{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "
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\"Colaboratory \"Alternative\n", "
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\n", " \n", "---\n", "\n", "# Los datos hablan I" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "#Si esta trabajando en Colab necesitarás instalar la Api de Makesens\n", "\n", "#!pip install APIMakeSens" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Graficando la Temperatura\n", "\n", "En este sección, realizaremos una **visualización gráfica** de los datos de temperatura obtenidos de las estaciones meteorológicas de la red [RACIMO-Móncora](https://class.redclara.net/halley/moncora/intro.html) para un periodo de tiempo determinado. Para esto, utilizaremos pricipalmente las librerias de Python [MakeSens](https://docs.makesens.co/help/api-sdk/makesensapi-en-python) para acceder a los datos, [Pandas](https://pandas.pydata.org/) para manejarlos y [Matplotlib](https://matplotlib.org/) para visualizarlos.\n", "\n" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "tags": [] }, "outputs": [], "source": [ "# importamos las librerias que vamos a usar\n", "\n", "import pandas as pd\n", "import numpy as np\n", "\n", "from MakeSens import MakeSens\n", "\n", "import matplotlib.pyplot as plt\n", "import matplotlib.dates as mdates" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Obtención de datos\n", "\n", "Mediante el uso de la API de MakeSens, descargamos los datos de temperatura de una de las estaciones (en este caso, usaremos los datos de la estación del [Instituto Técnico Damazo Zapata](https://makesens.aws.thinger.io/dashboards/DmE1_00004?authorization=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJqdGkiOiJEYXNoYm9hcmRfRG1FMV8wMDAwNCIsInN2ciI6Im1ha2VzZW5zLmF3cy50aGluZ2VyLmlvIiwidXNyIjoiTWFrZVNlbnMifQ.ymDNV3g-sdbJmhR4vH1CGUioHffuoKbKvQl-LSQCXvg)) de la red de RACIMO-Móncora. \n", "\n", "Para esto definimos:\n", "- la fechas de inicio y fin en formato: `%Y-%m-%d %H:%M:%S` Por ejemplo: `2023-08-01 00:00:00`\n", "- el *ID* de la estación\n", "- Frecuencia de muestreo: `1T`, `1H`, `D`, `W`.\n", "\n", "Frecuencias de muestreo:\n", "||Significado|\n", "|--|--|\n", "|`1T`|minutos|\n", "|`1H`|horas|\n", "|`1D`|días|\n", "|`1W`|semanas|\n", "\n", " *ID* de las Estaciones:\n", "|`ID`|Colegio|\n", "|--|--|\n", "|`mE1_00004`|Instituto Técnico Damaso Zapata|\n", "|`mE1_00005`|Colegio Santander|\n", "|`mE1_00006`|Institución Educativa Nuestra Señora del Pilar|\n", "|`mE1_00007`|Escuela Normal Superior|\n", "|`mE1_00008`|Fundación Colegio UIS|\n", "|`mE1_00012`| Institución Educativa Café Madrid|\n", "|`mE2_00000`|Institución Educativa Piloto Simón Bolivar|\n", "|`mE2_00000`|Institución Educativa Luis Carlos Galán Sarmiento|\n", "|`E2_00023`|Grupo Halley-UIS|\n", "\n", "Luego, utilizamos la función ```download_data()``` con las variables definidas para obtener los datos de temperatura en un DataFrame de Pandas. Para más información sobre la API de MakeSens, puedes consultar la [documentación](https://docs.makesens.co/help/api-sdk/makesensapi-en-python)." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "#Definimos las fechas de inicio y fin de la descarga de datos (hemos elegido la última semana de abril)\n", "fecha_inicio = \"2023-04-23 00:00:00\"\n", "fecha_fin = \"2023-04-30 00:00:00\"\n", "estacion = \"mE1_00004\" #Damaso Zapata\n", "frecuencia = \"1H\"\n", "\n", "#Descargamos los datos de MakeSens\n", "data = MakeSens.download_data(estacion, fecha_inicio, fecha_fin, frecuencia)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Manejo de datos\n", "\n", "Una vez que descargamos el DataFrame con todos los datos de la estación, seleccionaremos los datos de temperatura en las columnas *\"temperatura\"* y *\"temperatura2\"* y los almacenaremos en un nuevo DataFrame: ``` temp ```\n", "\n", "> ¿Por qué tenemos dos columnas de temperatura?\n", "\n", " Luego, renombraremos las columnas para que tengan nombres más cortos y entendibles. Finalmente, convertiremos el índice de los datos a formato de fecha y hora con la función ```to_datetime()``` para manejarlos facilmente y utilizarlos en la visualización.\n", "\n", " **Nota: Copiamos dataset**\n", "\n", "* Debemos copiar el dataset para evitar errores de sincronización de datos con el dataset viejo." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " T1 T2\n", "ts \n", "2023-04-23 00:00:00 25.461412 26.223011\n", "2023-04-23 01:00:00 25.296955 26.060955\n", "2023-04-23 02:00:00 25.188348 25.949191\n", "2023-04-23 03:00:00 25.073048 25.849771\n", "2023-04-23 04:00:00 25.000205 25.777762" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#Obtenemos los datos de temperatura de los sensores mediante una copia del dataFrame\n", "temp = data[[\"ts\",\"temperatura\", \"temperatura2\"]].copy()\n", "temp.columns = [\"ts\",\"T1\", \"T2\"] #renombramos las columnas \n", "temp = temp.set_index('ts')\n", "temp.index = temp.index.strftime('%Y-%m-%d %H:%M:%S')\n", "temp.index = pd.to_datetime(temp.index) #Convertimos el indice a formato fecha\n", "\n", "temp.head() #exploremos como quedo nuestro nuevo dataFrame." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> Convertir los indices en formato de fecha, nos permite hacer cosas interesantes. Por ejemplo:" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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T1T2
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2023-04-23 00:00:0025.46141226.223011
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2023-04-23 03:00:0025.07304825.849771
2023-04-23 04:00:0025.00020525.777762
.........
2023-04-29 19:00:0027.27484227.945907
2023-04-29 20:00:0027.51279928.181474
2023-04-29 21:00:0027.88051428.550688
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" ], "text/plain": [ " T1 T2\n", "ts \n", "2023-04-23 00:00:00 25.461412 26.223011\n", "2023-04-23 01:00:00 25.296955 26.060955\n", "2023-04-23 02:00:00 25.188348 25.949191\n", "2023-04-23 03:00:00 25.073048 25.849771\n", "2023-04-23 04:00:00 25.000205 25.777762\n", "... ... ...\n", "2023-04-29 19:00:00 27.274842 27.945907\n", "2023-04-29 20:00:00 27.512799 28.181474\n", "2023-04-29 21:00:00 27.880514 28.550688\n", "2023-04-29 22:00:00 27.937186 28.646966\n", "2023-04-29 23:00:00 27.612088 28.328476\n", "\n", "[169 rows x 2 columns]" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Datos de un mes especifico\n", "temp.loc['2023-04']\n", "\n", "# Datos de un día especifico ?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Analisis de datos\n", "> Para empezar a procesar los datos, primero debemos preguntarnos qué queremos analizar. \n", "\n", "Primero vamos a determinar si los dos sensores miden la misma temperatura. Una manera de hacerlo es calculando el promedio entre las medida de los dos sensores de temperatura para obtener un único valor de temperatura por cada medición. Para esto, utilizaremos la función ```.mean()``` de Pandas.\n", "\n", "
\n", "Nota: el promedio o media aritmética es una medida de tendencia central que se utiliza comúnmente en el análisis de datos. Se calcula sumando todos los valores en un conjunto de datos y dividiendo por el número de valores. Por ejemplo, si un estudiante tiene calificaciones de 80, 85 y 90, su calificación promedio sería (80 + 85 + 90) / 3 = 85. Este concepto es útil para analizar y resumir datos. En este caso, el promedio de los dos sensores de temperatura nos dará un valor más representativo de la temperatura real por que nos ayuda a eliminar los valores atípicos que pueden ser causados por errores en los sensores.\n", "
\n", "\n", "\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "#Calculamos la media de los datos de temperatura\n", "temp_mean = temp.mean(axis=1) #¿Qué sucede si no agregamos la opción axis?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ahora, utilizaremos la función ```.resample()``` de Pandas para agrupar los datos por día y obtener un único valor de temperatura por día mediante la media aritmética de los datos. Esto nos permitirá visualizar los datos de temperatura de forma más clara con un dato para cada día, el cual será más o menos representativo dependiendo del fenómeno que queramos analizar.\n", ">Por ejemplo, si queremos ver la tendencia de una semana, un mes o un año, un promedio diario sería más útil, pero si queremos ver la tendencia de un día, ya no sería tan útil. \n", "\n", "Para más información sobre la función ```.resample()```, consultar la [documentación](https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.resample.html). " ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "#Resampleamos los datos a 1 dia\n", "temp_mean_d = temp_mean.resample(\"D\").mean()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Visualización de datos\n", "\n", "Comenzamos creando una figura y un conjunto de ejes con la función subplots de Matplotlibs, y luego establecemos el estilo de la gráfica, en este caso *\"default\"* (por defecto). A continuación, graficamos diferentes series de datos de temperatura, incluyendo la temperatura promedio por hora, por día y la temperatura registrada por cada sensor. Además, rellenamos el área entre los dos sensores de datos. \n", "\n", "Realizamos un formateo del eje de fechas para mostrar las etiquetas principales diariamente y las etiquetas menores cada 6 horas, esto con las funciones major_formatter, major_locator y minor_locator. Ajustamos los parámetros visuales de las marcas de los ejes para mejorar su apariencia mediante la función tick_params. \n", "\n", "Finalmente, agregamos etiquetas y títulos a los ejes, mostramos una cuadrícula de fondo y añadimos una leyenda para identificar cada serie de datos. Luego, mostramos la gráfica resultante.\n", "\n", "> **Revisa el modulo de Visualización de Datos para una introducción básica sobre matplotlib**" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Generamos la figura\n", "fig, ax = plt.subplots(figsize=(15, 5))\n", "plt.style.use(\"default\")\n", "\n", "#Graficamos los datos\n", "\n", "ax.plot(temp_mean, \"--\", label=\"Temperatura promedio\", markersize=4, color=\"red\", alpha=0.7)\n", "ax.plot(temp_mean_d, \"o-\", label=\"Temperatura promedio por día\", markersize=5, linewidth=2, color=\"orange\")\n", "ax.fill_between(temp_mean.index, y1 = temp.T1, y2 = temp.T2, alpha=0.3)\n", "ax.plot(temp.T1, \"-\", label=\"Temperatura 1\", alpha=0.5, color=\"green\")\n", "ax.plot(temp.T2, \"-\", label=\"Temperatura 2\", alpha=0.5, color=\"blue\")\n", "\n", "#Formateamos el eje de fechas para que se vea mejor\n", "ax.xaxis.set_major_formatter(mdates.DateFormatter('%b/%d'))\n", "ax.xaxis.set_major_locator(mdates.DayLocator())\n", "ax.xaxis.set_minor_locator(mdates.HourLocator(byhour=range(0,24,6)))\n", "ax.tick_params(which='major', pad=15, length=8, labelsize=12, direction=\"inout\", width=1.5)\n", "ax.tick_params(which='minor', length=4)\n", "\n", "\n", "#Agregamos la leyenda y los titulos\n", "ax.set_ylabel(\"Temperatura [°C]\", fontsize=15)\n", "ax.set_title(\"Temperatura en el Dámaso Zapata, última semana de abril\", fontsize=20)\n", "ax.grid(alpha=0.3)\n", "ax.legend(fontsize=12)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> ¿Los sensores miden la misma temperatura?\n", "\n", "> ¿Cómo obtendrias la diferencia de temperatura entre los dos sensores?\n", "\n", "> ¿Podrias usar esta diferencia para evaluar el comportamiento de los sensores?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## ¿Exite un ciclo diurno en la temperatura?\n", "\n", "En los datos podemos buscar comportamientos que varien durante periodos de tiempo determinado. Por ejemplo, podemos promediar el valor de la temperatura en todas las horas del dia buscando patrones. Para esto usamos a función ```.groupby()``` de Pandas.\n", "> Para más información sobre la función groupby, consultar la [documentación](https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.groupby.html). " ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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2023-04-23 04:00:0024.99887025.78038025.3896254
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" ], "text/plain": [ " T1 T2 T_mean hora\n", "2023-04-23 00:00:00 25.454298 26.207681 25.830989 0\n", "2023-04-23 01:00:00 25.305798 26.074235 25.690016 1\n", "2023-04-23 02:00:00 25.187994 25.943823 25.565909 2\n", "2023-04-23 03:00:00 25.072544 25.844376 25.458460 3\n", "2023-04-23 04:00:00 24.998870 25.780380 25.389625 4" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Primero agregamos una columna con el promedio de los sensores al DataFrame temp\n", "temp['T_mean'] = temp_mean\n", "\n", "# Segundo agregamos una columna \"hora\" al DataFrame temp que contenga la hora de cada dato\n", "temp['hora'] = temp.index.hour.values\n", "\n", "# Mostramos los primeros 5 datos del DataFrame\n", "temp.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Empleamos la función ```.groupby()``` para agrupar los datos por hora del día y obtener un único valor de temperatura por hora mediante la media aritmética de los datos. Esto nos permitirá visualizar los datos de temperatura de forma más clara con un dato para cada hora del día, el cual será más o menos representativo dependiendo del fenómeno que queramos analizar. Además de obtener el promedio de la temperatura para cada hora, también podemos obtener los valor máximos y mínimos registrados durante el periodo de tiempo analizado, esto con las funciones ```.max()``` y ```.min()``` de Pandas, respectivamente. " ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "# Agrupamos los valores de la temperatura por hora y promediamos para el promedio\n", "horario = temp['T_mean'].groupby(temp['hora']).mean()\n", "horario_1 = temp['T1'].groupby(temp['hora']).mean()\n", "# horario_2 = temp['T2'].groupby(temp['hora']).mean()\n", "\n", "#También podemos obtener los valores máximos y minimos de temperatura durante la semana para cada hora del promedio\n", "horario_max = temp['T_mean'].groupby(temp['hora']).max()\n", "horario_min = temp['T_mean'].groupby(temp['hora']).min()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Una vez obtenidos los valores promedio de temperatura por hora, graficamos el promedio, el máximo y el mínimo de cada hora de la misma forma que en el proceso anterior." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Generamos la figura y utilizamos el estilo por defecto\n", "fig, ax = plt.subplots(figsize=(10, 5))\n", "plt.style.use(\"default\")\n", "\n", "#Graficamos los datos\n", "ax.plot(horario_max, label=\"Temperatura máxima\", alpha=0.6, linestyle='--',color=\"red\")\n", "ax.plot(horario, label=\"Temperatura por hora\", alpha=0.6, linestyle='-',color=\"green\")\n", "ax.plot(horario_min, label=\"Temperatura mínima\", alpha=0.6, linestyle='--',color=\"blue\")\n", "\n", "#Coloreamos el area entre las lineas de maximo y minimo\n", "ax.fill_between(horario_max.index, horario_max, horario_min, alpha=0.3, color=\"yellow\")\n", "\n", "#Formateamos el eje de fechas para que se vea mejor\n", "ax.tick_params(which='major', pad=10, length=8, labelsize=12, direction=\"inout\", width=1.5)\n", "ax.tick_params(which='minor', length=4)\n", "ax.set_xticks(range(0,24,5))\n", "ax.set_xticks(range(0,24,1), minor=True)\n", "ax.set_xticklabels([\"00:00\", \"05:00\", \"10:00\", \"15:00\", \"20:00\"], fontsize=12)\n", "\n", "#Agregamos la leyenda, los titulos y la grilla\n", "ax.set_ylabel(\"Temperatura [°C]\", fontsize=15)\n", "ax.set_xlabel(\"Hora\", fontsize=15)\n", "ax.set_title(\"Ciclo de temperatura diario para una semana de datos\", fontsize=18)\n", "ax.grid(alpha=0.3)\n", "ax.legend(fontsize=12)\n", "\n", "#Mostramos la figura\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> ¿Este ciclo tiene sentido para ti? \n", "\n", ">¿Cómo piensas que se modificaria la grafica si ampliamos el periodo de los datos?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Cuartiles y Digrama de Caja y Bigotes\n", "A primera vista, podemos observar que el área sombreada entre los valores máximos y mínimos registrados por hora es amplia, lo que nos indica que la temperatura varía durante los días, dependiendo de la epoca del año. Por esto, vale la pena pensar: \n", "\n", "> ¿Qué tan representativo es el promedio de cada hora respecto al comportamiento real? \n", "\n", "En este caso, con representativo nos referimos a que tan cercano es el promedio de cada hora a la temperatura real registrada durante ese periodo de tiempo. Para responder esta pregunta podemos tener una visión más clara si calculamos los cuartiles del conjunto de datos.\n", "\n", "
\n", "¿Qué son los cuartiles? Los cuartiles son valores que dividen un conjunto de datos ordenados en cuatro partes iguales. El primer cuartil (Q1) es el valor medio entre el valor más bajo y la mediana de los datos, esto significa que el 25% de los datos son menores que el primer cuartil. El segundo cuartil (Q2) es la mediana de los datos, esto significa que el 50% de los datos son menores que el segundo cuartil. El tercer cuartil (Q3) es el valor medio entre la mediana y el valor más alto de los datos, esto significa que el 75% de los datos son menores que el tercer cuartil. Además, el rango intercuartil (IQR) indica la diferencia entre el primer y el tercer cuartil, dando una idea de la disperción de los datos. Los cuartiles se emplean para saber que tan representativo es el promedio puesto que nos indican que tan dispersos están los datos. Si los cuartiles están muy separados, significa que los datos están muy dispersos y el promedio no es representativo. Si los cuartiles están muy cercanos, significa que los datos están muy concentrados y el promedio es representativo.\n", "
\n", "\n", "Con esto en mente, definiremos las funciones que nos permitirán calcular los cuartiles de los datos. Para esto, utilizaremos las funciones ```.quantile()``` y ```.median()``` de numpy. Luego, estas funciones serán aplicadas a los datos agrupados por hora para obtener los cuartiles de cada hora, esto mediante la función ```.agg()``` de Pandas." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# Definimos las funciones para cada cuartil\n", "def q1(x):\n", " return x.quantile(0.25)\n", "\n", "def q2(x):\n", " return x.median()\n", "\n", "def q3(x):\n", " return x.quantile(0.75)\n", "\n", "# Agrupamos los valores de la temperatura por hora y calculamos los cuartiles y el promedio\n", "cuartiles = temp['T_mean'].groupby(temp['hora']).agg([q1, q2, q3, np.mean])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Una vez obtenidos los cuartiles de los datos, los graficaremos junto al promedio, los máximos y los mínimos de los datos." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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6269/Lm1x3SdOnABgxIgRVY7YXX+/XUWqOwp8/dS/qhKJM2fOVKu96qira7QGVVV5//33Ld9Pnjy5Rsfb27Vd7c/FxcUcOXKkyn2v/k1p06aN3M8mhJ2QpE0I0eg8+eSTlvufXnzxRU6fPl2t40wmE19//XW1z+Pj48OAAQMA+P777+t0tC04ONhSwW3FihWVFtgwGo18+eWXgHkKYo8ePeoshoq0bt2a8PBwAL777jsuXbpk1fPVtRUrVlR675DBYOD7778HzCO219+nOGjQIMtIxccff0xOTo7VYy0tLQWqvi8uMjKSvXv3VtnO1QWbb7QcRFhYmOXrqhKJb775psp2aqKurtEaXn/9dUvy0qNHD8aMGVOj4+3t2q5fKPzzzz+vdL89e/Zw8uTJcscIIWxLkjYhRKMTEhJiWSPMYDAwdOhQtm3bVuUxJ0+eZMyYMbz11ls1OtczzzwDmF+Y3X333WRnZ1e67+XLl2vU9pw5cwBzmfDHH3+8wvtMXn75ZcsLrD//+c+1XsOpJp5//nkACgsLmTJlCqmpqZXuW1RUxEcffURhYaHV46qOpKQk/v73v1e47W9/+5tleuTs2bPLbNPr9cybN8/SxtSpU6ucJpibm2vpg7V1dY2vnTt3VriUQWpqKg888MAN27mafF64cKHK/by8vCz3KH7xxRcVFrXZvn17mdGnm1VX11iX8vLymDdvHv/3f/8HmAvg1GbE3t6urU+fPpbqqZ999lmZqZ9XZWdn85e//AUwT5f94++BEMJ25J42IUSj9Mgjj3D58mVefPFFUlJSGDZsGKNHj2bSpEl06NABLy8vMjIyOHv2LKtXr2bdunUYjcYyhUyqY+LEiUyfPp3PP/+c3bt3Ex4ezty5cxk4cCAeHh6kpaVx8OBBvv/+e7p06WIZFauOWbNmsXz5cvbs2cNXX31FbGwsc+bMoWXLliQmJrJkyRJ++uknAFq1asULL7xQo9hr609/+hPr16/nq6++4tChQ4SHh/OXv/yFoUOH4u/vj8Fg4MKFC+zYsYOffvqJjIwMHnrooXqJ7UZ69erFokWLiI6OZtasWTRr1oy4uDgWLVrE+vXrAfNUyFmzZpU79umnn2bTpk1s2rSJtWvXEh4ezqxZs+jfvz9eXl7k5uZy5swZtm7dysqVK9Hr9cydO7fWsT700EOsWrWKvLw8hg4dyjPPPEPPnj1RVZXdu3fz3//+l6SkJPr371/lenADBgxgy5YtHDhwgNdee41x48ZZ1jB0dnYus77gY489xqxZs0hOTmbw4MG88MILtGvXjoyMDH777TcWLVpEr169qjyfLa6xJkpKSsosqVFSUkJWVhYxMTHs2rWLH374wfLmi6enJ8uXL79hiXx7ubYbWbx4MX379qW4uJjbbruNxx9/nIkTJ+Lm5saRI0d47bXXLAnmvHnzGtw9q0I0aqoQQjRiP/74oxoaGqoCN/zo2LGjun79+nJtXN3+0ksvVXiO0tJSde7cuaqiKFW2//DDD9e47fT0dHXgwIFVttuhQwc1JibmJp6l8q62PXTo0Aq3l5aWqk8//bSq1Wpv+Ly6urqq+fn5ZY7/4osvLNujo6MrjeOll16y7FeVhx9+WAXUFi1alNu2ZcsWSxvr169XR48eXWms7du3V+Pj4ys9T35+vvrQQw9Vqz+FhYXV+nqueuSRRyptX6vVqu++++4N27x8+bLq4+NTYRt//PkajUb1jjvuqPScnTp1UhMSEqrst7a4xupo0aJFtX5uV887ZcqUG/5eVdXv6urabvQ34nrV+b1av3696uHhUeX1z5kzRzUajTc8nxCi/sj0SCFEozZlyhTOnDnD8uXLeeCBB2jXrh3e3t7odDp8fHzo0aMHjz32GJs2beL48eOMHj26xufQarV88MEHHDx4kJkzZ9K2bVtcXV1xcXGhTZs2jB8/nk8//ZR33nmnxm37+Piwfft2li1bxtixYwkMDMTBwQFfX1+GDRvGwoULiYyMpEWLFjVu+2ZotVpef/11Tp48yd///ne6d++Ot7c3Wq0Wd3d3OnbsyP33389XX31FYmIizs7O9RpfZRwdHVm7di0fffQR/fr1w8vLCxcXFzp37swrr7zC4cOHCQ4OrvR4Z2dnvvrqKw4ePMjs2bPp2LEjnp6e6HQ6vLy86NatG9OnT+eHH37g1KlTNx3vkiVLWLZsGYMHD8bd3R0nJydatGjBgw8+yO7du3niiSdu2EZISAj79+9n+vTptG7d2nKPW0U0Gg0//PADH374Ib1798bV1RVXV1e6dOnCq6++yr59++p8TcK6uMab4eLiQlBQEJ07d+aBBx7g/fff59KlS/z44483/Xtl62uryOjRozl//jzPPvss3bp1w8PDAycnJ5o3b87999/Pjh07WLhwYZlqokII21NUVRbjEEII0Xht3bqV4cOHA7BlyxaGDRtm24CEEEKIGpK3UYQQQgghhBDCjknSJoQQQgghhBB2TJI2IYQQQgghhLBjkrQJIYQQQgghhB2TpE0IIYQQQggh7JhUjxRCCCGEEEIIO6azdQC3EpPJREJCAu7u7iiKYutwhBBCCCGEEDaiqiq5ubkEBwffcG1ESdrqUUJCAs2aNbN1GEIIIYQQQgg7ERcXR9OmTavcR5K2euTu7g6YfzAeHh42jcVkMpGamoq/v/8NM3shakv6mbA26WPC2qSPCWuTPnbrysnJoVmzZpYcoSqStNWjq1MiPTw87CJpKywsxMPDQ/5ACKuRfiasTfqYsDbpY8LapI+J6tw2JT1DCCGEEEIIIeyYJG1CCCGEEEIIYcckaRNCCCGEEEIIOyZJmxBCCCGEEELYMUnahBBCCCGEEMKOSdImhBBCCCGEEHZMkjYhhBBCCCGEsGOStAkhhBBCCCGEHZOkTQghhBBCCCHsmCRtQgghhBBCCGHHJGkTQgghhBBCCDsmSZsQQgghhBBC2DFJ2oQQQgghhBDCjknSJoQQQgghhKg/CQmwfTuUlto6kgZDkjYhhBBCCCFE/dm+DZZ/CIv/C0ajraNpECRpE0IIIYQQQtSfkaHAZTi6Hr76CFTV1hHZPUnahBBCCCGEmckEplLgMGCwdTSisVFVIAX8T8KcYaApgH2/wDefSeJ2A5K0CSGEEEIIsxMn4O9zYMVi4JytoxGNya5d8NG7kL8ByIYufeHRyaAYYPsK+Gm5JG5VkKRNCCGEEEKYRUVBfgYYUmD7D5B8ydYRicYgNha+WQ7HNsG+7UAYoEDv9vDgRCAHfl8Ga3+2caD2S5I2IYQQQghhHuU4fhzIhch0WL4JNn5v66hEQ2cwwCefQGkKdHGEYcMB3bXtAzvDPWNByQbvi0ChrSK1a3aZtG3evJlHH32U9u3b4+rqSkhICJMmTeLQoUNl9lNVlffff5/27dvj5OREUFAQs2fPJjMzs9rn2rhxI/3798fFxQU/Pz+mTZtGSkpKXV+SEEIIIYR9S06G9CTQFcGMMYAG9mwGQ66tIxMNlarCkiWQHgt+efBIBCiu5fcb2RPmT4f+JmAbUFTfkdo9u0zaFi1aRExMDE888QRr1qzhvffeIyUlhX79+rF582bLfvPmzeOpp55i0qRJ/Pbbb/zzn//km2++ISIigpKSkhueZ9u2bYwbN47AwEB++eUX3nvvPTZu3MjIkSMpKpLOIoQQQohbSFQUUABtPaFjB2jWFEqyYbtMWRO1tHo1RB0GhxSY1R9cmla+b5MmmKdNHoWcdXD8cH1F2SDobrxL/fvwww8JCAgo89jYsWNp3bo1//73vxkxYgTx8fG89957zJkzh9dffx2AiIgIAgICuO+++/jyyy/585//XOV5/vGPf9C2bVt++OEHdDrzUxEWFsbAgQNZsmQJs2fPts4FCiGEEELYm6goIB86BYGig1G94ItLsHU1RNwHOrt82Sjs1YkT8NuvQBLc3w6adavGQXrIDYA334c0N5j9EnTpYeVAGwa7HGn7Y8IG4ObmRnh4OHFxcQDs3bsXo9HI+PHjy+w3YcIEAH788ccqzxEfH8+BAwd48MEHLQkbwIABA2jbti0//yzvKgkhhBDiFlFUBGdPA7nQuY35sV5twMMHshLg8BabhicaIFcX8C6AIV7QfxjVTjvcfCCsNZiS4ZMFcPqkFYNsOOwyaatIdnY2hw8fpmPHjgAUFxcD4OTkVGY/BwcHFEXh2LFjVbYXFRUFQJcuXcpt69Kli2V7bRkMhgo/KtsmhBBCCGEzpaUwtj9094eA5ubHdFoY1hMogY0/STl2UTOhJfB8F7hnDOB0w90tFAUeHgddO0BpEnw0Hy6et1aUDUaDGeeeM2cOBoOB5557DoDw8HAAdu3axfDhwy377d69G1VVSU9Pr7K9q9t9fHzKbfPx8bnh8Tfi5uZW6bbg4OByjxmNxps6X02ZTCZUVcVkMtXrecWtRfqZsDbpY8Labpk+5uwME7oBqWByAq4kaIPCUdbsQvXIhYI00PvaMMjGqdH1sYwM8DECO8HZHfABUw0TfkUD0yfCRyUopy7A+y+gPvUfaNbcGhHbTE1+5g0iaXvhhRdYvnw5H3zwAT179gSga9euDBkyhDfffJN27doRERHByZMnmTVrFlqtFo2meoOIiqLU6HFrqe+KlSaTiezsbFRVrfZzJURNST8T1iZ9TFjbrdXHYgGvPzzmgvK3GaiumZBzEXLq903mW0Fj6mMOBw6g/2kFhVPaU9LbBwi6idZ0MGUyrp/9gDYmHvW1ZzHM/iemCm6jaqhyc6tfmdXuk7aXX36ZV155hVdffZW5c+eW2bZixQqmTZvGPffcA4CjoyNPPfUUGzduJCsrq8p2fX3N7xRVNKKWkZFR4QhcTeTl5ZV7LCcnh+DgYC5fvoyHh0eZba6uFZQ/tSKTyYSiKPj7+zf4PxDCfkk/E9YmfUxY2y3Rx9LTIe40tI8DvWcFO7gCWUA00A1wqMfgGr9G08fi4lDWrQWHDJw5BwG3Azc7COIAz0yBd75FKUrHOTgXfDrVRbR2Qa/XV3tfu07aXn75ZebPn8/8+fN59tlny20PCAhgzZo1pKSkkJSURIsWLXB2duajjz7irrvuqrLtTp3MP/Djx4+XK2Zy/Phxy/baqigJuzoF0t3dHXd395tqvy4oioJGo2nYfyCE3ZN+JqxN+piwtkbfxw4fhp++hC5FMOdhKn6hHQAZp+DyRuhyWz0H2Pg1+D6Wnw+LF1sW0FYmjDZXIK0Lbnp48l5QU1A8IgE/oF3dtG1jNfl5223PWLBgAfPnz+f555/npZdeqnLfgIAAunTpgqenJx9//DEGg6HcqNwfhYSE0KdPH77++usy95Pt3buXM2fOMGXKlDq5DiGEEEIIuxYVBRigYxMqfWkYlw3PrYXPP4HCgvqMTtg7VYUvvoC0GPDNg0cjQKm8tkOtuLuARyjm8aYtELUWbrFCfnY50vb222/z4osvMnbsWG677Tb27t1bZnu/fv0A+PTTTwFo1aoVWVlZrF27ls8//5x///vf9OhRdk0HnU7H0KFD2bRpk+Wx119/nYiICO6++24ee+wxUlJS+Oc//0mnTp145JFHrHyVQgghhBA2VlAA588CedCpTeX7NfUD/yaQnAx7VsPwqmc0iVvI2rVw7CDoUmDWwKoX0L5pwXBwF3z2LTTfAn/7F9RgimFDZpdJ26pVqwBYt24d69atK7ddvVJyVlVV3n33XWJjY9FoNHTv3p2ff/6ZSZMmlTvGaDSWq9A4bNgw1qxZw4svvsjEiRNxcXFhwoQJvPnmm+WWEhBCCCGEaHROnQJTPjRxBL9mle+nKDCyF3zzC2z6BYZOgYY6lU/UnZgY+HUlkAT3tYXm3a1/zpAO4LofYvfDwlfhry+Ao6P1z2tjdpm0bd26tVr7zZw5k5kzZ1ZrX7WStUUiIiKIiIiobmhCCCGEEI3H8eNAAXTy54ZrafVrBys9ITUWju+CroPrI0Jhz5o3g9vaQHYuDBxOvdx5FeQDT94Pby+Fczvh4zfgsX+Czi7Tmjojb5EIIYQQQtyKVPXK/Wy50Cn0xvs7OcDgHkCRebFtITQXYaIT3D+OGi2gfbOaBcDj94FjKZzYDJ+9A41lnbtKSNImhBBCCHErSkyEnDRwKoE2VdzPdr3hXUDjDGcjIe6cVcMTdmzfPihJAHYADqB4138MrYLhsXtBVwRH1sFXH5rfiGikJGkTQgghhLgVBQfDK7NgRnfQVbQ+WwW83aBnR3Oil3jEuvEJ+7R3LyxZDG/+A0rTgBDbxdKhBcy8CzT54HweyLZdLFbWuCd/CiGEEEKIyvkXgn8INXof/65BcH9rcNYARkBrpeCE3bl8Gb5eBqRAZ1/QtebmF9C+SV1bw7PToWkmKJuBCMD26yHXNRlpE0IIIYS4JZUAsYBXzQ7zcgPnZsDlKx/ilpCfDx9/DCXJ0FEHt0UADraOyqxZICitgQtQuhGO7LZ1RHVOkjYhhBBCiFvNkSPw0Ztw5DhQzamRZTiBaoJzm6CkuK6jE/ZGVeHLLyE1BnwNMH00aDxsHdUf6MAUBou+hI8XwObyy4Y1ZJK0CSGEEELcaiIj4eghiE4BarnG1cdR8NYXsP/3uoxM2KP16+HoAdAlw1/6gKs1F9C+CRonCO0AZMD/3ofdW20dUZ2RpE0IIYQQ4laiqnCiBqX+K9MqFCiBTSsbddW+W15hIWz8HUiGqW2gRT0soH0zJgyAUQOBDFj6FhzaZ+uI6oQkbUIIIYQQt5LYWMhNB30ptGpd+3YGhYOTO8SfgzOH6y4+YV/0TvB/Y+GOYBg0HLsvPKMocNcwGNQT1DT47N8QFWnrqG6aJG1CCCGEELeSqCigEMJ9QHsT9yW5OMGArkARbPqhrqITduc8+J6GcUNA0ds6mOpRFLh/NPTuAqZk8z1uZ0/bOqqbIkmbEEIIIcSt5PhxwACdgrnpl4IjuoLiCMf2QXJcXUQn7MXKlXBsG7ATc5VIGyygfTM0GnhkPHRpD9oU4DhgsnVUtSZJmxBCCCHErSI3F2IvArnQse3NtxfgBZ3bAQWwWUbbGo19+2DtKvjo35ASi00X0L4ZWi3MnATP3A1tLwNHgIZ5/6UkbUIIIYQQt4rcXGjdBFq4gldQ3bQ5sgeggfMHQDXWTZvCdhISri2gPS4IArpg8wW0b4aDDoLDAB9gJyRsgORkW0dVYzpbByCEEEIIIepJcDDMuwNM7tS61P8ftQuBJ++EdhpQEgE7LQcvbqyw0LyAdnESdNDCRDtaQPum+UBcKix8Ax76KwTebuuAakRG2oQQQgghbhkqEAMa97prUlGgQxvQGIEzddeuqF9XF9BOvgjeeTAjwg4X0L5JXs1gxhDomAE0rEXhJWkTQgghhLgV5OaCIR5IATytcIIAKDkDaees0Lawug0b4Mg+0KXArD7g1tzWEdU9dxdoEwoYaWj3tknSJoQQQghxK9i8Gf4+D37ZB7jVfftnDfB//4PP3q37toX1ZaQAyXBvKwjtYetoxB/IPW1CCCGEELeCqChQ8yCwCVYpLNHEGwq0EH0CLp6Alh3r/hzCeqa2gV5doVV37H4B7VuQjLQJIYQQQjR22dlwKRrIg/A6KPVfEQ8X6NMJKJTFthsKoxFMJuA8sB9adwDF2dZRiQpI0iaEEEII0didOAEUmEv9ezSx3nlGdgcc4PCuK9PthF378Ud479+QuwHzBLwGtoD2LUSSNiGEEEKIxi4qCiiAzoFYtYR7Uz9o3wpMubBFRtvsUlER7N0L77wDm9bD6e0Qc4EGu4D2LULuaRNCCCGEaMyMRjh5AsiFTvVQYGJkDzh9Fnb+DhMeBSe99c8pqqaqcOEC7N4Nhw5CYSaQB2TDpFDoPIAGvYD2LUCSNiGEEEKIxuziRSjIBjcVWoRZ/3ydQyEgEFJS4eQO6B5h/XOKqhUWwrtvQEkWkAV+CgxoCv2GgG8okhLYP/kJCSGEEEI0ZsHB8NBoKNpet4tqV0ZR4P7R4JEAwU7WP58oq6QEjhwxJ+tTpwDx4HwR+pugVIEB/a8UHHG1daSiBiRpE0IIIYRozFxdYaA/0J56mwLXvingApwBumKdxbyFhapCdLR5+uOB/VCYBeTCkFQILgEUuH8I5p+DlLRoiCRpE0IIIYRo1AqBOMCrns/rDZwBQxS4Dqznc98icnJgzx5zspYUh+U+NV+gf4h5SiyhWLX4jKgXkrQJIYQQQjRWUVGQfAy6xoNfp/o9twosPQn718Ozn0BIq/o9/63gwmn46SsgFxwM0NMPBvSBtuGguNk6OlGHJGkTQgghhGisduyAyN+h0Adu61a/51YUKNJDqQE2rYCH/lm/529MVBViY80jav5+ENEdiIXOp6FzEXQPhZ5dQB+ATH9snCRpE0IIIYRojEpL4dRJzKX+e9smhlE94NBx2LcNJs8Cdy/bxNFQ5eSY11TbvRsSLwF54KvCqGGgFIDOA+beBzjaOFBhbZK0CSGEEEI0RufPQ1EOeADN66HUf0XCAiG0OcTEwLafYcIjtomjoTl2zDxKGnUMTHlAjnn6Y3c/GNAW8/2CzW0cpKhPdjl+unnzZh599FHat2+Pq6srISEhTJo0iUOHDpXZT1VVPv30U3r27ImHhwe+vr4MHTqU1atXV+s8w4YNQ1GUch9jx461xmUJIYQQQtSfqCigADr52e7+JkWBUb0AFbatMY/+ifJU1fxh/gYit8OxTWA6Dy1z4IEW8Ma9MP1+6NAPlHpYukHYFbscaVu0aBHp6ek88cQThIeHk5qayttvv02/fv1Yv349I0aMAOCll15iwYIFzJo1i9dee43CwkI++OADJkyYwI8//siUKVNueK6WLVuyfPnyMo95eXlZ47KEEEIIIepPVBSQBx072DaOHi3B2w8yk+DA79B/vG3jsRe5uXDpEkRH47p9O8x6CFrqgPMwJAvc3aF/P2jSCpn+KOwyafvwww8JCAgo89jYsWNp3bo1//73vy1J25IlSxg0aBCLFi2y7BcREUGTJk346quvqpW0OTs7069fv7q9ACGEEEIIW0pLg8Q40BRAeDvbxqLVwvBe8NNa2P7brZu0ZWXBzp3mRO3SJchMBYpQ1GK0Bfmw5wNo2QZwhNBWENrVxgELe2KXSdsfEzYANzc3wsPDiYuLszzm4OCAp2fZxRr1er3lQwghhBDilhQfD7oSCHMDF39bRwODwkHNhsFtMK8l1kjL0asqZGRcS8yaN4fu3QADFMXAqqVAEZAPSjEE6FGbelLg3w79qLZAIKC14QUIe2WXSVtFsrOzOXz4sGWUDeCJJ55g3rx5fP7550yZMoXCwkLefPNNsrOz+etf/1qtdi9cuICPjw85OTm0aNGCqVOn8vzzz+Ps7HxT8RoMhkofMxgMaLVlfyFdXV1v6nxCCCGEEBZdu8J/Z0DOFuzi5Z6rHsYOBc4CF4EuNg6ojpSUmIuGxMZeSdRiwZANFJs/ereA7meBHAjIg4FaCAmCFiHQNBj03mDSUZICuAIotrwaYcfs4Le4eubMmYPBYOC5556zPPbkk0/i7OzMnDlzmDFjBgA+Pj6sWrWKgQMH3rDNQYMGce+999K+fXsKCgpYu3Ytb7zxBjt37mTLli1oNLWv0+LmVvk7SMHBweUeMxqNtT5XbZhMJlRVxWQy1et5xa1F+pmwNuljwtoabh8zgUM8+DYBk3rj3euFArgDJ8DYCrQ39wZ5vVJVSE42J2Y6HfToAZjAlIXy6TtgKsQygqYpRQ1xhWae0KEUTFmYMzJfeOAPC4ybwGRSUVVocF2swTNd+bBhBDX4oTeIpO2FF15g+fLlfPDBB/Ts2dPy+BdffMETTzzB3LlzGTduHMXFxSxdupRJkybx008/MWbMmCrbfeWVV8p8P378eEJDQ5k3bx6//PILkydPtsr1VCQlJaXezgXmTpKdnY2qqjeVnApRFelnwtqkjwlra5B9zGQCTS6QD/jYOpoytNFG9GtWYAyJpfCOabYOp1KapCS08fFoL19GEx+PNiEepcgAlGJs5o+haTqQCRTi3E6D6uiOMSQUY0gQpqAmoHPBMs3xBi/xTCbIzjbnhQ2lizVsOsxvIKQBDjaNJDc3t9r7Kqqq2svbLxV6+eWXmT9/Pq+++irPPvus5fHMzExCQkJ49NFHWbhwYZljhg0bRmxsLNHR0TU+X3JyMk2aNOHpp5/m9ddfr3XcFU2PzMnJITg4mMuXL+Ph4VFmW31PjzSZTKSmpuLv799w/gmJBkf6mbA26WPC2hpkH/v+ezi3C27TQbfhto6mrFNxKO99A07eqP/5Blzs5N623FxztUYAjCjPPQ3pyZinORaYPxxMqM3cIMwH7u4JuGAeQXPhZlbRMplUUlPB3x80GpkeaX1ZQAlwH+Bk00hycnLw9vYmOzu7XG7wR3Y90nY1YZs/f36ZhA3gzJkzFBQU0Lt373LH9erVi23btpGXl1flNMWq3Owf5oqSsKtTIN3d3XF3t/36GoqioNFoGs4/IdEgST8T1iZ9TFhbg+tjJ05AynlQOoO9JQHhzSAkGBISUPashog/2S4WVYWTJ2HNGshMgQUPgDYJSIH2GZCaC829zMVEmgdDkyAUjSvWKBSiKOZRNkna6pMGWy9ZXZO/KXabtC1YsID58+fz/PPP89JLL5XbfvW+sL179/Lwww9bHldVlb179+Lt7V2r0auvvvoKQJYBEEIIIUTDk5ICKfGgLYQObW0dTXmKAiN7wbKVsHkVjLy3/ucEqiocOWJO1uIuAtmgy4JYLbQMBtzg4XGAM7Z+US/EVXaZtL399tu8+OKLjB07lttuu429e/eW2d6vXz+aN2/OlClTWLx4MU5OTowfP56ioiK++uordu3axYIFC1CUa+9W6HQ6hg4dyqZNmwDYsWMHr776KpMnT6Zly5YUFhaydu1aFi9ezIgRI5g4cWK9XrMQQgghxE07cQIohDYeoPezdTQV69sWfvaCjMsQuQ161NMUTqMR9u+HdesgKRbIBsccGBIEEUPAqwVSbl/YK7tM2latWgXAunXrWLduXbntV2/DW758OQsXLmTZsmUsWbIEBwcH2rZty9dff819991X5hij0VimQmNQUBBarZYFCxaQlpaGoii0adOGf/3rX/z9739vOFMghBBCCCGuOn4cyIeOdrzel4MOhvSANZtg40/1l7RdugRffgxkgYsBRjSFEaPBNRgZURP2zi6Ttq1bt1ZrP71ez7x585g3b94N9/1jvZXWrVuzevXq2oQnhBBCCGF/iovhzGkgFzrfeOkjmxrWGdbvhgtREHMaQtvX/TkKCiAmBjp0AJIhLBZ6m6B5AAzpA/pAZF000VDYZdImhBBCCCFq6OxZKM0DXy00aW7raKrm6QoTB0FALjQvrdu2c3Nh82bYshlKs+E/k8E9HsiHGaMBr7o9nxD1QJI2IYQQQojGwM0N+rYBHw0oLraO5sbG9QHigFNAe276ZWlmJmzYANu3QUkWkAlBQOYBcO8ANLu59oWwIUnahBBCCCEag9BQeLQ7DWskKRC4BOolUFrWromsLFi1CvbsBmMWkAktdDCuA3TrBYqdrAUnxE2QpE0IIYQQolHIA5IAT1sHUn0lGth8Bva/BM98Bo61Wey4BPauA2MqtHWGcd2hQ7eGMdooRDVJ0iaEEEII0dDFxIAuHkKyQGlt62iqT6uB7UmQlgZ718CQyTc+5uJF86LYEyKAi+B1HO71gpBW0KoLUJvETwj7JkmbEEIIIURD9/PPcHor3BcCQ9vZOprq02hgRC/4/jfY9CsMvsO8APcfqSqcPg1r18KZE0AOdLkAzUsAFxgyEnCo39iFqEeStAkhhBBCNGSFhXDuDJAL7VvZOpqaG9gBft0GSRfh5H7o2PfaNlWFo0fNyVrMOSAbtFnQzw9cS4BW3OovZ0tLFYqKNCgKuLgYLY+dOOFOUZHG8lFYqKGoSEtRkYZmzQoYPDjD0oaqVpwrC/txa/dyIYQQQoiG7swZMBrA3wECGmCFRL0jDOoBG7fBxh+uJW0pKfDRR5AYC2SBQw4MCYKIweAdit0uHl4DRUUaIiPdOXvWCScnDSUl2jKJVqdOuYwalQZAbq6W//u/DmW2FxVpMZrzNEaOTOPJJ6MBc9L2/POVj7gOHJhpSdpKSxX+8Y9w+vTJZOzYVLy9S6x70aJWJGkTQgghhGjIjh8HCqCTPyjOto6mdoZ3gU174eQhSIiG4DDwAQrOg3MSDA+BEaPAvSmgsXW0N6W4WMHRUQUgPl7PggVtKS4GR8fyo11arWpJ2rRaiI2t/OdbXHzteXFyMtGiRQF6vQknJxNOTsYrn80frVsbLPvu3evN+fMunD/vwvffBzNoUAYTJiTTrp2hotMIG5GkTQghhBCioVJViIoC8qBz3dzLlpLiSGamA23bGupvypyfB3TrAEeOQto+CL4EutMwuxkEDgHnJkDDnL9XXKwQFeXBwYOeHDzoRfv2efztbxcBCAvLp337PBwdi/H3N12XZJk/WrW6ljjp9UZeeeWMJQn74746nWrZV1Fg4cKoasXXr18m//jHBVatCuT0aTe2bvVl61Zf2rQxMHFiMoMGZeDgoN64IWFVkrQJIYQQQjRUCQmQmQIORdC2zU03l52t48knO5Kbq6NtWwNTp8bTq1d2/SRv43pD1EkoOYR5/bYACO1PQ0zWUlIcOXjQi4MHPTl2zIOiomujYEVFGss9ZIoCb7xxkpQUCAgAjabya9VooGvXnDqPVadTGTIkgyFDMjh3zpXffgtk+3Yfzp1z5b//bUmLFgW0bJlf5+cVNSNJmxBCCCFEQ3XiBFAA7b3Awfumm/v00+bk5ppfHp4968q//tWW1q3zmTo1nj59sqybvLUIgLfmgmMp4G7FE9W9PxbyeOWVNkRHX1snzsenhF69sujVK5uuXXPstuhHmzYGnnrqIo8+eon16/2JiXEpk7CtW+dPixYFtG+fZ7fX0FhJ0iaEEEII0VCNGAHNksDhNDd7r1dBgYboaBcUBV588SzHjnmwZk0A58+7sHx5CH36ZNVJyFXSN5x78jIyHDh0yDzl8cQJdz777Ch6vQmAPn2ycHY2XUnUsggNLWhQSY6nZyn33JNY5rHsbB2LF7egpEShZct8br89mcGD0y335wnrkqRNCCGEEKKh0gEdFKDlTTfl7GzivfdOEBXlTrduOfTqlc2ddyaycmUTOnS4NrJSWKjh8GFP+vfPbFCJyM0ymeDMGTfLtMeLF13KbD9+3J3evbMBuP/+eBQl3hZhWk1pqcKwYels2+bLxYsuvPtuGEuWNGPMmFTGj0/Bz6/Y1iE2apK0CSGEEEI0WKlAJhBcJ63pdCrdul27b8rTs5SHH75cZp81awL44otmNG9ewNSpCQwcmIGmYRd0rJbVqwNZvLi55XtFMU8nvDrt8fqKjI0xmfX1LeGvf43mkUcusX59AKtXB5CW5siKFUH8+GMQ//jHBQYNyrhxQ6JWJGkTQgghhGiIVq2CwtMwOBeahNW6mQsXXDh0yJMpU5LKVCCsjFar4upq5NIlZ954oxXNmoVw770JDB6c3uCTN1WF8+ddLdMex41LYeRIc8n9Hj2ycXMz0qNHNr16ZdGjRzaenqU2jrj+ubsbueuuRCZPTmTfPm9++y2QU6fc6Nz5WrKfkuKIp2cpTk4mG0bauEjSJoQQQgjR0KgqbN8OOcegUx9oUrtmjEZ4//0wLl50IT9fy7Rpl294zKRJyYwalcaqVYGsXNmEuDg9b73Vkm+/DWbq1ASGDUuvXTA2kp2t4+hRDw4f9uTQIS+ysq69PPb19bIkbcHBhXz99WG0DX9N7zqh1cKAAZkMGJBJRoZDmQT2nXdaEhPjwujRqdx2WzIBATJ18mZJ0iaEEEII0dBcvgw5aeBUAm1qX+r/11+bcPGiC25uRu64I6nax7m6Gpk6NYHbb0/mt98CWLmyCfHxevbt87L7pO36So8FBRoefrg7RuO17c7OJrp3vzaadpWiIAlbJXx8SixfGwxaUlMdycvT8tNPTfj55yb06ZPFxInJdOliv5Uz7Z0kbUIIIYQQDc3x41hK/es8a9VEcrIjy5eHAPDoo5fw8qr5VD8XFyP33JPIxInJrF4dSO/eWZZtSUlOHDvmwYgRadWadmktqgqxsc5ERnpy5IgHJpPCggVnAHOC1rq1geJi5UrxlSzCw/NsGm9D5+pqZPHiYxw44MVvvwUSGenBvn1e7NvnRbNmhTz0UBz9+mXZOswGR5I2IYQQQoiGJioKyIdOzahNqX9VhUWLQikq0tC5cy6jRqXdVDjOzibuuqtsifjvvw9mwwY//ve/YO6+O4GRI9NwcKifZCgz04HISA+OHPHk6FEPMjIcLNs0GsjP1+LiYh5e+89/TtVbXLcKjQb69s2ib98s4uL0/PZbIJs3+xEXp6ew8Npw5R/XtxOVk6RNCCGEEKIhMRjg4nkgFzq1q1UTO3b4cOiQJw4OKnPmxFjlhXNYWD7e3iWkpDjy4YehV5K3REaNSq3ztb2Ki5UybX70USh793pZvnd0VOncOYfu3bPp1i0HZ+dr8yElYbOuZs0KmT07loceusyWLb5lKkz++msgR496MGFCCt27Z0sCVwVJ2oQQQgghGpKTJ0HNh2A9+ITU+PDSUoUvvmgGwL33JhASUljXEQIwcWIyY8aksH59AD/8EERamiOLFrXg+++Duf/+y0RE1H50T1UhOtrFMpp24oQ7H354nKCgIsBc6TE11ZHu3bPp3j2b9u3zZBFoG3N1NTJhQorle1U1L6OQmOjEgQNehIQUcttt5mqdV0dBxTWStN3CdCej4FAhjBkLOukKQgghRINQXAxeOujkDzjW+HCdTuWVV87w449B3Hln4o0PuAmOjqoleduwwd+SvKWkONW4rexsHQcPenHkiAeRkZ5kZ5d97RIV5W5J2saOTWHcuJSKmhF2QlFg/vwzrF4dyMaNfsTH61m8uDlLlzZl1Kg0JkxIttobCg2RoqqqvO1QT3JycvD09CQ7OxsPDw+bxmIqKiL/H9NwLcxGCewAUx+Fjh1tGpNofEwmEykpKQQEBKBp6Iv3CLskfUxYm332MRXUn6E0HhxCbR1MjZSUKGza5MfAgRm4u5tHU6Ki3Dl3zpVx41LQ66+t61VYqKGkRLHst2+fF6+8cq1Spl5vujLl0TztMSSksEFOrzOZVFJSICAANJoGeAF1oKBAw5Ytfvz2WyBxcXoABg/O4OmnL1jhbJlACfAAUPM3D+pSTXIDGV65Vel0FI3thevmnyDlALx/EboNg3seAF9fW0cnhBBCiEplg5IKDj41Oqq4WCE21oU2bQxWiuvGHBxUxo5NtXyvqrB0aVNOnXLjhx+CLMsOHDniyalTbtx5ZyIPPBAPQOfOubRrZ6Br1xzLlEep8tg4ODubGD/ePDp67JgHq1YFMnFismV7fLye/fu9iIhIxc3t1pw6KUnbrUpRKOnRDnXY3Sirz8HmwxD5K5w4AGPvgTHjwMHhxu0IIYQQov5kZ4N7EmjyqOmK2v/7XwgrVgRx333xTJ2aYJ34aiEiIpXMTAeSkpxYurRpmW0xMS6Wr11cjLz11sn6Dk/UI0WBrl1z6No1p8zjq1YFsnp1AF9/3ZThw81TJ0NDC2wUpW1UK2lbunRpnZ3woYceqrO2RB3QO8DdY2FgT/juNzhzAVZ9DK19oP0gW0cnhBBCiOt99BGkHYG/tIK2bat9WEyMMz/+GISqQmhovhUDrBlFgYiINEaMSGPbNl9+/90fNzcjPXpk061btuUeNXFra98+jxMn3ImJcWb9en/Wr/enU6dcJk5Mpm/fzFti0fNqJW3Tpk1DqaNJwpK02algf3hqGhw6AedOQPsTmLtHFyjSgpNt5/wKIYQQt7zcXIi9CGoKBAyp9mEmEyxcGIbRCP37Z9rlwsZaLYwYkc6IEem2DkXYoWHD0hk6NJ0TJ9z57bdA9uzxJirKnagod1q2zOfdd080yPsZa6La0yO7du3KpEmTan2ilStXcuzYsVofL+qBokCvTuYPMoAdkH0M/rUHhtwOY8dL8iaEEELYysmToBZAMxfwCqr2YWvWBHDmjCvOzib+8pdYKwbYcOVcLiZut4GATnr82utRbtGCIPZMUaBTp1w6dcolLc2RtWsDWLfOnx49rq3vpqrmUeWwsMY3dbLaSVu3bt146aWXan2imJgYSdoaFB/AE/ZtgrzTsCYR9myGex6B7t1l+XohhBCivh0/DuRDpwCqW+o/Lc2Rr74yr8k2bVocvr4l1ouvgUqJKmD7K0mUGMwFLpw8tQT3dqVpP1eadHNG52QvVUPrXlZhHi4OTjhqG1YdAz+/Yh588DL33htPScm1n8+RI5689FJb2rfPY+LEZAYMyGw0xWqqlbR5eHjg4uJy4x2r4OzsXO0y95s3b+brr79m9+7dxMXF4eXlRa9evXjxxRfp2bOnZT9VVfnss8/4+OOPOXfuHA4ODnTq1Imnn36a2267rVrn2rhxIy+88AJHjx7FxcWFCRMm8MYbbxAQEFCr62xctBARAQHN4fv1kB4Jn7wMHQbAvQ9BUPXf5RNCCCHETTCZ4OQJIBc6da3WIaoKH3/cgsJCDR065Mm6ZZVIPJxPicGIe4gjhVlGirKNRG/MIXpjDs4+OiZ92aLObhOytYKSIo4lx3A48QKHEy+SZMhEAfxdPAnx8KWphy/B7lc/++Dv4mnX1+7oqOLoeK2a5KVLzuh0KqdPu3H6tBve3iWMG5fC2LGpeHs37Dcs7HKdtrvvvpv09HTuvvtuwsPDSU1N5e233+bgwYOsX7+eESNGAPDiiy+yYMECZs2axZQpUygsLOSDDz5gw4YN/Pjjj0yZMqXK82zbto1Ro0Zx2223MWfOHFJSUnjmmWfw9vbm4MGDONXxVEC7WqfNZCIlZQ0BAbFoNM1vfEBxCazfAev2QakeNAEw5m64407rBysaLPtc30g0JtLHhLXZTR+7eBFe/xe4xMHbj4DG84aHqCps3OjHV18149//Pk3z5o1vylhdUFWVc6tzaDXaHUWjkHqygMt787m8z4B/Bz0D5gVa9tv1RjK+bfU07euCe3DNFzaviDXXaVNVlZisZA5cPs+e0+c4HhdLcbERzxbXYs+KKUZRwD3YAY1D2fM7anUEu/kQ7O5DUw8/gt19CPHwJcTdB3enmxvQsZaMDAfWr/dn7doAMjPNI4g6ncqAAZk8/ng0en06DXGdNrtM2q7+cbxeXl4erVu3plOnTmzcuBGApk2bEhYWxo4dOyz7FRYW0qRJE4YOHcovv/xS5Xn69OmDwWDg6NGj6HTmQcfdu3czcOBAPvroI2bPnl2n19Wgk7ar0jLhf2vgWCyMGgJ3PwEEWy1O0bDZzYsd0WhJHxPWZjd97JdfYM030MsEf34QqP6L++JiBUdHu3u5ZzOqqnJxQy6hw9zQOlb+M1VVFWORik5v3icrpoi1j8dZtns0cySkr3kapW9bp1qPSNV10pZTlM+hSxfYcewMB2LPk5adS3GeCdVk7gNeJR5M+VNX+oS2oaUSzMo5MWTqsshxzcWxXzGmNgUkFWSQZMii1FT5mmjujs6WEbkQd98ryZwvQe7edjHdsrRUYfdub1atCuT0aTdatCjggw+iUBRZXLvOVDQ10c3NjfDwcOLirv2yODg44OlZ9p0mvV5v+ahKfHw8Bw4c4D//+Y8lYQMYMGAAbdu25eeff67zpK1R8POGOfdD1DloXQqsBDpDYhMwuUBIiI0DFEIIIRqhHj1APQqt8qhOwlZaqlju5alNwnZ5r4Gcy8V0uNPLrqfH1ZTJqHLgw1Qubsgh8XA+A58JrPT6FEVBp7+2zdlXR89Z/lzeayDleAE5ccXkxBVz6odM9N46uk/3JXSoe31dioXRZCTqUhzHc6I5kniRcxmJZFwoJD+9FAAHk46WBU1prTanT/M2dOjchJbd3HF0NdfJn/BSSyK/yiDzfCGsNt/TN/Veb8LucCO9OIf43HTic9KJz80gPiedhLwM0vJzyC0u4FTaZU6lXS4Tj4KCv4tHmemWIVdG6OpzuqVOpzJkSAZDhmRw/rwLBQXaBl2SoVpJm6qqjB49mujoaJYtW0b//v2r3H/Pnj08+OCDtGnThrVr19ZJoNnZ2Rw+fNgyNRLgiSeeYN68eXz++eeW6ZFvvvkm2dnZ/PWvf62yvaioKAC6dOlSbluXLl3YtWvXTcVrMBgqfcxgMKD9w4ISrq6uN3W+etepzZUvskDdDcuPwAUVht8BEybBTd4DKYQQQojrNAuAZs2qtevJk268+WYrZs2KpW/frBqfqjDbyN53UygxGEk9WUi/pwJwcm/4C2GVFprY9UYyCQcMoCgE9XCpUQLh5K6l7W2etL3Nk2KDkcRD+VzeayDhYD6FmaU4eVx7jrJii8i8UExwbxerPHeXLmew7eAp9p0/z/H0GHILCwjo7IyDs3lUMMw3EO9kf3o2bU3vTmGEdHHHo6lDhdfbpJsLY7o6E7fLwNFlGeQlFHN4cRqnV2Yz+Nkm9GrlQ6/gNmWOKSwtJuFKEhefm05CbgaXr3ydX1JESn42KfnZHEm6WOa466dbBrp54eLghF7niF7n8IfP5R9z0lYcf3W0bm0/axPWVrWStl9++YVNmzYxa9asGyZsAP3792fs2LEsWrSI1atXV7soSFXmzJmDwWDgueeeszz25JNP4uzszJw5c5gxYwYAPj4+rFq1ioEDB1bZXnp6umX/P/Lx8bFsry03N7dKtwUHl59OaDRWPvxsDSaTCVVVMZkAbmbKhCcUOYPrMRTjRdj4Jezbijr5QejfX6pM3uKu9TOTrUMRjZT0MWFt9tPHkoFsoDlV/d8uKVH44INQUlMd2bvXi969M6vVetqZQhIO5NP5fm/2ZZwidsIl9KsCUPfD2r/GMfCZQHzbVj2LyZ4V5RjZviCJ9DOFaB0VBjwdSEgfV0ym2r0G0jlraDbIjWaD3DCVqiQfL8C/o97S3oXfcznzSxaKRsEv3HwPXEg/V9wCy08bNJlUVBWq6mLFxhJ2H7rAxm0niEyNJslY9nWq3uhEV20bRvbuQPcmLfHRu4NCmSRHVc0DMZVpOsCV4D4uXNyYy4nvMikxGHEJ0Fb4HDlqHAj1DCTUM7DM46qqkl1kID4ng4S8DC7npJmTu9x0kvIyKSotJTorheis2hXF0esccNI64OzgaEnknHWOOOnMn/U6B5yqSv60juh1Beh1CiEeJsC2v9c1+btSraTt22+/RavV8uKLL1a74RdeeIFPPvmE5cuX33TS9sILL7B8+XI++OCDMtUjv/jiC5544gnmzp3LuHHjKC4uZunSpUyaNImffvqJMWPG3LDtqobE61NKSv1WdDKZTGRng6rqufkp+o4w+V60HaNxXvk7mpTT8MlrGNd1pOCOuzE1bVoXIYsGyNzPslFVVe43ElYhfUxYmz30MYe9e1E9sihtrQXHql+6rVwZxIULzri7l3LbbZeozsuLjDMFHHoridIiExfUNBarP6OqUDrUiOtZb9rFtyb1b4V0ntqEFhEeDW66ZEFaCQfeSMSQVIKjm5YuTzbBIVRfreemehS0IS6kZVx7pNRZh2OgI7lxxVw+XMDlwwWwKB33Zo4EdHel1UQvtFeWEjCZuPKaDDQaUE0qOXFFnDmRSLxvAhe0lziVEUteZhHZCYVXzqjQzKEJXfxa0atVG7p2DsXZy1xcxJgHqXm1vxaPHh706ehGblwxWQYtGMzJ2Kmv0wnq44p3O+cqjwc3/HHD3605Xa8bwzCajKQVZJOYn06SIYOMwhyKSospMpZQaDR/vv77wtJiik0lFJVeq/pYXFSC+X60mxk5K8VRq+Oz0fcCtr33Ljc3t9r7Vitp279/Pz179qRJkybVbjgwMJBevXqxd+/eah9TkZdffplXXnmFV199lblz51oez8zMtIywvfXWW5bHx40bx7Bhw5g1axbR0dGVtuvr6wtQ4YhaRkZGhSNwNZGXV/63JScnh+DgYC5fvlzuZsP6nh5pMplQFPD3L6yDpO2KgDDoNwM270NZvRNS9uH26UXUJ1+Edh3r6CSiITH3MwV/f395QS2sQvqYsDab9zGjEWXLFig4ifrMUKjifdDLl/WsWxeCoyM8/ngMLVveeBZP8rECjr+fhFY1EdDLkVU+a3HIhQBXT9LyczD2zGaPz252pO+l/daWjL7cnXvmdUaraxi/b6qqsu5fSZRmlOAdrGPoy0F4Nqubqo9VCbjPk973eZKXXEL8XgPx+/NJPVFIcXIx6ftNDJztbZmMlBldjCnZyOXIHA6evcChxAtc0MWR45CHWxMHPJo5ouigWbAHfZV29G/XlsG92+HjZc3XjhqCml0bWU04kE/StmyStmUT3NuFLg/64BVa0yIeWoLwoTM1e42tqqo5kSstprD0Rp+LKTSWUFBSTPGVz1ePLSgtpqi0hILSPJy0WgIC/LB1IZIb1eC4XrWStqSkJPr161fjQEJDQzl69GiNj7vq5ZdfZv78+cyfP59nn322zLYzZ85QUFBA7969yx3Xq1cvtm3bRl5eXqXTFDt16gTA8ePHGT9+fJltx48ft2yvrYqSsKtTIN3d3XF3r/8bVf9IURQ0mjouL+uog7EDoV9n+GE9JCajtDtzpTRxM2pS7Uo0DuZ+ppEX1MJqpI8Ja7NpH7twAQqzwc2EEhYGlfzPVlX46KMwjEaFXr2yGTo084YjYolH8tnxShKmYhNBPV1Ivyua2KgU3J30vDNmOiZVZVP0UdZ7HeH8+RSi4s5wUXORPRv3MrpVd4aHdrbbsu/XKPR53J/Dn6Yz+LkmuPjWbw0+jyBHPCY70mGyN0W5RhIO5mMsVtFoFDIL8zifnsi3bx7jrPEyya4pmBQTOIOiUXBxd6CLfygju4fTI6gVzT39bTbK6dtGT+txnlz8PYfEg/kkHiogdJgbne/3qXDKZ91ScNE64eJYuwQrL7mEwiwjfu2uJkhXq0dqrnzYTk3+plSr5zo4OFBcXFzjQEpKSsoV3KiuBQsWMH/+fJ5//nleeumlctuv3he2d+9eHn74Ycvjqqqyd+9evL29qxy9CgkJoU+fPnz99dfMmzfPEufevXs5c+YMTz75ZK3iFld4ecCMu6HIAJp44BcoaQ9fnICISRAWZusIhRBCCPsXFQXkQydf0FT+hu/vv/tz4oQ7Tk4mHnss5oa3lMcfMLDz30mYSlWCe7vSeq4jf924HYDp3SPw1JtfQ90VPpA7OwzgROolVu4/wOG8c8Rmp/Lp4d9Zcmgj/Zu3Z0zr7nQNDLOraZNFuUZLARD/Ds6MfjvEZvGpqkpqfjYXspK44JvI+YxELqxMIqvQQGmRiTSPQoxG0HtoaOYbSN9WbRjYqS1dg0LR66w/Klgdzj46+szxp/0dnhz7OoO4nXnEbMnl0o48Wo/zpOtDPpalEWxNVVXSzxYRv99A/L58smOL8ApzYtz71SvkY6+qlbQFBQVx8uTJGjd+8uTJCotu3Mjbb7/Niy++yNixY7ntttvKTbHs168fzZs3Z8qUKSxevBgnJyfGjx9PUVERX331Fbt27WLBggVlfjl1Oh1Dhw5l06ZNlsdef/11IiIiuPvuu3nsscdISUnhn//8J506deKRRx6pcdyiAk6uQEsgFzZ+B4cuwKGd0GM4dO4O4eHg5WXjIIUQQgg7FRUFGKBTW6qarXL+vDnJevDBywQEVP1Ge0FGKbteS8ZUqtK0vxsD/hHA/B3fUGwspUtAKCPDupbZX1EUOgW0oNOEFhiKC9kWG8X680fYvyeGVRePsCPmBIHuXkS06saolt3wc7HtWrRnVmVxfHkmI/8TjHeYk+Ua6oOqqiTlZXIhM4kLGVcStMwkcovLL2yuoNAqIJCItk0I1IUwvH0rgj1u7vYca/MIcWTQM01In1LI0aUZJEfmk3Q0nx6OvrYOjaTIfGJ35JGwP5/CrFLL44pGwdFNg7HYVOW6fPauWknbkCFDWLJkCfv27aNv377Vanjv3r2cPn2a6dOn1zioVatWAbBu3TrWrVtXbvvVyjfLly9n4cKFLFu2jCVLluDg4EDbtm35+uuvue+++8ocYzQay1VoHDZsGGvWrOHFF19k4sSJuLi4MGHCBN58802cnGw7x7XxcYeBEZBsgj2n4PDPcHgT4AxBoRDeFcaNAzuYNiqEEELYhcxMuBwLigE6tq9y1zlzYhg8OJ2OHW9c2MDZR0ev2X4kHimg/1MBbIs7TmRyNA4aLXP6jK8ywXF11DO+TS96FXXkm8+PcczjNOcN0ZS2yWR5/ja+Ob6dnkGtGN2qO71D2qDT1N9SAaqqcmxZBidXmCtmxu3KsyRt1mBSTSTkZpgTsyvJ2cXMZAwlheX21SoaWngG0MqnCa19gmjl3YRQr0CcdA7XFteuvPC43fFto2fEgmCSjuaj0SooV6btGotNXNyYS8sID7QO1k2UC7ONOHloLP314qZcYrea+7/OWUNQTxea9nUlqKd1ll2ob4paVe3PK/bv30+/fv1o374927dvx8/Pr8r909LSGDx4MGfPnmX37t3VTvQau5qsem5tJpOJlJQ1BATEotE0r9+TX0qAI0fg5CWIzQLVETSu8M6/QN8U8IWzF8HREZo3p+4qpYj6Zu5nKQQEBMj9RsIqpI8Ja7NpH9uxA77+GFrmwDOPUs332itlKlXR6K4vAa+SW1zA7NWLyCnK58Euw7mn46Bqt5cSVcCuN5LJzSrkgk8sqUMvEadPsmz3dHJhZFhXRrfqToiHdUdiTKUq+xemEr0pB4AuD/oSfnfdLQxuNBmJy0njQkYSFzLNI2jRWckUXlfZ8CoHjZZQr0BaeV9J0Hya0MIzAAdtxT8/S9IWUMd1Bmzg1M9ZRC5Jw8Xfgc73exM23N2S0N0sVVXJiSvh8j4D8fsMpJ8tYux7TS2JecKhfBIOGmja15WATs5l+npZV+9pewBbFyKpSW5Qrd/+Pn36MGPGDD777DO6du3K/Pnzuffee8s1npOTw3fffcf8+fNJTk7m0UcflYRNlNc82PwxCTDkwpmzkJYC+i2AHvCCH7ZBbC64+kL7LhDeETp0AF/bD78LIYQQ9eLSJcz3swVQ0Uu2ggINX37ZjHvvTcDHp3zycL2Lm3I49WMWI/8djN7L3JaiKCw5soGconxaePozpcON1+K9XkAnZ8a935RdbybjcKwV7X9qhcdoEyn9L7E57hhZhQZ+Or2Hn07voaN/cyJadmNQ83CcdHVbuKK00MTO15JIPJSPolHoPdefVhG1f3O81GQkNivFMsXxQmYS0VnJFBtLy+3rpHWgpXcgrbyDLKNoTT386nWE0Z44e2tx9tGRn1rCvndTOPVTFl0f8iWkT80WMr/KVKqSerKA+P35XN5nwJBUtp+nnym0JG3BPV0I7mnvhXFqr1ojbQClpaVMmzaNb775BkVRUBSFli1b4u/vD0BqaioXL15EVVVUVWXq1KksW7as1oVIGiMZaauOQjBlwuLf4VQyFII5kXMHnCGwOfTsB5Mm2TZMUS0yCiKsTfqYsDbb9jETpHwGTvng2arc1k8/bc6vvwbSsmU+7757otLiI+fXZXPgw1TAPALV8R5vACKTLvLCluUoKLwZMY12frVbV1U1qRz/NpMT/8sEVaX5EHf6/t2PQwnnWX/hCAcTzqNeWRDcxcGJoS06MbpVN1p5B930SFhxnpEtLyWScbYQraOGgf8MJKR31aXwS01GsgoNZBbkkVVoIKswj8xCA0l5mVzMTCI2O5VSU/nlEpx1jrTybkKrK9MbW/sEEeLhi0a5uX7RmEbaAEqLTJz9LZuTK7IoMZifR78Oero+7EtAx6rWeDNTVdXSL5Ii89nyQoJlm8ZBoUk3F0L6uBDc27WW1UAb8UgbmAt5fP3110yePJk333yTAwcOcP78ec6fP19mvz59+jBv3jzuuuuu2kUvbnF60ATBrIfBVArRMXDyLJy6BNHJkHwZUgyYi5v4g+oLG7ZA69YQGipTKYUQQjQiGRBQCpRfJ/fsWVdWrQoEYNq0uEoTtrOrszn0sTlhazvRi/C7vQAoKi3hw/1rALitTa9aJ2xgLvTQ5X4f/NrrOfBhKp3u9Uan0dK3aTv6Nm1Hen4Om6KPseFCJEmGTNaeP8Ta84cI8wpkdKvuDAvthJvjjV/MV0Sn1+DgosHBXUPPZ70obWogMinZkpBlFuaRWWBOysyf8yosCvJHbo568+jZdVMcg9x87KpCpr3SOWkIv9Ob1mM8OPljFmd/zSbtVCGnf86qNGkzpFyd9piPTxsnuj1snlkV0MkZtyAH/Ds607SvK026OdtNlcr6Vu2Rtj9KT08nMjKS9PR0VFXFz8+Pbt26WRatFuXJSNtNKjDAmXPgXgKtPABHSATmbwRcwNkL2ne9NpXyyiiwsB0ZBRHWJn1MWJtN+lhJCRw/Dj30wFqgbZnNpaUKf/tbONHRLgwfns7f/naxwmZO/5LFkc/SAGg/2Ytuj/hako6vIjfxw6nd+Dq789Fts3FxqJsRhz/eN5d8vAD/Dno0OgVVVTmeEsP680fYc/k0JVdGsxw0WgY260BEq250Dgi1xKiqKoWlxVcSr2sJWNlkLI8MQx4ZuXkoNbgEraLBS++Kt97N/NnZDV9nd8K8zfeiBbjW3f1wN9LYRtr+qCCjlOPfZtLudk/LwuYFmaWknigkM7qI+P35ZMcUWfZ3C3JgwifNy/SDuv1ZNPKRtj/y9fVl5MiRtT1ciJpzdoVu3a57oAjUWOjhBKcTID8ejlyAI78DzuAXAnf+CXr0sFHAQgghRA2VlMCHH8Kpw3BPCIwsPwL2yy9NiI52wd29lOnTL1XYzMkfMjn6VToA4fd40+WBa6NE0ZlJ/HR6DwCze42rs4QNKJOwpZ4qYMvzCfi0dWLQM01w8dPRJTCMLoFh5BblszUmit8vHCEmO4WtsVFsjY2iias33s6uliStyFj+Xr2iHCNF2UY8mjpaVkG4mrC5OzrjrXfD29kN7yvJ2PWJ2dVt7o7Ot/yoWX5+EUeOXKB5c3+aNbPeG91X13i73rGvM7j4e861BxQF/456mvZ1LXf/263+c7qqfpeFF6JOOUFwW/hLWzAZzTdsnzwLJ2PgQjKkxYNTKOZu7g8xeXDsFAwYADeogCqEEELUu5IS+Ogjc8LmlAQtmgJlk7bERCe++SYEgOnT4/D0LF8co6TAxPn15hfEne/3oeO93pYXvibVxAf7V2NSVQY0bU/fpu2sdzkGEzpnDemnC1n71zgGzAskqIe5UIS7kwsT2/VhQtvenM9I5PcLR9gWG0WSIZMkQ2aZdvQ6B3OypXeDJEcyDhhxKXamZ+tgOvT1x9vZPGLmqXe9ZQuA1ITJZGLDhkiWLdtCdnY+AN26hXH77X3p1au11ZMk1aRSmGlE76XDv5OekD6uBPdqHGX5ralGSduePXvYv38/gYGB3H777bi4NN4KLaKB0WghNMz8MR4oLICzZ6FNCfA74AiHzsLvsbD2Oxg4BsZPBB/7XsRSCCHELaKkBBYtgpOHzAnb472gdV+g7JTMb78NobhYoWvXHEaMSKuwKQdnDSNfDSb+QD5tb/Mss2312YOcy0jA1UHPX3qNtdbVABDcy5Wx7zZl52tJZF4oYuv8RDre40Xn+3wsZeAVRaGNbzBtfIOZ3iOCw4kXAMqMjul15il1Z1ZlcXhFOqgqzQa60X9CQINeLNlWDh26wMKFqwHw8XEjM9NAZGQ0kZHRBAV589JLfyIkxHq3OykahaEvBlmt/caq2knbjBkz+OKLL+jSpQsxMTE8//zzbNiwgbCwMGvGJ0Tt6J2hS9frHiiC1pkQdxlORcOO5bD7dxg8HsbdBl5etopUCCHEre5qwnbiIDheSdjalE/YAB57LAZPzxLGj08pU3xEVVWyoovxbmmeJ+ga4FAuYUs1ZLP02GYApnUbgY+zu9Uu6Sq3Jg5EvBHC4c/TOb8mmxP/yyT1VCED5gXi7F32Zahe58iAZh3KtaGqKkeXZnDqB/MIXJvbPOk506/O1v+6FRQVleDkZF5qoVev1vTt25YuXUIZP74XGRm5/PbbAX7/PZKiohICA70qPE7YVrUKkaxYsYKpU6fy/vvvM2fOHOLj4+natSv9+vXjt99+q484GwUpRGInzsfAqs1wOglwB10gjJ4CkybbOrJGR4pECGuTPiaszep9zGQy38MWdeBKwtYT2vajooStMqqqcvizdM79ls3AZwJpNsCtwn0WbP8fBxLO0cGvKa+Pmlbv9wrFbMvlwMJUSgtN9HrMnzbjPG94jKlUZd8HKcRszgXqftFse2DNQiS5ufl8++12du06xUcfzcbVVV/pvoWFxVy+nEbr1sEAGI1G/vKXj2je3J/bb+9D165hjeR5b8SFSLZs2QLAI488AkBISAgjRoxgw4YNNxmqEDbQOhSeehTORsMvm+D8BeAg0B1oTk3+UQohhBA3RaOBtgFwtuqE7dgxdzp3zi1X2l9VVQ4uSuP82mxQFIpyTRWeZlfcKQ4knEOn0fJ4nwnVfvFdl5X7Qoe649PKiYsbc2k9tnpvXqedKSRmSx6KRqHP4/60HGXbN70bitJSI6tXH+Dbb3dgMBQCsHv3KSIiuld6jF7vaEnYAM6ciSc5OYvk5CwOHDhH8+b+TJzYm+HDu8jomw1U69VpaGgoAGfOnLE8dvbsWZo0Kb9uiBANRtswmDcdnrgbIryAlcAaOLcNVv4E+fm2jU8IIcQtIBXGlMC/hlSasEVGevDcc+157rn2lJZeS6BUk8r+D1ItCVvfJ/xpPaZ8UpNXXMAnh9YBcFeHATTzrLxS4OXL1+6TS0rK5KmnPuPo0eibuL6yPJo60m3ataUHSvJNHFiUSlFu+cWsAQI6OtN7jj+Dn28iCVs1qKrKvn1nmDPnYz77bAMGQyGhoQG88soDVSZsFQkPb87HHz/GhAm90esduHQplQ8/XMO0ae/y5ZebyMjItdJViIpUa6RtxowZvPvuu9x999088cQT7Nq1i2PHjvH5559bOz4hrEtRILz1lW8KQD0HP2+FC8Ww5TeImAwjR4Fz7Rb9FEIIIcopLYXffoOxPUG/HUgB785UlLAVFWn48MNQAEJD89HpzHe1mIwq+95LIWZLLigK/f8WQOiwiu9R+zJyE1mFBkLcfbmn46BKwzp/PoG//30JgwaF89RTk/jmm21cuJDE889/zYAB7Zk+PYKAAK+bvPiyDn6cSsyWXBIO5DPwmUD82unJSypB0ZjvywMqTERFeaWlRubP/9aSZHt5ufLgg8MZNaprraf2hoT48pe/jOWBB4axcWMkq1YdIDk5ix9/3E3//u3w8bH+fZHCrFpJm4+PDwcOHOCFF17gs88+IyAggBUrVnDnnXdaOz4h6pEz0AoiiqBwK8SfgVWLYNOvMHoyjBgJTrad+yyEEKKBKy2FTz6BY/sg+gd4sjsorals8tO33waTlOSEn18xDz54GTAnbHveTubSDvO0wQH/CKT5oPL3sQFEpcSy/sIRAOb2uQ0HbcUv/UpLjbz77q+YTCqqqqLTaZk5cwxubnpWrz7I7t2nOXjwPHfdNYA77xyAo2PdTI9rP9mLtNOF5CWWsOmf8bSf4sXF33NxcNMQ8UaIlIGvAZ1Oi5+fOw4OWiZP7s9ddw3A2bluXre4uuqZNKkfEyf24cCBcxw5cpF27a4tR/Hzz3vw9HRh8OCOODjIimLWUK1CJKJu2FshkoSEtQQFxaDV3mKFSKpDVeHQcVi1DZLyAU9wbwZ3PQz9+ts6ugZDikQIa5M+JqytTvvY9QmbQxLM7Q7tB1BZwnbxogtPPdURkwleeOEcffpkAVfuY/s4jYu/5zDwmSY07eda4fHFxhL+uvZT4nPTGdOqO3P7TKg0tOXLt/Lddzvw9HThww9n4el5rc2YmGQWL17P8eOxAAQEeDJz5hj69q2bNd5K8k3sez+FuF15lsc8Q50Y/nIQzj6NPwGobSGSoqISVq7cy5AhHQkKMi9hlJmZR0lJaZ2PiFYlL6+AadPeo6ioBC8vV8aN68m4cT3x9q74jQTba8SFSETj9OWXLThwoAPu7o64uZXi5mbE3b0Ud/dS3NxKefDByzg7m29ojovTYzDoLNvc3ErRNuY3vxQFenWBHp3gwDH4bTukRIFyAAgD5H5OIYQQNVBaCosXX0vY5lSdsJlMsHBhKCYTDByYaUnYwLy2Wa9ZfrQe42Ep8V+RFSd2EZ+bjrfejUe6jap0vwsXEvn++50AzJ49rkzCBhAaGsirrz7Irl2n+PzzDaSkZBMdnVxnSZuDi4aBzwRy9jc9R7/MwC9cz6B/BuLo2phfaNSeqqps2xbFV19tJi0thwsXEnn22XsAbJIoaTQa7rlnEGvWHCQ9PZdvv93OihW7GDw4nNtv71OmuImoPUnabmF5eTqMRoXsbB3Z2eW7wsMPX7Z8/dNPQWzc6Fdmu4uLETc3I25upSxYcAYPj1IADhzwJC7O+UqCZ7wu0TN/7ehoKlf9ym5pNNC3G/TuAoeOQc9C4CegPewvhgJnGDgQdPKrJIQQohJXE7aj1yVsHSpP2AB++aUJ58654upqZObMWIzFJk6vzKbDFC80OgVFUapM2OKyU/nh1G4AZvYcg6tjxaXer58WOWhQOAMHhle4n6IoDBoUTq9erfnttwPcfnsfy7b4+HS8vFyrLCd/I4qi0G6iF63HeqLR0UhKy9e9U6fi+Oyz3zl7NgEAf38PBg2q+GdWX1xcnLjnnkFMmdKfPXtO8+uv+zl9+jJbthxny5bjPPbYeMaN62nTGK9SVZXExEyCg+11FLBy1XqlmZOTg6OjI3p97X8ZCwsLKS4utvm0QHHNY49dwNk5EYMhlLw8HXl5WnJzdVe+1uHoeK1ssJtbKYGBReTl6TAYzO985edryc/XkpLiiJPTtX137fJh0ya/cue76osvjuLnV2y9C7MGjQZ6d7vyTQ6UHIAfN0GWHtb/DLfdDf360biHH4UQQtTKt9+aEzZdIjzW9YYJG0Dv3lmsX+/PnXcm4uFSxLZ/JZF8NJ+c+GL6PxVY5bGqqvLB/t8oNRnpHdyGgRUsWH3V99/vJCYmBQ8PF2bNGnvDS9HrHbnrroGW700mE2+88RPp6TlMmzaSkSO73lTCpXWQZK0iycmZfPnlZnbuPAmAXu/A3XcP4o47+tbZ/YU3S6fTMnhwRwYP7si5cwn8+us+9uw5Q9++bS37JCZm4Oamx93dpcbtq6pKQUExeXkFaDQa/PzMOYXJZOKXX/aRl1dIXl7Blc/mrw2GIjp0aMoTT9xuaWf+/J9ZvPjBm7/gelatpM3b25tp06bdVLXI2bNns2zZMkpLS2vdhqhbjo4qvr5F+PsX3HDf6dPjmD49DgCj0Zyw5ebqLEne9Qlex465mEwKeXla8vJ0ZfYzGsHd/VofWLasKbm5WsaNSyEs7MZx2AcPUNrB2GxYsxvSD8PSi7C2DUy4G/r0MSd5QgghBMCo7nDqB3igK4QPojorLjVtWsh7751AMZay9eVEUqMK0Ok1tBp94ze/150/zKm0y+h1DszuNa7KJKpduxB8fd2ZMWN0uWmR1ZGenktRUQnZ2fm8994q1q49xF/+Mpa2bUNq3Jao3LZtJ9i58ySKohAR0Y0HHhhmx/eMQZs2wfz975PJzy/CxeXaiPCiRWs5ceISw4d3ZtiwzhiNJkui5efnQc+e5oreJSWlLFjwvzKJmMFQiMlkLsXRv387y5RQRVH48stNlm1/5ONz7XlSFAUPj4ZZEbxaSZuqmisJ3SypedI4aLXg7m7E3d0IFJXbHhGRRkREWrnHVRUKCzWWBK+oSMPq1QEYDFrWrg2gffs8xo1LYdCgDBwd7byv6LQwvD8M6g3b9sK6vZB6AL44D2vbwf0zoG3bG7cjhBCikUuHoOPwr4Gga0tVCVthoYboaBc6dDAX5FBKS9g6P5H004U4uGgY9nIwfu2rnvWUUZDLl0c3AfBQlxH4u3pWuX/Pnq35+OPHar1Ysr+/JwsX/oVVq/bzzTfbOHvWvGxAREQ3Hn54RK0SQQFGo5HMTINlNOmOO/oSF5fKlCn9CQtrOPfVX5+wFRWVkJOTT3FxKevXH2H9+iNl9u3fv50ladPptBw9Gl1hIubgoC3zRoSiKIwZ0wOdToOrqx43Nz1ubs64uelxddWXSdouX9YzYcKTwOVy7dq7alWP1Gg0tG7dmkGDKl/b40Z27NjBxYsXMRorXjzxVmBv1SNTUtYQEBCLRmOb6pGqCsePu7N2bQB79vhwtWu4uRkZOTKNceNSCAkptElsNVZUDFv3wPr9YAD+7wkIHQVU/c+ysZPKfsLapI8Ja6tVHzMaYelS6N8B2kcDCUAroPIp9KoKr73Wmr17vZk7N5qh/ZPZ8mIiGecKcXTTMuxfQfi2ufFtKv/ZsYLdl0/TxieYt0Y/gkapOObi4pI6n1aXkZHLl19uYsuW44C5TPzbbz9KSIhvnZ6nsflj9cjIyIt89tnvaDQa3n13RqP626aqKidPxrFq1X7OnInHxcXpSpKlp0OHZmWm3m7fHoVe71gmCXNz09e632Zl6XjttdZkZhZy333JDB06DFuX97BK9cjz589z/vz5mwpMbioV11MU6NIlly5dcsnMvMTGjX6sWxdASoojv/wSiE5nYtq0BvJOiJMjjBkKQ/vB8WMQehFYAXSGTcngHwqdO9NwKrAIIYSoFaMRPvsMDu+GYyvg30PBuR1VJWwAK1YEsXu3NzqdSkhIAXv+m2JO2Ny1jHgluMqiI1ftu3yG3ZdPo1EUHu9zW6UJW3R0Es8/v5xp00YwalS3Ont95uPjzt/+dgfjxvXkk0/W4eioIzjYp07avhXExaXy5ZebOHjQ/HrbzU1PfHw6zZr52ziyuqMoCh07NqdjxxsPGAwZ0qnOzltYqGHhwjAyM0to0qSY3r3bY+uEraaqFe2WLVusHYe4xXl7l3D33YnceWciR454smZNAGPGpFq2R0W5c+iQJ2PHphAYaMdFTPRO0Ls3oALpkLkOftoGpV7QojMMGA49e4K7u40DFUIIUeeMRvj8c3PCpkuE6V2qlbAdOODJ11+bFyqeNSuW8HADCeM9yIotZshzTaqVsOWXFLHo4FoAprTvT5h3xVPozNUiV5GTk8+BA+cYNapbjS6xOjp0aMZ//zud3NwCS0JYUFDEZ59t4N57B9XrGmINQW5uPkuXbmfnzkOoqopWq2HChN7ce++gWhXsEGWZTPDpp82Ji1Nwdy/k8cc9cHFpeuMD7Uy1krahQ4daOw4hAHP9jp49s+nZM7vM47/+GsiePd78+GMQPXpkM25cCr16ZdlxsUYF8AMnVxiZAlsiITYDYiPhfx7QoQf06Q/dusFNVGUVQghhJ0wmWLIEDu0GbQLM6gqdBnGjhC0+Xs9bb7VCVWHcuBTLG5bBvVyZ+IkLGl31RsGWHd1CekEuQW7e/KnzkEr3+/HH3Vy8mIS7uzOzZ4+32iwojUZT5n62777bwe+/H2Hr1uPcffdApkzpbzdVD20pMTGDJ574lKysYhwdoV+/tjzyyCiZUlqH9uzxJipKj4ODgTlzHPDza2PrkGqlYY0LilvWyJFpFBZqOXLEg0OHPDl0yBM/v2LGjEklIiIVX98SW4dYMRdnmDIWIgbDvoOw/yTEXoAT8XBiO0y9H4ZP5kb/1IUQQtgxk8k8wnZwF2jjYVYX6HzjhM1g0LJgQRvy87WEh+cx49FY8tNKcfEzvzyrbsJ2Ou0yq88dBOCx3uNx1FacDMXEJPPddzsA+MtfxtZr9cHhwztz9mw8UVGXWL58Gxs2RDJjxmj69Wt3y90+YzKZLPepNWniTbNm/nh4lDBnTgTdu7e0cXSNz4ABiSQnpxEW1oywsC62DqfWqlWIRNQNKURy8xITnVi/3p8NG/zJyTH/UwsLy+f990/YOLIaSE6BA0fg4Fn42yjwCAVaw74UOJUIvftAhw6NYtkAKRIhrE36mLC2avWxzZvhf0uvjLB1gi5DqM6bcatWBbJ4cXN8fUt4990oYn5J5vzaHPr+1Z9mA6qXUJWajDy57lNis1MZGdaFJ/tNqni/UiPz5i3hwoUk+vZty3PP3VPvyZKqquzceZIlSzaSlpYDQLduYfzlL2Np2rTy9V0bC4OhkFWr9rNx41Hee+/PlsXIMzJyKSpyJTBQQaO5tRJY6ysBzgNdgBGAo23D+QOrFCIRwh4EBRUxbdpl7r8/nt27fVi71p9BgzIs2wsLNaxdG8CIEWl4etrpmoCBATBhjPmDQiAd2Aw7d8PZPNizBtwDoecA6NMXWraUAiZCCGHPhnaGi07Qu/oJG8CECcmYTBAenkdRXC6nfswyl5GswZ/8n07tITY7FQ8nFx7tHlH5fj/t4cKFJNzc9Dz2mPWmRVZFURQGD+5I795tWLFiFz/9tIfIyGi+/34nf/vbHfUeT33Jzy/i11/3sXLlPgwGc1XszZuPMXFiHwC8vNxISbFlhI1PdLQz27f7cP/9W9DpWgODsbeEraYkaRMNkoODytCh6Qwdms71Y8U7dviwZEkzli5tyoABmYwbl0LHjrl2nPPogSsLkE7Swf5IOHQRcpNg63nYuhJ8m0HfIXD77ZK8CSGEvTCZzH+TlUzQboEZbYDW1GS6u6LApEnJFOcZWft4MqgqLSM8aNa/eqNs8TnpfBe1HYAZ3SPwcKq8aEVBQRGKojBz5hh8fGxbDEuvd+TBB4czalRXli7dwsMPj7BsKygoQq93bBRTJvPzi/jttwP8/PMe8vLMyVqzZn7cd99QBg7sYOPoGq+0NEc+/DCU3NwCPD17cccdXYCGv16gJG2iwbv+77qXVwlt2xo4e9aV7dt92L7dh2bNChk3LoXhw9Nwc7PjdQJbtzJ/3FsKp87AgWNw5BKkJ0FMPigdMCd4rpCVBV5eto1XCCFuVSYTfPEF6I1wnycocVQ3Ybt0yZn//S+YOXNicHEx/086sCiN/LRS3IIc6DmzetMEVVXlwwOrKTEZ6RYYxrDQzlXu//DDIxk2rDPNm9tP+figIB+eeebOMo+9994qzp9PZPDgcAYP7khYWGCDTOAKC4uZOXMh2dn5ADRt6suf/jSEQYPCZSq3FeXna/ngg1Byc4to1qyYcePaAN62DqtOSNImGpXevbPp3TubCxdcWLs2gG3bfImL07N4cXOWLm3KkiWRuLub/0muWRNAUZEGjUZFowFFMX/WaFQ8PEoZMCDT0u7+/V4UFWlQFK7sr1q+dnY20alTrmXf8+ddKC6+fl9z266uRpo0KbrxYJlWB506mj8eKIZjJ8CtEFgFeEGmH/zf/6BFB+gzAHr1As9bexFvIYSoNyYTfPkl7N8BmgQY1Bta9KY6CVtenpZXXmlDYqITer2Rxx+PIWZrLpe256JoFPr/PRCdvnov6DdFH+V4SiyOWh1z+txWrcSmRYuAarVtK+npORw+fIGCgmJ++GE3P/ywm+BgHwYNCmfw4HBatAiw6wSutNSITmfuB3q9Iz17tubMmXj+9KchDB4syZq1lZYqLFrUgqQkFW/vQubO9cbJKdjWYdUZSdpEo9SqVT5z58bwyCNxbNvmy9q1Afj6FlsSNoBvvw0hK6viX4GWLfPLJG2fftqcpKSK18kJCSnk44+PW75/772WxMQ4V7hvUFARH310HJ2umvV/HByhZ/cr3xiBLLi4FYiBmASIOQArPKBtV/MSAj16gIus6SKEEFZhMsFXX8G+7eaEbWbHaidsJhO8+WYrEhOdCAgo5qGHLmNIKeHgInOJ/05/8savXfWWgMkqzOPzIxsAuL/zUJq4VTySEBeXyscfr+Oxx8Y3iBLyvr4eLF36FAcPnmfHjhMcPHiehIQMvv9+J99/v5NRo7ryxBO32zrMcgoLi1m9+iArV+7l3/9+0LIY9syZY3B2dpRkrR6oKixb1pSzZx3R6/OYO9cZL6/GVYnTLpO2zZs38/XXX7N7927i4uLw8vKiV69evPjii/Ts2dOyX1XvtrRr147Tp09XeZ5hw4axbdu2co+PGTOGdevW1f4ChN1wdTUyfnwK48alkJ9f9p/q4MHp5OXpMJnAZFJQVfNnk0khMLCozL7t2+cREFBs2ddkAlU1f/b3L7vYt79/ESUlimW/q21nZTng5VVSJmH75JMW+PoW06NHNmFh+TcYhdMCvtBzBLTpBYeOmpcQuHgRziTAmV3wjSc8/g/o0OkmnzkhhBBlmEywbBns3WZO2P4cDt2HUt172JYta8rhw544Oqo899w5PD1LMRZrCRvlQca5QsLvrv4Urk8P/U5ecSEtvZowqV3fCvcxGo28++6vnD2bwNKlm/m//7u72u3bkl7vyKBB4QwaFE5hYTH7959lx46THDp0nnbtQiz7ZWbmsX79YQYP7mizhLSwsJg1aw7y0097LNMg1649xMyZYwEs1SGF9a1ZE8Deve5oNLnMnAlNmza+ewZvKmnLz89ny5YtnDt3jtzcXCpaPUBRFF544YUatbto0SLS09N54oknCA8PJzU1lbfffpt+/fqxfv16Roww37C6Z8+ecsfu27ePJ598ksmTJ1frXC1btmT58uVlHvOSe4UaHUUxJ3DXmznzUrWP//vfL1Z73xdfPFfh40VFGjIyrq2dk5urZfXqAFQVvvqqKd7eJfTokU2PHtl0755dZlSwHA8PGD7Y/JGeAQcOw/7TkJwOYYeAIiAEolLABISHg84u36MRQgj7ZzLB0qXXRtj+HA49hlHdhG37dh9++CEIgCeeuEjLluYX+FpHDT3/7IepVEWjrd60v0MJ59l+6QQKCnP73IZWU3EMP/+8l7NnE3B11TNz5phqtW1v9HpHhgzpxJAhncjPLypTDn/nzpMsX76N5cu3ERYWaJlCGRTkY/W4iopKWLPmID/+uNuSrAUFeXPvvYMZNkzeNLWFNm2ycHHRMmWKSseO3alRCdYGotbrtH355Zc89dRT5OTkWB5TVbXM6NfV743GmhV/uLoeyvXy8vJo3bo1nTp1YuPGjZUe+8gjj/DVV19x9uxZWrduXeV5hg0bRlpaGlFRUTWKr7ZknTZxvfx8LVu3+nLokCfHjnlQWHht+oSiwJ13JvLww5dr1mhmOngXAbmAHl7dBZdKwNkXuvaF7j2gY0dwqHjh1boma2gJa5M+JqzNZDKRfugQfp8vQlEuw4xw6DmM6iZsFy+68I9/hFNcrHDnnYlMm3aZ/PRSnL21KDVck6uwtJg5qz8mJT+bSe36MqPH6Ar3i4tL5a9//ZTSUiNPPnk7I0d2rdF5GoJDh86zatV+IiOjMRpNlsdbtWrCoEHhjBvX0yojXaqqMnfuJ1y6ZJ7WGhjoxdSpgxk2rLPlfraaMplUUlIgIABZp61WjMA58vLCcXMbibkyd8Ng9XXaNm7cyPTp0/H09OTZZ59ly5Yt7Nmzh08++YQLFy7w888/c+7cOebOnVtmOmN1/TFhA3BzcyM8PJy4uLhKj8vNzWXFihUMHTr0hgmbELbm4mKeujl+fAolJQqnTrlx6JAXhw97EhPjTJMm16ZoJiY6sXRpU3r1Mo/C+fiUVNyo93VTREx50MYVss5BTjLsjYa9a8DJCzr1gj79oFs3q16jEEI0BsZm3qgz2qHgXqOEDcBoVHB3L6V58wIeeugypYUmNj+XgJOnloFPB+LiW/2XYsuPbSUlP5sAF08e6DKskvOZp0WWlhrp1as1I0Z0qXb79iAmxhl//+Jys2P+qGfP1vTs2Zrc3Hz27j3D9u0nOHYshgsXkoiNTWXs2B6WfYuLS3B0rP2blcXFJTg46FAUBUVRGDasE+vWHWbq1MEMH96l1smauDmJiU6oqkpw8AmgOW5ug2lICVtN1Sppe/vtt1EUhS1bttC1a1ceeeQR9uzZw5///GcAXn31Vf7xj3+wePFiZs6cWSeBZmdnc/jwYcvUyIp89913GAwGZsyYUe12L1y4gI+PDzk5ObRo0YKpU6fy/PPP4+xccSGJ6jIYDJU+ZjAY0GrL/oK7ujb89SNE7Tk4qHTpkkuXLrk88kgcaWmOODtf+4d18KAXO3f6sHOnedpHWFg+PXuap1J26JBXcWETjRvcMwnuMsGFC3DkBBy+CJlJcCgWlMvQrQngD2ihoABust8LIUSjkZ4OeXnQzBWIhB5a0AynJgkbQJs2Bt555wQ6nQmNBg4tSSc3vpjSQh1ax+qPqpzPSOCXM/sBmN17HHpdxQsF//LLPsu0yLlzq1dV0l5ERbmzZEkICxbsATyBG4+eu7u7EBHRnYiI7mRnG9iz5zSpqTm4uV37f/bss8tQFIVBgzowaFA4vr7Vm+1UXFzC+vVH+OGHXTz22Hj69m0HwKRJfZk8ub8kazaUk6Pjgw/CMBjyeeKJXFq2HALYdhabtdUqaTtw4AD9+vWja9eKh9u1Wi1vvfUWK1eu5KWXXuLHH3+8qSAB5syZg8Fg4Lnnnqt0n88//xwvLy/uvPPOSve53qBBg7j33ntp3749BQUFrF27ljfeeIOdO3eyZcuWm5pq4+ZW+cKYwcHly4/WdArpzTKZTKiqiskEUKsZssKKfHzMo2ymKzM+OnXK5p574jl82Ivz5125eNGFixddWLEiCL3exCuvnKJt2/JvFJgp0Kq1+eNOFWIvweHj0K4QTCsAP0j0RFnwLWr7btC9l3kEzv3mF1+91s9MN95ZiFqQPias4vBhlGXLQF+A6dmeqKoJk6kV5iSiev8z09Md8PU1z4rw9DQXrIrba+DcmmwA+jzhj4OrBpPpxu0ZTUbe3/cbJlVlSPNwejRpXeFxqqqye/dpVBUefXQU3t7u1WrfXmza5Iu7ezqHDnkxaNBpVDWIixeDaNUqv1rHu7u7MHq0eYTt6nVnZuZx5kw8qgqnTl3m0083EB7ejEGDwhkwoH2FC41fTdZ+/HE3GRl5AKxff4TevdsCoLtyj3hdPbcmk3qlGFqdNNfoFRcrLFzYgrS0UgICSvHz643J5If5Jv6GpSb/u2qVtOXl5dG8+bX7oPR681Bkbm4u7lde6Gk0Gvr27cumTZtqc4oyXnjhBZYvX84HH3xQ6XTLEydOsG/fPubMmWOJ50ZeeeWVMt+PHz+e0NBQ5s2bxy+//FLtYiZ1ISUlpd7OBeZOkp0NqqrH2reBGItNZF8sIuN0Ic1HeeDoZn5n6vK2HM58n4GDiwadiwYHFw0Orlp0V75vNtQd1yDzO4mFmaUUpJVe29dVg9bx1rl/xdm5gIiIeCIi4snJ0REV5cmxY54cP+6FwaBFry/gahfasCGQ5GQnOnfOpkOHHBwdr/+nooBLCxjUwvxtSjGQh+O+DegNsXAoEQ5tA0VPact2lHbuRknHjqi1LM5j7mfZqKoq9xsJq5A+JupUSQn6Vatw3LMLyMbYwpG8+BKylGaoKtX+f7lzpx9ffBHK9OnRDBiQDkBRdik730yluBjCxnqhCXKhuv/610Tv53RSMi4OTkxqNrqK4xSefPIh9u07QefOnavdvj1IT3fk4EE3QMvdd+tISXHl+PFcli4Npn37Im6/PQV//6IbtlOeG2+88QQHDpxi376TnDt3mcjIOCIj4/jww/Xcfvsg7rxzGAAlJaVs2xbJqlW7yMw0r7/q4+PO7bcPZsiQrlZ7Pk0mrrwmq34fu1WZi7g259QpB1xcCpg6VSE/34n8/AbU2a+Tm5t7452uqFXS1qRJE9LS0sp8D3D27NkySVVGRgYFBQW1OYXFyy+/zCuvvMKrr77K3LlzK93v888/B6jR1MiKPPDAA8ybN4+9e/feVNKWl5dX7rGcnByCg4O5fPlyuZsN63t6pMlkQlHA37+wzv9AlBaZSDtdSGpUISknCkk/U4ipxJw4tOjqSEBL87WmKUaUIiOlRUZKM6HwD+20G+bC1dsbzx/O58hHqWW2axwUHF3NCVyv2f4EdjFPhUg/V8jl3QYcXDVXtmvNn900OLlrcQvSNajpIn8UEFBK69bp3HFHOqoKCQl6QkKuvVNz8KAfFy64snVrExwdzQt/Dx2axrBh6RUsKeAI+MAdw6F/Rzh8DCLPocSmQUIaJByD9a6of/8/aNOxxrGa+5mCv7+/vKAWViF9TNSZpCT44guUy+fBORV1dBOYFIGz4gGp4O9fvRfU5865snx5GIqiYDDoCQgwj4Bt/zgVpchIYFtHBs7xQVvNW6yS87L47dI2HJ1gdp8I2jSrfCaPmZbJkxvWfWwAu3b54OxcSHi4gfDwzoAjqpqBm1sesbGlfPRRCCP/n73zDo+i2v/wO9uym81m03sjIQkECCG0EHpHioio2BtWbNfu9Qoi6M9r12vBhopiQUVUlN5r6AFCSUJISO9907bM74+FQCSQQkLavM8zz2Z3zsycyc7OnM/5trEGJk/OQ61umkXFzU1HaOggbr99EPn5pezceYIdO44TH59Br16utWONBQt+Zf/+UwB4eem44YahjB8fgVLZutmXLRbOjskk0dYQv/ziSVKSFp2unH/9C7p370tHzhTZWEMTNFO09ejRo04NtOjoaERR5I033mDZsmUIgsCuXbvYtGnTJV0oG8Mrr7zC/PnzmT9/Pi+++OIl29XU1PDdd9/Rv39/IlooscKVPvzrE2HnXCB1Ol2tRbItEQQBmaxlMxWl7zGw87/ZWEx1XQY0jgpce6tRO8hrjxcyWY/PIC01BgtGg4Uag4WacnPt3/Zeytq2CpWAnacSY7l1HaKIaBKpLjFTXWKucx4lyTWc/K34kn3sfYsTfW5t/ZTAVwtf32ouvGHdfHMWBw7oOXBAT36+ikOH9Bw6pGfNGncefvhMbarpi/B0hynjrUtBARw6AgcTIDMdIWgvyIoAH9iSCAaTtZC3p2eD/bNeZ7KWHVBbLFBUZO1nfn7d19tuBU8noAoySyHupDVjppcXDRTCk+igtMo1JtG12L0bfvgeanLBvgTuiUDoFQUowSIiCDTqeVlcrOC//w3GZBIYNKiY22/PRBAEEleVkn2gArlKIPpZd5Q2jbtWRVHk0wOrMVpMhLv7MyEoot5Jx4yMArZujeOmm4Z1yDgrk0lg925nBKGckSO1yGTWgeyECS707evIzz/nExdXyvr1Zvbt8+f664sZNKi4Wbd0Nzc9M2ZEMWNGFLm5xej12trvdeLEfiQnZ3PTTcOYMKFfq4u1C2nsNdaV2bLFmU2bnBGEMu65x0xISARNjTFtbzTludWsq3HKlCmsW7eOmJgYoqKiGDt2LOHh4Sxfvhxvb288PT2Ji4vDYrHwr3/9qzmHYOHChcyfP5+XXnqJl19++bJt//zzT/Lz81mwYEGzjnUhS5YsASAqKuqK99VZqTGYyTteRW5cFblxlQSO1RE8WQ+A3k+FxSRi66LAtbcGt15q3Ppo0HkpL3rQqOzkta6SDRE4zp7AcVbrpCiKmCpFagxnBV65BYdu5wOy9f4qQqc7XCAGzdSUW9sZDRa6Tzpv5fxnmYrOwJAhRQwZUoQoQnq6mp07nVi+3JOTJ+344QdvXnqp/jpydXB2hnGjrUuVARQVwH4Q98HGLZAL/KkFj24QGWUVcD4+LSeKRNHqK3JOiPXoAXrrNca2bfDjUrDUAKZ/LNWQUwOeHkAN7E+Av0/Bci04uEOvSOjd27o/W9uW6auEhETHRhTh8D6oOQM95HDvZNB3o6mz9yaTwOuvB5Ofr8Lbu4qnnz5de0t0DVOjD7AhaLwOB3+bRu9z65k4DmYnoZTJeWRg/UlFLBYLH3zwJydOpFNaWsFDD13TpH63B2Jj7Skrs6DXi4SHu9dZ5+4u59FH3Tl61J5lywrJzy/hq6/sOXlSxV13XZlLnJubQ533UVGh9O8fdEWZJiVaB1GE2Fg7oIzrrqtm4MC+dHTB1lSaJdruvPNOQkJC8Dw7yy6Tyfj777+ZPXs2GzZsIDs7G71ez3PPPcftt9/e5P2/8847zJs3j0mTJjFlyhRiYmLqrP+noFq8eDEajYZbb731kvtUKBSMHDmyNsZu+/btvPbaa8yYMYPAwECqqqpYvXo1n3/+OWPGjGHatGlN7ndnxWwUyTpYQe7RSnLjKik6XWP99ZzF1kVRK9rsPBRM+9IfrVvruSAKgoDSVkBpK7MmPvwHrj01uPasPwuixSQiU5zv1+53c7HzUBI20wGFunPN0gsC+PpWcfPNmYwfn8eSJb7cemtG7fqqKhk2NpaGdZZaC2gBVxBrYFI4HDoBJ9IgOwtWHYFVOnDxhaGjYfLkhjsninWd90+fhl27zou0wnwwVVErxubcAH19gCKwPQCWBFCI4GQDzhpw0YKzI7g4QoAW661NAz620FsO8alQnAE7T8BOHci0ENgTHnj4vBiUkJDomghZcKcjdPeAMaNA1rwMdF984cfx43bY2pqZOzexTsp6hwAbJr7rg6wJo66y6gq+OLgOgFm9huNt71xvu5Ur93LiRDoajYqZM6Ob1fe2Zts2Z6CKYcMsyOUXn6cgQHi4hp49vdmwQcuqVSUMGLAVKAW8aeZwtp7jCJJga6cIgoVHH93A3r39GDJkIND4yY/OQrOucr1ez8SJE+t85u3tzZo1a6ioqKCkpAQ3N7eL0to3lpUrVwKwZs0a1qxZc9H6C+uBp6WlsW7dOm6//Xb0lxl8mc3mOhkaPT09kcvlLFy4kPz8fARBIDg4mAULFvD00093aTebqhIzVUUmHAKsPwjRLLLj9WxE8/n/u52nErfeGtz6aHDvc14gCYKAnXv7veFdKNgKEqs4s8UaAHp6fSl973ImYJRdp7O8ATg7G3nqqdN1Pvv0U3/S0zU89FAK3bs3LjMXMhUMjbIulRVw9DgcPA5xaZCfCQUAgYAniPYQF4ciO/u8O2OtK2Mu3H8b9A0CKqBwH2xfDtQA1YAJZBZwUoOzDaj2AGcAFfR2hP/eBA6OIKi57G0scrB1MdZA4imIS4BjqVaxmZkDusGAD+AGu4+BQglhYSCV4JCQ6LyIImzdCimn4a5IEPaAbSWMm0xzB//79ulZtcoNQYBnnknC29sapV1ZaELjZN2nXNn4Z4soiny8bxWl1RX42bsyM6x+MZaZWcC3324GYPbs8bi6drxJKIsFfHzKSU9XMGxY/cL0HEolXHONA8OG2aPTDQX2A6fYvj0Mi8WB4cMLpZiwTkZ1tXWCGVJQKNyIjg4HGorr7JwI4oUKqJE89dRTODo6Mnfu3NboU6elKVXPWxuLxUJu7irc3M5QXexFblwlOUet7o5l6TU4dlcz6T2f2va7381BbiPDvY8at96a2odQR0YURdJ3Gzi4uICKXGtaZudQNZH3u+AS2nmLMwKUlCh44IFwKirkCAJMnJjHnXemodM1s/REdTUcOw6uFvC1A3SQLEd8fS2VlSIajQxBMHFelBnhpn4wtpv177xyiEkFZ3urtczZCRwdQaYBWmESID8PcjMgTAuIIGrhxfVQKICggW49oVe4NRbO31+KDG/HWO9lubi5uXXpyTaJRlJRAd9+C4f2AjnwWE/o3RNwu+QmFotIbi64uV063shigaVLfVCrzdx0UxYAOUcr2TIvk16zHOk1y7FJE4Ir4/fy+cG1yAUZb46/mxBn73qOaeGFF5Zw4kQ6ERHdWLDgtg486ZiJ2WyPXH4DTbvnV1FaepK5cxVUVZnx9RW4+ea8xk9EthMac411RaqqZLz5ZhA9eqRxww0pyGTXYJ1o7Tw0RRs0S7SpVCqmT5/OL7/80uxOdkXam2jb8dF3FB/NwpB9sYnZIdCGie/41LFMdVbMNRbi/yzh2LIiTFXWjFT+I3X0f9AFG13n9ZcuLFTy9de+bNlindnU6UzceWc6EybkXaFGsQBlcOAw4opDlKND669E5moLLvqzboxnRZnCFusDui2vMwsYi+HPHVYrXEYZVrcLO0ALWmcYNgaub1z9R4mriyTaJBpNUhJ8+SUUpoI8F2Z2gzFjQLi8Zb05A+qacjOrH0ujIt9E4AR7Bj92aVH4T+Lz03lh47eYLGbuj5zAtaGD62335597+OKLdajVSj7++KGL4rM6DiIQD4wD+jV5a4sFtm4t5c8/i6mosNbAGzy4huuvz8XBwdSiPW0tJNF2MWYzfPRRN44fV2Jvb2DuXHvs7bu3dbdanKZog2aZS3x8fKRCpp2Ainwj5VkWBJmAY6DK6u7YW4NrL3WnFiv/RK6SEXaDI93G6DiytJDTG8rIO1aJwqZz3zidnIw8/fRpJk7M47PP/ElJ0fDxxwGsW+fKs88m4enZnHo4YC0+q4f+IxD7DcOQC1o3Adrtg0gGSieYeS3MBIoK4dhJOHYKjmeAIQOMNkAA4A4mR1i9yepG2a2bZIWTkGjviCKsXQt/rABLHrhWwv1DwT+CK0lkUFMj8PvvHlx3XXadepiiKLJvUT4V+SbsPJX0v9+l0fssq67gjZ3LMVnMRPv0YFrIoHrbVVcbWbZsB2B1i+yogi0xUYsolhEcbI8gBDRrHzIZjB5tz4ABOv74w5YdO0rZs8dCbKwvU6aUMnZsIQpFxykwLmH9yf7wgw/Hj9ugUpXz6KOqTinYmkqzRNuMGTNYsmRJnWLaEh2PgAkO9J5SjlvvAFTariPSLoXGScHgx90InmxPjcFSW7xbtIhk7KvAe5BtB3Y9uTS9e5fx/vtxrFrlztKl3uTm2mBv31Kzkx3w/+XoBMOirYvZBKeTQVcDbAYUkFQJf+2Ev7Rg6wQ9I6BXb6srZTOLkEtISLQiS5bA7q1ADgzUwu3Xg9rjinYpivDppwGsX+/C8eM65s9PqF2XsqWc1G1lCDKB6GfcG53kShRF3ov5k7yKUjztHHl88LRLPnNsbJS8/fY9rF17iIkTI6/oXNqSFSs8SEpy4aabfBg71vGK9qXTCdx+uwvDh+v56ad8Tp8u5fffNYSHV+PpqWp4BxLthrVrXdmxwx5BKOP++y34+4e1dZfaBc0SbfPnz2fz5s1MnjyZ//3vf/Tr13RztkTb49BdjZubEplMEmwX4tS9bjzb6Q1l7P0wF+dQNf0fcME5pPPFu8nlMG1aDsOHF5CRoa7NeiaKsHu3I1FRRV3ToCRXQHDwBR8YQZ0EA+3geCYYMuHAKTiwFmu2yu5w4y3WkgISEhLtg2hfOJgBs4IheqQ1bvUKWbXKjfXrXRAEuPbanNrPDblGDnyaB0DvWxyb9LxYfmIX+zITUcrkvDDsBrSqy2/r6enE3XePbd4JtAMyM21ISlIjk5XTv389qaCbib+/kuee8yQmxp6iotN4emZjjaf2paLCFlvbZsZuS1wV9u/Xs2KFO1DCrFlGwsMjsHrwSDRLtE2fPh0bGxt27tzJgAED8PT0xM/Pr96q3oIg1KbZl5DoiJiNIgq1jIL4KtY9nU7AaB1973LG1rnjJ2P5Jw4OJhwcymvfb9/uxFtvBREYWMHDD5+hR4/yy2zdFVCCfw+4rwdYzJCSAscSIC4FzmRDegbYhmC9tUquHBISbYLFAhkZ4OsOHIKQE/D6JNAG0RKDv7g4HV984Q/A3XenERlpjaMSLSK73snFWGHBpaeasBsbbzmKyz3Dd0esWSAf7D+JQMf6LYHZ2UXk55fSu7f/FZ5F23MuzX/fvtU4OHi16L4FAYYM0QJ9ACfgAOnpWbz5ZihjxxqYNKngbEZCifZEaamCb77xAUoZO7aG0aN70yrJyDoozRp1btmypfZvURTJzMwkMzOz3rad0Z1MomsRMkWP7xAth78tJHljKSmby0jbZSDsBgd6Xu9Q60bZGTGbBbRaM6dP2/Lssz0ZOzafe+5JQ6/vGMHdrYpMDoFB1mUaUFYKJ+PBNxdYjzWZiW/b9lFCoqtRWGhNNpJ+Cv4zDNxzAHfQXpnr3Tny8lT897/dMZthxIhCZszIPr9SAP/hdpRl1DDkaXdk8saNf4qrynlr129YRJHRAX2YEFS/95IoinzwwZ/ExaXy8MPXMHnygJY4pTahulpGTIwDUMaIETpaqs5a/XgD7uzdm011dSWrVpnZvduPG24oon//koZrlUpcNeztjcyevYsDB4K54YZQwLatu9SuaNavJDk5uaX7IXGVWXJ4CftSVtLTS0GAQyj+Dq74693Qq6X6VPWhcVIQ9S83gqfYc/CLfPJPVHH0+0KKU2oY9sKVxUa0Z0aPLiAysoQlS3xZv96FjRtdiIlx5LbbMpg8OYdmlmLsnOjsYeDAs2+SIeFXqBwCfaPatFsSEl2Gw4fhm6+hIhvUhZBvD+5RtFQR3upqGa++GkxJiYLAwAoefzy5zoBfEARCpuoJHK9DYdO4yTyLaOGtnSsorCzH196FOQMnX3Kye9Wq/cTFpaJWK+nfP6glTqnN2L9fT2WlGRcXkZ49Pa/CERXMmOFDt26V/PJLAQUFpXzxhZ6tW+25+ea82rp6Em1NOv36qenXzx9waOvOtDuaJdr8/Tu+Wb6rk1CQwKnidFIrKxGElNrP9Ta2+Ovd8HdwxU9vFXJ+etcGfeu7Cs7Basa94U3qDgOx3xTQc6ZD7TpRFDulZVmvN/H448lMnJjLokUBJCXZ8vnnfpw4YcdzzyW1dffaJycE+GAZaHbBvM+syU0kJCRaB5MJfv0VNm8A8sDfDA+MB5dQWjIZUkaGujZR03/+k1jrXmeqsiCKoNRYhVpjBRvAj0e3cSQ3BRu5kn8PuwG1ov6EGdnZRXzzjTXU5O67x+Lu3jKWw7binGvkiBECgnB1CoILAvTrp6F3bx/Wri1izZpSEhJKePVVTyZNKmf69Lyr0o/2QnW1jIICJYWFKmxsLOh0Jjw8mps1uvkYjQI//eTNlClxODkJwCig806GXwmdLyhHolE81P8hDjrpKZWdIK3UTGpJHtnlxZRUV3AkN4UjuSl12rvY2uN/VsSds8r56l1Qybuer7EgCPgPt8M3WlvH/eXId4VUFprpe6dTpyg+/k9CQw28++4x1q1z5dtvfbjmmty27lL7JdTPWpQ7JR2+eQf+9SqSD46ERCuQmwuffw5pCUA2jHODGRNA0fKiJjCwgnffPUZxsRI3t5razw8uLiA7toLoZ9xxCW38BOehrCSWHbOm7X9k4GR89fUn4xBFkf/9byVVVUZ69/br0G6RAAaDnIoKkMtFoqOdr/rxlUqYOtWRIUP0/PKLhkOHStHpjgEGwIXSUiWiaK1d2pETcFksUF6uqJMN+uefPUlOtiUvT0VZmQwwn11EbG0tvPdeLFZpoOTHH/3JybFBpzOdXczY2xtr33frVnnFfRRFWLLEl337NCQlBTNvnhaZLPCK99tZadbIMjU1tUnt/fz8mnMYiVbEV++LjVdv3Nx0yGTW76fKVENaST6pJXmcKcnlTLH1taCyjPyKUvIrSjmQdd6yIiDgaedYK+L8Hdzw17viqXNC0QUyUl4o2KpLzcT/UYK5xkLaznLCbnSkx3X6ThfvJpPBpEl5jBpVgFp9Poh75Up3LBaYMiVXqocD1n/UvVPg1a/g5G7YtBLGXtvWvZKQ6Hzs3glpR0BbDPeEQ59oWjpxgfmCZIOentV1alim7zGQtMaaiMRc3fjEFvkVpby9+3dERCYFRTK6W/gl265efYCjR89gY6Pk8ccvXQago6DVmlmwYAtZWd7odL3brB/OzjIeesiNxEQ9QUHFwCEggVWr+rN5szeCIKDTiej1ZvR609nFyPjx+bUZKKuqZCgUYps+99LT1WRn25CfryI/X0VenvXvwkI59vZVvPHGXqAaqCYtTcfp00rACMixtRVxcjJRU6NEo6kGKgATYCQpyZ20NAVWa7USUAFaQIatrZn33jvIOYH39ddBZGXZotOZsLc3XSD0rO/DwupPYvbHHx7s22eHTFbGzTerkcna7nroCDRLtAUEBDT6piEIAiaTlLSgI6BWqAh29iLYuW4Wp/KaSquQKz4n5nI5U5JHWU0lmeWFZJYXsjs9vra9QibHR+dsda88K+T8Hdxw1zp0+IfNpbCxlzP2dS8OfJFPwckqjnxXwKm1pfS7xxnfodpOd94XCrbCQiVLlvhQXS1j/XpXHnroDL17l7Vh79oJ7o5w4wT4/k/47Uvo2Q+8pMQkEhItRyVMtYcqDUyIAsfutHRtyMRELW++GcgNN5xh/PiSukcvMrH3f1aPgx4zHHAPb1zSBJPFzJs7l1NaXUGggwf3959wybaFhWV8/fUGAO66awyenp3B1dqCIJTj5dWNKylu3lIEB9sAA4BuwCFqapQIghlRtFBaal3S0sCaedSGceNSOCdkVqwIYcsWL7RaC3q9pY640+tNDB1aWPu8tFhosuWupkagoEBVK8jy81VUVMi56650rBayan76yZPERC1gOfuZ6ewiw2AQMJlAoXACHJk40YXRo7W4uChxcbHB1tYW0Jw9NzPQE6vAq2HWLDOFhWbKysyUllooKzNRVmamrMyCjU1N7fHBSEaGz1mBd+7/pALUnBd4yZwTeJ9+GkpGhhZbWwspKTZAKXfcYaJHjwg6ZG3Xq0izRNuIESPqHYRaLBbS0tJITU3FYrEwZMgQVCqpoGFHx06lIczVjzDX8xZTURQprjLUEXHnLHRVJiMpJbmklORC6rHabdQKJb72rvjrXQl09CDE2YtARw+U8s7hSugcomb8m96kbi8n9usCKnKN7HwjG5cwDYMfd8Xeu3P+FhwdjTzwQCrffOPDmTMa/v3vHowYUcjs2ak4ONQ0vIPOzPDecDgR4k7CV2/BC++ConNc7xISbUJGBqxbB3eOB3kMyE/DrEmAXYsfau9eB958M4iqKhl//unNuHHnRZsoiuz5IJfqUjMO3WwIv6Pxbn7fHt7Eifx0bJU2vDBs5mXDDBwd7ZgzZzI7d55g6tSBl2zXUcjNVeHomINS6Qi0t/wIzsA47rxT5Pbbqykvr6a4uIaSEhMlJUZKSsyUlpqxtQ0FyoFySkvlQA0GgwWDwUJmpohVeFhFS1TUUc4JvGXLuhMT437WcmeuI+4cHavx9T1/ff34oxcHD+opLb3QhdGMVfBauO22xLOPEhsCApwRRTkuLnJcXFRnBZkSV1cVer0GQQjlnPW592UNWXKs2Rqtkw91SpTWSzjnBN5ddxkpKjLXEXZlZSZKSy2oVNVY5YYJqCQvz0hubg1WkVnD5MlGoqP7IEVsNYwgimKL23Tj4+OZPXs2giCwfv36euu3dUVKS0vR6/WUlJRgb2/fpn2xWCzk5q7Cze1MrXtkSyCKInkVJRdZ5dJK8zFZLi5oqZDJ6ebgTqizNyHOXoS6eONp59ThLVOmagsnVxRz/JdiEGDqp37YulhvSImrShAtoNTKUNrWXVR2Mmx0bT/z2BzKyuQsXerD6tVuiKLVGnfzzelERWXj6QkyWcf+TptNaQXM/xIMNXDPCxB1TVv3qFNhvZfl4ubmhqwjB6BIXB5RhO3b4edlYMyBaR4wNQgIoDUGe6tWufHpp/6IIvTrV8I99yTi72+pvY8l/F3CgU/zkKtkTHzPB71f4ybl9qTH8+r2nwH497AbiPbt2eJ9b6+IIrz6ajBFRQYeeshMSMigtu7SFSIiikYMhqqzou6cwDNTUmIVMLNnJyAI5UAVn37anUOHnDgXQ3YeAZAxd+5+vLxKkcmMfP11L2JiPAE5arWIq6sJFxfhrCBTER1tQaWyxequaIs1Q2p7fsaKWAucV5Oba6SkxEhZmRmFwkifPq4IQtfNXN4UbdAqog0gLy+P0NBQ7r//ft54443WOESHoyuItkthtpjJKi/iTHEuKcW5JBVlE1+QQWl1xUVt7VRqQpzOi7gQZ2/sbTpmrY6KfBOFp6rxiTp/Q/rttmSqSy8WsAAOgTZc88F5F7pNczMxGiwoNIJV1GnlZwWegNZNSdCE89dRUXI1ggxUWnlt+7YQv0lJtixaFEB8vPWcH3kkngkTSrquaAM4fBoMp2DIeBCuQSoW2nK0iWhLSoLAABCSAT2ILlKimdbEYIClS+HgHiAXeivh7rGga3lLjTUxgg/Ll1vT0I8fn89DDyVTWCji5madfCpJq2Htv9Ix11iIfMCF0GkOjdp3TnkRT6z5EoOxiumhg7kv8tJukaWlFcjlMrTazjPpnZys4b//7YZCYeDNN53Rar3buktXESNVVdWUlFTXsdxZFyPFxWamTDlFcLAamcyBrCwHamo0tS6MgmBLSxSGl2h/NEUbtJot0tXVlaioKH766SdJtLVTKiqqMJnMXA0PVrlMjo+9Cz72Lgz1CwOsVrkcQzEJBRkkFGQSn59BUlEW5TVVHMxO4mD2+aQnnnaOhJyzxjl7dxi3SlsXRa2F7Ry+Q+2oLjVTY7BgqrRYXyssGCssKG3r3pSLk6upLrm0wLtQtO34bw7lmRe4IwoCyrPizd5PxehXzscqbn89G0OuCUHG2UWo/dvWWcGQp9xr28YuKaA821inzbm/VVoZ/e51qW17ak0J5TkF3B6eRozCGwf7asKCrAHPXZq+gYAPkAB4YY2fkOhwmM2wfDlsXAc394bRgNkW3j0JfcfD+EmSeGtpTpyAb76B4nSQ5cD13WDcWGiFmXmTSeC99wLZts0aN3b77RncdFMm/5zbtrGX495Xg8UsEjK1cenqjWYTb+z8DYOxilBnb+6OGHvZ9osWreb48VSefHI6ERGdI5veuTT/AwZUo9V2tZTuStRqJWq1He7uF6+1Tj45AW6ADM+rUbpOosPR6qPenJyc1j6ERDP5+eeNxMTswsvLG19fF3x8XPDxca79W61uXTUnCAIedo542Dkywt/qaG2ymEkuyiGhIIP4s2Iuo6yArPIissqL2HomDrjYrTLE2RsvXcdwqxw4p/60zsBFg4Ph//Ggpvy8uDMaLBgrra//LCtgo5NhtJdjrLBgMYkgihgrRKsY1NYVTSVnaijLqD/eTOte1wqUfaiCoqT6a7fY6OV1RFvKlnLyjlnTAOspwiLCkSJbvP/rgSgKXXw8qwJcwLADDqbC8OvbukMSTaG42JpaPukYkA1lJmAC7D8Kp3bDqZMQdxDumQOOHbuGVrthyxb4cSlQAO5VMHsY+EfQWpNAcrk1C6BcDo8/fpoxYwoAq/XtQtR6OSPmemCubnxtzsWH1pNYmIlOpeH5oTMvm2F5//5Eduw4jiAI2Nt3TC+Tf1JRIWffPj1QxogRerr8RJ6ERDNoNdF26NAhtmzZIhXibsfk5hZhMllIS8snLS3/ovXLlj2Hra0NACdOpGE2W/D1dcHe3rbVxJFCJq/NYDkFa9B1eU0liQWZtSLunFtlYmEmiYWZkGjdtjO4Vf7z/+raU9PobSe87VP7t7nGarkzVljF3oXlCQAGPeaKqdKCaOHsImIxW1//WRg27AZHqorNiBaxtq1oAYv54rZ+w+1w6m5Tuz5pbSl5hys49LeFn7b15tFHkwkIuPLaLh2WantY+B0UycDOE/oNaeseSTSG+Hj44gsoSwdNIdzTB/oOBZQwaAjUqOHndRC/ARacglsfhoEdPV6nHRDmCjbZMMQeZk4D1aUnvFoCQYDHHktmypQcQkIMF62vLjWjcVCcbSugUDfuObj9zDH+TtwPwFNDpuOqvbR1rqqqhkWLVgMwffogAgM7h0Vqzx4HjEYjXl5mAgO9Gt5AQkLiIpol2hYsWHDJdeXl5SQkJLB69WpMJhMPPvhgszsn0bo8++xtyGTHyMxU1wq39HTrq1wuqxVsAD/8sJXY2GQAdDoNPj7O+Pi41FrlBgzo3mpCzk6loZ9nEP08gwCrNSrXUHxexF3GrdJD61gr4kKdvenm6N4lCoLLVTLkKhlqh/rXu/VqvBj0G9b4rGwhU+oORpS2Mg59X8T/XnGj0EPLwoUhvPvuMfT6LloGxEYJgwfAmi3w3fsQFAb2jXOvkmgDRNGaqXDFchDzwKcGHhwHbj2oDfoXBBgeCSEB8NVvkBIPX74KR6+Bm+8C2441cdSmiCKcOgXBgcAxcNsLC4aAQw+sluqWJzFRy9q1rsyZk4JMBgqFWK9gMxrMrH0hHfdwDQMecr3Ilf1SZJQW8L+9KwG4MWwoA7wun5Lvxx+3kZtbgqurPbfdNqrJ59MeEUXYutXqGjlypBxBaPlMnxISXYFmibb58+cjCMJFrlwXYmtry7///W+eeuqpZndOonURBAFXVx3u7n706xdUZ11lZV13OBcXe9zdHcjNLaGsrJITJ9I5cSIdAHt7W77//unatsuX76Kmxoivrys+Ps54eTmhUrWcUBIEAXc7R9zrcatMLLSKuPiCDDLKCsg2FJFtKGLb2dIDCpmc3q5+RPmEMtgnFBfbtk0I09npNcuB5JhKnnksnQ//9CY7W83//V8wr712susW4Z42BI6dhrR0WPIuPDpfioNqr2RkwO8/g5gFUTq47TLWHncneO4eWLUd/t4Je5ZDTTE89O+r2uUOS1GRNXYt/ig8NRRCigE9OFy66PSVsm+fnjfe6E51tQwPj2puuCGr3naiKHLsm3wq8k3kn6xCaGQ+iGqTkdd3/EKVyUhvVz9u6zPysu2Tk7P5/fcYAB5+eHKrhyhcLTIy1GRlKVCpYPDg1rWWSkh0Zpol2r7++utLrlOpVHh6ejJw4EC02q6bwrOjo9HY1Hn/xBPXAlBdbSQjo6DWIpeeXoCNTd3LaPXqA+TkFNe+FwQBDw8HfHxcCA725JZbzj+4jhxJxmg017YThPPbaDQqQkPPu/ydOJGG0Wiqs99zrzY2SoKDrW6Vk4MHkJSURaGhnNSyXFLKc0kpsy4lJgMHTUnE5iTz6YE1dHf0JMonlCifUPz0rh0iJq4jIVfJiJrnhbu7wMv9EnnmmTCOH7fjk08CeOyx5K6pVRRyuHcKvPYVxG2H7WthxKS27pVEffgAM91BpYLho0FowEItl8O0UdCrOyz9E2bIgH1ABFLG0Muwfz98vxQqskFVACWHgWFYi/62DmvWuPLJJwGIIkRElDJ5cu4l257ZUk7WnnLUaoHoZ9xRqBun2j7dv5ozJXk4qLU8O/R65JeJY7NYLHz88SosFpGhQ3sycGCDRbI6DD4+VSxYsJW0tAA0mj5t3R0JiQ5Ls0TbXXfd1dL9kOgg2NgoCQz0uKSfvSiKTJkygNTUvFpRZzBUkZVVRFZWEaWlFXVE25tv/kZJycVp/wG6d/fkvffuq33/zju/1xGDF+Lj48yiRXNq37/77h+kpubV7RsiMqWMMtcqBlzXnVPFWZwqsi5Lj27BQ+tIlE8IUT496Onqg6yx06kSl+WcEPbxqeLJxxJ57Y0erF/vgr9/BdOnd9FERV7OcP04+HkV/PIphPYFdyldWLtgzx7w9wWPPCAGxrkDg2hS4oRAH5j7MAiFwBYgC7aKEDwQvKR4nlqqquDHHyFmB5AHARa4dyy496S10puLInz7rQ+//mr9vY0bl88jj6Rc0vJfdLqa/Z9aY7573+KIc0jjUvBvOB3LhuTDCAg8Gz0DJ43usu1rakx4eTmRlpbPAw9MbMIZdQTMuLsX4e4+BCltvYRE82mWaPv222/p3r070dHRl20XExNDQkICd955Z7M6J9HxEASBGTPOJ1cQRZHiYgNpaXmkpxeg0dR19+jWzZ2ysso62bnOud16eTnVaevj44xarUQUL86y6O7ucNF7k8lcZ38ABkM1wZ6ezL/mVoqrytmXkcgvMTvJForJNhTxe/wefo/fg72NLYO8gonyCaWfZ2CXiINrbdJ2lZP1eQpTBgj8tS+UxYv98POrpF+/0rbuWtswJgKOnIKTibDiU3jolbbuUdfGZIJly2DbJvA0wb97gY0L1hINzUAQAGdAB4m74cddIPeCmbNh9FjJJfbUKfjqKyhIBSEHJnvDlLEgd2i1QxqNAh980O1sfBXcdlsGs2ZlXvKrKEyqZvNLmZgqLTiFauh5Q+P6llKcw6L91mQit/UZSbh7twa3UatVPPXUdRQWluHkdHmB15Ewm0EuLwQcgdavCSsh0Zlplmi7++67ufvuuxsUbYsXL+arr76SRFsXRhAEHB3tcHS0Izz84gfXwoW3N3pf8+ff2ui28+bdXO/nFouFsjJr9kIHtR0R9oF8uOxvZCoB38GuqIOUpFsKKK2uYEPyYTYkH0YlVxDpEUSUTyiDvIPRdbCMlO2F8mwjlYUmXIyHGT3ckfRsLf7+XTiTpCDA3dfAX3KY6QEUAk4NbSXRGhQWwmefQcoJq4AY4AUqH6AlBs8qcAuHsGQ4lgLL3oOjB+CuB8HBoQX230HJy4KCk+BSAfcOhqD+tHYVoowMNbt3OyGXW7NEjh17cdbkc5iNIttfzaKm3IxzqJqwR9wvysJbH5XGav67Yzk1ZhORHkHc1GtYk/rYmQSbKMKrr4bg6WnDjTfa4+gohcxISFwJrXqHtFgsUoyQRLtCJpOh159/cBQWluHr60Jqah4p23JhG7h76okcFoTcX0Zc8RnyKkqJyYgnJiMeAYFerr61cXDudlI9psYSeq0DyZvKKTlTTZTNfgb81w2VqosmIzmHox3cMQNr0e3dwESuQvlMiQs5dgwWfwmGLNAWwuwI6BVFi8ag6e3gsVth6374dSMcXwsL4uH2RyCyf8sdp71jNbsA+RBVBDXuMDgS1FcnrX1AQCXPPXcKGxsLERGXt/DLlQJDnnYnblkRQ593p6i8Ybc+URT5cO9fZJQV4KzR8XT0dQ2OgfbtS2TdukM8+OAkXFw6V2Ks+Hg7MjMVFBa6c+edbm3dHQmJDk+rjg5Onz6NvX3nuglJdC5CQ3346KMHSUjIYP36WLZujSMnq4ScX0oQBIF582bhFKQjJj2emPR4kotziMtLJS4vlS8PrSdA71Yr4AIdPaRJissgUwgMnOPChuczOLOhhJBJOlxCrfEhsbH29O5d1kUzSgpAAIjHYX8RhN8INjYNbSRxpYgi/P03/PUniLngb4IHJ4BzCLXp/FsSQYBRA6FHICxeDqnx8NkrMPoGuLmTe6OIImzbBhvWwwvXgfaINd5v5Figda/1pCSrZ0RQkDV2evDg4su2t5jFWouaW28No3upre775Q0fa/WpA2xPPY5ckPH80JkN1gm11mRbRV5eKb6+Ltx555iGD9KB2LbNCahk8GAjarV7W3dHQqLD02jR9s/abLGxsZes12YymYiPj2fbtm2MHz/+ynooIdHKCIJAaKgPoaE+3HffBHbuPMHatQdJTs6hVy8/NBobAh096KcIpFphJNWSR0x6PMfyUkkpySWlJJefjm3H1da+VsCFufqhuEymsK6Ka5iGbmPtSd5Yyr6P85j4ng+/Lvfiu+98mDIll4ceOtPWXWwjbOCnU7BlJYwsgVsfaesOdX4sFjhxCMQ0GO4AsyaA0qX1j+vhDM/Phr+2wprd4HsGyAC8W//YbUFpKXz7LRw9COTC1hyYPBBoJXF8AQcO6Pnvf7uj0Zh5++3juLnVXLZ9QUIVu97OYfiLHjgEWMVkQ+WNzpFYkMkXB9cBcHfEWHq6+ja4zfffbyEvrxQ3Nz033dQ0N8r2TmmpgkOH7IFSRoxwREpAIiFx5TRatF1Ym00QBGJjY4mNjb3sNm5ubvzf//3flfZRQuKqoVarGDu2L2PH9qWkxFBb+kAURRYtWk1ycg49e/owfnwET14znaOFKcSkx3Mw6zR5FaWsTNjHyoR9aJVqBnlbE5lEegahVnSOejstQcQ9zmTsMVCcXE3CXyX4+zsiCPD33274+VVeNvV2p6ZfBGw5Alv/gPAh0DuyrXvUuZFnwAPucDIYBo+gtS0+dVDI4boxMKg3eJYCfwKDINcDnNxB0UlcZI8cgW+XQFkmKPLh+m4wZgzQ+rFNa9a4smhRABYL9OhRjlZrvmz7/PgqtszLxFhh4egPRQx/sfEum+U1lfx3x6+YLGaivEOZHjq4wW1On87mjz/2AjBnTuepyXaOnTudsFiqCQw04eMjZUyVkGgJGv1kOFebTRRF7r33XoYNG8bs2bPrbatSqfDy8iIqKgobyc1HooNyYexbdbURV1d7zpzJrS0srlYrGT68F9dPiObpIddxOMcq4PZmJFBSXcHmlKNsTjmKUiYnwiOQQd7BRHgE4tHF4+DUejl973Zm30e5lGUaGTy9mDvvTGfJEh8++8wfH59KwsPL2rqbV58ePjA2GjbuhCXvwMufgZ1dW/eq8yCKsHMn5GbD9UFADOiNMHgsbWYF8HID3IACqFgH7x4A+1C49zHwuDpxXq1CdTX8+its2wzkgY8JZo8Cr140qXRCMxBFWLrUh59/tqb0Hzs2n0cfvXRKf4D8k1VsnmfNEunaW8OQpxoffyWKIu/H/EluRQnuWgf+FXVtg27yFouFjz76G1EUGT48jP79uzf6eB0BUYTt252ACoYPt6E16+1JSHQlGi3aLqzNtmTJEq655hqpXptEl0GtVjF37s0UFpaxadMR1q+PJTOzkPXrY1m/PpapUwfy4IOTGOQdgkW0cDI/vTYOLqu8iH2ZiezLTATAzVZPX49uhLsHEO4e0GD9ns5I0AQdDgGq2pi2mTOzOHNGw5Ytzrz+ejDvvnsMT8/qNu5lGzBjGBw/DVlnYOkH8OCLUmr4lsBohB9+gF3bgBzo3RtCQrBWz24POEO2Aapz4Uw+vJoMN94PI0Z1zO9/5UrYtgbIgQnuMH0cKFo/M6rRKPC//3VjyxZrSv9bbsnkllsyLvsvzDtRyZaXs2oF26iXPRtdPBvg95Mx7MlIQCGT88KwmWhVDddx+/vv/SQmZqLVqrn//s5Wkw2OH7ejoEDA1lZkwADXtu6OhESnoVk+GJs3b27pfkhIdAicnHTccMNQZs6M5tixVNavj2XHjuNERgbVtinIL6MytYa7+43lnohxpJXmE5Mez4HMU8QXZJBbUcL607GsPx0LgK+9S62A6+Pm3yVKCgiCUCvYrO+tKbgzM9UkJGhZuDCEt9463qBLU6dDqYDZ0+D1r+DQJtgdBdFj27pXHZu8PGs6/7QEELLgOn8IjuBquOg1iUA/ePkh+OZ3OJEMP7wDR/ZbSwN0qIReJpjsBUkGmN4PegymRTNxXoZly7zYssUZuRwefTSZceMundIfzgq2eVmYqiy49dEwcl7TBNuJvDS+ObwRgAciJ9LdqWE3QFEUWbfuEAB33z0GR8fOZ00PCKjkppuOYDZ7oVJJWSMlJFoKQWxMhO1VZtOmTSxdupRdu3aRlpaGg4MDAwYMYN68efTvfz498uVcEEJDQzl58mSDx9qwYQNz587l8OHD2NraMnXqVN58803c3Fr+RlNaWoper6ekpKTNs2paLBZyc1fh5nYGmUwqeHklGAxVqNVK5HKr2893323m55934OJiz9ix4YwbF4GHh9UlsspUw7HcVI7kpHAkJ4WkomxEzv8EBQS6ObjT1yOAvu7d6OXm16Hj4SwWkdxccHMDmaz+36shz8jxX4uJnO1MSbkNTz3Vi4ICJf/61+XrKHVq1uyDFWtB4wOvfwuadiYw2hHWe1kubm5uyGT/GHAfOQJfLYbKbNAVw33nREQ7jhkTRdi0F37bBCY12AXCnY9C34i27tmlyc+HXbtg2lAQYoATIDqCcHUH7FVVMhYsCOHGGzPp1+/yKf0BtrySRdZ+A27hZwWbTf2Crb77WEmVgSfWfEFBZRkj/HrxTPSMRmcPrq42sn59LFOmDOikGYdNwGlgGtaEMxINcdn7mESnpinaoNlPLlEU+f777/njjz9ITEykrKys3gxLgiCQlJTUpH0vWrSIgoICnnjiCcLCwsjLy+Odd94hKiqKtWvXMmaMNS3u7t27L9p2z549/Otf/2LGjBkNHmfr1q1cc801TJkyhT/++IPc3Fyef/55xo4dy/79+6V4PIlGodXWdYexsVGi02nIzy9l2bIdLFu2g/DwAMaN68vgwaH09+pOfy9rDEN5TSVHc85wJCeFwznJpJXmc7o4m9PF2aw4GYNckBHi7EVfd6s7ZaiLNyr51Zm1vhqIosjmuVmUZdSg1svpc6sTc+cmkJqqYfTogrbuXtsxoT9k5sBwF9BkIA18msGqVfDHb0AeBFrggYng2J3Wzlh4xQgCjB0MPQNh8W+QfgL2/AB9ewANu95dVUQRdu+Gn360unY674GhjoA/CFenr7m5KlxdaxAEUKstvPbayUZ7lA573p2jPxbR51bHSwq2+rCIFt7Z/TsFlWX46Jx5bPDUJokvGxslU6cObHT7jkcB4AJIE8ISEi1JsyxtNTU1TJkyhU2bNl0yFe6FaXItFkuT9n9utuFCysvL6d69O71792bDhg2X3Paee+5hyZIlJCQk0L375YN7Bw0ahMFg4PDhwyjOZuvatWsXQ4cO5ZNPPuHhhx9uUr8bQrK0dR2MRhN79iSwbt0hYmOTa38LLi72fPXV45d8wBdVlnM0N4XY7GSO5KSQYyius14lV9DTxZdw9wD6ugfQ3ckTeTsuLdAYS1vqjnJ2vpGNTCkw+SNfdF51LYui2DHDelqGdMAWmA44tG1X2imXnKE+uAU++y+MdoYbJoKiAyYAMplhzXYY7QTaUGAoiB7t4wdhMMDSpXBwD5AHwTK4Z3jr1bmrh3Mp/W+8MZObbspq1DaGPCNa16ZNfP3zPvZT3Da+P7oVlVzBuxNm4+/QsEWxsrKa7duPM25c305rSbFY4LPP/ImIOMrAgd1RKBrOoilhRbK0dV2aog2adWW88847bNy4kalTp5KYmMgdd9yBIAhUV1dz4sQJ5s+fj1ar5dlnn22yYAPqdU20s7MjLCyMtLS0S25XVlbGL7/8wsiRIxsUbBkZGezbt4877rijVrABREdHExISwooVK5rcbwmJcyiVCoYNC2PBgtv48stHufXWEXh7OxMZGVQr2ERR5K23fmPNmgMUF1srtzpq7Bjh35vHB0/jy2sf48tpj/L4oKmM9O+No9qOGrOJwznJfHdkM8+s/5pblr/Ngq0/8cfJGFKKcxpVT6i94TtUi0c/WyxGkf2f5tc5h6IiJf/5Tw9OnOh8cR+NwwvIg5zVkHnpe5/EWYzGs3+kQGQavDQAbr6+Ywo2sJYGmDoKtGFAGoh/wJdzYeXv1hFyW3HiBCxYAAe3giwVZrjBUzeBcyhXS7CtW+fKggUhVFXJOHrUHnMjwl9zjlby98NpHPu5qNnHPZydzA9HtwEwZ8DkRgk2gKVLt/Dhh3/xzju/N/vY7Z2jR+2JjdXwyy+9gcC27o6ERKejWe6Ry5Ytw8nJiR9++AGtVls7K6BUKgkNDWXevHmMHj2a0aNHExoayr333nvFHS0pKeHgwYO1rpH18dNPP2EwGLjvvvsa3F9cXBwA4eHhF60LDw9n586dze8sYDAYLvmZwWCojX86h1Yrxax0VtzcHLjllpHcfPMIjEZT7ecJCRls23aMbduO8cknq+nVy5fo6J4MGdIDFxfrbIu7nSPj7RwZH9QPURRJL82vjYc7kptCeU1VncyU9ja2hLsF1CY28dI5tfuYCUEQGPCwK6seSSX7UAVpOw34DbOKtGXLvDh6VMdrr1kzSjZUHLfzIYNjAnz6Mbhshxc/AGXncY9tMUQRNm+G9WvhhcngcMz6ue9AOkdRXwXQHRLjYP8G4ACsXQlKLcjlIFdYX6dNgyFDrZukpVkzZspkZ9tcsMhkEBUFffta2xYVwdq1F7c7twQFWReANWtgxa9AAbhXwX3DwC+C1k7lfw5RhO+/92bZMmvSjzFjCnjssWTkDRw+50gFW1/JxlxjIfdYJT3NDsjkTbs3FlaW8dau3xARGR8YwdjAvo3aLjExk5Ur9wEwfnxEk47Zkdi2zQmoYuhQEwrFVShULyHRxWiWaDt16hQjRoyoFRrnRJvZbK4VI8OHD691M2wJ0fbII49gMBj4z3/+c8k2ixcvxsHBgZkzZza4v4ICa7yMk9PFaYidnJxq1zcXu8vUV/LyujjDlLkx04QtiMViQRTFs5O1Hc8601FRKBRYLNb/t7OzPXfcMZrdu0+SmJjF0aOpHD2aymefrSU01Js77hhNeHhAne29dS5461y4pvsALKKF5KIcjuRaRdyxvFRKqirYnnqc7anHAXCx1RHuFsBA7xAGe4eguMqulBaLiCg2bBTQuivoOdOBuB+LOPB5Pu4RGpS2Mu68M5Xjx+04fdqWBQuCefPN46jVbWhhaAt8vBFUWsiIQ/ztG7ix/vqYXRVLZSXq77+H+DhEIRdxWz5MHQGcu7d3ovtb915wr4Dw4yqoSIQagQstW2IlYEkCZFCeg5C0/uz6CxcAGaJ/AfTJs7YtykXY9IP179o251/FKSOg22jr+m5mBNIQRzjDzGmgcoGr9BwxmQQ+/LAbmzdbBcGsWRnceqs1pf/l7jE5RyrZtiALc42IZ39bhv3bHQRq78UNYbGImMxm3tu1guKqCgIc3HggcmKjtjebzXz44V9YLCKjRvUmPLxbo4/bkSgoUBIXZ4coljF0qOPZc+x859lanB+TdbHnm0STvvNmiTa5XF7H7/KceMvLy8PjgoKg3t7erFy5sjmHqMPcuXP5/vvv+fDDD+tkj7yQY8eOsWfPHh555BHU6sYHQF/KCnG1rRO5ublX9XgWi4WSEhBFNZL7dFuhY8SIoYwYMZT8/GL2749n374TnDqVztGjGRQXC5y7LHJzizAaTXh7X1jzRoYOT4Y6eTLUaQimUDOnSzI5XpDM8YIzJBankVlURmbRUdbEH0WnsmW4dzgjffvhqXW+KmdosXD2OqPB68x5uAPy1eUUZxvZu6SY4JlOgIUHH0zg5Zd7kZBgy4IFQTzxRGK7COm5etiimDoF269+gb9+xeDVHXNwz7buVJsjlJejiItDtX07YtppKtUGqqf1oGbgMMhtZwk7WhL/MHg6GKGkAMFiArMFzGYEiwWLoxYxVwAsCCo75LNGWNdbLAhm89m2FgTRgslFjiU3GRARaspRRXtf0NZyvq1FxGibgyn3rPeJHmSPjcPiEgTFVy8LpyjCW2+FEBenRyYTueeeFEaOzCMv7/Lb5cdVcPC9bMxGEde+toTMdqeguGkPPYsFvjuylYPZZ9AobJgdOpPigsZZvFev3sfJkzlotWquvXY8V/lRf9VYs8aZiooaunc3AcqrPqbp6FjHZCWIoijFtHUxysrKGt22WXdcb29vUlNTa9+fix+LiYnhuuuuq/38yJEjl7U4NYZXXnmFV199lddee41HH330ku0WL14M0CjXSABnZ+ugtT6LWmFhYb0WuKZQXl5+0WelpaV4eXmRnp5+UbDh1XaPtFgsCAK4ulZJoq0d4ObmQFjYYO68czCFhWXs3ZvIsGG+td/N8uUxrF59AF9fF6KjexAd3ZOAALd/TC7I8fLwZRi+ANSYjRzPS+NQ9mm2nomjsLKcDZkxbMiMoberHxO7RzLEJ7RVs1FaLJy9zhoWbSBj+FMu5ByppNcsBxRnk7e6udWwcGECL74YRlycI+vW+XDHHemt1ud2iVsApEcibN+D5q+vEed+Aradv57fJfnpJ4Stm0GsQBQNVLjUYPP4QDQhncUdsiGU4O3RQBsH6ObZuN25ASGXjwO/qH0bMG5cIampOl54IZHIyJIG22fHVnDsk2wUgojfUFuGvuCBXNn0GZ896Ylsyt6FjQqeGTqVvn6Nm/TKzS3mr7+2oFLBgw+OpXv3zhkGYTZDXJwTGo2BKVNscHPzbusudTisYzIBV1dXSbR1MZpiaGqWaIuKimL58uVUVlai0WiYPHkyTz75JE888QQ2Njb4+Pjw+eefc+LECaZNm9acQwBWwTZ//nzmz5/Piy++eMl2NTU1fPfdd/Tv35+IiIhG7bt3794AHD16lMmTJ9dZd/To0dr1zaU+EXbOBVKn06HT6a5o/y2BIAjIZJfO6ifRNri42DN5cl2LstFoRKmUk56ez88/7+Dnn3fg6elIdHRPoqN7EBzsdZF1WC1TEekVRKRXEHdHjGF/5inWJh1if+YpjuWnciw/FZ1Kw+iAPkzsHomf3pXWQBBo9HXmFanFK/Li307PnhU8/ngy774byK+/etGtWyUjRhS2RnfbLzeNhIRkyE1G+PlTuPeZtu7R1aG4GA4dssZgaRRANrjkAkkQoEHs54UheCC2gR7SvawTYjIJKBRWN7vJk/MZMqQER0cjjUl4Up5lwmIU8R6sZVgzBVtiQSYf7P0TAYGpoQMZEdCr0dt++eU6ampM9O7tx8SJ/dp9fHFziY3VU1YmoteL9OvnIYmOZmIdk8mk/18Xoynfd7NS/v/999/cd999fPbZZ1x77bUAPP3007z33nt1MuNptVr2799PaGhoUw/BwoULmTdvHi+99BILFy68bNtff/2VG2+8sclp+gcPHkxFRQWxsbG1sXgxMTEMGTKERYsW8dBDDzW535dDSvkvcSUYDFXs3ZvAzp0nOHToNDU11qQmbm56vvzysTq/vcsNDvIrStlwOpa1SYfIrzhfgLaniw8TgyIZ5heGjaJlrG+NSfl/KUSLSGmGEb3v+RIAS5b4EBPjyLx5CXh6VrdIHzsUp7PhzW9A1MCj/wd9BrV1j1qHoiI4eNC6JCWAWAH3joTBaqAQyiugSg0u/lgsymZfYxLtm40bXVi+3JM33jiOTte8uO/0PQY8I22bJdh2p53k7d0rqDaZ8NV48/7UO7BpQiKgpKQsPvtsDY89NhVf39aZFGsPJCZq+ftvOd266Zg+PbKtu9MhkVL+d12aog2aJdouxU8//cTvv/9OUVERISEhPP744wQHBzd5P++88w7PPPMMkyZN4uWXX75ofVRUVJ3311xzDVu3biUrKwu9Xl/vPhUKBSNHjmTjxo21n23ZsoXx48czbdo05syZQ25uLi+88AJ6vb5VimtLok2ipaiqqmH//lPs3HkCHx9nbrttFAAmk5nHH/+cXr38GDq0J717+6NQ1J98xCJaOJR1mjWnDrI3MwHL2VuBrdKGUf69mdg9kkDHhlywLk9zRVtloYltr2ZTnmVkyqd+qPXys/uDqio5trZXN3FPu+KvGLBkwJQ7QT6adl8surFUVMCuXXDgAJxOBCoAA1AKgXYwKRj6hgGOwHkhfyUTAxLtE1GEb7/14ddfre6dt92Wwc03ZzZq29y4SvT+Kmx0zU+6JIoif8Tv4atDGxARifQI4u7g6/H3smn65FMDk2idAyNwBlGcjiBIqf6bgyTaui5tJtpailGjRrF169ZLrr+wy2lpaQQEBHD77bezZMmSS24jCAIjR45ky5YtdT5fv3498+bNIzY2FltbW6ZOncpbb71Vb624K0USbRKtTWzsaebO/b72vU6nYfDgECZM6EfPnr6X3K6wsoyNpw+zNulQnYLewU5eTAzqxwj/XmiUTZ/EaO6A2mIWWftkOsXJ1XQbZ0/UE/X/HuPidAQHG7Cx6WoZt0qBAmAy0IRYpPaGyQTn6mQW58DzTwLlIJRBkB1EekNkGDj6APVbOCTR1rmoqpLx9ttB7NnjAMCsWZncdltGo5IPZe43sP21bPT+Ksa85oVK23ThZraY+fzAWladOgDANd37c3+/CRTkyxt9jZWUGNDrO2f8Wv1kAnbATVzqdypxeSTR1nVpddHm5OREnz59LiusJC5GEm0SrY3JZObw4WR27TpJTEw8paUVtevGjg3nnnvGXXYwIYoih3OSWXvqEDEZ8ZgsVouWWqFkhF9vJnWPpLuTZ6Nnjq9kQJ1/sor1z1oTjox7wxvXME2d9WvWuPLJJwEMG1bIs88mdbGMkgBpYNLCmb4QFNHWnWk8+flWa9qBA6BVwRM3AKnAafhpI7jbQb9e4OBFYwaAkmjrPOTlqVi4MJjkZFuUSpEnnkhm5MjGld/J2Gdgx/9lYzGJ+AyxY+hz7sgUTbseKo3VvLnzN/ZnnUJA4J6IsVzXIwpRpNHXWHx8Ov/+97fMmDGE228f1amtbCaTwMaNzkRF7UGvHwFIrpHNRRJtXZemaINmJSIxmUz4+Pg0q3MSEhKth0Ihp3//7vTv3505c67h2LFUNm06wsaN1mXChH6XFW2CIBDhEUiERyAlVQY2JR9hbdIhMsoKWHf6EOtOH6KbgzsTg/oxKqAPWlXrpVZ36aEmaKI9SWtL2fdJPpPe96kzCPPxsWY+3b7dCX//SmbNapz7VKfB4AzvfQ3Zy+E/i8CzHWdsy821xqcdOACpyVhdH8tBUQ5VZlArAQe4eQYdZabeZBLIz1fh7l7dBScMWp7kZA3z5vWguFiBXm/ipZcS6dHj4izM9VFHsEXbMfTZpgu2gopSFmxdxunibFRyBU8PuY5oX2tpjcbObZtMZj766G+MRjP5+aWdWrABHDpkz2+/ubB160hee81f+h1ISLQyzRJtvXr1IiMjo6X7IiEh0YLI5XLCw7sRHt6Na67pz+HDKYSFnbeqlpdXYmenueT2erWWGT2HcF2PKI7lpbL21EF2pp0guTiHTw+s4avYDQz3C2NiUCQ9XHxaZYDS9y5n0ncbKDlTTfzKEnrOcKhd17t3GXPmpPDhhwEsXeqNr28l0dFFLd6HdoutBuw9IC0eFr8BL7x73tWwPfH997BtE7UxakIphOqhvy9EhIHai2Y+itqMsjI5r7wSSny8Fje3Gp577hShoYa27laHxtnZiEZjxsHByNy5Cbi51TRqu4y9Bna8bhVsvkPtiH6m6YItuSibV7b+REFlGXobW+aOmEWoS9Mnpv/8cw8pKbnodBruvXdck7fvaGzd6gxUEh0tIghXViZJQkKiYZr1pHzssce488472bFjB8OGDWvpPklISLQwoaE+hIaeH4Tk5BTx2GOfM2lSJLfeOhK1WnXJbQVBoLebP73d/HmgeiJbUuJYc+ogqaV5bEw+wsbkI/jauzAxqB9juoWjs2m5+mE2OjkR9ziz54Nc4n4oxH+4HbYu529bEybkceaMhj//dOfddwPx8DhBYGDFZfbYiRAEuGsSvJIBaYfhrx/gujvbtk9ZWVZr2vDhoFcCWeCbD7LT0EMPkX5WoabzpKMJtXPk56uYNy+UtDSrlTkvT4WHx/lMprGx9hiNAn37lqJStbuQ8XaFKFJrnbG3N7FgQTx6vRGNpnExqhn7LhBsw+yIfrrpgm1/ZiJv7FxOlcmIr70LL4+8GXc7x6aeCjk5RXz/vTVkZPbs8Z0+pi0ry4bERA2CUM7QoS5t3R0JiS5Bs56aw4YN47777mPixIncd999TJs2DT8/v0sWiPPzk2KmJCTaEzt2nKCysoYVK2LYvv04Dz44kcGDQxu0lulsbJkWOoipIQOJL8hg7amDbE89TlppPl8eWs83hzcR7dODid370cctoEX62m2sjqT1ZViMIqaqiwdz996bSlqahkOH7Fm4MJj33juGg4OpRY7d7tFr4fbJ8NnPsOZHawmAoB7N25c1NSfU1NS/uLtbF4CSEti+HYxG67rqajh9GrLSAAPYJcAoB6AIBpmg/82gdQean9GvPZCRoWbu3FDy8lS4uNTwn/8kUlUlR68/f70tW+ZFXJwOtdrCgAHFDBlSxIABJV0742k9VFfLeP/9bkRElDJxYh5AHfHbGOy9ldjYy3HtrWHIU27I5E0TbKsS9/Pp/jWIiIS7BfDv4Tdgp7q098GlEEWRRYtWU1Njok8ff8aMCW/yPjoa27c7AVWEh1fj6NjIIu4SEhJXRLMSkchkMgRBaFQqW0EQMJm6yACqAaREJBLtif37E1m0aDW5uSUADBwYzEMPTcLNzaFJ+zHUVLH1TBxrTx3idHF27ededk6MC4xggL5/s1JlX0h1qRmVnQzhEvswGOQ8/XQYGRlq7r03jRkzsutt12n5Zg3sPggKX3jqdQgKsn6elQWrV19CiFXDpAkwYihghqREePM9QAQsZ18vWKaNgqkjrW0zMmHBpxe0swBGkFdCmCOMDoZePQEHWluoXa1EJKdO2TJ/figlJQq8vatYuDAeV9e6LnyiCF984cfOnU4UFp6PzVMoRPr2LWXEiALGjGlcYo3OTGGhkldfDSYxUYuNjYXFiw/XEb5NoSLfhNpR3iTBJooiX8duYMXJGADGdgvn0UFTUcguUR6lgWts+/ZjvPnmbygUcj766EG8vZ2bdS4dBaNR4LnnelJRUc5jj9nQu3czJ4okapESkXRdWj0RyYgRIzp9gK2ERGdnwIBgPvkkgJ9/3sFvv+1m375EDh9O5o47RnPddVEN7+AsWpWaycEDmBw8gFOFmaw9dYgtZ46SWV7IksOb+E22n6eHT2GAd/NT09vYX37gr9WamTs3kdhYeyZPzm32cToss0ZDwhkoyIKUtRA0GDCBIRn2rMAqqupZyquAZOvfqjzgFMgAlRxUsrqv+sNAmfV4uioYrjq7XgEqJTjbQZ9QsO34FrX6KClRUl6uICiogldeia9XZAgCPPBAKvffn0pCgpaYGEd273YkI0PNgQN6ZDKxjmjLz7da7LoSSUm2LFwYQkGBEp3OxIsvnmqSYEvbVY7cRoZXf6sb9oXu0o2h2mTknd0r2J0eD8Ad4aO5MWzoFY1pKiqqsbFRMnPmkE4v2AD273egosKMs7OFsLArq+UpISHReNplnbbOimRpk2ivpKXl8cknq4iLS+Xmm4fXFutuLlWmGrafOcZPcdtJKyxBZQMTgiKY3W/8FWWcNFVbOLasCJlSoM8tlw98r6iQo1JZUCi6yC0uPR82bYH+7tDr7ECqpBr2pVlFVZ1FBUolONuDvRaQgSiARQC5wvq+ztJ+J+muZsr/2Fh7QkIMTXZ1TEtTs3u3IwEBlQwaVAxATo6K++7rS0BAJUOGFDFkSCEBAZWdOgPfrl2OvPNOEDU1Ar6+Vcybl9Akl8jUHeXseisHQQ4T3vbBMbBptSOLq8pZuHUZCYWZKGRynoy6lhH+vRvcrjHXWG5uMY6OdiiVHTNWsymsXevKypVqpkyBa66JaOvudAokS1vXpcMX1+6sSKJNoj0jiiI7dhxn8OAQVCqra1dGRgE6nQZ7++YlF6moqebjHZvZlr0PBHDS2PHowKkM9A5u1v4y9hrYtjALmULgmg99sfepP4GKwSDnrbeCOHZMR69eZfTpU0Z4eClBQQak52HnojVF2+bNzoSEGPD2rmrR/QLs2OHEW28FYbkgTNPdvfqsgCuiR4/yTnWt/vqrJ0uWWJMhRUaW8NxzSWi1jRe/Z7aXs/vtHESLSMBoHVH/cruku3R9pJXkMX/Lj+RWlKBTaXhpxE2EuTbu2SfVAvwn1VRUZCMI09FofNu6M50CSbR1Xa66aEtMTCQ/Px9nZ2dCQkKudHedFkm0SXQkzGYzTz31FXl5Jdxzz1jGjYtosgvRucFOvpDKh3v/IrO8EIDRAX24P3JCkzNNiqLI1gXZZO034BauYcyrXvX2af16F77+2peysrqz3lqtmV69yhg9uoBhwwqbdGyJ9klrDahXrPDgq698cXOr4f3349DpWj6RSFmZnL17rS6Uhw7pqak53/9///tUpyph8csvnnz7rQ/TpuUwe3Yq8iZ40CatL2Xvh3kginQba8/gx12bJNgOZyfz+o5fMRir8LRzZP6oW/DSNd6Nsb5rzGQy89ZbvzF16kD69Alo/Ml0CtIBJ2AmHTULbHtDEm1dl6Zog2ZfGZWVlTz//PM4OzvTo0cPhg0bxn//+9/a9V9//TWRkZHExsY29xASEhJtSHGxAYvFQllZJf/73188//w3nDnTvHixMFc//nfNA8zoEYWAwOaUo8xZ9Sm70042aT+CIDDgQRfkKhm5Ryo5s63+4rvjx+fz/feH+PDDOO6/P5XBg4vRas0YDHL27nXgzJnzGeIMBjl//eVGaqoGye9AQhRhyRIfvvrKakEYNqwQO7vWyfyo05kZOzafl15K5PvvD/Lvf59i9OgCHB2NREaW1Lb7/XcP3nwziO3bnais7JgDuhtuyGLhwngeeKBpgi3+z2L2/i8XRJGgiU0XbBtOx/Lylh8wGKvo6eLD2xPubZJguxQrVuxm166TvPHGcqqrjVe8v45AdbWMtDQVUA6EIQk2CYmrS7N+cQaDgdGjR3PgwAHc3d2ZMmUKf/31V502I0aMYPbs2SxbtoyIiIiW6KuEhMRVxNnZnvffv4+VK/fx/fdbOHEinSee+ILrrovi5puHX7a2W33YKJTc2288Q3178sGelaSV5vN/O35huF8YD/afhF7duLpGdh5Kes1y5Mh3BRz6sgCvAbaotBePAgUBAgIqCQio5Nprc7BYIClJy9GjOiIiSmvbxcXp+OwzfwAcHEz06VNKeHgpffqU4eVV1aljjCTqYjbDxx93Y/16a92pu+9OZ+bMrKtybLXaQnR0EdHRRXXql4HVTfP0aVu2b3dCoRCJiCglKqqIAQOKcXZun4IhJUXD0qU+PPNMEmq1BUGgzu+uMWTsM3Dwi3wAesxwIOIe50Zb+0VRZOmRLfx8fAcAI/x68UTUNFRyZQNbNkxWViE//bQdsNZks7G58n12BPbudWDpUlcGDrTlvvv827o7EhJdjmZN2b3xxhvs37+f+++/n+TkZP7888+L2gQFBdGjRw82bNhwxZ2UkJBoG+RyOdddF8WiRXOIju6B2Wxh+fJdzJmziNzc4mbtM9TFh/cn3ceNYUORCQLbU4/zyKpP2ZF6nMZ6a/eY4YDOW0VVsYkjSxvn5iiTQXCwgeuvz65TgNvGxkJEhLUQcnGxgu3bnfj44wAeeqgP99wTwZEjumadp0THoqZG4M03u7N+vQuCAI8/nnzVBNs/+acumTMnhZkzs/DyqsZkEti/X89HHwVw990RvPRSaJv08XLs3evAs8+GsWePA99+69Ps/Xj1t8VvhI4+tzk1SbDVmI28vWtFrWC7KWwYz0TPaBHBdmFNtr59uzFqVJ8r3mdHYds2Z6ASPz97oG1DPCQkuiLNsrQtW7aMgIAAPv74Y+SX8XPw9/eX3CMlJDoBLi72/PvfN7JvXyKffroaZ2cdrq76Zu9PJVdyZ98xRPv24IOYlaSU5PLGzuUM8Qnl4QGTcdTYXXZ7uVJg4BwXNv0nk+SNZfS51QkbXfPSzEdElBIRUYrRKBAfb8fRozqOHLHn5Ek7CgqUdWpxbdnizOHD9rWWuK6Wrr0z8+23vuza5YhCIfLss0ntKp4sNNRAaKiBu+5KJy1Nw+7djuzb50BCgrZOunxRhMWL/ejRo5x+/UqalOijJRBFqyvn11/7IooQHl7GLbdkNG0fFhFRBJlcQJAJRD/j1qRY2tLqCl7b9jPH89OQCzIeHTSFcYERTTyTS7Nt2zEOHTqNUilnzpxrukz5ozNnNKSmqlAoqomO7vxlDSQk2iPNEm2pqalMnTr1soINwN7enqKi9vPgk5CQuDIGDgwmPDyAsrLK2sFKVVUN69fHcs01/VEomiacujt58d6k+1gWt51fju9kd3o8cbmp3B85gVEBfS47IHIPtyXyARd8orTNFmwXolSK9O5dRu/eZdxySyY1NVYRd2FK8l27rEkjNmywus95elbTt28pffpYRZyjY/t0VZNomFmzMjh50o4770wjPLysrbtTL4IAfn6V+PlVMmtWJiUlCiorz1/7qaka/vjDnT/+cEcuh169yhg4sJiBA4tb3dXXZBL45JOAWtfSSZPyePDBM00quWExiex+LxeZHKKetIq1poiizLIC5m/5kazyIrRKNf8edgN9Pbo1+VwuRVlZBV98sRaAWbOG4+XVdcTL1q1WK1tkZA12dp5t3R0JiS5Js0SbVqslPz+/wXbJyck4O3edm5qERFfAxkZZJ4bjhx+2smJFDGvXHmTOnMmEhTUtG6lCJue28FEMOWt1O12czbsxf1jdJgdOxtn20m44odMcmnsaDaJSifTpU3fwPm1aDl5eVRw5Ys+pU1qysmzIynJlzRpXFAqRn346iI2N5RJ7lGhvVFbK0Gis35dOZ+att453qBhGvd5Ux9Km0ZiZMSObffscSE9Xc+SIjiNHdCxe7IunZzV3353WKhbEsjI5//d/wcTF6RAEuO++VKZNy2nS/9JcY2HHGzlk7jUgyAVCpulxDm58Tcdjuam8tv1nymoqcbPVM3/ULfjqXZtxNpdm06ajlJRU4OvrwsyZ0S267/ZMZaWMffv0QBkjRjgAVz5JJiEh0XSaJdr69+/Pjh07SEtLw9e3/hodx44d49ChQ0yfPv2KOighIdG+6dbNHXt7W86cyeP555cwfnwE99wzFp2uaen8Ax09eGfivfx2Yjc/xm1jX2Yij6z6jPsixzO2W98GZ9xzjlZi76NE49h6Gc369CmrFXIGg5xjx6yulEeP6lCrLXUE27ZtTvTrV9IqqeIlrpz0dDVz54Zy441ZTJ5szYrakQRbfbi51XDvvWnce28aWVk27N/vwN69DsTF6cjKskGtPn99pqRoSEzUMmBAyRVbiKur5WRkqNFoLDz//Cn69y9peKMLMFZa2PZqFrlHKpGrZAz7t3uTBNvWlDje3/MnJouZECcv5o6chYP68i7WzeHaawfh7GyHq6u+yV4FHZk9exypqTHi6Wmme3fJyiYh0VY0q07bypUrmT59Ov379+fHH3+ke/fuyGQy7r77br766ivOnDnD9ddfT2xsLBs3bmTUqFGt0PWOh1SnTaKzUlZWwTffbGLdukMA6HQa7r13HKNHh5OXJzS5hlZqSR7vx/xJYmEmAJEeQTw6aAqu2vrj6OKWFXJ0aSEBo3UMecr9yk+oGZhMQq0r2KlTtjz1VC/s7EzcdVc6EybkdXhB0F5pTp22xEQtL78cQlmZAl/fKj74IA6lsvPWe6iqknHokJ7+/YtRqazn+dVXvqxY4QFYE/QMGFDCwIHFdO9uaNa1mpioxcbGgp9fZZO2qy4zs/WVLAriq1BoZIyc54lbb03DG2JNCvLzsR0sPboFgGifHjw15DpsFC2bzbGrF9d+//1unDhhZtYsgTFjwtu6O50SqU5b1+WqFNd++umnee+99xAEgZ49e3LixAk8PT3x8PDgyJEjmEwmnn/+eV5//fVmnURnRBJtEp2dEyfS+OSTVaSkWC0Xs2YNZ9y4kbi5Wa0YTYlPMVvM/BG/h6VHtmC0mNEoVNzbbxwTgyIv2k9BYhXrns4AUWTMa164hzfNytfSnDplywcfBJKSYh18hoYaePjhFIKCKhrYUqKpNHVAffiwPa++GkxVlYzgYAPz5ydgb29qcLvOxpo1rqxb50piYt1SGw4OJgYMKOb++1Oxtb20lfjvv91wdDRekbtlVbGJTXOzKEmpRqWTM+oVz0Zb2EwWMx/t/YuNyUcAmNEjinsixrVKYpC9exNwdvahWzdNlxRtZnMVR46YCA0dia2tV1t3p1Miibauy1URbQA///wz//d//8eRI0fqfB4aGspLL73Ebbfd1txdd0ok0SbRFTCZzKxcuZfff4/hnXdmYzLpcHODZcu2sWbNQQIC3PH3dyUgwI2AAHd8fJxRqS49M55RWsAHe/7kRH46AOFuATw+eCrudo512u1blMepVSXofFRM/tAXmaJtB1dmM/z1lztLl/pQVSVDEGDy5FzuuCP9qmf168w0RbTt2uXIW28FYTIJhIeX8dJLCbUxbV2V4mIFBw5Y3SgPHdJTWSnD0dHIkiWxtRa3Q4fscXevri058MUXfqxa5YZKJfLxx0frJOtpCjlHK9kyLxOVTs7ohZ44+Ns0ajtDTRX/t/0XjuSmICDw0IBJTA4e0Kw+XApRFDl6NIV162LZvv04CoWaTz6Zjbu7Q4sep2OQCngC19HMSlESDSCJtq7LVRNt58jLy+PMmTOYzWZ8fHzw9va+0l12SiTRJtGVMBpNyOXy2gH1G2/8yq5dJy9qJ5MJeHk58dprd+DkZK2JVllZjVqtqp01t4gWVsbv5dsjm6kxm1ArlNzVdyxTggfUtqkxmPnrwVSqS8yE3+lMrxsdLzpWW1BYqGTxYj+2bXMCwMenik8+OSq5S7YQjRVta9e68vHHAYgiREcX8cwzSZ3aJbI5mEwCx47pKC1VMHy4tf6hKMIdd/SjpESBt3cVtrZmEhO1CALcdVc611+fdUXXcuZ+AzpvFTrPxrk05pQX8crWn0grzUetUPLC0Bvo79W9+R34BwUFpWzceIT162PJzrZaEUURIiPDePnlGcjlXWdAbTQKyOUmZLJTwGQgrK271GmRRFvXpSnaoEUi9l1dXXF1bdksTRISEh0bpVKBxXJ+UPzEE9cyY8YQUlJyOHMmr/a1rKySnJxi9PrzLo2LFq1m9+6T+Pm54u/vRkCAG90C3Pm/YXfwzfGNxOWl8tmBNexIPc7jg6fipXNGpZXTb7YLMe/mcOynIvxH2GHn3rKxLc3BycnIs88mMWFCHosW+XPttU3LqifRMpSVKRBFmDgxjzlzUpDGRRejUIj07Vta57PSUgUBARUcO6YjI8PquqhWW3j66SSiooqbfIzilGpkCgF7HxUAXgO0DWxxnvj8dBZuW0ZJdQXOGh0vj7yZbo4eTe7Dpfjzzz18+eV6zs1l29raMHJkb8aO7Yu9vWeXqcl2jq1bndmwQcu0aQqGDvVv6+5ISHR5rli0ZWVlsWvXLjIzrQkDvLy8GDJkCF5ekt+zhITEeWxtbejRw4cePXxqPxNFkaKicnJyiuvUfUxPL6CqykhCQiYJCZl19uPopOWBFyfy7ZFNHMtL5YEVH3NXvzHM7B1NwCg7Tq8vJfdoJQc+y2fEXI92M9Dq27eUjz6KQyY7L2T37dNz9Kg9t9yS0eXd9FqbmTOz6NatgsjIEkk0NwG93sSrr8ZTUSEnNtZadH7MmHwCApqWcAQgP76KrfOzkNsIjH/TG61b4ydVdqQe572YP6gxmwh08GDeyFmXLQfSGDIyClAq5bi5OQAQEuKNKIr06uXHhAkRDB0aho2Nstaa25UQRdi2zZmiokrMZn+g8eJaQkKidWi2aMvMzOTxxx/njz/+wGKpO9gQBIHp06fzwQcf4OPjc4k9SEhIdHUEQcDJSVfrFnmOt966m6ysIlJScjlzJrf2NTu7GK2tmmmhgxjsE8KHe/7ih81beezQ5yyUL2OSYyRhHoEYjzjg1L9tXZDr48JCw0ajwKefBpCbq2LbNmfuuy+VoUMLJUHRQpjNsHy5J9Om5aDRWBAEmpyKXuI8trZmoqOLmp14JOdIBdsWZmOqsuDso0Zp2zhTZ43ZyOKD61l16gAAAzy789zQ69EoGxf/9k+qq43s3HmcdetiOXYslWuu6c+cOZMBCA315vPPH8HT06lZ++5MJCZqycmRY2MDgwa5tHV3JCQkaKZoy8zMZMiQIaSlpaHVahk/fjwBAQGIokhqairr1q1jxYoV7Nu3j5iYGMnqJiEh0STkcjk+Pi74+LgwbNj5OIqqqhqKisoBcNM68MqoW9n/2ykOy5PJoZjv8jbjFX8ETxxZ9aWCp/XXMWxYGBX5JmxdWq9+W3NQKkUefjiFzz7zJzvbhjfeCCIiwpWHHjqDt3dVW3evQ1NTI/Dmm93Zs8eBo0ftWbAgXhLDbUjGXgM7/puNxSji3teWES95oFA3LNoySgt4Y+dykotzAJjZM5o7wkchlzWtRpooipw6lcX69bFs3RpHRYU1cYogCLV/n3svCTZrDco1a9yASgYNMqJWt00ZFQkJibo0axTz4osvkpaWxm233cYHH3yAk1Pdm1xRURH/+te/+O677/jPf/7D119/3SKdlZCQ6Nqo1ao6gyqZTMbqj+aTlJXJW1tXcCAriUrXatJL83E+Zc+aNQcJ8wxk/bMZBE/R0/dOZ+TK9jN6HzCghPDwo/z6qxe//upJbKw9jz7am5kzs7jxxqw6xbolGkdFhZxXXw3m6FEdSqXIlClSDGFbcmZbGbvfzUU0i3gP1jL0OXfkqoYF2+bkI3yyfxVVJiN6G1uejJre7IQjCxb8xP79p2rfe3g4Mn58BGPHhuPs3P4s8m1FRYWc5cs92bNHj9FYgyBUMXKkA1LGSAmJ9kGzRNvq1avp1q0b33zzTZ04lHM4Ojry1VdfsWPHDv7+++8r7qSEhITE5Qjy9GLRrDlsSj7CFwfXUV5TSY57MfqBthzdm4XFKBL/ezG5RyuJftYde29VW3e5FpVK5NZbMxg9Op/PPvPnwAE9y5Z50atXGf36lTa8A4laSkoUvPxyKElJtmg0FubOTaBPn7K27laXJT3GwK63c0EU8R+lI+oJtwZLcVSZavh0/+ra+mvhbgE8HX0dThrdZbc7x7lU/b16+dWOTwIDPTh8OJno6J5MmBBBnz4B7SbWtT1hY1PJsWMiRmMZvr4mpkxR4OsrZZeWkGgvNEu0lZeXM27cuHoF2znkcjlRUVH8/vvvze2bhISERKMRBIGxgX3p5xnIp/tXs1uIZ1v6MXYIx4m8vQe2Sz0Rk9xZ80Q6/R90IXCcrl0N3Dw9q3n55QR273bkyBH7OoKtpkZApZLS01+O3FwVL7/ck8xMG/R6E6+8Ei8VM29j3PqoceimwiVUzYCHXRr8vSUXZfPGzt/IKCtAQODWPiO4qdcwZELDlp5/puqfO3cWgwaFAHDddYO57rrB6HS2Deyl62AwyNmxw4nDh+155plYZLJc5HKRm2+2w86uG0FB3giClHxEQqI90SzR1rNnz9pskZcjMzOTHj16NOcQEhISEs3CSaPjxeE3kVCQwY9Ht7E/6xQrM3eSEVjIgOK+TCodxd7/Wcg6WMGgR11RaZsWH9OaCAIXJXsoKlLyxBO9mDIll+uvz5Jqi9WDKMKbbwaTmWmDq2sNCxfGt2pcYO6xSrIOVBB+h1OtEClMqsYxUNWuJgLaGpVWzrjXvVFohMv+X0RRZPWpA3x5cB1GixlnjY5nomfQ2+3yaeZNJjMHDpxi7dpD7N9/qjZVv0ajorDwvIVVEmvnSU9Xs3mzS60LJFQTG6sgMjIU6EFEhC8tVA1KQkKihWnWL/Nf//oXd911F2vXrmXixIn1tlm3bh3btm3jm2++uZL+SUhISDSLEGdvXh51CwkFGbz258+kpxew1+kQp1yTGVjcj6g9EbiGqQmd5tDWXb0sGza4UFSkZOlSbzZtcuGhh1Ikt8l/IAjw2GOn+fTTbjz3XBIuLjWtdqzcY5VsnZ+FqcqC1k1B90l6DLlG1j6Zjs5LSei1erqN0TUq0UZnQxRFDi0uwNZVQY/pDgANZok01FTxvz0r2ZV+EoCBXsH8K+pa7G0uL7SKi8t57LHPKS421H4WFubLhAn9GDq0J2p1+3GBbmssFjh82J5Nm1xISNAAlYDVBXLMGBV9+owCXAFpwkFCoj3TLNE2YsQI5syZw7XXXsusWbOYNWsW/v7WGbEzZ86wbNkyfv75Zx555BFGjhxJampqne39/CQfaQkJiatDiLM3S+55kl827WDeLz9QqC5mt+s+TgecpsZ1EPZlw/DUtd+McTfckIWbWw2LF/uSmWnDvHmhDBtWyOzZaa0qTtor1dUyEhK0nDhhR2qqhiefTAIgIKCSN9440apJR/KOnxds7hG2dBtjjbMqSq5BoRYoy6hh/6I8Dn9bSNAEHSFT9U2qRdaRES0iez/K4/T6UhAEPCNt0fteXjjF56fz5s7fyK0oQSGTc1ffMUwPHVyvVa6mxkhSUjY9e/oC4OBgh5OTDlEUGTu2L+PHR+DjI6Wmr4/0dA2ffuoFVCGTlREZWcPo0XrJBVJCooMhiOf8CZqATCZDEAREUbyky8Ol1gmCgMlkuuz+N23axNKlS9m1axdpaWk4ODgwYMAA5s2bR//+/eu0NRqNfPjhh3z99decOnUKGxsbwsLCePvtt4mOjr7scUaNGsXWrVsv+nzixImsWbPmsts2h9LSUvR6PSUlJdjbt23GKovFQm7uKtzcziCTSSJaonU4V5TWzQ1ksrafxT16NIXn3viG07bZGN3MhIR4Y6NSMNKnDyH7ejL69m5oXdvnINtgkPPDD96sXOmOKIJabeH229OZPj2nrbvWqhQXKzh2TMeJEzqOH7fj9GktZvP59Z9/fhhBqG71ayzvRCVb5p0XbCPnetTJgmistHB6QykJK0sozzJaPxQEfKK09H/Apd2VnGhJLCaRXe/kkLajHASBwU+4Ejj20s84URRZcXI33x7ejFm04KF15Lmh1xPsfHF5IFEU2bbtGN98s5Gyskq+/fZJbG2tNdpycopwdrZHoWhdF+f2dh9riPR0NenpaqKiCoECoJBPPhmIl5cdI0e64OjojeQC2b6wjslycXNzQybrelb6rkxTtEGzLW2t6be/aNEiCgoKeOKJJwgLCyMvL4933nmHqKgo1q5dy5gxYwAwm83MmDGDHTt28NxzzxEdHY3BYODAgQMYDIYGjmIlMDCQ77//vs5nDg4OLX1KEhIS7YA+fQL4cP4DvPzyj2SeLKCguhS3CD2/79hPRXYMy+eFMOfGcQwc49vWXb0IrdbM/fenMm5cHosWBXDihB15ec0rMNxeEUU4c0aDl1dVbeKV5cs9+f13jzrtnJ2N9OxZRlhYORqNmapWLmtXR7CdrTP2z7T1So2M0GkOhEzVk7m/gvg/S8iJrSDncAVKbecdhJlrLGz/v2yyDlQgUwhEP+uOb7TdJduXVBl4L+YPDmRZLaTDfMN4dNAUtCr1RW0TEzP54ou1nDiRDoCLiz3Z2UUEBlqvB3d3x1Y4o46JxQKxsXo2b3YmIUGDUmmgT58DaLX2QDRz5nRHcoGUkOjYNMvS1tqcm224kPLycrp3707v3r3ZsGEDAO+//z5PP/00O3fuJCoqqsnHGTVqFPn5+cTFxbVIvxtCsrRJdDXa6wx1RkYBc+cu5frrowmO8mRJzBY2xRynxmBBJgqM8O7Dk/dMwNelfbpbiSJs3uzM4MHFaLVWs1N2tg02NhYcHY1t3LvGU1V1ztVRx4kTdpw8aYfBIOfVV+Pp29catxcT48APP3jTs2c5YWHl9OxZhqtrTa0bZGtfY9VlZlben4rRYMYtXMPIeZ4obBonwkrSaig5U4PfMKuIEUWRLfOzcA5RE3yNPRqnjm3tMFZY2Lowi7y4SuQqGcP/44Fn5KVj0Y7mpPD27hUUVpajkiu4P3ICE4MiL5oELioq59tvN7Fx4xFEUcTGRslNNw3juusGo1JdfUt4e72PwfkskJs3O1NUBFYXSAuRkUZmztTi5OQHSC6Q7R3J0tZ1aYo2aJei7VKMGTOGjIwM4uPjAejWrRsBAQFs3ry5WfuTRJsk2iRal/Y82KmsrEajOW+pOp6dxv+WrWNvSiIAKrWc6cP6c/eIUe065g2sIu7FF3tw6pQWL68qnJyMODoacXKqwcnJiKdnVbtKXnLsmB2LF/uRlKTF8o/64Wq1hYcfTmHMmIJG7etqXGPJm8tI3lTGiJc8Gi3Y6iPveCUbns8AQKYQ8BtuR8g0Pc7BF1uZOgLJm8uIeTcHpa2MEfM8ceulqbedRbTwU9x2forbjoiIr70Lzw29ngAH94vaGgxVzJ79IQaD1Xw6enQf7rprTJsWwW6v97HDh+354gvf2iyQdnYiI0aYGTFCcoHsaEiirevS6u6RbUFJSQkHDx6sdY1MS0sjJSWFadOm8eKLL7J48WIKCgoIDQ3lueee46677mrUfpOSknBycqK0tBR/f39uvvlmXnrpJTSa+h8+jaU+98xznxkMhotq3Gm10kyYhMTV5ELBVlZWwdfvbGDOHWO4o2wkH/6yjoSqVH7duJfNZ44yJbIfN/VqvwlLysoUVFfLqKqScfq0LadP110fEmKgX7/jte+feiqMmhoZjo5GnJ1rzgo8q9Bzd68mOLhx7uWXw2Kxujqei0WLiipm2LBCADQaC4mJ1nuei0sNPXuWn7WklREQUMFlSoBeNS6My+42WkfAKLsrDgtwDlUz9HkP4v8sJv9EFSmby0jZXIZLTzWh1zrgM0SLTN5+REFDdButo7LQhEeELU5B9bvqFlSU8vauFcTlWROSjQ+M4IH+E1Er6k9SotWqGTmyF6dOZfHAAxMJDfVptf53NCwWKC9XYG9vAmoICDiF2azHz8/MmDFKBgzwRKmUXCAlJDorV2Rp27p1K1u3biUrK4vq6ur6DyAILF68uNkdPMftt9/OsmXLiImJoX///sTExDBkyBDs7e3x8fFh/vz56PV6vvjiC3799Vc+//xz7r///svu86WXXsLb25sePXpQWVnJ6tWr+fTTT4mOjmbz5s1XNNvR1Ie7+cLI+quAxWIhL281rq6pyGTtL35HonNgsYjk5YGra/uaof4nixev548/9qBQyHjuuZn069WdXz84ysq83ZT1z0OukiETBMYEhHNj2NB2Kd5EEVJSbMnPV1FUpKSwUElRkfVvL68q7r47rbbdjTcOoKam/vtbaGg5b711XuDNmxeK2SycFXV1BZ6razWentZ7v8kknE0YYseJEzri4+2oqDivvsaOzeeJJ6xq0myGnTudCAsrv+IMmK1xjRUkVHHwiwKG/du91VwYCxKrSPyrlNTt5VhM1sfwyJc98ezfvmuKGfKMKG1ljapvuD8zkff3/ElpdSVqhZJHBk5hpH/vOm3S0vL46qsN3HPPOPz8XAFrpkilUtFuat619X3snAvkli0ueHiU8sQT2wER8CY3tzeurr5SFsgOjnVMloerq6tkaetilJaW4ujo2HrukYWFhbUJQBraXBCEKxYkc+fO5dVXX+XDDz/k0UcfBWDXrl0MHToUlUpFQkJCbckBURQZMGAAubm5pKWlNflY77zzDs888wy//fYbM2bMaHafm/qwycrKavaxmoPFYqGk5AB6fS4ymetVPbZE18FiESkpAb2+fYu2mhojn3yygoMHExAEmD17KsOH96Uy30SmMoffT23nSF4SpioLKo2cod7hXBs4FHdt+xNvDSGK1hTgxcVKiotVlJRYxV1JiZLiYiW+vpXcdVdKbdv77huA0Vj/ICIoqJyXX7YKvPJyOXPm1M3ua2NjoXv3MkJCyunVq4SQkPIWP5+WvsZKTlex780sjBUWfIbr6HO/W8MbXQFVRSbSNpVScLySwS951T47cg4asHVVomsgbX5rYTaKVBeZqCq8cDGTc8CAxkXBgGc9L1mLzmQx80vCZlYnxwDgZ+/OoxHX46F1rm1jMFTy22/b2LhxPxaLSEREd5566uarcm5Npa3uY2VlClav9iA21gGj0QQYsbOz8Oyz6djaegEuQDswS0tcMdYxWQl6vV4SbV2MsrIyQkJCWs898sknn2T79u306tWLBx54gKCgoFZz73vllVd49dVXee2112oFG4Czs/Xm36NHj1rBBlaxNHHiRF5//fV6E5o0xO23384zzzxDTEzMFYm28vKLByelpaV4eXmRnp5+0Rdztd0jLRYLggCurlVI9weJ1sJi4ex1Rju/zpQsXDiTTz5Zxfr1h/n227+QyyuZMWMIAfgQHXILWzcm8tEv68gLzCFGEcu+/CPt2vJ2OdzdK7EW2L08ogivvZZQa7krLLRa7qzvVXTvXsW5W6ybm5nBg0vQ6Uz07FlGz57lBARUtPr33pLXWEFiFUc+yEJmsuDTT83Ip11Q1BNuVmM28tuJ3RzPSyPUxZtBXiF0d/JsnmXITYFfaN3rx1xjYef3eVSXmHHvqyH0Wj2eA2xbzPJkMYlUFJioyDdRmW+iIt9MZaGJfvc51x5jx+s5pO+u301W4STD0c6Cxunif3h2eRHv7l5BQkEmKhuYGjKQe/qORSm3DjfMZjNr1x7i+++3UlZWiUIBUVEh3HPPOJr4uL5qtMV9rKJCzqJFQWRlWVAoyggMNDF6tJIBA9xRKsOQXCA7F9YxmSBZ2roganXjY5qbJdpWrlyJj48Pu3fvxs7u0ql9r5RXXnmF+fPnM3/+fF588cU664KCgrC1rd+N5Jz170ou/Cv90dQnws5ZHHU6HTqd7or23xIIgoBM1r4tIBIdH0GgQ1xnMpmCxx+fhk6nYcWKGL75ZiPl5ZXceecYBEHAOceZG7ImkVmYy8HiIxSG5LAx5TCbz1jFW3uOebsSIiLKGmhx/ntduDDhkutak5a4xgoSq9j6cjamCguuvTSMfqV+S9KRnGQ+2beajDJropTDucn8fHwHTho7BnmFMNgnhHD3AFTy5mc5rK4UceutIX23gdwjleQeqcTOU0nIND2BY+1R2l76+WQxiVQWWgVZRb4Jv+HnY/EOfV1AyqYyqorrr5Xa+2Yn1HrrvrWuShQ2MjTOcmxdFdg6K7B1UaB1V+I3TFuve+SO1ON8uPcvKozV6GzUPDF4GlE+PWrXx8Wd4bPP1pCSkguAv78r998/gYiIwGb/r64WV/M+ZjQKfPppANnZIo6OlTzwgJrAwO4dygXSbDZjNHacTLZtjcViwWQyUVNTI4m2ToZSqbwoj8WFNOX7bpZoM5vNDB48uFUF28KFC5k/fz4vvfQSL7/88kXrFQoF06dP59dffyUlJYWAgADAKtjWrFlDUFAQLs1I171kyRKAZpUQkJCQ6NgIgsC9947H3t6WJUs2sXVrHNdfPwSdzpbw251xDlET874cr2Nu5KTmcXrsSZI16WxIPsymlM4t3jozhaeq2Dw3C6PBjEtPNaPmXyzYSqsr+OrQejYmHwHASWPHtJBBJBZkcjA7icLKctYkHWRN0kFs5EoiPQMZ5B3CQK9g9OqmDbY1jgqG/9sDQ66RhL9KSFpXRnmWkYOf53Pku0IGP+5WW0YgaX0pmfsqakVaVbHZaiI9i3tfW9R664DBYhRrBZtMKWDroqizXGjIi7jHmcj7nRtl3asxG/ny4HpWnzoAQE8XH56Nvh5Xrb5Ou8TETFJScrGzU3PbbaO45prIyw5muiomkwBUoVbLePxxG7y9w9q6S41GFEWys7MpLi5u6650KERRxGKxUFZW1m5iOSVaDgcHBzw8PK74u21WTNvo0aMxGAzs3bv3ig5+Kc7FlU2aNKlewXZOUCUlJTFgwADc3d2ZP38+9vb2fPnll/z+++/8/PPP3HDDDbXbKBQKRo4cycaNGwHYvn07r732GjNmzCAwMJCqqipWr17N559/zsiRI1m/fn2Lz3ZIKf8luhrtNVV2Y9i48TA9evjg7e1c5/PKQhO738slJ7YCAHFIOScGHCO2wJpkQyYITAkewN0RY6/I2iLROK70GhNFkXVPZ1CYWGUVbK94odTI6qzflHyExYfWU1ZTiYDANd0jubPvmNqC0EaziaO5Z9iTHs/ezETyK86XVxAQ6OHizSDvEAZ7h+Bj79LkB7epykLypjLiV5ZQll7D5E/80J+NdTvweT4JK4vrtJcpBDRnhdiQJ93Qulmvw7IsI6ZKCxpnBTb2shYZHKaX5vPGjuWklOQiIHBj2FBu6TMChUxOVVUNeXkl+Ppa46ZNJjPLlm3n2msHodO174QrF3L172PlGI1ZZGePxtc3go7kCpmVlUVxcTFubm7Y2racS29nRxRFTCYTCkX7ScAjceWIokhFRQW5ubk4ODjg6el5UZtWr9O2adMmJk2axM8//8x1113X1M0bZNSoUWzduvWS6y/sclxcHC+88ALbtm3DaDQSERHBf/7zH6ZOnVpnG0EQGDlyJFu2bAHg1KlTPPHEExw+fJj8/HwEQSA4OJibb76Zp59+Ghub+tMXXwmSaJPoanRk0fZPjhxJJiTEG7VahSiKnFxRzOFvCxHNIsNf8sQQVMSPcds4kJUEgK+9C89EzyDQ0aONe965aYlrrCLfxOFvCxjwsGsdwZZRWsAn+1ZxJDcFgAC9G48OmkKoy6XT0IuiSHJxDnvS49mTkUBSUXad9Z52jrUCLszVF7ms8ZYmURQpTKzGOeR8DERuXCXFZ2rqWMxaSpA11JdNyUdYtH811WYjehtbnomeQYRHoLWI+JajfPPNRjQaGz766EEUio5rUbta97HUVA1+fkVAMjAIGE5HSjRiNptJSEjAzc2tNu+AROOQRFvnpqCggNzcXEJCQi7yLrgqxbV//fVX5syZw9SpUxk3bhze3t6XvNBGjBjRnEN0OiTRJtHV6Cyi7eDBJBYuXEZQkAcvv3xzrZWgILGKrAMV9L75vDvkwawk3o/5k6KqchQyOXeGj+a6HlHSg7iVaO41Zqy01BFoddaZTSw/sYtlx3ZgsphRyRXc2nsk03sMRtEEkQWQX1HKvoxE9mTEczgnBZPlfDZlO5WaAZ7dGewTSj+PwFrLXXun0ljNov2r2ZxyFIAI9248NeQ6HDV2JCRk8Pnna4mPtxYR9/Bw5JVXbsHLq+MO4q/GfSwmxoGvv/Zh4sRYZszQIAhjgLbJHNpcqqqqSE5OJiAg4Ipr3XY1JNHWuamsrCQlJYVu3bpdlHjkqhTXLi8vR6lUsmTJkto4sEtxtWuQSUhISLQkWq0NGo2K+PgMnn9+CQsX3oazsz3OwWqcg8/fgCsLTZQvtuX1O+7lmzNricmI56vYDezPPMWTQ6bjYtu2kzUSVopOV7N5Xib9H3TFf3jd2Oy43DN8vPdv0s8mGon0COLhgdfgYefYrGO52NpzTXB/rgnuT5WphoNZSezNSGBf5ilKqyvYciaOLWfikAsy+rj5W61wPiG4aR2u9DRbhdNF2byxYzmZ5YXIBIHb+ozixrChFBWV896nf7BpkzXmT61WMmvWcK69dhAqleQmfDmOH7djyRIfoBSLxRtB6E1HE2wXIokOCYm6tNRvolmWtm+++YbZs2cjiiKRkZEEBgZeNmX9119/fUWd7CxIljaJrkZnsbQBpKbmMXfuUgoLy3Fz07Nw4W0XWQ+2vZZFRowBBAGvgRqyo87wS9EWqs0m7FRqHhk4hWF+HSepQEegqddY0elqNr2USU2ZNenIuDesXiJl1RV8HbuR9adjAXBQa7k/cgLD/Xq1yiDUIlqIz89gT0YCe9Lja0XiOQL0brUCLtjJq9UGwqIoUlZTSWl1BSVVFdbXagOl1dbP/vl5QWUZFlHExdaeZ6NnEObqR1ZWIY8//jlVVdZsgWPHhnPnnWNwcmr7LMktQWvex1JTNbz9diDV1eUMHFjN7NkhCIK+4Q3bIecsbfVZEyQuj2Rp69xc7rfR6u6RYWFhpKSksGrVKkaNGtXUzbsskmiT6Gp0JtEGkJtbzEsvLSUrqwi93pYFC24jMPB8zFp5tpH9n+aRdaCi9jNTYCWbe20n1zYfQS4wtls4D/SfhK2y5eNmuyJNucaKkqvZ9B+rYHMKUTN6gSdKWxlbz8Tx5cF1lFRbv7dJQZHcFTEGO9XVc/HKKC1gb0YCezMSOJaXhsj5R7Oj2o5B3sEM9g6lr8flywlUm4x1hFdJleGs+LpAhF3wWlZdWedYjWGwdwhPDJ6GzsbqJiyKInPnfk9VVQ0PPDCRkBDv5v0T2imtdR/Lz1fxxhtBlJZW0qNHFY89FoBC4dpi+7/aSKKt+UiirXPTpqLN1taWkSNHsnr16qZu2qWRRJtEV6OziTaA4uJyXn75R06fzsbW1ob3378PT8+6Kf5L0mpI+KuE5I1lmKstmDFzKOQoiQNOIALuWgeeHnIdPV192+YkOhGNvcaKU6rZ+OJZwRasZvRCTwosJXyybxWxOcmANXnMY4Omtvn3UlZdwf7MU+zNSORA1ikqTTW161RyBf08AvGwc6zXOlZtbl5tLK1Sjd7GFnsbW/Tqs69n39tf8Lmj2o6K/Gp++GErjz46pTa+s7y8Eq1W3SkHnK1xHysvl/P/7d13eBTV+sDx7+xu+qb3kEASQguhd6RKFUEFgav85NLUexVFVJooEMRyLSDCvSpyQRGwoGBBKVelSJfepYYaIBBCNtlkky3z+yNkISRAAkl2Sd7P8+yTZObMnHdnJ7P77jlzzjvvxJGSYiYyMpvRo8Nxd7+3k92KnLQtWbKEWbNmsX37dlJTU9m5cycNGzYstf1L0laxlVbSdkf3tFWpcm9fWIQQ4k75+el5662BTJnyDWFhfoSFFb7XyTfKlWbPBNPg7wEc+18Gh39OZ3DT+9F2bs7UjT9wIfMKL/4wlydatOPxhHYlGkFQlNyVE9e1sNVwp+3kEH44sYlv9q8j12rBRaPlsYR29KnTqsQDjZQFbzdPOsbUp2NMfcxWC/tSTrLlaivcxSwDW87eOIl5QTqNFh83D3zdvAokX/nJWN7j2npvN49iPe+zZ1P5btEGli/fgaqqBAZ68/TT3QHQ62XgiZI4eFBPSoqVwEATzz8feM8nbBWd0Wjkvvvuo1+/fjz11FOODkdUUneUtP39739n6tSpnDt3rsg5B4QQoiLz8nLn9dcHoNVeG1pdVdVC35C6emmp09uP2g/7YjWr6NwCmPHA07yz5Cd+PrCDmSd+Zc2fh0h8tB+R/vfu6HrO7uS6THIMeQlb2EgLo/+YyynDRQAahMYwvFkPp50Q3UWro1F4dRqFV+cfTbpz4soFtiYfJcucc0NLmAe+7nlJmIfOtdS+rb9wIY116w7wxx/7SUq6YF/eunVtHn64RanUURk1a3YCRTlLZGQj/PxiHB1OpWc0GnnmmWdYsmQJ3t7ejBo1iqVLl9KwYUOmT5/OwIEDAThx4oRjAxWV2h0lbePHj2fXrl10796dmTNnypD+QohK5/oR8axWK++99z1161alV6/mhcoqGgWdW96HaC9XdwZ4dEWT6s9K2zp27D9B/78+ZFCtzgzs0wrPQBlpr7TVfyIAs4eZDaFb+feGXQD4uHnyZKMudIiud890R1IUhRj/MGLKae4/m83GN1ofDgAAZdRJREFUiy/OISMjGwCtVkPDhjH06dOK+vUl0SgpVQWzWcHV1QBcpGnTtkAtR4dV5kwm003XaTQaXF1dS7XsnXTNHD16NKtXr+b7778nLCyM8ePHs3379lLtAinE3bqjpK1GjRoAnDx5ko4dO+Lq6kpYWFiRb3yKonDs2LG7i1IIIZzYxo1/sWHDQTZsOEhGRjaPP97ulolA7Yf9eKXj/XReVpPpW37kuDWZWQeWsXrbQYbFdafjiCh0bkXPIeasDGdz0booeAY7xz0ZmefNeAbpULSw7tR+Zmv/x5UzRgC6xDZkSMNO9oE0BFy+nMGGDQfZt+8k48b1RVEUNBoNbdvGk5x8mbZt69KqVS37PWyi5H75JYSdO714/vlV+Pk1A5oCjv9fKWv9+vW76bqmTZsyadIk+99PPPEEOTk5RZZNSEjg7bfftv89bNgwDAZDoXJLly4tUXyZmZnMmTOHL774gi5dugAwb948IiMjS7QfIcraHSVtNzYP5+TkcPLkydKIRwgh7jlt2sRz9mwqCxeu5auv/iA93cjTT3dDq735fUJuPlraPFaNln2HM/vHNSzYtYbDJPHulQUEXX6MRuHVgaK7XTpKdpqFy0dzSD2cg/GCmVYvhdrX7VlwmdPrM3Hz1RJU253Amu4E1XYjoIb7TSexLivpp3P5/ZWzaGrlsvO+7ey4kPfFYaR3IMObP0hCSLVyjcdZpacb2bjxL9at28++fafIH5fs0KGz1K6d94H1n/98wGnOv3vZ+vUBLF0aDBg4cKAFrVs3Bu6tL2YqqmPHjpGbm0urVq3sywICAqhVq+K3gop7yx0lbTabrbTjEEKIe5aiKDz2WDu8vT2YNWsly5Zt58KFK4wZ8yienrce2l+n0/LMo53o2jGeN1Z8R3JmKhPXfMnDtVrwWFw71oxJIbqDnrgHfHH3Ld9BMi4dMnFhdzapR0ykHc0h65KlwPpGQwNx98t7G7FZVBStQk66lbNbjJzdkteqhaLgF+NK9+mR5fLhP/10Lr+OP80GZRd/mnbjd1aHq6uOv9Vtw6N1WuOivaO3vQrl4MHTfPXVH+zenYTNdm0A6Vq1qtC2bTzh4dcG15GE7e7t2ePNwoXhQAY9euTSunUDoPJ0g/72229vuk6jKZi4LliwoNhl58yZc3eBXXUHg6gL4RDy7iWEEKXkwQeb4e+vZ+rUH9i+/Rhjx37OpEmPExR0+yk+qgeE80n/fzJ3568sO7qdHw9tYe2WQzS72IKMhQHs/yaNau29qdnLl4DqpTvHmznbRtqxHFKP5FCjh4+9a+aJ1Rkc+SX9WkFFwSfKhcAa7gTUcEOju/aBvt2r4VhzbVw+ltcSl3rIxKVDOWSlmNFolQIf/n8ffxaAwFruBNVyJ7CmGx4Bd/92lH46l/mTdrLUey1X/K8QVNudBhHRDG/2IFV8Sm+gl0uXDKxffwBXVx09ejQF8j745eSYcXd3vc3W5S8rK4fcXDN+fnoArFYbO3ceB6B69TDatq1L27bxhIT4OTDKiikpyYNPP62KzZZB69Y5PPRQHaBiDYd/OyW5x6ysyt5KXFwcLi4ubN68mapV86ZASktL4/Dhw7Rv375U6hCiNEjSJoQQpah16zoEB/syZco3JCdfJi0ts1hJG4CbzoVnmvWgaUQNPtzyE2k+V1h2/wpanWpKjQM1SPrdQNLvBoLiPajVy5fIVl5otCVrCbHm2khLyuXykRxSj5i4fCQHwxlz3igJQFBtN4Lr5A3fHtbIk5wMG4E13Aio4UZAdTd07jfv0qV11RBcx8O+PeR1qcxJtxao/+IBE6pVJWVvtn25Z7ALgbXciGjqSWynks9jeS7JwOvTfmKb7wF0ngrR9fx5unlX7o+pXyqtRWlpmWzYcJA//tjHwYNnAOjbt3WB9YMGTScw0JsqVQKJjAykSpVrj5AQ30ItBWXJZMpl69YjrFu3n23bjtK1ayP++c8HAKhbtypDh3amRYuaRETIqKVl5cIFV2bOjMFsNpKQkMsTT1RHUbwdHZa4gV6vZ9iwYYwePZrAwEBCQ0N59dVXC/y/Xr58mVOnTpGcnAzAoUOHAAgLCyMsrHwGBhLirpK25cuXM2vWLLZu3cqlS5d44okn7M3Vy5cv59dff2XUqFFERESUSrBCCHEvqFEjgqlTh3L69CVq1Cj59a9ZlRr8u8c/+HDzUrZpjrItYDuZzS7RKakNVzaoXDqQTepfJh6aUw3PoJtfxm0WlfRTuXgG63DzzutaeWS5gZ3/vVSorGeQjoAa7gVazyJbeBHZwqvE8V/Pw1+Hh/+1GDUuCt2nR5J6OIdLh0ykHsoh/VQuWRfNZF3Mmxg6P2lTVZWdc1Pxj3UjqJYb+nCXQgmYqqr8sW8vHy//iXRXIy6eGvp1ac7Trbric5cDjVitVn79dRfr1h1g796T9m5UiqIQHx9Fs2Y17GWTky8DkJqaQWpqBnv2nCiwr969WzJ0aN4gB0ajic2bD11N6AJKbXCP3Fwz27cfY926/fz55xFycq5NtH3yZIr9d0VR6N27VVG7EKVo/vxIjEYT1arl8PTTkWi1kiA7q/fee4/MzEweeughvL29efnll0lPv9bL4KeffmLIkCH2vx977DEAJk2aRGJiYnmHKyqpO07ann32WWbNmoWqqnh7e2M2mwv0C/bz82P69OlERkby0ksvlUqwQghxrwgO9iU42Nf+95EjyRw4cIqHHmpRrJYfP3c9E9s/xvKj25mz81f+Mp/kbGwK/3jwAfx3hpNjsBZI2A79dAW/GDeyLlrsLWhXknKx5tpo+VIoMR3zvuEPrOGGm6+WwJruBMTltaAF1nCz35tW1hRFwS/aDb9oN6p3zUvOzFk2Lh/N607pW/Va98KMZDOHfrhi/9vVW0tATVdc42xkVcnE4H+F3ZePs+6vIxjIIdTNnylD+9K0evU7js9isaLT5SW4Go2GxYs3cf58GnDtnq82beIJDCzYGpiQUI0vv3yZs2cvc/Zsqv1x5kwqycmXqVLl2gf2EydSmD79J/vfPj6eVKkSYG+Va9o0jujoUErqpZfmcPLkRfvfYWH+tG0bT9u28Xe0P3F3hg3bxldfxTJwYBRubjKnrTPT6/XMnz+f+fPn25f98ssv9t8HDx7M4MGDHRCZENfc0bv03Llz+eSTT2jRogWzZs2ifv36hbp9tGrViipVqrB06VJJ2oQQlVpGRhZTpnxDWlomZ86k8o9/dLcnBreiKAo9ajSlXkg13t/4A8evnOf93UvoVqMRTzbuai9nOJvLjtmFW88AXLy0mI3XBo8KquNO7/nRTjXAhIunhtD6noTWL9jilEMurj2y+OvkOU5cSuGiLo2Lly+Tvd0E28E73AXvSFfcvV3o16U1TzRvh09Aye9zMZly2bLlMOvW7efw4WTmzh2BTqe92iLVkqysHNq2jSc01P+W+/H29qR2bU/7yIv5bDYbVuu110CjUahfP5qzZ1NJTc3AYMjCYMiyd7v09HSzJ1nHj59n/vzV13W1DCAiIpDTpy+yZcthnnyyq/1caty4OkZjztVErS5xceFO9TpXLqn4+xt49tkgINrRwQghKoA7StpmzZpFQEAAP//8M4GBN2/uj4uL4/jx43ccnBBCVAR6vQePPtqKOXN+Y8WKHVy4cIWxYx/Fy6t4CUaUbzBTuw1lwZ41LDm4iZXHdrL3wklGte5NjcC87pdRbfSk7M3Gu4orgTXcCKzpRkBc4S6FzvghPtdq5owhlZNXUjiZfvHqzxQuZhnAD/AD1QbmLCtuRhtKpgt6g54GkZEk1I2grlcCDWOD0GiK/9xyc81s23aUP/7Yz9atR8jNvTYy5r59J2nYMBbAPtDI3dBoNAW+2KxTJ4o33xwI5CWMycmXOXPm0tWfqQW61CYlXWDbtqNs23a0yH03b16Txo3zWhYHDGjPkCGdnfI1rgxUFRYurEJ8/HkaN74MdABqOzgqIURFcUdJ2/79++nYseMtEzbIu0Fz8+bNdxSYEEJUFIqi8PDDLQkL8+e9975n587jjBnzOZMmPVbsEft0Gi2DG3aicXgsH2z+ieTMy4z+9TMG1GtP3/jWtBnr/DfD21Qb5zLSOJmeUiBBS868jO0mw24HengT7RdCVd9gqvmGEO0XQqRPEG46F1RVRVUhJaXITW9qw4YDTJ/+EybTtXu+wsP9adeuLm3b1qVatZC7eZol4u7uSmxsGLGxRb9+8fFRDB/ew97N8syZS1y4cAW93oP77qtTYJAbZxy5sjL54Ycw1q3zZeNGDW++GYC/f0Mqw+TZFdWaNWscHYIQBdxR0qbRaIo1V1tycjJeXnd3E7sQQlQULVrU4p13BvH6619z6tRFXnppDhMnPkbNmlWKvY/6oTHMfOBpPtq6jHWnDjB/z2q2Jx/l5daPEOLlV3bBl4CqqqRmZ9hbzE5cSeHklYucybhErtVS5DZ6V3eifa8mZ34h9kRN7+pRZHnIS4ZvN8eS1Wplz54TeHt7EBd3tVUyKhiTyUxIiK99uPvY2DCnbKEKDw8gPDygwDKLxYpWq3HKeCur1asDWbEiEDDwxBNm/P2bIpNnCyFK0x0lbbVr12bbtm1kZWXh6Vn0qFepqans2rWLJk2a3FWAQghRkVSvHs7UqcN4/fWvSUq6wPffb2bs2EdLtA+9qwejW/ehWUQNPt62nAOXTvP88k95slEXYv3DUFHzR/C/+ruKyrVJZPPXX1t3dfnVZQA2VS1UPm+5rdA+AC5nZ9qTtFPplzCaTUXG7qrVUc03hKq+QUT7hVLtapLm764vtSTEZrOxf/8p/vhjPxs3/oXBkEW7dnUZPboPAFWrBjN9+pNOm6jdTnHuhxTlZ8cOX775JhxI5+GH8yfPlhmVhBCl646uKv/3f//Hiy++yPDhw5k9ezY6XcHdqKrKiBEjyMzMZODAgaUSqBBCVBRBQT68++5gFi5cw//9X4c72oeiKHSMqU98cBRTN/3AwUtnmPHnz6Ub6F3QKApVvAOJ9guhmm8I1fzyujeG6v3QKGXTAnHw4GnWrdvP+vUHSUvLtC/39fUkMLDg/FjVq8tofuLuHTnixZw5kaiqgXbtzDzwQDzg5uiwhBAVULGSttjYWPr168c777wD5A33v3jxYubNm8f69evp1q0bAHv27GHUqFH8/PPPHD58mPvvv59BgwaVXfRCCHGPcnd3ZdiwayNAqqrKqlV7aN8+oUQtKaF6f97u9HcWH9zE/47txGKz2luPNFfvp1EUBQWF/EalvN+vlrn6M3+9csM2+WUUezmu+/3aPr1dPah2XYJWxTsQF235tjZ8/PFykpIuAODl5U7r1rVp164u9epVQ6uV1ilRulJTXfjoo2pYLJk0aJDL44/HoSh6R4clhKigivWOeuLECS5evDb3i4uLCytWrGDUqFHMmTOHjz76CIAdO3awY8cOtFotw4YNY8aMGYWmAhBCCFHYd99t4IsvVrNq1R5eeaUvev3N7+W6kVajpX/dNvSv26YMI3QeWVk5rF27jz/+2MeECY8BeQNwdOnSkCNHkmnbti6NGsVKN0JRpgICzLRufZikpGCeeioKjebWU0IIIcTduOOvQT09Pfnoo4+YPHkya9eu5cSJE1itViIjI+nYsSMRERG334kQQggAoqNDcXd3Yc+eE4we/RmTJj1OWJh8CLze0aPJrFixg7Vr99lHfly37gANGjQEoFev5g6MTlQ2ipJMv35gNsfj4uL8o7cKIe5td913JTg4mL59+5ZGLEIIUWk1a1aDd98dzOTJX3PmTCovvzyX117rT506UY4OzaFMplzWrt3HihU7OHr0nH15ZGQg3bs3pmXLmmRnOzBAUalYLAq//hpMly4H0enMQBdcXKo5OiwhRCUgfReFEMJJxMSEMW3aMKpXD8NgyOLVV+fzxx/7HB2WQ125YuTf//6Fo0fPodNpad8+gbff/jsfffQMDz/cEm/vokcwFqK0qSp89lkUP/wQwKefRgFtgFqODkuUMbPZzNixY6lXrx5eXl5ERETw97//neTkZEeHJiqZYre07dq1i9dff/2OKpk4ceIdbSeEEJVNQIA3//rXIN5//3u2bDnMBx/8RO3akcWehPteZjLlsm7dfs6dS+Pvf78fgLAwf7p3b0xERACdOjXAx0eSNOEY330XzrZtXmi1mdx/fwDQwNEhiXKQlZXFjh07mDBhAg0aNCAtLY2RI0fy0EMPsW3bNkeHJyoRRb3dzKTkTaZ9J3PZqKqKoihYrdY7Cq6iMRgM+Pr6kp6ejo+Pj0NjsdlspKQsIyTkJBpNVYfGIioum00lJQVCQkCjuffmw3Ikm83G3Lm/ERUVRLdujR0dTpk6eTKFFSt2sHr1XoxGExqNwty5IwgMvP11Us4xUdZsNpVvvw3m999DUZQMhg0z07x5I0AGurmeyWQiKSmJmJgY3N3dHR1OiRiNRp555hmWLFmCt7c3o0aNYunSpTRs2JDp06cXKr9161aaN2/OyZMnqVr17j9DqaqKxWJBp9Pdk3NHilu71f9GSXKDYre0Va9enfvuu+/OohVCCFEiGo2GJ5/sWmDZuXOX0evdK0SXwNxcM+vXH2DFih0cPHjGvjwszJ9u3Rrh5ubiwOiEuGbrVj9+/jkMD490Hn3UTPPmDZCErfgsJstN1ykaBa2rtlTL6txLPlzD6NGjWb16Nd9//z1hYWGMHz+e7du307BhwyLLp6enoygKfn5+Ja5LiDtV7DO7TZs2zJ07tyxjEUIIcRMGQxaTJn2JRqNh0qTHCA8PcHRId+W333bz8cfLgbwWspYta9G9e2MaNoyVb5qF00hOduPzzyOBLO6/P5cuXRLIn2JCFM+3/b696brwpuF0mNTB/veSJ5ZgzSm6d1ZwQjCd3+5s//unYT+RY8gpVO7xpY+XKL7MzEzmzJnDF198QZcuXQCYN28ekZGRRZY3mUyMGzeOAQMGOLzXlKhcynfmUyGEEHckIyMbi8XKxYtp9pEl4+Pvja7NublmNm78Cy8vd5o1qwFA+/YJ/PzzVjp0qEfnzg0ICPB2cJRCFHbxohtubgYiI23061cDRbn3W7lFQceOHSM3N5dWrVrZlwUEBFCrVuFBZsxmM4899hg2m80+R7EQ5cUpk7ZVq1axYMECNm7cyOnTp/Hz86Np06ZMnDiRJk2aFChrNpuZOXMmn332GUePHsXNzY34+Hjef/99Wrdufdu6fvvtNyZMmMDu3bvx9PSkZ8+evPvuu4SEhJTV0xNCiBKrUiWQqVOHMWXKNxw5ksyrry7ghRd60aFDPUeHdlNnz6aycuUOfvttNxkZ2cTFhduTNi8vd/7zn39Kq5pwag0aXGTKlN0kJ7dDUXwdHc49qd+3/W66TrnhPtQ+C/oUu+xDcx66u8CuKsbQDkDe583+/fuTlJTEqlWrpJVNlDunTNo+/vhjUlNTeeGFF4iPj+fixYtMnTqVli1bsnLlSu6/P29UMavVSu/evVm/fj1jxoyhdevWGI1Gtm/fjtFovG09a9eu5YEHHuDBBx/kxx9/JCUlhbFjx9KpUye2bduGm5tbWT9VIYQoNn9/PW+//XemTfuBjRv/YurUHzh37jKPPdbOaZIfi8XKpk1/sWLFDvbsOWFfHhTkQ/PmNbBarWi1efelOEvMQtzcaby8YvH1lS9y71RJ7jErq7K3EhcXh4uLC5s3b7YPKpKWlsbhw4dp3749cC1hO3LkCKtXryYwMLBU6haiJJwyafvPf/5TqKWre/fuxMXF8dZbb9mTtpkzZ7J8+XI2bNhAy5Yt7WUffPDBYtUzevRoatasyXfffYdOl3coYmJiuO+++5g7dy7PPPNMKT0jIYQoHW5uLowb15cvvljFd99t5Msv/0Cn09KvXxtHhwbABx/8yB9/7AfykrKmTePo3r0xTZpUtydrQji7bdt8cXHJpH59F6AxMq1txaXX6xk2bBijR48mMDCQ0NBQXn31VTSavNfcYrHQt29fduzYwc8//4zVauX8+fNAXjdKV1e5x1GUj2IlbTabrazjKKCorol6vZ74+HhOnz5tX/bhhx/Srl27AglbcZ09e5atW7fy9ttv2xM2gNatW1OzZk2+//57SdqEEE5JURQGDepEeHgA33+/6Y6mBDCZcklNzSAnx2x/5OZa7L/XqRNFlSp53ybnD8l/fdlrDwv9+t1HmzbxALRrV5d9+07StWsjunZtRHCwdCkT95bsbA1ffVWFzMxM/vGPIBo2jAAuOjosUYbee+89MjMzeeihh/D29ubll18mPT0dgDNnzvDTTz8BFBpNcvXq1XTo0KGcoxWVlVO2tBUlPT2dHTt22FvZTp8+zYkTJ+jVqxfjx49nzpw5pKamUqtWLcaMGcOgQYNuub99+/YBUL9+/ULr6tevz4YNG+4q3qK6Z+YvMxqNhb5x9vLyuqv6hBCVT9eujbj//vrodHnXk927k1i8eGORiVVOjpkXX3yI++7LS662bTvKO+8svum+R4zoaU/aLl0y8PPPW29a9vLlDPvvzZrVYO7cEdKqJu5Zy5aFkplpISzMQoMGcYB0463o9Ho98+fPZ/78+fZlv/zyCwDR0dHFvu9NiLJ0zyRtw4cPx2g08uqrrwJ5LWVwbVjWf//73/j6+jJ79mwGDx5Mbm4uTz311E33l5qaCuQ1bd8oICDAvv5O6fX6m66LiIgotKy8JyC32WyoqkpeI6pcjETZsNlUVBXKubG+UtFoNNhsef/DaWlGduw4ftOyWVm59rJubi54errh5uZS4OHqqsPNzQU/P729bFiYP/36tSmw3s1NZ9+matVge1lQUBTlur/LlpxjojRduuTK778HoKoGHn3UBUXxu+79Uk6yW8k/TvmPiqA8n0t+PRXl2Ilr8s8jm81W6DpSkuvKPZG0TZgwgYULFzJz5kz76JH5T9JkMrFs2TKqVasGQJcuXWjatCmvv/76LZO2fDe7Eb68b5BPSUkp1/psNhvp6aCq7mikq74oIzYbV88z5DwrB0FBVRgy5CFcXV1wdc1Pwq797u3tSf6lJioqjg8/HH3L/eWX1WoD6Nq1w03Lqeq1suVNzjFRmr74IpyMDDM1atgIDvYjJSXl6vtlOqqq2u9zEoWZzWZsNhsWiwWL5eaTZN8r8j9ol8dzUVXV/uW9DNBU8VgsFmw2G6mpqbi4uBRYl5GRcZOtCnP6pG3y5Mm88cYbvPnmmzz33HP25fkj99SuXduesEHeyd6tWzfefvttUlJSbjp0f/72RbWoXb58ucgWuJLIzMwstMxgMBAREcGZM2cKDRVb3t0jbTYbigLBwSb5oCPKjM3G1fNMPlCXh5AQP+Lj/RwdRrmSc0yUlqNHvTh61BtPTwNDh3oRGpo3kmDe+6VCcHCwJG23YDKZyMjIQKfTFRgr4F61Zs2acq/zxg/0omLQ6XRoNBoCAwNxd3cvsO7Gv2+5n9IOrDRNnjyZxMREEhMTGT9+fIF11atXx9Oz6Eku85uWb3VxTUhIAGDv3r306NGjwLq9e/fa19+popKw/G9RvL298fZ2/ESyiqKg0YBGI9/qiLKjKMh5JsqUnGPibqkqfPddBIpipF07M5GRdbl+xMi890uNJG23oNFoUBTF/hDFp6qq/ZjJsat48v8nirqGlOSa4rRXnylTppCYmMhrr73GpEmTCq3X6XQ8/PDDHDx4kBMnTtiXq6rKihUrqF69OkFBQTfdf5UqVWjevDkLFiwocD/Z5s2bOXToEH363HyCRyGEEEJUHIoCDz10gpgYA716hQDS4iGEcC5O2dI2depUJk6cSPfu3XnwwQfZvHlzgfX5Q/xPmTKF5cuX0717dxITE/Hx8eG///0vu3fvZtGiRQW20el0tG/fnt9//92+7J133qFLly7069ePZ599lpSUFMaNG0dCQgJDhgwp+ycqhBBCCKeQkLCfhIR6QFVHhyKEEIU4ZdK2dOlSAFasWMGKFSsKrc/v/li9enXWrVvHuHHjePrppzGbzTRs2JCffvqJnj17FtjGarUWGqGxQ4cOLFu2jIkTJ9KrVy88PT3p2bMn7733Hm5ubmX07IQQQgjhLKxW0GrTAD3QCBniXwjhjJwyaSvJzZ8JCQn8/PPPty13syFUu3TpQpcuXYpdnxBCCCEqhitXdLz9dhydOu2kc+fqaDRFD14mhBCO5rT3tAkhhBBClKUffwzjyhULO3fGoij1HR2OEELclCRtQgghhKh0Tp3yYNMmXyCX/v29UBTHj+oshBA3I0mbEEIIISoVVYVvvw1HVbNo3jyXmJhYR4cknFhiYiK1a9fGy8sLf39/OnfuzJYtWxwdlqhkJGkTQgghRKWye7cPhw+74+JioXfvQEAGHxM3V7NmTf7973+zd+9e1q9fT3R0NF27duXixYuODk1UIpK0CSGEEKLSsFgUFi8OB4x06WIhICDa0SEJBzMajfz9739Hr9cTHh7O1KlT6dChAyNHjgRgwIABdO7cmdjYWOrWrcu0adMwGAzs2bPHsYGLSsUpR48UQgghhCgLR496cekS+PhY6d49Avn+umyZTDdfp9GAq2vplnV3L1l8AKNHj2b16tV8//33hIWFMX78eLZv307Dhg0Llc3NzeXTTz/F19eXBg0alLwyIe6QJG2VWGqqC1qtG8HBjo5ECCGEKB+1a2cwceJvpKU1w80twtHhVHj9+t18XdOmMGnStb+feAJycooum5AAb7997e9hw8BgKFzu6lS/xZaZmcmcOXP44osv7FNAzZs3j8jIyALlfv75Zx577DGysrIIDw/n119/JSgoqGSVCXEXJGmrxH79NZSDB8OIj4e2bdNp0CAdrdbRUQkhhBBl6RLh4a6Eh9dwdCDCCRw7dozc3FxatWplXxYQEECtWrUKlOvYsSO7du3i0qVLzJ49m/79+7NlyxZCQmRuP1E+JGmrpFQVTCY/VNXMgQPZHDjgj7d3EK1bG2nT5jIhIbmODlEIIYQoNRcvupKbq1KlSipwP+Dn4Igqh2+/vfk6zQ09UxcsKH7ZOXPuPKbrqaparHJeXl7ExcURFxdHy5YtqVGjBnPmzOGVV14pnUCEuA1J2iopRYHBg91RlDA2bUpjwwYTBkM2K1e6snJlFK1bZzFo0DlHhymEEEKUikWLIti7V8OAAVratYt3dDiVRknuMSursrcSFxeHi4sLmzdvpmrVqgCkpaVx+PBh2rdvf9PtVFUl52Z9OYUoA5K0VXLBwa488kg4vXrB3r1XWLcug/37TYSEnAJOAsFYLL5cuuRGWJhcnIQQQtx7Dh7Us2ePFxpNBrVqRQMejg5JOAm9Xs+wYcMYPXo0gYGBhIaG8uqrr6K52rRnNBp58803eeihhwgPDyc1NZWPPvqIM2fO0O9WN+wJUcokaRMAaLXQsKEfDRv6cfmyGTc3F0APJLFrl43Zs5sSF2elbdsrNGmSjotL8boTCCGEEI5ks+VNpA1GOnbMITS0rqNDEk7mvffeIzMzk4ceeghvb29efvll0tPTAdBqtfz111/MmzePS5cuERgYSLNmzVi3bh1168q5JMqPJG2ikIAAFyD66iONc+cuo9HYOHrUytGjvnzzTSAtWmTRtm0aVarcYnxeIYQQwsE2bAjg7Fkdnp7ZPPhgOPLRR9xIr9czf/585s+fb1/2yy+/AODu7s6SJUscFZoQdnLlErfhT69e/rRta2bjxsusX59FaqqJ1atdWL06gpgYGy++eAo3N5ujAxVCCCEKMJk0/PhjGJBJz542vLwib7uNEEI4I0naRLH4+bnQo0coDzwABw4YWL8+nV27ctBozuHmdggIAnxJTXUjMNDs6HCFEEIIVqwIISPDQkiIlfbtqwGKo0MSQog7IkmbKBFFgbp1fahb1weDwUJGhgdgBo6RmXmCiRM7UaUKtGmTTvPmV3B3lxY4IYQQjuHvb8LTU6FvXzd0OpkIWRTfmjVrHB2CEAVI0ibumI+PDh+fKkAVoClJSecBDSdPZnPypDfffRdA06bZtG17mejobBT5glMIIUQ5at/+AM2b63F3f8TRoQghxF2RpE2UEh/q1fPhnXesbN6cyrp1WZw/n82GDVo2bAgnMlJl8OBzREXJwCVCCCHKgxnIwMOjDeDl6GCEEOKuSNImSpVer6Vz5xA6dYKjRzNZvz6d7duzOXcuCz+/A4Av4I/B4Iq3t0Va34QQQpQqVYXPPouiSZMD1K8fjaLUdHRIQghx1yRpE2VCUaBGDT01auj5299sHD9+EW/vRsAR4AiffNKay5f9aNYsi2bNrhAVJd0nhRBC3L1t23zZssWbXbviefNNX7y9XRwdkhBC3DVJ2kSZ8/TUkJAQCoQCjcnKOs25cy5kZeXwv/+58L//hRMaCs2bZ9Ks2RVCQ3MdHbIQQoh7kNmssGRJ3kTa3btb8Pau5uiQhBCiVEjSJsqZHk/POrz7rsq+fVfYujWDPXtyuHAhh6VL3Vm6tCqdOqXTv/9FRwcqhBDiHvPbb8Fcvqzi72+hS5dIQOPokIQQolRI0iYcwsVFoVEjfxo18sdksrFr12W2bjVy4EAO0dFJwFnAn7S0EPbuDaBx43T0equjwxZCCOGkDAYdy5cHAxn07q3BxSXM0SEJIUSpkaRNOJy7u4aWLYNo2TKIjAwL7u6ewCngKFu2mPn+e2+++iqQ+PhcmjdPp0EDg8z/JoQQooAffwwjJyeH6GgzzZvL4CNCiIpFkjbhVLy9dUDk1UdT/P0vERWVw+nTOezbp7Jvnx8uLsE0aGCiWbN06tUzoNU6OGghhBAOlZLiyoYNfoCB/v09URQfR4ckhBClSjp7CyfmSosWEbz2WgyTJ1ejZ89gQkK8MJtVtm1TmDPHF4slA1AdHagQQggHCg7OZfjwzXTrlkH16rGODkfcQzp06MDzzz/PyJEj8ff3JzQ0lE8//RSj0ciQIUPw9vamevXqLF++3L7NgQMH6NGjB3q9ntDQUAYOHMilS5fs61esWEGbNm3w8/MjMDCQnj17cuzYMfv6EydOoCgKS5YsoWPHjnh5edGkSRM2bdpUrs9d3FskaRP3hLAwD3r1iuD112MZP74qnTsH0batDTe3DOAwcJLp06vw9dcRHD/uiSp5nBBCVBqKYqJevfP06RMKuDs6HAGoqorJYnLIQy3hh4B58+YRFBTEn3/+yfPPP88zzzxDv379aN26NTt27KBbt24MHDiQrKwszp07R/v27WnYsCHbtm1jxYoVXLhwgf79+9v3ZzQaeemll9i6dSu///47Go2G3r17Y7MVvLXj1VdfZdSoUezcuZMaNWowYMAALBZLqRx/UfEoaknPbHHHDAYDvr6+pKen4+Pj2K4bNpuNlJQUQkJC0Gju5dz9CnCW5OQzTJ4cCVgAHUFBCs2aGWnePI2IiBzHhliJ2WwqKSkQEgIajUzEJ0qfnGOVm9UK2dla9PpDQA3gAaB0+8xXnPfLsmUymUhKSiImJgZ3d3dMFhP9vu3nkFi+7fct7rriJe8dOnTAarWybt06AKxWK76+vvTp04cvvvgCgPPnzxMeHs6mTZtYtmwZW7ZsYeXKlfZ9nDlzhqioKA4dOkTNmoXvp7x48SIhISHs3buXhIQETpw4QUxMDP/9738ZNmwYqqqyZ88eGjZsyMGDB6ldu3YpHAXhLG7837heSXIDufqIe5wfUJeQkK4891wVWrQIwM3NlUuXVJYvd2Xy5EgmT45l9265v0EIISqaP/4I5LXXYlm3rhrQiNJO2ETlUL9+ffvvWq2WwMBA6tWrZ18WGhoKQEpKCtu3b2f16tXo9Xr7Iz/Jyu8CeezYMQYMGEBsbCw+Pj7ExMQAcOrUqZvWGx4ebq9DiKLIQCSiQtDpFOrV86NePT9ycmzs3ZvGn38a2bcvh+RkE4qSBJiBANLSvMjNVWQSbyGEuIdlZWlZujSU7OxMVDUaiHB0SOI6blo3vu33rcPqLgkXF5cCfyuKUmCZouS14ttsNmw2G7169eKdd94ptJ/8xKtXr15ERUUxe/ZsIiIisNlsJCQkkJtb8HPHzeoQoihOmbStWrWKBQsWsHHjRk6fPo2fnx9NmzZl4sSJNGnSxF5u8ODBzJs3r9D2tWrV4q+//rptPR06dGDt2rWFlnfr1o0VK1bc3ZMQDuPmpqFp00CaNg0kK8vKzp2XiY+vAxwBTrNmTTQrVtQiJESlfv0sGjQwEBdnRHq9CCHEveOXX0IwGs1ERFho0yYGkO6xzkRRlGJ3UbyXNG7cmMWLFxMdHY1OV/hjdGpqKgcPHmTWrFm0bdsWgPXr15d3mKICcsqk7eOPPyY1NZUXXniB+Ph4Ll68yNSpU2nZsiUrV67k/vvvt5f18PBg1apVBbb38PAodl2xsbEsXLiwwDI/P7+7il84D09PLffdFwwEA42Bc2Rn56DVqqSk5PLbby789lsonp5aEhJM1K9voHHjdJlGQAghnFhKiiurVwcAGfTr54pGE+DokEQlMXz4cGbPns3jjz/O6NGjCQoK4ujRo3z99dfMnj0bf39/AgMD+fTTTwkPD+fUqVOMGzfO0WGLCsApk7b//Oc/hISEFFjWvXt34uLieOuttwokbRqNhpYtW95xXR4eHne1vbiXuABVGTAA+vSxcODAFXbvzmLv3hyMRjN//qlw4IAXTZokAb6AlqwsLZ6eVgfHLYQQ4nqLF4djtWaTkJBLfHxdR4cjKpGIiAg2bNjA2LFj6datGzk5OVSrVo3u3buj0WhQFIWvv/6aESNGkJCQQK1atZgxYwYdOnRwdOjiHueUSduNCRuAXq8nPj6e06dPOyAiUdG4u+to3DiIxo3zRp87ftzAnj0ZuLhcRKOxAMdRVZXJkzvj4eFC/fpGGjQwEBOTJd0ohRDCgQ4f9mLXLj0ajYG+ff0AT0eHJO5ha9asKbTsxIkThZZdP9h6jRo1WLJkyU332blzZw4cOHDT7aOjowtNS+Dn54fNZrPf2ybEjZwyaStKeno6O3bsKNDKBpCdnU1YWBgXL14kPDycRx55hNdff52AgOJ1lTh27BgBAQEYDAaqVavGY489xmuvvVaiLpZFMRqNN11mNBrR3tD/zsvL667qE3dOo1GIi/MlLs4XiARqARdISbmIweDOlSu5nDvnysqVYej1WurVy6Z+/Qzi4zNwd5cbhoUQojydPOmBRpNJu3a5hIcnODocIYQoF/dM0jZ8+HCMRiOvvvqqfVmDBg1o0KABCQl5F+21a9fywQcf8Pvvv7N161b0ev0t99mmTRv+9re/Ubt2bbKzs1m+fDnvvvsu69evZ/Xq1Xc1H8ut6o6IKDzCldVavl3wbDYbqqrKKEVFcgeqERxcjffeM7N/fzq7d2dx4ICZjIxcNm7UsHGjP506qfTrl4bMnHFzNpuKqoKcZqKsyDlW+XTqdIL4eCPe3l2w2TRA2b748n5ZPPnHKf8hSib/mMmxq3jy/yfyRx+9XkmuK/fE5NoTJkzgjTfeYObMmTz33HO3LLt48WL69u3LtGnTePHFF0tc19SpUxk1ahRLliyhd+/edxpyiZu3z507d8d13QmbzUZ6ejq+vr4yWWgxWa0qSUkmDh60sH8/9Ou3j+rVzwMKhw+H8/PPNYiPz6Ru3XQiI7ORHg55H6jT08HXVyY+FmVDzrHK6CwQDTSkPEaMlPfL4jGbzaSnp1OtWrVCEwiLW1NVFavVilarle6RFZDJZOLkyZP4+voWml4iIyODmjVrFmtybadvaZs8eTJvvPEGb7755m0TNoDevXvj5eXF5s2b76i+J554glGjRrF58+a7StoyMzMLLTMYDERERHDmzJlCL0x5d4/M7zcdHBwsb0IlEB4OrVtD3lcdYSjKBeAsq1YpXLliZeNGNzZurIKPj3K1G6WBOnUycHV1+u9GyoTNBooCwcHIvYCiTMg5Vnls2eJHVNR5IiI0QBMgqFzqlffL4jGZTGRkZKDT6YocCl/c3o0f6EXFoNPp0Gg0BAYGFvpCoyRfcDj1f9XkyZNJTEwkMTGR8ePHF3s7VVXv+sJ6t9sXlYTld4H09vbG29v7rvZfGhRFQaPRyJvQHfO++ojjoYfMxMamsXt3Fvv353ej1LJxYyAuLmFMnnycwMC8119VqVStcIqS92FaWkFEWZFzrOJLS3Nh4cJILBYfXn3VQlRU4QHLypK8X95e/siJ+Q9RfKqq2o+ZHLuKJ/9/oqhrSEmuKU6btE2ZMoXExERee+01Jk2aVOztvvvuO7Kysu54GP/8ybplGgBREnq9Cy1bhtCyJVgsNg4fTmfPnkx2784BMgkIOEheNx5vPv64AampeqKicqhaNZuqVbOJjDTJoCZCCFEEo1HLF19EYjbnUKOGhcjI2o4OSQghyp1TJm1Tp05l4sSJdO/enQcffLBQV8eWLVty8uRJBgwYwGOPPUZcXByKorB27VqmT59O3bp1efLJJwtso9PpaN++Pb///jsA69at480336R3797ExsZiMplYvnw5n376Kffffz+9evUqt+crKhadTkN8vD/x8f787W95/ZUVRU/efRjJJCW5YTBYOXNGw6ZNesAPRdEREmKlRg0TAweecfAzEEII53DggJ5586K4csWCVmuiXz/91eupEEJULk6ZtC1duhSAFStWsGLFikLrVVXFx8eH0NBQpk2bxoULF7BarVSrVo0RI0Ywfvz4Qt0TrVZrgREaw8PD0Wq1TJkyhUuXLqEoCjVq1OD111/n5Zdfli4QolQoCvj4XOtGCSqvvJLJ6dNZnDpl4tSpXE6dsnLlipULFyz4+BiAI4AH4MUHHzTAzU2xt8hVrZqNr6+lUnWvFEJUPrm5CosXh7NmTQCQQWiomaFD3alWrYajQxNCCIdwyqStqIkOb+Tv73/LiQ1vdOMgmXFxcfzyyy8lDU2Iu6QQEOBNQIA3DRpcW5qRkcWpU0Y0Gi/AFTiPyWTg0CENqmpj9253QA/o8PaGqlVzqV8/gw4dUh3zNIQQogwdPOjNmjXegIGOHXPo06cqrq5hjg5LCOEkvvnmG9zd3Xn44YcdHUq5ccqkTYjKxtvbk7p1PYFgIBYAFxcTL7+ceV2LnJnz51UyMqzs32/D1zcdOAF4YbV6MWNGPFWqXLtPLiwsR0bTE0Lcg6w0aLCLzp1N1K0bTnx8A8DN0UEJIZzE2rVrefXVV9mwYUOJtvv8888ZOXIkV65cKZvAypgkbUI4Ka3WnRo13KlxXW8gs9nM2bMZnDqVTWho/r9vCufO5fDXXyp//eVC3oebIFxctFSpYqZq1RxatkyjevUsAAwGHZs2+V8dcU9FUUBR8n9CdHQW0dHZAGRladmzx9u+Lr+cRpP3e2hoDhEROVdjUzh82Ovqurz1Go0ND49soHJOeSCEKJ5z59z47rtwBg8+gLf3SSCafv3igShHhyYqsNuN1Dho0CA+//zz8gmmnHTo0IGGDRsyffp0R4dyRy5dusTw4cNZunQpoaGhJdr2b3/7Gz169CijyMqeJG1C3ENcXFyIjg4gOhqgClAXsODvb2DIkPwWuVxOn7ZhMlk4ccLKiRNagoOvUL36aQAuX/ZhyZLIG/Z87Y2rZ880oqNPAXDliheffVbtpmW7dj3Do48mAwoGgzszZlQvUFJVFVRVoVUrI23bXqFGDWMpHAUhREWhqrBqVRDffx+K2ZzNd98FMGRIONAU8HR0eKKCO3funP33b775hokTJ3Lo0CH7Mg8PD0eEdUfMZnO5zvNW3vXlCwoKYt++fXe0rYeHxz31mt5IOk8Jcc/T4eUVQMuWEfTvH82oUTWZPr0mU6ZE8tRTIXTv7kdUVAzQGGiMXl+L1q11tGypo0ULLc2aaWnaVEOTJgqNGyuEh/sBMUA0bm4R1K2rEh9vo04dG7Vr26hZ00qNGlbi4iwEBroBAYAfWq0XUVFmIiPNRESYCQ834+1txWSCzZu1HDiQBRgAFZstb1JkIUTldfmyC9Onx7JoUTBmcwZ162bRu3cc0BZJ2ER5CAsLsz98fX1RFKXAsj/++IMmTZrg7u5ObGwskydPxmKx2LdXFIVZs2bRs2dPPD09qVOnDps2beLo0aN06NABLy8vWrVqxbFjx+zbJCYm0rBhQ2bNmkVUVBSenp7079+/UJe9zz77jDp16uDu7k7t2rX56KOP7OtOnDiBoigsWrSIDh064O7uzoIFC0hNTeXxxx8nMjIST09P6tWrx1dffWXfbvDgwaxdu5YPP/zQPnfYiRMn+Pzzz/Hz8ytQ/w8//FCgJTI/7rlz5xIbG4ubmxuqqrJixQratGmDn58fgYGB9OzZs8DzLUqHDh14/vnnGTlyJP7+/oSGhvLpp59iNBoZMmQI3t7eVK9eneXLl9u3sVqtDBs2jJiYGDw8PKhVqxYffvihfb3JZKJu3bo8/fTT9mVJSUn4+voye/ZsgELP8/rnVLVqVfR6Pc888wxWq5V3332XsLAwQkJCePPNNwvEP23aNOrVq4eXlxdRUVE8++yzZGZm3vI5lwZpaROiAlIUDSEhPoSE+NC0KcC11rKgIBg0qHj7CQyEESOKV9bPD157reAyq9XGli1nSErypHnzC0AGkMy+fVHMn9+Apk2zaNbsCjExWTIiphCVhKrCli1+fP11BNnZObi6ZtC3r5V27WqjKN6ODk+Utpycm6/TaOD61prSKOtWOvc/rly5kieeeIIZM2bQtm1bjh07Zk8Irp8/eMqUKUybNo1p06YxduxYBgwYQGxsLK+88gpVq1Zl6NChPPfccwUSkKNHj7Jo0SKWLl2KwWBg2LBhjBgxgi+//BKA2bNnM2nSJP7973/TqFEjdu7cyVNPPYWXlxeDrnsDHzt2LFOnTuWzzz7Dzc0Nk8lEkyZNGDt2LD4+Pvzyyy8MHDiQ2NhYWrRowYcffsjhw4dJSEjg9ddfByA4OLjYxyQ/7sWLF6PVagEwGo289NJL1KtXD6PRyMSJE+nduze7du265Ujs8+bNY8yYMfz555988803PPPMM/zwww/07t2b8ePH88EHHzBw4EBOnTqFp6cnNpuNiIgIFi1aRFBQEOvXr+cf//gH4eHh9O/fH3d3dxYuXEiLFi3o0aMHvXr1YuDAgXTs2JGnnnrqpnEcO3aM5cuXs2LFCo4dO0bfvn1JSkqiZs2arF27lo0bNzJ06FA6depkn8NZo9EwY8YMoqOjSUpK4tlnn2XMmDEFEuuyIEmbEKLMKArExrrSsmUIGk0kkAYks2uXCYPBxqpVOlatCiMwUKFpUyNNm6YTFZUtCZwQFdi6dQEsXBgGZBITY2HoUB9CQqojnX8qqFt985eQAM8/f+3vUaMgN7fosjVrwssvX/t7/HgoqnVj1qw7i/MGb775JuPGjbMnSbGxsUyZMoUxY8YUSNqGDBlC//79gbwkqlWrVkyYMIFu3boB8MILLzBkyJAC+zaZTMybN4/IyLxbFWbMmEHPnj2ZNm0a4eHhTJkyhalTp9KnTx8AYmJiOHDgALNmzSqQtI0cOdJeJt+oUaPsvz///POsWLGCb7/9lhYtWuDr64urqyuenp6EhZV8NNbc3Fzmz59fINF79NFHC5SZM2cOISEhHDhwgISEhJvuq0GDBrx29ZveV155hX/9618EBQXZE6yJEyfy8ccfs2fPHlq2bImLiwtTpkyxbx8TE8PGjRtZtGiR/fg3bNiQN954g6eeeorHH3+cY8eO8cMPP9zyOdlsNubOnYu3tzfx8fF07NiRQ4cOsWzZMjQaDbVq1eKdd95hzZo19qRt5MiRBeKYMmUKzzzzjCRtQoiKQiGvK2UAAwaoNGp0ha1bM9m1y0Rqai4rV7qycmU4ISEKr7xyAk9P6+12KIS4BzVvfoTfftPQsqUL3bvHotEEODokIQrZvn07W7duLdA1zmq1YjKZyMrKwtMzrwtv/fr17evzB8aoV69egWUmkwmDwYCPjw8AVatWtSdsAK1atcJms3Ho0CF0Oh2nT59m2LBhBVqILBYLvr6+BWJsmteVpkB8//rXv/jmm284e/YsOTk55OTkFJq7+E5Vq1atUMvcsWPHmDBhAps3b+bSpUvYrt77cOrUqVsmbdcfN61WS2BgYKHjBpCSkmJfNm/ePObOncupU6fIzs4mMzOT+Pj4Avt9+eWX+fHHH5k5cybLly8nKCjols8pOjoab+9rLfyhoaFotdoCrYShoaEF4li9ejVvvfUWBw4cwGAwYLFYMJlMGI3GUjvWRZGkTQhR7nQ6hXr1/KlXzx+z2ca+fVfYujWDPXtycXVNxdPzAHkTkgeyY0cIkZHZhITc5NtXIYRTy8nRsGGDPx07nkNRTuLu7s3EiZ7odHWRjyGVwIwZN193Y/e5998vftm33rrzmIrBZrMxefLkQi1ZAO7u7vbfrx+MI/8esKKW2W5xI3d+GUVR7OVmz55NixYtCpTL75KY78YEYerUqXzwwQdMnz7dfs/VyJEjyb1Z6+VVGo2m0HzGZrO5ULmiEpJevXoRFRXF7NmziYiIwGazkZCQcNs6bxzERFGUWx63JUuW8Oyzz/Lxxx/TqlUrvL29eeONN1i/fn2B/aSkpHDo0CG0Wi1Hjhyhe/fudxVH/rL8OE6ePEmPHj345z//yZQpUwgICGD9+vUMGzasyGNWmuRqKYRwKBcXDY0aBdCoUQAmk420NF/yLk1HyMm5wNy51TGbg6lWzUrTppk0bXqFgICyvTAKIUrH0aOefPZZVS5dsqHVnqR9+1igNTpdiKNDE+WlJPeYlVXZO9C4cWMOHTpEXFxcqe/71KlTJCcnExERAcCmTZvQaDTUrFmT0NBQqlSpwvHjx/m///u/Eu133bp1PPzwwzzxxBNAXsJz5MgR6tSpYy/j6uqK1VqwJ0twcDAZGRkFWop27dp12/pSU1M5ePAgs2bNom3btgCFkqjSsnr1alq1asXf//53+7L9+/cXKjd06FASEhJ46qmnGDZsGJ06dSrUGnc3tm3bhsViYerUqfbWuEWLFpXa/m9FkjYhhNNwd9cQHh4ChACNyMi4SI0aJv76K5eTJy2cPOnB4sW+VK9uoVmzDJo0ScfHx3K73QohypnFovDTT6H8739BqGomAQFmwsLqArUBV0eHJ8RtTZw4kZ49exIVFUW/fv3QaDTs2bOHvXv38sYbb9zVvt3d3Rk0aBDvv/8+BoOBF154gb59+9rvM0tMTGTEiBH4+PjwwAMPkJOTw7Zt20hLS+Oll1666X7j4uJYvHgxGzduxN/fn2nTpnH+/PkCSVt0dDRbtmzhxIkT6PV6AgICaNGiBZ6enowfP57nn3+eP//8s1jz0/n7+xMYGMinn35KeHg4p06dYty4cXd1bG6mevXqzJs3j5UrVxITE8O8efPYsWMHMTEx9jL/+c9/2LRpE3v27CEqKorly5fzf//3f2zZsgVX19K57lSvXh2LxcLMmTPp1asXGzZs4JNPPimVfd+O3PUrhHBSWoKCwnjhhWjefTeGAQNCqVnTF0XRcOwYfP21nk2bNIAkbUI4k7Nn3Xn77ThWrvRDVdNp1SqbiRNDqVWrPpKwiXtFt27d+Pnnn/n1119p1qwZLVu2ZNq0aVSrduPcpSUXFxdHnz596NGjB127diUhIYGZM2fa1z/55JP897//5fPPP6devXq0b9+ezz//vECCUpQJEybQuHFjunXrRocOHQgLC+ORRx4pUGbUqFFotVri4+MJDg7m1KlTBAQEsGDBApYtW2afJiAxMfG2z0Oj0fD111+zfft2EhISePHFF3nvvffu5JDc1jPPPMOjjz7K3/72N1q0aEFaWhrPPvusff1ff/3F6NGj+eijj4iKigLykrgrV64wYcKEUoujYcOGTJs2jXfeeYeEhAQWLlzI22+/XWr7vxVFvbETqygzBoMBX19f0tPT7TejOorNZiMlJYWQkJBbDskqxN0oi/PsypVctm9PY9u2LJ58cjOBgecBla1ba7B5czWaNUunQQMDHh4yEVxlYLOppKRASAhoNDLsqKNt3OjPwoURWCxZ6PVmnngCGjWqDdy7E9rK+2XxmEwmkpKSiImJKXDPlygoMTGRH374oUD3Q1VVsVgs6HS6AnOjiYrhVv8bJckNpHukEOKe4ufnSqdOoXTqBBAOnANOsWWLK/v2qezb54tOF0zNmrmEhpoJDs4lODiHhISMQvexCyFKV0TEZWw2PfXrmxk4MBgfn2rkjRwrhBDibkjSJoS4h7kDMUAM/fplEx19ha1bszl/PpcDB1QOHNABrri46Jk58zjgBrizdGkkaWmu9oQu72euTDMgRAmpKpw750ZERDaQTHR0Dq+8EkRUVH0URe/o8IQQosKQpE0IUSGEhnrQs6cHDz4IZ89mkZSUxsWLuVy8aAGMKIoWyARS2b07lNOn3cnrsqUn7/ZeLZ6eUKVKLi+/nGSf4PvcOTc8PKz4+lpk0m8hrmMw6Jg/P5IDBzx49dVfiYjwBDpRtWoccsu8EEVLTEws1v1iQtxIkjYhRIWiKBAZ6UlkpOcNa+oBWUAWPXqYSU62cPGihYsXzVy8qGIwWMnKspGZmYGiHAZUwJW5c1ty6pQvLi4agoKsBAeb7a1zYWE51KmTWe7PUQhH27nThwULIsnMzEWny+T06UZERNQG/BwdmhBCVEiStAkhKgkteRN2e9O4MTRufP06lZycbC5eNJGT40feB89M4ArgjkZjw2y2cO6cjXPnbIAL4EZoqCuvv36C/G6XX34Zjc0GYWE5hIXlEB5uIiDALC10osLIztbwzTcRbNrkC2QQGWlmyBA9kZH1yPsfE0IIURYkaRNCCBTc3K5vnatiX/Pqq2C15nL5chYXL+bYu1xevGjG3z+bvEEWMoBLbN1alawsF8AL8AF0uLoqhIdbqFkzi759z9n3q6pIMifuKTt3+rBoUQSXL9tQFAPduuXSq1cMOl2wo0MTQogKT5I2IYS4Da3WleBgV4KL/GzaBDCiqln075/X5fL8eTPnzlm4cEElN9fCyZNW9HoDcJi8wVM8eOWVlnh4KISH5xIentcqFxaWQ2hoDi4uMhOLcDyrFWw25er5aCUz08jly1kEBVkZOtSF6tUbkdfqLIQQoqxJ0iaEEHdFC/igKD60alVwjc1m5uJFI+fOmXBz8wQ8gYtkZhpIS4O0NAvJyZDXvdIT0KIoOlq0MDBkSLJ9P6dPuxMcnIu7u8w9J8pecrIbGzcGsGWLHz16nKBjx/2AhaZNgzCbI7nvvgjc3MIcHaYQQlQqkrQJIUQZ0WhcCA31IzQ0f0kcAF5eVt56y8i5c9mcP59DcrKF8+dzOXdOJSvLgodHCnmtciomkwdvvHE/oMPf30Z4uJnwcJO9dS4iIkemKhB3zWjU8ueffmza5M/Jk26ACchkzx53OnaMA2rg4RHJ/fffOMCPEEKI8iBJmxBClDNF0RIY6ENgoA8JCdeWq6qNjAwjNps/UB3IJC0tAx8fFYPBQlqahbQ0GwcO5A2EAv60bZvKE0+cB9zIytKxenUgPj4WfH3NV39a8Pa2oNNJl0tRmKrCnDlV2bnTG4vFDJjQanOpXz+X1q311K0bBQQ6OkwhhABg1qxZ1KxZk44dOzo6lHInSZsQQjgJRdHg45M3wiXkdT8LD4f33lMxGrM4fz6bc+dMnDtnvvqwEBGRAVwAckhN9eannyLJGxxFS95cWXkPLy8bXbum0r37JQCysrSsXx9wXXKX99PLyyoDpFRwly65EhSUC4CiZJCbexmLBaKiLLRu7ULz5oHo9aHIRwQhhDP59NNP+e9//8uaNWuKVX7w4MFcuXKFH374oUzjKi9yRRZCCKen4OXlRfXqXlSvXnCNqsYCzYAM3NyyadvWlfR0K+npNgwGC+npWmw2C0ajDUVJBk4AcOmSN4sXR5GX1CnkTzCu0Sj4+Fjp0iWVzp1TgbwEb8sWP3x9Lfj4XGvBc3OTe+zuFUajlq1b87o/njjhxptvriMoKAXQ89BDITz0kDeRkWHk3VspROWg3OYbqkGDBvH555+XTzDlpEOHDjRs2JDp06c7OpQS+fPPP/nwww9ZvXo1Xl5exdrmww8/RFUrTi8TSdqEEOIepiju5I1IGUxICDzxxPVrVVQ1l6ysHNLTzXh5+QMNgBxcXa20aOFGeroFgyFvcvHMTBWbzcaVKzZstnNcn+B9/XV+gnft4eYGvr5WOnW6TIcOeQme1QqpqXktORpNeR0FURSbDQ4c8GbjRn92777W/VGjMXP8eBhBQfWBqkRGBpCXuAtRuZw7d20alm+++YaJEydy6NAh+zIPDw9HhHVHzGYzLi7lN5predfXvHlz9u/fX6JtfH19yygax5C3VCGEqLAUFMUNLy8fIiIC8fWtQt5gKHUJC6vP0KE1efHFeCZNqsvUqXX46KNo3nknkvHjQ2nevBnQC+iKTteMxo1dqV5dITjYiqurFbCQk5NLSooZs/kseQOnHCY5+TITJlRjxIhavPFGdebOjWLFimD27PHm0iVXKtCXnk7t9Gl3xo2rw8yZVdi+XYPFkkFUVCb9+yu8+24AzZt3AhqRd7+aJGyicgoLC7M/fH19URSlwLI//viDJk2a4O7uTmxsLJMnT8Zisdi3VxSFWbNm0bNnTzw9PalTpw6bNm3i6NGjdOjQAS8vL1q1asWxY8fs2yQmJtKwYUNmzZpFVFQUnp6e9O/fnytXrhSI7bPPPqNOnTq4u7tTu3ZtPvroI/u6EydOoCgKixYtokOHDri7u7NgwQJSU1N5/PHHiYyMxNPTk3r16vHVV1/Ztxs8eDBr167lww8/RFEUFEXhxIkTfP755/j5+RWo/4cffijQEpkf99y5c4mNjcXNzQ1VVVmxYgVt2rTBz8+PwMBAevbsWeD5FqVDhw48//zzjBw5En9/f0JDQ/n0008xGo0MGTIEb29vqlevzvLly+3brFmzBkVR7McpP+aVK1dSp04d9Ho93bt3L5CIDx48mEceeeSu6rVarQwbNoyYmBg8PDyoVasWH3744S2fX1mRljYhhBCABq3WAz8/D2547yYiAv7xj+uXmMnJySE9PReDwUxAgDdQFzBw5YoJFxcVs9nM6dNWTp9WyOty5w3oePTRc3TtegXQkpGh5eRJT8LDTQQEmOVeuruQlaUlNdWFqCgTkENo6HlycgLQ67W0aGGlVSs/oqLCke6Porzl5Nx8nUYD1zfWlEZZN7eSxXczK1eu5IknnmDGjBm0bduWY8eO8fTTTwMwadIke7kpU6Ywbdo0pk2bxtixYxkwYACxsbG88sorVK1alaFDh/Lcc88VSASOHj3KokWLWLp0KQaDgWHDhjFixAi+/PJLAGbPns2kSZP497//TaNGjdi5cydPPfUUXl5eDBo0yL6fsWPHMnXqVD777DPc3NwwmUw0adKEsWPH4uPjwy+//MLAgQOJjY2lRYsWfPjhhxw+fJiEhARef/11AIKLnoC0SPlxL168GK1WC4DRaOSll16iXr16GI1GJk6cSO/evdm1axeaW3S3mDdvHmPGjOHPP//km2++4ZlnnuGHH36gd+/ejB8/ng8++ICBAwdy6tQpPD2Lvm5lZWXx/vvvM3/+fDQaDU888QSjRo1i4cKFpVavzWYjMjKSRYsWERQUxMaNG3n66acJDw+nf//+xT52pUGSNiGEECXkgpubCyEhEBJScE29ejBjhoVLl/KmNDh7NpfkZDPnzuVy/ryNsLALwFlA5ciRUGbNqgbocHNTiIiwEBGRQ0SEifBwEzEx2eU2nYGqQk6OhowMHRkZOjIztWRm6mjSJN1+794ffwSwaZP/1TJacnPB3d2Gu7sNDw+VYcNOU6WKCYC//tJz4ID+6jrr1ce130NCcu/6nsD87o+bNvmza5c3wcEGJk1ahaJocHUNZdQoV8LDI9DppPujcJwRI26+LiEBnn/+2t+jRkFubtFla9aEl1++9vf48ZCZWbjcrFl3FueN3nzzTcaNG2dPkmJjY5kyZQpjxowpkLQNGTLE/uF97NixtGrVigkTJtCtWzcAXnjhBYYMGVJg3yaTiXnz5hEZGQnAjBkz6NmzJ9OmTSM8PJwpU6YwdepU+vTpA0BMTAwHDhxg1qxZBZK2kSNH2svkGzVqlP33559/nhUrVvDtt9/SokULfH19cXV1xdPTk7Cwks+1mJuby/z58wskeo8++miBMnPmzCEkJIQDBw6QcP3wyDdo0KABr732GgCvvPIK//rXvwgKCuKpp54CYOLEiXz88cfs2bOHli1bFrkPs9nMJ598QvWrN3s/99xz9mS0tOp1cXFh8uTJ9u1jYmLYuHEjixYtkqRNCCHEvU2j0RES4ktIiC8NGlxbbrNZUNUwIOPqw0xEhIbz51VyciwkJVlJStIAXoAP//jHMRo3zgbcOXPGk0OH9EREmKhSxYS3t+WWLXNWKxiN1xKwvJ95v3fqdAkPj7yEacWKYFavDiQzU0NeryfbdQ+VmJjDhIcbACsGQyzHj+sBM/kDuGRlQVaWCthQlGOAEYCjR2NYuTI/WVK4NuBL3mPMmANUr54NaFizJpyff47Aw0O9mthdn+hZad8+ldDQvE+yqakuJCe7c+SIF5s3+5OerpI3p1oGWq0Vo7E5en01IJyoKHmLF+JObd++na1bt/Lmm2/al1mtVkwmE1lZWfbWn/r169vXh16dlLNevXoFlplMJgwGAz4+PgBUrVrVnrABtGrVCpvNxqFDh9DpdJw+fZphw4bZEwkAi8VS6B6tpk2bFvjbarXyr3/9i2+++YazZ8+Sk5NDTk5OsQfuuJ1q1aoVapk7duwYEyZMYPPmzVy6dAmbLe/aeurUqVsmbdcfN61WS2BgYKHjBpCSknLTfXh6etoTNoDw8PBblr/Tej/55BP++9//cvLkSbKzs8nNzaVhw4a3rKcsyBVdCCFEudBodID/1Qc0bpz3sFrNpKRkkpxsIjk5r2UuOdlMlSpG4DJgYv/+aixZEgr4Alq8vCAiwkxISC5XrsDQoefQ6/M+LCxeHMr//hfE9cnX9clYkyZn8PDI+4reYrFw5Yon+YmVm5uKXm9Fr7fh7a2g0UQDLoAnTZp4Ehnpgbe3Fr1eh5ubCzk5kJ1tJTvbSmBgF8ACWIiN1dC5s6t9XXa2DZPJRna2iskEnp45QBZgJTPTm4yMHDIy1Kux2o8YoKFx47OEhhoAHbt3V+Wbb6peLZeJXs913R/DyEt4hXAeM2bcfN2Nvefef7/4Zd96685jKg6bzcbkyZMLtWQBuLu723+/fjCO/HvAilqWn8wUJb+Moij2crNnz6ZFixYFyuV3Scx3YzI2depUPvjgA6ZPn069evXw8vJi5MiR5N6s+fIqjUZTaJRFs9lcqFxRyV+vXr2Iiopi9uzZREREYLPZSEhIuG2dNw5ioihKiY9bUfu43WiRJa130aJFvPjii0ydOpVWrVrh7e3Ne++9x5YtW25ZT1lwyqRt1apVLFiwgI0bN3L69Gn8/Pxo2rQpEydOpEmTJvZygwcPZt68eYW2r1WrFn/99Vex6vrtt9+YMGECu3fvxtPTk549e/Luu+8ScmOfHyGEEGVCq3UhPNyf8HC47hJP/gTjYCA42EzDhpCcbOHiRRWj0cqRI1YOH9aSna2jT5/T6PV5rVzu7lbAE0VR7AmYXg96vQZvbw2uro3JS8Rcue8+d+rXd8PbW4de74KLixvgenV9QeHheY/iiI/PexTNBtQiL8Ez07GjhYYN8xK77GwrJpP1anKX9zNvlEcjYMLDw4OoKBuBgTm0bOlJvXrB6HQymIhwXiW5x6ysyt6Jxo0bc+jQIeLi4kp936dOnSI5OZmIiAgANm3ahEajoWbNmoSGhlKlShWOHz/O//3f/5Vov+vWrePhhx/miavDCNtsNo4cOUKdOnXsZVxdXbFaC3Y7Dw4OJiMjA6PRaE/Mdu3addv6UlNTOXjwILNmzaJt27YArF+/vkQxO7t169bRunVrnn32Wfuy2w20UlacMmn7+OOPSU1N5YUXXiA+Pp6LFy8ydepUWrZsycqVK7n//vvtZT08PFi1alWB7Ys7ROvatWt54IEHePDBB/nxxx9JSUlh7NixdOrUiW3btuFW1lcEIYQQt+AKBAAB9lY5ALM5l/PnjSQnZ3PuXM7VDxr3XS3vSseObrRv74KnpxsajevV5UXfEO/vn/coXxryYwXw8sp7FEerVnkPIUTZmjhxIj179iQqKop+/fqh0WjYs2cPe/fu5Y033rirfbu7uzNo0CDef/99DAYDL7zwAn379rXfZ5aYmMiIESPw8fHhgQceICcnh23btpGWlsZLL7100/3GxcWxePFiNm7ciL+/P9OmTeP8+fMFkrbo6Gi2bNnCiRMn0Ov1BAQE0KJFCzw9PRk/fjzPP/88f/75Z7Hmp/P39ycwMJBPP/2U8PBwTp06xbhx4+7q2DibuLg4vvjiC1auXElMTAzz589n69atxMTElHssTpm0/ec//ynU0tW9e3fi4uJ46623CiRtGo3mpjco3s7o0aOpWbMm3333HTpd3qGIiYnhvvvuY+7cuTzzzDN3/iSEEEKUCRcXV6KiXImK8sdms5GSkoKvbwj5idlNBhoTQohi69atGz///DOvv/467777Li4uLtSuXZsnn3zyrvcdFxdHnz596NGjB5cvX6ZHjx7MnDnTvv7JJ5/E09OT9957jzFjxuDl5UW9evUYOXLkLfc7YcIEkpKS6NatG56enjz99NM88sgjpKen28uMGjWKQYMGER8fT3Z2NklJSURHR7NgwQJGjx7Np59+SufOnUlMTLSPlnkzGo2Gr7/+mhEjRpCQkECtWrWYMWMGHTp0uJvD41T++c9/smvXLv72t7+hKAqPP/44zz77bIHRQMuLot5DU4Xff//9nD171j7x4eDBg/nuu+/ILGr4oNs4e/YskZGRvP3224W+FahVqxbVqlXjf//7X6nEnc9gMODr60t6err9ZlRHyf+gExIScsshWYW4G3KeibIm55goa3KOFY/JZCIpKYmYmJgC93yJghITE/nhhx8KdD9UVRWLxYJOpyswN5qoGG71v1GS3OCeufqkp6ezY8cO6tatW2B5dnY2YWFhaLVaIiMjee6557h8+fJt97dv3z6g4Cgy+erXr29ff6eMRmORj5utE0IIIYQQQoiiOGX3yKIMHz4co9HIq6++al/WoEEDGjRoYB9SdO3atXzwwQf8/vvvbN26Fb1ef9P9paamAhAQEFBoXUBAgH39nbpV3fk3nl7vxptCy5rNZkNV1VuOyiPE3ZLzTJQ1OcdEWZNzrHjyj1P+QxQt/9jceIxutlzc+/L/J2w2W6HrSEmuK/dE0jZhwgQWLlzIzJkzC4we+eKLLxYo16VLFxo1akTfvn2ZPXt2ofVFuVkzdHk3T99uXonSZrPZSE9PR1VV6e4hyoycZ6KsyTkmypqcY8VjNpux2WxYLBYseZMeiiK89tprvPbaawWOkaqq9i/vpXtkxWOxWLDZbKSmphaaciAjI6PY+3H6pG3y5Mm88cYbvPnmmzz33HO3Ld+7d2+8vLzYvHnzLcsFBgYCFNmidvny5SJb4EqiqPvsDAYDERERnDlzplC/1dKa+LC4bDYbiqIQHBwsb0KizMh5JsqanGOirMk5Vjwmk4mMjAx0Op19cDdRMjd+oBcVg06nQ6PREBgYWOietpLc/+nU/1WTJ08mMTGRxMRExo8fX+ztivNtWH6Xyr1799KjR48C6/bu3XvLWdyLo6gkLP9bFG9vb7y9ve9q/6VBURQ0Go28CYkyJeeZKGtyjomyJufY7Wk0mgKTRIviU1VVjl0Fd7NrSEmuKU579ZkyZQqJiYm89tprTJo0qdjbfffdd2RlZd12GoAqVarQvHlzFixYUOB+ss2bN3Po0CH69Olzx7ELIYQQQlQm+a1EWVlZDo5ECOeS/z9xty2pTtnSNnXqVCZOnEj37t158MEHC3V1bNmyJSdPnmTAgAE89thjxMXFoSgKa9euZfr06dStW7fQPBo6nY727dvz+++/25e98847dOnShX79+vHss8+SkpLCuHHjSEhIYMiQIeXyXIUQQggh7nVarRY/Pz/7Pfqenp7SalRMMuR/xaSqKllZWaSkpODn54dWq72r/Tll0rZ06VIAVqxYwYoVKwqtV1UVHx8fQkNDmTZtGhcuXMBqtVKtWjVGjBjB+PHjC3VPtFqthUZo7NChA8uWLWPixIn06tULT09PevbsyXvvvYebm1vZPUEhhBBCiAomLCwMKP/B1e51+SMLXt/FVFQcfn5+9v+Nu3FPTa59r3OWybWNRqN9SgKDweAU99eJikfOM1HW5BwTZU3OsTtjtVoxm82ODuOekJWVRePGjQHYvn17uQ9MJ8qWi4vLLVvYSpIbOGVLmxBCCCGEuDdptdq77gpWWVitVk6ePAmAq6triUYTFJWL0w5EIoQQQgghhBBCkjYhhBBCCCGEcGqStAkhhBBCCCGEE5N72spR/pgvBoPBoXEYjUb77waDARmLRpQFOc9EWZNzTJQ1OcdEWZNzrHLLzwmK87rL6JHl6MyZM0RFRTk6DCGEEEIIIYSTOH36NJGRkbcsI0lbObLZbCQnJ+Pt7e3QeTiMRiMREREAJCcnO2R42WbNmrF169Zyr9eRdVe25+zo86yyHW9H1uuouuUcq1x1yzlWvipj3ZXxHIPKdbydoe7rqapKRkYGERERaDS3vmtNukeWI41Gc9ssujxcPwyvj4+PQy4QWq3WYXPVOaruyvacHX2eVbbj7ch6HVW3nGOVq245x8pXZay7Mp5j+TFUluPtDHXfyNfXt1jlZCASIYQQQgghhHBikrQJIYQQQgghhBOTpE0IIYQQQgghnJjc01YJeXl5OXxI2eHDh1e6uivbc3b0eVbZjrcj63VU3XKOVa665RyTuitivY4+x6ByHW9nqPtOyeiRQgghhBBCCOHEpHukEEIIIYQQQjgxSdqEEEIIIYQQwolJ0iaEEEIIIYQQTkySNiGEEEIIIYRwYpK0CSGEEEIIIYQTk6RNCCGEEEIIIZyYJG1CCCGEEEII4cQkaRNCCCGEEEIIJyZJmxBCCCGEEEI4MUnahBBCCCGEEMKJSdImhBBCCCGEEE5MkjYhhBBCCCGEcGKStN0DMjMzGTlyJBEREbi7u9OwYUO+/vrrQuV27NhB586d0ev1+Pn50adPH44fP17q9ZRGXcL5FOf1Hzx4MIqiFHrUrl27VOvJJ+dZxZGRkcGYMWPo2rUrwcHBKIpCYmJikWXlWibuVHHPM7mWiTuxatUqhg4dSu3atfHy8qJKlSo8/PDDbN++vVBZuY6JUqcKp9elSxfVz89P/eSTT9RVq1apTz75pAqoCxcutJc5ePCg6u3trbZt21b95Zdf1MWLF6t169ZVIyIi1JSUlFKrp7TqEs6nOK//oEGDVA8PD3XTpk0FHrt27SrVelRVzrOKJikpSfX19VXbtWtnf80nTZpUqJxcy8TdKO55JtcycSf69u2rduzYUf3oo4/UNWvWqN9++63asmVLVafTqb///ru9nFzHRFmQpM3J/fLLLyqgfvnllwWWd+nSRY2IiFAtFouqqqrar18/NSgoSE1PT7eXOXHihOri4qKOGTOm1OopjbqE8ynu6z9o0CDVy8urzOtRVTnPKhqbzababDZVVVX14sWLN/0wLdcycTeKe57JtUzciQsXLhRalpGRoYaGhqqdOnWyL5PrmCgLkrQ5uSeffFLV6/Wq2WwusPzLL79UAXXDhg2q2WxWPTw81H/84x+Ftu/atatao0aNUqlHVdVSqUs4n+K+/nf7QUfOM6GqN/8wLdcyUZrKMmmT80xcr2PHjmrNmjVVVZXrmCg7ck+bk9u3bx916tRBp9MVWF6/fn37+mPHjpGdnW1fdmO5o0ePYjKZ7Ms6dOiAoiglrgcocV3i3lDc1x8gOzubsLAwtFotkZGRPPfcc1y+fLnQPuU8EyUl1zJRnuRaJkpDeno6O3bsoG7duoBcx0TZkaTNyaWmphIQEFBoef6y1NRUUlNTCyy7sZyqqqSlpdmXabVatFptieu5/mdx6xL3huK+/g0aNOD9999n/vz5rFixgsGDB/PZZ59x3333kZmZWWBbOc9EScm1TJQXuZaJ0jJ8+HCMRiOvvvoqINcxUXZ0ty8iHO3Gb2Butq645X7//fe7qqekZcW9oTiv6YsvvlhgeZcuXWjUqBF9+/Zl9uzZBdbLeSbulFzLRFmTa5koDRMmTGDhwoXMnDmTJk2aFFgn1zFR2qSlzckFBgbav0m5Xn4XjoCAAAIDAwFuWk5RFPz8/O66nvxyd1uXcD7Fff2L0rt3b7y8vNi8eXOp1SPnWeUk1zLhSHItEyUxefJk3njjDd58802ee+45+3K5jomyIkmbk6tXrx4HDx7EYrEUWL53714AEhISqF69Oh4eHvZlN5aLi4vD3d39rusBSqUu4XyK+/rfjKqqaDS3v5zIeSZuRa5lwtHkWiaKY/LkySQmJpKYmMj48eMLrJPrmCgzjhoBRRTPsmXLVED9+uuvCyzv3r17gWFf+/fvr4aEhKgGg8Fe5uTJk6qrq6s6duzYUqunNOoSzqckr/+NvvnmGxVQp0+fXqr1yHlWcd1qVD+5lonScqvzrChyLRPF8frrr6uA+tprr920jFzHRFmQpO0e0KVLF9Xf31/99NNP1VWrVqlPPfWUCqgLFiywlzl48KCq1+vVdu3aqcuWLVOXLFmiJiQkFDm54v33369qtdo7qqekdYl7x+1e/xMnTqitW7dWZ8yYoS5btkxdvny5Om7cONXd3V2tW7eumpmZWWB/cp6JGy1btkz99ttv1blz56qA2q9fP/Xbb79Vv/32W9VoNKqqKtcycfdud57JtUzcqffff18F1O7duxeamH3Tpk32cnIdE2VBkrZ7QEZGhjpixAg1LCxMdXV1VevXr69+9dVXhcpt27ZN7dSpk+rp6an6+PiojzzyiHr06NFC5dq3b68W1cha3HpKUpe4d9zu9b98+bLau3dvNTo6WvXw8FBdXV3VGjVqqGPGjFGvXLlSaH9ynokbVatWTQWKfCQlJdnLybVM3I3bnWdyLRN3Kv9cuNnjenIdE6VNUVVVLYtul0IIIYQQQggh7p4MRCKEEEIIIYQQTkySNiGEEEIIIYRwYpK0CSGEEEIIIYQTk6RNCCGEEEIIIZyYJG1CCCGEEEII4cQkaRNCCCGEEEIIJyZJmxBCCCGEEEI4MUnahBBCiJtQFAVFUW5ZJjExEUVRSExMLJ+ghBBCVDqStAkhhBBCCCGEE5OkTQghhBBCCCGcmCRtQgghhBBCCOHEJGkTQgghykhWVhZTpkwhISEBDw8PfH19adeuHV9//XWR5aOjo1EUBVVVmTlzJg0aNMDT05OGDRsCoKoqX331FY899hg1a9bEy8sLb29vmjdvzkcffYTNZivHZyeEEKK86BwdgBBCCFERZWRk0LFjR7Zv305wcDA9e/bEaDSyatUq1q1bx+bNm5k+fXqR2/7zn//ks88+o3379tSpU4fc3FwAcnJyGDBgAP7+/sTHx9O4cWMuXbrEpk2bGD58OH/++Seff/55+T1JIYQQ5UKSNiGEEKIMjB8/nu3bt9O5c2e+//579Ho9AH/99Rft27fnww8/pGvXrvTo0aPQtkuWLGHnzp3UrVu3wHKdTsfixYvp2bMnrq6u9uUXL16kR48ezJs3j6FDh9KuXbuyfXJCCCHKlXSPFEIIIW4jf+j/oh6TJ08uVN5oNDJnzhw0Gg0fffSRPWEDqF27Nq+99hoAM2bMKLK+sWPHFkrYIC9p69OnT4GEDSA4OJi3334bgB9//PGOn6cQQgjnJC1tQgghxG0MGjToput27drF7t27Cyzbvn072dnZtGzZkho1ahTaZuDAgYwYMYINGzagqmqhueAeeuihW8aza9cu/ve//3Hy5EmysrJQVZWMjAwAjhw5UtynJYQQ4h4hSZsQQghxG7e6TywxMbFQ0pacnAzkDSxSFD8/P3x9fUlPT8dgMODr61tgfdWqVYvcLjc3l8GDB/PVV1/dNJ785E0IIUTFId0jhRBCiDJyYwtaccu4u7sXWXbatGl89dVXJCQksHz5ci5cuEBubi6qqnLo0CEgb4RJIYQQFYu0tAkhhBClLCIiAoCkpKQi16enp5Oenm4fsr+4vv/+ewB74na948eP32G0QgghnJ20tAkhhBClrEmTJnh4ePDnn38WeY/ZggULAGjTpk2xWuPypaWlARAVFVVo3aJFi+4wWiGEEM5OkjYhhBCilHl5eTF06FBsNhvDhw/HaDTa1x0+fJg33ngDgOeff75E+61ZsyYAn3zySYHl3333HV988cVdRi2EEMJZSdImhBBClIG3336bJk2a8OuvvxIbG0v//v158MEHadCgAefPn2fEiBE8+OCDJdrnmDFj0Gq1jBs3jqZNmzJgwACaNWtGv379ePHFF8vomQghhHA0SdqEEEKIMuDt7c3atWuZPHkyQUFB/PTTT6xbt46mTZvy5Zdf8uGHH5Z4n+3atWP9+vXcf//9HD9+nJ9//hlXV1cWL17M8OHDy+BZCCGEcAaKKsNMCSGEEEIIIYTTkpY2IYQQQgghhHBikrQJIYQQQgghhBOTpE0IIYQQQgghnJgkbUIIIYQQQgjhxCRpE0IIIYQQQggnJkmbEEIIIYQQQjgxSdqEEEIIIYQQwolJ0iaEEEIIIYQQTkySNiGEEEIIIYRwYpK0CSGEEEIIIYQTk6RNCCGEEEIIIZyYJG1CCCGEEEII4cQkaRNCCCGEEEIIJ/b/S+HB26ykPgwAAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Generamos la figura\n", "fig, ax = plt.subplots(figsize=(10, 5))\n", "\n", "# Graficamos los datos a partir del DataFrame con la función plot de pandas\n", "cuartiles.plot(ax=ax, alpha=0.7, legend=False, style=[\"--\",\"--\",\"--\",\"-\"], color=[\"black\",\"purple\",\"blue\",\"green\"])\n", "\n", "# Graficamos los valores máximos y mínimos\n", "ax.plot(horario_max, label=\"Temperatura máxima\", alpha=0.6, linestyle='--',color=\"red\")\n", "ax.plot(horario_min, label=\"Temperatura mínima\", alpha=0.6, linestyle='--',color=\"blue\")\n", "\n", "# Coloreamos el area entre las lineas de maximo y minimo\n", "ax.fill_between(horario_max.index, horario_max, horario_min, alpha=0.3, color=\"yellow\")\n", "\n", "# Formateamos el eje de fechas para que se vea mejor\n", "ax.tick_params(which='major', pad=10, length=8, labelsize=12, direction=\"inout\", width=1.5)\n", "ax.tick_params(which='minor', length=4)\n", "ax.set_xticks(range(0,24,5))\n", "ax.set_xticks(range(0,24,1), minor=True)\n", "ax.set_xticklabels([\"00:00\", \"05:00\", \"10:00\", \"15:00\", \"20:00\"], fontsize=12)\n", "\n", "# Agregamos la leyenda, los titulos y la grilla\n", "ax.set_ylabel(\"Temperatura [°C]\", fontsize=15)\n", "ax.set_xlabel(\"Hora\", fontsize=15)\n", "ax.set_title(\"Ciclo Temperatura Diario\", fontsize=20)\n", "ax.legend()\n", "ax.grid(alpha=0.3)\n", "\n", "# Mostramos la figura\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> ¿Qué puedes decir de los cuartiles de los datos respecto al promedio? \n", "\n", "> ¿Qué puedes decir de los cuartiles de los datos respecto a los valores máximos y mínimos? \n", "\n", "> ¿Qué dice esto de la representatividad del promedio de cada hora?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Puede que la visualización de los cuartiles, el promedio y los valores extremos de la forma anterior no sea la más adecuada para analizar los datos. Por esto, podemos graficar los cuartiles, el promedio y los valores extremos de una forma más clara utilizando un **gráfico de cajas y bigotes**. Para esto, emplearemos la librería [Seaborn](https://seaborn.pydata.org/), la cual es una librería de visualización estadística de datos basada en Matplotlib. \n", "\n", "En la figura podemos obserbar un ejemplo de un gráfico de cajas y bigotes. En este gráfico, la caja representa el rango intercuartil (IQR), la línea horizontal dentro de la caja representa la mediana (Q2), los bigotes representan los valores máximos y mínimos, y los puntos representan los valores atípicos. Estos valores máximos y mínimos se calculan como 1.5 veces el rango intercuartil (IQR) por encima del tercer cuartil (Q3) y por debajo del primer cuartil (Q1), respectivamente, lo cual es diferente a los valores máximos y mínimos calculados anteriormente, por tanto, los valores atípicos son aquellos por fuera de estos límites. El uso de este gráfico nos permite visualizar de forma más clara el conjunto de los datos y los valores atípicos.\n", "\n", " \n", "\n", "Con esto en mente, importamos la librería Seaborn y, con ayuda de la función ```.boxplot()``` de Seaborn, realizaremos un gráfico de cajas y bigotes para los datos agrupados por hora. Además, graficaremos los valores máximos, mínimos y el promedio de los datos, para ver su relación con la gráfica de cajas y bigotes." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Importamos la libreria seaborn\n", "import seaborn as sns\n", "\n", "# Generamos la figura\n", "fig, ax = plt.subplots(figsize=(10, 5))\n", "\n", "# Graficamos los datos a partir del DataFrame con la función boxplot de seaborn\n", "sns.boxplot(data = temp, x='hora', y='T_mean', ax=ax)\n", "\n", "# Graficamos el promedio\n", "ax.plot(horario, \"o-\", label=\"Temperatura promedio\", alpha=0.6,color=\"black\")\n", "\n", "# Graficamos los valores máximos y mínimos\n", "ax.plot(horario_max, label=\"Temperatura máxima\", alpha=0.6, linestyle='--',color=\"red\")\n", "ax.plot(horario_min, label=\"Temperatura mínima\", alpha=0.6, linestyle='--',color=\"blue\")\n", "\n", "# Formateamos el eje de fechas para que se vea mejor\n", "ax.tick_params(which='major', pad=10, length=8, labelsize=12, direction=\"inout\", width=1.5)\n", "ax.tick_params(which='minor', length=4)\n", "ax.set_xticks(range(0,24,5))\n", "ax.set_xticks(range(0,24,1), minor=True)\n", "ax.set_xticklabels([\"00:00\", \"05:00\", \"10:00\", \"15:00\", \"20:00\"], fontsize=12)\n", "\n", "# Agregamos la leyenda, los titulos y la grilla\n", "ax.set_ylabel(\"Temperatura [°C]\", fontsize=15)\n", "ax.set_xlabel(\"Hora\", fontsize=15)\n", "ax.set_title(\"Gráfica de cajas y bigotes para la temperatura por hora\", fontsize=18)\n", "ax.legend()\n", "ax.grid(alpha=0.3)\n", "\n", "# Mostramos la figura\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> ¿Qué puedes decir de los valores atípicos? \n", "\n", "> ¿Cómo se relacionan los valores atípicos con los valores máximos y mínimos? \n", "\n", "> ¿Puedes decir que tan representativo es el promedio de cada hora respecto a los datos reales?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "\n" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.5" }, "widgets": { "application/vnd.jupyter.widget-state+json": { "state": {}, "version_major": 2, "version_minor": 0 } } }, "nbformat": 4, "nbformat_minor": 4 }