ "Primero, podemos hallar las dimensiones (número de filas, número de columnas) de la tabla de datos (dataframe) mediante la función *shape()*:" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "epKlZuoW3ANY", "outputId": "31380cde-d451-45a1-c835-12e242aedad3" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "(200, 6)" ] }, "metadata": {}, "execution_count": 8 } ], "source": [ "df.shape" ] }, { "cell_type": "markdown", "metadata": { "id": "lQNXMKMrs-rH" }, "source": [ "O visualizar el encabezado del dataframe utilizando la función *head()*: nombre de las variables (columnas) y primeras 5 filas," ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 206 }, "id": "x2PahYH9f-_z", "outputId": "666b7626-ddfc-4bc6-e8dc-7b284f060b36" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ " idcliente genero edad ingresosanuales gasto antiguedad\n", "195 196 Female 35 120 79 35\n", "196 197 Female 45 126 28 18\n", "197 198 Male 32 126 74 34\n", "198 199 Male 32 137 18 16\n", "199 200 Male 30 137 83 41" ], "text/html": [ "\n", "
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\n" ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "dataframe", "summary": "{\n \"name\": \"#df\",\n \"rows\": 5,\n \"fields\": [\n {\n \"column\": \"idcliente\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1,\n \"min\": 196,\n \"max\": 200,\n \"num_unique_values\": 5,\n \"samples\": [\n 197,\n 200,\n 198\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"genero\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 2,\n \"samples\": [\n \"Male\",\n \"Female\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"edad\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 5,\n \"min\": 30,\n \"max\": 45,\n \"num_unique_values\": 4,\n \"samples\": [\n 45,\n 30\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"ingresosanuales\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 7,\n \"min\": 120,\n \"max\": 137,\n \"num_unique_values\": 3,\n \"samples\": [\n 120,\n 126\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"gasto\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 30,\n \"min\": 18,\n \"max\": 83,\n \"num_unique_values\": 5,\n \"samples\": [\n 28,\n 83\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"antiguedad\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 11,\n \"min\": 16,\n \"max\": 41,\n \"num_unique_values\": 5,\n \"samples\": [\n 18,\n 41\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" } }, "metadata": {}, "execution_count": 9 } ], "source": [ "# veamos las primeras 5 filas de la base de datos\n", "df.tail() #muestra los 5 últimos datos\n", "#df.head() #muestra los 5 primeros" ] }, { "cell_type": "markdown", "metadata": { "id": "0E7Q_qzxanSx" }, "source": [ "### Descripción de los datos \n", "[Volver al índice](#indice)" ] }, { "cell_type": "markdown", "metadata": { "id": "5PZZUUKv2AEn" }, "source": [ "Para cada variable (columna del dataframe) nos interesa conocer con la siguiente función *df.info()* el número no nulo de valores en **Non-Null Count** y los tipos de variables tal y como se muestra en la columna **Dtype**. Hay 2 tipos de variables:\n", "1. La variable categórica género como *object*.\n", "2. La variables numéricas que son números enteros *int* y también números decimales *float*.\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "d8GyJ_M118ge", "outputId": "ed1c5546-6381-4854-b5d2-56af332039d5" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "\n", "RangeIndex: 200 entries, 0 to 199\n", "Data columns (total 6 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 idcliente 200 non-null int64 \n", " 1 genero 200 non-null object\n", " 2 edad 200 non-null int64 \n", " 3 ingresosanuales 200 non-null int64 \n", " 4 gasto 200 non-null int64 \n", " 5 antiguedad 200 non-null int64 \n", "dtypes: int64(5), object(1)\n", "memory usage: 9.5+ KB\n" ] } ], "source": [ "df.info()" ] }, { "cell_type": "markdown", "metadata": { "id": "NLduE9YuUZp-" }, "source": [ "### Descripción estadística \n", "[Volver al índice](#indice)" ] }, { "cell_type": "markdown", "metadata": { "id": "j_WlJI7eiG42" }, "source": [ "Descripción estadística rápida de las variables: número de datos (**count**); valor medio (**mean**); desviación estándar (**std**); valor mínimo (**min**); percentiles **25%, 50% y 75%** y el valor máximo (**max**).\n", "\n", "A los percentiles **25%, 50% y 75%** les corresponden las posiciones conocidas como cuartiles que respectivamente son **Q1, Q2 y Q3**. Siendo el cuartil Q2 igual al valor de la mediana de la distribución. **El rango intercuartílico**, IQR, se define como la diferencia: Q3 - Q1." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 209 }, "id": "2ApeJbACxriX", "outputId": "d152abb6-a5f3-4c3a-b0ce-7d7fda0ec1f9" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "count 200\n", "unique 2\n", "top Female\n", "freq 112\n", "Name: genero, dtype: object" ], "text/html": [ "
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genero
count200
unique2
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freq112
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" ] }, "metadata": {}, "execution_count": 11 } ], "source": [ "df.describe()\n", "df['genero'].describe()" ] }, { "cell_type": "code", "source": [ "df['ingresosanuales'].mean()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "Q030KofrdqVS", "outputId": "ba4b2b69-0055-4b25-b3d1-aec35dfcd2a6" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "60.56" ] }, "metadata": {}, "execution_count": 12 } ] }, { "cell_type": "code", "source": [ "df['genero'].value_counts()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 178 }, "id": "WFr2mTKhdyzk", "outputId": "f72918dd-5595-4c3e-8d76-dd8d4451a980" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "genero\n", "Female 112\n", "Male 88\n", "Name: count, dtype: int64" ], "text/html": [ "
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count
genero
Female112
Male88
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" ] }, "metadata": {}, "execution_count": 13 } ] }, { "cell_type": "code", "source": [ "# Agregar una nueva columna a nuestra columna de datos\n", "df.loc[df['edad']<=45,'Grupo_edad',]='Adulto'\n", "df.loc[df['edad']>=46,'Grupo_edad',]='Adulto Senior'\n", "df.loc[df['edad']<=21,'Grupo_edad',]='Joven'" ], "metadata": { "id": "v7fApmqIfG5C" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "df['Grupo_edad'].value_counts()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 209 }, "id": "uOqC5hYZy9jk", "outputId": "4252ae46-5330-4d7d-c4f5-77be17d701e5" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "Grupo_edad\n", "Adulto 112\n", "Adulto Senior 66\n", "Joven 22\n", "Name: count, dtype: int64" ], "text/html": [ "
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count
Grupo_edad
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" ] }, "metadata": {}, "execution_count": 15 } ] }, { "cell_type": "code", "source": [ "df['edad'].describe()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 335 }, "id": "04HhVXLwxaKr", "outputId": "917c30b4-5c63-4c29-8713-b19eee7ebfc2" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "count 200.000000\n", "mean 38.850000\n", "std 13.969007\n", "min 18.000000\n", "25% 28.750000\n", "50% 36.000000\n", "75% 49.000000\n", "max 70.000000\n", "Name: edad, dtype: float64" ], "text/html": [ "
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edad
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mean38.850000
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50%36.000000
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max70.000000
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" ] }, "metadata": {}, "execution_count": 16 } ] }, { "cell_type": "code", "source": [ "df.head() #los 5 primeros" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 206 }, "id": "CdR2vzKkftZe", "outputId": "de966427-fb1a-4a97-f022-fd4a1e033d8c" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ " idcliente genero edad ingresosanuales gasto antiguedad Grupo_edad\n", "0 1 Male 19 15 39 13 Joven\n", "1 2 Male 21 15 81 30 Joven\n", "2 3 Female 20 16 6 4 Joven\n", "3 4 Female 23 16 77 34 Adulto\n", "4 5 Female 31 17 40 16 Adulto" ], "text/html": [ "\n", "
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\n" ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "dataframe", "variable_name": "df", "summary": "{\n \"name\": \"df\",\n \"rows\": 200,\n \"fields\": [\n {\n \"column\": \"idcliente\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 57,\n \"min\": 1,\n \"max\": 200,\n \"num_unique_values\": 200,\n \"samples\": [\n 96,\n 16,\n 31\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"genero\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 2,\n \"samples\": [\n \"Female\",\n \"Male\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"edad\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 13,\n \"min\": 18,\n \"max\": 70,\n \"num_unique_values\": 51,\n \"samples\": [\n 55,\n 26\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"ingresosanuales\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 26,\n \"min\": 15,\n \"max\": 137,\n \"num_unique_values\": 64,\n \"samples\": [\n 87,\n 101\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"gasto\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 25,\n \"min\": 1,\n \"max\": 99,\n \"num_unique_values\": 84,\n \"samples\": [\n 83,\n 39\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"antiguedad\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 9,\n \"min\": 0,\n \"max\": 44,\n \"num_unique_values\": 42,\n \"samples\": [\n 10,\n 18\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Grupo_edad\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 3,\n \"samples\": [\n \"Joven\",\n \"Adulto\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" } }, "metadata": {}, "execution_count": 17 } ] }, { "cell_type": "code", "source": [ "df['Grupo_edad'].value_counts()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 209 }, "id": "IWtK2pANgB6C", "outputId": "7af619b6-9703-4692-ced2-875f9631728d" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "Grupo_edad\n", "Adulto 112\n", "Adulto Senior 66\n", "Joven 22\n", "Name: count, dtype: int64" ], "text/html": [ "
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count
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" ] }, "metadata": {}, "execution_count": 18 } ] }, { "cell_type": "code", "source": [ "df.groupby('genero')['edad'].agg(['mean','std'])" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 143 }, "id": "jyx63alJiCLO", "outputId": "6d26db05-b133-4bb2-8d76-32335380c1d2" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ " mean std\n", "genero \n", "Female 38.098214 12.644095\n", "Male 39.806818 15.514812" ], "text/html": [ "\n", "
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meanstd
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\n" ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "dataframe", "summary": "{\n \"name\": \"df\",\n \"rows\": 2,\n \"fields\": [\n {\n \"column\": \"genero\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 2,\n \"samples\": [\n \"Male\",\n \"Female\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"mean\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1.2081654012968197,\n \"min\": 38.098214285714285,\n \"max\": 39.80681818181818,\n \"num_unique_values\": 2,\n \"samples\": [\n 39.80681818181818,\n 38.098214285714285\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"std\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 2.0299028349358212,\n \"min\": 12.644095457392353,\n \"max\": 15.514811576858186,\n \"num_unique_values\": 2,\n \"samples\": [\n 15.514811576858186,\n 12.644095457392353\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" } }, "metadata": {}, "execution_count": 19 } ] }, { "cell_type": "code", "source": [ "df.groupby('Grupo_edad')['genero'].agg(['value_counts'])" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 269 }, "id": "Iek83KD23Sd-", "outputId": "2955f7fd-f991-4a02-c977-b7df5c86cfd3" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ " value_counts\n", "Grupo_edad genero \n", "Adulto Female 69\n", " Male 43\n", "Adulto Senior Female 34\n", " Male 32\n", "Joven Male 13\n", " Female 9" ], "text/html": [ "\n", "
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value_counts
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\n" ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "dataframe", "summary": "{\n \"name\": \"df\",\n \"rows\": 6,\n \"fields\": [\n {\n \"column\": \"value_counts\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 21,\n \"min\": 9,\n \"max\": 69,\n \"num_unique_values\": 6,\n \"samples\": [\n 69,\n 43,\n 9\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" } }, "metadata": {}, "execution_count": 20 } ] }, { "cell_type": "markdown", "metadata": { "id": "aEihxZ2E06k8" }, "source": [ "Utilizamos la función *sort_values()* en el caso que nos interese ordenar las filas del dataframe con respecto al orden creciente de una de las variables, por ejemplo, en este caso con respecto a la columna \"edad\" de los clientes.\n", "\n", "Para comprobar (siempre es recomendable hacer comprobación de todas las manipulaciones que realicemos de los dataframes) que se ha realizado este orden con respecto a la edad utilizamos la función *head()* que nos permite visualizar exactamente el número de filas que nos interesa. Si no indicamos ningún valor en esta función se muestran las primeras cinco filas que son suficientes para comprobar que el orden es creciente y que no se han producido errores." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 206 }, "id": "-5lkRKXF1kou", "outputId": "e8b93f4f-4e0b-4aac-cce1-422f0bfa119f" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ " idcliente genero edad ingresosanuales gasto antiguedad Grupo_edad\n", "114 115 Female 18 65 48 19 Joven\n", "91 92 Male 18 59 41 26 Joven\n", "65 66 Male 18 48 59 30 Joven\n", "33 34 Male 18 33 92 41 Joven\n", "0 1 Male 19 15 39 13 Joven" ], "text/html": [ "\n", "
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\n" ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "dataframe", "summary": "{\n \"name\": \"pd\",\n \"rows\": 2,\n \"fields\": [\n {\n \"column\": \"genero\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 2,\n \"samples\": [\n \"Male\",\n \"Female\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"antiguedad\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.1779245959154448,\n \"min\": 22.53409090909091,\n \"max\": 22.785714285714285,\n \"num_unique_values\": 2,\n \"samples\": [\n 22.53409090909091,\n 22.785714285714285\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"edad\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1.2081654012968197,\n \"min\": 38.098214285714285,\n \"max\": 39.80681818181818,\n \"num_unique_values\": 2,\n \"samples\": [\n 39.80681818181818,\n 38.098214285714285\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"gasto\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 2.132225399438334,\n \"min\": 48.51136363636363,\n \"max\": 51.526785714285715,\n \"num_unique_values\": 2,\n \"samples\": [\n 48.51136363636363,\n 51.526785714285715\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"ingresosanuales\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 2.1052497348963115,\n \"min\": 59.25,\n \"max\": 62.22727272727273,\n \"num_unique_values\": 2,\n \"samples\": [\n 62.22727272727273,\n 59.25\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" } }, "metadata": {}, "execution_count": 24 } ], "source": [ "pd.pivot_table(df, values=['ingresosanuales','gasto','antiguedad','edad'], index=['genero'], aggfunc='mean')" ] }, { "cell_type": "markdown", "metadata": { "id": "xk7qLMmPanS0" }, "source": [ "Las tablas pivote son una herramienta muy práctica en la exploración y descripción de datos debido a su versatilidad ya que permite de forma sencilla estudiar los datos de forma agrupada.\n", "\n", "En este caso podemos inferir las siguientes **conclusiones**:\n", "\n", "- Tenemos ligeramente más clientes mujeres que hombres 112 (?%) vs 88 (?%).\n", "- El gasto medio por género es practicamente el mismo.\n", "- Aunque la antigüedad media es independiente del género, sin embargo, los ingresos de los hombres son algo superiores a los de las mujeres." ] }, { "cell_type": "markdown", "metadata": { "id": "Zqou-QMxanS0" }, "source": [ "# Visualización de los datos \n", "[Volver al índice](#indice)" ] }, { "cell_type": "markdown", "metadata": { "id": "B8dOJa-KanS0" }, "source": [ "A continuación, con la librería **Seaborn** podemos graficar de forma sencilla los datos para realizar un primer análisis descriptivo." ] }, { "cell_type": "markdown", "metadata": { "id": "v3t56f_PJ-ZP" }, "source": [ "### Diagramas de caja o *boxplot* \n", "[Volver al índice](#indice)" ] }, { "cell_type": "markdown", "metadata": { "id": "rssVPkC7FVa-" }, "source": [ "El diagrama de caja o boxplot es una representación gráfica que nos permite localizar rápidamente las medidas más representativas de los datos observados (o medidos).\n", "\n", "El 50% de los valores medidos u observados se encuentran dentro de la caja (boxplot). La línea central representa la mediana que es el cuartil Q2 (percentil 50), por lo que el 25% de los valores de la caja se encuentra por debajo de la mediana y el 25% por encima. \n", "\n", "Las partes inferior y superior del boxplot (que delimitan la caja) representan los cuartiles Q1 (percentil 25) y Q3 (percentil 75) respectivamente.\n", "\n", "Vamos a evaluar los diagramas de cajas para las variables (columnas): edad, nivel de gasto, ingresos anuales y antigüedad.\n" ] }, { "cell_type": "markdown", "metadata": { "id": "eiTDRv8XWN1_" }, "source": [ "#### Diagrama de caja para la medida de la variable edad" ] }, { "cell_type": "markdown", "metadata": { "id": "7y-s2iytnJZZ" }, "source": [ "Presentamos el boxplot correspondiente a las edades de los clientes. Lo obtenemos con la herramienta de visualización de Seaborn a través de la función *boxplot()*." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 411 }, "id": "MeLgkvq2anS1", "outputId": "d7d81be2-7780-44bc-80e6-5dbea8f244ac" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
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zV1111fC5d73rXTn//POzadOmXHPNNeO7EgDgBMb0fWR27dqVCy644CXnL7jggjz22GOveBQAwGiMKWTa29tz9913v+T8P//zP6e9vf0VjwIAGI0xffn1unXr0tXVlQceeCAXXnhhkuSxxx7LU0895SdfAwCnzJhekXnnO9+Zffv25V3veld+8pOf5Cc/+UmuuOKK7Nu3L+985zvHeyMAwAmN6RWZJHn22Wfzwx/+MM8//3z+5V/+Ja973evy2c9+NnPmzMnFF188nhsBAE5oTK/IfPGLX8zSpUvz2te+Nt/61rcyODiYJOnv78/tt98+rgMBAE5mTCFz66235q677srdd9+dSZMmDZ+/6KKL8uSTT47bOACAX2VMIbN3795ccsklLzlfq9Vy6NChV7oJAGBUxhQybW1tefrpp19y/hvf+EbOPffcVzwKAGA0xhQyH/jAB3LDDTfk0UcfTUNDQw4ePJjPf/7zuemmm3L99deP90YAgBMa01ct3XzzzTl+/HguvfTS/OxnP8sll1ySpqam3HTTTVm5cuV4bwQAOKExhUxDQ0NuueWW/OVf/mWefvrpvPDCCznvvPMyZcqU8d4HAHBSY/4+MknS2NiY8847b7y2AAC8LGO6RwYAoB4IGQCgWHUTMh/72MfS0NCQG2+8cfjckSNH0t3dnZkzZ2bKlCnp6upKX19fdSMBgLpSFyHz+OOP55/+6Z+yYMGCEedXrVqV7du3Z9u2bdm5c2cOHjyYZcuWVbQSAKg3lYfMCy+8kKuvvjp33313pk+fPny+v78/mzdvzp133pnFixdn4cKF2bJlS775zW9m9+7dFS4GAOpF5SHT3d2dyy+/PEuWLBlxfs+ePTl27NiI8/PmzUtHR0d27dp10usNDg5mYGBgxAEAnJ5e0Zdfv1L33ntvnnzyyTz++OMveay3tzeNjY2ZNm3aiPOtra3p7e096TXXrl2bj3zkI+M9FQCoQ5W9InPgwIHccMMN+fznP5/m5uZxu+6aNWvS398/fBw4cGDcrg0A1JfKQmbPnj350Y9+lDe/+c2ZOHFiJk6cmJ07d+ZTn/pUJk6cmNbW1hw9evQlP027r68vbW1tJ71uU1NTWlpaRhwAwOmpsk8tXXrppfn2t7894tx1112XefPm5a//+q/T3t6eSZMmZceOHenq6kqS7N27Nz09Pens7KxiMgBQZyoLmalTp+aNb3zjiHNnnHFGZs6cOXx++fLlWb16dWbMmJGWlpasXLkynZ2dWbRoURWTAYA6U+nNvr/OunXrMmHChHR1dWVwcDBLly7Nhg0bqp4FANSJugqZr33tayPeb25uzvr167N+/fpqBgEAda3y7yMDADBWQgYAKJaQAQCKJWQAgGIJGQCgWEIGACiWkAEAiiVkAIBiCRkAoFhCBgAolpABAIolZACAYgkZAKBYQgYAKJaQAQCKJWQAgGIJGQCgWEIGACjWxKoH8Jtnws8PVT0B4IT8/VQeIcMpN/nZr1c9AYDThJDhlPv5nEtyfPK0qmcAvMSEnx/yj63CCBlOueOTp+X4Gb9V9QwATgNu9gUAiiVkAIBiCRkAoFhCBgAolpABAIolZACAYgkZAKBYQgYAKJaQAQCKJWQAgGIJGQCgWEIGACiWkAEAiiVkAIBiCRkAoFhCBgAolpABAIolZACAYgkZAKBYQgYAKJaQAQCKJWQAgGIJGQCgWEIGACiWkAEAiiVkAIBiCRkAoFhCBgAolpABAIolZACAYgkZAKBYQgYAKFalIbNx48YsWLAgLS0taWlpSWdnZx544IHhx48cOZLu7u7MnDkzU6ZMSVdXV/r6+ipcDADUk0pD5pxzzsnHPvax7NmzJ0888UQWL16cd7/73fnud7+bJFm1alW2b9+ebdu2ZefOnTl48GCWLVtW5WQAoI5MrPI3v+KKK0a8f9ttt2Xjxo3ZvXt3zjnnnGzevDlbt27N4sWLkyRbtmzJ/Pnzs3v37ixatKiKyQBAHambe2R+8Ytf5N57782LL76Yzs7O7NmzJ8eOHcuSJUuGnzNv3rx0dHRk165dJ73O4OBgBgYGRhwAwOmp8pD59re/nSlTpqSpqSl//ud/nvvvvz/nnXdeent709jYmGnTpo14fmtra3p7e096vbVr16ZWqw0f7e3tr/KfAACoSuUh84Y3vCH//u//nkcffTTXX399rrnmmnzve98b8/XWrFmT/v7+4ePAgQPjuBYAqCeV3iOTJI2Njfnd3/3dJMnChQvz+OOP55Of/GT++I//OEePHs2hQ4dGvCrT19eXtra2k16vqakpTU1Nr/ZsAKAOVP6KzP92/PjxDA4OZuHChZk0aVJ27Ngx/NjevXvT09OTzs7OChcCAPWi0ldk1qxZk8suuywdHR05fPhwtm7dmq997Wt56KGHUqvVsnz58qxevTozZsxIS0tLVq5cmc7OTl+xBAAkqThkfvSjH+X9739/nn/++dRqtSxYsCAPPfRQ/uAP/iBJsm7dukyYMCFdXV0ZHBzM0qVLs2HDhionAwB1pNKQ2bx58698vLm5OevXr8/69etP0SIAoCSV3+zLb54JR/qrngBwQv5+Ko+Q4ZSp1WqZ1NiU/GBn1VMATmpSY1NqtVrVMxglIcMp09rams999jPp7/cvHsbH/v37c9ttt+WWW27J7Nmzq57DaaJWq6W1tbXqGYySkOGUam1t9RcE42727NmZO3du1TOACtTd95EBABgtIQMAFEvIAADFEjIAQLGEDABQLCEDABRLyAAAxRIyAECxhAwAUCwhAwAUS8gAAMUSMgBAsYQMAFAsIQMAFEvIAADFEjIAQLGEDABQLCEDABRLyAAAxRIyAECxhAwAUCwhAwAUS8gAAMUSMgBAsYQMAFAsIQMAFEvIAADFEjIAQLGEDABQLCEDABRLyAAAxRIyAECxhAwAUCwhAwAUS8gAAMUSMgBAsYQMAFAsIQMAFEvIAADFEjIAQLGEDABQLCEDABRLyAAAxRIyAECxhAwAUCwhAwAUS8gAAMUSMgBAsYQMAFCsSkNm7dq1ectb3pKpU6fmrLPOynve857s3bt3xHOOHDmS7u7uzJw5M1OmTElXV1f6+voqWgwA1JNKQ2bnzp3p7u7O7t278/DDD+fYsWN5xzvekRdffHH4OatWrcr27duzbdu27Ny5MwcPHsyyZcsqXA0A1IuJVf7mDz744Ij3P/3pT+ess87Knj17cskll6S/vz+bN2/O1q1bs3jx4iTJli1bMn/+/OzevTuLFi2qYjYAUCfq6h6Z/v7+JMmMGTOSJHv27MmxY8eyZMmS4efMmzcvHR0d2bVr1wmvMTg4mIGBgREHAHB6qpuQOX78eG688cZcdNFFeeMb35gk6e3tTWNjY6ZNmzbiua2trent7T3hddauXZtarTZ8tLe3v9rTAYCK1E3IdHd35zvf+U7uvffeV3SdNWvWpL+/f/g4cODAOC0EAOpNpffI/NIHP/jBfPnLX87Xv/71nHPOOcPn29racvTo0Rw6dGjEqzJ9fX1pa2s74bWamprS1NT0ak8GAOpApa/IDA0N5YMf/GDuv//+PPLII5kzZ86IxxcuXJhJkyZlx44dw+f27t2bnp6edHZ2nuq5AECdqfQVme7u7mzdujX/+q//mqlTpw7f91Kr1TJ58uTUarUsX748q1evzowZM9LS0pKVK1ems7PTVywBANWGzMaNG5Mkv//7vz/i/JYtW3LttdcmSdatW5cJEyakq6srg4ODWbp0aTZs2HCKlwIA9ajSkBkaGvq1z2lubs769euzfv36U7AIAChJ3XzVEgDAyyVkAIBiCRkAoFhCBgAolpABAIpVF9/ZFxjpyJEj6enpqXpG3du/f/+I//KrdXR0pLm5ueoZMK6EDNShnp6erFixouoZxbjtttuqnlCETZs2Ze7cuVXPgHElZKAOdXR0ZNOmTVXP4DTT0dFR9QQYd0IG6lBzc7N/OQOMgpt9AYBiCRkAoFhCBgAolpABAIolZACAYgkZAKBYQgYAKJaQAQCKJWQAgGIJGQCgWEIGACiWkAEAiiVkAIBinfY//XpoaChJMjAwUPESAGC0fvlx+5cfx0/mtA+Zw4cPJ0na29srXgIAvFyHDx9OrVY76eMNQ78udQp3/PjxHDx4MFOnTk1DQ0PVc4BxNDAwkPb29hw4cCAtLS1VzwHG0dDQUA4fPpxZs2ZlwoST3wlz2ocMcPoaGBhIrVZLf3+/kIHfUG72BQCKJWQAgGIJGaBYTU1N+fCHP5ympqaqpwAVcY8MAFAsr8gAAMUSMgBAsYQMAFAsIQMAFEvIAADFEjIAQLGEDABQLCEDABTr/wLm2FP6Umr5zAAAAABJRU5ErkJggg==\n" }, "metadata": {} } ], "source": [ "# boxplot de las edades de los clientes\n", "sns.boxplot(data=df, y='edad', width=0.6)\n", "sns.set(font_scale=1.5) #seleccionamos un tamaño de letra legible\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "RZvBbPbgvoJ4" }, "source": [ "Podemos ver la tabla de valores que describe el propio diagrama de caja (boxplot) mediante la función *describe()*. Se puede observar que el el máximo y el mínimo coinciden con los extremos del boxplot y los percentiles con los extremos de la caja (25% y 75%) y la mediana (50%)." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 300 }, "id": "PKBzwkrVvhJI", "outputId": "60c9a34c-23a1-4ef6-aa62-c88ed6cdd83b" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ " edad\n", "count 200.000000\n", "mean 38.850000\n", "std 13.969007\n", "min 18.000000\n", "25% 28.750000\n", "50% 36.000000\n", "75% 49.000000\n", "max 70.000000" ], "text/html": [ "\n", "
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count200.000000
mean38.850000
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min18.000000
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max70.000000
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\n" ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "dataframe", "summary": "{\n \"name\": \"df['edad']\",\n \"rows\": 8,\n \"fields\": [\n {\n \"column\": \"edad\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 60.50135224289181,\n \"min\": 13.969007331558883,\n \"max\": 200.0,\n \"num_unique_values\": 8,\n \"samples\": [\n 38.85,\n 36.0,\n 200.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" } }, "metadata": {}, "execution_count": 26 } ], "source": [ "# al añadir to_frame() se muestra como tabla\n", "df['edad'].describe().to_frame()" ] }, { "cell_type": "markdown", "metadata": { "id": "wNyYCcSNanS2" }, "source": [ "También podemos graficar todas nuestras variables de una sola vez para analizar los datos de forma eficiente." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 204 }, "id": "Pt1maIvtanS2", "outputId": "e38fb26c-75e7-488b-de97-2d283754968e" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ], "source": [ "# creamos 4 graficos (plots)\n", "fig, axes = plt.subplots(1, 4, figsize=(16, 3))\n", "sns.set(font_scale=1.5) #seleccionamos un tamaño de letra legible\n", "# graficamos los diagramas de cajas y asignamos cada uno a su eje\n", "sns.boxplot(data=df, y='edad', width=0.2, ax=axes[0])\n", "sns.boxplot(data=df, y='ingresosanuales', width=0.2, ax=axes[1])\n", "sns.boxplot(data=df, y='gasto', width=0.2, ax=axes[2])\n", "sns.boxplot(data=df, y='antiguedad', width=0.2, ax=axes[3])\n", "# separaoms los gráficos para que se vean mejor\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": { "id": "NDG9ekXsanS2" }, "source": [ "En este caso podemos inferir las siguientes **conclusiones**:\n", "\n", "- La mayor parte de nuestros clientes se situan en el rango de 30 - 50 años.\n", "- Los ingresos anuales se situan en general en el rango 45 - 75 mil dólares anuales.\n", "- La puntuación de gasto se sitúa entre 40 - 60 puntos.\n", "- La mayor parte de los clientes tienen una antigüedad que se sitúa entre los 15 y los 30 meses. Esta antigüedad se ha determinado a partir del tiempo transcurrido desde que el cliente solicitó una tarjeta cliente." ] }, { "cell_type": "markdown", "metadata": { "id": "NJh2lmjMie_c" }, "source": [ "### Diagramas de frecuencias o histogramas \n", "[Volver al índice](#indice)" ] }, { "cell_type": "markdown", "metadata": { "id": "8LPRlnfdFgsD" }, "source": [ "Un **histograma** es un gráfico de distribución de frecuencias. Es decir, un histograma nos permite leer en altura sobre la gráfica el número de veces que un valor determinado de la variable (columna del dataframe) aparece repetido. En un histograma cada bin representa un intervalo de observaciones (anchura del bin) y cuenta en el eje vertical el número de observaciones que se encuentran dentro de cada intervalo, es decir, mide su **frecuencia** (frecuencia absoluta).\n", "\n", "En los histogramas también podemos asociar valores enteros a datos catégoricos (cualitativos) como se muestra en el siguiente ejemplo.\n", "\n", "\n", "---\n", "\n", "\n", "\n", "La frecuencia en % representa la frecuencia relativa mientras que la frecuencia absoluta responde a la etiqueta *count* (en español se conoce como **contaje**)." ] }, { "cell_type": "markdown", "metadata": { "id": "DC93vn18anS3" }, "source": [ "#### Diagrama de frecuencias para el género" ] }, { "cell_type": "markdown", "source": [], "metadata": { "id": "6gMRhPO5qj8C" } }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 588 }, "id": "hX4Gl-IWanS3", "outputId": "6af76254-e045-4379-a4c4-810488683cd1" }, "outputs": [ { "output_type": "stream", "name": "stderr", "text": [ ":19: FutureWarning: \n", "\n", "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n", "\n", " ax = sns.countplot(x=feature, data=df, palette=colors)\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ], "source": [ "# diagrama frecuencia género\n", "sns.set(font_scale=1.5) #seleccionamos un tamaño de letra legible\n", "count_plot( df=df, feature='genero')" ] }, { "cell_type": "markdown", "metadata": { "id": "aZhxO8l0amGW" }, "source": [ "#### Diagrama de frecuencias para la edad" ] }, { "cell_type": "markdown", "metadata": { "id": "lvM5x5HZanS3" }, "source": [ "Una de las variables que se utilizan habitualmente para estudiar a los clientes es la edad. Desde marketing se han definido tres grupos de edad:\n", "\n", "- 18 - 22 años : Joven\n", "- 23 - 50 años : Adulto\n", "- +50 años : Senior\n", "\n", "Para poder tratar esta variable realizaremos una agrupación con la función *cut()* a modo de **intervalos o bins**. Esta función nos permite generar rangos de edad acordes a las directrices de marketing para poder analizarlos posteriormente." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 588 }, "id": "yUbB7ht631b0", "outputId": "d098a36c-450e-4980-f4c4-86044d29e224" }, "outputs": [ { "output_type": "stream", "name": "stderr", "text": [ ":19: FutureWarning: \n", "\n", "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n", "\n", " ax = sns.countplot(x=feature, data=df, palette=colors)\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ], "source": [ "# creamos una nueva columna con las categorías de edad\n", "bins = [18, 22, 50, 70]\n", "labels = ['Joven', 'Adulto', 'Senior']\n", "df['edadrango'] = pd.cut(df['edad'], bins=bins, labels=labels, right=False)\n", "sns.set(font_scale=1.5) #seleccionamos un tamaño de letra legible\n", "# resultado\n", "count_plot(df=df, feature='edadrango')" ] }, { "cell_type": "markdown", "metadata": { "id": "fTZkGYlmanS4" }, "source": [ "#### Diagrama de frecuencias para la edad y género" ] }, { "cell_type": "markdown", "metadata": { "id": "vpov43c2zE5o" }, "source": [ "Se pueden añadir combinar variables para enriquecer el análisis de forma que aparezcan las frecuencias por edad y género." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 469 }, "id": "ZW_ugRsHanS4", "outputId": "c2b1c427-c55a-4bc6-80d6-bc702188ea6f" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ], "source": [ "#---código para la\n", "sns.set(font_scale=1.2) #seleccionamos un tamaño de letra legible\n", "# frecuencias para la edad por genero\n", "count_plot(df=df, feature='edadrango', hue='genero')" ] }, { "cell_type": "markdown", "metadata": { "id": "RikSZVn_anS4" }, "source": [ "En este caso podemos inferir las siguientes **conclusiones**:\n", "\n", "- La mayor parte de los clientes se situan en el rango de edad 'Adulto' con una predominancia de mujeres que asciende al 40%." ] }, { "cell_type": "markdown", "metadata": { "id": "e4S_HuoWanS4" }, "source": [ "#### Histograma de frecuencias por edad de los clientes" ] }, { "cell_type": "markdown", "source": [ "Distribución de las edades de los clientes (binarización utilizando Pandas que por defecto selecciona 10 bins o invervalos o barras). Cada barra del histograma representa en altura el porcentaje de clientes comprendidos en un rango de edad que es igual a la anchura de la barra.\n", "\n", "La representación se hace a través de la función *histplot()* de la librería Seaborn. El primer argumento `data` especifica los datos sobre los que se generará el histograma, el segundo `stat`, indica que queremos que calcule el porcentaje, `bins` especifica en cuantos intervalos queremos dividir las edades y `kde` indica con la opción 'True' que queremos superponer una línea que represente una distribución aproximada de los datos.\n", "\n", "Veamos algunos ejemplos de como podemos usar las tablas dinámicas para obtener información. En todos los casos se grafica en el eje horizontal (X) la variable y en el vertical (Y) el porcentaje." ], "metadata": { "id": "IUc2hmOSjolD" } }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 472 }, "id": "PDPWZ-UNanS4", "outputId": "aaba839a-e5f4-4276-a561-732452df937b" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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cpBHpcZx9wnCOzR6E1WLBZgvsidl2m4XhabEMT4slKsLO7uI6VmwuprCsgaLyBkZlxDMmIz7g2xURGcgUlkSOktdrsnRTMXP/u4uqOhcAI9JjufCbo8jJTOy1k6/TB0Vz+XfG89e5G1i66QBl1c3sKKxhX2k9uaOSGZwU1St1iIj0dwpLIkehqLyB5/+9lfyiWgBSEyP5/jdHcdzYFCwhukJtUEIk08enUVLZxKY9lTQ2e/hiaykZg6KZODIJh90akrpERPoLhSWRbmj1evlwRQHvfr4bT6tJhMPK904ZwcXfyqGhvhnPl+cqhYphGAxOjmJQQgTb9lWTv7+W/eUNVNQ2MyV7EIPiI0Nan4hIX+Z3WLrnnnuIi4vjnnvu6db6f/jDH6iurubhhx/2d9MivWJfaT1///dW9hbXAXDMyCSuOSuH1KQoHHYrDSGu72A2q4UJWUkMSY5mzfYyGpo9LN1UwtjhCWQPjdf8TCIiPeD3WaBz587l/fff7/b6H374IXPnzvV3syJBZ5om/1m1j4deWMne4jqinDauP2ccP71oEklxEaEuz6fEWCffnDyE4altczFtK6hm1baykO8BExHpi3QYboAL1m00vF4T70GTMfY1Dc1unv93Hmu2lwEwefQgrjprLAkxzhBX1n02q4XJYwaRGOtk464KDlQ0Ut90gGk5qURHaooBEZHu6vWwVFVVRUREeP9VPhBEOm2YpklcXHDOZfF6TaqqGvpkYNpVVMuz726ivKYZm9Xg4tNGc/pxQ/vsIazMwbHERtlZmVdGXaObz9Yf4LixKaQm6jwmEZHu6LWwVFdXxxtvvEFTUxNjx47trc1KF5x2K4ZhsHhVAZW1zQEdOyHWyczjM7FYjD4VlkzTZMHqQl5ftJNWr0lKQgS3zDqGrMFxoS7Nb0lxEXxzUjor80qpqm9hxZYSJo8ZxLBU3TJFRORIjjosPfnkkzz11FOdHquoqGDcuHHder5hGHz7298+2s1KkFTXuXo0s3R/4/Z4+cdH2/h84wEApuakcs1ZOURF9J8j1RFOGydNTGf9znIKyxpYu6Mcl7uV0RnxoS5NRCSs9eg3gWkedGNQw+j0uS92u53vfe973HTTTT3ZrEhQ1NS7eHLuRvL312IYcMlpo/nW8cP67GE3X6wWg2PHDMJht7KrqJYte6pocbcyrhcn0xQR6WuOOiydf/75TJs2DWgLTVdffTXx8fE88cQTXT7HYrEQExNDVlaWzleSsLL7QC1Pvr2RqjoXUU4bP5w1gWNGJIe6rKAyDIMJWYk47Va27q1i5/5aXG4vk0Ynh2xiTRGRcHbUYSkjI4OMjIyOz4cMGUJycnJHgBLpK1ZvK+Uv87fg9nhJT47iR9/PJW2A3CLEMAzGDI3HYbewfmcF+0rraW31MmVsSqhLExEJO36fkLFo0aJA1CHSq/6zch+vLtyBCeSOSubm704g0tl/zk/qrsy0WBw2C6u2lVFU0QjbyvjWtOGhLktEJKzo1uQyoHhNk1cX7uCVL4PSacdm8KPv5w7IoNQuPTma48emYhhQVNHIZ+uKaG3V5JUiIu0C+huipKSE7du3U1NTg8fj8bnurFmzArlpkSNye1p57r2trMorBeDCU0dx9gnDdWIzMDg5iqljU1m1rZTdB2p59OU1XPsdTfEhIgIBCkvbtm3jN7/5DatWrerW+oZhKCxJr6pvcvPEWxvYUViD1WJw/TnjmD5hcKjLCivpBwWmz9btx+1u5fpzxmGxKEyKyMDmd1jatWsXl19+OQ0NDZimid1uJykpCavVGoj6RPxWXt3E7DfWc6CikUinjdsumMi4zMRQlxWW0pOjOG3KUD5du59lm4tx2C1cdeZY7X0TkQHN77D05JNPUl9fT2pqKg8++CDf+MY3FJQkbOwrrefR19ZR09BCUpyTn1w0iaEpmrXal8zBsfzsiuP4wz9W8em6IqIibFx06uhQlyUiEjJ+h6UVK1ZgGAa///3vOfHEEwNRk0hA7Cys4c9vrKfR5WFoSgw/vXgSibF950a4oXTypAzKKhr4+/tb+WB5AdERdr4zPTPUZYmIhITfYamurg6Hw8EJJ5wQiHpEAmLTrgqenLuRFreX0Rnx/OSiXKIi7KEuq0859dgM6hpbeOOTfN5cnE9UhI1TJ2cc+YkiIv2M31MHpKSkYLFYsFg0C4GEh5V5pTz25gZa3F6OGZnEnZdMVlDqobNPyOScE9v2KP3jw218sbUkxBWJiPQ+vxPOaaedRnNzM1u2bAlEPSJ++Wx9Ec++u4lWr8nxOan86Pu5OB06h84fF3xjJKcdm4EJ/PW9LeTtrQp1SSIivcrvsHTLLbeQmJjIww8/TEtLSyBqEumRD1bs5YUP8jBN+ObkIdz83QnYrNrj6S/DMLj8W9kcNzYFT6vJE29vpLC0PtRliYj0Gr9/k7hcLh555BF27NjB+eefz1tvvcWOHTsoKiry+U8kUEzT5K1P83njk3wAzp4+nKvOHKv5gQLIYjG46bzxZA+Np8nlYfYb66msbQ51WSIivcLvE7xPP/30jo9ra2u57777jvgcwzB02E4CwjRNXlm4gwWrCoG2Wbl11VZw2G1Wbr8wl0f+uYai8gZmv76eX1wxhWidDyYi/Zzfe5ZM0zzqf16v7jsl/vOaJi99tK0jKF357WwFpSCLjrDz04smkRDjYH95A0+8tRG3pzXUZYmIBJXfe5YWLlwYiDpEjkqr18vz/85j6aZiDOCa7+RwSu6QUJc1ICTHR/DTiyfzu3+tZvu+ap6bv4UfzjoGi2b5FpF+yu+wlJGheVekd3lavTw3fwsr80qxGAY3nDeO6eN1n7feNCw1htsuyOXR19axalsZry7YwWVnjNFtUUSkX9KlQtKnuD1ennlnEyvzSrFaDG6ZdYyCUoiMy0zk+nPHAbBgdSEffbEvxBWJiARHwMNSZWUlGzduZOXKlYEeWgY4l7uVJ97awNod5disFm7//kSOG5sS6rIGtOnjB3PxaW33jXv9k50s31Ic4opERALP78Nw7RYuXMiTTz5JXl4ecOgVbzU1Ndxxxx0A/PnPfyY2NjZQm5YBoLnFw+NvbiCvoBqH3cKPvp/L+KykUJclwJnThlFZ18yCVYX87b2txEc7GZeZGOqyREQCJiB7lv7yl79w2223sXXr1k5XvR0sPj6eiIgIli5dyocffhiIzfbIp59+ym233cbJJ5/MMcccw4wZM7j00kuZPXs2Ho8nZHVJ1xqbPfzptXXkFVQT4bByx8WTFZTCiGEYXHr6GKaOTaHVa/Lk2xs0aaWI9Ct+h6V169Yxe/ZsrFYr99xzD8uXL2fQoEGHXfe73/0upmmydOlSfzd71DweD3fddRc33XQT//nPf7DZbOTk5BAZGcmmTZt49tlncblcvV6X+NbQ7OaPr64lf38tUU4bP7v0WLKHJYS6LPkai2FwY8ekla2atFJE+hW/D8O99NJLANx8881cffXVPtc9/vjjAUIyIeUDDzzAvHnzmDhxIg899BDjx4/vWNbU1MTSpUtxOBy9Xpd0rb7JzZ9eXcfekjpiIu3ceclkMgfr8G24stus3Pb9XB7552oOVDQy+/X13HPFFN3EWET6PL/3LK1ZswaAyy+//IjrJiUlERkZSWlpqb+bPSrLly/njTfeICMjgxdeeKFTUAKIjIzk9NNPx27XD/VwUd/UtkepPSjdfdmxCkp9QEyknTsunkx8p0krNQmtiPRtfoeliooKoqOjSUrq3jkkDocDt9vt72aPyvPPPw/AddddR0xMTK9uW45efZObP76yloKSemKj7Nz9g2MZmqrXra9Ijo/gpxdNIsJhZdu+av72/ha8XzuHUUSkL/H7MFxUVBQNDQ20trZitVp9rtvQ0EBdXV23g1UguFwulixZAsCJJ57Izp07ee2118jPz8fhcDBu3DguvPBCTa4ZJuoaW/jjq+vYV1pPXJSduy47lowUBaW+ZnhaLLdeMJE/v76eL7aWkhjr5JKZY0JdlohIj/gdlkaMGMH69evZtm3bIYe3vm7BggV4vV5ycnL83Wy35eXldezJWr16NQ899FCnPVuffPIJf/3rX3nkkUc499xz/dqWzRbYaaus1rbxLIaBxdLzmZHbn3vwGO0zLVss+DX2Ybf35djt9XdXbcNXQSk+2sEvrphySFAy/OyFL6YJRzMBdXsddru1y6+1o/dBqDtYr2FPX7+vmzR6EDecN545727moy/2MSghkjOnDe/Wc9u37W8N4SxQ39+H4+s1HAi9DRX1NjjCoa9+h6WZM2eybt065syZw2OPPdblesXFxfzpT3/CMAzOPPNMfzfbbWVlZR0ft5/Yfd9995GTk8OBAweYPXs2H3zwAb/4xS8YOXLkEQNfVywWg8TE6ECV3YnTaSMy0v+Tz53Or87Jcjja9gLa7YEZu/N22t5WcXGR3X5OdZ2L/3tlBftK60mMdfLbW2YwLO3Qc5RM0wzaLTW8ptmj+5vFxEQccZ1AvYYHC9Zr2JPXryvnfmM0TW4vL/17Ky//ZzvDBsczY1L37+EXiBrCXTDeG915DQdCb0NFvQ2OUPbV77B0+eWX869//YuPP/6Yu+++mxtuuKFjmdvtZv/+/XzyySc899xzVFZWMmLECGbNmuXvZrutoaGh4+OIiAiee+454uPjAcjMzOTRRx9lz549bN26lWeffZbHH3+8R9vxek1qaxsDUnM7q9VCXFwkLpeHpqaWHo9jsRg4nXZcLjdeb9u5Iy0tbXeKd7v9G/twor78JV5b20Rr65FP7q1taOGRf65mf1kDCTFte5RiHBaqqho6rdfej8WrCqiuC+w0D0PTYpg6Pp1PV++jqpuXvFssbUHF7fbg7eLLbB83GH0O1mt4tK/fkZx+7BD2l9SxcHUhf/rXaqx4GTvc96SV7a91oGoIR4H6/j4cX6/hQOhtqKi3wRHMvsbFRXZrj5XfYSk6Oppnn32W66+/nnnz5jF//vyOZbm5uR0fm6ZJamoqTz31VK9edeZ0Ojs+Pv/88zuCUjuLxcI111zDz3/+cz7//HO8Xi8WS8929XmCdNWP1zQ7Qo5f43i/Gqd90lCvl4CM3Wk7X47d2uo9Yk9qGlr4v1fWUlTeFpTu/sEUUuIjfT6vsraZiuqmgNYcF932l31VbTNlVd0LvRaLQWSkg6amli572D5uMPocrNfwaF6/7rrs9DFU1jazdkc5s19bzz1XHkfGoCPviQ1kDeEqUN/fXx8TfPdvIPQ2VNTb4AhlXwNyAHDcuHG8++67XHDBBTgcjk6zeJumic1m4/zzz+ett95i5MiRgdhktx0cjkaNGnXYddpramhooLq6ujfKEtr2KLUHpcRYJz//wRQGJ0WFuiwJAovF4ObvTmBURhyNLg+PvraO8gAHXhGRYAnYveFSUlJ4+OGHeeCBB9i0aROlpaV4vV4GDRrExIkTiYwMzbHGg8NZV3u0Dt775O3qeIoEVPs8Su1B6e4fHEtaooJSf+awW/nxhZM6Jq3842vruOfyKcTHOI/8ZBGREApYWGrncDiYMmVKoIftsbS0NDIyMti/fz/79u077DrtjzudThISEnqxuoGpsbltZu7Csgbiox3cfZmC0kARE2nnZ5ceyyP/XE1pVRN/em0dP798CtGa5VtEwtiAuL7x7LPPBmD+/PmHvVnum2++CbTdjsVmC3h+lIM0uTz86bX17C2pIzbKzs8uO5Y0HXobUBJjndx56WTiox0UljXw59fX09yim1iLSPjyOyzt2LGD2267jdmzZx9x3T/+8Y/cdttt5Ofn+7vZo3L99dcTGxtLYWEhDz30UMcNc03T5KWXXuKTTz7BMAxuuummXq1roGlu8TD7jfXsPlBLdETbTXG7c5Kv9D9piVHceclkoiNs5BfV8uTbG3F7WkNdlojIYfkdlt59910WLlzI0KFDj7juoEGDWLhwIfPmzfN3s0clKSmJxx9/nIiICF577TVmzJjBhRdeyCmnnMJvf/tbDMPgrrvu4oQTTujVugYSl7uVx9/cwM7CGqKcbUFpmG5hMqANTY3hJxdPwmm3smVPFU++vUmBSUTCkt9haenSpQCceuqpR1z3O9/5DqZpdtx+pDeddNJJHVfsRUdHk5eXh8fjYebMmbz00ktcf/31vV7TQOH2tPLk2xvJK6gmwmHljksm66a4AsCoIfH8+MJcHDYLG3dV8NTcTbrxroiEHb9P0Dlw4ABRUVGkpKQccd3U1FSioqIoLi72d7M9kpWVxSOPPBKSbQ9UnlYvz7yzmc27K3Harfz04kmMHBIX6rIkjORkJvLjiybx2Bvr2ZBfwVNzN/LjiyaFuiwRkQ5+71mqr68/qpOibTYbNTU1/m5W+gCvafL8v/NYt7Mcu83Cjy7MZczQhFCXJWFoXGYiP74wF7vNwob8Cp54a4MOyYlI2PA7LCUmJlJbW0tVVdUR162qqqKuru6QWbSl/zFNk5f/s51lm4uxGAa3zDqGcZm+b3EhA9u4rKSOwLRuRzkPv7ASl1uBSURCz++wNHHiRADmzp17xHXffvttTNNkwoQJ/m5WwtzrC7bz8Rdt81ddf844Jo8eFOKKpC8Yn5XEj748h2nV1hL++PJaGpvdoS5LRAY4v8PSOeecg2maPPbYY/z3v//tcr3PPvuMxx9/HMMwOO+88/zdrISxvL1V/PPDPAAuO2MMJx4zOMQVSV8yISuJu34whegIG9v2VfOHl9dS0xDYG82KiBwNv0/wPvvss3n55ZdZtWoVN998M9/85jc57bTTGDJkCABFRUUsWrSIzz77DK/Xy/HHH8+5557rd+ESngrL6lmzvRyAWaeM4FtTh4W4Igk3FouBxWL4XGf8iCQe/p+T+dWcpRSU1vO7f67m7sunkJLQ9W2TDr5RtIhIIPkdlgzD4IknnuB//ud/WLt2LYsXL2bx4sWHrGeaJscddxyPP/64v5uUMFVS1cjaHW1B6ZwZIzj/GyNpbdUvL/mKxWKQmBh9xLAEEBcXyR9+dAr3z1lGSWUjD/9jNf97w3RGDDn8OY9er0lVVYMCk4gEXEDu7ZGYmMg///lP3n77bd5++202btzYcVsRm81Gbm4uF154Id/73vewWq2B2KSEmcraZlbllWGaMHJIHDfNmkhNTSOgX1zylfa9SotW7qW6ztX1eoaB02nD5fJw6rFD+HhFARU1zdzx50/55rEZDE/rPE9XQqyTmcdnYrEYCksiEnABuxGa1Wrloosu4qKLLqK1tZXq6moMwyA+Pl4BqZ+rb3LzxdZSWr0mqYmRnDJpSLf2HMjAVV3noqK6qcvlFotBZKSDpqYWvF6T6RPSWJVXRnlNMwtXFTIuM5HRGXEYht5nIhJ8fp/gPXPmTM444wz27t3b8ZjVaiU5OZmkpCQFpX7O5W5l+ZYSWjxeEmIcTB2boqAkAeewWZk+Po2sL2d+37q3inU7K2jVXiQR6QV+71kqKyvDbreTmZkZiHqkD/G0evliSwmNzR6inDamjUvDZvU7f4sclsVikDsqmdgoOxt3VbKvtJ76JjfHZaeQHOriRKRf8/s3W2pqKqapv+4GGtM0WbO9nKr6Fuw2C9PHpxHh0F5ECb4R6XFMH5+GzWpQVefi03VF7C2uC3VZItKP+R2WTjrpJJqbm9myZUsg6pE+YvPuKoorG7EYMC0nlZgoe6hLkgEkNTGSb04eQkKMA3erl0WrC5kzd4NuwisiQeF3WLrpppuIjIzkoYceoqmp6xM2pf/Yc6CWXQdqATh2TArJ8REhrkgGougIOydPTGfUlzdmfu/z3Tz0wkoKy+pDXJmI9Dd+n7NktVp56KGH+NWvfsW5557LlVdeybHHHnvEk7vbJ62UvqW8uomNuysByBmeQEZKdIgrkoHMYjGYMCKJERnxrNhcwt7iOh58fiVnT8/kvJMysdt0aFhE/Od3WDr99NM7Pm5qauL3v//9EZ9jGIYO2/VB9U1uVm5rm0spY1A0Y4bqhsgSHoalxnDF2eN4/NW1rNlexntL97Aqr5SrzxrL2OG6gbOI+Mfvw3CmaR71P69X5xX0NW6Ply+2luL+coqAyaOTNceNhJXk+Eh+fFEu/zPrGOKjHRRXNvL7l9fy939vpcrHBJgiIkfi956lhQsXBqIOCWOmabJ6exn1TW4iHFamjUvFqikCJAwZhsHUnFTGZyXy+if5fLa+iM83HGDFlhK+NXUY35k+nKgIXYwgIkfH77CUkZERiDokjG3ZW0VpVRNWi8G0calEOAI28btIUERF2Lnm7BxOnpjO64t3srOwhn8v38un6/ZzzolZnHZsBk5NdSEi3aTdA+JTUXkD+fvbrnybPHoQCTHOEFck0n2jh8Zzz+VT+NH3cxkyKJqGZg+vf7KTnz29hLc+zdfhORHploDvIqisrGT//v00Nzdz/PHHB3p46UV1jS2s3VEOwKghcbryTfokwzCYPGYQuaOSWbLxAO8v20tpdRPvL9vLhysKmDYuldOPG8aI9FidhycihxWwsLRw4UKefPJJ8vLygEOveKupqeGOO+4A4M9//jOxsbGHHUfCg6fVy8q8Mlq9JslxEYzL0hVF0rdZLAanTBrCjInprNtZzscr97F9XzXLNpewbHMJaUlRnDghjekTBpOaEBnqckUkjAQkLP3lL39h9uzZPm97Eh8fT0REBIsWLeLDDz/koosuCsSmJQhM02TdjvKOE7qPG5uCRX9xSz9hsRhMyU5hSnYKuw/UsmDVPlZvK6OkspF3/rubd/67m1FD4jg2O4XckclkpERrj5PIAOf3OUvr1q1j9uzZWK1W7rnnHpYvX86gQYMOu+53v/tdTNNk6dKl/m5WgmhXUS1FFY0YBkwdm6J7vkm/NSI9jhvPm8Ds20/m+nPGMSErEcOA/KJa3lycz6/+/gU/e3opL3yQx6q8UqrrdY6TyEDk956ll156CYCbb76Zq6++2ue67ecwaULK8FVZ28yWPVUAHDMiiaQ43cpE+r9Ip40ZE9OZMTGd6noXq7eVsXFXBXl7q6iqc/HZ+iI+W18EwKD4CMYMjWf00ASyBseSMSgah11/UIj0Z36HpTVr1gBw+eWXH3HdpKQkIiMjKS0t9XezEgQtnlZWby/DpG2G7qzBOq9MBp6EGCenHzeU048bSou7le37qtmQX8G2fdUUltVTXtNMeU0zyzaXAGAYkJ4czfDUGIalxTA8NZZhaTHERTlC/JWISKD4HZYqKiqIjo4mKSmpW+s7HA4aGhr83awEWNt5ShU0uVqJjrAxaZRm6BZx2K0cMzKZY0YmA9Dk8pBfVMPOwhry99ewt6Se+iY3ReUNFJU3sHxLScdz46MdDE2NYWhKNENTYhiaEsOQQVG6X51IH+R3WIqKiqKhoYHW1lafN84FaGhooK6urtvBSnrPnuI6iivbzlM6bmwKNpum4BL5ukinjWNGJHPMiLbwZJom1fUt7Cuto6CknoLSevaV1FFS1URNQws1uyvZ/OWNpwEshsHg5CiGpkQzPC2W3OxUXO7WUH05ItJNfoelESNGsH79erZt28b48eN9rrtgwQK8Xi85OTn+blYCqKahpeMH+visRE08KdJNhmGQGOskMdZJ7qivLmxpbvGwv7yBwtJ6CksbKCyrp7CsnoZmT8deqC+2lvLm4nwAYiLtJMQ4SIqLYFB8BNERNu3ZFQkjfoelmTNnsm7dOubMmcNjjz3W5XrFxcX86U9/wjAMzjzzTH83KwHi9nhZva0UrwlpiZGMTI8LdUkifV6Ew8aoIfGMGhLf8ZhpmlTVuSgsawtP+0rr2VNcR0llI/VNbuqb3BSWtZ2iEOm0Mig+kkHxEaQmRuLUCeQiIeV3WLr88sv517/+xccff8zdd9/NDTfc0LHM7Xazf/9+PvnkE5577jkqKysZMWIEs2bN8nezEiDLNxdT3+QhwmFl8phB+mtWJEgMwyApLoKkuAhyRyVjs1lITIzm5Q+2sGt/DVV1Lipqm6msc9HkamVfaVugAkiOiyA9OYr05Cginbo3o0hv8/u7Ljo6mmeffZbrr7+eefPmMX/+/I5lubm5HR+bpklqaipPPfUUdrvu+h0Olm86wPZ91QBMGTNIf72KhECE00ZaUhRpSVFA2+z5lbUuymuaKK1uorbBTUVtMxW1zWzaXUlirJPhqTEMGRSNXecWivSKgPyJMm7cON59911mz57N+++/j8vVeeI2u93Oueeeyx133EFKSkogNil+amx28/f32+a7GjUkjkG6vYNIWLBZLaQmRpKaGMl4oKHZTXFFIwcqG6msdVFV1/Zv0+5KhgyKZnhaDEmxTu0VFgkiv8KS1+tl165d1NfXEx8fz8MPP8wDDzzApk2bKC0txev1MmjQICZOnEhkpH4ZhwvTNFmwah819S0kxjrJyUwIdUki0oXoCDujMuIZlRFPc4uHwtIGCkrrqG/ydByqi492MDojnvRBUbo1kUgQ9Cgsud1u/vznP/Paa691mjMpPj6eq6++mh/+8If6KyeM7SutJ39/LTarwTePzcDb6g11SSLSDREOG6OHxjMqI47KOhcFJfUUlTdQ09DC6u1lRO21MSojjvhYXdEqEkg9Cku33nor//3vfw+5cW51dTWPP/44e/fu5Xe/+11ACpTAamx2s+nLaQJ+cGYOdotBWVVjiKsSkaNhGAbJcREkx0UwPiuRPQfq2H2glkaXh427KtlRWEN0pINpOTrtQSQQjjosffDBB3z22WcAZGZmctZZZ5GWlsb+/fuZP38+paWlvPvuu1xwwQVMmzYt4AVLz5mmydod5XhaTYYMiuaC08Yw/9OdoS5LRPzgtFsZOzyBURlxHXuNG10enp27kbcTI7ngGyOZmpOqw3MifjjqsDRv3jwAZsyYwTPPPIPD8dX9j2655Rauuuoqtm7dyvz58xWWwsyuoloqal1YLQZnnjAcq0U/PKVrVmvgr7QKxpjSxma1MCI9jsy0WCrqXGzdW0VpVRPPvruZzBUFXHb6GLKHJYS6TJE+6ajD0pYtWzAMg1/+8pedghJATEwMd911F9deey1btmwJWJHiv/rGFrbsqQI0S7f4Fum0YZomcXHBuyjDQEE9WCwWg5zMRH76g+N49aOtvL9sL3uL6/jdv9Zw8sR0LvvWGBITo0NdpkifctRhqaqqCqfTyahRow67/JhjjulYT8KDaZp8saWUVq9JcpyTrMGxoS5JwpjTbsUwDBavKqCytjmgYw9Ni2XahHR0RCj4Ip02Zp0ykm/kDuHtz3bx2foiPt94gLU7y7nuvAkcNyY51CWK9BlHHZZaWloYNGhQl8tjY2M71pPwsLeknpLKRiwWg0mjNUu3dE91nYuK6qaAjqk9mr0vLtrBNWfncPLEdF76aBuFZfU88fo6soclcO3ZOR2TYYpI13QCQT/X7PKwaVfb1W/jMhOJidTs6SID0eih8fzvtVO57IwxRDisbN9Xzf8+/wWL1hQecmWziHSmsNSPmabJhl0VeFq9JMVFMCpDN8kVGcisFgtnT8/kqbtnMj4rkRa3l39+vJ1HX1sX8EOuIv1Jj+ZZqqioYNy4cV0uNwzD5zqGYegE8F5QVN5AcWUThgEnTBiMxTDw6i9IkQEvNTGKuy+fwscrCnhjcT6b91Rx/9++4Kozx3LC+LRQlycSdnq0Z8k0Tb//SXC1eFrZ+OXkk2OHJZCgGX1F5CAWw+CMqcN44NrjGZEeR5PLw5x5m3nxwzxa3K2hLk8krBz1nqXbbrstGHVIgG3dU0WL20tMpF1zq4hIl9KTo/nllVN49/M9vL90D5+uKyJ/fy23zJpAerKmGBABhaV+qbK2mb0l9QBMGpWMRZNPiogPVouFC74xkrHDEnhu/mYKy+p56IVVXHXmWE48ZnCoyxMJuQF5gvenn37K2LFjGTt2LDNnzgx1OQHl9Zqsz68AYFhqDMnxESGuSET6igkjknjgumnkDE/A5W7lufe28K+Pt+PRzbZlgBtwYamhoYEHHngg1GUEza4DtdQ1unHYLIzPSgx1OSLSxyTEOPnZpcfy3RlZACxcU8gfX1lLTYPmzpOBa8CFpdmzZ1NUVMTpp58e6lICrtHlYVtBNdB2SxOn3RragkSkT7JYDGadMpIffT+XSKeV7YU1PPTCSvKLakJdmkhIDKiwtG7dOv71r39x+umnc8YZZ4S6nIDbtKuCVq9JUpyTYakxoS5HRPq4yWMGcd9VU0lPjqKqzsXv/7WG/24oCnVZIr1uwIQlt9vN/fffT0REBL/61a9CXU7AFVc2dsyplDsqWbc0EZGASE+O5r6rpnLsmEF4Wk2e/3ceb3yyU3O2yYAyYMLSnDlz2L59Oz/+8Y8ZPLh/Xd3R6vWy6cs5lUYNiSMuyhHiikSkP4l02rj1gomcd1IWAB+sKOCptzfiatF8TDIw9GgG774mPz+fOXPmMGHCBK688sqgbcdmC2z2tFrbxrMYhs/L/3cU1tLY7CHCYSUnM/GQdds/P/jx9j1PFgsBn1rA8uXY7fUHSnf70RM96cfh+hqIcbsrWGOHQ83d6W2n9YP0nmtnBOE91/E1BmNsH/1of6wnvbpo5mgyUqL563tbWLujnN+/vIY7LjuW5LjAXHXr9QZv0uJgvIbQuWZ/etubgtULCM5rGA597fdhyTRN7rvvPjweDw8++CBWa3BOerZYDBITgzOBm9NpIzLy8HuLGprcbN/XdtLlsWNTiY3p+oeW0/nVTXQdjrY+2O1dj91TTmfb2youLjKg4x48fqBr9qcfB/c1kOMeSbDGDqeaffW283rBfc+Zphm0Q9vBeD93px897dU53xjNiGGJPPzCF+wpruOBv63gvutOYMww/6++DWafgzX24cYN1vswUPpinyG0fe33Yenll19mzZo1XHnllUycODFo2/F6TWprGwM6ptVqIS4uEpfLQ1PT4S/bXbW1hFavSXJcBKnxzsOuZ7EYOJ12XC43Xm9b4m/5cve529312D0V9eUvxNraJloDOD9Ld/rRUz3px+H6GohxuytYY4dDzd3p7cGC9Z6Dr953i1cVUF3nCti4Q9NimDo+vde/B9u/np72ymq1MH5EMhedNpo3F+dTWevirsf/yzePzWBEes9v1p0Q6+TUqcP71Gv49Zr97W1vCFYvIHivYTD7GhcX2a09Vv06LJWUlPDoo4+SlpbGT37yk6Bvz+MJzjeH1zQP+wujrLqJovK2gHbMyCRME5+7P73er8ZpX8/rpVu/jI62XoDWVm9QetJVP/zhTz8O7msgxz2SYI0dTjX76m2n9YL8noO2mfErqpsCNl5cdNvepFB9D/rbq1avyYnj01i9vYzSqiYWrS5kXGYCozPie7RnoS++hl3VHMyvIVAC3QsI/msYyr6G94FVP/3617+mvr6e++67j5iY/nUpvddrsnFX20ndI9JjiY/WSd0i0rvsNgvTxqUyIj0WgK17q1m/syLg4U8k1Pr1nqUtW7YA8OCDD/Lggw92Wtbc3AzAgQMHmDFjBgBPPPEEU6ZM6d0ie2j3gVrqm9pm6h47PCHU5YjIAGUxDCaOTCYm0s7GXZUUlNbT6PJwfE4KdpsmxpX+oV+HpXbl5eVdLvN6vR3L3W53b5XkF5e7lW37qgEYl5mIQz+QRCTERqTHEem0sXpbGeU1zXy+oZgTxqcSFdG9k/RFwlm/DkuLFi3qctnbb7/NPffcQ0ZGhs/1wtG2gmo8rSbx0Q6Gp/Wvw4si0ncNTori5ImDWbG1lLomN59tOMAJ49JIjHWGujQRv/Trc5b6o9rGFvYU1wFtdwjXTN0iEk7iY5yckptOXLSdFreXpZuKKapoCHVZIn5RWOpjNn85U/fgpCgGxQdmIjgRkUCKdNo4+Zh0UhMjafWarMorY+f+mqBNOCkSbApLfUhJVSNl1c0YBozP8n8COBGRYLF9eaVc1uC2K+W27KliQ36F7iknfVK/PmfJlwsuuIALLrgg1GV0m9drsnl3FdB2ImVMpE6aFJHw1nalXBLRkTY2765ib0nblXJTx6ZiD/DtoUSCSe/WPmJvSd1XUwUMiw91OSIi3WIYBqOGxHN8TipWi0FZdTOfbzxAk8sT6tJEuk1hqQ9wuVvZVlANwNjhCZq7RET6nPTkKGYcMxin3Updo5vP1h+guj6wt9sQCRaFpT5g/Y5yWjxeYiLtZH55/F9EpK9JiHVyyqR0YqPsuNytLNlYTHFFYO+pKRIMCkthrqi8nq172q6AmzAiEYumChCRPizKaePkiemkJETQ6jX5Iq+UXUW1ulJOwtqAPcG7r3jhvS14TUhJiCAtMSrU5RyV7tzJOZTjifR3h/ueaX+sp99Pgfg+tNssnDAujY27KthbUs+m3ZW0ek1mnTrG77FFgkFhKYzl7a1i2cYDGEbbBJR9RaTThmmaxMVFBmV8A+1dE/GlO9+D/n5/+vt9aLEY5I5KJjrSzpY9VWzdW8Vvnv+Cm84bh82iP4wkvCgshbGN+RUAjB2WQFyUI8TVdJ/TbsUwDBavKqCytjlg4w5Ni2XahHR0JFLEN1/fgxbDwOm04XJ5ejTnUSC/Dw3DYHRGPFFOG2t3lLNqawmllQ38+MJJukWKhBWFpTB25gnDGTksgcqaJmrq+t5VI9V1LiqqmwI2XkKMfniKHI3DfQ9aLAaRkQ6amlrweo8+LAXj+3DIoGgGJ0fz+YYDFJTU85uXVvHjC3MZnqYLWiQ8aF9nGIuLdnDGtExsOldHRPq5lMRI/u9HpzBkUDRVdS4e+eca1u8sD3VZIoDCkoiIhInBydHcf81UxmUm4nK38vibG5i/ZLdukSIhp7AkIiJhIzrCzk8vnsSpk4dgAnP/u5un3t5IY7Nm/JbQUVgSEZGwYrNauOqsHK45Oweb1WDtjnJ+/dIq9pc3hLo0GaAUlkREJCx9Y9IQ7rniOJLinJRUNvKbF1exKq801GXJAKSwJCIiYWtEehy/uub4jvOYnn5nE298spNWrzfUpckAorAkIiJhLS7KwR2XTOKsE4YD8MGKAv706jqq+uCUKtI3KSyJiEjYs1osXHzaaG6ZdQxOh5W8gmr+9+9faHoB6RUKSyIi0mccn5PK/15zPMPTYqhvcvPYmxt4deEOPK06LCfBo7AkIiJ9yuCkKO69cipnTB0KwMcr9/Hbf6zmQIWulpPgUFgSEZE+x26z8IMzsrn9+xOJjrCxt7iOB55fyYJV+zSJpQScwpKIiPRZx45J4aHrT2DCiCTcHi8vL9jBn15dF9CbeIsoLImISJ+WGOvkjosnccW3s3HYLGzdW8X9f1vBfzcUYWovU6+zWi3YbIH7Zw2D+6PaQl2AiIiIvwzDYOaUoUzISuKv720hv6iW5/+dx/LNJVx3zjgSE6NDXWK/F+m0YZomcXGRAR/bNE0Mwwj4uN2lsCQiIv1GWlIUv7hiCh+v3Me7/93N1r1V/PIvy7ns22MxtJcpqJx2K4ZhsHhVQUAPgybFRXDq1OFYLApLIiIiAWG1WDj7hEyOy07hpY+2sWVPFS/9eyuJsU7GZyaSHB8R6hL7teo6FxXVTQEbzxLCPUodNYS6ABERkWBITYzizksmc/N3JxAb5aCqzsWSTcWs2lZKk8sT6vKkD1FYEhGRfsswDGbkpvPMz2cydngCAEXljSxas59tBdW0ajJL6QaFJRER6ffiY5ycNDGdb05KJynOSavXZNu+ahau2c/e4jrNzSQ+KSyJiMiAER/jZMYxgzkuO4VIh5XmllbW51eweO1+isobNNWAHJZO8BYRkQHFMAwyUqIZnBzJngN17Cisob7Jw6ptZcRHO8gelsDgpMiQXqou4UVhSUREBiSrxcKojHiGp8WSX1RD/v5aahpaWJlXSmyUnTFD4xkyKDosrsaS0FJYEhGRAc1us5AzPJER6XHsKqpl94Fa6hrdrNleTl5BNaOGxDEsNQZbGMwkLaGhsCQiIkLbpIrjMhMZnRHH7gN17CqqpbHZw8ZdleTtrWZYWgwj0mOJjrCHulTpZQpLIiIiB7HbrGQPS2DkkDgKSurZdaAtNO0qqmVXUS1piZFkDo4lMU6TWw4UCksiIiKHYbNaGDkkjhHpsZRWNbHrQC1l1c2UVDVRUtXExl0V1Dd7mJaTQkp84O+HJuFDYUlERMQHwzBIS4oiLSmK+kY3e4rrKCyrp8nVyluf7OStT3YyakgcJ0wYzLdPzNKcPP2QwpKIiEg3xUTZOWZkEuOzEmlweahr8rA6r4T8olryi2p5ZcF2soclMHVsKseOGUSSDtX1CwpLItJvWINwtVIwxpS+z2IxyEqP44KZ2ewuqGTZ5mJW5ZWyo7CGbQXVbCuo5l//2c7w1BhyRw9i0qhkRqTHYbFoGoK+SGFJRPq8SKcN0zSJiwveeSMG+iUnh5cQ6+RbU4dx9vRM3BgsWL6HL7aUsKuoloLSegpK63lv6R5io+zkjkxm4qhkxmUmEhvlCHXp0k0KSyLS5zntVgzDYPGqAiprmwM69tC0WKZNSEfzEkp3pCZGcfb0TL41dRi1jS1szK9gQ34Fm3ZXUNfoZsmmYpZsKgZgaEo0OcMTyclMZOzwBE1JEMYUlkSk36iuc1FR3RTQMRNinAEdTwaOuCgHMyamM2NiOp5WLzsLa1ifX86m3ZXsL2ug8Mt/C1YXYgDD02IZOzyBscMSGDMsgZhIhadwobAkIiISZDarhZzMtr1IlwC1jS1sK6gmb28VeQVVHKhoZG9JHXtL6vh45T4AhgyKJntYAtlD48kelqCTxUNIYUlERKSXxUU5OD4nleNzUgGorneRV1DF9oJqthfWUFTe0PFv8dr9ACTHRbSFp2HxX97sN0o3++0lCksiIiIhlhDjZPr4wUwfPxiAusYWdhTWsH1fNTsKq9lbXE9FbTPLNhezbHPbOU+xUXayh7YdssseFs+w1BisFl29GQwKSyIiImEmNsrBlOwUpmSnANDc4iF/fy3b91WzfV81u7682e/q7WWs3l4GQITDyuiM+LbwNDSekUPisNusofwy+g2FJRERkTAX4bAxYUQSE0YkAeD2eNlbXMe2fVXsKKxhR2ENTS4Pm3ZXsml3JQA2q8GI9LgvD90lMDojnlibpivoCYUlERGRPsZuszB6aDyjh8YD4PWaFJbVt+15Kqxhx75qahpaOoLU+8v2YhhtV9wdOzYVl8uN1WJg0TlP3dLvw5Jpmqxdu5ZFixaxevVqdu3aRX19PbGxsYwfP55Zs2Zx3nnn6SQ5ERHpsywWg+FpsQxPi+WMqcMwTZPSqqYvw1Pbobuy6mb2Ftext7gOaAtcaYmRDE6KIjUxEptmq+9Svw9Ly5cv55prrun4fNiwYWRkZLB//36WLFnCkiVLeP/993niiSdwOLR7UkRE+r6Db/57yqQhAFTVucgvqiFvXw1L1hfhcrd2zPVktRgMTooiIyWa1IRI3Zbla/p9WDJNk6FDh3L11VdzzjnnkJyc3LHsnXfe4f7772fx4sU89thj3HXXXSGsVEREJHgSY51MnzCYs08exbCUaHbuq6a4spEDlY00NnvYX97A/vIG7DYLQ5KjGJ4WS0KMQ0deGABhKTc3lw8//BC7/dCZUGfNmkVxcTGzZ8/mzTff5M4778Siyy5FRKSfs1gMkuMjSI6PYHxWItX1LewvawtLLncre0vq2VtST1y0g8y0GIamxGC3Ddzfj/3+K4+JiTlsUGr3jW98A4Dq6moqKyt7qywREZGwYBgGibFOjhmZxLePH8qJE9LISInGYkBtQwsbd1Xy8cp9rN9ZTn2jO9TlhkS/37N0JM3NX910MyJCU8mLiMjAZRgGKQmRpCRE0jIiicKyBvaW1FHX6O7Y25SWGMmojHiS45wD5hDdgA9L77//PgA5OTnExMT4NZYtwLsorV9emWAxDL9Otmt/7sFjtL/BLRYCfiJfsMYOt5oP19dAjNtd/bnP3eltT8btif7W56Pt7dGM7Y/2S9itQbgiK1A/S7/u6zV//f9wdDS9iHDaGD00nlEZcVTUNrNzfy3FFY2UVDVRUtVEQoyDnOGJpCVFYhhG8N4blvb/jYD/nu2uAR2WNm3axKuvvgrATTfd5NdYFotBYmJ0IMo6hNNpIzLS/yv1nM6vDkc6HG2zutrtgRn7YMEaO1xrPrivgRz3SAZCn3311p9xj0Z/7XN3e9uTsXvC6Wz7dRQXFxmwMQ+3jd6oOZhfQ6AcbS+iopwMGxxPbUML2/ZWsruolur6FpZvKSEpLoKJo5Kx29uCTKDfG3Z7W59jYkJ39GfAhqXy8nJuv/12PB4P3/rWtzjnnHP8Gs/rNamtbQxQdW2sVgtxcZG4XB6amlp6PI7FYuB02nG53Hi9JgAtLa0AuN3+jX04wRo73Go+XF8DMW539ec+d6e3PRm3J/pbn4+2t0cztj+ivgxhtbVNtLZ6AzYuBO5n6dd9veb27QTjawgUf3tht8AxI5IYkxHPzv017CqqpbK2mU/X7md7QRXxMREBf2/ERLT1ub6+Gbe7NWDjQluw7c6ewAEZlurq6rjxxhspKipiwoQJ/O53vwvIuB5PcL45vKbZox9qh4zj/Woc0zS/fIyAjH2wYI0drjUf3NdAjnskA6HPvnrrz7hHo7/2ubu97cnYPeH9ctzWVm/Y/yw9eDw4tOZgfg2B4m8v7DYL4zITGZkex879NewpruNARSO/fGYJw9NiGZ0RR0xkz/ZeHlKrt/1/M2R9HXBhqaGhgRtuuIEtW7YwZswY/va3v/l9rpKIiMhA5HRYmTAiiVEZcZRUNbNxVwUFJXXsK60ja3AsY4cl4LD3/Zv5hu9ZaEHQ1NTEzTffzLp168jKyuL5558nMTEx1GWJiIj0aREOGzOPG8qTPzuNYakxmCbsPlDHwjX72VNc17FHsq8aMGHJ5XJxyy23sHLlSjIyMnjhhRdISUkJdVkiIiL9xrC0WL49bTgnTkgjLsqO2+NlQ34Fn28spqYhsOfm9aYBEZbcbje33347y5YtIy0tjRdffJH09PRQlyUiItIvpSRE8o3JQzhmRBI2q0FVnYvP1hWxeXclnjA9+d2Xfh+WWltbufPOO/n0009JSUnhxRdfZNiwYaEuS0REpF+zGAYjh8Rx2rEZpCdHYQL5RbUsXltEWXVTqMs7Kv3+BO8PPviAjz76CACHw8Evf/nLLte9//77GT9+fG+VJiIi0u9FOm0cn5NKSVUjG/IraHR5WLa5hKzBsYzPSsQWxpN4tuv3Yaml5atjpPv372f//v1drltXV9cbJYmIiAw4aYlRnDY5gi17q9hTXMee4jpKq5qYPDqZQQnhPZFnvw9LF1xwARdccEGoyxARERnwbDYLuaOSSU+OYt3OchpdHpZuLmHUkDhyMhOxBvjWP4ES/vu+REREpF9JSYjktMkZZKa1zXOYX1TL5xsOUN/oDnFlh6ewJCIiIr3OZrMwafQgpuWk4rBZqGlo4dP1RewtCb95mRSWREREJGQGJ0dx6uQhDIqPoNVrsn5nBau2ldHiCex94PyhsCQiIiIhFeG0ceKENMZlJmIYcKCikU/XFlFR0xzq0oABcIK3iIhIMLXftf7r/4ejcK7NMAzGDI1nUHwEa7aX0dDsYcmmYprdrXz3m6NDWpvCkoiISA9EOm2YpklcXOfL3r/+eU95TROLEZyrwwzC86ozgMRYJ9+cPIQN+RUUljWwelsZD/51OT+6MDdkNSksiYiI9IDTbsUwDBavKqCythmLYeB02nC5PHj9PEF5aFos0yakd4wdKO3jBimDBYzNamFKdgqD4iPYuKuSNdtKydtbRfbQ+NDUE5KtioiI9BPVdS4qqpuwWAwiIx00NbXg9foXlhJinJ3GDpT2cfuK4WmxjBqawNC0OMZlJdLqCc195cL34KWIiIgMeAkxTs6YNjykt0VRWBIRERHxQWFJRERExAeFJREREREfFJZEREREfFBYEhEREfFBYUlERETEB4UlERERER8UlkRERER8UFgSERER8UFhSURERMQHhSURERERH3QjXRERCRvWINz/KxhjysCisCQiIiEX6bRhmiZxcZFB24aBEbSxpX9TWBIRkZBz2q0YhsHiVQVU1jYHdOyhabFMm5COoawkPaSwJCIiYaO6zkVFdVNAx0yIcQZ0PBl4dCBXRERExAeFJREREREfFJZEREREfFBYEhEREfFBYUlERETEB4UlERERER8UlkRERER8UFgSERER8UFhSURERMQHhSURERERHxSWRERERHxQWBIRERHxQWFJRERExAeFJREREREfFJZEREREfFBYEhEREfFBYUlERETEB4UlERERER8UlkRERER8UFgSERER8UFhSURERMQHhSURERERH2yhLqA3LV++nOeff57169fT2NjIkCFDOOuss7jpppuIiooKdXkiIiIShgbMnqV//OMfXHPNNSxevBin08moUaPYv38/zzzzDBdeeCHV1dWhLlFERETC0IAIS5s2beLhhx8G4KGHHmLx4sXMnTuXBQsWMGHCBPLz87n//vtDXKWIiIiEowERlp5++mm8Xi/f+973uOSSSzAMA4C0tDQeffRRLBYLH3/8MXl5eSGuVERERMJNvw9LDQ0N/Pe//wXg4osvPmR5VlYW06dPB+DDDz/s1dpEREQk/PX7sLR161ZaWlpwOBzk5uYedp3jjjsOgPXr1/dmaSIiItIHGKZpmqEuIpjeeOMN7rvvPrKysvjoo48Ou868efO46667SE9PZ/HixT3ajmmaeL2BbaVhgMViocnl8Xtsw4CDX2mb1cDpsAVk7K8L1tjhWPPX+xqocbujv/f5SL3t6bhHqz/2+Wh6e7Rj91R/eQ396e2Rxg6Evthni8Ug0mnD6/UGpLdfH7v91Bxf+v3UATU1NQDEx8d3uU77svZ1e8IwDKzWIze8JyKdwXuZ+uLYqrl3xlbNvTN2X6w5mGOr5t4Zuy/WbLGE7mBYvz8M53K5ALDb7V2u43A4Oq0rIiIi0q7fhyWn0wmA2+3ucp2WlpZO64qIiIi06/dhqTuH2LpzqE5EREQGpn4flrKysgAoKirqcu9SQUFBp3VFRERE2vX7sDRu3DjsdjstLS1s2LDhsOusXr0agMmTJ/diZSIiItIX9PuwFBMTw8knnwzA66+/fsjyPXv2sHz5cgDOOuusXq1NREREwl+/D0sA//M//4NhGLz77ru89tprtE8tVVpayh133IHX6+WMM84gJycnxJWKiIhIuOn3k1K2e+GFF/jd736HaZqkp6eTmJjIzp07aWlpYcSIEbz88sskJSWFukwREREJMwMmLAEsW7aMv//972zYsIHGxkaGDBnCWWedxU033UR0dHSoyxMREZEwNKDCkoiIiMjRGhDnLImIiIj0lMKSiIiIiA8KSyIiIiI+KCyJiIiI+GALdQFy9EzTZO3atSxatIjVq1eza9cu6uvriY2NZfz48cyaNYvzzjsPwzAO+/yGhgb+8pe/8NFHH1FUVERUVBSTJk3iuuuu44QTTujlryb8fPDBByxdupTNmzdTWlpKdXU1drudrKwsvvnNb3L11VeTmJh42Oeqt0fn008/5aabbgIgIyODRYsWHXY99dW3J554gieffNLnOg888ACXXXbZIY+73W5efPFF5s2bR0FBAXa7nZycHK688kq+/e1vB6vkPunTTz/ljTfeYN26dVRXVxMfH8+wYcM44YQTuP3227HZOv9KVW+7VlhYyOmnn96tdS+44AIeeeSRTo/1dm91NVwftGzZMq655pqOz4cNG0ZcXBz79++nuroagFNPPZUnnngCh8PR6bmVlZX84Ac/YPfu3TgcDkaPHk1lZSXFxcUYhsH999/P5Zdf3otfTfj53ve+R15eHg6Hg5SUFBITE6msrKSoqAiA5ORk/v73vx8yial6e3QaGho499xzO/raVVhSX4+sPSwlJyeTmZl52HWuv/56zjjjjE6PuVwurr32WlavXo3VamX06NE0NTV13C/zxhtv5Gc/+1nQ6w93Ho+He+65h3nz5gGQnp7OoEGDqK6upri4GLfbzZo1azpNQaPe+lZWVsaPfvSjLpe7XC42b94MwK9//WsuvvjiTst6vbem9DlLliwxZ86cab744otmeXl5p2Vz5841jznmGDM7O9v8wx/+cMhzf/jDH5rZ2dnm+eefbxYXF5umaZper9d89dVXzezsbHPcuHHmli1beuXrCFevvfaa+cUXX5gtLS2dHs/LyzPPPfdcMzs72/zOd75zyPPU26Pz61//2szOzjZvueUWMzs72zzttNMOu576emSPP/64mZ2dbf785z8/que1vwYzZ8408/PzOx5fsGBBx8+RhQsXBrrcPufee+81s7Ozze9///vm5s2bOy1rbGw0FyxYcMjPC/XWP2+//baZnZ1t5ubmmnV1dZ2WhaK3Ckt9UF1d3SHfmAd75plnzOzsbHPatGlma2trx+ObN282s7OzzZycHHPPnj2HPO+uu+4ys7Ozzdtuuy0odfcH69evN7Ozs83s7Gxz586dHY+rt0dn7dq1Zk5OjnnLLbeYb731VpdhSX3tnp6EpbKyMnPChAlmdna2uWzZskOW//nPf+4IqQPZsmXLOt6fX/+l3RX11n9XXHGFmZ2dbd55552dHg9Vb3WCdx8UExOD3W7vcvk3vvENAKqrq6msrOx4/KOPPgJg+vTph91Vf8kllwBtx+UbGxsDWXK/MXLkyI6Pm5qaOj5Wb7vP7XZz//33ExERwa9+9Suf66qvwbNo0SLcbjdZWVlMnz79kOWXXnopAJs3b+44vDEQPf/88wBcd911xMTEdOs56q1/CgsLWblyJdB2vtLBQtVbneDdDzU3N3d8HBER0fHxunXrAJg6dephn5ebm4vD4cDlcrF161aOO+64oNbZF61evRqAqKgoRowY0fG4ett9c+bMYfv27dxzzz0MHjzY57rq69HJy8vjzjvvpKysjOjoaMaOHcs555zDmDFjDlm3vbdd9SwtLY2hQ4dSWFjIunXrGD58eDBLD0sul4slS5YAcOKJJ7Jz505ee+018vPzcTgcjBs3jgsvvJCMjIxOz1Nv/fPOO+9gmiZDhgw5JBCFqrfas9QPvf/++wDk5OR0+ktoz549AF2+eex2O+np6QDs3r07uEX2IV6vl5KSEt5++23uueceAH72s591OplTve2e/Px85syZw4QJE7jyyiuPuL76enS2bt3Ke++9x4oVK1i0aBHPPPMM5513Hg8//DCtra2d1j1Sbw9eNlB7m5eXh9vtBtr+UJo1axYvvfQSS5Ys4ZNPPuHpp5/mrLPO4r333uv0PPW250zTZO7cuUDbxTYWS+eYEqreas9SP7Np0yZeffVVgI5LstvV1NQAEB8f3+Xz25fV1tYGqcK+44UXXjjkctXc3Fx+97vfdRzqbKfeHplpmtx33314PB4efPBBrFbrEZ+jvnZPamoqP/rRjzjllFMYOnQoMTEx7N69m5dffplXX32VF198EZvNxt13393xHPX2yMrKyjo+fuihhxg/fjz33XcfOTk5HDhwgNmzZ/PBBx/wi1/8gpEjRzJ+/HhAvfXHF198QWFhIXDoITgIXW+1Z6kfKS8v5/bbb8fj8fCtb32Lc845p9Nyl8sF4PN8p/apBg4+lDdQpaWlMWXKFCZNmkRKSgqGYbB161befffdQ74J1dsje/nll1mzZg2XX345EydO7NZz1NfuueSSS7j11lvJzc0lKSkJh8PB2LFjefDBBzsuoX7xxRc7fgmBetsdDQ0NHR9HRETw3HPPdRz6zczM5NFHH2XcuHG43W6effbZjnXV255r36s0derUw+49ClVvFZb6ibq6Om688UaKioqYMGECv/vd7w5Zx+l0AnTsVj6clpYWoPO5TgPV2WefzSuvvMLrr7/O559/zjvvvMOkSZN47733uOqqqzod1lBvfSspKeHRRx8lLS2Nn/zkJ91+nvrqv+uuu47U1FQ8Hk+neazU2yNr7xHA+eeff8jeDIvF0jHn3eeff47X6+30PPX26DQ0NHRc1HH++ecfdp1Q9VZhqR9oaGjghhtuYMuWLYwZM4a//e1vh71qIy4uDvhqN+bhtC9rX1e+kpOTw5w5c0hMTGTr1q0d54aBenskv/71r6mvr+e+++7r9hVFoL4GgtVqZdKkSQDs3bu343H19sgODkejRo067DrtV8g2NDR0TAqs3vbMRx99RGNjI5GRkZx11lmHXSdUvVVY6uOampq4+eabWbduHVlZWTz//PNd3oojKysL6PwD82But7tjNuX2daWzmJgYpk2bBtAxuyyot0eyZcsWAB588EFmzJjR6d9vf/tbAA4cONDx2Jo1awD1NVDaD1l4PJ6Ox47UW6Dj0uuB2tuDpwrp6rDPwXuf2vcsqbc9034I7swzz+zyj6pQ9VZhqQ9zuVzccsstrFy5koyMDF544QVSUlK6XH/y5MnAV5e/f92GDRtwu904nU7GjRsXjJL7hfZfOAcfhlNvu6e8vPyQf/X19UDbL5r2x9p3sauvgbFjxw6ATlM1tPe2PZh+XUlJScc5Tu3rDjRpaWkd0wLs27fvsOu0P+50OklISADU257Yt29fx9xKXR2Cg9D1VmGpj3K73dx+++0sW7aMtLQ0XnzxxY5LqLty5plnArBixYrDpvLXXnsNaJvU8uDL4uUr1dXVfPHFFwCdfjmrt74tWrSIbdu2HfZf+xWHGRkZHY+13xxXffXf4sWLO8LSjBkzOh4//fTTsdvt7Nmzh+XLlx/yvParasePH9/l/eYGgrPPPhuA+fPnd9oz1+7NN98E4Pjjj++4ka56e/Ta51bKyMjweXPsUPVWYakPam1t5c477+TTTz8lJSWFF198kWHDhh3xeRMmTOC0006jtbWVn/70p5SWlgJtl3S/9tprvPvuu1gsFm655ZZgfwlh64svvuDpp5/udNVQu82bN3P99ddTV1dHWlpap2Pq6m1wqK9HtmPHDn71q1+Rl5fX6XGv18t7773HnXfeCcBpp51Gbm5ux/JBgwZ1zIB+7733smvXro5lixYt4q9//SsAt956a7C/hLB2/fXXExsbS2FhIQ899FDH1VimafLSSy/xySefYBhGp6la1NujY5om77zzDtC2V8kwjC7XDVVvDdM0zYCOKEF38A/AjIwM0tLSulz3/vvv75j7A9ru4H7ZZZexZ8+ejju4V1VVceDAAQzD4N577+3WZIH91YIFCzq+yVJSUkhNTcVqtXLgwIGOOVfS0tKYM2fOIYd91NueaZ/sMyMjo9PVWu3UV9+2bt3KrFmzAEhISGDIkCFYrVYKCgo6TnSdOnUqzzzzzCEnvDY3N3PNNdewdu1arFYrY8aMobGxseOcj+uuu46f//znvfr1hKOlS5dyyy230NzcTGxsLFlZWRQXF1NWVoZhGNx1111cf/31nZ6j3nbfihUruOqqqzAMg//85z9H/OM/FL1VWOqDDp5J+kheeumlQ3Zp1tfX89xzz/Hhhx9SVFREVFQUubm5XH/99Ye9185AUlFRwfz581mxYgU7d+6koqKClpYW4uLiGD16NDNnzuTCCy/s8uRD9fboHSksgfrqS21tLf/6179Yt24d+fn5VFZW0tLSQnx8POPHj+fcc8/l3HPP7XIS0JaWFl544QXmz59PQUEBdrudcePGccUVV3QcBpW2maPnzJnD0qVLqaioICYmhmOPPZZrr72246KPr1Nvu+cXv/gFc+fOZdq0afzjH//o1nN6u7cKSyIiIiI+6JwlERERER8UlkRERER8UFgSERER8UFhSURERMQHhSURERERHxSWRERERHxQWBIRERHxQWFJRERExAeFJREREREfFJZERL60YsUKxo4dy9ixY3t924WFhR3bPtyNnEUkdBSWRERERHxQWBIRERHxQWFJRERExAeFJREREREfbKEuQESkJwoLC3nxxRdZunQpRUVFeL1e0tPTOfnkk7nuuusYMmTIYZ+Xn5/P008/zfLly6mtrSU1NZVTTz2VW265xef23G43n332GYsXL2bz5s2UlpZSXV1NbGws48eP5/zzz+ecc87BMIwuxygpKeGpp57i008/paKigqSkJGbMmMEPf/hDrFarX/0QkeAxTNM0Q12EiMjRmDdvHvfeey8tLS0AOBwOLBYLzc3NAERHR/P4449z8sknd3reZ599xq233trxvKioKFpbW3G5XKSkpPDTn/6UX/7ylwBs27at03NXrFjBVVdd1fF5TEwMpmnS0NDQ8dhZZ53F7NmzsVgO3Wm/efNmrr32WmpqagCIiIjAYrHQ2NhITEwMv/71r/npT38KwMKFCxk6dKhfPRKRwFFYEpE+ZcmSJdxwww1YLBauueYaLrvsMjIyMgDYvXs3jz32GB9++CExMTHMnz+/Yw9TcXEx55xzDvX19YwdO5bf/OY35Obm4vV6+fzzz7n//vtpbGyktrYWODQsbdiwgTfffJOzzjqL3NxcYmJiAKiurmbevHk89thj1NfXc++993YKVQD19fWcd955FBUVMWTIEH7zm99w0kknYRgGa9eu5f7776ekpKRj2wpLIuFFYUlE+gyv18vZZ5/Nnj17eOihh7jkkksOu94tt9zCokWLuOqqq7j33nsBeOCBB3jllVdISEjg3//+N8nJyZ2es337di644ALcbjdwaFg6kg8//JAf//jHDB8+nP/85z+dlj333HP88Y9/xG638+677zJq1KhOy8vKyjjnnHM69jopLImEF53gLSJ9xsqVK9mzZw+JiYlcdNFFXa43a9YsAD7//HMATNPkgw8+AODSSy89JCgBZGdnc+aZZ/a4tlNPPRWAgoICysrKOi3797//DbQdpvt6UAJISUnh0ksv7fG2RSS4dIK3iPQZa9asAdoOa51yyildrte+d6ioqAhoOxm8uroagOnTp3f5vOnTp/Pee+91uby+vp5XX32VxYsXk5+fT11dXce2DlZcXExKSgoALS0tbN++vVvbnjNnTpfLRSR0FJZEpM8oLS0F2sJQeXn5EddvP+G7oqKi47G0tLQu1/e1bPfu3VxzzTUUFxd3PBYZGUlsbGzHCd3tNTU1NXWsU1NTg8fj8WvbIhJaCksi0me0trYCMGnSJF5//fVe3fY999xDcXExGRkZ3H333UyfPp2EhIROtY0fPx5oO+wnIv2HwpKI9Bnth7baD69118HnKJWUlDBy5MjDrldSUnLYxw8cOMDatWsBePTRR5k8efIh63S1pys+Ph6r1Upra2uX48NXe81EJPzoBG8R6TOmTJkCtF09tnHjxm4/b+jQoR17gVasWNHlesuXLz/s4wcOHOj4uH3v0dctXbr0sI87HA7Gjh3b422LSOgpLIlIn3HCCSeQmZkJwCOPPNIxuWRX2k/qNgyDs846C4BXX32VysrKQ9bduXMnH3300WHHiY2N7fg4Ly/vkOX19fU888wzXdZx9tlnA23TC+zateuQ5RUVFbz66qtdfyEiElIKSyLSZ9hsNh588EFsNhurV6/miiuuYNmyZZ2uSNu3bx+vvPIK3//+93n55Zc7Hr/55puJjo6mqqqK6667rmPPlGmafP7559x4441ERkYedrujRo3qmNzyl7/8JZs2bepYtnbtWq666qqOOZIO5wc/+AGDBw+mpaWFG264gWXLlnWc17R+/XquueYavF5vzxsjIkGlSSlFpM9ZsGABd999d8etRux2O9HR0TQ2Nnba2/STn/yk0z3fFi9ezO23396xTnR0NK2trTQ3Nx/xdieffPIJt912W8eVbe3BqqmpiaioKJ5++mmuueYaAF566SVOOOGETs/fuHEj1113Xccs3ZGRkRiGQWNjI9HR0fzmN7/R7U5EwpT2LIlIn3PGGWfwn//8h9tuu43c3FyioqKoq6vD4XCQk5PDRRddxFNPPcX111/f6Xmnnnoqc+fO5ZxzziE5ORm3201ycjJXXHEF77zzjs+Actppp/HPf/6TU089lbi4ODweD4mJiVxwwQW89dZbnHjiiT5rnjhxIvPmzeOiiy4iLS0Nj8dDbGws559/PnPnziU3NzcgvRGRwNOeJREREREftGdJRERExAeFJREREREfFJZEREREfFBYEhEREfFBYUlERETEB4UlERERER8UlkRERER8UFgSERER8UFhSURERMQHhSURERERHxSWRERERHxQWBIRERHxQWFJRERExAeFJREREREf/h9R39Iwlv1bEwAAAABJRU5ErkJggg==\n" }, "metadata": {} } ], "source": [ "# histograma de la variable edad\n", "sns.set(font_scale=1.5) #seleccionamos un tamaño de letra legible\n", "sns.histplot(data = df['edad'], stat='percent', bins=20, kde=True)\n", "plt.show()" ] }, { "cell_type": "markdown", "source": [ "También podemos graficar todas nuestras variables de una sola vez para analizar los datos de forma eficiente." ], "metadata": { "id": "CrWBiT4VWAbi" } }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 258 }, "id": "lnNJCjusanS5", "outputId": "e13a3cfd-07c3-4308-a53f-94b26da3e6af" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ], "source": [ "# creamos 4 gráficos para mostrar\n", "fig, axs = plt.subplots(1, 4, figsize=(18, 4))\n", "sns.set(font_scale=1.5) #seleccionamos un tamaño de letra legible\n", "# graficamos las variables edad, ingresos, gasto y antiguedad\n", "sns.histplot(df['edad'], stat='percent', bins=20, kde=True, ax=axs[0])\n", "sns.histplot(df['ingresosanuales'], stat='percent', bins=20, kde=True, ax=axs[1], color='g')\n", "sns.histplot(df['gasto'], stat='percent', bins=20, kde=True, ax=axs[2], color='r')\n", "sns.histplot(df['antiguedad'], stat='percent', bins=20, kde=True, ax=axs[3], color='k')\n", "# configuramos los gráficos para mejor visualización\n", "sns.despine(left=True)\n", "fig.suptitle('Histogramas')\n", "plt.tight_layout()\n", "\n", "\n", "\n" ] }, { "cell_type": "markdown", "source": [ "#### Histograma de gasto por género" ], "metadata": { "id": "WSENSH0y0J1I" } }, { "cell_type": "markdown", "metadata": { "id": "68YglXpVpr0u" }, "source": [ "Se pueden dibujar histogramas más completos al presentar la diferenciación entre el gasto realizado por hombre y mujeres (frecuencias relativas o normalizadas en porcentajes):" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 487 }, "id": "-dz1wglzpiG2", "outputId": "248009c0-0321-4cf6-9118-13605c7d9ba6" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ], "source": [ "# creamos la figura a mostrar\n", "plt.figure('',figsize=(10,5))\n", "sns.set(font_scale=1.5) #seleccionamos un tamaño de letra legible\n", "# graficamos con Seaborn\n", "sns.histplot(data=df, x=\"gasto\", hue=\"genero\",\n", " shrink=.8,stat=\"percent\", legend=True, kde=True)\n", "\n", "# configuramos los gráficos para mejor visualización\n", "plt.xlabel('Nivel de gasto (1-100)',size = 18)\n", "plt.ylabel('Porcentaje (%)',size = 18)\n", "plt.show()" ] }, { "cell_type": "markdown", "source": [ "Otra opción es mostrar más en detalle la distribución del gasto para cada grupo de edad y por género. Para ello utilizamos la función *kdeplot()*." ], "metadata": { "id": "LolS4Q6pzxMN" } }, { "cell_type": "code", "source": [ "# Configuración de los gráficos\n", "fig, axs = plt.subplots(1, 3, figsize=(12, 4))\n", "sns.set(font_scale=1.5) #seleccionamos un tamaño de letra legible\n", "sns.despine(left=True)\n", "# Creamos los rangos de edad\n", "joven = df.loc[df['edadrango'] == 'Joven']\n", "adulto = df.loc[df['edadrango'] == 'Adulto']\n", "senior = df.loc[df['edadrango'] == 'Senior']\n", "titulos = ['joven', 'adulto', 'senior']\n", "# Gráfico kdeplot Jóvenes:\n", "sns.kdeplot(joven[joven['genero']=='Male']['gasto'], legend=True,\n", " ax=axs[0], label='male', color='b')\n", "sns.kdeplot(joven[joven['genero']=='Female']['gasto'], legend=True,\n", " ax=axs[0], label='female', color='r')\n", "axs[0].set_title(titulos[0])\n", "# gráfico kdeplot Adultos:\n", "sns.kdeplot(adulto[adulto['genero']=='Male']['gasto'],\n", " ax=axs[1], label='male', color='b')\n", "sns.kdeplot(adulto[adulto['genero']=='Female']['gasto'],\n", " ax=axs[1], label='female', color='r')\n", "axs[1].set_title(titulos[1])\n", "# Gráfico kdeplot Senior:\n", "sns.kdeplot(senior[senior['genero']=='Male']['gasto'],\n", " ax=axs[2], label='male', color='b')\n", "sns.kdeplot(senior[senior['genero']=='Female']['gasto'],\n", " ax=axs[2], label='female', color='r')\n", "axs[2].set_title(titulos[2])\n", "plt.legend()\n", "#--------- Configuración del gráfico\n", "fig.suptitle('Distribución del gasto por rango de edad y género')\n", "plt.setp(axs, yticks=[])\n", "plt.setp(axs, ylabel=None)\n", "plt.tight_layout()\n", "plt.subplots_adjust(top=.75)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 376 }, "id": "8hes6_J7s-Ms", "outputId": "63dfa842-3274-4f47-9ca6-86df5bee0097" }, "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
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H2LZtGzNnzqRJkyYlxvP222+zZcsWAGxsbBg5ciRt27ZFqVRy7tw5Vq9eTXp6Otu2bSM1NZUFCxaUe5bQ7OzsfMknDw8Pxo4dS8OGDcnIyODQoUPs2LGDGTNm4O/vX2J7f/31F19++SUAdnZ2DBgwgDZt2uDq6kpiYiKHDh1i7969xMXFMWXKFFavXk2DBg3KFbsx1xcUFMTMmTPJyckBoG3btgwePBgPDw8iIyNZv349QUFBzJo1q8SYMjMzsbS0pHXr1rRt25ZatWrh6OhIcnIykZGRbNy4kejoaM6fP89LL73EsmXLirznmTlzpiH55ODgwJgxY2jevDlqtZoTJ06wceNG3n//fbp161beTQjk9kgfNmwYK1as4MqVKwQFBRlKJBRmzZo1huTH448/Xq51Gvu4Mfa+p1arefXVVwkODqZTp07069cPLy8voqOjWb16NZcvXyY5OZnXX3+dzZs3FzpZSlJSEuPGjTM8vPP396d///7Url0bpVLJpUuXWLdunaFNjUZT4oQ1pTlXajQann32WYKCgoDcWadHjx5N06ZN0Wg0BAUFsX79enJycvjnn3/IysoySiJTiIeOTghhVo0aNTL8ryzUarWudevWhs+GhoYW2fbEiRMLvLdgwQLD+7///nuR69FqtboTJ04UG3th7d8rICAg33ft1q2b7vLly8V+5p133jEsHxERUWKbbdq00YWEhBRYLjw8XNe9e3fDctu3by+wzJo1awzvr1mzpti4Slo2JSVF161bN8My33zzjS4nJ6fQtlQqle7gwYMFXv/pp58Mnw8ICCjwfkREhK5ly5a6Ro0a6Zo0aaLbsmVLgWUyMjJ006dPN7TzyiuvFBrDxIkT823H77//XqfVavMto9FodC+++GKp9pmSnDhxwtBO+/btdWfPni2wzNWrV/Ntw6K2dWpqqq5Xr16Gto4fP17oOq9fv67r3bu3rlGjRrrWrVvr4uPjCyxT0jYvrTfffNPQzgsvvKDLysoqsMyqVat0jRs3LvH4j4yM1IWFhRW7vk2bNun8/f11jRo10r377rsF3ler1bp27drpGjVqpOvTp48uLi6uyLbi4+N1V65cKfB6WbfNtGnT8u13hW2DNWvWGOJu06aNLjo6usR2i9KnT5982/Kbb74psA9nZ2frXn/9dcMyzz33nEljz3ueaNSokW7gwIG6O3fulPs7VqTdEydO6JKTk4t8Pz09Xffqq68a2izqOMq7HzRq1Eg3ZcoUXXp6eoHlFi1aZFjmmWeeKbStOXPmGJYZO3asLiUlpcAyBw8e1DVv3jzfOgu7FmzZssXwfteuXQu9tkRGRur69u1rWO7ff/8tcnuUZN68eYZ2RowYoUtISCiwzPbt23VNmjQpMfYzZ87omjZtamgrKiqq0HXu3btX16xZM8P2Ki9jrU+tVusGDBhg+G4//PBDgWWysrJ0M2bMyLcNirpfOH36tC4mJqbIuLOysnSff/65oZ21a9cWutz69esNy/Tu3Vt38+bNAsucPHky3/1TRc75586dM7TxzjvvFLmcVqs1nKfat2+vy8jIKNf6jHncGHPfu/ccvHz58gLLZGZm6saOHWtYprD7Fp1OZ7jXaNy4sW7x4sWFLpOWlqabOnWqoa0DBw4UWKas58r58+cblh0wYEChy54/f17XsWNHw3L79u0rsj0hROGk36AQ9ykLC4t8XdD1T+tL68aNG4Z/F/ckTqFQFDvGvrz+7//+r0JPcAvz9ttv07p16wKv16lThy+++MLw33/++adR13uvJUuWEBsbC8DQoUN56623iqyBYWdnR48ePcq8jn/++cfQu2rKlCkMHjy4wDK2trZ89913eHl5AbBz506uX79ebLudO3fmtddeK9AzQKlU8vbbbxv++96hDWWRd/vPmjWr0G749erV4/PPPy+xrVWrVnH79m0Avv76azp27FjocrVr1zY85VWpVIUO0zGG2NhYQ08hDw8Pvvnmm0Kf8I4ZM6ZUQ7f8/PwKra+W19ChQw09cLZu3WrojaCXkJBg6MXYt2/fYoc1uru7V7jGV1hYGIcOHQJy4y9qGzz22GM8+eSTQO6whyVLllRovXpt2rThzTffLLAPW1lZ8eWXXxrq8uzbt49r165VSuwKhYI5c+YUO2yoPErbbvv27XF2di7yfXt7e7744gvDlOsbNmwocd2urq7MmTOn0Gnan3rqKUPvsoCAANRqdb73s7OzWbZsGZDbW2nOnDmF9gTr0aMH06dPLzGWP/74w/DvL7/8stBri5+fH3PmzDHsFwsXLizXcMjs7Gz+/fdfIHef+uGHHww10/IaMGAATz/9dIntzZs3D7VajYODA/Pnzy+0Vx7k9nB99tlngdw6V/cObyotY61v3759hiGqHTt2ZMaMGQXasLa2Zvbs2UWuI6+WLVsarlWFsba25t133zX08CxqH120aJHh319//TU1a9YssEy7du148803S4ypNJo1a2YYzrt9+3bS0tIKXe7o0aNERUUBuT3YyzME1NjHjan2vdGjRzNu3LgCr9vY2OTrLV/YfcT58+cNJQAmT55c5DHk4ODA999/b/j+ixcvLjamks6V2dnZ/PXXXwBYWlry448/Frps06ZN+b//+z/Df+t73gshSk8SUELcx1xcXAz/TkpKKtNn7ezsDP++t46Aqfn5+ZVY7LasXFxcih1W1bNnT8OPklOnThkSRKawadMmIDdpU9jQRGPYtWsXkHujNHXq1CKXc3R0ZPz48UBuUVb954pSWIFpvdq1a1OtWjWAAvV1Sis7O9tQA8PT07PYoUu9e/cuMRmi/xFSp06dEvepLl26GIpGHzlypCxhl9r+/fsNP7Yfe+yxYmvpFLety0pflyMzM7NAMfO8P3TK+3cri7z72KRJk4r9ofXMM88YEgIl7ZulNXny5CKHVtnY2BiOB6BArTNTxd6+fftSDcUqK2O26+joaBhaeebMmRKXHzlyZL5rUF5KpZIOHToAucf8vXXwgoKCDNesRx55pNhi3RMmTCi2iHVkZKRhKFyjRo2KrU/XsmVLOnfuDOTWCjt//nyRyxYlODiY+Ph4IDehW6dOnSKXnTJlSrE1YpKTkzlw4ACQm0guKZGY93xZnnOYMdeXd58v7hpkZ2eX75irCAsLC1q1agXk7qO6e2rjRUREEBoaCuQmhop6IAEwduzYYpOyZaGvK5iRkcHGjRsLXSbvQ4/yDr8z5nFjyn2vuGtb+/btDXEVdj3SX9MVCkWJNbVcXFwMx/uJEyfy1f8sbL3FnStDQkIMw+Z79OhR7IOfgQMHUrt2bSD/+UAIUTpSA0qI+1jewq9l1bVrV8MTo1deeYXnnnuOgQMHlnpmkopo27ZtuWtvFKVdu3aF9lTIq3Pnzly5cgXIrRll7CQY5CYC9eto2LBhoU9fKyo+Pt7wJLVx48YlFuru3r27oSBpST8sC+tBlpePjw+3b98mOTm59AHnERYWZuih06FDhxJnM+rSpUuRSZPU1FRDssXT07NAMqEw+t4apkrEnDt3zvDvkmY2a9q0KU5OTgVqrBXm9OnTbNy4kVOnThEZGUl6enqBnk56d+7cyderTD8r2ZkzZzh69CgvvfQSEydOpH379mWqG1daefexkmqsVK9enXr16nH16lWuXbtGWlpaqQtgF0WfYCjN+2fPns33nqliL64uTEWUpd3s7Gy2bt3K3r17CQsLIy4uDpVKVWiB+3uL5xdGnwgoSt4ftCkpKfney7vdSzpO9L3yipolMu/frHv37sW2Bbl/12PHjgG5x1XLli1L/ExeeWMvaV/z9vamQYMGXLp0qdD3g4ODDddxpVJZ4jks7zFfnnOYMden3w5KpbLEv2FpZx7UarXs3r2bHTt2EBoaSkxMDOnp6YXe66Snp5OWlpavB1Dev01J67S2tqZdu3aFFpsuqyFDhvDVV1+RmprKqlWrCiTcEhIS2LNnD5CbBC1v0tiYx42p9j07O7tikzfW1ta4ubkRGxtb6H2Evg6hs7MzZ8+eLXCOvpc+6ZSdnU1ERESRD61KOleW9TzStWtXw0iC06dPm+R+UogHlSSghLiP5b2pL8204nn16tWLoUOHsnnzZhISEpg9ezazZ8+mTp06tGnThvbt29OnT59Sz0JWFsYehgIYnkYVp1atWoZ/x8TEGD0GyC3urlfRoUxFydt7q27duiUun/cJfUk9vwobSpKXPslX3JPG4uTd7mX9m93r9u3bhhvokydPlmmmxnt/EBtL3u9XmuRjjRo1DE/sC5Odnc0HH3xQqiFReoUNAfnoo4+YPHkyaWlp7N69m927d2Nvb0/Lli1p164dXbt2NRRsrqi8+1hxvUPyLnP16lV0Oh2xsbEVSkC5urqWeC7Mu9/dex4wVeymOOeVpd2LFy/y6quvljgEV6+oYUR5lfZcAbnF9PMq63FSs2bNIn9Il/VvlvecWZ6esOU5hxWVgNI/SABYtmyZYXhVaZTnHGbM9em3g6enZ6HDMPMqzXa6c+cOL774Ypl6pd2bgDLm9aUs7OzsGDFiBP/++y8XLlzg/PnzNGvWzPC+vnA1lL/3Exj3uDHVvufq6lriA8bi7iP0cSUnJxsmuimt4h6MlXSuLM+5v7DPCiFKJgkoIe5TGo0mX7KjPDOSffvtt3Tu3Jm//vrLMAzv+vXrXL9+nXXr1mFhYcGgQYN45513DEOXjKGi01+Xt828N8l5p4w2prw/3Eq6KTfGOvIOpSxK3jjunWb5XqaeUjjv+sv6N7tXaXoOFaWo3kMVlZGRYfh3af42JS3z6aefGpJP1tbW9OrVixYtWuDj44OdnZ2hB1lAQAD//PMPUHjPyBYtWrB+/Xrmzp3L9u3byczMRKVSERAQQEBAAPPmzcPPz4+ZM2dWeDY6/d/Y0tKyxF6JULb9sySl2afybvN7zwOmit0U57zStpuUlMSUKVMMw0SqVatG7969qVevHu7u7tjY2Bh+MP7www9cvny5VL1rK3KuyHuclPVvdq+8293Y58PC5N1nKhp7ZZ/DjLk+/XYwxnkuJyeHadOmGXoPu7m50bdvXxo1aoSHhwc2NjaG/e3vv//m+PHjAAVqeBnzb1NW48aNM9QGW7lyZb46QatWrQJy973C6jWWljGPG1PtexW9hyhN8rsoxcVV0vYq63nEwcGh0M8KIUomCSgh7lOXLl0y3IzY29uXq6C3QqFg7NixjB07loiICIKCgggODub48eNcv34djUbD5s2bCQoKYvXq1Xh6ehr7axiNviB3cfLenFYkOVTcj7O8PSBMleTKu468N6RFyRtH3psmc8i7/rL+zYpra+TIkXz99dcVC84I8t64luZvU9wykZGRrF69GgBfX1/+/fffIp96501GF6VmzZp8/fXXfPrpp4SEhBASEkJQUBAnTpwgMzOTqKgo3nrrLW7dusXzzz9fYntF0f9d1Go12dnZJSZyjLl/lmafyrvN7z0PmDN2U/n3338NyadRo0bx+eefF1kb5tdff62UmPIeJ2X9m90r73avjPNh3n2morHnbevLL79k9OjRZY6nLIy5Pnt7e1JTUyt8ngPYsmWLIfnUrVs35s6dW+Q1uqgaS/qY9Cr6tymrRo0a0bZtW4KDg9m8eTPvvvsudnZ2nDx50jDZwdChQyt0njDmcVPZ+15p2dvbk5KSQvXq1Y0yPLK0ynoeyZt0qqrnfiGqKilCLsR9Sl/oGnILEBdXbLI0atasyciRI/n000/ZsWMHa9eupWnTpkDuUKeFCxdWqH1TyzurX1HyFsK9t0dX3h+aJT1ZTkxMLPI9Hx8fQ28CU9UZyjtTUGmG1ORdxpg92coj7/rL+jcrrq3S1KypDHljioiIKHH5yMjIIt8LCAgw1OeZPn16sUMu8g6nKImNjQ2dO3fmhRdeYMGCBRw9ejTfrHHz5s0rdh8vSd79szR/Y/0yCoWi2FmwSiMpKanE+mR5Y7r3eDBn7Kair3dkaWnJrFmzir1W3Lp1q1JiKutxUtwylX0+NOY5LO+woMo4hxlzffrtoK8lVpySttPRo0cN/37vvfeKfUBU3D5qzL9NeeiLkaelpbFt2zbgv95PULHhd2Dc46ay973S0scVHx9vsp7KhSnvuR/Mf18lxP1GElBC3IdiYmLy3dSMGTPG6Oto1qwZ33zzjeG/g4KCCiyj/8FaWBHbyhYcHFzizYq+2z5gmDZZr6g6EoUprpC3q6uroTfa5cuXS3WTWFYeHh6G2W/CwsJISEgodvm8M9bc+70rm7+/v6Hw9YkTJ0qcBl3/47kw7u7uhm19+vTpCnXdN5a8xb/z7m+FuXDhQrHDIPLOrFNSvY/CprMuLQcHB5599lkeffRRILcux72FX/PW9CjpeM9b1Lmk2ZJu375t6B1Qr169Chcgh9zEXXGKOw+YO3ZT0M/s5OrqWuysXxcuXCjxXGIsebd7ScdJQkJCscn8vH+zvImMouT9u5a1APm9nylpX4uJiSk29g4dOhiOLVPNzGmq9em3g1arJTAwsNhlizuPQ/5zXXF1meLj4wkLCysxJij5b5OdnV3ofU1FDBw40FCDbuXKlaSkpLB9+3YAmjRpUuHrrzGPm8re90pLP3tmVlZWmeo6VlRZzv2Q/1xTnvOIEA8zSUAJcZ9JS0tj5syZhiKQ9evXZ+DAgSZZV94pfvVTy+elf0ppqqFmZZGUlMS6deuKfP/w4cOGOldt2rQp0Fsh7xDG4m5cIyIiSuwWrq+ho9Vq+eGHH0oKvVz0yQK1Ws1ff/1V5HJpaWksXboUyE0i9O/f3yTxlJa+jhHk/jDO25PvXgcOHCixF9nIkSOB3C7zv//+u9HiLK/evXsbepisXbu22KTY33//XWxbeWtWFJfI3L17d5GFZssi7/F+b2KwLMMT8u5j//77b4EC1HktXLjQMKRVv09XlH52z8JkZ2cbjgeAfv365Xvf3LGbgn7YTnx8fLH747x58yorJNq1a2f4ob5nz55ie/AtWbKk0OuPXo0aNQwFn8PCwor98Xj27FnD+d3Pzy9foejSatu2rWFyjr179xbbi+avv/4qNsnu4eFBjx49gNyHPBVJJJeGMdeX99gp7pjLzMwsscB13nNdcdtz/vz5xT5oqlGjBk2aNAFyZyQtLoGxevVqo09GYWNjw6hRowAICQlhzpw5hqFyY8eOrXD7xjxuKnvfKy39NR1g7ty5JT6kMpa894UHDhwwDAktzM6dOw09Kdu1a2eSyXqEeJBJAkqI+4ROp+PAgQOMHj3a8NTO0dGRH3/8sVxFH+fOncuRI0eKrWeU94daYdMG16hRA4Dw8PBS1SMwta+//rrQ3kk3b95k1qxZhv+eMmVKgWX8/PwMs9adPHmSvXv3FlgmISGBGTNmlNjT6sknnzR0yd68eTP/+9//irwRzMzMLNeN38SJEw037QsWLGDHjh0FlsnKyuKtt94y9Oh69NFHSzW7i6nl3f5ffvllobPAXb9+nffff7/EtiZMmGBInPz+++8sWLCg2H06NTWVv//+u1Q9JcrDy8vLUGQ2Pj6et99+u9CZflavXs369euLbSvv0+6FCxcWOrTs9OnTJW6nCxcuMG/ePENPmMIkJCQY9iGFQlFgGm39sQ6UOEuVv78/PXv2BHITZ++9916h22D9+vUsWbIEyE1w3Tt1eXkFBwfz/fffF+iplZOTw/vvv28Y9tinTx/q1atXpWI3Bf1+pNPpCk2I618vaRp2Y7K2tubJJ58Ecs9Tr732WqG9AQ8dOlSqxPIzzzxj+Pc777xTaOL61q1bvP7664bzw7Rp0wxF/MvCysqKSZMmAbn71MyZM0lKSiqw3O7du4tNzOjNnDnT0Cv09ddf5+DBg8UuHxUVxddff52v11BZGGt9ffr0McwoeOzYMebOnVvgs/pjrqQhwnnPdT/++GOh5/AVK1YYJlooztSpUw3/fvvttwtdd0hICN9++22JbZXHuHHjDP/W30PZ2dlVeHIHMP5xU9n7Xmm0atWKAQMGALn3Ym+++WaxiXO1Ws3OnTsN5+Pysra25umnnza0OWPGjEJ7w4eFhfHRRx8Z/nv69OkVWq8QDyMpQi5EFZL3B4BOpyM9PZ2kpCTCwsI4ceJEvnoxvr6+fPfddzRs2LBc6zp+/Dg///wzXl5edO/eHX9/f7y8vNBqtcTExLB3717D00Nra+tCkzZdunTh4sWLqFQqnn/+eUaOHImbm5uhW3fLli1LnBLdWHr16sXRo0cZP348I0eOpH379iiVSs6ePcvq1asNvbQGDBhguLm519SpUw0/5l999VUee+wxOnTogE6nIzQ0lLVr15KSksLAgQMN3eoL4+TkxJw5c5g6dSpZWVksWLCAnTt3MnjwYOrVq4eVlRVxcXGcPXuW/fv34+/vT/fu3cv0fWvUqMF7773Hxx9/jFqt5tVXX+WRRx6hV69eODk5cePGDdasWWPoOePj48Mnn3xSpnWYSvv27Rk/fjxLly4lOTmZxx9/nFGjRtG2bVuUSiVnzpxhzZo1qFQq+vXrV+wPY3t7e+bNm8fEiRNJS0vjf//7HytWrODRRx+lQYMG2Nvbk5aWRkREBGfPnuX48ePk5OTkG15qbO+++y5Hjx4lLi6OPXv2MGzYMEaNGkWtWrVISUlh7969HDhwgFq1auHo6MiFCxcKnba6TZs2NGvWjPPnzxMVFcWgQYN44oknqFu3LpmZmQQEBBjqjAwbNqzI3mSpqan89NNPzJs3j7Zt29KmTRvq1KmDg4MDycnJXLp0ic2bNxt+RA8bNozq1avna6Ndu3ZYWVmRk5PDwoULDUkqfe00V1fXfMMQPvvsM0aNGkVCQgJbtmzh/Pnzhm2QmprK3r172b9/v2H5Tz75xCh1NLy9vfHx8WH+/PkEBgYyZMgQPDw8uHXrFuvXrzf0gnRxccn3IyIvc8VuKuPHj2fNmjVoNBr++ecfwsLC6N+/P15eXty+fZvNmzdz4cIFGjRogI2NTYkJRmN5/vnn2blzJ1evXuX06dMMHjyYMWPG0KBBAzIyMjh69Cjbtm3D2dmZtm3bGnouFfbAZfDgwezevZstW7YQGxvLY489xqhRo2jdujUWFhacO3eO1atXG37Idu/evUJJw2nTprFjxw5CQ0M5f/48Q4YMYezYsTRs2BCVSsWhQ4fYuXMnzs7ONG7cuNghas2aNePjjz/mww8/JDk5mWeffZa2bdvSs2dPatSogaWlJcnJyVy7do2goCDOnTsHYPixXFbGWp+FhQVffPEFTz/9NDk5Ofz8888cPXqUwYMH4+7uzq1bt1i3bh1Xrlyhf//+7Nq1q8iYHnvsMebPn49KpWLXrl2MGjWKESNG4OvrS1xcHLt27SIwMBAvLy8aNWpUbC+34cOHs3nzZg4cOEBUVBTDhw9nzJgxNG/eHLVazYkTJ9iwYQMKhYLevXvnO5aNoW7dunTq1CnfELlBgwblG+ZfEcY8bip73yutL7/8kvDwcC5dusTWrVs5fPgwgwYNonnz5jg7O5OZmUlMTAwXLlzg6NGjJCcnG6UUxdSpU9m3bx9BQUFcuXKFoUOHMnr0aJo2bYpGoyE4OJh169YZHko8/vjj9O7du8LrFeJhIwkoIaqQl156qcRlnJ2dGTFiBK+++mqx9TxKKzY2ttiha25ubnz77beFJrqmTp3Kxo0bSUhI4NixYwXqPPz999906tSpwjGWRosWLRgyZAgffPABq1atylcjS69Xr17873//K7KN0aNHc/LkSdatW0dOTg4rVqxgxYoVhvetrKz49NNPsbCwKDYBBblJln/++YfXXnuNqKgobt68yW+//VbosoUlH0rjiSeeQKfTMXv2bLKystizZw979uwpsFyjRo349ddfcXd3L9d6TOGDDz4gPT2dDRs2kJ2dXWBbK5VK3nrrLdzd3UvsmdGkSRNWrVrFG2+8wYULF7h58yYLFiwocnlra2vc3NyM9l3u5eHhwaJFi3jmmWeIjo7m+vXrzJkzJ98y1apV4+effzZM1V3YLDoKhYI5c+bw9NNPc/v2beLj4wsMk7KxseGjjz5CqVQWmYDS718ajYYTJ05w4sSJImMfPHgwn332WYHX3d3dmTp1quFH4k8//ZTv/Y4dO+brneDr68vSpUt54YUXCA8PL3QbQG7PgE8++cQovQMg9xj98ccfmT59umGmv3t5eHgwf/78Akk2c8duKk2aNOGDDz7gs88+Q6vVFroP1K9fn19++YUPPvig0uKytbVl0aJFTJ06lStXrhATE8Mvv/ySbxkXFxd++OEH1qxZY3itqBmnvvnmG+zt7Vm1apVh2FdhQ78GDBjAN998U+7zLuSeQxYuXMgzzzzDhQsXiIuLKzCDoLOzMz/88EOxs7bpjR07Fg8PDz788EPi4uIIDg4mODi4yOVdXV1LnKGxMtbXrl075syZw9tvv41KpSIoKKhAXaX27dvz5ZdfFpuA8vb25n//+x+vv/46WVlZhIWFFaj15OPjw9y5c/P1zC7KDz/8wMsvv8yRI0dIS0sr0BPNxsaGzz//nBs3bhg9AQW51+a8CShjDL/TM/ZxU9n7Xmk4OjqybNkyPvzwQ7Zu3UpKSkqBe4R7GeMhgIWFBX/88QdvvPEG+/btIzk5mT///LPAcgqFgokTJ+brWS+EKD1JQAlRRVlZWeHg4ICjo6OhVkXLli3p06dPvnoJ5fXrr79y7NgxAgMDOX/+PDdv3jT0gNAX0u7ZsydjxowpMtHl4+PDunXrWLhwIQEBAURGRpKRkWG2ouQjRozA39+ff/75h4CAAGJiYrCzs8Pf358xY8YwbNiwYj+vUCiYPXs2PXr0YOXKlYSGhpKRkYGXlxedO3fm6aefpnHjxqxdu7ZU8bRq1Yrt27ezfv169uzZw4ULF0hMTDTMmNWoUSN69OjBkCFDyv2dn3zySXr37s2SJUs4fPgwUVFRZGRk4OrqStOmTRk4cCAjRowo11ATU7KwsOCbb75h0KBBLF++nDNnzpCWloanpydt27Zl4sSJtGnTptTbul69eqxdu5a9e/eya9cuQkJCiIuLIyMjAwcHB6pXr46/vz+dO3emb9++uLi4mPT7NWrUiK1bt7J48WJ27txJREQECoUCPz8/Hn30USZOnIibm5vhmCsqntq1a7Nu3ToWLVrE7t27iYyMxMLCAh8fH7p168aTTz5JgwYNit1OHTt2ZNOmTRw+fJhTp05x+fJl7ty5Q2ZmJra2tlSvXp1WrVoxatQoQwHYwrz++us0btyYdevWERYWRlJSUrHDUevWrcumTZtYv349O3bsMHzG3t6eGjVq0KNHD8aPH59vNiZj8PPzY9WqVfz7779s376diIgIsrOz8fPzo1+/fkydOrXEnpnmit1Uxo8fT9OmTVm0aBFBQUEkJSXh7OxMrVq1GDhwIOPGjcs3xXtl0V9Dli5dypYtW7h27RoajQZfX1/69OnDpEmTqF69umEWVgsLiyKLvVtaWvL5558zZswYVq1axYkTJ4iNjUWr1RrOK4899hhdunQxSuweHh6sXLmSFStWsGnTJq5cuWKIvVevXjz11FP4+fmVKgEF0LdvX7p27cr69es5cOAAoaGhJCYmotFocHJyonbt2jRv3pxu3brRrVu3CicBjLW+/v37s3nzZv78808OHDhAdHQ0Dg4O1K1bl+HDhzN27NhSzdLbr18/1q1bx4IFCzh27BhxcXE4ODjg5+fHI488wvjx43FzcytVAsre3p6FCxeyYcMG1q5dy8WLF8nIyMDb25suXbrw1FNP0bBhQ37++ecyb7fS6Nq1q+HfDRo0oG3btkZt35jHDVT+vlcajo6OzJkzh2effZb169dz4sQJbt26RVpaGtbW1nh7e9OgQQM6dOjAI488UuJEHaXl4ODAb7/9xqFDh1i/fr3hXsLCwgJvb286derE448/nm/CESFE2Sh0VWH6KiGEEOIhk5KSQqdOndBqtfTt27dADwpRen379iUqKgo/P79C67eJ+5dWq6Vbt24kJCTQuHHjUid0hDCXVatWGXoTvvfee0yePLnSY5DjRghRVUkRciGEEMIMli1bZii2W1lDVYW432zdupWEhARAjhNxf9AP/bS1tc03q1tlkuNGCFFVSQJKCCGEMLKQkJBCZ0/T27Vrl2H4h52dHSNGjKis0ISoMs6ePWuYIKIwQUFBfPrpp0BuXbjHH3+8skITolz27NljKOQ/bNgwk0zEIseNEOJ+JjWghBBCCCP78ccfCQ0NpVevXjRr1gwvLy90Oh1RUVEcPHgwXxHot956y6RF0YWoqpYvX862bdvo3r07rVq1wtfXF4VCQUxMDEePHuXgwYOGmoKTJ08u96yvQphKZmYmgYGBaDQawsLCDHWXrKyseO6550yyTjluhBD3M0lACSGEECaQlJTEhg0b2LBhQ6HvW1pa8tprrzFhwoRKjkyIqiM9PZ0dO3awY8eOQt9XKBQ89dRTvPXWW5UcmRAli4uL49lnny3w+ptvvmm0wtiFkeNGCHG/kgSUEEIIYWSzZs1i27ZtBAUFcefOHZKSkkhPTzfMatm5c2eefPJJk/5AEaKqe/7556lVqxaBgYFERkaSlJREWloa9vb2+Pr60qFDBx5//HH8/f3NHaoQJXJ2dqZ+/fpMnTqVRx991GTrkeNGCHE/k1nwhBBCCCGEEEIIIYRJSRFyIYQQQgghhBBCCGFSkoASQgghhBBCCCGEECYlCSghhBBCCCGEEEIIYVKSgBJCCCGEEEIIIYQQJiUJKCGEEEIIIYQQQghhUpKAEkIIIYQQQgghhBAmJQkoIYQQQgghhBBCCGFSkoASQgghhBBCCCGEECYlCSghhBBCCCGEEEIIYVKSgBJCCCGEEEIIIYQQJiUJKCGEEEIIIYQQQghhUpKAEkIIIYQQQgghhBAmJQkoIYQQQgghhBBCCGFSkoASQgghhBBCCCGEECYlCSghhBBCCCGEEEIIYVKSgBJCCCGEEEIIIYQQJiUJKCGEEEIIIYQQQghhUpKAEkIIIYQQQgghhBAmJQkoIYQQQgghhBBCCGFSkoASQgghhBBCCCGEECYlCSghhBBCCCGEEEIIYVKSgBJCCCGEEEIIIYQQJiUJKCGEEEIIIYQQQghhUpKAEkIIIYQQQgghhBAmJQkoIYQQQgghhBBCCGFSkoASQgghhBBCCCGEECYlCSghhBBCCCGEEEIIYVKSgBJCCCGEEEIIIYQQJiUJKCGEEEIIIYQQQghhUpKAEkIIIYQQQgghhBAmJQkoIYQQQgghhBBCCGFSkoASQgghhBBCCCGEECYlCSghhBBCCCGEEEIIYVKSgBJCCCGEEEIIIYQQJiUJKPHAePfdd2ncuDHvvvuuuUMRQgjxgFm7di2NGzemb9++Rm9brl9CCCEAjh8/TuPGjWncuLG5QxHCJCzNHYAQQgghhCjc2rVriYqKomPHjnTq1Mnc4QghhBBClJv0gBIPDC8vL+rWrYuXl5e5QxFCCCGMYt26dcydO5fAwEBzhyKEEMLE7OzsqFu3LnXr1jV3KEKYhPSAEg+MN954gzfeeMPcYQghhBBCCCFEmbVs2ZLt27ebOwwhTEZ6QAkhhBBCCCGEEEIIk5IeUOKB8e6777Ju3TpGjRrFV199VeD948ePs2TJEkJCQkhMTMTBwQF/f3+GDx/OyJEjsbCwyLf88OHDuXjxIpMnT+a9994rcr3Hjh1j8uTJKBQK9u7dS/Xq1fO9HxkZyV9//cXRo0e5desWWq2WatWq0b17d6ZOnVpgecit+fHee+/h5+fH3r17OXfuHH/88QdBQUEkJSXh4+NDv379ePHFF3FxcSnnFhNCiAdLcnIyO3fu5PDhw1y7do3o6GgyMjLw9PSkbdu2TJo0idatWxf5+VOnTvH7778TFBRERkYG1apVY+DAgUyfPr3Y9U6aNInAwEBefvllXnnllUKX+fnnn5k7dy4dO3bkn3/+KfG76K8DenPnzmXu3Ln5ltmzZw81atQw/LdGo2HdunVs3LiRixcvkp6ejpubG23atGHChAlSQ0oI8dDaunUra9eu5cKFCyQnJ2NnZ4e7uzv16tWjR48ejBkzBhsbm3yfSUhI4K+//uLAgQNERESQnZ2Nt7c3nTp1YsqUKTRs2LDAeo4fP85TTz0FwMWLF7lx4wa//fYbR48eJT4+Hnd3d3r27Mkrr7yCj49PiZ8vTGxsLH/++ScHDx4kKioKAD8/P3r16sXUqVPx9PQs8JnIyEgeeeQRIPfaodVq+eOPPzhy5AgxMTF4e3uzd+/eMmxRIcpHElDioTB79mwWL14MgEKhwMnJidTUVAICAggICGDjxo3MmzcPR0dHw2dGjBjBN998w5YtW3j77bcLJKj0Nm7cCECHDh0KJJM2btzI+++/T3Z2NgDW1tYolUrCw8MJDw9n7dq1/PTTT3Tv3r3I2Ddt2sR7771HTk4OTk5OaDQaIiMjWbx4MUeOHGHFihU4ODhUZPMIIcQD4e+//zYkaSwsLAzn9Fu3bnHr1i22bNnCrFmzDDf3ea1evZoPP/wQrVYLgJOTE1FRUfz222/s3LmTcePGVd4XAWxtbfH09CQ5OZmcnBzs7e2xt7fPt0ze61JqaiovvviioVaUhYUFDg4OxMbGsmPHDnbs2MHUqVN55513KvV7CCGEub333nusXbvW8N/29vao1Wpu3LjBjRs32LdvH7169cqX0D969CgzZswgJSUFACsrK6ysrIiMjCQyMpKNGzfy+eefM3LkyCLXGxAQwAsvvIBKpcLBwQGdTkd0dDSrVq3iwIEDrF69utAkVHECAwN56aWXDHHprwtXrlzhypUrrF69ml9++YX27dsX2UZISAgfffQRKpUKOzs7rKysyhSDEBUhQ/DEA+/ff/81JJ/GjRvHoUOHOHHiBCdPnuS9997D0tKSgIAAPvzww3yfGzZsGBYWFsTGxnLkyJFC287MzGTHjh0ABS5AR44c4Z133kGr1fLMM8+wZ88ezpw5w6lTp9i2bRsDBw4kPT2dGTNmcOvWrULbT0hIYNasWYwcOZL9+/dz8uRJgoOD+eijj7CysuLy5cssWLCgYhtICCEeEN7e3rz88susWbOGU6dOERgYyJkzZ9i9e7ch6fTVV19x4cKFfJ87f/48H3/8MVqtlo4dO7J161ZOnjxJSEgI33//PXFxccybN69Sv8vgwYM5cuQIbdq0AWDq1KkcOXIk3/+qVatmWP79998nMDAQKysrPvjgA4KCgjhx4gSHDh1i9OjRAPz5558sW7asUr+HEEKY08mTJ1m7di1KpZI333yT48ePExISwqlTpwgICGDhwoWMGjUqXxLm4sWLvPDCC6SkpPD444+zdetWTp8+TUhICPv27WP8+PHk5OTw/vvvc/bs2SLX/eqrr9K5c2e2bt1KcHAwISEhzJkzBwcHB2JiYvjuu+/K9F1u375tSD41aNCApUuXEhISQkhICEuWLKFu3bokJyfz0ksvER0dXWQ7H330EQ0bNmT16tWcOnWKkJAQFi5cWKZYhCgvSUCJB1pmZiY///wzAEOHDuXTTz81zJJnb2/P5MmTeffdd4Hcrrnnzp0zfNbb25suXboAsGHDhkLb3717N+np6dja2jJgwADD61qtlk8//RStVstHH33EW2+9RY0aNVAoFCgUCurVq8ePP/5I3759SUtLY9GiRYW2n5GRwZAhQ/j8888NPzTs7OyYMGECEydOBGDLli0V2URCCPHAGDduHK+88grNmzfH2toayO31WrNmTd5//33Gjx+PRqNhyZIl+T73ww8/oFarqVOnDn/88Qf169cHcp94DxkyhO+//97wtLkqOn36tOFhyIcffsikSZOws7MDcmeI/fLLLw3XqB9//JGsrCyzxSqEEJUpJCQEgK5du/Lss8/i6upqeM/NzY3u3bvz1Vdf5euJ9OWXX5KZmclzzz3HZ599Rv369Q09TqtXr87HH3/MpEmTUKvV/Prrr0Wu29/fn3nz5hmuKdbW1gwePJjXXnsNgB07dqBWq0v9XX777TdSUlJwcXFh8eLFtGvXzvBe+/btWbx4MY6OjiQlJTF//vwi23Fzc2PRokW0aNHC8JrMuicqiySgxAPtyJEjJCUlAfDyyy8Xusz48eMNSanNmzfne2/EiBFAbqIpLS2twGf1ial+/frlG7534sQJrl+/jpubG2PHji0yPn2vqcOHDxe5zAsvvFDo6/px3Ddu3CAjI6PIzwshhMjVq1cvAIKCggyvpaSkGM7BzzzzDLa2tgU+16NHD0NPpKpo69atAPj6+hZ5zZkxYwYAiYmJRfbqFUKIB42zszOQO6pAo9GUuHxkZCQBAQFYWloyderUIpfT38MfO3asyHaff/55lMqCP7f19/CZmZncuHGjxJgAdDqdYXa8J554wvDbJS9fX1+eeOIJoPgH1BMmTJDyHcJspAaUeKDpezRVq1atyMy+hYUFnTt3ZtOmTfl6QAH0798fBwcH0tPT2blzJ4899pjhvbi4OMNNvD5RpRccHAxAWloaPXr0KDK+nJwcgCKH4Lm6ulK7du1C3/P29jb8OyUlxfC0WwghHmYREREsXbqU48ePc/PmTdLT0w11nfTyDk04f/684f3OnTsX2W6nTp0MT9KrGv21q1OnToX+2AGoX78+Pj4+REdHc+7cOfr27VuZIQohhFl06dIFGxsbLly4wIQJExg9ejSdO3emZs2ahS6vv4fXarUMGTKkyHb1SSeVSkVSUhIeHh4FlmnZsmWhn817D69/UF6SyMhIw7L6ERqF6datGwsWLCApKYmIiIhCv2fbtm1LtU4hTEESUOKBFh8fD1BigT9fX998y+vZ2dkxYMAA1q5dy4YNG/IloDZv3oxGo8HLy4tu3brl+1xMTAyQm2CKi4srMc7MzMxCXy/u6UTe4rP6RJYQQjzMdu3axeuvv26Y+AHA0dERGxsbFAoFOTk5JCcno1KpDO8nJCQY/l3ctUJ/naiKynKti46OLnCtE0KIB1WtWrX4/PPP+fjjjw31kgDc3d3p1KkTQ4cO5ZFHHkGhUAD/3cNrtdpS3cMDRY5EyDs6Ii9Ly/9+gpd2CF7e83Zx5/q87yUkJBSagCosWSZEZZEElBAlGDFiBGvXriUwMJDbt28bajHpZ78bOnRogRny9E9FWrVqxcqVKys3YCGEeAglJiby7rvvkp2dTefOnXnppZdo2bJlviF1x44dY/LkyeYLUgghRKUbPnw4PXv2ZPv27YYi5Ldv32bbtm1s27aN9u3bM3/+fBwdHQ09Yj09PR/Y4cpF9ZQVojLI3iceaPoM/507d4pdTv9+YU8EOnXqRLVq1dBqtWzatAnIner0/PnzQMHZ7wDDuOyihtYJIYQwrgMHDpCWloaLiwu//fYbHTt2LFDPKTY2tsDn3N3dDf8ubtag4t7TP4Qorrh3ampqke9VlDGudUII8SBzdXXliSeeYM6cOezfv59du3Yxffp0FAoFJ0+eNExa5OnpCeQ+1MjbW9bc8p63S3utynt9E6KqkASUeKA1b94cyL3pDg8PL3QZjUbD8ePHAfLNBqGnUCgYPnw48F/Rcf3/N27cGH9//wKf0Y+tjo2NLXZ6ViGEEMahT67UrVu3yJp4x44dK/Bas2bNDE+DAwICimy/uPf0RW5v375d5DJnzpwp8r3i6IeF6HS6IpfRX+uOHz9eoN6V3tWrVw0/TAq71gkhxMOkVq1avPHGGwwdOhSAo0ePAv/dw2s0Gg4ePGi2+O5Vo0YNwwx+hV3L9PTfw9XVtcg6V0KYkySgxAOtW7duhpP13LlzC11m+fLlhvHeRRUb1BcZv3LlCmfPnjX0hCqs9xPk9prSFw+fPXt2vnokhSltAUIhhBCFc3JyAuD69euF9kQKDQ01nLvzcnZ2NtTx+/PPPwv97NGjR4stQK5/EHH48OFCn5gfO3as3AXM9TVEUlJSilxGf+2Kjo5m1apVhS7z008/AbnTb3ft2rVcsQghxP2mpHtwfU9ZfbK/Tp06dOzYEYA5c+aU2Hu1su7hFQoFgwYNAmDFihWF9uiNjo5mxYoVAIbEmhBVjSSgxAPN1taWV155BcgtGv7RRx8ZCgpmZGTw999/M3v2bAAGDx5seIp8r/r16xve++STT7h9+zYWFhZFntwtLS35v//7PywtLQkKCmLixIkcO3YsX7HwiIgIli1bxujRo1m6dKnRvrMQQjyMunXrhlKpJCkpiTfffNPQ2yc7O5utW7cyderUIid2mDFjBhYWFly7do3p06dz7do1ILc47NatW5k5c6ahl1NhBg0aZFj366+/buiNlZmZybp163j55ZcND0PKqmHDhgAcPHiwyGEXLVu2ZMCAAQB89tln/Pvvv4aiuLGxsXzwwQeG6btnzJiBjY1NuWIRQoj7zaeffsqMGTPYsWNHvkLe6enpLFu2jPXr1wPQu3dvw3sffvgh9vb2XL9+nccff5zdu3fnezgRHR3N+vXrefrpp/n2228r66vw/PPP4+zsTFJSElOmTDHM2AcQFBTElClTSElJwdXVlenTp1daXEKUhRQhFw+8iRMnEhERweLFi1mxYgUrV67E2dmZ9PR0w8wTnTp14rPPPiu2nZEjR3Lu3DnDdNddunTJN43qvbp06cKPP/7I22+/zenTp5k8eTJWVlY4ODigUqnyPZHp16+fEb6pEEI8vOrUqcO0adP4448/2LlzJzt37sTJyYnMzExycnKoUaMGM2fO5M033yzw2RYtWvDxxx/z8ccfExAQwKBBg3ByciIrK4vs7Gzq1avHuHHjDA8s7lW3bl1eeOEF5s2bx759+9i3bx9OTk5kZGSgVqvp168fDRs25Ndffy3z9xo1ahSLFi3ixo0b9O7dG3d3d0MCaenSpYbZ+b744gsSExMJDAzks88+Y/bs2Tg4OJCSkmIYvjd16lSefPLJMscghBD3K7Vazfbt2w1JeHt7eywtLfP1Km3Xrh3PP/+84b8bNWrEggULmDFjBteuXeOll17CwsLCcE3JO3t1ZQ5z8/X1Zd68ebz44otcvnyZJ598Ent7ewBD71tnZ2fmzZtX4qyoQpiLJKDEQ+G9996jT58+LF26lODgYJKSknBwcMDf358RI0YwcuTIAjPZ3WvIkCF8/fXXhl5MRQ2/y6tfv37s2rWLpUuXcvDgQW7cuEFqaip2dnbUq1ePFi1a0Lt3b3r27GmMrymEEA+1N998kwYNGrBkyRIuXbqEWq2mVq1a9O/fn2eeeYYLFy4U+dlx48bRqFEj5s+fT0hICBkZGVSvXp0BAwYwffp0du7cWey6X331VWrXrs3SpUu5dOkSGo0Gf39/xo4dy7hx44ocBl6SOnXq8PfffzN//nzOnDlDUlKS4eFJ3um7nZycWLx4MevWrWPDhg1cvHgRlUqFp6cnbdu2ZcKECXTq1KlcMQghxP3qxRdfpFmzZhw/fpyrV68SFxeHSqXCw8MDf39/hgwZUujvgHbt2rF9+3ZWrlzJ3r17uXz5MqmpqdjY2FC/fn2aNWtGz549eeSRRyr1+3Ts2JGtW7eyaNEiDhw4QFRUFAqFgvr169OrVy+mTp1qmAxJiKpIoSuuqqUQ95E333yTTZs2MW7cOD799FNzhyOEEEIIIYQQQoi7pAaUeGDoa2PI9NJCCCGEEEIIIUTVIgko8UAIDAw0zDDUunVr8wYjhBBCCCGEEEKIfKQGlLivrVy5ktmzZxsK7zVp0sQwnbYQQgghhBBCCCGqBklAifuaSqUiMzMTLy8vevXqxRtvvIGlpezWQgghhBBCCCFEVSJFyIUQQgghhBBCCCGESUkNKCGEEEIIIYQQQghhUmYZqxQbm5rvv5VKBe7uDiQkpKPVSocsU5HtbHqyjSuHbGfT029jhUJRaeu899ogjE+Oncon29w8ZLublpeXU6WtS64N5iHHkCiJ7CPiXqW5NlSJHlBKpQKFQoFSWXk/dB5Gsp1NT7Zx5ZDtbHr6bSweLHLsVD7Z5uYh212IipFjSJRE9hFRHlUiASWEEEIIIYQQQgghHlySgBJCCCGEEEIIIYQQJiUJKCGEEEIIIYQQQghhUpKAEkIIIYQQQgghhBAmJQkoIYQQQgghhBBCCGFSkoASQgghhBBCCCGEECZlae4AhHgYadLT0aSmAmDp7o7S2trMEQkhhCiOTq1GnZSITqPF0t0NpZWct4UQQjy8dGo1qohIslU54OQs10VRKpKAEqKSqFNSSNq3h7SgE2TfuvXfGwoFNrXr4NSuPS49emHh6Gi+IIUQQhjodDpU586SdGAfqnNn0anVuW8oFNg19selew+cOnZGoZQO5UIIIR4OmdevE795A6oL59FlZwOgsLHFsXUbPIaNwNrX18wRiqpMElBCmJhOqyVp9y7i1q8xnKQBlHZ26LRadFlZZF0PJ+t6OPGbN+I+aAhuAwahtLIyY9RCCPFwy0mIJ/rvxajOnTW8prC0BKUSXXY2GWGhZISFkrh7F76Tp2JTo6YZoxVC3Eun06HRaNDptOYO5b6k1SrIzLQgOzsLjUZn7nCqNKXSAgsLC3OHYXI6tZrY1StJ2r3T8JqFnR1ajQZdViapx4+RFnQCj5GP4TZgEAqFwozRiqpKElBCmJAmI4Pbv81Ddf4cADZ16uLW/1EcmrXAwtERnU6HOimJ9LOnSdq7h+zICOLXryU18DjVnn8Jm+rVzfwNhBDi4aO6dJHbv85Dk5qCwtISl959ceneA+vqfqBQkBMXS2rAMRJ3bCPrejg3Z3+O79RncGrXwdyhC/HQ02q1pKUlk5mpQqtVmzuc+1pcnBKtVhJ4pWFtbYujoyvW1jbmDsUktFlZ3Jr7I6rQCwA4deqC19Ah+LbwJzEhjbTLV4jfuB7V+XPErV6JOiEerycmSA9hUYBCp9NVeko7NjY1339bWipxc3MgMTEdtVpOcqYi29n08m7jrMRkIr77huzICBTW1niNG49Lz15FPg3Q6XSkBgYQu3xZ7o8ea2uqPfscjm3aVfK3qPpkXzY9/TauTPdeG4TxybFTsvQL57n18w/ocnKwqVmTas+9VORwAnVyMncW/I4q9DwoFPhOfRbnLl3zLSPb3Dxku5uWl5dTpa2rLNcGrVZLYmIManUOtrYO2NjYYWGhBKQnRnlYWCik91OJdKjVOaSnp6LRqPHw8MXS8sEaxaDNyclNPp0/h8LGFt9pz+LUtl2B86xOpyNpz25ily8BwG3gYLzGPG7m6EVlKs21QXpACWECmowMIn/8nuzICCxcXPB75TVs69Qp9jMKhQLnTl2w92/KnQXzUYVe4NYvc/Ge+BSuvfpUTuBCCPEQy7hy2ZB8cmjZimrPvYjSpuin2ZYuLvjNfJ2YJf+QfHA/d/78A4WNDU5t5cGBEOaQlpaMWp2Du7s3VlYPZk+UymRpqZQEbilYWdlgY2NPfPxt0tKScHX1MndIRhWz5J+7yScbarz2BnYNGha6nEKhwK1ff5R2dkQvWkDi9q3Y+Pnh3KVbJUcsqjLpEyeEkem0WqLm/0bW9XCUjo7UfPOdEpNPeeX+oHkDl569QKcj5p+/SNq/13QBCyGEICc+jlvzfs5NPrVoSbUXXi42+aSnsLDAe+JTOPfoCToddxbMJyviZiVELITIS6fTkZmpwtbWQZJPotIplUpsbR3IysrEDAOMTCb5yGFSDh8EhYLqL7xcZPIpL5du3XEfPBSA6H/+Ijs2xtRhivuIJKCEMLKodRtIOxWCwtISv1dfw7pa2es4KSws8J40GbcBgwCI+fdvUo4HGDtUIYQQ3B1eMO9nNKkp2NSsRbXnXyrTRBAKpRKfiU9j37QZuuxsoub+iEaVbsKIhRD30mg0aLVqbGzszB2KeEhZW9ug02nRaB6M2mM5sbHELPkbAI/hI3Fo3qLUn/UY+Rh2/k3QZWcTvWghOqklJu6SBJQQRpQRfo0b/y4FwGv8ROzq1S93WwqFAs8xj+Parz8A0YsWkHH1ilHiFEII8Z/4dWvIunkDpaMj1V+eUaqeT/dSWFhQ7bkXsfLyQh0fT8y/fz9QT8GFqOr0s93l1nwSovIp7xbcfhDO/Tqdjui/F6PLzsauUWPchwwr0+cVSiW+T09FYWNDxqWLpBw+ZKJIxf1GztBCGIlOrebWwgWg1eLcsRMuPXpVuE2FQoHX40/i0LpNbvtzfyInPs4I0QohhABQhV4gced2AHwnT8PKw6PcbVk4OOD77POgVJIaeJzU48eMFaYQotSk4Lgwlwdn30sNOIYq9DwKKyt8np5artnsrLy88BwxCoC4DWvRZmYYO0xxH5IElBBGkrB9K1mRkVi5OOM76akiZ7srK4VSSbVnnsOmZi00qSlE/fQD2sxMo7QthBAPM21WFtF/LwLApVcfHFu3qXCbdvXq4zFsBAAxy5eiTkmpcJtCCCFEZdFmZRG7ZiUAHsNGYO3jU+62XPv2w8rbB01yMgnbtxorRHEfkwSUEEaQkxBPwtbNANSdNhVLJ+NOT6y0taX6KzOxcHElOyqSmKX/GrV9IYR4GMVvXE9ObCyWbu54jTXeVNHug4Zg7VcDbVoa0cuWGq1dIYQQwtQSd2xDk5SElacXrv0frVBbCktLPMfkXl8Td+1Ek5pqjBDFfUwSUEIYQdyaVXfHSDfCs2d3k6zDyt2das+9AAoFKUcPkxIoRcmFEKK8su/cIXH3TgC8Jz6F0tZ4hYsVlpb4Tp4KCgXJx46SciHUaG0LIYQQpqJOSSFhxzYAPMeMRWllXeE2Hdu0xaZWbXRZWYbrrnh4SQJKiArKvHmD1OMBoFDgO36C0YbeFcY+TxHAmH/+Iicu1mTrEkKIB1nsmpWg0eDQoiWOrVobvX3buvVw6dETgPCFi2QGICGEEFVe4o6t6LKysKlTF8d2HYzSpkKhwH3ocACS9u6WWWIfcpKAEqKC4jesA8CpQyfs6tQ1+fo8ho3Atn4DtBkZ3P5jPjqNxuTrFEKIB4kqLJT0kGBQKvEcO85k6/EY8RhKW1vSrlwl+ZgUJBdCiMJs3bqJ7t3b88UXn5g7lIeaOjmZpH17AfAYPsKoD9UdW7fJHZqekUHygQNGa1fcfyQBJUQFZIZfI/30KVAo8Bg+olLWqbCwoNqzz6G0syPz6hXpyiqEEGWg02qJXbkcAJdevbGp7meydVm6uOA5LPepb8zqlWizsky2LiGEEKIikvbsQpedjU2duji0aGXUthVKJW6PDshdz77d8gD9ISYJKCEqIH7LJgCcu3TF2rdapa3XytMLr3FP5sawYR3ZsTGVtm4hhLifpRw7StbNGyjt7PAYPtLk63Pv/yg23t6oExNlBiAhhBBVkjYri6QD+4DciTRMUVLEqWMnLBydUCckkBYSbPT2xf1BElBClFP27VuknwoBhQL3wUMrff3O3Xpg598EXXY2MX//hU6nq/QYhBDifqLNySF+w1oA3IcMw9LJ2eTrVFpbU2fyU0DuzELq5GSTr1MIIYQoi5RjR9Cmp2Pl6YVjm7YmWYfSyhqXXr2B3N5W4uEkCSghykk/Q4RD6zaV2vtJT6FQ4DNpMgorK1Sh50k5eqTSYxBCiPtJytHDqBMSsHBxxfWRfpW2Xo+unbGtVw9ddjaJ0gtKCCFEFaLTag0lPVz79UehNF2KwKVXH1AoyLh8iew7t022HlF1WZo7ACHuR+rUFFIDcgvKug8cbLY4rH188Bg+irg1K4ldsQyHli0r5Ym+EELcb3RqNQlbNgO5wwuMMbV0aSkUCrxHPcbN774laf9e3AYMxNLVrdLWL4QQ9xozZhh37tzmp59+w83NnT///J2QkCAyMzOoU6ceTz01lb59+wIQGxvD4sULOHbsCElJifj6VmP06McZPTr/JA5ZWZkcOnSAI0cOcfnyRWJiYtBo1Pj4+NK5c1fGj38aT0/PMseqUqlYs2YFBw7sIyLiBjk5anx9fenRozcTJjyFs7OLUbbJwyr93Fly7txBaWeHS/ceJl2Xlbs7Di1akn7mNMmHD+E15nGTrk9UPdIDSohySDlyGJ1ajU2dutjVb2DWWNweHYBNzZpoVenEr19r1liEEKKqSj56GHVCPBYuLrj07FXp63do3gLbBg3R5eSQsHVzpa9fCCEKExZ2genTnyYw8Bg+Pr7Y2NgQFnaB999/i127dnDz5g2eeeYptm/fgpubO05OTty8eYM5c/7HP/8suqetMD755H327t1FWloaNWrUpFq16kRH32HlymVMmzaBqKjIMsUXGRnBlCnjmT9/HpcvX8TV1Y3q1f24dSuKJUv+Ytq0Sdy+fcuYm+Shk7Qrt/eTS/eeKG3tTL4+lx49gf9+T4mHi/SAEqKMdFotyQf2A+B6dxyzOSksLPB6ciKR38wm+eABXHr1wbZWbXOHJYQQVYZOrTYkfdwHDkZpXXm9n/QUCgWeI0YR+d03JB88gNvAwVi5e1R6HEI8zHQ6Hdk5WnOHUS7WVkqTFIb+/fdfGDlyNC+88Co2NjZoNBq+/fYrNm1ax9y5P+Lu7k7Llq15550PcHR0BODPP3/nzz9/Z/HiBYwaNdbwuo+PD//3f1/SuXNXHBwcDetQqVQsW/YPixb9wXfffcX3388tVWxZWVm8++7rREVFMmDAYF5+eSZubu4AJCUl8dVXn3L48EE+/fRDfv11oZG3zMMhKyoSVeh5UCgqbWi6Q4tWWDg7o0lJIf3cWRxbt6mU9YqqQRJQQpSRKvQCObExKO3scOrY2dzhAGDfqDFOHTqSeiKQ2GVLqPH2eya5SRFCiPtRyrEjqOPisHB2zq0/YSb2TZpi19ifjIthJGzZhM+kyWaLRYiHjU6nY/a/wVyJuj8nAmhQw4X3JrQ1+v1dnTr1ePXVN1DerftjYWHBiy++yo4dW4mOvoNancNPP83Hzu6/njFPPTWVjRvXERcXS3DwSXr27A2Ar281fAupi2pvb8+0ac9x8mQggYEBxMfH4eFR8lC8rVs3cf16OG3atOP99z8xxAjg6urKxx9/wYQJYzh79jRnz56mRYtWFdwaD5/kuzPfObZpi5WnV6WsU2FpiVOnLiTt2kFq4HFJQD1kZAieEGWUvD/3RO3cpRtKGxszR/Mfz7HjUFhbk3H5EmknAs0djhBCVAk6rZaEbbmFv83V+ykvjxGjAEg+fIic2FizxiLEQ0eezRUwZMjwfIkdACcnJ6pXrw5Av34D8iWfACwtLalfvyFAgSF1Op2OwMAAfvzxO95+eyYvvfQsL7wwjRdemEZkZAQAly9fKlVs+/fvAWDYsJEFYgSws7OjffuOAISEBJWqTfEfbU42KQEBALjcTSJWFqcOnQBIOxWMNiurUtctzEt6QAlRBjmJiaSdDgEw61P0wli5e+A+aAjxG9YRu3oFDq3bmP2HlhBCmFtaSBA5MdEoHRyqxHnbvlFj7Js2Q3XhPPFbNuI7eZq5QxLioaBQKHhvQlsZgncPP78ahb7u6uoGhFO9euHvu7nlTqSQkaEyvKZSpfPee28SFHSi2HWmpJSuF9rVq5cBWLr0H9atW13oMtHRdwCIiYkpVZviP2nBwWhV6Vi6u2PftFmlrtu2bl2sPL3IiYsl/cxpnDp0rNT1C/ORBJQQZZBy+CBotdg1bISNn5+5wynAbcAgkg8dQJ2QQNK+PbgPGGTukIQQwmx0Oh2JO7YB4Nqnb5Xpteox8jFUF86TcvQI7oOGYO3ja+6QhHgoKBQKbKwtzB1GlWJra1vs+/f2ftLTJ8N0Op3htZ9//oGgoBNUr+7H9Okv0rx5K9zd3bG++0D0s88+YseOrahLWXg6NTUVgCtXSu4xlZWVWao2xX9SDh8EwLlbDxSF9DAzJYVCgVPHTiRs3UxKYIAkoB4ikoASopR0Wi3Jh3JP1C69zf8UvTBKa2s8RowietFCErZsxqVHTyzsHcwdlhBCmEXG5UtkXruGwtIS1z6VU1y1NOzq1cehZSvSz5wmfvNGqk2bbu6QhBCiQtRqNbt37wDgq6++p169+gWWKW3PJz07O3vS0lL544+/aNKkcnvoPOhyYmNRhV4AhQKX7j3MEoNTh9wElOrsGTQqFRb29maJQ1QuqQElRCllXLmMOiEepZ0djm3bmTucIjl36YZ1dT+0qnRD3RMhhHgY6Xs/OXftjqWLi5mjyc9jeG4tqNSAY2TLFOJCiPtcUlISGRkqnJ1dCk0+qdVqwsJCy9Smvp1r164aJUbxn+Qjh4DcyTGsSlEQ3hSsa9TAulp1dGo1aSHBZolBVD5JQAlRSqkBxwBwbNsepVXVra2kUCrxfGwMAEm7d5KTmGjmiIQQovJl3bpF+ulToFDg9uhAc4dTgG2dOji0bgM6HfGbNpo7HCGEqBD9UL709DQyMwsOh9u+fQuJiQllarPP3Z6ra9asKPWwPVEynVZLypHDALh072m2OPTD8ABSTxw3WxyickkCSohS0KnVpJ7MLajo3LmLmaMpmUOr1tg2aIguJ4eETevNHY4QQlS6xF3bAXBo3QZr36pZY8lj+Egg98Y7KyrKvMEIIUQFODo6Ur9+QzQaDd9//zVZeWY227dvNz/88D+srctWh2/48JHUqVOXS5cu8s47rxtm0dPTaDScPn2Kr776jNhYKUJeWqoL51EnJqB0cMChTVuzxqKfDU914Tzq1BSzxiIqh9SAEqIU0s+eQatKx8LFFbvG/uYOp0QKhQKv0Y8T8fUXJB8+hNugIVh7eZs7LCGEqBSatDRDr1X3Ktj7Sc+2Vm0c27UnLegk8ZvWU/35lyplvRqtlrjkTKITVCSkZJGZrSEzW012jhZrKyX2tlbY21ji5mxDdQ8HXB2tTTL7lhDiwfLCC6/wzjuvsXXrJg4e3IefX00SEuKJjY2hQ4dOuLu7s+Pu0OjSsLGx5X//+5G3357J8eNHeeKJUVSv7oebmzsZGSqioiINia6nn5YZRUsrJeAoAE4dO6O0sjJrLNa+vtjUqk3WzRuknz5ttnpUovJIAkqIUtCfqJ07dqr0WSLKy65hQ+ybt0B17iwJWzbJVN9CiIdG8uGD6HJysKlVG9sGDc0dTrE8ho8kLTiItJMnyIq4iU3NWkZfR0JKJpcikrgcmczlyCRux6vQaHUlf/AuNycbGtV0pVV9D1rW98TeVm4fhRAFde7clTlz5rF48QJCQ89z40Y4fn41eOyxx3nyyYl8/fXnZW6zWrXqLFjwD1u2bGTfvt1cvXqF6Og72NraUrt2Hdq27UDPnr3x9a1mgm/04NFmZRnqLVWVUR0OrVqTdfMGaadDJAH1EFDo8s6dWUliY1Pz/belpRI3NwcSE9NRq7WVHc5DQ7Zz+WhUKq69/io6tZpaH36Cbe06RS5b1bZxxtUrRMz+HJRK6nzx1QPTC6qqbecHkX4bV6Z7rw3C+B6GY0en1RI+623UcXH4TJ5q1voWULptfnv+L6SeCMShTVv8Xnq1wuvU6XTcjE4j5HIswZfiiIxNK7CMlaUSHzc7PF3ssLOxwNbaEmsrJVk5WlSZOagy1cQmZxKbmIE2z62ilaWS9o296d+hBnV8nSscq6k8DPu6OXl5OVXaukp7bcjJySY+/jYeHtWwqsK1Ou8nlpZKOX7K4H7YB1MCA7jz+29YeXpRZ/Y3FerdaqzzbOaN69z87BMU1tbU/3Fula61K4pXmmuDPMISogRpwUHo1GqsfathU6u2ucMpE7v6DbBv1hzV+XMkbNmM7+Sp5g5JCCFMKv3MadRxcSgdHHDq2Nnc4ZSK+7CRpJ48QXpIMJnXr2Nbp0652klOy+LIuTscOnOb6ASV4XWlQkFtX0ca1nClYQ1Xavs64u5si7IUPzyycjSE30rh/PUEgi/FcjtexbHzdzh2/g7N67ozpnd9avlUXjJCCCFE+aUeDwDAqVPnKjO02qZWbSzd3FAnJpIRFoZDi5bmDkmYkCSghChBauDdE3XnLlXmRF0WHsNHojp/jpRjR3AfMvSB6QUlhBCFSdq7GwCXHr1QWt8fT1FtqlfHqWNnUo8fI37DWvxmvF6mz1+JTGZ74E1OXY4z9FaytlLSoq4HbRp50rK+J4525avzYWNlgX9tN/xru/FYz3pcu53C3qBIjl+I4Vx4AufDE+jdxo8xvetjZyO3lUIIUVVp0tJIP3cWAKdOVWP4HeTWrnVo2YrkA/tJO31KElAPOLlTEKIYmrQ0VGGhADh16GjmaMpHekEJIR4W2bdvobpwHhQKXHv3MXc4ZeIxfASpJwNJP3sGVegF7Js0LXZ5rU7H6StxbDt+kyuRyYbXG/i50KNlNdr7exs1IaTNySb97FmcL19i0O1b9FVncEcFl7NtuXgslo+uxPLMsGY0ruVmtHUKIYQwntSgE6DRYFOzFjbVq5s7nHwcWrUh+cB+0k+fQjdh0n350F+UjiSghChG2ulToNVi7VcDa5+qOY13aeTtBeUxfCRW7u7mDkkIIYwuad8eILegqZWnl5mjKRtrH19ce/Umae8eYlcup9aHnxQ56cX56wms3n+VG3dya+NYWijo2tyX/h1q4edp3NptmrQ0EnduJ2n/PrSq9Hzved39X9fEc8TEuLEmOpy2Q3oxoGNN+fEghBBVjH52WKcqUnw8L/smTVBYW6NOTCAr4ia291nZE1F6koASohhpwScBcGrX3syRVIxd/QbYNfYn42IYSbt24DXuSXOHJIQQRqXJyCD5yBEAXPv2M3M05eMxbCQpx46SFXGTlGNHcOmWfzagm9GprNh7hdAbiQDYWFvQt60f/dvXxNXRxqix6HQ6Ug4fJHbVCrSq3HpSlm7uOLRujW3N2ijt7FCnppB55Qppp0PwzkpkzK09nF1+nb+ihzNxSAssLe6PWWOFEOJBlxMfT8blS6BQ4NShk7nDKUBpZY1902aknwoh/fQpSUA9wCQBJUQRtJkZqM6fA8CxbTszR1Nx7oMGE3UxjKSD+3EfMgwLR0dzhySEEEaTeuwIuqxMrHx9Sxy+VlVZODnhPmQYcatXErd2DU7tO6K0sSEjS826g9fYExyJTpfb46l3Gz+Gdq2Ds73x61ypU1OI/nMB6WfPAGDtVwPPkaNwaNWmYK+svv3QpKURv3UTibt20iL1KtHbFzM/+XGmP9kRK0sLo8cnhBCibFJPBgJg17BRlR0J4diqNemnQkg7fQqPYSPMHY4wEUlACVGE9LNn0anVWHn7YO1Xo9Sf02p1XAhPIOhiLFeikolPziBHo8XW2pJqHvbUr+5Cx6Y+Rh8mURL7Zi2wqVmTrIgIkvbvxWPo8EpdvxBCmIpOpyNpb+7wO9e+/e7r4V+uj/Qjaf9e1HFxJGzfyvXG3Viy+xLJadkAdPD3Zmzv+ni62plk/VmREUT9OAd1YgIKKys8Rj6GW79HUVgUnUiycHTE+/EncWzVhoh5c/FRJdL26DJ+02l57snOWFtJEkoIIcwpLTgIAKf2HcwcSdEcWrYGhYKs6+GokxKxdJWagg8iSUAJUQT98DvHtu1K9WNGp9Nx5OxttgbcICI6rcD7GVkaElOzuHA9kU1Hr9OohguP9apPo5quxg69UAqFAreBQ7jzx28k7d6FW/8BKG2MO2RDCCHMQRV6gew7t1HY2OLcpZu5w6kQpZU1XqMf5/b8X4jdsoWlZ5QkWznh7WbHpEcb06yu6Z5cq8JCuTXvJ7QZGVj5+lL9+ZewqVGz1J+3b+xP3fc/IPybr/FITqTF8bX8bmXDC+PaYlFEPSshhBCmlZOYSObVKwA4tKm6ozosXVywqV2HrOvhpJ87h0v3HiV/SNx3JAElRCG0OdmknckdelCa4XfRCSoWbQvjUkQSAHY2FrRr5E2zuu74uttjY22BKlPNzZhUzlyJ5+y1eC5FJvPVkmA6N/VhwqONcLAt3xTZZeHUvgPx69aQExdLypFD922dFCGEyCtp724AXLp1w8LOND2DKlOkZ31uO1anRtotBsQeJ330NIZ1q2PS4WwpgQFE/7kAnVqNXcNGVH95BhYOZe+pa+3jS9233yX880+pnhFPSsAm/nK2Z8rgJvd1zzQhhLhfpYXk9n6yrd8AK7eq3avIoXlzsq6Ho7ogCagHlSSghCiE6sIFdFmZWLq5Y1unbrHLBl2MZeGWC2Rma7C2UjKuX2O6NfPB2rLg09561Z3p3dqPxNQsNh0J58DpWwRciOZiRBIvjWpBverOpvpKACgsLHAbMJCYJf+QuGsHLr37FjnLkhBC3A9y4mJJP30KANc+j5g3mArS6nRsPBzOxiPXcXPvyLT0TdRV3cLH8hZWlvVNtt7EnduJXbkcAMd27fF9ZjpKq/LXlrL28aHWjJnc/OYr/NNvsOPwAbZ7ODCosxSVFUKIypYW9N+ojqrOoVkLEjZvIv3CeXRarfxOeQDJX1SIQujHSTu2aVvsiW/78ZvMW3eWzGwNjWq4MPu5LjzerxH2tsXndt2cbHhqoD+zJrbD282OxNQsvl4aTGBotFG/R2Gcu3ZHae9ATux/P9qEEOJ+lbR/H+h02DdphnW16uYOp9zSM3P4afUZNh65DkCLDv6GIqyxy5eSEx9n9HXqtFpiViwzJJ9c+/Wn2nMvVij5pGfXoCHeYx4H4JG4E+zfEcSZq8b/DkIIIYqmTk0h49JFAJzaVv1ZvW3r1kNpa4s2LY2smzfMHY4wAUlACXEPnVZL+plTQG4CqtBldDrWHrzGyn2546n7ta/Bm0+2wauMRWHr+7nw8eQOtKzvQY5ay/wN5zl85naF4i+J0sYGl169AUjcvdOk6xJCCFPSZmeTfOgAAK5979/eT5GxaXy2+CRnrsZjZalk2pAmTB7kj/eQIdjWb4A2I4M7C35Hp1YbbZ3anBxu//4bSbt2AOA5dhxe48Yb9Wmza/9HsW/REkudloExR/ljwznikjOM1r4QQojipYUEg06HTa3aWHl5mTucEiksLbG7O5Nt+t3ZyMWDRRJQQtwj83o4mtRUlHZ22DVsVOgyWwNusPnodQDG9K7P+H6NsLQo3+FkZ2PJq6Nb0ruNHzpg0dZQkyehXPs8AkolGRfDyJSnC0KI+1Rq4HG06elYenjg0Kq1ucMplwvXE5j9bxAxSRl4utgya2I7urWoBuQOm/ad+ixKW1syLl8ibs0qo6xTo0onas63pJ0MBAsLfJ99DvcBg4xeo0mhUOAzaTIKW1v8suJoHHOB+RvPo9ZojboeIYQQhTMMv2tX9Xs/6Tk0bQ6AShJQDyRJQAlxD/2wNPtmLVBYFhxKd/D0LdYcuAbAuL4NGGyEmhZKpYJJjzbikXY10AGLt4Vx+orphipYubsbpmFNkl5QQoj7kE6nMxQfd+39yH1ZJ+LYuTvMWXmajCwNjWq68tHkDtT2dcq3jLWPDz5TngEgcdcOQ4+v8sq+c5ubX3xGxqWLKO3sqDHzDZw7dalQm8WxcnfHa/RYAHolnOLWzRg2Hgk32fqEEELk0qSnowoLBcDpPkpA2TfPTUBlXL2CNlN6zT5o7r+7NSFMzDD8rlWrAu9dvJnIPztyx1EP6VKbAR1rGW29CoWC8f0a0rW5L1qdjl83nOPGnVSjtX8v136PArk9CNTJSSZbjxBCmELmtatk3byBwsoKlx49zR1OmW0NuMEfmy+g0ero2MSbN8a1xtGu8NlQndq1x33IMACi/15MatCJcq0z/dxZbn7xKTnRd7B0d6fm2+9hf3eogym59OqDTc2a2Giz6Z5wmq3HbhJ+O8Xk6xVCiIdZ+ulToNFgXd0Pa99q5g6n1Ky9vLHy8gaNBlVYmLnDEUYmCSgh8shJiCcrIgIUChyat8z3XlxyBvPWnTP8WHisZz2jr1+hUDB5kD/N6rqTnaNl7tozpKiyjb4eALt69bGt3wCdWp1bxFcIIe4jSXtyez85deyMhaOjmaMpvdwagldZvf8qAAM71mL68GZYFTJzal4eIx/DuXsP0Om4/dsvZeoJpVOrid+4nqgfv0ebkYFtg4bU+uATbGoa7yFKcRRKJV7jxgPQJuUSrllJLNh8gRy1plLWL4QoWnj4NWbNeouhQ/vRo0cHundvz8qVS80dltEEB5+ke/f2vPzydHOHUulSg++/4Xd69s3uDsO7IMPwHjSSgBIij/TTpwGwrd8AC6f/hkGoNbkFwtMycqjt48SUwU2MXitDz9JCyQsjmuHjZkd8Sha/rT+HVqszybrcHukPQPLB/UYtbiuEEKakTkoy9AK6n4qP63Q6Vu2/yuajubX3Hu/TgMf7NkBZiuuJvp6Sc7fcJFT0X4u4s2ghmozihyeoLl3k5pefEb9xPeh0OHfvQY033sbS2dkYX6nU7P2b4NC6DUqdjj4pZ7kdr2LLMalBKIQ5JSUl8fLLz3LwYO6DyKZNm9OiRSs8Pb3NHJmoKG1mBqpzZ4H7Y/a7ezncTUBJIfIHT/FzxQvxkDEMv2uZf/jduoPXuHorBTsbS14c1RwbKwuTxmFva8Uro1vy2d8nCbuZxLbjNxjSpY7R1+PYth0Wzs5okpNJOxWMU/uORl+HEEIYW/KhA6DRYFu/Aba165g7nFLR6XQs23OZ3ScjARjfryH92tcsUxsKCwt8Jk/F0t2dhM0bSTlyiLRTwbg90h/HNu2wrlYNlErUSUlkhIWSfPigYfptpb093hOewrlTZ6N/t9LyHPEY6adCaJh0DS+nZmwNUNCpqQ/VPBzMFpMQD7M9e3aQnJyMv39TfvllAdbW1uYOSRhJ+pkz6NRqrLx9sK5Rw9zhlJmdfxOwsCAnOpqcuFisPKv+DH6idCQBJcRd2qwsVKEXAPLNpnQpIoltx28CMHWwP16udpUST3VPByb0a8SfW0NZfyicpnXcqVvNuE+sFZaWuPTsRcLmTSTt3ycJKCFElZd32LBr335mjqZ0dDody/Mkn54a0JjebfzK1ZZCocBzxCjsmzQl+q9F5ETfIX7j+tweTgBKJWjzzDKnVOLSvSceIx+r9F5P97KpWRPH9h1IO3mCwVmh/GXTlX93XuLNJ1qbrFexEKJo4eG5EwK0bdtekk8PGMPwu7bt7svzq4WdHbZ16pJ59QqqsFBcuksC6kEhQ/CEuEsVegGdWo2lhwfW1XN/GGTlaPhza+7sET1aVqNd48rtktythS/t/b3RaHX8vukCWdnGr5fh0rM3KBRkhIWSdeuW0dsXQghjSgsOQpOchIWLy30zq8/K3ZfYFpD7IGPyIP9yJ5/ysm/UmDqffYnvs8/h0KIlCv2PR60WFApsatfBfdgI6n71LT5PTTZ78knPY9hIAKrFXsVLk0rojUROX4k3b1BCPKSys7MAsLGxMXMkwpi02dmknz0D3F+z393LvkkTAMNMfuLBID2ghLgr/Uxu/SeHlv89iV138BoxiRm4Odkwrm/DSo9JoVDw1IDGXI1KJjpBxfK9l3l6oL9R12Hl7oFD6zakhwSTvH8v3uMnGrV9IYQwpqR9e4Dc5LnCsurfxuw8cZN/d1wC4MlHGtKzVXWjta1QKnHu1AXnTl3QabVo0tPQqTVYOjlV2W1j4+eXe805FcJIZTh/0JKV+67QvJ47lhbyXFSIyrBw4XwWLfrD8N+LFv1h+G9f32qsXr0JAK1Wy86d29i2bTOXLoWRnp6Om5s77dp1YNKkKdQuZAj0yy9P59SpYGbN+pgOHTrxxx+/EhgYQEpKCjVq1GDs2CcZdjcRnZqayt9//8n+/XuJj4/Fw8OTQYOG8tRTU7G85xym0Wg4duwwhw8f5MKFc8TGxpKVlYmHhxft23dgwoSnqVGjbMOaAXJycti0aT27d+8gPPwamZkZeHp607lzVyZNmoy3t0+Z2zQ31fmz6LKysHT3wKZOXXOHU272jZuQsHkTGRfD0Ol092VPLlFQ1bw7EaKS6XQ60u8W6nNokTv73ZWoZHadiADg6YGNsbc1z+HiaGfFM0Oa8O3yUxw4dYs2Db1oWd/DqOtw7d2X9JBgUo4dwfOxMShtbY3avhBCGEPmzRtkXL4EFha49upt7nBKdOzcHUPyaVTPevTvUPYfR6WlUCqxdKoavZxK4j5wMOmnQvC4fhafhv7cSYCDp2/Rt+39V6dEiPuRj48vLVq0IjIygsTEBLy9ffDx8QXAw8MTgMzMTD788B2OHTsCgKenF3Xr+hAZGcn27VvYt283n3/+DV26dCt0Hbdv32Lq1ImoVOnUqVMPnU7LtWtX+frrz0lNTWHw4OG89NIzREVFUrduPbRaDbdv3+LPP38nLi6Wt99+P1978fFxvPvuGygUCtzc3PH19UWj0XDnzh02bVrPnj27+P77uTRv3qLU2yExMYG33ppJWNgFlEol3t4+eHv7EBFxk3XrVrF3706++24u/v5NyrOZzSY1qGLD79QaLefDEzh1JY6o2HQSUzOxtFDi7GBNAz8XWjXwpGENF2OHXYBt/QYoLC1RJyaSEx2Nta+vydcpTE8SUEIA2bdvo06IR2FpiX1jf3LUGhZtDUUHdG3uS8v6nmaNr0kdd/p3qMnOExH8u/Minz3TyaiF0O2bNMXK24ecmGhSjgfcFz/shBAPH33vJ6e27bB0dTNzNMW7cD3BMIR7eM96jOxRF43GNDOa3m/sGjTEtn4DMq9e4THHGH5NqsH6Q+F0buprtoc94uGg0+nQZWebO4xyUVhbG60HyNChIxg6dARffPEJ27ZtZsiQ4Uyb9ly+Zb7//muOHTtCkybNeOedD2jQIHckgFqt5q+/FrJo0R98+umHLF26Bje3gufjf/5ZRI8evXnnnQ9wdHQEYPHiBSxY8BuLFv3ByZOBuLm58+OPv+HpmXufvW3bZr744hM2blzHE09MoFatOob27O0deO+9j+jatUe+9eXk5LB58wZ++OF/fPnlJyxZsrrU2+njj2cRFnaBTp268sYb71D9bgmOjIwMfvrpezZtWseHH77L0qWrsbKyKv0GNiOdWk366VNA2YffqTVaDpy6xdaAGySmZhV4Pzoxg8uRyWw7fpNaPo6M7dOA3h1MN4mE0toa23r1ybh0EdXFUElAPSDkKi8EGKYptWvUGKWNDZsPh3M7XoWLgzVPPFL5Q+8KM7JHXYIuxhCXnMnGI+GM7d3AaG0rlEpcevUmbtUKkg8dkASUEKLK0aSlkXo8AKj6xccjY9OYt+4sGq2Ozk19mDasOcnJKkASUHqufftx5+oV3C8HUa1hfW4nZbHt+A1G96pv7tDEA0qn0xHx1RdkXr1i7lDKxbZBQ2q+M6tShiGFh19j27bNuLm58c03c3Bzcze8Z2lpybRpz3H16hUOHtzHpk3reOqpqQXacHFxYdasj7Gz+2/ynkmTprBhw1piY2M4fTqEZcvWGpJPAIMGDWXt2lWEhp4nIOBovgSUo6MjQ4YML7AeKysrRo0aw9mzp9m5cxsXLpynWbPmJX7HY8eOEBx8ktq16/Dll99gY/Nf7387Ozveeus9Ll++SFjYBfbt28Ojjw4ssc2qQBV6AW1GBhYuLtjWL/1vhZvRqSzcEkpETBoAzg7WtGvsReOarng426LR6ohNyiD0RiInw2K4GZ3Gd8tPEXAhhon9G5pshnB7/yZkXLpIRlgorr36mGQdonLJYHshgPTzd4ffNW9BXHIGWwJuAPBkv4Y42lWNJx621pZM6N8YgJ2BEUTevUAYi3PXbmBhQdb1cLIiI4zathBCVFTykUPosrOxqVkL2wZV48FAYRJTs/hh1WkysjQ0qunKs8OboVRK3Yp7ObVrj4WzM5rkZMb5ZQCwIzCChJRMM0cmHmhSQ6ZUDhzYi06no0eP3vmST3n16NELgJCQoELf79dvQL7kE4CFhQX17yZFOnXqWmh9pcaNc2udRkVFFtruuXNn+OWXn3j33dd5+eXpvPDCNF54YRqnTgUDcPlyWCm+Iezfn9uj9tFHB+VLPukplUq6desBFP0dqyLD8Ls27VAoS/dT/9CZW3z210kiYtJwtLNi4qON+N8LXZj0aGM6NvGhvp8LjWq60q1FNZ4Z2pRvX+rGgI41USoUHDlzi4//DCQq1ri/S/Ts/PWFyHPrQIn7n/SAEg89bXY2GZcuAmDfrAUL9l4hR63Fv5YrHfwrd9a7krRu6EnbRl4EX4rlrx1hvDexHUoj3UxZOjnj2LoNaUEnST58EO8nJhilXSGEqCidVkvyvr0AuPZ9pMoWIs3K1vDj6tMkpGTh627Py4+1wMpSnvUVRmFpiUvPXiRs3oRb2Eka1ejPpbtDOyb0b2Tu8MQDSKFQUPOdWTIErxSuXLkMwIkTx3nhhWmFLpOWlgpAbGxMoe9Xr154TTfXu8On/fwKf1+f8MrIyMj3ulqt5osvPmHXru3Fxp6cnFzs+3pX7/aE27lzGwEBRwtdJjExAYDY2OhStWluOo2GtLuJuNIMv9PpdKw5cI2tdx+8t27gydOD/HFxsC72c452Vozr25CuLaoxb+1ZYhIzmP1vMG880Zq61Yxbi9C2bj0U1tZoUlPIvnULG7+KzyIrzEsSUOKhl3EpDF1ODpZu7lzNtiXoYixKhYLx/RpVyR854/s15Pz1BK5GpXDw1C2jTOet59K9J2lBJ0k5dhTP0Y+jvE/GuwshHmzpZ8+QExeL0t4Bp46dzR1OoXQ6HYu2hXIzOg1neytee7xVlelBW1W59OxNwpbNZFwMY3jv4XwbmczB07cY2qU2Lo4yLbwwPoVCgcJG9q2S6JNLt2/f4vbtW8Uum5lZeK/Fe3s/6envrW1LmPDm3t4uS5f+za5d23F1deX551+mTZv2eHp6GnovLVjwG4sXL0CtVhfbrp7+O964cb3EZYv6jlVNxqWLaNPSUDo6YteocbHL6nQ6lu25zO6TuT3Nhnerw/Dudcv0YLtuNWe+n9mL//vjGJcjk/l2+SneNHISSmllhV39hqhCz6O6GCoJqAeAJKDEQ08/+51ds+Ys3J37xKdPWz9qeDuaM6wiuTvb8liPeizbc5m1B6/RsYk39rbG+ZFj36w5lm5uqBMTST8VglOHjkZpVwghKiJp724AXHr0QFlFfzxuP36TwNAYLJQKXhzVAi/Xwn98if9YuXvg2LotaSFBeFw8SX2/plyNSmF74E3G9a26wyyFeNDZ2dkD8PLLM3jiiUlmjibX9u1bAJg16xO6du1e4P3S9nzS0yfIPv30K/pW8bqCpZUafHf4Xes2KCyKr8m0+sBVQ/LpqYGN6d26fIkdF0cb3nyyDd8uC+FyZDI/rjrNB0+1x9OI10A7f39UoefJCAvF7QH5Wz3MpF+4eOipzp0D4KpddW7Hq3C0s2Jkj7pmjqp4fdv5Ud3TgbSMHDYeuW60dhVKJc53L+rJhw8arV0hhCiv7Du3UZ0/BwoFrr0fMXc4hTp7LZ7V+68CML5/IxrVdDVvQPcR1765f9OUY0cZ1q4aAPtCokhR3Z/DpIR4ENSrlzsZwLVrV80cyX/0PbFat25T6Pvn79ZzLS39dwwPrzrfsSJ0Wi1pwbnD7xzbFj/8bvfJCLYF3ARg8iD/cief9OxsLJk5thU1vR1JUeXww+ozZGSVridaadjr60BdDEOn1RqtXWEekoASD7WcuFiy79wGpZJ1kblPCkb3qoeDkXoUmYqFUskTfXOLOO4JiuROgspobTt3zy24qLpwnpz4OKO1K4QQ5ZF0t/aTQ8tWWHl5mTmagqITVczfcB4d0LNVdXq3rm7ukO4rdv5NsPLxRZeVSe2Ea9TxdSI7R8uuEzIZhhDm0vtusn/v3t3cuXPHzNHk0g+1i4sreG8aFHSCS5dKV3xcr0+f3J40mzdvIC3NNAW0K1Pm1atokpNQ2tlh36RpkcudvRbPsrsjPh7rWY+erYxzzbKzsWTGmJa4OlpzKy6dv7Ybr2i4be06KGxs0Kany0RJDwBJQImHWvr53N5P6R5+JOZYUM3Dnu4tq5k5qtJpXs+DlvU90Gh1rNxrvCmFrb28c2ec0OlIOXLYaO0KIURZaTMzSDlyCADXKtjtPiNLzdw1Z1Flqanv58yE/lWzdmBVplAocmdhBVKOHWFY1zpA7sOVtIwcM0YmxMOrYcNGDB48jMzMTGbOfKHQWeBu3LjOwoXzOVxJPeb1PZ9++uk7UlNTDa8HB5/k449nYW1dtuHZ3br1pG3b9sTGxvDaay9y+fLFfO/rdDouXgzjp5++IzT0fMW/gInph985tGxdZA3Xex+YDOlS26gxuDvb8uKoFlgoFQSGxrA/JMoo7SosLbFrmFvTKiOsbIlGUfVIDSjxUNPXfzql8wRgdK/6WJRyytKqYFzfBpwPT+DUlTjOhyfQrG7hU+WWlUv3HmSEhZJ85BDuQ4eXehpXIYQwppRjR9FmZmLl41vsE11z0Op0LNwSSlRcOi6O1rw0Sma8Ky/nzl2JX7+WjIthNHOHGl6ORMamsTcokuHdq/aQeCEeVG+88S4ZGSr27dvDK688h7u7Bz4+vmg0au7cuUNKSm7NpVmzPq6UeKZNe56TJwMJCDjKY48NpmbNWqSmpnH7dhT16zdg4MAhLF/+b6nbUygUfPbZV8ya9RanT4cwZcoEvL198PT0Ijs7m1u3olCp0gHo3r2Xqb6WUeh0OtL09Z+KmP0uR63ll3XnTP7ApIGfC6N71Wflviss33uFJnXc8XW3r3C79v7+qM6dQXUxFLdHBxghUmEucqckHlo6tZqM0AsAXLatRn0/Z9o09DRzVGVTzcOBPm1zx20v33sZrdY4XV0d27ZHaWeHOj4eVVioUdoUQoiy0Ol0JO3dA+TWCapqifDNR68TfCkWSwsFL49qgavM2lZuVh4e2DX2ByA14JjhqfzekChy1FLvQwhzsLGxYfbs//HVV9/Ts2cflEolly9f5MaN67i4uDBo0FBmz/6WRx55tFLiadiwEb/+upCuXXtgYWHB9evXsbS0YOLEyfz6659FzrpXHBcXV3766Tc+/PBTOnXqSnZ2NhcvhhIVFYmPjw8jR45hzpy5tGzZ2vhfyIiyblxHHR+Pwtoah2bNC11m3cFrRMSk4WhnxYsjTfvAZEDHmjSr40aOWsvCLReM8vtEXwcq49JFdBpNhdsT5qPQGWtwZhnExqbm+29LSyVubg4kJqajlhsNk5HtnJ/q0kUiv5mNysKGn+o8zjsT2tK4lluF2jTHNk7LyOG9+cdIz1QzbUgTurUwzhDC6H//Jnn/Xpw6dqLa9BeM0qaxyL5sevptXJnuvTYI47ufjh1V6AUiv/sGhY0t9b6dg0U5flyYSsjlWH5ek9uDdsogf3oUU0Pjftrm5pR85DDRixZg5eNDjf/7knfnB5CYmlXu65psd9Py8nKqtHWV9tqQk5NNfPxtPDyqYWVlbeKoHg6Wlko5fsrAXPtg7JpVJG7bgmO79lR/4eUC74deT+Db5afQAa+MbkGbhsapp1jceTY+OZMPFx4nM1vDuL4NGNCxVoXWpdNquTrjJbQZGdR6/yNs69arUHvCNEpzbahajxOFqESqu8Pvwu2q07KBZ4WTT+biaGfF4LtPi9cfukaO2jhPBVy69wQgLTgIzd0uyEIIUVkS9+4GwLlr1yqVfLodn84fm3J7z/Zt61ds8kmUnlO79iisrcmJjkZ9I5xH2tUAYNeJCKMVshVCiAdNScPv0jJyWLAlFB3Qq3V1oyWfSuLhYsu4uxMmrT8UTkJKZoXaUyiV2DXKrQOlkjpQ9zVJQImHVmLIKQDC7avzWM/7O4v+SNsauDnZEJ+Sxb6QW0Zp06Z2bayr+6FTq0k7edIobQohRGnkxMeRfioEANc+j5g5mv+oMtX8tOYsmdkaGtV05YlHGpo7pAeG0tbW8OMp5egReraqjrWlkpsxaVyKSDJvcEIIUUVlR0WSEx2NwtISx5at8r2n0+n4Z8dFElOz8HGz44m+lXvN6tGqOg38XMjK0bB8z+UKt2ffOHcYnuqilAe5n0kCSjyU1MnJ6G5HAuDWphW1fCqvK7kpWFtZMOJuodbNR6+TkaWucJsKhQLnzl0ASAk4WuH2hBCitJL27wOdDvsmTbGp7mfucIDcouO/bzpPdIIKNycbXhzZHEsLuY0yJpeu3QFIPXEce0sdXe8Ovdt5QqbdFkKIwqQG5T4ktm/WHKVt/t7CwZdiOREWg1KhYPrwZthYW1RqbEqFgkkDGqNUKDh5MZbQ6wkVas/OP7dWYMbly1IH6j4md07ioXT5wHEA7ti4M7R/CzNHYxzdWvji625PWkYO24/fNEqbTncTUBmXLpITH2eUNoUQojjanGySDx0AcouPVxXrD4Vz5mo8VpZKXhndAmcHqTFjbHaN/bF0c0OrUqE6f55+d4fhnbocR0yiyszRCSFE1ZMWHATkTiCUV0aWmiW7LgEwqHMt6lZzrvTYAGp6O9KnTe6DpJX7r6KtwJBqmxo1Udrbo8vKJOvmDWOFKCqZJKDEQ0en0xFx7AQA2nr+eLlWndoiFWGhVBqGEu48EUFyenaF27RyzzMz0fGACrcnhBAlSQ08jjYtDUt3DxyqyMxDJ8Ni2Hz0OgBPD2xMHV/z3Mg/6BRKJY7tOgCQeiKQ6p4ONK/njg7YfTLSvMEJIUQVk337FtlRkWBhgWPrNvneW3vgGklp2Xi72TGsax3zBHjXsG51sLG24MadVE6GxZS7HYVSiV3DRgCoLkodqPuVJKDEQ+dkWDTe8bk9hJr362rmaIyrXWMv6lZzJitHw+Yj143SpnOX3G2UcuyoFIIVQpiUTqcjaU9u8XHX3n1QWFTucIHCRMamsXBLbr2JRzvUpGtz48w0Kgrn1KEjAGmnQtBmZ/No+5oAHDl3m6xsGXIhhBB6huF3TZph4fDfzMXXbqWwNzg3af/UgMZYW5n3WursYM2gu7PgrTlwFbWm/DMr6guRZ1y6aJTYROWTBJR4qKg1Wg5sC8Rem4XGyhqPZv7mDsmoFAoFY3rXB2D/qShikjIq3KZj2/YorKzIvn1LursKIUwq89pVsm7eQGFpiUuPXuYOh1RVNj+tPkNWjoYmtd0Y26e+uUN64NnWrYeluzu6rExU58/StK473q52ZGRpCAyNNnd4QghRZaSezB3R4dS+g+E1tUbLX9vD0AFdmvnStI67maLL79GONXF2sCY2KZMDp8o/YZK+EHnG5UvotOVPZAnzkQSUeKgcPnMb1zvXAHBs2gyFpaWZIzK+JrXdaFbXHY1Wx/qD1yrcnoW9PQ6tcrv1pgQcq3B7QghRlKS9ewBw6tgZCyfzTg6h1mj5Zd054pIz8XK15fkRzbBQym2TqSmUSpwMw/BOoFQo6Nm6OgD7K/CjRQghHiTZd+6QHRlRYPjd3uAoImLScLC1ZNwjDcwYYX621paM6FYHgI1Hwss9YZJNrVoo7ezQZmSQddM4NW9F5ZI7KfHQyMrRsOFIOHVVUQA4tWxp5ohMZ0yv3Kf0xy9EExmTVuH29LPhpQYGyKwTQgiTUCcnkXoyEADXvv3MGotOp+PfnZe4GJGErbUFr45uiZO9FB2vLI76YXinc4fhdW9RDQulgvDbKdyMTjVzdKLqk3IBwlwqb99LC747/M6/CRaOjgCkqLLZcDgcgLF9GuBcxa5bPVpVx8fNjlRVDrvKObupQqnErkFDADIuSR2o+5EkoMRDY/fJCDKT0/DLzJ3NzaFZczNHZDq1fZ1o7++NDlh3qOK9oByat0Dp6IgmORlV6IWKByiEEPdIPngANBps69XHtk4ds8ayOyiSg6dvoQCeG94MPy9Hs8bzsMkdhueBLiuL9LNncHawpm0jL0B6QYmiKZW5dW7U6v9n777Do7rOxI9/7/SRRr0iCQSoUYXo1RQbDMa9tzi245Je7CSbbEs2u+vd/FI31XbiuMa9FwzGppleBRIgUYWEeh9peru/PwbJEARIQqNReT/P48f23DKvrkb3zH3POe/xhjkSMVz5/cFRPZp+GC3bOf1u+hfT797bHBxZNCrFwoLJA69eoU6r4eYzCyZ9uud0r0dBdSyQJIXIBydJQIlhweb08vGOCkY7a9CgYkgdgT4xKdxhhdTNV4xBUaDwWCMnq9su61yKTkfUzNkAtO3Y1hfhCSFEJ9Xno3XTBgBirwrv6KeDZU28tu4YEOxBnpKdGNZ4hiNFUTprmtjOjIpbfGYa3o5Dtbg8vXtoEUObVqvFYDBht7cTkNowop+pqorDYUenM6DVhrbEh6e+PliXVaPBMnUaAKfrbWzaH5zlcc/SXDQaJaQx9NaMvGRS4yOwu3xsPBNvT5lzgwkoqQM1OA29AjhCdOHjHeU43T4mBYJLf0ZMmhzmiEJvREIk8yamsvVgLe9+foLv3zX10gddRPScuVg3rMO2by8BlwuNydRHkQohhjvb/n34W1vRRkef05vb32qa7Dz53iFUFeZPTmX5rJFhi2W4s8yYRcvaNdgO7CfgdjMuM46UODN1LU52ldSzcEpauEMUA5DFEktLSz1NTTWYTJEYDMYzo1EG5sP4QBcIKPj9MqXx4lT8fh8Ohx2Px0lMTOg7LWx7g6OfIvLGoY2KQlVVXv3sKKoKM8YlkzsyNuQx9JZGo7ByTibPflzCJ7tOc9W0jB6v0mfKzEQxmgg4HLgrT2MalRmiaEUoSAJKDHnNbS7W7a0EVSXLGRy6Hzlp6E6/O9sNC8aw43Adh061cKSihbxRcb0+l2lsFvrkFLz1ddj27yN6zrw+jFQIMZy1rvsMgJiFi8O2OESrzc1v3ziA0+0jOyOGLy8fh6LIQ2u4mMaMQRefgK+5CcfhQ1imTmNRQTpvbDjOxsIqSUCJLhkMRhISUrHZWnE42rHbreEOaVDTaDQymqybdDoDMTGJmM2RIX+v9r3B+k+WMyNF9x1tpLSiFb1Owx2LB/5qrXMmpvD+ljKa2lxsLqrhqukZPTpe0Wox5+TgOFiM80ipJKAGGUlAiSHvvS1leH0BpscH0Jywouj1nUM3h7qkWDMLp6SxobCKtz8/yT/fO63XD1SKohA1ew7NH75P++5dkoASQvQJ9+kKnMeOglZLzKIlYYnB4fLxm9cP0Gh1kRxr5ls3T0avkyoF4aQoCpap02hd9ym2wr1Ypk5j/uRU3vn8BKdq2ymvbSczNbwrJYqBSafTExubhKoGR6aoqozg6Q2tViEmJgKr1SGjoC5Bo9GEfNpdB29jA+5TZaAoWKZOx+vz88aG4LTx5bNGkRhr7pc4LodOq+GaOaP4+9qjrNlZzqKCNHTanrW5Ebl5OA4W4zh6hLhly0MUqQgFSUCJIa2ywcbW4hoAro6zowLm3Dw0hoG1KkQoXTdvNFuKazheaaX4ZDP5WQm9PlfUzFk0f/g+9oPF+O12tJGh7+URQgxtrRvWAWCZOh19XO9HafaW1+fnD28XUdlgIzrSwON3FRAdOXzaiIGsMwF1YD+q309UhIGpOUnsLq1na3GNJKDERSmKgk6nD3cYg5ZOp8FkMuF0+vH5ZBTUQNEx+smcNw5ddDSrtp+iodVFrMXAyjmjwhxd912RP4IPt56iqc3N9kO1XJHfs1GtHYXInUePoAYCKP1Q+F30DflNiSHtrY0nUFWYnpuEuTLYOxA5DOo/nS0uysiV09IBePfzk5fVE2hMS8eQngF+P7bCfX0VohBimPLb7bTt2A5A7JVX9fv7+/wBnnr/EEdOt2IyaHn8jikkD4Le4+HCnJOLxmIhYLcHR8kB88+s7LTjcB0+vzwUCyGGl476T1HTZ9Bqc/PR9nIAbluchckweMaW6HVals8KJsw+3lFBoIfPJ6bM0ShGIwG7HU9V74qZi/CQBJQYskrKWyg60YRGUbhl3kicR48AEDFxeCWgAFbOycRo0FJe187eIw2Xda6ombMAaN+9sy9CE0IMY9Ytn6N6PBgyRmLOye3X9/b5Azz53kEKjzWi0yp8+9Z8RqXIiJqBRNFqseQXAHR2ekwcE0eMxYDN6eXA8aYwRieEEP3L29SI6+TJ4PS7adN5Z9NJ3B4/Y9OimTMxNdzh9djiqWmYjTrqmh0UnejZ/VzR6TBn5wDgOFoaivBEiEgCSgxJAVXlzQ3HAVg0NY2o+nJUnw9dfAKGESPCHF3/i4owcPWM4GpO724+SSDQ+1FQUTNnA+AoOYyvva1P4hNCDD9qIIB143ogOPqpPwt+e30B/vRO8Znkk4Zv3ZLP+Mz+n/4nLq1jiXFb4T5UVUWr0TDvzINWxxR7IYQYDtp3BTt/zbl5nHZo2HLmHnj30hw0g3DRDJNBx6IzC0p8uvt0j4835+YB4DwiCajBRBJQYkjaXVLPqdp2jAYtN8wfg+NgERCcfjdcVzVaPmsUkSYdNU0Oth+q7fV5DCkpGDNHQyCA7cw8dCGE6Cn7wSK8DQ1oIiKInj23397X7fXzh3eKOHCiCb1Ow3dum3xZtfFEaEVMnIRiMOBrbsJdEZxq0jENr+hEE1a7J5zhCSFEv2nftQOAqFmzeXVdsLTI3IkpZKXFhDOsy3LV9Aw0ikJJeQsVde09OjYit6MO1FFUWa1x0JAElBhyvL4Ab286AcA1s0cRHaHHXnwmATU5P5yhhVWESceK2cG51u9vKbus2hlRs4KjoDp6YoQQoqda1weLj8csWIjGaOyX92xuc/Hzv+/j4MlmDHoN37stn0ljJPk0kGkMBiLPTJ3vmIaXlhjJ2LRoAqrKjsvoUBFCiMHCXV2N+/Rp0Go5asnkeKUVg17DbYuzwx3aZUmIMTE9LwmAT/f0bBSUacwYFIMBv60dT011KMITISAJKDHkbCisotHqIibSwPKZo/DW1eFtaACtlojxE8IdXlgtnT6S6EgDjVYXm4t6P3UhakawDpTz2FF8rS19FZ4QYpjw1NbiOFgMikLM4iv75T1PVrfxXy/uobyuHYtZz/fvLGD86Ph+eW9xeSzTvpiG16FjFNSW4prLWlxDCCEGg47RT+YJk3hjZ/A7/LVzMomL6p8OnFC6emawTMjOw3VYbe5uH6fodJizggk4mYY3eEgCSgwpDpeXD7eWAXDTFWMwGrTYz0y/i8jNQ2MyhTO8sDMatFw7NxOAD7eW4fH6e3UefUICpqxsUFXa9+zuyxCFEMNA68bg6KfIyfkYkpND+l6qqrK5qJr/98o+rDYP6UmR/Pv9M8jJiA3p+4q+Ezl5Cmg0eKoq8TTUAzBrfDI6rYaqBjsVdbYwRyiEEKGjqmrnrIPjcVk0t7lJiDZ1riI32GWlx5CVFo3Pr7KhsGcr2pnzgtPwHGcWmxIDnySgxJDy0fZy7C4fIxIiWJAf7B3tmH4XMWn4rX7XlcUF6cRHG2m1eXp8kz9bRzHy9t27+io0IcQwEHC5aNu6BYDYK5eG9L3a7B6efP8Qz31citcXID8rgX/50nSSYs0hfV/Rt7QWS+cqifYDBwCINOmZlpsISDFyIcTQ5j5Vhre+DvR63q4Ntl+3L8nCoNeGObK+s+zMKKgNhVV4fd3vIP+iEPkRGQ07SEgCSgwZNU32zhUUbl+SjVajIeB2dw7JjJw8JZzhDRh6nYYb5o8BYNX2cpxuX6/OEzVjJigKrhPH8TY29GWIQoghrG3HNgJOJ/qUFCImTAzJe/j8ATbsq+Rf/7qDPaX1aDUKtywcy3duzcds1IXkPUVoReYH23B70f7O1+aeWQ1vV0kdfilAK4QYotrOjH6qTRqLI6Alb2QsM8eFdvRwf5uel0RCtJF2h5ddJfXdPs40ZiyKXo+/vQ1PjXRGDAaSgBJDgqqqvPrZMfwBlfysBKacWdHIUVqC6vOhS0jAMGJEmKMcOOZPTiUlzozN6eWzHhb866CLje0c9tq+W6bhCSEuTVXVzuLjsUuuQtH07dcQr8/P5gPV/NszO3lp7VHsLh+jUiz865enc9280Wg0w3MV1KHAMmUqAI4jpfidTgAmjonHYtbT5vBSckrqEQohhh41EKB9dzABtTUwAkWBe5blDrlVvbUaDYunpgP0aIaGRq8PlgVB6kANFpKAEkPC/mONHCxrRqdVuPuqnM6bckf9p8jJU4bcjfpyaDUabrwiOApqza7T2F3eXp0namawGHlHwyiEEF0JqCpNVhcntu7FU12FqjdQlTaBQ2XNlNW00dLu7vUIFq8vQEl5C39fe4Tv/2kbz60upb7FSVSEnnuX5fLv989gdGp0H/9Eor8ZUlPRp6SA34/j8EEAdFoNM8cHRwFsP1QXzvCEECIkHKUl+FtbcWuNnIxMZ8nUdEYmW8IdVkhckZ+GVqNwsrqNU7Vt3T4uomMa3lFJQA0GMg5dDHoer59X1x0DYPmsUaTERwDBnvaO+k+RUv/pPLPGp/Dx9nIqG+ys2VnBrYuyenyOqGkzqH/5JdwV5XjqajGkpIYgUiHEYFTVaGdvaT0l5S2cqm3H7fVzc81G8oBC82jWfnD0nP0VICpCT4zFSEykgRiLgViLkUiTHr1Og0GnQaNRsDu9tDu9tNk9VDfZOV1nw+P7InkVH23kqukZLC5Il+l2Q0xkfgGtn36C/cABoqbPBGDuhFQ27Kti39EG3B4/RsPQqYkihBAdNRMPRWZiMhu56YqxYY4odKIjDcwYl8zOw3Vs2FfFgyu713l0diFyVVVl0MEAJ9/MxKC3emcFjVYXcVFGrps7uvN1b20NvsZGFJ2OiPETwhfgAKVRFG6+Yix/eKeYT/ecZumMkcREGnp0Dm1UFBHjJ+A4dJD23btIuO6GEEUrhBgMAgGVfUcbWL2znLKa9nO2xfrt5NiDU35rsqYxKsJCIKBic3pps3sJqCptDi9tDi89nRgcE2lg0ph4Zk9IYfzoOLR9PLVPDAyWKWcSUMUHUAMBFI2GrPRoEmNMNFpdFB5vYM4E6QgRQgwNfqeT9n17ACiOzuKWRVlYzPowRxVaS6ams/NwHTsP13HnldlEmC7985rGjkXR6fBbrXjrajGkStmVgUwSUGJQq2mys2p7OQB3Xpl9Ts9nx+gnc24eGqMxLPENdAU5iYwZEU1ZTRurtp/inqW5PT5H1KzZwQTUrp2SgBJiGDt6upW/rz1KZYMNAK1GYfLYBPKzEsgZGYt+08e0lqmYx43nsW+uOOfYQECl3enFanNjtXtotbmx2jxY7R7sLi8+XwCvL4A/oBJh0hEVYSDKrCc53syo5ChGJERIj+cwYM7OQWM2429vx1V2EnNWNoqiMGdiCh9tK2fHoTpJQAkhhgzbnl3g9dKkj0Y3cjSLpqSFO6SQy8mIISMpksoGO1uLaztXx7sYjd6AaWwWzqNHcBw5IgmoAU4SUGLQCqgqz68uxecPMHFM/HmrQdiLiwGInJwfjvAGBUUJrgz169f3s7GwihWzRhEfberROSxTp1H/0gt4qqtwV1ViTM8IUbRCiIHI4/Xz+objbNgXLBoaYdSxdEYGV07PIDoiOKoy4PVQtvlzIFh8/B9pNEpw2l0PR2GK4UXR6YiYOBnbnl3YD+zHfKbw7JwJqXy0rZxDZc20OzxERcjnSAgx+NVvDLabxdFZ3Ht13rBYSENRFJZMy+ClT46wvrCKpTMyutXBZM4bh/PoEZxHSoldtDj0gYpekzHqYtDasK+KY5VWjAYt96/IO+fmFHC5cB47AkgC6lImjI4jb2QsPr/KB1tP9fh4bUQkERMnAdC+R1bDE2I4qW918l8v7ulMPi0qSOPnX5vLTVeM7Uw+Adh278Zva0cXH4+lYGq4whVDgGVKAQC2ogOdr6UlRpKZEoU/oLK7tPvLdwshxEDlrq1DLT+BChinzSZ3ZGy4Q+o3cyakYDJoqWt2UFLevRVOOwqRO46WoqpqKMMTl0kSUGJQamx18tbGEwDctiiLxBjzOdsdpSWoPh/6pCT0Uhj7ohRF4ZZFwYKGW4pqqGtx9PgcUTO+WA1PbvpCDA/Hq6w88eIeqhrsREcaePzOKdy/Ytx59SlUVaVl/WcAxC6+EkUrRaJF70VOmgyKgqfyNN6mxs7X50xMAWCHrIYnhBgCit5dA0BFZBo3rBxeHTdmo455k4LPbxsKq7p1jGlsVrAOVGsr3nrpiBjIJAElBh1VVXlhTSlur5/cjBiWTEs/bx97cbBnNGJSvtQF6YacjFgmj00goKq8v6Wsx8dHFkxF0enw1tbiqawMQYRCiIGktLyFX71WSLvDy6gUCz99YCaTxiR0ua+r7CTuU2UoOh3RVyzs50jFUKONisJ0Zuqd/axRULPGp6AQTIw2tDrDFJ0QQly+plYHFAVnFVjmzicuavjVsl0yNfh8V3i0kZZ29yX31xiNmMYEO9SdR0pDGpu4PJKAEoPOhsIqDp1qQa/T8ODK8Wj+IcGkqmrnl1KZftd9tywM3rR3HqrrLCLcXVqzmYgz17p9z64+j00IMXAcqWjh/948gMcbYOLoOH5877SLfjluPTP6KWrmbHRR3VtSWYiL6ZyGd+CLBFRclJFxmXEA7Dgso6CEEIOTqqqsee0zYrw2vFoDM286v27icJCeZCF3ZCwBVWXT/u6NgjKfNQ1PDFySgBKDSkVdO6+tOwbArYuySImPOG8fd3k5vpYWFKORiPHj+zvEQSszNYrpeUmowHubez4KqnMa3p5dMg1PiCGqst7G798uxuMLMGlsPN+5LR+T4cLrmfisVmxnasPFXrW0v8IUQ1xkfgEAztLDBNxf9Ix/MQ2vVtohIcSgtPdIA9ElewAwz5qDztSzxYGGkivPzHLZdKAanz9wyf3NeeMAcB49Im3AACYJKDFoON0+nnzvID6/SkF2IstmdL3amm3/PiBYJ0Kjl5VweuKmK8aiAPuONlBW09ajYy1TpqDo9Xjr6nCfrghNgEKIsGlpd/PbNw/gdPvIyYjhWzdPRq+7eD0n6+ZNqD4fprFjMY0e00+RiqHOkJaGPjEJ1efDcfhQ5+vTc5PRaTXUNDkor2sPY4RCCNFzNqeXdz8uJMd+GoD0FVeHOaLwmpabRHSkAavNw/5jjZfc35yVDVotvuZmvI0N/RCh6A1JQIlBQVVVXlp7hLoWJ/HRRr5y7fgL1nayHygEwDJleBXs6wvpiZHMmRgs+vfO5yd7dKzGZCYyfwoA7btlGp4QQ4nXF+DP7xbT0u5mREIE37ktH4P+4skn1efDumkDALFLZPST6DuKonS2N7YD+ztfjzDpKMgO1iLbfrA2HKEJIUSvqKrKC6tLGVNbggYVY3YOxvSuO9uHC51WwxX5IwC6NQ1PYzR2dnY5jxwJaWyi9yQBJQaFzw9Us+NQHRpF4as3TDxvlaUO3sYG3KdPg6JI/adeuvGKMWg1CofKmjlU1tyjYzum4dlkGp4QQ8qr645xorqNCKOO796WT6Sp63vw2Wz7C/G1tKCNisYyY2Y/RCmGk8gzdaDsxUXntDezJwQ7UXYeqiMQkHZICDE4bC2uZd+ROgragqVG4hYtCXNEA8OiKWkowKFTLdR3Y6XuiI5peFKIfMCSBJQY8A6VNfP3tUcBuHnhGHIyYi+4b0dPqDknF21UVD9EN/Qkx5q5clqwx+X19cd79AU+Mn8KisGAt6EBd3l5qEIUQvSj3aX1bCysQgG+euNEkuPOr73XlY7i4zGLFqHRXzphJURPmHPzUIxG/NZW3BVftDf5WfGYjVqa290cLmsKY4RCCNE99S0OXv7sKGMd1UT77GgiI7HMmBHusAaExFgzE8fGA8FaUJcihcgHPklAiQGtst7Gn98rxh9QmTMhhZVzMi+6v31/cPpdR8+o6J3r548mwqijssHG1oM13T5OYzSeNQ1vZ6jCE0L0k8ZWJ8+vDn6Ju3ZeJpPHJnTrOPfp0ziPHgGNhpiF0osr+p5GrydiwkSAzpVvAfQ6LdNzkwHYVNi9lZOEECJc/IEAf/3oMG6PnwWeYPmLmPlXSB3bsywpCBYj31JUc8li5ObsHNBo8DU1SR2oAUoSUGLAaml3839vHcDp9pM7MpYHV1647hOA32HHcTQ439dSIPWfLofFrOe6eaMBePfzk7g9/m4fGzVTVsMTYihQVZXnVpfidPvISo/mhvndLyLeumEdAJap09DHx4cqRDHMWSYHOzzOTkABzJ4QXA1v64Gqbq2cJIQYGFRVpaXdTfHJJjbtr2LV9lN8uO0Uq3eWs/lANSWnmrHa3Jc+0SDy9qaTnKhqIxU7I5qDozljFi4Ob1ADTH52AnFRRtodXvYdvXhSSWMyYRo9GgCH1IEakC68drIQYWRzevndmwdobnOTGh/Bt26ZjF538XypvbgY/H4MI9IwpKT2U6RD11XTM1i/r5JGq4tPdlVww4LuPXxGTspHMRrxNTXhKivDPHZsiCMVQoTClqIaSspbMOg0PHLdBHTa7vVZ+e122nZsAyD2Sik+LkInMj9Y69FVdhKf1YouJgaAcZmxxEQasNo9HDzZzKQxkgQVYqAKBFRKKlrYXVLPobImmtounWBKjjMzPjOO8ZlxTBoTT0Q36hIORNsP1bJmZ3Dl6Lst1aCqRE7Ox5AqzzFn02qCxcg/2HqKjYVVzBqfctH9zbnjcJ08ifPoEWLmL+inKEV3yQgoMeDYnF5+9VohFfU2oiP0fO+OKRcsOn7OcYX7AJl+11f0Og23Lc4CYPXOClq72eOkMRqxnPkd2PbIanhCDEatNjevrz8OwE1XjO123SeAtq1bUD0eDOkZnbUYhAgFXWwcxszRQLAYeQetRsOsM6OgdhyS1fCEGIjcHj+f7j7Nj57axq9f28/nB6ppanOjKDAiIYL8rATmT05l4ZQRzJ2YyqSx8aTEmVEUqG9xsml/NU+9f4jH/riVpz84xMGypkG18EBZTVvnFPcbpiVjOrwXgLirV4QzrAFr4ZQ0FAVKK1qpabJfdF8pRD6wyQgoMaC0tLv5zev7qWq0ExWh54d3TyU51nzJ4wJuN/ai/QBETZeifX1l5rhk1u4+zcnqNt7bXMYD14zr1nGWGbNo37WT9j27SLztDhSN5LqFGExeXnsUh9tHZmoUy2Z2fxloNRDonH4Xe+XSi06bFqIvROZPwV1+CnvxAWIWXNH5+tyJqXy6+zR7jzRw33I/Rr02jFEKIToEAipbimt49/OTWO0eACJNOmaOT6EgO5G8kbEYDRf+e3W6fRw53UrJqRYOljVR0+Rg5+E6dh6uIyHaxNUzR7JwStpFzxFuVpubP75TjNcXID8rgQWeMpo9HowjR2EeNz7c4Q1I8dEmpmQlsv94I5v2V3PXVTkX3NeUnQOKgrexAW9zE/r47tWvFP1DngrFgFFZb+N/XtpLVaOdGIuBf7p7KulJlm4daz9YhOrxoEtIwDi6+3VKxMUpisIdS7IB2FxUTWWDrVvHRU6ejGI04WtuxlV2MpQhCiH62N4j9ew92oBWo/DgNePQ9iCBbD9YjLehHo3ZTPScuSGMUoggy5mFLxyHDqL6fJ2vZ6VHkxIfgdvr58DxxnCFJ4Q4S02TnZ+/vI/nV5ditXtIjDHx5RV5/OZb8/ny8jzysxIumTgyG3UUZCdy99Ic/vvh2fz7/TNYMi2dCKOOpjYXr647xg/+vJX3Np/E5vT200/WfU63j9+/XURLe7DMyCMrcrFuCK4aG3f1Cum4uYhFBWkAbC2uweu7cH1ardncOTrWKXWgBhxJQIkBYU9pPU+8tJemNhcpcWb+9UvTu518ArDt3QNA1PSZcuPuY7kjY5mem4Sqwhvrj3ersLhGb+gsBN++W6bhCTFYuD1+XvnsGAArZo9iVEpUj45vXR8c/RS9YCEao7HP4xPiHxkzR6ONjibgcuE8drTzdUVRWDg1uHLSzsN14QpPCEGwuPjnB6r5j+d2c7zKismg5Y4l2TzxyBwWF6Sj1/VutJKiKIwZEc19VweTWPctzyM51ozd5eODraf4pye38c7nJwZMIsrr8/PHd4opq2nHYtbzndvy8RXtwW+1oouL61zIR3Rt8tgEEqKN2F0+9pRevBh5RF6wBIBDpuENOJKAEmHl8fr5+9oj/Pm9g7i9fsZnxvGvX55BYjem3XUIeDzYDuwHwDJjZogiHd5uW5yFVqNwsKyZAyeaunVMRyNq27sbNSCrEAkxGKzeWU5Lu5vEGBM3zB/do2M9dXU4DhaBohC7+MrQBCjEP1A0GiLPrIbX8V2gw6KpwemjRSeasLsGxgOoEMON1xfguY9LeX51KV5fgImj4/ivh2azYvaoSy4w1BMGvZYlU9P5n0fn8PWbJjEy2YLL4+ejbeX88MltvL0pvIkot8fP794qoqS8BaNBy2N3TCEl1kTL2k8AiL1yGYpOquNcjEajsHBKcBTUxv1VF93X3FEH6qiMgBpoJAElwqb4ZBM/+dsu1u8L3kBWzBrF43d2r+D42ewHi1HdbnTxCZjGyIproZASH8GymSMBeO2zY3h9l04oRUychMZsxtfSguvE8VCHKIS4TE1WF6vPrMZzx5LsHvdId9R+ipw0GUPKxVeoEaIvRZ6ZhmcvPnDO65kjoslIisQfUNl75OK95UKIvmdzevn1a4VsKa5BUeDWRWN57M4CEmJMIXtPjUZh5rhkfvrgTL51y2RGJVtwe/ys2h6+RJTN6eW3b+zn8KkWjHot37stnzEjorHt24OnqhKN2UzMokX9GtNgtSA/DY2icKzSStVFSoOYs3ODdaDq6/C2tPRjhOJSJAEl+l1zm4s/v1vMb984QH2rk1iLgcfumMIdV2b3qNZIB9ve3UCw+LhMvwud6+eNJsZioL7VydrdFZfcX6PXYymYBsg0PCEGg7c3ncDrCwSn3eYl9ejYgMtF29bNQLD4uBD9KXLiRNBq8dbV4ak9d9W7uZOCy5nLNDwh+leb3cMvXtnH0UorZmNwxM+1c0ej6afv6hpFYVpuEj99cCbfDmMiqrbZwRMv7um8Dt+/q4C8UXGogQBNH7wHQOzSq9FGRIY8lqEgLspIQU4iAJv2V19wP21EBMaRowBwHpVpeAOJJKBEv2lsdfLSJ0f48dPb2XOkAY2icPXMkTzxyBwmj+3d6gQBrwe7TL/rF2ajjjsWBwuSf7jtFM1trkseY5kZ/J20790j0/CEGMCOV1nZcbgOBbjrquweJ/Pbdm4n4HSiT04hYuKk0AQpxAVoTGYicoPTLexF546CmjMhmIAqLW+h1ebu99iEGI6sdg+/eLWQygY7MZEG/uVL05k0JjwrkSmKwtRLJKLaHZ6QvPeOw7X87Pnd1LU4SYg28s9fmk52egwA7bt34qmuRhMRSdyy5SF5/6Fq8dQzxcgP1uL2XrgYecSZFQUdJYf7JS7RPZKAEiEVUFWOVLTwzEeH+ee/7GBDYRU+v0ruyFh+8sAM7roqB7Ox9/OdHYcOEXC50MXFy/S7fjBnYgrZ6TF4vAHe3HjikvtHTghOw/NbW3EeP9YPEQoheiqgqry2Lvj3OX/yCEanRvfoeFVVO4uPxy65EqUXI1mFuFyR+fkA2Ir2n/N6UpyZrPRoVGB3SX3/BybEMNNqc/OLV/ZR3WgnLsrIj+6d1qOFhULlnETUrZMZlfJFIuqfntrep4mo5jYXf3ynmL98cBi3x0/uyFj+7cszyDhzHVS/n6YP3gcgbvkKtBERffK+w8WE0fEkxZpwun0Xva9HTJgAgOPwoW4toiT6h1Q6EyFR02Rn+6Fath+so+mskTITR8dx3bzR5I2K65P3ad+1AwDL9Bny0NMPFEXh3mW5/Ofzu9l5uI4lU9PJHRl74f11OixTp9O2bQvtu3cSkZvXf8EKIbpl75EGTla3YdRruWVRzxP5ziOleKoqUQwGoucvCEGEQlxaZH4BDa+/ivPYUfwOB7roLx54Z49P4URVGzsO13XWMxRC9D27y8svXy2kpslBfLSRf7p7KslxAyu5oigKU3OSKMhOZP/xRt7fUkZFnY1V28v5bG8l8yalMnt8CtkZMT2eLthqc7N212nW76vE4wug1ShcOzeT6+ePPqfMSNuO7XjratFYLMRdJdPWe0qjBIuRv73pJJv2V7Egf0SX+5lz8lB0OnzNzXjr6jCkpvZzpKIrkoASfabd4WFXST3bDtZSVtPW+brJoGVGXjKLpqaRlRbTZ+/ndziwFe4DIHrOvD47r7i4zNQoFhaksWl/NS9/epSfPjATjebCDXTUrFm0bduCbc8eku/+kiQKhRhA/IEA720+CcDyWSOJtRh7fI7WdZ8BED13vtSwEGFjSElBn5qKt7YWx+FDGOfM7tw2c3wKr647RllNG/UtjgH3QCzEUOD1BfjD28XUNDmCI5/umUZSD1a17m8XSkRt2FfFhn1VJEQbmZabzPjMOMakRRMTaTjvHKqq0tzmprSihX1HGzhwvInAmZE2ORkx3Hd1HhnJ547+Cng9NH34HgDxK1aiMQ3cazSQLchP473NZZyobqOirp1RKVHn7aMxGjFl5+AsLcFx+KAkoAYISUCJy+L1+dl/vIntB2spPtmEPxC86WoUhUlj45k7MZWCnESM+p6tptQdtr27Ub1eDGlpGDMz+/z84sJuWTiW3SX1nK63sWl/FUumZVxw34hxE9BEROJvb8N59EjnfGwhRPhtP1hHTZODSJOO5bNG9fh4b1Mjtv3BjoBY6cUVYWaZPIWW2lrsRfuJOysBFRNpYEJmHIdOtbDzcB3Xzx8TxiiFGHoCqsrfVh3m6OnWYMHx26cM6OTT2c5ORB0+1cKOQ7XsPdpAU5ubT/ec5tM9pwGwmPXERRmJOFM6xOH20dzmwu7ynXO+7IwYrps7mslj47usp9iyZjW+xkZ0cXHELrkq9D/gEBUTaWBabhK7S+vZtL+a+5Z3PcsicsJEnKUl2A8fkkVSBghJQIleKa9tZ3NRNTsO1eFwf3HjzUyNYt7EVGZNSOmyp6AvtW3fBgR73WX1u/4VFWHg5oVjefnTo7zz+Umm5yUTfYHft6LTYZk2nbYtn9O+e5ckoIQYILy+AO9vKQNg5dzMXtXja92wHlSViPETMKal93WIQvRI5JQCWj79BHtx0XkLX8yakMKhUy3sOFzHdfNGy/cGIfrQO5tOsqukHq1G4Zs3Tz5v1M9goCgKE8fEM3FMPF/2+Sk60cTBsmaOVLRS1+zA5vR2uWqeRlEYmWIhf2wCM8cnd9Z56oq3qZHmjz8CIOn2u9AYez7qWHxhcUEau0vr2X6oltuXZGEynP89JmJ8sA6U80gpqt+Pou37QRGiZyQBJbrN5w+w83Adn+45TUWdrfP1+GgjcyakMndSKumJ/TP9wtvYgPPoEVAUombP7Zf3FOdaPDWNzUXVVNTZeH39MR65fuIF942aOYu2LZ9j27eH5Hu+JDd/IQaAzw9U09TmIsZi4MqLjGK8kIDbjXXzJgDpVRQDgjk7J7jwRXs7zrIySMjv3DY9N5mXPjlKTZOD0/W2LqdrCCF6bvuhWj7eUQ7AA9eMY8Lo+DBHdPn0Oi3T85KZnpcMgNvjp67FQavNg8vjQ1UhwqQjJtLAiIQI9Lrufa9teOM1VK8Xc944LDNnhfJHGBbGZcaREmemrsXJzsN1LCo4vyPMmDkaTUQkAYcd16kyzFnZYYhUnE2KsYhLcnl8fLKrgh89tZ2/rSqhos6GTqswa3wy37+zgF98fR63Lc7qt+QTBIv3QXB5TX384G/oBiOtRsP9K8ahANsP1XHoVPMF940YNx6NxYK/vR3HkdL+C1II0SW3x8+H204BcMO80b2aJt2+cwcBux1dYiKRUwr6NkAhekHR6YiYOAkA24H952yLMOnIzwouA7+zpK6/QxNiSKqst/HC6uD3uuvmZTJ/ctfFoAc7o0HLqJQo8rMSmDU+hdkTUpg8NoFRKVHdTj7ZDx3EtncPaDQk332vjMLsA4qidCadNu6v7nofjYaI8cHZF47Dh/otNnFhkoASFxQIqHx+oJofP7Wd19cfp6XdTUykgdsWZ/Gbby3gazdOYuKY+B6vEHG5VFWlbftWIDj9ToTPmBHRXDk9OHLipU+O4PH6u9xP0WqJmjYDANueXf0WnxCia5/tPU2b3UNijIkrpqT1+HhVVWlZHyw+HrvkKllcQAwYlvwC4PwEFMCcCSkA7Dpc31koWAjROw6Xjz++W4zHF2DimHhuWtDzVVSHi4DbTf0rfweCbaYxQ1bj7CvzJ6ei0yqU17afswjW2SImBDsmJAE1MMg3RtGl0vIWfvb8bp5fXUqbw0tyrJkHrhnHL74+j5VzMrGY9WGLzVV2Em9dHYrBgGXa9LDFIYJuWTiWWIuB+hYnH20vv+B+UWeGGrfv24vq811wPyFEaLk8PlbvqADghvlj0Gl7/lXAeewonsrTKAYDMfOv6OsQhei1iMmTQVFwlZfjbmo6Z1t+VgImg5amNhcnqqxhilCIwU89U3S8vsVJQrSRR6+fcNEVkYe7xnffxltXizYmloQbbwp3OENKVISBGWemSm7aX9XlPhETztSBOnmCgMvZb7GJrkkCSpzD7fXz0toj/OLVQk7X24gw6rjrqhz++5HZLJyShl4X/o+M9fNgzRHLtOloTKYwRyPMRh33LM0FYPWOcqob7V3vl5uHNiqKgM2Go/Rwf4YohDjL2p3lnaOf5kxM6dU5Wtd9CkD0nLloLYOv2KwYunRR0ZjGBEditOzdd842g17LtNwkAHYelml4QvTWJ7tOU3isEZ1W4Rs3TyYqIrQLDw1mjtKSzjYz5f4H0Ub0X8mS4WJRQXAk987D9Tjd53dyG5KS0Sclgd+P48iR/g5P/IPwZxPEgHGyuo3/eG43G/YFs8eLp6bzv1+dw9UzR/aqhzwU/HY77bt2ABC76MowRyM6TM9LYkpWAv6AyotrSruc2qBotVhmzASgbeeO/g5RCEFw5bt3NhwHgivf9ebe7m1uwlYYfLCX4uNiIIrMnwJAy+69522bfWYa3u7Sevz/sFKeEOLSymvbeXvTCQDuXprLmBHRYY5o4PJZrdT89SlQVaKvWIjlzL1J9K3ckbGMSIjA7fWz41Btl/t0TMOzHyzuz9BEFwZGVkGElaqqrN1Vwf+8tJe6ZgdxUUa+f1cBX16eN+B6NNq2bUH1eDBkjMSULasYDBSKonDv1bkY9BqOVlrZWlTT5X7RZ1YstO3bS8Dt7s8QhRDA5gPVNFldxEUZmT+pd8VirRs3QCCAOW+c1LEQA1JHAqr1QNF5bc34zDgsZj3tDi8lp1rCEZ4Qg5bb6+fpDw7hD6hMy01icUHPawgOF6rPR+0zT+O3WjGkpZF8173hDmnIUhSFxWeKkW8orEbtoiM8cnJwVVRHcVGX20X/kQTUMOfzB3h+dSmvrT9OQFWZNT6Zn31lFhMH4BKqaiBA68b1AMQuuVJWjxhgEmPMnQUoX19/nFbb+QkmU1Y2+sQkVLcb2/7C/g5RiGHN5w/w0ZmV766dm9mrKdUBj4fWzzcCMvpJDFzGkaPQJyQQcLux/0PRWZ1Ww8zxwXohO2QanhA98vq6Y9Q2O4i1GHjgmnHyXfwi6l9/FUfJYRSjkRFf/SYaozHcIQ1p8yanotdpqGywcbL6/GLkEePGo+h0eBsb8NZ1PUpK9A9JQA1j7Q4Pv3ptP5uLalAUuOuqHL56w8SwFhi/GEdpCd66OjQmU+dIGjGwLJuZQWZKFA63j5c+OXJeD4OiKETNCf7u2ndsC0eIQgxbOw7V0Wh1EWsxsnhqeq/O0b5rJwGbDV18PJaCqX0coRB9Q1EUos4sUtK2t4tpeOOD0/D2HW244OqtQohz7Tva0LnU/UPXTRiwzwsDQfMnq7FuWAfAiIcfxZjeuzZXdF+kSc+sccHOhY2F5xcj15hMmHPyALAXFfVrbOJckoAapprbXPzP3/dx9HQrZqOW7942hatnjhzQPRmtZ27k0fPmS/HxAUqr0fCVa8ej1SgUHmtkZ8n5vcvRZxJQ9kMH8bV3vVyqEKJvBQIqq7afAuDmxVkY9Noen0NVVVrXfwYEl5FWtD0/hxD9pSMBZdtfiOo/N8mUnRFDQrQRl8dP0Ymmrg4XQpzF5vTywppSAFbMGjUgZ0oMFK0b19P45usAJN56B5apsmJ3f1l0pnNtZ0k9bQ7Peds7puHZiyUBFU6SgBqGGlqd/PzlfdQ1O0iINvIv980gPysh3GFdlLe5CfuZKVsxi6X4+EA2MtnC9fNGA/DKp8ew2s9tAAypIzCOHgOBAO27d4UhQiGGn92l9dS1OIk061kxd3SvzuE6fgx3RTmKXk/MFYv6NkAh+lhEbi66qCj8NhvOY0fP2aZRFGadKUa+7aBMxRDiUl797BjtDi/piZHcvHBsuMMZsJo/WU39318EIG7FSuKvWRnmiIaXrLRoMlOj8PkDbDozWu9skfnBBJTz2BECLld/hyfOkATUMFPTaOd/XtxLo9VFcqyZH907jfTEgb8caOuna0FVg0Vv02QY60C3cm4mI5Mt2JxeXl57/nKn0bPnANC+Y3t/hybEsBNQ1c7aTytmjSTC1LtpEy3rgqOfombPQWux9FV4QoSEotUSP3MGALb9+87bPu9MEf7ik01d9pQLIYKKTjSy/VAtCvDANeN6VT8wlFRVJeB2o/p84YvB56Pupec7Rz7FrVhJ4q23hy2e4UpRFJbNyABgw75KfP5zVzrVp6QGa9H6fDhKS8IRogB04Q5A9J+GFif/8/e9NLW5SI2P4Id3TyUuauAXxPO3t9O6aQOA9CQMEjqthq+sHM9/v7iHPUca2FNaz4wz87IBombNpuGN13CdPIGnrg5DSkoYoxViaCs82khVox2zUcvSmb1btc7b0oJt3x5Aio+LwSN+zizq12/Atm8fSXfec06ZgfTESEanRnGqtp2dh+tYNkNWdBTiHzlcXp5bFZx6d9WMDLLSY8Iaj8/aivPYUZzHj+M6eQJfSwt+Wzuq1xvcQatFYzShT0hAn5KKITUFU+ZoTFk56KKjQxKTu7qK2mefwX2qDBSFxFtvJ36FPK+Ey8xxKbyx4QStNg97jtQzZ0Jq5zZFUYiYnI91wzrsxUVSyzJMJAE1TLTZPfzilX00WV2kJ0byg7sKiLEM/OQTQMu6tageD8bM0URMnBzucEQ3ZaZGsXJOJh9uO8VLa4+QNyqWqAgDALqYWCImTMRx6CDtu3aQcP2NYY5WiKFJPWv001XTM4js5ein1vWfQSCAOScX06jMPoxQiNCJLZiCYjDga27CfbrivM/uvEmpnKptZ1txrSSghOjCS6tLaGpzkRBt4pYwTb1T/X7ad+/E+vmm4HTaf1jg5hx+PwGHHbfDjvt0xTmb9MkpmLOyMWXnYM7JxTBixGXVvvXb7TR//BGt6z5F9fnQRESQ+vCjWPILen1Ocfn0Og1Lpqbz/pYyPttTeU4CCoJ1oDoSUKqqDuj6x0OVJKCGAafbx2/fPEBdi5Pk+Aj+6d5pRA2SlSv8DgetZ6Z9xK+8Tm4Sg8z180ez71gDVQ12Xv70KF+7cVLntug5c3EcOkjbjm3EX3eD/G6FCIHik02U17Vj1Gt7/YAdcLuxbtoIQOyy5X0YnRChpTUasUyeTPvevdj27T0vATV7Qgqvrz9OeV07lQ02MpJkaqkQHY5VtrJqaxkA91+Th8nQv4+NAa+Hts2f07x2Db7Gxs7XjSNHBpNIWdnok1PRRUWhjbKgBgIEXG4CLifehga8dbW4q6uDo+2rq/DW1+Gtr6Nt+1YAtJYoTDk5ROTkYs7JxThyFIru4j+jGgjgOnGctp07aNu2BdUTnL4bMSmflPsfRB8XF7oLIrpt8dR0Vm0/xcnqNk5UW8lK+2LkXkTeOBSdDl9zE57qalmhMAwkATXEeX0B/vhOMeW17URF6PnPR+cSoVPw+QKXPngAsG5cT8DpxJCWhmXqtHCHI3qoYyreEy/uZVdJPVNz6ph9pvCrZeo0FIMBb10drrIyzGOlqKUQfUlVVT7cegqAJVPTO0cg9lTbtq0EHHb0SUkyXF0MOlHTZgQTUIX7SLzplnO3RRjIz0qg8Fgj2w7WcseS7DBFKcTA4vUF+NtHJagqLMgfwaQx/btYkf3wIepfegFvQz0A2qgoYq9cSvT8BejjLxyLNiJY1/Yf68X67XZcJ0/gPH4M57GjuMpO4re1Yy/ch73wTI04rRZDcgqG1BHo4mJRDEY0RiNqIIC/vR1vXS2uU2UEnM7O8xpHjiTh5tuInJwvHakDSEykgVnjU9h2sJZ1eyrJuuGLBJTGaMQ8bjyOg8XYDxRKAioMJAE1hKmqygtrSikpb8Go1/L9uwpIT7LQ0mIPd2jdEnC7aVn7CQDx11yHohlYRQ9F94wZEc118zL5YOspXvrkCDkZMcRHm9CYzFgKptG+awftO7ZJAkqIPlZa3sKJ6jb0Og3LZ/Vu9JMaCNDy2VoAYq+6Wu7DYtCJmjIFNBo8VZV46usxJCefs33epBEUHgsWWb510Vi08hkXglXbT1HdaCfWYuSeZbn99r5+m43611+hffs2ALSxsSSsvI7oBQvRGHrXiQKgjYwkcnI+kZODq6AFvF7c5adwHjuG89gRnMePEXA48NRU46k5f/W0s2nMwe+v0fPmYx43XhJPA9SyGSPZdrCW3aX13L4k+5y6x5aCqTgOFmPbX0j8yuvCGOXwJAmoIeyTXafZdrAWjaLwzZsnMTYtvIUDe6p13af4be3ok5KImjU73OGIy3DdvNEUn2ymrKaNv60q4ft3FaBRFKLmzKV91w7adu0g6Y67Ljn0WQjRfR+eqf20cEpar2v+2YuL8NbVojGbiVmwoA+jE6J/aC0WzLl5OEtLsBXuJX75Nedsn5KdgMWsx2rzUHKqhUlj+3ekhxADTWW9jVXbywF49ObJWMz6fpk54TpVRvWf/4ivuQkUhdglV5Jw821ozeY+fy+NXo85Owdzdg5csxI1EMDX0oKntgZPTQ1+WxsBlxvV4watFm1kJPqkZIwjR2HMGCmdMYNAZmoUORkxHKu0sqGw6pwaZpaCqdT//cVgIfvWVnSxseELdBiSp70hquhEI29uOA7AnVdlD7ovVL72Npo//giAhJtuQdFqwxyRuBw6rYZHrp/Afzy3i5LyFtbtqWTZzJFETpyENiYWv7UV24FCoqbPDHeoQgwJR0+3UlrRilajcM3sUb0+T8unwVGoMQsXoTH1/UOAEP3BMm36mQTUvvMSUDqthtnjU1i3r5KtB2sH3fclIfpSIKDy3OpS/AGVqbmJLJiSRmurI+Tva928ifqXX0L1+dCnpJD60KOYx2aF/H07KBpNcOW8hAQiJ0669AFiUFg2YyTHKq1s2l/F9fMy0euCz5O62DhMY8fiOnkS24FCYhctCXOkw4ukb4eg6kY7T39wCBVYOGUES6dnhDukHmv64H0CLhfGUZlEzZTRT0NBanwEd16ZA8CbG09Q1WBD0WqJnjcfgLatW8IZnhBDykfbTwEwf/II4qNNvTqH+3QFztIS0GiIvXJZH0YnRP/qqF3mOnEcn9V63vZ5k4OrJO090oDN6e3X2IQYSD7bc5qymjbMRi33rxgX8ullaiBA/WuvUPfCc6g+H5EFUxn1rz/t1+STGLqm5iYSH22k3eFlx+G6c7ZZCoK1hW0dNcBEv5EE1BDjdPv4wzvFON1+cjNi+NLVeYNubrKrohzrxvUAwWlZMsx1yFhckMbksQn4/AH++uFhfP4AMfOvAIJTfXytLWGOUIjBr6ymjYMnm9EoCivnZl76gAto+TRY+ylq+gz0CTIqRAxe+vgEjKPHgKpi23/+w8bo1ChGJlvw+QPsOFQbhgiFCL+GVifvbD4JwO1LsnvdedFdqs9H7XPP0HqmzmDCTbeQ9o1vo42ICOn7iuFDq9Fw5bTgQIxPd59GVdXObR2LWzlKDuM/q7C8CD15sh9CVFXluY9LqGt2EB9t5Bs3T0anHVy/YjUQoP7ll0BViZo5i4hx48MdkuhDiqLw4MpxWMx6KuptvLv5JIbUVEzZOaCqtJ0pOimE6L2Ole/mTEwhObZ30+Z81lbad+0AIHbZ8r4KTYiwiZo+A4D23bvO26YoCgunpAHw+YHqcx5ShBgOOhYu8ngD5I2M7fx7CJWAx0P1k38MFhvXaEh96FESrrtBOp1Fn1tUkIZRr6WywU7xyebO1w0j0tCnpoLfj6O4KIwRDj/yVz6EfLqnkj1HGtBqFL5+4ySiI3u/WkS4tG5cj+vEcRSjicQ77g53OCIEYi1G7l8xDoA1Oyo4fKqZmAXBUVDWLZvli78Ql6Girp39xxtRgGsvY/RT64b1qD4fpqxsmQohhoSoGbMAcB4pxWdtPW/7nIkp6HUaKhvslNW093N0QoTXluIaDp9qQa/T8MA149CEcPZEwOul+k+/x35gP4peT9o3v0P03Hkhez8xvEWa9CwqCCZUV+8oP2db5zS8LkbGitCRBNQQcayy9Yui41dmk5U+uFa8A/DU19P41hsAJN56G/q4uDBHJEJlel4SiwrSUIG/fngYdXwBisGAt64W1/Hj4Q5PiEHrozMr380cn8yIhMhenSPgctG6YR0AcTL6SQwR+qQkTGPGgqrSvnfPedsjTXpm5CUBwVFQQgwXVpub19cFv3vdtGAMKfGhmwKn+nzUPP1nHIcOohgMpH/v+1imFITs/YQAuHrmSLQahSOnWzlR9UUdQMu06QDYiw4Q8Er9v/4iCaghoN3h4an3D+EPqMwan8xVg7DouOrzUfvM06geD+a8ccQuvjLcIYkQu+uqHNITI7HaPTy77iSWM73T1i2fhzkyIQanqkY7e480AHDdvNG9Po918yYCdjv65JTOL2dCDAUdi5rYupiGB3ROO9pZUofL4+u3uIQIp5c/PYrD7SMzJYqrZ40M2fuogQC1zz6DfX8hik5H+re/R0TeuJC9nxAd4qNNzJmYAsDHZ42CMo0egzYmloDLFVx0RfQLSUANcsG6T6W0tLtJjY/olxUrQqHx3bdwnTyBJiKC1Acfkjngw4BRr+WrN05Er9Nw8GQzpQl5ALTv3onfbg9zdEIMPqu2nUIFpucmkZFk6dU5VJ+Plk8/ASBu+TVyLxZDimXGTACcx47ibW4+b3vuyFhS4sy4PX52ldT3d3hC9Lt9RxvYc6QBzZkandoQ3fNVVaX+1ZeDtQW1WkZ841tEjJ8QkvcSoivXzA6WJdh/rJGapuBzhqLRdHa0te/eGbbYhhv5ZjnIrd9Xxf7jjei0Cl+7cSJmoy7cIfVY245ttHyyBoDUBx9Cn5gU5ohEf8lIsnD30hwAXin1QkoaqscjxciF6KG6Zgc7S4JLDF/O6Ke2nTvwNTejjYkhep7U5BBDiz4+HnNOLgC2PRcvRr5ZpuGJIc7h8vLS2iMArJg9ilEpUSF7r5a1a7BuWAeKwoiHv4olvyBk7yVEV9ISI5mak4gKrN5Z0fl69KwzI2ML9xHwesIU3fAiCahBrLLBxuvrg3O2b1+cHdKGI1Scx45S9/yzAMStWIllqkz3GG4WTUljxrhk/CpsM44BwLppgxQjF6IHPtp+ClWF/KwEMlN71xaogQAtn3wMQNzS5Wj0g28hCyEuxTIzON27q9XwAOZNHoFWo3Ciuo2KOilGLoauNzYcx2rzkBJn5ob5o0P2Pu27d9H45usAJN1+F1Fn/gaF6G8r5wRHQW0/WEtzmwsAU1Y2urh4Ak4n9uLicIY3bEgCapDyeP08/f4hfP4Ak8cmsHTG4Kv75DpVRtXvf4vq8xE5dRqJt9wW7pBEGCiKwgMr8kiINrFDNxKfVo+nphrn0SPhDk2IQaGh1cn2g8HRT9dfxkOEvegAnupqNGYzMYsW901wQgwwUdNngKLgKjuJt6HhvO0xkQam5QZHYq/fV9nf4QnRL0rKW/j8QA0AD1wzDoNeG5L3cR4/Ru3f/gJA7FXLiF12dUjeR4juyEqPYdyoWPwBlVVnakEpGg1Rs850TOzaEc7whg1JQA1Sr284TlWjnehIAw9dO37Q1X1yHD1C5W9+ScDpxJybx4iHvyq1RoaxCJOer904Eb/OSHHkaACsG9eHNyghBomPd5QTUFUmjo4jK613K6Cqqkrz6lUAxCy+Em1E6FZBEiKcdDGxmM8UPm7bub3LfToWc9lxqA6bU1ZGEkOL2+vnhdWlACyemk7eqNCsOu1rbaH6yT92djQn3Xn3oHteEUPPDfODsy02H6juHAUVNXMOcGY1PJczbLENF/LEPwgVHm1gw74qAB6+bjzRkYNrmkTbzh1U/fZXBBwOTNk5pH/ne2iMxnCHJcIsKz2G25dksz8mWJ+jfd9efFbrJY4SYnhraHWypSjYi339mS9VveE8dhTXieMoOh1xS5f1VXhCDEjRc4P1zdq2b+1yundORgwjky14fAE2F0ktKDG0vL+ljPpWJ3FRRm5fnBWS91B9Pqqf/BN+qxVDegYjHnpUOprFgDAuM45xo2Lx+VVWbQ+OgjJmZqJPSUH1eLDtLwxzhEOf3AkGmZZ2N89+HFwmcvmskUwakxDmiLov4HZT9/cXqf3rU6heL5EFU8l4/IdoTOZwhyYGiGUzMhg5ZTxVxkTw+6nfsCHcIQkxoH249RT+QHD0U+7I2F6fp+XM6Kfo+QvQxfT+PEIMBlHTZ6IYjXjr6nCdOH7edkVROkdBbdhXRSAgNQnF0FBW08Ynu4IFmO+7Oi9kixfVv/YKrhPH0ZjNpH3j22hMppC8jxC9ceOCYIfd52dGQSmKQtTMYDHy9l2yGl6oSQJqEAkEVP764SHsLh+ZKVHcuig0vRZ9TVVVbIX7KP+Pf+ucVhV/7fXBBskwuEZvidBSFIUHrxnHifR8ABo+/RS/R6Y/CNGV2mYH2w7WAnDTwrG9Po+rohx7cREoCnFXX9NX4QkxYGlMJqKmzQCgbdvWLveZMyGFSJOORquLAyca+zM8IULC5w/w3MelqCrMGp9MQU5iSN7HumVz8Pu+opD6yFcxpKSE5H2E6K28UXGdtaA+OjMKKurManj2Qwfx22zhDG/IkwTUILJ6ZzmlFa0Y9Bq+euNEdNqB/etTfT7adu7g9P/+F9V/+j3ehgZ08QmkP/YDEm++VYbiii6ZjTpWPHgDNp0Zs9vOxldWhTskIQakD7aUEVBVpmQl9Lr2E0Dzhx8AEDVztjwoiGEjet58ANp37yTgOX/pbYNey8IpaQCs2yvFyMXgt2p7OZUNNixmPfcszQ3Je7hOlVH/9xcASLjhJiz5BSF5HyEuV8coqM0HqmmyujCmpWPIGAl+P+27ZRRUKEkGYJA4Wd3Ge5vLALh3aS6p8QOzQKzq8+EoOUzD669y8kc/oPavT+E6eRJFryd+5XWM/s//JnLipHCHKQa4jBGxaGZdAYB+9+ccOHb+SkVCDGdVDTZ2Hg6ufHfTFZc3+slWuBcUhfjrbuir8IQY8Mx549DFJwSX3r5AzY8lU9NRFDh8qoXqRns/RyhE36moa+ejbacAuHdZbkjqx/ra2qj+8x+CRccLphJ/7fV9/h5C9JW8UXGMz4zDH1B5f2vwGTtm/gIArJs/D2doQ54koAYBp9vH0x8cxB9QmTkumQX5I8IdEgBqIICnro72XTtpeOsNKn/9S0489m0qf/0LWj79BL+1FW1MLAk33syYn/+KxFtuk3pPotsm3349Aa2OVHczq17fQG2zI9whCTFgvLelDBWYnpdEZmpUr8/zxeinWRjT0vooOiEGPkWjIXpesBi59QLT8BJjzRRkB6cpfbrndL/FJkRf8vkDPLuqBH9AZVpuErPGJ/f5e6h+PzVP/xlfczP6lFRSv/KIzHQQA94tZ8oXbC2uobLeRvSceSg6He6Kclzlp8Ib3BAWmspzok/9fe0RGlpdJESbuH9FXr8vYaqqKn6rFXdVJZ6qKtzVHf+uRnW7zttfGxVN5OTJRE4pwDJlKopOPmai57RRUcTMm0/75k3kNxTz+7dG8W9fnkGEST5PYngrq2lj75EGFOCmBb1f+c59ukJGP4lhLXrufJo/+hDHoWJ8ra3oYmPP22f5rFEUHmtka3ENNy4YQ6xFVu0Vg8vqHeVU1NuINOm47+rckDxHNL71Bs4jpShGE2nf/A7aiIE5U0OIs2WlxzAjL4k9Rxp4a9MJvnf7FCILpmHbswvrls8xZY4Od4hDkjzJDXDbD9ay/VAdigKP3jCBCJM+5O+pqiqeqkochw/jPHEM5/Fj+K3WLvdVdDqMI0dhHJWJMTMTU+ZojCNHSa+H6BPxy5bTvnkTOfbTrK+t5S8fHuI7t+aHOywhwkZVVd7cEFy1a87EFNKTLL0+V9OH7wMQNWMmxrT0PolPiMHEkJKKKTsH1/FjWLduJqGLKUO5I2PJzojheKWVT3ef5vYl2WGIVIjeqay38cHWUwDcsyyXmBAkUNt27qDl008ASP3KwzKaVgwqty7KovBYI0Unmig51cyoKxZi27OL9h3bSbr9LlkwKwQkATWA1bU4eGntEQBumD+GnIzYkL2Xqqq4ThynfdcObAf242tqOncHRUGfkoIxPQNDWjrG9HQMaRkYkpNlhJMIGWNaGhGT8nEcLGJu22FWn4jm7c9PcHeIimcKMdAVnWiitKIVnVbDzZex8p2z/BS2fR2jn27swwiFGFxiFy2m9vgxrJs2EH/NtV12oK2ck8nv3ypiQ2EV187N7JfOQCEulz8Q4G8fB6feFWQnMmdC3y8y4T59mroXngUgfuV1RE2f0efvIUQopcRHsLggnXX7Knlj4wn+7b5p6BIS8DU1Ydu7h+i588Id4pAjmYMByusL8NT7h3B5/ORkxHDdvMyQvI/fbse65XPaNn+Op7am83VFr8ecN56I3FxM2TmYRo+RDLAIi/iV1+I4WER++wk2x+azekcFmanRXHtFVrhDE6Jf+QMB3tx4AoBlMzJIjOl9Tb36t94CztR+SpfRT2L4ssyYieb1V/E1N2MvOoClYOp5++RnJZCeFElVg/1MEmp0/wcqRA+t2VlBeW07EUYdXw5BCQ+/zUb1n3+P6vEQMXESCTfd0qfnF6K/XD9/NFsP1lBe287uIw3kLFhI0/vvYt28SRJQISDzpAaotzaeoLy2nUiTjq/eMBFtH09p87W10fD2m5T96Ps0vvk6ntoaFIOB6LnzSfvWd8n6vz+S8b3HiV95HRG5eZJ8EmETkZuHOScXxe/nLmMFAH/76DDHTreEOTIh+teWohqqG+1EmnRcO7f3nRLW4oPYi4tAqyXhRnlgEMObRm8gZsFCAFo3rOt6H0Vh5ezg39ynu0/j8fr7LT4heqO8tr1z9ey7l+b0ee0yNRCg5pmn8TY0oE9MYsQjX5PyG2LQio40cM2c4D3+rY0nMM2cB4qC8+gRPLW1YY5u6JE7xQC0/1hj52orD107gfhoU5+d2+9yUf/2W5T9+Ae0rF5FwOXCkJ5B8n0PMPbXvyP1oUewFExFY5Qim2Lg6CiQnHSykBkZJry+AP/97E4arecXwRdiKHJ5fJ0PE9fPH9PrKUCqqnLqxb8DELNwEYaUvp+SIcRgE7NoMSgKjkMH8dR1/bAxc3wyCdFG2hxethbXdLmPEAOBx+vnLx8e6lz1bt6k1D5/j6b338VxsBjFYCDtm99Ga+l9PUIhBoKrZ44kIdpEc5ub1aVtRE4O1pxtWfdpmCMbeiQBNcA0t7n426rDACybMZKCnMQ+Oa+qqrRu28q+r3+bxg8/QPV4MI0ZS9q3vkvmf/wXsYsWozX3fjqHEKEUMWEiprFjUb1ebtKVk5EUSXObm1+/VojD5Q13eEKE3OodFVjtHpJiTVw5rfdT5tr37cN29BiKwUCCrHwnBACGpGQiJ00GwLpxQ5f76LQals8aBcDHO8rx+gL9Fp8QPfHmxhPUNDmIiTSEZPVsW+Femld9CEDK/Q9iHDmqT88vRDgY9VruWZoDwCe7KgjMDo6Mbdu6Gb/dHs7QhhxJQA0g/kCApz84hN3lIzM1itsW902NG29jA1W/+SXVf3kaT3Mz+qQkRnzj24z8l3/HUjA1JMuxCtGXlLOWibdv3shj12UTH22kqsHOn949iM8vDwJi6KpvcbB6Z3D66e2Ls9Fpe9d0q34/9W+/CUDC8hXoYmL7KkQhBr2YJVcCYN26hYDb3eU+C6ekEWsx0NTmZmNhVX+GJ0S3FJ9sYt3eSgAeunY8URF9W0LDXV1N7d/+CkDs0quJnj23T88vRDgV5CSSn5WAP6Dy2gkFQ8ZIVI8H6+cbwx3akCIJqAHkgy2nOFZpxWTQ8vUbJ6LXXd6vR1VVWjes59RP/w1HyWEUg4HM++4l64n/JWradEk8iUElcvIUjKMyUd1uAps/4ycPzcFk0FJS3sLzq0tRVTXcIQoREq98dgyfP8DE0XFMz0vq9Xmsn2/EU12NLspCwjUr+zBCIQa/yEn56BITCTjstG3f2uU+Br2WG+aPAeCj7adwun39GaIQF9Vm9/DsqhIArpqewaSxCX16fr/DTvWffkfA5cKcm0fSbXf06fmFCDdFUbhnaQ46rYaSilZaJgUTrC3rPkX1yf2+r0gCaoA4eLKJj7adAuD+FeNIjou4rPP529up/sP/Uf/yi6huN+acXMb+53+TcdstUlBcDEqKonSusNL82WdkGL1869bJaBSFbQdreX9LWZgjFKLv7T/WSNGJJrQahXuW5fa648Bvs9H43jsAjLrnbrQRl9fGCDHUKBoNcUuXA9DyyWpUf9eFxhfkjyA5zky7w8tnZ+p1ChFugYDKXz48hNXuIS0xktv7aBZFBzUQoOYvT+Otq0MXn8CIr38TRSeLqYuhJzkuonOhl5erI9FEReNvbaV9z64wRzZ0SAJqAGhsdfL0B4dQgUUFacyecHlFYR1HSjn1s3/HXnQARacj6a57yPjhjzGm9n0RQiH6U+TkfMx541B9Xspffo38rETuW54LwAdbT/H5geowRyhE3/F4/bzy2VEArp41khEJkb0+V9MH7xGw2zFmZJC6fFlfhSjEkBJzxUI0Fgvehgba9+7uch+dVsNNVwRHQa3ZVYHNKXUIRfh9tP0Uh0+1YNBr+PpNkzDotX16/sZ338ZxsChYdPxb30EXFd2n5xdiIFk5ZxTJcWaaHX7KMqYA0LL2E5lt0UckARVmHq+fP717ELvLx5gRUdyzNLfX51JVlZZPP6HyV/8Pf2sr+tRURv3rT4hberUsjSqGBEVROod8N2zchKuigkUF6Vw3L9hT8cKaUnaX1oczRCH6zMc7ymm0uoiLMnL9vNG9Po+7qorWjesBSLnnXhRt3z6YCDFUaIxG4q4KJmhbVq+64MPGrPEpjEy24HT7+XhHeX+GKMR5SspbOkeB33d1HumJve+s6Ip1xw5aVq8CIOX+r2Aaldmn5xdioNHrtHxl5XgU4D3XCFSdDndFOY6Sw+EObUiQrEQYqarK39cepbyuHYtZzzdumtzruk+qz0fdC8/R8PqroKpEzZ1H5r//TFamEEOOacxYomfNBlWl7o3XAbj5irFckT8CVYW/fHCIohONYY5SiMtTWW9j1fbgg+2dV2ZjMvRuqoOqqjS8/goEAlimTscyYWJfhinEkBO75CoUoxH36dM4DhV3uY9GUbhl4VgA1u2tpNHq7M8QhehktbmDsyhUWDB5BPMnj+jT89tOllH97DMAxK1YSfTsOX16fiEGqtyRsSybORKn1kRxbB4ATe+9I6Og+oAkoMJoY2EVW4prUBT42o0TSYgx9eo8vvY2Kn/9C9q2fA6KQtIdd5H6lUfQGI19HLEQA0Pybbeh6HTYDxZjP1iEoijcv2Ics8Yn4w+o/Ondg5SUt4Q7TCF6xecP8LdVJfgDKgXZicwcl9zrc7Xv2onj8CEUnY7EO+7swyiFGJq0FguxCxcD0Pzxqgvul5+VQN7IWLy+AK+tO95P0QnxBa8vwJ/eO0ib3UN6YiT3Xt37WRRdnr+lmZL//l9Uj4eIiZNIvOW2Pj2/EAPdLQvHkhofwSbLBPxaHa6TJ7AXHwh3WIOeJKDC5NCpZl7+9BgAty7KYsLo+F6dx115moon/hPnsaNozGbSvv094q5eISvciSHNkJzCiJUrAKh/+e8EPB40GoWHr5tAQXYiXl+A379VxIkqa5gjFaLnVu+soLyunUiTji+vyLuswuMNr70MQPy112NI6n0iS4jhJHbZctBqcR49guPokS73URSFe6/ORaMo7DvaQNGJpn6OUgxnwVkURzheacVs1PGNmydh7MO6TwGXk9O//Q2epiYMqSMY8ejXpZyHGHYMei0PXTceh97M7qiOUVDvogYCYY5scJM7SRjUNNl58t2DBFSVuRNTuWZ276bJ2fYXUvG/T+BrbESflMzIf/43LPlT+jhaIQamkXffhS42Dm9DPc1nahPotBq+ftNExmfG4fb6+e0bB6ioaw9zpEJ0X2WDjQ/O1PK4Z2kusZbej2RteOM1/O3tGNLSiL/m2r4KUYghTx8fT8yChQA0vvXGBadcZCRZWDYzA4BXPj2K19f1ynlC9LV1eyvZXPTFLIrLWaTiH6l+P9VPPYmrogJ9TAyjvv8DtJF9W1dKiMEiKy2Ga+dmsiNuIm6NHndFObbCveEOa1CTBFQ/szm9/P6tIhxuH9npMTxwzbge926rqkrz6o+p/tPvUd0uzHnjGPWvP8GYlh6iqIUYeHQRZlLvvRcIFov11NYCwcKB37k1n+z0GBxuH798tZDyWklCiYHvH6fezZnY+xVRHSWHadu2BRSFlC8/KMtlC9FDCTfciGI04jp5Atu+PRfc74b5Y4i1GKhvdbJ6R0U/RiiGq8Onmjunfd6+OJvJYxP67NyqqlL/ykudK96N/7d/xpCU1GfnF2IwunHBGEZlprA7ZjwAje++I6OgLoMkoPqR1+fnT+8UU9fiJCHaxLdu6XnR8YDXQ92zz9D49hugqsQsWkzGYz9Aa7GEKGohBq6oGTOJmDQZ1eej/uWXOnupjQYt37t9CmNGRGN3+fjFq4UyHU8MeG9tPEF5bTsRRh33Le/91LuAy0Xdi88DELN4CebsnD6MUojhQRcTS9zVwaneje+8herzdbmf2ajjrquCf2OrdpRT3+LotxjF8FNZb+NPnbMoUlg+a2Sfnr9lzWqsmzaCopDxta8TlSvthxBajYav3jiJ0rQpODUGvLU1WDdtCHdYg5YkoPqJPxDgqfcPceR0K2ajlu/elk90pKFH5/BZW6n81S9o274VNBqS7/kSyV+6X3q2xbClKArJ99yHotfjKDmEdfOmzm0RJh0/uKuAnIwYnG4fv3p9P0cqpDC5GJgKjzawdvdpAB5cOZ64qN5Pvat/7RW8DfXo4uJJvOX2vgpRiGEnfvkKtFHReOvqzmlf/tHMccmMz4zD6wuOYgwEZJUk0fearC5+88Z+nG4fORkx3L+i57MoLsa6dXOwgxtIuvMeoqZN77NzCzHYxUUZefDmqWxOKACg9s038Vmlc7s3JAHVD1RV5aVPjlB4rBGdVsO3b8knI7lnI5ZcFeVUPPGfuE4cRxMRQfp3Hyf2yqVSbFwMe4bkZBJuugWAhtdewVNX27nNbNTx+B0FwZpQnmBNqP3HGsMVqhBdamh18rdVJQBcPXMk0/N6P92hfe/uzhVRUx96BK3Z3FdhCjHsaExmEm64EYCmD97D73R2uZ+iKDxwzThMBi3HKq18vKO8P8MUw4DN6eU3b+yn1RZc8e47t+Vj6MOi4+17dlP3/LMAxC1bTtzSZX12biGGivGj48lcuZxaYzwaj4vjL7wU7pAGJUlA9YN3Pj/J5weChQK/esNExmXG9ej49r17OP3zJ/A1N6NPSWXUv/yEyImTQhStEINP3LLlmMeNR/V4qPnr0+dMlTAagiMO87MS8PgC/OGdIjbtrwpjtEJ8wecP8NT7B3G4fYxNi+a2xVm9Ppe3uZm6F54HIG7FSiLGje+jKIUYvmKuWIQ+JRV/ezuNb795wf2SYs3cuywXgPe3lFFW09ZfIYohzuXx8bu3DlDT5CAuyshjd0wh0qTvs/Pbi4uo+etToKpEX7GQxDvu6rNzCzHUXLtgLBUzrkEFNEV7qNhZGO6QBh1JQIWQqqq8t/kkq7YHe8LuXzGuRz3bqqrS9NEH1Dz5R1SPh4iJkxj1L/+OITU1VCELMSgpGg2pX3kYTUQE7lNlNH30/jnbDXot37plMgvyR6Cq8MKaI7y3+eQFVzYSoj+oqsoLa0opq2kn0qTjazdORKftXbOs+v3UPvtXAg47xtFjSLzx5j6OVojhSdHpSLnvfgCsG9fjOHrkgvvOm5TKjHHJ+AMqf/nwMG6PrIonLo/T7eO3bxzgRFUbkSYdj99ZQHy0qc/Obz9YTPWf/wB+P1GzZpNy3wMyu0KIi9AoCnfedyUnRwQHg9S89AItrbYwRzW4SAIqRFRV5d3NJ/lg6ykA7liSzcIpad0+PuByUfPUn2h67x0AYq9aRvp3HpNlUIW4AH18Ain3PQBA86qPsB8sOme7TqvhwWvGcf280QB8sPUUz3x0GI9XHhBEeHy47RRbi2tRFHjk+okkxvR+ulzjW2/gLC1BMRoZ8fBXpTagEH0oYtx4oq9YCEDdC88R8Hq63E9RFL68PI9Yi4G6Zgevrjvan2GKIcbp9vHbNw9wrNJKhDGYfEpP7LvnANv+Qqr/+DtUr5fIgqmkfuURFI08GgpxKXqdlvnffRinzkScq5XPf/NX7C5vuMMaNOQuEwKqqvLWphN8tC048umuK7NZMXtUt4/31NVR8T//hW3vHtBqSb7vAZLvvhdF23dzvYUYiqJmzgo+JKgqNU8/iae25pztiqJw88KxfHl5HhpFYfuhOn7+8j5a2t1hilgMV9sO1vDe5jIAvnR1HvlZvV9Gu23bVlo+/QSA1K88LKNkhQiBpNvvRBsTi7euluYPP7jgfhaznoevm4ACfH6gho0y5Vv0QsfIp+Nnkk8/uLuAMSOi++z87Xt3U/3kH1F9PizTZ5D2tW9Kx4UQPRCdGEvimY7v8dUHePnP72NzShKqOyQB1cf8gQAvrT3K6h0VANy9NIerZ3U/+WQvLqLiiZ/hqa5CGxPDyB/+mNhFi0MUrRBDT/I992HKziHgdFL1h9/hd9jP22fx1HS+f1cBFrOeU7Xt/OfzuzlW2dr/wYphqeRUM899XArANbNHsWRqeq/P5Tx5kroXnwMg/robiJo+s09iFEKcSxsRSfK99wHQvOZjnCdPXHDfCaPjuWXRWABeXnuUo6db+yNEMUQ0t7n437/v43iVlUhTMPk0OrXvkk+tG9ZT89Sfg9PuZs9hxKNfl+STEL2QPn8OurmLAJh55DP++OIWSUJ1gySg+pDL4+MPbxezsbAKBbjv6lyWzRjZrWPVQICmD96j6ve/JeBwYMrKJvPf/wNzdk5ogxZiiNHo9aR9/Vvo4uPx1tVS8/ST5xQl7zA+M45/v38GGUmRWO0e/t/LhazafoqA1IUSIVRS3sLv3i7CH1CZNT6ZWy+j6Linvp7qP/0O1ecjsmAqCTfc1HeBCiHOEzVtOlEzZ0EgQM1fnuyyg6PDyjmZzMhLwh9Q+cPbRdQ0XXhfITqcrrfxxEt7qWywERNp4Ad3Te2z5JMaCNDw1hvUv/xisOD4goWkPvSozLAQ4jKM/vK9aFLTifS7mHbwE371yl7a7F1P0xZBkoDqI602N//v5UKKTjSh12n4xs2TWTIto1vHepubqPzV/6Ppg/dAVYlZtISRP/wxutierZYnhAjSxcSQ9q3vohgMOA4dpOYvT6L6z6/1lBRr5l/um86s8ckEVJW3N53kt28cwCoNhwiBQ6ea+d2bB/B4A0waE89D145H08tir96WFip/8wv8ViuG9IzgQ4TU7hAi5JLvewB9YhK+xkZqn30GNRDocj9FUXjougmMTYvG7gpOp2puc/VztGIwOVjWxM9f3ktLu5sRCRH8633TyUyN6pNzB9xuap95mpY1HwOQcOPNpNz/oLQbQlwmjd7AyG98E/QGRjtrGXdoPf/9wm6qGqQw+YXIXacPHKlo4WfP76a8rh2LWc8/3T2126vdte/dQ/l//ATn0SMoRhOpDz1Kyn33y1BYIS6TaVQmad/8DopOh23fXmr/9tcuHxRMBh1fvWEiD1wzDoNOw6GyZn76t53sKa0PQ9RiqCo+2cTv3izC4wuQn5XAt2+djF7Xu15nX3sbVb/5Jb7GRvTJKWQ8/gO05t4XMBdCdJ82IoIRX/sGik6HfX8hTe+/e8F9jXot37ktn+Q4M41WF798bT9Wm9QcFOcKqCofbCnjt68fwOn2kzcyln+5bzqJsX1zX/fU11Pxv/9N+66doNWS8uDDJFx/o6x2J0QfMaalMeLhR0FRmNZ2lOxTe/ifv+/l4MmmcIc2IEkC6jIEVJWPd5Tzy1f3Y7V5GJEQwb99eTpZ6TGXPtblpO7F56l58o+dy2Zn/vQ/iZ47rx8iF2J4iJw4iRFf+yZotbTv2kHtc890OR1PURQWTknj3x+YSXpSJG0OL39+7yB/erdYRkOJy7ZxfxW/f6sInz/A1JxEvnXLZSSfrK1U/eaXeGqq0cXFk/H9H6KLie3bgIUQF2UaPYaU+x8EoHnVh1g3b7rgvtERBn5411QSok3UNTv4+SuFNFllJJQIanN4+O0bB3hvSxkqsHDKCB6/s4BIk75Pzm/bX0jFf/0UT+VptFHRZDz+Q2LmL+iTcwshvhA1fQZJd90DwOLmQsY2HOW3bx7gk10VUt7jH8gwm15qaXfzwppSik4EM5tzJ6bw5eXjMBou/VBhKzpA/d9fwNfcDEDcipUk3nSLjHoSIgQsBVMZ8ejXqHn6Sdq3b8PfamXE17+JNiLivH3TEyP5yf0z+XDbKVbvKGfvkQZKy1u4dVEWC6ekodFIb6HoPp8/wKvrjrFhX3AVrNkTUnjo2vHotL3r+/HU1VL121/jbWw48yDxA/QJiX0ZshCim6LnzsdTU0Pzxx9R9+LzaC0WLFOnd7lvQoyJH95dwC9fLaSu2cH/vryXx+4oID0xsp+jFgPJ/uONvLimlFabB4NOw33L85g/eUSfnDvgctHw5utYN20AwJSVzYivfRN9nJT3ECJU4q5ahq+5iZZP1nBdwzYU4PX1cKismYeuHU+MxRjuEAcERVX7PyXX0NB+zv/rdBri4iJpabHj83U9l36gUFWVLUU1vLb+OE63D51Ww73Lclg4Je2SQ1l9rS00vPk67Tt3AKBPTCLl/geJGD+hP0IfVNd5sJJr3D96c51tRQeoefrPqG43hrR00r/72EUf3ivq2nn24xIq6oJzuDOSLNyzNIdxmcPjy1vHNe5P/9g2DGZWm5unPzhEaUUrALcsHMu1czN7PeXBVXaSqt/9Fr+tHX1SMumP/QBDcnKPzyP3qP4n1zw8+uO6q6pK3QvP0rZlM2i1jHj060RNn3HB/ZvbXPzqtf3UNjswG7V8/cZJTBqbEJLYQi0pqW9qE3XHUGobAGxOL698dpQdh+oASI2P4Bs3TSIj2dIn53ceO0bts3/F2xAsJRC79GqSbrujxx3dcu8SlyKfkfOpgQB1LzxH29bNAGxKmsH2mAlYzHoeXDmOqTndK9MzWHWnbZAEVA/UNNl55dOjHDrVAsCYEVE8eM34SzYYAa+H1k/X0rTqQ1S3GxSFuKVXk3DTLWiM/ZcJHSzXeTCTa9w/enudXRXlVP3+t/hbW9FERpJy/1eImtZ1jzUER7BsLKzivc1lONzBqXsF2YncuGBMnxUGHagkAdU7qqqyq6Sev689gt3lw2jQ8uj1E3r9hUNVVawbN9Dw+iuoPh/GzNGkf/dxdNG9WxVJ7lH9T655ePTXdVf9fmqf/Wuwc1FRSLrzHmKvWnrBZHO7w8Of3inmaKUVBbhmTiY3XTGm1yMjw0USUD0XCKhsKa7hnU0naHN4URRYPmsUNy0Yg0F/+SvR+draaHz7zc4HX118PKkPPtzrjm65d4lLkc9I11RVpfGt12n5ZA0Ah9Om8KF5MqqiYWpOInddlUNSH9V4G2gkAdVHrHYP728p4/P91QRUFb1Ow81XjGXZzAy0F1k9QvX5aNu+laaPPsDXFJyqZxqbRfLd92IaM7a/wu800K/zUCDXuH9cznX2NjdT/aff4y4/BUD0FQtJvvMeNCbTBY9pd3h4b0sZGwur6LhjTs1J5Ib5QzcRJQmonmuze/j72iPsOdIAwKhkC4/cMLHX02z8Dgd1Lz6Hbc9uACKnFDDika9d9LN6KXKP6n9yzcOjP6+7GghQ9+LztG35HICYhYtJvudLFxxx4vUFePnTo3x+oBqA0alRPHrDRFLjz58aPlBJAqr7VFWl+GQzb244TlWjHQhO+X9w5XjGpvWuM+FsAa8H68YNNH3wHgGnE4DoBVeQdMfdXZYb6C65d4lLkc/IxTWv+ZjGt94AwJ6UwUuW2bRqI9HrNKyck8nyWSMxGYZWCR5JQF0mq83NZ3sr+WxvJW5PcAn3guxE7rwym5SLfEkIeD2079xB86qPOoe/amNjSbr1DqLmzA3bqhMD9ToPJXKN+8flXmfV56Px/XeDyxGrKrr4eBJvu4OombMv+vdZ02Tnw62n2Hm4jo4bZ+7IWJbNyKAgJ/GiCenBRhJQ3ef2+Fm7u4LVOytwefxoNQrXzRvNtXMzezWqQVVVbPv20PDaq/hamkGrJenW24ldtvyy2w+5R/U/uebh0d/XXVVVWtauCT5sqCrmnFxSvvIwhqQLT5XdU1rPC2tKsbt8GPQarp07muUzR/bJaJhQkwTUpQVUlaLjTazeWc6xSisAkSYd188fw5XT0i971Jvq82Hd8jnNqz7E1xKcnWEclUnyvfdhzsq+7Pjl3iUuRT4jl9a+exd1LzxLwOUCk5nd2YtZ50wERcFi1nP1zJFcNT0Ds3FoJKIkAdVLVY12Pt1dwbaDtfj8wcszZkQUdyzJJm/Uheu/+KytWD/fROv6dfjb2wDQRkURf821xCy+Eo3B0C/xX8hAu85DkVzj/tFX19lRWkLtc890jlA05+SSeOvtmLNzLnpcdaOdj7adYldJfefKFgnRRuZNGsG8SakXTVAPFpKAujS318/W4ho+3HYKqy24WmJmahQPrBjX65Fxntpa6l97GcfBYgD0SUmkPvI1zGOz+iRmuUf1P7nm4RGu624r2k/tX54i4HKhGAwk3nQLsUuvRrlAB0Vzm4tnPjrcWS8uPtrIrQuzmD0xBU2YOiy7QxJQF+Z0+9hVUsfa3aepaXIAoNMqLJ0+kmvnZV72Cne+9jasn2/CunF9Z+JJFxdP/HU3EHPFwgt+1npK7l3iUuQz0j2ehnpq//IUrrKTAHhHZrEqeiql7uDzQoRRx6KpaSyakkZy3OB+hpAEVA/YXV52ldSztbiGk9Vtna9npUezYlYmU3MTu/wiEPB6sRcX0bZ1M/biIggE49fFxRN71VJiF195WdMl+tJAuM5DnVzj/tGX1zng8dDyyWqaV69C9QSTCOacXOJWrCRycv5Fv8g1t7nYUFjFpv3V2Jzeztez0qKZOS6ZgpzEQduQSALqwpqsLtbvq+TzA9XYXcHaYIkxJm5dlMXM8cm9emh0V1XSvOoj2nfvBFVF0emIW7GS+JXX9Wnnhdyj+p9c8/AI53X31NVR9+JzOI+UAsFRKQk33ETklIIuRzEGVJVdh+t4e9MJmtrcAIxIiGDpjJHMm5jarRWW+5skoM4VCKgcPd3K1uIadh+px+MNfubMRi2Lp6azdPpI4qJ6X/dV9ftxlJbQtn0rtj27UX3BtkcbE0P8yuuIWbgIjb5vO7rl3iUuRT4j3af6fDSt+pCWNR+jer2gKLgmTGONJotS5xe5ggmj47giP438rIRBOSpKElCX0GR1sf94IweON1Ja0dI52kmjKEzJTmDF7FHkZMSed5zfbsdx+BC2wr3Yiw4Eh9SdYRqbRexVy4iaPqPHq02EmtwkQk+ucf8IxXX2NjfR9MH7tG3fCv7glFtdfALRc+cRPXcehtQLL43s8frZd6yB7QfrOFjWxNl31fTESCZnJTBuVBw5GTGDpjGRBNS52hwe9h5pYHdJHUdOt3b+jhNjTCyfNYpFBWk9nk4R8Hqw79+PdevmzhFPEKz1lHTHXRhSUvvyRwDkHhUOcs3DI9zXXVVVrJs30fjm6511eYyjMom/5loiC6ai0Z8/Csbj9fPpntN8vKMcpzvYDkUYdcyfPIKZ45MZmxY9YEZFSQIqONKptLyFwmONHDjRSLvji46olPgIFk1JY1FBWq/b/YDXg/NIKbYDB7Dt24Pfau3cZswcTdzSZVhmzOrys9QXwv03JAY++Yz0nLexgYa33uis7wngG5PHvpg8NrVH4VeCHQ46rYZJY+KZnpfEhNHxl5XA7k+SgDpLIKBS3+rkRJWVo6dbOVpppa7Zcc4+GUmRzJ88gjkTU4mJDPYiqKqKr6UFd3kZzhMncJSWBIsXn3XZtLGxRM+ZR/S8BRjT0kISf1+Qm0ToyTXuH6G8zr7WFlo+XYv1842dDw0AhhFpRE7OJ2LSZMxjsy44stFqc7OrpJ79xxs5UtHaOUUPgsntzNQoRo+IIjMl+E96UuSAXP1ouCegPF4/J6rbKClvobS8hZPVbef8LsdnxrF0RgZTshLRaLr/QOh3OHAcPoS9uAhb4T4CjmBBWhQFy/QZxK+8DtOozL7+cTrJPar/yTUPj4Fy3X1tbbSsXUPrhnXBlZABTUQkUTNnETVzFubsnPM6LJ1uH1uKali3t5L61i/aobgoI9Nyk5iQGUfOyFgs5tAkHrpjuCWgVFWluc1NeV07xyutHDndQnmt7Zx2IcKoY8a4JBZMTiMrPbrHNfsCLifOkydxHT+G88RxnMeOdo7MBtBYLETNnEX03PmYxowNeU3ZgfI3JAYu+Yz0nvPEcVrWrsG2b29nXkExm2lOy2WvkkKxPw639oukU2p8BOMy48hOj2Z0ajSp8RE9+v7ZX4ZlAsrp9tHU5qK5zUVNk4PKBhuVDXZqGu14/uHcigLZ6TEUZCeSn5VAss6Lt6Eeb10tnvp6PFWVuE6V4W9rO+99DKkjiCyYimXadEyjx/TZfOtQkptE6Mk17h/9krT2eLDvL6Rt+1bshw52Tq8FQFEwZozENHYshhHpGEaMwDAiDV1c3DlfCO0uL8Unmjh8JonRaHWd9z5ajUJ6YiTJ8RGkxJlJijWTEmcmMcZMjMUQtuTUcElAeX0BGq1OGlqd1LU4qahrp7zWRnWj/ZwHCwiuVDVzfDIz85JJ7MbyuQG3G299He6qSlwnT+A8eRL36YrOEXYQnK4dPW8+0fMWYEhJ6fOf7x/JPar/yTUPj4F23f3t7bSs+5S2rZs76/YAKEYjEbl5mHPzMGaOxjQqE63FAgQ7T4tONrGrpI79xxpxeb64dyhAepKF0SOiGJlkISPZwoiECKIjDf0ySmqoJqC8vgANrU7qW5zUtTiob3FS2+zgdL3tnKn2HZJiTUzJTmRqdiI5I2O71WYHXC68jQ14amrw1FTjqanGXV2Np7rqnA5uAF1cHJGTpxA5pYDIiZP6dXbFQPsbEgOPfEYun6ehntb162jftRO/tfWLDYqCKy6F08ZETvgt1BriaTbE4NEEOx6Mei0ZSZGkxEeQEh9B6lnPESaDNmyLng3JBFRts4OSU820O73YHF5sruC/W21umtrcON2+c/aP8bYT7bNj8nuIVHykRCiMiFBIMASIDjjB1o6vtQWf1XpOL8M5NBqM6ekYM8cQkZeHedwE9HEXLkY+UMlNIvTkGveP/r7OHdNu7cVFOEoOB1cm64JiNKFPiEcXE4cuNhZtbCy66Gh08QlYphTQZPdyvNJKRZ2N8rp2ymvbcfzDPesfWcx6YiwGYiINREcaiDDqiDDpiDDqMRu1RJiC/zbpdeh1Ggx6zZl/a7GY9b1+EBlsCShVVXG6/bi9flweH26vH7en4//92Jxe2uwe2p1e2u0e2hxeGq1OWtrcXKgRjIk0MH50HONHxTEuM5aESD2q203A7SbgdhFwuQm4nPjb2/G3WfG3t+Nrs+JtbMRbV3vOQ+bZ9KmpRE6egiV/Cua8cf3agSH3qP4n1zw8Bup1VwMBHKUltG/fhv1gEf728+972qhodAkJ6BMT0SckoouPh4hITrcFONbk4ViTl0qrD69Gh0/Roipf3EN0WoX4aBMJZ/6JsRiINOmJNOuwmPREmvWMSrFc9tLfgyUB5fH6qWq043D7cLp8OD0+nG4/LrcPh9tHm8OD1ebBavdgtbk76/p1RatRSEuMZExqJHmpFnJSI4gxalC9HgIeD6rXS8DpxO+wE7Db8du/+LfP2oqvpQVfS/M5o6v/kS4xEXNWNubsHMzZuRgyMmT1bDFgyWek76iBAM7jx7Dt2Y2j5DCemuou93PrTLToImnVWmjTR2LXmnBqjdQYE2kwBvMTBr2G2EgjsRYDMRYjURF6zEYdEUYdZtOZf5/5x6jXYtBrMOi0xFguvwNjwCag/P7zP6BarabL1/9RU5uLQODiISuKglajoFf9GN32ngWn1aBotShaLWh1aHQ60OnCdvPva929zqL35Br3j3BeZ9XvR/X5gv/4fag+/zmjWrqitVjQmM8fNeMPqPj8AfwBFb9fJRA489+XuM91h16nIdbS+znj2n4efXU5v0+rzX3eKNfuUgj+rBqNgk6roNNq0Gk1aM8MbQ54PMGRsL1pLjVKsE3R6VF0OhS9Pti+hJHco/qfXPPwGPDXXQXV7wsmL860KZdqS7ri1RtxagyX/H7cQasJJqkuR3+2D5fzO2xpd3XWeO0uRQGtJtgGaDUKWq2CVqtBG/Djb7NCH7TPKAqKToui1cGZ5w5Frx9wMyoG/N+QCDv5jISGGgigej2o3o5nDd8l7z1teguX85u43OcG6F7bEJYElBBCCCGEEEIIIYQYPgZWml0IIYQQQgghhBBCDDmSgBJCCCGEEEIIIYQQISUJKCGEEEIIIYQQQggRUpKAEkIIIYQQQgghhBAhJQkoIYQQQgghhBBCCBFSkoASQgghhBBCCCGEECElCSghhBBCCCGEEEIIEVKSgBJCCCGEEEIIIYQQISUJKCGEEEIIIYQQQggRUpKAEkIIIYQQQgghhBAhJQkoIYQQQgghhBBCCBFSkoASQgghhBBCCCGEECElCSghhBBCCCGEEEIIEVKSgBJCCCGEEEIIIYQQIaUL1xu/8847/PM///NF93nkkUf4wQ9+0OU2VVV56623ePPNNzl+/DgA2dnZ3H777dx2220oitLnMQ9WO3bs4LnnnuPAgQM4HA7S0tJYsWIFjz76KBEREeEOb8D7wx/+wB//+MeL7vMf//Ef3H333ee97vV6eeGFF/jggw+oqKhAr9czbtw47rvvPq6++upQhTwgNTQ0sHXrVg4ePEhxcTElJSW43W5mzZrFSy+9dNFjL+c6Hj58mL/85S/s3r2btrY2kpOTWbJkCd/4xjeIj4/vyx9xQOjtdb7yyiupqqq66LmLioowGo1dbjt9+jR//vOf2bp1K83NzSQkJDB//ny+/vWvM3LkyMv6mcTlk3ag70nbEBrSVggRftJmDF/StolQC1sCqoPFYiE3N7fLbenp6V2+HggEeOyxx1izZg0QTDwBHDhwgAMHDrB9+3Z+/etfSxIKeOmll3jiiSdQVZXU1FRGjBjB8ePHefLJJ1m7di2vvPIKsbGx4Q5zUEhISCAzM7PLbUlJSee95na7efDBB9m7dy9arZbs7GycTie7du1i165dF02wDkWrVq3if//3f3t83OVcx7Vr1/L444/j9XpJSEggJyeHsrIyXnrpJdasWcOrr7465JIjvb3OHXJzc7FYLF1uu9A9tbCwkK985Ss4HA5iYmLIzc3l9OnTvP3226xZs4bnn3+e/Pz8XsckLo+0A6ElbUPfkrZCiPCSNkOAtG0ihNQwefvtt9Xc3Fz1S1/6Uo+Pfe6559Tc3Fx11qxZ6r59+zpf37dvnzpr1iw1NzdXffHFF/sy3EGpuLhYHTdunJqXl6e+9tpraiAQUFVVVWtra9Wbb75Zzc3NVb/1rW+FOcqB7/e//72am5ur/uhHP+rRcf/1X/+l5ubmqldeeaV64sSJztc/++wzddKkSWpubq66bt26vg53wHrzzTfVBx54QP31r3+trl27Vv2///u/bt0Densda2tr1SlTpqi5ubnq//3f/6ler1dVVVVta2tTH3roITU3N1e95ZZbOv8uhoreXuclS5aoubm56o4dO3r0fna7XZ0/f76am5ur/vM//7PqcrlUVVVVl8ul/vjHP1Zzc3PVhQsXqk6ns9c/k+g9aQdCR9qG0JC2QojwkTZDSNsmQm3Q1YDyer089dRTAPzTP/0TU6dO7dw2depUfvjDHwLw5JNP4vP5whLjQPHnP/+ZQCDAjTfeyJ133tk5eiElJYXf/OY3aDQa1q5dS2lpaZgjHXoaGxt57bXXAHjiiScYO3Zs57arrrqKhx9+GOCSQ1yHkttuu43nnnuOxx9/nGXLlpGQkHDJYy7nOj7zzDM4nU5mzpzJd7/7XXS64IDPqKgofv3rXxMVFcXBgwfZsGFDX/x4A0ZvrvPleOONN2hoaCAzM5Of/exnnVP0jEYjP/vZzxg1ahS1tbW8+eabIY1DdE3agYFF2oZLk7ZCiPCRNkP0hrRtoicGXQJq165dtLS0EBERwfXXX3/e9htuuIGIiAiamprYvXt3GCIcGOx2O5s3bwbgjjvuOG/76NGjmTNnDkDnVEbRd9avX4/X6z3nOp/trrvuAuDQoUNUVFT0d3iDxuVcx08++QTo+vMfExPDihUrAFi9enVfhz2sdNw/br75ZvR6/TnbDAYDt9xyCyDXORykHRh4pG0IDWkrhLh80maI3pK2TfRE2GtAVVdX8+Mf/5iamhpMJhNjx45l+fLlFBQUdLn/7aD8ywAAFDpJREFU/v37AcjPz8dgMJy33WAwMHnyZHbu3Mn+/fuZO3duCKMfuEpKSvB4PBgMhgvWXpk+fTrbtm3jwIED/Rzd4FRaWsr3v/99GhoaiIyMJC8vj2uvvZacnJzz9u34nE6fPr3Lc6WkpJCRkUFlZSX79+9n1KhRoQx90OrtdaypqaGurg6AmTNndnnsjBkzePPNN+Xz/w9ee+01nn32WVwuF4mJicyYMYPrr7++y7pQfr+fgwcPAhe/zgDFxcX4/X60Wm3oghfnkHagf0jbEH7SVghx+aTNEGeTtk2EStgTUJWVlVRWVnb+/8aNG3n22We59tpreeKJJzCbzefsf+rUKYCLfnBHjRrFzp07KSsrC0nMg0HHz56WlnbeqIQOHddwOF+nnigpKaGkpKTz/9evX89TTz3Fl7/8ZX70ox+d82Dd3c9pZWWlXP+L6O117DhOr9eTmpra5XEdBWVPnz6N1+u94N/JcPPxxx+f8/8fffQRv/vd7/j1r3/N/Pnzz9lWVVWF1+sFuGCB3o7fncfjobq6Wgr59iNpB/qHtA3hJ22FEJdP2gxxNmnbRKiELQEVHR3Nww8/zJIlS8jMzCQmJoaqqiree+89nnnmGVatWoXf7+d3v/vdOcdZrVYgOCz6Qjq2tbW1he4HGOB6cp069hVdS05O5jvf+Q5XXHEFGRkZWCwWysrKeOWVV3jttdd44YUX0Ol0/NM//VPnMfI57Ru9vY6tra2d2y60clvHCi6BQACbzUZcXFwfRDx4zZo1izlz5jB58mTS0tLwer3s3buX3//+9xw+fJivf/3rvPrqq0ycOLHzmI7rDFxwRZyzf3dWq1USUP1I2oHQkrZh4JC2QojLJ22GAGnbROiFLQG1dOlSli5des5rY8aM4bHHHiMvL4/HHnuMNWvWsGfPns4pHBBc4hG4aA9Ux9Q8l8sVgsgHh55cp459RdfuvPPO817Ly8vjZz/7GRkZGfzqV7/ihRde4J577iEjIwOQz2lf6e117MlxZ+8/nP385z8/5//NZjNLlixh7ty53HPPPRw6dIhf/vKXPP/88537eDyezv++0LU++zrLZ71/STsQWtI2DBzSVghx+aTNECBtmwi9Hhchf+KJJ8jLy+vxP/fdd1+332PlypVMmTIFgE8//fScbR0rLHVM++hKx0ORyWTq6Y83ZPTkOnXsK3ruK1/5CsnJyfh8PtavX9/5unxO+0Zvr2NPjjt7f3E+k8nE9773PQB27tx5Tq/n2Q9mF7rWZ19n+az3L2kHwkfahv4lbYUQl0/aDHEp0raJvtDjBFRERASxsbE9/qerArYXM3XqVADKy8vPeT06Ohq4+NDPjm0d+w5H3Rki253hkuLitFptZ7L07M+qfE77Rm+v49mff1VVuzyuY+qFRqPp8f1puJk2bRoQnIJy+vTpztfPvnecPR3vbGf/7uRe07+kHQgfaRv6l7QVQlw+aTPEpUjbJvpCj6fgPfbYYzz22GOhiOUcHUP4fD7fOa+PHj0aOD8xdbaO5R079h2OOn726urqCxbNlOvUN7r6rI4ePZp9+/bJ5/Qy9fY6dvy31+ulpqaGtLS0847rSKRkZGRIUdlLOPv6+P3+zv9OT09Hr9fj9XqpqKggJSXlvGM7fj8Gg6HL34MIHWkHwkvahv4jbYUQl0/aDNEd0raJy9XjEVD95dixYwDnrUpSUFAABJf0PntYdAePx0NxcTHwxSiq4Wj8+PHo9Xo8Hg9FRUVd7rN3717gi2sqeqerz2rHNd23b1+Xx9TV1XWu/ijX/8J6ex3T0tJITk4GYM+ePV0e2/G6XP9LO3r0aOd/n/051+l0TJo0Cbj0dZ48efI5K6aI0JN2ILykbeg/0lYIcfmkzRDdIW2buFwDMgFVWlrK5s2bAc5b9nv27NnExsbicDj48MMPzzv2gw8+wOFwEB8fz8yZM/sl3oHIYrGwYMECAN54443ztp86dYodO3YAsGLFin6NbSjZuHFj54347M/qVVddhV6vP+c6n+21114DYMKECWRmZvZPsIPQ5VzH5cuXA11//q1WK2vWrAHk898df/3rXwHIzs4+b5RTx3V+9913z5v77/F4eOeddwC5zuEg7UD4SNvQv6StEOLySZshLkXaNtEXwpKAstlsfO9732Pfvn3nzbnfvHkzjzzyCH6/n3HjxnH11Vefs12v1/PVr34VgF/84hcUFhZ2bissLOSXv/wlAF/72tfQ6cK2yN+A8I1vfANFUXj//fd5/fXXO691fX09jz/+OIFAgKVLlzJu3LgwRzpwHTt2jJ/85CeUlpae83ogEOCjjz7i+9//PgBLliwhPz+/c3tiYmLnKhL/+q//ysmTJzu3rV+/nmeeeQaAb37zm6H+EQa1y7mODz30ECaTid27d/O73/2uc+pYe3s73//+92lvb2fChAlceeW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}, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "En este caso sobre los resultados de gasto [1-100] podemos inferir las siguientes **conclusiones**:\n", "\n", "- La distribución de gasto en mujeres jóvenes es más elevado que en hombres jóvenes. Además este gasto se concentra en torno a las 50 unidades.\n", "- La distribución de gasto en adultos es superior en mujeres pero para gastos inferiores a 50 unidades.\n", "- El gasto en la categoría senior se concentra en los valores bajos y altos. Siendo los hombres los que realizan un mayor gasto para valores menores a 30 unidades mientras que las mujeres realizan un mayor gasto para valores superiores a 30.\n", "\n", "En general podemos decir que:\n", "\n", "Independientmente del género el valor medio de gasto se sitúa en torno a las 50 unidades, pero que las mujeres gastan más que los hombres en rangos de gasto mayores (superiores a las 50 unidades) mientras que los hombres gastan más en rangos de gasto menores a excepción del grupo de clientes adultos." ], "metadata": { "id": "-As27nbe7nup" } }, { "cell_type": "markdown", "source": [ "## Diagrama de dispersión o scatterplot \n", "[Volver al índice](#indice)" ], "metadata": { "id": "3c648QKXbQYW" } }, { "cell_type": "markdown", "metadata": { "id": "ST42HLuhi4F6" }, "source": [ "El diagrama de dispersión o *scatterplot* nos permite representar gráficamente los datos observados (que aparecen como puntos aquí sin unir) y descubrir dependencias. Esto se realiza a través de la función *scatterplot()*. A continuación se muestra el diagrama de frecuencias entre las variables gasto y antiguedad." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 472 }, "id": "1VVYWwSSi1oa", "outputId": "2067f3ae-46c1-4ab9-f595-0d1e756f464e" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ], "source": [ "# Graficamos con la función scatterplot\n", "sns.set(font_scale=1.5) #seleccionamos un tamaño de letra legible\n", "sns.scatterplot(data=df, x=\"antiguedad\", y=\"gasto\",color=\"b\")\n", "# Configuración del gráfico\n", "plt.xlabel('Antigüedad (meses)')\n", "plt.ylabel('Puntuación de gasto')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "50Gs_UnWj9l3" }, "source": [ "A continuación vamos a volver a realizar este tipo de análisis gráfico pero añadiremos diferenciación por género" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 472 }, "id": "3WgVoIWikH92", "outputId": "2239a625-cb10-40da-8110-42f2c64c8219" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ], "source": [ "# Graficamos con la función scatterplot\n", "sns.set(font_scale=1.5) #seleccionamos un tamaño de letra legible\n", "sns.scatterplot(data=df, x=\"antiguedad\", y=\"gasto\", hue=\"genero\",\n", " )\n", "# Configuración del gráfico\n", "plt.xlabel('Antigüedad (meses)')\n", "plt.ylabel('Puntuación de gasto')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "uct7wdIu3V80" }, "source": [ "Comprobamos como el diagrama de dispersión o *scatterplot* nos permite interpretar la existencia de una asociación entre las variables antigüedad de los clientes y nivel de gasto." ] }, { "cell_type": "markdown", "metadata": { "id": "9mQ6dhWckrgl" }, "source": [ "Si queremos evaluar la dependencia dos a dos entre todas las variables podemos construir una **\"matriz de visualización de los diagramas de dispersión\"** donde en la diagonal se representen las curvas de densidad de cada variable y en la zona triangular superior e inferior los respectivos diagramas de puntos por pares de variables. Además hemos añadido la diferenciación por género.\n", "\n", "\n", "---\n", "Para este análisis es imprescindible eliminar la indexación correspondiente al número de cliente ya que no se trata de una variable. Para ello utilizamos la función *drop()*.\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 992 }, "id": "Pwc8uxuvklmh", "outputId": "3777ba88-a80f-4eab-c452-dcb772b2e4f3" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
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4cTj//PNx1VVX4e6774YgFLpJJBIJPPDAA2hvb8dZZ52Fc845B9/4xjfwj3/8owTSEwRBaKMWQ3bLjFZwNpwB5MY4NYIYiFixRbJjgiik1HahWv+0ZlQHKZSilDCiODBmRkEQ8P3vfx8dHR0AgBNPPBH19fU4dOgQPvnkEyQSCbz77rsIhUKZe2KxGL75zW/inXfeAcdxGDFiBCKRCP71r38BAG644QZ873vfsyRXMplCd3e/pTKswPMsamtD6OnphyAYT0kh3X/PX97Bx119luU5uaEKt179WdPyuAWr/TqQaWioLmp9pbZBJxEZJieGLOTjUV9nr17m11HusagD3XbdYn8DfRzMYMUWK82O3YqWXrvF/iQGuh2W2i7k6vdwzIAeEyfRa38DJpjlRz/6ETo6OnDmmWdi0aJFOOOMMzLfRSIRvPHGG/B6c3/Jueuuu/DOO+/glFNOwf33349hw4YBAF588UXceuutuP/++/GZz3wGX/rSl4raFoIgCD3kx5DZ8cZZqw6KRSWI0mDFFsmOCaKQUtuFfP2UPq7UDAi37bfeeguPPvooTj75ZPzhD3/I2TgDQCAQwIUXXgiP51gA/sGDB/Hwww8DAH7yk59kNs4AcOGFF2LWrFkAgMWLFxehBQRBEARBEARBEEQpGRCb59///vcAgOuvvx5VVVW67nnppZeQSCQwdOhQTJgwoeD7q666CgDw/vvvZ9y4CYIgtBAZBmEhhYN9cYSFFESmOL8ip1gWhyIC3t/1KQ5HBaTYATH9ExVGqeyn0jDTj9T3hJsphX5Wuk1UevvMUvFu27FYDK+//joA4LzzzsOHH36IRx55BDt37oTX68WYMWMwffp0nHzyyTn3bdiwAQDw2c9+VrbcIUOG4JRTTsFHH32EDRs24LTTTnO0HQRBlD9JhsHSv23C+u1dmc+kA0g4B93BBIbBkkc3YuOOY/W2NDVgzvRm8OSeSZQJpbKfSsNMP1LfE26mFPpZ6TZR6e2zQsW/eti6dSsSiQQA4J133sFll12GFStW4PXXX8c///lPLF26FBdffDH+/ve/59y3Z88eAFDdFEvf7d692xnhCYKoGESZhQgA1m/rwtJVmxz7RTfFsljy2KacjTMAbNzRhSWPbaI30ERZUCr7qTTM9CP1PeFmSqGflW4Tld4+q1T8m+eurmMDLx0U9sMf/hCjR4/Gvn37cPfdd+PZZ5/FggULMGzYsEw89OHDhwEAgwYNUixb+u7IkSOWZOT50j28chyb83+z9zMMA8YGY5LKMCuPW7Dar0RxKYYNHokmCxYiifXbuhBJpFDjN5Y7MikC/bEkwtEEQgEPgl6u4FCwQxGhYOMMAH4vh1GNtQjHBERjguL9VtEjo5MYrZ9st/jI2V/+OFixHzkdAEqrl8VG6oP+SByTJw5D02m16FizE9F4MnONUj/q6fuQjxtQ/WkWN84vautfMeU1u1bonRvsXIvsWs+1ZJL9vghj4sTzSiVR8Zvn/v5jR/D7/X7cf//9mU1vY2Mjfv3rX2PPnj344IMP8Nvf/ha/+c1vAKTdvQHkHCKWj3Q6dzQaNS0fy6aPnC81NTUBS/dzHAuet25I0mRgVR63UCntqGSKZYMHOrtVv4/GBTSeWKO7vK5DEdz76Hqs35brUjVvRisajjumd3t7Pi241+/lMP+as9Hx6i6sXL1d9X4r6JXRKazUT7ZbHLTsTxoHs/aTrwN+L4eFMyfg0Re3F7gjFksvi42cHbQ0NWD+NWfjrofW5Wyg5fpRq+/DUQHLn9pcMjsvR9wyv+hd/5yW18pcraWfsYQAIeCxdS2yYz3XarPa94CzY2L380qlUfGbZ5/Pl/n35ZdfXvAmmWVZXHfddfjv//5vvPbaa0ilUmBZNnOf5PItRzweB5DelJsllRJx5EjY9P1W4TgWNTUBHDkSQTJpPF+cdH8ymYIgJLVv0ECSwaw8bsFqvw5kiv1jUrFs0O9Vn279Xh49PfryTSdF4N5HN8q6VN27cj1umd6S+fU66C+st71tODpe3VXwRlrufrMYkdEJzNY/0G3XLfaXPw5m7EdOB9rbhuOR1dsd1X03oWQHUvvb24bn/IAm149afR8XkjkP+EDl9qdVtOYXt9ifRDHmQ6trhZZ+hvxe3PvIelvXIqvruVab505vwWKV7+dfczZEIenYmNj5vFJO6LW/it88Z2+Whw8fLnuNlIaqv78fhw4dQl1dHWpq0r+oSO7bckjfSdeaxQ1JztObX/NyiKII0YYDBKQyrMrjFiqlHZVOMcYo4GHROqqh4CETSP+aHPCwuuUICylVl6r+mIDgUVe8oI9HS1NDzmZhdGNtzgOz2v1mMSKjE1itn2y3eKj1szQOZuxHTgeKoftuQs0ONu7owpS2Y2k4lfpRq+83fXhQtvxK7E+7cNP8okcOJ+W1Oldr6aeQtH8tsrqea7Y5Kqh+f7gvhpCBZwaj2Pm8UolU/IyWnZ9ZyQU7++10KpVWhqFDhwIAOjs7FcuWUlRJ1xIEMXAwmsKBEUXcPLUZraMacj6XTq9kDPz4FI4Kur9nUynMmd6MlqZj9cYT6oueVvl6MCKjVeTGopj1E85jxn7kxrgYuu8mtNoj9YdaP6r1/Y2XnYmONTtN109UDmbTGumdq5XK15obwlFlD1I99cthdT3XqrM/oi6z1vdWsfN5pRKp+DfPQ4YMwcknn4yPP/4Y//73v2WvkT73+Xw47rjjAABnnXUWVq1ahXfffVf2nv379+Ojjz7KXEsQxMDBbAoHThQxd2ozIokkwlEBQT+PgIczvBDJuWKrfc+LIuZd0YJwTMjUa6V8J2Q0i9JYXD95XFHqJ4qHUfuRG2OvR/2dQVxIQWCYiknhpqXnJ9YHsfh7X9Cch5T6Piokc2KmjdZPVAZW0hrpWSu0ylebG5xai6ys51p1hgLK5y3p+d4O7HpeqUQq/s0zAFxyySUAgKeeegqCUPhrz2OPPQYAOOecc8DzaYW+8MIL4fF4sGfPHrz11lsF9zz88MMAgDPOOAONjY1OiU4QhMuwmsKBEUUEeRb1VV4EedbUQhTwcAW/CEukXaoKD+9jUykcF+AxdthgVPt5w/cXQ0ajqI3Fts5ux+snio8R+5HTwa2dPTleGNm0NKVdkCsphZuWHVb5eN3zkFzf+3nn7ZxwN1bXRC0d9Xt5XeUrzQ1OrkVm13MtmYI+9TV6UJVP9ju7seN5pRKpjNVBg5kzZ6K6uhofffQRFi1alDlJWxRFrFixAv/85z/BMAxuvPHGzD319fW48sorAQC33347du3alfnupZdewgMPPAAAmDNnThFbQhBEqYkktFI4WD84TwurLlUcA8ddsorh9qU2Fg88uRk3XU5uZwMZOR3sWLMTV04aWaAXLU0NaJ84DB1rdmLjji6EY5Xhbuy0HZJ7J2F1TdTSoVhCPf7Xavml0FEtmdhUSvn7ac2oDnqLKS6Rx4Dwp6mrq8NvfvMbzJ49G4888gieeeYZDB06FJ988gm6urrAMAzmz5+P8ePH59w3f/58vP/++1i/fj0uvfRSNDU1IRwOZ2Kdr7/+ekyaNKkUTSIIokToic8KVjm/sFl1qeJEEXOmpV25+yMJVAU8CPh4sCn7DgFRk1FkGMvuYGpjEY0n0dsfI7ezCkWv/sjpYNDD4fpLx6LrggjiiRS8HhZbO3ty0jaFIwKqPJXxgKpnrrBij+TeObCxY01U06H+iD3lS+tdOCIgGOARtHm9M4qW3Sit0d4B8drT3QyIzTMAfO5zn8OTTz6J++67D2+88Qa2bt2KqqoqfOlLX8I3v/lNnHvuuQX3+P1+rFixAn/4wx/w1FNPYc+ePfB4PDj33HNxzTXX4KKLLipBSwiCKCXFiuXVg+RSlXlwMPCwmmQYLH1so6kYNasyWomPy0arrwM+3lIfEe7EqP7I6YAIYNHytYp1BAOV9XikZgd22CPZ2cDFrjVRSYfsKL9Y651RNO1SQWaitAyo3y+GDh2Kn/3sZ3jllVewefNmvPXWW1i2bJnsxlnC6/XixhtvxFNPPYWNGzdi3bp1+NOf/kQbZ4IYoBQjltdpkiIsxahZwWp8XDaVMBaEMezSHymFmxwtTemYw4GAnfZIDEycnoetll+OOq4lc284XiLJCGAAvXkmCIKwAylWaemqTTk5EMspxq8/ph2j5lRuVrX4uA92dyOREiEkU7rcPythLAhj6Imv1KO7Ugq3JY9tysmB3tLUgDnTm0vmzmlHOIMR7OpPYuDi9DzMiCLmTG3Ghg8Poq7Gnwm16D4SxVkj6jXLL0cd15JZyvNMlAbaPBMEQRik3GP89OS9dCpuWyk+zu/lMP+as3Hf4+8Zcq0r97EgjGHnmQM5KdxcEAdpVziDEdxyhgNR3jg9D4sAXt+4t8A2WkbUa95bjjquJw90yFOcE7eJQuhnC4IgCBOUcwqHoF89R6STcdtKZbe3DUfHq7tMudaV81gQxrD7zAE2lUKVh8XxNV5UediSvnEuhWupm85wIMobp+Zhq7ZRjjpuNQ804Sy0eSYIghhghHylixVWil8b3Vib4z6bTbFSgBHup1Lj3EuVAq9S+5OoHKzaRjnquJbMxcrzTMhDm2eCIIgBhlKe5/Fjh+DmaS2IJJI42BdHWEjZ/sZLKb+l1jsKLTc2YmDgxpytdqDHtdQJzPanyDAICynH5gmCkLBqG26aM/TajarMlOe55LjPV4EgCIJwnPwYtVCAh4fnipLOQy4+DrDmekcMHCoxzr2UrqVG+7MUsdnEwMUO23DDnGHUbpRk9rD0Q1WpoTfPBEEQA5TsGDU/z2FZEWMu8+PjAh627FzriNJRaXHupXYt1duf5Zj2hyhv7LKNUs4ZZu2m0ua5SoE2zwRBEETJYi4l3ORaRxDFplz0v9TzBDHwKBfbUIPsprIgP7gygGUZsDa6aaRSIlIp9082BFEpFDt3q5n6jKTzcKo9rnCtE4GPDvSitz9eEe7AhDx26bCdtuCE/tttq+WY9ocofzhRxJxp6bRy/ZEEqgIeBIqQVi7FsobqVLI3spvKgjbPLodlGRxXGwTH2uckkEylcKgnTBtogigCxY4PVKtPbcLXG1fmdHskN7XMg0SxY9IedT7mmygtdumwE7Zgp/47IZ/WPBEXUkgyDNkLYStJhinKeRzZCAyDJY9uzMkC0dLUgDnTm8HL1Klmb+WYLotQhkbL5bAsA45l8ZfnPsCB7rDl8o6vC+Lqi8eAZRnaPBOEw2jFOc212eVMq75bprco3ivFla3fVuhaJsWViUBR21NMij1WRGmwa5zdri9Oyac2T7Q0NWDThwex4989JW8/UTmUwtZSLFuwcQaAjTu6sOSxTZh3RUvOG2gtGedMa9FcX4v5QzFhDdo8lwkHusP4uKuv1GIQBGEAPXFOQZ61zbVSq77+WBL1CvdKcWVLV23KWeCz48rCQkpXe8oRvWNFlBartmLXOLtdX5yST2meaGlqQPvEYbjroXWIxpMlbz9RfijZtl26bGTuCMeEgo2zxMYdXQjHBFR5jtWpJWMsIWiur0T5QJtngiAIh9CKc4rEBPg8PttcK/s146oSqt9rxVxWctxWJbetUrDDDdmucXa7vjgpHyeKmDl5HA5cEEY8kYLXw2JrZ09m42y1fGLgoWbbduiy0bmjP6K+VoYjAqo8x+rUkrE/IiBQxZb8TA/CHuhnQYIgCIfQimOqDnptS/siMgwSgvrhKUG/R7MctdQYlRy3VcltqwTsSpFk1zi7XV+0bF3PXKCOiEXL1+LnK97GouVrsXL19szGOV0+2QuhDy3b1tZldV0zM3eEAhp1BnLr1DsfUOqpyoA2zwRBEA6hlZ9SSIq2pa+IJJLY9OFBtDQp1xfyWcsVW+pctE5SyW2rBOxK9WLXOLtdX3iOUZwLWpoawHPWMni4vf1E+aBl2zzHWNI1M3NH0Mer2k/Ql7tZJnsYWNDmmSAIwgZEhkFYSOFgXxxhIQWRYTTzU2q5UWu5guVf27FmJ9onDitY9FuaGnDjZWfC4vOya/NtyvW9UdzaNiKNHtdNvVw/eRzumDkeC2eOx4xJI+H3cobH2ai+2KGjRugNxxXngvaJw9Abjlsqn+yFsAst2+0Nx03pmmRzveFEjq3rqZ9NpTBnerOs/cyZ3lyQrsqsPRR7XiDsgfxqCIIgLKIVT6UU52Sn62fQzyMaT+Kuh9ahvW04prQNy4lHTKVSsOP3UjfkYs7GznQ8nCjiluktiAopyvPsMuywFSVduec7X4CXgeHTbvXaQrHT1QFAwMfjjvvelJ0L7npoHX55y0TLdbhtLiDKEy3bDfh4w7omZ3MtTQ2Yf83ZObH5avXzooh5V6RzS4cjAoIBHkGVPM92yEipEcsD2jwTBEFYQG8aDbncrXrSQ+l9oM8ua+Xq7QVlXXTOqSZaJ08pczFn40QKE44BTjm+Gj09/RCEFKUPcQlWbUVNV+57/KiumJBLyxZKldIq4OEw5vS6grkAsDc1jlvmAqJ80WvbenVNyeak07Pb24Zn7ELLFthUClUe9tjhYAobZwmrMrol1R2hDrltEwRBWMBKLKZdro8iwyAqJHHjlDNL5kZZCvczu+JgCfdj1VZKpSvFrDfbBiOJJG6e1oLxY4fkXJPfX+Q2SpQau0MA1Gxu444uTBh3IhbOHI+5V7RgTok2qU7NC2TPxYHePBMEQVjAahoNq66P2a5ffi+H9rbhmPbFJnh5tmhulKVyP3N7uiDCXqzYSql0pVj1Ktng7KnNuParY9AfKewvchsl3IKdIQBaNnegO4yfr3gbraMa0DKi3qzIlnBiXiB7Lh705pkgCMICdsRimk1fke/6FY0nsXL1dvzwt2/gry9sK8rG2a4UQmZwe7ogwn7M2kqpdKUY9arZ4LJVm+DnuYL+KqXdEoQcdqVx0rIprye99Smlrts9L5A9F5eiPFns3bvXtrJOOukk28oiCIKwip1xy0bR4/oV5J39jbSUMpSy74nyolS6Uox6zdigG+YOgnACNZtraWrA1s6ezN+l0nW75wWy5+JSlM3zhRdeaEs5DMNgy5YttpRFEARhB1K81tJVm3IWQidijUWGybi1hQK8Yy6h2fVouc+Fo0LGXXx0Y23Oqb4da3Y64g4ryReJCbjp8mbc97jzfU+UN8WyUznbmTO1GUscrFdrHuiLCOgHEAp4EPCk3+gZmTuy7a066IWQFBGOJuh0bcKVKNm6lKbtrofW5Vwv6bqRdc8s2XXMnDwOW5u78cCTmzOnf5s57ySSSKI3rJ32kkKY7KMom2fRrkWJJmiCIFxIMVK25Mc2z7/mbPhkclZmY8Yl1GjcVCjAY/41Z6Pj1V05J/tKaUFCAXuXmXz5/F4Os6aMw/WTxyFCD/SECk7bqZrtzJvajLBD9WrZeTiawKLla3Pk0bJLqUypTR/s6cb8a87GQ89ty5xanF0exVQSbiLb1vsjAvqjiUyatuw0VUB6DStGvLBaqrze/hgCPmPzQiwpZspbOHO86rUUwmQvRXmH/+KLL8r+d/fdd6OmpgaDBg3CTTfdhN///vd45pln8Mwzz+D3v/89brrpJgwaNAiDBg3CPffcgxdffLEY4hIEQRjGrngtOfLjmdrbhqPj1V3Y9OFBtDQ1yN6Tcf2yUI+EWtyUz8Oj49VdOQ/UQPpU045Xd8HnsW/RlpMvGk9i8aMb8eBTmzG42md73xOVhVN2qmk7gGPzg+QCKoecm+rSVZvg8/CK90hzR3abpDkn384pppJwK5KtDx7kx5Nr0j/u5m+cW5oa4PPwjscLa6XKq6sytnb1huM55aVEKD4LtDQ1wO+lzbOdFGXzfPLJJxf8l0wmsXDhQgwZMgRPP/00brvtNpx33nkYNmwYhg0bhvPOOw+33XYbnnnmGRx//PG44447kNLIr0YQBFGJ5MczjW6sTW9O1+xE+8RhBYumEyk+lNJnRONCwQO1xMYdXYjG1d1DnZaPIIpBKXVTKdWP5KbasWZngTzRuKCZHii7TdKcIwfZHuFmYglBdp2U7CMSExy3Xbvnh8N9sZzyeJZRbWMsYd86TJQwVdWyZcvQ19eHO++8E/X1ykfFDx48GHfeeSeuvPJKLFu2DD/96U+LKCVB5MKyDFhW+1dIjmNz/q9EKiUilaK3ZAMdrVir/PjEhJD+ITEaT+Kuh9ahvW04prQNy8QbH18b1OVqll+vWhzkcVVe8ByHvkQS/ZEEqgIeBH08wtG4ah12xlpRairCLuyOb9SMOw4LQNC5OMq4kMTMyeOQulREJCrA6+Hw5uZ9OW6q2WcT9IYTQBCYM60FsYRwNJWVBzzH4FBf2oUUYOD3cojGk5k5pxTtIwgzZMcDy62Tkhv3/5s1QbUcI+tKimURjgnojyRQHfTA7+URjQu2xyT3R3LLi8aTuOfhdxXbuOjG8xAoUlz3QKBkm+c33ngDwWAQLS0tmte2tLQgGAzijTfeKIJkBCEPyzI4rjYIjtXvsFFTE1D9PplK4VBPmDbQAxg9sVYBvyfznd/L4fjaYOZvKT1VNou/9wUA6j/yyNV757c+J3vtcVVe3Dn7fCxbtSnz9snv5bBw5gSkNBZeO2OtKDUVYQdOxDdqxh3HEliw9LWixVFee8kZOfOCdE5C/tkEkjy+ag5LZMqZf83ZuHfl+pw5p5jtIwgzZNvFwpnjZddJiVDAI/u5hN51RWAYLHl0Izbu6Mqxt4077I9JzpfZ62E12licuO6BQsmeNLq7u8Hz+qsXRRHd3d0OSkQQ6rAsA45l8ZfnPsCB7rDqtQzDgONYJJMpxYPujq8L4uqLx4BlGdo8D1C04iTnTm0GAGzr/BQtTQ3YuCMde/jhR4cyf+ejJ81FUoRsvVIMdX65c2e04v4nNud83t42HI+s3o5RjbWWZDECpaYirKLH5sy8idGbHsdqPdmoteVzZx7CWSMbsCHvnASlmOXzm0+SLSeVStu/2pzjVPsIwgz5drG1s0d1jQr6eFXd9nt5QCNsNMWymY0zUGhvajLorSObQVW+nPlGq40+D48lj220fd4bqJRs8zx48GDs378fb775Js477zzVa998801EIhGccMIJRZKOIJQ50B3Gx119qtcwDAOe5yAISTolnlBEbxzUA09uxvxrzgaQjj383z+ty/ydvVi2NDXgW5drL4L9sSQ+2NONGZNG5qSX+vCjQ5jSNgwsm65fcvM8vjZQsCiPbqzFytXbsa2zW1YWI3HXel3JipkWjKhMnMqHaiQ9jp56st0/qwIeBHw82LyH60hC3o63dvbgz899gJ/efAF+98R72LC9K2OvSu3++pdHZVy0s9m4owvfvPQM/PIh5TnHTPsIwipK60a+jXes2am6RsWFdEx0/vfZ8cIBjRC8cCz37I98e5OTwe/lMLN9HEacchw+PRxFKFC49uWnp/R5eByJJhE9EstJdaVU/qwp4zCqsQ790QTlgbaRkm2e29rasHLlStx+++1Yvnw5Tj/9dNnr9uzZgx/+8IdgGAZtbW1FlpIgCMI59MTwArmxzekYKvlY562dPTjSH8PgkHrsVCSWUEwv1XRqLWZNHge0i2AZFn/4+/toHVl4imc8YU/ctVFXsmKkBSMqFyfj5rN1sy8sIBxTTo+jVk+2+6dES1MD5kxvBp+l55GYoGjHt1zZCo4FLmg5Ce0Th8Gncdpubzg9J8jJGokJBXYuxXKaaR9BWEVt3ci38XzdDfo8qMqKz+8JC6ox0VK8sBr5McjS+qgsA4/qkBf3P7kZSx7bWNAGThRl01Pme49kp7oK+nnMu6IF0biQzske8uG+VZuw+NGNWHDtOaryk70ao2Sb5zlz5uD555/Hvn37MGXKFFx88cWYMGEChgwZAgDYv38/1q5di+eeew6xWAyDBg3CnDlzSiUuUWS0DtoyAh3KRbgVfTG86dhlKZ5pdGNtzt/5tJ11kma91UFfQb5W4Ngv1rOnngkPy2Lx3zah6bTao4cH5eL1HLNRs3HXZl1opRQkmcWeNs6ETpyOm5d0E0EeC5a+ZriefPdPiY07urDksU2Yd0VL5g10ddCraMcMk944L340/WCuFXPJMMCTa3ahvW14gS1L8ZXZdr5w5vhM7mgj7SMIq2itGzMnjyu4J1t3F3/vC2kbPbpuBP28arywHl2Wi0FWk+HXt7bhd3mhUNltmDOtBUuz3KzVwi7uezxrrUylEORZBDw+LM7qIzl5jLaROEbJ3tEPGTIEDz74IE444QTE43E89dRTuP322zFr1izMmjULt99+Ozo6OhCLxXDCCSdg+fLlmY01UblUBz1IpUTU1ARQWxuy5b/jaoO6TsgmiGKjlp9ViuHlOSYn/YQU26R2jxZCMqWaXkpIHnN9G91Yi4OHowV12iEHpZ4iio0emytlPfnun9ls3NGFcOzYWzUhKSpeu2F7F+pq/Jm/1exVilneuKMr8+NctqxBX2FOaDvsnyDMoLVu8BxjyPbsmBOkuGkJLXsTBOU1eP22tJ3LpadUuj5/rczvI7JXeynpTw1jx47F3//+d/zlL3/Bs88+i+3bt0MQ0gsDx3EYNWoULrnkEnz9619HVVVVKUUlioTfx4NlGfz1+a3Y/2m/5fLoUC7CzeiJ4e0Nx3PisaTYJi/P4vSTB2ViHatDHhxfGwSTFxeZGzPlAR+OIxzVSpuR/t7v5cBxLH7zl3dw5+zzcw4N61izEwtnTsjER8vJnl9/vot1tntddhodyW1O6811JUCpQ+xHrU/lbO64Ki/++9qzEQp4ceBwVDHG2Ahm4/Pz3T/zCUcEVHnSHhdadiy5jvq96R/hbrxsHB7o2Kwak53tbirJyqZSBW3Ra/8EYTdaoRe94XiBvmbH/37aG8vED0fjAsJRISd+WApBGD92CGZNORORo9eozc9sKoU505ux5LFNOes0IB9H3dMbU29jJLeN+W7gcn0SzEpFlZ8aSyvum+zVGCV/Tx8KhXDDDTfghhtuQCKRwOHDhwEAgwYNgsejfnw8UbnoOZSLICoBrRjegI/HHfe9mROP5eFY/OelZ+CBJzfLpp2RYoWV4sKul3Fryybo58EwwPxrzgbHMjjUF8cPl72OuTNacd2lZyASFRDw8+jpjeFbl5+JhJCSlV0rnllyFdNKo1OpaTQodYj96OnTbJuLxtOxgUsf26QZY2wUM/H5mmlzAnymnYmk+gO118Pm2Naqf36I9rbhmHzBMIgiUFfjx//3wSc5McsnNYTwv3MvKJBVri1BD0fnDxBFR8vFOODjc/Q1P/5Xb/ywh+dyXKela5TmZ14UMe+KFoRjAsIRAaHgsRjkcFRAwO9BXziGWDyF2hr11G+SnUvocbvOT8+VTX7MdcjvkT2gjNCHq45W83g8qK+vR319PW2cCYIYMEhxkvVVXgR5NmcxC3g4jDm9DitXb8ei5Wvx8xVvY/PuT3H/E5szaWgkpHgpkWFU48K2dXZruqn5PDw6Xt2VSV91qC+OOx9ci9vufgU/WPY6brv7FTz16k7wDCMru1ZcmsgwGXc5rTQ6IlN5b6D19A9hDCN9KtnccVX+go0zcCzGOMVae0xSs2058t0/s2lpSrtQS+2MxJLKrpgjG9B9JJpjW1LM5aLla/HjB9fiD09vQTIpZjbOraMaEPJyirLmtwWiaLh9BGEVvW7Wkm7WVaU3znrjh+uqfPDzHJaZmJ/ZVApVHhbH13gR4lmwR2OQB1f78GDHZnx/6Rv40QNv4a3N+1TdqPNDJVIiVOcFv5eXTc+VjWT/T722C/U1PrJXC7hq80wQBEHkIrl/Zi+keuKf1OLCHnhyM266vLngASTbhSsaFzLuZ+0ThxUsxFruXnrimaW2NY+oNxTPVQlQvLf9mOlTIzHGxUBy/8y3N+lNOJtKZdrJs4ysbbY0NWDyxGE4c3i9qm1lxziT+yZRLsitiYCyDufPC1bXTzPzs1z6LLV1VQqVkNqoZuvtE4chEhcMlU92bo2Su21LfPrpp/jkk08QiURU8+Kec476cesEQRClxu441nyXSa2itGLCovEk+sIxzJl2zMUsGOARzIrzlEuTZSQVld6UQJwowquRX9LJNBr5YxWy8aR/NZxMmTQQkLMxM30a0bonK8a4WOS7f6rZ5j0Pv1tgmykRYBkGh3qj8GjYVtDnweLvfYHcNwnHsXNdNBISkT8v6Ikf1sLo/Gw0fRaQ28becAL/88Bbium0/t+sCVg4czy2dvagY81OXeUT5in55vmhhx7Cn/70J/zrX//SvJZhGGzZsqUIUhEEQZjDqTjW7PRMYUF98deKCfN7OVQFfViiEs+VXYaZVFRGUgI5nT5ICaWxmjej1fHFsVRtrgSsxPLnl6MVN5wfe1gsJPfPzMY96/AyqR1eD5tjm1Is51NZLqlaKaqqgnxO2h6CcAIn1kW9KQvz7d6OtE1G52e569XSZ0kcS33nUU2nFYkJWLR8LVqaGnLytWuVT5ijpG7bt912G37yk5+gs7MToihq/peycPIlQRCE0xQrjlVPzJfaNbOmjMuJAZOT02r6DiP3Fyt9UDZqY3XvyvVIOvyMUYo2VwJWY/nzy5Fi+uWQYozdhqQ7+XGNcrGclKKGKDWlPt8hf67VEz9s9/zs5HoqpZoDjmbkeDWdr92KvIQ6Jds8P/3003j22WdRVVWF3/zmN9iwYQMAoL6+Hlu2bMErr7yCn/3sZ2hsbERtbS3+8Ic/YOvWraUSt+LgOBY8z4I76qIo/W30P65ILo4EUQ7IxUn5vRxmTBqJyRcMw8EjMYSFlOWHBT0xX2rXjGqs0x2PrDeuzIyMZq61C62Ytv6YszHHRtosMgzCQgoH++K26E85YzWWP78ctdhAKcbYCmpjZ3ZcJd3p3Hc4R3a5WE4zsY+kb4SdlPp8h/y5Vit+OJYQdM/P+baSYllEkoW2Y3aNk8rv7ovJzm2SzB1rdmY+o7MMnKdkP6muWrUKDMPg29/+Nr7yla/kfMeyLIYMGYLLL78cX/nKV/CNb3wDc+bMwapVq9DY2FgiiSuD6qAHqZSImppAzuf5fxMEYZz8uCYnUzDpifkqvMaDukF+fLS/V7MdUjyylVQ0Ru63WpdRtONjE47HHOtpM6WzykVt3KLxJHr7Y7r0SE9Mv5U0VYD62DEAllgYV04UcWP7OESFJG6YMg4pUZTNEZ3dvusnn4FYPKlqW6RvhN244XwHI/HDi248DwEd65+crWTnTY/Gkzm2Y3SNyy9fylV9/eRx6I8kEI4mMjJLJ+ZL0FkGzlKyzfMHH3wAAGhvb8/5PP+wsFAohDvuuANf//rXcf/99+POO+8smoyViN/Hg2UZ/PX5rdj/aT8YhgHHsUgmU6oHtSkxamgdLvnc6WDol2mCKIhr0krBNNfiL8J6Yr6yr+F5FtVBL4J+jVyyWd/rjSuzIqNddRlBO+a4OOkS1dqs5e5oVX/KET05XvXokdWYfi20xu785pMsjysjighkvL8YsIy8zkrtazvrJNSr9AnpG+EEbjnfQW/8cLY8SnOJkq1Ia31723CsXL29wHb0rnFy5UfjSSx+dCNaRzVgVvs4LFjymmJb6SwDZymZz+2RI0cQCoVQU1OT+YzneYTD4YJrW1tbEQgE8MYbbxRTxIrmQHcYH3f14eOuPuw92J/5t9H/ug9HSt0UgnAN+XFJelJilAKeY1Vjvniu8n8M04pBC/lKHyNWandHN2JXLKLTMedaY1dX41f8zuy4Wm0T6RvhBG4738EOedRsJdttGrAntVU267d1wcOzrurTgUbJNs/HHXdcwdvKmpoaRKNRHDlyRPaegwcPFkM0giAIU+THNdmREsMJesMx1Ziv3nDckXq1YimLGWupFoN2y4xWuOH3Az3ujgON/HGTzhS481ufw1VfHoVIIqlLb5yOOdcaG7W5wey4Wj07gPSNyEZkGByJJrGtsxu9MX12JUcpzrRwWh4tW/B7eSycOR4zJo2E36udRs9o+b3huKv6dKBRMrftIUOGYMuWLejv70coFAIADB8+HOvWrcPatWvx5S9/OXPt+++/j0gkgkGDBpVKXIIgCF1kxzUlU+oLWKnSEQV8Htxx35uKMV+/vGWi7XVqxVKWItZSLgYt5ONRf1wAPT39jtRpBLe4O7oNadyiQhIsw+J3T7xn6kwBJ2POtcZGLV2OlXG1cnYA6RshYfd8XOwzLZyWR8sWovHc1FEhgynv9IQV+TjGVX06kCjZm+exY8cCAN57773MZ5///OchiiJ+8YtfYNOmTUgkEnjvvfewYMECMAyD1tbWUolLEAShGymuqcrHu9K1KuTjMOb0OqxcvR2Llq/Fz1e8jUXL12Ll6u0Yc3qd7XJpxVKmWLZkqUyksaqv8iLIs6544yzhNndHN8GIIvw8h9898Z4lvckf//w3zmb1Umvsuo9EFb+zOq5qbVKD9I0AnEstZVYvncKKPEZTR/k8xjbPWrY4qMpnuQ2EeUq2eZY2ys8991zms69//esYMmQIPvroI1x55ZVobm7GjBkzsGPHDnAch9mzZ5dKXIIgCMOU2l0t391Uyl3MMSiaXCLDoD+uHr8VjgkUaylDqfXH7TgRo5ttM1p6q1a+1tidNaK+4LvxY4fg5mktiCSSRUsTld3eqJDEbNK3AY9Zu3JbijMn5VGyb6XUUdG4MbdtRhQxZ2oz5l7RgoUzx2PBtedg4czxmHtFC+ZMa0Z10NnTyQl1SuaD8/nPfx4rVqyA33/s0IxQKIQ//vGPWLBgQSbvMwCcdNJJWLhwIVpaWkogKUEQhHlK5a6m5HY3b0Yr+CLJJclw0YShqteFZVLs5HxfhFQmbsVt7o5uwu4UOPk2s+DacyyVrzV22d+FAjw8PIelj20sWuiC3BwhbeBjcYH0bYBixq7cluKsGPJk23dfWEA4ppw6yswaJgJ4fePegja0jKi3Q3zCAiV788zzPM4991w0NzfnfD506FA8/PDDePnll/HXv/4Vf//73/Hiiy/iC1/4QmkEJQiCsEixXavU3O7uXbk+8wbaSbmyZVCL7wSAUFB/6qyBCLnmyWNnjK6czWjprZ7y1cYu+zs/z2FZEUMXlOaIte/vx9K/bUTAw5G+DVCM2pVTbt5mKaY8mRCtIJ8JfcrfOAPGzwvQaoNTh3oS+ijZ5lmLE044Aa2trRgxYgTlECYIgjCAlttdf8x5N+hsGbZ29iimxmod1QAPxw341FmEceyM0ZWzGS29tTMGuNhpoigtFaGEUbtymy6VQh67zwvQasPhvphhGQn7oKMTCYIgXIDIMLa55mq73SUcd4POlqFjzU7Mv+ZsAMjJey250R3qS6fOyv8+O3XW4FCuvHb2F1GeSHGHS1dtwvpthXplRB/kbKZjzU7897Xn4IKWkzB4kD9zKn33kSjOGlFvq77Z7YLutvqI8sGoXenVJatztt77S6Hbds5Fkoxq9EcSCHl8pmQlrEObZ4IgiBJjd3yWnjQXTpMtQzSexF0PrctJjXVSQwghb/rhJ+DjDaXOclt8HVE67IoJV7IZURTx+qa92OBw3GGx00RRWipCjWN2lUI0LsDv5RHwyLvwa+lKKMBbnrON3F8q3bbzfArtPh3YoUylpiiz45gxY2wph2EYbNmyxZayCIIg3IBWbNNcE79aSy5k2b+AS7SOakDIx0FMpizJbVSGaDyZycXbOqohp10Bz7HUWXLyBjwccPRaJ/qLKG+kuMPM2yQT4+/38mhpasjxfGhvG44n1+zK+QxwRte0bDbbBsqxPqL8YEQRNX4OjSfWoKenH4Igv2Zo6ZLPw2NJ3kF4gH47Mjrnl1K37ZiLAO02DKryQYipH7RJOEdRYp5FUbTtPzt45ZVXMGrUKIwaNQpf+tKXFK/r7+/H3XffjYsvvhjNzc2YMGECbrrpJqxdu9YWOQiCIJyIz1JLk3PLjNai5DI2kmbJyLVui68jKoNYQkD7xGE5Mc6jG2sLNs4SdutasdOSURo0wi60dCkat5aK0OicXwm6rdoGSlVVcory5nnFihWyn3/00Uf4+c9/jnA4jIsuuggTJkzACSecAADYv38/3nrrLTz//PMIBoNYsGABTj75ZMuy9Pf340c/+pHmdd3d3bj66quxe/dueL1ejBgxAt3d3Xj55Zfxyiuv4I477sB//Md/WJaHIIiBjVPxWXIuZCEfj/rjAujp6TcrrmUZlNzY9F7rRH9lx9KFAh7wR08ypbjqgUN/RMC9K9dj7oxWXHfpGQhHBVQFPJgxaSQ61uyUPUHX7thJPTZgp05SGjTCLtR0yeqcbeb+fHlCAR4+D4+owRRspVwDlPrUw9IBmqWmKJvnc889t+CzTz/9FN/97ncRCoXw5z//GU1NTQXXTJ8+Hd/61rdw44034p577sHjjz9uWZa7774be/fuxYUXXogXX3xR8brbb78du3fvxtixY7Fs2TIMGTIEoihi5cqVWLhwIX7yk5/gM5/5jG0u6QRBDEycjM/KdyErxaHVRtzY9Fxrd38p5bqd2T6uIHUQxVVXLqEAj3kzWtHx6q6CQ+vmX3O2bO5WJ2In1WzAiVh/u9xMCUJJl6zO2Wa/z5YnyTAFruNatuOGszXk+5Q2z6WmZKmqli1bhoMHD+LHP/6x7MZZYsSIEVi0aBH279+PZcuWWapzw4YN+POf/4wLL7wQkyZNUrxuy5YteOmll8CyLO6++24MGTIEQDrm+sorr8SUKVOQTCaxdOlSS/IQBEHYneKi0rGzv5Ri6RpPHIQlj7knbynhPD4PX7BxBtKnv3e8ugvtbcNzPi+2bbotly5B6MXqnG31fjO2Q/ZGqFGyzfPLL78Mn8+HCy64QPPaCy64AH6/H//85z9N15dIJHDHHXfA7/dj4cKFqtc+//zzAIAJEyagsbGx4Psrr7wSQDp2OhwOm5aJIIiBhcgwCAspHOyLIyykIDJMSeOz5OQxc43SPZ/2xxEXgbAgGrpfjez+8ns5zJg0EgtnjscdM8dj5uRxhspSiqUrZqwrUVyU9DkaFxTHfOOOLoxurM38bdU2zdiUdtynvgMAzdTtZDmVAvWHMlbXOKv3a9lOX0woGDO996RYFpFk6ca9HPSuHGQ0SslyERw4cAAej/6j1jmOQ1eXvCLr4b777sP27dvx/e9/PxNXrcSGDRsAAGeffbbs983NzfB6vYjFYvjggw/w2c9+1rRcBEEMDLRcwIode6jHJc2M25p0zwd7ujH/mrPx0HPbZHM7W3F740QR86Y2Iy4C963alHNKt5HylWLp4hobEcqBW56o6bNWXGXI78H/zr3Asm2adQXVkm9/TxinHV+lWoZdbqhucGd1E9Qf2lhd46zcr2U7+w6G8fMVb+eMmdY9n3waxs/++DZamhrQPnFYJqyjmOMeS4qu17tKtY2SvXmuqalBOBzG5s2bNa/dvHkz+vv7UV1dbaqunTt34r777sPYsWPxjW98Q/P6PXv2AABOO+002e89Hg9OPPFEAMDu3btNyUQQxMBBjwuYFNtUX+VFkJfPp2kXSRGa8lh1dWtvGy7rBmuX25uI9MbZiludUqyc16O+NFIO3PJDS5+1cp+HArxl27TiCqqlcwygWoZdbqjkzpoL9Yd+rK5xZu/Xsh1pvs8eM635oLbaB6AwrKNY494bjrte7yrZNkr2BDB+/Hg8/fTTuOOOO/Dggw+itrZW9rpDhw7hjjvuAMMwGD9+vOF6RFHED3/4QwiCgP/5n/8Bx2nHKB0+fBgAMGjQIMVrpO+OHDliWKZ8eF75QY3j0t8xDAPGBkXLlMEc/bdUJAMwJg4hKCjPbvlsKk/qRysYGgsd/WqnbIQ11GzQDo5EtV0ua/zOx09KuhaO63MBNSpzdjtHN9bK5m1Wu98IdvRpiGNlc2lu7ewpyPkrkc6TzZfk8LVKRc7+JF21a37U0hf+MnldAOwbcys6q6SrQPpQs62dPapl2DUHuWUucwtG+8NuvbYDPc+gbpLXKHpsR0IaM55jFdeAlqaGnD7buKMLU9qGFZThlB1wHIvDfTHX22ElzxUl2zzPmTMHL7zwArZu3YqvfvWr+PrXv47x48dnDufav38/1q5di4cffhjd3d3w+Xy4+eabDdfzl7/8Be+++y6+8Y1v4Mwzz9R1TywWAwBVt3KvN+2yF41GDcuUDcsyqK0NaV7HcSx43rqScSyb+X92ebyOHxWMlGe3fKbLOzrh19QELJeVXaZe2dT61QnZCOPotUErHOjsVv0+GhfQeGKNozJkE4mpu6RF4+rfS9fky3ygsxt+L4f2tuHwe/nMv0c31iKeSMHrYbG1s+do6p/C+3vDcRzui6E/kkAo4MGgKp9iPku7+nTejFbcu3J9zoNV577DmHtFC5b+bWPO51Ke7PrjyGbtQsv+7JoftfSlPxqX1QU7x9yqzsrJl+02qlaGXfbihrnMyDxhV/kAZOs02x9uWff1rn9ukdcsemxHIhoXwDBA+8T0hjj/9P32icNw8FDus39+qI/TdrCvR5/eWbUVK/eXaq5wen4ASrh5HjZsGBYvXozvfOc76OnpwbJly2RP0xZFEaFQCL/+9a8xfPhwmZKU2b9/P379619jyJAhuPXWW3Xf5/P5EIlEkEgkFK+Jx9N5QP1+vyGZ8kmlRBw5onzoGMexqKkJIJlMQRCsH1KTTKUy/xeEJMCkN3hCMpn2g7Rant3yWS0vmS7vyJFI5t9mMTQWOvrVTtkqCac3svlo2aAd+L3qU63fyxcl97KkwwGftjxayMkc8PGYf83Z6Hh1F84YWpf5d/YbaCn1T8CXe79a/JZP5pWfXX3KA7hlegv6Y0mEo+nFtrbGD1FI5nwe9HsQ8nHgxFTR8mSXArfYn6Srds2PWvri8/DgxZSjY25VZ3kAN13WjL0H+3J+jMpOo6VUhl32Uuq5zOg8YVf5V3xpJBYtfyvTz1KdRvtDS6/dYn8Sdtthqcie5/sjCfRHEwW2IyGN6V0PvYH2tuGY0jaswN7+6xu5ZyLlh/o4aQccxyIUUHcrD/h4fHKwz5KtWLW1UswVVmXWa38lDdxqa2vD008/jWXLluHZZ5/NuEtLDBo0CJdccgluuummTIyxEX784x+jr68PP/vZz1BVVaX7vpqaGkQikQJ5spG+q6mx/quJIGhPSKIoQrQhBjJThpj+d8alWISp8vPLs1s+u8pLb3jtmfj1jIWefnVCNsIcTvd/wKPuEhrwsEXVgaCX05RH+rcRmX0eLhPnPHniMDylkPoHAOZd0ZK5Xys2aq7Miap292mQZxCs8oLnWVQHvejp6YeYTGU+BwAxmYL2O3nCKGrjZNf8aERfnBpzO3TWwzJ46rVdhsuwy15KOZeZmSfsKj+VAtrbhmd+CJTqnDOtxVR/uGnd1yOHm+S1QpBnEKjx4eHV2zTXvzGn18mGHuW7euf/XYw1fVCVT1XvfB6uIK81oN9W7LC1Ys8VTs8P2ZQ8iGHIkCH40Y9+hLVr1+KFF17AI488gkceeQQvvPAC1q5dix/96EemNs5AOl8zAPzP//wPzj///Jz/fvKTnwAA9u3bl/ns3XffBQAMHToUANDZ2SlbbiKRwN69e3OuJQiCUKKU6ajk4BhoymNG5ux0PywD1dQ/2a7h2ml4Cj093NanhLtxg77YIYPZMuxqfyn70cw8YVf5+enKpDpjCaHkekUYQ48OK10juW13rNkp+3exxr066FVtQzQuWLIVO2yt2HOF0/NDNq46MvTUU0/Fqaeeanu5Bw8eVPwulUplvpfctM866yysXbsW77zzjuw9mzZtQiKRgM/nw5gxY2yXlyCIyqMU6ai05JkzrQXhmID+SAJVAQ8CPh5sKpVzjZLMIsNkPg8FePg8PPoj8cy9RtI9haOCany0Umoot/VpNtn94ya5BjJu0Bc7ZMi23XAkgVDQAw/H4VBfDAGfcnlm687X5aCHK0k/ZqcPkpsvYOLQU6Xys5HqOq7ajwXXnpMzN/VHBASq2JLrFWEMPbaQa2fpdS7g4xGNC/h/syZk1sy4IGDRjecVfdx9HKPYBq1UW0prqmTrveEEfjRrAoSUCJZBwZrcFxaAoHZ7iznnmm2zGUq+ef7kk0/w+9//Hq+99hr27t2LWCyWeWMMpN2j//rXv4JhGMycORM8r1/kl156SfG7VatW4fvf/z5OPvnkgusuuugi3HfffVi7di06OzvR2NiY8/0jjzwCIO12HgoVNz6FIIjyRUq1kZnAS/hwlWQYLM1z65LLvygnc3buRr+Xy8Q2Z584aiTdUyjAq8ZHhwLK876b+lSiUnNbVgJu0BerMsjZrvQG7I773sSY0+sUdc1o3Wq6XOx+lOaM7DnHbI53tfKzUaorf25yg14RxtAas2w7y9aDbI8qSefqq1jZMpxGqQ1a6bnkvpdb1/NDryS9j8YFLFj6mi6bK5ZtmGmzWUrqtv36669j8uTJWLFiBXbu3IlIJFIQHzpo0CCsXr0a99xzD1555ZWiyDV27Fh88YtfRDKZxG233YYDBw4ASMeoPvLII3jyySfBsixmz55dFHkIgiDsRE+eZyXy44qy8zlLKZ4AICUi8+98Wpoacg4T8Xl42ZzQUg5Nn6fkv/PqppJzWxKlR0m/svPN2pZL3WW67Pfy6R8JHMohH/BwBS6mSnWV49xE6EdtncvGrfO6ZCty5K+/gP72SnovpNJ7NTe1X85+JdIx1valxSrZ5nnfvn245ZZb0Nvbiy9+8Yv4zW9+o5hXedq0aRBFsWibZwD46U9/iqFDh+L999/HhRdeiMsvvxxf/OIXsXDhQjAMgx/84AcYO3Zs0eQhCMJdiAyDsJDCwb44wkLKFYuHXvpj5mOD8uOKRjfWZhbYjjU70T5xWDoPJstk/p2N9IYsljjmYhWNC9jW2Y0Zk0Zi4czxWHDtOVg4czxmTBqJbZ3dulJnGcWp8Stm3FWl0xuO40g0aesYucluzciiNy7X6RjgUuhyLCGgfeIwNI+oVzxPwYpccjGa2fNbPvlnN1Q6xbadUtqq2jqXj522YFebJVvRs/4Cxtq7cUcX2Cyx3LKuFTPGumQ/mT344IPo7+/HJZdcgrvvvhsAsGjRItlrL7jgAgDAe++9VzT56urq8Le//Q33338/nnvuOXz44YcIBoNoa2vDzJkzMWHChKLJQhCEuyh3t9xwVDkNX/p75dig/Lii7NjmaDyJux5ah/a24fB6OCxa/pZiqo9FN56HwNE6IjFB1TUyEhMQ5O3L06g2flYXxWLGXVUysaSIux9aV5Bz2YqNucluzcqipV/Z9mhV19ymy/0RAXc9tA7fv+5c1eusyJUfo6mlFgPFntVSADlhO6W2VbV1Tul6q3pgZ5slW9Gz/kryZ6PV3vzv3WIHxYqxLtnm+bXXXgPDMPj2t7+tee2pp54Kr9eLjz76yLb6p06diqlTp6peU1VVhdtuuw233XabbfUSBFHeFDMdglME/eo5ItVig/K/y49tjsaTWLl6O0Y31mb+rVVOddCLh57bppjWavbUM1XlNYLW+N0yvcVS+cWMu6pUnLAxN9mtFVm09CfbHq3qmtt0OejnEY0nNfMNW5UrO0YzrJFKZyDYc284XlTbcYOtaq1zWtcbxe42S7aiZ/2V+1urvfnfu8kOihFjXVK3bb/frzvVUzAYRCQScVYogiAIDdzmymiGkM98bFB+XFF2nHM2Sp/L1SEkRVUXMSFp3+KnNX79MWvjV8y4q0rFCRtzk91akUVNv7Lzzdqha27TZUkeI3OLXXUWoy63crgvVlTbcYOt6l3nAHv0wO42G9VbI+2Vz2td+XaQTck2zwzDIJXSlxxbEAT09fXRydYEQZQcPa6MduFUzJeePM9K5McVZcc5Z9O57zDmTNdXh7Ybee73Ur/0ROJIsiz6EinsPxJDfyKFFKu+rGmP37G6zPS/G/IJlzt22Vj2+CVTwIxJI+H3yj/k2WW3IsMgkkwhLIjoS8jrjpX26ck/a5euuU2XGVHEnKnNOHFwENd97Qzccf34zNkIfi9nWC499q3WB9+6vNlicqzyoD+iHeajB73zqVx5fi+XOROjN5wwtR4amc/1rnN22YLdzxVGbVdve83ktbb7OSa/vBTLIpIsbmx8yd6zn3zyydi5cyf27t2Lk046SfXat99+G4Ig6H5LTRAE4RTFcmV0OubLSmxQ/r2hAI95V7QgGhcKytJTh5E+lfpl78E+/M+Nn8PiRzcWpNKYM70ZvEm3V8ml3UqMnxvyCZczdtiYnP1IMfR3PbQO0Xjumxw77DbJMHjgyc34yoShiiltOFG03L5C/fKA5xj0huP45S0TbdU1t+myCGDN+o/xf49syHzWOqoB93znC/Ay0O2iaWR+lfognEjhQE8YDNJv5r7965dV04JVCqGA+TAfCSP9nV+eHanJzKynRtY5qzjxXGHUdvW01+/lEUvoz2tt93OM0rzePnFYZl4vRmx8yd48n3feeQCAhx9+WPW6RCKBe+65BwzDYOLEicUQjSAIQpFiuPEVK0WMFBtUX+VFkGcNPQRk3xvgWLCplGxZeurQ26fZ/fJf156DZX/bJBsnveSxTYpvoLXqCvk4zRg/vW+gzfbtQMeqjelJ52S0TC2kOhtPGqSZ0saOOSRXvxh4GWBwyBldc4suq82L9z2+CXqlMju/PtixGT9evhaLlq/FytXbEY0nXZWqxykGVfkcsUelvsu3D6tpoqysp3rXOas49Vxh1Ha12sumUghw+sqz+zlG77xeDJss2eb5uuuug8fjwYMPPohHH31U9pr3338f3/zmN7Fx40aEQiFcffXVRZaSIAgil2K4Mroh5quY6O3T7H7xcKxqnHQ4Ju/mplUXxxQ/xo/IxaqN6U3nZKRMLaQ69aS0cZs7dLlg17xoppyBNidnUx30OmaPcn2Xbx9W00SVw9hV4pxgd78bmdedHteSum3feeedWLBgARYuXIi7774bvb29AICrrroKH3/8MQ4ePAhRFMHzPH7xi1+grq6uVOISBEEADIN4SkQ8IWBW+zhwLINYIolYPImakA9xIQVRBFKiiGgs7eYU9HAQAUNuj25LEWM3IsMU9IceF7PsftGKw+uPCKjyeE3UxeiK8bOr/+XkK8cHJbvxcQzmX3M2ug9HEY4mFPtGrv+07Cfk9+B/515ga39LdepNaaOkg2AY9MWT6I8kUBXwIODjweo8H8YN2K3P2eXpTRulJYPR+VVkGCRTIhZce04m3U/Hmp05rv9yc0K2HAEfD4ZhwKaS4MNxAz3gDnwcY9p938x6lm0fvWF987HSuDu5ntqp73rWQJFhcCSaxIHObgR8PPwOe4KkWBbhmJAzH8UFAX1h+eebUICHz8MjGhfQG05g4czxsvYCGO93I2n6zJRvhJKeLd7e3o7Bgwdj0aJF6OzszHy+YcOGzL8bGxvxox/9KOPmTRAEUQpSDIMDh6J4ZPV2bOvszsRgSf9+9MUduPi83FhHv5fDwpkT8OiL2w3F/LgtRYydaMVAqaWYyG63VhxeVZA3XZcdMX56KHUuU7dTHfRCiCUQ5I+63+X1iVL/XT95nGq5oQCPIM/KlmkWSSeMpLTJT6kiAFhiMIbfTTgd37hw5njV60MBbZsHzJ2xoBU7n1+mWmzmH5/ekv7xVVUK92E2BZDZ9UyqD0Ht+Vht3J1aT52Yv9X6uNjrhcAwsvPRDZeNw0//8P8hGk/mPN9kx6bn3yN31oTRfjeSps9M+UYomdu2xPnnn4/nnnsOK1aswK233oqrr74aV155JebOnYsHH3wQzzzzDG2cCYIoKSLDYMOHB/HI6u3YuKMrJwZL+vfpJxfGOra3Dccjq7cbjvmp1PQoVmOgsvslkUypptIIeHnTdVmN8dNDseLaKxW1/tvW2V10+7GaRinFsljymPEYfrdQjPhGrb71efTZvJkzFrLJj7HMH1et+xpPHDSgbNzqeqZ1v19jrvd7edvng2LP38WuT20+uv+JzZg7o7Xg+UYpNl3urAkz/e738q5Jn+WK1xcMw+Dcc8/FueeeW2pRCIIgCogkkqir8WcWhdGNtZlTP6V/T2kblnMSaP51+UgxOZk3YFlI8U9LV23C+m2FvzI77dbrlCuxWszS3q4+pBgGERWX1ex++d8Vb+N/bvxcwaFh0pu6aFzQjLeS63sg/cZzztRmbPjwIOpq/IgnUvB6WHQfieKsEfVFi2tXkm+g0BuO40g0Keu2rdZ/Dzy5Gfd85wu473Fn7EdkGESFJESRyQnRuHlaC/749PtonzgMAGRP21aqOxwTNGP4qzTeapeSRErE5InDcNGEoQWuzWb0WW58O9bsxPxrzgYg37d6bV7v/KoVYzmlbZjsuOq5b+Xq7RVn40rrhtX1TOv+WELAB3u6MWPSSIxurM3M15IOxhKC7etpsefvYtcXjgnY1qncp9ddekbB843a846k94D5fo8lBNm5Nfu0bSvlG8EVm2eCIAg3E44KOfE0cv+Wi3XUG/8oR6lSxDjpGqYUszSkLqA77VR2v/RHYph7RQsiMQH9kXS8VfDohvuQxTg3EcDrG/cW9EPLiHqdrVWn0uParRJLirj7oXWyD7ucRhxjNJ5Eb3/MEfvRSkc1e2ozhGQSN0wZl7Ox1qpbM87+aAy/G0kyDO5bpe7abEd8YzSexF0PrUN723BcP/kMxOJJ07GtRs9YkCPk92CuzEO63tjMSrJxrXWDAXB+80mYfMGwnB8j9b4vVRuvcFSQTWUl6WA4KiAQYm2dD4o9fxe7vkg0odqnsZiAhJD7fKP1vBP0ebD4e18w3e/9ESFj/1PajulRSgQ4lsGPZp2HqmBxnpNo80wQBKFB0M+jL+vhNju2Rvq3XKyjkfhHOczGmJlFyzVM7kHRCErt1Uo7Ne+KloI30EGeRZD3AqkUqjzssY3F0eusxLlppaqy2g9W5at09OihVv8EfLzt9iPJ1XRarWLqnGWSfrDpw+cyeqlRt2acfcCd+qDmogykXTlXrt5uW3xjNJ7EytXb0XbWSajPG1ejNqWlH1LOdyVCAY/sPKA3NrNSbFzLXudMa8GSxzbKvjltHdWgez5VGq/qoBcPPbdNdv0AgNlTz1S93wzFnr+LXd+gKh/+8o/tin160+VngmVzf/rQet6pCh49a8Jkvwf9fMb+5Vj8vS9YKt8IleMvQhAE4RABD4fuI9FMvE127J30b7l4PLPxj6XC6ZQeSrFrZtNOmakL0O77YqSqqtS4djvQo4el6D8j6aiMEvSpx/MFfe7caOlJH2NmPMyMr906wXOM6pjwnPEzK6S1opJsXMtewzFtd3orCElRdf0QkvZvpoo9/xS7voRGn8biSfA8m2MfTj/vuGnNpM0zQRCEBowo4qwR9bhy0ki0NDWgY81OtE8clvPv3R8fznwm0bFmJ66cNNKR3I0iwyAspHCwL46wkLLlwBA9rmFWUMplqSftVD5a7beSN1NPqiotnJSv0tGjh/n95/dymDFpJO781udw1ZdHIZJI2n6IjpF0VEZhUynMmd5c8PAphS64NV2VVltFwJQ+m7EPu22qNxwvmNOBYzGWvVkpp7LtPZJI4uZpLRg/dojsfZ37DuPmaZVj45r2GhEy9rlw5ngsuPYcLJw5HjMmjYTfq51aTrt+rfla/XszFHv+LnZ9EY0+6zoUxsFD0Rz7yH4uMiKj3mcZN62Z7vwpkyAIwmWwoogTjvNj9tQzM7md0/GNKURiCcxsH4tkSiyIdQx6ONtjL52KSy6Ga5hc7FpKQ+RQnsuq3vabjRu3mqrKafkqHb16KPVfVEiCZVj87on3clz67E7jYiYdlRF4UcS8K1oQjgkIRwQEs2L43YpWW4fUBk33vxn7sNOmAj4ed9z3ZkGM5dbOHtz10Dr88paJAJTtffbUZlz71THojwjw+3iwDAOGAb591WcgxBIQtCa+MkFLB0JBXjV+Nn9+t7t+p9zjiz1/H6svhWhcgN/LI+BxJs+zpl3XBcEwDP7r3ldz7INjGUyeOAxT2oYh5PcgFFDvE6PPMm5ZM2nzTBCEIizLFMS1WCGVEpEq5wcGUYSXAbxeDtVeDoAIL8+kY28BIOPGlxvryAC2xVo5GZcsuUVlH9IkkXGLsmGRyo89S7Fp9y85N7GMy+rRDYTR9puJc5NSVZnph2LIV+kY0UNGFOHnOSx2OEY9Wy7JPVFOX63aCasQw+9WpPQxSrbr93KW2mDGPuyyqYCHw5jT62RjLKVxFgFFe5fi3wNVx35s4XkW1UEvemL2vw0tFZr26uUVUxgBwLwrWizpSLHWLTmKPX8zoogaP4fGE2vQ09MPQXBmftCy65A/He+vZh+ZedemtVLCDWsmbZ4JgpCFZRkcVxsEZ2N+0WQqhUM94fLeQJcYIykr8lOHhDj1scxPCeL3cmhvG47mEfXw8Gwm1tTsRkSSJxITUB30InlUD7xIu6zm55WUc1nNbr8kX3YqjUQq/QOHXlnkfr22kqrKiZQiVlOHOZV6zCmMpraxu8+1Uu480LHZVDoqp9Azvk7pgFL6mHPGDMHXLxqFSExARMeJ45ryMQwEpA8MU0plZ5bsugM+HgzDgGFEBHhOVQ+jQhJCUhzwKee07DUaV0/DFo0LlvrIydSOKZZFOCbYrnN6ybcLv5dHbyyJA53dCPh4+PncN892rRX9kTiuu/QMfPjvQ1jesRnReDouXQo9iCUEBDi2YJ30eTn4vSyqQz582htTlUHvvG20TcVY72jzTBCELCzLgGNZ/OW5D3CgO2y5vOPrgrj64jFgWYY2zxbQm7JCyR1q3oxW1YnfKVdYSZ4P9nRj/jVnY+XqHfjq+afD5+HwyOrt+OTTPvzXtefAw41FfySBUMAj67Iqtd/v5WRdAfXIp+YqJvWN2VRVdqcUseqi72TqMSfxcQzmX3M2ug9HZfM8Z2Nnn2v1FyeKuLF9HKKC8XRUTqBnfJ3UAbn0MX4vh+qQF398+gPZHxfy69SST2QYxJIi7nv8Pc1UdkaRq1vaIPxj7R7c0D6uwE3U5+XxwBPvYe2W/Vhw7Tmq5VdSOio1tFJJqWFHHznhziswDJboSJ/oFGq6KaWAy7YTJ9aKs0Y24FffbsPHXf3gOSYTsrDoxvMQqPLKrpNqMmajRy981T5DbSrWelfZP4cRBGGZA91hfNzVZ/k/OzbghL74LjV3qHtXrofW4aOSK+zvnnhP0aXKyGFM2fK0tw1Hx6u7cPrJg3DwUASPrE6nw9jfHcF371mDW371Mr6/9HX8/u/vq6aBkcqRSxekJp+Wq1hS1E5VpdZ2O+PvtGTVGgOr95ea6qAXNX4O9VVeBHnl2D67+lxvfzGiiADHIsgzqPKwmvI5hR55ndaB7PQxi5avxc9XvI0te7qx4pkPdNmmlnwplsWBw5GCjTNwLJVdyqR3lFqarY5Xd6HxxEFYsmpTup18epwDHg5LH9uItVv2A3Au/r0ckdxp8+2hWDHJSvWbIcWyBZ5QgHWd04uWbra3DQeQaydOrBUbtnfhd09sxocfHcKi5WuxcvV2RI/mVzcqY74M2nrhMdSmYq53tHkmCIIoI/Ska9Byh+qPaacGsTNtVXZZUpqf0Y21GDzIbzjlj9R+s+mC9PSNlVRVdqbTsDoGTqcecwt29Xm59ZceeUuRfs6IbepJc+T3eWxPZadVtzRHaclbbukIS4GbUgzpJRxTdzU3q3N60aObEnakAzNSn57nDDkZ82XQ0gueYwy1qZjzN22eiQEBx7HgeWv/cRrxokTlYjQtlBNppMAwiItAf1zAjVPOxPixQ3JSf/xk9udw87QWnW5y2ofV2JG2SuqHvvCx+qQ0P/FESjXlj9/LASjsRym+TeudgpJ8evrGSqoqO9NpWB0Dp1OPuQW7+ryc+ktkGNkUbtmEo4KlNumZx+T63kgqLy35+iMJXamQzMy3WuVK7ciXNzvt0ohTjsONl43DWSNLnz7HrbgpxZBezKRPNIOSjenVzWPyqMvbFxZUbUNPfX4vh7lXtOD6yePwaW9Msw/yZcyvQ0svslPB6ZG5mPP3wPEnIQYk1UEPUikRNTWBUotClClGY2iciLlJMQwOHIpmXJyPq/LijpkT8NCzH8jG++pxh9LCqqtddozzz26+IPO55Oao5u4oxTMv79is2I9DaoOm5NPTNxyn/vCtVYZd8XdWx6BUKVxKgR19Xi79JdnW5KMHdSmhR16la4zMY1LfhxMpHOgJo67Gr7tOLRn9Pu02+H0c5v7yZU051eSQQ5qjsq8LBQrTLvm9HGa2j8N/fvUMxIUkQmVwKF+xcUuKIb1opSu0ml4LULcxvbp5TB51ecOxBBYsfU3RNrTqO7E+iHu+8wXct2oTFj+6EQCwcOZ4QzLK1aGmFwEN288vr5jzN71KIyoav48HyzL46/Nbcc9f3rH037Nv7AYAMC6PEyTsw2gMjRMxNyLDYMOHBzMbZwD4yoShWPHMB4r1+L28qjtUyKftJmfF1S4/xvnDjw5lXBslN8etnT349HBU1uVRimdW68eAhzUln1a7Qj4uk6rKTNsl7Ii/s+ruWI7uklaw2ufl0F/ZtpUSoegynE4TxZtqk9l57MGOzfjx8rV48719ul2Z1eRraWrAp4ejiMQSqu08eDhqSE69dW/t7CmQ1+cpTLsUjSex5LGN+MPTWzC4xl+S+PdywM6YZKcJ+nhVnQvq+FFHDS0bk1JFKdW/tbMn83frqAZNeaUzWpVsQ3Nd9Htw36pNukMW8mWU5iM5lPTC6NxVzPmbNs/EgMCOQ6+6D0dK3QyiyBiNoXEi5iaSSKKuJjc2WCumMJYQFN2hbpnRCo0XqwCsudrlxzgvP5rap6WpAR1rdqJ94jDs/vgw6o8L4MpJIwsW4OYR9Zoxk2bl07qPY9IHVbnBzdCqu2M5ukuWknLor2zb4lkmY1fZZKeTMdMmM/NY9j2SjefLJVenknxSGxavXI9EQsRNl58p284bLxuHxSvX65YzG626O/cdLpBXT9olovxJJAXMntYsq3M3T2tGImltnDVtLC6o2nbHmp0AjtlUXFC/nmeZ3PLzbENrnoglCmOqlew8X8bs+cgIRueuYs7f7vBBIogBjJ2x1KmUSGmgbCQ/RiY/r3AyhUwcrtz1cuUppeRQyk0YjgoFsUNaMYX9EQGBKrbAHSrk41F/XAA9Pf1aTQdg3tUuux/iiRSi8WROOhshKeLrF41CMplCwO/B7KlnIpFMwsPxiAtJXTHHwSovOFHEvKnNiKdExBJJRGNJhAIezV+Fs9sl5ZwWkiJ6emMIBTzgw3H4OMYVboZW3R05UcScaS0lzVVaTrjdvTTbtqLxJO55+N2cNFFeD1uQTsZom8zMY/ly5aevOrE+iCofL1tntnx9YQHhWCLThmg8ibv/+g5uu+ozmD31TMQSSURiaddojmPwg6Wv41BfXDbnO1D4K6HcPDt3Wgv6YwLCEQHBAA8vzyElJnFj+7gCebX6JhITEPD4XKs/hD56+wX86i9rC9InJpIpLPzdG/ju1Z+Fz0J6LS096gsnCmzI62GREgGOZfCjG85DddADn4dDJCagL5IAz7G49mtjwDFnoD8qIOTncfBwFPeuXI9vTW0pqD/fhtXmCbn45mw7/8+vnYED3eF0mroqLziWwf+bNQEB3zEZfnDduQgY7LP89as66IHfyyMaF2Ttq1jzN22eCaJEOBGPnUylcKgnTBtom8iOkdGTV9hszI1W7FNf3mZSb3oUyR1KWiT1vHHOJ78M6FiEstspySqls8ln8fe+AC/DgPXwmdQgWrFU2eUnAdz3+HuGY8yldvk86nkkjbbdCcyMgUSSYbD0sY1ll+e5lFjpb6fJty0lu8q/1kibzMxj+Z/ly7X4e19QfYCV5EOQx4Klr2U+93s5zJvRilWv7CzItzt7ajOi8aTunO9K8+wVXxqJRcvfQjSezLlPLVWeHOn81j4sLsO86kQuQT+fSZ+o9L3V8tUIBTyqtv3bBV8CyzC492geaskGVuTlVm9pasC8Ga3gWH1popTmCaXrJRlHN9binoffVZXBTJx49vqVbedq+eOLMX/T5pkgSkR2PPb+T/W9CVTj+Logrr54DFiWoc2zTUgxNOu3dWnmFZ47tTnn+nwyMTd5E7lW7NOcaS3oPpKODZbqlmKN5NwHleopJtn9oEfWFMNgydGHAEB/+7T6bq6Gq5bV+91OpbdvIGLUtszMA2bmMTP36Klbad7duKML9z2+CbOmjMOBnojm3AxA0RZSqXQ90kZFzT7U2jlryriCuFA5OQj3Y5c+my1fimGWs+2WpgZ4eA6/eWRD5ns1OwGQc7igGfnV5JXim7VkmHdFC2DA4yl//dLzDFas9YxingmixNgRj/1xVx8OdIdL3ZSKIzuGRk/uUrmYm/z0DvnpIrRin2IJAWeNqMdVXx6ZSYdiJKawFGT3gyTrOWNUUmsdzakppYA5Y2gdZk0Zh1aN9C+UB1mdSm/fQCTftqa0DbM9TZKZ2EG74g3zy1Gdd7d3YVRjna4zEiKJlK6ctNIcNPmCYeg6EkN/IoUUe+xRWa2doxrryN4qBL36bDYtpVb5WjHM/ZGE7nNQNu7oAstoP4vIIbWvuy+Gmy6Xl/f6yWNxxtA6TBh3oq3nAeSvX0byxzsNvXkmCIJQQYqhOXgkpnpddhxuTjxtyJeT3gHIdTPSznOajl+uH+THBS0noX1iOv6JYxlc9eUmzJoyDpFownWxddn9EI0LmDVlHH67apOsW2V/JFHgeinFME77UhM8PCub/sVKjDkA9Fu83+1Y7R/CnUi2FRWS4Fg2Z17welh0H4nKRPuaq8NI7KBd8YacKGLm5HE4cEFYM11NfyQBL6/+HigcFQpCX/KR8tjKuX+3NDVgzvRm8BpxlZ/2aq8RNS5Jd0Zoo6XPVtNSqpXfExZkY56lswD+36wJOWVpnYNS5fcUpJrSkje/fX4vh1lTxuH6yceeOXxeHg888R7WbtmPBdeeoyqD0fUmf/3Skz++WOsZWTFBEIQGjChqxuvIxRcGPIXxb0Cum5Ge+EIl91sgvfhl3JVcsnGW0NsP37x0bIFLlhRLtXL19tw2ZmElr6PIMEgI6ouxW/L6mqVc8hYTxmFEEX6ek7UrAIo2Y7QOo7GD9sUbili0fC3uvu3zqlcF/TxYjV8K4kIKVRp5cL0eVtXtdMljmzDvipbMQXty7SR7qzyU9NmukBi1GGO1mOf8vM5a56DUVHk1Qwqy5ZVrXzSexOJHN2bmFgBYnHWeht6zWPSSf712+eo2bifktk0QBKEDMzkE9bjN6im33N1vteT3ezldrpf5WMnrGEkksenDg7rz0ZYj5ZC3mDBPuc8Laki6q5QLHjiWb1dLzzd9eBA8z2rmpNVyfQ3H1D05yN4GDk7bnpYuVQU9OfqslnO5dVQDhKRoe9rN/Gu0ZDCq//l9oJVXmjdzIqpJaPNMEAShAzMxfXrcZvWUq6ccN6Mkn9/L4eqLRkEURXh0uF7mw4giZpuMswxHhYLYcSne8c5vfQ5XfXkUIomk7hg2N1IOeYsJc4gMg2RKxIJrz8HCmeMxY9JI+L25D6dunxck5OJGJd19+Z1/4YbLxsna6NUXjcrEUc5R0PMbLzsTHWt24uChqPw5ESMbcOWkkehYs1PbLVQmXU82ZG+lxWz8sRmcXpNVdWlaMxqOC2LO9GN5qLXOQQlH1cMW+sICIsl0fH9YSKE3nFCcV6T25bfR7rNY8vtAK690bzguW44TekE+JARBEDoxGtOn141Pq9xydweUk8/v5fDf154Dn4fD0r+9h8s/P9xwGUmGwfInN6Pp1FpMviAdF1YV9GBIXRCcxqmeklucFFd2+eeHY/BxASzv2Kya7qbccHveYsI4crGWLU0NmH/N2ZncyID75wVAO270m189A7FkErOnNiORTMd43//Ee7I2Om9qM8J5eh4VkojGk+A5Bv/7p8IY0h0fHcLmXQfxv/MmQtSwiaCOVDsMgPObT8rMR3bFoBPqWI0/Nkox1mSludtzNE7BzzGYd0U6B3I4IiAU5DHvihbZHMha8kTjAvqjiYKwBbl5Ral9+fndQ34PQgFr6012H/RHBERiAiZPHCYbB/7LWyYW3O+UXrh/ZiUIgnARRmL6jKS7UCvX6bQZTiMnf3vbcBw8FMFrG/di444ujGqsNZR2Jzsma+2W/QXXa8WcZcu0cvV2zJg0Ets6e1yRBsNu3Jy3mDCGUqxldsoa6ZwAt88LeuNG/SwLQITHIx/jnXOGRJ6e+/m0nW/t7MGoxjrZGNLWUQ248DOnQGQY1fRAQR+vmmpHZBgs0YhBJ+ynFCn5irUmy8/dx36KYVMpVHlYVHmOfp9Kyc71WqmmhJSIp1TSTGWncst2wc4vU4rTtvMslszZKTU+LF61TXefO6kX5LZNEBUGx7Hgeev/cRxND1ZxKn2L2XJKhZz8oxtrMXiQP7M4G3X5shpzZiglTpnHjxKVg5reSymXymVeMGrDZmxesvPOfYc15xc2lcpxhZWQTttmNbxZKjkG3c2Uot/LbU1WkldyeWYZqMb7S6ncsttX7D4wWp+TekFvngmiQqgOepBKiaipCZRaFCILO9O3zJl2zEUrGOAR9PEFD3Qiw9jqoqu3PK3r8vtBFIGevNQuOz8+hP/82hgAZyAaE1AV9CDkla9PireSUlqNbqzNceOKxAQEefW0Fdky9YbVY8IorRPhBrRiKUN+j+wbFSX7zP484OPBMAwYJv3GVm8ZTrUl3+bMpl7jRBE3to9DVEjihinjkBJFRGPybeBFEfOuaEEklnZ9Dfh5sAyDhJAEJ9MnRttDqarsx66UfPn6HfRwEAFFnbdjbXdyvQ4FePg8fMaNOxTgMWda2q27LywgHEtkXJ5vveozquUGfR4s/t4XNNd1p8OC9D4HAc6maiQrJogKwe/jwbIM/vr8Vuz/tN9yeaOG1uGSz50OpowPTHILdrjNJhkGS7PSQgCFsTt2x/foLU/vddn9EBZS6D96iEl2ftW/PL+tsAwZ2YJ+XjUv65fOPhWA/lQhCKqnuSiH+FGi8tHSw1CAL3hwlbPP8WOHYGb7OCyTiZ1unzgM/1i7B7Paxzk2t+hpSyAv9YyVOFNGFBHIeFMxx9xcZWRnU+mczw8+9b6h9pb72RTlih39LpfTeOHMCXj0xe2qOmBlbXdyvc5eG7PfKGfe0oaABUtfy3yulQaqKsin10kZuYoZFqTnOUjCSXskv0yCqDAOdIfxcVef5f+6D0dK3RTiKFqxOyLD6LrG7jqNXJdPwMOh+0g6DY1SflW1MgIeDrOmjFPMy3rf48baTGlmiHLAqJ4q2WfjiYOw5DH52OmOV3eh8cRBjs0tetrS0tSAbZ3dOWUXy0atzGk0hxQfq/0uN97tbcPxyOrttuu8Wp1Wys8vT2tN9Xl43Wmg3KK7RvvMSXukzTNBEITLMZNzUe6afNRSOOSXJ6WIWThzPC4aPxTheDLjImYmrogRRZw1oh5XThppKsczI4oY1VhnW5xyucWwEQMTu+L+tHIaj26sRdOptQgnkuiPOxM7yIgibrpcPsa4feIwPPDk5pyyi2WjVuY0mkOKj9V+lxtvp8/AsCseN8Wy6Euk0HUkhskTh2VSS2nJH40LutJAuUl3jfaZk/ZIPiQEQRAux46ckvnxdlouY9llKrlHt45qwFVfHqVZr1JcESuKOOE4P7ryYp/1lhHRyF1pNKaJE0XcMr0FUSGF3v44pXUiXImROEOluUErp7Hfy2P3x4cx6rRaTXmsxA729scwqrFWNvVMNJ4sKLsYMZZWYiUpNVxpsNLvcuOtmfPb4hkYdsTjRpMiljy2STa1VELQIT/P5vRZKKCc6soNmOkzp+yRNs8EQRAux47YnexrkiI0UzhkX6/mAjbti03WZBNFhEy2z4mYJo4BTjm+Gj09/RCElKtT/RADF71xhko2oBXjmBJFnH7yIHS8ugtT2oapXmsldjDg42XTR6mV7XSMpdV5hVLDlQaz/S43nlr2YTV+3aqOfXokUrBxBo6dmP0fF6n/qC2VX9BnCqmu3IDZPnPCHsltmyAIwuXoid0xEt/TH9N2f8ouT80FbNOHBy3HFZmNTaIYQ4JQR8lGVGMcRzZg04cHM3bvZDykG23YjTIRziE33k7HAFvVsd7+uGrYBc+zro9hNoqb7JI2zwRBEDaiFkdsFj2xO0bie8I63J2zy1NzYetYsxM3TjlTs161fmEA3HS58dgkijEkjOCEbdpJMeeOzn2HMWe6fN7X69vHoWPNzozdOxkPqdeGizl2NK8MLBhRxJypzZh7RQsWzhyPBdeegzFD6zCzfSzGjx2Sc62WDujVU6s61h9Rd2E+eCjqiM2Wcg51k12S2zZBEIRNOJHORUJP7I7e+J5gXgqYfCT3J6m8/rjy4SXReBIpMaVar1K/zJnaDBFpF/IP9nSjvW04Jl8wDCKA42uDCHpYzQWRYgwJPThpm3ZQqrkj+3O/L53TWISIaDyZcV2NxpO466F1aG8bnhObfFJ9yJa+07LhUowdzSsDCxHA6xv3FujY7KnNuParY9Af0dYBo3pqRcdCAfXt25C6AHiOsTWG2Q1zqFvskt48EwRB2IBT6VyykWJ36qu8CPLyG0s914R8+t2fGFFEyKt+vZ/nFOtV65cNHx7MfBeNJ7Fy9XYsWr4WP16+Fg8+tdnWfiEGLsWwTSuUcu7I/rzKwyLIMwgedY/Mdl3Nts+fr3gbT722Cx7Wvn4zM384PXY0rwwM1HRs2apN8POcpg6Y1VOzOlYd8iq6Zbc0NSDk9yDAsWCPxjBb1WE3zaFusEvaPBMEQZgg330pkkg5ks5FZBhEkimEBRF9CXvcpTgGut2fRIZBVEjqcs2WQy29RF2N35E+I4hs7EoL4xRukU+a0z7tjWHm5HE4cXAQU9rsc/004/Kpp2+K6Urqdtd/wjh22J9dNqxXvwbXBDBnunyatznTm8Gm1E/bNlqfk3NUOdoUuW0TBEEYRM596Y6Z41XvMZPaIskweODJzfjKhKEFp11bdZfS4/6U3U6/l0N723BM+2ITvDyr211KLb2E0+lACAKwJy2Mk7hBPiWXzG9d3owbp4xDUhQRjZl3kzTr8qmnb5Z3vF8UV1I3uK0S9mOH/dlRhlH98h91yw7HBIQjAoIBHkEfr3vjbKQ+p+aocrUpevNMEARhACX3Ja3fSo2mtpDqaTxpkGKaKKvuUmruT/ntlNw2f/jbN/DXF7bpfoBWa7fT6UAIAnAmpZmdlFo+NZfM3z6+CX4PiyqPeTdJKy6fWm2PC4UeP064krrJbZWwF+0zQNS/T19jzYbN6hebSqHKw+L4mnTYhZE3zkbqc2KOKmebos0zQRCEAZTcl+xObSHVo5YmykmXTrvctNTSS3Qfibom9QRRubgpxYkcpZbPabdxK+Vr9c2mDw+aKtcobnGtJ+yH5xjV+GGe097EWbXhYuuX0fqcmKPK2aZo80wQBKFCJg6wP464qJwiQkrnohYXbCS2R3KT0uPabBY1efLL9Xs5zJg0MpPKI5mC5i/DWvHSZ42od03qCaJycUOKE9VUbSblsytWUI9LphWslK/WNzdediY61uw0XW8+RubDfPrCQtnEaxK59IbjsmmdWpoa0D5xGHrD8cxnSjpiNeWaUzZoV31y6bwWzhyPuVe0YM7UZkSFpOF5yOl5x0nIJ44gCEIBKR7ngz3dmH/N2XjouW2Y0jZM9lopncs9t30eQjJVEEdsNLZHcoNyyrVZS57scv1eDvOvORsdr+7CytXbdclvJF7aDakniMqmlClO9Ni+UfnsjBV02m3cavlKfRMVkoiqpNEzIreR+VCOcCyBBUtfK4t4TSKXgI/HHfe9WZCKbWtnD+56aB1+ectEANo6YiXlmlbqKTM2aHd9KQCvbdyLDdnljWzAGacPxu3L3sChvnhOHVo2UOpwFSvQm2eCIAgZsuNx2tuGZ+KO1dyzx5xeBw/LFMQRm4ntCciki8nHrLtUUoSmPNluWtnt1yO/0XhpN6SeICqfUuiZEdvXK5/dsYJ+L6/qtur3WnuItcPlU65vfB575NbTn2ptaGlKz9P59xDlQcDDYczpdTmp2BYtX4uVq7djzOl1CHg43TZnNuWaz8Pb6hZtd30plsWSxzblbJwBYP32Ltz3+HuYO6O1oA4tGyh1uIoVaPNMEAQhQ3Y8TnbcseSebSR9i5nYHskNrHPfYcP1adEf05Yn2w3NaNx1OccyEYSdOGELdpcZSwiqbquxhDX3Safc5u2SW09/KrVBqivbfZzmuPJCj35atTmt+6NxwVYbsbu+cExQfAbYuKMLgwf5C+rQ6hM3hNOYxb3vxAmCIEqIFG/j93LguGO/M0bjSdy7cj3mzmjFdZeegXBUQHXQo5oiwmyaB04UcWP7OESFJG6YMg4pi+lijtWXkP1ccq9OpkQc7IsjFOAxZ1oLPj0cNSS/G1LvEIQbcMIW7C6zPyLgrofWybqt3rtyPe781vkIC4WhKEZwwm1eFBlwLINvXDIG1116Bnr740ilRAgpEQwDHOlPQAx6NOvR25/ZbegLCwjHEhnX3nz3cZrjygst/bRqc7ru51lNGxEZBkeiSRzo7EbAx8Ov4KESjgqZ9Xx0Y22OTXes2am7Pon+iPwzg0Q0JmDBtecU1qFhA6UMp7ECbZ4JgiBkCPr5TKwvxx5zP/J7Ocyb0Woo77KV2B5GFBHIbN4ZVHmOLkYWFhe51Btqcc3XTx6nUR6v+rfW9QRRqThhC3aXGfTzmdCKbKQ5YXnHZltiqyWX1swDtYU5LMkwWN7xXo5c54wZgv+89Azc/8Rm3XMzYKw/pTYgyGPB0td03UOUB2r6adXm9H6vJoORcw5CAV52PW9pasD8a87OxDzrtclQQD1dl9/H4/tLX5etQws754ViQW7bBEEQMgQ8HGZNGYeOV3dh04cHM66BRuN/pbLcFNsT8hXKo9aubZ3dhuR3W3sJolQ4YQt2l6lUnjQnuC0Pq1I85+knDyrYOAPa8prpT5rjBhZWx9vq/UbPOfB5eNn1fOOOLnS8ugs+j8Ef2Hzq5wtke6eZraOcqNyWHUUURaxfvx4vvfQS3nnnHezatQt9fX2orq7GGWecgcsuuwyTJ08GozCp9vf343e/+x2ef/557N27F8FgEC0tLbj++usxfvz4IreGIIhiwQAY1ViHxY9uxLbO9GnbQDr+Of8NjYQU5xPkc3+XlGJ7HujYjMYTB2XcqKpDHgypDQKiaNkt0ggcA8yZ2owNHx5EXY0f8UQKQwYHFdv1wJOb8X/f+QLe23nseq+HRfeRKM4aUV8gq9Tepas2Yf22wl/J3e6SRRB24YQtZJf5we7ujGumCKTnE5tkbB5RrzrX9ceTCHmL42IpMkzGtTPg49F0Wi0+2NOd4y6dPzfnu62G40kEZMJrzIwRzXEDC6vjbfb+FMsiHBPQH0ngP792Br52QRSLV67PnGwNyD93ROPqMcrReNptO7v8qoBH1j4AgE2lMGd6M5Y8timn3JamBtxw2Tj8cNnrinU4TfbcUCy374rfPL/11lu47rrrMn+feuqpOPnkk/Hxxx/j9ddfx+uvv46nn34a9957L7zeXN/87u5uXH311di9eze8Xi9GjBiB7u5uvPzyy3jllVdwxx134D/+4z+K3CKCIJxGco+6+LyhAI6loWpvG655gqta/PLM9nFY9rdNmQc8v5fDwpkT8OiL221xizSCCOD1jXsz9S649hzV61OimHO9JGfLiHrZ68s1lokg7MYJW+BEEfOmNiMuAvet2qQ7hZwRGbXiNPd29eP5tXscn6vk3FUl19DseON44thDv1IYSktTA+ZMbwafJ6+ZMaI5bmBhdbyN3i8wDJY8urFgs3rn7PPxw2Wv52ygzZw74q32yZYvZx8AwIsi5l3RgnBMQDgiIBjgcaAnUiCLkkxOYGfKPiNUvNu2KIo45ZRTcPvtt+ONN97A6tWrsWrVKqxduxa/+MUv4PV68fLLL+P//u//Cu69/fbbsXv3bowdOxarV6/G448/jpdffhmLFi2CKIr4yU9+gg8++KAErSIIwimy3aM8fO5BYStXb0c0rr4oKcU2iQyDZXmTfHvbcDyyenvR3SLlUlWp5ZNubxuO3z3+nmE5KQUVQaRxwhZEpDfOds0f+TJqxWl6Pazjc5WSu6rkGtreNjxHHgmlMJSNO7qw5LFNSLGF852ZMaI5bmBhdbz13i+lhpLT3/uf2JyTGgowfu5IwO9RLF/JPoD0G+gqD4vja7xgGeDOB9fKbpz1yGAVu1P2GaHiN8/Nzc147rnncO2112Lw4ME531122WWYM2cOAOCxxx5DKstVYcuWLXjppZfAsizuvvtuDBkyBADAMAyuvPJKTJkyBclkEkuXLi1eYwiCcJzsFA9yOZbN5l2WSx1hNAWUXcilqlJrV/OIeko9RRAuw+mUcEZyGzs1B6i1ceOOLoxurM38nT2Hqc2tG3d0IRyzln6LIJzESGooM+eOeDjGsn2UOu6/lCkxK37zXFVVBY9H+ZS4trY2AMChQ4fQ3d2d+fz5558HAEyYMAGNjY0F91155ZUAgFdeeQXhcNhOkQmCKCHZ7k7/eGsPrv3qGLSOPLZAdKzZiSsnjcT4sUMwY9JILJw5HguuPQc/mf053DytRfGXZDk3qmw3w3z8Xg4Ag7CQwsG+OMJCyrZfUuVSVanlr/ZqxC1puYhJiIwz7SEGHtm61J9IISyIiCQHlk7pcc1UQo8tGsltrHcO0Fu3Url+L5cz79ZW+zFj0kj4vRw69x3GnOlpedXmVgAIR2jzbBSj8zfN9+bRkxpq4czxmHtFC+ZkxUxLfd7dF8NNlyvnUD7cF1MtX499mM3TbJdeWJn/rFLxMc9aRKPHTojz+4/9krNhwwYAwNlnny17X3NzM7xeL2KxGD744AN89rOfdVROgiCKg+RqJKWkevgf29B0Wi0mT0znP60KejCkNlAQvwwYT1el5Cptd4qYQlkKf1DMjuue2T42k0866OHQr/Egqsc9q1SxSUTloRQD2z5xGP6xdg9mtY8bEDplNj2OEVuU4jT740ns7erP5HHNz22s10XT6DyQXa5aOr17vvMFeBkAWfKqEdSZRodIE0uKhsaN5ntraKWGisQELFq+Nufckfw+93vTGUOunzwOkWgiJ8Y6IPMMkI1e+zAax22nXpQyJWbFv3nW4umnnwYAjB49GlVVVZnP9+zZAwA47bTTZO/zeDw48cQTAQC7d+92VkiCIIqG5Iokxcy9/cF+rFy9HYuWr8XPV7yNH/72Dazf0VUQvwwYT1el5CrtdIoYuVRVQHoDvePfPQh5uUxMlghgW2e3KVd1iVLGJhGVhVYMbOOJgwaMTplxmzRji4woIuTl8PzaPVi0fO3Rsx+ObU71umiaqTu7jWrp9O57fBOkR29GFDVT6wR9tHnWS284bmjcaL63jpb+ZodMLF2VjlHO7/NoPInFj27Eg09txuBqX06MtZ32oTeO2269KKXb+ICePTZv3oyHH34YAHDjjTfmfHf48GEAwKBBgxTvl747cuSIJTl4FZdIjkt/xzCMYjotI2TKYI7+WyqSARgYL7+gPLvlc1F5hsrS0a9ubquT5Uk67SbybfDmqc3Y3xNRTNNSV+PXiLVJocZfOHHnp6roWLMTC2dOAMvCUIoYpfK1kPrey7PKaTOmNcPDMpCU+Eg0iQee3JxJ1ZV/Mue3Lm+Ghzt2vRxHolqxSeba4wRSH7lRTysVuTVQaRzUdGnjji5MaRuGlau3u0qnnESvHUtYsUWjdeVjtm6pXu00gbn3K6XWmTO9GV4WgMKhSE7ixvlF6xn0cF/M0LiV03zvZpT0t33iMNz10LrMZ+u3pWOUjfZ5se3DCb2wOieZZcBung8ePIh58+ZBEAR8+ctfxte+9rWc72OxdDyAWry0lNoq2/XbKCzLoLY2pHkdx7HgeeuTDXfUGDg2tzyeM1e2Unl2y+eG8syUpdavbm6rI+UdfVioqQlYLstOlGywR+EESUA9VhlI51hsPLFG9rv515yNw30x9EcSCAU8GFTlK/isL6wR76RSfm84jsN9MYSjCVQHvUgIKURiQrouX3o+q6kJoEZBlupgbmqJA53dOS7dl39+OKpDXgR8PBJCEnEhhXhCRDSeRFVQuQyJ/NyrXg8LhoHsGEhtUZPPKdymp5WK1hqYPw4HOrtldWhrZw861uzM2GYsIYAf5C+Z/jiFnE2o2XH+9QyTtsFoPKlpi9K9feEE/D4OLMPg5qnNiGfNKQE/j2hMwIG+uGYfZ88DcmjNm//e32v4/tuubkVvfxz9EQGhAI/qkBeDXWDbbplf9DyD7usxNm5WxtlO8nVf0tW+sPx8YGa9sbpGacn47avOQjiaQG+/gEgsIRsyAQD9kXQMtDQP5tt3XyQBjmMK5CumfTilF3qeY+xmQG6ee3t7ccMNN2Dv3r0YO3Ysfv7znxdc4/P5EIlEkEgoP8TG4+mH6+xYaaOkUiKOHFE+cIzjWNTUBJBMpiAI1k+OSx49UTyZOloek97gCckkYCIMpaA8u+VzUXmGytLRr25uqyPlJdPlHTkSyfxbDj0/JtmJnA3GkiLiKic1qqV1AgC/l0dPT7/i9yEPi5DHBwAQYomCz5IaLlNK5UtxaR/s6cb8a87Gime25vyq3DqqAfNmtMLHHhuPfFl6YrlznpTXOhpPomPNTowZWodYPImH/7ENF583tMCNUopf8nFMQRlqMYv596jF2GVfZzfSnKulp5WKG+wPUB6HgI9XzN87/5qzwbEM/F4OoYAXd/1pXdH1x0nUbELOjpWun3/N2bh35XrMm9GqaIsMgCUqceU3tI+DCOD//rpedx9L84ASmvOmRpym3P0sgEF+HoOk+MdkSrUOp9GaX9xifxIcx2rG3+b3u9VxtgM53c9+axuNJ3N01cx6Y3WNMiIjE2Lw/aWvKZYViSWwaPnazDyoZd+SfMW0Dyf1Qus5Ri967W/AbZ77+/sxa9YsbNmyBU1NTVi+fHlOrLNETU0NIpFIxn1bDum7mhprv6AJgvYDmiiKEO3ICymVIab/nXEpFmGq/Pzy7JbPTeUZKUtPv7q5rU6Wl/4hyF2bkmx5pLicptNq0dLUIJvOoftIFK2jGnJchSTSsTaspTYGPKzh8rPjiWZMGqkYG3jvyvW4ZXoLRJ0bw2xZ2tuG4+ChCF7buBejGmsV61i6ahPmZp22KZXRdKq+e7Rio7LLdgo36mmlotbP+ePg83CK+XsBYPLEYZg1ZZxq/uNi6I/dGLUJtetTKWDu0QdrJVs8v/kk2bhyABjVWIsNHx7E6xv3GupjM/Oanfe7CTfNL1pyDKryGer3Uo+T2rkIQDp2fuXq7RldnTOtxfB6Y3WNMiOjUp9mx0BL92vZdynmwFLrhZ24J+iiCEQiEdx0003YsGEDhg4dit///veora2VvXbo0KEAgM7OTtnvE4kE9u7dm3MtQRDlj5Q7UC1101kj6k2laFAiP3UDAxguPzvnoVb+6P6YPk8CkWEQFZK4ccqZaB3VgNGNtRg8yJ/Jr6o3R7WU0qJ5RL2ue0qZv5FwN9G4ev7TgI/DqMa6itOffJvITtl00fihCMeTOQfuyNmQdM+UtmGoP86vaot1NfIedZLta5/7UNjHZlPb2HW/HQzE9EvVQa+hfi/1OBnJDa4vXrhQl7XWqL6YoKofRmWMxgXZPj1rZANuvGwcRpxyHBbOHI8Zk0ZiW2d3Zp3WalMx9dkuvXCDDQ6YN8+xWAyzZ8/G22+/jZNPPhl/+MMf0NAgf0obAJx11llYu3Yt3nnnHdnvN23ahEQiAZ/PhzFjxjglNkEQRUbKDZgd5zulbVgmJvD42iDYo5O8kRQNSiilbpgztdlQ+dk5DRMav96GowkEq9RjgrLlkmKnAj4eh4/GgmvXIeTUwYmirnzRwSqvrvyNWvITlYmWbng4FhGZPOb5ZZSb/mS3Wyv8gRNF2fzI2fcsuPYc1frUznWIJ1LQel5V6mOjqW3svt8KAzn9ko9jDPV7KcdJa47I122tnMpyuqxVx76DYfx8xduK+mFUxnBUQJBnj/ZpCn2RBHweDh9+dAjf/b81mRhoyW07HtdeQ33VvqLrs1W9cIsNDog3z4lEAvPmzcObb76JIUOG4I9//GMmzZQSF110EQBg7dq1sm+fH3nkEQBAW1sbQqHixqgQBOEc2bkBo/FkTpqqRcvXIjuIXW+KBiXUXL+WrNqUlkdn+dly11b7VOuVy/OsJpfUD5GYkIn3NlOH3ryMpczfSLgbPbpRifqTLbNayiYp5Ut+G/Pv0Tq3Qe17r4e1NMdYnTet3m8GSr9kvN9LMU6Atn3n67ZWTLdceXrrUNIPozJK1zOiiBo/h7oaH/7w9BYseWxjzuFhUsq+QVXa9lkqfTarF26ywYrfPCeTSXz3u9/FK6+8goaGBvzxj3/Eqaeeqnnf2LFj8cUvfhHJZBK33XYbDhw4ACAdt/nII4/gySefBMuymD17ttNNIAiiiBQzd6Cd7snZcvM8q5rDkddIk6Ik19bOHnx6OJouQ7MOfbmuJbL7tpT5Gwl3o0c3KlF/stukJ2Qivw/y71HKMQ+k+6j7iHwWESm+0udVzxMrZ//lDIWSlA9q9p8dHwykdT3o4w3PF0bqkNMPozLmy5AQUqrhK4mkqNomnmPKTp/dZIMVv3l+9tln8fzzzwNIp5b6wQ9+gK9//euy/23ZsiXn3p/+9KcYOnQo3n//fVx44YW4/PLL8cUvfhELFy4EwzD4wQ9+gLFjx5aiWQRBOEQx47X0uCfrJVvug4eisvHa0kmeveGYqXo71uxE/XEBXDlpJA73xTXqKEz1pbdvSx0zR7gXPbpRifqT3SatVHnhqFDQB/n3qJ3pcPPUZpw1or6g/yTb7tx3GLGEYNj+yxk752rCWZTsX9LNjjU7ARzTdTaVMjxf6K1DIl8/jMqYL0Mkpq5vkWhCtU1a9ulGfXaTDZaf75JBpHRSAPDxxx/j448/Vry2tzc3h2BdXR3+9re/4f7778dzzz2HDz/8EMFgEG1tbZg5cyYmTJjgmNwEQZSOYsVr2e1eKsndH0/iv+59tSBeW8oR+ctb2kzVG40n8YsVb+P/vvN5xIUU5v9GrY6JqjJq9W0pY+YId6NHNypRf7LtWw3JfrP7IJnKbXf+mQ4hvwehQG4fZfef38eDZRgwjIgb28chkkhi4X1vGrb/cqUSQwEqGTn793t5xBICFt14XsF8YGa+yL6nPyKgP6qch1lOP4zKmI0eV3O1NgU00mG6UZ/dZIPu6x2bmTp1KqZOnWr6/qqqKtx222247bbbbJSKIAi3I8XlZA4KceChW3LdUk7dwBmulxFFhLwcxpxel3OYUHa5IR+nmqpKTa4xp9eBZxjwHvU61GTX27fFGAOiPNGjG5WoP5J96503pD4QGabgHuksg9ZRDcdS12T1UUH/pT8FRBEBC/ZfjjgxVxPOUqC/qRQCHIuAwnxgZr6Q7gnU+PDw6m2G9cOojBLa6cPS9Sm1qRz12U0yV7zbNkEQhFtxyr1UrdxbZrRCKxxxoLrGEkQ5YMb27LbXgWb/A629hDGKrR9G04eVWl47cJPMFf/mmSAIws045V4qV27Ix6P+uAB6evptkasSXWMJohyw6mZqh70ONPsfaO0ljFFs/TCaPqzU8tqBW2SmzTNBEESJccq9NL9cowfgDlTXWIIoB6y4mdplrwPN/gdaewljFFs/rNZXjvrsBpnJbZsgCIIgCIIgCIIgNKDNM0EQBEEQBEEQBEFoQJtngiAIgiAIgiAIgtCAYp5LDMsyqKsLaV53YkMVOM76bx0NtUEAwAn1IbBsOgCSYRiIJmMG5MqzWz63lGe0LK1+dXNbnSjv+Lp0eTU1Actl2YleG6wk3DYGboT6qDho2R+NA1GJuEWv9a5/bpGXOAaNSelgRLO7JoIgCIIgCIIgCIIYIJDbNkEQBEEQBEEQBEFoQJtngiAIgiAIgiAIgtCANs8EQRAEQRAEQRAEoQFtngmCIAiCIAiCIAhCA9o8EwRBEARBEARBEIQGtHkmCIIgCIIgCIIgCA1o80wQBEEQBEEQBEEQGtDmmSAIgiAIgiAIgiA0oM0zQRAEQRAEQRAEQWhAm2eCIAiCIAiCIAiC0IA2zwRBEARBEARBEAShAW2eCYIgCIIgCIIgCEID2jwTBEEQBEEQBEEQhAa0eSYIgiAIgiAIgiAIDWjzTBAEQRAEQRAEQRAa0OaZIAiCIAiCIAiCIDSgzTNBEARBEARBEARBaECbZ4IgCIIgCIIgCILQgC+1AAOdZDKF7u7+ktXPsgzq6kLo7u5HKiWWTI5Kg/rVPA0N1UWtr9Q2WExIL7UZ6H3kFvsb6ONAVCZaeu0W+5MgO3QfNCbOodf+6M3zAIdlGTAMA5ZlSi1KRUH9SrgR0kttqI/cAY0DUYmUm16Xm7wDARqT0kObZ4IgCIIgCIIgCILQgDbPBEEQBEEQBEEQBKEBbZ4JgiAIgiAIgiAIQgPaPBMEQRAEQRAEQRCEBrR5JiwhMgzCQgoH++IICymIDKPrO4IgCIJwI7R2VS40toQRSF/chxvGhFJVEaZJMgyW/m0T1m/vynzWOqoBN09tBgNgicJ3nEhH6xMEQRDuQ21do7WrvKGxJYxA+uI+3DImlt88HzlyBG+//Ta2bNlS8N2BAwdwyy234LOf/SzOOecczJ8/H59++qnVKgkXIMooMACs39aFpas2YcOHBxW/o1/uCIIgCLehta7R2lW+0NgSRiB9cR9uGhPLm+fHHnsM1157Lf72t7/lfC4IAmbOnIkXXngB/f396O3txd///ndcd911iMfjVqslSkwkkSxQYIn127pQV+NX/C6SSDopGkEQBEEYRmtdo7WrfKGxJYxA+uI+3DQmljfPr7/+OgDga1/7Ws7nzzzzDHbs2AGfz4dvfetbuPXWW1FVVYUPP/wQK1eutFotUWLCUUH1+3giZfpegiAIgig2WmsTrV3lC40tYQTSF/fhpjGxHPPc2dkJABg5cmTO588++ywYhsG8efMwc+ZMAMBpp52G73znO3j++edxzTXXWK2aKCFBv7rqeD3Kv8to3UsQBEEQxUZrbaK1q3yhsSWMQPriPtw0JpbfPPf09CAYDKKqqirn83Xr1gEAJk+enPls0qRJYBgGO3bssFotUWICHg6toxpkv2sd1YDuI1HF7wIezknRCIIgCMIwWusarV3lC40tYQTSF/fhpjGxvHmOxWJIpXJddHft2oXe3l40Njbi+OOPz3zu9XpRU1ODvr4+q9USJYYRRdw8tblAkaVT784aUa/4HUOnFBIEQRAuQ2tdo7WrfKGxJYxA+uI+3DQmlt9xDx48GAcOHEBXVxcaGtINevPNNwEAra2tBdfHYjFUV1dbrZZwAZwoYu7UZkQSSYSjAoJ+HgEPl1Fgte8IgiAIwm1orWtE+UJjSxiB9MV9uGVMLL95PvPMMwEAv//97wEAkUgEDz/8MBiGwXnnnZdz7f79+xGNRjObbKL8YUQRQZ5FfZUXQZ7NUWC17wiCIAjCjdDaVbnQ2BJGIH1xH24YE8tvnq+88kqsXr0av//97/HPf/4T/f39OHDgAAYPHoyvfOUrOde+9dZbAAoPFyMIgiAIgiAIgiAIN2P5zfPEiRMxd+5cMAyD3bt348CBA6itrcUvf/lL+P25uX7//ve/AwDGjx9vtVqCIAiCIAiCIAiCKBq2nOs9d+5cTJ06FRs3bkRNTQ2am5sL4prj8TjOOusstLS04Atf+IId1RIEQRAEQRAEQRBEUbAtKdZJJ52Ek046SfF7r9eLOXPm2FUdQRAEQRAEQRAEQRQNy27bBEEQBEEQBEEQBFHp2PbmGQBefPFFvPbaa9i7dy+i0Sj++Mc/Zr4Lh8PYunUrGIaRTWFFEARBEARBEARBEG7Fls3zvn37MHfuXGzZsgUAIIoiGIbJucbj8eC73/0uPvnkEzz88MNoaWmxo2qCIAiCIAiCIAiCcBzLbtvhcBjXX3893n//fQwZMgT/8R//gUAgUHCdx+PBtGnTIIoiXnjhBavVEmWAyDAICykc7IsjLKQg5v2g4kbKUWaCIAjCndCaYh/Ul4TbIJ0cmH1g+c3zn//8Z+zevRtnnHEGHnroIQSDQTz33HOIRqMF106aNAmLFy/Gu+++a7VawuUkGQZL/7YJ67d3ZT5rHdWAm6c2g3NpkvlylJkgCIJwJ7Sm2Af1JeE2SCcHbh9YfvP8j3/8AwzD4Pvf/z6CwaDqtU1NTeA4Dnv27LFaLeFiRBljAoD127qwdNUmV/4qVY4yEwRBEO6E1hT7oL4k3Abp5MDuA8ub5927d4PjOHzmM5/RvJbjOFRXV+PIkSNWqyVcTCSRLDAmifXbuhBJJIsskTblKDNBEAThTmhNsQ/qS8JtkE4O7D6wvHmOx+Pw+XzgOE7X9dFoFD6fz2q1hIsJRwVL35eCcpSZIAiCcCe0ptgH9SXhNkgnB3YfWN4819fXIxwO63qbvGPHDkSjUZx44olWqyVcTNCvHkqv9X0pKEeZCYIgCHdCa4p9UF8SboN0cmD3geXNs+Su/cwzz2he+8ADD4BhGIwfP95qtYSLCXg4tI5qkP2udVQDAh59XgrFpBxlJgiCINwJrSn2QX1JuA3SyYHdB5Y3z1dffTVEUcTixYuxfft22Wvi8Th+9atf4cknnwTDMPj6179utVrCxTCiiJunNhcYlXQCH+PCE/jKUWaCIAjCndCaYh/Ul4TbIJ0c2H3AiKL11t1555146KGHEAgEMHHiRLz66quIRqO44YYb8PHHH+PNN99ET08PRFHEnDlzMG/ePDtkrwiSyRS6u/tLVj/Ps6itDaGnpx+CkLK1bJFhEEkkEY4KCPp5BDyc643JLpmd7NdKp6Ghuqj1ldoGiwnppTYDvY/cYn+VMg7luA66lUroSy29dov9SVSKHTpFKXTSbWNSCXYpodf+bHFIv/3221FVVYX7778f//jHPwAADMPg/vvvBwCIogie5zF79mzMmTPHjiqJMoARRQR5FsEqb/oDFWNyi/GpyewWGQnCDliWActaTyWRSolIpcgOiPLGqfndyDpIqKO3L2mtJvRgh56QfRf2gQggLKQq2v5s2TwzDINbb70VV1xxBR5//HG8++67OHDgAJLJJOrr6/GZz3wG06dPx6mnnmpHdUSFUQ5J1stBRoLQC8MwOK42AI61HLmDZCqFQz1h2kATZQvN75UDjSWhB9ITZxgo/WqL2zZhnlK7jJba/UNkGCyWSbIOpA1urgviJszIWOp+LWfc5rZWSUh6eeRIBDU1AfzluQ9woDtsurzj64K4+uIxFaXnA9123WJ/xRqHcliDCH2Uw1iS23bpKQc9UcOtY1Lu/QoU2W2bIMyiJ8l6kLf+dswK5SAjQZjhQHcYH3f1lVoMgigZNL9XDjSWhB5IT5xhIPVrZbSCKFvKIcl6OchIEARBGIfm98qBxpLQA+mJMwykfjX05vmJJ56wreLLLrvMtrKI8qUckqyXg4wEQRCEcWh+rxxoLAk9kJ44w0DqV0MtWbBgARjG+umsDMPQ5pkAcCzJ+vpt8jESAQ9X8tMLy0FGgiAIwjg0v1cONJaEHkhPnGEg9asht+2TTjoJJ554ouX/TjjhBKfaQ5QZ5ZBkvRxkJAiCIIxD83vlQGNJ6IH0xBkGUr8aevP80ksvOSUHMYDhRBFzpza7Oi9jOchIEARBGIfm98qBxpLQA+mJMwyUfq0cB3SirCmHRPPlICNBlCssy4BlrYUFpVIi5ZsmTEHze+VAY0nogfTEGQZCv9LmmSAIgigpLMvguNogONZaAohkKoVDPWHaQBMEQRAE4Qi0eSaKhsgwll057CiDIAh3wbIMOJbFX577AAe6w6bKOL4uiKsvHgOWZWjzPECh9YFwCtIt61Aflh80ZvLYunn+5JNP8O6772L//v0Ih8MQVTp47ty5dlZNuJwkw2Dp3zblJFCXDhHgdBqiHWUQBOFeDnSH8XFXX6nFIMoQWh8IpyDdsg71YflBY6aMLZvn7u5u/OhHP8Lq1atVN8wAIIoiGIahzfMAQpQxQABYv60LS1dtwlwdp/DZUQZBEARRedD6QDgF6ZZ1qA/LDxozdSxvnsPhMK699lrs3LkTHo8Ho0ePxqZNm+DxeNDc3IyDBw+is7MTADBo0CCMHDnSstBEeRFJJAsMUGL9ti5EEkkEefVYRzvKIAiCICoPWh8IpyDdsg71YflBY6aO5Zb/+c9/xocffojTTz8dq1evxsqVKwGkN8p//vOf8fzzz+PFF1/EJZdcgt7eXkycOBF/+tOfLAtOlA/hqGDpe7vKIAiCICoPWh8IpyDdsg71YflBY6aO5c3z6tWrwTAMvvOd7+D444+Xvebkk0/G3XffjUsuuQR333033nzzTavVEmVE0K/u4KD1vV1lEARBEJUHrQ+EU5BuWYf6sPygMVPH8uZ5165dAIC2traczwWh8FeJW2+9FaIo0pvnAUbAw6F1VIPsd62jGhDwcEUpgyAIgqg8aH0gnIJ0yzrUh+UHjZk6ljfPsVgMNTU18Hq9mc98Ph/C4cJ0I6eeeiqqq6uxadMmq9USZQQjirh5anOBIUqn9uk5dMCOMgiCIIjKg9YHwilIt6xDfVh+0JipY/m9e319PXp6enI+q6urwyeffIJPPvkEJ5xwQubzZDKJSCSCSCRitVqizOBEEXOnNlvKF2dHGQRBEETlQesD4RSkW9ahPiw/aMyUsfzm+cQTT0Q0GsWnn36a+Wz06NEAgBdeeCHn2pdeegmCIGDw4MFWqyXKEEYUEeRZ1Fd5EeRZUwZoRxkEQRBE5UHrA+EUpFvWoT4sP2jM5LH85vmss87Cu+++i3Xr1uGiiy4CAHz1q1/FP//5T/z6179GLBbDmDFjsHXrVixbtgwMwxTERxMEQRAEQRAEQRCEm7H85vkrX/kKRFHEk08+mfns0ksvxbnnnotIJIJf/epXmDVrFn75y1+ir68PgwcPxty5c61WSxAEQRAEQRAEQRBFw/Kb55aWFmzdujXnM4Zh8Lvf/Q7Lli3DM888g3379qG6uhoTJ07ErbfeiiFDhlitliAIgiAIgiAIgiCKhmOJuvx+P2677TbcdtttTlVBEARBEARBEARBEEXBsts2QRAEQRAEQRAEQVQ6tHkmHENkGISFFA72xREWUhAZxvJ3dtRNEARBEHIYWTtonbGPUvQljV9loTWe5Tje5Siz07ihTyy7bb/99tum7jvnnHMMXd/V1YXXX38dmzdvxnvvvYcPPvgAsVgM5557Lv70pz+p3ptIJPDHP/4RHR0d+Ne//gWPx4PRo0fjG9/4Br7yla+o3rtlyxb87ne/w9tvv40jR47g+OOPxxe/+EXcfPPNqKurM9SGgUSSYbD0b5uwfntX5rNMcnUAS0x8x+k8Il+tbr1lEARBEAMLI2sHrTP2UYq+pPGrLLTGsxzHW03mgYpbxpERRWu1jR49GozBXT/DMNiyZYuhe/7whz/gZz/7WcHnWpvnWCyGb37zm3jnnXfAcRxGjBiBSCSCf/3rXwCAG264Ad/73vdk7/3HP/6B73znO0gkEhg8eDBOOOEE7N69G+FwGA0NDfjrX/+KU0891VA78kkmU+ju7rdUhhV4nkVtbQg9Pf0QhJQtZYoMg8V5yi3ROqoB5zefhMWPbjT83dypzZo55rTq1lOGHTjRrwOFhobqotZXahssJpJeHjkSQU1NAPf85R183NVnuryTG6pw69WftaznklxW5LFbloFqu26xv2KPg5G1wy3rTCVQir4s5fhp6bVb7E+iHOZDrfGcM60FSx7bWFb2qtWm+decDSGWcO2YOEEx7Fav/dniti2KoqH/Uinjg11VVYXPfe5zuOmmm7B48WLcfPPNuu6766678M477+CUU07B3//+d3R0dOCFF17A0qVL4fV6cf/99+Oll14quG///v34r//6LyQSCdx8881Ys2YNVq1ahTVr1mDixIno6urCrbfeCou/PZQNRtwkIomkrHIDwPptXair8Zv6LpJIasqpVbeeMkqFG1xRCIIgBiJG1o5yXmfcRin6ksavPFF6RtIaz3BMKLvx1mrT4b6YI/W6+TnUTXZr2W07P01VPn19fdi4cSN++9vfYseOHVi8eDHOPvtsw/VMnz4d06dPz/y9f/9+zXsOHjyIhx9+GADwk5/8BMOGDct8d+GFF2LWrFlYunQpFi9ejC996Us59z7wwAOIRCI455xz8O1vfzvzeXV1NX71q1/hwgsvxObNm/HPf/6z4N5Kw6ibRDgqqJYXTyj/eKL2XTgqIFjlVS1bq249ZZQCt7iiEARBDESMrB3lus64kf4S9CWNX/mh9oykOZ6R8htvrTb1RxIIeXy21un251A32a3jB4ZVVVXh/PPPx4oVK9Da2orZs2fj3//+t9PVAgBeeuklJBIJDB06FBMmTCj4/qqrrgIAvP/++xk3bonnn38eADBjxoyC+wYNGoSLL74YAPDss8/aLbarEGWMCUj/yrN01SbZX6WCfvXfZLweZbVT+06rXD3X6Cmj2JjpY4IgCMI+jKwdWtfGXfbGxq2IDIOEhtupE2t2OT4nDGS0npGCfo/q/cFA+Y23lkyhgHqbjVIOz6FustuinbbNMAzmz5+P3t5eLF26tCh1btiwAQDw2c9+Vvb7IUOG4JRTTsm5FgD27duXebOtdLCZ9PZ848bC+NxKQttNIlXg4hHwcGgd1SB7T+uoBnQfiZr6LuDhNOXVqltPGcXGTa4oBEEQAxEja4fatS1NDdj04UHH5m03u1UaJZJIYtOHB9HSVNw12+nnhEoaIzeg9YzEc4zqeAZ9vOnxLtVYaunooCp73zrb+RzqVJ+56fm+qD+3DBs2DFVVVXjjjTeKUt+ePXsAAKeddpriNaeddho++ugj7N69u+A+j8eDE044QfY+6aCwf//730gkEvB47P0VyC1ouUns7wnjx8vXZv5uHdWAOVObcfPUZixdtQnrt8mfqN06qsH4dzrcRhhRxOypzVjy2CZs3HGsjJamBsx24aEQgLtcUQiCIAYijCiqr1tZawcjirhxypn47ePvFawz7ROH4a6H1uHs0cfbPm+73a3SKOGogI41OzH/mqMvI/L68sbLznRkzTYy1kaptDFyA1rPSL3huOp4sqmUqfEu5Viq6ui0ZlQHveiJJWyrz67nUCf7zEm7NUpRN8+JRALRaBSxmDOB7vkcPnwYQNrNWgnpuyNHjmQ+O3ToUOY7pZPEjzvuOABAKpVCX18famtrTcvJ86VLt81xbM7/89Fyh8nvnfXburBk1SbcMr0Ft0xvQX8siXA0gaDfg5CPA3f0BnPfaf96lRSB5Y+/h1GNtZjSNgzxRApeD4utnT1Y3rEZ37rszEw9esqS5AgFPAh6Od33avVrNpouR35PSXVkIDBQ+lfSR5ZNKzLDMIazJWQj3atHz/XIZUUeu2WxWg6hHzn7K9Y4ZM/zVUEP5k5vQUTH+hOJJWXXmbseWodoPGn7vJ0UgaWPFp4YLLlV3jK9Rff65BaCfg+i8STuemgd2tuGF/RlKiWC9znzNomH8rNGUmRMrf26xsiF84uanrpBXq1npIDPAx/HqD47yo13wMchGk+m44fzxtkN9qako17e/JgoPdfa8RxajD5Ts1s9ewS7KOrmefXq1RAEQfFtrt1Im3S1t8Jeb/qXlGj0mLuwkfuyrzcDyzKorQ2Zvt8uamoCsp/z4XjBm2CJlqYGbO3sKfh8/bYuRIUUTjm+GvUqdZr9To2PDvRi7Zb9WLtF/kC56y4di1OO1z6KvutQBPc+ur7g1615M1rRcJx8X8mh1K/ZqPVx66gG1A3yozpIb56dwi02WEyqqtKn2nMcC543/3AqLd569FxveWblsVsWu8oh1NGyPyfHQW2ebzyxRvVePhzHjn/3YOXq7QXfOTFvf3SgV9WtUlpzy4nstS+/H1tHNeCyzw93fO3Lf9awsvbrGaP6urSuu2V+0bv+lVJeI89IWs+O0vddhyK4d6XyOLvJ3pTaZHRM1HS7bpDH8nNoMfvM7B7BLhzfPMfjcXzyySd4/vnncd9994FhGLS1tTldLQDA50vHBCQSyq4N8XgcAOD3H0uRZOS+7OvNkEqJOHIkbPp+q3Aci5qaAI4ciSCZlD+4Q9ZNYmQDLr0g7Z4mR29/HAe7+02/uZUw+va3tz+u/OXR73t61HP6JkXgXoVfz+5duV7Xr2d6+jUbNfccIZaw1T3H7RR7I1tqGywmkl729UVRVeVHMpmCIJiPzZR0W6+ea8llRR67ZbFaTrniFvtzehzsmOetzttG1jc71jY34oa1TxoHAFjesdm0TugZoyNHIqp67Rb7k3DLfGinnuix/VLZm545wcyY6Gmz1T6uhDlKr/1Z3jyPGTNG97WiKGLIkCGYM2eO1Wp1UVOT/uVYct+WQ/pOuhY45sp9+PBhiKIo60YouXazLIuqqipLcrohyXn6oVVeDg7A3KnN6I8nsberH14Pi+OqffjB0tcRjcs/6Ab8Hvwmz1CNxj2YiZ3QcxqfVn+HhZTqr2f9MQFBne54av2ajdTHkUQyHVvi5xHwcGBSIoQUxUk5jRtssJikjuqUKIqWctXbnefeijzSfXptTgu7yiG0Uetnp8bBjnneyrxtdH2zY21zI6Ve+7LHYeHM8ZZ0Qs8YSZsdN80veuQotbx26oku2y+BvRmdE4yMid75zkofV+ocJYflIAbpYUfrP5/Ph/b2dqxcuRJDhgyxQ3ZNhg4dCgDo7OxUvEZKUSVdm/3vRCKBffv2yd4npds65ZRTKvawsGwYUUQ0JuDnK97GouVr8dbmTzCqsU722tZRDdjW2W3pyHuzx+bbcRqfnoMTnIARRQR5FvVVXgR51pWHmxFENtVBD1IpETU1AdTWhkz/5xYXRmLgYNc8b2beNrO+uemkWbsp1dqXPw7xhMYP6xo6Uclj5Abs0hM9tl/ssXQ6VZTe+c5KH/u9vOLJ+S1NDfB73ZcSzCyWW7JixQrV7zmOw6BBgzB06FDwfHE77qyzzsKqVavw7rvvyn6/f/9+fPTRR5lrJU466SQcf/zxOHDgANatW4f29vaCe9etW1dwX6WT/auS0gmZraMa8K3Lm/HtX78sW4Z05L3WL/p6js2XK8OO0/jclEuOINyM38eDZRn89fmt2P+peXesUUPrcMnnTrd0eBlBGKGU87yZ9c1NJ81WCvnj4PWoP5do6YS+MaI5rtTosf1i25vZZ169FGO+iyUEtE8cBqDw5Pz2icMQSwgIuOigPCtY7q1zzz3XDjkc4cILL8SPf/xj7NmzB2+99RYmTJiQ8/3DDz8MADjjjDPQ2NiY891FF12EP/3pT1i5cmXB5vnw4cN47rnnAAAXX3yxgy1wF9Ivceu3dRWckCkCGFIbRMDDorsvpujODeg78t7KsfmcKMq7nuic7LLbmU/mF0d6UCGIDAe6w/i4q8/0/Q219OaZKC6lnOfNrm9W1zYil/xx2NrZg5amhpwHfwm9OkFj5H702n4xx9LplKXFmO/6I4Liyfl3PbQOi248D4EKSbtaGT8BKFBfX48rr7wSAHD77bdj165dme9eeuklPPDAAwAgG4M9c+ZM+P1+vP322/i///s/JJPpzWBvby+++93vore3F2eccQa+9KUvFaEl7kD6JU5yZYnGk1i5ejueem0XTju+CkGeASOKCPis/8Jl9VcyK64n+e2UoF/4CYIgKoNSzvNW1jcK77GP/H7uWLMT7ROHFbieGtUJGiN3Y8T2izWWTr8ZLsZ8F/TzmX3BouVrM2GeK1dvP5q+r3K8NsumJfv27cNll12W+Vs67frdd9/F+PHjM5/PmjULN9xwQ+bv+fPn4/3338f69etx6aWXoqmpCeFwOBPrfP3112PSpEkF9Z144on4xS9+ge9+97tYunQpHnnkEZxwwgnYvXs3wuEw6uvrcc899ww4N0M9v8SZ+YVLZJicMv1evqRvf8v11+P8fiwHmQmCIIqNyDCIC0nMnDwOqUvTZ3oUa84k7yZ3kD8O2R51/z97Zx5fRXX3/8/MnbuHJUCgUjUYDAGMiVgQN6hb3QoBQbA/C2oFcQGp1qW2j/WxdNFH7KOtLHXBp1VaLVIr0Vq11FrUKoJiEIWAIFELQiBhSe46d+b3x2Uuc+fOemfumu/79eKlubOdOXPO+X7POd9l2vm18HBsSh+Jxnl0h0muljJy/Sjo5zB3aiMiMb4o9KV8jAm50mulegWYHjOuOTp53rBhA1pbW3Hw4EHdNE8AMG/ePEv3TiQSqQjXcnieT/tdnq8ZSKageuqpp/C73/0OL774Inbu3Am3243TTjsNM2bMwEUXXaT5zIsvvhjHHXccHn30Uaxfvx5bt27FwIEDMWXKFNx0003o37+/pXcoF6SVuJQJiaIzWPUVUYswOPakQbhxSgOWFtC/y+g9i41sopMTBEH0NPTGynzJFvJfLjxq3yESS2DbF5341pjj4BJFJBgGi1fayxxCFB69Pp/yJS7g98zXmOC0XiuvV5/HhTtmjIYgZMZCKrdxjREdyDXy73//Gz/5yU+wa9cu09ds3rzZ7mPLgkRCQEdH4fKecRyLysogOju7HQ8hb2YXVGQYLFKJMAgkJ9DXTTq5aFYGrZDLelVDrx5H1VVhXgkNXFVVvfL6vEL3wXwitUsp1+jDf3zflq/yKcOq8N1LRuLXz3yAL/ceLuh9vl5VgVuu/IbtPpfvvltsFEv/y9V3KKaxkiyFigOt75CLtmLUroul/0mUw3hYTH3eCDNjQrF8E7V69XlcaBo/FA0nDkhZbpTSuGa2/9need64cSOuv/761E7zsccei4EDB8LlopD8PR0zK1x6EQbXfrwHMy8ZUVK7v4Ui15EaCYIgyoFiGitLzbqpXNH6DsXUVojsKaXvWEpjglq9Sj7PK1ZvxaLbz0nWaxG/Q7bYnjwvWbIE8XgcNTU1ePjhhzFs2DAnykX0EHIdYbCnQPXYc2BZBiybXawF15E0EdleTxClDo2VhFmorZQH9B1zQ0+uV9uT5w0bNoBhGDzwwAM0cSYsQzmVnYHqsWfAsgz6VgbgYu2tkldU+BwqEUGUFjRWEmahtlIe0HfMDT25Xm2/WSQSgc/nQ319vRPlIXoYFHXUGageewYsy8DFsvjjK5uxtyNk+XqGYeBysTjx2D64+MwTely2AIKgsZIwC7WV8oC+Y27oyfVq28h/8ODBcCDmGFFkiAyDEC9gX1cMIV6AqKFkmz1Pi56WU9lufWndM8InMGfSyT2mHns6eztC+E97V1b/du3rRsehiPFDCKIMYQBcf5m6zLnhsgbQclJhyIVstPvsnqaf2KWQ31CvPB1dUc0+X+7fMZffJF/9o9jaFeDAzvOFF16Ixx57DOvWrcOYMWOcKBNRYMymPHIqNVKp5lS2Si5SSSnTBDSNH4qp59aWZJRDgiCIXCKNl5t3duCyc0/EVZeMRMehCBgG2NLWie//7xsYcUI/SkOUZwqZZtHo2T1FP7FLsaXKVJbH53Fh9qR6XDuxHuFIvEd8x3x8k1z3j2JrVxK2d57nzJmD4447DgsWLEBnZ6cTZSIKiKjSUIFkRMIlz29EiBcR4gUILKt7nsgwllaLpAiDAyo88Hk4dMcS2HMoiu548llmy15sq1MSRvWaTVmV95SiHN7923/jmb+3lr1gIAiC0EMuE2IiUuNlJJZAIiHid3/9BD97ci0WLFuLFau3IhJL2BqTtZ5dbPIoX5ipg2xko1N1a/bZcv3E73YhHE/06O+qxGw95qtPqJUnEktg0XMtePLFTQj43JbuVYr9ONtvIrAswglr7yvvHwGOdXTHuZjalRzbO8+ffPIJvv/972PBggWYMGECpk+fjsbGRgSDQd3raJe6ODEK6b/37BAWLFuLn99wpu55obiAJ5s3WV4t4hkGi59rSUuw3lhbhbmXN4DTua5YV6ckcpEqoZTSLxAEQeQTpUy4Z9bYtPFyeHUlVqzeqnqt3fGz2OVRPjBbB1blmJN1W8hnlxNm6tHrduWt7szqsUbPL+Xvne03aaytQtO4Gixcvh6RWKKg71ts7UqObc165syZuP3223Ho0CF0dHTgt7/9LW688UZcddVVmv+uvvpqJ8pO5ACj0POxeDIhe1cornve3s6Q4e61cnVIYFksXrkxbeIMAC3b2rF45UbNHWgzq1OFXj00E9K/GO5JEARR6qjJBEl2af2tRD5+WpEfubAyKjWs1IEVOeZ03Tr5bIFlS3KH0gnM1GM++4RZPdbIuqGU+3G236RlWzua39yBpvFDAeTnfbXG12JrV3IciSNuNWAYBRgrXoxCy3vcbNp/tdBqsnqrfqEonzFxlmjZ1o5QlEeFynONVqey3QXPFpFhcCiSwN62Dvi9HHxH/I/1yCakf09OE0AQBKGFmkxQyiwjGSaNn1Z3n8JxocdbBFnZ0bUix5y2tnLy2V91hHD3b/+d+q1UdiidwKgefV4ur33CrB6rfL7IMCnf3XyX2WnsfJOWbe2YNL4m9bfd95XXq9InWm98LbZ2Jce2dr1lyxYnykEUCXqh5xtrq7ClLenXvqWtE421VaqT3VF1R89TQ7nqN+9IVL7usP5udneYR4U7M+G60eqU3i74PAcjAgI6A8HURsdD+vfkNAEEQRBaqMkEpcwykmF+twsioLuzoZQfCYbBns5uw7IFKjLlWDlhZsdIqgMrcszKfc3g5LOV1ni50jGKEaN6ZA12AJ3uE2b1WPnzvb28aX39rqv0XUuLvR/b/SZKy5xs31dvcsxCf3yda6A357tdySneZROiIGiFnpf8IJrXbAcANK/ZjqZxNZrpPqTz1FBb9QOAoF8/iEPQr77WY7Q6pbcLLj3bCfTMfJ5Y9RFudDikP6XRIAiCyERNJkgyq7G2SvVvCfn4aWanU0Ia/40MBXuCRZCVHV0rcswo0JOVQFDWn21+N1PCaR2jWDGqRxH6uojP62yfMKvHSgR87gzdzaxlSrFi2LYZ/W+ifP9s3tfI9N3ISica5229Qy6/UXF/faIgKEPPx3gBGz/dlwogACQjF762difmTm1EJManm2MAGHFCP0urfoEKD/xeTnMnoLG2Cn4vBwiZfmpGK2x6u+BOrkzpKVprP96Dqy4d4XhIf0qjQRAEkY6aTIjEEli4fD1mNdXjuxfVoeNQFC6WwcRxNZh+QS3crsz0flZ2OqXxv/b4SsMd7XK3CLJqFWVWjnEuRldH4FzWfRzNPtvqbqZEse9QOoVePTLQ/25GO4hOlEdNjwWS7ZFzMRm6mxnLlGLvx3rfxMeZb8/Zvq/R4mP3BcbWpv4KNqt3yPU3op1nQhV56PlBlX5s+6IzY8CZ3VQPVhAyQ9RbXvVLruEc6o7gxqkNGTsBjbVVuGlqAw51RzTLqrU6ZbQL7uTKlJGi1R3mcxLSP1dpAgiCIEoRLZkw4oR++HpVBe557B3c/9Q63PvEu/jr2zswsK9fdfy0soMqjf9mdrTLnWysoszIscOhmGrdSrrF4VAs6/IaPVvvndT0Goli36F0Eq16ZBhR97sZ7SA6UR4tPfamKQ2q7aZc+rHmNzGpp9t5XyOd2Od16R6X+o7Vd8jHN3K0V3/11Vf44IMPsGfPHoRCId3AYPPmzXPy0UQOyWZ308qqn7Q65HVz+O/H/o07rxoDt+skdIfjCPrdiCcE3PPYv/GTa8daLyO0d8GdXpmiAF4EQRDFgZ5MeHD+OFOyzMoOqjS+SzvcTeOHYtL4GsTiAjxuFoMHBHtE8CiJXFhF+b0cfvLoOxl1u6WtEwuXr8eD88c5+AaZqL2Tz8Ph8VUfpek1EqWyQ5lrfJwLr63dibrqyozv9tranZjTVJ/zOtJrj34Vs3F5P57VdBIi0fKz7NNqz9E4jwVzzrD9vkY6r9eBuD2Fsr50RJvv6OjAvffei9WrVxtG0hZFEQzD0OQ5C/Qi1uUaaeUnZX6k8Vy1MgY4FgmG0Vz1k97B73ZhcFUFbnt4TcZ9zXQkrTLeNKUBS57fmNZBc7EyRQG8CIIg8oMZeaglE8zIMul6s/JDPv5HYom0HNKj6qowb0pDjxv/zeoNZvG7XRhxQj/V/Nz5krHSO/l7eRGOJ9B5OILvTaxHjBdyrmOUKowoYnZTPZY8vzGjX+SyjrT0UWV71NLdIrEEtn3RiYvGHHc000uZfc+MPioI8LtY+DX6rJV5iJFO7GEZR/Rzp8cZM9iePIdCIVx11VXYvn073G43hg8fjo0bN8LtdqOhoQH79u1DW1sbAKBPnz4YNmyY7UL3REohWbtRGY1Wh6woKlbI18pUrspPEARBHCWf8tCs/KDxP/cUSx0r25/P48LsSfW4dmI9wpF42e1QOkG+dwitjBHF0q6KHavjrlG9QhThAkoybo/tyfMf/vAHfPrpp6ipqcHvfvc7DBw4EMOHD0efPn3whz/8AQDwn//8Bw8++CBeffVVjBs3DnPmzLFd8J6EUcS6YkiFYLaMRqtDuRpg87UydbT8AiIxHj4PB7+b/JAJgiCcoBDy0Kz8oACOuafQdazW/iKxBBY915KyMJBivxDp5EsPy2aMKHS7KnayHXfNbpzle+fYLrYDhq1evRoMw+AHP/gBBg4cqHrO17/+dTz00EO45JJL8NBDD+Gdd96x+9gehZV0GflAZBiEeAH7umII8ULKjMOpMpZ6ACxGFNHb50JddT/09jkz+KrVOUEQRE+j2OShErvyi8Z6Y+zUsd36Lfb2V86Y/XbZfqNS1z1ziZ1273S9FsMYaXvneceOHQCA8ePHp/3O85lR1m655Rb89a9/xdNPP40zzjjD7qN7DFbSZeQaLbON73yrTve6npKuIReUgsl+OcOyDFjW/uAsCCIEgb4XQdihmOSh09BYn1ucqN9ybn/FjJVvR9/IeYqlTotljLS98xyNRtG7d294PEcrzev1IhQKZZx73HHHoVevXti4caPdx/YoChHFWW1lR89sI85n5l/WK6PAsuiKC9hzKIruuACBVW+KynIILItwQvpbREwE9ndbW32S7rm/O4aYCIR40dQKViFWu4xMZWhXIrewLIO+lQFUVgZt/+tbGXBkEk4QPYX9h8I4EObT5ESu5KF8fO+OCwjxIsIJATgi+7TlkDOygMZ6fVTlr+y3cCL5XbRktJX6FRkG4USyDXTFj7QJPvm3WmRmOeWcVcNIBzLS67LVoaz2DSfHCKtlzreeKFroA1bvJ4113bwAj8dcWqlcUkxjpO23HTBgADo705PD9+vXD1999RW++uorfO1rX0v9nkgkEA6HEQ6H7T62R5GrKM4iw+BQJIG9bR3wezn4jphTaK3sXDuxXtNsY+On+zBqWJXq8WQSehYiw4ARRfAMg8XPtaQln2+srcLcyxvAyd5DrRxSDjop5ZX0908efQcjTuhnuPok3XPzzg7cMWM0lr/SmlYOrRUsrTqZM+lkCKIAH5cb3xgzpjIBjtK15wqWZeBiWfzxlc3Y25G5IGiWgf0CuPLiEWBZhnafCcIEkYSIxX/akCEn5k1rzFoeakWK1ZI1k8bXIODl8KfVW3XlkBM7H8ZjvYAA1zMn0Fryd9p5w7Bg2bsAgDtmjEbzmzs05blZWZpgGDyxahMuPH1Ixv0aa6tw9bdH4JTaKny4Tbv9iUDZ+c5GE6Lujp+RXmdnx9CqHpStziwfH4J+Dm7OhaUWypzNO9rJoiP/Jj6Py7APGKGnc3/6nwNorK1Ku7f8GfmIdJ+tPpyLTEW2J8/HHHMMdu/ejf3796N///4AgOHDh+Orr77C3//+d8ycOTN17uuvvw6e5zFo0CC7j+1R5CISoGYnn9qIJStbVFd29p6lPXloXrMdC+ePxxOrNmUMnhPOqsEtD/0rObmd2pgxwAJAy7Z2LF65ETdPawQrCJorTNJ1TeOHYsXqrRl/6wUukN9z+gXDMgYZ6T2V99Bb7frtXz5CXXUltn3RmROzkWIxlenp7O0I4T/tXYUuBkH0CASW1ZQTj/3lI9w4pQFLLcpDqzKvZVs7GAY4q2GwoRxyIliZ0Vi/pzOE4wdW9DjzbT35KwjJbwDAUJ6bkaX+Xl4s+fNG1B5fqXq/lm3teOZVFjMvHQHxZahOUkQAi4vArNRJDodiujt+c03odVp6pZl+Y1UPykZnVo4P0y8Yhta2TlM6IpBdQC07CwrKb9I0fqhpnVYNI537pJp+aBpXk/abvLz5WBzKRh/OlZm37cnzKaecgg8++ADr16/HRRddBAC49NJL8c9//hP/+7//i2g0ihEjRmDLli1YunQpGIbJ8I8mjHEyEqBeJ9/TEdJc2dGziIjEEth/IIy66srkar3PjVAkji1tnanV+Q2t7QhHedWVKyDZIUNRHhVuVneFqWVbOyaNr1H9W2/1SX7P4dWVqrki1e5hpixGE/dsKYTJPkEQRCEJ6ciJdZv34Kpvj7AkD7OVeR9ubU8pjEqUcsiuJZDRWM4AaTImF7spxYhZXcBQnpuQpeG4gA1b2zFxXI3m/dZt3oNvn3UC6qorMavpJESisvoH8IjBBKoUOdgV1d3x0+uvkl5nx4LOrB6k3DmeO7URkRhv2EfUxgcrOiJgfVfUbtYA5TcxLq++5YqZfvbA0+vRNH4oJo2vQdDnRtCfn3FH+q4+A5cJ5fFcZmawrXlfeOGFWLZsGVatWpWaPE+YMAHPPfcc3nvvPfzqV79KnSuKIgYMGIB58+bZfWyPxKlw7nqdpCsU17xuS1unpml2Y20VPtnZkeq8v7zxLCxYtjbjvO6w9v2Tx3lUuD2GK0yxuKD5t9ZurPyeyuvVzpXuYbYsuTCjzpXJPkEQRLFiKCdCPIK9WdPyMFuZB+jLCuUxO5ZAemN9Y20VtrR1pmSM1+0qiqA5+cCqLqB1j/69vLqy1Ovh8Pmew6buGYklsGL1VowePhADZO0vxAuGEyi3q/QWvI31NmO9Tg+jfmNGD0oAmn0ipZNp9A218cGKjij9beV8uy55yjo3Km93OI5AL+06NtPPpHYPAPffdHayfDkeb+Q7xw/OH69pOt5YWwVWscOXS7dH21p+Y2MjtmzZgiVLlqR+YxgGjz32GK6//noce+yxcLlc6Nu3L5qamrBixQoy2y4wep3E49ZuEs1rtmP2pHo01lal/S75RDSv2Z76za+xUhj0u3XLFvQnrzNaaVSWU/631rXy3/XeU3mulbIYDUBWkcyPRtWl1/mouirMmXwyInyixweSIQiivDCSEwE/ZykwT7Yyz+i48pgdSyCtsV4pX0MRvmiC5uQDM/LXjDzXk6U3TWnAEy98BKnmzLYJn5dLa39mJlCliLHeZk6v08LQ6sLg2zHInDgDmX1Ca8xQ+y5WdEQz76A8bretKOvcqLw+r72AXxljncE3dQLlznFXKIamcTWacxCGOepqGeIFHDZYGLXTH3P29j6fD7feeituvfXWXD2ix+GUmZZeJ9nS1qm5wldX3Q9vb9yFuupKXPPtkeg4FAHDIM00G0g25P0HI6r3jycE3ZUjn4dDKM7D5+EMV+HV/tbbjZWvXm5p6zQd/MDMjoBELsyolSb7MV7Axk/34daH/uVYsBqCIIhiIeDldOWE38thkcKHUm0clGSmVydSrJ7MO2WYtixTjv1OWAK5RBHXTz4Zu/Z1IxYX4HGzGfLV5+V6VBBJs7qAGXmu5f4W4RNY+8keVA/uk7qnXvuTjr/Vsiu1EycFVdWjVN2s+lTo79ob9deAV/sbmu03eq6LZnb89aw11L6LFR0RsG4laNclT/lNjNqs160/ebai50rfFIKx1YcdlDvHn+zswGf/OZhyD5WPka+t3Yk5TfVpFgj3zBqre387/bF8RtgyJ8EwWPTnjZj34Bu4c9FbmPfgG1j0/EYkslhlljqJGm27D+JGndXv5//5KVas3oqfPvEOjhkQxKo1O7Bi9da0ifPcyxvw+rrPVe/f/K/tmHt5g+rK0U1TG/CTR9/GvAffwOOrPtIth7QKL//bKHCBfPWyec121RUstXuY3RFIDZA5gBFF+N0uPPNaK+7+7b/T6rxcdxwIguiZsIKgKSfmXt6A37/0seEuk1xmvr1xd8a9JIxk3nEDK0yN/U4FzXGzDF58awfuf2odFixbmzbWj6rLNE1UUqq7m2okGAaPv/ARZlw8IlNWD6vCFRcMQ/Oa7ZbleYBjMaDCg8CRDCOSWbF0n8/+c1B3h0s6Lre229Dajta2Dk3dKpf6Qa7pFfDo7vwa9VdWEPR3jk32G7VvB5jbxdXbmZYWaORYaVNS2ay8o54ebqatKL+JVnkba5P9xGOQJtOsniv/prlG+V2b12zHxWcMQWtbJxYsW5saI7d90YnZTfUZFgjSgoIadvsjI4q53a7ieR5bt24Fy7Koq6sDQwp+GomEgI6Obt1zxCNKgFYaqOsnnww3y1gS3AmG0YxE6JIFI+mO8PBwLnz65QEsa96UNkmecs6JOGZAAJFYAqEwj4CfQ8DLIcrz+GpfWDXNQ9O4GhxT5YfHxSEU5dEdTgZ2iCcEPPDUOuzpOJrGbOxJg3DdpJPTAj74PByi8eR1AZ8bnIvB4VAMfq/5nXjp3cJRHr0CXsQTiSP3S5Zfa1CQ7/xLu7/Na7ar7v5yHIvKyiA6O7vBG+TANkuIFzDvwTc0jy+6/Zyy2HGoquqV1+fp9UHpOz78x/dtRdv+elUFbrnyG7bbg93yMAwDjnOhvqYfrrx4BH79zAf4cu/hrMtzyrAqfPeSkUVxH6fr2Mm+W0oUS//jOBaCi8WhrliafInxPG564A3N+/3mtnMQ8HJYLNuZNpPGRT6++7wcWIYBw4jwc5mph9LlkPNBc/Tkc4xPYO5C7fcvFzkg13v6Vnhwz+zTEYrw6ArF4XGz2PblAQzs68eJx1UiHIkj6OfgdXOmAkQpkctWn8eFpvFDMXJIP1QEPHC5GMTjCfi9HBiGgQgRb364KyX75fg8Ljz8g3Pw6F+0dSuj8aVY+h8g6TwCIrFkfXo4F8JH9DapP8r1JYFlEYryaf1VfjxXQe6MdKPf3HYO5v9K+/jiO87Fwa4Y/iTL4AIAY0YMwsxLR4BlGIQicVNltvKORnq49v3Tv0mqzfvdONwdRTiaSO3KdhyK4JQTB4A1Wc/y8vMJAV4vBxfLIBTm4fdx2H8wgjfe/xzfu3RkWkaafH1XqX8Or67MCFqmPD+b9F1m+59tG5IdO3bg5ZdfxrHHHovJkyenHVu7di1uu+027N+/H0AyrdWDDz6IU0891e5jexRGTu+79nXjxbd2WDLddYki5k5tTA50ER5BHwe/bKCTVvj8vbx4rHkTqo/pgztnjk4zk3jprR044et90tI0iaIIUWDwyjs7VU0rXnlnJ67+9kiwjIAKNwuW4TQHvbUf78HMS0akB4URBPhdLPyywAv9g9YCqEnv5nV7LQVdkQdsExkGfU8ZjNHDB+Yt0imlrSp9XC57Sq3d6wmilOjf2w82kZQVAABBQFdIfxzc1d6NioA7bVyPxBJYuFw/UmxGQM7kr4AoggH05ZBDY798Yff6ySeDT4gZSruP6xlBJKXI1wBwoCuGHy95O6U0x+ICxo78GoJ+N1yCgKDsu2QTVFVusioPigQkF/3HnTIYjScOgEsUsa8rrhnVOBJL4HB31LHMKIVEL+evVn5zVkj21Qr30e8hx6mgt0qMTKaNrDW6QnEsWPZuanyQ66x3PvImHpw/Li0wnFOYyaKTttkT9OJRg6Bo/j7+tPtVD6yw1PakbwSftm4OAN/5Vl0qL3qugheqfVepf46qqzoaLVvDAkE57ge8blQEiiTP86pVq/DYY4/h5ptvTvv94MGDmD9/Pg4ePJj6bdeuXbj++uvx8ssvo6pKfSudyMRMFDyrodcTDJORd0+twTOiiNlN9Vjy/MYMgSIfRJc8vzGVL/PKi+pw8RlD0PzmDtVr5ONYoSaEdkPY50oI6EFpq0qXXgE3BEFE797+QheFIEqagE8/OJHHzapG0JZPih6Yl59IsVYwVEJlk3yrOWxLjQTDYE9n+m6oclJ711Vj8OranY6kh9SqU7meM+KEfpin4R8rx+/lCqIfOIlRzl8n85s7gVGfiPEJnauTwbSU7UuOWT00m4mkXluR389s3mmn2p6VvOi5SAUFWB/r1Pqm/LumrHIcaKu2te13330XAFJpqiRWrlyJgwcPYvDgwfjFL34Br9eLe++9F9u2bcPTTz+NH/zgB3Yf3WMwGwXPbLAQqxNHaXWsO5bArvZu1SAm8nyZMy8dobvzPKvpJNPvpjyebnLtSVuZN2tKJzIMumPWQ9gXOq+mmYAUSvPCUlzxLkd8Xg4sy+CZV7dgz359Nw096ob0wyVnnkDuL0SPhXMxhsGchldX6t7DaAKeb7KVyeU41kt1MVEjv7aEx81iQ2s7umMJXXcrsxgFa5P0AiM5DCQj/Zby9zCbWxtwNkidHR1LrU9IOqEoMvppygx8X81sTDidU1h5P6t5p+X3yaZOjd7Z63GZ1qOd/q5a1+cztavtyfOePXsAAMcdd1za7//4xz/AMAxuu+02nHHGGQCAe++9F1deeSXeeustmjxbwEoUPOUKmVqjzSb3GSOKiER53P/UOs1ySqv9+w5EdHeeD4diKVNrK41dWoXbvLMDd8wYjeWvtKr6VGuZFMnvcdHpQzTfA8isx1yappjFaBVOBLC4h+T+LFX2doRs+U5XVdLONdGzOXwkXQkAzfEf44caTLA7Uma4+UJPgTSSyaG4gCCXvmBW6rubWkh1UXt8peEiCZA00//bOztx0+UNONwdhc+T/ULCoe4YFixbq3k8FOER4FjNXeoJZ9Xg9t+sKfksGFZzazthIeiEjiXvEwmGScU96Fvhwc9vPAuPv7ApY8y4cUoDuCPPMqOHavVjp3MKK+9nNu+0WTNvozo1mne8vXE3agb3MSyTV2V32s53BaA51uXTKsf25LmjowO9e/eGx3O048TjcXz00UdwuVw499xzU7+feuqp4DgObW1tdh/bozBjUiQhXy3SGoy+86063edpDYRmd8A5F4MHnl6v6j+ycPl6PDh/nOG7KRu7qDBfUQYAAIxNiuT3MFrVlr+r0yuKdtBchQPwSJGUkSAIIlf4vRx+8ug7aBo/FNdMGIk9+0MZu4TNa7bjjhmjwTJIGxNPGVaFiWenm+HmY1w0mhgYTVb2doYwxKLvYqki1YXWN1TqPR43i5Zt7ViyMrlb/fMn38p64mrWEk4rfaTSGq9UZa/lnL82XcZyvWt74elD8PuXPlG1hlzWvAnXN9Wb0kP1+rHTLojK+5nJO52NmbcWZuYdd84cbVAmd95153xZ5diePLMsi1AolPbb5s2bEY/HUV9fj0AgkHasoqIC3d3Zmy32VI42CAF7OkNgkJlfWb5CpjcYTT23VvdZWgOh0S6xtBK8pa0TddX9VE1M1EwnzDR2+SqcnvmKnkmR/B5Wcvg5vaJoF7VVODN5DsshAitBED0bv9uFEScclS9qCmIklsAr7+zEt8+uwcRxR5Xlvr28+PGSt9PMcHM9LpqZGBhNPhig6MbwXLkxSXUhBfu5fcZoTD2vNhVlW673yHegW7a145oJIwFkr5wb6Tici8W+rljqfaXASndqBFYqVdlrxdrRCXPYXO/aSjrjus17VM+XAtPq6aFG/XiWwzm+lecb6aycy+WImbccuW7eHebRHYmn9T/jMjFlq5fanjwPGjQIn3/+ObZv346hQ4cCAN544w0AyIiqLYoiurq60K9fP7uP7ZEkJ00Mjh9YYbhCpjcYbfx0X1Z+AXq7xDdOacDjL2wCcHTFGIBqeHg1YWZkliFfhTMyX9EyKZLfw0oZSyHKdSmUkSAIwi5yOaQ1jjfWVuHiM4akLS4DySBT8r/zMS6amRiYmaxU+N1FM4bnK8JuJJbAg8vX444Zo/G3d3Zqm+kfISyTg9ko53o6zrTzhuGWh/6VtlmRix3HYsCstaNT5rC53rU1a/Ksp4ca9WNusr5ftdUFBuWYoDfWTTirBl/t787KzNsIqU5CDDJcGoz06ANdUUfKYIV8uVjanjyfdtppaGtrw/3334/7778fe/fuxbPPPguGYfDNb34z7dwdO3aA53kMHDjQ7mN7NGZ2avUGo+Y12/HQLd/EY6s+suwXoPXszu4oLj5jCGK8gJZt7anw8NPOrwXLMAj6OVQciUKZDfJVOCPzlUyTInfGPZQh7GNxAYOrggh6MlfPSyHKdSmUkSAIwgnkcigc5XHjlGRap+5IHN3heIZVloTT5qZmMDUx4Fhcf1kDlv55o+YEcfwpg3NdVFPk2o1JOXGTZPXsSfWYPakeu9q74OYyg5YCgF/xPbNRzjN1HDe2tHVgwbJ3056Vqx3HYkFu7RiJ8fB5OPg8LkTjPBbMOSMn1gbZHjc634zJsxFG/fhwKOaov61RP4hEeUTjiZS7wC3fSd+sdOKdjc6X69Gzmk5CJJo+H/F786uX5tPF0nbJv/e972HVqlV46623cPbZZwNI7jCPGDECZ511Vtq5b775JgCgoaHB7mN7PEY7tXqNMhJLQBCFjIHR72ZNJT1Xe7bPw+Hu5e9k+Dlv/HQfmtdsx4Pzx9lqtPJVOD1TEaVJUWNt0nREeQ+pHiSzlrSccTrPVqK2oigyDA5FEtjb1gG/l4PX7TIVBdwO+YwySBAEUWhScohLyiEPx8Dfy4tn/96aN3NTM5idGHgYYNwpg1XjhIw4oZ+qnFGLfRHKoa9ftpkqrKK1SA+Gwcv/3qkp+/cfjKT9lq1yLtdxQryARc+1qJ6Xix3HYoIRRfT2uVB9TG90dnaD53OT39xp/UV5PytuelqYSVFmJW9zKMIj6OfgdXOIxHjV87Xu53Yx4FwM7vifN1P3VU6WnXjntPfT+EaRWALbvujERWOOQ4VUhiP3zbdemk8XS9uT55qaGixduhT33nsvvvjiC7AsizPPPBM///nPM859/vnnAQBjx461+1jCAKNG6+NcqgMjkJ3Zg9IPTfk8u52EEUXcOKUBi1fqm+rJTYqU0b2zjcRn5Tq1ujMTBdwuPSH3J0EQhB75Njc1g2kFUhTReOKArOWMZFos3yF1UtZkm6kiW1Q3CEQRcy9P6gFK2X/d5HrcvfTt1G9OKef53nHsiTitvyjvp6cz3mjy/mb7sdm8zT6PC3fMGJ0R/FbZZ9Xvx6A7HE8rg3KynI37pB7ZfKN866X5dKFwZM/8rLPOwt///nd0dHQgGAzC6/VmnBOPx3H33XcDAE4++WQnHkvokG2jzdbsIdedRGQYLFu1CXXVlbhmwki0d4Zx9bdHgOfr0Hk4CjfHQhABF8vgnlmnIxLjVaN7ZxuJz+yKolrdGUUBd4pyzv1JEARhBr18r06bm5rBimy0I2c2tLZDEI7KGek3J2RNtpkqcgEnirh5WiNCUR6hMI+An0N3OIa7l76NA10xAM4q507tOBL6OF2HyvvxCQETx9WoRtue01Rv+BwGwLTzhkEQMifg084bBkb7UgCZ/bZp/FDVrDFm+2zQn56rXjlZVpp5hyNxx+vUzP3y2Tfy6b7o6CinFwjM7XbjtNNOc/JxZY8V8w41smm0dswectlJwvEE1n6yB2s/SUZLVIuwCiQHsjpZlEG11eds82PqXWdkzqYXBdxJsn23XEVOJQiCyDcZ46CQG3NTs1iRjUZjuJ6MVsoZIFPWZKNXWMlU4fNwgKAfrMgurCCgws2iwp2so6DHj5/fcGZO5JcTO46EOZyuQ+l+8HGYpxERHTgabVsNqb8kBBELlr2rmoJ1wbJ38T/zzoaLZVILdd3h9P6VEETVCOBqmNEP+1R4M9wQ5bGGPByb1heCDteplW+Ur76RTzPx0oxk0APIxrxDDauN1q7ZQ646iZlI2YUyzTNrzqYVBbzQ5Cs6IUEQRE/FKdloJKPVouxKsiZbvcJUpophyai/j6/6CLOb6vMqO3KpnJNLVOmTrV4r7y9SpH6tCe/ufSHc/9S6lB76yIoNuHn6qFT/uuuqMWnn242G3SvgyWiXkv/xt8Ycd7T/9aD2mc++6tjkWRRF/P3vf8dLL72ETZs2oaOjA0ByN/rkk0/GxIkTcf7554NhjIwbCKfNO6xQrFGbjSJlf70qCL83/6Z5VszZChHp1Yh8RickCIIg7GEkN9Si7Pp9HEK8iGXNH2WlVxjJ30H9AxBFMZVDO8YLZSU7yCy7tMlGr1XqRmazvEj9aZ5s4qx2vRPRsL0uxlKAsp7QbvPVVx3R3vft24f58+djw4YNAJITaYldu3Zh9+7deO2113Dqqafi4YcfRlVVlROPLVu0Eryr4bT5b7FGbTYVKbsApnlmzdnMRHotxCBnNgepPG0H52JwsCuKgM8Nv5cDe8REr6cN0gRBEPnGTE5o5W9xXsCBw1FLekUoloDfmzQ5BRhN+dtYW4WzGwej/UA4FagsV25JhYTMskuXbPRapW5kRb9r2daOayaMTDtXeb2R+wMDBiFeMNSjzAYok9+73K0K89FXbU+eY7EYZs2aha1bt0IURTQ0NODMM8/E1772NQDAV199hXfeeQctLS344IMPcN111+G5556D2+02uHPPJdsE705QrCZKdoM15AqnzMkLNciZMWda1vyxavTw/378XdRV98PcyxvAAljcAwdpgiCIfKIpo4dVYdr5yWjbEtJYve9ABIKQPg4b6RWHQ3E80fwxWrYlTbzvnJmUbcoo5ldcMAzReALLmjelXV8sbkkEkY1eq9SNzOp3Zq/Xu9+084bh7Y924Y+vtmatR5FVYW6xPXl+5pln0NraioqKCixcuBDnnntuxjm33HIL/vWvf+G2225Da2srnn32WcycOdPuo8sWqwnefV5Oc9fPym6gdG44yuP6ySeDT4gIORChzwlC8YRusIYH548ryCq3E+bkhRzkjEyDYrxgGD186Z834qzGwTRIEwRB5AHJNLE7lsCu9m4M6h/Ae598hU079uHOmaMz8kTfOXM04EpfYjbSKwRRTI31kVgCDzy9HpedeyJmXDwCPC/A53UhIYhYv3kPnv/np6ldZ4licEsiCAmr5rwBX/oGn1K/C/jcCEXiqT5m1P7Vro9EedUI4AuWvZu2WLXk+Y2YNbEegJjcJZehpeOH45m6m8SG1nZ0xxJggDTrQcI8tke3v/3tb2AYBvfcc4/qxFnim9/8Ju655x7ceeed+Otf/0qTZx2sJHhvrK0CyzBYpLLrd+OUBixbtSkVoVr6XW0VK5oQ9Xc+Czz5CUV43WAN+V7llgYshtE2ZxtVV4X5lzdCTOibk+czsbsSI3OmjZ/uU71OHtVVz9+7HM33CIIgCo0AYN+BMO5/ah2mXzBMNwOFZFJq2mx0WObYH4kl8MyrrXjm1VbcM2ss3m/dq/nMQrp4EYQWVsx5OReT0T8k/a6xtgoTx9XgRZWYAUCyn+0/GNG9fuYlI3DvE+9mXCshtwzZ0NqOvWeHsGDZWoyqq8L1lzVgz8796BX04tHn1fX27nBMty66QnH8eOnbaKytwtzLG8BRX7WEbY12x44d4DgOl156qeG5l156KdxuN3bs2GH3sWWNZGIyqi7pG968ZjuaxtWgsTbdV1wyF+ETmStMG1rbsXjlRlQP7pPx+5LnN0KUBW47HIrp7nyKRRDkrZgCmSWOLFbMe/AN7OkMY9p5w1S/zbTzhsHMcGTGdDpXKNuaxKi6KsyZfDKa12zXvFY+uOuZAOay/ARBED0NyVqp4kiuVyMdoXnN9oxz9K65tqnecOzXu76QrlQE4QSHQzHdPrVoxQZbx7tC+pNbpWWIpGNtaG3H0j9vxMHuOJbq6O0+b/oOtRKfN6kzt2xLzhUEljY4rGB7xhGJROD3+8FxxrfiOA5+vx+RSMTuY8seuYlJd4RHQiPB+yvv7MT/u6hO9R5qOR+BZOfqivJwsQyCLhbdXVFD846gx7rZtpMBpMwEfBCBnAasEhkGcUFMW+mr7OXFjxa/pWlO/sDN41BhM6pirhcGtMyZInwiwxRJjnxw1zMBJPM9giAI55CslWZeOiK1u6V0Gaqq9GPHroNpJqXyPLCCIEIQREwcV4PvTRiJr/aHUrJrvyz4lxoeN5tmhnrNhJHYI7u+kK5UBGEWvZznPi+HhY++k+pTPk/ymNxMW97ngj43uiNxCCLgYhncOXMMYvFESm9XXt80fqjpAGRAuo6lFpBMzobWdlw/2aV7f8i2dlq2tSMU5Q11VeIotrXaAQMGYPfu3di1axcGDx6se+6XX36JQ4cOGZ5HpFPhd+NgVyzDREQK1rF+8x7Na7V2BKWcdKPqqvD/vjVc9/m72rvx6tqdloIWOB0Ayyjgg4jcBqyS3mfiuJq0Zxiak4d5VLj1zcmLIcK5mjmTjzMX1XXUsCrsP6S+IEbmewRBEM7SfcSaZ9+BCJrG1YBhgA+3tqdFwJ78zaHo39uHuup+ab7LrW2dqDu+Mm1SPffyRry9cRc+PCLbpl8wzJRiL8m+msF9cP9T69LOo4BhRDFjlPN8+gXDUFfdL9Wn1FwjpPY/qq4KsybW44eL30odU56v/NtKADK1yXTYwKKvO8LjiguGqd5fbd5gRlcljmJ78jx69Gg0Nzfjvvvuw29+8xvNPM6iKOL+++8HwzAYM2aM6jnEUZQd+4dXjcHZjYPTdjf3H4ygby8Pnv/np5r30doRlH7f0NqOqefW6pbF42YtBX/KVQAszYAPAB7JYcAt+ftcdPqQtGOGu8Z+4y5WtBHONcolH9wba6swe1I92jvDGcpWY23S756ChREEQTiDyDCI88lFcc7FpAJ5XX3pSHQcioBhkv7M//PUOjTWDsCsppOw70AYcV7AwMoAPv3yQNrEubG2CgP6+tE0rgaiaBwJWC2ysJqeQRZHRLGi1FHVcp6bjY4t6WkxPt1Sw+h6aed6VlM9rvn2SMT4BAI+N1rbOjL6p1qf8xv0r8PdMYiA6rwhGk9kzBvM6KrEUWzX1ve+9z28+OKLWL16Na666ircdNNNGD16dCoVVTwex7p167B06VKsW7cOLMvimmuusfvYskbZsSOxBP7nqXVoGj8Utcf1xVf7QwCA9gNhvNWyK21lWY7aapXa7xs/3Wdqh9Fs8CfruYPNm1ir7ZCGVCJCK59nx3xM/j5KJUEtKIREY20V/B4OIkTDd8tXYnerKMvl97nhdjE4cDiK++aejf0HI/ivpW8jEkukmQPyCQFb2jqxrHkT5jTVF/w9CIIgyoFwPIGNn+5Lyea66n545tVW/OWfn6Jp/FAMr65EzeA+uPvasRhU6YeUocrv5RCOxlHZ25cWkVsQAa+bhSAAV397BDj2JOze343+fX246tsjEInUIiGIYFkGGz/dlxFZWE3PGFVXBZ+HAyiKL1FESGbaCUE0zHmu5pbgYpmUGXbQ50bQf1RP87q5NF1Qfv2082vh4VjwGu6X6zd/ldKTRp04AA/OH4fuCI84L2j2OSPd85OdHcm4BOOHon8fH/r19iLGC2g/EMay5k0Z9wt4s++vTrpolgq2J88jRozAD3/4Q9x///1Yv349rr32WrhcLlRWVgIAOjs7kUgkIB6pyDvvvBMjRoyw+9iyRm3yKTcN3vZFZ2qiK5mbAJmrYTdc1oAnX0zPvai2itW8ZjseuuWbeGzVR5o7jBJmTLGyyR1sx8TazPPsmI/J76+MULpoxQb8/Maz8PgLmzJW6K+bXI87HlmDE77ex9S7yRcGimkwyliwANC/jy9jR1rNHBAAZl4ygnzfCIIgHCAU4VO7WK+t3YmmI5kOWralm21fccEwxHgBX3WE8LNla1O6wktv7UiZZ0vnSnK+rrof6o5MJO66agwefvaD5HPe3YkLTx+C1rbOtLF9VF0yOJgyt/SEs2rw+KqPMLup3hG3KYKwi9ya866r0q1ftdwb9dwSHph3dlKvOdK+o3E+rS9K10t6Ub/eHrhdLkMLQ0nfCjNA9Mj1yolu07gaPLJiA26ePirtefLjkh4mjQkL552Nqkq/6v3mXt6Qdboqp100SwVH9umvueYaVFdXY+HChdixYwd4nkd7e/rk78QTT8Ttt9+Oc845x4lHljV6k0HlRFda3Zo9qR6zJ9UjHIkjdmS16oeL3sSFpw/BxHFD4Xax6NbISReJJSAo8kbKc0TKzzVjipVN7mA7Jta5Drglv15penOgK4a7l76NO68ajVkTT0J3JA6fl8P+gxHcvfRtHOiKWX63UhiM5DvSXSEeoah2vkPyfSMIgnCGgI9Lyf37554NILljzDAjcbg7Bj4hpEwzD3ZFU1GvpWtSJt6HI2CA1LhdV90vbbFcHhTslzedhUNdMcy8ZASumXD0OX0qvDjYHcPd145FVyieoTfEeMG22xRB2EVpzam0IDTKeW7GLaE7zGcE7ZP3hwVzzkC/Xi6c1TAYE88+erzjUEQ1Mr3fy+EnsoBlfi+HoN+NVkXAsllN9ZjVdBJCEV437/ThcBy/+N17+OFVo5Pnh3kE/BwCNvI858pFsxRwzMj93HPPxbnnnovW1lZs2rQJ+/fvBwD0798f9fX1qKtTjwhNZKI32UtOdAVN398nm1vTGvKK1VuxYvVWzJuWDAiiFZQq4HFBTAgIelx4de1OW8Grss0dnK2Jda4Dbsnvr4ywKIpAr4Ab67fsRdvug6g+po9q8DCz71ZKg5G0QooAh7uWvKV5Hvm+EQRBOINcHv37o9347D8HccLX+2B4dWVKIW8/EMb6zV+h+phkqkrJWkrK1fyXf36K22eMhtfjQs3gPrhz5ug0pVtuil1X3Q/vbvpKVa49MO9sQBRx92//rVpWJ9ymCMIuSmtOpQWhXs5zLbcEpV4pLWppBY8N+NwZQW3l91Pqdn63CyNOSA9Y9uWewzhvzPG4b+7ZCEd4+H3JjZpnX2vFeWOO1807vaWtEwe6YvjRkn+nP8+Ga4UZF81y7fuOv1VdXR2mTp2KOXPmYM6cOZg6dSpNnC0iCUc1RtVVwce5UhOXARUeBDgWjCgipNOQn1i1Cddfpp7Pd/70UXAdWfrSy/trNniVndzB2eQEdqLMVu4vDZCr1iTzld/z2DvY9kUnrplwku13MzMYFRtG7dXv1s83SBAEQZiDEUXcOKUBjbVVaF6zHRefkTSnXrBsLe5/ah0WLFubJo/U8jFHYgm8+s5O9O3lxd/e2YkFy9ZixeqtqYmzlBt6VF3S/FtNrjXWVoHjWE2TV4lsZDpBOImyDZrNea7W/rX0SiM9iHMxlnQ7pd7ZvGY7zj8yQb71oX/hx0vfxq0P/QsvvrkD54853jCvtPwdnNIlzbhMliu0JVSEZBt9Wa+hRmIJHO6OZuxYB70cBvT1o7OzO3WuE8Grss0dnO0uZa4DbmXe3w3OxeBwKIYH549z7N1y7b+dC4o1WjhBEEQ5woki5k1rxJ6OEEIRHld/ewR4vg5d4TiqKgMIuNk0eaRmTnrswArwiQSum1QPQRQRiWbKNQYM9h4IZwQllRTyfQcihiavZHlEFBplG1TL0VwR4HDztMZUnme5ReeD88cZ6pVGetCBrqhuGdV0O6XeGfRLZUwgEuPh9XBp0bnlLpzd4biuGbcTumSuXSaLGdtvFovFsG/fPrjdblRVpa94dHd3Y9GiRXj77bfBsizOOecc3HDDDfD5fHYfW/ZYnQyKDAOfV/9zej3J4/LgTy6Zs4VakKqUyUWWuZmt5A42Y2Kd60Ba0v3DUR69Ah7wCRGhSDytPuQBvaRHiwwDzsXaNh83Mxjp1UE+A43JnxX0c5g7VUXw0MSZIAjCcVyCgK/1CyAU5VP+i72DXohIQGQYuFg2zd1Ibk4q5aUFAL87abkW9HgRjgs42BWDz8uBc7GI80Iq04eaH6dk7q1l8uqE2xRB2EXNtU+eo1luwqzUWUVF+l2RYRDhE+gOZ+o5LlHE3KmNaX1S8in2G+rnLoR4IUNvEhkGgggkBDFlYd3b50L1Mb3R2dmNU2qr8MDN49AdjiPod6eex/g53LU4t+50uXaZLGZs195zzz2Hn//855g8eTLuu+++tGPXX3893n///VSk7dbWVrz//vt46qmnNPNBE0dRm3yqIQWYqj2+Utdv462WXdj2Radq4KloQsxLkCo7u5R6gbQYIMOfxGr5pftv3tmBO2aMxvJXWjMimM+d0gARyChHY20VJn9zKCaeXQNBUM8DaGYiaTQYeT0cFq1syVkdmEXvW9hZcCEIgiCMSTAMlihkwZgRg3D1hJH47fMtaNt9UDMTxKym+lRAy7EnDcKspnosVZFps5tOSvO7lCP5URrlv6UFVKLQZKt3quk5ymjWch1LrU9Kx/V0u8baKry9cXdqMi/dj2cYLH6uJaP/zr28AQAQSYhYvHKj6vF8TGx7stWh7cnzW28lVzYmTpyY9vs//vEPrF+/HizLYsKECfD5fHjhhRewfv16rFq1CpMnT7b7aNM88sgjWLRoke459957L/7f//t/Gb/H43H8/ve/R3NzMz7//HO43W4MHz4cM2fOxIUXXpirIptGHmBKmvQB+qHrlYGnDodieQ1SlY2JtVEgrbMaBtsqv/z+0y8YhmaVwAsbWtvx4af78HbLroxnSeeeVJNM9TFpfA1EAIMqA6mVfTMYDUZPvPBRzurALKUU1IwgCKLc0BqDT/h6n9RkefoFw/D7lz5JySP5rvHvX/oEF54+BCtWb0X1MX2w5M8b09JXAUmZtu2LA5h23rDMBeFhVZh2fjJFlVrGD7I8IoqNbKw51fqY1A+axg/FitVbU3rP3KmNGRNnQKYXTW1U7UvKlLDy+yknztLzF6/ciJunn5IxcZYfnz9N+3nTzhsGMIwjGxy5dpksVmxPnnfsSAZNOumkk9J+f+mll8AwDK677jrceuutAICRI0fipz/9KV588cW8Tp4l+vfvj+rqatVjSpNzAIhGo/je976H999/Hy6XCyeeeCLC4TDee+89vPfee7juuutw++2357rYusgDTCn9OGJxAYP6B/DOR7vTfB6UUfAOdkXzHjHP7K66hFEgrYln12geM1N++f2HH8lzqUa/3j7NcrRsa8ek8TVYsGxt6rdFt59reRDR8xdf+8ke1WucqAOz9OQIiwRBEIVGawyWyy7p/9dtVpcZl5w5JOMaJX17ebFg2btoGj8U10wYiT37Q/C4WWz78gA27diHO2eOTk3KBw8IwsMAQZMynSDyjRW9U0/PkXQ9iQ2t7QhFeV29qDvKp/rSpPE18Hk4RGK8qk+ydD81K1Lp+aFIXPe48nnyxbMFy97FAzePQ4VBvAKzWNXnywHbk+eOjg74fD706dMn7fe1a5MTiMsvvzz126RJk/DTn/4Ura2tdh+bFePHj8f9999v+vyFCxfi/fffx7HHHovHH38cNTXJzvKPf/wDt9xyCx5//HGceuqpOO+883JVZEOUAaaUvk13XTVGVTDKgwV0h+OGzyh0kCqjQFp6ET/NlF9+f717GUUWVR4PReJZ1Z3aYNQdzm0dmKUUg5oRBEGUC1pjsFwGmJVVRvJO0ilqBvfB/U+t0zz3gXlnYwCN+0SZYFXnDBnoZ93heJp+ftdVY3T7k5Febua4XuqsUJhHhZv6a7bYXnYIh8Ng2fTbfPnll+jo6MAxxxyD4447LvV7IBBA7969ceDAAbuPzTn79u3Ds88+CwD4xS9+kZo4A8D555+P2bNnA4ChOXiuMXL614qEKb8u6HfbekY+yPY9zVyrPEfvXkaRRZXHAz79urVCruvAqXIUQ3shCIIoV7TGWLkMMCurzMo7iqpN9CSs6lsBv/75Sj3bqD8Z6eV2jxuVl9DH9uS5T58+CIVCOHToUOq3d999FwAwatSojPN5nkcwGLT72Jzz+uuvIx6PY8iQITj99NMzjn/nO98BAHz88cf4/PPP8128FHq55dSSuwOZuXf7VHiLPk+vUQ69jkMRzWNmyi+/vxQ9VI2OQxHT9T2qrgpBr3N1Z6cOOBcLgXXGRIfyOhMEQRQOrTFYLrv05JhcVm1p68SoYern7T8YSR3Tux+N+0S5YUW3HlVXBQ+nrxcFvFzacaP+FPByuv034HPrHze63iD6t4TIMAjxAvZ1xRDihYzo4z0V29r0yJEjAQArV64EAAiCgJUrV4JhGIwdOzbt3I6ODoRCIQwYMMDuY7Niy5YtuO2223DVVVfhxhtvxMMPP4xt27apnvvhhx8CAL7xjW+oHh80aBCOPfbYtHMLgTKRusSoumTEvbbdBzN+V0bB6xXwaN6jWCLm6b3nTVMacMqJA2yVX37/5jXbVZPNj6qrwiknDlAthzIR/ai6KsyfPiotFZhdsqmDxtoqTDirBrc89C888lwLeAcGPqNyFEN7IQiCKFe0xuDP/nMQ102uxym12nJMKas++89BzJ5Uryo7jhtYgdmT9O9H4z5Rjmj1MWX/kXSsuxa/iQlnafcPVhDS7mfUn1hBwNzLG1T779zLGzCoX0D3uNH1rKDv1gEko40v+vNGzHvwDdy56C3Me/ANLHp+IxI0gbbv83zZZZfhzTffxK9+9Sv8+9//RkdHBz755BMEg0FcfPHFaeeuX5+MJjd06FC7j82KzZs3Y/Pmzam/X3/9dfz2t7/FVVddhR/+8IdwuY6unO7cuRMAcPzxx2ve7/jjj8eXX36Jzz77LGdlNoNetLs5TfWYeckIwyh4XhdT9BHzjKL62S2//P7hKI8bp5yclufZ5+EQjSfzGF8/Wf3YgjlnIODjEPRyGNDXj87O7rzXQSguYG9HCAyDtGAUqSiN0xpNDZx2yqEkn/mnCYIgyh3lGOzzcmDAABAxb1ojIjE+Q475vRzcnAvROI8fX3Ma+ISALW2d+K+lb+OSs07AjItHgOcF+LwueN0uJAQRIkTcMKUBkTiPru44rv72CPB8HToPR+HmWHQcioD2nIlyRE3Pket6MV7Axk/3pXQsKWDvtPNr4eFYwzzQwQCHm4/0VTXdiBNF3DwteX53mEfwSN5oz5FtT5+LSR1X5pVWXq92HNDWzSirij62J8+XXnop3nzzTfzlL39Jpa3yer346U9/it69e6ed+/LLL6vuSOeagQMHYv78+Rg3bhyOPfZYVFRU4LPPPsMf//hHPPvss/j9738PjuNw5513pq45eDC5Y6sMhCZHOiY3Wc8GTiMycUIEuqMJhCJxVATc8LpdCB/5O+h3I+Bxpe1sul0ceqf5aTC6vwOAy8XK/ivonmsVefnVypstemU0U36jcqXdw51MSB9NiFiskb/Pe+Rij5dDryOmMOn16jx67ynGRPzsybWZF+FIlMYoj74Kf5dsv5W8HMl7CBn30Msh7nVya94GWn1Q+n4Mw9jKTZ+6lkFh78Nk/rcs3kt2D7t9Ltd9l8hErf/RdzCHABeWNX+sOr7K5VjQ60J3NIFonMf3//dfGfd55tVWPPNqK35z2zngXAy8HJsav/d0hnH3b/+tWYbf3HYOusNJPSXg5eAujmG9KCnGdq0l/4DiLG8+SYiAJDCTekDyb6/HhTsXvZV2rhSga8XqrVh0+7no7ZOWlZLXRxOiZh5oLX0unpqfimCYZIYp+TfxQIDHz6XrdDIXvYQIsAwDlgVcLAMXA7iOfG893SwaFwyyqgiy9+t5OOIxft999+Hyyy/Hhg0b0Lt3b5xxxhlpgcIAIBaLoVevXpg8eTLGjx/vxGNNc8UVV2T8VldXh5/+9Kc49thj8eCDD+L3v/89rrzyypQpdjQaBQC43dpO9x5PMlJdJKLua2oGlmVQWZnpA95+IIxHntuADa3t8HlcuGPG6Izcw6PqqnDz9FGo6uvP+vkSvXvbv4ccefklnCxvPst1OBTDQ8vXa67A3TFjNHoF1KMWOl2vZtjVuV/3eCjC44TBRxeFnPhWWveYN+0ULHleO/ehXt3lC60+KMflYsFx2QsK1xFh5mKL5D5MkZXHgftICoVTfa4QfbcnYtT/6DtoY1Y2ycfnu64ao3vP9s4wAOC1tTsx57IGLHm+BReNHaJ7za727lTk4MbaKsyb1oiv9S/+2DaFpFjatRn5BxRPefOJml4jmW3zCX3rvUiMR/UxRzcQs9Ejv9rfjUWKXM9S/+oN42+ip9v5PC489LR2ea68cLil9+tpOBZu7Rvf+IamfzCQnGj+7Gc/c+pxjnHttdfiqaeewt69e/H666/jqquuApDcPQeAeFw7HHwsFgMA+Hy+rJ8vCCIOHQql/ZYQgUeeOzrhaBo/NGPiDCQb+SMrNmD+5Y1Z7+i6XCx69/bj0KEwEgaDgVmU5ZdworyFKNehSCJt8FFe23EwAj6a3k6yqVendurNRMOWzMntfCupvACwrHmT6j127+u2XHdmBLmTqPVBCek7JhICeD6heo4ZEkfMpBJCge/DAJzLhYRYJOVx8D5SP7M7luViTCwliqX/9fTvYAYzsikaiaeN8UZRfhkGWLVmB+qqK1Pj98Sza3Svkd+zZVs7Fj3XgvnTG2kHWgWjdl0s/U+ip/ZDLd1I0sO/e1Gd7vVujsXnXx1K6XFW9ci4iIyJs/T8Rc+14NYrR8ENaH4TI91u1sR63Z3l7004Sff9fB7OcbfEYsBs/+vxscpdLhcaGxvx97//HW1tbanfJZNzyXxbDemY0jzdKjyvyBfHp5tLDK+u1MzVJiVfD+iY3ZghOTkw9oMwg7L8uShvNmRbrlDEKA92HAFOXUtQ1qscqY7DUR69gl48+ry6+YzLol+JFGVROegCR6MsSmXKtk4SMn+Ye2aN1bxHVyj7ussnWt9IQhRFiDb8e1LXiijofRjJHEy6tMDlcfI+0nV6fc4KTt2HMEavnuk7aGNGNgFIG5+lKL9a8mFLWydatrVj0via1Pht5ho5Ldva0R3hUWEwUe/JFFO7NlOOYipvtljRa/V0o5Zt7bj62yN0+8TbG3djxeqtKT3Oqh7ZHRdU7y09/3B3DH18HOIJUdUnm0+Iurpd1wX65WEZBqPqqlQn/Mno+mzJtwc7ODp53rJlC9566y3s2rULkUgEv/zlL1PH4vE4Ojo6wDAMBg4c6ORjbSOZZvP80STnQ4YMwQcffJA2oVYipagaMmSIo+VRJmdXJmNXOz9Q4Zzpa0IlUICViZxRcnmny2uWbMuVi7zG8jqefsEwtB5RWORkG5hBirK4eOXGDHMfZZTFbOpEGUhCr31SblCCIIjcYDR++n1u7OlM31VsXrMdd8wYDQDpbmDDqjDh7BosXJ4M7BqLC6nx2+w1ckJhHhXuwrrkEISEVb3WSDfadyCCpnFJiwylntU07mifkPS4ayfW694v4Et3Ee0O609uu8M8fG5XxjuZNSv3G6RRFcRkdPAlz2/MMPum6PoOTZ4PHz6MH//4x1i9ejWA5A4AwzBpk2ee5zFp0iQcOnQIq1atQm1trROPdgQpXdXXvva11G+nnHIKnn/+eXzwwQeq1+zZswdffvll6lwnUQpE4wmIfjJ0KzgRYS8Xk00nyLZcUr4/7RU4F2BhIFHWsZFlQTiesLxTbybKIpBdnYTjibT2odc+t7R1atZdY20VfB4OsBn5myAIoidiJJta2zrQr3e6W5k8KvCk8TXweThEYjz69vLix0veRiSWdJvwuNlUDugNW9vTronFBVQE3Kl7SdfICfhpYZQoDrLRa430as7F4IGnj/aJoM+N7kg8LcOJ/DnuyYzuTjWn8I8L+vWfH/Rxqu9k1qzc63bplsfDuSxnVelJ2LapicfjuO6667B69Wr4fD5885vfTPkLy/H7/ZgyZQoEQcCrr75q97GO8cYbb6Qmz2eddVbq9/PPPx9utxs7d+7Eu+++m3Hds88+CyCZ57q6utrRMimTs+slU1frdHZQTozkSBM5I/SSy6cmmwUg23I5nddYWcdmLAuygRUEVLhZDOztQYWbVU1PlU2dKMuj1z7bdh/EjItHaOYajcazezeCIIiejp5suuGyBjyxapPq+CxFBV61Zgc+3NaOVWt24N1NX6UUfskU+7P/HMSMS0Zg1LCq1DULlq3F397Ziaq+frz6zk7VibOkfBNEMZCNXsu5GF29e0tbZ6pPvPjWDgT9bixYthYrVm9V7ROHumK6edcPh2Jpv0vud1rP93k5XbNyjmM1rx9VVwW3i8UVFwxTLc8VFwyDhz0SYVwUEeBYDKjwIMCxNHE+gu2lwZUrV+LDDz/E8ccfj6effhqDBg3C2Wefjf37MyP+XnTRRXjyySexbt06u481zbZt2/D000/jyiuvxPDhR6PHCYKAl19+Gf/93/8NADj33HPR0NCQOj5gwABcccUVWL58Of7rv/4Ljz/+OGpqkiYar7/+Op544gkAwNy5cx0vsyQQJXMJLZMpeafrH3TGPMoJk2tl+SUKbe5hp1x2VuCUfjbKOi6kaXM2daIsj6ZJX10Vrv72Sfjxkrdw4elDUjsW0o7GwuXrsWDOGfAXwISfIAiiHNCSTR1dUURiCUP94ZV3dqaZmcp/v/iMIfjZsndxz+zTMXFc+vjd3hHG1RNGIsYLGfe9bnI9BDEBMOTzTBSebPTaw6GYKbNsSVeKGQS69Pk43PP4O2nWG3Jd6MH549LON3K/OxyK6j5Py6w8pdsJAgb29WHcKYPTytNxKIKBfX2WrCl7Ira18r/+9a9gGAY/+tGPMGjQIN1zR4wYAZZlsWPHDruPNQ3P8/jTn/6EP/3pT+jbty8GDx4Ml8uFzz//PBXwa/To0XjggQcyrr3jjjvw8ccfY8OGDZgwYQJqa2sRCoVSvs7XXnstLrjggpyUWy4Qu8M8wlEeE8fVmOp0drBrci0PgnX95JPBJ8RkIIQiMffIhxmKyDA4FEmg/fMOVPg9+K0iENjPbzgz7Xy9YCxWzcKzCfRmtU6UpoJyM8Bp59fCw7GI8QI2froPeztCONAV0zRLJ59ngiCI7FCO9/17eZPjtijC702OrUozbc7FolfQA7eLBRjg2qaT0BWO4e5rxyLodyORENEViuGEr/fBwuXrUVfdD+9u+ipzDL8A2LX3MCaOq8E1E0YiHOHh93HYfzCCZ1/bgmu+fRK55BBFQTZ6rd/L4SePZk52BTGZL/mn152BoP+oruTj9F0oAl4OI07op6oLjaqrgigmg4T5Ze51Wu53HhZIeK2ZlUvuGR2HIqks0qwoYtSJA9LGkOqBFQXX00sB25rr1q1bwTBMmsmzFh6PB7169cKBAwfsPtY0X//613HLLbfgww8/xPbt29HW1oZYLIY+ffpg/PjxmDBhAiZMmACXK9PEyOfz4amnnsLvfvc7vPjii9i5cyfcbjdOO+00zJgxAxdddFFOyy6ZS/h7e7Ho+VbHfG71sOPfaxiQoUg6pFSvqZVGE+UyG2zCTCCwjZ/uS5ss6+3cWtmptxPozUqdqO1WR2IJbPuiE98acxyeWLUJaz/ZAwCYfsQsyImFAYIgCCKJ0Xjv9RzNuiCZl0o01lbh5mmNWLyyBbXHV+Kz/xzExWcMwXP/2JYREGza+cOwYFmm69pn/zmI71xYh6de3qy6M/f4qo8wu6necrYIgnCabPRav9ulO9lN+Ukfuc7Iio8V1ANwNdZWYcJZNbjjkTcRiSVSO8vckftK7nep4HuCALAs+lR4dePJyM3KG2urUCeLrSMvfzb6MOHA5DkcDiMYDMLjMWd6GY/HwXH5223q3bs3brzxxqyv93g8mDNnDubMmeNgqayRTzPobJ9lJiADgJIMPGD23eKCmJZuSisQmDRZZtnkPaSdgdmT6jF7Uj3CWezUOxHozQpau9URPpGaOMvfFbC3MEAQBEEkMRrv505tRHtnSNfsNBzjsWFrOzbv7MAdM0bjlXd2oq66Mi0gWNDvxsHDUdRV98u4x8VnDMFf3tiGedMasbczhMPd8TSLuEgsgRgvOC57CMIq2ei12VzjEkXMnaodqFWpN0kWevIAYy3b2rF45UbcPK1RNU6NRK+AR3MyruaGIY+IbyUQrZ20teWM7VlsZWUl2tvb0d3djWBQP7n0F198gVAo5HiArZ5APqPeZfMso4AMobiAJ5s3OZLHON+YfbeJ42pMBQKTJssPzh8PTBQz6jiYxQqgmYAYTufWVlux7A6n+xYpTQYDXjcqAjQAEwRBZIuhTIryONQdx8PPfqDpY3nv7DMApI/Rw6srU+f5PBx+tPgtAFA1+WYYEd+7dCQicR7/tfTfmmXJhewhCKtko9davSbBMFiyskVXz5X0JsHL4c5Fb6jep2Vbsg8b5Un3uphU+Q6HeISj8ZRZ+T2zTkckxqtG/wbMxS+ym7a2nLE9eW5sbMTq1avxr3/9C5deeqnuucuXLwcAfOMb37D72B5JPs0rrD7LKCDD3s5Q3nZFncbsu110+pC03/UCgSUHMue+Z7Hk1lbzHZKbDC66/ZykIlXE35sgCKKYMRzvwzw8bjbDXFuOPJWU2nn3zBqbUriVxx6YdzYGVHhUF0zVypoP2UMQRmSjQ5u9xqr1n1EeZ7N50qXy8T4XfrTkrdTv98waiwXL1mpeZyZ+UT6tGUsN28uBU6dOhSiK+PWvf409e/Zonvfss8/iqaeeAsMwuOKKK+w+lsgxIsMgxAvY1xVDiBcgMozuMaOOqJVMy2z6q0Ji9t2Uk2W9FE5Op+wqltzaxZqmjCAIolwwHO/9nKH8CXg57bF6WNJnUvv5R4MV+bz6ZTE6Fz1cJgABAABJREFUThDFgp7ea3RNV5S3lA7LKI+z2Tzp0vN9R/I2S9jVP51IW1vO2B7VzjnnHFx44YV47bXXMHXqVEycOBGRSAQA8Kc//Qm7du3CP//5T2zbtg2iKGL69OlobGy0XXAiO5T+C0FX5vqJlqnG3CkNEAH1Y1MbdQMy6AniYl+ZNgo2Ib2bMmp2Pv197QR6c5JiTVNGEARRCLL1GdS7Tm+8b6ytQlc4hrbdBzV9nmdcPAK/++vHuHFKA5aq+EzOuGQEnn2tVbVcyWBEHWg8cQBcogiWYTSDQjbWVoFVLLyT/yThFEbtyUp7y8ZEWX7NXVeN0S2rUs+V8jhr9RsP50KIT+iWOZoQU8+/Z/bpuOKCYQCS/V0vRd2NJnQxK9aMPbFfO7IkuHDhQni9Xrz44ov43e9+l/r93nvvBQCIRypx6tSpuOeee5x4JJEFWoPDzdNHpRqCnqnGh5/uw9stu1SPfbR9H6adNwyCkNlRr5t0Mn7w8L80y1Xs6Yq0JoSNtVWY3VSP2369BkDmZFnyJZvVVI/vTRyJWCyRs4GlmCat+fTPJwiCKFay9Rk0uk5PJjWNq8EDT63HnTPHYNWaTzOCgAV8HBY88S4OdMUQ54VUgKNd7d0pn+ifLXsXN08fpZrDWQo+NOKEfknTTUbQDUx2qDsKX1+/5sI7+U8S2WDUR6z0vWxMlJXX6LnpAZl6rl4e5+sm1+OuxW/iQFdMs8yHQ7G05//m2Q/wi5vOwtmNR/M2u1gGV3yrFrObTsLu/d3gXMn+vax5E+Y01evqZGatGXuqX7Qjsxav14uFCxfiiiuuwMqVK7Fhwwbs3bsXiUQCAwYMwKmnnoorrrgCY8bor8wQuUNvcHhkxQbMvzxpDaBnqtGvt0/zWJ8KLxYse1c1OMlbLf/BiBP6FXxX1A5HJ4QC9nSGwCC507ynM5yKRKoMjiWKQK+AG+u37MWy5k14cP64nPr75mrSms2qIqU/IAiiJ5Otz6DAshlBh9Suc4kirp98Mnbt684IBhaJJbBg2bt4+NZvIsYLqYnxxk/3oXnN9pQv89qP92DmJSMQ9Ljw6tqdaTJakmXTzq+FIIjgE0La/SXTTb/bhdfWpkfqlsryyjs7ccLX+2BgpV9z4b3U/Cd74i5bsWEm2ryZPiSRTcBV5TVKy0M5WnquMo+zz+vCvoMR3L30bRzoiumW+WBXNO35B7pi+K8lb2Pe9FGo7O1DNJqA1+vC/oMRPPDUv1P3k5h5yQgEOFazPZuxZlRbENMrcznh6Jbf6NGjMXr0aCdvSWhgdQA3Ghy6owkEOEbXVEMrerR0TCs4ic/jwkO3fBOPrfrI1K5osQqnZBlE/EwWhOHe2aenrbrL8+o1javBPY+9k1JU8mGe7vSktaeuKhIEQWSDJL8SgmhZIU8wDPZ0ZAbX1Lqu83BUMyhQJJbAgcMxsCxw/1PrNMsbivAIcGzGTnYklsC2LzpRd3ylarRe+bWzm+qx5PmNGbmkpV3qO2eOdjQbRKF0BJKHhcVs3wqZ8D+Wt7dsAq4qr8nWTFrK48wyHOY9+IbpMqsFHDvQFcPPn0yOB/fddBZufUjb4jMU4eHt5dVtz0bWjCFeyKpfF6uObwXbk+fhw4eDZVn87W9/oxRUeSKbAdx4cIgjUOHRNdXQM0sxiiwdTyRM7YoWu3BS1mMklkilA7lmwkjs2R/K2AGQKHbzdCUUbZEgCMI8dnwgpfFWmbVB7zozQYdYg5hHklxSs1ziXCxueehfqhNn5bWzJtZj79kh1V1wvYV35TsZUSgdgeRhYbHStwwjWSv9j7MIuKr8TWl56PNwqVRRZsykrU7gjfq+4djgcxu2ZyNrxmwWHYpdxzeL7WjbPp8PgUCAJs55wmgA14oOaDYipl605I5DEd1jpwxTPyYFP5B2RQdUeBDgWEMfErPvlk+UA6Y8Hcg7H+3G397ZiQXL1mLF6q1pCkcpRpqmaIsEQRDmsOsDKY23Vq6Tgg6p0VibjKhtJQOCUka7WQYjTuhn6lpAxIJla3H/U+syZKDVutCikDoCycPCYbVvGU8c09tbNllC1K6RdMFVa3bgw23tqX6w9uM9hu3D6gS+T4VXt8y60fTrqsC5GFPtWU9vt1rmUtDxzWJ78jxo0CDwvP7qA+Ec2Q7gUkRMNeQRMaVAJMpON6quCqecOED32BUXDMt4RmNtFa64YBg8RsvfNt4tnygHTHk6gOY129E0riajDko10rSZVUWCIAhC2wdSDTWFXBpPrVwnBR1Sk7tzL28AKwi6Mt1ILlm5NtuFdysLy4XUEUgeFg6rfcto4qhsb9n0Ea1rJHeF5jXb0343ah9WJ/C9Ah7dMrOCoHv8cCjdB1qJmfZstcyloOObxZFUVU899RTee+89nHbaaU6UidAhGzMJAGAYUTcipnzBx8hUQ+tYVR8fxp0yOC1oSMehCAb29Znyvc323fKJMsqp0s9FHmTFw7mO1E/mLnspUCy5owmCIIodsz6QWgq5NJ5avU4ZdCjg5xDwcmCFo6bSdoJJmr1WL+PDKScOQOOJA2xngyikjkDysHBY7VvSxNFKe8umj8iv6Q7z6I7EVV32AOP2kU3GFK+L0S2z3jv5DaxRzbRnq2UuBR3fLLZ7+/XXX4+XXnoJ9957L373u99h4MCBTpSL0CDbAdzHaUfEfG3tTtww+WSIiaPCVi/wlPyY3PE/6OdwSm0VIjE+1VGrB1aYFoy5FE5OBihQDkhBP4ebpzWmvXfQy2FAvyA6O7vB8/r+XsVKseSOJgiCyBfZygojH8igz42gX/t+8vFWfp2UYupr/QJpE2I5UtChCvcRea1ynp1gkmavzXbh3Qwiwxi6n+VyAkvysHBk07eymQxn00eka/y9vXh2daut9pGLjCla7+RUe7ZS5nJagLJd0u3bt+OWW27Bfffdh29/+9uYNGkSTj31VPTr1w8ul7YpDqWtyo5sGzwjiqoRMUfVVWH+9FFwiQKsGh3pOf6nIuxZ6PS5Ek65CFCQMSAJQtrfrtJx3dCkmHJHEwRB5Bo7skJNfkk+kKPqqo4GlNK4j3K8leS0fDetFDC78K48pof0XWqPr7ScDsgpSB4Wjmz7Vj5TZjrVPqyUOZoQsx6vnGzPZstcTgtQtifPM2fOBCOz+f3DH/6AP/zhD7rXMAyDTz75xO6jyx6tFXCtBn/DZQ3o6IrC71Vf+VFbIQp6OQzo60dnZ7flsjkdeTIXwilfETKV3yroMg4nUArh+nOVO5ogCCIbnBo3lffxeThLuWGVOCG/aLzNRC7DN+/ssGTSLl3vpNXZ3Kn6JvJE9mh9KwbAtPOGQRAy3Q6nnTcMTu1V2G0r+ey/h0Mx27ptvscbp3R8pcWr182lWX7mY8x0ZI9ctFhIq+f3RIxWwOUN3u9zo7WtA9//3zdSfhZaq0/KFaJsd0izSSpvBqc7c67KKUfrW908fZRmByulcP35XL0lCILQwqlxU+0+P7/hTNuywgn5ReNtOnIZrjTXjcUFDK4KIuhRr2On5WyCYTIWWIpVbpcaet8qGk9gwbJ307675Ha4YNm7eHD+uJzpcVa/bb7678GuqCO6bb7HG7tjpPw7+Twu3DFjNJrf3KG6mJbLPml78rxlyxYnykHIMLtbGuBY+Ht5sagAuQdz6fjvZGfOdYACvW/1yIoNmH95o6VrKF8kQRBEJk6Nm1r36QpZyw2rBU1+nUUpwyVzXYkH5p2NCpXURU7LWZLbucOobv/ft+oyvrucXOpxxfptreayLiayHSOV36lp/NCMiTOQn+9mO1UV4TxWwrkXKvR7qTj+57qcRvXfHc2s/3IK108QxYbLxYLjsv/nMuFyQeQfp8ZNrfs4lYuYcJZsZbjTcpbkdu4wqttcB4orxW9rNZd1OaD8TsOrK1XjHwC5/26kJRQhVvIJFir3YDZJ5QtBrstpXP+Zq4P5+mYiwyDEC9jXFUOIF0oqAT1BWKVXwA1BENG7tx+VlcGs//Xu7YcgiGmxPIjC49S4qXWe1bzMRH7IVoY7LWcpz3PuMKo7lmFMtYFsdZ5S/LZ9KryO6LalpCcqv0Msrh9rIJffrfyWJsoAKyuthdoBLpXIk7kup3H9Z64O5uOblZJPNUE4gc/LgWUZPPPqFuzZby0AopxB/YP4fxcNB8sWrxLRE3Fq3NQ6T8ody7IoapnW02BEETdOacDilRszgkXdqPNdnJazpWJtV4oY5kBmjPU4OzpPKX7bXgGPbd221PRE5XcopLWQ7TsvWrTI0vlerxe9e/fGiSeeiJNPPhkeT3Ha5BcSK+HcfR5OM3VDY20VfB4OoRxFoSu2yKBakRJzWU6jbxX0utLyZ5u5xm64/lL03yEIp9jbEcJ/2ruyvp52nIsTM7JOLb+xEq3xNxJL4LW1OzF3amPOI7eWQqaFYkFkGCxbtQl11ZUZwaKWNW/CnKZ6w7zZSrTkrN53Kac0O8WGUd36uOR30NLj7Oo8dr5tIfuy18VkrdtmW2eFfF/ld5KshQqRus6RyXO2ykafPn1wzTXXYM6cOWBZsiCXsLJbGo3zaBpXAyAzhH/TuBrs7Qzhx0v/nXEPO6tKap0nm7zORve00iGNVtDMBiiwWg69b6WVP9tOujEz5CPCOEEQRD4xknXROA+/CX91vfF3dlM9WEHIacAvLVl1/WUN8DDOPy/fOK1ch+MJrP1kD9Z+skf1+MxLRqjKMyM5q9RazegQpWBtV4qYrVstPc6uzmP0/AifQHc4sz3nY+dWrT8py57NeGW2zgSWRSjKIxyJo08vHx4t4E618jtJ1kKA+dR1TmF78jxmzBgAQGtrKw4dOgQAOOaYYzBo0CAAwJ49e7B7924AycnysGHDcOjQIezYsQMHDhzAr3/9a2zZsgUPP/yw3aKUFWZ3S7vDfEbqBmlVduHy9bjlO6emnW939zEXg4Xdezq105ptObLJn20n3ZgRuY4wThAEkW+MZN2COWfAb3JcYwCc1TAYE88+ep+OQxHH8sVqoSerlv55I8adMhiNJw4oSpNJM+RCP7AjzyQ5G4oL2NsZAoPkbtX3//cNjDihX6pcZnWIYrO2Kyfs1K0TOo/a870eDk+88FHawo3Unlkg5xZ+ev3JLmbqzNPLi8XPtaBlWzumXzAMrW2dBYlsLUf5nYJ+DjdPy721kBLbk+enn34aDz30ENatW4fLLrsMN910E4477ri0c7744gssXboUzz//PMaMGYP58+cjFArhySefxOLFi/Hqq6/i73//O771rW/ZLU5ZYWZFKeDjdEP4q/kEZLv7mAtzYCfu6cROq91yZJM/O1fpxkrRf4cgCEIPI1lndlwTGQaLVcZbIKmY5lIJ1JNVLdvaMWl8Tcm61uTKXcgJefZk8ybdclnRISgVWe7Itm6d0nnkzxcZBosUOb2Bo+1m1sT6nFr4GfUnacc1W4zqxO9zp8UZGF5dqTn25tuiMaOd5NhaSA3bb/rqq6/isccew1VXXYX77rsvY+IMAMcddxx++ctf4uqrr8bSpUvxj3/8A4FAAPPmzcM111wDURTxl7/8xW5ReiR6kSgba6uwpa1T9Vg2UehyEc7fiXs6ESmxkKkKnH52qURCJwiCMItT41ohx3ojWRSLC0WbGseIXNWr3e9uplylGG2ZOEoudB7DNKQm8izbwej5B7uitu5vVGduF5O2y1zIyNbFiO3J8/Lly8EwDG666SbDc2+88UYAyd1qiZkzZwIANm3aZLcoPRLJB0DZCUbVJf3AmtdsV70um93HXAgYJ+7pxKpjIYWn08/WaxPkm0UQRCni1LhWyLHeSBZJlmKlqIjmql7tfndTJr1krVXS5ELnMWo3Pq/+hNxumzF6vtHk3QijOlNOzgsZ2boYsf22W7duRa9evdC3b1/Dc/v27YvevXtj8+bNqd8GDx6MYDCIzk71HVLCGDVfDZ+Hw+OrPkr5z8rJNgqdGQFjNViIE0LLiSiYRs/xeZPvlouJZy4EN/lmEYQ9WJYBZ9MMTRBECAL1OadQjms+LweWYRDjE6mIvEYUcqKkJ6vklmKlqIjmsl5dooi5UxsRivIIhXkE/BwCXg6siejqZspFkbTzQy4jNTut8xi1G2+O24zR84P+zDSoVtGrM78izaqVyNY9IZuA7RE6FoshHo8jHA7D7/frnhsKhdDV1aWansrn89ktSo9GzQdgdlM9YrzgWGRIIwHj9XAZPiJGwUKcEFpORME0UmreatmFbV905iSqYK4EN/lmEYR1egXcEAQRFRX2ZVJCEHCgM0QTaAdhRBFetwvLmj/OKjBVISdKWrJKihi+cPn6kp2s5bJeEwyDJRZ1CyvlokjauScfkamd1HmM2o2HZXLaZoye36fCCz5qb/cZ0K6zgDc9NaDZyNalljs6W2xPnqurq9Ha2opnnnkG1157re65zz77LBKJBKqrq1O/HT58GN3d3Wm/Ec5gtBInMgwORRLY29YBv5eDj2OzTst005QGPPHCR5aDhTgltOyuOppRaiKxRE6CuZDgJojiweflwLIMnnl1C/bsV4+Wb4aB/QK48uIRYFmGJs8O4kRwx0KOt1oRoBcuX5+KAK2VGqeYyVW95ut7k7VW7shVMLlcYtRuIIpwATlrM0ap1nbv64LPY6y3ZwsrCJh7eUMqaFgklsDC5esxq6kesyfVozscR8CXbgFSit85W2xPnidNmoT/+Z//wa9+9SvE43FcffXVGbvIkUgETz31FH7961+DYRhMmjQpdezDDz8EANTW1totCqGC1qqSk2mZ/G4XInxCMw+jUSQ+p9KG2F11lN6tO5bArvbutDQokvm73aiCWuYsJLgJorjY2xnCf9q7Cl0MQoET2RUKMd4qx/6g24UhAysQjidQ4Xdj/CmDdVPjlMKuTS7qNZ/f22lrLaMcvT0FJ75hITDTbuy2GT0T51ymNDUDJ4q4eVq6u0R3OIaf/PZtHOiKZTw/X9+5GMzCbU+eZ86ciX/84x9Yv349Hn74Yfz2t79FfX09Bg4cCIZhsHfvXmzatAnhcBiiKGL06NGpIGEAUlG2zzzzTLtFIUzidFomiCK6w9nl2Stk2hA1GFFEJMrj/qfWaZ6TbZ5kowULMrMmCILQx6k89vkcb/XGfrOpcUpl18bpei3F7w3kNkdvqeHUNywEuWw3ZjaxcpXS1CysIKDCzSLoMX5+Pr5zsZiF214C4DgOjz/+OKZPnw6GYRAOh7Fu3Tq8/PLL+Otf/4r33nsPoVAIDMNg+vTpeOyxx8BxR+fsP/vZz7Bu3TpcccUVdotCmCQXKSWyDRYSjgsGZTEOCOI0uQh8YrRgITJW99kJgiB6HqUWGdns2F/IFFrFjM9rHMyz2DD65odDsQKVrDCUWp/NB1Z1wkKPD6Z2lXP8nYtJj3akxfr9fixYsAA33ngjXn31VXzyySfo6OgAAPTr1w8jR47EhRdeiMGDB2dcGwwGnShCj8OO2UIuVoeyDRZiFG6/OxxHoFd+VyRzEfikVM2WCIIgiolSi4xsduwv5d05q1jRX1iG0Yzy21hbBbYIF57N5OgNGqT+KSdKrc9aIVtd3KpOaHZ8yJVJs5nn9+/lzel3LiY92tHlnmOOOQbXXHONk7ckVLBrtpCL1aFsg4UY5cozOp4LchH4pCcpRgRBELmi0AG/rGJ27O8pu3NW9ReGEdE0rgZAepRfKZgnw4iA5QgpucVMjt6g25un0hSeUuuzZrGji1vVCc2MD7k0aTbz/Fx/52LSo8tjNO5BmPFXBqAbYZtzsTlZHcomWIjXzemuKnvdHEJ8/gMD5DtnoB3FqBiCJxAEQeQLO+Ozcrz0eThE43zOolubHft9Hn1Z6PNwgIm8xsVMNvFWfJwLr63dibrqSkwafzSo6Ja2Try2difmNNVDxFGdJ+jn4HVziMT4gsnEfOToLTWy6bP57qtWsBs7yKpOaLR77/NwWJzDmAlmrQec+M5a5xfTAiNNnksMI7OFUFzAk82bVFeeGACL/7wRm3d24I4ZoyEI+vnazKDW6K0EV2AYEVdcMAxA5qryFRcMQ4xPYP6v3sgoYz4CA+QzZ2C2Cxa5WGk0O5DRpJ0gjHG5isc8UxDEkk2bZVfWAOrjpTIdodMyxuzYH43zujus0TgPfxG1pWzIxuySAfC9ifV49C8bsWL11tTv0ncSgVTQUZ/HhTtmjEbzmztUdZt8BRQy/OY+DkiU9kJINhjpVFIfD0d59Ap68Wie+6oaWnqOXRNis+OC9PxIjMcNUxqw5EjqKInG2ircOKUB0TifU5NmK7vKVnRnKzpsMZn/OzZ5/vzzz/G3v/0Nra2tOHjwIOJxbV9WhmHw+9//3qlH9yiMzBb2doY0V57OahicOrZw+Xo0jR+KSeNrIAIYVBmA320tX5wTE7dD3TFE4wmc3Tg4bVV5/8EIovEEuvant6NSizwqkQtzllzk1DP7TYsl4iFBFCu9Am4Igojevf227yUIIljWvmlqQhBwoDNUchNoJ8YbrfFSUkSbxg/FitVbHZcxZsf+7jCfJpflO6wLl6/HgjlnwF/irj1WzS6l7755Zweaxg/FxLOT+srAygACbhYMgEdk37Rp/NCMiTOQf71B65s31lZhwlk1WLqyBbOb6tEzE1epI+/j0y8Yhta2zozvmOu+qlcmCanf2jUhNjMuKOvks/8cVLXAWNa8CVPP1U/364RJs1NpZSWs6rDFZP7vyOR50aJFWLp0KQRBgGii8EwRBngoFYzMErRqdkNrOyaeXZP6OxJLpK3iLrr9XMs7zk5M3PxeN37y6DtoGj8U/fsczQ/efiCMZc2bcOfM0arvUooBtpw2BXc6eILZb5qLSTtBlBs+LweWZfDMq1uwZ3931vepG9IPl5x5gu37DOwXwJUXjwDLMiU1eU6I0B1v5k5tNGWiqzdetmxrx6TxR+Wj0zLGzNgf8HEZcllOOfg8WzG7VMoZ5a7zvCkNCCm+6fDqSs36y5XeoLUz6RJFzJ3aiK86QugKxdMWQiKxBGK8QLLyCMpvrfcd9fqqk9ZwRnrOrIn1uteb6a9644JWnazbvEf1Xt+9eITt8uiRi7Sy2eiwucglnw22R+Pm5mYsWrQIADBw4ECcffbZGDhwYFo6KsI5jMwWtrR1al4b00n7FIrELa1KGTX6rigPF8sYNmrOxaCuup/qQNlYq/0+pRpgy0lTcKeDJ5gdyIop4iFBFDt7O0L4T3tX1tdXVfoduU+p0h3VH2++6gjh7t/+O/Wb1o600XiplI9Oyxijsd+qSWIpus1YeUczckb5TfV0HMD5b2pkERGJ8WltUw7JyqMov7XRd1Trq95eXket4YzaHzeZccSEWGtcsFonLONMebQwdBmNJc3trYxF2eqw+c7ZrobtGe4f//hHAMB5552Hhx9+GB5P6U1oSgk9s4UbLmvA9//3Dc1rPTqpEQI+awEsjBr97n0h3P/UOsPB63AopurnNWpYFSacnfRtUS8vLc44HTzB7EBWTBEPCYIob0IR/XSGXSFzrj1G46FSPuZbxlgxSSxVtxkr72hGzsT49AmFno4DOPtNzVhgkaw0h7KejL5jZl91O24NZ/TtDodieY0sbVQnDFPYSNedh6O457F30p5pNBYVUwAwq9gu2datW8EwDP77v/+bJs55QjIHCkV5hMI8An4OAS8HBkBddT/VaJ2nDKvC/oMR1fuNqqtC0OuCaCGAhVlFxGjw8no4LDxiti334xBE4JV3diISy0z8Xup5AZ3C6eAJZgeyUh7wCIIoLYwWdtWUSrVdPb3xUmnlVCgZY8YksdTdZsyaXRrJkRgvYOOn+9IilG9p69SMWO70NzVlgdXDZWW2UZT1vqNaX+VcjOPWcEbjjt/rzqkJsZU6GVVXBR+XfG6uyuPz6rfVXsGj8z+zY1ExBQCzim17EYZhUFFRgUGDBjlRHkIHkWEQTgiICsDilS2Y/6s3cNeStzD/V29g8Z9bEI4n0DSuBo21VWnXSREKB/T1ZxwbVVeF+dNHwWXRDV1q9GooBzdp8FKDZY6abS9Ythb3P7UOC5atxYPL1+Oyc07MeEap5wV0EmkV36k60vumqYHMwnkEQRB2CXrNyxo5yp0SrfFSko/Na7YDKLyMkUwSB1R4EOAyg3iG44LhRKHYMXpHwFjObPx0H5rXbE/TeZR/y8+fM/lkRPgERIdi7pjZVe7JsjLBMFj0542Y9+AbuHPRW5j34BtY9PxGJFTqX1lPWt9Rq68eDsV0yyJ9K5FhEOIF7OuKIcQLum2BczEZz5eXgzuiNJtpy9lgtk6U45XV8pitE5bRr49EIv05ZsYip3XYfGJ72aumpgabN29GLBajneccIplp1R5fqRqFcENrO/bsD6WidV4zYST27A+lglQ88HTS/Fna4Q363Aj6OQS9HAb09aOz01ogGr1oklIqATmavguMqGq2XVfdD9F4AjdcdjLivFBSfl35xMmVT7MmdcUU8ZAgiPLGxUBzvJlwlp5rT+bOkTRehuIC9naGwAAQRMDFMrhj5uijUZyLdAxLMAz2GMjqcjEF1pMzcyafjFsf+hcisURGhHIXy2DO5Hoc6IrC7WJTO9TS+U6Zt5vZVdaVlVMbwJRQ4D4r2I2iLH3X2ZPqMXtSPcKReFqe5wVzzkjTdfwGu6IBH2fZ1UHLpVDScQ+HYugfzF0/M6qTaIyHz8NZzpIjx0qdaOnqUn10qSxgmBmLiiUAmFVsT56nTZuGe+65B3/7298wadIkJ8pEKJAPRBPH1WhGIWSY9CjaapPsFau3HskLdzI8DCzvOMuRN/ruMI/uSDwtmqQcLUHj41x4be1O1fD7r7zzGeY01cNd4MAAxY6TwRPMDmSlOuARBFF6qI03HrcLj7+wSdW1R74zpIQRRQQ5BkMGVqiPX0U6hkl6wMRxNbrnlZMpsJacifCJ1HdXi1B+z6yxWLBsLX5+w5kZAbucMm83a3Ka+Q5u9OvjAx+Ngy/TybPTUZSDkm4jCPC72KMp2458P6Nv4fNwWLyyxZKrg9/LpTLBqKWOe3D+uGyqxhJadeJ2Mag8pjc6O7vB89nlC7e6wKGvq+/ECV/vk/EMI1NviWIIAGYV26Ps9OnT8cYbb+AXv/gFBg8ejDFjxjhRLkKGfCDSi7i3pa0To4ZVYcPWdjSv2Y47ZiTTPOVy1Uxq9P7eXjy7utWy7wIjipjdVI8lz2/MSEVBu5iFwexAVooDHkEQpYlyvNnfFcXFZwxBjBeyknGlNn5JekDt8ZV58+stBtS+k48z57+uDCYn4USkaysWWPJ34DgWvQIedEb1A+GVMvmOomz0LaJx3vJk3u92YcQJ6plg8tnP1OvEvuuB1QUOLV1dy9q0sbYKbBmnJbY9eV60aBGGDx+O999/H1dddRVOPfVUNDQ0IBgM6l43b948u4/uMcgHIr2Ie81rtuNX3x+Px17YhJZt7Slzpmnn14JlGERifM5WzeyY8tIuJkEQBGGFYtgZyieSHqC1MN6TFpzNuo3p6UtOmLeT7qJOIQKl6X2L7rD1yXy5u6dls8ChrGO/l0M8IeCZV1vTLICkfsgwzkz0ixFHJs/MkdUFURTx/vvv44MPPjC8jibP5pEPNHoR9+qq++HtjbtQV12J715Uh8OhOBgGqcAaUuPO1aqZHUFSarsABEEQROEolp2hfCHpAWp+vh43i8EDgkWdpspppKwjX3WE0BWKpy2cSL7NWsHkAOcmcKS7ZFKoKMpa3yLbyXw5L45kWyfyOhYZBo81b8YJX++DS84ckraA+dranZjTVF+2/cH26EFm2rlHPhAZmWNLgqN5zXbcM+t0PPf61ryumpEgIQiCIHJNue8MKZHrAUo/31F1VZg3paHHyVtWEDCo0o8//3Obaht4onmT6nXluLhSTBRb37QzmS9XndaJBY6e7HZpe/L89NNPO1EOQgflQCQ3x/ZwLPw+N1rbOtICdY04oR8G9vWV7aoZQRAE0bMp550hJcU2ISkW9NrA7KZ6xHiB6qsAFFPfpL6TiVN1UkzfOZ+UT1jGMseogY46cQAenD9O9Vg5rpoRBEEQRLnuDKnRUxVVI7TaANVXYSmmvkltIROn6qSYvnO+oMlzCaHXQHti4yUIgiCIngTJemtQfRES1BYyoTrJDkuT5x/96EcAgIEDB+LWW29N+80KDMPgl7/8peXrCIIgCIIgCIIgCKIQWJo8/+UvfwHDMDjhhBNSk2fpN9FMROUj59HkmSAIgiAIgiAIgiglLE2eJ0+eDIZhUFVVlfEbQRAEQRAEQRAEQZQrlibP999/v6nfCPOwLIN+/YKFLgZ69/YXughlCdVr8WOmDx5TVQGXi836GVWVAQDA1wYEwbLZLzY6cR+GYTCgr79oyuPUfZwqS6pu+gfB2lgYLqa6AYCB/ZL3KbYxyaj/FVt5CcIJiqVdm9VBi6W8xFHomxQORjRjb00QBEEQBEEQBEEQPZjst1IIgiAIgiAIgiAIoodAk2eCIAiCIAiCIAiCMIAmzwRBEARBEARBEARhAE2eCYIgCIIgCIIgCMIAmjwTBEEQBEEQBEEQhAE0eSYIgiAIgiAIgiAIA2jyTBAEQRAEQRAEQRAG0OSZIAiCIAiCIAiCIAygyTNBEARBEARBEARBGECTZ4IgCIIgCIIgCIIwgCbPBEEQBEEQBEEQBGEATZ4JgiAIgiAIgiAIwgCaPBMEQRAEQRAEQRCEATR5JgiCIAiCIAiCIAgDaPJMEARBEARBEARBEAbQ5JkgCIIgCIIgCIIgDKDJM0EQBEEQBEEQBEEYQJNngiAIgiAIgiAIgjCAK3QBzNLe3o63334bmzZtwkcffYTNmzcjGo3itNNOw9NPP617bTwex+9//3s0Nzfj888/h9vtxvDhwzFz5kxceOGFutd+8skneOyxx7Bu3TocOnQIAwcOxLnnnoubbroJ/fr1s/1eiYSAjo5u2/fJFpZl0K9fEB0d3RAEsWDlKDeoXrOnqqpXXp9X6D6YT6hdGtPT66hY+l9P/w5EeWLUroul/0lQPyw+6JvkDrP9r2Qmz3/9619x3333Wb4uGo3ie9/7Ht5//324XC6ceOKJCIfDeO+99/Dee+/huuuuw+2336567WuvvYYf/OAHiMfj6N+/P2pra/HZZ5/h6aefxiuvvIJnnnkGxx13nN1XKygsy4BhGLAsQ53QQaheiWKE2qUxVEfFAX0HohwptXZdauXtCdA3KTwlY7ZdUVGBM888E9dffz0WLVqEm266ydR1CxcuxPvvv49jjz0WL730Epqbm/H3v/8dS5YsgcfjweOPP47XX38947o9e/bgzjvvRDwex0033YQ1a9bg+eefx5o1azBu3Di0t7fjlltugShSwyUIgiAIgiAIgih3SmbyfPnll+P//u//8IMf/ADf+ta30L9/f8Nr9u3bh2effRYA8Itf/AI1NTWpY+effz5mz54NAFi0aFHGtU888QTC4TDGjBmD73//++C45CZ9r1698Ktf/Qq9evXCpk2b8M9//tOJ1yMIgiAIgiAIgiCKmJKZPGfD66+/jng8jiFDhuD000/POP6d73wHAPDxxx/j888/Tzv26quvAgCmT5+ecV2fPn1w8cUXAwD+9re/OV1sgiAIgiAIgiAIosgo68nzhx9+CAD4xje+oXp80KBBOPbYY9POBYDdu3djz549AIAxY8aoXjt69GgAQEtLi0OlJQiCIAiCIAiCIIqVsp4879y5EwBw/PHHa54jHfvss88yrnO73fja176mep0UKOyLL75APB53oLQ9G5FhEOIF7OuKIcQLEBmm0EUiCFWorRIEQRAE0dMg/SdJyUTbzoaDBw8CSJpZayEdO3ToUOq3AwcOpI4xGg2jb9++AABBENDV1YXKysqsy8lxhVvDcLnYtP8WgmhCxJI/b8SGre2p30bVVeGmKQ3wukqzYxZDvRLmMdsHS72tUrs0huoo/6j1P/oORDlSjO1aT/4VY3l7OoX6JqWu/zhJWU+eo9EogOQOshYejwcAEIlEsrpOfn42sCyDyspg1tc7Re/e/oI893AohsXPfoDa4ysxcVwNYnEBHjeLLW2deKJ5E77/nVPRK+AxvlGRUqh6Jcxjtg8eDsXw0PL1aYIDADa0tuOJ5k248fJGhCM8usNxBP1u9KnwFm3bpXZpDNVRfjDqf/QdiHKkWNq1WflXLOUljpLPb6Kn/yx5fiPumDE6b/rO4VAMB7uiBdW1ynry7PV6AUDXrDoWiwEAfD5fVtfJz88GQRBx6FAo6+vt4nKx6N3bj0OHwkgkhLw//3A0gQvHDkHzmzuwYvXW1O+NtVVoGleDzkMR8NHSM4svdL2WMvleTDLbBw9FEtjQ2p7xu8/jwoVjh+DXz2wo+hVZapfG9PQ6Kpb+19O/g1NI+WCdQhBEStFpA6N2XSz9T4L6YfFRiG+ipf8AyQl0x8H86Oq53v022//KevLcu3dvAEfNt9WQjknnAkdNuQ8ePAhRFFVNtyXTbpZlUVFRYaucPF/4ASmREHTLITIMwvEEQhEeAR8Hv9sFRhQ1fzeLKALNb+5Ay7b0Tin9fd2k+qKon2wxqleiODDzjUIRdcHQNH6oahuWVmTnTWmw1CfyQbG1S7vjiJPPD/rdYDhX0dVROaNXz/QdsodlGfSt9MPFOmfemRAEHOgMQRCKa0wrNYqpXZspRzGVl0iSz2+ipf/Ijwe45FwpV/JcZJiMiTNgrGvlojxlPXkeMmQIPvjgA7S1tWmeI6WoGjJkSNp1QHLneffu3Rg8eHDGdV988QUA4Nhjj9U17y4HEioNduxJgzCrqR5LNVaAXCYbpiCKGZMOiZZt7RBEEUDx7NwRPZeAT324HF5dmWY1IWdDazvC8QQCBYxrUOyojS9Wx5GcPT/nTyeI3MGyDFwsiz++shl7O+xbuA3sF8CVF48AyzI0eSaIHoSW/qM8nkt5Ho4nMibOElq6Vq7KU9Ya3SmnnAIA+OCDD1SP79mzB19++WXauQAwePBgDBw4EACwfv161Wul3+XXlSNaKz3Vx/TB4pXaK0BmI/BForyt4wSRL/xuF0bVVWX8Hovrr/yGItSGtTBaSc51JM9CP58g8sHejhD+095l+58TE3CCIEoPLf0HSE5G/W5XzuWpkS6lPJ7L8pT15Pn888+H2+3Gzp078e6772Ycf/bZZwEAI0eORHV1ddqxiy66CACwYsWKjOsOHjyIV155BQBw8cUXO13sokJrpWd4daXmjrG0AmQGs6tZBFFoGFHETVMaMgRIRUDf8oTasDZmVpLL+fkEQRAEUexo6T/SLi4jijmXp1bnC7ksT1lrdQMGDMAVV1yB5cuX47/+67/w+OOPo6amBgDw+uuv44knngAAzJ07N+PaWbNm4bnnnsO6devw61//GvPmzYPL5cLhw4dx22234fDhwxg5ciTOO++8vL5TvtFa6TGz2xaoSI9+p+Z3EDiymqUWiEBazYJJ04pC+00S5Y9LFDFvSkNaO/N5OMfacDmi1y/NrCQrxxEz9zWLnecTBEEQRE9BTf+xIs+7QjwQyJTVZmW53+J8IZfyvWQmz7t378bkyZNTf0vRrj/44AOMHTs29fvs2bNx3XXXpf6+44478PHHH2PDhg2YMGECamtrEQqFUr7O1157LS644IKM5x1zzDH4n//5H9x2221YsmQJ/vSnP+FrX/saPvvsM4RCIQwYMAAPP/ywZh7oYsGugqm10uNx6xstKK/T8zuYO6UBi5/fmNYh5KtZZii03yTRM1DtT4KAm6Y0YInNNlyOGPXLbC1PnOrvZPlCEARBEPYxkpehaBx3LXkrTVZbkeXS7rdZXSuX8r1kNINEIpGKcC2H5/m03+X5moFkCqqnnnoKv/vd7/Diiy9i586dcLvdOO200zBjxoyUebYaF198MY477jg8+uijWL9+PbZu3YqBAwdiypQpuOmmm9C/f3+nXi8nOKFgaq30bGnrRGNtlarptnIFyEyEPL3VLCOyjcBHEFYw6k922nA5YqZfWl1JNntfs/WezfMJgiAIoqdhpAPpydPG2ipsaesEcFRWz53aiCUrWyzJciu6Vi7le8lMno899li0trZmda3H48GcOXMwZ84cy9eedNJJ+M1vfpPVcwuJUwqm1kpP2+6DmHt5A5aqrADdcFkDOrqi8Hvd4FwMojHeVIS8AMceNaGw0KCzicBHEFYw25+ybcPliF6/3PxZB+KCiIQgYM6kk/HYqo8yxpG5UxoAACFeSBOSTvZ33ZXsqQ1gKKIwQRAE0cMRGQZPrNqE2uMrMXFcDWJxAR43iy1tnXiieRPmNNVrytPG2io0javBwuVHAzBvaG1HKGpubqDESNeSLATDUR7XX9aAR//ivFVgyUyeCWs4qWDqrfTIf/f73Ght68D3//cNRGJJR/zG2ipcccEw3fvb9Sskv0Ui19ACjXW0+qXP48IdM0bj0b98hA1b2+HzuNA0fiimnlsLD8ci4OMQcLuQALBYZZX7O9+qM3yulf6eOb650a+PD3w0Dp4mzwRBEEQPJ8IncOHpQ9D85o601JzSxDjCJ+B3sWnytCvEIxSNY0tbJxYuX5+aF0h0h41yR1vX3ZW74z6PC7Mn1ePaifUIR+KU57knYMdfWU1xlZTU4dWVOByKAwE3gi7zOzRqKz3S7/5eXixS2Zlr2daOaefX6t5b6Xdg9b3Jb5HINbleoNFr86UaCE+r3zWNH4rmN3ekXD4isQRWrN6KFau3YlRdFeZNaYAIaO70Tz336HgiH9OklfDeQevfQT6+cRyLXgEPOqP6gp0gCIIgShmz+oUoMmlyW0L6+7pJ9anfJHmKAIe7lryl+eygP7tMJfIyB/0cvG4OkRiPUIRHPCGg9vhKbN7ZgUgsgUgsgUXPtaR0C0YUHbEKpFlFkWLXX1nZ6KTdHuWq0ai6Ktw8fZTthqC3M7fx030YNaxK9bjS7yCb9ya/RSLX5HKBRqvNz9WYRJZKIDytfjm8ujJtDJIjTx+hO57UVWHzZx2aY1op1A9BEARBFAor+rYgiprpaVu2tUMQRQDpAZSNdPOA13qmEnmZ5fMaedkaa6twx4zRabvdTlsIkp1hEeJEYm9lQnPlbo/8no+s2ICETT1Tb2euec12XNtUj8Za7fxwgPF7g2EgMgxCvIB9XTGEeBExEejsjuL6y/TzzxGEHZT9SU5qkM8CvTb/4af7bI8DhUJkGET4BOZMOjmj3ox6YyjCG44ncyadjNmT6jXHtGKon/SxSih4eQiCIAgCMD/PkORYdziOe2aNxfQLhsHnydR3ItFMmW2UG5o9kqnErO6uLLPWvKZlWzua39yBpvFD0343siC0Au08FyFO+FcqHfeNdnu6owkEuOyVO72dt0gsgf0HwqirrsSk8TUI+twI+jPNQ4wCDMVE4NHn0zu75G/x8yffw4xLRjju10AQgPUUCWbRa/P9evtK0s9auTKs9GdWrk4rMdrFj8QSEEQBw6v7YdFzLarnFLp+KHUeQRAEUawYzTMifAIezpUhx9R2dQFtuW0UHdtK9GxlmfXmNS3b2jFpfE3ab066cNLkuQhxyr9S3igPh4wc8+O2fDaNQtR/srMj5dN48xFzVKXPQkJI4K6rxqQi+DWv2Z7qnE3jh2ZMnIGj/hYXnj4kJ34NBCGRi3RUen09FhcMry22QHjKlWE1f2YAqmOFFNhDmlzrmXP5OBf2H47qlkWqn3z7jFPqPIIgCKKYMZpniKK6HJN07qbxQ7Fi9dY0ub2vK6YqY42iY5vNVKIss5GOJD/eWFsFn4cDBP1rzEKT5yLESf/Ko477Ro75+sfNPMcoRL3kx5kALPssmF1hKvSOE1HeOJ2OSq8ve9z6bbgYA+GZtZpRjhU+jwv3zDodz/1jKxY915IaFwQBaeOCfKff6P2Dfq4gO8AUmZ0gCIIoZozkpyiKmnJM0rmVclsiVzJWWWYjHUk6Ls1DonEefpNBko0oPu2LyEkALKN7Br0uiImjKzLZ7NaopXzhXAwOh2J4cP64lF/oYpM+C9LxFau3GvpJyleYinFHjiDU0OuXHYciJRcIz6zVjHKs6B304P9e/Dgth6SLZTBxXA2mX1ALt4vNGIeMxjSvm8PilS153wGm1HkEQRBEMWMkP8MqPsxyAl43Hr71m6mUk3JyJWP9bhfGnjQI1cf0wfDqSvQOerWDEQ+rQu+gF/fMGptKlbVgzhnwOyR7afJchOTCv1LvnvOnj4JLFCB1FTu7NRk7cwD6B4/u0oV4wbLPwqi6KgysDOg+V74CVYw7cgShhl6/POXEAWg8cYDjfta5xIrVjHysCCcE3RySfft7kivGClMwvXEyEuMLsgNMqfMIgiCIYsZIfoYVOZmVBPwc+ISQVxnLiCJmNdVj8cqNKZPxO2aMhiAiw3J1wtk1uPu3b5vyy84GkuJFSi78K9XuGfRyGNDXj87ObgDG/no3T2mAwDAIRXl0h+Oo8Lvh93JgTfoRWPVZCPrcun6SQHKFqW8vL6ZfMAxtuw8W5Y4cQWhh1NedHgdyid5q9tiTBsHn4RA6ko9R/i5WckjK0as7szvASiuboE2zLkqdRxAEQRQjSnk3d2ojonEe3eF0+ckyDBprq1TTUzXWVoFlGIQiRrGUnLWyEhkGS/+8MVWmSCyBhcvXo2n8UEw7PxmUNMYL2PjpvoyAZk7LXpo8FzFO+1eq3dOlCHxrJuL10pUtGas8cy9vAJdF/mkjn4Wgn0tNFLR8qiecXYMfL3kbddX9MPfy4tyRIwg99Pp6LsaBXKG1mj32pEFHVoxbVC1aRFHQzSEpquSQlD9TrX7s+ETfPH1U1sIxV5HZCYIgCCJb9KxK/RVHdPEj8ollRVw3uR6Pv7ApQ9+/bnI9WMY47ojTVlZq8xN5UNJFt5+DSrcL277ozJg4Oy17afJc5lj1XdbbrWkaPxS/fX6j6u7Q4pUbcfO0xrQdaLVnK3dltrR1aq5uKVeKju4yCdjTGQJz5HpphallWzuWUjRboojJd+TnQqC2G+zzqPsfb/6sAy2f7sNxg3rp3jMc5RF0W1vBtuMT/ciKDZh/eaOl58nJheUQQRAEQWSD1SwQHo7Do3/5KJViNhYXUplwfv/SJ5jVVA/ODd3daaeiW0t6k3HWIB4Bjs2L7KXJcxmTje+y3kqRkX9yKMqj4shOstaz505pSNuVaV6zHXfMGJ26h7Kcygaf/FvEz5atVS0HRbMlipWelPtXuRscUvE/lkfav2bCSN37+bzWRZVdn+juaAIBTj8ntdHzS8VigCAIgihfrGaBiMR4rNu8B+s271G95pIzh4BlGDSNS2a6Ue5OOxXdWq433TNrrO650vwlH7KXJs9lSra5RvV2a4yaXyjCI+jxggHwxKpNaZFzpRWrx5s34fqm+rSVoaCfw83TGhFR8YXUeo5ROSiaLVFM9PTcv2p9Vh5pP5EQDf2r9NDa0bfnEx2ncYQgCIIoeazqzUbnS/GKHn72AzSNH5ranfZ5XOAFEQwDHOqOQwy4s975FRkmbS7hcrH4xQ1nouXTfWhesz2nPs1G0OS5TMk216jebo1RxOtQJI5Fq1txw2UNuOiMIVi1Rj1ybphPwO9i01eGBMH0ShFFsyVKjZ6e+1etT8otWbpCMd0VbIbR9nk22tFXW4VOMAxivL45WcDntvKKBEEQBFGUWNWbjc6X4hVJPsfAUWuyFxXBP7O1sIvwCc0sHHfMGJ1y2SxEPBGaZZQpdnZntXZrYBB9b0tbJza0tuOj7fvwVssuy5FzJYz8QimaLVFq9HRrCbU+K4+0/8nODnz2n4Oq/lWvrd2JOU31qn06mx196Zra4yt14y0EvS4Igkh+ywRBEERJY1Vv1jtf0vel/5dkqNyaTE62FnZqWTh8Hhfqqivh9bhw73VnIOjjLGX8cQqaPJcpdndnVX0GRBFzL2/A4pUbVXeHFi5fDwDo19uHDzV22Vq2tUPQiZxrxi+UotkSpUZPt5ZQ67PySPtS7APlCrNRn85mR1+6ZvPODs14C/OnjwLPJ3qMjzpBEARRvljVm7XOV+r7chmqFxcpGws7QRQzJs56ekI+5XJ5a2w9mFztznKiiJunNaI7EsfufaHU7pA8p5pR7uZIlEeFSuRcK7tIFM2WKCXIWiKzz/YOelJ1Is/XOGl8DUQAgyoD8LvZrLMDSMeVO/rSNcpnSrvdAysD8Hpc+M2fNvRYH3WCIAiivLCqNyvPV8uhvHD5esyeVI/rJtXjcCim+3yrFnaRaLp8d3pn2w40eS5Tcrk7ywoCXCyD+59ap3rcKHez1i6b1V0kimZLlApkLZFE2WfldSL5TqWtIhvUSzY7+vLf5P5aEotuPxcHu6I92kedIAiCKD+s6s3y8xMMk5FDecQJ/dB44oCkvA7oxwmxamGnPN/pnW070OS5jMnV7qzIMOBcLMaeNAjVx/TB8OrKNB/Fg13RrHbZerpfKFHekLVEJso6Cfo5eN2c6cj72ezoG10T9Lqw/3BUt9ylNhb1hPziBEEQRO4w0mGctrBT3k+K5t00fmjGvKN5zfa8ymWaPJc5Tu/OSj7Jn+06iJ/feBYef2FTRhS8C8Ych5Nr+mOxxV22nu4XSpQ/ZC2RiXJle/HKFtN+xtns6Btd42KAoN/ZFfRC0pPyixMEQRC5Q0+HcdrCTnk/LZ9nKfp20J8/uVw6GgBRcOQ+ydMvGIbHX9ikGlF76RHfA6u7bOQXSpQrtPNnTLa5sLPZ0de/hkGfCm9ZjEU9Pb84QRAEkT1WdRenLezk9+NcLix9fqNmJp+bpzUCeYq6TZPnMkFgWYSiPLrDcVT43TkJ3S73STbre2DVt4L8QoliwakJr5mdP5pc28uFnc2Ovt41vQKeshiLenp+cYIgCEIbPd0jW6slpy3spPt1xxOqqSWB5AQ6FOXBMsiL/kST5zKAZxgsfq4lI33U3MsbwDnYgOQ+yUYRtbP1PSC/UKIYcMrU1Wjn7+YpDUgAZFaL4ot54HUxJT8WFVudEgRBEMWBnp7DIlMvAQprtdQVjusfD8Xx46Vv50V/oiXnEkdg2Yy8y0ByFWbxyo0QWOc+sc97dK0l24jaZpBWmQZUeBDg9FPVEITTGE14RUY9R7kaRjt/MUF07FmlTjHGPCj1sagY65QgCIIoLEZ6TjguGFot5RujWCT+I/IsH/oTTZ5LnFCUNzRjcAqWYdBYWwUA2NLWmfp/JSmfQIIoQcyYuprFaOcv6uCzSh0p5oEaNKZkB9UpQRAEocRIz+k22OU10m1yQcDLac47GmursP9gJPV3rvUnmjyXOGYauFOrLwwjomlcDRprq9C8Znvq/+Vk6xMoMgxCvIB9XTGEeKFH7bgRxYUZU1fAXJs12tmLRPUH90IIqEIhxTxQTvZKzc/YKrkc+3pqnRIEQZQjIsPgUCSB1rYOHI4mspYXRrqFz6u/sKqn2+RKprGCgLmXN2TMOxprq3Dd5HosWrEh7fdc6k9ks1XiGJkxhCJxLFrd6oj9v49z4bW1O1FXXYlJ42vAJ0Rc/e0R4Pk6dIXjGFgZgN9t3bSRUqkQxYTRhDfo50y3WcOcwmWUEskJelrMg3yMfT2tTgmCIMoRJ+WFkW7hzTL7Ta5lGieKuHlaI0JRHqEwD6/Xhf0HI7h76ds40BVLOzeX+hPtPJc4RmYMW9o6HbP/Z0QRs5vqse2LTixYthb/+8f38e6mrxDjhSOTAOsdw0n/UoJwAiNTV6+bM91mjXb+/G6WzGpl9KSo4/kc+0rdd5sgCKInoyYvfB4Xao+rxJ7OsOVdXiM9x8Mylq2W8iXTWEFAhZtFVR8vnnr5E/z8ybUZE+dc6089a1ujDJHMGJRBwxprq9A0rgYLl68H4FxaEmkXI8InwDIsHnvho7SUVVZXmCiVClFsGKVMi8R4S23WaOevHFIiOUFPs0ChsY8gCIIwg1Je+Dwu3DFjNJrf3JGVDm6k50AU4QIsWS3lW6YVMr0tTZ7LAMmMoTsSx+59IXjcLLa0dWLh8vWIxI76VHZHePh6+xCJ8amOEHRZb8iMKMLHubBIZ4Vp1sR6AKLhzhGlUiGKEfkikSgyEEQRkSiP6BEhoodam9XLe1jOZrVmd5KNVqwLkRYj19DYRxAEQZhBKS+axg9F85s7MgIGW9HBzegeZnI2S3L+cMg4BpOaTLNjcVYo/Ykmz2UCKwhwsQzuf2qd5jkezoVHFPmgR9VV4ebpoyw3BKMVpr1nh7Bg2VrDVTBKpUIUK4wowsO5MiZ1v7jxTN3rsmmzZgRUqWFlJ7kn7sLS2EcQBEGYQSkPhldXpu04y7Gig9vVPeRy/p5ZYy29g/J6CasWZ4XQn8pLG+nh6PkwnDKsCp9+eUB1leqRFRuQsNjWjHZNYnEhdX89XwerqVQoKjeRL6Td0M07OzD9gmG4Z9ZY3HXVGFT28urGGfB5aNJj1ffJbITzcoLSSBEEQRBmUMoLScfWwqwOrsSKji0yDJ5YtQm1x1finllj0Tvoxahh1vT5Uo15RFpeGcGIIm6cou7/fMNlDbjloTdUr9vQ2o7uaAIBznxDNdoV8biPrsvo7RxZ8VnoaT6RRGEJxxPYvLMjw6/o3tmno2lcDQCoxhmIxnn4s3CHKCes7iT3xF3YQvprEQRBEKWDUl7IdWw1zOrgcqzq2BE+gQtPH5LSjyQ/bEFEhoWrmkwrZYuz8tNIegiqPgIAlq3alEolFYsLKf/n3fu70/yflYQicV3/OuXzfB4OY08ahLUf78k4V4rynX5/bf+9TJ8FNzgXgwNdUfi9R99Nb4Xq+sknw80ypHASjhGK8Kp+RZFYAg8/+wGaxg/N6GcLl6/HgjlnwO+Qr2qpRp+Wdor7Vngwb/oo9O/jQyjCI+jjsO9gBJEYjwB3tI58nmTWAKVlDCDbzReOrrRL9RKO8ugV8IBPiMkxrITqCChvf3eCIAjCOY7KCwEMA81UUpIO7vO40DR+KIZXVyb9kQPuDPki1zHiCQG1x1di886O1HxBGXdEfr7fy6HjUAStbR0AkrrRwuXr0TR+KKadXwu3i0XQn5wvROM8usNH5w/ROI/DoTjumTUWW9o60bxme8YcpZjjftDkuQTRWh26/rIGtHy6D2s/yZzQGvsiaOeb1XrejVMaACBtAq2M8n30/vpNTfJZ8Pbyar7b5p0dqtduaG3Hrn3dePGtHbQLTThGwMep+hV53CwisYSmv5FTu6SlbGkR8HHoW+HBz288C4+/sCljh/6myxvS/JKicd70bn5CZk5/x4zRWP5Kq+oqd7HXkUQ5+rsTBEEQzsOIInr7XKisDKpaLkky85EVGwyjcavpGI21Vbhjxui0gMPSLrDXnRkDRnm+pButWL0Vj9x+DrxuFxavbMm4RponRGIJ1WcCxW1xVrwlI1TR8xF49C8b0TR+qKpSv6WtE6OGVamaSIyqq0LQ64KYyPSh0Hve0uc3Yu7URsy8ZARCER4xXsDGT/dh4fL18HlcuH3GaPTv40M4wkMUAYFlwQrafhrZvhuQ9O8o58i8RP7xu12qmcu3tHVq7pKm/Hpstr9Sjz7td7vww6tGZ0ycgeTkeMnKjbh5WmNqPOgO86kVa73dfHm9TL9gmG600WKvIyuUqgUCQRAEkRu8LibNcimeEBCOJuBiGdx65TfAsQzqqivR2pa5kzx3aiOWKCa1wNHFa6W+HYrwWNb8ccb5rW0d6GgcjAVzzkDHoWhKbjev2Q4G6nqM8hlqz3RKl8oVNHkuMYx8BCaeXaN6rHnNdvzq++PxmEKZHVVXhfnTR8ElClALyWP0vKT5ZXLXJMEw2PZF0lREa8dp7uUN4LLMEaf1bsBR/45i95MgSgdGFDGwMpDxe/Oa7bhjxmgA5vx6sqGUfYGAZN0F/R7VBQYgWW+hKI8KN4sEwyDGC6Z28+X1YhRttNjryCylbIFAEARB5A655RLPMKoxj9R2kkNRXlPHaNnWjknj0/Vtn5fLOF+ea3rxysxnihBNP0P+dynE/aDJc4lhFHXW5+FUfQhGnNAPnIvBzdMaEYnxab6C+w+G4fdy8HFsRmM1EwVX8HLoDsdREXBj7tRGiKKIRYoODCQ7x2LFjpOVZ2n1I6WPdTH7SRClRcDNZvgVSX49syfV47pJ9Zm+tgyDmCAiGk8gEk0g6HfD7z7at7R2EeW/G8mMUmjj3eH0nI9y/6tYXEhZoyxZ2YLa4ysxZsQgnPD1Pqnj0gp22+6DqRVo+RhhFG20FOrIiFK3QCAIgiCcQ2QYHIoksLetA34vB6/bhWichygyePrlj1VjHr3yzs6MnWSlfFYil6+j6qrAqkS+1so13bKtHSwLXDvhJNPPAICA141Ft59TEpZVNHkuMYx8ACIxHguWrU1bbRpxQr+juxSCkPQtdqv7Fit3M4yeF+MF3LnojdTfjbVVmD2p3tSOk9V369fbl2Euq+ZjXcx+EkRpoRURecQJ/dB44gC4RDHNV1VgGOw9EMGfZKZIQLJvzZ3SABGZge/GnjQIs5rqsVT2ezb5EouNoP9oHAX5CrVcgP/8hjOxYWs7Ptt1MGWtIj8uWatIglT+3kbRRkuhjowodQsEgiAIwhm0fJSbxtXAxTJpka/VjsuRy2c1JPkqzQtifGbAYSPrL/5S/QmwUoZXBLikPCvyiTNAk+eSQ8r1phdhDzi68vPwrd/MiEJtZTfD6HkbP92X9lvLtnbs7QzpvkMozKPCnb4jJDIMOFfmLp/EqLoq7Nx9EHXVlfjuRXU4HIqDYZDyiZR22IvdT4IoPeQRkeUWG52Hoxk7xx9+ug9vfrhL1Q/3w0/34e2WXRn9rvqYPhmmVvnwq841Ae/RCNryFWr5DjRzZDX7wtOHaPpHL5WNSfLxqBzqyAgzlj+lvrtOEARBqCNZpAEMljV/pOk//L0JI/F/L32iKkMBYOYlI1K/jaqrSpPPSkbVVWFgZQCLbj8nLVL2L244Ey2f7ktZtRpZfx3ujulm0ZBbjJaazKYl6xJD2gmTJ0sHjq4uNa/ZnvptQ2s7+ISQVW41o+eNqst8Xuoag3cI+NPXbBIMg0V/3ohbHvoXJpxVg8bazGfdNKUBJ9f0x7YvOnHPY+8AAFatSa6wySfOxe4nQZQmkl9R3wovHv3LR5j34D9x56K3MO/BN7Do+Y1IHBFw/Xr7NK0u+vX2qfa74dWVGdc0r9mOpnHafaEU2jgrCJh7eQMaa6tS7yjtQLe2dWLBsrWIxpKTQ7U6kJCPSfLxqBzqyIiemP+aIAiCOKobz3vwDeztDOn6D7Mso2vx6XIlNfOjO8m8qvxsrK3ChLNqwLJiKlL23IVv4M5Fb+G/fvtvtLZ14o4Zo+HzuAytv/iEoPkM+fyhFGU2Sd4SRL4T1hXiEYrGM3ZgJdR2JqzuZqjlIhVF4I5H3lTNHa0X2buxtgoezgXgqP+nfBdcHnFXBDCoMpDmLyrfAbxxysklm9+VKD2MLDb+37fqdFditY6p/S7Pl3jtxJGIxhIl2cY5UcTN0xqx72AEQKaPlLR7bMV/WWkJUM7jgJ7lT6mt1BMEQRDmEBkGT6zahNrjKzFxXA28Hv3pmpFeH4sl0vyJO0P6GS4enD8eS15Qj5TNMsDPbzgLLAucMqwKH2ro+lLsJekZAa8bFYGjeZ4XzDmjZGU2TZ5LFGknDAEOdy15S/M8tZ2JbHYzlLlIu+KC6sQZSO6aPXzrOVj6fGbUv+sm10MQEwCTXLFS7oIrI+4uuv2ctE6VKgeXLIeHYyg/KpEXjCw2vjfhJHjc2kE4tFZptX6X+sL4UwZjQAm3cVYQUv5VSh8pKXK51+PSvYdyTOop44CWz30prtQTBEEQ5ojwiTQfZqM4KD4DGRr0p/sTB3ycboYLQdSOlL1hazsmjqvBA0+vT0bVFqEZi0j+jEW3n5MsgyDA72LhL2GZTZPnEiebnQkndjM8nEvTl2H4kH5obevAxHE1uGbCSIQjPPw+DvsPRvDsa1vwvUtHpu5PPn1EqWDUVlmGQcehiGa/6DgUUe135e67KzIMWtv2q+4wSzvst88YrZuHvtTrwA5qlj+luFJPEARBmEMUGVUrLS3/4X0HtXUPNRlqNA+IRA12so9soCkzj8R4ARs/3ZdhCVtucpx8nkscPZ9krZ2JbK5RIogJXDe5XtOXoXeFFy++uQO3PvQv/Hjp27j1oX/hr2/vwNWXjky7P/n0EaWCUVtkGBGnnDgAV1wwTNUP95QTB6j2u7bdBzH3cnv9sZgJxxN4YtUmNI2rQUUgM8JnJJbAg8vXY8LZNWVbB3aRdtoHVHgQUEkpSBAEQZQPgiimTYS1YnxIOveiFRssxQAxmgcY6TuSxZyUeSTAMRhQ4cGgSj+2fdGZMXEuNznOiGIZvU0JkkgI6Ojotn0frdyxxtcIiMR4+DycqVy08mv/7+VPcM43jkf/Pj5Eosnc0ZKPg8/jwrzpo9C/jw+hCI9eATcCXi4jv7PIMFikMEmUGFVXVbJ5TDmORWVlEJ2d3eB5fX9OIp2qql55fZ7ZPmi6rTqQ5zlXu4uFaJf7umK4c9Fb8HlcuH3GaPz1rR2qO8xjTxqE6yadjEiMt1wHTtadvI7iCbHH7fgWS/+jMdQ+Uh0+/Mf38Z/2Ltv3+3pVBW658hv0TWxg1K6Lpf9JUD8sDPu6YrjnsXdSmSlicQFejwsJQQTHMvB5OVT43fB5XKlo2EE/B6+bS8lQ5d9auryWPqKn78yaWA9AVJWJ+dBlcoXZ/kfbemWC0ifZjGkEI4ro7XOh+pjeaQOjWi45ZQ5oRhRx9aUjU75498waiwXL1gJI+l7cPH1URvJ0tTzS5NNHlAqm26oowsMAHo8LvSQ/JDW/fUVfzaYPlwLSCra0w3zHjNEQFD5So+qqMLupHuyRPPRW6sDMeJUN0YSYk/sSBEEQhB5BP4c7ZozWzNvct1fSConnFf7DMhmaYBgsXtliqMtr6SN6+k7yekZVRperLiOHdp4LjFM7z9miXFUUj4TGl3c2KS9rw4kD4OFY1d0ygMGyFzdhQ2s7pl8wDK1tnZq+F2q7yaW8UqUGrdZmT7GtvCsp5bZaiHapXMGW53lWi6hv+d4qEdCB7C1XGBeLuCBiqcP3LRWKpf/RGGof2nkuPmjnmTCDwLJ45LkWTR/nW68cBTYhaH6TbGWjUr+R53kuNX0nG2jnmcgKZURhKS+rcvVLvvoU4JK+D9IqlTKirhwpZ6t0jURPWKkiygNqq9ZQrmBL0TfTVrCzrEMzOeuVY40eCYbBkudaMHFcjaP3JQiCIAizRGK8bt7mcIRHUCfPcjayUc+Ky19x5FzSdwDQ5JlQoIworMzLKiHltpWvXklRYfcdiho+gyJoE0TPIVcRo52M1i/P433R6UMcuy9BEARBWMFItnWH4wi6vVlfr5RhosrEGVDX9QmaPJcsuTIdVUbYs7qLzIgign6KoE30DErZhDvf5GLH3slo/fKVeq3c29nclyCswLIMWJZx5F4uF1lHEEQpYiRjgv7MzBXAUZ3Ea5D3WXl/p624yh3SAEqQXAXIATJzvynzsipR24FxIo80QRQ7ueyHhDmcHGvkK/XlnnubKE5YlkHfygBcLCmpBNGTMZJtfSq84KPxtN/lOsn0IykzzcowJ624egI0eS4x7JpWKHfKgq5M32O5f2I2OzAUQZsodwph4kS73Jk4OdbIx7LmNdtxx4zRADKjgtMYRuQKlmXgYln88ZXN2NsRsn2/uiH9cMmZJ4BhnNnJJggit0hyPhzlcf1lDXj0LyqybWoDegU86JRNnpU6iVUZ5qQVV0+AaqPEsGNaobVTdvP0UWkNQe6fCDBZ7ezkyseRIIqBfJs40S63Nk6NNfKV/kgsgYXL16Np/FBMGl9jOyo4QVhhb0fIkejYVZV+B0pDEEQ+UMp5n8eF2ZPqce3EeoQj8ZRsc6u4dSh1EqUMC/rcCPq1ZSNZjFqDbINKDDOmFWro7ZQ9smIDEoo+kfJP5BjcNKUBo+qq0o6b2YGR7jGgIpmPjpROolzIth9mg9Eut0i7So6MNdIutjTWSVHBX3xrB44fWIEAx9AYRhAEQTiOmpyPxBJY9FwLnnxxE/r38urKNjWdQ5JhC5atBcNA93ql/JMgayt1HNt5/uSTT/Diiy9i06ZN6OjoAAD069cPJ598MiZMmICRI0c69ageTbamFUY7Zd3RBAKcuhJOu8gEkU4+TZwokEf+cIki5l/eiAgv4HB3jMY6giAIIufYlfNO6CSk65vHtoYXCoXwk5/8BC+//DIAQJRV8vbt27F+/Xr83//9Hy699FL87Gc/QyAQsPvIHk22phXGO2Vx3WAA2UTKJR9NolzJp4kTBfLQx+lxxsUAxw7shc7ObvC8QKZqBEEQRE6xK+fJ7Dq/2Jo8C4KAm266CWvXroUoiqiqqsLpp5+Or33tawCAr776CmvXrsXevXvx8ssvo6OjA08++SQFr7BBtgFyjFel1MPeZwv5aBLlTD6D4lEgD21onCEIgiBKHbty3gmdhOSpeWxpXS+88ALeffddcByHu+66C1deeSVYRYoFQRDwzDPP4L777sO7776LVatWYfLkyXYe2+PJxrTCaFUq6HVBTOinpTILJVsnegL5MnGiFWV1aJwhCIIgygEn5LwdnYTkqTVsOco1NzeDYRjceeedmDFjRsbEGQBYlsV3v/td3HnnnRBFES+88IKdRxJHsBogRy8YwPzpo+By0BjAjO8GQZQD+QiKR4E81KFxhiAIgigHnJLz2eokJE+tYWvnecuWLXC5XJg+fbrhudOnT8cDDzyAzZs323kkYQO1Vamgl8OAvn50dnY78gyRYdAdtu67Qf7RRDljt327RBFzpzYiFOURCvMI+DkEvBxYwRlrkVKEfMEJgiCIcqGQAbuM5GlXiAcC6uXpifq7rclzd3c3gsEgfD6f4bk+nw/BYBChUMjOIwmbKAN/ObnjLPlLTBxXo3ue0neD/CyIcsaJ9p1gGCxZ2UJ9RAb5ghMEQRDlRDbBeZ3ASF6GonHcteStDL2jp+rvtsy2KysrcfjwYezfv9/w3P379+PQoUPo27evnUcSRYrcX2JLWycaa6tUzxtVVwUGDGIiEOJF7OuKYe+BMGqPr4TP40qdRzlss0NkGIR4Afu6YgjxAtVfgXEiR7PaPXweF0YM6YdQNIHDsQTaD8cQ4kXHvncptCPJR0yNlI8YQRAEQRQpxSJrdeXpsCr0Dnpxz6yxqD2uEk80b4LIMBAZBk+s2oTa4ytxz6yxuOuqMRnnlCu2luZPOeUU/P3vf8cjjzyCe++9V/fc3/zmNxBFEaeeeqqdRxJFitxfonnNdtwxYzQAoGXbUYW/sbYKE8+uwd4DYbzwr+0Zx+6YMRoLl69HJJb0raActtboqSuAxYwTOZqV9/B5XPjhVWPgdbvw5Isfp/UjJ753qbSjfEY8JwiCIAgnKSZZqyVPG2urMOHsGtz927cRiSXQWFuFpnE1iPBJPf3C04eg+c0dWLF6a9o10jl+V3nq77Ymz9/97nfx2muv4U9/+hO6u7sxb948VFdXp53T1taGRx55BC+99BIYhsF3v/tdWwXuScj9CIJ+Dl43h0iML0q/Arm/RCSWwMLl69E0figmja8B52LBsgw2froPn355AB/v6EhT+IGjk+ym8UPTOmGp+C0qfT6CWQwYdvxGChEpsSf6uVjFCb9c5T2axg/FvgNhvNWyK6MfbWhtxxPNm3DdpJMR43mwjAsxPoHucBwVfjcCBu1Srx1J95WPQQG3CyJQsHZQSB8xgiAIgpBjVm/Pl85mVB6fh0M0zqM7nDw+d2ojIrHk3/GEgI2f7kvb1JJ0jusm1QMAmt/coanPS+eUI7Ymz2PHjsXVV1+N3//+93jppZfw0ksv4ZhjjsHAgQMBAHv27MFXX32VOv+aa67BaaedZq/EPQT5ipTP48IdM0ZnNNJi2g1S+ktEYonUJPieWWOx4LG1qf//46utqvdo2daOSePT/aVLwW9Ra/Xw5umjTHcwuyuQTuxwWqGYVkyLGSf8cpXnDK+uBIAMgQUkd6UvHDsEv3vpY3znouF49C8bMyw85k1rhFejKWi1I+m+i2V+1z6PC/fMOh3P/WNrQdtBoXzECIIgCELCit4e43Ovs5kpj7RLLE2QpfKJAG5+8A3V+7Zsa4dwRM6q6SHp55Sn6bZtbfpHP/oR7r77bvTu3RuiKGLXrl348MMP8eGHH2L37t0QRRF9+vTBT37yE/zwhz90osxlj3JFqmn8UNXVnWLyC9bzl5CrsrG4fnRg+XGrfouF8B3RWz18ZMUGJEzo8cp7+DwuTL9gGCaeXYPP93aZ8mU1s8PpFE748fYUnPDLVd4jFhc0+5E0Vpwz+ng8/sIm1RXhRc+1IK7RLrXaiXRf+TdvGj8Uf1q9NaMdbP6sAy2f7kvFNChWn2mCIAiCcAKrersgJDeTpl8wLC3ej4RZnU1L7zVbnpZt7Wh+cweaxg9NKx9jMOmNRHlEovplNDpeyjiyrTdjxgxMmzYNb7/9NjZt2pQKINa/f3/U19fjrLPOgtfrdeJRPQLl7s/w6so0U2Y5xeIXrOd/OLAykPrb49Yvp3Tcqt9ioXZCjXZ8u/8/e2ceXkV59v/vLGdPAgEiLtUgEAISE2lRoErceOtSCQgCrVVrBbEI+GrVqu0rv0pta0tfta+AtUqrlloFVExbt6JVrFUUC0EUQgCJrVQIJpDlrHNmfn+czMmcObOdfbs/1+UlOWfOM8888+z3873vQBhu3rgTUqah3B1UvnOzZ8mm5+FsW7kLmXToctVpGLUhua+49rLTDHeE+/wCyjTScTlthumafaasvyvXt0Q/p1MJBEEQRLGS6Ly94xwflq/ZounvB7A2ZwuEJd15r9qybZQf9anPba0dEC8zHquTOTVXTKTtyRwOBy644AJccMEF6UqyZFHvOJlZa30BAS6bI+e6Pz39IRBp0NtaBzxxa03s5YX2ytvOy3u9r4z6XTntHJoaR2FsdSWCIRFhUYLEGAeqV6Zhtlup9yyydVK5QJOJWjjTVAYUXzcx0qHLVaYBMNjd3qnZjuS+wvQd+QSU2ewxeqgKjx2tJunqfSbX+8l1x+PJF3clXH8JgiAIolCxMm9Xzg8ddh7L5k/C7vYuvPzOgRh/P8o5m5ZvGQDo8QYN573zp8fqjRM59QlErMamc0oga/POfCOlxfPGjRvhcDhwySWXWLr+1VdfhdfrxcyZM1O5bdGj3q0xsjQ57RzKPQ6szBP9qZ7+ULac6Xnijs0vk1CDy6UlVPmu0mE1TvaUQTY9D1N83cRJhy5XTgMAzhg9DCcOKwMQ247K3BHLsdk78Lj5uNMay+ZPwmMv7NRsn3K6SuR+SVnvx1ZXYjudSiAIgiBKCLN5u978UNYcc2zkhKJyzmZ0orKvN2A471Vbjq2e+lQ+j5U5ZalGvEhplnvnnXeiqqrK8uL5vvvuw+eff06LZxPUVkQja+2CGXV45Ln0W13T7UlZaTnzBQQsmnU6hLAErz+Ucvq5tIQq31U6rMZmu4NGz6Iu43K3HUJYQldPIK2nEZKxcpNn7vTCShKOH+zEolmnIxAKwx8Iw+OywWWPvJsvjvlj+gzljrckATaOixuUgyExzlN+MCTCbmPhD4YxafxwVJ8wKHqqYnC5A2eMqcKYUyrx8jsHUFtdCafdeEihUwkEQRBEsWE2b9eaHzrtHGqrK+Gwc+A5Fg/deh5cDh6sKJqeqLzya2MN8+PzC3H5OXPccJx60sAYbrex2N3ehU8+O4bd7V3R38rzOEaSsHh2A7wBIRqxQ86fTKlGvEjZRCQlWECJXl+KqK2IRtba2uohMdpCJclaejKlH45a3/jI5NnOM2nxkJtLSygjSVg0qx6rNuxIi9XYbHfQ7FnkMnbYHBnTgCdq5SbP3BlCkmBnALudQ3m/wxFRkjDngjH489/34/qZdXh04060tnfG7Xgvmz8pblCW657SU77M4DI7fr50KlZv2BH9Tva2DUioPaUyank2gk4lEARBEMWG2bxdPT80O6lo5o37uunjDfPT5w/hsrNHQhQj93/13QO4d9HZeHTjzjjL9/Uz6/A/D78dc/+o5VsRYUP5vXLuVooRL7I6k+nr64PNpu2QhohFvZvjcfFYOqcBvkAk/prbxcPt4NHZ7Y/5XbzmNmL1s7ILJDEMQqKUEUt2utCyYGZT76uVnzUv7EzZ6ia/75Aopfws2dCAa+02KuMFRncfATz2wk7UnFKJ6VNHxux2Pta8Ewub6op+hzKdGFnwJYbBoy/sxKiTB+OKC2sghEXcOPt0MAyDh5+NDVmldcJBvTMthCUMG+yEIIjgeRa/VqXhD4axfM27+PmSqXhm00doaetAbXWloU+DYtZAEQRBEMVFIqfmOJWlttxtw9I5kbjJPd5QzLVmJxXVmmU1LMPozhUbaqqwu70Lr757AEvmTsB3LjsNHBuZq2p5217TvBM/vuGrAGDZ8p3rtUCuydriedu2bTh27BhOPvnkbN2y4FHu5oQZJibGKhCZjF6naGDJam6BAa9906eOzFtPynoWzMWz6nOmu/CFwtjy8SFs+fhQylY3pt+SmOqzZEsDbqV+fvfyelz81VOx8c19mjofvxCGiyMNrBXMLPh+IYyvTR6B5rf246lXWqP9gcPO6VqZlSh3puVd8yf+EnH+pWWpBiILaFGSogOymU+DUh5sCYIgiMIh0VNzRpZauGOvNTupaObtmueY6KlHddzmG2fX4ye/24KlcydEF+h6Y7h8P9n7t5zfAEVVMSShxfPzzz+P559/PuazY8eO4ZprrtH9jSRJ6Onpwd69e8EwDKZMmZJcTksYiWF0rXd7/9WVsuZW6bXvoskjDPNiplnMlLbVaBds1XM7sHRWfU50F0q9tZE2vaGmKmKZFo01zUDqGpJsa8CN3s2vn9+Br55+ouZuJwBcP8N4d5WIoFXGTjuHmpMrcajLBzvPwu20xbR/uT+4ZMqIuPRECXF19WuTR0RjQ8+dNiYmLU6xwaE+3RJQhNfQ0kyfMMyNMgdPC2eCIAiiIEjU8mp2/eLZDTGWYlP/Nj4BP1n0VbS0HUHz5n0xYawm1FaB5zn8+tkdqK2ujPFPsru9C2te2In//uaX8eRfBiJfWPW2Lef3m/9Va5y/EvdfktDi+bPPPsN7770X81koFIr7TI9TTz0VS5YsSeSWBBBjUVJb78ZWV+K7l9fj188nr7k9pvDal4rmNpPaVjNrqrf/2VLVXSS6+FeWh57VTbayBkKCZStrKhqSbGvAzd7N9HNGan7X0tYBUfauThiiLmOtUyYP3HJuTL2T+wNl/EYZnmXQNDXyufwbZf+h7ksqPHbd+y6bPykmbbVmeuVt59HCmSAIgigYEj3BZ3Z9ICTEnCo0m2t7AyHNONATaiOWZa8vhPd3HcL7uw5p/v6qS8fFzAcS8ba9rbUD37nMWFNd6v5LEnr6s846K2bxu3LlSrjdblx33XW6v2EYBmVlZRgzZgzOOusscByXfG5LFEliNC3K8t8LZ9Rhyax6HOkOGKajt1PUq9BimMVh1tMsZlofkQ1rajKLf6XeWm11kySg3G3D1t2HsWLtVixfOAWuLOzUZVsDbvZujHY8/YFIvGHCGHUZa50y6e4Lxlwjl7tWm2ZZBvc9+X6MhVip2Ve/s3BYQkNNFWqrK+Pum2yfQRAEQRD5SKJzTrPr+3wCXGVs9FQhYK5ZBiLzfJYFfnlTIwAJLhsHG8vgCwv3U2J2MlLpbRsw1lTTuJ7E4vmss86K/i0vnvPdmvzQQw9h5cqVhtf86Ec/wje/+c24z0OhEJ544gk0Nzfj008/hc1mw9ixY3H11Vfja1/7WqayHINSU6impa0DYUkCI0nwuIxfp8vJQ2RZ+INC1LLq4Vg4HQMbGslqFjOts820NTXZxb/aw6JsdTtjTMTavOw370SP22Rrpy7dMZ/1rPHy5w678YaY0Y5nqe9eWkVdTlqnTMLhyIJXPlY9fGhEZKXVpgeXOeIsxEoLsjKGc1PjKPB8xFLtsHNx9yWdM0EQBFHoKOc6LgcfkS+pjkzLqMdkt9PYGbL8vcQwECXA5w/ihpn1eOT52HmnfFJxxdqt0c+2tXYA0yOnEdF/Ws9s7qReD5idjFTeDwAYJr3zyGIjpZnra6+9VlCW5KFDh6K6ulrzu6qqqrjPAoEAvvOd7+CDDz4Ax3EYPXo0fD4f3nvvPbz33nu4/vrrcdttt2U62/AHjHeYZOudkcXxzHHDEQyJeOyFlrgJ7qJZ9dEdKS3raVWlCx678fHlTFuGM21NTWXxzwA4u/5ETD9nQHfyxTE/GGbgOHK2d+rSFXtPzxq/aFY91rywE1s+PoS508YYWh7VHuGV35X67qVVlPXfaec0PbvL3rIvnhKReAADuma1DtlmYzFhTFXMe1XuTGul9clnxzB9avwRcGWfcd300xAIhksm1iNBEMnDsgxYNn2yHVGUIIrU5xCJozXXUR+ZltGau/AcY2jZtfEMBIbBqvUDc3CnncP8pjp8Z/p49HpD8AcF7G7virsfED+HZhnj+9n52Dmzcpyec2EN7DyLoCBix94jms/n5CPjdynGcLZCSovnk046KV35yAqNjY247777LF+/YsUKfPDBB/jSl76ERx99FCNHRiaOr732Gm6++WY8+uij+PKXv4wLLrggU1kGYN3qqmdxbKipwjcvqo16zlWyrTXipv6aS8fhyRcRXUCv27QnuiPFWBjbMm0ZTrc1VU2yi3+JYbBKw2IN9O/oNY5C27+60rpTZ1WXnYhuWitNAPpO2jZEHFVs+fiQueWx/9+0e5k8yvpfc3Jlv1Y8lubN+/DTG8+OtvP2/xzD3fMnY+1LwLY9HVGL8YTaKsxvqsPcaWMgAdi+Z8BT9rL5k8Gy8WnJsaI9Lu3ddbnPaDzjJAwr699QpXdLEIQOLMtgcKUbHJs+j71hUcTRLi8toImE0Dt5qHS+qRw/teYuPd5gnB8RYMCyKwgSfvPCh3HhHldtaEFDTRWu/fpp+EF/rGUt7HYOfSERLkdkLi2fBtO7H8tImHPBmGicZ/l+re1dOKOmCsPKHQgDaPtXV9zCWfl8pRjD2QoprWi6u7vR2toKj8eD0047Lea7w4cP495778Xbb78NlmVx3nnn4c4778TQoUNTynC2OHLkCJ5++mkAwE9+8pPowhkALrzwQixYsACrV6/GypUrM754TsTqKlsc+4JhHOzoi3rfO9oT0D36veWjQ5jROErTa9/L7xzAqScNii4ArWh/zfKYLOmypmqR7OLfyGLd0taB+U3jcdGZJ6dtkZgJp2x6aV43vc7w2WRHVOrTCh6nDR5X7Luh3cvUUbbtv7cc1Nx1ZhgGLW0R6/TSuRPw9KutMV76y9w2nDDMA68/BH8wjLPrT0STwoP/51/04ZpLIzEhJYVcRH7Hv7yp0XC3m+fI+RtBEOawLAOOZfHUy7twuNObcnrHDXHjyovHgWUZWjwTCWE2j7v2stMw8sRBsNtYdHb7NV2cOuw8VjzyTswJL3kevWLtVvxi6VRD+aXDzhmOrf/Y8Z+oUWvxFfWo8Djwuy0fac7bX91yAFdfchqWr3lXMz/L17yLX940FW6epblZkqS0eN6wYQNWrFiBK6+8MmbxLAgC5s+fj71790Lqfwl//vOfsXv3bjz77LOw2/PfQdDrr7+OUCiEESNGYPLkyXHff+Mb38Dq1avx0Ucf4dNPP8Upp5ySsbwwkoTFs+qxfe8RDKlwRhtBZ7cfZ4weFlfRGUmCPyDgviffj3525zVnGt6D51i0/asL6zbtieoc60cPwxk1VQiEIrtSjzXvxMKmOkvaX5l0WxjTsQumZWVNdvFvZrEOBAV47By8gphy55QJp2xGaR4+x3hC47THaoLkndlfLDlHoc2JQLuX6UFu20prf2t7J5oaR2Fy3fHRI/JNjaOiG19ySCm7jcWOvUfwp7f24epLTsPGN/fpDtTXz6iDNyDEhaXqVe2uK/sKlmEQCImwOWjwJQjCGoc7vfisozfX2SBKGLN53KEvvDHz6Qm1VdH5ljyf9PkF3H3dJLTsPYJf/D72GHRDTZXpPbp7A4aWZFmT3NLWgdUbduDmKydgQVMdVj+3Izr3cto5LJhRh6lnnIQebxB3XnMmBJ2NJPk0Jc3NkiOlxfPbb0eOGHz961+P+fzFF19EW1sbnE4nrr32WjidTqxZswZ79+7FunXrcNVVV6Vy26TZvXs3br31VnR0dMDj8aC2thZf//rXUVNTE3ft9u3bAQBf+cpXNNMaPnw4vvSlL+Hf//43tm/fntHFMwBIAN5uORhnHWwYPUzzerWl1DwElQ1LZtXD2+8FcE3zzriwWE1TR8IvhHXDLWXSMpwu9Kysi2fVJ7X4N7JYO+0cyj0OrEyTpTgTTtmM0jSzIfqDAlrbu+I0QeQELLO4nXzUEjzr/NFYOLMOj76wE2OrK6Pv7LQRQ1B7SqVmeLumqSNNnRCK/Q4ItcJSyacMLj93FIYOdsX1FekKT0cQBEEQmcZszqKeP29r7YBfCMPOc6Y6aXnMNT3d6LKh3GPD0jkN8AcF9PkE9PlDmhro7W0d6OkLYpCTj865fQEB5R4Hfv3cDqxc3xINK/knVXQMOX9mDoYJY1Iqvfb2dgDAmDFjYj5/6aWXwDAMli5divnz5wMATjnlFHzve9/DK6+8krPF865du7Br167o36+//jp+/etf45prrsEdd9wR4/zswIEDAGC4KD7llFPw73//G5988knG8gyYWxxvmHk6bCwTs8BTW1LNwsl4HByksAgGDB59YaduWKzrZ9QZ5jWfd7GMynHVczuwdFa95cW/0nqtF8h+wYw6PPJc+izFieqyrWijjdLc3d5lGkpBrQkiJ2CZR9m2hbCE32yMtNeLJ4/A/oPH0FBThTK3Hb9/acDHgdKCLEmAz4ITwiEVzmhYKvn3xw91o7Z6CNZt2oO508agVVEHZNIVno4gCIIgMo3RyUOtME5AJISsnk6aZYB7v3s2uvsC0WPU18843fBYttvBgxVFQBTh5ln0AfjF7yMb1d+/emJ/OEkOgiiBZSIhZlmGgZNn4eZZOO1OPKRwRqYVzlLOHwAsndMAiPphRAljUlo8d3V1we12o6ysLObzrVsjxwumT58e/WzatGlgGAZtbW2p3DIpjjvuONx0002YOnUqvvSlL6GsrAyffPIJnnrqKTz99NN44oknwPM8vv/970d/c+zYMQDAoEGDdNOVv+vu7k4pf7yJtbDbb2xxPHikD3/6+37cOKseDoXmUGlJNXLqdNPcCbCzQJgBxJBgapHi+cLxsK7ErBy9IREVTg42jkdFzC5hrA02EJZMdxsn1FZhbPUQrFzfons/X//9rGIlFIJcl7TyKFsElXXEKM3mzfvw4PfOi4RSUDmgUx8jmtE4MpL+7HrYWAbmduv8wqwN5hty21aGrLLb2Gg75zkmZuGsZUE2wu20wR8MRxfO8u9PGzEkerRMK1yWTDL1O1/g+k/WcDonbIj0o9X+SvE9yM/KMExMtIZkiabBIK3ppeOdZOpZ872+5GO9Nhr/8jG/mUDP2a5WGCcAkCRJfz65pwPTp47E8jVbovMiOwssvqIeqzbsiLMEL74i8j0UzvPcqpNfepZkeV7nD8bO3Y3GZ9kxcCGOz/lCSovnQCAAmy128r1//3709PRgxIgROO6446Kf2+12VFRUoLc3+9qWefPmxX1WW1uLe+65B1/60pfwy1/+Ek888QSuvPJKfOlLXwIQeTYAcc+nRNZu+/3aoXiswLIMKis9mt/1eIM41htAry9kmEYwJEatPbdfNRHl7gHr4+1XTcSx3gD6fCGUuW245coJ8PkF9PlC8LhsGFTmiLn+0LFOw3sFgmFUnqi/oZBL5PLSe7bD7cbP5g8KqD6hwvQeD6zdGtNpOu0caqsr4bBzuOf6KXC7eJR77PjiqC/l+ynhvUFDXfaQQU6Uu+2aeQSgWUeM0hx36hBUeOy4/aqJ6Ojy4fMv+lBZ7gDPszhy1I/vXz0Ru9u70Lx5HzwuG/77G5G6daw3qFn++YpRG8xnbr9qIv51qCf69+72LtRWD8GKtVuxbP7kqLV4ct3xePLFWE/7ZidRhgxy4rPDkb5a3sFube8Ew47GQ0//E0vmTjDdzEm0fucbFRWuXGehJDBrf6X4HjiOTcsmtezJmmPTlF7/Aiqd7yRtz5qBvGWSfMmn1fEvX/KbSZTzZZeDx64DnTFHpgeX2bFk7gQMG+Q0nZe7HDweuu08uJ02hIQwDvcGUea24b+/cQb6fCH0+QR4+ueKQzXK1ne4N8ZyrGdJlud1102PPRUaDBlblQt9fM41KS2ehw4disOHD6OjoyMaJ/mdd94BAEyYMCHu+kAggPLy8lRumXauu+46PPnkkzh8+DBef/11XHPNNQAAh8MBAAiF9BtIMBgEADidzqTvL4oSurvjHTMpLYdmViJZj7GttQOdx/wQArF59thYeGyR50FYjPlbEiKdQne3D+HwgBt8PVwOHl1dfZaeLZtYsbRqxcZV4rSbP1u3Pxyz0NSy6sn3/u7l9XDaubh4fYncT42uLnt2PYRACF2BUFwelWjVEbM0gUgMQ55j8YdXWnX0Mzb86o/bTC3dVsj2QlavDRYCHsUCVrY6NwMIhsLRejm2ujIajkrm1XcP4N5FZ+PRjTvj3ueiWZH37rBHJrRjqyujads4BkvnTkDzW/uj3tb1SKZ+5wMcx6KiwhXtE0uNfGl/pfge5GcOh0UIgva4kQjh/mOZYTFN6fW/h3S8k7Q/axrzlknM6nW+tD+ZUmuHyvlxw+hhGHfqEGxr7cDgMnvMmGk2L/cFBNy1+u0Y67V8KvHGWfUYJJ9uDIua42RQCFu2JG9r7YB0WaxEyszPUaGOz5nGavtLafF8+umn47XXXsPvfvc7fP/734fP58PTTz8NhmEwZcqUmGsPHToEv9+fccdaicJxHBoaGvDXv/41quEGgIqKyI6MfHxbC/k7+dpkEYTYDkmtzTWyEqn1GF5/CG4+8SNQkQFMhMvGmnidZuPyq4fVeMSpYtULdarPJjEMwqKIO685M+ryn+MY3d3AXz+/Awtm1Gke3U60LGU46IR9EiUIoqSZR7UWW11HzNIEAIeNM9TPfOO/atLqBTzbJPoecoW6TTntfLROK0OGHTfEhd/96WPUVldqbhp9bfIIPPHnjzXDXKzp96rPMgwaaqoQDInRXe/pU0dGj41NnzrSsF9y2rmCKVct5D6RyDxG5VyK70GSpGikklTTifwDaU0vne8k3c9aKPUln/JpJR/5lN9MoR5f3TYOi2c3wBsQwDIM1ij8AVmdl6v9wlidF6n9kphakgNCTH7MTpclM/8kBkhp8Txv3jxs2rQJv/vd7/C3v/0NfX19OHz4MIYOHYqvfe1rMde+++67AOKdi+UD8tFsQRiorCNGjMA///nPmAW1mk8//TR6bTpRe0DW0ytr6TFS9XTMSBIWzdLWZSxKYBGUiXjEelj1Qp1KOC2t55ED2//xlVbde183vS5uwZ5q+C49p2x6ebTiDdvM0ZtaT6NEGfNZTbJewIl4tN7vpPHDsWhWPR7ur9NyyLAJY4bh4ikjopZnNfIu9vu7Dmne6+pLxoFlgetn1uFoTyB6/YzGkdF6wLOMYWiNQEjQ9cxPEARBEPmCenx12jksmz8Z61/bEz0Bmuy8XD1HsjIvSjxiDh+jqTbyc5TO8LGlSkorralTp2LJkiVYvXp11ON0ZWUlfvnLX8YdZf7zn/8MAJg0yfioQy6QnZgdf/zx0c/OOOMMPPfcc/jnP/+p+ZtDhw7h3//+d/TadKL2gKy0KM1oHAmXg4fTweOLY348tG5bdFGUDk/HUv/umpFFyqzRZSIesRGJeKFOJpyW3vO0tHVE4+rq3zuExbMbEAhFQg8o76fc5fS4eDhsPPxBISlLvVEegdS9YZuVsdGuaJ9PgKvCQZ11Cui93y0fHYKNZ6O74z5/CIPKHAiFJTz918gueW11ZdwONMexcTGc5Xb+6rsHAESO6T+6cScumjICsj8f+T077RwYlsGKJ9+P9kvKNFas3YrlC6fAVZb/mneCIAii+BFZFt5AxOdPmcsGV7+Ha63xtalxFJ5/Yy9qTqnE9Kkj4bDzWDZ/UsxpPvW83BcQNENLAfFzJHleqndC02nnY8ZtUYLJSa/IsyydE5kLeH0Cytx89G/ZF1DUqzeREikH+lqyZAlmzZqFlpYWVFRUoL6+Pk7XHAwGccYZZ6ChoQHnnXdeqrdMK2+88UZ08Xz22WdHP7/wwgvx4x//GAcOHMC7776LyZMnx/zu6aefBgCcdtppqK6uTmuetCyDskUJiHjKlbUUS+dOwIq1WzHu1CFp2U3yhcLY8vEhbPlY3yJlZkXMRDxiI0zj56m+TzSclmEsZJMT8n2+EJ7+aytunFUPVxkbvZ9yl1Opm9baIbRiqTfKY4w37CTrSKJxEJX0+UN4elMrxf5NAb3367RzOP8rp2DVhhbsOtCJ26+aiKde3YNrLzstWpe0dqAHldk1tfpnjhuOexedjTUv7MT0qSPx/q5D+HDfEfzsxnMARN6zXF85lonpl9RQvG+CIAgiHxAYBqsUoZyAAU/XQjh+fD1txBDUnlIZN0aqT/PJ3/3frefhrtVv695fPUfyuHjDE5ohQYg52WX1pBcriiizsSiz2SEwTEz4KuUz8zQXS4m0rGBOPPFEXHLJJTj77LM1HYLZ7XYsXrwYS5YsiToWyxZtbW1YtmwZdu/eHfO5KIr485//jFtvvRUAcP7556O+vj76/bBhw6Jeun/4wx9i//790e9ef/11PPbYYwCAxYsXpz3Pcsw5LdRaij+/vR8P3nIulqRpYWLFipuNNBLBqLyiltYUsBILWQv5XckWd6l/pa3e5TTzoiiZrdBN8ghEHEulUkfMyljPAq9XBkRiaL1fp53DbVdNxJ/+vh/b9nTE1KPuvmD0OnmHvLa6EsvmT8Kd15wJp43XrHOnnjQIj27ciW17OqI75f5gGO/t+hxnjKmCKAHzm+rQ/NZ+7Nh7BA01mWt3BEHkJxEP2an9V+yhj4j8QWTZOCkiEJlDr9qwAywTP1aVue26fl6a39qPpsZR0c8m1FZFLcVaqH0TTaitgsPGG57QFEUmZty22bi4cXzZ/Emora7EirVb0eeLzBEkhoFXEBGUGMNnFllqf6lQ9KYBQRDwzDPP4JlnnsHgwYNx4oknguM4fPrpp1GHXxMnTsQvfvGLuN/efvvt+Oijj7Bt2zZcdtllqKmpgdfrjWqdr7vuOkybNi3tedbT5mppKba1dkAIi7Az6WkIiVpxM5VGIqSiZbaCUX6bN+/D//53I36j4bVY+a6UFne1FdE8Xq65pd6sTD0uPqVyMC3j/n8b1VfSPyeP+v3K1l+HnYt60lbWI7VXVLWF+P9uPU/z+Jc6brTM83/bi9uvmgiXg8PQLw3Gqg0taG3vJE0VQZQQ5W4bRFEqibBFRPHgDRj7bAlqeHvnOMaSnxfZHxAvibpxnJXzIGVcZqMTmuJlUtyJU7OTXkpL9gO3nGuYf29AQJmJjprQp+gXzyeddBJuvvlmbN++Hfv27UN7ezuCwSAGDRqExsZGXHbZZbjsssvAcfE7T06nE08++SQef/xx/OlPf8KBAwdgs9lw1lln4aqrrsJFF12UsXwrtbm9XgHeQEhXS6HU9KaKbGHU90htrpdNRxqJkoyW2QxZiwIwus9TWz0Eb+84iNrqSnz766fhcKc3RvcZ6+U68p7UVkQzL4pW3m82ytysjJfMqkdvQMB/jpiXAZEY6vcrW5kvmTIieo2yHpl52vQHtE8q6KUhW6/vuvYs9HRFwpqoNV+y5vm4SjcdzyeIIsTp4MGyDP74ym4c+iK1MDe1I4bgkq+eCoZOIxEZps8kJrPXJ8TNn5Snt7RwO2z4v1vPi9EQ85IUozn2uHi4HDwCIQHLF06JmTOZnRb0B2LzZDamAwwOH/Wh5pRK7DrQaX4C1CegzEZzsWRJy+K5o6MDzz77LD744AN8/vnn8Pl8uqEHGIbBpk2b0nFbS1RUVGDRokVJ/95ut2PhwoVYuHBhGnNlDVmbCzePO1f/Xfe6dFpy02HFzbQl2Oi+iWiZjdDSJIuivldFfzCMsdWVuO/J93XTdPbH0E7Gi6IZ2SpzozJmJAkcyxiWAelgk0P9fpXer2WU9cjI0+ZNcyfoTiaM0vAHwwiHRdgUJwe0dsJX3nYeAJoQE0SxcrjTi886elNKo6qSrNdEdvC4bIbfu1183PzJLKZ1mZuPzM9VzreUmmMAgCjCxbEDzjP750xWTmgq82Tk3fuys0fitv/bDH8wHNVke8zSd9FcLBVSLr2//vWvuOOOO0wXzPJ3tMuYONm25KbDipsJS3C2UGuSlRa2ay4dh6O9ATBAnGW1s9uPM8ZURY/RAoh6NK4fPQw+vwCWicTmnTR+OLZ8FHHKZh6Pz9r7TaXM0xGTO6JnZnD3/EnR8lHGmM7UqYNSQfl+e7yRxa+y7mhZimWrsARgeKUbHgeHYYNdEEVRs86ZpXHisDLsOvBFtJ7L9fu0EUNQ5raD55nIjncBtXeCIAiieHE7eJw5bjhOPWlQXHSJTz47FrUeK+dPFR47Jo0fjuoTBn7jsHMIixLcDi7lcc7KvJ5Rzek8roj3bH8wDF9AQCAUxo69R2LmofKYfs3Xxxl653Y7+LiFP2GdlBbPe/fuxa233opgMIjzzjsP5557Lu655x6Ul5fjjjvuwJEjR/CPf/wD7733HiorK7FkyRK43e505b1kyIUlNx1W3HRagrOJlmdj2cLWvHkfHvzeeXjk+fh3UT9qGIZUOCFJkQ5M6UVbaZ2bUBvRyACRUEPpjMeXTJmnIya3WYzpdHmDL3UGTqNEdtKVdUfLUiyHJ5PfJde/d+kPhjU9d37y2TFcP7MOa5p3xsaNVqRRN3Iohg/xwMaxuHjKCLz8zgHUnlKJ37+0K2lv8QSRLViWAcumbxNfFCWIItVxgshXWFHE9TPrsGrDjjjP2YuvqI8eu1bPn+Y3af8mcuJwC/zBcNLjnNV5fdycThRR4eTAcQxu//lbmmm3tHWgp3cUrp9Zh0c1/PEon5lIjpQWz48//jiCwSCampqiDrfuueceOBwOXHHFFQCA7373u3jzzTdx8803Y+PGjXjqqadSz3UJYmZVTIfl0CpG95K/8wUElLvtEMISvP5Q2vKUjec00or4g2H09AawaFY9/MFwTLzAoBAGwzD49tfHQRBqwbIs1r68K27nb1trBx5+bgcWz27A1ZeMU+0oJhfnOVnSEZPbKMY0ywIP3nIubCxDC+c0IMepVDpoU1qHhbCE66aPB8sy8PlDcfHDPS4beG8Qfb6Qpl55d3sX/ufht3Hvd88GpkvRdhwWJQSFyJHth5/dgU8OHsPdCyZj7Yu7UNMfzkPPW3y647oTRLKwLIPBlW5wafQ0GxZFHO3y0gKaIPIUiWHw8LPanqcf1hmjjH4DRPyOrNu0JzrOzZ9eB0AynbcpY02Xu21YPNt43qee8zrtPHoCkdNn6rjTSvzBMH685l18/5ozYePGx8W2JlIjpcXze++9B4ZhcMMNNxhed+655+KOO+7Aj370IzzxxBNYsGBBKrctWfSsiumwHFpF716LZ9VDArD62R3ReLNrX25NqyUqW89ppEVx2jm4XTZDj4qy7uTar58Wc4RbScSqJ8TtKGbbUp+OmNxmaaTTG3wpo4xTqdbhyzvjyvbgKbMjzDBYtaElrs1cN73O0HMnEOlrHDYHHnthJy7+6qlw2DiIkhRt3z5/xFvo9KkjU/YWTxDZgGUZcCyLp17ehcOd3pTTO26IG1dePA4sy9DimSDylGTmOUa/UXrbltM4fI4Xy9dsMZyTGsWajt5f8Tu9E33quaYy7rSM085h4cx6PPmXXZr3ozjPqZHS4vnQoUPgOA6jRg3EO2MYBqFQvDOaGTNm4Mc//jFefPFFWjxbxIqV1cxyaLarlWh+9O61fe8RvN1yENv2dGDutDFpt0Slw0JqFSMtyvymOjz6wk7T3ciWtg509mjHPpbJB8/TVmJy6+VRrp+y/jaZNAhriCwbM+j6g2E8tG4blsydgO9cdhp8ASFuV9mozfReGMAZNVXYrqGHOqMmErNSkiSsfnYHak6pxJGjPvy95SAumTIiztN3OrzFE0Q2SYfDK4IgCoNk5jlmv1GPe/LfenNSkWXx6PMfora6MnraS9ZQHznqA8+xMXN0oxN9QOxck2WAe797Nrr7Atjd3oX2/xzD8UPdeOT5D3XjPC+d00AW6BRIafFss9ngcsV6THS73ejp6YEgCOD5geRdLhc8Hk80RjJhjFUrq9mO2uedXvzPr/9hmIYVJIZBXzCMiyaPwPSpI+OOigypcEbzkY64xWp8oTB2HejE3Glj4hw+NG/eB18oDJeNS8uRbqM426P7Y9xqod6NNFPV5YPn6WRjcivr57L5k1K6RyGQTVmEFuo4lU47h6VzJ8RtUinbt1HfEApJWKCjh1owsw6hsAAhzEQty8BA/VZ7+rbb2KjjMK22afb+c122BEEQROGjN5aYjUEOOwevIMaMPXJ0FCXKcc5p52OOTSsjVWjNc31BARdPGRHnA0dPQx1IxPLdP04vX7MFDTVVuH5mHT7/wmv4e4rznBopzWqPO+44fPrppxBFEWy/huikk05CW1sbdu/ejbq6uui1x44dQ3d3NxwOR2o5LgESsbKa7Y71qqyCyVhqzZxB+YPhmF24TFiifAFB0/mWnA9fQMCa5o/SdqRbL8724S7jo37qOLnZjnedKMl4clfXz3R5C89XsimL0EMdWkq2/hqd7jDqG9wuG57488cxu+DygveJP3+M+U116OiKWOaCIRGu/snH7vYu1J5SGf13Q00V9v77KJbNn4xnNu2Ja5vL5k+G2+D950PZEgRBEIWN0VjiNpjnNNRU4e0d/4lzjMkyTMy8Rs8BrDzO7dx/JCbduHmuBM0xW09D/c3/qjV8Xj3Ld0tbBx7duBOzzh9t+HuK85waKW07jBgxAuFwGPv3749+9uUvfxmSJOG3v/1tzLUPPvggAODUU09N5ZYlgZk1uTcgwCuIkBjGdEdNK4awvCtmBaOjI81v7UdT46i4+6QjbrGacrddt+Npfms/7DY+mkenncPcaWMw/ZyR+PRwL7yC1B9GKTGiGnMXj+VrtmDdpj0xMW61UMfJveHy+v4A9gNkOt51IshW9kTyqK6fzZv3oWnqSDTU5O9zJoPEMAhKMNzISqZeJYM6TuXY6krNzQpAsett0M44jsH7uw5h3aY9WL5mC+578v1oHX9/1yEEhTDK+u9pt7Go8EQG2ebN+zCkwhn9d9PUkRg2yIV1r+3RbJvrX98DvbdvtkmYrbKV8+IVRBzpDfY7Ywlm7d4EQRBE8piOJYDmPEe2+jZv3hd7PcOAYYCZ547C4isasGz+JNx17Vlw2jnUVlfCaeeiabS0dWD9a/HjnHr8lQDdMbulrQNjqytj8q1l+Vainmcr/25p64iO2XpQnOfUSKn0pkyZgtdffx1vvfUWRo+O7HJ84xvfwLp16/DSSy9hz549qK2txZ49e7B3714wDIPZs2enJePFjJk1+T9HvLjvyfcji5PZDYY7arvbu3TvYcX6a9VpgjLGcSYskUJYMux4AsFImRmFh0rWmqXcgTR6NnV5jzt1CBwck/fxrhOND62un+p4wG6HDWXu/HvORJB3sadPHZmyQ7V04HbwMfXOyumOoeUO3b5BbcnW+t5h56J1enLd8dH7v7fr82hbX7F2K5YvnGLoGE+vjNLhrC4dGFq/M353giAIIhWsjCVOG4ez60/E9HNGwmmPRKDY3d4V52hLvt7GR+RIb+84GDO+aTnoUsqbAO15rj+QmIaaZRjLc3utuX44LFGc5wyS0szkkksuweWXX45AIBD9bOzYsfjBD34AlmWxd+9e/OUvf0FbWxskScKll16Kq6++OuVMFztWrcnbWjvw2AsfYpGO5VC5o5boPWSsOE2YUFuFulFDo9bHTFgivX7jyX5XT6QOmh1nTcoCzUimz6bewZxQW4Wb5k4AxwxYsIeV2eHm2bxcUCaSR626I3tuXr5mC8rcfN4+pxWUu9hWFqnZgBVFLL6iPlrvrJzuMDpVMKjMWD7jcdlw5KgfTVNH4pPPjoFlmGi9f/5vezH9nMi//cEwOrsDhmnplZEVJy6ZJp+s3wRBEETiWBlLVj27AyvXt2D5mi3o7gtGT1qpQzzJ1wuChGc27YnbGFafupSR5wp689xET4kyjPb4rZ5rqv+W6fUGdeeqFOc5dVKyPA8bNgw/+9nP4j6/6qqrMGXKFLzyyiv4/PPPUVZWhqlTp2LKlCmp3K5kMNKhqneYtnx0CNdcOi7Ocui083j0hQ81O4ZErL9mDf7EKg+WzKqHXwjjF7+PjTcrxzvu6gnghGEeeOzJWyLN8iEfp86EszInz+HVLQei+lDls/X6Qjiu0g2nnUMgJGD5wilwO3l4HDyGDXahq6svoXsVAsnopAsJ5S52JiQIycJLEpbOaeiP86y/K618B/GnCmwYMsiJgD9k+Hu3g4fbyePe326JThL02oDNZmyf1SujZJ3VpZN8sX4TBEEQyWE2VjgdfEw/b2VcD0uS7okqtcMuADhhmBsrbztP98RdIvP6CbVVcPKRdLTm9oFQGD++4asIhMLYsfdInPW8oaYKHx/ojBh7GkdhzoU1sHEsXE4eborznBYyNjsZNWoUbrzxxkwlX9QYeXuW47sp6fMJcJWxcTGDFzTVISiIMWkkav01WyjJC2Inz2HcqUM0F64TaqtSDiVllo/O7khYqEw4K2MkCQua6rD6uR36R8FFES6Ohas/ba6IDVZ69bPQNc4yyl3sfHOGxopi1EOm1XegjA/P8yzK3XYIgZDh71lRxPAhbtRWR9p08+Z9+nIIA+mIURnlwyZMKqHaCIIgiNxjNpawqhNEVsb1L3qMT1Qp55oTaqtQ5oic9tIbs6zO69VjuHL8BgCIIsodHE45vgKfH+lF27+64hbOyjjQbf/qwn+defKAZJEWzmmBFON5itJi1OcT0OcPaeozAP1dt0S1rFpYXShlekFlmn7/vzNlKUxHWRYTxVweyjoiLxqBWGcf+bBRkOo7MPs9139U/OH+Nifr2udcWAM7r4hJKYpJtf182ITJB+s3QRAEkTxmY0lQiJ0zWxnXrR6zTmS80hpzI5bkgVOLiYzhWj51UkmPsE5KM4O77roroesdDgcqKiowevRofPWrX8WwYcNSuX3RI+84uSoceHpTa1IWmrhdqxTDNhlN0jO9oDJLf8mseoREKWPWLGVZiiyLvoCAPl8IZS4bXCV4FCYddSsfUe5iq52hSQCGV7rhsmVf060bwzKFd2D2e96sTcsL7STbPidJWDqrHkFRQiAUhj8QhsdlS80ZRwLkg/WbIAiCSBzlmOhx8Vg8uwH+oBA3Bjn52H5eOa7HbQb39/dmY8NxlcbHtPVQj7mSJKU0xGhZppWnIGn8ygwpLZ6ff/55MAk4VJEkKXo9x3G4/PLLceedd8Lj8aSSjaInHyw0VifpmV5QGaXPSBLsjPXjrMkiMAxWrW+J2bGUnTDw1FEVPOr2JjtDizmmn+X3nMt4yJlu+2EAjzz/Yc6eTbe/mF0PRqT2TBAEkW8YxnWW/VQYnIzUPNKsmk8azSUjv2FSmgvkclwnUiOlxfPMmTPBMAxef/11HDt2DC6XC+PHj8fw4cMBAIcOHcJHH30En8+HQYMG4fzzz0d3dzc+/vhjfP7559iwYQMOHDiAxx9/HBxHQUGMKOZjsgAgsiy8abLkmpWVngXPaj7VC2cgcvRn1YYdWDqnISMW6FTyXMj3zhVW25u6bNw2DhKQ1vISWRarN7ToeoRO1Z9ApjGqP2pv1047h6bGURhbXYlPD/dmxcqv51RNCIQg0OI5L2BZBiybuiMJjiPnb4R10lXvZETqT1JCOZaEwiJqTqnErgOdAyGjVGOieuxZPLsBgZCAPp+1sdnKPEBt/XbYeE3rt9azGEV60BvXJYZBtz+Mw+2dcDl4OAs4skkhk9Li+b777sOtt96K7u5uLFmyBN/5znfirMherxe/+93vsGrVKgDA6tWrAQAbN27E3Xffja1bt6K5uRmXX355KlkpCYr1mGwmLLl6ZZXqTp83IBjGm/YGhKhDp3SRy93JUt4ZNWtv6rJx2jksmz8Z61/bk7byCjMMDnV6C9YjtFn9UXq7zkSMdqtoOVXrChiHxyOyA8MwGFzpAsfmZx0nihOWZTC40p3WehcWRfT0OzclEkNrLNGMudzaAb8Qhp3ndMceV1msZdoIo3mAMk/K8UtLR60ev5KJ9FDK87F8I6XF87p16/Diiy/illtuwcKFCzWvcbvdWLx4MWw2Gx544AGcddZZmDVrFmbOnInDhw/j/vvvx5///GdaPOeAfNjByqYlN9mdPiV9PuMJtdcnoMyWPu+86chzId4739Eqm6bGUXhm0x7dGOOJlpd8j4smjzC8Ll89QkuqiYVsUQ6GRBw+6sPwSje8/mD0erMY7aVc30oZlmXAsSyeenkXDnd6U0qrdsQQXPLVUxOSmxGlSTrrHQAcN8SNKy8el1ZLdqmgNxeRx4qmxlExG66SlPm5izpPTY2j8PI7A+EcgyERdhuL3e1deKx5JxY21cXcM9FIDzQfyy9SWjxv2LABLMviW9/6lum13/rWt/CrX/0K69atw6xZswAAs2fPxv3334/du3enkg0iCfJlByubltx0xHT1uGyG37td6fXOm8s4tBQDVx+tskl3jHH5HtOnjjS8Ll89Qsv5N7IoXze9Lvp3JmK0E8XD4U4vPuvoTSmNqkpXmnJDlArpqHdEahjNRbRiLouSlPG5izpPp40YgtpTKuPGOTl0lF8Iw6WQjSQa6YHmY/lFSiW9f/9+lJWVWXL45fF4UFZWhr1790Y/Gzp0KMrLy9Hd3Z1KNogEMdvBkrK4K2/FkpsurOz0meF28GioqdL8rqGmCm5Hehcy6chzId4739F6disxxpO5hxyTUouoR+g8RM6/kUW5tb0TE2ojz5bu8iMIovTgOBY8n/p/pI/PH8z6fnXMZX8g83MXdRplbrvmONfS1oHmt/ZDkmLn1bI3by20xnWaj+UXKfUOoiiip6cHx44dM7322LFj6Onpgag6gisIAtxudyrZIBLEyg5WtsimJTcdMV3Z/ti36sWMrNFOt7OwXMahpRi4+mg9e7pjjMvXN2/eh6apI+PqXD7EmjZCzv/Y6krd0yWPvbATN1xen9EY7QRBFD/lbhtEUUJFhQuVlZ6U/6uooFMK+UKiMZezMXdRp8FxjOEpSlE1TsvevNULaL1xneZj+UVKpT1mzBi0tLTgkUcewfe//33Da3/zm99AFEXU1NREP+vq6oLP58MJJ5yQSjaIBElUa5FJZEuuVqdz5rjhcDt4eC14LrSClZiuVjwl85KEpXMa4A0I8PoEuF083BmK85zLOLQUA1cfrbKRLcTquuy0c1gwow4AgyO9Qcv1WHkPZazpYEhEmduG44e48zq2uJx/I4uyPxhGT18g4zHatShFL/IEUaw4HTxYlsEfX9mNQ1/0pZwe6ePzh0RjLmdj7qK+R3df0PB6fyDeH47am7eWt26nnUcgFPn7J4u+ipa2I2jevC/qIC2dz0RYJ6XF85w5c7B9+3b87ne/Q29vL2644QacdNJJMdccPHgQv/71r7F+/XowDIO5c+dGv3vvvfcAAOPGjUslG0SC5NMOlmzJXbVhR8yi48xxw3H9zDqsUoXoSUWXbRa3TwKwyqIOnBVFlNnYgc4wQ4uYXMb4zof44vmKVtk0b96HZfMng2UR/UzpgXvl+pbo763UY/U9ZB2V/Nt8XjgDA/k/1OUzvM7l4LMWo13GyOcD7d8TROGSLo0y6ePzh0RjLmdj7qK+RzhsPB7rzauV3rzDDBM355U107JHcbWHcZqP5YaU5gmzZ8/G3//+d7z00ktYv3491q9fjxNOOAHHHXccGIbB4cOHcfDgQQCAJEm4+OKLMXv27OjvX331VZSXl6OxsTG1pyASIt8sinqWXHUnAhh7FrRiSdKN2wfgoTz1ZJjLGN/FHl88FbTKxm3jYj6r8NjxyPMfGnqcNloEF3r5c5KE44e4Lfc32XheM58PN13RkLZ7EQRBEKmT6NiQjbGEkyQsnh2ZuzJASvNqqx7FW9o6wLLA//53IyQJcNkoznMuSHmT/X//938xbtw4/OY3v0Fvby8OHjwYXTDLlJWV4frrr8eCBQvifktkn3y0KKotud6gkJBnwUS8h2vF7fMKYl57MsxljO9ijS+eDrTKhgGin8n1KpUYxoVe/qwoJtTfZPp5zXw+9AXCGJbWOxIEQRCpkujYkOmxJMwwWN1v5JHHeFGEZpxns3l1Ih7Ft7V2gGUZeGwsBCG/T6AVKykvnlmWxcKFC3H11Vfj7bffxkcffYTOzk4AwJAhQzB+/HicffbZcLnoCEw+MbArJ8IfFOC083m1g5WILjsd8e/ySQdOFA9WPE7n+mRDNsgnC7p5WzeOAEAQBEGUNup5pz8YjvommXNhDew8m9A4l4hHcSASqcZjcyT/AERKpE3e5XK5MG3aNEybNi1dSRIZhpEkVDg5VJ9Qga6uvrzawUpEl52O+Hf5pAMnigelx+lSj2GcLxZ087ZuHAGAIAiCKG205p3+YBjrNu3Buk17sPK28yJjusVxzqpHcRmzSDVEZinu2RoBiWHgFUQc6Q3CK4hZjeGcConEwEtH/LtEY+4lS6G+D8IcrXdrxeM0ULwxGvOxvpu1dY8jP+NmEwRBELlFHtN6vCEsmz8Jc6eNgdMeP2ZYHdPl9ABGd1xqqKnC7vau6N8TaqswqIyszrmEzGlFTCI64HwjEV12OqzG2dCBF/L7IIzRe7eLZ9Vb8jhdjCcb8rW+m3puzf36niAIgsgztMY0tfdrGStjujI9Pc200ts20D9Oza5HuduOrgBJjHJF8c3YCADp0QHnGqs6yXR5D1d6TuzzhVDmssFlMX6z2tO3h2Pjvi/090FoY/RuVz23A0tn1SfkcdroPvmgGbZCvtd3474l/1bPhfTuCYIg8oF09ptaY5rTzqG2uhIOO4e7rj0L4bCI3e1daP/PsYS9a+tppuU4z8sXTok+g43NvzGq1KDFc5GSDh1wPmBFJ5kuq7HSc6I6DSNLmZ6FbencCdEGVizvg4jH7N16+99tKnU0X624ehRCfc8XDbYZhfbuCYIgck26+031mKYXQaOhpgqLr0jOu7amZloU4eJYuGLGKVo85xpaPBcphew9OpndwlS9+SZrKTP63UPrtkVjxhby+yCMsfpuk62j+W7F1SKb9b2YrbKF+O4JgiByiZ6VuObkShzq8iXsCRuIH9P0Imi0tHXgYQt9M80JCxtaPBcpheo9OpXdwlQsSclayrR2I5saR2FsdSWCIRG9fgFuOwePqzDfB2FOIm0t0ToqMQz6gvlvxVWT6f5HYhj4hTBYhsVvNhavVbYQLPgEQRDZwOpGqVUrsXqsMEpfPWalGkGjUOfoRAR6O0VKunTA2SSXVpZkdwGVvzPqoBfNqsek8cOx5aNDcWnk6/sgrJGptiZvJF00eYThdfm4Q53J/kcul5pTKtHa3lXUsbPJOkEQBJGYYcWqlVg5VoiAYfrqMc1KBA2jvrkQ5+jEALRlXaTIOmC16/t0eo9ON76QaGJlyVwc6mR3AZWfG3XQDz+3AwtmnF5Q74OwRibamnIjSR3fUU0+7lBnqv9RlsvY6sq4tiYj7/wXOmSdIAii1DEzrKhDIGpZiY3HCtE0ffWYluq4XIhzdGIAGnmLmFR1wNmmz2fsdr/PF4K7PDNWlmR3AZW/MzvGEwgKBfU+COuku60pj53tbu9CQ02V5uCfzzvUmeh/lOWS6s5/IUDWCYIgSp1E5SuJWon7fCFL6SvHNDkucyp9c6HN0YkByPJc5Mgay2Fldrh5Nq8bpdMRH2g+ke9TIdldQOXvrEzmjd6HxDDwCiKO9AbhFcS43VQiv0lnW1MeO2vevA9NU0eioabwdqjT3f8oyyVTFvmwBPz7cA8+P+rPeTsk6wRBEKWO1y/Aaecwd9oYLJs/CXdecyaWzZ+EudPGwGnn4o5pJ2olNptbKtOP+i3hmbT0zYU0RycGIMszkTc4bJyuha2hpgoOW+YWz0Dyu4Dy7/qCxsdEjSbzFI6GUKKsK8r4jzMaRyIYEnFilQcee+ntUCvLJRMW+TDDYPX6xMPVZRKyThAEUcp4XLxuWKjbr5qo6ZA1ESux2dxSb+5GfXPpQpZnIidoWVntLIN508bEWdgaaqowb9oY2LMQGD7ZXUBGkuCxc3G7kDLRybwGiep5iOJHPnYmI8d/XL5mC17ZcqAkF85AbLmk2yKvboeypWP6OSPx6eFeeAUpZ22RrBP5Dcex4PnU/+M4mpIRhBqHjdcNC9X81n44bJHFrXpeCcCSldjOMknN3QDqm0sVsjwTWcfIyjp8sBNTzzgxamGz21h0dvtx3GBn3mv75KNCq5/bEbPDaTaZp3A0hJpk61Kxoy4X2SI/58KapGJ3KlG2Q6uhTYjSptxtgyhKqKhw5TorBFG0+IOCrsOvlrYOBEIC7DxneHrPzEpM4y2RCLR4JrKKlXBUE0YPi+ngqo8rK5jOa6CDFuEPCnDaebhsxruRFI6G0KIUj4RZieNpWi5Jlo+yHVoJbVLM74GwhtPBg2UZ/PGV3Tj0RV/K6dWOGIJLvnoqGDptRBQhVuM0qzGbI0mStTCnUb2yPJ9S3LsUx1sieWjxTGQVq1ZWvQ6uEGAkCRVODtUnVKCrqw+CYOxIjMLREHoYDfbFRiK6/0yUi7KdmXnOp9MghJLDnV581tGbcjpVlWTBJoqTVPy6mM2BRElKy+m9UhpvidSg0Z/IKlasrKWGWt+qxExvQxDFQD7o/pXt0IrnfIIgCMKcVPt3szmSP0DzSiK70OKZyCpOh/EOotn3xQiFoyFKHSsnUjKNsh1mKgwWQRBEqZFq/242R6LTe0S2oRpFZBWWYQzDUbEZsjDpaW2S1eCkG9LbEKWMHMezqXEUxlZXRp0F7m7vQvPmfZq6/0y0XU6ScNMVDQiJkmFok2TCYBEEQZQiyfTvaozmSLJlOh/663yZUxKZhRbPRFZhGAlNU0cCQMwCuqGmCk1TR4JhJADpXUDraW0WzarHmhd2YsvHh2I+z5U3XdLbEKVKonE8MxkXnWOAYcPKyPsqQRBEGkgmTrMWenOkfIlOkclxicgvaPFMZBUnz+HVLQdQW10ZE45qd3sXXt1yAAub6tK6aDTS2qzasAO11ZUxi2fypksQ2ccojicALJ3TAIgRHbIVj/3paLsOjqHTIARBECmSSP+eLLk+vZetcYnID2jxTGQVRpKwoKkOq5/boRk/Nd2di5HWpqWtAzMaR8Z9Tt50CSK7mMXx9AeFaHvMZlx0Og1CEASRGon076mQy/46m+MSkXto8UxkDD3tRzZ3CM28LOp51aXYygSRPRKJdU5x0ROHdHgEQeSKQu6zrfadhfyMROLQ4pnICGbaj2ztEJp5WdTzqkveGQkieyTiLZU8qyYG6fAIgsglhdpnJ9J3FuozEslBZwiItJMPMVslhoFXEOH1C/jJoq9i7rQxcNpj4yU31FRhd3tX3G8ptjKRC+Q6e6Q3CK8gZqWd5AuJxDrPZlz0Qn8n+dAXEwRRGuj1l+nqs1PtjxP5faJ9ZzbHJSL30FYIkXZyrf3Q2i2UvTquWLsV/mAYDTVVuH5mHZ7488cxvyVvukQuKHXrICNJWDSrHqs27Ijzwr9I1R6z5Vk1EJYK/p3kui8mCKI0MBvDUu2zUx0jE/19on1nvnj8JrIDLZ6JtJNL7YfebmFLWwdYFvjpjWfjaE8Au9u78D8Pv42vTR6BS746AhKA4ZVuuGysbicnsiy8AQF9vhDKXDa4HDzYFD1EEgR56YyUwZN/+RjTp47EtZedBq9fgMfJ48gxP5588WN859LTYsog034TerzBrL2TTOqRSYdHEESmsTKGpdJnpzpGav3eaedQc3IlDnX5YOfZuPwk03fm2uM3kT1o8UyknVxqP8x2C6efMxLL12yJfqb0+L3ytvN0OzmBYbBqfUucVWzxFfXgqWMkUoCsg4BfCOP8iafEhTOR47/7hTBcXGwZZNJvwrHeQFbeSaZPHJAOjyCITGN1DEu2z051jFT/3mnnNONOK/veZPtOitBQGhT3jIzICbnUfiTrXVvrt1HdtCDh4Wd3aMYoXLVhB0Q2t81IZFn0hkQc6g6gLyTmPD+lQrr0sFZ2uIsdSWJ044A2v7UfkmRctqm8C/VvwxLQ5wsZ/iYd7yQbemTS4REEkWm8fgFOO4e508Zg2fxJuPOaM7Fs/qSor5lU+8tUx0j1902NozTHG2Xf67TzaKjR7jsbaqrgtNPGYylDb59IO7nUfiTrXVv9W6VFaNn8SYaxor0BAWUG6WYSsojnhnRaDMk6CIiSZBgHVJQkANqLyVTehd5v50+vM/xdOt5JNk4ckA6PIIhM43HxmpZc2deMx5Vaf5nqGKn+fmx1ZUw+lch9L8MATVNHAoDmaahASIg7DUWUDsU/KyNyQq60H7KlRTlRlDljTBW+OObX/F3UCiNJcRYhI2s1AHh9Ajx2R8yzepLoVBPVPoosG7Nwdto5NDWOwtjqSvzrUC+GDzHWcKdKqcaOFVkWqze0JKS/MiorozqrrJfFjD9gbDnwBwSU2eK1uWbW26Wz6iEBmmVv9Nvd9Z0ZfyfZ0iOTDo8giEzisPG6J4cAYOmcBiAF/zCyFVhrgzVqBTZIXz3Gms3p+nyRvnnF2q1oahyFGY0jEQyJsNtY7G7vwoq1W7F84RS4yF9EyUKLZyJj5EL7oWdpkXcLGYaJ64TVVhi1RcjIWg0AbhePlRrWq6VzJ1huYMlYz7wBIWbhbKbhSSel6h06zDA41OlNyGJoVlYSgDkXjIEowrBeFjPJWhaMrLe7PulEUAIeeU677AMGv33shZ148Hvn4ZHnM2exzeaJA9LhEQSRKfxBwfDkkD8opHSKJhASUrICq6M5mM3p7HYOXd1++INhXQt1KZwII/Sht0/kNYlYN+VrfQEBN8w8HUJYgtcfgtvJw2nnEQgJ8PoFLJoV+506TbVFaHd7l+GuZ58vqGm9emjdNtx0RYP58wBJeZJU6jLNNDzp9g5cit6h5ee+aPKIGCu/cke6efO+GIuhWVktnt2AVRtasOtAZ9wOd2e3H6WiSE3W+m5kvW1qHBW3cAYGyv6b/1Wr+1t/MIyevkBGLbZ04oAgiGIgU6do5PlSjzcEjmUwferIhKzA8u8BBr9/8SPUVldiRuNIDBvswoQxVZqbpw01VQiHJexu78KZ44bj1JMGxY3zn3x2zNTaTRQ3tHguYSSGQbc/jMPtnXA5eDj5zB3xTYZErJum14oiXBwLlyfSwdp5RtcKo95RbN68D7dfNRFA/K7n4ivq8f2H3tLM/7bWDvQFwnDzjGEeb7i8HrsOdOqmoad99Lhs0X9b0fCky2NzqXqHlp97RuMoy/ous7LyBoTo91rvb+Vt5xVlWaphANxweX3Cll6X06b5OWDeJr5z2XjDPLkctoxabEmPTBBEMZCJUzRa8yXZ0vzg0/+EPxg2TF/tt2bLx4ew5eNDAIAfLZiMy84ZCVHStmRzHIO6U4fi/K98Cb9+7sO4cf76mXXwhwS4SfNcstDiuUTJ92O3iVg3020JVVuE/MFwVPsy58Ia2DgWLicPt4PH0V4/jvYGddPy+kNwl9kN8/jI8zvQ1DhKd6Kvt2vrdgzogEx12WmM51qqsWPl5xZECX+yqO8yKysrXp2LsSyVyH2RbH2ffs5ISACOq3TDbaDZlxgGvV6/7qkQsybPMoyh5dfj4CCFM2tZID0yQRCFTrpP0ejNl+R+Xjlf0krfzG/Nxwc68clnx6KWaKVV+eV3DuDUkwYBAFrf6NIc5x/duBMLmupQMkfDiDho26QEyUaIlFSxYt1M5loryBYhZYgXfzCMtn91YXilC1XldpTZWLCiaBquwN1vGTPL49jqSoM0tO/BiiIWX1GPhpoqc112GvU5peodWn4uloGpvkv9Gz2UpweM7lnIGIWRUvZFsr5s+Zot+PGaLfjtn3YapusLhREIimiaOjIupEhDTRWGVDgNf88w8e0ciEzGbpo7AVyWukHZuj2szB6NhUoQBFEoaM2ZgMRP0UTHiu4Apk8dGQ11paSlbWC+pJe+md+a5s37cPGUEWht78LyNVtw35PvY/maLWht78LFU0agefM+jK2uNBznI95KiFKl8GdmRMIUwrHbRKybmbCEWrUIme24ytYrszzqdcNmu7a8JGHpnAYIYTFr+slS1WrKz52Ild+srNwOvqjL0uyESyp9kdcvwB8M48Gn/6npEfW9XZ8blq2Tj7RndTv3OHgMG+xCV1dfegqBIAiiyEn1FI3eMe3br5qIFWu3xh7Tdtiw8rbzdNM381sTd5qQZ9HnC0U11P5g2HSc14sAQZQGZHkuIIwsOImQasD5TCMxDJwOHndecyaWzZ+kufuotMhlyhJqxSJktOOqtF6Z5eG4SnfSu7asKMLOMphzwRhNC9ycC8boRMhNjnTtMhca8nOXua1bi83KihXFoi1LvRMuuz7pRMveI/AKEnq85sfW9XA7edhtbIzFWrYgrNu0B8//bS9uuNy8bNXtPFsWZ4IgiGLCbM6kN4c1Oqbd/NZ+NDWOivm8zM0bntLR8lujPqGkPE3IMoiOG/IiPZun+YjCg95+gZBOjXI+H7u1svuotsjl2hKqteOqtl6ZWiBtbEq7tt5QGMvXvKtpgVu+5l388qapaT1NUKpaTU6ScPwQd0L1zaysirUstazKypBqK9e3YNn8SYZpGPVFbhuHYYNduprncacOgZ1BUZYtQRBEIWE0hw0K+ieQWto6MKNxZMxvzOZ0Zn5r7DwbMxa4HPHjjFGUlWI4FUakBi2eC4BMO8RSkstOwYqTiLZ/dcVZ5LLltdYobJbaK6/aemU1j8l69pWPsCbqdCwVSjV2rGwtTqS+mZVVMZal1y/EhfQ6bogLT764K9qmU5mgSAD+8NIu3fifN86qByQJDJJvVwRBEERqmM1h50+vM/y9fITa6pxOa74lW5ovnHgyuvsCMdc77XzcOKQXZaUYToURqUOL5wIg3RrlfA2RYvScLW0dmN80HhedebJm/jJtvUuH5T+Teczn0wTFSLFai9OJx8XHhfRaNn8Stu9JzwTFFwpjy8eH0LL3iOaJi6AQhotCiRAEQeQUszmseJnxuHnCMLehxlkL9RjtctrQ2t6J/77/jejR7KjlOyTEbcL6g2G8/M4BfPvr42DjxsMXoHGeGIBm1AVAZh1iifAHBTjtPFwGYWHSgZHlFjB/zoiDBv3JcKasd+m0/Gcqj/l6mqCYKUZrcTpx2Hg0q0J6qZ2wKI/TzWgcCbfDhjK3tQmK3F/onbiYOPY4uHIY5susvyMIgigFtE4hyZuczZv3wR8QDOcvZQ4+0ncm2H/KY7Sr3IGVBnO4b/5Xbcw4pMzfD1a/jeULp2AYjfOEAlo8FwCZdIhV4eRQfUIFurr6IAiZi2lqxXKbr9bTQvBOnq+nCYjSxR8U4o5jazlhUS5+V952XqQtWaiv+dpfAOn1UUEQBFHIaJ1CAgb82XhcfEbnL2ZzuO9cNt5Q9kYn9wg1VCMKgEK3Klq13ObiOa1YhzJh+c8EdJSYyCfU7cZp5yBKwIQxVZoTmUTbeL72i+n2UUEQBJELJIZBtz+Mw+2dcDl4OJOMQ691CgkYOCK9dE4DWFHM2PzFbA7HMkxejiVE/kKL5wKg0K2KVi232X5Oq9ahfLZwqaGjxES+oGwXspftl985gMvOGQlRSt0JS772i4VwUoUgCMKIdJ6e0TqFJNPS1gF/UIjOATMxfzGbozFMfo4lRP6SP7N+wpB4q6INPMfgaG8ALkd+WxitWG5d5Q74QmH4AgJumHk6hLAErz+UMetpItahfLVwEdlBPp3gCwgod9szXjeLBWW7aWocFbU8fLgv1sFXmduG44e4wYqJy0by8bRFoZxUIQiC0CJdp2fksbPHGzK8Ll19ot5JQrM5nJOPXJdvYwmRv9DiuYCQd+Uc5Y6C0tOZ7fq5nLY4Zw4xz5OBZ0rEOpSvFi4i88i777sOdOL2qyZi7cutmhbTfGx3uUbZbsZWV0b1ZFrasqjWOcn75NNpi0I6qUIQBKEmHadnlJbrZfMnGV6bjj7RzFJuZQ6Xb2MJkb/QKF5ARHbVRBzu6sM3LxqLqy8dhyNH/eA5Brvbu/BY804sbKrLu8Wc2a5fa3tn1vWBiVjDvX4BHhePxbMb4A8KOd+VJC++2UG5+z532hhNzZZePaV3FEG2DB/pVsfVjPW8GhYjZaYuo0IsRzqpQhBEIWM2P+r1CoBBVAS15Xp3e1dcHGWZdPSJWpZyp51DzcmVONTlg51n4XZG5nC+oIBebwhlLhtcDj6pE08EQYvnAkFrV62hpgpNU0fiF7/fitrqIWiaOhL+PIxtamS5/e7l9fjv+9/Q/F0m9YGpWMOj+cnBBJi8+GYP5e670nKqRl1P6R3FwkgSPK54/bPa86q6jAq1HOmkCkEQhYzZ/MgbCOHO1X/X7Y/VlutX3z2AexedjUc37oxZQDfUVGFRBrxp640x8px5xdqt8AfDBTGeEPkJLZ4LAD39idwJNTWOinYQ18+oy3r+rKCnTezsDUQD1muRKX1gPljDE7WqJapDKkSrXT6h3H1XxyfWutZdZjd9R0tn1UMCYt6L28bFfVZs78pp56OWB6X+WYmyHgMoaI/V+ajFJgiCsILR/Kihpgq727sA6PfHasv11yaPwBN//hi11ZVxcZTXKE5MJjtnUceRrvA4sPblXbreveU5c6GMJ0T+QYvnAsBIf9LS1oEZjSOj/xYlCQCTxdxZR0tP4nLkRh+Ya2t4Mla1RHRIhWq1yyeUdU8rPrHWtUbvaNcnnQhKwCPPDbwXp53DsvmTsf61PUX9rgIhAU1TI/2UFSs+gIL3WE36OYIgChG9+ZHSciuj1R+r521yn//+rkOa97vm0nGw81zScxZ1HOll8ydhu4U5s17+CcIMWjwXAGb6E6VVzB8QUGYrHE+uudQH5soanqwnS6tefFP1lEkW6wjKuilrtlrbO2O0unYbi85uP9z99dToHTU1jopZOMufPbNpj2UtdaHS5xOwYu1WNDWOgtNuciTQpJ7L15DHaoIgiMwwMD8S0esLwesPYXd7V/TIsxJ1f6ye15md3JKk1OYs6jjSZvdTf0/jCZEotHguAMysr0qrWKF5cs21PjAX1vBkPVla9eKbiqdMslgPoKybzZv34Y5rzoTDNgbPbNoTp9VtGD0MHIzfkZbFNREtdSHjdvJRL9tjqytNr7WSHkEQBJE5GElChZMDxzG4c9Xfda9T98fqeZ3ZyS1RklI6aaSOI212P/X3NJ4QiUI1xgLvvvsufve736GlpQVerxcnnngiLr74YixcuBButzvj97eqPylUT675pg/MtDU82TiwVvOVbPrpiu1YTCjrJgMGjzXvNLQSG70jrZKzqqUudLSs+IaeV/v/TR6rCYIgcsugMkfC/bFy7AQYw9/7A8nNWZTfKzEaY5RzZqP8E4QRhW/SyDC///3vce211+KNN96Aw+HAqFGj8Nlnn+Hhhx/GFVdcgaNHj2Y8D/Iu3oTaqpjPZf1J8+Z9Be/JVbYADyuzw82zOX0OvfJOVxknGwfWar6STd+KxboUkeumBPPdcaN3dFxl/EabVS11oaMsl+bN+9A0dSQaavTrcabbIEEQBGGNcrc9qf44erKPZwx/b3baz5ngaUC9MUY5Z7aSf4LQozhmZhli586d+OlPfwoAWL58OebOnQuGYXDo0CEsWrQIH330Ee6++2489NBDGc9LvHXWBp5j0OMN4pc3TS04XapVXW2u9LeZtIanYtm2kq9k00/WYl0qWC0fvXcExFtTMx3/Mp9QlosvIGDRrNMhhCV4/aGo13GRYdAbDKPPF0K525Y3sdUJgiBKGQfHYPHsBngDAvp82nGSjeZrRnMXhmEMLcUsY+wEVz3n8QfDUR8bcy6sicZ5dtp5BEICli+cQuMJkRK0eDZg9erVEEURM2fOxLx586KfDx8+HPfffz8uueQSvPrqq9i9ezfGjh2b8fzE6XMBDPUUnidXq7raXOtvM+UtN1Wdt1m+kk0/WYt1qZBI+ei9I/V7ad68D8vmTwbLoiRiAg9YIiLlYueZaBkJAFatb4mLA7r4itzGVicIgih1AmHJcD5mZb6mNy4yjBSNxqDu/5umjgTDGEeR0Zrz+INhtP2rC/915skD80VRhItj4aIICESKlPZs2IC+vj689dZbAIC5c+fGfT9ixAhMnjwZ//jHP/Dyyy9nZfFcDFjV1Ra7/jbTOu9k0s+l5/NCIB3lo/Ve3DYurzT/uUBk2biFMxCZSK3asANL5zTEWDgIgiCI7NDjDRrOxxbPbsDqDS1Jz9ecPIdXtxzQjAP96pYDWNhUl9TYWmrjKJE9SPOsw65duxAMBmG321FfX695zVe+8hUAQEtLSzazVtBY1dWWgv420zrvRNMnnakx6Sof9XtBv8Y3XzT/ucAbEDSP7AGRBbTXxKEMQRAEkRmO9QYM52PegJDSfI2RJCxoqkPbv7qwfM0W3Pfk+1i+Zgva/tWFBU11SY+tpTaOEtmDLM86fPLJJwCAE088ETabTfOaU045JeZawhyrulHS3+YG2r01hsonM/T5Qobfe32FFb+eIAiiWDDrn037bwvzNRpbiUKCFs86HDt2DAAwaNAg3Wvk7+Rrk4XPYRxXjmNj/p9p3E7tjQjl9zzPWr4uX8l2uaYbG8ejIkbja+ywo9BJtC4Vavnka730uEzau4vPWnvP1zIqZrTerVz+LBtpWwzDgDFxHGRG9PcMUk6L0qN3kUx6cn3Op/7FqG/lONa0fzbtvxOYrxXq2JpNaIzKPbR41iEQCACArtUZAOx2e8y1ycCyDCorPUn/Pl1UVLiych/eGzTUjQ4Z5ES52275unwnW+VKJE++tMFskm/1UuR8ht5WK8rsqMxynvOtjIoVs/ZXVuYEEJko8jyX0r04lo3+P9W0KD16Fwml17/QketzvvQvVsY/hjeej1WU2YtivlZo5EsdKkVo8ayDw+EAAIRC+sdRgsFgzLXJIIoSuru9Sf8+VTiORUWFC93dPoTD2XHIo+sJenY9hEAIXYFQQtflI7ko12Ih2wvZXLfBbJKv9ZIFsPiKeqzasEPT2zYbFtHV1ZeVvORrGWWLfGl/8nvo7fWjrMyJcFiEIKTm6yLc73QuLKaeFqVH7yKh9Pr7Erk+6/Uv+dL+ZOR2uHh2A1Y926I5H2PDYkHP1wqNUh+jMonV9keLZx2sHMm2crTbCoKQ+8ofmZhkJx8coK1tESUIopTwdflMNsuVSJ5Se0f5WC95AEvnROKIen0C3C4e7v44ooKQ/faej2VUrBiVs9jf10uSBClF/WP09xJSTovSo3eRTHpyfc6n/sVKPuys8XysGOZrhUY+1aFSgxbPOowYMQIAcPDgQYRCIc3j259++mnMtYR1rMZQzlSsZYIg8g9WFFFmYwecg1F4KoIgiLzAbD5G8zWiVCC1uQ7jxo2DzWZDMBjEjh07NK/54IMPAABnnHFGFnNGEARBEARBEARBZBtaPOtQVlaGc845BwCwbt26uO8PHDiAd999FwBw8cUXZzVvBEEQBEEQBEEQRHahY9sG3HjjjXjjjTfwwgsv4Mtf/jLmzp0LhmFw+PBhfO9734Moipg2bRrGjh2b9D1YlsGQIbn39Ete+zIDlWv+ky9tMJtQvTSHyig7mLU/jyfikPOEqrKUQ7NUVboBAMcP80RDBlF6uUkvn/OWifSOGxJJT67P+dK/WB3/8iW/xAD0TnIHI6XDE0IR8/jjj+O+++6DJEk44YQTUFlZib179yIYDOLUU0/FU089hSFDhuQ6mwRBEARBEARBEEQGocWzBd555x389re/xY4dO+D1enHiiSfi4osvxsKFC+HxlJbFiiAIgiAIgiAIohShxTNBEARBEARBEARBmEAOwwiCIAiCIAiCIAjCBFo8EwRBEARBEARBEIQJtHgmCIIgCIIgCIIgCBNo8UwQBEEQBEEQBEEQJtDimSAIgiAIgiAIgiBMoMUzQRAEQRAEQRAEQZhAi2eCIAiCIAiCIAiCMIEWzwRBEARBEARBEARhAi2eCYIgCIIgCIIgCMIEWjwTBEEQBEEQBEEQhAm0eCYIgiAIgiAIgiAIE2jxTBAEQRAEQRAEQRAm0OKZIAiCIAiCIAiCIEygxTNBEARBEARBEARBmECLZ4IgCIIgCIIgCIIwgRbPBEEQBEEQBEEQBGECLZ4JgiAIgiAIgiAIwgQ+1xkodcJhEZ2dfTm7P8syGDLEg87OPoiilLN8FBtUrslTVVWe1fvlug1mE6qX5pR6GeVL+yv190AUJ2b1Ol/anwy1w/yD3knmsNr+yPJc4rAsA4ZhwLJMrrNSVFC5EvkI1UtzqIzyA3oPRDFSaPW60PJbCtA7yT20eCYIgiAIgiAIgiAIE2jxTBAEQRAEQRAEQRAm0OKZIAiCIAiCIAiCIEygxTNhCYlh4BVEHOkNwiuIkBjSWhAEkR6ofyEIolig/owgihvytk2YEmYYrH52B7bt6Yh+NqG2CjfOqgcnkac/giCSh/oXgiCKBerPCKL4IcszYYikMRAAwLbWDqx+bgftqBIEkTTUvxAEUSxQf0YQpQEtnglDfKFw3EAgs621A75QOMs5IgiiWKD+hSCIYoH6M4IoDWjxTBji9QtJf59p3Q/piggiP7HSNiWGQZ8v+f6FIAgiWyj7NF9YhMiycX1cKvMlgiAKB9I8E4a4ncZVRO/7TOt+SFdEEPmJlbYpXzN96kjDtMz6H4IgiEyj7NOcdg63XzURzW/tR0tbbB933fQ6w3SoPyOI4oAsz4QhLhuHCbVVmt9NqK2Cy8bFfZ5p3Q/piggiP7HSNpXX7G7vQkNNYv0LQRBEtlD3aU2No+IWzkCkj2tt70x4vkQQROFBi2fCEEaScOOs+rgBQbYkMRpW3kzrfkhXRBD5iZW2qbymefM+NE0dGbeANupfCIIgsoW6TxtbXRm3cJZ57IWduOHyxOZLBEEUHnSGhDCFkyQsmVUPXygMr1+A28nDZeN0BwIruh93mT3p/GQ6fYIgkiNRzZ8/GMaKtVvR1DgKMxpHIhgSccIwN8ocPE00CYLIOeo+KxgSda/1B8Po6QskNF8iCKLwoMVzkSAxTEY7a0aS4ObZgUWpQdrJ6qRlzJ4l1fQJIt/IdPvNFsm0TX8wjHWb9kT/XnnbeQk9e7GUHUEQ6SfV/kHZZzntHI4b4sKy+ZMQDImw21jsbu9C8+Z98AcjJ95c/Rt/VudLBEEUHrTKKALyzXmWrJPe1hp/tCmq+9HJl5VnSSV9gsg38q39poKlttn/73S032IqO4Ig0ks6+ge5T9v1SSduv2oinnxxF7Yr0muoqcLtV03EirVbMe7UITT/IIgSgDTPBU4+Os9KRicNWH+WZNMniHwjH9tvKlhpm+lqv8VWdgRBpI909Q9yf7VgRh2a39ofs3AGgJa2DjS/tR8LZtTR/IMgSgSyPBc4Vhz0uPns75EkqpMGEnuWZNIniHwjX9tvKlhpm+lov8VYdgRBpId09g+cJGFs9RCsXN+i+X1LWweun1FHp10IokQoycXzm2++iYULFwIATjrpJLz++uua1/X19eE3v/kNXnnlFRw8eBButxsNDQ247rrrMGnSpIzn04pWJ1POs4zuLX/nCwgod9shhCV4/aG46xLR/UgMgz6fAKedQ1PjKIytrozTFKmfhXRFRD6RjLauWJ3fWWmbmtcwDIKihEAoDH8gDI/LBpeN1SzHbJRdseipi+U5CMIqWv3D4DI7lsydgKGDnOjxhiC5bbBxHHq8Abgc8e1C2W7MmovXH4rrb7TaHUEQhU/JLZ77+vrwox/9yPS6zs5OXHnllfjkk09gt9sxevRodHZ24o033sCbb76Ju+++G9/61rcylk+rWp1MOM/Su/fiWfWQAKx+dgd2HYjof9a+3BoTtiEZvaF8vxmNo3D7VRPR/Nb+GAdCsqbI4yq56koUCMlq68j53QAiw+DwUT+e2bTHUp+S6bILhKWi0FOTLpwoRdTtf3CZHfcuOhuPbtwZ07801FShaepI3P3IOxh36pBou1C3m2XzjQ0m6vsZtTuCIAqbkjvT9sADD+DgwYO48MILDa/74Q9/iE8++QTjx4/Hpk2b8Pzzz+ONN97A8uXLIUkSfvKTn2DXrl0ZyWMiWh3ZmYUWSgc96bj39r1Hot81NY5C81v74+IdJqonUt5PECXNNGVNkcNWOgsJonBIRVvntPNxMY5lGmqq4LSXRp2XGAbb9x6JWzgD+uWY7r5PSY83WBR6atKFE6WKun9YMndC3MIZGJhfNDWOirYLkWXj2s3u9i7LfbVZu+vxBtPxiARB5IiSWjxv374df/jDH3DhhRdi2rRputd9/PHHeP3118GyLB544AEMHz4cAMAwDObNm4cZM2YgHA5j9erVGcmnFa2OTLqdZxnde0iFM/rd2OrKuEFIL49W78cy0E2zpa0D/qDxMU2CyAWJtFc1gZCApqkj4yZlsjUkECqNOu8LhTGkwplQn5JJx4HHegNJv9N8IpW6SRCFjLp/GDpIv39paevA2OpKAJF24Q0Ice2mefM+y321Wbs71htI+rkIgsg9pWHWABAKhXD33XfD6XRi2bJl+Mc//qF77SuvvAIAmDx5Mqqrq+O+nzdvHl544QW8+eab8Hq9cLvdac1rolq+dDrPMrp3MCRq/lsvHVe5IyHNtpU0C1H/SRQ3qWhv+3wCVqzdiqbGUZjRODJG579i7VYsXzgFriKv87K/g2TaPydJWDqrPk4nnequcJ8vlHBe8pFi1dQThBWUc6Mer3GbVvY/Pn/E/4ocuxmIxKOX++pvf/00HO706vbVZu2uzxeCx+ZI4ckIgsglJbN4fuSRR7Bnzx7cddddOP744w2v3b59OwBg4sSJmt/X19fDbrcjEAhg165d+MpXvpLWvCaj5UuX8yyje9ttrOa/tXA5bViZoGbbLM1S0n8ShUMq2lu3k4c/GI7R+CeSdqEj6wKnTx2ZdPsPA3jk+Q/Tqun1uGxJ5SXfIE09UerIcyPRpE0r+59QWIzGblYvoNdt2oOx1ZW478n3Y36vbEtm7cqsfyEIIr8piWPb+/btwyOPPILx48fj6quvNr3+wIEDAIBTTjlF83ubzYYTTjgBAPDJJ5+kLZ8ymdTypXLvzm5/9DtRgqH+p9cbf+zRTLNtpCnK9HMTRLKk0l5z2dZzjVIXuLu9C18c8yfc/jOl6R1U5iiK91LK9YsglLgdxv4ldrd3Rf+9Y++RqA7a6FoZdVsya3eDysjqTBCFTNFvO0uShP/5n/+BIAi45557wHHmk4Vjx44BAAYNGqR7jfxdd3d3ynnkNWIN3jirHquf24FtrSpryux62FgGQHocvXAcG/N/o3ufUTMMDaOHYfVzO8CzDJqmjgQATc+VgaD2EcyIzk5EhXPgPcj3a968D7dfNTEuzUw8d6bRKlcif9Fqg4mQSnvNVlsH8qtedvsHdIHNm/fhjmvOxLxpYwBYb//KNNRo9TVW4DgW5W47Fs9uwKpnW7LyXjJJNutXsmi1v3yqq0RxsPiKeqzasENzzrJi7daYf/uDYcy5sCbmVNCE2irMuWAMlq95N+Yzrbak1+4Wz25AuduObiF//A0YjX/UDvMPeie5p+gXz0899RT++c9/4uqrr8bpp59u6TeBQMSZg82mf7TGbo8cj/b7/Snlj2UZVFZ6NL+7/aqJONYbiOhjXDYMKnOg3J0ZfVpFhcvyvW+/aiL+dagH/+837+hqNW/+xpd17+UPCqg+oULzfl5/CIuvqEdIEOELCBl/7kyjLlci/zBqg4mQSnvNZlsH8qNeHm7vjP7bHwzj50++j1nnj8a3vz4OwGkIhsIod9tQWeHULQtlGlpo9TVWGT7Uk/X3kiny+TnM2l8+1FWieLjlygno6QuizxfxxSKERRw56sf3r54Ynb/IR7VFUcKy+ZPgdtowqMwetRg/cMu5ltqSUbvLl3ptdfzLl/wSA9A7yR1FvXg+dOgQ7r//fgwfPhw333yz5d85HA74fD6EQvoOJoLBSKgBp9OZUh5FUUJ3t1f3e4+NjTqWEAIhdAWMnV4kCsexqKhwobvbh3A41lpsdG+P02ao1TTSLzrtPLq6+uI+V97PyXEod3Ca9y4EjMqVMCYdC9lEMGuDiZBKe810Wwfyq16qw3D5g2E89UornnqlFQCw8rbzUe7gDMvCLJSXXl9jhLqMsvFesoHV58iX9pdPdZUoHlgAg5w8Bjl5dPvD+N6Dm3WvFcIilq/ZgpW3nQ+PjYXQ32YS6RPU13YLYcN6nS/tT4baYf5B7yRzWG1/Rb14/vGPf4ze3l787Gc/Q1lZmeXfVVRUwOfzRY9vayF/V1GRnFVDiSDkvvKHw2JC+XDZWEyorYo5kiQzobYKnd3aFvmINojNi2fOBomWK5EbSu0d5UO9NOtDrPQT6UhDj3woo1LBqJzpPRCZwqj/kLXNmZqz5FO9tpKPfMovEYHeSe4o6gPzH3/8MQDgnnvuwdlnnx3z309+8hMAwH/+85/oZ//85z8BACNGjAAAtLe3a6YbCoVw8ODBmGtLDbMYq2eMHpaR+KsEQRQH6YjTnMlYzwRBFDd6/YesfW7/zzHqRwiCiKOoLc8yR44c0f1OFMXo9/Ix7TPOOANbtmzBBx98oPmbHTt2IBQKweFwYNy4cenPcIFgFl86XbGnCYIoTtIRoz6dce4Jgigt1P2H08GDZRgwjISFTXXUjxAEEUdRL55ff/113e+ee+453HXXXTjppJPirrvooovwyCOPYMuWLWhvb0d1dXXM98888wwAoLGxER5PdvUpqSIxTMwk05Oitz6j+NLq7yQAXkGkCS5RFKjbEtXn5Eg2Rr1W+btlr7H0HgiiZEi1L47rgyKfJtSP0HhAEKVDUS+ek2X8+PE4//zz8be//Q233HILfv3rX+O4446DJElYt24dXnjhBbAsi0WLFuU6qwkR1oiJOqG2CkvnTsh4RdC7942z6sHRAEMUGFSfcwuVP0EQQH70BfmQB4IgskdRa55T4ac//SlGjBiBjz76CBdeeCEuv/xynH/++Vi2bBkYhsEPfvADjB8/PtfZtIyk0bkDkVioD63bhnAG+3eje69+bgckJvdxRgnCKlSfcwuVP0EQQH70BfmQB4IgsgstnnUYMmQInn32WXz3u9/FiSeeiL1798Ln86GxsRGPP/44rr766lxnMSF8oXBc5y6zrbUDfYFwzu7tC2Xu3gSRbqg+5xYqf4IggPzoC/IhDwRBZJeSPbY9a9YszJo1y/CasrIy3HLLLbjllluylCvrJKqv8foFw/S8/pBK75M+zO8tZOzeBJFuslmfSUcXD/UnBFHayP1ijzeEZfMnYXd7F5o374M/GLtQzUZfQP0RQZQeJbt4LmSS0de4ncav2u20pTWPid2bqiFROGSrPpOOThvqTwiidNHqFxtqqnD7VROxYu3WmAV0NvoC6o8IovTISqu+5ppr0pIOwzB44okn0pJWoWKmr1miE5PQZeMwobYK21rjjxdNqK2Cx8FBCmcm2LrZvV02jrzjEgVDNupzsu28FKD+hCBKE71+saUt8ndT4yis27QHQPb6AuqPCKL0yMri+b333jP8nul3qCCpOhhG4WhBkqSYv0sVK/qaaLgWBYwk4cZZ9Vj93I6YTn5CbRVumjsBnCTC+PBR8hjd+8YSXgQQhUk26nOy7bwUoP6EIEoTo36xpa0DMxpHAshuX0D9EUGUHllZPC9ZskTz81AohD/+8Y/o7u7G8OHDcdZZZ+H4448HABw6dAjvvfcePv/8cwwaNAjf+MY3YLNl7mhxoZCKvoaTJCyZVR8b59nBY9hgF7q6+jKRXcN76+k3k9V5kj6UyBaJ1OdkKCYdXSbaJQfghpmnIxAKwx8Iw+OywWVjqb0TRBHj9Qtw2jk0NY7C2OpKBEMi7DY2qnl2O2xYedt5WR/7OUnC4tkN8AYEeH0C3C4ebgcPVszMaT6CIHJLzhbPgiDgO9/5Dvx+P5YvX445c+bEWZYlScKGDRvw4x//GP/85z/x+OOPZyO7eU2q+hpGkuDm2ejEm8uiMV99b62jTMnqPEkfSmQbK/U5WYpFR5eJdmmYZso5JggiX/G4eNx+1UQ0v7U/ejwbGNA8l3t4uDg268ekwwyD1RtaaP5BECVCzs79Pf7449i6dSvuuusuzJ07V/NINsMwmDNnDu666y5s3bqVFs8Y0NdoEdXXFCjJxkukOItEsVEM7TwT7ZLaOkGULg4bj+a39kc1zjItbR1ofms/HLbsbypSn0SkA5ZlwPOspf84LrJ047j471iW6ls2yNni+U9/+hM4jsPs2bNNr509ezY4jkNzc3MWcpbfyPoa9cS6GPQ1ycZLpDiLRLFRDO08E+2S2jpBlC7+oBC3cJZpaeuAP5gpzy36UJ9EpArLMhhc6UZlpcfSfxUVLgBARYUr7rvBlW5aQGeBnJ39+/TTT+HxeGC3m+v27HY7PB4PPv300yzkLP/JtN4yVySr8ywmfShByBR6O89Eu6S2ThClSz62/3zME1FYsCwDjmXx1Mu7cLjTa3o9wzDgOBbhsBjjaPm4IW5cefE4sCwDUSyMeUKhkrPFM8/z6O7uxqFDhzB8+HDDaw8dOoRjx46hvLw8S7nLfzKpt0wEtTMgp51HICTA6xdQ7rZDCEvw+kOmE3+JYeB08LjzmjNjHIBYidlYLPpQonhIl5OsfGnnyZCJdpnONOV35AvE9lUelw28N5hw3pKFHB0ShDnyHMEIuf0n2qZSaYPqPkft0Mzl4CExDLVpwpTDnV581tFreh3DMOB5DoIQjotSRGSHnK0q6urq8O677+LnP/857r//fsNrf/7zn0d/Q+QPWo57GmqqMKNxJBiGwdqXW2OOWOk50NBL5/arJmLF2q3wB8OG8RIpziKRT5DzugiZaJfpSlN+R7sOdOL2qybq91UJ5S5xqK4QhDlyO6k5pRINNVWaR7cn1FbBbeMQBhJqU6m2QWWf5LRzmg7NqE0TRHGRM83ztddeC0mS8NJLL+Hb3/423n33XYRCoej3giDg3XffxbXXXouXXnoJDMPg2muvzVV2CRV6TjJkxx1HjvriBjgtBxpm6TQ1jjLVeRaDPpQoDsh5zACZaJfpSFP5jpoaR2k6IMrG+6K6QhDmKNtJ8+Z9aJo6Eg012u1fQvzCGdBvU+log8o+KZf9CUEQ2SNnludzzz0XixcvxqpVq/Dee+/hvffeA8dxqKysBAB0dXUhHB44krBo0SKce+65ucouocLIScb2PR1omjpS8zvZgYabZ03TaWnrwPym8bjozJNNJ8WFrg8ligMrzmPkul8KZKJdppqm8h2Nra6MsRApyfT7orpCEOYo24k/GMaKtVvR1DgKMxpHIhgScWKVBx57pP17BTGhNpWuNij3SX3BsGl/YuNIRkYQhU5OW/HSpUtx2mmn4f7778e+ffsgCAI6OmI7slGjRuGWW27BtGnTcpTLwiNWv2MDzzHo8QbhcqRnQSkxDPp8xk4yhLCEudPGRHU/Sh2z1y/AVe6ALxRGjzdkmI4/IKDMZm0CWcj6UCKPYRgERQmBUBj+QBgelw0uG6vZjjLpPCab2th03kvZLnOhBVffU/mOgiHR8D6ZdPaTSF0hXTSR7yjrqMvBg2EYMIwEJ59aXZXbiVpLDAD7Dx7DkAoH/IHIPRPtf82u7/UKYDw8HDYe/qBg2P4YSYI/YH7/CvLBQhAFT85b8YUXXogLL7wQra2t2LlzJ7744gsAwNChQ1FXV4fa2toc57Cw0NMPN00dibsfeQfjTh2SkvZGTn+6jmUZiAxyJ1V58Je3P4nZhZV1zG6XDSv787hs/iTD+5GzLyKXiAyDw0f9eGbTHkv6/Uw5r8umNjZT98qFvlfrnvd+96vRf9tNNuYy2f9YrSukiybyHaN5x6tbDmBBU13SdTXiiFRbS9xQU4VzJ5yEW3+1Gf5gOKZt66Vl9LcabyCEPn8o7ih2tvt/giDyi7w5E1ZbW4vZs2dj4cKFWLhwIWbPnk0L5wSxoh9ORXujTH93e1ec7khm/ow6PPrCzjjdj5yPnr5ANI+iBN10Gmqq4LTTYEPkBolhsH3vkbiFM6CvYZOdx2gRdWiVRD6ypY3N1L1yoe/Vu+eOvUeifY5RP5bs+7KKlbpCumgi3zGbd1SfMCiluuqycVgwo05TS9zS1oFHX9iJpsZRAGLbthqt9mzUBhtqqiBKSEjDnIn+nyCI/CNvFs9E6pjph8dWR/TksvYmlfT1HHc01FRh9JcGY7tBPnyBgXvzLKObTtPUkQiEjI9BEUSm8IXCGFLh1PTsCmi3o0w4ybKiy0sXmbpXNp/B7J5y3zWhtsrYAdHszDobtFJXclFuBJEIVuYdqdRVRpJQWz1Etx/evmdgbhNt22Os9b96bVCef/Ask/P+nyCI/IPMekWEWr8zuMyOJXMnYOggZ3/cZRv+57pJWLluG3wBAS6bA93+MA63d8Ll4OHktXWcWulrOe4YPsSNL7r98JnoiJQ6Q38wjAef/mdMOrI+esXarVi+cApcCo0Saf+IbOH1CzF11WnnMOv80Zg4bjgABv6AAElCXAxPDsANM0/X1EgnU38zqaPOxr2s+EjQSzeV9q73LHLf9cubGgFI8AUELJp1uiImvQ1DBjkhBEIQxMz2LWbOz7L57gkiGczqqNyHplJXfX5j3yg8x8Jp56Jt+97vno3pU0fC7bChzG3cbyjbYK9XgDcQis4/bv7Glw3v2+cT4GUQo/F28Vxcm3baeQRCAvp8QtbjyBMEkX5yvnju6OjAs88+iw8++ACff/45fD6fbtBvhmGwadOmLOewcFDqaQaX2XHvorPx6MbY49MNNVX4yaKzYePYqO5YxkxHp9br+BWeJZ12Dv/7343401v7MaNRXw8NxOoM7TY2Jh2je5L2j8gmbiePXl9k0ua0c7jjmjPhsHF44i+7dPVvenV08ax6iEnW32zq6NJ9Lys+EvTSTbW9G+XVHwwD6Hc6xkcm9HaegbvMDp5nUe62oytgPGFPF0bOz0hDSeQ7ZnVQHu9Tqasup83we5ZlcPtVE7Fi7Vb4g2F09wWwfM0WrLztvIi3bJP+gpEkOGwcjopBLF+zJS7vevT5Q9Hr1RpvuU2HGQarNrRo92NmD04QRF6S02Pbf/3rX3HRRRfhV7/6Fd566y20tbXh3//+Nz777LPofwcPHoz5m9BHqbdZMndC3MIZiByjeuyFndix70jCOjojPc8Chc7ZTEfY2e2P/m10rVLzTNo/Itu4bBw6u/2RSVHjKBw56jPUP4ssq1tHt+89knT9zaaOLp33suojQSvddLT3YtAfFsMzEMWNmW54d3tXSnVVYhi0tncazhN27D0S9euSzD3l/katmTabn+xu74r+raXxpnkLQRQnOVs87927F7feeiu8Xi/OPfdc/L//9/8AAOXl5bj33ntx880346yzzoIkSaisrMTdd9+Nn/70p7nKbkGg1NsMHWSg1dzTgSEVTu3vDLRJRnqe2uohUZ2zoY5wVj3OGD0smoaRdlqpeSbtH5FtGEnCGaOHYd60MagfPcy4TbV2wBsQdOvokApn0vU3mzq6dN7Lio8EvXTT0d6LQX9YDM9AFDdmuuH2/xxLqa76QmE89sJOTS2zfI/mzfvQ0taB+tHDkrqn3N+o+ymz+Unz5n0xn6s13jRvIYjiJGdnvh5//HEEg0E0NTXhF7/4BQDgnnvugcPhwBVXXAEA+O53v4s333wTN998MzZu3IinnnoqV9ktGGT9zuFjfsPrjOKbGmmTOEnC4tkN8AYEeH0C3C4ebgcfY03W0kOfMMwNj9OGQEjo1xjWwx8Mo88XgtvJ48bZ9QiEIn97XDaEwiJ+8eT7uPXKr8BVZofXL8TEeQwJIiornOA5BkeO+hEW47WnpQ7pw1OHlSQcP9iJjp4Aek1ikvf5tL8fXGY39RpvpgdUa2M9LmuxR5VIDGPJx4GZDtcqej4SLj93FMrc9ohkIyAgEApH0xdZFt6AoFuWyrSt6CfT9SzJkK72l8tnIAglenVaa15g5zkIYhjXzzgdrGgcT90YBt+/eiKEsITrZ56OXm8QXT0B2PgB3ygRGQZg41hUDrVjYVNdXPswao9yX+UPhvHQum1YMncCrr3sNHj9AspcPJbOaYAQFhEIheELhMGyDLbtOayZW6XG2wzyWUAQhUnOFs/vvfceGIbBDTfcYHjdueeeizvuuAM/+tGP8MQTT2DBggVZymHhwkgSPC5jjZCRlsdImxRmGKzW0O9cN70u5jq1jvmh287Hqg0t2HWgE7dfNRG/f6k1TovdNHVkdCBsqKnC3fMng2Uig5vHxevGeWyaOhJ3rHwr5RjWxQTpw9OIJMHj5E0XdFptTvY9cLQnYPhbK3pApTbWUEen8X4TrQ9GOlyraPlIaN68D7WnVOL3L8Xqxs9pOAHXXHoaVq1vQUtbeuO/p+NZEiXd7S8Xz0AQSozqNAPE9UfpiPMcZhisaf5QM91f/H5g0SzjcfFwcfEaZ7P2KPcnTjuHpXMnxISncto5LJs/Gete2xMTRaShpipGZy2TiMabfBYQRGGSs2Pbhw4dAsdxGDVqVPQzhmEQCsVPUGfMmAGO4/Diiy9mM4sFjdvB62sMx8TqjmO+M9AJGel3Wts7DbV5re2d2LanA02No3TjNcqaJfnvRzfuhJ2PDC4OG2/6O9IRRSCdVfpR6p+1mFBbBbeDj2sDsu+BROOPGpHo+81VfdDSQuq1//O+cgpWbdgR/TyX8ZdThdofUWyY1ente+N9qKQa59ksfrQ8V5DR6xestEe5r9Lqn5oaR+GZTXviwm9q5UOttyafBQRRnORs8Wyz2VBWVhbzmdvtRk9PDwQh9riLy+WCx+PBp59+ms0sFjSsKGLxFfWaWp1Fs2N1xzJmOjoj/c5jL+zEDZdra/O+e3k9HnthJwBgbHWlrm5UGYta/tsbkI9TCZZ+Rzoi0odnAqX+WU+3y4pinPZP1kknqvk1ItH3m6v6oKWF1Gv/aj15Ossr21D7I4oNszqt50MllTjPVuJHyxj1C1bao9xX1Y8eFtc/WZ2zaGm8DX0WZDiOPEEQmSNnZ0aOO+44fPrppxBFESwbWcOfdNJJaGtrw+7du1FXN3AM+NixY+ju7obD4chVdgsSXpKwdE68PlnWH0V0dCL8QQFOOx+NRauHkYbHHwyjpy+gqc3r7A1EjzUZaa21vvf6BJTZ7JZjScr5LGUdEcWGzQyy/nnRLO0YzkC8PtUfGNDSqf0A2G0sqga7Ez7OmOj7zWV9UJeH3qOq86guL5fDhnKTeK35ArU/othIZPzV+y7Rem92T4/Thl8sOcfUB4DV9shJEux8vD3JbM7idtjwf7eeB7Y/zrNabx3vsyB7ceQJgsgMOVs8jxgxAp988gn279+P0aNHAwC+/OUvY8+ePfjtb3+L+++/P3rtgw8+CAA49dRTc5HVgoYVRZTZWJTZ+gctheMORpJQ4eRQfUIFurr6IAj6g4TEMHA6eNx5zZmw2yKOOpo374vR+rgcfIw2T3bQIYrAsvmTsLu9C0678TEltRbb7YpUUauxJK1cW+xQbNgMIkmwM4DdzqFcrsuqSZuyDfQqJl5a8cz/79bzACR2nDHR95vr+qAsD69OH+N28jEOAeXNhd3tXfjF77fiF0un6sZrTbdjvLAE/PtwD3r6gkmll+vyJoh0k8j4KyO35+FD3bjzmjPhcvC6Tj212rDHZXzPMjcPJ8/BFwrji56AbltNpD1qXWsW67nMzUf6JgAAo9lHKfvAbMeRJwgi/eRsFJ8yZQpef/11vPXWW9HF8ze+8Q2sW7cOL730Evbs2YPa2lrs2bMHe/fuBcMwmD17dq6yW9JoOdtQO8uI6nf6Bw6930wafzzOHDcc7+86FHcfddzEhpqIjhSiGNUObWuNPz41YUwV2v59NPJvVT5KEcOyovLJKrLvAa1jf8r6nQiJvt98qg96eenqCWDZ/Ml4ZtOeOIeAy+ZPhkennNLtmCvMMFi93rojNi3yqbwJIh2Y1Wm1DxWnndN08KnVlvTa8KJZ9Zg0fji2fBQ/V5g0fjhsPIeVFtp+Iu1R61rZ/4JWH07tmSBKk5xpni+55BJcfvnlCAQGvNCOHTsWP/jBD8CyLPbu3Yu//OUvaGtrgyRJuPTSS3H11VfnKrslixWnHWq9kdFvnnxxF755Ua1p3MSGmiosvqI+esScATDngni9aUNNFeZcOAYMCkMPmQ0oNmz+YOR7QFm/EyHR95tP9UEvLz19Aax/bY+mQ8D1r+/RtTin0zFXutLLp/ImiHRgVqfVPlT0HAOq25JRm3v4uR1YMON0zXsumHE6HrbYVhNpj1rXNm/eh3nTxsTFmKb2TBClCyNJ+dfy9+3bh1deeQWff/45ysrKMHXqVEyZMiXX2coI4bCIzs6+nN2f51lUVnp0j217BRFLfvmG7u//79bz4LHHHpUy+82vvncuHDYOQliC1x/qP7LJwxcU0OeN12bLad72f29pHuts3rwPv1g6NS4fucSsXLNBocZ5rqoqz+r9stEG5fjFWr4HkiXR9xu53rqPg0yizjvAYMkv/6Z7/crbzlMcjYxg1s9o/caIdKdH7c8aeu0vH/pQIhajOq38zungcdP/vqGbjtyWrLQ5l42Lu6cvFE64rSbSHuOutfMQRBH+oLavi0Qwq9f50v5kqB1mHrmMH3zqA3zW0Wt6PcMw4HkOghCGcgl3UlUZbr7yK/SuUsBq+8tL8dWoUaNw44035jobOSeRzl6enPf5Qihz2eDSmZyr0/RwxpNBM2cb/oCAMpUmyOw3gWAY5XYOdp4ZcCAiivDwLDwV8dpsOU0tzahRPkqdfIoNW4gLiXTmWel7QGIY+IJCgove+HxYer8Mg6AoxTg4O7GqLOKsJoeDqzrvR3qDhtdrORvy+gVdnXTz5n1pd1CUaHr51P4IIhXUfdDQckekz5Ikze++MIlrL7clS22OZ+HmWbjKHfCFwujsDcDlsGHZ/ElxbV72waJsq0Z51yOu7YoibABsdg5lDt5UZ00QRHGTl4tnIjEtn8AwWLW+JeaIlHwslLegLVo6d4JuRUjG+U0mHOaQE57CJd261GyQqTwnmm4q+RAZBoeP+vHMptjj0NHfJ/0U6SeZ9u1x8Zq6Stkfg5nDoXTkgSCKHaM+iAGwSuO766bXaaQ0gNyWrLY5OQ+7DnTi9qsm4g+vtMbEXVb7YFH/Lq0+EQpsLCMIIv2QqS4PSUR7J7IsVm3YoakVXLVhB8T+MGBGaT60bhvCOv2+087H6TVlGmqq4LTHD36y0w0tog42EiQTaRKZJ9261GyQqTwnmm4q+ZAYBtv3HolbOKfjOTJBMu3bYeM1dZWyPwaHLbHFLvUxBBGLWR+0fe8Rze9a2zsttSUrbU6ZB1lLvd3EB4v6d1p5z5VPBIIgCp+sbKXfddddaUmHYRj89Kc/TUta+YwvFI7roGW2tXbAFwpH9TzegKDpBRKIDCje/uPMZmn2BcJw8/GdfyAkoGnqyGh6MrKDr0BIgEt19Ft2urH6uR0xXitTcbCRiTSJzJNIXc4XMpXnRNNNJR++UBhDKpy6fUO+lX0y7dsfNO77/EEhoeejPoYgYjHrg6afM1Lzu8de2IkHv3ceHnneuC1ZaXNeQYzmYWx1pa50q6WtA3MurMF/nXly3O+08p5o/1eIYxlBEJkhK4vn559/HgzDQMs3GWNxt06SpJJZPCeivevzGccK9PoElNmsaItCmnq+Pp+AFWu3oqlxFGY0jkRIEFFZ7gDPszhy1A8hDEh8fOxGTpKwZFZ9WnWumUgzXSSqJS8GrGiC060jzQaZynOi6aaSD69fQDBkrGlO5jms+lZIhkTbd7rek7Iee1w8llzRgKAgJh3nmSCKBWUb0/IvMKjMgSsvqsXoLw2O0x/39AUstWezdq/Mg1mfZufZ6PHpVPoHrbHNFyi8sYwgiMyQlcXzzJkzdRfJr732Grq7u+FwODB+/Hgcf/zxAIBDhw7ho48+gt/vx6BBg3DBBRdkI6t5QSLaO4/LZnyty6q2SDsdt5OPOuqSYzf+4ZVWbQ2lRoicdDvMyUcnPMloyQsdq9qvQtSRZirPiaabSj7cTh69JhtriT6HVd8KqZBI+07HezJqux4bG3Gqlgd9DEHkArkNGcVtnnPBGCxf827UWZesP3Y7ecvt2eg6ZTu2mzgFVV6bbP+g1yfccHk9nHYu+pxW0yMIovjIinnsvvvuw89+9rO4/4LBIHp6enDDDTfg7bffxlNPPYX7778f999/P/7whz/g73//O2644QZ0d3cjGAziZz/7WTaym3MS0d65HcaaZLeDt5Smx6Gt51P+zmrsxlIiWS15IZOI9qsQdaSZynOi6aaSD5eNQ2e3X7dvSPQ5rPpWyCapvqdSbLsEkQhyGzMa+5/ZtAdNjaOinyXrc8AsDwCwu73Lcp+WTP9g1Cc88vwOLJih7QgtX8cygiAyQ87Olq5btw4vvvgilixZgltuuQVlZWVx15SVleGWW27BkiVL8OKLL2L9+vU5yGn2kXVA6o5fS3vHiiIWX1EfN6DIFiH5SKVRmjfNnQBOZ92r/N3Y6kpTDWWpYUVLXmxY0X7JJFKX84VM5TnRdFPJByNJOGP0MMybNiaub5hQW4UbZyf2HFZ8K2SbVN9TKbZdgkgEuY3Vjx5m2P7HVlfGfeYPpqdPULbz5s370DR1pHafpmrzyfQPZn1CbfWQghrLCILIDDk7Z7JhwwawLItvf/vbptd++9vfxurVq7F+/XrMmTMnC7nLPYno/3hJwtI5DfAGBHh9AtwuHm4NLaJWmh4Hj2GDXejq6jPNy5Fua7EbS4lkteSFTKJasnzWquuRqTwnmm4q+WAlCccPdmLRrNNj4jwPGeSMxHkWrT+LVd8K2SaV8inFtksQicJJEuwmjrC0tMjpnA8o27kvIGDRrNMhhKVIGzVo8+n2o+DzhwpuLCMIIv3kbPG8f/9+lJWVaVqc1cjX7d+/Pws5yx/UOiAJgFcQNTttVhRRZmNRZrNHnF0Ehf7rbOA5Bj3eIFyOyG+UaepZnLUcZpjFTXU7eUtOpFJBTt8XEFDutlsaQDOBnA+H3fiolp6WvFCRGAZOB487rzkzxjmMUgemVw/yTatuRqb09Ymmq7xer33pfg5ACIsIBMPwuHh4HBzK3XZ0BSKLYbUDMLeDByRJo+0P1GOnncOs80dj4rjhABj4AwI87sg712p/me4TGEmKHpmUJ79W7pGsHwiCyDeMHPmZOfmLbZ/x8wVGkkzbgpYWOVENsFk/Ee0H+Ug/KIStOSpMtx+FfPS7QhBEdsnZ4lkURXi9Xhw9ehSDBw82vPbo0aPo6emB0+nMTubyEKsOmrSuk8NK3f3IOxh36hBN516W7jW7ARNqq2JCSii/d9h5rNzQYprHZJHztetAJ26/aiLWvmzNcVm6UZbP3P5jsVpH2mQtuWRxkM939OrW7VdNxIq1W+EPhrNSD0oVrfKfNH445jfV4WGLnysd2akdgDntHJbNn4z1r+3RbPsNNVVobe/EHdecCYeNwxN/2WXa/qz2W+kuFyv3kDWRev1ZMbVdongxcuTHAFhp4OTPbL7QUDMM85vqsLv9C91xrqGmCrvbu2I+i2qALbbxRNpwJvsUsz4hkWciCKJ4yZnmuba2FpIkYdWqVabXrl69GqIoYsyYMVnIWf5h1UGT3nWyA4+mxlGmzr2M7vXYCx9ikYGG6LGNH1pyIpUMynzl0nGZunyMNFhGWvJCw0rdykY9KFX0yr/6hEFYtcH657IzrKCEOAdgTY2j8MymPZq/eeIvH2HxFfWY31SHI0d9eGbTHtP2l4hjuWRJ5R7J+oEgiHzByJHfw8/twPa2I4ZO/sz6dLkfeeyFnbrj3LxpY9C8eV/0s4aaiAduq80nkTac6T6lEH10EASRfXJmef7mN7+Jbdu2Ye3atejt7cWNN96Ik08+Oeaaf/3rX1i9ejU2btwIhmFw5ZVX5ii3ucWKgyY3zxpe19LWgRmNI+N+k8i9tnx0CNdcOk5T8+MXwtjy8SHTPCaLMl9jqytjwmWk+15W8wEA/mA4Jg62x2nrPx5rriUvJMzq1vym8bjozJMzXg9KFb3y12sLZm3E6493AGb0m7+3/AdXXlSLsSOGoKPLa+o40Kw/SlddSPUeyfqBIIh8wMiR37bWDkw/Z6Tmd7KTPyvzBblPUI5zckznIRVOvPfx5/j+1RNj4jwvX/MufnnTVEvtO5E2nI0+pRB9dBCEEo7LjzmWKEoQE/CtUkjkbPHc1NSEd955B88//zw2btyIjRs34oQTTsBxxx0HADh8+DD+85//AAAkScLMmTPR1NSUq+zmFDMnFn0+Aa4Kh+l1Sqcees48LN2rjI3TYPZ4Q/h/CyYjLErgWQZBQcSwwU4IgoiungDCInQ1kVZQ5kvLOYn62kw4+pEYBn2++PKR42ADwC+WnAOXjUNfIIwv2jvhdvKw8xz8UQ16YQ7EZvXCHxBQZmM1y8dp59DUOApjqyvR4w0BbltBloEWmdbzymiV/+AyO5z22C5cLmv152q0HIBptSvluzvWGwLLMJbbXyKO5SSGgV8IQ5IYiJIEf8BaeSbqvE4LtYaRLM5EoeBLYMxXY+YEUP1b5Tgnc+c1Z+KpV1o1f2/U9pT9pll3KacjMQxECfjporPhcvCQIGHrrkN47m97oz43er0C4E69HyZdM1GIlLttEEUJFRWulNMSRQksm9pgGBZFHO3yFuUCOqdR3X/2s59h3LhxWLVqFY4dO4aDBw/i4MGDMdcMGjQIixYtsuSVu1gxc2LR5w/h6U2tuG66dgxCGaVTD700rTjMkNHTS81oHAkbz1rSRFpFeV8t5yR616YL+VmnT9XeyZdxOW1Y2V8mTjuH26+aGHfEvBD1v1brhfo6ZRkoJ16FWAZqsqHnlVGX6+AyO+5ddDaO9Qx4wFeWtTp0jBqlAzAZdbvSenfL5k+y3P5cJk6G5OvCDIPHXtiJr00ekXBbSaS/IohiIswwCJlo8o3aqlYfYPW3Vq7Ra3vqfnPZ/EmG93A7ed25xrxpY1BzciV+/uT78AfD8AZCuHP134tifCGIRHE6eLAsgz++shuHvkj+5FTtiCG45KunppTOcUPcuPLicWBZpigXzzm37V9zzTV46623sHr1atx4442YN28e5s2bhxtvvBGrV6/G5s2bce2114IpYa2k7MRCC9lZx7bWDrS2d5peBygcX2jgtPNxuiZlGrJFy0wDe+SoL62aZGUZ7G7v0s2j0bMli/JZze7d2t4ZLZNcarPTjVEdVJa5+rpiKgMl2dDzKlGX65K5E/Doxp3wBcPR+qgsa7N66nbGt3P1b7Te3e72LnxxzG/a/iSGQWt7p6XrVj+7A9UnDkqqnlitlwRRTMjtZsfeI4Zt7Itjfs3vGmqq4HYYj/WiZDzWnjFGP329tqfVb5r1VU47rzvXeGbTHhw56kNT46iYOU6hjy8EkQqHO734rKM36f86j/lSTudwpzfHpZBZcr54BgC73Y4LLrgAN910E+655x7cc889uOmmm3DBBRfA4XDkOns5R8+JhewVU3bW8dgLO3HD5cbXmTm+CIQETccgchqBUOSYmJH2aPueDgwdpO0ZXdYlJYqyDIycdGXCqYfyWY3u/d3L6/HYCzujn42trjTVhhYKVh2pqK8rpjJQYkV7l07U5Tp0kBMtbR3gWSZaH5VlbebIzs4Ai6+oj/m+efM+zJs2xvDdNW/eh2GDXZjX72VenbZcF3yhsK6ToYaaSFuRr9u2pyPpekIOfohSRG43Ru18xtRROG3kEM32t/iKeviDxmM9zzJo/88xLL5Cf04xbLAroXFYq980G88DIWNt9tBBTtSPHhYzFwIKe3whCCK/oTNteYxaT7l4dgN8QQE9fSG4nDy+OObHQ+u2RfU+/mAYPX0BlbOLgbiNv7xpqqEWSGRZCMEwwqKEb399HAShFl09Adj4iBOQFWu3YvnCKXBZ0DMaaa2S1SQrHXn4AgIWzTo9Js6z084jEBLQ50uP/lSp5142f1I0prHaccoJw9woc/Do7A3ExDvOlTY7U1h1pKK8rsdrrKsrtDKQSYfWVo2ZfpqTJCye3RCN2QpE2vyDT/8zqnNWapSFcGw7Pn6oGxUuW9QZFi9JWDpnID2PywaPg4++u17Vu5PTZgA47BwWzTodgVAY/kAYHpcNLhsbza/XL8Q501M6FOruC2CoZ6AfSaWtkIMfotTw+oVoe+RYBldfMg7XXnYaevqCEEUJxw/14PMv+nCwow/Xz6iDKEro9Q3MG7r7AggJkm77XLF2K350/RRcP+N0hMICbphZj6AQjvYTgijiw7YOnDy8ArPOH435TePBMgwYRoKT1297Wv2msp+4bvppCATDMW1Yy4+GkmBIBM+xeGjdtmjfJz8LLPv8JkoNlmVS1vQCxe0Ui9AnLxbPu3fvxt///nccPHgQPp8PP/vZz6LfhUIhdHZ2gmGYqDOxUsAo/qIcU7ehJhKzVf4bAFwOPt7ZBYChHmPHF/6wFBfyQr7fL34/kL6etlVNMlooK0SfjY88j51n4C6zI8wwWJXG2MJmMY2V+t2Vt50HRpLgcsQ+Vy602ZnGqiMV+Tq4releC410a22t6KfDDIPV/XX8gVvOBRCpY7Ijn9NGDNHUl0ctSRwT4wzLKD6sm2chuQf6D0vadUU+g0JkMazlZAgAGs84MaacUm0r5OCHKCU8Ll63rV8/sw6/+9POmKgHch+wfM278AfDWHnbebDb9Ntn5B42PLrxwzhfBHI8+O17juB3f94Vvd7KaQ+9dizno/GMEzFM1YatzDVEUcLSuROK0rcGkX5YlsHgSjc4NvXDt8XsFIvQJ6cz156eHvzgBz/Apk2bAES8ajMME7N4FgQBM2bMQHd3N1544QXU1NTkKrtZw0hPDES0iOsUcVblv6M6owQHii+6fbqxIvXSl7XRWkctG2qq4HRoaw2TzaMRZvrTJQke37Ra/gAMy0TWcmmVUSbKIR+RNanbWourDNL5XFbqL4CYa2TdsbKOCaKEP2nohuW/l85piH4W0ojzLF+7asMOLJ3TgNb2jmjaZtp1uY3Jz1JzSqWlui+XoyjBuD+x84BobJ0miFLBYeM122NLWwce3bgTtdWVMYtn5djV9q+uqL8B3TY6JuK/Q8sXgRwP3qwv0CKZftNp5zFhTJXm0e2GmojuurLCqdn3JTsHIIoblmXAsSyeenlXStrcYneKReiTM81zKBTC9ddfj02bNsHpdOLcc8/V1De7XC7MmjULoijilVdeyUFOs49ZTF2lJ13571Q0fj19QV29oV76PhO9lNthy4kmWU0yuier5a9+HrVePNva7HykWDWp6XwuK/VXfc3Kddtw/cw6fPLZsWgdYxkYtmN/cOD4Y59GnGfltd6AEKNZtqpJtqLF1NLIux2cJV8LBEEA/qBx+9Xytt/S1oH60cOi7Y8VxTi/B0Ckzd0wK+K/Q6vdp+LHIpl+MxASMH3qSEwYE5/PedPG4IyaYXA5uKL0rUFkllQdaxW7UyxCn5xZnjds2IDt27fjlFNOwe9//3sMHz4c55xzDr744ou4ay+66CL89re/xfvvv5+DnGafRPXEHqctpZ1VM02RWyP9Xm/IWC+1YEqcJjmbMXDV3yeiPzVLz+2wYeVt58U9T59PiCsTjmUwfepIzGiMbCiUpSEGZaFRrJrUdD2Xlfqr5mhvEP/z8NtYMncChg52YkFTHfr85vryiv4jkGYxXvt8oRgtolncaHVsZz2983GV7rgjlJwkgedYrFi7Rbc/kX0tEASR+BxBxs6zMe1P6ffA6xPgdvFwO3h09fjhD4Y100nVl0ei/WafT8Avfr8Vl58/Gt/8Wi2EsASngwf64zx/ubYKNs7YDlSovjUIgshPcrZ4/stf/gKGYXDXXXdh+PDhhteOGzcOLMti//79WcpdbjHT+DjtHOZOGxN1jKG+3szxkBqPy1y/qf69x2Uz0UvxsLEMBJM4lMnmWZ2/VL63cr3SERPLAjzHwhcSYzYGPC7esExW3nZeRAdc4IvGZChGTapenU20Lidbf4/2BnHvb7cAiNStMgvtWMYsxqv6+2TifKvbgtPO4cFbzoVXEOPKxu00bjuFqo0niESx0n8o24NybJI3nQaXO+C0c1FfJfI1TgePI71BeFw8HDYe/qAArz8It5NH1SBH5D6iGPXfoeWLIB2+PBIZD6Lx4MMRp2fBkAh/UIg68Pzq6SeY3s9tEnOeIAgiEXI2I9mzZw8YhsHZZ59teq3dbkd5eTmOHj2a+YzlAUa6oDPHDUe5x47W9i5NxxgMgFUmjofUlHvshnpDtyNebyjHiNT6zRk1VXA6eKy06MDLirMkI9Ktq1Wnp3SW1Lx5H26/aiL+8EprzLNPqK3Coln1mDR+OLZ8dCguzULW9xLxaNXZSeOHY35THR5OsC5bqr/9/07HNQDgcRr7LHA7eEwaPxxfmzQCr73/KZwTT05Iw6zOg+xk6JHnP9Qsm2LVxhNEIlgdC+X2suuTTk3HYWeMGXBuCSDmGuV4ph7D5PvI6Wv57ci2Lw+3LdJ3PLNpT5xztGXzJ8Nt4yBBv++L+IboRMPoYeQ4jCCItJAzzbPP54PH44Hdbu0oTSgUAs+XhvXBKK7zNy+qxZMv7tJ1jLF97xFdx0MSo+2Wf2iFS1f7tPiKerAajnqM9FI3XlGPxzZ+aCkfZs6S9PKsJN26WnV6SmdJRo6THn5uBxbMOL3o9L1ELHp1tvqEQVi1IfG6bKX+pusaGZtGnGcgts0vmHE6mt/ajwvOPAVrDGI2LzKI8y2zYEYd1r+2R7dsGKAotfEEYZVExkK5nS2YUac5Hm3f04Hmt/ajqXFU3Jhl5vxPYpho+u3/ORbX7tXx4GUy1VYlAOtfi3dQ1tLWgfWv74EE4zlT09SReOyFnZbnEwRBEGbkbDVaWVmJjo4O9PX1wePxGF77r3/9C16vF9XV1VnKXe7R0gU57Tx8AX1HIdtaOzD9nJG63/lC4cixYQ2cHKOpfdJaOMvo6aUCISHG06dRPqw4S9LLs5J062qV6YVFKbrjPba6Uvdo6bbWDgSCQv/vIkfLnHY+Jv4tUfjo1VmzumFUl63U33RdI6PXfuU2H+h3SnTtZafh/V2H8OG+I5qa5EAoDF7xXFp5ABisXN+iWzbe/rIpRm08QVgh0bGQkySMrR6i265a2jpw3fTTwDBMTL9ktZ/iJAkLm+rgF8KRWNGSBJ9fgMvJx8SDz3RbtVounCThhpmn4+CRvjifCf5gOKH5BEEQhBE5Wzw3NDRg06ZNePPNN3HppZcaXrt27VoAwFe+8pVsZC1viNMFiSJ8gXhHIUrNk8vB48FbzsWRY36sXLcNR3uD0evMnGawoogyG4sy28D9rOSRZQCWBWSfHb1eQVOHJWuUlPlIp7MvqzoqI02Z1ndf9ASiv7XkLIVnUeHkUH1CBbq6+iAI6Q2xk2j+rUxoUtGclxp6dVavbshtISxKONIb1C1fK/U30WtElkVfQECfL4Qylw1uHcc6EiSobTLyc5q1UZ9PgKc8to2q83lE0Q9pIbfzfNPGU7sgMomyfjnsPOZOG4PmzfuiWmUlWmOh1x8yHGsDGumYjWG9XgGSm4fLHtlIc0X7DAZlNnskz0Eh2iaGlvdrpVNsF+q25rRHNuJ7vOaOEOVy6e4LYvmaLZauJQiCSJacLZ5nz56Nv/71r/jVr36Fr3zlK7pOw55++mk8+eSTYBgG8+bNy3Iu8w+1Mw6lfkmtB7p30dn4n4ffji6g0+10R6nPUubj8nNH6ebp9qsmxjgoS7ezr0TyLGOmF79uel3073Q4S0mFZPJvph1PVXNeSoQZBkGdzRCtuqHXPrNRvgLDYNX6lpiTKg01VVgypwEOVv/7xVfUg+934gWgfyKr389cMPFkRA5X6uMycdiTjw7BAmGJ2gWRMbT6XXmMlK2lSrTaiMfFm4616qpqNoZ5AyHcufrvOKNfgsUrEsjUWKFXFk1TR4JjjY9aK8sl2/MJgiBKk5ydXznvvPPwta99De3t7Zg9ezZ+/vOfw+/3AwCeeeYZPPDAA2hqasI999wDSZIwZ84cNDQ05Cq7eYPsyENGT7/U0taBRzfuxJK5EwDEOwxKFbU+S5kPQZR089T81n44bAMDmPp5lGQ6zzJmevHW9s5oHmVnKVo01FSZhvRJhWTzb6T1SofmvFSQy2rH3iOadUCrbljRF2YCkWWxasMOzTa4cn0LghJ0v1+1YQdEloXTHnEq9sUxP+Y3aWsrW9o68Mjzxs8hMQxa2zt1202623k66PEGqV0QGUOv35XHyKbGUTGf67URh403HWvldixjNoaJ/Wvg7Yq+wCjPqbYJs7IQRMly35HN+QRBEKVLTsUfK1aswPTp03HkyBE8/vjj6OvrAwD86Ec/wm9+8xvs2bMHkiRh9uzZWLZsWS6zmjeoHWOMra7U1UC3tHVg6CBnRhx5qHVIynywDAzz5A8OHANNt7OvRPKsZFtrB4ZUODW/e+yFnbjh8kgemzfv03Wc1DR1JAIh4yOuqZBs/mWtVzJp6v2uFJHLSq8OtP/nGBZfEVuXjdpnJsvXa+AboaWtA16/yfcBAYGQgKapI/H6+5+iNoXn8IXCeMzA4dh3L88/h2DHegPULoiMYdTvtrR1YGx1ZfRvo7HQHzRux/7gQDuW257ZGMYrLL1yX2CW51TahFlZsAw086tVLtmcTxAEUbrk9AyLw+HAihUrMG/ePGzYsAHbtm3D4cOHEQ6HMWzYMHz5y1/GvHnzcOaZZ+Yym3mDUhM0f3od+JkMjvUGDH8TCISxRDFoqHVFHh0NpBlqHaRSR2VJF6zQHRk5OUqn5tBMu6mXb38wjJ6+AJbMqkdvQMChTh++/fVxEIRadPUEYOMHHJMsXzgFrgxpqpLNv/xbLa1XOjXnxY5cVv5gGCvWbo1znnVcpRu8qi6bVdVEyjeRttDnM9YJmn8vgGMRfU7l9VoaS8Qppgfw+gXdMtvd3oXuvgCGerJfx4zK06x8qF0QqeD1G/sF8Tht+MWSc0zbuZX+G0BM23PaeQRDYUyfOjKuLa5YuxU3f+PLAAbauSRFfDUko8lWo9XmrIxrDz79z5j8+4MCjqt0ax4VT7fzUIIgCDV5IQCZOHEiJk6cmOts5DV6WqMbLq+H085pDmYA4Hbx0UFDL42lcyckXBHU2iGljioZXbCWo6B066vM9E5G+XY5IuXIsQx++vh7Sd8jFVLJv95vSSNmHWVZ+IPhOI+1K287DwATU5e9Js7irJZvom3B4zLWGJt/z4NlBp5TtoQlo+GWn1GrzACg8YwTDfOSCYzKk4d5+VC7IFLBTKtc5uYHHHUZjHVW+29l21s2f5KhUy27jTX0cZCIJluJXptT+hTRy49W/uX+Vot8czxIFDdckkaodP2eyD70xgoAI63RI8/vwPwm7cGnoaYKbgdvmsZD67YhnODYotYWKXVURpoqq7qjTOirzPRQnd1+0zznUlOVjvwnmiZpxAZIpqzSUb7JtAW3gzfUNbqdJt87+Ji8y206GQ13vtUxs/IMS8CgMkde5ZkoLqxola1gpW0ZjdVqGmqqsLu9y9CXSiKabBmjNqf0KaKXH/Xf1AaJfKDcbYMoSqiocKGy0pP0fxUVrlw/CpEgtHguAMy0RmNHDNHULy2+oj4as9Usjb5AYnoltbZIqaPS01QlojvKhL7KTA91xuhhplqpXGqq0pH/RNOko24DJFNW6SjfZNoCK4pYfEW9Zr+wZE4D7Ax0v5f7DWXe5TZdP3pYwtrnfKtjVvrCcrc9r/JMFBdWtMpWsNK2jMZqJbLmuXnzPlNfKlY12TJGbU7pU0QvP8q/2/9zjNogkRc4HTxYlsEfX9mNB5/6IOn/XvrHJwAAhhxRFgw5O3u2cePGpH43c+bMtOajEDDTR/n8ISyd0wBvQIDXJ8Dt4uF28NGFs5yG8T1CMXolK/pKtbaozM1H8+H3C1g063SEwhJ8/lDCuqNMaXHN9FBWtFKcJGHx7MhzyvFzXary1iNVDbdZ/uV86dWDZNLM1LMUIsno81PV4Om1hcFldiyZOwGiBBzqDsTVQ16S4voFj5PHcUM86Orqi/m+zxeCx2WLqy/KvPsCQtQTr7o/cto5CKKkG8varAyyWZes9IUA4OAY0k4SaUNZx634QnCVO0zrnsQwCAphzJ9eB/EyCf6AdtsKhML45n/V4rrLxoNhGLBspO37++M1uxw8bDyHUDiMe66fohl4TtnmXQ4ev/reeXDYWNhZBjDxT2LU5pQ+RbTiPC9fOCWySGEYMIyEhU111AaJvOJwpxefdfQm/fuqSrI8Fxo5WzzfeeedCe+yMAxTkotnK7EcWVFEmY1Fma1/QalaMJlrowY0fonoK5XaojDDYNWGFv3fJTDgZVKLa6SHsqKVCjMMVhs9pw7p0nDr5THZfBmlmelnKUSS0eenosHTquuDy+y4d9HZeHTjTt04zQDi+gVe0eVarS/RvPMRDbdaDyn//SfVMU91Wob1Not1KZG+kLSTRDpQ1/Fl8ycZXu9y2rDSpE0YtRszPyc3zoqcLomp25Bg51l4yuN9NZj5OmAYBqsM8mvW5mSfIjH5EUW4OFblgJOhNljisCwD1iT2txmkMSZSJWc16MQTT8QJJ5yg+195eTkkSYIkSXA6nTjhhBNw/PHH5yq7OSUd+igzbZTHEdEPJas1TrdGOd90kjL5Uj7ZTj9X9yoEMl0eWm1hydwJcQtnIDZOsxFhCUnl2WXjsGBGbMznVGJZ56IuWe0LCSIdaNVxM78gre2dhm3CSrtJpW2pY0ObtfHte48Y3idfx3OisGBZBoMr3Snpi0ljTKSDnFmeX3/9ddNrDhw4gIcffhgvv/wybrvtNlx66aVZyFn+YUUf5eaNJ8uy7mn1czuwrTV2d/imuRPASSIEWNNXat0r2d8lk99c6p3ypXyynX6u7lUIZLo8tNrC0EFO0zjNZQbe1/sCyeWZkSTUVg/ByvUt0c/GVldqetE2SwvITV0y61u40tr7ITKMVh1v3rwPt18ViTCiPq3x3cvr8d/3v6GZltKvgBU/CMm2LTk2tJw/szY+/ZyRps0AuHQAAHTHSURBVPfJx/GcKCxYlgHHsnjq5V043OlNOp3aEUNwyVdPJY0xkTR5HW9jxIgR+PnPfw6e53HHHXfg1FNPxbhx43KdrayTLv2vlu7Q4+AxbLALXV19Kd0rExrlfIzXmE/lk830c3WvQiAb5aFuC/6AyT19woCEQzNPyccx9ql+m2hcd/V3yf42FYz7FppQEelDq44r455fN/00BILhaB3s7A3ohp7USy/Za/TaVp9PiIkN7bAbTxWN+gD5Pvk4nhOFCWmMiVyT14tnmaVLl+LZZ5/FI488ggcffDCh30qShG3btuH111/HBx98gP3796O3txfl5eU47bTTMHPmTEyfPl13B6qvrw+/+c1v8Morr+DgwYNwu91oaGjAddddh0mTjHVL6SIV/a+WEw+lrkhtZUn2XpnSKOeT5lBiGDgdxs/hsHMISoDXH8bh9k64HDycPAuPK7HySdSBUiY14uq8VHjsxrHFSywGbrZiZSvbQq/BZNVp5zC4X7foCwgod9shhCV4/RGnYLw3GKPrVf+2qXEUnA5e0/GXxDBwqdpAMnHdrXxn5ftUyKe+hShe9OqwHLu48YwTMUxRB9XtSy89IyeiLqcNjKbbL+N8iSwLb0BAWJRw3+JzcOSYH//3zDbcNG+CYVrHD3Vj7rQxaN68zzD+M7U5giCKgYKY5R5//PGoqKjA+++/n/Bv3333XVx77bXRv08++WScdNJJ+Oyzz/D222/j7bffxl/+8hc89NBDsNtjd2E7Oztx5ZVX4pNPPoHdbsfo0aPR2dmJN954A2+++SbuvvtufOtb30r18UyR9ULK404yUb2QnmOrBB3xJHuvZH9XKMhlWXNKJRpqqjSPzDbUVCEsSnj4uQ/jjuItmlWPSeOHY8tHh+J+py6fbL43q8+tzsuy+ZOxfM27cROlYnjXiZKLui/HcVbXQ6edw7L5k/HI8x9i14FO3H7VRKx9uTWuPi6e3RCXZyOnQItn1UNCJKzMvK/Vxty77d9HMWFMleYRUbPnL/Z+gyASreNWrmcALJs/Gc9s2hPnRHTZ/Mlo+7QLp/eHLrR6X4FhsGp9S5wDwnsXnY0tO/9jOO6JkoRPPjuG26+aiBVrt0bHBWrDBEEUIwUhTAwEAujt7UVPT0/Cv5UkCV/60pfwwx/+EP/4xz+wadMmPPfcc9iyZQt+/vOfw26344033sCvfvWruN/+8Ic/xCeffILx48dj06ZNeP755/HGG29g+fLlkCQJP/nJT7Br1650PKIhycRJTdZZSLIxWfMtlms6UZalUYzMay4dhz++0qrpVOXh53ZgwYzTTcsn2+/N6nOr87L+9T2Y31QX83lDTRXmXDCm5A695qLu68Vxnt9Uh/Wv7cG2PR2GTn4+3HcEcy4YY9kp0Pa9R7D62R2oPnEQ/vhKa0wbYADMuXCMZpswqw/F3G8QBJB4HbdyvQRg/Wt7NB0Grn9tDzqO+fCb5z/EIov3FVkWqzbs0Ezv0Y07cepJg3HNpeN0Y0P/8ZVWnHrSIDS/tR9NjaMMn48gCKLQKQjL87PPPgtRFDF8+PCEf1tfX4+XX34ZNlv8McWZM2fi888/xwMPPIANGzbg1ltvBdvvpfbjjz/G66+/DpZl8cADD0TvzTAM5s2bhw/+f3vnHR5Vtf3979TMpEGAgPRmJqEYQKkiXBAUFAFBwAa8SFOaBSzoVX5XRFGu2GiKcKkKghDJvSggqIBIF4JI773EBEgyM5m23z/iOUw5ZXrL+jyPj2TO2X2tvc8+Z6+19u7FmjVrMHv2bMyYMSOwBnqBr/ZCgTji8dc2KV5tmpz70tlWrXfHBtBp1TBbbDhythBFJRbsPuz5ZRko6/NSi022fyIxbt60W6guTz6QiUnD2rgcGZw8fwc+fL5DuXIYBkRG9oXiOCv+DhcHSDvyqpCcgMnzd/BybLE6UK1youj9lVJ12HfsOnp2aIAVG4/hj5P5fNqKKTq8MftXl7x8kYd4nTcIgsNXGZe7X3Ju/ltPl60/isE9GnlVrrFU2inpsF5NoFAAmXXTPHSc+9L80L31sGLjMQzt2Rgdm9cgHSYIIm6J2Ob50qVLktdLS0tx5coVrF+/HqtWrYJCoUDXrl19Lic5OVnyeseOHfHxxx/jxo0bKCgoQJUqVQAA69evBwC0bdsWdevW9Uj3+OOPY82aNdi8eTOMRiMSExN9rpuv+GIvFKgjHn9tk+LRpsm9LzlbNQCYOLgVPln+O3p1bAitTLgNo9n2d7xc8f6J1LiJlSWFzc54Gzvn49vlzWEYRyRk3z2Oc36xhb8m5cTHYnW4yDFQJstS9zv/n0ur06rw+pDWHnk54408xOO8QRDO+CrjUvfLzc2cnpYYbUhKdV1zGACjzeGymTaaZBwImmxQKiGq40BZeKtJw9pApVQiUU3xmAmCiF8itnnu0qWL1/cyxpCRkYHRo0cHvR5ms5n/t06n4/+9f/9+AEDLli0F02VnZ0Or1aK0tBSHDx/GPffcE/S6BUIkHfHEG1J95WwnmlU3ze98vL0nnOMmV5bZYsPRs4Uedm4kW5HDue+lHHkJXfPmfud7ONlXKaUP6pM8EERwkdMpTk8T3RxVivmwGNrT1QTHozy9GjJqDrPFhsnzd8r65yAIgoh1Ina2kjHm1X+1a9fGqFGj8M033yAlJSXo9Vi7di0AICsry+Ur9ZkzZwAAderUEUyn0WhQvXp1AMDp06eDXq9A4ZyOCME78SC8QqovE7RK3k70yNlCD5swDm/7PJrGTaouzTLSceRsIfKOX/ewcyPZihzOYyYljwW3zB5j6839Dgb+Hs5G+sCJ/IDlniAI7/Fmbm6WkY5EJ8/dUj4sjp4tQAuDeH6JCWqvyuTyk/LPQRAEEetE7JPApk2bJK+r1WqkpqZCrw9dPLaDBw9i+fLlAICRI0e6XLt58yYAoEKFCqLpuWu3bt0KqB7qENmHju6bjdmrD7h422yRmY7Rj2VDo1QAUEClKiub+z8hjFhfJicm8LZiuVtO4pWBZScV3L0bO/e5v2X5kkewEKoL5yTm30v3AChra++ODSJWx2AQKh2MBNyYSclji4x0NLuzisvY5m45iUnD2kKphIfsNc+ogmZ3VsH1Gyb06tAAwG2b6qNnC4Ii99ECzYnhR0j/aBykkZqb120/gzH9sqFVAvjbj8sts7id9Lw1B/HJ+E6Ys+qAh7dtPh8ovFoPAM4/hwOpOnpx5k40yrXU+hdN9eXqoFAoRMPLegOfVoHYzEdx+/8Kp7U1mtrFpYsGuQkFEds816xZM1JFAwDy8/Mxbtw42Gw2PPDAA+jRo4fL9dLSUgAQdDTGwYW2cj767StKpQJpaUmC14qMFtwsLkWJqSw+a4XkBKQk+mZL+srAlqJ5cPlfLizwO/9Yx72P9To1zKU2FBs9+0uoLy9dL+bzcncmZrE6UL1KEtLT9F71K1cXo9mKUX2zYf07Tm+kx+aFJ1rgZlEpLucbPZzEcCTpNXjhiRYwmW24WWyJeJ19QUoHowGxeUBqfnjhiRYoKrHAZLZhVN+7YHMwmAVkibuvxGRDkl6NlCQtL+dGsxUpiVpYbQ7cKLYgJVEDtUqJfy/dWRYLWlu2fAjJvVajRLVKibijcrJsO7xpayRITQ3di1viNnL6Fw3jEC65LDJaUHjLjGKTFXqtGroEFZITtaJlcbpaZLRCp1X9valgGDOgGSq79du1swWSsaFLTBa88ERzFButMJlt0OvUUCoUYIzBoVLBZLa5rE1FRiuMZqvgegCUHeOuWz016H0UL0SDXAPer3/RUl+gbEOmVvv/Ykb19wsllTK281GrXO+NdH1c8vh70xxNchNMyqUxWlFREUaMGIFLly6hSZMmeP/99z3uSUhIgMlkgtUq7kjDYilzzuNsK+0rDgfDrVtGj99L7Uw01m+Cyrc3QUkaJZI0CQAAW6kVhaXWoOYfqwj1gfNbdLPF7tEn7n3JbSA43B0nzXqlM9/nvtbFuWxv8ggFXL16dmiA9xeLx1lP1Gnw6bJ9QZGncG9kxXQwGhCSizZNqmFYr6aYIyAvXDxmMVlK1KqQkqjFrVsmGC120fuSNEqolVr+OmffnKBV8TLubOMv5DBs5sudUVhYItoOd/mIljlJpVIiNVWPW7dMsNvFna7FK9Gif9EyDuGSS7H16PGuBlStqINWpKwkjRJJFRJcf7Q7eN3j0CeoBeO4N8tI/1u31fhi1QE82LYeb4rk7NPD/VTJ0J5NMXHWr6Lt0WnVHnUg5OU6WvSPI1r00LkudrsDNptdPoEIdoeD/39M5qMo2zjb7PYyD4CRro9QHn/LSjTIjS94q3/lbvNcUlKC4cOH49ChQ8jIyMD8+fMFPXKnpqbCZDLxx7eF4K6lpgb2dtVmcxUsuVi/YwOMnRjq/GMBsT7gHhB6dWyIFRuPyfaJTqtCs4x0wTAfzTLSkaBVeYyvt3WJ9Hg41yujTppoO1tkpuPo2YKoq78vyI1RJBCTi7rVKwjGZOXiMW/LuyQ6Fs/3awYAsNgckjI35rFmLtc5++bMurflgLN/FpN93d+y7418A54bfvd7wi1DZQ9o0ScX8YhUP0dyHMI1N8utRx2a10CLO6sEVFaCRiUYx537e3ivJqhbo4LLPVKx349ml9lJCx0Fd9Z/Qphoml+8qUc01ZfziRRI+rJ/ICbz4Y9qu90fTe3i0kWT3ASTiG2eZ86c6dP9CQkJSE1NxZ133om77rqLPzLtCyaTCc8++yz279+PevXqYcGCBUhLE/aQXK9ePVy9ehVnz54VvG61WvlwW/Xq1fO5LpL1DCDWbzTkHwtI9QFnw8sh1Scmi423AXW3FevVoUHZsWuZvozW8XCul5T97HN9svHCR78I5lFe5CkUiMmFVPxmLh6zEPuOXkdJqR1VAJSUSsucsdTmcl3IvlmtVEjKfqnVBr1K6ZV8A4hKHSDKN+Gam71ZjwJe92ViOdsdzGNukZpr5q05iOkvdMTc7w5K6j9BEES8EdHNs7+G6BUqVMCQIUMwcuRIKJXeTc6lpaUYNWoUdu/ejZo1a2LhwoVITxf2HAkAzZs3x86dO7F3717B6wcOHIDVakVCQgIaNWrkVzvECDTWb6TzjwW8jZPpfL9QnxQbrYL2npwd2L+Gt0NSqnRfRut4ONdL2J47EckJahQUl3rYu7nnE+/yFArE5EIufrN0nlaX/4tR4hb31Tm+MycHWo0Kk+fvEJX9ySPbQZ+s9Uq+5SAZIiJBuOZmb9ajQMsqlovlbLZ5zB9S84nZYsfF6yXIrJsmqf8EQRDxRsQ2z61atQIAHD16lPdWXb16dVSrVg0AcPXqVVy+fBlA2WbZYDDg1q1bOHXqFG7cuIFPP/0UR44cwSeffCJbltVqxbhx47B9+3ZUq1YNixYt4sNMidGtWzd88cUX2LlzJ86ePYu6deu6XP/mm28AAB07dkRSUnBtVIRiODo7+mAMMNoc0GtUfh3jCjSWMFMoYLLayxZzndrvegQ7T1/ykOtjnVaNScPa8M5UxPokSa8RtPfky9HLq1ioYjsH2qfu5bq3c+bLnaBgDPqE0NQ/FvC1jwORUU4+q1VOFM1fLFYzl1aXoMbRswWyY5akd3WU6JyvkM2zVP2DId/xLEPeEIo5l5AnGLIrOHYAjE6/JerEHZMCZfonVZY38uGu04DrmqdUKnBH5UQM6GpA7paTMFvskrHfAUCtUoivfeVcZwmCiF8iNrstWbIEH3/8MXbv3o0+ffpg9OjRqF27tss958+fx5w5c7B69Wq0atUKzz//PIxGI/7zn/9g1qxZWL9+PX788Uc88MADouXY7XZMmDABmzdvRnp6OhYtWuRRjhBNmjRB586d8fPPP+Oll17C559/jqpVq4IxhhUrVmDNmjVQKpUYNWpUwH3hDhdPkQsH4ey0w3mh4pyWqHx8iHLP3xk+LqtInnYB2yx/6xHMPH3Nw9s+bpaRjknD2iJRpE8SE9SSdp9JOjUg4ywhkPEQIxh96m29QlH/WMDXPg5ERp3lExC3NebiMTuPhZBsD+hqkLRhT0xQu+TDxY11vv/EhRuYNKwtvtl4TFJnvJKPv/9d3mTIG0Ix5xLeEejcJjZ2/e83YPL8HfyJnbH9m4mW0ywjHQW3zKhbNVmwLG/lw32tklrzXhnYEv9eukdQ753LKLglHGmkvOssQRDxTcQMUtavX4+5c+di8ODBmDp1quCGtnbt2njvvffw//7f/8OcOXOwadMmJCYmYuzYsRgyZAgYY8jJyZEs54cffsD69esBlIWWeuONN/Dkk08K/nfo0CGXtO+99x7q1auHP//8E126dEGfPn3QuXNnTJo0CQqFAm+88QaaNGkSvE75GwVjGN03Gy0yy46VSzntmL36AJiPx9/d8+fgFlyxLxpyzlN8rUew8vQnD2/7OO/4daz86RjEHgGUDgfG9MtGswzXvmyWkY6x/ZtB403IPj/HQ4xgjZO39Qp2/WMBX/s4UBl1ls/cLSfRq0MDD5lrkZmO5ndW8RgLIdmWymN032woHQ6XfITuZwBWbjomqzPeyEd5lCFvCMWcS3hPIHIpNXbfbDyGXh0b8r/NW3MQA7oYPMrhvG3XSk8WjJTui3y4r1VSa17u1lNl12XmieZ3ViGdJQii3BGxL89Lly6FQqHA6NGjZe8dNWoUFi9ejCVLlqBLly4AgEGDBmHBggU4ePCgZFounBQAXLx4ERcvXhS9t6ioyOXvSpUqYdWqVfjyyy+xbt06nDhxAomJiejYsSOGDRuGtm3bytbdX1SMYWzfbJisdtgdTPRolL9OS27n74DZYoNOq4Zeo5Rc8ELhPCUYefqbR7D6WM0YxvVvBmOpDUaTDYl6NZJ0alStlOR1qA7nugR6NDOY4+RtvYJZ/1jA1z4OVEZLnI7MC9mf10hPQpL2dn87j4UuQe0h2855DOvVBOZSzzFzH9MkvRrj+jeD2WLj8122/qhXbfJGPsqbDHlDtDoTLE/4K5e+OKU0W+x4e94OvD/mPjz5gB02O4MuQQ2AYc/hq1j98wl8+HwHj7H2VT7UjGFMv2yUmG1QKCC65uUdv45hvZqgZVZVD713bz/pLEEQ5Y2IbZ6PHTuGlJQUVKxYUfbeihUrIjU1FYcPH+Z/q1GjBpKSklBYWCiZtm/fvujbt6/f9UxOTsZLL72El156ye88/EXBGBLVSuQXWyTvk3IkImULpWAMqToV6lZPRWFhiaw7+VA4T/E1T6H2mEptLrZbzo5LcreclKxXMPoYKHurn6xRIllTdo/ajw9CXF34cvx8AAn2OHlbL6ZQwMEAu4OBsbK/4/Uhytc+DmRMFIzBXOqa3t3+fNrY+5DsZJ/IjZk+JQH5t0oly5YKReEx9g6HYL5C+qdQKAT1lX+YFyg3WDoQL0SrM8Hyhj9yKTd2apUSur/jpgNlOn3lLyPeX7xbND/3tdDuYJg4uBW0GiWOX7gBBYA7a1XkdRAC36stVgcKb5mRoJV+/DOX2lDFTe+F2k86SxBEeSNim2eLxQKr1QqTyQS9Xi95r9FoRHFxsWB4Kp1OF6oqRg3+Oi0Jtq1cKBxb+ZKnWHue65ON1wa3wnebTwrabiVF0GlXJIhEW2wKBWatzPMIWTKmXzbUcfgw5WsfBzom/lzn9KVnhwYe1wLxo+Cer1BeOq0Kk4a1xbxNx8hWNwDiaV4qb8iNjVKp4G2LuQ20lIMu2bXQkI7+XVxtqd31zaZQYH7uH9h37DomDWsTUP0JgiDKKxE771W3bl3Y7XYsW7ZM9t7ly5fDbre7eLwuKipCSUkJKlWqFMpqRgWc0xIhnB3uOBMKWzl/6hGsPKXa83nOAeTfMInabiVo5B8CQtG2SBHutjiUSsz69oBg/8/69gAcXoaTiyV87eNAx8TX9M76wjn9ccZfPwpC+Qrl1atjQ3yz8RjZ6gZIPM1L5Q2psWuWkY4DJ/J522LASwdckFgLj3naUjvrGzdPc+mE5gWh8giCIAhXIvZU27t3bzDGMH36dHzxxRcwmz0XDbPZjLlz52L69OlQKBTo3bs3f23//v0AgIyMjHBVOWL447TEG1uocNQjWHnKtadyBeETCHnHr8NskY8jG08Oi8LdFmOpTdAbK1DW/8ZS+f6PNXzt40DHxNf0zvoi5PQnq26a6JhJzQ9C+WbfWcUjL3/zJ1yJp3mpvCE2ds0y0tGrQwPkbjmJvOPXkVU3zScHXHK21O4h5Dh9c5+n5ZyBkWwRBEEIE7FzOYMGDcKmTZuwZ88efPLJJ/j888/RtGlTVK1aFQqFAteuXcPBgwdhMpnAGEPLli0xaNAgPj3nZfvee++NVBPCiq9OSwK1lROzlZarB5eu1GpDapIOplIbSkxWJOs10CeooXR42lV70za59tjsDAO6GpBVNw02O0OVijrYbA4UFpXC7vDO/tbbtoXKMYpDqYTRi/7yBl/lxZ+2cWlKTFbJ+4wmG28LHqtwbTWV2pCSqIXNzmAqteDZR++Czc5gNFsl+40pFLDY7BjWsykcjzBBB11yeDumTKFAicnVD4DNzvD/ejSCzZaJwqJSJOo0XvsJcJYN56LMFjtmrNiHVwe18qirxSrvP0Fo/glEDoMVIz5Jr4HaKO0DIZwEw5EaxYm+jXNfcPHOlUogQaOG2WJz0XE5vZZDxRiG9WyKa/cZXXTM+ah2kk6DsU6bVfmxVmDSsDYeOsvlp9OqeTto7lqJyQYHY5g0rI3L/c6OBxMTNEjSq6H4e67SqcO39hEEQcQSEds8q9VqfPnll5g6dSq+/fZbmEwm7N69G4q/j/NxTmyUSiX69++PiRMnQq2+Xd133nkHb7/9NhITEyNS/0jgi2OOQGzl5GylxerBpbuUX4y3R96LmT7YwMq1Taq+Oq0KNdOTsHbbaeRuOYlXBrbEorWHXcr21tZSrm2hst8Mhc2wt/LiT9uc03z80j8k65Hohc15NMO19fCZArwysCWWrjsqLlsC/SXVv74+gMqNKVdW744NRWO49urQAMl6tWSMV85PgHvdne0kdVoVxg1oAYdAG6RsNwFpG21/5dDbND7l4VUOoScQp0wUJ/o2Qn3RLCMdIx5tii9y/sAfJ/PlddxnGCbP3yl6NUmvdpkHpMba7mSz7Fx/Z9tps8XGOx3jrplKbfjXvB2C93P6/8lL/8C46b+4tHlM32wwgOSHIAjCiYgaI+r1ekyePBmbNm3CxIkT0atXL7Rv3x7t27dHr169MHHiRGzcuBGTJ0/22CQnJSUhJSUFKlW0PN5EF/7ayvlrK+2c7tXBrTBnVXBtYHVatah91rBeTTFvzUHkHb8e9JjYQOhjrUbSZtiftrmn+eumWXRsmmWkIzEhdjfPzm31R7bCGafXuSybg0nGcNUlqCWvJ2jUgnV3MHjEiT1wIt9j/H21pwyGHHqTJhR5RDPx3j5fEOuLvOPX8eV3B1G/ZoWQrB/BsluXqj9nO90sIx1HzhZ6XLM5mOD9HM0y0pF/09V0bt/R69h/Ip/khyAIwo2o8ORTvXp1DBkyBNOmTcO8efMwb948TJs2DUOGDEGNGjUiXb2YxF9bOX9tpZ3TaVTKoNvAllptgvZZzTLScWetinzZobC1DIX9uDORtBn2p23uaWau2IcRjzYVHJsx/bL9PnoeDTi31R/ZCrXsiJWlVEBSpkxmaZkzW2yCdVcrFbwecv0hZDuZu+UkHu9q8MtG251Q9m04xycSxHv7fMEbW+FQrB/BsluXq3/2nVV4W2r3a0qF5/2cbXSLzLIv7zNX7PPIt1KqjuSHIAjCjdj9JFQO8dXuSMhWTqdVo9Rqg9FcZtdlNNtx7WwB9Alq6NRKmGQ2amK2is42yXI2sCV+2MCWmGwu9lnO9l7XCo38ff7aWsqlkbuuT0lwsYl171epcYqkzbA/tvHuaW4UW/DmnG0YO6AFhjzSGOZSO5L0aiQGYLMdLTi31R/Z8rZ/vdVtqft8qWuxnMz9nZenXbQKk+fvQK+ODaH7O06su+0kp5sVkrWi9puuNsZqv+K9l5gCj4Ec73GU4719cojZ6wshpzOAd/0lpKPBsFuXG0uHg7nYUjsj1DadVo1Jw9qgaloi3pyzDWaLnfcbwulwalKCSyxqoTrFs/wQBEEIQZvnGMFfuzVn+ym7QoFZ3+ZJ2m4+2ydbcrEUsz12/j1Jr5Fsizdxl4Xyd7bPcsbZDtMfW0tvypZCr9Ngprc2sQLI9VcobYb9sY0X+u1GsQVT/lNm1zfz5U5IVCuBGN84A65t9Ue25Po3Sa/2Wrfl7vOlrrIyp1NDoYCHXfSkYW14PXT26iukmzNf7iRov+ncDi5GdIJW+uiqUIxbofjVYmn8vSfWY93Ge/ukcJezqaPvk7xfTmcA+f6S1VE/7da9Kdtmd4iu20JtM1tsmDx/Jz6b0Almi1047rsh3SMWtS91IgiCiEfCMvPNnDkTAJCWloann37a5TdfGTt2bNDqFSvI2a2N9eLol3MeA7oaRO26vsg5gGG9mmLWt3keeTTLSC/72iSwKeLsuvYdvQ6r3YFmGemCx994G1gfN1bO+btTcMvMX+NsLYXK5u3LfHxokSq7RWY6jp4tkO1XqXFKTFAHvb+8Ra5tQv3lT5pYxbmt/siWXF8laNSY9W2erG57Mwf4UtcknVp2DJlC4SHPzvn60x/u7eBsTDPrpnmVl3P6jDrepZEi3mU53tsnhpCcnbhwQ3Ke5WyF/ZWpYKzTUkiNZXNDOv66KRwj2t0O2vk3bn0Z3rup8Np17DocrKz/3F+OxbP8EARBSBEWm+eZM2di1qxZ+Oqrrzx+8/W/8kiwbfvk7LrurFVR0H61V4cGKLUKHx1ztuuatng3Rj2WHVQbWCm7seZ3VuGvhSJ2pVTZz/XJxrw1BwH4b2+tdDgwpl9w+8tb/LHHK0+xZ53b6o9syfWV2WLzSre9mQO8revzA1pAo4DsGJotnnbRzvn60x/u7ZCymxbKSy5+tVz57kiOz2OxL8vlSVedEZKz+bkHRf1mjH4sG6cv3gxIpkJtXy46loZ0PN7VgCoV9YL1fryrwcUOmlvLT1+8iV4dGsBisyGzbiVJHwjZd1bxyDee5YcgCEKKsHx5btWqLA6os/Mv7jdCnmDYrfliD3mt0IjMumketsX/XroHk0e2g16kLGe7rhJTKcb2b/Z3nGdbUGxg5ezGuGumUhtG9fUu/m6gZRcUl/LH2QKxt1YzhnH9m8FYaoPRZENiGG2G/bHHC4YNX6zg3FZ/ZEuqr7zVbW/vk6trUoIaVSrqUVhYIjuGQmU62zcP7dkYFqvdp/5wz5PTGTG76appiS5H153TC6WpXiURyQlqn+TQsx80qFRBB1up1cVLcaxSnnSVQ0jOxGTsyNlCnL9WjPo1K+Che+shWafxa/0Ih325+1jqEtRQKRRQqxWw2RlG9G4KB3ONI2+2OfDqoJZQq5RISdLCbmcoNlpQv2YFfk2XQ6tWYubLncqN/BAEQUgRls3zkiVLvPqNECYYdmu+2ENq1EpB22JvyuJtHNVawOFAskZ529lVEDaC3sQ7ZazM/kuvUZXVQ+Q+OdydGiVopG1aA7W3Voagv7zFnziygcSejTVc5BqAVq0ISl95q9u+zAFSdVW5ed2VGkOxMjn75o7Na6Bykm/94Z6ns86I2U0Dtyvtnt49DWdn7QvuDp6SElRISdSisFTaqVqw8NURpD+UJ10FxOXMXV44h3hVKupQMfkOqFQKWKx2v9aPcNmXc2PJOaks8djgK26vIYyBMek4094+P5Qn+SEIgpCCvD3EAMGwW/PFHrLglrDtVDTbOPnrUM2b/DinRu42YS0y0zGqbzbaNKmGnX9eDYm9NRHfeKvbkbBdDUWZ7nn6qjPBrpPYvDFuQIuwLI7BnreIMryRM25eX7f9DDLrpAnO776MQzh11Be58apef/+7vNnGEwRB+EPE4jzv3r0b+/fv9/r+AwcOYPfu3aGrUBQTDLs1X2w3m99ZJaZs5OQctTCFQiSld/lxTo2EHIHNWX0Aw3vfFTJ7ayK+8Va3I2G7qgDQ/36DoI1o//sN8E2r/s7TrR2+6kww+0Fq3pixYh/sIVbXYM9bxG28kTNuXq9fs4Kko0dvxyFcOuqr3HhTr/JqG08QBOEPEfvyPGjQIKSnp2Pr1q1e3f/iiy/iypUrOHToUIhrFp0Ew25NzB7SbLFBp1VDr7kdjziWbOS8cdSSqPb+PZGQsxmxY+z7jl5HqcXmdb8ShDve6na4bVeNVjsf09ndRnTy/B348PkOPukVh3s7kvRqjOvfDGaLzat2Basf5OaNklI7EtWh28AGe94iXJGTM12CGis2HkPvjg0k53dfxiEcOuqP3HhTr/JoG08QBOEPET22zXy1TaNJPGDc7SETdSrUrZ6KwsIS2GwOz/siYOPkqw2gu6MWzo4tq24aLFYH7I6yPL19CBBzaiR1f1mflvUrU5Q5bwEApVK8Pf7aOkqlC4f9ZHkhnH3prb55ZfMfhHozhQIlJptobHXA0wGSr3LOHRctMdnAGP62MVVKtl+oH+TaK3ZdzsGTqdQKvSYhZDIQDgdT8Ywv82DllISyaw4HLzf5xRYAgTl6FMLdJvmvotKgyo6Y3HDrnt3BkF9s4cuEQoGSUhtKTFYk6zWolKorc0QpUJfyZhtPEAThDzFj82wymaBWx0x1g055sY3zp53ODk+c7ZOdH/p96Sspp0Zy9/tiKz1/zUHsPHTVpzqK9c+YvtlgQLmQkXAQq/oWjHpzefTs0EDyPjG552jTpBqG9WqKOV7+7k//yrVX6rqUoySdVoWUpATMDKEMhMvBVDwiNa4KALNkxs2uUMDy98tiufndYnPArlAEVS79xbnezkite/3vN2Dy/B18VAguBKI6iucxgiCIaCYmzoSdOnUKhYWFqFy5cqSrEhHKi22cv+3kHKIA0vbJ3vaVc37AbWczQjTLSIdOqxasv1RdZn17AHVrVPCpjlL9s/9EfrmQkXAQq/oWjHo75yEl986OhsTKrVu9AmZ96/3vvvavXHsdSqXkdZ1W7WHjyTG8d1N8sTq0MuA+zzjj3L+EK3Ljvv9EvuS4cekPnMhHs4x02fn9wIn8oMqlv7LjXm9npNaabzYeQ6+ODfnf8o6XrT8OZUw8/hEEQUQdYXu1vXHjRmzatMnlt+LiYrz++uuS6W7duoU9e/ZAoVDgnnvuCWUVo5byYhvnbzs5ZyezVx+QtU/2pq+c89t39Dpyt5zEKwNbAoDLw0mzjHT06tAApVYb9CqlT7bSecevo3dHzy97UnWU6p9KqbpyISPhIFb1zZt6a1TSU75zHmJy7+5ESKxcMfkPho5KlcvlYyy1SV4vtdpc9Ny5fVl1K2HmyryA6yiF+zzjXD45aRJHbtx73id8YoIbNwDYd+w6Dp8p4L1t9+rQAEoFXPLl5vd/L90Ds8UeNLn0V3a4fLl6A7f10te1Ju94mX4ky3x1JwiCIDwJ2+b5yJEjyMnJgUKh4G2XzWYzcnJyvEpfqVIljB07NpRVjFqMZpuHHS/nuCd3y8m4sY0LxAaQc3aSf6tUNg/OFs1b50zFRhvMFht6dmjg4Tjp30v3YPLIdtClJKDEJG0r7T6GaSk6DOhqQO6Wk/yROql2SvVPsO32yjPRaosqZ9vrTb1TZY4CO+dhttjx76V7XByGVa+SiOQEtVflismkL7Iq1WauXLG50WiSjtNcYrJBn6z0cJKUlKDGX0Xy80gwZICcNPmO3HooJV+mUhtvxuss3yqlAs/0bIKeN0we8zs3N3s75oHOH3I2+kJ6yZ1+EkOoT4wm2+140ARBEITXhG3znJWVhT59+vB/5+TkQKfT4aGHHhJNo1AokJycjIyMDHTr1g2pqanhqGrUkaRXC9ozNctIxysDWyJJHx+2cYHaACoYk+0LvU7jtR0j5zwFiWpMnP2rbJ7uNqLOtnRiNmncGDo/pIm1U6r9vthlE9JEoy2qNzaUwai3+z3uDsNmvtzJY2Mnlq+YTHorq3JtTtSpJfWqQ/OaXpXj7iRJpQCS9Bqv0gYDctLkG3LroUopfCyas2PPv2Hif3OW70nD2mDy/J2i5Xo75nL3SdlQS8m889rmrpeThrWRLFNI5xLj5LmBIAgi3IRt9uzatSu6du3K/52Tk4Pk5GRMnTo1XFWIWRI0akF7Ju7vcf2bAQ7przmxAGcD6HyEkYO3AZR5sJTL4+jZAlFbtLEiRyW9zTOjThqaZaTz48LZ0uUdvy5qk8b93atjQ6zYeEyynVL1KLhlDrjviDKCIYfBRM6GkpNbr+otgz9tF0vjYHDRBw5nvRArQ8j5nXub9RoVhvduKqpXR88W+D2OFZITokoGiNvIrYdPPJAhmI6zY3efpzm8kUtvxlxKhzgb6uPnCz3WGzk9H/NYM7/mf86u2/23xAR1XDw3EARBhJuIGbwsXrwYM2bMiFTxMYXZYhNc0IGyBwazRfqYWKzA2QC6O9HxxQZQKo/n+mRj3pqDgumc7eH8zTN3y0n06tCAd+bi/HdW3TTJMcyqmybbTql6NL+zSsB9R5QRDDkMJt7YUAKh1x+xPMTSJCaoXPSB4/TFmxjxaFPJMrxps4IxZNatJKpX89YcxLN9/OuPlERtVMkAcRu59TA5MUFw3DLrVsK+Y9c95mmOs5dvYky/wMdcTB84G+rcLScF1xs5mTdbbH7N/4//bRrkXI8x/bLLwlURBEEQPhOxczutW7eOVNExR7TaYIaCYNgAiuVRUFzqYlvsjjc21VJ5CtmipafpMK5/M/x10yxZ5ySdRvTLtzf14NKR/WRwiCZbVF/0P5T6I5WHUBqj2YZ/L93pog+cLembc7ZhynPtgZ5M0p5Zrs0ms7hds9liR1FJqd/9kaBSRI0MELeRjc9ttgqOG2fHLjRPazVKVE1LhDpIeq9iDMN6NsW1+4xe21B7JfNqTxt9ufkfCgWmjesAo8mGRL0aiQlq2jgTBBEzKJUKKEXMcXzB4WBwOIKzfpPRSwwQDTaYcs6KAs1Pp1Wj1GpDiel2/rxHUj/KEbIj1CcEblMtl6enjWhnKB0OWVvsJL3apy8bYjaSzteCPWblDaF+Dkaf+pqHr/ofDBtaf/LwSKNTe+iDK2X3cw78/ioqva37XrZZ7j79387NyKY4fkjUydmjawTH3FlWhORy5sudACh8khdpXWY+2VB7K/Nc/YT0RrDujCFZo7ztHIw2zgRBxAhKpQIV0xKhCkJoPbvDgRuFxqBsoCO6eWaMIScnB2vXrsXRo0dx48YN2O3iXwYVCgUOHToUxhpGB5G2wfTGWVGg+bmHBQkkfzFC0Y9yeSYlqMDsjrCPYbDHjAhOn/qTR6T131/k6p2oUcEOT9vmFpnpGC1h3+nc5lD2TamdkQ5FGXaFAkfO/iVqm1xm31uAZndW8RijYMuKnC77Wp4v99P8ThBEeUCpVEClVOLrdYdxrcDodz5VKyXiqe6NoFQqgrJ5jpjNs8ViwTPPPIN//vOf2LZtG/Lz82Gz2cAYk/yvPBJJG0w5JyZM4dtRCrH88o5fR+7WU+jVsWFA+UsRin6UyvP5AS2gUoSubDGCPWZEcPrU3zyizQbbW+TqLeUUbN6aPzDKizaHqm+KjBbSoSiD0595aw4K2iw3N5S9gJ235qDgGAVTVrzRZV/L8/Z+mt8JgihvXCsw4uL1Yr//C2TjLUTEvjzPnTsXO3bsAAA8+OCDuP/++1GtWjWoVPIeYcsjkbLB9MZxD3+8OsD88o5fR++Ot8M9+ZO/HKHoR6E8kxLUqFJRj8LCkpCWLUSwx4wITp8Gkkc02WD7glS9jTaHaH/s/PMqBj/cyKs2h6JvbhaXkg5FGc76I2SzXDElAW/M3gazxS46RsGSFW912dfyvLmf5neCIIjIErHN8/fffw+FQoExY8Zg7NixkapGTBEJ271gOyuTy89idbXHCoUztGD0o5Ctm3us2FCVLUd5cjAXLoLRp+V1XMRkXq4/Skw26JOVXulLsPWqxCTuiAyI37GKZpzlRchmeeLgVi4OIcXGKBiy4osu+1qenE1zeZ1HCIIgooWIbZ4vXLgAhUKBZ555JlJVILwg2M7K5O7XalzfmIfDGZqvRLu9WTQ4mIs3gtGngeQR7TLnD9Esp0l6OadUpEPhJprWjlDLrpS+R7PeEARBlAcidrYnKSkJKSkpSEpKilQVCC/gnJgIwTsxCVJ+Zc5eCgPKP9TEgr1ZsMeMCE6f+ptHLMicP0SznFZI9owVzBHpupVXomntCKXsyum7Tqsm2SQIgoggEds833XXXSgqKsKNGzciVQXCC4LtkEcsP87bdu6WkwHlH2q8sTeLNLHqYCqaCUaf+ptHLMicP0SznKYkaqO2buWVaFo7Qim7cvpearWRbBIEQUSQiJ3veeaZZ7B161YsXLgQL774YqSqQXhBsB3yCOXHxXl+59l2SEnUwmZnKHSz9QqEYMU8DqW9mVQdfb0Wqw6mohnnPjWV2vySU6lxcR/HRI0KDGW2v1LEso2je38k6dVI0KhhttgiJrd2Bly4VoRiowXPPnoXbHYGo9lKOhQFSK0dk0e282uMnPXOF/m7XRcHSkxW6BJUSNCooFQoYLLZUWLyV34VmDSsDe8I7cjZQuRuOcnbc3O+AGh+JwiCiAwR2zy3a9cOL7/8Mj766CNoNBoMHToUer0+UtUhZAi2Qx6P/BwO6FVKaJMTgm7bGUx70VDZm0nVUQFglh/XVBFwMBfvcHKboPFfToV0yX38dVoVJg1ri5WbjqFnhwYSucW+jaNzf9gVCsz6Ni9itt12hQKzV0qUTzoUccTWDr0f85yz3um0KrwysCVyt55yiSEtJX8OAPNzD7rIC/cl/N9L98Bssfskv3aFAvNz//DI75WBLfn8OH2PhANRgiAIIoKb58GDBwMos32eOXMm5s6dizvvvFPSBlqhUGDRokXhqiIRZuRsvcb6cSQt2Hlytm77jnoeq+PtzYJcx/bZNfy65k9/EfIEW6aE8uvVsSG+2XgMecevI6NOGpplpLs80HP4K3PRSCj0P5bKJ8KL+3j36tjQY+MMiI+/mLxw6Xt1bIgVG495LT/e5Hf8fGHc6DtBEESsErHN865du1z+Li0txZ9//imZRhGjjnEI7whF/Mpg58nZus1efcBlAx2IvZlcHXveJ/zlUe4axfsMDeGIfZ5VN40PxZO75SReGdgSAAS/iMXLhi7S8WsjXT4RXtzH21nn3BEafyl5yTt+Hb073p6bvZEfufz6d8nAA61qx42+EwRBxCoR2zxTbGfCHa/ivqYm+PTwEAob5WDbE/sa+9rba7FsCxvNGM026LQq9OrYEFl10zxsE4MR+9x5XM0WO/69dA96dWyI3h0bwGJ1oHqVRCQnqOPqQTrS8WsjXT4RHjgb5yKjFZOGteH1VmouBTzH39d5W05+5PLTqpUxG5aOIAginqDNMxE1yNlulpitWL7xqE/2j6GyUQ6mvZmv8Uu9vRbrtrDRSpJezdtGOn+p4mwTk/SBxz53H1ezxe5S1syXO8XVxhmIfNznSJdPhB4h3xKc3sodbHMf/2DHnSb5IwiCiA3oDBoRNXgTx9PX2LbRHEuWQ66OBbfMfl2LhrbFIwkataBtZN7x68jdegoJGt8ecoXG/8jZQjTLiG65DTaR1tVIl0+EFimb4tytp+Bg8Enngh13muSPIAgiNqDNMxE1eBvH05fYttEcS5ZDro7N76zi17VoaFs8YrbYBJ13AWUP4maL9PFLd4TGP3fLSTze1VCuxjbSuhrp8onQImdTrFYq0KtDA48NtNj4BzvuNMkfQRBEbBDxc0BHjhzBV199hb179+LKlSswmUyi9yoUChw6dCiMtSPCDWdPXFxqw+V8I29LyoXp4PDF/jAWYh7L1dHfa0TwCZcdfaJGVe7GNtK6qmIMz/drBrPNgaISS7no8/KCnN7qtGqkJKkxrn8zr+OMBzvudKTlnyAIgpAnopvnpUuX4v3334fdbgejxYH4GwVjUCkVeH/xbtF7fLX/isaYmJzjGueHJLE6StXf+ZpQnv6E96KHN3ESdRqZ675Pq0J9DsagAKJObn3FV3mKtK6qFECtqikoLCyBzeaIyT6PR5hCAbPNDsYUcDAGc6n38xNTKKBLUGPi4FYuzv2cX8gmJ6qhVykBh8Mn+Qtm3GnB/Ej+CIIgooqIbZ7z8vLw7rvvAgCeeuop/OMf/8DIkSNRoUIFfPLJJ8jPz8dvv/2G//3vf0hOTsabb76J9HRheyAi/ghFPOVoQshxDXc8z1+PqsHIMxT1iifsCgWOnP0rqHGX47nP47ltRPiwKxSYt+YgHmxbz8PfgJw8STkJ4040xcOaQhDRjlKpgFLpf8hZlYosTYnoIGKSuHjxYjDGMHjwYLz11lvo2LEjAECj0aBdu3bo2bMnpk6dihUrVkChUODTTz9F48aNI1VdIszEs/2XmOMaX52hBTvPUNQrnuD6Z96agz7ZRnqTZzz2eTy3jQgfdgbMXnUAdWtUEHTUJyVPck7CenVsGBdrCkFEO0qlAhXTEpGWluT3f6mp+kg3gyAARPDL8759+6BQKDB48GDJ+xo1aoQ333wT48ePx/z58/HCCy+EqYZEpIlX+y8pxzWcM7REtW/vtYKRZyjqFU8494973GWtRokaVZJ8/poaz30ez20jwkdJaZkc9ezQwCVcmzNi8iTnJGxYrybo1qp2zK8pBBHtKJUKqJRKfL3uMK4VGP3KI7NeJTx0b30o6MUrEWEitnnOz8+HVqtFzZo1+d+USiVKS0s97n3ggQegVqvx448/0ua5nBGP9l+hcDgVjDxDUa94wrl/3OMuA8C0sfehSgTGLVqJ57YR4cNotgIALFaHzH2e8iQng+ZSG5I19AKHIMLFtQIjLl4v9ittehp9eSaig4htnvV6TyVISkpCcXExLBYLtNrbi6BGo4Fer8fFixfDWUWCCAlyDqX8cTgVjDxDUa94IlrHLVqJ57YR4YNz0KeV2eQKyRPJIEEQBBFsIvbKtWrVqigpKYHNdvvNcO3atQEABw4ccLn36tWrKCoqCmv9CCJUcM7QhOAd10Qgz1DUK56I1nGLVuK5bUT4SEook6MjZws9/AxwiMkTySBBEAQRbCK2eW7YsCHsdjuOHbt99LFNmzZgjGH27Nn88W2LxcJ75TYYDBGpK0EEk1A4QwtGnvHspC0YROu4RSvx3DYifKgUwOi+2Th7+abPjvpIBgmCIIhgE7EzS+3bt8e6devw008/8V60n3rqKXz11VfYvn07OnbsiPr16+PMmTO4efMmFAoFnn766UhVlwgCrvFeNVCrFCgyWqBPcHUEFoo4w/7kGcp4x6FwhhaMPOPVSVuw8LZ/fJGdeO5zX9vmS78FEvc3HFC89OChYgwjezWF2WbHiN5NwRiDqdQGXYIaSoUCFpsderUKDHDpc51WDYvVhicfyMTQR5pAoVBAoWDQqX0bC/ex1GnVKLXaUGKisSUIgihvRGzz3K1bN1y9ehXVqlXjf6tduzamT5+O119/HTdv3sT+/fsBlDkSGzZsGHr16hWh2hKBIhZrs1eHBnjri+1oVL8SxvTNBgOiIv5xOOLThsIZWjDyjEcnbcFErn/8kZ147nNv2+ZLvwUS9zccUHzr4KNgDPq/47zaFUr8579/8v2r06owaVhbrNx0THCNcY7n7OsXZ6m1yz1fGluCIIj4J2LHtlNTUzF27Fj079/f5fcHHngAGzduxAcffICXXnoJb731Fn744QdMmDAhQjUlAsWbWJv7jl7H/hP5URH/mOLTEv5CsuMfvvQbd68/cX/DAclAaBHq314dG+Kbjcck1xjA9zHwZu3yJ1+CiDVUKiXUav//U6nIqz0RP0Slq8mKFSuid+/eka4GESTkYm327tgAAFApVRcV8Y8pPi3hLyQ7/uFLv3H3+hP3NxyQDIQWof7NqpsmKgvOawzg2xh4u3b5mi9BxAoKhQIOB0NqKoWJIgiOqNw8E/GFXKxNLn6nP3E8Ay3bn9igFJ+WEINkxz986Tfu3lDMF8GAZCC0CPWvnCy4X/d2DLxdu3zNlyBiBaVSAaVSgWXrj+DqXyV+55NZrxIeurc+FHQ6g4gDaPMco8SSMxq5WJpc/E5/4ngGWjbFBiXk8EXXSHb8w5d+4/4divkiGJAMhBah/pOTBffr3o6Bt2uXr/kSRKxxrcCIi9eL/U6fnkZfron4gWb6GCTWnNFwsTb3HfU8/tYsoyx+JwAU3DKL3sfH5PSxfVJli+XpTxoiPvFV10h2/MOXfuPu5eL+uts8C6UJJyQDoUWof6VkwXmNAXwbA2/XLl/zJQiCIGIXMs6JMWLRGY1YrE3OY2nulpNokZmO5ndWiYo4uhQblAD80zWSHf/wpd+4e/2J+xsOSAZCi1D/5m45ice7GtDCIL7GAL6PgTdrlz/5EgRBELELfXmOMWLVGY1nvNfbcZ4/fL6Dy1HYaIh/HM+xdwnv8FfXSHb8w5d+c4/7G21xnkkGQouKMTz76F24lF8Ci9UBrUaJg6fykVW/Enp2aACL1YGa6UnQJ5TFY548sp3fYyA0llyc50DyJQiCIGIT2jzHGLHsjMY53itnRyr0vBHq+Mfe2rDGSuzdWLJ/jyUC0bVYkZ1ogykUcDDA7mBgrOxvMVl2jvvLFEooFbfHLBp0gGQgcIqMFtwy22E0Wz3mtlslFkyev1M07bSx9yFJo4RepYReYgzc509uY1xicp1PXcbS4ZDNlyAIgohPaPMcY8SDM5pI2mzHmr24HPHWnmgiHnQtlrApFJi1Ms/FbrVZRjrG9MuGWkKWSQfik1I7w8dL97jYGzuPazD0U0h2uCPZ/166B2aLnWSJIAiCcCH6zvcSknAOTITgHZZEMZG02Y5Fe3Ep4q090Uas61os4VAqMevbAx4On/KOX8esbw/AoRReqkgH4hN+XI+Kj2ug+ikmO3nHryN36yn06tjQo0yCIAjCe1QqJdRq//9TqaJzmxqdtSJEiXVnNN7YkcZj2aEg3toTbcS6rsUSxlKboKdkoGwzYywVPkJPOhCfeDOugeqnVBl5x68jq26aR5kEQRCEPCmJGjgcDKmpeqSlJfn9X2pqdIY4o3OHMUgsO6OJpM12LNuLCxFv7YlGYlnXYokSk1XyutFkQ7LGU5ZJB+ITb8c1EP2UK8NidQiWSRAEQUijS1BDqVRg2fojuPpXid/5ZNarhIfurQ9FlJ38oc1zjBKrzmgiaUcabzas8daeaCVWdS2WSNJrJK8n6oVlmXQgPvFlXP3VT7kytBrXg3kkSwRBEL5xrcCIi9eL/U6fnhadX57p2DYRViJpRxpvNqzx1h6i/JKYoPaI18zRLCMdiQnCGxfSgfgkHOMqVUazjHQcOVsY9DIJgiCI2Ic2z0RYiaQdabzZsMZbe4jyi9LhwJh+2R4baM7bttLhEExHOhCfhGNcxcrgvG3nbjkZ9DIJgiCI2IfOIRFhJ5J2pPFmwxpv7SHKL2rGMK5/MxhLbTCabEjUq5GYoBbdOHOQDsQnCSoFXhnYEgU3zYJxnoOBkOxwcZ4nj2xHskQQBEF4QJtnL9ixYwcWLFiAvLw8GI1G1KhRA927d8fIkSORmJgYkToxhSKmHxa9tVMLRTvjzYY13tpDxC9y+qxgDEoFoFQCSgW81nXSgfJHsNYGD9lxOKBXKaEnWSIIgiAEoM2zDEuWLMG7774LxhjuuOMOVK9eHSdOnMCcOXOwYcMGfP3116hYsWJY62QXiE/JHS1TxdFCX17aSRDlATl9Jn0nnCm1M3y8dI9LrGf+CDWAWSQrBEEQRAQgm2cJDh48iPfeew8AMHnyZPzyyy/IycnBxo0b0aRJE5w8eRJvvfVWWOvEBB4wgbI4lLNXHwCLMnfu/lJe2kkQ5QE5fXYolaTvBA8vL0eF5WH/iXySFYIgCCIi0OZZgtmzZ8PhcKB37954/PHH+Thj1apVw0cffQSlUokNGzbgyJEjYauTyWr3eGjg2Hf0OkxWe9jqEkrKSzsJojwgp8/GUhvpO8EjJy+VUnWi10hWCIIgiFBCx7ZFKCkpwdatWwEAAwYM8Lher149tG3bFr/99hvWrVuHrKyssNTLaLbJXudtt2KYcLUz1m3HCSIWMJpt0GlV6NWxIbLqpsFidUCrUeLI2ULkbjmJEpNVNn08zGuEd8jN/xbrbSdy7nJld5TN6zSPEwRBEKGANs8iHD58GBaLBVqtFtnZ2YL33HPPPfjtt9+Ql5cXtnol6qSHTO56rBCOdpKNJUGEhyS9Gq8MbIncraewYuMx/vdmGel4ZWBLJOs1kunjZV4jvENuvLWaskNzOq1KUK5oHicIgiBCBR3bFuH06dMAgBo1akCjEX6wq1Onjsu94UCvUXnEpeRokZkOvUYVtrqEklC3k2yqCSJ8JGjUyN16CnnHXfUt7/h15G49BX2CulzMa4R3yM3/BbfMAIBeHRsKyhXN4wRBEESooNf5Ity8eRMAUKFCBdF7uGvcvf6iVvv2DmN032zMXn3A0wvpY9nQKBUAvH9gUKmULv+PJoLZTndumeVsqh1I1fn/wB7N/Up44qsOxiqRkstbZrvHBocj7/h1lFrtIdV3XyDdDT9C+jfmsWaYtSpPUB4UrOzfWXXTXL44OxOMeZwggk00zi9S659S+fe8qwDv98cf+LQB5BOMPOIiH8Xt/yuc1sVoalc01cU5n2DpHW2eRSgtLQUA0a/OAKDVal3u9QelUoG0tCSf070ysCVuFpeixGRFkl6DCskJSEn03yYwNVXvd9pQEux2clw7WyB53WyxoW711IDLidZ+JW7jrw7GMuGWSzl9M5XaUOeOSiHTd38g3Q0PUvonJQ+vDGyJ81eLJPMO1jxOEMEmWuYXb9c/lVIJtTqADwpKZcD5BCOPeMpHrXK9N9L1ida6ALc3zcHSO9o8i5CQkAAAsFrFHdlYLBaXe/3B4WC4dcvoV9okjRJJmrKybaVWFJZKO90RQqVSIjVVj1u3TLDbHfIJIkAw2umOTist+jqtGoWFJX7nHwv9Gq2EeyMbiA7GGpGSS1/0LRT67gvlXXejRf+4cWA2O5L+tnF2l4cknbStfKDzOEEEG7n5JVr0j0OjUSE5WQe7wwGbzX9P9naHg/+/v/kEI4+4yEdRtnG22e2Ak1uHaGpXNNUFAK9rcuu6t/pHm2cRvDmS7c3Rbm+w2SL/gGa3O6KiHuFCr1GiRWa6RxxRgLOxVAalP8pbv8Yq5W2Mwi2X4dK3YEK6Gz6k+llqHGJRrggCiK75Raoe/DFXBrAAHPDxaQPIJxh5xEM+/FFtt/ujqV3RVBfnfIKld9FjdBFl1KtXDwBw6dIl0a/P586dc7mXiB0UjGF032wPpzScl1YKc0IQwYP0jQgFJFcEQRBEuKEvzyI0atQIGo0GFosFBw4cwD333ONxz969ewEAzZs3D3PtiGCgYgxj+2ZTnGeCCAOkb0QoILkiCIIgwgl9eRYhOTkZ9913HwBgxYoVHtfPnDmDHTt2AAC6d+8e1roRwUPBGBLVSlRJ1iJRraQHLoIIIaRvRCgguSIIgiDCBW2eJRg9ejQUCgXWrFmDb775hj8zf+3aNYwfPx4OhwNdu3ZFVlZWhGtKEARBEARBEARBhBLaPEuQnZ2NiRMnAgAmTZqEzp07o0+fPujSpQv+/PNP1K9fH++8806Ea0kQBEEQBEEQBEGEGrJ5lmHIkCHIzMzEf/7zHxw4cAB//fUXatSoge7du2PkyJFISgosrIBSqUClSpGPMRstMQfjDerX6CdadDCckFzKQ30UHuT0j8aBiEeiRa69Xf/uqJIEpVLhdznpaYkB5xOMPOIlH4VC4eF9OpraFU11AYCqlcryCZbeKVggvr8JgiAIgiAIgiAIohxAx7YJgiAIgiAIgiAIQgbaPBMEQRAEQRAEQRCEDLR5JgiCIAiCIAiCIAgZaPNMEARBEARBEARBEDLQ5pkgCIIgCIIgCIIgZKDNM0EQBEEQBEEQBEHIQJtngiAIgiAIgiAIgpCBNs8EQRAEQRAEQRAEIQNtngmCIAiCIAiCIAhCBto8EwRBEARBEARBEIQMtHkmCIIgCIIgCIIgCBlo80wQBEEQBEEQBEEQMtDmmSAIgiAIgiAIgiBkUEe6AkRwYYxh3759+Omnn7B3716cOnUKxcXFSElJQePGjfHoo4+iZ8+eUCgUHmkzMzMl865SpQq2bdsWqqpHPTNmzMDMmTMl7/nXv/6FJ5980uN3q9WKRYsWITc3F+fOnYNGo0FWVhYGDRqEBx98MFRVJsoBJJfA9evXsW3bNhw8eBB//PEHDh8+jNLSUrRu3RpLliyRTBtIHxw6dAhz587F7t27cevWLVStWhWdO3fG6NGjUalSpWA2sdywY8cOLFiwAHl5eTAajahRowa6d++OkSNHIjExMdLVI8op5W2OIT0MH/TcHnvQ5jnO2LFjB4YMGcL/Xbt2bdSsWRMXL17Etm3bsG3bNqxduxYzZsyAVqsVzKNp06aC1ypWrBiiWscWlStXRt26dQWvpaene/xWWlqKZ555Bnv37oVKpcKdd94Jk8mEXbt2YdeuXRgxYgRefvnlUFebiHPKs1yuXbsWU6dO9TldIH2wYcMGjB8/HlarFZUrV0ZGRgZOnz6NJUuWYN26dVi2bBlq164daNPKFUuWLMG7774LxhjuuOMOVK9eHSdOnMCcOXOwYcMGfP3117QOERGhPM0xpIfhhZ7bYxBGxBXbtm1j999/P1u0aBHLz893uZaTk8OaNm3KDAYDmzZtmkdag8HADAYDO3/+fLiqG1N89tlnzGAwsNdee82ndO+88w4zGAzs/vvvZydPnuR/37hxIz8emzZtCnZ1iXICySVjK1euZEOGDGHTp09nGzZsYJ988gkzGAxs4MCBkun87YMrV66wZs2aMYPBwD755BNmtVoZY4zdunWLDRs2jBkMBta3b1/mcDiC29A45o8//mBZWVksMzOTLV++nO+7K1eusD59+jCDwcDGjh0b4VoS5ZXyMseQHoYfem6PPcjmOc7Izs7GunXrMHjwYFSuXNnl2qOPPooxY8YAAL799ls4HI5IVLFckZ+fj+XLlwMA3n33XTRo0IC/1qVLFwwfPhwAZI/dEkQwiTe57NevHxYsWIDx48fjgQce8Jj7hAikD+bNmweTyYRWrVrhhRdegFpddogrJSUF06dPR0pKCg4ePIiff/45GM0rF8yePRsOhwO9e/fG448/zh9RrFatGj766CMolUps2LABR44ciXBNifJIeZljSA/DDz23xx60eY4zkpOTodFoRK937NgRAHDjxg0UFBSEq1rllp9++glWqxX16tVD27ZtPa4/8cQTAIA///wT586dC3f1iHIKyWVgfbB+/XoAwIABAzzSVahQAd27dwcA/PDDD8GudlxSUlKCrVu3AhDuU+cxWrduXVjrRhD+EmtzDOlhZKDn9tiDbJ7LGWazmf+3TqcTvGf27Nm4du0a7HY7qlWrhrZt2+Lhhx8WtbUobxw5cgQTJkzA9evXkZSUhMzMTPTo0QMZGRke9+7fvx8AcM899wjmVa1aNdSqVQsXLlzA/v37UadOnVBWnYhjSC59w98+uHz5Mq5evQoAaNWqlWDali1bYuXKlcjLywt+xeOQw4cPw2KxQKvVIjs7W/Cee+65B7/99hv1KREzxNocQ3oYndBze/RBm+dyxtq1awEAWVlZSE5OFrxn1apVLn/n5OTgs88+w4wZM9CkSZOQ1zHaOXz4MA4fPsz//dNPP+Hzzz/H4MGD8dprr0GlUvHXzpw5AwCSm486dergwoULOH36dMjqTMQ/JJe+4W8fcOk0Gg3uuOMOwXScE5/z58/DarVKflUgwPdvjRo1RPuKG6d4lUci/oi1OYb0MDqh5/bogzbP5YiDBw/y9jcjR470uN6lSxf07t0bWVlZuOOOO1BSUoLt27fj448/xvnz5zF06FB89913qF69erirHhVUrVoVzz//PDp06IBatWohOTkZp0+fxtdff43ly5dj0aJFUKvVePXVV/k0N2/eBFB2zEoM7tqtW7dC2wAiLiG59A9/++DGjRv8NaHQIcBtD6cOhwPFxcVIS0sLQo3jF1/GgruXIKKdWJtjSA+jD3puj05o81xOyM/Px7hx42Cz2fDAAw+gR48eHvfMnj3b5e+EhAT06NED7dq1w2OPPYZLly5h5syZePfdd8NV7aji8ccf9/gtMzMTb7/9NmrVqoUPP/wQixYtwlNPPYVatWoBKAtTAUDyrTB3rMb5aA5BeAvJpX/42we+pHO+nxDHlz6l/iRihVibY0gPowt6bo9eyGFYOaCoqAgjRozApUuX0KRJE7z//vs+pa9UqRL/xmvjxo1gjIWimjHN0KFDUbVqVdhsNvz000/87wkJCQAAq9UqmtZisQAQt2UhCH8huRTH3z7wJZ3z/YQ4vvQp9ScRK8TaHEN6GD3Qc3t0Q5vnOKekpATDhw/HoUOHkJGRgfnz54vaTEjRokULAGXHibgjRcRtVCoVmjVrBgA4e/Ys/3tqaioA6SNO3DXuXoIIFiSX4vjbB87HFsUeSLg5UqlU+jXflje8OQrqzZFSgogmYm2OIT2MDui5PfqhzXMcYzKZ8Oyzz2L//v2oV68eFixY4LddjPMxHrvdHqwqxhVcH9lsNv63evXqAXDduLjDhajg7iWIYEJyKYy/fcD922q14vLly4Lpzp8/DwCoVasWOQvzAq5PL126JPrVK97lkYg/Ym2OIT2MPPTcHhvQ5jlOKS0txahRo7B7927UrFkTCxcuRHp6ut/5HT9+HEDZUR3OUQXhCtdHzt4xmzdvDgD4/fffBdNcvXoVFy5ccLmXIIIJyaUw/vZBjRo1ULVqVQDAnj17BNNyv8dr3wWbRo0aQaPRwGKx4MCBA4L37N27FwD1KRE7xNocQ3oYWei5PXagzXMcYrVaMW7cOGzfvh3VqlXDokWLAvK0Z7PZsGDBAgBA27ZtoVaTnzl3fvnlF36iat++Pf97ly5doNFocObMGezYscMjHedFsXHjxqhbt254KkuUG0guxQmkD7p16wYAWLFihUe6mzdvYt26dQCA7t27B7vacUlycjLuu+8+AMJ96jxG1KdErBBrcwzpYeSg5/bYgjbPcYbdbseECROwefNmpKenY9GiRXw8QCk+/PBD5OTkoLi42OX3y5cv4/nnn8f+/fuhVqsxZsyYUFU9qjl+/DgmTZqEI0eOuPzucDjwv//9DxMmTAAAdO7cGdnZ2fz1KlWq8N6Q//nPf+LUqVP8tZ9++gnz5s0DgHLbr0RgkFz6TyB9MGzYMOh0OuzevRuffvopfySuqKgIEyZMQFFRERo3boz7778/DC2JD0aPHg2FQoE1a9bgm2++4W09r127hvHjx8PhcKBr167IysqKcE0JwjticY4hPQw/9NweeygYuWCLK5wfmGvWrIlq1aqJ3vvWW2+hcePGAMomzE2bNkGlUqF27dqoUKECioqKcPr0aTDGkJCQgClTpqBXr15haUe0cfjwYTz66KMAyuIr1qhRAyqVCufOneMdaLRs2RJz5szxcLBkNpsxZMgQ7Nu3DyqVChkZGTAajbzt0NChQ/Haa6+FtT1EfEByWcbly5f5fgDKPMIajUao1WoXRyvDhw/HiBEj+L8D6YN169ZhwoQJsNlsqFy5Mu644w6cPn0aRqMRVapUwddffx23X+1DxcKFC/H++++DMYbq1asjLS0NJ06cgMViQf369fH111+jUqVKka4mUQ4pT3MM6WF4oef22IO+48cZzuELLl68iIsXL4reW1RUxP/7ySefRJUqVXDw4EFcu3YNFy9ehEajQUZGBtq1a4eBAweiTp06Ia17NFOzZk28+OKL2L9/P06ePImzZ8/CYrGgQoUK6NixIx555BE88sgjUKlUHml1Oh0WL16MhQsX4r///S/OnDkDjUaD1q1bY+DAgfzxLILwFZLLMux2u6A3UZvN5vK7e8zqQPqge/fuqF27Nr744gvs2bMHx44dQ9WqVdG3b1+MHj0alStXDlbzyg1DhgxBZmYm/vOf/+DAgQP466+/UKNGDXTv3h0jR45EUlJSpKtIlFPK0xxDehhe6Lk99qAvzwRBEARBEARBEAQhA9k8EwRBEARBEARBEIQMtHkmCIIgCIIgCIIgCBlo80wQBEEQBEEQBEEQMtDmmSAIgiAIgiAIgiBkoM0zQRAEQRAEQRAEQchAm2eCIAiCIAiCIAiCkIE2zwRBEARBEARBEAQhA22eCYIgCIIgCIIgCEIG2jwTBEEQBEEQBEEQhAy0eSYIgiAIgiAIgiAIGWjzTJQ7du7ciczMTGRmZoa97AsXLvBlX7hwIezlE7eZOHEiMjMzMXHixEhXhSBcuP/++5GZmYnVq1dHuioEQRDlikGDBiEzMxMzZsyIdFXCTiSfi2bMmIHMzEwMGjQo7GX7ijrSFSAIgiAIgiBig507d2LXrl2oWbMm+vbtG+nqEIRXbNy4EYcPH0ajRo3QtWvXSFeHiGHoyzNBEOWS9PR01K9fH+np6ZGuCkEQRMywa9cuzJw5Ezk5OZGuCkF4zcaNGzFz5kxs3LhR8r7q1aujfv36SEtLC1PNiFiDvjwTBFEumTBhAiZMmBDpahAEQRAEESVMmzYt0lUgohz68kwQBEEQBEEQBEEQMtCXZyKquXDhAhYtWoTffvsNly5dgsPhQPXq1XHfffdh6NChqFGjhmC6kydPYvbs2dixYwdu3bqFqlWrolOnThg1apRkeVarFVu2bMEvv/yCP//8E9euXcONGzeQkpKCxo0bo0+fPujRowcUCoVoHlevXsWsWbOwefNm/PXXX6hUqRLat2+P5557DiqVKqD+IILHxIkTkZOTgz59+uD999/nfx80aBB27dqFsWPHYuzYsVi5ciVWrlyJkydPgjEGg8GAp556Cr179xbN22q1YunSpfjuu+9w9uxZaLVaZGZm4umnn0b37t1dyhg3bpxLWs6R3eLFi3HnnXdi7ty5+OWXX3DlyhWYzWYcPXrU5f5ffvkFq1atwv79+1FYWAi9Xg+DwYAePXqgX79+0Gq1gnX8/vvvsXr1ahw6dAg3b96EXq9HpUqV0KBBA3To0AH9+vVDQkKCR7pDhw5h4cKF2L17N/Lz86HT6dCwYUN0794dTz31lGh5J0+exMKFC7Fr1y5cuXIFDocDlSpVQrVq1dC2bVv07t0bDRs2dEmzf/9+/Pjjj9i3bx8uX76M/Px8JCQkoEGDBujatSuefvppJCUlCZbn3I9NmjTBl19+ifXr1+PSpUvQ6/Vo3rw5Ro8ejWbNmnmk3blzJwYPHgwAHv0tVkabNm2CVndv2Lt3L5YtW4a9e/ciPz8fWq0W9evXx4MPPiiZ99atW/HNN9/gwIEDKCgogFarRVpaGurWrYv27dvjscceQ8WKFf2uF+E/jDGsXr0aK1aswLFjx6BUKtGgQQP069cPAwYMwOuvvy44Z12/fh3r1q3Db7/9hjNnzuDatWuwWq2oVq0aWrdujSFDhiAjI0O0XG9l4sKFC+jSpQufbteuXR6ON6dOnephB71z50589dVX2LdvHwoLC5GUlISsrCz06tULjz76KK2L5YybN29iw4YN+PXXX3Hq1ClcvXoVJpMJVapUwd13341BgwahefPmHulmzJiBmTNnonXr1liyZAm2b9+OBQsW4MCBAygpKUGtWrXQo0cPjBgxwmXtcp7PASAnJ8fD5MB5DpdanwH/13dn/dm0aRNq1aol2D/3338/Ll68KKhLHP6u+wCQm5uLr7/+GkePHvWYY6QIdJ4BgM2bN2PhwoX4448/YLfbUbt2bfTs2RNDhgyRTBdt0OaZiFpyc3Pxz3/+ExaLBQCg1WqhVCpx+vRpnD59GqtXr8Znn32G++67zyXdli1bMGbMGD5dYmIirl+/jqVLl2L9+vV46aWXRMv8/fffMXr0aP7v5ORkaLVaFBQU4Ndff8Wvv/6KH3/8ER9//DGUSs+DG3/++SeeeeYZ3Lx5EwCg0+lQVFSE1atXY8OGDXjnnXcC7hciPNjtdowZMwabNm2CWq2GTqdDSUkJ9u/fj/379+Ps2bN4/vnnPdIZjUaMHDkSu3fvBgCoVCpotVrs3r0bu3btwrPPPutV+efOncP48eP5TZda7Tpdm81mvPrqq1i/fj3/W3JyMoqKirBnzx7s2bMHa9aswdy5c1GhQgWXtK+//rqLJ+fExETYbDacPXsWZ8+exc8//4x//OMfHov7woUL8f7774MxBgBISUmByWTCvn37sG/fPqxevRrz5s1D1apVXdJt27YNzz33HK+TGo0Ger0eV65cwZUrV5CXlweNRuPxoPL444/z/9br9dDr9bh58yby8vKQl5eHNWvWYPHixahcubJoP16/fh19+/bF2bNnkZCQAKVSiRs3buCXX37Btm3b8Pnnn3vMIcEgGHUXwuFw4L333sOSJUv43xITE2EymfDHH3/gjz/+wOrVqzF//nzUrFnTJe3MmTNdPMjq9XowxnDhwgVcuHAB27ZtQ9OmTT1eBBChx2634+WXX8b3338PAFAoFEhNTcXBgwdx4MAB7Nq1CxqNRjDt9OnT+c2AWq1GcnIyzGYzzp07h3PnziE3NxcffvghunXr5pHWF5lQqVSoUqUKjEYjjEYjNBqNx9yi0+lc/p46dSoWLlzItyklJQVFRUXYsWMHduzYgdzcXMyaNQvJycl+9x0RWyxevBgzZ84EULY+cmN/6dIlXLp0CWvXrsUbb7zhsuF1Z968efjwww8BlK1DVqsVp06dwowZM7Br1y4sWLCAfymj0WhQpUoVFBUVobS0FAkJCUhJSXHJT0y33AnW+u4vgaz7jDG88cYb/NrvPsfs3LlTctMdyDwD3H75wZGamoqTJ0/iww8/xObNm3H33Xf73S9hhxFEFPLrr7+yrKws1rhxYzZt2jR2/vx55nA4mMPhYCdPnmTPP/88MxgM7O6772YXL17k012+fJndfffdzGAwsJ49e7K8vDzGGGN2u51t3ryZdezYkbVs2ZIZDAZmMBg8ys3Ly2NvvfUW27ZtGysqKuJ/LywsZIsWLeLzXrRokUfaoqIi1qlTJ2YwGFinTp3Yr7/+yhwOB2OMsd9//5316NHDpezz588Hu9sIH3jttdeYwWBgr732msvvAwcOZAaDgbVq1Yrdc889bPXq1cxkMjHGyuTr2WefZQaDgWVlZbHTp0975PvWW2/x1+fOncuKi4sZY4z99ddf7J133mEGg4GXg88++8wjPScfzZs3Z926dWO//fYbs9vtjDHGTp06xd/38ssvM4PBwLp06cJyc3N5eTWbzWzjxo2sS5cuzGAwsNGjR7vkv3v3bpf6FRYW8tcKCgrY1q1b2WuvvcauXLniku6nn37i6zZq1Ch27tw5xhhjpaWlLCcnh7Vo0YIZDAb2+OOPM5vN5pK2a9euzGAwsKFDh7KjR4/yv5vNZnbs2DE2Y8YMtmrVKo++ePbZZ9natWvZtWvX+N9MJhPbsGED69atGzMYDGzMmDEe6Zz7sVWrVuzhhx9m27dvZ3a7nTkcDpaXl8en79y5M9+/HDt27BCdI4TK2LFjR1Dr3rlzZ2YwGAT75OOPP2YGg4G1a9eOLV26lB8/i8XCduzYwR599FFmMBhYnz59XNp14cIFlpWVxQwGA5s6darL+N66dYvt3r2b/etf/2J//PGHZJuJ0PDFF1/w8jR16lRWUFDAGCtbVz7//HOWmZnJWrVqJThnzZo1i82bN48dPXqUWa1WxljZmnfs2DE2YcIEfj5x12l/ZeKzzz5jBoOBDRw4ULJNS5Ys4dv01ltv8bpQUlLCFixYwBo3bswMBgN78cUX/es0IiZZvnw5++yzz9gff/zBSktLGWOMORwOdu7cOTZlyhSWmZnJGjVqxP7880+XdJzctWzZkmVlZbHp06ezv/76izFWpieffvopL28rV670KFdszXeHewYQWp8DWd/Pnz/v1fOf1Pzv77rPGGOLFi3iy588eTLfd7du3WIzZsxgmZmZfN2F+sjfeYYxxjZu3MiX/fzzz7NLly4xxsrWxKVLl7ImTZrwZcvNK9EAbZ6JqMNut7MHH3yQGQwGtnz5ctH7nnvuOWYwGNiUKVP43/7v//6PGQwG1rp1a5afn++R5ujRo6xJkyZePRgL8cMPPzCDwcC6du3qcW3u3LnMYDCwJk2asBMnTnhcv3btGv/wQ5vnyCO3eTYYDGz79u0e6UpLS9l9993HDAYDmz17tsu1ixcv8g+js2bNkixXbvN89913s8uXLwvmwW2A27Vrxy9C7ly+fJk1b96cGQwGdujQIf53Tk6HDh0qmE6Mhx56iBkMBvbUU095bI4ZY2zTpk183X/44Qf+9/z8fP73q1ev+lSmFFeuXGFNmzZlmZmZLi/QOLgy27ZtKzgXHDlyhL9nz549LteCsXkOpO5iD0/nz59njRo1YtnZ2ezw4cOCeRcVFbGOHTsyg8HAfvzxR/73tWvXMoPBwB588EGf6kqEnpKSEv7F7BtvvCF4D7dx8Obh352RI0cKzkn+yoQ3m2eTycRat27NDAYDGz9+vOA9ixcv5ttEL20IjrfffltQF5x1QGjtZIyxsWPHMoPBwIYMGeJxLdDNc6Dre6Cb50DWfbPZzOvjK6+8Ipj2ww8/9HuOYUx8nmGMsYcffpifM9xfVjPG2LJly/iyY2HzTA7DiKhj9+7dOHPmDNLS0tC/f3/R+x599FEAwK+//gqg7EjKDz/8AAB44oknBI9DGgwG0SMl3tCpUycAZUdqr1+/7nKNO27XvXt3D9tNoCw00hNPPOF32UR4ufvuu9G2bVuP37VaLX/M190edsOGDXA4HNDr9aI2PM5mAVL07t0bd9xxh+C1b7/9FgDQs2dPVK9eXfCeO+64gz9+u3XrVv731NRUAEBBQQHsdrtXdTly5AhOnjwJABg1apSgjeL999+P7OxsAMDatWv535OSkngTB3edCYRq1aohKysLjDHs27dP9L4BAwYIzgWZmZn8sXQpu+ZQ4G3d3cnJyYHdbkeHDh2QlZUleE9ycjIfw1Ro3EtKSmA0GgOoPRFstm3bhuLiYgDAc889J3jPM888A71e71f+//jHPwCU2ck7E0qZ2LZtG27cuAEAGDt2rOA9Tz31FB8q8H//+19QyydiFzF55dBqtRg6dKjgNc6mOBRzejDXd38IZN3/9ddfeX0cM2aMYNqRI0cK+jnxFrFxO3LkCE6cOAGg7PlByORxwIABqFatmt9lhxuyeSaijt9//x0AUFxcjA4dOojeZ7VaAZTZyQBlzhi4yUFo08PRtm1byYW6uLgYy5cvxy+//IKTJ0+iqKiIL8uZK1eu8Au/xWLBsWPHvCr7iy++EL1ORA9CjqQ4OJtezrad488//wQANG3aFImJiYJp69Spg+rVq+Py5cuS5UvZ/3A68u2330rKclFREYDbOgIA7dq1Q0JCAg4dOoSnn34ajz32GNq2bYvatWuL5nPw4EEAZXZOrVu3Fr3v3nvvxYEDB/j7gTIbyHbt2mHbtm0YPnw4nnjiCXTq1AmNGjWStK8Cyux7165di7Vr1+LIkSMoKChAaWmpx31XrlwRzUNuHC9cuOAxjsEgGHV3hxv3bdu2oX379qL3cRsh53HPzs5GWloarl+/jgEDBuCJJ55Au3bt0KBBA0kHiETo4eaNGjVqiOphcnIymjRpgj179gheP3LkCJYvX469e/fi4sWLMBqNvG8CjqtXr7r8HUqZ4OYALmauECqVCm3btsV///tflzmDiH/Onz+Pr7/+Gjt37sS5c+dQUlICh8Phco+7vHJkZGSIOkQUW5uDQTDXd38IZN131se6desKpktJSUGTJk34coTwZ55xfn5o2bKlYL5KpRKtW7fGf//7X9GyownaPBNRx7Vr1wCUbY7z8/Nl7zebzQCAv/76i/9N6g2W1LXTp09jyJAhLg+0er0eKSkp/Nsyrk4mk4m/5+bNm7DZbAGVTUQXUp6QOedd3JhzFBQUAICHwyx3qlWrJru4SjmS4nSkuLiY/2IlBacjQNniPmXKFPzf//0f7+gLACpVqoQ2bdrgkUceQZcuXVwenrl2paWlSW54uS/lzroIAFOmTMGoUaNw5MgRzJ49G7Nnz4ZGo8Fdd92FLl26oF+/fh4enk0mE5599lns3LmT/02j0aBixYp8/9+8eRNWq9VFF93xZxwDJVh1d4cbd85hkxzO456amoqPPvoIEyZMwPHjx3nnhSkpKWjZsiUeeughPPzww147ziGChy/zhhBLly7Fu+++y28+OMdcnK6azWYUFxd7yEwoZYKbA+TWPLE5g4hffvzxR4wfP553IAmUvRxKSEiAQqGA1WrFzZs3Rec4qTmdOxUV7DkdCO767g+BrPu+6qMQ/s4zvj4/xAK0eSaiDu4oabNmzbBixYqwlv3666/jypUrqFmzJl599VW0bdvW5aHebrejcePGAODxto0gOILxJU/oaBMHpyP/+te/8OSTT/qcd69evdCxY0esW7cOO3fu5MMp/fDDD/jhhx/QsmVLfPHFF0HzgFujRg3k5ORg27Zt2Lx5M37//XccPXoUv//+O37//XfMnTsXn376Kdq1a8en+fzzz7Fz507odDq89NJLePDBB1G9enWXvn3qqaewd+/eqNPFUNWdG/cRI0bg5Zdf9rle9957LzZt2oQNGzZgx44d2LdvH86cOYOff/4ZP//8M7788kvMnz+fXvJFCH/mjZMnT+K9996Dw+FA9+7dMWzYMGRlZbk8pK5cuRJvvvmmYHqSCSKcFBYWYuLEibBYLGjbti3GjBmD7OxsFy/t27dvj+rQRZE6qRPouh8Igc4z8QZtnomogzsK7XzkxBucv9RdvXoVDRo0ELxP7CjQ5cuX+a9wH330kWCcQbEv4RUqVIBKpYLdbhfNH7j95pCITypVqgRAfpylZMQb0tPTcfHiRZ91xJmKFSviiSee4O3wz507h5UrV+LLL7/Enj17MGPGDLz++usAbrersLAQFotF9O0xd2JD6Ku5UqlEhw4deFOM4uJi/Pzzz/joo49w6dIlvPzyy/j555/5vDm76TFjxog+SHlzMsUfnG26udAm7nBH44QIVd3T09Nx+vTpgMY9MTERjz76KO8z4urVq8jNzcWMGTP4r4/O4USI0BPIvLFu3TrY7XY0bNhQNISinKyFQia4OUDOLEFqziDij82bN6O4uBgVKlTA559/LmjHH0zfGMEk0PXdOdykkAkPh9jaEsi6z+mX3LOH2PVA5hlvnx8CfS4KJ+QwjIg6OFvP69ev448//vA6Xa1atfivxM7HJd3ZsWOH4O/Ox2y4r8vu/Pbbb4K/a7VaZGZm+l02ER80adIEQJmNj9iRs/Pnzwd8pKtFixYAgF9++SWgfJypU6cOJkyYgEceeQSAq6w3bdoUQNlRuF27donmsX37dgDAXXfdJVtecnIyevbsiXfffRdA2cLL+Q0Abj9UN2rUSDD9hQsXcPbsWdly/ME5PqbYWOXl5YmmD1Xdubnxt99+k3z48oVq1aphxIgReOaZZwCU2VMT4YWbNy5evIgLFy4I3lNSUsLbXDrDyVpWVpboaRWxdUsMOZngvrxJnZrg5owrV67g9OnTgvfY7XZ+vfRmziBiH05e69evL+oAj1tHgo03citFoOs756APEH+pdPr0ady6dUvwWiDrPqePly9fxrlz5wTvKS4uFpxjgMDmGefnBzEncA6HQ/LZItqgzTMRdbRp04Z3aDB16lQXuxghOCdhCoUC3bt3BwAsX76ct7Nw5sSJEy7B5Z1JSUnh/33kyBGP68XFxZgzZ45oPR566CEAZW/oTp065XH9r7/+wvLly8UbQsQ8DzzwAJRKJYxGIxYvXix4j5QMecvjjz8OADh27Bi+/vpryXuNRqOLDsnpE3d8zvloWlZWFu68804AZfUX8tK9efNmfkPZo0cPr8tz/qrrvChzR8aFdBEApk+fLplvINSrV4/vhw0bNnhcdzgcko7/QlX3xx57DGq1GoWFhfjss88k77VYLCgpKXH5WwquvVLmAkRoaN++PS8zYnK1cOFCQft4Lt2xY8cENwWbN28WfSj1Vya4MsUe8oGyNnEvs8W+Wi9fvpz/iuc8ZxDxC/ecdebMGcEXgIcPHw6Z0yhv5FaKQNf3xMRE1KlTBwBEn0M///xz0fSBrPvt27fnXwrPnj1bMM2XX37pYiftTCDzTFZWFh+BZs6cOR6O4QBg1apVPjnPjDS0ShJRh1qtxttvvw21Wo29e/di4MCB2L59u4vH6/Pnz2PZsmV47LHHXCaRZ599FklJSSgsLMTQoUP5L9eMMfz6668YMWKE6NvOhg0bokaNGgCAN954w8X75759+zB48GBJD45PPfUU7rjjDlgsFgwfPhzbt2/nJ5m8vDwMGTJEcNIg4oeaNWuiX79+AIDPPvsM8+fP5zcwhYWFmDp1KlatWuXyBtofWrdujb59+wIAJk+ejPfeew/nz5/nr1ssFuzfvx/Tpk1D586dXV4kTZ48GS+88ALWr1/v4qSnpKQEy5Ytw3fffQfgdlg2Ds7Gds+ePXj++ef58qxWK3JzczF+/HgAZW/HuVBJQJnu9OzZEwsXLsTJkyd5HWCM4ffff8e//vUvAGXOQrjTGwD4491z5szBhg0beAcw58+fx4QJE/DDDz+4fCEOJhqNBg8++CCAsoeZ77//nn8QOXXqFMaMGePyldydUNW9Tp06GDVqFABg3rx5ePXVV13qYbPZcPjwYcycORMPPvggDh8+zF+bO3cuhg8fju+++87lIcViseD777/H/PnzAXiOOxF6EhMTMWLECADAihUrMG3aNP6lcHFxMebOnYuZM2cKykzHjh0BAMePH8fbb7/NpzMajVi+fDleeOEFD2d8HP7KhMFgAFD2MlrMM69Op8O4ceMAlIWhmjRpkouzzcWLF2Pq1KkAgIcffpj/OkXEN+3bt4dSqcSNGzfw8ssv80d1OZkbOnSopEOwQODkdu/evXzoRV8IxvrOvSRavXo1vvrqK36zevnyZfzzn//E999/L/qMGsi6r9Pp+DBaOTk5ePfdd1FYWAigbI6ZNWsWvvjiC9G6BzLPAMBLL70EoOxk5oQJE/j5prS0FMuWLcPkyZMDfi4KJ2TzTEQl7dq1w6effopXX32V33hqNBokJSV5vFFzflCvUaMGPvroI4wbNw6HDx9Gv379kJSUBLvdDrPZjPT0dEycOBFvvPGGR5lKpRKTJk3C2LFjcfz4cTz22GP8JGYymZCYmIjZs2eL2jAmJydj5syZGDp0KC5evIghQ4ZAr9dDoVDAaDQiKSkJU6ZM4ScRIj6ZOHEiTp48ib1792LatGmYPn06kpOTcevWLTDGMGrUKOzZswe7d+8OKKbi22+/DZVKhZUrV2LRokVYtGgREhMTodFoUFRU5PKixvkrss1mw7p167Bu3ToAZQ/uarXa5W38Pffc4xFvtnPnznj99dfx/vvvY+PGjdi4cSNSU1NhMpn4F1sGgwGffvqpRxzoY8eOYerUqZg6dSqvx8XFxfymMjk5GdOnT3dJ9+KLL+K3335Dfn4+xo0bB7VaDb1ez9uDjR8/Hr/++mvIjnpNmDABO3bswLVr1/DSSy9Bo9EgISEBxcXFSEpKwueff45BgwYJpg1l3ceMGQO73Y45c+ZgzZo1WLNmDXQ6HXQ6HYqKilxOBTiPO2MMW7du5WN/cmlu3rzJv+Rr2LAhJk6c6HOdiMAZPnw4Dh06hPXr12P+/PlYsGABUlJSUFxcDLvdjt69e0OhUOC7775zsRls164devTogbVr12LZsmVYtmwZUlNTUVJSArvdjiZNmqBv3768J21n/JWJ1q1bo379+jh9+jSefPJJVKhQgf8y9eqrr/InwAYOHIjz589j4cKF+Oabb7BixQq+bpzut2nTRrBuRHxSr149DBs2DF9++SU2bNiADRs2ICUlBWazGVarFbVq1cKLL77ol0NEOR588EF89NFHKCgowMMPP4y0tDQ+5JSYnxt3Al3fR4wYgR9//BEnTpzA5MmTMWXKFD69RqPBBx98gOnTp+PixYuC5fu77gPA4MGDcejQIaxZswaLFy/G0qVLXeaYHj16QKvVIicnx6PcQOYZoOyr/XPPPce/jP7+++9RoUIFfi5o2bIl7rnnnpgJ5UpfnomopWvXrvjxxx8xduxYZGdnIzExEUVFRdBqtcjKykL//v0xa9YsDBs2zCVdp06dkJOTgx49eqBy5cqwWq2oXLkyBg4ciO+++w61atUSLbNz585YunQpOnXqhNTUVNhsNqSlpaFv375YtWqVizdgIe666y7k5uaif//+qFatGmw2G1JSUtCnTx/k5OQgOzs7KH1DRC9JSUlYuHAhXn31VWRmZkKj0YAxhlatWmHmzJl48cUX+Y2qs6mAr2i1WkyZMgXLly9H3759UadOHTgcDhiNRlSuXBmtW7fGmDFjkJub6+Ipd/To0XjzzTfxwAMPoEGDBlCr1Xya9u3b47333sOSJUsE41gOGTIEq1atQq9evVC9enWYTCbodDo0b94cr7/+OlatWuXhlfeuu+7CJ598gieffBJNmjRBxYoVUVJSAq1Wi0aNGmH48OH4/vvvPeI/1qxZE6tWrUK/fv340CAJCQno3Lkz5s+fj2effdbvvvOGO+64AytXruR1GbjtWCknJ0cy3nUo665QKPDCCy8gNzcXTz31FBo2bAilUoni4mKkpqaiRYsWGDZsGJYvX4577rmHTzdgwAC88847eOSRR2AwGKDT6XjHPS1btsQbb7yBnJwc3mEjEV7UajU+/fRTTJkyhfc+bLPZ0LRpU0yZMgXTpk3j5w33LzQffvgh3njjDWRmZkKr1cJut8NgMGDChAlYvny5aExaf2VCrVZj0aJF6N+/P2rVqgWj0YiLFy/ycV+def3117Fo0SJ069YNVapU4V8kt2nTBu+99x4WLFgQNK/+RGzw8ssv44MPPnCR8zp16uC5557Dd999JxsKyl8qVKiApUuXokePHqhWrRqKi4t5ufXWh0Sg63tSUhK+/vprPPPMM6hVqxZUKhXUajW6deuG5cuXy5ov+LvuA2UfiKZNm4YPPvgAzZs35/u+cePGePvtt2XNifydZzheeuklfPHFF2jbti2Sk5NhsVjQoEEDTJgwAQsXLoypMIkKFm0xPgiCIOKYkpIStGnTBlarFV999ZXHppEgCMIdxhg6deqEK1eu4IMPPuA9YxMEET3Q+l4+oC/PBEEQYWTBggWwWq2oWLEieZglCMIr1qxZgytXrkCtVuPee++NdHUIghCA1vfyAW2eCYIggkhxcTFeeuklbNmyxcWO+OLFi/jggw94z7ODBw8OyOaZIIj4Yvz48Vi3bp2Lo5/8/HzMnTsXb775JgCgd+/eITvWShCENLS+EwAd2yYIgggqt27dQqtWrfi/Oc+hzmGDunXrho8++ghqNflsJAiijJYtW/JO5fR6PdRqNf83d/2LL74gG2GCiBC0vhMAbZ4JgiCCis1mwzfffINt27bh+PHjKCgoQGlpKSpWrIimTZvi0UcfRbdu3Tw8YRIEUb757rvvsGXLFhw6dAgFBQUwGo1ISUlBo0aN8PDDD6N3794x5VSHIOINWt8JgDbPBEEQBEEQBEEQBCEL2TwTBEEQBEEQBEEQhAy0eSYIgiAIgiAIgiAIGWjzTBAEQRAEQRAEQRAy0OaZIAiCIAiCIAiCIGSgzTNBEARBEARBEARByECbZ4IgCIIgCIIgCIKQgTbPBEEQBEEQBEEQBCEDbZ4JgiAIgiAIgiAIQgbaPBMEQRAEQRAEQRCEDP8f3GDv0VwcEfkAAAAASUVORK5CYII=\n" }, "metadata": {} } ], "source": [ "#Matriz de diagramas de dispersión\n", "sns.set(font_scale=1.5) #seleccionamos un tamaño de letra legible\n", "sns.pairplot(df.drop(['idcliente'], axis=1)) #debemos eliminar (con drop) las columnas que no representan ninguna variable significativa del problem\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "oWhJzgGWa-xH" }, "source": [ "## Correlación entre variables y mapa de temperaturas \n", "\n", "[Volver al índice](#indice)" ] }, { "cell_type": "markdown", "metadata": { "id": "EG7CGkfseLHJ" }, "source": [ "La correlación entre las variables de nuestro problema de empresa es una medida muy práctica para estudiar el grado de dependencia entre éstas. Esta medida de dependencia se realiza mediante el *coeficiente de correlación (de Pearson)*" ] }, { "cell_type": "markdown", "source": [ "El **coeficiente de correlación (de Pearson)** entre dos variable indica el grado de asociación lineal entre estas. Su valor se encuentra comprendido entre -1 y 1 y a menudo se designa la correlación mediante la letra griega $\\rho$.\n", "\n", "Podemos decir que si el coeficiente de correlación $\\rho=0$ las variables no están correlacionadas, mientras que si $\\rho \\approx 1$ decimos que las variables están fuertemente correlacionadas (son colineales)." ], "metadata": { "id": "0NOz8n5O9FIV" } }, { "cell_type": "markdown", "metadata": { "id": "89oQTopaI1fq" }, "source": [ "1) Podemos evaluar la correlación entre las variables (columnas) numéricas del dataframe de dos en dos. Sin embargo, es más práctico hacerlo directamente entre todas las columnas del dataframe que sean numéricas a excepción de la variable de indexación. Por tanto, extraeremos la indexación del cliente (*idcliente*) mediante la función *drop()*. \n", "\n", "2) Es habitual que la medida de la correlación (cruzada) entre todas las variables pueda visualizarse fácilmente mediante un mapa de temperaturas o *heatmap*.\n", "\n", "3) Observamos que nuestras variables numéricas son tres y que, por lo tanto, la matriz de correlación tendrá dimensiones 3x3 (u orden 3)." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 423 }, "id": "UsWX9faA_IA_", "outputId": "834aa340-9e94-4a43-ac79-fead858058bf" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ " edad ingresosanuales gasto antiguedad\n", "0 19 15 39 13\n", "1 21 15 81 30\n", "2 20 16 6 4\n", "3 23 16 77 34\n", "4 31 17 40 16\n", ".. ... ... ... ...\n", "195 35 120 79 35\n", "196 45 126 28 18\n", "197 32 126 74 34\n", "198 32 137 18 16\n", "199 30 137 83 41\n", "\n", "[200 rows x 4 columns]" ], "text/html": [ "\n", "
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\n" }, "metadata": {} } ], "source": [ "plt.figure(figsize=(12,9)) #seleccionamos un tamaño de imagen mayor\n", "sns.set(font_scale=1.5) #seleccionamos un tamaño de letra legible\n", "# preparación del gráfico definiendo un mapa de colores\n", "cmap = sns.diverging_palette(230, 15, as_cmap=True)\n", "# graficamos la correlación\n", "sns.heatmap(corr, annot=True, cmap=cmap)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "7KjiBQzXgjYr" }, "source": [ "En este caso podemos inferir las siguientes **conclusiones**:\n", "\n", "- Los elementos de la diagonal principal tienen correlación máxima y que ésta es igual a uno (tal y como cabe esperar a partir de la definición).\n", "- La correlación entre la edad y los ingresos anuales tiene valores negativos aunque pequeños en valor absoluto.\n", "- Excepto la elevada correlación entre el nivel de gasto y la antigüedad que casi alcanza el valor máximo, los restantes valores de correlación pueden clasificarse como débiles por ser en valor absoluto todos ellos menores que 0.5." ] }, { "cell_type": "markdown", "source": [ "# Conclusiones \n", "\n", "[Volver al índice](#indice)" ], "metadata": { "id": "8WEyxFN9_4WM" } }, { "cell_type": "markdown", "source": [ "El análisis de estadística descriptiva realizado permite extraer conclusiones interesantes para el departamento de marketing de cara a programar campañas. Algunas de las recomendaciones que podrían realizarse son:\n", "\n", "1 - Como hemos averiguado que existe una correlación entre el gasto de los clientes y su antiguedad, sería conveniente desarrollar una campaña de marketing centrada en los clientes nuevos (menor antigüedad) para poder incentivar el gasto de este grupo.\n", "\n", "2 - Como hemos observado que existen patrones de consumo diferentes por grupo edad y género. Sería conveniente desarrollar un estudio sobre las preferencias de los clientes por grupo de edad y género, de esta manera se podrían ofertar aquellos productos (\"cesta de productos\") que permitan incrementar el gasto medio en valores superiores a las 50 unidades especialmente en:\n", "- Hombres jóvenes y senior.\n", "- Mujeres adultas." ], "metadata": { "id": "ppgYPYjqA5E4" } } ], "metadata": { "colab": { "provenance": [] }, "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": "3.8.5" } }, "nbformat": 4, "nbformat_minor": 0 }