1. Introducción
Los gráficos e infografías son, cada vez más, una parte importante de la mayoría de textos escritos, ya sean estos un informe técnico, un artículo de periódico o un TFG. En el caso de la ciencia de datos, como puede verse abajo en la infografía, el análisis y la exploración de los datos es un proceso iterativo en el que la visualización y la generación de gráficos ocupa un lugar destacado.
Uno de los instrumentos y tareas fundamentales de un científico de datos es la capacidad de realizar visualizaciones de datos apropiadas y convincentes. El análisis gráfico no solo ayuda en la exploración y comprensión de los datos, sino que es fundamental a la hora de mostrar las posibles relaciones entre variables, descubrir relaciones o patrones ocultos, y descartar o sugerir nuevas preguntas sobre los datos.
El entorno R tiene diversos sistemas para visualizar datos, los dos más utilizados son el sistema gráfico de R-base y el ecosistema asociado al paquete ggplot2
. Por diversas razones, en el curso usaremos el entorno ggplot2
para hacer nuestros gráficos; de hecho, en la actualidad ggplot2
, dada su rapidez en la iteración entre gráficos, versatilidad y la cuidada estética que tienen sus gráficos, se ha convertido, al menos por el momento, en el sistema estándar para hacer gráficos en R. Por ejemplo, ¿cómo creéis que hace la BBC sus gráficos?, evidentemente con R y ggplot2
. Puedes ver uno de sus repositorios aquí y su cookbook aquí.
Con ggplot2
es sencillo hacer gráficos con calidad para ser publicados o mostrados, además de que, dada su sintaxis modular, hace sencillo el reutilizar los gráficos durante el proceso de análisis. El paquete ggplot2
fue inicialmente desarrollado por Hadley Wickham, pero actualmente el ecosistema ggplot es el resultado de toda una comunidad de usuarios que contribuye a enriquecer el sistema gráfico con sus extensiones y paquetes auxiliares.
En palabras de Hadley en su libro sobre ggplot2:
ggplot2 is an R package for producing statistical, or data, graphics, but it is unlike most other graphics packages because it has a deep underlying grammar. This grammar, based on the Grammar of Graphics (Wilkinson 2005), is made up of a set of independent components that can be composed in many different ways. This makes ggplot2 very powerful because you are not limited to a set of pre-specified graphics, but you can create new graphics that are precisely tailored for your problem. This may sound overwhelming, but because there is a simple set of core principles and very few special cases, ggplot2 is also easy to learn (although it may take a little time to forget your preconceptions from other graphics tools).
Sí, con ggplot2
es “fácil” hacer rápidamente gráficos de calidad, PERO dominar todos los detalles del paquete sí que es complicado, pero no nos hace falta conocerlo todo. Además, hay que tener en cuenta que ggplot2
es un paquete/entorno en constante evolución. Actualmente está en la versión 3.2.1. Bueno, en marzo de 2020 apareció la versión 3.3.0.
Para entender esta idea de la constante evolución y el papel que tiene la comunidad de usuarios en el desarrollo de R y sus paquetes puedes leer este tweet y las respuestas a él. En el tweet sólo se anuncia una pequeña mejora en como ggplot2
gestiona los títulos de los gráficos pero genera reacciones en la comunidad de usuarios.
La redes sociales pueden hacerse eco de la evolución de un paquete, pero donde habitualmente se produce la discusión/colaboración entre usuarios es en plataformas como Github. Por ejemplo, puedes ver como se gestó está pequeña mejora aquí. Fue la issue 3252 de ggplot2
. Otro ejemplo, justo cuando estaba escribiendo este párrafo, leí este otro tweet anunciando otra mejora en ggplot2
.
La página web de ggplot2
puedes encontrarla aquí. En ella puedes encontrar documentos de ayuda y la referencia oficial. Para darte cuenta de todo lo que se puede hacer con el ecosistema ggplot visita esta página donde podrás ver los 79 “paquetes auxiliares” o extensiones a ggplot2
.
Para hacer “buenos” gráficos con ggplot2
no sólo es necesario entender la sintaxis y los pormenores del paquete, sino que quizás se necesite algo más. Por ejemplo, algo de experiencia y cierta capacidad visual y estética; incluso hay quien dice que hacer buenos gráficos es un arte. Para intentar mejorar vuestros gráficos o evitar ciertos errores, aquí tenéis algunas reglas/consejos, y aquí un curso completo sobre visualización con bookdown incluido.
Entenderás muy bien que hacer buenos gráficos exige conocimiento y mucho trabajo al ver el video de este post, donde se ven las versiones previas para que al final saliese esta preciosura de gŕafico:
Otro ejemplo del making-of de un gráfico puedes verlo aquí.
Otros dos libros sobre visualización con el código de los ejemplos hechos con ggplot2
, aquí y aquí. Finalmente, algunos consejos de la BBC sobre visualización.
Como también se aprende los errores, aquí tienes un articulo de The Economist donde muestran errores que ellos mismos han cometido haciendo gráficos. Además pueden descargarse los datos.
2. Ideas básicas sobre ggplot2
Ya se dijo que ggplot2
es un paquete R desarrollado por Hadley Wickham, aunque actualmente es el resultado de la colaboración de múltiples desarrolladores. ggplot2
implementa en R The Grammar of Graphics de L. Wilkinson, un sistema coherente para describir y construir gráficos. El énfasis de ggplot2 está en la exploración rápida de datos, especialmente de datos de alta dimensionalidad. Con ggplot2
es sencillo ir transformando el gráfico mientras se van analizando los datos.
Para empezar a entender la “filosofía” de ggplot2
, os planteo una pregunta medio retórica: ¿qué vemos en el gráfico de abajo?
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)
Pues sí, es un gráfico de puntos y nos ayuda a ver las relaciones que existen entre 3 variables. Estamos habituados a ello, pero vamos a pensar en el gráfico desde la óptica de “The Grammar of Graphics” implementada en el paquete ggplot2
.
En nuestro gráfico se representan por medio de puntos, en el espacio X-Y, y mediante los distintos colores de los puntos, las observaciones de 3 variables. Bien, nada muy novedoso, todos los sistemas gráficos hacen este tipo de gráficos. Los gráficos de ggplot2
se realizan mediante la superposición de elementos/capas. Podemos pensar que el gráfico que hemos visto es una capa. ¿Cómo creamos este gráfico o capa en ggplot2
?
Pues, una de las principales ideas para entender ggplot2
es que cada capa de un gráfico tiene 3 componentes o elementos principales:
los datos que se van a representar (sencillo, para hacer un gráfico hacen falta datos). Para ello utilizaremos generalmente la función ggplot()
un conjunto de propiedades estéticas asociadas a alguna variable del conjunto de datos. Por ejemplo, la variable Sepal.Lenght está asociada al eje X, ala posición en el eje X. Por su parte, el color de los puntos (otra característica visual o estética) está asociado a los valores de la variable Species. Es decir, usando la terminología de ggplot2
, las distintas variables están asociadas o mapeadas a determinadas características estéticas. El mapeo de variables con estéticas se hará con la función aes()
de aesthetics. (esto ya no es tan estándar, se explica en breve)
el elemento geométrico que se va a representar. En nuestro caso el elemento geométrico que se utiliza para representar los valores de las variables son los puntos, pero podrían haber sido las lineas o las barras … Para especificar el elemento geométrico que vamos a usar en nuestro gráfico se utiliza la familia de funciones geom_xx()
; por ejemplo geom_point()
si queremos puntos, geom_line()
si queremos que las relaciones entre las variables se representen/visualicen como lineas.
Así en abstracto puede ser complicado entender del todo que quiere decir todo esto. Vamos a verlo con ejemplos concretos. De momento, para explicar las principales características de ggplot2
utilizaré un conjunto de datos famoso, pero odiado por algunos, por haber sido utilizado en numerosos ejemplos y cursos: el iris dataset.
El conjunto de datos iris
contiene datos sobre 150 flores, en concreto sobre 150 lirios. iris
tiene 5 variables, 4 de ellas miden la longitud y el ancho del pétalo y sépalo de los 150 lirios. Estas 4 primeras variables son cuantitativas y continuas; mientras que la quinta variable es categórica, indicando la clase o variedad de los lirios, ya que en los datos hay 3 especies distintas de lirios (setosa, versicolor y virginica). Con estos datos, con 3 de sus variables, se ha creado el gráfico que ves más arriba.
PRIMER GRÁFICO: Para comenzar nuestras andanzas con ggplot2
intentaremos replicar con código R el gráfico de arriba; aunque al principio sólo utilizaremos 2 variables: haremos un gráfico de puntos de la longitud del sépalo frente a la longitud del pétalo.
Hacer un gráfico con ggplot2
requiere de varias etapas,
la primera de ellas consiste en usar la función ggplot()
para inicializar el gráfico.
en segundo lugar, tendremos que especificar que conjunto de datos usaremos en el gráfico.
en tercer lugar tendremos que especificar que variables irán asociadas a determinados elementos visuales o estéticos del gráfico
por último, en cuarto lugar, tendremos que especificar que tipo de gráfico o geometría usaremos para visualizar las observaciones.
Veámoslo más detenidamente.
En ggplot2
, para hacer un gráfico se empieza SIEMPRE llamando a la función ggplot()
. Si tecleamos ggplot()
en la consola o en un script, parece que no ocurre nada, pero tras la llamada a la función ggplot()
, R ha creado un objeto, un contenedor para nuestro futuro gráfico. Aún no vemos el gráfico, faltan cosas, pero ya lo hemos inicializado. Si quieres ver el objeto/contenedor que hemos creado con la llamada a ggplot()
tienes que asignarle un nombre, así podrás verlo en la pestaña “Environment” de RStudio.
Para verlo tienes que hacer:
my_grafico <- ggplot()
my_grafico
, es un objeto R, concretamente una lista con 9 elementos, que tendremos que ir “llenando” para hacer nuestro gráfico.
Generalmente, dentro de la función ggplot()
se suele especificar el conjunto de datos que vas a utilizar para hacer el gráfico. A diferencia de los gráficos de R-base, ggplot2
no permite graficar vectores: los datos que se suministran han de ser SIEMPRE data.frames o similares.
ggplot(data = iris)
ggplot(iris)
Ya está, con cualquiera de las 2 instrucciones de arriba, son equivalentes, ya hemos inicializado el gráfico y le hemos dicho que datos vamos a usar.
Dijimos que para comenzar haríamos un gráfico de puntos de la variable Sepal.Length
frente a Petal.Length
; así que tenemos que decirle a ggplot2
que variables de iris
queremos visualizar y con que propiedades estéticas queremos asociar cada variable. Para ello utilizaremos la función aes()
dentro de ggplot()
. Lo hacemos con la siguiente expresión:
ggplot(iris, aes(x = Sepal.Length, y = Petal.Length))
Aún no vemos el gráfico, pero con aes()
le hemos dicho a R/ggplot2 que queremos asociar/mapear la variable Sepal.Length al eje x, y la variable Petal.Length al eje y. Fíjate que, en la pestaña de gráficos de RStudio, ya vemos los ejes del gráfico; además, fíjate que ggplot2
ya ha calculado para nosotros el rango de las variables para ajustar los ejes.
Al igual que antes, podemos omitir los nombres de las opciones de la función aes()
. Esta función puede tener muchos argumentos (veremos algunos), pero los 2 primeros son siempre x (el eje x) y después y (el eje y o vertical de mi gráfico); es decir podríamos hacer lo siguiente que es más rápido de teclear.
ggplot(iris, aes(Sepal.Length, Petal.Length))
Con esta instrucción le estamos diciendo a ggplot2
que vamos a hacer un gráfico con los datos del data.frame iris
y que vamos a asociar/conectar/mapear la variable Sepal.Length
con el eje x, y la variable Petal.Length
con el eje y del gráfico. Perfecto, pero entonces ¿por qué no vemos el gráfico? La razón estriba en que no le hemos dicho a ggplot2
qué tipo de gráfico queremos (de puntos, de lineas etc…). El tipo de gráfico se explicita con una familia de funciones: geom_xx()
o geometrías. Hay muchas geometrías o tipos de gráficos que podemos usar. Ya lo veremos!!! Nosotros queremos hacer un gráfico de puntos, así que, de la familia de geometrías tenemos que usar geom_point()
. Veámoslo.
ggplot(iris, aes(Sepal.Length, Petal.Length)) + geom_point()
![](data:image/png;base64,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)
Como vemos los puntos del gráfico se visualizan en color negro, con un tamaño, una transparencia y una forma determinadas. Obviamente todo esto se puede cambiar dentro de geom_point()
con las opciones adecuadas. Por ejemplo:
ggplot(iris, aes(Sepal.Length, Petal.Length)) + geom_point(color = "red", size = 2, alpha = 0.2)
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABUAAAAQVCAIAAAD8UPecAAAACXBIWXMAAB2HAAAdhwGP5fFlAAAgAElEQVR4nOzdyW+c2Xnv8eecU2+NrJHFmRSpgSV127GT+EbXdhIgvrkIkgDx2llkGSAGkiCrJH+AV8nSmwDZZRHEQLKKE8BAErdx0R5kuz2k2y0VpZbUGkiKM1ms6X3POXdRiqRWk0VKTdZAfj87VT16+bCKVeSv3vM+R3nvBQAAAAAADDbd7wYAAAAAAMDRCPAAAAAAAAwBAjwAAAAAAEOAAA8AAAAAwBAgwAMAAAAAMAQI8AAAAAAADAECPAAAAAAAQ4AADwAAAADAECDAAwAAAAAwBAjwAAAAAAAMAQI8AAAAAABDgAAPAAAAAMAQIMADAAAAADAECPAAAAAAAAyBWL8b6JGNjQ3vfb+7OONSqVQ6nd7Y2Oh3IzhJSqnR0VERiaJoe3u73+3gJAVBkM/nt7e3oyjqdy84SYVCIRaLCb/7zqJyuby/v99oNPrdCE5SJpNJpVIisrOzE4Zhv9vBScrn89773d3dfjeCk5RIJLLZrIjU6/V6vf7JD1gul49fzBl4AAAAAACGAAEeAAAAAIAhQIAHAAAAAGAIEOABAAAAABgCBHgAAAAAAIYAAR4AAAAAgCFAgAcAAAAAYAgQ4AEAAAAAGAIEeAAAAAAAhgABHgAAAACAIUCABwAAAABgCBDgAQAAAAAYAgR4AAAAAACGAAEeAAAAAIAhQIAHAAAAAGAIEOABAAAAABgCBHgAAAAAAIYAAR4AAAAAgCFAgAcAAAAAYAgQ4AEAAAAAGAIEeAAAAAAAhgABHgAAAACAIUCABwAAAABgCBDgAQAAAAAYAgR4AAAAAACGAAEeAAAAAIAhoLz3/e6hF9rttlKq312ccVprY0wYhv1uBCcsCAIR8d5HUdTvXnCSlFKxWCyKonPyi+D8iMVinV95vCGfPUEQWGudc/1uBCfJGKO1FhHekM+eWCzmvbfW9rsRnKRO6hER59yJPLmdP7aPKfbJv95Q8N7zhnjaOn8v8lfFWeW958k9Yzp/LzrneHs8q3jNnkm8G589nXdj4ck9izq/YXlaz55OgO/La/a8BPharcZfqKctlUoZY/b29vrdCE6SUiqRSIiIc44n94wJgiCfz9frddZWnDGFQiEWiwm/+86iRCLRarUajUa/G8FJymQyqVRKROr1Ogtnzph8Pu+95y+oMyaRSHTOmbdarXq9fiIHPH4x18ADAAAAADAECPAAAAAAAAwBAjwAAAAAAEOAAA8AAAAAwBAgwAMAAAAAPoZJqIPnvEyhBwAAAAAcIQz1+rra2VHttngvsZgfGXGlks9m+90ZRAjwAAAAAAARUZub5tEjc/OmiEgsJkpJFIn3tlLx+bydmxNj+t3jeUeABwAAAIDzTm9s6IcPzdKSLxZdoSBBICLivarVzL17dmHBtNv2yhXRXIXdTzz6AAAAAHCuqUZDP3pklpbczIwbG3ua3kVEKZ/N2gsX9IMHqtHQjx/3tU0Q4AEAAADgfNMrK+bWLTc25tPpg+7Wbnra3LmjNzdVu93z7vAcAR4AAAAAzrEoUnt7Eov5fP7QGmN8oSDeq62tHnaGlxHgAQAAAOD8Us2meO/TaVGqS5nPZEy1qhqNnjWGjyPAAwAAAMA5FkUicuSEeR+LPS9GnxDgAQAAAOAc60R3a7tXqU4BO8n1FQEeAAAAAM4vn0qJUqrREO+7lKn9/afF6B8CPAAAAACcY7GYHxmRMFS7u4fWOKe2t22l4ovFHnaGlxHgAQAAAOBcc5OTtlLRa2sHz6jzXi8v20uXfKnkE4med4fnYv1uAAAAAADQTz6ddlNTImJu3/alksvnn17r7r2q1/X6urRaPpGw09N9bvTcI8ADAAAAwHnnxsdFa1HK3LplNjYkCERrCUOx1lYqfmTEzs8zwa7vCPAAAAAAAHHlss/lXKmkd3clDEVElPIjI65U8oVCv7uDCAEeAAAAANDh43E/O+tExDmxVoKg3x3hIwjwAAAAAICP0lo0I88HDk8JAAAAAABDgAAPAAAAAMAQIMADAAAAADAECPAAAAAAAAwBAjwAAAAAAEOAAA8AAAAAwBAgwAMAAAAAMAQI8AAAAAAADAECPAAAAAAAQ4AADwAAAADAECDAAwAAAAAwBAjwAAAAAAAMgVi/GwAAAAAADIYoMnfv6sePda0m1vpEwpXL7vJlVyj0uzOIEOABAAAAACKil5eDH/1Ims3gxg0REaXEexEJr1+3Fy9Gv/qrolnB3WcEeAAAAAA47/T9+8GPfhR8//uuWLTXrrlsVpSSdltvbATvvCMian8//M3fJMP3F48+AAAAAJxrulYLfvzj4Ac/sJcu2cVFl8uJUiIi8bibmgo//engv/9bP3kS++//7nen5x0BHgAAAADONfPznwff+56bnnbl8gF3x+Ph1avBj39sbt+W/f2ed4fnCPAAAAAAcI6123p5WWIxOz19aE087splcS724EEPO8PLCPAAAAAAcH7prS1x7ulF74fzxWJw44ZaX+9ZY/g4AjwAAAAAnGPNpohIPN69yiWTIqLa7R50hMMQ4AEAAADgHOtEd2u7V6kwFBEfYyOzfiLAAwAAAMD55XI5EdF7e93L1O6uiPh8vhc94RAEeAAAAAA4xzIZXyxKq6U3Ng6t8d6srobXr7u5uR52hpex/gEAAAAAzrXoU59SW1vBO+/4dNqnUi/f7b25c0fabTc15UqlfjSIpwjwAAAAAHCuuakpe+WKiAQ//rGdnXXj488m0qt63dy/r/b2wt/6rfBXf7WvbYIADwAAAADnXvQrvyJai0hw44Z5+NCn06K1arWk2QyvX/e5XPTrvy7pdL/bPO8I8AAAAAAwVKJI1esSRWKMpFL+qB3gjnvUz37Wzcy4qSn95MmzofQ+l3MLC9HiYifeo78I8AAAAAAwHFSjoVdW1N6eeP/sRp9Ou8lJn81+8uO7ctn9xm+Ic7pWE+dcMinJ5Cc/LE4KAR4AAAAAhoDe3NQPH5pbtyQW8+m0xGLinKrXpd22lYobG3PT0yf0lXRnbzkMGgI8AAAAAAw6tb2tHzwwS0tufNzn88+GzImI2tszd+6IiGjtJif71iJOHwEeAAAAAAabtebRI7O05KanfSbz0p0+m3XxeCfD+0LBs+j97GIOAQAAAAAMNL2xIVHkc7mPp/cOn0i40VFTreonT3rcG3qJAA8AAAAAA03t7Jhq1RcKXWp8Pi9aq93dF+fb4YwhwAMAAADAQFPttmjtE4muRUoSCbFWoqhXfaHXCPAAAAAAMNice3Fq3WG8UiKiOAN/dhHgAQAAAGCg+SAQa8Xa7mWq3RYRH2NU+ZlFgAcAAACAgeZHRkRE1WpdalSjIVHkMxnRpLwzi6cWAAAAAAaaHx21lUpnFv0hFV6vrdlKxZVKvW0NPcXiCgAAAAAYaD6V6iRzc/++nZmRlxbJO6eXl6XZ9JmMJ8CfaQR4AAAAABh0bnZWtdt2ft7cvu3zeZ/J+CBQUaQaDbW9LVEU/dIv2fn5freJ00WABwAAAICBp5S9dEmvrIhS4r2pVp/dYysVXyzamRkxpo8NogcI8AAAAAAwDJRyU1OuXNY7O75YlCgSY3wy6QuFI7aIx1lBgAcAAACA4REErlzudxPoD6bQAwAAAAAwBAjwAAAAAAAMAQI8AAAAAABDgAAPAAAAAMAQIMADAAAAADAECPAAAAAAAAwBAjwAAAAAAEOAAA8AAAAAwBAgwAMAAAAAMAQI8AAAAAAADAECPAAAAAAAQ4AADwAAAADAEIj1uwEAAAAAAE6Ic6rVkiiSWMwnEqLP1ElrAjwAAAAAYOipVkuvrKjdXXHu6U1a+0LBTUz4eLyvrZ0YAjwAAAAAYLjpjQ396JG5dUuM8cmkxGISRarREOfstWt2bs4XCv3u8QQQ4AEAAAAAQ0xtbuqHD83Skhsb84WCKPX0Du/15qa5dUucs1r7XK6vbZ4AAjwAAAAAYGi12+bRI7O05GZmfDr9kbuUcqOjKh431arEYtG1a2JMn7o8GWfqgn4AAAAAwLmi19bMzZu+WHw5vf8Pn836fF6iSK+v97i3E0eABwAAAAAMK727KyKu6yXuvlg01ara2elVU6eFAA8AAAAAGE7OSbst8bjEul0e7uNxMUa1Wj3r65QQ4AEAAAAAw8laETnWZu9ai3Pi/Wl3dKoI8AAAAACA4RSLiVIShkeUeS9R9LR4mBHgAQAAAADDSSmfyYi1ql7vVlWrifc+k+lZX6eEAA8AAAAAGFauWLSVit7YOHR5vPd6Y8NWKq5U6m1rJ48ADwAAAAAYVk83kGs09MrKARneOf34sbTbPpv1uVw/GjxJ3Sb1AQAAAAAw0JSy8/Mqisy775pWy3XyvDFirdrf11tbEobRL/2SvXCh342eAAI8AAAAAGCYxePRlSs+mVS7u6ZaffEeW6n4QsHOzoox/eruBBHgAQAAAAwYa9XOjt7flygSrX0i4fN5n0r1uy0MsCCwFy+q/X03Oqqazc7MeZ9O+2LxLP3kEOABAAAADBC9vq5XVsTaF0+l2krF5/N2ZkaCoI+9YcD5TOYMjJrvggAPAAAAYFCYBw/U5qZZWvLZrJuZkVhMnFONhrl7V8JQ1ev28mWfSPS7TaA/CPAAAAAABoJ+8kRtbpq7d92FCy+mdJ9KSbGoV1fNe+95pezVq6LZTgvnET/3AAAAAAZAGOrVVXP7tpuePuAcu1JuctJnMqrd1mtr/egP6D8CPAAAAID+01tb4pzP57uskHfj46Za1ZubvWwMGBwEeAAAAAD9p2o1U636bLZbURBIKiXttmq1etUXMEAI8AAAAAAGQBiKiI/Hu1f5zhT6MOxBR8CgIcADAAAAGABKiYg4d0SZ98+LgXOGAA8AAABgACSTInLk2vhOwZEn6oEziQAPAAAAoP9cNmsrFbW93aVG7e9Lu+3TaekspAfOGQI8AAAAgP7zhYKPx9X+vtrZObgiivSTJ7ZScePjvW0NGBSxfjcAAAAAACJKuQsXbBiaW7d8FLlS6cUL3VWjoVdX7cWLvlj0+Xwf2wT6iAAPAAAAYCD4TMbOz4tS5uZNs73tMxmJx8Va1WxKo2ErFV8o2NnZfrcJ9A0BHgAAAMCg8Pm8vXrV53JqZ+fpwPnO7fG4m5z0xWIfewP6jgAPAAAAYID4eNzOz4u1an9fRZHXWpJJn0z2uy+g/wjwAAAAAAaPMT6X80fXAecIU+gBAAAAABgCBHgAAAAAAIYAAR4AAAAAgCFAgAcAAAAAYAgQ4AEAAAAAGAIEeAAAAAAAhgABHgAAAACAIUCABwAAAABgCBDgAQAAAAAYAgR4AAAAAACGAAEeAAAAAIAhQIAHAAAAAGAIxPrdAAAAAIDho1ottbsr7bY4J/G4z2Z9Ot3vpo4tDPXenjQa4pzEYj6T8SMjojm7KSIi7bbe3ZVWS5yTIPAjIz6TEaX63RZECPAAAAAAXolqt/WjR2p3V0RMtdq50VYqPp12MzODHuOd08vLemNDvH+xeQkCOznpS6X+dtdnUWSWl9Xmprz0zCYSbmbGZ7N9bQ4iBHgAAAAAx6fqdXP3rvnFLyQIfD7vpqdFKWm3zYcfSrNpGw07N+eLxX63eYgoMh98oBoNc+eOz+Xc1JQYI2GoHz1S+/sShq7RcDMz/e6yP1S7be7cMe++K8Y8f2ajSD94oBoN22q56Wk3NtbvNs87AjwAAACA4wlDc++e+cUvfLHoyuXny6ozGVssqp2dzmlbm0gM4nl47829e7Gf/cyn03ZhQYx5fk8+r+p1c+eOiEg8fh5jqrX6gw/Mu+/6XM6Nj794NYHP59Xenrl9W0R8EPhCoX9dggAPAAAA4HjMyop57z1fKBwYcX0+70TMrVs+mbSVSu/b605vban9fUkm3czMx6/o9um0m501t2+L1q5QkCDoS5P9otfWVKvlMxk3Ofnxe30267Q21aoEQZTLMSygj3joAQAAABxDFKmtLTHGlcuHlfh8XlIp1Wio/f1etnYcan3dVKtufPyweWw+kfD5vDinNzd73Fufea83NszSkpuYOLQkk/HZrISh2tnpZWt4CQEeAAAAwNFUrSbeHzmt3WWzplpVe3s9a+xYokg1GhKP+2SyS5XP5Qax+VOmGg2JIp9OS6zbAm2fzZpqVddqPWsMH0eABwAAAHA0FYamWvXx+BF18XinuBc9HVunnyOb9wPZ/KnrfL9HPjiJhIhIu336DeFQBHgAAAAAx6DUAF7ZflydZfPeH6f2WEVnz1EPjjreo4dTRYAHAAAAcLSnZ6dbre5lqtmUY5zr7jEfBKKUOurs8dPvbsCaP3WdU+tHPbOdgkF7Zs8bAjwAAACAo3Wufle1mkTR4UVe7e7aSsXncj1s7RiM8em0hGH36XpqZ2cQmz9lPpmUeFw1Gt0/nTmfD86gIcADAAAAOAat3eiovXJFP3lyaMnmprTbfmTEp1K9bO043NiYrVT02ppYe2CBqtfV7q7EYq5U6nFvfff0wXny5LCF9GpnR9XrPpEgwPcXAR4AAADAsbiJCZ9IqFpNP378cgz2Xq+tqY0N+8Ybbna2Tw124/N5XyjYhQXz4MHHTzWr3V39+LFdXLTT02JMXzrsIzc66jMZaTT0w4cvr7DwXm9u6idP7NWrbm7usE340Bvd9gkAAAAAgOeMcZcuRd7H3n3XNBo+k/HJZOfacrW3J1Fk33zTzs8/HVc+eOzcnHHOLiyYpSWfTvt0WrRWnXX1rZa9etVNT/tisd9t9oNSdmFBvFf1ulla8iMjPpkUrVW7rfb3pd22167ZuTmfyfS70fNuOAL8t7/97W9961v37t1LJBIXL178yle+cu3atX43BQAAhpC15/DcGnCCfDzeuRBab2yI9+bWLRGxV6/K2JgvFOzU1EBPgNPaLizojQ2JxTrnmU21aisVKZd9Ou2mp891QI3F7OXL+skTMUasNdWqiNhKRcbGfDbrpqd9MtnvFjHwAd5a+zd/8zff+973RCSbzTYajXfeeecnP/nJn//5n//2b/92v7sDAADDwDm9vq62t1WzKd6LUj6V8sWiK5VEczkh8OqM8eWyiyK9vOzHx8V7tb/vxsfd6OhAp/cOpVy57EZHVa2mWi03OSlB4DOZgV010FNau8lJNz6uajU3PS3O+SDwIyND8LSeG4Me4P/pn/7pe9/73vj4+F//9V9fvnxZRL75zW/+/d///d/93d999rOfLZfL/W4QAAAMNFWvm3v3JAxNtSqxWOfMkkSRrVTU2ppbWBjAUVvAgNMrK/rJE3PrliglQSAiKor0o0e2UvHFop2dHYKPxpTy2azPZvvdx0DS2udy7Pk+mAY6wLdarX/7t38zxnzta1+bnJzs3PgHf/AHv/jFL95+++3vfve7X/7yl/vbIQAAGGRqf9988IG5edNns+6F63JVq6UfPVL7+zaK7OIi60KB49OPHun1dXPnjhsb8/n806zuvarVzN27VsSEob10iVFnwGkY6AD/1ltv1Wq1z3/+88/Se8cf//Eff/nLX86xgQEAAOjCOXP/vrl5042NvTSVyicSfmZGb2yYmzd9LGavXSNsAMehdnaepve5Of/ismqlfDZr02lz/76dn9erq+6jf8ADOBEDHeB/8IMfiMjnP//5l24vlUql87c3IwAAeCV6fV3C0Gezh82UdqOjutlU7bbe3HSjoz1uDxhGennZVKtudtYfeFG0MXZ62ty+LVq7clliA501gGE00C+qhw8fisjY2Ni9e/f+3//7f9Vq1Rhz6dKl3/md35nkIz0AANCV2toy1apbWOhS40dHTbXqMxkhwANHUY2GarUklfLp9KFFQeCzWXFO7e56TrkBJ22gA/zu7q6I3Lp16xvf+Ear1erc+M4773zzm9/86le/+qUvfenj/+XnP//5X/zFX3z89n/5l38pFAqn2i1ERCk1yh9AZ1QsFuPJPZPy+Xy/W8AJU/+zFPy8r1bzXhIJKRZlbKxbWT4vOzsSjw9LgE+n0+ku2QlD6NlrdgiuD11fl3xe2m3p/rtDKXn0SBYXh+VldXo6Ty5/QZ1V6XQ61fMxqAMd4Duh/R/+4R8+9alP/dEf/dHFixc3Nzf/9V//9d///d+//vWvLy4uzs7OvvRfrLWd2P8SrbXi2rae4HE+w3hyzySe1jPsvD+51opSEosdfXF7LCbei/dDMDebp/VMG4In1zm5eVMmJo54WQWBKPX0NYiheGbxunr/5A50gO88HPPz81/72teMMSIyMzPzJ3/yJ/v7+9/5znf+8R//8S//8i9f+i/GmAM/vHTOec9WCKdOKcXjfPY8e2PiyT17eM2eSbxmn9JavJcwlCMfhygSpUSpoyv7jdfsmTRMr1mt5do1WVs74sXSed0ZM/ivqdPWeXKH4JnFKzrZl+0rfQow0AE+mUzWarXf//3f76T3Z373d3/3O9/5zu3btz/+Xz7zmc/813/918dv39jY2NjYOK1GISIiqVQqnU7zOJ8xzy6LiKJoe3u73+3gJAVBkM/nd3Z2oijqdy84SYVCIRaLicjm5uY5/6vRtNux7W335Mmz3eM+TjUaemcnCkM7DL+/yuVyvV5vNBr9bgQnKZPJdFbh7u7uhmHY73a6Ua2W2dkxKyv2wAl2/0OvrLjpadts+mF4WZ2qfD7vvT9wgTCGVyKRyGazIlKv1+v1+ic/YLlcPn7xQC8VGx8fF5GPz6vr3L62tnbO/y4BAABd+GLRViqqa4RQGxu2UjlsTD2AF/lk0ieT0myq/f3DalS7rfb2xBjPjBXgFAx0gL9y5YqIrKysvHT72tqaiExPT3M9CQAAOIwbHZV4XNVqenPzwAK9tqbqdZ9IOAI8cDxuaspWKnplRf3PhOmPiCK9vGwXF93YmHx0CS2AEzHQAf73fu/3RORb3/qWc+7F2//jP/5DRBYXF/vTFgAAGApa24UFe+2aWl/Xjx69mDdUo6EfPVJbW/aNN9zCAqO2gGPyuZwbG7OXL+sHD/Tmplj79A7n1M6O+fBDOz/vczk3Pt7XNoEza6Cvgb98+fIbb7zx/vvv/+3f/u1Xv/rVXC4XhuE///M//+d//mcikfjDP/zDfjcIAAAGmk+l7JUrEotJu22qVTFGjBFrxVpbqfhEwi0s+GSy320Cw8RNT3f2dzC3bpmNjad7PYSheG8rFVcqudlZPhQDTslAB3gR+bM/+7O/+qu/evvtt7/73e+Wy+XNzU1rbSKR+NM//dOJiYl+dwcAAAadT6Wiq1f15qZPp1WzKc6J1j6V8sWiK5WIGWeAqtdVvS5hKLGYTyb9yAhP61Peq/191WhIFEkQ+FTKZzIncmA3Pu4LBVcq6b09abdFRILAj4y4ctmn0yfyJQAcaNAD/Ozs7Ne//vVvfOMbP/rRj3Z2dmZmZq5cufKVr3zl45PtAAAADqa1K5elM+bXuaHY7x3HoXZ29PJy5+IIU62KiK1UJBZzExPuVaY6n0l6c1OvrEgYPn9kRCQet5OTJzK10cfjfnbWiYj34j0vK6A3Bj3Ai0ipVPrqV7/a7y4AAMCZQMw4K/Tysn7yxFSrPpWSTMZNToq1+tEjtb8vUaRqNTs/f05PxXtvHjxQW1umWvWZTGeenN7clM5ShXbb7e+72dkT+3JKndPHGeiHIQjwAAAAwIv02pp+8sTcueNmZl5cFu6LRdVqmXv37MKCefjQzs31scl+0Y8fq60tc/euu3Dh2YgHLyKlkqrXzQcfiIjEYo4FrcAQIsADAABgqLTbemXF3L7t5uZ8IvHSnT6RsLOz5u5dK6KKRT8y0pce+0U1Gnp93dy5Y+fnJfbyn/o+nXazs+bOHVHKF4sff/QADDhWkQEAAGCY6I0Nc/OmLxQOzZ+xmCuXTbWq19Z621r/6bU1U626cvnj6b3Dx+O+WDS3bqnz9+AAZwABHgAAAMNE7e2JiMvnu9T4kRExRu3tife96msgqN1d0drncl1qOg9d52EEMFwI8AAAABgmqt0WrSUIuhYpH4+L9xKGveprAFgr1koQHDFVzhiJxVQYnrdPN4AzgAAPAACAYXPsseeMRz8Yc+OB4USABwAAwDDxQSDWShR1LfKq3Ral/CGXgp9NxogxcuSp9c6jd+SJegCDhwAPAACAYeKzWRHRu7tdatT+vljrR0ZEn68/d302K851v769MxrAnbP5/MDZcL7e0QAAADDsfLlsr15Vm5uq1Tq4wlq9vm4rFVcu97a1/nPlsq1U9Pr6oSsUwlBvbNhKxY+N9bY1ACfgPK0pAgAAwPDz8bibmBDvzQcfuKkpn0p95O4wNMvLdmHB5/Pdh7GfST6TcaWSiJh799z0tI/HX7xXtVp6edlevuzGxnwy2aceAbw+AjwAAACGjJuYkHZbREy16jMZPzIisZhYq+p1tbdnFxf9yIi9cKHfbfaHm51VUWQXFszSks9mfTotxkgUqf19VavZSsUXi25qqt9tAngdBHgAAAAMHzc35zMZCQIJQ1Otdm60lYpMT7vxcTc+fn4ntCllFxb0+roYI9Z+5MGJxdzkpBsd7W+DAF4bAR4AAGCgqVpNb21JrSYjI7rdNt77fN6Njg7FeDbVbqv1dbW393QmfBD4XM6NjspHl3a/Hl8qRcWi2ttzExMSRWKMTyZ9LifGfPKDDzel3NiYGx1Vu7tuYkLCUILAp1I+mz2xH5sw1BsbandXtdvivQ8Cn836ctknEidzfAAHIcADAAAMKmvNgwdqZ+fpSdRCQTcasVbLVip6bc3OzXXmsQ8svbKinzwxt26JiBgj3otzImKvXXOTk+5Ehqgp5XO5c3it+7Fo7QuFrhvKve6BNzb048fm5s3OVxGlxFoRsVevunLZTU2d3+UPwCkjwAMAAAwk58ydO6rRMPfuuclJPzIipZJrNNzOjl5ZUbu7EkV2ft7n8/1u9GD6wQO9uWnu3PHlssvlpLMfexjqzucRzkkYuunpfreJV6ZXV+iiBB8AACAASURBVPXKilla8sWiKxQkCEREokjv7prbt8V7FYZ2fr7fbQJnEwEeAABgEJlHj1SjoR8+tBcuvLjs2SeTfnJSpdPm1i1RKrp69USWo58stbmpNzfNBx+4ubmPDEIPAlcuq2zW3LkjIj6TGdgPIHAgVavplRVz546bnf3I/P9YzJVKks2ae/fswoLOZM7hHn5ADwzBpVMAAADnjWo2VScAT08feNGyz+V8qWRu3jSrq71v7wjem5UVU626qSl/0IcLPpFwk5OmWtWPH/e+O3wS+vFjU6268fGXd+/rCAI3NWWWlvTKSmdRPYCTRYAHAAAYOGpry1SrrljsMnLMlUqitdrZEX8alzm/PlWrSRj6TObgjCcinXPvqZRqt1W93sve8EmoVks1GpJIdBm+4Dv3Wqt2d3vZG3BOEOABAAAGztNYm8l0K9Lap1JirWo2e9PVMan9fVOt+pGRI+oymU5xL3rCidjfFxHf/cdSxGcyplrloxngNBDgAQAABk8UiYiPHTWuqFMQRaff0Kvo9HPUXm4+CEy1OnDN43DKWlOtHvPHUrGEHjgFBHgAAIDB00m/R0agTsGgbXveCXjOHVE2mM2jC2NspXJ0MrdWRPxJbTgP4AW8rgAAAAaOTybl2UL6Q4u8ajREKZ9I9Kit4/HJpK1UjlxBrfb3baXS5Tp5DJrOj6Uc+czW67ZSkXS6Fz0B5wwBHgAAYOD4QsFWKnprq8uAOrWzI9b6XG7QTmL7bFaMUXt7EoaH1ahWS+3vSyx29KXyGBg+nfbxuGo0VKNxaFEUqd1dUcodPugOwGsjwAMAAAwcPzLis1lpt/Xq6oEZXjUaen3dXr3qJiZ6394RjHFjY3Zx0Tx+fPBVAFGkl5dtpeImJkSpnveH1+cmJ22loldWDh5e4JxZXrZXrrhyWYKg590BZ99RIygAAADQD3ZuTjWb5r33dBT5sbHn6+Sd09vbamPDLi66qanBXILuxsdVrWbn5829e65c9pnM06DuvarV9NqavXTJ5/OuXO53p3g1vlj0tZoVMXfuuLExn80++whG7e/rtTVpt3067SYn+9sncFYR4AEAAAZSENgrV7wxqtk01aoEgYyOqnrd7O2J9/bqVTc9PbgBWCl78aJ58MAuLJhqVYzx8biIqHZbrLWVii+V7Oxsv7vE67Czs1prETHVqqytSTzuX3xmczl74YIwwQ44HQR4AACAAeXjcVup6M1Nn0qpRkMKBd9oWGtdLucnJjqReHBpbefnVbHoUynz8GFn8pkvFu3srJuaGqJL31W9Ls2m8t7HYj6TkSM3UTvzlHIzM75Y9Pm82tt7ut2AUj6TceWyz+f73R9wlp37NyAAAIBBppQbHZXRUXFO8nnXaERDtHF6s2mWlsz9+2Lt00umG43Yzo6t16M33pAB/wDCe72xoZ88+cgoPqV8Pu+mpgb905PT59Npu7Ag3ksUifcSi3HWHegBAjwAAMAw0FoSCYmig4eHDR69vR28/bbU68GPf+xyOUmnxTnVaHSm0+vHj6Pf/E03sOfhrTX37qlazVSrPp2WVEqUkjBUtZpYa994w1644HO5fnc5AJRiWB3QSwR4AAAAnLR6PXj77eCtt1yxGH72sx9Zdt5ux27dUjs74n37//7fQTwP7725fz/2zjuSSLj5+efjA0VkfFxvbJj33xfv7eXLnq3OAfQWC10AAABwwoKf/Sx46y03OmoXF1++aDwej65e9YVC/Nvfjv38531qsBu9taX29iSRsHNzH0nvIqKUK5fd2Ji5eVM/eNCnBgGcXwR4AAAAnKj9ff3woQSBvXTpsJLo0iUxxty/L81mL1s7DrW6aqpVNzFx2EXdvlj0qZRqNtXubo97A3DOEeABAABwkszjxyLiSqVnO4QfIBZzxaI4p1dWetfZMahWS7Xbkkz6ZLJLmS8UTLWqdnZ61hgACAEeAAAAJ0vVasGNGz6T6V7mM5ngxg1dq/Wmq+NqtUSke3oXEUkkpLP5OQD0EAEeAAAAJ6qzMfiRm4p1CjrFg8N7Eem2dqBT1Wm+UwwAvUKABwAAwInKZERENRrdq1SjEV6/7lOpnvR0bJ1N0Y46tf703PsAjtAHcKYR4AEAAHCS3Ph4eP263tzsVuS93toSET811aO2jsenUhKLqXpdoqhLmdrdtZWKH9h97AGcUQR4AAAAnCRXKvliURoNvbp6WI15/FhaLTc+7gYtAyvlikW7uKjX1g4taTTU3p7EYi6f72VrABA7ugQAAAB4FdEv/7La2Ql+8AMRcRMTL92rV1b0o0fhF75gP/vZfnR3BDcxoXd21N6eNsaNjb10Pbyq1/Xysl1ctFNTYky/mgRwPhHgAQAAcMJcuRx+7nMiEnz/+3pjw42OSiYjzkmjYdbWpF4Pv/CF8Nd+zRUK/e70IMbYixfFe/Pee6Ze97mcT6VEKQlDtbenajVbqbjxcV8q9btRAOcOAR4AAAAnzy0shOm0HxlRu7vBjRvPbg+vX/f5fPS//pcb4ADsk8noyhWfSqndXVOtPjsFbysVCQI7NeWLxX72B+C8IsADAIBj8F5tb+vdXWk2xTkJAj8y4kslPyRTuPXqqr5/X29vSxRJPO4KBXfhghsfP5mjR5G5e1cvL6tGQ5yTZNJNTEQLC5JOn8zxh5YbH29/6UuxalVSKbW3J0r5kRF7+XJUqQzB4vN43F68qJpNNzGh2m2x1nd+7HO5o3fIA4DTQYAHAABHUPv7+sMPVbttqtUXb7dXr7qxMTc5eeSm2f1Ur8d/8AO1vv7iSWARCa9fdxMT4fXrkkx+ksPrBw+Cn/5Ums2XTjKbmzftm29G1659koMPO725qR8/Fmul0fCxmIhIoyHtduzmTTs9PRQnsX0y6Scn+90FADxFgAcAAN2ovT1z9665dctnMm5mxieTorUKQ7W3Z27fFu9Vq2Xn5wc0w+/vJ956K3jrLUkm7cWLLp+XIJAw1Ftbwc9+Jq2WqtXav/Vbr32q3Ny5E3vnneDGDVcq2atX3ciIaK3qdXP/vl5fF2tlfz/63OdO9nsaFnplRa+umqUln8+7Cxd8IiEiqtnUKytqb0+iyEWRGxvrd5sAMEwI8AAA4HDttrl/39y65cbH/Qvzxnw87kdHJZcz9+7ZhQW9uuoG8Cylc/G33w7eesuVSvby5ecfMcTjbmLCjY/Hlpbi3/62pFLtL33pNQ6v19djP/1p8MMf2itXXryc22cyNpNx5XLwk5+IiCsW3aVLJ/H9DBO1s6NXV82dO2521qdSz273qZRPpVQuZ27ffvrPQdtGDgAGGBfwAACAQ5nVVfP++75Y9AdOCw8COzNjbt/Wa2sShj3v7gj63j21s9O56PqABQJKRYuLkkqp9XX94MFrHD/23/8dfP/79sKFA4ex+UzGXr4c3LgRvPeeRNFrHH+Iea8fPzbVqpucfDG9P78/nXYTE6Za1Y8e9b47ABheBHgAAHAI59T2thjjRkcPrQkCn8+Lc3p7u4edHUvs/v3gxg03M3Po8n6l7NxccOOGuXv3VQ+uazW1vi6JRJdJeC6X84WCNJt6eflVjz/U1P6+ard9Ou0zmcNqfDYryaRqNlWj0cveAGCoEeABAMDBOjPVfSrVfea2Hxkx1ara3+9ZY8ekNjclFnP5fJcal8+LMXpz85WP/uSJiLhCofvF/65UCm7c0E+evPLxh5na3zfV6pFr4zsFA/iTAwADiwAPAAAO0VkVHwTdq3ynYNCW0He2uztylzulJBaTMHzVVe663Q5u3OgMZusmHhcR1W6/0sGHXufBjB0xa8nHYqZaHbifHAAYYAR4AABwiM5O3dZ2r1KdgkHb1rsT3Y9q/mmN1kemzZf4IAivX1dHHt85EfGD9uCcts6SDeeOKOsUnLcHBwA+AQI8AAA42LN9v46oazafFQ8QrX0mI62WdD37rRoNiSKfzb7q4Tv/Re3tdS9Tu7vh9evSdRn/2eOTSVupHHlxu2o0bKUycD85ADDACPAAAOAQ8bhPp6XdVrXaoTXe660tW6kcPKa+r9zMjIiYrgPk9PJyeP26m55+5YOXy5JMqt3dbpdwW6vX10XraHb2VY8/1Hw2K1p3Nns/tCgMVa0mxrzGpycAcG4R4AEAwKHcxIStVPTq6mEXKuu1NWm3/chIl3nj/RItLoa//uv6yZPDJuTr9XW9vi6JRFSpvPLRtY6uXQuvX4/duXNwTPU+dvu2RJGdm5PBe3BOVyzmRkftlSt6eVm8P6DAObO8bBcX3dhY9xGJAIAX8Y4JAAAO5XM5NzpqL182H3748nLxMNSPH6vtbfvmm3Zurk8NdpVOh7/yK+Gv/ZpZWjKPHn0kSVprPvzQfPBB+PnPh5/73NGz7g5iFxfdxET4mc8E77330mcEql6Pvf++2tlp/5//E/3yL3/C72MYdXaAV42GefDgpaswVL1uPvxQmk2fyXTZhA8A8HGvNq8FAACcN8/2UTfVqqyt+URCjFHttjSbtlLx8bi7ePH1AnAPuPn50FoxJvje9/TKis9kfCymwlDV62Jt+IUvhJ/7XGel/esJv/jF4MaNUCS4ccPE4z6d9krpZlMajfD6dZ/Pt3/jNwb2wTldWttLl0TrzpZyEo/7REK8V+22tNu2UvG5nL1wofsmfACAlxDgAQBAV0q5mRmfz/tsVtVqz89jx+OuVBr8JdDu0qVwfNzNzOjl5ecXAgSBnZ6OPvWpT7q4PRYLv/hF/eCBLxbV2poKQxFxxrhSyV26FC0untiD471qNGR7W7VaYu1wfCgQi9nLl/XWlk8mXzwJ71MpNzbmi8UT+0LOdYYRijE+mXzVDQUAYIjwBgcAAI7mR0bsyIhYq9ptcU6CwA9FhhQRETcy4v73/xbn9O6utFqSSrmRkROM1pLJ2JkZlc/rel2cc6mU5HLupCbPh6FeXdXb22KtFAqq0Yi1Wj6ddhMTPpc7mS9xepRypZKUShKGqt0WpXw8foIBW7XbemVF7ew837JOKZ/JuMnJARzKAACfHAEeAAAcmzE+lep3E69La3fio/KtNffuqVrNVKuSTPpEQpTSGxvq4UNZXFTb2+7SpU/ySYeq1cz9++YXvxCtfSolrZaq183OTmcVuiuV3OzscKxCDwIfBCd7SLW9bR48MDdvijE+nZZYTKxV9bpEka1U3OSkm5g42a8IAH1HgAcAAHgt3pu7d2M/+YkkEu7CBZ9MPr8rivSjR2p/33ofXbkir5VdVaNh7t41N2/6QsGVy6K1FAq+0bDFoqrVzAcfiIgo5c7ZHnUdanfXfPihqVZ9ueyKxRc/xVC7u+bOHRERpRiSB+CMIcADAAC8Dr22pvb3JZm0c3MvnwaPxdzMjF5ZMe++6zMZe+HCKx/de/3hh+bmTV8uu1Lp5TtHRmwy2cnwnfEEr/9tDCNrzYMH5tYtNzX18e/d53IukTC3b4tSPp/3iURfegSA0zDQU2cAAAAGlPd6bc0sLbnJycMWsbuJCYnF1NaWardf9fBqd1c1mz6V+nh6fyoWc+PjplrVq6uvevBhpzc3JYp8LnfYJxc+kXCjo+bWLf3kSY97A4BTRYAHAAB4ZWp/X6LIp9PdLnFXyufzIqJ2dl71+Hp311SrvutF+35kRIKg08mrHn+oqZ0dU612n2PvCwXRWu3sPN83AQCGHwEeAADglalWS0TkqJF+PpUy1aq8sInacTWbnf9+xPGTyefNnBuq1RKljlgbr5QkEmLteft0A8DZRoAHAAB4dc6ZatUfuRedUiKiXuMkcGdftOMd//kmaueEc8fZBdB3Hvzz9uAAONMI8AAAAK/Mx2K2UlFheERdGHaKX/kLBIGIHPP4rzflfnj5WEysFWu7l6nXfvABYFAR4AEAAF6ZHxkREVWrdb/EWu3t2UqlU/yqx7eVitrb61YURarZlFjsIzvYnQPPH/zDqWZTwtCnUmJMr/oCgFNHgAcAAHh1QeBzOQlDvbV1WImq19X+vsTjr7HNm+vMYNvelsNPwuv1dbu4eOiY+rPLj47aSkVvbh56Et57tbZmKxU/Otrb1gDgdBHgAQAAXoebmrLXrqmNjQOHzKt6XS8v20rFTk0dts9cN/G4GxuzV66YR48OyPDe67U1tbsr8bgbH3+t9oeYT6d9sWgvXjSPHx8wo857vbqqGo1um/ABwHDioiAAAIDX4ZNJOzcn3ptbt3yt5nM5n0yKUqrdVru7anfXVipuYqL7VnBduIkJ1WzahQVz+7bP5/3IiIyMSLutdnb09ra0WvaNN+zCwvlcIm5nZ02rZefmzJ07vlj0mYw3RlkrjYbe3pZ2237603Zh4XU+OgGAAUaABwAAeE2+ULBB4ONx1WqZavXZ7bZSkdlZOzXlP8kZYKXswoJeXRWtO0PvZXtbt1q63baVis9k3IUL3XahP9u0tpcv68ePRSlz65ZaX392j61UfD5vZ2eF8XUAzhze1wAAwACwVu/sqFpN2m3R2sfjPpfzuVy/2zqaz2Ts1atqZ8eXStJqifedi95dPn8i58bdxIQrlfT2ts/nZWTEtVqh975QeI3BeGeN1m521o+Pu4kJVa9LGHbm+flCwafTJ/VFVK2mdnZUuy3WShD4kRGXz/PRAIB+4d0HAAD0md7c1MvLEkUvncT2qZSbm/OpVB97OxalfKFgX3ep/NGCwI2NydiYlMtuf981Gqf1hYaQj8f9xMRpHFm1WvrDD1W9/tKPpV5edpOTrlw+jS8KAN0R4AEAQD/p5WX95IlZWvLZrJud9UGgvJdm0zx4II2GbbXswsJrTHEHPglVr5sPPjDvvy/JpJuYkGTSa63CUK+uqt1dsVYaDTc31+82AZw7BHgAANA3anNTP3li7txxs7PPzrR7EYnHbS6nNzfNzZuiVFSpyLm92Bu9F4bm3j3z/vu+VHrxTLsPAp9Oq0LBfPCBiEgqxXl4AD3GNnIAAKBPnDMrK6ZadVNTB66Td6WSLxbN+++blZXed4dzS6+umvfe8/n8gfncJxJuZsYsLemVlQM2sQOA00SABwAA/aF2dyUMfTbbZeSYK5fFGLW9Ldb2sjecX97r7W3RusvZdZ9I+FyuM3mxl60BAAEeAAD0h6rVTLV6xDR1pXwmI96r/f1e9YVzTdXrYq1PpbpvIuCzWVOtqlqtZ40BgBDgAQBAv6jO8uMjL26Px58XA6ctDEWO/rH0nYJOMQD0CgEeAAD0iVIiIs4dUeaciPhOMXDatBY5+sdSdQo0f0sD6CnedAAAQH/4REJEpNk8oq5T0CkGTlsyKSLqeD+Wns0RAPQWAR4AAPSHz+dtpaJ3dsT7w2pUq6XqdQmCLoPugBPk43GfTErnB+9wenvbVio+n+9ZYwAgBHgAANAvPpXy2ay023p9/eAK5/TKiq1U3MREb1vDuebGx22lop88OWzvA72xIc2mT6d9Ntvj3gCccwR4AADQN3Z21r75ptra+viW2qrZNA8eSKvls1lXKvWrQ5xDvlj0hYJdWDAPHqhG4yP3WatXV9XGhn3jDXfhQp8aBHB+xfrdAAAAOMficXvpkmgt7ba5fdunUhKPi/eq2ZRm01YqPpu18/PCBDv0lp2bMyJ2YcFUq5JI+FRKlJIwVPW6OGfffNMuLHjmMgDoOQI8AADoJ59KRYuL+skTMebFFcs+HvcTE65YHJr03m7rel2cc8mkcMX+sNPazs+rXM4nEqrVevF2Vyy6iQkJgv41B+D8IsADAIB+i8Xc9LSbmlKNhrTborUkEkN0elM/ehSrVtXm5rO9x3wuZ69csRcvss3YUPPFoi0WVbstzaY4J0HgUymeUwB9RIAHAACDQSmfTg/ZuesoCn74Q/3wYXDjxtNR+Up11v+Hu7vm7t32F784ZN8RPsbH48J2cQAGAwEeAADgNQXf/75eXg5++lN75cqLk/Z0rRa8957s74u17S99ifgHADgRLAECAAB4HWZpSS8vBz//efjpT780J9+NjIRvvulzObW7G/vpT/vVIQDgjCHAAwAAvDrnYjdvBjduRJcvS+ygJY1KRVeuBD/+sXnwQPb3e94fAOAMIsADAAC8Mr2+Ls2mz2Z9JnNoUSzmymVxLvbwYQ9bAwCcWQR4AACAV6b29kTE53Ldy3w+H9y4ITs7PWkKAHDGEeABAABemQrD4MYNb8wRdVqLiHphf3sAAF4bAR4AAOCVuXg8vH5dtVpH1LXb0tmHDACAT4wADwAA8OrGx0VEb293r1JbW+H1665c7klPAIAzjgAPAADwytzIiB8dlVZLr64eVqNrNb21JYmEm5npZW8AgLPqoF1PAAAAcJToM59RW1vBD38oiYQrFF66V9XrZmkpvH49+tSnDt5nDgCAV8SvEwAAgNfhyuXoM58R54IbN9ToqB8bc9msiKhGQ6+v67W18HOfs/Pz9vLlfncKADgjCPAAAACvyS4u+nhcEglptYIbN14cSR9+4Qv22rXozTf71hwA4MwhwAMAALw+Nz/fmpqK3b3rxsfV/r7y3qdSbnw8unhRMpkT+hpO7e2pWk329lSzqUV8Pj9Ek+1Vrab29lQYilI+CHwu59PpfjcFAEOJAA8AAPDJxOPR1aty9eppHFttbpqVFQlDU61KNmtaLb2wII8f+2LRTk8P+NX1ql7XDx+qRsNUq89utJWKT6fd3JxPJvvYGwAMo4F+0wcAADjP9OPHem3NVKt+ZMRNTcnoqKvX9caG2tmRKJJPf9pdvjywp+LV9rb58ENz65akUm5iQuJx8V7abXP/vrRattm08/M+l+t3mwAwTAjwAAAAg6gzCc/cuePm5nwqJSKSTotSLhaTUkmvrMTefTfS2i4uih64jYFVo2EePDDVqpuY8Pn88zvSaVso6M1Nc/OmdM7GJxJ96xIAhs3Avd0DAABAokivrJilJTcz8zS9v0gpNznpMxnVbOr19X70dwT96JG5edONjX0kvf8PVyr5ctncvKkfPep9bwAwvP4/e3cWG2l23Qf8nHvrq31lFXey2QtZ3TM948Sy1BopUZx4iRzDkiAbeohsCzECG4YBwwICywasJy9AnDfbif0WG4mRB8NW8hRBCGAZE9sjj23Fsnq6m9X7wuZaZLH2+uq79+Th4/TKquJSJIus/+9tyDtfHX51msXz3XvPRQEPAAAAMHBUqUTGSCrVcaM4s4yO6kJBFYvHG1pv3GhwrUahkKTTncbYTIYchysVdt3jjA0A4FRDAQ8AAAAwcLhS0YWCJBJdxkgwSJEIuS63WscW2F5wtdozeGL2B3C1ekxhAQCcfijgAQAAAAaP65JfoncljkNE1G4fQ0T7sMfgg0FdKBBm4AEA9gwFPAAAAMDgYSYiEtnH4MGxx+D9AYMWPADAAEMBDwAAADB4QiEi6rk2nptN2sNc93ELhUw+78fWBTebJp8fuOABAAYYCngAAACAgWMTCZPPc6nUZQzX6+S6EomQv5B+YFh/c3ul0m0S3hiuVp/thAcAgL1AAQ8AAAAwcCSToWCQazUul3cfYa1aWzP5vB0dPd7Q9iAYlEyGPE+trXUaotbWyBg7MkKBwHGGBgBwquE3JgAAAMDgYTazs9Ru60LBGiPp9It7xbnVUsvL5vx5SaUkkznBMDsxk5N89ar+4AMlYkdHSevn3/M8tbbG1ar31lt2YuLkYgQAOH1QwAMAAAAMIonHzewsMetbt6hUkliMrOVaTZXLXKuZfF6SSXPu3EmH2YHjmIsXiVlfv65rNYnFyN/r3mpxrWbm5yUYtBcvYvodAGBf8EsTAADgNa5L9TolEi9NG/aRf+jXEe1btpZcF3XR7qwlz6NAgNTp2EUomYyJRCQW29lP/uSJXLxoEwlyHDs+bkdGBrmFu4TD3sKCTSTU5uZLm+GVstmsHR8/qn9fR8EYspYCgUG+4QAwDPDpDgAA8KFyOfg3f6Pv3eNq1f+CHRkxb7zR/tjH+lJpcLWqNja4UiFriYiUkmTS5nISix3+4mStKhZ5a4sDAT9a3WjYVMqOjqKYJ2PU+jqXSs+auks4LOm0HR0d/EpeQiFJp8l11cYGTU9zpcKBgBkZsYnEKSgmAwE7M2MnJ7lW4w8Ph5d4fPBvu49dl1dXVblMnkdExCyxmB0ZGcxtCwAwDIb+Ex0AAICIiPR3vxv88z8PvvsuEVEoRIEAtVrkee3NTX39evtznzOHaRVmrX7yhLe2dKFAWu/MvbsuWWvyeTsyYmdmDlOMcbOp7t9n19WFAqfTFAyStYFi0VtYUMWimZ2VVOrgwZ9yXK3qhw/J83ShQMEgaU3GkOuafF4Vi+b8eYlGTzrGzlxXP3jAjYYuFCgQIGOo0VDVqrp3z1y5Yqen7cjISYe4B1pLMrm3E+0HiFpfV8vLenGRmCkYJKXIdckYk89LsWjm5gat+T8ADAMU8AAAAKT/8R9D/+f/OO+9Z8fHzcyMfwQ3EVGlEvjud7lS4Var9W//7QGLJRH94AFXKvr+fTs5KfH4Tq0uwpWKvnePiNhaMzd3sOC51dJ37uibNyUWs3Nzksv5M/AmlVJra1wqkTF+t7ODXf9U42pV37unFxclmTQXLjyruNh11fIyVypkjLl0aUBr+HY7cPeuvn5dIhE7OyuRCKXT0miYel2VSnpxkawla20ud9KBnkFqdVWtrOg7dySXs+n0syUDXK/rR4+o2aR22ywsYHkLABwz/NIBAIChVyoFv/lN5733zPz8qydyJRLe22/r27eDf/7nkkg0v/SlA1xera9zpaIfPjTnzr20FJ9ZkkkTjeoHD8z58yoet9nsvq8uoh480DdvSibzavCBgB0b40jEn/b3otGhmzA0Rj98qBcX7fj4K88vJBiUyUkVCulbtygQ8C5fHsBF3frxY339uiSTdnz8pQUaWttsliMRfecOMUs8LuHwyYV5BnGtplZW9N27dmbmlXsr0aiZnVXLy4Hr1ykaPfBzNwCAgxm4zyoAAIBjFvzLvwy+yr5mdQAAIABJREFU+66dmOh0nraZn6dIRK2v6xs39n11a9Xamr59205O7r6RPhCwk5O6UFArKy81+tobLpW42ZRotFPwkkhIJqNv3uxyIvdZpTY2yPMkmey0+sCOjEg8Tq6rNjePObaeuFbjSoWCwVer9w9JNGpzOb24qFZWjj+8s02trOhCwY6O7v5khNlOTlIg4P/rO/boAGCooYAHAIDhZoy+f5+Yux3HxWymp52//utAobDfy3O5TMZIIiH+GVq7kVBIYjHyvGfN8/ZOlUq6UJCua/v9XuVqe3u/Fz/teA83R7JZXShwqXRsUe2R3zHBZjJdmiNIKkVa+zl2nLGdce02V6vkOJJMdhzDbDMZXSjw1tYxRgYAgAIeAACGm9reZteVaLR7n3l/cTtvbOz3+txs6kJBIpHuwyQW04UCNxoHuD4x97i+1hQKUbu900l7SIhws0mO0+XRCRFJKERaH+DOHzV/arfH5nz/rRd51l0fDm/nzvf6N0vR6LPBAADHBgU8AAAMtZ3KrefmcK2J2T8Ha3/8qdGep9D5Aw4wj+p5pFTPDvaiNRHxUM3T7vHO+2Os3Tnbb3AcdeZAJ3u78/6/qeF6KAYAAwAFPAAADDUTixERt9s9xrXbJHKQVmF+k+qe9ZVfBuy/o7X4R4v12jzv/4DSj9PsTw2tibl3fSVCxpDWA9fELhAgIu4Z/0EzBzra279Zxp0HgJMwYJ9VAAAAxyydlkiE6nXqughZbWwQkR0b2+/lJRo1+XzPze1cq5l8/iCHmfnreLtfv90m15VgcLiKDX95ued1X17OjQYZ03u99LHbSYZaresg4UaDlJJnBx/CoUkkQsxcq3V/Lnbwf7MAAIeAAh4AAIadWVggEf3oUccR1uqlpfYnP2nefHO/F5d4nByHa7Uue2W5Xud6XYLBAxQDNp02+bza3OxSbKhi0eTzksns9+KnnWQyJp/v1rlAhItFk8/bwbs54r+zW1td1varYpGslRdOKYc+0FqSSTKmW2tDz+NSiZiH8J8VAJws/LoHAIBh537iE+4P/IBaX1dPn+7ybWsDt26R65rZWXPx4r6vzmwnJkw+r5aXd91Cz62WWl42+bydnOy5lf11kkpJLEatllpd3bWGV5ubXC6T43Q6Z+4Ms9msBINcq6lda3gRtb7OjYaEwwNYhkkkIpmMuXhRPX26aw3PlQpvbporV+z4+PGHd7bZiQlz+bLa2Nh9bYsxennZXLpkR0a6t0gEAOi7YVpKBwAAsKt43P3X/5pd1/nLv+RSyU5P7xwbbq0qFvXjx9Rstj796daP/ujBLm9HRrhWM0T67l3JZGwyubOU3fNUucybm2Z+3uZykk4f7Ppmbo7bbX39unZdm81SPO5/nZtN3tjgWs1cuWLm5vbUzu2MYbYXLhhj9M2bqtmUkRF/dbS/8pyLRW40zJtv2gsXDvDo5BiY6WndaHC9rh89stmsPHtnWy3e2uJy2Vy+bGZnUUP2nYTDZmaGRHShIOm0pNM7N9larlZVsWguXJBo1E5NnXSkADB0UMADAACQWVhoff7zEo1yter89V+TUhQI+I3r2p/8pJ2cbH72s88K44Ncf3ZWOQ4x68VFvbFBgcBO7zQic/mynZg4wO765xzHu3RJAgGu13WhwNvbFAySMapc9hYWJBi0c3NDu1NXwmEzPy+BALdaulAgpUhrMoasNfm8RCL2/PnBLYC1NvPzFAxyuawLBWKmdFo1GqrZNPk8zcyY2dluZ5XDIcjIiPkwW3ShsNMT0RgS8TekmJkZ7FwAgOOHAh4AAE4Zrte5WqV2m7SWUEgSib70ZjPnzzd+5mecb3/bjo/z1ha7rkQidmLCu3rVXL58+OvbiQnJZGw2y5UKuy4xi+NIMim5XB8KyGDQLCzw1hY5jrRa1G6T45jxcTs1ZXO5wZxePjYSDpvLl7lYJGZVKpHrUjBoMxkzPS0jIycdXS9amwsXuFKRTIarVYrHbavlEUkqZbPZ07Kqgl2Xy2Xyt5CEQpJIDO5DkxdIOu3F46pYlGiUm00SIceReNyOjEgsdtLRAcCQQgEPAACnBlcqamlpZyqViIhMPk/MNpezExN9mA0LBtvvvNN+553DXqcDCYVkevqILs5bW3plhdptXl7euRVTU/7GeDs6OuQ1vCoW/VvBq6s7X0ql9MqKJbKDX8MTSSJhEgkiolzO1mqm0TjpiPaKWy21tMSVChH5/2xNPk9EkkqZqSka/DI+ELDj44QuAwAwMFDAAwDA6eA3mdOFAkUidnTUX4WuVle5UiERrlbNhQvkOCcd5slQS0tqY0MXChKLyfg4BYNkrVpZoXKZjOFq1Zw/P6TLfUX0w4e8va1v35ZYzI6Pk1JkrVpa4lqN2m2uVs3s7JA/4DgiXK3qBw/0zZsUDEoiYScniUhtbHClQu02v/mmv5P8pMMEADhNUMADAMApwFtb6ulTfeeOnZwUfyqSiIgkmaRsVj15wvU6MZv5+SGsxNTamtrY0Pfu2ZkZiUYpkfBXVltmymT0w4dmbk4/fmzm5k460hOgnjzh7W394IE9d+7Fw9IlleJmU9+/b4hUIIBuZH3HrZZfvUs2a0dGnv3DlESCslm1saFv3CAib2HhFMzDAwAMjKF8GA8AAKeLMfrpU10o2KmpF6v3HYGAnZ6mSITrdbW5eRLxnSjXVaur+s4dOz39+mSmBINmZkY/eMClEpfLJxLgCfJTQt+7Z2ZmXqzefX6ncX33rtrY4GbzRCI8w9TS0k71ns2++liN2Y6OSiajb9zQy8snFCAAwKmEAh4AAAad2t4mz5NksuNqW2Y7NqYLBV5bO97QTp4qFvWtW5LJvF6g7tDa5nK6UNj9LPQzzd9WYLPZjm0OHcdms3pxkdfXjze0M45bLa5UKBjs0mLA5nIUCHCpRO32ccYGAHCqoYAHAIBB55+h1f24LAmFKBxm12W/0/XQ8NuD2e43JxYjrblaJWuPK66BwOUyKdUjcxIJYlbV6rFFNQz8tPTvbedB7C+o8QcDAMBeDMse+EQiwcO3K/KYKaWYOZVKnXQgcCS01nhzzxj/t2I8HheRk46lBw6FOBqVkZHux8VxJiPxuITD9Poy+7OLQyGOxyWTefYV9WGzutgLJ11xOi2xmESj1Gmi/uwxhiMRTqV22XbxMk4mJRiUZPJUNFAIh8PBgd80ztUqP3ki09MUj3cb53n85IksLMhwf77oD48DjMVig/8LGfYlEAiICP6COmOefc6Gw2Hn2LvnYgYeAAAAzq49lkOnoXQHAAAYlhn4SqWCJ5pHLRKJRKPR7e3tkw4E+omZs9ksERlj8OaeMY7jpFKparXqed5Jx9KDdt1AvW43N7ufOKW3tkwiYZpNGaaF4rrVClSrZmvr2RF6iUTCn9Cr1Wo7n30iulQyuZzXaNAwdWsLNBq6XDaVSrf63BhdLptWyzsNTf5yuVyz2WwM/DnwqtlUMzOqWLRdn4yorS07M2OaTRnuz5dYLBaJRIioVqu10RHgbEmlUiJSPg2/XmDvQqFQIpEgomazWa/XD3/BXC6398GYgQcAgEEniYTJ57s3UedWi5pNCYVk4FcX95e/wVt1rX+4WiVjJB4ftnlmSSbJ2h6ZUy6TiB2mbRfH4Pnm9i7TJyLPt8oDAMDeoIAHAIBBZ9Npchwul7lW232EiFpdNfm8jI4eb2gnz46MmCtXuFTiVmv3EcaojQ2Tz9shvDm5nMnn1cYGdVhmwq6rNjfN5ctDmDlHSkIhSSbJdVWx2GmMWl8nz5NMho59BykAwOk1LEvoAQDgFFPKTE1Ru63v3LHj46/O13meWl6mZlNisS5nVp1ZwaCdmCBr9d27dnLylV0G7LpqedlcuCCZzBDOc0o0anM5ItIPHtjJyVdO2uNGQy0vm0uX7Ohox0P44KDs9LSp1fTNm4ro1aPgRdT6OpdK5upVMzFxcjECAJw+KOABAOAUkHTaeh4x68VF2tqSeFwch6zlRoOrVTM/L9GoOX9+2JaI++zoqH+Sti4UJBql8XEKhcgYtbpKlYpZWJBk0szMnHSYJ8NOTbHnmfPndaEgsZh/oh4Zw7Ua12omn7cjI3Zy8qTDPIMkGDTnzxORvnlTVyqSSPjbW3aOiPc8c/WqOX+ehmzPCwDAIaGABwCA08HmchIOSyjEzaYuFPxK3eTzpJTN5ez4OKnh3Rdmp6YkGpVgkF2Xl5b8W2GnpmR62o6P21xuOB9tEBExm7k5FY+T41C7rQsF/8smnyfHMRMTMoSrNo6LxOMmn5d4nLe3ici/+Safp9FRyWTMxASqdwCA/UIBDwAAfeW6amODy2V2XSIix7HxuGSz3RvI75HE4+byZW407NQUtduktYRCkkjQh6coDzNJp00qxfW6vXJFiZDWptm0sVjfnmt4ntrY4O1tdl2ylhxHYjGbzUr3g74Hg81kuFgMPHjA9Tq5LgWDannZzM9LOn3SoZ1xO/PwrqsqFTs2RswUDNp4/NSU7qc57QHgTEIBDwAAfaPW19Xysl5cJCIKBIiIjNEiOwuVZ2b6Mg8skYhEIoe/zhnELLEYpdP+zZdica+noPe88NaWXloiY3ShQFqTUuR5JGLyeUmlzOzsID9DUaVS4K//mms15/33SWsKBMjz6Pr1dqWi7971PvEJm0yedIxnXTBos9mTDmLfTnXaA8BZhQIeAAD6Q62sqNVVfeeOZLM2ldop4K3lSkXfu0dE/lbk4V3LfWqpzU31+LG+fVvSaXPhwk7PcBGuVvWDB+b8ee26Zn5+MLcwqM1N5y/+wnnvPUkmzZUrO7W6iCqXAzdvcqXCjUb7B34ANTy8QhWL6smTU5r2AHCG4ZcOAAD0AVcqanVV371rZ2dtNrtTvRORUpJKmXPn9IMHXC6rtbUTDRP2jZtNv4yxU1N2dPT5iV/MkkiYc+fU48fcaKilpRMNswPPc957z3nvPTs56T2r3omI2aZS3htv2PFx56/+KvBXf0XWnmigMFi42VRLS/r2bTs9ffrSHgDONBTwAADQB2p5WRcKdmxs9+O4AgEzPa1v31Zra51O5IbBpFZW9OKizeUkFtvt28pOTem7d9XWVseD6E9O4M4dqtclnTazs7sOMHNzkkhwtarv3z/m2GCQ+VuB7Ojo7s07BjvtAeBsQwEPAACHxa0WNxrk95PrxHEkmSRruVw+xtDgcIzhcpm07tbsTWvJZPTiIpdKxxjZnqhHj5z33zfT013G2Olp5/339aNHxxYVDDrP40qFtJZUquMYrSWTIZEBTHsAONtQwAMAwKHVakS0+wztCyQa1YUC1+vHEhP0ATcaJCKxWPfOBf5bP3DvrLW8ve23De82KpkkrXlr69jiggHHzeae0h6/0ADgJKCABwCAw2JjdKEgPRsyBwL+4OOICfrC3+/Q653deesHbXPEhwcZ9h4ZCJAxAxc/nJQ9pr3f6QNpAwDHCwU8AAAclmht8nnu2QbMGHpW7MGp8OFZgN1H7TyUCQzY0Tb+SeN7qa88b+d4OQD6sHQ/pWkPAGcdCngAADi0SIT2sIKa63WTz9OuTaFgIEk4TMxcr3c/T579PRSRyHHFtTdKSTJJrsuNRrdR1SoZ022TPwwZiUSI2d8/0mXYgKY9AJx1KOABAOCwJBKRUIgajW41vOdxuUxK2S6N7mDQBAISj++8d51Yy6WSyecHsAa2s7Pta9e6n/Wllpba167Zro3uYLj4ad9un9K0B4CzDQU8AAD0gZ2cNPm8Wl5mf+Pxq9+2ennZzM/bXG5Pe5JhYNiJCXP5slpf330eW0QtL5PnSSYj4fCxR9eDNz9P4bDa3FQrK7sO0EtLvL0tsZi3sHDMscEgsxMTJp9X6+vcbO7y7cFOewA427BvBwAA+kBSKZvNEpG+e9dms5JMklJERCJcrapi0Zw/L7GYnZg44UBhnyQatZOTJKLv3JGREZtK7ewQFuFGQ21sULPpvf1296PaTkww2P74x8l1nW99i6tVOz39bMEz1+v6yRMuldqf+IT3zjs76QpARM/Snmj3tF9fp1ZrcNMeAM40FPAAANAfdmbG7+ekCwVaX3/eQswYf6GpmZ3tfiwTDCY7OkrMxKwXF3WxSI5DSlG7vfPOxmLm/PmeLbtPih0ba3/qUxQMUrPpvP8+BYMUCJDnkeu2r12jaLT9iU/YkZGTDhMGjh0bI6U6pn08bubmBjbtAeAMQwEPAAB9YycmJJ2WkREul3e6fysl8bjN5QRb333GcLXK7TYRieNIPN7fGoBbLSoWSYQCAW40+tVhy+ZykkzakRFVLlO7TUTELPG4HRnp5x7gdpurVfY8YpZQSGKxvkyM27Gx1qc/HSgUJJl8tqtZUil77pw3P48u4mcAt1pUq7HnUSAg4bD0qVPmMaU9AMB+4EMLAAD6ScJhMztLRGQMWYsd78+122plRW1tvdTamtmOjNiJicOXkVytqqdPudHgRIIKBXrjDb29rRzHjI9LP2aYJRiUmRlLRNaSMf19Z9l11dOnvL1NRLpQMPk8EZFSdnR0ZyL0kIJB76236K23yFpqNikcxpr5s+FZ2tOLmRMMnoq0BwA4ABTwAABwNLTG+tJnuNHQ9+/rDz4grSUWk1CIiLjV4lpNG2PeestcuHCYblhqbU0tL+tCgUIhGh+n8XHa2FCrq1SrketKtdrP/QtK9bf65UpFP3yob970u3/bsTG1uUmtFtdqZC2Xy+bChb4VTkrhIMMz48W0l1hsJ3NqNW40Bj/tAQAOBgU8AADAEXNdv3qXZPLF+WQhImPU2pq+fp2IvIWFg83Dq81Ntbys79yxk5OSSFAi4T86sY5D9bq+f98QKaXszEz/fqS+4WZTP3igb92SkRGbzfrl1s4SBc9TT574ZxOa+XmUT/CinbS/e3cn7YnIz5yREf952SCnPQDAgeGzEAAA4Gjp5WX9wQeSTtuJiVerUK3t5KQkk/r6dbW8fJCre556+lTfvm2np19vNCCRiJmd1ffuqWKRa7WD/gRHSD1+rG/dklzO5nKvTpYGAnZ6WqLRnb7fAM+022ppSd++baemTmPaAwAcGAp4AACAo+S6XCpRIGBHRzsNsWNjpLXa2trp/LcfqljUN29KOt2xX10gYHM5XSiotbX9Xvyoca3G9TqFwx37wDPb8XF9+7ba2HipdwAMN1Us6lu39pT2ePQDAGcLCngAAIAjpCoVIpJkstteXKUkkSCRZz3S987/XySV6jJGEgnSmqvVQauBeXtbFwq2a/DkOBKNkuf5a+kBaF9pX6kMWtoDABwGCngAAICj1GrpQsHvWteFhEK6UGDX3e/l2XVJKQkGuw5iCQbJ2p2jsAaGf5we9bo55Lf3a7WOPCA4JbjdPr1pDwBwGCjgAQAAjtIeZ//8+fkDTBXu5/p96sfdP37wPfuED2bwcIJE9tReHpkDAGcOCngAAICjFAzSs6nmzth1TT5P3WcUdyOOQ9b23DzPrkvMcujT5vtL/MPheq47aLWeDwbwk8GYU5r2AACHgQIeAADgCEkiYfJ5Lpe7TZWLsL9V/rV+2nu5PhGprpvnuV4nz5NYbNBOYnt+c7owhms1UkpiseOKCwbdqU57AIDDwG80AACAIyThsMRiO73oO1Cbm9RuSzLZY0/vrtfPZs3ly7y11XGjr4haWzP5vM1m93vxoyaJhASDXKv5zy92pdbXyVqbyaAMg2d6p721A5v2AACHgTVFAAAAR8vOzJhGQy8uWiLJZF76noja2uJi0bzxhp2aOsDFJRSyo6Mkou/ft1NTr3bL8zy1vEyuK4mEpNOH+CGOBrOdmTGuq+/csa8vQBBR6+tcLpu33rITEycUIgyi52n/4IGdnOyY9snkIKY9AMAhoIAHAAA4WhIOm3PniEjfukWVik0md/a6t1qqXKZWy1y5Yubmenaq78ROTHC7bYj07dv+cXQUCpExan2dSiUzPy/RqJmb6+NP1EeSSNiZGWLWi4tSKkkySY5DItxq8fY2tdvm6lVz/jxhGzO87JW0l1iMAgEyhhsN3t7eSftz5046TACAPsPHIQAAwJGTVMrMz0s4zPW6LhSefd3k8xKL2ZkZ8U9KOxhmc+6cikYpECDP46Ulf7W5nZqS0VGby9mJiUFef26zWQkGJRjkVuvZzTH5PI2MSCplpqYO0NsPzr6X0/6lzBkbG/y0BwA4GBTwAAAAx0EiEbOwwPW6HR/3m9JLMCiJhESjfbm+zeVsJsOVir14URGR1rbZNIkE9at5u+fp+/fV06dcq7Ex/hpme+GC7ccSZUkkzOXLXKvZsTFut4WZQiFJpQ68KuF1vL2ttrepXmdjRGuKxWw6fYCugbBv7bba3ORKZacnvONIMmlHRvqyquJ52udyO+9sJGL7mPZHjFst3txkzyOtiVm12yoatSMjePQAAJ2ggAcAADg+Eo32q2LfhdaSTlM67ZdGtlg8yMHyu1Grq87f/R3V68777xMRMftXbl+7Zi5c8D7ykT7UG8wSj0s8fuhgX+O6+uHD52sfPgze5PMSj5tz505LsXcaqfV1tbKib90ieunOq7U1OzVlR0b68BpaSzp9+va6i6iVFbW+rhcXVThMwSCJ6EbDXLyo1tbM9LSkUicdIgAMIhTwAAAA0I16/Nh5/33nW9+ymYy5csUmEsRMrquKRefb3yYirtXan/rUYM4Zsuvq27f1jRsUDtvJyZ1DxazlWk0/fEitFruud+kSVukfBfX0qVpf13fuSCYjyaSEQiTCrqvW17lUImOo3bbj4ycd5snQjx5xqaTv3pVcTsbGKB4nESkW1coKl8vUbpvZWenLAw4AOFtQwAMAAEBHqlp1/vZvnW99y1y4YEdHn38jGLSTkzabdb773fbbbwe+8x3ve7/35MLsQETdv69v3JBUyo6NEfPO15WSRMLE42p1VV+/LoGAWVg40UDPIN7aUuvr+u5dOzv7fCsEs4RCMjrK8bi+e5eIJBKRZPIkAz0Jam2NSyX94MHOAhB/DQizhMN2YoJjMX37NjGbaPRQ3TEA4CwaxIflAAAAMCD0d7/rvPeenZx8qXp/JhhsX77s/P3f63v3qFY79uh6UFtb3GxKNPpS9f4Msx0fp3CY63Xe2jqJAM8uEb2yoguFXc54878fidjxcV0oqKdPjz+6E+Z5am1N375tp6Z23b4hiYTN5fTiolpePv7oAGDAoYAHAACADvzztLU2MzMdxwSDdnSUrA08fHiMke0Jb27qQkGy2V2q950RbHM5XSioUul4QzvjuFol15VYrEvHB4nHKRLhVovr9eOM7cSpcpmMkWRSOm/ckHSaAgF/Lf1xxgYAgw8FPAAAAOxObW6SMTaZ7FgAExGRjIw477/Pm5vHFtgecb1OWksk0mWMRCKkFA/e8oFTzW8Z2LMlocRi/uBjCWpQcK3W++YwD+fNAYCeUMADAABAB40GEfVs8GaDQSLiZvMYItoHzyOR3h3mmSkQIGPI2mMJazj488Zadx8lgYAuFIZuktnziKj3KXqOQ0RszNEHBACnCQp4AAAA6MAv3f16ozP2PCKSQTuMza8e91KWG0NKDWYX/dNqjzffH9Crzj9r9nhzjCEiQVoCwMvwSwEAAAB2Z1MpIlLVavdhXC4T0cD1EmeWUIhct/sDCG61yJhdG63BgUk4bPL5nsu/uV43+fywNVr3f172l7d0tjOg6wYQABhCKOABAACgg2hUsllqtVSx2HGMiF5dbV+7ZmdnjzGyPZFUyuTzquvmfN7aMvm8pNPHFtUwkGSSlOJqtcvTE3ZdrtVI655b5c8YPy25VOoyCc/1OjWbEgrh0RIAvAIFPAAAAHTkXb3avnZNP3y4+4ShiL53j1otOz5uc7ljj64HOzpKWnOpxJXKrgN4e5vLZXIcm80ec2xnnNZ2dNTMz+vl5d3LVGPU8rJZWLDj48O2eUFCIclkyPPUygqJ7DLC89TKisnn7cTEsUcHAINuuH5jAgAAwL7Y8XEzP9/+yEcCN26o1dUX6w2u1wOLi6pYbP+Lf9H+6EdPMMiOAgEzO2vyebW8rNbX6cV+YMaotTW1umouXzbnzg3dNuyjZ8fHJRajRkM/evTKWnqu1fTjx2Zuzj/w/KQiPEFmasp76y2uVtWTJ9xqPf+GCFcq+uFDc/GiHRnBwhAAeF2vBpgAAAAw3Lzv/V5/jtR5/3395IlEo6QUt1rUbLavXZN43PvUp6jzcd8nS1IpMzdHSulbt3SpROGwaM3GULNJIuaNN8zc3LAt4T4mzObCBVKKKxVdKJDj+Meec6tFnudvWzCzs91PKDyzAgFz6RJpzY2GLhR4c5PicRJRW1vSapl83uZydmrqpKMEgEGEAh4AAAB68P7JP7HT03ZyUi0tcatF1pLWNpu1Fy96+fyAL4GWdNqLxWwmo7a3n2/JdhybStnx8d6neQ0Ia7lWI6W42WSRvm+NZtelZpOMoUBAotH+LEnQ2ly8yKWSRKPPJ+GZJRazuZykUn14idMrGDQLC2pzUyKRIBGFQkRks1kvErFjY/4h8AAArzslH1oAAABwokQpm81KLKYaDbLWhkIUDttYbOcMtgHnOHZmxk5PU7vNxojWPQ+3HyCuq1dWeHubrKV0mhsN3WpJKGTHxyWTOfzleXtbra6+1OOAWVIpOzHRl8cEkk6bdJqM4Xab/OMGsWHBx2yzWcpmbShEgQAxm0bD4OB3AOgKBTwAAAB0Za1+9Ii3t3WhQOGwRCJEpKpVrte1MebNN0/NKnRmCgZ3axo2uLhc1o8e6Zs3SWuJRsl1uV7X5TI1m6bVkkrlUKvQRdTSkioWdaFAwaC/OYI8j2s1MsZcuWJmZ/u2DVtrQd3eSSCwc1xcq0Uo4AGgKxTwAAAA0M1O9f7ggT137qUju61VxaK+cYOsNQsLw3aa9zHgel0/fKhv3ZKREZvNEjOl09JomHSa63V9/74h0szmoAf4qadPVbGo790fmIzVAAAgAElEQVSz09MvrdkWUVtbenGRRIzWkkj05+cBAIBDQwEPAAAAHfHWll+9m9nZV1c+K2VHR5XW+tYtCYVMPn9CMZ5RIurRI33rlh0be30aXKJRMzvr1/CcTB5gPznXampjQ9+9a86dI8d5+XtsR0Y4ENCLixQIeFeunIJdEgAAwwG/jgEAAKAjtbamCwU7Pt5p37IdGaFIhBsNLpePObazjbe3udWSaLTjIvZAwI6N6UJBra0d4Po77+zY2KvV+4ckmZREgtpttbV1gOsDAMBRQAEPAAAAu2PX5WaTQiF/33snNpXShQIK+P5S5bIuFLpvQZdYjIJBrtep3d7f1a3lSoW07t68QPDOAgAMGBTwAAAA0EGzSUS9N7eHw+Sf7w191GrRHm6+3yieXXdf1+Z2m0QkHO7eAG/nwU2zua+LAwDA0UEBDwAAAB2IEFHP/c/iD5DT1d994FlL1Pvm71Tg/uD9Xrxn+3pmYma8swAAAwMFPAAAAHTg747uNbu7M/3bYSs1HJDj0F6m1v3F8/s81l4CAfLn4XteXETwzgIADAwU8AAAALA7iURIa240up9NzZWKyedPx1Hwp4fE4yaf50ql2yDP42aTHMdfSL8P/v/SanXf+KAqFT+S/V0cAACODAp4AAAA6IDZZjJmfl6tr3cc0mpxuUxa2/2fZAZd2EyGlPJ70Xcao9bWzMKCHRk5wPUllzP5PK+vd9z74Hm8tWUuX5YDXR8AAI4CCngAAADoyI6Pk+Nwuax2q/S42VRLS2ZhwU5MUCBwIhGeWY5jx8fN/Lx6+nSXGl5Era1xtSrBoB0dPcDlbTYr4TDX62p1dZcavt3WT56YS5dsLrfv6X0AADgy+KwFAACAzgIBc+ECiegbN3S9btNp8luXt9tcqXClYhYWbDZrc7mTDvQMsmNj3GoZIn37tqRSEo9TNErNJm9vq1KJXNdcvWovXCCtD3J1ZnvhgrFWX7+uGw2bTlM0Kkpxu821Gm9vm/l5SaXs5GS/fywAADg4FPAAAADQjUQiZmFBwmGuVnWh8OzrJp+nmRk7MWGz2RMM72wzs7MqHCatyRhdKND2tmq1lOuafF4SCTMzs9/2dS+SYNCbn5dIhLe3X31nx8ft2JgdG+vdqR4AAI4RCniA08x1VanEtRq126SUhEKSSkkyedJhwaF5niqVuFqldpuYKRi0yaSkUqfjL2kRLpVUpUKuSyLkOJJI2HT6gJOEr0Pad6bKZfXgAbfb5HnkOAEiMzNjx8YOf2UJBs2lS1yr2dFRbrXIWgoGJRazqVTf3tlnae+6pBSFQjaRQNoTkR0dtZmM2t6WTIbicdtqtYkklZJo9PAXJ8cx589zo2HHx7nZJGPIcSQatakUjhUAABhAKOABTicRtbqq1tfJ2lemTSQSsXNz2LJ4eqmNDbWysjPb9iGTz0soZGdnJRY7wdh64mpVPX7MrvtK8Gp52U5NHazV1nN+2q+tkcirNycatefODXXae17g29/Wjx873/oWh0J+0Rtqtdof+5gdG2t/7GPUj2JPYrEjysCzmfYrK3Zy8rBp7wsEbDZL2SzlcrZWs41GH675AolEJBLp7zUBAOAooIAHOIVE9MOHvL2t79yRdNrOzUkgQCLcaOhHj6jZNK5rLl7sz+QMHC+1tKQ2Nvz9rnZ21j9+mRsN9eQJ1+vGdc3cnAxqr28ulfSjR3pxUWIxOzUl4TARseuq1VUul8kYarUOvp9217S3lpvNnbRvtYY37T0v+Bd/wVtbzre/baenaXqawmFqt+3Tp853vkOtliqX2//qX9lBPQysd9qfPz+wiyx4a0s/ftwx7T3vUGkPAADwMhTwAKePWl3l7W394IGZm3txiaMkEiaRUMWivnmTlPLyeTSFPl3U5qba2ND37r0ymSyJhCQSvL2tFxeJ2Z+WPME4d8XNpn78WBcKdmLixVpLAgGJRjmZ1HfvEpGEw5LJHOD6amVll7TXWhzHJBJqY2OY097527/lrS3ngw/a3/M9FAhQLEZKkePYiQkzNqbv3XPefVeCQfeHf5jUwJ0+s9e0v3xZDrHZ+4hws6mfPDm6tAcAAHjFwH2QA0APrqvW1vSdO2Z6etcNijablWSS2m21tnb80cHBGaOWl/Xt23Zqatf6XFIpyWb1rVtqefn4o+tJPX2qb92yudyuM6USidjJSV0o6OVlsnbfV3ddtb7eLe391x3KtFcbG+rJE+cf/qF9+fIuDy+YzcWLkkhwuRy4ffskAuxqSNJ+ZeUgaQ8AAPAaFPAAp4wqlUhE0uku7YXs6Ki+fVttbe1ytC8MKn+1rSQS/hLcXdmREQoEdtblDpR2mysVchxJpzsNkWhU4vGdkfu0p7TP5YYz7dW9e87775vJyY5LD5jNuXPO+++rhw+PN7Te9pr2WvP29sClvevuKe1jsZ2RAAAAh4YCHuCU8Y9xkkSi2yCtJRIhz+NW67jigsPiWk0XCj2adTFLLEYiXKsdV1x7wtUqEUk83r1huMTjulA4QPB7SvtAYDjTXhWLRNT9IDeJxSgU4u1tct3jimtPdt7Z7pvzn6V9vX5cce2Jn8m90z6ROFjaAwAAvA4FPMBp43lEJD13+foTlQP2xzp0wf7sYs9dvn5/rwGbimTP04XCHtPyIMG327T3tG+3933904xbLdK6585/fwO5ajaPJai92kmGnseVBYM0sGnfM/iB/DcLAACnVN86/SwtLd29e1d6LVz8/u///n69IsCQ8ntQ9Vwk7A/o1/nMcAz8d7bnRllriUgGrRWZ1iafV5ubPfJShIjkAMd6+5ncM+39uzdoN+eoab2X/dVsLRHZQevw57+ze0z7QTsQXqk9pf1gBg8AAKdTHz7I33vvvS996Ut37tzZy+CeFT4AdOf3eeJGo/tyYm406MM5NzgVnr+z3U9j9s9/7rxh+ETstB/rdTY1Nxomnz9I8HtM+2bzeTBDQ+JxElHVardT4kSo2STHGczMOeNp32weMO0BAABec9hpinv37v3Lf/kv91i9A8DhSSpl8nlVKnUZw9UqtdsSi/VemAoDw39neXu7yzwzN5vcaFAw2KPaOXYSjVIgwPV6t/3nIry9TUQHOMfe7iXtK5WdtB+0SeYjZqem2teu8cpKlzFqZYWMsZOTg7Y84XSnfSy2k/ZdNitZe+C0BwAAeN1h/8r59V//ddd1iejHf/zHv/SlL507d04N2B8HAGeMJJMSiVCjoYrF3dtWeZ5aWzP5vB0fP/bo4OAkHJZUitpttbpqJyZ2GWGMWlkZ0HeW2Y6Pk+fphw/N7OwuVaKIWl0lz5NM5gALQ56n/eamHRnZZUS7PbRp7126pAsFtbkp6+t2dPT1Aapa1U+ftt95x7zxxvGH193ztF9b2/29G/C0Hxsjz9OPHpmZmb6nPQAAwOsOW8D/zd/8DRF9/vOf/7M/+7N+xAMAvdlz54zr6ps3lefZXO7Fje5craq1NXPxos1me7TshsFjpqe5XtcffKCstWNjL84kc72u1tbM+fOSTO5ewZ40m81yuUytln70yI6PvzRZ2m6rtTWu1cxbb5mpqQNe/1nat9u7pP3qqrl0yeZyw5j2gUD7ox8l13W+9S1uNs3MzPNvWavW1vSTJ+3v+z5z9ard7azyE/c87Y3pmPap1ICmfS7H5TI1m/rxYzs+/tJheB+mvXeItAcAAHjFYQv4Bw8eENHP/uzP9iEWANgbCYfNhQuklP7gA10u+6uXSYQbDWq3TT5vs1k7PX3SYcL+OY65dEmY2XX17dsSDlMwSCLcbJLrmnxeUilz7txJR9kBs5mbI2Yul3WhQKGQhELETK7LzaZZWJBQyF68eOD17Ttpz6xv3NCVikQiu6T9sJZJdnKyfe0aMTvvvafW1iiXo1CIjAmsr5Prtq9dM1eveleunHSYHbyS9pEIOc5LaZ9Om9nZk46yA2Zz/jwxc6Wye9qHw/bChWHb1gEAAEfnsJ8oiUSi2Wzmcrm+RAMAeySxmJfP21RKbW2RMS9+3Y6PD+Mk5FkhoZDJ59X6OjnOi8ehSThsx8Ykk+nbK1nLzSYxc7NJSvVna7TW5sIF3tyUcJhfPK7McWw2a0dHD/kqEot5ly/bdBpp/zo7O9vOZOz0tFpaCobD/q32zp0z2ay5etUO9sd0x7SPROzYmKTTfXsla7nVIs8jx5FgsG9pf/Eib25KKPRSDwjHsbmczeUGre9AR8aw65IxFAjsPIboL9dl/zxIx+l9XiYAAHRw2AL+ox/96Ne//vX/9//+38c+9rG+BAQAexUI2OlpOzXFzSa126S1BIPoWncWaG0nJuzEhD8DSUpJMNjHv3e51VKrq7y9rZSieFxVKgERSaft+HhftunKyIgZGWHXJdcla3fmJPsFad+Zjcftxz9OnhcRUZ5HwWDL805NT/7jSvvnR9YpdWrS/ohxva5WV7lSed5KMBCw6bQdH+/D2gERtbnJ6+svPt2QcNiOjspAbosAABhwh/29/Iu/+Itf//rXf/d3f/eLX/xivMsBNgBwRJglEqEBa84MfSHhcN+PnuLNTf3kiV5cJK1VPE6JhNreplqNrDVXrpiZmX5N8ve3+noV0r6LQIDS6Z26q1js0t19MB1F2qvNTfVh2ks4TFqTMdxo7KT97Gy/JvmPNu2PhlpdVSsrulAgrSUSIaXI87jR0CLmzTfN3Jwc5q+7dls/fMi12vP9Bf5xj/7miFLJzM292M8CAAB6OmwB/2/+zb/5lV/5ld/+7d/+7Gc/+5//839+8803+xIWAAD0HW9t6ceP9e3bksvZTIYdh+Jxm0gYz1Obm3pxkaw1SuG8KzhLeGtLvZD2z1eGizxPe+bhTPud6v3uXTs+Lsnk85tjjCoW9Y0bZK25dEmi0YNc3Vp9/37gO9+hSMTOzb24JIEbDf3wIbVa/vX7v1wfAODs2l8B/1u/9VuvfzEej8/Pz3/zm998++23//k//+f5fH52dlZ3eJ76a7/2awcJEwAADqnd1k+e6Nu37dSUxGIvfYvZZrMcDPqzcN7wHaUOZ9be0z4eH7apYG401MqKvnPHzs6+uuBfazs2xo6jb92SQMBcuXKAGlutrHCjIdGonZ5+5X+XSMScO6efPOFareMJggAAsJv9/Yn21a9+tct3rbXvvvvuu+++22UMCngAgBOh1tf1rVuSybxaxnxIEglpNMgYtbGx+0H0AKfNntK+Xt9J+yErI9Xami4U7Ph4p+36kslIvc6uy1tb+96v7nlqY0PfueN36d9lALOZmNC3b5PWh+9wCQAwPPZXwGOXOwDAKcXb20Rku25xt5mMLhQkHCYU8HAm7CXt5VnaD1UBby2Xy6S1JJNdRu3cnFTK7LOA53KZRCSR6Lacx3EkkSBjuFIZzi0MAAAHsL8CvlKpHFEcAABwhETYdSkY7LE23nEoEHjpKCyA08vavaS9BIOk9bClPbfbZG3P4+LEbxX54qmQe7x+q6ULhZ5reSQS0YWCnZw8Zb0WAQBODhYsAQAMAf/U9L3sYlWKRJ4ftQVwevlpvJe12VoPXdrv8eYwEzMf4M7s/fr04S8oAADYg8O2Kfqd3/kdIvqlX/ql7sOWl5f/5E/+JJfL/eRP/uQhXxEAAPYtECBm8rwew0TI80hr7EeFs8BP+3a7x7ChTHvRmoi45+8EzyMROUBXS/9/6XV99jyTz5Pj7Pv6AADD6rCfVV/+8pe//OUv9xy2ubn55S9/+Vd/9VcP+XIAAHAwEo+TMVyvdxnDtRpZ26ndF8CpI7HYXtN+2Lr8BIMSDFKz2f0BB1er5N/GfZJ43OTz3Gvr5YGvDwAwtI7pYfPi4iIRra+vH8/LAQDAK2wmY/J5VSySdNhtKqKKRZPP2/22mwYYVPtI+66N7s4kGRkx+bzq8reZMWpz0+Tz+25BTyTRqIRC3Gj4JfquuFymZlMikZ2d9gAAsAf7XhP193//9z/yIz/yyhdHR0e7/C/GmFKpRESTk5P7fTkAAOgLyWRkY4MaDbWyYicmXt0PL6KePqVWS+JxtIOGM0NGRqRYRNrvyo6Oqs1NrlbV+rp9/Q85z9PLy+biRTsycpACm9lOTZlWS9+9a5WSaPTV79dqam3NXL5sp6YO+hMAAAyjfRfwnudtbGy88sXXv7Krn/u5n9vvywEAQL+Y8+fZ8/T167rVspkMJZNkLbXbXKmozU1qt7233jJzcycdJkA/mbm5F9NeYjHSmjyP6/WdtH/77SFNe6XMhQtkrb5xQzcaNpORSIS05nabq1Xe2jKXLkksZqenD3Z5SSb9LvT69m1JJiWZlFCIRLjV4nKZy2WTz9upqaHbvAAAcDj7LuCnp6e/+tWvPvvP3/zN3ySiF7+y+8sEAh/5yEc+85nP7PflAACgbxzHW1iQcJjLZV0oqGKRIhFdr5MxJp+XVMrMzPQ4Zw7g1AkGvfn5Z2n/4ndMPi/ptJmZIa1PKrqTJeGwWViQYJDr9VdvzuXLdmTETk0dprefHR8Xx6FAgDzvxeubfJ5mZ83UlKTTB48eAGAosXTaFbbH/5+ZiA55kWNQLBYHP8jTLhKJRKPRYrF40oFAPzFzNpslIs/z/L0wcAZwrcZbW47nJcLhcqPhBYOSyby+xhVOqXQ6HQgE6NR99lnL5TJXq9xuk1ISDEoy2cf2Zn7as9+2zXEkEulv2nO1yuUyuy6JiONIIiHJ5J7ObtyPXC5Xq9UajUZ/L8vlstrepmaTjKFAQGIxGRmRUKg/VzdGbW1xpUKuS0QUCkkiYTOZoWr7310sFotEIkS0vb3d7nluApwqqVRKRMrl8kkHAv0UCoUSiQQR1ev1etc+qXuUy+X2PviwMy0///M/f8grAADAMZNYTGIx6ziUStlSyfY8SgrgiHGppJeXyXVfmaeVWMzOzvalkvTT/vDXeR03GurJk1cmsU0+L8GgnZ6WZPIoXrS/JJk0Rxen1jaXo/38eQoAAJ0ctoD/gz/4g77EAQAAAMNJra2p5WVdKEg8bicnKRgkEWo29cOH1GqZZtNcuDCwJ41xpaIfPNC3blE4bMfHKRQiZnJdtbTEtZpxXTs9bVG7AgBAnxy2gF9dXd3LsGAwGI1GQ/1aiwUAAABnApdKanlZ371rZ2ZeWtAeDptUSm1u6ps3idnL58lxTi7M3bHr6ocP9a1bksu9dP5iKCSJBFer+s4dIpJQSBKJE4sSAADOkMMW8BMTE3sfHIlELl269JGPfOQnfuInPvOZz3C/N4YBAADAaWKtXl7WhcKr1buP2Wazyhh944Ykk2Z29iRC7EYtL+ubN2VkxO52UrrE43Z8XBcKEgqZy5f7vh8eAACG0LG2D2k0GtevX/9v/+2/fe5zn7t27dr9+/eP89UBAABgoHC5TK4r8XiXZnI2lyOteWuLjDnO2Hprt7lUokDAZrOdhkgiIdEot1pcrR5naAAAcFYddgb+1q1b9+/f//znP99sNpn5B3/wB69evTozMxMIBB4/fnzz5s1vfOMb1tqPf/zjX/ziF9fX11dXV//3//7fS0tLf/d3f/cjP/Ij//iP/4h19QAAAMOJq1VdKNjJyW6DlJJYjES4VhuohnBcqxGRxOPdp9YlkdCFgh0bwyp6AAA4vMMW8NPT01/4wheazeYP//AP/5f/8l8WFhZeGXDv3r1f+IVf+MY3vnHt2rXf/d3fJSJjzH//7//93//7f18oFP7wD/8QfewBAACGE/snIASDPcYFg/7ggToTj9ttXSjY0dEe4/zgcTYYAAD0w2GX0P/Gb/zGd7/73bfffvt//s//+Xr1TkQXL1782te+9j3f8z2/93u/9z/+x/8gIq31v/t3/+4rX/kKEf2v//W/DhkAAAAAnFb+3LW1PYZZS0QDVb0TESll8nmWXnGJEJFgAzwAAPTDYQv4r33ta0T0xS9+Mdb5fJdoNPqTP/mTROTPwPt+7Md+jIi+853vHDIAAAAAOKXEn3tvtXqMazaJiMLhIw9oP3aC92PrjJtNk88TNgwCAEA/HLaAf/z4MRHl8/nuw65cuUJEH3zwwbOv+NP1W1tbhwwAAAAATilJpUw+r0ol6jyPza0WNxrkOBKJHGdsPUk8TlpzrUb+RoDdBwlvbxPRQO3eBwCA0+uwBXw6nSaif/iHf+g+zB8QfuHZ+ebmJhFNdu9bAwAAAGeXRKMSj5PrqmKxwwhRq6tmYcGOjg7cMWzMNpczCwtqZaXTAwi1vk7ttqRSMmDLBwAA4JQ6bAH/qU99ioj+6I/+6OnTp53GrKys/Nf/+l+J6J/9s3/27It/9md/RkTz8/OHDAAAAABOLzszY954gzc31draK5vh2XX148fUbEosZnO5k4qwCzs2JpEI1+vqyRN6pU2dMWplhUsl8+abZmrqhAIEAICz5rBd6P/Df/gPX/va1x4/fvxDP/RD/+k//acf/dEfVer5QwER+frXv/6Vr3zl4cOHzOw3rnv69Okf//Ef//qv/zoR/dRP/dQhAwAAAIDTS0Ihc+ECMesbN3SlIrEYOQ6JULPJjYZZWJBYzJw/P3DT7z6lzIULRMSNhr59W6JRCoWImVyXazWy1rz1ljl/vnebfQAAgL05bAH/zjvv/Mf/+B+/8pWv3Lx58zOf+czs7Owbb7wxMzNDREtLSzdv3nz06JE/8rd/+7c/+clPEtGnP/3p69evE9E//af/9Kd/+qcPGQAAAAwiEWq3WUQch9RhV3vtwnVVs2kDAQqHj+T6R8pa//g0CQROX/BHQGIxL5+3yaQqlV6ahHccOzpqc7kBrd59jmPm59XGBgUCL22GV8pmMnZiggKH/VsLAADgmT58qPzyL/9yPp//6le/ev369cePH/tt7V6USqV+//d//4tf/OKLX/yxH/uxP/7jP1b4wwUA4GzhWk2trXG1ulOJMUs0arNZyWT6cHVrA7dvqwcPuFze+Yrj2MlJ88Yb9jQ0CePtbbWxwbXazpZpZonH7eioJBInHdpJcxw7O2unp7lWo3abmCkUkmj0pMPaG6Xs2JgdHeV6faejvuNILIanMwAA0Hf9eSr8uc997rOf/eyf/umffuMb37hz586dO3cajcb8/Hw+n/++7/u+n/mZn0mlUs8G/+Zv/ubbb7998eLFvrw0AAAMChG1tKSKRV0okNYSDBIzuy55nsnnZXPTzM0dZjZSVauB//t/uVp13n+fQiEJBtlaajbJmPY775irV70rV/r40/SZtfrRI97e1oUCBQLiOETErkvGmHxeMhkzM4N6j5Q6xc8ymCUWo86n6gIAABxe35Z1MfMXvvCFL3zhCz1Hfu5zn+vXiwIAwODQjx/z1pa+d89OTko8/mzZM9fr+uFDarXIGDM/f8AytVZzvvlN5913JZn03nrr+dysiFpZcf72b8lastZ7880+/TR9JaLv3+f/z969B7l51fcf/57n0WV1W2lX2pv36tirtcPlV0iaoSn9TdIwTTMdwiWFNNDpdEiBcmtMaUlhPO1MIcD8JikNhKG0wwB/BRjCkJQOtDDhMiQhAQoE4tiy1/fLrr1XaVdaSc855/eHjHHivXhX8krP+v36I+M8Oj7Pd6Vdrz46t4UF9+hR099vL2Q8a9XCgnvkiBZxtW7dld4AAKA1sC4LANAAamZGzc66R47ooaEXDbPbaFQPDTmnTqlSyTlzxvT3b6D/0DPPBH/4Q5PJ6BdN4FLK9PVJIhH82c9ExPT2ms7OOr6OK6K2psA9flwPDb3g8wulbCKho1H36FE9MuJMTZmuruaVCQAAWl3DAvzhw4cPHTpkVzgH9YJbb721UXcEALQOZ3LSzeXM4ODyk+SVMn197vi4KGW6uyUYXG/nampK2tpqO35fysTjMjAQfOYZ09Nj/u//3UD9V5DWztmz7sGDemRk+dkHrmv6+tyDByUQMOk0E+kBAMBKGhDgn3zyyT//8z8/cuTI5TReM+EDAHxHFYuqUrGRiI1EVmzkura9Xax18nmTTq+rf+fEieAzz+jh4VVmmJvubvfUKefcOalUWurULlUoiDE2kVjlYwsbDttYTDxPLSxYP+zGBwAAmqLej/mPHDnyh3/4h5eZ3gEAW5JaWhIRWWvPcBuNurmclErr7d/J50XEXLQf6nJFKJNIiDHOhQ3qW4NaWnJzuTU3VK89OeefSQAAgOXUOwL/z//8z+VyWUTe+MY3vv3tbx8eHuZkOAC46mjt5nJrr992HBFRWq+7/2pVRNaeeO+6InL+HK/WUft61/zlWCt+A08OAAC4atQb4J9++mkRef3rX//II480oh4AgP9Y19XZrHPu3BqrpDxPROwGTpILhURElcurj2OrWs5fZRp/U9S+3rWS+fni6zhmDwAAbHl1jZZba8fHx0Xk7W9/e4PqAQD4UDwuImpxcfVWanFRZ7NrTia/VG3NvDM7u1ojrdXCggSDJpVab/9XlI1GdTarFhbWaFd7cjhFHAAArKyuAL+4uFipVEQkk8k0qB4AgP/YUMhGo1KpqJXXn6tyWRUK57eyWyczMlJ91aucycnaGP6y3JMnRWu9bVur7eJu43EJhdTioioWV2qjFhdVqXT+aQQAAFhBXe9yQqFQPB4XkZ///OcNqgcA4Etm2zY9NuacPbt8TK1WnTNn9Oio6e09v9h7XZ23t+vBweorXxnI5ZbN8M7kpDM5Wf393/de8pINFH9lKaV7e3U260xMqOXW56ulJWdiQmezZtu2za8OAAD4SL0B/s477xSRBx98cGHNyYEAgK3LxmKmr0/v3OmcOuWcO/fbpOp5zsyMe/y4HhmxHR1mozO2vFe+0nZ0eNdeG/z1ry8einfyeffgQffYseqrXlX93d+VlpyCXvvC9TXXOCdOONPT5/fkE1GVinPunHPypN6xw3R329W32QcAAFe9ejfL+eQnP/mzn/3sF7/4xe233/6Zz3xm9+7dDSkLAOA7pqvLuq64bm1TelFKlBJjRESPjZmuLgozJ88AACAASURBVNPbu/HeA4HKTTcFf/KTqkjwmWfcY8fEdcUYsbZ6ww06Gq1ef73p6WnYF9Nopr9fgkFxHHf/fnd6+vw8/9qTs2uX6evb8EcbAADg6lFvgP/hD3/4oQ996EMf+tD3vve9l73sZTfeeGM2m+3t7VVKLdv+Ix/5SJ13BAC0LNvZ6bW3uxMTZmhIikUxRiIR09NjBgZsOFxv74FA9fd+zzl3znR1OadPO0tL1nVtR4c3OqpHRxu2f7vnqXxeLS2J1hIM2mjUJhKywi+1dTHd3SaVMpmMKhRqe87bYNC2t5t0eu0T8gAAAESUtWsc+rPG31/ne5o6b7dh09PTzbr11SMSiUSj0enp6WYXgkZSSqXTaRHxPG9ubq7Z5aCRgsFgMpmcm5vzVt4Zbt0qFff0aTU/LyJuLle7Vtt53vT3179Dm5qfd06fVpXKxZ2LUqaz0/T1bWB1/QsY40xMOFNTYu0L+g8GdW+v7eyss/hNk0qlAoGA8LtvK8pkMouLi6VSqdmFoJFisVgkEhGR+fn56m+W2GBrSCaT1tr8yju8wo/C4XAikRCRYrFYXHmH2su3ri3h6x2vqG1iBwCAKpXcw4fdffukNrC8bZsoJZWKe/y4LC3pUkkPDtqOjg3370xOOhMTbi5no1HT0yOBgBjjnDun8nnZsUMtLOhrrqmdGL8RnucePqxKJffQIdvefv7jgGrVOXVKLS5KtWpKJdPfv+HiAQAA6ldvgC8UCg2pAwDgb9Wqe+SIu2/f+Z3qLszPisV0R4ean6+NaetQaGNHnauZGWdiwh0fN/39F/dgEwnp7Dwfsx1Hj45ubLq7e+xY4Je/tJGIHhm5eDa+TSZVsegePiwiEgqZrq4NdA4AANAQrXVYLgDAp5yJCfe552wyabq6Lo3QNpk03d3ugQPOyZMb6V1r98wZ9+BB09e3TP53XbNtm41EVKnkTE1toHs1M6MWFqStzQwMXLqWvjb/3z10yJmYEGa3AgCA5rlSAb6RKyoBAC1Oa2d2Vlx3lQFqm0xKJKKWltT6jx115ubE82wiseIqeqVsd7eby6kNBXhnetrN5Zb96KHGhsM2lXL373dmZjbQPwAAQEM0LMAfO3Zs7969N998c1dXl+u6wWBQRIwxe/fuHR8fb9RdAAAtSC0siLU2Fjt/OtoKTHu7m8up9a+9UoWCm8vZ9vZV2thwWCIRVan89gj6y+R5qliUUMhGIqv1n0jUKllf5wAAAI3TmAD/8Y9/fPfu3ffdd9/3v//9qakpY0zturX2vvvuGx0d3bt3b0NuBABoQecPRVvzoLhg8ELj9alULqd/WzuMrVJZV9/K8377d1fpPBQSpTZSPAAAQIM0IMB/7GMf+/CHP1w70WR0dPT222+/+NFEIlGL8ffcc0/99wIAtCKlRERd5ollG9hkrvZXrlz/l4kj2QAAQFPVG+D3799fG10fGxt7/PHHc7nco48+euFR13UPHz782te+VkQeeuihffv21Xk7AEALutyh73JZLmOsexmhkIiotfqvTZ636zxJzgaDotSaE+9rd19v5wAAAA1Ub4D/5Cc/aa1NJpPf/va3b7755ksbZDKZr33ta7t27TLGPPDAA3XeDgDQgmw8Lo6jFhZklR1MrXXyeZ3Nrr6UfVkmkdDZrJqbW6WNWlqSctmGw+s+Ct51bSwmnqcWF1frf25uY8UDAAA0Sr0B/sknnxSRd77znSMjIyu1CYVC73jHO0Tk2WefrfN2AIBW5DgmndY7dzpnz67YZHZWymUbi624k/zKbColoZBaWFhxDzlrnclJnc2a7u71di4ipqtLZ7POuXOi9bINVLGo8nlxXdPRsYH+AQAAGqLeAH/kyBERue6661Zvls1mRSSXy9V5OwBAazI9PTYcVgsLzunTL47B1jpTU2pqSu/ebQYGNtK74+j+fp3NOhMTan7+xY9Wq+6JE1Iu20TCbihg2/Z2m0rpkRH3xIlL59KrQsE5fVqPjupt2y49JR4AAGDT1PtGJBQKLS4uzl/6duqFjh8/LiLqym0sBABoLtc111zjWRv49a/dUsnGYratTZRSlYoqFMTz9O7denjYtrVtrHvb3m4GB0Up98ABmZ218bgNBsUYVSqpxUU9OmpjMT08vOEd7PTgoGuMHhlxDx600aiNRsVxlOephQUpl3U2a7Zts52dG+scAACgIeoN8KOjo88888zjjz/+9re/fZVmP/7xj0VklWn2l+no0aMf+MAHrr322o985CN1dgUAWO+Ja6uzoVBtlbgzPS3WurmciOhsVrq6bDJptm2rcwc409lp29psNFpbrP7b/l3XdHebrq669p93HD0y4kxPSyAgnifWugcO6F27JJ22kYjZts3G4/UUv9m0FqcxJ8Uuw1oxRlz3SvUPAABWUG+Av+OOO5555pkvf/nLd91114sOkLvgBz/4wcMPPywit912Wz33qlQqDzzwQJUzeAGgHp4XOHTIOX48UCxKW1uoVHISCTM46O3Y0YD54a5r+vtNb68qFExfn1hrg0GbSMgGdp5fjo1G9c6dqlxWi4ump0dc14bDtS30GtC7UiaVkmrVOXPGKRRsV5eTz5t02mQyNhZrQP9XmrXO7KyamVGuK44jSrlLSyaZNJlMY8J2peJMTan5+fPHATiOjcdNZ6dNJhvQOQAAuAz1vld7z3ve8+lPf/rkyZN33HHHnj179uzZ09/ff+FRa+1jjz32tre9rVqtDgwMfPCDH6znXl/60peOHTtWZ8EAcDVzpqaCTz8txWLwmWdUOCyxmLuw4FQq1RtucMbHvVe9yjRklrjr2lTqyp2ZbsNhGw43vFuVz7vHj4vW7vi4BIPiOOJ57sSEVKt2akqPjKx7f/tNpMpl58gRVS67uZxqb5dQSLQOzM15o6PO1JQeHq5zBoEzM+OcOuXu3y8iF54c0VpnszaR0END7A4AAMAmqPfXbSwWe+yxx2655ZbZ2dn777///vvvHxwcrD104403Hj58eHJyUkSUUl/84hc76ti893//93+/+c1vJpPJNdfbAwCW5UxNBX/4w+BTT5mODu+lL3Xa2yUS0cWiyecDBw6o+Xm1tFS96abGZHi/UfPz7tGjbi5nUym9ffuFKQOqWHROnFClkvI8b+fO1szwqlJxDx1y9+2z0agZHLTd3bUhd33unDMxofJ50Vpv324TiY3170xNOadOuQcP2s5Ok0qdz+rWqsVF9+hRqVSkWtU7dzKpHgCAK60Bcw5f8YpX7N+//33ve18oFBKREydO1K4/9dRTtfR+ww03PPnkk7fccsuGb5HP5x988MFUKvWWt7yl/oIB4GrkecGnnw4+9ZTp79ejoxef5WZjMW9szPT1BZ96KvDjH4sxTSyzOapV9/hxN5czfX2mu/viCf82GjUDA7a93X3uOff48SbWuArn6FF33z6bSpmBARuJ/PaBUMj09pqeHvfAAffYMfG8DXSuSiXn9Gn30CHT328ymd+OtCtl43E9PGxjMbW05J4+3YgvBQAArKYxE966u7s/9alPvf/97//Wt7518ODBQ4cOTU5Obt++fWxs7Lrrrrv99tvr3H/+oYcemp2d/cd//MdKQ/dbAoCrR+DQISkWTUeHvmih08X04KAqFtXiojs+rkdHN7m85nImJ939+21Hx/Jj1EqZnh63XFaLiyqft+3tm17gatTcnCqVJBIxXV3LNrDJpC2XRWvn7Fmzbdt6+3cmJtwDB0xPz8Uf+lx0e2X6+tzDh7WI6ura8CkDAADgcjRyxdr27dvf/e53N7DDmv/+7//+8Y9/fNttt11//fVPPvlkw/sHgKuBc/x48JlnvJe+dJU2pr8/+MwzNp2+ugK8tc78vCi12toBpUxnp5vL2c5O3WIB3pmbc3M509+/yib8teIlFFp3gPc8VShIILDaxxaOY1MpN5czPT22t3d9/QMAgPXYpC1nfvjDH37hC18Qkdp/L9/p06c///nP9/f3v+1tb7uc9s8+++yePXsuvf7II4+kUql13RoboJRKp9PNrgJXRCAQ4MX1MWPEWkkkwt3dL3okcvGM63hcjh0Lay1X1WtdLkssJl1dsvri/0RCCgUJBlvuyTl9WuJx6e29sBX/hVlv7Ren7nxeIhFJJte321yhIO3t0tMjq/8ODYdlaUnC4ZZ7craiaDQaXXY2BHxr+Z9ZbAm1F5d3UFtVNBp9wfuoTbFJAf7gwYNf/OIXZZ0BXmtdOzfu/e9/f/jyNhzWWufz+UuvO45T5zR+XCae5y2MF9fHqlWxVoLBSwdpX/yyBoOitWh9FW0qbowoJYHAGsfI185m07qu0+avhNqLtdwGci94cWtfoNbrO9Kv9vWu+eTUvrVa8MnZivineAvjxd2qeGW3sM1/cVv6/dnDDz988ODBu+66K5vNXuZfcV132Q8vjTHWXrkjjXCeUorneeu58A8TL66P1fJVLcZfZJmf2WpVXFdcV66el9txxFrxvDW+ZK3FmFZ8Zly3dqLbpSPwL3hxa1/geuuvtV/zyal9a7Xgk7Pl8Ht2S+L37BZWe3F5Zbeexv7YrutTgNYN8OPj41/72tey2eyb3/zmy/9bL3/5yx9//PFLr09PT09PTzeuOiwjEolEo1Ge5y3mwrIIz/Pm5uaaXQ42LqRUqFDwzp69sBWZGwhEI5FSqaS1rl1xFhbcxcWK61auqh9kawOLi+65czqRWOUgNFUoOAsLXrWqW+zJcavVwMKCmZiwsVjtSiKRcF1XRPL5/Pk3Fp7nTk3p3l5vvUexah3I593JSR2NrjK67szMqIWFarlsWuzJ2XoymUyxWCyVSs0uBI0Ui8Vqs3Dz+Xy1Wm12OWikZDJprV12gjD8KxwOJxIJESkWi8Visf4OM5nM5Tdu3QB/+vRpY0wul3vDG97wood++ctf3n777SLyL//yLzt37mxGdQDgM2ZoqHrDDYFczlt5TpNz8mT1hhv04OBmFtZ8Splk0rXWmZlZaSN3sdaZmdHZrGm97VRMMqmzWffEiVUytjM9vcHiXdcmEuJ5an7ervTXjVGzszqbtR0d6+4fAACsR+sG+Egk0tfX96KLS0tLs7OzoVCoNiQYXNdCPgC4ink7d7rj42puzj11atmT5Nzjx1U+b2MxvWPH5pfXXKanR+/e7T7/vAqHl9lu3VpnclLKZRuPL3/OXFPZVMqeOyelknP2rOnuXmabg/l5NT8v/f0rfjyxKtPbq8fG3FzOhELLnCRnrXP6tN6xw3Z22svbrQYAAGxY6wb466+//vrrr3/RxSeffPITn/jE7t27P/KRjzSlKgDwq0Cg+nu/J+Vy8Kmn1OKi7u+XZLL2iLOw4Jw8qfL56u//vnfjjReWUl9FgkE9OCjGuAcO2FLJdnTYUEhExFpVKjnT01Iq6Ze8RA8NNbvQ5enhYVWpuPv2OZWKTaflN58yqHJZzcyofF6PjemhoY1tTGgjEdPfL9a6Bw/aVMp0dJzvx1q1uOhMTUmlYtva9PpPmAcAAOvVugEeANBYprOzetNNEg5LsRh85hkVDks06i4u2kqlesMNNhbzbryxBaeIbw6bTOrt22sbwrm5nAQC5/ec11pnszYa1cPD69u/fTOFQnp01AYCamnJzeXU/LyEw+J5zvy8Nzoqg4N6aMjG4xvu3qTTVilxHHf/fnd29vyeiJ4nxuhs1ra366GhVbYPAAAAjUKAB7BlqVJJLS6K54nr2rY2G49zxpXp7CzfemtgfNx2dAQWFqStTZdKXjKpBwf1jh0NG3vXWhUKqlKpnV1n4nGpDWi3NptIeLt2OefOidZOoSBa22DQptO6r6/1V3fbUEhns2p21sbj1nVFKVHKK5dNMmkymfpfWdvZ6SUSJpNR8/OqXBYRcV0bj5vOzmUWHQAAgCuDAA9gC1L5vHP6dC1muLmcrm3bFgiYnh6znn0+t6ZAwBsbk7ExGwxKJFIpFj3Pa1jnnudMTDgzM2Ktm8uJiM5mHRHb3m62bWv1NdLWOjMzzvS0uK46e1aMMbt2SbXqnD1rAoEWXP3+YkrZzk7d2WlTKVFKXFdPTzfy7KJg0PT1SV+fWCvWXo1LLQAAaLb1Bfj59R4/8xsN2V5fRG688cbHHnusIV0B2KqciQlnctLN5SQSsbGY6elRs7OqWKyNxquFBT00RPY4LxSSBv37LCKqXHYOHw78+tfnx2Z7ekTEOXdOLSxItap379bDw60bg41xjx5VhYJ78KCNxWq7wdVOR5OlJb20ZPr6THd3s6u8bFd0QrtSTGYBAKAp1hfgU1fr2kgAfuFMTzuTk+74uNm27eJFv7ajQ5XL7tGjemTEPXXqqjspbRNoXUvvNpEw3d0XAqQVkUzGmZlxn39erNWjo7atramFLs89flwVCu6xY2Z42P5mwr8Vkc5OVSi44+MiYgMB29nZzCoBAMDVjSn0ALaQatU5fdo9eNAMDl6aEm04rAcG3CNHtIhKpVp3KNifnMlJVanYeNxccgKoKGXSaUcpd/9+G4nonTubUeBqagetuUeP6sHBS8eubSJhXNc9eFBc12tv39he7gAAAPVb37uQP/uzP7tCdQBA/ZzpaXf/ftvRseIYbyBgMhk3l7OJhCbAN5AxzvS0e+iQHhlZsUlnp1soqMVFVSwuc5x4Uznnzrm5nOnvX2nmuY1GbTIpWjszM36aSA8AALaW9QX4hx9++ArVAQD1U4WCiNjfHG++LBuPi+uqhQUxhpXwjVJ7Pm08vvrotGlvd3M509PTWgFea1UsSiBgY7FVWtlk0s3lbDwuBHgAANAkvHkFsHWoSkWUsqufWFZrYK1q4NbrVz1VrYrI2mfFhcO/bdwyVLUq1q65Q37t+0pVKptSFAAAwDII8AC2lsvZHJsNtBtuXWeVNfBgs03Gdw4AAGgqAjyArcMGg2KMrDXAe36gnq3IGscGgyIia45OVyq/bdwyat8Jaw6tq0pFrG214gEAwFVlM96/lsvlPXv21P782c9+dhPuCODqVNtY3snnTTq9UpvaafA2FmMBfAPZeFyUUouLq+8s4BQKOpu17e2bWdvaAgEbjUq1uvrueiqfl998jwEAADTFZgR4z/P+7d/+rfZnAjyAK8ek03pszD14UMXjyy9pNsY5d05nsyaT2fTqtjTXNR0drtbO2bOmt3fZJmp+XkolG4msvldcU5hMRmez7rFjemho2XnyqlxW8/N61y7DOfAAAKB5GIACsIWEQqanR+/c6Zw6pUqlFz/qee7Jk3pkxCaTq+9Ujw0wvb36JS9R+bxz9uylq9zV3Jxz9qweGzMDA00pb3W2o8MmElIuOydPyiW7G6pi0Tl5Uu/cafr6hCn0AACgeTZjBD4UCt1///2bcCMAMD09tTXwbi5nYzEbj0swKJ6nikW1sKB37rSxmB4cbHaZW1EwqLdvFxH3uefcxUWbSNi2NlFKlcuqUJByWY+N6aGh1jpA7iJ6aKh2npx76JBNJGw0Ko4jnqcWFtTios5mTVcXEzcAAEBzbUaADwaDH/jABzbhRgAgImZgwEajEgxKtermcrWLOpsVxzFdXaanh73ErxAbiXg7d9pYTM3NicjFT76NRs3AgI1EmlrgqgIBvWOHMzkpjiPGvOA7JxTSvb22o6O5BQIAALAJM4AtyHZ2eh0dqlA4PyDvujYSse3t4rrNLq0lqNlZZ37erVQkEnFLJRsKmVTKplIN6DoU0sPDqq9P5fMmkxFrJRSyiURLR/cLHMf09ZmuLpXPm64uMUYCgfPzOPjQBwAAtAACPIAtSinb3t5yG543myqXnaNH1dKSm8s5gYDE426hIFrrbNaeO6eHhyUUqv8uNhSy/p1tHgjYzk7fHlUPAAC2svUF+AceeKDO+zGXHgCaRZXL7qFD7r59NhIxAwMqkZBEQufzplBwT5yQUklVKnp01DYiwwMAAKDh1hfg/+7v/q7O+xHgAaA5rHWOHHH37bMdHaarS0TOTwtXysZiOhp1zp519+2zwaAeHWXGOAAAQAviGDkAuCo4MzOqXLax2Pn0/iJKme5uG4moUknNzm56dQAAAFjb+kbgvUtOxwUA+IKanXVzOTM0tHILZdNpN5eziYTu7NzE0gAAAHBZ1hfgXTZwBgB/UsWiuK5ta1uljY1ExHVVsbhpVQEAAODybdIU+kKh8IY3vGHPnj2bczsAwAt4nlgrgbU+tFVKXFe0FmM2pSwAAACswyYF+CeeeOIb3/jGf/zHf2zO7QAAL1CbP3U5sVxrcRxx2CEFAACg5TTgHHit9ac+9anvf//7hw8fXqnBgQMHRCQcDtd/OwDAuill29qkWpVqVYLBFVuVy6L16tPsAQAA0Cz1BnhjzGtf+9pvfetbl9P4zjvvrPN2AICNsamUzmadiQnT27tSGzUzo7NZm0ptZmEAAAC4TPUG+EcffbSW3kdGRm666aZz587913/9l4i87W1vC4VCnuf99Kc//cUvfhGPx7/whS/ccccdDSgZALB+JpNxpqZUPq8iEZtMXtpAzc2pQkGGhkw6vfnlAQAAYE31BvjPf/7zIpLNZn/yk5+0t7eLyB133PH1r3/9zjvv/KM/+iMRsda+733v+8xnPvPTn/70T//0T+uvGACwEa6rh4ZEa/fAAVsum87O3+5p53m1bK/HxvTwMAvgAQAAWlO979IOHTokIn/1V39VS+8icuutt4rIE088UftfpdT9999/zTXX3H///b/+9a/rvB0AYMNsIqG3b9e7d5vubvfwYefoUTl+3Dl2zD182PT26muv1ddcY2OxZpcJAACA5dUb4E+ePCkio6OjF67s3r1bRHK53IUrbW1t99xzT22vuzpvBwCoh00kvF27THe3Hhuz6bS0t9vOTm9szPT0eLt22Xi82QUCAABgRfUG+NglYzXbt28XkYMHD1588WUve5mIfPe7363zdgCAOqlSSRUKYq2NRiUatdGoslYVCqpUanZpAAAAWE29a+B37dp19uzZ8fHxC1e2bdvW1tb2q1/9qlKphEKh2sXOzk4ROXPmTJ23AwDUwzlzxjl71s3lJBxWiYQkk2puzi0UpFLRxaLp7TU9Pc2uEQAAAMurdwR+165dIvLv//7vhULhfI+OMzY2VqlUvvOd71xo9txzz4lId3d3nbcDAGyYc/asc/asOz5u+vr08LDt7pZ02nZ365ER09fnjo87ExPO1FSzywQAAMDy6g3wb3rTm0Qkl8vdcMMNn/70p2sXX/3qV4vIhz70obNnz4rI5OTkxz72MREZGxur83YAgI1RlYozMeEeOmQGBmwi8aJHbSJh+vvdQ4ecM2ekUmlKhQAAAFhdvQH+Na95zV133SUi+/fv/3//7//VLr7rXe9yXfdXv/rVyMjIS1/60pGRkdoI/Hvf+946bwcA2Bh19qx74IDt7LTh8LINbFub7ehw9+9nEB4AAKA1NeCw3y996Uuf+MQnhoeHlVK1Ky95yUvuu+8+ESmVSs8999zS0pKI3H333bfffnv9twMAbICTz4tSJplcpU3tUTU/v1lFAQAAYB3q3cRORILB4L333nvvvfeWy+ULF++9997rr7/+S1/60smTJ3fu3Pknf/Inr3vd6+q/FwBgI4yRalWCQXHd1ZoFAhIIqGpVrJXffCYLAACAFtGAAH9B+IXTMm+55ZZbbrmlgf0DADbIWhG5rEzuOOcbAwAAoMXUG+AffPBBEbnnnntWb3bmzJmvfvWrmUzmrW99a513BACsm+uK48iaQ+vWSrUqgQDD7wAAAC2o3jXwe/bs2bNnz5rNZmZm9uzZ8w//8A913g4AsDE2kRBj1MLCKm1UoSDWXrpHPQAAAFpBAzaxuxwHDhwQkXPnzm3O7QAAL2LSaZ3NOtPTYszyLbR2pqd1NmvS6c0tDQAAAJdl3VPof/azn/3xH//xiy52dXWt8le01nNzcyLS19e33tsBABrCJhI2mdQjI+6JE7qvTwIv/Pff89zTp/X27bajw8ZiTaoRAAAAq1l3gPc8b+qSI4IvvbKsd7zjHeu9HQCgUfTgoFut6sFBd3zctrer9nYJBFSx6OTzan5e79xpYzE9MNDsMgEAALC8dQf4/v7+vXv3Xvjfj370oyJy8ZXlbxMIvPKVr3zta1+73tsBABrGdfWOHc6ZM6KUWBs4fFhmZpxi0duxQ3p6TCZjenvZvg4AAKBlKVvfcUFKKRGps5NNMD093fpF+l0kEolGo9PT080uBI2klEqn0yLieV5tLQy2gkrFyeeD1WoiEskXi144bNrbJRhsTOfGOHNzKp+XclmslVDIxuOmo6Nh/WMtqVQqEAgIv/u2okwms7i4WCqVml0IGikWi0UiERGZn5+vVqvNLgeNlEwmrbX5fL7ZhaCRwuFwIpEQkWKxWCwW6+8wk8lcfuN6j5H767/+6zp7AABstlDIZDImGJRk0szNGc9rVMcqn3dPnpRq1c3lLlzU2awzOWl6e82qG6YAAABgdfUG+M9+9rPLXvc8LxCot3MAgI+omRn3xAk3l7OJhBkYsG1topQql51z59TcnBgjlYrp7292mQAAAH7VsGPkjh07tnfv3ptvvrmrq8t13WAwKCLGmL17946PjzfqLgCA1qRKJffkSffgQdPXZ/r6bDQqjiNK2bY209Vlhobcw4edqSlnZqbZlQIAAPhVYwL8xz/+8d27d993333f//73p6amzG8OGbbW3nfffaOjo2vucgcA8DXn9Gn3wAHT1WUTiUsfteGw6etzczlnYmLFg+gBAACwqgYE+I997GMf/vCHa/upjI6O3n777Rc/mkgkajH+nnvuqf9eAIBWVKmohQUJhWwyuVITG4nYREKqVcVePgAAABtSb4Dfv39/bXR9bGzs8ccfz+Vyjz766IVHXdc9fPhw7fS4hx56aN++fXXeDgDQgtTioojYWGz1U+hsPO7mcrXGAAAAWK96A/wnP/lJa20ymfz2t7998803fTKENwAAIABJREFUX9ogk8l87Wtf27VrlzHmgQceqPN2AIAWpDzPzeXsmnuXBgK1xptREwAAwJZTb4B/8sknReSd73znyMjISm1CodA73vEOEXn22WfrvB0AoBW5rs5m1ZpHjhsjItZp2P6pAAAAV5V630UdOXJERK677rrVm2WzWRHJXXQsMABgy7DhsIhIqbR6M1Uq6WxWIpHNqAkAAGDLqTfAh0IhEZmfn1+92fHjx0VErbo2EgDgUzYalWBQLS6qcnnFRsao+XkRse3tm1cZAADAFlJvgB8dHRWRxx9/fPVmP/7xj0VklWn2AAAfU8r09Ohs1jlzRrRepoG1zsSEaG07O20otOn1AQAAbAX1Bvg77rhDRL785S8/9thjK7X5wQ9+8PDDD4vIbbfdVuftAACtyaTTtr1dj4y4J06oYvHih1S57Jw8qRYWvJe9TG/b1qwKAQAA/K7eAP+e97xnYGBARO64446///u/P3Xq1MWPWmsfffTRN77xjdVqdWBg4IMf/GCdtwMAtCw9PGxTKT0y4pw86R496pw+7UxMuMeOOceOmcFB7//8H33NNeK6zS4TAADAr9Y68mctsVjsscceu+WWW2ZnZ++///77779/cHCw9tCNN954+PDhyclJEVFKffGLX+zo6Ki3XgCbzPNkYUE8T5QSY4T9w7EKx9HDwyqZtNHoxYPwNhy2mYxJp1c/JX4drFWlklSr4ro2HJZgsDHdAgAAtLZ6A7yIvOIVr9i/f/9HP/rRz33uc5VK5cSJE7XrTz31VO0PN9xww4MPPviqV72q/nsB2DRqYcGZnHQWFyWZFBGldWBx0aZSuqdHWMOMldlUSqdS4nmqUhFrbTDYyG+YatWZnHTm5i5eaW+jUdPTw954AABgy2tAgBeR7u7uT33qU+9///u/9a1vHTx48NChQ5OTk9u3bx8bG7vuuutuv/129p8H/MU5c8Y5e9bN5VQoJN3d4jhSLrvnzokxavduPTREWMIaAgEbaMyvmAvU4qJ79Ki7b584jo1EJBgUY9TSklQqOps16bTp72/YID8AAEDraeS7q+3bt7/73e9uYIcAmsKZmHDOnnXHx01fn7S310bgRWudSDgzM+7zz4sx+pprbDze7EpxFVFLS+7hw+7+/TaVMun0xWvp1cKCe/hw7c9mYKBJBQIAAFxxdQV4a+3i4mKcN/HAFqJKJWdy0h0fNwMDNhx+wWim45hMRgWD7oEDEgx6Y2MsicemcY4dc/fvt5mM6ex80UM2HtdtbbUMb5NJm0g0o0AAAIArbiNvvhcWFj74wQ/+7u/+biKRSCQSg4ODt91229e//vWGFwdg8zmTk24uZzIZGw4v28AmkzYel0rFmZvb5Npw1VLz82ppyUYil6b38wIB093t5nLO5OTmlgYAALB51j0C//TTT7/5zW8+fvz4hSsnT548efLkt7/97fe85z0PPfRQQ8sDsLmMUYWCuO7qS9xtKuXmcra9XVZKU0BDOfm8m8uZvr5V2th4XIJBtbgonieNXn4PAADQCtY3Al+pVP7iL/7iQnofHh7+nd/5nba2ttr/fuYzn/nqV7/a4AIBbCLleWKMDYdX3wnMRiIiIktLm1QWsLQkF77xVlZroMrlzSgJAABg060vwH/605/O5XIicv311+/fv//o0aM///nP5+fnP/zhD9f2md+zZ0+lUrkilQLYBLWjudbcx1spUUpZuwkVASIixohc3nfmhcYAAABbzvoC/Pe+9z0Ricfjjz322NjYWO1iKBS677777rrrLhE5c+ZMLeED8KPauV/K89Zo53libcMPCQNWFAzK5XxnVqsXGgMAAGw96wvwBw8eFJE3velNfZcsRHzf+95X+8Nzzz3XkMoANEEwaMNhKZfVqlNpVKEgIjYW26yycLWz8bjOZmvfeCvyPFUqSSCw0v6LAAAAfre+AH/48GERuTD2frFdu3bV/jDHxtSAn9l0Wmez6ty5FVt4njMzo7NZm05vYl24qplUShxHzc2dH2NfjjM1pUdHTUfH2jPtAQAA/Gl9Ad7zPBFJpVKXPrTsRQC+Y9JpGw6rxUVnclIuXeXuee7p03rHDpNO299sYAlccaGQ6erSO3e6p04tm+GdqSmVz0swaHp6Nr86AACAzcESVgAv5Dhm+3ZtjPvcc26pZDs6JBIR15WlJWd6Ws3N6R07bDxu+vubXSiuLqa3V5XLemTEPXTIJpM2kbCBgFirSiVnbk6WlvTu3Xr7dnHdZlcKAABwpRDgAbyYDYe9nTttOKwWFgIHD0qxKCLKGNPfL5mMyWRMXx+zlLH59PCwEw6L44gx7kUbpups1kajZmiI1e8AAGBrI8ADWE4opHfsUIuLtqtL2tpEa+s4xvNsR4cNhZpdHK5eprfXpNPO3JxtbxfPE8ex4XBtQL7ZpQEAAFxxBHgAK7KxmInHJZ0WEet5hi0q0QqCQdPVJV1dza4DAABgs20kwP/oRz8KrHz+8+qP3n333Ru4IwAAAAAAVzllL91lepXWda96XdftGmh6erpZt756RCKRaDQ6PT3d7ELQSEqpdDotIp7ncUjkFhMMBpPJ5NzcXO2EEWwZqVSq9kk6v/u2nkwms7i4WCqVml0IGikWi0UiERGZn5+vrnxYJvwomUxaa/P5fLMLQSOFw+FEIiEixWKxWCzW32Emk7n8xus7Rg4AAAAAADTF+qbQf/nLX75CdQAAAAAAgFWsL8DfeeedV6gOAAAAAACwCqbQAwAAAADgAwR4AAAAAAB8gAAPAAAAAIAPEOABAAAAAPABAjwAAAAAAD5AgAcAAAAAwAcI8AAAAAAA+MD6zoEH0IqqVeV54jg2GBSn0Z/KWStLS2JMg7sFAAAAsE4EeMC3jHGmptT0tKpUzl9xHJtImJ4eG4nU370ql53JSadQkHhcRJTWgXLZpFKmu1tct/7+AQAAAKwLAR7wJbW05Bw5oioVN5eTtjYbCIi1amlJtNbZrOnpMb299fTvTE05p0+7Bw4o15WuLnEcKZfd6WnJZp3ZWT0yYqPRRn0tAAAAAC4HAR7wH1WpuOPj7r59Nh7X27dLMHj+AWtVPu+Oj9f+b8MZ3pmack6dcg8dMl1d0tEhqZSIiNY6mXQmJlQ+L1rrnTsbMs4PAAAA4DIR4AH/cY4fd/fts7XZ7BdTyiaTpq2tluFtImFjsfV2rspl5/Rp99Ah099vIxGl1G8fCwRMb68TCrn799tgUI+NycWPAgAAALiS2IUe8BlVKKjFRQmHTVfXsg1sOGy6utxczpmc3ED/zuSke+CASadXGmA3nZ02GlXlspqb20D/AAAAADaGAA/4jJqfd3M509Gxyui3bW+XQEAtLIjnra93a1U+L45ja9PmV2rV0eHmcs78/Po6BwAAAFAHAjzgM2ppSUTWXH9uIxGxVpXL6+u8WhWtbTi8+tz48zvYlUrr6hwAAABAPQjwgN9oLSJrn/dea1Br3PDOlRKlFIfDAwAAAJuIAA/4TTAoImrNufG1Bhc2qL88NhAQEbVm7Pc8sbbWGAAAAMDmIMADPlPbWF4tLq7WyBhVKonr2ra29fUeDNpQSJaWVl88X7v7Bra4BwAAALBhBHjAZ2xHhx4bU7Ozq2RsZ3pajDGp1AaOebMdHTqbdc6dW7GFMc7MjM5mbWfnejsHAAAAsGEEeMBnbChk0mm9Y4d7+vSyGV7NzanZWb17t+np2UD/pqtLQiFVKDjT08s9bJzTp/X27TaVOr+VHQAAAIBNwRJWwH/Mtm1qaUkPDbnj46az08bjEgyKtapUUrOzanFRj43p4eH1LoA/z3X18LBo7T7/vFMsSjotiYQ4jniemp93Zmb09u22rU0PDDT6ywIAAACwGgI84ENK6e3bnVOnRMTN5eSi6e46m7WhkBkermd43EajeudOGwyqpaXAwYMyPy8iyhhncVFnszaV0gMD4rr1fx0AAAAALh8BHvAnxzGDg7ary3R1qYUF5XnWcaStzbS3246ODSx9fxHb1qazWTU/Lx0dEg6L1lapqta2s5OZ8wAAAEBTEOABH7NtbXbbtivVu1I2ldIdHZJOi4j1PDM3d6XuBQAAAGAtbGIHAAAAAIAPEOABAAAAAPABAjwAAAAAAD5AgAcAAAAAwAcI8AAAAAAA+AABHgAAAAAAHyDAAwAAAADgAwR4AAAAAAB8gAAPAAAAAIAPEOABAAAAAPABAjwAAAAAAD5AgAcAAAAAwAcI8AAAAAAA+AABHgAAAAAAHyDAAwAAAADgAwR4AAAAAAB8gAAPAAAAAIAPEOABAAAAAPABAjwAAAAAAD5AgAcAAAAAwAcI8AAAAAAA+AABHgAAAAAAHyDAAwAAAADgAwR4AAAAAAB8gAAPAAAAAIAPEOABAAAAAPABAjwAAAAAAD4QaHYBAK5eqlJRhYJUKiIioZBJJCQUanZRAAAAQIsiwANoAlWpOKdOqXxeRNxcTkR0NuuI2GTSbNtmifEAAADAJQjwADabWlhwjx51n39egkGbSJi+PhFxpqZUoSDVqr72Wj0yYmOxZpcJAAAAtBYCPIBNpSqVWnq3nZ0mnRalatdtIiHptDM15e7bJyLe6CjT6QEAAICLsYkdgE3lnDp1Pr1nMhfS+3lKma4u29Hh7tvnnjnTpAIBAACAFkWAB7B5VKWi8nkJBk06vVIbk8lIIKDm5s5vbgcAAABARAjwADZTbdc6297+4rH3FzRSNpEQEWdhYdMKAwAAAFrf1bIGPpFIqFUCAxrBcRylVDKZbHYhuCJc163/xVULC+rkSbttm8Tjq7XTWp08aUdHLd9OV1LtX8V4PG6tbXYtaCTXdWt/aG9vb24luBLa2tpCbBGytVz4mY3FYvyDvMUEAgFrLW+PtxjHOT8K3tbWFgwGN/vum3w/AAAAAACwAVfLCHyhUOATzSstEolEo9H5+flmF4JGUkql02kR0VrX/+I6S0vOwIAzPW2c1T49dGZmzMCAWVoyfDtdScFgMJlMLiwseJ7X7FrQSKlUKhAIiEg+n+d33xaTyWSWlpZKpVKzC0EjxWKxSCQiIouLi9VqtdnloJGSyaS1Np/PN7sQNFI4HE4kEiKytLRULBbr7zCTyVx+Y0bgAWwe294utZXwq4QKa1WhICJm9Wn2AAAAwFWGAA9g89hQyLa3S7XqTE+v1MaZmhLPs6kU58ADAAAAF7taptADaBGmv18vLrrPP+9Y++Kj4K11pqbU7Ky+9lrd19e8GgEAAIBWRIAHsKlsKKS3bxcR9/nn3YUFm0jYcFisVeWyKhTE8/S11+rt2xl+BwAAAF6EAA9gs9lYTGezNh5X8/Mi4uZyIqKzWenqsqmU7usjvQMAAACXIsADaAIbCumREVWpqELBdHeLiIRCJpEgugMAAAArIcADaBobCtl0utlVAAAAAP7ALvQAAAAAAPgAAR4AAAAAAB8gwAMAAAAA4AMEeAAAAAAAfIAADwAAAACADxDgAQAAAADwAQI8AAAAAAA+QIAHAAAAAMAHCPAAAAAAAPgAAR4AAAAAAB8gwAMAAAAA4AMEeAAAAAAAfIAADwAAAACADxDgAQAAAADwAQI8AAAAAAA+QIAHAAAAAMAHCPAAAAAAAPgAAR4AAAAAAB8gwAMAAAAA4AMEeAAAAAAAfIAADwAAAACADxDgAQAAAADwAQI8AAAAAAA+QIAHAAAAAMAHCPAAAAAAAPgAAR4AAAAAAB8gwAMAAAAA4AMEeAAAAAAAfIAADwAAAACADxDgAQAAAADwAQI8AAAAAAA+QIAHAAAAAMAHCPAAAAAAAPgAAR4AAAAAAB8gwAMAAAAA4AMEeAAAAAAAfIAADwAAAACADxDgAQAAAADwAQI8AAAAAAA+QIAHAAAAAMAHCPAAAAAAAPgAAR4AAAAAAB8gwAMAAAAA4AMEeAAAAAAAfIAADwAAAACADxDgAQAAAADwAQI8AAAAAAA+QIAHAAAAAMAHCPAAAAAAAPgAAR4AAAAAAB8gwAMAAAAA4AMEeAAAAAAAfIAADwAAAACADxDgAQAAAADwAQI8AAAAAAA+QIAHAAAAAMAHCPAAAAAAAPgAAR4AAAAAAB8gwAMAAAAA4AMEeAAAAAAAfIAADwAAAACADxDgAQAAAADwAQI8AAAAAAA+QIAHAAAAAMAHCPAAAAAAAPgAAR4AAAAAAB8gwAMAAAAA4AMEeAAAAAAAfIAADwAAAACADxDgAQAAAADwAQI8AAAAAAA+QIAHAAAAAMAHCPAAAAAAAPgAAR4AAAAAAB8gwAMAAAAA4AMEeAAAAAAAfIAADwAAAACADxDgAQAAAADwAQI8AAAAAAA+QIAHAAAAAMAHCPAAAAAAAPgAAR4AAAAAAB8gwAMAAAAA4AMEeAAAAAAAfIAADwAAAACADxDgAQAAAADwAQI8AAAAAAA+QIAHAAAAAMAHCPAAAAAAAPgAAR4AAAAAAB8gwAMAAAAA4AMEeAAAAAAAfIAADwAAAACADxDgAQAAAADwAQI8AAAAAAA+QIAHAAAAAMAHCPAAAAAAAPgAAR4AAAAAAB8gwAMAAAAA4AMEeAAAAAAAfIAADwAAAACADxDgAQAAAADwAQI8AAAAAAA+QIAHAAAAAMAHCPAAAAAAAPgAAR4AAAAAAB8gwAMAAAAA4AMEeAAAAAAAfIAADwAAAACADxDgAQAAAADwAQI8AAAAAAA+QIAHAAAAAMAHCPAAAAAAAPgAAR4AAAAAAB8gwAMAAAAA4AMEeAAAAAAAfIAADwAAAACADxDgAQAAAADwAQI8AAAAAAA+QIAHAAAAAMAHCPAAAAAAAPgAAR4AAAAAAB8gwAMAAAAA4AMEeAAAAAAAfIAADwAAAACADxDgAQAAAADwAQI8AAAAAAA+QIAHAAAAAMAHAs0uYG1Hjx79xje+8atf/Wpubi6dTg8NDd1xxx27d+9udl0AAAAAAGyeVg/wP/rRjx544AGttYh0d3fPzMxMTEz85Cc/ufPOO9/ylrc0uzoAAAAAADZJSwf4+fn5f/3Xf9Va/8Ef/MHdd9/d2dmptf7P//zPL3zhC1/5ylde+tKXvvzlL292jQAAAAAAbIaWXgP/ne98p1Kp7N69+2//9m87OztFxHXd17/+9a973eustd/85jebXSAAAAAAAJukpQP8oUOHROSmm25yXffi6zfeeOOFRwEAAAAAuBq0dID3PC+TyQwMDLzoejAYFJHawngAAAAAAK4GLb0Gfu/evctef/rpp0Vkx44dm1sOAAAAAABN09IBflm//OUvH3nkERF5wxvecOmjzz777J49ey69/sgjj6RSqSte3FVPKZVOp5tdBa6IQCDAi7slJZPJZpeABlNK1f5Q2z4GW0w0Go1Go82uAo104We2vb29uZWg4WovLu+gtqpoNBqJRDb5pn4K8OVy+Stf+crXv/51Y8xb3/rWl73sZZe20Vrn8/lLrzuOc+EfR1xRPM9bGC/ulsTLuoXx4m5JvKxbGC/uVsUru4Vt/ovrmwD/xBNPfP7zn5+ammpra7v77rtvvfXWZZu5rrvsh5fGGGvtFa4RopTied56LvzDxIu79fAzuyXxM7uF8TO7JfEzu4XVXlxe2a2nsT+26/oUwAe/BvL5/Gc/+9knnnhCRF796lf/5V/+ZXd393o7mZ6ebv2v1O8ikUg0Gp2enm52IWikC8siPM+bm5trdjlopGAwmEwm5+bmPM9rdi1opFQqFQgEhN99W1Emk1lcXCyVSs0uBI0Ui8Vqs3Dn5+er1Wqzy0EjJZNJa+2yE4ThX+FwOJFIiEixWCwWi/V3mMlkLr9xq4/Anz179t57752enh4aGnrve9+7a9euZlcEAAAAAEATtHSALxaL//RP/zQ9Pf2a17zmXe96V+30OAAAAAAArkItHeC/+93vnjp16vrrr/+bv/mbZtcCAAAAAEAztXSA/5//+R8Ref3rX2+MWbaB4zibWxEAAAAAAM3RugFea33y5EkR2bt377IN+vr6Pve5z21uUcD6aa0KBVWpiLU2GLTxuIRCza6pZVSramFBVSoiYkMhm0hIoHX/UQIAAP+fvTuLjSu57gZ+qure3nc2910km9JI1tijETMjzTj2588JEiB+cYCM82VBgBhwYsBvAfwU+CEvseMkSBA4iA0jMRDAY8QPjpMgAQJ7xpORNJzMLo3E1kYtpLg22ftyb1V9D5ejbchuskX2wv7/nsbNQvF0dVHuc6vqFAA0V+t+V15dXd1p4R2gPdg2X17m6+uktUgmiUgmEkSkw2E1MKA7PI2vVMTSEtvYIKIHg8OYjkZlXx+h4AUAAAAAwMe0bgLf19f3r//6r82OAqBOrFLh168bFy+SEDoQUD09xBhfXWW5HFmWPHZMjo7qYLDZYTYHKxTEzZviww9JCB0Mqt5eIuIrKyybJSnZ8eNyfFx7vc0OEwAAAACgtbRuAg/QxqTkN24YFy/qQED19pIQzsuaiOJxvr4uLl8mreXUlPZ4mhpoM1QqTvauIxHV3U2MOS9vDc7qqrh0iYjsqSmswwMAAAAAPAwJPMD+48vLrFzWgYAaGHj8Z4ypeJxzLq5c0V6vnJxsRoDNJO7dEx9+qKNR1d39+M84V729nEhcuqQDATky0owAAQAAAABaFKq4A+w3pfj6urh2TfX07NgkFiO3m+XzrFBoZGjNV6mwzU0yTRWP79RE9fSQEGxjgyyrkaEBAAAAALQ4JPAA+4zlcqSU9vurF1RX4bBIJlkm07DAWgHPZolIB4P3d85vgzEdChERy2YbFhgAAAAAQOtDAg+wz5izbux212jnchGRc4NaBymXRTKpaw2OdrtFMtlxgwMAAAAAUBUSeID9pvWumlVZggbHLkcSAAAAAKAzIIEH2GfaqZ1ec/W4UnnQuHO4XDKRqLm0zsplmUjU3sUAAAAAANBJkMAD7DMdCBBjLJ8npao045mMTCQ67Sp45/2ybLba6rrWLJcjIhUINCwwAAAAAIDWhwQeYL8JoaJRkpKvrOzUhKXTVCxqj0d3WI6q3W4dDFKlwjc2dmrD19fJsnQo5JQJAAAAAAAABxJ4gP2n+vrk8eMsk+ErKx9fambpNF9ZkdPTamioKeE1lxoclMeOsbU1nko9Pjha8/V1lkrJY8fU4GCTAgQAAAAAaFHVrrkCgDqZphwfJyJx6ZLI53UopN1uYowqFZ7NUqkkp6fl8LD2+5sdaBNot1uOjpLW4soVkclsDY7WrFJhmQxVKvLYMTk2prH8DgAAAADwKCTwAAdCe7325KT2+9nmJhGJZNJ5XSYS2udTg4Pa52tqgM2kg0E5NaV9PpbLiWTSKccvEwmKxXQwqAYHa94zBwAAAADQgZDAAxwYl0uOjrL+fpbJqHictCbT1MFgJ6fu92mPR05MsFJJ9fdvVex3u3UwqD2eZocGAAAAANCikMADHCztcul4vNlRtCjt8SBjBwAAAADYJRSxAwAAAAAAAGgDSOABAAAAAAAA2gASeAAAAAAAAIA2gAQeAAAAAAAAoA0ggQcAAAAAAABoA0jgAQAAAAAAANoAEngAAAAAAACANoAEHgAAAAAAAKANIIEHAAAAAAAAaANI4AEAAAAAAADaABJ4AAAAAAAAgDaABB4AAAAAAACgDRjNDgAAOphSrFCgSoWIyOXSfj8x1uyYWoZt89VVVihoxigUUrEYcTxy/Yhts0KB2bZmjDwe7fU2OyAAAACARkACDwDNICVfXuapFEn54EUhVFeX6ukhIZoXWQsoFIyLF8Xdu48MjtstEwk7kejwNJ6Vy/zePZbJkNYPXnW5VG+visWaFxcAAABAIyCBB4BGY+Uyv3GDVSri2jXt85HbTURULrNCgSYnWTqtjhzRLlezw2wOvrJiXrhgvvYaCaHCYfJ6SUpWKLBslsplvrhYOXOGPJ5mh9kcLJ0Wt2+LK1dICB0IkGmSlFQqsWKRKhWWyciRkQ5/wAEAAACHGxJ4AGgs2xY3boiLF3UgIMfGyDAe/hFfWGD5vK21nJp65EedgWcy5rlz5uuvq+5uOTLy8E4EViyaly5RPk9Elc98pgPTVJbPi1u3xNycjsdVNPrwaQtWKon5eTk2Ju7ckaOjTQwSAAAA4EB13FdAAGguce+euHhRh0JqYODxFN0w1OCgDgSMixf50lKTAmwm4623zNdfV319cnz8sXME2uu1nnqK/H62vm4kk82KsGm05rdvi7m5ra3yj9ZK0B6PHB4W8/Nsc5NtbjYrRgAAAICDhgQeABrIstjGBgmhenp2aqJ6e0kInkqRbTcytKbja2tsbY08Hjk8vH0LxuwjR8w33xTJJCnV2OiajKXTrFLRfr8Oh7dvIYTq6RHJJF9ZaWxoAAAAAI2DBB4AGodns6S1DoWq7QB3jjdrzbLZBobWfHxhwZydlT09VUrxa69XB4NULvO1tUbG1nQ8kxHJ5I7ZOxERaZ+PXC5WLJJlNSwwAAAAgEZCAg8ADVQui2RS16rBpj0ekUwy53q5jsHyeSIin696M+00yOUOPqJWUi4T0W5mDhGxcrkRIQEAAAA0HBJ4AGigh6/+qsJZn++wXeLO+9U1r9ATgojYLkfy0HDe7857E7Y4DTptcAAAAKBjIIEHgAYyTSJitXY4s0pFJhLUYTfJba0eF4s12hWLtIu16MNmdzOHnF0bHTZzAAAAoHMggQeAxtGBgEwkahxu/+j0uw4EGhRWa1C9vdbMDF9fr9ZISp5OE+equ7tRcbWEXc0cy2KlEpmmdrsbFRcAAABAQyGBB4DG0V6v9vmoXGbp9E5t2OYmVSo6EOi0NEz195PPx9JpvvNFaOL2bZJSDQ112iKzikZJCLa5WeV8O19ZkVNTqqurkYEBAAAANJJRuwkAwP5Rg4OyWBTJpCL6eFFxlk7ztTV59KgaGGhKeM1kGNbJk1QomG+9RRMTKhJ55Kdai7t3+eqq9eKL1ic+0aQQm8cwVF8PmDB0AAAgAElEQVQfSSlu3FADA4+fINCaLy+zfF673Z22NwEAAAA6ChJ4AGgo7fM595yLuTmdyehweGsxuVxmmQwrFuX0tBwe1l5vkwNtBjU8LLNZIjJnZ3k4rLq6tNfLpKRCQayuUrFonT1rPfdczUr1h5KKx6lUIiJx9aoOBnUgQKZJSrFikaXTZFny+HE1Pl7thkIAAACANocEHgAaTUej0jS1y8XKZZFM3n9dJhLa41HDw7ojE1SH/dRTKhgkn48KBXN29v7r1syM7uqyn31WhUJNDK+51NAQeb1kGGTbj8+ccFgODjq17gAAAAAOKyTw0OlYPs82NlixSLZNpqm9Xh2JaL9/f3q3bXHrFl9eZtksKaV9Pt3ba4+MtMsKqpibM+bmyLapXGYulysSkcePy76+J+9ZBwJyclLcvauGh526687Iy6EhqnmP2mGnhofL/f383j05Ps4KBTIM7fer/n7V09Ps0JpPdXWpSIRlMioWY7ZNQmi3W4fDHVeWHwAAADoSEnjoYLYt7txhmczDS3l0fzVvaIiMJ/oD4QsL5rvvfnwdVXz4oTx+3J6efpLODxpPpVz/9m98ddU8d84ZB0bktW3rzBl7erryK7/yhEXUWCol7t0j2+Z37my9QqS9XiOXkwMDOhrdh/fQ1gxDDQ+r4eFmx9GShNDRKCYJAAAAdCAk8NCpLMu4dk1cvEgul+rt1X4/CUFSsnxezM9TpULFopycrHtHLr9xw3znHfPCBR2JyERCBQIkBM/nxa1bfGWFpKRczj51an/f034RS0uuH//Y9bOfkderJidpYIAMg/J5ubhovvEGEfFUqvTSS3Xn8Hx5mS8tiatXdSikhoedavOsVOJLSyyTIdtWto1SZAAAAAAAj0ECDx1KzM+Lixd1MKj6+oixrVcNQ4fDMhTi9+4ZFy+SacrJyTo656mU+c475htvyImJhy+1UoEABQIqHjffeYeIdCQiJyb2493sq0rF9ZOfuH72M9XTIycnibGtRD0QUMPDqq/PfO896+mn3f/5n+UvfKGO7lkmw5eWxPXranDw4bPu2ufTPh8LhcS1a0SkPR4dDO7TWwIAAAAAOAxQrRc6EdvYYIUCeb2PZO8PfsxUfz+53SyfZzvfyF2F+OAD88IFOTy87ZXU2u+XExPm7Kzx4Ydk23X0f6Bc58+zXE5HIts/vDBN66mnzNlZcfWqWFioo3++uCiSSdXbu22lOu3zqd5ekUzyxcU6OgcAAAAAOMSQwEMn4hsbIplUXV3bZO8OxlQ8LpJJvrGx597zeb6y4uzM36mJCoVUNEqlEq8rBz5QfG7OPHfOHh/fsYVpyqEh89w58cEHe+2c5fOsXNZerw4Edmqjg0HyeFip5BS3AwAAAAAABxJ46EQsnychqt80rn0+4pzl83vtnK+uEpGKRnd8OuD0H42as7N8bW2v/R+sTIZns+TxUNXBcXYW1LFIzvJ5kUxWyd4dToM6Bh8AAAAA4BBDAg+dR0pSigyjeoJNjJFhbDXeC14um7OzumaBN4+HiFi5vKfOD5rIZomodvBuNzHGSqU9/wLLIqKa5f21aYpkcqsxAAAAAAAQERJ46EScE9Gu0nKliLGt9rumDcOamWE1+7dtp/GeOj9oW7sSagavFGldT/DOHe9a1+6faK8jDwAAAABwuOH7MXQexrTbTZZVo4CcZZFtOzec7YlTO51lMjWiyGatmRkKhfba/4FS4bA2DFYoVM/h2cYGEelIZK/9a7dbJhI1D7ezYlEmEtrj2Wv/AAAAAACHGBJ46EQ6HCai6gXq+MaGTCSclnuienrI42HZbLUj3FJuHZUfGtpr/wdLCDU8TEpVP98uFhetM2fsqam9dq9DIeKcZbPVnp7YNsvliHNcIwcAAAAA8DAk8NCJVHe3PHaMbW7ulGOzbJZtbpIQKh6vo3/76FFrZsa4fn37NFVr50dqZETVKufWePaZM9YLL4i7dymb3bYBv3OHZbMqGJQnT+65dyFUPC4nJ/nS0vYb6bUW9+7JyUnV3Y0t9AAAAAAAD8P3Y+hIhiGHhuTUFF9c5KnUI5mk1nx9nS8tyURCDg/XLLe2LTk1pXp7rZMnzUuX+KM3ybNi0bhyhW1uVj77Wevpp5/wfRwE2ddnnz5tPfeceekSX1x8ZC+9ZYmrV8WdO5VPf9r6tV/bOtC+R6q3V3u9rFAQd+48VsOPlUri9m0qFp3b4J/wjQAAAAAAHDKtVUALoGF0JCKVIsbE3JxIpbTXS0KQlKxYJKXk0aNyaKiO/fP3WWfOmLOzFpE5OyvcbuXzEWO8VKJCwZqZ0eFw5exZatUz3pUXXnD+wzx3Tty5Q9EomSaVy+bGBmld+T//p/JrvyaHh+vsnXN55IhzRZ9IJsntdgoNsFKJKhWZSOhAQI6O1rgjAAAAAACg8yCBh/bgZHfEuXa5qOYlZ7ujYzEZCOhIhKXTD9aZhdDhsOrtrX2VWnWGYZ05w2/d0tEo++iwvSTSfr86csROJPZtf7hSfHOTikUyTRUIkM+3L71WXnhBjo/L4WFx964phLNJoSKEnJqqvPACPeHOf8OQExN8Y0O73WJpydmrr8Nh2d+vurt1LLYvb4GIyLb55iaVy2SaKhTa/ycmlsXKZVKKTFN7PPv+0IFvblI+T4ahAgHy+/e38/amNSuVyLJICO1ykWk2OyAAAACARkACD61NSr66ylOph68E1x6P6unR0eiTd69dLjkyQkqxSoUsi0xTu937mIap0dHK6CiVStwpSu/z7eeh91LJuHRJ3LnzyOBEo/axY2pw8Mm7V5GIfeqUmpggKalS0aZpud2qq2t/HqAoJa5cMT74gKXTJCURkWHwcFiePGmdPl3f5vyH8VxOXLrEFxa2OicizlU8Lo8fr6+uwWNYOs1XVlih8OAlw1DRqOrpqe/YxSMqFePKFXHrFpVK91/ToZA9Pa3Gxp6083ZnWXxlhW9sPPhkibTPp/r6UPUQAAAADj0k8NC6WLnMb9xglYq4elV7vWSapDUrl6lclomETqflyMj+rGNzrj2eA9zQ7vGo/e6cr6yYFy6Yr71GQmi/X7tcpBTP56lcZhsbcnzcfuaZJxkcfu8eX1kRySQzTertJcOgclncvSuuXpXHjsmREf0kF+BlMp4f/5inUua5c+T3K7ebiHixSMWilc2Ka9dKX/jCk1ywx+/cMd980zx/noTQwaA2DJKS53JkWdbKijx2zD5xov7gtRZ377JUSiST5HJtLbzbNisUaGqKb27KsTH9BPsgeCZj/M//sHzefPNNHQhot5u05vk8lUosk1F371rPPbcPzwjaE8vnxfy8+PBD4lx7vWQYpDUrFsmyZCKhurrU4CAOXwAAAMAh1qHfAqENWJa4fl1cuqQDATk+/nDGwopFMT8vx8bErVtybKwDv6/zzU3z3Dnz9ddVPC5HRu4PjiTiqZT5zjvO/7SffbbO/peW+MqKuH5d9fdTKEROLQApZTDI19fF5cuklJyY0PVt6i4WPf/yL+5//3ft91snT97fjS+JKJcz33uP8nmyrNL/+3/1LfXze/fM2VnzwgXV3y+Hhu5PD6k1X1kx33qLiIhz+6mn6gmeaCt7v3lTDQ4+MgK2zZeWWCZDSsmpKedg/54VCuarr5q/+IWORKynn74/ApKIp9Pme+9ZROa5c9YLL3RgiX5WKokbN8SVKzocVvH4w9s0WC4nbtxw/rvlrmYEAAAA2D8d9xUQ2oVYWBCXLulQSA0MPLbeqL1eOTIi5udZJsNTqWZF2ETG7Kz5+utqcFAeOfLY4KhYzDp+3HznHXHzJr93r47OWbHIl5fF9etqaOjxPcmcq+5u1dsr5ubE7duPFKjfNderr/KNDR0M2g9l71sCAesTn9CBAE+lXK+9VkfnZNvm//6veeGCc4D/kYc7jKneXvvoUfOtt8Tly4/dDrBLLJ12snc5PPz48wvDUH19OhYTly/z27frCZ7I/N//NX/xCxWP24nEY88vVDhsHT9uvv++8+nU139b47dviytXdDyuensfO2ShAwE5PCxu3ODr62yH6w8BAAAADgEk8NCKWKnE0mkyzR3vEuNc9feLZJIvLzc2tObjCwssnSa/X+500N3lkqOj5uyscflyPf0vL4tkUsXjO60h63BYBwJUqdSTA+dyxuXL5oUL9tGj22+d4NyenjYvXBAXL1KxuNfujevXqVRSsZjq7t62gfb75cCAeeGCeJLBcc4UbEfF4+TxsEKhjjSSb27y5WVyueT4+PYtDMOemDBnZ41kcq+dtzuWTrNikbxetVONQ9NUPT2d+W8CAAAAdA4k8NCKWDotkkkdDlfZHq/dbu3zkWU9UkisA4i7d83ZWVn1mnQVi5HLxdbXaa+DoxTLZkmI6kfcdSQikkmWTu+tcyJx9Soppbq6qpUNd7tVJMJsW1y7ttf++eKiOTur+/qqtFF9fSQEX17e8w6CSoUVi+RyVT/iruodHH73rjk7q7q7q017v18HAlQodNreE57JiGRSRSJV2uhAgEyT5fNk2w0LDAAAAKCRkMBDK2LlMhHpmoXfnAYPVeruBCyfJyJVq8abU+6e53J769y2Samapfi110tUz8iLVMo8d07XKsWvQyHz3Dmx9xyV5XLEmKp+OJ8x8njIsva6wr81LZ33XoXHc7/x3vp3rtOrVUp9a/Scew06R6lEuxh8p0Edgw8AAADQFpDAQ0tylkZr3iXGORExrQ8+oFbirC7WrGHmNHjohrldca7mqlkXkDFirJ6Rd+Kp+ck6DepYR5WSOK8ZvxaCiPhD95DtijMta428dhrUUSBAyvuxVSMEEbG9frLtzhnP3cxMqmvwAQAAANoBEnhoRdo5YFyp1GhnWQ8adwznaHrNNcatBnssFO8MJquZOds2aV3PyDurxzWDLxatM2fqqHKv3W6Ssmbm7wzOnu/2c7b915qWW6l1lTMCO3C2nLCa+xqcteiDu/WwNZkm7WZm1jv4AAAAAG0BCTy0Ih0IyESCVd/+rTXL54mxOi8za1u6u9uameHr69UaVSoslyO3u+ZO+8eZpna7qVxmVdPUrc3eex95OTpqnTlTc2+8c8BbDQ/vtX+ndl31wWH5PJXLOhze6zV12uslIVixSFWX7lkuJxOJmscEPk7F49bMDNvYqBqE5um0cx3AXvtva1v/JlQvDWjbrFgkw6jzDj8AAACAlocEHlqRDoXINFk2y3Y+pcxTKbJtHQrtVA/8sLJHR0kIvrpa5Qi6uHPHOn1aDg/XcVu47uqSiQRbXd05ApunUjKR0F1de+1cDg+raJTy+SqlwvniolNJfscy+ztTY2PWzIxYXNxxEV5rcfu2NTOjRkf32jkxpiIRUqrKAwJWqTAnwQ6H99q9Ghoit5unUnzn8+3i7l2ybdXfTx22Aq8iEeKcbW5WORXC19bk1JSKRmvvtAcAAABoT0jgoSVxLvv6ZCLBFxe33VHM0mm2vi6PHlX9/Y2Prsn8fjk5aZ06Zc7NbZvDi9u3+fo6eTz2sWN1dK+6urTbzZwc++On3G1bLC7KiQkVi9W3i9t68UXrzBlx8+a2aTBfXRW3b1svvGB99rP1BB+Pq5ER61OfMufmtsnhtRY3brBsVodC9tRUPf339sqnnmKbm9sWgWeVCl9clJOTqre3nl3chmEfP27NzIjr17etPsiXl/m9e9bzz8uTJ+sIvr25XKq7W05OioWFbXN4vrbGMhnnMrnGRwcAAADQGJ21dAltRMdiqlgkInH1qg6HdTConUOwxSJLp1mhIKen5chIZ+6VtU+cYJmMRWS+9ZaKx3VXl/J4yLZ5NiuWl6lQsM6etZ5/vs5FWs7V+LhUSly6JIpFHYuR10tCUKnE19fZ5qacmNCBgNr78rhDTk1Zzz9PROa5cywaVT09+qOC+Wx5mW9uWmfOVF54QY6N1de/deqUK5u1jh83335b9faqSES73cyyWCYjlpaoXLY+/Wn77Nk69iYQEZmmHBsjpcSVKyKfV5GI9niIMWbbLJtl6bScnNTRaN05pJyYYJubRGS++Sa7/8kS8WyWr6ywbNZ67jnr9Gm19/35h4Dq7WWlkhwbE9eu6UhEBwLaNEkpVizyzU0qleSxY3JsrNO25AAAAEBHwRcdaF1qcJA8HhKCpBTJ5P3XZSKh3W41PNxpp98f4Nw6c8a4eNEZHHN29n7hcmtmRkej9szMnk+/P0S73fbkpHa7WS5nXL1K+TwRMaVYPi+np1VXlxoYeJJdytaZMyoY1F4vKxbNc+ceft0OBCovviifeqruzskwKp/5jPHuu8S5eeECX1h40P/MjOrpsU6fpqoXuVen/X45NaXdblYsPjYtqbdX9fY+4QqwfeqUc4SELOvxTzYQsE+fVvH4k/TfxhiTo6N8eZk4J6Ue/zfB51Od+kQPAAAAOgcS+M5QqfB0mhUKZNskhPZ4tLNy2PJUV5fy+41Ll8jlYtmsNgwKh7XHIxOJdjnmyu/d4wsLrFAgrcnjkb29amhoHxYJObdPnrSHh91vvCEnJlg+T6apurrksWP2iRP7ELfLJScmxJ07OhajUokqFe12q8FBOTqq9366++PkJz5RnJoy//u/SSmWThORjkatEyesX/7lfTjdbRj2s8+q8XEdj7PlZVYqaZdLd3XJo0fl3gvjfZwzA1kmo2IxVi6TUmSaOhBQkci+1D+XU1NyeNi4dUv197NSiTjXfr/s61N1FTXYFiuX2eYmtyzy+Xg+z91uHYnoPVb1awLGVF+fisX45qYOhciyiHPt8TibdJodHAAAAMCBQwJ/2GnNl5b46ipp/fiCVSQiBwdbfLspn583P/iASiVzdvbBq7mcuHXLfvZZFYs1L7Ta+Nqa8dZbLJN5OHhrZoY++MA6ebKeImqPMq5cEVeukGWJ69e3fuOdO9rl4qurlZmZvV4g97hCwXz7bX7vnvnmm+RcXKc1f/pp19KSnJy0T5x4wkyS37tnvPMOKxb5yorzClta4iMjrp//3H7mGdXb+0TBfzTtVSQiVla010tEbHOTpVJCqf2a9joU0k+wzaEGj8eenqbp6f3vWSm+sOCc4Rc3bpDXaxQKamKClpZULKYGBvbrGcEBcrlw0B0AAAA6U0snb/CktBY3b7JsVly7psNhNTSkTZNJyQoFceMG2TadOCEnJvZ6mVbDGO+/L+bmzNlZFYs52+ZJa5bNmpcuUT7Pcjnr+edbtogdX1gw33jDPH+e/H45Pq79fmKMFYvi6lW+sUGlkszn7SfYKG6+8Qa/fdt8803V1bU1OEqxbNZ8/30qlVg2a3360yoSqTP4XM589VXzlVfI5VLDw9TfT0JQsShu3eJrayQl29y0Xnih7kxPXL9uvPuueeGCDoflxIT2+UhrVigYV66wTIYVCtanPqWOHKmv88en/fCwNow2mvYHy7bF9eusVBLXr+toVI+MUCikNjed6gY0McGKRXnkCAlRuysAAAAAaDgk8IcZX1hg2ay4devhwk7aNLXHQ9EoX1pyDlHLqakW3I7O5+fF3Jz51ltyevrhG7m0z6d6e8XCgnn+PHFu/d//24IFvXgmY775pnn+vBwZUX1991/XXi/FYnpz03zrLSJSwWAdV50TkfHhh/z2bfPdd+3jx/VDx7m13696e8X8vPnaayRE+fOfrydNVcp4/XXzlVdULCYnJhjn5Iyw2y1NU/b2mu+/b508abzzjn3qVB3B85UV4913zTfekBMT6qGL6LTPp+JxvrpqvvEGEVmhUH2Hvfndu9Wm/b17rTztD5q4fdt4/33t88nxceKcGwa5XNrrVS4XRSL8zh01PCzu3Km7giAAAAAAHKiW3yoJ9WKlEl9fF9evb79hmDHV1+dUEdv2Qqwms23zgw/M2Vk5MbHtfdpycFD19Zmvvy4++KDx0dUk3n/ffP111d//cPZ+n4pE5MSEOTtrvv8+KbXn3gsFceWK+dZbdiKhP16MjTE5Pq6iUSoUjMuX6wjeuHqVZTI6GJQTE9ukuB6PdfSo+fbbYn6+ynXl1fp/913zwgU5MqK2u0ZedXfLkRHzwgXj3Xfr6NyZz+LGjR2nfX8/OdN+Y6OO/tsaS6dZNksulxoc3Gb3hBBqcFDMz281AwAAAIDWgwT+0GLr6yKZVF1dOx73ZUx3d4tkkm13HXdz8YUFKpV0JFJlE7gcHibD4IuLVKk0MrbaCgV+7x6Zphwa2qmJikR0OLzVco+M27dJShWPb5O9f0SOjppvvilu3dpr5+TUHZidlaOjOy5Qu1yqt9e8cIF/dPZ+D52nUiydJp+vyil31dtLHg/b2OCbm3vtf2vax2JVpr1ypv3a2l47b3c8lRLJpOru3vGT5Vx1dYlkshUf6gEAAAAAEvhDjOVyRKSrbi/XHg+ZJisWScpGxbUrfHXVOfperRFjKhwmpfjycqPi2hW+ukpEKhKpvkNbxWLm7Oz9Em67x1ZWzNlZvd3y9QMulw4EqFzecw5cKrFMhjyeKk8HiEh2d9NH73RP+MqKOTurotHqzZwGdXyybT3tDxrL5UiI6p+sDgSIc2cYAQAAAKDVIIE/tJhlEec1q207F0cx225IULvFSiUiqn2dmMfzoHHL4KUSOVlidU5p92Jxr/0771fV6n/rQuw99r8VfM3LtF0uYoyVy3vqnIicK+VrDo72es3ZWdr7J8tsu32n/cGSkpQiw6hx8p8xMgyy7XoOdwAAAADAAUMCf3hxTlrXbqYUEelWq+blFMGumUI4wbdYxWxtGETEdhd8PeW+ndPLu+x/r4Xid9m51qR1PSPvpNY1+3fWxusbnPad9gfKebO7HBzG2uAyOQAAAIDOg69oh9bWpWvV1zC1ZuUycU6m2ai4dkUHg0Rbq7VVMKfBwd3FXRdn/3bNTcgsn7dmZrbe6Z76DwaJiNcqM8bzeSJSe+xf+XwkBCsUqmd6zm/Xe79qXgWD1szMLgenjvsFtqZ99a0BrTrtDxbn5HKRZdU4OGDbZNu6M+/YAwAAAGh5SOAPLR0KyUSCVT0CzTIZUkqHQq12n5YaGLBmZsTKSpU0khUKLJslj6fGUfmGU93d5HazTKba9nitt47KDwzstX85MGDNzFQ/PM83N6lc1tEoVT3wvA3DUD09JCWvWuONLS9bMzN1BK8GBohznkpRle3rlQrf2CDO6+h/a9pXrTDfstP+oKlQiLSuXhbBKc6vt7v6AQAAAACaDgn8oeUU4maZzE43QrFKha+tyURC9fQ0OLaaVCymenupXBa3b2/fQmvjxg3r9GmZSLTcXl/O5eSkdfq0cePGTg8gxM2bVKmo/v4qZfZ3ogYHdSjEstkdK9hXKmJ+3pqZsaen99o5EcmjR62ZGXHnzk5H0PnaGt/YII9Hjo/vuXePR46OkpQ7Do7Wxs2b1qlTcmysjkvs23raHzTV3S2np9nGxk4bc1ihwDY35dGjKh5vcGwAAAAAsBs1Sj1BGxNCDg+TbYurV7VlqWj04fVGls3ylRU5MaF6e7XX28Qwd2KdOsU3N83XXiPLkmNjD5clY/m8cfMmFQo6HrenppoY5E7so0f50hLl8+alS/aRI4/U/a5UxK1bfGPD+vSnrU99qp7eObdPnWL5vHn+PKtU5NDQw2fFeTotbt60PvlJNTKihofr6F7F43JykojMt9+WY2OPlLvXWiwu8sVF67nnrGefrVkrblv2yZOVlRXXz39uzM3ZR448kqWXSsbNmyyb1YGA/YlP1NE5CSGHhtp32h8sl0sNDJDW4to11dOjHz57ojXLZPjqqpyaUoODnXW4AAAAAKB9IIE/zHQoJIeHiTExNyc2NrTfT4ZBUrJikSoVmUio7m7V19fsMHfg91svvEBCmK+8wtNpHQw6pdF5LkfO6fF4vHL2bMstvzs4r5w5Q0Rsfd2cndWBgHNcnJVKLJezTp2SPp919izt/Qy5Q8Xj1vPPE+fm66/ztTUVCpHLRUrxXI6KRWtmRg0NWadO1R2+/fTTzklpc3aWFhaop4cMg4pFc2WFbNt6/nnr1CnV319n7y6X/elPE2MslzPffFMHg04uzQoFlstZp0/rcLhy9mwdy+8OHQ638bQ/YCoedwr4iWSS1tdZKESFAk+nKZcjy5LT02pgoNXOpAAAAADAfUjgDzkdi0m/X4dCLJOhYpFXKsowqLtbBwKqr6+OCmo7/ya9tePasvZr+U7FYuXPfU729Yk7d8iynBclEfl8diIhJyb2LXvXmiyLSamFqDtvfJzHU/nMZ4yrV8nno0LhweumKUdH7ePHn/AXqf7+8uc/r/r7+cLC/bJkkkgHAvZTT6nR0SfpnDi3n31W9ffrcJin0+TxONvdrZER1d8vT5xQT1Y4UAUClc9/3vjwQ3K76eGCc263nJy0E4n61vbv07GY9Pm2pv1DG/W1z7fP0/6g2TazbWJMm+Z+zXbV06P9fh0IsGyWEZHXq0xTdnfrYFD193fixgQAAACA9oEE/vDTjLF0Wty6xdJpkpILob1eNTys+/t3caNUbaxQ4CsrLJvlpkkej5FOa7dbd3Wprq59SDk8HvvUKftTn+Jra1QokBAUDNZxbnxHlsWXl3k6/aCmmmGoSET19OzDYwjO7elpe3qap1KUz5OU5POpeHzfnjv4/dYv/RLZNl9fp2KRhKBw+AlT64fpeFwePaqXl0lrsm0thPR6VU+PqnfjwCMMwz550j5xYmtwiMjv38ej19rjkWNjZNusWCTbJiG0x7NvT2cOmtY8lWJraw8OqzOmAwHV06P3Xpl/m+5NU7vdLJdj5TIJwcpl8ni0262f7LkJAAAAABw0fF075PjKinnhApXL5uws+Xza5dpKad54w7p71/7kJ+XExBP1f+8eX1kRySQJwYJB8npFKkXlskwk2Pq6Gh939r0/8dvgB1FyjKXT4vZtceUKMaY9HhKCSUmlktBaHjsmR0b0PiXDKhajg9uWbBiqt3ffe+ChmJgAACAASURBVOXr63xhQczNMSEoHichKJ8Xt287uaUcG9N7rW+//a/hKh6ngyuZZhjttN7usCxx8yYrFkUySS6XNk0iYqUSSSkTCdXVpQYHn6R+PtvcFHfuONOeBQIUDLJ0WhQKIpnc32kPAAAAAPsOCfxhxlMp83/+xzx/XnV1WZ/85IPlR63F4qL5xhvOadi6c3i+uMhXV8X166q3V4dChsdDHo8MBlmlwhcWWD4vlbInJ1tz2ZNlMmJ+XiSTOhpVsdiDOnBS8lRKXL5MSsnx8fZL//YDX1/nd++Kq1d1PK5iMXK2PEgpw2G+tMQyGZJSTk1pj6fZkR46ti2uXTMuXtRerxodffD8S2uWy4kbN4iIaS3rKk9IzkOrW7dEMqljMRWLMZeLAgEVDstKBdMeAAAAoPUhgT+8lDIuXDDPn1eDg3Jw8JEfMSYHB7Xfb775JnGue3vV3vflslxuK3sfHtaPpuja5dKDg3x5WVy6pD0eeeTIE76V/Wfb4vZtkUyq/v7HcxUhVHc3c7vF3BwJYR89+nCN907AymW+sCCuXlWDg9rnYw8v9hqG6uvjLpe4ckWbppye7rSr1A+aWFw0Ll7UgYDq739kbBnTwaD0esXNm5KIBQI6Gt1z77Yt7tzBtAcAAABoXy1ZwRv2g7h5k+XzOhR6PHv/iIpE1MCAeeEC//DDOvrnS0simVQ9PXqHBXbV00MuF8tmmXPCuZXwtTWSUkciO6006lBIh0Jk23xtrcGxNR1fWRFzc7qra6dN8ioW0z4fK5fZ5maDYzvcWLnMNjacpyTbPxkxDNXbK5JJvrxcR/97mPbr63X0DwAAAAAHDQn8ocUXFszZ2ep3fcm+PmJMLC05e+n3wLJYPk+mWW2rLWMqGhXJZAumeWxzUySTquoapo7FRDLJ0umGRdUStGbpNHFeY3CiUZFM8k4bnAPmTDYdDlcpc6h9PvJ6Wbn8oL7d7vvfzbRv1b9ZAAAAACAk8IcYz2aJqEZNciHI56NymYrFPXXOymUiqn3jlHO/98P3hLUCrVm5TKZZvc68drnIMOpIk9oasyySUrvd1ffGby3O73HaQHWsVBLJZM0/q63SA3sd/F1Oe7ebhOi0aQ8AAADQLpDAH16WRULUPKKshSAi/tEt67vlXDxe65SsdhYSP7qlvFU42w12c5cb56T1nrcntDXnw6o5OIwRY6yjRqYBdvdn5TTY8+Dv8pN1+u+0aQ8AAADQJpDAH1ra7SYpaybPrFIhIrXXcuLOfdG10n7mXK7eapdLO8817l/8vhOtSUrifN+ubW8Hzk3grOYzF9smrXFt+P7aGs+aM9O2HzTePcPY7bS3bRKio6Y9AAAAQLvAV7RDS8diRMRTqSptWLFIpZIOBGiPCbz2eolzVixWX6ZjuZxMJLTfv6fOG0D7/SQlKxSqtGHFIknZgsEfLNMkl4tKpeqZnlOYsOMG54Bpv18mEiyXq9pIbw3+DiUGq/dPUrKqe++dP2p8sgAAAACtCQn8oSXHxqyZGbG4SFrv1EbcuWPNzKjR0T33zrmORJwr03dsY9ssnSbGtHOLeCtR0ahMJNj6+o6DozVfW5OJRPWKX4eSMzjVyu8rxVMpmUjUc5MZ7EyHwyQEy2SqlI1gm5tkWToYrH6Uffv+nWm/tlZ72rfe3ywAAAAAEBL4Q0z19qr+fiqXjbm5bTfSi9u32eYm+Xx2IlFH/7K3Vx47xlKp7eu027ZYWJATEyoe3+meuSbS0aj2elmxyJeXt0lmtObLy1QqaZ+vA3NU1d1Npskyme3vElOKLy7K8XEdiWCddp8JoXp75dQUv3dv2/MpLJfja2tyerr67RI7UdGo9nhYschXVjDtAQAAANoRjrAeZtbMDMtmXT/7mXnxouzrU9EouVwkJU+n+dISy+Wss2et55+v84y6yyVHRkgpMTen83kdiWwtCVoWy+V4KiUnJnQwWF+mceAYk2NjzLbFpUuiXFaxmPb7iXNnXz1fX6dKRZ44IevYm3AICCHHxkgpcfkyLxSoq4uCQeLc2VLBUyk5Pq49Hjk01OxADyHV3c2KRUkkrl/X0agOBLTLRVqzUoml0yyTkYmEHBqqfQHEthhT4+NSyq1pH41SOExEJCXLZjt92gMAAAC0AyTwh5rLVfnc53QwyO/dM2dnxa1bxJiz8mbNzOhw2H7uuRr3zFWlQyF55AiZJlUqIpnkKyvkdotslojk9LSKxdTgYM0y+E3jctmTk9rlYvm8SCaJ6P7gyERCBwJyZKSOXcqHg/b55OSkNk1WKhlXr1I6TYwxKXk+LxMJHYnIoaHaxdKhLnJkhLtcxJiYm2Nraw9PSxoelkND+kn+Zh+d9nx1lXw+kc+TlJj2AAAAAK0PCfxh53JZL7zAV1bk6Cjf2GDlsjZNHQ7LwcF6jr5/jA4E7OlpvrmpQyGDiFwuO5/XgYCOxfReK9s3nsslJydZJqOjUSoUmJRaCPL7VSSig8FmB9dk2uNxzkszZ691paINw/Z41MiIDgSaHd0hp/r6dCymurtZLscsixjTbrcOhVQstg/F4R+a9syyyOORxaLtdmPaP1Cp8GyWikWmlBZC+/06FEJZfgAAAGgFSOA7gurpUT09B9U75yoWo1hMeb3k88ltD063MB0KySdY0jy0lOKLizyVIs5pcZGImFJscFDcuqX6+lRXV7PjO+S0y6UP8viJM+25aVI4LDc3Zc3r5TqElPzePZ5KkdZbG3OcvQ+GgWkPAAAArQAJPAB8jG2L69dZqSSuX6dwmIaGSAhdLvN791g2S7ZNhYIaHm52lAD7yrLEjRvOtNehkBoYcOpiYNoDAABA60ACDwCP0lrMzxvvv6/9fjk2xgyDnJ3VbrdijEWj4uZNIiKXS/X2NjdSgH2jtbh16/60f7jEgw4GWTQqbtwgwrQHAACAJkMCDwCPYBsbLJ8nj0cNDHy8BqH2eNTgoLh2jRjbutcAoP1xZ9p7vTWmPeeY9gAAANBEqMoDAI/ga2simVTd3TvdIKBdLh2Nirk5nko1ODaAA8JqTnu3W0ci4soVTHsAAABoIiTwAPAQ22bFIrlc1W8ad8qVs2y2UWEBHKT7077q3RnOBX6Y9gAAANBESOAB4AFm20Ska90Erl0uYoxZVkOCAjhYzkyuPe1NE9MeAAAAmgsJPAA8ZIf9w4/TmrTebWOAFrf7mYxpDwAAAE2FBB4AHthaYyyVSOsqzVi5TM46PED725r25XL1Zpj2AAAA0HRI4AHgIZzrQICkZLlclVYsnZaJhHMkGKDtCaH9frLtGtN+cxPTHgAAAJoLCTwAPEJ1d8tEgq+tkW1v24AVCiyTIc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Ya casi está. No es tan complicado. Ya hemos visto las ideas fundamentales de la visualización con ggplot2
:
Los gráficos se inician con la función ggplot()
. Generalmente aquí se especifican los datos (data.frame) que queremos utilizar
La función aes()
sirve para asociar/mappear variables con atributos/características estéticas del gráfico. De hecho el nombre del función aes()
viene de aesthetics. Las aesthetics más importantes de un gráfico suelen ser los ejes x e y, por eso se ponen siempre al principio de aes()
; es decir, son los 2 primeros argumentos de aes()
. En nuestro ejemplo hemos asociado la variable Sepal.Length
con el eje x, y la variable Petal.Length
con el eje y. Veremos más aesthetics, como por ejemplo el color o el tamaño (de los puntos … o de las lineas o …)
Con geom_**()
elegimos el tipo o geometría de gráfico. Hay muchos tipos de gráficos, así que habrán muchos geoms. Por ejemplo: geom_point(), geom_line(), geom_ …
Estas 3 ideas son las principales para entender ggplot2. Después hay muchas más opciones y elementos que serán muy importantes para conseguir un buen gráfico, pero en cierta forma son secundarias; por ejemplo, los títulos, los ejes, las escalas, el tema etc… lo iremos viendo poco a poco.
Afiancemos las ideas principales de la visualización con ggplot2
. ¿Piensa que hará la siguiente linea de código?
ggplot(iris, aes(Sepal.Length, Petal.Length)) + geom_line()
La primera parte de la instrucción es igual a la anterior: queremos un gráfico con el data.frame iris y queremos asociar la variable Sepal.Length con el eje x, con la propiedad aesthetic eje x y Petal.Length con el eje y; pero le hemos pedido un gráfico de lineas (geom_line()). En este caso hacer un gráfico de lineas no tiene mucho sentido, pero si se lo pedimos a R, este nos hace caso y nos lo muestra.
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)
Ya dije que una de las características importantes de ggplot2
es que funciona por capas que se van superponiendo; para ir añadiendo capas a nuestro gráfico tenemos que usar el símbolo +
. Por ejemplo si quisiéramos ver los puntos y las lineas ¿Cómo lo hacemos?
ggplot(iris, aes(Sepal.Length, Petal.Length)) + geom_point() + geom_line()
![](data:image/png;base64,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)
Tampoco son muy útiles la lineas en este gráfico.
Otra geometría o geom_() que se usa mucho es geom_smooth()
. Probémosla:
ggplot(iris, aes(Sepal.Length, Petal.Length)) + geom_point() + geom_smooth()
![](data:image/png;base64,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)
Del gráfico puede inferirse que hay una relación, no lineal, pero sí directa o positiva entre la longitud del sépalo y del pétalo; pero también se aprecia que hay al menos dos grupos distintos de lirios. Hay un grupo de observaciones cuyo pétalo parece ser claramente menor que el del resto de lirios. Veamos si esto se debe o esta asociado al tipo de lirio, recuerda que hay 3 tipos de lirios, asociados a la variable iris$Species
. Para verlo en nuestro gráfico lo que vamos a hacer es asociar/mapear la variable Species
con la aesthetics color:
ggplot(iris, aes(Sepal.Length, Petal.Length, color = Species)) + geom_point()
![](data:image/png;base64,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)
Pues parece que sí, que la especie de lirios “setosa” es más pequeña, al menos en longitud, del sépalo, pero sobre todo del pétalo.
La variable Species
podríamos haberla asociado a la estética tamaño (size), o a la estética forma (shape) pero no sería tan útil ni quedaría tan bonito el gráfico. Fíjate que incluso R nos avisa de que asociar la propiedad o aesthetic tamaño con una variable categórica como Species no es muy recomendable.
ggplot(iris, aes(Sepal.Length, Petal.Length, size = Species)) + geom_point()
#> Warning: Using size for a discrete variable is not advised.
![](data:image/png;base64,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)
También podemos asociar la variable Species
a la estética “forma”(shape). Lo hacemos en la expresión de más abajo. Como veis, ahora las diferencias entre especies de lirios no se aprecian tan bien como cuando usábamos color = Species
ggplot(iris, aes(Sepal.Length, Petal.Length, shape = Species)) + geom_point()
![](data:image/png;base64,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)
Os va a costar hacer gráficos, normal!!!, pero espero que la idea principal ya la tengáis. Lo que pasa es que no os he contado todo, en realidad es un poco más complejo y versátil. Lo medio explico en el siguiente apartado.
Más ideas sobre ggplot2
Ya tenéis las ideas principales para hacer gráficos con ggplot2
, pero no os lo he contado todo, tampoco lo voy a hacer ahora, pero si contaré las cosas de una forma diferente para que tengáis más flexibilidad/versatilidad a la hora de hacer gráficos. Si queréis saber toda la verdad tendréis que ir al libro de Hadley, concretamente aquí.
La forma que os he contado de hacer gráficos ggplot2
es la que veréis habitualmente, yo también hago mis gráficos así, solo que para entender mejor el funcionamiento, la sintaxis de ggplot2
, os lo tengo que contar otra vez de una forma un poco diferente o ampliada.
Un gráfico de ggplot2 se inicia llamando a la función ggplot()
eso es cierto y también es verdad que generalmente dentro de ggplot()
se indica el data.frame que vas a utilizar y con aes()
que variables vas a usar y con que elementos visuales o estéticos quieres asociar cada una de la variables que vas a utilizar. Correcto, pero …. en realidad un gráfico ggplot2 se hace por capas, cada capa se especifica con una función de la familia geom_xx()
, así que en realidad los datos y las aes()
se “deberían” especificar dentro de la función geom_xx()`.
Parece un poco de lío pero en cuanto lo entiendas es muy fácil y te puede dar más flexibilidad a la hora de hacer tus gráficos. Empecemos: ¿recuerdas que hacen las lineas/expresiones de abajo?
ggplot(iris, aes(Sepal.Length, Petal.Length)) + geom_point()
ggplot(iris, aes(Sepal.Length, Petal.Length)) + geom_point() + geom_line()
Podemos pensar que las funciones que hacen la representación gráfica realmente son las geom_xx()
; es ahí donde deberíamos especificar los datos y variables/estéticas que queremos usar, pero si no las especificamos en la función geom()
, entonces, ggplot2 mirará a ver si existen, si están especificados, dentro de ggplot()
.
Ahora que ya sabemos el funcionamiento básico de ggplot2
, veamos algunos detalles mediante algunos ejemplos. Hasta ahora hemos especificado el data.frame que queremos graficar con ggplot(data = my_df)
o con ggplot(my_df)
y las variables que queremos ver, y a que propiedad estética queremos asociarla, con la función aes()
dentro de ggplot()
. Si lo hacemos así, todos los geoms_xx()
que utilicemos compartirán el conjunto de datos y las variables/estéticas a mappear y mostrar; pero a veces, en gráficos más complejos podemos querer hacer que cada geom_xx()
muestre datos y/o variables distintas.
Entender que cada geom_xx()
puede estar asociado a distintos data.frames y/o variables es importante para tener más versatilidad con ggplot2
.Por ejemplo, las siguientes tres expresiones hacen el mismo gráfico. Se suele utilizar la primera expresión, pero la segunda y tercera expresiones son “más flexibles”, aunque es verdad que si sólo se utiliza un geom_xx()
no ganamos nada por usar la segunda o tercera expresión, pero no será el caso si en nuestro gráfico necesitamos usar varios geom_xx()
ggplot(iris, aes(Sepal.Length, Petal.Length)) + geom_point()
ggplot(iris) + geom_point(aes(Sepal.Length, Petal.Length))
ggplot() + geom_point(data = iris, aes(Sepal.Length, Petal.Length))
Fíjate, como detalle, pero importante, que si utilizas la tercera expresión; es decir, si especificas los datos dentro de la función geom_xx()
, es necesario poner el nombre del argumento ; es decir, debes poner data = iris
, no puedes poner solo iris
. Yo me olvido siempre de este detalle.
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)
En este caso (como el gráfico solo tiene una capa, como sólo usamos un geom(_xx)
) no ganamos nada por usar la segunda o tercera expresión; PERO, cuando usemos varios geom_xx()
esto nos dará muchas posibilidades para nuestro gráfico.
Intenta descubrir las diferencias y funcionamiento de las 3 siguientes instrucciones. Recuerda que puedes correr las instrucciones en R para ver que hacen exactamente.
ggplot(iris, aes(Sepal.Length, Petal.Length, color = Species)) + geom_point() + geom_smooth()
ggplot(iris, aes(Sepal.Length, Petal.Length)) + geom_point(aes(color = Species)) + geom_smooth()
ggplot(iris, aes(Sepal.Length, Petal.Length)) + geom_point() + geom_smooth(aes(color = Species))
Veámoslas una a una:
- Los datos y las 3 variables/estéticas dentro de ggplot()
ggplot(iris, aes(Sepal.Length, Petal.Length, color = Species)) + geom_point() + geom_smooth()
![](data:image/png;base64,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)
En este caso los 2 geoms comparten el conjunto de datos (iris) y las variables/estéticas a graficar
- Los datos y 2 variables/estéticas dentro de ggplot(), pero una tercera variable (Species), asociada a la estética color, aparece solamente en
geom_point()
ggplot(iris, aes(Sepal.Length, Petal.Length)) + geom_point(aes(color = Species)) + geom_smooth()
![](data:image/png;base64,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)
- Los datos y 2 variables/estéticas dentro de ggplot(), pero una tercera variable (Species), asociada a la estética color, aparece solamente en
geom_smooth()
ggplot(iris, aes(Sepal.Length, Petal.Length)) + geom_point() + geom_smooth(aes(color = Species))
![](data:image/png;base64,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)
Espero, seguro!!, que te has dado cuenta de que si especificas el data.frame y las variables/estéticas dentro de ggplot()
esto afectará a todos los geoms del gráfico; pero lo que se especifique dentro de un geom_xx()
solo afecta a esa geometría.
Otro ejemplo para entenderlo, ¿por qué no funciona la siguiente expresión?
ggplot(iris) + geom_point(aes(Sepal.Length, Petal.Length)) + geom_smooth(aes(color = Species))
Pues porque para poder representar la linea suavizada se utiliza geom_smooth()
, y geom_smooth()
necesita como mínimo tener variables asociadas a las estéticas x e y. Como veis, dentro de geom_smooth()
solo hemos especificado la estética “color” y tampoco hemos especificado en la función ggplot()
que variables se asocian con x e y. Por lo tanto, geom_smooth()
no puede hacer su trabajo, le faltan los “datos” de x e y para calcular/obtener la linea suavizada.
Vamos con otros ejemplos. La siguientes expresiones tampoco funcionarán si intentáis correrlas en vuestro ordenador. ¿Por qué?
ggplot() + geom_point(data = iris, aes(Sepal.Length, Petal.Length)) + geom_line(aes(Sepal.Length, Petal.Length))
ggplot(aes(Sepal.Length, Petal.Length)) + geom_point(data = iris) + geom_line()
ggplot() + geom_point(data = iris, aes(Sepal.Length, Petal.Length)) + geom_line()
Otro ejemplo: hagamos algo más marciano/complicado. Supón que quieres hacer un gráfico diferenciando los puntos por color para las tres especies de lirios, pero quieres que solo se vea la linea suavizada para las dos especies más grandes (virginica y versicolor). Los lirios más pequeños son los de la clase setosa. Igual se puede hacer de otra forma pero la que me viene a la cabeza es hacer lo siguiente:
Primero, crear un dataset que sólo contenga a los lirios grandes, los de las especies virginica y versicolor.
iris2 <- iris %>% filter(Species != "setosa") #- me quedo con los lirios que no son de clase "setosa"
Para después hacer el gráfico con cualquiera de las 2 expresiones siguientes. Prefiero la segunda porque hay que teclear/escribir menos, pero puede que sea más didáctica la primera.
ggplot() + geom_point(data = iris, aes(Sepal.Length, Petal.Length, color = Species)) + geom_smooth(data = iris2, aes(Sepal.Length, Petal.Length) )
ggplot(iris, aes(Sepal.Length, Petal.Length)) + geom_point(aes(color = Species)) + geom_smooth(data = iris2)
Otro ejemplo más: ¿y si quisiéramos que las 2 especies grandes se representen con el mismo color? Hay varias soluciones, una de las más marcianas es la que propongo abajo. Es una solución rara, pero creo que os ayudará a entender ggplot2
Primero voy a crear un nuevo data.frame sólo con las observaciones de los lirios pequeños, los de la clase setosa.
iris_setosa <- iris %>% filter(Species == "setosa") #- me quedo con los lirios pequeños, los de clase "setosa"
ggplot(iris, aes(Sepal.Length, Petal.Length)) + geom_point() + geom_point(data = iris_setosa, aes(color = Species)) + geom_smooth(data = iris2,aes(Sepal.Length, Petal.Length) )
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)
Otra solución, quizás más lógica, consiste en primero agrupar las 2 especies de lirios grandes (versicolor y virginica) en una sola clase.
iris_solo_2_clases <- iris %>% mutate(Species_2 = ifelse(Species %in% c("versicolor", "virginica"), "versi_virgi", "setosa"))
Para después hacer el gráfico. Además el gráfico lo podemos hacer al menos de 2 maneras, la segunda mucho mejor, la primera expresión es un poco enrevesada:
ggplot(iris, aes(Sepal.Length, Petal.Length)) + geom_point() + geom_point(data = iris_setosa, aes(color = Species)) + geom_smooth(data = iris_solo_2_clases,aes(Sepal.Length, Petal.Length, color = Species_2) )
ggplot(iris_solo_2_clases, aes(Sepal.Length, Petal.Length, color = Species_2)) + geom_point() + geom_smooth()
![](data:image/png;base64,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)
Como veis, en ggplot2
hay varias maneras de hacer el mismo gráfico. Esto al principio puede abrumar/molestar, pero muestra la flexibilidad de la sintaxis.
Para ir acabando con la “filosofía”/sintaxis/gramática de ggplot2
intenta imaginar que gráficos hacen las 6 expresiones de más abajo.
Si no puedes, recuerda que siempre puedes ejecutar las ordenes en el ordenador. Fíjate sobre todo en la tercera expresión
ggplot(iris, aes(Sepal.Length, Petal.Length)) + geom_point() + geom_smooth()
ggplot(iris, aes(Sepal.Length, Petal.Length, color = Species)) + geom_point() + geom_smooth()
ggplot(iris, aes(Sepal.Length, Petal.Length, color = Species)) + geom_point(color = "purple") + geom_smooth()
ggplot(iris, aes(Sepal.Length, Petal.Length, color = Species)) + geom_point() + geom_smooth(color = "brown")
ggplot(iris, aes(Sepal.Length, Petal.Length)) + geom_point() + geom_smooth(aes(color = Species))
ggplot(iris) + geom_point(aes(Sepal.Length, Petal.Length, color = Species) ) + geom_smooth(aes(Sepal.Length, Petal.Length, color = Species))
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABUAAAAQVCAIAAAD8UPecAAAACXBIWXMAAB2HAAAdhwGP5fFlAAAgAElEQVR4nOzdd2AU1dow8OfMzPaSHkiBEFLovcZIEZCiFIHLBZGiUq5YsOBrxU+vyit6L3qvyFWvBVFeBAVRlCaI0kLvKZRUICE92WT7Tvn+GFw22xPILiHP7w9NZmfnnOwMe+aZc85ziCAIgBBCCCGEEEIIodsbFewKIIQQQgghhBBCyDcM4BFCCCGEEEIIoRYAA3iEEEIIIYQQQqgFwAAeIYQQQgghhBBqATCARwghhBBCCCGEWgAM4BFCCCGEEEIIoRYAA3iEEEIIIYQQQqgFwAAeIYQQQgghhBBqATCARwghhBBCCCGEWgAM4BFCCCGEEEIIoRYAA3iEEEIIIYQQQqgFwAAeIYQQQgghhBBqATCARwghhBBCCCGEWgAM4BFCCCGEEEIIoRYAA3iEEEIIIYQQQqgFwAAeIYQQQgghhBBqATCARwghhBBCCCGEWgAM4BFCCCGEEEIIoRYAA3iEEEIIIYQQQqgFwAAeIYQQQgghhBBqATCARwghhBBCCCGEWgAM4BFCCCGEEEIIoRYAA3iEEEIIIYQQQqgFwAAeIYQQQgghhBBqATCARwghhBBCCCGEWgAM4BFCCCGEEEIIoRYAA3iEEEIIIYQQQqgFwAAeIYQQQgghhBBqAZhgV+B2VFtb26zHVyqVPM+bzeZmLcULhULBMAwAGAwGnueDUgeappVKZdArAAA2my245wIATCZTECtwm1wMRqOR47igVICiKJVKBQAsyzqdi9DQ0KBUCSHkJ51OJwhC8x1fIpHI5fL6+vrmK8I7hmHElsJisVit1mBVQ6VSsSxrsViCVQGlUknTNAAE8VyIF4Ner2/WS84L+8VgtVqDeC5UKhXHcUG8d7JfDE7nQiqVird2CN3ZMIB3g2XZZj0+IYQQ0tyleEFRlPjFx7JssGI2QghN0xzHBStmAwD7hxDccyEIQhArIJ4IAAj6ueA4LlifA8Mwt8PFgBBqApZlmzWaEr8fOI4LVsxG07T4BQXNf3/iBUVRQa+A/Ys6WHUQz0VzX3Je2D8ECPa5CGKTDQ0vBsdzYf9wELqz4RB6hBBCCCGEEEKoBcAAHiGEEEIIIYQQagEwgEcIIYQQQgghhFoADOARQgghhBBCCKEWAAN4hBBCCCGEEEKoBcAAHiGEEEIIIYQQagEwgEcIIYQQQgghhFoADOARQgghhBBCCKEWgAl2BRBCCCGEEEJ3pqu1zNVaxmQjWjnfMZINU3DBrhFCLRsG8AghhBBCCKFb7EoNs+mMukR3I9wgBLrHWB/oqdfIeJ9vLygoSExMbM4KItQiYQCPEGot8FYAoTuPSqVq1uPTNB2AUnxWAACkUilFBW3mI0VREolErVYHqwL2zyHodVCr1YIgBKUC9gsguOfCz4vhfCn18UEp27C7XRDgXIm0WBf2/GhrqNLbx3jx4kWZTOa2FPvnEMR/mAgFEQbwCKE7X0FBQbCrgBBqFgzDEEKa7/jiwSUSSfMV4U8FAICm6Wb9S31WI7gVsAv6uWCYoN083z4XgxjDe9nHbIM1GTTrYbB8tYF8e0y6eJTHTvjz58+Lj0vclmL/251e5TgcnI9aBQzgEUJ3OIzeEbqD6XS6Zu0OlcvlarW6trY2WJ2uMplMo9EAgMlkMhqNQakDAISFhVmtVoPBEKwKhIaGipFzTU1NsOognosgXgxSqVSr1QKA2WwO4rkICwuz2Wx6vd7LPocL5TqTty76c1fJhct10RrnkNupyXZ7uu0Xg9O5kMlkUqnUZ/0RaukwgEcI3bEwdEcIIYQCL6/S90CJ3EqJUwCPrTZC/sBl5BBCdya8D0AIIYSCQm/xHWLUN9wHW22E/IQ98AihOxDeByCEEELBImN8zzKQ/7kPNtkINQoG8AihOwreByCEEELBFaNls0t9TEePDWEBW22EGg+H0COE7hx4H4AQQggFXZ94i/cs+VoFT9VfxFYboSbAHniEUMuj1+svX75MCGnfvr24DCzeBCCEEEK3Ca3CxxD6EOt5KviLEiLUImEAjxBqSU6ePLl8+fL9+/ezLAsADMPcc889ixYtio+PD3bVEEIIodao3kIdLZLnVkgMFiKTQLtQW62Z9hTBRws5AGBhSZWBjlC5X7ldZ5Hl6SJ6RpY2W5URasEwgEcItRjffvvtc889J4buIpZlzWbzhx9+OH369H79+gWxbgghhFArdOqqbNMZtZW90Z9eVO0xvhCjd1F+pcQpgDexkku14bm1EWVGFQBopOaUZqgwQi0dBvBuREZGBqAUmUwWgFK8Cw8PD24FwsLCglsBAJDJZEE/F4G55LwL+rkIDQ31vsPx48efffZZjrvR2A8ZMkT8geO4DRs2JCUl+eyH9/5R3w4XA0IIIdRSZF2Trj+pEXynnG8QuotMtusxPytQBbWhl3SRl+u1gnDjQUBubcRoYAEh1BAG8G4YDIZmPb5cLhcEwWKxNGsp3itA0zQAGI1GwZ8v3WZA07RcLjeZTDzPB6UCFEUpFAoAYFk2uOcCAMxmcxArIF4MQT8XPivw+uuvu43eRRzHbdmyZd68ed7Lcvuv28vFIE6wRwghhJATjoctmWqfN5KuobuIpoQKk+pCTcSlmggz5yYkuVIfYrBWq6TBuVNF6LaFAbwbJpOpWY8vlUp5nm/uUrxXQIzZzGZzsGI2iUQil8vNZrNjSBZIDMOIMRvHccE9F4IgBLECEonEfjEE91xYLBbHsfFOrFbr7t27xZ+dQne77Oxsi8VCUd4W13D7UXu5GDCARwghhNzKq5TUGL21uZ5Cdx4YM4ReMmnPXvI26o0TSOY12aCEoHVyIHR7wgAeIdQClJWVWa1W8By9A4DNZquvrw8JCQlgvRBCCKFW6lqdX3Pd7QQgVtCYSYgF1AAAfvQaFFYxgxKaXkOE7kgYwCOEWgCapr2E7nbeu98RQgghdKtYWDcLwbkN3VmQmkmYGUJ4oP05slpiTQ6tTgmtGtC1zc3WEqE7DgbwCKHbXUFBAc/zMpnMe7YChUKhVqsDViuEEEKoNdPKG0zDdA3dBSBWojVCqA2U/hxQSnEdQ2tSQ6so3nitjj5/jTpXp22j4XrGWtqFYTY7hK7DAB4hdFsrKCgAAIqiUlNTz50752XPzp07E+KmNwAhhBBCt1xSpE38wTV0b1SXOwGhnaYuNbQyMbTWYoUjRfIak1x8qVwvPV8Ge3MVveMtf+mllzKY0A4hDOARQrclk8m0a9eukpISlmVDQ0NTUlJqa2u9v8XnDgghhBC6VaLUXC/NuYYz4YkF1CYIsxK/UsCGysydwytTQytVEhsAWFiyL19ptN54Fi8AiL+cviozWql5g3X4oB4hDOARQredDRs2/PLLL45LvvnTtV5UVNSclUIIIYTuHIIAVUbabCNaOe80GN6nixcvipPa+saT33Mpo5XigTGRULMQxhHfwYWE5pO0VV3CK9uq9I7bs65JHaN3+DN6v15oueTkVVm/dkFb+heh2wQG8Aih28vq1at//vlnp42Cz3VmAXier6mpCQsLc/OSAHmlGp1Rkph4ayqJEEIItVBmG9l9UXn8stweLUequCFJpsEdzD6flhcUFJSVldl/lUuErnHMoeK2NTYtAAFfb2+j1HcJr0wOrZZQzjnoOYFcqfURmBy/LG9ZAXxpaenKlSvPnj2bl5dXUFCg0WhiYmL69OkzY8aMUaNGMcxtHYhVVVVFRkYCwOeffz5v3rxgVwfdcFtfNwihVkW8Ldi6dWuTj6DT6ZwC+NJa+dHcyCO5EdV6qUZumzJCR2OieoQQQq1VjZH69GBItfHG1HQBoNJAbz6rvlAunTWgjvHQSoopaexsPHWxJiKrqk2VWeGzUBnNpYZVdQkvj5CbPO1TbyYs7+MBgM8I//bBsuyrr7760UcfGY1G+0az2VxRUXH27Nk1a9b0799//fr1SUlJQawkaqFazD8DhNCdLS8vDwAOHTrE840byOcoOjpa/MFoZU7khx25FJlfrrZ33tebJSdzpQNSrTddWYQQQqjlEQT4+qjWMXoHh2Hq2aXSHTmq8d0Mjq86xe0AoLNIT14LzaoIt3C+E9S1Ueq7RVQkhVQzlI/G3Wf0DgBWlnBNv0cIqBdffPH9998HAJlM9uCDD/bu3TsuLq68vLygoGDDhg1Xrlw5fvz4gAEDzpw5065du2BXFrUwGMAjhIIsLy9PqVTaf27ycWQymUSmOns55MiliLOXw1jOza3A7lMyDOARQgi1Tlml0mKdt5v/jHzFPSkmlZQHl9BdACjWa89VtimqD/U5rU1C8ykhld0iKiIVRh+7/klK+54rp5QKLWIY3S+//CJG7z179tyxY0dMTIzjq8uWLXvnnXfeeOONmpqauXPn7tmzJ0jV9CE8PLy0tBQAtFptsOuCGsAAHiEUNPYl4uxbHBPXNQbhFD1Unee+tK6P0eKtQyAjS1JVa44IlTepFIQQQqgFyy6Vet+B5eFEZpHToussT12siThX1abaj9Hy4XJTt/Dy1PAqqcssd+80Ml7GCBbWWz98xwhbo44ZLB9//LH4w5YtW5yidwCQSqWvv/56Zmbmxo0bf//99xMnTvTr1y/gdfSNENKmTZtg1wK5gQE8Qig4XEflAYBCodDpdP4fRJC2Y0NGsyGjBUnMVbPv/a2sMGjkwg5hJfPmzZsxYwauG48QQqj1qDF6e8YtLudusDo8VbdJz1VF51RFmTkfIQNFhERtTbeI8jh1vfc9Ez2nk+1qU+48r/Ty3vSOHqfQ31bOnj0LAJ06dUpISPC0z8yZMzdu3AgAGRkZXgJ4vV6vUCho2vdsBdR6tIRhKAihO0tBQYHb6B0A/JwJJtBaW9hkc4ePTUn/Z4ucK0icH2+7IuZL0rKPzv1fO93l7WfOnFm8ePHMmTPFVXAQQgihO5WNJzVGyswSAKA8PLWOFnLE6B0AAAQB4Gq9emdh0trzPU+Vx3iP3hWMrV+bklmdz4xOyHMbvScmJsa06xjaJik+oaOX6B0AhqWYEj33sQ9LNiVFtoweeJZlwdegwvT09Jdeeumll17q1auXfeOqVasIIT169ACANWvWpKamajQahmGioqJGjBjx1VdfecoTZDAY/vGPf6SlpUVERGg0ml69ei1atOjChQueSj979uzChQuTkpIUCkV0dPSwYcM++ugjq9XqdExCCCHkiy++uMkSdTrdW2+9NXz48Pj4eJVK1a1bt6lTpx48eNDL54O8IP4sztTaVFZWNuvxQ0JCeJ6vr/fxhLJZKyCRSACgurr6ZhKG3QyJRBISElJTU8NxjRthdaswDBMaGgoAFosluOdCEIS6urpgVUCr1UqlUgAIzLlwG7dTFKVUKo1GI8/z+fn5q1at8vR2gUhiOk+TxUy5UBrBC349jZaSWr5iK1P3K2UpAID9+/c7vjpr1qwPPvjAy8UgLqCCELptVVVVNeudjFwuV6vVzV2KFzKZTKPRAIDRaHRMZx1gYWFhVqu1qbOcboHQ0FBxza3mvknzQjwXQbwYpFKpOBvZZDL5cy7Olsj258mv1Eh4AQAgSs0ppUJRdYNo3CFuv06hUJVaIi2Ct55wURulvkdkeceQapo4fyBioM7x5EC+/GiRvEJPAwBFoF2YbWiSuUesx6fnVo78kqk6dlnumKxOIRFGdzbe1dEkPn+wXwxO58L+jyXohg4dKt5vrFix4rnnnvP/jatWrXryySe7d+8+derUv//97647DBs2bMuWLU6T0k+fPj1hwoSrV6867UwIWbZs2csvv+y0ffny5UuXLnW96+vUqdPOnTvtowYMBoNarQZ3y8g1qsSDBw9OmDChpqbG9c957rnnVqxY4bodeReEIfTFxcV5eXk+v/uGDRsWmPoghG6e2Wz+9ttvt2/fnpeXR1FUUlLS/fffP336dPHpAHgI3V117Nhx8ODBhw8fbriZ8IpubMgYPmRkPqjhmu/jyCRcnw41qZG5m756WeA9PphYt27dk08+2alTJ3/qhlDr1Kyt9u+//75z587CwkKZTJaYmDhjxozOnTs3qZoIoRt4Ab4/pTlxRea4UYyi7ZxCdwEoM4QYSQRnlng/OE2ElPDabmHXopXODxEcO9iNVuqzDK1jzjxegKJqyTfVkv7tpdN617udxCalhSm99CNTjRcrpFUGiibQVsulRFvlTEvqcZw3b54YwC9ZsmTr1q0LFiwYP368GAz7Iy8v78033wSA/v37T5o0qUOHDidOnNiwYcO1a9f27t07d+7czZs323euqKgYMWKEGB5Pnz59xIgRoaGhx48f/+9//6vT6V555RVCyEsvvWTff82aNWKA3bZt2zlz5gwYMECn023atGn79u0XLlwYM2ZMZmam9wXqG1ViaWnplClTampqVCrVvHnz0tLSlEpldnb2Rx99VFxc/P77799zzz3jx49v1MeLAtoDf+jQoTlz5uTm5vqzcxCHBmAPfABgD7zozuiBv3Dhwty5c10TyHfq1Onrr7/2Oc/csQceAHie/+WXX/bt2ycIgiCNZUPGcCGjeUmcPzUhROgaVzcwuap3hxopw//222/btm1z3MGpBx4AXn/99WeeeQZ74BFy1aytNsdx77333qFDhwBAo9HYbDaz2UwIWbx48ciRI/0/DvbABwb2wEOL6oH/9bxy9wWPXehOoTsPtImEGSFcAB9D2xSMrXtERb/4ejllcZqD5jo2/tODIXmVHp8F3NvZeG+nJl7Pt38PvCAIs2fP/r//+z/7FolEMmjQoJEjR44YMWLw4MH27g0nYg+8+PO8efM++eQTeyxdUlIyceLEEydOAMCRI0cGDhwobl+8ePHKlSsZhtm4ceOkSZPshyosLBw7duyFCxcUCkVOTo7Yr242m1NSUq5evdqlS5cdO3a0b9/evv8rr7zyzjvvAMCaNWvmzJkDnnvgG1Xil19+Kb53165do0aNsu+cn5/fpUsXq9X6yCOPfPnll43/jFu1wM2Bz8/PHz58uJ/3AQihlqKysvIvf/mL2+XfoqOjly1b1tg7Toqi7h07eexDK1V91piSvrVFPuJP9B4Tapo88Oo7D555cuzFgclVUoYHgKqqKp9v9HNoAEKtTXO32uvXrz906FB0dPT777+/du3aDRs2LFiwQBCETz75JIgRGmoNKvT0/jzFlnOqrVmqE1dkRuudls3UaCV7L7lPF99wrjvwwOhJmyqSbIAo79E7I5hjpcWzO5/p36ZYJbmRoz7xT077XyyXeoneAeCPi4o775O3I4SsXbt2zZo1gwYNErfYbLYDBw78/e9/HzZsWFhY2Lhx4zZs2GCzeZzS3759+48//tixJzw2Nvbbb78Vs9m98cYb4sbCwsJPP/0UAJ5++mnHWBoAOnTo8J///AcATCbTZ599Jm78z3/+I457X7lypWP0DgBvvvlmWFgYAHhf1q6xJZ4+fRoApFKp05PZjh07vvDCCw8//HDHjh29FIfcCtwQ+jfffFNMjTBlypQ5c+a0b9/ece0ohFALtWLFCnGZUEdDhgwRf6ipqdmzZ4+fg6N4gWRfDTlyKeJ0USjL+fX9EKqyDUyqGphcGRfuJjOtPwNMMA8IQm41a6ttsVi2bt1K0/Tbb7/dtm1bceOECROys7MPHjyYkZExceLEW1UWQnZGK/nxnPrMVZnj976UEe7tZByabLpjosmL5VIb7/zXOPW6a5V0uTWqngsVwMffLYN6pVAtASNnARsH9mXYvaejy7zmY706G08ulkt7x9/JqWTnzJkzZ86cgoKCPXv2/Pbbb3v27CkrKwMAo9G4Y8eOHTt2JCQkbN68uU+fPq7vfeaZZ8TRso5SUlKmTZu2fv36P/74QxAEQsi2bdvEL+pnnnnG9SAjRoxISUm5dOmSPV3crl27AKBbt26uA50Yhvn4448LCwvj4rz1mjS2RPEb3mq1fv755wsWLHDc+a233vJSEPIicAH8kSNHAGDy5MmbNm0KWKEIoWbF87zjRCxwCN3tTp48ef/993sfSH+5Qvb72fCjueF1Jh9T70QyCd87oWZQSlXn2DrikjvHLiIiwuehvCzxglBr1qyt9h9//KHX6wcPHmyP3kULFiyYOHGiU34mhG4JC0v+mxFSonO+9bWyZGuWSmeiJvYI2gSBW6vK6G2uOwsyI4msMGm8h+4EeIVQq4RqCq73EgsABivVJbV9WFiYzWbT6/Ve3l7tdb06t/W8UyUmJs6bN08cRp6dnb179+5NmzYdOHCA5/mioqL09PSjR492797d6V0DBgxwe7S0tLT169ebTKbS0tKYmJhLly4BQFxcXHx8vNv9u3bteunSpczMTPFXcX+3jwwAYPr06T7/nMaWOG3atP/93/81GAwLFy7873//+8ADDwwfPrx///4ymczt25E/AhfAFxYWAoDToxeEUItWXl5uH6buGrqLdDqdyWRSKt1Mxqs3SY7mhh/JjbpS5X6wnxOKQGps3eCUql4J1XKJ7971bt267dixw8sOhJAxY8b4UzRCrU2zttri04HBgwc7bQ8PDw8PD2+OEhHafUHpGr0DgABAAA7kK7rFWAO8ShnLA3PrRqNyPFAUEHEVOABwE7rLDSTSAj5midMCqyDVCqGGQIN2tpx0iYjRAfj1Efk1uK31DYDr2rVr165dFy9enJ2dvWDBgoyMDJPJ9Oyzz4od4446dOjg9gj2Aed5eXkxMTHiLKfi4mLv3STV1dUAwLJsUVER+L1kr1uNKhEAUlJSfvzxx8ceeywvL+/48ePHjx8HAJlMNmTIkKlTp86cOROf2DZB4AJ4jUZjNpsxIxRCLRrP8ydOnMjMzLRYLLGxseLzV0+hu111dfXFixd1Op1EIomLi4uN63D2ctjhSxHZV0N4wa9BizGhpsGpVQOTqkJVVpvNlpeXV1FRQQiJiorq2LGj6zAzUWxsbK9evc6cOePpsH/5y18w5TVCbjVrqy1OwoyKiiosLNy/f//Fixdpmu7YsePo0aOd+uQRuiVYHo4Wyd2+ZG+EMgrkgQng8yolB/IVeRUSM0toSmgfxg5MMPeNt/hK+epelYHem6vIKZXqzBQh0EbDaWQ8NIzebaAwkEgr+MiCToNFKVTLQUcaxt/lpIv4Q4TK32S34SoOKnwMqQv3+2gty/Hjx8Xl0B966CFP+3Tt2nX79u09e/YsKiras2eP2WyWyxtcn57CY/sNj5hgSByT7xPP8yzLWq1WcYH6m+n9blSJ4hz+UaNGZWVlbd269eeff96xY0dpaanFYtm9e/fu3bvfeuuttWvX3nPPPU2uT+sUuAC+f//+27dvP3XqlKcxIbcKrkmDUDP57bffXnnllfz8fPuWe+65Z+jQod6nkRNC/v3vf1/PMC/vxIbECWGdOOJXnlillO3XsWZgcmVyWz0ACIKwb9/+Xbt2OSbGU6lUo0ePTk9Pd9vaTZ8+XafTiX2JTtLS0v75z3/6Uw2EWqFmbbXFpTcuXLiwYcMGey7rkydP/vLLL4sWLXJ7M5edne26mjEAfPXVV83agSN+sYgLVQSF/ZtNoVAEcdApTdNyudxT6uwAsKdgEPNsNdblamKy+YiPL9fIwsK83Rjf/MUgAGw8Ru3KujH1i+NJQZWkoEpyrlT9+Ahe5vXG3H4x2M/F8UKy+gBl/TOpnCBAaR3NCxej/3yLDZQGEmkFlfeKtVWbIqWV5VXOo+LtoTsAJEQICTEhAEDTNEVRnh6diwYlkyOF3kpkaBiYqlTLfK8278p+MTidi2AtbORkx44dr732GgCMGDEiJibG025arXbcuHGffPIJz/MFBQVdunRxfNXTXHR7YtHU1FQASExMPHbsWFpaWkZGhs+KMQwTGxtbUlIi9sM3TaNKtJPJZFOmTJkyZQoAXLp0ae/evT/88MP27dtLSkr++te/nj9/3p85j8gucAH8U089tX379g8//HDmzJn+L4TYKE5r0phMppMnT546daqxa9IghFx9++23Tz/9tD1WF3vdxUe53gmCwNORbPhYVjtGkLX3uT8ASGihR/vaQSmV3eJ1NCXYj/P999+LI28dGQyGzZs3l5WVTZ061fVQMpns8ccf379/f0ZGhn20f2Ji4vz58x999FHvK50i1Jo1a6stBu1ff/11t27dZs+enZiYWF1d/fPPP2/btm3lypUpKSmusystFktxcbHroSiKEtMyN6sAFOETISS41Qh6BURNq4PBj1xp9WagaNpnL/jNfAg7zsGvWe5fyi4hqw/QT/h3uyqei7xy+HwfcA7j3B173S2gNpFIK/iYodY+xDg4vjIhxGC2weZasP4ZAjuG7gBAAP4y4MYF4PNi6JUAKW3gkufO2rHdIUR5s5eTUx2CtTSyE3t6v4yMDLd3JnYlJSXiD67h64kTJ9LT013fcvToUQCQSqViDvlOnToBQH5+vpjTznV/8aEGIUR86pGamlpSUmKfoO5k2bJlP/74Y5s2bX755RdPdW5sieLDAo1GY58elZKSkpKSMn/+/I8++uipp56qrKzct2/f5MmTPZWIXAUuD/y4ceNefPHFrKysiRMnZmdnN0cRuCYNChaO486fP3/s2LFLly7dkVnNL1++/Pzzz4t/2pAhQ3yOmb+OkrHaUZb2K0zJ39uiFvgTvXdso5+ZXrj8odMLRub2bF9rj94B4OzZs67Ru11GRoanBomm6eHDh7/yyiuvv/76vn37srKyjh49unDhQozeEfKiWVtt8bYvISHh7bff7tq1q0KhiIuLe+yxx4YNG8ay7Lp1625tcQip/Bi7oJR5zOomAOSVw64s2HoG9l+E8jq/Cq03w5E82HoGdp6Dc1ehzgRbTl0/mlsnCr1FvK42HrsevYuLw9mjdwtoq0mijrTzEr0TgI5h+pndC6d3K0oIMQCAXAIjuoKUhnLSxSl6pwjMGAzdfK/o2uD4j4+EWA+DFQYkwgN9G3G0lmX48OHiYJmXX37ZbDZ72u3atWt//LXmL8cAACAASURBVPEHAHTr1i06Otrp1X/961+ufST5+fnffvstAAwaNEgMj/v16wcAZWVlW7ZscS2isrIyLCyMYZj/9//+n7glLS0NAI4dO+baf87z/GeffXb8+HG3SYvsGltienp6hw4d5s6d67qzfVn42tpaLyUiV811/7ps2TLXjWq1Ojk5+ffff+/Ro8fdd9+dmprarl07Tw/wXn311UaViGvSoKAwGo0rVqz45ptvampqxC1RUVGPPvro4sWLgzjU8Jb74osvrFarv3E7AK/ozoaO47QjBMrHsD1RlNY2MLlyYHJltNZjUye2c1788ccfrnlcHWm1Wu/L3iDUagW41ZbL5Xq9/r777nM62tixY/fu3et28fk+ffqI2Y+cVFVVNeszerlcrlarq6qqgvVwViaTaTQaADAajY6zhwIsLCzMarUaDEHL0x4aGio+dW3a6ZbzREKH2zhv/evxIdbKSjeheWG1ZNNpdVn9jWuVAHSNsU7pqdfI3Xf52niyPUt5qFDOOSznppAIZhsB8Jb8fX+2KYz2+CFLpVJxwojJZCqrNl0sC3fscheAWEiIASI48HH7IYP6nhEl/ePqAMAxl3z3pMS4GGr3BfO5EpmZJQBAU5AcaR3VyZQQbrN/8P5koRc9cTf545Li6GW5zkQBAAGICWGHJJn6trP8meOsKewXg9M/TJlM5n1gf2DExcXNnz9/1apVly5d6tev35o1a/r37++0z9WrVydOnChOJrLHuo4KCgqeeuqpjz76yP4lWVZW9tBDD4lLx7/55pvixokTJw4YMODYsWOPPvroDz/8MGzYMPsRrFbro48+Wl9fTwh55JFHxI3PP//8xx9/XFtb+8QTT2zbts1xhP+yZcvE3vLRo0d7+esaW2Lfvn2Li4t3796dmZnpdJO2Zs0a8QfXhKbIu+YK4JcuXerlVZ7n9+3bt2/fPi/7NDaAxzVpUOBVVlY+8MADYqoSu4qKinfffffXX3/duHHjHXPh1dTU+IzeVSqV3qpktWPY0HGC1K8EpxSYB6Xq7+pU3bMjZzYZvQx+s1gsV65c8X60wsJCe8YUhFCjBLjVjo6O1uv1rvnqxG6oiooKT4MzEWoaCS30jrMcu+w+j51oYIKbJ8g5pdI1x7ROrZMAkHVNWqILffzu2hCFc8vF8uTLQ9q8SudI0uckfACo0Ps7qvz8pcIo/np/PQ+UGUJNEMH5urGXQ51SqJQRc9eoBg+D7E+3w5T8tD76qb30OjPN8hCq5CVU0x9dSWjh3s7Gezsb68yU2UbUMl4pvQNHKbp65513Tpw4cfjw4ezs7LS0tNGjRw8cODAyMpJl2WvXrmVmZu7YsUMcav7888//9a9/dT2CQqH45JNPTp8+/cADD3To0OHEiRPr1q0TpxHdd999w4cPF3cT0wylp6dXV1ffe++9Dz74YFpaWrt27S5duvTpp5+eP38eAF555ZWkpCRx//Dw8Ndee23JkiWnT5/u16/fvHnz+vXrp9frN2/e/MMPPwBAenq6PfZ2q7ElLly48Oeffzabzf3791+4cOGAAQOioqKKi4s3bdq0fft2ALj33nsxW1ljNdedbjPNcvcC16RBgfe3v/3NKXq3O3Xq1HPPPff5558HuEq3XEFBAfyZccoTgUg49d2yrvMq69sJ/mSVF3jaeIrR7YiSZM6Z/xxFURTxkcZGr9f77P4SBKG+vr5p+Y0QauUC3GonJyfn5+eXlpY6ba+oqACA2NhYjN7RLTeuqzG3QlJjch8h94y1dI+xOm00Wsl3pzSeni3XGKlNZ9SPDnZuH/deUrhG737yuTJLTk4OANhsNl4AAOCBMUG4kYQJPmbFCnLQqaCKFqwAQAhIGACHuN0JRUGY8lYmhNPKea23hyd3Go1Gs2PHjueee2716tUsy27btm3btm1O+1AU9cQTTyxfvtztEX744YcHH3zw8OHDhw8fdtw+a9asTz/91HFLWlrarl275s6dW1xc/PXXX3/99ddORbz99tuO+z/33HMymWzJkiXXrl1zeql3795r1671meWhUSWOHz/+xRdffO+99ywWy8qVK50ONXjw4O+//x6/8BuruQL4+vr6ZjqyJ7gmDQqwI0eOeO+P2rJly4ULF8RsH83KYrF8/fXXGzduzMzMtFqtcXFxw4cPf/zxx8UMpU2wY8eOffv2FRYWms1mhUKRmJhotTrf1oh4eSc2dByrHQW09qofcwKJ9YpEt5PW7SC2cgCQx8b6WSU/cy8HMUUzQi1agFvtcePG/frrrzt37hwzZow9oTQA7N69GwBSUlICWRnUSqhl/GND6tYd1xRVN7j7JQTSOpgndHczcP3UVbnB6i20OF8mrTTQkQ7LofECHMhveqhKCHx9VHullrFxRC3jO0bY0jua2mg4ACgoKGAYxr7YmIlX6CDWSrSCtyH5QECQC7UqqKIc1m9neVJNdx7cweOcNXTzQkJCvvjii2eeeWbjxo27du26fPlyZWWlRqNJSEhISEjo3bv3zJkz7d3UroYMGZKVlbV8+fKtW7cWFxerVKoePXrMnz9/1qxZrjuPHDny3Llzy5cv3759e1FRkSAIKSkpPXv2fP7557t16+a6/xNPPHH33Xf/85//3LdvX1lZWUxMTOfOnSdMmPC3v/3NzxyNjSpx+fLl06dPX7FiRXZ2dlFRkdVqTUxMTE5Onj9//n333edPccgJuWMSbs2YMcNoNM6ZM8dxTRoAkMvlntak2b17t/gg01FSUlJzr0Yok8kEQfAUEQWATCYTb5jMZnOwLgCKomQyWdArAAAcxzXtXLz22msrVqzwvs+yZcueffZZLzvc/MVQUlIyefLkc+fOuR75gw8+ePjhh72/XSqVil/W4rmw2WxvvPGG24mmjgQ6hNXey4Xdz8s8tj2OCK+ndXto3Xba1CD97uDBg2fNmkUIYRiGZVkvF4MgCEuXLtXpdF5KCQ8Pt88K88RtYODlYlAofOTvRQg1zYsvvpiTk5Oenr5o0SKtVmuz2TZu3Lh+/XqpVPrRRx+1adPGz+M09+x0nAMvaulz4O0EgEvlkpwyaY2RpogQE8L1jrNEqd33Nn99VJt5zcd88qm99IMcIuFrdcwHv9/KRQfbQk73GEtKlA0AGIaRyBQXKjWnSsNK6n2MXCPAK6BGKVRT0CAXmpigrlec5aH+TXxs5/8c+GbiZQ68+I+l5Vq1atWTTz4JAHq9XqXyK4sQaoUCN1n03//+NwA8/fTT3ne7du3ad999FxkZ+dBDDzXq+E1Yk+bgwYM///yz08YRI0YE5mnQ7RAY2J/jttoKAABN0007F/bFP7woLi725+BNvhhYlp06dapr9A4AFovlySefTExMHDt2rD+HksvlOTk569ev9xq9U7x6oC3kPk6TDsT3+EACAmU4zui203X7QHDzkOKuu+6y55vxOXd98ODBO3fu9LJDWlqaz+w13j/qJl8MCN15mrvVfuqpp1588UUxy2xkZGR1dTXHcTKZ7Mknn/Q/ekeosQhAarQtNdrme1eAeovvkb31lgZj1+vNt2YwsD07HQ9wtkQmZYRwNX2hvE1WVYTR5qO5pIBTCtUKqCHQ4MGEY275enPgFqJCCN1agQvgn3nmGfDjVqC6uvqZZ56Jj49v7K2A45o0Yo+iuCaNwWDYu3fvunXrXnjhhabWHSE3/EmW5ime5Hl+8+bNP/30U25uLkVRqampU6dOve+++7zPArp8+fLq1avF9cyjo6PT09MVCsWZM2c87c/z/PPPP+9PAC8ORSkvL9+7d6/bHQRpLBtyHxs6TmCifB4NANqGWYd01XVQZ/531dtixlRXgwYNatT8gnHjxp06daq8vNx9iW3bjhkzxv+jIYS8a+5WOz4+fuXKlRs2bDh+/LhOp4uLi0tOTp4xYwbOekONUmWgr9QwFpaEKPj2YTZ/cqQZrdTRy7LyeoamhI6Rtl4xFvs0jgo9ffKKrMZIK6V8z1irnBEAQPCaN14uEbz82iiOKeUdEDNo9lxtbwGVz1EgtGBTkGqFUEvgxsR9pzXhbr6eCKHguu3SNYspwcQ0No3ShDVppk2blp6e7rQxOjq6uacCKpVKnue9rAzZ3BQKhRh8GgwGL3m/mxVN00qlMugVAACbzda0c9G+ve9Vzdu3b+96OV25cmX27NknT560bzl48ODq1avvvvvu1atXe+p6+vjjj1977TXHAd7bt2/3OVUpKyvr2LFjntJ75ubmSqVScT6FxWI5evSo8+kgUlYzjAsbzyl7e72BuU4u4fon1aZ3rkpuKw6zDF2wYME333zj+iEMGjRo+vTp4idPCJHJZBaLxfsIVULIokWLvvzyS9d09AkJCY888oggCD5Ppdt/3RRFiQPVWJY1mUyOL7X0wXgINbcmt9oAEB4evmjRoltdI9RalNYzm8+oCqpuPChnKOjX3nx/N4MYeLtieVh9OCS34kbweqRQ/j2tuSfZ2Led+YtDIZWGG63qgXwFQwngq/GLC2kwQJ0hvgNjAqCW8/Y+8FiSrZIKOpcucRtRmkFjgRAeaI9rx9vLBbMSquVQR0AIU/LVRgo8hO5uq40QakGaMYA/ceKEa9dfVJS37juO42prawHAcVlCPzVhTZquXbt27drV9VDNuqIsAMjlcp7nHSfqB5h94LrFYglW/Cx2TVutVnEVjcBjGEYM4Jt8LsaOHfvOO+94+QClUumoUaOcDl5bW3v//fcXFha67n/gwIFJkybt3LnTdWbB559//vLLL7u+xZ9PLysryzXNrJhbHgAYhhEDeI7jysrK7DsI8hRb6P2c9l6B9ieCFaTWrJmjVb0TqmUSHgDYP28MkpKSXnrppaNHj168eLG2tlYmk8XFxfXv3799+/aCILAsCwD2Cvi8GrVa7eLFi8+ePZuZmVleXk4IiY6O7tGjR48ePQghLOv7dsTtubYPpuA4zmkHDOBR6xHgVhuhm5FfJfkiQ2vjG9zXsTwcKZQXVUseS6917YpnWXjnt3DXoeMsB7suKHdfULrGyCzv48l1lJpLCG8wyqyo1vf8sighZ0qqXm+mzCyRMoJGxmcUKHTXnz8TKygtRGMBNQ9+TFUj0EFb2zOyLExab7RSAIJWIdBE+C6vb43R4yN+moI+7YJ2F4oQuknNGMCzLOsaCfsZGy9cuLCxxeGaNCjAOnfuPHPmzLVr13raYdGiRbEuWdb/9a9/uY3eRdnZ2Z988ok4ctWusrLSaZ2PRikrK/vyyy8LCgoIIUlJSb179/a0Oj3HcUCrWM1INnQ8r/BrTU5iK2N0Oxjd9rhIGJS8xO0+crl86NChQ4cObfKf4IiiqMmTJ0+ePPmWHA0hZBfgVhuhJrOy5P+Oa2weouvSOvqnc+oH+zmPt1p7Uutl4ncTBpTTFEzppaca1sLCuqmV27HxGjmv+bNoIyszEq0NlDZQ8uBXGnApzXUJq+gWUR4iux6KKySc/Xn9VLXhyyMNlq93nAgwItXomDkf3T7i4+NHjRoFAH5mg0etUzMG8HFxcUuXLrX/KkYgjlvcV4hh+vbtO2HChMYWh2vSoMB79913q6urXdf2BIAZM2a49pnzPP/dd995P+b69eudAviff/75ZhL/vvrqqxzHDRkyBAAyMzO3bt169913jxs3zmkOf36ZugjmmlI6C8R3ZkEi2Oj6/XTtVtp4AgQeAK5dIzU1NbdqDXZPK9MihJpPgFtthJrsxBWZ9xxsp6/KxnU1hCpuxK88DzmlPvLJe0OcQ3ylRJjetz4p0jnJSxs1Bx5ns99w8qq6RK8ysAoLKKyCghUaEa1FKc09oyoTNWUS6sYf6NRupkZbZ/Wv23haY/xzGTzxfxQFI1ONozoFbTkD5N2kSZMmTZoU7Fqg210zBvDx8fFvvfWW/VfxVsBxy62VlJTUpUuXnJycf/zjH45r0vz2228ymezBBx9spnJRayaVSr/66qstW7asXr362LFjVqtVLpenpaXNnz9/9OjRrvuXlZX5nCmal5dnNBrF4f0it0nm/XfXXXc5/sqy7B9//FFVVTV37lxCiMFMH74U/ntmaHGVDMD3PHfKnMvotjG6X4FrsOy7IAglJSVNCOATExMZhgkNDa2trfVnDDxCqJkEuNVGqMkuVfgYWy4A5FVK+7W7kRUlp0x6U+sANnxvtJDD2ITyEovc5NxsWcxUtOC6wBthQcqCnCVyVpCxRF5e3ej+VSnFpYTX9I3Vt1WbbDabxXI9evf0yLt7jLVjRPXxK/L8SkmdmVJKhfhQ24D2lgjse0eohQtcErvHHnusuYvANWnQzeM4LisrKy8vj2GY5OTkzp07e598QQiZNGlS9+7dN23aVFZW1q5du6lTp7Zr186+Q0ZGxu7du00mU2pqap8+ffypQ11dnWMAX1VV1bS/Rex1d+vcuXO/7C2phCGnCsNt7sb7OSG8ntbtZmq3UuYLnvZxSv/mFnatI9RSBKDVRqhp6i2+o1+dqUEXfXn9zQ5IdupUZwVy/LJcQptjtNdjeAvH8AKpNklYkAuE4gQJTxgOpDaQcyAT7A/IGz+hUwqGeFX1iMRyhZRyzJLjs0lVSoWhSaahSb5bZ4RQCxK4AP7jjz9u7iJwTRp0k9avX//ee+85JjlPTk5eunTp/fff7+ktmZmZs2bNKi4utm9ZtmxZUlLSunXrDh06tHTpUr1eb3/Jn0QMDMNEREQ4bikqKmrUX+ElbgcAgdZyIWPZsInbcn1n0QcQKOMZSe1Wuv4P4H0kvHE7tR4jdoRaqAC02gg1jZT23ZkuZYQaI1WuZzgewpWcwo/l5dxyjNt5YFgiYwUZR2QcSASgfymiaYpYuIa308ThvzdBAkYZ1MuFukildUiiiaEEAAoAunTpYjKZbmZuHUKoRQtcAO+Y4NoLqVSqVCplMlnTSsE1aVCTvfbaa5988onTxtzc3Icffnjp0qVuF0Peu3fvX//6V9fc6Xl5eWlpaa7bvS+TJho4cKDT6vF1dXWedrbTaDQmkyktLU38NSIiwrXfnlP24sImcprhAvEjsS1bTdduZ3RbKetVhUIRFd/m8uXLXvZnGCYhIUH8GYN2hO4AgWm1EWqCtlrW5yj6Q4XyLedU9l8d58P7wyFuJzZQWIjaCmoWXOaaCcDe0gHpFHASwSgFvQz0FLAAEKHi0zuK0TskJSV5SkOLEGo9AhfAN6obXKFQJCUl9e3bd+rUqRMmTMAE8qi5bd261TV6t1u2bNngwYMHDRrkuJFl2dmzZ3ta+azJ6/O5PoHyuVbckCFDoqOjn3766by8PKvVKq658O6774qvCrSG1Y7hwifx0gSfpRMidIvX3d25smtcdXmZymC4X6PRtGnTprq6+h//+IeXOeridAOfx0cItRTYaqPbVp94y4E8hfcn4hUNx8zXmrwlvbNzjNutoLSA1kw0gn9p4ZuMAptEMEnAJAUjA2anV6sM1K/FvRfepZN6WNweIdTaBC6AbxSTyZSZmZmZmfn111/379//u+++wz491KxWrlzp5VVBEP7973+vW7fOceOHH37oz6zvRnnkkUdc12F2XFXBiX20vMFgWL58eX19PQDQNC12hvOKrmzYJFYzAijfnWPhautdqRXpnSpDVVYAACBxcXH2VyMjIydPnvz99987vWv//v0A0KtXr1deecX3n4cQukNhq40CKT6UHdjBfKTQ95opfrLH7QJQVqKygMYC6uaL22mwMYJZAmYazBIwiz3tbpWTLgAANfDTOdW0PnpPuyGEWpXABfDnz58vKCiYPHmy2WwmhIwcObJbt27x8fEMw1y5ciUnJ2fnzp08zw8aNGjmzJkVFRVlZWXbtm0rLi4+fvz42LFjz549iyP0UDPR6XQnT570vs++fft4nneMpbdu3XprqyGVSkeOHOm6Xa1WO21xneXuOBeO5SUXq7uxia/w8lSfhVJE6Jukv6d7bceocnFBOE8GDx6sVqt//PHHLVu22DdKJJIZM2a8+eabrpVECLVo2Gqj29kDPfQ8D8cuO8fwFAHea0e143pwjvPbrURthhALaISbn7zuTGDAwoBZIlgYMDNgJuBjjN71uN3B8SvyMV2MkTexEB5C6I4RuAA+Li5u2rRpZrP53nvvXbVqlevC7Pn5+Y8//vjOnTsHDhz44YcfAgDHcd988828efMuXry4evVqzIiLmklpaanP2ekWi6WqqioqKsq+pcnJ4T2xWq3z58/ft2+fU89Vhw4dzp8/L/7sPUEdL01gwx7gQscKlMrLbiK1pG5kr/rhPeoiQwAAjEYfNz2JiYmJiYnjxo179NFHMzMzTSZTfHz8kCFDcIkHhO5I2Gqj2xlNwbQ++oEJlqNFsis1jJUjGjmfFGk7Uig3WL2NlhcAeqgza4yUjSeEAM1IeUZTbgrnGn1LLFDAUcBFKK1SmpdSHEVAQnMM4WnCyxlWSrN6E1dv4m02liKCVs5HqbnTxe6farlG7M6FCXCxXBKpxVH0CKEABvBvvfXWuXPnevTosXnzZpXKTXTRsWPHH374IS0tbeXKlYMHD545cyZN0w8//PCFCxeWL1/+448/4q0AaiaOa7Z58cEHH2RkZJSWlqpUqp49ezbHouVms3nFihUfffSR48bw8HDvcTsQKasdzoVN5BQ9fZchcLQ+I15+dMnD6RKGlsvl3r8HnJ4mMAyTnp6enp7uuyCEUEuGrTa6/SWE2xLCbfZfWR5+v+ixQbf3t3dpY5VK6IK6sIs1EaUmFbD+ZoxnwCwFAyOYJWChwQogxIewgzo4z1r3oqyevlbHgB8RuyudmQbPg+0RQq1H4AL4H374AQBmzpzp9j5ApFQqH3roobNnz3744YczZ84UN44fP3758uVnzpwJUEVR69O2bVutVus92Tsh5LPPPhN/rqqq8p6S/Wbs2LFDEAQxBVRBQQEA9OnTx3FlO0e8PIULHWfTjgbad1paYitnan9mdNvkVN3Mxx6TMN5m9+H8VYRaOWy1UYtDEyBUg9lgTou3cyA1E+3uYlW12a8H9wAAIEjBKBPqpERPCw3iZ42M7xPvY4FVM0sMFhLbLilSzUlpITKW+s/+kCpDU2bXi4noEUIocAG8GIGkpvqYlCsmss7KyrJvEYft1dTUNGftUKsmkUgmTpy4du1aL/v4swLcLaHT6bKyshzvmHv27Llt2zbHDn+BCee0o9jQcbwsyfcRBZ4yHJXU/ETrDwHwAGABWLNmzZIlS1yHHmDcjhASYauNWhxCIFrN8bqLTts5kJqJxgJaFuQAYPCry1yQgUEK9XKhngBHE+D+vAsoJ10IQLsw2+zBdUrPy8tnl0p3X1BerWUAAPKApqBrW+uYzoYnh9b+kqk+VSxzXKwmRMHrfOXJb6O5pQvWIYRarMAF8KGhoWVlZadPn54yZYqX3U6fPg0AcvmNrCTV1dUAEBMT09w1RK3ZCy+8sH379ls+rb1RPI2TDwsLu+eee3bt2iVQKk4zlAu5l1P1BfC9Ig5haxjdNqZmC7Fdc3qptrb2t99+mzBhgvhrly5dampqfK5XhxBqPbDVRi2IOGANALooirN0Yqo3YiMKC6gtoObA33yKBAQZ1MugTioYHFPNXYMujsPsBYDLNZJvT2jmDqpj3LXGO3JUey4qHLdwPJwrkZ4vk8wdWD+9b/393QyF1ZJ6M5ExQvtw1mChVu0P8VIxlZRPjrIBSPz8Q1CwnDp1KthVuKFPnz7BrgJqFoEL4IcMGbJx48avvvrqsccei42NdbtPaWnpl19+CQCOM2w3bdoEAMnJyYGpJ2qdYmJivv/++7lz53oarN58nOJ2hULh1DFuZamIlAe1FVNLzclA/EpBS5vOMjU/0nV7QbB52ufUqVOLFy/WarVSKaa1RQg5w1Yb3ebsQbujSC3NVobqOY0NlIIfT7rtJGCWC7UyqKPg+rNsL9PUBQACcKFcuiNbNb67wenVM8Uyp+jdzsaRb45p/mdkjVbOd4+5Mfw+UsX1jrecvurxQcP47gYcQo8QEgUugF+yZMkPP/xw5cqVUaNGvffee/fdd5/jilyCIGzfvv2FF14oKioihLzwwgsAUFJSsnbt2jfffBMAZs2aFbCqotapR48e+/bt++abb7Zt21ZQUEAISU1NjYmJ2bBhg/c3xsfHSySS4uJim80mkUg6dOjQp08fn+/y1N/evXt3cQK8jaOyroScyA8/dyXUYqMAfGfZIVw9rdspqf2ZWNzc1jgS12+vra3Van1PnkcItULYaqPmkFEg35urMFgoAUApEXrFW8d3u768+aUKyYVyaY2RYihoo+V6xVoiVBwAWAX259qDx8su1nL6pIrwGCq8tzJFSd2IdfU2aYlBe6VOU6zXGtjGPZKWUTYtU8tZ6hm4Hk77k17O3hofLFCMSDUppQ2Whdt1wdsEewtL9uYqJriE/dP66FmOZF5zrj9Fwbguhn7tfEy2Rwi1HoEL4AcPHrx8+fIXXnghJydnwoQJ7dq169KlS3x8PAAUFxfn5OTYs4K9++67d911FwCMGTMmMzMTAHr37j179uyAVRW1Wmq1etGiRYsWLbJvWb16tc9QXKFQZGRkOG5ZtWqVl/29pJSXSCT3jBhzpij0RH742cuhFpufeW4E2nSOqf2FrvsdeG9tvBi325lMJv+OjxBqdbDVRreWzkT/c0+ohb3xKFrHkX258oP58un99Bl5ssLqBuPDd+Yo08LPKiMK1lfvquWuB/llUAwAv9RmjNeOieL7lug1xQatzuLvCHk7WrDKSL1MqJdwJuCAaVJaeADgeLhQLnFMZVdloMvrfbTd58ukrgG8hBKSo6znyyQs3+BpvVrGdwj3OJgOIdQKBS6AB4D/+Z//SU1NXbp0aWZm5pUrV1zHKoeEhPznP/+xZ7IVjR8/fu3atY4P/hEKGH+mccbFxTltWb16tetuPpaCA4poerXr98Ty7Ulmf+N2kEBNr/iSohP/NlSfH+ZcqgAAIABJREFU97KbU9wukkqljsvaI4SQE2y10a3CcfDu7lCn0PT6SzysO6aOFnKinV4QILdSUlXH1aqvR+8Svo2CTZGznRS21DPVbZpQDQmxSoQ6OdQxYAGHpHRNOJRdjalBk11j9H3lVxspwWVQ3b48xS+ZblZ8qDNRn2WE/C1d1y6MBYCcnJwuXW6qwgihli6gATwATJo0aeLEiRs3bty5c2dubm5ubq7JZEpOTk5NTe3Xr98jjzwSEnIjh8fbb7/do0ePjh07BriSCNndddddUqnUarV62Wf48OFOW65da5A0zlvoTihO0ZsLuZfTDBVoTWaZf9Xi6pi6P5i63ZTpbGGR/NFHH83MbHvixIn6+noAoGk6KSmprq6utLTUbeguuvvuuxkm0N8ACKGWBVtt1GT1FsrGEbWUlzLC54dDWJ44LermkwCU1tYv1hAiCGFyNpkWmjLniwBEKgwdtDqT0VBed2M9l5uM2+1o0mBqOu3HkyuKOEfvNSZ6R7bHgfdWjmw6o356eG1eXp5jwkiEUOsUhNt3Qsi0adOmTZvmc89JkyYFoD6opeM47ttvvz116lRERMTs2bPbtWtnf8lms+Xk5NTU1ERFRXXq1Immbzwmr6+vz87Otlgsbdu29dIRrdVqH3300U8++cTTDhEREbNmzXIqSFzyzXuXOy9PZUNGc9oRAhPp519KeBNVf5Cp/43WH7VnpzMajZs3b3722WcnTJhQV1fHsqxWq01JSfn1118feughj4ci5JlnnvGzXIRQa4atNmoUK0d2Hb1aVC0x2ggAEIAwJa83Vjh3sLsjAGFBxhI5C3IbKFiQARClNaEJ1VAwbLy6Lk6ta6/RqSQ2jic/ZyoBiJe4naKAbzCZHQiA78RxDfeIVHE+3xWldl7z5eRlmdvhCXYlOuZUVlGUFge2IISCEcAjdKtYrdbRo0c7rj/8wQcfKJXKTz/99K677lq+fPm6desMhuvTzEJDQx9++OElS5ZcvXr1rbfe+vXXX+0rqycmJj777LMPPvig21JeffXV06dPHz582PUluVy+cuXK9957b926dXr99TF+Y8aMGTJkCO90F/AngQ7jQkezIeN4mb+dVAzFCboDTN0eWn8IeDfL1xYXF+fm5qakpGi1WvtC7qNHj168ePGHH37o9pivvPJKWlqanxVACCGE3HJKBW+ykf15inrLjUxsAkC151HlAhAOZDZQsCBniZwFmeAzX6tnDOHbqurbaerj1LpIuZE4HEkWnnwNQr0fW87wf+2jP3lVVmehVIzQuY31yGX51Rpft8oNj6mR8wnhNqf5/E56xjoP67tc660UceRCtZGO0mIieoRQMAL4/Pz83NxcQfDxHTRmzJjA1Ae1UHV1dV27drVYnHO2GY3G2bNnh4eHi2sR29XW1v7rX//66aefSktLnZK3FRQULF68OCMj48MPPyTEuXmXy+WbNm1asWLFZ599Jo5RFw0dOvTZZ59dsmRJfn4+OPS3G41GN9UlFKcayIZN4lSDgfg1xV1C893a6folVheeXXso6zfvO588eXL06NFOGyMiIgghrv/WKIoKCwvzpw4IIYStNrJzu3KbnSDA4UJFvcV7LzFhQcoShU2Qs0RxkxE7ANBEiFYa4tR1saq6tioDTRo8Pbc/1L5Y7rvv2myjurS1dm17I7o+fsV3ejwb51z/qA4n82v6U4L7tt7IlHdrbwRQO240WT1+CPZ5B1bfXfsIoVYhoAF8RkbGrFmzvH/72/m8V0CtkDgXXVy3fOjQoa7Ru51T9G7n5fJbv359r1695s+f7/qSVCp9+eWXn3322VOnTpWUlCiVyl69esXGxj7//PNxcXGuSewcCZIoNuQ+NnS8IPEr4w4RbF3idYNS6nol1MokHADkZFR52tk+xb1Dhw5OL2VkZLzxxhtu/x3xPP/iiy/26tWrd+/e/lQJIdQ6Yavdyjme+rKyMo5rMPBbEKBCT1cYaAtLpDSEKzmed9/ZzoPEShQsiEG7/Pry7DcRthMQGDBJBSOEHBsWEltnIjYb1BkEGSERKiAOcbud00pvbjG04FQpldT3Va1yOfLHhg+NESnpVa/QgvOacHr62q6o52KqB7waO6fBQWRuCnJKGSCl8Z8YQgggkAF8QUHBiBEjvERcCHly9erVVatWbdu2raSkBAASEhKGDh1aXFx8ywt6//33H3nkEcep8o7kcrk47LygoMBisezevVvse3ePkrOaoVzIWE7ZF4gfk9YEjjYcp+v20PX7/zb3VfEhhb1cp31dU9NpNBqnLStWrPByP81x3AcffLBmzRrfFUMItUrYagee07MS1yg0YEX7VGuijl+W68yOrZvEns5NAMoGChtRiGPjefvd5k0F7ZwETFLBKCEmiWAS+6JJXfvjuut1KCddoAziQ9kZfesBnCeZyyW+A3jKpXodwm3ZpT4Wlk+MZB1/vWqtOGfKB2V+pTSnh252vPkuBRcOALWSwgLlrmzNd1ZKv13HOwXwHcJtWQ4rwLvN9hep5gBwDjxCKIAB/JtvvineB0yZMmXBggUJCQm4xgzyx2+//bZw4cK6ujr7lqKiom+++aY5yqqoqDhz5kzfvn3dvup0f5OT46Z9FSgFrx7MqodwmruA8phRtsE7TFm0bhdT/wdhawCAECKRNJg7Z+/h95JSvmfPno6/Go1Gp6XpXe3Zs8epOwUhhOxaSqut0Whcpz7dQuJfrdU2Jf95YykUCsdfS0tLAYAQItZBEATH7CqdOnXy/8gXLlxoVNGuCCEMw4g1qTaQfXmUrWEDwoLMJCjY60F7oxdmd0eQgJkBswRMEsFEw58j2x0eTZdBN6eHAldrmU8Ohv3PWLZtSINH2KUm3xcJyxHHVRUAYHg32HMJzJ5XYU9pI3SKb7D22+na60/2dczlAxHLAIAR5DywPLkR5xdZS50KGtYVdlxgOZYBD9F7qNrWNkxmv9RlMlkQ15GhKEoqlTr9CYFk72hx+ofpKf0QQneYwP3jP3LkCAA88MADmzZtClihqKW7ePHiww8/bDa7ydzWTK5eveoawLvtmqitrbX/LDCRnOYuTp3OqfoB8fG0XkRs15jaHUzdTmItcdwuCIJer3fsUR8zZszzzz9vT7nnSi6XO02ALysr87K/yGw2V1ZW4mR4hJBb2Grf5nzG5M1EEOBwHrFxwAMtdrOzgoIlCv6mO4cJCAxYGDAzgkkCZhosxMOUb+8rwOktsPYw/fwYFgBYDngBpP7d7QouxYUo4MFB3FcH3A9eV8thdprv5+As8XgPU8vqtbSSIpSRqjwU9tX48kluRymwxJSr/BVgvM+yEEKtQYACeEEQ8vLyAGDBggWBKRG1RAcOHNi0aVN2drbZbI6Pjx8xYsTevXsDGb0DwLFjx3766af8/HyaplNSUsaOHdujRw+33TtWq5WXJXHaoZz6Ll6e6u/QQMFK1/0uqd1KGc94ykYjPlq+kXrn4kXvXeU2m62urs4x5vfzwbxTVz9CCIlaUKtdX1/frNPv5XK5Wq2uq6sLwCR/pwSrIoZhxIlUNptNTAQTFEqlkuW4Mh3Jq9EWGkPE/HPXX2v6AAiBAYsMTF2i6qoMxj8XjbEflRccHgo0atn2S2Xki318XgVTZaABQC3jO4Rbfd70ssSi0+mdNnaJgFkDpD+eVTsl52sfxv61T71c4HS6BvtH2ZxntLmKYkLHnngmQ59pFqw0oXopk9N0SeFs/gX1jx0NoyX/n73zjo+ieP/4bLm9nsulV0JCSOgghFCDBAVBEZRIQKWDFCmiKCBdQUBpUgQxIJCfXymCFAEF6R1CCzWB9N6Ty/W9293fH4vH5e5ydyl3CTDvly9fYXZm9tlrM5+ZZ56HqbKlr8DynoqOqfVlqZXtm/B92A+DVqtVmrxeTkQqlep0OkPyHefj6urKznNMvphcLpfLrRfvDwikUeMkAa9UKtlRx8PD3pTXkFcKpVI5bdq0o0ePGkoePXp08uRJhzpGWsSQ8j0qKqqwsHDXrl1NmzYdNWqUsatYVonwdrr0HrVEG2JXXDoWH1d197DCM/u+INUlVqolJSW1bt3auOTYsWPWJ44URf3999/G4fd8fHxEIpH1wdXDwwNuv0MgEIvAURvCoqfRIrUwXykq0Ury5QK1HgOgTkfZxRwNQmswWkMgajFHHealDZLqE5RJZ/VnCdzNlQzh0RIa0CqsSM7J9ZP/gDC1nKneyHgu5BRa9EG+aTQZc6rzv27rR7b0KX9cQOTLuXpAcIGqmaeuqZtlx3p/wrOdoNk9VaqVG2WTRdlkEQAgSh4OAACV4B5IAwCUEk/KOalSXahI74MxXB2qkOFZlZwctlW6Jq8J38fmU0AgDQ7DMPHx8QRBVJehGVJHnCTgCYJg5cSdO3ciIyOdc9NaIxKJbFeqAxiGoSjq6LtYN4D9QygUNlTcYPYcnUAgYBiGYZiPP/745MmT5tUayjxDTjgAQEZGRlxc3FdffaWhBFeSpBcfu+WXcwGwdwYj4FKdQyt6hJeH+qoAAKWPghMSLAh4w/n2KVOmmHw2srKybN4lOzvbpFX//v33799vpcmgQYPEYrFhr559L2zeyBEYPgwNdXrNsE6E43gDfjEhkMbDizVqQ+oXpY5ToBIXKEUFKlGJWkCbhmavGSjQs4fYcaBp5y1r7WPqVZeqzd1XdoYGjB4rUfFLLoqfHw14R/vQS9u+LnevmakMQQMGtTS64yjT1k8bwQViMVFaqrY+XC7wGz0sZbG5Q74xz6S7GTRClRLJpYSF8xFKRgsAIBkb5+MgkAaHpukxY8a4urpCAe8gnCfghw0btn379vXr13/88ceNfIrs6LggCIKwwWAcehfrBrB/VBdu3Wk24DjOMMyff/5pUb03CMbS3UCuzHvZ7+J8dXOKtvuMH63BlAktvDI+H9uJg7OjOAYAePfdd+/fv284F2ASl87Dw2PevHkmnw17ZK1Sqfztt98SExO1Wm1gYGC/fv1shlySSCQ4jhtr14YS8KwN7MJWAxoAAEBRtAG/mBBI4+HFGrUhdYRhQJmWX6AUF6hE+UqRnKyTEzICmGeR54AaZ9QYeLZTHeyma+VjIanBsYqr58VJ5uVc2sWNrEGgvrqjw+QW1XtNiRa/9l3AJwtzt1GM6fDdSx5e04FWD2g5rlag2j3MhTWlB4NQr8HcaH/Mozu3lTfHre7WQhobiEIOdDrA4TAi28cxIK8mzpuqrlu37tatW3fv3h00aNBPP/3UsmUNzjI5GePgZI5AIpHQNC2Xyx16F+sGsIefKysrG2rPk8PhSCSSyspKiqJ27txZv51jGNa6det79+7VtKG5eqeEnfQeYyhB+xw7z5pRlZj8Cq64hClvAFpDY0E6soXO6NCiUCgcO3ZsfHz8P//8Y9LUx8cnPj6ex+OZfAK9vLxs3nb37t3GOeEWLVpknIjOIgcOHJg3b56Liwtbk30vbN7IEeA47urqKpfLbQbec6gBAACSJE2+mNB/GPLK8gKN2pBawPrGs6K9QCnSUnVa0McYHQdR40BNMGocaHzEukoNqtKhAAAEADcBHeZF+klMf+GDg4PzyJL/VVhOsBKg7o4ztv3e6xFamA1A/fiof+ze97L8/nHZNQYwhs12DKAUsD3p0iGUAtMqUI0C0yhQrQatEn5frdPeTdsOACBQzii3txYHjOXZFzoX0tihKDT1CZqVDgyhLjgEHRTMhIYxaIPtt0EaJ84T8BcuXPj666+//vrrs2fPtm3btnv37mFhYT4+PtUdcl66dKnTbIM0LA8ePKh129atW2dkZBhCuWAY1rFjx8mTJ0+aNKmmXZmod0rwms5zAi1oa09bRJuFK69g8iuo6h4wGp7NAw4FBwcHBwe3b98+NDT077//Tk9PRxAkNDR04MCBEydOdHOzsJret2/fH3/80boB5jeyGesoKytLLpc7JzcSBAJ54YCj9suHSs8pUIpY9/jiuvnGI89yvKk4jJoD1CjQGxzGcZSJaKLl4gypR3Q0wsMZDK2y62yc3z5Nm1edq7mLPqDW5tWOyKD6CZr7JO3pz0WHK8myniDsvzIGAMSiemcA0KCkEtUqMI0SJRWohkStrWVrUNajgSFp3baSo481mftCvyUQ6Dv2YoPodOj1S0hl1YiIOhJNSWYKC6guPYCtXZl6obi4eNWqVSdPnkxNTRWJRGFhYTNmzBgyZIjJz35RUdF33313/fr1Bw8eeHt79+zZ88svv2zb9tmEeejQoewRzoqKCgRBRCKRYWvk3r17q1atunPnTmZmZqtWrSIiIhYuXOjj41MLG06cOLF58+bk5OTMzEwvL69WrVp9+umn7777rgNfncYE4jSn2ZpGI2sob14AQEmJtRhjdafx7MCXlZU17A58eXk5RVHh4eFlZWW16+TMmTMtWrQAAJAkye4kKxSKLl26FBUV1agrY/XOYK4672l6ST8r9VlQTTJWeR5XXEC0lo+pe3t7z549m/3beMpigA0db/PDEBsbe/bsWZv21JSrV6+WlpYWFhYKhcJmzZo1bdq03m9hD+wGeEVFRYPvwGu1WrgDD4GwvCijdmlpqROi0Dv6LiwWU5YaotCTJFnTKPQMAOUafoFSlK8UFarFMm2dfOMFHJ2PQOEjVPAR1cNcmrb0eiAAdArUBlkK8GZxEDxXeWdo6iKLt+som9ReNqYuBteIVOGJr7sJI4QtrNThcrlisdj4w2DxLTshu36y8mZ1nZCoXoWSSkSrwrQKVKvCSNqObXkrzPcbNdN7aF16qCmNJwq9yReTfYMayiqWO3fu1KIVdus6Uphf3VXG05vq3K0W3b722mv2V87Nze3cuXN+fj6Px2vSpElFRQU7l16xYsXcuXMN1S5duhQbG5ufn4/jeFBQUHZ2NjsD37Vr1/DhwwEAP//8c0JCwq+//koQxKhRo7hc7qZNmwAAO3funDJlikaj4XA4AQEBGRkZDMN4eXnt27fv9ddfr5ENU6dO3bx5MwDAy8vLzc0tLy+vsrISALBp06apU6fW4oV64XCegK/pN6oB9S0U8E7AWMBHRUUlJVk4/2azh40bN8bExJiU79u3r6bfXiP1juglb+m8pzKYxEp9hMzjyI5jsn8RXbW/tizNmjVbtWqVlQoSiYRhGPZ3xwqlpaXvvPMOm9WpvkBRlMvlGmctioiIWLFiRYcOHerxLvYABTwE0gh5UUZtKOBN0DNosUqYrxT95xtf+71ZBDBSntpXqPARKII9KBGu1mqfHWIvUWIJWTwVWWWVh8CYdv7aIOnzX3KLot2YNG1el0eWPebCFIN7lM21eMkAjejRqmHqGYRCmJr5GzOAfiTed9P1p/fcum9t+pXJ1fT0dAYw99VpNxSPs3VFWpoUoYJQrn8vl/Z+HA8do7+qeJioSinQlVGAdsddWvGbXpM/VDHPXigS0atQrQrTqVCtCtWqUFKH1PNpNS9cer/NThRxXhAZKOCtYCLgQ48dwLQWQj9UgWGA3nJSg+fgHGBrUZXG8aeDYo1LaiTgR48eHR8fHxsbGxcXx7pnxsfHjx49msPhyGQyPp8PAFCr1c2bN8/NzZ0zZ87ixYv5fD5Jkt9///3ixYsJgrh//37z5s0BABRFsTOr8vJytvOMjIzw8HCdTrd48eI5c+awx0UnT568d+/eoKCgJ0+esJtw9tiQkJAQGRnJ5/P//PPP/v37AwD0ev2WLVtmzJgREBCQnZ1t/yO/uDjP5aYB9SqkkdOzZ0/rAp7P57dp0+bmzZvszzSGYb169Zo3b55FqXnjxg37b11l4x13I/0WUMKIamszekx+Hq84iilvV5fC3QAbne6dd96x3xgrlJWV1XtoBpqmTXIO37x585133tm1a9ebb75Zv/eCQCAvHHDUfoFQ6zkFKlG+QlSgEhWrhXXxjeegtJdAwYp2b6GCQJ+pTQFXYBwmxUNIvdVCmSfDSxSYVo/gGOMmoANc9RyMAXbodgMhXL9Qnn+KJtf8Ui7/KgNoBFjTpRfcv+HSEg9tSw7DV2Ol+bxbAapuYcrBVpqUcB8nuG4MUHcT6X1DdBUqrLiUSOZiFT0UzbRqeTpjuoaiY/Txpf88UmcaSsopeYIq6ZYquZe4/SN1RpH+2ejMIEw6VfBQlaXmkCqUVKGkGtXqkfrcJuEwmIjmlWNVovIU6ctTtLlhvMB6vBGkvsBIEiNtCXh70NnhfWMWNLFGXL9+HQAwe/Zsw+HKUaNGHTt2rKioKCcnh1Xm69aty83NHTFixMqVK9k6BEEsXLgwKytr27Ztq1ev3rp1q8XOv/nmG5Ikx48fv3jxYrbE1dV19+7dSUlJiYmJ27Zt+/TTT+20ITExUSQSjRw5klXvAAAcx6dPn7506dKcnBy5XN7gizhOAJ6ZgTQ8EyZMiI+Pt7KxMGnSpPnz55eVlaWmpqIo2rx5cysnt+33xjdW75SgPem/hMHdLVdl9FjlaU7xTlRnYZJhjHFUeQzDxo4da6WyWq0uLCwEAEilUpOYc+Xl5axnu7+/PwBg4sSJpaWlNp6nPiBJcvLkyTdu3LB4Gh8CgUAgjYH/4saLClXiApWojr7xQo7ORyD3ESp8hQoPngpB7PI1QBEQ4KoPcK3BfrtF5vh8/EnGD+blSqwoWXS4heL96hoWce+nC04DwACjJAmlxJMQ1VuG6HdezOOqjZhSzv7mpApgpykMPK36sikoNQMYpGog+t9LTxmrdxYS0ZOI/oD6kgbRaXg6DaJTo6QG0TH2vXT2I0b4uA4R0jwxxRPRPB7NAQAYZ9pjKdZXhAEo4CF1gnVFjI+Pb9euHeuoCwDYu3evcZ3jx48DAFixbczo0aO3bdt27ty56jo/c+YMAODzzz83LkQQZMaMGePHjz979izbpz02TJgwYcKECSb9FxQUsN6sDeVZ7GQaXsDr9XqYt+kVp1mzZsuXL//qq68sOih27dp11qxZAAA3Nzd7VCX75beJsdu8zmOEznM8sLzMT+MVRzkl/4foCq30ZpINjoWiqNu3b0dEWNjST0xMXLVq1dmzZ9llCx6P17dv3zlz5oSHh//1118bN268e/cu+2q4ubl17dq1LnH+aopMJtu1a5fJjywEAoGwwFHbERRUYjkVnIoSDg9nPEQUF7cwGpIUli2XFKpEBSphoVJE0rUPTI0gQMpV+wjkvkKFr1AhJrQ0Q2eQBam68icK2oPjGsL15dgRF62SUqa5l5XpK0WYIEJYJeVbkjrzjvqpitJ4caTdRG088GoPpr0njXqoTv+x8A/zSw/dt0ZxXi8utzD0V+LZZz3msd5wJjnVZYLV4YrBqIUpLpPJP1/OSavOEh5KyClVqjavgpJrUR0fExQxZSf1t0gupQN6LarXIZQW0ZEoZT3He13wRCRhWEA4HhCG+bfAAv1Q969zttrM/S7BYKJHSF2ZNWtWbGzshg0b9u3b179//6ioqOjoaJNVuadPnwIA4uLi4uPjjcvZ8xQZGRkWe9ZqtTk5OTiOs1GrjGFD36WlpdlvAwvDMA8fPnz06FFaWlpycvK///6rtXlU4SXCeWfgDWRmZsbFxV2+fPnBgwfsGWyGYWiaXrRo0dixY5s1a+Zke8yBZ+CdgPEZeLbkxIkTCxYsMP7yc7ncsWPHzp8/nz3+Zye///77Z599Zr3Oc/WOCbV+iyiR5dAgqCaFKFiFqh9bvAqq0e3GzJ07l119MGbPnj1ffPGFTmd63onH43Xr1q1+g9WhKCoWi2Wy53FNXVxcbB6579Gjx6FDh+rRDOvAM/AQSGOmkY/aL/oZ+Oxy/OA9UU4FDv7bLkYR0ESqa+dH4hgj0/KLNS7FGpdcOb9Uza2LCThKe/GVPkI5G4iOiz13iL+tfHJMdrWCen6kmY8QfVw69Ra/hv537FYgEFAUZZgiiwPdvs7ZeqTiMm3ktdtd1OaHwCkampyds+W28snzWyPYUGn0t/7jXfFqdeZJWcLqgt13VE/ZfxIIPkDSdb7fKC1FzblzK6BioFDvzV7SopVPRH8lSn7tqqh2z1lAeTRVvy4hQ/7zwGeUeH4W/1I555mHPIMwJEJpEZ0W0WlRPbujrkcZDUKSiJ6qV793K6AAEVCECyNojQcNEHZpjQVJUdOX6KeiP9O0VQLumOzAC1Becrv/OTOZHDwDbwWTM/DhB3dj2vrJbmATisNJjhlhXFKjM/AAgAsXLnz77bfnz583zMc6duy4cuXKvn37AgBIkuRybTj76HQ6HMdNzsBnZmY2bdrUx8cnP980dFROTk5gYKCnp6ch+LR1G1h+/PHHlStXsk6sAACpVNqrV69z587JZLKKigqJxFocq5cDZwv4FStWLF261OTkLcMw7DuNIMi8efOWLVvmTJPMgQLeCZgLeAAARVG3bt26f/8+SZKBgYHdu3evhSO3TCaLjIy04khvUO8Mx1sb+D3NDbFQidYQpbvw0j2AsRBsxqZuNzBmzBiTIHZ37twZMGCA0zKuDxo0aOPGjVeuXElLS2Pz1aWlpRlH8rRISEgIewzJOUABD4E0Whr/qP1CC/gnRcTO6y76/8ZhL+YxDTAd4OsRHkD5eoRfx/TsAlznI1Sw7vGefBVqycH7ZGXCCZnl2DEdBKEj3Pqx+QgEAkFISAibtDWPLHnn6ewcsti8CRclaIbSWRo6m/MCjoZ974ZZy11aqq/M1BbwMCKE68dDiDvKJ28/+UoPaACAWO/Ho11JRFnJye4pb27elgGMGtWRqF6L6PUIpQMUjQAUEHqEooBWh+gZBOgRigK0HqF0CG0zlk29gwDAowkhxe3Ca9mD19qDEUsYoQDleeKuaPXxyRKUSXvKThuXmAj4Ee791jWZ7iijLQEFvBVMBHzA5bOYzePrNI2U2TgmyUjdAGbj14DG8OyoN4xLairgWcrLy8+cOXPx4sVjx46lpKQAAE6dOvXGG28AADw8PMrKyjQaDWE1rZ2JgNcu4Q0lAAAgAElEQVRqtQKBAEVRjUaDVX2K27dvd+rUqW3btvfu3bPThh9++GHOnDkuLi5Tp059880327Vrx07VgoODMzIyXhEB71QvuOXLl8+fP5/9u3nz5i1btjxy5Ijhqlgslsvl3333nVwuX79+vTMNe8koKyvbsWPHiRMn0tPTURQNDQ0dPHjwiBEjBAKB02xISUmJi4u7cOFCcXExl8vt0KHD8OHDBw4caCUvkU6n279//4EDBx4+fKjT6fz8/N54440JEyb4+/uXl5ezT5SWlsY+0bvvvjty5EihUGjej0Qi+eGHHyZOnGhxbeL1119ny2lemDbwe4uH3hFtOjdnIUpayAxnv3RnycrKGjp06IMHD9gnio6OvnfvntPUu6+v79KlSwUCgXFQOnvWp5z5UYFAII0WOGo7FLUO+f2WSG80UpUizSjw37S4Vqvrz3zjhQpfocKbL5dwbfiUZmjzT1aj3gEAd1UpodyAj9oOBABIpVJDqJqZ2RstqncAgJauVqs81eTMzd76i1mYd2PccRd3/LnCH566RP/fCyHH8zrIxQDwgOa5etchVDmuKMdUSkyjcsAR9LqAAoRPE3yaEFCEgOYKaA6f5qIAackLGi9+x+SkvRUiBOG3lMlPtTkWrwYQnvP8Rtaf1ZB6JqdHtD3V0McP0PSU6q7STUPoVu3qzygLkCSZnZ3NZoaTSqUxMTExMTFr16796KOP9u7du23bNlY8h4aGXr9+/cmTJ23atDFuXlFRkZiYKJVK27WzYCeXy/X398/Ozk5KSmrdurXxJfaIaGhoqP02bNy4EQCwf/9+4z15AEBDbQI1CM4T8ElJSQsWLAAAhIeHb9myJTo6GhilmcUwLC0tbdy4cX/99demTZsmTZrUqlUrp9n2MpGQkDBmzBjjLOg3bty4cePG9u3bf/vtNzZ+o6PZtWvXvHnzjIPSnTx58uTJk9HR0b/++qtIZMGDrri4eOTIkbdu3TKUyGSyx48f79y587PPPtu+fXtBQYHhkvEThYeHm/c2ePBgDMNmzZplsg8/cODAfv36/fnnnySvk9b/G4BZ0P+47CQnfzXCmPo71VS6s7BBO4yfqBad2AOO4ya/XJ06ddqyZYufn59JTXu+WfDbB4FA4KjtaG5l81RkldgrFODUoh8OSnsJlN4C1jdeycVqMIs9J79bneRlt3mzUFlpofZ05a08qpSDYGGcwEhRy7OVt2thJwDgUPnFxX5j/AlPeyofr7hWRj1ziTI55U4hdCmuKORUyjBlI5HsBI3zaYLPEHyaI6AJPs3l0Rxzjd5R0HyoW7T96h0AgCDIWI+395adTlSbppJtJ2i2rekcT9yu0D+QxgzdojXQatE8CynQGL8AukUb8/L6RSaThYaGcrnciooKw8FVFEXfeeedvXv3Gs7O9OnT5/r162vWrNmxY4dx88WLF2/YsGHJkiUWBTwAIDo6Oj4+/scff4yLizMuZxd/e/fubb8NxcXFAACTCFOpqam5uTbiTL9MOM+FftKkSb/88otEIrl7927Tpk2f3R5BAAAGG0iSbN++fVJS0rhx47Zv3+4cw8x5cV3oMzMz+/TpU90JZ39///Pnz0skEoe60B87dmzs2LHVfa769u37+++/g6ou9Hq9fsCAAXfv3q3pvXx9fc+fPy+VSi1eVSqVR44cSUhIkMlkbCi41q1bL1myRCV4k/SdbSFkHUMSBT/iFUdNimsn3Z2JSCQ6fvz4+fPnHzx4oNFoAgICoqOje/XqVZ2/Q69evawvJezbt4+drDsH6EIPgTRCXpRR+8V1od953eVRQRU3VA7Q6IBdMV9EHNJHKPcRKn0ENYgbb878nDgN83y13Ty8eb2zscnM4e5v2K4HwJj05ccqrppI90pMXciRFXPkVO1cFOoGxqBcBicYnKA5XAbj0hwuzeExOI8hULPUfShAaDMv/WDCd4znABHKr8XdM7UFiZrUIn15kkdRMNc3mv/aAEkXZ6Z/NwBd6K1g4kJfI5DCAjQzDSkvBRQFUIxxc6ObhDA+vrXusEYu9KGhoampqWPGjFm/fj2b7CklJWXIkCH3799ft27dzJkzAQAVFRXNmjUrKyubPn36N998I5VKKYpic7Dz+fwHDx6wAedYF3ocx2UyGevUmZ6e3qJFC51Ot2zZsi+//JIgiMrKyilTpvz+++9BQUHJycns6Xp7bHjttdfu3r37/fffz549m7X81KlTEydOTE9PZ29kGLBeYpwn4Nu2bfvgwYPZs2d///33z29fdSoAAFi3bt0XX3wRERGRkJDgHMPMeXEF/JQpU/bv32+lwsyZM+fPn+84AU9RVOfOnbOzLawgGoiLiysoKLh165ZCoXB1dY2MjGQYZs6cObW747Rp0wwpJa3Afqv37dt3+Ykv6T0TmA14CFXJzZmHqqqcwGn80p1lxYoV5hk1rHD58uWhQ4eaR9FjGThwoMnCqqOBAh4CaYS8KKP2iyvgN5x3ZWPXGeCDcjWwvCSNIYyXUO3Jk/sIFT4ChZBjR1JoW+gY/dycrcAput3AfN9RM32G2lPz82urM8lnzndKVFvEqSzB5RrU8shVL6AA5dI4h8EIBidojANwDo0TDMZhcILGCICbq/RaEEh4TfeKwWolvHEc5/F4LVu2VKvVbDyCBgEKeCvURcAbQCiKsXXi3R5qJOD//ffft956i2EYDofTtGlTvV6fkZHBMEzv3r1PnjxpSOp27NixESNGVFRUsGdai4uLy8vLMQzbs2fPBx98YOjNzc2tvLw8PDw8JCSETT63ffv2adOmaTQaLpfbpEmTtLQ0iqK8vb337dvXq1cv+204fPjwe++9BwAICwsLCAhISUnJysrq06ePXC5PSEho3rz5okWLRowYYfp4LxfOc6FnFVSnTp2sVwsLCwMAPHnyxHo1iDlarZb9hljhzz//NBxodAS3bt2yrt4BAJMnTzY+BL5//37Dj0ItOHjwoE0Bz372AAA3stqQPqPNK6BkFjd7NkLmGUpeFOkOABgyZEiN1DsAoEePHr/88suMGTPMV5EGDhy4efPm+rMOAoG8qMBR29GY54rjMGo18lzAY0DnyVc2d1cGuup8RBpKrzU+m1Z3QoObXa1M0VsKOOc4RJiNzWfDkM1FcQBAGabM5ZZXYPUgVnGAojSKARRnUA6DEwzGZThcGidonAtwgsZxph4kE7C9IJLcwaXNWI+3q7tseAUgryz1ot5rSt++fW/evLlixYq7d+9mZ2e7ubn17NlzzJgxI0eONJ6ov/POO3fv3l22bNmtW7eSk5P9/f0HDBiwYMGCli1bGve2ZcuWOXPmpKenG1ZYxo8fHxERsWrVqrt372ZmZr722muRkZGLFi3y9vaukQ2DBw8+efLk8uXL79+/X1lZ2bFjx0WLFo0ZM+bChQuzZ89+8ODBq+BL7zwBTxCEUqk0TmdlkaysLGB0yg5iPzk5OSqVynqdrKwsjUbjuPCM9szhzEO4VbcVbA+5ublKpdJiNDsWw0B48EaA0rWzeQVUeYebuwChnkvZF0i9AwAOHTr07rvvDhw4sEatBg4c2Llz5x07dly+fDknJ0ckErVp0yY2NtaZnvMQCKQxA0dtR+Pjok8tqbJ+zQFqDlBxgJoD1DhQY4y+l5/KW4Kyx0HrUWcb8iq34DV5oHaqXGzDt5DSmcVEuKoJ6g6aocDsyu2MMaiQJiSMQMjwGIohaIzD4BhAMAZDAIIzdfUz98HdivTlBpd4AcrFEaySUtXOeWF/2TkrAt446zUU8xBn0rFjxz/++MNmtaCgIJOj7OYMGzZs2LBhJoXt27f/7bff6m5D3759TSLYAQCio6Mb0H3byThPwDdv3vzGjRtnzpz55JNPrFS7du0aAOBVOL1Q7xiiO1hHo3FgOkqHdm7lptUJeMPIt/96k9P3vc0r4PKzRO4ywDxbQXixpDsLTdNz5szp06dPTUPHe3t7z50718XFhc0FYpLSDwKBvOLAUdvRdAzQXknjG+/CY4CUMpmGf4oI2k1AW4jYUluMlSFLrFufB7nOC14QRPh0FrY0LzeWqTRDn9Xf26X9N4nJBra2IUUIry+nYwsQEIx4u6EuAYTnZcX9QxWX6tHmi+JkDMEutfjJmyN9rM/SEbRAzWnDD26aOJRkanns67Em03YlAAAU8xAIxBLOE/AxMTE3btzYs2fPhx9+OGjQIIt1zp8/v3v3bgDAgAEDnGbYS4OPjw+C2AhqIBKJHJod0TzmuaPh8/nVBbEzDHUHrgdaVO9YxTEif5UhV8+LqN5ZioqK/v3338GDBze0IRAI5OUBjtqOJlCq79JUcy3DctQ6BAGvBWjry7PBXLqzjPccuK/sjHM24TEEXdXkU5Oz38aitIAuP0peP0pez6Nt5MRGAHDVC9uCoOXuEwikylQ2mOuL1DzDu/WNdBdMEMT15iB4lKC9WCwuLS0laZ3FXPd2oqa1DGBqFIseABAcHEwQBBvZCwKBvMo4L3bl1KlTAwICAAAxMTFfffWVyfkEhmEOHz48ZMgQnU4XEBBgiCsIsR83N7cOHTpYr9O7d2+HOjr26NGD3c51Gr1790ZRCx9jw5zgyM2AU/d9zCvg5Qe5BabqHUGQmJgYw+jo5uY2fPjwuhzRrw6xWPzBBx8YFlPc3NyioqLq0mEtYvhDIBCIFeCo7QTea6vo0tSC5xoHY7oGabzEdfWKCv6P6ioQCL439JsuwtqkADTXnyiCTvMaMtbDwmqOEBNsbfpVtPh5SK309HR2pKYBc0n3cKZi6+DKJb9ojltX7yKKF6z17Kxo9jbVcZXHJBP1DgDYzbt8QZx8sYb/WX/Scr38aMUV4xIOgrvhtQ+W5sNxq6l6h0AgEAPO24EXCoVHjhx54403ysvLV69evXr16sDAQPZS9+7d09LSCgsLAQAIguzcubO6PVWIdWbOnDl6tIUgbSwoirIJGByHRCIZN27czz//7NC7GKjuiQzq/c/rfv/et5B+Ay+JJ4q3sX8bb7y/+eabP//8M0VRpaWlCIK4u7ujKHr79u16j8/E5lWmKIokSQRBCIKIj4+viwtARUVFPZoHgUAgcNR2AigKYtorIptoErJ4ORU4V0XzOIyXiAp215mHuKsRVkS7CV649EjzFcdl145UXE5SZ9KACeJ693fpsiL/t2K9tZEFQ1CTAHgIAAKEe1n1wLyyilI/UmcMdu0JjMZoJaM5Ql7bp72QS9vI/oMDzEcv8dNKXRi+O+7Szz2yLT/E4sOevV/LHPXWOVt5531pL+OS3uLXDpSfr11vvcTt68MoCATyiuI8AQ8AeO2115KSkpYtW7Z161aSJA3hyq9evcr+ERkZuX79+q5duzrTqpeJt99+e9q0aZs2bTK/hCDI8uXL27d3+Jgxf/78+/fvX758ub46bN68+dOnT83LEQRZunRpx44dTcrZmYFKpdr0J5musRC1jlOyg1P8LE2asWb29fXduXMnAADDMC8vL7awuLg4JSWlHh6jKvfv32dj7/n4+DAMU1lZWcd0ZZ6envVlGwQCgbDAUds5BEr1gVIFACA93UYkWnuwX7obQBF0oGv3ga7djQsraeWSXGspRc3D11MM/UPhbouVGcCsLdjrWyR83aUDACCfLturPX+YvKpkbITOwRg0ltdrDK+fv9CLdbgzZC8zf1KS1pXqK613WDvydKZLDJ96vX+w4iLN1DgXL45gn3q9X092QSCQVxGnCngAgJeX14YNGz7//PO///776dOnKSkphYWFwcHB4eHhnTp1GjRoEIxkW0cWL17ctm3bFStWZGRkGArbtGmzePHi3r17O8EAHo+3b9++9evXb9261RC+GEGQNm3a3L9/vxYdVre3zDDMzZs3J06caFzIqvfy8vLvd2TKXCwEXpJoDr/XW3H0KF+tVhvUO4qiAwYM2LZtG5tW1Jhr167RdI2HZ5totdpbt24Z8l4CACIjI1EUrfW9unXrVk+mQSAQyHPgqP2iUAvdbp1JnoOvKR79I7te966i5OHsH8eRq64Cl/9pzlzUP6CAjfEOA6gv6epPSnsRraWIyFBu5UlxBMMRTFfb2HJW4KNck5J2gmbf+o9fkGM5Frc/4ZlLFpuXIwD5PmByOK9JvVsIgUBeHZwt4FmCg4M//fTTBrn1q8CQIUPef//9pKSkjIwMFEXDwsLqfVy3DkEQX3311cyZMxMTEwsKCoRCYdu2bYVCYdeuXfPy8my3r0pxsYUhkOXgwYN9+/YdOnQowzAymYzP5wMAGIbZuCdX5mIhNTpeEq8r3vZI0HrZsmVKpfLcuXMqlaply5ZvvfVWdUf3rdy9jpj07OXlNWjQoEOHDtWiq/Dw8DoeoYdAIBArwFG7MeOgIR5HsB3BX28q+nNT4QEZ9TwNeyDXM1tr18ho0O0AABrQRRx5PqfirOJHmw0FFNdHL/EmJThAAQA3lUmdhOHh4eHsIntJSbX+9iiChnL9rcd4xxBUjAoqKIWhxI/jYb7BbkILvgXJPclzUBDhvSR3R6r2eYQId9xlpnfseI93thQf2lT0Z7n+eZLacF6TbwPG9xGbeg5CIBBIjWgYAW+FCxcu7NixAwDA/h9SOxAEadmyZcuWFpK1OA0OhxMREWFcsmnTpuHDh5MkWY93WbBgwcGDBy9duqRWq6Oionx8fHh+7+fjo4FZeBhO6W+c4m0AgIcPH6pUqg4dOrAuCVqtVi6Xm/fM4rhwr+bpAL777rvbt2+zSZXNwXFcr7ewqyASiX766Sdz3wEIBAJxAvU1amdkZMyaNatVq1ZLly6tJ9Nefhy9Oo8j2EzvoZO9BicoHpfiSpQGoZjfP7LrK/IsZ3I2VuwsDAAyTFnEkZfgcgqxseWOAtRTJ/bVScQU37j8oCBhZbC9EXyGuL3+XV68lQoDXLpuCZ51U5GURRbhCNqKH9yU8O74aIKx0jYBAch7rpZXyftLuvRz6fxAnZ6kyaQAHUT4RAhbsKH1Znh/MNFrkPGNWvGCUMR50aMhEMjLSqOb9D99+pQ9h1x3AQ9nA42NqKioQ4cOffbZZyZn2gUCgUpVy4N/ZWVl//77L9s5ACBX2VyrigVmAySnbC+n6Bf274sXL54+fdrOcADt2rWzWcfV1dXEz9+8xAQURdu2bWtS6OXldfz48S+++OLkyZPG5d7e3suXL/f39//ss8+Sk6sEy23Xrt2GDRtat25t00gIBAJxBPUyapMkuWbNGp1OV29mvew407GOhxBR4vZSqZQkSaVSub/snPFVc9EOAFCjpAxTyzBVGUeht+UqDwDg0rifTupDuuJVsyOx8eE5VA0mqxM9391deipNa9ndT4wJFvqP5iFET3GVwX2R35jPszZW1+doj/6t+dW+4CiCthM0aydoZn7J/EYQCARSdxqdgK8v4GygcdK5c+dLly5dvnz5zp07Wq2Wz+d36dJl5MiRtRbwLKx6pwQdtf6LAYKZXMUrjnMKN7N/s+feTfIhWSEsLCwiIuLmzZvVVUAQZM+ePWq1+ubNm5WVla6urt26dVMoFLGxsVa67dOnj7e3hdT03t7e//vf/5KSki5evJifn8/j8dq3bx8dHc16+F+4cOHq1asJCQmVlZUSiaRbt26dO3eGB1AhEMiLzq5duzIzrbk9Q4xxpnrX0/q1RXuPVlwtpSoxgAYTvl64FJjpdgYABaaWYepKTF2JqXWIvQnwxBTPn3Tz0ItNRjLj1G6euOvuslM3C54UkeVSjrgN3jRG2tsddwEAFOrK9pefu6tKkVMqL1zaS9x+kLTnH6Hfjkhdau5I74m7/ho8N4TrZ27GCPd+5Xr58vz/M4/MF+vWZ3nARPMmEAgE0lC8tAIezgYaLf/888+qVavS09NJkuRyuWFhYRqNjSC01mHVO81vRQauAIjpUXZMdoIo+AEABhjFnC8sLJw8efKjR49IkvT39+/Vq9eIESMkEglJkn/88cfx48fZ8AGhoaEDBw5cvnz5e++9V90Sw/jx4zt16gQA6Nmzp3F5TEzMgQMHLDaRSqXfffedlSdq0aJFixYtzMtRFO3Ro0ePHj2stIVAIJAXi9u3bx89elQikRjinkKqw8kRbS7IE0emLVPRz8fo0FKPUlAUBZ6pdx1CleKKMlxRgSkppAZ57xAA3HVif53Upaq3vMWU7GX6yhmZ641LluXFf+s/XkVrvsuLJ41C1u0uO/VdfvyWoFmnWvz4e+m/hysuPVFn6xmqKc/nLZfIsR5vS6tP3j7dO+ZNl4htJUevKh4U6yvEqKCjIGyUR3+Y8g0CgTQ2Xk4BD2cDjROapgcNGnT9+vOQtjqd7vbtOqVsfabeucGawB8Ayje5iskvcvNXAoYGVTPGHTt2zPB3cnLymTNnfvrpp4ULF27cuNHYvT8pKeno0aPt27ffuHHjwoULTSLwoSg6ZcqUhQsXWjRsw4YNQqHw//7v/ximypwmJCQkLi4uJCTEYisIBAJ5paisrFy/fr2rq+vw4cO3bNnS0OY0Xlq2bKlSqerorVYj7qnTYlMXUQwNzPbbSURfwpGX4PJKTF3TbPUcBvPWSfx0Ui79fApqUbcb0DCmoXPUtPar7M0WK+eQxbGpiw+GfjfGY8AYjwE1sq0lP2hN4NQaNYFAIBDn8xIKeDgbaLR88MEHxuq97jxT7xx/bZO1ADONNocpb3BzlwCGAlXVu0WKi4s/++wzE7HNkpiYuHz58jNnzvzzzz/nzp3Ly8sTiUTt2rUbNmxYaGhodR0SBLFmzZpx48bt37+fDZsXGBjYp0+fwYMHVxfxHgKBQF41Nm3aVF5evmjRovqNb/oyERoaKhZXu29cHcX6ilKdzAUT+hEetbvv+LQVFEMbS3c9Qpfg8iKOTIZpWL82+0EAkOpFXjqxu16M/hdlthrdzpiHoa0Ralo7K/unsy3WI3XrBwKBQBonL6GAh7OBeqewsPCvv/5iHc79/Pz69u3buXPnmnZy8+ZNmyq6RrDqneF4aoPWMri7yVVU/ZDIWQgYHbBDvbNYVO8sqamp27dvnz179scff1wjI1u3bg0jzEEgEIhFTpw4ce3atQEDBkRERFy5cqWhzWl01MJhnmbo+NITccV/PdFksyV+hMdI97emeQ/hmR0xs0Li0weBpZJA8CxbSgWuKuDISjE5XRM/eQAAxqASSuCuF7nphQRjY8udQHCS0RvUuxvuUqavrNHtDDxUp99VpbwmaF675hAIBNKYedkEfI1mA+Xl5ebeaHw+H8NMo6DVLwiCIAji6LvYA4Zh1kOg0TS9evXqdevWabVaQ+G6deuioqI2b97s7+9v/73Wr19vu5LdPFPvmEQbuIbh+JpcRTUp3KyvEFoN7FbvNtm/f//XX39dL10Zw77+DfhhMHwAGtAGFEXZ/zeUDawBAIBG8sWEQF4F8vLytm/f7u/vP27cOHvq37lz55NPPjEvP336tHlWznrH3d10mdgRFBc/z69unghWIBAIBAIrzbW0bkji3OMlVSY/eWTJ9/n/+1t+/VSnjZ6Eq00bHj9+DABIYfIBACSiLyRkBbhMg9YgJDCHwVwovgvFd6EEYpqLMM+nGdZd5c9EbM7RFKZr8rgI0UYUcr3y4cKUX+y/rwlPkNy+Ht1q3dwKzvkwWIfP5/P5pscGnQmGYTwerwENYDF5L2Dsasgrwksl4Gs6G9iwYcNff/1lUtinT58ffvjBAdaZ0hj8qG1OeqZPn75p0ybz8osXLw4aNOjq1asWQ6lbxCR1XF1g1TvAhNrAVTS3qclVVJfLzf4SoRUuLi44jnt5eRUXF/v4+PTs2fPSpUv5+fm1u2l6ejpBEEKhsG62W0YqlTqi2xrhuIz3L4oBAACCIBrDFxMCeemhKIrNFPP5559zudyGNqdxYS7d7eTLJxtM1LuBe4qU4fcXnu5UbaY0VrezMIC5o3uaxM8rwRWMfa7yOINKKaGrXuBCCQS0hV9R69KdBQFgmM+bhn+eLqs2/4s9lOuqzesOgUAgLzQvj4CHs4F65+LFixbVO0t6evrcuXPtT/xbx1DzBp6pd5SrCVhB801DtSP6Ym7m54i+DADw+PHj1NRU46teXl51ubVCoXCQgIdAIJBXit27dz99+vTDDz8MCwuzswmXy7Xo9kXTNEXZm7SsFiAIgqKoQ29hgH01TO7FGgAAYBiGpqvNqZ6rLf4556CVzs+U3TxVciNa2smkPCkpyfC3ktb8pb66W3k2VZ9nzwyRYHAPvchdJ5JQQnN3PntEuzFumNj42d2qjxhvDx64pN7fNWd+GKwYAGx9GBwNhmENawCKoqz/oMl7YeUsJATyMuEoAV/r8O+1jrBai9lAcHBwZGSkSWFoaKijPXBwHGcYpgEHABzH2R8+vV5v5cfOZgjA3bt3r1692s6NUzc3N/uzr1fHM/WOcLT+39KCDiZXEUrGzfwC0RUAAC5evBgUFGTyVvr4+Bg7KNYIgiAkEkm9fzYa/MOAYRg7G7D+YXAoCILgON7gBgBLSoDD4TSISRCIk3HmqJ2amrp///6wsLDY2Fj7W7Vq1erw4cPm5aWlpeXl5TW1wX54PJ5IJKqoqGioHygul8sGsVOr1VZe7QOlp81zmJuwL+dUB/AsB0p6errxpRy65A/thSPkNSVje7Wdw2CeerGHTiyh+MYB5wyKvZe4vZbWESqcZPRuuEuUqN1x2TWdUb43yyipcu3zt7I9Wqd0Le3Q4Hr/YLDvRQN+GAiCYCddGo1GqVQ2iA0AAKlUqtPpFApFQxng6urKjtom7wWXy4VudJBXAUcJeFdX2+es6pHazQZGjRo1atQo8/KSkpL6M80CEomEpmm5vMGcuyQSCStLKisrrSyg2gwioNVqL168aJL/vDqio6Pv379fIzuNadeunVQqpWkaIBgZsIQSmR5sQ2glN2sWSmaC/8690zRtMiXt0aNHrW3o0aOHI8YqiUTCMExlZS3j9NQdFxcXdsBkTBQAACAASURBVLSTy+UNtY6A47irq6tCodDrbU3vHGkAAECn05l8MT08ahnAGQJ5sXDmqJ2Xl0fT9JMnT95//32TS4mJiYMGDQIArF271kqaD4g5WWShnXVMpPttfcpu7dmL+oc0Y2NDFQGIu07krZNIaYH1k+1chDgQtgwAoGP0HAQnaV1AYoxN87LJIg/8+cm+jsKwjsKw28onNhua00vcPowXWIuGEAgE0vh5SVzo4WzAEVRUVNisY//y9syZMzdu3FjrRevp06eHh4eXlpUfTux4PzfA9DKtJbLnoponwChqnfne6SeffLJjxw7jgHz2M3UqzA0LgUAg9QCfz/f1NQ0+qtFoysvLCYJgo1JB55caY8foGlzqlo48U+96QJ3W3f2f5kwSlW2zIZ8mfHQSb52EwzwP82nFQ94QHpeD4OC/2L02JwBo1axvCEB+DJwxKGVuhd7C6jkKEAYAi0f0PXHXtU2mWb8XBAKBvLg4SsAPHz7cQT1bBM4GHIGrq6tNp0r7o69dvHix1uo9KipKIBBwubyzqd3u53qaXmZ0vNyFqCoRVI057+lpWrNJkyZr1qyZMWOGRb8Db2/vwkLLOxgzZ858/fXXa2c8BAKBNH6cOWpHRERERESYFF65cmXlypUtW7ZcunSp0yx5mQjh+VV3yZDL3VMsAQCoGO0h7ZU95LkC2sYSPMIg7pTIV+fqqq8S/d7m4fYQbhVjOAjuz/HIJousNMEQtAlhGha3JT/oaPPvp2f+eEdVJQ5uIOG1NnCahiFnZ2/J15UaX+omar0haGYQ4WPdQggEAnlxcZSA3717t4N6tgicDTiCyMjIzMxMKxUIgmjfvr2dvdU6nVtUVBSO44GBgQcTAi8nm6l3QBN536GKa+a3sJisftiwYd7e3gsWLEhOfj7/EAgEEyZMmD17dnx8/Jo1a0pLn88GfH19582b5+QFKQgEAnEyTh61IfXOmy4RBMoh6SqBWgzSnSWQ571Z89cB7SU5o7bemxQRuWh5PqTEZvJ2i7wtMT3m9rak69biI1aadBe1lVqKWhfOa3IyfO0N5eNb+qclepkrLmqFNHld3AFHMABAH3HHM/Lbd1RP5ZTKmyPtJe4Ac79DIJCXnpfEhR7iCEaNGvXHH39YqTBkyBA2so49FBQU1NqSDh06XHwS/O89swV1hibyl+OVZ8ybcDicjz/+2GJvvXv3vnDhwqNHj9LT01Uqlb+/f/v27dkH+eSTT0aNGpWQkJCSkoJhWPPmzTt16gR9NyAQCATSyPHEXad4vre+8A9gptsBABpUp+Lrp2k2k8BGqJF2ePBwbm8fSrKj8m9DYY3iyfeTdO4mam1S+JnP0L3lZyw6wwMAcASb5zvCSp+Rwpb9XLuxccuMAxURKKe/pEt/SRf7zYNAIJAXHSjgIdXStWvXTz75JC4uzuLVoKCgxYsX29+bWm1jvd8iUVFRbm5ufm0m7L1heu4dQYCofDMlO8n+02T7/euvv7YS8gBF0Q4dOvTu3RsAoNVqjeOWcbncnj172hmZDwKBQCCQRsJc34+ZPLWJt7kKJbOJsmJOpfWM7jjA3uB0+JAX3QprAgDIoAtAzfPAAQA6C1tsCZplXu6Ju/4vZNHItGVletOgrQSCr2syPUJomhcWAoFAIBaBAh5ijWXLlrm7u69du5YkSePyqKiojRs31ihAdy1Cx0VFRSEIEhoxft+NlubH52O6ZLXxbPr77wE5OTnG6l0kEi1cuHDcuHE1vR0EAoFAGoru3bsfOWLNxRpiBUNg+RHu/drwgy/K72WRhXJUm80tKcEV1qW7GOG/R3Qfxn3dC32eiSCgacBFtQ31jiKoSeB6d1wy1+9jF0xosX6ksOW5FhvWF/5xuPxSiV4GABBh/L4unT/3jm3JD7LnMSEQCAQCGpuA12q1M2fOZP+2mYTcJnA2UHdQFJ01a9bIkSOPHDny8OFDkiT9/f379u1r8Xi5dYRCyyN6dbAp3yley3NZbz0PaPsfb7+W90abQgC8Z86cmZ2d3aFDh/z8fJFI1K5du3fffdfJWQwhEAjk1aR+R21ITTFJCMfSQdBcxBXGaf6+o0+2HjvWF3Ubzu09mOgmQLiGwuDgYADABXmizbubp50r1cuGpSyJD5nf18XyJMGX474yYPKKgEml+kqKodxxCXuUHQKBQCD207gEvF6v//nnn9m/4VTAEajV6gMHDly5cqWoqEgoFLZq1Wro0KEhISHWW3l5eU2YMKGOt66pgAcAAMyF9F8CEMKkOIB7vaUkDYBQAEBISEhISAgMEQ+BQCDOB47azseiaH9+lS6IU/99Rp9oPal7KOo3mt/3Tc5rGEANhax0Z6EYqnbm6RlqRub66622VrcPDwBAAGKc7x0CgUAgNaJxCXiIQ7ly5cqkSZOMg8kdP3587dq106dPnzdvHoqiVtrWHeOZgU2ioqIAQDX+S2iOaeA6XH62LOmbLXfpFi1afPnll/VqIwQCgUAgjYVKSvlryfG/ZJefqLO7ypq5c1xa8YJfF7e3qI1z6ZI4zT//kAm0VYf5Dniz0dw3u3NaIUZJ180H6CZc04xu9lOily3K3Z5FFt1VPVVQah+OWw9x28meg9sLqg1MA4FAIBD7wZYsWdLQNjwHQRCJRNKvX79+/fp17969ocxQqVQO7Z/H4zEMY3Kq3NHcvn07JiamoqLCpJxhmOvXrysUij59+jjUAFdX1/j4eHtqss7zOs8JlOsAk0uo8iY3ZxFgKADAwYMHL1++PGzYMAyrjQMeiqI8Hg8AQFGUk98LY1gbahEgoL7gcrnsC6jRaKw7WzoO9r3QaDQ0bW3LyNEGAEsfBoFAUE0jCATSKEbt2kVItR8cxwmCcPRdzHmszlycsDm5OI2nQP21UgYwSlqTQRYkKB/7Ex7GO9gltGyj+shS1e/JVI6VH/FueMtFgo8/4Q1ognmx6j04OFgqlUqlUvPKbrjLwYoLZXq5+SV7uK9OyyILSUYHAFDQ6kfqjP+V/YsjeFez6PT2w+Px2J0GR0/SrIDjOJfLdf6HwQCGYVwuFwCg1+t1Op3N+g6Cz+fTNN2wcyf2w2DyXrBvUAMZ9Yy6JF2qd3x9fRvahJqxZs2aHj16UBRV76pk69atnTt3lslk/fv3r9+eG4TGtQPP4XBmzbIQvBRSd2bPnq3RaKq7+ssvv8TGxrZt29ZxBrRp0yYmJmb//v3Wqz07+i7uofMwzSiDaLN4uQsBowP/xZy/c+fO9u3bp0yZ4hiTIRAIBGINOGrXO6yHvIrWrir4vZKyoFRVtHZHyd+fe8d6c6QKRh2vPbVHe17DVCulEID05LQez+vPhpdnsccn7mvfkePTV9bqISxAMfR3efFeuPQj9zfrq08IBAJ5NXGs1zSkkfDo0aPERGsBaWia3r17t6PNWLt2bXR0tM1qDOFH+s0HoErgOoTR8HIXAkoJqmaM+/333+vdTggEAoFAnI/hfPs5+R2L6p1Fx+iPyi7v0Z4bUrl0p+bf6tQ7ApDXOe12ib5cI5xoUO/BwcF2nmgb5NrjS5/hCDANIlsXvs3bQTI2EtFDIK84CkpdrCtXUA3m6NGAREVFrVy5sl+/fg1tSGOnce3AQxzEvXv3bNaxrvDrBT6fv2fPnr179+7cuTMxMZGiKA6HExER4e7ufvToUcBuvyO41m8hg4pM2hL5axBtOjDL956cnKzVahvcYwoCgUAgkPoiUZVi5WoJLo9Hz6nV1hyYe+CtJ/HfboEFGhfWKBgNAGCO78edRS1X5+++pXrCRsXjo9zOwhb2xKi3SKm+8pLiXh9xx9o1h0BeYmhAX6y8d0mWWKR/dtzVA5dEubTvJWmPvuAbrhUVFXbmh4qMjIyMjHS0PXXB/mdxKI4S8GvWrKljD9Arry4wDJOcnJyRkYGiaFhYWGVlpc0m9tSpOyiKfvjhhx9++CHDMBiGURSFIEhxcfH58+c7dOgAACA9J9F80zNyeNkBTHYCmKl3AADDMJWVlZ6enk4wHgKBQF5W4KjdeKAYulRveURWoJo0XpEMs7Y11xkPm8If2AZralxYU+luoI+4Yx9xxwq9Qs7XMnrah3JFEKTro8lZZGHtOnyqyYECHgIxgWR0WwsOp2hyjQtL9LKDZRcSlSmTfd7johyHGjBx4sS4uLgpU6Zs3rzZuFyr1Xp6esrl8oSEhIiICABAUVHRd999d/369QcPHnh7e/fs2fPLL780PoS7ffv2CRMmbNq0acSIEdOmTTt06NC0adNWrFgBACguLl61atXJkydTU1NFIlFYWNiMGTOGDBmC/Jcuev369TNnzlywYMHSpUsNHV67dm3Tpk03btwoLS2NiIjo16/fzJkzTQJg3bt3b9WqVXfu3MnMzGzVqlVERMTChQt9fEwjYZtgs5WVZ2lYHCXg6x4eHE4Fas2ff/65cuVK40wzgYGBVuqzeHl5OdIoUwiCkEgk5eXlFEV5enpu3rz5119/JXkRevdYk5qo+iFRtNliJwAAHMctBuCBQCAQiP3AUbvxQAOaMYskTyL6DG5JIacSVB9kvjUeNJX3bgQeZlxYa+lujCsuChYFkiSpVCoBAGsCp36U9q2uVs7wWrrBIp9BII2WvSWnTdS7gTRt3p7SU6M9TeM61y9Dhw6Ni4s7fPjwTz/9ZJDTAIATJ07I5fLw8HBWvV+6dCk2NjY/Px/H8aCgoOzs7Pj4+D179uzatWv48OHGHZIk+fbbb1+5ckUqlbISIzc3t3Pnzvn5+Twer0mTJhUVFRcuXLhw4cKKFSvmzp1bnWFbt26dMWMGSZIikcjDw+PUqVMnT548ceLEvn37DDvhO3funDJlikaj4XA4AQEBCQkJN27c2L9//759+6zkmba/lfmzNDjQhf5l45tvvtm0aZNJYXZ2ts2GDRj2Pz09PTw8fNzkuZtOdzc9+k7LubmLjQPXmRAZGYnj8GMMgUAgkBeVs5W3d5edTlSltCjzEmOCMF4TAcJVMc+ykzAIk8spzyJKKaTaPB1BmNcU3sBoTnvryeHqi94ur+0KmTc980cTTwEMoBSwkUwkkGgU018IxDmMqPheRiut16EAXcEogIXskM9IYNL3ll3GbDnSCxDuXun8WhgJAIiOjvbw8MjLy0tISDB2YmeDT48cORIAoFarhw8fnp+fP2fOnMWLF/P5fJIkv//++8WLF48ZM6ZTp07Nmzc3NFy/fj2Px7t27VqXLl3Yknnz5uXn58fGxsbFxbm4uAAA4uPjR48evWjRos8++4zP55tb9fDhw08//RTH8Z07d44YMQLDsJSUlCFDhvz777/Lli1bvXo1ACAjI2PSpEk6nW7JkiVz5szh8XgVFRWTJ0/eu3fv6NGjnzx5QhCEec81amX+LA2Oo5SPXg+DlDQAx48fN1fv9oAgyPvvv1/v9tgPzYB/HnfVgypH3xEEvB50/kZyEahGvQMAJk2a5Az7IBAI5KUGjtoNgpbRTc1Ye7jiEvtPf1osp9V5ulL0Px1egSlTucUqrNpUo26I+BP+gPeI7iaTe8epd5a+Lp1vtd6+v+zcVcWDEr1MjAk6CcIJFJ+fE2elFQfBX3fp4FDDIJBGRT5dWk4rbNezdci9gC6z2YcQ4dlnlAVwHH/vvfe2bdt2+PBhg4AnSfLIkSMIgnz00UcAgHXr1uXm5o4YMWLlymf5KQiCWLhwYVZW1rZt21avXr1161ZDh5mZmQave5br168DAGbPns2qdwDAqFGjjh07VlRUlJOTYyz+DSxYsICm6YULF44ePZotCQ0NjYuL69q164EDB1gB/80335AkOX78+MWLF7N1XF1dd+/enZSUlJiYuG3btk8//dS85xq1Mn+WBsdRQRGwOuMgw15ufvzxx9o1ZBjmzJkz9WuMnbCu/sdu+yfluZhcer1l4dC+nm3atKlOvY8YMeLtt992uIkQCATysgNH7QZhRuaPBvVuDA0YEtEn8fPvC3KqU+88hBjL7feny6IYoqexerc/znwdEaK80R79f2765f7QpTuCv57mPWSMx9vBXGt5p8d6vO2GmY71EAikMTB06FAAwKFDhwwlp06dkslkPXv2ZH9Sjh8/DgAw18Osuj537pxxYceOHU0UL+vxHh8fr9PpDIV79+49e/asRfVO0/Tx48dRFDVJFx0ZGblhw4aZM2cyDAMAYPXL559/blwHQZAZM2YAAM6ePWvxYWvUyvxZGpxG53ssl8tHjRoVFBRUay36ylJWVnb37t1aNz9z5syECRPq0R57SEtLAwA8yJb8c9fP5FKgu2pIl2wURRcsWMDlcn/++WfjPPZisfjzzz+fOnWqU82FQCAQSFXgqF1rrisf/Vl+wbycASCfKM8kSvUIVV3bcMZ/tctEb9Q0BIxzpHt1EAi+K3j++ynzLAbhixK3X+Q/xulGQSAQu+jTp4+7u/ujR4+ePn3KKmpj/3kAwNOnTwEAcXFx8fHxxg0VCgUAICMjw7gwJCTEpP9Zs2bFxsZu2LBh3759/fv3j4qKio6OtvKTlZ2dTZKkv7+/u7u7cTmCINOnT2f/1mq1OTk5OI63aNHCpDkbV48VGibUtJX5szQ4jU7AX758+dChQwKBAE4FakpBQQG7FlU7cnMtB89wHI8fPwYAlMqJnedC6KqGczn0uOhUDsawX+z58+dPmTLl9OnTGRkZCIKEhYX17t3b4IEDgUAgkIYCjtq15kDZefNCJap5yi+UoxrzSywiitdM6+1Oi9xcxcblDSvdDbTkB51tsWFp3q7DFZdI+tk+mwcumew1eKrXEByBnhoQSCOF9aLfvn374cOHv/zyS71ef/jwYS6X+8EHHwAASJIsKioCAOzYscNic5Ik9Xq9IS6VebC3oUOHnj9//ttvvz1//vzOnTt37twJAOjYsePKlSv79u1r3mFmZiYAwNfXmlNPQUEBTdNeXl7mXmBsQ4tRwGraqpEErjPGqQKeoqgNGzacO3fO4nIIWyE5ORkAANN614I6vmg8Xu1PztSC1NRUPp+vp9BfTjdXak0/hx/3TPdxrTJ9cXNzY317IBAIBOIc4KjtUJI0mSYl6dziXKKsupV4DoM11Xr66FwAQHRAX6qX+XCebUw1EvXO4stx3xz0xerATx+qMxSUyptwa8FtgiIvdiJrCKR2hGEBlajKeh09Q+XrSq3X8eG4cRAbqo2PWIjWViOGDh1qEPBnzpwpKyuLiYlhkz0RBOHu7l5WVqbRaCyGhTMBRS185Xv16nXq1Kny8vIzZ85cvHjx2LFjt2/f7tev36lTp9544w2TyqxsLi219sr4+PigKFpSUkJRlIkaZ5cbLGaSq2kri8/SsDhPwNM0/e677/7999/2VB42bJij7Xn5CAgIEAgEKpWNn4nqCA8Pr197rJCens5+YX6/FJhVIjC52rtVUedmZaCRzUggEAjklQKO2o5GY5ZQLYewHKcKAcCXdA0iPXHm+TySpJ/FHWycY6UA5XUWmrqnQiCvGlskM+yptrvk1DX5w+quRopafiztV39GVcsbb7zh5uZ25cqVoqIi1n9+xIgRhquhoaHXr19/8uRJmzZtjFtVVFQkJiZKpdJ27dpV1zNJktnZ2WzyOalUGhMTExMTs3bt2o8++mjv3r3btm0zF/AhISEYhuXk5CgUCpGoSpTrsWPHlpSU7Nq1y83Nzd/fPzs7OykpqXXr1sZ1Hjx4wNpsbgyXy61Fq0aF81YUDh8+zM4DmjZtOmbMmHfeeYctHzdu3OTJkydMmNChQwcAgEgk+uOPPzZvrjbvN6Q6uFxuXSK6OS0KvSFB/fFbbpeTPUyuBnspY7pkgcY6I4FAIJBXBDhqOxrD/rl1xBSvg6ppM623sXoHbG52Z8Wrg0AgDuUD994t+E0sXgrnN4n16OMcM1gvepqmDx06dPDgQTc3N2Nl0adPHwDAmjVrTFotXry4d+/eBw8etNKzTCYLDQ0NDw83DmiFoig7smi1FkJ1EgTRvXt3nU73yy+/GJc/ePBg586dt27dcnNzAwBER0cDS2G8169fDwDo3bu3RXtq16rx4DwBv337dgBAWFhYYmLijh07jh49OmTIEADAsGHDtmzZEhcXd/v27alTpyoUips3byIIYqs/iAW+/vpriURSi4b9+/ePjIzcvXv3rFmzxo8fP3fu3IMHD5Kk6eZA3fl/9u47PopqfRj4M2VnS+qGVBIS0ok0A6FIU5ogiiA1CChXEC5V9L0gKle5IsJP8AKCojSBK1VUimLoSAlIj/SQkAQS0nuyfWbePwbWZbPZbDbZnYQ83w9/hNmzZ57dmd2zz8wpxuz9bLLXjtN+Zo+6yQ1v902hHw99RwghJBZstR3tebf2ZlsY/ol+kTRPRmj8n1UFu7LmIxQCJF7tI9oAQuipICHof/oPjffuG8j4CF+mBEBzxnt0sz5T/YfW2Hm+HgnjVRcsWFBQUDB69GjT3vJz58718vLatGnTrFmziouLAYBl2dWrV69atUqhULzxxhtWqvXx8QkPD9dqtVOnTi0rezTJZUpKytKlSwGgV69eFp+1ePFiAJg/f/6OHTuEeb7u378v7Gjs2LFCmQULFjAMs2HDhs8//1zIXMrKysaOHXv58uWQkJDqVpu271kNh/MS+JSUFACYNGmSce6xAQMGAMCZM2eE/xIEsWzZsrCwsGXLlgkdGFBtBQcHb9++3eJcC+Hh4XPnzrU4aqVv376DBw+OjY2dNWvWli1b9u3bt2HDhsmTJ3fq1Km69dvsY8zerz/w3HwixGzGPZKACc/fU7rU/1UDhBBCtYWttqPFN+vnL/Ey3RKu+bv59tG7dVSFBug9ACxcHOkd3c3h8SGEnIgA4jm3NnMDX/+i5bSPW0z4ouW09wPHdnNvS1j6BnCcvn37KpXK7OxseLL/PAB4enpu2bLF09Nz1apV3t7e0dHRPj4+M2fOJEly8+bNNd57W7NmDUEQmzZt8vb2joqKCgsLi4qKunbt2gsvvFDdqlLdu3dfuHChVqsdM2aMp6dndHR0eHj4lStXYmNjFy5cKJQJDQ395ptvpFLpRx995O7uHhUV5eXltW3bNj8/vy1btlQ3P4t9z2o4nJfAZ2ZmAoDpQn8xMTEAkJycbNwik8neeecdYdYcpwX2lOnUqdPp06fnzZsXGxvr7u7u5eXVuXPnRYsWHT9+fM6cOSdPnnzrrbeioqLc3Nz8/f0HDBjw/fffjxgxYsaMGcK1NFMPHz6Mj48/fdrCErV2MGbvqbmu646Gc7z599ErHTOfCSoF7DyPEEINALbajuZCyjaEzlOQf88g621w8za4MTwdo2neVR8l5SzfdgsPDRvh9QIA3NM+/KP86tmKG0WWlm1DCDVGDCFpRnswhESUvUskkqFDhwJAWFhYt27mFwpffvnlq1evTpo0qX379pmZmd7e3q+//vq1a9eEmeqt69+//8WLF0eMGBESEvLgwQOtVtujR48NGzYcOnRIIqn2xc6fP//w4cPDhw9v1qxZTk5ObGzs4sWLz507Zzr39sSJE8+dOzd27NiIiIjs7OzY2Nhp06YlJSVVd2O/Ls9qIIi6LDxWK35+fnl5eb/88otwWgBAZmZmixYtOnbsePHiRWOx48eP9+nTJzQ0tLo5b52goKDAofV7eHhwHFdeXu7QvVgPQPioFBUVFRYWdu7cuaSkpLrCISEhiYmJtkw4aZ2QwGcVKf77a7RKZ/6jpGer/DHd0wnCedk7TdOenp4AoNVqxT0WPM8bexM5n7u7u3Bwi4uLWbbaNYcdSjgWJSUlBoNBxADA0sng7W0+TQNCTURjabULCwsd+ktGJpO5uro6bi/JmgcfZa07UXYFAHqWR+sJVgqSXq7tB3p0vqvJ/LUkMdfw9+X1FK+COQFjxjcbsKPo6JfZO9J1OcJ2kiBfcH32k6B/PCNr6YggAUCpVOp0usrKSgfVXyNPT09hhSpH/0izQiqVurm5OfqUs4JhGKFHjFqtFvFYKJVKvV4vrP4tCuPJYHYshAMkVlSCK1euiBuAqdjYWLFDQA7hvDEVrVq1ysvLS01NNW5p3ry5TCa7du2aTqcz5ofChARCzw3kBPv377eSvQNARkbGyZMn+/XrV5e9CNl7Xql0VUJU1ey9XUhJfPcMZ2bvCCGErMNW2zmiZC1+DP80S5efpEqtzCx2p1xaSv2Fm2/PyFvGyEPyudJCKOd4LjQ0NJoMogjyvfur/1d40LQSjueOlV8+c/va92Ef9HfvJNJLQQgh5AxOTeBPnjy5du3ayZMnC5fHSJKMjo5OSko6fPiwcXrbGzduwOOl/8RipSNHvRCWE3T0XqwwzjYkkUguX75cY/krV6689NJLdu8uNTWVoqjCcmbFgahSlfmrjm5e/s/+6TTl7PfEuPAjQRCiHwvRAwAAmqbFWuhSOBY0TYs1D5bxZCBJUsRjgVCD0oha7adAIOMTyPikFaeZbSeAaM54h8mCYmJiVCqVSqXaUpBglr0baXn922lfnH3m2wDb5rdHCCHUGDl1VsO1a9cmJyd37tx52rRpM2fOBIAePXokJSV98MEHnTp18vX1zc3N/fzzz8G5a5JXZd9E7rVCUZQT9lIjNzc3W7pgVVZW2h3trVu35HJ5mZr+6veQ4krzfvjBPtr3hmQrpFJ4PLrS+RiGqfsAgTpqICeDuAGYLfIpColE0hCOBUINQSNqtZ96xvaRB3557i4rJSs5zbd5e/8T+JZT4kIIISQC5yXw/fr1GzNmzPbt22/fvv3FF18IPwWmTp367bffXrt2rWXLlmFhYampqcLygDNmzHBaYFVZ71Jed66urhzHqVQqh+7FegDC2KGysjJb0jZXV1f73hOh72Wlll62r2V2sXmS7K/UvfNSMrA6lQrCw8Md/baboShKeO06nU7cY8HzvIgj2VxcXIR7zmVlZRzHiRIDTdOurq7l5eViDcI3ngx6vd7sWAhj4xFqghpR7DOXdwAAIABJREFUq/10i4iIMP59W30/U5dvvfzRskuYwCOE0FPMeQk8AGzevLl9+/Zr1qwx5gmtW7detGjRvHnz1Gq10A0PACZOnPjqq686MzAzjp5Ji+d5nufFmq9LCED4w2AwdOrU6X//+5/18nFxcXZEK4x71+rJ1QnhD4vlZo8qXXRzX7vvQus4jgsNDRX33RB376IHIPzBsqxY+bMxABHfBwHHcaLHgFDD0ShabQ8PD4eOvhEqd861vNzcXLMtrVq1Mr46uVxeJtXUWEmWPl+pVNZ7bBRFyWQyETusGQd5OeLV2ciZJ4OVAABA3GNBUZS4I86MJ4PZsRD3ZwxCTuO8WehNabVa0xX2jh49unnz5szMzIiIiJdffnnIkCHOD8lUk5qFvrS0tHPnzlZeclRU1B9//CHcsbedkL0bWHJVQmRytrt5AAr9nFeTQ/xJlUolJPC1fxF1hbPQC3AWesBZ6BGqSUNutYUuAI5DUZREInH0XgSmS/QBQFRUlDEAADAYDIcLzg+69v+sV6Kk3R4+t6/eY5NKpeJeZpVKpUL66pxjYZFwLLRarViz0JMkKTTZBoNB3GPBcZxerxcrAIZhhBy+6slgurqYKHAWeuQETr0Db2T6OwAA+vbt27dvX1EiQW5ubsuXL58wYYLF5E0ul3/11Vf2Ze88T2w8EVY1e1dI2RkDkn09tABywFXfEUKowWvIrXZlZaWjl5GTSCSO3otAq9Ua/w4NDRWW6ZJKpUICr9PpmnNKAggerEUSKQ1yxPpeEomk6iAjZ6JpWvg1IuLqZcKxqKioEHEZOSGBF/dYCCeDuMvICQm82QdTKpWKnsAj5ATOm3R65cqVK1eurLFYdnb2ypUrt27d6oSQkGDgwIHbtm1r3ry52fbIyMg9e/Z07NixVrUJ2TvHw+Y/Qq+kmfdzk0nYWS/dCWr2aMx5WFiYvVEjhBByIGy1RVTdpe1AxifOpYb5AocqezogIoQQQg2F8+7Az549GwDeeecd68WKiopmz54dFBQ0duxYp8SFAAD69Olz4cKFQ4cOXbx4sby83MvLq2vXrr17967tumJC9g4AP58P/jPFfBkbCcVNe/FuiPeja8YxMTHFxcV1Dx4hhFC9w1ZbLNY7pv0ncOKQux/oecvdp6NlwW9627/sK0IIoYZPnC70Vty5cwcA8vNrmGQV1TuGYV555ZVXXnnF7hqM2fvei4FHr/mZPUqR/Nt9UyMDHg0wDg8Pt3tHCCGEGghstetXjcPKOrm0WtPy/83KWKnizEf/xshDtoV9whAN7qcdQgiheuTAb/lLly4NHDjQbKOPj4+Vp7AsK6wlFhAQ4LjAkEMdv+GXcNW8Nz5JwJvP32sb/GihOBz3jhBCDQ222qKzsXEc4tkjVhG5Jm/PkdKLmfp8Gqg2irBhyl5veA+UEqJNDI4QQsg5HJjAGwyGqnOb2zjB++TJkx0QEXIg4fb76ds+P54LNnuIICC+e0an8CLhv5i9I4RQA4StdiMSzPgtDpqyOGiK2IEghBByNgcm8IGBgfPnzzf+97PPPgMA0y2WA6LpDh06DB482HGBoXonZO8XUpttP9Oy6sysQztl9myVJ/yN2TtCCDVM2GojhBBCDZ/z1oEXVu8Ua+GNWmlS68BzHFfH2oTsPSnDc+2RCI4nzB596dnsV+Myhb9Ns3eJROLh4SH62uOA68DjOvC4DjxCljSWVruwsNDRy8i5uro6ei9WSKVSNzc3AFCpVCqVSpQYAECpVOp0OhGXLvP09BSWkXP0jzQrhGMh4snAMIy7uzsAqNVqEY+FUqkUfRk54WQwOxbGD4uIcB145ATOm+nkn//8p9P2hZxGyN5vZbmvPxZeNXvvFZNnMXtHCCHUwGGrjRBCCDVAzkvg16xZY3G7wWAQrqKhRkfI3u9mu605FGlgzRec6xxROLpbhvA3Zu8IIdS4YKuNEEIINUC1W+W7XmRkZMyfP793794+Pj4URQl9uTmOmz9/fmpqqvPjQfYRsvd7ua5fH4rUV8ne24eUvNErjSQAMHtHCKHGDFtthBBCqOFwdgK/ePHimJiYRYsWnThxoqCgwDgAm+f5RYsWRUZG1jhfDmoIhOw9Lc91VUKUVk+ZPdoqsGxSn1SK5AGzd4QQasyw1UYIIYQaFKcm8J9//vmHH36oVqsBIDIy8tVXXzV91M3NTfhB8M477zgzKlQraWlpQvaenu+yKiFKUyV7j/Qvn9r/Lk1xgNk7Qgg1ZthqI4QQQg2N8xL427dvC9fpo6Ojjx07lpycvHfvXuOjFEXdu3dPWIdm9erVN2/edFpgyHZC6g4ADwoVqxKi1Drz7L2lT+X0AXcZGrN3hBBq3LDVRgghhBog5yXwy5cv53new8MjISGhd+/eVQt4e3vv3r27VatWHMd9+eWXTgsM2ciYvaflua440EqlNZ/EKNhbNfOlZKmEBczeEUKokcNWGyGEEGqAnJfAJyYmAsCUKVNatmxZXRmGYSZPngwAf/31l9MCQ7YwZu8pOW5f/R6l0prfew/yUs166Y6CMQBm7wgh1Phhq40QQgg1QM5bCUbIADt27Gi9WFRUFAAkJyc7IyZkG2P2fjPT47sjETqD+XWfIC/V7JfvuEgxe0cIoacEttoIIYRQA+S8O/AMwwBAaWmp9WL3798HAIIgnBETsoExe0/KUH57OLJq9h7opX5nEGbvCCH0VMFWGyGEEGqAnJfAR0ZGAsCxY8esFzt37hwAWOmwh5zGOOE8AJy+7bP2SLieNf+JFuSleuel264yzN4RQuipgq02Qggh1AA5L4EfPnw4AOzYsWPfvn3Vlfnjjz+2b98OAC+99JLTAkMWGVN3ADj0V8DW0y053jx7D/aunP3yHTc5Zu8IIfS0wVYbIYQQaoCcl8BPnz49KCgIAIYPHz5nzpysrCzTR3me37t377Bhw/R6fVBQ0Ny5c+3bS3p6+ooVKyZOnDh8+PDJkyd/9tlnt27dqofomxhj9s7zxLbTLX85H1S1TIR/+bs47h0hhJ5Szmm1EUIIIVQrzkvgXVxc9u3bp1QqDQbDsmXLgoKCgoODhYe6desWEBAwdOjQoqIigiA2bdqkVCrt2MXp06fffffdY8eO5efnK5XKoqKi8+fPz5s3b9u2bfX6Up5mpt3m1Trq64ORp277VC0WE1g6c2CyDFeMQwihp5QTWm2EEEII1ZbzEngAiI2NvX379syZM4WpcR48eCBsP3v2bG5uLgB07tw5MTGxb9++dlReWlq6YsUKlmV79uy5adOm9evX79y586233gKAnTt34go3tjDtNp9TIl+y95kbmR5Vi3UMK5r64l2G5gCzd4QQeno5tNVGCCGEkB2cmsADgK+v71dffXX79u2vv/569uzZr7zySqdOnUaNGvXvf/97z549586d69q1q301Hz58WKfTxcTEvPfee15eXgBAUdTQoUOHDBnC8/yvv/5ar6/jKWSavSdlKJfsjckrlVUt1rdt7lu9UyUUD5i9I4TQ085xrTZCCKHG5csvvyQI4t///reItdVvDI2U89aBNxUaGjpt2rT6rTMlJQUAXnjhBYqiTLd369Ztz549wqPIItPUneOJXy8FJiQF8Lx5MZKAYV0e9G2TI/wXs3eEEGoiHNFqI4QQqorjwcARNMmTuDonqoaTEnie5ysrK11dXR23C4PB4O3tLcy4Y0oikQAAy7KO27WIysrK7ty5o9PpgoKCQkJC7KjBNHvPLZGsOxKcVeJVtRhNcW8+nxYXViT8F7N3hBB6ijmh1UYIIWTqfhGVkk8VVJI8DwQBzVy4CB82xKsBpTA9e/ZcsmRJt27dRKytfmNopBybwFdUVHz66afHjx+/detWZWVlUFBQmzZt3n777WHDhtX7vubPn29x+59//gkA4eHh9b5HcSUnJy9cuPDw4cPGaxPh4eHvvffeqFGjbKxBOCjC3xqNZsOe3Otlg4BUVC2pdNFN6Z8S4v2oMGbvCCH0VHJmqw0A6enpe/bsuXbtWklJSbNmzYKDg4cPHx4TE+OIfSGEUIPF8XD2HpNZ8vfQZp6HggqyoIJ8UER1C9ORzh70bFnnzp07d+5spUBJSYmnp2e91KZWq2UyGUGY90OoMYamwIEJ/J9//jlq1Kj79+8bt2RmZmZmZiYkJEyfPn316tWO27VRUlLSTz/9BACvvfZa1Ue3bNly7tw5s43PPvvsP/7xD9t3cefOnejo6FpFRdM0z/MeHhbmh7PR0aNHhw8frlKpTDempqZOnz79ypUrX3/9ddXT3SwAYXU9uVzO83xWbuWi/1Eq6QiLUyJEBpTPfDnLXc4ByAGgti+2OkKEIt7eMb5FEomkLseijup+MtSRcciJm5sbX3XghFMYTwZxAwCxTwaExOXkVvv06dNffvmlcA3a19e3qKgoJyfnwoULo0ePfv311+t3Xwgh1JBdeSAxzd5NZZWSlx9I4kL0Dg1g8uTJ69atmzp16jfffGO6XavV+vj4lJeXX7hwIS4ubuXKlbNnz54/f/7ChQsBYMOGDZMmTVq9evW4ceNmzJixZ8+eGTNmLF68WHjuiRMnvv7661OnTnl6evbs2fM///nPqlWrlixZkpCQMGDAAAAwq23r1q3jxo1bsWJFly5dpkyZ8tdff9E0HRYWNnjw4Pnz5xuvC5g9S3Du3LnVq1efP3++sLAwLi7uxRdfnD17ttmo6oMHD37zzTd37tzJyMjw9fV95plnpk2bNnjwYEe+r47iqARep9O98cYbxt8BISEhSqXy9u3bGo0GAL7++utevXrZfq/YDlqtdufOnT///DPHcWPHjm3btm3VMmlpaefPnzfb6OrqKvS6txFFUcIA+1rdNCAIgrT3YlpeXl58fLxZ9m60fv36uLi4KVOmVPd0IXUXkCR5KdV19f5gg9TdYmG6aLe/y59K17cAKKjla7RFrd5qByFJ0u5jUS/qcjLUI5oWZ0aMhhMANICTASGxOLnVNl04ZuLEiV5eXizL7t+///vvv9+5c2ebNm3atWtXX/tCCCGx7LkboWUp62U4HkrVJFR/6+1iISSrOKqmIfE0yQ2Pulv7GAEARo4cuW7dur1795rdBTx48GB5eXl0dHRcXFx1z9XpdIMGDUpMTFQqlb6+vsLG77//fsqUKXq93tPTs6ioaP369QcOHLDli/3GjRsfffSRWq1u164dQRB//fXXl19+ef78+ePHj5sl5EbffffdrFmzdDqdq6urt7f3kSNHDh06dPDgwV27dhnT/unTpwvXJnx9fVu2bPnw4cOEhISEhITVq1dPnz7d9jeqgXDUT9VVq1YlJycDQFxc3O3bt9PT069cuVJaWvrhhx8Kp8Xs2bN1Op2D9n7mzJmpU6fu3r2bYZjp06ePHj3aQTsydevWLdPc2HFWrlxZWlpqpcDChQs5jqu63SxClZb69mDzFftbGMBC9k5wFdKsT5jcry5fOp+TkwMOyN4RQgg1EE5utXHhGIRQU1CgluepFNb/FagVepBZ/1eorqGSPJWiQCW3O87evXt7e3s/fPjwwoULptt3794NAOPHj7fy3JUrVxYWFp47d66oqOjdd98FgIyMjClTppAkuX379sLCwry8vKNHj6rV6oSEhBojWbduXXBw8J07d5KSkq5evXr8+HGJRHLq1KnExESL5W/cuCHMsbpp06aSkpK0tLQ7d+60bdv28OHDn332mVDmwoUL33zzjVwu//3333Nzc2/dulVYWPjVV18BwJIlS2x6gxoYR93yOn78OAC4urru27cvICBA2MgwzKJFi9LT07dt25adnZ2cnNymTZv63W9ZWdmaNWvOnDkDAD169JgwYYLxUlBVc+fOFc4zUzRNFxYW2r5H4zBywcWLF6GmUeLu7u4cx1VUVNi+F1P79u2zXiArK+vkyZOmnQ5MZ6oDAJlMlpThsemYf3GF5RvglPoG83AhoXsIADzPX758ecKECbV6W2okkUjc3d1LSkrEml+Qpmmhs7RWq7X7WNSdu7s7z/Pl5eViBeDm5ias8Cz6sSgtLTUYDKIEQFGUcI1Wp9OZHYtmzZqJEhJCTubkVhsXjkEIoYaDpumhQ4euX79+7969xhHmOp1u3759BEFYH9aUkZEhdLA3blm8eLFer//444/j4+OFLX369Pnvf/9ryyBlgiC2bt0aEREh/Pf5558fOnTojz/+ePPmzZ49e1YtP3/+fI7j/v3vf7/55pvCloiIiHXr1nXt2vWnn35atmwZACQlJbm6uo4fP37gwIHG1ztz5syFCxdmZmaWl5e7ubnVGFiD4qgE/u7duwAwcuRI4+8Ao5kzZ27btg0Abty4Ub8JfF5e3vvvv19YWBgcHDxjxoxWrVpZLy+Xy+VyCxerquudbpHFUbv37t2rcaY3u4f7ZmVl1Vjm/v37wntrlroDQEkls+tI8JU0y33mgTdICr6XFGwFeHQP/9SpUzExMfU+OFmokOd5sYY9m+5XrBgaTgDQAI6FiAGYRiJ6DAiJwsmtdtNcOIZgWTI3m1BV8lIZ5x/AS5g6VcfzVEE+UVbCkxTn68e74JIBCCH7jRw5cv369Xv27Fm0aJGw5ciRI6WlpT179rSe1HTo0MGsg/3+/fsBYOLEiaYb4+PjZ8yYYXbjs6rY2NjY2FjTLcLeLd7j4TjuwIEDJElOnTrVdHvnzp2/+uorjuN4nicIYtKkSZMmTTJ7bk5OTllZmVCJ9ZAaIEcl8Pfu3YNqJjwz5tUlJSX1uEeVSvXJJ58UFhb269dv6tSpog+uNmbO9T5nuy0vjWGYqqk7xxMnbvjuvxSo0VseQ0Jq05iHi0hNsnHLqVOnbNyjmYyMjA8//PDSpUuVlZU0TQuXVEaOHFnbegR6vX7v3r0HDx5MTU2lKCoyMvKVV14ZOHAgDldGCKF64eRW246FY3Q6XX5+ftXtMpmsuoGR9UJoaCiKqsvVPUKvp08do69cJPSPhyFQFPtMW+0L/aGmxNvY0pEk+eiV8jyddFmS+AdR9vd4Oi4kVNf7Rc6/ud1B1oggCIe+1TXuXfhDxBjq5WSoewAg9rFoCAEIzI6F9SmckXV9+vRp1qzZzZs37969GxkZCbb1nweAsLAw0/+q1ers7Gy5XB4cHGy6XSaThYSE3Lx503ptwq5NWfm1/+DBA51OFxgYaNZfkiCImTNnmhXmef7GjRs3b968d+/enTt3Dh8+rNVqrQfTYDkqgRcuk1hcSMD21QVq5ciRI1lZWXFxcbNmzXJE/XYTEul6TOMjIiLy8vKsFOjZs2fVNzk5233X2eCsouqGx3B0wXZJwUaC/3uWSyF7B0ufJeu++OKLZcuWmX6l3rx5c9q0aStWrDh8+LBCYWGlOivS0tImTJhg+oG/evXqjz/+2Llz5w0bNvj7+9eqNoQQQlU5v9WuyvrCMTdu3Hj77berbj969KgTFo+o05ugUuk2f8dnP3xiI8tS1666ZKRJ/jmLaOZjSzUymUwmkwHPG37cyl4yn4KXzEiT/W+9ZOw/yNaOmv+PoiiZTOagym2nVCrFDcBpnwgrHp0M4qEoSiqVihiAwOxY6PWOnardDlKK5a1MTwcAADwP+pp6HUkoqPHqhISsU98loRf9hg0b9u7d+69//ctgMOzdu1cqlY4YMcL6E81GKz948IDneW9vb4sla0zga9WbPSMjAwCqdhyrasWKFUuWLMnNzRX+q1Qqe/XqVVFRYX1asQZL/Gmf68uhQ4cAYOjQodV1hBD3bm093pAfPHiwxYkcjCNDgoKCTC9EFZRLfz7f4kpatQ0eqctgHi4m1U98oozZu0QiERZ7sNH69euXLl1q8aHk5OS+ffuePXvW9tqKioqGDRuWmZlZ9aHz58+PGjXq4MGDFsdBIIQQaixsWTim8dL/vMM8e3+MLyvV/7CRmTkHbP6Jwp47XTV7f/wYq9++hfnXR4SnyCkuQkgwvnUN+arg7D3mfnG1XwJBnlz3cEfN/G1q5MiRxgT+2LFjRUVFw4cPr/GSmVmGJeTzBQUFVUvW73Raxn3VWO0XX3zx/vvvu7u7f/DBB/369WvXrp1wfSE0NBQTeDGxLCvkeNX1ygsICPjuu++cG5RlaWlpwurrtlwuAgCdTnfo0KFLly6VlZU1a9bsueeeGzdu3KZNm+7cuSMUMJvRgSTJV199Vfi7QkMf/sv/+A1/PWv5qh0BbOeQu9cPz+TZv/uQGFN3AU3TtmfIHMctWLDASoGUlJQtW7a88cYbNla4bNkyi9m74NatW999993s2bNtrA0hhFBDc+bMmQ0bNhQUFMhksokTJ1Z3ydjNzc04tZIpnucdettN6Lhu/y4K8rlrV608zj/M0t/4C1q1th4AAHAcxxoM3LFD1nan1+lPHiNeetXOaKtH0zTP8yJOT0DTtNBBWsS7rHU9GeopABBOBlGPRcM8GRrjYGZBXEt9pVZSqLKQw3spuM4tnXTK9e3b18vLKzExMS8vT+g/P27cuNpW4unp6e3tXVBQkJmZaTrRiV6vT09Pr8doASAsLIyiqMzMzIqKClfXJ4Yj/eMf/ygoKNi8ebOXl9eqVasAYPfu3f379zctI9bcyXX3lCTw+fn5je5DazpGvbrb8kePHn333Xezs7ONW5YvXx4VFTVv3rxt27ZVHblBEMSAAQPCw8NVWvrwNf/jN/y0+mqv55Gqa0zO0mu30k03mmXvAKBWq48cOTJkyBBbXtQvv/xS43iStWvX2pjAsywrdKe0YufOnZjAI4RQY1SrhWMiIiKEVXzNFBYWOvQWikwmc3V1LSsrs2/YM3Ptao39jLXX/9IEmM/nZySVSoU+pRqNRpuRrigrBeCh+k657O0bld2etyNU65RKpU6nq3ECKsfx9PSkaRoARLxjJhwLu0+GumMYxt3dHQC0Wq2Ix0KpVOr1ehFX8DGeDGbHQiqVNoSO/XaQkHyfVro7uXRKPqXSPfp0KyR8uC/bytfgtD7EQi/6jRs37tmz55dffvHy8ho0aJAd9bzwwgu7d+/esGHDJ598Yty4a9euel90iWGYbt26nTp1au3ate+9955x+/Xr1zdt2hQQECAsUyrMn2I2015qaqot84I3TE9JAu/v71/j4moNWdUJ5wDg2rVrW7ZsiYiIMC6lYLRp0yaLjQfP8wnHLmdT8Zfvh2iqT90JtlSSv44u+RX4v696VE3dja5fv25jAn/y5Mkay9j+aXn48GFRUZH1MikpKRqNpiGMykMIIWS72i4c00iZzjNXbZnyMltre1TS2lhYW/aIEGpoSAJi/A0x/gaVjtAaCIbmXRgRrhONHDly48aNCxYsKCgomDp1qrDScG0tXrx43759S5YsadOmzfDhwwHg9OnT77zzDkVRLMvW71yDixcv7tGjx/z585s3bz569GiCIO7fvy/cKRw7dqxQJiYm5urVq+vWrZs7d66w5ciRI5MnTxaSqeLiYidMpFK/HJvAnz59WrhCZsejZmsPPPU0Gk16enpZWZlUKg0KCnJxcfnxxx+r61ZgMXvnpC0NXiNZj4GJqdVPGs+zdMleSf4Ggn3iGpiV7B0AysrKfv/99xMnTuh0usjIyNdff904a4her79y5UpaWhpJkpGRkbZcF7e975mNF3fLy8sxgUcIobpzWqvd0BaOcRy++nfs7zI2z+ZtS0mCtvPNJFUV1P37BGswNG/B1X2iOI4jCwsI1sDJFbyH+LO+IdRYKBheIUbqLujbt69SqRQ6/9rRf14QERGxfPnyWbNmjRgxwtvbWyKRZGdnDxw4UKvVHj9+vLazWVvXvXv3hQsXfvLJJ2PGjJkyZYq/v/+9e/cMBkNsbOzChQuFMgsWLBg6dOj777+/YcOGoKCglJSU+/fv9+nTx9vb+8KFCy+++OLHH39s94sVhWMT+B9++OGHH36w79Gmk8DrdLoDBw6cO3fONLP18fGxuXMUybp10yuHcS4drV+VpyovSXJXkdp7phutp+6CzZs3b9y40fjfBQsW9OjRY+vWrbt27Vq6dKlxRkcAEHp2WWf759bPz6/GMgzDCN1jEEII1ZHTWu0Gu3BMveO8LEzFbF7GtlnoH9VGEGC1/zbbrOY9mpHcuS098huhevSrQwoAUqm2Sw9dl+61rQoAQK2SnfmDvpFE6B5Nu8V5KnVxXfXPxtU8jzZCSFQSiWTo0KHff/99WFhYt27d7K5n2rRp0dHRy5YtO3fuHMMw77///qefftqlSxewLVmolfnz53fr1u2bb765fPlyTk5ObGzssGHD3nvvPWP3gSFDhhw6dOjzzz+/du1aWVlZhw4dPv744wkTJpw8eXLu3LnXr19vdH3pCQcN46l77wixxhdBNRMnVsdi73frhEnsNBoNAGg0mjVr1liZp80KXuJv8BjIeg7iJDUspUZqbkvy1lKVF82225K9V0cmkwkvobZ69+69a9cuiUTi4eFRXFxsfRKUXr163bp1y0qB559/Xphmo7Zomhb6EWi12nofk2M7Dw8PnufLymztP1nv3N3dhS+4Go+F4wjHoqSkRKzZRKycDBbXQUHo6ePkVnvGjBn379//7LPP2rRpY7GA7QvHFBYWOvQHgzAG3u69EBq1y3crjamspRJE5ZtTOJ9qB/8bx8CrVCqVSqXYvonKvG9lj5p+L+ljO9keofTEUeZCIoCFV8eGRqhGvC78beMYeLK4SLFzi8VBAYaIaPWrI8DexcONw55r9SOtfgnHwtGnnBXGMfBqtRrHwEOVj7/xwyKiK1euiBuAqdjYWFH2m5+fr9PpfHx8THvgcxzn5+dXUFBQXl5uNuEcqi1H3YHfsWOHg2puFDiOKykp0ev1np6e1qfT2LdvX62zd8qFde1h8HyJlT8LRA0/cUhtuiR/A1V+0qxtrkvqLrAveweAGTNmAEBOTs7Dhw8pirJ+//y5556znsD37t3bvjAQQggZObPVbkQLx9QdL5Prur8gPV5SIh70AAAgAElEQVTt1PH69h2tZO9VGYJDq0ngeQACSMIQWYvZBKj76dVl7wBApaVIz57WPtfD1uo4Tr5nZ3VD+umUO9IzJ7S9+toeHkKoMZo3b97GjRs3bNjw1ltvGTcmJCQUFBR06dIFs/e6c1QCP3r0aAfV3MCVlpYeOnTo6tWrQn5LkmRoaGi/fv2ioqKqFq6srLxw4YKNNfOkC+vWnXV7gXXtDETNU0qQ6tt04Q90xWnTmeqgPlL3Opo3b55Go3nw4IHw34iIiEmTJk2YMIGydFX+0qVL1ms7ffr09OnT6z9KhBBqSpzZajfGhWNsxfPUg3T6XgpRVkpQNOvjY4hurYvrCmqV9M8zVbu+659pq+ljedk8AXP5InPprFalAuBJuZyJbi1Jru6iNgEAwPHMlQvann1sjFd2+LfqsvdHAZw/ZXsCL7lzgyzIt1bg4jld5268zNa1aRFCjVF8fPz333//4YcfBgQE9OzZU6VSnTp1atq0aQBgOlc8sttTMgt9A3H//v3169ebdmriOC41NfXevXv9+/evurZtSkpKTT9iCE4Wzrl2MSg6c4q2QNh0vCjVZbrgh6od5qEBZO8AcPfuXdP/pqSkzJs37/fff//hhx/M5qIrLi7+66+/rNd28uRJjuNs72yJEEJIXI194ZjqkGWlsv0/UQ//7lVHA0hPHdd17MJZmvyFJ4BnmOq6lFMVpYoN34Hu785uhE4nPZ9YYxhUSjLYnMCTxTUs9QI6PVmYb+MofSr1rvUCBMvSGWn66GdsDA8h1Bj1799/yZIl8+fPN12FTqFQfP3116NGjRIxsKcGJvD1Rq1Wb9iwweKQJJ7nDx065O/v3759e9PtludsJyhOGsHK23Iu7Vl5W6BtnaGN4DVUySG6+GezaeoEDSF1t+KPP/744IMPli9fbroxNze3xmFmOp2uqKgIByojhBASEVFZodixmSgtMX+A45gLZy0/hQfm6iWC5TQDB5s/xrKK71YDZ5yXxNrC72bIsioxVFdSp7M+H56AzsnW2ZbAk1VffhVEabEtVSGEGrW5c+eOGDFi9+7dKSkp7u7ubdq06d27d0hIiNhxPSUwga83p06dsj6fx2+//ZaXl3fjxo2ioiKCIHx9fYX52Hnam2MCeWkoJ43g5FEcEwqktWHzVZHadKpkP12aYLY4nDGwWtUmlm3bts2ePdv0s23jfPX1uxwFQgghVDOOIyorged4F1egKNnJoxaydxtIrl/RdX6O8/ImC/MJtZr39uZkCvmPW02yd7A9ewcA4AkAICsqiJIi3sWt6oJwhKqS0Ot5FxcbhzHwlM193GzpDUfaOYkdQqhxCQsLM667juoXJvB1lZztduKGn4eL/trdaINSBoYyAnTAaQjWJJknSCBdcnWKX89yQHXmFZ4c7V2oV/IqPy46EEg71zAnuAqq9AhdmkCqb1os0FhSdwHHcYcOHXr77beNWwICAjw8PKyvLR8SEoIJPEIIIachS0uYxJN0ym1CowEAnpZwLcOotBQ7q+NBsW0zoVWDcUgdw4DJsrK1xrGuKxYTxhpIyhAarh48nACQnE9krl8lykoBAEiSCwiscVE6AGADW9i6Z2Uz6zPkAwCnxJVfEUKoTjCBr6uHxfIr6UoAAOkIqGE1t/pBcJVk+Wm67ARVeQF4yyvTNK7U3Sg9Pd30vxKJZMiQIVu2bLHylBEjRjg2JoQQQugxKv2efN+PhFZr3EIY9FTKnbrUSaifHHxnZc05W2pjDWB6855j6dRk19Vf8i4upGn3dY4jsx7UWBuvUHBuHjbu2hAdI7lmbQ0tXiZnQ8JsrA0hhJBFmMDXVZlK4pwdEfpcquJPqiKRrLxA8NauzTfS7B0AtCY/iQRz585NSEjIy8uzWD40NHTy5Mm7d+8+efJkTk6OQqFo167dyJEjW7Sw9XYBQgghZCOirFS+Zxehr1OC7WgFUjkJPMXxQPx9a53nCU6jBqlM2MoDcATJA/AEcATwQHAEyRPAAcERBACwxKNO+2xgcJDNuza0DOelUqJKU250OzBE/3gNmtDQULteH0IINXWYwNdVucaBCTzBlpPqa5TqClnxJ6lNr7F8403dBVWnAPTz8/vxxx/ffPNNs5vzANC6det//etf/fr1M65IBwC//fbb0qVLZ8+ePWfOHJyaHiGEUA14nspIo7IekJXlvFzBBgQaQiOqmxle+ucZ+7L3DFd3hmUZjpNwHM2zNMcRACTP80DwJsPbyce92VmSNADJkoSeJL20GrPayiQSmgMKOIrnSZ4jn+wC761V2xFhVRxBcECwyTcM6zNZ4AtJSk8zeoVC7+2rc3E1KFz0Mjn/ZDtL5mYzUgVIqx3XRhYVEAYDT+OPT4QQsh9+h9ZVPd+B5w2ENo3SppLqm6QqidRlmK3iXh1RUvfw8PBJkyYdOnTo7t27FEVFRUV5e3tv377d7gotjmZ/5plnTp48uW3btoMHD6akpJAkGRUVNXjw4JiYmNdee63qxIEGg2HZsmVqtXrBggV2R4IQQuipR+Vmyw7sJQue6OTFu3toBrxiaBletTx997aNNWcpXGQsx3CslGUlHBtSUVZNQd7iKuwUyzLAPtET3oR7XUbI24zkeRJ4muWkxYVPPJD2eK04gjBIZTqFi87FVadw1bm6sfm5LMcZCLK6SfcIliUKC3g/pww4RAihpxQm8Hbief7ixYsXL17Myn8DwNO+OghDIaHPI/VZhDaT0GWSunRSmw5Wu8ebEfGWO0EQCxYsGDhw4KRJk4wb169fX5cEXiKxfDVELpdPnDhx4sSJphsHDRpkZdr/NWvWDB8+vG3btnYHgxBC6ClG5TyU79hS9Y46UVYq/2m7eshIQ0T0E9sNBqKy2kYnS+EqY1kZy8pYA8VzgSoLa8o+bXie1qhpjVpRVGC6mSNAT1I64R9FaklaT/7dS4BUq2yc/R4hhJBFmMDb49KlS+++++6tW7cAoGfPwwpSylNeIPHmKA8gpDzlwhNygnziveVZLcFrCK6S4NRgKCIMRQRbDHw1V9dtUF3q3rJly6q9ze3m4+ND03R2drbZdoqiPv7444EDB5ptb968eV12FxgYaGPJu3fvXrhwwUoBjuO2b9+OCTxCCCELOE6WsM9yf3heeHR/5dshvFQGPA+WBnVnuLjLOYPcYJCyLMOzgSpr68g2KSQPUpaVsn//wuEBtBQtJPOV5aWVeh0rYUSMECGEGjVM4Gvt1KlT8fHxOtNJYjktwWWDPtvutU39/f3LyspUKpXwX4qi/P39s7KyqgtA+OOZZ565c+cO+7iN9PX1/eCDD8aNG3fw4MEPP/zwwYMHPM8DAEmS3t7e1c0DZ+Ti4sKyrEajMf539OjRixcvLi0tXbVq1U8//fTw4UMAkMvlvXr1mj17dlxcXNVKunfvzjCMzt4ZdPv06WNjyStXrM1zK7h69ap9YSCEEHq6UVn3yfxqmkUCgAdCrZIe+Z0sLKDycrQ878IwbHBohouHgtUpDKyM1YdUVtcrHpkjAGSsQcYCgM7nznVIvqF1ceOf66F/1sIPCYQQQtZhAl87KpVq+vTpdieoFpEk+frrrwcEBKSnp2dmZnp4eERHRzMMs2LFCrMc3vSu+6BBgzZv3gwA9+7dKy8vj4iIcHFxER4aMGDAgAEDdDpdcnKyRCKJjIxcv379Rx99ZD2MwMDAM2fO5OXl3b9/PywszMvr0UqtSqXy448//vjjj4uKirRabbNmzRim2gvnHh4eb7311rfffmvH+/Diiy+2bt3axsJlZTX/ciopKbEjDIQQQk89OtPqCmoEAIDk5jUASHXzdDHoXQx6RWpySE1LptuCfzRHnaVh4iTBAxAcTwNPcVw1A8mFSgiWIFiC4EiCBYIjCANBGkjCV6MG4KG6MeiPZSpcAYDieQKA4IEEjuCB5HkCeBJ44W+KB7KaefLqiuelFWVa1v5OiAg1WLGxsWKHgJ5+mMDXzv79+6v2J7eFTCYz3tw2RRDE0KFDb9++vXbtWuOIbpIk27ZtO2TIkB9++EHIVM06zEdHRy9fvlz4OyzM8pKqDMO0adNG+LtZs2Y1Rujn5wcAvr6+vr6+FgsYU3rrPvroo2vXrp05c6bqQwqFQi6XFxYWVn0oMjLyq6++sqV+gbe3d41lfHx8bK8QIYRQE6JWWdyc7K4U/pByrKte72LQh1WUEHVIX1mC0JGUjqK0JKUjST1J6UkyqqzY8s8vm0eHE8DTPE/zFp9SQ/YOAEG2dfg3vhsEDxTP0zxL8TzFC3PpczTPU3IXRlVBGgy2xm2C9a/TmDuEEGqyMIGvncTExBrL0DRtMGnMCIJo167d+PHjr1y5kpCQYJq+BgYGvvTSSydPnkxOTjatgeO4pKSku3fvjh8/fu/evb/88ovxIZlMNn78+A8//NDV1dX2sLt27UoQBG/11sFzzz1ne4VWyGSyXbt2rVy58rvvvistLRU2EgTRv3//hQsXuru7L1iw4Oeff9Y/nkRXJpONGzfuww8/dHNzs30vXbp0cdorQggh9NRIS0sDAFqjox9np6ZkBoObQedq0Es4O6daYwlSQ9EaitJSlIakwipK5axBzlpLcWu+Y25N3Z5tVVRZsZXqk5W+mr4DAIDSaqSqSqa8TFpZLi0pkeZlMwY9ZbWB5glCci+VKC1mQyN4ebXLziGEEKoKE/jaKSgoqLHMc88917Fjx5s3b+r1+ubNm7dr146maQDo0KFDbGxsTk6OcKddqVR6e3vv27fPLHs3Onjw4I0bNxITE5csWXL16tWSkhJfX9/27dvL5fLahi1cKThw4EB1BeRy+euvv17baqvDMMycOXNmz56dlJSUk5Pj4uLStm1b4z3z1atXL168+Pr16xqNRqFQtGvXzo5XFBAQ8PLLL//666/VFZDJZGPHjrX/NSCEEHp6EaazxPMgYw3uBp2rXk/btnSrKQ4ILUWpaVpLUmqKDqsodTHoXGpzT7pu+Xctnm0IjaAK84myUgAAkuT8mxMlxYT1CfOrrz5SVVYRGmr8r3BlBAAIlqXSU6X3M6TqCinHSllOQoDUoCdNronoCFJ67qQEgKcofYfOup59eMrueYQQQqhpwQS+dtzd3WssI5fLW7Ro0aJFi6oPEQQREBAgl8t5ntdoNGq12mJXc2OH+czMzJ07d06YMKFXr151jHzJkiVJSUkWJ8YjCOKLL76wfQZ4G0kkEosT3QGAm5tbr169PDw8iouLWXtHwS1evDgpKenBAwvjGAmC+L//+z+LhwAhhBAi9AYAYFjW3aBz1+voWt5vZwlSRdFqmtZQVHBleY332BsCnmE0g4bwChdCVUno9bzChSdJt+Wf21/jk29a6ONkPi0tzRAeZQiPUum0wLLAMDxFEzyvSLqsyMqQsQYZx2pJSqpjAYBgWebCWaogT/VaPGAOjxBCNiDFDqCRadeuXY1lgoKCbKzt7t27hidHjp06dcpsuPvRo0dtD8+KgICAAwcOVJ3mPSAgYNOmTfHx8fWyF2fy9/f/7bff+vXrV3X7xo0b67FDAUIIoacJrdV4VZSGVJa1rCzz0mpszN45AippSb5MnuHqTvGcm0Hnq1EFV5Y7Otra4Ku9YU4Q2r4DeYULAPAKF87Dk5dICKjj3HSWnx76GM9IebmCp2gAIIoK2bzscgmTL1M8ULjlyZ7oNk+lpTKXz9ctGIQQairwDrwFSqWFcXGCN998c8mSJcb13iw+99lnn5VIJFbqJwgCABQKhWk91a3rnp2dbSWeWlEqlYcOHbp+/fqxY8dycnIUCkVsbGz//v2tzCrvOMKbYEuPBiuUSmVCQsKNGzeOHj2anZ0tl8s7duzYr18/qVRqYwAAwDBMfb3DdiBJEqyecs4JAOp8LOrCeDJYn9TA0QGA2CcDQshBiLJS5vJ5OjWZKC0Jo2gXvY6w+dtGT5IVNKOi6UBVhTAdPYC6XqLiCdC370hWVtJ3b9dLhax/oLb7C/JDvxLlTyzUwktlmr4DDa3N70DwFM0rXIhKO1ew5z1q+LYU7skLXeup+2nWCzOXz+viugLhqPH8CCH01MAE3gIrq8T5+Pj85z//mTNnjsVHSZIcPXo0SZLWu4XTNM3zPMuyFEVB9am7QCqV1u+qdVFRUW3bthXSNo1Gw/N8/dZvI5IkpVKpXq+ve84WGRkZGRlpusWWVyQEAAAcx4nyDgikUqlYh0DAMIxwHtbLsbCP8WTg7J01ql4CAEsngx0TNCCEGhQ6+Zbs973E44+2qy3jtgjQkFSFhKmgmZYVpUqdRmnyxcDTtHbgYMlfl4mSEuA43sND17q99M8zZGmJlSnltHFdSc5AZaSDVgsShg0I1PXqzbl5AABZVCA9dYLKzeFZPcjkhtBI5tJZqOn7UNulJ52RSlSUA0nxzZppu/Zkg4IBoPLtmXTyLepBBqFW8YyUbR5oaNWal8osVmIIj5T8daXmN6Sa59pSTEjjXfftvCtzsVKMKCslS0s4T7yEihBCNcAE3oLKSmsTukyYMEGr1X766adVf+iPGjUqMjJSq9Var58kSZ7ntVptYGCg9ewdAMLCwqzHYweapoUEXqVSiZUySSQSqVSqVqvtHgNfRzRNCzmbwWCo93e4VmHwPC9iABRFCQm86MdCrVYb7FqLqL4CAEsnAybwCDVqZNYD+a8/g81fbmqaLqeZConEQJBRZcXelm626zp108e01ce0fWIrLZEf2FNd9s7L5PquPaqbbp3z8lYPGWH8L6HXMRcszI9jxhARpevV28K+KEof00Yf06bGGgBA16UHfeMaUfsB/LxMpovramNhwmAgdLoonS7Z0sz/fxdTVQIm8AghVBNM4O0xZcqUV199dceOHRcvXvTz83NzcwsPD4+Li7P9t35UVFR5eXmLFi38/f1zcnKslHzttdfqI2SEEEKoyZGdOGxL9q4hqXKGKaelBpIAgKiK0mpvWUfF6Lr1Ao6jsrPIogLgOM7TiwtsYWjdTpefy1w4W/UpPMOoh46yfbE0npYASdZ4Bx5kNQ8WqxHnqdS8Mkz2688WcniCYIOCqQcZFiKUMOohI4UR9bbgKQooClg2qqwYTJaXNy8mxoA+hBBqdDCBt1NAQMC7774LJuum2Cg0NNTDw0O4703T9Keffjp58uTqCvfr16/qtHMIIYQQqhFRVkplm6+9oiNJ5nFubCDJUpm8nJToyEd3ziPLi7mAwMrx/+AJUnr6BH3jL0L/qLcd5+ml6/ycvl0H+tY12anjjxZjE8gV2i7dtc/3Y5u3YM6epPIeXZfnKcoQ2UrXs0/teoYTBOvrT+U8tFKEl8m4moag28gQ1Uo9fhJz6hidlvLoqgFBsAGB2u4vsC3D6JQ7TOJJKjf7UWmK0kdE63r14Ty9arEPguD8/MmHj46FkMab4aUyTtmsbi8FIYSaBEzgnSTUZK1UU6+99lpeXt6CBQuqdh7u1avX2rVrHR8aQggh9BQiiwqgytQepYzMW6Mul0jKJFIVTfOMVPtCf7KwIEJC8a5uFSGhQD/6aaTpPwj6DJBXlsspqoTlOHcPAGDOnJAmnjTfk1olPXGYystVDxpiiGpFVFYQJcWEhOG8vHja2qS21dG3aW89gTc8064eF11jfXzVw+IJnY4sLuRZllc24x/3KDRERBsioonKCg+ONQBRKZfb94p0bZ6VPbSwkK2RIaYNLiOHEEK2wATe4apL3Y2mTJnSq1evb7/99uTJkzk5Oa6uru3btx8zZsxrr71mnCEcIYQQQrVCWOo8XyphyiQMa5ztnONCQ0MhNFRvsQqK4n39SVdXvrAQeJ7KvG8he3+MvvmXJKSlvs2zvIsr7+Jal8j17TtKbl2nsh5YfJTz8NR061WX+i3iGYb1C7D8kIsroVTyOh1v74wt+raxkpvXqMz7Fh/l3D20PSyM50cIIVQVJvAOVGPqbhQTE7Ny5UqHBoMQQgg1KbybhdUxuScXKoukwPaUVBjiXu1E8wDM+UR9m2drEWJ1SFI9LF52YC+dmmz2COvfXPPqCLB5RH1DQZLq1+Jlv++lU+6YPSK8Ih5nDEUIIdtgAu8QtqfuCCGEEHIE1sePd3Gtbp1zYSS2rtNztldIZdyD6rN3ACALC4iKct7VrVZxWsTL5Oph8dSDDGnKHUlRIfAc66HUhIYbwqMa6WLpvEymfm00lXmfvnODKsgHjuM8lYbwaENkdCN9RQghJApM4OsZpu4IIYSQ03h5eRHVp39s34GGfburbn80jxrDuPYf5ObhUeNemjVrBhqNVm+5o/0T8dAU4e1dYzFbeXtDbEfhTwmA5ZnxnUUul9fDypre3vBsh7pVUH9vr12aNRN/sr36ORZ1QFGUTCbu+QhQ5VjobfiEIvQUwAS+fmDejhBCCDmfSqWy9nD7DmRaCnntKgAYO78/yt4pin1ttIqmweq4bpqmpVJpZWUlcBxNEFVnxTOj5ji7B4pbCQAA9Hq9Tqerx5prRaFQGAwGEQOQy+XCxECV9fr21opwLFQqFV/TaeAgxrRZ3JNBLpezLNsQTgazY0GSpERizySLCDUumMDXFabuCCGEkFg0Gk0N2dSAwRL/5tJzp4jycnicvbPBLbUv9Gf9AkCttl6/TCaTSqXCXly8fcj8PCuFeYZRS+V8TXXWilQqNSbw6nqtuVZkMpnBYBAxAKlUKuRs4sYglUrVarVYCTzDMEICL+6xkMlkLMs2kJPB9FgInxSEnnqYwCOEEELo6UUQ+mfj9O07Uvl5RFkJUBTr42ffMHV9TFtp/lErBQzRrXlcCw0hhJAjYQKPEEIIoacdQbC+fuDrV5c69B27SG5eIwss34TnXVy1PXEtNIQQQo6Fy4wjhBBCCNWMp2nViLFc86CqD3HKZqqR4+q4/DtCCCFUI7wDjxBCCCFkE97NrXLMBEnyLerOTaqoADie81QaIqINbdrxFP6mQggh5HDY2CCEEEII2Ywk9a1a61u1FjsOhBBCTRF2oUcIIYQQQgghhBoBTOARQgghhBBCCKFGABN4hBBCCCGEEEKoEcAEHiGEEEIIIYQQagQwgUcIIYQQQgghhBoBgud5sWNAzvbJJ59cvXoVANavX+/j4yN2OOJITk6eM2cOAPTu3Xv27NlihyOazz///M8//wSAb775JjAwUOxwxJGRkTFr1iwA6N69+9y5c8UOByGE/nb69OmlS5cCQHx8/JgxY8QORzTvvPNOeno6APz000803UQXUTp//vyiRYsAYNiwYW+++abY4Yhmzpw5ycnJALB9+3aFQiF2OAg5WxP9BmziCgsLs7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aMicqIboaAATwdCngAaF3efvvtZcuW1aeldfXOKywsDA8PpxsX7zMqAnMrNWbu78E+aoyy3DJpVICb6egAAACgPvIqJF+maQwm23rd/va7denOq9HfHIqrXK+8WB5wqSKg2nBz0pnMCv+7mzJYgNsECngAaEVOnjz52WefuW1mX7rzxGJxmU6ZUR5woTywziS1b/BXnhwFPAAAwK3jiH486WNfvduwL915DJHeLMmq8MuoCLxe62PfILvSz8hWSEXuZ6QDaFNQwANAK7J69WqOc5WqnZbuCj9VzIgD1f8qK1a6ePuZa/L7utaIMf8GAADArblaLrlW6aaUcFK9Mwbyvm5SrzynNnNO638jKz5fIOvWXu+sAUDbhAIeAFqRY8eOOXvJcenOiLzD+qljR3uF92dEkjKdm/XXGphLJbL4YDfT2wAAAIBrV8od9HSzcFi6m0imY3x1pGFJQvUozE/lo4AHsIUCHgBakYqKCvuFDkt3qaq9qtModcxIiXdQfdaskJg6acruTpR39EcXegAAgFulNTi+eW5funMMoyd1Hfkayas+a2aIC1dVxfqWDe6mvtUoAW47KOABoBXx8/O7fv265Z/2pTsjknhH3KWOG6ts14th3HeFlzBspKYiVlNiKPozNz3rm1/yfX19+/bt279/f5EIPekBAAAayUtm+8ibfeluIrmOfOtIw5GY6iFIWRvnVxrmVVGhZWvrRPsyQ4N9TJ1DDPbbAmizUMADQCvSu3fvc+fOkaPSXeITqokdq44dLVb6u10PQxTqXd3ZvzRaXXY9L3v9l+sLCwuJ6ODBg3yDhISETz75pEePHk39CQAAANqEjn43e7TZlO4cMXpS1zF+RnI1MI2Ft8QQ51ca71/qI9WdypPtz5fy9XpRiZKIZBJuWJx2cKc6TAQLQCjgAaBVmTJlSk5Ozj/GsWNE3uH91XH3eYX1qc8td5XM0NmvJM6vRC3TE1FWVtZXX31lMplsmp0/fz4lJeWnn37q3bt3k34CAACANiHczxSvSC+v+0dqNjOyOs6vjqnXLXcxw0ZpyhP8S8N8qhjizCxzIEtZprXN9QYTs/Ocd6VOPK5rTVN+AADPhAIeAJoSx3FMY6+Q5+TkqFSqYcOG7d69m4jECj917Gh1XIrUJ9Tte8UMG60p7+xfEuZdZdm+yWRat26dffXO0+l0s2bNOnjwoESCX0IAAGiLOKLG5eycnBwi6tVBtD9TaWQZItKTqo7xM5B3fdYYpKxN8C/p5FsqF5stCy8USe2rd4u0bEViiD4uGAPZQFuH01YAaAJFRUXLly/fuXNndna2SCSKjo4ePXr0zJkzAwIC3L43KyvLy8tLq9Xy/7z33ntJFZNeFurV4W5G5GqEW16AQpvgXxznVyYX2xbq586dKysrc/He7OzsvXv3jh492u1WWo+CgoKlS5eePn06KyuLv+TRrl27Hj16TJw4cfjw4a38YkRpaWlgYCARff3119OnTxc6HACAtojj6M88+bHLiqvlEiPLeMnYmEDjwBhdZP0Geb1w4YLZ/HfVrVGwfSKNB662qzD5mcl9ypaLTXG+pQkBJQEKrX1UOSVu1pCWo/SsAh4pG5pDqz5uAMAjpKWlPfHEE5ZS2Ww2Z2ZmLlmyZO3atStXrnTRR52/fm8ZTM7EiTLL/dNLQ4rVfbzdjTsrFbOdNKWJ/sXBXrWu1+/akSNHPKWAN5lMc+fOXbZsmeViBxHpdLri4uLTp0+vXLkyOTl53bp1MTExAgYJAACtmcHErPxDnVl8s1TWGkRnrsnPXpMPidXem2hbV1tYUqqX198jyRdqfc6UBGdX+ZtZ9/fc23lXJ/oXx/iWixnWYYNqvUhvdrOe3DL31whaCaRsaD4o4AHglly5cuWxxx6rrq62f6m4uPiRRx45cOBAu3btrJfb19VVeumxa2HnSgN1Zvc/SoFKbaJ/UZxfmVRkdt2yttZpbW9RUlLitk0r8corr3z00UdEJJfLJ02adMcdd4SFhRUVFeXk5Kxfv/7q1avHjx/v3bv3qVOnIiIihA4WAABao+//VFlX7xYc0Z5ML5WCHRCts3nJJmubWeZ8qd+f1/2L67zdbk4uNnX2L030L/aV17luqTe5vwqgNTBmx+V/q4OUDc0HBTwA3JIPP/zQYfXOq6ioWLx48aJFi/h/2pfu12pVZ0pCcqv8WHcTxEhEbCffsiT/Ihe33G0ole4Hv9VoNPVcm7C2bdvGnwp069YtNTXV5prIggUL3nvvvTfffLO8vPzxxx/fs2ePQGG64e/vX1BQQERqNab2BQBoaTml0vTrMhcNfrng3bujXibmyFHKrjVK08uCz5cFa43uK4gQr5qkgOIY3zKJk1vuNmQS9xPFySWc2BNmgEXKhmaFAh4AGs9kMu3YscN1m61btz7zzDM2I9uZOVFGuf+ZkpBSnZfbrfjKdYn+RZ39S+2fcnetPle1e/bs2aB1CmX58uX8H1u2bLE5FSAimUw2b968s2fP/vjjj3v37j1x4kSvXr1aPEb3GIYJCQkROgoAgDbq9DW56wZ1RiajSOqtu2izvFDrfbokJLvSn+Xc3CeXithYv9Ik/6JApdPe+A6p5JxExJlc9saP8GvYaYBQkLKhWaGAB4DGKywsdHH7nW5M567Var29/+5oV2uUni0NPl8WXGdy8/vDEBeprkgKKApXVbntVxcVFWW/MCAg4PXXX3cxjl1QUNA999zjbt2twunTp4koPj6+Y8eOzto88sgjP/74IxGlpaW5OBuoqalRKpVisfsJfgAA4HZSXOPql5+fyz3vsj7+RtXGckxWpd+ZkpBCrY/blfvKdV0CiuL9SmRiNw+4OUzZRNSxxudwjsLFG/t0sO3e3zohZUOz8oRuKADQWjmboY2IBg4cyFfvlmbFdd67r0SvvdD9z6L2rqt3hcTUI/j6o51P3xt5KcJR9R5lx+F61Gr1Bx984GxaO5FItHDhQsuVhVaO/w5dP9U/YMCAOXPmzJkzp3v37paFn332GcMwXbt2JaKVK1fGxcWpVCqJRBIUFDR06NBvv/2WZR13bqytrV24cGH//v0DAgJUKlX37t2ffvrpixdtb8tYnD59+qmnnoqJiVEqlcHBwYMGDVq2bJnBYLBZJ8MwDMP873//u8UtVlZWvvPOO4MHDw4PD/f29k5KSho/fvzvv//u4vsBAGjjnD1AHsyd56t3IuKIISKdWfJXUbs1F7rtvhLjunpniIvSVIyJujgx/kzXwEKH1Xt9UjYR3dNZ6+918+02XeoTQw3dw/UuImk9kLJtIGU3LYbj3D9w0tY096BWGo2GZVnX9y2bOwCpVEpEZWVlzn4ImptUKtVoNOXl5ZaZSFqYRCLx9fUlIr1eL+y+4DiuqqpKqADUarVMJiOi+uwLs9m8ZcuWH3744ezZs3q9vn379nffffdXX31lU8Zb6naeRCLtMXxaqbyXyLez23iClLVdA4s6+ZbZj1LLp/yamppVq1Zt3749JyeHYZjo6OgxY8ZMnjzZMiiuvU2bNr300kuVlZXWC/38/D766KMxY8aQy4OBn0ClNbj77rsPHjxIRIsXL37hhRfq/8bPPvts1qxZXbp0GT9+/FtvvWXfYNCgQVu2bLF5wu3kyZNjx47Ny8uzacwwzIIFC1599VWb5e+///7rr79ufwjFx8fv2rXLcguitrbWx8eHHM1J06At/v7772PHji0vL7f/OC+88MLixYvtl8PtqrS0tFnPZBQKhY+PT3NvxQW5XK5SqYhIq9VaD2fdwvz8/AwGQ31GBm0mvr6+/JxbAo48yu8LAQ8GmUzG/1bX1dXVZ18UVInTcpQ5pdJqvUguZiP8THVGkc0Idpa63SJEI8qvCyo3+nLu7vPJxaYE/5IugUUqqYO6ms/aGUWyPy7Lr5ZL9GaRWsFGBRjvjKoLUTk93yjXir47obr8z9HmGaLkDrpx3WulIo6sDgabfWH5zyI4pGzrhUjZTU6AAj4/Pz8rK8vtdgcNGtS49e/du3fXrl25ublyuTwqKmrixImdO7svG6yhgG8BKOB5HlTAl5eXP/HEE/aXS8ViseWNNqU7I5GrO43yTXxYqgpzHYaI4WI05V0CCkO9a2xesr5Un56ePnny5KtXr9q0iYyMXLVqVUJCgrP1V1VVbdy48dixYyUlJUFBQb179x4/frwlzXtEAb9y5cqpU6fyfw8dOnTGjBljxozhM6tr/NmAUqnU6XQcxyUnJ993332RkZEnTpxYv3799evXiWjcuHGbNm2yvKW4uDg+Pp7PtRMmTBg6dKivr+/x48e/+uor/jrIe++9N2fOHPvYQkNDp0yZ0rt378rKyo0bN+7cuZOI4uPjz549y59sOTsbaNAWCwoKunfvXlRU5O3tPX369P79+3t5eZ07d27ZsmX5+flEtHXrVv7SDDSJZs3at56yUcC3DBTw5GkF/IEs5Y5z3i7O8uxLdyPjpeX89Yz7GjjQS9fFvyDWr9R+gDpL1jaxtOEv1ck826fuxSIalVg7MMbpoPQcUWaR9HyBrFQrFosoVGXqHm4IVd28VdD6C3ikbKTsZtWiBfzhw4enTJly6dKl+jRuRGBms/nDDz88fPgwEalUKqPRqNPpGIZ57rnnhg0bVv/1oIBvASjgeZ5SwLMsm5KScvToUWcNbEp3kVztG3+/JmG8WOHrOgClxJQYUNwnokZkqrI5Gm162RUVFQ0aNMjZf8+QkJD9+/cHBAS43pxDHlHAcxw3efLktWvXWpZIpdK+ffsOGzZs6NCh/fr14/ejPf5sgP97+vTpX3zxBZ+YiejatWspKSknTpwgoqNHj/bp04df/txzzy1dulQikfz444/33XefZVW5ubn33nvvxYsXlUrl+fPn+Yv0Op0uNjY2Ly8vISEhNTW1Q4cOlvavvfbae++9R0QrV66cMmUKOT8baNAWv/nmG/69v/766/Dhwy2Ns7OzExISDAbDE0888c033zT8OwZbzZq1myplo4BvGSjgyaMK+ONXFBv+clou2pfuelJpmQAjuZm6hR+bpnd4ZXvvKr3+H3fd7TvGb/jL5/gVpw+0P9yjOrlDI/vDt/4CHikbKbtZtdwz8NnZ2YMHD67neRrbNwMAACAASURBVEDjrFu37vDhw8HBwR999NGaNWvWr18/Y8YMjuO++OILD5rqGTxRQUHB9u3bV69enZqaelsebJs3b3ZWvVs/605EEq+gwN6zoh780b/HdNfVu77sUixzaHLCqX7trvnIbl5Zd/aM3OLFi118t4WFhR9//HG9PoxnYhhmzZo1K1eu7Nu3L7/EaDQeOnTorbfeGjRokJ+f38iRI9evX280Gp2toUOHDsuXL7ecChBR+/btv//+e35onDfffJNfmJub++WXXxLR//3f/1knZiKKjIz8/PPPiaiurm7FihX8ws8//5zvRLd06VLrUwEievvtt/38/IjI9Rw5Dd3iyZMniUgmk9mUedHR0S+//PLUqVOjo6NdbA7qqbmzNlI2CMXEMlkl0hNXFX/lya9X1WPuMk9jZJnt6U4fK/tn9c7oSFPKRFcy4a6rd4bYIFnJo53P3Bt5KUJ989qBs5SdVyE54bx6J6Lt6d5GlwPOezSkbKTsZtVyo9C//fbb/NAIDzzwwJQpUzp06CASNeXlA71ev337drFYPH/+/NDQUH7h2LFjz5079/vvv6elpaWkpDTh5gB4eXl5r732WmpqquUasFgsHjdu3Pz581vPzdtb99NPP9kvtLnrHh7byxA0XBU9ghFL7RtbcByrzUurOPdDXcFfgT16iLs+ZrmS6GJgG5Zlf/75Z9dBbtq06Z133nE2ZN3tYcqUKVOmTMnJydmzZ89vv/22Z8+ewsJCItJqtampqampqR07dty0aVOPHj3s3/v888/zXW+sxcbGPvTQQ+vWrdu3bx/HcQzD7Nixg/+tfv755+1XMnTo0NjY2MzMTMvDFL/++isRJSUl2d81lUgky5cvz83NDQtz9QxFQ7fI/8IbDIavv/56xowZ1o3feecdFxuCBmnWrI2UDYJgOdqfqdyf5aU13MwUISrz2C61ccEGF2/0LJlF0lqDg/+t1qW7SknFOr9aCjCTq5RNRGLOoGTKlVyF2MDKRTe/JRcpm4hO5ctdXxmpNYgyi6SJobfP124PKZuQsptHyxXw/O27+++/f+PGjc2x/n379tXU1PTr189yKsCbMWNGSkqKzWAPAE3i4sWLKSkpNrOUmc3mjRs3HjlyZNu2beHh4ULF1rRshhW1Kd1lvlF+3SYro4YpyFXxzJl0VZd2VJz7wVidzy8pKCggopiYGF9f34qKChdj2hcXF7uYDY5XVFRUXl7u7+/vutltICoqavr06XyftHPnzu3evXvjxo2HDh1iWfby5csDBgz4448/unTpYvOu3r17O1xb//79161bV1dXV1BQ0K5du8zMTCIKCwtzdvQmJiZmZmaePXuW/yff3uH5BxFNmDDB7cdp6BYfeuihd999t7a29qmnnvrqq6/GjRs3ePDg5ORkudzN/MbQIM2atZGyoeWxHK09rj5zzbbrcmG1+H+H1Q90r+kb6RlTlLlVWG075Zh16c6RqI78yvT+JndVgIy0XlQmo2p+OHiWoxoD4y/hOnfubDQaa2psx6yxj4EjV6cFhdXixFDnL98ukLKRsptcyxXwubm5RGRz6aUJ8aca/fr1s1nu7+/fFk7ooeWZzeannnrKWVWZn5//7LPPbt68uYWjaiaWZ+1sSnd5QJxf1yk+HQYSw7i41m7SllSe31iZsYU1/OMJ8z/++MP1JXwLna5e51V1dU4HxbldJSYmJiYmPvfcc+fOnZsxY0ZaWlpdXd1//vMf/iq7tcjISIdrsPRey8rKateuHd9lOj8/33VfBv7IN5lMly9fJqKIiIhGf4QGbZGIYmNjf/7555kzZ2ZlZR0/fvz48eNEJJfLBw4cOH78+EceeQTlX5No1qyNlA0tLy1HaV+98ziiTWd8IgOMLkZH9yAm883f0n+W7mIt+WkZf47EtlO0/QOnoGovKpVwtpnXN6RTVKDTXt/WjGaGXFbvljZtClI2UnaTaLkCXqVS6XS65utUzD/RERQUlJube/DgwYyMDLFYHB0dPWLECJsL/ABNYs+ePefOnXPRIC0t7fjx48nJyS0QzIEDB3744Yf09HS9Xh8WFjZkyJBHH3200b+Jly5dWr169bFjx8rKygICAvr168cPL2ddvSuCuvh3n+IVZnv+bcNYdaX87PfVWb9w7D9SPj+9yoABA+oZUnBwsPVw9w5JpdKgoKB6rtCzHD9+nO8E8eijjzprk5iYuHPnzm7dul2+fHnPnj06nU6h+Mfzh85yraWTHj8+Ft/Bzy2WZU0mk8Fg4PtN3Mql9AZtkX8gcPjw4enp6du3b9+6dWtqampBQYFer9+9e/fu3bvfeeedNWvWDBkypNHxAK9ZszZSNrQwjmhfpqtnvFmWDlxSPtTD1V3lplKpEx3NVWSVSGv0IqWUi/A19onUt1M77YPmmsHMHL8iv1AoK9eKRQwXqv67LLYu3VkS15F/HePPuhz9iiFWQRXeXJmIbKv0IiaBiHyVDmYCc0ijdD9Gsm892ngipGxCym5mLVfAJycn79y586+//nLWJ+QW8eN4X7x4cf369ZaBMf/8889t27Y9/fTTDo+MH374gR/L0VpSUtLDDz/cHBFaiMVisVgs4DiZ/AAYROTj4yPUSKr8s5Te3t5CBWD5ZZRIJI3bF/zgyW7buP5V4vfFrRwMtbW106dPt34+PCMjY+/evcuWLVu9erXbiZ0s46NY9sX7778/f/58S2/2rKysP/74w7p0V4b28O/+uDK0p+s1B3vVpu/6sCpnP8f9I0PzpTvv3nvvValUloPBxZwIKpVqwIABBw4ccLHFQYMGNW4UesvBIJVKW8kAtjZSU1P/3//7f0Q0dOjQdu3aOWumVqtHjhz5xRdfsCybk5NjM6+eswfbLKOUxcXFEVFUVNSxY8f69++flpbmNjCJRNK+fftr167xF/Ubp0FbtJDL5Q888MADDzxARJmZmfv37//pp5927tx57dq1hx9++MKFC407GMCiWbN2I1J2Tk4OP3KSjVdeecXLy+l4XbfO8istbLokIrlcbknfgoQhk8madvSiBrF89sb9Sl+rYKp0boLPKpWrVK5uKjbJwXAkW/z9HxKDVbV+pVySlqMclmB+oKfJ9Sgulu/fsi8ulzJfHZCW1d582/UqSTB3PvjGP1mSaCmgjnEzqbtSYg6UldXVlovoHxfK+bqdF6TiIkO9+DDcpstuHcR/2k75+g8MUY8omcrbzRP4Dlm+h/pMzNbykLLtIWU3rZYr4GfPnr1z585PP/30kUceaY7/b/wZwKpVq5KSkiZPnhwVFVVWVrZ169YdO3YsXbo0NjbW/lEN/kEUm4Usy06ePLnJw7PXGp79cDaJRdsJgG5cT2nEG+tzDbKoqKg+O/pWDobx48dv377d4abvv//+Q4cOOXvSyQa/LxYtWmQZ2pR3s3RnGO+wfn7dJiuCbJ/UstFBU9svvLSjpvanbNmu7Js1uXXpTkQBAQHPPPOM5bPbD9ZiY+7cuS4KeIZh5s6de4v/rUQiUWv4j2nP8qBBWlra+PHjXbS8du0a/4d9Ljxx4oTDLg9//PEHEclkMn5A2vj4eCLKzs7mB8ixb8/3g2AYhj+FiouLu3btmuVpNxsLFiz4+eefQ0JCtm3b5izmhm6RP/NQqVSWvtaxsbGxsbFPPvnksmXLZs+eXVJScuDAgfvvv9/ZFqE+mjVrNyJlV1RU2KdsInr11Vdb4L+tR2er2yYAXuN2t7Yet7cr6xiZXO62V/etHAzHc2hVmoPe6xzR7vNiiUT8cJ96rYffF0VVtHQP1VrNxWZ9193MSLUUoCNfzmVPdh+ZKbl96R0hFVo9u+UksTeCsy7deWPuYCxfvtuD4c5Y2nGGipxPktuvE7Xzv9X/VjYHg4tB3VsSUjYhZTezlruSOnLkyFdeeSU9PT0lJcV1x+PG4Y+hjh07zp8/PzExUalUhoWFzZw5c9CgQSaT6bvvvmvyLUIb5+3tfYttMjMzd+7cmZqayj9rWh9arfbgwYNbt25NS0vT6XSbN292WL1bGjscI9SZgoKCefPm8X8PvIGIGEbkEzkkYszX7YZ94KJ6Z4ii/Woe7Zo7IelKR00tEaWkpHTu3JmIDh48aFO9K5XKDRs2NOhh1xEjRrzxxhvOXp0/f/7gwYPrvzbPMnjwYP405dVXX3UxHMD169f37dtHRElJScHBwTavLlmyxH6YwOzs7O+//56I+vbty+faXr16EVFhYeGWLVvsN1FSUuLn5yeRSCz7on///kR07Ngx+4vxLMuuWLHi+PHjrm+QNnSLAwYMiIyMfPzxx+0bW+aYraiocLFFqI9mzdpI2dDCZPW4YyWTuKp064x04TqdvEI5xeS8u9g/cET55XT6KqXnU6WWTGb67oirZ89/OUvXG/LT9ePxm9V7MHfeUr2bSFbFtC+lmDryc1G9a+TGf0UXPNXzUu/2ZVIxq/Gi/jHEEBUxCfbV+8A4uiuuAbFJxPTsMPJ2crGlQwA91r8Ba/MsSNlI2c2tue7AL1iwwH6hj49Pp06d9u7d27Vr17vuuisuLi4iIsLZBby5c+c2aIsKhaKmpmbUqFE2K7z33nv379/vcCbbGTNm2PeWV6lUzX0Y+fj4sCzLP7siCB8fH77jdFVVlYtOy81KIpH4+PgIGIDlKQaDwdC4fRETE1OfNg4Pp+3bt8+fP//ChQuWJd27d583b56L/vbl5eVvv/32999/b+lu6uXl5fZh0QMHDpw5c8bFaCXe3t78re+qqqo1a9ZotVrr3vKMWKqK+pdf10ek6g7O1kBEHMfWXjkwvo+8UzsZEVl/nQsWLPj444/PnDlj/T0MHjz43XffTUhI4Bfy+6K6utr1I+5E9J///CcqKmr+/PlZWVmWhbGxsfPmzRs9enSj/+daDgaj0WgZro/n6+tqKvsWExYW9uSTT3722WeZmZm9evVauXKl/dgKeXl5KSkpfM9kh1c6cnJyZs+evWzZMsuPZGFh4aOPPsrfsnj77bf5hSkpKb179z527Ni0adN++ukn66cwDAbDtGnTqqurGYZ54okn+IUvvvji8uXLKyoqnn322R07dlh3F1ywYAF/6X3EiBEuPl1Dt9izZ8/8/Pzdu3efPXvWZuTelStX8n/Yj44GrrVw1m5Eyo6Pj1+9erX9cpPJ1KxZWyaTeXl5VVZWCtWFXiqV8teCdTpdPYfzbA5qtdpoNAo4UKhKpeKPlsbtbm+GEYk0rs84QlWmigoHz8BX1om2nFacuiazvN1Lxt0Vox8er5M4vwn9R67slwuKstqbt8raacwVWld3rVmO9p3TjUx0upctB4Nery+v0p28rKF/3nU3kkLLBOjJzQg4EjLEqAuHRhWLGE5vtbWBd8S0C5NsOW3Oq7gZp0bBjkjQ9Ys2VN744tVqtclkcnvupBLRf4aKNp9Snr0utfzvkYm5O6MNI5N0ei2nb+yJsOVgsPmPKZVK3fbmawFI2UjZzY1ppoR061MxNzSw559/Pjs7+6233rLpMFxcXDx9+nSxWPzTTz/VM6qSkpIGbbqhNBoNy7LV1dXumzZbAPwPXFlZmVD1s1Qq1Wg05eXlbmu2ZiKRSPjaTK/XN25f5OXl9e3bl58M0yGVSnXixAk/Pz+b5YsWLfrggw/s2zMMs2DBAodjPufn548dO/bqVZfPkzmxZs2ae+65x9mrarX6/2fvvOOjqtL//5zbpyWZkEoSQiCF0KUJAi6CWBDE1RUVseyKvXxtK6vLV9fyU1aRVbGsig39KiKLu6sURUVAkGKkhRJCSCO9zGT6vXfuPb8/bhgmM5PJpA1EzvsPXuHOOfecSe7Mcz7nPEXzBrRYLC+88MLOnTu16xSrj8mZHTfsOkYfNi0cVu2l31kOfpIaix944AH/V/zTy0uStH///pqaGp7nR44cGRASpv0twpeRazMmxkePHi0pKUEIDR48OC8vr5tfOGEeht7Lu9lZ7Hb7JZdcov2BGIa55JJLJkyYkJCQ4PV6a2pqCgsLN27cqH2aHn300ZdeesnX8Y033rjvvvsAQKfTud3uiRMnXnXVVQMHDiwoKPj000+rqqoAYNasWf6uHD///PPkyZMxxizL3nDDDZMmTcrIyCguLn777be1Xae//vWvzz33nK/9smXLHnnkEQBITU297bbbxo4d63A4vvzyy7Vr1wLA5MmTt2zZoi1BnE6n5oy9YsUKraZOF0b8+uuv58yZAwA8z99xxx3jx49PTEysqqr617/+tWHDBgCYOXPmN998030zdE4RZavdgya7qampV6W1IAhGo7G3RwkDz/PaDqPL5TqDW/9ms1mSpIAtzmgSFxennT10eZH2wa6YI7XhfLavHuWYGFRJrsbGvLM91imFeBoz4+XbL7BxdOCDgQHW7jfuKhOCu3TI0BTp1vPb9TvnOE5LT+t2u7fuPry5+PRJqYQMLugnQQe+gQyIemjUYduMPFescHoFGFARptFJ19loFaN4g5Ia46Xavnuz2dxhGTl/nBJ10sqIXmTk1Yw4Lxv0G+ssvoch4IPp+7CccYjJJia7V+mtE/joZ5XIzs4+ceKEVlban4aGBgDo378/eTIIPUt6evpDDz0UUoprLF68OFi9b968ub0uGOPFixePGTNGc0/yv37HHXd0Tb0DQIcm9siRIwDgcrm0zQhG1y926B9ic+dSXLhPMVZk+4lvLQc/0Yq6pw9rjdQKWRaO47gezIOFEMrPzw9I9/Kbx2Qybdy48eGHH/7ggw+8Xu/69evXr18f0IaiqHvvvXfJkiUh77B27dobbrhh586dvm0ajQULFgTkBps0adKmTZtuueWWqqqqlStXrly5MmAI/6UAADz88MM8zz/yyCM1NTUBL40ePfqTTz7pMG62UyPOnj170aJFL774oiiKy5cvD7jVxIkTv/jiC/KF31mibLWJySZEnyuGOksbWY839KOVYfZOGBCo3r0qrNxtCqneAaC8mf2q0HDNqEAj+0uF0DX1DgBiO9Pz58iRI7Isn6oVhzxgcqF+XuhgRBY8emjksR0AWBqb+Fb1HtJqJxiUBEOPna8YODUvqd3Tjt8kxGT7rhCT3Rv0loCP/vHy5Zdf/u23337zzTeXXnqpf5ZULedNTk5OlOdDOBd45JFH3G738uXLA05mGIZ5/PHH//SnPwV3WbZsWZgbqqr6yiuvBLiJbt++XctZ0jWqq6sfffTRkpISiqJycnJmzZp14YUXai+VlpYKguBLRC/0y02afJkpawaiw3mgYUWyHV9nOfip13k6jd/evXsfeOCBs8F17TdMbGzse++99+CDD65Zs2bTpk0VFRWNjY0mkykzMzMzM3P06NHz588PE9kxderUQ4cOLVmyZN26dVVVVQaDYcSIEQsXLlywYEFw4xkzZhw8eHDJkiUbNmwoLy/HGOfk5IwcOfLRRx8dNmxYcPt77713ypQpS5cu3bp1a11dXWpq6pAhQ+bMmXPnnXdGmPWqUyMuWbLkuuuue/nllw8fPlxeXi5JUlZWVnZ29sKFC2fNmhXJcIQAomy1ickmRJ8kk/KnSbaP95jsQenos/rJN0+wB6fY31/FNznDfYPtKRcuGeLyiWGN74vC1asLj8DgTUX6SgsjeZGRV7MT5fPSRZ7BAFBaWsowjK/YGKIoF+rnBrMCHVheDtx6aOTw6Y0GSUFVLcyF53W9GDihQ4jJ9kFMdo/TWy70Z4RFixYdOXJk8uTJd999txastWbNmlWrVnEc9/rrrycnJ0d4H+JCHwV+Ay70PgoLCz/66KPdu3fbbDaz2Txx4sQ//vGPIRegDocjOzs7/FsWBKGsrMz/C/SZZ54J3rOMEIqigv/ECxcuvPHGG7U4OkEQaJotbjbtqYqtdnRwBKd63bai/1gPfe51N/lf1xLUffXVV12LYuqsC32P0ydc6LuMzx/P4XBEknmRQIgOPWWyiQt9dPgNuNBreGS0q1w4Wsc1u2iGwikxyqg0cUSqGPII8NMC076THSS9v26MfWzG6UTwDQ76pe8Dne8iByEIeNAy6MPjB4jJJi8AaAK+0cUXVMceaTTLage5qDlw6nEjB20eGy1B3bgB4rzzurj46awLfY9z9rvQdxlisgmREL0ycq+++ioA/M///E/4ZjU1NatXr05ISLjxxhs7O8T999+/aNGi7du379ixIyEhobm5WVEUnufvu+++yJcCBEJnGT58uH/8Uhhqa2s73LDweDxNTU3++Ui1kKeu4a/efdnpioqK3nnnnfvvv1/Eun1NSYUN/exSB18FitjScuRf1qNrVbFNbJ5/bvnuzJNAIJxt9LbVJiabcEYQWPy7bPfvsiPKxmd1dVytqcXd5sTS6u5WgSefGvWlphO96OdSYcpgd7xePW41FzYmVdrCJQnX4MGux00stHmb/rnlLRG8NQKBcHYSPQGvlbPqcCnQ3Nz84IMPpqend0HAp6enL1++/PPPP//ll19aWlrS0tKys7Ovv/76DjN1Ewj+tLS0lJeXUxQ1cODACONCvV7v1q1bm5qaUlNTp0yZ4v+SzWbbtm2by+UaMWJEhJupAXVNw+TJiwT/rPIaCNEWlPnZvkQnPxjjDuKOvM46y6HPbcVfY+/p4MCAmnAaZ2cFdQKB0DV622oTk03oEVQVGpy0rCADp5r1kToVNjroCgvD0JCdIOu5Nr3KmthmF6VncXaSxEbgTUxTbU7MI+kSBv+U8j5EzG0qSxRRrNvbgbc8AixAiw43MdBm5RBcFo6hfjseuATCuUb0BHyEFBUVwak0Nl0gPj7+7rvv7tEZEc4hdu7cuWTJkp9//lk7uGYYZtq0aY8//vjIkSPb69Lc3HzzzTfv2bPHd9ZNUdSFF1744YcfHjp06J577tFqcmgIgsBxXHhBnpKSEhsb63/F/w7todfr/V0rp0+fTlGUr+CcD75fnmnQTFPWxbQu3gEQrhwtgNhcbD20ylG2GbBiNBrtdg+0I901cnM7UyKWQCD8JuiO1SYmm9AdXBLaVGQoqOQ9cutOdD+DMnWwe9JAT5iUWN8e0W89oZP8csXF6dRrRjsGJ0j/tyfmSB2nnrKMCIGe73hHINnUxrFOH0GKdQSAEKh+h+16FrvkwEmrQIsQ40GxMuigo3BDBKoeW3TQTIGXZ7CWDC9Yt7c3bQKB0IfoRQFfUFBw2WWXBVxMTAxXkkpRFK28Z0CVKQIhCqxYsWLx4sX+Lu5er/e7777bunXr8uXLr7766uAuxcXFF110UYBOVlX1xx9/zMvLkyQpIGYykhK+c+fODbgSSYj+nDlz5s2bV1NTI4pifHx8YmLi6Vz3CPHxuYYBU00Dp4Uv536qOQwwWQdyxW65wDXSYJh0XVZWVklJyT333BOm19ChQ4mAJxD6NMRqE/oQTU767e2xAf7qTU763weMx+q5m8bb6FAe4m/+FFvWFHiIbXVT7+2MYSksK20kNMbgDEp3F4CBU7MTZf8rFS0RHMEjuGXIL41OWvQihsLxevVANeeSW9fkKjAiMorYJCEDQMfZuWN5cWh8fQLbLHoxhSBGUGN06qfHxrraSZ6vMSotcIufQCD0FXpRwHu93uBEIxGmHrnjjjt6YUYEQrvs3Lnzr3/9a8iUfpIk3XfffUOHDh0yZEjAS1dccUXwKbdGe9fDk5yc/PDDDwdclGU5uGWAY7zX683IyMjIaM0oW19fTwtmXeoYXcp5hrTzGUNEAaUspQyJbxzerz6O9wAA9B8LpwrMjBo16v333//ll19CdqRpOqASCeHsIT09/eKLLwaACFPLEs5ZiNUm9BVUFT7aHdNetPnhWu6bo4ZZQwPz7X11yBCs3lvBEKDeI+SKYc4AX/TgFPcabXzjMfAsTo87nbdV8lIy6CUwyMgggQ4gEuUO6Ubb8IT6gSaLv8eBZrUvp53/2t9uDODYDDHDfGayxhLCQ0w2IRJ6UcCnpaUtXrzY919tfe9/JfSEGGbMmDFz5szpvYkRCMEsXbo0TEJ+WZaXLVv2zjvv+F/88MMPLRZLD84hIyPjk08+iY+PD7jOcRyECmX3h6bpH7f8dNICIpfGmnNVw+Ss666IfOgEvTg0vi43rpGlTjsg+NeGpWn6448/vummm4I1vE6nW7ZsWfjpEc4gc+fODXbrIBCCIVab0Fc4UMPX2sLJm20lwrRsl55rI613nOh6dbdgKAouG+IcNyBws76fsXUtETKa3UeVlamy66wevRvrPKquRdarKNKschyt5vezDImriRfa5Kjzt9rnD/Q4JGrTUb0a5NE/or90zegzlkCeEB5isgmREL0ycgghAOgTVetIGbkocFaVkautrc3Ozg5fw8xoNJ44cQL57XJffvnl7Z1Id4GpU6eOHj163rx5wangXnvttZBh8BRn5ONz+PhszpzNx+dwcQMR1bktOYZSc8wto1Nt6TEul8vlexj8FwH+eL3e1atXf/HFF4WFhS6XKz09ffr06XfddVdmZmanxg2cBikjRyCcffQVq03KyEWHs6qM3KpfTb9WdpA29cZxdn8v8eMN7Ds7YsO0Dw8KShozkDl8/kB3fFDaPLuH+rYoZJZ45EWcFwteELyI94KgQqePWJP1ztGptiEJNqSKPke/9kw2AFS3MD+d0JU0sjYPpWPVAWbvhEzP0JRuZcYFUkaOQDjTRC+J3V133RW1sQiETlFTU9OhdHQ4HBaLxf94vK6urpvjBpxa79u3z+Fw3HnnnRTVZhvebDaXV1Qy+n6MPpHWJfDmQZw5m++Xwxq7GnSKsaehcFiSbVq+LsbAalZQI8w6AAAYhpk/f/78+fO7OC6BQOg7EKtNOGtpdnZ8WB3QpqqlWyteHHSi7pLRthLdhYPdAanvPV4EACrQKjAKsCqwXiR4QZCBB0CROMYHQ4E3nrXOyKpNMsqCIACArAJ0ZLIBoH+st8vF3gkEwllL9AT8W2+9FbWxCIROEWGgEU3THo+nvr5er9cn72jklQAAIABJREFUJCQEyOzIaaPbEcWa0njzIC42kxLi7Hzsp/uS9TGJKgZJoVVAkkJLI8/LHtUzH1XJcsJe9oPjxKbR+emXXHw9gALAAkB+fv4Z9IYgEAhnIcRqE85aQiaoC4CiAGOwi5SKwcirXQ4oDtDtKtBeEBTgFGAxpr8upU0CeFVKwZRXpWSV8qqUjHomehmBwoNdAFsM7bhosBYR0LoYyMnJOYPeEAQC4cwSPQEf4XElx3F6vZ4UlCZEk/79+wuCED5FfExMzE033bRnzx7trL5///6dzS/ir9s58yBD+iRD+iS+3xBEc/7N7AD2AB/JLm3Y+8Cq19NwyFm53VmxTbZXURQ1derU2bNna6/m5eVpMfYEAoHgD7HahLOWBINS0thBRfTiBnZzsV7LxM7SeEDnc7b5pDsGWgSDhEwS6NWAlbMCjp7W0TTIHDh4bOfABYDjdOqkLLeexQAwePDgmJgYAHC73R3dhkAg/GaJnoBPSUmJvLFOpxs8ePCYMWOuueaaOXPmoDAFPQmEbsPz/MyZM7/66qswbWw2288//+z7b3V1dYQ3P63bERIShhozpxkyf8caO/Fx6AKq1yM2HfPUH3TX7nXXH8De03sTqqr+/PPP+fn5l1xySa/OgUAg9GmI1SactQzvL+0qF8I0QAiO1Z/em5YV1KHg1/A/b1eBEcHkgRgZhYxp70kYkBhwc+DksIuCNqVnrG7qcC3/h6mp5FNFIBA0oifgO4Xb7S4sLCwsLFy5cuW4ceNWr17dYZwPgdAd/vKXv3z33Xc9uKXt0+0I0ULyKEPGZMOAqb2n21WvR7KcEJuLpeZiT+MRyXIC49D+8Nu2bQOA7du3b9myZdCgQb00HwKBcE5BrDYhmuQlSblJ8rH6djV5FxIO+qS7ApwIRhFMvarbaZBY8DDYw4CHBQ+C0Ca7HuUDQL0FzMdcF+edsRSGBALhrCJ6Av7o0aOlpaW///3vPR4PQmjGjBnDhg1LT09nGKaysvLIkSPffPONqqrnn3/+/PnzGxoa6urq1q9fX1VV9csvv1x22WUHDhwgHnqE3iM3N/f999+/4447gqsDINS5Yg2t0h0hXfLomOzLDRmTKa7nc6IqYovYVCw2F4vNxZLluNxS2Z5i19B0uw+Px/Pyyy+/8cYbPT4xAoHw24BYbcLZzPyxtg92xZY3d3cd69PtKjBuFCdCjBd6/rlFgGkssshDg8hiDw0eCsLVANJ0uz+bi3VTBrlJxBuBQIBoCvi0tLRrr73W4/HMnDnzjTfeyMnJCWhw4sSJe+6555tvvpkwYcJrr70GAIqifPzxx7fddtuxY8c++OADkhGX0KtcfPHFW7ZsWb58+fr167Xgz4yMjPPOO++///1v+I6ZmZm5ubm+EHpTYlZ87hWQPJk1pXVhGhgrAoM5WkEAPO2lEGYplaUUnvY6misrjx+oqzjksZSC2Dxw4EAjRR0rPdberQJEewAbN248U0UECQTC2Q+x2oSzGT2H755s3VUu7KkQqloYjIGj8eBE+aSVsXvC5bhDCOIEhXW1mk4KIWCNzbJZAkPXZsJSCkcpNIVZSqWQytOK9i+DvE5RdXoUrMgMiCZeSTAopc3teg0Ei3Z/ZAUda+DGGc72so4EAiEKRE/AP/vsswcPHhwxYsSXX35pMIT4lhw0aNDatWsnTZq0fPnyiRMnzp8/n6bpW2+9taioaMmSJf/+97/JUoDQ22RkZLz44osvvvii2+1GCAmC8Mknn4QR8Nphe2pq6qOPPuqWqcJaoUoaUOs0RW5gvY5aV+1eyVoqWU7I9irFY513zZzxo8a3Mz+AUcMwHup2u3U6HUKoqqrqH//4h89BILxiD8BmszU3N2v1zwkEAiEAYrUJZzkUBZOyPJOyPKoKooJ0LFZVePzrhPbatx62Y5ie5orT43KrqcTer6zFLMmRpqRFoLLgYrGHRiKDRQqURJ00LbcDz3aviigEFMIYwOqmLe7W/YXwij2YRgcF7XjaEwiEc4roCfi1a9cCwPz580OuAzT0ev2NN9544MCB1157zVdrevbs2UuWLNm/f3+UJkogAOh0Ou2HYOf5gOLtjD6RGXDZf0/kVTtNGEeWYQZjT+NhZ8U258mfJWup/yvDhw8fN25c+N4IIZqmEUJZWVlZWVnbt29funRpROMSCARCxBCrTegrUBToqHZ3ztvWgUMiGHbXJ1a74jzeSNfAFHh5bOfAwYETAQYA7R+exmMHhKtf0zokAgRYywqhT2De3BbrkUk+OgKB0HWiJ+ArKysBIDc3N3yzIUOGAMChQ4d8VzS3PYvF0puzIxBCk5mZqf0QoNtpwWzMnGYaNINPHI4QVeXo+FYYq2LjEUfZj86KLbKj1j+0ftu2bRRF3XTTTYsXL26vqBvG+D//+c8HH3zwyy+/SJLE8/zEiRNvu+22RYsWxcfHP//88w5Hm0lQFBXeQz4mJiY+Pr7jeRMIhHMSYrUJfQ6KgjhBsbjpgOLtmm4XUYwIJgxUiy2iu9HYyyG7ADYWuyjAql9N13qUn2hS5o23JZvaPRKvt9NbjuuO1HEOkQKApDJldJo4ZZD77iktqwqMNbY2K3CWxrLSgapPMJKoNwKBABBNAR8XF1dXV7dv376rr746TLN9+/YBgCCcrg7S3NwMAKmpqb09QwIhgNLS0tTU1EsvvdTlanWQ4+KyDOkXGDIuEBKHAQoXZecDY8VVtdtZsc1ZuV3xnF7Rbt261b+Zqqpff/31vHnzJkyYEHwTSZJuv/329evX+66Iorhly5YtW7Zce+21r7322rXXXrtx48aDBw9KkpSWljZ9+vSlS5du2LAhzMQuvfRSioroLRDOLHv37j3TU2jlvPPOO9NTIEQPYrUJfYvS0lIAyNdXH3e1xpm31m8Hk4gMGCL1k6dB5MEuYDsDHjh1rl+LhgY0a7TTv1QIVwwLXQV+70n+i71Gr+qn+e30t0f1e8r5P02yPXiRtaSBPdHE2kVKYPAAsxchWLk7XL5blsI5iRJARMXwCGeQs8dkA7Hav12iJ+CnTp26Zs2aDz/88K677urfv3/INrW1te+//z4ATJ482XfxX//6FwBkZ2dHZ56EcxxtBeCDYZgZl/3+x711uv7j9P3HM/rEyG8ltZTbitfZS77x1+1hwtSbmprmz5+/bdu24IXvokWL/NW7P1988UVSUtLf/va366+//vrrr/fv8v3330uSFLKXIAiPPvpo5O+FQCCcaxCrTTj7CTDZAJCdKBdbYlyKUQKDjHSR34oClcc2AawsnC4oGyZMHQNsOa6L06mTBwUWoC1rZj/fawrpA2dx0+/vjH34Ikt2opydeLreOwbIjBfK209xNy3XrWNJBjsCgQAQTQH/yCOPrF27trKy8uKLL37xxRdnzZrlf/qHMd6wYcNjjz1WXl6OEHrssccAoLq6+pNPPnnmmWcAYMGCBVGbKqFvsWbNmhUrVtTX1+v1+kmTJj311FNGo1F76ddff92zZ09LS0t8fPykSZOGDRumXZckacuWLSUlJW63OzU1NSsrKyCXm6xQNS7TSUfMSXtMs2l88oWdmA+HxKaj61uOb/Q0trrwRZ5brqWlZdmyZS+99JL/xWPHjn366adher3zzju33357WlqbpPfDhg17/fXX77//flEUA9rr9fp33nmHFIEnEAhhIFab0BtYHPTXh/XVdgZU6GdUZw5xZpq92kt2D1VUz1rdNE3h1BglO1FmTkW2H3WX73X+0OS19avhUsCcyScjP4d2DNDs0Wsmu8ZpklUKIo4xRwgbKQfy2nhwoFOl3SJPL/fNUf34TA9Ht5HW6w/pw0SwWVzU9hO66W1T3yGAmyfY390RW2sL4SkwNkO8uKNUeQQC4dwhegJ+4sSJS5Yseeyxx44cOTJnzpyMjIz8/Pz09HQAqKqqOnLkSEVFhdby73//+wUXXAAAl156aWFhIQCMHj36pptuitpUCX2FPXv2XH311b76bQBQVFT00UcfXXvttXfdddeDDz544MAB//YTJ0585ZVX9u/f/9///tdmOx0DR1HUuHHjrpjze6uaUO00VTti6lwGNcKMdKdQ3M3Oyp8cFdvcNQUMjWRZ7lROeB9fffXViy++iNDp0detWxc+ml2W5Q0bNixcuDDg+pw5c3bs2PHxxx8ryukgPZZlb7311pkzZ3ZhbgQC4dyBWG1Cz6IAvLbFXGs9LXabXPSx+jgTrz7wu5YfinW7ywXFz9YZefXyoS5a3L26+Ydj4kn/W6Wy8X8wXxQLWVUOU7XDVOWMiTwjnQYCzIKLx3Ye2zmQvYCg82nhAcAjo+J6dljqaWc3u4cKc5CucaCamx4kyE28Onu487NfjE6pTXRb/1jvZflORNLeEQiEU0RPwAPAn//859zc3MWLFxcWFlZWVmoJcvyJjY198803fZlsNWbPnv3JJ5+QYF1CADt27LjqqquCs8RjjFevXr1mzRpVVQMyzwHAE088IcunndYo1iAkjdAljaiKH/XxsaFAdfoT4XU3Oco2O8o2iw2HMG5devywpSvSXaOpqclqtZrNZt+VEydOdNirpKQk4IqqqnfcccdXX30VcF2W5TfffLO5uXn58uXalSNHjuTnd3rVQiAQfvMQq03oQZ7bEB8gTTXsIvX8JjPGEJh5zgNbfoU6fXmJ4FPvFK9k6ORc7Mxd15hHqTGdnQMCzIJTwDYe7L7z9mo8NPIT+2AanXTAfzv0dG9whDhmP1zLrdwTE7xdX93CvL417p6pVrOeJLEjEAgAURbwADB37twrr7xyzZo133zzzfHjx48fP+52u7Ozs3Nzc8eOHfvHP/4xNjbW1/i5554bMWIEcfQlhOSGG27Q1HuwSg+DLMusKU1IGi4kDhMSh/PmQRHmogvAxImZRsvO9W/WHtsKp3R7147cg/E/MAcAr9fbYZfgNqtWrQpW7/6vzpw588orrywqKmKYaH8PEAiEvgKx2oQeYc3+1oPloPzwAADQvuRNdE2yYowhXvBmC97BFHQirN0HS6npxhYOHE0tbsqvlHoXjtyDUdr66ykRqGyMEYY2mwYuCa1uJ2weAFo81Nr9xtsm2UpKSgRBIHvuBMI5zhlYuCOErr322muvvbbDlnPnzo3CfAhnPxaL5b333quoqGhsbKQoKikpKTU1dezYsRF2p3XxfHyukDCET8gXEvJpIa7jPiHvg9RUgyPDZBtgssYL7gMHDtQW/Qg9p9tbR6HpgOpums9qeDIyMgKuvP322+G7/PjjjyNGjPDPHU0gEAjBEKtN6BQYoLCaO3C0vNlFKyoIDE40KRXNbFJkKdgwIAUEGQky6GQQFODNniFdm0kc784w2QaYWtKMdgrUdYcMVFhXeYQgyKuvY2jUpk8k5+RmfWDJuL0nBZcUzg2gqJ47cLTcbCCOLQQC4UwIeAKhQ/zzypaVlX300Uf+IetlZWVlZWVhujO6fny/PD4hj4/P5eNzGUMnUscHgBD0E1zpRluGyZZisDPotGEuKSnpULrfcMMNDQ0NRUVFsiwnJibOmDHjlVdeCd9FVVWv1+tfDf6SSy7psFdATLvVaj18+HCY9lOnTi0vL4/kbJ9AIBAIhDD4m2xFRbvK+Rob41thOiTkaAonOzFCXix4QfAiQQbBCzx0w6Ndz8hpRluGyZZutBnY06HpVjdVqXbgKm/k1ZGpUnEj65EQx+D0OG+dnQ4o2B5MwHvrZ1CSTEq9PVzVuiHJgQViTjSFC5vX3BYaHLTZQBLREwiEMyHgT5w4cfz48eDQ5QAuvfTS6MyHcMYJLgPjw2KxrFixwu0OrNESAM3HCon5fHwenzCE75fH6BO6OaU43pNmtKUZ7WkGm8AEqtysrCwAOHToUIf3YVn2s88+8/332LFjHUpxjHFzc3NKSorvyvjx4wcMGODLFxVMfn5+gENdY2Nje419EQcYY4fD4cvYTyAQCCEhVpvgTxiTDQB7KvgOFS8GpAAvg86LBAl0CnDQvRRtPK30N9r7G2xpRlu84A64l2ayj9WzUNzBfZwideVIh3/3N7bGttv6FGLgaToMGVRav7/dMooK5Z402B4g/O2edn8DvqAD0YvCBRsQCIRzhqgK+B07dixYsCD8V7+PDtcKhL6I769P07ROp3O5XP751THGVVVVNTU1iqLExcVlZWVt3LgxpHpHjMDH5woJ+ULiUD5hCGsMLJzeBaSWCnfdvvOHxCXxzfamSmRFVFISaxwAQMOpFUCbOUSw4PA/SAcAk8kUyUxiYtok5ikvL6+urg7TvrS0tL6+PikpqcOBAvIF6HRdCSYkEAjnCMRqE3x//bq6OkVRAuqSeryoyUFLCmIoHK9X3V5U1RJ6YakA7/OK94LQnTN2DQQKBy4w7p8e3w+wiFXgGWxkTovpAKvNMx0/nwwVWH5GiKD0enB59o+UZfaY80fabglu7EWeHxIez7YPv1t3VYcDBeQLYDvOjkcgEM4JoifgS0tLp0+fHlySmtCr+ExvsP6M5uiRcOzYsX//+991dXW+KxzH+eQ9QhQbmykkDuUT8oWEoZw5C6Fw/mmRgLEiNhWLDYXuuv3uugOKxwIA3+/T+W8ZHD9+/Iknnrj++uuDu0tSoAtch22Sk5OTk5P932MwOTk5er3e/8pXX30V3tfd4/Fs2LDhlltOrxWSkpJSUlJqa2t9V4JT/SUmJvI83+FbIBAI5ybEakcff6MZfavdKZMtetGBKr7S2kYW+0tZFRgZBC/oZKSTQYcDPc27Ag0yi90suFhwMSACAHIZC+wA0GrLmuj8Meme2cOdwaLayHesfqmgXYW0OG9RPReqbZs2/v9t8tq22vercXvr+cLRLX9KkFr941TkrdT9VBD3VgtT8W+r5e6kNgI+LdZ7tK7NQMHZ/uJ0avc3PggEwm+A6An4Z555RlsHXH311bfffntmZuZZW2PGYDD06v1pmqYoqrdH0fApNP8j3Pr6eu30WCuolpOT050hiovbdUoLow+1CbBsa9DXzp07/+///i/gAEdBOiFlaGziMCFxGN9vCMX1wG/M62zwNB4RG494Gg+JjUdVryeggdvtDohsv//++8vLy5955pmAlpH8BfV6fUCzBQsWvPzyy2G63HzzzQFdIllUlZaWBg+0dOlSaD9L/8SJE3me930MdTrdmTpA0+ag0+nCl7vv7QkAAMMw0flgEghnP33Faut0ukj8oboMTdMAELCv2kv4G02f1UYIabVCVFVVFOWMmGxtGjRNa21cEvxYzDgCk64hu6yTQScjnQQ6FTqohR4JCFQGe1jwsMjNYhcFgXvZWOHbZKRTYU+FUNnCP3yxaGir2GtdHT+9CkYBJmByDvrxOIQxTckxeGg6h9Bp7X3AVqpiFQAqdT9V6n7SKf1M3lSFkluYCi9qPR445qkMHCgX/XAcYxVBO4n6jbyaamboU3sMLMueQWtFUdSZNZe+7yKDwUB8fwjnINET8Lt27QKAq6666l//+lfUBu0aAW7PPQ5CCCHU26NoaCuP8K9GUma8y0O0h7be0vo2NjauWrUKYwyI4s2DhaThQsJQIXEYG9Nx9vUOUdzNnqYisalIbDomNhd5nQ0hm4VPR7d06dKZM2fOmDHD/2IkNgNjHPCHfuKJJ77++uuioqKQ7ceMGfPQQw8FdInkqF+W5YBew4YNg7A19tLT02ma9i18fZsp0ce3m3OmzLDvl0BRVHQ+mATC2U9fsdocx/WqgNdufgZNtu/daRL6jJhsaGu195QhTb2rwMhIJ4NeBp0XBNx9x3iMGfAw4GGRh8EeBsTWqO+2xiF8+bfaFvTFr/wdv2sru4OP14NQVMxynH+7AYkwawT+en/ovgwFN0/GPN/m2VDaOrq76SY33RTQUVRllmOR36/LbHYXm/99QeOokANhUJrjfmaZC3wPg7/5jj7ao3hmJ6D9ELB0CajCSyD8VomSgMcYl5SUAMDtt98enRG7g8Vi6dX7x8bGqqpqt9t7dRQNl8sVfFGn02k22O12nynJpMXAezwet0x99VN57IhbhaThfEI+xXQ3KtvrblZaStJj5cJd69wNR7yu0+ncAoxNp8q/Pf30099///3WrVtramr0ev3IkSMPHjzYYa/Kysrgx2n16tULFy7cs2dPwPVp06b985//dLvdAWH/CQkd5+SzWq3XXXddYWGhKIppaWkXXXTR8ePHw6h3APjuu++ys7MFQdDOdmw225myfAzDxMXF2Wy2M5UVX5sAAEiSFPDBjOSXTyD89uhDVrulpaVXDZkgCEaj0Wq1RsFchjTZDMNo9T5lWY5kP7eX0Ov1iqJ4PFJZi+G4NV5zjFe6fcyOADPYk2RwSqKoeEUGpJCKHTpZs/2XUtTf5ClpYOsdtKpCvEFNi5UAOjgxVinJaglcm00dCKJH/32xPuAc3sCp1491JHJSgJE3eTqOTUtizY8cenWHo7BBthpp3Rh97qCmeFB/rdQ50t2TUNtwAxm5jhvWWeQTl9oGJQnx2sPg8XicTmeHA/USZrNZlmWHw3GmJhAXF6ctXQI+mDzPk114wrlAlAS80+nUrA5ZDRMAwCoK9e6Yek9slU2weASccp45peNe7YG9LrHxqKfxiNRcRLsrL5465vyZ52/YsMlR8VPweqvLNdt37NixY8cO33+PHAnh4RZMyORz/fv3X7du3aZNm9avX19eXk5RVFZW1uzZs6dNmxbyJtOnT3/99dfDD7R69WrtB020b9mypcO5lZSUkL1qAoEQEmK1CT5EhalzGRub4qpsujqnXlapbh20I8xikQEPi90C5e5vcp0/wF0u13zcuIn1pJulwYIaq4LiohtsbIXZ+UTXor4xwH8OnJbrjU76WH3Hew0KDuErjwBmDnGNyRB/qeSrWzhJZXS0lJ0gjR0ghkyMly2kDeCSK6RwyW5qpabX6tZoP0+155VBWRmUAeBK3U8NXGGiNNzkTWWwICFHC1tWzx9SkAQAxeLJJCG+w3dBIBB+80RJwHMcZzQaHQ7H3r17J0yYEJ1BCWcPCqbqXYZal7HWaax1GT3ebj14WJFFy3Gx8YjYdHTe5eOHDIxDAAC5ALlag2+//fb777/3te+yaO8+IY9TAAAhdMkll1xyySWxsbEYY/8q98FMmTJl/PjxwSf2AYQ/bw9GVVWHw0FCvgl9AozxypUrOY674YYbzvRczgmI1T7HsYpCnctY4zTWOo1WUddN3wMayyxyM+AeGOOYNMDKUG10cp1sebfhKxHLwB1p5I4AwDZTa5TZFd65SeLw7g3eCSjMqeAIuT/Rz6BcOsTF84rJZGpqsod3x3g45boHK14L00ABdao9L+gyAgAPba3U/RSyV4tyxo7cCYROQUx2bxM9AX/ddde99957r7766o033khKT58LuL1s7Snz3+g2KIHFWTqH11Hrbij0NBwWG4+ITcewKiOErrrqqvyBcQEtLRaLpt7PoG730SN5jxBC77zzzpw5c06ePBn8amd1OwBgBO4EbE/Fb6B1h6rL57dMPr+sbNCgQf369ev+bAmE3kBV1VtvvTUuLo6sBqIDsdrnGgpGDdo+u8tU6zS6u7fPjkBlwc1iNwNuFjwUeAFDP71ywQAPTQVK369btotY9ol2HwwWYr09kAoncrzI3T3vglbm97v4F+fRT5q+DX4plG7vGAl5HbRnKxT+17o7kY5b2O/q/lT8QJxEobMxrySh+yBZxmcuM1H3ISa7t4leErt//OMfBQUF+/btu/LKK9944438/E7EMhH6BBjA6hHq3KZqh7HOZbSKQrfu5vV4Go96Ggo9DYfExiOxetTUdDoNTFpa2uzZs3NzcwN6aaXjN2/e3J2he5BRo0InpOks6enpX3zxxY033qilL/KJdkEQPJ7ARPrBaIrdkYodKdjRHxzJqsIBABxTdwIFH+/58umljyKEpk2b9uyzz+bldWV5QSAQfmMQq/2bR1SYWqexxmWsdRrrXQYFd0sNMiCy4GawmwW3mXc7xNNKnaNxdoKclywFJ5KLzej3Xsv3XiZEPFd/9wReCdyj71VkoRqgB3zUEaBlA+4Tsby2eYv/YTuLGDkokX5IJMrroDwOSnTQHgctikgGgENqFaigl/h1+3cBQDqX+GjKDTf2m9n9CRPOElBtNVVWiqzNoCpAUTguXs3MwqlpZ3pehLOO6An4rVu3Pv74448//vjmzZtHjBhxwQUX5ObmpqSktJfE8tlnn43a3AhdRlFRvdtQ5zLV9IRvvOyo8dQXehoOeRoKpeYSjFstek5Ozl133VVXV9fY2EhRVFJSUsBZsX+93MOHD3dnDj0IQuj+++/vkVsVFBS88cYbaWlpaWltvsfbU+8KB84k7EzGzhTsSMHORKy2v5NrT8MAgDHevHnzzJkzP/vss8mTJ/fItAkEQt+FWO3fJC0ir52x13TbNx6BymI3i9zaYTuCVpONEEzK8vA0tropWUECq5r1qr909zfZu5yHvTh0Nhazd3A3ZtcBOFRsfU5/S48IeAx4ScF7tc7qC6BNzT8Zh1bvGMBDSQ5adFIeBy06KVFC7ep8F9WayPCk1PBgxWu/uo4tzbgHkfrwfR1VpfcXoJoq/yuouZFubsQ11crosXBWVvEknCmiJ+Bnz57t+1lRlG3btoX3cCZLgbMWj8LUte7Zm+pd+u7s2dMUTtI5k3T2A9vXnti/SXE3B7fhOG7u3LkAkJycnJyc7P+S/yLAR3th59EnOTk5MzOzCx0DCr9jjD/55BOr1dpee4zAE4+dSdiZiF1J4EhWPeZO5P2x9z+9hHO73bfddtuuXbtiY2O7MHMCIYCGhoaXXnrp22+/LSkpMRqNubm5DzzwwNVXXx0gAuvr6//f//t/u3btKiwsTE5OnjJlyqOPPjpixAjt1WuvvXbNmjUAYLVaEUJGo9FXLODAgQMvvfTS3r17y8vLhw4dOm7cuP/93/9NSUnpwhy++ebgXXvEAAAgAElEQVSbN998s6ioqLy8PCkpaejQoffcc8+cOXN68bdzdkOs9m8DFaNGt77WZaxxmmqdRpe3W365sbyYrLPzlLuqSWZABAiRLj4vUTbxKgAkmdoo89AmWxXbG4vB3fLjC0+whawXDt4xqCtRbwEmGwB+dhza4zwapouMFCflcVGSkxadlOikJRXarzUfSJvf+MrGjeP1Q67vN6O91oQ+AXW0sI169wPVVtGHOWV4z3h0hoeY7L5C9AQ8iaDr0/jy2dQ4jS3d27PXMXKK3pFmcg0wyzFUs7ZnP2bOyE9aDhw5EijgTSbTTTfdlJqa6rsScgXgT8AXwRmktrZ2//79Ib3oVVVdt27dwYMHtSJzCQkJI0eOzMvLQwiJolhQUFBcXNzS0sJxXFpaWmJiYnl5ua8vRiCawZmguhKxKxFcidiVgNVufJQ9cRhiGWhp3e9vampauXJlT/kOEHoWXWN9UuHeqA1nS8+0ZA/pcveqqqrx48fX1NQIgjBgwACr1bp169atW7e+8MILf/nLX3zNfvrpp3nz5tXU1DAMk5mZWVlZuXLlylWrVn300UfXX389AMyYMSMmJub999/nOO7mm2/m+dYqTR9++OHdd9/t8XhYlk1PT9+zZ8/u3bvXrFmzevXq3/3ud52aw7333vvmm28CQFJS0sCBA6urqzdu3Lhx48bXX3/93nvv7fJvoE9DrHbfRVRoLWVsrdNU7zZ41W7tsyfqnCl6xwCzlKJ30GprHrUTOvZAFReQ3QYBZCfKQ1PaaPLwVjuZNbf3kpsKLJ8eCRhwF46ja4RfNicsTmqc/GLG3SEb7C7eu8dx9KS3QQTZCEI2nzbOMERH8QBQ7Dl5wH28Vm5WMY5nYobqMr+3Ffj3lZHioiQXJbko0UVLTsojo54sAfNK3RdEwJ+1pG/fTMsdVX9UFdQc4gTrNEcP4roqoOkObkMzlVO7/iQQk92HQGeqDPjZTGNjY8eNukE068AHbwyDXx14p9PZ3gOg5bNpTULrMrq7sWePAOJ4d6rBkWJwpBgcsZwHTtWBd7lc6qnKqhjjoqKigoKCmpoaWZbj4+Pz8vImTpyolTztULf7+OabbxYsWNDl2fYIvhj1WbNmzZgR+GVqsVhWrlxZUVERcD07O3vKlClr1671T0qvsuDuB6541Z0ArkSs/dAduR4AUkHfgJyL90H56eLzU6dOXbt2bY+N0RFaGXar1XrG68CLongW1oHfu/e0YjdVVWRs+z5M456lKW9Y3XmnM5Cfd955nep+yy23rFy5ct68ee+++25MTAwArFy58pZbbmFZtqWlRafTAYDb7c7Jyamqqlq0aNFTTz2l0+kkSfr73//+1FNPcRx38ODBnJwcAFAURfszWU7VXC4rK8vLy5Nl+amnnlq0aJEgCFar9a677vr8888zMzOPHTumVQOOZA579uyZMGGCTqdbu3btZZddBgBer/ett9564IEH0tPTKysre+SXSeglmpqaolAHvrdH0Qhpsn114CVJClMHvkXkT5V6MVlEXXcmKzDeFL0j1WBP1juSdE4t7ZxWB14UT4tzl4RONHGNDsrjRRwN8XplYD85Ttdq0yO02ipWRxTeWu+1BL8UJ2f9vubT8N33xa3QexP7SfkcNriohhrh135SboZ7SpgudqbqsOmLdPckk5KqgtfClsSi3c1cMQDE06a/9r85oD0GvMG66wf7r7jt0beBEn5vvvBXV9Fhd7l/cw/yumnZRYluSnIhyUWLPSvXOcwEO9gXDFsxgEsO2b43OHvqwAd8MHmeN5lMZ2pWGv4mGwDyvvyMFjvOVdQjKCxbdE2bBXCnrDYx2X2I6J3AE85+3F5G27Ovc3XbNx6pSXpnisGRqnekGBw83bEwQwgNGTJkyJA2x32R63YfM2bMyM/Pj7BOe3eIJP17sN+72+3+5z//GXKT6Ghl8YGNx90pqicf3PHYEw+ueFWM7VoR3HZBgHSNYKxBxhpkqkHGGkTJsM1PvUM75esJhM6ya9cuAHjsscc0MwwAN99887p16+rr60+ePKmZ+X/84x9VVVULFixYsmSJ1objuP/93/+tqKhYsWLF0qVL33777ZA3f/rppyVJuu2225566intSlxc3GeffXb06NH9+/evWLHinnvuiXAO+/fvNxqNN910k7YUAACGYe6///5nn3325MmTdrv9jK8ICYRgFIwa3afqs3bbNz6O96QYHCl6e4reYRYi0ht6Dg9P7cRhe0goRN2TfNXfqj4IfsnKllbqtme4283JYmeqDphWKkj2v5gg5qe7L0AQuIBJwq2rAju7sR/sd+v2+cye7+izRXEGH+Cvt+78wf5r8OgO1f2e5Ws3kj2s10NJbkp2U7IbiSrq4Y0eFtNGRTAqgkkVTKrAqUxwxv4qqTGaAp7wm4SY7D7EmRfwXq9X20Uj9Cz19fXl5eVOpzMxMbG9YmYYUJNHqHUa61w9kDdex8gpBmeK3p5qcCTonDTCjY2NtkZbo51PTk6O8K8siqLb7ZYkqX///hkZGf4vNTQ0lJWVIYQGDRoUH99umhmGYd55550rr7zSt+3nj9lsbmlp8R37t0cXarO1NxlJkurq6mRZNpvNEMv+++evSwwNUjKWDFgygmTEkgkkE4ixWMsM3+MwQA+kknPptCFMxhA6w7G//stP14Tvop32EAjdRPNrWLly5ciRI9lTFXE+//xz/zbr168HAM1y+3PLLbesWLHixx9/bO/mP/zwAwA89NBD/hcRQg888MBtt922efNm7Z6RzGHhwoULFy4MuH9tba3mC9Ph18W5BrHavYGiojo73eikBQYb+XYfOZeXrXMZNavd7X12nKBzphgcqQZHit6hY2SXKjbIlhbAtBITQxsiuQkGXC9b1f5cLG3IEwb4vyRh7zFPpU1xJrPmwXy4NNp3Js7d6Ti8sWVX8Es/xy8Z3Pyp5A6xHJeRc3PCYp969yvPpnp0/8x0XRRyrAbuUL1woL2ZsIgBgHrZYlfdOoqLpY0l3ur/unaIjFdGXolSJOQVkVdCXonyhskz100SUWwek55HZwyhM3LptFeqPvd2FCEvUL2zgCCcSxCT3Yc4Aza4vLz83Xff3b59e2FhYXNzs6qqGGNVVZ988sk//vGPgwf3YtLRc4TNmzf//e9/LygoAICpU6cihHJycmbNmqXpYVFh6lpMtU5DtV1XbRMktYOImjAggDjBk6yza+7xcXzrnj3GeMeOHZs3b/ZJaIZhzjvvvFmzZvl21ELy7LPPbty4UZZb7XFubu5DDz30hz/8YcuWLX//+9/37NmjXacoasqUKU888cTYsWND3mfIkCHff//9okWLvvvuO59vFUVRV1555fPPP//FF18899xzvlH8Ca/bEWoTcsJxXLA3o2TEUgyIJizGgGyEz5J3//PAj6JRlfRYVgHbAMYAjAkzSA/AupGpgc5l02dkTcxjMgbTqdqiRKMyqWMzTyrJEXqERx55ZN68ea+99trq1asvu+yyqVOnXnTRRQFndMXFxQDw7rvvrly50v+65pxZVlYW8s6iKJ48eZJhmACfHQDQ8uhoBRcjnIMGxvjQoUOHDx8+ceJEUVHRpk2b/L2Fz2WI1e5VHCK14bB+30leVlES1gGAnsO5idKgfjJCgDFqcOsbLLHVdl2VXWcTu6XTeNrr84xL0jtp1LrSPSk1rK//uVg8qZ7yEs/gki6LnTBEaDcPa/rAjDfqv3y3/qt6rwWKAQCMtO5684y/9F8gY+/z1R+vsfzoPpWgLo1LvCfpqtsSZtOh6pYziP4g6/HX6ta8Uf+lTXH6rucI6c+mLRzF25/8+bDeNo7Cp5crNcKeHealNrYiZFn1KmG3h7IOcs9gldNLDhWJlbod1cIef094BakiJYvIKyFFRDJFUXMbn3IhUUaKhGRFO0vvSmK7ToAA6VUuFeIvFEaM4XJy6bQ41Cb9RBJrrpbDpQNgETOI79+7syScAxCT3YeIdgz8Cy+88Oyzz7rdbfx1McZasARC6IknnnjuueeiOaVg+nQM/PLly5999lnfn3Xq1KmAKC4uS580PP/82bIwoJsp6LS88cl6R6rBnqJ3CEzgDrSiKCtXriwsLAzuazAY7r77bi0jnRYDn5KSoigKAOzYsePGG28MGU81bty4goKC4AeVYZhXXnnluuuuCzPbkydPFhQUtLS0xMfHT5gwISkpacWKFU888UTw3dqT7pgG0YhlE8gCVgSkcFhhATOgcKAirOhAZUAWsFcAKQYkE+7GfkgXoWWkb0QX9B+dKsWaGugkl2mgqf/AgQN9WUMCwBgvWbIk4CEPSC798ccf+xyTogCJgQ+Pf0CdseZk2s9bozZ0c3Zew8jT22SdjYEHgK1btz7zzDNbtmzx/XHHjBmzZMmSmTNnAoAkSe09qD5kWWYYJiCgrry8fODAgSkpKTU1NQHtT548mZGRkZiYWF9fH8kcNF555ZUlS5bU1dVp/zWbzRdeeOGPP/7Y0tJitVrP5aIMZ7/V7tMx8HV2+p3tsXaxVdZqbt4qMDLoeJ6nWaHRbZC7kYIOTuWNTzU4Uo2OON4dHJK133X80+bvgmu5IYDLYs+/OGac9l8tBr5///4A4FI9844/tcsZomhrfzZBAm+jHKJsyoyYsSuz/spR7br6u1Vxt/NIpVTPAD1UN3C4LqtZsU04fJddcQqKOUkaoVPiJcrZyB0aHepMXkPT3jKlKqDQ2ESrOoVSJHC56BaFUlTAXqR4kSojWUReL4r+YR0SVGYw3X80N9io8PHYmEEnZXGp/Zh2jzd+sP26ruVn/ysBLvSXxk74ZND/9tZ8Q0Fi4MMQEAOfve5fdIfCEmPwhjhVagPDQjslPH2oDFN85Tz/K5212sRk9xWiKuCff/75v/71r9rPOTk5+fn5//3vf+HUUsBsNmtL5wceeODVV1+N2qyC6bsC/scff5w3b57vbzpowg0TrvwznzCEYnTdua2Wz0aLjkvSu+iwBm/jxo2bNm1q79X4+PhFixbl5OSwLBsbG2uxWBRFaW5unjhxYkiP9/AwDPPDDz/k5+dH2L6srGzChAn+z3ywbldZsGaqtgHgTMbORFWM6eEQ9G5Ci6BvQvoG1PpvAwhWNOvyEKnywnD06NEVK1b4/x78BfxFF120evXqnpx0RxABH56A1cAZpAsCXsNisfzwww/btm1bt27d8ePHAeC7777THtqEhITm5maPx6MlsGmPgNWAKIp6vZ6iKI/HQ7dNzPvrr7+OHTt2xIgRBw60cZQNM4cXX3xx0aJFMTEx995778UXXzxy5Ejt756VlVVWVnaOrAZC0iesdt8V8F4Vlv1gbnSefoB5bPMinQLdimanEE7UuVoD2g0OPRNOGDR6rS/VfBbGQ3th4hWz8i8CALPZLEmS0+kEgP+pePXTpu+6MLd7kn7/dNqfIm8/8chdJZ7TtbVCnrc7KdHKuByUx0mJbkrq8RD07oAABJXTq5xe4fWY1Su8XuXS2IQHk69jQjkjhETG3pdrP2/wnt4T8RfwBkr4Nm9ZrpARqmtvQQR8GLpmsulfd6PadtMP4eRUZez5Xbht16w2MdlnP9FzoT969OjixYsBIC8v76233rrooosAwFfTj6bpEydO/OlPf/rqq69ef/31O++8c+jQoVGb22+GpUuX+n+R6WJTdCld+egigFjenWpwJuvtKXpHnOCJUMOKohgmAEZTiePGjfvpp58KCgpcLpfJZJo4ceKJEye6oN4BwOv1Llu27N13342w/UMPPdTGN8EPlYbmXLV+JLZkqWq31k49BwbBhnRNSNcI+iaka0L6JsTZ2jRBCE2bNm369OmduvGQIUOuu+66NWvWBAvm3/3ud++99143J04gAIAkSZWVlVqZGbPZfM0111xzzTXLli2bP3/+559/vmLFCs0SZ2dn79q169ixY8OHD/fvbrVa9+/fbzabR44cGXxznufT0tIqKyuPHj06bNgw/5c095/s7OzI57B8+XIAWLNmjf8GPwCcqR2lswRitXubfSd5f/UOACIKF2UWBoH2JhscKXpHqsGRqHcyER8sf28raE+9ayrRQak6e9y31t11lVYW6Fw2/Xzj0FXNP3Rtnisav34w+VozE5HE+sVZ5FPvwdLdSYt1TEsj4xCpjo4uowWDKR3mdAqnV3kdZvUKp1O5gJR4aWzCnxJmRa7eAYBFzJ2JV77X+HWNHFhpLJ6OWZH1WJTVO6E3UEecR7lcyBbCdQXHxKojezn2kpjsvkb0BPw//vEPjHFsbOzGjRsHDhwY3CAhIWHNmjWjRo06evToyy+/TFREZ7Farb4ocY2GEyFSwrQHQ6lJOmeqwZGsdyQbHEIEeeODKSkpCY4tD3DPfvrpp/0/Y59++ml38iFpUe6oI7ciDW1bNEC6O1OgdpRSP0L1dstNoesgBTgX4luAswFvR4IVCRYQrEhoRlRbl0aaphVoc0kQhKysrAjfvj/jx48fNGjQtm3bjh8/brVaU1JSRo4ced11182ePZuiuuWuSSBotLS0ZGdn8zxvtVp9aREpirriiis+//xzX6za9OnTd+3a9fLLL3/wQZs01E899dRrr732t7/9LeRqAAAuuuiilStXvvLKKwFbeNpR8LRp0yKfQ0NDAwCMGzfO/z4lJSVVVVVwDkOsdm9ztC7wCIsGUYEOPFQ1/PfZUw3O2FC+8ZFwpE0JNIAg9+y9ruJ5x59sMzTquvOmpMpb7PuuMkeUJvb9hq8hSLp7kVLP2uqYFgd9xuJdWUxzmOZVjm/9l9EpnIBZFrfZjqGBUtpujiCADC7JGFmCQH/MjOnB5Hm7nUf2u4/XyZZYxjhI6D/DOGZh4pwwvveEPgRmWeWCqVTJcaq8FKRTZSA4Qc3MUgdnA9Xr8ZnEZPctoifgd+zYAQB33nlnyHWABsdxd9xxx8MPPxzgR0GIhJqamoDUi00Vv2JFRnS7B8omTkrRO5L1jmS9I1HnQt12PPMdpAeIdn+Cd8i6s2fmcDgsFkuYpPT+jB071rfscMfjhqFq41DsTO5ldzsMnBOxLuAciHUC6wLOjjgXYp3A2YB1AudCENkUtHwB/rjd7g8//PDWW28N2NGMhH79+l111VWCIDAMk5+fr4UzdPYmBEJ7JCYmDh48uKSk5O6773711Ve1BJbHjx9/6aWXAODCCy/Umj322GNvv/32hx9+aDKZnn76abPZrCjKW2+9tXz5cr1ef/PNbWoyOxwOl8ulldX429/+tmrVqvfeey8rK+vRRx/lOM5ms919992//vprZmbmnXfeGfkc8vPz9+3b9+677z722GPale++++6OO+7Qvi4sFsu54I8XDLHavY3VHbgoZ8EdRsCztJooOFINjhSDM1kfUX3W8HixYldbsxsEVyZrj26GElRK9RG2FGrxVKlVvSsINzH2RsZuYZxqhCazq9AYcZhlMc1hhsM0ixlWbf2BxzSLGQpHtFuiBLk2YICdzsMu1XNLwuWdnRWD6AuMwy+MGy0IQn5+vtvt1sIZCL8dKFrNyVNz8pDTAbIMLIsNxo579RDEZPctohcDbzQanU7n559/Pm/e6fwK2smh/xzWrVs3e/bsmJiYlpaW6EwsmD4aA19cXHzBBRcEXLxhyWEh4XSIOPaKKSYxI05Ki/H0N7mR3NKzD8DOnTsfeOCBHrxhJJSUlIRPbl9aWqr98Oc//1nFqmUwrpqoWgaqPRjczoitgpy3Id4GvB3xNsQ5gLMj1gE9EpEXZk8kJSVl9+7dOl0IFwLfe2+Ps0HAkxj48PTdGPhNmzZdeumlGGOWZQcOHOj1esvKyjDG06ZN+/bbb30VYtatW7dgwQKr1UpRVHZ2dkNDg8VioWl61apVf/jDH3x3i4+Pt1gseXl5gwYN0irZvPfee/fdd5/H4+F5fsCAASdOnFAUJTk5efXq1T5LH8kc/vOf/1x11VUAkJubm56efvz48YqKiunTp9vt9j179uTk5Dz55JMLFizokd9hH6KvWO2+GwP/5rbYsuY2O+wmXGtHKf5XDIyYEePMiJPSYtwxjF2WevLYWcXqBbaHVRzVRG7Ppi28K2lu+Daa5Xqz/ssSsdpDydWcpZZpUXou4RyFEQM0jxlOZXjM8irDY5ZTaQ6zvEpTQTXku0aYPZEPsh6fHRe4YIMITDbDMGeDgCcx8GE4e0w2dNJqE5Pdh4jeCTzHcU6ns0MDX1FRAX5RdoTISU9P53k+oIiC2HCY5mM8DYc9DYfExsOC0nDP4id0Op2WQ8LZc4FjWo2H6up2M3D0EsnJyWHUu78txIBbhtPFkyRnUqSLMM4GpmaGtai8DTEuzHooWgRKAcYDgIEWgVIR7QFa7IpEZ1nWP9xAEASPp9VpKoxWD0ltbe33338/e/bs4JcCam90uDggEHqQmTNn/vLLLy+88MK+ffsqKyvj4+OnTJly66233nTTTb6lAABcccUV+/bte+655woKCoqKitLS0i6//PLFixcH5Kd86623Fi1aVFpa6luu3XbbbePGjXvppZf27dtXXl5+3nnnTZgw4cknn0xOTu7UHObOnfvtt98+//zzBw8etNlsY8aMefLJJ2+99datW7c+9thjhYWF55Rjng9itXubBKMSIOBZcCNQWXAz4GaxmwP31AxHmhlp3qSS1GM7CD7TkHk4uVQMzAvdPXD41K/ZQrs14QMslMAJRaimgbVF+LZpTOkxZ1B4BtOcyjBA0UAxmKYwojCiAFGAaEzTQEV4hO6PHvEufHp9hQD0SHDiU1Y7Yv8FjU+avg0p4IPLZRGrTYgaxGT3IaJ3An/++efv3r37+uuv/+yzz04PH7SXf8stt6xcuXLUqFH79u2LzsSC6aMn8ABw6623rlu3zv/K1At/B36b6xdeeOHcuXNPC3ins5sPQICx8Xq9o0aN8pWCiAILFy584YUXgq/72zwVq5vl/R+Km4qUkx3eUI/4EY70rLq4bHvioH4DsrOzX3zxxR4/WUpOTl6yZMm2bdsqKyspihowYIDVau2O88J999331FNPdaqL9isiJ/BATuAjpstZ6Al9kb5itfvuCfzROu79nW02oLUycj44Gl8xzMWx9CkBL0mS1M1BA6z2s9UfvVa3ppv3jBwzYzo4/CMeBUb2BcjUcqV+pfjdBmmPFzqwSghQLpWWg/sPhuRBdGqOkLHbceR7e0H7PTrYX2iPv4z5E0LUAemERHtNXmGyYcS0ow+4VE/HPUMRz8QUjfi/zvYqLS0lJ/Aa5AQ+QojV/q0SvRP4a665Zvfu3atWrbrhhhuuvPLKkG22bNmiLRQuv7zT0UEEAHj88cd/+OGHNgV7/dS70Wi8+OKLe2qs4H1iAGAY5sknn7zvvvt6apTwxMfHP/TQQwEX/dcBzdi+QdrzpbijQu1oTwFDbAW6BJ9336gbdLE8+J0QZGdnFxT8f/buO66J+30A+HOXzUgISzaCCOLAanEU0apUa20ddVtt66rWUcXar6N1tWq1Vb9fcdaN1l1bxdrWvWtR3BvBwUY2AULm3e+P6y/GJCRhZIDP+9VXX/K59YQ78tzn7jOM3A1UyciL9MmTJ4tEog8++EAkEtE0LZFI4uPja3AIjZISAyOXGsecQaFQ+OTJk9ocGiHUIGHWtrRmjRRNPZQp+VWOU9PKR0HW0aRoBlM2AEzxHLCv8HSeqiYTwdTAXO9PdGrv2ilbDdTfyvu/K65cVN0z2bCfR7MDVR5L3cb5kx7a5W86hp4pu171b63K2ruRt+jubFE7p3ACiGjX1s7OzoWFhXK1osa1dwAoUZfTQBPVfJQQFBTE5XKN9xlECL0OrFeBnzx58po1azIzMwcOHBgbGxsbG+vr+7KSRNP0kSNHxowZo1Qq/fz8NMMSoGoJCwvbvn37+PHjJRKJziKhUDhmzBhHx2qPfaqjqpsAjaFDh+bk5CxdulRnRL2a4XK5Y8aM2bt3r/47cE9Pz59//tnT01NTorkPoIG+qko+KLt4UXnP5JSwgkLweMBqdIeMDo4cPny4zlKVSvXw4cPqtmk3KSEhYcGCBdqNTt3c3Gqzw9q8KNZp9YQQQoBZ2ypGREq2XxGmFenW4QmAcC9FY9c66OdmPGuL2c77Q74d8fS7bEXdtD3s4ty6Ui1Pkj7SKSeA+NJr6CfuvTQl2lX3HKrosOLyIfnlEtrES10WTbqpnTwVQl/KbbbPCEeSr7PC5fJ7F6rZoN2kAlXpOcnNbsKXU3lxSY4zy6FMLa3ZDt1YwurW3hFCSMN6FXhHR8cjR47ExMQUFxevWLFixYoV/v7/TlwZFRX19OnTFy9eAABBEPHx8WKx2GqBNTAxMTEXLlxYu3bt8ePHMzIyAMDT0zMiIqJLly61rL2brLprxMbGdunSZf369efPny8pKWGz2REREaGhofv27TO+IZvN1mlE/cYbbwwePPjo0aP6FXg3Nzdm3kjQug+Q0vKjiiv75eczqHwAYw3lSBV43iV9rrGcXhBubm59+vXRntNS82HPnz9//PhxMz509WRmZt69e1d7so127dqRJFnjpx4dO3aso9AQQggAs7ZVOHDpiZ1KkzL419L5GSVsUAOXRXs4qZt6KNwca/UQ3PyU3VIQdC5s9cb8I7+X/P1YlgEAvlyPHsLIA8VnpWpjL5kdSJ6UemXYHSHLYaz7B2fKrl2TJtOvjhXPJdmtBU2Yf2tX3a+pHu+Tn7+ouk+beuUuVPN9FK5uaicH4LV1DB0g7qKpA2t/2F3SxVDbfgYGHJNc1a7AA0BHxxYnJUlVrW9cR6dqTxyDEEIa1usDz8jLy1u8ePHGjRsN9uNq3759XFyczasi9bcPvA6FQsF0sdYpr24fePPvA/RVVlYyo6NXVFR07NgxNze3unswUq319PQ8cuQI8wFfUMUHFBcOyS+X05UGV9bgAWcIv8sn/B4+jh5SqZTH42lGj9P/pD///POXXyV+e4kAACAASURBVH5Z3ZjNsW3btj59+mia0APA6NGjjx49WoNdhYSEXLhwQXuIEfMJhUIulwsA2AcesA+8Kdib7jVk/1m7/vaB15f65DmL1D0K0+0ZzO4DX5uUraYpNVBcgg0AczM3b8w/Ut09GJklngBiO296c0FjAFDSqpOqm7tlZ1LUpoebimSHTuD3fkvYUkrJnNgOmq7X+p9URat9bw+wxLj63Z3b7g/5lulizVwMpyTXhj/5tmZ7OxSyJNrZ8HTZxmma0GMfeOwDbw7M2g2V9d7AMzw9PVevXj19+vS//vorJSUlNTX1xYsXQUFBYWFhb775Zt++fXEk2zrE5XL1a+/mq81NgIZmbjNHR8fVq1ePGDFCe+h1cxisvXfu3Jn5x8GDB1sO7LhHduaM8rbJ0W5YCvC+zop47DppygcckkMQhKOjo0qlMvJJLXdB6u/5+++/v3nzZlWDZ7JYLIMVbIFAsHbt2prV3hFCyDjM2takX3uvltpnbRZBsv5/ErVZ3iMult15IHterT1UVXvvXBYGALvLT/7Hd/gh+eVf5BcKaN2+fvrEakd/uVusa79Qtj8AOLEdoI5uTqpL/zp/Rxj5sdu7PxcabqOn3zxBY7xH35rV3hFCiGHtCjwjKCho0qRJNjk0MoeFsmO3bt0OHDgQGxublpamXc68fTVnD5p6OwBQLCgIpza3uFxadsnkhvxiwusm4X2Dxa6EMihKSUlp3rw50/db/6WrtsaNG5vcuYODg1QqNV6iT/+X7O3tffTo0djY2PPnz2uXu7q6Llq0yN/ff9q0aTpD9TZr1mzNmjVvvPGGySARQqjGMGvbOUtkbWeWw6GmS2ZmbDhS8rd2e3gBi1epNms6eqbSrlFOylK4ub1L5qkIE0/bSZpwVzn7KsROFB8A/im/F8r3h/8fscVIM0k2wfLjeKQrXhjZOUEQQIP2J+IRHDlt4tVCENdbv3C5/yRfrnvci4OVWnV1kiCHiLvN8hqxKCf+UPFF7QM5kvwZXsMme35o/FgIIWScbSrwRly4cGH79u0AwPy/Np4/fz5jxozmzZsvWrSoLkJ7LVj6wXZ0dHRiYuL58+dv3LhRVlYmFAo7duw4Y8YMIxV47Uo7o8yHzmtF5beklQ4mXlaQanB/SHrdJEVphHZ3vJs3b/bp08ecgDt06ODq6lpUVGRknWXLlnl6eiYlJRUVFXl4eHTs2PH+/fvz5s0zsklAQEDz5s31y/38/A4ePHjnzp2zZ8/m5OQ4OjpGRET07NmTacjwzz//nD9/PikpqbCw0MPDo0OHDtHR0bVpZIEQQrVUV1kbU3bNWDRru7KFW4JmPZZlnJZczyNKWTTZlO2bLn/xY+6eqjbRqbQDgJJQ57MlLziScpbpYdudKL63QuSucmbTLE3hL/zEhUGTmI5OJvV26fhTXoKRFTo6Nv+v/xenJNfSFS84BLu5oHE7x2adH05W0Mb6cPV2MdBPhEWQM7yGjXLvfUJy9WFlmopWN+Z59RC2C+J5A8DGxv/5j9dHmgOF8wPfFbUXs23cwBsh1ADYXQU+JSWFmU+rlrcCCoVi5cqV1W2t/TqzWps0NpsdExPTq1cvkUjE9LvWrx7rV9pVfJAE0MVNqMKmlFxk+ii8MsI7ifC6yeK8+iKcGU8+ODjYzGg5HM7s2bONDLDcokWLwYMHMx9KU9iuXbvNmzenp6dXtdX8+fONtDuNiIjQHt9Og8Vide/evXv37mYGjxBCllYnWRtTdg1YLWuH8v1D+f5isVihUFRUVHyXHa+zgn6lnQaoYMlKWNJCdnkZq9JkxwACCA+Vs49c7Ey9Mqo8M7UbR12Nm9WpjQbtKzpdojLcPZtFkHN9Pg3h+4bwfbXLJ3l+uOrFL1Xts5tzm87Orata6sYWDnc1PEev/oEQQqj27K4CX1d27Nih004bVcXK3ckoitq+ffvp06fLyspcXV179erFjKinX2mXudCSQJD4URJfusKTNnPKFaccwi+R5f6Q0Gmjpz0VnLOz859//pmamiqXy318fDp27BgYGMgsys/PP3369PPnz0mSbNKkSffu3UePHv38+fP169frHys4OHjXrl3MSCra+Hz+3r17hwwZot+hnSCIOXPm9OvXz6wPgxBCrwFM2dVi5ax9teLhjoK/sp4WsoEVwQtWEf++qdapt6uBkrBlElIqYVWWsWVqMGskOTbN8laKfBRiLv1KJtWeld2F5XRH+uR2+dMXymIxxzmM9o1yakkSJACoaPWlsju3pKnlVKUX17WTU6twfuCu4HkfP11crNLtHMclOSv8J7V3NDBz6mzvkRmKvF+Lz+svauPQdFNjnCURIWRHGmYF/saNG0ePHhWJRPpzjyEdVr4P2L1796xZs+Tyl73FysrKWrRooRn2Rs2hS5pAUVOqOJiWC6sznA8Nbo9J3yukKO2Vir7BKdx37ty5du1azY8kSQ4YMOC7775bv379pk2btIf5dXBwmDZt2vz5899+++21a9cmJiYy74j8/f2HDRs2efLkqibnCw0NPXfu3OrVq3/55Rdm7H0ulxsdHT19+nSbz7OAEEL2A1O2+aycsnMUhf1Tv34qz9aUnIebXcrCOsPLqns5KSviVBSxy8tJWbWG4BNQXB+FSyOViEW/0hHsot4s7mqgYpJjtUtC+L7/9f9CRitmpK/NUORpL+ombPtf/ynnm635b+7+I8V/F6klAOBA8mOEb87wGtpCYPgXyCLInxp/1UvU4af8hFvSFDVNMUf5xK3XWPf3uSQOE4sQsiMNsAIvkUji4uJcXFyGDRu2YcMGW4djv8LDw4uKimo88XgNbNiwYf78+cy/td+30zSt4kNhKFUYThcHU1Q1r0q2DLxusbyvk3ytlvgG6+0azLRtGhRFHTx48Pjx4/qj2Uml0qVLlz59+nTt2rXdu3eXy+V5eXmOjo6urq4mA3NxcZk/f/78+fMLCgrkcrmHhwczYRtCCCEGpmwzhYeHS6VSk8Oj1qE8VUnHhxM0Q6lr3rfTAAB0KUtWwCkrZJfLiep2fCDEKgcfpYuryhG0Wtbp19s1ilS649WnyrI+TP2GAkp/0PuzkhvvPf7qz9Dly/0n/eg/MV9VoqYpd7aIQ5i+t+gv7txf3LmSkuerSlxYTkKW4Qf0CCFkWw2wAr927dri4uL58+ebM13q6yksLMz6s46VlJR8++23oDOSPAcKwqj8llRxMK01YI15aBBlEI1ukx73SVLr/sF41d0II2PR79+//9133+3Tpw+Px/P396/unu1hLnGEELJDmLJNCgkJscnU1p88XSyl5Drt5MtIWR5XUsAuUxDGhnwziEezPRUiL5WIT728AzFSbzdOTVc5lH2usmhG+toDId8RQHiyxdXds4DkBXAb1SwqhBCygoZWgT9+/HhiYuJ7770XGRl5+fJlW4djd2rQ+k6hUOzevfvXX3+9f/++QqHw9fWNiYmZOHFiQEBAtfazbdu2qKgozY8Sfzr3DaqgOaWu5jtpggZhJumaTLg/IPilWg/v9ert+hOnOzo6VlRUVO94/2/Tpk1mDlyPEELIHJiyTapB1k6qeLQl//fL5feY18hvOoZ97PZuL1GHau2kQl3pmAuapvIKQvWCW5rHlkjJaj9n4VEcN5Wjm8rJRe2geeVuTr2dTbBUVdfSjTtbdjNVloUDyCGEGqQGVYHPzs7eunWrr6/vmDFjzFl/06ZN+rW+yMjIyZMnWyC6l5gx28ycEKWWHBwcmH+Ehb18iM4EAABCodD45llZWf369bt9+7am5NmzZ1u2bNmzZ8+mTZuGDh1qTgzJyckA8OTJEwBQCeBFBJXblpK6V6OvHKEGpxeEMIMQpRGidJJd+XKRkfftQUFBc+bMSUxMLC4u9vDw6NSp0+LFix89emT+cbUlJSU5OjrWecsFa14MRgIAAKFQqN8W0TqYAfmdnZ1tGwAAcLlcG54LhF4r1U3ZycnJixcv1i9fs2aNk5NTXUf3EjNVp0hkxvQntaZJ2aCVtTVfUHw+32Q/rG+ebFyevlsz93ihSnKiNOlEadIgz27x4fN4ZvTlZlJ2ouQe01S+mCXN4ZYUscur9e3MozgitUCodhCpBQ7UKzEbqbrvar7gbsWTNFkuh2C3dAouVpYtS/u5Ood9xW36aaRLixpvbhBzLqxzMRgJAAB4PJ71m1JqkCRp23SpuXXRORfW7BaKkA01nAq8Wq1mJqGZPn06j8czZ5OcnJyHDx/qFHp7e+sPKm4J1jkKc+cRHm5gzFWTMSiVyr59+965c0d/kVQqHTVqVEBAgP7Q8Rqa3y0TQ5ZIktJeXdDc3C7upBqEaYQojRClEc65rzSSZ5hsKs9ms8eMGaN9axgbG2tkfePUanVpaamXl1eN92CEdS4G4zTp8LUNAAAIgrCHc4FQg1eDlC2VSvVTNljrz9YeUjZJkswKVVmZtufH9F0GFx3MOyvkOG5t/o2RzZlfL3OIdGVeBrcol1siM7uLu4DiilUOQspBpBLoDCkP5r1yD3L0HeHbS/Pj7BQDk7+YL19ZYqGzZg9pwuTFYGkEQdg2AIbOucCpKNFrwvbfQXVl7969KSkpw4cPDw0NtXUsdqSq+wBzbNu2zWDtnaFSqWbMmHH16lX9Rdr3WDJa8bv0nz3lZ5IHl5hzULYMXFNIt0eE+CnJ+v+WegRBMO8Taty/nSESiQoKCmqzeW2OjhBCiIEp26DapOwSVfm3T7caWWF71h9f+A95w7mpTrnOY5Eb8pQ9FWdOKK6peOY0XyeEar670tlV7SSgDLwQrlYXdxfOKy0pROxaNaxw4dhg4ACEELICS1XgazwZTM1GWH3y5MnBgwdDQ0OHDBli/lYzZ86cPn26TiGbzS4sLKxBDOYTCoUURZWXl1v0KMYDYFpeFRcXG2lutHv3buP7SUpKunHjhmYG9WfPnmkvzaGKDsgvJMgvl9GVhrZ+BVtOuD4Cj4ek+ClpcP729u3bX79+nSnhcDjh4eFGHi4wVCqVzqmMiIhgWvLXgIVGAGYarhsZP8/SnJ2dmTaZJSUlOkMGWA2bzWZmkFKpqj0qUp1gsVhMU0CFQqFzLtzc3GwSEkJWZs2sXbOUHRERcebMGf1ypVJp0azN5/MdHR2Liops1ceHy+Uyg9hVVlYa+W3/Wny+TGXsXNBA73x+1N/nE02JdtZW0KoTyuv7ZOeS1ZlmBEUI1XwPldBd5cSlDMzf/oZD02fy7FL1v4POhPB90+QvlLSJb3huOVEoe3kqm4K3GZFUqSntXecXBo/Hc3Jysv+LwdJcXFxUKpUN72NFIhHz7l3nXNi2ZwFCVmOpCryVO8ZkZ2dTFPX48eMPP/xQZ9Ht27f79u0LAP/9739DQkK0FwkEAoFAoL8363wn2urbXycGI2GkpKSY3MPjx48DAgJ0qu63VU/3ys+dU96mwMRnJGgQp5Kedwi3FBMjyU+bNq1jx44ZGRkEQQQGBh4+fNhke3iSJHU+3fDhww8dOmTyQxk0fPhwy50y+78YLH1o2wagHYnNY0DIJqyZtWuWslkslsFxWwoLCy36Z1tfvqAeV2aY3MNjWQZN0zopu4gu+1V+6aD8YjFtuj4moLiNVEJPpZD36vt2nTft3hy3Y6ErnslzKqjKRhxXD7aLz+3+Jneeqch3Yb18697JqVUAt1G64oXJDfU1EwS2ETSt81Nm84tB+7i2vSDt4S9CPwx7CAkhK2ggTegFAoG3t+6TWplMVlxczOVymXdo+EyuusyZ1EcqlWpuBdRAnVHc2i0/80CdbnJDXgl43SIb3SJ5ZcZGktcORigUtmjx74A0crnc5CH0e2d169Zt0KBBBw8eNLi+/qj1GpGRkWPHjjV5RIQQQiZhyrYEBW26969vvvMzeFl7f6LO2as4e0xxTWHq3ThJE+5qZy+Fi0j9ymuPqlrIyykFiyA1g8DLaSVlRs1KTr1y18Eh2Cv8J3309LvqjkXPIzj/9Z9CErbvoY0QQpZgqQr8sGHDLLRngyIjIyMjI3UKL1++vGzZsvDw8EWLFlkzmAbDx8enqKjI4CLN2HVisRgApLQ8QfHPPvm5HMrw+hoEDa4ppNd1wvUJqf163mTndl9fXyM/mrMJIy4uzsnJaceOHTqPaZs2bbps2bIVK1b8888/Opv07Nlz7dq1Jsf+RQih+suaWRtTtiX4cNyNLGWmcxf//3D9SarHu2SnE1WPaFMN5QQU11vp4qkUcuiX44ya7Nnux/PU/pFHcNzZogKViW4aflwPnZJuwrbxQV9PTYsrUku0y7kEe57vKKlatiJ3n07L/EYc1/WBX7ZzbGb8WAghVH9ZqgK/d+9eC+0ZWU1MTMy9e/d0CrWHnXd2dhb4CDfIjh6UXzTZ0d1RwXW7qva6TvAkZr1y1+bh4REREaFd0qlTJx6PZ/w9/DvvvKNfyOVyly9fPmbMmEOHDiUnJ1dWVvr5+XXp0uWDDz5gs9mdO3c+d+7csWPHnjx5QpJkSEhI3759O3bsaE6QCCFUf2HWru9ihG8SQOhUyJl6u0YoP+Ck4sbPitOPVCba27OAFCsdvVUuLioH7XIzB6WLcX5TP7z9RQaGMNBoKQhqxHHVL39X1P56iy2/FJ9NkicXqEqFLMeW7MbD3GK8OK4AMNi124GiMzelKRWUzJPt0tm59UDx2wLSrHkNEEKonmogTeiRJYwfP37btm3MmF7608XJXGj1R+J+koUKMNH0rjkrYBiva/aRu/dvv3wcUK3x5KdPn64zx5iTk9Pnn38eFxdX1SY+Pj4fffRRVUvDw8NbtWrF9PmUy+WaccsIgujWrVu3bt3Mjw0hhBCyuSCe94fizr8VX2B+1Km6U0ArBNQC5a5MuYmpWFwIp/68t1rTQb+VndcUVmsw+ZaCoHdF7XUKpzYa9FvxBSPj2M3wqrINiBNLMNq993SXj5hxy7Rnk/HnehrZECGEGiSswKMqeXp6btmy5aefftIZG1zqTmd0ogpa0RRhbER3FpDduW8M43VtxWoMADvo+1CjeeCGDBlisP/5zJkz7969a3BQYqFQuGPHDgcHB/1FCCGEUIO03H8SL5fKVORrF6oJKpdTms0tlhFKqHLaGQCAJizvYbyuvbiRPOA8lWczhdWqugOAN8dte/DXLL3+56F8//8FfBGbvtpgh/apjQZ94BJVrQMhhNBrqyFX4KOioo4cOWLrKOorZmi6oKCg2NjYo0ePJicn0zRd0YhOj1YXNgfjveacCEF/btQQXhcvUqwpTElJMVl753K52iPnkST53nvvxcXF6Q9Hx6y8Z8+en376ad26dfn5/96vsFis3r17f/vtt/7+/uZ/WIQQQraFKbs2NKPJTvEccFJy7e+yuzJaoQYqm1uSxS1SEsYGgSOA6MAOG8Hv3p4dRsC/fdycSIHJqjsLSDXQoHU/4M/z3NH4m8ZcL4PrD3XtHszz+TZr+5WKB5rCUL7/bO8RfVw6mfMxEUIIgb1V4OVyuWZusA0bNtg2mNeTzuwyAODt7f3ZZ5/dKU/dJP3zJveJ8aq7Fykexuvaj/uWI8HXFAYFBQEAj2e6T5rOuPcURf3xxx+jR4/evn0703BOB4vFmjx58sSJEx8+fJidne3k5NSiRQuD8wwhhBCqc5i1bUs/ZXMIdm9Rx2jniK2Vfx1RXamgZUY25xDsXpzIj3jdmrBeTgrApOyc8gowNZOsWu+FfoY8b9CTeYdDvg8XBBrcpJ1js6OhP+Qqi5Jl6SpaHczzCeLVarJ3hBB6DdlXBV6lUv3000/Mv/FWwJr0bwI0nqhzNsv+Oqu6TXONVd1DSJ+P+TE9uG3Z8LKzOnMfwKjx5JzHjh1bu3atkVnfSZJs0aKFZoY5hBBC1oFZ2yaMpGwpLd8vP79bfkZCS43swZHgD+B2Gsbr6kGKNIXaKbuSMj1Xq0FFKsnY58vON1vDIaq8w/TiuHoZGq8OIYSQOeyrAo8srbS0dO/evYmJibm5uRERET4+Pu3atfPx8TG4cjqVt0n21ynlTYo21m3uDXaTT3nvRHGaa5rewav3AQz9WX/Nt379ej8/v5MnTz5//pwkySZNmvTp06dHjx4Gm9YjhBBCDQAN9GnJ9aOSf54ostW0ulNp02bcgNYOIfo9zAFADsqD8os7ZKdK6HIj+3QlnIfzuw7kRjsRL2d010/Ztalgp8gyN+X//kJZdFOaUknJPdniTs4tP3LtIWY713ifCCGENOyrAs/lclesWGHrKBqs06dPx8fHV1RUAICDg0NqampqaurFixejoqL69++vXRl+QRVvlv31h+KqfgM5bW+xw0fze77BbqIp0b8J0Hj77bc3b95cs8iLi4snTpyo+fHatWv79+/v2LHjli1bGjVqVLN9IoQQqiXM2pZTqJJ89vxHyJYBAAeAA3Adkq9D8pmy65+4vefJcdGsqQL1EUXi1spj+bSxida9SPFIXkw/3ls84GgKq8ra4fxAT7Y4T1Vcs+AXZm3T/vGkJGnVi19WB0x7T4TTsiKEUG2xFi5caOsYXmKxWFH/z4ZhSKXGGp7VHp/Pp2lap7+35Tx79qykpOTGjRsbN240OHF6RkZGeXl58+bNAUBCS3+S/bFA+vMDdXpV3d0JIN7mRHzn+PHH/He8yH8f0gcFBYnFYoPra1b4888/NaPN1V5mZubZs2eHDx9usHu8SSRJ8vl8AFCr1VY7F/qYGIxPaG9RPB6PmaJPJpPVuJtDLTHnQiaTUZTRIZItHAAYuhjsYS6D3NxcW4fwr9q0o7GVlStXdurUSa1Wd+/evW73vHHjxnbt2pWWlvbq1atu91yP2EPWrqystOj+2Ww2l8u19FG0PXv2rKC48MeUnZISif7ScqryfuWzto6hPIJDA31KcXN2xbY/FVelUGUe8SXdpwr6zRUMj2AHabq5Gc/aBEGQBHG27GbtPw5DRimOlvzTzjE8kGd4iDuT+Hw+86bB0jdpRrDZbB6PZ82LQQeLxWJGFFKpVEql0lZhCAQCiqJse+/EXAw654I5QTYK6l/2k7KhHmZtTNlmsq838KjOMT3laJr+7bffdGaD05aYmPhG+7b/eD6Ll58oo6vMTAQQb3NafcZ/rynLV1No5K27NhaLtXnz5j59+hQVFVXnExjz8OHDn376yUj3eIQQQqi+0HRuv1x+T2c2OG0l6vJjpVebOPutkSXcV6UZ2aE/y2M0r+d73HYseNnIzsysPd6j75WKB3+U/GNe7KYpadXMjA2Xw9eThroAIIQQMhNW4F8LWVlZOTk5VS4mID+cmsTdWCIz9lC5PTtsiqBvM9Yr07OZeR/ACA0NPXPmzDfffPPXX39p3rVyOBx3d3dj4Rl14MABrMAjhKrSuXPnZcuW2bZVF0LVda3ikZGllaRip/r0i3JjDea9SddRvB59eW/VoOrOYBHk1saz1+cdWpv3W5HqZVsAf65nhiLP/P1oeyLPuiZNbu8YXrPNEWrYUmWZFyV3nsqypZTMgeQH8byjhRGhgtdoXmRM2WayVAV+5cqVtdzDjBkz6iQSBADZ2dlVLZIE0E97qMt8aIAq3893ZDebKPggnBWgXVit+wANX1/f+Pj4vLy827dvS6VSR0fHtm3bnjx5csqUKTXYGwCkpKTIZDKm/TNC6DVRUlLi4uJiej2A9u3bt2/f3tLx1Ib5n8WiMGvbD4qmc5SFBhcpCXU6tyCHW2Kkv5Mn6TKW924fXseqJoUxH4sgv2g0cIJnv2sVjwrZ5SRFNCG8/HmN2twfU6wqq8EOAeCu9AlW4BHSQQP9a+G5i5I7mhKJuuK2NPW2NDXKudVg926k1kDR9Q6m7DpnqQr8V199Vcs94K1AHTLYxVougmfvqPPDKSPfCa3ZwZP5fbSHqYOa3gdo8/T07N27t0gkKi4uVqvVgwYN2rFjR1JSUs32VlZWhhV4hOzN+PHjN2/ePHHixPXr12uXy+VyDw+PsrKypKSkyMhIAMjLy1uyZMmVK1fu3bvXqFGj6Ojor776qlWrVppNtm7dOm7cuLVr144cOXLKlCmHDx+eMmXK0qVLASA/P3/58uUnTpx48uSJk5NTaGjo1KlTBwwYQBD/fq/FxcXFxsbOnTt30aJFmh0mJiauXbv26tWrhYWFkZGRPXv2jI2NZQaD0Lhz587y5ctv3ryZlpbWvHnzyMjIefPmeXmZ6L5rcisjn8W2MGvbDyWoKL0xaGiAHE5xGq9QRair2tCFcBrF6zGI35mrdXdX+5TNJdhRTi3FYrFCoWDGwZ3vM2p6+pqa7a1MbbMO5AjZrT+LE7Vr79oul911IHl9XDtZNABM2fUrZWMT+obp/Pnzx44dS0tLa9Kkiaenp079luJA5ltURpSa4lS1A2jC8p7E79OZ01K7sPb3AQaxWKxdu3aNGjXqn3+q3deOw+G4uuJ0suh18UCVtqPypNUO15nb6gNeh5ptO3jw4M2bNyckJKxbt06TmwHg+PHjZWVlYWFhzK3ApUuXhgwZkpOTw2azAwMDMzIydu7cuW/fvh07dgwbNkx7hwqFonfv3pcvXxaLxZ6engCQlZXVrl27nJwcPp8fEBBQUlJy4cKFCxcuLF26dPbs2VUFtnHjxqlTpyoUCicnJ3d391OnTp04ceL48eMHDhzQPFaPj4+fOHGiTCbjcDh+fn5JSUlXr149ePDggQMH3n777ar2bP5W+p8Fvc6yFPm/FJ27LU31KnAUkg4hfF8ewZbTL5vFlbClT7h5UlaVw9Q5ELyPeN1G8Lo7Eq+kewtl7ZFuPUtU5UtydqroKp8mVKUR19h4twg1MN+V76qgZcbXUVCqh/LnlKDKhjWPFEfOlN7hklXftQMAAA843zl/WpMoMWXXt5RtqQq8kfHSkEXl5uZ+/vnnf//9N/OjTCa7f/8+ABAEwYwxXhhKPX2XkrlU+TXhQYgm8N//gNdBp7mOhe4DGK6urocOHTpy5MjBgwfv378v7HKwoQAAIABJREFUl8v9/Py6d+9+9OjRx48fG9nwrbfe0nkIh1ADlkeVnJTfsNrhGpFiqGkFvlu3bu7u7tnZ2UlJSdot4g4ePAgAH3/8MQBUVlYOGzYsJydn1qxZCxYsEAgECoXihx9+WLBgwahRo958882mTZtqNoyLi+Pz+YmJiR06/BvS119/nZOTM2TIkM2bNwuFQgDYuXPnp59+On/+/GnTpgkEAtBz//79SZMmsdns+Pj4kSNHslis1NTUAQMGnDx5cvHixcyMaM+fP58wYYJSqVy4cOGsWbP4fH5JScnnn3++f//+Tz/99PHjx1wuV3/P1dpK/7PYHGZtm6CBjntx8MecPUpaBQCdZWEAkCR9xCH+zWtyUvWUm1fAqbK9OgvIfry3PuO/50YItcstmrIBYEqjAT1EkVvz//in4v4LZZELy+lNxzAXlvOW/N+NbxjtFGHRwBCyK+cVd4qpctPrmaqQnVfeNbkPned31YIpu36lbEsNBMqqNQsF1rBJJJIBAwZoau/aaJqWien7w9QPhqqrqr07ELwJ/N6/Cuf15XXUrr0HBQVZ+lYAAFgs1ocffrh79+5bt249fPjw5MmTc+bM+eKLL4xvNWnSJEsHhhCqATab3b9/fwBISEjQFCoUiiNHjhAE8dFHHwHA//73v6ysrJEjRy5btoxJ3lwud968eWPHjpXL5ToTjKelpe3atUs7fV65cgUAZs6cydwKAMAnn3wyZMiQTp06ZWZmGoxq7ty5FEXNmzfv008/ZRJNSEjI5s2bAeDXX39l1vn2228VCsWYMWMWLFjANF9ycXHZu3dv69at09LStmzZYnDP1dpK/7PYHGZtm/ghZ8+S7J1KWvfpiZJW0wSdyS267vDMSO29E7vFHuHs2YKh2rV366RsAAjjB/zoP/Fis7WPW+252nzThsAZs7w+cmUzkRi+zfhAFOXPtYv3VwghbZiy61fKtruZPMrKyj788EMcV7xmVq1alZKSol9OsyCjM3V9gqqoaRXzbNPQQ936V+G8sfxefOKVJ1XWuQ+oypAhQwYMGFDV0gkTJsTExFgzHoSQ+QYPHgwAhw8f1pScOnWqtLQ0Ojqa+WL5888/wdBjuE8//RQAzp07p13Ytm1bpgmfBtN8bufOndrzIe/fv//s2bPa7wE0KIr6888/SZKcOHGidnn79u1Xr14dGxvLNFM6c+YMAEyfPl17HYIgpk6dCgBnz541+GGrtZX+Z6m/MGvX2GNZRtyLXwwuKmVV3hCkPePlqwnDWdsTROudpvzPaUIQ+UonT9umbBe207rA6RyCDS/fAbysyQfxvH8MmGhwQ4SQzWHKrkcp2+76wP/999+HDx92cHBYtWqVrWOpZ9Rq9d69e/XLJQF0Sm+11KPKNvOidCL4OKt9qLtbP6s2wDMHSZLr168PDw9fvXp1WdnLtxBubm4zZ84cPXq0DWNDCBnXvXt3Nze3Bw8epKSkMOlZuzEeADAPHDdv3rxz507tDcvLywHg+fPn2oXBwcE6+58xY8aQIUNWr1594MCBXr16de7cuVu3bka+uDIyMhQKha+vr5ubm3Y5QRCaxj5yuTwzM5PNZjdr1kxnc2aQnqdPn+rvubpb6X+W+guzdo3tLzqj34dcSaif8fJfcKqcIo5DswLlHk3UjdqKQnQW2UPWfkcYmdB06Vfp6x7IngMAU5MnCbK/S/RS/wmuLKHRrRFCNoMpu6qt7DBlW7UCr1arV69efe7cOYO/TWaF5ORkAODxeNYMrGHIysoqKCh4pciRlfq+OqdNlePM88qIoJOkxwMSaMgQZGgvsof7AAaLxYqNjR03btylS5eePXtGkmTTpk2joqJw5HmE7BzTJG/r1q0JCQlfffWVSqVKSEjg8XiDBg0CAIVCkZeXBwDbt283uLlCoVCpVGz2v3lKf+SYwYMHnz9//rvvvjt//nx8fHx8fDwAtG3bdtmyZT169NDfYVpaGgB4e3sbiTk3N5eiKE9PT/024cyGGRkZtd/KTkbBMQmztkXdkuq2mMvjSJ7y8pRVjDNPAHgrxYEydzaQUpAVqCSenH/HcLKflA0A7RybnQtffUuaekuaUqaWenPcopxa+nI9bB0XQsgYTNlVbWWHKdt6FXiKovr06fPXX3+Zs/LQoUMtHU/DU1r66gP7ls7wddMcd8Ot7wg1+CWy/C8SLOW/lfvKyn9ndrGr+wANJyenXr162ToKhGysK7f1Dff1ptezG4MHD9bcDZw5c6aoqGjgwIFisRgAuFyum5tbUVGRTCYzOMaMDpI00OerS5cup06dKi4uPnPmzMWLF//4448bN2707Nnz1KlT+v1rmBxcWGh4hm2Gl5cXSZIFBQVqtVontTP3LganpanuVgY/i73BrG1ppeoKnZJkfk5VK4vUDk3kno7qlw9KKql/B6W3w6xNANHGoWkbBwPNYhF6rZx2/dGc1dbnHkquTK9qaVOB3xSvgXUXVJUwZdeXlG29gBISEpj7gMaNG48aNer9999nyseMGfP555+PGzfujTfeAAAnJ6dffvlFZxJCZA6dFiZQrARnww9oXJ6Tb27kND5DamrvAODs7Ax2eR+AEKq/YmJiXF1dL1++nJeXxzTGGzlypGZpSEgITdP6M02UlJScP3/+zh3Dk+IyFArFkydPmCf0YrF44MCBq1atSk5OZmqSBsetCQ4OZrFYmZmZTHs/baNHj+7Tp09RURGPx/P19VWpVI8ePdJZ5969e0zM+nuu2VZ2DrO2pbmZ156cQ7PCZF4RUn/t2jsAOLMEVhuvDiFkUSM9enqwXQwucmeLPvGw0hssTNn1JWVbrwK/detWAAgNDb19+/b27duPHj3KDE42dOjQDRs2bN68+caNG5MnTy4vL7927Zr2DITITD4+PoGBgS9/zpLBLt1BHTnlEHaI1epnlkDveRbeByCE6hzTJI+iqMOHDx86dMjV1bV3796apd27dweAlStX6my1YMGCrl27Hjp0yMieS0tLQ0JCwsLCZLKXU+ySJMnUM+VyAzNmc7ncqKgopVK5adMm7fJ79+7Fx8dfv37d1dUVALp16wYA+j264+LiAKBr164G46nZVvYMs7alveXcUqeERevclRHeSpfI8mBPpUhnTTHLqW1TnI8NoQZCyHL8ynd4Z+cIDvHy3RuHYHcWRnzl+5GQ5WidMDBl15eUbb0KfGpqKgCMGzdOM3nAu+++CwCaOc8IglixYkVwcPCKFSuY5x+ousaNG/fKzwdznHL+/6aKBs875Js/sT3vGTjpHA6nT58+lg8QIfTaYQa2XbhwYUFBwdChQ7Wb3s2cOdPV1TU+Pn7q1KnFxcUAoFar165du2bNGgcHh08++cTIbj08PJo0aSKXyydOnCiRSJjC1NTU5cuXA0CXLl0MbrV06VIAmDt37r59+5gBbNPT05kDjRgxglln4cKFXC5369at33//vUKhAACJRDJixIgbN24EBgZOmDDB4J5rtpU9w6xtacNdYxzJVwZzCVS4a/4toLitpH4hskZsQ7dqbUIiiKqGt0EI1UN8kjvIvdvSwAmx3oPHNfog1nvw0sAJg9y6CUjT7dXrEKbsepGyrVeBZ6b4054nIDw8HAC0W2Lw+fxp06Yxo+ZYLbCGZOzYsa88NFLTTY+yCAoEhRCxg9XqLwGn0kC+v3Tp0ocffujr6wsAlZWV+fn5Bp+EIYRQDcTExIjF4pycHHi1MR4AuLi47Ny508XFZc2aNe7u7mFhYR4eHl988QVJkjt27DDZJmjDhg0EQcTHx7u7u4eGhgYHB4eGht69e7dr166TJ082uEmnTp0WLVokl8uHDx/u4uISFhbWpEmTmzdvtmnTZtGiRcw6QUFB69ev5/F433zzjVAoDA0NdXV13bNnT6NGjXbu3FnVaG0128qeYda2tEYc1+X+k7Tr4T4KsbOaTwIRKHd7qzLERe1geEsf/niPPgCgotX5qpIytdQ6ASOELI1DsIP4Pq0cmgTxfbTfxlsNpux6kbKtV4F3dNRt/sGcaZ15y5nh+0+dOmW1wBoSDofz888/jxs3jsPhMCVOuUSLfeyO8Y5DW/SeOXNmWFiYziapqanbt28fPHhwfHx8t27dAgMDmzdv3rhx4969extvDIMQQubgcDj9+/cHgODg4KioKJ2l77///q1bt8aNG9e6devMzEx3d/ePPvro7t27zLC3xvXo0ePatWuDBg0KDAzMyMiQy+XR0dFbt249ceKE5jtQ39y5c0+ePDlw4EA3N7fc3Nw2bdosXbo0MTFRe2KLsWPHJiYmjhgxIiQkJCcnp02bNpMmTbp9+3ZVbwlqs5XdwqxtBYNdu+0M/saH+++LdwIgVObdpqLxO2SbmY0+ek/UgfvqHTwLyNDgkN3B8x7Ino9+tjTkzrDmdz8OvjP0jftjFmXvKFaVGToIQgiZC1N2vUjZBNMgwQrefvvtCxcurFixYsaMGUwJRVGOjo4URZWVlWlaaNy+ffuNN97g8/maQdGtT3cytromEomYT225Q+Tk5Jw+ffrp06dubm6enp7h4eGaW7GcnJxnz54xv3M/P7+uXbsqlcoRI0ZoWkVq69ev34YNG4z8XdUYh8MRiUTFxcVqteH5ciyNzWa7uLgAgFwut+i5ME4kEtE0rWlNZH1CoZD567P5uSgpKVGpVDYMAAxdDO7u7lVsZD03b960dQj/atOmja1DQNZTX7J2YWGhRe9k+Hy+k5OTRY+ioJTny2/drEjh59JClkNTvp8P599vHikle6zILKQkKlC7BnhG81r6cN235B+dl7VFfw55b47b/pBvw/mBekeoA2KxWKFQVFTojpxvNS4uLswMVZa+STOCx+M5Oztb+pIzgsvlMl1aKisrbXguxGKxUqnUH1rMajQXg865YE6QraJi2E/KBszaDZf12mY0a9bswoULmzZtGj9+PPPXRZJkWFjY7du3T548qRne9v79+2CXE+7VL97e3ky7l2fPnukvYsZ1DA8PLyoqoijq888/N1h7B4CEhAQfH5/vvvvO4hEjhBCyJ5i1rYZLcnoI2/UQtnsm003ZDiQ/0qkZn88PDw+XSqVSqfS05PrXmZtoMFCBzFEWDnuy8O9m651YAqsEjhBCyAas14SeGRTh8ePH7du3X7NmDVMYHR0NAHPmzGGm3Xvx4sX3338PAPotvVHdYroyAsCtW7d+//13I2tu2bIlOzvbKkEhhBCyF5i17YcmZQPAouwdBmvvjGxFwZaCo1YJCiGEkG1YrwL/zjvvDB8+HAAePXr0448/MoUTJ05ksVh3795t3Lhxy5YtGzduzDzLnzJlitUCew1p32n98ccfxldWKpUnTpywcEQIIYTsC2ZtO6E9I3GaIvd+pe5beh1/lPxj4YgQQgjZklWHN9yxY0fr1q03bNhAURRT0qJFiyVLlsyePbuyspK5CQCAsWPH9u3b15qB6bB0/xkWi8VisazTS0d7jAdGaGgoi8Vi/u3k5JSVlWVyJ5mZmXUeLUmSAODo6GirjmSaWYvZbLYNe0wx58KGATC9yMCm54K5GBwcHGx+MXA4HJt3n0PIftSLrO3k5GTR/TPf0pY+CsNgyma+IQGAx+PlkiUmd/JckWOJ7zGSJLlcriYY69PcutjwW5r5+Na5GIwEAAC2PRckSdo2XWo+uw3PBUI2ZNUKPIfDmTVr1qxZs7RnKZs1a1ZkZOSOHTsyMzNDQkLef//9fv36WTMqfZb+TiQIgqZp63zzamomDObdu6aQJEnNbZkRloiWiYEkSZvX2QiCsGEWtObFYJzNz4XNA2DYw7lAyE7Ui6xNEIROpqvz/YO1vhkMpmzNoQmCoM34oBRYKqfYNl1q2Lbiag8BgB2cC5vfOzH/0InBnHtahBoAG0wwCAA60+vFxMTExMTYJBKDSktLLbp/K4xCr6E9LHBQUBDz0UQiETOwvEQi8fb2NrkTb2/vOv+dMKPQl5WV2XwUeqVSiaPQA4DNz0V5ebnNR6HXvxjsYRR6hGzOnrN2WVmZFUahl0gkVnjCaDBlawbWlslk7krT7zwDOJ6WuI2xn1HoLX2TZgRzLqxzMRikGYVeLpfjKPQAoHMueDye/c/gjVDtWe/hWVxcXFxcnMnVcnJy4uLidu/ebYWQXivM/L36evXqZXxDkiR79uxpgYgQQgjZL8zaNlRVyg7h+4bwfY1v+66ogwUiQgghZC+sV4GPjY2NjY01uVpRUVFsbOzs2bOtENLro6pbAQDo0KFD9+7djWw7cuTIgIAACwSFEELIfmHWthUjKRsA5nh/bGSpG1s4wcOWowghhBCyNNv3ZdKRnJwMAPn5+bYOpOEwfisAABs2bGjZsqXBRW+//faSJUssEBRCCKGGALN23TKZsvu6dJrp/REBBnrDu7CddgXPE7NxJE6EEGrILNgH/vr16/rNsz08PIxsolarS0pKAMCcjtnIHCZvBQDA1dX12LFj69at27Fjh2bK9+Dg4M8++2z06NGacV8RQgg1YJi1bc6clA0A//Ea3s6h2coX+5MqHqppCgCcWIJ+LtH/8RruyzV2vhBCCDUAFqzAq1SqgoICnUL9EoPGjx9vgYhQlXg83pdffvnll19mZWUVFxd7eHg0atTI1kEhhBCyHsza9UhXYZuuwjYSdUWWooBLsgO5XmwCn7YjhNBrwYIVeF9f37lz52p+XLx4MQBolxgOiM1u27Ztnz59LBcYMsLX19fX18QAOQghhBoezNr1jpDlKBQ42joKhBBCVmXBCryfn9+iRYs0PzK3AtolCCGEELITmLURQggh+2e9eeA///xzqx0LIYQQQrWBWRshhBCyQ9arwG/YsMFguUqlYrOtFwZCCCGETMKsjRBCCNkhG0wjl5aWNnfu3G7dunl4eLBYLA6HAwAURc2dO/fJkyfWjwchhBBCVcGsjRBCCNkPa1fgly5dGh4evmTJknPnzhUUFFAUxZTTNL1kyZKmTZuaHC8HIYQQQtaBWRshhBCyK1atwH///fdff/11ZWUlADRt2rRv377aS52dnZkbgmnTplkzKoQQQgjpw6yNEEII2RvrVeAfPXrEPKcPCws7c+bM48ePExISNEtZLNbTp0+ZeWjWrl374MEDqwWGEEIIIR2YtRFCCCE7ZL0K/P/+9z+apkUi0bFjx7p166a/gru7+8GDB5s1a0ZR1MqVK60WGEIIIYR0YNZGCCGE7JD1KvCXL18GgAkTJjRu3Liqdbhc7vjx4wHgzp07VgsMIYQQQjowayOEEEJ2yHoV+GfPngHAm2++aXy10NBQAHj8+LE1YkIIIYSQIZi1EUIIITtkvQo8l8sFgNLSUuOrpaenAwBBENaICSGEEEKGYNZGCCGE7JD1KvBNmzYFgDNnzhhfLTExEQCMNNhDCCGEkKVh1kYIIYTskPUq8AMHDgSAffv2HTlypKp1zp8/v3fvXgB47733rBYYQgghhHRg1kYIIYTskPUq8JMnT/bz8wOAgQMH/uc//8nKytJeStN0QkLCgAEDlEqln5/fzJkzrRYYQgghhHRg1kYIIYTskPUq8I6OjkeOHBGLxSqVasWKFX5+fgEBAcyiqKgob2/v/v37FxUVEQQRHx8vFoutFhhCCCGEdGDWRgghhOyQ9SrwANCmTZtHjx598cUXzNA4GRkZTPk///zz4sULAGjfvv3ly5djYmKsGRVCCCGE9GHWRgghhOyNVSvwAODp6bl69epHjx6tW7cuNjb2gw8+aNeu3ZAhQ+bNm3f48OHExMSOHTtaOSSEEEK2snLlSoIg5s2bZ8O91W0MDQxmbYQQQgxM2XaCbZOjBgUFTZo0ySaHRgghhFC1YNZGCCGE7ARr4cKFVjgMTdMVFRVMGzz7J5VKLbp/Pp9P07RCobDoUYwHwGKxAKCyspKmaZvEwGKx+Hy+TCazVQAkSfL5fABQq9W2PRcAIJfLbRUAj8djLgabnwuZTEZRlA0DAEMXg4ODg01C0pabm2vrEP7l7e1d5/tks9khISFdu3YNDAy01d7qNoaGoR5l7crKSovun81mc7lcSx/FeAA8Hg8AlEqlUqm0VRgCgUCtVtswAD6fT5IkWP4mzQjmXNjwYmCxWMzFoFKpbHsxUBRl23sn5mLQOReaPxYbqk3KLqkkHuRw7mRxHuaynxeySytJBy7N59Q8mDrP2piy7YRl38CXl5d/9913Z8+effjwYUVFhZ+fX8uWLT/77LMBAwZY6IjPnz8/fPjw3bt3S0pK3NzcAgICBg4cGB4ebqHDIYQQqo327du3b9/eyAolJSUuLi51srfKyko+n08QRHVjeH1YOWtjykYIIcb9bPb9HLbmRYoUoKSS9SSfFe6tauWjsmVkWjBl2wkL9oG/cuVKixYtli9ffu3atYqKCgDIzMw8duzYwIEDp0yZYokjXrp0afr06WfOnMnPzxeLxUVFRVevXp09e/aePXsscTiEEEJVGT9+PEEQ+u2u5XK5UCgkCOLatWsAEBcXp92ZbevWrQRBrFu3rrS09OOPP3Z2dv7hhx802547d27w4MFeXl7NmjX77LPPsrOz58yZQxDE8ePHmRV09rZ7926CIOLi4hITE1u3bu3g4MDlcsPCwr766quSkhLNbnW2YiQmJo4cOTI0NNTNze3dd99duXKlWq3W+SzHjx/v169fs2bNBAJBYGDge++99/vvv9fB785GrJy1MWUjhBAj+QX7nlbtXYMGeJDDfphr8S7PmLLrF0tdEAqF4pNPPklPT2d+DAwMFIvFjx49kslkALBu3bouXboMGTKkDo9YWlq6atUqtVrduXPnsWPHurq6qtXq33//ffv27fv372/ZsmVEREQdHg4hhKyvoFJwJ9/daofzdy5rKi4xvZ4hgwcP3rx5c0JCwrp167SfoB8/frysrCwsLCwyMrKqbRUKRe/evS9fviwWiz09PZnC7du3T5gwQalUuri4FBUVbdmy5c8//zTni/3+/fvffPNNZWVlREQEQRB37txZuXLl1atXz549y/Qf0bdx48apU6cqFAonJyd3d/dTp06dOHHi+PHjBw4c0LxbmDx58vr16wHA09OzcePG2dnZx44dO3bs2Nq1aydPnmz+L8pOWDlrY8pGCL0OLmX5KtQmXpeqKSK9iKT1XjVrXM6GTJmaRZro58gm6S5+mTWJElN2fWOpN/Br1qx5/PgxAERGRj569Oj58+c3b94sLS39+uuvmcsiNja2bjvPnDx5UqFQhIeHf/nll66urgDAYrH69+/fr18/mqaPHj1ah8dCCCGbkMi59wvcrfbfiwrHGofarVs3d3f37OzspKQk7fKDBw8CwMcff2xk27i4uMLCwsTExKKiounTpwNAWlrahAkTSJLcu3dvYWFhXl7e6dOnKysrjx07ZjKSzZs3BwQEJCcn3759+9atW2fPnuVwOBcvXrx8+bLB9e/fv8+8hYiPjy8pKXn27FlycnKrVq1Onjy5ePFiZp2kpKT169cLBIK//vrrxYsXDx8+LCwsXL16NQAsW7bMrF+QnbFy1saUjRB6HTwqdDWZah8VuUlBXAkuVf0nBZdHRW4m9/OwwLXGcWLKrl8sVYE/e/YsADg5OR05ciQsLIwp5HK5S5YsGT58OADk5OQw9wp1JTU1FQC6du2q83gmKipKsxQhhJB1sNns/v37A0BCQoKmUKFQHDlyhCCIjz76yMi2aWlpu3bt6tChg6Zk6dKlSqVy1qxZw4YNY8Yu6t69+3//+19zIiEIYvfu3SEhIcyPb7/9NhPYgwcPDK4/d+5ciqLmzZv36aefMgklJCRk8+bNAPDrr78y69y+fdvJyWnUqFG9evXSfN4vvvjCw8MjMzOzrKzMnMDsipWzNqZshBCyH5iy6xdLVeBTUlIAYPDgwfrjH37xxRfMP+7fv1+HR1SpVO7u7n5+fjrlHA4HAPQ7QjQY+fn5WVlZdfVipKysLD093YZDvCKEGozBgwcDwOHDhzUlp06dKi0tjY6ODgoKMrJh27ZtdVrrMR3Vxo4dq104bNgwR0fTbQTatGnTpk0b7RLm6CqVgWGBKIr6888/SZKcOHGidnn79u1Xr14dGxvLTNYwbty4srIypj2eRm5urkQiYXZiMip7Y+Ws/dqmbEKpJEtLCLmsbnanVhOSUkJaUTd7Qwi9xjBl1yOW6gP/9OlTANA8xdfWrFkz5h/aAxLU3ty5cw2WX7lyBQCaNGlSh8eyB4WFhatWrfrtt9/y8vIAgMfjRUdHT58+XfsBmPlUKtW2bdt27tyZnJwMACRJtmrVaty4cUOHDtUf/hEhhMzRvXt3Nze3Bw8epKSkNG3aFMxrjAcAwcHB2j9WVlbm5OQIBIKAgADtcj6fHxgYWNVTeQ3m0NqYFwIGZWRkKBQKX19fNzc37XKCIDT1WA2apu/fv//gwYOnT58mJyefPHnShlNC1pKVs/brlrKBptkP7nJvXGW9yAGaBgDK1V3Zuq2iTTuoolencazsTO4/F1lpzwi1CgBoB0dleEtFx2jaoebdXhBCrzNM2fWIpSrwzGMSgxMJmD+7QO3dvn2baT7x4Ycf6i/94YcfNAMhakRHR3/77bcWjYqpEtdmft07d+707t07OztbUyKXy0+fPn327NklS5bMmjXLnAAAQCwWA4BEIunfv//ff/+tWYGiqNu3b3/xxRenTp3av3+/5aYCtubFUBUej2fDuY6Zc6HzvWP9AMAOzoVIJLJtAGDri6HhYZrkbd26NSEh4auvvlKpVAkJCTweb9CgQcY31IyCw8jIyKBp2t3dwOh9np6eJu8GnJ2dzY85LS0NzJs7d9WqVcuWLXvx4gXzo1gs7tKlS3l5eWlpqfmHsx/2kLWNp+w7d+7Exsbql//6669WiJDpqF9DarVq307q7i3tMrKogHf2hODJY/boz0EgMGc3AoFAIBAAgPrCGfWx30HrrREhreBev8J7/JA9egK7CNW3AAAgAElEQVTho9uuoU4QBMHn8/l8viV2bmYAzD9smDEZtboY6ohAILDtuSBJ0oYzrmsuBp1zYfAlLTITpux6xOLTEtiKXC7fv3//b7/9RlHUiBEjWrVqpb+OTCZj2k7oFFrnnXONj1JWVvbBBx9o1941KIqaM2dOWFiYwbufqmIYNWqUdu1dW0JCwn/+8x9mmAdLsJPX+zYPw+YB2EMMNg+AYSdhVKWxSPJZxB2rHY7NMjHmrUmDBw/W3A2cOXOmqKho4MCBzKNDI3QetzM3BwUFBfprFhYW1jJCHcyxTO72xx9/nDVrllAonDNnzjvvvBMREcHcrAQFBdXTuwHbMidlq9Vq/ZQNACRJWuHPtjaHUB37/f9r7zTAK/uh0p+r9v/MGT3B/Bioh/fUfx1hXuProMskqu0buV99A3yznghUl518Pdo8DJsHwLBtGPhLMNPHLR4Y+mPVdSGVW1hR5XtmsYDqGmq6q2ztfxmYsuuLhlmB//vvv7du3VpQUMDn88eOHfvuu+8aXE0sFvv6+uoUMpPZWDQ85kKvcY+LtWvXZmYamyVizpw5ffv2NR4A85WnVquvXr2q3d1F34YNG6ZPn67TDKb2mMe3FEXR5nyxWQATAADQNG3D3i+1vBjqJADNxWCrGOz5YqhqzhJbIQmaz65P3YNjYmJcXV0vX76cl5fHNMYbOXJkdXfi4uLi7u5eUFCQmZmp3WtaqVQ+f/68DqMFgODgYBaLlZmZWV5e7uTkpL1o9OjRBQUFO3bscHV1XbNmDQAcPHiwR48e2uvg+58aMDNl83g8/ZQNABRFWfTri/l+qPEhaEmp+vIFzc70V6Ae3Vc9TSUCq+xiqvMFpaqi9v7v4cokyovnyO49axatESwWy+bp0k6ylc0DAFvfutjtxWCruwgjeCyzrpZOwbLTj7iVSgNfEQIOHd1EwTcwSXzdw5RdXzS0CrxEItmwYQPzPjk6OnrUqFE67Tq0TZ06derUqfrlBh8a1SGRSERRVI3HPPztt9+Mr5CcnHzlypXQ0FAjATADBZWWlh44cMD43lQq1S+//DJmzJgahGoEh8MRiUSlpaW2SoRsNptpdalQKGw4/qRIJKJp2uBrJesQCoVMo3GJRGLbcyGRSGz1TWrkYjDYBgyZj2mSt23btsOHDx86dMjV1bV379412E/Xrl0PHjy4devWBQsWaAoPHDhQ53+8XC43Kirq4sWLmzZt+vLLLzXl9+7di4+P9/b2Zlps5ufnA4DOsD1PnjzJysqq23gatmql7ObNm2sPj6xRWFhYXFxsuSD5fL6Tk1NJSUnN6gacOzf4pr5aK28kyYVV9gLg8XhMm9LKykpZdqbji1zje1PevSVt064GoRonFosVCkVFhc0GzHNxcWGz2QBg0dNtHHMuanwx1B6XyxUKhQAgk8lseC7EYrFSqSwvL7dVAJqLQedc1N9+cI5cume44lYmJ73o5WzvBIC/mGrjr+RzrHS9YcquLyw1Cr1N5OXlTZs27e+//w4ICPjxxx9nzpxp5Fag/nr27FmdrGP+mnX+wAwh9PpgBrZduHBhQUHB0KFDa3Z3tXTpUi6Xu2zZMs2sMJcuXZo2bRrTRKJuW1EuXboUAObOnbtv3z7m1jA9Pf2TTz4BgBEjRjDrhIeHAwAzUQ3j1KlTPXr0YNa3YQWjHnlNUjZZUgIAxu++yRJzLxjCjEvL/L0hhOwHn0N3DFL0jZB3DlFGBio7hyj7RsjfClZYrfbOwJRdL1j2DfylS5eYJ2Q1WKoz94BJUql0wYIFhYWF77zzzsSJE5k3zMgkc54i1+ZJc0lJSR0OL6RQKEiSNHLZIITsTUxMjFgszsnJgRo1xmOEhIT873//mzp16qBBg9zd3TkcTk5OTq9eveRy+dmzZx0cHOow4E6dOi1atGjBggXDhw+fMGGCl5fX06dPVSpVmzZtFi1axKyzcOHC/v37z5o1a+vWrX5+fqmpqenp6d27d3d3d09KSurZs+f8+fNr/GFtyGpZ+3VK2WYkULOTrHn3vbW43VepgKah7k4HoVLRmLIRMhufQ/uIbNlRDlN2vWDZb9Vdu3bt2rWrZkurW4E/depUVlZWZGSkwVbxDUlgYKDJ0RoaN25s5t7MWdP8vWns2rVr+fLlOTk5TOXfwcGhZ8+ecXFxNfujzcrKWrdu3V9//cV0/g8ODv7ggw8mTZpk86FoEUImcTic/v37b9++PTg4OCoqqsb7mTRpUlhY2IoVKxITE7lc7qxZs7777jtm4kymTWkdmjt3blRU1Pr162/cuJGbm9umTZsBAwZ8+eWXmncR/fr1O3HixPfff3/37l2JRNK2bdv58+ePGjXqwoULM2fOvHfvXj1tmGe1rP36pGxKJAaDfd+113ExMUaUzt5qv44OsriYdyyBnZMFTGt/gqTc3GU931f7+ld3VwAAFMW5e4t77xaZmw0URfN46sBgRWTHGu4NIWRFmLLrBcJC3Xhq3zqiuoFNmTIlPT198eLFLVu2NLiCkVkEddh5H/hVq1YtWbLEyArBwcHMVLpGAmBedxQVFV25csV4/xYWi5WUlOTvX428O2jQoPPnz+uXOzo6nj59mpngl+kDX1xcbLLf9dmzZ8eNG6ffS9zDw+Pnn39+8803zQ9Mm6bbs1wuxz7wAGDOubAQ5lyUlJTYvA+8/sVgD33gb968aesQ/tWmTRtbHTo/P1+hUHh4eGg356MoqlGjRgUFBWVlZTqj16DqsnLWrsOUXVhYaNEOyUwf+BofhSgrc9oUB0aH+5IO/1TtF1jVUk0feKlUKpVKHbetJwuN3aUoOr0tj3rb/Ag5j+7x/zgElIFPp+gYLe/cnfm3mX3gCZlM8NteVlaG3gJC3qGT4v/3VgOabs+WvkkzgjkXlr7kjND0ga+srMQ+8KD356/5Y7Eh+0nZYLusjSnb0iz1Bn7fvn0W2rNBarWaeTc7d+5cgyt4e3tv3LjRmiFZztixY7du3ZqbW+UwNlX9Egxq166dj4+PwUnpGC1btqxW7X369OkGa+8AUFFR0aNHj9TUVPPvzFJSUj799NPKykr9Rfn5+cOHD7948WKjRo3MDw8hVB/Nnj1727ZtW7du1R5Q89ixYwUFBR06dMBbgdqzZtZ+rVI27eyseCOSe+NqVSuogpoYqb3rU4a35F06V+ViklS2jqxyqb7iQv7RQ1W14ecmXqIaeSlDm5u/P8HvvxqovQMATfMSL9HOQuUb1QkPIVQPYcq2NEtV4IcOHWqhPRuUn59vw9ksLO3GjRvXrl0rLy8Xi8VvvfVWs2bN9uzZM2TIEP2H0ARBzJ49u0+fPkb29ttvv23fvj0vL08gEERFRQ0ZMoTp6FKVhw8f5uXlmTm2kFQq3bNnj5EVysrKFi9ePH/+fHP2BgDLli0zWHtnFBcXr1q1ihm+AiHUgA0bNmz79u1ff/21t7d3586dpVLpxYsXJ02aBADaA8+iGrNm1m7YKZuoKGc9e8Iqk9BsNuXuqQ5oLO/agywtYT95rL+yutH/tXfngVGU5x/An5nZezd3QgJJgAQSINyEK4T7UlDRAgp4ctQWr1ZsC7Sl1ipUiqhgRVQ8ERQo/kAugyCHIJfcBlSOhCOBkJB7792Z+f0xui6bze4mhAyb/X7+Cu+8O/vMZskzz8y879vcetdYH3vjKisVe7+2l5SQIHCRUdRvgOKcl/38ShAUp0/ae2UFGK1uy3rfI/DV27YEXsArLpznLpz3tbe9O52dumFUPEDThpR9qzWRv6EJCQkbNmyQO4qGd+LEiRkzZnz//ffujQMGDHj99ddHjBjhmm7RJTEx0cccDN99993YsWOtVqur5dSpU+5TMnplt9u3bt36yCOPBBLwxx9/7Pe0bP369QEW8Dab7auvvvLdZ8OGDSjgAZq8ESNGzJ8/f86cOe5DfnQ63ZIlSx544AEZA4N6aKopm3E41Lu2Kb8/Rm7DkUS9wTp4uL1XluJSPjkc7v1FlnV07ylqtd53x/P6T95nSooY16x0pSVh3q4CeFCe+SHwAp4r8nUFn4gYs5mtrhTCIgLZm+Kn0372ZrFwl/KdqWkBhgcAwQgp+1ZrIgV8k7R///7777/fZrN5tO/ZsycrK8tx43mApKCgoHfv3ocPH645cHffvn333Xdf/UZtnT/v64K6O49rDV4FPnrtypUr7pcbvCouLq6qqmrw+TAA4HYzc+bM8ePHr1279ty5c+Hh4Z06dRoyZEirVnV49hjg1mGcDt2aT9grBZ7tJqN283rvLxEETc4msjscmb1rbjW8vYgx12eQM1PmZ5rbXzmdvgfnS7jCQqF9QAU8G8Bbs2WlhAIeoKlDyr6lUMDfpqxW65NPPlmzepd4rd4lJpPpoYce2rp1q0f7xIkT6z3nio+382C32/32CTyMAN9XrpnPAKCRpaamzpw5U+4oALxQ7d9Ts3oPgKjZ+RXfsZOguWGJFs2XG+pXvRMRE3BOZIWAejJ8wEk2kJERgpxLZAFAo0HKvnVQwN8Wzp49u2zZsj179pSUlGg0mq5du6akpEhz/NTDsWPHxowZc+LECWn0uF6vz8jI8DGS3K9du3alp6dXVlaKoqhWqzMyMubPn9+9e/fy8vIPP/wwJycnPz+fZdm2bdvq9Xq/ewv8bnmLFi04jvM9NbrBYIiKqvOSOQAAAPXDOB3KE0cVP51my66TSEJkFJ+apjz6XT13Jwqaz1aw5mrGYhZJZFhOiIxmKwK+i+4lPtK/t4StLBdFgSFWMBgc3Xra+/YnUVSc/UmZe5wrukK8U9Tq+VYpxDB+V6F3JjQP8J2F8AjO31UMse6r3AEAgDsU8PL78MMP58yZ47p3XVlZ6Xfgt2+iKO7fv9/1T6PReOhQrfPfBuLMmV8H3Vmt1qNHj95xxx3jx4//5ptvrl275toU4LsMGhTo8jYGgyErK2vv3r0++owYMeLmVz8CAAAIBFtWql23yv1Zca7IwhXVupJLILjrPy8rwxARz7OlJTezN3I42PLSn/dGAltdpd6zQ/X9UT4qVpF/ztWLsVrZ8lLyl0BFpUqIiQvwnZ1t0pQ/nvLVg+OcrVIC3BsAAHiFAl5mGzdunDVrllwLivqmVSiaG/Txel2cTturc2elx9pvorNDvz6CKPKiaOYFgUQzLzgF0SIINkFwCIKJFwS349qzZ4/0w/z58wOP4bHHHvNdwE+bNi0/P1/6OSUFpwUAAHCrMDar7n8rmKpKuQPx75rmxgfirA7x6lVRqycigWFEIoFhiSGeiIgRGEYkRrixlk+vKiciZ/v2gb+ps11HcdsWpvbBdM7WbfKu/ny1AikbAKB+UMA3PEEQcnNzT58+7XA4kpKS+vTpo9PpvPbkef4f//hH/ar3OwcPTtKqEzXq5hp1rEoZpuB0HMsxDBGZeYEXRSLScxzLEBE5BLHC4Tx6/vxVo+mq0VRmsVqcTp1SoVcqozTqaI02RqeJ0Wjat2oZrlDoOdag4CKVSj0X6GrttRGITE7eJvA2QTR1TjfxvIkXKj58V0hIuG62mFnWqVJHJiWrYuKcGo3o7T7ADz/8MGDAAB9vcejQobvvvvsm4wQAgJDFmIyKwstksZBazbdIEsJrnbBN+d3+elfvFwwRSoFXCoJSEDhRYEViSSQikUhgGCJifmkhIifDhDu8lsHiz3fWiaqVKlYkVhRYEhWCwJLIuJ1NxFvrM4T+l9qeEYixcAqBYfizZx3mVbwgWDiFU6myGsIc0TEOrV7wthQcW16q0uhJU+tgOrGymgSB2Js9uwAACGUo4BvYzp0758yZ4/7MucFgmD59+nPPPadUKj06Hzp0qLCwMJDdKln2oZHDU3XaVL02RadppdXEqjz35tcdzaLr+pKbxBKFKbgw4m5otZvpUl6y658FeUQkEvEarV2nd+j0dp3erjfYdQaLVvuDv2ntjx07hgIeAADqgTGb1F/nKM/84D77mrN1G9uIUUKkl4zp5/lwN3mGCI3Aq3leJfAqnlcJfGtjg9y3//VKd5j3Cv+msKJIRJz7fQWng7yuYK9UOrR6h07n0Bnser1dZ7AbwoRCPwPgGbuVLS8N/Jl8AACoCQV8Q1q5cuWMGTM87qgbjcaFCxceOXJkxYoVKpXKfZN7ne+BY5iHR45oZ9C1M+jS9NoUncbzCfamhSFSWC0Kq4XKblhk7vPu7Uts9gKr7bLFetFsvWy15ZusVW5T7FZUVNhsNrVa3eghAwBAEGOqKvWffVTzjrriwnlu+XuWiY/xzeJv2MDzbEV5bXs7HxapdTrVglPD8xremdow5frti3M4OEeFpqrCo51nGAfL2lnOznF2lrWzCgfDim4P2LFGIwp4AICbgQK+weTl5c2cObO25+F37tz55ptvPvfcc+6NHqvExem0U0cM62DQZ4Tp0vQ67U0/wd4EsETxalW8WpUZEeZqrHA4882W8yZLntmaZ7bwdjuhgAcAgLrQ5myo7Xl4xmbVbFhrmjKduF+fIGME3mPC9ku6MK3g1PC8lne2qfYsZUMTJ4ocz2t4nn5ZB1YkxsZxdo61sZyN40wOG5Z+BQC4GSjgG8y7777rexX0pUuXRkZGfvXVV5cvX+Y4rk2bNjqdrrlB//uRw7qGGzqHGZK0qEIDEqlUdI8I6/5LSS9u32gJj7RExTCxMWJYoGvUAQBAyOKuXeUu5vvowJaXqg/tYyrLFcXX7E6HVqtztkwhogK9QevkdbxD4+RbmqsbK94gxpCo4Z0a14Kwx7+zn/3BEhWj4O3Otu3kjAwAIDihgG8w33zzje8OFRUVs2bNIqLhgwZ1Dtf3jDRkRoS1fnJqA8YgELnftRdE0cQLDEMGjqv1NTeSZo83OvlKp7PC4Sy1O8odjjKH8/D3uRU2m+veA8NQpFrdoUMHhkivUBCRQcEyRHqOUzCMlmM1LKdgmTCFQsGQhmV1HKflWL2C09yCgQAMz+vKS3XlpUbungbfOYDsunfvLncIAE2N7+pdotq7U/rhgiFcZzLri64KDCWZjA0Vg8gQc+NDewIxIkOsKAa+OCrPMALD8AzLM4z0+DrPsM2sZq+dr2r1DImMyLAkMqLIEDEkcqLIkMiIxIrEkMgKAsMQK4qsKHK3ZokclcmoMhltqW0IBTw0OUjZ0AhQwDeYoqKi2jZJ86jHqZR9oyP6RoV3CTNobuLxeJGo2Ga/aLFestgKLLYCi/WazV5qd+yo/QoCxzBxel1SmKG5QR+n00ZrNFJ7hc1mtNvLrbbrZkux2VJqsZgddXm07adz/vsQ0S+fABEpGMag4CIUijAFF61SRikVkUplrEoRrVQ2U6sSdFoN1fN0waHTi7paZ74FAABwYWqvw8+ERxERK5KWtxscTj3vaGWsupn34hnGwXJ2lrOzrJ3jHAzrZFmeYaR12tyxJNY1B3KiyImikgT/XYmaWwKaml76BFz7lyp5ThQ4QVSKAicKClFQCKJCFBSiSPUt8vn45vV7IQBAiEMBf7Nci5D37t3b6yP0rbWaATGRWdERaXpt/d7CKYoXzNazJvM5k+W8yfLp9h1VPp/Vr4kXxSKjqchYn0VlGoRrEfjaSBX+wIEDx44epTKbVCajylitMlarTdVCSXGYwPu9HVHEKY7t3NmlS5eYmJgGihoAAJoaKWsrrXbOrUx14UQx3G43OB06p4Ot7wVlJ8taWYWNY22cwspyqcZKjndq+KAZ+p1eVe6+Xp1XZ8KjRE5hHzJSaTapzCaVsVplqlabjOrKcnV1NeP3o2MY1mym68V8TBx5W0QWAABqgwK+wfA87/7PVJ12YEzEwJjIZK2mHnsrtNp+rDb/aDT/aDR/sm2b1cn7f02jYxgmOTn50qVLrpbU1NS8vLx67Eqq8Nu2bdsy/ecH6lxXRojo1PHjJ3dsD7dZW+k0rbWaFJ0mQaP2SPjbT/34xD/mMgwzYsSIF198sU2bNvUIAwAAQgFjueEhc04U9Q5HmNOu4x1M3ct2nmGsnMLKKawcm2g2KQTBINgNt03B7qrFhehYtrzUdc9cVGtETsGavT6M4KeoTq8qFzUa4y+p1j1lM2aT9tRJbck1lcCrBafKyatEgb3xRr2DYTSb1xGREBFpyx7s7NilnscGABB6UMA3GEEQiKi5Rj00JnJIXFSrOtbtDlH8qdr0fbXpdLXpg207Si2WWxNmQxowYMDatWt//PHHCxcusCyblpZ24MCBP/7xj/XeoVL56+L2KSkp0g/5+fkdu3XL6Nr12rVr169fv8gw1vj4sshIRWnJ8ZwtEabqtnpta532jMlMRKIofvXVV99+++2aNWt69+59kwcIAABNk8NORCyJBocjzOHQOe11vQvsYDkLpzBzCqtC0dpYqXc69E6H/5fJ4edDY1nL2ImiRssWXWEddl5vEOKbhy2eX8uL/NyBJyJG+PW5fVfKJqL8/HxzryyLw8FUVjC8U1BrmLBwpdmozzunu5ivERxqnrdyCqVgJyK2skK7Zb296Ipt2J03d5QAAKECBXzD4Oz20c1iRsZFdQjTB34SIIjiWZPlaGX1sUrjspyvLM7b5nJ9AHQ63UsvvcQwTIcOHTp06CA17tix42b26fT2CbhOCxiGSUhIkH7midYfOrzr5GnpnyqWEd1ONUwm05QpUw4ePGgwGG4mHgAAaIJEUWcxR1pMBqedrcv9difDmhUKk0LZ3GJSCrxS4MMdNv8v818LNwZ7735CVDQR8SltpIf6GKeDhNoGz/uPWOS9v9b9+vvPPYkcDGsuvmbWaETSMESsSGGOXwcDqo4eEhKTHe07BnowAAAhDAV8PV2+fHnVqlVHjxwZ0rrl4HBdhpLrmJoU4GurnM7vyqsPVVQu2br9urkh77SzLDthwoS1a9c6HA1zH2DkyJFOp7NmWR4XF7ds2bKMjAyP9vj4+Jt5u+bNfU1p435OYLVa9+7d69pkF0S6ccRdcXHxypUrf//7399MPAAA0BTwvOKHXEX+ObastIXdEWGuVgY8lYxIZOWUJqXCxClbmarCHfZwR92mofFRC/PxzRmbla3wnM2ufkStzp7ZS7V/L3PjmD5iGHtmH1v/IZ79FUpRo2Gs1nq+nb9L5FLWlsp4Lv88iQK5Huav8ZmoDuxBAQ8AEAgU8PWxZMmSefPmORyOpzK7/ilGKmL9X8O/bLF9W1axv7zqvS+38jcOBsvOzhYEITc312KxcByXmJiYlZW1cuVK3zt85JFHdu7cWVxcLIqiXq/v3bv3ggULEhMTX3zxxVmzZu3evbuqqophmKioqPT0dL/TyDVv3jwyMvLChQsOh0OtVqenpz///PP9+/cXRXHbtm2ff/75qVOn7HZ7UlLS0KFDH3nkkYiIiJo7yc7O5jjOYzqAwLkmq/ctJSUlJyfH6+16dzt27EABDwAQ4rjia5oN/2PLy6R/xgb2Kp5hTAqFWaE2KRRtqiu0vCOWfrngzjCOTl0U+XmM2UxEolrjbNVacTGP8Tn2zZnWnjFWc6XF5ORFlhMjIu39BjnaZxCR8vgR1ZH9TFUVIwikUDjjE7grBUwt97d/3WHrVK7oCmN3EEuCzuDM6GzLHkws68zoqjx+RFFwkUxGUa0RWiQ5uvbgmyV430nLFOWZHwL7SDzxrVMD6SaV8Vd2fuW7G1tSzFRXi2Fh9QsGACB0oICvsyVLlrzwwgvSz5//dG7B0AGczwlUz5sse0or9pRVXrJYvVbRDMP89a9/7dOnj3ujw+E4ePDguXO1rtM2cODA1157zeumyMjId955x73lvffe81vAh4eHe13KnmGYkSNHjhw50vfLJdHR0ZMmTVqxYkUgnT3069cvMzMzwM5XrlyRjshHzX/lypV6hAEAAE0GW1GuW/MJWbyvi16TwDBGpbJaoTIrlGlV5eHeHmdzdOxivfNej0b1gb2qPbUPIuM426BhQpT3RVIc3TId3X5Nf4zTYXj9Zb+h2gcM5RNaeDmEiEjboGEBPNlPRGTvlaU8+2N9loLjOHtm3wD7MryzXek1unGBOi/dqitRwAMA+IUCvm6uXLkyf/6vM74UGU0Hy6v6RXu5F33JYt15vXx3aeVli5WIDh06ZLN5z6ezZs2Sqvf8/Pzi4mKDwZCWlqZSqZYtW3bvvfdWVXlZfjYpKem///1v4GGr1Wq/ffT6hllE/V//+tfx48dzc3NrblIqlSqVymTysppdixYtlixZEvi7aH5Zyt5HGR/IUQMAQB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En la tercera expresión se especifica color = Species
dentro de aes()
en ggplot()
, así que, de momento, todos los geoms del gráfico deberían diferenciar por especies de lirios usando el color, PERO, después se vuelve a usar el argumento color
dentro de geom_point()
, pero fíjate que no va dentro de de aes()
, va fuera. Concretamente hacemos lo siguiente: geom_point(color = "purple")
; es decir, para la capa de puntos, y solo para la capa de puntos que se crea con geom_point()
, estamos asociando la estética color, no a una variable, sino a un color fijo. Sin embargo, para la otra capa del gráfico, la que resulta de usar geom_smooth()
sigue siendo valido que la estética color está asociada a la variable Species.
Un detalle: imagina que en un gráfico en el que has fijado 3 estéticas dentro de ggplot(aes())
. En principio las 3 estéticas afectarán a todos los geom_xx()
que utilices en tu gráfico, pero si quisieras que, por ejemplo, la estética color no afectase a un geom concreto, podrías hacer lo siguiente: geom_xx(aes(color = NULL))
.
Como puedes imaginar, aún tenemos que ver más elementos de ggplot2
. Como mínimo los títulos y leyendas, los ejes, el tema, coordenadas, etc… vamos a ello!!
3. Elementos de un ggplot
Ya hemos presentado los principales elementos de los gráficos hechos con ggplot2
, los que tienen que ver con la representación de las variables. Pero es evidente que un gráfico tiene muchos más elementos, y lógicamente hay que conocerlos un poco para poder ajustar los gráficos a nuestras necesidades y mejorar la calidad de nuestros gráficos.
Ejemplos de otros elementos son: títulos del gráfico y de los ejes, “theme” del gráfico, small multiples o faceting, anotaciones etc…
En está sección iremos más rápido. Se presentarán solamente algunos ejemplos, conceptos y/o aclaraciones. Si necesitas profundizar más en estos elementos, puedes acudir a la referencia oficial de ggplot2
o al bookdown de ggplot2.
Ya dijimos que los gráficos ggplot se componen de capas o layers. Para nosotros, hasta ahora, una capa estaba compuesta de 3 elementos:
Es evidente que en todos los geoms no se pueden especificar todas las características estéticas. Por ejemplo si usas geom_point
no podrás especificar la anchura o el tipo de las lineas, porque no estás usando lineas sino puntos. Para ver que estéticas admite cada geom tendrás que mirar la ayuda de cada geom. Al final de este post tienen un gráfico interactivo con el que se puede ver fácilmente que características estéticas admite cada geom. Por ejemplo geom_bar()
, que sirve para hacer gráficos de barras, no admite mappear variables al eje Y, ya que en el eje Y se visualizan/mapean las frecuencias absolutas o relativas de la variable que se representa en el eje X.
Esto es lo básico que hay que saber, pero en realidad, una capa necesita de dos elementos más: una stat (o transformación estadística) y una posición. Estos dos últimos elementos son necesarios pero la verdad es que podríamos seguir haciendo gráficos con ggplot2
sin conocerlos. ¿Por qué? Pues porque si en una capa no los especificamos, lo hace ggplot2
por nosotros. Lo ha estado haciendo hasta ahora en todos los gráficos que llevamos hechos. Pero claro, saber como utilizar estos elementos nos dará más flexibilidad a la hora de hacer ggplots.
Generalmente las capas se van añadiendo con la familia de funciones geom_xx()
, PERO también se pueden añadir capas con otra familia de funciones stat_xx()
.
Aparte de estos cinco elementos (datos, aes(), geom, stat y posición) los gráficos ggplot pueden tener más elementos. Veámoslos uno a uno.
3.1 Títulos del gráfico
Es evidente que un gráfico para ser efectivo y mostrar su mensaje con claridad debe tener un título y/o subtítulo ilustrativo y debe mostrar información relevante sobre que variables se grafican los ejes X e Y. Este tipo de elementos pueden modificarse de varias maneras, pero nos centraremos en la función labs()
.
Fíjate que con la función labs()
, de labels, podemos cambiar los títulos del gráfico, de los ejes y también de las leyendas.
En los títulos (tanto del gráfico, como de los ejes y leyendas) también se pueden cambiar otras características; por ejemplo, cambiar el tamaño, la fuente o el color, pero eso será tarea de otra función de ggplot2
: del grupo de funciones theme_()
. Pero el tema o theme de los gráficos lo veremos en el siguiente apartado.
Tomemos el siguiente gráfico como referencia y sobre él iremos añadiendo elementos:
p <- ggplot(iris, aes(Sepal.Length, Petal.Length, color = Species)) + geom_point()
p
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)
Con la función labs()
podemos añadirle un título, subtitulo, pie de gráfico o caption. También podemos cambiar el título de los ejes X e Y, así como también el titulo de la leyenda para color
, o para otras estéticas que utilicemos en el gráfico.
Es suficiente con ver un ejemplo:
p + labs(title = "Gráfico 1: Longitud del sépalo frente al pétalo",
subtitle = "(diferenciando por especie de lirio)",
caption = "Datos provenientes del Iris dataset",
x = "Longitud del sépalo",
y = "Longitud del pétalo",
color = "Especie de lirio")
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Si quisieras eliminar completamente los títulos del eje X podrías hacerlo en el anterior chunk fijando x = NULL
dentro de la función labs()
.
En lugar de usar la función labs()
, también podemos utilizar las funciones auxiliares xlab()
e ylab()
p + labs(color = NULL, x = NULL) #- borra el título de la leyenda y del eje X
p + xlab(NULL) + ylab(NULL) #- elimina títulos de los ejes X e Y
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3.2 Themes
Themes control the display of all non-data elements of the plot. You can override all settings with a complete theme like theme_bw(), or choose to tweak individual settings by using theme() and the element_ functions. Use theme_set() to modify the active theme, affecting all future plots.
Para cambiar detalles de la apariencia del gráfico como el tamaño, fuentes y color de los títulos, pero también de los puntos, las lineas, el fondo del gráfico, la apariencia de las grid-lines, el lugar para las leyendas, etc… etc… contamos con las “funciones de tema”; todas ellas comienzan con theme_()
En general con las funciones theme_()
podemos cambiar/ajustar cualquier elemento del gráfico, con la excepción de la propia representación de los datos (ya sabemos que esto se hacen con las funciones geom_()
). Estos elementos afectan a la apariencia y detalles del gráfico, pero no a la relación entre variables que se muestra realmente en el gráfico.
Para empezar a entender que hacen las funciones relacionadas con el theme, señalar que ggplot2
incorpora un conjunto de “temas” que podemos utilizar para cambiar la apariencia del gráfico a nuestro gusto. Puedes verlos todos aquí. El tema que usa por defecto ggplot2
es theme_gray()
. Veamos a los themes en acción:
p + theme_gray() #- tema por defecto
p + theme_light()
p + theme_dark()
p + theme_classic()
p + theme_minimal()
p + theme_void()
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El paquete de R ggthemes incorpora una amplia lista de temas adicionales, algunos de ellos tratan de replicar el estilo de corporaciones famosas como The Economist o Stata. En el tutorial no se ven bien los gráficos porque los he hecho pequeñitos, pero prueba a hacerlos tú mismo y verás que son good-looking. Veamos algunos:
library(ggthemes)
p + theme_economist()
p + theme_fivethirtyeight()
p + theme_stata()
p + theme_solarized()
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)
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asDKRnIlY4jmUaPVZQFs4N+IMJAABCHxJ4GBjapg9ks9diP7KlRTo7vB8ttfWveN1ZUyXLzhqdu8NptNflFKeOGzUwYDab7n2QuOdfE5aZbbrtiwH2TMQnFqlXre52d3jx/pJFx5juvp8iIwPuHAAgLMj2dv1jo7U85OlSo+NbWvXPd3nbqT378oW/rF7ycF0zOvWpM0anNsSvXsbyPL0GZ0SMqbesoShrgF0zptx6PUv2PA+LT5vi78wCAAAIT0jgYSBIKfZ5vYXyq4OOdlHhedkb7c3XiDy+PvGXvjfw2HjBGMt3fsTyCohd/GVhERHq0hXmdf8eeExERKQsWmp6YB0fX0iK0nl/yaKilMsXmr7+HZYV4OhKAIAwIo+dJJe7Xz3s2ud1V7OtXz2fq5b1jQEfrn7xVmXFYrJ2exTLGMtMVx6+j433Xb3FAIuNVr98J188j8XFnt/EOc/OVG+5Tlm9MsBRAwAAECYwBx4GgsMhW3yUAvJJHj9G2R7eV+jeBs/733P1uX4dHx9vfvDr1LlinKODp6eRNbqfIXXheQX8ngdJ02SrjbjCYmNx7wUAI4es6fd6mTYvNVDsjn49+u1UW0fJiQEfzefO4nNnUUeHqK4ni4mnpXgb0tVnZpOyeB4tnifb2snlZlFWMhtN+AIAgGEDCTwMAOkOdD3b7jo8zJAnItJ0Iq/jH/3iGojwAi047xdVZQmB3yMCAIQrd79evxORvHTyfKe2tn72TETS5R6AR6oRETwvu//deMSirBQ1SH0DAEAoQgIPfSbKSsWxw9TURKrK0jN50WUsKpo491CCqC9kahrZbO4P3pZlpczplFarMnGysmQFs0ZKu1GReSKShgk+i40jInFwr77tM9nSRIxYcpqycCkvGH2xh6ZGcWi/rKkmobPEJD6xiGV2u99qaHB/+LasrGAul4yJUSZPVRYsHqgXKR6uZ2zcgPQMABBCnE5x+Lg8V00uN0Vb+eg8VpBHMf0e0GS2EJHcf1jfe5BsNmKcpSaxebN5Rlr/Q2axMeRo1z76jM6Wk0sjawQfk88XziX1wu2TEPJUiThTTm3tZDGz7ExeOLZ7DTl9xx556Ci12klVWFoqW3Q5TxmgJUKdTnH4hDxX1eN6YgwXAMBwhwQe+kC2tGiv/F2c7FkT7q3XlMXLed5oUXIy8K4ZybKzzldf6hzxKImoqUGrLNc2va9OLNJqa30dbYRn5Tj/54fU0ty1RdbViaOHWGam+f6vk8mkvfMv/bPNPR5AfPAOn1ik3ngbi4py/+1pcej8HMvzgZWVah++bbrjHj5+YkA/7YUwbC3aP54XJ4/12PrWa8ri5eqylQM20hIAINjEngP6+x9Rx8XxUGLrTpaWwi+f0c+eWWqy+xe/o7Zua5Q2NNLRkyIrgxSVdM3HI14DZpM8cUr/2z+kvDAUv5n0c9X6Z9v51cuV6ZfJyip9/Vuyods8+Z17xbuRyjXL2eQJoqxCvPBP2a3MqqxrpEPHZcEo5Y4b+/kX3tv1VG5YxVJT+tMzAACEOCTw4C/ZZnc/+bhsqOu9Q9f1je/yCT5TWUYkvd5IxcSKHVs9bNd07cA+YpxkoK/3GdO2byXNwyhNee6c85f/zfPyxUEPNZDEkYPup55g1mhx+oSHbl0u9zN/Mn3pYT46wFpEsq3N/Uev15PsNvX6WwPrGQAgpIjPd+nvfnTpdllTp7+ziaWnymrvT2lNJoNh9oyRLK8k3cOC7rKySlrMTA98BhaLitI/97SCnS7Ehveo2Sa27zpfge/CR5skIodD++cG1tAoN3/maSl4KUpK5VN/U++/K8CwDK+n9vSL6j23s1TPNeoBAGAYwCs+8Jf+3psess0LxLEj/LLp3vYqC5fwOfOJPN9IMauVbIa1gmU/ChFJ6TF7P6+1xWP2fv7QqnOes/fzu4X2/NMBx2V8PfXtW3uPdAAACEOyqUX/cLPX3R0dTOHMy0B6FmVV77yFTF7Ls8mYGI/Z+/nDnf0qgCKbmg32ik+3Xayfz3r+V0r5scfs/ULPVTW69+L5PqJqthlfT/Hmu4H1DAAAYQEJPPjH5dL37PTRRgr1li+w+ITu21hcvHrTbeo115nW3qSsXktqr/swxseMZTl5vk7f70rCg0O2tYnSkkCOdPu+nvr2zwLpGQAglIj9B8/XIvXWoLKa33Atmzyhx/xtxtjE8cr9X2Q5maZH7mfpvSe0M4tZvW4VtfqokDKIjD+XfD13ltt8faR6Ifb5up5llbKu37X9AQAgVGEIPfhFVFX6rBUsz55Rbr9bmTpdVJTJuloiYskpPGdU10w/dd4V6txF4sgh/eRxcrt5WroycxZZo53//YNB/wEGjdy/h/IK+nqUOFdJvkr3y7IzgQYFABAqZLkfC3k2Nqk3rpZXtVPFOWlvY1FWys5k0Reqq0da1Qfuoha72H9QNjYxi4UmjOb5efLIiVB9uuubbA5w7VVZUem7TXklG6hSeQAAEGKQwIN/2n2vxyM71+zhnOfmUW6e50ac88lT+OQp3bcxtzts78FI2G1KAIf5fz0BAMJau8PPNizKSuPHeJ2xHhfNF87tvkG2GM69Cm1MD/Rzr73DjzZ+rk2aWQAAIABJREFUXHMAAAhPSOBHKGlrkWVnZbudRcew3DwWHePjAKuHdWZ7FaRjUX6sRSvE+TfwuounZHS+gZcmEznC9W6DR8fSAF3PXvy6ngAAQ0kXovIcNTYTYyw5kWWk+a6mbo303a0/bVrsYv8B2djMIiNoXAHPz2NxsZe28lFyPuCK9ANNKoyISAhRcY5X1RDnMjPdv+sZ4bt3f64nAACEJyTwI45sbtLeeFUcPXRxhh7nfEqxeu31Bmknz8y6tBRwr7sgNirf+NT6lk3aexvIrXV+K4i0t9/go8fyjGxhO9LnnyREjB7r/utTAV1Ps/EoejaqzyPzAQAGj9izX2z6TLbau7aw+Fhl6UJWZLQKCcvJkqdLicgge2bZWUYndrRrz70iq2oubtm2S1jMylXLOpc36dGV8c8wYNl7f58EsPj4ruvZWRtGI2LxccrSBT6uZ3aWPFXqo/Mcw+sJAADhDEXsRhZZW+N+/BfiyMEe9XWEEPt2ux//hWxq9HqkyaxM9VpkvpMyZ57BXvf6l7U3X+vK3rsiEqdPiLJSn5GHJhYZpa9/OcDrOW2mcefKbKPrCQAwlPS3PtD/9V737J2IZLNN++eb+qZPDQ7kl00mpfNmw3PGy7PSjZY9a7G7f/Vkj+y989ROl/b62xTtuXx9f/ke3s58JPDMV3ofG+PperZo/3xT37TF4Dg+tYhUo7cvfFQ2JsADAAxjSOBHEiHcLzwr2+wed8qWZu3lvxkcLZu9p6Pn+/d6yyNKTgmDmuqOdh89G98JGd8mGd+HMcbGjPO6MzOLjx1vFJU1MuDrqaxcxZJTve6dM597DwwAYCjJI8fFzr3e9orNW+WZs972Mq6QLow6bzP6CND+9rJRCdVWz3+B+4v1+M9F3T9QEuLIbPZyOGNLFxgMhmeJCQZXTGzeJku8X8/4WGX5Ym97KTKCX7vC614AAAh/SOBHEHHimKwyql4rzpwWZ71UPtc0ceqUcf/ahvUB7PKL8Xo8PlJ0Hz0zi0VZuISU3qXo+OQppvu+YrrvYX7ZNA8Hmi3qsqtlg9FSPUbXk4hZo0z3f5WPm9B7h6oqy65S19xoGDcAwNDRP9vho8GnXhvo7240PlY220RNncddorFJ1jf4DG/QXPLp0v0DpalZXb2CJSf2bmKNVG+8Vp0/R7nnNhZhubRTPiaf+ZrHrm/dbrCXz56mrL6KLL07Z2mp6t23sWTvwxkAACD8YQ78CCJOHffZRp48Tp6msovD+0kavUIhIllf63VXbe/Rj6FDnDphufNLyuULxeEDsrqKhM4Sk/nEIpZ5fg6h6bYv0lXXut9/R1aWM5dLxsQqUy5T5i3W3n7DZ+fermcnFhtnuvchUXZWHD9MjY2kqiwjkxdNZTEeKjMBAASH0ynPVRs3kaVnSQiP75xFeYXPM4hd+/g1yz3s2LXPvxAHluf57ZdulTa7+tA98lSJKC2X9jYWEcGyM/iEcWQ2ERHPzuTfXafv3CsPHqFWOykqy0hlC+fw2Fj3zx/3EcGZMm/XsxOfVsQnjhdHj8tz1dLpZDHRPD+PjR7le+g+AACEOSTwI4i0+V511lubznXdfTAYJKn7WEM+mJxO6uhgCYnK/MVe2yQkmW65o9e2/lzP7njuKJ47ymczAICgkK12H8OgiEgXst1xceX27pxG1To7seZmz6duCspCcV4q7V2yRbbaiXM2bowyboy3vpSZxTSzuMdR9Y1+Xc+2dhZjOMM/wsyLi6i4yEdXAAAwvCCBH0GYt9l63XW1cTplm53M5vOl1C2+1625+Nxf12WrjYhYTOz5oemM+3yB78Pgrf3DGJlMfoXQaiO3m8XEkMlMfb2eAABhyr+/kEw1ERFJSa125nJTpJVUhYiYwqXPR7hdo8EdHbLDySIsFBlBRGQJ7T+hZr+uDGmabG0jVWHRUcQYmfy69WJ+dg4AACMMEvgRhKVl+G6Tnin279G2bJIVZZ2vCFh8gjJzDiuc7PsEEZGyrkb78F1x5BC5nEREZjOfMEldtpJFRsq2tv7+AIODpaZdOgG+hw6HtulDsXt751MJ4pzn5imLl/l5PQcoTACA4GAx0RQZQY4OozbxcdLtEh9uFoePmhwdJiK3qrC8XL5wLsXGUIfTxzlyssTOvWLnHll7fsY7S0nkM4p5bpbYd3CgfpABx1N9FHuXp0v1T7fLs+UkBBGxqChWVMjnz2KRkdLh8ND+wpNqFh936RR3AAAAQgI/ovCiqfT2BhKa1xYWkzx+VDuwp/s22dykffAO27+HRUZJh1ESzjKzXb/9vx7lgl0ucWCv68ghVlBAJ3zPwDcS8Ot3X6/ulakzjI5ubHA/9TvZ2K2KkhCitEQ8+yc+YzYpKukG19OsTMTgRgAIc5zzSROE8XT0vFz9D8/I9q6kVJKmy1Nn9NOlrHAc1RrV+yTO5dETorS8+zZZ16i/s5HnZBJXSOiDNwYrcJERbEyBwX7940/F5m3dR8vLtjb5+S556CgbnScPHb30kK6fkRUVDmSoAAAwjKAK/QjC4hOMR+4xYnrP7L2LrK1hUZ4mN3YdazaLsyWeF/vR3PL0KWY2eJnAWHyCQecUGWm013iYenS0QeQsNU1ZsNjrsbrufvbJHtl7N2LXdrJaDc7MM7KMGwAAhAWeluKjxdHj3bJ3upiKSimPnmAxF/4Ie5r6zVKTZc/svYsoP8dSEskge4+OMsrsDddLJyIy+mAiNsZrCVIiUq5cYjDCXxw4Ij7e6nGuu7S3ydKzRmEz4hO9r2AKAAAjGxL4EUTs3UVOozGQ0rDUkKivVWbO8VjhlkVGyjFjSfP+LlrXWV4B85TNMsbUq9eYv/0oS03zdCTjky8jp+HwS5dLmTbT8w1ebJzlkf8w3fsQS+i90g8Rsexc070PdU5o9xz13l2yxrD2cqtRgSVxtlQ2eF4bCQAgjGgfbzVuIDu8f3xISVYri48n8vB3mhVNkF7WkDt/dG09L5roeV9cjOkr9/JrriTu6YPJbGZjRxuHzTJTyfMTXqZcMU+9/UY+Z4aHTz2FKyuX8GLvM8ukFB99YnBeaW83WgBVkvh8l8HhAAAwkmEI/Qii7fisv10IYfnOD92v/0OeLZVOJzFG0THq1OnKldc4f/I9H4eeOWX5z5/rH76j7dtNrTaSkpnNbFSeac0tlJREROZvfl/bvlV88pFsbiKhk6Ky9Ex11XWyqlIc2u8jsJg40yPf1V5/lc6VS5eLGKfYOHX2HOWKFUTEoqPNj/yHvvNzcfSQrK8lrrDUNH5ZsTJlmvHsd3Gkf3MvpRRHDikLruhXJwAAwdXeQT6LmBgOcJc1derXHxDHTsrtu2VrKwnBVJXSU/nKJXSmTD94zPBgyZITlfvvEu9upKpaqbmJMRYbw2cV87mziEiZMVUZO0Z/5wNRWk4uJxGnqEhl4ni+fJH26yeNo5ZllaZvf0Vs36Pv3U/2dpKCmUwsM52tWs6TkohIWbmET5kodu2XFefI6SSrleVl85nFLNFo1JisqZPN/aqfL46dUqTEmnAAAHApJPAjCGtq9rVwjQ+yoZ4Skkx3P9h7e6vNx0tyInK7pb1VuWq1ctVqb03U2ZfT7Mt7bdQOH/AdWGM9T8sw3/9Vry3MZmXeQmXeQp9d9eq2T+099NDQ3x4AAIJLGA9E8lNjkzJnOs2Z3muzvueQz0NlU7OSkcbvvs1ri7ho5da1vR/Huly+i6cKIVvtfPHlfHHvj54uLDNdWZ3uM8gemjyvitcHTqd0ODwOWwMAgBEOQ+ihL/A2AAAAwAd8VgIAwGDBG/gRRCbEU5Pnemx+Ykmel8xhUdFksfh4CW8ysdi4ATxpX9sEcurEZFl1rl89JPuq/GRMc+u7d4jDB2RtDRGxlDQ+qUiZPtvPZZkBAPqPp6Xr/e/Fy5hzluD7c4ElGFY59cZsZlFRPl7CK5zFxQbSubHEQD7seoiwMOPqrb7I2jqxc58sq6AOJ1ksLDebz7yMpaX2NzAAAAg2JPAjiDprnrvkdH964N4WReOcFxaJfUZFd/iEST6WWzc4kPPORXT7HFj/8IlFwo8B/F4xxgu9VznyRdbVup97qjN1P7+lqVGcOKpv+dh0530srY9DOgEAAmONoOgosvsaju4dS09l8Z7zZDZ+DH242WO19gstGCscE+B5J4yRu41KqLC8UQaV5APGUlNYQpxsagm4Bz5+bH+GvImPP9M/2db9c1PW1ond+/iCOcoV8zGYDgAgrGEI/QjCi2eQ4WptLCrG6PBR+QZ5srpsJaneXwurqrr8Kj9i9BRVfALPN1prlyWn8FFGi/0ETCmewdIzjE6dlWN0+KzLAx8a0N7u/vPvL2TvPW5tZX2t+8+/l232AHsGAOgjdeVS4wYsIsL7PqYsW+R1Z3Iin2r0oJMVFbLUAIcy8TnTjUezK5fMyR8YjClLvf7IRMRiokjxfgNmMvFFcwM+udi6U//4Mw9PvaUUn2wTWz4PuGcAAAgFSOBHFsvD32QWz7dZLCra/O0fKDNme96blqF+4V6Dx/YsJdV0+xc9L8lmMpluvZOlGWXCRjoc4lylwX7Z1DBYteIUxXTXl1likued8xeb7/8az/P8cIGPn6iuviHgM2ub3pfNTRe+633Zpa1F3/huwJ0DAPQJmzxBme01GVYWz1e+cJPnimucKyuu8LGg+tXL2eg8z+fNy1VXrehrtF3k4eOel56/QBw5HnDnxtjkCcried0+NC+GwWKjlTtvUdeu8rxMvdms3rzGuMq9AdnWpn/8qUED/ZNtshXPfwEAwpjyox/9yP/W7S6jdcJhkOz4/PPNmzYR0Zo1a4qLi/vVl8WiLLhC1lbLxnoSF+4nTCqfOsP84Doym/mkKTwtnVqapO38EjgsIVFduMR08+0s0kc5XJaSphRNJYdDNjWQrhMRmS28aKrp3+7iBQEOgCQicWi/2LvbqIWULCaW5/tY7zcwLNKqzJhDnFFj/flJ/pzzvAJ17c3KvEWkqsr0WSwqSjY1nl9miTGWkamuWKVec11gUwaIiKTUXn3BR02BxgZl4RKMhIQQF1KfGlbFTXIAZnOHC7cu9h0v6/x6xsQ81r8/F2xsAc9IFWWV5Lzwb8qIJcQrt6zmxUUsNoZdNoncGjW3kFsjIlIVNrpAue4qPmmCj64VzqdMZDFR1GyjtvbzfacmKYvnK1ct9Zzl+kff8D45HAYNZFOzMncm8UF5mcHycvmoHGm3k83Wmb+zKCufcZly47UsLo6lJvPCsbLdQS0tpAsioggzn1So3LiKZWcGfFJ58Kg8esKohRAsPo5l+36k7tY0IQQRmVRVCfjjbHA4nS5FUUz9+H9jMLjcLiklEZlNJj44/1MFRkrpcrtMJlPI/Tu6zt/nWCyW7n+g9p8sj7ZGjMlGyQYYQZipDwVZQutvHwwFVTV94V4ioqYG0dTMExN7javnU4r5lGJyuaS9lSwWFhXtf98sJVW99QuqENLWQkQsNq7/N0bnVzCSRgMhRXXVIH4oRUSoK1bRilXS3kouF4uJ7VFDjnNl3iJl3iJytJ9f9SeiX5WHiIgcDtniY/KkbLPLVltgdQEBAALAxo81jR9LLk3U1hJnPDWle3bNoqOUa5bT1cvaGxp0pysmLY1Uv/8wM8ZnFPMZxdThlI4OFhlBEZb+hqvpsrHJRxunS7a0sKTE/p7LC5afq+bnkqZJezupCouydn/qylKS1ZtWky7aamuJ86iU5P5/Yspa3+PRZG1dP88CAABBhAR+BEtI4gmeB4cTEZnN3oaO+8Y5M5xs3zedb/CMXx25fK1CPxBYtFGNAIq0+hyk4Cfp9u+lZSi92wSAkcKscoNXxIxRdJS0WPqQvXcXYWH9T907aZpRbbwubvfAnM6Aqnqr4UdEpHAZG0OMDcxAAD9+HDkEPzIAAAwaJPDDk2xrE4f2ycpy6XKx2Dg+djwfMz5Mh1uzWN9DSlhc/BBEMmRYdIzPwvvEmD9XBgCgT0RpuTx9hlpaSVVYeiqbOJ5FRwU7qIBYzGQy+U5oY/owyiwM+PHjsBjDh9EAABDakMAPQ/qnH2vvvdn99ay+eSPLyjHdeidLTQtiYIHhYycQ/ctXm/FDE8wQURSeP0acNprHyEflk3mA3lMBABDJZptY/6Yoq+ix9f1NyoLL+cI54fcImDFWMEoeP2XUJC2VRYXn4wkvWEEebd5q3IYXjBqaYAAAYDCEUI0NGBD6xne1DesvHVwtK8vdf/ytbAi/mW8sM5uPM6qBxNIy+rPcemhSFi/rZwMAAP/JVrv+zAu9s3ci0nR90xb9vU3BCKq/+PzZxs8dlAVzhiyYocFzs3huNnkvvs8y0xkSeACAcIYEfliRNdXah15XF5Ntdu31V4cynoGi3nS7twn5zBpluv3uQaohHER83ARlyZXe9iqLlg6/ZxYAEET6+x/LFpu3rE9s3y3KjZbzDE08J0tZssDr3hlT2WRfFfLDDmP8+lUsNtrjcwsWHaXcuDr8BlMAAEA3wy3tGeH0XZ8bT5wWJ47KxoYhi2egsNg401e/pUyf1WNhNsb4pCmmdf/O0tKDF9ogUlesUm+9kyX0KI/M4hPUm+9Qr14TrKgAYBjq6JBHjpFBtVAp5e79QxjQgOEL5ly6rDqLiVauXaFcszxYUQ0qFh+r3P9FVlTY49E2Y2zSBOX+u1jisCoZAwAwAmEO/LAiz57x3aasNPDy8sHDrFHqzXcoq9bKs2dkayuLimK5eSxmmFdxU4pnKJdNk5Xloq6WiFhyKs/OGX7DDQAguGRF9fmlyA3alJ8bmmAGHJs4Xi0c5yqrcFXXkJBKalJkft7w/kPKoqzqDdfKlUuookq2tbGoKMrOZFEDs04KAAAEFxL4YUW2t/vRpm0IIhkkzBrFRtrQcc5ZziglB1MWAWDQdHT4btPuGPw4Bg1jMj1VT4gjIsVsGt7ZexcWFUXjx2C4PADAMIMEflhhUVHSV5U6Zu13xV23S5Sekc1NpCo8PZOlZ2JCHQBAGIuM8N0mKrL/55ENTVRVI11OFhPDcjIpwo/zAgAAQDdI4IcVlptHpSWGLRgblR/4CYTQN72vfbKJOi6+imFpGeqqtcaF4gEAIGSxrHRSuPEoepaT1Z9TyJpa8dYHoqxbJTxV4cVTlGWLyGLuT88AAAAjyogYRTZyKLPm9ijzdgk+rrBXUbQ+0HX3X5/S3n+7e/ZORLKmyv30H/Sd2wLsFgAAgisigk8qNGrAGJs+NeDu5Zky7am/98jeJZGmi517taefpw5nwD0DAACMNEjghxWWkqZeebXXvdEx6nU3Bdy5vmWTOHbY8z4ptdf+IetrA+4cAACCiF+5mMV7LQvKL5/FszMC7LrDpb+6gTStx8YL865kTZ3+7sYAewYAABh5kMAPN8ri5ep1N5HF0ms7zx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)
También podemos definir un tema propio para que el gráfico se ajuste los más posible a nuestras preferencias.
# define custom theme
my_theme <- theme(axis.text.x =
element_text(colour = "grey20", size = 12, angle = 90, hjust = 0.5, vjust = 0.5) , axis.text.y = element_text(colour = "grey20", size = 12) ,
text = element_text(size = 16))
p + my_theme
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xw7ty5xg169+799NNPp6amBiA4AAAIU2fKmFqb0E3wGiudU870SnLIFhJcy06VMXUOwQ+kjT5TruqZJGti2dHkfnRc7bZc3dFiht8TXklzXeNcEzKsnaPdckbid51M7kfH1W7N1R0vVvN7wodN1wAgyIV8Am+zXd7RNCcnZ/ny5W530z+aJ06cuO2225YsWXLDDTf4PMOpU6cWL17c/PGPPvrIaDT6N9qQxhcIjIiI4DiBRXbgB95ajGq1WqXCLNx2p1AoNBoNw4jsogxXj6ZpQghFUSaTKdCxXK2yfPEpbKUWwyiT0ELZdkXTdHj8qoMf/8EmAb1ElueKfyDLrBEjTXIvzDYR8pckwnGc2ebxsCRSS5QKBSERbT4hf4k0Go0B/zZiImR+EuE41mwjfulasPF+G2nbJdLjQRk/gHYR8gk8vwCeEPLVV18RQnr37r1gwYKMjAy1Wp2fn7969eq9e/c6nc7ly5f3798/JSWl+RkcDod3GL8xmqYVCll3TA0J3q8pIAOKovAhlAd+1TILg9+2RcLIusUR+M9VwAO4pgTwEmmRMLJucQbyAxnj18Q2qL6N+LdrQahtl0iWRRk/gHYR8gl849t7N9988+LFi71/0wcOHDhw4MBXX331888/t9vtL7744ltvvdX8DAqFwudIO8uyAb+5G2woisLvRB7e2974hcsAH2zZhNMHW68WX06sVwe4p+H62ba5iNtDDGrSbOvYwPDjB7vNXdNJ+EAaAv2B9Jdw/WAHoXD6ow0QNkI+gddoNPxBQkLCo48+2vyO7F//+tfNmzdXVVUdOHCgoqIiPj6+SYM+ffps27at+ZmrqqqqqqraI+YQpVQqo6Ki6urqXC7sjdS+VCpVZGQkIcRutzc0NAQ6nPBnMpmcTqfFYgl0IOEvOjqapmmO48Lgr2ucVi06VzZeW19VFbA18Hq9nmGYmpqaQAXgdxYntTNfd/Simq8+oFZymfHO8Rm25MgALzk2GAz8t5E2XyKtTnp7nvZYcdu7Fq8J9g+kv/CXSLPZ3HzVJPgXwzD8EJfNZmvDJVKj0WAZIEB7CKIJSG2j011eXjhs2DCtVuuzgXeHudOnT8sXGQAAhK8eiU6jRmiCqFHDdpd32+3wVlqnfH27aUee1ls70OGmjpeo/29X1P5CTWBju0olZuW/t0ftzL+qrvVMchrUQh/IKC2bmYAPJABAyAv5BD45OZk/EKgz36lTJ/7AbDbLEBIAAIQ9RsHN6tfQ0jpcmiaz+jUwCkw69Q+7m/pgn9Fs9/Hr9rDk2+OGvMpQHeizu6gP9hvrrrpraiU3s28D3cI8egVNZvWrV9H4QAIAhLyQT+DT0tL4g8rKypbaeCcQoqo8AAD4S1aCc96Quohmw54RGvYvQ+uyMNrpP3vPaX2muDyOIz+d0ssZjx/tOaet91PXeiY57xxS13wcPlLD/mWoOSMey98AAMJByK+B79mzZ0RERH19/YkTJ1pqc+rUKf4gPT1drrgAACD8ZSU4n5xck13CFFWrGhyUQc11jnb1TnYqMdTpV9klIltYXaxV1lhpky70ql5nl/qzaz0SnYsn15woZopqVBYHZdBwqSZX72SnAh9IAIBwEfIJvEqlGj9+/Pr160+cOPHLL79MnDixSYNffvklJyeHEJKZmdmxY8dAxAgAAGFLRXP9Ozj6dwj52mDBrMoivoXVJYsiFBP4SxK6VtWarqlobkBHx4CO+EACAISnkJ9CTwhZtGgRwzCEkBdeeOGXX35p/NSOHTtefPFFQghN04sXLw5MfAAAAHAVpCSvIbrLlZSwQ7NnAADQLkJ+BJ4QkpiY+Oijjy5fvry+vv7JJ5/s3r17r169KIo6efLkyZMn+Ta33357r169AhsnAACADGwu6nQZU2VXcYTWKbSZ8c44gyewIVXUK3IqmBorrVKQRKO7e4JTo2pFWhqt9ZTVi3xjidGH3vA7ISRGz5bViQzCt6prHEfyKlVF1Sqbi9IxXGq0Kz3W1dpd5QEAIGiFQwJPCJk1a5bFYnnnnXfcbvfp06cbbxen0+kefPDBmTNnBjA8AAAAGXCE7D6r3XJG53B7MzY9RfR9Uxw39WnQMQEYyrU4qW+PGU6UqBv/bI2Sm9zdel0Xm8S8skeiUziBT4jwxOgDfJOibbonOsvqfGyC65Vo9ETrpHatqFq19ndDZcP/3BFINHpu6Vff0YRd0wEAwkGYJPCEkLlz544cOXLdunX79+/nK9InJCQMGTLk9ttv9241BwAAEMY2nNTvym+aDXKEHC1Wl9cr/jrKrFHKmsPbXdS7eyKb5952N/X9CX29nb6+h0XKeUZ3tR8o0lqcLeb7U7pLOk8QGp1uO1CosbbctclZUrt29pLq/X1GD9v0VGV1ipV7I+8aUdc5GoXoAQBCXvgk8ISQ9PT0xx9/PNBRAAAABEBhtWp3s+zdq7ROueWMbnovWRPdTWd0AiPnO/K0PRIdnaPFR4Z1DDt3aN2q/Uabq2l2ShEyubu1V1KobtqnZ9i5Q+pWHTDafXVtiuSuuVlq7e8RzbN3nstDfXnE8Oj4GmU41D4CALim4Q85AABAOPi1QCM8vP5bkaalBK89uFnq4HmNQAOOkH2FQrPHG0uNdj08tmZQJwfz30kENEXSYlwLR5gnZFivNtaASotxPTKudlAnB6O40rUuMa6FI8zjJXftdBlTYxX6UnfJosirENmyDgAAgl9YjcADAABcswqqVMINHG6q2KzoJNda6OJahdMtcr9ANObGTDr21v71M/uSaqvCw1FRGk+rKuEFM5PWc6VrLInSsq3t2rkq8W90hdWq7omhOlUBAAB4SOABAADCgcUhPrpuccg3887iFP9ZDfZWzwhQ0CTgRfXbydV0zSrht10v4RMCAABBDlPoAQAAwoFWwpitVsZC9FLiCUhh/MYcYnMEQoWk33a4TFgAALiWYQQeAAAgHHQ0uU+VCS1yVtJcslG+vcSSIt0KmhNedR+ovc2Ol6j3FWgKq5UellLSXFqMe3iaLXQr4RFCOkS5CBGqOEAI6SShXiAAAAQ5jMADAACEgyGd7cIN+nVwMjJuI6dRcn1TRFJi0Zj9zs2S1b9FfHow4uwlFX9zwc1SeZWq1b8Z1xyOYFmZw/GbXklOHSMUfYSGzUoI4TsUAADAQwIPAAAQDnokOvulOFp61qRjJW667kcmrdCKbooislXU8/r+hCG7VO3zqaMX1T+e1Mscj79oVNzNfSwtzXagKTKzb4O3yj0AAIQuJPAAAABh4tYB9SO62KlmaVwnk/vu68wRarnHl3efFdoljuPI2iMG2YIhhFQ2KA4UCc0z/7VQW2NTyBaPf/VNcdw2qL75Yngdw94xuK4H6s8DAIQFrIEHAAAIE0qa3NS74bo029FidaVFzRI6QuXISnBmxDvlr9VWWKNyekR+7NnWbCN39bJLGU5wEJplyclSZmQXm1wR+VnfFEdmgvPoRXVRtarBQRnUXGqMq3+KQ86lEwAA0K6QwAMAAISVOINnUqZVr6cYhqmpaQhUGAWV4t8xRDeK969LDeKj65US2gQzjZIblmoflip3cQEAAJAHptADAACA/7kF688HBEfEQ/KEbB07AAC4FmAEHgAAQkmNlc6rZGpstJIiiUZ3RrxLFejSXAcKNWfKmQYHbVCzPZIcgzu1WElOWGG18kChttpCK2nS0eQa3dUuXFc8yCVFiheoU8j73kUJFtXjRetC+HcOAABhDwk8AACEBoeb+v6E/vAFDdso6dMx7PU9rENl342Md7xE/eURg6vRSu+TZcz644ZbBzT0SW5FGl9np9/dE1lpuTJ5O++Salu+bmAHx58G1PszYhn1SHLSFGEFM/SUSPGM2o+yEpy/5OhE28gTDAAAQBtgCj0AAIQAp5t679fIg+c1TRJCq5P+5qhhyxmRrKw9HDyv/vRghKtZnTanh/r0UMSh8773KmuuwU6/vNXUOHu/jCOHL6hX7o28+lADgiakfwehGysURWb1lXWJfieTWzg/753sTJYwcQAAACBQkMADAEAI2Jqru1DT4qyxXwSfbQ9ON/n2WESLT3Pkm2MRTmmZ4KrfjAK13M5dUh25IPVeQLAxqEVmyLtkn67+pwH1iRG+35iUSPesfqE63wEAAK4RSOABACDYuVmyr1Bo+26OI78WCG057nfb83RuweTTw5IdeeLzAhweclHs1kNA5hdcPQ9LHQiyd40Qome4B8aYx2dY9QzX6EF2Uqb1vtHm5puoAwAABBWsgQcAgGBXalbaXSL1w8/Ju6N4bgUj2iangpnc3Src5nix2CA1ITW2kNzY7GKtwi62S9xZCVvN+Z1KwU3tbp2SZa1oUFidtJ5h4wweKuhK5gMAAPiABB4AAIKdxSk+X6zeLmsGZnWK/zgpbWqaL31vhgvNUWEp71qDhDbthKJIQoSHEFmr6AEAAFwlTKEHAIBgp5EwsVnmyc9qpfiPk9JGdJU4IUTC5uXBSMo7IuWdBQAAAC+MwAMAQLBLjHAraSK85jwlStbi4R1M7pI6kWtox2jxkLonOb47oRduo1e3otSbi6UOFGqOXlSX1Ss9LInSmrLinaO72U0StkD3r4QIt4ImHsHYO7bmXXN5qP2FmqPF6rI6BctRUVpPVoJzdNcAdA0AACBQMAIPAADBTqPieiaJbKs+pHMr9l2/ehMyrcLj4hQh4zNEFsATQkxaNlIjkp8PFNyMrbEam+KNHVHfn9Cfr1E63cTDkiqLYm+B9tVtUSdK5C5lr2O4nokib8qgTpK7ZlW8sTPqh2z9hRqly0Nd7to57avborJLQ7VKPwAAQGshgQcAgBDwhx4WQ8sD0b2SnL3EMnz/MmnZIalCyeewNLtJK2nkfHymUJ5PU2Rqd5uU87hZ6v1fjeX1PhbVO93UmsMRRdVyT7ub1lPoXeud7OyVJLQru5eLpd7f13LXDkWcl3cTQQAAgEBBAg8AACHApGPvvs6caPQxWXpgR/vsQQHYvntm34ahPof9KTKks/3mPg0SzyO8zTvLiWyh57W/UFPZ0GJJPA9LNpwUmavvdyYde9cIc0KEj3dtUCf7nwdKfdf2Fwh1zR2IrgEAAAQE7lgDAEBoSIjwPDymJrtMfbpMVW1VMAou0ejp18GREinr6vfGZvarH93VuiFbf9GsdHoohuY6RLlv6GWJNUhdlV1ro89Xi2yAd6yYGdlFfBD+WLHITPKiapXZTovO2PevRKPnkbE12WXqM+VMlYXm37X+HRzJrXnXjovN/y+sUtXZaaO8XQMAAJAfEngAAAgZNE36JDv6JMs6W15YnMEzb1hdm19e2aAQrcNe2SDpYi0wRs3jCKmsV8icwBN/vGuSutagQAIPAABhD1PoAQAAAsbDiu8R55Y2nC+lmYcLyS3pXFK6JuE3CQAAEOr8PAJ/6tSpbdu2/f777+fPn2/ta7ds2eLfYAAAAFriZklBlaq8XulhiUnHdo116ZgAjN9GSdgCzaSTFFiUjq3wVeattT8uCJnaoWtldYqiapXVRekYLi3aFe9roT4AAECw8VsCz3HcK6+8snTpUpfL5a9zAgAAtIejxeoNJ/Vm25VpaAqaG55qv76nVUWLTmn3pwSjx6Rja6xCE+IyEySVas+Md1bUawUamHRsiKapGXGiXfNI71pFveKbY4aCqv8pPdA1zjWzb0OMPiR/PwAAcO3w2xT6xYsX/+1vf0P2DgAAQW5nvnbNoYjG2TshxMNSe85p3//V6JZ3JrbodvFqJTc6XdI2cqPTbYzggvqJYnvXB60xXUW6NjlL0q+IEFJiVr65K6pJ9k4Iya9U/d+uqLI6kXF+AACAwPLPCHxRUdHrr7/e+BG1Wp2ens4wjF/ODwAA4BeldcqfTrW45VhBlWpbrnZyllBG7XdDOtsv1ioP+NorTklztw+ql1ibLVLL3j6ofvXBCJ+rwYen2Qd3Etq4PphFatnbBtV/0kLXRnSxD+woqWssS9YcjrC7fd/HsDqpzw9HPDS2lg7R+xwAAHAN8E8C/9prrzkcl6vLdu7c+Yx/dagAACAASURBVNNPPx0+fLhCgdvYAAAQXPac1bCCc+R/LdBOyLAqZKzxShEys29DZ5Nra66uynL50klRJCPOOa2XNTGiFdutdU90PjjGvOGkLq+S4f7bzVi9Z2KmdUDHICrd3wY9LndNn1epaty1SVnW/h2kdi2nghFeS19ap8yvVGXEYzohAAAEKf8k8CdOnOAPTCbTwYMH4+Li/HJaAAAA/8q/JLLputVJldYpO0TJvbf8oE6OQZ0clyyKagutUpD4CLeeactq/CSje+HwOquTNrv0hFYxrDls1nUnGd0Lh5utTrq8XuHykBg929qunW02c765c1UMEngAAAha/kng8/Ly+IOHHnoI2TsAAAStBof42HqdPWB7rMbqPbH+yLd1DBtnYhmGq6kJk+zdS8ewaTFt3C+gXsI7W2fHBHoAAAhe/vmOUl5ezh+MHj3aLycEAABoD2ql+LC2ViVrIXqQjUbCO6uR8AkBAAAIFP+MwMfFxRUXFxNCkpOT/XJCAACA9pAc6c6tECqwStMkoTXLzv2l2Kz89rih1Kzgy+BrVVyPROdNvesZv+33CiTZKP7OJkcG4N0HAACQyD8j8KmpqfxBRUWFX04IAADQHgaJ1XLrmejUtWnx+dXYfFq3YkfU+Wqly0NxHOE4YnVSh86rn/05ptiMDN5veic7hadg6BiuR6JTtngAAABayz8J/IwZM/iDTZs2+eWEAAAA7aFvB4dAiTI9w03raZEzHkLIofPqX3J1Pp9yeai3dkU6MSTsJzqGFX5/p/eyyH/7BgAAQDr/JPBz5syJiYkhhKxYseLkyZN+OScAAIDfUYTMGVzXK8nHOHyM3rNohDlaJ3fVt+9PGASedbPU10cjZAsm7A1Ltf+xt0VBN83SlTQ3o2+DxP3kAQAAAsVva+Dfe++9mTNnNjQ03HTTTfv27YuNjfXLmQEAAPxLreTuHFJfUGX//aK6rE7h4SiT1pOV4OrfwdE8r2tvxWal3S1S9vyM4KJ9aK3ruth6JjkOFmkKq1U2F6VjuNRo15DOdqOmjcXtAQAAZOO3lXUzZsx47733/vrXv+bn53ft2vX//b//9/DDD0dEYNAAAACCUVqMKy0m8Nt951eK70wumuFDa0Vp2UlZ1kBHAQAA0GqtS+CXLVsm3GDQoEEHDhwwm81///vfly9f3q1bt65du6alpWk0GtGTP/fcc60KBgAAINQ5pSTnWJQNAAAAhJDWJvDPP/+89MZWq/XYsWPHjh2T2B4JPAAAXGsSjOJL7pWK1p2T48iFWmVNmYKjKA1h0mJcwqXXZeBwUwVVqmorrVKQxAh3hyg3hVkFAAAArYfNaQAAAAKmV6KDoiI4wfw63tCKMvSnypgfsvVVFm/Sb1QruZHptokZVoV/Cte2jpslv5zR7SnQNp5rEKv33NjbkpWADdsAAABaJxAXcwAAACCEEELTxGdJ/MZu6tMg8Wy/ntN8fMDYKHsnhBCHm9qao/vogNEje402N0s+OhC5LU/XZKXAJYti1X7j/kLx5XUAAADQWOtG4N1u7EULAADgT7cPrH+pVllj9T1Rfmw3W2q0pItveb3i+5OGlsbycyqYnfna8Rm2tobZFjvzdbkVKo6Q5vPlOULWnzB0iXHFR8i9bx8AAEDoat0IvKI9tVMPAQAAghlNk79NqumT4miyLFyt5G7tX/+HHhaJ59lzVssKjrHvPqtlZVwLz7Jkz1kt8ZW98zws2XNOK19AAAAAoQ9r4AEAAAKMJuSOQfVutv5EqbrUrGAUJCPe2cnUullveWI70lmcdFmdMjlSpsl0JXVKi1OkVJ1ozAAAfmexWL799ts9e/YcPHiwvLy8urpaoVAkJSUlJSV17Nhx2rRpN954o16vD3SYAL4hgQcAAAgKSpr0T3H0T2njy+vt4rPq6ux0cmQbz99addLikSESAACe1Wp99tln3333XbPZ3OSpvLy8vLw8Qshnn32m0+lmzZr16quvxsbGBiJMuR07dqxfv3788fvvv79gwYLAxgPC/Hbh7N27d+/evceOHdvaFx45coR/7dy5c/0VDAAAwLWGkbBXnJQ2/iJl77qA728HANeOU6dO9enT5+WXX26evTdhtVpXr17dr1+/Xbt2yRMbgHR+G4HPzs4mhCQmJrb2hQaDgX9tdXW1v4IBALiWna9VfH7YWGNVsCyhKKKgufQY15whdUwri42wHDlRoj5arC41KzwsFaXzdE9wDU216ZlWJ13ZtoKPLm08lJdb46qLVhkHajLmxf6hlzattecJQiVm5b5CTVG1yuqkdAyXGu0anmZPMgag5mtypCevUui+PE2ThAj5AkuI8NAUEV51nxwZmAp2xWbl/gJNYbXK5grwuwYA8igoKJg4cWJpaan3kcjIyMmTJ3fp0qVLly4ul6ugoKCwsHD//v3FxcV8g+Li4vHjx2/dunXMmDEBihrAh8BPoXc4Lm+fU1VVFdhIAADCwDdHDQeKruzOxXHE7aFyKphlG2LvGWFOi3VJPI/FSa/+LaKg6soSZbOdLqpW7T6ruW1Qfbc4qechhLxY8smKiq9Z7nKBtRLHpeyGc59UbX4oftbi5DuoFmucBTuOkE2nddvzdN5d3OvspKxOcaBIM76bdUp3q8zxDOjoEF5SnhXvbMPNlzYzqNmMeOeZckagzYAOdtni4XGE/HxavyNX6/1FeN+1CRnWyVlyv2sAII9FixZ5s3eDwfC3v/3tgQceiIxsuqbI4XC8//77//znP/k03uPxzJ079/jx40ajUe6IAVrQlgTe5XKdO3fO51NutzsnJ0fieTiOq6ure+mll/h/qtXqNgQDAABeuwu0jbP3xjiOrPw18rmplxihfOoyliUf7jdeqPFxjbA46Y8OGO8fbZY4XPl62Vevla/18SM49rXytTpa83DiLVLOE4S25+m25eqaP85xZGuujlFw4+Tds61vsv2743qHu8UbIkNT5c6Wb+hpKaxS2VsIKT3W1b+DQ+aQtuXotuf6KH3PceSXHJ1ayY3pKuu7BgAy2LJly9atW/ljhULx1VdfTZ061WdLtVp933333XLLLf369eMT/qKioiVLlrz55pvyhSu7xMTE559/nj8eOHBgYIMBUW1J4M+fP5+VleXzqUuXLrX0lKjU1NS2vRAAAHgbs33kk14cR97bF3X/mFrR8xy6oPGZvfNcHurHbP2iESJrCAkhFe6aV8u+EGjwatkXs2MmJKiiRU8VbOrt9NYzWkKIz03OCSG/5OgGdXZEqAU3dvOrwxc0Atk7IWTvOW33BKds8RBC4iM884fXfXYwwtysWF1WgvO2gfWUvNMvzHZ6q6/s3WvzGd3Ajg6DjO8aAMhg7dor95EXL17cUvbuFR8fv2bNmokTJ3o8HkLIp59++uqrr4bxWGNCQsJTTz0V6ChAqiCq/jp79uxAhwAAEMIKLqk8rEg+dNEs6b7t7xdFvqbkX1LVO8SvIBtq99k5oYzRzjl/rP1VSkjB5kQp42Ip0vIm5y6WOlEiYbaD/zR515rPlc+rVDVIeNf8KzXa9diEmht7WzLinfERnkSje2BHx4LhdX8ZVqdRyV3BLrtU7Rb8P+LyUNmlsr5rACCDxrXopk+fLuUlY8eOnTRpEn9sNptRzQ6CR+DXwPOmTZv2wAMPBDoKAIAQdrxMfHBAuKKYV3m9SL07jiPldYqIOJGByhz7edGfdUZCmyBUUS9+AS2X0MaPyv73XWuep3IcKa9XyD+8rFZyI7vYRnYJ/NT08jrxQo4yv2sAIAPv6neapvv37y/xVePGjfv555/54wsXLrRLZACt15arVHx8/EcffdTkwXnz5hFCIiMjV6xY0aqzMQzTo0ePPn36UDJPpAMACC92l9/+ijo94qeS0sbiEV90bWPlXgXtF1K675LQxo+k/DiZQwo2kj7YKEUPEHaczstzwViWra6uTkhIkPKqfv36eXfIjomJEW1fWVn5n//8Z/v27QcPHmQYJiUlZcKECbNnz5a+qry6unrdunXfffddTk5OaWmpVqtNT09PT0+fMWPGzTffTNNSp1Dt2rVr7dq1u3fvLikpaWhoSEpKSktLu+GGG2655ZYOHTpIPEn7Rbhnz561a9eePXs2Pz//woULCQkJ/F4AM2fOFF3dAIQQiuP8M4GNT78TExMbb88Q0qqqqvz1ywkPSqUyKirKbDa7XK2oPg1toFKp+LKodru9oaEh0OGEP5PJ5HQ6LRZLoAMhhBCLky6qVvIbknWOduuZVgyW7szXbjipF2328h8vibZ5ZaupskFkrPLhsbXJkSK5zosln3gr2GnYqDhHLzVrdNB1lepsO315Kf7Dibc8lXSnaEjB5udTum15QhUHCCHju1mn9pCvqvlLv5iqLCLv2iPjagOyWZqTcx+ynLnorGAoVQ9taoamo/wxEEJ+OqXfnie0Bp4QMiHTOqWVtegNBoNGoyGE4BIpA/4SWVtb63bjXkv7YhiGL71us9nacInUaDQGg6Ed4mqLnj17njp1ij9+991377rrrqs84fTp03/88UdCyP333/9///d/brd76dKlK1assNt93La+/fbbX3vttbi4OIETsiz79ttvL1u2rLbWd52aLl26PPPMM3PmzBEOLD8//957792yZYvPZxmG+dvf/rZkyRL+T5bX2bNnu3btyh+///77CxYsaKcIDx06tHTp0k2bNrXUYPTo0a+++uqgQYMETgKYJwYAEBQaHPT32frjxWrvLHeaIn2SHdN7WyQWQhuZZhNN4LXSdhHrFu8STuANajZRQh44xtjvtfK1Wk/M0JqHUq0TqP8WXuEIW6jbesC0wqaoGmPoJyWkYNMt3rUtT7yNLLFclhHv2lcg9K5FqNlEGfeB53k49s2Kb96q+LbGXe99sLe2y3MdFl5n6C1zMF3jnKIJfEZrtkgEgJDQrVs3bwL/2GOP9ejRY+TIkf46eW1t7Y033rh79+6WGnz22WcHDx7csWNHUlKSzwYul2vOnDlffvmlwE85d+7cnXfemZub+9xzz7XU5uDBg5MnT24pwSaEOJ3O5557bu/evRs2bGiSwwvzS4TffffdrbfeKnyXc9euXZMmTTp69Gjnzp2lh3et8VsCv3LlSkKIVityXQQAgOZqrIq3d0c2qdTNcuRosfpclereUeZonUf0JAoFSTB6hFf5Tu8laU7HqC62A4VqgZJ4Y7vaaAlzsUcYel3HjOpQ8ITOE9v4cYrQadZJCY7+F9Jevi5C7izOL7rEulKiPMW1Lf62UyI9XWJlTQVHpdsOFmncLd/tGdvNJvNiNTfnmV+w/Cfz/iaPn7Cdm5m/9I1OD90aPV7OeLrGujqa3AI7LKRGu1JjkMADhJu77rpr/fr1/HF9ff3o0aPnz59/7733Dhgw4CrP7PF4brvtNj57j4yMvOWWW/r3769Wq/Py8r766ivvxtu5ublTpkw5dOgQ42sr1/nz5zfOjfv16zdq1KgBAwaoVKqTJ09+8cUXBQUF/FPPP/+8w+F4+eWXm5/k7NmzkyZNMpsvbxATHR3Nz97XaDRnzpzZtGnTgQMH+Ke2bdu2cOHCTz/9VHo3rz7Cixcv3nnnnd7sPTo6+o477sjKyoqLiystLT18+PCaNWv4Z2tra2fPnr1r1y6lEiPNvvltCn34wRT6JjCFXjaYQi+zgE+h5wh5e3dUUXWLF6pOJvd9o2ulZF5OD3lmY0xLdba7xLjuGSm+9xvv8AX12t8jfP4V7JXkvGNwnZQEniPktZ36stoW7+0mRtkeGWMJxWXZHCErdkSVtFzVPyXK/eAYSe+aHx2+oFn7u6GFd81xx+B6Ke+aH71Zvu7ZklUtPctQyr093kllEuUMqcqieHt3pM89FCK17L0ja026Vhf5wxR6OWEKvWzCaQo9IWTcuHE7duxo8mBGRsZNN900efLkkSNHtmqXOO8UeqPRWFdXRwi54YYbVq1aFRt75W41y7Kvvvrqk08+ybKX/6o899xzS5cubXKqtWvX/ulPf+KPNRrNSy+99MADDzQuDWa1Wh955JH33nuP/6dCoTh8+HDfvn0bn4TjuPHjx3s7eP31169evbpxMBzHrVq16q677uI3xqMoKjs7u0ePHvyzwlPo/RLho48++tprr/HHf/jDH9auXavX/8+cwdzc3OHDh1dXV/P//Omnn7AeviVBtI0cAMC1qbBKJZC9E0LO1yjPVqqknIpRkGf+UBVvaDpcTxEyIs0uPXsnhAzs6LhrhLnJemk9w13fwyIxeyeEFFSpBLJ3QkhZrfbcJUldCzbnLqkEsndCSHGtUv6uDexoXzTcx7s2radF/uzdw7FvVawTaODk3O9WrJctHl6M3vPQ2No+yY7GkxFoivTv4HhoTFuydwAICWvXrm0+bT43N/fll1+eOHGiyWS6/vrr//3vf2dnZ7fqtHz2Pnbs2HXr1jVOmAkhNE0//vjjb731lveR5cuX19fXN27j8Xgee+wx7z83bNjw4IMPNinsrdPp3n333WXLlnlf8uCDDzYJ44cffvBm74MHD24eDEVR8+fP9272znHc66+/LqWD/opw48aN/IFGo/nyyy+bZO+EkIyMjOXLl3v/uW3bNinhXZswMwEAIMByK8TTvLxLTFdpS3MZBXlsQo3NSW/O1ZXWKlQ0yUx0jOwiXg2+ufRY1yPjasvrFaVmpZsl0Xq2s8mtoFsxNUlS1yqZdHmnmvtFnpSuVajk71rXONcj42rL6hQ1Dj2hlWpS39p3zV9O2gouuUXuGe2o/12eYBozatg7Btc3OCzna5QWJ61n2NYWjASAkBMXF7d169Zly5a99957zVeJ22y2n3/+md80LikpadKkSXfeeeeECRMknvxf//qXSuX7onDPPfesXLny2LFjhBCLxfLll18uXLjQ++z333/v3aBu/vz548e3uKpoyZIln3zySWFhISFk165dJ0+e7Nmzp/dZfi0zIYSiqLfeequl9e1Lly59/fXX+ZsO27dvl9I1f0V4/vzlLWP79u3b0tSMcePGeYvk+ywHCDy/JfDemy6tQtO0VqvV6XRarbZTp06ZmZmdOnWSvkdCu4qKigqSSIIKP5kK5KHRaFo1oQvahqIorVbbqmou/uXwsWN3szasNiamdRHOv1IrR0mIeHX6lsTEkB5tfa2DE++avfVdCwaS3jWii4kJTGmYmJjLu8NwXMD+aFvYM6JtSl3VUjZnag8xhHRO9s+pvINRuETKhl9oBvJo2yUyCNc4MAzz0ksvPfPMM19//fUXX3yxc+dOn0sDSktLV69evXr16qysrIcffviuu+4S3ut6/PjxwhvFPfnkk7Nnz+aPv/nmm8YJ/BdffOE9fuGFFwROotFonnjiiXvvvZf/55YtW7zpcW1trbeu+4gRIwYPHtzSSVQq1cSJE9etW0cIOXfunMvlaum+g38jJISYTCabzUYIKSoqcrvdPte3d+3a1XuzAAT4LYF//vnn/XKeqKiomTNnLliwYPjw4X45YZvhxk8T/N0Wh8PBL56B9qNQKPgrpdvtdjhCcovs0KLVaj0ej3eTWPlRHEOIyBWUJm6rNfQ+DHT4dk3Ku0ZxLqs1YJ8rhmGUSqXVKt8+dk0oJHx719HqAEboL2q1mv8yikukDPhvI3a73buuGNqJ99uIy+VqwyWSpmnR5DAgtFrtnDlz5syZ43K59u3bt2XLli1bthw6dKj5f94zZ87cc88927dv/+ijjwRuYdx9993CP/GWW2559NFH+Z22Dx482PipvXv38gcZGRmJiSIFQRqX3Dt+/Lj3+MCBA97/DtOnTxc+yTvvvPOPf/yDP5YyVOmXCAkhWVlZJSUlhJCysrIFCxa8/fbbzWfRg0RBN4W+trb2gw8++PDDD+++++5//etfAXxr7XY7itg1plQq+QQeFXram0ql8ibw/N1KaFcajeZqftUcITnlzNFidYlZwXJUlNbTPcE1qJNdrZT6ByROx4mmgrFau80WencVY6V0TdeKrjnc1KHzmtPlqlqbQkFxSZGefimOzASn/GXwpHQtTucI4LtG0zRN0wH8G5JKJ9AUzXJCWVaWpnNAIsy3F6+u+vmQ5cwltzlWGTnU0OPOmKlpat87PIlSKBTeBB6XyPamUqn4byNBOMAbZhiGuZpvIwGc1yaRSqUaPXr06NGjn3vuudra2m3btm3ZsmX9+vV8pu315ZdflpSU7Nixo6V0NysrS/gHKRSKrKws/rRVVVUXLlzo2LEjIaS0tLS4uJhvM2zYMNGAu3fv7j1uPFJ96NAh73F6errwSeLj4+Pj40V/Fs9fERJCZs+e7V3Wvnr16s2bN8+bN2/69OlDhgxBtfnW8tvviy8LwXHcb7/9dvVXL47jVq5cefbs2R9//NHndgsAAMHA5qLWHIrIqbjyZ6qiXpFbwezI094+uD41WtIfw55Jzh+yOZfHRxLKEUIRoqK5XskBG8i9Gr2SnT9mcy5fVfG9XeudJLVrRdWqTw9FmG1XvkKV1imPXFBnxjtnD6zXSdvi3l96Jzk3tNA1Xui+a/4SrzSNMvTZWX9UoM1M0xjZ4vF6vfyrl0o/c3OXR9sKHKUHLWferfj+qeQ598XPkD8eAAi4qKioGTNmzJgx46233tqxY8fKlSu/+uor77O7d+9etWpVk9rsXlJ2LE9LS/OuOa+srOQT+IqKCm+Db7/9VkrZNoq6vINYZWWl98GysjLvsXcNuV/4K0JCyMKFC9etW/fTTz/x/ywrK1u+fPny5csNBsPw4cNHjRo1YcKE4cOHC69WAJ7fEvjdu3dXVlYuWLCAz94piho6dOiUKVM6deqUnJyckpLCMExxcfHFixeLioq++uqrEydO8C9ctGjR4sWLbTZbZWVlbm7utm3bvv/+e35C3ZYtW5599lnh5RYAAIHCceSjA8aCKh/DsGY7/eE+4/2ja+MjxOfTRqjZSZnWjad8TDjir2MTM61GTUhOFo1QsxOzrD8JdC3LGiGtaxX1ig/2Ge1uH5f2nArm49+M91xnlvO6H6FhmciLrpqOLTVgoi5EqHXyBRSUnk2Zf33u4zbW9xKJwfqsP0dLrRHlL29XfPtCyermj7s49zPFqzQUsyDuBplDAoDgQdP0+PHjx48fv2nTprlz55aXl/OPL1269I477mhemSgqKkpKRYbU1FTvcU1NDX/g3TKNEFJfX9+kQL2wxnMivCckhPC3BvzFXxHyvvnmm8cff/zdd99tPH2moaGBX8Xw97//PSUl5ZZbbrn//vtF5xFc4/xWpO3ixYsDBw784YcfCCETJ048fvz4vn37nnnmmfnz50+dOrV3796ZmZnjx4+/8847ly1bdvz48e3bt0+cOJEQ8p///OeRRx7p1q3bmDFjFi1a9Pnnn+fl5fFPEUJWrFjR+N4PAEDwOHJR7TN759nd1I8npS4CGtvNNiHD2jz/pCgyPsM6LiOEV1KMa7lrEzKs47pJ7dqGU3qf2TuvoEp1+IKsFR+LLA1mc6xAA3Nt3AVrq3dODjM9tWmfdFkao/RR2m2Eoden6csUlKzFYivdtctLPxNo8Hzp6mp3nWzxAEDQmjJlyueff+6dNl9WVnb69OnmzSSOGDdeUOAtb3Q1y0Aa10hqXKFAp/PnjWN/RcjTarVvvvlmbm7ukiVLfKboxcXFr7/+ep8+fd544w0sZBbgnwun3W6fNm0av9Rh7ty5mzZt6tWrl/BLxo4du2nTpr/85S+EkPXr199///3ep5KTk7///vuMjAxCiMVi4SslAgAEm98viizwy61gGhxS/8xO6W59eGztsFR7otEToWYTjZ6hqfaHx9ZO7R7yJb68XUsxkUgtSTGRYan2h8fWTpHcNauTzikXWU4l+nb417qCciUrVGFeyWrXnSsTaHCNGBPR79fu7yxJnjNYn5Woiu7MJF4fOeyDtCe/7fpCtELumu0/1OxtaToAr8Fj+8l8QLZ4AEAGiYmJKpVKpVJlZma26oXjxo3zjikSQk6dOtW8TU1NDb8rm7Bz5855j6Ojo/kDk8nkfXDFihVca/C7tTU/j3+ruPsrwsbS0tJeeOGF/Pz8/Pz8d99997bbbmsy7d9qtT700ENvvPGGHzsSZvwzhX7NmjV8pcFOnTq98847Endfo2n67bff3r59e2Fh4XvvvXfbbbeNGXN5LZxWq3388ccXLVpECNm8efM999zjlzgBAPyo1KwQbsBypKxO0TVO6uz3JKN7Rt+Gq44rGPFdi45maJrmOK6qqnXdLKtXsGL34kvE3g7/KqsX/3ElEtpcC6KVxkcSbn0k4dZAB0JO24tE25y0FcgQCQDIxmAw8DPhz50719IGZi3p37//5s2b+eOLFy/6bFNUVNS7d2/h8/hM4L0HhJCqqirpUTXR+DxFRUV9+vRp86kEznw1EfqUnp6enp5+1113EULy8vK+++67N99807td/FNPPTVr1qyUlBT//tDw4J8R+I8//pg/mDNnjlbbij1vNRrNnDlz+OO33nqr8VNjx47lD3ze7gIACDiHr7JzTTgltAFRzpYnz3s5JLTxI7dbPDl3uZDABxcLK74pQIMnhFesAEBz3vXnbrc7Ly+vVa9tvKt0UpLvjSpycnJEz3PmzBn+QKfTdenSxRuY0Xh5IpLP+fkSNb59UFAgcgvywIEDs//r999/F27srwhFdevW7fHHHz916tTo0aP5RywWy549e9rvJ4Y0/yTw3v8MPXv2bO1rvZPtDx8+3Phx72wKrIEHgOBkVIsPrYdo8bnGip2VW+oObqzdf8J2ziO4JZgwp5s6U0oOFpCcMkkJeWNSCt1FalsdW42VPlPOZJcyJWal6Ah/E1q1+BYDOg12FPO/i40+kMJ71DWXoDKJtklURYu2AYAQMnjwYO/xiy++2KrX7t6923vc0gz89957T/gk33//vXdgedCgQd4pADRNDxkyhD/esGFD44pxPm3atGn4eNBjKQAAIABJREFUf+3fv9/7+PDhw73Hn30mVOaDELJmzZov/qt5Tb4m/BXh2rVr5/yXwI0AvV7/zDPPeP+JQdyW+GcKvejbKcBboqCkpKTx4wrF5YGL5iUQAACCQdc41yWL0BCrnuGSjSG8U/FhS87fiz/4zXLlWpuoin444Zb5cdMo0ooM3OqkNp7SH7mgcV/OtiglHTOgo/0PPSwS935LMrp1DGt1Ct107hrXimy5qFq54aS+sPpKDUKjhh2fYR2eZpfYsX7xyt9KRdr0T8Tetv500HLm6eIPDlrOeB9JUsU8mvinubFTJX4gR0X0fbNcpLDO6Ii+VxUlAASZhQsXvvLKKx6PhxDy2Wef3XvvvY0zXgE//PDDkSNH+ONOnTo1vhHQ2JYtW37//ff+/fu3dJ7nn3/ee3zDDf+zz8WNN974yy+/EEKsVuvKlSuXLFkiEM/TTz994MABQkhkZGTjH5eWltarV6/s7GxCyG+//bZr1y7vOHYTLMv++OOP/HFERES3bt0EfpwfIywuLv7000/545EjRzbeLr6JxkX4WDbkh0DaiX9G4L3rE44dO9ba1/KL5wkhsbH/U87Xm89755kAAASVkV1sCsE/oqPSbdJKggSj72v3Ts97snH2Tggpc1U/efHde4v+LX3k02yjV+yM+q3Im70TQoibJb8VaVbsiGq8qbsAmiKjuwpNflbQZFQXqTOfj5eo39kb1Th7J4TU2envjhu+PBIhsfDtzZ06WNWFAg2smoKb/Lof7zXuu5rdN+Y92Th7J4SUuqoev/D2A0Wvc0TS2zbG0K+nNk2gwQB9xgiDSBVeAAgt6enps2fP5o85jrvpppuOHj0q+qoTJ07cfvvt3n8uXLhQoOD8448/3lLB9g8++ODgwYP8sVqt5gt4e9155516/eUNa5577rlDhw619CPeeecdPjcmhMycObPJ4Pm9997rPV66dGlLwbz66qve1fg33HCDStXiTjr+jbDxHO1Vq1YJVJjndzTjde3aVTS8a5N/vlp6iyWsXr26VTsENjQ0rF59eTvWJuUffvvtN/4Abx4ABKf4CM8feze0dD3PiHeO7hqqBeQvOCvuK/y3i/P9DeDr6h0fVm2UeKrPD0fUWH3PU6ixKdYcjpB4njHp1ox4p8+nKEL+2LshPsIj5Tw1NsUXhw0t3dY/ckH9a4GkavYKmp47yO5QmH0+61SY/zLYoQjd+zdB5ryz/P6i19yc77f4y+ptH136Scp5FBT9bupj0b62tSOExCoj3+n8/2h5d7YDABksXbrUm4VWVFRcd911ixcvbmmVrs1m+/DDDydNmuRNatLS0h577DGB82/duvXWW29tvB87IYRl2ddff/3uu+/2PvLAAw80GbCMjIx84okn+GO73T5lypTvvvuuyclZll25cqV3xy6FQsHX+W5s3rx53oxp9+7dzYMhhHzxxRfLli3z/vPBBx8U6JF/IxwzZkxExOXL/YEDBxYsWNB8+jbHcR9//PE///lP/p8Mw0yfPl1KhNcgyi+b7H377bczZszgj2+66SYpayoIIU6n8/bbb//666/5f37yySd33HEHf+x2u0eOHMnfxVmyZMkLL7xw9UG2VlVVFXYgbEypVEZFRZnNZpcLqzrbl0qlioyMJITY7faGhvCsSR5UTCaT0+m0WNq4ZfeZcuaHbH1lw5UclVFyo7rYJmRalSGbCDx18T/vVX4v0CBRFX2s5yrRVKewWvX27kjhNveOMqdGS/qr4mHJLzm63ee0jZfQx+o9N/a2ZCX4zu2bW39Cv/ecULHVSA27ZHK1tJ19ySlzzcojDk1dT3JlCjdnN5786wBN98goiSG1E71ezzBM8+9woWjxxXffr/xRoEEKE/d7zw8kTqS/4Kx44sI7W+sOe8ftKUJNiRyyvMPdKUxcG8IzGAz8Js+4RMqAv0TW1tZezQ7VIAXDMHwBM5vN1oZLpEajMRgM7RBXG23btm3atGmNi9JRFNWrV68BAwZER0cbjcbq6urS0tLi4uJjx45ZrVfuvxsMhi1btgwbNqzx2aZPn87PRddoNG63m/80RkdHz549u1+/fiqVKj8/f+3atbm5ud6XdOvW7dixY82rfbvd7hEjRnhH6QkhgwYNmjVrVlpaGl91b+3atY1Xg7/xxhsPPPBA8w7u3bt37Nix3v8XsbGxt9122+DBg7VabW5u7pYtW7Zv3+5tPG/evFWrVnn/efbsWW/+//777y9YsMDvET799NP/+Mc/vP+MiYmZMWNGZmZmly5dzGZzYWHh2rVrGy+Pf/rppxuvh4fG/JPAezye4cOHe9/Xfv36PfHEEzNnzmQY39v2ulyu77777uWXX/ZOw+jbt++hQ4f4og5nzpx55JFHfv75Z0IIwzD5+fkdO3a8+iBbCwl8E0jgZYMEXmZXmcATQjiOXKxVltUrnW4So2fTYlxqZWj/9Rhx+q95dt/75XjtyHpDeDYyIWTTGd3WHJ1wm/EZ1lbtde9wUwVVqioLzShJYoS7Q5RbYrLNe2WrqfHdFp8eGVeb1JriBSfNNXvKauodXISaGpVo6hEpXilNBuGUwA89dfc5R4lwm91Zb2ZpO0s/5wVnxW+W0zXu+milcYi+e4c2pe48JPByQgIvmzBL4AkhW7ZsmTdvXpOqW8Li4+O//vrrUaNGNXncm8Cnpqa+8sorf/7zn/k19i1JS0vbvn17586+/0ZVVVVNnTpVYHa61z333PPOO++09Oy333775z//2ekUuaM9atSozZs383+1eMIJvF8itNlskydPllhY/tZbb/3000+lzPC/Nvmnvo5Cofjkk0+GDh1qNpsJIUePHr3tttvi4+NnzJiRmpqakpKSkpJCUVRxcXFxcXFRUdG6devKysq8LzcajR9//DGfvb/44otPPfWU96lFixYFJHsHAJCOokhHk7ujKXy+TZY4L4m2KXZeEk3gpSxxN9tat9eaWslJH2/39eOkhEQn+Z5k7VvPSFPP4Ejaw5WUD2SJuyqLtCKB78jEd2TiryIoAAgxkyZNysnJefHFF1esWNF4jN2nqKioefPmPf3001FRItOpZs2a9fPPPy9cuLCoqKilBm+88UZLu9ARQmJiYrZv3/7MM8+88cYbLd0E7Nat2wsvvDBr1iyBSG6++eadO3fee++9Le0Pp1Qq77vvvpdffrmlQdb2i1Cr1W7cuPGRRx754IMPBH6Q0Wh89tlnH3zwQRpr0FrmtwK5mZmZO3funDp1qjczr6ioWLlypegLTSbTjz/+2Lfv5aKvNtuVKkQDBgx4+umn/RUhAABIpKEZ0R2zNbT45V8lITdXKWSdraBUcE6PyJC9kg7tCRThR6tQ290id200VOu+jwLANchgMLz44ovLli3bvn37xo0bjx49WllZWVlZWV9fbzAYIiMj09LSBgwYcN11102bNk3KimDexIkTs7OzP//886+//vrMmTPl5eUGgyElJWXcuHGzZ88eOnSolMD+9a9/3X///V999dXGjRvPnTtXUVGhUChiY2MHDBgwbdq0uXPnevefEzBs2LBDhw5t3Lhx3bp1+/fvLysrs1gs0dHR3bp1Gz9+/Pz58zt16tT8Venp6aLzjq8+woiIiPfff//JJ5/85JNP9u3bd+rUKX7WUqdOndLS0rp06TJ06NBZs2YF28SNIOSfKfRelZWVTzzxxMcffyzxtBMnTvzoo4+8RewJIcuWLeP3Wpg+ffrnn3/uLTghP0yhbwJT6GWDKfQyu/op9OHnxrwn9zWcFGhAEep4r49Ed8zee06z/oTIlfiPfSzXpUktIF/HWpdeeH9Hw+9mdz1N0SmquHmx1y+Mu0H8lf/1zp7IgiqhWXkUIUunVEvZeZ5X7KxcU/0LPxnbpIwYou9+e/SkZCZW/JXtLHim0Ds419fVO7bWHb7orFBRyp7atBmm0cMMPcVf+V/Tcp9osiFCEzRFZ/f6OE4pd90Bvms7rcf+P3v3HdfE+QYA/L3skLD3BpGlKGpVtFbrQoulKGrd/Vlx1m1rax1VcbfVilbtsIK0bnHWaqto66harRMVB0P2DgQICVn3++NsmkJyucCRMJ7vH36Ou+fePHcg4cm9I1dezGVwAjme0TZ9wwQdTJxGmwJd6E2m9XWhp5F2F/rMzExzpwPaFpqXqHV0dExISPj444/j4+MPHz6cm6t7CCWfzx86dOj8+fMHDBhQ55Cfn9+sWbOio6PDw8NJVmsAAADQdKJt+5EX8L2FHQ1W7wihEDf5mce4Sq33lzmTgYe41FLM6pjo8tzsOKXW3PjPVNlLc7/bXph0IfArZ47hfBBCoe615AV8OwcF9er9h5Izq/L2yLVS+qPyXlzhkTXuU6ca87FCK/agJi0mc1O2vEiz55YkNaH07Ds2fb72XihgUJrzP9q2H3kB/4awk+mr9/s1L6Zmfq59adfQgz3FZ6Js+nztvdCC2qUBAAAARqH5CXwdeXl5f//9d2FhYXl5uVwut7a2trW17dChQ5cuXah0AjEveAJfBzyBNxl4Am9i8AS+PgWuHPLsw0dS3U8VuBj7l4AvQi0orfF54anFBf3z2IUH1oQHUZrB7pokZeTz5fqW+7ZjWaV2+olBYW1UpRp9fdmmoFL3exCLgc/pJ3a3pvRkL7H018U5O/Ud/cpr7nv2Q6m000SawxP4jNr8oc8/qlDq/j020LLbofarqUwdL1crwp99+ET2UudRHsY5F7g5xNCMDPRKr8176/lifZc2yOq1g36rKM6KD4wCT+BNBp7Ak4An8MCMmraKJqava9KXAAAAQDs2xjrot/q9jHX3a17UOWTNFHzj8xHF6h0hNDioRqrA/szg16m8MYT6tJMOpla9I4Q+yNysr3pHCImUlctzf9joMcNgOywGmtq7cu9fVrkVdd8B+Wx8/GtVFKt3kbIyNj+BJGB1XkKk9eu2LKoL3bdKq/MS9JW4CKFLVXdPlV8bYVt3euf6OAz2ofarJ2WsfViTXueQDUv4rfdiE1fvCKFVefEkl3ax8s7PFdejbPqYMiUAAABtQXN/DA4AAMAsXNh2ZwO+OCL6/Xj55VRpVi2u8OI4DbbuPs0h0plC53kNDKGoTpJQd/n1TF5OBVciRwIO8rSpfd1X5k1t+XeE0MvagkKFiDzmuOgPKgU8QsiKp57dt+JeLu9+LregkqlUY3YWqiBnRR9fKfXO8+fEf1WpyD59qFRJzon/mmA/mGKDrY9IWXmh8jZ5zCHRRSoFPELIlW1/zv/LI+W/Hy+/kip9KceV3hznQVavTXd6x4ll6iUAypSVyZUGllM6VHYRCngAAAC0gwIeAACAbmyMNdE+fKJ9eOOb8rZTeNsp7OzYDAYDx/GysiqjTr9YecdgTIXKiPEmLAbq4SXr4WVgpn0Sj6QZBmNSpOkItd0C/qksW4mTLYyMEEqpMXwbNTgM9iT7IZPshzQuLxqkSl+qcAOf9aRI63YWAAAAABoPVtgDAADQ3JWpxAZj1Po72DcF8sfv1GNaMUq3SN0ib9E/aZP9yLXx7z4AAIAmQvMT+Hv37v3444+pqaliseE/tuq4ceMGvckAAABoHXw4rgZjWBiFRefp48Q23G2bSkwTEakq74nTEQuzqeX7cg3fPX3kasVj2ctKlcSaKejA8+EwyCbwr4PKtPDOJu/9Tot/Lo1sjjqjRpoAAAAAFNFWwOM4/vnnn3/22WcwKSgAAAB6Rdq8PjcrjmQSO4SQN9fZZPkghPoIO31ddIw85g3LzqZJRttjaWZs/t7LVffV//Txbsd1+9Bl7Fi7gUa1U6Wq2VSwf3/ZeYn61UADIZM/yX7IEpeJQiafSgudLNpZMwViFdnk1Wa5RY3Xme9nxRRUtsZLAwBQ8emnn77//vsIIQsLvcusANBEaCvgly9fvnHjRrpaAwAAADQsGLxewg7kS9Mvd/ufyfJBCL1p2SWY750qzdIX0IHn86awiylTQgj9Jr4Vk7lRe116hFBGbf7crK1/S55+4fkBxYXNipXlw18sTZPlae+sVkm/LT51sfLOaf9NDixrg42wMdZUx8ivCg/rC2BhzBlOUVTyaW44DHaMw7C4oqP6AlgYc7pDpClTAgCYUp8+MEUlMBt6CvicnJytW7dq77GysgoMDORyubS0DwAAoI2LtO1DUsAzEaO7RZAp82FhzG99Fr/z/FOdj2GtmYJvfRczMZNONJMvL53x8ss61bvG3tJzXSz8KU5J+MHLLXWqd40XstzZL7ccab+GSjsfuoy9Xv3opp5v3Gr3mGCeN5V2mqGPXMfdqH78l+SJzqNr3KcG8VvqpQEAAGjO6Cngt27dKpO96mLn7++/e/fufv36YRilj/kBAAAAcjjCvy06SRKgQupvik+ucZ9qspQQQh14PucDt3yUvfPP6hTt/W9Ydt7iOacd182UySCEvik5WaMmm1d/S+GhCfaDDT6Evy15eqXqAUnA71X37kqedxMEGEyJi7GPtl+zNi9xb+lZ7U8W3DmOa9yntuhV1ngY52j7NWvzExNLz2lfmgfHcY371Hda8qUBAABozugp4B8+fEhs2Nra/vnnn46OjrQ0CwAAACCEnkmzc+TF5DEXK++YuIBHCPlx3U/6b3gmy/6r+kmFqtqGKQwTdgjkeZk4DcKlyrvkATny4mfSbINPhqks2nex6g6VAh4hxMM46z2mf+gy9lr1w5zaYg6DFczz7iXsyMZa/EK2fAZ3g8eMj1zG/a18nq8s4zBYfpjra7yAVnBpAAAAmi163mNevHhBbHz88cdQvQMAAKBXvrLMYEyuvMQEmegUyPMyV9GujcodyFOUGizg8yi0k1Nr4POUOuxZVsNt3jDqlJbCnmU1yqY/j8dDCInFYoVCYe6MAAAAtGb0DM8rLy8nNnr27ElLgwAAAIAGGxleIo7DaOuPPancAQ6Fh8NU1orjGrOeHAAAAADoQs+fO6GhodeuXUMIeXh40NIgAC2LGkePC7ipRezyGiaLgTtbqbq413rYwJKKTUKkqjxUdvEvyZNKVY0V06KnIHic3WB7lpUZU3pYk368/Eqq9KUcKT3YjoOtu79t3bsBy5KXKSsPi15dmjVT0EMQZPZLo8sLWV5sfvzDJ+kytZzP4HbitVvlFuPPc6d4uh/XHUMY+TJy/lzj3oAe1KSdKL+q+a6FW/cYZt3LxIvJa1Piql/EN5Ir/86Vl3AQK5jvM9K2X2cLP+ot+HM9biufkgRgCGvPM3yX2nMNf1/8KbQDAAAAANrRU8D37t2bKOALCwsDAwNpaROAlqK4irnvtmVh1b//m54Voytp/K4etaO6VHOYZCUHMNZh0aUlOd9ItGbqOltx84uCgxs9Zk6wH2z6fGS4/OPsXYdEF7V3HhJdDOR5/eDziVHTUB8qu/hp7rfal/ZLxY0vCg5u8pw53s4Ml0ajRdlf7yu7gP4pv8tRVX5t6W/i25Psw7d6zaPSghvHobsg8LaErDodbtuXYj4yXL44e+dh0SXtnYdEF4P43j/4fGKWzvBPpVnTXn7xTJat2XOp6u7O4uPj7AZ96TWbh3GoNBJl8wb5LeohCHJl2xts522b3mvy9ypxlb4ANsYaZt2bSkoAAAAAoBc9XehnzpzJYDAQQmfPnqWlQQBaCrGU8d11a+3qXeNeLnffbUso32mUJPpjXlacpN482zVq2cLs7YfKLuo8q0nNyPyyTvVOeCbLjk5bbnDeNY2jot/nZ2/TeWkLsrbXKTVblsU5O/aVnUc6Hp7j+8rOL87ZQbGdWPepJHODBfA833eIoNIOjvBpmZ/rvKVPpVnRL5abfix9jrw4Om25dvWucUh0cUbmlxTbmeI4rL3+Tg0cBjvWPYZKO14c55mOw0kCZjtFe3BgvhsAAADADOgp4P38/N577z2E0Pbt2+/cMTx7LQCtxrlUQZVM7/+jp0WcB3lcU+bTilWqJMvzduvrRI0j/LP8HyqU1aZM6ZeKG+fEN/UdLVWKV+fFU2mnUiVZkfcDyaWtyNtt4kujS5685MfS8yQBP5aez6FWMPcQBH3j85EFg1f/UBDf+5Dfai5GaVT2L+Ibv4lv6TtaoqyIzU+g0g6NYvMSSpVifUfPiW+eqbhOpR0uxj7sF6uzB4GAwfvW+6PugiCKKX3mNllfv49J9kOWuU6i2A4AAAAA6EVPAY8Q2rVrV7du3WQy2YgRI7KzdTxGAKD1kSuxh3kGurb+na2j3gAN8Jv4lkhZSRJQoaw+q7+cbgoHRcnkAefEf1EpvH8V/2Xw0s5VmvTS6LKl6Aj5wHUc4V8VHqLY2nCbN64G75jq+LYPx4WJMXgYp5sgYL3H9AuBX3lynCg2cqDUwHftrPimWCWh2FrjiVUSgz+3Bn/SNLw4zslBW9d5TO8mCOAzuEyM4cNxmeYYeTV4p1ErkzMxxnbvBUfar3nLOsyOZYUQsmNZRVj3Ouq3ZqvXPAZG2x8PAAAAADAKbXP2WlhY/PLLL+++++61a9cCAwNnzpy5ZMkSV1dXutoHoBkqrGIq1Rh5TG5FW58Zmy4PatIMx0jTJiDTDRc3mJICVz6RvXxdGGKonXQqr9USR8LfkzwzGHO35jn1Br04zps8ZqFGTKBm8LsmVytSpS97CTs2/DWMkSp9qcANTHh5X2L4h1+Dh3FmOkbNdIwSCAQcDkezTEwDDLDsOsCya4NPBwAAAADtaCstLl68iBBavnx5bGzszZs3t23b9vXXX3t6evr5+fn6+lpaWhpsYevWrXQlA4BpyBQGqnciBkfIcBwwpFJVYzBGbNp+5oZSwhHCxCrDKVVSeN5rymfCNKo/qr9hMTRqbnebyg82lZwBAAAA0BbQVsAPHlz30ZBarc7KysrKyqLYAhTwoMURcg1PUSfkGnpGD6hxZNsYjHFi2xrbbJFC9Kwyn6ViuKptdI6vJuHAss6WkxSfGELIkWU4bUqXxjL60poDW5Yws9ZAjB3TpOvkObJtDE4uSOW7pk2Nq9Nq88QqiQ1T6Md1M6qHuQPL2mAMlZ+QJtKYS6ujUCHKkRfzGVw/rhufAZODAAAAAA0BnXsBaDgXS6UFB6+Rk1Xo7RwUJsundXtdGLK9KMlgDPUGf6m48VXR4Yf/dF/nMNhDLHuscP+fH4VFsDUvly0qIgmwZFp0tmhPpZ2vi44ZjKGYVbMyyOq1u5IXBmIsXzNNMoTXhSHks/pbMQUhfF+Krclw+dbCI4ml58r+mcXAnmU1xWHYApd3Ka79FsL3tWIKyJ+x97HsRDEfGhGXtrfknEj16tIcWNbvO0QsdBlDcb5AjTPi61sKDj2SZhJfchjst6x6rnCb7MuFcXYAAACAcWAeGgAajsFAvX2kJAEYQn18yQIAdf0sQwN4niQBflz3gZbdKLYWm5/wfuaGh1qDz+VqxRnx9YFPF16uuk+xkWmOkeQPJN93iODoX/lM403LLv48slHdflz3FjoUea7TKA6D7A5wGKx5LiNNlg9CaKqh79oUh2EcBqUCVaSsjHi2+KvCw2VacxCWKSs3Fx6KeLa4XFlFpREOgz3Z4S2SAAbGmOrwNpWmaCRSVr71bPFXhYc11TtCqFQpJi7NqDURPsv7YUrGRk31jhCSqxWnK/4c8HT+taqHdCYNAAAAtAG0FfDKRqMrEwBMaWCg1NtO7zP2gQE13nbws00PNsba6b1IoKeXuwWDt8v7Q4p1V5Lojx1Fx3UeqlHLpmRuLFZSmvcr1KL9Jy7j9R3tJghY7DKOSjtsjLXT+0OSS/vG5yOKl9bcWDB4Wzzn6eujgiG0xXOesSMXGqmrhT/J9+U1QeBHLmMpNjUvO067LtX2SJo5P3sbxXYWu4zrauGv7+gnLuO76D/aROZmxT3Wc2kp0gzql3ao7OK3xad0HpKoZe9nbiBZPw8AABqpqjkx980ArQdz9erVtDTEaDRa0qCRVAoPTv+DwWDweLza2lq1Wm3uXJoRJoa6uMslCkZBJQvXGhEv4ODvhEj6+zfkp4jJZPJ4PISQUqmUy+V0pdoKuLDth9qE3at5UagQae8PtWj/U7sVoRQ6qxOmZG4sV+l9K5XjCgaG9af2xPt1YYg7x/G2JFWq/neoNxNjTLAf/K33YiGTTzElV7b9EJue92vS6l/avnYrOlv4UWynGQrh+wbyvJIr79SZa92CwfvW+6NRdm+aPqU+wk6uHPvb1U+l+L/fNRbGnGAf/q33YgGT0gcKD2rSVuXFkwSk1ea9ZR3mzLYz2BQbY0Xb9itVVjyRvdRedc+eZbXRY+ZMp+FU8qmPw+EwmUyZzOg5Au/XvFidn0ASkFabG2HTy9nQlBM4wt/P3KB/RkC8FlewGcx+lqHGZtjccDgcFouFEIK3SBMg3iJlMhnc6qbGZDK5XC5CSKlUKhRGjwdksVgcDqWRRE2nWf0RRdxMABoPw3HDs3C1TWVlZXBztLFYLBsbG7FY3IBf4m2BWMp4XsIRSRhMBnKxUgY4KTjMBv78sNlsa2trhJBMJquuNum06i3FHcmz25KnJcoKB5Z1D0FQd0EQ9XPTZHm9U2eRxwTyvK4F76TeplRd+0fVvSfSl3Jc6clx6m/Z1YPjSP10bXckz25JUkuV4gZcWjO3r+y3SzX3SxQVjmybgRZdJtkPNW8+2t81L45zf8su7sZ81zYXHvq8YD95zBLXiRR7YRBy5SV/VN3LkRdzMFYHvk9/y66NmeytwcvIfVl48IuCA+Qxn7pO/MjQpT2VZvV9Opc8JpjnfSV4h3H5NT9CoZD41BXeIk2AeIusqKiAzptNjcPhWFlZIYSkUqlEYvRaGDweTygUNkFeRmhWz72prMkFABUwiR0A9LDmq3t4mXQ1rLbsNUHga4LAhp2bIyebdo6QTSFGG5/BjbDuFWHdq2EpaWvMpTVzk+yHzvcfz2AwcBwvKyszdzqN/a5R+kGqNe4HyYPjOMl+SMPyoVFOrYFZ+hG1/yO5ihJaYgAAAADbY5C+AAAgAElEQVSg0ew6rgMAQJNiU5hVjoUxTZAJaNFYFH6Q2KQT+DVbVH7+Kf0/Qobbgf9rAAAAgFGa6m+Lx48fX7hw4eHDhzk5OcXFxTKZTC6XZ2a+mhHn5s2bXbt2haEgAADT8+W6YgjTHmlcX3vKK8mBlitNlnei4sqTmpcKpPTkOIVb9xhg2RVDZKtCamtHYQk0P64b9XxwhF+qvHuh8nauvISDsTvwfaJt+1Jf1JBG7SikTSUxP57hGPi/BgAAABiF/gL+wYMH8+fPv3LlCknMokWLUlNTR40aNWPGjLCwMNpzAAAAfdw5jt0EAXckz0hiIm1eN1k+wPTkasXK/D0JpefU+L+TYP1QcqabIOA7n499OC5UGnnb5vW1+YkqXO80WkyMMcymN8WUXsoLp2d+cb/mhWbPzxV/fll4MMZhWKxbjInXIHjbpve6ArJLY2HMYTaGhx54cpxCLdo/qEkjiYH/awAAAIBRaO5C//HHH3fr1o28eieIxeL4+Pg+ffrs2NHiZ68BALQsq9ymMPWvBO7NcZnmGGnKfICJzcneuqfkF3W9AvWu5PmIF8uK/rsQgD4+HJcpDsNIAmIc3qb4WUChQjT8xVLt6p2gxtU/lJyZlx1HpREa+XJd33eIIAmIcXjbm9qlrXJ7n+T/mi/XNcbR1EvcAwAAAC0anQX88uXLN2/eXH9VDwzT2yNRpVLNmzdv9uzZNKYBAADkegs7bvNawMV0PNX05rgcbr/axCuTA1P6TXzrZPlVfUfz5CVr8xMpNrXGfepwmzd0Hoq27RfrHkOxnbX5ifnyUn1Hj5dfOS++TbEpuqx1nxZl00fnoZHGXFpfy9CtXvM4ugbM+3JdD/vF8jAzrzIFAAAAtCy0FfA//fTThg0bNF/6+Ph88803N2/eFIvF7u51R7itXr1au+f8N998c+zYMboyAQAAg8baDbwUtG2c3SAHljWxJ5DntdR10h9B280y6hiYzP6yC+QBJ8qvVKukVJpiY6wffJcktFv6hmVnokblYKy+lqF7fZd97/MxlWneEEJVqpqT5Qa6re0XnafSFI3YGGuP76fal8bF2MSlfefzsVEzz423G3wpaNs4+0H2LCtiTxDfe7nb/34P2u5LYR4BAAAAAGijZx14lUoVEBCQkZFBfLly5cqlS5cSa6IihDw9PXNzcxFCdV5r165d8+bNI57YBwQEPH78mMVqRhP2wjrwdcA68CYD68CbGNeKjyvV8ppacyfS+tnZ2Zl9GbmQR5MNdpI/E/B5mKCDsS1XqiRWTIGxZ/0leRL5fAl5jAvbLiWEar8AjQavA19fwy6tPqm6lo2xWt/M87AOvCnBOvAmA+vA0wvWgQd0oecJ/IkTJzTV+8yZM2NjYzXVO4nZs2drBsA/f/78xx9/pCUZAAAwigWTR/FhKWgFxErDH4pVUIipr2ElLpXXKlea+W9QWqp3hBCfwW191TsAAABgSvQU8MePHyc2vL29t27dSv3EmTNnBgcHE9tnz56lJRkAADA9Ja5Kr81LlWaJVUY/pqjjgTTtZPm1B1KyubtNSYEr6bq05sCebW045p/O3iZA5bUc2TYmyAQAAADQKCgocHV1dXV1HTNmjLlzAf9Bz0On9PR0YmPQoEF8Pp/6iQwGY8yYMbGxsQihu3fv0pIMAACYUq685IuCA6crrknUMoQQA2P0sAj6yHXcAMuuRrVTo5ZNy/zi98o7SvRqKlAWYvS36vaDzycCphG/V2mUKy/5vGD/zxV/EpfGxBjdLYI+chk7wKqbWfKhRS9Bh2PyyyQBQia/s0V7k+XTycJPwOARd1ifXsKOJssHAAAAQAip1erCwkKEEC1DsQCN6HkCryngu3fvbuy5/v7+xEZJSQktyQAAgMncljwd8Gz+QVGypgBT4+q/JE/Gpq36vGA/9XYK5GUdH/3vQuVtTfWOEFIidXLl3x0fTS6Qm2HEOHFph0QXNZemIi4tfbVRl9bcxDi+jSG9a6MghCbZD9E5a3oT4WLsifZDSAIwhMU4wFprAAAAAECIrgJeKn01Ya9Rj98JbParlZxUKhUtyQAAgGmUK6smpa/VOYYZR/jmwkMky5XVEfF8sb6ZzyVq6dAXixueZYOIlJWTMsgu7VTFNROnRJeeguC5ziP1HQ3h+y5xmWjKfBBCn7pO7MDz0Xd0vvPoHoIgE6YDAAAAgOaLngLe1fXVSjD37t0z9lzN03sXFxdakgEAANP4vuS0SFVJErCxYB+Vdn4R38hT6F0GHCFUIC89WW7Sgvn7kp9FStJLy6d0ac3TZ26T13lMt2RaaO/EEBZt2+94+/VCkw9YsGRanPTfMMK2b52uAZZMi/Ue05e7vWfifAAAACCEMIUcy8pgPEnBsl9isMAEaDbo6SUYGBhI1OFXr17FcRzDyHon1qFZAd7X15eWZAAAwDR+E98iD8iozX8uywngeZKH7S09Z/C1fiw7N8L2DSOSa5zfxH+RB6TX5r2Q5frzPEyTD70whM10jBpnN+i8+FaqLKtWrfDiOg+yfK09z91cKdmyLHf7fLLEZeLFqjvZtUVcBrsDz2eIdQ+6pn8HAABghJoa1qVfGSn3kaaDMIutDu2mGjAEp7DSVlMrKiratm3b7du309PTCwoKPDw82rVr179//7lz55IsVlddXR0fH3/q1KmnT5+WlZW5ubn5+flFR0dPnjxZIPjPe83SpUs3bdqk+TI5OZko7saNG3fw4EHtyNTU1ISEhPPnz+fk5EgkEkdHxw4dOrz99ttTp06t02bj87948eLhw4f//PPPgoKCmpoaV1dXDw+PLl26zJkzJyiobfVTo6eAHz58ODGH/L1793bu3Dl37lyKJ544ceLOnTvE9rBhw2hJBgAATCNbXkQlxmABn1dreAaQXLlJZwnJlhdTiClqoQU8wZopeNdugLmz+I/2PHczfogAAAAAIYSJK1iJ32OV4v/sVSoYd/7CMtIUk6cjoTlXdN+wYcP69etramo0e9LS0tLS0s6fP//VV18lJibqLKnOnDkzY8aMgoICzZ7MzMzMzMzk5OQVK1bs2bMnOjraqDTUavWSJUu2bt2qPQg6Nzc3Nzf3/PnzGzdujI+Pj4iIoCX/kpKScePGXbp0SXvny5cvX758ee3atZ07d86aNWvXrl1G5d+i0dOFftSoUdbWrxbm+eSTT37//XcqZ92+fXvatGnENofDGT16NC3JAACAaTAww79CqcRQ6bXEMKZnU+NReTkqlwYAAAC0JDjOOnG4bvX+D6y8jH06ycQZafvuu++WL19OVL9OTk6DBg0aNWpU7969WSwWQqi0tHTixImZmZl1zjpy5MiIESOI6p3FYoWEhIwYMSIkJIQ4q7y8fPTo0d9++60mfuLEiUlJSd999x3xZadOnZKSkpKSkhYuXKiJee+99zZv3kxU7ywWq0uXLpGRkZ6er55YFBYWRkVFnTp1qvH5q1SqiIgITfXu5+c3dOjQ0aNH9+3bVygUIoRwHP/mm28+//zzxtzYloWeP7/s7e2JpeAQQlKpdNCgQVOnTi0q0vtsSiQSbdiwoV+/fiKRiNgzf/58b29vWpIBAADT8OW6Goxpx3UzGOPNqTMDCK71rybG2YjMELpZ/Xh9wY+zXm6elxX3TfHJHApP1LX5cqhcmuEYAAAAoAXBsjKx3GyygIw0Rn6uyfLRJpPJFixYgBDCMOyrr77Kzc1NTk5OSkq6fv16ZmZmaGgoQqiiomLLli3aZ2VkZEydOpWotEePHp2bm5uSknLixImUlJS8vLxRo0YhhNRq9YIFC54+fUqcEhISMmrUqLfffrUAirOz86hRo0aNGhUWFkbsiY+PP3DgALE9bdo0sVh87969n3/+OTs7OyUlJTAwECGkVCrr1IMNyz8xMZHor21lZXX+/Pm0tLRff/316NGjV65cKSws/Oijj4iwhIQEGm91M0fb85O5c+eOGTOG2MZxPD4+3sXFJTAwcPLkyWLxqw+xtm/fvmrVqjFjxnh6ei5fvlwme7U0UY8ePVatWkVXJgAAYBrDrHuRB3Tg+fjULc51mO4U+d8dmNa//8Q4DKeYVb68dMSLZe+8+DSu8Oix8suHRBdX5u0JezJzbX6iEqe62Mcw697kAR35vvU+dwAAAABaNkbGC4MxWNpzE2RS3+3bt2traxFCQ4YMWbRokWYlL4SQh4fHtm3biG3N8GRCbGxsdXU1QmjSpElHjx51dv73eYCTk1NSUtL48eMRQnK5XFMMk1OpVJoHt8uWLdu9e7eFxb+TwoaEhNy6dYuo4cvKyr7++utG5n/t2qtJfL/88svw8HDtQwKBYPPmzcQz4OfPn2tKzlaPtqVumUzmvn372Gz2/v3/rg/8/Pnz58///REnPnSpo0ePHufOnSO6QAAAQAsyzfGdrYVHNMuka8GJ8nuR61gq7Qyw7ObOcciT652I3pVtP9j6NSpNlSkrh79Y+lJeqJ0GQkiBK7cXJZUoKrZ76/g9XN80x8i9Zefy9Ay8Z2CMVe5TqLQDAAAAtCR6Os9rw6rIVmlpOrm5r578W1lZ1T/au3fv5ORkhBCHw9HsLC8vP3ToEELIzs5u+/btOpuNi4s7depUTU1NcnJyTU2NdjWuU3JycnZ2NkLIwcFh6dKl9QOsrKxWrlw5ceJEhFBCQsK6desanD9CqEePHvb29gghfaP0/fz8srKycByvrq7WjOlu3egcwchms/ft23f48GHN+AdyAoEgNjb2+vXrxHeFds+ePevdu3f37t1v3TIwUzQAADTA35Knuqp39E/ZjP9eeUfX0bqk6lryZ+MqpK7R/UJ1rc//8Z/qHdV5ho8QOihK/r2K0mKfQib/YLtVbhyH+odYGHOj+4wBll2ptAMAAAC0IBiLbTAGZzFNkEl9wcHBxMaxY8e2b9+u+O/KdhwOZ9CgQYMGDerbt69m59WrV+VyOUJowIABtra2Opt1cnIiuq/L5fIbN24YTOPq1avERkxMjL5HsOPGjXN0dEQI5efna8a0NyB/hNAHH3zw5Zdffvnll0SDdYhEokePHhnMuZWh7Qm8xpgxY0aNGnX69OmDBw9ev349Ly+vToCVlVXPnj2joqImT56s8wMYWtTW1q5YsUIBazYCAJrMj6W/kh7Hjokub/CYKWAYWHLmfOXtIkU5SUCxovxX8a2Rtv3I25Gqa4+KDMwhmlh6jmLtHcz3/iNw+47i48fLLxNz4AsYvIFWry10frezhR+VFgAAAICWBXfQUSXWi3EyQSb1denSJTo6+sSJE8SQ9bVr14aHh/fr169Xr16aGenq0HRH5/P59aeU0+Dz+cRG/Qnw6ktNTSU2SBZvYzAY/v7+JSUlCKEnT54Qi4U3IP/6RCJRRkZGdnZ2enr6o0ePzpw5o5lSre2gv4BHCDGZzOjoaKKfQ0FBQXFxsUgkUiqVtra2dnZ2Pj4+DEaTz10cFxdH5UcQAAAa7E6NgVFwtbgipSa9l7AjedjfkqcGX+tvyVODBfwjaaYMlxtq55nB19KwZVl+5jb5M7fJVaoaGS63Z1rBzPMAAABaMXVwCPP380ilv1scm60O7GDCjP4jMTHRy8tr165dCoWitLT04MGDxMLsQqEwPDw8Kipq/PjxXC5XE19a+mp03r59+/bt22ewfSrFsCaGKMv18fX1vX79OkKovPzfRxTG5k9QqVT79+8/fPjwrVu3NFfUljX5n2Kurq6hoaEDBgwIDw/v3r17u3btTFC9//nnn0ePHm3qVwEAtHHlyirS4zhCqFxFHoMQQhXKasOvRaUdCjFU2qnPkmnhyLKB6h0AAEDrhlvbqMLe+OcLHQGqPv3NuA68paVlXFxcWlratm3b3nrrLR7vVRe/6urqEydOTJkyJSQkRDPrG0JIKpUa1T7R354i8kVwNUPZlUqlZqex+SOEXr582blz58mTJ589e5ao3m1tbXv27Dlu3Lg1a9Zcv3594MCB1HNuHZrkCTx1+/fv37t3L7F94cIFWtosLy8npkZkMBhqtZqWNgEArVW1WpYqTmGpmX7ImWHkZ5p2LMsaOcnQdAwhZM8yPJ+KHcvwYCI7puEYW6bhPynsKMQ0nQpldYWqisr1kpPjyiKFiIOxnNi2WL2h/gAAAECDqQaEY/Jaxt836769YJgqrI+qz5vmSUuLl5fX/Pnz58+fL5fL7927d+PGjYsXL164cKG2tjYtLW348OEpKSlubm4IIc249z179sTExNDy6nZ2dsRGRkbGm2/qvRvp6enEhoND3fl0qOevUCjCw8PT0tIQQgEBAR9++GF4eHi7du20WzPBs+HmxswF/MuXL4n5Bmm0Zs0akUjk5OTUq1ev06dP09s4AKDV2Ft6blPB/jLlq/lmMYQF8712en0YYtGO/ESNHoLgXD3ztBP4DG4nvuHWegj0jiLTCBMa7rAXYtHOgsEjn+6upyDYYDu0U+HqxNJzCWXnnkqziD1BfO8p9hGTHSKYRj7V/0vy5KuCw9eqH8pxJULInmUVbdtvkcsYJ5buuXkAAAAA42CY8q13sA4hzDu3sJwsJJMivgXu6aPq0Qt3pzRRt8lwOJywsLCwsLCFCxdmZ2dHRkampKSIRKIDBw4sXrwYIaSpdbOysuh6UWKJOISQZt34+nAc16xEFhAQ0OD8jx8/TlTvISEhN27c0DlnHo7r6inRqrW2TyySkpKuXr2KYdiqVavayEICAIAGmJSx9uOcXZrqHSGEI/yJNGvQ84WHRJcoNvK+QwR5wFi7gXxG3aFc9Q227u7BIZs1x53jGG7V3WA7PIwzzn4QeYzBnGknVde+m75ySe63muodIfRUmrUk99t301dK1bXUm9pRdDzqxdJLVXeJ6h0hVKas/KHkzJup8x7UpNGcNwAAgDYM9/JVRo9VzP9E8ckqxbyPlSPeNXv1HhMT07Vr165du9ZZKZ3g5eW1aNEiYlszz1y/fq9mzzl69Ki+jskKhSI6OnrAgAHDhg2jMv+3Zpb4hIQEiUSiMyYpKamwsBAh5OzsrCngG5B/SkoKsTFhwgR9M96/fPnSYM6tTKsq4LOysuLi4hBCY8eODQsLM3c6AIBm6vP8A7+Jda8uqcbxBVlxWbVFVNp5XRgyzSFS31F/nscy1/eotMPDONu8FnAYupeuYWOsOM95VD4IQAiFWZA9qOczuJ0t2lNph0aLc3ZdrXqg89DVqgeLc3ZRbOdX8V+x+QlqXMffH6VK8YT0NWKV7j8jAAAAgFZAIBDcv3///v37J0+e1Bnw4sULYkPTy71Tp07dunVDCKWmpq5evVrnWXFxcSdPnvzjjz8cHR3ZbMOr6IWHh3t4eCCESkpKPv/88/oB1dXVK1euJLa1++03IH9N0a7vk4KEhARNX/22o/UU8Eqlcvny5TKZzMfHZ968eeZOBwDQfO0oPkZyVI3wedlbKTa13mP6UtdJXKzuG95gq+4n/TfYsqgOOO9nGXq43WpPTt2VaTw5Tof9Vve3orroelzREZKjUnXtd8V6V5FpCs9k2eQr2x0V/a79ZJ7EhoKfSI4WK8u/L4ExUwAAAFqt3r17ExubN2/esWOH9tNypVK5d+/eLVu2EF+OGDFCc2jdunXExtq1aydMmFBV9e9ctjU1NevWrVuyZAlCiMlkzp49W+frak8jjxBisVifffaZps05c+bIZP+O3UtNTQ0LCyN619vb2y9YsKAx+ROfPiCEvv/+e015TygtLZ0zZ8706dM1e4hn/m0BZt5hA+vXr1+xYgWx3chMvv7668TERBaLlZCQEBwcjBDatm3bTz/9hBDatWtXz5499Z1YVlZ2+fLl+vv79++vmT4RIIQYDIaFhYVUKlWRLK0B6MBkMokFORUKRW2tER2MARXXK1OGPv6QPIbH4JaEnaHeZrGi/GfRn09qMqXqWh+ua7hNj65CvSO+SChw5W/lt25UPSpXVtqyrHpbhgy17cnGqE5W8rK2oNPd/5HHdBb4/dn52wbk1jBf5R9albWHPGaVV8xi9/HkMZm1BZ0NXVqooP21zt8Yl1+rxuVymUxmTU2NuRNp/bhcLvHYCt4iTYB4i6ypqYGJiptaI/8a0ZxuRtrFqtlZWjZ2Elm1Wh0eHn7p0quBfvb29sHBwR4eHiKR6MGDB0VFrzoPLlu2bP369donfvrpp5pH5Twer3fv3s7OziUlJXfv3tUU599//712MYwQqqqqsra2Jgq0mJgYd3d3X1/fKVOmEEfHjh175MirZwZcLjc0NNTd3f3BgwcZGRnETjabffLkyWHDhjUmf4VC0adPn9u3bxMNRkZGBgQESCSSJ0+e3L59m8gwKCjor7/+Qgh17dr1vffeGzNmjLu7e2Puc/Nn5kns6HL37l2iVp8xYwZRvVOXnZ29YcOG+vsHDRqkb6xFW2b238VtCpvNptKXCRjlfpnhrla16lqj/vsLkXCB7bhGJPWvcZZDxqEhDTu3oLbcYExmbYEpf7PlKg2v15qrKjGYUkGt4ZVpTXxpLQXcE1OCt0iTsbCwMHcKbUjD/hqhMpoaGIXBYOzfv3/kyJE3btxACJWVldVZcY3P58+bN0/zyF1j06ZNDg4OK1eulEqlMpns99//0zPOwcFhw4YNdap3hJClpWWfPn2Il4iPj0cIjRs3TlPAHzhwwNXVdceOHSqVqra29tat/4xMdHd3T0xMHDToP/PyNCB/Npt96NChoUOHpqWlKRSKEydOaMeHhYX99NNPjx8/jo6ORgjdu3fv3r173bp1gwK+Baiqqlq5cqVare7UqdP7779v7nQAAAAYAde50i4AAAAA/svFxeX69evnz5+Pj4/PzMzMysqqrKz08vLy9fXt0aPH3LlznZzqjsUjLF68ePz48bt37/71118zMjIqKyu9vb39/f379u07Z84cfR/1Hj58+NNPP01OTi4pKbGysvL29tYcYjKZcXFx06dPj4+PT05OzsnJkUgkDg4OISEhUVFRU6ZM0fkpWwPyb9eu3ePHj3ft2vXLL788f/68qKjI0dGxV69eEyZMIOp2f3//lStX7t69u7S01NPTU7NyXivWGgr4TZs2FRYW8vn8NWvWNGAlQC8vr2XLltXfr1Kpqqur6UiwlYAu9CbT3LrQp0jSL4hvZ8uK2Birg4XP23avO7Fb8C/HzhxfgzFcBteo//6lCvGZ8j8fSzIVuNKT6xxu06OzwK8ROTaQCzL8ffHlupryN5sHq+7qr/V5MZ0NpuSCN7tLa/6gC73JQBd6U4Iu9CbT+C700IuwiQwZMmTIEKM767m7u69evVrfVHY6ubm5/fjjjyQBHTt21Axcp87Y/DkczsKFCxcuXKgvIDY2NjY21tg0Wq4WX8CfPXv2t99+Qwh9+OGHnp4NWd3B3t5+5MiR9feXlZVpT8kAWCyWhYWFXC6HPlFNjc1mE2+ZKpXKvD+EZcrKRdlfnxPf1N75cebORS5jFjqPMXYF72aiOzuQi7FrcbIf464W7SneeTWu3l58bEvBIRku1+xcnb1niHWPOK/5jiybxqZrDFdkG8z3TiWdE26oZU9T/lAN5HddjTCSZ+wYwgZZdDWYkhuyC+J7k093N9TKpJfW/DGZTAaDAffEBFgsFlGowFukCRBvkXK5XKlUmjuXVo7D4RB/jSiVygb8JuHxeE2QFACghc9CL5FIiCkZ3njjDaITBQCALmKVZETasjrVO0KoFldsKti/NPc7s2RFi3lOo0mOMhD2tdciik2tyPthff6P2tU74bz49vAXS8uVpp4+Z6HTGJKjfAZ3ptNwkyWDEArie79rN4Ak4F27AUF8b5IAjeWka/I5sWxnOEYZlxwAAAAAQEvTsp/ASyQSYlXAa9eude/eXV+YZlGEd955Z9WqVSZKDoAW7ouCAyQPPBNKz75t0/tNyy6mTIkuS9wmPJS9OC/+u/4hBoZt81rozXWm0s6N6se7S37Wd/SFLHdjwb4vPD9oeKLGu12TSnJUqq5NqUl/w7KzyfJBCG32nJ2vKL1W9bD+oTcsO2/21L1oTX1vWYetdHt/XcGP9ZeCt2dZHfBbac0UNDZXAAAAAIDmrWU/gQcANBE5rjwgukAes7fknGmSaQr72636wvMDO+a/a7pgCAvme18MiBtnN5BiI3tLz5IHHBJdlKpNN4uBDJcfLEsmj9lbaurvGp/BTfJbu8ljZiDPS7MzkOe1yWNmkt9aPoNLval5zqNOtd8wwLIrh/FqXKUdy2qq49tXgneEWrSnOW8AAAAAgOanZT+BFwgEJNPO3759+/HjxwihIUOGuLm5IYSMXWEOgDbriTSzWiUlj7klIXvY2/xNcRg2xWFYtVqWwSzgqFjtkSuLYdyvRIN3QKquTZFm9BSY6DfP45pMidrAMEWzfNeYGGOqY+RUx0hkyRKrJTZMIV7ZwHHCvYQdj7RfU4srChVlbMRyYdsxWuZcDAAAAAAADdDiC/i5c+fqO7pt2zaigB8xYkTPnj1NmBcALZ5IZXjwtkhVaYJMmpqQwXvTpptcLifG4xhFZGCIO44QVqYUNzg3Y1H5jpSZ9btmx7ZyYNjgOF6GyhrTDhdje3Nc6MoKAAAAAKClMK6AT0xMpPfl7969S2+DAABa2DB0rwj6nxim4ZjmD0e4SFGJVDhm/Lk2LGGNnOSJN4YQstXqpd/UbCi8linzAQAAAAAA9DKugCfprw4AaE06WPhYMHg1pP2xuwuCTJZPU0iRZmwrPHqp6m6VqgYh5MlxGmn75hynaFsW1RL3NYvAfHkpSQAXY3eyMN2C8B35PjyMU39KfG3dBYEmywcAAAAAANALhg4CAHTgYZx37fqTx/zPYahJcmkSiaW/Dn320amKa0T1jhDKkRdvKzra/9n8VBnZYuPa/mdv4A6MtH1TwDDdQrgWDN5ow9+1t0ySCwAAAAAAoB8U8AAA3Za5vefLddV3dKzdwHCrHqbMh0Z/VN77JPcbBa6sfyhfXsdYrQoAACAASURBVDoufbXBCfwI/a26TrQP13fUi+O80v39BifZMCvcJpMMDh9vN3igZTdT5gMAAAAAAGhkXBf6WbNmNVEeTWHBggULFiwwdxYAtFR2TKuT7TfMyd5aZwVvFsac6Th8udt75kqs8XSuJa6RLy/dXfrzIucxVJra7DnHnmX9TfHJOh8H9BZ23OX9kQPLurG5GsmeZXXKf8PsrK+uVz/S3s/CmB84jVjm2oK/awAAAAAAAMNx3Nw5NFNlZWVwc7SxWCwbGxuxWKxQNHD9J0ARm822trZGCMlksurqanOng25WP06uvJMtL2JjrGCed5RtHy+Os7mTargceXG3x1PJYzpb+F0MjDOqzdMV155IsxS40pPjNMjqtdeFIY1Ls7GuVz+6WHknR17Mxlgd+N5RNm94cpzMmxJCyM7OjsFg4DheVtaoWegBFQKBgMPhlJeXmzuR1k8oFPJ4PIQQvEWaAPEWWVFRoVTq6EUFaMThcKysrBBCUqm0AQu18Hg8odDMk91WVRleUsdkLC1hEllAj5a9jBwAwAR6CTv2EnY0dxa0eVlbYDAmozbfqDY9OU5znEY2NKMm8bowxOwfIgAAAAAAAHrBGHgAQNui0t953qgYAAAAAAAATAwKeABA2+LFNdz/34erdx44AAAAAAAAzAUKeABA29KO6+bP8yCPGWrd0zTJAAAAAAAAQB0U8ACANod8hnkeg/OB0wiTJQMAAAAAAABF5pzETiwWl5aWar708/MzYzIAgLbjkTST5GitWvFClhsm6GCyfAAAAAAAAKDCnE/g9+7d216LGTMBALQdcrXip7LfSAJwhO8p+cVk+QAAAAAAAEARdKEHALQtj2Uvq1Q15DE3qx+bJhkAAAAAAACogwIeANC2lCnFhmNUlSbIBAAAAACg7RgwYACGYRiG5eXlmSuH6OhoIocHDx6YK4dGggIeANC2WDOFhmMYgga0rMbVtbiiAScCAAAAAABAhTknsYuKioKh7wAAE+vA9+FibPJKu6vAn3qDErVsd/HPxysuP5Vm4wh3ZNkMtuo+13lkAM+z0ckCAAAAAADwL3MW8L6+vr6+vmZMAADQBgkYvGi7fofKLpLETLIfQrG1zNqCcemrM2rzNXtKlBUHRcnHyv/Y4jl3nP2gRuUKAAAAANBaREVFBQUFIYQEgoZ0dQQEcxbwAABgFitc/3e16mGevETn0RG2fSOse1FpR4bLx6StfCkvrH9IjisX5mz34Di+Ydm5UbkCAAAAALQKixYtMncKrQGMgQcAtDnObLuT/hu6WtTtJ8/AGFMchu30/pBiOwklZ3VW7wQVro7N39vgJAEAAAAAAKgDnsADANoiH47Lb4FbLlbeSa78u0BdzkRYENtrhG1fowau/1zxJ3nA/ZoXOfJiT45T45IFAAAAgKmpcPUzabZIWWnPsgrkezEwePCJ0tPT/fz8zJ1Fy9B09wp+EAEAbRSGsMFW3Td5zDod+sXh4LWfuE4wdtq5dFm+wZg0WW5DEwQAAACAGdSoZSuzf/D5e1SvhzOGPVkc9nBGuztj1uUmStW15kopNjaWWPwsMjKSJKx79+5EWHx8vPb+6urq7du3Dxo0yN3dncfjtWvXLjw8fNeuXRKJRGc748ePxzCMz+cTX/79998RERE2NjZdunSpE1lUVLRs2bLw8PB27drx+Xx/f/+hQ4du3LixqqqqfrMRERHky8jduXNn7ty5wcHBlpaWVlZWwcHBc+bMuXXrFsklp6amfvLJJ126dLG3t+fxeJ6enkOHDt2+fbu+SzPI2Aap3yu6YDiOU49ev359E+WBEFq+fHnTNd4AZWVlRt2cVo/FYtnY2IjFYoUCFspqWmw229raGiEkk8mqq6vNnU7rZ2trK5fLG/CL3u/huEqVgbMO+K0Mt+rR0NRaGzs7OwaDgeN4WVmZuXNp/QQCAYfDKS8vN3cirZ9QKOTxeAgheIs0AeItsqKiQqlUmjuXVo7D4VhZWSGEpFJpA94ieTyeUGh43dYmpbOGNKhEUfH2k4+fSrPqH+ps4Xemw5c2rIZcl6WlZQPO0nj+/HlgYCBCiMPhFBcXE38o1vHixYuAgACEkEAgKCws1Nz/M2fOzJgxo6CgoP4ptra2e/bsiY6OrrN//Pjxhw4d4vF4Uqn09OnT7777rlwuRwgJhULtu7phw4b169fX1NTUb9nBwSExMXHYsGHaOyMiIn799VeEUG5urru7u/YhhUIxf/787777rn79hWFYTEzMrl27OByO9n61Wr1kyZKtW7eqVKr6Cbi4uMTHx0dERNTZHx0dffLkSYTQ/fv3Q0NDG98gxXtFI+O60K9YsaIpkiA0twIeALOQ4fKL5XfTRPlytcKVad+bE+zOcTR3UkA3D7bjE0MFvCfbuP7zdyXPb9c8LVVUOLBtelgEdRMENCJBAAAAABhnWtomndU7QuhhTfqcjC37A1aZOCWEUEBAQLdu3e7evSuXy3/++edJkybVjzl06BCx8e6772qq9yNHjkyYMIGoSFksVlBQUPv27dPS0p4+fapUKsvLy0ePHr1z585Zs2bpfN2UlJQxY8bI5fKAgICgoCB//3/nD/ruu+805ZuTk1OnTp1sbGzy8/Nv376tVCpLS0snTpx49+5diouOvfvuu6dOnSK2LS0te/TowWazHz9+nJubi+P4nj17RCLR8ePHtU957733Dhw4QGyzWKyQkBAPD48HDx7k5OQghAoLC6OiopKSkoYPH04lgcY3SHKv6AVj4AFoRg6VXYzNTyhVijV7mBhjrN3Ade7TLZkWZkwM6BRu3eOJ7CVJgCfHKZDvRbG1VFnWgqxt92peaO/sYuG/zXt+B55PQ3MEAAAAAFV/VT35XXyXJOBn0Z8pkvROAjOMA58wYcLdu3cRQklJSeQFfExMDLGRkZExdepUonofPXr0jh07nJ2diUPFxcWzZ88+duyYWq1esGBB//79iQXetKlUqkmTJgkEgp07d8bExGAYpjkkk8kWLFiAEMIwbMuWLXPnzmWz2cSh3NzcyMjIBw8eVFRUbNmyZceOHQYv7fjx40T1zmazt2/fPmPGDAaDgRBSq9V79+6dNWuWQqE4ceLEyZMnR4wYQZwSHx+vKbanTZu2bds2C4tXfyo/evRo9OjRz549UyqVU6dO7dWrl+aqSTSyQZJ7RTsYAw9AcxFXdHRedpx29Y4QUuHqA2XJI9NWSNQycyUG9JnpFGXFJFvI9BOXCRii9Bv8Xs2LiGeL61TvCKH7NS+GPfv4ruR5w7MEAAAAADXnK4jh1mSjaH+rIBuS3XTGjh1LlIW//fZb/SGWDx8+fPLkCULIz8+vb9++xM7Y2FgictKkSUePHtUuO52cnJKSksaPH48QksvlH330Uf1XVCgUDx8+3LNnz9SpU+tUpLdv366trUUIDRkyZNGiRZrqHSHk4eGxbds2YvvOnTsGr0uhUHz66afE9pEjR2bNmkVU7wghBoMRExPzxRdfEF/u3LmT2FCpVLGxscT2smXLdu/erSm2EUIhISG3bt0iRhyUlZV9/fXXBnNofIMk94p2xhXwuU2pia4QgBbhkTRzY8E+fUfv17z4ouCAKfMBVDiybBJ8l1oweDqPznSMGmc/iEo7Slw1N2urvs9oJGrZnOyvFDiM9gQAAACaVk5tMUIIkX74niMvNk0ydXh4eBCVuUwm++WXX+ocrf/4vby8nNhpZ2e3fft2nW3GxcURlWpycrLOoey9e/fWPPTWpqndiIkS6p+VnJycnJysqb1J7N+//8WLFwihnj176nytadOmcblchBDRAYHINjs7GyHk4OCwdOnS+qdYWVmtXLmS2E5ISDCYAy0N6rtXtDOuC32dyQYAAHT5oeRnNa4mCUgsPbfM7T0uxiaJAabXzzL0YmDc+vwff6u8pamxO/B8FruOe8emD8VG/qi691yWQxKQJsu7VHl3qHXPxqYLAAAAAP1YGNNgDJtCTBOZMGHClStXEEJJSUljx47VPkTU6gwG43//+x+x5+rVq8RsagMGDLC1tdXZoJOTU2ho6I0bN+Ry+Y0bNwYNqvvgof6cbYTg4GBi49ixY9u3b//ggw+0H8JzOJz6Telz4cIFYmPOnDk6A4RC4Z07d2QyGUJIrVYzGIyrV68Sh2JiYvTNlThu3LiFCxeWlJTk5+dnZmaSD8WnpUF994p2MAYegGbhevUj8gCJWvagJq2nINg0+QDq2vPcE9otlahlz6TZCqT0YDsaO++gwe8+QujP6hQo4AEAAIAm1Z5v+GmlP9+4RWdpNHr06Hnz5ikUirNnz9bU1Gi6ef/111+ZmZkIoSFDhnh4eBA7Nd3X+Xy+Zn64+jTrnxEt1OHj46PzrC5dukRHR584cYIYQr927drw8PB+/fr16tUrJCSExTKixnzw4AGxQfRR16ljx47aX6amphIb9cftazAYDH9//5KSEoTQkydPyAt4WhrUd69oBwU8AM1CnaHvOhUrYDmo5kvA4DV4xvgSRYXhGKXhGAAAAAA0RpTdG2tz9qr0d4pkY6y3bV83ZUra7O3tw8PDier93Llzo0aNIvbX7z+PECotLSU29u3bt2+f3nGaGiKRqP5OLy+9c/EmJiZ6eXnt2rVLoVCUlpYePHjw4MGDCCGhUBgeHh4VFTV+/Hii6zs5TZ7UC2BNquRlua+v7/Xr1xFCBldUpaVBkntFL/NPYqdUKjt16tSpU6cPPvjA3LkAYDbkc6ERrCnEgJYIvvsAAABAc9Ce5xHjHEkSMMd1pIdZ1/edMGECsZGUlERsqNXqI0eOIITs7OyioqI0kVKp1KiWif72dfB4uif6QQhZWlrGxcWlpaVt27btrbfe0kRWV1efOHFiypQpISEh165dM/i6CoWC2KBS7ddBPl2cZt14pZLqREKNaZDkXtHL/AX88+fPHz169OjRo9OnT5s7FwDMpjPfwHokLIzZkU9pIU3Q4nS2MLwaTahFexNkAgAAALRxm7xnjbR/U+ehiY5DVnnG6DxkMsOHDyd6zv/yyy/EsPArV67k5+cjhCZOnKhdA2vGve/ZswenYMWKFQ3Ix8vLa/78+efOnROLxTdv3ty6dWtkZCSRRlpa2vDhw4ncSNjZ2REbL1++pPiimlMyMjJIwtLT04kNBwcHEzfYpOjvQo/jeFlZmVhsuD8wQigvL2/jxo3Etqb7BABt0Hj7QefEN0kC3rIOs2PpmOcTtAIR1mG2LMtyZZW+ABuWMMKqlylTAgAAANomNsba6798lH3/H4p+vln1WKqutWDwXrcMmek6fKhNmLmzQ0KhMDIy8siRI1VVVefPn4+KiiI6riOEpkyZoh3Zrl07YiMrK8sEiXE4nLCwsLCwsIULF2ZnZ0dGRqakpIhEogMHDixevJjkxMDAwLS0NIRQWlpaly5ddMbEx8enpKQghBYtWuTl5aUZLf/06VN9zeI4/vz5q1V4AwIMDHKkvcEmRecT+PLy8gULFjg5OTk6Oran5s033/z111+J07VXJgSgrYmw7hVpo3dIlT3Lao37VFPmA0zJiilY7z5d34rxGMLWuU+3YemeExUAAAAAtHvHrs+p4E1FPX8u7nmmsOfp48EbmkP1TtDuRa9UKo8dO4YQCg0N7dq1q3ZYv379iI2jR4+q1bpH9SsUiujo6AEDBgwbNkzTlZ2KmJiYrl27du3aVedK715eXosWLSK2NfPD6dO/f39iY/fu3ToDVCrVkiVL4uLidu3a5ejoiBDSLHSfkJAgkUh0npWUlFRYWIgQcnZ2Nlhv095gk6KtgC8oKOjevfv27dsb/CD9rbfeoisZAFqib3w+GmenY8kNf57HCf8Nnhwn06cETOZduwHbvOfXX1LegsGL85o/1m6gWbICAAAA2jgeg2PuFOqKiIiwsbFBCJ0+ffrMmTNlZWXov9PXETp16tStWzeEUGpq6urVq3U2FRcXd/LkyT/++MPR0VF7HTiDBALB/fv379+/f/LkSZ0BxNLuSKt3uj7Tpk0jeqSfP3/+4sWL9QP27NlDFJi9evUi5swPDw8nJtsvKSn5/PPP659SXV2tWba9/p2pj/YGmxRtBfyUKVPIxwyQGzZsmKYvPQBtEw/jfO298GJg3FyXUeH2Pd+wCZ3gNOQ7n48vB30dzPM2d3agyY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)
Se puede fijar el tema/theme de los gráficos con la función theme_set()
. Por ejemplo:
theme_set(theme_minimal()) #- un tema concreto
theme_set(theme_minimal() +
theme(axis.text.x=element_blank(), axis.ticks.x=element_blank())) #- un tema modificando algunas opciones, que ele eje x no muestre ticks ni escalas
Si quieres volver al theme por defecto:
theme_set(theme_gray())
Ejemplos de algunos elementos cuya apariencia que se pueden cambiar con theme()
p + theme(legend.position = "none") #- que no aparezca leyenda
p + theme(legend.position = "bottom") #- leyenda abajo
p + theme(legend.direction = "horizontal") #- leyenda horizontal!!
p + theme(legend.title = element_text(size = 22)) #- título de la leyenda a 22
p + theme(legend.key.size = unit(2.4, "cm")) #- tamaño de los cuadros de la leyenda
p + theme(text = element_text(size = 20, face = "bold")) #- cambiar el tamaño de todos los elementos de texto
p + theme(text = element_text(face = "bold")) #- pone en negrita todos los elementos de texto
p + theme(axis.text.x = element_text(colour = "pink", size = 12, angle = 90, hjust = 0.5, vjust = 0.5)) # apariencia de la escala del eje x
p + theme(axis.title.y = element_text(size=25, angle = 45)) #- tamaño y angulo del texto del eje Y
p + theme(plot.subtitle = element_text(hjust = 3)) #- posición horizontal del subtitulo (si lo tuviese)
p + theme(plot.caption = element_text(hjust = 3)) #- posición vertical del pie de gráfico (si lo tuviese)
p + theme(panel.background = element_rect(fill = "green", colour = "pink", linetype = "longdash", size = 3.5))
p + theme(panel.background = element_blank())
p + theme(panel.background = NULL)
p + theme(plot.background = element_rect(fill = "pink", colour = "purple", linetype = "dotted", size = 7))
Si quieres ver todos las características que controla y que por tanto puedes modificar con theme()
, usa la ayuda de la función theme()
o ejecuta en R args(theme)
. Aunque casi mejor verlas en esta infografía de Henry Wang o en este post de Isabella Benabaye con las opciones que suele cambiar ella.
En general, si quieres cambiar algún elemento de un ggplot, has de hacer theme(elemento = element_text())
. Si quieres eliminar por completo algún elemento del gráfico, por ejemplo las grid-lines del gráfico, harías theme(panel.grid = element_blank())
.
Evidentemente todo esto es imposible de aprender, sólo tienes que saber que cualquier elemento del gráfico se puede cambiar y tienes que saber buscar e interpretar la ayuda.
Colores
Se poco de colores, pero claro si quieres cambiar la apariencia de los gráficos, has de saber los colores de R, así que:
Aquí tienes una guía para elegir color. Si solo quieres ver la lista de nombres de los colores en R ejecuta: aa <- as.data.frame(colours())
Si sabes el nombre del color que quieres, aquí, podrás buscarlo y ver su color y su codificación en RGB y Hex.
También es interesante el paquete paleteer que agrupa un conjunto amplio de paletas de colores para usar en R.
XKCD theme
Por último, no sé si conocéis el webcomic XKCD. Pues en R también hay un paquete y un theme para hacer gráficos al estilo XKCD. Es el paquete xkcd cuyo autor es Emilio Torres-Manzanera de la Universidad de Oviedo. Aquí podéis ver algunos gráficos hechos con este estilo en R.
Intenté hacer un gráfico con su theme, pero desafortunadamente no me salió; pero justo al día siguiente vi este tweet que hace algo parecido con datos de los Simpsons y su código sí me ha funcionado, además simula/construye el estilo XKCD desde cero.
Además, después vi que Evangelyne Reinolds hizo esta maravilla. Lo haremos en clase?! En este post puedes encontrar el código para reproducir una de las historias o viñetas de XKCD.
3.3 Small multiples o Facetting
El sistema gráfico de ggplot2
incorpora una técnica especial llamada “faceting” que permite dividir un gráfico en múltiples gráficos. Cada uno de esos múltiples gráficos se realiza sólo para las observaciones de una de los valores de una variable categórica (o factor) incluido en el conjunto de datos. Es más fácil hacerlo que explicarlo/escribirlo.
Por ejemplo, en iris
tenemos la variable Species
, que es categórica. Lo que se hace con el “facetting” es dividir el dataset en grupos y hacer el mismo gráfico para cada uno de los grupos. Los grupos se van a definir en función de los valores de la variable Species. Recuerda que hay tres tipos o especies de lirios.
Para hacer un “facetting graph” podemos usar las funciones facet_wrap()
y facet_grid()
.
Por ejemplo, con la función facet_grid()
puedes elegir entre hacer los small multiples por filas o por columnas. Empecemos haciendo un facetting por columnas. Además, con facet_grid()
se pueden usar varias sintaxis, pero la que aparece en la cheatsheet actual de ggplot2 y, por tanto, la recomendada es las que ves en la segunda linea:
#p + facet_grid( . ~ Species) # old sintaxis
p + facet_grid(cols = vars(Species)) # gráficos x columnas, separando por valores de 'Species'
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)
Ahora por filas:
p + facet_grid(rows = vars(Species)) # gráficos x filas
![](data:image/png;base64,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)
También podemos utilizar la función facet_wrap()
. Esta función reparte los small multiples en una rejilla con forma de matriz.
p + facet_wrap(vars(Species), nrow = 2, ncol = 2) # graf x filas y columnas
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)
Si en el dataset hubiesen dos variables categóricas podríamos hacer que una de ellas sirviese para llenar las filas y la otra las columnas.
Como iris
sólo tiene una variable categórica (Species) vamos a discretizar una de las variables continuas. Por ejemplo la anchura del pétalo, crearemos una nueva variable dividiendo las observaciones de Petal.Width
en 2 categorías, por encima y por debajo de la media de su media. Además lo vamos a hacer con R-base y con dplyr::ntile()
. Seguro que hay mejores formas, por ejemplo
Con dplyr::ntile()
iris <- iris %>% mutate(new_variable = ntile(Petal.Width, 2))
Con R-base y la función cut()
:
iris <- iris
iris$new_variable <- cut(iris$Petal.Width,
breaks = c(-Inf, mean(iris$Petal.Width), Inf),
labels = c("debajo-media", "arriba-media"))
Ahora ya tenemos dos variable discreta y podemos hacer que facet_grid()
utilice una variable para llenar filas y otra para columnas. Se puede especificar de dos maneras
ggplot(iris) + geom_point( aes(Sepal.Length, Petal.Length, color = Species)) +
facet_grid(rows = vars(new_variable), cols = vars(Species)) # graf x filas y columnas
ggplot(iris) + geom_point( aes(Sepal.Length, Petal.Length, color = Species)) +
facet_grid(new_variable ~ Species)
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)
Como vemos, los lirios de la clase setosa siempre tiene el ancho de su pétalo por debajo de la media, y los virginica siempre están por encima de la media.
Ejes de los small multiples
Podemos ajustar las escalas de los ejes para que sean comunes para cada small multiple (la opción por defecto) o dejar que las escalas de cada gráfico varíen en función del rango de los datos representados:
p + facet_grid(rows = vars(Species)) #- escalas comunes
p + facet_grid(rows = vars(Species), scales = "free") #- las escalas de cada small pueden variar
p + facet_grid(rows = vars(Species), scales = "free_y") #- solo dejamos libre/variar la escala del eje y
Solo muestro el resultado de la segunda expresión:
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Un truquito: el argumento margin
en ggplot2::facet_grid()
añade margenes a los small multiples facilitando la visualización. Además añade un nuevo small con todas las observaciones.
Puedes probarlo tú mismo corriendo lo siguiente:
p + facet_grid(rows = vars(Species), margins = TRUE)
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Otro truco, esta vez avanzado: Un gist para poner labels a los smalls multiples.
3.4 Anotaciones
Annotations are a special type of layer that don’t inherit global settings from the plot. They are used to add fixed reference data to plots.
Las anotaciones en los gráficos permiten resaltar algún fenómeno u observación de interés, y son importantes a la hora de contar historias (storytelling) con los gráficos y visualizaciones.
En el entorno ggplot
podemos hacer anotaciones en nuestro gráficos de varias maneras, por ejemplo con annotate()
. Aunque conceptualmente, como señala Hadley, las anotaciones son metadatos, desde el punto de vista práctico se usan los mismas funciones o geoms para manipularlos.
También existen algunas funciones auxiliares en ggplot2 y en paquetes específicos para hacer anotaciones en gráficos ggplot. Por ejemplo, cuando se hacen anotaciones en un gráfico de puntos es fácil que las anotaciones caigan unas encima de otras, el paquete ggrepel permite aliviar este problema.
Utilicemos la función annotate()
. Por ejemplo, el siguiente chunk hace algunas anotaciones sin mucho sentido pero fáciles de entender:
Por ejemplo, el siguiente chunk usa annotate()
para hacer algunas anotaciones sin mucho sentido, pero fáciles de entender:
p + annotate(geom = "text", x = 6, y = 2, label = "Una anotación", size = 5) +
annotate("rect", xmin = 6, xmax = 7,ymin = -Inf, ymax = Inf, alpha = 0.2, fill = "pink") +
annotate("segment", x = 5, xend = 7, y = 6, yend = 8, colour = "blue")
![](data:image/png;base64,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)
Anotaciones de texto en las observaciones
Agregar texto a un gráfico es una de las formas más comunes de anotación. Por ejemplo, para señalizar e identificar observaciones anómalas. Sin embargo, como señala Hadley, añadir texto no es fácil por la forma en la que R maneja las fuentes.
La función principal para el etiquetado de gráficos es geom_text()
. Por ejemplo:
p + geom_text(aes(label = Species))
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)
También podíamos haber añadido el valor de la longitud del pétalo.
p + geom_text(aes(label = Petal.Length))
![](data:image/png;base64,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)
Hemos añadido a cada observación un texto, proveniente de alguna de las variables de iris
. Este gráfico no es muy útil, pero la técnica sí. Imagina que queremos marcar los lirios 45 y 140. Podemos hacer lo siguiente:
#- seleccionamos los lirios más grandes de cada especie
iris_max <- iris %>% group_by(Species) %>% slice_max(Petal.Length, n = 1)
p +
geom_text(data = iris_max, aes(label = Species), color = "black", size = 3)
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)
Podemos ajustar la posición y tamaño del texto, etc.. Por ejemplo, podemos cambiar la alineación de las anotaciones con con hjust(“left”, “center”, “right”, “inward”, “outward”)
y vjust (“bottom”, “middle”, “top”, “inward”, “outward”)
.
Lineas
Podemos añadir lineas:
p + geom_vline(xintercept = 6)
p + geom_hline(yintercept = 5, size = 1.7, colour = "purple", linetype = "dashed")
p + geom_abline(intercept = 0.7, slope = 0.4, size = 1.9, colour = "steelblue")
3.5 Cambiando los límites de los ejes
Si quieres modificar el recorrido de los ejes, los “límites” de los ejes, puedes usar lims()
. Para los ejes X e Y hay dos funciones auxiliares: xlim()
e ylim()
.
p + lims(color = c("setosa"), x = c(NA,6), y = c(1,8))
![](data:image/png;base64,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)
p + xlim(c (4, 6)) + ylim(c(NA, 5))
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)
Se puede hasta dar la vuelta a los ejes
p + xlim(c (7, 3)) + ylim(c(NA, 5))
![](data:image/png;base64,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)
Los límites o dominio del gráfico suelen obtenerse automáticamente de los datos, pero, otra vez according to Hadley, hay dos razones por las que podemos estar interesados en cambiar los límites del gráfico:
centrarnos en una región especifica del gráfico
aumentar los límites para que varios gráficos ajusten sus escalas.
Por ejemplo, si después de hacer un gráfico quieres centrarte sólo en una parte; es decir, hacer un zoom sobre una parte del gráfico, tenemos 2 alternativas:
- Borrar los puntos que caen fuera de los limites de lo que quieras que se visualice (si en una escala continua solo quieres usar un límite pon NA):
p + xlim(c(4, 5)) + ylim(c(NA, 5)) #- cuidado, se pueden borrar observaciones
Con este enfoque tienes que tener cuidado, ya que si por ejemplo después utilizar alguna transformación estadística como por ejemplo geom_smooth()
, las observaciones eliminadas al ajustar los límites no entrarán en el cálculo estadístico.
p + geom_smooth(color = "purple")
p + geom_smooth(color = "purple") + xlim(c(4, 5.7)) + ylim(c(1.5, 5)) # deletes points
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABUAAAALqCAIAAAB7RGlqAAAACXBIWXMAAB2HAAAdhwGP5fFlAAAgAElEQVR4nOzdd4BldX3//89pt5eZO73vbF86LBBA6Rg7ogYFW6L+iGIiajSJQQ0imKAGY0LyNYZYExEQLBQjRrosfSkLO2ydPju93bn9lN8fd5mdvX1mZ26ZeT7+2j3l3vfM3HJe59Mky7IEAAAAAAAob3KpCwAAAAAAAPkR4AEAAAAAqAAEeAAAAAAAKgABHgAAAACACkCABwAAAACgAhDgAQAAAACoAAR4AAAAAAAqAAEeAAAAAIAKQIAHAAAAAKACEOABAAAAAKgABHgAAAAAACoAAR4AAAAAgApAgAcAAAAAoAIQ4AEAAAAAqAAEeAAAAAAAKgABHgAAAACACkCABwAAAACgAhDgAQAAAACoAAR4AAAAAAAqAAEeAAAAAIAKQIAHAAAAAKACEOABAAAAAKgABHgAAAAAACoAAR4AAAAAgApAgAcAAAAAoAIQ4AEAAAAAqAAEeAAAAAAAKgABHgAAAACACqCWuoByND09vaKP73K5TNOMRqMr+iw5OJ1OVVWFEKFQyDTNktSgKIrL5Sp5AUKIRCJR2r+FECISiZSwgDJ5MYTDYcMwSlKALMtut1sIoet6yt+iqqqqJCUBKNDMzIxlWYUc6XA4NE0TQpTw02ae3W5XVTUUCpW2DCGEx+ORJMmyrLm5uVLXItxut67rsVistGXMXyHE4/EyKaYcXrTl/w6y2WzJPxywuhHgM9B1fUUfX5IkSZJW+llykGVZURQhhK7rpcpskiQpimIYRgm/A+Z/CaX9W1iWVcICkn8IIUTJ/xaGYZTq96Cqajm8GAAsga7rBQZ48frHvmmaJX+n2+12WZZLXoYQQlEUSZLK4XeSLKYcPofnvxnFyl8TFlhMCb8iFyrzd9D8Xw1Y3ehCDwAAAABABSDAAwAAAABQAQjwAAAAAABUAAI8AAAAAAAVgAAPAAAAAEAFIMADAAAAAFABCPAAAAAAAFQAAjwAAAAAABWAAA8AAAAAQAUgwAMAAAAAUAEI8AAAAAAAVAACPAAAAAAAFYAADwAAAABABSDAAwAAAABQAQjwAAAAAABUAAI8AAAAAAAVgAAPAAAAAEAFIMADAAAAAFAB1FIXAAAA1pw77rjjpz/9acZd3/3ud1taWopcDwAAFYEWeAAAUGzDw8OlLgEAgMpDCzwAACi2ZIC/+eab29raUnbZ7fZSVASgLITj0lO9zq5h22RYViTR4NVPaY2f0hJVaHYEhBAEeAAAUHzJAN/W1uZwOEpdC4By0T2h/fez3rnYkbA+HbHtGbU9cdDxp2fO+p1mCWsDygT3sgAAQFHF4/HJycmqqirSO4B5o0HlB0/5Fqb3eQPT6vef8uumVPyqgHJDgAcAAEU1MjJiWVZjY2OpCwFQRn7b5Y7pWSP68Kyy4yC3/AC60AMAgOJK9p+vqqq6++67H3nkkZGRkdra2s7Ozve+973r16/PeEo4HO7t7U3fXl9fr6oFXczI8uFGC0VRLMtaau3LQ5ZlSZIKrLwIyqcYWZZLXomiKOVWzHxJJbTS76BoQuoaseU+5qUhx0VbEyLLO2i+QmB1K4sPawAAsHYkA/xTTz311FNPqarq8/kGBgYGBgZ27Njx0Y9+9NJLL00/Zc+ePVdddVX69gcffNDv9y/q2T0ez9LKXnZVVVWlLuEwSZLKpBi73V4+sxiWTzFer7fUJRyxQu+gnnFh5BvhPjyr+Kuq5tvoU160iURiJQoDyg0BHgAAFFUywHs8nmuuueb0009XVTUUCt1+++2//vWvf/CDHxx33HEbN24sdY0Aiiqu5z9GN4VlComGdqxtBHgAAFBUl1xyyfbt29vb22tra5Nb3G73xz/+8ampqccee+zOO++89tprU06pqqq65JJL0h/KNM1YLFbIk6qqmuyHnEgkTLPEc1mrqirLcjweL20Z4vVF+yzLKodibDabaZq6XkCSW0myLGuaJoQwDKNMiimTF+2KvoNcqiREni70XoeVSMRFOb2DgOIjwANYK7q7uzs7O0tdBQDR2dmZ8c345je/+bHHHjt48GDGU2666ab07RMTE8FgsJAn9Xg8yfgRDodL3tXW7XbbbLYCK19RNptNkiTLssqhmEAgEI/HQ6FQacvQNC05LqN8igmFQiW/lbDS7yCHEDXu6olQrtH+m+viyRdqxndQ+Qx5AFYUfVAAAEBZaGhoEEJMTk6WfJI5AMV3waZIjr2yLM7bEC5aMUDZIsADWBO6u7tLXQIAIYQIh8P33nvv/fffn57Sx8fHhRDt7e2SxGrPwJpzZkd0e1vmETGSEO8+aa7RZxS5JKAM0YUeAAAUj9PpvPPOO2dmZhobG7dv375w18MPPyyE2LJlS4lKA1BKkhDvOy3YVpV4cK8rGDvSytjo099xfGhzPZPMA0IQ4AGsBTS/A+VDkqS3v/3tt91223e+850vfOELJ598shAiGo3efffdv/vd77xe75VXXlnqGgGUhiTEOeujZ62L9k+rk2FFkUWDV2/w0vAOHEGABwAARXX55ZdHIpFf/vKXX/nKV7xer9PpHBsbsyzL6/X+1V/9VZksSA6gVGRZdAT0jkCJ5+0DyhMBHsAqR/M7UG4URfnoRz96wgkn3Hffffv375+dnd20adPmzZvf//73J2f/BgAAGRHgAQBACZxxxhlnnHFGqasAAKCSEOABrGY0vwMAUBJ7R7Xn+hz902pMl7x2c2Nd4pzOaI2bAe3AMSHAAwAAAFg2hindsdPz4qB9fstcTD40q+7odlx2YuiP1kVLWBtQ6VgHHsCqRfM7AADF9/MXj0rv8wxT+sVLnl1DGXYBKBABHgAAAMDy6J1Ud/ZnjeiWEPfschtmMSsCVhUCPIDVieZ3AACK78WBPA3sM1H54IRWnGKA1YcAD2AVIr0DAFASI3P559gaCTIPF7BEBHgAAAAAyyNhSHmPietFKARYnQjwAFYbmt8BACgVrz3/QnF+J4PggSUiwAMAAABYHlvqE7kPkCSxqS7PMQCyIcADWFVofgcAoIROa4vlbmDf3hb1OWiBB5aIAA8AAABgeWiK9eEzZm2qlXFva5V+6YmhIpcErCYEeACrB83vAACUXHu1/pnzp7fUxxdOZ6cp1nkbIle/ccaRJdsDKARLOAAAAABYTnUe4+Nnz85E5YEpNapLPofZEdBtCtEdOFYEeACrBM3vAACUFb/D9DfFS10FsKrQhR4AAAAAgApAgAewGtD8DgAAgFWPAA+g4pHeAQAAsBYQ4AEAAAAAqAAEeACVjeZ3AAAArBEEeAAAAAAAKgABHkAFo/kdAAAAawcBHgAAAACACqCWuoBy5PV6V/TxFUVRFGWlnyV3Acl/eDwey7JKUoMsy0IIt9tdqgIkSUr+Q1XVkv8tSliAqh7+ECjh3yL5YnC5XIstYO/evQ6HY1GnZPxVz78YNE0r4d8CAAAAyI0An8F8vl0hybSw0s+StwDxenAqYQ2KopQ8wMuyXPK/RckLEGXwt1hsAXv27FnCCzjjr3r+lyBJUgn/FgAAAEBuBPgMpqenV/Tx/X6/aZrBYHBFnyV3AZqmCSFmZ2dN0yxJDZqm+f3+2dlZwzBKUoCqqlVVVUKIeDxe2r+FZVmzs7OlKsDn89lsNiFEyf8WwWBQ1/XCzwqHw0t4rozv7hwvhtra2iU8CwAAALASCPAAKsyBcW3Xa71zMYcQwmO3Wqr0Wndpbj0AAAAAxUSAB1Ax5mLy7Tu9e0e1eks7vCko9o9rjV799PaYXS3NEAAAAACgOJiFHkBlSBjSrTt8e0e1eqsrZddwUH3ioNO0pJIUBgAAABQHAR5AZXhsv/PQbNZOQ1MRed8YXYoAAACwmhHgAVSGZ3rtQoj05vd5vZNatl0AAADAKkCAB1ABwnF5KqLkSO9CiGBMThj0ogcAAMCqRYAHUAEiiYKSeYLZ6AEAALB6EeABVAC3zczd/C6EkISwMwoeAAAAqxcBHkAFcGiW32HmPqbaZSoyK8kBAABg1SLAA6gA3d3dG+sSuY/ZUBsvTjEAAABASRDgAZS77u5uIURHdaLFr2c7prVKb6vOuhcAAABYBQjwACqDJIkzO6Jb6hOKdFQ/eUWyttbHz2yPMgE9AAAAVjdmfAJQ1pLN70myJE5oim2qiw/PKnMxWQjhcZiNXsOuMvQdAAAAqx8BHkCFsatWR4De8gAAAFhz6EIPoHwtbH4HAAAA1jgCPIAyRXoHAAAAFiLAA6hIcV2Km8xbBwAAgDWEMfAAylG25vfJsLxzwDEbkZPT1klC+Jzm9rZotdMsZnkAAABA8dECD6DsZEvve0a0R/a5Zl5P70IIS4iZiPzwXte+Ma1o5QEAAAAlQYAHUBnGgsorw/aM68VZQrw8ZJ8IK8WuCQAAACgiAjyA8pKt+f35AXvuE5/ry3MAAAAAUNEI8AAqgGmKUDzP51UoJlsZG+gBAACAVYEAD6CMZGt+n4nm/7CyhAjG+EwDAADAqsXFLoBykWPhd1MUtGKcQQs8AAAAVi8CPIAK4HcUtEqc385icgAAAFi1WAceQFk4cODAwv/OxeT+aXUmIhumcGpWg9ewq1ZMz9UO79QsOds9SVOaetBXffHs8tULAAAAFBsBHkDpdXV1zf/bssSuQ/b9Y9rC7vDdk5pDzdM//qTmWOYdhjT43YaZx3yRPc513xISHY8AAABQmbiSBVBeXhiw7zs6vSdFdUmRsmb4zppEa5Wevt1MSP3fbpp5zCeEmH7Mt/tm1ooHAABApaIFHkCJHThwwOVyJf89HlK6J7VsRxqW5LObMV2KGUf60tsV66SWWHt1pvQelfq/1RLa5Zrf0nOnrHqsLVczVB4AAACVhwAPoJS6u7vlBSPXe7Kn96RgTH7rcSFhiYmwIoSocRvODK31QghhzCl9/9AS2e9I2b7/h0rjBZZ/GxPWAwAAoMIQ4AGUkelwnnE9lhDTEaXJp7faMjS5z9Nn1L4bW6K99pTtkiJO/DuD9A4AAIBKRIAHUDLpC7/Hc84z//oxeQ5IjGm9N7TGh1Mb8yXVOvUGs+kS+s8DAACgIjGJHYDSSE/vQgh7lv7wCzly9rKPDdq6v9KWIb3brNYvDJHeAQAAULkI8ADKSK3LyH2ALIlA9mOiPfae61r1ydS+RbLD7Lh2wHta6NgrBAAAAEqFAA+gBDI2vwshOmsTUs5O9O3VCU3J3Eof3uPsvb7NmE1N74rX6LhuwHVcZEmVAgAAAOWCAA+g2LKldyGEz2Ge2BjLttdrN09oimfcFXrV2ff1FiOU+pmmVunrrhtwbogurVQAAACgfDCJHYDysqk+YVOtXUP2hYu9S0I0+/VTW2N2NUPze/BZz+B3msxEatu9Vpfo+MqArTGxshUDAAAARUGAB1BUOZrf53UE9NYqY3hWmY7Kpim5bGa9x/A6Ms8/N/MH79C/N1pGanq3t8Tbvzyg1eSbsx4AAACoEAR4AMVTSHpPUmSrpUpvyXfY1O+qhn9Qb6VFe0dnrP1LA6ovz5R4AAAAQAUhwAOoVBO/DozcVivS+tQ7N0bbrx1UPKR3AFijxkPKjoOOA+NaKC47NKutSj+zI9pZs6ZHVFnC+v3sc3dMPLQrcjBsRpu0mvO9p3ys7u1NWs0KPePjwZdum/z9C6F9ITNSp1ad5z3lY3Vva7c15D5rxgj9ZPy3D8w8058YVYWy1dl+WdW5764+T5WUFaoTqCwEeABFUnjzeyFGb68Z/0WGaw7PSeHWLwzKjvzryQMAVqUnDjruf9Wjv945azYqRoPK8/32M9qj7z15Tl6TMziHzegne27+35mn5rcMJyZfCO+7deze77Rfc1n1ucv7dHEz8Zn+f71r8pGFT7crcvC/xu79RtvVH6x5U7YTnwl1faz7ppHE5PyWvvjI72ae/a/x+37Uee3K3WsAKsia/AwDUHTLmd4tMfKT+ozp3bs91Pa3Q9nSuyVEOJ5zkToAQIXb2W//9a4j6X2hZ/sc97ziKXpFZeETPf+0ML3PC5nRq3tvfiz40vI+3V/1/9vC9D4vZiU+13fLfdM7Mp51IDZ4xYGvLkzv83aG9r5//3Vxi3ltAAI8gJW3nOndlIb+o3Hivqr0PVXnzbZ9YUjSUq/aLCH6p9VH9zt/9bLnq/9bc+29td97wr9ryL5sJQEAykPClO571Z3jgCd7HIdm11z/04eCO38783S2vbpl/N3A96z0AWlL9Xxozx2TD2XbawnrS4O3JjJF8RuHfhI0wtlO7Ir2/mDs/uUpEahkBHgAFcPSpYHvNE4/7EvfVf2m6aZPDQsl9frDtMTTPY5neh3jIcW0hBBCN8WBce2/n/X+z7NeI/PE9gCAirR/VJuL5bq4tSzx4uCau4F79+SjuQ/YG+3fFT64bE83lefphuLjT869mrIxaIR/N/vsMT4ysBasuXuQAIpsuZrfzZg08O3muRcyNK3UXjZZ/4HxjGe9NGgfnMn8QffykN1rN991UmhZygNQEg6Ho8AjVfXwR4Hdbp//d6moqipJktPpLG0Z88qkGEmSVFU9lkomIlreY8ZCNqcz1+1bRTk8WdoxFrMsZFkWQtjtdk3L/6Nlszfen/eYA+ahP3KekOOAwt9B++ID+Z/OGHqz86yFW7rm+uJmnlkGX4v2Jv8iGd9B8tqc3gBrDwEewApatvQelfq/1RLa5UrfVfOurOk9GJO7J3Jd8TzZ4zx3Y7Q+Q4s+gMrgcDgKvGqXpMNTYNjtpW+ATRbjcmX4TCtJJZIklUkxmqYdy+0VS8k/0YluKgX+sMdYzDIq/EZVRlErnvcYXTFz/1oKfwdFRf7Z/hNy6tOZsfx/u5iZsDntqqRkfAfpOiPksSaUxacSgFVpudK7Maf0fb0lciD18kWSRcOfjQbeMp3txEMzaV3qj2Za4pVDtot8a3phIaCiTU9PW1ZBY3c9Hk8yBc3OziYSJX7Xu91um802NTVV2jKEEDU1NZIkmaY5OZlh5rAiCwQCsVgsFFp6xyjNdAiRZ5o6txqbmAjmehBN8/v9QohIJHIsxSyLZDEzMzPHkk7r5KrXRG/uY3xxx8TERI4DCn8H1Yr898X9ujPl6Vyx1FRybnDL4949C7fUa9Uzk9MiyzvoGPspAJWCriYAypo+rfZc15ae3oVsNX9qOEd6F0LkHgmZND7HurIAsEpsqst/a2ZjXf7m6FXmfO/JuQ+wSeo5nlz95xflAt+puQ+QJfl87ykpGzvtTXmXiL8g7SxgDSLAA1gRy9L8nhhXe/6+NdZvS9kuqVbrZw/5z5vNfbpZQLMc89gBwKpR4zZOao7lOCDgMk5pWXMB/sM1b65WvTkO+Gjt27zKso2huDxwQe4F298XuLBRC6Rv/0zDn+Q4S5WUv2h4z7EWB1Q+AjyA5bc86X1U672+LT6cmt5lu9X2N0O+s+byPoLblj/B17hJ8ACwerz75LkGr5Fxl0OzPnxmUJGXbb20ShFQfd/r+IJNyjxy9o/cx3255U+X8elcsuP7nV90yZnH7Z/oXP/1lqsy7vpQzR9fHrgw4y5JSP/Y+oltjo5lqxKoWAR4AMuje0K7Z5f7h0/7fvS07+Uh+0TomLqmx/pt3V9ui4+kDmaTnWb7tQOeUwoalNjoyz9icFvjmmuKAYBVzG2z/uK86bM7owuDuiTE1ob4Z86fbvGv0XnOLvSd9tstN5/lOX7hRrfs+Gzj5b/Y9HWHlHqv/Bid4d76+y3/nNKX3iHZ/rzu0vs2f8OnZFhQRgghS/K/d3zu661X1ar+c4Nb5rdvc3bcsfH6P6t96/IWCVQoJrEDcKxCcflnz3v2jh7++q+3usaFtm9Ma/Lpp7fFbOqi2zqiBx29X28xgqm3ABSv0X7toHNDtMDHqXaZTT790GzWD7oTmmJNPp1PQgBYTRyq9e6T5t66LdQ7pc1GZadmtlXrfsda7291onP9vZtu6o0Pvxw+EDKjTVrNGe6t2drJj90mR+vPN3xtID72Ynhf0Aw3aIEzXds8Sp5l+SQh/XndpR+tfdvje56Z0Gc+1HLpNkfHVme7JPLPUQ+sEVy2AjgmCUO6dYdv6PW11uutrvldh2bVJ7rl8zdGZGkRGT78mrPvH1vMSGr/ILVK7/jKgL1tcQ3mp7fFHj8oT6c9mhCitUp/36n5++EDACqRQ7O21NPHKlWHrbHD1li0p2u11bXa6hZ7liapnfamTntTZ3XnSlQFVDQCPIBj8th+Z8b0njQZlvePqZvrC12xKfSyu/9bzemLwWq1esffD9gW393dploXbIrsGdEOTmgx/fDDeuzmGzqjF2yKrMGRkAAAAKhcBHgAx+SZvsO979LTe1LPpFZggJ/b6em/udFKpKX3+kTHVwZsDUtct1mRrOMa49sa4nNx2V8/7bJZtR6DrngAAJSnZZkKF1itCPAAlm4uJk+F88yFGYzJCVPS8rV1Tz/uHbilXpipydreFu/4yoBadazTDkmS8NrNjsAanb4IAIClmdBnfzT+m4fnXhiIjzlk21ZH+3uqzn+H/2xZYjJsoAQI8ACWLvJ6a3m25vekhC60nBPcTjzsGrjFn57eHeujHV8aVLIsCAQAAFbUw7M7P9l786Q+O7/lQGTw/qkn3+A58QedXwyovhLWBqxN3DkDsHRumynypXdJCHvqYnBHmfhN1YF/qkpP766t0XXXDZDeAQAoiZfDBz5y8OsL0/u8J+Z2fejgDYa11uf2B4qPAA9g6Vw2a5P91dzHVLtMJfss9BO/Dhz6Qa1I2+8+PtJ+bb/s5MoAAIDSuG7oB1Er6/Sxz4Ze+/nUw8v+pAyAB3IjwAM4Jutr88wtt74263f/6O01Iz+tTd/uPSPUdu2A7GCKeAAASuNQYuKJ4K7cx9w99WhxigEwjwAPYOm6u7s7A4kmX9aZ4Vr9ent1pr2WGP5J3fgvatL3+M4Jtv7VkKyR3gEAKJk9kT4rvYPc0boivcUpBsA8AjyAJUp2cpMkcda62Ka6hHL0GHZFsrbWJ87oiKYv2GaZ4tB/1U/eV53+mNUXzbZeMywppHcAAEopYsWEECJnhg+b0eIUA2Aes9ADWIqFQ9RkyTqpOba5Lj4cVINRWQjhc5iNPt2uZvrWN6VD32uYfjjDvLXVb5pu/Pgo9xUBACi5Ri3ZSy79PvwRzVqGcXDHggHwQF4EeACLlvH71aFZ6wJ5xsNbhjR4S+PsDm/6rrp3T9VdObY89QEAgGNzonN9QPFNGhmmoJ93vveUotUDIImmLgCLs+S745YuDfxzU8b03nT5XMMHJ46tLgAAsGxUSflUw2U5DrBL2ifqLy1aPQCSCPAAisGKS/3fbA4+40ndIYmmPx1v+2iuG/wAAKD4/qL+PW/2n5lxlyLJ/9rx2XZbwzI+Hf3ngUIQ4AEsQvLL1bKEbuYaFJfCjEp932iZe9GdukMSjX82VvPO6SVUYlqSaS2iBgAAsCiqpPyo89ovNX+kSj3q/vtJrg2/3PgP76k+r1SFAWsZY+ABFGr/gZ4D41rfpDYbky0hbIrV4DU218ernGaOsyYm1KFvtCg99tQdstX8yZGqC2YXdScxkpD2jtqGZtRwQhJCuGxWi1/fXBd3sOwcAADLTZWUzzZcfnX9Za+avYeMSbusrReN69WmUtcFrF0EeAAFeXVPzx8OOoOxI2E7bkj90+rAjHpyc2xDbebp6/b02uf+uck5ZEvdIVt1nxitumBxPedHg8rTvY64caThPRyX9o1pfZPqWZ3RWrexqEcDAACFsEvaef5THA6HEGJmZiaRyDNn7RLQfx4oEF3oAeR34GD3ju6j0vs8yxIvDdqHZjLcDezrt4f/qTk9vVuKNfCeqV0tCWsxreahmPxkz1HpfV7MkHYcdITj9KgHAADAakaAB5BHd3d376Q2E836cWEJsWvIlhLGE1Pq1Dda7CNaysGmKgYunwpuiU5F5P7pRXQC6hqx5Rh4nzClrpG0dn4AAABgFSHAA8hvMFMD+0JzcXl2QcLXJ9Xu61q10dSzTJvV//6JuQ3R5H8ztttnZFliaEbJfczQjLqoJn0AAACgshDgAeSSHJMWjOXvnR58PcDHx9Ser7bpw6nt4abN6r9iIrwuln5KXlFdSuSb9z5uSBk72AMAgHLGAHigcKtwEruHH374gQce6OnpsdvtnZ2dV1xxxdatW0tdFFCRjnyhFrBgW7L1Oz6i9X2tLT6W+tliOMz+KycjzfGjTim4EksUlMxNWuABAACweq2qAG8Yxje/+c0nn3xSCOH1eiORyM6dO1944YVrrrnm4osvLnV1QIVZeDvcqZnhRJ4e7C6bGR+29Xy1VZ9MS+8us+/KiWhj6qS1rtSB81k5VEuWrNwLvyuS5VBJ8AAAAFi1VlWAv/3225988sn6+vovfvGLGzZsEELcd999t95663/8x3+cfPLJtbW1pS4Qq1M4Lr04YO+d0sJxyWO31tUkTmmJ2Ss8SaZ0Zmvy6RPhXAHerlruabXnhgzpXXcZ/R+ciNbr6Wc1+TJszEiWrHqPMRzM9ZHV6DMketADAFBR6D8PLMrqCfCxWOz+++9XFOXGG29sbGxMbnznO9+5e/fuJ554YseOHZdeemlpK8Sq9Hy//dcve6K6tHDL/+52XX7K3PFN8RwnlrP0r9L1dfr+MVs0+wjzrYbV99VWPW1SOt1j9H1wMlabIai7bNa6QKEBXghxXGN8JJj1vogkia0NlfoLBwAAAAqxeiaxe+SRR+bm5s4444z59J501VVXfeMb39i+fXupCsMq9ny//c6d3oXpPSkcl//7Wd/utFncKkLGG+GabAU8RrZTnOOqcUtjenpXq/TE1aOx2tSe80IIm2Kd0xlR5EX0U6h2mae2Zp5MT5LE9tZoldMs/NEAAACAirN6WuCffvppIcRZZ52Vsj0QCAQCgVJUhFUuHJfu2eXJFkBNS/zyJc+muilNqey+9EnjISXbkm+OYa3tZzVGOPVuoK1Ob//7fltDomPZOQMAACAASURBVHZS3TNqC8YOH6BIVlu1fnxj3KEt+jfTWZPwOczdw7axucO/VkmIeq9xfGOs2kV6BwCgwtB/Hlis1RPgBwYGhBB1dXU9PT2PP/743r17FUVZv379H//xH6e0yQPLYtcheySRa8j1TFR+bUQ7sbmS+nVn+x7tmdAybncMa+0/q1Gyp3chREdA7wjo4YQUicuqYnntliwt/aZGjds4d0MkYUhzMUkI4bFbq+MWCQAAAJDX6gnws7OzQog9e/bccccdsdjhhaZ37tx53333XX311RdeeGH6Kddff/29996bsvGiiy765je/udLVCiHsdnsRniW3kvdNqK6uLm0BQgi73b60v8X4a/mPmYj5Cpk8sRxmWKyuru7q6vJ4PBn3TkczbHQO2dp+FlDS1nJ3NOtbb5qw1dqFOPKLzfy4C7hcrsXUK5b20sn9q17yiwEAAAAogtUT4JOh/Sc/+cnxxx//4Q9/uLOzc3Jy8t577/3Nb35zyy23bNq0qbW1tdQ1YlUJF9CyHqqc1veurq4ce+Np49+dh7SM6d3Zqm/5h3FbLR3aAQBALvSfB5Zg9QR4SZKEEB0dHTfeeKOiKEKIlpaWT37yk6FQ6NFHH73tttv+5m/+JuWU6urqlpaWlI2BQMAwsk7WtSxkWRZCmGbJEo4sy8lf10r/pDlIkiTLsmmallWa/s/JAoQQlmUt7W/htstC5Fm1zGu3DCPXg5fJi6Grqyt3DXZVisSP/LDOflv7HTVy2oxyzvbE5q+Pq9XGon4gSZIkSbIsqwgvhoyv+RwvhuSHCQAAAFAOVk+Adzgcc3Nzb3vb21IuuN/ylrc8+uij+/fvTz/lmmuuueaaa9K3j4+Pr1SVQggh/H6/aZrBYHBFnyV3AZqmCSFmZmZKFR01TfP7/TMzM6W6iaCqalVVlRAiHo8v7W/R7LYL4c19TKNrdmoqwxzs8/x+v2VZyQEgx2hsTjk0q8Z1UeU0O2p0rbAJ3n0+34EDB4QQ0Wh04YshpkuTYSWuSzbVqnEZNS7bdPjwMHhnv6399ho5nprebS3xti8NJOx6Iry4ymVZdrlckUikCK/Gqamp9I05XgzlMLoBAAAASFo9Ab6+vn5ubi59vrr6+nohxNjYmGVZyWZnYFkc3xSvcprTkaxrMTZ4jY2ZVlBbdr2T6j2vePqnjrydHZp17obIRZvCSr6VIvfs2aOqR30ORBPSi4P2oZkjK65Lkmj06JIQlhCuPlvb7TVy2ux9VnNi3fX9qq9kfToAAEAFof88sDSrZx34jRs3CiGGh4dTto+NjQkhmpubSe9YXppive/UoJrlPWRTrfefFpRX/h32yiH7d5+oWpjehRDRhPR/r7l++LRfz9mknf7dOReTf7/XNbggvQshLEscCqqqbLkGbG13ZEjvicbE+utI7wAAAMDKWj0B/q1vfasQ4oEHHkjphfv73/9eCLFp06bSlIVVbWNd4s/fMFPnSQ2uzX79U2+caa3SV7qAmah8+/OebB3P945qD+3NOrV7enq3LPFMryOmZ77VZeuxt/8sQ895ozW+6Wv9zuoV/2EBAMDqQPM7sGSrpwv9hg0btm3b1tXV9a1vfevqq6/2+XyJROKuu+568MEH7Xb7lVdeWeoCsTqtCyS+cNHUvjGtb0oLxyWP3eqsSayryblA/PJ5stsZN3I91R8OOC/eHFHSxsNn/OIcnVOmsowIcA3YWm+vkdJ+LK0jtuXvBxQvbe8AAOAofwi+fNvk718I7w2bsTq16lzvSR+rfXubrT73WdN68K6pR7tjh+JW4onpfdWa9x3+c77W8nGHbCtO2UCZWz0BXgjx6U9/+m//9m+feOKJHTt21NbWTk5OGoZht9v/8i//sqGhodTVYdWSJLG5PrG5vhjD3VPsHdVyHxDVpb4ptbOmoNpGg5k/ENx9ttZMPecd66PrvjIou0nvAADgiLiZ+Gz/LT+ffHh+y1B8/KXw/ltH7/1m26c+UHNJthOfmnv1rqlHLXG44UEXxlhi+ofjv7lz8qF7Nn/jJOf6FS8dKHurKsC3trbecsstd9xxx3PPPTczM9PS0rJx48YrrrgifWY7YHWYTVuGPV36NHvZ+q1FM/UbSLa9p6d35/pY+5fLNL13dnamb6S3HgAAxfH5gX9fmN7nxazEZ/v+1TMsnejKEMX3RPvumnok4yI6ITP6tj1feO2k2zyyY7mLBSrMqgrwQohAIHD11VeXugqgSDQl/1pxtqOPyZFj03vaZ2t7d26Mtn9pQHGXbPn6jBF92U8BAACL9Xxoz+0TD2bbawnrV9OPH+dcp0ipDQy3Tz6U47ImZiX+ovfbP+68dpnKBCrVagvwQGXRTSEKWq/9KHFDSsbyRp8xEVJyH9zkP9JInrsV2uc8KpA7+22td2SYtc6xPtp+7aBwLb7uY0D8BgCgItw99WiOvecGt0yLuYOxoU2O1oXbZ/TQrBHK/ciPzL6wDPUBFY4AD5TAdER+dL9z97B9KiwLIWrc1Sc0xc/fGPHYs7ZpW0LsGrI/2e3omVQNU9Jkq7NWb/bnmfu9I6AHXIcDfN4+5C1+fdeQzbQkIYRrwNb2swxt72JdrPvKyRcPOC0h7IrV4DU2N8T9jhVpiie0AwBQcfZE+/IeM5yYSAnw+2L9ec8Km9GllwWsFgR4oNj2jmo/fc4XWZCNJ0LKo/udz/fb//TMYEcgw4Rzhin99DnvK4eOzL+aMKW9o9reUc3nMLONhFdl69IT5pL/LmQEuFOztjUkXh22ObOk91hzove9U/MN+jFD6ptW+2fUk5tjG2qXbQ4/cjsAAJUrbMay7To3uCX5j7iV2gIRNeOFPHjUjDMdPdY4AjxQVGNzyo+f8SUyrf02F5N/+LTvcxdOpTdo/+pl98L0vtBsVA64jMlwakd6l8264rRgW7UuFjN/25aGuHHAYWVa7z3aEu+9csK0p/actyzx0qDdZbOafMe0FPyGDRt0ncXkAQCobI1qIO8xfsWdsqVBy3+WLMmkdyD/FNYAltH/vebKmN6TwnHpwT2ulI2jQeWZvlxzrs5ElT85Ze7E5lit2/A5zI6A/sdbw3998dTWhrhY5Ozr0YN25da69PQu2uJ9759MT+9JlhC7hpb+hbphw4Zt27Yt+XQAAFA+zvedknH7fPO7JKRNjraUvZscrbLIeoGU1KblWUMeWAtogQeKxzCl3cN5gu6uIdt7Tj5qyyuH7FbOCeMMUyQM8eEzgum7FpneHX03tJqh1Pt6jvXRQx8eN/Rc9/uCMXkmKi9qMDxd5QEAWH3eF7jw28N3HEpMZDtgu2tzegu8EOIU16ad4b05Hvn61o8tQ31AhaMFHiie2agcz978LoSwhAjF5fDRDeDj+eaZF0KMz2U4ZnHpvcfe+/UWIz29r4t1fHlwtoCPirkCFqVP6uzsJL0DALAquWTHf3X+revIgu2WWND83qzVvLv63IwnXhm4uFrxZnvYd1ef93b/2ctbKlCJCPBA8ej52qeTwT05D/w8o4BWbcPK0+sst3C31n19sxFMvQvg6Iytu25A8RiigMc3C1hXjugOAMCqd6Z72++23HyeN9ml8PAlhCqUN3pO/MuG9zpke8azZEm+tulDJzg7U645bJL2xaYP/ue6v17JkoGKQRd6oHj8TlOWhZkzkNtUy2076ohqV/4EX+0yUrYU3vwe6Vf3fCmQnt7t7bGOLw/IbkMI4dTMcCJPRwCXLVed5HYAANaOLY72uzfe2B8ffTG8LzQw469zrbM15Z2CTpbkj9a+LWYmng11DSUmNtZuONd30tv9Z8s0OgKvI8ADxWNTrA01iX1jWo5jttbHpaPvPG9tiD+015n7kbc1HLX4ysL0PhFShmbUUFwSQnjsVos/sfCOQHRA23dtTWI6re29Pd5x3YDiPXxfoMmnT6RNdL+QXbUCWW40EN0BAFib2mz1bbb67qlFjOkTQthl7Y3ek4QQnW1cQgCpCPBAUb1pa3j/uD/bpHSKLC7ZGknZuC6Q2Fyf2DuaNfaf1Bxr9B1pgZ9P73FderbPPhw86m2+Z1Rr8evb22KaYsWHtd6v1qend3tzvP3LR9K7EGJ9rb5v3BbTs3ak39aQet8hifQOAMBatqgZeQDkRXcUoKjWBRKXnhjKmHUVWfzJKcFGb4a10P3O1B7yCy1sUZ//mjRM6fGDzpT0njQ4oz5x0BEb0Xqvb0tMpqX3lnjH9QNq1VFlaIp19rqITcl846EzkFhfm0jdyHB3AAAAYFnRAg8U2xs6I00+/YEuV8+ElgzEsiQ21iXevDXUVp0hvU+E5Od6c60D/9gB54WbIi6bufAm974xbTqS9Q7d7Ih24J+bxETqJ4CtMdH+lX7Vn+F+QY3bvHhz+NVD9oEZZX6aPZ/d3NoQTymb3A4AAJ6Y2/Xoa0/1xUcSlu5RXBvtLW/wnFitZp1nPilqxp4K7d4d6ZnUZ3dFhrY42i+rPvddVW9UpfyL8gBrAQEeKIH1NYmr3zgTjssR4RPCckmzTi3rHO4P7nXnnt/dssRDe53Hu185skWI7smsXe7VOaX9v2vEVFp6b0h0XNevBbK29rts1hkd0dMsKRiVDFNy2kxXWtmkdwAA1ri4mfhc/78d6h2c3zJlzPXHR/8QfPk9gfPPdG/LdmJPbPjHE/87a4ST/+2OHeqOHfrtzNO3uu/9Uee1jVpgxUsHyh5d6IGScdnM9XVWZ62VI70LIfrTkna6kcGDC/8b16WUxeTnKWG5/bYaW9pjajV6x1cGtJoMXQBSH0GyqpxmjdtISe/0mQcAAEKIz/f/+52TD6VvTwjjzsmHdoUPpu8SQozr07eO3Tuf3hd6PrTn/fuvi1v5r1KAVY8AD5S7HFPHJdVbXSkrzMeznKJE5Paf1trH0trea83O6we1+tRx7IUjugMAACHE86E9d0w+dG5wS8a9lhC/mn7ctDKsXHP/9JNRK56+PWl3tOeH479ZtiqBikWAB8qdw5arfb7e6hJCpEwvZ1MznCLHpPafBRyjqeld9RtbbpywNS4xvdPwDgAA5v1i6jFL5Lp0mTbmDsSGUjZGzfjuaG/uR75r8pFjrA1YBRgDDxzFtMTAtDoRUiQh6r1Gk0/POGN8ipFZ9cVB21xc9jvMU1ujNe4j95X3jWl7RmwxQ6r3GGd0xBxq5sXSc9hYEx+eybwOfDK9CyEWLiMnhLCrltduBmNH7tDJcant9hrHIVvKIyheY9tNE852PZyhw1p+RHcAALDQa9HebM3v84YTE5scrQu3jOnTupVrzR0hRFek5xhrA1YBAjxwxLN9jv97zbVw8vYat/H248MnNMWynTIwo/74ad/MglN+95qr1m187KzZA+Pava+6F/Zmv+8V98baxEf/aEZdzDvvkm2RHd1OM+1e9nx6VySxsS61y9mG2sSLg/bkvyVdar0r4BpITe+y29h8w5izY9H3FJJI7wAAIEXYjGVudlggfTR7ooDx7XFL1y2D6eixxtGFHjjs17vcP3/Bk7L02kRI+ckz3of2ujKesmfUdsujVTNpq7WNh5RvPVR990uelLHolhD7xrWv/18glucW81FcqnnehtT28fn0LoQ4vjGmpr2V19ckkkvKS4bUcne1u9uecoDsNDu+NOhcn3WwWQ50mwcAABn90Uz+KwS/4k7Z4kvbkq5OrSK9AwR4QAghdg3ZnjiY9X7xb7tc3ROpq7KZpvjJM14ryyCvbNuFEKG4/MOn/IXXZlli39hRjecL07sQ4lAwQ4O+JImzO2MbA3rLPVXe/anLyMt2q/3vBp0bo4WXMY/oDgAAstnkaMt9gCSk9GNqVX9AybNE/AW+U4+pMmBVIMADQgjxyP7MbezzHt6XGu8f3u9KGAWMj8/k4LhWeCP8vjHb4MyRiJ6S3oUQY3PKRCjDe1kWVv1v/N7dqZVLqtX6V0OurZFFVPw60jsAAMimu7v7dPeW9Ab2hba7Nmc84CLf9hxnKZL8lw3vOdb6gMpHgAdEOC4N5Ftrfd+YljIK/ZW0CeEW5fnevAPEDts7dqTxPz29J43OZah/+Id1Uw+mNvVLitX6+SHPqaECn30h0jsAAMjNJmkfqXmzTZq/Mjnq+qlZq3l39bkZTzzLfdxprk0Zd0lC+sfWT2xzdCxnoUBlYhI7QARjcq7VToQQQhimFI7LHvuR+d7mosd0/2s0U5t5RrOvj7HPlt6FEJFEal+A0dtrJ39bnXqcbLVcM+zdvuj0TnQHAAAFWmdv+mzD5b+cenxfbECIw5coqlDO8hz3tqqz7VLqsMQkSZI+EHhTm63h97PPhcwjo/y2ONqvb/nYxTnb54G1gwAPCFth74OUtdZVJW/qz8WZaan2jDTFEjnTuxBCOTq/j/8qMP6LQOpBkmi5esR3drDwIpNI7wAAIK/u7u75fzdogU/Wv2tKD/bHRyNW3K+41tmaHHKe3ouSJJ3nPfkczwl98ZEJffYDze84zrVum6NDEksctAisPgR4QPjshlOz0huxF6p2GrajI3eDx5gILX0q1E31CSGEYab0LMug0WfkTu9CCL/TFEJYQliWNPN//tHbajM8zofH/OfPLrZO0jsAAFiaatVbreaZmi6dKinr7c3r7c2dAS5CgFQEeEAosjipOfZ0b+pU7Qud2pq6FPwFm8O7R5Y4DN6mWq8M2e7Y6Z0Ky0KIGnf1ic3x8zZEFnbRnxfQuxTJbWTP+apsReLSg3tdMxHZ94qr+Z6q9GPqPzAeeMfUYuskvQMojp6ens9//vPHHXfcDTfcUOpaACzFwuZ3ACuHSewAIYR409ZwxvCcVO0yLtiUOmf7uoC+rjaxtKeTLPGHg85kehdCTISUR/Y5v/1wVe9k6j217u5ul83aUp9rtXZNFrtHbNMR2bPP0XSPP71Jv/Y9E7WXTS62SNI7gOKIx+M333xzIrHET1QAANYOAjwghBA+h/n/nT1b7cqwtlujz/jzc2YdWoYW8E++YabVr2d8QC3nCPlYpvXn5mLyD5/2zy6YG2/+ZvbWxvjmugxd/CUh7KoV0SUhhLvb3vKLaslKPSrwlun6KyZyFJOus7OT9A6gaH784x/39vaWugoAmR2MDb1v/3UNT75D+/0b7Q+eu+2FD10/9EPdPOr6h+Z3oGgI8MBhzX798xdNX3piaENtwu8wq5zm5vrEe0+e+8z50zXuzIu2y0Jcc8H0FacFa92GIgtJEqpsNfiMs9ZFl7ZEfDguPbj38Ir0C78LJSFObI5duCm8LpDw2k27avkd5vqaxNbGeEyXhBDOAVvrzwOSnvqk4ZNCDX82uqgaiO4Aimnnzp333Xef35+65iWAcnDL6N1nd33y4eDOWT2kW0bc1A8lxv9t5BfbXv1IT+xQqasD1iLGwANH2BTrjesjb1yf2ls+t9PaYqe1HTVC/tYdS78SfXnQdoo3823sape53XXUE/3hoFMI4Thka7+9Rk5roQ9uiQ6+fXZzXPY5so4OSEF6B1BMs7Oz//Iv/1JVVXXFFVd897vfLXU5AI7yq6k/fG3wRxl3TevBC/d8Zs8Jt9lkleZ3oJhogQeW3/hSZ6e3hHDH9sTTGtKzCUYlx6jafntAjqW1va+LDV42ZclWsOD16knvAIrs3/7t36ampj796U/TAg+Uob8e+H859s4ZkS8Ofq9oxQBIogUeWH5GoQ3eqRqsLpF/Xbkj1DFbw09rlHBqRI+0xvvfN2mpVuGPtn79esPIPFIAAFbCAw888NRTT731rW89/fTTd+zYkfvgcDiccZx8fX29qhZ0MSPLhz8qFUWxrMI/aFeELMuSJBVYeRGUTzGyLJe8EkVRyq2Y+ZKK6eXwgWk9mPuY+6d3fMZ8x/yba9ll+/1nfAetXBlAWSmLD2tglal2mbMFt3vPSy72rkqWLecEePOiPfamH9XI4dQv9WhDov/9k+brs+65bPlvJ2zbtm1qatGLzAHAkg0NDX3/+99vaWn52Mc+Vsjxe/bsueqqq9K3P/jgg4ttvfd4PIs6fuVUVWVY9bMkJEkqk2Lsdrvdbi91FYeVTzFe76KXUj92T07tznvMtDHncrlWrobcL8uUvaxkgTWCAA8UxDTF7hH7nlEtGJVtqtXi109pifmdmbPx1oZ4+oJwuSXTuxCiwWdIBfSgjxxw9N7YIqf11Y/V6X0fmDBeH/RuVy3TknYN2UNxSQjhtVvN/kS166iyt23btqhSAeAYGYaRXDfuc5/7XJkEJAApZsw5IYQQlhBZr0tK3pkFWIMI8EB+gzPqbc95x+aOpOUXB+wPdLkv3hK+aHM4/Wvt7HWRPxxwhOKFNsLPp3dJEtsacy35nhR+zdn3jy1mJPXx49V63wcmjAX53K5Yj+53LjzmtVGtxa9vb4slF7rbsmVLgUUCwHL52c9+tm/fviuvvHLz5s0FnlJVVXXJJZekbzdNMxaLpW9Pp6pqsh9yIpEwzaWOdFomqqrKshyP5//AX2nJGyiWZZVDMTabzTRNXc+8PmvRyLKsaZoQwjCMMimmJC/a9VqLECJHehdCXDC3bUV/Rdne3eXzDgKKjwAP5DE8q3zvCX80bY533RQPdLnihvTWbaGUXS6b9ad/FPzBk77oguno5u9gdwT0vil1/p71wvS+vTXqzzdjfGiXq/9bLWY0tZ54td774XHdc+R0m2LNxjLcRBicUaMJ6byNkQ3rmbUOQLEdOHDgrrvu2rx58/ve977Cz+rs7LzpppvSt09MTASDeYbpJnk8nmSAD4fDJe9q63a7bTZbgZWvKJvNJkmSZVnlUEwgEIjH46FQ6rdqkWmalhyXUT7FhEKh4t9KeIvjdElIVs65dOrVqmg0unI1ZHtZZnwHlc+QB2BFEeCBPH71sic9vc97ZJ/z5OZYsz/1a3VdIPHZC6f/d7fr1UN23RRCCEmIeq9x8ebwqa2xA+PaA12u3kmtzupK7qrzGMc3xQKuPOk9+Ixn4F8arbR6rLrEwJUTuvfw6V676XeYAzNZ3+ATYeWQOG6DWNyCeQBw7IaGhkzT3Lt377vf/e6UXS+99NKll14qhPj2t7+9cePGUlQH4DCHbLvAe+rDwZ3ZDjg3uOWy+nOLWRIAQYAHcpsIKQcntBwHWJZ4ts/+rhMz3BcPuIwPnh5MGHMjQSVhSFVOY37w+YbaxKfOnXltX09COIWwbCJqU/OPIpv8bdXIj+qttIzvaI+3f2Vgq9eYjUqGJbk002mzftvlzvFQo9K2Z3qNxa54DwDHzul0NjU1pWyMRqNTU1M2m62mpkYIkezADKC0frT+77a/etW4Pp1x7zmeEzbYW4pcEgACPJBL31T+98jAdK4LTU2xWqsyxPvu7m67KqqclmVZ0Wj+9D7x68DIT2vTtzvXx9q/NKB4DSFEtevw48R0KRzP2mtgVNomhBieVeJGoQvOA8ByOf30008//fSUjTt27Ljpppu2bdt2ww03lKQqAOlcsuOF47//wQNfe3zupYVXKg7ZdqP04fO8J5esMmANI8ADuUSyd56flyMqZ9Td3b24Igxp6Nb66YcyrJPk2hJp++Kg4k5tlI/redJ7UmSRlQMAgDXFIdvu3nTjtDl39+yje+MDTtnxBsfxb/KcvuiLGQDLhAAP5OKx528bdxew0Pq8xX7hmVFp4DtNczszrFrsPjHc9teDsiNDhfYsHfIXpndJCHcBPx0AAFjjqmTPZ1rf73A4hBAzMzN79+4tdUXA2kWAB3LpCCQkkXMCViE6a3NNDHtgTNszZosmpEavUWt1aYUuLSeEEPq02ndTc/SgI32X/7zZ5qtHJCVzaTbV8trN4NFT0C9M70KI1mpdlQnwAAAAQMUgwAO5+B3m8U3xVw7Zsh2gyNaZ7ZkXUHm6x3HvK+75ceb1Vpck3HUe4w2dEbmAGB8ftPf+Q3NiLMMA+5p3TjV8aCznyqxiQ23ixcEji6mkpHchxDmdzGAHoFycc84599xzT6mrAACg3BHggTzedeJc/3TVTCRz5n7n8aEat5G+/Te73Y/sc6ZstIQYnVN+s9v9luNCas4MH3rV2f9PzWZISdkuyaL+g2M175zKW/b6msShWWUkqIpM6f2EpthpbbG8DwIAAFaIJazfzjx91+Qjr0Z64laiWau9yHfan9W9NaD4Sl1aLgcOHCj0yNjQM3O7++OjcUv3KM5N9tZzPCdUq94VLQ9Y9QjwQB5+p/mpN07f9aJ339GN4W6beemJoVNbM8TggRk1Jb3XW13z/44Z0o5u53kbsjaAzzzuG/pug5U2EZ2sWc1/Oew7O1hI2ZIkzu6MvTJkPTV1klgwSF+VxRvWR968LcT8dQAAlMqMEbqq55sPzx5ZZb0/Pvp0aPf3xu757rrPX+Q9rYS1HTvdMn4++fBz4T3zW6aMYH989PHgS+8NnH+GO7VdAUDhCPBAftUu86pzZgam1X2j2kxMsStWS5W+rSGuZRmC/quXj8w5tzC6zxubU3RTZGyEn/xN1fCP69OH3ctuo/2vh1zHLaLfuyJZl72x+fzwZNeIbXxOkSRR5zGOa4z7HIuYdQ8AACwvS1h/evDrT8ztSt81qc9+5MCN927+xqmuTcUvLK+urgxXNenumnxkYXqflxDGHZMPOyX7Ca71y10asFYQ4IFCtVbpGVd0T3do5nDX94zpPal3UttQmzhqU/bl4rS6RMe1Q7aWxXV67+zsFEJUu8xzOjOP0gcAAMX366k/ZEzvSTEr8eWBW+/f/M1ilrSM+mIjz4Vfy7bXEtYvpx8/zrlOlhYzry+A1/HOAZafbkgiZ3oXQqRMEW9Gpb5vNWVM746OWOcN/UtL7wAAoNzcNfVI7gOeCXX1x0eLUsvy2xnem3uRm2lj7kBsqEjVAKsOAR5YfpKUJ70LIbQFS7jpU2rvV9szLvbu3R5ad0OfGiio5X8e6R0AgLLVFenNe8zuSM/KF7I4BfafH05MLssxADKiCz2w/Frl3VEzzyRxDT5DbwVKUwAAIABJREFUCGFZIjqgdV/XlHG5uMBbphv/bEykrdZuWkLO/vCkdwAAylnYzD+0rZBjylPcyt/qELcSeY8BkBEBHlhm3d3drX77/okMgXyeKltDM+pzfXazx9F6e0BNW6NOkkXDh8YC7zhqubihGfXAuDYRkg1LUmWr1m1sqNUbfUd9TZLeAQAoc41aYFyfyX1Ms622OMUUaO/evZqW69pmnl9xFXCM+5grAtYoutADy6m7u1sIcVJLTEtrNk+xb0wTrznb/6cmQ3rXzJbPHlqY3k1LPNXjeLLHMTqnGJYkhNBNaTioPtHteK7Pbr3+VKR3AADK3wW+U3Mf4FPcpzrLcRb6QmxytOU+QCrgGADZEOCB5dHd3Z1M70IISRIXbw7bMi0yJwkhC6Gbkvc1R9udATmRtti72+z48qDvrKMWe39p0D44k7m/TO+U9uqwXZDeAQCoEB+vfYdTtuc44BN1l9rkgpq7y9B29xZfzkb47a4ttMADS0aAB5bBfHSf57Zb7zg+tKU+4VQtSQhJCFW26txGg1c3hah+3t36i4BkpKb3hN+IfXrYte2oxd6DUbk7Z4f8fWNaoHHDsvwgAABgpbXa6v61/TNKlnXULvSd9tmGy4tcUm7p1zk52CXtIzVv0aTMDQ9Nas1l1ecuU13AWsQYeOBYZftWkyRxQlPshKYjy7+Zlrh3lzvwvLv+Ab9Ia56P1yX6rpyQ7dbJR28fnFVzd8cfFttePTR3zvpKne0GAIC15rLqcxu1wLUD/7krcnB+o1dxfbLuXZ9rfF+29FspOu1Nn234k19OPb4/Nji/URXyWZ7j3+Y/216xnQuAclDZnw5AyS3qnnQ0IVf9wVv3iC99V7g1PvD+ScNhCl2K65JtQWafi+XqKTMqbRNCjM0phZcBAABK7izP8Q9t/ZfXIr2vRntiZqLFVnume1vurvUVpFGrubr+sgl9diA+GrXiPsW9zta4an46oIQI8MASLSq6J03fW50xvQc3RofeO2m+/nZMaW+3zMyPlozuScmZ7QAAQGXZ6uzY6uwodRUrpUb11agZrnxyiPXZQ7tdkX12/xvmBNP7AGkI8MBSLCG9j95eM/2LmvTtMyeGD71jxnq9lV2VrJTZ71y2DD3oF6Z3IUS1y1hsPQAAAHkt4ZpnacJ7nGN31oR2HZ4AT/EY4r3FeWagkhDgUdnicfGzF7wHJ226LmRZVLnMd54Q2lwXF0JEE9KLg/beSS2mS07NXF+rn9Qc0xRLCNEbH75nbMfe/oGoGWvR6t7oOOEi72lylrlk0qV8kyUMqX9anQwruiE0xar1mK1+XTl6GbnJ+6rHM6X36VPCh942LRY0nzf4DOno1vRGn/7a6FGjxVLSuxBiW2MiW7W9k+ruEfv4nCKEVe8xTmiOt/j1bAcDAAAUWWJCPfS9hrkXj5qaPrLfUap6gHJGgEcFe2if67e7F6xTYoqRWeW/dvjq3MbFW8O/ftkTWbBI27N94v5XXe89ZfZu87/+3+gvjQUd0/9d3H2Sa8N/rvvrDfaWvE+akt77p9UXB+zxBfPJ90yKXart9LZYo+9wTp64v2rkJ3XpDzV1+tzIH88uTO+SJLY1xlMOq3Eb9R5j9PVR7unp/cTmWKM3QyYPxaWfv+DdPWxbuPHBva6TW2LvPXnOoeVZqR4AACBsRp+ce3VvvH9an1MkpVENnOrcdIKzU5KWZ/he+FXXwD836bOps/lEe+xmwmDCOyAFAR6V6g8HHUel9wXGQsrtz3vTt8/F5B894/t93ZDhSB1W/nL4wLv2Xfvbzf/UasuQtOelpvcp9dk+R3oOjunSjh7HOeuijT59+mHfyE/q0x9q8qy5kYtnUzZ6bKbXnmHI+5kd0Uf3O4MxOT29t1bpl58yl35KwpC+/6R/YDrDe/ylQftMRP7EG2YU1pEEAADZ/a7r8f+eeCBkHlnpZiQ++VJ4/yZ760dq3+ySj7WRfOK+qpH/qRNmhnsBVkIO7jf922hvAI7C9Tsq1X2veJZwlmTJ50z8rWLZ0neNJCb/fvD7Oc5NSe9xXXpx0J7tW8WyxM4B++SD/kPfa0xfMW7i7AzpXQgRjGVe8t2uWhdtjhy3eZ1zQbO5y2a+aUv4U+fOZGxLf+yAM2N6T/r/2TvvwKaqtoE/9+ZmJ03TXVpoSxdlj5YhsoegAgoCiryADEVw4EJxIKIIThQZryIiuICPIbzI3iCyZ2npbumeSZq97v3+uBgybkZH0nV+f7XnnnvPkzbJc57zrPwa9j/5fGdXEQgEAoFAIFK1eZuq/rK23i1k6Yt+qjxAUQ2yrqv2BJRvDWG03gEA51HaUlSjF4GwB3ngES2SSwU8sr4qQ2gOjdD1v8c/43jpoOJCjbk2gMVQLtWxgktJLWEdOe8I/4KojKnfe02yumI4g/V+f6FqdmyQfUJ7TEwMAMSDekySukJFqPWYkEOGiu2z5a25lO+0UwsFgAFcKuA93FHrQn4EAoFAIBBtmaXFm4ByWjcnz1B6VZORLOxUv4fXHPKv+COI4QJO+Q9RBoyV8ToYwmKj6/dwBKIVgzzwiBbJjaIG9REN1ndhHDdR5puaHMdxxvqrNWpXH5+gv8Whhxisd3lPTcVohYsbFTrcriccbb3T4BiEiU2xQcYwh1p31qj0uEzrtDM8fV9ZLcv1AQQCgUAgEIg2S5mx5pzylus51zRZ9Xu44oxf2WaGBENetD7264J2L5bxovWAo+B5BIIB5IFHtEjUpgadPXFJpy1J5Sal3Yiz7ilG59Zv8Cm/oL8ZIvwFDynThyrBndVsNAHr3zh6a+vdczQGjyxzrWfTEAgEAoFAtDUydPcoR0eELaXGqno8WZvNK/0+1PHZkkG14c+X407TExEIBADywCNaKGJOg9qe63CZs0uBhMT6Vxe9TzkEg4LBTFi7ff6M1rvfwNrwF8vdWu8YAOffg7X6We8AIPJA+WEAQqQjEQgEAoFAMKEhdYOUieDShjeQdW5Ma1ayir5uRxrt90MBY+QRL5ch6x2BcAsy4BEtA5KCYgVxo5h7u4RbpiQGxDDUU/Gcct5NsTEiSjuko3pUiL47Dvf93RyM6CWI9/AhQUL7QwRCiUf9Eii5zVAbXzKoNvKlci6Xuci8NVIBiWMUOLHea0y1x2qv7JadOaG8pjCrnT1EwCFDxG7OOCKlJgIFp7VAysrK3nvvvXHjxnXu3JnP54eEhPTo0WPWrFmHDh0ymeq8kfIx1dXVGIZhGLZpk6uCkQgEAoFocsLYgQAALj0PEpbQxVVHKBKK14YZq+xDgCWDa0NnVdRNvpYAUtkIb4BC6BEtgCv3uEczhDLNg/OmYJEZx6B+deyURGlv+bwgw4M0eD1em+r3W6r4tymBw8WsB+a3C/c7AIRLzHyC0pruKzZ+MSdyp5RQMWSeB4yRhT1XSWvA2CDjjWJXCfwdgwyMpnu5seaD4k375OcsHezZGPGUdOiyiOcCCIaMgAHR2r23XRXqHxCNKti1MEwm03vvvbd27VqNRmMZ1Ol0lZWVt27d2rJlS3Jy8rZt22JjY5tQSAQCgUC0DrrxOwpxHmMJegsJvPZ1embN/wJU1+1tfnGyOmJBeSvzKiKVjfAeyIBHNHf23Raey7VveFbJZCd7AoaZReZQsSncepBL+vWRvxhj6vte1wDLoGvrHQAInOocrr9ayAMA6TVh6BE/jCkrPujJmpBnHmSIxQQaS2uJciWz/BES05DeDLowT186LuudcmON9aCRMv1Rc+yc6tb++M/acezruA6I1qWXczIrGBrmAUC3doY+7fUuXx+i2fH2229//fXXAMDlcp955pmePXtGRERUVFTk5eVt3769sLDwypUrKSkpN2/ebN++bjsqBAKBQCDsIDDWEHHPA4oLTicAa5C4h+cP1BdzKnYE2A1ywoztXiptffXqkMpGeA9kwCOaNbdLOI7WuwUMADBwbEGaEGIcFq/5v+uiGo2NnRwsMsu0OOWk+FyAqs+tfM3wBA3jVUcoCnKqOLgJQg9K/W8xCEnhVPiMyoBH5daDOAYDYnS3ijl5NWxryVkYxAUbx/Zv5ygcSZHz8j+3s94tFBoqFt5bvSduhd04jsPMfsq/7ggv5PNIq7B9AoeBHbWPJKldFLFHNEP2799PbwW6d+9+6NCh8HCbQ6gVK1asXLly2bJlMpls5syZJ06caCIx3RAQEFBWVgYAfn5OC0kiEAgEojmQl5c3VNwrT1+aritwvIoBNiVgWCBTDCAjFAml34dRRhs/O8YmIxaVsARusgtbHEhlI7wKMuARzZpT2Qz55BYogKRQQ4Sf6XoJV2vA2TjVzt80sbtawjcDwOIRssxKToGMUOtxMZeMDjRmVXBOZTs9DgCAMzn8IXEaFu7e/Q4AFSpCXcKO2hXAK2c7XjXzyeKJsnZDGfq9szCqV6Q+McRQWkvozBwAik8Y2/mZkhKiGRc6rbxxU5PtQpJzyltX1Rl9hIl242yceqKbakisJr2MU6VmAUCI2JwUZpDwWpumbAts2LCB/mHfvn12WwEA4HA4H374YWpq6s6dO0+ePHn16tU+ffr4XEb3YBgWGhra1FIgEAgEwiNYGD476NHjyqunam/oKINlvB078AnpoFhuhOePkh3y19zl2Q2Gz6nkd2yF8YBIZSO8CjLgEc0XjQErkrl5i2ZVsGf1rR2dxOA2x3HoFGroFPpA3/x1x02pFY0BK5KzowKMnohXcVUY81MwS8eQs6UPNhVNrjFITeVKQiowOE4AAAGHig0y8vkERVE6ndFFwflTyhtuhTmlvO5owNNIBeRDHRtU8w/RHLh16xYAJCYmRkVFOZszbdq0nTt3AsD58+dd7AZUKhWfz2ex6pmHgkAgEIi2A47ho/xShop7FVPVtaSahbGCMUkwLsHcttWxwlhFVGwLthsU91b7D1c0qrDNBaSyEV4FGfAMBAYGevX5GIYBAIfDnJzsA7B/g6elUmlTyUDj7+/v4qpO5q79KICJxDjCQD9XbvUHqDxoe24m/Coq0oVCN6Z+5UEh/l8JRjI8UJmgK5kgIzkUAJiAIxQy+Oct0P+L5ORkF3NkpSq3Ytew1PV731reDK7/Fz5AIpG4n+RluFxuE34wXUOXq1WrnbYeAICBAwe+8847ANCjx4OkxHXr1r300ktdu3a9ffv2li1bVqxYkZWVBQBBQUHdunWbMWPGjBkzcJzhHEqtVq9fv3737t2ZmZkGg6Fjx44PPfTQokWLEhOZj4pu3bq1du3a48ePl5SUiMXipKSkyZMnP//889Z/UrVaLRKJAODHH3+cM2dOQ1ZUKBRr1qw5fvx4dna2TCaLjo7u1KnT66+/PnDgQBd/IgQCgUDUAzZGJPI6sNlsANBqtWZz3br5lv8aTOpstkw4nwx/vrwxRWxOIJVtB1LZjQtGOSYQt3lcf94aDo/HoyhKr2+ykCEej0ef5Gk0mqZ6A7BYLB6Pp9VqSdJpOHe1Clu231UIPc1XT2kYW7I78uH/BDVqNzb8C4N0XM1dVzNIrOTngMr/MaQDUThUDVZWP6Sk/l2kU6i5Z3tXbULYbHanTp10Olce8gU5X24tP+Ra7IXhEz+LWeB6DiOWN4Pr/4VXwXGcz+c3uQAAYDKZ7D6Ybo9yfMbgwYPPnj0LAF999dXrr7/u+Y2W3cCkSZM++ugjxwlDhgzZt2+fXYbbjRs3xo0bV1RUZDcZw7AVK1YsWbLEbnzVqlXvv/++45YuMTHx8OHDFheEi91AnVb8+++/x40bJ5PJHF/O66+//tVXXzmOI1or1dXVHioykUjE4/EAQKFQGI0eRVp5D6FQyOFwGN/DPiYwMBDDMJIka2qYK634koCAAL1e7+1tmFvYbDZ9pqzVapuJMHK53Pddx+zSCblcbv0MeE0GP39pezufTPgL5dIR7t3vzuITGT9BXC5XLBZ7Lpj3QCrbehCp7EanCTzwxcXFOTk5btXtkCFDfCOPI1qtd9trcTgckiS9vYprAWibTafTNZXJxGazeTyeTqdj1AEUBRgGXAx4bL7O6MrklvLNZqNG69lOLETErlG78a/qKu/gHJKiAJiCw0gdVvRNuOoaQ3s2s4AsflKmjrYx/0Qck+ttYpcuXcxms+s3QxzhPscsnh3p+iEkRWIY5via2Gy25c1Q1wP1xoIgCD6fr9frm6onKi0AADj+L5qPAT9nzhx6N/DGG2/89ddf8+bNe/zxx2nN6gk5OTnLly8HgOTk5AkTJkRHR1+9enX79u2lpaWnT5+eOXPmnj17LJMrKyuHDx9O69qpU6cOHz7c39//ypUrP/zwg0KhePfddzEMo/0GNFu2bKG1dVhY2IwZM1JSUhQKxa5duw4ePJiRkfHII4+kpqYShCt1U6cVy8rKJk6cKJPJhELhnDlzBgwYIBAI0tLS1q5dW1xc/PXXXw8bNuzxxx+v058X4YLmr7URCESj40kxIE+gSCjfHGJnvQuStNJWGjxPg1Q2Utlexace+H/++WfGjBnZ2a7KcVlowtCAqqoq95MagEQiIUlSqVR6dRXXAtBnqDU1NU1owEskEplMZjEajST2Ty7vehG3VEmQJEh4ZEKIQWfEbpe66po+PF4zprOndeOvFXK3XXN1NBshNUWz0koVLJUBxwBEXDJCYooPNtIeflKP3VsVobnDEBSgCzcUPiUz+dkYwAROjU1yFR0QExMjkUgoiqqtZah1Z6HQUNE/fb6BdHoQIMB517psYqwEW26sWV/x5yHFxVx9CY7hsdx2j/kPmB/8hGWyn58fHS5l/b/wMQRB+Pv7N4l7wVoAANDr9XYfzKAg+/58TQVFUf/5z39+++03ywibze7Xr9+IESOGDx/ev39/Z8H/9HE+/fOcOXP++9//WhRzSUnJ+PHjr169CgAXL17s27cvPf7KK6989913BEHs3LlzwoQJlkfl5+ePGTMmIyODz+enp6fTh/Q6nS4+Pr6oqCgpKenQoUMdOnSwzH/33XdXrlwJAFu2bJkxYwY4P86v04o//fQTfe/Ro0dHjhxpmZybm5uUlGQwGJ577rmffvqp7n9jhD0tQmsjD3wDQR54R5AHHmwNeA2pu6BKyzQUykwqAsPDicCe/Lgu/BjMg3428hOSkv/aFkLDqY4r7/FiPApEbaEeeKSykcr2KgxJFF4iNzd36NChHu4DEG0NmQZfc8p//x1hsYKgjxQUOvzyPV5aOdeFASzlm4fG1yGQoVekPtp5gTocp0CRmVXJVhlwAKAAlHr8bgXnaIZApsEpA1b4ObP1rkzSFsyosrPeAaBzmMG19e6h2O05IS+HTHIx4Z3wZxmt93PKW4Pvvry+Yk+uvgQASIrM0hV9U/Z/g9IXXlG7TBNAND8wDPv111+3bNnSr18/esRoNJ47d+6jjz4aMmSIVCodO3bs9u3bXZglHTp02LBhg/Wxert27f744w86BGPZsmX0YH5+/vfffw8Ar776qrViBoDo6Oj169cDgFar3bhxIz24fv16Oojuu+++s94KAMDy5cvpQhuue+TUdcUbN24AAIfDGTFihPXkjh07Ll68eNasWR07dnSxHMJDkNZGIBAAkKUr+qz0978U/2Rpi6qM8jJDzXVN1ubqgz9U7tOQboxwyohX7LAv0CMdVuuh9d5yQSobqWyv4rsQ+uXLlxsMBgCYOHHijBkzOnTowFiDAdEGMZHw0wVJuZIFABTYBHmbSSApTMSlVHr7U95QsXlmv1oeuw4+HwyDWf1qf7nsl1NlX1iOS1BmEoxMLeJ1Jux8lqDLAYnmNoP1XpOiKh9Vy1iKNV1dEh9sX3OVxnPrnebt8GlqUvt9xT7KNgoNx/DXQ6e8GPKE4y35hrL/5H2iMjMccFSa5NNyl5/ptDaMHVAnMRBNDl3AJi8v78SJE8ePHz9x4kR5eTkAaDSaQ4cOHTp0KCoqas+ePb169XK8d9GiRXTojTXx8fGTJ0/etm3bqVOnKIrCMOzAgQP0d/WiRYscHzJ8+PD4+PisrKy///6bHjl69CgAdOnSxU43AwBBEBs2bMjPz4+IcJUGUtcVw8LCAMBgMPz444/z5s2znvzxxx+7WAhRJ5DWRiAQJcaqTVV/GSkG53+mvmhz1V8Lgp904YeXHfcz1djYGiwBGfJMdeML2ixBKhuQyvYOvjPgL168CABPPvnkrl27fLYookVwqYBHW+8ADIYwRYGIax4ar79TyqlSs3CAELG5Wzt9cgc9gdc5YlPAoZ5/SHG7lHu9iFemZBvNECCkYgO05UqioiSH8RbMjAXvCNDk2kfyYwRZ/JhC0dVpCIBB0aFCLwvh2nc9rav1DgAYYB9HzH3Sf/DPVQevaO5WmRQhhLSvMGlO8GNd+MxP+7z0d0brnUZmUn5dtv3z9i/WVRJEcyAmJmbOnDl0TFpaWtqxY8d27dp17tw5kiQLCgoGDhx46dKlrl272t2VkpLC+LQBAwZs27ZNq9WWlZWFh4fTBW8jIiIiIyMZ53fu3DkrKys1NZX+lZ7PuP8AgKlTp7p9OXVdcfLkyZ9++qlarX7++ed/+OGHJ554YujQocnJyVyuq3QbRF1BWhuBQOyT/c1ovdPk6kuvajKShZ0Yr5JGrOpPez9B0KRqll/TpMs1FUhlI5Xd6PjOgM/PzwcAu6MXBAIAbpe4+QyX1RJJocrBsY1T9g/DoHs7fe8O5n/Tng1yhXbpgQBnLfXCDviLHKx3nE2VzLirCHPVeg0D1q0q5cgIGwO+Hta7hd7ChN7CBE9mGinTQcUF13P2yc991n5+vYVBNBM6d+7cuXPnV155JS0tbd68eefPn9dqta+99hp9ym5NdHQ04xMs0Ws5OTnh4eF0yHRxcbHr5EY6XdZkMhUUFABA+/bt6/0S6rQiAMTHx//555/z58/Pycm5cuXKlStXAIDL5Q4aNGjSpEnTpk2zK8+LqB9IayMQbRY6Ab7WrM7W25cZt+OaJsuZAa84KbFzvxP+poBH5I0lZEsEqWykshsF34XD0VUlmk9FKETzoUrFcjun0oM59UauxaUm5pxw/2tC/1v2XeYxgop8o7S6o/syhLW2kf8Nsd7rRJmxxoX7nabaVCszNVklRUSduHLlym+//WZdDseRzp07Hzx4kK4Zc+LECcfehM50rSVIT6PRAAAd4OcWkiRNJpPBYKDrKjXkKL1OK9I/jxw58s6dO7t27Zo1axYdnqfX648dO/biiy8mJSWdPHmy3sIgLCCtjUC0ccqMNW4DHUuNzIWfKTNWtdfeMxI4vgbjtP721UhlA1LZXsZ3BnxycjIAXL9+3WcrIloKZg++zEnKfaXT+gvgpBI/v4QTdsT+XBBjUZGvlYh6qyhPRLKa4zPrHQBMlEf15F3ExSGaFYcOHZo+ffr06dNLS0tdTPPz8xs7diwAkCTp2AGIdqg6YqlSlpCQAP++UQcMGEC5gyAIgUDQrl07AKAP9etHnVa03MXlcidOnLh58+bS0tLMzMyNGzfSr72kpGTKlCnV1W0lx9J7IK2NQLRxDBRdYs3VLs1AMm8k5KfFxkqbFG5CYpKOas2t4ywglY1UtrfxnQH/8ssvA8CaNWtUKpXPFkW0CPz57lvZ+fO92OFMUZHjaIsTGlbkLilmV9YOpyJfKxWnqAGAy3Fv/fI591+aL613AAhjBxCYm5gFPs4NIlylACCaD5b3z/nz513PLCkpoX8IDLQv/Ev3nnHk0qVLAMDhcOiCtImJiQCQm5vrrDWX2Ww2m82WDpT0HsKS7WbHihUrUlJSXLd4reuKBQUFBQUF1i2v4uPj586de+DAge+++w4Aqqqqzpw542JFhCcgrY1AtHEkLLpvuSt3hYQlZByXHbHfYASOl+Hc1u9+B6Sykcr2Pr4z4MeOHfv222/fuXNn/PjxaWlpPlsX0fzpFGpwPUHMIyMkdfYVK82aX6oPv1Lw7ey8Va/d+257zQkddX8hmZZ1PIP7wylYfwL+7wpRrWYFiWwOCDAS2u31J2rtbWDzo4o7IabL93hZlewOIuYentYk+vPAJ9Z7oaHiu/Jd8/O/nJ236v2ijedVqQOF9gVRrKAAYLhfbxaGakq3DIYOHUoHvC1ZssQx0M5CaWnpqVOnAKBLly4hISF2V7/55hvHNsK5ubl//PEHAPTr14+uMd6nTx8AKC8v37dvn+MSVVVVUqmUIIilS5fSIwMGDACAy5cvO+5USJLcuHHjlStXBAKGDg4W6rriwIEDo6OjZ86c6TjZ0mNWLm/TaZaNAtLaCETbxOINjmAHCXH7Qrx2xPMYKplps3m6XJsbCT+zdFRb+VpGKhupbG/jrSJ2K1ascBwUiURxcXEnT57s1q3bww8/nJCQ0L59e7qfoSPvvfeel2RDNDce7qg7n8fXGJwe8Y5K1LislMHAn7KzbxWtl5seOI5+rT6yvPjnbzssMpYMOp3N//dkEEKoTACemEtiVlFigefFQofCdcpEXXF3DaUgAOCejMCxcDNLyTKLnclg4hd1FPt723o3U+Rnpb+trdhtHQ//feW+WF4EBhjFHPmGsTD8jbCnvSoYohGJiIiYO3fuunXrsrKy+vTps2XLFjq82ZqioqLx48fX1tYCgEVxWpOXl/fyyy+vXbvW8q1bXl7+7LPP0n1oly9fTg+OHz8+JSXl8uXLs2fP3r1795AhQyxPMBgMs2fPViqVGIY999xz9OCbb765YcMGuVy+cOHCAwcOhIeHW+avWLGCjtMbPXq0i1dX1xV79+5dXFx87Nix1NRUu8q9W7ZsoX/o37+/ixURjiCtjUAg7MAxfIi45wHnNXEJwAeLezqO1xy2d7/7j1DgvDbhfgekspHK9j6Ys/iHhj63rvaWA14SzBOqqpgLcjQWEomEJEmlssnqh0kkEroGRk1NjSXExcew2WyJRCKTycxmMwDkVLE3X/QzmBjeNv2idRN7qOr0ftolO/1i/leMtuvDsiXxyvHUGtLvAAAgAElEQVTWIyFU+n2RcMpEYhQAR0Z0/CEYsxXGEGDKm11JOkR/mTEdi2I4nzYQ1Y8n4N0T3BSNl0gkFEXR3+D14+2i//5U+RfjJTEuUFM6krL/F7Mw/Kv2Lz0bOAoA/Pz8OBwOAFj+F76HIAh/f3+5XO542OxLAQBAr9fbfTCbTwUvpVI5evToCxcuAABBEKNHj+7bt29QUJDJZCotLU1NTT106BD9H3zzzTe/+OILy43r1q176aWXAIDP52u12v79+z/xxBPR0dFXr179/fffi4uLAeDRRx/9668H76J//vln4MCBFEWx2exnnnlmwIAB7du3z8rK+v777+/evQsA77333ieffGKZ//XXX7/xxhsAEB4ePmfOnD59+qhUqj179uzevRsABg4cePr0aXoLolarRSIRAPz44490T516rLh///5x48YBAJfLff7551NSUoKDg4uLi3ft2nXw4EEAGDVq1OHDhxuuhtoULVdrV1dXe7i0SCTi8XgAoFAo6E1wEyIUCjkcjkwma1oxACAwMBDDMJIkrWNcm4qAgAC9Xq9Wq5tWDHqLAgBarbaZCONLFWmdj22myM1VB9J1DCnTGGBPBwx3LEFvVuNZ82NJqyK+GA5xa/LYIfX50DnzgjB+grhcLl19s8lBKhupbK/iLQO+4Z+fJrRvkQHvA+wMeACoUrMO3BGklXMf+MbF5hEJml6R+jo9WW5S9U1/nrG+epi+19jy9XaDFgMeAIKFZpLChJuDhNk2NjnJofJnVeqDGXQnBoCJSkyqIBzuR9SbMR1fUjpnUG8hy32ESwMN+IvqtMcz33Yxob+wsxnIy+q7/0qLDRB1eb/dzJR/NS4y4KGFGPAAoFAoXn/99c2bNzv73sZxfOHChatXr7b2kVp2AwcPHnzmmWccA9WmT5/+/fff24XMHT9+fObMmfRewXGJNWvW2I2vW7fujTfe0OvtP609e/bcs2ePpR2Os91AXVd85513Pv/8c8a/Q//+/Q8dOkRvvhGe03K1NjLgGwgy4B1BBrz1ryRFHlNePV17w5KHCADhROAT0ofjmOLna/ZLy7YGW4+Ieqs6vFNSP2FaqAEPSGVbgVR2o+OtEPomtE4RLZQgoXlGX6XepCqrZZkpTMonpYL62JP7FeeddUdLUI23G7G23gGgSsMaosTKs+096mVjFYzWOwBQALG84C4x2nx1Va3R5M9mR4lEcR371kPyevBr9RHXEy5r7t7p+osZzHn6UgywWG5EIIH6bbZUJBLJpk2bFi1atHPnzqNHj967d6+qqkosFkdFRUVFRfXs2XPatGmxsbHObh80aNCdO3dWrVr1119/FRcXC4XCbt26zZ07d/r06Y6TR4wYcfv27VWrVh08eLCgoICiqPj4+O7du7/55ptdunRxnL9w4cKHH374yy+/PHPmTHl5eXh4eKdOncaNG/fCCy84i7huyIqrVq2aOnXqV199lZaWVlBQYDAYYmJi4uLi5s6d++ijj3qyHMIOpLURCAQjOIaP9ksZJu5VTFUrSDWBsYIxSTAuwRiL21EgO2ZvjAWMrn+YYcsFqWwLSGU3Ot7ywLdokAfeBzh64BuL1++t/aX6MOOlSSU7/EztrUfsDHjcgCX9GELKbL681DH6e9Nc9bcIFJBD4zWWX+uU9N5AD/zA9AWZukLXc7bFLhvh18fZVeSBh5bjga8fluN8lUolFDKXC0YgWi7IA99AkAfekbbsgXfsZ2aBy+XSu0etVutsw6C5y89farPR4gSb4r7LA7ye5kbL9cDXD6SyEZ7gLQ+8I99++y0AvPrqq66nlZaW7tixIygo6Nlnn/WJXIjWhtzstOMRh7L5Wrez3gEg6IyfnfWOEVTZI27alhqstJiP28VZV+lzhrN4BAQCgXAB0toIBKKuKM7a28/+I+T1tt4RCAQjvjPgFy1aBB5sBWpqahYtWhQZGYm2Aoj64SJEXI8reGannc+5lUTAZfvOGZyxckOgmzNvDosCn5vuNIFsvwqTGwcOiplHIBD1AGltBAJRJygTVnvBxoDHcPAf2hbj5xEIr+I7A95DMjIyAKCysrKpBUG0VPoKk36uOsh4qZxzS2KMon92dL+HHpVgpG1CV4gmbFI1liVwfXQcJCL92wedUF5TmbV+uKCPMFHMctVCsyHITMrr2iyVWSvG+X2EiX2FSelahtqwFjg4u7cw0dlVPWU8J79ZTSm5ODuWDAtlSb0gMgKBaM0grY1AIGhU14RmpW0YY5JsJ3W4sKzCSJpELEEcL+IhYRd/omVHuSMQTY4XDfirV6+OGTPGbjA4OJhxMo3ZbKbLLVq3JUQg6sSj/gPCSgLKjAy5fHfFu+PVj2GAO14SFHGEefaN3w9P2FpWnTFAMMuscfq+xYE6EHhoXupe87/d2jg4e4p02NJ2s6SNqqIqTLKlRZv2ys+ZKLNloZF+fXAMd2wUZ2Gi/2AJiyGHykAaV5fv+KHyf7XmB9l9g8Q9VkTOS+JFNaLYCASipYC0NgKBaAiKs/YRf6e6H8jS3O+DU22uLTCUnVHenCQdkuLQfA6BQHiOFw14k8nkWA3Ow/pwzz//vBckQrQJhDjv26hXp+d8bKTsQ9+rOXfTJL91UfzH8a6g0/ZaJ7/7zaJO6QBwifN/vXSzcJLZqX48+MwlzR7rEQNp/LX6yFnlrf0Jn4WxA+r/SqyFMZSNy3zb7lTCQBoPyC9IWCKFk7T/jtx2H0XOdhzXUYanc5b9rbptN35WeXPU3dd+j/1wsLhHo4iNaA5ERkaOHDkSADwsLYtosyCtjUC0cVxUsHMLqWaprtk4DExsY37XW3bTjJRpe80JPs7pyu9Y77VaMUhlIzzBiwZ8RETE+++/b/n1k08+AQDrEWaBCKJ3797jxo3znmCIVs9wce/tscsW3fvunqHcejyR1+HjxDhtmfpKaoGRehAtLyjiCPM51jMpnLzy6H76Zz2uvO639SH9NL3WxsjnsKi/w85eIrYwylBgKHupYPXOuI8b/nJIipyX9zljTAEAKMyqWG5EhUmmNGusx0f5pazu8FIAiyEBflXJb47WO42eMs7L//xi0vf+hKjhkiOaAxMmTJgwYUJTS4FoASCtjUAg6o3ivIg02uQhFnS9ZeTpHGdSQP0pO9uZF41jDBGRbRykshGe4Ls2chiGAUCL6FqH2sj5AO+1kbNgoswnldcuqdJrzMpQQtpXmDRY3IPWFpnZ+WVKttrIMZPAZ5PkN4GGu3zrezP7Xjw79XfrETGL/6r/3HIloTViBA7+ArMhRvZM3nuuZTiS+HUvQbyLCZ60kTtVe31yzlLXC+2K+6TMWJ2qzdNTxgh20HC/Pl35zEX1VGZtp9vP6ilXLZQ+aDfzldCnXK/YiKA2cghEM6SlaG3URq6BoDZyjrTZNnKuPfCu28gVfNRefcdmK3V47vdFSWnOnvZi8IQ4XqRbkdpaGzkEwhN8V8Ru/vz5PlsLgQAAAmON8ksZ5ZfieInNoqICTAIBBwBqrnCyba13EjffGGnfSV5p1kr4Jqng/nlHTEzM0uIjbmU4pbzu2oD3hFPKG27nXFanvxH29BQPnnZBfce19Q4AJ5XXfWnAIxCIZgjS2ggEwkNMCkKdzrMe0YqUJQkZLm4pNdZ4YsAjEAhHfGfAb9iwwWdrIRAusDtgLtsmsZuQ2feiMrDa8cZKkyKULYV/z4NLjQxz7CgxNEI0R6nR/UNKPBDm/kwPRGoUsREIRIsGaW0EAuEhygsisO3jk9/zBslyFWJpcOdLQCAQzvCdAV9eXu5+EgCHwxEIBFyufT1wBMIbKK7wVGk2bzYSN98acYxxMh/jgFU0Fw/jME6zuQVvhHcyD/dgIQ+EuT/TA5EaRWwEAtGiQVobgWhTNKSCnV37dwDI6+4meNCPqUUOAoHwBN8Z8GFhYZ5P5vP5sbGxvXv3njRp0rhx4+hMPASi4djpp5Lt9qXaMvr/owxg8GbjgPkRQutcrEReB7fLdXLXko0Cp6mbFFAYYJ4uxPe095tnYrufg0AgWjdIayMQCE9wjJ+n/HRlMbkubsEA4rkofh6BqCe+M+DrhFarTU1NTU1N3bp1a3Jy8o4dO5wVsUAg6o06g6O8Y+O4NhPGmyOPMk5uzwm1exOOlw78tPQXx2Z1FgQ4b4x/X8ZL5caaDRV7Dyou5OlLcQyL5UY8JhkwP3RCAMvvtjZ3fcWeM7U3K0wyDkb0EMSNkqSwccJIulporKS/q5dqRTdBx3heZJauyMWcSQFDPHwaAoFAANLaCEQbRnnRPn5eMkAjZvNqbZvjWNNbkIia3SAQ9cZ3Bvzdu3fz8vKefPJJnU6HYdiIESO6dOkSGRlJEERhYWF6evrhw4dJkuzXr9+0adMqKyvLy8sPHDhQXFx85cqVMWPG3Lp1C0XoIRqX0t324VsZ/f5RS+SOM3HAXu89026wAyd0YeiT35T9n7PnLwmfztjF7azy5tz8z2tM9yvPmykqU1eYqSv8vebYBP+Hf6r6y0TdTxszUKbL6ruX1XfD2AFlpNP6wG+HTwskGBZiBANsRcS8Z3I/MlPMDQicVf5DIBBtCqS1EQiEJyj+sTfFpf3V/wl85IeKfUZgSIMPJwKekA7yiWgIROvEdwZ8RETE5MmTdTrdqFGj1q1bFx9vX5o7Nzd3wYIFhw8f7tu375o1awDAbDb/8ssvc+bMyczM3Lx5M6qIi2gg1vHzhkqi5m/biC+cvDP4NOON1ySFXJzhw7IkbLrKpN1U9ZddJDyO4a+HTpkfwtDJM09f+p/cT9QkQ2fUcmPND5X7GAUoM9aEsQPKjTLHhRaFTl4Q8iTjXc4Y5td7bYfXXi9cqyX1dpdG+iVvjFlcp6chEIhWCdLaCATCLeZaQpNu08qHkJiESbqOeLtXwybvkZ3J0Zc8uAR4X1HnxyUPcXG2zyVFIFoPrGXLlvlmpQ8++GDPnj3dunU7evQoY2adVCqdOHHi/v37//e//yUkJHTr1g3H8Z49e+p0unPnzplMpunTp/tGVI3GacxPo8Dj8SiKMhgMXl3FtQAsFgsAtFptU/X4ZbFYPB5Pp9P5UgC5/IF3vXJnoDbDRuXkd7t596HzjDdmcUoNpHGkJNluHMOwkZLkoX69TJRZS+opjGrPCXlU0v+bDq9MlA5mfNSSou9vanPqIbyK1L7X7j8RnGDNvwuNlfT7psMrk6T1CXfvzI9+KmAogRF6zGimyCCO5GFx9w/azXw7/FkO5mu1iuM4/WYgSeagAN8IAABms9nugykQCJpEJASiyWkpWlur1Xo4k8PhEAQBAHq9vqm+bayFYbFYOh3DYa6PEQgEGIZRFOX5X9J78Pl8s9lsNDZxfXJ6iwIAJpOpmQjjbRXpSQU7giDo3aPJZLJs3hTnxKorNh54yeBacbIaAMQsQYowqY8wMZoblshr/5C4ywTp4B6CWAJjeS6YVCplHGf8BBEEgQJ/EG0B33ngd+/eDQDTpk0TCp2WnRQIBM8+++ytW7fWrFkzbdo0evDxxx9ftWrVzZs3fSQoopVirZxIHS4/YR9znjrkFOONZ8UZALBP/vfK9i8wTkgRdkoRdvJEBgNpPKS46MlMRm5rcjfFvFPv2+1ozwlZFvGcn58fh8MBAJlMZja76viCQCDaFEhrIxAIt6gu28fP+w1QWf8aREiCCPt+vQgEoiHgPlupsLAQABISElxP69SpEwDcuXPHMkKH7clkMm9Kh2hbyI5KzBqbN39V+3sV0QzHz7T1DgAVJlmtWd3AdctMNYzB8x6SrStuoAAIBALhIUhrIxAI15A6XHXbJpiRJTYLk5o+lAOBaN34zgPv7+9fXl5+48aNiRMnuph248YNAKAjl2hqamoAIDw83NsSItoKJFZz2N9u7NawE27vM1INdVC7KFnv0e3QoNsRLRSlUtnUItxHLLbv9ItoxSCtjUAgXKO8KqSMNu4QcR81sJomN7OZ0HxUNiCt3XrxnQd+0KBBAPDzzz+XlJQ4m1NWVvbTTz8BwMCBAy2Du3btAoC4uDjvy4hotVjHzyv+ERkrbNK82UHGwq63HO+yuN8BQIjzAoiGfg+GsQPrlPplRyQ7uIECIBAIhIcgrY1og5AU+T/53zOzVySdfzru3FOPpb65vmKP0nk7tDaO0iF+XpzSCOarnjSeUd78vmLvpyW/PJT+4nN5K/+UnXXWOgeBaIP4zgP/xhtv7N69u7CwcOTIkZ9//vmjjz6K4w+ODyiKOnjw4OLFiwsKCjAMW7x4MQCUlJT8+uuvy5cvBwCfVbBrHRTUEOnl3CoVjuMQLDJ3C9eH+fk0vdlMkYcVl86qblYYZTyc20MQ+6R0cDBh7/e2o9BQ8afsbJou30AaIzjBw8W9h/j1xAADgKvqjEOKi/mGMhywWG7EOOnAJF5U/WSTObjfa4bfjhKEWhdKBVvrHQCG+fU5rLh0uvZGhUnGw7ndBbFPSgeFEMy1Vaxf0V7ZuTu6PANpbMcJGu7XZ4Co61llPVNDR0lQdzcEAuEjkNZGtDWqTbWz81aeV6VaRnK0xSfl1zZU/Lkp5p2+wqQmlM2reFLBzhHSiKmu2xTIwLmUsHtDDzsK9OVbqw/JzfcT6bN0RVm6ov3y832FSZs7LnG770Ig2gKYL2uAf/HFF7SOB4D27dsnJSVFRkYCQHFxcXp6+r179+hLn3/++VtvvQUA3bp1S01NBYCePXtevXrVeuvgVaqqqrz6fIlEQpKkl2Js1AZ8+zXR3XKO9SAG0KeD/onuKg6LogVgs9kAUFNT442ipre1uS/kf5GlK7Ie5GLsJe2mLwy5H4rJZrMlEomlcJqZIj8t/WV9xR6TbZh6b2HCqsj5X5VtO6y4ZPuKsMkBwz5v/6IQt2kF5wyLclLfYxe8GWN9ycDVbV/6IckzmsFs/WGwNuBZGN6eHZJvKLO+kYMRb4c/+3LoJPqIwQ4zRa4q/XVdxR67sPk4XmSOrtiuG5wnRHCCzyetF3j2ej2nORSxIwjC399fLpebTE2TI0ALAAB6vd7ugxkUFNQkIlnTfOLxUDBeW6NFaO3q6moPdzIikYgO9VcoFE1eWlwoFHI4nOZQKSAwMBDDMJIk6dyHpiUgIECv16vVDa04Uw9MlPnRzLeua7IYr4pZgsMJX8XzIn0sFfy7X/KqivTQgOdyufTuUavVms1m5TVh4aoI6wl+/VSRbzgN2PGEKpPim7IdWupBOxjrzVhXfszhhK84OBucfIK4XG6T66nmo7IBae3Wi+888ADw1ltvJSQkvP/++6mpqYWFhXSBHGskEsn69estlWxpHn/88V9//dVn1nuLxmDCvv/br6zW/t9KAVy5x63V4bP7K3AGY7MxuasteDLrXYVDvTc9ZVxWvFlD6t8Ke8bxrrcK1/9Sfdhx/Jo687HMxY6p4xRQO2pOlBqrd8R+5DYo3Voznd5bFQ02BnxWv4sGng4AMAAM7hvW1goDxzAuzraz3gHAQJk+LtmiJnVLwhkcTUuKvt9cdcBxPFtXJGYJVGatow3PwvAuvJhbTE3m/AnR1pj3Gt16RyAQCBcgrY1oO/xefdSZ9Q4ASrPmo5LNv3b8wJciNXMc68+LUlSMMz3nL/k/1ta7HanavC3Vh+YFj2vgKghES8enBjwATJgwYfz48Tt37jx8+HB2dnZ2drZWq42Li0tISOjTp89zzz0nkTxoNfHJJ59069atY8eOPhay5XIyi+9ovVvIrGBfucfrG+XdrrOLizY4Wu8Wvi7bPt5/YCKvg/XgOeUtRuudxkXht7PKm79WH5kVNNZD2c5VpbW7NMZ6hMKo9IfO3f8ZQITzpIRfoaGCHsEAGyDqoib1N50r9W/L/+8J6SC7eP4LqjuM1juN0qzpL+xiAOM1daZlof6izu+3m5ki7LS58sDait0WGTg4e5zkoffbzYzkoAR4BALha5DWRrQRdspOuZ5wvPaqzKSUNrgaTuuAIkF51bbBJE6JezcodEJPGtO0bmIBdspOIQMegfC1AQ8AGIZNnjx58uTJbmdOmDDBB/K0GigKLt1z46G9WOBdAz5bV/yP6o6LCSbK/Hv1sY8iZlsP/lp9pN4r/lJ92LUBb+1+LzyN99Db/InK4rIVwRWWX1Wk7uXASe2jo/L0pTiGxXIjVKQ25c48F883U+SvVUdWRNrMcfuKLmvS07r9YiBNFUQtUFQ7MsDSJXV28GOzgx/L0ReXGKoEOC+JH4Uc7wgEoglp5lrbugC+awji/p6Hy+Vafm4qCILAMIzP57uf6hOaiTAYhhEE0SSSpOsKXE8wUeZ7UNmOH+IbeSzQwSyW8PVGJysry8Mns1j3Ax4JgtBlC0xymw+RqKuOJ8UbUh67TC8zgZu8znRtAf32YPwEocAfRBuhiRUYohGR61hKnZtvriI54YWc9wdc02S4nXNVbT/HccRzbmtyDZSJg3n0Tm7/d2+7kfQB5+xG/hZnLWL3CmMH0L+ekbkvOHdNk2k3ctXd38FMkTc02cPFvRMlMRRF1dbW2k2I5UbEciMY70UgEAiEBYFAgGF1yw3z3Ob3NkKh0P0kn4BhWDMRhs1me8lSdY2G1LudY2JTTfVX8t6hBpfLrestbDZbdcU+EiFwoKEej7LGk169OtLAFfAsuZN2/44mr22BQPiGJjDgc3Nzs7Oz3ZaceeSRR3wjT6tBa3C/g6Eo0Jm8eDxpqRpapzkKsv4xVxRQcrPSk6qk2ixeQJFN+RmtuLag2227aRUmm4IoMpO9ae2IzGRfsERucv93cLwLgUAgmiHNXGvX1NSgInYNARWxowklpJbkNWcINEQV5d06x454u4idSuVp4rp1Ebvq84F2Vzlda1SqBn2s2Cb3+9hgwl9eLQPnReya5PQHgfAxPjXgz58/P336dA9rXfqyPH7rQMBx71vHceCxveiCD2D5uZ0TSNjPCWD51duaxTFcynKakGb9ZpMdte8el9HvHxK3Oe89K84YwRloPRJISMAdjq8okJBUmRRu7vLgb4VAIBBNCNLaiLbDEHFP1+lvYeyARF57n8nTnDGUsQ3FNs52XoyeHdzQQ7Egwl/KEsvMrjaEQ/x6NnAVBKIV4DsDPi8vb/jw4Xq9+wglRP2Q8EmpgJRpXDnYo6RGr1ah7yfq7H6OsLPMpLylySV1GFuP9eTG9RUm5eiL67diH0EC24P4ebMar/3Hxs6nMCqj3wXHmRP9B1v/2leYhAHmuutbf1EXmUl5Q5utNGskLGEfQWJfYVKG7p6LWzg4u7cwwdlVA2W6rsksN8q4GLu7IDac/eCcW25SXddm0Qv1FiSIWQIXqyAQCES9QVob0aaYHzJhW81xk/Mw7pdCJ+EYSrEGAKi9ZJ9HIE5uaP15mmHiXrvlZ5xdZWH4wpAnG2UhBKJF4zsDfvny5fQ+YOLEifPmzYuKikKlJhoXDKB/lPZguqvsrAEx3i1B354TMtIv+VjtFWcT2Bjrji4/KXW6mbofCMDBiJGSFLdGsjOeC3rUk2nyU36k3uboojDpjirAJlzwrDgjltcunGMTFdaOE/SIpO8hxUVnT2bjRIb2XufU/1i0PgdnjxQn4xhOUk6DHSb6D/ZjMfynDKRxdfmOHyr/V2tVyX+IuOfHEXOD2JKlxZv+lJ21XmiKdNjSdrNQUVwEAtHoIK2NaFMk8jqsipz/VuF6xt3I4/4PzQ163PdSeRsP42vsUFx0MOAb3ECO5iFR11xDyQ1NtuMlDLBPIud14cc4XkIg2hq+M+AvXrwIAE888cSuXbt8tmhbY3Cc7m4FJ6+aOf+nR4S+R4TXfSmft39xbOZb5UbmVDoexj2iuGQ9YqBMB+T/+BMiZ3njfJyjJZmbgj4ueeipgKHOJLFWS4qT9vHzdwectxthY8RvsUsdn7My8oUbmqwyp6+Ic7jW9hWRxgOKf/xZImcVAWK44cts6/DT6CjD0znL/lbZp+WfVt4YlfGakMWrsU00MJDGX6uPnFXe2p/wmaXqHgKBQDQKSGsj2hozg8ZEcoKXFm/K1BVaBv0J0UshE18KmcRC7ncAADDV4ppMm/h5dpCJF9U420sMw6YHjI5kh5xUXlOTD3xOcbyIj9rNGS1JaZRVEIiWjo8MeIqicnJyAGDePFcduRANhIVTs/vX7r0tvFrIs85GJHB4OFb7SCe1N8Pn79OeE7I/4bOX8ldfVKdZjwcQYiHOKzRUMt4lN6niuZElxirr72sAGC1JWRH5/Ldl//d7zTFrhzYHZ88Nevy98P9g4P41abN4unsc6xG1VFbUKd16JF1afiT2q1gOQ+H3SE7wXwmfv1Sw2q5DnpQQiXBhoaGc+RWZVXG8yDJjtcqstR4f4dfn2w6vOKbNA8DKkl8drXcaPWXUm5izywoMZQsLvt4V9wnjVQQCgagHSGsj2iYj/PoME/fKMBXlQ7mRNIfj0m5EDA/juL+zzSC7yAXSZuslTlZ5sBfzFAzDhvn1GiTunq8vrTErp7Z7NIkX1ZUfg/IXEAgLPjLg1Wq1wWAAgKCgIN+s2GbhEtSUXqoRCdq0Mk61hoVRVIjY3DncIOF5s32cLdGcsP0Jn11W3z2rvFlirBLi/B6COC5GzMpb6eKuLH3Rn/GfFhoqUjW5BsoUwQka4ZfclR8DAKs7vPxq2OTDikv5+lKgIJ4XOUbSrx3H1XvJ2v0uP2lfiC5kpLafX1KxsdJMkRJC2IefOLHLaBdP68AJ3Re/6or67hnlzRJjlQDn9RDECXDejFxXZnO2rmh33IpiQ2Wq9v4rGu7Xpxu/I+NklVm7qXK/i6e54Izy5jV1poukegSipUNR1NatWzkczjPPPNPUsrQJkNZGtFlwDO8uiB0k6Q0AWq22SUriN2fkF+wb2okaKQHeGgJjxfEiASAmAMXMtzyQyvY2PjLgORyOSCRSqVTXr1/v27evbxZtywQKzYNite7neZMUYacUYSfLr+8VbXR7yxX13VdDJ0HfPIIAACAASURBVEPACMdL0ZywF4LH10MMyoDZla/DcGg3TDc1cLhAIAAAk8kUHh7uyaOShZ2SrV7R0uJNbm+5orn7WugUAIZXZMc/6lQ9Vf8KrieV15ABj2jFkCQ5a9Ysf39/tBvwDUhrIxCtnnokwJN6UFyziZ9nCUhh5ybecCKaG0hlexsfhaNwOJypU6cCwLfffut5w0lEa6LUWN0oc+pK7QWxWW3zPhd0U7ODGqGZqifSlhg8bRhbamjQay/xwp8O0UogSVDIMbkMvNNDGNEqQVobgUA4UnuDZ1cSWNhLhRGohWSjotVgchloNU0tB6L54rsidqtXr7569eqNGzfGjx+/bt26pKQkny2NaA7wcW6jzPEE1/Hz0mG11r8mJCQolfXpQu9JUpznr4iLNyjFjo8y9BAOYLUK1pkT2N1UTKcDACAIMjrWPGgYFYFaGSPcg7Q2AoGwQ/YPz27ELwWlGDQSJMm6dgm/cgGrul8uigoMJpP7mfv0A9QBBGGL7wz4M2fOLFmyZMmSJSdPnuzWrdtDDz2UkJAQFhaGYcyFLz7++GOfyYbwAQm8SLdzErkdGndRYwVbnWaTrMUSmcWNpGwSee6l7cSL8vBpnTx4mqvb+Z4uhGgjYPfyiR2/3DfdAQAoMJnw7Aw8N8s8+jFzcn/fiFFZWfnFF18cOXIkJydHJBIlJCS88sorEydOtPvmr6ioWLFixcWLF1NTU0NDQx9++OE333yzW7du9NXJkyfv3LkTAORyOYZhIpHIcuh269atL7744vr16wUFBZ07d05OTv7ggw/CwsLqIcPhw4fXr1+fkZFRUFAQEhLSuXPnBQsWjBs3zot/neYN0toIBMIaigT5ZRu3BMaihD2QAd8IYEYjsX0rlp9rM1hdyTq8H09PNT0zk2L7wk+DVHZLAaMoH8W9OFP5zvCZYI5UVXka9lw/JBIJSZL18/o2lgBsNhsAampqSNJHxe3yDWUD0uZbepg7IsR517psCmAqz15XLB74yu2Blbts+roHjJGHza4AABzHBQJBUlKSXq/35H+Rqs3bUPHnGeWNMmMND+P0EMSNkiR/Vvq7kXIalizAea+FTTmouECX5YvkBA8V91oQ8mS81VmGRCKhKKq2tpYCakDaizn64nq8Xj7OvdZlUxBhH2vgCX5+fhwOBwBkMpnZ7PS/41UIgvD395fL5aYmivGmBQAAxzdDc6jgVZ/vCrWKvWG1lfVuC4YZn5lFdYyr61PFYrH7SVYUFxenpKSUlpbyeLwOHTrI5fKKigoAWLly5TvvvGOZdu7cuSlTppSWlhIEERUVVVhYaDAYOBzOli1bnn76aQD473//e/ny5Z9++onD4cyYMYPL5a5duxYAfv755xdffFGn07HZ7MjIyPz8fIqiQkJCduzYMWTIkDrJsHDhwvXr1wNASEhIQEBASUlJbW0tAKxdu3bhwoV1/UO1DlqK1q6urvZwaZFIxOPxAEChUBiN9a850igIhUIOhyOTyZpWDAAIDAzEMIwkyZoa5m6pviQgIECv1zd53Tg2my2RSKB5FLGjhWl0FVmPBHhTrl/mOza2lrCHOuq9+uxbPCcmhrmIHeMniMvl1lVPNTr1294Te/8Pv33D2VVzl+7mJ6fW47F1+msgld2C8F1IhqiO+EwwhG+I5oS9GPKEiwnvtvtP41rvFAny0/Y2rWSooh7P/G/F3lEZr+2oOUF3g9dRhovqtE9Ktrq2mcW4YEXJ1mvqTANlAoAiQ+Wv1UeG3n359+pjjpMxwFa2f6GObWbv71nfDp9WP+sd0Vph/XPWqfUOABTFOnXUB2K8++67paWlU6ZMKS8vz8jIKC8v37JlCwAsXbpUq71f9Eir1T799NOlpaVvv/12bW1tdna2Uqlcvny50WicNWtWVlYWAMyfP/+HH34AAIFAsHHjRnorkJ+f/8ILL+j1+mXLltXW1ubm5tbU1EydOrWiomLmzJl0BXUPZbh8+fL69ev5fP7BgwfLy8vT09Orq6vXrFkDAKtWrfLBH6p5grQ2AoGwRn5BYDeC4ucbBayqEk+96WICK+02Vl7mbTGQym5B+M6AV9YRnwmG8Bnvh8+YHfyY4ziO4YvDpz1fryLzLtDcFhqrbJJEeB0M/I56y68epnT+KTv7QfGPjLEDpcbqMHaA4ziO4cGEf7mJwZthoEyvFX53svaa46Vh4l7fdVjEmDY/0i95VtCjDk3vMRzDXw+bujBkoicvBNF2wDPT3UwoLQaV179mL168CACLFy/287t/NjdjxowpU6YMHDiwqKiIHlm9enVxcfH06dNXrVrF5/MBgMPhfPDBB3PmzNHr9V9++aWzh3/00UcGg2H27Nkffvgh7Vb19/f/448/evToUVBQ8OOPP3ouw82bN0Ui0axZs8aMGUOPEATx8ssvBwcHFxUVtVl9hLQ2AoGwpvaybQM5DMReaCDXBsEz08F1GBFFuVXrDQep7BaE73LgEQgcwz+LnD9JOuTnqoNX1HflpCqIJekn7Dw3+PEu/Mbp82kdEiY7ae/P9x9RZ/e7mSKXlWx2MaHMWPNeuxlZuqLL6nSZWRlESPoJO4ezA78s2+bsFpIiPyz5aZhfb8dLkwOG9Rd1+bFy/2nljVJjNR/n9hDETpWOGOvfDwNsSsCwLVUHL/27UF9h0tzgcc4ayyPaLhSFKeTu58hqKJF3Qw3pxIStW7d2796dTtsBgO3bt1vPOXDgAAAsWLDA7t6ZM2f++OOPp06dcvbwEydOAMBrr71mPYhh2CuvvDJnzpyTJ0/Sz/REhrlz586dO9fu+WVlZXRIns/yjBAIBKLZYijl6IrZ1iO8GB0RgJqbNAKY3H0qDSb3eoYLUtktiKY34E0mE0E0vRgIn9FXmNRXmETndHkv79qsxpWXhdYjOJuSPPyg/nxsbKwnz7mqySg2VLqec0ebtzF6sfXIlJwPXd+Sri3I1BUm8BiKgbfnhHwUMZvxrhRhpxSrRvQIRDPnjTfemDJlypo1a3bs2DFmzJhBgwYNGzbMLqGRjrjbuHHj1q1brcfp1mX5+fmMT9br9UVFRQRBdOpk/4mg6+jk5uZ6LgMNRVF37txJS0vLzc3NyMg4evSoXq93nIZAWhuBaIOorgrtRhqrJDDCM+pWlKQeIJXdgmgCHVxQULBx48a///47NTWVLqJGURRJkkuXLn3uuec8NKsQCNfUXhBTRpsMEVEfFUtc58MCT6rKZeuK3I44kqUrYjTgEYiGgmGURIrVuCzGiWGUlCH7o3GZPHny6dOnly9ffvr06Z9//vnnn38GgN69e69atWrUqFEAYDAY6Po0mzczx7kYDAZGc7GsrIwkyZCQEBaLZXcpPDwcAAoLCz2Ugeabb75ZtWpVeXk5/atUKh08eLBKpVIo6lM1o5WBtDYC0cqoRwU75TUHA743ip9vHCip1IM5SGUjlf0AX/cVXLlyZVJS0ooVK06dOlVVVWWJc6AoasWKFfHx8e+//76PRUK0GqwVksKhfJ3/0PpkxRhI9+FhRof0eIPz0vRWd6HAM4S3IBOd1neg0+yodpHg5fh5msGDBx87dqyiomLnzp2vvvpqXFzctWvXRo8effz4cQDgcDh0BWy9Xk85gdHZGxYWhuN4VVWVYwgPvb2wbkvjWgYA+Pzzz1977TWtVrtkyZLjx49XVlbW1NT8+eefUg82Va0epLURCASpxTV3bRLgCamJF92GHJ5ehUxIAtddPzCMTPCobFMDQSq7peBTA/7TTz9999136SqC8fHx48fbFC0Ti8X0huDVV1/1pVSI1oexkq3J4FmPsPxM1q1KnXUlcSSSE1yPOfW7C4FoLMz9H6b4fMZLGABgmGnYaG/LYDAYcnJyCgoKAEAqlU6aNOmbb77JyMiYOnUqAFgq1sTFxVEUlZmZaXe7XC4/ffr0rVu3GB/O5XIjIiJMJtPdu3ftLqWmptKP9VyG7777DgB27tz56aefDh8+3NI7sKn6GjYfkNZGIBAAoLopoEw2Fqa4t9r7Md1tBSowmOzOUBfJAtm1BxUS6lUZkMpuWfjOgL979y59Tp+YmHjixInMzMy9e/darrJYrNzc3HHjxgHA2rVr09LSfCYYovlQaKhYV7F7YcHquXmfLSvefFp5g/q3U9q2mhOPZ73T686c3nfmPJn93kH5Bbt7rd3v8lN+YFvOszLl7nVdhosu9M4YIOoiwHmu54z0S3Y7YkcQIeklSKirMAiEpwhFpqkzmG14HDeNGUdFe732oUKhiIuLS0xM1Fk1tMNx/LHHHgMAS67a8OHDAeCrr76yu/3DDz8cOnTonj17nD1/2LBhAPDNN9/YjX/77bcAMHToUM9lqKysBIDkZJuPbU5OTnGxd/sbN3OQ1kYgEDSqa/Z9IkUofr5RMY0ZR8bEMV6iomPNj7lqw9woIJXdsvCdAb969WqKoiQSyaFDh+j/oh1BQUE7d+7s1KkTSZKO7wxE68ZMkStKt/ZLe2FZ8eYdNSf2ys+tq9j9VPYHYzPfOqu62fX2zJcLVl9U3SkyVBQaKs4pb83IW5FyZ16FianUNgWKs/b15890P/hbzdEVpVszdPc8d78DgADnLQx50sWECE7ws4Gj7AZnBz3quqf962FT69jyHYGoG1RkB+O8V8jefYH/b+deNptMSDI9N5/s088HAgQHB8fGxur1+hdffJGuDQsA2dnZX3zxBQAMHjyYHlm8eHFAQMDPP//8yiuvyGQyADCbzWvXrv3uu+8EAsGMGTOsn6lSqTQaDf3zsmXLOBzOpk2bPv30U7qFbG1t7bPPPnvt2rWoqKgXXnjBcxnojpIbN260LHTs2LFRo0ZRFAUAtFRtEKS1EYhWSV0T4CkSVNdtOsDjbErYTduoQrV52GzTtFmmRydQIQ+CyamQUNPY8cZpsyiC7eLWRgGp7JYFRrluPNh4dOvWLTU1dfHixZ999tmD5TEMAKxlWL169euvv56cnHz58mXfCOZIVZXL4k8NRiKRkCTZhI0KJRIJ3ZuBLkfUJDLYVaF/s3DdlqpDjDMxzOm71J8lutP1Fw5OgJVC0tzl5y+1KQ4nDy3btXgl/TML8AU9nx7m15sgCLpZhV6vd/2/MFHmOfmrDjj4/AFASoh3xn7cXcBQw+m8KnVazkdqUud46emAEWuiXqWbukskEoqiLN9TvsfPz4/D4QCA9zoCuIX+X8jl8qYKf3LxZrCEZjUhDf2uoChQKTGKooQicKgfUyfE4rqlzR89evSRRx6hKIrNZkdHR5tMpvz8fIqihg4deuTIEUuHmL/++mv69OlyuRzH8bi4uMrKSplMxmKxtm3b9tRTT1meFhAQIJPJEhMTO3bsSHey2bRp00svvaTT6bhcbocOHXJzc81mc2ho6I4dOyya3hMZ9u7d+8QTTwBAQkJCZGRkdnb2vXv3hg8frlQqL1++HB8fv3Tp0unTpzfkT9cSaSlau7q62sOdjEgkovsPKxQKo9HoZbncIBQKORxOc9hr0kmtJEnW1Hi9T5VbAgIC9Hq9Wt3E5c3pLQoAaLXaZiJMI6rIuhrw2mxe3rsdrEdEPTUd3nVfrLdRcOZ0YfwEcbncuuqpRqfh23tMrwOtFvh8iusmAtQtdfprIJXdgvCdD5D+vujTp4/raQkJCQDgmFyBaMX8rbrtzHoH252iHXKz6pV734KtNqo+ZV8oNSvlkuXnU+L0NwrX6ak6bN0IjLU5esnK9i9EWGWtc3D2JOmQk4nfMlrvAPCQqOvxTt885j+AwB6YTNGcsDVRr34XtQhDqWMIn4FhIPaj/CQNtN7rwahRo65cufLUU09FRUUVFhbq9fqHH35406ZN1lsBAHjsscdu3Lgxd+7cHj16FBUVBQUFTZs27fbt29ZbAQDYsGFDVFRUXl5eTk4OPTJnzpwLFy48++yzcXFxpaWlvXr1WrBgwc2bNy1bAQ9lmDBhwpEjR4YOHVpdXZ2Wlta1a9cff/zxyJEjn332WXJycmFhYZsKzLOAtDYCgQAA1XX7bZVfH+R+9yIUl0f5SxtuvdcVpLJbEL7zwNMnMT/88MO8efMeLO9wlr9hw4YFCxbQZ42+EcwR5IH3AdYe+Pn5X+6Sna7fc/g4916PnRYDnjLiafOiMM2DLxoKo7Z/sEwtuf92OivOAIBfOr7/eOBADz3wDx4FVI6upMRYJcC5nfnRbnPjaZRmzV3dPR2pj+SExHDD7a4iDzwgD7w7mvC7wo4m92wgfElL0drIA99AkAfeEeSBt6bgo/bqOzYVVRLX3WMFMwQYeoM26IFvRJr8r4HwEr7zwMfHxwPAiRMnXE+7cOECAERHR/tAJEQz4ao6o973akm92vzgJFh5WWhtvQNAccJdi/X+YEVNfVbEAIvjRQwW90gWdvLQegcAMUuQIuw0SNzD0XpHIBCIZgvS2ggEgjJj2mybDQ833MQJa+LzLwSijcPQrM9LTJo06dKlS9u2bXvmmWfsWtFYOH369B9//AEAY8eO9ZlgiCZHQTboePtWzp0wdiD9s/yM/Vljdp8rlp9p9zsAyEzN6HwUgUAgmiFIayNaNIWGip+rDp5XpVYa5SIWv7cgYXrg6N5CN/1fSIo8UHthr/xchr7QSJk6cEKHCntODxwtZglc39hSqKv7XZfLJfW2DeS6IOsdgWhifOeBX7hwYWRkJABMmjTprbfesstPoChq7969EydONBqNkZGRixcv9plgiCZHympQhI+l3ruplqW+aZOpZeTqC7rddLwlkJA0ZEUEAoFo9SCtjWi5/FJ9eEDa/DXlO6+o7xYYyu5o836pPvxI5htvF/3XTDnNHKwx107Mfv+53JV/1pxNV+dna4pOyK8uLd40MH3BJXW6L+VvPmgz7NuRijrrm0QSBAJhwXcGvFAo3Ldvn1QqNZlMX375ZWRkZIcO92ta/j97dx7fRJn/AfyZ3GnS9C5HS0tLaSmgUCjFH4ecKqAicqOuJ4iiKB4r6wqKIocKKyDgerCgi4sHroAngiJyiCIoN6UHvaAtbdO0aZt75vfHsCGZpGnaJjNJ+nn/wat9Zib59uKZ7zzP832GDBnSpUuXSZMmabVaiqK2bNkSFRXFW2AguBxVZpuvHdvQR0TERaaKE00FF/ZbGZvTc+Ki609YZW4eFQ9W927zOwIAdATotSFI7ag98EyJ+2q1/6r6+sVLm9xeZWVsswpePtRwyvVQuaVmZsGSfGPoV8Zy1eSSwIf3xgg8gMB43Yk6Kyvr/Pnz8+fPZ4tmlZaWsu2//PJLZWUlISQnJ+fw4cNjxozhMyoQ3P2x49tclT1OGvXSpU1vXfn8w5rvqvZz16XnDbxWf94+fz5NkTBcfX3b3g4AoONArw1Bx8RYFl16nyHN1jV8v/qrc4Zi1/Zt2r3HG5vdTEFva3r58mbfhBhUmi443VmJ1bQi0TcJfMr/+OTVADoU/tbAs+Lj49etW/fUU099++23eXl5+fn5lZWVKSkpGRkZAwcOnDhxIlvhFjqUgaqMCRH/93XdYe9OZ8j/sn0xJSozV7Efa6rjYkud9iltiqiv6FHAuVgpkq9LWiCl+P7NBwAIRui1Ibgc0J+otHgqp08z9H9r97+gvJfT/pl2n+dX3lv/e61VHyXpQGW9zRVSa63T/VJ4bzPli7E/x7w9JSWltSvzATo4YdKYlJSUefPmCfLWEIDKLTX79Me9Pv3azeKQ+p72j3v+PohinO4jywaeYERXl7qxw+89FYlvJS0YqMpoX7wAAB0Lem0IFmcNRS2fY3RzznljieerrIwtz1SWI2n7oj/BtTZPdrcA3tzOGNwOuSOHB2iVgBuH/Pnnnzdv3kwIYf+FjuC9qi+b6HZtKEoxVI/j2ZzG2BGND8SOLzZVNjGm7E79bgjvM1LdX+STR8cAAEAIQa8NAaaJbrnEmttzGr24D/HmnFDSdN5lAXyf9ibwzUEOD+C9gEvg8/LytmzZQnAr0JHsq/d++P2a4fprA+mdilLCa2Icj2q7Xj4bc/ph5cS+ylRCSEpXLLICAPA99NoQUDpJW66n2Fka7eZCSVSp+UoLF0rcXBjCmnKdFsBTYkaV1q4F8FjxDuATGI0E4V0217TzFXoc4w6/5w88at9eHh0GAABARzAivH/bzrkxvJ/nqzpJozMU3doYVhCiG8Xmy3LHlrA0s0jebHXAFrV4M4a7NQAvhXICX1RUNGXKlMWLFwsdCLRAKZa3fFLzxDZJykmnzpihmMKs46hUBwAA0KGkyrtOiLzBwwndZPGTooa7tj8aP0lCiT1c+Hj85A61Cs9QoGBop5awXtgBHiAghOz/RGazefXq1RYLNqsMAunyxNZe4jh/vtvZ3vJGlePR8p4XGiN07Bw5PNAFAADoOFZ3ezxV3tXtIZVI8X73hQpK5nooQ5G0InFuc5vaToi8YU7c7b6MknetrmBXwB1cUbcjgffyZgz3bADeCNkhyg8++KC42M0+nyC4ZeUf/rv6e621jiFERFHxkqj/U/VtzwumHR/Eackf+DshpH9YT3enExNj+XfN7s+1+88YLpoYSzd5/Eh1/0fjJ/WQJ1yx1r5zZde3dUeKTBUURfWQdb09auic2NsjJer2RAgAAAD8iJVE7E5fvfjS+5/X7rcwVnv7jeH9ViY+0lPR7JjB/bHjE2Vxiy+9n2+8ZG+MEKse7zRlfvwUcUcafieEGC8qOC1hPcykmQccAMCn0Ezgjx8//tVXX0VERNTV1QkdC1zTaDMMPf/Ypf/t3E4IoRmmwqL9QvezkpIbmLY82ZU3hXU729uxxSqzFF13opciqZciyfX8y+bquwpfOWO49hy62FjxgfG7j2t+mBt/x9bq77W2+qsHGHLOWHyuvHhrzfcfprzQLyytDeEBAAAAzyIl6reSFyxJePC3xrNVFp1aHDZAld5d1rnFC8dqskeHDzhnKSkiVyyMtYso+npxilLUroV+QYozAi9S2WTxVkKkbXipVo2roxw9QItCMIGvr69fu3ZtZGTkzJkz3377baHDgWtuvvCMY/buyMCYNGJVva2R064Rq57uPOPdql2XzdX2Rnb+vEYcVm9rSjnZX2R1+jUu7nPSIjeZGStDmNSUVMdDFsY6q+BltxvAmhjLuivbibviLJfN1TMKXjqYuTFWEuHNlwkAAACCi5Foxkd4Wg/vlogS9Vf1HBGRTQgxGAyNjdw7k46AbhRbqp1ydWWqCaPvAAEiBKcDrV+/vra2dv78+RERSLcCyO76Xy8YSz2cUG9rXJxw3+jwAZ2k0dESzXXK1AWdpx3K3PhY/J0Heq1f3PW+QapeMRJNnCQyVd5lUuQwdqFaj9+58+cLBv5OCCk0XT7TxH2C+7H2B7fZ+1XNl1atsda/WfGp5y8QAAAAIAQYCuWcmyJFqlGgWACAK9RG4Hfv3n3kyJHx48dnZ2cfPnzY88mFhYXV1dWcxqioqPj4eL8FSAghFEWJRCKptC3TkHwVAPuBVCqladrzyb7ybtWXLZ6Tb7r038zlru0x0shnEmc9kziLEFJQUEAiSKHpcp2uUV0b1anIaV6WQa2/lJ7LfnzSWDhZOs7x6C7doTbHv6vu0Osp89p8eXMoiqIoKhB+GSQSiUgkzBM9sVjMBmAPRpAACCHC/mECAAAEAmMhdwG8MrWNFezaUJcOs+gBPPNXAt/mxedNTU1tftPLly9v2rQpISHhwQcf9Ob8f//7319+yc0qR48e/frrr7c5Bu8FwgSB8PBw3t6rxHKlxXPyzJda/LYolUpCiM7USAhJ+z2HYpxSvsKs47TYxn78c2Qu59UKzJdbFbOjCnMNUYkj/FPNrqP9MrilVgtfKVAqlQbCzwKAf4L02gDAj1aXoC/kLvtXpBhDct4uQDDyVwIfGRnpp1dujs1mY/eNe+qpp+TyjlhuJMBZGVuL55hpc6teLe34QE57QfbvDq/G3UTQtaVVzLS15ZMAAIIQ/702AAQsTgl6cRgt62QhpNV319gWDsAfQmcK/bZt2/Ly8mbNmpWenu7lJUOHDo2OjuY09ujRw2Aw+Do6J3K5nGEYs9nbZNUfAbCTpY1GI8M0v/Lbp+IlUWWkhUH4BFmc529+Xl4e+4GGCosrSY640snxaF18ZVViif3TRGk859USZXGVZm3r4v4flVgZZpUabD7+3RD8l0Emk7ETyPn8ZeAQiURyudxkMvG2oMNtAIQQm83G+VmwMz4AAAA6CFuTyFzptJpMnmLkuYIdZtEDeOCvBH7mzJl+emW3CgoKtm/fnp6ePn36dO+vGjt27NixY13bXRfG+5ZEIqFpWsC6pvbVzk1NTd6kTGXmql26g2cNRWbGmiiLGx0+YFj49a1904kRQ4835Ho+5xZV9qqLH50xXGTfaFR41vDwfo4nmExXl2AliePTj7nf/p11IDx3pWou55s8Sp11rKUYmjNKnWVo8v2THYlEwjCMgL8MYrGYTeANBoPN1vIsCX+QSCRyudxgMFitwsxxYAMghFitVs7PAgk8dBA899oAELBMFxWcCnZtXgAPAP7grwR+27Ztfnplty5fvkzT9IULF+68807OoRMnTkycOJEQ8o9//CMtDVt5t46NoVeWb91w5QsLcy2zeqvy80GqXu90/2s3WSuq/T0af8eqim0NzY9gq8Vhfy37p+sb/bP7s0myTpyT5bQs/WS2YwtDMQUDjtk/TZTF3RVzE+eqOfG3v1/9lc7a4H3YLDElerrLjNZeBQAQLHjutQEgYLlbAN+WBB7z5wH8JETKUSiVyi4uoqKiCCEymYz9FMWl2+C5srfXVH7mmFSzjjaen5j3t0pLK6aji4hoR8/lEsr9MyMxJWqwNTXzRs9XWLTEuQRLwwmVqN5paLQypVAfXWP/dKxmkFLE7YGixZp/df9bmIhbW5XVL6wH5W6KmJgSre72+HXKVNdDAAAAAIHMBxXshNhDDvk/QHNCZA18dnZ2dnY2p/Hw4cMrNIyCEgAAIABJREFUV67MzMxcunSpIFEFu4P6kx9Wf9fc0TJz1cuXt2xMftr7F+ynTPut97v3FL5y1lBs33WdIiRDkXTeWNLcVZfMVUsu/euf3Z91bKw7wC2Znj/wqP3jA+G5v9Tkz467NUORxDlteHi/vRlvvnJ5y576ozbm6vKBZFnnpzvPuCtm7A/1x5aX//tkU4H9/MGq3osT7hus6u39lwkAAAAQpIxFTgm8SMHIOgtWqQcAXIVIAg/+8O+a3Z5P2Kk7uCJxboRY5f1rdpPF7e/1VgNt/E7/a73EEG1VjwvPear0LQ8JPCFkl+7QSusj9k9tTaK6o05bjtES68V+fzq2WBnbf2r2vpzgZkPBnorEf6cuaqRMpeJqE23pLIrqZL26c9gYzcAxmoGXzdUXzeUUodIUCfGSKO+/OgAAAIDgxZgpc7nMsUXR3Ui1fsIuxs8B/CewEniTybRgwQL247ffflvYYOBY4wXPJ5hpy8mmfE6dOW+oRYpZsWMjIiJqa2ttNtuxxhYKy1kY6695x9MV3dhP9UfCidlprntx79NmJXd1/e+N5z28ZoRYlRyZQAgxmUx6vd7xUFdZbFdZrJdfCwBAh4VeGyDEGEvlhHa6xVJ0RwU7gMASWAm81Wr95z//yX6MWwHB6Wx6L85pdUG4tr2Igb7Wf+h+iuAczR/kNH+e/aDWi/gBAKDN0GsDhBhTMXcBvDxJsAQew/gAbgVWAu9bQ4YM2bVrl9BRBLEocXidrYXtzaIlGp+8Ua21hWTbXnnOUiVtynWqQmdQ68t6nXMTm9gHsQEAAAB0EMYiGadFkYwReIDAElgJvEwmW7VqldBRwFWD1b2LtBUeTpBT0n7KtuzMV2drPG24aDbSCpO4n6JHjiqz0HTZw/mj9JndNFe3rNP9pOFsT1o44DgturqBuX34nRByg7pPG2IDAAAvodcGCHCtLUFvLHYaI6FERN6t1Qk8Rs4B/CqwtpGTSqXP/I/QsQC5L3a8223V7KZFj1KLlR5OcFVl1T1avLrXqbsnnX9++skXJub+Lf3kXQ02g+c3GqBKV4hkhBDCkLoD3HH1vOzfXC+RiaR3u+wDDwAdzerVqymKWrx4sc9f+Z133qEo6qmnnvL5KwcR9NoAIcZY4jQCL+1kFimY5k4G8C102V4KrAQeAsogVa958Xc2d7SHPGFx1/ta9YIXTeWjzj+5XfuTlbHZG02M5au6wxFidXNXpcq73hY5lP246bzSXCF1PFrbuaImocz1qpe63p8i79Kq8ABClYE2NdIC7OILAABBxFItoRvFji2YP88/mqF11gb6f1sdA7gKrCn0EGheSrg/RqJZVfFxk/Pd/1hN9pqk+a1aAE8z9Oyi1yotWrdHdTZ9T0XiJXM1543GaAY+z0xV/W8BvG4/9x1r/u+s/WN2/nykRP1y14fuihnrfWwAIUlrrV93eft/a/YXmcoJITGSiFuicp7uOjNd2U3o0PgzfPjwlStXDhkyROhAAAACndGlgp2ie6t3gMf8+Tb7vPqn9698+Zv+nIWxSinJoPDM2Z1unxIzwvM01VCCLttL/krgV69e3c5XwHy8QEARan6nKXfH3vSN7siZposWYk2UxY8OH3B9WI/WvtQ+/R8nmwo8nJBnLNvRc3mRqeJ0U6HjG9mXbzEWkf7XcKdrRMyEcd2vC5ucZyqrszVmxmX0D0sbH3FDayf2A4Sek40F03MXXzZX21tqrHX/qdrz35r9G3o8My1mlICxtZ9Op4uMjPTmzJycnJycHH/H0x7efy1+hV4bAEzOC+AJIfJkzN7ig5m2PJS/cqf2gL3FwlgP1586XH/qvzU/bU57QS6Serg8wKHL9jl/JfDPPvtsO18BtwKBI1qsuSfmZhLTrhfZV3+8xXOONeY+0Wlqc29U/6vK1ui06EPdr0kSZU0hXdjZ8imJeOgLQAghOmvDlPMvuJ3wYqTNc/NfT5Z3zlFn+jWGhx9++L333nv00Uc3btzo2G4ymeLi4vR6/dGjR7OzswkhV65cWbZs2a+//nr69OlOnToNGzbs2Wefve666+yXbNq0afbs2evXr7/nnnsef/zxHTt2PP744ytWrCCEVFVVvfHGG99//31BQYFarU5PT3/iiScmT55MUVfHK9auXbtgwYJFixYtXbrU/oJHjhxZv379b7/9VlNTk52dffPNNy9YsEAsdpo4evLkyTfeeOOPP/4oLi7u3bt3dnb24sWLO3fu7PmrbvEqD1+LsNBrA4BrCXoB95DrUP5e8o5j9u7oK+3hhcUb16Q86dcA0GUHV5eNNfDAk8uWGi/OqfZw1LV8XcSN9faPMWULwG59xefNLVchhFgZ25KSTf6OYdq0aYSQnTt3MoxTAaTdu3fr9fqMjAz2VuDgwYP9+/dft27dsWPHOnfuXFZW9uGHH2ZnZ3/88cecFzSbzRMmTNi6datUKo2PjyeEXLp0qV+/fm+88UZubm7Xrl1pmv7555+nTp362muveQjsnXfeGTFixEcffVReXq7RaPbu3fvss8+OHz9ep9PZz9myZcvgwYO3bt164cKFuLi4o0ePbty4sV+/fvv37/fwyt5f5fq1AAD4XOtL0DtNoReraFms1acRgRsXTeWbKr/ycMKWK9/mGdzUe/IhdNnB1WX7K4G3tpufAgOhXC0j7/kcirv4yt732OolDSfCHA+Jw2jNoAZfhQcQSnbWuH+Qb3dYf7rKovN8TjuNGjUqNjb28uXLR48edWzfvn07IeQvf/kLIcRgMMycObO8vHzhwoX19fX5+fl6vf6VV16xWCz3339/Xl6e44Vr166tqak5cuSIVqtlC8n+/e9/Ly8vnz59emVlZW5ubmVl5QcffEAIefHFFw0Gg9uozpw5M2/ePELIli1bdDrdxYsXc3Nzr7vuuj179rz66qvsOUVFRXPnzjWZTEuWLKmvry8sLNRqtTNmzLhy5cp9991nNrtfEdqqq1y/FsGh1wbo4BgzZa50mqctTzK1dvE1RlPa4GvtYZvHknU0Q39Ve8ivMaDLDq4u218JvLjd/BQYCCVd3nLdrF7KpOYO1R1WE9qpG9Hc0EDJsLUJABdDmIumcs/n0Azd4jntJJFIJk2aRAjZuXOnvdFsNu/atYuiqLvuuosQ8uabb166dOmee+5ZuXKlUqkkhMhkssWLFz/00EMmk4mzwXhxcfHWrVsHDx5sb/n1118JIc8995xGc3V6zr333jt9+vShQ4eWlbkfrFi0aBFN04sXL77vvvvYjiYtLe29994jhHz++efsOS+//LLZbH7wwQdfeuklhUJBCImMjNy2bVu/fv2Ki4vff/99t6/cqqtcvxbBodcG6OCMJXLOjZYCC+B5UWi83OI5+Ub/jsCjyw6uLjvgptDr9fo777xzwYIFQgcCPjYxaqiE8nSHpxIpbo4Y1NzRugPhnBbNMMyfB3CDYRhvtp+x0n4fMmWn5O3YscPesnfv3rq6umHDhrF/s9988w0hhH2+7ui+++4jhPz000+OjQMGDGCn8NmxhWQ+/PBDi8Vib/zkk0/27dvXs2dP13homv7mm29EItGjjz7q2J6Tk7Nu3boFCxawUwd//PFHQgjnKTtFUU888QQhZN++fW6/2FZd5fq1BC/02gChwVTCnQUpT251CXpoA8fNlZvjeYjeJ9BlB1GXHXDbyB06dGjHjh1hYWFr1qwROhbwpVR519mxt/2zamdzJzzX5a5osdMqd/v8eXOF1JDvVFheGm1T9XY/3waggxNRogRZXLGpwvNpyfIWiru03+jRo2NiYs6ePZuXl8d2z46T8Qgh7Iy7995778MPP3S8sKGhgRBSVFTk2Jiamsp5/WeeeWb69Onr1q379NNPx40bN3z48FGjRnl4nFdaWmo2mxMSEmJinEplUhQ1f/589mOTyVRWViaRSHr16sW5nC3SU1hY6PrKrb3K9WsJXui1AUKDsZi71BGbwPMjSd6pxXPQZduhyyY8J/A2m23dunU//fST2+8me0Jubi4hRC7nPgWEENDEeJqL1UQ320/UHdIQ58nymqH1RIT58wDujYsc/E5lsw/LCCHXq3okyOP8HQY7JW/Tpk07d+589tlnrVbrzp075XL51KlTCSFms/nKlSuEkM2bN7u93Gw2W61WieRqP+VaOWbatGn79+9/5ZVX9u/fv2XLli1bthBCBgwYsHLlyptuusn1BYuLiwkhXbp08RBzRUUFTdPx8fGuc8LZC0tLS9t/VYBUwWkRem2AjsNU4rSHHCUi8sTWJfCYDtk2t0TmvFLqvh+0Gx91g7/DQJfd3FUB2GXzl8DTNH377bd/++233pw8Y8YMf8cDPLtgLN1as8fDCWsqPr0vdlycxM3mivWH1JwWzVDMnwdo1oKu07dW7W6km31ktijxfn4imTZtmv1u4Mcff9RqtVOmTImKiiKEyGSymJgYrVZrNBplspaLXIpEbtZ83XjjjXv37q2trf3xxx8PHDjw9ddfHz9+/Oabb967d++YMWM4J7N9cE2Npx0xOnfuLBKJqqurbTYbp2tn713cbkvT2qvcfi2BBr02QFBrdQn6Eqf/h6WdzCIFRkr4cJ2qx6SYG3fU/NzcCbdFD+mvcjPJ3OfQZQdLl81fQDt37mTvA7p3737//fffeuutbPuDDz74yCOPzJ49u3///oQQtVr92WefcTYhhBDwpe6Q53W5Jsayu+4313ZDodxU5jS2I08wK1MxrQugWQnyuH9nvKgUuRkUpQj1YrcHxkXxVItlzJgx0dHRhw8fvnLlCjsZ75577rEfTUtLYxjmwoULnKt0Ot3+/ftPnjzp4ZXNZnNBQQH7hD4qKmrKlClr1qzJzc1lM0m3dWtSU1PFYnFZWRk738/RAw88cPvtt2u1WrlcnpCQYLVaz58/zznn9OnTbMyur9y2qwIcem2AjsOqldj0TpmMAgvgebQ+9akBqnS3h/qrer7d46/8hIEuO1i6bP4S+E2bNhFC0tPTT5w4sXnz5q+++mry5MmEkBkzZrz99tvvvffe8ePHH3vssYaGht9//52iWrltBQS8fNOlFs/Jc6ixaX9yXHfQZfv34XofBgYQksZGZB+4buOkmBvloqvbAoko0Q3hfXZkrng2YRZvYbBT8mia3rFjxxdffBEdHT1hwgT70dGjRxNCVq9ezbnqpZdeGjly5BdffOHhlevq6tLS0jIyMozGaxMNRCIRm2eaTG6e8clksiFDhlgslnfffdex/fTp01u2bDl27Fh0dDQhZNSoUYQQ1xXda9euJYSMHDnSbTxtuyqQodcG6Dg4O8ATQuTdMFLCH41YtbvPm4u73d9Fdm29d2dZzAuJ937f580IsYqfMNBlB0uXzV8Cn5+fTwiZPXu2ffOAW265hRBy6NDVjQ0pilq1alVqauqqVavY5x8QSsy0peVzGO45DE3qD7vUnx9yLYHH/HmA5qQru33Yc1FJ9n9/uf6dA9dtvDjws+/7vDkqYgDPYbCFbZcsWVJdXT1jxgzHqXfPPfdcdHT0li1bnnjiidraWkKIzWZbv379W2+9FRYWdu+993p42bi4uB49ephMpkcffbS+/uqamvz8/DfeeIMQcuONN7q9asWKFYSQRYsWffzxx2wB25KSEvaN7r77bvacJUuWyGSyTZs2LV++nN0Mtr6+/u677z5+/HhycvLcuXPdvnLbrgpk6LUBOg5TKTeBb20FO9yPtZNcJP1rwl25A7adyPrg5+s2nMj6IHfAfxYm3qMQtTxf3YfQZQdFl81fAs9u8ee4T0BmZiYhxHEmhkKhePLJJ9mqObwFBvxIkLVcMSvR5ZymM2FWrVOlBmVPg6wzpnUBeEspkvcJS+mnSouScJ+F8WPMmDFRUVHl5eXEeTIeISQyMvLDDz+MjIx86623YmNjMzIy4uLi5s+fLxKJPvjggxZvB99++22KorZs2RIbG5uenp6ampqenn7q1KmRI0c+9thjbi8ZOnTo0qVLTSbTrFmzIiMjMzIyevTo8ccff2RlZS1dupQ9JyUlZePGjXK5/IUXXtBoNOnp6dHR0f/5z386der04YcfNletrW1XBTL02gAdh2sJenkSRuCFkSLv0l/VM0XehSICzGxClx0UXTZ/CbxKxZ3+wf6k2T0J7Njy/Xv37uUtMODHGM3AFs+5XtHjn1d2zi9Zs/T3d77SHc43ltUd4qYcEcO5K2EAIJBJpdJJkyYRQlJTU4cMGcI5euutt/7555+zZ8/u169fWVlZbGzsXXfdderUKbbsrWc33XTT77//PnXq1OTk5NLSUpPJNGzYsE2bNn3//fdSqbS5qxYtWrRnz54pU6bExMRUVFRkZWWtWLHiyJEjCsW1CswPPfTQkSNH7r777rS0tPLy8qysrHnz5p04caK5UYL2XBWw0GsDdBycKfQiBSONb3niJIQedNlB0WVT7IQEHowYMeLnn39etWrVM888w7bQNK1SqWia1uv19hkaJ06c6N+/v0KhMBgE2+W7urrar68fERHBftV+fRfPAbB/KlqtlqY9FZbzIYYwt1547mgjt1yEXU95t2JLBTvTfrg+gxBCMdQ9Ly+T6R1uIkVMxrsXxRor+1l75mtJJJLIyEhCiMlkEvZnwTCMfTYR/zQaDfvXV1tba7PZBImB/VnodDqr1SpgAMTdL0NsbKwgITkS8PeTIzxcmDF8EESw9No1NTVe3smo1Wr2nq+urs5iETg5UalUMpmMnYYqrJiYGIqiaJrWarVCx0Kio6NNJlNjY6OwYUil0oiICEKIwWAIkGDa0EV6X4WesVHn/5LGWK+N9yp7GlOWlXBOk8vl7N2jwWBwvWHgeQq9278guVwueD8VOF02Qa8duvgbge/Vqxch5N1337X/ZotEooyMDLPZvGfPtd3Fzpw5QwJywz1oJ4pQ73dfmCTr5PZotESTZyrlrJOPK012yt4JUfc12LN3AADwHx567ePHj7/88stz5syZPn36E088sWHDBs87BgGAl1q1h5zpktQxeyeEKFo5fx4L4AH4xF8CzxZFuHDhQk5OzltvvcU2Dhs2jBDy/PPPs9vuVVZWLl++nBCSkZHBW2DAm66y2B8y1jwYd6vj7lYasWpq1Eit1c0QdLczfTgt6mzMnwcA4IO/e+0tW7YsWbLk2LFjNTU1kZGRpaWlu3fvfuSRR1z39QEAvzKVKDgtcuwhBxDA+Evgx44dO2vWLELI+fPnX3/9dbbx0UcfFYvFp06d6t69e9++fbt3784+y3/88cd5Cwz4FClRv5b4SN712/b2XrN7wJofM9fmXvcRp0gHO3+eEJJ0pi/n8vAB12ay4XEvAID/+LXXvnDhwhdffCEWi5988slPPvnk3Xff3bp167Bhw0wm05tvvinUch6ANqu0aF8v/8/EvL8NOjNn5PknnixZ+2vjWaGD8paphFvBTpFkdHsmAAQC/hJ4QsgHH3ywcuXK5ORk+4axffr0WbZsGSHEYDCcOXOG3RvwoYcemjhxIp+BAc/klDRb3evmmMH9VT0llPhYY67rOWpdVFRFF8cWRZIZJVUAAHjjv157z549DMPMnDlzzJgx7KpalUr1xBNPhIWFlZeXswXwAYLFTt3BG8498kbFtl8azhSZK84YLv6nZu9tFxbOL1njzR66gjOVuG4CjxF4gMAlafkU35FKpQsXLly4cKHJdG1pzcKFC7Ozsz/44IOysrK0tLRbb731jjvu4DMqEJzO5mZifLfTfSnGaWhePfDaaRh+BwDwN//12iUlJYSQfv36OTYqFIrExMQLFy6UlZUlJye3P34AHuzT/zG36A0b46Yk8Mc1PxBC3kpawHtQrWN0TuAl0VZxeCtmweCWDIBnvCbwdpzt9caMGTNmzBhBIoFAECUOr7VeLZJ0bf78Oe4C+PCBAleCBQDomHzea0+ZMsVkMiUlJTk2MgzDbj7M7goBEPhohv5b6T/dZu+sj2t+uDdm3CBVLz6jahW6UWypdkoHWlvBDgB4xl8Cv3btWkLIk08+6fm08vLyTz/9NDY29u677+Ylrg7HTFt+rT9TaatVi8NSrPHRYuF3mMhRZxaaLju2SMyyLvlpji3icGtd8qVCQx0hVCdpJB72AgD4lV977ZycHE6L0Wj817/+pdfrk5OTe/fu7XqJ2WyuqqpybVcoFGKx2Js3tS8EEIlEXl7iP2wwgofhKECCoShK8EjsAbT4q3K8MY9zA+Nqe+1PN2i4YxLeE4lE3kTiqLCwkL3KGwaXCnbKFLPby+1/QRRFOZ4gyM/L7V+QPUKA0MZfAr9gwQLixa2AVqtdsGBBYmIiEnifM9OWNZWfvVu1q852dSibItRNEdlLE2anyrsKGNh9MeM+qfmRIdc28k3M7SW2Sh3PuZh5es+VbezHB8Jze5/r/mLC/WM0A3kNFACgw+Ct137ttdcuXrxYWVlps9mysrLmz5/v9i78zJkzc+bMcW3/4Ycf2C27vRc4eyNHRUUJHcJVIpEoQIJRKBQKBTelFIpcLudMP+Eoaqxs8UUuWMra/73VaDTenxwWFub9yfrLKk6LJr2FV+D8gAT8zeG8tcUSBBUHANqP1yJ23sjNzSWEuH3KDu1hZMzTCl58o2KbPXsnhDCE+b7u6OjzTx5tFHLbnmxVr8c63Ukc5s93O8utP5+XeZwQQv6X5J81Fs0qePmdql28BQkAAK7a32s3NDQ0NDSwledra2svXbrks+AA/KzR1nK19gZbEw+RtFljoZTTokq1en95ZmamT8MBgJb5cQT+2LFj48aN4zTGxcV5uMRms+l0OkJIly5dPJwGbbD00geHG067PdRIGx+4uOLX3u+oRII9836x6/3RYs3BC0ctjJViqG7nnPoDm9h6KYN9xHBtWIYhzOKy97PDMgaqWr3/MAAAcAjVay9dupQQYjAYvv322w8++GDJkiXLly93zQoiIyPHjh3rejlN04419jyQSCTshFuLxULTzS5a5odEIhGJRGaz8LW+2RFmhmECIRiZTEbTtNXaigTSH0QiEbs5gs1m8xxMrIgdGGcIaXbydmdpjJe/oh6CadUvbau+gU2FTrkAJWMk8UarlXE9UyQSsTPnbTYbw1w9oT1fWnsEzl8QAP/8mMBbrdbq6mpOo2uLWw8//LAfIuq46myNW2q+9XBCpUW7Tbt3duxtvIXEQRFqfqcpoxp6nzIU6HLFSr3TVLGKHvkW+dUe4kD4tT3nGMKsrdz+YeoLvMYKABCKhO21lUrl5MmTq6qqvv766127drkm8CkpKStXrnS9sKamRq/Xe/MWarWaTeCbmpoEn2qrUqlkMpmXkfuVTCajKIphmEAIJjo62mw2NzYKXLNWKpWy6zJaDCZbmi6iRHTzRewIIUOVfdvzvWWDaWxs9D4tZ/d39IqNMpQ45QLyRJPRYiDu/j7kcjmbwJvNZnbKDCFEqF8bt39BLS55AAgNfkzgExISFi1aZP/01VdfJYQ4trgPSCIZMGDA7bff7r/AOqCD+pMt7kT6Y91xARN4lkqkuEHVpyovhjMXs7T32eYu2Vd/nGZoERVwi0EAAIILb722Xq8/deqUUqnMysriHLr++uu//vrry5dbqAoGECDiJJEzokZv0+5t7oQYiWZWjJuZIwHCdFnKWJzuoBTdUYIeIND5MYFPTExk58Wx2FsBxxbgTbm1psVzLpkFrjtw8eJF9oOGP9ScQyW93U/+J4QYGXOtrSFG0oriLgAA4Iq3XttgMKxcuVKhUHzyySecenXsdNxW1esCENbSxNknDQVnDBddD8koybvdn4sQc6vE+ZX9bsobxmLu2klF91ZMSscO8ACC4K8K/SOPPMLbewGHnOJWKHGlEMt4iKRF1jqJ4aLT9Cddpwp9zNUHEI7z5+0UooCIHAAglPiv146Li9NoNPX19SdOnOjfv7/joaNHjxJkBRBUIsSqr3q+9srlLR/VfG9mrs1yH6TqtTLxkevDeggYW4uMRdw7KEWy19PvAUAg/CXwb7/9ttt2q9UqkfAXRseUrujW4jkZ8iQeImlR459hxLlySmlms/PnCSGJsjgBa+8BAIQq//XaFEXdcsstn3322fr165966qk+ffoQQsxm8/bt2w8cOKBQKCZMmNCe1wfgmVqsfL3bo893uee3xnOVFq1SJO8f1rOnIlHouFpmLHZeMU4RRRLKwgEEOgEy5+Li4vfee+/QoUOnT5/WarU0TTMMQ9P0iy+++MADD/ToEdCPKoNUdlivbrL4UvMVD+fcGTWct3hcXZs//yd3pllZr3MeLrwz6kZ/xQQAAP7ptWfOnHn27NkzZ848//zzYWFh4eHhVVVVNE3L5fL58+d37tzZ518FgL9FScJvicgROorWMTkn8LJYq0hlEyoYAPAS36W/VqxYkZmZuWzZsp9++qm6utq+JQbDMMuWLevZs2eL9XKgDcSU6NWEOVTze5yMj7hhlGYAnyG5R1MNJ8McGygFXd/j6p7ArvPnE2RxT8RP5Sk2AICOx0+9tlQqffXVV+fMmZOeni4Sierq6lJTU2+55Za33357+HAhnyYDdBzWerFV51yCPrkVFeyw1AVAKLyOwC9fvvyFF67u+NWzZ8/MzMxdu3bZj4aHh+v1+mXLlun1+rVr1/IZWEcwIfKGVd3mPV/2juMCLdZYTfbb3Z8RJCoOQ77Cphc7tqj7Gh7sPH5LzTf1tibOyanyrv9OXRQp4Va8AwAAn/Brry0Wi2+//XZsOgMgFGMRd8c1LIAHCAr8jcCfP3+efU6fkZHx448/XrhwYefOnfajYrG4sLCQ7cjXr19/9qynZc/QNvfGjjuQueGhuFt7hSVHSNRd5LHjIgdvTnn+Pz1eFHYZucP8+TDOIXX/xmR5p792vmtCxA0DVRmREnW0WJOjynw1cc6+Xmu9WdsPAABtgF4bIOi0qgQ9Z/48aeUIPAAIhb8R+DfffJNhmIiIiO+++67BazFcAAAgAElEQVR79+6uJ8TGxm7fvr1fv37nz59fvXr1pk2beIut40iVd12Z+EhERIRUKiWEsKsZhQ7qmoY/uAvgVf0aCSFhIvnsflNnE8yWBwDgCXptgNBmvOg6Ao8KdgBBgL8R+MOHDxNC5s6d6/Y+gCWTyR5++GFCyMmTJ3kLDAKETS82XnSaCCBPMMs6WYSKBwCgI0OvDRDaDAVON10iBS3thAQeIAjwl8Czs3oGDhzo+bT09HRCyIULF/iICQKAY/15xnk2gDqLu+4dAAD4gV4bIITRBpGl0mkTeEWqifI6LUAFOwAB8ZfAy2QyQkhdXZ3n00pKSgghFNVsvXQIVW4XwLMfoJ8AAOAZem2AEGYsVHBGTZQ9UMEOIDjwtwa+Z8+ev/32248//jhnzhwPpx05coQQ4mHCHnjjZFPBd3W/FpkrxJQoTZ5wW+SQHvIEQgjN0Pv0fxypPldh0YaLwzLEibdHDImWaISOlzA0aTjhvIGcjAnrhRF4AABhoNcGCC6tqmDXVOCyAD4FCTxAcOAvgZ8yZcpvv/328ccfz5o1a+LEiW7P2b9//7Zt2wgh48eP5y2wEFNr1T9duv4r3WHHxuXlW++Jufne2FvmF605Zyx2PPSiaNPirvfNjruN3zCvKiwsZD8wFips9U6/jaq+jZSMESIoAABArw0QyoyF3O2HlGkoQQ8QHPibQv/YY48lJiYSQqZMmfLXv/710qVLjkcZhtm5c+fkyZMtFktiYuJzzz3HW2ChpIk2Tit4kZO9E0Johv6w+rvxuX/lZO/sJc+XvbO28jO+YnSv4U9u/Xl1/6vD75g/DwDAP/TaACGMk8CLw2hpvLcV7Hr06OGHiADAW/wl8CqVateuXVFRUVarddWqVYmJiUlJSeyhIUOGdOnSZdKkSVqtlqKoLVu2REVF8RZYKFlf+d8TTfnNHbUw1uYOvVb+n3zjpeaO8sB1Azn7AngAAOAfem2AUGVrEpkrpY4t8hSj9xXsAEBYvP6xZmVlnT9/fv78+WxpnNLSUrb9l19+qaysJITk5OQcPnx4zJgxfEYVMhjCbK35vm3XWhjrNu1e38bTonPnzrEfWOskRue9TGSdzbLO2EAOAEBI6LUBQpKxQEGcFymG9cD8eYCgwffTtvj4+HXr1p0/f37Dhg0LFiy47bbbBg0aNH369MWLF+/YsePIkSM33HADzyGFjDJzVbmlps2XH20858NgWqXhmMsGctmoPw/QIaxevZqiqMWLFwv4ar6NIcSg1wYIPcaL3AXwilRUsIOWocsOEPwVsXOUkpIyb948Qd46hOlsDe25vLZ9l7eH/pia06IZiPnzAACBAr02QIBrVQl6g2sJeq8T+MzMzBZ3lwQAv+IpgWcYprGxUa3m5mngQ1Hi8PZcHt2+y1uroKBAqVQSQmgL1XjKaQM5cRit7GXgMxiAkGS2UYfypcdLJRV1IppQ0WF0n67WkenmSGUA7e8wfPjwlStXDhkyRMBX820MoQG9NkAIc61gJ+uEdYvCy60UH8yXXawRNxgptYJJibENS7NkdGq2ghX/0GUHCP8m8A0NDa+88sq+ffvOnTvX2NiYmJjYt2/fOXPmTJ482a/v2zElyGITZHGXzFVtuzxHlenbeLzUdDqMNlKOLeqsRkocQAkGQDCqahC9e0B5RX9tndQVvehKruyXQul9Nxh7dwmUG4KcnJycnBwPJ+h0usjISJ+8msFgUCgUFEVx2luMoeNArw0Q8mwNYvMVpwp2ilQj4f6/CLxiGPLZccWhgms/F72ROnlJcvKS5IYUy4xsoygwfkDosgOEH9fA//rrr3369HnjjTd+//33xsZGQkhZWdl33303ZcqUxx9/3H/v22FRhLovdlzbrpVRkrtjb/ZtPF7SH3OpPz8AC+AB2sVspTbud8re7YwW6l+HlZd0fi+A8vDDD1MU5Trv2mQyaTQaiqJ+//13QsjatWsdF7Nt2rSJoqgNGzbU1dX95S9/CQ8Pf+211+zX/vTTT9OmTevcuXOvXr3mzJlz+fLl559/nqKo3bt3sydwXu2jjz6iKGrt2rVHjhzp169fWFiYTCbLyMh49tlndTqd/WU5V7GOHDlyzz33pKenx8TE3HLLLatXr7bZbJyvZffu3XfccUevXr2USmVycvL48eO//PJLH3zvBIJeG6AjaLrArWCnTEUFO4F9dVrumL07OnJR+uVJ7pIHn0OXHVz8dQ9nNpvvvffekpIS9tPk5OT+/fsrFFdn7GzYsOHTTz/101t3ZPPi7xyk6tXcUTll/6+BO779UsID3WWd/RYXl+NKrcY/nKdoihhsIAfQTj/lSbWNzf73brERHu4Gpk2bRgjZuXMnwzj9h7N79269Xp+RkZGdnd3ctWazecKECVu3bpVKpfHx8Wzj5s2bb7755u3bt5tMJq1W+/777w8aNOjPP/9sMZIzZ86MHTv29OnT119/fZ8+ffLy8lavXj1x4kTX3t3unXfeGTFixEcffVReXq7RaPbu3fvss8+OHz/e8R7iscceGzdu3K5du2pra7t3767T6b777ruJEydu2LChxZACEHptgA7CcEHJaVGme7tuMTNTmNmaoa22ifopV+bhhJ/yZNom/z52R5cdXPz12/DWW29duHCBEJKdnX3+/PmioqI//vijrq7u73//OzsXYsGCBWaz2U/v3mHJKenHPZZMjR5JOc+FklDiuXET92SsGaBKJ4QQh6MRYtWapCcejpvIb6RXGYpk5iqndRxhGUZxeLN/ogDgjT9K3T/It8utlDSZ/Tshb9SoUbGxsZcvXz569Khj+/bt2wkhf/nLXzxcu3bt2pqamiNHjmi12qeeeooQUlxcPHfuXJFItG3btpqamitXrvzwww8Gg+G7775rMZL33nsvKSkpNzf3xIkTf/755759+6RS6YEDBw4fPuz2/DNnzrCjEFu2bNHpdBcvXszNzb3uuuv27Nnz6quvsuccPXp048aNSqXy22+/raysPHfuXE1Nzbp16wghK1eu9OobFGDQawN0EE3nXRN4lKAX0qnLUivt6QSaJifK/LvqGV12cPFXAr9v3z5CiFqt3rVrV0ZGBtsok8mWLVs2a9YsQkh5eTl7rwC+pRGr3k5+5mDmhpe6PnB3zE33x45fljjnt97vvpo4J1OZ9F36qh09l/+9+30PJtw2v9u0jSnP/NHnX3fH3MRnhI7D7w0u9efDs68Ww8f8eYC2YQhxO3neEc2Qqgb/Ps6XSCSTJk0ihOzcudPeaDabd+3aRVHUXXfd5eHa4uLirVu3Dh482N6yYsUKi8WycOHCmTNnikQiQsjo0aP/8Y9/eBMJRVEfffRRWloa++mIESPYwM6ePev2/EWLFtE0vXjx4vvuu08sFhNC0tLS3nvvPULI559/zp5z4sQJtVp9//33jxs3zv71zp8/Py4urqysTK/XexNYQEGvDRC8vC9Bz9goY4FTBTtZZ4skMlCqonRMV+pb7o4rvTinPdBlBxd//Tbk5eURQqZNm9alSxfOofnz57MfnDlzxk/vDumKbo93mrwm6Yk3us17OG5iN9nVCS0UoYaqr1vS/aFNvV9Y1+vpGdGjw8Vhnl/Kr+qPct/dvgAeANqGYQjt8Vk+y+r/mS7slLwdO3bYW/bu3VtXVzds2DDPT+gGDBjAma3HLlR76KGHHBtnzpypUnGLaLjKysrKyspybGHf3Wp1c89K0/Q333wjEokeffRRx/acnJx169YtWLCAnV44e/ZsvV6/ceNGx3MqKirq6+vZF2kxqkCDXhugIzBelNMmp+lXygzs+yMwixfdMbpsdNmO/DUfo7CwkBBif4rvqFevq4u0HVcmQAdkrRNzNjKRdbbIEzBFE6BdRBSJUDK1TS3MkI9S+X2vh9GjR8fExJw9ezYvL69nz57Eu8l4hJDU1FTHTw0GQ3l5uVKpTEpKcmxXKBTJycnNPZW3Y9/aETsg4FZpaanZbE5ISIiJiXFspyjKnsfaMQxz5syZs2fPFhYW5ubm7tmzx2QK1lpQ6LUBOoKmXAWnJQwJvNCiwlpOIKPRZbvTYbtsf43As49J3G4k4P3uAhB6HGd51f4qZ5z/ywrPxvA7gA9kdm5hPmQnDR3txR1DO3Gm5Fmt1p07d8rl8qlTp3q+0F4Fh1VaWsowTGxsbItnuhUeHu59zMXFxYQQ11FoV2vWrOnSpct11103Y8aM559/fufOndnZ2REREd6/V0BBrw3QERhyuTMfvU/g09PTfR0OEEJI7y4tD6/3aqlbbz902UHE7zsJATRH9wu3jIo6CwvgAXxgTC+zROzphHG9eZrqYi9sSwj58ccftVrtbbfdFhUV5fkqzuN2tsuvrq52PbOmpsZnsTq8V4sv+/rrrz/11FMGg+H555//4YcfqqqqtFrtjh07WvzSAAAE1HTBaQRerKJlmPkotKRom+f8PKOTLTWWjwLP6LKDBRJ4EIatQaw75rRnhjiMDuuNeVwAPhCrpu8aZBA38x/8iJ7mAUkWfiIZM2ZMdHT04cOHr1y5wk7Gu+eee1r7IpGRkbGxsQaDoayszLHdYrEUFRX5KlRWamqqWCwuKytraGjgHHrggQduv/12rVZLCHnrrbcIIdu3b1++fPno0aPtQw1uF+kBAPiP9xXsLFVSq5az9Y+BQioQAO7JMcaHu58WF6em7xnM0+0xuuxggb9a4I9jH1N3WMVYndboqrMbKLHfV/gAdBADk6xPjm5Ki3N6Zh8fTt97g2FyFn+LvtgpeTRN79ix44svvoiOjp4wYUIbXmfkyJGEkE2bNjk2fvrppz4vHiuTyYYMGWKxWN59913H9tOnT2/ZsuXYsWPR0dGEkKqqKkIIp2xPQUHBpUuXfBsPAICvYAO5gBWuYJ65qWlET7PM4U5YKmZuTDM/e1OTRsHT7TG67GCBBB6EoTvAXeISOfzqXzXmzwP4RHK0bf6opqUTG+aNaHrkRsML4xtfGN84MInv583slLwlS5ZUV1fPmDFDJpO1eImrFStWyGSylStX2neFOXjw4JNPPsnuGcNuVO4rK1asIIQsWrTo448/ZgvYlpSU3HvvvYSQu+++mz0nMzOTEMJuVMPau3fvTTfdxJ5fW1vrw3gAAHyCM3+eoIJdIFFImMlZphWTGp4a0zR3uOGpMU0rJjVMGWBSSHkd3EKXHRT8VYWedfDgQYmk2bfwfJSz9wCEEkuNpOm8Uy8i0dhUfZuEigcghGkUjEbBx9q55owZMyYqKqq8vJy0aTIeKy0t7c0333ziiSemTp0aGxsrlUrLy8vHjRtnMpn27dsXFubL7TCHDh26dOnSl156adasWXPnzu3cuXNhYaHVas3Kylq6dCl7zpIlSyZNmrRw4cJNmzYlJibm5+eXlJSwE/OOHj168803v/jii23+YgWEXhsghBnznEfgRYyih7cJPAZX+CERk+4x6LJboWN22f5N4Ldu3bp169a2HcWtQIhxnD9ff0jDqT+vGVJPMH8eIBRJpdJJkyZt3rw5NTV1yJAhbX6defPmZWRkrFq16siRIzKZbOHCha+88srgwYMJIRqNxnfxEkLIokWLhgwZsnHjxuPHj1dUVGRlZU2ePPnpp5+2j0Xccccd33///fLly0+dOlVfXz9gwIAXX3zx/vvv//nnn5977rnTp08H6cQ89NoAoYo2UcZip9FUZXeziK+52RAs0GUHBYqdPOD712337Ag/BeYNt4UTfSgiIoKmaZ+vA2lVAFKplBCi1Wpp2u9bSbEcE/jCvyYbi+WOR1OWlSp7Xn0MzM9TXolEwu6NZDKZhP1ZMAxTX18vVAAajYb9D662ttZmE+ahL/uz0Ol0QlUT8fDL4HYfFJ4J+PvJ0arNXXyrqqrKbDbHxcU5TuejabpTp07V1dV6vV6tVgsVW2gI3l67pqbGy7dWq9UKhYIQUldXZ7HwVMexOSqVSiaTBcLUzZiYGIqiaJpmqz0JKzo62mQyNTYKvKesVCpl95cyGAwBEkxzXaT3FeyaziuLXuzm2BI9Ttf5wSteXp6SkhL4f0FyuVzAfooVOF02Ea7XRpftb/4agf/444/99MoQ7MyX5JzsXdbJokzjNXsHgODyt7/97V//+temTZsefPBBe+N3331XXV09ePBg3Aq0H3ptgNDmugBekYYKduAX6LL9zV8J/IwZM/z0yhCMHJ8Q6w5w/241Q+uJL+tZAEComTlz5ubNm//+97936dJl+PDhTU1NBw4cmDdvHiHk6aefFjq6UIBeGyC0GfO5JejDeiKBB79Al+1v/l0DD0HEQJu+0h0+1pRba9XHSiL/L7zPLZocKeXr3xCG1B/iLn2JGBpA040AIADddNNNK1euXLRokeOWNmFhYRs2bJg+fbqAgQEABAXOCLxYRcs6m728FrMjoVXQZfsbEngghJCvdb88U7q+xnptJfa7Vbu6yeI3JD/9f+o+PnyjpgtKc6XUsUWRYpJ3u9qFoIcAgOY899xzU6dO3b59e35+vkaj6du376hRo5KTk4WOCwAg0Fm0YqvW6Z5f2dOAyY/gP+iy/QoJPJAdtQfmFq+iGW41u1Lzlan5i7anvdrOHN65/jy3nIZmqGD12wAguKSmpj733HNCRwEAEBC8r2BnyOPOn1di/jz4Gbps/xEJHQAITGdtWFj2T9fsnWVmrE+WrLUwvqkNzlipOucEnhJh/jwAAACAHxnyuBXslKhgBxC0kMB3dF/WHdJaPY2BXzSVH2g46ZP3avgjzKYXO7aEZRqkMcLsHAYAAADQERg4FewoJPAAQQxT6N2QSPz7baEoiqIof7+L5wDYDyQSyXHDhRbPP9aUe3NUTtveq6CgQCS6+pyo7kAE52jUyAb70R49erTtLdpGLL76KCEQfhaCB0AIEYvF7d8Ium3YL9/+E+Gf/a1FIpGAPwsAAADfoyljodMIvKyTWRxu8/Jq1CcCCDS4VXUjMjKSh3eRyWQ8vItnGo2mgWr5EWyj2NTm70lYWBj7ga1B1HBM5XhIJCfxI62S/53Az7fdlUwmE/xnIdTX7kij4e4OwLPwcG59BP5JpdJA+FkAAAB45v0CeFOZjDY6PaDHAniAoIYE3g2dTufX11er1TRNNzU1+fVdPAfADjPW19erGe6yKDfn2xRt/p7Yv0ztngja4tR/RA8xWMUGc9PV5ff+/rZziMViNmM0m83C/iwYhmlsbBQqAJVKJZVKCSH19fU07b4Ugr9JJBK1Wq3X6202bwcEfMv+y2CxWDg/C+TzAAAQ1Az5LgvgkcADBDMk8G5Yrf5dlc0wDMMw/n4XzwGwH1it1mxlr63ke8/nD1Smty1ax8fDtfvVnKMxow00TbNJY0pKilDfEMF/FoIHwH5gs9mEyp/tAQj4fWDRNC14DAAAAD5kKJBzWrAAHiCooYhdR3db5JBosae502mKhGHh17fzXcwVUs4WJpIIa0R/UztfFgAAAAA84CyAp8SMItksVDAA0H5I4Du6CLFqddJjYsr9b4KCkq1LWiCl2jJTw3H4ve5nDWGcjkaOaCBihnsNAAAAAPgIY6OMJU6FfuTdzJRUmBVzAOATmEIP5LbIIR+kvPBM6YZKi9axPUXeZUPy04NUvdr7BgypO8Ad5I8coSfkaulvFDgF8CAQyvsBAEDgaEUFu1IZY3EapFGktmL+PO7QWgtdNvAACTwQQsgtETkjNVnf6o4cbTxfZ2uIkUQMUfcdoxkooXyws1dTrtJcKXVskXczK7ubCVE2dwkAAAAAtBNn/jwhRJmKBYwAwQ0JPFwlp6STooZPihruk1dzmj+/32X4fWSdT94FAAAAAJrjWsGuVSPwABCAsAYe/IuxiOqPOM8mEjGaofX2zzA7CwAAAMAfUMEOIPQggQf/0h8LszU6/Zqp+jZJo4XcrgwAAAAg5KGCHUBIQgIPvuc0f/5ABOdo5Ag9v+EAAAAAdDioYAcQkpDAgx/ZGsSNf4Y5togUTPigawl8amoq70EBAAAAhD5UsAMISUjgwY/qD4fTFsqxJXyQXqTA9u8AAAAA/mUoRAU7gBCEBB58zHH+vO5n7maYkTdi/jwAAACA3xkvulSwS8IIPEDQQwIP/mKukBrynHZ6l0RYVX2b7J9mZmbyHhQAAABAB2CjjMVOI/DyRDMlwyxIgKCHBB78pe6Ahjh3E5rheiJGzwEAAADgX6bLUsbstIxRgQXwACEBCTz4klP9+YMu8+eH1xMAAAAA8DPDRW4FO0X3ViTwKEEPELCQwINfGPKU5nKnrUdlCSZFyrWeo0ePHrwHBQAAANAhGItcKth1RwU7gFCABB78ou6Ay/A7tn8HAAAA4IWJk8BTRJ6MKfQAoQAJPPiMff48Y6PqDjkl8JSIRAzD/HkAAAAAPnAq2Mk6WcRhtFDBAIAPIYEH32v4I8ymFzu2hGUapLFW+6dYWAUAAADgJ+YqCedOrFUL4AEgkCGBB99wKl/3s4ZzVDO8jt9wAAAAADoo7vx5JPAAIQQJPPgYbRDpj6sdWygprRncYP8Uw+8AAAAA/mMsQgl6gJCFBB58rP6XcM6+o+HZjWIVll0BAAAA8MFdAo8S9AAhAgk8+IDj/Hndfu78edSfBwAAAOANZwq9RGOTRFubOxkAggsSePAlS7XEkKt0bJFobKp+jfZPMSkLAAAAwH/oRrG5WuLYIsfwO0AIQQIPvlT3s4ZxniyvGVJPiRmBwgEAAADoWAwX5cT5zgsV7ABCCRJ4aC+n+vOHuPPnI27E/HkAAAAAnhiLZZwWRXezIJEAgD9IWj4FwDvGQoWp1KnPkHU2K3tcm7WF+fMAAAAQ+M6dO0cIsVgsJtO1setguY0xFXMr2ClTMAIPEDqQwEO7OJWvc9n+PWKEnlAEAAAAIPCxdzVisVipVDZ3lAR8Jm90rmBHyRhZl1aMwAf4VwcASODBNxgbVXfQaft3QpGIYfX2z9AfAAAAQKBxHIpowyX225sASe8ZG2Uqc5oOqUgyERGqEQGEDiTw4BsNf4bZ6p1+ncIyDLJOFqHiAQAAAOBoQ7rO8wu2k/mSjLE6zX5UJGP+PEBIQQIPbedUvm5/BOdo5Mh6AgAAAMCXQEun+Wdwnj9PCJEjgQcILUjgwQfoRnHDMZVjCyWlwwdfqz+P+fMAAOAPcjk3XWmOWCxmP5DJZPaPhSKRSCiKUii4xcaEEiDBUBQlFovbE4lUKm1/GCKRyP5BG17Qt99J9ndVJpNJJNdu2j1EZSnlrt5Xp1lb9VU0F3/g/wXZf3AAoQ0JPPhA3aFw2uI0Xys8p0Gsops7HwAAwCdUKhVFta5cqtv6ZIJQq9Utn8QLiqICJBiZTCaTcXdB8573D3S8IRaL25Cp+uM7GRYW5viphy+TW4KeIhHplLg135YW4w/YvyCLBSs3oUNAAg9t5FR/fn8452jkCAy/AwCA32m1WobxqkCXWq1mx+vq6uoEv9FXqVQymay2tlbYMAghMTExFEXRNK3VaoWOhURHR5tMpsbGxja/QkNDQ/vDsFeh52wj56Xq6ur2x2AnlUojIiJ0Op3VarU3evgyGwvjHT+VxVsMtJ54/V1JSUlpLv7A/wuSy+U+mYIBEOAw1QTay1whM+Q7PYuVRFjV1zUJFQ8AAABAB2TRijkVhbEAHiD0IIGHtnAafv8pnDgPfkTcqCdibFgCAAAAwB/u/HmUoAcIRUjgoX0YUndQw2mLHIHt3wEAAAB4ZSzmrnVXdEcCDxBqkMBDuzSdDbNccVpupEgxyZPQWwAAAADwyuSawGMEHiDkIIGHVnOcP1/7E3f4PeLGOn7DAQAAAABiKHIq4C9S0tI4FGYHCDVI4KHtaKNI/6tz/XkREzHsWqlTzJ8HAAAA4AFjpszlTgm8ItlMWrPHIm7bAIICEnhoHcfh9/rD4bTRefv3rCZJhNXlIgAAAADwI1OZnNBOd2XyZKNQwQCA/yCBh7bT7XMpXzf62vx5PMcFAAAA4IexCAvgAToEJPDQCo7D7+ZyWdMFp+3fxRqrekAj70EBAAAAdHRG5wXwBAk8QIhCAg9tVPuDhrP9e+QIPYXt3wEAAAB4Z3TeBJ4SEXk3JPAAIQgJPLSJjao7gO3fAQAAAAKCscRpBF7aySxSYFgFIAQhgQdvOc6f1/8RZq2VOB5V9jRi+3cAAAAA/lmqJXSj2LGltfPnMfQCECyQwENb6PZFcFoiR2L7dwAAAAABGItdKth1NwsSCQD4GxJ48Irj8LutXtJwXOV4lJIxmiF6+6d4iAsAAADAG5PzAniCPeQAQhcSeGg13f5wxua00ahmsF6sooWKBwAAAKAjcy1Bj4WNAKEKCTy0zHH4nTCkdq/L/PlRKF8HAAAAIAzOFHqxipbFWoUKBgD8Cgk8tE7jmTBzuXOZ03iLqk+TUPEAAAAAdGSMmTJXSh1b5EkmQjV3OgAENyTw0AKn4XdCavdwh9+jxtShkwAAAAAQhLFETminWzFFKxfAY/okQBBBAg+tYNOLG35XOzWJmIgR1+rPowMAAAAA4BNK0AN0KEjgwRPu8PsPEbTFuXxdTqM02sZvUAAAAABwlakYFewAOhAk8OA1huh+dJk/f5PO/jGG3wEAAAB4ZuTsISdi5N2QwAOELCTw0CzO8HvjKZW5wqlEiqyzJQzl6wAAAACEwhBTidMUenkXi0jOCBUOAPgbEnjwlmv5usixOgq/QQAAAAACsVRLbY1Od2PyZAy/A4QypF/gHmf43aqT6H9XObZQEiZqpN7+KebPAwAAAPDMWMRdAK9oZQKPWziA4IIEHrxS+0MEY3MuXze4QayxChUPAAAAAHAXwBOi6I4ReIBQhgQe3OAMvzNWSrcnknNO5FgdAQAAAADhmFz2kJO3chN4AAguSOChZfW/hFu0YscWeTezqrfB/ikmXwEAAADwj7MJvDjchv19AUIbEnjg4gy/E0K033KH36Nv0RGKAAAAAIBQaKPIclMlEMcAACAASURBVMVphyDMnwcIeUjgoQVN55WGfKflVWIVHXFjnf1TDL8DAAAA8M9YJGdopxaUoAcIeUjgwYmb4fdvuMPvUWPqRArsLwoAAAAgJNcF8MpWjsBjGAYg6CCBB0+sWon+qNqpScRE3YzydQAAAAACM7qpYIcReIAQhwQernEdfq/5JpK7e1xOozTeYv8UD24BAAAABMFJ4CkxI08wCxUMAPADCTw0izZRun0RnMboCVpBggEAAAAAO4YmplKnBF6WYKYkWOQIEOKQwMNVrsPvdT9H2PROu8cpU01hva5tLorhdwAAAABBWCpltNFpmmRrF8ADQDBCAg/NsFE1u6I4bdETagWJBQAAAAAcGYuwAB6gI0ICD4S4G37XHQo3VzrtLCqJtIb/n57HoAAAAADAPUMhN4Fv7SbwmEoJEIyQwIOb7J2hSc3OaE5jzK06kfTawir8pw8AAAAgFNcR+NYm8AAQjJDAgxv639SmUpljiziMjrwJu8cBAAAABASTcwIvjbWKw21CBQMAvEEC39G5Dr8TQqp3cIffo2+tFYfR9k8x/A4AAAAgFItWbK2TOLZg+B2gg5C0fEpQKSoq2rFjx6lTp3Q6XUxMTFJS0pQpUzIzM4WOK5g0HFcbCxWOLSIFEz0Ow+8AAAAAAcFUpOS0KFKMbs8EgBATUgn8wYMHV69ebbPZCCHx8fFarbaiouLo0aMzZsy46667hI4uEBUWFro2Vu/gFp+PurkWk7IAAAAAAkT7F8BjNiVAkAqdBL6urm7NmjU2m2348OEPPfRQdHS0zWb78ssvN2/e/Mknn/Tt2/f6668XOsYg0Hg6rOm80zNdSsbE3OY0/I7/8QEAAAAE5GYPue4YgQfoEEJnDfyePXvMZnNmZubTTz8dHR1NCBGLxZMmTbrjjjsYhvnqq6+EDjDgnDt3jtvEkCvbYjltUaPrJJFWnmICAAAAgJZwEnixipbF4m4NoEMInQQ+Pz+fEDJy5EixWOzYPmTIEPtRf3BbBC7wucne/5+9+wyMqzr3hf+sXaZJo94tFxXLci/Yjm1swKaaTugQTkg4JJAQkhzue1JebpKTcnNPIaQcDmmEhEASh0AINZRgA7aRAdu4W7ZlyVaxujQjacpu634YW9L0GZWZ0ej/+4LZs/bezxTN7GevtZ5F5Kyzu4/7zX5nIs+7pnf0FnS/AwAAACSR4RaUDnn0FvMcD7FkhQMACZU+CbymaQUFBeXl5QHbZVkmIt/EeIiA66zzj/kBG3M2OU2FuKELAAAAkCo8TWbiflssFZgADzBdpM8c+Icffjjk9l27dhFRVVXV5J26sbFxan0P1tfXB4xTIKK+N7OVdr+13wULL7ypJ4FxAQAAAEAUniZLwBasIQcwfaRPAh/Svn37nnvuOSK64YYbgh996aWXDhw4ELBx3rx5V111VeynMJvNRNTW1lZTUxPjLqIoCoKQmZkZ+1km0LFjxyTp7PtuNps550RkeFjPXwO734uuc2SUiEQjqX7szzEqQRCIyGaz+QJIPF8ARCRJUrLeCyLy3UlJYgDDH4akvxc2m80wjKQEwNjZcYfJ/TAAAADEwtMYWMHOijXkAKaNtE3gvV7vli1bnn/+ecMw7rzzzsWLFwe32bNnz0svvRSwcdOmTTfeeGPsJ/IN0SciiyXwbmhkwX3giTEcMI1K3lq32NU+v3jkbGPGzW5R9pthFe9zjMp3+yO5RFFM1nsxbMJf2DFI+nthMpmiN5pkqfBhAAAAiMxzyu8nm8mGqUxNVjAAkGDpmcDv2LHjiSee6O7utlgs99xzz+WXX56Akx45cmT+/PkJONF4hKxdp/aLZ54P7HUsu2NQtPn1x6b+swMAAABIb4bCvKf9bnlbZilMTM4YOgBIvHRL4J1O5+OPP75jxw4iWr9+/d13311UVBSu8V133bV58+aAjbm5uQ6HI/Yzut3u4X/HuGNGRgbn3OVyxX6WCdHQ0OD7h9ls9g1a9ng8nPPW3xQaHr/SpaZizX5Rt9vt92MQ18sSlSRJGRkZg4ODyaovKIqib7C0oiij38QEy8jIIKKhoaFkBWCz2XyDMgYGBpI1gt33XqTCh0FV1YA/zOzs7KSEBAAAEJLzOHHd77LNUhXf+PmpVbkJAAKkVQLf2dn5ta99raenZ9asWQ888EBtbW3k9pWVlZWVlcHbu7u7Yz/p6JTj2LFjsXwncs4Nw1DV8Q120nX50H75yAGhq4N0nWflaBVVyorVPCtsvjEc6vBUZ13X3U2m3rftAS1nLN8mHurVZ84xsnN8WyoqKsYbcCiqqiYrZxt+ETjnk/HUYg8j6QH4/qFpWnLfC03TNC05Sx4MvwgT8IcJAAAwmRxHAteLs1aigh3ANJI+CbzL5fr2t7/d09NzySWX3H///bL/5O2ESUxFejY0aH3+T2J728iW7k5Td6e8b7dn83VaTYix7uHWq2//bSEZfr8EGQXtuTMOUBsX21q1iiptbpT7IAAAAACQGI6jgQm8pRIV7ACmkfRZB/6tt95qbW1duXLlgw8+mKzs3SdcqjxhdN36l2dGZ+/DmKJYX35eaG2OMSTnrkzXIVvAxhlr3iHm65DkUuMJqalh/CEDAAAAwPgF9MALMjfPVJIVDAAkXvok8G+88QYRXX/99UYYyQ5wwsgH94mdHWEf1nXrO2/FchyusY6nA5eOy606mlnSOnqL2HCsoqQ4/jABAAAAYCIZChs86ZfAm2d7UcEOYFpJkyH0uq63tLQQ0cMPPxyyQWlp6S9+8YuExTOpA+nlo4ciNxBam5mjn5+bvh528PwLGUq7XxVTQdRmrNwe0IzputxwXF20dKzxAgAAAMAEcB4nw79cTLzj51HBDmCqS5Me+K6urlTrY5+8gfRCT1fUNmJvT+Qw1H7xzJbA2nVFS3ab7M6AjTXOPqEnjqp+AAAAADAZUMEOANKkB76kpOTFF19MdhSBJqsfPpZS4apKEW8iND+RpQ35/QbI1qHiJR+Gbq2hLjcAAABAkqGCHQCkSQ/8tGLYA3vOg/Hs7AjZ++Bhc/fb1oCNZau2i3JgEZQaZx8RRViaDgAAAAASAxXsAAAJ/OSajIH0ekV15AbclnFiyB1+f3bqsVzyL3diK+jIm3s4/Bmr4gsRAAAAACZUiAp2s+KrYIcJ8ABpAAn8pJvwHF5Z8QkumyI1WLOeWOAIq2E9r+Z4Tvsts8cYn7l267ml40b4ut+16nl6QdE44gUAAACA8QpRwa4K4+cBph0k8IkwsTk8t9s9V99AohjyUXX+4vrcwnD7an1S93OBS8flXNhrm90bMuM3Cgo9V1w79lgBAAAAYCI4DqOCHQAggU+Uic3htep5rjs/q8+cM3ojz7R7Ltl8ZMHSCN3v7U8W6i6/N13M1Ivu6lfWbNDLZpIw8tBc16By3idcd97DrYGz5QEAAAAgwfoPooIdAKRLFfopYWKL0uvFpa7b/okNDohdHaRpPDtHLyxubGqKsMvgxxnOusACeMWf6hbtOiezumipVruQOR1MVbjZMrR4CZfw8QAAAIDpR2fuNlFTiGcrgiWOSeaTqs8/gRcs3BJPBTtMgAdID8jQEmrCF5bjmXYt0z588AgtDbdw5pfFARutNe7sixwjR5MknpdPRBUVFanyYwUAAACQAJw8zSbXoQzXwYyhg1bdfTZbFu16xgJ3wSd7LBXJHK+uOGio2S+Bt1R4KJ4KdgCQHpDAJ1pjY+OyZcsm/JhR23Q8Xah2+73dTKSyf+5imEUBAAAA05PO3I1m91Hr0BGr66hVHwhRYEgfEJ27Mgc+zMxa5yy6rUcuUhMfJhE5DguBSwjNxfh5gOkICXwS1NfXc85LS0sn5GixZO+uQ7a+twLXci++dshS4eVBt24xwgoAAADSmLfZNPhxxtBBm+uI1fDE1JXBDXJszxr4yF76+fbs8wcmO8JgfQcCt1jmhl8zGADSFxL4pJmQ4fSxZO+Gl7X9ojjgrq25RC+/y+nW/TYywyCnQ2w0yGrVC4vDFbqPlWHIJ46y3l5uMuvV84ysrHEdjUhwOlhvNwmCkVvA7YGT+QEAAAAi8JwyO97NGqizK11jvAA2PKz1J6WeBmvxnV0JHr4eXMEOPfAA0xMS+GTypd9jS+NjL2vf+YcCpd1v4XdiVPFgv2DhNHRui6rIx+uFtpZ5/d2+DdxsVpeuVM6/gEv++8ZC06x/e1ZqPEHD/fv/eM2wZ3muuVGfMTPuoxFJJ+pN27eKXZ3DW4yycs8FmwLq8AMAAAAEMFTmfC+r99Vcz2nThByw5+UczylT+UNtos2YkANGx8lx2G+kgJSnSXlauObBML4SIG0ggU++eNP4uFakGzpk7Xs9N2Bj4ebBrGUjhViY22X6qI65XaPbMK/X9MEOsfGE+9Z/imslOUFRbL/8acDRiEgYcFr/+KR383XqwqWxH42IzO+/a9q+LfBobS22Lb/3XLJZXbYyrqMBAADANMFVoffv2T0v52p98V3xSllG1lKvmKO5TglDBzIoqK996IDt1LdmzfpmS1xZ9JgNnCLF4bfFVoPud4BpCgl8qhhOy8Nl8mNYSV4fEFt/Vsr97w6bCrUZd/cTnbuPy7lp/15fvl3j7As4gtjVYX7jZc91N8d+Usufnw7O3n0YJ8trL+lVcw2LLcajSU0Nwdn7WZxb/vF3o3SGXjwx1QQAAAAgTXBy1tk7nilQO2MdSCjadVutx7ZgyL7Ym1srMoFUVfV6vZ6TlvbfFrqOBnZmeE6bTn5z1sx/bbVWTnp1+v6DgVusmAAPMF0hgU85Y0jUQ+PU9vMSrTfwLS79XIdoHbmTLPR2M0cfhcrefeRjR5TuLqOgMJZzCk6neKY1YlSG6c3XPNfcGMvRiMi0891IDxuGXLddj+f+AgAApIimpqYXXnjhwIED/f39+fn5s2bNuvHGG+fPn5/suGDKc580d/y22HXUErWllKvZFrgyFrht8z3mGV5iRESiKDJhJF23VHrmfKel4w/5PS/lBXTFa71S07dmld3Xkb3eOcHPwV9vUAU7KybAA0xXSODTVu9rOQMfZgRszNnkyFg6RDTysySMmlgejtR4QoktgZf3fUTB48wCjna6KZZDERHzesS2lqixEefEAiu7AABAKtu+ffsjjzyi6zoRFRUV9fb2tre3f/jhh7feeusdd9yR7OhgqtKcYtcfC/q3ZvOIk9Otc91Zq4cylw+ZZ8XWeS7w4k91W6s9bY+VGl6/Sw6usNaflriOWItu6xbtergDjFNgBTuBWyriSOAxAR4gnSCBT0+e06aOZwoCNppKlJK7uwI2Mq+Hwne/n23jdER41K9lf6TjnOWNdaQZGxig4GXuAtqoKvN44pqlDwAAyeVwOH784x/rur5hw4Z77rknLy9P1/WXXnrpySef3LJly6JFi5YsWZLsGGGK4Tqdfl448dgcYyjsGjpSlp57aX/2hU5TyVjWcs9aMyjnNzf/+wzNGXiKvjeznTvtuRc7LJUel8xs5RNZoF4d4o56vy3WOYpgTmgNfABIHUjg05DhFloeKeOqX7VSJhvlD50RLEF3pFkMy59KMX9OYll5TohpwdU4zjvO5e4AACCx3nzzTUVR5s+f/y//8i+iKBKRKIrXX399b2/vCy+88PLLLyOBh7g4jrAD/0d0HA07HE/K0wqu783Z6Bhn3mud65nz/dOn/88MpT2woL0+JHS/mEtELT+mwnXGsn/TTTnjOdWIrt069+/at9ZgAjzA9BVzKgVTBDeo9aelypnA35Xiu7ots0N0ffOMzMjd70Rk5Ad25oejl8yI3igjcGB/ONyexeUotWe43c5NE7MqDAAAJMaJEyeI6KKLLhL978CuW7du+FGAWOhuOvwjccdnpHDZu2DhhTf3VP+4Me+K/gnptTaVqJU/bM5YOhShTddOYcdnpIGTEzO/r+PDwEL3tvlI4AGmL/TApzqhp1tsOSU4+knXSJKN3Hx91mwjK4c0TT56SOhqZ6rGiZMgcnuWOn9h56vVA7sDM2T7qsG8y/uJSGxplo4f4ari+ykwC2K1PYMYizBSnUuyVlUTY7TqkuWWt1+niDPP1PmLYjwaF0Vtbq18OKhyy+ijzVsY49EAACBFaJpWUFBQXl4esF2WZSLyTYwHiKp3D9v3XdHVGiZPZpS1zllyV/eEr/QmZOizv9HW8cf8nhcDy9oNc7WwnZ+VVj6i5Z833rsGHbsC/yJstUjgAaYvJPApjHP50H6xrXlki6qKbpfY1qKVzxTPtDH97A8SIyJDZ44+1x+6ureuDjiMXKCV3d9BjEx17wkBs9kNXWg+FbkCnLJuA7fGuuobSZJ63mr5o7qwz8lq867fGOvRiJT1G6WGYyzMtHmekams2RD70QAAIBU8/PDDIbfv2rWLiKqqqoIfUhSlqyuwjAsRWSwWMbaJVOzcj50gCDHuMnl8wSQ9jNFSJBjGWCyR6Aod/Zlw8o9huwwsc7xl/9xlq/VVeotvwKlwbq4fY0wIN+9PoNK7erOWu9t/W+huCj0SUBuiPV+TNj7HzXljz+G5KnTv87sBkTmLTPlG7E+qsrJyzGcfLfX/ghhKGsP0gAQ+dcn1h/2y9xFcajkdvNXdU3Tq3csD7gQLMi//lzYxU5c//igwex+uXRe5UFwsk+RH8Wy8jDn6peNHQ8Rttrg+fW9cRzOyc9yfvM36wrPBa8vz7Bz3DbeifB0AQHrYt2/fc889R0Q33HBD8KOHDh26994QvyD/+Mc/srOz4zqR3W4fW4QTLjc3N9khnCUIQooEY7FYLJYoy785Thrbv+TqPRx6pIaYaZTfNVB05RATBaKYeyBCkSRJiliOx7aaCs7r7n7LdubZTE9biJaKg5r/YFn1v6MvaBdOxy5NV/yG65euNdlscTyvCX9nU/YvSFXHUpsQYMpBAp+i2NCg2Hwq9vaqK6PhzesMLfANLbm3w1rtIU0TO9vHFolp57vK4mUUeyc8kfv6W6RjR83vvSX095NhEDFutqjzF3gv3hxHBbtz9PLZQ/d8Qf6oTj5xjPX1EGNGXoE+b4GyfCU3j/0XEQAAUoTX692yZcvzzz9vGMadd965ePHiZEcEqavhr2rdw27NFbrvoWCje+a9TjkncbMwmEiFl7sKL3dpTmGw3nTqsWxvp1+3cP0z3oX3mmwlYyw71f5B4HMpXi0qYwwWANIBEvgUJbafiTyTfDRdNTW8/kllMPCGaP7V/TkXOYlIOnk8eK+otet8mKpIDce1RUtjDMZHq6nVamrj2iUCbrUpGzYpGzZN1AEBACBF7Nix44knnuju7rZYLPfcc8/ll18espndbl+9OnCOGBFxzmPsdhNF0TccWtM0Hm2N0skmiiJjTNMmeG72GMjnisWmQu+lJEmc83BFELhGe/9DPfrb0HFmlLHV3zM5i5qJaJxVFIZHznPODSPWizGWodtXqPMe8Zz6brnj+Mheupc+/pl71XfGWHC3Y1fg881fQS2DcTzDiXpnU/8vKPY3C2BKQwKfotjQQIwtDV1qeP0GV09hwPaMxa7iO89OFxT6egMeDcreuW8qPYXaKvZ0J/8SAwAA0ovT6Xz88cd37NhBROvXr7/77ruLiorCNa6urv6f//mf4O09PT0OR+AEsZAyMzN9Y7OHhoaSnqxmZGSYTKYYI59U+fn5jDHDMFIhmLy8PK/XOzQUosC74qC935C6Pww1yZnRzGuNBV/VpQylo3ECqruJomi1WolI0zRvmCo8YZmp5gvqh1/164RveFYrv81tK407EkOjzj1+y/FYS0jLdLq74niaE/XOpv5fkNlsNpvNyQoJIGGQwKeqGG8iGkLTts2D7YGLt5lyXeVfOUPi2fujTI96tNBlP85u1ZJ/Vx4AANJJZ2fn1772tZ6enlmzZj3wwAO1tRM2aAvSj7udPnhQGmwMca1iyuFLv2MUnZ9CXa9F643cxULfgZFoDZUafiMu/v/jHhjgPMp0/1Q9b3l8z7SioiLekwJAisM68KnKYiUKtzTJOZyd2nFxf+PcgM2i2T3nvgOifeR3wvCfwR7j4PmR82TFVx8IAAAgApfL9e1vf7unp+eSSy559NFHkb1DBAMNbOc9csjsvWAVv+CPekpl7z419wXm6q1/F9TBuI/TsyfwWectT/LYdQBIOvTApwbOhf5eoaeHKR4uiEZWtpGbJ54O9WM1sgtrfn9jT31gpR9B0qoue9FUViru+VBwu4gxIyPDKCkVu86MOTojL8/yygtiVwcZOrdnqwsWqQvPTokXerulhuNCXy8JgpGbp1bP49k5vofk3R9Ix44I7iEuiHrpDHXtBUZW1phjEHp7pIZjQn8fMRZwIgAAmFreeuut1tbWlStXPvjgg8mOBVKa4wjb9UVJDZ5WyKj6bqPmPj3OpXISpGA1z1vOe/eOXMfpHjrzhjDrk/Hda+iuC3x6SOABAAl88rGhIfnAXsHZP3ojl2VusTJPmDlOhnBq+6U9xxYGHkrQKy9+KaOsne1rHd4oDjrFjjOcCYwbNIbud1uG9fktI//f0y02NZi3vum+7mbTgb3S4QOjV6Ezb3tTWb5Kn1NpefE5po4USRW7OuQDe7SFSz2br4vr7ETEFMXy1mvS4f2BJ1q2UrnoEi7iMwwAMMW88cYbRHT99deHKzoVdvFtmE4cR9iuB0Jk76KVln5LL70k5TreR6u4Q+/d63eJ0vxifAm87qbej/26cqzFlDkHCTzAdIfkJ8mYa8j0wY7Rue7Z7apKqkqiTHrQ/HNDaNqxuffYvKBj8Vnr38qa2UR6iC/3sWXvvghDbHS7bH/6XYjWhmHavYt2fxA8/J9xkg/uYx6P+4Zb4zi7rlv/8ozY2hziRHs+EJwO9/W3EIs0UgEAAFKKrustLS1E9PDDD4dsUFpa+otf/CKxQUHKcRxlux6QVGfgdnMeX/UTPbs21fPYovXcnMe9vSOXKP2H2EADs1fFGnn3h8zwvwYsWIMJ8ACAOfDJJh85GJy9D+Nc14tKRq+drnNzQ93NvfVB2TtR+SfeyVt0IurE+bAm8qcw7LGkE/XS6ZOxH0jeXRciex99tEP74wsNAACSqqurC6s9QWSuFvbhl8Xg7N1axtf+egpk70QkSDTjysA4m/8Wx4V3187AxoXr8IcDAOiBTyrmGhJ6uiI1MAyeafcuWsac/UxVNTXz1K8WuI5Yg9pR6fXHs24uYls/jnC0SN3voVeRG5soxzJt36bdURnjseSPd0duYN73Ubxr1AMAQBKVlJS8+OKLyY4CUpe3h+16QBzdd+1jr+JrHtdNuVMge/eZeZ1x8mm/JLzlVVb7JRLkcHv46dzp9woIEhWsnjLPHQAmDxL4ZGL90Qe0C/19miTxvAKl1Xz638uUjqBvfUYln+nMvYKz/gHiYW/NRhk8P5GD0KMcS+yKdM/C70CDA4KjP3Ib4Uwb6TqJYuRmAAAAkPrUIf7hV0RXa+C1RFZe70UXPm/aZtGq52kLFvMU+91nqiI2nxZ6u5nXY9vxtlFcqi5eljmnLHep0bdvJIdXHazzPaFkU/SO9MEm5j7j9yLkLOZy5sRHDgBTDhL4ZBLCD54foShENHTA1vyjUmMo8OeKCVTyzx25lziISAhX8S7VGFqMDWN6Rpwzj5tn4DcNAABgauMG1f0vzXE0MHvPzu7ctOFJ8+AgnSDpRL3xwQ73tTcbhUVJCTKY0NEuH9rHtLMT1kVnn3imVf74I3XpiplXXz06gSeilldiSuC73g98EQrXYvw8ABBhDnxycdkUvZFo6fxT/ukflAdn7yTw0vvafdk7ERlmS7hjjKF23SSKuW68YQ6aLBCMMW6JoRkAAACktr3/5T3zTuAocZvNcdEFvzWbR1ZRF3p7bM8+zQaDF5dLAqGn27R/z3D2Ppq8b0+l+Jrof5HStZMp/dHHPQaMnyeionXxjZ9HBTuAdIUEfnKoitDXI/R0hyzhPsyItpK5Mmg//pfN3c/nBw+NF6zG7G+05a5uF5sbpcYGoaeb5+SGHL6eWtk7kZ5XyHSNtbYYx+uF9jYKX8qIZ2byrOwoRysuxfh5AACAqa71NeHQLwJHJppN7gsveMpqDczV2dCgefvWRIUWHufy0YMRJjBa6j8qXeN3KWho1PZGlMtvzUW9e/yu6Mz5PKsGE+ABgAhD6CecMDggHjssdncPV2Ln1gytqlovmxncmGdkGrl5Ql9vyEP1npjf/P4m3WsOfshUqM2+9+PM3l1su3dkKxO4ycwUz+iWqZa9ExG3WjN++p9MU1UiC5HZbFGXnaesu4BLwdP7mbpkhSniL7S6dMUkxgoAAACTz1nP9n8/MK0VBW3D+qezszpD7iIdPcwuvZLHPKxvMjCHgw0NRmrBeUXl/pata0dva32Fzbkl0k7t2wRD8Uvgi9axCS1XBABTGHrgJ5LQ3SnXbRe7u0avo8bcQ/LBffKh/cRD3DpVaxYEb/Q48o6/dlPTts0hs3drtaf6c+/YO99lqtfvAW4EZO/hTfhN3JgPKMvSyeOjR5oxr8e0a4f16d8wd4gZ78qqtXrpjHAn0iqq1EXL4o8WAAAAUoU6QLu/LgakrES0auXfCgpOh9uLqQrrS3IvhTAYtNJdkGL7QYv/bP3+w2ywKVI63vb3wEdLL0L3OwCchQR+wjCvV963hxl6yEfF1tNiS4gfIfnIwdH/a2hy2+7zjzx310DrrJDHydnkqPhfhy0d+2IJKXz3+8TcxdWLSwIPyJi6ZIX3mhu4FOqOuNVGaohJYkQkdnVY3ng5eDuXJPdNd6g180OdaLnn+ltIwGcYAABgyuJ04PuSqyXwyqR23o45cyItjkt0ttBvEjE9el1epnpnXBE4xr71tbBXYko/6/7A79pGzmRF548tQABIQxhCP2HEU42Rv8elxuN6+SxiI1/ZzOMWnGeXSdNVU++xhe0fr1bdGSF3F6xG6b2d2eudpl37Y4knpZYIagAAIABJREFUAYPnhcFB1z/dK544JvT3MsaMvAK1ptbIKyAipWahuW67eKKeuV0kSnpJqTqn0vZapIV/pWNHhO5OoyCwqCy3WD3X3ax2tovH64NPBAAAAFNX4x+EM2+HqLi+pHIbhb7nP4JnJnkNGm4KWz94pE2mfcYGveEpv5y89VWx5nMGC1XDp+0Ngft3Bs25ShbNXi3WNXyIUMEOIK0hgZ8wQnfoOVrDmMcjDA4Y9qzhLeLpU0SkDNp76hd3HlquKyEGzPtYqz0zvnzGVKwSERtwTFDI4+Wb96Wcf2GIxwTBu+4CWnfB8Abz1jeiHlBqbFCCEngfvahELyoJ+RAAAABMRc56dvSxwCzWVkrLvqsb2+YIx49G2NfIzYta6XayGXn5RCzyREJ9doW9irJr+ejl8dzt1LmTFW8IsWPw+PmKa2Uib3BLAJiekMBPGOaNYdFyt5vOJfCGW+jbVdS/e/ngmXLOw46kYpJeeFN//nW9TDz3LR9mlP5oCatdxxwOKi6NqeVA9HligjNV7k0AAADApNI9tPdh0fDvZhdNtPyHmimHlFVrpRP1xDkRDzn1T1m1LkGBhsfNZr1shtjWEraF1eYr1lN+leE46ner4tSzQvGGwCs6VwvrO+j3ZC1FVLJGckS/hgKA6QIJ/HgZHnbigUpLtTvLfJ694LQlr1uUw87I0oYsrj2ZPcczBw+ZXcdNXK+OfPDsWSfLz3+X3+D3E8Wi3etNaOX5kHPdQ4phsTeOBeEAAACmh8M/EoNruS39VylnoUpE+oyZ3rUXmHe+EzJ7V2sXqkuWJyLKaLR5CwWnI/Si9KLovuoGbrUS0YwrjaOPifqoWsPduwRXi2Er97uia3mFBVzilV9BDNV+AGAUJPDj5Tpm1Zzi4J7MQVpHtI6IRLPHnDEgZw4I4tnpSppqUgezlIEsQ4/1BTfZneWf2JYz5wS3ZQSMmuKSNLqKe4CxZ++hb3BHYeTHOhGd5+VHPxqmtQMAAEwDHe+x038NTExnXS5V3yEMnVs3XTn/QiMn1/Le26MH8XGLRVm9Tlm1bnRRoSTisqysWicdOyyeaSVjpFidXlzqueRKo+zsSjpyFpVdZjS/OPKUuUGnnhPmf3mkE14bolPPBvZklG+OOyRMgAdIb0jgx8t12BqwRfdaXF4L9RaO7YDmrP7ipR/kzz3CBJ2IjJw8ed8ewdFHuk6SbOTmGdk5Yk/XeOMOFv/voF5SZmTnhHxI6Os17flAPN3IBgdJlvTiMn1WBTEWci09Hy5JWnVN3EEAAADAlKL004EfBGaqliJa8wMLkd8wRm3hksHaheKZFqGrk3EycnL1mbO5LCcw2Oi4LKsLl2pza4W+XuZxe/LzjZJSvbA4oNnsm/wSeCJqeUmYd58unKuA1LRFVPynEtqreM78lLhPAQCpAwn8eLmO2ibqUNbc7qKlH+VXHiXh3B1cQRDbmkdaqIroHiJixATigUuS0MQOno/aIS8I3o2XhnxE3r/H/NZrTD93U9lD0kC9dKLesGcL4SvwqWsv4LbQFfgBAAAgbRz8D9Hb43eRwQRa+h3NnMu8wcXaRFEvn62Xz05YeGPDTWa9uJSI1DAd4Nnzec4i3j9qirvioOaXhNk3GUSkuajxj4FDEio/peNaHQAC4EthXAyVuU9EX0EkMsniya08mld9JKPojN8DguAbixWUSnPinDOB+efwvuxdL58ltjSHmCQfJuc/e0RJYgHrkzAiIr2gkBgTuwIL7HNJ9l5xTchfU+n4Ucsbr4TsaY+QvRMmwAMAAEwDZ/4hnHkzKFO90yhYFam+T3qYfZPef9Dv2vvYz8WSTdycx5u2CEq/X2NbOZ9xRfq/JgAQLyTw46IOkH3FoOuoVeuP+5W05PRklrRmz2zMmtlklBYJTie5BSKDiLgsG/mFYke7r2XojnCB6XnFYm8v6SoR1Qw6jIIiz6VX6uWzhK4Oyxsvix3tpOtEjEuiUTZT6OsJXQeeEzFimqYtWCw2nST3EONEjBkZmcon1qsrVjFdk/btMR09xDramaEb9iy9cq6yam3owfOcm99+PcI4+QhMO7api5b5ar0AAABA+lEd7OD/Dcze7VVUc3/YPoZ0UnYpHfkJV/r8OuGPPCpU3W2cfCqwG2PuZw2G63QACIIvhnEx5/HyfzlDRMoZk/LXBm9vjuLM9g7alUG75hkZWs8Yl6xDJrvTbO83ZTqtBZ32kjbJ4hpuIDid3g0bRx9ZOnmc2tsinJrpul5cqi5fRUQVFRWji58ahcWuO+8Z3Vhsbbb94ckwBzr7Xy6Ig198KPhxLkrqitXqitURghk50ZnWMS8Fx1RVaqj3rbYCAAAA6efQI4LS79cxIUi09NuaIE+LrmbBxKvvNg4/6pert/5d6HpfUAf9Wtpm8Bmbx3JTAxXsANIeEviJYSpVsqr3R17dLQLmdjHD4MLIPWk2OBihvY8wNBjjV7sQQ9E7sXcCCuMJ3eM6yDh3BwAAgJTVtVNofS2w+73qM3r2/GmRvfvMucVofU1wHPW7i6EE9X1Ufwbd7wAQGlaWTBGcDN1vQ8D/hqTrFNutVqZFPxpXwy5NF4fw69vFInAePgAAAKQFzUUHfhg4SjxrLq/+7LQYPD+MSbT4mzqLWPYnZxGfcdX0elkAIHZI4CfM6P7zuPeVZC75r4liiWEquMUa40ApI9MePQZ7diyHinaQrGgtIj1oRN0dAAAApqD6x0V3u98WJtKS/60L06+fOXs+n31z2Pw8YyZf9aPp+LIAQIzw9TBheGYmG+v0byM/cNF4Pb9APN0Yea/ZixbHeHtWnzWbRJH0SP3wekV1bAeLeKKZc6KcKOLSdGOLQWw5LZ5qFIYGuCTrxaV69TxuNkffDQAAABLCWc9OPRvYz1FxuzGtBs+PVvsFvbuODTYFXhVZCukTj+mm3Gn6sgBALJDATxi1dpH5gx1j2pXpFVUBm4yCIsOeJYSsG09ERJVFRe7CohhPwC1WZdlK0+5dYRtk2tXFS2M8WsQTWSKfKAKtcq5eVBzXLkJ/r/WVF4S2loAYvBdeqi5ZPoYYAAAAYGJxgw78X5H739u3lfOaz8cwWzBNiVZa92u94XdC+zY21Hw2jTcX8NU/06ylYz8sKtgBTAdI4CcMz8nV5lRJTQ2hHxVlpoecH87U+QuNrKDh64ypS88zffA+UzwhjpZp91xxbVzhaUuWm/Z+6FtYPphau4DLprgOGI5ywcViZ7vYfCr4IS7JJMvM7Qp+yMjL91x5XVwnEhz9tmeeZK4h/3MQ83gsr7/EFK+yck1cBwQAAIAJd/p5of9gYFfzoq/roiUp4aQKOZvXPqjXPkiuFtazhzGBF1/AZUwlBIBokMBPJK1mPmVmSkcOkT66GBvTi0vUJSuE9jb5RP3o9NWwZ2k184PHz/twW4aydoN07LDYfob42cSbC6JePnPWxZdzU3z5tnnbm+GydyKS936kLl9t5OTGdcyQuCS5bv6UqW67ac8u5jl394ExraLau+kybrZYtr0pHTk4HAwXJW3Jcu+GTfGOeze/+Wpg9k4jQ/TN7/5Dq6oxcvPG8VQAAABgXJQ+Vv8/gRXbyi4zCj+BUeJn2cq5rRyvBgDECgn8BNPKZmplM1l/n9jdSYbB7Vl6cSkJAhEZpTO8JWXC0KBZ0zhxr8nMbRmRj8bNZnXxcq12EXM6mKZyk4ln58ypqo73a15w9IuNoYcG+DBdlw7sVTZsivPAYYiicv6Fypr1QscZcXCAyya9uGT4ybqvvJ5dfIWpuyuD0QAnraiEy3Lk4wUTnA6p8USkFrouH9jrveDisT0DAAAAGL+j/y2oA35b5Exa8FWUWAcAGCMk8JOC5+RqIXuzGTMy7WS1EufcE2JsfOijyTLPL/D9e2yzm4TW01HbSK3NyhgOHYEoGmXlIX+iudlizKkUsrONvj4esbRe2GO3Nkdv0xL9WQMAAMAkcRxhLS8H1q6ruV83F6DDGQBgjLCM3LQguN1R27AY2qSOWKKdWs8IAAAgnXCDDvxQ5P438rNr+ewb0f0OADB2SOCnkjEXFzXM0QvFcMtUKiZjxBAtt1oTEAkAAAAEa35RcBzxr13HaOH/p7PAGfEwMVCCHmCaQAI/dkzXxDOtQk+3MOAkPumDwcbzvWzMKI/aRi+bOebjJ55RFsszit4GAAAAJpw2RMd+HniRWX6VkbsEg+cBAMYFc+DHgrnd5vfelg7tY5pmysolIi6b9PJZelUNFyblnsg476oaufn6zNkhl3Y7SxQnZB34hDFycvVZFeLpxrAtBEFdtCyBEQEAAMBZx38tenv8ut/lTKr9EgbPAwCMF3rg4yY4HRm//5W8bzfTRtaKY6oiNZ6QP9jBtJCLvY/LhIyJ8lx6FbecG1IedPvbu+5CI69g/GdJJM+lV0YYJK+su9AoCL0+HwAAAEyeoWbWtCXwCnPu53RzHrrfAQDGCwl8nDi3/O1Z5ugP+aDgdEiHDyQ4ohgZ+QXu2z5tFBQRjSyWTkRckr2bLlfWrE9WYGNm5OW7b/u07ntGo3BJ9m68zLt2Q1KiAgAAmOaOPCoa/t0ZmXP47JvR/Q4AMAEwhD4+UmOD2N4WoYHYfkarHoq6wHvsJrAkiV5YNHT356WTx20dZ9iAk5nM7rx8pWbB1C32phcUue7+vNR4QjzVyAacJJv04hJt/iJutSU7NAAAgOmo+wPW8R4L2Dj/K4aQ1pecTFXFllNCTzdTlIydb+vFZeqipXpJWcICiPFyUd63x7R7F3M6yDDIZNLLyr0XX25kh1r5OHmYpkmH90snjjFHP4kiLyhUaxdqFdXEAj9XANNTWn+bTgKp8US0Jlzs7tJmTUwCP/EFRRnTqmrYilWyLBOR2tvLjSl+R5wxrXKuVjk32XEAAABMd9ygIz8OrDJfuNYoOn+KX2xEJHS2y4f2MfXsqAPB2Se0tcp7P1SXnue5+AoSU6LsvqAott/9gvX3jWxya1LDManhuLL+Qu/aC5IXmh+xs8Pytz8Lo+PsOCMd2q/PqXRffePU7XMCmEAYQh8f5nREb+R2Tci5sBwIAAAATCEtLwvO437dpEyk+V/WkxVPAgg93ab9e4az99Hkfbstb72W+JBCsj75c7/sfQQ3bd8m79uT6IBCYY5+65+fEkLFKTadtD3/B5rq3U4AEwEJfHx4LLdRJ6IQPbJ3AAAAmEJ0Nx37eeBl0uwbDXtVUsJJCM7lowcjZJXygb1CW2siIwodxu46wRm6fpOP+e3XExZMBOb3tjK3O9yjQlurvD8lbjQAJBcS+PgYefnR22RkJiASAAAAgNRx8mnR0+W3Rc6kms+lc5cpczjY0GCkFpybDu9PVDhhmT7+iCjEIkTDmKbKx48kLJ7QMaiKdCxKDKZUrRUNkEiYAx8ffd4CqttOPOxXIBdEozCwLnpUzDUknW4SenvI6yFRrMqyq5pXq56Hch0AAACQ+pQ+dvLpwG6hqs/qcnY6Lx0nDDqjt+lsn+wwog7bZM4BIr9FiIIJTSdp7vyJCypuQm8P07XIbVjHpL+YAKkPCXx89MJiddFS+cDHgQ/ws1+LelUNyaa4jim2nJaOHmTnxl/V9PRRJ0kn6rWqGs81N3JZnoC4AQAAACbNsV8Imn8JIGspr7g1nbN3IoqacBIRKcrkBxIF49HHQTCvNwGRRKIoNHJBHRrTNdL1FKkLCJAsGEIfN++lV2k1QXcoGRExbXalNqcyrqMJHWfkwwdGsnfnSN0OqeGY5ZW/jitWAAAAgEk2eIqdfiHwkrL2i4ZgSvMEnpss0dtk2hMQSRRS9N4gnpWdgEAiBZCRSVFGCRC32pC9AyCBjxsXRfd1N7uvu0WbU8XNFiLiJrNeXKqsWqvNWxDfoHfO5frDw3OSRmfvPtLxo2LTyQkKHAAAAGDi1T8mcv9K8zkLeNll6Tz73cfIy4+WcpI+O/llifXi0qht1MUrEhBJBEZuHrdnRW6jzZqTkFgAUhqG0I+RVlOr1dQSkaexccwHEfr7mCdssU0f+eghPc5efQAAAIDE6NvP2rcFJrG1X9KjJbbpgJvNeukM8UxL2AZWq7JoaSJDCsmz6bKM3/4iQgMjv8DIzU1YPKExpqxcY976RoQG6qq1CQwIIEUhgQ8hIyMj9sZmszne4wuCwDk3m83k9QxvDO5+95H7e8V44omFeG70kc1m4+EL8k0qQRCIyGq1JjcAIpIkKa53fGKJosg5T24Avn8k/b2wWq1GktZ3TZEPAwDAVFT/uBhQ3rzofCN/ZZoPnh+m1i4QnP2ha9GLoufKG8hqm9QAYll42CgsVletlT98P+SjXJLcN9850XGNhbJitXi6SWo4FvJR74aNeklZgkMCSEFI4EOwWKLPaBomSXG/huwczs8WFQmXvRMR07W44okxAN8/xnD3YWIlPQAiEkVxwl/h2Pnei6QHQCnwXphM8VV/nAzJ/TAAAEw5nTuEno/8utqZSLVfSv/B8yNkk7L6fKn+sHimlUbVitOLSjyXXmmUlScxtNE8F12q27PN777FNL/Ce0Z+ofuWu4zM1FgCWRDc191sqnvP9FEdG1X8j2dley+8RK1dmMTQAFIHEvgQenp6Ym88NDQU7/F9XZ0ej0cUBDli9k5EqjXDGU88scjOzpZlmYj6+vqS1ecpy3J2dnZ/f7+u69FbTwJJknJycojI6/UODAwkJQYiys7O5pw7ndHXoZkkWVlZvsw56e+Fw+HQtBjK+U5aABTqw1BQUJCUkAAAUh83qP6xwGpKMzZze9V06X734bKsLlqqza0V+nqY1+PJyzVKyvSikmTHFUg9b7W6fKV85IDY1MgUL8/JVZYsN/ILkx2XP1FUzr9IXblWbG4SHP1cEIzCIr20HLXrAIYhgU8mI6+gZihK5hZvWXsAAACABGh7XXAe9+t+F2SquTc594KTjpvNvgHeagxj2pNGENSFS9WFyZ+WHxk3m7XqecmOAiBFoQp9MnFZVpeeF6lBpl1bvCxh8QAAAADEwtDo2C8DLyNn32RYy6ZX9zsAQIKhBz6ZKioqvDPLhY4zYmtz8KNcNrmuu5nLyZ8YDAAAADBa898EV4tf97tko+rPTqfZ7wAAyYAEPml8VUO5JLtv/Sf5/XdNez5gXu/ZxxjTKqq9my4zcvOTGSIAAABAEENhJ34TOCe58i7DlBO2+505HfL+vVLLKXK7yWzWZ8xUlyyPfp1jGOYd2+Qjh8g1SJxzi1WvqFY2XW5MUt1Tw5APHxA7zmi6TkRMEEz2LG3ZSiNanVemqmLLaaG3m7zejJ1b9eJSdfGyWFZfH6dYStADQJpBAp8cNTU1w7WyuCgq6zeqay8Q2tuEwQEum/SSUm7DWlYAAACQihq3ME+n3xZTDq+4I+zsd/njj8xvv8H0kUqlYmuz6a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)
- Cambiar los límites de los ejes X e Y haciendo un zoom en la región de interés pero sin eliminar puntos. Esto lo conseguimos con
coord_cartesian()
.
p + geom_smooth(color = "purple")
p + geom_smooth(color = "purple") + coord_cartesian(xlim = c(4, 5.7), ylim = c(1.5, 5))
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABUAAAALqCAIAAAB7RGlqAAAACXBIWXMAAB2HAAAdhwGP5fFlAAAgAElEQVR4nOzdd2DkdZ3/8c+3Tc3MJJPeN9tD7wJKFQuo2A4BPfuh4p3YTw/0kAM8xMPzxDvP46z3k6LiKcUDpSNLX8oCW7PZ1M2mT5Jp35nv9/v7Y5ZsMj3ZZEryfPy1+23zTjLt9f00ybIsAQAAAAAASptc7AIAAAAAAEBuBHgAAAAAAMoAAR4AAAAAgDJAgAcAAAAAoAwQ4AEAAAAAKAMEeAAAAAAAygABHgAAAACAMkCABwAAAACgDBDgAQAAAAAoAwR4AAAAAADKAAEeAAAAAIAyQIAHAAAAAKAMEOABAAAAACgDBHgAAAAAAMoAAR4AAAAAgDJAgAcAAAAAoAwQ4AEAAAAAKAMEeAAAAAAAygABHgAAAACAMkCABwAAAACgDBDgAQAAAAAoAwR4AAAAAADKAAEeAAAAAIAyQIAHAAAAAKAMEOABAAAAACgDBHgAAAAAAMoAAR4AAAAAgDJAgAcAAAAAoAyoxS6gFE1OTi7r9V0ul2makUhkWR8lC6fTqaqqECIYDJqmWZQaFEVxuVxFL0AIEYvFivu3EEKEw+EiFlAiT4ZQKGQYRlEKkGXZ7XYLIeLxeNLforKysiglAchTIBCwLCufIx0Oh6ZpQogivtvMstvtqqoGg8HiliGEqKiokCTJsqyZmZli1yLcbnc8Ho9Go8UtY/Ybgq7rJVJMKTxpS/8VZLPZEn84YGUjwKcRj8eX9fqSJEmStNyPkoUsy4qiCCHi8XixMpskSYqiGIZRxM+A2V9Ccf8WlmUVsYDEH0IIUfS/hWEYxfo9qKpaCk8GAIsQj8fzDPDi9bd90zSL/kq32+2yLBe9DCGEoiiSJJXC7yRRTCm8D89+Morl/06YZzFF/Iicq8RfQbN/NWBlows9AAAAAABlgAAPAAAAAEAZIMADAAAAAFAGCPAAAAAAAJQBAjwAAACA8rZjiEnssCowCz0AAACAcqXr4voHqk1LnLyh2KUAy48ADwAAAKBc3fCgPxyTil0FUCB0oQcAAABQlrZ0O2Z0Eg1WEZ7uAAAAAMrSo7tdxS4BKCgCPAAAAICyNB2l8zxWFwI8AAAAAABlgAAPAAAAoCypLB6HVYYADwAAAKAsrfHHil0CUFAEeAAAAABl6YMnTEmMgsdqQoAHAAAAUJYcNnHhUTPFrgIoHLXYBQAAAADAIr1xbcTrMLfsdQvBgHisfAR4AAAAAGXs6Cb9pA5JCE+xCwGWHV3oAQAAAAAoA7TAAwCAQrvjjjt+9atfpd31ox/9qLm5ucD1AABQFmiBBwAAhTY0NFTsEgAAKD+0wAMAgEJLBPibbrqptbU1aZfdbi9GRQBKQkiXnupxbh+yjYdkRRL1nvhxLfpxzRGFZkdACEGABwAAhZcI8K2trQ6Ho9i1ACgV3WPa/zzrmYkeCuuTYdvOYdsTex0fPWXK5zSLWBtQIriXBQAACkrX9fHx8crKStI7gFnD08pPn/LOTe+z+ifVnzzli5tS4asCSg0BHgAAFNSBAwcsy2poaCh2IQBKyH3b3dF4xog+NKVs2cstP4Au9AAAoLAS/ecrKyvvvPPORx555MCBAzU1NR0dHe9///vXrl2b9pRQKNTT05O6va6uTlXz+jIjywcbLRRFsSxrsbUvDVmWJUnKs/ICKJ1iZFkueiWKopRaMbMlFdFyv4IiMWn7AVv2Y14adJy7OSYyvIJmKwRWtpJ4swYAAKtHIsA/9dRTTz31lKqqXq+3v7+/v79/y5YtH//4xy+88MLUU3bu3HnZZZelbn/wwQd9Pt+CHr2iomJxZS+5ysrKYpdwkCRJJVKM3W4vnVkMS6cYj8dT7BIOWaZX0L5RYeQa4T40pfgqK2fb6JOetLFYbDkKA0oNAR4AABRUIsBXVFRcccUVJ510kqqqwWDw9ttv/8Mf/vDTn/70iCOOWL9+fbFrBFBQejz3MXFTWKaQaGjH6kaABwAABXXeeeedeOKJbW1tNTU1iS1ut/uTn/zkxMTEY4899utf//rKK69MOqWysvK8885LvZRpmtFoNJ8HVVU10Q85FouZZpHnslZVVZZlXdeLW4Z4fdE+y7JKoRibzWaaZjyeR5JbTrIsa5omhDAMo0SKKZEn7bK+glyqJESOLvQehxWL6aKUXkFA4RHgAawW3d3dHR0dxa4CgOjo6Ej7Ynzb29722GOP7d27N+0pN9xwQ+r2sbGx6enpfB60oqIiET9CoVDRu9q63W6bzZZn5cvKZrNJkmRZVikU4/f7dV0PBoPFLUPTtMS4jNIpJhgMFv1WwnK/ghxCVLurxoLZRvtvrNUTT9S0r6DSGfIALCv6oAAAgJJQX18vhBgfHy/6JHMACu/sDeEse2VZnLkuVLBigJJFgAewKnR3dxe7BABCCBEKhe6+++577703NaWPjo4KIdra2iSJ1Z6BVeeU9siJrelHxEhCvPeYmQavUeCSgBJEF3oAAFA4Tqfz17/+dSAQaGhoOPHEE+fuevjhh4UQmzZtKlJpAIpJEuIDJ0y3VsYe3OWajh5qZWzwxt95ZHBjHZPMA0IQ4AGsBjS/A6VDkqR3vOMdt9566/e///2vfOUrxx57rBAiEonceeedf/rTnzwez6WXXlrsGgEUhyTE6Wsjp66J9E2q4yFFkUW9J17voeEdOIQADwAACuqiiy4Kh8P/+7//+81vftPj8TidzpGREcuyPB7Pl770pRJZkBxAsciyaPfH2/1FnrcPKE0EeAArHM3vQKlRFOXjH//4UUcddc899+zZs2dqamrDhg0bN268+OKLE7N/AwCAtAjwAACgCE4++eSTTz652FUAAFBOCPAAVjKa3wEAKIpdw9pzvY6+STUalzx2c31t7PSOSLWbAe3AYSHAAwAAAFgyhindsbXixQH77JaZqLx/St3S7XjP0cE3rIkUsTag3LEOPIAVi+Z3AAAK7zcvzkvvswxT+t1LFdsG0+wCkCcCPAAAAICl0TOubu3LGNEtIe7a5jbMQlYErCgEeAArE83vAAAU3ov9ORrYAxF575hWmGKAlYcAD2AFIr0DAFAUB2Zyz7F1YJp5uIBFIsADAAAAWBoxQ8p5jB4vQCHAykSAB7DS0PwOAECxeOy5F4rzORkEDywSAR4AAADA0thUF8t+gCSJDbU5jgGQCQEewIpC8zsAAEV0Qms0ewP7ia0Rr4MWeGCRCPAAAAAAloamWB8+ecqmWmn3tlTGLzw6WOCSgJWEAA9g5aD5HQCAomurin/+rMlNdfrc6ew0xTpzXfjyNwUcGbI9gHywhAMAAACApVRbYXzytKlARO6fUCNxyesw2/1xm0J0Bw4XAR7ACkHzOwAAJcXnMH2NerGrAFYUutADAAAAAFAGCPAAVgKa3wEAALDiEeABlD3SOwAAAFYDAjwAAAAAAGWAAA+gvNH8DgAAgFWCAA8AAAAAQBkgwAMoYzS/AwAAYPUgwAMAAAAAUAbUYhdQijwez7JeX1EURVGW+1GyF5D4R0VFhWVZRalBlmUhhNvtLlYBkiQl/qGqatH/FkUsQFUPvgkU8W+ReDK4XK6FFrBr1y6Hw7GgU9L+qmefDJqmFfFvAQAAAGRHgE9jNt8uk0RaWO5HyVmAeD04FbEGRVGKHuBlWS7636LoBYgS+FsstICdO3cu4gmc9lc9+0uQJKmIfwsAAAAgOwJ8GpOTk8t6fZ/PZ5rm9PT0sj5K9gI0TRNCTE1NmaZZlBo0TfP5fFNTU4ZhFKUAVVUrKyuFELquF/dvYVnW1NRUsQrwer02m00IUfS/xfT0dDwez/+sUCi0iMdK++rO8mSoqalZxKMAAAAAy4EAD6DMdI1q23b0zEQdQogKu9VcGa9xF+fWAwAAAFBIBHgAZWMmKt++1bNrWKuztIObpsWeUa3BEz+pLWpXizMEAAAAACgMZqEHUB5ihnTLFu+uYa3O2p60a2hafWKv07SkohQGAAAAFAYBHkB5eGyPc/9Uxk5DE2F59whdigAAALCSEeABlIdneuxCiNTm91k941qmXQAAAMAKQIAHUAZCujwRVrKkdyHEdFSOGfSiBwAAwIpFgAdQBsKxvJJ5jNnoAQAAsHIR4AGUAbfNzN78LoSQhLAzCh4AAAArFwEeQBlwaJbPYWY/psplKjIryQEAAGDFIsADKAPd3d3ra2PZj1lXoxemGAAAAKAoCPAASl13d7cQor0q1uyLZzqmpTLeWpVxLwAAALACEOABlAdJEqe0RzbVxRRpXj95RbI21+mntEWYgB4AAAArGzM+AShpieb3BFkSRzVGN9TqQ1PKTFQWQlQ4zAaPYVcZ+g4AAICVjwAPoMzYVavdT295AAAArDp0oQdQuuY2vwMAAACrHAEeQIkivQMAAABzEeABlCU9Lukm89YBAABgFWEMPIBSlKn5fTwkb+13TIXlxLR1khBep3lia6TKaRayPAAAAKDwaIEHUHIypfedB7RHdrsCr6d3IYQlRCAsP7zLtXtEK1h5AAAAQFEQ4AGUh5Fp5ZUhe9r14iwhXh60j4WUQtcEAAAAFBABHkBpydT8/ny/PfuJz/XmOAAAAAAoawR4AGXANEVQz/F+FYzKVtoGegAAAGBFIMADKCGZmt8DkdxvVpYQ01He0wAAALBi8WUXQKnIsvC7KfJaMc6gBR4AAAArFwEeQBnwOfJaJc5nZzE5AAAArFisAw+gJHR1dc3970xU7ptUA2HZMIVTs+o9hl21ovFs7fBOzZIz3ZM0pYkHvVVvnlq6egEAAIBCI8ADKL7t27fP/tuyxLb99j0j2tzu8N3jmkPN0T/+mKZo+h2GNPCj+sBj3vBO55rvComORwAAAChPfJMFUFpe6Lfvnp/eEyJxSZEyZviO6lhLZTx1uxmT+r7XGHjMK4SYfMz72k2sFQ8AAIByRQs8gCLr6upyuVyJf48Gle5xLdORhiV57WY0LkWNQ33p7Yp1THO0rSpdeo9Ifd9tDm5zzW7Z92tZrbA2Xc5QeQAAAJQfAjyAYuru7pbnjFzflzm9J0xH5fOPCApLjIUUIUS123Cmaa0XQghjRun9dnN4jyNp+56fKQ1nW75OJqwHAABAmSHAAyghk6Ec43osISbDSqM33mJL0+Q+Kx5Qe69rjvTYk7ZLijj6HwzSOwAAAMoRAR5A0aQu/K5nnWf+9WNyHBAb0XqubdGHkhvzJdU6/lqz8Tz6zwMAAKAsMYkdgOJITe9CCHuG/vBzObL2so8O2Lq/2Zomvduslq8Mkt4BAABQvgjwAEpIjcvIfoAsCX/mYyL77PuubomPJ/ctkh1m+5X9nhOCh18hAAAAUCwEeABFkLb5XQjRUROTsnaib6uKaUr6VvrQTmfPNa3GVHJ6VzxG+9X9riPCi6oUAAAAKBUEeACFlim9CyG8DvPohmimvR67eVSjnnZX8FVn7/XNRjD5PU2tjK+5ut+5LrK4UgEAAIDSwSR2AErLhrqYTbW2DdrnLvYuCdHkix/fErWraZrfp5+tGPh+oxlLbrvXamPt3+y3NcSWt2IAAACgIAjwAAoqS/P7rHZ/vKXSGJpSJiOyaUoum1lXYXgc6eefC/zFM/jvDZaRnN7tzXrbN/q16lxz1gMAAABlggAPoHDySe8Jimw1V8abcx028afKoZ/WWSnR3tERbbuqX/XmmBIPAAAAKCMEeADlauwP/gO31oiUPvXO9ZG2KweUCtI7AKxSo0Fly15H16gW1GWHZrVWxk9pj3RUr+oRVZawHph67o6xh7aF94bMSKNWfZbnuE/UvqNRq16mR3x8+qVbxx94Ibg7aIZr1cozPcd9ovaCNlt99rMCRvCXo/fdH3imLzasCmWzs+09lWe8t+pMVVKWqU6gvBDgARRI/s3v+Ri+vXr0d2m+c1QcE2r5yoDsyL2ePABgRXpir+PeVyvir3fOmoqI4Wnl+T77yW2R9x87I6/KGZxDZuQz+276v8BTs1uGYuMvhHbfMnL399uueE/VGUv7cLoZ+3zfD347/sjch9sW3vvfI3d/p/XyD1W/JdOJzwS3f6L7hgOx8dktvfqBPwWe/e/Re37eceXy3WsAysiqfA8DUHBLmd4tceCXdWnTu+fEYOvXBjOld0uIkJ51kToAQJnb2mf/w7ZD6X2uZ3sdd71SUfCKSsKn9/3L3PQ+K2hGLu+56bHpl5b24b7U98O56X1W1Ip9sffmeya3pD2rKzpwSde35qb3WVuDuy7ec7VuMa8NQIAHsPyWMr2b0uB/NozdU5m6p/LMqdavDEpa8rc2S4i+SfXRPc7fv1zxrf+rvvLumh8/4ds2aF+ykgAApSFmSve86s5ywJP7HPunVl3/04emt94XeDrT3rhl/EP/j63UAWmL9Xxw5x3jD2XaawnrqoFbYumi+HWDv5w2QplO3B7p+enIvUtTIlDOCPAAyoYVl/q/3zD5sDd1V9VbJhs/OySU5O8fpiWe3ud4pscxGlRMSwgh4qboGtX+51nP/3vWY6Sf2B4AUJb2DGsz0Wxfbi1LvDiw6m7g3jn+aPYDdkX6toX2LtnDTeR4uEF99MmZV5M2ThuhP009e5hXBlaDVXcPEkCBLVXzuxmV+r/XNPNCmqaVmveM131wNO1ZLw3YBwLp3+heHrR77Oa7jwkuSXkAisLhcOR5pKoefCuw2+2z/y4WVVUlSXI6ncUtY1aJFCNJkqqqh1PJWFjLecxI0OZ0Zrt9qygHJ0s7zGKWhCzLQgi73a5puX+0THbpfTmP6TL3v8F5VJYD8n8F7db7cz+cMfg256lzt2yf6dXNHLMM7oj0JP4iaV9B8uqc3gCrDwEewDJasvQekfq+2xzc5krdVf3ujOl9Oip3j2X7xvPkPucZ6yN1aVr0AZQHh8OR57d2STo4BYbdXvwG2EQxLlea97SiVCJJUokUo2na4dxesZTcE53ETSXPH/Ywi1lC+d+oSiti6TmPiStm9l9L/q+giMg9239MTn44M5r7bxc1YzanXZWUtK+geJwR8lgVSuJdCcCKtFTp3ZhReq9vDnclf32RZFH/sWH/2ycznbg/kNKlfj7TEq/st53rXdULCwFlbXJy0rLyGrtbUVGRSEFTU1OxWJFf9W6322azTUxMFLcMIUR1dbUkSaZpjo+nmTmswPx+fzQaDQYX3zFKMx1C5Jimzq1Gx8ams11E03w+nxAiHA4fTjFLIlFMIBA4nHRaK1fuED3Zj/HqjrGxsSwH5P8KqhG574v74s6kh3NFc6eSOq0qMD4pMryCDrOfAlAu6GoCoKTFJ9V9V7empnchW02fHcqS3oUQ2UdCJozOsK4sAKwQG2pz35pZX5u7OXqFOctzbPYDbJJ6ekW2/vMLcrb3+OwHyJJ8lue4pI0d9sacS8SfnXIWsAoR4AEsiyVpfo+Nqvv+sSXaZ0vaLqlWyxf2+86cyn66mUezHPPYAcCKUe02jmmKZjnA7zKOa151Af7D1W+rUj1ZDvh4zQUeZcnGUFzkPzv7gu0f8J/ToPlTt3++/q+ynKVKyt/Wv+9wiwPKHwEewNJbmvQ+rPVc06oPJad32W61/v2g99SZnFdw23In+Go3CR4AVo73HjtT7zHS7nJo1odPmVbkJVsvrVz4Ve+P279ik9L3UX+D+4hvNH90CR/OJTt+0vF1l5x+3P7RzrXXN1+WdtdfV7/1Iv85aXdJQvrnlk93OtqXrEqgbBHgASyN7jHtrm3unz3t/fnT3pcH7WPBw+qaHu2zdX+jVT+QPJhNdpptV/ZXHJfXoMQGb+4Rg50Nq64pBgBWMLfN+tszJ0/riMwN6pIQm+v1z5812exbpfOcneM94b5NN51aceTcjW7Z8YWGi3634XqHlHyv/DCd7N78wKZ/TepL75Bsn6q98J6N3/EqaRaUEULIkvzv7V+8vuWyGtU3d3uns/2O9dd8rOb8pS0SKFNMYgfgcAV1+bbnK3YNH/z4r7O2jwpt94jW6I2f1Bq1qQtu64jsdfRc32xMJ98CUDxG25UDznWRPK9T5TIbvfH9Uxnf6I5qjDZ647wTAsBK4lCt9x4zc35nsGdCm4rITs1srYr7HKu9v9XRzrV3b7ihRx96OdQVNCONWvXJ7s2Z2skP3wZHy2/W/VO/PvJiaPe0GarX/Ke4OiuUHMvySUL6VO2FH6+5YGtoV090SJXUTkf7ZmebJHLPUQ+sEnxtBXBYYoZ0yxbv4OtrrddZ22d37Z9Sn+iWz1oflqUFZPjQDmfvPzeb4eT+QWplvP2b/fbWhTWYn9QafXyvPJlyNSFES2X8A8fn7ocPAChHDs3aVEcfq2TttoZ2W0PBHq7FVttiq13oWZqkvsF9xBvcRyxHSUC5I8ADOCyP7XGmTe8J4yF5z4i6sS7fFZuCL7v7vtuUuhisVhNv/8d+28K7u9tU6+wN4Z0HtL1jWjR+8LIVdvONHZGzN4RX4UhIAAAAlC8CPIDD8kzvwd53qek9Yd+4lmeAn9la0XdTgxVLSe91sfZv9tvqF7lusyJZRzTonfX6jC776iZdNqumwqArHgAAAMoOAR7A4s1E5YlQjrkwp6NyzJS0XG3dk497+m+uE2Zysra36u3f7FcrD3faIUkSHrvZ7l+l0xcBALA4Y/Gpn4/+8eGZF/r1EYds2+xoe1/lWe/0nSZLTIYNFAEBHsDihV9vLc/U/J4Qiwst6wS3Yw+7+m/2paZ3x9pI+1UDSoYFgQAAwLJ6eGrrZ3puGo9PzW7pCg/cO/HkGyuO/mnH1/2qt4i1AasTd84ALJ7bZopc6V0Swp68GNw8Y3+s7PqXytT07tocWXN1P+kdAICieDnU9ZG9189N77OemNn213uvNazVPrc/UHgEeACL57JZG+yvZj+mymUqmWehH/uDf/9Pa0TKfveR4bYr+2Qn3wwAACiOqwd/GrEyTh/7bHDHbyYeLmQ9AAQBHsBhWluTY265tTUZP/uHb68+8Kua1O2ek4OtV/bLDqaIBwCgOPbHxp6Y3pb9mDsnHi1MMQBmEeABLF53d3eHP9bozTgzXIsv3laVbq8lhn5ZO/q76tQ93tOnW740KGukdwAAimZnuNdK7SA33/ZwT2GKATCLAA9gkbq7u4UQkiROXRPdUBtT5o9hVyRrc13s5PZI6oJtlin2/3fd+D1VqdesOneq5YohSSG9AwBQTGErKoQQWTN8yIwUphgAs5iFHsBiJNJ7gixZxzRFN9bqQ9PqdEQWQngdZoM3blfTfeqb0v4f108+nGbe2qq3TDZ8cpj7igAAFF2Dlugll3of/pAmLc04OADLigAPYMHmpvdZDs1a488xHt4ypIGbG6a2eFJ31b53ovbSkaWpDwAAHJ6jnWv9infcSDMF/ayzPMcVrB4ACTR1AViYtOk9H1Zc6v/XxrTpvfGimfoPjR1eXQAAYMmokvLZ+vdkOcAuaZ+uu7Bg9QBIIMADKARLl/pubJp+piJ5hyQaPzra+vFsN/gBAEDh/W3d+97mOyXtLkWSf9D+hTZbfYFLAkCAB7AAieZ3yxJxM9uguCRmROr9TvPMi+7kHZJo+NhI9bsmF1GJaUmmtYAaAADAgqiS8vOOK69q+kilOu/++zGudf+7/tvvqzqzWIUBqxlj4AHka0/Xvq5RrXdcm4rKlhA2xar3GBvr9EqnmeWssTF18DvNyj578g7ZavrMgcqzpxZ0JzEck3YN2wYDaigmCSFcNqvZF99YqztYdg4AgKWmSsoX6i+6vO49r5o9+41xu6ytFQ1r1cZi1wWsXgR4AHl5dee+v+x1TkcPhW3dkPom1f6AemxTdF1N+unrdvbYZ/610TloS94hW7WfHq48e2E954enlad7HLpxqOE9pEu7R7TecfXUjkiN21jQ1QAAQD7sknam7ziHwyGECAQCsViOOWsBLB+60APIrWtv95bueel9lmWJlwbsg4E0dwN7++yhf2lKTe+WYvW/b2Jbc8xaSKt5MCo/uW9eep8VNaQtex0hnR71AAAAWMkI8ABy6O7u7hnXApGMbxeWENsGbUlhPDahTnyn2X5ASzrYVEX/RRPTmyITYblvcgGdgLYfsGUZeB8zpe0HUtr5AQAAgBWEAA8gt4F0Dexzzejy1JyEHx9Xu69u0YaTzzJtVt/FYzPrIon/pm23T8uyxGBAyX7MYEBdUJM+AAAAUF4I8ACySUw7Px3N3Tt9+vUAr4+o+77VGh9Kbg83bVbfJWOhNdHUU3KKxKVYrnnvdUNK28EeAAAAWBlW4CR2Dz/88P33379v3z673d7R0XHJJZds3ry52EUBZSmR3oUQIo8F2xKt3/oBrfefWvWR5PcWw2H2XToebtLnnZJ3JZbIK5mbtMADAABg5VpRAd4wjBtvvPHJJ58UQng8nnA4vHXr1hdeeOGKK65485vfXOzqgDJzKL0L4dTMUCxHD3aXzdSHbPu+1RIfT0nvLrP30rFIQ/Kkta7kgfMZOVRLlqzsC78rkuVQSfAAAABYsVZUgL/99tuffPLJurq6r3/96+vWrRNC3HPPPbfccst//ud/HnvssTU1NcUuECtTSJde7Lf3TGghXaqwW2uqY8c1R+1lniTnpnchRKM3PhbKFuDtquWeVPddmya9x11G34fGInXx1LMavWk2piVLVl2FMTSd7S2rwWtI9KAHAADAyrVyAnw0Gr333nsVRbnuuusaGhoSG9/1rne99tprTzzxxJYtWy688MLiVogV6fk++x9erojEpblb/u8110XHzRzZqGc5sZQlpXchxNra+J4RWyTzCPPNhtX7rZZ4yqR08Qqj90Pj0Zo0Qd1ls9b48w3wQogjGvQD0xnvi0iS2Fxfrr9wAAAAIB8rZxK7Rx55ZGZm5uSTT55N7wmXXXbZd77znRNPPLFYhWEFe77P/uutnrnpPSGky//zrPe1lFncykJqehdCaLLlrzAyneIcVY2bG1LTu1oZj10+HK1J7jkvhLAp1ukdYUVeQD+FKpd5fEv6yfQkSZzYEjFnwmQAACAASURBVKl0mvlfDQAAACg7K6cF/umnnxZCnHrqqUnb/X6/3+8vRkVY4UK6dNe2ikwB1LTE/75UsaF2QlPKuy99wmhQybTkm2NIa72t2ggl3w201cbb/rHPVh+rGVd3DtumowcPUCSrtSp+ZIPu0Bb8m+mojnkd5mtDtpGZg79WSYg6j3FkQ7TKRXoHAADACrdyAnx/f78Qora2dt++fY8//viuXbsURVm7du1b3/rWpDZ5YEls228Px7INuQ5E5B0HtKObyqlfd9rmdyHEvjEt7XbHkNZ2W7WSOb0LIdr98XZ/PBSTwrqsKpbHbsnS4m9qVLuNM9aFY4Y0E5WEEBV2a2XcIgEAAAByWjkBfmpqSgixc+fOO+64Ixo9uND01q1b77nnnssvv/ycc85JPeWaa665++67kzaee+65N95443JXK4Sw2+0FeJTsit43oaqqqrgFCCHsdvvi/hajO3IfMxb15jN5YinMsFhVVbV9+/aKioq0eycjaTY6B22tt/mVlLXcHU3xzTeM2WrsQhz6xaa/7hwul2sh9YrFPXWy/6oX/WQAAAAACmDlBPhEaP/lL3955JFHfvjDH+7o6BgfH7/77rv/+Mc/3nzzzRs2bGhpaSl2jVhRQnm0rAfLp/V9+/btWfbqKePfnfu1tOnd2RLf9O1RWw0d2gEAAIAltnICvCRJQoj29vbrrrtOURQhRHNz82c+85lgMPjoo4/eeuutf//3f590SlVVVXNzc9JGv99vGBkn61oSsiwLIUyzaAlHluXEr2u5f9IsJEmSZdk0TcsqTv/nRAFCCMuyFve3cNtlIXKsWuaxW4aR7eIl8mTYvn179hrsqhTWD/2wzj5b2x3VcsqMcs622MbrR9UqY0E/kCRJkiRZllWAJ0Pa53yWJ0PizQQAAAAoBSsnwDscjpmZmQsuuCDpC/fb3/72Rx99dM+ePamnXHHFFVdccUXq9tHR0eWqUgghhM/nM01zenp6WR8lewGapgkhAoFAsaKjpmk+ny8QCBTrJoKqqpWVlUIIXdcX97doctuF8GQ/psE1NTGRZg72WT6fz7KsxACQwzQyo+yfUvW4qHSa7dVxLb8J3r1eb1dXlxAiEonMfTJE49J4SNHjkk21ql1Gtcs2GTo4DN7ZZ2u7vVrWk9O7rVlvvao/Zo/HQgurXJZll8sVDocL8GycmJhI3ZjlyVAKoxsAAACAhJUT4Ovq6mZmZlLnq6urqxNCjIyMWJaVaHYGlsSRjXql05wMZ1yLsd5jrE+3gtqS6xlX73qlom/i0MvZoVlnrAufuyGk5FopcufOnao6730gEpNeHLAPBg6tuC5JoqEiLglhCeHqtbXeXi2nzN5nNcXWXNOneovWpwMAAABY8VbOOvDr168XQgwNDSVtHxkZEUI0NTWR3rG0NMX6wPHTaobXkE21Lj5hWl7+V9gr++0/eqJybnoXQkRi0p93uH72tC+etUk7dc75maj8wC7XwJz0LoSwLLF/WlVly9Vva70jTXqPNcTWXk16BwAAAJbXygnw559/vhDi/vvvT+qF+8ADDwghNmzYUJyysKKtr4196o2B2ork4Nrki3/2TYGWyvhyFxCIyLc/X5Gp4/muYe2hXRmndk9N75YlnulxROPpb3XZ9tnbbkvTc95o0Tf8U5+zatl/WAAAAGCVWzld6NetW9fZ2bl9+/bvfve7l19+udfrjcViv/3tbx988EG73X7ppZcWu0CsTGv8sa+cO7F7ROud0EK6VGG3Oqpja6qzLhC/dJ7sdupGtof6S5fzzRvDSsp4+LTrvQ/PKBMZRgS4+m0tt1dLKT+W1h7d9I/9ioe2dwAAMM9fpl++dfyBF0K7Qma0Vq08w3PMJ2re0Wqry37WgD7y1b4fPRV8LWRGJEtUaZ53+k7/p+ZPOmRbYcoGStzKCfBCiM997nNf+9rXnnjiiS1bttTU1IyPjxuGYbfb/+7v/q6+vr7Y1WHFkiSxsS62sa4Qw92T7BrWsh8QiUu9E2pHdV61DU+nf0Nw99pa0vWcd6yNrPnmgOwmvQMAgEN0M/aFvpt/M/7w7JZBffSl0J5bhu++sfWzH6w+L9OJvxy9/6t9/2GKQ30LR2KTPxv946/HH7pr43eOca7N8qB79uw5/vjjl6R+oJStqADf0tJy880333HHHc8991wgEGhubl6/fv0ll1ySOrMdsDJMpSzDnip1mr20ze9CiEi6fgOJtvfU9O5cG237Romm946OjtSNmX5qAACwtL7c/+9z0/usqBX7Qu8PfIr7HZWnpe59eHrrV/r+3RJpltEJmpELdn5lxzG3VsiOpS8XKCsrKsALIfx+/+WXX17sKoAC0ZTca8XZ5h+TJcem9rTP1PbuXB9pu6pfcRdt+fq0EX3JTwEAAAv1fHDn7WMPZtprCeuqgVve6jtZk5JjyBU9P0ib3hOiVuxve773i44r0+7t7u5OWlUHWKl4ogPFFDdF5o+qjHRDSsTyBq8xFlSyH9zoO9RInr0V2uucF8idfbaWO9LMWudYG2m7ckC4Fl73YSB+AwBQFu6ceDT7AQP6yFMzr57hOXbuxv362FBsLPuJj0y9cLjFAeWPAA8UwWRYfnSP87Uh+0RIFkJUu6uOatTPWh+usGds07aE2DZof7LbsW9cNUxJk62OmniTL8fc7+3+uN91MMDn7EPe7ItvG7SZliSEcPXbWm9L0/Yu1kS7Lx1/sctpCWFXrHqPsbFe9zmWpSme0A4AQNnZGenNecz2SE9SgH985qWcZ4XMSNrtjJLDqkKABwpt17D2q+e84TnZeCyoPLrH+Xyf/aOnTLf700w4Z5jSr57zvLL/0PyrMVPaNaztGta8DjPTSHhVti48aibx73w+25ya1Vkfe3XI5syQ3qNNsZ73T8w26EcNqXdS7QuoxzZF19Us2Rx+5HYAAMpXyIzmPsZIPmbKCOVz8YipMx09VjkCPFBQIzPKL57xxtKt/TYTlX/2tPeL50ykNmj//mX33PQ+11RE9ruM8VByR3qXzbrkhOnWqrhYyJ3pTfW60eWw0q33HmnWey4dM+3JPectS7w0YHfZrEbvYS0Fv27dunicxeQBAChvDao/5zGNtuqkLRsdrTnPkiWZ9A7knsIawBL68w5X2vSeENKlB3e6kjYOTyvP9GabczUQUf7quJmjm6I1bsPrMNv98bduDn31zROb63WxwH5lkb125Zba1PQuWvXei8dT03uCJcS2wcV/oK5bt66zs3PRpwMAgNJxlve47AfIknzm/P7zQogzPceqUo5pfVq1NGvI038eqw0t8EDhGKb02lCOoLtt0Pa++R9qr+y3W1knjDNMETPEh0+eTt21wPTu6L22xQwm39dzrI3s//CoEc92v286Kgci8oIGw9NVHgCAlecD/nO+N3TH/swz0l1UdXajltwCL4R4d+UZd048kuXK17R84vDLA8odLfBA4UxFZD1z87sQwhIiqMuh+Q3go7nmmRdCjM6kOWZh6X2fvef6ZiM1va+Jtn9jYCqPt4qZPBalT+jo6CC9AwCwIrlkx393fM11aMH2ea0QRzo7vt3yqbQn/rDt8622NG3sCe+tOvMdvuTV42l+xypEgAcKJ56rfToR3BPzwM8y8mjVNqxs9wVyCnVr3dc0GdPJdwEcHdE1V/crFYbI4/pmHuvKEd0BAFjxTnF3/mnTTa/3kz/4FcIuaX9T8857N97oVdxpz1Jl9ZnOH5/vO1WW5n3rsEna1xs/9F9rvrq8RQNlgi70QOH4nKYsCzNrILeplts274gqV+4EX+Uykrbkf0863KfuvMqfmt7tbdH2b/TLbkMI4dTMUCxHRwCXLVud5HYAAFaPTY62O9df16cPvxjaPWWEGjT/Ke5Oj5I80U8SVVZ/ufaqoBG+bfzBV8PdmqSe4T3mHb7T5HSNjjS/Y3UiwAOFY1OsddWx3SNalmM21+nz7zuLzfX6Q7uc2a/cWa/P/e/cj7SxoDIYUIO6JISosFvNvtjcOwKRfm33ldWxyZS29za9/ep+xXPwvkCjNz6WMtH9XHbV8me40UB0BwBgdWq11WXpFZ+JW3H+Te07l6MeYAUgwAMF9ZbNoT2jvkyT0imyOG9zOGnjGn9sY11s13DG2H9MU7TBe6gFfja963Hp2V770PS8l/nOYa3ZFz+xNaoplj6k9XyrLjW925v0tm8cSu9CiLU18d2jtmg8Y0f6zvrk+w4JpHcAAABgqTAGHiioNf7YhUcH02ZdRRZ/ddx0gyfNWug+Z3IP+bnmtqjPpnfDlB7f60xK7wkDAfWJvY7oAa3nmtbYeEp6b9bbr+lXK+eVoSnWaWvCNiX9jYcOf2xtTSx5I8PdAQDA8tixY0exSwCKgxZ4oNDe2BFu9Mbv3+7aN6YlArEsifW1sbdtDrZWpUnvY0H5uZ5s68A/1uU8Z0PYZTPn9pzfPaJNhjPeoZs6oHX9a6MYS34HsDXE2r7Zp/rS3C+odptv3hh6db+9P6DMTrPntZub6/WkssntAADgiZltt4498EJoV9iM1qiVZ3iO+XjNBTl71E8Zwf8Zu/9PgWd79QOapG5ytL2n6ox3V74p5yrxM0ZyH0ZgRSLAA0Wwtjp2+ZsCIV0OC68QlkuacmoZ53B/cJc7+/zuliUe2uU80v3KoS1CdI9n7HKvziht/1MtJlLSe32s/eo+zZ+xtd9ls05uj5xgSdMRyTAlp810pZRNegcAYJXTzdgX+3746/GHZrf06yMvhnbfMnz3d1ov/2D1eZlOfDa44xPd/zwUG5/d0h3df1/g6Vvcd/+848oGzZ/YuHv3bkU5lOdNy/r95ONRETtDnL4MPw1QWuhCDxSNy2aurbU6aqws6V0I0ZeStFMdGNg79796XEpaTH6WEpLbbq22pVxTq463f7Nfq07TBSD5CpJV6TSr3UZSeqfPPAAAEEJ8ue/f56b3WRFL/0LvD+6dfDLtWXujg5d0fWtuep/1fHDnxXuu1q3031LuDjzxxMy252boVI9VgQAPlLosU8cl1Fnbk1aY1zOcooTltl/V2EdS2t5rzI5rBrS65HHs+SO6AwAAIcTzwZ13pEvvCZawrhq4JW6l6e537eAvpoxgphNfi+z72egfRcrqccOxib9Mv3wY9QJlhgAPlDqHLVv7fJ21XQiRNL2cTU1zihyV2m7zO4aT07vqMzZdN2ZrWGR6p+EdAADM+t3EY5bI9tVlQB95cuaVpI3TRuhPU89mv/Jvxx9J3fhieI+Z9eGAFYYx8MA8piX6J9WxoCIJUecxGr3xtDPGJzkwpb44YJvRZZ/DPL4lUu0+1CC+e0TbecAWNaS6CuPk9qhDTb9Yehbrq/WhQPp14BPpXQgxdxk5IYRdtTx2czp66A6drEutt1c79tuSrqB4jM4bxpxt8VBooXUJQcM7AACYb0ekJ+cx2yM9Z3iOnbulKzqgmznaEraH96Vu3K+PLaQ6oOwR4IFDnu11/HmHa+7k7dVu4x1Hho5qjGY6pT+g/uJpb2DOKX/a4apxG584daprVLv7Vffc3uz3vOJeXxP7+BsC6kJeeed1hrd0O82Um8uz6V2RxPpaPWnvuprYiwP2xL+luNTyW7+rPzm9y25j47UjzvYF31NIIL0DAIAkITPjt6Ysx4TN5G8yqXQr3rW3S5bk+RsXPwAQKEd0oQcO+sM2929eqEhaem0sqPzyGc9Du1xpT9k5bLv50cpAympto0Hluw9V3flSRdJYdEuI3aPa9X/2R7Mt657MpZpnrktuH59N70KIIxuiaspLeW11LLGkvGRIzXdWubvtSQfITrP9qgHn2tyfl6noNg8AANJqUP05j2nUqpPP0nKfVatWJqV3IYRPcedfG7ACEOABIYTYNmh7Ym/6bupCiPu2u7rHkldlM03xy2c8VoZRV5m2CyGCuvyzp3z512ZZYvfIvMbzueldCLF/Ok2DviSJ0zqi6/3x5rsqPXuSl5GX7VbbPww410fyL2MW0R0AAGRylve47AfIknzm/P7zQogOe2ObrT77iR+KnpG6caOjdUHlAeWOAA8IIcQje9K3sc96eHdyvH94jytm5DE+Pp29o1r+jfC7R2wDgUMRPSm9CyFGZpSxYJrXsiysuj/6PK8lVy6pVsuXBl2bwwuo+HWkdwAAkMUH/OekNrDPdVHV2WkPuKL+r7KcpUjy2d7jU7cf5Vxbq1YutEigfBHgARHSpf5ca63vHtGSRqG/kjIh3II835OxwT/JrpFDjf+p6T1heCZN/UM/q514MLmpX1Ksli8PVhyfcZmWLEjvAAAgO5fs+O+Or7nk2d5/874/Hens+HbLp9Ke+OHqt76/6qy0uyQh/XPLp9PGflVSPlLzNqd0WN/KgDJCgAfEdFTOufyIYUohfd7rZSZyWC+f4XRt5mlNvT7GPlN6F0KEY8l9AYZvrxm/ryr5ONlqvmLIc+KC0zuD3gEAQJ5OcXf+adNNr/eTP/gVxS5pf1Pzzns33ujNMGpdluT/aP/Stc1/U616527f5Gi7bd3VZ093Znq4Jq3miw0XX1Lz5qWqHyhlzEIPCFt+r4OktdZV5bAWHXWmW6o9LU2xRNb0LoRQ5uf30d/7R3+XMhmMJJovP+A9bTr/IhOI7gAAYEE2OdruXH9dnz78Ymj3lBFq0PynuDs9So4Ri7Ikf6bu3Z+oueD50K6e6JAqKUe41nQ62iUhdY91ZzmxWvXWO3JPgwesAAR4QHjthlOzUhux56pyGrb5kbu+whgLKot+0A11MSGEYSb1LEujwWtkT+9CCJ/TFEJYQliWFPizb/jWmjTX+fCI76yphdZJegcAAIvTaqtrtdUt9CybrJ1WceRpFUfObunuzpbegVWFAA8IRRbHNEWf7kmeqn2u41uSFyw9e2PotQOLHHBlU61XBm13bPVMhGQhRLW76ugm/cx14Qp7miXZ/fHtiuQ2Mud8VbbCuvTgLlcgLHtfcTXdlWYql7oPjvrfObHQOknvAApj3759X/7yl4844ohrr7222LUAKEuRPptIM8kdsNIwBh4QQoi3bA6lDc8JVS7j7A3Jc7av8cfX1MQW93CSJf6y15lI70KIsaDyyG7n9x6u7BlPvqfW3d3tslmb6rKt1q7J4rUDtsmwXLHb0XiXL7VJv+Z9YzXvGV9okaR3AIWh6/pNN90Uiy3yHRXAypZX87shTTxcsfy1AMVHgAeEEMLrMP/mtKkqV5q13Rq8xqdOn3JoaVrAP/PGQIsvnvaCWtYR8tF068/NROWfPe2bmjM33uwn1uYGfWNtmi7+khB21QrHJSGEu9ve/LsqyUo+yv/2ybpLxrIUk4op6wAU0i9+8Yuenp5iVwEgvb3RwQ/subr+yXdqD7zJ/uAZnS/89TWDP4ub6b//FMvUc+7wwr7sAOWKAA8c1OSLf/ncyQuPDq6rifkcZqXT3FgXe/+xM58/a7LanX7RdlmIK86evOSE6Rq3ochCkoQqW/Ve49Q1kcUtER/SpQd3HZzfZe79ZkmIo5ui52wIrfHHPHbTrlo+h7m2Ora5QY/GJSGEs9/W8hu/FE9+0NAxwfqPDS+oBqI7gELaunXrPffc4/Mlr3kJoBTcPHznads/8/D01ql4MG4ZuhnfHxv94YHfdb76kX3R/cWu7iDTsnbeZ/bpC/vCA5QpxsADh9gU601rw29am9xbPrsTWqMntM4bIX/LlsV/E315wHacJ31XsSqXeaJr3gP9Za9TCOHYb2u7vVpOaaGf3hQZeMfURl32OjKODkhCegdQSFNTU//2b/9WWVl5ySWX/OhHPyp2OQDm+f3EX/5p4Odpd03Gp8/Z+fmdR91qk5c3TeTTf/6+7pfat//V/uOeX9ZKgBJBCzyw9EYXOzu9JYQ7ulNPaUjPZDoiOYbVttv9cjSl7X1NdOA9E5ZsTee9Xj3pHUCB/fCHP5yYmPjc5z5HCzxQgr7a/x9Z9s4Y4a8P/LhgxWQyHJsIPFApmYQarBa0wANLz8i3wTtZvbVd5F5X7hB1xFb/q2ollPyhFW7R+z4wbqlW/ldbu3atYaQfKQAAy+H+++9/6qmnzj///JNOOmnLli3ZDw6FQmnHydfV1alqXl9mZPngW6WiKJaV/xvtspBlWZKkPCsvgNIpRpbloleiKEqpFTNbUiG9HOqajE9nP+beyS0/6Pj88tXQ1dU1+8qdS5IkSZISu14Odm949oLlqwEoNSXxZg2sMFUucyrvdu9ZicXeVcmyZZ0Ab1Zkn73x59VyKPlDPVIf67t43Hx91j2XLffthM7OzomJBS8yBwCLNjg4+JOf/KS5ufkTn/hEPsfv3LnzsssuS93+4IMPLrT1vqKiVKaqrqxMs+pnUUiSVCLF2O12u91e7CoOKp1iPB5P4R/0yYnXch4zacws6zPH5XLl3Bt90OcKeJevBqDUEOCBvJimeO2AfeewNh2RbarV7Isf1xz1OdNn4831euqCcNkl0rsQot5rSHn0oA93OXqua5ZT+upHa+O9HxwzXh/0blct05K2DdqDuiSE8NitJl+syjWv7M7OzgWVCgCHyTCMxLpxX/ziF0skIAFIEjBnhBBCWEJk/F5S9M4sQoiqx/kag9WFAA/kNhBQb33OMzJzKC2/2G+/f7v7zZtC524MpX6snbYm/JcuR1DPtxF+Nr1LkuhsyLbke0Joh7P3n5vNcPL19ap47wfHjDn53K5Yj+5xzj1mx7DW7Iuf2BpNLHS3adOmPIsEgKVy22237d69+9JLL924cWOep1RWVp533nmp203TjEajqdtTqaqa6Icci8VMc7EjnZaIqqqyLOt67jf85Za4gWJZVikUY7PZTNOMx4u8Ppksy5qmCSEMwyiRYorypF2rNQshsqR3IYQmq3m+ABdh165dmXYlBqEYhqGPKr7X2pepAKA0EeCBHIamlB8/4YukzPEeN8X92126IZ3fGUza5bJZH33D9E+f9EbmTEc3ewe73R/vnVBn71nPTe8ntkR8uWaMD25z9X232Ywk16NXxXs+PBqvOHS6TbGmomluIgwE1EhMOnN9eN1aZq0DUGhdXV2//e1vN27c+IEPfCD/szo6Om644YbU7WNjY9PTOYbpJlRUVCQCfCgUisVi+T/0cnC73TabLc/Kl5XNZpMkybKsUijG7/fruh4MJn+qFpimaYlxGaVTTDAYLPythLc7TpKEZGWdS2ejvWX5njmRSCTTLrvdrihKJBIZubdaMhezcC9QvgjwQA6/f7kiNb3PemS389imaJMv+WN1jT/2hXMm/+8116v77XFTCCEkIeo8xps3ho5viXaNavdvd/WMa7XW9sSu2grjyMao35UjvU8/U9H/bw1WSj1Wbaz/0rG45+DpHrvpc5j9gYwv8LGQsl8csU4sbME8ADh8g4ODpmnu2rXrve99b9Kul1566cILLxRCfO9731u/fn0xqgNwkEO2ne05/uHprVmOub4lzcwUSyKf1eOEIU08zAIWWHUI8EA2Y0Fl75iW5QDLEs/22t99dJr74n6X8aGTpmPGzIFpJWZIlU5jdvD5uprYZ88I7Ni9LyacQlg2EbGpuUeRjd9XeeDndVZKxne06W3f7N/sMaYikmFJLs102qz7truzXGpY6nymx1joivcAcPicTmdjY2PSxkgkMjExYbPZqqurhRCJDswAiuvna//hxFcvG41Ppt378ZoLTq84usAlzTW91RVf4JRDwArAkx7Ipnci92ukfzLbF01NsVoq08T77u5uuyoqnZZlWZFI7vQ+9gf/gV/VpG53ro22XdWveAwhRJXr4HWicSmkZ+w1MCx1CiGGphTdoNcZgEI76aSTTjrppKSNW7ZsueGGGzo7O6+99tqiVAUglUt2vHDkTz7U9U+Pz7w095uKQ7Z9o+kjn659d9EqE0IIMfHgvOb3dntDsSoBCokAD2QTztx5flaWqJxWXr3C5jKkwVvqJh9K00nMtSnc+vUBxZ3cKK/Hc6T3hPACKwcAAKuKQ7bdueG6SXPmzqlHd+n9TtnxRseRb6lIvge3tPL5pqSPKjMvzutsWKuVxFKIwHIjwAPZVNhzt42781hofdZC07sZkfq/3zizNc2qxe6jQ61fHZAdaSq0Z+iQPze9S0K48/jpAADAKlcpV3y+5WKHwyGECAQCRZ8GUggxer9bzJ++TnHzrQarAgEeyKbdH5NE1glYheioyTYxbNeItnPEFolJDR6jxtqu5bu0nBBCxCfV3huaInsdqbt8Z041XX5AUtKXZlMtj92cnj8F/dz0LoRoqYqrMh91AACg3JjS6APJc/1UnjFTlFqAAiPAA9n4HOaRjfor+22ZDlBk65S29MucPL3Pcfcr7tlx5nXWdkm4ayuMN3aE5TxivD5g7/l2U2wkzQD76ndN1P/1SNaVWcW6mtiLA/bZ/yaldyHE6R3MYAegVJx++ul33XVXsasAUHz59FUMPOfQR5S5W2zNUffmjMvOASsJAR7I4d1Hz/RNVgbC6TP3u44MVruN1O1/fM39yG5n0kZLiOEZ5Y+vud9+RFDNmuGDrzr7/qXJDCpJ2yVZ1H1opPpdEznLXlsd2z+lHJhWRbr0flRj9ITWaM6LAACAZWIJ677A078df+TV8D7dijVpNed6T/hY7fl+xVvs0pbGlplXbh378wuh3WEzWqP6zvAc+7Ga81ttdYd/5dH7k4cW+t82NWPQMoFVgQAP5OBzmp990+RvX/Tsnt8Y7raZFx4dPL4lTQzuD6hJ6b3O2j7776ghbel2nrku48dM4HHv4I/qrZSJ6GTNavq7Ie9p0/mULUnitI7oK4PWUxPHiDmD9FVZvHFt+G2dQeavAwCgWAJG8LJ9Nz48dWiV9T59+Ongaz8euetHa758rueEItZ2+HQz9qW+H94x/tDslj59+IXQ7v8avuvGtssv9Z+X6cR8mt9jY+rU1nnfsiSb9fjR94XGZ84Qpx9O2UBZIMADgk0zVQAAIABJREFUuVW5zMtOD/RPqruHtUBUsStWc2W8s17XMgxB//3Lh24Mz43us0ZmlLgp0jbCj/+xcugXdanD7mW30fbVQdcRC7i7rEjWe97UdFZofPsB2+iMIkmitsI4okH3OhYw6x4AAFhalrA+uvf6J2a2pe4aj099pOu6uzd+53jXhsIXtlS+0vcfc9P7rIilf6H3Zp9ccUHlqYu++OQDvqTp66ZO3PuY+ZxgCDxWBwI8kK+WynjaFd1T7Q8c7PqeNr0n9Ixr62rmT+Kaebk4rTbWfuWgrXlhnd47OjqEEFUu8/QORoUBAFAq/jDxl7TpPSFqxb7Rf8u9G28sZElLaGtw1+3jD2baa1rmlQP/9VbfyaqUPE4wH5YhTT6cvFzcYyfeu4hLAWVqITNiA8hP3JBE1vQuhEiaIt6MSL3fbUyb3h3t0Y5r+xaX3gEAQKn57cQj2Q94Jri9Tx8uSC1L786JR62sC/gM6CNPzrySuj2f/vPTz7pj4/OSf7wpMNTRtdAigfJFgAeWniTlSO9CCG3OEm7xCbXnW21pF3v3nBhcc22v6s+r5X8W6R0AgJK1PdyT85jXwvuWv5BlsSOS+6fbEeld3MUn/pzc/D54xguLuxRQpuhCDyy9Fvm1iJljkrh6ryGEsCwR6de6r25Mu1yc/+2TDR8bESmrtZuWkDNfnvQOAEApC5m5h7blc0xpCpm5+wwGU366fJrf9SEt9Kpr7hbZYQ2eknEwArAiEeCBJdbd3d3is+8ZSxPIZ6myNRhQn+u1m/scLbf71ZQ16iRZ1P/1iP+d85aLGwyoXaPaWFA2LEmVrRq3sa4m3uCd1zhPegcAoMQ1aP7ReCD7MU22msIUs+QaNH/OYxq16kVceeLPldb8eXh9b5qqcGsiuIiLAeWKLvTAUkrcPz6mOaqlNJsn2T2iiR3Otv9XnSa9a2bzF/bPTe+mJZ7a53hyn2N4RjEsSQgRN6WhafWJbsdzvXbr9YcivQMAUPrO9h6f/QCv4j7eWa6z0J/lOS77AZKQzvQcu9DLmjEp8Kg3aWPleZMbHa0LvRRQ1gjwwNLo7u6e7f0lSeLNG0O2dIvMSULIQsRNybPD0fprvxxLWezdbbZ/Y8B76rzF3l8asA8E0veX6ZnQXh2yC9I7AABl4pM173TK9iwHfLr2QpucrStfKbvIf072RviL/OcktcDn039+6klPfGre9HXODRHn2uhRzrU1apo5gIGVigAPLIHUDx633XrnkcFNdTGnaklCSEKoslXrNuo9cVOIqufdLb/zS0Zyeo/5jOjnhlyd8xZ7n47I3Vk75O8e0fwN65bkBwEAAMutxVb7g7bPK1L67+HneE/4Qv1FBS5pCbllx393fC3THYojHGu+3fKpRVx28s/JKb3qLZNCCFVSPlrzdodkW8Q1gXLEGHjgcGW6bSxJ4qjG6FGNh6ZyMS1x9za3/3l33f2+1AVW9NpY76Vjst1K6lU2MKVm744/JDpf3T9z+tpyne0GAIDV5j1VZzRo/iv7/2tbeO/sRo/i+kztu7/Y8AFNKu+v6G9wH/GnjTf9w8B//WX65dmNNkn9SM3br2r8SIXiXOgFo7320M55Zylu03vawe6KTVrNlxou7tIHDrNsoCyU97sDUHT5dPqaFYnJlX/x1D6SPIJLCBFq0fsvHjccpohLelyyzcnsM9FsPWWGpU4hxMiMkuUYAABQak6tOPKhzf+2I9zzamRf1Iw122pOcXdm71pfRjY72/93/fU9+tCLoT3TRqhB85/s7vQp7tQj8/kqNZ7S/F5zXki2H/qyVK166x25J88DVgACPLBIC4ruCZN3V6VN79PrI4PvHzdffzkmtbcnTbg6KxHdExIz2wEAgPKy2dm+2dle7CqWS7utod3WcJgXMSNS4LHkr081b53JMV0wsEIR4IHFWER6H769evJ3aRZNCRwd2v/OgPV6K7sqWUmz37lsaT6h5qZ3IUSVy1hoPQAAAKUv8LjXnL9kT8XREWd7PBQqVkVAMRHgUd50Xdz2gmfvuC0eF7IsKl3mu44KbqzVhRCRmPTigL1nXIvGJadmrq2JH9MU1RRLCNGjD901smVXX3/EjDZrtW9yHHWu5wQ5w1wyqZLSe8yQ+ibV8ZASN4SmWDUVZosvrsxfRm78nqrRdOl98rjQ/gsmxZzm83qvIc1vTW/wxncMz5vELim9CyE6G2KZqu0ZV187YB+dUYSw6iqMo5r0Zl8808EAAAAlZfLByqQttW+fKUolQCkgwP9/9s4zMIqqa8BnZmdn+256IYEkpECA0EOVDooFEBBQREABC1gQFcWCiKKory+KlFcBFexKUT+kd5AaehIIIY30tiXb28z3Y3DZMltSdpOQ+/zavXNn7tndmT333HPuOYhWzKFc4Z5s4Z33FFTWcTaelIaLrKM66/68ItbbFWk7dwv+zhJO7lm3jdq4rmqH1S4wfS1s6y5M/Dr+tURejNdBnaz3YiVxqYRnsssnXyiHqwTZt70xSnrbTq79O6hyS7jrpRR9NZX31tlb7xgGqVEmp26hImuE2Fr17y53V+s9rZ0xSsJik2tN2O8XJdkVDnlZD94Q9ogxTu6h4XNR6BkCgUAgEAgvKCzqLbV7juRfKjXVkDjRmRc3UTbkfll/3z0fHvAa0qjP5evzHfICEFKrtL8O1dJCtFmQAY9orZzI5ztY73ZUazm/nJe4tmuM+HdnpQfCy6x8523lV3R5E3Lf3JPyn1iSxdK24Wy9K4hzt/iudrDRgp0s5A+KN0RJLcrD0sotEa6Xkg/QVI6qc2oUk5SEx7LlvV+c4ehNgdqIu1rvsUGWKT1Z1qHNVmzTKVmJkuUZv1zKU+nxZwarOEj3IRAIBAKBcM8x9eWnCz+ptdyZseRob/0pPz5U0mNj/OvBBMt0q2lR7Hd2vweNUuHICYFow6D5O6K1sjNT3ICzMBofVPs6h2YpFlppli8t3eThXCfr3WTBLpXy3CkQmoYLJTz5QVn5V1GuFeNqB7JY7wCgNrKXfOcR9MgUfZeUeIGdxhKS1JhOuvlDVKy+9GN5AlbrnaFQzj1VWO8iLggEAoFAINoOmfqCGfnv21vvNo6pLz+R/wHlLtFuE2HV4nWnHNYIMByCR6n8OigC0cJBHnhEq+RsEZ9q6NqryBoZYxhwS3DM9dBu1Wm5tS6Ew5Io3jXEq6yOsI+cd0VwWlzBVu9d3ldbNZJFF94eqJabGOa8oT0hIQEAkkE7NlVbpSG0RkxEUpES593y9pwtdFuHhgbAAM4W8e/pqPcgPwKBQCAQiLbM0tJNesro7ugZbfbviiPTQkY2+Ppe4+eVR6SU0WGuI+6p5UaYAe6SYnsIRANAHnhEq+RSSaP+uMONXVnbLbT1si7PtZ1Vwci1nh6fsH8kkXtYrHdlT13VvZ5WjlUG3KkmHGO9M+AYREksiWHmKJdcd/ZojLhC77YyPHNeRR3H8wIEAoFAIBCINkuFWX5CfcVzn22Ko36VQXnQufx70BilX0dEIFo+yIBHtEq0lkbdujyKxcfOoLSonVrcLQ+b3Vu/4Uek4UdYdoUJB6nLH1B6LdlutktIZ2+9+47O5JNlrvetGwKBQCAQiLZGjuEW7eqIcCRbX+g/AbRZAqOjw4YbapH0QrXjEG0dZMAjWiUSslFlzw24wt2hUMJhrddDcBdJsGg1zIK1+yso7B+W/fnSwXXRz1WCN5MZAyD/3drSMOsdAMRu9+Y7DCTyoRsCgUAgEIg2iI4yAAB4tOH/7dMQvMfPu7rfR6sAR1MXRFsHGfCI1gFFQ6mKuFTKu1rGq1ATAxMarjAAoJJ/WWKOidMP66gdE2HsjsPtvHEkRvQSJvt4kTCR8yICocbjvg+VXWXJjS8bUhf7fCWPx55k3p5gIYVjNLix3uWWugN1GdsVxw6pL6isWncXEZJUhMTLGkdssIVAWrAVUlFR8dZbb40bN65Lly4CgSAiIqJHjx6zZ8/es2ePxcJSTbBFUVtbi2EYhmGbNnlKGIlAIBCIZieKGwoA4NHzEH27T9Nj1XDqzji4QzAOHTSilcXPI5WN8AcoiR2iFZBxi7c/R6TQ3VlvChdbcQwalsdOTZT3Vs4LM93ZBm/E6zKlP2ZKfpwaOlLCuWN+e14bjpZZBQStt9xWbIJSMnZrMKFh2XkeMlYR9WQ1owETw8yXSj1t4O8YZmI13SvN8ndKN/2lPGGrYM/FiEeChy+LeTKEYNkRMDBe/+dVT4n6B8ajDHatDIvF8tZbb61Zs0anuxNAaDAYqqurr1y5snnz5r59+/7yyy+JiYnNKCQCgUAg7g7SBB1DCKmcLQW9jWGSnn4aXXVcSpsdHI2SdC03pFEBmIEEqWyE/0AGPKKl89dV0Yl854Jn1Wx2si9gmFVsjZRYou0beZS0j/K5BEu/t7qF2Bq9RnYRON0l2ni+mA8AwRdEkfukGNuu+LCJ8ojHamxvE0LN5XVEpZpd/hiZZVjv9q7tBcbycblvVJrl9o1m2vKz/MAJzZWdyR+3I8OcThkYb7hWSd6oYimYBwBp7Ux92rvNK4tombz++uv//e9/AYDH4z322GM9e/aMiYmpqqoqKCj49ddfi4uLMzIy0tPTL1++3L49y12EQCAQCITvEBjnuYiHV5RtcdeBh3GfiRjfsIt7j58/7OycCBrRmqrHIZWN8B/IgEe0aK6Wka7Wuw0MADCgXfzwKRHmEcm63y+K5ToHOzlcbFXocdpN8rkQTZ8rhbqRKb4mR6FpyKshcQtE7g4OusIiJI3T0TOrQx5wCPfCMRiYYLhSShbIufaSczBICjffP6Cdq3AUTc0r/MTJerdRbKpacGvVjqQVTu04DrP6q//OEp0u5FN2YfsEDoM76u9L1XpIYo9ogezcuZOZCnTv3n3Pnj3R0Q6LUCtWrPjoo4+WLVumUChmzZp16NChZhLTCyEhIRUVFQAglbpNJIlAIBCIFsKCiIlnNNkH6jJcD+EYvqrDC3FklD/G1d/kGxyr4RIhFnGPVpO+DqlshF9BBjyiRXPkJst+chs0QGqkKUZquVjG05twLk63C7JM6q6VCawAsHiU4kY1WaQgtEZcwqPiQ825VeSRm26XAwDgWJ5gWJKOg3tfGAaAKg2hLePGbQvhV3Jdj1oFVOkkRbvhLIFnHIzuFWvsFGEqryMMVhKAFhDmdlJLako860BH1Zcu6256kOSE+sp5bU4fUSendi5OP5ymGZaou1ZB1mg5ABAhsaZGmWR8L/vwES2Q9evXMy/++usvp6kAAJAk+e6772ZmZm7duvXw4cPnz5/v06dPwGX0DoZhkZGRzS0FAoFAIHyCixHfd3z7i8rf11X9UWeXeaerIGFF7LzB4jQ/jas85Jy+LnhUa0pfh1Q2wq8gAx7RctGZsBKFl1s0t4o7u1/dvaksi7I4Dp0jTZ0jTbaWv7NE3kdUcuNCzL6IV3VelPBNOMfAkgnSGG4pmSI3BVsq1USw0OTaAQCEJJ0YZhYICJqmDQazh4TzR9SXvApzRH3R1YBnCBZSgzo2KucfoiVw5coVAOjUqVNcXJy7PtOnT9+6dSsAnDx50sNsQKPRCAQCDqeB+1AQCAQC0XYgMM4rUY/Oj5iYSRVVUHIS4yZi0YlENOa1rI57PLtJKAOm+sehFi+Gg2y49/j5pKSkBovUtCCVjfAryIBnITTUXxk1GTAMAwCSZN+cHACwf4Ong4ODm0sGhqCgIA9HDQpv5UcBLBRGikKlntzqd9D4UPbcSkirqq6JRF5M/erdIvx/MoxiuaA6xVA2QUGRNABYgBSJWPzzNpjfom/fvh76KMo1XsWWc7QNu29tN4Pn3yIAyGTOy+2Bh8fjNeOD6RkmXa1W67b0AAAMHjz4jTfeAIAePXrYGteuXfv8889369bt6tWrmzdvXrFiRW5uLgCEhYWlpaXNnDlz5syZOM6yDqXVatetW7d9+/YbN26YTKaOHTsOGjRo4cKFnTqxLxVduXJlzZo1Bw8eLCsrk0gkqampU6ZMefrpp+2/Uq1WKxaLAWDjxo1z5sxpzIgqlWr16tUHDx68efOmQqGIj4/v3LnzokWLBg8e7OErQiAQCEQDEOC8EdLefD4fAFQqldnsk6ujYahOSii9g1YSpmnJ8Jaes90epLKdQCq7acFo1w3EbR7Pz1vj4fP5NE0bjc2WQozP5zMreTqdrrluAA6Hw+fz9Xo9RbkN567VYMt2egqhZ/jsER1rSXZX3v0/oVzrxYZ/ZoiBp7vuqQeFlX0XUv1/LNuBaBxqhqprB6npfwfpHGnt2d6TyuFyuZ07dzYYPHnI5+f9Z0vlHs9iL4ie9HHCfM99WLHdDJ5/C7+C47hAIGh2AQDAYrE4PZhel3ICxtChQ48fPw4An3322aJFi3w/0TYbmDx58nvvvefaYdiwYX/99ZfTDrdLly6NGzeupKTEqTOGYStWrFiyZIlT+8qVK99++22r1Tk/cKdOnfbu3WtzQXiYDdRrxH/++WfcuHEKhcL14yxatOizzz5zbUfcrdTW1vqoyMRicWDMD18QiUQkSbLewwEmNDQUwzCKouRy9kwrgSQkJMRoNPp7GuYVLpfLrCnr9foWIoxSqWz2qmNN+AR59sAXvtNel+PgmYldVC4doLZv4fF4HA7HPsF7QkICj8eTSBxc980FUtn2jUhlNznN4IEvLS3Ny8vzqm6HDRsWGHlc0ev9W16LJEmKovw9imcBGJvNYDA0l8nE5XL5fL7BYHD9+wAAmgYMAx4GfK7AYPZkcgcLrFazTu+bHokQc+VaL/5VQ3UWTlI0DcAWHEYZsJLPozUXWMqzWYVU6USFNt7B/BOTFs9KrmvXrlar1fPNkETEeJYZAJK5sZ4vQtEUhmGun4nL5dpuBtbfIgAQBCEQCIxGY3PNThgBAMD1t2g5BvycOXOY2cArr7zy999/z5s376GHHmI0qy/k5eUtX74cAPr27TthwoT4+Pjz58//+uuv5eXlR48enTVr1o4dO2ydq6urR44cyejaadOmjRw5MigoKCMj4+uvv1apVG+++SaGYYzfgGHz5s2Mto6Kipo5c2Z6erpKpdq2bdvu3btzcnLuu+++zMxMgvCkbuo1YkVFxaRJkxQKhUgkmjNnzsCBA4VCYXZ29po1a0pLS//73/+OGDHioYceqtfXi/BAy9faCASiFeHZejeWkrobDtY7R2IV9/EeitiiQCobqWy/ElAP/KlTp2bOnHnzpqd0XDaaMTSgpqbGe6dGIJPJKIpSq9Xeu/pNAC6XCwByubwZDXiZTKZQKGxGo5nCTuXzL5bwytUERYGMT6VEmAxm7Gq5p6rpI5N1Y7v4mpX0QjHvlwuelmZjgi3xnOxyFUdjwjEAMY+KkVmSw82Mh58yYrdWxuiyWIICDNGm4kcUFqmDAUzg9P2pnqIDEhISZDIZTdN1dZ6KrBabqgZce9ZEuV0IEOL8C103hbJVg680y9dV/bFHdSbfWIZjeCKv3YNBA58Nf9jWWSqVMuFS9r9FgCEIIigoqBndC4wAAGA0Gp0ezLAw5/p8zQVN00888cSPP/5oa+Fyuf379x81atTIkSMHDBjgLvifWc5nXs+ZM+d///ufTTGXlZWNHz/+/PnzAHDmzJl+/fox7S+++OKXX35JEMTWrVsnTJhgu1RhYeHYsWNzcnIEAsG1a9eYRXqDwZCcnFxSUpKamrpnz54OHTrY+r/55psfffQRAGzevHnmzJngfjm/XiN+8803zLn79+8fPXq0rXN+fn5qaqrJZHryySe/+eab+n/HCGdahdZGHvhGgjzwriAPvBMKi/r72r1HtZdLTNUkTqTy4h6WDRkr64djLLHcXvFswFdsCZfvdNjgGTpOEflEtVO3Fu6BRyobqWy/0pAHr2Hk5+cPHz7cx3kAoq2h0OGrjwTtzBKVqghmSUFlwM/d4mdX8jwYwMEC6/DkegQy9Io1xrtPUIfjNKhu5FZzNSYcAGgAtRG/XkXuzxEqdDhtwoo/Ybfe1an6opk1TtY7AHSJMnm23n0Uuz0Z8ULEZA8d3oh+nNV6P6G+MvT6C+uqduQbywCAoqlcQ8nnFb8PubYgQ+txmwCi5YFh2A8//LB58+b+/fszLWaz+cSJE++9996wYcOCg4Pvv//+X3/91YNZ0qFDh/Xr19svq7dr1+7nn39mQjCWLVvGNBYWFn711VcA8NJLL9krZgCIj49ft24dAOj1+g0bNjCN69atY4LovvzyS/upAAAsX76cSbThuUZOfUe8dOkSAJAkOWrUKPvOHTt2XLx48ezZszt27OhhOISPIK2NQCAA4Lj68qBrz71ftvmY6lK+vvS6tmiH/NisghVT895VWprYMU5bsLpjruXfPTk5GHyfUwUGpLKRyvYrgQuhX758uclkAoBJkybNnDmzQ4cOrDkYEG0QCwXfnJZVqjkAQINDkLeVAorGxDxaY3SO/Y6UWGf1r+Nz6+HzwTCY3b/u+3PSvBrnxHI8grZSYGYrEW+wYCdzhV13yXRXWax3ebqmckwdayrWa9qy5PBwVknqq2lej56upfRfVf1FO+b1wzF8UeTU5yIedj2l0FTxRMEHGivLAke1RTk9f/mxzmuiuCH1EgPR7DAJbAoKCg4dOnTw4MFDhw5VVlYCgE6n27Nnz549e+Li4nbs2NGrVy/XcxcuXMiE3tiTnJw8ZcqUX3755ciRIzRNYxi2a9cu5r964cKFrhcZOXJkcnJybm7uP//8w7Ts378fALp27eqkmwGAIIj169cXFhbGxHjaBlLfEaOiogDAZDJt3Lhx3rx59p3ff/99DwMh6gXS2ggEIktf8Hj++3qKJW3TUfWlJwo++DPpw3r54T2739VnxZY6h3Trws56XmyzJY1qJEhlA1LZ/iFwBvyZM2cAYOLEidu2bQvYoIhWwdkiPmO9A7AYwjQNYp51eLIxq5ys0XJwgAiJNa2dsW8HI1H/iqBCkn56kOpqOe9iCb9CzTVbIUREJ4boK9VEVVke6ymYFQv/LUSX7xzJjxFU6YMqVTe3IQAmVYcqoyKCx3dqb8A6MQbY+zFzJwYN/a5md4bueo1FFUEE9xOlzgl/sKuA/WqflP/Ear0zKCzq/1b8+kn75+orCaIlkJCQMGfOHCYmLTs7+8CBA9u2bTtx4gRFUUVFRYMHDz579my3bt2czkpPT2e92sCBA3/55Re9Xl9RUREdHc0kvI2JiYmNjWXt36VLl9zc3MzMTOYt0591/gEA06ZN8/px6jvilClTPvzwQ61W+/TTT3/99dcPP/zw8OHD+/bty+N52m6DqC9IayMQiKWlm1itd4bTmqzfFUemhYxsquFcy78HjfBePa6Fg1Q2UtlNTuAM+MLCQgBwWnpBIADgapmXZ7iijkiNVA9NbJq0fxgG3dsZe3ew/rvt2aRU6ZfuCnFXUi9qV5DYxXrHuXTZzOuqKE+l1zDgXKlRj45xMOAbE+XVW5TSW5TiS08zbdmtOu25z1/KEx+3f7bBwiBaCF26dOnSpcuLL76YnZ09b968kydP6vX6l19+mVlltyc+Pp71Crbotby8vOjoaCZkurS01FZikBVmu6zFYikqKgKA9u3bN/gj1GtEAEhOTv7jjz+effbZvLy8jIyMjIwMAODxeEOGDJk8efL06dOd0vMiGgbS2ghEG6fCLD+uvuK5zzbF0aYy4M3VXG2mQ6gjzqekA71njGpp8fMeQCobqewmIXDhcExWiZaTEQrRcqjRcLz2qfahT4NR6vFgC/ue8KALoqArzlXmMYKOfaW8tqN3pVLnGPkfMB1TYZZ7cL8z1FrqFJZmy6SIqBcZGRk//vijfTocV7p06bJ7924mZ8yhQ4dcaxO607W2ID0mGxAT4OcViqIsFovJZGLyKjVmKb1eIzKvR48enZWVtW3bttmzZzPheUaj8cCBA88991xqaurhw4cbLAzCBtLaCEQbJ8dwy2njnivZ+kLfL+g5fl55SEo7JlaWDanD+a2v3DVS2YBUtp8JnAHft29fALh48WLARkS0Fqw+/DlTtJf67Y0SwE0mfkEZGbXPeV0Q49CxL5eJe2toX0Sy6xPIFWIL7VM+eTPdzEVlET6yZ8+eGTNmzJgxo7y83EM3qVR6//33AwBFUa7zJMah6ootS1lKSgr8e6MOHDiQ9gZBEEKhsF27dgDALOo3jHqNaDuLx+NNmjTp22+/LS8vv3HjxoYNG5jPXlZWNnXq1Nra2gbLg2BAWhuBaOPoKMaq9DRL+7dPY6EpUB51jp8PHtX60tcBUtlIZfufwBnwL7zwAgCsXr1ao2lltRwR/iZI4L2UXZDAjxXOVFV5rrY4oePEbgvGnNLa4XTsy+WSdC0A8Ejv1q+AvP3RAqxgorghBOYlZkGA88IIT1sAEC0H2/1z8uRJzz3LysqYF6GhoU6HmNozrpw9exYASJJkEtJ26tQJAPLz892V5rJarVar1VaBkplD2Ha7ObFixYr09HTPJV7rO2JRUVFRUZF9yavk5OS5c+fu2rXryy+/BICamppjx455GBHhC0hrIxBtnCguo0c8uSuiuc66pmFoL4nNNQ4be3kdjPyOTbM6EGCQykYq298EzoC///77X3/99aysrPHjx2dnZwdsXETLp3OkyXMHCZ+KkdXbV6y26r6v3fti0RdPFax8+daXv8oPGejbAyn0nIM5vK+PwLpD8HsGUavlhIkdFggwCtr9GUTUOdvA1gdUWRGWc7f4udXcDmL2Gp72dAriQ0Cs92JT1ZeV254t/M9TBSvfLtlwUpM5WOScEMUOGgBGSntzGlTBFRF4hg8fzgS8LVmyxDXQzkZ5efmRI0cAoGvXrhEREU5HP//8c9cywvn5+T///DMA9O/fn8kx3qdPHwCorKz866+/XIeoqakJDg4mCGLp0qVMy8CBAwHg3LlzrjMViqI2bNiQkZEhFLJUcLBR3xEHDx53kqYIAAAgAElEQVQcHx8/a9Ys1862GrNKpdLDiAhfQFobgWjjpAk6hrAVqbVnqLiHj1fzHD+vOOQ8UPDo1pq+DqlspLL9jb+S2K1YscK1USwWJyUlHT58OC0t7Z577klJSWnfvj1Tz9CVt956y0+yIVoa93Q0nCwQ6Exul3jHdNJ5zJTBwh+K46+VrLOvUPpD7b7lpd990WGhuWzI0ZuCf1cGIYK+AcCX8CjMLkos9KRE5JK4Tt3JUNpdR6sIALilIHAs2spRc6wSdzJYBCUdJUH+tt6tNPVx+Y9rqrbbx8N/Vf1XIj8GA8zN7jWMg+GvRD3qV8EQTUhMTMzcuXPXrl2bm5vbp0+fzZs3M+HN9pSUlIwfP76urg4AbIrTnoKCghdeeGHNmjW2f93KysrHH3+cqUO7fPlypnH8+PHp6ennzp176qmntm/fPmzYMNsVTCbTU089pVarMQx78sknmcZXX311/fr1SqVywYIFu3btio6OtvVfsWIFE6d37733evh09R2xd+/epaWlBw4cyMzMdMrcu3nzZubFgAEDPIyIcAVpbQQC4QSBcZ6LeHhF2RZ3HUiMeDZygrujvmNREZrzIvsWjEsFDWmt6euQykYq299g7uIfGnvd+tpbLvhJMF+oqanx6/VlMhlFUWp1s+UPk8lkTA4MuVxuC3EJMFwuVyaTKRQKq9UKAHk13G/PSE0Wltumf7xhUg9Nve6nbYqjzxV+xmq73qNYkqweb98SQV+7LRJOWyiMBiAVRMevwzFHYUwhloKnqime8zWtmIFDOxeKAwATUftQCt49xUvSeJlMRtM08w/eMF4v+d831X+zHpLgQi1toGjnn5iD4Z+1f/7x0DEAIJVKSZIEANtvEXgIgggKClIqla6LzYEUAACMRqPTg9lyMnip1ep777339OnTAEAQxL333tuvX7+wsDCLxVJeXp6Zmblnzx7mF3z11Vc//fRT24lr1659/vnnAUAgEOj1+gEDBjz88MPx8fHnz5//6aefSktLAeCBBx74++87d9GpU6cGDx5M0zSXy33ssccGDhzYvn373Nzcr7766vr16wDw1ltvffDBB7b+//3vf1955RUAiI6OnjNnTp8+fTQazY4dO7Zv3w4AgwcPPnr0KDMF0Wq1YrEYADZu3MjU1GnAiDt37hw3bhwA8Hi8p59+Oj09PTw8vLS0dNu2bbt37waAMWPG7N27t/FqqE3RerV2bW2tj0OLxWI+nw8AKpWKmQQ3IyKRiCRJhULRvGIAQGhoKIZhFEXZx7g2FyEhIUajUavVNq8YzBQFAPR6fQsRprlUpJm2zMxfcaAuw/UQjuFfdnhpqs8p6D144Gv/DKn80UHbyobUxbxQ4eFqPB6Pw+FERkY6NTLZN5sdpLKRyvYr/jLgG//8NKN9iwz4AOBkwANAjZazK0uYXcm74xuXWEel6HrFui1AyorSoul37WnW/OpRxl73V65zarQZ8AAQLrJSNCb6Nkx008Emp0i6cHa1MZxFd2IAmLjMognD4XZEvRUzCGTlc4b0FnG8R7g00oA/o81+6MbrHjoMEHWxAnVOe/1fabGB4q5vt5uVLurMtCADHlqJAQ8AKpVq0aJF3377rbv/bRzHFyxYsGrVKnsfqW02sHv37scee8w1UG3GjBlfffWVU8jcwYMHZ82axcwVXIdYvXq1U/vatWtfeeUVo9H5ae3Zs+eOHTts5XDczQbqO+Ibb7zxySefsH4PAwYM2LNnDzP5RvhO69XayIBvJMiAdwUZ8PZYaOvnlb+vr/qjznrnq+jCj18RO+8eSXcfL+I5fv7mS/GmcodtiXHvFou6eiqmw+Pxunbt6vQEtRwDHpDKtgOp7CbHXyH0zWidIlopYSLrzH5qo0VTUcex0liwgAoWNsSe3Kk66a46WopmvFOLvfUOADU6zjA1VnnT2aNecb+K1XoHABogkR/eNUFfqK2pM1uCuNw4sTipY78GSN4Afqjd57nDOd31rG7fW8FaYCzHAEvkxYR628+GaLHIZLJNmzYtXLhw69at+/fvv3XrVk1NjUQiiYuLi4uL69mz5/Tp0xMTE92dPmTIkKysrJUrV/7999+lpaUikSgtLW3u3LkzZsxw7Txq1KirV6+uXLly9+7dRUVFNE0nJyd379791Vdf7dq1q2v/BQsW3HPPPf/5z3+OHTtWWVkZHR3duXPncePGPfPMM+4irhsz4sqVK6dNm/bZZ59lZ2cXFRWZTKaEhISkpKS5c+c+8MADvgyHcAJpbQQCwQqBcV6NenRBxMRMqqjcKidxIhGLTiLaYR6T2/mOPp/nZL2TUSZRFy+lcFs+SGXbQCq7yfGXB75VgzzwAcDVA99ULLq15vvavayHJpf9JrW0t29xMuBxE5a6MYJSOPx5aROMt6Z7qm8RKqSGJ+tsb+u1I6uRHvjB1+bfMBR77vNL4rJR0j7ujiIPPLQeD3zDsC3nazQakUjktT8C0bpAHvhGgjzwriAPPCuNeYI8eOCrfg6r2RFi3xLxaE3YJC93Y8v3wDcMpLIRvuAvD7wrX3zxBQC89NJLnruVl5f/9ttvYWFhjz/+eEDkQtxtKK1uKx6RtMPfupP1DgBhx6RO1jtG0BX3ecmDarIzewOcT8U+S5873MUjIBAIhAeQ1kYgEAGg7pSzyS0d5H3ekpyc7B9xEIhWQOAM+IULF4IPUwG5XL5w4cLY2Fg0FUA0DA8h4kZcxbe6rXzOqyZCzjlXziDvV5pCvax5kxwamikVaihXWmXx4sBBMfMIBKIBIK2NQCCaBA/ud0Mhz1TBtW/hJxjJqGYOkEEgWjiBM+B9JCcnBwCqq6ubWxBEa6WfKPW7mt2shyrJKzJzHPPa1f0euV+GUY4buiJ0UZNrsVyh5+jMMDEV1D7skPqCxqqX4sI+ok4SjqcSmo1BYVFf1OdqrHoJLugj6tRPlHpNX+ShP4lze4s6uTtqpM0nlJdraTUP5yZSUZGcYD+IjEAg7maQ1kYgEO44pcn6qXa/tUJnpixijjCJHzNI1DWIuONyrzvt4n7vj8IGEQgv+NGAP3/+/NixY50aw8PDPZxitVqZdIv2ZQkRiHrxQNDAqLKQCjPL7qnrku3J2gcxwF0PCUtIUYFz4fe9E7ZU1OYMFM626tzetzjQu0L3zMv80/pvtTYS504NHrG03exgoik3YlVZFEtLNv2pPGGhrbaBRkv74BjuWijOxqSgoTIOyx4qE2VeVfnb19X/Z59Udoikx4rYean8uCYUG4FAtBaQ1kYgEE2FmbYsurXmF/lBABhi7gQAtda6IlPFMfXlycHDbKVw1GfETidK+nvfG9gyy78jEAHDjwa8xWJxzQbnY364p59+2g8SIdoEIpz/RdxLM/LeN9POoe+15PVs2Y9dVU+4nhV21DnOvLD75ZLO1wDgLPl7L8NsnGJ3qh8MP3ZWt8O+xUSZf6jdd1x9ZWfKx1HcENaz6kuhqWLcjdedViVMlHmX8rSMI1a52fbfkdfuvdinXNsNtOnRvGX/aK46tR9XXx5z/eWfEt8dKunRJGIjWgKxsbGjR48GAB9TyyLaLEhrIxCIpuLV4rW3rXe1Qxigmbb8Kj8kwMlugo7GWzxjqUP+eX6ckRdjCqigLQykshG+4EcDPiYm5u2337a9/eCDDwDAvoVdIILo3bv3uHHj/CcY4q5npKT3r4nLFt768pap0r69E7/D+52S9BXajMwiM30nWl5YQooKHVQIjVMZD+xkXhtx9UXplkHG6Ua9g5FPcuh/oo6fJTazylBkqni+aNXWpPcb/3EomppX8AlrTAEAqKyaRF5MlUWhturs28dI01d1eD6Ew7IBfmXZj67WO4ORNs8r/ORM6ldBhPOiOKKVMmHChAkTJjS3FIhWANLaCASiSbioy/259qC7ozTQfyiOd+HH151ynmlIB7Z19ztS2Qhf8KMBHxsb+/77d6wXZipg34JA+I8hkh5nunx1WH3hrOaa3KqOJIL7iVKHSnrgGA4d9eGUrkLN1ZpJKwUCLkVtEzmt9+b2PacKr7K9NeKqDPF3L8XOrVQTejNG4BAktJoSFO8XfOdBhqPqSxd1ub2EjU2Uekx9+ZIu10OHPGPptqQPKsy1mfoCI22O4YaNlPbpJmDXcBqrfmP1/3m4mtxSt6V2z4uRjzRKaAQC0dpAWhuBQDQJW+VHaPCUPkhh1eQby+C080RF6kP8PAKBCFwSu2effTZgYyEQAEBgnDHS9DHSdNdDXA4dF2IRCkkAkGeQN68L7I9SuPXSaOdK8mqrXiawBAtv7zZPSEhYWrrPqwxH1Bcbb8AfUV/y2uec9torUY9O9eFqp7VZRtpLftfD6ovIgEcg2jhIayMQiIZx3XA7va5T/Lw91YUWWalD7iF+BxMZY/SvZAjEXUHgDPj169cHbCwEwgNO5UwqfpE5dbjR74w6tNb1xGqLKpIbDP+Gb5WbWfo4UWbyafuoZ8rN3i9S5oMwt3v6IFKTiI1AIFo1SGsjEIiGoaO82+F4hnPmS8kA7/nn7+74eQTCRwJnwFdWVnrvBECSpFAo5PGc84EjEP5AlcHXZDvcbBRuvTLqAGtnAUaCnfLgYyRrN4dT8Ca4k/m4DwP5IMztnj6I1CRiIxCIVg3S2ggEomH4ksFXnBHv1CIdgOLnEQifCJwBHxUV5XtngUCQmJjYu3fvyZMnjxs3DsMw7+cgED7g5H4v+9U5gUrOgFPqEBZvNg6YlBDZL/124nfwOlxnbyXZPGwSo4HGAPN1IIGvtd98E9t7HwQCcXeDtDYCgWgYQyU9dipPeoifD6qOwMocSu3yYky8WC9+e+R+RyAYWApitwT0en1mZuaWLVsmTJjQr18/J6MLgWgStDmkOsvBcW0lzJdH72ft3J6MdNIc44MHczFPS2BCnD82qB/roUqzfFnpt/2zn+EfGS48NmLwtfkfln0vt9YBwFV9/nNFn3W9OjPi4viYSxMfuPGakTZzcS8D3S8b4KGDPWnCjsn8WM99JocM8/FqCAQCAUhrIxAIO6aGjIz06IQfnHWvU4t0kPf4eQQCwRA4D/z169cLCgomTpxoMBgwDBs1alTXrl1jY2MJgiguLr527drevXspiurfv//06dOrq6srKyt37dpVWlqakZExduzYK1euoAg9RNNSvl3k1JLT/5RWpnTtiQO2qPcsp8YOZOSCyImfV/zu7vpLomewVnE7rr48t/ATuaWOeWul6RuG4huG4p/kByYE3fNNzd8W2socMtGWc9rr57TXo7ghFRR7GTkAeD16eijBMhArGGArYuY9lv+elaZYO7jL/IdAINoUSGsjEIiGIcL5G+MXr5JvMYPV9Wg0EdL+UnenbLpSHzbAIxAIhsAZ8DExMVOmTDEYDGPGjFm7dm1ysnNq7vz8/Pnz5+/du7dfv36rV68GAKvV+v3338+ZM+fGjRvffvstyoiLaCT2TiFTNSH/h29/lMaprKFHWU+8ICvmsfnAl0TN0Fj0m2r+doqExzF8UeTUZyNYKnkWGMufyP9ASxlcD1Wa5V9X/8UqQIVZHsUNqTQrXAdaGDllfsRE1rPcMULae02HlxcVr9G7pJkZLe27IWFxva6GQCDuSpDWRiAQDSayWvhS1JQdimN5xjJbIwF4P3GX+3QjbhU7rO7x2pl47U0u13AAxc8jEDY4y5YtC8xI77zzzo4dO9LS0vbv38+6sy44OHjSpEk7d+78v//7v5SUlLS0NBzHe/bsaTAYTpw4YbFYZsyYERhRdTqdX6/P5/NpmjaZvPxV+VUADocDAHq9nqY9Fer0HxwOh8/nGwyGQAqgVN7xrldvDdXnOFSPK0y7fH3QSdYTc8lyE2UeLevr1I5h2GhZ3+HSXhbaqqeMNEa3JyMekA34vMOLk4KHsl5qSclXl/V5DRBeQ+nfavdEDBmu+3eg+2X9P+/w4uTghoS7dxHEPxIynMAII2a20lQYKbtH0v2ddrNej36cxLgNuGBjwHGcuRkoij0oIDACAIDVanV6MIVCYbOIhEA0O61Fa+v1eh97kiRJEAQAGI3G5vq3sReGw+EYDCyLuQFGKBRiGEbTtO/fpP8QCARWq9Vs9lLr1N8wUxQAsFgsLUSYZlSRNur1BCmVSglHmC5K7SPqFM+L6sRvP0jSdULw0B7CxLoDIdpMB90acq9S1M3L7RccHOwkjOsTRBAECvxBtAUC54Hfvn07AEyfPl0kco5btiEUCh9//PErV66sXr16+vTpTONDDz20cuXKy5cvB0hQxF2KvfudMuDKQ84x55nDjrCeeFySAwB/Kf/5qP0zrB3SRZ3TRZ19kcFEmfeozvjSk5WruvxNCW80+HQn2pMRy2KelEqlJEkCgEKhsFpZQt0QCETbBGltBALReMIIWRjhUK9XddI5f7B0oJf888j9jkDYE7gkdsXFxQCQkpLiuVvnzp0BICsry9bChO0pFAp/SodoWyj2y6w6h5u/pv2tqniWrEuM9Q4AVRZFnVXbyHErLHLW4HkfuWkobaQACAQC4SNIayMQiIbhIY2lqYI03nJwkpPRJl4H73XjEQiEjcB54IOCgiorKy9dujRp0iQP3S5dugQATOQSg1wuB4Do6Gh/S4hoK1CYfG+QU9uVEYe8nmemG+ugNtOWRp0OjTod0UpRq1tKah+JROK9E+JuAWltBALR5NSxuN9bio5rElqOygakte9eAueBHzJkCAB89913ZWVl7vpUVFR88803ADB48GBb47Zt2wAgKSnJ/zIi7lrsF4NVp8TmKodt3twwc3G3K65n2dzvACDC+SFEY/8Ho7ihBMZp8Omx3PBGCoBAIBA+grQ2og1C0dT/Kf+ZdXNF6slHk0488mDmq+uqdqit/k2N1KaoO+M8lZIOcI6fN1LmY+rLX1X9+WHZ9x+X/7gcfvlDcdxd6RwEog0SOA/8K6+8sn379uLi4tGjR3/yyScPPPAAjt9ZPqBpevfu3YsXLy4qKsIwbPHixQBQVlb2ww8/LF++HAAClsHu7qBITlyr5NVocByHcLE1LdoYJQ3o9mYrTe1VnT2uuVxlVvBxXg9h4sTgoeGEs9/biWJT1R+K49mGQhNljiHDR0p6D5P2xAADgPPanD2qM4WmChywRF7MuODBqfy4hsmmcHG/y0dejRNG2idKBUfrHQBGSPvsVZ09WnepyqLg47zuwsSJwUMiiGDwSLGp6k/FiSxDgYkytyPDRkr7DBR3O65u4NbQMTJU3Q2BQAQIpLURbY1aS91TBR+d1GTaWvL0pYeVF9ZX/bEp4Y1+otRmlK0V4Sl+vpJrKHCMn4808+Md4ueLjJVbavcorXes+uPKnJ3Kk/1Eqd92XOJ13oVAtAWwQOYA//TTTxkdDwDt27dPTU2NjY0FgNLS0mvXrt26dYs59Mknn7z22msAkJaWlpmZCQA9e/Y8f/68/dTBr9TU1Pj1+jKZjKIoP8XYaE34rxfE1ytJ+0YMoE8H48PdNSSHZgTgcrkAIJfL/ZHU9Ko+/5nCT3MNJfaNPIy7pN2MBRG3QzG5XK5MJrMlTrPS1Ifl36+r2mFxDFPvLUpZGfvsZxW/7FWddfxE2JSQEZ+0f06EO5SCc4dNnWhvcYtedUiFYuIZfl36LsU3W8Fq/zDYG/AcDG/PjSg0VdifSGLE69GPvxA5mVlicMJKUyvLf1hbtcMpbD6JH5tnKHWqBucLMWT4ydR1Qt8+r++0hCR2BEEEBQUplUqLpXn2CDACAIDRaHR6MMPCwppFJHtaTjweCsZra7QKrV1bW+vjTEYsFjOh/iqVqtlTi4tEIpIkW0KmgNDQUAzDKIpi9j40LyEhIUajUattbMaZBmChrQ/ceO2iLpf1qIQj3JvyWTI/NsBSwb/zpWZUkTZ8fII8GPA1f4RU/eSgVcMmyiMeuzPrrrGoPq/4TU/fKQdjPxnrJkjYm/IZiXPBzRPE4/GaXU+1HJUNSGvfvQTOAw8Ar732WkpKyttvv52ZmVlcXMwkyLFHJpOtW7fOlsmW4aGHHvrhhx8CZr23akwW7Kt/pBV1zj8rDZBxi1dnwJ8aoMJZjM2m5Lq+aGLumyqXfG9G2rys9FsdZXwt6jHXs14rXvd97V7X9gvaGw/eWOy6dZwG+jf5oXJz7W+J73kNSrfXJUf/rIkHBwM+t/8ZE98AABgABrcNa3uFgWMYD+c6We8AYKIt75dt1lKGJdEsjqYlJV99W7PLtf2moUTCEWqselcbnoPhXfkJV9iKzAUR4i0JbzW59Y5AIBAeQFob0Xb4qXa/O+sdANRW3Xtl3/7Q8Z1AinT3UXfaeQO8pL+Dufu38pS99e5Epr5gc+2eeeHj/CIcAtF6CKgBDwATJkwYP3781q1b9+7de/PmzZs3b+r1+qSkpJSUlD59+jz55JMy2Z1SEx988EFaWlrHjh0DLGTr5XCuwNV6t3Gjiptxi98vzr9VZxeXrHe13m38t+LX8UGDO/E72DeeUF9htd4ZPCR+O66+/EPtvtlh9/so24ma7HZnx9q30Bh9bdCJ268BxDg/mJAWm6qYFgywgeKuWsp42b1S/6Ly94eDhzjF85/WZLFa7wxqq26AqKsJzBe0N2wDDRB3ebvdrHRR52+rd62p2m6TgcS542SD3m43K5ZEG+ARCESgQVob0UbYqjjiucPBuvMKizq40dlw7m48uN/NVVxDgYMfghthFiTciZ83UuZsvdvTGbYqjiADHoEItAEPABiGTZkyZcqUKV57TpgwIQDy3DXQNJy95cVDe6bIvwb8TUPpKU2Whw4W2vpT7YH3Yp6yb/yhdl+DR/y+dq9nA95elxQfxXsYHb6iiqSbqvAq21sNZXghdHL7+LgCYzmOYYm8GA2lT8+a5+H6Vpr6oWbfiliHPl4/0Tndtey0702UpYqoA5puR4XYqqQ+Ff7gU+EP5hlLy0w1QpyfKohDjncEAtGMtHCtbZ8A3zMEcXvOw+PxbK+bC4IgMAwTCATNK4aNFiIMhmEEQTSLJNcMRZ47WGjrLahuJ4gIjDw2mGAWHo/HbH5sRnx5gjwIqcyQOYUeBg/Scck7/SuMCgs47Ot0ykYEANf0RcztwfoEocAfRBuhmRUYoglRGjhqg5d/rhIl4Yc973e4oHP+q3XlvNa5j2uL71zV5ZtoC4n5dCe3/6e3U8u1gSecWv6R5C7k9orihjBvjym8J5y7oLvh1HLe2/dgpalLupsjJb07yRJomq6rq3PqkMiLSeTFeB0agUAg2jhCoRDD6rc3zHeb39+IRKLmFuE2GIa1EGG4XG6zWKo6ynspcguXbq5vqSUsr9jw8ATxeDx3h+rOOsfPh48w2/f3pVavgTLxhHzb3kmnn6PZc1sgEIGhGQz4/Pz8mzdvek05c9999wVGnrsGvcn7DIamwWDx4/KkfdZQ3/uoqIanq6GBVlrVvmQl1efyQ0oc0s/oJXVFaVedulVZHBKiKCzOprUrCotzwhKlxfv34HoWAoFAtEBauNaWy+UoiV1jQEnsGCKJYNvmNXcIdUQN7d88x660oiR2HuLnrXWE5rpTBV8LHSXX2E2XuBbv89hwIkhZqwD3SeyaPU4BgQgAATXgT548OWPGDA+Ptz2BTI9/dyAkvfvWcRz4XD+64EM4Uq99QgnnPiEcaYOtWRzDgzluN6TZ32yK/c7V43L6n6Jwh/Xe45KcUeRg+5ZQQgbecP1EoYSsxqLycpYP3xUCgUA0I0hrI9oOwyQ9PW9/i+KGdOK3D5g8dxl150RAOdjnknS1Uw2fMCIomCNRWG9PCF3j5wFgmLSn32REIFoNgTPgCwoKRo4caTR6j1BCNAyZgAoWUgqdJwd7XLDZr1no+4u7eO8j6qKwqK/o8ikDxjViPXlJ/USpecbSho3YR5jC9SF+3qrF60452Pk0Ruf0P+3ac1LQUPu3/USpGGCeq74NEHdVWNSX9DfVVp2MI+oj7NRPlJpjuOXhFBLn9haluDtqoi0XdTcqzQoexu0uTIzmhtoOKS2ai/pcZqDewhQJR+hhFAQCgWgwSGsj2hTPRkz4RX7Q4j6M+/nIyTiGtlg3EPU5560H0n4scRYjJL22K4+5uwgHwxdETGxiyRCIVkjgDPjly5cz84BJkybNmzcvLi4OpZpoWjCAAXH63dc87c4amODfFPTtyYjR0r4H6jLcdeBinCxDYWrmDCt9OxCAxIjRsnSvRrI7ngx7wJduyiNSyuiwdFGcmqUJcQgXPC7JSeS3iyZD7RvbkWH3yfrtUZ1xd2UuTuTob3XJfMKm9UmcO1rSF8dwinYb7DApaKiUw/JLmSjzqsrfvq7+vzq7TP7DJD3fj5kbxpUtLd30h+K4/UBTg0csbTcbJcVFIBBNDtLaiDZFJ36HlbHPvla8jnU28lDQoLlhDwVeqlaEh1AdyoBprzr4Gzhiq7Cz3rXnIHG3fFPZJd1NV/c7BtgHsfO6ChJcz0Ig2hqBM+DPnDkDAA8//PC2bdsCNmhbY2iS4XoVWVDLvv+nR4yxR4zffSmftH/u/huvVZrZt9LxMd4+1Vn7FhNt2aU8FUSI3e0bF+CknmIvCvqQbNAjIcPdSWKvS1SHnePnrw886dTCxYgfE5e6Xuej2Gcu6XIr3H4icm+d4yeizLtUp4I4YncZARJ40csc8/AzGGjTo3nL/tE4b8s/qr40JudlEYcvd9xoYKLMP9TuO66+sjPlY1vWPQQCgWgSkNZGtDVmhY2NJcOXlm66YSi2NQYR4ucjJj0fMZmD3O8NRXNJTJsdvj1xHy1wWBZKMAybEXJvLDciCy+X2yUhSuLHvNduzr2ydL/LikC0BgJkwNM0nZeXBwDz5nmqyIVoJBycfmpA3Z9XReeL+fa7EQkc7knU39dZ68/w+du0JyN2pnz8fOGqM9ps+/YQQiLC+cWmatazlBZNMi+2zFyjpRxiBO6Vpa+IffqLit9/kh+wd2iTOHdu2ENvRZ+ZMbQAACAASURBVD+BgffPpM/lG26R9i3aYEVJ52v2LdeCK/clfpZIsiR+jyXD/0755PmiVU4V8oIJsRgXFZsq2T+RVZPEj60w12qsDmvMo6R9vujwouu2eQD4qOwHV+udwUibjRb2lEtFpooFRf/dlvQB61EEAoFoAEhrI9omo6R9Rkh65VhKCqHSTFmj8eA0IoGPkd7PRLhHfdYlfj7dba5fDMNGSHs9Hj/unObaLVMVB8NT+XHdBAlo/wICYSNABrxWqzWZTAAQFhYWmBHbLDyCntpLMypFn11B1uo4GE1HSKxdok0yvj/LxzkST0btTPn4nPb6cfXlMnONCBf0ECbxMGJ2wUcezso1lvyR/GGxqSpTl2+iLTFk2Chp326CBABY1eGFl6Km7FWdLTSWAw3J/Nixsv7tSE/3kr37XXnYORFdxGh9f2lqqbnaSlMyQtRH0GlS13s9XK0DGflX8soM7fVj6stl5hohzu8hTBLi/Jn5nszmm4aS7UkrSk3Vmfrbn2iktE+aoCNrZ41Vv6l6p4ereeCY+vIF7Q0Pm+oRiNYOTdNbtmwhSfKxxx5rblnaBEhrI9osOIZ3FyYOkfUGAL1e3ywp8VsdHuLnaSumvuhgwGMkLeru6VtNSEgAgHsk3ZtKPESAQSrb3wTIgCdJUiwWazSaixcv9uvXLzCDtmVCRdYhiSybiwJJuqhzuqiz7e1bJRu8npKhvf5S5BQIGeV6KJ6MeiZ8fAPEoE2YU/o6DId2IwzTQkcKhUIAsFgs0dHRvlyqr6hzX7tPtLR0k9dTMnTXX46cCsDyiZw4pc000g0va3RYfQEZ8Ii7GIqiZs+eHRQUhGYDgQFpbQQC0STosoSUlmPfIu6hw/moaMXdDFLZ/iZA4SgkSU6bNg0AvvjiC43Ge4lsxN1Hubm2SfrUl7rTEqvW4T4Xpmm5YU1QTNUXactMvhaMLTc16rOX+eGrQ9wlUBSolJhSAc1dQxjRikBaG4FANAl1LvnnJemeKgcz7vc2jV6HKRWg1zW3HIiWS+CS2K1ater8+fOXLl0aP3782rVrU1NTAzY0oiUgwHlN0scXPMfPB4+os3+bkpKiVjekCr0vm+J8/0Q8vFFb7ARohx7CBaxOxTl2CLueiRkMAAAEQcUnWoeMoGNQKWOEd5DWRiAQvuAhfh5oUJ8TO7TgtKQP2pXABkVxLpzFM05jNbfTRdGh4VTf/tY+/QFVAEE4EjgD/tixY0uWLFmyZMnhw4fT0tIGDRqUkpISFRWFYexJyN5///2AyYYIACn8WK99OvE6NO2g5iquNltg38IRWyXpTaM5OvG9S9uZH+fj1Tr7cDVPpwt8HQjRRsBuFRK/fX/bdAcAoMFiwW/m4Pm51nsftPYdEBgxqqurP/3003379uXl5YnF4pSUlBdffHHSpElO//xVVVUrVqw4c+ZMZmZmZGTkPffc8+qrr6alpTFHp0yZsnXrVgBQKpUYhonFYtui25UrVz799NOLFy8WFRV16dKlb9++77zzTlRUVANk2Lt377p163JycoqKiiIiIrp06TJ//vxx48b58dtp2SCtjUAgGok+j2+RO9gaolQDR2JtLnlaLJjZTPy6BSvMd2isrebs3Ylfy7Q8NovmBsJPg1R2awGj6QDtQnGn8t0RMMFcqanxNey5YchkMoqiGub1bSoBuFwuAMjlcooKUHK7QlPFwOxnbTXMXRHh/AtdN4WwpWevL7bF4OpfQ6u3OdR1DxmrjHqqCgBwHBcKhampqUaj0ZffIlNfsL7qj2PqSxVmOR8jewiTxsj6flz+k5l2G5YsxPkvR03drTrNpOWLJcOHS3rNj5iYbLeWIZPJaJquq6ujgR6Y/VyesbQBn1eA8y503RRGOMca+IJUKiVJEgAUCoXV2jw6lSCIoKAgpVJpaaYYb0YAAHC9GVpCBq+G/FdoNdz1q+ysd0cwzPzYbLpjUn2vKpFIvHeyo7S0ND09vby8nM/nd+jQQalUVlVVAcBHH330xhtv2LqdOHFi6tSp5eXlBEHExcUVFxebTCaSJDdv3vzoo48CwP/+979z58598803JEnOnDmTx+OtWbMGAL777rvnnnvOYDBwudzY2NjCwkKapiMiIn777bdhw4bVS4YFCxasW7cOACIiIkJCQsrKyurq6gBgzZo1CxYsqO8XdXfQWrR2bW2tj0OLxWI+nw8AKpXKbG54zpEmQSQSkSSpUCiaVwwACA0NxTCMoii5nL1aaiAJCQkxGo3NnjeOy+XKZDJoGUnsGGGaUUXacPcEefDAV/0cVrPDocxt5Kyq0AeV7vr7Hj/P+gTxeLz66qkmp2HTe+LP3/Grl9wdtXbtbp04rQGXrde3gVR2KyJwIRniehIwwRCBIZ6Mei7iYQ8d3mz3RNNa7zQFyqPONq1suKoB1/xf1Z9jcl7+TX6IqQZvoE1ntNkflG3xbDNLcOGKsi0XtDdMtAUASkzVP9TuG379hZ9qD7h2xgD7qP0z9Swze3vO+nr09IZZ74i7Fc6p426tdwCgac6R/QEQ48033ywvL586dWplZWVOTk5lZeXmzZsBYOnSpXr97Syber3+0UcfLS8vf/311+vq6m7evKlWq5cvX242m2fPnp2bmwsAzz777Ndffw0AQqFww4YNzFSgsLDwmWeeMRqNy5Ytq6ury8/Pl8vl06ZNq6qqmjVrFpNB3UcZzp07t27dOoFAsHv37srKymvXrtXW1q5evRoAVq5cGYAvqmWCtDYCgfCKp/h5gDqWAnIoft4ZrKYaz7zsoQMn+ypWWeFvMZDKbkUEzoBX15OACYYIGG9Hz3wq/EHXdhzDF0dPf7pBSeY9oLsqMtc4BG7xO5gEHY22tz5u6fxDcfyd0o2ssQPl5toobohrO47h4URQpYXFm2GiLS8Xf3m47oLroRGSXl92WMi6bX60tO/ssAdcit5jOIYvipq2IGKSLx8E0XbAb1zz0qG8FDR+/5s9c+YMACxevFgqvb02N3PmzKlTpw4ePLikpIRpWbVqVWlp6YwZM1auXCkQCACAJMl33nlnzpw5RqPxP//5j7uLv/feeyaT6amnnnr33XcZp1BQUNDPP//co0ePoqKijRs3+i7D5cuXxWLx7Nmzx44dy7QQBPHCCy+Eh4eXlJS0WX2EtDYCgWgMpgrSVOowpeHHG7kRboNf2mz6OvzGNfAcRkTTXtV640EquxURuD3wCASO4R/HPjs5eNh3NbsztNeVlCaMI+sv6jI3/KGugqb517ZfCVYcdvbnB42qt/vdSlPLyr710KHCLH+r3cxcQ8k57TWFVR1GyPqLukRzQ/9T8Yu7UyiaerfsmxHS3q6HpoSMGCDuurF651H1pXJzrQDn9RAmTgsedX9QfwywqSEjNtfsPvvvQP1EqXPDx7krLI9ou9A0pnIboHinj0JOi/0bashsTNiyZUv37t2ZbTsA8Ouvv9r32bVrFwDMnz/f6dxZs2Zt3LjxyJEj7i5+6NAhAHj55ZftGzEMe/HFF+fMmXP48GHmmr7IMHfu3Llz5zpdv6KiggnJC9g+IwQCgbibUJ9xDsyRpKOSFixgSu9baTCl33e4IJXdimh+A95isRBE84uBCBj9RKn9RKnMni7/7bu2anG1Y+USnEvL7rmTfz4xMdGX65zX5ZSaqj33ydIXbIhfbN8yNe9dz6dc0xfdMBSn8FmSgbcnI96LeYr1rHRR53S7QvQIRAvnlVdemTp16urVq3/77bexY8cOGTJkxIgRTj4WJuJuw4YNW7ZssW9nSpcVFhayXtloNJaUlBAE0bmz8xPB5NHJz8/3XQYGmqazsrKys7Pz8/NzcnL2799vNBpduyGQ1kYgEAz1jZ+X9EMGfIOpX1KSBoBUdiuiGXRwUVHRhg0b/vnnn8zMTCaJGk3TFEUtXbr0ySef9NGsQiA8U3daQpsddoiI+2gakPjUl6xyNw0lXltcyTWUsBrwCERjwTBaFozJPSbjxDA6mGX3R9MyZcqUo0ePLl++/OjRo9999913330HAL179165cuWYMWMAwGQyMflpvv2WPc7FZDKxmosVFRUURUVERHA4HKdD0dHRAFBcXOyjDAyff/75ypUrKysrmbfBwcFDhw7VaDQqVUOyZtxlIK2NQCDqi0VFGPIcygBxw838OLcmVpuNnwcAOjjYhz5IZSOVfYdA1xX86KOPUlNTV6xYceTIkZqaGlucA03TK1asSE5OfvvttwMsEuKuwX4lWOWSvi5oeEN2xZgo70lfzS7b403uU9PbndXM6WQRdzFUJ7f5HZhtdnS7WPBz/DzD0KFDDxw4UFVVtXXr1pdeeikpKenChQv33nvvwYMHAYAkSSYDttFopN3A6uyNiorCcbympsY1hIeZXtiXpfEsAwB88sknL7/8sl6vX7JkycGDB6urq+Vy+R9//BHsw6TqrgdpbQQCwYpn97v6rJh2jGWW9kfp69ihUlLBc9UPDKNSfErb1EiQym4tBNSA//DDD998800mi2BycvL48Q5JyyQSCTMheOmllwIpFeLuw1zN1eXw7Vs4Uouoxx3N4ftCbywZ3oA+DTsLgWgqrAPuoQUC1kMYAGCYZcS9/pbBZDLl5eUVFRUBQHBw8OTJkz///POcnJxp06YBgC1jTVJSEk3TN27ccDpdqVQePXr0ypUrrBfn8XgxMTEWi+X69etOhzIzM5nL+i7Dl19+CQBbt2798MMPR44caasd2OxFm5odpLURCETDcNrGCACS9DaRXawB0KHhVHeWvEg2qG496IhIv8qAVHbrInAG/PXr15l1+k6dOh06dOjGjRt//vmn7SiHw8nPzx83bhwArFmzJjs7O2CCIVoOxaaqtVXbFxStmlvw8bLSb4+qL9H/Vkr7RX7oodw3emXN6Z01Z+LNt3YrTzuda78SrDwiBcd0ntXp1y8acjxUoXfHQHFXIc733Ge0tK/XFifCCFkvYUp9hUEgfEUktkybyW7D47hl7Dg63u+5D1UqVVJSUqdOnQx2Be1wHH/wwQcBwLZXbeTIkQDw2WefOZ3+7rvvDh8+fMeOHe6uP2LECAD4/PPPndq/+OILABg+fLjvMlRXVwNA374Oj21eXl5pqfcdNHcxSGsjEIiGQRlwXZbQvoUjsQpT3BY3bcvx8wyWseOohCTWQ3R8ovVBT2WYmwSkslsXgTPgV61aRdO0TCbbs2cP8ys6ERYWtnXr1s6dO1MU5XpnIO5urDS1onxL/+xnlpV++5v80J/KE2urtj9y8537b7x2XHO529VZLxStOqPJKjFVFZuqTqivzCxYkZ41r8rClmqbBtVx5/zzx7rv/lG+f0X5lhzDrXrpCSHOXxAx0UOHGDL88dAxTo1PhT3guab9oqhp9Sz5jkDUDzq2g3nei1TvfiD4dxbF5VIpqZYnn6X69A+AAOHh4YmJiUaj8bnnnmNywwLAzZs3P/30UwAYOnQo07J48eKQkJDvvvvuxRdfVCgUAGC1WtesWfPll18KhcKZM2faX1Oj0eh0Oub1smXLSJLctGnThx9+yJSQraure/zxxy9cuBAXF/fMM8/4LgNTUXLDhg22gQ4cODBmzBiapgGAkaoNgrQ2AoFwh5f4+fMiyuwQEy5N1wLHY6W0Ng6Xa5k+2/LABDriTjA5HRFpuX+8efpsmuD6e3ykslsXGO258GDTkZaWlpmZuXjx4o8//vjO8BgGAPYyrFq1atGiRX379j137lxgBHOlpsZj8qdGI5PJKIpqxkKFMpmMqc3ApCNqFhmcstC/Wrx2c80e1p4Y5vYuDeKIs7p9T+IE2OkS3XVB4VKH5HDKyIptiz9iXnMAn9/z0RHS3gRBMMUqjEaj59/CQlvnFK7c5eLzB4BgQrI18f3uQpYcTic1mdPz3tNSLOvNj4aMWh33ElPUXSaT0TRt+58KPFKplCRJAPBfRQCvML+FUqlsrvAnDzeDLTSrGWnsfwVNg0aN0TQtEoNL/ph6IZHUb9v8/v3777vvPpqmuVxufHy8xWIpLCykaXr48OH79u2zVYj5+++/Z8yYoVQqcRxPSkqqrq5WKBQcDueXX3555JFHbFcLCQlRKBSdOnXq2LEjU8lm06ZNzz//vMFg4PF4HTp0yM/Pt1qtkZGRv/32m03T+yLDn3/++fDDDwNASkpKbGzszZs3b926NXLkSLVafe7cueTk5KVLl86YMaMxX11rpLVo7draWh9nMmKxmKk/rFKpzGa3xagDg0gkIkmyJcw1mU2tFEXJ5X6vU+WVkJAQo9Go1TbzZmlmigIAer2+hQjTjCrShv0T5BpEbU/J59F1Jx30RfvFpZK+br/JBnjgWZ8gHo9XXz3V5DR+eo8ZDaDXg0BA87xEgHqlXt8GUtmtiMD5ABn7qk+fPp67paSkAIDn/wXEXcY/mqvurHdwnCk6obRqXrz1BTiuBNcecd52lZt+1vb6iOTaK8VrjXQ9pm4Exvk2fslH7Z+Jsdu1TuLcycHDDnf6gtV6B4BB4m4HO3/+YNBAArtjMsWTUavjXvoybiHm/3IgCMRtMAwkUloqa6T13gDGjBmTkZHxyCOPxMXFFRcXG43Ge+65Z9OmTfZTAQB48MEHL126NHfu3B49epSUlISFhU2fPv3q1av2UwEAWL9+fVxcXEFBQV5eHtMyZ86c06dPP/7440lJSeXl5b169Zo/f/7ly5dtUwEfZZgwYcK+ffuGDx9eW1ubnZ3drVu3jRs37tu37+OPP+7bt29xcXGbCsyzgbQ2AoFgxfYnzAplxjQXHev48mhRms5dfxQ/7wTN49NBwY233usLUtmtiMB54JmVmK+//nrevHl3hndZy1+/fv38+fOZtcbACOYK8sAHAHsP/LOF/9mmONqw6whw3q0eW20GPG3Gs+fFYbo7fzQ0Rv/6zjKt7PbtdFySAwDfd3z7odDBPnrg71wK6DxDWZm5Rojzugjive6NZ1BbddcNtwyUMZaMSOBFOx1FHnhAHnhvNON/hRPN7tlABJLWorWRB76RIA+8K8gDz4rtCbpw4YKHCYPmoujWRzH2LdL+mthXytz1b5gBfxd74JuQZv82EH4icB745ORkADh06JDnbqdPnwaA+Pj4AIiEaCGc1+Y0+Fw9ZdRa9ba36nMie+sd4P/Zu+/4qKq0D+DnTs/0VEpCCyGhiLQQXIqUIMXCIh1lrSCKothgXUFRFFDhVRBwLayouLCKK7AWkNAhIk3phBRKAiEkmUzJZDLt3vePi8PMncnMJJmWye/7B5/kzLkzTxpnzj3PeQ65mn7eMXu/9Yo1DXlFilBpkuQ7FT0yZZ39nL0TQhR8aV9Z50GKHu6zdwCAiIVRGwAawHBUzmmR960OSyQA0crDYX1BMn78+MOHD2/cuHHq1Kmco2gc9u7du2HDBkLI6NGjQxYYhJ2ObtTt7ZOFZ1oK49mPtfu49xoL+hx1fMwuvxNCqmwRdH8UACACYdSGJq3YcmNdxc+51afLrVo5P6a3NH1a/IjeMh/nv9AM/ZP+0BbtgTxzsZWxtRW1GCLrOS1+hIIv9X5h83Hu3DkvjzK02wFyPEbRO5C73wEgdCvwTz/9dEpKCiFk/PjxL7/8Mmd/AsMwW7ZsGTdunNVqTUlJmTt3bsgCg7CL5Tcqw8dR792m5xtPuAwbVrH5cvcT7pfEC1SNeUUAgKiHURuarq8qt//l7JMryzYdNZ6/bLl+xnTxq8rtIy+8OK/kn3amzp2DGrt+XMH8R4uWbNbsP2e8VFBTskt77LWrawecm3XY6G3WCg6mvBib1mV1UNbVxJeHZ4MeQLQK3QReJpNt3bo1NjbWZrMtW7YsJSWlbdu27EP9+/dv1arV2LFjNRoNRVHr1q2LjY0NWWAQdlmyLg2+dnh1Nx7hXzJfP1FTeGGvjbG7FIe7dPsJm8jDRsd+8q4NfkUAgOYAozY0UZur9r94xXO12n+V//ja1bUer7Ix9qmFbxysPuX+UKm1ckrhwoLa6K+M5ZP35XdCiP5X7pKMIgv58wABFtKTqHv16nX+/PnZs2ezRbOKi4vZ9l9//bWsrIwQkpWVlZubm52dHcqoIOweSRjd4KrsicLY16+u/fDGd19Wbivfy92Xnt/nVv15R/58miR5kPz2hr0cAEDzgVEbmhwzY51/9TOG1FnX8LOKH86ZLru3b9DkHDfWeZiCwV7zxrXPAxNi9GJoYjjsMoGneESRVeemReTPAzRM6PbAs5KSklauXPn888///PPP+fn5BQUFZWVlHTp0yMjI6NOnz5gxY9gKt9Cs9JFl3K36y4+6XP+6M+TP2T6f4pVYytmPlRWJCcVtnfvVqPTXO3JPOonhiVe2nSOkQv2bDwDQFGHUhqZlv+FEmdVbOX2aof9btffVmIc47d9qdnt/5hz90SqbIVaAst51Ml2IsWpcziuNyTAJ45A/DxBg4ZnGdOjQYdasWWF5aYhApdbK3Ybjfne/9Waxv76T4+NOR/tSjMv7yJI+Jxjeza1u7PJ7J0nKh23n9JFlNC5eAIDmBaM2NBVnTZd896n10Od87RXvV9kYe765JEvQ8E1/Td2FCxeczwN3p8/l1p9X/gX58wCBF3HrkPv27fv8888JIey/0Bx8Wv6/Grq2Mc9AMVTH45mcxoTBxkcTRl82l9Uw5swWPe5QdBsi78mjQrptBAAgumHUhohSQ5sb1sfox/sQf/o0XwwxHOHmzyuRPw8QBBE3gc/Pz1+3bh3BW4HmZLfe/+X3WwYZbi2kt7jUQVEZ7/yopvW1s/Gnn4gZc1tMKiGkQ2uMEwAAgYdRGyJKC6HveoothXEeLhTEFltu+LhQ4OFCYNXkxVgrXaYVMem1gjhbuOIBiGJYjYTwu2apbOQzdDzGXX4v6HPEcbw87vICAAA0B4MVPRvW505FD+9XtRDGZUjaNDCspu/ixYveOxh+41YHUN6hD1o4AM1aNE/gL126NH78+AULFoQ7EPAhhi9uzOV8u6DDSZfBmKGYol7HUakOAACgWUkVt75bfYeXDm1ESWNjB7m3P5U0VkDx3dsdnkkah114dWKI/jfXDfCUtwPksLIC0BhR+z+RxWJZvny51erhFFCINOnilPpe4pw/3+ZsV7FR5vxoaacLRpWWzZHDIAEAANB8LG/zTKq4tceHZDzJZ+3nSSiR+0MZkrZLUmbWdajt3eo7ZiTeF8gomxSfy++m/BhrhcuqiTTdJExA/jxAUETtEuUXX3xx+bKHcz4h7N4u/fKril80Nh1DCI+ikgSxf5Hd1pgnTDvel9NS0OcoIaSntJOn7sTMWL+q3P6dZu8Z00UzY20jThoi7/lU0tiO4uQbtqqPb2z9WXfokvk6RVEdRa3vix0wI+E+tYBbWBUAAAAiUIJAtT19+YKrn31XtdfK3JpD3qnosTTlyU6SOtcMHkkYnSJKXHD1s4Laq45GFV/2TIvxs5PG87H8XjfdIe7bJEW/OsvXAUAjRecE/vjx4z/88INKpdLpdOGOBW4x2k0Dzj999c+T2wkhNMNct2q+1+6LocQmxnflWHfiGmmbs12dW2wi66XuJzpL2naWtHXvf81S8UDRm2dMt+4lX669/kXtto2VO2cm/XV9xS8a+59bthhyrvbyudLL6yt/+bLDqz2kaQ0IDwAAAEJMLZB/2G7OwuTHDhvPllu1cr60tyy9vailzwuHKzOHKXqfs165RG5YGVsrXtzt/A4xvEZt9It+DKnmbICniKIf8ucBgiUKJ/B6vX7FihVqtXrKlCkfffRRuMOBW0ZceNF59u7MxJiVfJnebuS0K/myF1pO/qR86zVLhaORzZ9X8qV6e02Hkz15Npdf48vdTlrFZgtjYwiT2iHV+SErY5ta+IbHA2DNjHXljU2E8RDbNUvF5MLXD3RZkyBQ+fNlAgAAQNjFC5SjVd72w3vEo3g9ZZ0GqzIJISaTyWjkvjNpbnznzxdILOWu9efTTKJE5M8DBEsUpgOtWrWqqqpq9uzZKhWmWxFku/63C7XFXjro7cYFyQ8PU/RuIYyLEyi7x6TOaTnxYJc1Tyfdv7/zqgWtH+4r6xwvUCYK1KniVmPVA9mNah2PcvPnC/scJYQUma+dqeEOORs1Oz3O3m/yNHtnVdr071//xvsXCAAAANDc6A+515+vc/kdABov2lbgt2/ffujQodGjR2dmZubm5nrvXFRUVFFRwWmMjY1NSkoKWoCEEEJRFI/HEwqFQX0V7wGwHwiFQpqmQ/Oin5T/z2efAvPV/3ZZ7N4eL1S/mDL1xZSphJDCwkKiIkXmazqtUV4V2+KSSyKWSW64mp7HfnyytmiccJTzo1u1Bxsc/1bdwXc7zGrw5XWhKIqiqEj4ZRAIBDxeeO7o8fl8NgBHMGEJgBAS3j9MAACAiOJz+Z0QYjjstgG+7vrzANB4wZrAN3jzeU1NTYNf9Nq1a2vXrk1OTn7sscf86f/VV1/973/cWeWwYcPefffdBsfgv0hIEFAouDdNg+eK9YbPPvmWqz6/LTExMYQQrdlICEk7mkUxLlO+ol7Hab6d/XifOo/zbIWWa/WK2dl1SyWR8VXBqWbX3H4ZPJLLw18pUCgURsLPAiD0wjJqA0BTZyqUWMpcbnzHdKwVtajzEChsgAdovGBN4NVqdZCeuS52u509N+75558Xi1FuJOLYGLvPPhbaUq9nSzveh9NemHnU6dm444d7S71YaGzoAoDoFPpRGwCigP5Xt+X3v6D+PEBwRU8K/YYNG/Lz86dOnZqenu7nJQMGDIiLi+M0duzY0WQyBTo6F2KxmGEYi8XfyWowAmCTpWtraxmm7p3fAZUkiC0hPhbhk0WJ3r/5+fn57AdKSpp4pZ3qRgvnR3VJZeUpVxyfpgiTOM+WIkoss2jqF/efZPwYqU1osgf4dyPsvwwikYhNIA/lLwMHj8cTi8VmszlkGzo8BkAIsdvtnJ8Fm/EBAADQ3PiXP++2AR758wBBN7sRSQAAIABJREFUFqwJ/JQpU4L0zB4VFhZu2rQpPT190qRJ/l81fPjw4cOHu7e7b4wPLIFAQNN0GOuaOnY719TU+DNlKrGUb9UeOGu6ZGFsKaLEYYreAxW31/dFx6gGHK/O895npCxz2cWvz5gusi80VNFrkKKHcwez+eZRc235SenHPB//ztqvyFsqm8n5Jg+V9zrmK4a6DJX3MtUE/s6OQCBgGCaMvwx8Pp+dwJtMJrvdd5ZEMAgEArFYbDKZbLbw5DiwARBCbDYb52eBCTw0EyEetQEgCtQWSSzXXfLnJam1opbInwcIrmBN4Dds2BCkZ/bo2rVrNE1fuHDh/vvv5zx04sSJMWPGEEL+7//+Ly0NR3nXj52hl5auX33jeytza2b1Ydl3fWWdP27/chtRPar9PZX012XXN1TXvYIt50tfLvmn+wv9s/1LbUUtOJ3FtCj9ZKZzC0Mxhb2POT5NESU+EH8X56oZSfd9VvGD1lbve8N8ivdCq8n1vQoAoKkI8agNABHOn+V3/SFu/rzqL1h+Bwi6KDlGLiYmppWb2NhYQohIJGI/RXHpBphb8tEHZd86T6pZR4znx+T/vcxaj3R0HuFt7rRYQHm+Z8SneNX2mjpe6JXrVg1xHUuqT8h4epel0bIORYa4Ssenw5V9Y3jcUghxfOW/2v9dypN4jKGHtCN7NJ17bMvbPNM9JtX9IQAAAIDmyf0AOUU/bIAHCLoo2QOfmZmZmZnJaczNzV26dGmXLl0WLVoUlqiaugOGk19WbKvr0RJL+RvX1q1p94L/T9gjJu1w10+mFb151nTZceo6RUiGpO352it1XXXVUr7w6r/+2f4l50bdfu6YUdDniOPj/Yq8XysLpifekyFpy+k2SNEjJ+P9N6+t26E/Ymdubh9oJ2r5QsvJD8QP36k/trj0q5M1hY7+/WRdFyQ/3E/W1f8vEwAAACC61V4Uc/PnO5iRPw8QAlEygYdg+Kpyu/cOW7QHlqTMVPFl/j9nG1Hi3s4fVtO12wy/6QWmOJt8lCLr+eIPvUzgCSFbtQeX2p50fGqv4emOuGRt0QLbxR5/OLfYGPu/K3PeSPZwoGAnScpXqfONlLmYX2GmrS15sS1sN08Oy1b2yVb2uWapuGgppQiVJklOEsT6/9UBAAAANHV+5c//5la+DsvvACERWRN4s9k8Z84c9uOPPvoovMHAMeMF7x0stPVkTQGnzpw/5DzJ1IThKpWqqqrKbrcfM/ooLGdlbL/lH0+XtGE/NRxSEItLrvvlrqctMdzd9UeN5708p4ova6dOJoSYzWaDwWXIaS1KaC1K8PNrAQBotjBqAzRbht/cDpDrhw3wAKEQWRN4m832z3/+k/0YbwXCTmv3fSdVaw/Af9b+PImJNt/qv0fFebSgr0v+PPtBlR/xAwBAg2HUBog+/iy/m6+IzVdFzi3itmZxcp1n4iJ/HiCAImsCH1j9+/ffunVruKNowmL5Cp3dx/FmcQJlQF6oyuZjsu2oPGctF9bkuVShM8kNJZ3PeYiNH4DYAAAAAMCZ+1KKqj+W3wFCJLIm8CKRaNmyZeGOAm7qJ+96SXPdSwcxJewR05CT+XR242nTRUstLTHze0g6Zsm6FJmveek/1NCljfLmkXXaPco/69/dVNT7OM27eYC5Y/mdEHKHvFsDYgMAAD9h1AZohhgbpd3rVn/+DqQ9AoRIZB0jJxQKX/xTuGMB8nDCaI/HqjlMjBsq58d46eCu3KZ96vLyzqceHHv+lUknXx2T9/f0kw9U203eX6i3LF3CExFCCEN0+7nr6vmZh90vEfGED7qdAw8Azc3y5cspilqwYEHAn/njjz+mKOr5558P+DM3IRi1AaKMX+XrDsvsBr5zi7SzSdy6zvx5AD9hyPZTZE3gIaL0lXWelXR/XY92FCcvaP1wvZ7worl06PnnNmn22Bi7o9HMWH/Q5ar43FIoDqni1veqB7Af15yP4ZxZUtXyemVyiftVr7d+pIO4Vb3CA4hWJtpspGvDHQUAAEQDTQ53+V09VOelPzbA1wvN0FpbNf3nUccA7iIrhR4izevJj8QLlMuub6xxffc/XJn5QdvZ9doATzP09EvvlFk1Hh/V2g2dJClXLRWcF8pW9nmFmSD7cwO8di/3FSv/ctbxMZs/rxbI32j9+APxw/2PDSAqaWz6ldc2/bdy7yVzKSEkXqAaGZv1Qusp6TFtwh1a6AwaNGjp0qX9+/cPdyAAANHAUsGvPuWSfcmTMMq/YAN8AHxXseezG/87bDhnZWxCStBX0WV6i/vGxw/2nqYaTTBk+ylYE/jly5c38hmQjxcJKELNbjH+wYS7ftIeOlNz0UpsKaKkYYret0s71vepdht+P1lT6KVDfm3J5k6LL5mvn64pcn4hRzYXY+UZOIeO8pi7R7XvLh2Xby7R2Y1dEjN6StNGq+6ob2I/QPQ5aSyclLfgmqXC0VJp0/27fMd/K/eu7vjixPihYYyt8bRarVqt9qdnVlZWVlZWsONpDP+/lqDCqA0A/uTPl2+XEtplPqkaqOdJsFzcKBba+njB0i2a/Y4WK2PL1Z/K1Z/6b+Wez9NeFfOEXi6PcBiyAy5YE/iXXnqpkc+AtwKRI46vnBY/gsQ36kl264/77HPMmPdsiwl1vZD+N5nd6LLpQ96jRhBr60BasdnyHVKQowVACCFaW/X48696THippS0zC95tJ26ZJe8S1BieeOKJTz/99KmnnlqzZo1zu9lsTkxMNBgMR44cyczMJITcuHHj7bff/u23306fPt2iRYuBAwe+9NJL3bt3d1yydu3a6dOnr1q1atq0ac8888zmzZufeeaZJUuWEELKy8vfe++9X375pbCwUC6Xp6enP/vss+PGjaOom+8vV6xYMWfOnPnz5y9atMjxhIcOHVq1atXhw4crKyszMzNHjBgxZ84cPt9lS+fJkyffe++933///fLly127ds3MzFywYEHLli29f9U+r/LytYQXRm0A8ImhScUOKadRPQz58431jysfO8/enf2gyZ13ec0HHZ4LagAYspvWkI098BAi16yVfvSp8PKoe/k61Z16x8cYIQAcVl3/rq7tKoQQG2NfeGVtsGOYOHEiIWTLli0M43JuxPbt2w0GQ0ZGBvtW4MCBAz179ly5cuWxY8datmxZUlLy5ZdfZmZmbty4kfOEFovl7rvvXr9+vVAoTEpKIoRcvXq1R48e7733Xl5eXuvWrWma3rdv34QJE9555x0vgX388ceDBw/++uuvS0tLlUplTk7OSy+9NHr0aK1W6+izbt26fv36rV+//sKFC4mJiUeOHFmzZk2PHj327t3r5Zn9v8r9awEACC+/ytf9LjHfcJk4idtYYtJQY6VRLppL15b94KXDuhs/55s81HsKIAzZTWvIDtYE3tZoQQoMwuVmGXnvfSgxp8UxnNj1guoTLjd9+VJa2Rd7rgA82FLp+Ua+Q67hdLlV671PIw0dOjQhIeHatWtHjhxxbt+0aRMh5G9/+xshxGQyTZkypbS0dN68eXq9vqCgwGAwvPnmm1ar9ZFHHsnPz3e+cMWKFZWVlYcOHdJoNGwh2X/84x+lpaWTJk0qKyvLy8srKyv74osvCCGvvfaayWTyGNWZM2dmzZpFCFm3bp1Wq7148WJeXl737t137Njx1ltvsX0uXbo0c+ZMs9m8cOFCvV5fVFSk0WgmT55848aNhx9+2GLxXGm5Xle5fy1hh1EbAHy6sY27RTE2O7hDSXPwoybX7rVkHc3QP1QdDGoMGLKb1pAdrAk8v9GCFBiES7rYd92szjFt63pIlyvn7LlS3lFNiZi6+gM0WwxhLppLvfehGdpnn0YSCARjx44lhGzZssXRaLFYtm7dSlHUAw88QAh5//33r169Om3atKVLl8bExBBCRCLRggULHn/8cbPZzDlg/PLly+vXr+/Xr5+j5bfffiOEzJ07V6m8mZ7z0EMPTZo0acCAASUlnhcr5s+fT9P0ggULHn74YXagSUtL+/TTTwkh3333HdvnjTfesFgsjz322Ouvvy6RSAgharV6w4YNPXr0uHz58meffebxmet1lfvXEnYYtQHAO7uBrzsscW6hBIxyoLfj35Ed6Y+i2ms++xTUBncFHkN20xqyIy6F3mAw3H///XPmzAl3IBBgY2IHCChv7/BkPMkIVd+6HtXt555ZohyI/HkADxiG8ef4GRsd9CVTNiVv8+bNjpacnBydTjdw4ED2b/ann34ihLD31509/PDDhJA9e/Y4N/bu3ZtN4XNgC8l8+eWXVqvV0fif//xn9+7dnTp1co+HpumffvqJx+M99dRTzu1ZWVkrV66cM2cOmzq4a9cuQgjnLjtFUc8++ywhZPfu3R6/2Hpd5f61NF0YtQGigD/585U7ZbTVdSmlX7VAaa+rP/jJ+XDlunhfog8IDNlNaMiOuGPkDh48uHnzZqlU+sEHH4Q7FgikVHHr6Qn3/rN8S10d5rZ6II7vssvdMZxYrgtNBS5ZW8I4u6yr53wbgGaOR/GSRYmXzde9d2sn9lHcpfGGDRsWHx9/9uzZ/Px8dnh2TsYjhLAZd59++umXX37pfGF1dTUh5NKlS86NqampnOd/8cUXJ02atHLlym+++WbUqFGDBg0aOnSol9t5xcXFFoslOTk5Pt6lVCZFUbNnz2Y/NpvNJSUlAoGgc+fOnMvZIj1FRUXuz1zfq9y/lqYLozZAM1GZI+O0eC9fB35qK27hsw+GbAcM2STEE3i73b5y5co9e/Z4/G6yHfLy8gghYjF3LzREgRrGW5mTGtpc10O6g0rimiyvHKAnPOTPA3g2St3v47I6b5YRQm6XdUwWJwY7DDYlb+3atVu2bHnppZdsNtuWLVvEYvGECRMIIRaL5caNG4SQzz//3OPlFovFZrMJBDfHKffKMRMnTty7d++bb765d+/edevWrVu3jhDSu3fvpUuX3nXXXe5PePnyZUJIq1atvMR8/fp1mqaTkpLcc8LZC4uLixt/VYRUwfEJozZAc+DP8ntNXkxtsUsxI2GiVdqtxsslyI7000h11pvFnsdBh9GxdwQ7DAzZdV0VgUN26CbwNE3fd999P//8sz+dJ0+eHOx4IMQu1Bavr9zhpcMH1795OGFUosDD4Yr6g3JOi3IA8ucB6jSn9aT15duNdJ23zOanPBKaSCZOnOh4N7Br1y6NRjN+/PjY2FhCiEgkio+P12g0tbW1IpHvIpc8noc9X3feeWdOTk5VVdWuXbv279//448/Hj9+fMSIETk5OdnZ2ZzO7BhcWentRIyWLVvyeLyKigq73c4Z2tn3Lh6PpanvVR6/lkiDURsAHHS7VZwW9TA91QT+J2sCuss6jo2/c3Plvro63BvXv6fMQ5J5wGHIbipDdugC2rJlC/s+oH379o888sg999zDtj/22GNPPvnk9OnTe/bsSQiRy+Xffvst5xBCiAL/0x70vi/XzFi36w67t5uKxOYSl7UdcbIlJrXO5XoASBYnfpXxWgzPw6IoRajX2jw6KjZEtViys7Pj4uJyc3Nv3LjBJuNNmzbN8WhaWhrDMBcuXOBcpdVq9+7de/LkSS/PbLFYCgsL2Tv0sbGx48eP/+CDD/Ly8tiZpMe6NampqXw+v6SkhM33c/boo4/ed999Go1GLBYnJyfbbLbz589z+pw+fZqN2f2ZG3ZVhMOoDQAsupbS5bospVA8oh6M/PmAWZX6fG9ZuseHeso6fdTx5dCEgSG7qQzZoZvAr127lhCSnp5+4sSJzz///Icffhg3bhwhZPLkyR999NGnn356/Pjxp59+urq6+ujRoxRF+Xo+aGIKzFd99sl3qrHpSOjSHXA7/n2Qt5KnAEAIGa7K3N99zdj4O8U8IdvCo3h3KLpt7rLkpeSpIQuDTcmjaXrz5s3ff/99XFzc3Xff7Xh02LBhhJDly5dzrnr99deHDBny/fffe3lmnU6XlpaWkZFRW3sr0YDH47HzTLPZwz0+kUjUv39/q9X6ySefOLefPn163bp1x44di4uLI4QMHTqUEOK+o3vFihWEkCFDhniMp2FXRTKM2gDNgT/587qDSrrWZcog72kUJnirhIrsyHpR8mXbu72/oM0jrUS39nu3FMW/mvLQL93eV/G51QeCBEN2UxmyQzeBLygoIIRMnz7dcXjAyJEjCSEHD9482JCiqGXLlqWmpi5btoy9/wHRxEJbffdhuH0Ymuhz3erP9781gccIAVCX9Jg2X3aafyXzv7/e/vH+7msu9vn2l27vD1X1DnEYbGHbhQsXVlRUTJ482Tn1bu7cuXFxcevWrXv22WerqqoIIXa7fdWqVR9++KFUKn3ooYe8PG1iYmLHjh3NZvNTTz2l19/cU1NQUPDee+8RQu68806PVy1ZsoQQMn/+/I0bN7IFbK9cucK+0IMPPsj2WbhwoUgkWrt27eLFi9nDYPV6/YMPPnj8+PF27drNnDnT4zM37KpIhlEbAFjaXdz8edVQLL8HmJgnfDn5gbzeG070+mJf99Unen2R1/vf81KmSXi+89UDCEN2kxiyQzeBZ4/4cz4noEuXLoQQ50wMiUTy3HPPsVVzQhYYhEayyHfFrBS3PjVnpDaNS6WGmE4mUUtLICMDiGoxPHE3aYcesrRYAfdeWGhkZ2fHxsaWlpYS12Q8Qoharf7yyy/VavWHH36YkJCQkZGRmJg4e/ZsHo/3xRdf+Lw999FHH1EUtW7duoSEhPT09NTU1PT09FOnTg0ZMuTpp5/2eMmAAQMWLVpkNpunTp2qVqszMjI6duz4+++/9+rVa9GiRWyfDh06rFmzRiwWv/rqq0qlMj09PS4u7t///neLFi2+/PLLuqq1NeyqSIZRGwAIIeZikSnf5fh3gcquyDSGK56o10HcqqesUwdxK4qEIbMJQ3aTGLJDN4GXybjpH+xPmj2TwIEt35+TkxOywCA0spV9fPa5XdLxnze2zL7ywaKjH/+gzS2oLdEd5E45VIO4O2EAIJIJhcKxY8cSQlJTU/v378959J577vnjjz+mT5/eo0ePkpKShISEBx544NSpU2zZW+/uuuuuo0ePTpgwoV27dsXFxWazeeDAgWvXrv3ll1+EQmFdV82fP3/Hjh3jx4+Pj4+/fv16r169lixZcujQIYnk1jvUxx9//NChQw8++GBaWlppaWmvXr1mzZp14sSJulYJGnNVxMKoDRD1/Mmf1+7iVheOHWKg+N5OAkJ2ZNOFIbtJDNkUm5AQAoMHD963b9+yZctefPFFtoWmaZlMRtO0wWBwZGicOHGiZ8+eEonEZArbKd8VFRVBfX6VSsV+1UF9Fe8BsH8qGo2Gpr0VlgsghjD3XJh7xMgtF+HQSdzmsvU6m2k/yJBBCKEYatobb4sMTm8ieUzGJxf5ypvbrhozQggEArVaTQgxm83h/VkwDOPIJgo9pVLJ/vVVVVXZ7fawxMD+LLRarc3mbUNdsAMgnn4ZEhISwhKSszD+fnIoFOFZw4ewaCqjdmVlpZ/vZORyOfueT6fTWa2+d3UFlUwmE4lEbBpqeMXHx1MURdO0RqMJdywkLi7ObDYbjWFe3RUKhSqVihBiMpkiJJggDZE+J/CMjcp/MtWmd6nUnb6iWNDK2997CCbwHv+CxGJx2MepyBmyCUbt6BW6FfjOnTsTQj755BPHbzaPx8vIyLBYLDt23Dpd7MyZMyQiD9yDRqII9Vn7eW1FLTw+GidQ5puLOfvkE4vbuczeCZHfZnLM3gEAIHhCMGofP378jTfemDFjxqRJk5599tnVq1d7PzEIAALIn+V3w2E5Z/Yu72oRp2AnI0A4hW4CzxZFuHDhQlZW1ocffsg2Dhw4kBDyyiuvsMfulZWVLV68mBCSkZERssAgZFqLEnZmfPBY4j3Op1sp+bIJsUM0Ng9L0G3OdOO0yDORPw8AEArBHrXXrVu3cOHCY8eOVVZWqtXq4uLi7du3P/nkk+7n+gBAuLiXr0scid3vAGEWugn88OHDp06dSgg5f/78u+++yzY+9dRTfD7/1KlT7du3v+2229q3b8/ey3/mmWdCFhiEklogfyflyfzbN+R0/WB77w92dVmR1/1rTpEONn+eENL2zG2cyxW9bw0b2GEFABA8QR21L1y48P333/P5/Oeee+4///nPJ598sn79+oEDB5rN5vfffz9c23kAGqzMqnm39N9j8v/e98yMIeeffe7Kit+MZ8MdVGNZrgurT0mdW/hSJn5QbV39WXh7BhBsoZvAE0K++OKLpUuXtmvXznFgbLdu3d5++21CiMlkOnPmDHs24OOPPz5mzJhQBgYhJqaEmfLOI+L79ZR1ElD8Y8Y89z5ybWzs9VbOLZK2FmFSmHctAgA0H8EbtXfs2MEwzJQpU7Kzs9maLDKZ7Nlnn5VKpaWlpWwBfICmYov2wB3nnnzv+oZfq89cslw/Y7r478qcey/Mm33lA3/O0A0Lf/Lnq3JUxLW+RNzgGp4kRMWzAKAuAt9dAkcoFM6bN2/evHlms9nROG/evMzMzC+++KKkpCQtLe2ee+7561//GsqoIOy0dg+J8W1O30YxLkvz8j63uuH+LgBAsAVv1L5y5QohpEePHs6NEokkJSXlwoULJSUl7dq1a3z8ACGw2/D7zEvv2RkPJYE3Vu4khHzYdk7IgwoAxkZp9yg5jUmja8ISDAA4C+kE3oFzvF52dnZ2dnZYIoFIEMtXVNluFkm6lT9/jrsBXtEH264AAMIg4KP2+PHjzWZz27ZtnRsZhmEPH2ZPhQCIfDRD/734nx5n76yNlTsfih/VV9Y5lFEFhP6Q3K53mSZIO5llaT4SCrC+AhACoZvAr1ixghDy3HPPee9WWlr6zTffJCQkPPjggyGJq9mx0Nbf9GfK7FVyvrSDLSmOH/4TJrLkXYrM15xbBBZRq4I05xa+wqZrd7XIpCOEaiFUY3wAAAiqoI7aWVlZnJba2tp//etfBoOhXbt2Xbt2db/EYrGUl5e7t0skEj6f797uzrERgMfj+XlJ8LDBhD0MZxESDEVRYY/EEYDPX5XjxnzOGxh3m6r23KHkrkn4j8fj+RNJvRQVFbFP60VVDvc+WsKom4mQFEXVdXnIfnYe/4Icf+MA0S10E/g5c+YQP94KaDSaOXPmpKSkYAIfcBba+kHZt5+Ub9XZby5lU4S6S5W5KHl6qrh1GAN7OH7Ufyp3MU4brVLyOvNtQuc+F7uc3nFjA/vxfkVe13PtX0t+JFvZJ6SBAgA0GyEbtd95552LFy+WlZXZ7fZevXrNnj3b47vwM2fOzJgxw719586d7JHd/oucs5FjY2PDHcJNPB4vQoKRSCQSiSTcUdwkFos56Sccl4xlPp/kgrWk8d9bpZKbzd4YUqnUewdTiaDmXIxzi0DGJA29eXqclx9QiH+LOC9ntUZoxQGAwAppETt/5OXlEUI83mWHxqhlLBMLX3vv+gbH7J0QwhDmF92RYeefO2IM57E9mbLOT7e4nzjlz7c5y60/n9/lOCGE/DnJP1t7aWrhGx+Xbw1ZkAAA4K7xo3Z1dXV1dTVbeb6qqurq1asBCw4gyIx2HyXZCSHV9sjaN37u3Dmffcp/lnHK18UP812+rkuXLo0JDAD8FMQV+GPHjo0aNYrTmJiY6OUSu92u1WoJIa1atfLSDRpg0dUvcqtPe3zISNc+enHJb10/lvHCds/7tdaPxPGVBy4csTI2iqHanHMZA+x829UM9hbDrWUZhjALSj7LlGb0kdX7/GEAAOAI16i9aNEiQojJZPr555+/+OKLhQsXLl682H0moFarhw8f7n45TdPONfa8EAgEbMKt1Wql6To3LYeGQCDg8XgWiyW8YZA/CxwwDBMJwYhEIpqmbTZbeMPg8Xjs4Qh2u917MAk8dmGcIaTO5O2Wwng/f0W9BBPAX1qf317aQlXkxHAa40boaZpmM+ftdjvDeJjMN+bLrK/I+QsCCL0gTuBtNltFRQWn0b3FoyeeeCIIETVfOrtxXeXPXjqUWTUbNDnTE+4NWUgcFKFmtxg/tLrrKVOhNo8fY3BJFbvescAqvjkq7FfcOnOOIcyKsk1fpr4a0lgBAKJReEftmJiYcePGlZeX//jjj1u3bnWfwHfo0GHp0qXuF1ZWVhoMBn9eQi6XsxP4mpqasKfaymQykUjkZ+RBJRKJKIpiGCYSgomLi7NYLEZjmGvWCoVCdl+Gz2Ayhek8ikfXXcSOEDIg5rbGfG/ZYIxGY6Dua7CnP3qh26e0GVxSdKWdTVQLg90uZifwFouFTZnhCOWvkMe/IJ9bHgCiQxAn8MnJyfPnz3d8+tZbbxFCnFs8ByQQ9O7d+7777gteYM3QAcNJnyeR7tIdD+MEniXjSe6QdSvPj+fkYhZ3PVvXJbv1x2mG5lERtxkEAKBpCdmobTAYTp06FRMT06tXL85Dt99++48//njtmo+qYAARIlGgnhw7bIMmp64O8QLl1HgPmSPh4tfx7zu4RSXUw3U+r0L9eYCQCeIEPiUlhc2LY7FvBZxbIGRKbZU++1y1hLnugGNQqf5dznnoSlfPyf+EkFrGUmWvjhcEsrgLAEAzFLJR22QyLV26VCKR/Oc//+HUq2NTcANbrwsgqBalTD9pKjxj8jAxFlGCT9rPVfFloY+qwSxXxTV5LvnzfBmt7Bf+7AwAcAhdFfonn3wyZK8FHGJK6LOPhC8KQSQ+2XQC00WX9Cdti+uG+Js3IJzz5x0kvIiIHAAgmgRv1E5MTFQqlXq9/sSJEz179nR+6MiRIwRLedCkqPiyHzq98+a1dV9X/mJhbmW595V1Xpry5O3SjmGMjcOf5XfNdrfl96F6nthH+ToACKXQTeA/+ugjj+02m00gCF0YzVO6pI3PPhnitiGIxCfjH1JO4dPiLnXmzxNCUkSJYay9BwAQrYI3alMUNXLkyG+//XbVqlXPP/98t27dCCEWi2XTpk3ZGz4AAAAgAElEQVT79++XSCR33313Y54fIMTk/Jh32zz1Sqtph43nyqyaGJ64p7RTJ0lKuOOqN8ZCafdzD1lUD0P+PEBkCcPM+fLly59++unBgwdPnz6t0WhommYYhqbp11577dFHH+3YMYJuVUaNTGnnNqKkYssNL33ujx0Usnjc3cqf/4ObaVbS2dt5J/fH3hmsmAAAIDij9pQpU86ePXvmzJlXXnlFKpUqFIry8nKapsVi8ezZs1u2bBnwrwIg2GIFipGqrHBH0SjaAwrayHdukXUziVNCV1seAPwR6tJfS5Ys6dKly9tvv71nz56KigrHkRgMw7z99tudOnXyWS8HGoBP8d5KnkHVfcbJaNUdQ5W9QxmSZzRVfVLq3EBJaH3Hm2cCu+fPJ4sSn02aEKLYAACanyCN2kKh8K233poxY0Z6ejqPx9PpdKmpqSNHjvzoo48GDQrn3WSAaOVP/rw2R81pUQ/XBiccAGi4kK7AL168+NVXb5741alTpy5dumzdutXxqEKhMBgMb7/9tsFgWLFiRSgDaw7uVt+xrM2sV0o+dt6gxRquzPyo/YthiYrDVCCxG1xu/cpvMz3WcvS6yp/09hpO51Rx669S56sF3Ip3AAAQEEEdtfl8/n333YdDZwAiRO1lsanAZU8iX2FXZFX7vBD58wAhFroV+PPnz7P36TMyMnbt2nXhwoUtW7Y4HuXz+UVFRexAvmrVqrNnvW17hoZ5KGHU/i6rH0+8p7O0nUogbyVOGKXu93mHV/7d8bXwbiN3yp+Xch6S9zS2E7d4ueUDd6vu6CPLUAvkcXxllqzLWykzdnde4c/efgAAaACM2gDNStUvbsvvQ3U8IcrXAUSc0K3Av//++wzDqFSqbdu2tW/f3r1DQkLCpk2bevTocf78+eXLl69duzZksTUfqeLWS1OeVKlUQqGQEMLuZgx3ULdU/87dAC/rYSSESHni6T0mTCfIlgcACBGM2gBRw2f+PF1L6Q64lq+jSOxwfRBjAoCGCt0KfG5uLiFk5syZHt8HsEQi0RNPPEEIOXnyZMgCgwhhN/BrL7okAoiTLaIW1nDFAwDQnGHUBmg+dPuVtMllUiDvXiNqafF5IfLnAUIvdBN49uZfnz59vHdLT08nhFy4cCEUMUEEcK4/z7hmA8h7cfe9AwBAaGDUBogOfpWv24nydQBNRugm8CKRiBCi0/k4TPLKlSuEEIqqs146RCuPG+DZD3B/FwAgxDBqAzQTpgKJqUjs3CJQ2xR9jeGKBwC8C90e+E6dOh0+fHjXrl0zZszw0u3QoUOEEC8Je+CPkzWF23S/XbJc51O8NHHyver+HcXJhBCaoXcbfj9Uce66VaPgSzP4Kfep+scJlOGOlzA0qT7heoCciJF2xgo8AEB4YNQGaCaqclScFvUwPcX3Xb4O6ysAYRG6Cfz48eMPHz68cePGqVOnjhkzxmOfvXv3btiwgRAyevTokAUWZapshheKV/2gzXVuXFy6flr8iIcSRs6+9MG52svOD73GW7ug9cPTE+8NbZg3FRUVsR/UFknsepffRtltRkqE2qcAAOGBURsgCvguX2fi6XNdFnIoHonN9pF6AwBhFLoU+qeffjolJYUQMn78+Jdffvnq1avOjzIMs2XLlnHjxlmt1pSUlLlz54YssGhSQ9dOLHyNM3snhNAM/WXFttF5L3Nm7+wlr5R8vKLs21DF6Fn1H9z68/KeN5ffcX8XACD0MGoDNAe6/Uq61mULjOx2ozDRdwlhvD0DCJfQTeBlMtnWrVtjY2NtNtuyZctSUlLatm3LPtS/f/9WrVqNHTtWo9FQFLVu3brY2NiQBRZNVpX990RNQV2PWhlbXQ+9U/rvgtqrdT0aAu4HyDk2wAMAQOhh1AZoDrS73PLnsfwOENlCN4EnhPTq1ev8+fOzZ89mS+MUFxez7b/++mtZWRkhJCsrKzc3Nzs7O5RRRQ2GMOsrf2nYtVbGtkGTE9h4fDp37hz7gU0nqC10OUBO1NIiaokD5AAAwgmjNkCT5jN/3lToqXxdJlZQACJaSCfwhJCkpKSVK1eeP39+9erVc+bMuffee/v27Ttp0qQFCxZs3rz50KFDd9xxR4hDihollvJSa2WDLz9iPBfAYOql+pjbAXKZqD8P0CwsX76coqgFCxaE8dkCG0OUwagNEMW0KF8H9YEhO0KEroidsw4dOsyaNSssLx3FtPbqxlxe1bjLG8NwTM5pUfbB3V8AgEiBURugyfFdvq6W0h1UuDRRRD0E+fMAkS5EE3iGYYxGo1zOnadBAMXyFb471S2ucZfXV2FhYUxMDCGEtlLGUy4HyPGldExnUyiDAYhKFjt1sEB4vFhwXcejCRUnpbu1tg1Jt6hjIuh8h0GDBi1durR///5hfLbAxhAdMGoDRD3dfiVd65KKK+tu9GcDY8eOHa1W7HMMvLwy/oEC0cVKfnUtJZcwHeLtA9OsGS3qrGAVehiyI0RwJ/DV1dVvvvnm7t27z507ZzQaU1JSbrvtthkzZowbNy6or9s8JYsSkkWJVy3lDbs8S9YlsPH4qea0lFP+VN7L6E/6FgB4UV7N+2R/zA3DrTdnNwy8G3miX4uED99R27VVpLwhyMrKysrK8tJBq9Wq1eqAPJvJZJJIJBRFcdp9xtB8YNQGaD6qdnLz52OHY/k9PBiGfHtccrBQ6Ggx1FInrwpOXhXc0cE6ObOWxx24wgNDdoQI4h743377rVu3bu+9997Ro0eNRiMhpKSkZNu2bePHj3/mmWeC97rNFkWohxNGNexaESV4MGFEYOPxk+GYW/353tgAD9AoFhu1Zq/L7N2h1kr9KzfmqjboBVCeeOIJiqLc867NZrNSqaQo6ujRo4SQFStWOG9mW7t2LUVRq1ev1ul0f/vb3xQKxTvvvOO4ds+ePRMnTmzZsmXnzp1nzJhx7dq1V155haKo7du3sx04z/b1119TFLVixYpDhw716NFDKpWKRKKMjIyXXnpJq9U6npZzFevQoUPTpk1LT0+Pj48fOXLk8uXL7XY752vZvn37X//6186dO8fExLRr12706NH/+9//AvC9CxOM2gBRw2f+fO1lcW2RS/1ggcqm6IsNjOHxw2mx8+zd2aGLwv+dFHt8KIAwZDctwXoPZ7FYHnrooStXrrCftmvXrmfPnhLJzf8pVq9e/c033wTppZuzWUn395V1rutRMeX4r4G7vv168qPtRS2DFheX87hi/N01RZPH4AA5gEbaky/UGOv8791qJyF4NzBx4kRCyJYtWxjG5T+c7du3GwyGjIyMzMzMuq61WCx33333+vXrhUJhUlIS2/j555+PGDFi06ZNZrNZo9F89tlnffv2/eOPP3xGcubMmeHDh58+ffr222/v1q1bfn7+8uXLx4wZ4z66O3z88ceDBw/++uuvS0tLlUplTk7OSy+9NHr0aOf3EE8//fSoUaO2bt1aVVXVvn17rVa7bdu2MWPGrF692mdIEQijNkCzUvULd5lUPdSv8nVduoQnYTOKVdVQe/JEXjrsyRdpaoJ72x1DdtMSrN+GDz/88MKFC4SQzMzM8+fPX7p06ffff9fpdP/4xz/YXIg5c+ZYLJYgvXqzJaaEGzsunBA3hCIuCScCij8zccyOjA96y9IJIcTpURVf9kHbZ59IHBPaSG8yXRJZyl32cUgzavmKOv9EAcAfvxd7vpHvkFcmqLEENyFv6NChCQkJ165dO3LkiHP7pk2bCCF/+9vfvFy7YsWKysrKQ4cOaTSa559/nhBy+fLlmTNn8ni8DRs2VFZW3rhxY+fOnSaTadu2bT4j+fTTT9u2bZuXl3fixIk//vhj9+7dQqFw//79ubm5HvufOXOGXYVYt26dVqu9ePFiXl5e9+7dd+zY8dZbb7F9jhw5smbNmpiYmJ9//rmsrOzcuXOVlZUrV64khCxdutSvb1CEwagNEDX8Kl93wK183TB9EGOCup26JrTR3jrQNDlREtxdzxiym5ZgTeB3795NCJHL5Vu3bs3IyGAbRSLR22+/PXXqVEJIaWkp+14BAkvJl33U7sUDXVa/3vrRB+PveiRh9NspMw53/eStlBldYtpuS1+2udPif7R/+LHke2e3mbimw4u/d/vXg/F3hTJC53Gl2q3+vCLzZjF85M8DNAxDiMfkeWc0Q8qrg3s7XyAQjB07lhCyZcsWR6PFYtm6dStFUQ888ICXay9fvrx+/fp+/fo5WpYsWWK1WufNmzdlyhQej0cIGTZs2P/93//5EwlFUV9//XVaWhr76eDBg9nAzp4967H//PnzaZpesGDBww8/zOfzCSFpaWmffvopIeS7775j+5w4cUIulz/yyCOjRo1yfL2zZ89OTEwsKSkxGAz+BBZRMGoDNB+6g0ra5Fq+7rYaUUvfd+iw/B4MN/S+h+MyP/o0BobspiVYvw35+fmEkIkTJ7Zq1Yrz0OzZs9kPzpw5E6RXh3RJm2dajPug7bPvtZn1ROKYNqKbCS0UoQbIuy9s//jarq+u7PzC5LhhCr7U+1MFlf4I99UdG+ABoGEYhtBe7+WzbMHPdGFT8jZv3uxoycnJ0el0AwcO9H6Hrnfv3pxsPXaj2uOPP+7cOGXKFJmMW0TDXa9evXr16uXcwr66zeahkh9N0z/99BOPx3vqqaec27OyslauXDlnzhw2vXD69OkGg2HNmjXOfa5fv67X69kn8RlVpMGoDdB8uB//jvJ1YWT1YzjGkI0h21mw8jGKiooIIY67+M46d765Sdt5ZwI0QzYdn1NARdTSKk5GiiZAo/Aooophqmp8ZMjHyoJ+1sOwYcPi4+PPnj2bn5/fqVMn4l8yHiEkNTXV+VOTyVRaWhoTE9O2bVvndolE0q5du7ruyjuwL+2MXRDwqLi42GKxJCcnx8fHO7dTFOWYxzowDHPmzJmzZ88WFRXl5eXt2LHDbDZ7DyZiYdQGiA4+8+fNV8SmQpd3X3yFXf5n/iOEXqzU9wQyDkO2J812yA7WCjx7m8TjQQL+ny4A0cd5XKn6Tcy4/pelyMTyO0AAdGnp45S4Fko6zo93DI3EScmz2WxbtmwRi8UTJkzwfqGjCg6ruLiYYZiEhASfPT1SKBQ++zhcvnyZEOK+Cu3ugw8+aNWqVffu3SdPnvzKK69s2bIlMzNTpeKuazUVGLUBmgnNL9z/ptRDdTyh7/lhenp6cCJq7rq28r283tnXsN54GLKbkKCfJARQF+2vMZwWeS9sgAcIgOzOFgHfW4dRXUOU6uIobEsI2bVrl0ajuffee2NjY71fxbndzg75FRUV7j0rKysDFqvTa/l82nfffff55583mUyvvPLKzp07y8vLNRrN5s2bfX5pAADB41f5uv1KlyaKxGajfF04tY2ze5+fZ7SwpyaEosAzhuymAhN4CA97NV97zOXMDL6UlnY1hSsegGiSIKcf6Gvi1/Ef/OBOlt5traGJJDs7Oy4uLjc398aNG2wy3rRp0+r7JGq1OiEhwWQylZSUOLdbrdZLly4FKlRWamoqn88vKSmpruYmlD766KP33XefRqMhhHz44YeEkE2bNi1evHjYsGGOpQaPm/QAACKEPtetfF23GlEr7F4Ms2lZtUkKz2lxiXJ6Wr8QvT3GkN1UYAIPoeN8Y1iXK2NsLnt05ZnV/hxACgD+6NPW9tywmrREl3v2SQr6oTtM43qFbtMXm5JH0/TmzZu///77uLi4u+++uwHPM2TIEELI2rVrnRu/+eabgBePFYlE/fv3t1qtn3zyiXP76dOn161bd+zYsbi4OEJIeXk5IYRTtqewsPDq1auBjQcAIICqdrrlz2f7Vb4OqZFBpZAwL95VM7iTReT0TljIZ+5Ms7x0V41SEqK3xxiymwpM4CE8tPu5W1zUg27+VWOQAAiIdnH22UNrFo2pnjW45sk7Ta+ONr462tinbajvN7MpeQsXLqyoqJg8ebJIJPJ5ibslS5aIRKKlS5c6ToU5cODAc889x54Zwx5UHihLliwhhMyfP3/jxo1sAdsrV6489NBDhJAHH3yQ7cOepcQeVMPKycm566672P5VVVUBjAcAwB9+la/L55avU2ShfF1EkAiYcb3MS8ZWP59dM3OQ6fnsmiVjq8f3Nkv8KE8QQBiym4RgVaFnHThwQCCo8yW8P8o5ewCiibVSUHPeZQgRKO2y22rCFQ9AFFNKGKUkFHvn6pKdnR0bG1taWkoalIzHSktLe//995999tkJEyYkJCQIhcLS0tJRo0aZzebdu3dLpYE8DnPAgAGLFi16/fXXp06dOnPmzJYtWxYVFdlstl69ei1atIjts3DhwrFjx86bN2/t2rUpKSkFBQVXrlxhE/OOHDkyYsSI1157rcFfbBhh1AaIYlVup8eph+j9KV+HlZWQEfBJ+3gM2fXQPIfs4E7g169fv379+oY9ircCUcb5xrD+oJJTf17ZX0+QPw8QjYRC4dixYz///PPU1NT+/fs3+HlmzZqVkZGxbNmyQ4cOiUSiefPmvfnmm/369SOEKJVKn5fXy/z58/v3779mzZrjx49fv369V69e48aNe+GFFxxrEX/9619/+eWXxYsXnzp1Sq/X9+7d+7XXXnvkkUf27ds3d+7c06dPN9HEPIzaAE2U7/J1Zg/l6/zMn4fmA0N2k0CxyQOBf95GZ0cEKTB/eCycGEAqlYqm6YDvA6lXAEKhkBCi0WhoOuhHSbGch5ail9vVXhY7P9rh7eKYTjdLdITmRq9AIGDPRjKbzeH9WTAMo9eHrQCsUqlk/4Orqqqy28Nz05f9WWi12nBVE/Hyy+DxHJQQC+PvJ0e9DncJrPLycovFkpiY6JzOR9N0ixYtKioqDAaDXC4PV2zRoemO2pWVlX6+tFwul0gkhBCdTme1hqiOY11kMplIJIqE1M34+HiKomiaZqs9hVdcXJzZbDYaw3ymrFAoZM+XMplMERKMzyHS5wReu0d5bU1L5xZZN1O714t9BuB4Vxb5f0FisTiM4xQrcoZsEr5RG0N2sAVrBX7jxo1BemZo6ixXxZzZu6iFNSYtpLN3AGha/v73v//rX/9au3btY4895mjctm1bRUVFv3798Fag8TBqA0Q3D/nzw7VhiQSiHobsYAvWBH7y5MlBemZoipxvDGv3c/9ulQP0JJD1LAAg2kyZMuXzzz//xz/+0apVq0GDBtXU1Ozfv3/WrFmEkBdeeCHc0UUDjNoATZfP5ffaKyLThRjnFpSvg+DBkB1swd0DD02IiTb/oM09VpNXZTMkCNR/UXQbqcwSUoH+DWGI/iB364tqQASlGwFABLrrrruWLl06f/585yNtpFLp6tWrJ02aFMbAAAAinzZHzWlB+ToIHgzZwYYJPBBCyI/aX18sXlVpu7UT+5PyrW1ESavbvfAXebcAvlDNhRhLmdC5RdLBLG5jYT/GOAEAdZk7d+6ECRM2bdpUUFCgVCpvu+22oUOHtmvXLtxxAQCEk8/ld8ZCuZ/dGzssbMV3oDnAkB1UmMAD2Vy1f+blZTTDrWZXbLkxoWD+prS3GjmHd60/zx1ClAMwhACAX1JTU+fOnRvuKAAAmhJdroI28p1bZN1MomSzzwuxrAKNgSE7eHjhDgDCTGurnlfyT/fZO8vC2J67ssLKBKY2OGOjdK4TeIqH/HkAAACAYPFQvi4b5esAmjBM4Ju7/+kOamze1sAvmkv3V58MyGtV/y61G1zuAUu7mITx4Tk5DAAAAKBJa1j5OmW/MJ+NBwCNgRR6DwSC4H5bKIqiKCrYr+I9APYDgUBw3HTBZ/9jNXkjYrMa9lqFhYU83s37RLr93HvAsUOqHY927NixYS/RMHz+zVsJkfCzCHsAhBA+n9/4g6Abhv3yHT+R0HO8NI/HC+PPAgAAILC07svvQ/SU0HPepTPkzwNELLxV9UCt5tbqDAaRSBSCV/FOqVRWU7U+uxn55gZ/T6RSKfuBvZpXfUzm/BBPTJKG2AR/dgjNt92dSCQK+88iXF+7M6WSezpAiCkU3PoIoScUCiPhZwEAAOCTf+XruIM7ytcBNHWYwHug1QZ3a5BcLqdpuqamJqiv4j0AdplRr9fLGYnv/nZJg78nji9Ts0NFW10WeOP6m2x8k6Xm5m3gYH/bOfh8PjtjtFgs4f1ZMAxjNIYtmU0mkwmFQkKIXq+nad+35INBIBDI5XKDwWC328MSgOOXwWq1cn4WmM8DAEAThfJ1AFEJE3gPbLbg7spmGIZhmGC/ivcA2A9sNltmTOf15Bfv/fvEpDcsWud7w1V75ZxH44eZaJpmJ40dOnQI1zck7D+LsAfAfmC328M1f3YEEMbvA4um6bDHAAAAEBDane7l63RhiQQAAghF7Jq7e9X94/jecqfTJMkDFbc38lUs14WmfJcaKgKVTdXT9z1gAAAAAODwmT9vuSquyXMvX1ft85mx/A4Q4TCBb+5UfNnytk/zKc+/CRJKtLLtHCHVkEwN56FFt09JGJdH1YOrCZ/hXgMAAAAAjabZzl2e8bN8HQBEOKTQA7lX3f+LDq++WLy6zKpxbu8gbrW63Qt9ZZ0b+wIM0bnVUFEPNhByc18W7vUCeBEJ5f0AACByNKx8nXooytcFHYZsCAFM4IEQQkaqsoYoe/2sPXTEeF5nr44XqPrLb8tW9hFQATjZqyYvxlImdG4Rt7HEtLcQElPXJQAAAADQMPpfueXrpF1N4hSUrwOIBpjAw01iSjg2dtDY2EEBeTaX/Pm97klcqKECAAAAEBRVbse/xw7HWy+AKIE98BBcjJWnP+SaTcRjlANuJXHhXi8AAACAn1C+DqCZwwQegstwTGo3uvyayW6rEcaF87gyAAAAgGil+YWb+agajPJ1ANEDE3gIPJf8+f1uZ5AONoQ2HAAAAIBo4HP5nTZT2n2uE3iKxOL4d4Aoggk8BJG9mm/8Q+rcwpMwir63JvCpqakhDwoAAAAgOulz3crXdTaJky0+L0T+PEBTgQk8BJE+V0FbKecWRV8DT4Lj3wEAAADqx+fyOyGkKkfNaUH5OoAogwk8BJjz6KLdxz0MU30n8ucBAAAAAq/2stiUL3Fu4SvsyjtQvg4gqmACD8FiuS405bsUQRWobLLbahyfdunSJeRBAQAAAESnqu3c5Xf1EJSvA4g2mMBDsOj2K4lrsrxykIHwkT8PAAAAUD++y9fV8nQHXDMfKb/y57H8DtC0YAIPgeRSf/6AW/78ID0BAAAAgEDT7lHStS5v7OXda0StfJevA4CmBRN4CApTfoylVOTcIko2SzqYHZ927Ngx5EEBAAAAND2FhYU++2h3uR3cO1wbnHAAIJwwgYeg0O13W37H8e8AAAAAQVBzPqb2kti5RaC2KfoafV6I/HmAJgcTeAgYR/48Y6d0B10m8BSPqAYifx4AAACgfs6dO+ezT9UO7vJ7bLaOQuEhgGiECTwEXvXvUruB79wi7WISJtgcn+J2LwAAAEBA2A18/SG5SxOPUQ1D+TqA6IQJPASGS/m6fUrOo8pBvkcRAAAAAKgv7R4lY3V5S6/oXSNKtNXVHwCaNEzgIcBoE89w3OU2MCWklf2qHZ/idi8AAACAP3yXr2NIVQ7K1wE0I5jAQ4Dpf1UwFsq5RZFp5MvocMUDAAAAEK2Mp6Wcc3+ECTZFzxqfF2JBBaCJwgQeAsA5f167l5s/j/rzAAAAAPXl/P6qLlU71JyW2Lu0hIfydQBRCxN4CCRrhcCUF+PcIlDaZT1unWKC270AAAAAAWHTCgxHZM4tFJ9RD/F97g/ejwE0XZjAQyDp9ikZ12R5ZX89TjEBAAAAqBe/lt93qhi7677FftWCWJSvA4hmmMBDY7nUnz/IzZ9X3Yn8eQAAAIBAoyndLrfj3+/yXb4Oy+8ATRom8BAwtUUSc7FLGRVRS0tMx1rHpxgwAAAAAHzyZ/ndcFxqKRc4t4iTLbKupqAFBQARARN4aBSX8nVux7+rBhsIRQAAAAAgsLQ53PJ16uFavO8CiHqYwENgMHZKd8Dl+HdCEdXAW2VUsPwOAAAAEBDWCoHhD6lzCyVi/Dn3B+/HAJo6TOAhMKr/kNr1Lnlc0gyTqIU1XPEAAAAANEX+nh5Hu6y2q/ob+HJ70IICgEiBCTw0nEv5ur3cMir+nGICAAAAAPVCWyntTvfydTqfF2L5HSAKCHx3AfCFNvKrj7keQyqkFf1u5XFhwAAAgGAQi8V+9uTz+ewHIpHI8XG4CAQCiqIkEkl4w3CIkGAoiuLz+WGPxPHrIRAIQh9MQUGBUCh0fMrj8dhIGObWobxVB+U2vcvvcExHs7KrjRAh8aoxX07k/wWx3yuAqIcJPASA7qCCtroeQ5pVzZfRdfUHAAAICJlMRlH1K9sVExMTpGDqSy6X++4UEhRFRUgwIpFIJBL57hcSQqHQeS4dGh7vSXG+J5U/cZffW95n8nkzq0uXLo2MjRWxf0FWK3ZuQrOACTw0kEv9+b0KzqPOZVSw/A4AAEGi0WicVya9kMvl7HqdTqcL+xt9mUwmEomqqqrCGwYhJD4+nqIomqY1Gk24YyFxcXFms9loNIY3DKFQqFKpCCEmkynEwbjvfufz+TExMTU1NTR9c13ElC8x5rvM53kyu7hPeXW1jz+EioqKxsQW+X9BYrE49DdcAEIPqSbQWJbrIlOBy71Ygcom714TrngAAAAAolXVdu7pcbHZOp7Yr9tYABAFMIGHhnBZft+jIK6jhupOA+FjIAEAAADwlz/F5216vu5Xl7xxikfiRqB8HUAzggk8NA5DdAeUnDb1YBz/DgAAABBg2hw1Y3V59y7vbRQmYe83QDOCCTw0Ss1ZqfWGy3YjSQezuK05XPEAAAAANDn+LL8T2sPpcXGjtD6vw2oKQDTBBB7qzXmMqdrDXX5X3ek7jwsAAAAA6kV/RGYpd6k/LWppkd4W5pp/ABBimMBDw9G1PMNvrvXneYxqYLXjM9zxBQAAAPDOr+funXkAACAASURBVOV3T+Xr4kbrKLyXB2hm8EcP9eM8xuhzFXSt6/HvvWoEKlvIgwIAAACIZparYuMZqXMLT8KoBqN8HUCzgwk8NJx2t1v5umG3BhIMGAAAAADe+bn8XrlN5Xboj44vpYMSEwBEMEzgoR6cxxhLqajmgsvx73ylTd4bG7EAAAAAAomu5en2cVdNYkegfB1Ac4QJPDRQ1U4l506werCBwvHvAAAAAP7xd/f7LiVtcnnTLu1WI2lrCU5QABDRMIGHBrFTuv04/h0AAAAgyBii2c590xU3EsvvAM0UJvDgL+ebxIbfpbYql4NMYjrV4vh3AAAAAD/5ufyu+11svipybhHG2RV9sWkRoJnCBB4aQrtbxWlRD8Hx7wAAAAABVvY/GacldoQWmxYBmi1M4MEvzjeJ7XpB9XGXsYQSMcr+BsenSNkCAAAA8MLP5XdLuUB3VOLcQgkYdTZOjwNovjCBh3rT7lUwdpfj35X9DHwZDjIBAAAACCTNNhVjd2lR9TcIVLYwhQMA4YcJPPjmcpOYIVU5bvnzQ1G+DgAAAMAvfi6/02ZKs1PBaYwdieV3gGYNE3ioH+MZqaXUtZJKklXWrSZc8QAAAABEJd0+ld3Ad26RpNbGdDKFKx4AiASYwIMPnJvEVTu4y++x2TpCEQAAAADwyc/ld4Ymmh/VnMa4Ub5PjwOA6IYJPNSD3cCvPip3aeIxqsG3UrmQsgUAAADQeNW/y8zXXHIe+UqbakC1zwvxZgwgumECD95wl993qmira/m6LKMwzrW4CgAAAAB44ufyOyGk8odYTkv83TpKiJrBAM0dJvDgN4Zod7nlz991K5ULd3wBAAAAGs98RVxzVurcQokY5zdddcGbMYCohwk81Ilzk9h4Sma5LnRuEbW0SlG+DgAAAMAP9Vh+3xpLGJcW9WAdX4GcRwDABB785l6+Tj1cS+E3CAAAACBwrBq+Ltf19DiKxN+N0+MAgBBM4KEunJvENq3AcFTm3EIJmNghBsenGDMAAAAA6uL/8nvV9ljG5lJySNHbKEo2ByEoAGh6MIEHv1TtVDF21/J1/ar5Slu44gEAAACIPrSZqsrh5jzG34PT4wDgJkzgwQPOTWLGRml3cE8iVQ/HWAIAAADgm//L77o9KruB79wibW+Tdzf5vBC5kADNBCbw4Jv+V4VV4zKWiNtYZF1vjSUYMwAAAAAaiyGabdwlk5bjDITy2BsAmiNM4IHL/Sax5mfuWBI3UouxBAD+n707D5OzuO9F/6t363W2nn00Gmm070JCEkgIAWJfBcYYB0xMgnHiEz9O4iT2OTfc6/vc9TnnPk58nHtsE1+bOLEdY4yMAZuwY5CMBJLQgnaNZjSafe+eXt+t7h8tzUy//fY6PdOzfD//MKqut6q6e4bu31tVvwIAgIyyn34fPeyJdSoTS6Qy3bcrmvFCTKUAzB8I4CGD8BlX5IJzYonoMct2jadCxWcGAAAAwOQN/dZnKam8JyAo3LYyAMxPCOAhgc30+++s0+8Vt/oFJz5LAAAAADLIfvo9ctEROumaWCI4eOWdgYwXYioFYF5BAA/p6EPS6MfehCKBV9yB9HUAAAAAhTT02wpLSdlNfrHEKMpgAGDGQgAP45JvEg/+rtx6ety2kFyjjf0TN30BAAAAbGU//a4NiYEPSxKKGFXe7U9RHQDmLwTwkJIZYyPvWk8i9d0zVJTBAAAAAMwi2UfvRDT8HxVcT5gy8W4KKgtiGS/EVArAfIMAHq5I/pjxv289idS1JOZeNZ4KFZ8ZAAAAAJNkxtjw29Ypk8r7sGMRAGwggIcUDDb4snUvlu+e4aKMBQAAAGAWyWn6feTdcsuUiXNRzLMunPFCTKUAzEMI4IHI7mNmZH+J2itPLJHK9ZLto9M4KAAAAIA5juts8DfWKZPK+zBlAgD2EMCDTfTOTRr8TdJJpPeOCPL46XG46QsAAACQLKfpd//7pdqgNLFE9hmlN2SeMsE3MYD5CQE82Bj9yBu7rEwsEd1m+e3YiwUAAABQOCYbSJp+9903yCRuWx0AAAH8fGd7k3jgJev0u+/eYdFtjv0TN30BAAAAkuU2/f4Hr9qdOGVSYlTchtPjACAlKXOVWaWtre2ll146ceLEyMhIZWVlU1PTww8/vHr16mKPazYJHvFGLzonlghO7rsL0+8AAAAA6eQUvROnwZcqLWWV944IzszT75hKAZi35lQAv2/fvm9/+9uGYRBRTU3N0NBQT0/Pxx9//Oijjz722GPFHt1MdPHixeTCgZesS7kq7hgWS4xpGREAAADAvDB62BNtT5h+F1ym705MmQBAOnMngPf7/d/5zncMw7jxxhufeuopn89nGMYrr7zy3HPPPf/88+vWrduwYUOxxzgLhD51h8+4JpYwhVtOIsVNXwAAAACL3KbfySZhsO+uEcGTecoE38QA5rO5swf+zTffVFV19erVX//6130+HxGJovjggw/u2bOHc/7qq68We4AzzunTp61FnPr+vcpSVrHbL5Xr0zQmAAAAgHkgdMIdPps4ZSKbvrsx/Q4AGcydAP7ChQtEdPPNN4uiOLF8x44dY49OhVzvts4QNtE7UeBASeR8wu53JnLf/UMTS3DTFwAAAMAi1y+EA3utu98rbg9kM2WCb2IA89zcCeB1Xa+qqmpsbLSUy7JMRPGN8ZAGN1jfv1s/S8p3B5RqTL8DAAAApJRr9B457wydTJx+F7nv3qFU9QEAxsydPfDPPPOMbfnBgweJaOnSpVPXdWtr6+y6G3r27FnLOgUiGn6zTO1JzKTi5NWfHZzGcQEAAADMff0vWne/l92EKRMAyMrcCeBtHTt27MUXXySihx56KPnRV1555cSJE5bClStX3nvvvdl34XA4iKirq2vFihVZXiKKoiAIXq83+14K6Ny5c5J05X13OByccyIyo2zw19bp95o9fk+dSDQe6mf/HDMSBIGI3G53fADTLz4AIpIkqVjvBRHF76QUcQBjvwxFfy/cbrdpmkUZAGMs/kNxfxkAAGA2ynX6PXrJEfwk8bNG4FUPDmdz7eyaMQKAqTBnA/hYLPb888/v3bvXNM3HH398/fr1yXWOHDnyyiuvWAp379798MMPZ99RfIk+ETmdzvQ1LZLnwKfH2IBpQvDW+XyJNpwwHrnMXPBIRJxQmXJ/jhnFb38UlyiKxXovxhT8hc1D0d8LRVEyV5piM+GXAQAA5raBF32UeMO8bMeoUqcWaTgAMMvMzQB+//79P/rRjwYGBpxO51NPPXXnnXdOQ6enT59evXr1NHQ0Gba567QRsXuvddax4bGg6E74eJn5zw4AAABgOuU6/a72yIGPEr90Map8MKvd75h+BwCaewF8IBD4/ve/v3//fiLauXPnk08+WVNTk6ryE088cffdd1sKKyoq/H5/9j1GIpGxn7O80OPxcM7D4XD2vRRES0tL/AeHwxFftByNRjnnnT+uNqNsYk2lVi+5eSASSQjgc3pZMpIkyePxBIPBYuUXFEUxvlhaVdWJb+I083g8RBQKhYo1ALfbHV+UMTo6WqwV7PH3Yib8MmiaZvnDLCsrK8qQAABg5svjKKKBvZVkJnzpKtkScjZh+h0AsjWnAvi+vr5vfvObg4ODTU1NX/3qV1etWpW+/pIlS5YsWZJcPjAwkH2nE0OOc+fOZXNzlHNumqamadn3YtuxfPK4fPqE0N9LhsFLy/Xmpermbbw0ZbwxNtSxrc6GYUTalKF3Siw1F2x6Tzw5ZCxcbJaVx0uam5snO2A7mqYVK2YbexE451Px1LIfRtEHEP9B1/Xivhe6rut6cfL3jL0IBfjDBAAASEEblPz7rF+6qvYg+TwA5GDuBPDhcPhb3/rW4ODgbbfd9pWvfEVO3Lw9baYnIz0LBV17fyH2dI2XDPQpA33yscPRu/foK2zWuqe6SdzzL9WWO8Geqp6KBSeoi4tdnXrzUn15hvsgAAAAAPNNPtPvL/m4nvCly7sh7FqR1TJArJ8HgLi5cw78W2+91dnZuWXLlq997WvFit7j8vgfem4Mw/Wrn02M3scwVXW9ulfovJzlkAIHveGTbkvhgut/Tyw+Icml1gtSW8vkhwwAAAAwn2l98sjb1mWSlQ/hvF4AyM3cCeDfeOMNInrwwQfNFIo9wIKRPz0m9vWmfNgwXL9/K5t2uM56f2o9Oq5i6RlvXefEErHlXHNdbe7DBAAAAJib8pit6Xu+0jL97loe8azNavp96dKluXYHAHPVHFlCbxhGR0cHET3zzDO2Ferr65999tlpG8+ULqSXz5xMX0HovMz8I/zq9vWUi+df8qg9CQd3CaK+YMs+SzVmGHLLeW3dxnzHCwAAADB35BG9R9uVwP5SS2HNo9j9DgA5myMz8P39/TNtjn3qFtILg/0Z64hDg+mHoY2I3c9b06jUbDislAQshSsCw8JgDln9AAAAAGCivp9X8cQvqu7VEc+GrM6gwTm+ADDRHJmBr6ure/nll4s9CqupmofPJlW4plHamwiXf1SqhxLWccmuUO2Gj+1r68jLDQAAAJDPDE34jDN4xGsprH0csyMAkI85MgM/r5gl1pnzZLysLM0HTPCUY+Adl6WwYes+UbYeQ7oiMExEaY6mAwAAAJgn8ltf2f98taWk9LpglsnnsfsdACwQwE+tqVhIbzQvS1+Buz0XQqk/FQx26X9UEE8oc1f1+pafSt0jPjwAAAAAchY84g2dTJw1EXj1o0g+DwB5QgA/5Qoew6ubr+Oykq7C9TuJsVSPDv6uPNqecMweY3zh9nevHh03Lj79ri9baVTVTGK8AAAAALNeHt/ouEl9v0g68efmUUdjrECDAoB5BwH8dChsDM9LSqL3PUSiaPuotnr92QrrSq0x+rA08KL1g6T8piH3oiHbiN+sqo7e9UD+YwUAAACYrwL7S6NtjoklTDarPpvt7vepO9IIAGYvBPDTpLAxvL5sZfjxPzUWLp5YyL0l0dvuPr1mY5rp957nqo1wwpsueo2aJ0bU6280GhaSMP7Q8nBQvfa68ONPcZd1tzwAAADAvJLP9LvB+l9Imn6/0y9X6QUaFADMR3MkC/2sUNik9EZtffjzf8yCo2J/L+k6Lys3qmtb29rSXBI86gkcsCbAq/3CgFhicHJo6zbqq9aygJ9pKnc4Q+s3cAm/HgAAADDf5TcNM/xmmdqTsGlRcPLqB4ezvBzT7wBgCxHatCr4wXLcW6J7S8YaT1PTjAjd/1xrKXStiJTd7B9vTZK4r5KImpubrRviAQAAACA7ZpQN7PVZCisfGBJLMf0OAJOCJfTTbSry0re2tmZstven1dpAwv0aJlLDl/oZfgUAAAAAUsjvm9vQ73z6SML3LqnUqLwP0+8AMFmYgS+Cs2fPcs7r6+sL0lo2nyvhk+7ht6xnudc+EHI2x3jSVDs+MwAAAAAo3+jdDIkDr5RbCqs+OyQ4zUIMCgDmNQTwRVOQ5fTZfK6YMdb1bK3l4HdHndH4RCBiJBQy06SAX2w1yeUyqmtTJbrPlmnKF86woSGuOIxlK83S0km1RiQE/GxogATBrKjiJdbN/AAAAAAzQf9enxlK+BIlV2vlt45keTmmUgAgDQTwxRQPv/P733T2t4T7fl5lyaFCjJq/NiI4OYWulmiqfP6s0NWxcuTK0Sbc4dA2blFv2MWlxGuzoeuu37wgtV6gsfn9t18zS0qj9z9sLFiYc2tE0oWzyr53xf6+sRKzoTG6a7clDz8AAABAoZw/fz6Pq7QBaeh16/R7zaODgoz8QgBQANgAXXzZ7GDPu37opGv49QpLYfXdwdJrYmP/ZJGw48A+seMSM8dn5Fkspny03/XTH7NIJPuxEZGgqt4ffEe6eJ4SV+cLowHXvz8nnzyWU2tE5Pjwfdevn58YvROR0NXhfv7f5KOHcm0NAAAAIKPTp0/nd2HvT2q4mnCgr2OhWrZztBCDAgBAAD9jtF6Vd4VkxqjY+U/1PHG/lVKtL3hywiIuzpXjn7BImIhWBKy5VcT+Xscbr2bfIxE5f/nTeGvJGCfna68IUftHbUltLcq+9+wf49z59n+Ivd05DQ8AAGCGm4p8tzA9QifcgYNeS2HNY/0kZDv9jvXzAJAeltDPOAX72ObU9YM6fcj6Ftd/uVd0jX+KCEMDzD9MdtF7nHzutDrQb1ZVZ9OnEAiI3Z1pR2Uqb74Wvf/hbFojIuUP76d72DTlA/uMPY9k2RoAAMwcbW1tL7300okTJ0ZGRiorK5uamh5++OHVq1cXe1wAeU6/c531/KjGUuheEym5NmRbHwAgDwjg56yh18pHP/ZYCst3+z0bQ0SusRIhcWm6Lan1gppdAC8fO0SU4R6z1N6WTVNExGJRsasj49iIc2IsfTUAAJhR9u3b9+1vf9swDCKqqakZGhrq6en5+OOPH3300ccee6zYoyu+gmS6hfy0tLS4XK7M9ZIMvloR61ISigRe9yeZv2iNwZsOABkhgJ+bou1K78+qLIVKnVr3ZL+lkMWilHr6/UqdgD/LftlIFgecxmKZ68RbGx2l5GPuLHU0jUWjPK8PWgAAKAq/3/+d73zHMIwbb7zxqaee8vl8hmG88sorzz333PPPP79u3boNGzYUe4zFhxh+dtGHpIG9lZbCyrv9zkXZfu0BAMgG9sDPQWZE6Ph2A9cS3lwmm41/021zACnL4ndAyvpGTzYnzwlZ/9Zl2e8kj7sDAIDp9eabb6qqunr16q9//es+n4+IRFF88MEH9+zZwzl/9dXccq8AFFDeOxl7/qXajCasB5TK9KrPDmTfAu7XAEA2EMDPNdykzu/Wq92Kpbz2iQHbe8Dc400//U5EZqV1Mj8Vo25B5koe68L+VHhJKZczHGLHS0q4Yn2yAAAwk124cIGIbr75ZjHxDuyOHTvGHgVCNrtpl/cLHjrhDhwosRTWPDEgepImTgAAJgdL6Gc6YXBA7Lgk+EfI0EmSzYpKo2mRWVpOui6fOSn09zBN58RJEHlJqbZ6bd/vlo0etkbIJVuDvjtHiEjsuCydP801VSciIocgLivxEGNpVqpzSdaXrshytNqGTc53Xiee7uNKW70uy9a4KOrLV8mnTqRrbeXaLFsDAIAZQtf1qqqqxsZGS7ksy0QU3xgPcVhIP23yjt65zrp/bE0V5F4VKb8xkH0jeJcBIEsI4GcwzuWTx8Wuy+MlmiZGwmJXh964UOzuYkY8DCdGRKbB/MPhn/cPvLvN0oxcpTd8pZcYKQc+ECy72U1DuHwpfQY4dceN3OXOdsySpF27TT50IOVzcrljO2/JtjUidectUss5lmLbPPd41etvzL41AACYCZ555hnb8oMHDxLR0qVLkx9SVbW/35rGhYicTqeY3UYqdvXDThCELC+ZOvHBpBqGkLjXbHpGW/TXJI4xVqyRjL3sYz8wxoQs9v0NvFahdjoS2+INXxoQxBwWuqb/ZZg5v7QzajCWYTCkNIb5AQH8zCWfPZUQvY/jUkd7cmlksObS+3dacsALMm/8epfoNeSjh6zR+1juuvSJ4rLZJD9B9JY7mH9EOn/GZtwOZ/iLT+fUmllWHvnM510vvZB8tjwvK4889CjS1wEAzA3Hjh178cUXieihhx5KfvTkyZNPP23zCfL222+XlZXl1FFJiXWpc7FUVFTYlrvdCffNe3p6pvp0PUEQUg1mmjmdTqfTOf39nj592vKyE5EkSVKmdDzasNj/os9SWHtfyLdGJMp2/iPj+1taWpplU9Ngxv4FaZpWrJEATCcE8DMUCwXFy5eyr6+FPS1v7jF16xta93Sva1mUdF3s68lvJMof3lfXX0PZT8ITRR78nHTujOODt4SRETJNIsYdTm31mtitd+eQwe4qo3FR6Kn/JB86IF84x4YHiTHTV2WsXKNu2sIdRfiMBwCAworFYs8///zevXtN03z88cfXr19f7BHNOKdPn57qGH4+y+/U97hLz5YaYUvuOqPxieCkBwUAYA8B/Awl9nSn30k+kaEpLa9/Rg1ab4hW3jdSfnOAiKSL55Ovypi7Lo5pqtRyXl+3McvBxOkrVukrVuV0SRrc5VZv3K3euLtQDQIAwAyxf//+H/3oRwMDA06n86mnnrrzzjttq5WUlGzbZt0jRkSc8yyn3URRjK9G1nWdZzqjdKqJosgY03Xd9lHbLABTNLsoX00WOxNmLyVJ4pxPfxIES49jK+c556aZ7stY8JRj6APrSsDGPxkhp5b9k1i5cmWaF58xJknSDPmlneF/QenfLIA5AwH8DMVCo1nWNA2p5fWHwoPW7Cme9eHax69sFxSGhyyPJkXvPL6VnuxKxcEB+68YAAAA+QoEAt///vf3799PRDt37nzyySdrampSVV62bNn3vve95PLBwUG/37pBzJbX642vzQ6FQkUPVj0ej6IoqUYeiUSSC48ePToVec4qKysZY6ZpZvkyTimfzxeLxUKh0HR2mpy7ThRFl8tFRLqux1Jk4SEiMtil/1Fr2broXhlxbx+0ewNTSv/Ky7JcVlYWDAZT3e6ZNjP/L8jhcDgcjlSXAMwZCOBnqixvIppC23t3B3ush7cpFeHGv+om8cqnCjMytmaf9uNKqV78u/IAADCX9PX1ffOb3xwcHGxqavrqV7+6alXBFm3NYchIX3CTOahv8Hfl0fbEg2wFXvenfSm+UtnDGwoAucI58DOV00VEGdYncXZp/60jrcstxaIjsvjPT4gl44u3zMQd7Fkunh/vpzS3/EAAAABphMPhb33rW4ODg7fddts//uM/InrPHk6GL6DJvJhqv9T/QpWlsOJ2v7M59Yw9AEAhYAZ+ZuBcGBkSBgeZGuWCaJaWmRU+sb013T1czi5/eMvgWWumH0HSl97xstJQLx75WIiEiTHT4zHr6sX+7rxHZ/p8zt++JPb3kmnwkjJtzTpt7ZUt8cLQgNRyXhgeIkEwK3zaspW8rDz+kHz4I+ncaSES4oJo1C/Qtu8yJ5FDVRgalFrOCSPDxJilIwAAmF3eeuutzs7OLVu2fO1rXyv2WADy0fvjWjOa8DVNLDFqPjdYrPEAwPyBAL74WCgkn/hECIxMLOSyzJ0uFk2xicoULu27ffDcWmtTgrHk1lc8DT3sWOdYoRgMiL3dnAmMm5TH9Lvb49r7/Pi/BwfEthbHu29G9jyinPhEOnVi4il0jvfeVDdtNRYvcb78ItPU8TH098onjuhrN0bv3pNT70TEVNX51mvSqePWjq7Zot58GxfxOwwAMMu88cYbRPTggw+mSjqVzeHb8xYW0hfEZKbfA38oGT3ssRTWfqF/4uLHbOB9BIA8IPgpMhYOKR/tnxjrXinXNNI0EmUykvafm0Lb/ruHzq1Maos37XyrdGEbGTZL7/OL3uMjtCmMhN2/+IlNbdNUDh+kwx8lL/9nnORPj7FoNPLQozn0bhiuX/1M7Lxs09GRj4SAP/Lg54jlstsMAACKyjCMjo4OInrmmWdsK9TX1z/77LPTO6hZBjH8JE0mejfCQu+/WrMtuldH4uf+AABMNdzhLjL59KfJ0fsYzg2jpm7i2ekGd7QceGTobFL0TtR43e996y5k3DifUiEPBEnZlnThrNR+MfuG5MMHbKL3ia2dPJ7b0AAAoKj6+/tx2tPkYTN83ib50vX9W7U2JE4sEWTe8OXcctcRpt8BIF+YgS8mFg4Jg/3pKpgm95bE1l3DAiNM03TNe+mHa8KnrSeOEqP6B8+XPlLD3j2aprV00+/2p8jlJ0Nbyr739MeWZNmWfPRw+gqOY4dyPaMeAACKqK6u7uWXXy72KGCemmT0Hj7jHH7Hmtm38jNDygLkrgOAaYIAvpjYSOYF7cLIsC5J3Feldjra/2uD2isntUJ1f9JXcRdnI6PEU85pZFg8X8hF6BnaEvvT3bNIaCg4KvhH0tcRurvIMEgU01cDAACYY+bFQnrOpfNnpXOnhMF+Mjkvr9CXrdTXrOfF+NznOuv+Z+vB744GtfKBIaap4uV2YWiAxaJcknlpmbGg0SxNmW137r9xADBlEMAXk5B68fw4VSWi0An35X+oN0PWjysmUN2Xeitu8xORkCrj3Uxj6llWzOoZcc6iEe7xTmpIAAAAs9DcjuFZKOh6+VdiR/t40UCfdOGs+dH+yAOPmNXWjegZTXL6feAlX6zDkThEqv/zHmmoWz55jOna1TIi/7B4uc1obNJWrSNkZASAgsL/U4qJy0rmSqKz7xeV7f9nY3L0TgKv//OeePRORKbDmaqNPHLXTaGs88abjqTNAskY484sqgEAAMxFc3UzPDMM1ws/S4jerxKGBt0v/JQFR3NqcJIvlNqtDPy6wlJYcavfW92hHD8yFr1PJHa0y6c/TS6fw/dcAGAaIICfGpoqDA8KgwO2KdzHmJlOMleDJed/dffA3srkpfGCy1z0X7oqtvWIl1ul1hZhcICXV9guX59Z0TuR4atmhs46O8zzZ4WeLkqdyoh7vbzUutPM2lptPdbPAwDAfDYnY3j5k4/F/t5Uj7JQ0LHv3exbm+xLxKn7hzVcS/jaLJXrtY/1y2c+TbOBUey8zEYybAYEAMgJltAXmBAcFc+dEgcGxjKxc5dHX7rMaFiYXJl7vGaFTxgesm1q6MLqyx/uNmKO5IeUan3R00e9QwfZvglJU5jAFQdToxNrzrTonYi4y+X57v/DdE0jchI5HE7tmmvVHbu4lLy9n2kbNitpP6G1jZuncKwAAABQDNLJYxkqnDnFbr+HZ7Gsb/I3OEbeLQt96rYU1v1Jv6gPsVAw7aVc6u7QyscnbDD9DgCThBn4QhIG+uQD+8SB/onnqLFISP70mHzyOHGbw9W0FWuSC6N+3/nXPtv23t220btrWXTZl39f0vc+0xJTnnLTEr2nVsgj43JrUJali+cnrjRjsahycL/rpz9mEZsd7+rW7Ub9glQd6c1LtXXX5D5aAACAOWWuTcJzLg5kSHnLVKFnYgAAIABJREFUNJUNZ56lmPwrY4yKvT+rshR6N4VKt48Kwcxnv7NRnA8PAIWEAL5gWCwmHzvCTMP2UbGz3XYfl2VzlKnLXYdvOP3iE6OdTbbtlO/2N//tKWdvhtvScamn3wuTdN6orbM2yJi2YXPs/oe4ZHdH3OUmzWaTGBGJ/b3ON15NLueSFPnsY9qK1XYdbYo++DnkhgEAAKC5FcMzXU+zw26cmkUy4Enrea7aGE08+N3J677US0TMyCIvrz5eB9PvADB5WEJfMOKl1vT/H5dazxuNTcTGg2cWjQiBKzujDE0ZOre25+g2LeKxvVxwmfVP95XtDCgHj2cznmlYPC8Eg+E/flq8cE4YGWKMmb4qbcUq01dFROqKtY4D+8QLZ1kkTKJk1NVri5e4X0t38K907rQw0GdWWZPKcqcruucRra9HPH82uSMAAACImzNJ6bksc0VhmeJz7s1wBs3kb2oEj3j9+0othTWfG1CqdSLiSsr8wWO4M3MdAIDsIYAvGGGgL30FFo0KwVGzZPxjQGy/RERqsGTw7Pq+k5sM1WbBfJxrWXTBX3YrtRoRsVF/gYY8WfF9X+oNN9k8JgixHbtox66xAse7b2RsUGptUZMC+Dijps6oqbN9CAAAAOLmTAxvLFoinT+TpoJZ4Uuf6Xby0bs+KnQ9a/1a4loS8919ZfbF9FUSsfQbCfnV+Ya58b4AQNEhgC8YFsvi0PJIhK4G8GZEGD5YM3J4U7C7kfOUa9qZZFR/dqRyzxATr348pFilP9G05a5jfj/V1mdVM4s9YEJgptybAAAAmKXmRgyvbt0uXThLnBNx261/6tYdaS4vyIaCjh9W6MOJX5UFXv/lXrr6lYw7HEbDArGrI2UTsmIsWEiI3gGgcBDAT5YZZRe+usS5LFLquLakqt3pGxDllCu+9JAzfMQ7eN4bPOkIn1e4sSx942VNFxtveJ8/lPARxTLd653WzPO2e91tZXHYG8eBcAAAAJM2B2J4Y8HC2PZdjj/83jZ611at1TZsSnVtQaL34YOO4d9bl+hXPTDsXJKQMFhfuVYI+O0PpRcEdf0mLicdsgMAMAkI4CcrfM6lB8TgEW+QdhDtICLREXV4RmXvqCBe2RKva4oWLFVHS00j2xdcKQk0Xvde+eIL3O1JzDVPXJImZnG3yD96t7/BnYFZme1GdO6rzNwatrUDAAAUwhyI4dUbbjLLK5wfvDNxER93OtVtO9StOyYmFZqoING7HhDavltuKXQsUKsfsR79y2VZ3bpDOndK7O6cmHjPLC3TVq3n5eWE6XcAKCgE8JMVPuWylBgxZzjmpKHq/Bp0lI7UbvyocvlpJhhEZJb75GNHBP8wGQZJslnhM8vKxcEMZ6vkI/fo3ahrMMusH29xwvCQcuQjsb2VBYMkS0Ztg9HUTIzZnqUXxyVJX7Yi50EAAACAnTkQw+trNwRXrRW7O4T+PsbJLK8wFi5KM6ddqFT8l35Qpg0nrgoUeMNf9DDZJjc+l2Vt7UZ9+SpheIhFI1ySeWnZxJxHAAAFhAB+ssJn3IVqylUxULPxUOWSMyRc/XgQBLHr8ngNTRUjISJGTCBu8xFSyMXzGSfkBSF2y+22j8jHjzjeeo0ZV/fqR0kaPStdOGuWlAmpM/Bp23dxt30GfgAAAMjDHIjhSRSNxkVG46KMFQsVvQc+dg++Z52eqdoz7FoWta0fxxWHYZcVaNa//gAwwyCAnxRTY5ELkz0dRHJGK5ac8S077anpTnhAEOJrsZJCaU6ccyawxBg+Hr0bjU1ix2WbTfIpYv4rLUoS0xPPwGNEREZVNTEm9lsT7HNJjt11v+2nqXT+jPON39rOtKeJ3gkb4AEAAKbAXIjhs1Co6N0YFTt/YF1EqSyIVX/WungeAKAoEMBPijZKJZuD4TMufSTnV9JZPuit6yxb2Fq6sM2srxECAYoIRCYRcVk2K6vF3p54TfuJcIEZvlpxaIgMjYhWBP1mVU309nuMxiahv9f5xqtibw8ZBhHjkmg2LBSGB+3zwHMiRkzX9TXrxbaLFAkxTsSY6fGq1+3UNm9lhi4dO6KcOcl6e5hpmCWlxpLl6tbt9ovnOXe883qadfJpKPvf09Zdw13We94AAAAwGXM+hi9U9E5EPT+usX6pE/iCr/baLp7PaG6/7ABQFAjgJ8Xh441f7yYitVtRf90SGypXA2WxYIkaLNGj40vrGeOSK6SUBBwlI4o34KrqK6nrkpzhsQpCIBC78ZaJLUsXz1NPV5qumWEYtfXapq1E1NzcPDH5qVldG378qYmVxc7L7p8/l6KhK//lghj8i79JfpyLkrZ5m7Z5W5rBjHfU3Zn3UXBM06SWs9q6a/K7HAAAAFKZwzF8AaP30Y89/v0llsKqB4dcS9MtngcAmE4I4AtDqVdLlx1Pf7pbGiwSZqbJBWG8JBjMeJUQCmZ5N1jIIumdOFSAxHjCwKQameTlAAAAkMrci+ELGLoTkTEqdv9zraVQWRCrfjjPBENz7NUGgBlCyFwFpgMn00gosPzTlmFQdh8PTM/cGtdSHk2Xg9Tn22XDug8fAAAACqe1tbWwQW8RFfyJdP9/Nbq/YIvnAQCmCAL4gpk4f57ztZLMpcQzUZxZbAV3urK8uWt6revBbMZQUpZNU5kayXRoSto1CjhzBQAAYKrNgRi+4E8h8IeSwIfWL0t1nw3kvXge0+8AMEWwhL5guNfL8t3+bVZa850alVVie4YPp0Xr1md5T9hoWkSiSEa6eXijeVl2jaXtaOHiDB2lPZouvzGIHe3ipVYhNMol2aitN5at5A5HHu0AAADME7N6OX3Bo3etX+7+oXXxvHuxXveoX81iQWSy2fvaAsDMhwC+YLRV6xwf7c/rUmY0L7UUmVU1ZkmpYJs3noiIltTURKprsuyAO13qNVuUwwdTVvCWaOs3Ztla2o6c6TtKQ1+y3KixfnymJ4wMuX77ktDVYRlD7KbbtQ2b8hgDAADAPDEbY/gpWTtgsM7v1hmhxHWUAm/+62EmccorgAcAmDpYQl8wvLxCX2yNw8cfFeUUjzBt9VqzNGn5OmPaxmu5Yn/IPPeWRO96IKfh6Rs2UepF/tqqNVxWcmowFXXXrcZCm/PhKb5TwOW2fcj0VUbv2ZNTR4J/xP2z5yzRO3Fi0ajz9VeUQwdyag0AAGC+aW1tPX36dLFHka0pWvnf94IvfNa6b3HB54Oe5Xmm9Zl1t0UAYHZBAF9I+orV+rqNJFrWNTCjtj62+w51/SZL+GqWlKrXbjMWLrZtjbs96vYbjfoFxMbfJi6IetPiBY88lut56Y733iQz5Yp7+ZNDwkieSVYtuCSFH/lCbMdN3Dnh7gNj+pLl4Se/HPrTr+hrN0y8lcBFSdu0NfyFL6WK7VNxvPk7Fg5ZS68u0Xe8/7YwPJTXMwAAAJhHZkUMP0XRe/i0a+Aln6XQvSzW8EeZDwMCACgKLKEvML1hod6wkI0MiwN9ZJq8pNSorY/Hq2b9glhdgxAKOnSdE48pDu72pG+NOxza+k36qnUs4Ge6xhWFl5UvXros19PqBP+I2NqSpgIzDOnEJ+qNu3NsOAVRVG+4Sb1+p9DbLQZHuawYtXVjTzZyz4Ps1ruUgX4Po1FOek0dl1MtT0hJCPil1gvpahiGfOKT2K5b83sGAAAA88eZM2dCodDMnDqeupR7Zkjs/Kd6MhPS84huc+HXe1jKhZMZzMzXEADmEgTwU4KXV+jlFTYPMGZ6S8jlIs55NNu8plyWeWVV/Of8PhiEzvaMdaTOy2oeTachimZDo+2kP3c4zcVLhLIyc3iYp02tl7LtzsuZ63RkftYAAAAQN9N2xU91tvzO79VqA9ZvwnVf6lNqdaJ8AvgZ9eoBwFyFJfTzghCJZKzDsqgzc2Qz2tn1jAAAAIpu5hwUP9XDGPqP8tGPvZbCit2Bsp0p8wcDAMwEmIGfTfK+s2s67JPhTZSwZX3GM7MYba5pAgAAAICuBs/Fmk+ehjsIsctK70+tJ/gqdVrtk315t4npdwCYHgjg88cMXejrFQYHSFFMbwmxtEecT9pkPhjMBY0Z6xgNC/Nuf/qZDdk8o8x1AAAAwNb0h/FnzpzRdX2qe+Ga0PHf67ma8LVNkHnjX3cJzpTpftND9A4A0wYBfD5YJOL44B3p5DGm60ppBRFxWTEam4ylK3jqo9omY5IfDGZFpbFwkXj5UsoaoliQc+CnjVleYTQ1i+2pb9ILgrbummkcEQAAwBw0PWF8vBePJ0Ny34Lo+ZeqWLvDUlj9R/3O5tg09A4AMEnYA58zIeD3/NsP5WOH2YSbxExTpdYL8kf7mZ7nqaFpFORTM3r7vdx5dUl5Uhb72I6bTF/V5HuZTtHb70mzSF7dcZNZZV0dBwAAAHmYor3xrVcVvOVURj/yDr9Zbin0bgpV3juSd5uYfgeA6YQZ+Bxx7vzNC8xv/395IeCXTp3QNmye5kFlw6ysinz+i85X9woDfTRh1RiXZHXXbvXa64o3tDyZvsrI57/oeGWvOJCwY41LsnrjLeqW64s1MAAAgDlpYqQ9mai1WHny1G6l6/t1lkKxVG/4Si9N7T5IAICCQQCfG6m1RezpSlNB7OnWl4UyHvCevQLe1jWqa0JP/pl08by7t5uNBpjiiPgq1RVrZm+yN6OqJvzkn0mtF8RLrWw0QLJi1Nbpq9dxl7vYQwMAAJjLcgrmZ0JmezMiXP5vDUYoYfEpE6jxa71Sef4b7+PPnUUi8vHD0qVWFgqRIhu1Ddq6jUZdw2QHXWjysSPK4YMs4CfTJEUxGhpjt95pltmdfFw8TNelU8elC+eYf4REkVdVa6vW6s3LpjrbFMBsgQA+N1LrhUxVuDjQrzcVJoAv/KIsxvSlK9jmrbIsE5E2NMTNPPO1zBSM6UuW60uWF3scAAAA89RMiM/T4yZ1frc+1qlYyn33DXk2hPJuNv49TTp/xvkfL7NodKxc6OqUP/lY23ht9Na7SBTzbr+ABFV1/+RZNjI8XhTRpZZzUst5dedNse27ije0BGJfr/M3vxQmjrO3Wzp53Fi8JHLfw7N3zgmggLAHPjcs4M9cKRIuSF/YUgUAAAAwef2/rBw9bJ1cca+K1PzR4CRbFi+1ul55cWL0PkY+dtj51muTbL9QXM/9ICF6H8eVfe/Jx45M94DsMP+I65f/KtiNU2y76N77c5rt004AhYAAPjc8m9uohUhEj+gdAAAAYPJGP/YO/LrSUiiV641/1c3EpLy+WWtubibOnW+9RoaRqo584hOhqzPvLgpFPnxACKTL0ud45/VpG0wajg/eZZFIqkeFrk75+Iy40QBQXAjgc2P6rB8ANnU83mkYCQAAAACkp3Y6Ov/fOsv5O4LMF/5dl+Sb7NZ3obtLGBpIV49z5dTxvHspFOXoISKbQ4jGMF2Tz5+etvHYj0FTpXMZxqCcOjE9gwGYybAHPjfGyjV0YB/xlP8L5IJoVtfk2iwLh6T2NmFokGJREsWlpSWaHtOXrUS6DgAAAID8GEGx/b82mBHrfFXdU32u5TaL3nMlDvRmrCP09Uy+o0ligVEiSp9pX2i7SMtXT8947AcwNMiMDLdUWG/xX0yAokMAnxujulZbt1E+cdT6AL/yv0Vj6QqSrSlS0hM72qUzn7Kru3pWDA5TH0kXzupLV0Tvf5jLcgHGDQAAADCvmKzzn+rUHuv3KN9dw+W7s0hplNrYPkemqplrZ1NnijGeees4i8WmYSTpqCqNf6G2xwydDGOG5AUEKBYsoc9Z7PZ79RVJdygZETF90RJ98ZKcWhN6u+VTJ8aj98B43g6p5Zzzt7+e1FgBAAAA5qWen1YFP0lOXBet/eO0i94zmZiliGexa5J7SybTXWFImWeDeGnZNAwk3QA8XsqwSoC4y43oHQABfM64KEb2PBLZ8zl98VLucBIRVxxGbb26dbu+ck1ui945l8+eGtuTNDF6j5POnxHbLhZo4AAAAADzgv+D0qFXrceby1V64992Min/xHUWetPijF/8jEXFT0ts1NZnrKOt3zwNI0nDrPDxktL0dfSmxdMyFoAZDUvo86SvWKWvWEVE0UmcfSqMDLNoymSbcfKZk0aOs/oAAAAA81bknKvr2VpLoeDgC/+uUypNmTE+G5ZDgrjHq69eL6VOU8ddLnXdxsn0WBDR3Xd4/uXZNBXMyiqzwnq/Y7oxpm653vHuG2kqaFu3T+OAAGYoBPA2PB7rgqs0HA5Hru0LgsA5dzgcFBtPoJI8/R4njwyJuYwnG+LV1Udut5unTsg3pQRBICKXy1XcARCRJEk5veOFJYoi57y4A4j/UPT3wuVymUU633WG/DIAAMDkqT1K+3+r52rixDij+j/rcTYXfpt3ZPcdnt4uYdBuWb4oRu95iFzugneaK7O6Vtu6Xf74Q9tHuSRFHnl8modkS928TWxvk1rO2T4au/EWo65hmocEMAMhgLfhdDqzryxJOb+G7CrOryQVSRW9ExEz9JzGk+UA4j/kcfehsIo+ACISRbHgr3D24u9F0QdAM+C9UJTcsj9OheL+MgAAwCTpQ1L7/95oBKzfzSrvHyrbOTrJxi3T71e43OHH/tTx7uvyqRM04Ta0UVMXvf0es6Fxkp0WSvTm242SMsf7bzE9IdO7WVkd+dwTpndmHIEsCJE9jygHPlAOHZiYIJCXlsVuuk1btbaIQwOYORDA2xgcHMy+cigUyrX9+FRnNBoVBUFOG70TkebyBHIZTzbKyspkWSai4eHhYs15yrJcVlY2MjJiGJNazJY3SZLKy8uJKBaLjY5O9kM9b2VlZZzzQCBQrAGUlpbGI+eivxd+v1/X8z+Sd/IDILtfhqqqqqIMCQAAcmWEhPb/q1Htt3659WwM1T422a9S9tE7ERFxpzN6957Yrluly5dYcJQrilnXYNTUTbLHgtOu3aZt2iKfPiG2tTI1xssr1A2bzMrqYo8rkSiqN9ysbdkuXm4T/CNcEMzqGqO+EbnrAMYggC8m01e1IpQhcss1rT0AAADAfMN11vEPDdF262IuZ5Pa+FfdJEz5HjHu8c6CKWJB0NZu1NYWf1t+etzh0JetLPYoAGYoZKEvJi7L2sZr01Xwlujrr5m28QAAAADMOtykzu/Wh05Yd5vLNVrT33eInskuNkwz/Q4AMM0wA19Mzc3NsYWNQm+32Hk5+VEuK+E9j3C5+BuDAQAAAGas3p9UBw5Yd3GLJUbT/9QpVUx2cxaidwCYURDAF03884BLcuTRP5Y/fF858hGLXU2OypjevCy2+w6zorKYQwQAAAAoBBaNiB2XheFB0jSSJLO8wmhs4u5MB39wLl04K/Z0kxolTiTLZlWNvnINn5BCuP/FyqHXrEegCQ7e9M0uR4NKOTFN+dQJsbdbNwwiYoKglJSK1dVGphxvLBKRjx+R2lspGGSKYtTWa+uvyeb0dQCAXCGAL44VK1aM5crioqjuvEXbvkvo6RKCo1xWjLr6zB9pAAAAALOBePmSdPYUM8dTpQojQ9KlVn3pcn3J8lRXsdCo4+AfSNfGi2KG2NkudnWoGzebNXVENPJ+af8vrbMdTOSNX+9yrYjkNEhhdFQ58AHxCevtTWPV5Yv0g39Qd94Su/7GVBdKF846X/sNi46fDSx0dciffKxdsyV6610kYL8qABQSAvgiWLlyZXLudy6KxoKFxUkCDgAAADA1xK4O+fQJmwe4KV04S0zQm5cmP8h0XflwH5l234y4qRw9HLt+Z+Dsgq7v1ZIlPx2jhq/0ejfleEiQrluj97FzgjjJH7xrlJbra9YnXye2t7pe/hXZHeMiHz1E3IzecV9uIwEASAs3BacbdlIBAADAPMF0XT57Kk0FseXcxLnrMdKJo8w2er+CR14e7PxOPZnM8kDt4wNlu3I+nFX55GNL9D4RI3K+8ardKLjzzddso/c4+fgnYndnroMBAEgDATwAAAAATAlhoI+0dBvRmWmIvV02Fw72p7nKf2lp66u3m5o1evfdPVz5wFA+4xwZtpRcmX4fG6emiX19ljpiT5cwNJCuXc7lU3arDwAA8oUAflph+h0AAADmDzaaeTKcXc0KNI7zNNPv/svNre/cy03RUl66Y7T2i+nC/nRsF88nEpM2Agj9vRkbFnq78xwSAIAd7IGfPojeAQAAYF5hqZeXjzM0SwHTrCVj/JeWXnz7vuTo3bMh1PAXPWwqZ6aEcNBSwtQsstxnUwcAIGsI4KcJoncAAACYb7jiyFxJcSZdpdhWTDX37t0QXviNLiZz26tyZTv9TkS8qs5a4slwvBwRcW9JAcYEAHAVltBPB0TvAAAAMA8ZPusZb1nW4UlRvb99Setb95uGdfLJsyG08BudTJlc9C7J8f+mit6JKLZ5i6VEb1pMzLoP38JYhC+BAFBICOCnHKJ3AAAAmJ94WblZVpGugsdrVtcml+tLlk38p799Sevb99lG703f6Jps9E6kL11GaaN37qsk0Trzzz1efbXN2XLjFVwudd3GSY4NAGAiBPAAAAAAMDUY09ZvSp5Oj+OSrG3YTILN11GjabFRcWVmfqRt2cUUc+8Fid6JSF+0NN1ad0EMPv6U7SOR3XeYlVX2V4li9J6HyOWe/PAAAMYggJ9amH4HAACA+Yy73er1NxjVtUQJq81NX5V63U6zpDTVhdrW7fqCpsFza233vRcweo9rePxJY9mK5HKzpHT0q39LTvt7EORyhx/7U23dRsttCKOmLvT5L1rWEQAATB6S2E0hRO8AAAAA3OnSNm3VI2E2PCSoKlcUs6yCezyZLqPuU7f0v2+zQ96zMdT0je5CZa2jq9/Zwg99nlTVdWCf3NFGhmlWVkWu22FU1mQYptMZvXtPbNet0uVLLDjKFcWsazBqrBnvAAAKAgH8VEH0DgAAADCGu9zc5TYzVyQiIpN1/6hm+M2y5Ec8G0JNf1ewnPNWiqLfeqenrIyIIpGIEQpleR33eLVVa6dkSAAAEyCAnxKI3gEAAADyY0ZZxz82BD+xmaIv+Nw74WsbAMwqCOALDx8DAAAAAPnR/VL7/90QvWiz57x0x2jDX/QgegeA+QwBPAAAAABkh3Oxr0fo7WGhIBFxj8esqTNq6zMeh56lWLfU9r/Wqz1K8kO+u4drv9jPssu/zEYD8tlTLBAg02CCYLrd+pLlZtK+9OToXWxtkc+dVocGyNBZabm8eIm+ZgOXMn1h7un0/O4lYWSETIOYwJ0ObfP1se03ZhynfPgj5eghIejnJieHU29cqN52t+n2Znh2saj86TGxtYUFA0xWjJo6be0Go6ExY3fS8aOOQx8Ko35umqQoRsPC2O67zDKbfQpFxAxdOnVCajnPRoZJFHlVtbZqrb54aaF+xwBmOwTwBYb7uAAAADAnsWhEPnZE8E84LH3UL/Z0iSVl2jXX8kmflxY6p5z7lk8PWBPOE6PaxwcqHxjKsh35zKdie9v4v01DCPiVo4fMsgp1245UcSCLRp2/3StdvEBE8Sl+1t3lPHvKPLAvuucRo7Y+VXeul18Qz54eb5SbLBxR9r0rf3wg+Od/SYrNzQgiEsJh17/+szAauPoUifSgfPa0fO5MdPdd2uatqboTL7W6Xt3LwuOb84WuDvnoIX3Nhuhd93ExxXd7TfP85J+F4cEJ3enShbNSy9nYzlvU6zPfa5geYn+v86UXhJEJ73VPl/TpMWPx0vB9OJMPgAjHyBUWoncAAACYk5iuK4cOJkTvVwmjfuXQAaZpk2nf/0Hpmf9clRy9CzJv/Ovu7KN36fyZhOh9YlP+YeWjD8f+mfC1zTRdv/7FxOh9wlUjrhd+KvhHbNt0vPVbaWL0PgGLRbw/+O+pxul+7vtj0XsCzp1vvyafP217ldjT5dr77xOj9zHSqeOO376Uqjvvcz8Yi94TuyPHB+9Kxw6nunA6Mf+I6/l/S4jerxLbWjx7f0FmtjkQAeYwBPAFg+gdAAAA5iqx7SILB1M9yiJhsfVCnk0brPdnVZ3/VGfGrIGw4DGa/r6j9PrRrJsypLaLaR4X/EPCQB8lfW2TT50QO9rjPydH4ywSUd5707Y75ZN0oS+LRZz7300ud7z/tm0QPl7htVdty53vvM50PdVV8tlTYmuLTfnhj5jdnZfxZt99I82j08ax710WCad6VOjqkI8fmc7xAMxMCOALA9E7AAAAzGFi1+VMFTqJ55xeThuUWv+XxsHf+JIfkqv05v/tsntNJPvWpEsXiWeYpLUPcU8eJ6Kk2fcJFVrOsWjUUug88H7mIdlF+NKV7lJisYjQ02UpFIaHhM4M74J8yqZl5ZOPM3SnadK5M+nrTDWmadJZ+3UHY5RTJ6ZnMAAzGfbAFwCidwAAgKJwOBxZ1hTFK2uzFUUZ+7lYJElijDmdNonWiUiW5WkeT+ZOdY1FMwTSTI3K3CTF/knZCn7qbP92jTZi83Y4m7Tm/7lbqeJEObwaQsB+oXtCnVBo9erVlkKxv5eI7GbfrzIMZzDAy8snlkkp1upPxKKR5DdaiGQ+Xt7V3mosXhL/XVUURZIk27XlFtJAX3J3LGi3Vj+R0tkmbbgmTYWp/gtiw4PMSLm4IE7o640/O9u/IEHAxCTMCwjgJwvROwAAQLF4PB6WY25ql8s1RYPJlddrn2w8+7sShcIYS98pNw0ji3YUJrAsB8+p6/mSzp+VcLt2yzbHlv6XIckj5fpNVc9ij/SqoF9JeuVjaizjhS7GhMQLVU3PvOSA27zRsSy2ciu6Ll690O12E5HBKEOASySoql13mfuTdUNO8QtpMUV/QaYoakQ83U0UIl3zulx09faB5Zlqk8vCADBbIIAHAACA2WpoaIhnt2zb6/XG5+v8fn/Rv+h7PB5FUYaH7bclB4Mpt5pPxUgYY5zzUCjdnDAzTQcTMq1OZ2HD4FkM3owIXd+rCxy0CxcZVT4wVPtHg1HOKfeXQZbk9FPDKwLDRmnZwMCApdzr8bLujGseAAAgAElEQVSAP33jfpMbiRe63c7MM9GiYNOdKDA9Q1AddLi0gQFZlsvKykZGRnRdlzhlDJ0Ntzu5uxJJpkx3YKIOpz/pwoQxT/FfkKAbnvTROxF3uQeGhynFX5DD4SjK6hWAaYalJgAAAACQDhcEM3H1eDKztCzzeelE0YvOi99YZBu9i15z6TP9tY8PkJDzXvo4oz7dWegrAsNEZCxcnPyQ3mRTOBF3e4yqakth7NodGYdkltts7zd9VRkvNNZusJY0LOSZ1q5rTTYrQ9OcgTd+4frNGetMKbPCx0tK09fJ+DYBzAcI4AEAAAAgA33R0vQVjMVL0lfgBhv8ja/17xeqvTbTpM7FsbXf6S/dkjIJeTbM6hqe4tz1KwSm3nx7crG25XpKu4Na3XJd8gHyRvNSLqfrjhOF7nkguTx2yx3pBklk1DeaSVvZucOhb7w2VUdExCVZu2ZL8qPR3Rm6MyurzIqK9HWmHGPqluvTV9C2bp+u0QDMXAjgAQAAACADs6bWdu46zljQlH6aN9LivPiNRb0/q+KGzSrp8lsCzf9Hu6M+4xbvzNRN1xGz+X4bn36P7r7DdLuTHzWqa2M33ZaqTb15qbrFPnQMfv6JNIMx1qyjugU25U2LtXUbr/4rabmBwxH97GO2DcZu3G37OjMiYix21/22k9hmdW2a0JdLUuSRx1M9Op3Uzdv0pSviPyevwYjtvMWoa5jmIQHMQAjgAQAAACAzbdVabfU665yzrOgr12pr1idPUMfFJ97bnlkYu2wzWS3IvO7Jvoav9DAlz2Xz1u7KymI7buTOhN3iKwLDpCjR+z+rbbou1YXqluujex7hZQk7Bbgsx67fGXno85Rq7XrdgvAXn6akaX/OKLZtR+Tez6TqLnr3HvWGm0kQE/d9M6OmLvTlv0yefr/SrKJE/uiL2jVbLOMxK6vCj3xBW70uZXc33x7dfQcXrXsczMqq8FNfNUvKUl04rQQhsueR2PZdXFYmvii8tCx632fU63cWbWAAMwmS2AEAAABAFhgzFi42FzSxoUEhHCIi0+3mvkoupNyYHbng7PpebazDPjW9XK0t/Jtu5xLr+eqTxD0lsV23spFhsbuTRSPLXI7ostu05daj45JpK1Zry1Y6+nrco34yDM3jDVXX8RSx9Bijpn70L/+z2N7qOLifjY5yxWEsXR7btiNlzH9VbMeu2PU75RNHxcttTNN4hS+6cTNVVGZ4drISvf2e2M6bpfY2NhrgkmTU1Jv1DaluoIw/u2uv1zZtU05/KrS1MFXlpWXqNdealdaN/UUmiurOm7Wt28XLbYJ/hDNmVtcaDY0ZX0yA+QMBPAAAAABkiwsCr6o2KUPgxzWh73nf4KsVZNoHlmU3jNZ9qVf0ZHGiWl54eYVeXkFE0ZxO/BUEc+EisayMiNRIhKdNzj+R0dQctksgl7E7beNmbWPOCeS4y6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3.6 Escalas
Scales control the details of how data values are translated to visual properties. Override the default scales to tweak details like the axis labels or legend keys, or to use a completely different translation from data to aesthetic. labs() and lims() are convenient helpers for the most common adjustments to the labels and limits.
Las escalas permiten leer/interpretar un gráfico; permiten interpretar los elementos geométricos (por ejemplo en nuestro gráfico, los puntos) en función de los valores originales de las observaciones. Las escalas son un elemento más de los gráficos ggplot y se producen/controlan con la familia de funciones scale_xx()
En ggplot2
las escalas o guías se producen automáticamente, no vemos que hagamos nada, pero under the hood se están fijando con la familia de funciones scale_xx()
que son las que controlan como se mapean los valores de las variables con las propiedades estéticas de nuestro gráfico (por ejemplo el eje X) de forma que podamos interpretar la posición de los distintos puntos mirando las escalas. Las escalas también construyen los elementos que permiten leer/interpretar los gráficos: los ejes y las leyendas.
Como ggplot2
hace el mapeo y genera las escalas y leyendas automáticamente, en la práctica podemos hacer gráficos sin saber como funcionan y, por tanto, sin saber manipular este elemento de un gráfico ggplot. Pero si aprendemos a manipular las escalas, esto nos dará más flexibilidad a la hora de utilizar ggplot2
.
En muchos tipos de datos es importante pararse a pensar cual es la mejor escala para representar las variables. Quizás sea conveniente cambiar la escala de un eje para distribuir mejor las observaciones en el espacio, o para interpretar mejor las variaciones entre observaciones; por ejemplo la escala logarítmica o en porcentajes son a veces más apropiadas que las escalas originales.
En realidad, para cada par variable/estética representada en un gráfico ggplot es necesaria una escala, y tendría que fijarse con una de las funciones de la familia scale_xx()
. Realmente cuando hacemos este gráfico, en el que asociamos 3 variables a 3 propiedades estéticas con aes()
, se necesitaría especificar las escalas de las 3 variables:
p <- ggplot(iris, aes(Sepal.Length, Petal.Length)) + geom_point(aes (color = Species))
Bien, pero entonces ¿por qué no lo hacemos?, ¿por qué no especificamos las escalas? Pues porque lo hace ggplot2
por nosotros. En realidad cuando ejecutamos la expresión anterior, realmente se está haciendo lo siguiente:
ggplot(iris, aes(Sepal.Length, Petal.Length)) + geom_point(aes (color = Species)) +
scale_x_continuous() +
scale_y_continuous() +
scale_color_discrete()
Es decir, ggplot2
asigna a cada variable una escala, a las variables continuas les asigna una escala continua y a las categóricas una escala discreta. PERO, si queremos, si lo consideramos apropiado podríamos cambiar la escala. Por ejemplo:
p + scale_y_reverse() + scale_colour_grey()
p + scale_x_sqrt() + scale_y_log10()
p + scale_x_continuous(trans = "log")
p + scale_color_brewer(palette = "Dark2")
Solo represento la primera transformación, en la que se da la vuelta a la escala del eje Y y el color, asociado a la variable Species, pasa a escala de grises:
![](data:image/png;base64,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)
Labels de los ejes
También se pueden modificar lo que vemos en los escalas. Antes vamos a modificar los títulos de los ejes y leyendas.
p <- p + labs(x = "Eje X", y = "Eje Y", color = "Leyenda\n para el color")
De momento la escala del eje X varia aproximadamente de 3 a 8. Los títulos de la escala del eje X sólo muestra los valores 5, 6, 7 y 8. Vamos a modificar “el texto”, los números que se ven y que sirven de guía para la escala del eje X:
p + scale_x_continuous(breaks = seq(3, 10, 0.5), limits = c(3, 10))
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABUAAAAQVCAIAAAD8UPecAAAACXBIWXMAAB2HAAAdhwGP5fFlAAAgAElEQVR4nOzdZ3ycx2Hv+3nq9l1g0UGAFeydVKEkq8uKJFtySWzJTXaKj+wUl5x8Et+Te3JeHN+b4pN7c+PkxOekObYjW4lLXGXJVrNEURQlUhJ7EQl2ECDK9vaU+wIyCIHAFgDP7j6L3/cVtRjOzIOldvb/zDwzkm3bAgAAAAAA1De51h0AAAAAAAClEeABAAAAAHABAjwAAAAAAC5AgAcAAAAAwAUI8AAAAAAAuAABHgAAAAAAFyDAAwAAAADgAgR4AAAAAABcgAAPAAAAAIALEOABAAAAAHABAjwAAAAAAC5AgAcAAAAAwAUI8AAAAAAAuAABHgAAAAAAF1Br3YEqGR4etm27eBmPxxMKhUZGRizLcqgbkUhE07Qy+zNrTU1NpmkmEgmH6ldVtampSQiRzWaTyaRDrWiaFolExsbGDMNwqIlQKOTxeIQQjrYSDoclSYrFYg7VL8tyNBoVQhQKBedaURSlubk5Ho/n83mHmggEAj6fTwjhaCvBYFDTtNHRUYfqF0K0trYKIQzDGBsbc6gJSZJaWlqSyWQ2m3WoCZ/PFwgEhBCOtuL3+30+3/DwsEP1CyGi0agsy7ZtO9pKS0tLJpNJp9MO1T8+PAkh0um0c614vd5gMOj08KSqqnB4EGxubi4UCk4PT8LhQVDX9XA4PDo6apqmQ02Ew2Fd14UQjrYSiURs247H4w7VPz48CSFyuZzT33xisVihUHCoiWAw6PV6hRCOthIKhRRFcXp4Eg4PguPffBKJRC6XK7M/QCNhBh4AAAAAABcgwAMAAAAA4AIEeAAAAAAAXIAADwAAAACACxDgAQAAAABwAQI8AAAAAAAuQIAHAAAAAMAFCPAAAAAAALgAAR4AAAAAABcgwAMAAAAA4AIEeAAAAAAAXIAADwAAAACACxDgAQAAAABwAQI8AAAAAAAuQIAHAAAAAMAFCPAAAAAAALgAAR4AAAAAABcgwAMAAAAA4AIEeAAAAAAAXIAADwAAAACACxDgAQAAAABwAQI8AAAAAAAuQIAHAAAAAMAFCPAAAAAAALgAAR4AAAAAABcgwAMAAAAA4AKSbdu17kM15PN5SZKKl5FlWVGUQqHgXDdUVR3vhtOt2LZtmqZD9UuSpKqqEMKyLKdbMQzDuX+iiqLIsiyEcLoVSZIMw3Co/om3w7Ztp1vh7SiHpmnC4bdjvBXTNC3Lcqj+8c9DIUQVWnH083D87RAOf+rydpSJQbDSVhz9PJx4O5xuhbejHAyClbZSzuehbdu6rjvXDaAm1Fp3oEps2y7n01BRlDJLzrob44Ol063Ytu3ol7yJhpxuxbIsR4ex8T843Yqjv6iJO1NVaKUx/l1JkuRc/ZM53UrD/Lty9Bc1/qnr6FVMNMTbUT5Xvx0NMwhOfCdxuhXh5Ds+eXqGQbCcVqozCFbnw6o6n1dAvVkoAT6ZTJYcnDwej6ZpyWTSuY+DSCQy/gGdSCScGyybmppM00wkEg7Vr6pqU1OTEKJQKCSTSYda0TQtEomk02nn7uCGQiGPxyOEcLSVcDgsSZJzb4csy9FoVAjh6JuuKIqu65lMJp/PO9REIBDw+XxCCEdbCQaDmqY594sSQoz/o3L07ZAkyePxZLPZbDbrUBM+n298UsvRVvx+v6Iojr4d0Wh0/Kueo63oup7P59PptEP1ezyeUCgkhHC0Fa/XGwwGyxkuZ62pqWn835WjrTQ3N1dheBIOD4K6rmualkqlnJtVDofD45OTjrYSiURs23Z6eBJCFAoFR7/56LqeTqedWzwSDAbH5xUcbSUUCjn6qTs+PAkhLMty+ptPNpvN5XJl9gdoJDwDDwAAAACACxDgAQAAAABwAQI8AAAAAAAuQIAHAAAAAMAFCPAAAAAAALgAAR4AAAAAABdYKMfIAQCAhpHOSwcHPBdiimlJTT5rVXu+p8mp00ABAKgfBHgAAOAathAvvOl74og/b0gTL/70sH9Ve+EDWxIRn1XDvgEA4DSW0AMAANd44pD/hwcCk9P7uGOD2v98IZLM8cUGANDIGOcAAIA7nBtTnznhn+mno2nlxwcD1ewPAABVRoAHAADusLvfa9vFCrx23pPKVas3AABUHQEeAAC4Q/+IVryAaYn+y1NX1wMA0DAI8AAAwB1S+dLhPMkMPACgcRHgAQCAO/j1ogvohRBCBDxV6AgAALVBgAcAAO7Q21QoXkCWxNKW0iEfAACXIsADAAB32LE0V3wN/YauXNBbpc4AAFB9BHgAAOAOS6KFm5ZnZvppxGvdvyFVzf4AAFBlaq07AAAAUK77N6R8mv3Mcb9hve31JVHjoW2JiM+a4e8BANAICPAAAMA1JEm8c036uqXZN857LsRUwxJNPmtVe76vrcDxcQCAhkeABwAALhPxWjevmHEtPQAAjYpn4AEAAAAAcAECPAAAAAAALkCABwAAAADABQjwAAAAAAC4AAEeAAAAAAAXIMADAAAAAOACBHgAAAAAAFyAAA8AAAAAgAsQ4AEAAAAAcAECPAAAAAAALkCABwAAAADABQjwAAAAAAC4AAEeAAAAAAAXIMADAAAAAOACBHgAAAAAAFxArXUHAAAAKpM35OdPevtHVMOQmgPWdUsyS6NGrTsFAIDjCPAAAMBNfrA/sPOUz7Z/+d/D4pUzntaA+ciNsYjfqmXPAABwGEvoAQCAa3xtT/iFk5PS+y9dTil//lRzLM0XGwBAI2OcAwAA7nBkQD9wQZ/pp4Yl/ePLkWr2BwCAKiPAAwAAd/jpYX/xAgMxJZ6uTl8AAKgBAjwAAHCHwZRSssyuk3y3AQA0LAY5AADgDqYllSwznKxCRwAAqA0CPAAAcAeldH4XIa/z/QAAoEYI8AAAwB1CntKnxG3u5SQ5AEDDIsADAAB3uH5ptniBgG4tbqlOXwAAqAECPAAAcIc7VqWj/hkn2CVJPLSdJ+ABAI2MAA8AAFzj83eMtAfNq19XZPHg1sTq9nz1uwQAQNWote4AAABAuTyK+IM7R9+44HnuuG8krZiW8Ov2yvb8uzckPaXPmAMAwN0I8AAAwGU2dec2dedq3QsAAKqNJfQAAAAAALgAM/AAAKAupPLyzpPewwP6cEqRZbs9aG7uyV+3OKspdq27BgBAXSDAAwCA2nvzsvaNPaFUfmJtoNQ/IvePaLtOeT9xfbw1MM3GdQAALDQsoQcAADU2lFT+eXd4Unq/YjCh/P2L4ZwhVb9XAADUGwI8AACosccP+fMzR/TRtPKLN33V7A8AAPWJAA8AAGopb0iHL+nFy7x+3lOdzgAAUM8I8AAAoJZGMopplVghP5RULKs63QEAoH4R4AEAQC0VjNJlbFuYNo/BAwAWOgI8AACopSZf6bn1gG5zmBwAAAR4AABQSyGv1RkuMQu/qj1fnc4AAFDPCPAAAKDG7lqdKfJTWRa3r0xXrTMAANQtAjwAAKixTd25dyyfPsNLkvjVzcnOsFnlLgEAUIfUWncAAABAPLAx1dNkPHnEP5JWJl7sbTbuW5da0VqoYccAAKgfBHgAAFAXtvXmtvbmLsWVkbQiS6IjZDb7mXgHAOAKAjwAAKgXkhCdYZMF8wAATItn4AEAAAAAcAECPAAAAAAALkCABwAAAADABQjwAAAAAAC4AAEeAAAAAAAXIMADAAAAAOACBHgAAAAAAFyAAA8AAAAAgAsQ4AEAAAAAcAECPAAAAAAALkCABwAAAADABQjwAAAAAAC4AAEeAAAAAAAXIMADAAAAAOACBHgAAAAAAFxArXUHAAAAailnSK+c8R6+pI1lFFmyu8LmlkW5NZ15qdYdAwBgCgI8AABYuE6PqN94JRzLXFmTOBBX953zrGovfHh73K/bNewbAABTsIQeAAAsUIMJ5R93RSan9wnHBrWv7g5b5HcAQD0hwAMAgAXqJ4cCWWPGlfL9I9res95q9gcAgOII8AAAYCFK5aUjg3rxMq+e9VSnMwAAlIMADwAAFqLBhGpZJcoMxNktCABQRwjwAABgIcqbpbeZzxpV6AgAAOUiwAMAgIUo5Ck1/y5E2Fu6DAAAVUOABwAAC1Fn2AiWyvAr2wrV6QwAAOUgwAMAgIVIlsTNKzLFCsglCgAAUGUEeAAAsEDdsiKzpiM/7Y8kId6zIdkRMqvcJQAAiiDAAwCABUqRxcevi9+1Ou1R7cmvtwbMT1wfv2FZtlYdAwBgWhyOAgAAFi5FFnevSd/Wlzk1og0nZU0VnSGjp8mQSm9RDwBAtRHgAQDAQqer9ur2vGivdT8AACiKAA8AAKZxOaVcTiqSJNqCZtTPo+AAANQeAR4AALzNoQH9p4cDA3Fl4pXuiHHvuvTq9un3ewMAANXBJnYAAOCKp4/5v7o7PDm9CyEuxNR/2hX+xZu+WvUKAAAIAjwAAJhwfEj76WH/tD+yhfjxgUD/iFblLgEAgAkEeAAA8JanjhabY7eFePoYk/AAANQMAR4AAAghRN4Qp0pNsB8f0kyrOt0BAABTEeABAIAQQoylhVUqnJuWlMzx5QEAgNpgDAYAAEIIoSmly5RfDAAAzDsCPAAAEEKIiE/4NLt4maDH8umsoQcAoDYI8AAAQAghZFls7C5x0vvm7pxUnd4AAICrEOABAMBb7l6T9uszTsIHPdadqzPV7A8AAJiMAA8AAN4S8Vm/sSMW9k6zSL7Zb/3WDfGgh/XzAADUjFrrDgAAgDqyuNn4/dtHd53y7b+oX04qQoj2kLmhK3fjsqy31BPyAADAUQR4AADwNn7dvnN1+s7V6Vp3BAAAvA1L6AEAAAAAcAECPAAAAAAALkCABwAAAADABQjwAAAAAAC4AAEeAAAAAAAXIMADAAAAAOACBHgAAAAAAFyAAA8AAAAAgAsQ4AEAAAAAcAECPAAAAAAALkCABwAAAADABQjwAAAAAAC4AAEeAAAAAAAXIMADAAAAAOACBHgAAAAAAFxArXUHAABAVcWzcjwre1S7JWDK0lxrsyxxOaXkTanJZwU91nx0sCyGJS4nFdOWmnxWQK9euwAA1BABHgCABcEW4uXT3l+c8A0llfFXfJq9rTf7ztVpv27PosJkTn7yiH/fOU/OeOs2QGfYvLUvvb03N2+dns5YRn7isH//BU/efKvdRRHjjlWZjd3OtgsAQM0R4AEAaHyWJb7xSujARc/kFzMFaedJ38GLnkduii3yVlbhpYTyv1+MJLJvexZvIK48tjd0fEh/cGtCmvPc/rTOjqr/+FIknX9b7edj6tf3hG5arr1nY9KRVgEAqA88Aw8AQOP72VH/lPQ+YSwjf3V32KxkEbppSV/dHZ6S3ifsPet59rhvFp0sKWtIX90dnpLeJ+w86X2pv8L7EAAAuAoBHgCABpc1pF+cKJaoLyWUvWcqWJT3yhnPcEopUuCZ4/6CNf9T8LtOehO5Yl9dfnbUb8/maQAAANyBAA8AQIM7MaSVjNMHL1YQ4A9f0osXyBrSycta+RXOV7uJrHx62Jm1+wAA1AECPAAADW40XWy2fNzlZAW5dyRd+vvDaBllKjWaKedC5r1ZAADqBQEeAIAGV85ZcRWdJ1dOYSc2sZv3CwEAwF0I8AAANLiWgFmyTEe4gmfHW8uosJwylSqnzvbwvDcLAEC9IMADANDg+toKJU9639xjlF/hhu588QJBj7U0Wii/wjKt7ypx0ntrwOxpZhc7AEDDIsADANDgVNl+5+pUkQLLWwrruysI8Ju7c73Nxcq/a31aceArxvVLcu2hGSfhJSHetb7YZQIA4HYEeAAAGt9Ny7O39mWmfTy8p8l4+LpERU+OS5L4xHXxztA0GV4S4p2r09t7s7PrZ3GKbP/GjvjkJwImZttlSdy/MbW+q8TSAAAAXK2CM2MAAIB7vWt9anV7/rkTvpOXtYIlSUJ0hI3rluR2LM2old/PD3mtz9wW23nS++pZ70BcEULoit3XVrhtZcaJxfMTon7zc7eNvXDSt/esZyipSEJ4VHtVe/72lZmepgoWEQAA4EbuCPDPPPPME0880d/f7/F4li1b9tBDD61Zs6bWnQIAwGX62gp9bQVbiExe8qhCkef0uLgq27f2ZW7tyxiWlDeET7erswG8R7XvXJW+c1W6YEmGKXwaD70DABaKeg/wpmn+xV/8xa5du4QQoVAok8ns3bt33759n/nMZ+68885a9w4AAPeRhCi5p11FVNlW9Xmsr1yabGs8CwgAWEjqPcB/61vf2rVrV3t7+xe+8IUVK1YIIX70ox/9/d///Ve+8pXNmze3trbWuoMAgPlxekQ9ckkfSSuyZHeGzU3d+Wb//J9DtsDZtjg6qJ8Y0uJZ2aPZPRFjY3dufsM8AABwTl0H+Fwu9+Mf/1hRlC9+8YudnZ3jL95///2HDh3auXPniy+++MADD9S2hwCAuUvm5Mf2Bo8Ovm0O9/HDgRuXZu5bn5rF49mY1oWY+s1XQ5cSysQru4X44cHAu9endix1ZM85AAAwv+o6wD/77LPJZHLHjh0T6X3cJz/5yQceeCAcDteqYwCA+ZIpSF/ZGRmclCrHWZZ44aQvkZM/ck2iJh1rMANx5Ss7I9nC1KfU84b03deDeVO6ez3z8AAA1Lu6ntfYvXu3EGLHjh1TXo9Go2vXrl20aFEtOgUAmE8/O+K/Or1PeP28Z/+FWjxd3XC++3rw6vQ+4fFD/uFUXX8lAAAAos5n4M+dOyeEaGtr6+/vf/75548dO6YoyvLly+++++4pc/IAADcyLfHqWW/xMrtPezd2c7j3nAzElf4RrUgB05JeOqUu6ahajwAAwGxItl2/S+YeeuihdDr98MMPP/bYY7lcbuJ1r9f76U9/+vbbb7/6r7zxxhuf+9znrn79O9/5TlNTU8kWJcnZX4gkvTX7UYVWGuNCGuMqqtNEFVppgKsQjXIhTl+FqMo/XSHEuVHpv32vRBmfJv7mY7PsBm/HuF8cFf+ys8QRb+u6xR/cy4dVuU2M/8HVF8IgWGkrjXEV1WmiCq2UU79t27LM2iI0mrqegR8P7V/72tfWr1//sY99bNmyZSMjIz/84Q9/8pOffPnLX165cmVPT8+Uv2KaZjwev7oqWZYnPlCKK7PYHFWhlca4kMa4iuo0UYVWGuMqqtNEFVppjKtI5UqXyRSEZUvK3L6DLfC3I1MoXSaZm1MTFWmMt6MKDTXG21GdJqrQSmNcRXWaqEIrVfvfHKg3dR3gx//PXLJkyRe/+EVFUYQQixYt+tSnPpVKpZ577rlHH330D//wD6f8FUVRpt3czrKscm7UcXu1oiaq0EpjXEV1mqhCKw1wFaJRLqT+p3zLFPSW/gbm04U828vl7Rjn14UQM/6qbSEkIUJeMZcmytFgb4dw+YUwCFbaSmNcRXWaqEIrZc7Ak/PReOo6wHu93mQyed99942n9wn33HPPc889d+LEiav/yqZNm55++umrXx8eHh4eHi7enMfjCYVCo6OjlmXNpdtFRCIRTdOEECMjI859rjU1NZmmmUg4tW+zqqrjzyNks9lkMulQK5qmRSKRWCxmGIZDTYRCIY/HI4RwtJVwOCxJUiwWc6h+WZaj0agQolAoONeKoijNzc2JRCKfd+pR5EAg4PP5hBCOthIMBjVNGx0ddah+IURra6sQwjCMsbExh5qQJKmlpSWVSmWzTh395fP5AoGAEMLRVvx+f2fY59dFOl/sC9aS5vzw8DRLq8oRjUZlWbZtu+QQMBctLS2ZTCadTjtU//jwJISYdSutuiJE80w/Hf/tL27OC6E7PTypqiocHgSbm5sLhYLTw5NweBDUdT0cDo+NjZmm6VAT4XBY13UhhKOtRCIR27anXR05L8aHJyFELpdz+ptPPB4vFMpYzTIrwWDQ6/UKIRxtJRQKKYri9PAkHB4Ex7/5JJPJyQ/YFu8P0Ejq+rGQ9vZ2IcTV+9WNvz40NFTPD/ADAEpSZHHt4hI3CDiifO7aQ+aK1mKRQJPt65c6lRkAAMB8qesA39fXJ4QYGBiY8vrQ0JAQoru7m1UxAOB2d61Od4VnXAKzvTe7rpMt6OfB+zcnA/qMd73fvSEVDXBPHACAelfXAf7ee+8VQjzxxBNT1rT//Oc/F0KsXLmyNt0CAMwfj2o/clP86oPiVFncsTL9gS1OLVFeaNqC5qfeMbYoMvVeiV+3H9yWuGEZyxwAAHCBun4GfsWKFWvXrj18+PCXvvSlT3/60+FwuFAofPvb337qqac8Hs+HPvShWncQADAP/Lr1sWvjF+Pq4QFtOKVoimgPGhu682GvUzuSLEwdIfMzt429OaSduKwlsrKu2j1NxoauvEdl7h0AAHeo6wAvhPi93/u9P/qjP9q5c+eLL77Y2to6MjJimqbH4/nd3/3djo6OWvcOADBvusJGkbX0mBeSEH1thb42HncHAMCV6j3A9/T0fPnLX37sscdeeeWVWCy2aNGivr6+hx566Oqd7QAAqBN5Q8oakk+3Nbmqk9s5Q8oZkl+31eq2CwAAqqPeA7wQIhqNfvrTn651LwAAKMGyxEv93pdOey/FVVsIWRK9zcZNyzNbFpU462iOTEt64aR3zxnvYEIRQsiyWNpcuKUvw/5/AAA0GBcEeAAA6l/WkP75pfCpYW3iFcsWp0fU0yOhAxf0D29PyM7sG5vKy//wYvh87MqAblni5LB2cli7fkn2/VuSnNcCAEDDqOtd6AEAcIt/2xuanN4ne+OC5/HDAScatYX4+suhyel9st2nvc8c8znRLgAAqAkCPAAAc3Xqsnzgol6kwAsnffHs/I+5xwb1kzPcNRj39DF/1mAOHgCABkGABwBgrt44pxQvYFri8ECxhD87By6UqDNvSscH579dAABQEwR4AADm6nKq9Hh6OVUi5M/CcLp0nZeTjPUAADQIBnUAAObKLuPUNicOdiurXYkl9AAANAgCPAAAcxUNWCXLtPjNeW+3uYw6ow60CwAAaoIADwDAXG1aVCIky5JY0zH/p7KXPOldle1VbZwGDwBAgyDAAwAwV33t1qr2QpECO5Zmm/2lZ+krtb4z39tsFClwa1/GrzuxeB8AANQAAR4AgHnwoe3x7sj0WXp1e/7+DSknGpUk8fB18bbg9PP/m7pz71yTdqJdAABQE2qtOwAAQCMI6Pbv3hL7xQnfS/3escxb98fbQ+Y7lmeuX5J1biO5iNf67K1jTx/37TntTeTearczbNzal9nWm2P/OgAAGgkBHgCA+aHK9h2r0nesSscycsaQg7oV9Mz/svmr6ap9z9r0PWvTo2k5Z8ohjxXQq9EuAACoMgI8AADzLOKzIqIGEbrZb4latAsAAKqDAA8AaEC2EKeGtV1npUxB+HTR4dOWtRTmsp48nZeODuqX4oppSy0Bc3VHodnnyuPZLsTU40NaMifrit3TZKxsz6vshwMAgEsQ4AEAjebsqPrvr4UG4sovX5CEiHSGzQ9sSRTfs31ati1+8abvZ0f9eePKHQBZEtt7sw9sTHlU1+zxPppR/n1f8MSQNvnFiNd676bk+i6OmgMAwAW46w4AaCj9I9pXXohMSu9vGYgrX3kh0j+iTfu3ivjBgeCPDwYmp3chhGWLPWe8/7ArUrDcsU/caEb5m19EpqR3IUQsK3/t5fCrZz016RUAAKgIAR4A0DgMSzy2NzhTqC5Y0mN7g2Ylkfv4kLbzpHemn54eUZ855qu4l7Xw3dcCiez0g74txPfeCMYy7rgTAQDAQkaABwA0jmOD+nBq6tz7ZMMp5cilCibhXzxVIp/vOuW16n4R/XBKOTqoFymQN6Td/RWvTQAAAFVGgAcANI5Tw6VTaDllyi+cyssXx8qvrzbKeXDgzaFiNz4AAEA9IMADABpHKl96XEuWUWacZYtMvvTC8kS2zPpqJpkr5ypYQg8AQL0jwAMAGodXLX0Kuq+MMuNkSehlbDLvL7Y4vS54tXKuou6fBAAAYMEjwAMAGkdPU+lT4noqOUmu5LFzHtXuaiq/vtroLePXsjjqymPtAQBYUAjwAIDGsa4rH9CLTbAHdKuiM8+vXVxiffzWnpxW9w+Pd0eM4rc2ZFlcv7SC+xoAAKAmCPAAgMbhVe33bU5JMzzNLUnifZtT3jJWxU/Y0pNb0zFj4I/6zXvWpivtZE28f3NSV2a88LtWpTvC5T5ZAAAAaoUADwBoKJu6cx/envBd9dS3T7M/vD2xqTtXUW2SEB+7NrG9d5od3pZEC4/cFPMXnfCvHz1Nxm/dGG/2T+2tKot716buWu2O2xAAACxwaq07AADAPNu8KLe6Pb/3rOdiKpDISmGf6Awkt/XkytnL7WqaYj+4LXlLX/b1c/pAQrVsEQ1Yazvyq9rL2KG+niyNFv7wztHXz+snLmvxrOJRrZ4mY1tvLuJ1xz0IAABAgAcANCCvZt+4PBuN+mVZsm17eHiuR711hY2uda5/SlyR7W29uW29lS1DAAAAdYIl9AAAAAAAuAAz8AAAlJDMyo+9Fjx5WSuYkhBClkVnyHjvpuTS6Czn5AfiyvNv+o4P6bGMrCr2ooixvTd3zeKswn11AAAwMwI8AADFHB3U/3l32Jr0nLhliQsx9e+eb7pjVfpXKt+F/sVT3h8eCJq/rLBgSv0jWv+I9vIZ72/siBc/Bg8AACxk3OoHAGBG8az8zy+9Lb1PsIV46pj/9fOeiio8eFH//htX0vtkZ0fVr+4O27PZaA8AACwIBHgAAGb0rb0hq2ii/t4bwfJrs4X40cFAkfpOj6iV3hEAAAALBwEeAIAZ9Q+XeNYsnZcuJcqt7fyYOpxSipd54wIBHgAATI8ADwDA9CwhDKv0We9HL5Rb4VCyRHoXQgyWUQYAACxMBHgAAKY37aPvVyuYZVdol74dMO3j8QAAAIIADwDATFRZyGWMk0tay60w7C2d9Zv9JHgAADA9AjwAADNqC5SI3Kos+trLrW1Zi+FVS+wyv7o9X251AABggSHAAwAwo/dtThYvcMPyTPm1qbJ926UFrG0AACAASURBVMpi5UMe6/ql2fIrBAAACwoBHgCAGS1vKdyyYmrknphD72027l+fqqjC21amN3bnpv2RV7M/fn285BQ9AABYsEqcjgMAwAL37g2p7ojxg/3BdOGtLegkIVTFvnFp9t0bKkvvQghZEh+9NrHrVOG5E/7R9Fu30WVZbOjMvWt9utlf9oZ4AABg4SHAAwBQwrbe3Lbe3OWkcmxQL1hiSYuxtLkw69okIW5clr1hWfZyUhnLyJoiusKGh4l3AABQCgEeAICytAbN1mAFT7wXJwnRFjTbgky5AwCAchHgAQCzYdvizKh6Ma7mTanJZy1vKQQ9czr/LJaWd/Z7L6dUSdhLo8Z1SzMeZZpihiX2nPGdHFINS2oLmdcuybQFqnHummGJ0yPaQFyxhdTsM1e0Frwac+YAAKCqCPAAgIodH9K+vz84mLiSsFVZXLM4+671qVksBc8b4h93RU6NahO7w+2/4PnRwcANS7Pv3fS2TeB/esj/7Am/NdHCgHj2uG9Rk/HJm+J+1cEYv++c5ycHA7HslZ1fddW+eXnmrtVphd1gAQBAtfC9AwBQmX3nPP+wKzI5vQshDEu81O/9uxciWUOqqLa8If7059FTI1fS+zjbFi+e8v79i5GJV/51T+jp45PS+y+dH1P/7MnmtOHUiPbUMf83Xw1NTu9CiLwhPXXM/y8vh61qTP8DAAAIQYAHAFQklpG//VrQnmGW/UJMffxQoKIKH90bTuVmHIyOD2l7zniEEEcG9NcveGYqli1IX30pVFG7ZTozqj552D/TT49c0l845XOiXQAAgKsR4AEAFdjV7y2YxebY95z2ZgvlTsJbQhwe0IuX+dmRgBDix4dL3BfoH9ZyDuwH9/ybvuKPBDx/okQBAACA+UKABwBU4M3LWvEChiX6R0qUmXDonJhpMn9CLCMLIYZT0+1o93avnfWW2W75Sl5vLCsPjM17swAAANMgwAMAKpDIlh444mWUGTcQL13GFiJvCLOM2fXLqXke1CxbFFnePyE2b0fLAQAAFEOABwBUQC9jk/nyN6IPljdlrqtCKmNVvn++z3WTJaEppev0lrvgAAAAYE4I8ACACiyKlJ4K744YZda2rrt0GY9mCyH8ZRwyv66zUGa75esqdS2qbHc1zXuzAAAA0yDAAwAqsK03W7zA4majLVjubnJhr2j2lyi8riMvhNi6KFe8WEC3OsLl3jgo3/beEu1u7M571HlvFgAAYBoEeABABVa2Fbb0zJhpNdl+76ZkRRV+5JpEkeXxHs3+wOaEEOJdG1IBvdgk/EPbK2u3TNctzi6JznhfIOix7l2XcqJdAACAqxHgAQCVeXBr8prF02T4oMf6xI54T1Nl0+CLm42PXJNQpsvwAY/1uVtHVVUIIWQh/vPtYxHfNBlelsWvbk6ubs9X1G6ZZFn8+vWxVe3TLM5vC5qfvDHeNF2XAAAAnMCyPwBAZRTZ/uDWxPVLMnvPeS/E1FxBNPmtVe2FaxZnvWVvXzfZpu7cmvsK/7E/cHxIS+UlWRIhj3XN4tztq9KTbzMHvdYf3z3y/Ju+l/q9sYxs2cKn2X1thfdsTPmLTs7PkV+3f/OG2LFB/bVz+mBSLZiiLWit7chv7ckpMmfAAwCA6iHAAwBmY0nUWBKdt1Xrump9cGuinJI3r8jcvKLa57ZJQqxuzzs0yQ8AAFAmltADAAAAAOACzMADAFzDtsX+i57XznkuxhXDlJr81pr2/A3Lslcvob8QU1/q956NyamcCHik3khwx9Js+efbzdrpEXX3ae+ZUS1bkPy6taKlcMOybHuo3G35AQAAiiDAAwDcIZWXvrEn/OZlbeKVWFY+PaK+cNL3oe2JVZPWt//0sP+Z4377l8+nj6XF+VHv7tPe21emf2VteuY97+fEtsUP9gd2nvJNvBLPygNxdddp371rU7f2VXvZPwAAaDwsoQcAuIBli6/ujkxO7xNSeelfdofOx966Jf30Md/Tx66k9wm2LZ4+5n/mmG/qD+bJTw69Lb1PsCzx44OBl/q9DrULAAAWDgI8AMAF9p71nB6ZcdVYwZJ+uD8ghEjk5KeO+qctM57onzrqT2Tnf+wbTEjPnyx2a+DxQ4Gs4dDcPwAAWCgI8AAAF3jtfIkZ7FPDWiwjH7igF6zpc/L4qwVL2n9Bn+/eiX1nVKvoSXaZgnRkYP7bBQAACwoBHgDgApfiSvECthCXEuqlZOm9XQYS87//y8V46fF0oNQlAAAAFEeABwC4wEzz6pPlDJErlFGVOf9L2ctpN+9AuwAAYEEhwAMAXCDsLbpCXQghRJPPivhKFyunTKWa/FdtmleVdgEAwIJCgAcAuEBfa754gYBuL4oYq9pLT4WvbCtR1Sys6Sx90ns5fQMAACiCAA8AcIGb+7KqXGyW+5YVaVkWy1oKS6JGkWJLosby1vkP0hu7zY5QsQy/piPfFS7WMQAAgJII8AAAF2j2mR/cmpRneIp8XWf+1r6MEEIS4sPbE5EZ1ttHvNaHtyeceBJdlsVHrokH9OlvMbQEzA9sTTrQLAAAWFgI8AAAd9jSk3vkptiiyNvmsf26fc/a1MPXxeVfDmjNfvOzt41t6clNTvuyJLb05D5721izv/Ra99npDJufuXV0Q1demtSuIotrF2d/75axkIcH4AEAwFzN/1E6AAA4ZFlL4bO3jQ0mlItx1bBEk89aEjWuXlof9Fgf3p54z8bUSKE5mZOCHjuqjQZ0xyN0s996+Lp4IiefGVHTBTnksRY3F/wzTMsDAABUigAPAHCZ9pDZXvSB83EB3erttGVZsm0xPFy9CfCQx1rfNf/75AEAABDgAQDOyhnS6RE1a8ge1e5tMvzOz4S7gmlJZ8fUeFZWZbs7YjRxyBwAACiFAA8AcEq2IP3kUGDPGY9pvfVcuCSJjV25+zekFvKh6KYlnj7uf+FNX6Zw5XH5Fa2FBzam2KkeAAAUwSZ2AABHJHPyl3/R9FK/dyK9CyFsW7xxwfNXzzYNJpQa9q2GDEv6p5ciPzvin5zehRBvXtb++rnIsUGtVh0DAAD1jwAPAHDEt18LDiWnT+mpvPyNV8LWgpyD/9lR//Gh6VO6aUmPvhpO5xmaAQDA9PiWAACYfwNx5dCAXrzA/gsLbhI+b0ovvOktUiCdl17qL1YAAAAsZAR4AMD8Oz5ULL2PO3xxwQX4/mG1YErFyxxlFT0AAJgBAR4AMP9i2dLjy1imRJRtPLFs6XsWYxmGZgAAMD2+JQAA5p8m2yXL6AtuAl5oSulfi4fzYQAAwAwI8ACA+dcRMkuW6YosuF3syvm1tAc5SQ4AAEyPAA8AmH9rOvJerdhssyyJbYtLp9kG0xU2OsMlrnprT646nQEAAK5DgAcAzD+vZt+zNlWkwDuWZzrCC24GXgjxwIakPPPYu6o9v64rX8XuAAAANyHAAwAcceOy7D3r0vJ0G9XtWJq9b32xeN/A+toKD21L6NM9DL+qPf/RaxMLbmc/AABQNrbKAQA45Y6V6XWd+Z0nvf3DWiIn+zRrSdTYsTS7NFqodddqacui3NJo4cVTvmOD2lhG9qiiO2Js782u78qT3gEAQBEEeACAgzpDxq9uTta6F3WnyWfdty5137pa9wMAALgKS+gBAAAAAHABZuABAG6yq9/34ilvLC1bQvg0u6+18J5NKa+6EPfDAwAACw0BHgDgDsm8/P890xTLXlk7ljekV8969p3z/NqWxDWLOX0NAAA0OJbQAwBcwBLi/3n6ben9yo9s8e/7QkcH9er3CgAAoJoI8AAAF/jpoUAyN+OYZQvxrb3BavYHAACg+gjwAAAXePWMp3iBVE6+FOe5MAAA0MgI8AAAF0jlSw9Yhwe1KvQEAACgVgjwAAAXsO3SZdJlhHwAAAD34rsOAMAF5DLGqxa/6XxHAAAAaoYADwBwgZZAiXAuCbG1J1+dzgAAANQEAR4A4AL3rE0VL9AbNXTVqk5nAAAAaoIADwBwgQ1d+Y1dM06we1X7N26IV7M/AAAA1UeABwC4w8eui9+8IiNLU1/vCptfeOeon+l3AADQ6DgyFwDgGvdvSP3KmtSuft/pUc0wRGvQvH5JriNs1LpfAAAA1UCABwC4ia6KW/syQmRq3REAAIBqI8ADABqTZYtzoyKZEyGv8Nji6rX3lUrnpaGkYtlS1G9GfKzYBwAA1UaABwA0mrwpPXXU/1K/N1MYT+2ST2vZsTR75+q0rtizqPBCTH38kP/4kG798m93R4y7Vqc3zLyvHgAAwLwjwAMAGko6L39lZ2Qgrkx+MVOQnjnuO3xJ/9RNMb9e2eT5gYv6v74SMq23zeBfiKlfezl8x6pMyfPtAAAA5gu70AMAGsq39ganpPcJA3Hlm68GK6ptNK1886r0PuHpY779FzwVdxEAAGBWCPAAgMZxbkw9ckkvUuDooH52tILVZ8+e8BVmSO/jfnbUX35tAAAAc0GABwA0jsNF0/u44gm/0sIDcWU4WX59AAAAs0eABwA0jrF06XFtpIwy4yxbxDKlCxPgAQBAdRDgAQCNQyljWFPLHvokSUhS6V3ry2kUAABg7vjSAQBoHG1Bs3SZUOky4yQh2oIltqyXJdERKbM+AACAOSHAAwAax4auvFx0ZJNlUdHh7Ru7c8ULrGgtBNmHHgAAVAUBHgDQOJr95k3LMkUK3LQsE/WXOwMvhLh5RabJN+MkvCLb967jHHgAAFAlBHgAQEN517rUtt7pp8239ebeVWHe9qr2b94Qa/ZNk/l11f7INYmeJmM2vQQAAKhcBWfhAgBQ/2RZPLQtsak79+Ip7+lRPVcQHk0sac7fuCy7rrOCxfMTOkLm528f23nK9/p5z6WEYtui2W+t7cjf2pdprmQyHwAAYI4I8ACABrSuM7+uMx+NRi1bVmR7eDg+l9q8mn3nqvSdq9K2EKZVwT72AAAA84jvIACARqYq81mbVMkpdAAAAPOLGXgAcLcTg/r3DwZG07JlCU0Ri5sLH9ke9+pTi5mW9MYF/cSQlsrLHtXubTa2LMoFPdNsz7Y7dejJS6+cMS7JQl6hdd8TvG6Tf0UVLuT4kHZ4QB/NKLJkd4bMTYtyHWWf93a1nCG9dt5z4YCUKQi/LnUFvVsW5Txq6UPdq8OyxaEB/digHs/KumJ3RYwti3LN/hJH1gEAgAWOAA8ALvY/nm4eTFyZYjYscXRQ/5PHW2/ry9y3/spubaeGtW/tDY2mr8wd7zvnefyg/7716ZuWX9mz/bIR++3+v3wmsW9yE18Sj76v+Za/7P2dkOJ36CrGMvKjr4T6R7SJV/YL8fOj/muXZN+zKaXJFafuAxc9334tmM5Lk14LPn4o8Gtbkhu6ShwLVwUX4+qjr4QuTXrjXjvvefJI4PaV6XeuTktSkb8KAAAWNBYCAoBb/fnP3pbeJ3v2hO/p42/l7dMj6j+8GJ6c3scVLOn7+wPPnfCN/2fKyr7/+B9PSe/jvjf6i4+e/O+G7ciGbem8/L92RvpHtCkx3Rbi5dPef90TqjS+77/g+fqe0NvT+3hD0tf3hA5crPGh7UNJ5X/tjFy66o0zLfHzo/4fHQzUpFcAAMAVCPAA4Eq7TmnD6WKPdz9x2C+EsIX4zuvBgjXjrO5PD/tH04oQ4q8vfftw9vRMxV5MHvja5Z/Oob8zevKIfzilCCGm7eKhAf318xVE7pwhfe+NgD1D6Ldt8d3XAzmjlnPc398fvPrmwoQX3vSdHWVxHAAAmB4BHgBc6fH9Vz3m/na2LZ474Ts7qg7EiwVC05JePeuxhf3o8M+KV/iN4Scr7mUphin2ni2Rz/ec9pZf4aEBPZkrNrQlc/KhgRK/OueMpuXjg1qRArYQe85UcL0AAGBBIcADgCslcqWnkfef95wdKxYXx50ZVS/kLw8URooXO5A5lbcK5favPBdjIltqPvxMJTPS5UxfV1Th/Dofm/qkwNVq2D0AAFDnCPAA4EozrRKfLGNI2ZlXa18pVpBjVqpkMVvYcStdTt/KlypjR7mcIZll786eNUqPa5lCzca+TKGst6MKPQEAAG7EtwQAcKVy9ioPeGy/Xjr7Bj1WVAmXLKZIcpMSLKdv5QuVsVrcr9tK2YNVOdcbKKOMQ/xaWW9HFXoCAADciAAPAK7UVMaZ4dctySxrNUoWWxotdGrRpXpn8WLX+NeoUrFt82ahq6l05F4arWDdfjmFl7XM84MA5VsSNeRSd14qul4AALCgEOABwJU+sKXE6nNZEtf05jpDRvG86lXt7b05IcRvtL2reIW/WarALMiS2LE0W7zMjctKFJhsbUch6i923F3Ub67tqFlCDnqsjd3F3jhFFtcvqeB6AQDAgkKABwBXWrfIXNpSbHb9I9sT43/4tS3JmWa5JSHevzk5vmb7t9refUto80y1va/5lvc23zyH/s7ozlWZ3uYZL+SGZdlV7fnya1Nk+8FtSVWefocAVbYf3JZUZvhpdTywIdXsm/EWw73rUu2hYjcgAADAQkaABwC3+u13jK3rmCbcypJ4aFti46K3Znrbgubv3BxbEp0akiNe6+PXx7f0vFVMk9RvLP+vn2i9d8o6eV1SP9f5gb9d8nlp+pPa50pT7E/eENvem5vyVL+u2PesS793Y7LSCpe1FB65KXZ1DG4PmY/cFKvh+vlxIa/12zfHrr4rEdDtD25N3rIiU5NeAQAAV+CsGgBwsU/siCfzyndfC5wdUwuW5NOsrYtyd6+Zuld8W9D8nZvHTo9oJy5riazsVa2eZmNtR2HKXLRP9nyp97c/0/Frz2ReO2MMypK0XO26w7+1XW129Cq8mv3gtsSdq9NHLunDKVmRRFfEXNuRL2dHumktiRr/+fbR40PaYCacyEkhj93ui69sK5Sz818VRHzWb90QvxBTjw5q8ayiKfaiiLG2M68rtVwaAAAA6h8BHgDcLaibD18XL6fkkmhhSRkbpPXq7Y9E3hMIBIQQyWQym63SI9mtAfMdy+dt/lmSxKr2wo6oLcuSbYvh4brbGa47YnRHSm8xCAAAMIEADwD1y7REPKcIIUIeU63iM0+GJS4nhCSJMk49m0+mJY1lZFmyIz6r5G7t1Wfa1sXCsCnMLq1VlxhAAQBAtfH9AwDq0WBC+flR/6EBPW9KQghNsVe35+9em+kMOTtneyGm/vyo/9ignjeFEEJXA+s7tXeuSbcGnN1Z7fSI+vOj/jcv64YlhBBezd7Ylbtrdbq5jNPyquBsfvB/DHzzR2O74mZKCKFL6i2hLb/f+eC1gTW17hoAAFhACPAAUHcOXNS/+UqoYF2Zgy6Y0oGLnsOX9Ae3Jrf2VrAre0VeOeP57ushY1JkzhvSvnOegxf1j16bWDPdhnnzYudJ3w8PBKxJD4BnC9KeM94DFz2fuD5e823ndiUPfuzkf4+ZqYlX8rbx8/grzyT2frHnk7/V+u4a9g0AACwo7EIPAPVlMKH869vT+wTTkh7bF7oQc+Te69lR9duvvS29T8ib0tf3hIZTyjQ/m7Njg9oP9r8tvU/IFKSv7g4nc7UcqoaMsSnpfYJpW//l7P9+Nr6v+r0CAAALEwEeAOrLU8f85nTpfZxpiSeP+Jxo98kj/mlT9LiCKT11zJF2nzgSKLL3eqYgPXvCkXbL9DeXvjtteh9nC/tPB75Rzf4AAICFjAAPAHXEtsXhAb14maOXtMJ8P5CeN6QTl0u0e2jAM8+tChFLi3OjJRYUHLxYomOOejz2UvEC+1LHL+QuV6czAABggVsoz8CHQiGp1Pm/siyPl3SuG6r61i88HA4714qiKLIsRyIRh+qf+E3quu50K8Fg0LadOhhZUd5aD+x0K5IkVeHtUFXV6Vb8fr/P59Rc6MTb4XQrjr4dkxuaXSvxjMgaJT6sDEsaS4uo3+fxzFuiHohJZqnd4tJ5SfNF/POXpmVZvnBZKvn/3mhGCYcjszvCffyDfdZvumVb5/JDxcvYwu7PXuwMrdc0bTZdLMP4VQghPB6P0604PTyN/8HRVmRZrsLwJKoyCIZCIeeGp4nvJE63Ytt2Fd4OTdOcbiUQCFThO4nTrdT5IFg+v9/v9XqLl3HuNwnUEDPwAICamV0sBwAAWJgWygx8IpEoeRPO4/GEQqFEImFZTp1aFIlExidP4vG4czcFm5qaTNNMJBIO1a+qalNTkxAin88nk0mHWhm/lZ5MJg3DqUOzQqHQ+ASmo62Ew2FJkmKxmEP1y7IcjUaFEIZhONeKoijNzc3pdDqfd2of8kAgMD7x7mgrwWBQ0zTnflFCiNbWViGEaZqza8W2hVdryRaK5VpNtpv9UiaTyWazs+zlVRRTUuWWaXewm+DXrUImFsvMV5vC7/e3BH2SKDEJ3+I34/FZvmXRaFSWZdu2Z/2mL9Y73sydL1JAEtJyX3cul0un07NroqTx4UkI4WgrXq83GAw6PTyNz/o62kpzc3OhUHB6eBIOD4K6rofD4UQiYZpOneAYDod1XRdCONpKJBKxbTsejztU//jwJIQoFApOf/NJpVKFglOHYgSDwfH5ZEdbCYVCiqI4NwhKktTS0iLmMAiWY/ybTzqdzuVyZfYHaCTMwANAHZEksb6zxP2LNZ0Fdb73g9cVu6+tRLsbuub/xkrEJxZHS9w+W+9Au+W7r2lH8QLXBFZ36nxBBAAA1UCAB4D6ctfqtKbMODmpyPbdaxyZg/2VtWll5jFBV+07VznS7j1rU0UW0vt169a++Zv0r9zvtL8/qk77wLYthJAl+Y+7H65ylwAAwIJFgAeA+tISMD92bUJXp8nwmmx/eHuiM+zIYtdFEePBbQlVnqZdr2o/fG282e/I40UrWgvv25SUpxuO/Lr169fHA7pTjzWVo0UNf2P5f50uw0uqpHyp59M3BTfWoFsAAGBBWijPwAOAi6zpyH/+trGnjvkPXtQzBUkI4VXttZ35u1an24KmEE7t/LZlUa4zZDx1zH/4kp43JCGEX7fXd+buWpNp9jn1iKwQYsfSbE+T8fQx/9FBrWBKQoiAbm1elL9jVTrsrWV6H3dtYM1za778/176t++PPj9sxIUQPtlzR3jb73c8uMm/ota9AwAACwgBHgDqUUvA/ODWhLVFJHOyLURIt6ado553nWHzI9ckPB6foQQkIWQzlc/N21Z5RfQ0GQ9fFzctkcjJiiSCXquu9qfv1KJ/3vOpP+t5ZLAwathmu9asSQygAACg2vj+AQD1S5ZETaagZVk0+4UQwrE9tqenyKLJV/sp95lIQurQorXuBQAAWLgI8ABQbadHtBNDWiwr64q9qMlY15n3TPfEe53LFqSDA/r5MdWwpCaftbIt39s8p+MYdw0NPns+MZZWJMnuClkPLGtbFph297gG8Wrq6HOJ1y4ULvtkz0bf8nsjO0KKv9adAgAAdY0ADwDVM5JWvvVqsH9Em/yiX7ffvT51zeJqrFSfLy/1e39yMJA1rqxz/+lh/4rWwge3Jmax193FTOrPd4/psU3jj/fbQpwfFH9zMh/q3vfH25Zp1Xl4oIrO5gd/7/Rf7Uzun/xiWAn8SfcnPt56T616BQAA6l+jfSsCgLo1mlH+9vnIlPQuhEjnpX/bF3z+TV9NejULTx/3f/f14OT0Pu7Ny9rfvdAUy1Y2sozmc//Xc7Ye2zxlcz7F1tPnr/8/Xjw31+7WmQv5y/cf/8KU9C6EiJupPzj7t3818O816RUAAHAFAjwAVMl/vBFIzBxuHz8UGE4p1ezP7FxKKE8emXGl91hG/sH+QEUV/uVr5/25pTP9VB7e9q1TpyuqsM79n+f/4Xx+aKaf/vnAvx7NnqlmfwAAgIsQ4AGgGkbT8pEBvUgBwxIvn/ZWrT+ztrvfaxVdI3/goieRK3dwyZtm8tKa4mV2nnLBr6VMQ8bYj2O7ihQwbPNrl5+oWn8AAIC7EOABoBpOj2ol96k7NeyCfUlOj059BGAK2xanR8q9kF0DF3WrxE51ampJmbXVvz3JI5ZdYo+Al1OHq9MZAADgOgR4AKiGVK70ueapvAs+k5PzeiEX05mSZTQrmDXntL99/Rgx4yXLDBuxKvQEAAC4kQu+LAJAA/DrpQ+K8+v1ewT6BH/plQQiUMbFjmvzlV4eb0hpr+KCtQnlaFKCJcs0q6Eq9AQAALgRAR4AqmFxGWekl1Om5hZHS3RSEqK3qVBmbTd0dhbkVPEyhUDjbGK3zb9KEiWWMGz3r65OZwAAgOsQ4AGgGloCZl9bsVgry+JaNxwFf92SrFQ0ga7uyEd85S4l8Kuap/VQ8TLbFifLrK3+deutd4a3FykgS/JHW+6uWn8AAIC7EOABoEretylZZCH9navSnWGzmv2ZnUUR47a+GR9cD3qs924qMaM+xWe3dGT0CzP9NB95/ddXLquowjr3Z72PtKgz7tv3mY5f3eRfUc3+AAAAFyHAA0CVtAXNR26KXZ3SNdl+9/rUO1ena9KrWbhnXeqedWlFnnozojtifOqmWNRf2W2ILp//szdnM4EjU163hSW37fnTmzvn1Nf6s0Tv/P7KP93gm3pXQpfUP+56+L90fawmvQIAAK7QINsCAYArdIWNz982eviSfmJIi2dlTRE9TcbmRbmgxwXb102QhLhjZfra3uzrFzznx9SCKSI+a1V7YVVbvvjq+pn0BcNfvkv85PzrL57PJTMeSbJbgrl3LWva2txQc+8TVnsXP7X6r55J7Hs2se9C/rJX9mzyr3hv0zs6tGituwYAAOoaAR4AqkqSxLrO/LrOfK07Mlchr/WO5aUPgSvffYsW3bdoHuura7Ik3xneXvx5eAAAgClYQg8AC0vSzNii9DFvBVMY87osIGvManbetRKma56JAAAAbsEMPAAsCM8nXv/K0PdfSOxPW1lFkjf7+z7acveHonepkjK52Ghafu6E/+CAJ5YRQohowL+xS7m1LzPrRf5HLukvnPSeuqwVLEmWxeKmwvVLs9t6cw2Z5m1h/9vISWPnAwAAIABJREFUM1+//MSr6aOGbXol/Ybg+v/U/sBd4Wtq3TUAANAICPAA0Pj+2/l/+rvB/5iYeDdta2/q2N7UsceGn350xZ+ElcD460cu6Y++Epo8VT6Skp874Xv1rOfj18WXlDoBfgrbFt95Pfjyae/EK5Yl+ke0/hHttXOeh69LzPmy6kvGyn3i5P/9dGLvxCtZO/9MYt8ziX0fbbn7L3t/R5ZY9QYAAOaELxMA0OC+Mvj9/zn4vWmXze9OHfpP/V8a//OlhPL1l0PTLnRP5uR/3h1JZCsbMp486p+c3ic7Oqj/+2vBimqrf58789eT0/v/z959xzdVtn0Av0920qZ70hZKJ1SgyrRsypBNkWUFASmCTEEUFBEQRJarLNkCooAyBAFZD1BUkKWlFjqgi+6V7ibNOu8fxzfGjuSkTVpaf98/ng895+p13yf1aXrlXvoOF17alHOkkfsDAAAALQ8KeACAlqxSq9hssHT8X+n9qLJoQsjFOIlKW+fE9kol9b/HEvbtlldxoh6LDQREZwifylrOe1B0+eOTRTcMBGzLPZGvLm60/gAAAECL1HL+eAIAgJqul0aXaioMx5wtvqnSUvG5AsNhf2UaCdAXnytQ1/1xACM6nWs4oBn5sdBQ9U4IqaJVl0vuNU5nAAAAoKVCAQ8A0JIlV2UZjUmqyiqu5Bitt8uqOOx3ki+oMF6c55W1nPegJEWm8Zgq4zEAAAAABrScP54AAKAmNdEYjVHRaq2xc+WY+1rWW9FrWESyiWku1DSr17kRegIAAAAtGAp4AICWzEvgYjSmjcDVVqzlGBxcpwgR8WmxwPgB8gx7sfGC1smabbZnX2uhq/EYgfEYAAAAAANQwAMAtGQDbF7gU0ZODB1s203Eo9s6qgyHtXdVsj+8vZ2bijIW/Vwr40V+czHU4UXDARyKM9gWp8EDAABAg6CABwBoyRy4NjOdRxoIeE7cdqRtT0LI4HaVBipuHoeEBlSa0K5E08VLYSCgraMq0K3lFPD9bV8IsX7OQMAk+9A2ArdG6w8AAAC0SCjgAQBauBXuUwfadKn1lqfA+ZDPB1yKQwjxcVSN6lhR67A5j0Mmdi5zlZpWb4d1qqhrVN/ZWjOlWxn78fxnH0WoPd5L/UQetd590fq5DV6zG7lLAAAA0PKggAcAaOEEHP53PivXe83WXw8v5UpmOo28FrhFf2F2bx/57F4lbR3/mf3OoUigi3Je3+LnPapMbpdLz+pZMiyowlb0z251EgHd31++sF+xVNiCtrAjhBDiyne4HPDFAtdxdjxr3UV3vuPKVtNP+n0s4YiasG8AAADQMhhZGAkAAC0Ah+LMdBo502lkmjInT1VszRH7izx5VC0nvfk4qub0LqG5kjK1hEMRa14FUcvr3S6XQwb4ywf4ywsquBVVHBFf62ytMbxbXrNmzRWvbDX9A/epT6oySjWVjjwbH2Grpu4UAAAAtBwo4AEA/kPaCNzYrMSWCGhne0IIKS+nFeY4+8zJSuNk1XJWvBvGpTiBotZN3QsAAABogVDAAwBAfVRqFV8X/HyzPKZSq/Tiu05xGtzdqn1DEhaoS66V/pGuzONR3HaiNn1tgkWUwFy9bTi5tupG2YN4RZqG1rYWuPa3ecGJZ9sI7ZZr5Jdl91MKcmhCt+a6vChob8+TNkK7AAAA8AxCAQ8AACZbl31oW84JNflnHfsR2eXWQtcTvmu9he6mZquiVWszD3xdcF5J/zPc78C1Wd7qtWlOQ83T44Y5WHDhk6xvZJpS3RUBxZvhPGJFq2lCim+hRmlCf5X342c5x0o1FbqLYo5wjkvYO26vGD0dEAAAAFoebGIHAACmmZ/2xZc5P+hX74ynVbm94ualVmWblE1Jq8OTPtqVf0a/eieEyDSl76RvX5d9qKHdbbCPsw69k75dv3onhChp9c680+FJHym1te+033Dvpu9Ylbn//6t3mrko11Z9nnPsjdRNGrql7QIIAAAARqGABwAAE9wuf3RMdrWuu0pa9UryapMS7sg99UvZg7ruRuYc/738oUkJzev38oeRuT/UdfeXsgc78n60RLsXS+4cLLigd+FfW/+dK751uPCSJdoFAACAZxkKeAAAMMGqrP2GA5IUWewH4bW0dm/BWQMBNKF35Z1h2zkL2J3/k+GAvQVntRYYDN+db+SpjQYAAABAy4MCHgAATBAvf2o05ojsfyyzJVQ+zVXJDMfcrIhlmc0Sfiv7y3BArkqWUGn8NTGJltbeMjbvIFGRnq8uNm+7AAAA8IxDAQ8AACaoopVGYzKUeSyz5SmLjMYUqctUtDnOsjOdhtYWacqMhuVUFZq33WJNOZtHzlMZf/UAAACgJUEBDwAAJuBRXKMx9jwbltlseFZGY8QcYVPtuM6lOBKO0GiYLc/avO1ac8TUvxe918qGa/zVAwAAgJYEBTwAAJigFd/JaMxQux4sswVKWouNVcidJL4ss1lCR2OtiznCdlZtzNuogMNvJ2ptOMaRZ8PmZwEAAAAtCQp4AAAwwRvOowwHSLlWva06sswm4YrC7PoYjnnVcRDLbJZgtPUwuz4Srsjs7YYba3eSw0AuhTdxAACA/xa89wMAgAlmOo/0FbWq6y5Fkcg2C0xK+EGr19z5jnXd7SMNnmQfalJC85poH9pb2qmuu60ETis8plqi3Qjnkc9L/Ou66yNs9bbbJEu0CwAAAM8yFPAAAGCaq4GRQeJaJo1zKc6nnvNH2fYyKZsr3+Gk37r2oloSjrTrebDtck6TjjNzKc6hth+MsAupeStI5H3C92MXnr0l2hVQvGN+qwfYdK55q6tVuxN+H9tiATwAAMB/T9NsCwQAAM2XhCOKarftXMmtLbk/pChyVLTKhmvVV/rCWq8IO059tnPzE3lcbRd5ruTWxZI7aVU5PIobJPYOs+/TwyrI7J2vBylXcqDt8tsVj34s+uWRPFVNa7yF7i/Zdh9hG2LRSewOXJvvfT+KKos+X/b7E2WmlqbbCtyHWHcdYtOtaT/UAAAAgKaCAh4AAOpjhG3ICNtaxqXrh0dxx9j1HmPX21wJza6HVVCTfKDQT/r8EKceUqmUEFJZWVlZWdn4fQAAgAYKDw8/evQoIaS4uNjW1rapu9NknJ2dCwoKVqxYsXbt2qbuS3OFj/ABAAAAAAAAmgGMwAMAgMm0tPbH4l+/l139qzJZSVTufMe+1sGzXEa3Frg2ddf+dqci7uuC8/fiE0rU5bY8667iwNedhne3al8tLEtZsLfg7P9K7mepC/iE95yk7Tj7fuPs+zXVyfMAAAAABuAPFAAAME2JpmJ6yie/lsXorhSry+PkaQcLLnzWet5Eh6bcNJ4QQhN6RcbePfk/0YRmrhSpylLl2SdkUW84j/rYcyZFKOb6+eLf5z/9okzzz6T066V/Xi/980DBz4d8PrDQ7nQAAAAA9YYp9AAAYAKa0NWqdx0FrVz4NPJa6R+N3yt9m7K/251/Rle969CE3p1/ZlP2d8yXdyvi30jbpF+969yvSHg1aY2a1li8rwAAAACmQAEPAAAmOFd8q9bqnaGhtSsy9zZmf6rJVhVuyT1uIGBL7vEsZQEhZFXmPqVWVVfYg8onR2X/M3//AAAAmjOVSlVZWUnT1T8lh0aDAh4AAExwquiG4YBERXqsPKVxOlPTueJbSlptIEBJq8+V3MpQ5t+tiDecyuiTAgAAWFRFRcXmzZtDQkIcHR2lUmlwcPCcOXMSEhL0Y65evUpRFEVRx44dqzVJ165dKYoKCvrXQSpsMjOkUilFUefOnSsvL3/jjTccHR2trKxEItFzzz0XERGRmppaa6Nnz54dMWKEm5ubSCRq27bt7NmzExMTDTzp1atX33zzzf79+7u5uUml0qCgoFGjRp0+fVqr1Rp+if6DsAYeAABM8Lgqw2hMguJpB3HbRuhMTYmKdKMxCYqnfiJPFmHGUwEAAFhIdHT0qFGjMjL+eduNiYmJiYnZtWvXunXr3n//feZiv379nJycCgoKTp48OWnSpGpJnjx5cv/+fULIlClTTM2sr6Kiok+fPtHR0cyXSqXy0aNHjx49+vbbb69duxYS8s+xsmq1+r333vvss890V1JTU3fv3v3NN998++23NTOrVKpp06YdOXJE/2JcXFxcXNzZs2eHDRv2008/cblcIy/WfwkKeAAAMIFcU2U0RqFVNkJP6t20QqtUaNk8hfEYAAAAS8jPzw8NDS0qKiKETJo0KTQ01M7O7t69e7t37y4pKVm+fDlFUe+99x4hhMvljhkzZt++fefPn1coFCKRSD8Pc/g8RVGvvvqqqZn1vf/++8nJye3bt1+wYEHnzp0LCwt37959+vTpqqqqyZMnJycn6yLnzJmzd+9eQoi9vX14eHiPHj0yMzPPnTv322+/TZ48WaOpvr/M559/zlTvAQEBb7zxhp+fH03TiYmJ+/fvT0xM/Pnnn7ds2bJ48WKzvrrNGwp4AAAwQSuBU6oyx0gM37FxOlNL0wIng/dpQigPgXMrvuEwQghhEwMAAGAJa9euLSoq4vF4x48fHzNmDHNx4sSJc+fOHTp0aEJCwpo1a8LDw9u0aUMIGT9+/L59+8rLy69cuTJy5Ej9PEwB37NnT29v73pk1klOTu7fv/+ZM2ekUilzZfjw4ePGjTt58mRKSkpycrKPjw8h5OHDh/v37yeEBAYGnj171s/PjwletmzZokWLtm7dWvNJv/rqK0JIu3bt7ty5o0tOCJkzZ05wcHBqaur169dRwOvDGngAADDBAGlnwwESjuhF6+capzM1hdoY7h7FxHQQ+zjxbI2l6mK+fgEAALCVmpq6a9cuQshbb72lq7EZ3t7eO3bsIITI5fI9e/YwFwcOHGhnZ0cIOXnypH5wbGzsw4cPCSGTJ0+uX2YdLpe7fft2/QKbEPLGG28w/3jy5Anzj9WrVzOr1g8ePKir3gkhHA4nMjKy2jp8QkhVVZVWq/X09Jw7d2615DY2Nv379yeE6A/vA0EBDwAAJpnmNNSBZ2MgYI5LmJgjbLT+VNPdqn1P6w4GAnpad+hhFcSlOG+5TjAQJuGIZruMNnfvAAAAjDt//rxSqSSELFq0qObd0NBQf39/Qshvv/3GXOHz+aNGjSKEnDlzRn+OOjP8zufzJ06cWL/MOj179qxZfutG6XWb0v/666+EkEGDBvXo0aNaMEVRNQfShULh06dP09PTFyxYULM/+fn5NS8CCngAADCBPU+613upiBLUenegTZclbtV30GlkO73faS1wrfVWa4HrTu93mH/Pch4VZt+n1jABh7/Te4l70y0EAACA/7LHjx8TQjw8PDw9a99ylamlY2NjdVfGjx9PCCksLLxx458jVJgCfujQoY6OjvXOzAgICKgZzOH8q5YsKyvLyckhhLz44ou1Ju/bt2+t13Voms7MzPz111/37Nkzfvz4c+fOGY7/b8IaeAAAME0fafDlwM9XZu2/VvqH7qID12ae69i5LmN5VBNvFevOd7wS+MXarIPHiq7qTnoXULxJDgM/bDXNnvf3DD0Oxdnt/W4P66Avsr/PUxfpvr2ndYc1HhHBEr9aUgMAAFgeMyM9MzOToigDYTKZTPfvIUOGWFtbl5eXnzp1asCAAYSQe/fuJSUlEb358/XLzHBzc2PZbUIIsx6+ptatW9d6/eHDhzt37vzll18SExPlcrnRhv7jUMADAIDJ2onbfO/7UZ666K/KZDld1Yrn1Eni2+Slu449T/p56/lrPWcmcXMK1aVOfFsftasVR1QtjCLUTKeRrzsOj5UnZyjzBRzec6K2xrbBAwAAsKzc3Fw2YVqtVq1W83g8QohIJBoxYsSxY8dOnToVGRlJURQz/C6VSkeP/mdFWD0yMwwX/AyhUGg4WCQSSSSSyspK/YubNm1avnw5M/NfIBB07tzZ398/MDCwV69ex44dY7bEA30o4AEAoJ5cePYDn+Gd3qw4ov72nTkcDk3ThYWFdYVxKU6wxA9D7gAA8Ixo27bt3bt3Q0JCbt68yf67xo8ff+zYsYyMjLt373br1u3YsWOEkLFjx4rF4gZmZsnHx4eiKJqmmZH/mvLz86tV71evXl22bBkhpEOHDuvXrx88eLDuUwBCyKlTp8zeyRYABTwAWFB5FSdVxquo4lgJaS87la1Y29Q9qg8NrY2RJyUq0rVE20bg1tWqnYBq0C/PUk3F3Yr4bFWhhCPqJPb1E3nUGqamNX9WPk5SZBJC2orcO0sC+A1rl6UKjfyb7IsPlWlcivu80HeMdW8Bp0HtFqhL7lbE5auK7XnSFyQBngLnhmSjCR2nSHtYmaKiNR4Cp25W7SQ1htYBAACar8DAQEJIcnIyTdO1jmYz49UURemvQh82bJhYLJbL5adOnVIqlRkZGeTf8+frnZklkUjk7u6elZV1+/btWgOio6OrXTlw4AAhRCwWX7lyxdW1+v41arXa1D78F6CABwCLKK/inP7L6q8sofbvfUkJRUh7N+WYjuX2kuZUxp8tvvlR5tf6J5878mwWu02a5TyKIsank1Uj11Z9nHXoUMEFBa3UXexq1W6956znJf76kcdkV9dnH85U/rP/qhvfYan7q685vlSv52BFS7SzUzafKf5NS2jdxYXUl9Odhq/3nFWPhDJN6YqMvaeKbqjpvzfFpQgVatN5o9ebbQTGV9PVdKPswYrMPXHyNN0VKVfypvOYxW4TG+fTDQAAAEvr0qULISQ3N/fMmTPVDnsjhBQUFPj4+JSVlX3wwQcff/yx7rqVldXQoUNPnTp18uTJ0tJSQoirq+vAgQMbnpm9fv36HTly5PLly3fu3OnevXu1u5s2bap2hfmUwcfHp2b1TtP0vXv36tGHFg+70AOA+RVVciKj7B5k/lO9E0JoQh7lCLZE2eeUPisrpY3amnvi9ZT1+tU7IaRQXboiY8/8tC9pvSqXjXKNfMzj93fnn9Gv3gkh9yriRzxedrXsnw3h1mYdnJ/2hX71TgjJUcnefrrt/fRdpj8HK1qi7RM3/8fiX7X/fi41rdmb/9OYx++bmjBbVTgofvEPsmu66p0QQhP6f6X3B8YveihPMTXh0cL/TUhaqV+9E0LKNJWbc45MSVqr268OAACgWRs9enS3bt0IITNmzIiKitK/pVQqZ8yYUVZWRlHU66+/Xu0bmb3oExMTmZHt8PBwLvdff3TVOzNLq1atYlqcPn16tfPbN23adOXKlWrxzFnxSUlJeXl5+tcVCsWCBQuYEXv9g/GAYAQeACzh6B/SEnntnw9WKKnv7kkXDSjmmDx63dj+qEhcm3Wwrrvfy672tO4w2XEw+4Rrsg78Wfm41ltKrWp26ubb7Xc58Gyulf25Jfd4XUn2FpztYxM81XEk+3ZZWpGxJ1GRXtfdm+Wxu/JPz3au/mm9AW893ZKuzKv1VommYmbqxnsO+8W13q5NmjJnSfo2LV379I2rZX9syzv5dlOfYAcAAGDYoUOHJBJJXXf9/f379u1LUVRkZGSvXr1kMtngwYPDw8NDQkK8vLweP368a9eu+Ph4Qsjy5ct9fX2rffvIkSOFQmFVVRWz1Lza/HlCSL0zsxQYGDh9+vR9+/bFxcV17959ypQp3bt3z8/PP3/+/KVLl4RCoY+PT1xcnC5++PDhe/bsUSgUoaGhK1asCAoKkslkMTExkZGRycnJVlZWFRUVCQkJFy9e7Nmzp1QqrV+vWhgU8ABgZmkyXkoh30BAThkvPlcQ5KY0EPMs2J530vAY+9bcE+wL+GJ1+eHCS0YDFrqO35Z7wnCqrbknpvqav4A/XGCoe4SQL3N+YF/Ax8pT9A+Zq+mJIvOnwt8mS4ayTLgr74ySNrQWbmf+6QWu4zCRHgAAnmULFy40cHf69OnMYekhISGXL1+eNm1aZmbmoUOHDh06pIvhcDjz5s2rdYq7jY3NoEGDmOPTAwICunbtWjOmfpnZ27ZtW25u7tmzZwsLCyMjI3XXRSLRoUOHTp48qV/Ah4WFRURE7Nu37+HDh+Hh4fo9Wbp0adeuXSdOnKjVaocOHRoWFoY97RiYQg8AZpZUIDAa8zjfUIX/jLhR/sBwQFJVZsa/Z7kbcLM8VmWw/iSERJVFq2j1rfKHhsPuVySUqitYtstSclWWnDbykUqBukStZbudzI2y6hvV1HStxFCFXyOhkR9HkbosprL2bW8BAACanYEDB/71119Lly7t2LGjjY2NVCrt3Lnz9OnTY2JitmzZUtd3jRs3jvlHzeH3BmZmSSQS/fTTTz/88MPw4cNdXFwEAoGHh8fUqVPv3bs3YcKEmvF79+49derUoEGDvLy8hEKht7d3REREdHT0xo0bx40bN3v2bDs7O7FYXNcZ8v9BGKkAADMrVRj/ZJBNTNNS0MpidbnRsGxVIcs91XNUdR5jphcjK1SXGq3zaUJnVxV6EAc27bIUL3/KJixFmetfx5751eSoZEZjspUFbFL9f0LjL2A2ixgAAIDGd+TIkSNHjpj6Xfb29hs3bty4cSP7bykuLmb+8eqrr5olc1lZWV23AgMDabr2uYrjx49nFuRXU+vrEBYWFhYWVjOYw+Hs3Llz586dRjv5n/Ks/w0NAM0On2t8azfhM//hoYDweJTxzfasuWwXcbM56kzCEYk5QqNhhBBrHvvF46zY8azYhDny2C4/Y/O8VqxfPbYJcZ4cAAD8tzHb1/Xo0YPZHw5aHhTwAGBmbjbGZ1mziWlaHIoTKDIyWUvMEXqzPgutvbiN0ZggcRtbrpWHsSF9R56Nm8CRZbssPS/xN7qrIJ/iOvBsWCZk87wdJD4ssxFC2ouMJKQI1V7szT4hAABAC3Pz5s2YmBhCyJQpU5q6L2ApKOABwMzauypFfEOD8FwO3dG9qtH6U2/j7fsbDhhp15PlgDkhpJPEN0DkxaZFo+2+bN+PS5n5t7eEI/I31r1uVu3ZJxwo7WJvcLieT/FeduzHPuF4h/6GA/pIO7nxzbmsAAAAoFkoKSkpKyuLiYmZM2cOIcTKykp/QzhoYVDAA4CZSQT0sPaGtlgbFCi3l9R+GNgz5Q2XUQaGkR24NsvdX2OfjSLUBs/ZBqblj7Xv20caTAhZ6DqutcC1rrBWAqd33F9h3y57e9q+y6n7TYFP8fa0XcY+mzVX/JHHDAMB811e9hWzWk7PGGffr6d1h7ruSjiitZ4z2WcDAABoMQ4fPmxjYxMcHMwMvy9YsMDR0cwz9eDZgQIeAMwvpK1ixHMVnBq/YCiKhAbIQwMqm6JTJhNS/GO+H3WxCqx5y0vg8oPfGpbb1+n0kQbv9n5Xyq3l9Nex9n23tlnE/NuGa3XC/+NaZ4z7izyP+6515Nma1C5LQaK2+33e49f2EYOYEvzo/4kLz86khOEOg9Z5viHgVD9xgCLUXJex77cybXYfh+IcbPtBf5sXat5y4tl+6/NhkMjbpIQAAAAtDEVRERERDTwHDp5xz/xGUgDQPPXzkwe5KW+liFJl/AolJebT3g7qHt4K92d+9bs+d77jWf+NZ4p/O138S6IiXa3VtBW1GmLb7VWHQWz2VKtplF2vHtZBX+efv1H2IEclk3BFwWLfSQ6hzNi7jrfA7UrgFyeKo84W30xSZGmJ1lfoMdzuxYkOoULKgifwjbANedTp8NKnX90oe1CqraBoyo5nPcy2+xqPmfV73lnOo4fYdv86//yt8thCdamUK+lqFTjNaVhHsQmr33XseNbf+350seTOcdn1OEWaQqtsLXQNlXZ+zfElO551PRICAAC0ABERER07dszIyOjSpUtgYC0DD9CSoIAHAEtxttaM7mjm48obH4/ivmzf92X7vuZK6MKzX+Y+eZl7naezMgQcfrjDoHCHQeZqlyU7jvVu73fFYrGVlRUhpLy8XKFQNCSht8DN8Fx6k1CEGmrbY6htD3MlBAAAaO5EIlHfvmb7QwWecZhCDwAAAAAAANAMYAQeAMA8HspTDhdc+is5pUhV5iqw7y5qP9XxpVYCp6buV/Mg11Ydk129WHInXZnHo7jtRK3D7PsMsenGMfd++9WUaSqPyK5cKbmXqSoQULznxG3H2fcbYNO5WpiW1l4svXO66Nc4eZqWor34LkNsu01yCGV/DAEAAAAQQjQaDY/HI4R8+umnS5YsQU9MhQIeAKChtLR2TdbBHXmnaPL3+XmJlU9/IQ+2557c1HpO40+Db3ZiKpNeT1n/VJmru/JQnnKiKKq3tNNe72WOrA+fN9XtikczUzbmqGS6K7HylGOyq0Nsu+1s845uu8FCdenM1I2/lsXowuLlaZdL727NPfF12/c7SXwt1D0AAACAajCFHgCgodZlf7M976SuetdR0Mq30racKf6tSXrVXDxV5k5IWqlfvev8WhYTnrRaRVtk48M4edqkJ6v0q3edSyV3X09Zz/xAVbT6laTV+tW7DtPzdGWeJboHAAAAUBMKeACABkmqytyRd6quuzShl2fsrqJVjdml5uXjrEMydWldd/+sfPxNwUVLtLsqa3+Fts79+aLKon8s+oUQ8k3BxejKx3WFydSla7MOWqJ7AAAAADWhgAcAaJCTRTfUtMZAQK5Kdr30z0brT/NSrpGfL75lOOaHoutmbzdPXRRVFm045nvZNTatny++Va6Rm6tjAAAAAAaggAcAaJBH8lTjMQrjMf9NCRVpRqcnxFYmm73dR5WpWlprOOahPEX3vwZU0ar4ilRzdQwAAP7LysvLNRpDowINp9Fo8vKw+MuyLPoio4AHAGgQA9OwdTBCWxc2r0wVrTI8x6EeWP3UtHINrVVolcYj8fMFAADTbd++naKojh07EkIOHjwYEBAglUp5PJ6zs3NoaOiBAwe02to/a7569eqbb77Zv39/Nzc3qVQaFBQ0atSo06dP14zn8/kURV28eJEQcuLEieeff14kEp06dap+2QyrqKjYvHlzSEiIo6OjVCoNDg6eM2dOQkKCSUnqEhNWi4lIAAAgAElEQVQTM2vWLF9fX7FY7OLi0q9fv23btimVtb9HZ2RkLFiwoH379tbW1lKptH379gsWLEhMTDSpRfZJ2LzIZoRd6AEAGsSFZ2c0xo3v0Ag9aY7chY5GYxx5NjyKa952Xfn2RmPc+A5ciuPEs81XFxuObCXEYYEAAFB/q1ev/uijj3RfFhQUXLt27dq1awcOHDhz5oyNzT+nsahUqmnTph05ckT/2+Pi4uLi4s6ePTts2LCffvqJy63lTXP79u3z58+vdrHe2WqKjo4eNWpURkaG7kpMTExMTMyuXbvWrVv3/vvvs0lSlw0bNqxYsUI3N0GhUOTn59+4cWPbtm0XL15s06aNfvDp06dnzJghk/2zSW18fHx8fPyuXbs2b9781ltvsWmxfklqfZHNDgU8AECD9JEGH5NdNRJj3alxOtPs+Eu8PATOmcp8AzF9pcFmbzdY4mfLtSrRVBhtt4+008miGwbCPATO/hIvhdz4kD4AAEBNSUlJa9asIYR07dp1zJgx3t7e9+/fP3bsWHZ2dlRU1LRp0/THcj///HOm3g4ICHjjjTf8/Pxomk5MTNy/f39iYuLPP/+8ZcuWxYsXV2vi1q1bH3/8catWrebPn+/n59e7d++GZKspPz8/NDS0qKiIEDJp0qTQ0FA7O7t79+7t3r27pKRk+fLlFEW999579Xt9Dh48yNT/bm5uU6dO7datW0lJyYkTJ37++eeEhISXXnopNjaWOc6dEHLmzJmwsDBCiEAgmD59ekhICEVRN2/ePHDggFKpXLRoUZs2bZgAA+qXpK4X2exQwAMANMgY+94bs781cJbYIJuu7cRt6rr7H0cRap7L2OUZu+sK4FCcuS5jzd4un+LNch69OedIXQECDn+W82hCyFyXsT8W/2pgwfw8l7EUoczeQwAA+I+Qy+WEkIiIiJ07dzKF6JQpU959993Ro0ffv3//xx9/vHPnTvfu3Zngr776ihDSrl27O3fuSKVSXZI5c+YEBwenpqZev369Zsm9bt26/v37nzhxwtbWVv96/bLVtHbt2qKiIh6Pd/z48TFjxjAXJ06cOHfu3KFDhyYkJKxZsyY8PLzaUDkbCoVixYoVhJD27dtfuHChdevWzPWIiIjly5evX78+ISHhu+++mzp1KiFEo9EsW7aMEOLk5HTmzJmQkBAmeNq0aVOnTh09erRMJvvggw9GjRplYFpBvZPU9SKbHdbAAwA0iIgS7PZ+V8IR1XrXS+DyResFjdyl5mWG04jhdi/WdXdlq2nBEj9LtLvIbWKfOsb2KUJt8pzjI2xFCAmW+H3oPq2uJCPsQmY4jbBE9wAA4L+jdevWX331lW4YmRDSqlWrI0eOMCXi6tWrmYtVVVVardbT03Pu3Ln69TYhxMbGpn///oSQ5ORadn7VarWRkZHVCst6Z6smNTV1165dhJC33npLV70zvL29d+zYQQiRy+V79uwxmqqmHTt2MNPyt27dqqveGWvWrLG3tyeEXL3690TIw4cPx8fHE0JWrVqlK7wZvXr1+uCDDwghjx49qrZkoJp6J6n1RbYEFPAAAA3V1ardxYBPQ6yf07/IpTjj7PtdDvwCC+AN41Kcfd7vve8+RcqV6F9vLXDd3/a9eS4vW6hdAcU76rv6LdcJ1T588RN5HPVbPdlxsO7KfNeX97V9z0vgoh9mw7Va3uq1vd7LuBTeSQEAoEEWLVrE5/OrXfT3958wYQIh5Pr16zRNE0KEQuHTp0/T09MXLKhlbCA/v871aL169XruueeqXax3tmrOnz/PbCa3aNGimndDQ0P9/f0JIb/99hvLhPouX75MCHnuuecGDhxY7RaPx/vqq682bNgwaNAg5grThJ2dXURERM1Us2bNsra2NtqTeiep9UW2BEyhBwAwg3biNmf8NzxRZCZys4pVZY5cm+c5Pq4o3dnhUdy33Sa96TLmVvnDlKpsAcVrJ27TRRJo6dpYQPFWtJq60HXcrfKH6ao8ESUIEnk/L/Hj1Gh3tF2vEbYh9ysT4uVpSlrdVugeYv1cXdMuAAAATNKtW7dar4eEhBw9elQul+fk5Li7u1e7S9N0VlZWSkpKXFzcxYsXz507V1d+Hx8fo31gn62ax48fE0I8PDw8PT1rDQgKCnr8+HFsbCzLhDWTv/DCC7XenTRpkv6XT548IYS0a9dOLBbXDLa2tvb39//zzz+TkpIMtFjvJGxeZLNAAQ8AYDZ+Io8XnYIJIWq1urjYyNblUI2EIxpo06Xx27XhWr1k291oGJfidLdq392qfSN0CQAA/lO8vb1rva6rCZOSknQF/MOHD3fu3PnLL78kJiYy6+eN8vLyqutWPbJVw1S8mZmZFGVoRxj9Hd1ZUqvVaWlpxGD/a/akrheTucWygK9HEpadbDgU8AAAYFlKrSpGnlSkKbPhWnUU+zR84LpAXfJInlpFKz35Lu3ErbGHHAAANGt1lb66efWVlZXMPzZt2rR8+XLmQDWBQNC5c2d/f//AwMBevXodO3Zs//79teYRiWp/561ftmpyc3PZhGm1WrVarb/O3yilUqlWqwkhQqGQ/XcZ+ByBaV2hMH5wTD2S1PUimx0KeAAAsBS5tmpj9ncHC38u1/z9ob6A4o136L+y1euOPBvD31urh/KUVZn7b5Q9oAnNXPEUOC9ynTjV6SWU8QAA0EylpqZ6eHjUvM6MBhNCAgICCCFXr15lNkjv0KHD+vXrBw8erF/Z6p82x4a5srVt2/bu3bshISE3b940qQNGSSSSVq1aZWVlMePwRvn5+aWnp6emptYVkJKSQghh1uRbNIlFYesdAACwiGJ1+bDEd7fnndRV74QQJa3+rvDKgPiFacocUxNeKrk7JOHtqLJoXfVOCMlQ5r+Tvn1+2pcGTnoDAAB4lt2/f7/W63fu3CGECAQCZgP2AwcOEELEYvGVK1dGjhxZbVyaGaxmz1zZAgMDCSHJycnMTns1aTQajUaj1dbnbZr55KKu9fPr1q3r1q3byJEjmS/9/PwIIXFxcbWOscvl8sTERF3OupgliUWhgAcAAIt4O33bQ3lKrbeyVYUzUjaYVHLnqmSzUjcp6dr/nvhednV/4fn69BIAAKCpffnllzUL5uTkZOassh49enA4HEIIc6Caj4+Pq6trtWCapu/du2dSo+bK1qVLF0JIbm7umTNnat4tKCiwt7fn8XgrV640qXsM5iC3u3fv1hze12q1e/bsuXfvnkQi0Q8uLi7et29fzVS7d+8uLS0lhPTo0cNoiw1MYlEo4AEAwPyeKDJ/KjZ0TEtMZdLFojvsE+7O/6lCa2jR2hfZ32MQHgAAmqOUlJQFCxYwa9EZubm5kydPVqlUhJA1a9YwF5nB4aSkpLy8PP1vVygUCxYsiI6OJoToJzHMXNlGjx7N7KI/Y8aMqKgo/VtKpXLGjBllZWUURb3++ussO6bvnXfesbOzI4TMmzcvOztb/9a6deuYqfVDhgxhrrz22mvMdICPPvqImbyg8/vvv69du5YQEhAQMG3aNAMtmiWJRWENPAAAmN/VstpnA+q7XHznZY8BLBNeKTEyFJCnLvpLnhws8WOZEAAA4BkhFot37twZHR0dFhbm7e19//797777LjMzkxAyfPjw/v37M2HDhw/fs2ePQqEIDQ1dsWJFUFCQTCaLiYmJjIxMTk62srKqqKhISEi4ePFiz549pVKp4UbNlY2iqMjIyF69eslkssGDB4eHh4eEhHh5eT1+/HjXrl3x8fGEkOXLl/v6+tbjlXFwcPjwww+XLFkSHR3dpUuXiIiILl26lJeXnzp16uTJk4SQXr166T4a4PF4GzZsGDt2bH5+fr9+/WbOnMkMp9+8eXPv3r1VVVWEkE2bNhneSM8sSSwKBTwAAJhfprLAaEx6VZ7RGJ1sdSGbRlHAAwBAs3Py5Mnw8PDff//9999/178+ZcqUXbt26b4MCwuLiIjYt2/fw4cPw8PDddc5HM7SpUu7du06ceJErVY7dOjQsLAwo7vQmTFbSEjI5cuXp02blpmZeejQoUOHDulnmzdv3scff8zypajp7bffFgqFS5Ysyc7Orpbn+eefP3z4MJfL1X+oL7744t1331UoFNu2bdu2bZvuloODw759+8aMGWO0RbMksRxMoQcAAPMTUMY/IBZxBKYk5BuNEXKMxwAAADxr+vTp8/DhwwULFvj4+AiFQgcHh379+n3zzTfffPONboE3Y+/evadOnRo0aJCXl5dQKPT29o6IiIiOjt64ceO4ceNmz55tZ2cnFouZTe+MMmO2gQMH/vXXX0uXLu3YsaONjY1UKu3cufP06dNjYmK2bNlSz9fl/82bN+/27dtTpkxp3bo108+hQ4du37793r17NQ9sX7RoUWxs7Ny5cwMCAqysrKysrAIDA+fPnx8TExMWFsayRbMksRCMwAMAgPkFiLyMxgSKWf15wfAXeeaqZA1vFAAA4BnUqlWrLVu2sKl1w8LCaq0hORzOzp07d+7cqX+RWUVvrmyG2dvbb9y4cePGjYbDuFxuXfvVGxAcHPzNN9+wDA4MDNy+fbvRMMM9YZmEsHiRzQsj8AAAYH6DbLpacUQGAjgU52Wn/uwTjrHrbTigi1Wgl8CFfUIAAACAZgcFPAAAmJ89T/que7iBgKmOLwVJvNknnOw4+Dlx27ru8ineGo8I9tkAAAAAmiMU8AAAYBHzXF5e6DqeIlTNWy/b9/3Ec5ZJ2fgU74jvqo5in5q3JBzRTu93ulu1r2dHAQAAAJoJrIEHAABL+bDVtKG2Pfbm/3Sr/GGuusiBK+1q1W6a09BBNl3rkc2d73gh4NPvZFeOy64/VKQoabUn33mQTdc3XcZg8jwAAAD8F6CABwAAC+pm1a6bVTtzZRNw+NOdhk13GmauhAAAAE3F09Nz0KBBhBD9g9AADEMBDwAAAAAA0NjGjBnTtCeKQ3OEAh4AoFFV0apTRTdulD3IUxUJOfxgsd8EhwFthe41I7/K/fGY7H/ZqkJCiJvAYZxd/4Vu4+vdboVWcUJ2/dfyv2TqUjFH+ILEf6JDqKfAuf5PAgAAAACNCwU8AEDjuVMRNzt1c4YyX3flUsndz3OPzXcZt9x9Cof6e2PRJGXm8Ph3ZZoyXZhMXvZIfnBL/okffdd1tPI1td1rpX/MS/siX12su3Kh5PanOUeXur+6yHVCAx4IAAAAABoPdqEHAGgkMZVJE56s1K/eGRpaG5n7w4eZ+5gvS7WVA+Le0q/edUrU5UMfv5OnV4ezcbM8dkrKx/k1vktFq9dlHfo056hJ2QAAAACgqaCABwBoJMsydlZqFXXd3ZP/U3TlY0LIrJRNcm1VXWFVWlVE8gb2jWpp7bvpO5RaVV0Bn+ccS67KYp8QAAAAAJoKCngAgMaQqEi/VxFf932aJvRR2f8IIb+UPzCc6k7FIy3Rsmz3XmVCoiLdQICKVn8vu8YyGwAAAAA0IRTwAACN4UHlE4P3KULIg8qkPHWxUqs2nEpDa2Mrks3ULiGEMCP/AAAAAPCMQwEPANAYSjUVRmNKNOWZVXlssmXIqy+kb0i7bGIAAAAAoMmhgAcAaAxOfDtCCCG0oRiera/Yk022QElrlu068myNxjj/3TcAAAAAeKaZVsCnpxtaSAkAAHV50SqIQ3GYqfJ16Wnd0YYjseKIDacSUgJfiQfLdntad2AR05FlNgAAAABoQqYV8O3atduwYYNSqbRQbwAAWipXvsMo254GAsQc4RTHIYSQcMdBhlOF2fdm326AyKuf9HkDAXY86wn2/dknBAAAAICmYloBX1lZ+f7773fq1Ony5csW6hAAQEv1idesNgK3Wm9RhNrkNcdT4EwIWec500vgUlcSN75jZOuFJrX7eev5rnyHWm9xKU6k11sOPBuTEgIAAABAk+CZFM3lcjUaTUJCwpAhQ8aPH//55597eXlZqGcAAC2MC8/+fOCmJU+3Xyy5Q+sthvcQOK/3nDXM9kXmSw7h3Gz/1aSkVTfLY6tl6Gbd7rjvWh7HtF/drQWuPwdsXvx0a1RZtP51b4Hbp63nGR6fBwAAgIYoKytr6i78TSqVNnUXwAxM+yswOjr67bffZobfjx8//vPPP3/44YeLFy8WCASW6R4AQIviwrP/xmfFY0XGjbLobJVMwhEGS/z6WHcScPj6YSKO4LT/+uSqrJ15p+MVaTSh/EWec5zD/EVsl75X4yVwOe639pEi9WZ5bLayUMqRvGDl39u6E5fCVqYAAAAAzYZpBXyHDh0uXbp09uzZJUuWJCYmVlRUvPfee19//fXWrVsHDx5soS4CALQw/iJPf5Hx3eZ9hK02ec0xY7tBIu8gkbcZEwIAAABAY6rP2MvIkSNjY2O/+OILOzs7Qggzo37ixIkZGRnm7h4AQMtUoC6JqUxKqsrU0FoDYRVaRZw8LU6RVq6RGwjT0NrkqqyYyqR8dbG5ewoAAAAAzwrTRuB1+Hz+okWLXnvttVWrVu3cuVOj0fzwww/nz5/HjHoAAMO+l13dlnsyTpHGfGnDtZrg0P9dt1cd/72TXExl0sacb6+V/qmi1YQQHsXtax28zH1yZ6sA/bAiddmnOUe/L7parC5nrgSIvOa5vBzuOJAyeGQdAAAAADQ79SzgGY6Ojtu2bZs7d+7bb7998eJF3Yz6pUuXWllZ1fotkyZNakiLAADNl5bWLnwaeUx2Vf9iqaZiX/65c8W3Tvqt082rP1EUtfBppFKr0oWpac3Vsj9ulD/4zGv+ZKe/lyylKnPGPl6eoczXT5ioSH/raeT/Su/t9l6KJe4AAAAALUmDCnhGUFDQhQsXzp8/v2TJkvj4+ISEhIiIiLqCUcADwH/W1rwT1ap3nRyVbHLyml/b7xBQvDhF2oK0L5mB92rUtObt9K1BEu9Bjo5qWvNa8sfVqnedM8W/BeQcWeY+2ZwPAAAAAABNymyDM1qtVqVSGY8DAPhPUtDKyNzjBgJSqrKPyf5HCPk0+0it1TtDQ2s3Zn1LCDlRcD1enmYg4bbck2Wayvr2FwAAAACeOWYYgU9ISFi0aNGFCxeYL728vJYsWWJtbd3wzAAALcat8odGy+mLJXdedRh8pfS+4bAb5Q/k2qoLxbcNhylo5Y2yByPsQkzrKAAAAAA8qxpUwJeWlq5duzYyMpIZe+fxeIsWLVq9enVdC+ABAP6znlblGo9R5so0pZVaheEwpVaVVVWQpshhk5Bt/wAAAADgmVfPAp6m6YMHD7733nu5uX//ddizZ8+dO3d27NjRfH0DAGg52OwnxyEcltvOcQjFoYxvMo9N7AAAAABakvr8bXf79u0XX3zx9ddfZ6p3BweHPXv2/Prrr6jeAQDq0lbobjTGR9jKniu14xlZgiThiDyEzr4iDzYJ2fYPAAAAAJ55phXwOTk5r7/+ekhIyJ07d5gr06dPT0hImDlzJsViLAgA4D+ru1V7J56t4ZiRdj0pQg2zedFw2Et23QUc/mjH3obD7HjWvaWdTOslAAAAADzDTCvgAwICDhw4QNM0ISQoKCgqKurrr792cnKyTN8AAFoOPsVb0WqagYAXJP5j7HoTQt51D7fmiusKE3OEy9wmE0KG24e8aP2cgYTL3CaLKEF9+wsAAAAAzxzTCviysjJCiEQiWb9+fXR0dN++fS3TKwCAFmiy4+C33SZRpJb5Su3Fbb7xWcEsWfcSuBxs+4Ett5bdQK254v1t3/MTeRBCKEIdaLu8o9in1rbmubw803mkWbsPAAAAAE3M5E3sRo4cuXXrVm9vbwt0BgCghXvffUo/6fPbck/+Wh4j11YRQgJFrV9xGDjTZaT+aHlfaXBUu61b8k6cLbqZpy4ihDjxbIfbhSxyneAlcNGFOfJsLgR+tj//3Heyy/HypzShhRS/l3XHea4v95UGN/7TAQAAAFRD0/ShQ4cEAkF4eHhT96UlMK2AP3ny5NixYy3UFTZSU1OXLFkSFBS0du3aJuwGAEC99bTu0NO6g5bWFmvKJVxRXbPcPQTOGz3f3Oj5Zqmmgiak1gF5QoiA4r3pMuZNlzEKWlmpUdhyrbHzPAAAADw7tFrt9OnT7ezsUMCbhWkFfNNW70ql8rPPPmPOnAcAaNY4FMeBZ8Mm0qaO0r0aESUQ8bDiHQAAoKVQqTix0Zykx6SkmOLxaBc3TYdg2qtNU3cLmlg9z4FvEgcPHkxLS2vqXgAA1C5XKduQ823046QydYUD36afVfAS11dEHIsX1cXq8p9KfoupTCrTVLryHfpKgwdIX+A0YBz+kSL1UsG9dHUeh+L48N2HWHX1FdZyZF2huvRM8a9/VSbL6apWfKf+0ud7SzvVusIfAAAATMLJyuCeOEKVFOuuUOlpnPu3tUEdNaPG0Xx+E/YNmlazKeD/+OOPs2fP2tralpSUNHVfAACqez9j9778szShmS/TFDl/liVuzz25yWvOFMeXLNfuoYILq7L2l2vkuis78k61F7XZ2fadIJG3qdlKNBVvP916pvg3/Yurqf1THIes83xDN9ufJvSOvFMbsr5V0Epd2Jbc452tAr5qswSHzwMAADQEVVjA/fZrqkpR8xbn0V9EWaWeNJVY/gzv/Pz8zZs3X7p0KSkpydraOiAgYOHChS+//HK148Pz8vLWrVt3+/bt2NhYV1fX3r17v/POOx07dmTuTpgw4fjx44SQ4uJiiqKsra2ZbdEJITExMZs3b/7zzz/T0tKCgoK6du364Ycfurm51aMPFy9e3LFjR0JCQlpamouLS1BQ0Ny5c0eNGmXBV6fpNI+lkqWlpZGRkXZ2dq+++mpT9wUAoLrFT7fuzf9JV73rqGjN4qfbjhResVC7X+X9uCR9u371zohTpI1OfC9B8dSkbApaOTFpZbXqnRCipbWHCi5MT/5ES2uZK+uzDq/O/Fq/emf8UZE4KvG9dGWeSe0CAACAPu7l87VW7wzOk0RO/ENL9yEzMzM4OHjz5s0JCQmtWrXSarU3btwYP378xo0b9cN+/fXX559/fsuWLffv33dzc8vIyDh06FDXrl2PHj3KBAwcOHDGjBmEEIFAMHPmzGnT/j5S98CBAz169Dh8+HBiYqKzs/Pdu3d37NgRHBwcFRVlah/mzZs3dOjQM2fOFBUVeXt7FxcXX7hwYfTo0du3b7fsa9REmkcBv23btqKiogULFtja2jZ1XwAA/iVBkf6t7JKBgHczdii1arO3m1qV/XHWwbrulmgqljw17X1rR+6pPyoS67r7v9L7R2T/I4Q8lKdE5h2vKyxPXbQ8Y7dJ7QIAAMA/Kso5yY8Nh3Bi/rR0L5YvX56dnT1x4sTc3NyEhITc3NyDBw8SQlauXCmX/z1yIJfLX3nllezs7GXLlpWWlj558qSsrGzNmjUqlWr69OmPHz8mhLz55pu7d+8mhEgkkj179mzbto0QkpqaOnv27KqqqtWrV5eWliYnJ8tkskmTJuXl5U2bNk2pVLLvA1P5i8Xin3/+OTc3Ny4urrCwcMuWLYSQDRs2WPpVahLNoIC/ePHi77//PmzYsK5duzZ1XwAAqvsk+xu6+tD7v1RpVd8UXjB7u9/mXVLShj4XuF3xKF7Odt8QmtDfFF40HHOw4GdCyOHCS7qh+FpdLLmTrSpk2S4AAADoo3JziFZbY1bfv3Bysy3djdu3bxNCli5damPz9567U6dOnThxYq9evTIyMpgrX3zxRWZm5pQpUzZs2CAWiwkhAoHgww8/jIiIqKqq+vTTT+tK/tFHHymVyhkzZqxatUokEhFC7Ozsjhw5EhwcnJaWtnfvXvZ9ePDggbW19fTp04cOHcpc4fF4CxYscHZ2zsjI0E3Xb0me9TXwWVlZ+/bt8/DwYKZeGBUTE7No0aKa10+cOGFnZ8cmg729vWldNIVutYaDg4NFW+HxeAKBxbfOEolEQqHQok1YdM6F7sfRCK04OjpargkGn8+3dCtSqdRyyXU/Dou2wjRk3hcqNj7ZaEyUPGap4zQzNkoIuS+vc7RcJ47K6OXYmU22DEVehjLfcMwDeZKNg+2fSU8Mh9GETuRkdXAMYNOu2X8cNfM3TitisZj528WiGqEVS789NU4rHA7H0m9PpFHeBFn+6VI/uh9HI7TSCG+CQqHQ0n/56EoIS9D9OBqhlUb4cfB4PEu3Ym1tbW1tbTiGNvz5+rOKYsafDa5wp+ueYG8uzG+GQ4cOderUif//e+YdO3ZMP+b8+fOEkLlz51b73mnTpu3du/f69et1Jb969SohZPHixfoXKYpauHBhRETEtWvXmJxs+jBz5syZM2dWy5+Tk1NaWkoI0WoNDTk0U890Aa/RaJhz4xYvXszyPVKj0TA/rWo4HA7FbqcHlmEN1AittIwHaRlP0ThNNEIrLeMpzN5Ehdr4m6hMXWL255KpavldV6PdUpbtFmmMf0StpbVF6jLztktayn9XLeMpGqeJRmilcZ6iERpqGT+OxmmiEVppGU/ROE00QiuN9n/zxkcb+2CCEEKsLTvaQQhZsmTJxIkTt2zZ8v333w8dOrRPnz4DBgxo27atfgwzSX7Pnj2HDh3Sv15eXk4ISU1NrTVzVVVVRkYGj8dr165dtVvM1nfJycns+8Cgafrhw4ePHj1KTk5OSEi4fPlyVVVV/R782WepAl6tVvN4DU1+5MiRx48fh4eHBwSwGskhhHC53Fo/udRqtWw+hKMoyqKf1el+1zRCKy3jQVrGUzROE43QSgt4CmKBB7HiiQpVRk7HcOTZmbdRiqIc+MZHaRx5tizbZXMoPYfi2POkjnzbFHmW0Wws220Z/11Z+ilIo/wmIfhxmNIE849m/SB4EzS1lZbxFI3TRCO0wiY/TdPNsc6n3VrRQiFlsP6kvX0t3Y0JEyZERUWtWbMmKirqwIEDBw4cIIR07tx5w4YNgwcPJoQolcq8vDxCyNdff11rBqVSWWtJmJOTo9VqXVxcuFxutVvu7u6EkPT0dJZ9YIbzJhgAACAASURBVHz55ZcbNmzIzc1lvrS3t+/bt295eXlLPbzMbAV8Wlranj17fvvtt9jYWJlMxhTMWq125cqVr7/+uq+vyf+RJSUlHT9+PCAgYOLEiey/q1OnTsyUjGoKCwsLC42syRQKhVKptKioyHJzLWxtbZnpHzKZzHK/1+zs7DQajeWWfPB4PGZCi0KhYD5gswQ+n8+cGqhWm3/3L4ZUKmVmdli0FRsbG4qiLPcbhMPhMJNRVSqV5Vrhcrn29vZlZWW6bUXMzsrKipkbbNFWrK2t+Xx+UVGRGXN2Evo+lecajhkged7oryD2mAnhXcWBl8kdw5FBxItlu0JCeQlcDG8g/4LEv1RW8rzA9x6JMxDGoTjttB5s2pVIJGKx2IyvTE0ODg4cDoemaYu24ujoKJfLKysrLZSfeXsihFi0FZFIZG1tbem3J+YvOYu2Ym9vr1KpLP32RCz8JigQCGxsbIqLizUajYWasLGxYeacW7QVW1tbmqZrnR1pFszbEyGkqqrK0n/5lJaWqlQqCzVhbW3NrAS2aCtSqZTL5RYXFxsPrRfdeiW1Wm25Vpi/fMrLy40OsVp6/ZSl8HjaLi9yb0bVGcDhaLq+2Agd6du375UrV4qKiq5evfrLL7+cO3fujz/+GDJkyJUrVwYOHCgQCBwdHWUymUKhMGkBi5ubG4fDKSgo0Gg01Wp45hMB/ZPkDPeBELJp06Zly5bZ2Ni8//77gwYN6tSpk5OTEyGkbdu2LbWAN88mduvXr2/fvv26deuuX79eUFCgK4Bpml63bp2/v/+KFStMzZmVlaXVahMTE8eOHTv6/zF7CT548ID58skTI0sxAQAsbbn7VMrgSjURRzDFYbCBgPqZ4vKSkOIbCOhp3SFA5MUyG0WoqY5DDcdMdxxGCJnqPJRLGXrvGGbbw5VvwRXOAAAALZumzwDas3Wdd4eMoJ1dLNoBpVKZlJSUlpZGCLG3tx83btyXX36ZkJAwadIkQohukzk/Pz+aphMTq2/KU1xcHBUVFRMTU2tyoVDo4eGhVqvj4+Or3YqNjWXSsu/D1q1bCSHHjx//5JNPQkNDmeqdEGK5wbkmZ4YC/pNPPlm+fDmzlb+/v//o0aP170qlUqaMf+utt0xKKxaL3WtgPmQVCATMl7rNDAAAmoq/yGO607C67lKEfOm1kMcx/3ql1kLX1R517u7pwLP5zGu+SQnnuIZ1s6q+Gk1nqG2PiQ4DCCHtRW3ecQuvK8yd77jO4w2T2gUAAIB/4fPVU2Zour1I/j1ATdvaqceFN8Lwe0lJiZ+fX2BgoELxz0Y/HA5nxIgRhBDd3IfQ0FBCyGeffVbt21etWtW/f/9Tp07VlX/AgAGEkC+//LLa9cjISEJI//792fchPz+fEFLttLKkpKTMzEz2z9u8NLSAj4+PZ0bXAwMDr169mpiYePr0ad1dLpebnJw8atQoQsi2bdsePXrEPnPXrl131TB79mxCSPv27Zkv27Rp08D+AwA03CavOXNdwjg1FtoJKP62NovHOfSzULsznUduafOWLdeq2vVOEt/Tfp/4iTxMyiak+Ed9V4936F9tQgGX4sx0Hrm37TLO/w+8v+P2yiees6w4omoZulu1/ylgg4fA2cTnAAAAgH+heXzNS6OUC5eqx07SDHxJM2SEakqEau7b2vYdGqF1Z2dnX1/fqqqqOXPm6JbAPHnyZPPmzYSQvn37MleWLl3q4OBw4MCBhQsXMusTNRrNtm3btm7dKpFIpk6dqp+zvLxctwps9erVAoFg3759n3zyCbNwsrS0dPLkyX/88UebNm2Yio9lH9q3b08I2bNnj66hK1euDB48mFmoZd5Vk8+Ihm7IMXv27N27d9va2kZHR3t7e/+d9N87ZCiVyuDg4Pj4+BkzZuzbt68hzd28eXPDhg3BwcFr16416RsLCwuNPimzyJBZwN+APhqiWwPPpj/11pLWwBcXFzfCGniLttKS1sCXlpY2whp4i7ZiiTXwOjJ16cac7+4rEsvVlQ58m1CrFxa5TLDE2DuzqK+8vJz5TLpMU3mu+NYD+ZMyTaUb37GPtFNfabDhWf2GJSieXq38M0WVw6U4vrxWQ6y7tha41gwrUpedK7kVK08u18g9BM79pS+EWD9nUkNYA8+Sbg18ZWWlpdfAW/rtiVkDb9FWWtIa+KKiokZYA2/RVlrSGviSkpJGWANv0VZa0hr4srKy5rIG/tk5itykk3ovX7780ksv0TTN5/O9vb3VanVqaipN0/3797906ZJuHvS5c+emTJlSXFzM4XD8/Pzy8/OLioq4XO7Ro0fHjx+vy+bg4FBUVBQYGOjj48McPrdv37758+crFAqhUNi6devk5GSNRuPq6vr999/rinM2fTh9+nRYWBghJCAgwNPT88mTJ0+fPg0NDS0rK7t7966/v//KlSunTJlirtfwWdDQvyxv3rxJCJk9e7aueq9JIBDMmjXr7bffrmshBABAC+DAs9no+Saz+Mqif7tUI+VKXnEc+AoZaK6EgaLWz9sHWllZEUJ0HxPUZM+TTnEcYq5GAQAA4NkxePDge/furV+/Pjo6Oj093cHBoXfv3tOnT3/ttdf0VzGPGDEiOjr6448/vn//fkJCgoeHx7Bhw1asWMEMjOt89dVXy5YtS0lJ0X16GxER0bVr182bN0dHR6elpb3wwgvdu3dfuXKlq6urSX0YM2bMpUuXPvnkk7/++qu0tLRz584rV66cPn36jRs3li5dGhsb2/Lm0je0gE9JSSGEdOnSxXAYcw5czR0OAAAsRK6tKtfKbbhWhnd6aypKrapEWyHhiGpORK+fCq2iUquw5VgJOM/i8wIAAEDz0rlz5x9++MFoWJs2bfRnsNdq0qRJzOZz+oKDgw8fPtzwPgwePFj/VDnGgAED7t69a/gbm6mGFvACgaCiosLoxN2nT58SvZMh661nz55nzpxpYBIAaMG0tPY72ZWvC87HylO0tJZLcV6QBMxwGl5zaXdTiSqL3p578mZ5bBWtIoT4Cj1ecRw423m0mCOsR7YqWrU778wR2ZXHigxCiIDihVh3mOs6NlTa2cz9BgAAAICm1tBN7Pz9/QkhtR69ru/3338nhBiYZg8A0HBybdWk5NWLn26NqUzS0lpCiIbW3quIn5v2+fSUT5RaS60qZG9t1sEJT1ZeK/uTqd4JIUlVmeuyDg1KWJylLDA1W766eEj822uyDjDVOyFESaujyqInPVn1QcYemlhqjTEAAAAANImGFvDjxo0jhBw9etTAwHhUVNSRI0cIIcOG1XnSEgBAw72dvu166Z+13jpf/PvKrAZtotlwBwsubMk9XmtdnahIn5K8VkObsIMmTehpyeseKVJrvbs7/8zu/J/q108AAAAAeDY1tICfN2+ep6cnIWTcuHHvvvtutU0CaJo+ffr0yy+/rFKpPD09ly5d2sDmAADqEqdIOyGLMhBwoODnVEV2o/WnGhWtXp/9jYGAv+TJp4pusE94VnbzbkW8gYBN2d8paEvt5w8AAAAAja+hBbyVldWZM2fs7e3VavWnn37q6enZunVr5lbPnj3d3d3DwsJkMhlFUQcOHGDO+QAAsIRzxbcMTxrX0Nqzhb81Wn+quV3+qFBt5CClc8W32Cf8SWbkWUo1FTdKH7BPCAAAAADPuIYW8ISQF154IT4+fsGCBcxpounp6cz1W7du5ebmEkK6d+9+8+bNgQPNdsQRAEBNqVXGR9eTFE12lEiqMsdoTIrShAkCySyexaSEAAAAAP/H3n0HRlHn/x//zGxP2SS7SQg1EAIRBSkieAhIEQ47pxQFbGc7O/r1Zzs4292Bep6C5c5TvqJfsOIJ6KkUUSwIolIEFOkQWnqyYbN15vfHejGm7G5gZ3cnPh9/hZnPfN7vSTST105DkjvRp9CH5Obmzp0794477vjggw927Nixc+fOo0ePduvWraio6LTTTrvwwgtP/PnzABCeEsUz2xQ1Yc91i+b+dqU198BHsy+tmhAAAABJLjYBPqRbt2433XRTDCcEgOh1NudGHNPN1j4OnTSrSxTt5Vvyop+wqzVvfe33ESY0t2JCAAAAJLkYXEIPAMlgXMbg8AMkIZ2bNSQ+zTQ1JL2P3ZAafkzEXWjonKzfhB9gky3D0/tGPyEAAACSHAEeQBvRP6XHORlnhBkw2TmqZ0rnuPXTiEUy3Zk3KcyAHtZOE7NGRD/h75zDT7Z2DTPg9nYT0gy26CcEAABAkmvdJfR/+ctfQl9Mnz49NTW14ZLW6tSp0+jRo0OvoAOAmHg6f/rEnTM3uHc0XTUkrfdjnW6Mf0sN3ZT7ux2e4oXlK5qu6mjOWVAw0yybop/NKBkWdJ85fsf9+31Hm66d4BhxR7twnxcAAABAd1oX4GfMmBH64tprrw0F+PolxyEjI+P9998fMiRhV7QCaGMyDKnv9XzsHyXvzC/7oNhXGlrY1Zx3Xe4Fv88+zygZEtueJKSnutw2Ir3/0yVvf+feHXrpncNon+QYeWe7yVnG9NZO2Nmc+/FJc548+uZr5Svr31F3iq3bzbm/m+gYGePuAQAAkGitC/BpaWmhL+qfKl+/JHqqqtbV1SmKUl1dfc8993z22WetnQEAWmKWjLe3m3h7u4mHfGUVQVe2MSPP5Eh0U78wPmvY+KxhFcGaI/6KVNna2ZQrS8d/N5PdkPpAh6v/1OGqA74SV9CdZ3I6jfYYdgsAAIDk0boA73K5Ii6JRiAQ+Nvf/nbfffd98cUXPp8v9AJ5AIihDubsDiI70V20yGGwOwwxS9qSkLqY28VqNgAAACSnWL5GrhVVjcZbbrnlvvvuU1X18OHD+fn5CWkDAGIoqCqfujZurzlYG6xzGNP7Gwr7p/RIdFMAAABoOxIT4IUQqamp9957rxDC6XQmqgcAiJXPXJvu2P/MPt+RhgsHpfaam397d0vHRHUFAACAtqR1AX7OnDlCiFGjRvXp06dVG86fP//GG28UQtTV1YWWSJI0a9asVk0CAMnpw+p1V++ZFVCDjZZ/dez7c3+8+90es3taE/b6OgAAALQZrXty0vTp06dPn75mzZqmq+bNmydJUv3D7RoJBoMej8fj8RxPjwCQxKqDx27fN7dpeg+pCNRM3z839MB5AAAA4EQc/6OPAQBCiMWVn1UEa8IMWH/sh43unXHrBwAAAG0VAR4ATsiXtVtiMgYAAAAIjwAPACekPOzp95CyQHUcOgEAAEDbRoAHgBNil1MijskwpMahEwAAALRtBHgAOCH9onjZe/+UnnHoBAAAAG0bAR4ATsjFWcOtkjnMgG6W9kPSesetHwAAALRVBHgAOCEdzTkzO17Z0lqzbPp751uMkiGeLQEAAKBNIsADwIm6PufCWZ1vaHoePseYuaBg5tD0UxPSFQAAANoYY6IbAIC24Nrs8y/KHPpmxaotgX1Vflee2XmaucfFWcNTZGuiWwMAAEAbQYAHgNjIMWbenHtxdna2ECIQCFRVVSW6IwAAALQpxxPg161bl5aW1mjhl19+Gfpi4cKFTTepXwsAAAAAQHhPPPHEXXfdNWPGjEceeSS2Mz///PN/+MMfpk+f/uSTT8Z25jg4ngD/0ksvvfTSSy2tnTZt2gn0AwC6pAr1P9VfvlL64cYtO6v8te0tzkEpva7PufD01JMS3RoAAADaCC6hB4AT5VX91+157IPqtfVLDnnLFns/W1L5+e15E/7Y/ooE9gYAAPQoqCrvV365svrrA56jFtncJ7XgEueIIluXRPcVP8OGDZs9e/aQIUMS3UhyaV2Anz9/vjZtAICOTd8/t2F6r6cK9akjb2UbM2/IuTD+XQEAAJ3aXrf/6h1/3eLeXb/kP5VrHjv46rXtzv9rlxvMsimBvZ2gqqqqzMzMaEYOGjRo0KBBWvdzIqLflxhqXYC/8soW33UMAL9OG907FlV8EmbAo4cXXuYYbTekxqsjAACgYwd8Jedt+38l/spGyxVV+deRpZV+17we92nawPXXX//CCy/ceOONzz33XMPlXq83JyfH5XKtX79+4MCBQoiSkpK//OUv69at27JlS7t27YYOHXrXXXf16dOnfpN58+Zde+21zzzzzLRp02655ZbFixffcssts2bNEkKUlpY+/vjjy5cv37VrV1paWs+ePW+77baLL75YkqTQtnPmzJk+fXqje+DXrl37zDPPfPXVV+Xl5QMHDhw7duz06dMNBkPDPjdv3vz4449v2LBh3759J5988sCBA2fOnJmXlxd+ryNuFWZf4on3wAPACVla9UX4Aa6ge1XNt/FpBgAA6N2Mff9qmt7rvVX+8Yqq9Zo2MHHiRCHEkiVLVFVtuHzZsmUul6uoqCiU3j///PN+/frNnTv3m2++ycvLKy4ufuWVVwYOHPj66683mtDn85177rkLFiwwmUy5ublCiIMHD/bt2/fxxx/fvn17hw4dFEX59NNPJ0yY8Oijj4Zp7Pnnnz/rrLMWLlx4+PBhu92+cuXKu+6665xzzmn46p/58+cPHjx4wYIFP/74Y05Ozvr165977rm+ffuuXr06zMzRb9V0X+KMAA8AJ2SHpzjyGG/kMQAAAJUB13sVa8KPeaXkQ017GDlyZHZ29qFDh9av/8UnBYsWLRJCXH755UKIurq6Sy+99PDhw/fcc09NTc3OnTtdLtfDDz/s9/uvuuqqHTt2NNxwzpw55eXla9euraiouOOOO4QQ999//+HDhydNmnT06NHt27cfPXr05ZdfFkL86U9/qqura7arrVu33nTTTUKI+fPnV1VV7dmzZ/v27X369FmxYsWf//zn0Ji9e/fecMMNXq/3wQcfrKmp2b17d0VFxeTJk0tKSq688kqfz9fszK3aqum+xBkBHgBOiE/xRx6jRh4DAACw+dhOvxoIP+ab2h807cFoNI4fP14IsWTJkvqFPp9v6dKlkiRNmTJFCPHkk08ePHhw2rRps2fPttlsQgiz2Txz5sxrrrnG6/X+7W9/azjhvn37FixYMHjw4Pol69atE0Lcfffddrs9tOSKK66YNGnSmWeeWVzc/GmPGTNmKIoyc+bMK6+8MnTNfGFh4QsvvCCEePvtt0NjHnroIZ/P9/vf//6BBx6wWq1CiMzMzNdee61v37779u178cUXm525VVs13Zc4I8ADwAnpaM6JOKaTKQFXWAEAAN2pDh6LOKYqWKt1G6Gr6BcvXly/ZOXKldXV1UOHDu3WrZsQ4v333xdChE6JNxR6aNonn3zScOGAAQNCV93XCz377ZVXXvH7fz7J8cYbb3z88cc9evRo2o+iKO+//74syzfeeGPD5YMGDZo7d+706dNDV/uvWrVKCNHoxLgkSbfddpsQ4uOPP252Z1u1VdN9iTNeIwcAJ2S0/bT/K18WZoAsyaPsA+LWDwAA0K8cU+SnmueasrRuY9SoUU6nc9u2bTt27Agl6obXzwshQhfJv/DCC6+88krDDWtra4UQe/fubbiwoKCg0fz/8z//M2nSpLlz57755pvjxo0bNmzYyJEjQx8NNOvAgQM+n69jx45Op7PhckmSbr311tDXXq+3uLjYaDSedNJJjTYPPVdv9+7doonWbtV0X+KMAA8AJ2RcxuBTbN221u1pacCkrJGdzZyBBwAAkfVL7WGTLXWKN8yYIel9wqyNidBV9PPmzVuyZMldd90VCASWLFlisVgmTJgghPD5fCUlJUKIl156qdnNfT5fIBAwGn8Km00f9jZx4sTVq1c//PDDq1evnj9/fuht5QMGDJg9e/aYMWOaTrhv3z4hRPv27cP0fOTIEUVRcnNzGz2Uvn7DAwcOnPhWCXlwXUNcQg8AJ8QgyfML7m9vcja7dmDqSbM7/yHOLQEAAJ2yyZYrcsaFGSBL8vV5F8ahk/pn0QshVq1aVVFRcf7552dlZQkhzGaz0+mUJMnr9aotqE/vQghZbiZ1Dh8+fOXKlSUlJYsWLbr99tsLCwu//fbbsWPHfvTRR00Hh2JzeXl5mIbz8vJkWS4rKwsGg41WhT5uaPZNcq3dqtl9iScCPACcqK7mvI9PmjvNOdYimeoXZhnT/1/eZUt6zEqVrQnsDQAA6MvMLlf1TmnxOu17O07rl9rMXeIxN3r0aIfDsWbNmlDGFkJMmzatfm1hYaGqqj/++GOjraqqqlavXr158+YwM/t8vl27doVOqmdlZV1yySVPPfXU9u3bJ0+eLIRo9lFzBQUFBoOhuLg4dIl+Q1dfffUFF1xQUVFhsVg6duwYCAR++KHxQ/62bNkS6rnpzMe3VQIR4AEgBpxG+5Ndbt3Z9/UvB72wbMBT60//3+97L7i7/RSzxJ1KAACgFeyG1P+c/PgE5whZ+kVYyzKmP9Xt9ns7TWtpw9gKXUWvKMrixYvfeecdh8Nx7rnn1q8dNWqUEOKJJ55otNUDDzwwYsSId955J8zM1dXVhYWFRUVFHo+nfqEsy+edd54Qwutt5vYBs9k8ZMgQv9//r3/9q+HyLVu2zJ8//5tvvnE4HEKIkSNHCiGeeuqpRpvPmTNHCDFixIhm+zm+rRKFAA8AMWOVzGdk9B7rHNwvrYdB4hcsAAA4HlnG9P/tcf+3ff/3b11vvq39xHs6TXu5x4xtAxb+vt158WwjdBX9gw8+WFZWNnnyZLPZXL/q7rvvdjgc8+fPv+222yorK4UQwWDwmWeeefrpp1NSUq644oow0+bk5HTv3t3r9d544401NTWhhTt37nz88ceFEMOHD292q1mzZgkhZsyY8frrr4eeOb9///5QoalTp4bGPPjgg2azed68eX/9619D72+vqamZOnXqt99+m5+ff8MNNzQ78/FtlSj8fQkA8VYaqFpc+dk/S5b8X/myTe6dqlAT3REAAEg6BdYO1+dd9Of86/7Y6YrfOYfH/6a80aNHZ2VlHT58WPzy+nkhRGZm5iuvvJKZmfn0009nZ2cXFRXl5OTceuutsiy//PLLYZ4nH/KPf/xDkqT58+dnZ2f37NmzoKCgZ8+e33333YgRI26++eZmNznzzDMfeeQRr9d72WWXZWZmFhUVde/efcOGDf3793/kkUdCY7p16/bcc89ZLJY//vGPdru9Z8+eDofj1Vdfbdeu3SuvvGKxWJqd+fi2ShQCPADEjyvonr5/bt8tV1+397GZB1+8c/8zZ2+/46zvb11buzXRrQEAAPyCyWQaP368EKKgoGDIkCGN1p533nkbN2689tpr+/btW1xcnJ2dPWXKlO+++y70pPrwxowZ8/XXX0+YMCE/P//AgQNer3fo0KHz5s1bvny5yWRqaasZM2asWLHikksucTqdR44c6d+//6xZs9auXWu1/vzRxjXXXLN27dqpU6cWFhYePny4f//+N91006ZNm1o6sX8iWyWEFLr8oM0rLy+PuKcWiyU9Pb2iokJRFI3ayMjICP0XGU0/xy0zMzMYDLpcLo3mNxqNmZmZQgiPx9P0MRKxYjKZMjIyqqqqAoGARiXS09NDn6hpWsVut0uSVF1drdH8siyH7vnx+/3aVTEYDFlZWTU1NaHLirSQmppqs9mEEJpWSUtLM5lMoQu9NJKdnS2ECAQCVVVVjVZVBWov3HHv9559TbcySPK8rveel/mbaEpIkuR0OmtraxveORZbNpstNTVVCKFplZSUFJvNFv6JsifI4XDIsqyqqqZVnE5nXV2d2+3WaP7Q4UkI4Xa7tatitVrT0tK0PjyFHkqsaZWsrCy/36/14UlofBA0m812u72ysrLpU5FjxW63h66G1bRKRkaGqqr1l8jGXOjwJITwer1a/+VTXV3t9/s1KpGWlhZKIJpWSU9PNxgMTQ9PsRI6PIkWDoKxEvrLx+VyNXundLP9JJZ2/2W2VuhQAr3jDDwAxMkDh+Y1m96FEEFVuXX/U6UBrf7cAQAAQBtAgAeAeKgI1rxRsSrMAFfQvaB8edz6AQAAgO4Q4AEgHta4tgTVCLfnfOraFJ9mAAAAoEcEeACIh6P+ipiMAQAAwK8WAR4A4iHNkBJ5jGyLQycAAADQKQI8AMRDb1uEF6IKIXrbCuLQCQAAAHSKAA8A8XCKrdspkTL8ZOeo+DQDAAAAPSLAA0CcPNb5RrNkbGntZY6zB6eeHM9+AAAAoC8EeACIk0GpvV4u+KPDaG+6appz7BNdbo5/SwAAANCRFs8FAQBi7mz7wHW9nl9YsXy1a9MhX1mawXaqrfuljtEDUnsmujUAAAAkOwI8AMRVpjHt5tyLb869ONGNAAAAQGe4hB4AAAAAAB3gDDyABKsK1L5S/uGqYxsOeI9aZHORtfNF9qEXZJ5pkH7VnzB6Vf8b5R/9p+rLHd5iIUShpeO4jMFTssdYJXOiWwMAAEBiEOABJNKa2i3X7nm0NFBVv2SH+8B7FWsGp548v+D+bGNGAntLoF3eg1fu/ut2z/76JQd8JR+7NjxfuvTlbvf3SumauNYAAACQML/qE1wAEuuHun1Tdj3UML3XW3ds22W7HvKrgfh3lXBVgdoJO2c2TO/1dnsPTdz1p7JAdfy7AgAAQMIR4AEkzMOHXj6meFpau9G9Y2H5inj2kyTmliwq9pW2tPaIv+Lxw6/Gsx8AAAAkCQI8gMSoCNSscn0Tfsyiik/i0ktyebtydfgB71R+FlSV+DQDAACA5EGAB5AYO7zFEVPoD5598WkmeVQHjx3ylYUfUxGoOeyNMAYAAABtDwEeQGK4gy1ePP/zGMUbh06SSl10u3wsiu8eAAAA2hgCPIDEyDM5oxjjiEMnScVptJukCO8HkSW5gyU7Pv0AAAAgeRDgASRGkbVzxHw+Ir1/fJpJHibJOCStd/gxp6X0TDemxKcfAAAAJA8CPIDEkCX51naXhBlgkow35f4ubv0kj/DfFiHE7XkT49MJAAAAkgoBHkDCXJN9/vkZQ5pdJUvy3zrfXGjtGOeWksFZ6f3uzJvc0tqbcn83LmNwPPsBAABAkiDAMiDUBQAAIABJREFUA0gYgyS/2O2eBzpc7TDaGy7vZc1/s/tDU5xnJ6qxhLuv/bR/dr2rszm34cKO5pyn86c/1PH3ieoKAAAAiRXhUUkAoCmDJN/S7uLrcy/cEtx7WKkwycYCkdfd2F4SUqJbS7BLss4anzlsc92unZ5iVagFlg79UnoYJUOi+wIAAEDCEOABJJ5ZMg7L6Guz2YQQNTU1Pp8v0R0lBYMk90/p0T+lR6IbAQAAQFLgEnoAAAAAAHSAAA8AAAAAgA4Q4AEAAAAArfPEE09IkjRz5swEzhbbHnSBAA8AAAAAgA7wEDsAAAAASDq7Sg0/HDFWuCWjLDpmKn07+TNsaqKb+tmwYcNmz549ZMiQBM4W2x50gQAPAAAAAEmk0i0vWGfdWfqL18cu2WQZ08s39mSvnBwv2x00aNCgQYPCDKiqqsrMzIzJbHV1dVarVZIa73nEHtoeLqEHAAAAgGRR45HmrrI1Su9CiIAiPthq/vcGq9YNXH/99ZIk3XTTTY2We71eu90uSdLXX38thJgzZ07D+8/nzZsnSdKzzz5bXV19+eWXp6enP/roo/XbfvLJJxMnTszLyzvppJOuu+66Q4cO3XfffZIkLVu2LDSg0WwLFy6UJGnOnDlr167t27dvSkqK2WwuKiq66667qqqq6qdttFXI2rVrp02b1rNnT6fT+dvf/vaJJ54IBoON9mXZsmUXXXTRSSedZLPZ8vPzzznnnHfffTcG3zvtEeABAAAAIFm8u9lS4W4xpn2209Q028fWxIkThRBLlixR1V9csb9s2TKXy1VUVDRw4MCWtvX5fOeee+6CBQtMJlNubm5o4UsvvTR27NhFixZ5vd6KiooXX3zx9NNP37hxY8ROtm7devbZZ2/ZsuXUU0895ZRTduzY8cQTT1x44YVNA3m9559//qyzzlq4cOHhw4ftdvvKlSvvuuuuc845p2Hsv/nmm8eNG7d06dLKysquXbtWVVV9+OGHF1544bPPPhuxpYQjwAMAAABAUvAEpG8PmMKP+WJXhAEnaOTIkdnZ2YcOHVq/fn3D5YsWLRJCXH755WG2nTNnTnl5+dq1aysqKu644w4hxL59+2644QZZll977bXy8vKSkpKPPvqorq7uww8/jNjJCy+80KVLl+3bt2/atGnjxo0ff/yxyWT67LPP1qxZ0+z4rVu3hi4cmD9/flVV1Z49e7Zv396nT58VK1b8+c9/Do1Zv379c889Z7PZPvjgg6NHj37//ffl5eVz584VQsyePTuqb1BCEeABAAAAICkcqJADLZ5d/sneMm3PwBuNxvHjxwshlixZUr/Q5/MtXbpUkqQpU6aE2Xbfvn0LFiwYPHhw/ZJZs2b5/f577rnn0ksvlWVZCDFq1Ki///3v0XQiSdLChQsLCwtD/zzrrLNCjW3btq3Z8TNmzFAUZebMmVdeeaXBYBBCFBYWvvDCC0KIt99+OzRm06ZNaWlpV1111bhx4+r399Zbb83JySkuLna5XNE0lkAEeAAAAABICm5f5CfUHYtizAkKXUW/ePHi+iUrV66srq4eOnRot27dwmw4YMCARhfYh+4tv+aaaxouvPTSS1NTUyO20b9///79+zdcEqoeCASaDlYU5f3335dl+cYbb2y4fNCgQXPnzp0+fXrojoBrr73W5XI999xzDcccOXKkpqYmNEnErhKLp9ADAAAAQFJItUR+UVw0Y07QqFGjnE7ntm3bduzY0aNHDxHd9fNCiIKCgob/rKurO3z4sM1m69KlS8PlVqs1Pz+/pRPp9UKlGwqdw2/WgQMHfD5fx44dnU5nw+WSJN16662NBququnXr1m3btu3evXv79u0rVqzwer3hm0kSnIEHAAAAgKTQOUsxRrpAvpsz0kX2J6zRVfSBQGDJkiUWi2XChAnhN6x/cF3IgQMHVFXNzs6OOLJZ6enp0fe8b98+IUT79u0jjnzqqafat2/fp0+fyZMn33fffUuWLBk4cGBGRkb0tRKIAA8AAAAAScFiVAd28YcZIAlxZvdwA2Kl/ln0QohVq1ZVVFScf/75WVlZ4bdqdIY8lNLLysqajiwvL49Zrw1qRZz2scceu+OOO+rq6u67776PPvqotLS0oqJi8eLFEXctSXAJPQAAAAAkiwtO9e4sNZTVNn+qdXgPX/cczc/ACyFGjx7tcDjWrFlTUlISun5+2rRprZ0kMzMzOzu7rKysuLi4U6dO9cv9fv/evXtj2K0QoqCgwGAwFBcX19bWpqWlNVx19dVXl5WVvfzyyw6H4+mnnxZCLFq0aMyYMQ3HNHtffRLiDDwArZQEKp86+talux48e/sdk3Y98NjhV4t9pU2H+RT/6+UfXbH9kTO+unb41zfeuefpL2u3xr9bAACAZJBmUW8d4S5q1zilmwzivN7e3/WL063aoavoFUVZvHjxO++843A4zj333OOYZ8SIEUKIefPmNVz45ptvxvx572azeciQIX6//1//+lfD5Vu2bJk/f/4333zjcDiEEKWlpUKIRk/a27Vr18GDB2Pbj0YI8AA08VrFyoFbr/vLoVc+qvlmk3vnxzXfPn7ktcHf3/CPksUNh23z7B3+w6237n9qUenH66q3fla5cV7JexfuuPfqPbNqg3WJah4AACCBMlPUm85y3zHaPe4U3+n5/jO7+ycM8DxwXu3Yk32S5k+g/1noKvoHH3ywrKxs8uTJZrP5OCaZNWuW2WyePXt2/YvcPv/889tvvz30mjcppvsza9YsIcSMGTNef/310DPn9+/ff8UVVwghpk6dGhrTq1cvIUTo3XIhK1euHDNmTGh8ZWVlDPvRAgEeQOwtqvjk9n1z65TGnxD7FP+fDs57ofTd0D8P+Eou3vHHXd5mPu98r2rNVXv+qqjJ/iYPAAAAjXR1Bs85xTttsGfSaZ5hhf50q+YPn29k9OjRWVlZhw8fFsd1/XxIYWHhk08+6ff7J0yYkJOT06FDh2HDhp1++unDhw8XQqSkpMSw4TPPPPORRx7xer2XXXZZZmZmUVFR9+7dN2zY0L9//0ceeSQ05sEHHxRC3HPPPUVFRaNHj87Pzx8zZky3bt1OP/10IcTYsWMXLFgQw5ZijgAPIMZqg3V/LH5BFS0eY/586JWSQKUQ4qGDL5UHakQLI1e7Nr5duVqrLgEAABCWyWQKPYu+oKBgyJAhxz3PTTfdtGzZsnHjxgUCAUmS7rnnniVLloTOddvt9pi1K4QQYsaMGStWrLjkkkucTueRI0f69+8/a9astWvXWq3W0ICLLrpo+fLlI0aMKC8v37ZtW+/evV988cXly5c/+uijAwcOPHDgQJJfSy+FLhVo88rLyyPuqcViSU9Pr6ioUBStTvplZGSYTKYo+zlumZmZwWAw5neV1DMajZmZmUIIj8dTW1urURWTyZSRkVFVVaXd8yTS09MtFosQQtMqdrtdkqTq6mqN5pdlOXQ/j9/v166KwWDIysqqqanx+XwRBy+u/Oy6vY+FHzOr8w2Tskb22nK5Twn3GNWz0vstKnykdb2GlZaWZjKZNL04KvSilEAgUFVVpVEJSZKcTmdtba3H49GohM1mS01NFUJoWiUlJcVms8X8IbQNORwOWZZVVdW0itPprKurc7vdGs0fOjwJIdxut3ZVrFZrWlqa1ocno9EoND4IZmVl+f1+rQ9PQuODoNlsttvtlZWVwaBWj6qy2+2hq2E1rZKRkaGqak1NjUbzhw5PQgiv16v1Xz7V1dV+v1aP/k5LSwulC02rpKenGwwGrQ9PQuODYOgvH5fLFfGt3fX9JJZ2/2W2VqteyRZDpaWlPp8vJyen4RX4iqK0a9eurKzM5XI1euAcwuMMPIAY+65ud8Qxm4/t2u45ED69CyE21+2KUVMAAABIgHvvvbdTp06Nrkv/8MMPy8rKBg8eTHpvLQI8gBhzBSOfIXQF3bVK5GfURTMVAAAAktall14qSdL999//wQcf1NbWlpSUvP3221dffbUQ4s4770x0d/rDe+ABxFiOKTPimHbmrBxj5GG5pqxYdAQAAIDEGDNmzOzZs2fMmNHwLXQpKSnPPvvspEmTEtiYThHgAcTY0LRTHxOvRhiTfmova77DYK8IhrsxcmjaqTFtDQAAAPF29913T5gwYdGiRTt37rTb7b179x45cmR+fn6i+9IlAjyAGBuc2qtfSo+N7h0tDehmaT/WPsggydflXvDo4YUtDZMl+fqcC7TpEQAAAPFTUFBw9913J7qLtoB74AHEmCzJz+bf4TA2/1KQVNn6z/y7zJJRCHFru0uGpPVuaZ778qb1TSnUqksAAABAbwjwAGKvp7XzsqInhqX3bbR8YOpJH/T824DUnqF/WiTTG4UP3ZBzYSjP12tncjyXf+f0vIlxahcAAADQAy6hB6CJrua8fxf+ebtn/9rabZVBl11OOT2tVx9bQaNhVsn8507X3ZE3eZ3v++JgmVU2F8h5g6y9GkV6AAAAAPyJDEBDRdYuRdYuEYc5jfaJGaNsNpsQoqamxufzad8aAAAAoDNcQg8AAAAAgA4Q4AEAAAAA0AECPAAAAAAAOkCABwAAAABABwjwAAAAAADoAE+hBwAAAABNpKenJ7oFtCmcgQcAAAAAQAcI8AAAAAAA6AABHgAAAAAAHSDAAwAAAACgAwR4AAAAAAB0gAAPAAAAAIAOEOABAAAAANABAjwAAAAAADpAgAcAAAAAQAcI8AAAAAAA6AABHgAAAAAAHSDAAwAAAACgAwR4AAAAAAB0gAAPAAAAAIAOEOABAAAAANABAjwAAAAAADpAgAcAAAAAQAcI8AAAAAAA6AABHgAAAAAAHSDAAwAAAACgAwR4AAAAAAB0gAAPAAAAAIAOEOABAAAAANABY6IbAIBWUFTliL8iIIJ5JqdZ4jcYAAAAfkX48xeAPhzxV/z9yBtLqj6vCNQIIcyy6czU3v/T/tLBqScnujUAAAAgHgjwAHTg22M/Ttn9UHmgpn6JT/F/7NqwunbTzPZX3tLu4gT2BgAAAMQH98ADSHZVgdqpux9umN7rKary0KGXPqxeF/+uAAAAgDgjwANIdv8qXVoWqA4z4K+H/y9uzQAAAACJQoAHkOw+qF4bfsD3dfv2+o7EpxkAAAAgUSRVVRPdQzz4fD5JksKPkWXZYDD4/X7t2jAajaE2tK6iqmowGNRofkmSjEajEEJRFK2rBAIB7f4TNRgMsiwLIbSuIklSIBDQaP76H4eqqlpXSdSPI/vzc2oCx8Jv/p9T/zbGMSiaKpr+OIQQJpNJaPzjCFUJBoOKomg0f+j3oRAiDlU0/X0Y+nEIjX/r8uOIEgfB1lbR9Ldu/Y9D6yr8OKLRNv4mEUl2EFRV1Ww2a9cGkBCcgQcAAAAAQAd+LU+hd7lcET/OtFgs6enpLpdLu/MbGRkZoQ8ma2pqtPt4NTMzMxgMulwujeY3Go2ZmZlCCJ/PV1tbq1EVk8mUkZFRW1ur3Se46enpFotFCKFpFbvdLklSdXW4W7hPhCzLDodDCBEIBLSrYjAYsrKy3G63z+fTqERqaqrNZhNCNK3SxZS7JbAn/ObtghnR7H5aWprJZNLuGyWEyM7OFkIEg0HtqkiS5HQ66+rqPB6PRiVsNltqaqoQQtMqKSkpNptN0x+Hw+GQZVlVVU2rOJ1Or9frdrs1mj90eBJCaFrFarWmpaVpfXgKnSzVtEpWVpbf79f68CQ0PgiazWa73e5yubQ7q2y320MnJzWtkpGRoapqTU0zTyGNidDhSQjh9/u1/svn2LFj2l08kpaWZrVahRCaVklPTzcYDFofnoTGB8HQXz5ut9vr9UbZD9CWcAYeQLI7N/M34Qf0subnm/Pi0wwAAACQKAR4AMnu+pwLc41ZLa2VhDSz45Xx7AcAAABICAI8gGSXYUh9tfufso0ZTVcZJPnhjteMsZ8e/64AAACAOCPAA9CBvimFq3s9fW32+U6jPbTEIpnOtg98t8ejf8i9KLG9AQAAAPHxa3mIHQC9yzVmzep8w187X1/ir/SpgXYmh1niNxgAAAB+RfjzF4CeSEJqZ3IkugsAAAAgAbiEHgAAAAAAHSDAAwAAAACgAwR4AAAAAAB0gAAPAAAAAIAOEOABAAAAANABAjwAAAAAADpAgAcAAAAAQAcI8AAAAAAA6AABHgAAAAAAHSDAAwAAAACgAwR4AAAAAAB0gAAPAAAAAIAOEOABAAAAANABAjwAAAAAADpAgAcAAAAAQAcI8AAAAAAA6AABHgAAAAAAHSDAAwAAAACgAwR4AAAAAAB0gAAPAAAAAIAOEOABAAAAANABAjwAAAAAADpAgAcAAAAAQAcI8AAAAAAA6AABHgAAAAAAHSDAAwAAAACgAwR4AAAAAAB0gAAPAAAAAIAOEOABAAAAANABAjwAAAAAADpAgAcAAAAAQAcI8AAAAAAA6AABHgAAAAAAHSDAAwAAAACgAwR4AAAAAAB0gAAPAAAAAIAOEOABAAAAANABAjwAAAAAADpAgAcAAAAAQAcI8AAAAAAA6AABHgAAAAAAHSDAAwAAAACgAwR4AAAAAAB0gAAPAAAAAIAOEOABAAAAANABAjwAAAAAADpAgAcAAAAAQAcI8AAAAAAA6AABHgAAAAAAHSDAAwAAAACgAwR4AAAAAAB0gAAPAAAAAIAOEOABAAAAANABAjwAAAAAADpAgAcAAAAAQAcI8AAAAAAA6AABHgAAAAAAHSDAAwAAAACgAwR4AAAAAAB0gAAPAAAAAIAOEOABAAAAANABAjwAAAAAADpAgAcAAAAAQAcI8AAAAAAA6AABHgAAAAAAHSDAAwAAAACgAwR4AAAAAAB0gAAPAAAAAIAOEOABAAAAANABAjwAAAAAADpAgAcAAAAAQAcI8AAAAAAA6AABHgAAAAAAHSDAAwAAAACgAwR4AAAAAAB0gAAPAAAAAIAOEOABAAAAANABAjwAAAAAADpAgAcAAAAAQAcI8AAAAAAA6AABHgAAAAAAHSDAAwAAAACgAwR4AAAAAAB0gAAPAAAAAIAOEOABAAAAANABAjwAAAAAADpAgAcAAAAAQAcI8AAAAAAA6AABHgAAAAAAHSDAAwAAAACgAwR4AAAAAAB0gAAPAAAAAIAOEOABAAAAANABAjwAAAAAADpAgAcAAAAAQAcI8AAAAAAA6AABHgAAAAAAHSDAAwAAAACgAwR4AAAAAAB0gAAPAAAAAIAOEOABAAAAANABAjwAAAAAADpAgAcAAAAAQAcI8AAAAAAA6AABHgAAAAAAHSDAAwAAAACgAwR4AAAAAAB0gAAPAAAAAIAOEOABAAAAANABAjwAAAAAADpAgAcAAAAAQAcI8AAAAAAA6AABHgAAAAAAHSDAAwAAAACgAwR4AAAAAAB0gAAPAAAAAIAOEOABAAAAANABAjwAAAAAADpAgAcAAAAAQAcI8AAAAAAA6AABHgAAAAAAHSDAAwAAAACgAwR4AAAAAAB0gAAPAAAAAIAOEOABAAAAANABAjwAAAAAADpAgAcAAAAAQAcI8AAAAAAA6AABHgAAAAAAHTAmuoHI9u7du3jx4u+++66qqsrpdHbp0uWSSy7p1atXovsCAAAAACB+kj3Af/7550888UQwGBRC5ObmVlRUHDlyZP369ZMnT54yZUqiuwMAAAAAIE6SOsBXV1c/9dRTwWBw2LBh11xzjcPhCAaD77777ksvvfTGG2/07t371FNPTXSPAAAAAADEQ1LfA79ixQqfz9erV68777zT4XAIIQwGw/jx4y+66CJVVd97771ENwgAAAAAQJwkdYDfuXOnEGLEiBEGg6Hh8iFDhtSvBQAAAADg1yCpA3wgEMjOzu7UqVOj5SaTSQgRujEeAAAAAIBfg6S+B37GjBnNLl+3bp0Qonv37vFtBwAAAACAhJFUVU10D62zadOmhx9+2O/3/+Uvf+nTp0+jtZs3b54+fXrTrd5+++3MzMyIk0uStt8QSZJCX8ShStvYkbaxF/EpEYcqbWAvRFvZEa33QsTlP13Bj6M1JQQ/jqirxOfHIXS+IxwEW1ulbexFfErEoUo086uqKstJfbkxcByS+gx8I16v94033vj3v/+tKMrUqVObpnchRDAYrKmpabpcluX6XyjhRTnsBMWhStvYkbaxF/EpEYcqbWMv4lMiDlXaxl7Ep0QcqrSNvYhPiThUic9exKFQ2/hxxKdEHKq0jb2IT4k4VInb/+ZAstFNgP/iiy/mzZtXVlZmtVqvueaa3/72t80OMxgMdru96XJFUaL5oI6PV1tVIg5V2sZexKdEHKq0gb0QbWVHOOUb/fyhL/hxRFmFH0eUJUJf6HpHOAi2tkrb2Iv4lIhDlSjPwJPz0fbo4BL6mpqaf/zjH1988YUQYujQoVdddVVubm5rJykvL4+4pxaLJT09vaKiQlGU4+w1koyMjNAT+KLp57hlZmYGg0GXy6XR/EajMXQ/gsfjqa2t1aiKyWTKyMioqqoKBAIalUhPT7dYLEIITavY7XZJkqqrqzWaX5bl0EsW/X6/dlUMBkNWVlZNTY3P59OoRGpqqs1mE0JoWiUtLc1kMlVWVmo0vxAiOztbCBEIBKqqqjQqIUmS0+msra31eDwalbDZbKmpqUIITaukpKTYbLby8nKN5hdCOBwOWZZVVdW0itPprKurc7vdGs0fOjwJIdxut3ZVrFZrWlqa1ocno9EoND4IZmVl+f1+rQ9PQuODoNlsttvtlZWV2j2y1263m81mIYSmVTIyMlRVbfbqyJgIHZ6EEF6vV+u/fKqrq/1+v0Yl0tLSrFarEELTKunp6QaDQevDk9D4IBj6y8flcnm93ij7AdqSZD8DX1JScs8995SXl3fp0uWWW2456aSTEt0RAAAAAAAJkNQB3u12P/DAA+Xl5WefffaNN94YOncNAAAAAMCvUFIH+JUrVx48eHDgwIG33XZbonsBAAAAACCRkjrAL1++XAgxfvz4lm5K580QAAAAAIBfieQN8MFgsLi4WAgxY8aMZge0b9/++eefj29TAAAAAAAkRvKewS4tLdXuafAATpzk94k6t4j7mywkX2LqAgAAAImVvGfg8/Lyli5dmuguADQmeb2mr9eatm2WqyqFEKrJFMwv8A4aonTsrG3hOrdl/ZemH7ZK1VVCCNVsDnQr9J8xNJibp21dAAAAIDkkb4AHkITkqkrbWwtC0T1E8vuNO7cbd/3oHTbKN/hMjeoaykpsi16VXD+/SVjy+Uzbt5l2bveM+q2/30CN6gIAAADJI3kvoQeQdAIB26JXG6b3n6mq5dOPTNu3aVFW8vlsixY2TO8/CwatKz8w7NmlRV0AAAAgqRDgAUTLsOkbubI8zADz6pVa3Jpu/vYryeVqcbWqWj5bFfOiAAAAQLIhwAOIlhzpBLtcXWUoPRrzuoYfv48w4OhhuaY65nUBAACApEKABxAtqSLc6fcQubIi5nWbv2j/l6SKspjXBQAAAJIKAR5A1KK5PF6Lt7upkd8oKcW+KgAAAJBcCPAAopaZFXGIkpEZ87KKPfKcWtQFAAAAkgoBHkC0gj1OCj9ATU0L5nWIed1AYc/wAxRHtpLljHldAAAAIKkQ4AFESzltkJpuDzPAO3SkkGJ/Mbt/4G+ELSXMAN+wkTEvCgAAACQbAjyAaKkmc93Fl6ktZGnfwDP8p/bXpK7N5v7dZNVqbWadJPnOHOHv2UuLugAAAEBSMSa6AQB6Esxtd+zqP1i+WG38YYvk9QohhCQF8zr4zhgaKCzSsG7HzseuuN66ZrVh+zbJ7/+pbodO3iHDg127a1cXAAAASB4EeACto6amecaeJ84+R66ulAIBJc2u2mzxqJuRWXfORWLs+XJ1paQoSpq9+XPyAAAAQBtFgAdwXGQ5Mc+NMxgUR3YC6gIAAACJxj3wAAAAAADoAAEeAAAAAAAdIMADAAAAAKADBHgAAAAAAHSAAA8AAAAAgA4Q4AEAAAAA0AECPAAAAAAAOkCABwAAAABABwjwAAAAAADoAAEeAAAAAAAdIMADAAAAAKADBHgAAAAAAHSAAA8AAAAAgA4Q4AEAAAAA0AECPAAAAAAAOmBMdAMAEBUpEDBt/tb0w1ap5IikKIo9I1DQw3faYDUjU9O6srvW8sFSw4H9kt8nhBAGQzC3vee35yk57TStK3nqzN+uN/z4vVxZLoRQMh2Bnif5BwxWbTZN6wIAACBpEeAB6IBUXZXy79flspL6JXJlhfmbdabNG7znXuTv2UujusZdO2yL3xCK8vOiYNBwuDhl/r98w0b6zhiqUV3D0cO2d96QXDU/LykrMZSVmDd+U/e7yUrHzhrVBQAAQDLjEnoAyU4KBlIWvdowvf+8yu+zvvdv+VCxFnVlV3Xj9F5fV6iWz1YZd/6oRV3pWK3trQWSq0Ztusp9zPb2q1JNtRZ1AQAAkOQI8ACSnWnjN3JFWYurg0Hr6pVa1LX8551m03s96/L3NKm79nOprk4IITW3VvJ4LF98okVdAAAAJDkCPIBkZ9q+LfwAw8EDkssV87rGQwfDD5CO1co1NeHHtJqqGn/YGn6I4ccfRDAY47oAAABIegR4AMlOCnP6XQihCqGqcmXYMcchEIgmJBtiffW+5PFI7mMRxng9qivWHxwAAAAg6RHgASS9QCDcWkkIIaRYn5GWlbBF/0v1+WJbVyjR7Uj47wkAAADaIgI8gGSnpmdEHKOk22NbVDFbhdTsTei/HNa+fWzrqrYU1RDp/SCyLNkjf08AAADQxhDgASS7QEFh+AFqRqbizIl53YhvmFeNxti/DV6Wg10Lwg8JdsoXZnOM6wIAACDpEeABJDvfwDNUkynMAO9vhkVztry1PKPGhR/g7z845kWFEN4zwu6OJPnOHK5FXQAAACQ5AjyAZKem2z3nX6waDD/985dr/X1P8/fup0XdQPcevr6nNejjF2uD7Tt7R4zWoq7SoaO1mSURAAAgAElEQVR31LjmM7wkeYePCnbuqkVdAAAAJLlId1oCQBIIFBbVTbvWsnqlYd9uSf0pSSuZWd7fDA/07qtdXe/Y85R27a2rVwiv9+fXshsN/v6DPCPGaFfXN+D0oDPb8ulHhiOH6hcGc/N8w0cFuhXG/mIDAAAA6AEBHoA+BHPbuSdOlercclmJFAgoGVmKwxmHuv6+A/x9B8ilRw37dsv+YKBzl2CnLnGoG8zv5r78WslVI5eXCVVVnNkqD64DAAD4dSPAA9AT1ZaSkAvIlZx2sX9eXRTUdHsw1g/YBwAAgE4R4AH8TPL7DQf2SVUVQpaV7Jxg+07iv3ee/4KimLdtlvfvlfx+JcPh7ztAyco6kbqGsjLp/Xd8FZXCZDC07yTOGNb8U9YVxXDkkFx6VAoqit0e7NxVtVhOpC4AAACgIwR4AEIIIRTF/NUa81drJK+nfpmanu4ZOqrRTebmdZ9bPl8tlODPS9avCbZr55l0hWK1trqux5M6/5+yq0b89yFxxv370r/6IlBYVDd+csOBxh0/WD5eLldX/dyeyeQ7bbBvyFnNf8oAAAAAtC08hR6AEKpqfe/fls9WNUzvQgjJ5bJ9sMT8+Sf1SyzL3rN8uqpheg9tbzh6JPX5ObLH3bq6Xm/6s080TO//nU8Yd2xPnf98/QLzt1/ZFr/5i/QuhOT3W9Z+nvLO6yLYqB8AAACgDSLAAxCmzRtM27c1t0YVQli+/FQ+sE8IIRfvN2/e0OIsPq/1rVdbVTdtwQv1nwU0fbK6XHrUsn6dEEIuLbF8vLzR2vrxhj27LOu/bFVdAAAAQI8I8ACEucUA/FNMNn21RghhWPF+k7ew/4LhyKFWnIT3+aSKigiNffmJEML87TqhKGGGmb7+MvwAAAAAoA0gwAO/dpKrRq4sDz9G3rtbCCGVHo04m2HzpijrWja1fDK/ntcrhDDs2xN+lFRXZ4iiNwAAAEDXCPDAr518rDbiGMnvE16vFIh8q7lcHeGk+s9zlh2JdmQ0HUYxBgAAANA1Ajzwa6eamnthWyOyLEwmITW9Ub0Jqy3KukpKWsQxP12vH0WHarOvnQMAAADaEAI88GunZmZFTL9Kdq6QZTUtcuQOFPSIsm6w18kRx0iyLIRQ2uVFGCfLQWdOlHUBAAAAnSLAA792qsEQKDol/Jhg775CCOXU/hHmsliCHTtHWTeY2141RXh/e7BDRyGEr1ef8MMCBT2ELSXKugAAAIBOEeABCO+wkWpqi2fXg7l5/gGDhBCBs85udlj9g+k9Yy9oXd2x5zd4qH2T59tLkvuSqUKIwCmnBjvntzSJarV5R4xpVV0AAABAjwjwAISamuaeNE1xOJuuCnbqUjdhijAaQ/90//4PSrq90RhJCCFJnlFj/SdFviq+If/JfQNnjvjvu+p+eYO9weC+4gYRurZfkurGTw4UFDbTuT2jbsIUJcvRqroAAACAHhkT3QCApKBk57qv+oNx23fGndvl6kpVCCW7XaCoV6CwqOGz6xRryrE/TDd9s9a84RvJVSOpimq2BDt18Y4ap9gbB/toeIYM95/a17L4LUNJiVCCQqjCaAn07FX32/OE4ecL7FWrte7iy4z7dpu2bZFKj0pKULFnBAp6BPr0U42mGOw/AAAAkPQI8AB+ohoM/j79/H36RRzpP+0M/2lnxKpuMC3DPe3a1NRUm80mhKipqfH5fM2Mk6RA1+6Brt1jVRcAAADQFy6hBwAAAABABzgDD7R9cnWVacN6w4F9Up1bmM3BvI6+Pv2UqB8Xf9yMu3aYP1slV1ZISlCVZTXT4fvNUP9JvRsNkzwe0+Zv5X17fDVVwmAwOrLVopP9PXs1fu18MJiy9C15724pEBSSKoSsOLI8508M5uY2mtD0wzbzl59KVRWSoqiyQcly+IaODBT2bFy3zm3e+I1hz06p1iUMxmBuu8DJfQIFPRrX9fksq1eYdmyXPG6hCtViDXbq4h17bjTvsT8RUjBo3LrZuON7uaJCCFXJcgQKiwK9+6lGfm8DAAD8SvGHINDGmTZ+bVm1TAoG65fIpSWm7zb4+w30jB4nZK0uw0lZ9Kphz876f0qKIpWVWN/9t+nrr9xTrqqvayjeb1u6SDpWK/77GHpDaYlh+zZTpy51F01UU1J/2vzQobTX/lcoyk/TqUIIRS4vT3n5n74Bg7yjx/20XFFSXp9vOFjcsK6h9KjtndeD+QXuSdPqlxv37LT+5x2prq5+iVxRZvpha6BboeeCi1WL9aeFRw6lvP6y5Pf/PGGd27jjB+OuHz3jLvCf0jcW36pmyFUVtnfelMtKGiypNO7ZpXyzru6iSWpO488sAAAA8GvAJfRAW2b6/jvryg8apvefV2382vLxMo3qWpe+1TC9N2Q4XGx7c0Hoa7ms1Pb2q6H03nhY8X7b26/9lNh9vtRX5/2c3n/J/O1X5m/Xhb5OeWthw/T+iwn37bYteeu/PRy0vvNmw/Rez7hnp23pIqGqQgjZ40l97aWG6f1nimJ9f6nh4IFma50gyeNJeXNBw/ReT64oT3lrgeQ+pkVdAAAAJDkCPNBmScGAZdXyUBZtlnnD13JpMynxBMnVlaYfvw8zwHhgr1y8XwhhWb1SavZ5dUIIIQxHDpm+2yCESHlrodTyXgghLJ+sFELIRw4Z9u8JV/fH70VFmRDCsmqZFAy0WHfv7lD/lv/8WwSa+ezjv1Tre++EKXfczF99IVVXtVBTSLUu85pPtagLAACAJEeAB9osw97dEU7Vqqrxhy0xr2ta+4UIF7eFEMLy1RpR5zbu3RVhqm3fCSEMhw9GmC4YlA8dsKz9PHJzn61SK8oNh5o/S1/PGKq7f2/4YXJNlexxRy7aSqbvW/6hSEIIYfphS0vXIwAAAKANI8ADbVaz12A3YtDgDLyh9GjkMeWlhoryiCn0p11QI4dV0/ffyWWlkZs7cliUHIk4Si49KhRFCrR4lr6eYd/+yEVbQ/J4pJrqCIPcbtVVE9u6AAAASH4EeKDtavbm7V9q/gbvExPNnGogIFq+eL5VU4XIHo8IRre/0dWVoxgmhFA9sb4dPRDdLkfXHgAAANoSAjzQZqlp6ZHHpEceo0nd1NRohimp0b6qTclur9pSI49Lswu7PfJs6XbFalWFFHlkTrto2oueaksRBkOEQZIk2TNiWxcAAADJjwAPtFnB/IKIY/xdusW8rq/olIhjggU9lOyciBk+2LW7EEK12iJO6B04KNijKOIwtXdfqVO+ajZHqlsgovl0w2BQOnSKWLR1DIZg5/zwQ5QOnYTFEuO6AAAASHoEeKDNUrIcgZ69wg3IyAz2ihy2Wytwar/696g3SzUavWcME5LkO/034SYyGHynnyGE8I46O3xFxZkjDAbv6UNUozHcOLNFDBwsjEbfaYPDtWcy+fqfLoTwDxsVvq7/5D7hBxwfb/hvixC+wWdqURcAAABJjgAPtGWesecpDmezq1SLxXPRRNUQNvEeL/eEKUJu4deLJDzjJwqjUQjhGzCoxY8YJMlz9rmKI1sI4T+lf7Bjl5ZqqUbjsWnXCCGE0egZP1m0dN27JB+bODX0pf83w4P5LVx6IMvec8er6XYhhO+UUwPde7ZUV8lyeMae39LaExHs2t17xtCW1voGnhEojHytAQAAANoeAjzQlqm2FPfUa/yn9m90W3Wga3f35dcF27XXqK7SodOxq25Q7JmN+0lLPzbl94FuPX76tyzXXXCJd/ho1faLi+SV7Fz3JVP8p/avX+KecpW/T79G2VwVQnU4am++S/z3kvhAt+7Hpl6tpje+c16xZx67+ob6y91Vg8F9yRTvb4Y3upY+2K69+9Ir/Q0+U6i7+FLf4DOF4Ze/KiUp0PPkY7+/qcUPKU6Yb9iouvPGqxm/+Aaq6XbPuAu9I8dqVBQAAABJTpOTbwD+f3t3Hh5FmS1+/FRvSWffWGQPYV+VHVFUEBUdYByRRZ2fgHoVHH0cvZfrxfuoV/G6b+hcHVBGUBEQREFQkVVlcUQEw05YDUtCSMieXqrq90drJmbp7qTT3dXh+/nDB6reqvecOpLO6dqMQ4+Orrh+jGP4teYz2UpJsUTb3S0uqdYZBoOW2qz03gdN589Z92UqRUV6XJyrW0+t5lcGJpNz8DBX/8Ex+Xm2shIxm8vjkyoSk0SpfiK94oaxFaNuitq5w3TsoKKqaloL99DhalyNXr1Vm5L7HjblnLHu36eUFusJCa4evbXUZtXnNZudV1ztGjzMdOoXU3GRWMxqs5ZaWo1hIo7hIx1XXGM9sNeUfVLRNLVFc1evfmK1BnJw/OHu0aekWy/T2TOm/DwR0VNS1ZatgveVAQAAAIyPBh64KOh2u7tjZ9/jGpuW2szh605yEdEtFknPMNvtIqIVFdX5jjSz2TFwsAz0dgf7r/O2uMThx/UFutWqduio+hxnMrl69Jbg3PHufV6tVWutVetQzwsAAABDooEHDEnXTXnnTBfyRURLTtHSmge4P1NFmXl/pvlCoWa3u7r01FNSAt3h2dPWrIOK2+1Oaebu0UvqeHqcqazEvC/TXFysxcS4u/XWEut4+Znbbcr8ST2XK1arqVVbadmqrnnN2Sctx7IUVVVbtHR17l7XvEpFhensKZPDodntWsvWPh8732jKy7RD+6WiQo+JUeISdEvQT9QDAADg4kEDDxiO9dB+2zfrTQX5lUu0lDTHlSPcXbo1YG+msrLojz8w556tXBL17UYtPqF87PiGvQLNui8zet0X4qj49a8isnal2qFT2R8nVG2nTYWF9uUfms7n/Wvebzboicllt0z63QXtmha9eoX14D7RdfdvO7RYbY6rR7ku7f+7eXftiN78tThdlfNGK5+6unSr+MMtVS8sV8pKozd9bdm/RzTNs0Q3m929+jqGj/TndXQNphQVRm1caz18wKXrniWxFqurbz/nldfo1lB9fQAAAIAmjdspAWOxbdkU/dnHVbt3ETHl59k/Wxq1/bv67s1UWBDz99eqdu+/Li8uilk033p4f313GLV1c/TqFZXd+690MR/Lips7p/LSd9O5nNh33qzavXsohQWx/3jbfPL4r3/XtLh3/mY9sFd+a3p/HeZyRn+9OurrNZVLotd9Ef31msru/bd5devB/bHz3qzs1U2FF2IXzrXs/blyiYgoqmrdvTPm/XeUkuL65usn07nc2IVzrYf2V01EcbtsP35v/2C+Ul4epHkBAABwUaGBBwzEfOxI1NZv6lpr+3bDv1pf/9gXL1Dc7lpXKbpEr/xEXK5a19buXI5t6+a6ViqlJTGfLvb8OWbJ+6LVcWu5rts/WexpsKNXf6IUFtS1Q9uuHZ58zdknrT/9UNcwU9GF6M+Xe/YcvWq5Ulys1zrsQoH9i8/q2klAVNW+clldXbo5Lzfq69VBmRcAAAAXGRp4wECivt8S4ICqzNknTUVF3kZoavTmdf7v0PrFKqm1Oa6c8cQJk9Np3ZeplJd5Gaa4nFHfbxVNsx464H3G6HVfVP7XW2CHD4immU8cM585JXW+CF7Mx48qp37xvqsGsGYd9Dwovs4Bh/Z7HmcAAAAABIIGHjAKxe0ynzrpfYz5l+OK6vuh6R7W3T/6HGM5luXn3kTElHPa1xDdvPcn696ffe7KfHi/5WhW1Qvda5+x4LyI1LwUv9qkounWw4csx4/4nFeyDvkeU09mn8dQ183H/IgNAAAA8IoGHjAKpbRUNE28n+NWVSkt8XeH3k+/e5RX+B5Tye37entT3nl/bjVXSktM53N9z+jp8Ou6Gv+3nYmI6XyuX7e4F13wPaaelGLf85r8GAMAAAB4RwMPGIX+6yPc67oA/DdWf99MppjNvgdZ/BjzL378xLDZ9Dpe7VaVYrHo1ig/ZlSq/NcbzWar65VyvxOMB8L7UxF/YgMAAAC8ooEHjEK3x4g9xseYmFj/34WmtrzE5xgtIcnPvYmIbvc9tdou3Z+31mvJqWr7Dr6ntFlFRKJ8d91q+/TfvZ2uDnoz37HVl5aa5ntMmu/YAAAAAO9o4AHDMJlcXXt4H+Lq1lMU36ejfx08YKjPc9euAYP83JuI6N17+RhgsbrTM5yDL/e5K8egy7XUZrqvLyzcHTqJiCs9w7P7OueNsmvNWri7dBevFx3oFqt06+kztvpy+yqKHm13/5oCAAAA0HA08ICBOC4frsfE1rVWj41zXj7c/71pMTGuXn28DUhJc3Xz0ZNX5Rp1o0R5u+7dcdW1nt26M7p4Gaa2aq226yAijutu9DJMt1jKbxwnIhU3jNMtFi9fRjiuu0lEtMQk58ChXnboHDZcYuO8DGgYtVkLV59+XgY4rrpWD8al+wAAALjI0MADBqLHxpXfeoeeWMtl7VpiUvmEO3yesq6mYvQ4d8dOta7SEpNK/3x3/eIzmYr/fLfYau/hXQOHuvoN9Py5/E+T3K3b1j5vWvOyyVN/3aRLD8eV1+i1Nea6xVo2aeqvt5dbrWW3Ta21B9ZFcV4xwtXt1ysXHFdc47psYC27UxTn4Cucg4Z5yy4AFSNvcPeo7bsSk8kxfKSrz2VBmhcAAAAXFZ6rBBiL2rxF6ZT7rLt2WA4fMBXki4iWkuru0t3Vt1/DzuKW33Kb5dCBqO82mC4U6KqmmBQtJtbVb6Bz8BUNiS85tfj+R6I3r7Xs369UlOm6iMWsNWtRMeJ6rVWb381721Tr3t22bd+aCi/omq6YFC0uwVmlyfdwDrnS3blb1NrV5pwzJrdbF0Wio1wZXStG3iC2f+WrtbikZMbD0eu/tBw5pFSU66KLxao2b+m4/g+/u/VdUSquHe3q3su6a4f51C+Kw6FHR6tt2rkuG6i2bNWQfP1kNpff9Edzz97Wn3+y5ZzRHQ6JjXW1auvqP0j144kAAAAAgD9o4AHD0W0256DLnYN830nuJ3eXbu4u3Rprb2KxVIy8UUZ6u/rdw9Wzr6tnX5/DtNRm5ZOnxMbG2ux2ESkqKnI6nbWMs9kqRo/1J0C1dVu1jvP/QaV2yFA7ZMSlpYmI2+0uvtD4r6wDAADAxYxL6AEAAAAAiACcgQeMR9OitmyyHNxnKisVXdfi4tzdezuGXCmm6t+4mc7l2vb97DqfJy6HFhdvbdXW3atvw5+XpmnWwwcsWYeUC/liMmmpaa4uPdQOHQNNxydVtRzYq5w85iouEpPJkpKmdu0RllPodTEfP2o9tN90/pxomp6U4u7UxdW5Wy3luFBg2bPLdf6cXlYm8Qm2Fpe4el3qz7v3AAAAAH/QwAPGYjp7OnbJQqlyDbkpP9+2ZbNtx/bSif9Pa/Hbq901LWrT17ad/xRd134bGb1vj77t2/Kbblbbp9d73gv50Z99bM7NqVxizj5p3b3TnZ5RftPNEhcfQE7emPNyoz/72JR/XkQ8iZiPHYn58XtXl+6O0eN0W5gf3q6Ul0evXmE5lvWvRaezLft+tjZrUTHuVi05pXJx1LZvbVs3i6ZVliNq/x7btm8dN4xxdeke0qABAADQRHEJPWAgpqKi2EX/kFrvAHc4Yj78h6mszPO36PVf2n78XvTqr0ZXSkvsyz8ynT5Vr3mVstKYJe9X7d4rWY4dif3kI1HVeu3Q33kLL9gXL/R079VYD+23f/ZxzQRDSlVjPvnod937b8zncmKWvq+UlXr+GrXtG9t3G+VfzfuvFEdF9KrlliOHgh4qAAAALgI08ICBRH2+3EurrKju6FUfi4j5zCnr7h+9DVu3pn7zbtmsFBXWtdZ0+pTlpx312qG/836zXikvq2ut+fgRy/49wZjXT9afd5pOZ9e1VikqjPpuo4iYCi/Ytn1b5140LXrdF0H6BgQAAAAXFRp4wDA0zeLrzLk5+xcRse792fupaXPOGfO5XH/nVVWffbJlzy5/9+Y3xeGwHj7gfYxt7+5Gn9d/1r0/ex9g2b9HUVXr/j3e+3OlqNBy8nhjRgYAAICLEg08YBSmC/miV78GuzpNMxUWmHPP+t5bzhl/5y28oDgqfIzJPVvz+vAAKXm5Ps9Lm3N8Zxosuu7zOCtOp1JwXvHjUJv9LgcAAABQFxp4wCiUkhJ/hzkcvof56sn/NdLpe2+iabXfmR8Ak8uPHfqdRaNTVNWf694Vp9Pkz5Hxo2QAAACAdzTwgFHoKWl+DUtN1WNifQ+LjfNzXs2fvVmsEh3t5w79pMf4jtD/LBqdbrH48wx8PTbOr3LEhS0RAAAANBk08IBRaHFxusUqIiJ1399us2nRMWq79j72pSjutr7G/EZPSNQSk3zE1r6Dn3vzn5rWTOwxPsa0bfx5/edzdj0xSUtIdPssR7gTAQAAQNNAAw8YiKtXHxERUeoc0KefiDj79NOt3k4Ou7r1qte5a9eAId4HuAde7v/e/GUyOfsNrGOdLiKiKM7+gxp/Xr85Bwz2MaD/YFEUd7ee3o+22q6D2rxFo4YGAACAixENPGAgjpGja54MrzwdryWnVlx1rYjosXGOG8aIUnufryWnOkbeUK95nZcOcGd0qXPtgCFqh4712qG/8w4eprZpV9saRUScV1yjtmwVjHn9pLZLdw4cWtdad8fOzssGiohutZXfdLNuNtc6TI+Nq7hhbLBCBAAAwMWEBh4wEpOpdNoMtUNG1WWKiCji7tipdNp0Mf36b9bVrWfZLbdpSSm/21xRXN16lt0+Tbfb6ztv+bhbnUOu0C2W3y23x1RcO9px9ah6J+If3Wwpv/UOZ79B8vvuV4+NKx89zjHkiiDN6z/HVddWXDu62vHULRbn4CvK/zihshxq+/SySVPUZtVPs7s7diq94y6fdygAAAAA/rD4HgIglCyWsltvNxUXWnf+YM45K4qitmjpunSglpBQbaCanlF61wzL6ez44kJxOtTY+JLmLbWExAbOazY7rhzhGDDEevK4qSBfVxQtrZnaPv232/KDRbdYHCNvcA69MubMKVtJkVht5fEJjlZtdLMxfjopiuuyge7el5pPHDOdP6eompaS6mrXoebd+1qr1mV3/pvpzOnE4gtSUa7FxBanNtdSUsMSNQAAAJokY/yKDOD3tPhEx1XX+h5nMmntOphTUkREc7m0wsJAJ7bHuLr2CHQn9afHxEqfy8x2u4hoRUV6Y7+yLkC6xerO6CJ132XwK0XRWrU2p/UVEd3t1i5cCEVwAAAAuGjQwAMwhqIiLfesYjYrvh5Nj1qoqvl8nricemxs9RsrAAAA0FTQwAMIM8uh/bZt35hyc1wiImIzmUydujiuGKGlpoU5skiglJVGfbvRsi9TcXuOn2gJic6BQ12XDazrMYcAAACIUDTwAMIpavM62z+3/m6RplkOHTAfPVJx8wT375/nh2pM+XkxixcqpSW/W1hUGL3+S8vxo+XjbpU6no0PAACASMRT6AGEjXV/ZvXu/TeK2xX92cdKSXGIQ4okqmr/ZEm17r2S5cihqC2bQxwRAAAAgooGHkDY2LZ842Wt4nTaftgWsmAijrJnt6ngvJcB1h3blIqKkMUDAACAYKOBBxAepoJ87/2niFiOHg5NMJHIlHXQ+wBFVS0nj4UmGAAAAIQADTyA8FAKfb9lTQn8xXhNl1JY4McYXmUHAADQdNDAAwgTf56vZuJnVN1MfhxAHmIHAADQhPDLMYDw0JJSfL7nTEtJDU0wkUhP8f2aPS2ZAwgAANB00MADCA89Pl69pLX3Me4u3UMTTCTSe/TyMcIeo7brEIpQAAAAEBI08ADCxnH1KC8XyWuJSa7+g0MZT2TRMrqo7dO9DKgYPkLnEnoAAIAmhAYeQNiorduWjx6nmy01V2mJSeXjb9et1tBHFTEUpXzMeK1121pXOS4f7urTL+QxAQAAIIhq+b0ZAELG3aN3WctWtn9usR7NktISEdGbNXd17ensN0iPigp3dEan2+2lk+60Zv5kzdxlzjkjmqZHRantOzoHDlVbtQl3dAAAAGhkNPAAwkxLSa24Yaw5NtZusYjZXFRS4nQ6wx1U5DCZXH37u/r2F11X3C7dagt3QAAAAAgWGngAhsEF84FQFLp3AACApo0GHgghTbNkHbScPC6lJYrVqra4xNW9lx4TG+6wAAAAAEQAGnggRMw5Z6JXfWIqOF+5xLL3Z9s3651XjnAOGBLGwAAAAABEBBp4IBTM53LtSxYqDke15YrbHbVxreJyOYZeGZbAAAAAAEQKXiMHhELU2s9rdu+VbFs3m/LzQhkPAAAAgIhDAw8EX+5Z8+lsbwM0zbpnd6iiAQAAABCRaOCBoNOzT/ocYz59KgSRAAAAAIhcNPBA8JWX+x5TURb8OAAAAABEMBp4IPj8eVEcL5MDAAAA4BUNPBB0Svt0n2PcrduFIBIAAAAAkYsGHgi+lFR3hwwv63WLxdX70pCFAwAAACAS0cADoeC47ia97ovkHSNu0BMSQxkPAAAAgIhDAw+EgpaYVHb7VLV122rLdXtMxR/+5OrbLyxRAQAAAIgglnAHAFwstKSUstummk79Yj15XCkp1m02rWUrd0Zn3WINd2gAAAAAIgANPBBSWuu2jhrn4QEAAADAJy6hBy4WistpKrwg5bxwHgAAAIhInIEHmj7Lvkzbj9+bc86IrouIlpjk6tvPNWCIbuYnAAAAABAx+PUdaNI0LXr1CuuBvVWXmQovRH2zwXJgb/mEP+v2mHCFBgAAAKBeuIQeaMqitmyq1r1XMufm2FcuC3E8AAAAABqMBh5ospTycusP27wMMJ88bj52JGTxAAAAAAgEDTzQZJmPHVZU1fsY65FDoQkGAAAAQIAUXdfDHUMoOJ1ORVG8jzGZTGaz2eVyBS8Mi8XiCSPYs+i6rvrq3BpMURSLxSIimqYFexa32x28/0XNZrPJZBKRYM+iKIrb7Q7S/ivLoet6tVn0DWv1DV/52LxzN+XOe/ychXL4w2q1Sm3laPRZVFXVNC1I+/f8PBSREMwS1J+HnnJIkH/qUg4/8SFY31mC+vOwshzBnkVIghMAACAASURBVIVy+IMPwfrO4s/PQ13XbTZb8MIAwoIz8EAT5s9vABfFV3gAAABAE3CxPIW+uLjY59eZUVFR8fHxxcXFwTu/kZiY6PlisqioKHhfryYlJamqWlxcHKT9WyyWpKQkEXE6nSUlJUGaxWq1JiYmlpSUBO8b3Pj4+KioKBEJ6iwJCQmKohQWFgZp/yaTKSUlRUTcbne1WSz2GLuvzZ1xCRV+xGY2m5OTk8vKypxOZ8Nj9So2NtZut4tIUGeJi4uzWq3BK4eIpKWliYiqqsGbRVGU1NTU8vLyioqKIE1ht9tjY2NFJKizxMTE2O32oJYjJSXFZDLpuh7UWVJTUx0OR1lZWZD27/l4EpGgzhIdHR0XFxfsjyfPydKgzpKcnOxyuYL98SRB/hC02WwJCQnFxcXBO6uckJDgOTkZ1FkSExN1XS8qKgrS/j0fTyLicrmC/ZtPaWlp8C4eiYuLi46OFpGgzhIfH282m4P98SRB/hD0/OZTVlbmcDj8jAdoSjgDDzRZanpn3Wz2PsaV0SU0wQAAAAAIEA080GTpdrtr4FAvA9R26Wp6RsjiAQAAABAIGnigKXMMu9rVrWetq9TmLcrHjg9xPAAAAAAa7GK5Bx64SJlMFWNucWd0se3Ybs49K7ouIlpikqtvP9eAIbqZnwAAAABAxODXd6Dpc/fo7e7RW3E6lfIy3WbT7THhjggAAABAvdHAAxcL3WbTeRsqAAAAELG4Bx4AAAAAgAhAAw8AAAAAQASggQcAAAAAIALQwAMAAAAAEAFo4AEAAAAAiAA08AAAAAAARAAaeAAAAAAAIgANPAAAAAAAEYAGHgAAAACACEADDwAAAABABKCBBwAAAAAgAtDAAwAAAAAQAWjgAQAAAACIADTwAAAAAABEABp4AAAAAAAiAA08AAAAAAARgAYeAAAAAIAIQAMPAAAAAEAEoIEHAAAAACAC0MADAAAAABABaOABAAAAAIgANPAAAAAAAEQAGngAAAAAACIADTwAAAAAABGABh4AAAAAgAhAAw8AAAAAQASggQcAAAAAIALQwAMAAAAAEAFo4AEAAAAAiAA08AAAAAAARAAaeAAAAAAAIgANPAAAAAAAEYAGHgAAAACACEADDwAAAABABLCEO4AQMZlMmqb5HKbruqIoiqIEKYyysrLKPwdvFl3XPYkEaf+aphUWFnr+ELxZRETXdQnmgSovL6+oqJAgJxLsLHRd95QjqEWX4CdSUVHhdDpFRFXVyP3XISKeckgwj5WiKMEuh9PpdLvdEvx/HcEuR1FRkedwBXUWz+dL8KZwuVwh+6kb1P2XlJR49h/sLIKaiKqqTeNDsKysrLy8XCL8n3lT+hB0OBzCh6B//CxHUGMAwuXX3wIRGnfdddfu3btFZP369YmJieEOp4EyMzOnTp0qImPGjHniiSfCHU7DPfroo+vWrRORxYsXd+rUKdzhNNDZs2f/8Ic/iMiQIUPefPPNcIfTcC+//PJHH30kIm+88cbQoUPDHU4Dud3uIUOGiEinTp0WL14c7nAa7r333vP87/TEE0+MGTMm3OE03KhRowoKChITE9evXx/uWBpu9erVnh+2M2bMmDZtWrjDabjbbrvt0KFDIrJ161abzRbucBron//854wZM0RkwoQJM2fODHc4Dffggw9u3bpVRFauXNmqVatwh9NAR48enTBhgoiMGDHihRdeCHc4DffUU0+tXLlSRObPn9+nT59wh9NARUVFI0aMEJE+ffrMnz8/3OEATROX0AMAAAAAEAFo4AEAAAAAiAA08AAAAAAARAAaeAAAAAAAIgANPAAAAAAAEYAGHgAAAACACMBr5EJq3759JSUlItKvXz+LxRLucBqopKRk3759IpKWltaxY8dwh9NwWVlZ+fn5ItKrV6+YmJhwh9NATqdz165dIpKYmNi1a9dwh9NwJ06cyMnJEZGuXbtG7ksWdV3/4YcfRMRut/fu3Tvc4TTc6dOns7OzRSQ9Pb1Zs2bhDqfhdu7c6Xa7LRZLv379wh1Lw+Xl5R09elRE2rRpE7mv+xKRzMxMz4vHBwwYYDJF6imEoqKiAwcOiEiLFi3at28f7nAa7uDBg55Xdvft2zcqKirc4TRQeXl5ZmamiCQnJ3fu3Dnc4TTc0aNH8/LyRKRHjx5xcXHhDqeB3G73zp07RSQuLq5Hjx7hDgdommjgAQAAAACIAJH6/TcAAAAAABcVGngAAAAAACIADTwAAAAAABGABh4AAAAAgAgQqQ9CN6CdO3euWrUqOzu7sLCwZcuWXbt2nTRpUmpqqj/bVlRUfPDBB9u3by8qKsrIyLj00kvHjx9vNpuDHXOtGpzIkiVLPvzww1pXvfXWW61bt27sSP11/PjxRx55pEePHk8//bQ/4w1VjqrqlYhxyhFgJMYpRyCJGKccHhs3bvzqq6+OHz8eFRWVnp4+adKkbt26+bOhccrh0bBEjFOOO+64o6ioyMuAV155pVOnTl4GGKEiAWZhnHJ4nDp1asmSJUeOHMnNza38EExLS/NnWyOUw6PBWRitHCdOnFi+fPmRI0dycnJSU1OHDBkyYcKE2NhYf7Y1TjkanIURyrFhw4a33357zpw5LVu2rLk2kINsnAIBkYUGvnG89957n3zyiYhYLJa0tLRffvnl+PHjmzZtevrpp33+NpmXl/f0008fO3ZMRBITE/fu3bt3797du3f/13/9V3x8fCiiryKQRM6ePRuSGOvH6XS+/PLLLpfLz/GGKkdV9U3EOOUIJBJDlSOQRIxTDlVVX3jhhW3btolIfHx8eXn5zp07f/rppwcffHDkyJHetzVUOQJJxDjl8Mn7C0cNVREvvGdhqHJs3br1xRdfVFXVYrEkJSVlZ2efOHFi8+bNTz75ZM+ePb1va5xyBJKFocrxxRdfzJs3z+1222y2pKSkM2fOrFixYsuWLc8//7zP8wrGKUcgWRihHF9//XVFRUWtqwI5yMYpEBBxaOAbwaFDh1asWGE2m//yl78MHz7carWWlpb+7W9/++6771599dX/+7//8/5t4quvvnrs2LGePXs+8sgjaWlpp0+ffuaZZ/bs2fPuu+8+9NBDIctCAk7E8zHz8ssvt23bttqqML5gdsGCBSdOnPB/vHHKUU19EzFOOQKJxFDlCCQR45Rj8eLF27Zta968+aOPPpqRkSEin3/++bx5895+++2+fft6P0FnqHIEkohxyvHOO+/Uunzfvn1PPvnkwIEDO3To4GVzg1QkwCyMU46CgoI5c+aoqjp58uTx48dbrdaKior58+d/+eWXL7/88ltvveU9HoOUI8AsjFOO48ePz507V0Tuvffe0aNHm0ym/Pz8OXPm7Ny586233vrv//5v75sbpBwBZhHecpSVlS1evHjv3r11DQjkIBukQEAk4h74RvD111/ruj5p0qSRI0darVYRiY2NffDBB2NiYs6cOZOdne1l2wMHDmRmZsbFxc2aNcvzG2erVq0ef/xxs9m8cePGc+fOhSgHEQksEfntY6Zt27bRNSiKEooEati5c+fnn3+emJjo53hDlaOq+iYiRipHgyMxWjkCOaQGKYfD4Vi9erXZbJ49e3anTp0URVEUZcyYMcOGDXM4HFu3bvWyraHKEUgiYphyiEjNAKKjo81m8zvvvBMXF3f//fd72dY4FQkkCzFSOXbv3l1WVtatW7fJkyd7PgSjo6Pvu+++5s2b5+XlZWVlednWOOUIJAsxUjkWLlyoqurNN9980003mUwmEUlJSZk1a1aLFi1++OGH3NxcL9sapxyBZCHhK8e6detmzpx55513fvrpp3WNCeQgG6dAQCSigW8EJ0+eFJG+fftWXRgdHd2mTRsR8d73en7RHDBgQNXrhVq0aNG9e3dd17dv3x6UiOsQSCJOpzM/Pz8pKSk6OjqoQfqvqKjo9ddfT0pKuu222/zcxFDlqNSARIxTjkAiMVQ5AknEOOXYtGlTSUnJwIEDq93KeM899zz//PP9+/f3sq2hyhFIIsYpR12WLl2anZ19zz33pKSkeBlmqIrU5GcWhirHqVOnRKTaqU6TyRRZn+aBZGGochw+fFhEqt0RY7PZRo4cqev6l19+6WVb45QjkCzCWI7jx4+fPn06KioqISGhrm8KAjnIxikQEIlo4BvBLbfc8h//8R/t2rWrulDX9TNnzohIUlKSl22PHDkiIv369au23LPEszZkAkkkJydH1/VaH3ASLm+++WZBQcEDDzzg/4lrQ5WjUgMSMU45AonEUOUIJBHjlOP7778XkSFDhlRbnpKS0r17d+/PQzJUOQJJxDjlqNWJEyeWLVvWr1+/a665xvtIQ1WkGv+zMFQ5WrRoISKHDh3Sdb1yodPp9Nym6z1I45QjkCyMU47S0tLCwkIRqXk7jCc8T2NcF4OUI8AswliOu++++4Pf1HVHeiAH2SAFAiIU98A3gkGDBlVb4rnfrLi4uH379j169PCy7enTp6W2n+yeJZ7v0UMmkEQ8V3klJSUtX75806ZNOTk5aWlp6enpt9xyS8eOHYMYdB2++uqr7du3jx49esCAAT6vp61kqHJ4NCwR45QjkEgMVY5AEjFOOTwn35o1a3b8+PFvv/320KFDZrO5Y8eO1113nc/fEQ1VjkASMU45ajV37lxN0+68806fIw1VkWr8z8JQ5bjyyitXrVp17NixV199deLEic2aNTt16tSCBQsKCgr69u3bp08fL9sapxyBZGGccsTGxsbExJSVleXm5la7miAnJ6fyv3UxSDkCzMI45ahVIAfZIAUCIhQNfCN7/vnnjx07lpOTo6rqZZdd9sADD3i/Sam0tFREan67GRcXJyJlZWXBC9W7+ibi+ZjZvn379u3bLRZLQkJCdnZ2dnb21q1bp06dOnbs2FAFLiJy+vTpd999t3Xr1tOmTavXhkYrR4MTMU45AonEUOUIJBHjlMPzrq+DBw8uWbLE4XB4FnqesDB9+nTvJ0sNVY5AEjFOOWratWtXZmbmlVdemZ6e7nOwoSpSVb2yMFQ5oqKinnnmmZdeemnTpk2bNm2qXH7NNdfMmDEjUj7NA8nCUOXIyMjIzMxcu3btXXfdVbmwoqJi7dq1nj942dY45QgkC0OVo6ZADrJxCgREIhr4RlZSUlJSUqKqqogUFBScOnXK+8OQPW8Fs9vt1ZbHxMSISOUvpqFX30Q8HzNxcXEPPvjggAEDLBZLaWnp4sWLP/vss/nz5/fo0cP7q4wbkaqqntet/fWvf63vM1oNVY5AEjFOOQKJxFDlCCQR45TDc9AWLlzYs2fPP//5z+np6fn5+atWrVqzZs0bb7zRuXNnz12ytTJUOQJJxDjlqGnhwoUmk2ny5Mn+DDZURaqqVxZGK8e2bdv2798vIsnJyWlpaWfPni0uLt65c+fu3btrXqRWlaHK0eAsDFWOO+6449FHH121alVUVNSoUaPi4+OzsrL+8Y9/eJ5wpmmal22NU45AsjBUOWoK5CAbp0BAJKKBb2RPP/20iJSXl3/xxRcLFix48skn//d//7d79+51jY+Pj79w4UJ5eXm15Z5vH8P4Jsz6JnLttdf279+/Xbt2lX1+bGzsXXfdVVBQ8M033yxdunTWrFmhifyjjz46fPjw5MmTu3TpUt9tDVWOQBIxTjkCicRQ5QgkEeOUw3PyrX379rNnz/a8FbJ169b33XdfaWnp5s2bFy1aNHPmzLq2NVQ5AknEOOWoZvv27VlZWcOGDfPy7UNVhqpIpfpmYahybN68+Y033oiPj3/88ccHDBjgWbhx48a//e1vzz777FNPPdW7d++6tjVOOQLJwlDl6N69+7Rp0xYsWLB06dKlS5d6FlosljFjxqxatcr7c92MU45AsjBUOWoK5CAbp0BAJOIhdkFht9v/9Kc/3Xjjjaqqrly50stIz+N5S0pKqi33LElOTg5ekP7wP5H09PR+/frVPEt//fXXi8jRo0eDGGUVR44cWbZsWZcuXSZMmNCAzY1TjgATMUg5AozEOOWQwBIxTjk8vyzeeOONnqa30g033CAi3t8vZahyBJKIccpRzZo1a6TG06q9MFRFKtU3C0OV4/333xeRf/u3f6vse0XkmmuumTx5sqqqH374oZdtjVOOQLIwVDlEZNy4ca+88srYsWN79erVp0+f8ePHv/766926dRORhIQELxsapxwSQBZGK0c1gRxkQxUIiDicgQ9UcXFxZmam3W6/7LLLqq3q06fP6tWrPQ/qqIvn0e75+fnVlhcUFIhIampqowbrTYCJ1MXzONz8/Hxd10PwCtnTp09rmnbo0KGbb7652qrdu3d7bhh75ZVX6rrqzDjlCDCRuoS4HAFGYpxyeBHIIQ19OZo3b15SUlLzMW/NmzcXkXPnzkVKOQJJpC7h/deRm5u7e/fu5OTkmo9lrouhKuLRgCzqEvpyFBYWel7KPXDgwGqrBg0atGDBgqysLOP/Awkwi7qE8V9Hhw4d7r777qpLfvjhBxHx/rIJg5SjUsOyqItBPsoDOchGKxAQWTgDH6jy8vLnnnvu2Wefrfq+Fg/PPTzev171vLNt165d1Zbv3r1bRPx5AlBjCSSRsrKyVatWrV69uua2eXl5ItKuXbvQfMbY7fZLavB8lWuz2Tx/tVqtdW1unHIEkohxyhFgJMYpRyCJGKccIuL5xsdzX2VVnrsxW7VqFRHlkAASMVQ5qlq/fr2u61dddZXJ5O/nsqEq4lHfLAxVDrvd7gnb8/CXqtxut4jExMQY/x9IIFkYqhwicurUqaysrJonaT1vkfR+M79ByiEBZGG0ctQUyEE2ToGASMQZ+EA1a9YsISGhqKho9+7dl156adVVnq9Xvf8YGjRo0Keffrpjxw6Hw1H5oLKioqLMzEybzXbVVVcFL/JqAknEbrcvXbq0sLCwZcuW/fv3r7pq48aNItK1a9fgRF3dgAEDql406LF169bnnnuue/funhv7vTBOOQJJxDjlCDAS45QjkESMUw4RGT169Nq1a7/66qvrr7++aou1bt06EencubOXbY1TDgkgEUOVo6rvvvtORAYPHuz/JoaqiEd9szBUOWw2W9u2bU+cOLFlyxbPvRiVPK/w9H7Fk0HKEUgWhiqHiKxdu3bFihVjxoy55557KhcePXp0//79ycnJl19+uZdtDVIOCSALo5WjpkAOsnEKBEQizsAHSlEUz81Ib7755t69ez0LnU7nokWLvv322+jo6BtvvLFy8OrVq1etWlX1/sxevXp17dq1oKBgzpw5nu/LHQ7Hc88953K5hg8fHhsbGxGJKIpy0003ichrr73m+fZURCoqKj788MO1a9fGx8f7+TjiEDNyOerFsOWoVyRGLkcgiRinHCKSkZHRvXv3o0ePvvjii543sblcro8++mj9+vVRUVGRUo5AEjFUOSqdP3/+l19+MZvNXr56MHhFpEFZGK0cEydOFJH58+dv2LDB83hwt9u9cuXKZcuWmUym8ePH15WIGKkcDc7CaOXwXMqxZs2ab7/9VkR0XT948OD//M//iMjYsWOrPv/CyOVocBZGK0dN/h9kIxcIiERKzStzUF8ul+vxxx/3NL0xMTHx8fHnzp3TNC0qKurBBx+88sorK0eOHz/e6XTeeeedt9xyS+XCM2fOzJw5s7CwMCYmpl27dkePHnU6na1atXrxxRdD/BzOQBJRVXXhwoUrVqwQkfj4eLvd7rkNNT4+/uGHH6725XGIeU5c9+3bt9qJa4OXoyb/EzFOOfyPxODlCCQR45RDRLKzs//zP/+zuLhYUZS0tLT8/HxVVaOiov7yl79UPelh8HIEkoihyuGxYcOG1157rUuXLi+99FJdY4xfkYZlYbRyvPfeeytWrNB13WazJScn5+XlqapqNpunTJkybtw4L4mIkcrR4CyMVo5ly5YtXLhQRBISEnRdLy4uFpGrrrrq4Ycfrnr1uMHL0eAsDFKOO+64o6ioaO7cuTUfO+LnQTZ4gYCIwyX0jcBqtc6ePXvNmjWbN28+ffp0YWFhx44dMzIyJk6c6P3d6R6XXHLJ66+/vmjRoh9//DErKyslJeXyyy+fNGmS52WYoRRIImazeerUqb169fr888+zsrKKioo6d+7cpUuXiRMnJiYmhib+RmGccgTCOOUIMBLjlCOQRIxTDhFp06bNG2+8sWTJkh07dhQWFrZu3bpTp06TJk2q+ZtZTcYphwSQiKHK4eE5vdajR4/6bmioijQsC6OVY8qUKUOHDv30009PnDhx7ty5Nm3apKen33rrrW3btvW5rXHK0eAsjFaO8ePHd+zYcfny5cePH9c0rVevXqNHj656OsEL45SjwVkYrRw1BXKQjVMgIOJwBh4AAAAAgAjAPfAAAAAAAEQAGngAAAAAACIADTwAAAAAABGABh4AAAAAgAhAAw8AAAAAQASggQcAAAAAIALQwAMAAAAAEAFo4AEAAAAAiAA08AAAAAAARAAaeAAAAAAAIgANPAAAAAAAEYAGHgAQTgsWLFD89vrrr1duGB8fryjKM8880+gh/fWvf/VMN2rUKC/DysvLO3Xq5Bn58ccfN3oYAAAA1dDAAwDwO88880xGRoaIrFu3buHChXUNe/LJJ48cOSIiEydOvPXWW0MXHwAAuFhZwh0AAAAiIlOnTh08eLD3MZdffnkIIomJiZk/f/7VV1+t6/rDDz88evToZs2aVRuza9euV155RURatGjx5ptvhiAqAAAAGngAgCGMHDny9ttv93/8kSNHdF2Pi4sLRjDDhw+///7733zzzfPnzz/88MPvv/9+1bWqqt59991ut1tE3n777bS0tGDEAAAAUA2X0AMAIlLz5s1btGgRGxsbpP0/99xz6enpIvLBBx989dVXVVe99tprP/74o4jccccdf/zjH4MUAAAAQDU08AAA1CI2Nvbdd99VFEVEpk+fXlZW5ll+7Nixxx9/XEQuueSSOXPmhDNEAABwkaGBBwBEJC9PoS8tLX3xxReHDh2ampoaHx/ft2/f6dOnHzx4sL5TXHPNNffee6+IHDt27IknnvAsvO+++zzN/Lx585KTkwNLAgAAoB5o4AEATcquXbu6des2c+bM7du35+fnl5SU/Pzzz2+//Xb37t2fffbZ+u7thRdeaN++vYi8+uqrP/300/vvv7927VoRmTp16k033dT40QMAANSNh9gBAJqOc+fOjRgxoqCgQEQmTpw4YsSIpKSkHTt2zJ07t7CwcNasWYqiPProo/7vMD4+ft68edddd52qqlOnTs3OzhaRNm3avPrqq8HKAQAAoA408AAAQ9i4cWNFRYX3MXfddZf3AU8//XRBQYHFYlm2bNm4ceM8CydMmDBjxowbbrjh4MGDTz311OTJkz0n1f00atSoe+65Z968ebt37/YseffddxMTE/3fAwAAQKNQdF0PdwwAgIvXggULpkyZ4ufgqp9Z8fHxJSUls2fPfuyxxzxLjh8/3rVrV6fT+cgjj7z00kvVtt2wYcPIkSNF5LHHHps9e3a9giwqKmrXrl1hYaGITJ48edGiRfXaHAAAoFFwDzwAoIlYs2aN0+kUkYceeqjm2hEjRnTu3FlEtmzZUt89r1u3ztO9i8jGjRvz8/MDixQAAKAhaOABAIbwwQcf6L5438Phw4dFpHXr1m3atKl1QI8ePURkz5499QosLy9v+vTpImI2m0Xk7NmzDzzwQL32AAAA0Cho4AEATURWVpaInDp1SqnDZ599JiL1PX9+//335+bmishbb711xRVXiMiiRYs++eSTIGQAAADgDQ08AKCJyMnJ8WeYpmlut9vPfS5btmzp0qUicvXVV999991z586NiooSkenTp+fl5TU4VAAAgAaggQcANBHp6ekiMnToUJ+X4lssfr2E5dy5czNmzBCR6OjouXPnKorSvXv3WbNmiUhubu79998f1HQAAACqoYEHADQRXbt2FZGjR4/Wdbe8qqqqqmqa5ucOp0+ffu7cORF54oknPA/AE5FHH320Z8+eIrJ06dKPP/64EeIGAADwDw08AKCJ6N+/v4jk5OSsXLmy5tq8vLzk5GSLxfL444/7s7clS5YsX75cRPr27fvv//7vlcttNtu8efNMJpOIzJgxw3N7PAAAQAjQwAMAmoixY8cOHDhQRKZNm7Z58+aqq5xO57Rp04qLixVFmTp1qs9d5eTkeK6QN5vN77zzTrVL7ocOHep5Ln3lA+oBAABCwK+bAAEACLaNGzdWVFR4H2M2m6dMmVLXWkVRXn/99WHDhuXn548aNWry5MlDhw5t27bt4cOH//73vx84cEBEZs2alZGR4TOY++677/z58yLy0EMPDRgwoOaAZ5999rPPPsvOzv7kk08++uijyZMn+9wnAABAgBSfr9UFACB4FixY4KUnryY6Orq8vNzz5/j4+JKSktmzZz/22GNVx6xfv/7OO+88depUtW1NJtP9998/Z84cn7MsWrTo9ttvF5H09PQ9e/bExMTUOmzVqlVjx44VkZSUlL1797Zs2dLPLAAAABqGS+gBAE3KyJEjMzMzZ86c2bt374SEhPj4+H79+k2ZMuXnn3/2p3s/e/bsAw884Pnz22+/XVf3LiJjxoyZMGGCiOTn5997772NFT8AAEBdOAMPAIhIdZ2BBwAAaKo4Aw8AiEh8AQ0AAC42NPAAgMjjdrsrb4YHAAC4SPAUegBAJNF1vays7I033tA0TUTatGkT7ogAAABChAYeABBJZs2a9dxzz3n+nJiYOHLkyPDGAwAAEDJcQg8AiDyKogwbNmz16tWcgQcAABcPnkIPAIgkJSUl58+fv+SSS2w2W7hjAQAACCkaeAAAAAAAIgCX0AMAAAAAEAFo4AEAAAAAiAA08AAAAAAARAAaeAAAAAAAIgANPAAAAAAAEYAGHgAAAACACEADDwAAAABABKCBBwAAAAAgAtDAAwAAAAAQAWjg430NtwAAADFJREFUAQAAAACIADTwAAAAAABEABp4AAAAAAAiAA08AAAAAAARgAYeAAAAAIAI8P8BdHVUDJaebooAAAAASUVORK5CYII=)
En el eje Y se ven los números 2, 4 y 6. Cambiemos los labels de su escala (no del eje Y, sino de la escala del eje Y):
p + scale_y_continuous(breaks = seq(0, 12, 0.25), label = scales::dollar)
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También se pueden modificar los de la leyenda para el color:
p + scale_color_manual(values = c("purple", "pink", "red2"), name = "Especies\n de lirios")
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)
Si hubiese usado una variable discreta asociada a la estética “shape”, tendríamos que usar scale_shape_discrete()
, si la variable asociada a shape fuese continua: scale_shape_continuous()
¿Y si hubiésemos usado una variable continua para la estética “fill”? Pues scale_fill_continuous()
Familia de funciones de escala
• scale_continuous()
• scale_discrete()
• scale_ordinal()
• scale_manual()
• scale_{color/fill}brewer()
• scale{color/fill}distiller()
• scale{color/fill}_gradient()
3.7 Stats (transformaciones estadísticas)
Puede leerse en la web de ggplot2
, concretamente aquí lo siguiente:
A layer combines data, aesthetic mapping, a geom (geometric object), a stat (statistical transformation), and a position adjustment. Typically, you will create layers using a geom_ function
PERO
A handful of layers are more easily specified with a stat_ function, drawing attention to the statistical transformation rather than the visual appearance. The computed variables can be mapped using stat().
Algunos gráficos, como los gráficos de puntos, no requieren del uso de transformaciones estadísticas de las observaciones, pero otros gráficos como rectas o curvas de predicción o como los boxplots o diagramas de caja, sí que las necesitan. Podemos usar transformaciones estadísticas en gráficos ggplot con la familia de funciones stat_xx()
Por ejemplo, cuando se hace un diagrama de caja o boxplot, no se representan las observaciones originales, sino que se muestran 5 estadísticos resumen de la distribución de los datos; es decir, se utiliza una transformación estadística. Cuando usábamos geom_smoth()
tampoco representábamos con él los datos originales, sino una transformación estadística de estos. Concretamente la transformación estadística que utiliza geom_smoth()
es genéricamente un “smoother”, calcula mediante una rolling-windows la media de y, condicionada a x.
Cada función geom_xx()
que utilicemos, en realidad necesita de un stat_xx(), entonces ¿por qué nunca lo hemos usado/especificado nosotros? Con ggplot2
la razón es casi siempre la misma: porque under the hood ggplot2
hace muchas cosas por nosotros. En concreto, cada vez que usamos un geom_xx()
en realidad ggplot2
está fijando una transformación estadística por defecto por nosotros. Ggplot es un sistema muy completo, pero aún así, una vez lo entiendes, hacer gráficos con el es relativamente fácil y rápido porque muchas de sus opciones opciones no hace falta especificarlas directamente.
Por ejemplo, ¿cual es la transformación estadística que se usa por defecto en geom_point()? Ninguna, bueno, en realidad usa stat = "identity"
, pero como lo especifica ggplot2 automáticamente, nosotros no nos damos cuenta.
Cuando hacíamos este gráfico:
ggplot(iris, aes(Petal.Length, Sepal.Length)) + geom_point()
En realidad estábamos haciendo
ggplot(iris, aes(Petal.Length, Sepal.Length)) + geom_point(stat = "identity")
¿Qué transformaciones estadísticas podemos hacer cuando usemos geom_point()
? Por ejemplo, geom_point(stat = "unique")
sólo representaría las observaciones únicas o NO repetidas. En este caso creo que iris no tiene observaciones repetidas, así si ejecutáis la instrucción de abajo se seguirán visualizando los 150 lirios.
ggplot(iris, aes(Petal.Length, Sepal.Length)) + geom_point(stat = "unique") #- dejaría solo observaciones no repetidas
Podemos consultar las opciones por defecto completas de geom_point()
aquí
Cada geom_xx()
tiene un default statistic, pero podemos cambiarlo y especificar otra stat para adaptarlo a nuestras necesidades. Por ejemplo, the default statistic for geom_bar()
is stat_bin()
pero podemos usar otras stat_xx. Otra vez parece un trabalenguas, pero cuando lo entiendes es relativamente sencillo.
Por ejemplo, en nuestro gráfico de puntos, podemos usar otras transformaciones estadísticas, una de las que más sentido tiene es calcular medias móviles con un método de alisado (smoother)
p <- ggplot(iris, aes(Petal.Length, Sepal.Length, color = Species))
p + geom_point(stat = "identity")
p + geom_point(stat = "smooth", method = "auto")
Aunque en este caso es bastante más fácil hacerlo con:
p + geom_point() + geom_smooth()
p + geom_point() + stat_smooth()
p + geom_point() + stat_smooth(method = "lm", se = FALSE, size = 1)
p + geom_point() + geom_smooth(method = "lm", se = FALSE, size = 1)
p + geom_point() + geom_smooth(method = "lm", col = "#C42126", se = FALSE, size = 1)
Algunas transformaciones estadísticas útiles y en qué geoms están disponibles:
- stat_bin(): geom_bar(), geom_freqpoly(), geom_histogram()
- stat_bin2d(): geom_bin2d()
- stat_bindot(): geom_dotplot()
- stat_binhex(): geom_hex()
- stat_boxplot(): geom_boxplot()
- stat_contour(): geom_contour()
- stat_quantile(): geom_quantile()
- stat_smooth(): geom_smooth()
- stat_sum(): geom_count()
Es raro que tengamos que usar estas funciones stats_xx()
directamente, pero si quieres ver que hacen exactamente conviene consultar la documentación para ver qué hace y cómo se aplica exactamente cada transformación estadística a los datos.
Hay otras funciones stat_xx()
que no se pueden utilizar con las funciones geom_xx()
:
- stat_ecdf(): compute a empirical cumulative distribution plot.
- stat_function(): compute y values from a function of x values.
- stat_summary(): summarise y values at distinct x values.
- stat_summary2d(), stat_summary_hex(): summarise binned values.
- stat_qq(): perform calculations for a quantile-quantile plot.
- stat_spoke(): convert angle and radius to position.
- stat_unique(): remove duplicated rows.
Algunos ejemplos
Veamos algunos ejemplos útiles:
- En un diagrama de caja mostrar la media:
Queremos que la media se represente como un punto, entonces usamos geom_point()
pero no queremos representar los valores originales, sino la media, así que dentro de geom usamos la opción stat = summary
ggplot(iris, aes(Species, Sepal.Length)) +
geom_boxplot() +
geom_point(stat = "summary", fun.y = "mean", colour = "red", size = 4)
![](data:image/png;base64,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)
Se conseguiría los mismo usando directamente la función stat_summary()
con la opción geom = “point”. Sí, en ggplot2
las cosas se pueden hacer de varias maneras!!
ggplot(iris, aes(Species, Sepal.Length)) +
geom_boxplot() +
stat_summary(geom = "point", fun.y = "mean", colour = "red", size = 4)
- Otro ejemplo: el default stat de geom_histogram es stat = “bin”, mostrandonos el número de observaciones en cada bin. Si queremos que nos muestre frecuencias relatívas al grupo o bin más numeroso:
ggplot(iris, aes(Sepal.Length)) + geom_histogram()
ggplot(iris, aes(Sepal.Length)) + geom_histogram(aes(y = stat(count / max(count))))
![](data:image/png;base64,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)
Bonus: Con stat_function()
podemos dibujar curvas de densidad:
df <- tibble(x = c(-20, 20))
ggplot(df, aes(x = x)) +
stat_function(fun = dnorm, args = list(mean = 0, sd = 5), color = "black") +
stat_function(fun = dnorm, args = list(mean = 0, sd = 1), color = "red") +
stat_function(fun = dnorm, args = list(mean = 0, sd = 3), color = "blue")
3.8 Position adjustments
All layers have a position adjustment that resolves overlapping geoms. Override the default by using the position argument to the geom_ or stat_ function.
Los ajustes de posición afectan a la posición de los elementos de una capa. Los gráficos en los que más se utilizan los ajustes de posición son los gráficos de barras. Su posición por defecto es position = “stack”. Se pueden cambiar con el argumento geom_bar(position = “xxxx”), aunque si usas las funciones
position_xx()` tienes más flexibilidad:
ggplot(iris , aes(Species)) + geom_bar()
ggplot(mtcars, aes(cyl)) + geom_bar()
![](data:image/png;base64,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)
Para poder visualizar gráficos de barras con 2 variables,tenemos que usar otro dataset: mtcars
ggplot(mtcars, aes(factor(cyl), fill = factor(vs))) + geom_bar() #- pos
ggplot(mtcars, aes(factor(cyl), fill = factor(vs))) + geom_bar(position = "fill")
ggplot(mtcars, aes(factor(cyl), fill = factor(vs))) + geom_bar(position = "dodge")
ggplot(mtcars, aes(factor(cyl), fill = factor(vs))) + geom_bar(position = position_dodge2(preserve = "single"))
![](data:image/png;base64,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)
Por ejemplo, podemos modificar la posición por defecto de nuestro gráfico de puntos con el iris dataset usando dos enfoques:
ggplot(iris, aes(Sepal.Length, Petal.Length)) + geom_point() + geom_point(position = "jitter", color = "pink")
ggplot(iris, aes(Sepal.Length, Petal.Length)) + geom_point() + geom_jitter( color = "pink")
![](data:image/png;base64,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)
geom_jitter()
, o alternativamente geom_point(position = "jitter")
cambia la posición original de los datos añadiendo un poco de ruido, haciendo que se desplacen un poco. Esta técnica se usa muchos cuando hay muchos datos similares (overplotting).
3.9 Coordenadas
The coordinate system determines how the x and y aesthetics combine to position elements in the plot. The default coordinate system is Cartesian (coord_cartesian()), which can be tweaked with coord_map(), coord_fixed(), coord_flip(), and coord_trans(), or completely replaced with coord_polar()
Por ejemplo: coord_fixed()
. En nuestro gráfico, tanto la longitud del pétalo como del sépalo se miden en las mismas unidades, así que su ratio implícito es 1 a 1. Cambiemos el ratio de las coordenadas con coord_fixed()
p <- ggplot(iris, aes(Sepal.Length, Petal.Length)) + geom_point()
p + coord_fixed(ratio = 1/3)
p + coord_fixed(ratio = 3/1)
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)
6. Tipos de gráficos
En está sección presentaremos algunos ejemplos de algunos de los gráficos más utilizados en el análisis de datos. Puedes ver listados más completos en:
6.1 Histogramas
Se utilizan para mostrar la distribución de UNA variable continua, por ejemplo la longitud del sépalo (Sepal.Length).
Para hacer histogramas en ggplot2 se utiliza geom_histogram
y, a veces, geom_freqpoly()
. Los dos geoms trabajan de la misma manera, dividen la variable x en intervalos y cuentan las observaciones en cada intervalo, para mostrarlas en el eje Y. La diferencia entre ellos es que geom_histogram
utiliza barras para mostrar el número de observaciones o frecuencia absoluta, mientras que geom_freqpoly()
usa lineas.
ggplot(iris, aes(Sepal.Length)) + geom_histogram()
![](data:image/png;base64,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)
Como ves, lo que hace un histograma es dividir el eje X en intervalos o “bins” y mostrar en el eje Y el número de observaciones de x que caen en cada “bin”. Además, ggplot2 nos avisa de que por defecto se divide el eje X en 30 intervalos, pero que podemos cambiarlo con bins = my_n_de_bins
.
p <- ggplot(iris, aes(Sepal.Length))
p + geom_histogram(bins = 40) + xlab("40 intervalos")
p + geom_histogram(bins = 4) + xlab("Sólo 4 intervalos")
![](data:image/png;base64,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)
Otra opción interesante es elegir la anchura del intervalo con la opción binwidth
.
p <- ggplot(iris, aes(Sepal.Length))
p + geom_histogram(binwidth = 0.1) + xlab("He elegido la anchura = 0.1")
p + geom_histogram(binwidth = 1.1) + xlab("Esta vez la anchura = 1.1")
![](data:image/png;base64,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)
Si en el eje Y queremos frecuencias relativas o porcentajes en lugar de counts, podemos hacerlo con:
ggplot(iris, aes(Sepal.Length)) +
geom_histogram(aes(y = stat(count) / sum(count)), bins = 10) +
scale_y_continuous(labels = scales::percent)
![](data:image/png;base64,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)
Se puede mejorar bastante la apariencia del histograma jugando con los colores y opciones:
ggplot(iris, aes(Sepal.Length)) + geom_histogram(bins = 10, color = "black", fill = "tomato")
![](data:image/png;base64,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)
Si asociamos/mapeamos la variable Species a alguna estética, por ejemplo a la estética “fill” o relleno de las barras con aes(fill = Species)
, se visualizará qué parte de cada intervalo pertenece a cada clase de lirio.
ggplot(iris, aes(Sepal.Length)) + geom_histogram(bins = 10, aes(fill = Species), color = "black")
![](data:image/png;base64,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)
Evidentemente, también podemos visualizar como cambia la distribución de la anchura del sépalo entre los 3 tipos de lirios si hacemos un small multiple:
p <- ggplot(iris, aes(Sepal.Length, fill = Species)) + geom_histogram(bins = 10, color = "black")
p + facet_grid(cols = vars(Species))
![](data:image/png;base64,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)
Para mejorar la visualización podemos poner en el fondo el histograma para todos los datos. Lo aprendí aquí, aunque ahora mismo hay un paquete para implementar esta técnica, es el paquete gghighlight
.
iris_backgroung <- iris %>% select(-Species)
ggplot(iris, aes(x = Sepal.Length)) +
geom_histogram(data = iris_backgroung, fill = "grey", bins = 15) +
geom_histogram(aes(fill = Species), bins = 15) +
facet_grid(cols = vars(Species))
![](data:image/png;base64,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)
geom_density()
Una alternativa a los histogramas son los gráficos de densidad con geom_density()
. Pero, según Hadley:
they are harder to interpret since the underlying computations are more complex. They also make assumptions that are not true for all data, namely that the underlying distribution is continuous, unbounded, and smooth.
Como dice Hadley, geom_density()
estima la función de densidad, por lo que la estimación depende de una serie de paramétros como adjust
. Hacemos uso de xlim(3, 9)
para expandir loslímites del eje X.
ggplot(iris, aes(Sepal.Length)) +
geom_density(color = "red", size = 1.2) +
geom_density(color = "blue", size = 1.2, adjust = 3) +
geom_density(color = "black", size = 1.2, adjust = 0.5) + xlim(2, 10)
![](data:image/png;base64,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)
Podemos asociar la variable Species a la estética fill con aes(fill = Species)
para obtener una estimación de la densidad para cada tipo de lirio.
ggplot(iris, aes(Sepal.Length, fill = Species)) + geom_density(position = "stack", alpha = 0.5)
![](data:image/png;base64,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)
Hay muchas otras posibilidades. Por ejemplo:
ggplot(iris, aes(Sepal.Length, fill = Species)) + geom_density(position = "fill", alpha = 0.5) #- position = "fill"
ggplot(iris, aes(Sepal.Length, stat(count), fill = Species)) + geom_density(position = "stack", alpha = 0.5) #- stat(count)
Muchas veces se suelen hacer los histogramas superponiendo la f. de densidad normal o una estimación de la densidad de x con geom_density()
o con geom_line(stat="density")
. Para que el gráfico se vea mejor, ajustaremos el eje X con xlim()
:
#- calculamos media y desviación tipica de Sepal.Length para luego usarlas para construir la curva normal
media <- mean(iris$Sepal.Length, na.rm = TRUE) #- media de la longitud del sépalo
desviacion <- sd(iris$Sepal.Length, na.rm = TRUE) #- desviación
#- hacemos el histograma
p <- ggplot(iris, aes(Sepal.Length)) +
geom_histogram(aes(y=..density..), color="black", fill = "steelblue", alpha = 0.2)
#- le añadimos la densiidad estimada y la normal
p + geom_density( color="purple", size = 1) +
stat_function(fun = dnorm, colour = "red", size = 1, args = list(mean = media, sd = desviacion)) +
xlim(c(min(iris$Sepal.Length)-1, 9))
![](data:image/png;base64,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Si necesitas saber más cosas sobre los histogramas puedes acudir aquí o aquí.
Joy Division plots
Hace poco apareció el paquete ggridges y se pusieron de moda estos tipos de gráficos:
library(ggridges)
ggplot(iris, aes(x = Sepal.Length, y = Species)) + geom_density_ridges(aes(fill = Species), alpha = 0.5)
![](data:image/png;base64,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)
Como se parecen a la mítica portada del primer disco de Joy Division, algunos los conocen como Joy Division plots. Abajo os pongo un ejemplo sacado de la vignette del paquete ggridges.
library(viridis)
ggplot(lincoln_weather, aes(x = `Mean Temperature [F]`, y = `Month`, fill = ..x..)) +
geom_density_ridges_gradient(scale = 3, rel_min_height = 0.01) +
scale_fill_viridis(name = "Temp. [F]", option = "C") +
labs(title = 'Temperatures in Lincoln NE in 2016')
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6.2 Scatter plot
Scatter plot, gráfico de puntos o gráfico X-Y. Se utiliza para mostrar la relación entre DOS variables continuas. Lo tenemos más que visto, ya que es el tipo de gráfico que hemos utilizado durante todo el tutorial.
ggplot(iris, aes(Sepal.Length, Petal.Length, color = Species)) +
geom_point() +
labs(title = "Gráfico 1: Longitud del sépalo frente al pétalo",
subtitle = "(diferenciando por especie de lirio)",
caption = "Datos provenientes del Iris dataset",
x = "Longitud del sépalo",
y = "Longitud del pétalo",
color = "Especie de lirio")
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+MLU/bYcPVQ5Ns3gAAOBVGCbwyKK7roWgLCgqO1+3kyZNOlxo6dKgyYryd2bNnb9++ffv27UrabMe/F1Xffvut/GHMmDF1ja312GOPyXmFkhCuX79ekiQhRK9evYYMGeJ0qbS0tDvvvFMp78eYGxV/VYWLJtG6dWvHiatXr66pqRFCXH311U4LaLVa71LihrBmzRr5w8MPP2z7iKmtBx98sK4BrhpozTt37jxz5owQIjMzU7652qlbbrlF/uBjM1YOU25u7oYNGxwLjBs3bubMmTNnzlTePemvCF28juHvf/+7/GHTpk2VlZXKdL+fiBrDScPpt8xflezpV9iFBm2ZAf4XY8vTdthw9dAkmzcAAE6FUQKv3M4q9+/5l93gPe4wm8179+59++23lXv//GLTpk3yhz59+tRV5tJLL5XzCuUpPuXdS71793axcmWui7eOhTp/VYXyoKwjx9sihBCbN2+WP3Tr1q2uBV3MCjBlrwcNGlRXmfT0dOVpjsCsWWn8l156qYtNdO3aVf4gvyfMazk5OfLTvLW1tYMHDx49evRnn32mvOrMKX9F2K9fv7qW7d69u/zDh8VisX2KpC5en4gaw0nD6YnXX5Xs6VfYhQC3TFkD/Yux5Wk7DHw9hHTzBgDAKfvbU5sw5cHakpKSoqKium6k//HHH51Ob9asWVlZWV0rr6ujRiFJUm5u7i+//LJv377Dhw8fO3YsLy/PYrG4FbonlFs6PeojUn7UaNOmjYtiym42xI8gjYS/qsL14o7kjikhhIv75JWBA4KrpqZG6VKTxwCvS1ZW1vbt2wO2ZqUOlyxZsmTJkno35zrZrpder//444+HDx9+7tw5i8WydOnSpUuXqlSqzp079+vX78orr7zyyittH9f3V4QREREtWrRwsVS7du3kylGeG1L48UTUGE4aTk+8/moGnn6FXQhAywzYvxiFF+2woeuhiTVvAACcCqMEvnv37mq1Wr5//qeffrrhhhvcX9ZoNJaXl7so4Pq5+jVr1jz22GPyo+l22rdv365dO+W2Yd+VlJTIH5Txsd2h7J3rC7L09HT5Q2lpqVfRhQB/VYXjQ9GuKQfO9m1/dpRhvYJLybFVKpXrkDy909jHNSt16Car1Woymby4z1/Rs2fPQ4cOzZo169///ndxcbEQQpKkffv27du379///rfBYLjlllv+8Y9/2P566HuEaWlpLl52LYTIzMyUEye7xunfE1FjOGk4PfH6qxl4+hV2oaFbZiD/xSi8aIcNWg9Nr3kDAOBUGCXwiYmJ3bt337ZtmxBi5cqVHiXw+/fvlx+Hq4uL65hFixaNGzdOXtxgMPTr16937945OTlt27bt3LlzcnLyV1995cerq+joaPmDnE64KSYmRv7g2GVn6+zZs3ZbaXqCVRXK29Fc9OT42GPsHceWrzyaLklSQUGBi5+KlIGj3eTjmpVjcdVVV11zzTXubNF1BuKOZs2avfbaay+99NLGjRvXr1+/YcMG5aHf2traDz744Ouvv96yZUu7du38FWFBQYEkSS4iV5qubeP0+4moMZw0nFZCUJqBaw0aUoD/xSi8aIcNVw9NsnkDAOBUGCXwQojrrrtOTuCXLFny4osvut9H7fVo1cXFxVOmTJGvKm6//fZXX33Vo45xLyQnJx85ckQIcfz48YEDB7q/lPzh2LFjLoodPXpU/uD6joOQFqyqUNZz6tSpusrUNYZiwzl37lxtba3dRJ1Ol5CQcP78eSHE4cOHXTTpgwcPerQ5H9es1GFmZuY999zj0aZ9pNPpBg8ePHjwYCGE2Wz+/fffP/3007lz59bU1BQXF0+cOPGHH37wV4Q1NTX5+fkuKufQoUPyB6UxN8SJqNGeNILYDOrScCEF/l+Mwot22ED1EFbNGwCAMBrETghx3333yf2cRqPx8ccfd3OpvXv3/uMf//BuiytXrpT74rp377548WKnVxUmk8m7lTvVo0cP+cPOnTvrKvPdd99lZmbaXkIpS+Xm5rpYuTK3Z8+efoi1UQpWVVx00UXyB+XlZI6c3h3qF3XdYLJ//36n05V3Mv388891rdNsNu/atcvTSHxZs3Ls6gpbVlFRceTIkSNHjii9Z94pKioqLCwsLCxU3nAh02q1/fr1e/3111evXi1P+eWXX+Qy/orwt99+q2vZffv2yb+AqFSq7t27yxMb4kTUaE8aAW4GwQ0p8P9ibHnaDhuoHsKqeQMAEF4JfHJy8pQpU+TPS5YsefPNN+tdxGg03nbbbdXV1d5tUeky7d+/v0ajcVrGiyTHBeWFNwsWLKjrgcPPPvssLy8vLy8vOztbniL3HAohNm/e/NNPPzld6uzZswsXLpQ/X3bZZX6MuVEJVlUoL1VasWJFXl6eYwGLxTJ37ly/bMvR6dOnnU7/+OOPnU6//PLL5Q9vvPFGXYM7Lly40PXdp35fc9++fSMjI4UQ69evd/ED1pQpU9q3b9++fXsf3wN/9913p6WlpaWlLViwwGmBwYMHy/GYzWY5YH9F+Morr9S17PPPPy9/6NGjh9Ir2BAnokZ70ghwMwhuSIH/F2PL03bYQPUQVs0bAIDwSuCFEC+88ILS1fnwww8/8sgjVVVVdRXOzc295JJLXFxn1EsZUVy50c7O1q1bX3/9da/X7+i6666T+x/KyspmzJjhWGDPnj0ffvih/Fm5x75Dhw5K5j9t2jTHEfusVusTTzwh11Vqaur111/vx5gblWBVxUUXXXTJJZcIIcxm87PPPutYYMGCBXW1Inc47WNXBopbtWqV49xdu3a9//77Ttc2duxYeWSp4uLiRx55xHGc5xMnTihX8B7xZc3R0dF33HGH/HnixIlOv9rr16//6KOPhBAGg+HWW2/1IkKF0udWV5qxZcsW+bc/g8EgV7W/Ivz999+dHpoVK1YsW7ZM/vzCCy8o0xviRNRoTxoBbgZO2X3dGi6kwP+LseVpO/RLPTieysKqeQMAIKTwc/jwYdvXcTVv3vy55577/fffzWazXMBkMm3cuHHSpEnKy36fe+65Cy+8UAgRExNjuyqlP3/RokVOt6Uk/yqVauHChbazKioqnn76aYPBoEQyePBgu8WPHz8uz+rVq5fjypWtL1261Hb6okWLlHXedNNNhYWFyqwffvhBeXPy8OHDbZf67bfflL6L7Ozsbdu2KbNOnDgxbNgwZZ3vvfdeHVXrAeUQ5Obmui5ZUFBw61+WLFni/iZsX4L9559/ur+gL1Xx2GOPybPmzZtX1/r79u0rlzl8+LDt9E2bNmm1/zcsxZgxY86fPy9Pr66ufumll1QqldJamjdvbrdO5Up37dq1ttOVwd4MBkN1dbXdUnPmzFHa5/z5821nffXVVwkJCcqe2rV8SZKeeOIJZe7QoUMPHDggTzcajStXrpSfIFV255133qmrNhz5suYTJ040a9ZMntWtW7cNGzYos4xG4/z585Wxpu6//37bBSdMmOD02+SC7Ssnb7755mPHjimzLBbLN998o9zKO2bMGN8jdLwv46mnnioqKpLnFhUVzZw5UzllDRw40HZZH09EdVVOg540lF+XlDOzot4Tr9eVLPn2FXbxdfMlJBca6Mi64Es79KUeXNRtKDZvAAC8Fo4JvCRJp06d6tKli91ViFqtTklJSUlJUS4+hBB6vX7u3LmSJE2dOlV4nsBLkjRq1ChlbTk5OWPGjBk7dmyfPn2UQW5Hjx6tXHzcfPPNtleN3iXwkiSNGzfOdteysrIGDx7cqlUrZUpqaqo8hrCt1157zXaphISEgQMH2r173DYV8YX7Cfzhw4eVrU+fPt39Tdgm8JmZmVn1ufXWW5Vlva4KX67+JUl66623lPWrVKqcnJxevXopb1GaP3++ckDtFqwrgZckSblc7tu373333SeP1SwrLCy0fUlSdnb2mDFjRo0apfzKo9Vq5WbjmMBXV1f369fPtkKSk5N79eoVEREh/6nX65Xd8SiB93HNX375pe17pzIzMy+77LK+ffva/h5xxRVXGI1G26W8yGRsl5KPV2Zm5qBBg/r27au8N04IkZOTU1JS4nuESuLUsmVL5eEX+bXznTp1sh2sOy4ubvv27Xah+nIiclE5DXfS8CWB97qSJZ+/wi6+bl6H5FoDHdm6+NgOfakHF3Ubcs0bAACvhWkCL0lSTU3N7NmzlddWOTV06FD5BXKSJH366afCqwS+pKRkwIABTteflpb2ySefSJLUpk0bZWKXLl2UZb1O4K1W69NPP13X63MHDBiwa9cup9EuWLCgrjrR6XTTp0+3WCzuVXA9ApzAu8OuZ8a7qvDx6l+SpDlz5tj2F8m0Wu3cuXPz8/PlP7Ozs+2WcpHAK/esyuLj423n/vTTTy7GT547d+7IkSOFswRekqTy8vIbb7zR6YIJCQkrV65UDoFHCbzva/7uu+/sLrIVGo1m3LhxpaWldot4l8BXVlbedNNNLt50NWzYsOPHj/slQiVx6ty5c35+vt1vHIp27dr9/vvvjlv05UTkunIa6KThYwIveVXJks9fYddfN+9Ccq3hjqxTPrZDX+rBRd2GXPMGAMBr4ZvAy0pKSv7zn/+MGjWqS5cuSUlJBoMhMzOzb9++Tz31lF3XQWlp6dKlSz/77DPbiW5eR0qStGzZsmuuuaZTp04GgyE1NXXQoEFvvPFGeXm5PHfr1q39+/ePioqKi4u77bbblKW8TuBlBw8enDZtWrdu3RITE2NiYnr06HH77bf/5z//sVqtLkI9d+7c7NmzBw4cmJaWptPpkpKSevTo8eSTTx46dMj1Pnqk8SfwkldV4XsCL0nS/v37J0+enJWVZTAYMjIybr311q1bt8rT5QUdb0x1kcCXlZU9/PDDWVlZOp0uJiamT58+dgVKSkpmzJhxySWXNG/eXKmN1NRUubW7SOBlP/zww913392+fXu5Aefk5Dz11FOnTp2SbA6Bpwm872uuqqqaO3fu8OHDMzIyDAZDenr64MGD77//fuUnOTveJfCyHTt2jB8/fuDAga1btzYYDK1btx48ePDEiRNdJDBeRGibOEmSZLFYFi9ePGzYsLS0NL1e36JFi8svv1x+cZ2LjXp3Iqq3chripOF7Ai95XsmSz1/her9uXoTkjgY6so780g4lr+qh3roNoeYNAIDXVFIdr48C0NisWrXqqquuEkJMmDBBuZ3ev8rLyw8cOKDX67t06WL7LAmC7vTp0/LPXp07d963b1+ww0GYoh0CABBc2mAHAEAIIcrLyydNmiSEiI+Pr+t1ccrbjOQhFRtCbGys8iZ2AAAAAI0KCTzQKMTGxubm5srPCzz00EOdOnWyK1BZWfnBBx8IIVQqFa8sAgAAAMIQt8gCjYV8e7wQYuzYsaWlpbaz8vLyhg4dWlBQIIS47rrr6hr/CQAAAEATRg880FjMnDnz+++/37t376ZNm1q3bn399ddnZWWVl5fv379/48aNJSUlQojExMQ333wz2JECAAAACAISeKCxiI2NXbFixejRo3///ffS0tJFixbZFcjOzv7ss89at24djOgAAAAABBkJPNCItGvXbsuWLV9++eVHH310+PDhI0eOqFSq1NTUvn37XnvttTfddBMjw4ctjUaTlZUlhEhPTw92LAhftEMAAIKL18gBAAAAABAC6M0DAAAAACAEkMADAAAAABACSOABAAAAAAgBJPAAAAAAAIQAEngAAAAAAEIACTwAAAAAACGABB4AAAAAgBBAAg8AAAAAQAgggQcAAAAAIASQwAMAAAAAEAJI4AEAAAAACAEk8AAAAAAAhAASeAAAAAAAQgAJPAAAAAAAISB8E/i5c+eqVKp169a5WT4lJUWlUj3zzDPyn0VFRSqVSqVS/etf/7IreebMmTvvvDMzMzM6OnrmzJn+DLqRcVEJQWR3pNA0BLexNVCjslgs8k7985//VCZ6sad+qZy77rorISGhoKDA6zUAAACgoYVpAn/mzJknn3xyyJAhl19+uX/XbDKZrrzyyg8//DAvL6+qqqq4uNi/6weAhvDcc89VVlY+8MADwdWnrPcAACAASURBVA4EAAAAdQrTBP6BBx4oLS196aWX/L7mn3/++Y8//hBC3H777Rs2bJg2bZrfNwEAftemTZtJkyZ9+umnK1euDHYsAAAAcE4b7ACCYOPGjZ9//vnQoUP79Onj9UoSExPle03j4uJspx8+fFj+8MYbb6SkpPgSZ+NXVyUAfhc+jc2LPfVX5UyfPn3u3LmPPvro1VdfrVKpfFkVAAAAGkI4JvBvvfWWEGLs2LG+rESlUjVv3txxutlslj80+exd1F0JgN+FT2PzYk/9VTkZGRlDhgxZu3bt6tWrR4wY4fsKAQAA4F9hdwt9Xl7e8uXLY2JiRo4cGexYPGOxWM6ePev7ekwmU1VVlSRJvq+qgTT+CGUVFRUWi6VBN+Gvg+4vAdhluK8hmsedd94p/vqVEwAAAI1N2CXw7733ntlsHjlyZHR0tNMCX3/99VVXXZWWlhYREdGmTZt77rnn4MGDjsUqKyvthn1+8cUXVSrVlClT5D/luQ8//LDdUq+99lq/fv2SkpJiY2O7det27733HjhwwHH9Op1OpVKtWbNGCPH555937949IiJi+fLlXqwqNjZWpVJ98803FRUVEydOTEpKio6OjoiIyMnJGT9+/PHjx53Ww65duyZNmtSuXbvIyMjU1NRBgwa98847RqPRdSXY+uGHHyZPnjx48OC0tLTY2NgLLrjgmmuu+eqrr6xWq18idPNIKfLy8qZOnZqdnR0TExMbG5udnT116lTXi9h69913VSpV165dhRCLFy/u2LFjbGysVqtNSUkZMmTIokWLHPfL0+3We9BdcL89CCFKS0tnzpw5ePDgjIyM6OjonJycG2+8cePGjf7aZY+CEf5obJ5usS6eNip/bddunU731EXzcF05HrX8G264ISoq6rvvvnP/qwEAAIDAkcJM9+7dhRALFy50nGUymR599FHHKoqMjPziiy+Sk5OFEDNmzJALV1RUyHMXLFggT5k1a5bjsg899JCy/u3bt2dkZDiWUalUL730kl0wWq1WCPHtt9++8847Ssl58+Z5saqYmBghxCeffCLvux2DwfDrr7/aLfLyyy9rNBrHwp06dTp+/LhSzLESZEajcfTo0Y6Ly4YPH242m32J0KMjJfvyyy8TExMdF9HpdG+++aZjY3AkH4guXbo8++yzTvdr0KBBpaWldkt5tF3XB90Fj9rDhg0bEhISnO7CI4884vsuexSM5HNj82KLTnnRqHzfrvLEzT/+8Y9699RF83BROV60/MGDBwsh3njjDXd2AQAAAIEUXgn8n3/+KY/MtG/fPse5EyZMkC9tExIS7rvvvsWLF7/00ksDBgyQL+L1er1wmcDLlGtru5WfPXtWyZpuueWW995775NPPnn88cebNWsmT3z55Zdty8sX688++6xGo2nZsuVLL720bNmyM2fOeLEqOT1u27atECI7O/v//b//t2nTpm+++ea6666Ty7dp08a2/KJFi+TpaWlpTzzxxKeffrpgwYLhw4fLEzt16mQymVxXwuzZs+XpHTt2fO2115YvX/7FF1/Mnj27Y8eO8vTXX3/dlwg9OlKSJH311Vdyeb1eP2nSpIULFy5atGjSpElySSHE8uXLHduDHfnIRkZGyk2oV69eM2fO/PDDDx966KEWLVrI6xk5cqTtIp5u18VBd8Gj9pCfn5+amiqEiI6OfuCBBz7++OOvvvrq5ZdfTk9PlwuvXLnSl132tHH63tg83WJdPG1UftmuFwm80+ZR1yLetfzp06cLIa6++mp36g0AAACBFF4J/LJly4QQ8fHxVqvVbtbu3bvVarWcMxw6dEiZbrFYpk6dKv7idQIvr0Sr1X755Ze2048dO9apUyc5SbDtb5Qv1rVa7eWXX15SUuLLquT0WAgxePDgsrIy20VuuOEGedaRI0fkKdXV1XKnYnZ29okTJ2wLP/nkk3LhxYsXu66E1q1bCyE6d+5st7nS0tKsrCwhxLXXXms73aMIPT1SZrO5c+fOQojk5GS7nvwNGzbInZMXXHCB3U0Bjmy7PcePH68klpIknT59umfPnvKszZs3e71dFwfdBY/ag3KL9ffff29b+MiRI3JSd/fdd3u9y54G45fG5unXwSlPG5W/tutFAu+0eThdxOuW/+WXXwohYmNjbY84AAAAGoPwSuDlW2QvueQSx1k33XSTfAW8adMmu1lWq/WCCy6wu4L3KIE/duyYnB09+uijjptet26dvMjTTz+tTJQv1tVq9e7du31clZweazSaPXv22JVfvXq1XH7NmjXylH/+85/ylLVr19oVNplMcpfjXXfd5aISampqMjMzMzIy3n77bccI5cH/u3TpYjvRowg9PVJKH++cOXMc41H298MPP3Sca0s5sq1atTIajXZzDx48KN8HPnz4cK+3W9dBd8HT9iCnnXq93vE3rBkzZowdO3bmzJle77Knwfje2Lz4OjjlaaPy13a9SOCdNg+ni3jd8o8ePSrP2rlzp+v4AQAAEGDhNYhdfn6+qOMFbxs2bBBCOH05vONYdJ5atWqVPCLXQw895Dh3yJAhHTp0EEI4jiI2YMCAnJwcv6yqf//+Sh6ikLvKhRDSX0O+f//990KInJycyy+/3K6wVqudO3fu7Nmzhw4dWseOCiGEwWA4efLkqVOnbLsuFefOnatrQTcj9PRIyVURHx8/fvx4x41OmjRJ/vnAscbq8tBDD+l0OruJHTp0uPnmm4UQ69evl0P1eruOB90FT9tDWlqaEMJoNC5YsMCu8MyZMxcuXDhjxgzH9bi5y54G43tj8/rrYMfTRuWv7XrB/ebhdQuUH/gXf50wAQAA0HiEVwJfUFAghHAc0qm8vFye1bdvX6cLDhw40JftHjp0SAiRnp7udMgrIYScuO7evdtuuvxYuF9WpTx/bku+bdhx/RdddJHTld9yyy3Tpk0bM2aM07lOSZJ0+vTpDRs2zJ8//6abbvrmm2/qKulOhF4cqcOHDwshOnfuHBkZ6Vg+JiZGzrWOHDlSz5785eKLL3Y6vV+/fkKI6upqOUKvt+t40F3wtD3cfPPN8vsXJk2adPHFF7/44osbN26sra11vRU3d9nTYHxvbF5/HWx50aj8sl3vuN88vG6BsbGx8v0FcrUAAACg8dAGO4CAKiwsFM4SePlKV9R9cdyqVStftiuv//Tp0/JgYHUpLi62m5KZmemvVcldr66ZzeYTJ0443a6n9uzZM2/evF9++eXgwYPV1dXuLOJOhF4cKXkR+dl7p7KysrZv3+5+Al/XqpSQjhw50qJFC6+361Hle9oeOnTo8OWXX06ePPnIkSO5ubm5ublCCIPBcOmll95444233XZbXFyc01CdrtbpLrsZjF8am9dfB8eVCM8blY/b9Y771eVLy09KSsrPzyeBBwAAaGzCqwde7omye7+0EMJgMMgf6rocj4iIiIqK8nq78g8H9bJarcozscp2/bUq15mGzGg0ykspFeKdV199tVu3bu+8887OnTstFkuPHj1uueWWv//972vWrBk3blxdS7kToddHysXK5UeLa2pq6t2661UpN5lXVVX5sl3Hg+6CF+1h6NChe/bs+fzzz8eOHSv/aFJbW7t27dp77703Ozv7xx9/dFzczV32KBi/NDavvw62vGhUftmudzxqHsLbli/flOG06x4AAABBFF4JvJyuFBUV2U1v27atfJlbVzfsuXPnbLMyT7Vp00YI0a9fv3rHJJAvqQOzKkdRUVEtW7YUQshdo9754Ycfpk2bZrFYunTpsnLlyrKysq1bty5duvT5558fNmyY8v4q73hxpNq3by+EOH78eF3rPHbsmBBCvp3YHXWtSunIlZ8F8Pt2nfKuPRgMhhtuuGHhwoX5+fkHDx6cP3++/Oa2M2fOjBo1yvEL4uYuexSMXxqbX74OXjSqBv0a+ovXLdBqtZaUlAj3booBAABAIJHACyFERESE/F7rzZs3O11wx44dvmxXfq3U0aNHpb9GYrNjsVgsFovVag3kqpySM7G6nt198cUXL7744quvvtrFGuSxryMjI9euXXv11Vfb9a/62CHpxZGS05h9+/Y57Wmsrq4+ePCgqOMJfKe2bt3qdPqWLVuEEHq9Xr7j2u/bdcrT9nDixIkTJ07Y3trdoUOHCRMmrFq1as6cOUKIP//88+eff7ZbiZu77Gkwvjc2v3wdvGhUDf019AuvW+D58+flyEngAQAAGpvwSuDlx0FPnz7tOGvQoEFCiO+//17OSey8+uqrvmxXfmN2YWHhihUrHOf++eefCQkJWq3273//eyBX5ZQ8LNnvv//+66+/2s2yWq3z58/Pzc11/TRBXl6eEKJt27bNmze3myVJkvzQtS88PVLyHpWUlCivQLf1/vvvl5WVCSEchx+vy5tvvun4M8TRo0c//vhjeT3ywHt+365TnraHAQMGZGVl3XXXXY6FlfHe5d5XW27usqfB+N7Y/PV18LRRNfTX0C+8boHKGdLF8/MAAAAIjnpvAW1K5JdFaTSaiooKu1n79++XX2qdnZ195MgR21mvvPKKUl3evQfearXK43gnJibK79xS1NbWXnPNNUIIlUp1+PBhZbp85+2sWbPs4vRiVfLLopTI7fZajvbbb7+VpxQVFcXHxwshunfvfubMGdvCL7zwglx4/vz5Liph4sSJQoiIiIjCwkLbxaurq++//365fHZ2tu0sjyL09EiZTCa5vzQlJWXz5s225X/77bekpCQhRMeOHU0mk+PWbSlHVggxefJks9mszCooKFAGMP/xxx+93m5dB90FT9uDPCUiIuKPP/6wW9X06dPlXdi7d693u+xpML43Ni++Dk552qj8tV0v3gPvtHk4XcTrlj9//nwhRJs2bVwHDwAAgMALr1Ho+/TpExsbW15enpubK/e5KTp16jR27Nh//etf+/bt692795gxY3r37n3u3LlVq1Z99913BoOhbdu2+/bt8267KpXqrbfeGjBgQHFx8RVXXDF69Oh+/fplZmYeOnTovffek3PUp556ql27doFclVOJiYnPPPPMo48+umPHjp49e44fP75nz54VFRXLly//4osvhBADBgy4++67XaxhxIgR8+fPr6mpGTJkyIwZMy644ILi4uJdu3a99dZbR48ejY6OrqysPHDgwJo1a/r37x8bG+tphJ4eKa1WO3v27Ouvv/7cuXODBg2aMGGC3DP566+/LliwQB6s69VXX3X/WeXIyMh58+bt2LFj5MiRWVlZW7duXbJkidxpOWLEiMGDBzfQdp3ytD1MmjRp5cqVNTU1vXr1kt8kl5KScvr06c8//3z16tVCiCuuuKJz587e7bKnwfje2Pz1dfC0UTX019AvvG6BmzZtEjZ3ZAAAAKARCfYvCIF21VVXCSFefvllx1nV1dVOH7iNiIhYtmzZrbfeKrztgZetXbs2PT3dcf1qtXrq1Kl2hV13xnq0Ko/6t5W9cDo2ePfu3Y8dO6YUq6sSxo8f7zS2J554YtmyZcqUkSNHehehR0dK9sYbbzhNlRMTE5cvX+60ku0oR3b16tVyv7GdMWPGVFZW2i3l0Xa96IGXedQepk2bVtfI5H379i0pKfFxlz0KRvK5sXmxRae8aFS+b7dBe+BlXrT8nJwcIcTSpUvd2QUAAAAEUtgl8B999JFwOXz0p59+OmLEiNTUVL1en56efuedd+7evVuSJN8TeEmSiouLn3jiia5du8bFxcXGxvbo0WPs2LHy+u3Um8u5vyovEnhJknbs2DFmzJhWrVoZDIasrKwrr7zy3Xfftb2J2kUlSJK0fPnyoUOHZmZmyouPHz9+165dkiRZLJZ77rknPj4+MjLygQce8CVCN4+U7aruu+++jh07RkdHR0dHd+rUacqUKXl5eY4bdUo5shUVFadPn546dWrbtm0NBkNiYuKgQYM+/PDDuhZ0f7teJ/CSJ+1BkqRt27bdfvvtF110UWJiYkxMTNeuXa+//vpvvvnGX7vsUTCSz43Niy3WxdNG5eN2A5DASx62fPnNAnFxceXl5W7uBQAAAAJGJdUxinJTZTQaW7duXVBQcOjQIXmUZsAd77777pQpU4QQFRUV0dHRwQ4nEMJwl/Hcc889//zzDz300BtvvBHsWAAAAGAvvEahF0Lo9frJkycLIT788MNgxwIAjctHH32kVqvlH24AAADQ2IRdAi+EmDx5ckxMzKJFi4xGY7BjAYDGYt26dUeOHLnxxhuDO/weAAAA6hKOCXzz5s1feumlkydPym9LAgAIIWbMmBEbG/v6668HOxAAAAA4F44JvBDi/vvv792796xZs6qqqoIdCwAE34oVKzZt2vTyyy9nZGQEOxYAAAA4F17vgVeo1ep//etfb7311s6dO+V3IwOuZWRkyG/G1mg0wY4lQMJwl8PZkSNHHn300XvvvTfYgQAAAKBOYTcKPQAAAAAAoShMb6EHAAAAACC0kMADAAAAABACSOABAAAAAAgBJPAAAAAAAIQAEngAAAAAAEIACTwAAAAAACGABB4AAAAAgBBAAg8AAAAAQAgggQcAAAAAIASQwAMAAAAAEAJI4AEAAAAACAEk8AAAAAAAhAASeAAAAAAAQgAJPAAAAAAAIYAEHgAAAACAEKANdgABUlRUJElSsKNojLRabXx8fGlpqclkCnYsYUSn0zVr1kwIUV1dXVlZGexwwktSUlJ1dXVVVVWwAwkjKpUqKSlJCGE2m0tKSoIdTniJi4sTQpSVlQU7kPASHx+v1WoFlx8BFxUVFRkZWVRUFOxAwktMTExERIQQwrvrSeV/BAB30AMPAAAAAEAIIIEHAAAAACAEkMADAAAAABACSOABAAAAAAgBJPAAAAAAAIQAEngAAAAAAEIACTwAAAAAACGABB4AAAAAgBBAAg8AAAAAQAgggQcAAAAAIASQwAMAAAAAEAJI4AEAAAAACAEk8AAAAAAAhAASeAAAAAAAQgAJPAAAAAAAIYAEHgAAAACAEEACDwAAAABACCCBBwAAAAAgBJDAAwAAAAAQAkjgAQAAAAAIASTwAAAAAACEABJ4AAAAAABCgDbYAQSIwWAIdgiNlFqtFkLo9XqNRhPsWMKIUttarTYiIiK4wYQhqj1Y1Go1NR9gGo1GkiSqPcDk/62Cy4+A02q1QggafIApVzVcTwIBoJIkKdgxBIIkSSqVKthRAAAAAPgvrtIBj4RLD/z58+fD5KcKT2k0mvj4+LKyMpPJFOxYwohOp4uLixNC1NTUVFZWBjuc8JKYmFhdXV1dXR3sQMKISqVKTEwUQpjN5tLS0mCHE17i4uIkSSovLw92IOGlWbNmcldwcXExlx+BFBkZGRkZWVxcHOxAwkt0dLR814N315PK/wgA7giXBF6SJP6DukD9BJhS29R8sFDtwULNB5hc4VR7sHCSDwrqPFho8EAAMIgdAAAAAAAhgAQeAAAAAIAQQAIPAAAAAEAICJdn4AEAAIAAs0ribLmm2qSO0ltTYyyMtg7ARyTwAAAAgJ8Zzaq1B6O2nIioMv5f1h6tt/ZrUzOkY7VWzUhvALxEAg8AAAD4U0Wt+r2NzQrLNbYTK43qtQei9hfqJ/YvjdSRwwPwBs/AAwAAAP708dZYu+xdkVei/XR7TIDjAdBkkMADAAAAfnO8WHfonM5Fgd35hoJyboMF4A0SeAAAAMBv9hfq6y2zr8BVhg8AdSGBBwAAAPzmfFX9F9jnq5zfYA8ArpHAAwAAAH6jceP6WqNiEDsA3iCBBwAAAPwmOcZSb5kUN8oAgCMSeAAAAMBvuqTVqlSuCmjUIqeFMVDhAGhSSOABAAAAv0mNtfRpXeOiwMD21c0irQGLB0BTQgIPAAAA+NO1XSu6tKh1OqtnZs3fOlcGOB4ATQavoAQAAAD8SasWd/Yu351v/PVYxIkircmq0mukNkmmAW1rOjfn5nkA3iOBBwAAAPyvS4tauR/eZFHpNAw7D8APuIUeAAAAaEBk7wD8hQQeAAAAAIAQQAIPAAAAAEAIIIEHAAAAACAEkMADAAAAABACSOABAAAAAAgBJPAAAAAAAIQAEngAAAAAAEIACTwAAAAAACGABB4AAAAAgBBAAg8AAAAAQAgggQcAAAAaSoVRnXdeW2XkqhuAH2iDHQAAAADQ1Jit4tPtsX+c0ZutKnmKTiNdlFF7Q/cKUnkAXiOBBwAAAPypwqh+bV1CtVFlO9FkUW05EbGvQD9taIleaw1WbABCGr8AAgAAAP4056d4u+xdUV6rnvNLswDHA6DJIIEHAAAA/GbXGcP5KlfX2IVlmqNFuoDFA6ApIYEHAAAA/ObXYxH1ltlwNDIAkQBoekjgAQAAAL8pddn9LvuzUhOASAA0PSTwAAAAgN9Izh9+tyvU4GEAaJJI4AEAAAC/iYusf4T5xEhLACIB0PSQwAMAAAB+07dVTb1l+rWtvwwAOCKBBwAAAPymR2ZtnMFVJ3xyjKVTqjFg8QBoSkjgAQAAAH+aOrBEr3H+mHukXppyaWmA4wHQZJDAAwAAAP7ULMr6zPCi7DSj2mZAO61adE03PvO3oih9/Q/JA4BT2mAHAAAAADQWFqs4/Kf+1HmtyaKKMVjbJZtaNjN7sR6DRtzdp0wIkV+qLa5SJ0dbm8d5sx4AsEUCDwAAAAghxP5C/Rc7Y0qq/+ce1fYpppsvqkjwdtz4Fs3MLZr5IzgA4BZ6AAAAQAixPc+wcHOcXfYuhDh8TvfOz83OV2mCEhUA2CKBBwAAQLirqFUv3xkjOR94TpTXqD/fGRPYiADACRJ4AAAAhLutpww1ZpWLAgfP6s5V0AkPIMhI4AEAABDujhbp/FIGABoUCTwAAADCXWVt/VfF7pQBgAbFaQgAAADhLkJX/7vZ3SkDAA2KBB4AAADhLiO+/pe0Z7pRBgAaFAk8AAAAwl3PzFqNy+vitDhzRgIJPIAgI4EHAABAuEuJsVzesaquuTq1dFP3CleD1ANAQGiDHQAAAAAQfEM7ValV0toD0eb/fdS9WaR1dM/yVnS/A2gESOABAAAAIYQY0rG6Z2bt1lOGvBJdrVnVLNLaLtnULb1Wq5aCHRoACEECDwAAACiaRVqHdKwWojrYgQCAEzwDDwAAAABACCCBBwAAAAAgBJDAAwAAAAAQAkjgAQAAAAAIASTwAAAAAACEABJ4AAAAAABCAAk8AAAAAAAhgAQeAAAAAIAQQAIPAAAAAEAIIIEHAAAAACAEkMADAAAAABACtMEOAAAAAEDgVBlVx4t15TVqrUZKb2ZOi7MEOyIA7iKBBwAAAMKC0aJavSdq04kIi1WlTMyIN1/XtaJ1ojmIgQFwE7fQAwAAAE1fjVk1b0OzjccibbN3IUReiXbexvi9BfpgBQbAfSTwAAAAQNO3em90Xonz228tVrF0W2ylkdQAaOz4lgIAAABNXJVRteVEhIsCNSbV5uOuCgBoDEjgAQAAgCbuWJHOYq2nzKFzuoDEAsB7JPAAAABAE1deW/9lf1kNqQHQ2PEtBQAAAJo4nUaqt4xBW38ZAMFFAg8AAAA0cS3ceNl7WhxvkgMaOxJ4AAAAoIlr2cycFltPft4jozYwwQDwGgk8AAAA0PRd361S89e1v+O98t0zatunmAIbEQCPkcADAAAATV+bJNOYXmWROkkIofrfWRdl1I66qCIoUQHwiDbYAQAAAAAIhJwWxieSzm8+HnHwrK60Rq3TSBnx5otb1bZJou8dCA0k8AAAAHCL2Sp25Bn2FBiKKjVCiORoc9eWxm4ta9Xc0xk6ovXWIR2rhnQMdhwAvEICDwAAgPr9Wan5YEtcQZlGmVJQptmdb/j5cOSdfcoTIusf5BwA4CN+LwUAAEA9Ko2q+b82s83eFadLte9vjKsxqxxnAQD8iwQeAAAA9fjhYNT5qjqvG4sqNesPRQYyHgAITyTwAAAAcEWSxPY8g+sy2/MiAhMMAIQzEngAAAC4Ul6rrqit56LxfJW62sRd9ADQsEjgAQAA4Eqte8+3G3kMHgAaGAk8AAAAXImNsNabmqvVItpgDUQ0ABDGSOABAADgSoRWykgwuy7TJtGk5boSABoYJ1oAAADUY1D7ah8LAAB8RwIPAACAelzYsrZPVk1dcwe2q+7c3BjIeAAgPGmDHQAAAABCwA3dKtLiLGv3R1Ya/9sDFGuw/i27qnfrOnN7AIAfkcADAACgfiohBrSp7tO65liR9lyFRiVEaqwlK9GsUUvBDg0AwgUJPAAAANylVUsdUkwdUkzBDgQAwhHPwAMAAAAAEAJI4AEAAAAACAEk8AAAAAAAhAASeAAAAAAAQgAJPAAAAAAAIYAEHgAAAACAEEACDwAAAABACCCBBwAAAAAgBJDAAwAAAAAQAkjgAQAAAAAIASTwAAAAAACEAG2wAwAAAEADkiRx4Kx+f6G+uEqtVYvmceZuLWvT4izBjkucKdXuOmMoLNdYJZEYaclOM3ZINamCHZUfVRlV2/MMJ8/rKo3qWIO1daLpooxag1YKdlwAQhgJPAAAQJNVXKX5T27sqfP/veTbna//4UBU79Y1111YqVUHJ5k0WlTLd8ZsPWWwnbjxWGRWoum2XuXxkdagROVf204ZvtwVU2P+7y8SW08Zvt0XfWO38q4tjUEMDEBI4xZ6AACApqm8Vj1vQzMle1eSdUmIzSciluTGBiUqSRIfbImzy95lx4t1721sVmUM+W74racMn2yLVbJ3pearjKr/5MbtydcHKzAAoY4EHgAAoGlavTeqpPq/F3t2afHufP3ufCdZdEPbespw8KyurrlFlZrv90cFMh6/qzKqVu6Osb23wbbmrZL4YleM0RLyP1IACAoSeAAAgCbIaFHtzKsnP998PAgJ/O8nI1wX2JYXYQ7lm+j3FBhc30RQXqPeX0gnPABvkMADAAA0QYVlGpO1nm7evJI6e8IbTt75esZgqjap/qzQBCaYhnCqvh10swwAOCKBBwAAwvEk+gAAIABJREFUaIKqTfVf5lWbVAEexc5sVdX7s4IQosYcwteo1W4Mpe9OGQBwFMInRwAAANQl2lD/bejRejeSab/SqiV33qMWrQ/he+hjDPXvYEwo7yCAICKBBwAAaILSYs2RunoyyTZJpsAE49FGYyOsydHBf02919yp1bbJ5gBEAqDpIYEHAABogjRq0TerxkUBlRAD2roq0EDq3Wj/NjWqUL7BPDvNmBDlqoM9NdbSPplXwQPwRmiMn/Hjjz+uWbPm+PHjBoOhTZs2t956a+fOnYMdFAAAQKN2eceqQ+d0eSXOr/cGtq8OSg98p1Rj36yaTcedj0XfJsk0qH11gEPyL51aGnVR+YLf4izOHlDQa6Vbe5Sr6UQD4JXGfvKwWCwvv/zyG2+8sXfvXo1GU11dvW3btmnTpq1bty7YoQEAADRqeq00qX9pz8xauw7tCK10bdfKETmVQYpLXH9hxZXZlXrN/9zhr1aJPlk14/uWadUBHlnP/9olmyYPKEuNtX8QoGUz832XlGbEc/88AC819h74pUuX/vbbb6mpqdOnT2/Xrp0Q4uuvv54/f/68efO6deuWnJwc7AABABC1ZlVFrVqrluIiAz0kGOBahE66pUf50E5Vewt0BWVanVpqlWS+oLkxor7H4xuUSiWGdKzum1Wzr1B/tkJrsYjkGEun1HruPA8trRNNj152/vCfupPFuiqTKlovtUkyZSUx+jwAnzTqBL62tvabb77RaDSzZs1KS0uTJ15zzTV79+7duHHjr7/+eu211wY3QgBAmNtXoP/xUOTJ8zqrJIQQ0Xprj8zaIR2rovUh34WIJuNYkW7dwagjf+osViGE2H5aOtaydminqmaRQc6Wo/RSz8xaIWqDG0bDUalEhxRTh5QgPKcAoKlq1An8+vXrKyoq+vbtq2TvsokTJ1577bVxcXHBCgwAACHEyt3RvxyJtJ1SaVT/ciRy1xnDxH6ljnfPAoH30+HIVXujJZsflKpNqs0nIv7IN9zdp6x1IrklAISSRv0M/ObNm4UQffv2tZuemJiYnZ2dnp4ejKAAABBCiE3HI+yyd0VptXrh5jgzd9Mj2PYV6L/Z8z/Zu6LKqFq0Oa7K2KgvBQEAdhp1D3xeXp4QIiUl5fjx47/88svBgwc1Gk3btm2HDRtm1ycPAEAgWSXx3f4oFwWKKjVbjhv6B+MdXYDi232uWmmlUfXzkcgrs4M2lB0AwFONOoEvKysTQhw4cOCTTz6prf2/56O2bdv29ddf33vvvZdddpnjImfPnl29erXj9GuvvVav1zdotCFKrVYLIQwGg1bbqBtDE6PRaOQPWq02MtJ5Dx4ajk6no9qDQq1WN5maP/qnpqK2nq7L/eciL88Jcie8fLZpMtUeKtR/vSIsIsL5m9ICo6hSlV9Wzz/3fYWG63s0nXHjdDqdoMEHnHJVw/UkEACN+jsmJ+0ffPBBTk7OHXfc0aZNm+Li4pUrV65atWrOnDkdOnTIyMiwW+T06dNz5sxxXNXIkSOjo6MDEXRoCu4VRjjT6XTy1QYCiWoPFrVa3WROxRX59ZcprtI0kv1tJGGEoeDW/Kmy+ssUVTSdb6Wi6e1RqPDuelJy+owHgDo06gefVCqVEKJ169azZs264IILIiMj09PTJ0+ePGjQILPZvGTJkmAHCAAIUyoebwcAAAHXqHvgIyIiKioqRowYodyZI7vyyit/+umnw4cPOy7SqlWrp556ynG6xWKpqKhoqEBDmVqtjoqKqq6utlgYLTlwNBqNfIOfyWRSHg9BYERHR5tMJqPRGOxAwktMTIwQwmq1VlVVBTsW/4jRaoSo5zbd5GhLRUV1YOKpi9whVlPDo/gBFRUVJd9FH9xrjyi1Soh6+qKTY6wVFU3kWymE0Ov1Op2uspKn+gPKYDDI97V5fT0p/48A4I5GncCnpqZWVFQ4jleXmpoqhDh37pwkSar/7QRJSkq64YYbHFdVVFTE5YtTWq02KirKaDSaTLxIJnCUZ7DNZjMtM8Cio6Op9gBTqVRKAt9kaj41SsRFGMpqXN3I1jm1Ouj7K4//EvQwwk1ERIScwNfW1gbx9uAojUhvZjhd6upiLzutpik1D7VardPpmtIehQStVisn8N5dTyr/IwC4o1HfQt++fXshREFBgd30c+fOCSFatmyp4hZGAEAwqFVi+AWu+i1TYy29WpFFIMiGX1Dl4lIpxmC9tG2QbxIBAHikUSfww4cPF0KsWbPGav2f8VHXrl0rhOjQoUNwwgIAQIiemTVDOjjPjhKiLHf3KdM26v+xCAsdU43XXlipdtZMYwzWcX3LovSMHwYAoaRRX1y0a9cuOzv76NGjr732mvxKOZPJ9PHHH69bt85gMIwePTrYAQIAwtqVF1RN6F/aIcWk+evfabNI65AOVQ8PLkmKZmARNAoD2lTfd2nJBWlGnfr/cvUYg3VAm+pHLivJiDcHNzYAgKca9TPwQoipU6dOmzZt48aNv/76a3JycnFxscViMRgMU6ZMad68ebCjAwCEuw4ppg4ppWarqrxGpdeKaH3TeaV2I2e2qvYV6PNKtDVmVZzB2jbZ1CapqQ3mkleiPXhOX1at1mmkls3MF6QZDVpvOsxbJZjH9ikzW0VFrVqjFjEGK48gAkCIauwJfEZGxpw5cz755JPc3NzS0tL09PT27dvfeuutjiPbAQAQLFq1lBDFrciB88cZ/fJdMRW1/3MjYWaC+ZaLylNjm8K9D+er1J/uiD18Tmc7MUovXZVTebG3Yyto1SI+kh+YACC0NfYEXgiRmJh47733BjsKAADQKGw9ZVi2Ldbx95JT57VzN8Tfe0lJqOfwpdXquRviS6rtn3OsMqo+3R5TZVQNas/IcwAQphr1M/AAAAC2ymvVX+6Kqetuh0qj6rMdIf8+qhW7ox2zd8W3+6LPlmsCGQ8AoPEggQcAACFj2ylDrdnVE9zHi3X5ZSFwg2FdymvVu/MNLgpYrGLLiYiAxQMAaFRI4AEAQMg4Xqyrt8yxohBO4I8XaaX6hlM45kYlAACaJBJ4AAAQMipr6x9AvdIYwpc3Vab6g69woxIAAE1SCP+HAwAA4SZSX/9o/1FulGm0InX1Bx8dyjsIAPAFCTwAAAgZreLNbpQJ4RfCZ8ab6u1eb5VYfyUAAJokEngAABAyerSq1apd9T+3bGbOSAjh/DYhytoh1eiigEolvH4VPAAg1JHAAwCAkJEQaRmRU1XXXL1Guql7Rag/ID7ywkoXN8kP7lCd3iyEf6EAAPiCBB4AAISSS9pWj7ywQq+xT3EToywT+5dmuHGPfSOXHG25Z0BJWpzFbrpGLV2ZXXVldmVQogIANAYh/J4VAADgWqMd60yShMqHjvL+bWq6pxu35+nzSnS1ZlWMwdo+xZSTVqtpKh0TaXGWhwef31eoP3RWV1qj0Wmk9Hhz9/TauAirL6v1sdoBAEFHAg8AQFNTXqv++XDk3gL9nxUaoRLJ0QldWhgvbVcdY/Ap/fOR2arafDxiW57hTKnWYhWxEdZOqaaB7avTYr3pM4/SWwe0rRGiyT4NrlKJC9KMF6S5eh7eTUWVmp8OR+4v1JdUq9Vq0TzG3D29dkDbGr220f7CAwBwjgQeAIAm5ViRbvGW2CrlXeiSOFeh+fFQ5O8nDXf2Ls9KDM4I7WU16n/9Fpdf9t8Lj/Iade5Jw/Y8wzVdKvq3abJ5eNDtPG1Ytj3GZPm/nnerVeSXafPLtFtORozrW5YSY3+jPgCgMWsqt5oBAAAhzldrFm6K+2/2bqOiVr1wU1xJdRD+9Vut4t+b/id7V1is4qtdMXsL9IGPKhycKNYt3RarZO+2iv4/e3ceGEV5/w/8M7Oz9+Y+SAgkIZCECAjIGVBBDqUqiFKxiAIKX6oCP/HEqm1VpFLUqhWqoIgo9aiigIgHKGLlBqHcSQgESEhC7r3Pmd8fizEmm51JdjO7Sd6vv2DmycxnZzfZ+czzPJ/Honh7d6TT1y4AAAhbSOABAAA6jq2ntHZ3symZzcVsy9PJGY/XoRLNxbpmB/0JRJuP6TGYuy1sOaHzND9tosaq2FmokTEcAAAIFBJ4AACADoIX6Hip2n+bY6VqQfZc+X8lIh3slRZFafMZPrSOyc4WVSn9tzkq9oEBAICwggQeAACggzA7WJtLZES01cmYfQ2wb1OVZoVomwoJbaBFKi1Nltpr4hIuOwBAu4IEHgAAoIPwM1i6IbfsZcs8gvhEa3coC+R3TFIuqYcP37UGAQCgKSTwAAAAHUSkRuDEvtgVrBAR2FrirRCt9ZDYovSxOmTwQRYj4ZLG6nhUsQMAaEeQwAMAAHQQClboGS+ybHhWoks0yQ+63l2cROQnUdSphNSY0Kxv14HF6z3xepHhFtmJQVhnHgAAZIMEHgAAoOMYl21lmk+UWYbGZVllDOey3HS7Qe2vN3hMllWBW5I2ML63v7dbxQmjMm2yBQMAAIHDtyUAAEDHkRbrvqWv2WcOzzI0+Upz9xi37EGRRinMHGrUKH0Poh/U3XFNBtLINjGwm+Panr6vrZIV7h5iipJ9PgUAAAQCS7YAAAB0KCMy7ElRnq9P6M5VX86YGaL0ONeEHGuPuJANU0+LdT80unbLCd2xUnV9sb04vWdslm1Qqh3TsNvOzX0tabHurae0ZabLd30sQ727OCfkWJIiZa9nCAAAgUECDwAA0NFkxLkeuKbO7GCtQgQR6RiT/xHs8ojReaZdZdp91nW8XO3imUS959qeti6RIRgR0NQlk+J8jdLkYCLUfFqsO8HQoTLbfl0d/bo6aqxsrU3BMkKXCE9zoyEAACDMIYEHAADomAxqvmukQERGY+izdyL6Ll+37ZTO80vmeK6K239e3SXS88fcOkPoBnJXWhTrDxsKK5UNN2Ylum7rb47Vdag0PkbHS6lLDwAA4Qxz4AEAAKDNfXrY8M3JX7P3euVGxQvbYoz20NyQlBq513dEN8reiSj/kvL1HdHlJkVIogIAAGgOEngAAABoW0XV3L5zmub2ujzMO7sj5YzHi+fpw4MRNpfvCfgWJ/PhwQgBI80BACCcIIEHAACAtvXFMYP/BheNnPyd8PkVqjKjvz72i3Xc6Sad8wAAACGEBB4AAADalpSx6AfON9tF30akJOeFFUjgAQAgjCCBBwAAgLbl9oivE1dtlfuexOwQP6NRQhsAAADZ4GsJAAAA2hYrYZ13rVLuAukqhfgEdzWHSfAAABBGkMADAABA24qQsEpcTpJLhkga6holvgR9t+gOtZIcAAC0d0jgAQAAoG0NTbP7b6BRChlxcifwfZOdKr8d7FqlkNPFIVs8AAAAopDAAwAAQNsam2WN1vrrhP/9ALNswdQzqPkbcyx+Gtzc16JTYQg9AACEESTwAAAA0OYeHlMbq/cxHJ1haNKVliu7hqaje0SG/ea+FkWTuyEFK0zuZx6SKjJwAAAAQGZcqAMAAACAjk/D8U+Mq9lbpPnprLbWynp40iqF9DjXrf0sBgkz5NvOtT1t/bo69xapz1UrrU5GpxLS41zD0uz+hwwAAACEBBJ4AABoH0qN3J4izdlKzuFh1RzfI849PN2eHCleh6xtozJxG/+nL6njXDzDEEWo+aFp9jHZrVkSrcbGbjhiOFuldHoYRiCdmr8y2XnTFWauo3xXC0QRGr6Lwc3znJtnIjV8UoSHJBSob2sxWs+EHGuoowAAABDXUW4KAACgQ/vmlO77fJ3w63xktszI7SnSjMmy3tA7ZKnXlhO6Hwp0DbfU2thvT+l2FWkWjqqNbEnH8u4i7YYj+gYvkEx2dudZzYEL6geurUuOCPFzisDZ3cwHByJOlavqt9RY2XPV3E9ntHdcZboiyRnC2AAAANoLzIEHAIBwt71A+11ew+z9MkGg7/J02wu0oQiKdp3RNsre65nt7Cvbo6UfKu+SasP/9E1fIBE53MzyHVGOdr6WmUC0bn9kw+y9ns3FrNsfWVStlD8qAACAdgcJPAAAhDWTg912ynee7LXtlM5kD8HX2Zcn/EVlcbLfnPTXoKH/HDL4qXXu8jD/ORTZktDCzvFSVf6lZlN0N0+bjurljAcAAKCdQgIPAABh7dhFlYv3N0/axTNHS3107bapE2Uql0dk9vaB8xoph6qxsaIPIPLK2ncH9aFitf8GxbVchVkhTzAAAADtFxJ4AAAIa+Vm8XIt5Sa5S7oUVoln1BanpC/Z0xXih3KKPSwIc1LeoDIj6vIAAACIQAIPAABhzeESb+N0y53fOl3iX6C8n2HxDdglHIqI+Pa8qJmUN8jR7uv0AQAAtDkk8AAAENaiJNRyj5J9ye5YvXi6qeQkZfCJEeIV6lgitj1/Y0t5g+R/EwEAANqd9nw7AAAAnUBmongXfGaC3IuQDUlziPYpd5O2Rn1molM0OY/Rt+8y9L3iRd4glUJIj0MXPAAAgAgk8AAAENYy4l1psf5Su9QYd0a8hHH2QWVQ8SnR/qJiiCZfaZFyKJaoX5LDf5ub+kg6VNga0cOu9jse4eqediUrbcoBAABAJ4YEHgAAwhpDNG2QKaKZgfQRGv7OwaaQVHibM9KoUTabc47JsnaR1gNPRNMGmaKbH0A+sJujb7LcQwyCK0LD33GVqbmBBj3jXeOzrfJGBAAA0C4hgQcAgHAXq/MsHFV7ZVcH0yBTZxjqn+JYOKo2Vhea4eU6jn/6+pq0WDf99vmBSiFMHWi6IacFGSnL0hPjqq/o4mx0KI6lG3Ks0waZghFviPVNdt4/srZ7zG8eaqg5YWyWdXZunQLd7wAAABJgyRYAAGgHIjT8XUNMZoflXDVndrAGNZ8W6zaoQ1z2TMXx866pNTvZ/UXqCgun4vicLq7sxNb0lrMszRpudLjYbQXai7UcxwrZSa7h6bZAHrRfMimKjCwR6RiFlFJ5bS0t1r3g2tpLJsXFOs7FM9FaT1qsW6VofepucTIltZzDzUZq+G7RbjwFAACADg8JPAAAtBsGNd8n/AaTG1T8dVm2wI+z95zmuzxd7S85+8ly1c/n1Tf3taTHtniG/7FS1dcn9ZdMil82xHSJ8EzIsYTD1UuM8AT+NKHGym4+bjhWqhJ+ydnVnDAiwz4+28ohjQcAgI4LQ+gBAABCTCD65JBh/WFD7W973M/XcG/+FHXwgrpFR/suT/fevsgG2TsRUblJsXZf5PcFuiCEG2oX67jXdsQcvfhr9k5EDjezPV/7xk9RDglrzgMAALRTSOABAABC7MB5zf7zGp+7eIHWH46oMCt87m2qoEL5zalms/RvTugKK5WtCTFseHjmvX0RVqfvLP1CDbfpqF7mkAAAAGSDBB4AACDEvs/X+tnr5unH0/4aNLTdbx+7INYg/B0qVlVb/T3OOHBBU2fH7Q0AAHRM+IYDAAAIpSqLosoi0sGeX6GScigXz5ypEulgL6xUevh2PMhc9FIIAp2WdrkAAADaHSTwAAAAoVQrodJ8nY0VJJRmMztYXqwwv4cno70dJ/B1Ei5XrRW3NwAA0DHhGw4AACCUpFRNV7ACIyHplliAXSl1Qn04khI8F8DSdAAAAOEMCTwAAEAoJRg8rNi3cRdp664ZVLxeJZK7GtS8XiXWTR/GEg1u0TYSLxcAAEC7gwQeAAAglHQqITNeZHn2ASkOKYdiGLpSrGX/FKeUzvyw1V/sBRrUfK8ElzzBAAAAyAwJPAAAQIjd1MeibH7Ud5cIz4gMu8RDjcu2GtSXO9ibHjFCzY/NsrYmxLCRFuse2M1fDn9zH4vEqQQAAADtDhJ4AACAEEuK9MwcavQ5+j050n3v8DrpGWmEmp+Ta4zR8UTUqKM9RuuZM8JYn963X7cPNPdN9pHDK1ia2NdyVXdJoxUAAADaIy7UAQAAAABlJboeGVOz84zmVLmqyqrgWKFLhKd/imNIqkPRwv7krlHuh66r2XNWc7xMXWnhGKI4vbtvsmN4ul3NdYSuaY4VZgw1nSxz7D+vuVDDOTxMhJrvGe8amWHD7HcAAOjYkMADAECnY3czP19Qn65QWp2sihPSYtxXdbd7e61DyKDmb8ix3pAThCHuGk4YnWkbnWmLjIwkIqPRGPgxw01OkjMnSaR2gERmB3vgvLqoWml3MTqVkB7rGpzq0LXnUn8AANBRIYEHAIDO5VS56qOfDVYn23DLtnzd+GzLmCxbCAODkNh3TrPxqN7l+XXCwbFS1bd5uluvNA/CaHwAAAgzSOABAKATKahQrt0X6WnSt+rh6euTeoGY9l7jDVpk/3nNp4cNTbc73cx/fo5gGfJfMA8AAEBmKGIHAACdBc/T5/8zNM3e632Xp6uyKGSMCELJ6mQ2H9M3t1cg2nTUYHe35zX3AACgw0ECDwAAncXZamWl3/zczdPPxWrZ4oHQOl6mtrn85ecWJ3OiVCVbPAAAAKKQwAMAQGdRUic+caykFpPLOgsp73UxPg8AABBOkMADAEBnYffb3erlv0sWOhIp7zU+DwAAEFaQwAMAQGdhkLAwWIQai4d1FgYJ73WkVpAhEgAAAImQwAMAQGeREe8SbxMn3gY6BinvNT4PAAAQVpDAAwBAZ5EU6emV4C8f06v4gVj6u9PI7uKM13v8NEiK9GTGO2WLBwAAQBQSeAAA6ERuH2CO0PgeOM2ydMdVZq0SQ6Y7C46lPwwyqRSN33Hv/zWc8IerTCxulAAAIJzgewkAADqRGJ1n/jW1WYmN++ETIzx/HFHXuwu6WzuX1Bj3vGvrukW7G25kiNJi3Q9cU9s1yt3cDwIAAIQEFkcBAIDOJUbHz8mtKzMqCiuVJjurVQndY9w9Yl1MeJQbr7KwJXVKjhUy4t0aDhX12lxypPv/jao9X8Odr1GaHaxBzafHuhql9AAAAGECCTwAAHRGSZGepEh/85/ltz1f+32BzuG+/CCBIYrW8lMHmnr6nbcPQZEa406NQdIOAADhDkPoAQAAQm/VrqivTurrs3ciEohqbOzK3VE/nNaGMDAAAAAIH0jgAQAAQuzrE7rTFUrf+wT66ri+pA4j5gAAAAAJPAAAQKj9WOivj10g+vSwQbZgAAAAIGwhgQcAAAilomrOzYsU0Cs1ogceAAAAkMADAACE1MXaZgbPN8DzxKMgPQAAQKeHBB4AACCUGFaQ1A7f2AAAAJ0ebgcAAABCKT1OfPUyjhXwhQ0AAAC4HwAAAAil5Ai3hhPphO8WiyXKAQAAAAk8AABAqE3IsfrZyzA07SqTbMEAAABA2EICDwAAEGIjMmzD0hz1/23YHc8wdOcgU4wWJewAAACAsCwNAABA6E0ZYOrdxfHFMUON9fKzdZah7tHuqYOMCXpk7wAAAECEBB4AACBM9El29kmuJqIKC6tVkEETUN5eYVYcL1XVOTkiilZrr0hyJhg8wQk0AFYne+SiqtTIuTxMlMaTlejqEecKdVAAAADtBhJ4AACA8BJgl7vTzXx+RP9zsUb4dSy+fssJ/eDu9luutKgU0latCzaB6L+ntd+c0rk8TP3G7/IpPdY1bZA5Rhf6hwsAAADhD3PgAQAAOg4PT2v2Rh680DB7JyISBNp/XrN2byQfovH435zQbT6ub5i9exVVK//1U1SdDTckAAAA4vB9CQAA0HHsLtIWViqb21tQodxdpJEzHq+SOm77aV1ze+ts7BfH9HLGAwAA0E4hgQcAAOg49ojl53vPaeWJ5DcnLWo8IqCRY6VqswP3JAAAACLwZQkAANBB2FzMJZPCf5syo8LubjyOva0VVYvU3OEFOl+DujwAAAAikMADAAB0EFanpK91ic2CyOYSP6OUNgAAAJ0cviwBAAA6CK1SUoU6nUruQnZSApMYPAAAQGeGBB4AAKCD0KmExAiR9diSIj0aTu6V5NJj3f4bsAylxoi0AQAAACTwAAAAHcfwdLv/BsPEGrSFoWl2xu+8+z7JDoMaPfAAAAAikMADAAB0HLnptow4V3N7MxNcuWk2OePx6hbtvi6z2fNGafhJfS1yxgMAANBOIYEHAADoOBQs3TPcOKi7o1GHN8PQ4FT7zKFGNkTf/DfkWG68wqJkG4/eT4t13X9NXZQW3e8AAADisGQLAECHUudUuJwUbxCZCC2Fmye3h9EogzBf2i14TG5rBBOCFchlY3cxnELgwuDBuJoT7rjKNDrTerxMXW3TMEQxGlvfZKfo9Pg2xRCNzrQNTnUcuagqreOcHiZax2clOHvGNzteQGa8QHYXo1UK/kf7AwAAhBASeACAjqCkVvHuviijnRV+SbfVCuHmPpZhPVo84dnlYX46ozlUrCkzKohIzQmZCc5RvWxpYnXImnILnnVV366r+vao7Qwv8FpWPVx/xf1dbr0uYmBLDxW2zlVzO05rCypUDjdDREmRnoHd7Fdn2JUKuQvFNVRjZXcXaY9dVBntLBFFabQmOzs60xbyjm6Dmh/R8s9kmxKIDherd5/VnK9V8jwpWEqNcY3MsF/Z1RHq0AAAABpjBCGUdxiyqaqq6iSvtKU4jouOjq6rq3O5wqUPpDNQKpVRUVFEZLPZLBbM/JRVXFyczWazWq2hDiSYdpzWfnlc73NXz3jXH0fWST9UrY1dvTuq3KRotJ1haEKOxc805qaMHsu0wmf3WU423TUn4ea/dZvLULvv6NxeoP36pL7p10tihGdObl10iLLl/EvKdQci7a7Gl1enEqYPNmYm4K/9rzw8s+5AxPFSVdNd/bo67hxkUrRqSEV0dDTHcYTbD9npdDqtVltVVRXqQDoXg8Gg0WiIqHX3kwzDxMXFtUFcAB1TGAz1AwCAAFwyKprL3omosFK5ufm9jfA8vbMnsmn2TkSCQF+d0B8uUUsPbG7Riz6zdyJ6u2Lz6+XrpR8qPB0uUX91wkf2TkSXTIp39kTyocjfqyyK9/b5yN6JyOpk1u6LrLH6eH87rQ1H9D6zdyI6elG9+ZjU3x0AAAB5IIEHAGjf3tkT5b/Bfwulzjw/VKIpM/qBZ62vAAAgAElEQVSbWtVcvtrUT6Yj3xkP+mnwj7KPjZ52PPzE+0TDT4MyI/dzsUa2eOptzdM5Pc0ObXC6ma15OjnjCWcVZsW+8/7eo91F2mo87wAAgHCCBB4AoH2rton8JRcEOl3lu4+xkSMXRZrVWNkLtZKKp2yu2+W/gYW3bzcdknKo8FRcy9VYRa686PUMOp6n5vqT6x0rVfEY001ERMcuqvw/kOIF8esJAAAgJyTwAAAd36kySUlIlUW8s7HSLKlD8oz9ongbh3ibsFUp4VpJuZ7BZXKy3lp6fthdjMWBb38iaW9ihbQPPAAAgDzwFQ4A0I5JXBbMJa2dR8KcbUFa5TkPiR/LLYRyVbMASenElnI9g0virHsPeuCJSNqHGRXoAAAgrCCBBwBoxyR2DvZKcEppFqsTz/9idJKy7u6qRNE2qaouUg4VnqRcqzi93Bl8hIbnWJGMU8kKEeoQLyYXJmK04h9miR94AAAAeSCBBwBo3/QqkWSMIeqXLCmBz0kSaaZXCWkxkpYIuj5yqP8GSoYbGzlIyqHCU2qMS68SSZVFr2fQcSxlJYq8QdldXK1bGq3jkfIG5SRh1T0AAAgj+A4HAGjfpg02+2/QN9kh8VBD0+wxfjuWx2ZbJeZ+E6KGDtBl+mkwO+GmeE6kfn44U7A0Ntvqp0GMjh+aZpctnnrjsq1s8wPDWZbG+Q27U+kW7b7Cbw5/ZVdHcqRbtngAAABEIYEHAGjfshKcQ5pPFON0nruHmiQeSqUQZg0zNtelPzTNPjLDJvFQLMOu6fGnNFWSz73jIgf/OXmmxEOFrZEZtuZSdL2KnzXMqFKEYP50t2j37weYWV9f7wqWbh9g6hqFjPRXUwc2e0FSY9y/HyjydAwAAEBmimeeeSbUMcjBZpN609nZsCyr0WgcDgcvsfYRBINCodBoNETkdrtdLozPlJVOp+t4l71PkjNKy5+uUHqEX/teWZYGp9rnjjS26FARan5Qd4fdzVSYFfVHS4p0T+prGZNlk1S/7heRCv0f4sa6BU+Bo9jOX+7nTFclPZE8fXHKHI6VtBxdOGOIrkhyJhg8FRaF+Ze67iqFMCjVcfcQU5w+ZHOnu0a5sxOdtTZFjfXyIwSWpawE57RBpt5dOtQnP3BKBQ1OdShYumRSOD2XP+CRGv66LNuUASZVayvQazQalmUJtx+yUyqVSqUSl11mKpWK4zgiat39JMMwOp2uDeIC6JgYoXPUV62qquokr7SlOI6Ljo6uq6vrYPlMmFMqlVFRUURks9ksFkuow+lc4uLibDab1Rouo4jtLuZ0peqSWUECJRg8vRKcWmXr/1jVORVHSlQuN5Od4EiJDiiB9PBUYVa4eSZayxsCqHkmCHS2hsszCxanJ17L9YkSEgwdrSpYjZU9VqquMCvUCqFXorNXfLhMMre7GQdFMgypBaOaC4svQZfg3mk6etx+1sY7U1Tx1xj6d1MlhDooIiKBqNqisLkYnUqIDbhwXXR0tDefwe2HzHQ6nVarraqqCnUgnYvBYPB2S7TufpJhmLi4uDaIC6BjavcdIAAA7RQv0A+nddvztQ0X7lZxwnW9bNdl+ZvG7EeUynNNj+B0PSlYSooMNI0pqlauP2woN/3aj7mFqHcX5239zdHajjDqx+pkNh41HC5R1+doOwq1MTp+Ul9zH2mFA9uUhhMSIwUiMhrDIofcXLvr6ZK3S5wV9VsUDPv7mNFLus2NUuhDGBgRMUQhHDQBAAAgUXj0EQAAdDIC0SeHIr4+oWuYvROR0818c0r30c8RYZFvBeZUuWrlzqiG2Xv99uU/RtfYWjs6OWxYncybO6MPFasb9bDWWNn39kXuPacJUVxhak3llnvOvtAweycij8B/XP39xPxFdR6MRQIAABCHBB4AIAT+V6I+eEHd3N7Dxeqfm9/bLthdzMc/GzzN9LIb7eynhwzyRhR8W07oy4y+H0MIRBuO6Kut7f4hRbCcdZQ+XfJ2c3tP2s8tvviujOEAAAC0V0jgAQBCYOcZrf8GPxWKNAhzPxerLU5/XzEFFcrmst92weZiDl7w18fu4ZndZ9EJf9mayi1O3t/M2A+rvzOiEx4AAEBMZ5kDzzCtmk7aaTAMg0skp/qrjSsfKqG97C6eOV8j8uf3Yh3n8LCa8Cg81gpnq1RS2iRHhWCl9KA4X6NqbnxBvTNVypD/gjMMIwhCyMPYZT7mv4GTdx2w5o2NHCRPPLIJ+ZXvnHDZQ6V1dzV4vwBapLMk8DExMfjr4EdkZGSoQ+ikNBqNt3AryEmn04V2xZoqM4nWpRaIOG1sXLv91bRLKAfmZvVxcSEuXdZqgoQq11YXFyallUMeRhUvvpyhVe0KeZxBFxsbG+oQOqOO90FqL1p3P4mVGgBapLMk8GazOdQhhCmWZfV6vdVq9XhQfVc+HMdptVoicjqdDocj1OF0LgaDwel0Op2hrBDucTFE4jPAPQ6zydReb2uUrFb0K4YVHCZT6Eu1t5KHIxKZ5qBW8CZTiIeFe//UhHxZ7AhW/JGZyqUwmUwyBCMDnU6nUCiIqMO8ovZCpVKpVCrc9clMrVarVCoiavX9ZERERLCDAuiwOksC73Q68XjPJ+9CtS6XC+vAy4nnee9dtcfjQQIvM4PBEPLLzhLF6rT+K5xFa3klY2+/n47kCMUxsa+YJIPd4Wivf3m66N2iCXzXKFfIf8HVajURhTyMvpoeJ61FfhowxOQoU0MeZ7B4/8ITbj9k531u0mE+SO2FUqn0/qN195MYJAvQIihiBwAQAkNSRe4vB6Xa2/UdzcDuDoXfb5g4vadHbHvN3okoRufJiBOJf3Bqe53hH3TTYsf6b3B1xJXdVYnyBAMAANB+IYEHAAiBa3vZkiLcROSzby4p0nNdrxCPeQ5QvN4zJsva3F4FS7f1N7Pt/Ctocn+Luvkqg0NS7aIZfudxTUT/qbFjmtsbqdC/0G2unPEAAAC0U+387gkAoH1SKoT/G2nsGe9q2s3eI841J7dO1W7rz9cbl229vre1aZauVwl3DzFmJrT75DYpwj0n1xija1yMniEa0cN+W3/Mwv2NV7rPnxk/gaHGH/nuqsT/9Hw2W5MakqgAAADaF6aTTM2qqqrqJK+0pTiOi46Orqurwxx4OSmVyqioKCKy2WwWC5Y+llVcXJzNZrNam+0clpNAlH9JdfSiqsKsIKJ4vadfV2d2F2e7HjzfSLVVceCCptystTgoSiukRlkHdbdrlB3nD7KLZw4Xq/PKlXV2hUohdI1yD0p1eIdXhANvUWijUbwIvDyO285+Uv3DUVuhjXd0VcaPiRw0JXaUmlGGOq4gi46O9paYwe2HzHQ6nVarraqSsEoEBI/BYPAuqdO6+0mGYbBwAIB0naWIHQBAsFid7M6zmlPlqioLq2ApKcJzZVfH4FSHgm3xbTpDlJ3ozE5st5XYJYjVeW7obY2L0xKR2+2prW391IBz1dyeIm1RNWdzsVolnx7rHp5uS4sNcapcYKr+vLTWWNOFc8UIjPOoo7RMZZulT1O09xkCbaOPtkeflB6hjqKx/ZZT71Z+tdd8oo43xygihumvuCf+xqv0WaGOCwAAoDEk8AAALVBYqVy3P8Li/DU3M9nZggrlrrOaWcN8jKaGoBCIvjym/2+htv4ZidWpqLIofr6gvrqn7ea+llCNWXgr7+zJvH6ckPnrImnGuLwTtPB83tMjdV00ImXqIeR4gf9zyeq3Kr4QfqlHUes2n3WUflz9/bwut/6l66ymY/4BAABCCP0DAABSXTIp1uyNbJi91ys1cm/vjnLxuNdvE9vydD82yN7rCUT/LdRuyxNfY7wtrD9/Pv/UIE7QNN2lNWc/v9PK+65RCGHk72UfrKrYJDR5pwQSlpd/9mr5JyGJCgAAoDlI4AEApNpyQu90N5uiV5gVOwt95HIQoDo7+32+v67s7/O1dfYQfJ1tP5HANPM1KhBpzdnvnS6SNyJomRJnxfJLn/lp8HLpR+WuatniAQAAEBW0Ox6Px7Nu3br777//+uuv79mzZ0pKyujRo+fOnfvOO++43eFSywcAoNXsLibvksp/m8MlanmC6VSOXVR5/A5t8PDMsVK5r/yuyks6R/fm9nrDPXQBn4ewtrlut5P3V3DLIbi21O2RLR4AAABRwZkDv2HDhieffPLkyZMNN168eHHHjh1vvfXW3//+92XLlt1yyy1BORcAQEhUWhQesRnu5SaFQJgyG2QVZvGvqnKjQoZIGjpRLb5+hMeOusphLd9+IShtAAAAZBOEBP7VV1996KGHvP82GAyZmZnp6ekcx509ezY/P99oNObn50+ePPnzzz+fPHly4KcDAAgJl0c8Med5hudJgclJQeX0iLeR8u4El0P0cQ4Ry3e01dE6GDsvvgCElbfLEAkAAIBEgSbwp06deuyxx4goNjb2qaeemjt3rsFgqN9rs9lWrVq1ePHiqqqqOXPmDB06tGvXrgGeEQAgJKK14gmbQcMjew+6KI34lY/SSsjygypJrzwn1oZX1hHFyBENtEqyUnyIRIoyQYZIAAAAJAr0TvP11193u90qlWrTpk0PP/xww+ydiLRa7YMPPvjFF1+oVKqqqqqlS5cGeDoAgFCJ0Xni9SJZYlZCR17RPVSyu7iImq3n7t2enehvJnNbuD4l2c2I9M0mxqH+WVi7LnKghDZXyRAJAACARIEm8N999x0R3XvvvSNHjmyuTW5u7pw5c4ho69atAZ4OACCExmTZ/OxVsDQ6018DaJ20WFePOFdzQ+QZoh5xrvQ4uRP4CIXSkPw/Pw1cCvPsK5JkiwdaYYSh7xB9bz8Nro640n8DAAAAmQWawBcXFxNRbm6u/2YjRoyobwwA0E4NSrUPTfPd6cowdFt/c5cIuQdydwYM0bRBphid74H0MTp+2iBTSAoH/umqNJvhpM9dHsY5sm9+ilYvc0jQIgwxK9MfS1H5HiSfquryr7SHZQ4JAADAv0ATeEFoblSjj2YSGwMAhCeGaMoA85T+5qjfzodPiXLPHVE3JBXFrtpKtJZ/cFTt4FR7wxIDCpYGp9ofHFUrpTxBW9AquJdHx0Z03+tkTQ232wx5t+YW/D49NSRRQYt0VyV+l/3qH+LGKplfqwKpWOX0uPHbsl+RMkkeAABAToEWsUtJSSkoKNi9e/eMGTP8NNu9ezcRde/e7JK5AADtAkM0LN0+JM1eauRqrAqGhC6R4nPj26MiZ9kx2xmLx95VGTfEkKNhVK0+VJ2dPXeO7C7SKZl4NaPhWvMwV6fipw40T+prOV/D2d2shuNTY9waZeufC9vdzLlqpdnBqDkhNcYdKaFUXlMqheLPV/W09bfsKD9z0eJUKZih8dFZkcj6ZHLRWXnIWmDmbYnKmCG63gaFthUHieMiX09d+HzK/x2y5Bt5a5RCf5UuK0KhC3q0AAAAgQs0gR8/fnxBQcGaNWtmzJjR3ED6vXv3rl69mojGjRsX4OkAAMIBy1BKlDslyh3qQNrEYWvBk8Wr9ltO1W+JUOj+L2HiI13uULEtWxetyqLYcESff0n1S56t4NjYoemO3+VY1K1K4zVKISvgenUON/PVCf3ec2oPf3noPUOU3cV5Sz9LXKuexWgV3ISuKQFGBS1S6Cj504WV202H6reoGeXdcTc8nTJTz2paccAohX60hJp2AAAAoRXoEPonnngiJibG4XBMmjRp+fLldvtvRpDa7fYVK1ZMnDjR4XAolcoFCxYEeDoAAGhTW437bypY1DB7JyKTx/qPso+nFv7VIbQgeb5Qw732Q3Ter9k7EZGbZ3ad0az4b7TVGZJ562RxMiv+G73rrKY+eycigehUueq1H6KLawN9rg0yOGjJG5f3UMPsnYgcguvtys035j1W6zaHKjAAAIC2FmgC371793feeYeIKisrFyxYkJycnJubO23atGnTpo0YMSI5OXn+/PkVFRVE9OKLL2ZlZQUhZAAAaBuV7rr7il528r6z9J3mo38v/bfEQ7l5Zt3+CLvbd5ZeZlR8fsTgc1db23DEUGZU+NxldzPv74tw86F5sgAS2QXn7KK/mz2+V3w4YS/6U8lKmUMCAACQTaAJPBFNnjx5w4YN2dnZRFRbW7tnz56PPvroo48+2r17d21tLRFlZ2d//vnnDz74YODnAgCAtvNu5VdGj8VPg7crNlt5SbX6Dheramy+82SvIyXqGqu/Bm2hxqo4UqL218CmOFzc+tn+IIP11TtKnBX+GxT7bQAAANB+BWes4C233HLzzTe///77u3btOn369OnTp4moV69evXr1ys3NvfvuuzkOgxIBAMLdD8ZD/hvYeMdey8nrIsSnChdUiKTBAlH+JeWwdFnr/+VXiFe9K6hQDU51yBENtMoPJpFPqUDCj6b/3RmHsjsAANABBS2vVigUs2bNmjVrVrAOCAAAMitzVYu2KXVWSTmU0S4+wqtOQpvgMtokRCWhDYSQpE+pq1KGSAAAAOSH2xQAALhMq/A3vPxyG1bSCHOlQrzIvJQ2weX/jIKENhByWlbKp1S8DQAAQHuEBB4AAC7rrUmV0CZNyqGSIsXHxidLaBNc/qPyFq9LjpI7KmgRKZ/SHG162wcCAAAQAi0bQv/yyy8HeL5HHnkkwCMAAEAbmRIzakPNf/006KPtkaOVlMAPSHHsKND66cs2qPleCYGu6N5SvRJcBjVvdjT78JohGpCCCfBh7baYa9+8tFGgZj9cScrYkfq+coYEAAAgm5Yl8I8++miA50MCDwAQtiZEDRsbOeg740Gfe5UM90K3P0o8VNco97B0+54ijc+9DNGkfhaOlXuwOscKE/taPjoY0dyJh/ewd41yyxoTtNAAXeadceP+XbXV516GmCXd5qpYpcxRAQAAyAND6AEA4Fdvpy8aFzm46fYIhW5V+mO5hj7SD3VLP/PgVB9rzilY4ZYrzaHq6B7YzXFLPzPn69tvSKr9lr5m2SOCFlvW7f6psWOablczyhe7PzApeqT8IQEAAMijZT3wbjf6JQAAOjKDQvtBz798W7f/4+rvj1oLrbwjRRU/OmLg7ISbuihjW3QoBUtTB5oHpzr2n9OUGNVWJ0VqhB6x9hE97HH6UM4zH5Fhz+7i2nlGU1ipNDlYrVJIjXEPTbP3iJN7SD+0jopVrkh76M64ceuqvj1kKajzmLsoY6+N6D874aY0VVKoowMAAGhDjCB0inK7VVVVneSVthTHcdHR0XV1dS4X7lzlo1Qqo6KiiMhms1ksllCH07nExcXZbDar1RrqQDoRhmHi4uKIyO1219bWtvo4By15i0vXnrAV2XmnhlVdoU3/a/Ksgfqs4EXaGhbe/nHVdzvMhy86qzSsqp82Y2rsdQN0maGNql5kZCQRGY3GUAdy2c+W/E+qtx+1nXEILu+zoamx1+lY31Mt2qMqt/HfVd8ecORfctVEcYa+yvQ748b1VKeEOq7OQqfTabXaqipJq11CsBgMBo1GQ0Stu5+s/44AAClkSuBNJtOMGTPS0tJeffVVGU7XFBL45iCBDwkk8CGEBF5+QUng55xdurF2Z9Ptk6KvXt1jUUDxBWC3+fj/FS0rb7Iy+Z1x417sPk/FtGyYW1sInwTeKbgfOb/8o+rvGm1PVsatSn9seEtmZ4StDTX/ffjCcpPnN39eFAz7UJepjyffyVxe6ADaEBL4kEACDyAnmebA79y5c8OGDW+99ZY8pwMAgI7kgaKXfWbvRLSp9qcHigJdIaV1jlgL7yj8a5PsXSCiD6q2PXj+tZBEFbYeKHq5afZORKWuqj8UPnPcdlb+kILrm7p99517yeSx0m8r5HsE/qWyj5aVfhCqwAAAoCMJQueAx+P55z//+cMPP5w5c6a5Bnl5eUSkVqsDPx0AAHQqRY7ST2t2+Gnwac2OR5OnZai7yhaS15+KV9r4pqX4Lveyflr9w7TYcddG9Jc5qvC03fjzxtqfmttr4e1/Kl65KXOpnCEFl5N3PVH8pkfgiYh89bS/Vv7p1NgxPdTJMgcGAAAdTKAJPM/zEydO/Oqrr6Q0vuOOOwI8HQAAdDb/KPvEz6LfRCSQ8ErZJ6+nPShbSERU5CzbZznpv83H1d8jgff6uPp7/w12m4+fd5anqrrIE0/Q7bQcK3ZW+GngEtzra3Y8mvQH2UICAIAOKdAEfuPGjd7sPT09ffTo0RUVFV9++SUR3XvvvSqVyu12Hzhw4PDhwwaDYc2aNVOmTAlCyAAA0JkcsRaIt7GJtwmuYzbfg84aOmorlCGSduGYyAh5gYg5aj3TfhP4o1bx9xqfBwAACFygCfzq1auJKCsra//+/d5KOVOmTPnss8/uuOOO66+/nogEQViwYMGKFSsOHDjw+9//PvCIAQCgU7EK4ivGWzxyryrfqFBZq9t0Embe5nc/Q0Qmvh1fLmmfB/8XAQAAQFygRexOnz5NRHPmzPFm70R0ww03ENHOnZerDTEM89JLL2VkZLz00kvHjh0L8HQAANDZxHKRom3ilBEyRNJQAhct2qaLMlaGSNqFDn+5EpUx4m0kXAQAAAD/Ak3gi4uLiSgz89cFb3NycogoPz+/fotGo3nwwQe9te4CPB0AAHQ210cNFW8TKd4muIbqc1Ss0n+bqw1XyhNM+Ls6op//BiqGG6LrLU8wbeHqCPH3+hoURAAAgIAFmsDr9fpGW3r06EFEBQW/mY7Yr18/Itq2bVuApwMAgM5mfsJtasZfqqxmlPMSb5MtHq9Ihf7O2HF+GmgY1cz4CbLFE+buib/R/5s4I36CQaGVLZ6gy9GkjY4c6KdBkjJ2csw1ssUDAAAdVaAJfO/evYmosPDXuixdu3bVaDRHjx51Op31G2NjY4motLQ0wNMBAEBno2K5N3o84mNhLiIiYohW9nhMw6pkjYmIiP7cdWZfbY9f/ic0XP2bIebl1HndVYnyRxWeUlVdXkx9gPnN+mq/Xq4rdT2fSp4hf1TB9Ur3BcnKOJ+71IzyzfRH9axG5pAAAKDjCU4Cv2rVKpPJdPmILJudne10Ordu3Vrf7Pjx40SUmIhbGQAAaLGJUSM/7vVslKLxmK8ohf7jXs/eFJUbkqgiFfpNmUunx43nGAURU7/6dw918ke9npkaOyYkUYWtabHj/t3zz2mqpF82MESkZLgZ8RM29nqhXXe/e3VTJXyb/Y8JUcN++5yC+ut6fZm1bKRBZBIBAACAFIwg+FtcV9S2bdvGjx9PRL17937ggQcWLFhARPPnz1+xYkW/fv22bduWmJhYXl4+duzY48ePjx8//ttvvw1O4C1UVVUV4CvtqDiOi46Orqurc7lcoY6lE1EqlVFRUURks9ksFkuow+lc4uLibDab1dqO6123OwzDxMXFEZHb7a6trQ3kUF/V7fl35beVbmM8Fzk9/vrfRQ0PUowBKXdV/2Q+WuKs0LLqK3U9B+t6K5hAn48HRZXbWM7VMURdPFGxCvFagH4YPZbT9hIP8d1ViUkBVJvzCPx+y8mjtjN23pmiSrg6ol8iJ17+rX0pcpYd4c9WuGsjOX22kHKltmeoI+pEdDqdVqutqqoKdSCdi8Fg0Gg0RNS6+8n67wgAkCLQBJ6I7rzzzg8//JCIunXrduHCBSI6fvx4//79PR6PVqvNyMgoLCy02+1EtHHjxkmTJgUedCsggW8OEviQQAIfQkjg5ReUBN7GO/5R9vF7Vd9Uu43eLbFc5Iy4Gx5OukPLqoMWa0ex23z8hdL395hPCCQQEcuwufo+T3a9e6g+p6WHOmEver7kve9NBz0C793SX9fr8aQ7r48aEuSgO5Do6GiO4wi3H7JDAh8SHSmBX7t27axZsyQ2fvXVVx988MG2DKfNVVVVxcfHE9Hbb789e/Zsmc+ekJBQWVn59NNPL168OIiH9Xg83r/AL7300iOPPOLd2IpXGtqL40cQugjWrl27dOnStLQ0hrk8ZqxPnz5LliwhIpvNdvz4cW/2Pnv27FBl7wAA0K5Vu40T8h59tfyT+uzdu/HV8k8m5D3acCMQ0ZrKLbeefnK3+bjwyzxzXuB3mo9OKnjivcqvW3Sor+r2XH/q4a3G/fXZOxH9z3p6+pnnlpb+O5hBAwAAgARc4IdQKpWLFi1atGiRw+Go37ho0aLBgwevXbu2uLi4V69eN9100y233BL4uQAAoBNacP7VE/Yin7tO2Ivmn3v1g55/kTei8HXAcuqJ4pV8g3y7nkfgHy9+o5+u50BdZtO9TV1wXpp79kWH4Ls/7eWyj/ppM26KDk0BAgCANnXPPfcMGzbMf5sRI0bIEwxAQ0FI4Oup1b8ZxDh27NixY8cG8fgAANAJ/c96+tu6/X4abDXuP2wtGCAtKe3wXi772Gf27uUR+JfLPlqX8Wcph3q9fL1dcPppsKz0AyTwANAhjR07dvr06aGOos3FxsaWlZURUWRkQHVSwl8rXmnYXpxAE/jXXnuNiESnf5SWlv7nP/+Jj4/vDL8JAAAQRFuNB6S0QQJPRE7B/aPpsP82PxgPuQS3khG/Adhq9PfchIhO2ItKnBUpqoQWhAgAAGGDYZguXbqEOgo5tOKVhu3FCXQO/MKFCxcuXCjarLq6euHChU888USApwMAgM6m2HlJtM15R7kMkYS/cle1U3D7b+MQXJdcNaKH8gh8qUu8Elixq0JqcAAA4IvZbPZ4PKGOAi7zeDyXLonfeISQTOvc5OXlEVFFBb7mAQCgZThGIdpGSn9yZyDxOki5pCzDKCQ040i8DQBAZ1BXV7d48eLRo0d369ZNr9f36dNnypQpO3fubNRsxYoVDMP069ePiNauXZuVlRUREcFxXEJCwpgxY959912e9z0NymKxvPjii7m5uXFxcREREf3797///vu9SZZPR44cmTt3bs+ePbVabWJi4qhRo5YvX+50Ohsdk2EYhmFWr14d+Bmbs3nz5ptuuikpKUmj0fTo0eOPf/xjfn6+n/bBOm+jY/p8pTO5HPwAACAASURBVEqlkmGYb775hojWr18/YMAAjUbz+eef+/kRr+Li4gULFuTk5BgMhoiIiJycnAULFvh/XcHS4juegwcPTpgwodHGhAR/w+c8Ho933aDk5OSWng4AADq5nuoU0Ta9NOJtOoN4LipSoTd6/C1OGc0ZErho0UMxxPRQJefZz/tpo2DYHmp8swMA0M6dOydOnFhT8+v4phMnTpw4ceKzzz57+OGHX3755aY/8swzzzz77LP1/62srNy+ffv27dvffffdTZs2NZp3ffjw4YkTJxYXF9dvOXLkyJEjR1auXLlkyZI//elPjQ6+dOnSp59+ur5j3263V1RU/Pjjj8uXL//mm2/S0tJEX1FLz+iT2+1+4oknGr78oqKiVatWvf/++//+t++lTIJy3lZYsWLF/PnzJTbeuHHjvffeW11dXb/l1KlTp06dWrly5YsvvtjWiwu2OIF3u92VlZWNNjbd4tPcuXNbejoAAOjkbowe/tzFd91Cs8MLFQx7I0qpERERxyhujB7+UdV3ftrcGDWcZSSNv5sYPSKvzF8CP9LQL5YLr9I+AADyKysru+2222pqavR6/ezZs3Nzc3U63YkTJ5YvX15SUvKPf/zjuuuuu/nmmxv+SGFh4XPPPUdEgwcPvuWWW9LT0w8ePPjxxx+Xlpbu2LFj5syZ3k5gr4qKijFjxnifDtxxxx1jxoyJjo4+cODAqlWr6urqnnzySYZhGk5VXrt2rTfRTUpKmjFjxpAhQ+rq6tavX//VV1/l5eXdcMMNx44d866U3pyWnrE5999//9tvv01EMTEx06ZNGzZsWElJyZdffrlz587p06c3nTgQrPO21O7du59//vmuXbvOnz+/V69eV199tZ/GmzZtmjx5MhGpVKpZs2bl5uYyDLNr1653333X6XQuXLgwLS3N26CNtDiBT0lJefrpp+v/+/zzzxNRwy2+T8NxV1111cSJE1t6OgAA6OTSVEn3xt+0qmJTcw1mx9+crkqSM6Rw9njSnV/W7jZ5rD73Rir0jyXdKfFQ9ydO/nfV1uZmwqtY5Z+7zmxllAAA4W379u12u91/m9mzZ3v/sWXLFu+s6Q0bNowbN867cdKkSVOnTs3JyXE6nZ999lmjBN5ms3mP8Oabb3pz6bvuuuuxxx6bNGnSwYMHN2zYsG/fvqFDh3obL168uKamhuO4Tz/9tH5l7qlTpz7wwAMTJkzIy8t77rnnpk2b5u1Xt9vt3tQsJyfn66+/Tk1NrY/2ySeffOGFF/Ly8j744IMZM2b4eWktOmNzjh8//s477xBRdnb25s2be/Xq5d2+aNGihQsXvv7662103lZYsmTJ6NGj169fHxUV5b+lx+NZtGgREcXHx2/atCk393L/wcyZM2fMmDFp0qTq6uqnnnpq4sSJCkVbTTFrcQLfrVu3xYsX1//Xm8A33AIAABBcz6TcU+mu/azmx6a7bou59tmUe+UPKWx1VyW+n/H0vWeXVruNjXbFKiLXZjzZTXLR+EiF/uNez95Z+Gyxs3EJGx2rWZH+ECr/A0BHtXr1ap8znxuqT+APHz5MRCqVqtES2hkZGY8//nhxcXFGRkbTH09NTX3jjTca9oR37dr1ww8/zMnJ8Xg8zzzzzJYtW4ioqKho5cqVRPTggw/W57Re6enp//rXv8aOHWuz2d566y1vXvavf/3LO/789ddfr8/evZ577rk333yzpqbm+++/95PAt/SMzXnmmWe88/nXrl1bn70TEcuyr7322nfffXfixIm2OG8r8Dz/2muviWbvRLRu3bpTp04R0V//+tf67N1r5MiRTz311COPPHLixIkPP/zwrrvuCm6Q9QItYnfffffdd999QQkFAADAJyXDrUx/bG2Pp0ZFDNAwKiLSMKpREQPW9nhqZfpjUkqydSojDf1+7P36/YmTU1WX179JUyXNS7ztv1csH27o06JD5WjSfuj9+mNJ07I03b1bkpSxM+Mn/Jjz+s1RI4IcNwBA+5SUlERETqfTO1y8ocWLF69Zs8bnaOWFCxcqlcpGGzMzM2+//XYi+uGHHwRBIKItW7Z4K8/5XPlrzJgxmZmZRFRfLW/r1q1E1KdPn0ZPE4iI47g33nhj6dKl9cMEfGrpGZvz008/EdG4ceOGDRvWaBfDMA899FAbnbcVRo4c2aePpO9H79mjo6PrH980NHfuXIPBQG0TZL1Ay/a+8cYbPre73W7/MysA2pdSI3fsoqrSohCI4vSevsnOlCiRtZogcC7B/Y1x307T0UuuGj2rHajPnBx9TQwXEeq4aK/lxNa6A+ecZUqGy1J3nxQzMkPdtXWHOm47+2Xt7kJHCRFlqLveGJ3bT+vjOX37dc5R/kLZuiOnCm28I0ZhuEZ/5aLk6TpW04pD3Rg9/Mbo4URk5e2tO0I9l+D+um7vTvPRCletQaEdqMuaHH1NNGcI5JhBsdt8fJvxwHlnuZLhsjXdJ0Vf3boqcV2Usc+lzH4uZbbGoCUiu9nW6pCiFPrHk+98PPlOt+DxEK9mGt9uAgB0POvWrZs+fbrExrfffvvf/vY3i8Uyd+7cVatWTZ48efTo0YMHD1ar1X5+asiQIT635+bmfvTRRzabraysLDk5uaCggIhSUlK6devms/0VV1xRUFBw7Ngx73+97QcOHOiz8R133CH6clp6Rp9MJlNZWRkRDR8+3GeDa6+9ti3O2zo+h0j4dPr0aSLq3bu3VqttutdgMGRmZh46dKiwsDCY8f1W0HLsc+fOvfXWWzt37jx27Fh1dTXP84Ig8Dz/l7/85Z577unZs2ewTgQgM4eb+ex/hsPFaqHBxu/ydH2THb8fYNaphGZ/EgJz0JJ3X9FLRc6y+i0fVm97tmTNsymzZ8Y3XgtDNuWu6nnnXtlhOtxw4wtl6+6J/91zKXNULVnMzOSxPnJhxee/HRb+UtlHk6JH/iN1QZRCH5yIQ2r+uVf+U/19/S9JMV06ajmzqmLz37vdNyP+hlYfNsDsfb/l1H1FL513/rp0/AdV2569uGZxypy74q4P5MiBKHVVPXDuHz+ZjjTc+LfSdbPjb3om5d4WfbQaUrFKIrJT6xP4ehyjwKJxAABNZWZmbtiw4b777issLDxw4MCBAweISK1WX3PNNVOmTLnzzjsblZT3Sk9P93m0+mSysLAwOTnZmzGWlJQwDOMnBm9FdLfbfe7cOSLq3r17q19Oi87o/yDUfG7caHh/sM7bOtIvlzfI5t477662TuCDsw78Cy+8kJOTs2TJkh9++KGysrJ+9UJBEJYsWZKZmSla5Q4gPHl4WrMn8tBvs3evY6Xq1Xui3Ly/PzHQaoetBbedfrph9u5l4e2PXljhp55Zm6p1myeffrJR9k5EvMCvrvjyj0UvCiT1gY6Td00rfPZzX5O6N9XunFb4jFNo90M8Zp/9+8cNsvd6bsH9yIXlH1ZtC0FMRActeVNOP90we/cye2wPnX99dcXmkERV7TZOLniyUfZORLzAv1XxxQNFPtYfAgCA8DFu3Ljjx4+vX79+1qxZ3hH1Dodj27Zt999/f05Ozvbt25v+SHNpav24eqvVSkTl5Y2/sHzied7tdjudTrfbTUT+O//9a9EZm9tbH0BzL1Oj0eh0uqCft3U0mpZ1DPh5xOAdhC5aATEQLUvg6+rqmm7829/+9uSTT3pLKWZmZk6aNKnh3oiICG8a39YL4gG0hT1FmjNVzY4XvVDD/Xg6oJ5A8Ekg4eHzy618s3/7nit594Lzkpwheb1Y9uFpe0lzezfX7vqidpfEQ62p+mqv5URze/dbTq26FJqHFMFyyJK/qfYnPw0ev/CGm5f7IQUv8A+fX27jHc01eKZkzUWnpIVRg2tZ2QdnHBeb27ux9qcva3fLGQ8AALSUWq2+7bbb1qxZU1pamp+f/9Zbb/3ud78joosXL06dOrWqqvGKHkVFRT6PU993nZWVRUQ9evQgotzcXEEMx3E6na5r165E5O2Hb50WnbG5g2RkZHiz3Ob6oisqKrxPKIJ73rbmrcbX3HtHRGfPniUi73T9NtKyBP76669vlMOfOnXK27uenZ39/fff5+fnb9y4sX6vQqE4c+aMd/W45cuXN6o0CBD+9p4Tyc9FG0ArHLaePmo746eBQ3B9Uu3jYXabcvKuj6r9La9NRO9Vfi3xaO9XfiNyqCqphwpPS8vW+W9gF5wf1Ihcz6A7aM0/YS/y08AuOD+pkf2jJbg/rv7efxvpHy0AAJDZuXPnzp0713Bod2Zm5pw5c7Zs2eJdLK2ysvLHHxuPuTt48KDPo+3bt4+IVCqVd5B5dnY2EZ05c8Zb064pj8fj8XjqR0B70/7mJoovWbJkyJAhjda0a6SlZ/RJo9EkJycT0d69e3028JbuD/p525o3gT958qTPPnabzZafn0+/vAttpGUJ/L59+8aNG1dTU1O/5ZVXXhEEISoq6uuvv77uuuua/kh8fPynn37au3dvnudffhmDAKE9cXmYMqPIE74aq8LsCM5UFKh30JIn2uaAhDbBVei8aPRY/Lc5aJUUldljy7Of99/mrKO06TJg7chxW5Fom211B9o+kN/42Zov2uagRbxNcOXZz5s9InPUf7bJHRUAAEg0cuTI9PT0mTNnNt1VX++9tra20a5XX3216VDwM2fOfPjhh0Q0bNgwlmWJaNCgQURUXl6+aZOPoXmVlZUxMTEcx/3lL3/xbvGubbZ///5duxqPCuR5/q233jpw4ECjseuNtPSMzRk1ahQRbd261ftIopFly5a10XnblPfy1tbW+lxlcNWqVUajkYiaFt4PohYnHgcOHBg3blz9EybvJ+OPf/yjn6n8KpVq7ty5RHTkSOPZfQDhzOqSNL/d6sQ0+CCr9ZgltDHJEElDNW7xM5o9NifvEj+UtOClXIewZeOdom2qZX8TayW8iRLfnSCS8tGqc1t4IZR9DgAA0JyrrrqKiLZt29a033vt2rXefzQtxn727NkFCxZ4PJ76LeXl5dOnT3e5XET03HPPeTdOmjTJW6/+3nvv3bFjR8MjOJ3Oe++912QyMQxzzz33eDc++uij0dHRRDRv3rzS0tKG7ZcsWeIdWn/99f4qtrb0jM3561//qlAoiGjWrFlnzvxmZOWyZcu2bWtcCidY521Td999t3ekwLPPPtvowcSePXsWL15MRFlZWT6f5gRLy+YPfPnll/fff//PP/88bty4bdu2xcbGekf5e5+X+OEdReAdUQDQXuhVAkPiRcn0PircQUBiFeILxcVxUTJE0pCUqCIVem/Rb5FDcT6q0fo6o6Rm4UnHakQHLMRLuw5BJOXKx8v+0YqTEFUMF8EyGOwDACCT7du3i9YhUygUs2bNIqK5c+d+8cUXdrt98ODBc+fOHTJkSEJCQklJyfr167/66isiGj9+fO/evRv9uFarffPNNw8fPjx58uT09PSDBw9+8MEHJSUlRHTjjTeOHj3a24xhmNdee23kyJHV1dXjx4+fNm1abm5u9+7dCwoKVq5ceerUKSJ68skn69f8io2N/fOf//zII48cPnx40KBBs2fPHjRokNls/vzzzz/77DMiGjlypP8cuKVnbE52dvasWbNWr1598uTJoUOH3nXXXUOHDq2oqNiyZcu3336rVqszMjJOnjwZ9PO2KY7jli5deuutt1ZUVIwaNWrOnDnePvldu3a9/fbbDoeDiJYtW9ams/Rbdugbb7zx+PHjTz311PLlyz/88MN58+apVCqLxeKzuF1D58+fJ7/1+gDCEMcKKdHu4lp/vyYJBo9ehW6xIBtmuEK0zVB9jgyRNNRL0y2Wi/Q/rH2YXjxyItKzmr7aHsdsZ/206a1NC4dlyVttgK7X13WNC/Y0clNUrjzB1JPysZH/o5Wl6R7NGWrd/gZcyB8VAEBntnr1ap9jpBvSaDTeBP7mm29etGjRsmXLHA6Hd9J7Q8OHD//kk0+a5kGfffbZtGnT9uzZs2fPnobb77rrrpUrVzbckpubu3Xr1pkzZ5aUlLz33nvvvfde/S6WZefNm/f88883bP/www+r1epHHnmktLS00a4BAwasW7fO2zHuR0vP2Jzly5eXl5dv3ry5qqrqtddeq9+u0Wjee++9zz77rGECH8TztqnJkye/8sorjz32mN1uX758+fLly+t3xcbGrl69+pZbbmnTAFr8ON9gMLz22mu7du3yzuD3Vtj7/nuR6jvez6WfYfYA4Sm3h8jDV9EG0Ap9tD38pysGhXZqrI+iG22KYxSiS5ffk/A7iUe7J/5G/w1mxYVsrfugeLrrTIb8PbTVs9opsaNki8frSl3PQfpsPw0iFLrbZf9oKRlOdP35exNukicYAABohaVLlx48eHD69OkDBw6MjY01GAz9+vW79dZbv/zyy927d0dF+Rjbdc011xw/fnzBggUZGRlqtTo2NnbUqFHvv//++++/33SO+tixY48ePfr444/369cvMjIyIiLiqquumjVr1pEjR/75z382Pfi8efP27t171113paamqtXq9PT0CRMmrFix4sCBAxIzspae0SeNRvPFF1988sknN954Y2JiokqlSklJmTFjxoEDB26//fa2O29bW7hw4bFjxx544IGsrCy9Xq/X67Ozs+fPn3/kyJHJkye39dmZ5qr8SbRs2bJFixYR0caNG+sXkPM+Yao/8o4dO8aPH+9yuZ544okXXnghsIBbqaqqKsBX2lFxHBcdHV1XV+edbwONCAKt3Rd5okzlc29mguve4XWKlg9rVSqV3j/lNpvNYhEZZtw55dsv3FywyOfcYIaY19MW3hE7pnVHjouLs9lsjVYukcjC228p+NP/rKd97p0eN/7V1P8n8VAegb/rzOJtRt9V3K6LGPhBz79yjMgD8jD3+IU31lRu+e02gYghIoZh1qY/+bvoxhMCZXDSdm5iwaK6y8P7L8fjxRDzRvojU2LkfqxARGaPbWLBoiaDMi6HNzN+wkvd57XuyJGRkUTkrakDsomOjvaOn8Tth8x0Op1Wq226Xhe0KYPB4F1Gu3X3kwzDxMXFtUFcYWrFihXz588nIrPZrNfrQx0OtD+BTqibN29et27diGjKlCmPPfaYd9pGPUEQNm7ceNttt7lcrm7duj3++OMBng5AZgxDdw0xjcywsb/9XWEZGp5unzXM2IrsHaTI0nT/InNpf12vRtsTuOjVPRa1OnsPkJ7VfNpz8eSYaxr1LasZ5WNJ017uPl/6oRQM+27Gk3MSbm6UpSsY9p74G9/r+XR7z96JaFn3++d3uY39zbViiEjLqt8NUfZORDnatC8y/95Pm1Efj1ciF7Omx59Ckr0TkUGh/azXkknRI3/70WI0jGpR8vS/d7s/JFEBAABAuAm0B56IDh06NHbs2Pq15bp3737hwgUiys3NPXPmTHl5ORExDLN169axY8cGeK5WwyPw5qAHXqIaK3uiXF1pVghE8XrPFUnOWJ1H/MeagR54iQQSdpmP7TQdLXfXRLC6gfrMG6KGahjfAyKkcApuPoJlnaRy/n/27ju+qer/H/i52U1Xmu4BpaW0BdkgRWQP2UO2lCUgCAiCIoiWjcoUyvKLgBRkyQdkqMyCInywzA8bSveeaZt0pJn398fll08/HUnapEnH6/mHD3ru+577TuzI+55zzzHp1kt0aXKk7H6yMptFU8E2voNFIW4cp5p1laLMviS9E69Ipwntz/ca5BjSlOduSm51jUxbsiXj+P3S10XaEleOqL+w0xz3ESyTbx+biCb0vwuf3i56xnxrdbQNHOjYhU8ZXoCwKkpaLVFLhSyBI9uk4ZRX8qRI2YNkZRaHYre08R3kGOLKEZnSoblG4GlC56kLNUQjZjuYfnepQF1USivFbHtjFn2sjzACby0YgbcKjMBXC0bgwURmKOAJIdnZ2evXr9+7d69SWcm+QV26dAkPD6+4d4Il4S9oVVDAWwUKeMu7XfQsPPNf/y56qqBVhJAmPLexTr0/cR/tYFq5BcbQfThTq9UVN8Kt724VPtmRderfRU+VtJoQ0oTnNl7cd77b+/ZsfbvsWozpBXyWKm975r/OFdzKURcQQmxZgn4OnRZ7TGht41fdrmSa4l1Zv57K/ytFmU0I4VPc7vZtF7qP7WbXusbp1U0o4K0FBbxVoICvFhTwYCLzFPCMhISEixcvxsTExMbGZmVl+fn5BQUFderUacSIEVZffx5/QauCAt4qUMBb2JbME5syjtEV9gRsynM/FbDOj+9plawajwZcwG/IOPp95i8Vv7Wa8TxOtVjny/OwSlZlmVjA3y9+NTl+naTC5gtcirO5ybxQ5wHGd5WgyBgbuyJZmVWunSLUUs9JSzwm1izDugkFvLWggLcKFPDVggIeTGTOHer8/PzmzZtnxg4BAEx3Ku+vjRlHKz2UrMz6IG7N3y138aha3K4TGqoTkmtbM09UeihRmflB3Jq/gnbU6yniErUsNH5dpVsnqmj15ym7/Ple79i9ZUxXSlr9QdyaitU7IYQm9MaMo814HmPFvU1MGACg7vPx8enfvz8hxOBebgCVMvNTiDRNZ2Rk3Lp168qVK4mJiVot9scGAGvS0tpvMg7rCYhTpB3JvWyxfKDB0NLabzN+1hMQU5p6Iu+axfKpDbuzf620emdoaO369ENGdnVUciVOkaYnYH3GYS2NzwwA0PCNHDny6tWrV69eZaYtAFSX2Qr4u3fvDhkyxNbW1svLq0ePHgMHDvTz87OxsenZs+eNGzfMdRUAgGp5Io9LVeboj7kgjbJMMtCQPCx5naEyME33j4J/LJNMLblQYOBH417xK+bBeIMuSu/oD0hT5jyWxxmbGQAAQGNlhgJeJpONGjUqJCTk4sWLcrm87CGlUnnz5s3evXsPHTq0ZrsuAwCYIlGRaTAmXpFugUyggTHmWytBmWGBTGqJltZWOuO9LJrQxrwPhJCEUsM/ZQmKevx2AQAAWIapj31qtdphw4bdvHmTEMJms8eNG/fOO+/4+/tzudzY2Ni7d+8eO3ZMrVZfuHDh448/PnxY30RWAACzq7i6GIBZGPOtVd9XLzPqNRr3I6Y1IgxT6AEAAAwydQQ+IiKCqd47d+786tWr48ePL1y4cNiwYQMHDpw/f/6hQ4eio6NDQkIIIT///PORI0fMkDIAgNGM2VPdl2/9pcKh3jHm26aZoB5vcMCiWN5cV/0xFKF8jfgRI0a+XfhJBAAAMMTUAv7nn38mhHh6ep4/fz4gIKBigL+//9mzZ728vAghP/30k4mXAwColvbCFu5csf6YQY4hlkkGGpKOwkAXjqP+mIEOXSyTTC0Z5Ggg/w62hn++jOzKnSvuIAw0NjMAAIDGytQC/unTp4SQiRMnenpWOc7g4eExadIkXTAAgMWwKdaXnqF6Aprw3KY6D7RYPtBgcCj2Mr3fWr48j8ku71ksn9qwwH2MA7vKPYopQi33mGxkV1OcBzbhuekJ+NIzlE2ZeWccAACAhsekP5YajUYikRBCOnXqpD+SCSgqKjLlcgAANTDZ+b15bu9XesidKz7mv9KGxbdwStAwTHcZPNt1RKWHPLjiY81XCiiehVMyL3eu+JDfV/ZsYcVDbIq13mdWb4cORnZlw+If9V9Z1XD9PLf3JzvX75sdAAAAlmFSAa9bWD4xMVF/JBPg4+NjyuUAAGpmjfeMo/4r37YNZv3/IT4njv0sl2E3gncG2/haNzeo177x+ehn/7DOZb61xByH2a4jbrTcGShoYt3czKK7fdu/gndMdO5ny3qzXzGX4vSx7/Bbi41V3byoSksb3xvBO2e5DHPi2DMtLIr1tm3wseYr13jPMHPeAAAADRRl4hq5LVq0iI2Nffvtt2/fvs3hVL6mvUaj6d69e1RU1MKFC8PDw025XI1JJJL6vhpwLeFwOCKRSCqVqlQqa+fSiHC5XEdHR0KIXC4vLi62djqNiExTXCJUs1WUs8aOhfm6lkJRlLOzMyFErVYXFBi1bbgFPC6J/XfRU4laZssSdLAN7GHXlkOxa9ybVFOcocy1Zdt4c11M+dZKUWZflz1MUWZzKHaQoEk/h056JrEbw8HBgRAik8lM6YQQoqY1KcpsFa324bkK/38xXzNaWpumyi3WyL14Lia+ujpLJBIxH4rw8cPChEKhjY0NMz8ULMbOzk4gEBBCavZ5Uvc3AgCMYeo2cl9//fWHH3547969uXPn7tmzh8vllgtQq9Xz58+PiooSiURffvmliZcDADCFA9vWz85ZLpfrJhBBI5SgyFiYHB5V9LxsY1Oe+9Ym842fE16OI9vW0cakWrRII/867cdf8q5ryuymZs8WLvMMne06nCKUKZ2bjkOx/fjmWVSfRbH0Pw8PAAAAVWGvXr3alPPbt29PCPn7778fPnx46NAhQohGo2GxWIWFhU+ePDlz5kxoaOi1a9dsbGz+9a9/BQYGqv6XVqutatzevORyuQWuUh+xWCyBQKBQKLRabMBrOWw2m7lXrVarMffBwoRCId52C6MoSigUEkK0Wm1paal1k4lTpA15/UVMaWq5dqmm+NeCG8ECX6tMfZdrFWPjVlyW3i23rbqSVl2XPSzUlvR16Fiznvl8PiFEoVCYIUswmkAgYLFYBB8/LI7L5XK5XLztFsbj8ZjP8zX7PKn7GwEAxjC1eG7Tpg0hRCAQyOXy5OTkzz77rNIwuVw+ePDgiu39+/e/evWqiTkAAAAYaXHyTom68vnkGlr7WcqubnatxRwHC2e1Petf94tfVXX0/7LPDXIMedeujSVTAgBoVAoLC62dwhv29vbWTgHqNFMfAX327NmzZ89wpxMAAOq+5/KEf/535nw5+erC0/k3LJYPQ01rInIu6o/Zn/27ZZIBAACAuszUEfhdu3aZcjrWpQcAAIvRX70zbhc++8h1uAWS0YlRpOZpDCwy90/xM8skAwAAAHWZqQX8/PnzzZIHAABAbZOopQZjcjWGY8wreNWFzwAAIABJREFUV2V4Zf48daGW1mLrBAAAgEYOHwUAAKCxMGbTMhHbzgKZlGVMVvZsIap3AAAAwKcBAABoLDoIW5glxryCbJoa3Fnd8lkBAABAHYQCHgAAGou3bVu2EOhbe4VHccaKe1sqnTcEFO99px76YyY5D7BMMgAAAFCXoYAHAIDGgk2xtjb5hEdVuf7Lcs8pTXnulkyJ8bXXVB+ea1VHBzp2MVjhAwAAQGOAAh4AABqRd+zeOuq/0o3jVK6dT3HXes/8xH20VbJy5YjOtPi24jx5ilATnfvta7aUIpRVEgMAAIA6xdRV6AEAAOqX3g4d7r+179f8v28XPctS5dmzhR2ELSaI+7pzxVbMqhnP41LglkjZg6uye0mKTC6L01LQbJRTj9Y2flbMCgAAAOoUFPAAANWTqcrbm3PuivRNlRUs8B0p6j7NZZANi1/drpIUWYtTdtwrflWqVRFCC1i8zrbB25p80ozvWRuZG0lNa/6V/+fJvD+flsTJaaUnx7mPQ4eP3UY253tbMSvzsmHxQ50HhNaxB8tZFOs9x7ffc3zb2okAAABAHYUCHgCgGq7JHsxJ3CzVFDNfKjSq+8Wv7he/OiS5eNR/pT/fy/iuTuZdX5gUriFaXUupVnmr8EnIi4+/b/qJtWrLPI1scty6e8WvdC1JysyI3IvHJFc3NZlX1ypeAAAAgEYFz8ADABjrRWni9PhvddV7WbGlaeNjVxVrS43s6llJ/CdJ28tW7zpaol2cvPM/xa9NyrVGtLR2Stz6stW7jpJWf5ayK1J23/JZAQAAAAADBTwAgLHWpR0qpZVVHU1SZv6Yc97IruYlf08TuqqjNKHnJX1f7fxMdr7g33eLX1Z1VEtrw1L360kbAAAAAGpV9abQb9261cTrff755yb2AABgFQXqor8K/6M/5kze34vdxxvsSq1Vv5In64+JU6YrtWoey6IPOp0ruKU/IE6R9kye0MbG3zL5AAAAAEBZ1ftouGTJEhOvhwIeAOqpBGWGmtboj4lTptOENrjjV4Iyy+A4Nk3TLxWJ7WwCqpelaWJKUw3GvC5NQQEPAADQwNA0ffjwYR6P98EHH1g7F9AHU+gBAIyipFUGY9S0RkNX8lh7OUWVPUVfUaFWbkyYGSm0VT4goGPM+wAAAAD1i1arnT59+rx586ydCBhQvRF4tVpdS3kAANRxXlwXgzHuHCcOxTYYFihoYswVLb8BuBfPJVGZqT/Gm+tqmWQAAADqPkqpZD1+SMW+omQyms0m7h6at9rR/hadQAeNSvUKeDbb8AdTAIAGqQnPLVDQ5HVpip6Yfg6djOnKlm3jzHGUqKV6YpzY9iKWXfVSNFk/h063i57pCbBj24TYtbJYPgAAAHUZlZLEPXOCyGRvviSEZKazHj/UBrbUjBxH8/lWzQ4aptqaQo+xegBoeD73mKjnKI/iLHAfY2RXX3qG6g9Y4mmFJ9CmuQx25jjoCfjEbTSf4losHwAAgDqLysniHI/QVe9lsV6/ZJ86RmhL7NuSk5OzdOnS9u3b29vbe3p69urV6/Tp03SFS2dnZ3/66addu3a1s7Nr3rz5tGnTnj59qjs6btw4DodDCCkoKKAoyt7eXnfoyZMnU6ZMad26tb29fUhIyPz58zMzy0/WMzKHy5cvjxw5Mjg42MbGxtfXd/Dgwb/99ps534vGwWwFfFJSUlhYWJ8+fVxdXdlsNpfLJYRotdqwsLC4uDhzXQUAwIpGO/Wc7Tqi0kMcir3Ld7E/38vIrqa7DB7s2LWqo+85dp7tOrwmKZrGkW0b4feVLUtQ6dEhoq6fuo+zcEoAAAB1E/vqRUpZ5doxrIRY1ounVR01l7S0tHbt2m3evDk6OtrLy0ur1f79999jx47duHFj2bBbt261b99+x44dDx488PDwSE1NPXz4cOfOnU+cOMEE9OvXb8aMGYQQHo83a9asadOmMe0REREhISFHjhx5/fq1q6vrvXv39uzZ065duxs3blQ3h/nz5w8aNOj8+fP5+fnNmjUrKCi4dOnSiBEjdu/eXbvvUYNjngL+u+++a9my5TfffPPXX3/l5uZqtW/WcKJp+ptvvmnRokVYWJhZLgQAYF3f+Hz0f82WlCvUu9m1/r3Fxvedelarq8P+X3/tNdWG9T/z6wQs3peeoUf9V5kh1xrpavfWteDtgxxDWNR//0B4cMXf+Hx0sNlyY57wBwAAaPiKClkJsfpDWE8N7D5ruq+++iojI2P8+PFZWVnR0dFZWVmHDh0ihKxcuVIuf7MUrlwunzhxYkZGxrJly2QyWWxsbGFh4dq1a1Uq1fTp02NiYgghH3/88Y8//kgIEQqF+/bt27VrFyEkMTFxzpw5CoVi9erVMpksPj4+Ly9vwoQJ2dnZ06ZNU/7/mxfG5MBU/jY2NhcvXszKynr58qVEItmxYwchZMOGDbX9LjUwZthh+Ntvv/3666+Zf7do0aJly5bnz5/XHbW3ty8sLPzmm28KCwvDw8NNvxwAgHWNceo1xLHr2fybT+VxPBb3Xds2fR06sama3A9d5D5unuuoY5LIP4v+QwjpadduivN7PFYN56hraO3jkthoRbKa1jTluXexbVnu7oCRmvO9f/YPy1cXvihNLNaU+vBdg/lNWTV6gQAAAA0SlZ1lcIY8K9vAurCmu3PnDiFk6dKlDg5vnoCbOnXqH3/8kZ2dnZqa2qJFC0LItm3b0tLSJk+erCuVeTzeihUrkpOT9+/fv2XLlr1791ba+Zo1a5RK5cyZM1etejOuIBKJjh8//urVq8ePH+/fv59Zst6YHB4/fmxnZzdlypRBgwYxMRwOZ8GCBevWrUtNTS0sLCw7aR/0M7WAf/XqFTO6HhQU9MMPP/Tp04cQQlFv9kBms9nx8fEzZsz47bffdu3aNWfOnFatsPoRANRjGlq7M+v0ruzT0v+/FdxucsaX57Ha+8Nhom7V7e2I5MqGjKNZqjzmywsF/3yf+ctSz0nTXAZVt6sLBVGr0g6UXUPekW37ifuYBW5janZzwYlj/65dmxqcCAAA0ODpmTyvQysUtZ2GSCQihBw+fLht27bMI8yEkF9++aVszIULFwghFfeHmzZt2v79+//666+qOr9+/TohZPHixWUbKYpauHDhzJkz//zzT6ZPY3KYNWvWrFmzyvWfmZkpk8kIIbrp22AMUwv4bdu20TTt6Oh46dKlZs2aVQxwcXE5depUu3btXr16tXXr1gMHDph4RQAAa9HQ2lkJG3+X3i7XnqTM/DDhuzXeM+a5vW98b2Gp+/bmnC/XmK3OX5Ky+1Vp0nc+c4zvam/O+bDUfeUapZrib9IPPyqJOdDsy5rV8AAAAFAp2pgRYzt968Kaxeeffz5+/PgdO3acPHly0KBBPXr06NOnj5/f/2xDy0yS37dv3+HDh8u2FxUVEUISExMr7VmhUKSmpnI4nODg4HKH2rRpQwiJj483PgcGTdPPnz9/8eJFfHx8dHT01atXFbV/j6PhMbWAv337NiFkzpw5lVbvDB6PN3v27M8+++zJkycmXg4AwIoO5l6oWL3rrEmPeNeuTTuhUVu/XpHeq1i96+zP+b27XduhoneM6eq5PGFVWpX3Rv8o+OdA7u9Vrb0HAAAANUB7eNECAVVaqi/Gr3ltpzFu3LgbN26sXbv2xo0bERERERERhJCOHTtu2LBhwIABhBClUpmdnU0IOXjwYKU9KJVKtVrNLEFfVmZmplardXNzq7iPuKenJyEkJSXFyBwY27dv37BhQ1ZWFvOlk5NTz549i4qKpFJ9u+pCRaaOySQkJBBCOnUysPVxYGAgIeT169cmXg4AwFpoQu/JPqMnQEtr9QeUtTv7VxMDdH7IPquhtYRU+STe7uwzdNVHAQAAoNrYbG0XvY/OsdmaLkbdiDdRz549IyMjs7OzT5069emnnwYEBDx8+PC99967du0aIYTH4zk7O1MUpVAo6CpUrN4JIR4eHiwWKzc3V6PRlDvE3BHw8PAwMgdCyKZNmxYvXiyXy5cvX37t2rWcnJy8vLyzZ886OTnV1vvScJlawPN4PEKIwRsnycnJpMyz8QAA9U6iIjNFma0/5u/Cx8Z0paBVd4pf6I95UPK6WKvvvr7OjcJHhBBCqvwFm67MjSlNNaYrAAAAMJKmW0+6mf+bL8rdJ6co9aDhtNilVhNQKpVxcXFJSUmEECcnpzFjxmzfvj06OnrChAmEkP379zNhAQEBNE1XHEktKCi4ceNGVVOk+Xy+t7e3Wq1+9epVuUPPnj1jujU+h507dxJCTp069e233/bt29fF5c07o1arTX8fGhtTC3hmXUFmhQM9oqKiCCF6ptkDANRxuqXm9JCoZSra8J+iXFWBhjawXouW1mar8g12RRM6R11gMCzTiOQBAACgGjhc1cRpmnd60hxu2bvotNhZPWGqtsPbtX19qVQaEBAQFBRUWmYmP4vFGjp0KCFE93h53759CSFbt24td/qqVat69+595kyVkweZ5cm3b99erp3ZWax3797G55CTk0MI6dy5c9l+4uLi0tLSjH+9wDC1gB8zZgwh5MSJE2W3jivnxo0bx48fJ4QMHjzYxMsBAFiLkCUwGMOjOFzK8NoixnRFCLFlGw6jCGXMXnG2xl0RAAAAqoHD0fQbqF70pXpcqOa9oeohI1Uffqyau1gbEGiBi7u6ujZv3lyhUMydO5dZzp0QEhsbu3nzZkJIz549mZalS5eKxeKIiIiFCxfm5+cTQjQaza5du3bu3CkUCqdOnVq2z6KiopKSEubfq1ev5vF4Bw4c+Pbbb5ld32UyWWho6MOHD319fefMmWN8Di1btiSE7Nv33wV3IyMjBwwYQNM0IYTJCoxE0YY2MNSvuLg4ODiYWaJw0aJFixYt8vb2ZqbKM89UnD9/fsaMGXl5eT4+Pk+ePLHWcw4SicTEV9pQcTgckUgklUpVKpW1c2lEuFyuo6MjIUQulxcXF1s7ncbF2dlZLpfr/jgZr1hbGvRkkoLW95PS0TbwcmD5O9wV0YRu/3xGujJXT4wbx+lp6whjdl8f8vqLe8Xlp7eVxWNxX7b+2YFta7CrWkJRlLOzMyFErVYXFBieLwBmxOzKq/tQBZYhEomYZ0rx8cPChEKhjY2NRCKxdiKNi52dnUAgIITU7POk7m+EdRUWFlo7hTeqtSP61atXBw4cSNM0l8tt1qyZWq1OTEykabp3795XrlzRber2xx9/TJ48uaCggMViBQQE5OTk5Ofns9nsEydOjB07VtebWCzOz88PCgry9/dnNp87cODAJ598UlpayufzmzZtGh8fr9Fo3N3dT548qSvOjcnh3Llzo0aNIoQEBgb6+PjExsYmJyf37du3sLDw3r17LVq0WLly5eTJk831HjZspo7A29ranj9/3snJSa1Wb9myxcfHp2nTpsyhbt26eXp6jho1Ki8vj6KoiIgIrFIAAPWXLUswWNRVf8w4cR9juqIINdapt/6YMeJexlTvxlz0Pfu3rVi9AwAAQC0ZMGDA/fv3x44d6+vrm5KSolAounfvfuDAgbLVOyFk6NChjx49mjVrVrt27VJTU11cXCZNmvT06dOy1Tsh5IcffvD19U1ISIiLi2NaZs6cGRUVFRoaGhAQkJGR0aFDh3nz5j1+/FhXvRuZw8iRI69cudK7d2+JRPLixYvWrVvv37//ypUrGzdu7Ny5c0pKCubSG8/UEXhGdnb2+vXr9+7dy0yuKKdLly7h4eFduxr44FurcAu8KhiBtwqMwFtRjUfgCSHJyqwB0Z/lqSsfzGwvbPFHi408FrfSo+VINcV9X32arMyq9GgTntu1oO1OHKPuwato9dDXS/9TElPpUSeO/dWg7315HpUetQyMwFsRRuCtAiPw1oIReKvACLx5VWsEHhoh8xTwjISEhIsXL8bExMTGxmZlZfn5+QUFBXXq1GnEiBHmWn8+MTHx888/b9Wq1bp166p1Iv6CVgUFvFWggLciUwp4QsijkpgZCRsqLkf/jt1bP/ktd+E4Gt9VojJzWtw3L0oTy7W3tPGN8PvKn+9lfFcStWxmwoZ/Fz0t1+7Dc/3Jb3kHYQvju6oNKOCtCAW8VaCAtxYU8FaBAt68UMCDfoYXWzKen5/fvHnzzNhhOUqlcuvWragzAcCK2gtb3Gq5+5gk8qr0XrIqi03YwYKmo8Q9hjh0NXLGu04znkdk8LZf8//+veB2vCKdJrQ/32uYqNtoUU8jh/F1nDkOvwasvyi9c7bg5qvSZJVW3ZTn9p6oyyRxfyMXzAMAAACAus+cBXxtO3ToELPHIABAdaUoc75M3XOvKLqYLmVTLC+u8zTx4Lnuo2rQlZAlmOU6bJbrMNOz4lKcCeK+E8R9Te+KEMKmWByKzSYsmmKzKTabsKiqN4e3mKfy+KOSK0/jEgpURe48p66CVlNdBnlwxTXoKl6R/rPk8p2iF3nqQjHHPsSu1VTnQX58T7PnDAAAAFA3VW8K/YoVK0y8XnWnvus8fPhwzZo1Dg4OUqm0Xbt2mEJvLphCbxWYQm9hO7NPr08/pK3wS8CT5/JXULiY42CVrMwoTyP7KGHT34WPy7U34bkd9FveThhglaw0tHZl2oF9Ob/R5H/eeSFLsLnJ3PHVvG2xM+v0txk/q2lN2UYOxf7Kc8oC9zFmSLeBwhR6q8AUemvBFHqrwBR688IUetCveiPw69evN/F6NSvgZTJZeHi4SCSaOHHiDz/8YGIOANConMy7vjYtotJDGcrcHi8/ed7msEUTMjc1rfkgbs3D4tcVD6Uos8fFrbTWInar03/6Med8xfYSbemC5HA7lnCIoVX9dfbl/LY2PaJiu5rWrE2PELB4H7kONyVVAAAAgHqhek9sulSBx+OVixQKhWW/bNmy5cSJEydOnFizLHft2pWfn79gwQJm0BIAwHjLUv9Pz9Fsdf7G9GMWS6Y2HJVcrbR6Z+SrC6u6f1GrXsmT9uX8VtVRLa1dnrZXqTVqoEailn2Tru8myzfphyVVbA0AAAAA0JBUbwQ+JyenYuOvv/4aGhpKCGnVqtXixYt79uzZtGlTgUCQk5Pz6NGjjRs3Xrt2LT4+fu3ateV2GjTS5cuXo6KiBg8e3Llz59u3b+sPViqVlSYpEAjYbHYNrt7gsVgs5r94fyxJ927jna9tNwufFGnk+mOO5139qskUy+RTG/6V/6f+gEuyuyVEYc8W6g8zrzPSmxpaqycgXZn7j/xFX4eOBru6lH+nWFuqJ6BYW3pBFjXddXC1s2wEmF1g8HvGwnSb77DZbEyhtyR8w1tF2W94rVbfb34AMJ2pi9hFR0eHhoaWlpYuWLAgPDy87HZxrq6uAwYMGDBgwIYNG5YvXz516tRWrVq1atWqWv2np6cfOHDA29t7xowZxsQ/f/78o48+qth+7do1jN7rgYdtrIXP5/P5fGtn0ZD9k/vCYEyOpsDJyckCydSSihvRlaPUqjK4BU0dvS2Szhuvk1INxsTTmWOMeOdjs9INx2jT6/X/xNqGN8daRCKRtVNojPANby12dnY1OAs3uQCqpXpT6CvasmVLaWlp9+7dt2/fXtVm719++WX//v3lcvnmzZur1blGo2H2jVu8eDGKHACogXwjZlbrHyiu42hCl2j0jU4zDE5DMLsiteErFmpKjOrKiOQL1UZ1BQAAAFCvmToCf/XqVULIsGHDmJnYVRkyZEhkZGRkZGS1Oj9+/HhMTMwHH3wQGBho5Cn29vZdunSp2E7TNFZZrxRFURwOR61W4/anJTFvOyFEq9VqNBqD8VBjvnzDi7fxWfx6/fvBjeuUoTSw5LIbW2Th1+jGNTwC5s5xMiYrN47hrjy44nr9P7H2MHOJ8XvGwjgcDjOqgW9LC2MeTMPbbmFsNpspBGr2eZKm6YrLaQFAVUwt4DMzMwkhnp4GtuF1c3MjhGRnZxvfc1xc3KlTpwIDA8ePH2/8WQEBAXv27KnYLpFIpFKp8f00Hsw2csXFxfhrZ0m6beQUCgW2katV7wvf/YroW8SOENJS0LRe/37obtf2X3n6HoP35Dp7qBwt/BrfEbQ6Sa7pj3mbE2hMVl14QYZjuEH1+n9i7cE2clah20ZOJpPh/rglMdvI4beBhem2kavZ58k6so0cQH1hagHv4OCQk5Nz9+7dqVOn6gm7c+cOIUQsFhvfc3p6ularff369fvvv1/u0OPHj0eMGEEI+f777wMCrLO/MQDUCy4cUXthi0clMXpivvGuZOGMemSu26jT+Te0VT8IMM/tfYpU/ohT7Rnt1HNTxrEMVZVTA4aIuvrzvYzpqodd27bC5k9K4qoKaCts3tO+XU2yBAAAAKhXTH0GvlOnToSQY8eOxcbGVhUTFxd39OhRXbCRbGxsPCtgViXh8XjMl1wu18T8AaDB+6X5ajuWoKqjH7kO62RreIC3Lmtj47/a68Oqjg527GqVPdKFLMGPzb4QUJXPivTje25pMt/IrlgU6/98l4jZDpUeFbMd/s93CYsy9c8ZAAAAQN1HmTiz67fffmMGw4ODgyMiIkJCQsoF3L17d/r06S9fviSEnD59evTo0aZc7vbt2xs2bGjXrt26deuqdaJEIsEctkoxU+ilUimm0FuSbgq9XC7HFHoLKNAWjX799VN5fNlGPov7tcfUue6jrJWVef0uvb0q9adkZZauxZ4tnO/2/qfu4ziU1XZUelGa+EXynrvFL3UtbIo1xqn3Ou+ZYk7lBXlVUpTZy1L+L1J2nyZvfplThOrv0Hljk4+b8NzMmXTDgin0VqGbQo+PHxbGTKGXSAwsCwLmpZtCX7PPk3VkCn1hYaG1U3gDm0OBfqZOoR8+fPjixYu3bdv26tWrrl279u/fv2vXrv7+/hRFxcXFRUVF6RauGzFihInVOwDUKrlW8UyeUKItFXMcWgp8rVj1mZ2IZXc9ODxJkXUk73KyJseWsnnHpuUYcS+WCbOQEpWZSYpMLsVpIfBx5Vh/p6hhjt0GO3S9Lnt4q+ixgla3EfqPEvWwrXrqgWW0EjT7I3BTjCL1NZUuVRe5ckTtWH7GLEpXUROe27HmK1OU2XeKXuRrCp3Y9iF2rVC6AwAAQKNiagFPCNm0aZNMJjt48KBWq610qXk2mz19+vRdu3aZfi0AqA25aunatIjT+X8paTXT4sSxn+kydLHHBB5lht8SdYQv3/1rz6nOzs5yubykpOa7jp3J/3tz5vGY0jf7nFOEete+zQrPaR1tjd0vozY8KolZm37oVuET3QD1zszTSz0njXbqacWsGIGCJu84tyeEqNXqgoICU7pqwnNrIkbRDgAAAI2UGR4a5HA4+/fvf/LkyZgxYzw8/rtjE0VRXl5ekyZNev78+f79+5mpNQBQ18Qr0nu/Wng8L1JXvRNC8tWFWzJPjIxZbvn9w+u4FWn7Zydu1lXvhBCa0LcKnwyLWXY2/6a1sjpf8O+hMctuFj7WVe+EkDhF2pzEzV+l/mitrAAAAADAvEx9Br6iwsLC2NhYPp/v7+9fd4p2PIRWFTwDbxV15xl4Da3tE73wpTypqoCJ4n47fRdZMqXaZsoI/K/5f89J3FzVUR7FudVyjx/fwLaaZpekzHz3xTwFXeWP8B7fz8aJ+1gypXJ0zzeaPgIP1YVn4K0Cz8BbC56Btwo8A29eeAYe9DP/sr329vYdOnRo1apV3aneAaAqF2VReqp3QsjJ/D9TlTkWy6eO+z7zFz1HlbR6Z9ZpiyWjszvrjJ7qnRCyVW/aAAAAAFBfYN8dgEYtUnpff4CW1l6XPbBMMnVcqjInujRZf8y1Qiu8V5EyA/8T4xRpicpMyyQDAAAAALUHBTxAo5auMjzPECPwjDSV4fchU5WnpjUWSEaHJnSGMf8TFdkWSAYAAAAAahUKeIBGjWvEXnF8FtcCmdR9PMrw+8Ch2GzKor9XKUJxjdgpgM/iWSAZAAAAAKhVKOABGrUW/CaEEEL0rbHUQtDEMsnUcX48T46h+x3NeV4UoSyTj04A31t/AJtiNRd4WSYZAAAAAKg9KOABGrURoncJIaTqmtOBbdvXvqPF8qnLRBy7nnbt9MeMcuphmWTKGunUXX9Ad7u2YraDZZIBAAAAgNqDAh6gUetoGzhW3FtPwHLPyXZsG0ulU9et9J7Or3oifVOe+xy3kZbMh/GR6/BmPI+qjvIp7irvDy2ZDwAAAADUEhTwAI3dtqYLBjmGVGynCPWZx4RZrsMsn1Kd9ZaN30H/5Q5s24qH/PleJwPW2LKssH2mkCU4GbA2QFDJRHp7tvCA35dtbPwtnxUAAAAAmJ3hpY8AoGETULzD/l//If3ncO7lh8XRUk2xB1f8jl3rOa4jOtkGWTu7OmeAw9s3g3f9kHP2qvR+sjKLTVjBNr6jnLp/6DJEaI3qneHH97wWtD0i9+LZ/Jsv5UlqomnKcx/g0Hmu2yhvnqu1sgIAAAAA86JoWt/iVeWsWLHCxOutW7fOxB5qRiKRVOuVNh4cDkckEkmlUpVKZe1cGhEul+vo6EgIkcvlxcXF1k6nUVDTmkuyO3/K/pNDpHyaG8xrMkbcW8/MczAjiqKcnZ0JIWq1uqCgwNrpNC4ODg6EEJlMZu1EGheRSMThcAg+flicUCi0sbGRSAxvrglmZGdnJxAICCE1+zyp+xthXYWFhdZO4Q17e3trpwB1WvVG4NevX2/i9axVwANAY/ayNGlWwsbXpSllGzdnHp/rNirMc5qFN34DAAAAaDC2bt26ZMmSsLAwsxd6e/fu/fjjjxctWrRt2zbz9lyvVa+Ad3FxqbRdJpMplcqyLUKhsKSkRPdly5Yt27UzsHozAEBtiFekj4r5Kk9dfgRSQ2t3Zf1apJFvbjLPKokBAAAAAFRL9Qr4nJycio2//vpraGgoIaRVq1aLFy/u2bNn06ZNBQJBTk7Oo0ePNm7ceO3atfj4+LVr144dO9Y8WQMAGO3r1H0Vq3dUWi+OAAAgAElEQVSdiNyLY5x6dbV7y5IpAQAAQMOgotXn8m5dyb+bqswWULy3bP3GOvdpZxtg7bwsp0ePHhs2bOjWrZu1E2ksTF3ELjo6OjQ0tLS0dMGCBeHh4RT1392kXV1dBwwYMGDAgA0bNixfvnzq1KmtWrVq1aqViVcEADBepirvmuyB/pijkqso4AEAAKC6npXET4tZHyNP1bVESu+Hp/9ritvArc0WCFg8K+ZmooKCApFIZExkly5dunTpUtv5mML411IvmPrk55YtW0pLS7t37759+/ay1XtZX375Zf/+/eVy+ebNm028HABAtTwuiaWJgRWk/lMSY5lkAAAAoMFIVGQMf7GsbPWu83P25Y9iN9Z2ArNnz6Yoat688k8CKhQKBwcHiqLu37/PtGRnZ3/66addu3a1s7Nr3rz5tGnTnj59WvaUAwcOUBS1e/duqVQ6ZcoUe3v7jRvf5J+Tk7N06dL27dvb29t7enr26tXr9OnTZZfnZAZxyy12HhUVNXny5MDAQGdn54EDB27dulWj0ZTL88mTJ1OmTGndurW9vX1ISMj8+fMzMzMNvmqDZ+l5LQ2DqQX81atXCSHDhg1jsfR1NWTIEEJIZGSkiZcDAKiWAk2RWWIAAAAAyvo66UeJWlrV0XN5Ny/k/1OrCYwbN44Qcu7cuXK7XVy+fLmwsDAoKKhz586EkFu3brVv337Hjh0PHjzw8PBITU09fPhw586dT5w4Ua5DpVI5ZMiQI0eOcLlcNzc3QkhaWlq7du02b94cHR3t5eWl1Wr//vvvsWPH6i+J9+7d26tXr6NHj2ZkZDg4OERGRi5ZsmTw4MFld6KJiIgICQk5cuTI69evXV1d7927t2fPnnbt2t24cUNPz8afVfG1NBimFvDMDQ9PT0/9Ycy7lp2dbeLlAACqxYXjaJYYAAAAAB2JWnoxP0p/zJGcy7WaQ58+fVxcXNLT0+/du1e2/dSpU4SQKVOmEELkcvnEiRMzMjKWLVsmk8liY2MLCwvXrl2rUqmmT58eE/M/kxDDw8MlEklUVFReXt7ixYsJIV999VVGRsb48eOzsrKio6OzsrIOHTpECFm5cqVcLq80q+fPnzOTAiIiIgoKChISEqKjo9u0aXP16lXdjmaJiYlz5sxRKBSrV6+WyWTx8fF5eXkTJkzIzs6eNm1aucXRdap1VsXX0mCYWsAzG8zevXtXf9idO3cIIWKx2MTLAQBUSydhEJcysNjHO7Z4AB4AAACq4VlxvJouPye8nEfFsbWaA4fDGTVqFCHk3LlzukalUnn+/HmKoiZNmkQI2bZtW1pa2uTJkzds2GBjY0MI4fF4K1asmDlzpkKh2LJlS9kOk5KSjhw5EhISomthirilS5cyRR8hZOrUqePHj3/33XdTUyt5doAQEhYWptVqV6xYMW3aNDabTQgJCAjYt28fIeT06dNMzJo1a5RK5YwZM1atWiUQCAghIpHo+PHj7dq1S0pK2r9/f6U9V+usiq+lwTC1gO/UqRMh5NixY7GxVX6DxsXFHT16VBcMAGAxIo7dGKdeegI4FHu662CL5QMAAAANgExTYjBGqq71Z/SYWfRnz57VtURGRkql0u7du/v5+RFCLly4QAip+Jz8tGnTCCF//fVX2caOHTsys+51mLXfDh8+rFKpdI2//PLLn3/+2aJFi4r5aLXaCxcusFisuXPnlm3v0qXLjh07Fi1axMz2v379OiGk3MA4RVELFy4khPz555+VvthqnVXxtTQYpq5CP2/evEuXLuXn5w8fPpx5JqFcwN27d6dPn56Xl0cImTFjhomXAwCorjU+M+4Vv4pTpFV6dIXXtCBBUwunBAAAAPWaK9fwquZuXKfaTqNv377Ozs4vXryIiYlhKuqy8+cJIcwk+X379h0+fLjsiUVFRYSQxMTEso3+/v7l+v/888/Hjx+/Y8eOkydPDho0qEePHn369GFuDVQqJSVFqVR6e3s7OzuXbacoasGCBcy/FQpFamoqh8MJDg4ud3qbNm0IIfHx8RV7ru5ZFV9Lg2FqAT98+PDFixdv27bt1atXXbt27d+/f9euXf39/SmKiouLi4qK0i1cN2LEiNGjR5ucMABA9YjZDr8Fbvg8efcl6Z2yK9KL2Q5rfGZMFPezYm4AAABQH7W3bWHLEhRrS/XEdHdoW9tpMLPoDxw4cO7cuSVLlqjV6nPnzvH5/LFjxxJClEolswbZwYMHKz1dqVSq1WoO501JWHGxt3Hjxt24cWPt2rU3btyIiIiIiIgghHTs2HHDhg0DBgyo2GFSUhIxtD5aZmamVqt1c3NjJtiXxZyYkpJi+lkNbOG6skwt4AkhmzZtkslkBw8e1Gq1kZGRFZeaZ7PZ06dP37Vrl+nXAgCoAVeO6LD/19GlyVdk91JIro2W19kmsJ99JyFLYO3UAAAAoP4RsHgfug/dlXG6qgA2xZrtPsICmYwbN05XwF+/fj0vL2/MmDFOTk6EEB6P5+zsnJeXV1payuMZ3pS+0m3FevbsGRkZmZ+ff/369Zs3b/7xxx8PHz587733IiMj+/UrPwrClM0SiUTPVTw8PFgsVm5urkajKVeNM7cbPDw8TD9L/xZp9ZoZXhiHw9m/f/+TJ0/GjBlT9o2jKMrLy2vSpEnPnz/fv38/s9IAAIBVXJM9+CJlzzfphw+m/b4n49cvkvd8m/5znkZm7bwAAACgXvq6ybT2tpU8B85Y1WRGG9vmFkijX79+YrH49u3b2dnZzPz5yZMn644GBATQNP369etyZxUUFNy4cePJkyd6elYqlXFxccygupOT05gxY7Zv3x4dHT1hwgRCSKVLzfn7+7PZ7NTUVGaKflkffvjh8OHD8/Ly+Hy+t7e3Wq1+9epVuZhnz54xOVfsuWZnNUhmuzPx1ltvnTp1KiMjQyaTPXz48Pnz5yUlJWlpaUePHg0KCjLXVQAAamBtesTEuNX/FD3X0FqmRaKW7c053/vlwujSZOvmBgAAAPWRLUvwR6vNU9wGsqn/KancuE4/Bixd5DXeMmkws+i1Wu3Zs2fPnDkjFouHDBmiO9q3b19CyNatW8udtWrVqt69e585c0ZPz1KpNCAgICgoqLT0v08KsFisoUOHEkIUCkXFU3g8Xrdu3VQq1Y8//li2/dmzZxEREQ8ePGB2JevTpw8hZPv27eVODw8PJ4T07t270nxqdlbDY/6pBfb29h06dGjVqhWG3AGgLjgmidyZVfkMtwyV5IO4NaV05duNAgAAAOhhzxbu9v/8aYefd/l/tsxn8oom008GrXvW4eeJLv0tmQazFv3q1atzc3MnTJhQdrb80qVLxWJxRETEwoUL8/PzCSEajWbXrl07d+4UCoVTp07V062rq2vz5s0VCsXcuXNlsjeTFmNjYzdv3kwI6dmzZ6Vnfffdd4SQsLCwEydOMGvOJycnMxcKDQ1lYlavXs3j8Q4cOPDtt98y+7fLZLLQ0NCHDx/6+vrOmTOn0p5rdlbDY+oz8MycCuP5+vqaeEUAAONpae2GjCN6AlKU2T/nXv7IdbjFUgIAAICGxIfnOtVtkBUT6Nevn5OTU0ZGBvnf+fOEEJFIdPjw4cmTJ+/cuXP37t0BAQE5OTn5+flsNvvQoUN61pNn/PDDDwMHDoyIiDh69GizZs3UanViYiJN0717954/f36lp7z77rvr1q1btWrVBx98MGfOHA8Pj/j4eLVa3aFDh3Xr1jExfn5+e/bs+eSTT77++uu1a9c2bdo0Pj5eo9G4u7sfPnyYz+dX2nPNzmp4TC3gmzVrVq145jYMAIBlPCqJzVDpW0mFEHJRegcFPAAAANRTXC531KhRBw8e9Pf379atW7mjQ4cOffTo0fr16x88eBAdHe3t7T148OCwsLCWLVsa7HnAgAH379//7rvvHj16lJKSIhaLu3fvPn369ClTpnC53KrOCgsL69at2549ex4+fJiZmdmhQ4fRo0d/9tlnZacGzJw5s3Pnzps3b3706FFSUlKHDh26dOmycuVKd3d3PfnU7KwGhjKxoqYoqlrx1irgJRIJ7h1UisPhiEQiqVSqUqmsnUsjwuVyHR0dCSFyuby4uNja6TRkZ/L/np24WX9ME57bw7cOWCafxomiKGY/WLVaXVBQYO10GhcHBwdCiG7qI1iGSCRitmXCxw8LEwqFNjY2+lfABrOzs7Njnpyt2edJ3d8I6yosLLR2Cm/Y29tbOwWo00wdgT979mxVh/Ly8qKjo0+ePJmQkMBisTZu3Pjhhx+aeDkAgGqhSPVuMgIAAAAA1FmmFvAjR47UH7BmzZqwsLAtW7Z88cUX7u7uU6ZMMfGKAADG8+VXspVoOf58LwtkAgAAAABgolrf4J7P52/atGngwIGEkAULFmCeNgBYUjub5t48V/0xgx1DLJMMAAAAAIApar2AJ4RQFDVt2jRCiFQqffnypQWuCADAYFGsrz31Tfzx53tNdhlosXwAAAAAAGrMEgU8IaRVq1bMP+rCGhUA0KiME/dZ4jGx0ofhm/DcjjdfxaeqXEYVAAAAAKDuMPUZeCMlJiYSQmxtbb29vS1zRQAAnWWeod3sWu/IPn276JlSqyKEeHKdx4v7LnAf48i2tXZ2AAAAAABGsUQBr1art27dSggJDAy0wOUAACrqYd+uh307Ja1W2tGUkrZV8QyfU7XY0rSrsnvJyiwOxQ4W+A507OLCcTRXqgAAAAAAlTK1gD99+rSeozRNp6am/vzzzw8fPiSE9OvXz8TLAQCYgkdxPAXOclpeoiqpWQ9STfHSlD1n8m/S5L97Owso3qce4xa7j2dTFnouCQAAAAAaIVML+LFjxxoZ6erqunz5chMvBwBgRSXa0rGxKx6VxJRrL6WVGzOOpilztjVdYJXEAAAAAKAxsMRgkZ2d3dChQx88eCAWiy1wOQCAWrIt82TF6l3niORKpOy+JfMBAAAAgEbF1BH4zMxMgzGurq4sFqaVAkD9pqG1h3Mv64/5KedCf4fOlskHAAAAABobUwt4d3d3s+QBAFDHxZSm5Glk+mPuFL+wTDIAAAAA0AiZWsCHh4cTQj799FP9YRkZGSdPnnRxcQkNDTXxigAAVpGnKTQYI9MUK7UqHgsbywMAAACA+ZlawC9atIgYUcDn5eUtWrTIx8cHBTwA1FMijp3BGFuWANU7AAAAANQSCz2aHh0dTQjJycmxzOUAAMwugOftwLbVH9PJNsgyyQAAAABAI1TtEfgHDx4MGjSoXKOrq6ueUzQaTUFBASHE09OzupcDAKgjeCzueKc++3N/1xMzxXmgxfIBAAAAgMam2gW8Wq3Ozc0t11ixpVKzZ8+u7uUAAOqOpZ6T/iz8T5wirdKjQ0XvjHTqbuGUAAAAAKDxqHYB7+3tHRYWpvty/fr1hJCyLZVfhsPp2LHj8OHDq3s5AIC6w4ljf6bFN/OSvr9V+KRsO4tiTXUeuN7nI4pQ1soNAAAAABo8iqZpk86nKEKIiZ1YgEQiqftJWgWHwxGJRFKpVKVSWTuXRoTL5To6OmppraJUUVxcbO10GhdnZ2e5XF5SUmJKJ/8uenpVej9Bmc6juEGCpiNF3VsIfEzpkCY0IaSh1v8URTk7OxNC1Go180QVWIyDgwMhRCYzsAMimJdIJOJwOAQfPyxOKBTa2NhIJBJrJ9K42NnZCQQCQkjNPk/q/kZYV2Gh4b1mLMPe3t7aKUCdZuoq9B9//LFZ8gBoJIo08v05v58tuPmqNElDa5vw3frZd5rvProZz8PaqUE1vGvX5l27Nqb3k6uW/pB99oL0n7jSdEKIP99riKjrXLdRrhyR6Z0DAAAAQANj6gh8fYFb4FXBCLwlxSnSPohbk6DIKNduw+LvaPrpKKceVsmqsTHLCLxZ3C1+OS3+m1y1tFy7mO0Q4f/VO3ZvWSWr2oAReCvCCLxVYATeWjACbxUYgTcvjMCDfhbaRg4ASrSl42NXVazeCSFyrWJe0vf3il9ZPiuwljRlzqS4NRWrd0JInkYWGr82RZlt+awAAAAAoC6r3hT6AwcOMP+YNGmSjY1N2RYjzZw5s1rxAA3G/pzfk5VZVR1V0eq16RG/tdhgyZTAirZm/iLVVLn8QaGmZFPGsZ2+iyyZEgAAAADUcdUr4GfNmsX8Y9iwYUwBr2sxEgp4aLTOF/xbf8CdohdZqjx3rtgy+YAVaWnt79Lb+mMuSKO20RoOxbZMSgAAAABQ92EKPYCFVLV5uA5N6DhFumWSAevK0xTmqw08ayfTFGer8i2TDwAAAADUC9Ubgc/NzWX+IRa/GSQsKioyc0YADZRKqzYYo9RiKcFGQUUb/mYghKiIUWEAAAAA0EhUr4CvuESkra2t+ZIBaMh8eG4GB+Gb8t0tkwxYlwvHkU9xFbS++zU8FteDa/1VeQEAAACg7sAUegAL6e/QSX+AP9/Ln+9lmWTAurgUp7dDB/0x3W3b8CmuZfIBAAAAgHrB1AI+yzj5+fkKhcIsGQPUU/Pc3rdlCfQELPWcZLFkwOo+95jIpqr8DcyiWEs8P7BkPgAAANAgbd26laKoFStWWLE38+bQyFVvCn1FHh4exgfb2Ng0b968Y8eOY8aMGT58OEVRJl4doB7x4rns91v2Yfx3pbSy4tH5bqPHOPWyfFZgLR2ELTb6zF2W+oOG1pY7xKJY33p/9LZtsFUSAwAAAIA6i7169WpTzl+zZo3xwWq1Ojs7+/HjxydOnPjjjz8GDBjg5ORkytWNJ5fLLXOheofFYgkEAoVCodWWryLA7Pz5XoMdu6apchKVmTShmcaWAt/NTefNdh1h3dwaD6FQqFarVSrrrxfYXhjQ3a5tgjIjTflmfVCKUF1sW+72/WykU3fr5mZeFEUJhUJCiFarLS0ttXY6jQufzyeEYBKchQkEAhaLRfDxw+K4XC6Xy8XbbmE8Ho/D4RBCavZ5Uvc3wrqUykrGV4xBE/I6i/3vOF5UAu9pOkdSzHIU0jZcusaZML+3zYjD4QQEBPTu3dvX19davZk3h0aOoumaf3sRQqKjoxMSEt5///3S0lKKovr16/fWW2/5+PhwOJyUlJSXL19evnxZq9WGhIRMmjQpJycnKyvrwoULaWlphJDAwMAnT56Y/Xu0UhKJxMRX2lBxOByRSCSVSutCPdN4yFnKVHaeSqv2oJzEaqwEaVHOzs5yubykpMTaifxXrlrKLHDoz/dy5YisnY75URTFrIGqVqsLCgqsnU7j4uDgQAiRyWTWTqRxEYlETD2Djx8WJhQKbWxsJBKJtRNpXOzs7AQCASGkZp8ndX8jrKuw0MD2rpWSFLMORwkSJeyyjSwW6RuoHNpawarRw8r29vY1Oc0EBQUFIpF5Pn7I5XKBQIB51rXK1Gfgvb29ly5dWlpaOmDAgOjo6KtXr27fvn3JkiWLFi3aunXrhQsXYmJiBg4ceOfOndjY2HXr1v34449JSUkHDx5ksVivX78+ePCgWV4GQP3iwLZ9x7F1T6f2Tfhu1s4FrM+F4xhi2yrEtlWDrN4BAAAaJKmc2vGnsFz1TgjRaknkK97Jh/pWPjKL2bNnUxQ1b968cu0KhcLBwYGiqPv37xNCwsPDyz5/fuDAAYqidu/eLZVKp0yZYm9vv3HjRt25f/3117hx4zw8PIKDgz/66KP09PTly5dTFHX58mUmoFxvR48epSgqPDw8KiqqXbt2QqGQx+MFBQUtWbKk7C37cmcxoqKiJk+eHBgY6OzsPHDgwK1bt2o0mnKv5fLlyyNHjgwODraxsfH19R08ePBvv/1mhveuPjO1gF+3bt3Tp0/btGlz5syZFi1aVAzw9/f/9ddf27Ztu3PnzmPHjhFC2Gz29OnTly5dSgg5e/asiQkAAAAAAABY2LnH/IKSKoea/4nnRmeVr+3Na9y4cYSQc+fOlZvpc/ny5cLCwqCgoM6dO1d1rlKpHDJkyJEjR7hcrpvbm/GkgwcPvvfee6dOnVIoFHl5efv373/77bcfPXpkMJPnz5/379//2bNnbdu2feutt2JiYrZu3TpixIiKBbnO3r17e/XqdfTo0YyMDAcHh8jIyCVLlgwePLhs2T9//vxBgwadP38+Pz+/WbNmBQUFly5dGjFixO7duw2m1ICZWsD/+uuvhJBJkybp2RBeKBSGhoYSQnbs2KFrHDZsGCHk8ePHJiYAAAAAAABgSaUq6nGqgd1eoxJ4tZpDnz59XFxc0tPT7927V7b91KlThJApU6boOTc8PFwikURFReXl5S1evJgQkpSUNGfOHBaLdfz4cYlEkp2dfe3aNblcfunSJYOZ7Nu3r2nTptHR0Y8fP3706NGff/7J5XJv3rx5+/btSuOfP3/OTByIiIgoKChISEiIjo5u06bN1atX169fz8Tcu3dvz549NjY2Fy9ezMrKevnypUQiYcrJDRs2GPUGNVCmFvApKSmEkMDAQP1hwcHBhJDnz5/rWpjh+vz8fBMTAAAAAAAAsKSUfJba0IJ9Cbmmllr6cTicUaNGEULOnTuna1QqlefPn6coatIkffsTJyUlHTlyJCQkRNfy3XffqVSqZcuWTZw4kVmGs2/fvt9//70xmVAUdfTo0YCAAObLXr16MYm9ePGi0viwsDCtVrtixYpp06ax2WxCSEBAwL59+wghp0+fZmIeP35sZ2c3ffr0QYMG6V7vggULXF1dU1NTa7ZmQcNg6ncVs+CBwZkVTACzvgUjLy+PEOLp6WliAgAAAAAAAJZUojS8TpsxMSZiZtGXfSo5MjJSKpV2797dz89Pz4kdO3YsN8GeebZ85syZZRsnTpyoZ561TocOHTp06FC2hbm6Wq2uGKzVai9cuMBisebOnVu2vUuXLjt27Fi0aBHzRMCsWbMKCwv37NlTNiYzM5NZlrUx759l6j7wPXr0OHXqVERExMcff+zl5VVpTGZm5k8//UQIeffdd3WNzM0V3X0aAAAAAACAesGOb3iDCWNiTNS3b19nZ+cXL17ExMQwE5yNmT9PCPH39y/7pVwuz8jIsLGxadq0adl2gUDg6+tb1UC6TsWl0FhVL8GfkpKiVCq9vb3L7T5AUdSCBQvKBdM0/fz58xcvXsTHxzMrpmNjVFNH4D///HMWi5WSktK/f//ff/+93L0QmqYvXLjQv3//pKQkiqKYhevS09M3bdq0du1aQsjkyZNNTAAAAAAAAMCSmoi1PENL1Pm7VLmEm7mUm0WvVqvPnTvH5/PHjh2r/0TdwnWMlJQUmqZdXFwMRlaqWlvfJSUlEeMmYm/fvt3T07NNmzYTJkxYvnz5uXPnOnfu7OjoaPy1GiRTR+C7du26YcOGpUuXvnz5cvjw4U2aNGnZsqWPjw8hJC0t7eXLl8nJyUzkxo0bu3XrRggZOHDgs2fPCCHt27c3eHMIAAAAAACgTuGx6bebqf4dV+U6dhQh3QNUFshk3LhxBw4cOHfu3JIlS65fv56XlzdmzBgnJyf9Z5UbIWeq9Nzc3IqREonEjNnqrmWw202bNi1btszBwWH58uX9+/dv27Ytc3/Bz89PKpWaN6X6xdQCnhDyxRdfBAYGhoWFPXv2LCUlhVnWrixHR8c9e/aUW0dh2LBhR44c0TO5AgAAAAAAoG4a1kYRm8POklVezvQLVjZzrvUReEJIv379xGLx7du3s7OzmfnzNZjjLBKJXFxccnNzU1NTmbFYhkqlSkxMNGO2hBB/f382m52amlpUVGRnZ1f20Icffpibm3vo0CGxWLxz505CyKlTpwYMGFA2ptLn6hsV89TPI0eOfPLkycmTJ2fOnNmrVy9vb2+xWNylS5fJkydv27YtKSmpbPW+fv36uLi43377DfMfAAAAAACgPhLy6AW9S1p7la8neRx6VHvFsLYWelSbmUWv1WrPnj175swZsVg8ZMiQGvTTu3dvQsiBAwfKNp48edLs673zeLxu3bqpVKoff/yxbPuzZ88iIiIePHggFosJITk5OYSQcivtxcXFpaWlmTefescMI/AMiqLGjRvHLISo38iRI811UQAAAAAAAKuwF9AfdZenFbBeZnLyS1hsivZx0rb2Ugt5tb58XVnjxo376aefVq9enZubO3fuXB6vJvvPf/fdd+fPn9+wYUPr1q3HjBlDCLl169ann37KZrM1Gg1FmXNF/e+++6579+5hYWFeXl4TJkygKCo5OXnq1KmEkNDQUCamZcuWjx492rdvH7OMGiEkMjJy9uzZzBr1+fn5jXYwGDPYAQAAAAAAashbpO0frBzXsXR0B0WXZioLV++EkH79+jk5OWVkZBAT1ggPCAjYtm2bSqUaO3asq6url5dXjx493n777Z49exJChEKhGRN+9913161bp1AoPvjgA5FIFBQU1Lx58//85z8dOnRYt24dE7N69WpCyLJly4KCgvr16+fr6ztgwAA/P7+3336bEPLee+8dOXLEjCnVI2YbgY+Pj4+NjWXuiOgxcOBAc10RwGKUtPqXvGt/FPwTU5pKEzpA4DPIocsHzv1tWPzqdqWhtecLbp0tuPVamaLUqpry3fvadpzqMsiRbXiPTQAAAACAcrhc7qhRow4ePOjv78+sGl4z8+bNCwoK2rJlS1RUFI/HW7Zs2dq1a0NCQgghDg4O5suXEELCwsK6deu2Z8+ehw8fZmZmdujQYfTo0Z999plu+sDIkSOvXLny7bffPn36VCaTdezYceXKldOnT//777+XLl367NmzRjuXnjJYcht0+/btyZMnJyQkGBNs+uVqRiKRWOvSdRyHwxGJRFKpVKWyxDqZ9VG8In1q/DfRpcnl2v35XhF+X7W08TW+qxx1wfT4b+8WvyzX7sZx2u+37B27t0zNFYzg7Owsl8tLSkqsnUgjQlEUs9erWq0uKCiwdjqNC/ORSyaTWTuRxkUkEnE4HIKPHxYnFAptbGzMvmg26GdnZycQCAghNfs8qfsbYV1mf9K7xqq1JZsZ5eTkKJVKV2+VPngAACAASURBVFfXsjPwtVqtu7t7bm5uYWFhuQXnwFpMnUKfkJDQt29fI6t3gHqnQF00NnZFxeqdEBKvSB8XtzJHbWw1oqLVE+NWV6zeCSHZ6vxJ8Wtel5bfwQEAAAAAwAK+/PJLHx+fcvPSL126lJubGxISguq97jB1Cv3atWsVCgUhZPTo0R999JGvry92hoOG5P+xd6fRcVQH/vfvraperc2SLMv7Jsv7grENNhgw+2oEJrFJQoCE8GSDOcNzMiSZTP7MSf7PSUIyMGFymCwsISHEBIKxgQA2GBuwMYvBbN5k5EXyJkuWZKvXWp4XIsJYUndJ6q7qan0/r6Dr+vZP7XKrf11Vt+478uT+xJGeth5ONv/y0F9/PvKbdqb6c9OL70d297T1hBG9q+Ghv0z4cV9SAgAAAP2wfPnyhx566Ic//OGwYcMWLVoUiUReffXVb3/720KIO+64w+10+Ex/C/zmzZuFEDU1NU8++WQm8gC55clj61MPWHns1f9vxK2qTP+91ZPNaaZad3xLs95WqmX4EiMAAAAgtYsuuuhnP/vZj370o5PvQhcOh3/zm9988YtfdDEYTtGvAm9Z1u7du4UQ3/jGNzKUB8ghbUZ7Q6Ix9Zhmve1QsmmEf0ja2bbH9qYeoFvGrnj9GdrUXkQEAAAAMuHf/u3frrvuuieeeKK2traoqGj69OmLFy8eM6YX6z3BAf0q8O3t7YlEQghRXl6eoTxADomacTvDIvaGRa1EpqYCAAAAMm78+PGd911HburX9ep+v79jPYN33303Q3mAHFKmFftkmi+5FKlU+krtzDZUG5x2zDDN1lQAAAAABqD+Fvhly5YJIf77v//7xIkTGYoE5ApNqmcVzkg9Zk64ulAN25nt3MLZqQcM85VNCo22Gw4AAADAANPfFePvueee2bNnb9u2bcmSJdu2dXN/LMDTbqtY2s8Bnb5VUZP6eP5tQ5dKIe0mAwAAADDA9HcV+g0bNvzgBz/4wQ9+sG7duhkzZixcuLC6urqyslLK7nvIT37yk34+I+Ckcwpn3VG57L8Oreh26zcrrr685EybU1UHR/181Df/332/sYTVdetVJWd9rfyKvgcFAAAAkO+kZXXTJXrx53so6j3p59P1WVNTk1tPneM0TSspKWltbU0mk25nyV1PHlv/fw88cvIN4Yf7y++s/PKXyi7s7VTrjr/744YHtkc/W5G+VCu6rWLptypq7NyLDv1XVlYWjUYjkYjbQQYQKWVZWZkQQtf1lpYWt+MMLEVFRUKItrY2t4MMLCUlJZqmCT5+OC4cDodCoaamJreDDCwFBQXBYFAI0bfPk52/I9x1/PhxtyN8qrCw0O0IyGn9PQLfsYgdkN+WDj63pmTR1khtbbzeEmJ8YPhp4YmaVPsw1eLC0zZMvm+X3lBnHU5a+jCldLo6NiB9Gc8MAAAAIM/0t8DnzpdVQFapUpkzqHrOoOr+TyWFnBYat7B4thAiGo22t7f3f04AAAAAeY9TdgEAAAAA8AAKPAAAAAAAHtDfU+g7GYbx2GOPvf7667t37969e3csFps4cWJ1dfWZZ5751a9+tWMpFwAAAADINSwdB6/ITK9euXLlD3/4w1PuA3/gwIH169f//ve///nPf/6LX/zi6quvzshzAQAAAAAwAGWgwN97773/+q//2vHfBQUFEydOHDt2rKZpdXV1O3fubGtr27lzZ01NzVNPPVVTU9P/pwMAAAAAYADqb4Hfvn379773PSFEaWnpv//7v996660n31guGo3+7ne/+8lPftLU1HTLLbfMnz9/+PDh/XxGAAAAAAAGoP4uYnfffffpuu73+1etWnXHHXecclv4UCj0L//yL6tXr/b7/U1NTT/72c/6+XQAAAAAAAxM/S3wL730khDia1/72llnndXTmAULFtxyyy1CiDVr1vTz6QAAAAAAGJj6W+Dr6+uFEAsWLEg9bOHChZ2DAQAAAABAb/W3wFuWZX+YzcEAAAAAAOAU/S3wI0aMEEJs2rQp9bCOAaNGjern0wEAAAAAMDD1t8BfdNFFQoiHHnooRYffvHnzAw88IIS48MIL+/l0AAAAAAAMTP0t8N///vcHDx4cj8eXLFnyP//zP7FY7OStsVjsN7/5zVVXXRWPx30+32233dbPpwMAAAAAYGDq733gR40a9eCDD15zzTVHjx697bbb/uM//mPy5Mljx44VQuzdu3fbtm0tLS0dI+++++7q6up+Ph0AAAAAAANTfwu8EKKmpmblypV33nnnjh07Wlpa3njjjTfeeOPkAZMmTfrZz35WU1PT/+cCAAAAAGBgykCBF0JcffXVV1555Z/+9KeNGzfW1tbW1tYKIaqqqqqqqhYsWHDDDTdoWmaeCAAAAACAgSljvVpV1Ztuuummm27K1IQAAAAAAKBTfxexs2nDhg0333zzzTff7MzTAQAAAACQZxwq8Lt27Xr44YcffvhhZ54OAAAAAIA841CBBwAAAAAA/UGBBwAAAADAAyjwAAAAAAB4AAUeAAAAAAAP4PbsgLcZlrkncTBqJob5ysq0IrfjAAAAAMgWCjzgVUf11l8c/MsTx145bkQ6HpkeGnf70OuuGXyOu8EAAAAAZAMFHvCk7dG9S2v/44h+7OQHP4zW3brn7vXH37tn9G1SSLeyAQAAAMgGroEHvCdmJb78yU9Oae+dHm1a879HnnY4EgAAAIBs690R+NbW1r49TSQS6dsfBNDVY01r9yUOpxjwX4dXfL38Cr/icywSAAAAgGzrXYEvKSnJUg4A9r3Q+mbqAS36ic3tHy8qnOVMHgAAAAAOGCjXwBcWFkrJJcHd6HhZBg0aZFmW21kGkM69MRAIaFqv/xk26EfTjmlUjxcXF/c62QAgpQwEAj4fpye4QFVVdkuHdbzD8LI7TFXVjv8oKuLmII5SFEVKyQ7vsM4dvm+fJ/kICvRK75rD8uXLs5Qj2yzL4t2hWx1N0rIs0zTdzjKAKMqny0/07ZVXZPrVKxQh+TvtCTu8i3jlHdbxu4+X3S288g7r+FTDy+6wfn6qAdArvSvwjz32WJZyZNuJEyco8N3SNM3v90cikWQy6XaWAcTn83UcH0gkEu3t7b3942O0oR+LutRjhlulx48f72O+vOb3+xOJBAtzOKnjrAchhGEY7JYO6zgCzMvusJKSko5zH/j44bBwOKyqKju8wwoKCjoOwvft82Tn7wgAdrAKPeA9V5QsSD2g0ld6eniSM2EAAAAAOIMCD3jP0sHnTg+NSzHgP4bfqNo4zR4AAACAh/ARH/AeTaqPjv9xdXBU101SyDuHffmLpec7nwoAAABAVg2UVeiBPDPcX7520j2/a1y1ovnlXbF6IURICZxTOOu2oUvPGDTV7XQAAAAAMo8CD3hVSAn8y9Av/MvQL0TNeNSMl6gFdlanBwAAAOBRFHjA80JKIKSwfCsAAACQ5zheBwAAAACAB1DgAQAAAADwAAo8AAAAAAAeQIEHAAAAAMADKPAAAAAAAHgABR4AAAAAAA+gwAMAAAAA4AEUeAAAAAAAPIACDwAAAACAB1DgAQAAAADwAAo8AAAAAAAeQIEHAAAAAMADKPAAAAAAAHgABR4AAAAAAA+gwAMAAAAA4AEUeAAAAAAAPIACDwAAAACAB1DgAQAAAADwAAo8AAAAAAAeQIEHAAAAAMADKPAAAAAAAHgABR4AAAAAAA+gwAMAAAAA4AEUeAAAAAAAPIACDwAAAACAB1DgAQAAAADwAAo8AAAAAAAeQIEHAAAAAMADKPAAAAAAAHgABR4AAAAAAA+gwAMAAAAA4AEUeAAAAAAAPIACDwAAAACAB1DgAQAAAADwAAo8AAAAAAAeQIEHAAAAAMADKPAAAAAAAHgABR4AAAAAAA+gwAMAAAAA4AEUeAAAAAAAPIACDwAAAACAB1DgAQAAAADwAAo8AAAAAAAeQIEHAAAAAMADKPAAAAAAAHgABR4AAAAAAA+gwAMAAAAA4AEUeAAAAAAAPIACDwAAAACAB1DgAQAAAADwAAo8AAAAAAAeQIEHAAAAAMADKPAAAAAAAHgABR4AAAAAAA+gwAMAAAAA4AEUeAAAAAAAPIACDwAAAACAB1DgAQAAAADwAAo8AAAAAAAeQIEHAAAAAMADKPAAAAAAAHgABR4AAAAAAA+gwAMAAAAA4AEUeAAAAAAAPIACDwAAAACAB1DgAQAAAADwAAo8AAAAAAAeQIEHAAAAAMADKPAAAAAAAHgABR4AAAAAAA+gwAMAAAAA4AEUeAAAAAAAPIACDwAAAACAB1DgAQAAAADwAAo8AAAAAAAeQIEHAAAAAMADKPAAAAAAAHgABR4AAAAAAA+gwAMAAAAA4AEUeAAAAAAAPIACDwAAAACAB1DgAQAAAADwAAo8AAAAAAAeQIEHAAAAAMADKPAAAAAAAHgABR4AAAAAAA+gwAMAAAAA4AEUeAAAAAAAPIACDwAAAACAB1DgAQAAAADwAAo8AAAAAAAeQIEHAAAAAMADKPAAAAAAAHgABR4AAAAAAA+gwAMAAAAA4AEUeAAAAAAAPIACDwAAAACAB1DgAQAAAADwAAo8AAAAAAAeQIEHAAAAAMADKPAAAAAAAHgABR4AAAAAAA+gwAMAAAAA4AEUeAAAAAAAPIACDwAAAACAB1DgAQAAAADwAAo8AAAAAAAeQIEHAAAAAMADKPAAAAAAAHiA5naA9Pbs2bNy5coPPvigpaWlrKxs9OjRS5cunTJlitu5AAAAAABwTq4X+Ndee+1Xv/qVYRhCiIqKiubm5kOHDr311lvLli370pe+5HY6AAAAAAAcktMFvrW19d577zUMY9GiRV//+tdLS0sNw1i9evVDDz20YsWK6dOnz5w50+2MAAAAAAA4IaevgV+zZk0ikZgyZcodd9xRWloqhFBVtaam5uqrr7Ys65lnnnE7IAAAAAAADsnpAl9bWyuEOO+881RVPfnxhQsXdm4FAAAAAGAgyOkCr+t6eXn5yJEjT3nc5/MJIToujAcAAAAAYCDI6Wvgf/SjH3X7+ObNm4UQEyZMcDYOAAAAAACuyekC362tW7c++eSTQohrrrmm69YdO3b89Kc/7fr4fffdV1BQkPVwHiSlFEIUFBRYluV2lgGk42UXQgQCgY4zSuAYKWUwGPT7/W4HGYhUVS0pKXE7xcDScQ0aL7vDOi/9Ky4udjfJQKMoipSSHd5hivLpKb19+zzJR1CgV7xU4OPx+IoVK/7+97+bpvnlL395xowZXcdEIpFt27Z1fVxKqWle+mEddsoqA3CMoiidv/bgGF52t/BW7BZedrfwyruCl90tffs8SYEHesUzb3Cvv/76Aw88cPTo0WAw+PWvf/2SSy5xOxEAAAAAAM6Ruf+lV1tb2/333//6668LIc4+++ybbrqpoqKit5M0NTXl/k/qCk3TSkpKWltbk8mk21kGEJ/P13FeZTQabW9vdzvOwFJWVhaNRiORiNtBBhApZVlZmRBC1/WWlha34wwsRUVFQoi2tja3gwwsJSUlHQeB+fjhsHA4HAqFmpqa3A4ysBQUFASDQSFE3z5Pdv6OAGBHrh+BP3LkyJ133tnU1DR69Ojvfve7kydPdjsRAAAAAAAuyOkCH4lE/s//+T9NTU0XXnjht771Ldb6AgAAAAAMWDld4NeuXdvQ0DB37tzbb7/d7SwAAAAAALgppwv8iy++KISoqakxTbPbAawjDQAAAAAYIHK3wBuGUV9fL4T40Y9+1O2AYcOG/fa3v3U2FLxEtp/wv7NZ271TthwTUrGGDElWT03OnmvlzbUYpql9/IH/o/eVI4dkMmEWFBpjJyTmnmGWlrudDAAAAEDm5W6Bb2xs7OnAO5CWWrc79MzfZSza+Yg80BA40ODb+k702uvNUs8vdiqj0dBTf1Ub9nc+orS2KFvf0T58L37BZclZc1zMBgAAACAbcrfAV1ZWrlq1yu0U8CTl6JHQysel3s2NTJRjzaG//Tly87csv9/5YBljWaGVK05u752kYQTXPGsNGqRXTXI+FwAAAIDs4Rpy5KHAq+u6be8dlLZW/9ubnMyTcb5d29X6fT1utqzAuhcFdx4GAAAA8gsFHvlGxuNaXW3qMdr2j5wJkyVquvxKyzH18EFnwgAAAABwBgUe+UZpPSYMI82YY83CyyssKM1H046RRxsdSAIAAADAMRR45BtL120MsqSXzzCX6b6hEEJIM/0YAAAAAB5CgUe+sQqL048JhS1VdSBMlliFRenHFKV/HQAAAAB4CAUe+cYqLDTKK1KP0cdXORMmS/RxafJbPp8xcrQzYQAAAAA4gwKPPJRceE6qzaqaOOMsp7JkRXLmHCs8KMWAxLwFluZzLA8AAAAAB1DgkYeSk6Ym5p7Z/TZFiV56lVla7myiDLMCgWjNFy3fp7eyP+Vqfn1CdeLMRc6nAgAAAJBVmtsBgKyIL77YHDbC/9oryrGmzgeNEaPi511kDB/pYrBMMUaMitx4a+CVNdrunZ0L8lmDChLzFybmzBcK380BAAAA+YYCj7yVnDwtOXma0nxUaWmxpDSHVFgFhW6HyiRzcGn0mmUyGlWOHpaJhFVYbJQPoboDAAAA+YoCjzxnlpZ7/YT51KxQyBg11u0UAAAAALKOg3UAAAAAAHgABR4AAAAAAA+gwAMAAAAA4AEUeAAAAAAAPIACDwAAAACAB1DgAQAAAADwAAo8AAAAAAAeQIEHAAAAAMADKPAAAAAAAHgABR4AAAAAAA+gwAMAAAAA4AGa2wEA9J1av8/30Vbl8CGZTFqFhfrY8ckZc6xQyO1cGaM0Hg6+/Lx6+LBIJi1VtYpLEmeclZw6w+1cmWMY2o6Pfbu2y+YmKYU5uDQ5cbI+aZpQVbeTAQAAIOdQ4AFPkoYeeH617+MPPnuo+ai6ty7w5qbo5TX6+Cr3omVM8KXnfFve7vxfaRry6JHgs0/539zY/pWvC83zb19Ka0tw5ePqkUOfPdJ4RNu53XhzU6zmi2bJYBezAQAAIAdxCj3gSYFnV36uvXeKRoIrV6gH6h1PlGGBV18+ub2fTGk8HP7zAw7nyTgZj4VWPHJye/8nS208HHr8TzIWdSEWAAAAchgFHvAedW+db8fHPW2VhhFY85yTeTJP1/1vbkyxXW087Nux3bE42eB/c6PS2tLdFimEUFpb/G+85nAkAAAA5DgKPOA9/o/fF0JYPQ9QjxxSGo84lifjfO+9JUwzzZi3UjX8XGdZ3Z9AcRLfxx8IK8VfMgAAAAYcCjzgPfLIYdFxoLZn6tHDzoTJBq1+f9oxSkuzA0myRMZisq01zZj2EzLS7kweAAAAeAIFHvAemUykH5SwMSZXyXg8/RhDdyBJttj5G7T5Fw0AAIABgwIPeI81qCD9mIJCB5JkiVlYlH6MP+BAkmwZNEgo6d5+pbTzFw0AAICBgwIPeI8xZlyaEapqjBjtSJasSM48Le0YY5SHf0BL1YzhI1OPMYeNsHx+Z/IAAADAEyjwgPckZp1u+VNVu+TMOVYw6FiejDNGjk5zEF7KxHmXOBUnKxLzF6YeEJ+3wJkkAAAA8AoKPOA91qCC2GVX93QOtlE5PH7OBQ5HyrjoF74s1J7eoGRs8SVmgbdPL9cnVCfmzO9pa/K0eXr1FCfzAAAAIPdR4AFP0qunRJZ91Rgy9OQHLVVNzpkfXX5j6uPznmCWDWm/+TtWcempG/z+2NVLk6f3WH09JH7BpbGLr7DCg05+0AoPil14WeyCS91KBQAAgJyluR0A6MKylOYmebxNaKpZXmEFQ/2ZTK3fpzbstzTVGD3O/HzddVPDvuQrO2UyIUaNFBP6eKDVGDk6cuOtWsN+9ZNdMpEwB5cmpkwXn2+DnmYOHnzi1u8qjYf9H26Vba1WIKhXTdKrqt3OlUnJWafr02crB/YrRxuFEGbZEHPESEvlnRkAAADd4GMicoll+ba+E9j8+me3yJZSHz8xft6FZml5bycLrnvR9+5bwjA+eygQjJ53kW5jgbTsCWx61b9xvTBNUwghhPKWKJRCHz02+sWv9nYqpeVYYP1arXaH+HQy4X9zY2L+wsSc+UKmvkm8l5hDhsYWX+x2iiyyVNUYNdYYNdbtIAAAAMh1nEKPnGFZwWefCq557rP2LoSwLG33zvAff6/uq+vVZOE/P+B7+43PtXchRDwWemF1YM1zmYjbF6Gn/uZ/bV1n3/6UJbS9ewruu7tXUykN+8OP/E7bue3k2eSJ44GXXwitfPzUpwAAAADgfRR45Ar/22/4tn3Y7SapJ0NPPyGjUZtTBde9qB5s6PGJ3ntbq9vdl4j9o+74WKvd1t0WSwghY9HwY3+0OZVMJMJP/03G491u1Wp3+De92seUAAAAAHIVBR65wTT9m19LsV3Gov5337Q5mfbe26kHBF563m6wzAmtfbaHLZ+e7q7W77U5le/9LbL9RIoB/rc2SV3vRTgAAAAAOY8Cj5ygHGxIe4Bdq6u1N9XBtN1VaWm2myxzZCSWdozv/XftTJX2pZDJhP2vAwAAAAB4AgUeOUE93pZ2jGxtTTtGCKE0Hko/yLKURMLObBllpR2hHthvZ6LPLRPQjzEAAAAAPIQCj5xgqWr6QZqtmyZIv8/OMFPJxZ3fCtgKbynpXy47YwAAAAB4SC52GAxAdu4SZ5SW2ZnKGDEq/SBVtfl1QAZZNm7tpldPszOVWZb65bKEEFaaMQAAAAA8hgKPnGCWlRvlFSLlWeb6ZHvltrDYGlSQeow+3EbJzzQr7ZcUUjFGjLYzlTFpauqJzOISo3K43WQAAAAAvIACj1wRX3yxUJSeDlIblcOTU2fanCp24eWpNitK/PKa3oXLhNgXbxApj8EnFi6yOVWyeooxsueqL2X8/EuEjQP+AAAAADyEAo9cYYwdH73kKkvt5sx2Y+iw6LXLhe2r1vXqyYmzz7e6LbCKEr12mVlU1I+kfWQUFESvvE70UOL16snxhefanUvKSM0XzW4vFlDV2IWX6VWT+hoTAAAAQI5y+jJgIAV9+qzIiJH+t95Q62qVE8ctRTWHVianzkjOOE3YWeXuJPEFZyfHTgiufVZtPCwMQwhpaZoxekz8siVmOM0J9tmjT54aGTki+Le/yKaj0uq4XEBa4XD04iuNib2s3KFw+/IbfR+97/vwPeXwIaknrcIifcz4xNwzzfIhWcgOAAAAwGUUeGSANAx1+0favj2y/bjlD5iVw5NTZ1gFhX2YyhxcFrv4ioykMocNi9xwS0amEkJoW9/xv/+ucrxNWJZZWJScPjs5Z14f5jEKiqNXLg3UbvcfaxaGYRQWxUaPM8ZN6EsmRbF8PqW9XVimkIqIx5T2E2afXnYhhNLUGNjwsnLkoEzqIhDQR41NnHeRGQz2YSoZj2vbPtAa6mW03QyFjeEj9SkzrD5NpSRivnVrtf17ZCxm+XzmkKHxRYvNIUP7MFXOUg/Uazu3KceahWWZg0v16im2FmIEAADAwCMtK/29qfNAU1PTAPlJe0vTtJKSktbW1mQy2bcZ1Pp9oWefOuWu45aqJs5enJi/MBMZXaa0Hgv/5WF54vgpj1vhcOT6m+ysn99JGnpg7fO+D94Vn98bjWEjYlctNYtLehHLMAb94X+Ubm72LhNnnxdfYPdy+g7BVX/z7djWZSYZX3R+4oyzejWVb+e2wAvPyFj05AetQDB+0WXJKTN6N9U7bwTXrRWWeUosvao6es2yXk11srKysmg0GolE+jxDpshoNPiPp7XdO095XB9fFbv8GisUciVVNkgpy8rKhBC6rre0tLgdZ2ApKioSQrS1tbkdZGApKSnRNE3w8cNx4XA4FAo1NTW5HWRgKSgoCAaDQoi+fZ7s/B0BwA6ugUe/KAcaQn/7s+xSI6VhBNavDbzxmiupMkhJJAY9/L9d27sQQkYi4T/+TrHfAy0ruPrvvve3iC4f5tSDDeG//lG2n7AfrOD+e7pr70IIy/faOv+Wt+1PFVr5eDftXQhhWYENL/needP+VL6d24KrnjilvQshZDwWfHalb9sHvZhq65bgy2u6tHchhKXV7gg/8Rf7U+UmaeihJx7t2t6FENontaG//VnquvOpAAAAkMso8OgHywq++EyKmuHfuF451uxkoowLPPuUSPT4XbLU9eDqv9mcyrdru7Zre7ebLCFkW2tgw8t2U21cL6M9fnEghQise97mVMqB+p5SdQi+skbYa5IymQisea7r1xOfsqzAS8/LWMxWLNMMvPx8irsKqnW16r49tqbKVb53NquHDvS0VT180P/2G07mAQAAQO6jwKPv1MMH1cbDqUYYhvbRVqfiZIW2pzb1ALV+vzC7HiXubqr33+1pU8fC9Nr2D6W9E898b6c7Km6a2vaP7UwV3Lgh3VSG7z1bx/O13btkpD3FABmNarWpviz4bKoPt6Y9/uxPmzy3+d5/L/UA7f0tziQBAACAV1Dg0XdKz8cPO2k2xuQsJRIRupFmkGkqTY12ZlMPNaQeIHVdNh6xlSyR/ji2/8Mevy/43JMeTf+M2t5P7ExlZ39QD9raH3x1u9NP1WTvtcpJMh5TjqW5RFNpbZHRUy9GAAAAwEBGgUff2Tod2tMNpLXbi8xPpdhbHUrG4+mnits6w1zaWRGp53PsPzdVMpF+TDR9cmFzf+hyeXz3U8XTh5dpv1vJZfYuJei6mgAAAAAGMgo8+s4Kh22MGeRAkmyxtyaqXlpqZ5gVsvNypR8jhBCKTD9VYZGdmSy/P/2YQbZSZXB/MMMF6afy+exMlaPCg4S08ZdoY58BAADAwEGBR98ZI0enHzMq/ZicZfr9wt/REns+5K2pYrC9np/u5bKCQaO8wlawUPoanJi3wM5UxvCRacfo1ZNtTTVyTNox5qj0Y4QQevXU9E83bISdqXKT5fMZFZWpxxhDKqxg0Jk8AAAA8AQKPPrOLC03xo5PMcAKBJLTZjmW70HqtAAAIABJREFUJxsSU2cKIf65zFw3khOn2JwqOWdemgGz5gpVtZXqvPNTD7B8mjHC1lcniXMu+PSn6+k7Cr/f5v3b9THjzNJU32WYxSX6hIm2pqqebAVSd1cZP/cCO1PlrOSc+f0cAAAAgIGGAo9+iV18pTWoh7OdpYxfdEWPWz0ifsFlZs/noluDCmKXLrE5lTFyzOeOin++MBuVwxMLFtmcKjl1ljF0aIoB0WuvtzmVWTw4ccZCIXr6jkJGlywVir03ClWNXlZjad2f2W6pWuzyGkvVbAaL1VyX4iTz5NwzzNJym1PlpuS0mXp1j9/+6FWTkjNOczIPAAAAcp961113uZ3BCVFPL6WWTYqiBIPBeDxu2rsX2imsYFCvnqIeOaS0fW69N6uoOHZFTYp+4hlSJmfO0er3KMePn7LFGDos+tVbe3UltjFmvAgE1YP10jA+K8xS6tNmxa661vIH7E+VnDVXO7hPaWk5dYOqRpZ+KfWZEd2k0lRt/95Tb+Hu90evWa6Pq7I/lVVYZIyvUhrqlc/fT84sHxKtWWaOGGV/KrN4sDlylK92hzA+v1idoiQWnhs/J805CCmEw2Fd15P27tiXRVLqEydL01QOHZAnvfKWqibnnhm/+Aq735t4gZQyHA4LIUzTjNlbwA+ZEggEhBBxG4toIoOCwaCiKIKPH47z+Xw+n4+X3WF+v1/TNCFE3z5Pdv6OAGCHtCw761l7XlNTUz79pLL9hEwmrWDQCob6OZWmaSUlJa2trf3sM+rhg76d2+SxJiMUNsdP1MdOsHk2eLYpiYQ8cshSFLOiUmh2D/92M09To3/z68qhg9IyjcrhiblnmkOH9W0qGY8F6moDBxpkMq5XDo+MrTKLS/o2lXrihH/Nc8rBemkYVjiszz49fvqZfZtK6HrgrY1qXa2MJ6xBgxKTZ+gzZ/dxKstS6/dpDftFNCKCIX3ESGPUWDtrtnXL/9H76vYPZXu75Q+Yo8fE5y4QNhbe64lMJgf7tJiuR1Stz5EyS7af0OpqlaajwrLMsiH6+Cqvn7fSlZSyrKxMCKHrekvXb52QTUVFRUKINns3y0CmlJSUdPSZPPv4kfvC4XAoFGpqSnOfTmRWQUFBMBgUQvTt82Tn7wgAdvS9z8B50tD9b72hbX3n08PdUhrlFcm5ZySnzXK3igTX/kP7cGvHDck0IcTWd/WRI+NLrrOzlnj2aO+/F3z1Jdl5KFgKs6QsdtkSozfHgT+dqm5X4MVnO28XpzQ3qfv3JhZfmpxka3W3kymHDoSeXSmPHTUtIYSQ778XDoXjZy9Ozj6911O1HguselI9fLDjyLmMRf2vrxexWPys83o7ldR1/1ubfB+8J1tbhBCiSfqjEaFIfdrMvuxaUhqjxhj21qtLKzFtppg2s//zaHW1/jdeUw/UJ01TFaIgFE5OnZFYcI4V6u+3YP1kDSpITu/rdyUAAAAYSDgC7xkyGg09/oh65HDXTfrEydGrlvbtiHd/j8DresFD98uWY91sUtX2679mDuvjYep+Cq5+wrf94+62yNjii5Jze3GYOrDhJf/m1096wOq8Xjx52rzYhZfZn0rb+k5wzbPd3sVdn1AdvXZ5L6baUxd68lHR3YlqxpChkZv+H/tTyUh76PE/qY1Hum5KVk+JXWX7GvgcFlj/kv/N17s+bhUWRq77ilk+xPlIAwpH4F3EEXhXcATeLRyBdwVH4AEnef5z+cARWvVEt+1dCKHt2h7Y8JLDeTqEn3ys+/YuhDCM8IqHu22Y2eZ7+40e2rsQwgq+8qJy+KDNqbS63f7NGz//2GdHpH3vvuXb/qHNqWRzc+jF57pt70IIbffOwMb1NqcSyWToyb/09NqqjYeDq5+wO5VlhVY90W17F0L4dm4LvLrO7lS5yvfBe922dyGEPH489ORfpK47HAkAAADoAwq8N6j76tR9dSkG+N99S7afcCxPB6WtLXUqmUwGXn3ZsTydghvXixS3brdE8B+rbE4VWPNsqpvACxF4+UW7qZ5/OvVUvs3dl8xuplrzrDCNFAN8Oz4WiYSdqdQ9n6j796YY4H/nDfn5Fek8xrICr6f6DkJpa/W9v8WxOAAAAECfUeC9Qdu1I80Iw9A+2eVIls/43n0z/Zgd2x1IcjKl+aiIx0WKW7cLoTY12prLNJW2NKf7yvYTSsLWqtrqoTSH/aWuqw377Uyl1e0WQqT6OsASvg9slVLf7p1pRhiG+kmtnalyk3rogOxyB4FTpP/3BQAAAOQACrw3KK0pa2THcmg9ncqeNUrT0bRjZMzpg7fawQPpB5mmnQPUSktzykPmn5KHDtnIJaSR8jxtSwghlIP1tqb69CuDVMvLqUe6Pyv+1Kls7DZKq9O7Vgal+bfz6RgP/4AAAAAYOCjwyDLHF++x7HRu9E5O3G4te1hiCgAAAJ5AgfcGs2Rwqs1SCCGswaXOhOlklqZfu9t0/I7W+jAbd4lTFDv3EjdLSm10V2lVVtoJZqkp79oohRDCGG7rFneWP5h2jFE51NZUNnabNLtfbrMT3ipl8VsAAAB4AAXeG/SJk9KMUFV9/ERHsnwmOfeMtGP0SVMdSHIyq7RU+AOpxxhDbJVboShWcZr6ZxUOMm3UaSGEMWxEmql8PnP4SDtTpf+7ljI5w9aN5ZMTqtOkUlXD8V0rg4yhw6yi4tRjklXp/n0BAAAAOYAC7w3GqLH6uAkpBiTmLrDCgxzL08EsKDBSphJ+f/ys8xxKc5LYuRem2GpJEbuixu5Ul16eZsD5aQZ0il++RMhUx/MTZy6ym+qCS4WmphiQnDpTaCkP+P+TMXa8MXZ8qlTzF1qhkM1guUjK2KLFKbabg0v1mac5FgcAAADoMwq8Z8SuvNaoHN7tpuTkafGzz3M2zqci115v9nD6saVp7V/5ulBc2MeSs09PTp/V7SZLiviFV5hl6U/+76CPHp/o+TuI5LwFevVkm1OZxYNjl/XY4ZOTpiTOPNvmVMLvj3zhhp5eW2PYyNjlV9udSojIldcaQ4d1n2rqjMTCc+1PlZv0qTPjC8/p9pW3ikuiS7+U5uoGAAAAIDeod911l9sZnBCNRt2O0G+aLzl9lgiGlLYW2fHjSGkMG5E476LEWeelPrSbgqIowWAwHo+bptmXPy9lcs58mdTVpiPC+OedyRXFGD0u+pWvm+lOXc4efeJkq6xMOVAvO1ebl8Isr4he+yVjYpqTxk9hjBpjjBqjNewT8Vjnq2wWl8SuuiZx2rxeTWVWVOoTJ6sH9iuRSOeD1qCCxIWXxhdd0KuprKJiffps5fAB5cTxzpUCrUAosfCcXrV3IYTw+fTps61AUGltkbGoEEIoijlsePy8ixM99F7PMUaPNUaOVtrbleNtHS+XVViYPG1+7PIaq7DQ7XT5T0oZDoeFEKZpxmK2bruITAkEAkKIeDzudpCBJRgMKooi8uPjh6f4fD6fz8fL7jC/369pmhCib58nO39HALBDDpDll5uamvLkJ00mA5s2qPvqlFjcLBiUrJqcnDO/j0e5LUvd84nvUEMwmYj7/Mmhw/SxE/pzwFyJxWRToxUuMAf3a80z9chhta5WOd5maZoxZKhRVW0FbF1k3r1EQmk+KlTVLBvS39MBdF1pahSmMIcMsXmCerdkNBrYvTNw+IBIJo2KysjocWa53TMCuqU0HxWRiKiosHk1fqpssaiMx61BgyzN18+pMkWt36ft3yNPnLACQbNymD5hYp8PmKuHD2p1tcH2E7qqxisqjQmTrECa5RKQEVLKsrIyIYSu6y0t6W/shwwqKioSQrS1tbkdZGApKSnp6DP58/HDI8LhcCgUampqcjvIwFJQUBAMBoUQra2tyWSyt3+883cEADs4cdRLAhs3+DetF+anHwXUY03q/n2BV1+OX1GTrO7dWnHKgYbQP55Wmo8KIQwhNCG0jqPKly4xRo/tWzwzGBQjbC2i3hPZfiL4j1VaXe3JD1qBQPzsxck58/s4qd9v9nDpQa9pmtnDqeZ2WZZ/8+v+Ta9KPdnxBbUUYpCUyeopsYsuF6E+fv1slpaLDN2CwAqGrGCuXPGuNB0NPrdSPXTg5AetQQWxCy/Tq6f0aip5/Hjw+VXant1CCFMIRYiQEFYgGD/n/OTsuZkMDQAAAGQNp9B7RvCVNf43Xut6j3NpmtrOj63SIfaP4qoN+8OPP6K0nxDCOvk2aTIe823/0Bw2wixx+o50QggZaQ//5aFT2poQQhpGR6Xv8zcLuSP40vP+za/LLmeXqU2NWt1ufcqM/hzYzzNK09HwYw8pLcdOeVwmE76d28ziwWaFvVsJCCHbT4T/8pB6+OCpjxu69skuqSjGqDEZSIyecQq9iziF3hWcQu8WTqF3BafQA05iETtvUFqPaW9v6nGzJQLPPy1svmMaRvAfq6SuCyG6ucm5YQSfXyV7f/pT/wXXr+3a1joFNm1QjxxyMk/GqfvqfO++1ePWxsP+TRuczJPjgi+slj19ArOs4NrnZPsJu1O9slZp7fG0bf/G9WrjkT4kBAAAABxGgfcG/6vrZMpr6GQy6fvgPTtTafvqlGOprg2Tx49rtdt7Fa//ZCymbfsw1QjL8r33tlNxssL3bpr8vvff/WwhwIFNbTyiNuxPMUAmEr6P3rczlYxGte0pdy3T9G19p1fxAAAAAFdQ4L1BPVCfdozN1q3U70v/dPWpulM2KAcb0nbX1I0u92np8st4TG087EyYHKfU7007xub+oB5sSHtyip2nAwAAAFxHgfeGz+6FlmLMSXcmS0Gxc2FYpN3OVBmkxNKHl+1Op8osGbXxM3LZnhBCCCWW/nVQbLyeQtjamRV7/3YAAAAAd1HgvcHy2VjbzN7i4bbWGA85vQ65nVSW46kyy87N8Kxgf+8Dlx+sQPq/a9PmzQVt7DZWX9f/BwAAAJxEgfcGsyL93cuS48bbmcqwcU81Y9hIO1NlkFE5PO1N2k3HU2WWMWxE6gGW5jOHVDgTJscZw9LvpebwNK/np1NVDheyy2KNvX86AAAAwHUUeG+In31emhGqmpw9z85Uxvgqq7BICNH1jnSfCoX1iZN7ES4TrFBYr5qUekxi5mnOhMmS5Kw5qQfoU2dYms+ZMDnOqBxuDEl1lzhL1ZLTZtmZyhpUoE+oTjVCysQMb+9aAAAAGCAo8N5gDhmanDqz5+0ydt7FNm8hbmla7JIrhaJ0vYWcEEJIGbvocldO5I6dd5E1qODT/+ny5ULytHnGyNEOR8osvWpScvK0nraaxSXxc853Mk9OkzJ+6VUpvs5InHuBWVRsc7L4+ZdY4UE9TjVnvjliVK8TAgAAAI6jwHtG7Iqa5IzZ3WxQlNjii5JzbB1+76CPq4pes6xrpbFCodhVS5OTpvYnZ59ZxSWR5TcaQ4cJ8fn706tq/MyzY+df4kqqzIpfXpOcM7/rGd3GyNGR5TdyJfbJjMrh0WU3mMUlpzxu+XyxCy9LnH6G/anMjl2r6yF9VY0vOCe++OJ+RgUAAACcIS0r5e3F80VTU1N+/KRK6zH/hpe0g4eEnrACQWPs2MSiC02/vw9TST2pbf/Yd2C/L5lMalpy2Ah98nSrT1NlkmVpdbvVulqlrdXy+c2KiuSkaVaXFudpyrGmwM7t/tZjQteNouLo6LHG6HFuh8pVhuHbtV3dt0e2nxCBgF45XJ8yo4/LGVqW9skudc/uYCymK2qyrDw5eZpl+zC+x1hW2iv/nSSlLCsrE0Lout7S0uJ2nIGlqKhICNHW1uZ2kIGlpKRE0zSRRx8/vCIcDodCoaamJreDDCwFBQXBYFAI0dramkwme/vHO39HALCDAj/QaZpWUlLStzdc9IFMJHxb3vTt+Eg52ihMUxSXJMdVJeYtMEsGux1toCgrK4tGo5G8u3WcjMf9776lbvtQbT4qTNMqLtHHVSXmL+x6FoML2Sjw7qHAu4IC7xYKvCso8ICTbF01DSAjlGNNoSceU1qaP3uotcX33tvah1vjly1JcYU8kJrSfDT0xF+U1s+6sezYtT7aGr+8Jlk9xcVsAAAAyBSugQccIpPJ0N8e/Vx779ykJ4PPrVQa9jufCnlAJhLhvz16cnv/bFMyGXzm7+rBBudTAQAAIOMo8IBDfFve7LZifcowghtecjAO8od/y5uyrbXHzYYRYNcCAADICxR4wCHajo9TD1Ab9sv2E86EQT5Rt3+UZsD+vTLS7kwYAAAAZA8FHnCIcizVmjqWEMKylGbW3UGvpd61hBDCspRj3Vy7AQAAAG+hwANOMcwUGz+95ZehOxIFecSypJ01rg0j+1EAAACQXRR4wCF2bjluFXMzOfSSlGZBYdpRVg7cTA4AAAD9RIEHHKKPr0o9wBxcag4udSYM8okxoTr1ALOsPBfuBg8AAIB+osADDknMW2D5/KkGnHWuY2GQT+LzFliaL8WAxFnnOZUFAAAAWUSBBxxiFRbFllxnaVq3WxPzFiSnzHA4EvKDVVQcu+paS/1s1zr5mvjEGWcnJ011PhUAAAAyjgIPOEcfXxX5yi36hGqhfPZPzyiviF39hfh5F7kYDF6nV02K3nCLPr6qY9fqWBPRGDI0evUX4+ec7242AAAAZEr3BwORYZalHDygHjkok0mroFAfPdYaVOB2JrjDHFIRvXa53zQKohFhGvHQoEjKk58Bm4whFdGlX5KxmGxqlJZpFpXYWTcRAAAAHkKBzzp1/57g2n8oRxs/e0hRktNmxhdfbAWC7uWCm6xAUKkYKoQQ0ahob3c7DvKHFQxaI0a5nQIAAABZQYHPLt+Oj4PP/F2Yn78BuGn6PnhPPXQgsvxGKxhyKRoAAAAAwEu4Bj6LZPuJwPOrTm3v/6Q0HgmsW+NwJAAAAACAR1Hgs8j//haZSKQY4Pv4fRmNOpYHAAAAAOBdFPgsUvftSTPCNLX96cYAAAAAAECBzyrZfiL9IDtjAAAAAAADHgU+iyx/IP0Yn9+BJAAAAAAAr6PAZ5E5ZGjaMVblMAeSAAAAAAC8jgKfRcnps1IPMCoqjfIKZ8IAAAAAADyNAp9FxohRyemze9pqqVrsosudzAMAAAAA8C7N7QB5LnbxFUJRfO9vOeVxKxSOXnGNOXykK6kAAAAAAJ5Dgc8yVY1dcmVy1hzfR+8rhw6IZNIqLDTGjE/OmG0Fgm6HAwAAAAB4BgXeCUblcKNyuNspski2tvi3vqPurVOiEcvnMyuHJ6bPNkaNcTsXAAAAAOQPCjz6y/fhe4E1z0ld7/hfKYRytFH7cKs+bVb0kiuFqrobDwAAAADyA4vYoV+0nduDz6/ubO+f2/TR1uCaZ52PBAAAAAB5iQKPfjDN4LoXhGX1tN334Vb1YIOTiQAAAAAgX1Hg0Xdq/T7Z1ppqhGVpH3/gVBwAAAAAyGcD5Rr4YJAl37unKIoQIhAIaFqvdwaltSXtGF9zkxIK9SVZXlP/uTSApmkhXh/H8bK7RVEUXnmHdbzb8LI7rON3q+Djh+M6Psywwzus81NN3z5PAuiVgfJvLBgMdv42RVeBQKAPf8oQppFujGrqgXC4D5MPED6fj191DpNS+nw+n8/ndpCBSFGUMG8IzpJSCiF42R3W8bILXnk3SCl52R3WucP37fOk1fPFmAC6GijNoaWlhXeHbmmaVlJS0tbWlkwme/1npZr2K+5EMNza1NS3bHnM5/MVFxcLIaLRaHt7u9txBpaysrJoNBqJRNwOMoBIKcvKyoQQuq63tKQ/cwcZVFRUJIRoa2tzO8jAUlJS0vHlbHNzMx8/nBQOh0OhUBMfPJxVUFDQcbJJ3z5Pdv6OAGAHB6XRd8aY8eKf37n2RB8zzpkwAAAAAJDfKPDoO6uwUJ86I82AaTMdywMAAAAAeYwCj36JnX+pMaSi202Wzxdd8gXL53c4EgAAAADkJQo8+sUKBqNf+lrytHnWPxcg7WCMGRf5yi3G8JFuBQMAAACAPDNQFrFD9lh+f+zCy+SixeqBenniuPAHjGEjzKJit3MBAAAAQF6hwCMzrEBQH1fldgoAAAAAyFucQg8AAAAAgAdQ4AEAAAAA8AAKPAAAAAAAHkCBBwAAAADAAyjwAAAAAAB4AAUeAAAAAAAPoMADAAAAAOABFHgAAAAAADyAAg8AAAAAgAdQ4AEAAAAA8AAKPAAAAAAAHkCBBwAAAADAAyjwAAAAAAB4AAUeAAAAAAAPoMADAAAAAOABFHgAAAAAADyAAg8AAAAAgAdQ4AEAAAAA8AAKPAAAAAAAHkCBBwAAAADAAyjwAAAAAAB4AAUeAAAAAAAPoMADAAAAAOABFHgAAAAAADyAAg8AAAAAgAdQ4AEAAAAA8AAKPAAAAAAAHkCBBwAAAADAAyjwAAAAAAB4gLQsy+0MwICza9euBx54QAixcOHCJUuWuB0HyK5EIvHjH/9YCDF8+PDbb7/d7ThA1v36178+cOCAEOInP/mJz+dzOw6QXatWrdq4caMQ4pZbbqmqqnI7DpDnNLcDAANRc3Pz2rVrhRBlZWVuZwGyzjTNjh1+8uTJbmcBnLB58+YdO3YIIf7zP//T7SxA1m3fvr3jTf7aa691OwuQ/ziFHgAAAAAAD6DAAwAAAADgARR4AAAAAAA8gAIPAAAAAIAHUOABAAAAAPAAVqEHXFBRUdGxUuusWbPczgJknaqqHTt8ZWWl21kAJ5x//vnTpk0TQqiq6nYWIOtmz56t67oQYsiQIW5nAfIf94EHAAAAAMADOIUeAAAAAAAPoMADAAAAAOABFHgAAAAAADyAAg8AAAAAgAewCj3gqBUrVjz66KPdbrr//vtHjBjhcB7AAevWrXvhhRf27NkTCATGjRu3fPnyyZMnux0KyLCvfOUrbW1tKQb813/9V1VVlWN5AAc0NDSsWLFi9+7dR44cqaysnDRp0vLly8vLy93OBeQzCjzgqEOHDrkdAXCOYRi/+MUvNm3aJIQoLCyMRqNbtmx59913b7/99gsuuMDtdICjNI0PXcgrGzduvPvuuw3D0DStpKSkvr5+796969evv+uuuzpuowggG/hdAjiqo8D/6le/GjVq1CmbAoGAG4mALPrrX/+6adOmioqK73//+xMmTBBCPPPMM7///e//93//d9asWRylQT75wx/+0O3jH3/88V133TVv3ryxY8c6mwjIomPHjv361782DOP666+/7rrrfD5fLBZ78MEHn3/++V/96lf3338/n2qALOEaeMBRHQV+1KhRwS6klG6nAzIpHo8/++yzqqr+9Kc/raqqklJKKa+66qqzzjorHo9v3LjR7YBAJnV9Vw8Gg6qq/uEPfygoKPjOd77jdkAgk7Zu3RqJRCZPnnz99df7fD4hRDAY/OY3v1lRUXH06NHa2lq3AwJ5iwIPOCeRSDQ3N5eUlASDQbezAFn3yiuvnDhxYt68eZWVlSc//o1vfOPnP//56aef7lYwwDGPP/54fX39N77xjdLSUrezAJnU0NAghDjldEJFUUaOHCmEqK+vdycWMABwCj3gnMOHD1uWdUqZAfLV5s2bhRBnnnnmKY+XlpZSZjAQ7N2794knnpgzZ87ixYvdzgJk2NChQ4UQO3futCyr8xTCRCJRV1cnhOCjDpA9FHjAOR3nz5eUlDz55JOvvPLK4cOHy8vLx40bt3Tp0vHjx7udDsiwjiMwQ4YM2bNnz6uvvrpz505VVcePH3/xxRfz2Q4Dwe9+9zvTNG+88Ua3gwCZt2jRotWrV9fV1d1zzz3Lli0bMmRIQ0PDH//4x2PHjs2aNWvmzJluBwTylrQsy+0MwECxevXq3//+9x3/rWlaUVFRc3OzEEJV1ZtvvnnJkiWupgMybPny5ZFI5Ktf/eqKFSvi8Xjn48Fg8Fvf+hbHJJHf3nvvvR//+MeLFi363ve+53YWICtOnDjxy1/+csuWLSc/uHjx4m9/+9usYAdkD0fgAed0HIEvKCi4/fbb586dq2lae3v7X//616effvrBBx+cOnUqtwhGPuko7Y888si0adNuuOGGcePGNTc3r169+rnnnrvvvvsmTpzYcakkkJceeeQRRVGuv/56t4MA2bJp06Zt27YJIQYPHlxeXn7o0KHjx49v2bJl69at8+fPdzsdkLfUu+66y+0MwEBRWlp65plnLl++vLq6WlEUIYTf758zZ05DQ8OePXtaW1sXLVrkdkYgYx5//HHTNMeMGfOLX/xi6NChPp+vqKho7ty5Bw4cqKura21tPeuss9zOCGTFG2+88fTTTy9cuPDyyy93OwuQFevXr7/33ntDodD3v//973znO5dccsnSpUsrKys3bty4YcOGadOmdVwkDyDjWIUecM64cePmzJnT9d7Xl1xyiRDik08+cSMUkC0dd1u4/PLLVVU9+fFLL71UCMFNhpDHnnvuOSHEBRdc4HYQIFv+9Kc/CSFuvfXWuXPndj64ePHi66+/3jCMRx991L1oQJ6jwAPu6/iWurm5mTUpkE8qKipEd2sRdzze2NjIDo+8dOTIka1btw4ePHjOnDluZwGyorW19ciRI0KIefPmnbKp4+T52tpa3uGBLKHAAw6JRCKrV69+9tlnu/5KO3r0qBBi9OjRnTdiAfJAx5oOHUs/nKyxsVEIMXz4cHZ45KWXXnrJsqxzzz2341IpIP+EQqGO3dswjFM26bouhAiHw7zDA1nCrxbAIaFQ6PHHH//tb397ynqtQoh169YJISZNmuRGLiBbLrvsMiHECy+8YJrmyY+vXbtWCDFx4kR3YgFZ9tprrwkhzjjjDLeDANni9/tHjRolhHj99ddP2bRx40bxzy9wAWQDBR5wiJTyiiuuEELce++9W7du7XgwFos9+uijL774YmFhIYsVI89MmDBhypQpn3zyyd13393W1iaESCaTjz322EsvvRQIBNjhkZeampr279+vqipfUSG/LVu2TAjx4IMPvvzyyx3f0uq6vmrVqieeeEJRlOuuu87tgEDe4j79WWWEAAAgAElEQVTwgHMMw3jkkUeeeuopIURhYWEoFOq4DLiwsPCOO+44/fTT3Q4IZFh9ff2dd955/PhxKWV5eXlzc7NhGIFA4Lvf/e65557rdjog815++eV77723urr6l7/8pdtZgOx6+OGHn3rqKcuy/H7/4MGDjx49ahiGqqo33XTT1Vdf7XY6IG9R4AGnvfXWW88880xtbW0ymRw9enR1dfWyZcuKi4vdzgVkRXNz84oVK95+++3W1tbKysqqqqrly5d3XdkOyA/33HPPunXrampqvva1r7mdBci6HTt2rFy5cu/evY2NjZWVlePGjfvCF77QcXY9gCyhwAMAAAAA4AFcAw8AAAAAgAdQ4AEAAAAA8AAKPAAAAAAAHkCBBwAAAADAAyjwAAAAAAB4AAUeAAAAAAAPoMADAAAAAOABFHgAAAAAADyAAg8AAAAAgAdQ4AEAAAAA8AAKPAAAAID/v707j4uq6v8A/r0jzIDsqwsYiOxJKOEeQgiWSqm5hyYJopiUPRptlOZSSuUjiiuQYpqPpY+S4oJkUuqjPVAuuLCKCgoiCogswzK/P86v+5vfDMtlYMDRz/uvmXPPPfM9997hxXfOuecCgAZAAg8AAAAAAACgAZDAAwC014wZMziO4ziuvLy8q2Nps9LSUhZ8fHx853+6hYUFx3GfffZZ17bT0NDADsK3337bzkiEOHLkCPu4IUOGdPI108k9BQAAgI6l1dUBAADAk6igoKCwsFBLS+vFF1/s6lieKpWVlWFhYUTk6el5/PhxIyOjro4IAAAANAZG4AEAoAlbt24dOnToq6++2tWBPG0+/fTTW7dueXh4JCcnGxsbd3U4AAAAoEkwAg8A8EwzNTUtKioiIkNDw66O5el3/vz5mJiYAQMGnDhxwsTEpKvDAQAAAA2DBB4A4JnGcVyPHj26OopnRVlZ2fr166dPn25qatrVsQAAAIDmQQIPAKBh6urq6urqdHV1OY7r6ligbV555ZVXXnmlTbtUVlbq6up269ZNTSEBAACABsE98AAAXaOgoCA8PNzFxUVfX9/AwMDFxSU8PDwrK0u5poGBAcdxSUlJlZWVc+fONTMz09PT09HRef7554ODg/Pz85ts//z589OmTevdu7eurq6jo+NHH31UWVmZmZnJFiEvLi5m1R4/fqywCn1YWBjHcStXriSi+/fvs63R0dFEVFxczN7u379f+RMTExPZ1ps3bypsOnz48Lhx43r27Kmjo9O3b9958+Y12dNWtbWdx48ff/3118OGDTMzMzMwMHB3dw8LC8vMzFThoxWUl5evWLHCx8fH2tpaT0/v+eefnzRp0pkzZ9oZycaNGzmOc3NzI6KEhARHR0cDAwMtLS0LCwtfX98dO3Y0NjY22f7Jkyfnz5/v4+PTs2dPAwMDV1fX1157LTExsbn6TRJ+TQIAAEDXkAEAQPtMnz6d/U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Overplotting
Los gráficos de puntos se usan habitualmente para mostrar la relación entre dos variables continuas. En conjuntos de datos con muchas observaciones pueden tener un problema de “overplotting”. Esta situación ocurre cuando unos puntos se dibujan encima de otros, de forma que no se aprecia bien la relación entre las variables
Hay varias formas de tratar este problema. Veámoslo con un ejemplo sacado de la web de ggplot2:
set.seed(1234)
df <- data.frame(x = rnorm(2000), y = rnorm(2000)) #- creamos un conjuto de datos con 2000 observaciones y 2 v.
p <- ggplot(df, aes(x, y)) + xlab(NULL) + ylab(NULL)
p + geom_point()
p + geom_point(shape = 1) # Hollow circles
p + geom_point(shape = ".") # Pixel sized
#- For larger datasets with more overplotting, you can use alpha blending (transparency) t
p + geom_point(alpha = 1 / 10)
![](data:image/png;base64,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)
De forma alternativa, podemos lidiar con el overplotting utilizando otro enfoque que consiste en pensar en el overplotting como un problema de densidad en 2 dimensiones y utilizar un hex-plot. En un hex-plot se representan regiones (generalmente hexagonales) coloreadas en función del número de observaciones que caen en cada región, de forma que es equivalente a un histograma pero en 2d.
p + geom_bin2d()
p + geom_bin2d(bins = 10)
p + geom_hex()
p + geom_hex() + scale_fill_gradient2(low = "#132B43", high = "#56B1F7")
![](data:image/png;base64,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)
En este post utilizan hex-plots para mostrar las zonas desde donde tiran a canasta los jugadores NBA. En este otro post utilizan una combinación de geom_point(alpha = .2, pch = 15) + geom_density_2d()
para analizar las puntuaciones de videojuegos. Además hace un uso avanzado de las escalas, al menos para mi, para que el gráfico sea fácil de visualizar.
Acaba de aparecer un nuevo geom: geom_pointdensity()
. Como dicen en su repo de Github: “A cross between a scatter plot and a 2D density plot”.
#devtools::install_github("LKremer/ggpointdensity")
library(viridis)
library(ggpointdensity)
p + geom_pointdensity(adjust = 7) +
scale_color_viridis()
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)
Si quieres saber más cosas sobre cómo hacer scatterplots con ggplot2
puedes hacerlo por ejemplo, aquí o aquí.
6.3 Boxplot (gráficos de caja)
Para visualizar una variable cuantitativa se suelen usar los histogramas, pero si lo que quieres es visualizar como varían los valores de una variable continua en función de los valores de una variable categórica (Species) se suelen usan boxplots o diagramas de caja. Son útiles para comparar diferentes grupos y para identificar outliers.
Para hacer un boxplot o diagrama de caja se utiliza geom_boxplot()
. El gráfico muestra 5 estadísticos: la mediana con una linea gruesa, el primer y tercer cuartil de los datos con los limites de la caja y el máximo y el mínimo (los limites de la linea vertical). Adicionalmente, si existen outliers, estos también se representarán.
ggplot(iris, aes(x = Species, y = Sepal.Length)) + geom_boxplot()
![](data:image/png;base64,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)
Se pueden cambiar algunas opciones del gráfico
p <- ggplot(iris, aes(x = Species, y = Sepal.Length))
p + geom_boxplot(aes(fill = Species), outlier.colour = "purple")
![](data:image/png;base64,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)
A veces, para mejorar la visualización, conviene rotar los ejes. Podemos hacerlo con coord_flip()
p <- ggplot(iris, aes(x = Species, y = Sepal.Length)) + geom_boxplot(aes(fill = Species))
p + coord_flip()
![](data:image/png;base64,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)
Para mejorar la visualización podemos incluir las observaciones originales con geom_point()
, pero habría mucho overplotting, así que mejor con geom_jitter()
p + geom_jitter(width = 0.15, alpha = 1/4, color = "tomato")
![](data:image/png;base64,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)
Podemos añadir con stats()
algún estadístico más con stats_xx()
, por ejemplo la media con stats_summary
:
p + stat_summary(fun.y = "mean", geom = "point", color = "purple", size = 2.5)
![](data:image/png;base64,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)
Los boxplots resumen la distribución de una variable cuantitativa con sólo cinco números, proporcionando un resumen útil de los datos, pero ocultan la forma de la distribución; por ejemplo, si la distribución fuese bimodal, no lo apreciaríamos. Además, aunque usemos geom_jitter()
para superponer los valores originales, a veces es difícil a simple vista inferir la distribución de estos. Por ello hay varias técnicas/geoms útiles que ayudan a resolver el problema, por ejemplo geom_violin()
. Una alternativa al boxplot son los gráficos de violín donde se estima y muestra la forma de la distribución de las observaciones:
p <- ggplot(iris, aes(x = Species, y = Sepal.Length))
p + geom_violin(aes(fill = Species), alpha = 0.6)
p + geom_violin(aes(fill = Species), alpha = 0.6) + geom_jitter(width = 0.15, alpha = 1/4)
![](data:image/png;base64,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)
En el ejemplo que hemos usado hemos tenido suerte y los tres grupos estaban ordenados, pero otras veces no tendremos tanta suerte, por ejemplo si en lugar de graficar la longitud de sépalo queremos visualizar la anchura (Sepal.Width):
ggplot(iris, aes(x = Species, y = Sepal.Width)) + geom_boxplot()
![](data:image/png;base64,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)
¿Cómo ordenamos los grupos? Por ejemplo podemos ordenarlos de menor a mayor en función de su anchura media del sépalo. Para ello usamos stats::reorder()
ggplot(iris, aes(x = reorder(Species, Sepal.Width, mean), y = Sepal.Width)) + geom_boxplot() +
xlab("De menor a mayor anchura del sépalo")
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABUAAAAQVCAMAAABE7JD5AAADAFBMVEUAAAABAQECAgIDAwMEBAQFBQUGBgYHBwcICAgJCQkKCgoLCwsMDAwNDQ0ODg4PDw8QEBARERESEhITExMUFBQVFRUWFhYXFxcYGBgZGRkaGhobGxscHBwdHR0eHh4fHx8gICAhISEiIiIjIyMkJCQlJSUmJiYnJycoKCgpKSkqKiorKyssLCwtLS0uLi4vLy8wMDAxMTEyMjIzMzM0NDQ1NTU2NjY3Nzc4ODg5OTk6Ojo7Ozs8PDw9PT0+Pj4/Pz9AQEBBQUFCQkJDQ0NERERFRUVGRkZHR0dISEhJSUlKSkpLS0tMTExNTU1OTk5PT09QUFBRUVFSUlJTU1NUVFRVVVVWVlZXV1dYWFhZWVlaWlpbW1tcXFxdXV1eXl5fX19gYGBhYWFiYmJjY2NkZGRlZWVmZmZnZ2doaGhpaWlqampra2tsbGxtbW1ubm5vb29wcHBxcXFycnJzc3N0dHR1dXV2dnZ3d3d4eHh5eXl6enp7e3t8fHx9fX1+fn5/f3+AgICBgYGCgoKDg4OEhISFhYWGhoaHh4eIiIiJiYmKioqLi4uMjIyNjY2Ojo6Pj4+QkJCRkZGSkpKTk5OUlJSVlZWWlpaXl5eYmJiZmZmampqbm5ucnJydnZ2enp6fn5+goKChoaGioqKjo6OkpKSlpaWmpqanp6eoqKipqamqqqqrq6usrKytra2urq6vr6+wsLCxsbGysrKzs7O0tLS1tbW2tra3t7e4uLi5ubm6urq7u7u8vLy9vb2+vr6/v7/AwMDBwcHCwsLDw8PExMTFxcXGxsbHx8fIyMjJycnKysrLy8vMzMzNzc3Ozs7Pz8/Q0NDR0dHS0tLT09PU1NTV1dXW1tbX19fY2NjZ2dna2trb29vc3Nzd3d3e3t7f39/g4ODh4eHi4uLj4+Pk5OTl5eXm5ubn5+fo6Ojp6enq6urr6+vs7Ozt7e3u7u7v7+/w8PDx8fHy8vLz8/P09PT19fX29vb39/f4+Pj5+fn6+vr7+/v8/Pz9/f3+/v7////isF19AAAACXBIWXMAAB2HAAAdhwGP5fFlAAAgAElEQVR4nO3de4BbZYG/8beAQKWuwuLKKiq6CqKuugZvy7rCLu5PxHc6bR2hpZTClFLuKLcCBURACnKngiAVQRAUECiVu1YLqOVmubRcCrRyLxRoS0tv0zm/JCczk3OSaWby9j3fyZvn80eTnByS95z35CGZZDImAgDUxagHAACNioACQJ0IKADUiYACQJ0IKADUiYACQJ0IKADUiYACQJ0IKADUiYACQJ0IKADUiYACQJ0cAjp/+KTyi9fakhddxwQADaH+gK462CYCeh4BBdBc6g/opTYZ0In26RVFncn1Fr3eBJZE0TvqMTS1t6JopXoMTe2NKFqtHkMm1ldAH2oZnQzoWLui6ooEFP4RUDEC2j9Lxoy5NRHQVS17VV+TgMI/AipGQPvnNPvAfYmAPm+PIqBQIaBiBLRfbrcXRcmA3m9Pu/7gtgPOfJaAInsEVIyA9sdLbRNWpgI6zVo7bG9rW28uLXjumNibK5vA6ijqUI+hqa2KorXqMTS1ppmA9RHQjh+0PhWlAnqpHfnXNdGyy+zQefGCh3OxxfXcAwAMfHUF9Ff211E6oM89FD+5/Yk9LV5AQAEErp6APjP0iI4oHdAuj9r2+MzyubFFbzWBZVG0Uj2GprY0ilapx9DUlkTRGvUYMrEeAjrT9piXvnKhHZb8JD1vIsE/3kQS402kvntgfNEYO2L8+AWlZcunTY+7OccellybgMI/AipGQPst8RK+c7R9sHhmir2IgCJrBFSMgNYd0OnTCq/jr7GjZ0fRiqtaRqV+SkBA4R8BFSOgdQd0hL0+/2/HL6wd1d5iRz2YWo2Awj8CKkZAHQMaRfefOKrtiEsqPrVEQOEfARUjoL4QUPhHQMUIKAF1QEDFCKgYASWgDgioGAEVI6AE1AEBFSOgYgSUgDogoGIEVIyAElAHBFSMgIoRUALqgICKEVAxAkpAHRBQMQIqRkAJqAMCKkZAxQgoAXVAQMUIqBgBJaAOCKgYARUjoATUAQEVI6BiBJSAOiCgYgRUjIASUAcEVIyAihFQAuqAgIoRUDECSkAdEFAxAipGQAmoAwIqRkDFCCgBdUBAxQioGAEloA4IqBgBFSOgBNQBARUjoGIElIA6IKBiBFSMgBJQBwRUjIBqPf/bs0+76I/qUWSBgPpAQMUIqNS1O+UKRv1dPRD/CKgPBFSMgCpNzZX8z2z1ULwjoD4QUDECKvT4V7sCmhunHot3BNQHAipGQIXOzfUI/ikoAfWBgIoRUKH9ygJ6tXowvhFQHwioGAEV2r0soBepB+MbAfWBgIoRUKFxZQG9Sj0Y3wioDwRUjIAK/aQsoA+qB+MbAfWBgIoRUKFHet6FH6Mei3cE1AcCKkZAlS7q6uc3gn8CSkC9IKBiBFRq6o7Ffg6fpR6IfwTUBwIqRkC1nr385GN+cstC9TAyQEB9IKBiBFSMb2MioA4IqBgBFSOgBNQBARUjoGIElIA6IKBiBFSMgBJQBwRUjICKEVAC6oCAihFQMQJKQB0QUDECKkZACagDAipGQMUIKAF1QEDFCKgYASWgDgioGAEVI6AE1AEBFSOgYgSUgDogoGIEVIyAElAHBFSMgIoRUALqgICKEVAxAkpAHRBQMQIqRkAJqAMCKkZAxQgoAXVAQMUIqBgBJaAOCKgYARUjoATUAQEVI6BiBJSAOiCgYgRUjIASUAcEVIyAihFQAuqAgIoRUDECSkAdEFAxAipGQAmoAwIqRkDFCCgBdUBAxQioGAEloA4IqBgBFSOgBNQBARUjoGIElIA6IKBiBFSMgBJQBwRUjICKEVAC6oCAihFQMQJKQB0QUDECKkZACagDAipGQMUIKAF1QEDFCKgYASWgDgioGAEVI6AE1AEBFSOgYgSUgDogoGIEVIyAElAHBFSMgIoRUALqgICKEVAxAkpAHRBQMQIqRkAJqAMCKkZAxQgoAXVAQMUIqBgBJaAOCKgYARUjoATUAQEVI6BiBJSAOiCgYgRUjIASUAcEVIyAihFQAuqAgIoRUDEC6svyd5rAqihaox5DU1sZRR3qMTS1FVG0Vj2GTGQe0I7OZpDfUPUQmhsTINYsE5B5QHkJD/94CS/GS3gC6oCAihFQMQJKQB0QUDECKkZACagDAipGQMUIKAF1QEDFCKgYASWgDgioGAEVI6AE1AEBFSOgYgSUgDogoGIEVIyAElAHBFSMgIoRUALqgICKEVAxAkpAHRBQMQIqRkAJqAMCKkZAxQgoAXVAQMUIqBgBJaAOCKgYARUjoATUAQEVI6BiBJSAOiCgYgRUjIASUAcEVIyAihFQAuqAgIoRULFnd975MPUYMkFAfSCgYgRU7Jlcbj/1GDJBQH0goGIEVIyAElAHBFSMgIoRUALqgICKEVAxAkpAHRBQMQIqRkAJqAMCKkZAxQgoAXVAQMUIqBgBJaAOCKgYARUjoATUAQEVI6BiBJSAOiCgYgRUjIASUAcEVIyAihFQAuqAgIoRUDECSkAdEFAxAipGQAmoAwIqRkDFCCgBdUBAxQioGAEloA4IqBgBFSOgBNQBARUjoGIElIA6IKBiBFSMgBJQBwRUjICKEVAC6oCAihFQMQJKQB0QUDECKkZACagDAipGQMUIKAF1QEDFCKgYASWgDgioGAEVI6AE1AEBFSOgYgSUgDogoGIEVIyAElAHBFSMgIoRUALqgICKEVAxAkpAHRBQMQIqRkAJqAMCKkZAxQgoAXVAQMUIqBgBJaAOCKgYARUjoATUAQEVI6BiBJSAOiCgYgRUjIASUAcEVIyAihFQAuqAgIoRUDECSkAdEFAxAipGQAmoAwIqRkDFCCgBdUBAxQioGAEloA4IqBgBFSOgBNQBARUjoGIElIA6IKBiBFSMgBJQBwRUjICKEVAC6oCAihFQMQJKQB0QUDECKkZACagDAipGQMUIKAF1QEDFCKgYASWgDgioGAEVI6AE1AEBFSOgYgSUgDogoGIEVIyAElAHBFSMgIoRUALqgICKEVAxAkpAHRBQMQIqRkAJqAMCKkZAxQgoAXVAQMUIqBgBJaAOCKgYARUjoATUAQEVI6BiBJSAOiCgYgRUjIASUAcEVIyAihFQAuqAgIoRUDECSkAdEFAxAipGQAmoAwIqRkDFCGi/zR8+KXF5xc/b2yZe20FAkT0CKkZA+2vVwTYR0NcPtXa0tccuJaDIHAEVI6D9dalNBvQ4O/H16KUD7bkEFJkjoGIEtJ8eahmdCOgTdmThueerrS2vEVBkjYCKEdD+WTJmzK2JgE61ZxdPj7XTCCiyRkDFCGj/nGYfuC8R0OPsjOLpdenX8AQU/hFQMQLaL7fbi6JkQMfax4qnM+yRBBRZI6BiBLQ/XmqbsDIV0Da7oHj6gD0wXvDk6Nhba5pARxStVY+hqeUnoFM9hqb2ai43Xj2GTKyPgHb8oPWpKBXQVruweDrHtscLHs7FFtdzDwAayaJ8QNVjUKgroL+yv47SAd2r+xno4fECAgo0DQLad88MPaLw+0bJgB5mHy+ezrAnxws6lsQWNYOlUfSOegxNLf+/6ZXqMTS1Z3O5/dRjyMR6COhM22Ne18KT7Mzi6e/slOTavIkE/3gTSYw3kfrugfFFY+yI8eMXdC2cai8ohfT3BBRZI6BiBLTfki/hH7NjVuZPlgwfsYyAImsEVIyA1h3Q6dOKr+OPtGd2RCuPteenViOg8I+AihHQugM6wl5fOHl5tN39qBF2f76NCdkjoGIE1DWg0RsXjh3WPnV5ejUCCv8IqBgB9YWAwj8CKkZACagDAipGQMUIKAF1QEDFCKgYASWgDgioGAEVI6AE1AEBFSOgYgSUgDogoGIEVIyAElAHBFSMgIoRUALqgICKEVAxAkpAHRBQMQIqRkAJqAMCKkZAxQgoAXVAQMUIqBgBJaAOCKgYARUjoATUAQEVI6BiBJSAOiCgYgRUjIASUAcEVIyAihFQAuqAgIoRUDECSkAdEFAxAipGQAmoAwIqRkDFCCgBdUBAxQioGAEloA4IqBgBFSOgBNQBARUjoGIElIA6IKBiBFSMgBJQBwRUjICKEVAC6oCAihFQMQJKQB0QUDECKkZACagDAipGQMUIKAF1QEDFCKgYASWgDgioGAEVI6AE1AEBFSOgYgSUgDogoGIEVIyAElAHBFSMgIoRUALqgICKEVAxAkpAHRBQMQIqRkAJqAMCKkZAxQgoAXVAQMUIqBgBJaAOCKgYARUjoATUAQEVI6BiBJSAOiCgYgRUjIASUAcEVIyAihFQAuqAgIoRUDECSkAdEFAxAipGQAmoAwIqRkDFCCgBdUBAxQioGAEloA4IqBgBFSOgBNQBARUjoGIElIA6IKBiBFSMgBJQBwRUjICKEVAC6oCAihFQMQJKQB0QUDECKkZACagDAipGQMUIKAF1QEDFCKgYASWgDgioGAEVI6AE1AEBFSOgYgSUgDogoGIEVIyAElAHBFSMgIoRUALqgICKEVAxAkpAHRBQMQIqRkAJqAMCKvX8kV/fIfflYXeox9HECCgBdUBAle7fMRc7Xj2S5kVACagDAir0Ulc/c7mfqsfStAgoAXVAQIWO7+5n7qvqsTQtAkpAHRBQoZ17Apqbph5MsyKgBNQBARX6cllAT1cPplkRUALqgIAKlQf0ZPVgmhUBJaAOCKjQf5UF9JfqwTQrAkpAHRBQoX17+rnDC+rBNCsCSkAdEFChR3boDuiB6rE0LQJKQB0QUKWfdfVz11fUQ2laBJSAOiCgUtN3KeTzy0cuVA+keRFQAuqAgIrNveayu8mnEAEloA4IqBjfxiRGQAmoAwIqRkDFCCgBdUBAxQioGAEloA4IqBgBFSOgBNQBARUjoGIElIA6IKBiBFSMgBJQBwRUjICKEVAC6oCAihFQMQJKQB0QUDECKkZACagDAipGQMUIqC8rm8HqKOpQj6GprYqiteoxNLVX8gFVjyETmQd01eomsCb/+FWPoakxAWL5gI5XjyETmQeUl/Dwj5fwYryEJ6AOCKgYARUjoATUAQEVI6BiBJSAOiCgYgRUjIASUAcEVIyAihFQAuqAgIoRUDECSkAdEFAxAipGQAmoAwIqRkDFCCgBdUBAxQioGAEloA4IqBgBFSOgBNQBARUjoGIElIA6IKBiBFSMgBJQBwRUjICKEVAC6oCAihFQMQJKQB0QUDECKkZACagDAipGQMUIKAF1QEDFCKgYASWgDgioGAEVI6AE1AEBFSOgYgSUgDogoGIEVIyAElAHBFSMgIoRUALqgICKEVAxAkpAHRBQMQIqRkAJqAMCKkZAxQgoAXVAQMWaLqAvX3rGgPKjXO7b6jGk3OZlxxNQHwioWNMF9PIcavjyPB87noD6QEDFmi6g56jz1AAe9LHjCagPBFSsGQN60Sz0rp2ANhACKtaMAb3T+2O3kR1FQBsIARUjoEgioI2EgIoRUCQR0EZCQMUIKJIIaCMhoGIEFEkEtJEQUDECiiQC2kgIqBgBRRIBbSQEVIyAIomANhICKkZAkURAGwkBFSOgSCKgjYSAihFQJBHQRkJAxQgokghoIyGgYgQUSQS0kRBQMQKKJALaSAioGAFFEgFtJARUjIAiiYA2EgIqRkCRREAbCQEVI6BIIqCNhICKEVAkEdBGQkDFCCiSCGgjIaBiBBRJBLSREFAxAookAtpICKgYAUUSAW0kBFSMgCKJgDYSAir2/F13PaweQ6YIaA0EtJEQULH7c7lj1WPIFAGtgYA2EgIqRkCRREAbCQEVI6BIIqCNhICKEVAkEdBGQkDFCCiSCGgjIaBiBBRJBLSREFAxAookAtpICKgYAUUSAW0kBFSMgCKJgDYSAipGQJFEQBsJARUjoEgioI2EgIoRUCQR0EZCQMUIKJIIaCMhoGIEFEkEtJEQUDECiiQC2kgIqBgBRRIBbSQEVIyAIomANhICKkZAkURAGwkBFSOgSCKgjYSAihFQJBHQRkJAxQgokghoIyGgYgQUSQS0kRBQMQKKJALaSAioGAFFEgFtJARUjIAiiYA2EgIqRkCRREAbCQEVI6BIGtgBfeiH49oOmbKofNG1tuTF5KoEFP4RUCQN6IBebu2w/Vrtd58oW3YeAYUMAUXSQA7oUy2td6+Olp1hx3f0LJxon15R1JlcmYDCPwKKpIEc0Cn22sLJit3tgp6FY+2KqisTUPhHQJE0kAN6tI1fux9h7+1etqplr+orE1D4R0CRNJADOmvm8sJJ5yj7ePey5+1R1VcmoPCPgCJpIAc0tuKn9uCen3feb0+7/uC2A858Nr0aAYV/BBRJAz2gk/dvtSeW3do0a+2wva1tvbm04JGdY292NoP8BquH0NTm5nLHq8eQqZ8R0HXLB/QZHzs+dTd1B3TSntYeMrvn8qV25F/XRMsus0PnxQsezsUW13sPQJ89kQ+oegyZIqA15ANa8WrYA4eX8O/c0NI6t/vScw/FT0d/Yk+LF8xpib3Z0QTW5p+AqsfQ1ObkA6oeQ6YuJqDrlg/o0z52fOpunH6V82d2csWyR217cgE/A4V//AwUSQP4Z6BL73s4PvMXe2jFlQvtsOSPCQgo/COgSBrAAV1o2+JGzrCTupYtnzY9XjbHHpZcm4DCPwKKpAEc0M497d+LZ860U7uXjbYPFs9MsRcl1yag8I+AImkABzS60rY/HkWrrrZtr+QvTZ9WeN/9Gjt6dhStuKpl1FvJlQko/COgSBrIAV090drdxw21351ZuDTCXp//t+MX1o5qb7GjHkytTEDhHwFF0kAOaNQx7YiRbd+fEt9YHNAouv/EUW1HXFLxsU8CCv8IKJIGdED7g4DCPwKKJALaSAioGAFFEgFtJARUjIAiiYA2EgIqRkCRREAbCQEVI6BIIqCNhICKEVAkEdBGQkDFCCiSCGgjIaBiBBRJBLSREFAxAookAtpICKgYAUUSAW0kBFSMgCKJgDYSAipGQJFEQBsJARUjoEgioI2EgIoRUCQR0EZCQMUIKJIIaCMhoGIEFEkEtJEQUDECiiQC2kgIqBgBRRIBbSQEVIyAIomANhICKkZAkURAGwkBFSOgSCKgjYSAihFQJKkD+uKf/9TDZUMIKPwjoEjSBvQvnzDlXDaEgMI/AookaUCf3dgQ0P4goGLNGNADTkPvWpQB3duY4Tc9PLsbAa2BgIo1Y0BRgy6gnzLDXJpJQJExAooKuoBuam4loP1x7+jRv1SPoakRUFTQBfT95n4C2h935HI/UY+hqRFQVNAFdFdzCQHtDwIqRkBRQRfQW81n3iag/UBAxZoxoDcvQe8Ol34O9Biz8xwC2ncEVKwZA8rnQNdF9DnQU2OnfMJs8N/jTi5dOtVlQwgo/COgSBIF1FTlsiEEFP4RUCSJAjqkKpcNIaDwj4AiSf1lIusNAYV/BBRJBLSREFAxAookaUDPO6/swsvnXeWyIQQU/hFQJEkDmnjb6HGztcuGEFD4R0CRNHACeoPZxGVDCCj8I6BIUgX0wS3zjNmy2+aDzDYuG0JA4R8BRZIqoH+r8jHQH7tsCAGFfwQUSaqAvjApz5hJPX44zWlDCCj8I6BIGjg/A3VEQOEfAUWSNKATJqy/DSGg8I+AIokP0jcSAipGQJEkCuikqlw2hIDCPwKKJL6NqZEQUDECiiRRQLs+/Rn/Yfh3F/7Zfo89XDaEgMI/Aook7c9Ab9jUfPrnT62IXrvzf80m1zltCAGFfwQUSdKAPrmpOaSzdP50M9jpr3sQUPhHQJEkDeg4819ruy/sYsa6bAgBhX8EFEnSgH7UTO65cA7fxlQTARUjoEiSBnQTc0XPhavMxi4bQkDhHwFFkjSg7zcH9Vw4xGzlsiEEFP4RUCRJA/ots/m8rvPPbGF2c9kQAgr/CCiSpAGdZsyn/hafnbW9MTe4bAgBhX8EFEnaz4F+3xizy6RfXD5pl/yZFqcNIaDwj4AiSRvQNe0bdP0a54btK5w2hIDCPwKKJPW3MT0+Yqt8PQd9cNSTjhtCQOEfAUWSOqB5Sx+e4/bks4iAwj8CiqQBEND1g4DCPwKKJALaSAioGAFFkiigl1122TvFfxNcNoSAwj8CiiTdFyq/Wvm1yi4bQkDhHwFFEgFtJARUjIAiSRTQRYsWdUbRshSXDSGg8I+AIok3kRoJARUjoEgSBfSF9b4hBBT+EVAkqX4G+m/7XrFgvW4IAYV/BBRJyj9r/NExU59ZbxtCQOEfAUWS6s8ad73x/qE9L31qvWwIAYV/BBRJqjeR5l154Bc3KkV0q90vcvqDnEUEFP4RUCQp34Vf/uczWrcqRfT9Iy54pLPaSn1FQOEfAUWS/GNMC6457CsbxxHdwmVDCCj8I6BIkge0YOVfzv4PfhOpDwioGAFF0kAI6JvXj9+GX+XsCwIqRkCRpA7o6pknfCX+sx6fPOgmlw0hoPCPgCJJGtAnL7TvKcbzfSMume+4IQQU/hFQJMkCuug37R8uxnOjHU/+a4f7hhBQ+EdAkSQK6LE7xK/bP3HAjUvWz4asXtME/pzLnaMeQ1Obk8sdrx5Dpi4ioOuWD+jTPnZ86m6q/Srne4f/7Ln1tyErmsGMXO5s9Ria2qO53HHqMWRqCgFdt3xA5/rY8am7qRbQb5z+wNr1tyG8hId/vIRHkugl/PD3FV/Bbz78oqfX04YQUPhHQJGkehNp7f0//p9NihH98D5Xv7IeNoSAwj8CiiTlx5jeufPoLw4qRvSzh09f6rghBBT+EVAkqT9Iv+i34z9e+jTTSfe4bAgBhX8EFEnqgBY8d+n3tuRXOfuCgIoRUCQNhIBGnXMv5ctE+oKAihFQJMkDuvSuH+0avyVvNnHZEAIK/wgokqQBnXfFhM/Fv5FkNt3ph39a6bIhBBT+EVAkqQK6/M+nt3T9YaRNdz7ZLZ4FBBT+EVAkiQKa6/p7SIN3PvnPzvEsIKDwj4AiSflnjQf/z49mrlpfG0JA4R8BRZIqoIP/95R71ls8Cwgo/COgSBIFdP3Gs4CAwj8CiiT5x5jWFwIK/wgokghoIyGgYs0Y0LHHoHe7DpSArpwwYQIBrYGAijVdQM/NoZaHfOz4fgd0Gb/KWRsBFWu6gN79ZXWeBrzdXvax4wmoDwRUrOkC+voTfxlQ7szl9lSPIeVFL/u93wFdfdZZZxHQGgioWPMFdIB5JpfbTz2GTPQ7oK4IKPwjoGIElIA6IKBiBFSMgBJQBwRUjICKEdDYWVUR0BoIqBgBFSOgpctVEdAami6gTx09bkDZM5f7pnoMSQf+Vj1HmSKgBNRB0wX0x+oP+Q18X/XyMcSBioDGOqoioDU0XUAnqfPUAOarJylLBNQXAhqifEDveBG9G0lAw9T/gC5tPYyA1tCMAX3Y5agI3lgCGqbUPPchoLeZd7scSQQ0RAS0BgIaqNQ89xLQjnNaPluy/QZmc5cjiYCGiIDWQEADlZrn6gFdu2viTXi+zq4WAookAhqo1DxXD+jvjNlm7G7G7Dth3BfMkOs6XY4kAhoiAloDAQ1Uap6rB3Q3s+2SKBpu7oiizoPMMU5HEgENEQGtgYAGKjXP1QO6nTkz/+8l5sT8vys+vuFjLkcSAQ0RAa2BgAYqNc/VA7qZuTH/70yzR+HC+WY/lyOJgIaIgNZAQAOVmufqAf2XYkBfMLnChT+aj7kcSQQ0RAS0BgIaqNQ8Vw/of5vCFzCt3XTjwl+Jn202dTmSCGiICGgNBDRQqXmuHtDxZtul+ZPPm+n5f682H3E5kghoiAhoDQQ0UKl5rh7Qu4z51AVRdJD594XRq58x33Q5kghoiAhoDQQ0UKl57uU3kUYas3UUPb6hGfyZTY252eVIIqAhIqA1ENBApea5l4CunvzRD+dPJhd/Eand6UgioCEioDUQ0ECl5rn3LxNZWfjn7r123u8mtyOJgIaIgNZAQAOVmme+D3S9IKBIIqCBSs3zOgLa+fI9d8xf63wkEdAQEdAaCGigUvPca0Bn7Tq48PPPjb/+J8cjiYCGiIDWQEADlZrnXgK6ZGjPl9l9e7nTkURAQ0RAayCggUrNcy/fB/p1Yzbc4/xbbp8yZiNj9nI6kghoiAhoDQQ0UKl5rh7QqcbsMC8+++xXjPmVy5FEQENEQGsgoIFKzXP1gO5k/vXlrvOvfNDs7HIkEdAQEdAaCGigUvNcPaD/bL7fc+FIs6XLkURAQ0RAayCggUrNc9WAdhhzVc+la/g2ppoIKJIIaKBS81w1oEuNObXn0unmEy5HEgENEQGtgYAGKjXP1V/Cf8J8aU3X+Y6vmkNdjiQCGiICWgMBDVRqnqsH9HJjxq2Oz64Zb973ctWV+oiAhoiA1kBAA5Wa514+SH/SIPORc+554cV7ztvGDL5tWdGK+o4kAhoiAloDAQ1Uap6rB/Sznx1sKuxS35FEQENEQGsgoIFKzXP1gFbWk4CuEwFFEgENVGqeqwd0SjV1fi8oAQ0RAa2BgAYqNc98H+h6QUCRREADlZrndQd0zTqv7RsCGiICWgMBDVRqnnsN6ILjd9pyAxOtPf4ZxyOJgIaIgNZAQAOVmufeAvrj+G34qMMMOt7tSCKgISKgNRDQQKXmuZeAnpaP5ydbCgF9j3H7RSQCGiQCWgMBDVRqnqsH9IlBZrs/Fj7NFEWvW7PBHJcjiYCGiIDWQEADlZrn6gEdb947P4oDGq36lNnX5UgioCEioDUQ0ECl5rmX30QyRxevLF57jtnB5UgioCEioDUQ0ECl5rl6QDczvyleWbx2uvknlyOJgIaIgNZAQAOVmufqAd3cXFq8snjtRea9LkcSAQ0RAa2BgAYqNc/VA/pls0fxyuK1Y8znXY4kAhoiAloDAQ1Uap6rB/QMY26OSgH907vMRJcjiYCGiIDWQEADlZrn6gFdtrXZ6MgXCwHtvGkLs/WbLkcSAQ0RAa2BgAYqNc+9fJD+4c2NMR825msfMGbQ3U5HEgENEQGtgYAGKjXPvRe0XSAAACAASURBVP0q58JDNi59DeiX/+p2JBHQEBHQGghooFLz3Pu3MT3308O/86XvnXBTp+ORREBDREBrIKCBSs0z3we6XhBQJBHQQKXmed0BXTF3ofORREBDREBrIKCBSs1ztYA+eMGfi6eP7bKBMZ/5jeORREBDREBrIKCBSs1zZUCf39nEH/x8qPSXOY/scDqSCGiICGgNBDRQqXmuCOi8wgeYCgFd9RFjtpnQwveB9gUBRRIBDVRqntMBXbODMW2/K/zk8xpjdlwaRS/9h9nw2YrD46Efjms7ZMqixLIVP29vm3htxdNVAhoiAloDAQ1Uap7TAb3VmJPjc//PbDC3cPrChuZH6aPjcmuH7ddqv/tE2bLXD7V2tLXHLk2tS0BDREBrIKCBSs1zOqBjzEdWF8+sGmy+ES/azYxIrfRUS+vdq6NlZ9jxZc83j7MTX49eOtCem1qZgIaIgNZAQAOVmud0QP89/irlKPqTMefH546u+ELlKfbawsmK3e2C7mVP2JGF556vtra8llyZgIaIgNZAQAOVmud0QLc0F8dnTjRmbnzuXPP+1EpH2/i1+xH23u5lU+3ZxdNj7bTkygQ0RAS0BgIaqNQ8pwO6qbk+PrOj2aq06EKzaWqlWTOXF046R9nHu5cdZ2cUT69Lv4YnoCHKB/T4C9C7bxHQMNUI6HbmguLp2+8yo0qLTjQfrvr/2BU/tQf3/KL8WPtY8XSGPTJesOrF2KI3ffjHnAHlN7ncSeoxJD3nZbd3OyGHWp73OwUDy3P5gKrHkIkaAf126U9w/tqYqaVFu5r/rJLPyfu32hPLctxW+nnoA/bAeMHDpcNocdX6Orr5S9KHRiM4ycd+73aqevMaQPrzKEFblMuNV49BIR3QY82mrxROdzZmfrzk/g3ND6v8h5P2tPaQ2T2XW238a/NzbHu8wGtAvy99ZDSEr/vY790IaG0EtAmkA/ryYPP5/FPJs4z5Wrzgne3NBo9V/U/fuaGldW73pb26n4EeHi+Yd0DsrdUeHJrL7XsAeve13I4+9nu3H6nr1ADe8DoDA8wr+YCqx5CJGgGNjjZm0HZbG2OuLPb0+k8aM663+v7MTu4+f1jpDaUZ9uTkSl7eRDogl3uht1Ehb7fcf/rY790mqevUAHgTKUSpB1pFQNf8IP4KkT0LF64qnPta+kX40vtKn2D5i+35NfmT7Mzi6e/slOTaBFQhg4De+SJ6N4qAhin1QKvydXa3fHvrrb7+y+L76/mAbnLQ2+kVFtq2+N33GXZS98KpNn77/iT7++TaBFQhg4DyOdB14XOggUrN87q/UPmBU656sXJp557278UzZ9qp3Qsfs2NW5k+WDB+xLLk2AVUgoGIENFCpea7rT3pcadsfj6JVV9u2wjv206fNKyw80p7ZEa081p6fWpmAKhBQMQIaqNQ81xXQ1ROt3X3cUPvd4o89R9jiLy+9PNruftQIu38m38ZEQGsgoGIENFCpea7vj8p1TDtiZNv3p8Q3Vgpo9MaFY4e1T12eXpeAKhBQMQIaqNQ8N+hf5SSgNRBQMQIaqNQ8E9AwEVAxAhqo1DwT0DARUDECGqjUPBPQMBFQMQIaqNQ8E9AwEVAxAhqo1DwT0DARUDECGqjUPBPQMBFQMQIaqNQ8E9AwEVAxAhqo1DwT0DARUDECGqjUPBPQMBFQMQIaqNQ8E9AwEVAxAhqo1DwT0DARUDECGqjUPBPQMBFQMQIaqNQ8E9AwEVAxAhqo1DwT0DARUDECGqjUPBPQMBFQMQIaqNQ8E9AwEVAxAhqo1DwT0DARUDECGqjUPBPQMBFQMQIaqNQ8E9AwEVAxAhqo1DwT0DARUDECGqjUPBPQMBFQMQIaqNQ8E9AwEVAxAhqo1DwT0DARUDECGqjUPBPQMBFQMQIaqNQ8E9AwEVAxAhqo1DwT0DARUDECGqjUPBPQMBFQsWYL6OtLlixWDyETqXkmoGEioGLNFtA3omi1egyZSM0zAQ0TARUjoIFKzTMBDRMBFSOggUrNMwENEwEVI6CBSs0zAQ0TARUjoIFKzTMBDRMBFSOggUrNMwENEwEVI6CBSs0zAQ0TARUjoIFKzTMBDRMBFSOggUrNMwENEwEVI6CBSs0zAQ0TARUjoIFKzTMBDRMBFSOggUrNMwENEwEVI6CBSs0zAQ0TARUjoIFKzTMBDRMBFSOggUrNMwENEwEVI6CBSs0zAQ0TARUjoIFKzTMBDRMBFSOggUrNMwENEwEVI6CBSs0zAQ0TARUjoIFKzTMBDRMBFSOggUrNMwENEwEVI6CBSs0zAQ0TARUjoIFKzTMBDRMBFSOggUrNMwENEwEVI6CBSs0zAQ0TARUjoIFKzTMBDRMBFSOggUrNMwENEwEVI6CBSs0zAQ0TARUjoIFKzTMBDRMBFSOggUrNMwENEwEVI6CBSs0zAQ0TARUjoIFKzXPjBhTrRkClCGigUvNMQEPlPaDfPw29+yYBDRMBbRLeA4oaFnidgQGGgBLQsPgN6FXqzRv4hr3mdQYGGAJKQMPiN6Cv//XOAeXKXG5/9RhS/uF3AgYYAtpoAT30GPRuR98BHWDuz+WOVY+hqRHQRgsoH2NaF98fYxpoCKgYAfWFgCoQUGSKgPpCQBUIKDJFQH0hoAoEFJkioL4QUAUCikwRUF8IqAIBRaYIqC8EVIGAIlME1BcCqkBAkSkC6gsBVSCgyBQB9YWAKhBQZIqA+kJAFQgoMkVAfSGgCgQUmSKgvhBQBQKKTBFQXwioAgFFpgioL50+bvQwArpuu+V2VA8hU0/kcserx4Am5D+gy3w4mICuWz6gXnb8QDU7lztOPYamtjyKOtRjyETqgcZL+DDxEh6Z4iW8LwRUgYAiUwTUFwKqQECRKQLqCwFVIKDIFAH1hYAqEFBkioD6QkAVCCgyRUB9IaAKBBSZIqC+EFAFAopMEVBfCKgCAUWmCKgvBFSBgCJTBNQXAqpAQJEpAuoLAVUgoMgUAfWFgCoQUGSKgPpCQBUIKDJFQH0hoAoEFJkioL4QUAUCikwRUF8IqAIBRaYIqC8EVIGAIlME1BcCqkBAkSkC6gsBVSCgyBQB9YWAKhBQZIqA+kJAFQgoMkVAfSGgCgQUmSKgvhBQBQKKTBFQXwioAgFFpgioLwRUgYAiUwTUFwKqQECRKQLqCwFVIKDIFAH1hYAqEFBkioD6QkAVCCgyRUB9IaAKBBSZIqC+EFAFAopMEVBfCKgCAUWmCKgvBFSBgCJTBNQXAqpAQJEpAuoLAVUgoMgUAfWFgCoQUGSKgPpCQBUIKDJFQH0hoAoEFJkioL4QUAUCikwRUF8IqAIBRaYIqC8EVIGAIlME1BcCqkBAkSkC6gsBVSCgyBQB9YWAKhBQZIqA+kJAFQgoMkVAfSGgCgQUmSKgvhBQBQKKTBFQXwioAgFFpgioLwRUgYAiUwTUFwKqQECRKQLqCwFVIKDIFAH1hYAqEFBkioD6QkAVCCgyRUB9IaAKBBSZIqC+EFAFAopMEVBfCKgCAUWmCKgvBFSBgCJTBNQXAqpAQJEpAuoLAVUgoMgUAfWFgCoQUGSKgPpCQBUIKDJFQH0hoAoEFJkioL4QUAUCikwRUF8IqAIBRaYIqC8EVIGAIlME1BcCqkBAkSkC6gsBVSCgyBQB9YWAKhBQZIqA+kJAFQgoMkVAfSGgCgQUmSKgvhBQBQKKTBFQXwioAgFFpgioLwRUgYAiUwTUFwKqQECRKQLqCwFVIKDIFAH1hYAqEFBkioD64iugf5qL3v0fAUWWCGijBRTrRkCRIQLaUAE9Wp2nge//+djvAxYBFSOg/TL/3H2H73fK3PJF19qSFzMI6NwTDh9QxuZyreoxJE2c4WO/D1gEVIyA9sc9rda2j7AtV5ctOy/LgA40d+RyP1GPoakRUDEC2g+LR9gz34g6bmxpeaRn4UT79IqiTgKKrBFQMQLaD9fZozsKp1PtaT0Lx9oVVVcmoPCPgIoR0H443d5aPH3C7tO9bFXLXtVXJqDwj4CKEdB+OGWfR4unz9gx3cuet0cRUKgQUDECWoer7cnd5++3p11/cNsBZz7btWDprNgbi5vAXbncWeoxNLWH8gFVj6GpLYmiNeoxZGI9BnT2cPto94Vp1tphe1vbenNpwcOlzyOm7zFI9+Ry56rH0NSeyOWOV48BTaj+gK68Yqi9tufipXbkX9dEyy6zQ+fFCwgosrPqxRffUI8BTajugN67j227vezycw/FPx34Sdc788+fFntzRROYkcudrR5DU1sVRR3qMTS1lVG0Vj2GTKyfgC6ZbO0ZC6td86htTy7gTST491b+JZF6DE2NN5H6Y+FYe9ATvVxlhyU/SU9A4R8BFSOg/bB8gj1/dWrRtOlxN+fYw5LXEFD4R0DFCGg/3Fz28aWSztH2weKZKfYiAoqsEVAxAtoPB9lH1pbkL02fVnjf/Ro7enYUrbiqZdRbBBRZI6BiBLTvOoZ2ffGSHZ+/OMJeX1j4C2tHtbfYUQ+m1iag8I+AihHQvnvFVgloFN1/4qi2Iy6p+NgnAYV/BFSMgPpCQOEfARUjoATUAQEVI6BiBJSAOiCgYgRUjIASUAcEVIyAihFQAuqAgIoRUDECSkAdEFAxAipGQAmoAwIqRkDFCCgBdUBAxQioGAEloA4IqBgBFSOgBNQBARUjoGIElIA6IKBiBFSMgBJQBwRUjICKEVAC6oCAihFQMQJKQB0QUDECKkZACagDAipGQMUIKAF1QEDFCKgYASWgDgioGAEVI6AE1AEBFSOgYgSUgDogoGIEVIyAElAHBFSMgIoRUALqgICKEVAxAkpAHRBQMQIqRkAJqAMCKkZAxQgoAXVAQMUIqBgBJaAOCKgYARUjoATUAQEVI6BiBJSAOiCgYgRUjIASUAcEVIyAihFQAuqAgIoRUDECSkAdEFAxAipGQAmoAwIqRkDFCCgBdUBAxQioGAEloA4IqBgBFSOgBNQBARUjoGIElIA6IKBiBFSMgBJQBwRUjICKEVAC6oCAihFQMQJKQB0QUDECKkZACagDAipGQMUIKAF1QEDFCKgYASWgDgioGAEVI6AE1AEBFSOgYgSUgDogoGIEVIyAElAHBFSMgIoRUALqgICKEVAxAkpAHRBQMQIqRkAJqAMCKkZAxQgoAXVAQMUIqBgBJaAOCKgYARUjoATUAQEVI6BiBJSAOiCgYgRUjIASUAcEVIyAihFQAuqAgIoRUDECSkAdEFAxAipGQAmoAwIqRkDFCCgBdUBAxQioGAEloA4IqBgBFZt149W3Pq0eRBYIqA8EVIyASs1sy+V9eeJz6oH4R0B9IKBiBFTp91/JxYY9qx6KdwTUBwIqRkCFntsp1+VI9Vi8I6A+EFAxAip0SXc/czs8qR6MbwTUBwIqRkCFDugJaO436sH4RkB9IKBiBFRoj7KAXqwejG8E1AcCKkZAhcaWBfQK9WB8I6A+EFAxAir0o7KA3qMejG8E1AcCKkZAhe7bobufrQvVg/GNgPpAQMUIqNJJXf38yt3qoXhHQH0goGIEVOnVH8b93GmaeiT+EVAfCKgYAdX668lj2w74afi/h0RA/SCgYgRUjG9jIqAOCKgYARUjoATUAQEVI6BiBJSAOiCgYgRUjIASUAcEVIyAihFQAuqAgIoRUDECSkAdEFAxAipGQAmoAwIqRkDFCCgBdUBAxQioGAEloA4IqBgBFSOgvrzZDO7KB1Q9hqa2JIpWqcfQ1BZH0Rr1GDKReUA7vd/DAHBPLneuegwAsuY/oEsWN4H8M9Cz1GNoam/nX0Gqx9DU8i8B1qjHkInMA8rPQOEfPwMV42egBNQBARUjoGIElIA6IKBiBFSMgBJQBwRUjICKEVAC6oCAihFQMQJKQB0QUDECKkZACagDAipGQMUIKAF1QEDFCKgYASWgDgioGAEVI6AE1AEBFSOgYgSUgDogoFpzf37CxLNuf009jCZGQAmoAwKqtPCcr+QKRs5Wj6R5EVAC6oCAKp2cK/nmHPVQmhYBJaAOCKjQzB26Apo7VD2WpkVACagDAio0sbufuS89ox5MsyKgBNQBARUa1hPQ3K3qwTQrAkpAHRBQoV3KAnqtejDNioASUAcEVGh4WUBvUw+mWRFQAuqAgAqd0NPPrzynHkyzIqAE1AEBFfrbl7oDeox6LE2LgBJQBwRU6Zyufn5nnnooTYuAElAHBFTqsv8q9nP8E+qBNC8CSkAdEFCt535z1o8v+Yt6FM2MgBJQBwRUjG9jEiOgBNQBARUjoGIElIA6IKBiBFSMgBJQBwRUjICKEVAC6oCAihFQMQJKQB0QUDECKkZACagDAipGQMUIKAF1QEDFCKgYASWgDgioGAEVI6AE1AEBFSOgYgSUgDogoGIEVIyAElAHBFSMgIoRUALqgICKEVAxAkpAHRBQMQIqRkAJqAMCKkZAxQgoAXVAQMUIqBgBJaAOCKgYARUjoATUAQEVI6BiBJSAOiCgYgRUjIASUAcEVIyAihFQAuqAgIoRUDECSkAdEFAxAipGQAmoAwIqRkDFCCgBdUBAxQioGAEloA4IqBgBFSOgBNQBARUjoGIElIA6IKBiBFSMgBJQBwRUjICKEVAC6oCAihFQMQJKQB0QUDECKkZACagDAipGQMUIKAF1QEDFCKgYASWgDgioGAEVI6AE1AEBFSOgYgSUgDogoGIEVIyAElAHBFSMgIoRUALqgICKEVAxAkpAHRBQMQIqRkAJqAMCKkZAxQgoAXVAQMUIqBgBJaAOCKgYARUjoATUAQEVI6BiBJSAOiCgYgRUjIASUAcEVIyAihFQAuqAgIoRUDECSkAdEFAxAipGQAmoAwIqRkDFCCgBdUBAxQioGAEloA4IqBgBFSOgBNQBARUjoGIElIA6IKBiBFSMgBJQBwRUjICKEVAC6oCAihFQMQJKQB0QUDECKkZACagDAipGQMUIKAF1QEDFCKgYASWgDgioGAEVI6D9Mv/cfYfvd8rcxLIVP29vm3htBwFF9gioGAHtj3tarW0fYVuuLlv2+qHWjrb22KUEFJkjoGIEtB8Wj7BnvhF13NjS8kjPwuPsxNejlw605xJQZI6AihHQfrjOHl18pT7Vnta97Ak7svDc89XWltcIKLJGQMUIaD+cbm8tRXOf7mVT7dnF02PtNAKKrBFQMQLaD6fs82jx9Bk7pnvZcXZG8fS69Gt4Agr/CKgYAa3D1fbk7vNj7WPF0xn2yFI4b4i98XYT+EMud7Z6DE1teRStUY+hqS2Log71GDKxHgM6e7h9tPtCm11QPH3AHhgveDgXW+xwDw3jnlwu/eYZgODVH9CVVwy11/ZcbLULi6dzbHu8oKkCCqAZ1R3Qe/exbbeXXd6r+xno4fGCpnoJvyKKVqvH0NR4CS/GS/h+WTLZ2jMWli85zD5ePJ1R9nPROKTqn/pmYUkUvaMeQ1PjTSQx3kTqj4Vj7UFPJBedZGcWT39npxBQZI2AihHQflg+wZ6/OrVsqr2gFNLfE1BkjYCKEdB+uDn9Mj3vMTtmZf5kyfARywgoskZAxQhoPxxkH1lbkr80fdq8wsIj7Zkd0cpj7fmplQko/COgYgS07zqG2i7j8xdH2OsLS18ebXc/aoTdvym/jYmAihFQMQLad6/YagGN3rhw7LD2qcvTaxNQ+EdAxQioLwQU/hFQMQJKQB0QUDECKkZACagDAipGQMUIKAF1QEDFCKgYASWgDgioGAEVI6AE1AEBFSOgYgSUgDogoGIEVIyAElAHBFSMgIoRUALqgICKEVAxAkpAHRBQMQIqRkAJqAMCKkZAxQgoAXVAQMUIqBgBJaAOCKgYARUjoATUAQEVI6BiBJSAOiCgYgRUjIASUAcEVIyAihFQAuqAgIoRUDECSkAdEFAxAipGQAmoAwIqRkDFCCgBdUBAxQioGAEloA4IqBgBFSOgBNQBARUjoGIElIA6IKBiBFSMgBJQBwRUjICKEVAC6oCAihFQMQJKQB0QUDECKkZACagDAipGQMUIKAF1QEDFCKgYASWgDgioGAEVI6AE1AEBFSOgYgSUgDogoGIEVIyAElAHBFSMgIoRUALqgICKEVAxAurLm4uawBuLF7+lHkNTy09AUxxoA1ezPAIyD2hTuCeXO1c9hqb2RC53vHoMTW1RLjdePQYFArpeEFAxAipGQOGAgIoRUDECCgcEVIyAihFQOCCgYgRUjIDCAQEVI6BiBBQOCKgYARUjoHDw1qxZ/1CPoaktnzXrGfUYmtrqWbPmqsegQEABoE4EFADqREABoE4EFADqREABoE4E1N2N9qp1XHub/XlmIwlb7/u58pp1zwnWo84//Fk9BCEC6o6AZoOADkhr7R7qIQgRUHdPXf/4Oq4loOtL7/u58pp1zwnWIwKK/lrWj3V7C2h/bgMpve68VZ1ZDgMRAUUVU+xFxdPV37PzomjxpUe07XfugsKCO+305We3XZFfdvmhbWMm3ld4vE6LXy4+efb+o068cW3xv5t/9kFtR1z8ZuFsKaBlS7pvA7Uk5qG4n3t23qOT95pw4RtX2IdKMzDDTnvyENs6YWqhrlXm5KFTJozY96RZqk1peGVHfPlDYrLNa4sSR3hy3aB3PAGt6u927+Lkz7ITomjOGNu63zA7bGZUePzedJQdeVO0aIwdMWG0tddFXQ/W24bZtvYWe0Lh4Xv3CNs6rsWOfizqCmj5kq7bQE2JeSgFtLTz7mq1e4y2e59UFtApbS2HHNpiJ66tNicXWzv6gN2tna7dooZVfsSXPyRuPd8Ou/BnySM8sW7YO56AVtWxp32qcHqO/U20aqz95apozbUtw18qPH7bJxSuOdeesTyK/mBbV5UerP9oGfaHtdHLB9upUbRwWMuvV0XLzrTta0oBTSzpug3UVD4PXQGNd97C1uEzO6NHRtqygNoDX46ix1rt41Xm5Gk7Ir9ixy12H/EmNaryIz7xkIhfwieO8PJ1A9/xBLS6C+2V+X/X7N7yavRbe3Zp0ZTC47fwmj6KJsQnZxz3UunBepq9trDgKdseRefZCwrnOw+1vy8FNLGk6zZQW9k8dAU03nk/tVcXTu4uD2jLs4VFk+1tVebkjrb4hwGj7TuaLWl05Ud84iERBzRxhJevG/iOJ6DVPWwPzP/7gJ0YRUfbJ4qL5hReRt5pDy9eOMJe2tG1buHB2jmsZWnhfOct0zqjfW381Ux32cmlgCaWdN0Gaiubh66Axjtvb/ta4WRVW1lA42suL7xYrJiTkjeH2+VZb0MYyo/4xEMiDmjiCC9ftyTUHU9Aq+sYZfP/9zzf3l74X+f5FxWcbYcVHr+Ti9ffa+2Y8+56tXi+8GBdaMd2/7erW1rjty2eLjykCwFNLum6DdRWNg9dAS3uvFUtI+IVDiwL6JnFJVd0BbR8TvI6F9xz3XljbZiPY//Kj/jEQ6IY0OQRXr5u4DuegPbiAvu7/KN3+NvRGtujI//4vTi+/vFJrfkFh/89ih+sj9vvd/+nC+2Y+MzrdnQc0OSS7ttAbd3z0B3Q4s57setHaseVBfTC4pLugJbPSRTdvFd+vkaeunuYj+MM9BzxyYdEMaDJI7z80RH4jiegvXjIHpN//Xh6/tyoljU9i++0P+s6+/Z9l463dnb8YH3Bjutep/v/xs/Yg1PPQItLym4DtfTMQ1dAiztvmS09Az2494CWz0l0g939ikeWRFF7mI/jTHQf8YmHRPIZaPEIL1838B1PQHvRMapl8RT716jwA53iJ0CjZY/N7378rnllYeGk88zCy8bCg3XN0NYVxbXO+9HSaJ/Sz4P+YH9c+hloYgkB7YeeeUgENNrTvl68+nu9BzQ1J8WnQ/nTIB/H3iWO+MRDIv4ZaPkRnlg38B1PQHtzvr19z1GF/9FeYc8rLrjU/rr78bvYDl9VOP1jIYjFh+9Ee2NhwYLCS5lzSw/lw+20UkATSwhof3TPQzKgkwuzUfzsUq8BTczJcFv4KUD0SkuYj2PvEkd84iERB7T8CE+sG/iOJ6C9eciOiX8NZtkoe8nb0drpLd99tefxu589L388vHywvbn0YJ1rR8zsjF47zP4iil4d1vLbNdHys2z76lJAE0sIaH90z0MyoC8PG3FfFM0ZNdQ+3GtAy+fkMHtD/rrZ46xdqNqSxlZ+xCceEmtt68rUEV6+buA7noD2pmOkLX1Y44E9bMuEkXbovVHP4/fvLbZ1/3Et9riOrt96ubbF7j6h1R5W+H/vnSPs8P2H2r0KX2gR/yZS+RIC2h8985AIaPT7oXbPMfak4+ycXgNaPid/s3bC8fva439g95+h2ZAGV37EJx4S0Ug74YfJI7x83cB3PAHt1fl2v9K5hRce9t39z3q+cLb78fvM5PEj9p54V+FoKv3e9SOnj9v9B9fFP11/7uyD2r5/8VuFs6XfhS9bQkD7pXsekgGNZp+0x96/XHOYnd97QMvn5O/HjRpz8p1rH/3+iOsz34QglB3xiYdENLN92IQocYQn1g17xxNQNKTFi4pZ7NzTrlAPBU2MgKIhnW/vKpw8YI9QjwTNjICiIf29Za8HVyy+b7S9Rz0SNDMCisZ0Q+F3Xex3f68eB5oaAUWDeuWGKVPvDvKjMWgcBBQA6kRAAaBOBBQA6kRAAaBOBBQA6kRAAaBOBBQA6kRAQ3SZKdn8M4ferx7MgDXEnLrebmtLM6lyYYcxZ9X8L39vzJcX9+Uu+nRryBgBDVF3QAv2XqYezgA1IAL69kfMDm/16S4I6EBEQEOUD+j4n+VdePw3NjTm6xS0qgER0EPNF9/s210Q0IGIgIYoH9Cu716c/TljJkgHM2ANhID+bYMvvNHHuyCgAxEBDVFZQKNFnzCDHlIOZsAaCAG9fcqivt4FAR2ICGiIygNaeJdi3DrWjS3t49cSr17eue4VOvr69R59vccaat5f7yPuW0D7tkH1v4mU8nZHrwMh1oWsIwAACsFJREFUoAMQAQ1RIqDRv5n3xI/KZWd+dYshn5vwZHLlIWb6o/85yAzZ4fIoWjJx28Fb7dT1FXHJ9fPrvT3uPWbjT+87v3T9Cwd/arMhnzr4qfjSRub26PrPb5T4cyV/2P8bHxiy/XduWtvHeyxf/w/GXFtanDPb13N/lSN+ZL+Pb/r+/75wVenqU6Pbdv2XTT899rnCxVe7d9pNxixI3UH1DYmiW779gU22Gf9Ud0ATu6wieYt/9I0PvfvTw+/tupxYe4r5bPTLTxqz5c6Xd91L4l57bi25H6BEQEOUDOjhxjxaOP371vHb8oN+nFh5iDltSHzFcfO3ic/Ef1wotf4Q85svxAs2+UtxwU1bxBffFf+N23xvpuQvlQVt9ciuTwLs2tGXe0yu37Gl+V68/jxjTqvn/ipGfPqG8cXtFsRXnzKxdHXh785XC2jpDnrbkDVHxEsH/64U0OQuSwf03s1Lt/KDqMoOzgf0pNL131hSZXO6by21H6BEQEOUDOgvjbkif/Ja/uG7+yW/Oeq9xpxevvIQs6EZOf0vJ7zLDPpXM+6OmYcOMu95u8r6Q8zHzfYX/e33Q435WOHyzcZsPP7yX47f2Jjin1/fyJy04Qd//NuXe255sjHb/uTG303e1phz+nKPqfXbzZD4Zf4pZtD8eu4vPeL8jtjq6Osu2zVf0DXFqz9hPnPxrFtbjflkVDWgXXfQ24aMM2bzA6/48Y5m8MbFgKZ2WSqgr/yL2ezQa24+/UPG3BJVrj3FDB5kdjjlV4f/qzGtVTan69bS+wFKBDREyYDOiB95h5iNbipcnL+dGbygbOX8k8HizwJPyT+puaBw5kBj7q+yfn69nZYWFgw35tn84/lTZsvi87p7tzCfLjxD2shs9L/JT4R/1Hyq+B8s2ca0lC/v7R5T699WCk30GbNjXfeXGvGKrc32/yhcPDb+P0r+6p3fLl39YtWAdt1BLxvy+AZmu3n507WH5DdkUuUuSwV0qjHFv+P07MZmn6hy7cKz3fZC2F/KGTOr8l5Lt1axH6BEQEOUDOiDxUf3/I1N6e+v/cGY48tWHmK2LT4OnzDmC8X3W2Ya89sq6+efN84pXs6H7Y7i07n4lX50tjG/igq92eDxxChWfnjrC+JzY81ny6/o5R7T669+Xxyax4y5qK77S404/9/dXby4ZnOzd/Hq0g3kg/nnqgEtXd/bhnzXmL8Vz3R+uuouTgX0ELNx/H7WpLGnRJVr5wP6kdXFy09vaHatvNfSrVXsBygR0BAlA/qQMSdE0U+NeaG04JNmp7KVh5j4764vNaUH9HPFd28q1h9ivh5fnGvM7VG0n3nfO/Hlt4cUP2m6Udf1lXZLB7TqPVasv5f550JojzfvWlTX/aVG/C3zmdL1107+VfHq/44vPmzMn6oGtOIOkhuyldmldO7nxYCmd1kqoKcZc2nZxfTaU3p+PrCHGVz+0YHdygNasR+gREBDVPES/uzCW0kf6low1GxZtvKQrjeQS6+nowXFnFWsP8S0xxefLOZoZ/PVruv/w3wzKvRm7ypD6XzxnktHmHRAq95jxfo3G/PHqPApAhvVdX+pEf+bGZ1YdUjXx7tm9xbQ8juo3JClpvuzS08Vz6Z3WSqgT29mzA6n3ruydDG9dj6gXX9h9HxjXq6419KtVewHKBHQECUDeqUxV0bRd0yZDcpWLsvZlOKZOGcV6w/peuEf5+jDZo+uWxhmPh4VelPxUcjHD/784PgGegto+T1WrL9iiDkkih6Ir6zj/pIjXrOROTax9hBzcnym14BO6uWGY/knrr8onV1RDGh6l6Xfhb/r34pv+e9ycfFN9vTaU3qekd4StzR5r6Vbq9gPUCKgIUoG9AfGPBZFXyp/vJo1PVf3krOK9bvW6w7oyK5baDMfjAq9SX8u/YwNjdn4i7ufeMe+fQtoxfq7m607oyPMewqvWeu4v+SIlxvzw8Tq3R+k7zWgp/Zyw7E5xlzedf7dhbtK77KKz4GuvGHsVoWrPlh4Yp1ee0rxrayi24s/s03da3dAU/sBSgQ0RMmAftL8U0cUfc98rfrKveSsYv1UQHfuuX4H842oStD+kH/mdEvxBeuEPgW0cv3rjJnVubUZUzhfx/2lRvzB+D2psmH0EtBfpALay4asGNT9FPW14jPQ9C6r+rtDT/98V2O2XFS5dj6g9/acnV9xr90v4VP7AUoENESJgOafzhTesznBfKDrjYmOjvJfqOklZxXrp3K0n3lf6Zcx3/mn4h1UBG0vM/jV+Ny4PgW0cv1lg83Ee4rPxuq6v9SIdzJfKq156g67RdUCel18+ZhUQHvbkA92/wzyzmJA07ssFdAFC0rfG3KhMb+rXDtfzfNLl8eYjddW3GvPm0jJ/QAlAhqi8oC+uW38ZSL516U3xUtef0/qY0xVc1axfipHv+haPTrPmMuiKkHbuetd784v9CmgVdYfZrY90Hyg+JmnOu4vNeJjjbmveHHtR01bVC2g5xYvrvpYKqC9bcjI+POaebsUA5reZamAfsh8Jz7zRPGHp+m18wH9WPyTlWffVXj/P32vpVur2A9QIqAhKgvonC8ac2DhTOeXzBZ/KpxZZc2gZ8pW7iVnFeuncrRmO/P+Yj7++s9m28IDvyJo+5lNi1/EseIgE/8ue417rLL+1ca82xxePFvH/aVG/Mb7zBeKb27/yJifRxUBXTvE5Aq323mUSQW0tw15ckOz/bOFM2fEH6RP77JUQK3Z9LHimYnGzK1cu/BB+gmF/1e8+lVjZlTea+nWKvYDlAhoiPIBnXBZ3sUnf3Oj7i9U/ssg864xF08/91PJz9H3+pZOev1UjqIbjdn04KuvPmiT0jOpiqDlV/jMNY/MOP/jZjOzwe1La95jlfWX5G/cPNB9c/28v/SIzzbmXyfd+KvhxuzYEVUENNotv6tunn3Nt8wGqYD2uiHtxvzzYVef939mk+2Ld5XaZamA3mLMJodceVvhV0m/2Vm5dj6gg81XJ1971IeM+XaVe+26tfR+gBIBDVH1P+lx94dKH5k5JLFyrx8qSq2fzlF07kbx9VvEv5Jd+a54e+m/P/q3pvTr3eu+xyrr56O2bdd/1u/7qxjxlE3iNb4wPx5GMqDPv7+0x85Mvwvf24asKH0UadPf7hHfVXKXpd9EOmZQ6Q6+Gv+GaHLtfEBve1+8YPTyKvfafWup/QAlAhqi7oC+99OHlP1RuTeP/vd/es8XxyZ/AbL3gKbWr8hR9OSB22622XYHlz58Uxm06MZdPrzJNu2PRmv3f9/gQ/twj5Xr/8J0fVizjvurHPHs0R/ZZJtv/bSjNIxkQKM3jvj8Zvl9dsWidEB725Aouu7b/7Lxh8Y8HpUCmtxlFe/CP7znf2wx5N+HdX15X3LtfECXvXTIxzfZ4htdv6CZvNeeW0vuBygRUAxk5xgzL9M7fGH26kzvr0choKK7Rt0IKAayz5mvqIeQFQLaiAgoBrD7ur96KHwEtBERUAxUi5c+8jmzWZ//6FqjI6CNiIBioCp8MNJMVI8iMwS0ERFQDFT5ogxqb57vXL9pl13Wzx8qRYYIKAaqFX+++snaawFCBBQA6kRAAaBOBBQA6kRAAaBOBBQA6kRAAaBOBBQA6kRAAaBOBBQA6kRAAaBOBBQA6kRAAaBOBBQA6kRAAaBOBBQA6vT/AWmax5eNCz3QAAAAAElFTkSuQmCC)
6.4 Gráficos de barras
Los gráficos de barras se utilizan para representar una variable categórica, como por ejemplo Species, o variables cuantitativas discretas. Se representan barras verticales proporcionales a los valores de la variable en cada categoría o valor. Para crear gráficos de barras con ggplot2 se usa geom_bar()
.
Para hacer nuestro primer gráfico de barras no vamos a utilizar iris
porque en la única variable categórica (Species) resulta que hay 50 lirios en cada tipo de especie. Usaremos el data.frame mpg
del paquete ggplot2 que contiene 234 observaciones sobre distintos modelos de coches y sus características. Algunos de los ejemplos están sacados de la web de ggplot2.
p <- ggplot(mpg, aes(class))
p + geom_bar()
p + geom_bar(fill = "steelblue") + coord_flip()
![](data:image/png;base64,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)
Como vemos, la variable class
es categórica, concretamente tiene 7 grupos o categorías de coches. Las barras verticales son proporcionales al número de vehículos en cada categoría. Con coord_flip()
las categorías pasan a representarse en el eje Y, haciendo que, generalmente, se visualicen mejor los nombres de las categorías.
Si en lugar de tener una tabla de datos, tenemos ya una tabla de frecuencias, tendremos que especificar en aes()
que la variable con las frecuencias se mapee/asocie al eje Y: aes(x = variable, y = frecuencias)
. Además tendrás que usar geom_bar(stat = "identity")
o directamente usar geom_col()
que ya usa por defecto stat_identity(). Veámoslo con un ejemplo:
df <- mpg %>% group_by(class) %>% count
p <- ggplot(df, aes(x = class, y = n))
p + geom_bar(stat = "identity", fill = "steelblue")
# p + geom_col(fill = "steelblue") #- hace exactamente el mismo plot
![](data:image/png;base64,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)
Distintas posiciones para las barras
Para esta subsección utilizaremos el data.frame mtcars
ggplot(mtcars, aes(factor(cyl), fill = factor(vs))) + geom_bar() #- pos
ggplot(mtcars, aes(factor(cyl), fill = factor(vs))) + geom_bar(position = "fill")
ggplot(mtcars, aes(factor(cyl), fill = factor(vs))) + geom_bar(position = "dodge")
ggplot(mtcars, aes(factor(cyl), fill = factor(vs))) + geom_bar(position = position_dodge2(preserve = "single"))
![](data:image/png;base64,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)
Reordenando las categorías
A veces es importante reordenar las barras para mejorar la visualización. Para ello tendremos que usar factores. Por ejemplo, volviendo al mpg
dataset:
df <- mpg
df <- df %>% mutate(class = forcats::as_factor(class)) #- convertimos la v. class a factor con la f. as_factor()
df <- df %>% mutate(class = forcats::fct_infreq(class)) #- fct_infreq() los niveles del factor según su frecuencia de mayor a menor
p <- ggplot(df, aes(fct_rev(class))) #- fct_rev() ordena los levels de menor a mayor
p + geom_bar(fill = "steelblue") + coord_flip()
![](data:image/png;base64,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)
Si queremos que en las barras se visualice el número de observaciones o frecuencia absoluta de cada categoría:
p + geom_bar(fill = "steelblue") + coord_flip() +
geom_text(stat='count', aes(label = ..count.. ), hjust = -0.15, size = 3.25)
![](data:image/png;base64,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)
Porcentajes en lugar de counts
Si queremos que las barras representen porcentajes en lugar de numero de casos en cada categoría:
p <- ggplot(df, aes(fct_rev(class))) #- fct_rev() ordena los levels de menor a mayor
p + geom_bar(aes( y = (..count..)/sum(..count..)), fill = "steelblue") + coord_flip()
![](data:image/png;base64,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)
En realidad esto mismo se pude hacer de varias formas. En este post nos muestran 5 formas de hacerlo.
Si quieres saber más sobre como hacer gráficos de barras con ggplot2, puedes hacerlo aquí o aquí.
6.5 Gráficos de lineas
Los gráficos de lineas se usan principalmente para mostrar la evolución de variables en el tiempo. Generalmente la variable que se muestra en el eje X es el tiempo. En Economía estos gráficos puede que sean los más usados y habitualmente nos referimos a ellos como gráficos temporales.
Podemos simular gráficos de tiempo con geom_line()
y geom_path()
. Estos 2 geoms grafican lineas entre dos observaciones de una variable. Por ejemplo:
ggplot(economics, aes(date, uempmed)) + geom_line()
![](data:image/png;base64,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)
Empecemos usando el conjunto de datos gapminder
para mostrar las observaciones de la variable lifeExp para España:
library(gapminder)
gapminder %>% filter(country == "Spain") %>%
ggplot(aes(x = year, y = lifeExp)) + geom_line() + geom_point()
![](data:image/png;base64,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)
Visualicemos ahora 4 series de tiempo, la esperanza de vida en cuatro países europeos. Para poder distinguir las lineas de cada país podemos asociar la variable country a la característica estética color: aes(color = country)
gapminder %>% filter(country %in% c("Spain", "France", "Norway", "Belgium")) %>%
ggplot(aes(x = year, y = lifeExp, color = country)) + geom_line() + geom_point()
![](data:image/png;base64,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)
Una tontería pero que puede ser de utilidad para saber cuanta diferencia hay al final del plot. Lo aprendí aquí
df <- gapminder %>% filter(country %in% c("Spain", "France", "Norway", "Belgium"))
lifeExp_ends <- df %>% group_by(country) %>% top_n(1, year) %>% pull(lifeExp) #- vector con los valores últimos de lifeExp
ggplot(df, aes(x = year, y = lifeExp, color = country)) + geom_line() +
scale_y_continuous(sec.axis = sec_axis(~ ., breaks = lifeExp_ends)) + #- sec_axis() especifica un eje secundario
scale_x_continuous(expand = c(0, 0))
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)
El siguiente ejemplo está sacado de este libro aún en construcción. Utiliza el paquete tidyquant para descargar las cotizaciones de las 4 principales empresas tecnológicas, las GAFA. tidyquant
tiene muchas funciones interesantes, puedes verlas corriendo tq_transmute_fun_options()
.
library(tidyquant)
stocks <- c("GOOGL","AMZN","FB","AAPL") #- seleccionamos a las GAFAs
df <- tq_get(stocks, from = as.Date("2013-01-01"), to = as.Date("2013-12-31"))
ggplot(df, aes(date, y = close, color = fct_reorder2(symbol, date, close))) +
geom_line() + xlab("") + ylab("") +
theme(legend.title = element_blank())
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Reescalamos para que las series comiencen todas en 100
df <- df %>% group_by(symbol) %>% mutate(rescaled_close = 100*close / close[1])
ggplot(df, aes(date, y = rescaled_close, color = fct_reorder2(symbol, date, rescaled_close))) +
geom_line() + xlab("") + ylab("") +
theme(legend.title = element_blank())
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABUAAAAQVCAIAAAD8UPecAAAACXBIWXMAAB2HAAAdhwGP5fFlAAAgAElEQVR4nOzdaZBkZ33v+f9zTu61L71VL1paS7ckQAiBMQaDr7ENthmJi5d7YXxt43tjJmYYxwQRYwIHYb/wG8dE2NiOmGs7wjjsi+ca+V6wzADGIIN9xSIQEmpaoAW1Wq3eu2vfcjvneebFc87JrKqsqsyqPHXyZH0/b3Qy61TW09Wt6v7l///8H2WMEQAAAAAA0NucpBcAAAAAAAC2R4AHAAAAACAFCPAAAAAAAKQAAR4AAAAAgBQgwAMAAAAAkAIEeAAAAAAAUoAADwAAAABAChDgAQAAAABIAQI8AAAAAAApQIAHAAAAACAFCPAAAAAAAKQAAR4AAAAAgBQgwAMAAAAAkAIEeAAAAAAAUiCT9AJSaWZmxhiT1FcvFosDAwMisry8XKlUklpGX8pmsyMjI/Pz857nJb2WvsIf2riNj49XKpXV1dWkF9KHxsbGXNcVkenp6aTX0p+UUhMTE/xwiM/Q0FA+nxcR/naLz9jYWK1WW1lZSXoh/alUKpVKJRFZWlqqVqt7v4DJycm9/6LAZqjAAwAAAACQAgR4AAAAAABSgAAPAAAAAEAKEOABAAAAAEgBAjwAAAAAAClAgAcAAAAAIAUI8AAAAAAApAABHgAAAACAFCDAAwAAAACQAgR4AAAAAABSgAAPAAAAAEAKEOABAAAAAEgBAjwAAAAAAClAgAcAAAAAIAUI8AAAAAAApAABHgAAAACAFCDAAwAAAACQAgR4AAAAAABSgAAPAAAAAEAKEOABAAAAAEgBAjwAAAAAAClAgAcAAAAAIAUI8AAAAAAApAABHgAAAACAFCDAAwAAAACQAgR4AAAAAABSgAAPAAAAAEAKEOABAAAAAEgBAjwAAAAAAClAgAcAAAAAIAUI8AAAAAAApAABHgAAAACAFCDAAwAAAACQAgR4AAAAAABSgAAPAAAAAEAKEOABAAAAAEgBAjwAAAAAAClAgAcAAAAAIAUI8AAAAAAApAABHgAAAACAFCDAAwAAAIhR/puPD/zlf84+92zSCwFSL5P0AgAAAAD0LffV87mvfVVECl941Bjt3fPapFcEpBgVeAAAAADx8P3CP38xuNa6+I+fpQ4P7AYBHgAAAEAsck9/25m+KSLiuiIiWhe+8Gj2+e8nuyogvQjwAAAAALpPrSznvvm4vS4//Ev10/eJiGhd+PzfU4cHdoY98AAAAAC6L/edJ1S1IiL1u057t9/p3XK78v3Mi8+J1oV//AeTzXp33J30GoGUoQIPAAAAoPuC5nmR+lt+XETEdcs//2+9O0+JrN0bD6BtBHgAAAAA3ecsLoiIKKXHxoOnXLf8nveZwSERUctLyS0NSCsCPAAAAIBuM0bNz4mIKQ2YTLbxvOvqYlFERGvlewktDkgrAjwAAACALlPlVeXVRcSMjq3/WC4fXNTqe7soIPUI8AAAAAC6zJbfRcQfHl33IZPNBffUqnu6JiD9CPAAAAAAusxdmLcXemRk3YdMLgrwtT1dE5B+BHgAAAAAXeaEAX6rFvo6AR7oDAEeAAAAQJephaCFXo9saKHPBTPtaKEHOkWABwAAANBljQr8yPoKvAkr8LTQA50iwAMAAADosmCInePowaH1Hwv3wAsVeKBDBHgAAAAAXaW1s7wkInpwSFx33QebptBzjBzQGQI8AAAAgG5SS4vi+9Jygt2aFnoq8EBnCPAAAAAAuslZjM6QWz/BTqSphZ4p9ECHCPAAAAAAummLCXaypoWeAA90hgAPAAAAoJvUfBDg/VYVeJOLAjwt9EBnCPAAAAAAusmNKvCt9sBLuAdeqMADHSLAAwAAAOgmtTBnL1rugW9U4NkDD3SIAA8AAACgm+weeONmTGlg40ebWugJ8EBnCPAAAAAAukb5nlpZFhEzMipKtbij0ULPHnigMwR4AAAAAF2jFhbEGNnsDDkRcV1xXRGRKgEe6AwBHgAAAEDXNJ0ht0mAl6AI79Tre7MkoG8Q4AEAAAB0zdYT7KxgGzwt9ECHCPAAAAAAusZZWLAXrc+Qsx+yAd73xff3ZlVAfyDAAwAAAOiadirwzLEDdoYADwAAAKBroj3weni7FnpOkgM6RIAHAAAA0DWuPQQ+lzPF4mb3mCwBHtgJAjwAAACA7lC1mpRXRUSPbLoBXkQkrMDTQg90hAAPAAAAoDsaZ8htPsFOREy4B17VqcADHSDAAwAAAOiOtibY0UIP7BQBHgAAAEB3NCrw7bbQE+CBDhDgAQAAAHSHmo8q8CNb3NY0hZ498EAHMkkvYHuvvPLKo48+evbs2fn5+YmJiRMnTrzvfe87ffr0utsqlcrf/M3fPPHEE4uLiydPnrz//vt/4Rd+wXXdnd0GAAAAoFONM+S2bqGPAjx74IFO9HqA/9rXvvYHf/AHvu+LyMGDB2dnZ69du/bkk0/+8i//8vvf//7otunp6d/7vd87f/68iIyMjHz/+9///ve/f+bMmY9+9KNDQ0Od3gYAAABgB5zFqIV+qwAv4RA7WuiBjvR0C/3CwsIf/dEf+b7/tre97a/+6q/+4i/+4pFHHvngBz8oIo888sj3vve96M6Pf/zj58+fv/fee//yL//yk5/85J/92Z8dP3782Wef/cQnPtH8gm3eBgAAAGAH1Py8iJjSQDSmrqWmFnoCPNCBng7wX/7yl2u12unTpz/84Q+Pj4+LiOu6Dz/88EMPPWSM+dznPmdve/7558+ePTs4OPjbv/3bk5OTIjI1NfU7v/M7rut+9atfvXnzZke3AQAAANgBVV61LfFmdMvyO1PogZ3q6QD/0ksvicg73vGOdXvU3/KWt0QfFZFvfOMbIvLggw82t8EfOnTo9OnTxpgnnniio9sAAAAA7IATTrDzh7cJ8E0t9AyxAzrQ0wHe87zJycljx46tez6bzYqI3RgvIufOnRORBx54YN1t9hn70fZvAwAAALADjTPkRrc8Q44WemCnenqI3cc+9rGWz3/rW98SkZMnT9qHV65cERHbFd/MPnP58uWObgMAAACwA2ohOkNuuxZ6ptADO9LTAb6lM2fOfPrTnxaR9773vfaZlZUVEdk4Rn5wcFBEVldXO7qt2fnz5//8z/984/Mf+chHSqXSLn4RuxJtKCgUCrYZAd3iOI6IDAwMaK2TXktf4Q9t3JRS+XyeEzHjYH8sSKu/PtAVSinhh0Ocom9sqVQyxiS7mH7lOE4ul4t+XOxrqyv2v4XDU4Wtf2wWC/a/ru9t/QM2kwkCS6FQyOW2GowH7AdpCvDVavWRRx75zGc+o7X+wAc+8JrXvMY+X6/XRaRYLK6732bsarXa0W3N5ufnH3vssY3Pf/SjH83n8xuf32OZTCb6iYYu4h+R8eEPbXxc1yXAx6oXfuz3MX447AGST6z4IWzVFxZsDSR36LDa+sdmPl91XfF9Vavl2vsBy7/QAElRgP/617/+iU98Ynp6ulAo/MZv/MbP/MzPRB8aGhqan58vl8vrPsUW1aO39Nq8DQAAAMAOmNkZERGl1HZ74EVEcnkpr0qrKhqAzaQgwC8uLv7pn/7p17/+dRF561vf+mu/9msHDx5svmF8fHx+fn55eXndJ9pnxsbGOrqt2d133/3JT35y4/Oe583Pz+/w17Nr+Xze9hGsrq7WGPvRVZlMZnBwcGlpKRqRiK6I/tCWy+WW3S7YpeHh4VqtVqlUkl5IHxoaGrJVtQR/7Pc3pdTIyAh/o8VnYGDA1i352y0+w8PD9Xp9Y5Vo3zGmuDAnImZoeH5padvbC9msKouuVLb+AVsoFAqFgiT3T9/R7Y7EA/ZSrwf4GzdufOQjH5mZmTlx4sSHPvShU6dObbzH/k81Ozu77vm5uTkRmZiY6Oi2ZqVS6fTp0xufn5mZ8Tyv019Lt0TtQ1rrBJfRl+xWTN/3+cZ2V/SHlu9tfPiBEDe+vTGxP3j5AxyfaKoLP4HjY4zhz7CIqMUF8TwR0SOj7Xw3TC6nRJTvedWqbL4BgT/DQLOeHraxurr6u7/7uzMzM+985zs//vGPt0zvInLixAkReeaZZ9Y9f+bMGRG57bbbOroNAAAAQKecxaCQvu0I+gCD6IHO9XSAf+yxxy5fvvzggw/+5m/+5hZTK970pjeJyHe+853m1tzFxcWzZ8/mcrm3v/3tHd0GAAAAoFMq7IQ3I21sgBcxuXB2HTtogLb1dID/0pe+JCIPP/yw3oS97b777rv77rvn5ub+5E/+xG7uqlarv//7v1+v13/8x398YGCgo9sAAAAAdMpZCAK8PzzSzv0mG1bgCfBA23p3D7zv+5cuXRKRj33sYy1vOHLkSHRI+4c//OHf+q3fevzxx5966qkTJ068/PLLtVptamrq13/915s/pc3bAAAAAHTEDQO8aWcEvTRa6KnAA+3r3Qr8zZs3oxr7to4cOfLHf/zHP/3TP10sFl966aXR0dGHH374D//wD9cdDtfmbQAAAAA6ohbm7EWbe+CjFnpV44QaoF29W4E/fPjwZz/72fbvHx8f/9CHPtSt2wAAAAC0pJYWi5/+W3Gc8i9+wBRL9klncUFEjOuawbZqYyZHCz3Qsd6twAMAAADoQdnnzro3r7vXr2Z/cDZ4yvfV8pKImOERUaqtV2kMsaMCD7SLAA8AAACgA+70tL1wLl8MLpYWRGtpfwO8iAkPmeIYOaB9BHgAAAAAHVAzN+1F5url4Jn5cAP8cHuHwNNCD+wIAR4AAABA24xx5mbspVpcsJ3zzsKCfabNCXYiYgrF4EVWV7q9RKBvEeABAAAAtEstL6lqY9e6e+WSNB0C334LvZ48GLzC9WtdXSDQzwjwAAAAANrlhP3zlnv1inR+hpyI6NExky+IiHPjqhjT1TUCfYsADwAAAKBd7uzMmodXLkpTBV6PtFuBF6X0wUMioqpVJ9xCD2BrBHgAAAAA7XJmptc8vHZFfN8mcJPNmWKx/ZfyDx2xF+71q11cIdDHCPAAAAAA2hUFeD02ISLK89yrl1R5VTrpn7eiAO8Q4IH2EOABAAAAtMvugTeZTP3UvfaZ7Nln7EX7E+wsTQUe6BABHgAAAEBbVLlsT33TYxP62HH7ZPbZM/ZCdxrgxydMNicizvVrzLED2kGABwAAANAWZzbsn5+Y9A9PiVLRh0w+752+r7OXi+bYVcrO4kL3lgn0LQI8AAAAgLZEAd5MHDCFoj95wD6s33V65df/N//wVKcvyBw7oCOZpBcAAAAAIB0aE+wmJkWk+nPvzZ552jt5l3fbyZ294Jo5dned7soigT5GgAcAAADQFmf6pr3wxydFxD9wyH/nu3fzgtEcO+caFXhge7TQAwAAAGiLHUEvjmPGJ7rygnpi0mSyIuJev9KVFwT6GwEeAAAAQBt831laFBE9PGpctzuv6TjGzrErlxVz7IDtEOABAAAAbM9ZXrKHvXV63vvWmGMHtI8ADwAAAGB7amnRXujBwS6+bNMcu2tdfFmgLxHgAQAAAGzPiQL80HAXX1Y3KvBsgwe2QYAHAAAAsD21vGQvzOBQF1/Wn5g0bkZEXAbRA9shwAMAAADYXtRCb7pagRfX1QcOiohaXYneIwDQEgEeAAAAwPaaAvxId19ZM8cOaA8BHgAAAMD23LA8roe62UIvDKIH2kaABwAAALA9W4E3rmsKxe6+sj7MIHqgLQR4AAAAANvRWq0si90Ar1R3X9ufPCiuKwyiB7ZDgAcAAACwDbWyIlpLt0fQB1zXnzggImppyb5NAKAlAjwAAACAbTjL0SHwXZ5gF7xs2EXv3qCLHtgUAR4AAADANuI6Qy7UmGPHafDA5gjwAAAAiJEzfSP3nSfU6krSC8GuOMtBZ7sZHIzj9f2D4Ry7GwR4YFOZpBcAAACA/mVM6ZFPqtWV7DNPrb7/10xpIOkFYYfUcrwVeHPwkDiOaO0yiB7YHBV4AAAAxEVVq7b27szNFP/7f1XVatIrwg5FLfR+HEPsREwm409MiohamFflchxfAugDBHgAAADEplqJLt3rV4t//4jyvQSXgx1zGnvgYxliJyI63AbvXOMwOaA1AjwAAADi4tRqzQ/di68U/uG/29PIkC5BBd5xzEBc+yD0oSl74bINHtgEAR4AAACxqQU98/rAQXFdEcmce7HwT58TYxJdFjpkjFpeEhEzMCBOXAnCP3TYXjhsgwc2QYAHAABAXFTYQu+duK38nvfZ7Jd99pn8V76Y6LrQGVWpKM+TOPvnRUQfOmz/hLi00AObIMADAAAgLtHUOpMveHeeqrzz3fZh7uknc9/6WnLrQmecmCfYWSaT1eMTIuIsLjDHDmiJAA8AAIDYREPs8nkRqb/uDbW3/Zvgice/mv3e00mtCx1RSwv2IqYz5CLangZvjHOTLnqgBQI8AAAA4qLCPfAml7cX1Te/tfaGHxERMabw5S+4ly4ktTa0Ty0v2wsTZwVeRPzDwSB6ToMHWiLAAwAAIDbRwe/5fOO5n/hp797XiohonXnpxSSWhc4487P2wgzFHOCjOXZsgwdaIcADAAAgLo0KfFOAF6Vqr39jcLmyvPerQkecuZnsd5+013riQKxfSx84LEoJFXhgEwR4AAAAxCU6B15nc83P64HB4IZlAnxv07rw+UdVvS4i9bvv8Q8ejvWrmXxej46LiDM/G01ABBDJJL0AAAAA9K9WLfQiYgYGRSkxRq0sJbAqtC3/xOPu1csiYgaHqj/1c3vwFev3v0HVqv6hI+K6e/DlgHQhwAMAACAu0TnwJl9c8wHXNYWCKpdpoe9l7vWruSe+JiKiVOVd7zHF4naf0QW1B9+8B18FSCla6AEAABCbTSrwIqIHhkREVSrK8/Z4UWiH8uqFz31GfF9Eaq9/o3fbHUmvCAABHgAAALEJtjErZbLZ9R8L55lThO9N+a9+2ZmdERE9Pll7+zuTXg4AEQI8AAAA4mOn0Jt83o4Wb2bCOXYE+B7knj+XPfOUiIjjVH72IZNh4y3QEwjwAAAAiI3dA59b3z8vYQu9iKhl5tj1FlUuF//xH8QYEan92Dv8I0eTXhGAAAEeAAAAsVC+r3xfRHSrAG8GBoLbqMD3mPyXP29/U/TR49U3vSXp5QBoIMADAAAgHrVNJ9iJiBmkAt+Lss8+k33hByJistnyux8Sh7wA9BD+hwQAAEAsGmfItW6hD/bAO1Tge4ZaXcl/5Z/sdfXf/IweG092PQDWIcADAAAgFio8Q860rsCHQ+yWCfC9wr162f6uebeerL/2gaSXA2A9AjwAAADisXULfTTEboUW+p5RLtv/6uO3JLsQAC0R4AEAABCLpgp8YeNHTTZrcjkRcajA9wynvGovdLGU7EoAtESABwAAQDwqwR74lsfISViEV+VV0XrPFoUtqLACb4rFZFcCoCUCPAAAAGKhalvtgZdoG7wxanVlz1aFLahy8BthqMADPYkADwAAgFg4tZq9aHkOvDCIvveoChV4oKcR4AEAABCPcA/8pi300VHwBPjeoFaDPfCmNJDsSgC0RIAHAABALBot9IXN9sAHKZGT5HpEUIFXquXcQQCJI8ADAAAgHtVthtjp8CQ5h5PkeoOtwJtcXlw36bUAaIEADwAAgFhsfYyciJhwDzwV+J5gjK3AswEe6FkEeAAAAMRChRX4babQswe+N6hqxZ7nxwh6oGcR4AEAABCPcA+8bBbgaaHvJYygB3ofAR4AAACxCI6Rc13jZlreYAoF+yFa6HtCOIJeioygB3oUAR4AAADxqFZFxORym96glAwOim2hN2bP1oWWnLACr6nAA72KAA8AAIAYGGOPkTObjKAP7rJz7HxfVSpb3Ia9EFXgCwR4oEcR4AEAANB9yqsHE9G2PFHcHx4J7p+b3YtlYXNOOQjwusQQO6BHEeABAAAQg2o0wW6rAK/HJuyFMzcT94qwtWiInTCFHuhVBHgAAAB0X9Mh8Fu10OuxcXvhUIFPmooq8OyBB3oVAR4AAAAxiCrwW+6BX1eBV/Va7omvZV56IebFoZVyWIEvUIEHehQBHgAAAN2nasFQuq0r8GZtBT73zcfzj3+l+OjfOfNzca8Q6zhlptADvY4ADwAAgO4LDoHfNsAXi3bHtTM/KyLuq6+IiBjjXjgf9wqxjqpE58BTgQd6FAEeAAAAMaiGFfgtW+gl3AavqlW1uODcuGafdK9cjHV12EitroqIyeeN6ya9FgCtEeABAADQfW0OsZOmOXbZF59Tvm+v3csE+L1ljJ1CbzgEHuhhBHgAAADEoHGMXLsBPvPcs9GTzvycWl2JZ2VoQdWq4vsiYuifB3oYAR4AAADdp2phBX77FvpgEL177UrjWWPcK5fiWRpaUJVwywMVeKCHEeABAADQfbYfW9oIhFEFfh33MgF+70SHwJsSFXigdxHgAQAA0H3O8rK9MINDW98ZVeCD+zNZe+FefjWOhaGlRoCnAg/0MAI8AAAAuk8tLoiIKLVtgDe5nBkYjB56t99ht2E7165EM+0Qu9XwDLnSQKLrALAVAjwAAAC6Ty0viogplto5k6y5i14fmfKnjomI8n11/Wp8K0QzJ6zA6yIVeKB3EeABAADQZapWU7WaiOjtyu9Wcxe9f/ioDfAikmGO3Z4JA7wwhR7oYQR4AAAAdJktv4uIGRpu5/5GBV4pfeiwf+y4feRwGvxeccIp9Jo98EAPI8ADAACgy9TSkr3YdgO8FVXg9di4yRf04SlxHBHJNB8sh1hFFXim0AM9jAAPAACALlNLUQW+vQB/4IC9sM3zJpP1JyZFRC0uRNPREavGHngq8EAPI8ADAACgy5zloAKvB9tsoZ+o/uS76ve9rvpj7wieOTRlL1zm2O0NKvBAGmSSXgAAAAD6TVOAb6sCLyK1B97U/NA/dDj7rIiIe+2qd+vJrq4OLTi1mogY1zUuAQHoXVTgAQAA0GWdttBv5B86ErwUFfg9YU8NULl80gsBsBUCPAAAALpMLUdD7Npqod/IHDps59i5zLHbE6ZWFRGTyyW9EABbIcADAACgy5ylRREx2awpFHb2CiaT1ROTIuIsLqhyuZuLw0ZaK98XEZMlwAM9jQAPAACArtLajo7fcfk9eJmwi965ThE+XrZ/XkQkl010IQC2QYAHAABAN6nlJdFadrEB3oq2wTOIPnb1IMBTgQd6HAEeAAAA3dSYYLe7CrzfqMBf2+2asCVFgAdSggAPAACAbnJXlu2FHtplCz1z7PZI1EJPgAd6HAEeAAAA3RRV4PXg4G5ex2SyenxCmGO3B+rsgQfSgQAPAACAbtr9GXKRYI6dMc4NuuhjRAUeSAsCPAAAALpJLYUBfndD7GTNHDu66GOk6nV7wTnwQI8jwAMAAKSZ77s3rovvJ72OBieswOvBrgV45tjFK2qhz9JCD/S0TNILAAAAwM4V/+G/Zc696N11qvzQLyW9loBaXhQRcRwzsKs98CKiDx4WpcQY9xonycWIFnogLajAAwAApJbWmVfOiUjmhy9EjeuJsysxpQE7Q343TC6nxyZExFmYU5VKFxaHVhot9AR4oLcR4AEAANLKWV4KmueNyb74g6SXIyKiymXl1WXXZ8hF/MPMsYtfYwo9AR7oaQR4AACAtFLzs9F19oXeCPDhIfBm1xvgLd2YY0cXfWxq1eCCAA/0NgI8AABAWjnz843rK5fU4kKbn5h56YXiZz7lXrzQ9SWpatDobgrFrrxg0xw7AnxcVI0WeiAdCPAAAABp5SzMNR4Y034RvvDFz2bOvVh89O+ignm3qPJqsJxidwJ8MMdOhDl2MaKFHkgJAjwAAEBaqfm55oeZNgO876tyWURUpVz40ue7vKRw1JzJF7rygiaf16PjIuLMz6pqddv7sQNMoQfSggAPAACQVk4Y4E2xJCLutSvOwvyWnyEiomqNGJx56YXs89/v4pJUpRwuqTsVeGGOXfxUWIE3VOCB3kaABwAASCvbQm/y+fpr7hcRMSbTRhpfdx5b/rEvqNWVrq0pbKGXLu2BF+bY7YGwAi9U4IHeRoAHAABIJVWt2E54PTLmnbrXPtlOF300Zy54WC7n//mL3VqVE747oLsX4JljF7fgHHilTCaT9FoAbIUADwAAkEpR/7weHfMPHdGjYyLiXr/qNJ0t11q4k9y79aTJZkUk+/z3Mz98vjvLit4dKHRnD7wwxy5+toXeZLL2+wygZxHgAQAAUina7m5Gx0UkKsJnn9+mCO+EGVsfPlL78Z+014Uvf8HW83e7qnAPfBcr8KZQ0CNjIuLMzUTj1tBNdg88G+CBnkeABwAASCU1F1Ta9ciIiHh3BwHe3XYbfDQoPpevvf6N/rETIqJWlvP/8qUuLCt6F6B7AV6YYxcrY2wLPSPogd5HgAcAAEilqAJvq9P+wUN6fFJE3JvXnZnpLT4x2gNvCgVRqvKu99idz9lnz2TOv7TLVQXnwDtOd+eZ60OH7QVz7LpO+Z5oLSIml016LQC2QYAHAABIpUYL/di4vajffdpeZF/csos+Ok09XxARPTZR+7G32ycK//T/rZtR3yl7VLspFLu7m9o/NGUvCPDdxwh6ID0I8AAAAKmk5mZERBxHDw3bZ/z2ZtGranhUez6YM1d78Ef9w1MiopaW8o9/ZedrMsaW9033JthZ+lAwx45B9F0XjKDnEHggDQjwAAAAKaS1s7wkInpwSFzXPudPHtQTkyLi3LzhTN/c7FOdalBx1VFgc5zKu/4n+zrZM0+5Fy/sbFGqUhFjRLq8AV5ETKGoh0dExJmdiQInusKOoBf2wANpQIAHAABIH2dpUXxfwhH0kaYD4TcfZdc46a0Rs/WBg7U3v1VExJjM1h34m4t21+tuV+BFxPYIiNbMsesuE26pUFTggZ5HgAcAAEifxgj60bHm5+t3rz1Mbm62/slP+P/y2JrPjYbY5fPNz3u33B7csNMStwrPkDPdrsCLiD50xF6wDb67qMADKZJJegEAAADoWGME/eho8/N6YtKfPOhO33Bmp90b1+dkDIcAACAASURBVOWxL+jLF/WzZzK1mvfAm4KbojF16+rkmfBfhp63s1U1BfgYKvAMoo8He+CBFKECDwAAkD6NEfQjY+s+FI2yK3z+M3L5or3OfvVL7ivn7HVQgXddk1lzbJhxgwCv/B0H+OiAutLOXmELfliBZ45dl9WZQg+kBgEeAAAgfdTCnL3wh0fXfah+6h57sWaOndbFz33GmZ8VEVWriojJ5dd9omTDPL/jKXH2EHjZUNvvimIpmGM3M6085th1japFLfScAw/0OgI8AABA+rhLi/bCjIys+5Aem/APHooeOnfe7dx6u4iocjn3P74ixoRHta/P2CZsoVeev7NVOZVoiF3398BL0xw7dZ05druV+/Y3Bv7i/8k8e4YWeiBFCPAAAADpoxbmRcS4GVMa2PhRLxxlJ66beegXM//zB+0jZ2Za1ar2pLfoEPiGRgv9Tuvb4R54KcYS4Btz7NYOonfPnxv8k/+79N/+X9E6jq/bh4zJfe1fnLmZ/Df+VWq00AOpQYAHAABIGeX7amVZRMzwiCi18Yb66fuMPRz+re9QBw6qoWE7Ft5dWd50gp00WuhNT06hFxF94KC9cGdnmp/Pnv2uqlbcV865l1+N4+v2H1Wt2kkHztJi43eNCjzQ85hCDwAAkDJqaSGooo+s3wBvmZHR8n/4T2p2pvjAG4NnBodUpSyVsrO6Yp/RG/bAG8cRpcSYHbfQNw2xi2EPvIgOD72PTtGznOUle+G+esE/futmn+5evpj71tfrp+7x7nltHMtLEVUJpxVo7c5O20uOkQN6HxV4AACAlFELC/bCDnVryZ886N11ulGfHx4WETFGzQRpTTa20CtlB9HvYgp9vBV4Mzpqf0XO/Nyar7uybC8yFy9s8emFf/ly5tyLhS9+TvwdvkPRP1ZWokvnxvXgigo80PMI8AAAACnjLEZnyLWuwG9kBofshTsTjKZvXSTPZkR2PoU+CPBKxRXg3Yz9hTiL883b3dVyEOCdK5e2ePfB5nzle1HFft9yovMCRFTYlEEFHuh9BHgAAICUiSrwvq2rt0GHAb5xttzGCryEc+y8nVbgy2WxW6mduP6RqUfHRER8X4Vz+FW1Gp0qp3zPuXpl008OO/zV0kJMy0sL1RTgIxwjB/Q+AjwAAEDKuItB/jQjY+1+zlAQ9Z2wAq/zG86BD0+S23ELvZ1C32K+ffcEAV7EWQi66NXqcvMNm3bRG6Nq1eBTFvd9gF9dafEsLfRAzyPAAwAApIwKW+j1ULsV+KiF3onC/4YhdiLhIHqtd7BLXHl15fsS2wZ4K5pjF22DVytrsqh78ZXWy6vV7OQ/EXEWF+NaX0rYXol1aKEHeh8BHgAAIGWCEO66USzflomifhhiWx7VbhpHwXc+5m017MqO5xB4y0QV+DDAr9vQ7ly+1Prdh2qlcc/Sfg/wzuqGFnrXFXv0IIAeRoAHAABIFa3t9m89ONT+VnMzuL5Wb1q10EsmPGPY63iOnVMNGtR1rC30Y+tPklvXDa68unutxTZ4J+yfFxG17wO8bNgDzyHwQCoQ4AEAANJELS3aAexmuN0R9CJiBgbWp/18qzp5JhxjtoM5dtHR4sVSx5/bNj2yvgIfjaD3D0/ZC7flNvhKowIf7UHYt1rsgad/HkgDAjwAAECaOEvRBLtND4Fv9WmOKQ00P6FbVVxNWIFXnVfgVTlIyK0PqOsSUyjYNwgaQ+zCQ+C9U/faC/dSiwCv1rTQ7/dj5DZOoWcEPZAKBHgAAIA0aTpDrpMA33SSXKBVo3tTgO98iF01mIsWa4AXEX9kVOzpceVVaQ7wt99px7C5Vy83tvpHqk0t9JWyqtdiXWSPaxXgqcADKUCABwAASBM3bP82Ix200EvTIHoREaVa7oFXYYA3O6nAB5nQFGJsoZemk+TU3JyIqHCInRke1kemRERVKs7M9PrlNVXgRUTt40H0yvdUbcP7Fy1PJQDQYwjwAAAAaRKdYa47rMA3B3iTz4tSLe4J98CrzvfAq6jEHXMFPppj58zPioizuiIiJps12Zw3dcx+yL16ad1nOU0VeGnaibAfhSPozcBg9Bwt9EAqEOABAADSpHGQeydD7GRdBX6TQfFNLfQdBHhVLrvTNxrvLMR5Drw0nSTnzs+J1rbyb7OojgL85fUBXtYG+P1cgXfCQ+D9w1PR+zhMoQdSIbP9LQAAAOgZamFeREQpPbT+ZLit6aFGgNeb9EvvYIide/N68VP/RVXKjafiPAdemlronfk5VV4NZvIPDIqIP3VclBJjNlbg17fQ7+sKfDA1wAyPmIHBYA8CFXggDajAAwAApIcxttBtBgfFdTv71DUV+NYBvmkPfFsVeLWyXPzMp9akdxG9dtx91+mR8Cj4+VlnJTgOTQ8MiogpFvXouIg4M9PrViVrA3zUyLAPOeG0Al0s6XCSAkPsgFQgwAMAAKSGWl1Rvi8ieqizDfCybg/8Jl3uHe2BV/V68dN/G7yhMDziHz2uxydqP/JjzTur42AGB22ngDM/F42gl/BXp48eExExxr16Zc1q1wX4pf3bQq/CFnpTLJqRoJ2BFnogFWihBwAASI0odnY6wU5E9EAbe+Cjqv62LfTGFL7w9+71qyJiSgOr/+5XdYdT8XdOKTM2rm7eUKsrzvSNYDnhuwbe1LHMs2dExLlyUW47GX2Ss3bu+n7eAy+rQduClAb80dEgD1CBB9KACjwAAEBqRIPiTIcb4EXEFArRFned3yStZdutwOf/9bHMi8+LiHEzqw//0t6ldxGx09dExBib1UVEDwR9+9Ecu8yVy2s+J+yoN6UBsXvgN54Vvz9EQ+x0qWQOHLLXnZ5KCCARBHgAAIDUcBpnnndcgRelojK1yW/SQu+2NYU+e+bp3JPftK9Z/dmH9NHjHS9md/zb77QX7oYKvD9xwHaDO1cvN0d0e8qdyWbN6KiIKM9bv0l+/4gq8MWB+p2nKu98d/Un312/63SiawLQFgI8AABAajSOauu8Ai/NdfvNjmqPhtj5mwZ49+IrhX/+R3td+7F31E/du4OV7JJ3y+3rZvg1Nt47jj5yVERUteJM32zcYeN6oeAPBt+EfTvHzgkDvC6VRKn6699Ye+CN4pALgBTgf1QAAIDUaLTQ76ACL6LDSW9mkz3wst0QO2dmuvjo34nvi0j91L3VN791B8vYPZPP+2vL/rppRJ8XnQYfHSbn+/ZXZPLF6Fun9muAV3YKvVKbzTIE0LMI8AAAAKnRGGLXfCZc26IK/GYBvukc+BYBXq2uFD/9X1WlIiL+sROVn31YlNrBMrrCC7voRUSUMsVS9EhPBdnevRwEeBVNsMvnowDvLC3Fv8xepFZXRcTk852eRAggcQR4AACA1LB74I3rmh2dtV6/85TJ5vTwiH/8lpY3NAX4tVPojck+d7b0N59wFuZFRI+Nrz78S8nGP+9kI8CbYqm5A9w/ctS+s+BeCQN8eIaczuWjdzHU0r6swBtjvxumUNr2XgC9hmPkAAAAUkJrZQP84NDOSt/66PGV/+P/MkpttuFZhS30pqkC7ywuFP7+U+6N68HjYqn8vvdLMeH4p8cn9cho8IbCwJq3M0yxqMcmnNlpZ25GlcumWIwCvMnn/XC3fLQVfF9RlYpoLSIysJP3gAAkiwAPAACQDmpl2UavHZwhFzFbls1bttBnv/udKL37h45Uf+bn9dj4jhfQRd7JO3NPPykismFDgT91zJmdFmPcq5e92++QMMBLoSil8K2H8k6m0KtaLXv2u+61q2r6uqpUKu9+SMbGdvorSIAqhxPs2AAPpBABfifGx8dVcju+IoODg4ODg9vfhw6NjnIOalz4QxufUqlUKtEMGaPJycmkl9DP+OHQJr2yZPvaswcOdvpnss2/3UzGtZvFc0oNhF/CM9oXEZHMz783/9Z3lHrgX0GWvv/B+tNPikhu8kBp7TfEv/uU9+wzIjI4P5OZfLO+dtl+6wqjowNTx4Jfo1cf6Px/be+Rv/Gf/nb0cPDsd90HHiwWi8ViOvKwXlqw34r8+PgOfvkJGhoaGhrayegHoJ8Q4HdidXU1wa+ezWZzuZyIVKtVb8szWtEp13ULhUK5XNa2tQxdEv2hrdVq9Xp92/vRqVKp5HleLRrRhO4pFouO44jIysp+bLXdGwMDA/yN1ibnxnXb+O6VBmvt/ZnM5/OZTEZE2v3brVaz/zr0q5XoSzgry/brVqeOm0T/FbTe1DHnnteo6Zu1+x+srv2GqAOHbaeB9/JL1ZUVtTBvH9Ydt6p1Rikxxl9eavPb2LC6kvne081P+LMzGWNS9ENYzcwE34pcvpqGn2y5XC6bzUpy//QdYK8BegkBficqlYoxJsEF2CxUr9crlcq2N6N92Wy2UCjw78g4RAGeP7RxKBaL9Xq9vKNeUGytEJ6Vzbc3JkqpgYEB/kZrU25mOi8iIrVisd7en8lMJmMDfJt/uynPt70QulaL/tgXK2Ub4CtG6177f+Hn3htcrFvY4NBgvqCqFbl8sbyykltetqm15jj1anWwUFDlsqyudPq/du7JJzKeJyL10/dlXv6hqlZlcUFr7XleWn5KZKP3MrK5WhrWrJSyAb5Wq1Wr1b1fAAEePYUp9AAAAOmwy0Pg2xHtkFd+I+1HZ7CZXD6mr9t9SukjR0VE1WruzE2pREPsCiJi8kURUdWqdFSSMSZ75il7WX/jj5rBIbFnqqfqfX+nHPRQ6KTHEALYAQI8AABAOqjwEPjdDLHbhusGA+qbdzzVwrJnLhfX142BN3XUXjiXL6rGELuCiEipKCKideP5NrgXXnbm50TEPzzlHzpihkZERIwxi2k6js65fNFemA2T/wD0PgI8AABAOjhhUPTjC/Aixs1Iywq845jwkLlU0FPH7UXmyuWmY+QKIqLzwcA51cnejdyZYPd7/f43iIiOJi+Gb6z0PrWynHnlnNiT9o6fSHo5ADpGgAcAAEgHxx4Cn8lIrAeA2ZPkvPUB3mTTVH4XEf/IlCglIs6VS+t3AYTd46rc7kw+tbKceekFETH5gnfqPhHRUQV7Yb6Ly45V9vtn7EmE3qn77Ds1ANKFAA8AAJAGvq9WlkXEDI1IrAe5ZbMi61roayIp658XEVMo6olJEXHmZ9XcTPBkPi8iuhhV4Nud4uZeuxJE37tPm2xWmjYymJ4J8Mqrqy2H4WfPnrEX9ftetycrAtBlvPEGAACQAs7Ksp24FuMGeBERMW5GiSjfF2NEKdHattObtAV4EfGPHHOmb4ox7vTN4Kl8QUQaLQztj2EP5583cnv0G9Ebe+CdhfmBT/6F8bzyv/9V/9CRFjdcvujMTouIP3nQPzy15wsE0AVU4AEAAFKgMcFuOOYAb1vojVHaFxFVrwVvHKSthV5E/KPHgis7bd5x7NsQUQXeabsCr8JJftEo/mgIXI8MsXMvnJfyqqrXst/+Rssbcs8G5XfvNffv4boAdBMBHgAAIAWcxaBP2x+K6ww5S2XDDs26JxL2z4tIis6QC/lHjjU/NPl8sPug8wq8iirw+eD7oKMKfG+00KtKsJ8/+8Pn1erK+o96XubFH4iIOE799H17vDYA3UKABwAASAG1uFcVeDccNe97suYQ+PRV4PXEpGka+BcVz3Wh4wp801l6YQW+WDKuK9IrLfRRk7/4fvbsd9d90H3xB3bkvnfyLjMwKADSiQAPAACQAk7jEPh4K/Am49oL5dkAvz64polSzZu97RlyIiKlYAq9tD+Fvra+Ai9K2SRslhbtfLtkOVGAF8meeTrYNRDKMb4O6AsEeAAAgBSwI+ilaet1XLJhBd4Ooq+nuAIvIvpoUxd9mL2jsrxqu4XeCTsRdNMsgGCOne/Lhpb1vdd4q0XEWZjPvPJy4+HignvxFRExpQHvtjv2fm0AuoUADwAAkAJqecle6IGBWL9Q1EKv1rfQp7ACL+I1bYOPKvCNAL+DFvp84/sQbYNXvdBFX6k0P8qeeapx/ewztiBfv/e14rp7vTAA3UOABwAASAG1uioi4jjNm7pjkQmH2Hl2iF3UQp9tfX9v01NHg8F1Ep4hZ7sJXFdEVAct9C3eyGicJBducEiQqgYB3u7Mz5x7MXh7wpjMs/TPA32CAA8AAJACanVZbOnYifnfb1GAr9elObim8Bg5ETH5gp48YK91PvwlKGWr8Wpt1Xor1RazABrbGXqhAh+u0LvzlIiI1raL3r14wVmYFxH/8JSePJjc+gB0AQEeAACg1ymvboN03P3zEp0D32ih3zC8LW2iw+TWTKQvFsX+6ny/nRcJjpFTqnkWQKMC3wMB3rEVeNf17zptn3HPvyQiuWefsQ/rHP8OpB8BHgAAoNeplXBG2kDME+yaA3zQQl8PPpDOCryIeEeP2wtTarz9EYR5Y6LO863ZNzJMJtvcAdG0Bz75Fnq72cHk8t4tt9tFZs6fU9WK+8JzImLcjHfq3oRXCGDXMtvfAgAAgGRFI+hLsVfgVSbY626CFvqwAp/OIXYi4p++t371snied29jB7gpBifJqXK5re+qrcCvHcWvowPVE6/AG2N7BEyhYAoF/8hR9/JFtbKcf/yryquLiHfn3bFPTwAQPwI8AABAr3PCU8oSaKFvHCOXyiF2ImLcTOWnfnb9kx0NotfaxuB1+wjM4JAoJcbIUsIBXtWqds683dvv336ne/miiGSf+Y69oX4f/fNAP6CFHgAAoNc1DoGPSr6xWd9C3xjeVoj7S+8luwde2htEr2q15njc4LpB9T7xCnw0ja9QEBHvtpPBQ7vsoWH/ltuSWRiAriLAAwAA9Don3AOv42+hX3eMXB9U4FvqrALf6hB4S9tB9LVaBwPtY+CEhwXoXF5E/IOHm9/rqd33utgPLwCwJ/g/GQAAoNepsIV+D/bAS7gHPgjwrc4/7wPNe+C3vVlVo0EA6yf5RYPo1XKic+yq4a/C9ggo5UdFeKU8jn8H+gUBHgAAoOeFLfSy9y30YYBP7xT61oo7qsBn17+LEQV4Z3mpW0vbgcZbDGGPgHfbHfbCP3pcj44nsywA3UaABwAA6HV7OsTOjVro7RT6moiI40TBvj/oqIW+jQq8E+0j2NBCbwaDg/3UUpIBXqLD8KIAf/IufeCgyWSrP/q2xFYFoNv66gcxAABAXwrOgVcqavyOUXZNBT44/zybE6Vi/9J7KfpOtjnETkRE9IYWej8M8E6iLfRNFfhgzJ7JZld+9X9R2m+8IwMg/ajAAwAA9Dq1uix22/YejCJz1xwjF7TQbwiuaRdV4J12hs9F9e0NgwAae+CXkgzwThjgdfOcfKVI70CfIcADAAD0NOV5tr66FyPoRSQbDLEz9bpobWO86bMN8CJSCgJ8WxX4DTvMI00Bvjda6At9ddofgHUI8AAAAD0tGkEvg7FPsJPmIXa+r+rh+ed9V4E3bsb+Sp02htipWjSFfvMAn2wLfdhHsPEtBgD9hAAPAADQ25aDEfR7U4GPmq6VV2+MoO+vM+QCdht8G0PsGt+HjRX4bFYKRRFxEm2hbxpiV9zyPgDpRoAHAADoaU55Dw+Bb6rAS72uounrfVeBl3AbvPLqwYF5m2uqwLf6PgyPiIiqVIKpAUlorJAKPNDXCPAAAAA9LRhBv1cBXoV74MXzounrfRngo6Pgi3/7V7mvfXWr8+TCPfAtOxHUyIiIiDEq7JXYe40hdn35OwUgRIAHAADoCe71q4XH/tG9fHHd89Eh8GZgT/bAN0+hr20VXNNOD4/aC/falfw3Hy989Uub3bl1fVuFr6OWFrq9xrbZFnqlJM8QO6CfcbAEAABATyh84VFn+mb2e0+X3/Ue757XNj6wEow3NwN7MoVeKeO6yvelXm9U4KOyfB+pvvUnRKnMK+fsCXDuyy+KMS2Pu29MoW/5RsZIEOCdpSU/rsVuww6xM5nsXhw0CCA5/B8OAADQE9T8vIiI7xe/8A/5J77WeH5vW+hFRDJZEVG+399D7MzQUOVd71n+X/9P/+hxEVHlsjt9o/WtW3ciDPfAUfD2LYZCH/42AWhGgAcAAEie8jzl1YMHxuQe/0rhi58V3xcRZyWcQr8nLfQiIq4rYvfAbzm8rV94t9xuL9xXX2l5Q1CBd93GhL/mjw6PBBfLCR0F7/v2D49hBD3Q7wjwAAAAPaC8av9rMkGzevbsM8VH/07V62p1VUREKWOPPYufbZhXXl3Vg/cUWreO9wv/llvthXvhfMsbHPt92OSboEbGgouEKvD75H0WAEKABwAA6AVOJRiB7p28s/qT77I7sTMv/7D4qb9Wy4siIoViUBjfA7bO7PsSrkr6OhnqI8fs+ybupVdF6xZ31Kqy+YB3E7bQuwlV4FV4CLxhgh3Q7wjwAAAAPWA1qMBLsVR74E3lh34xiJTXrthJcnvXP980iN6J+gL6ugJvXFcfOy4iqlpxb1xb91HleXYvw2bfBFUaCKYGJBXgK2GAL9BCD/Q5AjwAAEDyogq8LhZFxLvzVPmXf8UUG3nMlPaof15EJJw5rxoBvg+n0Dfzjt9qL1p00Tcm2G3ShqCUDA2JDfAtC/hxi46pb3XKHYB+QoAHAADoAeVGBd7+1586tvqBD+rRYH+1Hhzau8WEo9qiAfiS7ecWehHxTtxmLzbOsWucIbdFPLZz7LRWqyub3hMbWuiB/YMADwAAkDynHFbgm7qg9djE6gc+6N9ymykW6695/Z4tJhqk54RT2fq7hV5E9OEjNp+7l1+1DfORphFxm34TTDiI3kmii77pmPo+f58FQIuTMAAAALDXNlTgLVMaWP2lX9njtfgHD2XOvSgianEhWEbfJ0PH8Y/dkjn3oqrX3WtX7MnwgVobDepD4VHwi4tyeCquRWrtLM47c7PO7IwzN+vMzarZaTM67p+4xX7cFKjAA32OAA8AAJC8xh74HphD5t9xt3zz8TVP9XsFXkT8E7faty0yF843B/im+vZ2LfQiwZEB3WVM/n98JfPD553F+XXdASIiiwvO7HRwzR54oN/RQg8AANADoin0pR4I8IeOmKGmLfdKmUz/V338E7fai/Xb4BtD7LYP8M7yctcXljl/LvftrztzMy3Su4g0Tb9nDzzQ9/r/ZzEAAEDvU2EF3hT2cNr8ZpTyTt6dfeY79pHJ5ey59P3NP3BIiiUprzpXLirPi96zaGeInRkatt+gaGpAF+We+lbwVYZH9PikHhvXY+N6fEKPjpce+Wu11Nh1T4AH+h4BHgAAIHnBgW2Os9Wo8z3k3XFXFOA3PT6tzyjlHb8l8+Jzyvedyxf9W4K59KpWsxeJtNA70zfcCy+LiCkNrPzH/924a/71Xr/rnijeb7NCAH2BFnoAAIDk2QBvCsUeqXX7J26LBteZ7H6Jhd7xYBqc+2rTafBtDrFzHBFR3a7A5576thgjIrX7H1yX3kWkfuq+5oemBwYoAIgVAR4AACBpvm/LvKbUA/3zIiJiXNe79WRwvU8q8CJ+eBp8pmkbvBNW4HV28++D45hiSUSaG9p3T5XLmR+cFRHjuvX737DxBj11VI+ONx4X9stbLcC+RYAHAABImKpWbJW1p/Ywe3fcHVztmwCvJybNwKCIuNeuRJ3z7eyBFxE9NCwiyqtH4wx2L3fmKeXVRcQ/dZ9d2EbeqXuCK8cxmWy3vjSA3kSABwAASJgKR9Cb0kCyK2nm336nyWZFRI9PJr2WvaKUZ2fRa+1eejV4sjGFfqs3Mkx4FLyz3KII71y5VPrUX+ee/GYHi/H97DNPBkt48Ec2u8sLu+hNPt8j+y8AxIcADwAAkLCmEfQ9tIfZFIvl9/965Z3vrr7jnUmvZe9EXfTRNnhVa+Mc+KYA37KLvvClz7kXL+T/9THVKt63lH3xB/al/GMn/IOHN13wgYP+4SkR0YeOtPnKANKLKfQAAAAJC0bQi9h91L3DP3h4i+jYl1qcBl9tY4idiB4MWtw3DqJ3L73q3rwhImJM5uKF+un7pA3Zp75tL2pvePPWd5Z/4QPuxQv+Lbe287IAUo0KPAAAQMJUOazAF3toD/z+pEfHzPCIiLg3rtnfF2d1RUTEcbauwOvBsIV+wyD67NPfjq4bnflbcq9ccq9eFhE9MurdcdfWN5ti0bvrVE8NUAAQEwI8AABAwpoq8D20B37fCrbBG+NevODMz6rFBRHxJw9svcPcDA3Zi3Ut9Gp5KfvSC9HDNgN89jtP2Iv6A2+yB9QBgBDgAQAAEtfYA1/soT3w+5Z3/FZ74V48754/Z6/92+7Y+rMae+DXttBnzzwlvh89dGZuRg0Xm1GLC9kfPi8iJperv+b+DpYOoN8R4AEAABLWs3vg9yf/lug0+AuZV162196tt2/9WWYwGmLXCPCqWsmdeVpERCn/6HEREWPcSxe2fqnM+XOitYjU73sdjfEAmhHgAQAAEtbYA99LU+j3LTM0rMfGRcSZuem+ck5ETDbnHz2xzWdls/a3z11ets9kn3t24BP/Wa0si4h//Nbaax+wz2/bRe/euGYv/Fu2edcAwH7DFHoAAICENVXgCfA9wT9xmzM3K8YozxM7mt51t/0sMzSkKmUpryrPyz3+lVy4j11ct/qWt5nh0eDRxW0q8I0Av8+OAACwLSrwAAAACQsq8EpRge8R0WFy1rb985YejObYLWS/93TwUsdOrPyH/+Qfv1WPjAbz7W9eV9HRdC1eRaub10VEiiV7PwBECPAAAAAJsxV4ky8wb7xHeCdubZ457992sp3PirbBu+fPqVpNRPxjJ1b/3a/qyYPByx47ISKitXvl0mYv4szPqnpdRPyDh3a4egD9i78kAAAAEmWMqlaEDfC9xJQG9OQBe61HRvXYRDufpcOT5OwMebGJvfmNgGPBRvot5ti51+mfB7ApAjwAAECSVLViR45LiQDfQ6LD5LY9QC7SqMCHY+r0kaPNN/jHbglu2HwbvHPjenAzFXgAGxDgAQAAkhSNoNdU4HuJd9dpUUqUqp+64Se/nwAAIABJREFUp81PiY6CD96REfGnjjXfoMcnTGlARJxrV+x4vI2iCXaaCjyADZhCDwAAkKhwBL0UBxJdB9bwj9+y+iv/UUT8Q0fa/BQTttAHD0dGbVxvUMo7diL74nPK952rl/ywyN/MuX5VREwmo8cnd7RwAP2MCjwAAECSnDDAa86Q6zH+oSPtp3cR8QfXBHhvbf+8pcNt8JmLLU6DV0uLdqKhPnCIiYYANuLnAgAAQKLCFnoplhJdB3atWDKZRn+rbhXgG3PsLrcI8PTPA9gaAR4AACBJTiXaA19IdiXYPdNUhPdbBvgDh0y+ICLO5Yvi++s+6jLBDsCWCPAAAABJcubn7EVjBBpSq/Gb6Lq6Zfu94/hHj4uIqtftdvdmKqzA+wcI8ABaIMADAAAkyZmbsRcMLesDOjxJzp882NxO3yzqos9sOA0+qMA7jqGFHkArBHgAAIAkObMzIiKuq0dGk14LdisaRN9yA7zlRdvg182xM8ZZWhARPThkstm4lgggzQjwAAAAiVFeXS0tiogeGWPqeB/QYxP2wjt6fNN7Dk+ZTFZE3CsXxZjoeVVetbvi2UwBYDOcAw8AAJAYZ3bWRjg9PpH0WtAF3j2vqc1Oi+t6d9+z6U2uq6eOua+eV5WKe/NGNK/OWVq0F3rtcXQAECHAAwAAJMaZnbYXbIDvDyaTqb7jp7a9zTt2wn31vIi4ly5EAV6FAZ4KPIDN0KkFAACQmGADPBX4fcY/HmyDdy425tgR4AFsiwAPAACQGDVHgN+P9NRxcV0RyVy8EG2DV8tL9oIAD2AzBHgAAIDENFXgaaHfR0wm4x86IiKqvBqdI+iGAZ498AA2Q4AHAABIjA1vplA0xWLSa8Ge8o/fai+iw+SowAPYFgEeAAAgGWplWVWrImLon99//PA0+MylMMDbPfBKmYHBpFYFoMcR4AEAAJLRNIKeAL/v+EePi+OIiHvxFfuMDfCmWDKum+DCAPQyAjwAAEAyog3w/hgBft8x+bx/4JCIqKVFZ3FB1WqqVhM2wAPYEgEeAAAgGZwht89FXfTOq6+oZc6QA7A9AjwAAEAyGgGeCvy+1NgGf/lVtRROsKMCD2BzBHgAAIBkBAFeKTM+nvRakAD/+K2ilIi4F18NJtiJmCECPIBNEeABAAAS4N684SzOi4geHjFuJunlIAGmWNQTkyLizM2416/aJ/UgLfQANkWABwAA2GvK9wqf/4xoLSL+ybuSXg4S4x+7xV5kX/iBvaACD2ALBHgAAIC9lvuXLzs3b4iIHhmtvvUnkl4OEuMfO24v1MqyvWAKPYAtEOABAAB2rbyaOfei8rx27nVfOZf77ndERByn/HPvNfl8vGtDD/PCCnyEIXYAtsCGKwAAgN0a+NR/caZv1O86XXnoF7e9OfvCc2KMiFTf/DZ99Hj8q0PvMkPDemTUWZgPHmayplBMdkkAehkVeAAAgF1R9ZozfUNEsi+9oBYXtv+EWtX+17/z7lgXhlTwjzeK8GyAB7A1AjwAAMCuqNXV4Err3LPPbH9/vW4vTDYX36qQFv6x5gDPCHoAWyHAAwAA7Ioqr0bX2bPP2NnyW91fq9kLk83GuCykhH/8RHRtOEMOwJYI8AAAALvSHODV4kLmwvltPqEeBHihAg8RPToeDa7TtNAD2BIBHgAAYHeaAryIZL/39Na3Ky9qoacCDxER71hQhGcEPYCtEeABAAB2xSmXmx9mzr2oVle2uN/ugTduRhz+JQYREe+2O+yFf/BQsisB0OM4Rg4AAGB3wrhuBofU8pL4fuaFH9Rf/8ZN769VRUTl6J9HwLv3tRXXMbm8v+FYeABoxvu+AAAAu+KELfS1+15nLzKvbrkNvlYX+ufRTKn66dd4J+9Keh0Aeh0BHgD+f/buO0Cq8twf+PecM71s78suLMtSpIqAFcUWNZZoFBVjEjFq4lUTr7FEb25yvUZTTDHGmBhjfrmxgUpQsKOggohI72VhK9vr7PSZc87vjzMzO+zOLttnZ/l+/nrntH0XhmWfeZ73eYmIBiXSxE4umapKOgBSVQVUNfbViiLIQQAqM/BERNRPDOCJiIiIBiWyD7xiT1LyxwEQPB6poS72xeEW9KqOGXgiIuofBvBEREREgxLKwAuCajLLhRO0g1JleeyrA6EW9GAGnoiI+okBPBEREdGgaBl41WiEJAULi7SDUg+7wQuByB5yDOCJiKh/GMATERERDYKqCj4vANVsASDn5qtGIwCpuhKy3P3yzhJ6NrEjIqJ+YgBPRERENAheDxQFACxWABBFOb8AgBDwS3U1Ma6PlNAzA09ERP3EAJ6IiIho4CJ7yCkmszaQw1X0MTeTE/zMwBMR0QAxgCciIiIaOMHj0QZaCT2A3vvYdZbQs4kdERH1EwN4IiIiooGLbAKvmsMZ+KwcmC0AxGPV3ZfBq+EMvMASeiIi6icG8EREREQDF9kEXrVYwoeEYE4uAEEOSq3NXa9nEzsiIhooBvBEREREAye4XdpANVsjB5Ws3NDZutqu13MbOSIiGigG8EREREQDJ3gja+DNkYNKVrY2kBrru94Q6ULPNfBERNRPDOCJiIiIBq6zC324iR0AOTtHG0j1dV2uZwk9ERENmC7eEyAiIiJKJILbpas4KlWUCW63b+EFCK+Bh6UzgFdS0lS9QQj4xcZ6qCoEofP2zhJ6BvBERNQ/DOCJiIiITkDw+6WqcqmiTKook5oboaqRU6I33MTOZIm6QVAys6SaasHrETscSlJy55lIBl7HEno6Sf2pseWZppbb01Pvz0qP91yIEgwDeCIiIqIeSdWVxs8+lmqPQVFinK0sh7b0XRRVkyn6lJKdK9VUAxDraqMD+Kg18MzA08moNSj/uqHJp6pPNzXfl5kuCie+hYgiuAaeiIiIqEfGtR9Ix6qio3clNT0wZ56cnQtACPgFRzsA1WSOrpOHths8AEBsPH4ZfHgfeBiMwzhvotFqebvDp6oAPIpaFfk8i4j6hhl4IiIioh6JjnYAkKTAlFPk8UXBwiI1KRmA4asvpPrOLeLUqAXwms5G9A3HNaJnEzs6edQGgjs93iKDfoop9HGVCvyrpS1ywQGfbzxLUYj6gwE8ERERUQ8URdslTklK8V5+TfQZuXBC9EvV3C2Az8yCKEJRpIbjM/DhAB4M4GnMkVV1v8//pcv9lce72e2p8gcAGAVh8+SJeXodgC9c7sM+f+T6g17fJXZb3KZLlIAYwBMRERHFJnjcWr861WrtckrOylHNZsET2gRe6RbAq5JOTsuQmhoER7vg8UR2iRf8AQAQBFXir2E0dvy/lrZ3Hc4tbo+zW7cIn6q+6+i4LT0VwP+1tEefOuRnCT1R/3ANPBEREVFsosulDRRL1wAegiAXTOh82f0CQA3vBi9GJeG1EnpVr++yZp4ocX3p9jxYU/+J0xUdvUuCMNEQ2mphndMNoFmW33Z0ADCG3/wHvL4RnyxRYmMAT0RERNQDlzM0sMao8g0WjI+MlXCCPVqkj91xVfRaCb2ee8jR2LHb49UGNlFcZLM+mJXx+oRxpdMmrZ80wSqKADa43H5VfbW13a+qAK5LSUqXJACHfX5F7eXBRNQVa7eIiIiIYhPcoQy8GivBLo+f2PmiWwk9ohvRR2fgg0EAKgN4GkOOhJe1/2Vc7qVJx33atdBmed/hdCvKRpf7xXD9/HfTUsr8gY0ut1tRqoOBQvaDIOozZuCJiIiIYhPdkRL6GPG5kp6h2u2hcawAXsnK0erkI43ohWBQ25GOLehpLDkS3hxxkrHrJ1MX2EIffj1R33TU7wcwy2w61WyaEr7yoNcPIuozBvBEREREsQlutzaImYEHEAwvg+++jRwA1WRS7EkAxJYmLfGOyK7XDOBpDDniCwDQCUL3XPqF9tC/ne3hMvvvpiYDmBwJ4H1cBk/UDwzgiYiIiGIT3KE18GqsNfAAAnMXqGaLkpev5BfGvEDJzgUARREb6wHAH45VjMYhnitRnPhV9VgwCKBQrzeIXVszFur1xVFpeasoXpOcBGBK+J/AQfaxI+oProEnIiIiik1wRQL42Bl4OTffeff9vTxBycrG4QMAxIZ6OTdfCG8CzzXwNGYc9fllVQVQbIxdV3KBzRJZJL84JckuiQCmmsIBvI8l9ET9wAw8ERERUWxRJfSxM/An1KURvcASehpzIgvgiw2xP5a6wNb5z+c7aSnaIFMnpekkAId8fvahJ+o7BvBEREREsYluJwBVp1N7iExOqOtOcszA05gTya4Xd+tgpznbarGJIoB5FvNMU+fiEa2PnUtRqgPB4Z8m0RjBAJ6IiIgoFlUNZeB7WADfp2ckJatmMwChoR6KEsnAsws9jRlH/KF3dU8ZeLMovDg+/4701GfH5UYf5zJ4ogFgAE9EREQUg+DzQpYBKD20oO8jJSsHgBAMiG0tgp8ZeBprTpiBB3CO1fJ4blaRIfS5laLKla2fCB3vaS/fbykd7kkSjRkM4ImIiIhiEMKbwPe0h1wfdVbR19dxGzkae7Q18BZRzNX3qT12QHa9uWfxyj2L9c1/BVQALzl0a5u3DO8sicYKBvBEREREMQiuoQrgs7WB2FAf1YWeATyNBe2y3BSUAUw06LvuIAcA8AZbZLWzz7wv2L5yz+KqtvUAsuQj83wrAciC7ofHmirbGcMTnRgDeCIiIqIYxHAGXulhD7k+UqL62EWtgWcJPY0Fpb3Wz5c2v/38plP+b8vpDl8lAG+w5d+7v1nr+AqATjQvKv7V/5t2YyYaAdSLRfeXvlXXsXUE506UkBjAExEREcUS3gQeg1wDn5ah6vQApPraSBd6YaBt7YlGicM+f5k/cLTnDnbeYNvaww8oqtzhrX5z9/VNrn1v7PpGg3MXAINkv3rG8tl538uxFP25cKoAFcCnhhv/su/h+o4dI/yNECUWBvBEREREMURtAj+oAB6iqGRkAoDHLbQ0h57JAJ4S2Rcuz8LS8jMPlz3d1KIdKTZ2XRWysfxxT6BJG7d6jryy/fxm1wEAJn3qNTPfyE8+Uzt1flLGd1KtABRBt8L0wxV7l2hBPhHFxACeiIiIKIbOEvpBBvCAkh2qotcdq9IGWk6eKEFtcLllVZVV9UB4B7guGfj6ju176v4FQBIMJl0KAFVVAJj1GdfOXJljnxt98aO5+QV6CUC9VPKx7qqVe65rdO0ZmW+EKOEwgCciIiKKYai60COqEb0QKctnBp4SWaXf3+VI9Bp4RZXXlj6gRexzx9111fSXdaIJgM2Ye92sVRnW6V3utYri0+PytB54G4zfqVAy/r3r2mb3/uH8DogSFQN4IiIiohgiGXjVZhvko+TM7C5H2MSOElpVIKgNkiQRQInRkCJJkbN7av+vwbkTgN1YsKDwP3OTFlw7663TCx+4fvZ7aZaSmA88x2q5JS0FgCLoVlkfccuO8paPh/3bIEpAfdqtkYiIiOiko2XLRVE1mgb5JDU7B6IIRek8wm3kKJFpGXi9IGyYVPSOo+MSe+eHXO5A4xcVv9TGiyb9UieaAeTY53Ypm+/u5zmZH3U4qwLBeqmkPPu5/xx31bBNnyiBMQNPREREFIO2D7xqtkAc7O9Lqk6vpKQdd4gBPPXHRx2upxqbI3nv+Aqqam1QBpCv1+XqdbelpxYYOt/PG8r+xxtsAzAx/dKJaZf0/bFWUfxjfq5WSP9GYOre8Op6IorGAJ6IiIioKyEYFAJ+AIrFMiQPlLOOq6JnCT313VG//1sV1Y/XN80/dPQ7lcc+cbrUuM6nNigHVRVAoaHr51A1jk0H6l8HoBNN5xU/3t8nL7SFCun9ivqzuoahmCzRWMMAnoiIiKirSAc7WO1D8kAl3McOgCrpBp/Vp5PH2+0d2uoLWVXfczgXl1efdbjs+ea2Dlk5wZ3DI9LBruD4QhJFDa4rfUiFCmBB4Y+TjIUDePjPcjIL9LrLkmx/GZc7+KkSjT1cA09ERETUjTPULn7oMvCdAbzAFvTUHx90hD5OsoqiS1EAlPr8j9TWP17feH1K0h3pqZOMI/qOilTyd8nAbzv2lybXPgAp5olzx/3HwB5uE8UPiidk6qQTX0p0UuKnv0RERERdiZ4h20NOo+R0phPZwY76rlmWt3q8AHL0ur1Ti3+fnzPdZNROuRTl/7W0LSotP+zruqnbsIqZge/wHdtc+TttfMGkJyVh4J8pMHon6gUz8ERERERdRW0CPzQZeNVsUe12oaMDDOCpP9Y4nLKqAvia3WYVxW+nJn87NXmT2/NCc+s7DmdAVX2qusntKRnBJHzMDPxnR38akF0ApmRdW5By7ohN5iTR0dER7ymE2O1Ds6qIBowZeCIiIqKuhPY2baDYk4fqmXJmqIqeHeyo7z7oCK3muMTeWQxyhsX8fEHe0/mhd1S5PzCSU6oMf7lIBr6+Y0dp09sADJJ9YdGjIzkZopMNA3giIiKirsRIAJ+cMlTPlLPDy+AZwFPf+FX1E6cbgFkUFlq7ruaILH0v843ojmuVgQAAgyjk6ELFvMfaN2qDueP+w2rI7vFOIho0BvBEREREXUUCeDUldaieqWZFMvAsoac+We9yOxUFwCKb1SwKXc4WhSvYRzIDH1DV2kAQwDidPjKjeud2bTAu+awRmwnRyYkBPBEREVFXWgCv6nRD1cQOQDAnT9s9Tk0asrJ8Gts+cETq523dzyZLUookASgPjFwAXxMIyt02ga/v2AFAEMRM28wRmwnRyYkBPBEREdFxhGBQcDkBqMkpELqmPQdMTUr2XHmtf8FZvnMWDdUzaWz7yOkCIAIX22N/kDTBoAfQISstsjwyU4paAB+qn/cGWh3eCgCp5kkGiR3OiIYXA3giIiKi4wiONqgqhnQBvCY4eZrvvItU89B0tqexbY/XV+UPAJhjMWXpYm8dFamiPzr8O8l5FDWgqlXhbH+BIbQCv965Q4UKINt+6nDPgYgSaRu5tWvX/vWvf3366adzcnK6nFq+fPnLL78c866//OUv+fn5kZder/ell17atGmTw+EoLi6eM2fOddddJ0ncbZKIiIhCxLbwAvjkIVsAT9Rfkf7zl/a8cdeEqGXw8yzm4ZvMmg7XLZXHsvW6s8NfJZKBb3Du1AZZttnDNwEi0iRSAL9mzRqv1xvzVF1dXV+e0NTU9Nhjj5WVlQFITk7eu3fv3r17d+7c+fDDD3NLQyIiItII7a3aYMgz8ER9F7UAvsdGDEVGozYY1j52LbL8w2O1flWt8geWhb9QZA18JIDPts8ZvjkQkSYxAni3271s2bK9e/f2dIEWwP/ud78rKCjocsoY/rkG4A9/+ENZWdn06dN//OMfZ2Rk1NTUPP7443v27HnhhRfuvffeYZo8ERERJZbh2EOOqF/qAsEdHi+AAoP+FJOxp8smhHc0qOh/HztZVY/4AyVGwwnbPDxc09AU7LrGvjCyCbxzBwBRkDKs0/s7ByLqr9EewH/00UcffvhhWVmZr9f9LbUAvqCgwGQy9XTNgQMHdu/ebbPZHnnkES3fnpeX97Of/ewHP/jBunXrvvWtb2VmZg75/ImIiCjhRO0hlxbfmdBJ68MOpwqgh/7zEZES+rL+r4H/VsWxj52upWkpv8nrbef2dxwd/253ADAJQhAIqioAgyBoy/I9geYObzWANMtUvcjmDkTDbrQ3sSsvL6+pqTEajUlJSUIPbWD9fn9LS0tKSkov0TuAjRs3Apg3b150tXx2dva0adNUVd20adPQzpyIiIgSlNAWLqHnfm8UJx90uLTB12y9bWSYo9eZBAE9lNB7VbWn7vQHvb6PnS4AK9odas/PbwnKD9Y0aOOf5mT+T04o3TXeENoEvq5jm3Yk28b6eaKRMNoz8Lfddtttt92mjW+++WaHw9H9mvr6elVVu3e26+LIkSMA5s6d2+X43Llz9+zZo50lIiIiEh1tAFSTWe01N0A0TDyK+pnTBcAuiWdbe0trC8B4o+Gg19cQDLoVxSJ2Judag/L5RyrqgsFb05J/mp0ZfQrAG+0d2sAhK1WBQKQevov/qmtoCAYBnG4x356WKgqo9Af+3e64MyNUnNLg3KENsuzsYEc0EkZ7AN8XWv18SkrKihUrPvnkk/r6+oyMjKKiomuvvXbixImRy2pqagBkZGR0uV07cuzYsRGcMhEREY1Sgs8reL3gAniKn89dbq+qAlhktRjEEyxRn6DXH/T6VKAiEJxmNESOv9jadiwQAPB8c9uHHa4/5OUstIU+C1BUvNHemRXb7fHGDODfdzjfaAsVz/8xP0ebyOO5WY/nZmkXuP0N5S0faWNm4IlGxtgJ4Ddt2rRp0yadTpeUlFRdXV1dXb1x48alS5deddVV2mUulwtA927zNpsNgNvt7v7k0tLS3//+992PP/HEE1Zrb+VMw0oMf4BqNpujW/TR4GnLNGw2m6r2Uk1G/cY37XATBMFoNOp7yJ/QYETevcnJLKUeRqPrh0OtUwEASBmZY+DvPbJXLv93Gz6iKBqNRl0PW7UPwL5w//nLMjNO+CacYm/XNpyrEqXXWto8svKbokKLKP7f4bLINRX+wLXlVbflZP1yfEGSTvq03VEdVXJfCqH7V2kNBh88FHrC/44vmJt1XK8oWfGvO/jzr8qfDcgeAJJomJh3pk4cln/FkfewxWLpfcEsjU4FBQXV1dW9XHD33Xf/6U9/Onjw4NSpU7ufzcvLKy4uvv3222+++eaellSfVMZOAG+z2X74wx/OmzdPp9O5XK5ly5a99dZb//jHP0455ZRJkyYBCAQCAMzmrjtkWiwWADGb5HV0dGzevLn7cUEQRsMvypIkcQf74TCE/wFTF3zTDh/+2Q630fBjfwwbVW9gpb0tFMCnZ+jG0N87/3cbVoIgiOKQ9Zba6fZogwUpySf84VMSrrG/92hFYyAAwK1icVZ6pc8PYKbVIgrCTqdLBZ6va3i/tf1vU4rfaG6NfsJut6f7V3ngSHmt3w/gzCT7fePHSccHTnsqX9l45HfaWBR050/9mdnYW7O9ITGqflBQf1mt1p7ezF0CtOTk5Eig7vP5ampqampq1q9f/8Ybb7z55puM4cfCj/KLLrrotNNOKywsjJTHW63W733ve62trZ999tlrr732yCOPALDb7W1tbR6Pp8vtWu6d+8ATERERALW1RRsIaenxnQmdtLZ1OAEYRGFGrwvgNcXmUFK6MbyT3KsNjeva2rXxw+PHXZeZ8avK6l9UVPkVtcrnu2zXPr0gAJAQUCEqkLY4Wro8853m1n/VNQAwieI/ppZI3UKmiuYN2mBG/vUXT388zTppYN8pnTxWrFhxySWX9OXK+vr66Jqstra2f/7znz/+8Y9XrVr1l7/85T/+4z+GbY6JYSwE8EVFRUVFRd2PX3LJJZ999tnRo0e1l2lpaW1tbU6ns8tl2pHU1NTuT5g+ffpbb73V/XgwGGxtbe1+fGSYTCbtYyq329377nrUXzqdzm63OxwOuYeWrTQwRqNRK3Xhm3aYJCcn+3w+r9cb74mMQUlJSVrCJ44/9sc2QRBSUlJGww8HwdFu+GC1arMjGNR+PXIZjHLi/71brVaDwQCA/7sNn6SkpEAg0D1LNDCNgWC1zw9gqtHobm+PscjzeJn+GBvI1fn9ALJ1ugskydnWdneS7cKSiXdXHtvu8QIIqCqASYFNLWJ+ozSxxq+WNTWlhJPb7bJ8+8FQd+eHczKzfd5WX9f/X6qbv9IG50x4TPCnt/qH8V+K2WzWKuddLpc/1jc73GKGCTRiUlJS7r333iNHjjzzzDPvvvsuA/ixEMD3JDs7G0BLS4uqqtrvB9rLLpdpv5Olp8f4lN1gMOTn53c/3tzcHMf/AhVFiQz4P/HQ0orf+Ac75CKrLvlnO3xUVeWf7bDiH+8w0Yoh4/7DQQgGzSteleprow8G7UlK4v+98yfwyBjCH8I7wo2ZZpqMfXlmnihKgiCrKoCbUpMbg8E14S3ovpuWIqmhd/Fkve69iYXPNrX+pqFJ65A30/f+AcN5jdJEFcIWR8P5SaHWdI9U19YGggBOs5i/n5rcfQ6y4m9y7QdgM+YZxbThfl/xV19CeCux3tfSnyRG+z7wJ+R2u1evXv3OO+9078vS1NQEoLCwUPvloLCwEMCOHTu6XLZz504AMXP4REREdDIwrnmnS/QOQVCT2IWe4mCXJ1SNMsvUp55wBlE402IGMN9iejIv++n83EydBMAgCN9NO641nSQI92SmrZs0Yb668wzvsimB9YWo006ta9qqDXZ6vK+2ObTb/5iX3b14HkCze7+s+AFkWWcO7Hsk6i8tiJszh5sdJH4G3mw2v/baa+3t7Tk5Oaeddlr0qXXr1gGYMmWK9nLBggVvvvnmli1bfD5fZFmFw+HYvXu3wWA477zzRnjmRERENBrod2zR79kJAJKkWG2iox2AarOp7PpG8bAzXIo/y9zXjusvjc/f7vHOs5gNgpChk14szP9jU8vVyfasWO9hq3/nJW13AbAacq7Mv/LdRgDY6qzXzr7eFtpe7keZaVN6+AShwblLG2TaZvVxhkQD5nK5/vnPf/75z39OTk7+yU9+Eu/pxF/C/88kCMLll1/+yiuvPPXUU/fff//s2bMBeL3eFStWfPjhh3a7fcmSJdqVM2bMmDJlysGDB59++un77rtPkiSfz/erX/0qEAhcdNFFcdwWjoiIiOJFrKk2rf1AG/sWfS1wygzTe6t0Rw75Z86N78TopLXT4wUgCcL0Pm+ZZhXFc6La3Z1mMf+rMMYiUAD1HTtW771ZG8/Ou604fT4aSwFUqBm1ji3Z9nlvOToAiMDNqT1WoEQC+Cz77D7OkIaQ0NIsHtg7Yl9OyctXJxQP/jnXX3+91o+ji0cffbTLsvb8/PxIq3m/3+9wOACUlJSsWLEi5j5zJ5uED+ABLF682OPxrFy58r//+7/tdrvZbG5sbFRV1W6333fffdrSd819991iuGKvAAAgAElEQVT34IMPrl+/fuvWrYWFhUePHvX7/Xl5eUuXLo3j/ImIiCguBLfLsuoNyDKAwCkz/XPnA/Bcc4MQDKi6sbOBHCWQNlmuDgQBTDYazOIQb5d1rH3jqr03++UOAKnmSbPzvmeQpAzR16QYm6QJO2pfsIjT6gJBAGdaLXn6HsOEBudObZBlZQY+DoSmBin8seNIOP1seSgCeC0O765798fm5ubulx0+fPinP/3pCy+8ENl37KQ1FgJ4SZKWLl06Y8aMt99+u7S01OFwlJSUTJ48+YYbbkhOPm7lT25u7h//+MdXXnll69atpaWlaWlpZ5111o033qj1xyYiIqKTiKKY33lT6HAAkDOzfJdcETnD6J3iZZfHq3V1mtnn9HsflbWseXf/rUHFCyDdOvWaGa8bJBuAWRb7Wqdfhn5j6/Y2ayhwuia5x/2VZSXQ5NoHwKLPtBlzh3aSNIa9//77fdxGzuv1Rm8j5/V6d+7c+eCDD65atWrRokXbt2/vaT/5k0QiBfAvvfRSL2fnz58/f/78Ez4kLS3t7rvvHrpJERERUUIyfvaxVH4EgGoyea++gUE7jQa7vOEOduY+dbDro0ONKz88dJesBADkJi34xvRXjLrk8BeyrXW2ANhguK683QlIekG4MilGAF/Vtt5qyFbUgKz4wPr5+FGzc4Nfv3rkvlxW9oh9rZhMJtPpp5++evXqKVOm7N279/XXX7/pppviO6X4SqQAnoiIiGhI6A4fMGzZBACC4L3kKiWF+zzTqLDLE9pxfdbQZeD31P1rbekDqqoAGJ96/uWn/FMvdhafnmezPtXYAmCP4WKoAHC+zZqmk7o85KuqpzaWPy6JhkkZV2pHWD8fL2pyijr3xGnLMSYpKWnRokXLli3buXPnSR7AJ/w2ckRERET9IrY0m957C6oKwHfmucHJ7IpEo4WWgReBGX3bQ+6EtlY/s/bw/Vr0PinjiiunvxQdvQM4x2p5Mi9bhBI58s1u9fO1HV9tqvg1AFnxH2xYoR1kC3oaYVrlvCR1/XTpZMMAnoiIiE4igt9vfus1wecDIE8o9p+5MN4zIgppCcpHfX4AE40GuzQEv6V/UfGrDWWPqlABTMu68bKpf5eEGG3Ab0lL+W/bPp3qB2CC/9IkW/RZX7D9vf3fV9Rgl7uybSyhp5Hj9Xo/++wzADNmzIj3XOKMATwRERGdNFTV+N5bYlMjADU5xX3FNRD5uxCNFtvCHezmWcyDf1qTa99Xlb/XxnPybr94ytOi0GPq8rb8C77rum+m/4Nvuv7XAG/0qbWl93f4qgBkWE/JTQpVbpt0aXbTuMFPkqgvysvLlyxZUlFRkZube+WVV8Z7OnHGNfBEREQ0Rhi/WK8rK/Wec75cOCHmBYbNn+sP7Qeg6nSeq2+AmdvQ0CjylTu0n9Y88xAsgK9s/UTLvc/M/e55xU/0frFJn3pucmFu02MAKlrXTkoPbcqwr/6VQ41vAtCJ5kun/s1qyF65+9oG566SzKsGP0OimKL3gQfg9XqdTicAs9n83HPP2e09bpFwkmAAT0RERGOB2Nhg+PwTqKrxi8/cxwfw+kP7xdpjotOpO7BHO+K9+HI53q2VibrYEt4Qe/5QZOBrOzZrgymZ1/bl+kkZVxxuWgWgtOltLYBv9ZR+Uvqwdva84l+kW6YAuH7Oe22eI2nmKYOfIVFMXfaBlySppKRk9uzZv/jFL6ZM4RuPATwRERGNCYZtm7W+dILbHX1cKjtieuv16COBU+cHZ3D5Lo0uiortHi8AmyhOMcZYqd4vKtRj7V8CkARDjn1uX24pSvuaJBplxVfW/IGs+ADxw4N3BRQ3gEkZl8/I+Y52mSQY0i3TBjk9OqlUVVX15bIpU6aoqjrckxkDuO6LiIiIEp7g8ej27Q6NvZ7oU7q6muiXcmGR9/yvjdzMiPrmoN/fISsATrWYpKj64YFpdZd6Ak0AsuxzJLFPDe31krUw5TwAftlZ1bZ+Y/ljdR3bANiMeRdM+v0g50NEQ4UZeCIiIkp4+l3bhGAg9OL4AF5oaQodvuRKuXC8kpyKQUdHREPuK1eocmSe2aSowY3lv3D7m08f/+Nk04QBPC1SP5+fdHrf75qUcUVZy4cANpY/3uTaC0AUpEun/NWsTxvAHIhoODCAJyIiogSnKIYdWyKvhGBQkIOqFPolR2wOBfDBkikqu9bRaLUl0sHOYt5a/aet1X8GcKhp5bxx98wr+JFO7F9bu2Ntm7RBbnI/AviitEtEQaeowUZXqFvEvIJ785PP7NeXJqJhxRJ6IiIiSmz6wwcER/txh7zhfbBUVWxpBqCazYzeaTTb6vECEIASsWFzePs3WfF9WfnbF7ecfbT5/X49rcbxJQABQp59Qd/vMuvT8pPPirzMtc8/vfD+fn1dIhpuDOCJiIgosem3haqFVWNora8Q7uYtODuEgB+Akpoel7kR9UW7LJf6/ACKDIYdZQ8FFS+AFPNEQRABOHyVq/d9e9Xem9o8R/vyNLe/od1bBiDNOsWkT+3XTCalX64NjLrky6Y9Jwos1yUaXRjAExERUQKTGuqk6koAqt0uTwrtMCT4Qhn4SP28kp4Zl+kR9cU2j08BAEwS6ytbPwFg0qXdMOe962e/l2UL7ZhQ1rLmpW0LN5Q96pc7enpOdduG0qbVR1s+0F7m9WcBvGZy1tU2Y64o6C6a/JTdWNDv74SIhhk/VCMiIqIEZtj6pTbwn7pA8ITagEUa0YvhDnZKGjPwNEopKv7YGNr42tqxShucW/yoSZeWY0+7cc6He+r+tbHiCW+gVVb8W6uf2d/w2tkT/mta1o1afj7iaMsHb+/9torOjbhy+1M/rzHp0r47b3NAdrNxHdHoxAw8ERERJSrB45b27wWg6nT+WafCZA6dCK+Bl1pbtIGSnhGPCRKd2B+bWj53uQGkSpjgegNAunXq1KwbtLOCIM7MveU7p22albtUFCQAbn/DmkM/Wr7zktqOryIPCSreT0ofjo7eAeSnnDGA+ehEE6N3olGLATwRERElKsP2LYIcBBCcPgtmixJeAy9GSug7M/AM4Gk02u7xPtkQepc+YKuwqq0ACpIXCjhus0OzPu38Sb9ZcuracSnnaEfqO3a8vuPyDw7e6fTVAviq6qkOXxUAu2mc1ZADoCBlYZKxcCS/FyIaASyhJyIiosQky/pdW7Vh4NQFACIZ+M4Sem0NvCQpySkjP0Gi3jlk5bbKmoCqArg1PXWS64VdAIC8HvZ+y7Cecu3MlaXNb3925GcdvioV6oGGNw43rirOuPxI87sABEH8+tS/Z9vnOr3HbMa8kftOiGikMANPRERECUl3cJ/Q0QFAHl8kZ2YBUI8voRcCfsHZAUBJTYPI33lo1Hmwtr4yEAAw1WR8NCfzWHto8/bem89NSr/iO/M2njnhYb1oASCr/kONK2XFB2Ba1o059tMECHbTuC4r5IlobOA/bCIiIkpIhvDucf65oU5ditGkDUSvF1r6XVXB+nkalV5tc6xocwAwCsJz43Iht7d4DgJIMo3XauB7oRNNCwru+868L2bkfEcL4wGYdCnnFP1suKdNRPHFEnoiIiJKPGJNtVR7DICSlBycWBI6ag4F8PB6AAjhBfAyW9DTKFPmDzxSU6+NH8vNOsVkLGv5VFUVAOOSz+zjQ2zGvAtLfndO0c/2N7xW3bZ+dt5tZj3f6kRjHAN4IiIiSjyR3eMCp50eKY9Xj18DL7aEtuZSUhnV0CgSUNUfVNc4FQXAxXbrLWkpAGocobd0fzdvN+qS5+TdPifv9iGfJxGNQiyhJyIiogQjODv0hw8AUPWGwMw5keOq0QRBACD4vIgK4FXuIUejyWP1jdvcXgC5et0z+blau/nIAvjcfgbwRHRSYQBPRERECUa/YytkGUBwxmw1vO4dAERR1esBCB4PIi3oAYUl9DRqrHO6/9rUCkAE/pyfm6aTAMiqv8G5E4BJl5ZqmRTnKRLRKMYAnoiIiBKMvrJMG/jnzOt6Tqui93qhqmJbCwDVajsuyCeKH5ei3FVdowIA7s1MX2gL9Z+r79imtZHPTz6jyw7wRETRGMATERFRovG4AUAQuqfWtUb0ghwUOxxCMAhASUkd8fkRxfZRh6sxKAOYbzE/kNX57t1Xt0wb5CYtiM/MiChBMIAnIiKiBCP4fABUvT7G7u7hPnZiXa02UJJTRnBqRL15r8OpDe7MSNMJoUx7jWPTvvpXAEiCoSTzyrhNjogSAQN4IiIiSjQ+HwAYjd3PqOGd5MSGOm2gJCWP1LSIehNQ1Y87XAAMgnB+uHheVvxrD9+vQgUwv/A/k4yF8ZwiEY16DOCJiIgooSiKEAxA6znfTeSgVB/KwKvMwNPosNHlbpNlAOfaLLZw8ciW6qeb3QcBpJqL5427J57zI6JEwACeiIiIEorPGxoYYmXgwyX0EjPwNMq83+HSBpfZbdqgzXP0q6qnAAgQzp/0pCTGeEsTEUVjAE9ERESJRPT7tYESK4CPrIEXnB3aQE1mEzsaFT5wdAAQgIvtNgAq1LWlD2jN50/J+VZBysI4z4+IEgEDeCIiIkokWgc7AGqsNfCK6fi6ekFQk5JGYFZ0Etri9vy9pa1DVvpy8R6vryoQBHCqxZSr1wE40LC8qu0zACZd2jlF/z2sUyWiMUMX7wkQERER9Yc/XEIfK4CPZOA1qs2mSvxtZwxSVaXZvT/ZXKQXLXGZQKnPf3VZlU9VX21t/zD5xJ8SvecI9Z+/1G4H4A22rD/6c+3IouInTLq0YZwrEY0hzMATERFRIonKwMdqYnd8Bl5JYge7sWl92c9e3rbotR2XykpghL+0rPiPtnzw0LEKn6oC2OXxXrB7f63/BNNY7wotgL/UbgXw2dGfeQItAMannj8l69phnjIRjR0M4ImIiCih9N7E7vionpvAj1XlLR8BaHLtP9CwfCS/bkB2rdp3028P/+0zd2fl/D6X+4J9B8t7jeEPeH0ArKIw1WSsavvsQP1rAHSi6YJJTw73nIloLGEAT0RERImk9zXw6vEl9GxBPyYpquzwVWnjLyt/Lyv+kfm63mDbyj3XHW3btMYc2u/t7MDKZLgAVPj83zhaecQXeyaNQblVVgCkBg7sr1+2tvQBbeP3BYX3J5nGj8zkiWhsYABPREREiaRfATw3gR+TXP6aSNDe4ava37BsBL5oUPH+e9c1tY4tXxpvaBNzAeTKBxc5/3BT++1JSgOAmmDwa4d3vXr0mbKWD31BR/S9B8Nv2nT5yJpD97R5jgJIt0ybm/8fIzBzIhpLGMATERFRIhHC28ipsUvojRCEyEtm4BOFrARe33nls5+PL2v58IQXt3nKol9urvrDsfaNla3rXP66YZsgKts+bXTtAVBuOFM7cot+sySI6UrldzruSlVqADhgf8i14LmDj/1j85xm98HIvTs6qrVBhlyuDQRBvLDkd5KoH74JE402FRUVP/rRjy644IKCggKbzTZz5syrr7562bJlitLbVg5ffPHFXXfdNX369JSUFIvFUlRUtHjx4pdfflmW5SG/q+8zrKioEARBEARXuL3FiGEAT0RERIlECK+BjxnAQxRVgyHyipvAJ4pG164ax6aA4v70yH8parD3iyMBvAABQIe3+o1d31i55/qXti5scR8aphlqaXMAAUMxAAG4e+pjPzjryLWz3vzm5Dv/x7A8Wy4H4BGSX7T96ZAw+auqP0Tu3eGq1waT9NCC9lm5S3OT5g/TVIlGm0Ag8MADD0yZMuXpp59et25ddXV1IBDYs2fPW2+9tWTJklNOOWXHjh3d72pvb7/uuuvOOuusZ599dt++fe3t7YFAoLy8/I033rj55ptnzJixbdu2obprYDOMCwbwRERElFD8oWpkmGJ0oQeidpLjJvCJo8MXylG3e8sPNLze+8Xt3nJtMD3n29HHvcG2VXtv1rq7D7lIAN+umgGk6iSDKOhFy7jks8+d/Mjtp734yYwLpxkAwC+Yl9t/va61tCO8UP+QN1Q2cvm4a5fMWfv1aX8/d+IvhmOSRKNQIBC4/vrrf/vb3/p8vjvuuGPNmjVNTU1er/fYsWMvvPDC5MmTDx48eOmllx49ejT6rra2trPPPnvFihWSJD3wwAOffPJJW1ub0+ncunXrM888k5GRceDAgYULF65fv37wdw1shvHCAJ6IiIgSSeca+JgZeEAJr43nJvAJxOGtiow3V/6+9yR8JICfmfvdRcW/LMm4akbOt+3GAgDt3rJ3D3zP5a9T1d6Kcgeg3VsGICgYOhQBQJau61srQ9KtKp40z2IGEIBpufWx96v+pZ2qUu0A9PDOTTkt3Tq1JOMbosB3Jp0snnjiiTfffDMlJeWdd9557rnnLrroovT0dEEQ8vLybr311q+++urMM8+sr6+/8847o+9aunTp3r17CwoKNmzY8Jvf/Oa8885LTk42Go1z58696667du/efdFFF7nd7htuuKG5uXmQdw1shvHCAJ6IiIgSSWcJfawmdkBnBp6bwCeQDt+xyPiESfhIMjzZNGF23m1fn/bChSW//8aMV426JADVbRv+/uXMZz7Pf2HzrNd2XvbO/ls+PfLIlqqnK1s/HcwMW91HAXjELO1llk7qfk2KJL0+YdwpRhGAS0h71HVak7/5qLPUiWQAuWg06qyDmQNRwjl27Nivf/1rAL/61a++/vWvd78gKSnpb3/7G4CPPvro2LHQz4HPP//8zTffBPD888+fccYZ3e/KyclZtmxZWlpabW3tU089NZi7BjbDOGIAT0RERAklnIFHDwF8pBE9N4FPIB1RGXgAX1b+rqckvAq13VsBwKxP1yJ2TbplyqVT/yYKobhaUYNOX22tY0tp0zs7ap7/vPyxlXuu21f/6sCmJ6t+l78GgGKcqh3pnoHX2ETx1QlFqYILQL1UdFvZrk2te7RTxbohLgogGv1ef/11j8cza9as22+/vadrZsyYsW7dunfffVeSQv9+tYD5qquuuuSSS3q6Kz09/dFHHwXw/PPPq6o64LsGNsM4YvUOERERJRJBWwMviqoudgdv1RhaG88W9Akksq97unVqs+uAw1tR3bahMHVR9ys9/saA7AKQYi7qcmpC6oWXT/vnocaVHb4ap7/W5a+TFV/0BeuP/mx86gVWQ3Z/p9fuKVdUGYBinKIdyYyVgdfk6XV/yzXfVOMNwPR5IFdoPQRxGoDpVrZUpCHg8FaVNX80Yl8u0zY9L3nBgG9/5513AFx++eWi2FvmeNGiRdEvP/roIwDf+MY3en/41Vdffc8999TX1+/du3fGjBkDu2tgM4wjBvBERESUSERtGzljDx3sADXc3I6bwCcQrYmdSZ86J+/2jw//GEBF69qYAXxkAXyyaULk4E6P995jdXMt5t/lXTox/dLIcW+wxeWv7/Ae217z18rWT73Btk+OPHzZ1OcrWj92BxqnZd3Qx7Xobd5Q3/uAfgICQM8ZeM2itGlX1L6wUj0HED4Xz9UOzrN3/cSBaADqO3Z9sP9HI/bl5hfePZgAvry8HMC0adP6fovP56upqenLXePGjbPZbE6n88iRIyUlJQO4a8aMGQOYYXyxhJ6IiIgSis8LQInaK64LJScPAERRzh03YpOiwfAFHb6gA4DdOG58ygXawX2tmza63EFV7XJxa+cC+M54+PGGpj1e379a2nZ6vNEXm3Rp6ZZpE9IuumjSUwbJBqC0afU/Ns9etfdbHx26d9uxv/Rxhu3hjeu8ujxtEHMNfLTHJt+gRxCAGv59e5qFeyLQSaehoQHA+PHjuxx/9NFHhW6WLl0KoL29Xbum+13dTZgwAUBLS8vA7hrYDOOLGXgiIiJKGEIwAEVBLx3sgMDU6YrVBqNJycwawanRwEX2kEsyjrObxqVbpza7Dv5e91BLWdWSlKSnx+VGX9w9A98QDH7mdGvjLW7PbHOM6gy7adxZE/7rkyMPA3D5Q7uyV7etnzfunr7MMJKBdwlp2qD3DDyAbL3t+pSUl9uc2ksDlPH62Is+iPolwzr1vEmPjtiXy0maO5jbrVarw+GorKzsctxkMqWkdBZJBQIBl8uljZOTQ6ufKisr8/Lyen++1lUuNTV1YHcNbIbxxQCeiIiIEkdnB7seS+gByAUnzsDQ6BFZAG83jgMwPvWCandtizQOwLI2xw2pyWdbLZGLtQC+Vcx7zjftWqd7oc3yZnuHHE7U7/D60INZubcebPx3reMrAAIEFWp9x84+zjCSgXcIyYACILsP0fgPMjJeaXNqM5tkNEiC0McvR9SLVEvx6RP+M96z6KuCgoLa2to9e/Z0Of7QQw899NBDkZfLly+/8cYbtbHRaMzJyamrq9u/f3/MZvIRtbW1ra2tACZMmDCwuwY2w/hiCT0REREljM495HrYBJ4SUYc3lIG3mwoATEi9MCiElkiowE9qGwJRhfTtnnIA71t+/LLDsKSiutTnX9HuiJzdfnwJfTRBEK865eVFxb+66dS1OUnzAHiDLY7ju9/3RKvbFwVdqxKK209YQg9gqsm4yG4Njy29X0w0Jmm939atW6d2Ww4TbevWrdEvL7jgAgCrV6/u/eFa/7lx48bNnj17wHcNbIZxxACeiIiIEobQtww8JZbOEnpTAYC8pDMgdVauHvD6nm9ujbxs95bJ0Ffq5gDwqerSqppt7s6g/bDX51R63K3NpE+dnfe9TNvMLNts7UiD88RJeFnxO33VAOzGcQ1BBYBOEFLFPu0mdWdaqPP8aRa+Y+lkdMcdd5hMps2bN//zn//s6RqXy7Vy5croI7fddhuAlStXao3lY2ptbX3kkUcA3HLLLYIgDPiugc0wjhjAExERUeKIZOB7XgNPCSeSBrcb8gFIoiEj6czoC55saK4LBAH4gu2eQEudVBIQQm+AA+Gaee2XWgXY2XMSPiLLNksbNDh3AShv+WhD2f9EVtd3nZ6vUttDLsVc1BAMAsjQSWLfyuHPt1ufHZf7vzlZt6RyTwQ6GRUXFz/88MMAHnjggW3btnW/IBgMfv/73y8tLY0+eP7551922WUAbrvtti1btnS/q7GxccmSJY2Njfn5+T/5yU8Gc9fAZhhHDOCJiIgoYYT2kGMAP7Y4/ce0gZaBB5BuP24Jq1NRlh5YvnLPdW/tWQKgWjer+0NuTA21sOqlij4iOgPv8te9vf+7W6v//NLWhZurfi+r/i4Xt4UXwBtMU72qij50sIu2OCXpzoxUQx8jfqIx56GHHpo5c2Zzc/OCBQvuueeeL774QusYX11d/cYbb8yaNevll1++5JJLutz14osvlpSUVFRUnHnmmY888sjGjRudTmcwGNy9e/dzzz03Y8aMDz74ICUlZdWqVVardZB3DWyG8cIAnoiIiBJHuIRe7XkbOUo4WgZeJ5pM+nTtSJp9vjYoDnxpUD0Atginre9w1HZ8BaBKPzN01hh6G8wwGW9MCQfw7hMH8GmWyTrRBKDBufNAwwpZ8QMIKt4vyn/5yrZF1W0boi9uD7eglw0l2qAvC+CJSGM0Gj/99NOvf/3rsiw/88wzZ511VkpKisViKSgoWLx4cWVl5bPPPvvvf//bcPxP9fT09E2bNl1xxRXBYPCXv/zl2WefnZSUZLVaZ82a9YMf/KChoeHCCy/csGHD3LlzB3/XwGaoGT9+fGYsTz755HD8YYJd6ImIiKiPBK9XqqmSC4vU/qQfh3gO/kgAzwz8GCGrfre/AYDdOE5AKE0tSplANYA0uWp8cNta852A8L7lvts7lopqUMvAG0Rh+fhxXz9a2RAMfj89dZbZKAmCrKrbPZ4TflFR0GVYp9d1bPUEmnfUPBd9qsV9+N+7vzk1e/HCokfN+gwAbeGd5wP60O4G/crAE1Fqauo777yzZs2aF198ccOGDbW1tQaDYfLkyVdcccWdd96Zn58P4LHHHisoKIi+Ky0tbfXq1evXr3/55Zc/+eST2tpaAHPmzJk6derixYuvuOKKmF9rYHcNbIYAmpubYz7Q7Xb378+oz/jTh4iIiPrE/NqLUn1tYMop3quui9ccOrvQs4ld4qjr2FrWsmZ6zk1JxsLuZzu81SpURNXPA/CF20GfUXDHTzIzzis9UuqXG6UiTPr8Qqv4iwofgJkm03iD/ouSohZZnmDQA5hsNOz3+qoCwWZZTpdOkCTPss+u69gKwOmrBZBmmXzBpN+uK32g2X1Qhbq//rWy5g/PmvDTvKTTj7V/od3ikXIArYSeGXiifrv44osvvvjins4++OCDMY8vXLhw4cKF/f1aA7ur7zMcP358713rhw9L6ImIiOjExKYGqb4WgO5oKeL0WwsQvQ88M/CJQVWVt/Yu2Vz5u+XbL2107u5+QaQFvbYJvMYTfo+ZBMEgCr/Oy9VePt0if+S1a+PTLWYASZKoRe8A5phC74od/eljp5matTg/+cwlp647a8JPdaIZgDfYtrb0/pe2LWxy7QMgifoOMdRSvi+bwBMRDQcG8ERERHRiutJD2kAI+EVHe7ymEdlGjhn4RBFUvd5AKwB3oHHF7quPtW/sckFnAG/qDOB94a3gjIIA4Fyb9aokOwCnovymIVSwOt/c9T1wqsWsDV5qaVvR5vjU6drn9dUFgn5FBaACxwKBL90ej6Iiqo8dAEEQp2ReC0AS9fMLfvTteRuK0o7LwomCNDf/rmY5VOGfeaL0PhHRMGEJPREREZ2Y7sihyFhsqFOS47QnVriEnhn4RKH1h9P4go6Ve66/bOrzxemXRQ46vOEA3tAZwHsjGXgxlG16LDfrY6fLpSiB8KkFVnOXr3VqOKR/2+F82+GMPpUsSV5F0SrzZ5tNa4rHp5mnSKJRVnwA8pPOjC7gTzIWXjX9ldKmt9cf/bkKeVr2jTNyvm035i+rrtUu4Bp4IooXZuCJiIjoRDxuqa4m8kpqaojXRMRAZBs5ZuATg6IGol/Kiu/d/bfub1gWORLZBOfqonMAACAASURBVD7JFCuAF0JJ7zy97r7MtMgFEwz67lH0KUbjOEPs4vZ2WY6sq9/p8X7uckuiPsN6inZkavbi7rdMyrhi6YKtty7Yceb4n9iN+QAaZVk7xTXwRBQv/PiQiIiITkB35DDCJc0AhMa4BfCdTez03EYuMUQy8Ln2+QZdUkXrx4oaXHPwh25/82nj7nIHGivbPtEusBs7c+De40voNT9IT1vW5jjs8wM43Wrp/rUMorBm4vgNLndTMNgsyy2y0hAIaIPmYFCCkCyJh3x+AK+0tp9jtRSlfa2+Y7tZn1GScVVfvpeGYCSA56/QRBQf/OlDREREJ6A7ejj6pRQO4AWfTx3hUvbONfAsoU8MihoK4E36lMun/d+aw/ccbFihQt1Q9j+eQFNdxzaXvw5Alm129Bp4rxLKlpvFznJRgyj8KjdrcXm1Alxss8b8chk66epke0+TaZflGQeOeFV1dXvHL3OzFhT+uCBlYbJpgkHq8ZZoDcEgALMo2CUWsRJRfDCAJyIiol7Jsq78CABVp4PJLDg7xLYWIRjUf/GZcdOGwNTp3iuvHbG5aPvAq3o9REZQiSEYzsBLokES9ZdMftakS91Z83cAW6uf0U6Z9KmXT3shsgk8oraRi87AAzjXZn2/eLxLUc6JlYE/oWRJujLZ/nqbw6uq/27vWJqWkpd0eh/vVVQ0BWUw/U5EccX//IiIiKg3UlWF1vtdLiySc/IAQFHE2mOGrV8C0B/YK7a1jNxsvD4AMDD9njAia+BFQQ9AEMRFxb88Y/xDkQtEQbpsynNJpvHRd0U1sTsugAdwqtk0sOhdc1NqsjZ4pbV/myk0y3JQVQFkM4AnovhhAE9ERES9idTPBydNljOztLFx42dCIBSY6Q/sG6GpKIoQDIAd7BKKHJWBjxw8vfD+84t/LQoSgDPGP1yYen6XuzzhNfDmoS61ONtqKTLoAezwePd4fX2/UaufBzvYEVFc8RNEIiIi6o3uyGEAEITgxBJdTWjHL6myrPOCfbt8Z5wzAjMR/D5oiVkTM/AJozMDj+P6w8/KuzU3ab432FaQsrD7XT2V0A+eACxJTXmivhHAW+0dM/r8Xop0sMtkBp6I4ocZeCIiIuqR2NSgVcjLWTmqPUnOyIpxTXOTOCJ96QV/eA85AzPwCUPbaB2AJHUNlTNtM2NG7+ihC/1QWWQLVeBX+gO9XxntSLiB4vgedqojIhoBDOCJiIioR53188UlAJTUNFXqTD+qhlBRtO7AnhGYjBCOoBQD95BLGHI4Ay8J/Yh7PeEu9JZh6FaYKYVq4JvD+7r3RWk42i8x8u1HRHHDAJ6IiIh6pCs9pA3k4skAIIpKRmbkrPfCy7SB/sBehGueh1F4E3hwD7nEEbUGvh9/a8NXQg8gPVwD3xRe1t6TNlluCwf5h8OfH01iAE9E8cMAnoiIiHrgcUu1xwCoVpucnasdU8N97JSk5OD0Wdpxsa1Vf2APwmXPw0TbQw5sYpdQunSh76NhDeDNoqAl9puCvWXgN7s9sw4emXngyH6fH8Bhnx+AQRDG61lCT0RxwwCeiIiIYtOVlWoxebC4BOE4Ss7M1gbBU2ZCEIJTp2svTW+vtP31KcOmDcOXipfqakIjEwP4hNGZge9fCX24C700LL+sZkgSgBZZ7unN2hiUv1dV41FUr6q+2eZwKkpdIAhgotEgDcNnCkREfcQAnoiIiGKL1M8Htfp5AEBg6nQ5K1vOzPbPmQ8gMH2WajZrpwSX07h+rXnl8ki3uSEk+Hz6rZsBQBCCk6YM+fNpmAwmAy8MTwYeQIZeAhBQ1fZYy+BlVb2jqkaL2AFs83hLfX4t1J/EDnZEFFfcBoOIiIhikWVd+VEAqqSTx0+MHFZtdvd3v9/50mpz3X6P7sA+/f7dUnUlVFV35JDl5X94rrlBSUkd5BQEn8+47kPVaPSfvciw/SvB6wEQnDQlUgVAo19nF3qxH0vHvaoKwCAMV7I7PdLHLiinSF33dX+ioXmDyx15uc3jORjeMX4y+y8QUVwxgCciIqIYpGOVgs8LQB4/Qe110a9qNAVmzw3Mnqs/sNf43iohGBCbGqwvveC+6lq5sGgwc9Dv3q7fvR2ArvyI6HIBgCD4z4y98RiNTvKAMvDaNnKmYWhBr0mPakRffPyp9x3OPzU2AxCBTJ2uPhh0yMr7Tpd2lh3siCi+WEJPREREMcSsn+9dYOp0z023qEnJAOBxW15/Wb9t82DmINYeCw2aGuFxAwhOLIm006OEEFkDr+tPF3otA28attXmGT00oi/3B+4+VqdVy9+bmX5DarJ2/MMOpzbgHnJEFF8M4ImIiCgG3ZHDACAIwYklfb9Lzs513fw9OW8cACiK6eP3TR+8jf7sth1Nqq/rcsR/1rkDexTFy8DWwHsVFYBJHK4APl0XycB3bp3gU9XvVdVoq+IX2iwPZqXPNYc+dPAroTX5xQYG8EQUTwzgiYiIqCuxpUlsawEgZ2aFMup9plptnhu/G5gxR3up37XN8tqLgsfd+13dCQG/Ngc1KVmeUAwgeMosOSevv8+h+IraB76voa+sqgEtAz9sJfSRDHxz1E5yD9bU7/J4AeTpdc8X5EmCMM9ijr4rV6+zD09XfCKiPuIaeCIiIupqAPXz0VRJ8l52lZKVbfxkDRRFqq40vbfK880b+/UQsbFB25EumJPn/cZiocOh2pMGMBmKrwFk4L3hnQiHsYQ+vAY+UkL/cmv7K63tAPSC8HxBnrZIPluny9PrasLt6EvYwY6I4o0fIhIREVFXuiOhAF4eUACv8Z92uvubSyBJAKTG+v7eLtbXagM1OxcAo/cEFQng+56B9w1/AB8poW+SZQD7vL6Ha0Nv0f/NzVoQlXg/zWyKjLkAnojijgE8ERERHUfweKSaagCq1TbIknW5qFi12gAILifCUVkfSQ2hBfByVs5g5kDxFQxvI9f3DLxHCa1LH5kS+oCqLq2s8SgqgKuT7belpURfOTcqmC/mJvBEFG8M4ImIiOg4UtlhKAqAYHEJBp0CVW02AJBleD39ulEMd7CTsxnAJ7DBZOCNw5eBDy9lbwoGD/v8R/1+AMVGw1P5Xd9s0cvgmYEnorhjAE9ERETH0ZUd0Qb96j/fE8Vi0waiy9mf2xSxqRGAarFqOXxKUANoYqe1oMdwltBbRNEsCgCaZbnUH5rhpXabtVvOf5bJqAtPg5vAE1HcMYAnIiKi40ja7uuCIBcWDf5pkfBbcPYjgJdamgQ5CNbPJ77ODLzQ/wB+2EroEa6ib5blQ95QAB8zwW4RxTlmE4AsnS5PzxJ6IoozdqEnIiKiToLXI7a1AlDS0tWh6LmtRAJ4dz8CeKEu1MFOyckd/BwojgaSgVcja+CHKwMPIF2SqhDwK+o2T2hxR08J9mfH5b7a2nZZkn0YZ0NE1DfMwBMREVEnsa5W6zanDNGO66rVGnqyy9X3uyJd6xVm4BPcALaR84XbHRqHM2JOD+8k95Xbqw16CuCLDPpHsjNPjWpHT0QD881vflMQBEEQfvGLX8S84NNPP9UuSE9PDwQCPT1n+fLl2mXTpk3TjlxzzTXCiSxduhTAl19+qb188skne3p+bm6uIAgHDx4c3Lc7LBjAExERUSepvkYbyNlDk/ruLKHvzxp4KdLBLit7SKZB8RLsfwbeo8jawCJKwzInAECGPlSI2ibLAFJ1UiSkJ6Lh0Nra+s4772jjl19+ufeLW1pa1qxZ09PZ1157rcsRq9Wa0oOkpNi7kP785z8vLS3tz3cwKjCAJyIiok6dvd+HKAOvWO3aoB8BvKqKjfUAVL1BSUkbkmlQvChqKIAX0dcMvHf4u9ADyDg+XC8xsEEd0fB6/fXX/X5/SUmJJEkHDhzYvn17T1eKoghg+fLlMc86nc733ntPPL5HxksvvdTag3vuuQeATqe79dZbo2/xeDx33HHHEHxjI4sBPBEREXWS6moAQBSHqnY9qoS+rwG87vABweuBtgB+OEM4GgGD6UI/MiX0Gm4RRzTcXnrpJQB33nnnhRdeCOCVV17p6cpp06ZlZGS8+eabXq+3+9nVq1d7PJ5zzz23L1909erVTzzxBIDf/va3CxcujBzPy8vLzs5et27d3//+9/5+I/HFAJ6IiIhCBI9HbG8DIKdlqEPVcNtm14LwvmfgjV99oQ0Cs08bmjlQ/AxgDbxXCTWxM49ICb2GW8QRDauKiooNGzZIkrRkyZIbb7wRwKuvvqqE/7F3odfrr732WofD8f7773c/q9XPX3/99Sf8oqWlpd/+9rdVVb3hhht+9KMfRZ9KSkr605/+BOCBBx6ora0dwHcULwzgiYiITl5CICCEN8FG1AJ4deh6v6uS9P/Zu8/AOKqrYcBnZrY3aaVVr5Zkq9hywx1jG9vYxgZcwJVgWgIhgPOGno8QkvclkISSBAgJoRcXwLjgAsQNDNhylatky5KsXlZltb3OzPfj7q7Xal5JW1TO8+tqNTtzV16vdOaeew4vloDfATxTVUHX1QAAFxHpzM4L1DRQuHhX4AW0v00NvCn0Qa5Cf9WfwVmYQo9QMK1fv57n+fnz58fHxy9dulQkEtXW1h48eLCr41euXAkAmzZtave40Wj85ptvsrKyxo0b1/0VLRbLsmXL9Hr9yJEj33vvvY4HLF++/Lbbbmtra3v44Yd7/oLCBtvIIYQQQkMU3dYq+/Q9cLHWNfeSWnGMp3mbK0AV7AheLqdsVspmo1iWv1adMNGRn8jAMXEqBLMNOAqN/l+FnsAUejRQ1DucBT1p6tFHWWJxvkza9/OQ/Pm1a9cCQGRk5Pz583fs2LFhw4ZZs2Z1evzMmTPj4+N37NhhNpvlnq1YALB9+3abzbZy5UrqWhusHnjggbNnz6pUqi1btviewddbb7313Xffbd26dcuWLcuWLevdSwsxDOARQgihIYqpqqCsVgAQlF4gATztLUEfoAp2BC9XQksz8DyYTaCK6G5K2gZBRRkA8DK5K/8aqytoQCBV6GlKQFH+3o4JUQq94MqfwUKKShUFaM8IQkF20mK9u7wqZJd7JE7T9wD+5MmTxcXFKpXqtttuI4+sXLlyx44dmzdvfvPNN0Wd5b/QNL18+fI33nhj586dZDWeIPnzK1eutFgs3VzxzTffJIXuP/zwwxEjRnR1WFJS0l/+8peHHnrokUcemT17dmRkZO9eYCjhjW2EEEJoiKLsdjKg23RkwNTXAQAwDB/Q7uucp5PcNevYCQt+JAPndZN5AS4zDAYcOKEny+9wVRX6oEyJiBZcuTswTCQUYrlEhIKGLL+vWLFCKnXfC1i8eLFUKtXpdF9//XVXzyJxu28ter1e/+233+bk5OTn53dzuUOHDj322GMA8MwzzyxdurT7uT344IPTp0+vr69/4okn/H5B4YS/GhFCCKGhyuEO4CldKwBQFjNlNAAAGx0T2ODZW4i++23wtL5NeOkCAPAikWMslq8bJMgeeP9L0IPvHvhgBtUKmpZQFLlWltjf/fkIhV2mWPSb+NiQXW6aovPkc/+xLLtx40YAuOuuu7wPKhSKRYsWbd68ecOGDYsXL+780tOmpaSk7N6922AwkF7u27dvdzgcvgvyHTU2Ni5fvtzpdM6ePfuFF1645vQoinrnnXfGjh373nvvrVmzZvbs2T17eSGHATxCCCE0RHnL15EVeEbr7gDPBXQDPADwnhX47gN40dFDwHEA4BxzHS8JwJZL1B9w7hT6nqzAe1LoJUEughAtENQ6nYAb4NGAkiOV/DEpkElSwbZv376GhgYAmDlzZsfv7tixw2g0KpXKjt+iKGrFihWvvvrq9u3bSfB/zfrzLpdr5cqVdXV1KSkpmzZtYq5VdYXIycl57rnnfve735Ft8940gf4JU+gRQgihIcqbQk9ZzJTDQTc3kS+5mACv7fiTQk9ZzIJzpwAAGMYxflJgJ4DCqDcr8FwoVuDBJ4see8ghFDwkf16j0eR0IBQKrVbr1q1bu3ouaThHatG3tbXt2bNn1KhReXldNih55plnvv/+e5FItHnz5piYGP8n+dRTT+Xn55eVlT3//PM9eG3hgAE8QgghNFR5UugBgNa3eQN4NloT2Ov4pNB3WTlZdPwI5XIBgHPkaL7bQndoYOnFHnj7lT3wwQ3gNZ7VuSysYIdQcFgsFhKff/LJJ8UdLFmyBAA2bNjQ1dMnTJiQkZGxZ8+e1tbWbdu2dZ8//8UXX7z66qsA8MYbb0ya1LMbwUKh8N1336Vp+rXXXjtx4kSPnhtiGMAjhBBCQ5RvB3hK18q0NpMxFx3gFXhe7s6N7CqFnrLbhaePAwBQlGPC1MBeHYURDzzLOQFA0LMVeE8Veia4f6nOUsgBIFkkHCWVBPVCCA1Z27ZtM5lMGo1m7ty5Hb9LFtj37t2r1Wq7OsPKlSudTueWLVtINbvly5d3elhxcfF9990HAPfcc88DDzzQi6lOmjRp3bp1LMvef//9LperF2cIDQzgEUIIoSGK8l2Bb2ulWpoBgBdLeIUisBfiFe4AvqsUevpEAWWzAYBzeA4X6PV/FEY+TeB7U8Qu2CvwD2nUP2alf5+ZHuxcfYSGLJI/v3z5ckFntVEXLlyoVCpZlvUtNd8OCfLffvvtffv2jR07Njs7u+MxRqNx2bJlJpNp3Lhx//rXv3o92xdeeCE9Pf306dPNzc29PkmwYQCPEEIIDVU+K/BMTRVlswIAF62BQAczvEQCJFfZZOzk2y4XfeSQe0YTcfl9UCEb4KFfVqEnsiViVZDX+REasrRa7Z49ewBg9erVnR4gkUhICfpusuhHjx6dk5Nz/Phxp9PZVfm63bt3X7hwAQBKSkpSUlJiukCW6Lshl8v//e9/+/nqwgU/sBBCCKEhyncFnqksJwMuugdVf/y+EsXL5NDFHnj2xFES2LOpw7jE5MBfHYWPN4Dv0R54qzeFPshV6BFCQbVp0yaXy5WcnDx9+vSujiEL7AUFBWVlZd0fA93WnyfMZnNz14zGzm4iX23+/Pm+7e76IYr33ONE/mtpaQnjz00qlcrlcgAwmUw2my1c0xiUhEJhREREW1tbf973MhDhmzbYoqKibDabxWIJ90QGIbVaTZrQ9Odsul5TvPkyZbW2e9B+4zzHhCkBv5bsk3eZhjoAMD36pG+LOIrnlR/+m29uAgDL8jvZ9MyAX3qIUyqVYrEYAMLy283saHz3yCgASI6cfnt+l4Wm25ly6XKZ3UEBNI7KHhCp7Wq12uFwmLuu0Yj6QiaTyWQyADAajXa7/ZrHB5xGE/59Pf5EnqHRab83FEp4XxMhhBAaqnxS6L2CsgJ/VSv4q4IcQUkxid7ZmDg2LSMYl0ZhxPG9WYEnbeTEFG5MRwih9jCARwghhIYklqVYtpOHg1NDzieAv6qOnfBMIRk4p0wP+N57FHYuTwq9oEdF7DgOgl+CHiGEBiL8ZEQIIYSGJEcnmai8SMQrVcG4GucN4H3r2HEcXVcNALxY7ByRG4zrovDq3R54UsQOK8MjhFBHGMAjhBBCQxHtdHZ8kIuOCdIyOBcVRQaCmirvg0xrs7sXfWIyYLmywcjbRo5hxP4/y867U+iDMieEEBrI8JclQgghNBR5S9DzpMEbAJAecsHBDssiIbqgrAQ8hWDpuhr3dZNSgnRdFF5XVuDB3xV4J8+7eB6wBD1CCHUGPxkRQgihIclTzJnTxHofC1IFOwDgpTI2IQkAKJORlKMHAMYTwENyapCui8Lrygq8333g7Z77O7gCjxBCHWEAjxBCCA1FlKcEPRcb702b9w3mA86VlU0GTOlF96C+FgCAonAFfrDyrsD7H8CTEvSAe+ARQqgzGMAjhBBCQ5E3hZ6Ty3mZ3D0OWgo9ALiGuwN4YVkJAFB2G93SDABUVDR4JoAGmSsr8H4XsSMl6AGr0COEUGfwkxEhhBAakrxN4EViktzOK1WcKiJ4F+TU0VyUBgDoJi2tb6Pra8lmeCo1PXgXReHl4tz3iXqwAo8p9Agh1DVBuCeAEEIIoTC4UsROJLLdfJvg0kU2NT3YndhdWdmio80AICi96J0AjQH84OVdgfe/jZw3gMcUeoQQ6ghX4BFCCKGhyLsHnheJeYnUmT+Wi4gM9kW9WfSCorNMVSUZYwA/iPVqD7w7hV6CVegRQqgDXIFHCCGEhqQrKfT+RlZ9xyYk8TI5ZTF7C9HzAgGVkARWa8jmgEKJA1yBRwihQMJbmwghhNBQ5JNCLw7hVSn7nAW+nef5+ETw+RINMr1Ygcc2cggh1A0M4BFCCKEhyRPAgziEATyAM2ekZdXdvFJJvnQlJIXy6ijEerEH3sp6qtBjCj1CCHWAn4wIIYTQUOSzBz50KfQEl5hsvusXruE5bFKKc/ykEF8dhRKuwCOEUGDhHniEEEJoKKLs4Uih9+DlCuuSFQBAYZA2qLG8O4Cnoed74Gl8byCEUHu4Ao8QQggNSd4U+nAE8GiI4Dh3Cr3/K/BWrEKPEEJdw09GhBBCaChyp9BTFC/0d2kUoZ7y7oHvRQo9VqFHCKGOMIBHCCGEhiJShZ4XCgHDJBQ0V/bAU373gccAHiGEuoYBPEIIITQkkRR6zJ9HwcT2vAq9DVPoEUKoa/jJiBBCCA09PE+5XBCOEvRoSPGnCr3W5fqrtvmIxUq+xCr0CCHUDQzgEUIIoSGHcjiA5yFMJejR0OEN4LtZgX+6rvFlbcvqyhoLxwGAjcMUeoQQ6hIG8AghhNDQgyXoUUhw/LVX4AutdgAwstx5mx0ATJ4Ueim2kUMIoQ4wgEcIIYSGHHcJekyhR0F2zRV4A8vVOd375ItsdgAotrnvLqXhmxMhhDrAAB4hhBAacihcgUchcc02chfsdt4zLrI7HBxf4nAAQIJQECNgQjFFhBAaUDCARwghhIYeXIFHIeHir9FGzrveDgDnrbYLdruD4wEgXyIJwfQQQmjAwQAeIYQQGnIouztq4sW4Ao+C6Nor8D4BfJHdfsbzZb4E35kIIdQJDOARQgihoQdT6FFIXHMP/AW7wzs2stxug5GM86X4zkQIoU5gAI8QQggNOZQTU+hRKPizB973ywMmCxnkSzGFHqFBaNmyZRRFURT1wgsvBOr4YcOGUR2oVKoJEyY8/PDDDQ0N3iMrKyvJd81mcwBeTJhgAI8QQgiFk91lqNUfKqx9+78lj3x+amFJ07YQXNRbxA4DeBRUZAX+ovCG/6kznLTY2n232cU2u1jfR1w8DwARDJMi7LJvPEJogNLpdLt27SLj9evXB/Z4uVwe6REREWEymU6cOPHWW29lZ2cXFBT0ceb9iiDcE0AIIYSGnOq2HxqMx7Wms1rTGaOtigdvHW7QlpyJV45TSdKCOwNPETtMoUdBxfFODphtiuedeuN2o+lP8bH3REV6v+utYJclFpX65NKPkoixBTxCg88XX3zhcDiGDx9eXl5+4cKFwsLCcePGBer49evXL1682PulxWLZv3//unXrLl++fP/99586dUo4WG4L4go8QgghFDocz+679NiWs8sOVbxY2rzDYKv0jd4BgOXsP1x+PtjTwBV4FBos57BTCidIAMDB8U/WNf66tsHOu9/zFz03kpZGKH3/JMUKdggNSp9++ikAPPTQQ3PmzAGADRs2BPZ4XzKZ7JZbbtmyZQsAFBUVFRYW9nra/Q0G8AghhFCIsJzz24sPnWv4xPsIRdFRsuHZMcuuH/b7W0d+KhZEAEBp867qth+COhPaEzhxQgzgURCxvMNGyX0f2aDT31xWWe10gc8K/HUyaZroyuLYaNwAj9CgU1lZ+eOPPzIMs3r16lWrVgHAxo0bOY4L1PGdGjt2bEpKCgAUFxf3bfr9CAbwCCGEUIh8c/HBkqatAEBR9KSUx1aM3f3QtMt3XXdoQc7bE5IfzYiaPyn1cXLk92XPsryj25P1DabQo5BgOYedVpBxklAopCgAOGuzzyurOGS2FNvcu+JzxKKRPkH7KFyBR2jQWb9+Pc/z8+fPj4+PX7p0qUgkqq2tPXjwYKCO7wqJ+Z1OZ59m35/gHniEEEIoFJrNRaXNOwCApgRzh/8jN25Fx2PGJPz8XP3HOmtpi6X43SOjRmiWjEn8eZRsRMAnQzmwCj0KBY532sG9Aj9bIVuhjrivqrbJxTa72Nsrasg6koqhE4XCPLF4JxgBQEJRw8X4tkSoS6ydcraFbhWWkXFCJX/t466F5MOvXbsWACIjI+fPn79jx44NGzbMmjUrIMd36siRI7W1tQAwcuTIvr6AfgMDeIQQQigUGownyGB80kOdRu8AwNDCGZkvbD+3CgBsTt2Z+g9KmrfdN7FQyMg7Pb7XKOwDj0KC5Rx2z7tXxTBTZNJ9men3VtedsFhdnp3w2WIRBTBS4g7a86RiAYU17BDqkqWKqdoqDdnloic64m+0X/u4bp08ebK4uFilUt12223kkZUrV+7YsWPz5s1vvvmmqMOt5J4e31FjY+O+ffuefPJJABg5cuT48eP7+BL6D0yhRwihAYnl7KQ/ExooGo3uCjoJqkndHJaunnPryE/T1LNpigEAm1N3qXlH4GeDRexQSHC80067A3glQwNAglDw1bCUu9QR3mNyJRIAGCeVkgT7qTJZOGaKEAoispy+YsUKqdR962Hx4sVSqVSn03399dd9Px4AlixZ4tsHPj4+/s4776yrq4uMjNywYYNYPHjuVuMKPEIIDTxa0+nNZxYLaOmacfsU4sRwTwf5pdF0igzilN11zQGAjKj5GVHzL7f+96vzdwJAsfazvLhVgZ0MSaHnGQEwTGDPjJAXz3Mc77KBew+8ina/2UQU9VpS/DiZ9Jm6RifP36SQA0CCULB1WMp5q22NT585hFBHwghOPSZ0O7qlCWwfz8Cy7MaNGwHgrrvu8j6oUCgWLVq0efPmDRs2+LZ/68XxhFwu920UR9N0enr6tGnTnnvuudjY2D6+hH4FA3iEEBp4pSjeXwAAIABJREFUylu+cbJmJ2suado2PvlX4Z4OujYXZ2u1XAAAhThBLorz5ylp6tlyUZzZ0VirP2S0VyvFKYGckN0OAIDL7yiYON4JAA7qqhV4r7vUEbPkMhPH5XpK1k2WSSfLQpcYjNAAJYnlEufbwj2LHti3b19DQwMAzJw5s+N3d+zYYTQalUplr48n2vWBH8QwgEcIoYHHZK8ng1rD4fGAAfwA0GQ6y3JOAIhX+rsNj6YEObHLT9S8yfNccePn3gL1fUfr2yi7DQC4SHWgzolQRy7ODgA2Twq9im6/sz3Fp3UcQmiwIvnwGo1Go9G0+1ZZWZnVat26dSspVte744ca3AOPEEIDj8nRQAZ1+gKe71lPVBQW3vz5WMVY/5+V68mcP9+wgYcAFAEm6OpKMmCTArqqj9DVyAq83ZtCj/s1EBp6LBbL1q1bAeCTTz4p7mDJkiUAsGHDhl4fPwRhAI8QQgOPxdFIBjZXW4ulOLyTQf7QXgngx/j/rGhZdpxyLAAY7FX1hiOdHtNivnCo4k89ehsIaqrIgE1O9f9ZCPWUO4D3ptDT+GcnQkPOtm3bTCaTRqOZO3dux++uWrUKAPbu3avVant3/BCEn6QIITTweFfgAaBGfwgAjLbaesMxnbXM5moN4FItCpRG4ykAoICK68kKPADkxq4kg4vaLR2/a3cZtp6741j13786fyfHu/w8J0MCeIrCAB4FFcs7wCeAxxV4hIYgkg+/fPlygaCTvdsLFy5UKpUsy3722We9O34IwgAeIYQGGJZz2Jwt3i9r2w416M+8/eOYz08v/Pj4lLcPZ7/+Q+x/CrI/Pj7l89M3f3V+zfHq152sOYwTRg7WqLOWAoBKkiYR9mzbeZbmVjKo62wF/lDFC2ZHIwAYbNXlrd/4c0LKYqZ1LQDARcfwUuzXhYKItLq0U94UevyzE6GhRavV7tmzBwBWr17d6QESiYRUniNZ8T09vtfS0tJiOvPyyy/35bShgZ+kCCE0wFgcWt819lpDwbfnn3CyVt9jrM5WnbWs3nD8cuuenyr+74NjE07Xvev/Ci0KLK3pDClVcM0Gch3JRXFKSTIAtFpKXNxV/8r1hmNnGz7yfnmq9h1/TijwboDH5XcUZCSF3oYp9AgNVZs2bXK5XMnJydOnT+/qGJIVX1BQUFZW1tPjez2xlpaW5s5YLJZenzNksAo9QggNML758wBgdTaXN+0DAIlQnaCcaHPpbE6d1dlqZ9u89e2szubvyn6rs5bNynwpDDMe2jierdJ9R8Y9zZ93P0s+1mir4XiX1nQmUTWZPMhyzv2lT5B/YgooHvha/aFmc5FGntf92egabwDfZQW7Yu2mwxV/pilRjGJktCxXo8iLkY9UidMoCgMw1AO+K/AiihJR7avQI4QGt3Xr1q1bt677YxYtWsTzfO+OJy5fvuznfNLS0to9dyDCAB4hhAYYsyeAZ2gh6UxGTE19ZnTifb5HWp2tOmvJkapXqnTfA0CV7kAo5zmUNRoLT9W9Y3FqHS6TznrJ7jKQx3uxAk+eVdqyk5zWG8AX1v6r2VwEABGSYSNiFh+r/jsAnK57d87w17o/G1PtrmDnSupkBZ7lnAcv/+5M3fvkS73tcinsJGMBLY2W58TI88clPRglG9GLF4KGGk8ALwPMn0cIoQDBAL43qLDeQva9enhnMlhRFIU/2CDBn21AWJzuEvQpkTMrWveSsUaRnZ94d7sfr0wULRNNXZb/5QdHJ+htFXpbBcc7GFoc6hkPCv6/dY322u3nV1t96hQQUmF0vGpcL/4LJKiuI4NGYyF5ut5WeaTqFfLgnOGvaBR5J2veYnnHBe3mMYn3xSjyu3wVdhvT0gQAfKQaIiLbTYXj2a3n7qjVH+r0uS7O2mgsbDQWNppO3Dn++56+ii6n5PmBDM0PBx54q7NZJowJ3iXC+GcDDy4AygEyAFDRzCD+JyYvbRC/wPDy/ZTAHzJCGMD3hlqt7g8fHwqFQqFQhHsWg1BERES4pzBoyeVyuVwe7lkMeGyDngzGpa+p0n1HdrbPG/WXGE1cV09JiMzXN1RwPMuKtLERvcniRtHR0f4cxnLOL3+41Td6FzKy1OhpGTGz85NXqWXJvbi0IuJG6izN81yT5TSZxq5Dd5H98GNSfjYuaxkAjEpecbr6UxdnXX/yRrVs2Izs305I/0XHU3EXzjs5DgAEGcM7vqIy7V4SvdMUM3fki5OH/UprLGrQn9YazjUYzjboT1sdrQDQZDrvFNTGR4zuxWvp8jUO1d9oHx1aUNr47ezcP9yY8zwAHC57/WDJS1Mzfz1jxDMBvIqF5SQ0HRkZGcBz+qONldhBxlM0AKjFIj//Ew1QUqlUKpWGexaD3JD9oEDIFwbwvWEymcJ4dZFIJBaLAcBmszmdzmsej/zHMIxMJjObzRzHhXsugwq+aQOrxVhBBjImJStmYYn2qxHxCzOjbzYajV09JVIynAyqtScVdGYIJjloyOVymqYBoJsfr6/9Jb+tbj0MADJRzPJxWyOkqSJGQVMCAADW35N0QEXJhreYL+rM5drWyoqWA5cavwYAiVB9w7A/knOOTfzludrPScayznJ55+lHhkUuEjHKdidiLhaTRl72hCRrh8lUaAvI4PqMZ8fGP2S38hGC3Ijo3GxP2PVT+Us/lb8EACfKP5qR9YdevZYOr42iFArF0PxwMDu0pY3fAsB3F15IVc3jgfvm7OMc79pX9LtU1U3R8sDsU9hpstxdUhYvEt2niVobrY4Rhu5vP6NZb6fdN20VVK/f/wOAXC53uVx2uz3cExmcxGKxSCQCAKvV6nKFoRqrUtn+sxShMMIAvjccDkcY6x/QNE1iIfxVEXBCoRAAnE5nWH49DGL4pg0so62eDMRU9Lzh/56Y/Fhm0hSno7ufbYQ4iwwa9Gcz1LeFYpYhcaTq5YrWvRzPAkCiavLMzD8F/BIymbvRmj9v3dLmXSeq3gIAmmIWZP87UpQNLDhZFoDt4zRiFWNbzBd54Esb93xf/ix5cHr67xleRSYWKcq+c/zBS03bzjeuN9iqWc5R03I8KWJau/PIK92VfuwJiVyHV9RoOEsGMbKxnb7e4dHLDpX/mQf+fP0Xk1KeoSAAyWgkgB+aHw71bafJgONd/y1+jOOdJKGG49nvS/6wKO+DgFxlvbbZyfPVdvsfa+tfqmv4d0riraoQrWHa7GZvE3gFUIP4n1gmk7EsO4hfYHgxDEMC+HB9UGAAj/oVLCiCEEIDjNleDwAUUDJRHEMLNfKRDC3s/ilRsmwyaLVcDPr8QqXZfL6g8q8NxpNa02mt6fSpuv9oTafDOB+9rWLvpXWkw9+k1MdTImcE8OTe8vUHSp+0OLQAkKiakhd/p+8xamnmpNTH8xPuJV9qTWfbnYRyueiGOgDgZXIuMqrjVZpNRWTQVSn7CEk6qcNntFc3GI/3+uUgosVywTuuMxQ0GE94vyxr2dVoLAzIVSp9Ah4Hz7/V3BqQ0/qD4x12cN8sUNLh33uIEEKDAAbwCCE0wJA2cmKBmqFEfj4lSjaCNABrGUQBfL3hWLtHwhjAs5x9V/F9pNp8mvrGSSmPB/b8ccrxZGBztQEAQ4tmD3+l0wXwWLl7a3qTuX0AT9fVAMsCgCs5FTpUcmE5Z6ulBADkojipsMu9yiNilpHBRe2WXrwQ5KvFfKHjgymRNwAAD/xPFS8E5CqVdgcAqAWCSIYBgCKbnQt+EmGdoeBU3TtWZ6vNk0KvxCr0CCEUCPhhihBCA4mLs9pdegBQiOP9f5aAlqjEaQBgsFW6OFuwJhdajcZTZJAXt4YMmsznwzWZ78ufbTKdBQCFOGF+9r8C3i89RjGKoa/cr7ku6ZFoT1ZFhyPdJeibTGfafUvg6QDPpaR1fGKbtYzlHQAQ3W0n+RExi8mru9S0nWxeQL3mXYHXyHPJIDP65lvzPiFF6avbDpIGkH3RyrJGlgWA4TLJaJkEACwcd9nhAIAmF/uZTt/GBv4f0eZq3XL2ju/L/t/hypdIE3gAUNFMwC+EEEJDEAbwCCE0kHibwMtFPQjgAUAjzwEAjmd1lkuBn1Y4NJrcAXx+wt1k0GQ6F5aZXNB+cbb+IwBgaOHCnHe7Wb7uNYYSedPaI6UZk1If6+pIqTBKKUkGgFbLpXY3a5gadwd4NrmTAL7Z4s6fj+k2gJeL4pMjrgcAi7Opui1gzeQGgWPVf/v4+NRi7SY/j+eBJyvwYkHEgpx3FOKESGnGrMw/Cxm599/3UOWfyKaMXqtyuEsDpkskIyUSMi6yOwBgeUX1I7UN91bV9eX8nWownGQ5OwDYXXo7uKtI4Ao8QggFBH6YIoTQQGKy9zKA926DHxxZ9C7ORvbzKyXJccpxEkEkALSYi/oY7fRCi+Xi/tInyXhq2rMJqklBulCiagoAUEDdmPlXhhZ3c2SsPB8AON7VbC668ijH0XW1AMCLJaymk67jLeZiMoiW5XY/k+zY28ngeM0b/s9/cDPaawsq/6Kzlu4p+fVF7Zf+PMVkq3WwRgCIkmVHy7Lvn3Tm7glHFOJEABgVv1YlTgWARmNhWfPObk6iZ1lLt21Tqp3umqzpEvEoqTuAP2e1VTtd5212APjJbKl0BLj+f5P5yq00O+1ZgWdwBR4hhAIAA3iEEBpIvCvwit4G8IOjjl2T+Syp1x2nGEsBRbK+HazJYKsM5TScnOXr4vudrBkAMqNvHp/8q+Bda3Lqk1PTnrk5991U9czuj4xReLbB+9SxoxvqKacDANikFKA7+e3f7NmAoFGM7P78OTF3kPtHNW0/1uoP+/0KBrOixg1kQwHPc3suPVre+u01n9Ixf96LoUVT0p4m40MVL5K3ekcnLbaRF8rGXSyv6roDX5XDQQbpEslIifu+T5HdfshkJmMeYKs+wN3dmn02s3ir0Cs7e9chhBDqKfwwRQihgcTkTaHvyR54AIiW55CBb+Hrgcu7AT5WMQYAYuTumDOUWfQ88P+9+AjJaFCJU+eOeD0gbdW6IhaoJqU+Plxz7S6A3m3wWp9t8N4N8GxyaqfParYUAwBNCaJk12g/ztDiCSmPkvGRqleszuY9Jeu2nVt11YL/UMLzXFHjRu+XLOfcXXy/b0n5Tnn/J0bLcjp+Nyf2DhLY66ylxdrPOj3DZr3ezvOtLPuqtqWrq/iuwGdLxAKKAoDzVtthi9V7zBa9ofup9tRVATy4A3gVptAjhFAg4IcpQggNJL3eA6+WZtEUAwAt5sGwAq/1bIAn/dViFKPIl80hrGNXUPmX0uYdAMDQ4kV575M0/v6ApNDD1YXor2yAv7qCnc5a2mwutrv0JlstAKhlWf50NxgVv1YmigWA6raDHx+fWtS4sVK377NTC/zfAT6YVLd9b7BVA0C8cnyaeg4AsJz96+IHSL3JrnQfwFMUPTXt/5HxkcqXyZbyds5a3Q9+0WboahHedwVeQtNZYhEA1Dhd+zwr8ABQbLMX2x3dvcKecHG2Nmu590s7jSvwCCEUSIJwTwAhhFAPmO29TKEX0BKVJK3NWm6wV7o4m4CWBGF2PdZquXS85h+pkTNzYpf36IlkBZ4CiqzAazwr8CEL4Euath6reo2M52S9RqbRTyjEiVKhxupsbjYXcbyLpgTA84K6GgDgBQI2LsF7ZKOx8PPTC3mezYldScoHXHMDPCGgJROSHz1Y/hx4OtsBgIuz/vfio1W6g9OH/b6nN5gGtHMNn5LBqIS12THLPjs1v9lcbLBX7bv02MLc97p6lreHnDc7pp2M6AUJyon1xmNGe+3puvfabdDgAc57Grw7ef5v2pa/JXXyMycr8BRAmljscNjzxOILNjsP0OC8Ki1/S5v+2bhOKiP0Qou5mOwmoCmG41nblSr0GMAj1HtKpTLcU0D9BX6YIoTQQGLq7Qo8eBb6eJ4j7b7DzuLQbju/orjxsz0l68yORv+f6GBNOmspAKgkaRKhGgCiZTk0JQAAbUhS6BuNhXtK1pGId2LKr3PjVoTgoj1CsuhZzk7+rZnmJrBaAIBLTAafWmLnG9dzvIsH3rtyrum2BL2v/IS7ySI8ACRFTM3S3ELGF7RffHRsckHlX52cJUCvpl8z2qvLW78BABGjGKFZIqClC7L/I6ClAHCp+as9JY+erf+wuu2g0V7rW2GR41lSjUIq1EiFGu/je4zmlRU1uwzuTenXD3uODI7X/MPuuirRvcLhNLJXytd91maodnayVZ5UoY8TiWQMDQAjJVelV9yodC+Pb9UbA1X+0XsTjRQ7dIC3DzwWsUMIoQDAAB4hhAYSkkJPU4xM1OPlsmhPrazLflTYCjYXZ9tRtNZoqwEAjndV6vb7/9wm0xme5wAgTjmWPMLQYrUsCwBM9pru85Z7qsFwesfph8u0e72PmOz1O4rWkg5tmdE3e/Oc+5U4Tx07sg2e9myAdyVd2QDP8a7SDhXO/Q/gBbR0/oh/pqpvnJn54u352xbmvj8j4wWS2eHkLEeqXv7o2KTzDZ8O1l7xPPAFlX/94NiE94+OZzkHAIyIWSpk5AAQLc+ZlfkiOayocdP+0ie3nL39/aNj3/opbcPJG3cX33+06tUG4zHyFmpXwe7xuob9JvOD1fVldgcAJEVMTY+aCwBWZ+vJmn/6HnnW5u4RKKYoAHDy/F+1ze0m2eKpUZ8uEdfqjv9Q9gdz0798D1gTGTFWKgGASofzhM+u+L5o8gTwGVELNfI825Uq9Pg3J0IIBQB+mCKE0EBCUuilQg1ZcO6RETGLSZW1M3UfdLqlNmR44PeUrPOt8lXRus//p/tUsBvrfZBk0fPAB7CUWlnL7vd/mHG0/K0NBUssDi0AuDjrjqK7yG0UjXzk/Ox/UVR//E0aIxxOBqdKXzXaq306wF8J4KvbfrA6WwDA972kkfkbwANAqnrW0lGfj038BUXRFFDjkh5ce93hnNjl5GdidjTuvfSbDSdvrNId6Psr6lc4nt1zcd2Rqpe9XQ8ooPIT7vYeMDL+Z7mxq9o9y8VZm8znLjV/dbjyz5vPLCYPettDAECp3VHvdAGAned/U9fA8QAA09KfJT/Pwrq395c+8dX5Nceq/w4+G+Afj9WIKAoANun0rzddVc3O2wTe3rbn399NPFr1D1a3wfeAqXLpsggVGQeqlJ23kGSsYlRO7HIHJQMAhgI5ptAjhFAg4IcpQggNGAZ7FUlLVoqTe/H0aFluinomAFicTReb/GpVHSRHq14padoKAAwtYmgRAFS3fe//Um2N/kcyiFeO8z4Y8G3wJ2r+uav4XgdrBgAHaz5a/TcAOFD6lNZ0GgBkwphb8z4hK679UAqXLeQEANDEVWw4ObfMsJejeGAYLinFe0xJ0zYymJHxfymRNwBAtCxbIUnqy3WVkuT52W+tGvvf5IjrySMtluKt51ZsPbfCaK/uy5n7D5ZzfnvxIbLpgAJKI8/Ni1tz68hP29VBmJf9xl3XHVqU++H16c+NjLszUTXFN1WepJDA1SvwvpXhD5utH+naACBGPmqEZgkAOFnz2fqPLrfuOVTxp0Zj4VmrewV+nlL+TKz7zC80Nn/c2uY9SbWnsp3UUUoGSq5JxrsD9UyxKE4gWBKhJH8LfqU3sXxf8+h54FssxQAgYpRKSer4pF9xggQAUNJMEDs0IITQUIJF7BBCaMAob3GnvidFTOndGcYl/bJK9x0AFNb+OzdudVDbnnWlpGnbkcqXyXh21isXm76s0n1vc7U1mk4mKCde8+nnG9dfbt0DAAwt9jY8B4BYubsQvdan+XnvsJzzu7KnzzV84vvguYaP5aL4osZNAMBQoltGfqSSpHRxgvCTg/pnxUu/GLHbJDTbXK2bUzcrEuS5trEZtjPxwusAgOUc5S27AYChhdkxt4+KX1tvOKpRjArIWyJWMeb20dvKW7758fIfSbWCKt2BrWeXrxl/gGwOH7hY3vH1hZ+XtXwNABRFz856eVT82q4OjpINj5IN933E7tK3Wi6dqvvPpaZtZEt8jKdlAAAcMl9VNeD/GpvmKeVJQuHU9N+WtuzyzZopa9l9xrYSAEQUNUIsGikRt7DsP5tbeYAn6xqVDLM0QgkAlXZ3AB/J1QsZmVKc3GopiWUvVQiuA4BpMikAJAgFU+SyQ2ZLo8v1k9kyQ9Gne1LePSwaeR4FFFCUBQQAvBLz5xFCKEDw8xQhhAaM8pZvyCAj+ubenSFNPZt0+W42F1frvg/YzPzWYDy5p+RRErpMSH40L251WuRs8i1/sugbjacOlD5NxtenPydiFN5veVfgLzVtazYX93qGdpf+q6LV3uh90rCHJw57EABYznGo4gXy4PSM5/251xBOPJdkjP/5mZXJRnfNeZPQfEz502enFnx4bOLhipfONnxEqscnR8yQCNUMLUqOnB7YTngZ0QvuHH9wVuafJYIoANBZy364/IcAnj/0XJxtx/m7SPROU8xNw9/oJnrvlFgQkaCacHPOf5aP2Z2luXVS6uNxPlkkh81WAGAoitSWM7LcU3VaAIiQpK8et2de9hvzst8qF0zS0YmndQVNLhYAciViIUUBwPPxMasiVQDAATxSW7/fZAaAGpe7rF0E1zAsZlZ+4loAiHO5V+OnymVksCzCXd16i97Yyx+Nh7eKJOnsaOd5B8cD9pBDCKHAwc9ThBAaGOwufZ3hMABIhdHxygm9OwnZqEzGhXVvB2xy/jHaa3f6lH+blv47AEhTuwP4a9axs7lad124l6xDjohZ6n0hhEwUO1xzGwA4Ocvu4vscbG9CEYO96ovTi6p03wMATTEzM19cmP+PG3OeF/mkyqepZ49J/EUvTh5SLAcACqf8rqKlt5TPTjUkeZfW9baKo9WvfV/mrr03ImZJ8GbB0MIxifcvGfUZQwsB4GzdBwN3P7yTNW8/t4q8SxlaeHPOO33pPpCgmrAo9/2pac94H6lyOmudTgAYJRG/nhgfwTAA8F+jiWxNj5bl5sau+paas0H52juqD39wppNn5UvEZEAB/C0pfqFKCQAOjr+nqvaoxeptAh/J1mfGzE2JvB4Axtl3xEHzFJl0ocp9/+tWlZLcBdhlMJF4u9e8G1hINUSDp04+9pBDCKFAwc9ThBAaGCpa97KcEwDS1TfRVO8bMuXErpAKowCgSvedzanr6jAHazxQ9vT6kzNr9Yd7fS1fTta84/zPSLu4GPkob/m3aHmOUpwEAFrTaVJTrVMcz+4u/gWpWh8ty5074u8dj5kz/G+R0gwA0FlL95T82rdrlz/qDcc2Fc5vsVwEABGjuCXvk7GJvwAApSRhSuY6coxUGD1vxBth2XrQI5RnMzPDM2O1I9cWLVtXeO8Nyb9rt0+boUSZ0QuDPZk45diJKb8BUrzw0q8D2yYgNOwu/dZzy2v0PwEAQ4sX5X6Ypbk1sJc4ZHLnz0+VSeOFgufj3W0m/l+dtpVlAcDF8++16gDAQcn2ytw94Ud5AngAEFDUOykJNyhkAGDl+DWVtafd++T5CL4hI2ZOjCJfLFBpuIpf6ddsS4/3VpWLEjCzFDIAaGNZsnTfa3WGo2RAMmIMrLuwBabQI4RQoODnKUII9SNO1vzF6VvePzp+f+kTFa17fXe9kl7TAJCp6WX+PCGgJcOiFgAAx7vIZvKOqnTff3pyxpm695vNRQWVf+nL5Qie5769+FCT+RwAyEVxt478VHj1mjY5prLr5dnDlS9Wtx0EALEg4pa8D4W0rOMxYoFqUe4HZJd1afOOdm23ulep2//l2aVWZzMAKMVJy8fsHBZ1k/e7N4x4OlqWLaRlC7L/5W1+3q9x7SsCypTDxg/79epxe9dOKJiS9pRamgUAYxLvFwtUIZjOxJTfxCvHA4DJXn9BuzkEVwyIBuPJcw0fn2v4eMvZ2+sNxwBAQEtvy/t0WNS8gF/LuwF+mlwGAD9TR8xUyAGghWWfrdcCwB6jucHT6Z33/P02WirxPYmIotanJk+USQBAz7IkzV7Jt0SK1HER+TTFJKomA4CTs2jNp32fGJBa9E2ms9W67wBAIlTHyEcBgIHzrMBjE3iEEAoQDOARQqgfuaDdXGc4YrRXn63/aPv51W8fHrGr+N6ixk1mRwPZIi6gJanqWX28SqZnC315y9ftvuXkLAfKnt52bjlZ6waABuMJsvLfF2Utu8jOYQEtuSXvY7Lk7uXNor/c+t9On17avPNE9RsAQFH0vOx/kmX2TmnkeTdm/ZWMD1W8QGL+a2o0ntpVfB+5XRKnHLty7LfeHfWERBhx5/iDD04tSVXf6M8Jw69DIjSXkkYGamnm5NQn1044/NC08hsy/jc006EpwbT0Z8m4Rv9DaC7aR9VtBz8/tWDfpcf3XXqctB4QMYoloz7r+3/ATpES9DTAZJkUACiAlxPjpDQFAJvbDHuN5k90be2eQgMMYyxO9qo1cylNfZqanO2zMh/BNmTEziFpI0kR08iDNW0/+T5rgUpBrvWt0WzxRN09daTqZZL2Mi7xQYYWA4DRswKPKfQIIRQo+HmKEEL9yKXmr3y/dHKW0uade0oefe/IaLKpOyVyRqeLzz2Sqp5FTlLZdsB3kb/OULD+xMwzde+Tv8JJiruLszWZ+1rXneQeA8CMjP8jK7Ht5kOWzctbvra7DADAA0/6rgNAq+WSt+7dxJTfZETN7/5aeXGrRifcC56se4PtGt3L9LaKr86vIVFQSuQNd4z+Si6K63gYRdEkJhkQKJ/tA80isZOmfTvAEyJGGcopJaomkx9gjf6Qt4laf3a2/iPfXRgSQeTS/M1JEVMDexWW54ts9u9N5gqHEwCyxaIogXuxephI+LSnP9xv6hr2mywAoBYwC5gz5EENX7fhWN67R/ILa//N8S7vOaMEzBdpySlCd6ehSK4+M2YOGV8J4PWHfKehoOl5SgUAWDjua4OpFy+kyXSWVNmUCCK9RSKu7IHHFXiEEAoQDOARQqi/sDibavU/AYBUqLlpxOsb36CtAAAgAElEQVRZmkXeWN0bSGREL+j7hQS0JC3qRgBwsuaqtu8BwMXZDpY/t/nMYr2tAgAYWjgl7anJqU+Q40nycF9oTe6QI009p+N3RYwiS7OITONS83ae57afW/nOkZG7iu/V2y7vKr7HwZrIc6ekPuXP5WZkvECqxNtcrbuK7/W9SdGO1dm67dxKi7MJADTykbfkfTTQ+5y5eRZRN6Zmps5efN0NC/QdAvgQY2hxgmoiANicOrKZoj+zudpIOCpiFNenPzd92B9Wj9sbr7wu4BdafLl6ZmnFHRXuhJdpV3dx+2W0eqxUAgANThdp0r48QvVsjDLFdQYARtm28zznYI0Hy5/bWDj7h/LfH6l6+WTtv841fGLS7349qi6Sb6V4LsfxfWbMXHLCWMVo0ruh3nDUN+YHn1r0W3tVi/5I1SvkY2ps0oPefRlGTy0GBd3fy0YghNBAgX3gEUKovyht3snxLAAM19yaF7c6L241y9mr2g6Wt3xzufVbs6NRIogigW7fDYtaUNq8CwDKWr6WCqP3lDzaarlEvqWR59404s1YxWjvsnm94Wi7ku89wvFss+k8AEiFUV31Ts+NXUW2Rhc1bKQommyGL23eWdaym6zWqiRpCzx1766JoUWL8t7fUDjH4tBqTaf3XXpiXvYbHQ9jecfOorvbrOUAoJKkLBm1KcSL0sHDe/bAf5Gdz1FUiUz5lsXxhKL7JwVdSsT0mrYfAaCm7cdYxegwz6ZbJU1bWd4BAJnRt0xIWRekq7Sw7BGL1feRmfKr8msYivpHUvzcskqnJxK+Sx2RJZr5i0tjdCwl51ulwmhS+rHZXNyxe+IvKbEdZCmy6AiZ+/YNTQkSVJMqdfudrLlSt993M/9cpSKCYfQse8Bs1rlYtcCvNXMe+CrdgePVr5OPC4kgcmziA97velPosY0cQggFCgbwCCEUZhaHlqYFEkHUpabt5JHhMYvJgKHFw6JuGhZ1Ew+vtJovykSxpKV232VEz6MphuPZi9ovixs3kbU4mmKuS35kctpTDCUCgDjlOJoScLyr3tinFXidtdTJWQAgpuuYLSXyBqUk2WirqTce01kveR8n0buAltyS96FEqPb/onJR/KLc97ecXcpyzmLtpnjluNGJ9/kewAO/t+TXdYYCABALIm4buVEuiu/pS+u3KM8e+CraHYa91dJ6X3RkVFgzmVMibzhc+WcAqNb/MD75V707icFW7eKsUbIRAZ1aexe0n5NBXvyq4F2lwu5u85YlFk2Ty/LEogWq9ndZ8iTiRzVRrzW1AMBEmSRHIgaAO/K/rGo7mBwxLVY5tkr33fdlv9VZyzqeX8DbBWDP0Fz1EtKj5pBmeHtK1q0et89bkEJEUQuV8o1tBgfH7zSa7lJHdDpnrcu132SR07SS5g2Gny43fmCxnBRzZvLGGp/8K9+yiJhCjxBCAYcBPEIIhZPWdObzUzdTFD0p9TESTMpEsYmqKe0Oo4CKlucE8LoSQVSCanKt/pCLcy8AqqVZN414I0F1pcO8kJZp5CO1ptMme73RVqOUJPfuWk2e/PlYeX5Xx1AUnRuz4mj1awBgc7UBQKJqsoCRkJbss7NeJUWteyRRNfmGYf/7XdlvAeDg5edilPkkr544XfcuWfNnaOGi3PejZdk9PX+/5kmhr/Z0HDSy3N+bWv43Ppwl9GMV44SM3Mma6/QFHO+iqR7/EdJoLNx8ZjHL2+cO/0deXLBCa521tN5wHACU4hTvpvFgqHS6y0PeolI8GxfT1WGPx0YXWq0X7A7vMTGK/BiF+39TmvrGO8cfbDQV2l16B2tyuIx2l97BGh2syeEyCRnpjOHP+p4tP/6ekqZt9YZjVmfL7uL77hizg9ywA4BlkaqNbQYA2Ko3dBXA31FRU2zz7kkZBsL/hQgAACHvSBY4bo7JI9+4aLNv1hu82fgqbCOHEEIBggE8QgiFU2nzTpZ3AA+HKl4kjwzX3NqXNu/+y4y+uVZ/CAAoih6b+MC09GcFtKTdMQmqiaT+dr3xmDeAZzk7AMXQIj8v1GRy18DrZgUeAPLiVx2r/hvZRktTgtlZr0TJsyta9whpWXLk9J68sivGJP680VRY3Pg5yzl2Fd27etw+UqCO57nC2n+RY2ZnvZISOaN35++/eA4A9AKRnrqy9/j9lrYHotTJImG4JsXQwkTV5ErdfgdrajQWki3x/mM5+56SR8ktp/2lj0dI0gJeUo4obvyMDHLjVpDi7UFS6XDvQk8Xdfe/SURRn6d3vveEYGgR6Q/XKZlI2e7ghTnvbSycY3E2NRhPflP84LzsN0lbxxvkshgB0+RifzJZGpyueGH7vxIbnC6f6P0qTkp0mRW9pzP+JUHaxrILyqtMPtXsYwX4BydCCAUG3hBFCKFwajEXtXtkuGZxaC6dG7cqUTU5Rj7q9vxtMzL+r2P0DgCJqklkUGc4WtG696vzaz44et0/D6X+pyB7f+mTfpYi81aw864ZdipCMizBc7nRCfdFy3MooIZFzet19E7MznqVXNfsaNxVfB9piVfV9h2pTp+gmpAXt6Yv5++nOA4AqqRXFeSz8/zLTS1hmpCb91/TW2HBfwWVf2mxXCRjlnPsLLqH1FwMuAtNmwGAAiovbmUwzu9V4XCn0KeF9q6KQpywMPddkgFR2rJzY+HcZnMRADAUtThCBQAcwFeGTkrZHWhx76ZJdBVfZ996HXdimsQ8SSbN9XStI93sfzBbvdF7olDwPzFRY6WdfLwghBDqBQzgEUIonJotRQBAUwJScF4lSelmJS2wJILI5WN2rhl/oJtlTG/O+QXt51+dX3O5dY/BXsXznIM1na3/cMPJGz8/fXNR4yYXZ+vqDDzwJM4XMcpIybDupzQx9TcMJVJLsyanPdmr19QJAS25Ne8jqTAKAOoNR3+4/BwAnKv/hHx3VPxdgbpQv0K5A3h3SfNbIpRiigKAz9oMJZ5912GREnEDGVS39awbfL3h+MnatwCAphiy38Hmat10at6hiheM9toAzrDVUmK01QBAnHJcxLXesX1U6XCn0KcJQ50WkRQx7aYRr5PGfjpr6Wen5p9r+AQAbvFswj9haf+f2mir2Vm7k4xnMBffyZz2zeg127PG78pIPZiVnikWAcBFm72FZX8wuVvTv5IYdzo789m4GKxBjxBCgYIBPEIIhY3dZSChglqWtWb8gSlpTy8eucnPQuuhoZQkK8SJAGB3GbzJ7RGSdG/+fL3h+J6SR987kn+w/HfeOva+DLZKu0sPADGKUdd8aenqOb+cVvaz636UCCID+SrEKQuy3yYbE07XvXes+m+Xdd8CgIhRDo9ZEsAL9SMcBwCVMncAP1km/Xm0GgBYnn+psSmM84pR5IsFEQBQbzjazX2fdhys8b8lD5MeDeOSfrksfwvZ0GFz6o5V/+PDYxN2F/+8j6UWvbx3FlIiZwbkhN0gvd9FNJXYIVk9BHJil68c+41amgkALs6279Jj31z85Qihu258qeOqGz0sZ9914d5aKpF8uWbYQ+02nkyRSQGABygwW340W8iD85Xh7nyAEEKDTj/6MxEhhIaaFksxiYo1srxIacbk1CeCXVu7F3wLv12X/PCvrq+8Z+Kx+yadmpb+rErs7k1lc7UV1r796Ynr/1vysLdlPXElf77rCna+BLQkGCUAUtWzpqa7S3kdqniRJNJnxy4jiQ/905dthtwLpetq6nvzZJ4DgGqJO4BPFgrXaaJIIbFdBtPJDourIUNTDAn8XJyNtJTzx75Lj5Fuf1GyEVPTfisTxS4b9eWwqHnklhDHuy41b//81MJNp266oP2C5fqUYlCjdwfwqUGujODg+XqnEwCSBUKGCs8SdYx81Kpxe0fELCVfXtR++fWZeWoGAKDM7vD9n3yq7t1G46lGQRYAUAAjpe0j82ly936NrXrjJbsDAEaIRR130SOEEOojDOARQihsSHd0AIiW54V3Jt0gnecZSjQv+43pw/5AClbLhDETU/7nnonHFo/alBG9gITcPPDFjZ83GI/7Pt1bwS7sfb+vS34kO/Z230dGxv0sXJO5plaWfaZe2+xiN7YZKjyJ1v4jbeSqJO7bE8lCQZSAeVgTBQA8wJ+04VyEHxY1lwwqdHu7OYzl7FrTGb3t8um6d0uatgGAgJbcnPMfkvUdKc24beT6tdcdHpv4CxHjDiYbjae+vfirD46N9//WQDscz9a0/USu1dMaez1V7XCSbeJponBGuSJGcXPOf2ZnveJNp1c6zgOAmePqnFfeeFVtB1yUqJVOAYAUobBjVfmpMvebbYen8vx0hTwE80cIoaEGA3iEEAqbZksxGWj6cQA/ImbpmnH71048nBvbvmsXRdHp6jm35n1yz8QTuZ5yXxe1W3yPaTSdJoPuS9CHAAXU3OF/j1OO88wnP045NlyT0bpc3hbZnfpzY3Mb605mPmqx9PgCZA+8J6ZKEQkB4MFodYyAAYCDJst3nl3KoZemnkNKu19u2dPVMWZH48bCORsL53x4bBJpBAgAMzP/pJGP9D0sUpoxM/PF+yefmZHxQoQk3ftc0m2+F5pMZ91dDCMmk4A2eLw95LovQR8a+Ql3e9Ppo9jL5MFST7kEjnfV64810cM4YABgpLSTn0yKSEjeZt639XR5/01vQQihgQsDeIQQChvvCnx/DuABIEaR782W75RSnHR9+nMkn/lS81dkrzIAsJy9yXQaAAS0JEo2PART7Z6AltyS+5FSnEJTzKTUx8I1jR0G06gLZTkXSm+vqH63RVfrbL/AXmx3fKLTe7881vOMd57nAKBSKgcAKU1FMwwAyGn6sZhocsCfGpv5bp4fTHJRHOkLYLBXtVpKOh5gdjR8eWaJt+A8kR17+6j4tZ2eUMQoxyU9ePeEI7fmfSJilADQZD5HfgI9Vd12kAySPcX2gqfCHp4S9F3xptNHs1XkEW8A32Q66+QsjUwW+XKkpPNbG95FeACgAK6XSzs9DCGEUF9gAI8QQuHBA99iKQYAiSBSKU4K93T6Si6KS4qYBgAWh7bW0yHsRO0/rc5WAEhQTSQ9q8JOIU64e2LBL6YUZUXfEq457DYYeQAnzx80WX5brx13sXxuWeVrTS2kw3aNw/nbukYXfyW+PmLuzQq8lWGahGIASPGpcL5WHZkqFALAKattp8HU99fSO+lqbxb9vnbfMtnrvzyzRGctBQCpUJOmnhOvHD8iZumcrFe7PydF0RnRC8hODSdrNtgrezGxGr079z4lMugBfKXT3QQ+9CXouyJiFPNG/DOO15IvS+3ulu+1hgIA0Ao8Aby4iwDeJ2LPlYijmMAXs0AIIYQBPEIIhZTN1fbj5T+crf/QaKtysCYAiJbnhntSgZHtLYXVtBUADLbqY1V/BwAKqKlpz4RzZldjKJFEEBXGCVReXd+bBzhttb3U2DyjtCK7uHRcSflPZgsAaAQMKU5+0e7oPt++I4rnqyUynqIAINknPhTR1NNx7kX4FxubfG8ThFK6dxt861Xb4E32ui/PLtFZywBAJoy5ffS2JaM2rRz77c05/xEyfm2o9iazNHnSW/zH8o5afQEAiAURsYoxPX16T3l7yKWLw59C78XQwhyZuwdEkUVHBvWGIwBwZQW+i6buU2VXAvgbMH8eIYSCAwN4hBAKqYPlvztR88/9pU/+cPmP5JF223oHrszoWxhaCABlLbtYzvHD5d+7OCsA5MQtT1BNCvfs+pFKhwsApDS1bVjKg9HqFJ9K3a2efe8A8Hx87PVyGQBwACesPcyi5zhvE/iUqzO074iIyBWLAKDU7tjUZujla+ibOOV4qTAKAOoMBeQ2FgAY7bWbzywm1eZlotjbR28j/d57RKNw/29qNhf19Ln1hmPkHZscMS0YrRDaqfDcx+k/K/DEmIhsmneBp5McDzy5r6FlMgFATtNdTThTLIoTuN/MuAEeIYSCBAN4hBAKHa3pzAXtF2Rc2ryDDPr5Bnj/SYVRyREzAMDm1G0snF3avBMARIxyevrz4Z5aP2LhuCaXCwDSRKLr5bIXEmJPZmceyEp/KlaTLxEDwHCx6CGNekdG6qpI1UTPkmaP69j5BPDJV7fyoil4Nj6GjN9sbm33vAqH81AvMvZ7iKaYVPWNAMByjvKWrwHAYK3efGax3lYBAHJR3O3523rXUlEjcwfwLZaeBfAs5zxW/XcyTglyAzmCrMBHMYyyQ0X38EqPmKLmagGgiRNbOV5nKbU6Wwx0rJVSAUCeREx33fPuRoUMAOQ0PQ0DeIQQCo5+sSMRIYSGiB8uP9+xtla0bJCk0ANAdszSSt0+APBWIJuS9pRMFBvWSfUvlQ4nSVv3XcYcJRGPkoifjI22crzUJzya5Angj1lsdp7foNOni0QkRuoexfNVUk8J+g7rpfOVilyxqNjuKLM7yh2ODE8V9Aana0bpZSvHPx2reSI2utev0R/p6rkXtV8CwN6S34ilzHfFfzLYKgFALoq/ffRWtTSrd6eNlufQFMPxbE9T6A+UPlml+w4AhLQsI/rm3l3dfy0sa+I4AEgX96/ldwCIU47X8J+2QBoPVKndRhkKwDd/vosKdsSLCXFjZNJJUknHPnMIIYQCAj9eEUIoRMpbvyXtqWWiWIlQTR6kKFozWPbAA0CmZqF3e7lEEDUq/q4xiT8P75T6G+/O505rj0uvXtzMEYvI8uwJi/Wuypqn6hpXVFQvvVx91ma/xmU4rlJ6VQ+5duarlGSw33RlvX2vyWzleAB4Wdu8P8h95oZrbk1QTgQAF2fbXviA3lYJAApxwh2jt/c6egcAAS2JlGYAgMFW6U3Ov6aj1a+db1wPADTFLMj9TwiKSl4pQd/P8ucBgKFEaYz7XVporKwzHAEArSeAz+s2gFcy9M+jIkd3sUkeIYRQ32EAjxBCocDxrp88m96npj0zK+MlMlaJ0/yszjUgiBjlmvH7b8n7+L5JJx+cenHO8Nf6SfH5/qOqJ92/GYqaIJMCgInjDngi7R/NlrmlFY/WNtR5yph3gmOrJN4U+k5CxNkK93f3Ga9EuQUWq/vZAA9V19c42ve3CyCGFi8dvTlNfaP3EYU48Y7R20n43RfRsjwgXR7Mxd4HddayZp8vfV3QflFQ4e4bPyPjTxlR8/s4AX94m8D3kx5y7eRIVWRw2lhd23YYAJqZYeSR7gN4hBBCwYYBPEIIhcK5+o9bLZcAQCPPzYtbkx17+5jEn0uF0RNSHg331AJMKU7KjL5ZKU4J90T6KW/pslSRX7c2JkqvVPYWUlSMgAEADmCTTj/lUvlLjc1mrrMC9RxfJZMDgBAgTtBJPbYJMneS809mi91Ti/6wz2p8K8veX1Nn6fTkASKkZbeO/HREzGIAiJCm3jF6e4RkWN9PG3Oljp07i77RWLj+5A0bCmdV6g60O7im7ce9l/6HBx4Arkt+eEzi/X2fgD9IIUPw7z5O6I1VpJNBoaHcYK8CAL1gOHkkqz/VzEcIoSEIA3iEEAo6u8tQUPVXMp4+7A+kwPWszJcemHJhVPxdYZ0aCjVv5OZn7vREmTsbmQZ4Iyn+2IiMx2KiSaa9leNfa2qZVHL5E52evbohHMvz9WIpACQxNEN1UnNMSFEz5DJykkNmKwDUOp0kOyBdJCS3CU5abHdW1tqC2WqOoUQ357774KyC+6YWREjSA3LOaE9VSG8h+hM1/2Q5J89z5+o/9j2yxXJxZ/E9LOcAgOGa265P/31AJuAPbyvB/rkCPzk6nwya6EQyaGGSASCSYaKxuztCCIUVBvAIIRR0J2petzpbACBNfWOaena4p4PCieROUwBp/i29TpXLcsUiAUW9nBh3e6RKTtO/jdMUDM9YpY4gv8K1LtdjtQ0P1tT7PquWpl0UBQApdJe/6OcoFWRAsugLzO78+bkK+fupSeQewY9my9qqWnswY3gKqGT1ZBGj/P/s3XdgJGX5B/DvzGzfTTbZ3fR6uZrrhXIHdxQRpBwgRUBAREFFEAFF/QlYQAQVrICigoggVRBPpMNxHHDAcb239J6t2b475ffHuzvZ3KVsLmU3yfP5h8ns7OwkF7L7zPO8zzNaJ3SYkqPgg7sABKLtde5X2J4Gz1sxyc+2g7HONbu+GBV9AEpyj/vc7D9y3Ph9KGrqLaHPxoR2odZiQRCAS6jU8OZlM/4UVDSg9DshhGQBCuAJIWRs9USaN7c+DIDnhFU1d2b6ckgmKUBTLAagUKMxDjKMK4We49bOqK6rnXmVLU/dWarVPFBW/NaM6lXJjvRrfP69KZ3t9mkSed2q/urnGXUZPOtXpy6AX2ExLTcZH68o03McgLX+4FeaWmPyGMbwoyvHUK7XWAG4gnsUKNvbH5PkRLQsypFDzlcBxKXgml1X9ESaAeQZa86b94TAj+vS7sZoHICW40oG/gfKrBotByAOw8kL3hByz2E7p1MATwghmUYBPCGEjK0NjfdIchRAbeFlk2liHDkKXaLI2rynuQCeETiu32h/gUH/YnXFjQU2AArwiNurPvSxPhGcL9IO+EKlWk2tQQ/gQDTWFI9vSAbwy01GAKfmmB+rLNPxHIA3/cGvtbTHxzIPP4o4cOx/tJjkdwV37+x4IvXR/c5/y4r06t6vdwW2ATBq7Z+f/4w6OmF8iIrSJooASrUaTX8LHLLBMbmJVvxNKDmYLPifnpX1AoQQMqVQAE8IIWOo07+FDbvWCuYV1T/M9OWQDFNnyI1i67Lr7Pk6jgPwnNfnESW280NDIjO/3DjYC52WTML/pL1rfyQKYLpeV6hJxPyn55j/Wl6i5TgAr/T4r2tuFydIDF9gmc82ntl6RjjuBFCet5LNbmz2rnvrwLfr3W8A0PCGc+c+MSqd84alTRTZTzI7F8Azi5Oj4LaEo4eSQ++ohJ4QQjKOAnhCCBlD6+t/oja4NuuKMn05JMMaxqB1WaFG83lrLoCwrPzT6wMQk5VNBhOA/HhsjnawiOsCaw5rcfdyT4CF5iz9rjo7N+fhihKWJV7T47+xtUOaCDH8TMe5Aq8DwBrUAVha9s3p9nMASHJ8T+dzADiO/9ycP5XkHjv+l8fq5wFUZN8QeNWS5Li4LeHIwaiagc/eCyaEkCmCAnhCCBkrh1yvtPo2ADDripeW35DpyyGZN9wW9Gn6mj2xPP5vbq+kKNsjkRDHA1judQ5eoL3QaLinuCB1z2EBPIDzcnMeKCtmcf6/vD23tHZk/3L4MusJly95d4YjsXI73zi9Ov+zswsuSD1m1bQ7Z9hXZ+Lq0JzdHeyYmXqdhecBbA1HWAk9D9RQBp4QQjJtGGvwCCGEpE+S4x/U38W2T6i+TcubMns9JBuovcerRzUQWmw0HGsybAxFmmPxV/zBpmSef4XHCX6IHmlftee3itIful3syxMs/fyiXpyXKwI3tbTLwNPenvdD4eNNxtMs5ovycrN0ATdgM808p/bv7f6NDa63ZhdezHF8mfVEk64wFOsCsKj02iVl12Xq2tSVFJUDdyjIOIHjFhoNHwZDPknySRKAMp3WkK0r9gkhZOqgDDwhhIyJVt/7nvAhAA7zvNrCSzN9OSQrNCRLkStHu3b6G/ZEG7bfdDk/TrajO9HjhDD0G/0dRY5L8qwAlpuMA13YZXm595UWseitORb/l7fnmy3t//P5R+Pax1BJzrErqn9oM80EwHPCiqofaHjD3KLLTqq5e7ReIiDLf3J6/tsTSP8p6n2cyuyuSF+aXAbPUAc7QgjJBtl765cQQia0zsB2tjG/+EvjOV+aZDM2BF7PccWaUX7/XZ1rqdHp6mKxnZHonmgMgF6Wl3ndYhq/exzwYHnxTQW2aYPGk1fZ8gw890enZ08kKgMAXgsEV1tHbX77OJhffNX84qtG8YQv+/y3dXS1x0UAn8ux/LasuCCNsXCNY9AKYSwsMfUJ4KmDHSGEZAP6TEkIIWPCGdzFNgotCzJ7JSRLRBWlMy4CqNRp05sBPwwCx91SkEjCsz5zS31ugywhvZpnDpil12mHOviSPOu7M6p3zJnO2tq96w9m/XL4sSIqytea277S3MaidwCv+wOrDtS/lkYqvikmAjDyXMFo38cZXUuMfRoi0BB4QgjJBhTAE0LImGABPAfObqbZ7wQAGmNxlrgeo7zrxXm51SlnPtHjBJBOCf1wFWo0S4x6AJ2iuDe5KGCq+WlH90vJFQSLjIYcgQfgkqSrmlrvaO+KDdzoL6IoXaIIoEKrzfIF5RVajSOloGB6FvfMJ4SQqYMCeEIIGX2iHPGG6wDk6Ct0wkSqMSZjpz5ZOF09NoGQhuNuLrCrX67wdAPA2CzfONViYRvv+oNjcf4s94y3588uDwAe+EVJ4Rs1VetmTDvBbAKgAH92eVbXN3UkM/OHaYrFWXCf5QvgmSUpy+BnJAfLEUIIySAK4EnmabdvMbz6H97nzfSFZJFgrOP9+p82edZm+kLIUXKH9smKCKDAMi/T10KyRV1y+neNfqwCoUvyciu0GgACa0EPKGPTNvwUi5ltrA0Mo3nb5PBpKPzd1g62/cMixzX2fJ5DhVbzYnX59wsdbN7elnDk7LrGA/2VJzTFJsAMOZVaRa/nuLLsLvgnhJApggJ4kmG822V442Xtzm269ylY7fXuods2tTy0ZteVwVhHpq+FHA1ncDfbcJgpgCcJaga+Rj9WqVctxz1UXrrcZPxV435bPAYA/Ji80S8x6nMFHsBHoXBUmUIL4dvj4tVNbTFFAfB5a85NKSUPAsd9r9D+r+pyVnbeHBdX1zd9lJwIoFKH/GXzDDmVmoGvGYPGDYQQQo4CBfAkwzS7tkFRAPD+bB9HNJ46/VsBSEpsV8c/M30t5Gh0B3ayDQdl4ElSXTL1Oniz9xFaYTb+t6bym+1NAMBxaTaxGy4Nx60ymwGEZeXjYGgsXiILRRXl6ubWTlEEsMCg/0NZyZE/3JVm0ys1VawZgVuUzq9ruqm1wylK6gFNydL6UR8lOIKlqc8AACAASURBVBaWGg06jgOwuO9IOUIIIZlCATzJKEXR7t6R2I5MlY+AQ4pJgUC0hW3v7HhCVqTBjwfgDh1QU74kG6gt6AsoA0+S6qJRABqOqxiHyE2WgLFKvzMnW0xs491kAL/WHzzxQP3phxpvbu34q8v7QTDkEYf+8zWBfLetc3MoAsChEf5RWWYcICU9Tad9paZqkdEAQAae8viWH6h/xO0VFQWpM+QmQlN3m0Z4rrr8/4ocPy0uzPS1EEIIAWgOPMksobmB7/GxbT4azezFZA9XcK+CREmqP9ra4H6zxn5mv0dG4p593S/u6Xq207+FA3d27WMzHOeM45WSATlDuwFoBXOuvirT10KyQkxR2kQJQIVWM+S0tpHjFAWAMjYd7JhTk8vg3/QHby90OCXputZ2tygB2BqOAIm/7WVa7VyDbr5B/xVbfslEKBofyJ+cnmc9PgA6nnussqx80DKKAo3wck3l77tdD3S7o4rik6QftnU+4fb+oqQoJQM/MX4aJ5pNJ5pNmb4KQgghCRPjzYNMVtpd23u/CB++UHDKcof2pn65vf3vVfmntfo+MOuL7KZaALIiNnrW7u58ut71uqQkkjkKlM0tD1EAnw0C0bZI3APAYZ7LjWUERSaQhlicjWefNj6ty2QZAMZy1XK1Tlut0zbE4nsj0e+1dXaIoru/fHtrPN4aj7/pD24Ihv9bUzl21zOm1vqDd3Z2s+17iguXm4yDHw/AwHE/KHRclme9o6OLDYffHYmeX9/EcxyAPEGwCsJQ5yCEEEIORwE8yRhOjGv27+n9Mh6DJIE+0ACuvgF8k3ftYxuXsm52dlNtSe6xde7XQrGu1GM4cAqUdv9GZ3C3wzx3XC+XHKE7WT9P/xZEldLBbjwD+LH9i/rT4oKvNrXJwBOeRL49V+D/XV3hlqSdkejuSHRXJHogGosrCoCPQuH90disiVA3fpi6WOzrLe3s/stXbHlftuWl/9wqnfaJyrK3A8Hb2rrqYjEFYOepmCDpd0IIIdmGUkMkY4T9e7hYnxE7XDSSqYvJKmoAzyrnFUVWe9G7Qnt2dvxDjd51gqW28LKLF65ZXvUDtmdH+9/H+3LJEZy9ATwtgCcJ9ckOdjXjkoFnJfRj1MFOdU5uzt0lRal77ikuXGg0nGIxf8th+2N5yboZ1Y1zZ97gsLFHn0rG+ROIrOAbze1eSQJwgtn085KjWQp+msW8fkb1HUUOU7IrwTjdxyGEEDLpUABPMkaXbF+nJEcicxGqogcAZ3APAIHXr5z2U55LZGnKrCtspllsm+P48ryVZ8x68Nrlu86Y/UCZdcW84isFXgtgb9e/YtKUG8ucbaiDHTlSXXIk+Ji2oFcpCsvAj/m7/NfseTcWJOLz1dacS/Othx2g5bhr7PnsOp7z+uITbebcEx7v1nAEQJlW+7fK0qPuX6DjuZsK7BtmTrskzzrfoL/ebhvVyySEEDJVUAUXyQwu4Bca6wHAaBKra7R7dgK0DB4AIqKbJdhtxpn5xunnzn2iM7B1huNcu2k2gE7/Vldod7l1Va6hIvVZZl1Rje2sA841Mcm/r+uFBSVfzszVEwBAR89mABw4u7k209dCskX9uMyQ6yWNeRd61Y+KChyC0ByL/1+Ro98DKrSalRbTe4FQtyi96Q+cnZszDlc1KtyidE+Xk23fW1JoH/Eir1Kt5qHy4hFfFyGEkKmLAniSGdrd29kSzVjtfPUjJh+Nyhm9qmzA0u8AWOxXbftste2z6qNFOYuLchb3+8QFJV8+4FwDYFvbX2cWnG/QDGOVJhlFzuCunmgTgALLAp0wYQIVMtZYBl7DcZXjE8DLrAv9mLe7B8AB1zuGyCdfnmd9LxAC8JSnZwIF8Pd2OVlnvs9YzGflWjJ9OYQQQgiV0JMM0exK1M+L8xbCYEjspVHwgCuYWABvN80Z1hPL81blG2cAcIX2PbPldLWKm4yzg86X2cYMx+rMXgnJHjFFaRVFAOXjMkMOAKeMRxO79J1jzckTBABvB4Kdopjpyxnarkj0xpb2f7i9AHQcd89RLX0nhBBCRh0F8CQDhM52wdkFQLY7pOJSWZ8I4PkIjYLv7WA33OprDtwp03+hFcwAfJGGZ7ee1eRZO/rXR/oTFX317jdEOQLgoPN/bGeN/eyMXhTJIo29M+TGJf0OgC01H8sxcsNi4LgL83IBiIryTNa3svtRe9cpBxue8faworBvOmzTqeccIYSQ7EABPMkATXL8e3zeQgAwJgbqUhM7AC61hH6YGXgAlfknX7r4dZaHF+Xwq3u/7os0jO7lkSPJivj8tnPX7Lpiza7LPeGDrtAeADbTTNa2gBAAdcmJG9OTPTvHliwnA/hsycADuDLZ3+5Jjy+bG9kFZfmvbi/bNnDcV+35txbaM3tJhBBCiIoCeDLuZFm7dxcAcFy8dgEAxZAI4EEBfDIDrxMsOYbyo3i63TT7siVvlFlPABARvS/vvpqlhcnY2dP5DAvam73rX96daB843X5ORi+KZJdx7mDHJTu9j88a+DQtMOgXGw0AGmLx9wLBTF/OgLaGI6xc4kSzaduc6b8sKTRk04+REELIFEcBPBlvmoZDXDAAQKqapuRaAaSU0E/1UDMQbYuKPgB28xwORzusSMg5p/ZRi74UgDO4a+3B743mJZK+RDnyUdN96pfu0H62QQE8SXUgOUNufIbAsxahwDh1oU/fVbZEc80nsriKflMocSv5czkW24jbzhNCCCGjK7ve2slUoNbPx2oXJHYZKQOf0OhNrFq3m0Y0fsyodZw951GB1wHY3flMe8/GUbg40p9tbY8Eom0ABK43MMs1VBTmLMrcRZEsIiu4r8v1ZLIke5yWUmdrAH+BNcfC8wBe9QdcbNBd9tkcTnRjWWYyDH4kIYQQMv6y662djD++rcX4wlPa7ZvH5+W4aERzcB8ARauVZidiVLWEfoqvgY9LwQ0Nv2DbVfmnjfBsJbnHHF/5fba9o+PvIzwb6VdU9H3a8ge2fd68f9pMM9l2je2soy6gIJNJjyRf1tj8qy4ni6dPzTFXj9MMuUQAz2VZAG/h+QusOQBisvJ0tibhN4XDALQct9BIATwhhJCsk11v7WT8Gd55XVN30PDmK7zPOw4vp9m3hxNFANKsWkWbyEQpOj04DgAXndJd6Dc2/y4Y6wBQmrt8umMUGpgvKPmyhjcC2N/9n3DcPfITksNsankoEvcAqLF9rjL/lM/Nflivseo1ufNLrsr0pZHM64iL59U3rQ2EkJyU/lRl2Xjd18nGNfCMWkWfnQF8azzeERcBzDPoaek7IYSQLEQB/JTGhcNCRxsAyLJ208fj8IraXdvYRmzugt69gqBotQC48NSdA98Tbdrc+icAHMefPP3no5K/NWjyZjrOByDJ0b1dz438hCRVOO7e1vYIAI7jV1TfDqDQsvCa47Zdc9x26j9PDkZjZ9c17opEAZh5/rHK0juLCzTjFhBmawk9gMVGw2yDHsD+aKwr+wbCp9TPGwc/khBCCMmIrHtrJ+NJ01iHZLNi7Y4t3Bj3kON7fEJrMwDFkiNVTuvzGKuin8JN7NbX/USSowDmFl1eaFk4WqddUJJoir6j/XEF2Ty5aeLZ0vpwTPIDmGE/12FOrAfRCmatYM7odZHMC8vKFY2tzXERgEMjvDSt4pzcnHG9AnV5eTaNkVMdn4yNN4dG9De/R5JH/Y+a2sFuqXFcBv4RQgghw0QB/JQmNBxSt7lYTLtjy5i+nHbnVna/ID5v4WF5IdlgAMBJIpd9CZlx0OL74KDzZQA6IeeE6ttG8cwluccUmOcD8IQPtno/GORIBcrG5t+9se9G1pKNDC4S96jp9+Mqv5vpyyHZ5Z7Objb4vVKrfaWmavG4L6XOzjFyqqXJHwhbbT5c6wLBW9s6j91fN33PgfPrmyLKaEbxagC/zEgZeEIIIdmIAvgpTdNYDwDJT3i6LRt7Cy/H4uX27WEb8dT6eWYKj4KXFWndodvZ9rGVt5i0BaN7/gUlV7ONtYd+4ArtG+iwDQ33ftjw8z1dz7y061KWWB4LsiK2+zdm/2h6WZE+bXngk+bfSHK83wM2t/7pyPQ7IQA+CYX/4vIA0HDcI5Wl4zP4/XBK9pbQIyWA3xwe9p+CLeHIFxpaHnd7G2JxABuC4ZtbO0YrghcVZVskAiBfI9SMz7wAQgghZJiy8a2djA/e7eJ6fACkohK5rAIA5/NqD+wdo5fjQkHe1Q1AzrfLjsLDHu1tRH9UCZkJbXfnP53BXQCshmlLyr4x6uefXXiRQZMHwB3a/8yW03d3PtXfNTy1sfm3bNsV3Pu/PdfIyhClEG09H7+69+sHnf8d1sW8uvuG57ae/eKOC7O8nn9nxz8+qL9rQ8O9HzbefeSjlH4nAwnLyrdbO1j0fIPDtiRTbcyzeA08gFl6HRsmtzUcGW4R/LpAiD2DAwSOA/CCt+f33a5RubA90VhYVgAsMRiysXSBEEIIoQB+KtM01LENqbomtux4tq395MOxernmRlY/L1VWHfmoYkh8zOWi2Z6bHV1RsefDhnvZ9qqaO1NniY8WnWD5/Pznc/WVAEQ5/Ob+m17bd11MCqgHNHnWvXPwVrbNcwKAJs/a1/Z+o8O/eaAwu9795r93XLy/+9+v77shLgXTvBJJju3rfAlAe8/GFu/7I/mmxlRcDn3S9Gu2vaX14baew/s7pqTfV1P6naS6p7P7UDQGYLZB//1Ce8auQ0oE8NlZQi9wHFtW0CPJB4Y5fGRrMmn/4rSKX5cWse17O52v9gQGflK6NgYTjVRpAjwhhJCspcn0BZCMURfAi1U1UnmlzprH+7xCRxvf2swS8qP8cs2NbEOq6DeAn6Kj4D9puj8cdwKozD95uv2sMXqVopzFly99560Dt7CE+b6uFzr9W86a89dCy0JP+OAre69hheKzCy+a5fj8//ZcLSvSAeeaA841Jm1BrqFCr8k36ewGTb5BazNo8kUp/GHjzyU5BkCUw42etTMcq9O5jBbPJ3Ep8fl4W9sjFXmrxuj7HaGtrX8JxjrZtqLIb+y78Ypl72p5E9vTN/1+a8aukmSf1OL5P5QW6zIXPKtr4LMzAw9gmcn4fjAEYHMkOmc4dQosgNdw3DEm40qzaXck+heXRwaub2l/ZXpV7Qjq3iVFedSdGKd6LC2AJ4QQkq2y9K2djDlZFloaASgarVxWAZ6PLz2OPaIbm3lyagAvllcf+aiiT2bgp1Ijek/40Lb2RwHwnGbVtJ+N6WvpNdZzav926oxfCbwegDdc99zWsz5teWDNriuiog9Aae7y02f9ocZ+5kk1d3Nc4i9DKN7d4d/c6Hl7T+dzW1r/vKHh3rUHv7++/icsemfq3W+keQ0NznUpz3q9J9o0at/e6ImI3s0tDwHgwOXoywD4IvUf1Pf+61D6nfQrtXj+Ww7b0symcLN7DTxSeryrTePS0S1KrfE4gDl6HRvSfldxwWdzzAACsnxFQ7NTlIY4xcCe9vbsj8YA1Br0J1lMR30eQgghZExl6Vs7GWtCeysXjQKQKqoUQQAQX7BY0esBaA/s5Xt8o/tyXDiUWACfZ1Ny+hmn1FtCP5Uy8Ovrfswi4fklV41PKLiw5CuXLX7DZpoJQFJiH9Tf5Q3XAcg1VJ0773FWwL+o9Nqrj/l01bQ7S3KO5bkBi3Sm2c5gj9a731SUtHof1qcE8LIibW/72wi/nbGwueXBiOgFUGM/a/Xcx9n3uKP97ywnT+l3MhC1eH6mXndrBovnAQBKsoRevRmXbdQp68MK4NX6ebWxv8BxfykvZYPlm+Pi1U2tsaMaLRdVlPu7Egvp7yhyCFm59IAQQggBBfBTltCRGBWmrkhX9Ib4/MUAIMva0U7C9y6A769+HkjtQh/Rvf+u5U+/1ezaPrrXMHLtPZ8+veW09+ruGJWzNXnWsty1QZO3vPIHo3LOdDjMcy9b8tbcosvUPToh57y5Txo0NnVPrqFiafn1lyx+5caV7detOHT1sZ9cuvi18+c9fcasB0+q+dmxFbecMv3e1XP/UZp7PIBw3Nnh3zTk60pyvNn1IQAtb2JBxa6Of8bl0Oh/hyMQl0Pb2lhNhLCi6oeFlkXzi78EQFbEPZ3PgtLvZACpxfMPlpXoMx3+ccnuFQqfpYFokUZTptUC2JvsGzeQhlj8pAP1Z9c1eURpWzKAX5hSdZ8j8H+vKLUKAoCPQ+EfdnQdxfU84vKw3P5xJuMZOZajOAMhhBAyPiiAn6J4l5NtyI4idWd82fGs3lK7Yys3zMZCQ7xccwPbEAcI4OVkBp73evQfv88F/Ma1b3Bi/xO8MqIn0rhm1xVdge1bWv/sDO4Z4dkkOb4ueSPg+KrvG7W2wY8fXVredPqsB86Y9ZBWMAuc7qzav9rNcwY6WK/JtRqmFecsq7Z9trbo0iVl151Qfdui0mt5TphmO4Mdk04VfZv305gUBFCet5I9MSJ693W9MErf0+g40L2GtfersZ3Ffibziq9kD+3ufDocd1P6nRwpovTpPJ/h4nlGTlaSZ2sJPZJV9Orktn6JinJdS/ueaGxjKPw3j1c9cnHfZfMz9Lq/VpSytPk/3N5HkkvZ0+STpN873Wz7x8WjPMiTEEIIGV3Z+9ZOxhTvTgbwdoe6U7bmxWfMBsBFI9qdW0fx5QbvYAf0ZuA19QcSA5DCoexJwkfFnv/sujwiJj7hdQY2j/CE29sfdYf2A7Cb5ywovnqEZzs6tUWXXHv8jmuP31mdf9rRnWGa/XNso871+pAH1zvfZRtl1hMWlXw1sTONJ46nPZ3PsI25xZezjULLwgLzfACe8MHX9n2D0u/kSNnSeT6VOkYuW0vokVJF/45/wAbyf3C61Rr7f7i9W0IRADqem2fQH3bkqRbTncnY+0ftXe8Hh1Hd86DT4xElAGfkWI43Ufs6QgghWS1739rJmOKd3WAd7HKtqfvjxyxnG9pPP+r9CDgyXDgsOLsByNY8pe/LqVK60PemYnSffgQl89PCZUV8de+1LN5mOv0jursRind/3HQf2z5p2s8EXjui6xsBnZBj0OYf9dPzjdPzjTMAuEJ7/NHmwQ9WF8CXW08os57Imrq3+D4ccuD8uOmJNLb6PgRg1hVV5Z+q7leD+SbPu6D0O+nr7UDwz04PACHTnef7UMfIZXEG/iSLmf2w/tjtPhjuJwm/LRxR16UDaIuLnaIIYI5e3+/P+Rv2/MvzrQDElAXtQ+qIi392uQHwwB2UfieEEJL1svetnYyhcIgLhwDINhv6fgySyiqkkjIAfI9Pe3DfqLyaprkhuQC+eqBj1CZ2qXi3S9NYNyrXMBLv1d3R6FkLQMMnLrIrMKIA/oP6n0XFHgAzHOdU5p8y4gvMpJr0kvCSHG9yfQBAJ+QUWBYIvK7UuhxATPJ3+reMw3WmY3fnM2zu/ZzCL6R275tdcBFr78dQ+p2onvX4vtTYml3F8wBS1sBncwn9AoP+knwrgIiiXLf/ILviblF6uSdwW3vnZw42fK6uKa4oAGr75tsXDzx27r6SojxBALA1HJHSu/97f7eLLcL/Qr51JFPoCCGEkPGRvW/tZOwI7kRqQrb3k23ok4QfDdrtiYJzqXraQMcoekOfWwnJbe2nYzLTLn3b2h5hXc04jj9rzl/NuiIAzuBuSYkN9dR+iHJkS+uf93Q9C0DDG1bV3DW6Vzv+ptkSAfz+7v8MctiB7v/GxACACtsJLDauyDuJPdTsWz/G15gWRZF3dz7LtmtTOvwBMGptNfYz2Tal34nqt93uG1s7WIS50mzKluJ5preEPjsqAgZwV3GBXRAAvO3xfeFg/YoD9XP3HvxKU+tfXd4dkSiLwGt0ujXTKgo1vffUBgngdTy30KgHEJTlQ7Ghu6gcisae8vgA6DjuB4WOIY8nhBBCMm7AGVFkEmMT3QAo9n4+r8Rn1epzrVyPT2htFtpbWUL+6F/L2S001AFQTGZx1sB5S45T9AZ1hly8dr6m/iAXDmsaDvFul2zLzCfjJs/a9+p+xLZPrP5xjf3MnR1P1LvfkOSYM7CrKGcJe6i9Z+O+7hfnF1/pMM8b5Gy7O5/+oOHuUCzRIXlZ+bdy9ZVjev3joDT3eIu+JBBtb/d/4o+2ssHpqQLR9vX1P97f/RL7siJ/JduoTAbwTZ51x1V8Z9wuGMDHTfc3e9+LSyEAUdGnQJHkiChHoqIPQHHOMrtp9mFPmV985QHnGgAz7OdS+p1IivKD9q7Hk53SLrDmPFheki3F84ykzoEXMnodQ7AJwl0lBTe0dAB43dtz2KMVOu2JZtNNDlueIFyZb/1Nd+LW86IjFsCnWmQ0vBcIAdgWjswaKqN+b5eT3YL5ii2vQkufiAghhEwAlIGfinpb0PeXgQfPx5YcyzZ1Wz4d4WvpNn/M6udji5aFeeENf8ArSf0eyabQM1LNjPjCpQCgKEJT/Qiv4ei4Qvte2XstW6E9r+iKZeU3AFCD9q7ANrbRE216aeel29oe+df28wapBu+JNL994BY1eq/MP/mYipvG9hsYFxzHz3ScD0BR5AN9k/CSHPu0+Q//2LRCjd4Lc+bOL0msJ3eY57HBdR09n4ryMAZBj1B3cOdHjb9s9W3oCmzrCmzzRRp6Io3BWCeL3gHM7Zt+ZyryTzm+8tZZBRecPP3ucbtUkp3qY/EvN7Wp0fv1DtvD5aXZFb1PhDFyqkvyrKfmmNk2B8w26L9sy/tjecmWWTWbZ9U8UFY8Q68DcJXNquE4AHqOm6MfLIBfmFyQtb3vuvoD0djuSJ/pKlvDkTU+P4Acgb8lqwooCCGEkIHR/eapSM3ASwNktuMLlujfexuKwne2j+iVwiHNrh0AIAjxJcfc0Ny+psdfq9e9O2PakZ8qFaMJvsRnYrGiWv3V5IIDNigeOxHRvWbXFWylern1xFNnJHrOFVkWs40O/5YFJVfLivT63utZZ/Ko2PPSzksuWPBCoWXhkSesc78mKxKAopwlK6t/XJ63cpy+k7E3q+CCLa0PA9jX/eLS8uvZzkbP2nWHbvOED7IvtYL51NofnzD95nAoFolEAHAcX5G36oDzP5ISa/N9VJnSNG5M+aOth+3hOY1OsADQaXIc5nm1/QXwHLjlVT8Yj+sj2UoBft/tesrTUxdLLJ/hgZ+VFH7dfvRtIMdQsoSey+I18KpHK8pejosFirxUq7EJ/ZcMlGm1X7Xl/cXl+ZItTzfoXYlFyQL71Ol0m0Lh1fXNkqI8U13+GUvifsHdnU52n+N6u80+wOsSQggh2YYC+KkokYHneTm//wBeMRoVk5kLBjivG4py1Ksodds2s1nu4px5itmysaUTwJ5obH0weHLyI1SvZCN62WZXLDmyyZK42mDw6F79qIly9L+7ruqJNALIM9acXfs3tVF8UU4igGd97Da1/KGtp3eVfkT0/nvnxRcueJENHktV7070eDup5meluceP9bcwnopyllgN1b5IQ1dgmyd8SOB06+t/fND5snrArIILTq/9ZbF9JgCgt3dAZf7JB5z/AdDkXTduAXw4nig/Ob7ye8dW3JLBEQBkYnmsvfPuTqf6pZ7jHq4oXZ1ryeAlDUJR58Bn8Rg5Va7A31hYEggEIgMPhAfw85LC24scpqFuSVTrtLkC3yPJOyNRWQEL9h90eURFAfC428cC+HWB4LpAEECBRvimIyvvwhBCCCH9mQBv7WR0cfE47+8BIOflY+Ccg5yXD4ATxaNOgGv279V9/D7bji07XlbQLSY+Uz7h8fXzismqSNasXjEniyrHPQP/1r5bWFhu0OSdN++fRq1NfciodeQYygG4Q/ubPOvYNDgO3BmzHmQL4CNxz4vbL3IGd6eeMCr2sPlkBo2tOOeY8fxexgEHblbBBWz7zX03PrHpRDV6d5hrL1r40llz/pJjKD3yib3L4L3vjc+lAgjFEuUnuYZyit5JmjpisVsPNbDtWr3u2wX2d2ZUZ230DgDyhCmhH5Yho3cAHLDAYADgl2RWLtEcF1/tSbyPvOUP+CRJAX6WvB3znQK7eSLUKRBCCCEMvWlNObzbyRaly7bBOu4qeYmMBJ8sax8GRdGvf8e45nkuFgMgVddIRSVOSRSTQ31e9QdcR66EN5rYf6XKagCKOSdxAaFxzcC/t/8XuzqeBiDw2rNrH2VzzlOxKnpZEdfsvlyS4wAWlFxdW3TphQteYO3NIqL7xR0XOoN71Kc0et5mR9bYz+C5SVioObvgQrbR7t/IFrTrNbkn1dz9xSXvlFtPHOhZuYYq1sbPGdwVjrvH4sLicuiwPWoG3qilgc8kXd8+UO8RRQCfzTG/N3Paj4ocQ3ZHyyxOmRhN7MaIWkW/PRIB8IjLo46UiynK/3oCa3z+beEIgCqd9qr8vExdJyGEEHIUKICfcrjBO9glSdZEAM95hh1Z6TZ9rPvofXabQKyeHj73IgCdYm/EHpOVZ49IwsfnzFW0WtlRINbMBJsMzwoExjEDf6D75bd23862T665Vx11lqrQsohtSHIMQFHO4lU1dwIwau0XLniRNTAPx13/3nGRO7SfHVnneo1tqEPXJhm7eY7dlOjNzoGrLbr0qmUblpR9I3Waer8q8lYBUBS51bdh1K9qfd2P//hB1fq6H6fuDPUG8NSziqRljcvzfLcTgIXn7yspyvTlpGeCjJEbIwuTbeq3haNBWf5n37eb57w99yTT7z8sdAy+op4QQgjJNhTATzlDdrBjZGsiKTHsDLws6zZ/wjZjy1eGL/qiYjAC6IiLqUc96fEpfZ8nVVQHb/xe8OrrFJ0OADhOMZoAcOO1Bj4iul/f8y1FkQEsLv36gpIv93uY2scOgN1Ue/68ZzV8YvW+Ueu4cMGLNtNMAKF49ws7LvCED0pyvMHzNgCB11eN10rv8Xd81XcFTldoWfSFRS+fMetBk64wnWeVWVewjbaeUQ7gRTm8re1RANvaHk3Nw6sZeBNlha4EtwAAIABJREFU4Cc+Bbi1rfP0Q42HdRcfRU5Ruv5gYhDG7cUF5boJsuxCpgw8AGwPR57x+HySBOCMHAvrVPdBMMRK6+cb9BdYczN4nYQQQshRoCZ2U47gTozSVRyDBTBKfmLht+DzDOv8mkP7OZ8XgFxWEV31GXV/p9gngD8QjX0cCi83Gfu8qNDnF1I2mYWAnxPjXDSqDDo3aFR82HBvRPQCqLKdsqrmroEOK8xZLPB6SY7mG2dcuPCF1BXyAEy6wgsX/PuF7ed7wodCsa5/bT+/Im8VG1FWkbdKKxzRum+ymOk4f+bK84f7rPK8E9hGmhl4f7S5078tKnrDosektVt0pfnGGawrwWHafJ9ISgyApMRafRuq809j+9U18CYdBfDZoiMu2jWCdvi54k9CYTbO7Vddrr9X9tNnYYQU4KbWjo5YDMCJ1tyvTpxaa06ZnGvg01Sj01l4PiDLn4bCW5PD5G5w5P+nR/s3V+872h3FBVPyx0MIIWRiowB+yuHdTgDguMHXwKsZeM47vABet3kj24gt6dOtTQ3glxgNW8IRAE+4fYcF8IdRzIkeUVwoONYBvDO4a1fHEwAEXnfazPsHWalu0OSdP+/pVt+GhaVf6TeLa9YVXbjg3//afr4vUh+Kde3reoHtr5mk9fMjkaOvyDVU9ESancFdUbFHrxksG+aL1D+xaZUk98m1cuCOqbj5hOrbDju4xfe+ut3kebc3gI87AegEi4Y3jM73QEbm/i7XL7ucCwz6N6dXCcOM4d/yJ9bXrAsEY7Iy6rXQj7k8b/gDAHI1wj/mzOQzMdLyKPWW0E/FOjuewwKjfkMwHFEUtphrqclwgtkkcJwawJ9oNp125DAUQgghJOtNxbf2KY7z+QAoJnOiUn0AitmiaLQA+OEE8LyzS2huYE+Pz5qb+pBaQv+tApuB4wCs8fX4jmxl1+cako3ox76P3bpDt7M57Sum35Rvmj74wRV5q5ZXfX+QGmyLvuSihf9Wl4UDEHhtjf3M0brayYRV0cuKlDqQr1+HnK8eFr0DUKBsbP7tOwdvZf98qj4BvPfdxMGKHIm7ARi1g929IuNmbSB0X5cTwI5I9GA0NuTxh3knkFgcEZDlDaHDGxaO0L5I9CcdiXqNB2bU1Bgn1B2f3hL6Kfouv8jQ++91vjXnn5XlAI4zGdkiCA64o4j+CBBCCJmQpuhb+5TFSRIXjwGQky3fBz6UU/LyAHChIJvlng7d5o0s3RFfvOywGXVqBn62TneuNQdARFGe9/YMcjY1Az/Wia8DzjUtvg8AmPVFp8y5Y1TOmaMvu2LZuquO2XDGrAcXl3797NrHzLriUTnzJFOWm1wGP1QVvRrhLy375mkzf31C9W3q+Lod7Y+/tvfrrGYeQEzyd/q3qk90B/cFYx0AopJXVkRQ/Xx26IiL32xuSwaa2B9L9+8M0yWKO8K9Y8Pf8o/mbb6YolzX0h5RFACXFtivKk6rp0P24JIBvDIlm9gB+GK+1aERanS6Z6rLH6kodWgEABzws+LCGXrddwvtxwxa/0UIIYRkLSqhn2LCySTVkAE8IFvzeWc3FIXzehTH0J9fuUhEs3s7AAhCbMHSwx5VM/DFWs2V+VYWuj/h8V1rzx/ohIopWd94VAG8KIfV9nKDH7a+/idse1XNj/Wa3DCGPzmvPxy4fOOMfOOM2qJLR+WEk1KZNbEMvsX34SCHKVBYAC9wuhOqbxf4xJKKktxj36u7Q1HkA8410V2+1bWPawVzq+8jFqirz230vDu36LKgugCeMvCZJiu4obU9dZzk3kj03OFMVn/HH0xthPl2IPiz0bu8n3c6d0aiAEq1mgemTxu9E4+XZADPCVP0Nv1cg37PnMOHgAJYnWtZPZxfM0IIISTbTNG39imLj4TZhmwcOrKV1VHw6VXRa3du5eJxAPFZc5WcnMMeZRl4A8dZBWGF2TRDrwOwOxLdHIoceSqmdw388BvRr6/78UMfVD65aeVHjb9yBfcOcuTGpt/5Iy0AinOWzSv+4nBfiIxQnrHGrCsC0B3cHpcG/If2hA6G4y4kmwiq+xeXfu2MWQ8JvBZAk2fdizsujIhutX5+uv0sttHsXYc+Q+ApgM+wX3Y53wuEAKi96/ZFh9dJfm2yfp4tfT8QjTUMM4c/kHWB4MNONwCB4x4uL7VpJ96dbkWZ0mvgCSGEkEmM3tqnmN4M/NABvDKsSXKKot26iW3Glh572IOygi5RAlCs1QDggCvyreyhJz0DnlxOroHnQ8PLwItyZFv73wC4Qvs+brrvyc2rnty86uOm+9TB7CpfpGFT60MAOI4/Zfq9HH3YzQS2DF6S4+09Gwc6pj1ZP19mXX7YQ3MKL15d+w9WbdHh3/z8tnPrXa+zh5ZX/Z/A6wA0edYpUNQW9BTAZ9b7wdDvnW4AHPC7siIWwe8fzhp4SVHeDQYB6HjuymRz+LcCo1BF75Wkm1o7Wfj7bUf+CvPELLSe8mvgCSGEkMmK3tqnFj6cyMAr6ZTQJzPw6TSi19Qf5D0uAFJhsVx6+FgvlySJigKgSJPIZV2eb9VxHIAXff6A+lmzL7WEfrgZ+PaejYd1O3MF937U+KsnNp34z80nfdL8GzbXLS6H3jl4KztybtHlRTlLhvUqZLSoVfR17tcGOqbVlwjgS3KPO/LRattnL1zwL4MmD4A7tN8TPgQgR1/hMM8tzlkGIBTvdgZ39Q6BpzXwmdMtStc1t0uKAuB6h+2SPGuJVgPgYDQWV5Shnp2wJRxxixKAFSbTecmK6Dd7RqFZxq1tna3xOIBFRsOtBRP1Rk/KGDl6lyeEEEImFXprn2LUAN6QRgm9dRgl9NpNn7CN2LLjj3xU7WBXqEl0trMJwpk5FgBBWf63z9//BahN7IaZgW/2rmcby8pvWF71fbt5jvqQM7hnQ8O9j396/KaWB5/ZcnqTZx0AgybvxOrR6V1HjkK59US2sa3t0Y8af9XvMWwBPAeuNKefAB5ASe5xFy9aw6rxmYq8lQCq8k9lXzZ714doDXymSYryjZY29gfhGJPx9iIHgNl6HYC4otSnXQOv1s+fajEdZzJaBQHAB8FQWE73FkC/nvT4/uPzAzDz/F8qSkZ9Lt34oQw8IYQQMklNvKV9ZCS4ZAl9Ohl4JT8fHAdF4X1DBPC8x61prAOgGI1S7bwjD1AD+OKU1aRX5lvX9PgBPOnxfilZUd+HwQhBgCQhMLwAXl0CXVv0Rbtp9vGV33MF9x5wrjnoXOMK7QMQjrver7+THSPwus/MvN+otQ/rJcgosplmLSq9dlvbIwA+brovInpOrvl56nKGUKzLF6kHYDPPNmgH7HpoN9Vesuh/L+642BdpAFCRdxKAkpzEgg5ncKfAJSZLUQl9pvym270+EAKQJwh/KS9hC+DnGPQsIN8Xjc3SDzbekmmNxx9NTvP+jMWs5biTzaY1Pf6oonwcCp2S9nBvryQ97PSwewZRWW6Kx99NFuH/vKSwZtBBm9luas+BJ4QQQiYxCuCnFi6iZuCHnmmsCBrFbOECfs7rhaKA9ZqSJA5Q+o6I027+JDE9btEyRejnl6oz2YJeLaEHcLLFXKnVNsXjm0ORXZHoPIP+8KdxnGIycX7/sObAx6RAV2ArAJOu0GaaxXbazXPs5jnLq77fHdz5fv2dTZ532X6rYdrZtX8ttCxK//xkLJwy/V6dYNnY/DsA29oeiUk9n535e55L/LaoA+RKc/up70iVa6i6ZPEr6+t+ohMsMx3nAXBY5rKHnIHduYZKtk0BfEasD4R+3e0CwAF/KCuu0GnZ/tn6xP/7+9JoRB+Tla81J9rXrzAbaw16ACssJnY3cFM4kn4A/8su1yOufu5OrrbmXNHvLcWJo7eEfqqOkSOEEEImK7o3P7Vww1kDj+QyeE4SuYAfAO/1WP70G/ND9/PdXb3njMW0u7YBAM/HFi3r9zwdYj8BPM/hSlui+9STHl//F2CyAOBEkUu7Q3Wb7yNJjgOosK7kcPiH1wLz/AvmP7967uNl1hULSr58+dK3KXrPEidU375y2k/ZP9mezuf+t/tqtZGBGsCXDFA/n8qkLfjc7D+eOuNXrH2dQWNjdfXu0P5ArJ0dY6Y18OPOJUnfbEksff+6Pf+slEBdzbqn04j+p51dG0NhAA6N8HB5Kdt5jDFxR3JjMJz+JW0Iho7cudRk+HVJ0ZH7JxgqoSeEEEImKXprn1p6M/BpdKEHoPSdJKfd/AkXDnPRqJbNewcAaHZtY9F1fMZsJbf/tFWnmJj2XNx3INNlebkajgPwvLcn0l//qt4+dmkn4Zt9iQXwFXmrBjpmuv3sixeu+cyM+3XC4ePuSAYtK7/htFm/5TkBQJ379Zd2XhqT/KFY1yHXK+yAsrzDW9Cnw2GeC0BSYs7gTgA8J+g1A9bhkzHyotfPltIsNRl+XNTnBspsvZ7dads3VCP6l3z+v7q8AASO+3N5SWny78k8g97AcQA2RyJpLoKPKQrre1+k0fytsuyJyrJ1M6ob5s58vabKphGGfHq2owCeEEIImaTorX1qGdYaeACSPfE5W7t3FyeJatyuaW1OHKEoui2J0V/xI6bHqfotoQdQotV8NscMwCdJa3w9Rz5RMVvcBu+6io+cns3pXDCAFm9iAfwgATzJWvOKrjir9hGB0wFo8X3wwvYLnt9+bk+kGUCesSZXX3kU52QBPABWmmHQ2Ng9AjKemmKJ4Pwmh+2w5nC5As8a0R+KxcTkjbyYrBw2WG5/NHZzawfb/kGh46SUUnktxy0yGgB4ROlgeuPo9kairOn9IqPh3FzLmbmWuQa9edKEu8kAnkroCSGEkElmsnxYIelJBPAcp+iHXgMPID5/EVvTrtmxVbvlU7UCn+9o48Q4AKGxjnc5AcgFhVJ51UDn6beEnrkyudb0tf5GQClmy0sz31hftvHF9uvj0tBJ+Ejc0x3cCSDXUJFrGPB6st/+aOz6lvbnvP2vLJjcZthXnzfvn1reBKArsM0brgNg1DrOrn306E5oM81J/ZIWwGcEm80GoFyrPfJR1og+Jit1yUb0FzY0n3ig/kftidU6QVn+anNbUJYBnJ5jvslhO+wMx5oSVUWbwpF0rmdHJFGuv+DI7hsTH6ckAnhOoHtVhBBCyKRCAfzUwiJwRW9Is65SMZnF2vkAOEnUv/d27wOSxLe3AtBt+ZTtiC05DgOneljprJ7j8o+oTV2aLOZ3StKRT5TMxk6TE0BQ9mxu/dOQF9zoXasoMoBy68ohD85mt7R2PO/tubGlY3MorWjkMOsDoUdcnhGO1MqgyvxTLljwgtpw3qIvuXjhmgLz/KM7m5qBZ2gIfEa0Ju/ilev6DeATUTTLuh+Mxj4OhQH8xeXZFo4A+E5r575IFECFVvNQWcmR892OMSWXwYfSWga/MxnAz5+MAbyi/r9PGXhCCCFkcqEAfipRFC4aQXpD4FWx409Q+8+n7te0NHM+r6buAADFYBDnLhjwZYEuUQRQqBGO/CxpTd5K8Ir9BPA+vV/iEvs3t/wxIroHudRgrOO9uh+x7cq8kwc5MsvtiEQ/CYUByMDtHV3DjcIfcXsvbmj+YXvXr7qcY3F546Mk95iLFvzHYZ5bnLP0Cwv/azPNPOpT2U2zU2vmhzUEviMu/rrbpQZ75Ki1xkQARp6z9ZcTnp2Molkfuw+S7eVk4Lb2rkdcnhd9PQD0HPdYZdmR9wEBHJPMwH+aXgC/PZmoX2hKqxxpgpGTf055ysATQgghkwoF8FMIF40kFkaahhHAyzaHOG26+qVYndgWWpt0WzayE8YXLFH6K4tl3JIUkxUc0cGO0fGciecB+NSuS6nP1faGoDHJ/0nTbwd6FUmOv7Ln2lCsC0BRzpIZjnOH+s6y16Mpo60+DYWfS2nR75akzaGI1F/DP+a+LtcP2zrZj3L3BA87HebaK5auu3Tx6yNcDSHw+jxjjfrlsErob27t+EWn8+L65glbzZAVYorSLYoAygb4QzEn2Yh+azgC4P2U/vCfhMK3JQvp7ykpXGTsP94u0mjYXLp90Vigvz8mqWQFuyJRAFZBqBj4b9fERWPkCCGEkMmKAvgpRG1BLw8nAw8gduwJyVNw0dPOVPR6AHxrs3bnVrYzvmTA9nUYuIOdKk/gAXil/gJ4rjP1y+3tj/kjLf2e5IOGu9iwMYPGds6cv7ERYhORR5Re8PYAvRPwftbpfNzt/WWX8+y6xrl7D32urvGLTa2h/kKUPzrdqVn3tmTRMrGbeqvo0y+hV4BPwmEALkkaMiYkg2iPi+zH1+8CeAALjAYLzwN41x/0S/IHfQe8sWD00nzrVcnBk/1iw+QkRdk8VBK+PhZjy+nnG/STM8ClLvSEEELIJEVv7VOJ+qE2vRb0KqmyWqqoAiDOmC3b7FJJOQAuFmMr6sWambJ1sE/Vage74gE+u7Mq+pAsx47IcnqURLieH7cDkOToR02/OvIMzd71W1v/DIDj+DPnPJxjKB/Gt5dlnvL62ES9L+RZV5iNADpF8da2zvu7XBuTufe1/uAXGlp8fRc1iIryoDOxxID9j92WbBtGHOZadTv9EvqWuOhP3leiAH4kWpK/iqX9leEA0HPcmbkWABFF+YPT1S1KAI41GY5N1rfX6nX3DTWeXa2if87nfzcQdPa3KoeZ3B3sAArgCSGEkEmL3tqnEP5oM/AAwhdfEfri1ZFzLwIgl/cZ5RUbeHoc09Gbge9/NWZecv+RVfTeWBPbOKvtLA1vALC36zl3aH/qMXEp+Nb+mxUoAI6r+G5V/qlpfENZSlbwmNvLtq+x5d1TUiT0rYAt0WrYvOtPQuHP1zenhijvBkIs7DnJYppn0APokWR/f3UNU5A9JYBPv4R+V0o/c39/TRZJmtQW9GUDBPAAzsvNYRt/dCaWkKwym39VWmzTCKVazd+ryoxHdq7r65hkR8xnPb4vNLQs2Xfo5f5mWyAlgJ+UHewAGiNHCCGETFoUwE8lySHw6WTg/+Pz39jasSv5MVfRaKTySkUQAIgpAbxsc0hVNf2fImlvNHGSabr+y9rzkk2tvJIE4Dmv74uNLRuCYQDu8CEAvMJXdtsWFX8VgKxIGxrvSX36+w139USbADjM846tuGXIby2bvRUINMbiAJaaDEtNhvkG/VNVZd8usN9ZXPBgWfE7M6q3zZ7+bHV5jsAD2BmJnlvfpIZGz3t72MYXrLmlyWKHSZyEjyvKefVN1bsPvB0Yer5ggXmeup1+Cf2elInilIEfidZ44vbHQCX0AE7LMecKPIBYcv32iWbjfIN+x6zpm2bV1Azw1yPVfIO+IOUuYURRrmlq/XNKRwnVjuREzIXDaQgygahj5CgDTwghhEwy9NY+haRk4IfouvxpKPyNlvZnPL4zDzWqYaFKLimDIOwz58Z5PrbkmCHHFG0PD5Hs6m1EL0mionyntfMtf/COji5JjgZirQDyo7kaUTnO9EW9JhfAIecrHf5N7Cmtvg93tD0GQOC1n5v9kMBP7H5UjyTT71/NT6xK+IzF/KMix/UO26X51gUGPQecYDa9UF1h0wgADkZj59Y318ViAVl+1e8HYOS51dacsuSkrraBq4gnurf8wQ3BcFCWb2rp6LfQYK0/+KWm1rX+IIAcfYVWMLP96ZfQ74mkZOApgB+B1qFK6AHoOO7MnJzUL48zmwDoeE6TXhpZx3Ov1lTdW1p0a6F9pdkEQAbuaO+6vb3rsNU5LAOv57iZ/c20mwzUb5gCeEIIIWRyobf2qSS9DHxMUW5q7WBrrSOKcn1L+x3tfSaZKRrNLctWLjrprNmnrP5d2bTBi7SV5LzlHIEfMgPvk2S3JEUVBcDBaMwTrmdD3W2RPADmruCy8m8BUKB80HA3e8qGxl+y4vljym92pGRZJ6KD0di7/iAAh0a4IC93kCOXGA3/qa5gXf2bY/Fz65rv73Kxqe9n5+ZYeL4kmYecxBl4NlcMQKco3tvVfeQBN7V1vNYTuLmtAwDH8ezXQ+C1Zl1xmi/RJwNPixFGQA3gB8nAAzjfalG3l5kMhuGXf1fptNfa8n5Q6PhXdflXkh3v/uLyXNPSFkkm9ptjcbb2pNagT/PWwMRDY+QIIYSQSYoC+CmED6e1Bv6+Luf+aAyALvnR9s8uz+spS0nXB0IP24sBtOmNP+12L95/6K7ObnWh+2EaY3HWa22+QT/QClZ1DbxXklzJMCkkywcCjWzbFs4DILS3Li77hklXCKDF+36jZ213YEer70MAZl3xsRU3D/kTyHKPur0swvhSvlU3VFwxx6B/eVplpVYLoEsUH0q2r7skLxcpw7paJ2kAH5LlN/y9lfN/c/t29J2ZVx+Lt8dFAG1xsTkWB3BSzV3TbKd/Zsb9Ap/WsueYohyiEvpR0pr8+zDQGDnmFIvZmrydx1LoR03guF+VFv2oyMH+R3rZ57+wvtktSQB+1JG43bNkgIl0k4A6Rg6T9AYFIYQQMmVRAD+VqBl4s3mgQ3ZEog86PQB44F/VFTcV2Nl+tZA+oijfbetITcj3SPID3e5l++tubu04kBLwMNuTRcgLB67bTy2h704JOPeEEp+z7ZF8AHx7m5Y3HVfxHbbz/fo7N7f+iW0vKr1m4s6NY/yS/IzHB0DDcVfb8tN5SpVO+3JN5eyUhQmFGs1JZhNSCpXbBrixMtG95g+wQXqssZmkKN9v60wtk94Y6p1DtiUSAVCcs+y8eU/NLbo8zZfYH43Fld4zBhQaBH/0WBd6myAM3ohOx3Fn5ST+Op1kGfDPVPq+XWB/uKKE3Q7bGAqfdajpl13O//X4AVh4/gaHbeQvkZ0U9X6TQBl4QgghZFKhAH4KGTIDH1eUb7e0i4oC4Kv2/BVm43cKbCaeB/CGP8BK5e/vctXH4gBq9bqXaypXW3PY71BMUf7p8a08UH9VU+vGUO/KYXUB/CDjmtScm0+WXSmFyoeiiRRrnlAOQHB1c7HY/OKrcg1VAJzBXfu6/gVAwxsWlFw17B9HlnnW18NyvGfnWAZZJ3yYEq1mzbSKRclE4oXWHFYSrOY5J+so+H/7/Gzj16XF7Jv9NBT+p9enHpD6S7g5ZTt9uyN9nkUl9EdNnYYwSAt61Q8KHatzLTcX2I8fpfZyF1pzn68uZ+t06mKx+7tcbP89pUVVk3UBPFJK6Dl6lyeEEEImFXprn/z0G94zPfawpv4Qkk3sMEAA/4DTzdarV2g1dxQ5AJh4/qzkcOb/9fh3RKJ/dLoB8MBvy4qPNxkfqyj9cOa0q2x5LMclA6/2BM6uazynrmldIIjUDPzA1aq9XehFyZUyrKs+nsh55uXNBQBF4TvbBV67our/2H62+n1O4SUGzcTOpCnAo8le2V9zpJV+V9kE4d/VFZfkWU/PMd9YkPg5lGg1LNE5KTPwXkl6JxAEYBWE8605d5cUsv13d3a7k78/n4TC6vGbw+EjTzKkvX3LSaiJ3VFrTd5FKk8jYC7XaR+rLLs9Wfo+Kk4wm16eVlGR8uqrcy1fHLTNxISXLEehMXKEEELIJEMB/CQndLTpPlgnOLv0a19nXegVQaP0twx1byT66y4XAA74bVmxOVnWfqE10Rf6WW/Pt1raWVHxNfa8Zcn82HS97telRVtm19xcYFdz6Z+Ewl9oaPk0FN4eigAw8txM/YAl7qlj5LpTAs42yQRAwxtNRfPUbwfA7IIL1X51HLhFpdcexU/mKEiK8qY/2BAb/VXl7wZCB6MxAPMM+uXDTzzmCPxD5cVPVZUXahIZTj3H2TUCgNYxuNqM+19PICYrAM7KMes4bnWu5TSLGYBblO7s6Abgl+R9KeH3tnBUGn4B/O5wn0X1Wb4GXlSU/2tqvbGlPQu7Hqi/hIMvgB9Tsw36V2sqWa1KmVb769J0GxlOUDRGjhBCCJms6K19ktO9vxaKAoB3OTl/DwD0Fx9KinJzWycbv3x5vvXklNWnp1rMbGLZ+8HQ7kgUQKVWe3vR4ZO0CzWa24scW2fX3FVcyD6mK8CtbZ0soz7PYBik27NVSPwe+mQ5NQPfxRUAyDPWyMVlbA/f3gqA4/gTq+9geyryT3aYa4fxE+nrPz7/dS3tDzrdH4XC0UFjPFnBdS3tlze2nHaowTPas9keUdPv9uGl3wfBRsEHZLln0tV+v9yTqJ+/0JpIov6itEjPcQCe9vg2hiKbwuHUiD0k94nn07Qn2jeAz+4f46tu7wMdXc94e0491Pi/5M8nS7SoM+Q06a4NGQtFGs3LNZX/qCx7Y3qlTTPZV4azDDzHDTnmkxBCCCETCwXwk5nQ2qypP9T7taIAkA399Hb+s8uzKRQGUKLV3FncJzjXctx5ub3DmXngD+W9+fnDWHj+m478D2dWF2gEALuSjcEHqZ8HkCf0NrFzpsTGHr5MAZ9nrJGLS1geSdPRxh6qtn12edUPauxnnjL93kHOPLigLH+zpf0Fb8+dHd3n1jUt3VfXOXD28kcdXS/5/AB6JPn1QHCgw45CQyz+lj8AIF8jXDR6Zb0pfeyyLiU7EgqwKZwo61hlSfwyV+u0rOGiAnyvrWNDMFEzr5YkbA6nuww+oijvB0MbQ2G2+kCdZOaXR/muzeja6E/MifCI0tVNbd9r64z0vSEVV5TRSs63xOLH7K9bur9urT+t/xF6Z8hles25gePOyrUUZvQ+wjhhv66UfieEEEImHXp3n8z069cCiHH8XktKWHjEEPi6WOwXXU62fV9pkfWIrsVqnhPANfa8E4ca72Ti+Rsd9tQ9CwfuYIe+a+CdKU3XRE7v5x35xumKRivZCwBwPi8XSsQMx1feeu7cJ/KNMwa/mEG0xcXUNuNdovhSstn+YR7odv8lmSQH8MqoZjj/5vaw3O6V+dajGHw9kMnax64xFmcVEAv6lnV8u8BWo9MB2BWJ/smVGKqnTgLfHEp3GfyXGlsvqG8+u66JfbnElLj3lOUl9NuDfWLpv7u9px9qVOfY90gpWItgAAAgAElEQVTy6YcaF++r+123a+Sv9aDL0xiLN8filzW2/LzTKQ61PKEtnrj3kU4TOzIq2Bg5hTrYEUIIIZMOvbtPWkLDIaG5QeG4z6w8ffGqs26bvYjtl/uOc5MV3NLaGZYVABfl5X4ux3LkqY43Gat1WgA1Ot2PigrTefWrbXmpaS5X60+e3vLZN/fftLXtr67QvsMO1nEcGy7lEkOtUXfqQ26+wmGeC0AuKU18X+2t6VxAOjqP6K21vr+M4vPenp91JgbaCRwHYK0/GJZHZ6hYSJaf8vSwM38lvelxaSpJFglPsj52W5O59MV9yzr0HPeL0iK2zf51zDx/Zb6V7UkzA++X5Pf6lleovdD9WVNC/+tu18qDDW/2/V3dEQwB0HDc/xU5tBwHYG8kevrBhkddnriiXNPcxsph/uUb6b0nryQ97Ul0+5eB33W7zqtvahm01YJaQk8B/Phha+AHHdpHCCGEkImIAvhJy/DBOgAfW+2fWvIAPDhtVpPRDACmPtOVH/d4PwyGADg0wj0l/QfnPIfnqyvuKi58cVr54GOcVUaeUzuiazhZ9DzXFdi2u/OpdYdue3LTyic3r/q46b7USJ4l4T2S6OybLjbmXzTdvhqAVJJcBp+soh+5zmRke6E1l62g/n/2zju+kepc/8+Zot5suXfventf2EZfIJRQkxBCCDckN5BGcpNPcn+k56ZAeiUhDUIChABhIZTQd9mlLWWXLWxvXvduS1aXppzfH0cay7ZsyxXbe75/jcZHoyNprJnnvO/7vNvD4QHCfGsw/KXmZN/7T3tz3u+0A4hR+lIoNCFzeMQf6NU0ABc7HeUTKm+MCPw0dDUbD7tTUnzVoLqMjQ7bFa6+FajVNkuRLDHv8SPxRCSLEPr+WJwNKpXlpRbzOQ7bzd4cdsZPkwh8p6r9rL3rSCx+S3NrT6reJKDp9bE4gBqz6av53qeqy1mDtDilX2/tWHe0dltqVeJEPJEYX0P7+3t62SdZaZLZJ7MjEju/tv7ZwJD/EUzeS4QUnQq569MEtt4kzPZSfw6Hw+FwTj24gJ+dSMePCC1NADZVJTPME0T46dzF6B+B1yg1Ump/UlyYOyh53qDKJH8uL2dUJtKfyPUUyxKAObRZRD8N2R0+/Gb9z9KU/CFRbQegwBIj/VIATJ6rRUEGoKcE/ARG4DtS+qdclk63WQH0qNq+tFTkvdHYJxtbWJr91W7nD4sK3p+yA3guu+rfEflrj59tfCrXPSEHNEirgT8lIvCM24oLHam63zVWK4BVFgsAldJ3Y/HB4wdgdD282evZWlP1aFV5gSTZBAHTJgK/LRRm8/Cp2o9TlS8H43EmyhebzQBOs1m3zq0y/BQa004AldJR+fl1qOpLobDhCKhSapyxd5eXPFRVlieJbDI3NjR/s7V9wOpAU0L5WH1zg6IAKJYlkRuqTRUshZ472HE4nOkA1QgmJm2Rw+EAXMDPTig1vbYNgA7yaHGFsfv+sqoGqz29Bn5zKMzU3Vqb9Sq3c9CBxoWFkEeryr9flP/ByA8AiILpqiUPrq34qte2wBiTUvLnCEpTah8B4BKSYqk2kRQbmjefSjJYJ7k0kUCBl0PhkwlF7Ggz7XjDqJDPBiOFvlCSjML+bf5kenBdQvlofVNY1wGcZbfdWVYsELzPaWf5yS8EQyOW/o7Ia+HIoVgcwAKL+WyHfcTxo6KvBn4WCXid4t1oDIBLFOZmakxYIku3FuSx7Y1OO4DVqSL2PVlk0b+bah23PG2dyykKmDYR+G2hiLF9v6+XfRoHUm9tsSX5mThF4U9lxb8vLTKWM5hBAICDWfv5tSrqxuP1H6lr+mZbsoTkqUCIJXSss1lXWi3nO+xb51adZbcBoMBd3f5LaxtOptLpt4cjZx2veyHlrneJc4LPcM4w0GQKPb/Eczic95hIo1z759yGf3q0CP9F4nAmBv6/NAuRjx4SO9sBvF45pxUETBMDCSL8qGZxj8Vq6M57U8G0Gyc6/MuYZzZ9zBGQ4ocA5NuXVeVeuKHy6zec9toNq19dV/H/0pW8hfYrzV1rd7I51xq1tYKgFxYBINGo0NvnJ/eXbt81dU3nHa8LPf6IeduLlmefzH566QL+rJSA3+rvBdClatfWNXaqrAee+d6KUhMhANyiyKR+j6q9mbUv2lDc3W2E3z0THikrliV2zKlxoVcpfSEYapjk1zoWjzMhvcJqGeoT+2xezp/Lix+sLFtvswJYnJLitVlEnlkEngDLrH22i0wDR3R9gnwPxg4FtqWV6GuUfr21nQIHU29tSX+Hi4/kuLfUVH4sx/3j4oKvFSZ9JQ9lF4FXKf10Y0uHqgL4e7fvnUg0odM7Ugk7n031OyySpU1VZV8ryGPR9XejsUtq64/FEz2a9pmmVrb+5RbFX5YU3l5cOJ73zhkdGhfwHA5nWuB/x0oVkuiSmv/t0uM8LYjDmQD41X3Woess/A7gkaWr2cb/5HtZjfffy+ZUw1J64Og3WtobFfWlUARAjiRe5Z6w7mUDaOl9i22UuNYaO732hesrb01X8jb0E8MVJlORLAGoiycM1aRlyqJ/LRwBENH1LXY3AKm+lijZZgj3CXhZPM1mYQ7wr/gDQU3/aH0TCySWy9JDlWUuse8/5dJUIPHbrR3/6Q2OWdQ1JZTngiEALlG4duK6xxmYCGHpzc2TH4HXKT7T2Pqx+uaNx+uy1IdjI60A3jrUGAJ80O26MPU1VaRKCeoSI0wsqtNj8QSAcln2pJWTMAFPRxOEF5obLf95TDo+0K9xnByKxZmiXmG1sPqUHZHYM4HgwVR1wJJB7R7mmEy/KS26yZuzyJz808FYVhH4n3R0G0tUOvCN1o6vt7bvj8UBVJnkS9O8BkRC/rfA+1hVGZtSj6pdV9f0ucbWNkUFsNJq2T6v6uOTsETFGQ6dC3gO55RGDQk9b9niHe+x84geJ9GmZP5XoktqedJFVX414HDGC7+6zzakg/uEni4ASn7hE4IJgADc7PV8PC3GrlB6d4//8tp6Vtr6kZSF22TQEkgK+GLXusF/NZT8uqJr++0XBZbxG09rXm2UwQutfT52J1Jy8c0cLwBomlh/Msu5sRp4AuSLkomQNXYrAJ+qXnKslqVb50riw1XlRSkFKHZ22B6+78rD+1iw8UAs/snGlg3HTj7k6x1DOv3ffL3s8/+ox22fnPvsElkGENZ15pM3eXyvvePJQBBAQNOvr29qn7TGdXtTSjVjAXxGyk0y+3AbRlrIOBCLsW9kubWfDHamlm+yF/CWLc/Jh/ZbnnkcE5p4vzUVfr/E6fhWqlLgT10+VoiRK4nFQ/sg1phNLIskmxWWLaHw7zq7AQgAs8bYHY3d7+sFIBHyy5LCwdXsZ9htW+ZWsXYVDYryUigMwC4IfykvOSX6rk8zWL0p5TXwHM4pia6Qln+7e960Nf/bRSf3+j8C4TpT+gRiLXLLEy4txn+aOJxxwQX87ELTzNtfZpsvn3Ee01Hr7bZCSbq1IO9aj3uNzbo8lXvMSqMJ8PFUr+zJoDXwNtsoca0ZZpinv39enijOSbV2e7w3yOTx4Ai8SmldKsf+LU8yQ1g6eSLLuTEX+hxRNAkEgFEGz+KZVoE8UFE6L1VoTWJRy2MPig111du3/c5pNTrP1SYSX2xuO+PYydfDkQyvMQQtisrqFwTgU96J7B6XjlEG3zSZQfi/dPv+2NVX1NCUUG6ob56oNnsDGN7BLiMmQoplGUBjQhl+Uu+mDr6if3jfKCMfRQQ+GABA4vH0co/xYxTAn+ewfdDjYktLb0aiLFN96dBZCQBkQtjJ3KaoPcMu6DQryucbW9lb/WK+95cl/VLf/68o/5wh/BryJfHhqjJv2v/yj4oLqk2jcL7kTBg8As/hnGJE6kxtzzpDR82g6NjsSPSIAPSYEGvJ8COc6BFbHnO3PuUKnTDRyTR4CR1P3kS5V0aJSAFEm+Smf3kUP++RweGMHX51n1XI+3YLvX4AWnHpY46kLL/K5QDgEcU7y4qemVOxZW7lb0qLjC9+g902L5MZ2IQQU/090WMAPNY5NtNwDeQ9Un8BL0s1qVn9oL1z/bGTW4Nh3e2hVhsAoaMNmgagPqEoqdD3fqcnJEoAxNpj2cwtTqlf0wAUpl7aKIMHIBFyd3nJ6ake4KDU8txTQiDpb3d9V+uOedV/KS9ZlspYPplQPtXQEsjOqFynuKWplUXF3+92Tp7CWZj6DN8YzeLCqKhLKN9NOZzd7PWwaO2eaOyzTa0TLuEVSvdFYwC8ojiqlnsVJglAgtJWdbgSfcOmfmAEPtWLK5hlIgOlJJZMPhc6O7Kf5/DEKGXfo0cUV1ktMiGf7L/0tiztBM7IYouRRT+kIb9C6acbW5nCX2+zfr3Ae7nbuTFVj/Bhj+uzw643zTGZHqgsZc0mr3A5rs+ZFHMNzgjoetLpkwt4DueUof1FR+ioue1ZZ8M/ckJH+65i4fqB93iJLql5kzvSKIdrTW3/cdXdkxs6MSn3gVQl0XoTACLTvDMjxVcGBRMFoPjEpoc90Sa+vMvhjBF+dZ89EE01v/ka246cdd5TgSAAkZArBtW3X5/jvrOsWCaEAJ+btPAvgNbA28wMudi5dviR7v43mnmi+EG3a1FKf9YnlBsbmxsVVSsuAUBUVezqAHAirapZJeQdTy4AIdDLigiGx0jzLkrp51UWCxMeBPhFSeFFzr4qX9Out6Vjh42HYlODRMgH3M4tNVX3V5TON5sAdGvar1MWX8NzZ1cPK93PlcQfFw23rjFOjCWJV8Pj9dsbildSPcY+7HH9qLjw/spSVo7xTCD4vfYJ066MQ7F4nFKMJvzOqExlIjQkhstEMCLwy/pbwTlGmUJP4nEjc17s6hzVVIeCAk/1BtnbP9tuZRnsH8/xmNJypJeO9LEYZfCHYkNm0f+ovevtSBSAVxT/Ul4iEQLglyVF5zrs13rcvyotGnGqp9msL86p/ENZ8R/LS0Z+Y5xJgKSWNSnhl3gO55RAjwmGxzuLvRtE+wv4WLvU/Khbi/b9OGhhofNF52SktUcaZF0hAOyVCpGorSJRdq1fcmkAtBhpedwdODC6qzmHw2Hwq/vsQd7zDgkGAGhlFa/mFTMH9TPs1nwpQ57SNR7XqzVVW2uqLnE5Bv91ojDy50vdGQrg0xmQQu8VxSJZ2lZT/bfyEhY2jOr01pY2rShVBt/WAuB4/2reN8qq2YZUe3zEubWnssqNAl2TQL5bUjTPav1RadHH0iKHYluL+eXNyQeEAJCaGpKPgEtcjrvLS5ig+ku3rz4xgg37jkj0J53J9YVflRQWjSaSPFrW2a1sSeK1cHj8Te8ysislej/gdgFYa7P+rqyY3QX8scv391Sbgwlhe8pTzegMlyWVqQ5q9UOb5CcoPZJIACiWpQH/MkYKfZat4Em8zyWOdI1rFaNH0x7rDXyxuW3p4ROfb2plOzemlpbyJPEDafaHy2zDpdADWGwdwcfuhWDozq4eAALwx7Jio6K+XJY2VZXdWVZkya6meoHF/GHPJDprcEbAyIjlEXgO59Qg4Rt4p+daHDflagDiXaIaTP4UxFrklsfcTKubvFrh+0ImrwpAixP/zhFyuMaAkT9vn5tM+zJ5tfLrei3FCgCqoWOzw/f2xL8uhzPr4Vf32YN05CDbiJ+98YlAsivbVa7M3d01Pd7Y9H9N9V/uCL07eVNqSQn4omEL4DFIwOfLEgCB4HK3c1NVOfvr5mD4sYJkTI+VwZ/or5bfKJ/DNrIpgzcEfGGaw9bn8r1H163+bL7X2EPiMcuTm1jGvrp0hV5SBoCEQ4KvL9i+yGK+IccNIEHp99uGE2w7IrGP1DcxY/0bctyXDfHtTBQmQtbbbQACmp5NF/QxkGYLnxTVH3A7v16Y9Ff7RmvHS2ltz8bJ5mDyUBsdo1t1qkwlWdQPbUR/OJZseLDcMnB1wDnKGngS7StYEMck4A/F4j/t6Lq4tn7RoeOfaWx9yNfbkUoYsQnC+9JK0G9KZdGLhCzMPgKfyceuKaF8obmNLfN8Od+7kbdtn7loXMBzOKcWCV/yn92zKurdEMlZG8k/P2SrTP7UR+pNACINcvO/XXqCADDnq2XX9DoXx4ouDbJMHf9eixqayF8MqiNSZwZARNiq+y46olUv/VDAuTAp6XvesiW6uNEphzM6+NV99sAqtKkoxkvK/9MbBCARcrk7g0SkVH/+yC17W+4+3LHpod0X/ufgjb7oyCHrMdAe3APAIufk2uYPP9Kd1qdNJMQj9On5fEn8TkoQfl0lvZIJgNg/Ai9QCmAHiM6K5BvryUgNydOawA/npGJ+7ilmK6Dn5ccufL9aWpGcZGND+rCvF+Qxr/KnAqGh+sNvD0c+XNfIorgrrJbbiycxed7gnFQW/SuTUAYf0fUjyb5rUl7ax/iVfO91OW4AKqU3Nbaky8WT8cTt7Z27R7+aENZ1VgGeI4mrrQObpQ2PIeCHSaE3Pp/lgw4+6hT6aN8JIPh6yChbAByNJy44Uf+Lju5dkZjxehIha23WbxTmba2pTM/aWGm1nOewAzjP7bKOpNZKZClHEgEcjsUHOBQolN7c1OpTNQBn2m23FngzHoEzM0idqIQLeA7n1MDwhDMXqjlrI94NESLSdAEfrjW1plq4WYvVkg/1ChYdgMmrORbGAFCV9Lw5kcHwWLOsRQkAa5kimvtdcohICy8KupfHAFAdndvsmJQcQQ5n1sKv7rMFXSfhEADqdL0WiXZrGoCz7DavmEGdvl73w2NdT7BtCnqi+5l/7bksrgYmdkYJLaTqUQAucwXBCMm0njQBnysKQv/hN+R41tqsANo17bvLTgMgdHcRJcF6yFk1bW1vN4AeTTsydwGYHcDW54fv4MV6yKF/BH4A8u4d8tFDAKgkRy//EJVlrTwp4KWm+vSReZL45bxctv2d1o7B/m1BTf9EYwtzC19tszxaVWabknvrc1PR2pdDEy/g343FWQH84K7svywuZK7+QU2/vr6pTVEAxHT96qMnftPZ81/1zaO1uHslFElQCmCj3T64h9nwVKRq4IdqBf9MIPij9mRdw+D34ki9XCjLSadF4KHr2TgypPN4b8CwZiyRpRty3PdUlB5eOPfpORVfyffOMQ20Grq/svTx6vLHlyzM5uAsCB/W9QHVBD9s79wZiQLIl8Q/lxeP9hPmTDOMGnj+PXI4pwRGCr3J07dkbC1TiUQBhOvktmdcVEvK6eIP9KYr6tz1EeYPHzxk6XrFHu+cmHh4+ERyNdzIn+8HgffMsGTXAUSb5dCx0a3LczinOFzAzxJIKNhl6n5qzpY3Sndt6mlnO6/KFH7f1/r3d5p+D4CALCr8iFlyA4ipPbua7pzYKcXUHrZhlXNHHJyeQp83SFELBL8sKZQJAXBXYfkOTy50PdzayqLocyPBM1Ia6Y3qeWxD3rvL+vi/honDGxH4oZpUix1t5q0vsu34hZfo+QUAtJJyVgYvNNYPGP+ZvFwmFPdEY5t6ewf89eVQmIU3V1ktmyrL3ZkWVoZB7Gy3/f3Plic3jbav+BKzmS3i7IxGIxPakxzA7kgykD64KN0kkL+Vl7BWAk0J5dpjJyOa/uOGptp4AkC7qh6MD2mEnpEtqVT8C5yjDhEUyhIr3m7IdD5sDoZvbmplmvkyl/OCQT3SRttGToj1S8EgozSifz5VKfBoVdneBXN/XVp0hcsxzAljIeRMu80mZvVjbhjR/6qjy7h9ezYQ+lOXD6nS92GWtDgzA52n0HM4pxZGBF5OE/BEpNYyBQBVCWvGbqtMlFwVEOR+i9GyUzeC4f7d1sZ/ejpeGHd9H0XS2Z7AMSfz0rlgorlnJq93Xa/ZqcIXHDmcbOFX91mCEAxsrnptb8HBLa7nnuztAiCBXmQf+P0GYvWv1H6Hba+v/NpF839/zfInCREA7G75c0SZGMdsRjSRFPCWLAS8iRBrKuyelymnfaHFfEteLgCdkFuWrlEJqe1IrlPMDwfXBZNmaW+5cuLnXwxCNEIOd3TID99HQsGMr9iXQi+LAIimIi3VmSQSlic3EU0FoCxepixbxfZTi0XLLwAgBHpJoJ9KNxPy3aJ8tn17e9eARuhGhvbN3hxndlorHXn3TrGzXT5yUGxqGHl0GgLB2Q4bgIRO3xgit3/M7Erliq/KVH2dI4kPVpaxxnK7wpEr9x/8aUOz8dc3RmmMzwS8AFzgHLXtIgEqTDKAdkWN9TfzezkU/kRDM6t+f5/T/peyYmHQLYSRQh/McgUk2i/ZYVRG9C2KylrlVZrkodqtj4crXA4WXX/IH2BJB42K+j+p0vevFnjPnYQX5Uw1xk8ZF/AczqkATQp40aYL/ZPV7VV9y9aOmkTxFUEWkx9A7rqIrTph5EoGDpmVQa54oyLWLrGKekuRItqHvHS6FsatxSoANSg0/9uV7o3P4XCGgf+rzBJIwN/kaAVwUjotStwAKpW3N+1Y+vyRzzf4tuo0eT+39cTXVT0GYEH+B9dWfBVAnn3xgvwPAlC08I6GX0/glIwIvEXKqlOdEYTPmPYP4KsF3iqTDOBdp+d3VfNPBJI5//PDwTUmiV13ngkE/avWxK685mOrzjz9rIs/UjrX9o97xM72wUdLN7ET21vtv/uF467fGZrc/PxTgq8HgJ7rjV90WfoTtbJKtiE2DQzCX+l2slT/FkVlbt4G20JhAAQ41zGWGjPWXwCA2NE22ucakmxrcML85BislF0kZMUQ9mlVJtloLLfF1xtPE8Dbw6OYzKFYvCmhAFhpswx1egwPE/AUaEgzPtwejvxXQzPrzXaew/63ilLTYPmebmKXnQu90N/jXRiNj90LwRC7t7p49OsU2XCG3faTlPnCbzq7zz9ed9XJBr+mATjHYftqPi99nw0YJzFPoedwTgXUkMCK29PD7wzbnDhLj3cuiBdeGmDbgxHMtOTKQNUnexzzk8lxgcPjymkP1yaf7pg7pHcsABDknRdis4q1yk0PebihHYeTDVzAzxL8gcMxKQ7gqOkStmex8pKiRw53PPLv/dfe8/bKHY2/OdT+cF3PZgAWyXPu3NuN566v/JooyAD2td4bjDdO1JSiipFCn5UqMAR83hAKzULIz4oL2fZt85ZtJclh80LBvPyC85x2AJ2q9udu/2NF5Y8XlgJ4Lr/47px86wN/k04cHXA0VgPvEAS7IEj79xIlQYIB+bknAYi7d8qHDwCgohS78hoq96s61suTAl4aFAwnwA+LCtgt8++6elpTawSNinoyoQBYaDYNlbE/PEYegdiRYTFieAwBf2+Pf19sdInrw9CjaUwMzzeb7EMH+tbarHeUFRkywitJTCS/GYlmXwVv+M8Pzm/PkqpU6bgh4HdEYtfXN7NEiTPttvsqSodqezbaFPoBEXgh0/rRUDwfDLGNiyfNBP4TuZ7/TXnU7YvFGxMKgEJJ+lNZCS99nyXoRgR+XDE0DoczIzDy5005AwW87NTLP+ovuTpQeHHSbX4YJKeeuz55/QoeNg82llODgm+HLXhkZG0fNhrI1Qwr4AFzgVpydUC0UABKQGj6lzt8YqDVC4fDGQAX8LOE9sg+ABrkI/I5AGRC3+9ySUIyLhpOtG2vu/2Fo19gD8+o+pZVzjOe67ZULS78GACNJt6o+9lETSmm+thGlhF4d0om5Q3dGn2j0/5BtwtAWBQfyE+2lJsfCejFpd8oyGPi486unm+39kmmby1Y0SDJ1sf/ZXrnLWOnRmmXpiFVAC+2JztsC8ePqi88I29+hj2Mn3+Rll84YA5qcVlycKbU6NU2yzUeF4CIrv+oI1mZvy1Vv33eWFWZkBLwpHPUEfhyWbrS5QQQo/TG+qaeUZqiD8XuaIxd3FdaRriWf9Dt+nZpEdu+rbxkpcUCoEvVjmVqZpaRF1Ky9sJRNpAzGOBjtzsau66+kXkKrrVZH6gstWaKvTOcqRWloJ7VR2fUwLOlHyEYIEO3r0snouuvhiIAXKKwwT6JrXG/VpD3ubwcKSXXrQL5c3lx/rDtGDgzCWOlia/IcDinAIlMBfAGJq9mq0yMZCWcGpyjWYpUAGpAjLbIfS/RLXW84Ky/N7d7u639OWfvnoFur/3m0y0yUz1Tniq7R75uWsuUsuv8rGu9rpDWp12+ncMdn8PhcAE/S2hXDwM4Ka8JETOAcx2OaxbecdO6A++b/9tS94b0kUXO1UuLPj7g6esqvsrU/pHOR3oiA4PVYyOqJDulZ2NiB8AjjZBCz7ituMDTPxBaEw6pxaWrrJbL3E4AvZrWoqgAWDgxKEmfW7qGUmp+6XnLi8+wW9suTWP26YWyCErTY6TalueIqgJQFi5RVp4+eALU4WCVpUNV13+rMI9Zpv3L1/tuNAZgWyqAPMYCY103WouL3V0YvQL/bVnRfLMJQKOi3tzYotJRWsBnIs3BbuQL7ddKih5ZsnDTkoU3eHPOSEnTN7LrbLcvFn8rEgVQIEkrR2p1PhSVpuSqUIOi7I/Fr61rCmjJjgAPVZYNk0GA9Ah8din0iCTfl1ZaDgCUkuyy6LeFwiyf/3yHXZ5k6fWDooLWJfOPLarZNX/O/gU1Z07megFnqkn9QlJeA8/hzBaojtannfX35YSODwxQG/XqGQX8aGFd5QAED5kBRBvllsddDQ94AofMqXJMdL5iH8Y3Ptv8+TRkt1Z6rd9WkQAAiu7X7e0vOJltPofDGcxMurq/9NJL1157bVtb5ghkLBa7++67b7rppmuvvfYb3/jGww8/rGXSOVkOm3G0ohbAQdP57OFVLicAs+RaXHj9NcufvG7lC9W5FxEQSbBsrPk5GZRHZTcVrSy5GYBOtTfqfjwhU0qLwGcn4EdKoWfkS+L30NfNOz8R85hM1OUG8PV8r5EDLBHyYGVZriQCeCmv8G9lcwDIe3baHnuQxGPpBfCCv2dwgFT35MYvujzzDAihNjsA1rdvMKWynDOXmG0AACAASURBVPTbA77T1qlR+lokAsBEyIYstG6GFwyHYEhuTRN7ukd7BIcg3FtR6hIFAK+EIj9sH11js4wM72A3mGvyvR/K9wLYYE9+CFma6v065Zf+Ka9n6DD5CFSmUui3hSIfqmtkVd/LLOaHK8tG9BS0C8mzKksTu+RqiyjqpclkjSx97Az/+YsmpwB+MB5RLDfJrtG7KnKmM8T4ueACnsOZLYSPm8PHzYpPbHva1fmSgxW9M4ZJoR8DrgUJVqEYOm5ufNDT/Jg7Um9i6fREosxzDhTtzztiaSH6dIwlBsdI+fPpiGZafFXAvTJ5YxA8ZG5+1KVF+I8Yh5OBmfSP8eKLL8b6u0MZdHV1fe1rX3vyySc7OjrMZvOBAwceeOCB73znO8FgcAzDZhw61TrkFg3yUfksACZCLnX1EwCFzlVXLnngE2t3fmLNjgLH8owHOa3si2bJBeBE99Ptwd3jn1U0MboIPDOoAzDXPEL50w1FBev9SQk6LxzSSpIyaYHF/GGPi23/d65no8N2e1HSr+trS09rstoAiCdP2P75985QUnsXSpLYnlwSUufUgBWoS1Lsyg9R85Cry7rdAYCoKolnPiG/mJ/LenFtD0duaGjuUTUAa23WsfV+F/qH+snofewA1JhNfygrZi//h66ef/eO65zXKXZGYwAshCweKYV+AGttVpa8nU0E/lg88XQgBMApCp/K9YxpskBaCv2hWJx9HYvMpk3V5Z4sLPFEQtgXl2UNPIlFAVCLVctL1l+I9bUjPutoPPGYPwBAIuRCbgXPGQ+8jRyHM+vw7+4LAPTuszSm+b0lU+gJZM8ENIsVLLqtKgFAj5N4R/IlRKueuz5S/SlfyTV++5wEAKqRtucddNCKgRIUWCd5yaWZ8tSBfx4WIiD/3HDBBSG2ghBrlcO1vB6ew8nAzLi6RyKRe+6558CBA0MN+PWvf33y5MklS5bcc889999//5/+9Kfy8vL9+/f/9a9/HcOwGUdP4EBCVGrltTHiALDRYc/YNdplrrCbioY6iEXOWV12CwAKur3+R+OfVVof+KxM7D7vzf1OYd7d5SWLRhKENC//94f3mKgOYJ2/WysqMf707cK8sx22S12ObxTmAbjG47rE5QAQBPnM+VdQWQYgdHV0Hz3MxhdIopAS8MrCpcplVwtVcxJXfEgrLB5uAvbk+shQQXi7IHwr1VJu8zjz5we9SkZT/Wy42On434Kk98GXmlsPjMPQ7nA8ztran2azjjbZ2yEIyyxmAC2K+lYkWpdQEvqQKf13dHaz+5FP5uYM0wt9RJyikJv29FVWy2PVFblZH5Bl0WeVQq9pLKGDWm1aRSUrg5ePHhJ6/cM8KaHTzza2sBZ313hcObwcnTMeUgJ+cLIVh8OZicRa5VibBEC0UCZuE91i40Pu3r1WqkENiAAkhzaUyfxocS7sC07Ibi1/Y6jqv3256yKCRScCii4NmvOTdfK9+wem4EVOJN3vRhV+T8e1NFZyda9opa4lMdfSzGESDucUZ7pf3Tdv3nzrrbfeeOONjz/++FBjDh8+vG/fPofD8c1vfjMvLw9ASUnJd7/7XVEUt27d2tnZOaphM5GO7jeaxGWbbbewh1e5nWM7zqrSz9rkfAANvm2N/lfHOSvDhT6bPvAArAL5n3xvVpMXhEV2+5Y3t/zuwDvfPbZPKyk1/lIoSY9Vld9XUWrULf+ipJBFWbfouPvK69jO9njcGG80ZtMLirQlK+TPfVlbuGT416cpKzUSyizgAVzncd2Sl5tubD62BnIYVGwvdo6iLdkAvprvZSsaUZ3e2NDMRPgY2J4Knhv58KPCcGi7vLZhzdHai2rrM5blNyjKo71BABZCPuvNygpxGIzMjstczieqK/JGI5JZmn1Y14deakhCDAc7i4VarMqK1QCg66YdbwzzrJ90drEGAeUm+bbU0g+HM0ZS/010zDUnHA5nOuHbldTJOWsjpR/2M2c4qpHObfbmR90sDG7KnYDwO8M+J+FeFrNVKEXvD1Z83OdeHkvvHk8k6j0rGZnwvW2jSr/fmbHlzw/AWqaUf9Sfv3HIWywO5xRnugv4urq6lpYWs9nscrnIEIG+7du3Azj99NOdzj7tV1hYuGjRIkrpm2++OaphMw6V0p+G3Pc67+wWKgA4ReGSsRbQyoJtTcWX2fbrdT+kg1uIjAYWgZcEq2GGP4FoRSVr/D03Nxy36rpeWDLMyEJJ+mFKEX07rrXYHADqU36shbIktLcAoJKke/OGOsgA9FQEXhgiAg+AAN8ryn9nwZzPenNconC5yzFmA7YBAl4YkEJPqXz0kO3vf7bf9Xuhe4TidoHgztLiGrMJQH1C+UxzqzYmQ7s3wkmZOraq/jP6y/4DKZu6dHo17Ya6JoVSADfkesbvkX5rgfd0m/X/FXjvKS8ZxnM+I2w9iALhkbLoDbtBarMBSJy2DqIIQNq3h0Qz1/xv8gfu7OwBIAB3lhaPJ9GAwwHS28hN90s8h8MZETUoRmrNAAQTdS2JWQrV8uv9zkXJOESsNVkgNiEOdgwiIP/8UMkHeh3z4hnzeGwViq1cAaBFBH+aI70WFdh8RJtuKVLGMwfJqRF+MeRwhmC6X91vuummf6RIF97pnDhxAsDq1asH7Gd72F+zHzbjuLWl/RlhFSUCgLl6IhtTrmFYVvwJl6UcQHtwd233cwA6w/sD8YENz7MhpviQdQH8aNGLk1F33Zs/TLE647oc94VOO4BeTbtl+dpdrpx/5hUDIMCcRJzJKlpQmP3N7ogp9AaFkvTD4oITi+b9raJ0zLEwwYjziyIAEgkbryuePGG7/27LE4+Ine2Cv8f09usjHs0lCvdWlLKTZGswfHvHqA3tKPBmJArAJJA1trGkFVzgsN+Y61lltRj180ahASNO6X81NB+KJwDkS+KX8yfgLDrPYX92TsWtBXljiEpm3wo+LQJvBXCXSr+1fmO3yURURd719uDxf+723dLUyg76P/nesWU0cDj96GsjN90v8RwOZ0T8eyxUBwDXkphgogAEEy28KFh4cZA9ZJgmTsBnQ+4ZYRYK8b9j1WLJy2r4JKtuhGNuto3rOBzOGJgNV/eWlhYALCs+Hbanubl5VMNmFj/r6Lrf1wuAUH1j5J+vCfqaMUVEDURiWlfx/9j29rrbnjzwsX/u2njfzjN80dEtcKh6VNVjyLoJ/GhRS8uZ3tbKK7MZ/8uSIma1/WxO/uVrz1MEAcCNuZ45PcnSCa1guKL3AVB7ci1pRAE/IRgReMOuT+xoF1qabA/dZ9v0gNHEHoB09BBRRl7znm82/b60iF1bf9/Z80wgs6Hd/7V1nnns5J1dPYn+UfoT8USHqgJYYbGMNpSdnCchvygpfGFu5b0VyYWYzaE+Aa9R+pnGVhbkd4rCw1XlzBGwD0rFlqahHAQnA2NRbEQjepJKJaBW285I9Bst7b90edecdclrOfmm3W8Ttd+384uO7m+3drAjXuFy3FqQlVsEhzMCfW3k+B00hzOz0RMkcMACgAjwrOp31XMujFd8zM/atgMwF44r4j1aLEUq6xKnxUnwQDLBMJzKn7ePI3+ew+GMiDTykGlPOBwGMDg+73A4AERSPZmzHJbOkSNHbrvttsH7f/e73zkcU9TnaTBCKhj4elz5eUfS6f2i2B3Xt+30nvVF4hm7UzdjvfvTu1v+0BU63BM5ynrCa3q8PvB0dfF3sz9IbyTANpy2Qs+4p5QBj4d+/CY0N1nWn2mxjLxm4QF+odNPH6sF0CObAMyTxN8sqLFu28y0qblqjsXjYWUaTqeTDptYTouK2A2yJZGwTsa764+WysqWFy/VG+sB2LY8S309fSNycmG1oaWJJBLO5nohU/v6AVzv8Ryl5PbGZgp8tbXzvMLCfJP8o8bmQ5Hoz6srys3munj8D109AL7X1vk3X+8PK8uvK8hjamBve3LV47zcnCy/XOOktdlsFktfKcFKYEFjy5Fo7HAs3muxVlrMAD5//OTTgSAAsyBsWjT/bI97wNH05/9DX3kJeQXil26dmiTh3I5uBEIAiM3ucQ5nRkgFkjw3cnL206R8ajFbL1638dvH93/j2BFxw1ls58FI9Oep9IdPFxXcMbdKHEfvd0EQLBaLycQNeyce4+ydlJ+ySYDabOwkNFttU/ADNVEM+HHgTCBiqjBnxKsbZ8wIgmA2m2U5c2e1MdPxlqDHCQDPQppXPigR1QPvTejep0tW6lkw1fel8nnk0HEAiBy3VV1g1uKobWROeyheYiPiGH1/MpJ+F2G18lQ1zqnObBDwiqIAGPz/bLPZAMRTdmVZDksnEokcOnRo8H5CiCS99x/dRtn1f826rXvJszU/WBPfVBbaIHnzyARMTLpwyW0PvXVN+q5jHc9cuOQH2R8iofeyDbs5b7I+q0VLsWhp9sNvKi3e1N3zQo8fgKzr95tEt9mstLWwexmpvML46MSRipBpTm5ybTkUmIIzQQ8FKQCLVayey+7LDfVOnC7xgovFtWfoRw4q994FgOzdJZ2+PpvD/mBO1fZgaKu/t0tR/vt4rUaxzd8LIEeW71pQ83pX3wJBfTzx8aMn7mht/8XcqnM97tdSEfvzcjyjffuCIAj9JfdleblHGlsAvBAIfs5h/15dw11tHQAE4N6F8y7KyxCUTuzdBQBdHWJPNykaRerEmHGn7snCoMO/ZS0eZd+R4HDuTVsW1Aj5/rxlr/b0PKCqRRYLgO83NrORny8tvnPenPFPcvBny5lYpsPPfjboJLmKJIjiTJkz+Ak8JYx4deOMB0LIxJ7DVEf7W8ntkjOHuPOUUDTyov2k4K6ExYtYNyJtROmRAnXQVQDIWQDZPFm/PPwc5nAwO1LoWVA9OsggigXVjZB7lsNmECfvab/k8NnndOZ+pi60rnXlmraVxD0xwZbFJR9cWvphSbSsn/tFj60KQKt/VyA6iiqDSCIZWrSapktWMAHuml+TKwDAd47vP83fA4C2NAGAKI5KB5LU2UKD4+qmnhWaRsMhAMTlEopKYQRprTbp0itMX/uuuOFsiKKwYDGxOwDox4/S3t5sDiwQ3Ldofo4kAdji62XqHcDzPX4Ar/YmcyjKUubtO4Oh8/bsv3LfoS2+XgAiIWe5XeN/f5fmJossnun2/aml7ft1jezhb+bN+UhBBltB2tVJUy3Z9NYpqnxxpu4YgtoIRYY05c9PbPY9qbqAm4oL2df2kjt35dvvbPb5dwZD/+7sBuCRpNuqKyZn1pxTlb4+8PxOl8OZwfgOI+4DAEcpnNPyQpG3PLnRuQctqeZF+QPNpjgczgQzY9bmhyE3N9fv94cGNfRie3JyckY1LJ1Vq1bt3Llz8P7u7u6urlFbf00UVqvVbrcDcKw0+7YAwKrmz1Sp91Obvcs/XK/pUXHBnD9cMOcPAGLR2J7IXRT0neMPLSu+Mcunt3WfZBtEtb+Hn9UAbMAbTmv3M0+sDvjiFrm3scHh9wHQcr1d/l4Asiy73W6/36+q6vCHclisJBbVA/7Jfnck0OugFIBqsQXCYfO6M+UD7yaWLFfWnEEtFqRkNgDzgkWmXTug68HXtyXWnpnNwS3Az4sLbmpsSd/ZGI+/0dyyrccHgACb51S8Eorc1tbZoCgAnupORuaXWswJvy/LN2+ctKFQKBbrV8W3WKcOQQjp+gs9vmd7fGznl/NzP2qWM3628ru7jSzbSO3xeHlVdlMYF2IqQ6fZ5+8atjuDpaebBevbFfVwJAag3CT/2OvZ2Nn6hajqk03tOi7ee6DUJLOjfM7r0fz+8Z9Dubm5sVgsYykQZ5zk5OSwmM/0+SkbHrm3l/2PROKxxEyYMyHE6/UO/nHgTBROp9NsNgPI5urGGRs5OTmJRIJVa04Uza+4ARmAfVmwqytDouh7jlguAjkAWl8Hs6+zFquKyz/hPzw2m40lzAaDwYw5s5PNYAstDuc9ZDZE4FldYk9Pz4D9Pp8PgNfrHdWwGYRzmUUgGoAgWUoh6q6BpcITQnXuxWzjZM/z2T8rlmoCP0ku9GPGm5OzOuADQPw+sTUpXPWi0mGflAHWCp7EYmSkkOw4MVrNU4cTQPzs80Of/XLi7PPpoGJRdckKtiEf3Jf98a9yO2/IcQOoNslXu5OZBY/4e0/EEwDmW8xeUfyA2/nG/OrvF+V70lLXxtZAbjAmgZzrsANIUMp62l2f4/5m4ZC90MWG+r7tzvYJmcOIGCZ22bvQHxRNrLn9UosZwEXzF7yx7+11vi4AOtCYUAB4RfHT4+5vz+EMhLvQczgzn3inFG2WAUgO3VEzHdU7ADlHsxSqQFK9A8hZy9eROZxJZzZc3SsqKgDs2bNnwP69e/cCqK6uHtWwGYRgptbSGACVWIPCfDo5Ar7UfYZZcgNo9L+q6Nn+LkdTAn6SXOjHDLU7qCgBEAK9QioBWyserpN85uPYHABAKUJjzKI37Xrb/rc/Wh//l+m1rfKRg0J3FzKJQyF1fN0xQpWHVlTCWtkLnR1kNLP6ZUnRyzVVr8yrvjE3WYJxV3cylcNQ6SZCPp+X+/a86s/l5ZgIMRHygYnIn2dcmGYLd7HT8cuSwmHM3KSGk8a20DFFAn7ENnJiU71l87NiZ4fRB/7dVLHDMrbUIghFy1dsfnvrV2oPG+/uS/leBy/65Uw0NNUHnvCzi8OZsUSbkt4rrqWx6dwR3bGgb3HBXKjaqrj/PIcz6cyGFPq1a9c+/vjjO3fujMfj5lRL8EAgsG/fPpPJdO65545q2MzCvpCGmwDAL6ywOE+ONHwsiIJc4Tn3WNeTqh5r8L0813tpNs+KqclcaMs0i8CDEOp2k55uEgpKTcn+9kZX+ezRHQ52PSXhEB299QBRFdO2F4mmCV2d0rHDbCcVRd2bT/ML1ZJSZflq5q9OwkkpTrNofKAVlwrdXQCEnm5tJMFvIBCwfuxrbVarQKI6NWTq+v5h9hxJ/EFRwZfyvRqlBRNnjvU+p90kkIRO19gsd5WXSEObsQs93emt+0g4RCJhahvOFn5CcKSmFNIz5c9Tan38XyQaFZvqwRyeCdmnJUcuTfW6V5euNL/+8o+O7D23p+Mr68+rtlo/5Z0xDuGcmUTqLOVt5DicmUuiK6naLcXTuurBOT/e/ZqdReBz1/DwO4czFcyG5fmlS5cuWLDA5/PdcccdmqYBiMfjP/nJTxRFOeecc1jlbfbDZhb2OQmWI9lLlitV8ybpVfqy6LuzzaKPTdcIPACd6W1KxaZ6AFSSNO+QCdtDQe1JOS2MqRW80N42OPeeaJrY0SYd2Gt58RnT9peTO0OGgB9ZkOu5yUoQoWcs9WcmQjbY+vV9WW/PkCfvFcUJVO8ACiVpU2X57cUFD1eWD99YXjTC7ylFLbS3TeBMhsJIod8XzVCjSyJhEo0CEDo7BF8PAGoy7YsnoxDLUgKeSpJy2joAF3e27jn27oOVZaZx9I3jcIaCUG5ix+HMeBLdyeusyTutBbxo1+1z4wCsxap9Dg+/czhTwWyIwAP4yle+cuutt7766qvvvPNORUVFbW1tIpEoKSn55Cc/OYZhMwjRqltKlGiTrBJH2LzACmUyXqUq90KBiDrVjnQ+urL003n2xSM+xYjA26aNC70BdafWFHQdgF5QhNF3JTEEPBmTgBeZ+z2QWL1WLywSOjvErg6hs8M4mmnHG8ry1dTlFlI18COm0APQc5ImK0JP9xhmBeBch+2llHd6uSyVTnRL26HYYLduyLRYMACxMVkAr1bXSLXHAIid7Vr13MmdHLDCanGJQkDTXwqFnwkE3+/q910Ivu4EEY44nItDAVHTAKgW28FYHECOJJaZ+j7DxIrT5DdfI0pCPnoo0evXJ6htBIfTDyNPhK8QcTgzFIp4twhAsOiSfQTvlfecwouDnpUxc4EK/pPD4UwJsyECD6C4uPi3v/3tRRddZLVajx8/7vF4rr766l/96lcDmsNlOWxmYU9Zm0TqJ0trWeXcBQUfAqDqsWcO/XdCG1myGjXw5ukYge9nFqCNPn8eaQntZFBfg2wwyu/VBYuUpSvjGy+KfPiG0Oe/EvrC/yoLlwAgqmp+ZQvSI/D2kVPo9dxkwYLgG6OAP8/Rl4qyYbqlpVAqNdQBgCgqq5J9b4Up8bHziOI3Uz3tvtXWGe5fCS/4eq4+/Zw1Z13yP0uSszqe443oOtLy5xnUalWWrwIAXTftfHMKZs45FUnVwPMIPIczQ1H8IlUJAHPe5BrlTghEhKVEIdJwLVo4HM4EMpMi8P/4xz+G+Wtubu4XvvCFEQ+S5bAZhLUomVul+CfxXm3j3J+1B3f3RI75oic2H/3y+xfdPfz4qNoNQCQmkziy7Jxi+iLwAMZUAA9AH18KvdTWAgCCoBf288+jVlt840XSiWNESciHDyRWrUmrgR95mYnmeCEI0PUxR+AXWcz5ktipahgif/49ROjuIpEwAK2oRCspS+6cKh+7T+bmPOwP7I7GmhLKzzq6v1/UV3bR2ht4Ka8IwKNF5b8/sJNQuid1ji0b1Cwgcfp6056d0DTp3d3kjHOpdXp9yJxZAKG8Bp7Dmdn05c/nTev8eQ6H854wSyLwpzKyJ7k6m/BNooCXRfulC++SBAuAY11PHOt6YvjxMcWHaehgB8CogU8xxgi8PSmnx5BCT8Ih0usHoHnz6aAcdepwKuvOBABKLS88LQQCAKjFSrMoO6dispugEOgdW387AlzgdLCNs+y2EcdPJUJHstxdK6ukFitruyD6uie7k1/y1Ql+UVIoEgLgL92+A7E+391X4snSFb8s11ttAPY6khb9AyLwAKjLrcxfBICoCnNh4HAmGN5GjsOZ4cRTDnYzIgLP4XCmGH51n/EIZiradLAI/GSmL+XZl5w793a2vavpD8OM1PS4ooUxLR3sAOjpEXirbWx1yOOpgRdT+fN6Sea1g8SaDUl12tVB4jFkZ0GfPCbzsdN14usZ7cQY3y7M+7Q3547SomrTFBXAZ4kQ6GUbuicHgJZfCACaJnR3Ts0Ellstn8r1AFAp/d+WdqPQ+FWxb21lr8sD4F1zsvpg2SABD0Arr2IbYvdYvAY5nBEwBDxvI8fhzEx4BJ7D4QwDv7rPBlgQnqpEDU3uF7qk8Aa3pQpAW3BXa2DnUMOiSjJ/22bKm9T5jA1qtVKTiW2rRcVj83miFkuyn3x45I7rRO13ARb7+s+XZT64JEXffzW19gXAs8mfZ+g5hhH9GLPoCyXp9uKC63LcIw+dUAZ8SoMRggG2QV0uAFp+QXL/VGXRA/hGYV6xLAHYGYne7/MDAKUvO/o+q31Ojw7yjskCwCqQGrNp8EH0vGT6PemaoqUHzqlFSsBTbmLH4cxM4p0iABCYc3kEnsPhDIQL+NmAKSf5+z6pZfAACBFWlHyKbe9tuWuoYX1N4KdlBB6A7kpG3ceWP89gUXESDoMOl/kg79lpv+Ontn/dbwxLE/AlQz1LK68Mf+oWZflqtr6gFRRnOau+TnK+mRPd1XXbg3+33/FT+cjBYUYRIwLvdAOgBUXsoZFaPwU4BOH24kK2/YP2znZVrfP3Nlr6llr2unL2udy9hABYY7Nm7Gmve1PNAro6Jn/KnFOOtDZy/BLP4cw8qEKUgAhAdmtE5s5wHA5nIPzqPhvoK4OfZAEPYEnRDSbRCeB491OheEvGMUYE3ipPux5yDOpJrizoRUNK6JFhUXFdJ9HIUEPk/Xstm58lmibWnxSZzqRUaGsBQM1mfdj+89RqjV18eeS/bopednXirPOynFRaK/gxptBPPVLdCbGpgWia+YX/DFOSYAh4Vl+gpb47+dhh6FPXZecKl+NipwNAQNO/39b5ev/PeW9O3itzFrLt9bbMJgLUYmUlGEJP91TOnHOKQFPVHYQLeA5nBhLvTlZE8gJ4DoeTEX51nw0YAn6yI/AATKJjUeG1ADRdebP+Zx2hvXE1MGBMTPWzDbM0Tdtcq3NqAFC7QyurGPNBRjSilw8fsDz/lBF4F1qaAAjdnSQeB6AXlmSTva8VFquLl9OsO9WntYKfMRF46eA+tkFiMfOW54YaJoQCYBUQsgxAd3u00nIAJNAr1ddOyUyT/Lik0CoQAI/4A3+IJt3s2DfUKJufmreI7VlvG9JhXs8vAEA0Vej1TfJkOacefW3k+CWew5l5JLpSBfBeXgDP4XAyMJPayHGGok/AT6YRvcGKkpvebbmHgh5of+BA+wMALFJujm2O21LltlR7rNWd4f1spHVautADUFacppVXUpudmgd2+coew8dObKhLGqoBAIiqSocPyHt2GqnyDKmlWVm1RmxNpi1oQzjYjRPqcFCTiSQS4lhN7KYYoiSk40eMh/KRg2rtMXXOvIHD4nESiwHQnS5jp7JsldjcCEB6d7daXTMl8wWAcln6ar73tvYuAEchAJB1/UKJPKsTCrwaigAwCeT0oQW85s0X62oBCJ2dhm0BhzMh9LWR4zXwHM4MxLCg5w52HA4nI3x5fjZgytFZt6ApSKEHkGOtqfZenL4npva0BnYe7tj0VsPPnz/yecOj3iJNUwEPQM/No5ZxteDWyivZhunlLSw9XvB1m7e+YP/Try3PPmGod7V6Lou0swi8lOocNp7y++EgJCkIoxEMnds/fRCPHSaKAsDoiG558RmiJAYMS8uf70vrUBcuZn6E8omjwxQyTAa35OUuSXOYPy3QsyGVMM/E0wqL2Tp0F26jekKcKgt9zikEd6HncGYyhgU9T6HncDgZ4Vf32QARqWjXAKgBkU7Jr/0lC/70vvm/Pb3sizXey/PsS2TRnnGY3VSYcf/sQFmwWFm0DADRVMvj/7I98g/7X/9g2vkmiUbZAN3tiZ97YfQD17G6dKHXRyJhsfY4AIiiVlY5SRMzyuBnRBBeTuXPxy6+gpW1k0Cv6dWtA4ax/HkANC0CT2WTunAJAGiavH/vFMzWQCLkpyWFhkA/r7tjSX/f/g32CW6CrwAAIABJREFUzP8UjD4jei7gORNOn4CfiiVdDmcyoEqfG+OpBU2m0BOJSi4u4DkcTgZ4Cv0swZSrq0GRalADopwz6b/4smhfXHh9+p5IosMfO+mPnuyNnuyN1QXiDR5LTan7jMmeyXtL/OLLxPZWoadL6PWjN1n5D0FQq2uUVaerVcnYu1ZcJnR3gVL5nbdIJAxAKy2nlrFn7w8P7fOx69JKMneqmyaQSFiqPwkAVps6Zx51e2z33w1dN+3eoS5epqVZDKZZ0LvSj5BYtkp+dzcAef+exJoNUzd1YJ3Nen2O+wFfL4ALQoFyhyP9rxuGzp9HfyN60uu3/fshSoTY+96vT+/vizMj4Cn0nJlO6ISp/RmX5NbKP+oXTjEb9kSPqMUIAEuhSniUjcPhZIIL+FmCyaNF6mUAin8qBPxgbKYCm6mgxLVu6l/6PYTKpuiV19j+8VeiKgCo3ZFYtlJZvpq6+7n3aSVl8v49AEzvvM32qHPnT96s9NykOJR374QkqzXzqSRP3suNB/nwQRYtVBYshihqBUWJ09aZdrwBXTc//5/If91k5AAPsKA30EvK9LwCoatD6OoUmhv10vKpnP+PHJbynW+UxKJnCDQiisWy1KqoAERC1g4r4KnFSh1OEgoKPd3mV7cKnR0A7A/+Pb7+7MSGs4fPfDbteEM+djh2xrla1ZyJfTucWQJPoefMcPy7rFSH4hNDR82uJbH3ejpTSqwteb22lvACeA6Hkxl+dZ8lTGUnOU46en5B9EPXqUtXxK68JvSZLyXOPn+AegdghFWN0m517kCTtomcUio9W2xrsTz1qO2ePw4uKZ8miCeOsg1l8TK2kTjzPN3tASB2tJneeatvZDCZQq/3F/AAlGUr2YZp355Jne1gnL2+7x3d9+mG48x3YGmqKn6JxewSR/h11fOYEb0mH96f2qWbt79seerRYZ4l9HSbX94sNDeaX948/vlzZidcwHNmMlpEiKdEbOCgefAANSi2v+hoe9apRWdhjkm0OVUAX6y8tzPhcDjTFn51nyUYUfepMaLnpKNVVEcvvYrFkDMP8OYxrzWGnuudVONxLa8gsf4sw2Bf6PVLJ45N3suNB8HXDQCCYGTLU1mOv+8ytm16bZuQKkwggZSA759CD0BZsoJ98tLhA1O5VEGUhHQs6Z+v5+QiTcAP00DOQEtl0bNGg3pePiu4kI8dJsGBrRkNTDvfYOPFznYSi45n/pxZS0rA8xR6zkwkdMJkVL/HWmWlt+/CSlXS86at/j5P8KAldNTcu3+yKtHeQ2KtMgAQWLiA53A4Q8AF/CxhKlvBc0aNIOhFfZ7zk5o/z4iffX74lq/Ezz6fPZSYc950Q9OEYABMk6etfajVc5PugKpifvFptpME/AAgCNThHHAYarUqNQvAFPXhA8Z+EgrK+3aTUHCCp02p2NRgefYJ+52/Mu1K1kSwFZnznQ4BEIDLXI5hDwGkJUoAoJIc+cjHE6tOZ8dP76uXDomEpf3v9k2juXFcb4QzSzG8vwiPwHNmIOETaVF32heEDx0zN9yX0/OWjarJlSmjX/rUE++Qmje5fTtsE3tYLSqwuzhTriZaTq3ifw6Hkz386j5LkJwaEQGeQj9dUUvSBfwk5s8bUFFSVp7OhLFYewx02t0KCIFeFiqkg/IR4udfxLrKSSdPyIf2gVIhFARAHc6MWcHq8lVsIz2L3vrYQ5bnnrJuemCiJkyCQfObr9n/eqftwb/L+/ca0X7dm6dVVgFYb7NuqanaXFN1hn3kuzqWQs9QVqymNrs6fzF7KB87nPEp8q4dROurihQb68f6VjizGaqn/tm5gOfMNLQYiTbJAEjKuy50yJLokpofdbc941SCAgCkMksS3aO74dHihPnDjZ/u1+zRZrl7uy14OEOS/5gx8ud5+J3D4QwDN7GbJRABsltL9IhqUGh6xJ1zetRelQBPn5w26Kmu79Ri1UorpuZFqcWilZSLjXUkGhFaW/SSyek8P1YEf7LLne7JGfAnarPHz32f5bknAZhfekHLL4SmIVP+PEOtnENdbhLoFZobha5OPS9f6PWL7a0AxM4OsblRG6e5na5bnn1CPnygr7oYoKKozluoLl2pVlYbSmmpJdubOT03D4SAUipJiXVngvUmsNpINCI21pNolC1hGBBVMe/Zmb5Ham6Ij+tdcWYpesrHlLeR48w0IidNrBuuoyau+qVoq6QEhYZ/epBalbIUqXnnhtqedqkhQfFLVEeWVu2RBrn1Py7oxL0imrs2IpjHvqitx0m0JVml37nNYSlRZNfEtLxL5s9zAc/hcIaFL8/PHqylyZ/7WIvc+qSr4YGcwEGz0RaeasS/1zKxS8Wc7NFKK6goAdBq5k9lWEydU8M2pJPTrgye+IYU8ACUpSu08ioAJBI2DNsGO9iljkUSS5NWdvK+3QDEk31VA6Z3d41zqmJTvXxwn6HetcLi2AWXhD/3ldgVH1Kr547tC6UWi7JwKQhJnHEOtTsAQBDUmgUAoOuGvR8AomnSwXetD92HaASAOnc+Gy+0t01be0LOewhvI8eZuRj5846ahHNxyn+eAoBo0wsvCpVd67cUqSavBoBq2ZYNRhrk1qdcVCFUg3+Xtf6+nNBx08hPG/JoJuPmSo+TjhecmKAUN0PAW0u5BT2HwxkSLuBnD3nnhvPOCUvOpMZIdIsdLzrr783177ZG6k0ND3i6tjnan3dGGqdpR7HZDbVao9feED/7/NjGi6bydfsE/PTzsRP8PraRUcCDkPgFlzBfN6OGnw4l4AFl6YqkCdyBd6Fp6WX/4uGDJD6uRkRiVxfbUOfOj3ziM5GP36ysXjsgQj4GYpd/IPTlryfWnWXsUectYBvy8SMABL/P/PJm+x9/ZX36cbG1mf0psXaDWl4JAJom8DJ4zmC4Cz1nZqIrJFwvAxBM1FapOObFWRN4IsKzOlp5o8+5KMZSC025SX2r9EhUI40Pek78wRs8kjlEEWmUW59yGZXzALSI0P6cUw2P8R8kcjIp/lnwP9osd71uH9uh0qEqiXdIAESbLrvfg37AHA5npsBT6GcPRKSeVVH38mjwqLl3ly3eJQJQg0LXK/2uK+Fak61cARBpkPUEcdTwCN4UoZVVaGVTlDxvoOcV6C63EOgVO9pIOJSM9E4P0gR8bsYBWn6BVlEl1p809gyVQg+Auj1a5Ryx7gSJRqQjB8WGOuNPRFWkQ/uVlaePfardnWxDWbFayy8c83EGQ6V+C2pa1RxqMpFEQjx5wvrIA1J9bbp5AXW542s2aGWVQmeHfPgAALGpUauaO4Hz4cwGuIDnzEyCh8xMZtuqEkSkRETxVYFIg+xcEDfl9hO0przkw3i3CEFmurfjBSfV4VrUr7Qo2ii3PplU79YyxXtmuOsVR6xVohrx7bTmnxse7SSpjnCdDICIyL8g2PGCE4D/HWuDRIvOH+MbT061WWKBfd4BnsPhDA+/us82iAjXonj59b7iKwOWkgw1VNEGE4Bos9zyb3fb0y7fzvFGETnTHI2Z3lM63bzokzXwhNCcTBF4AEDitHXpD4eJwCOtIbxl24sst9wYL7+7e1xT7UlG4HVv/vAjxwkVJbW6BmzRoe5EUr0TolbXRD/wkdDNX1RWrwWgswg8IDVxH7tZjaZJJ46OupMCbyPHmYlQ9O5N3pC4lyZzpqylindDZIB6R1oEPtEtRhqS8XCqo+NFZ/BQX2+5aKPcYqj3UqXkyoClSC26JMgi54H9Fi0y6tvgWLukRQUAlhLFtSju3RBh+9vfIo3P9DXAGxWsPV7rf5Ir1LwAnsPhDA8X8LMUAnt1ouzDvaXX+h01CcmuG5dAZnQXOJDMNOt50x7v5IkYsxkji9788oum119mddTvPZQSvx8AtTsGRKHTUefMYy3Wk09yDifg1XkLYbUBIOEQ2xNfdyZ7utjeyjztxobQ3QWAitKQRfgThzZ/kbFNrbbEujPDN38xes31as0CI6CqefPZOxVamonGMy1nLZYtz1kfe8j+j79iNN+y0UaOR+A5M4hIvSnRIwIw5anW8hEUrClXY7n0iR4p0pB2BaHo2OxgKe7Rpv7q/aoAc7aXXJpzYRwAVYnvnVHHMIz8eXt1AkDO2kje2WE2mZ69YvtzTjrKn+Tw8X7t8UQrdczjqZEcDmc4uHKb5ViLVetlAbatxUiixwogfNIUrk0KeKqh/Xln+Uf9RJx2bcY4E4JWUU0tVhKLkmjUvP1l047tyvLVidPXp0ezSSJBTWN39BkDJBhgHdEyF8D3jSOJ1WstW55jj4ZJoQdARTGxeJnpnbeMPWp1DYnHzK+8BECqPfb/2bvP77iuK1Hw+9xzY2VkAiCYcw6iJFI5S1awbMuW3Wq33Wn1zJueeWu+zH8wa77MmvXmvVnzejq8Dm77OSvYkiwrR4qiqECJORM5o9LN5575cG5dFEGEAogqgMD+fdAqALcKhwTEuvvsffZmLa1zWaptiR2BoL6+BhGRt3EL3bmH5PP+jl3+pm2cTtaiiRC/vUM+f4YwX+rrudEe+2hRIr4nn/wKAEg+R2f1U8YxcugmwWzS+2KaWaTxTjP7dZg5z+yduWWJpHIlGXg5yR2hooGc2sC0Jj9/WuMB9P0h2XBncei9uAiJ9TavtRS9C3UHTHFl9iu97haLGqU9Lw4zju8pRgH8mjDMzuyziMIH304Ah8I5LfBJ6+P5Se+p3GF55OOY3uqld1uEgjtMB99NWFFnIgLJrXbjHSaNzU9Pe4TQUoUB/DISW+WNfW4AwMiRWOCMv0e5w3T4o1jjXbM+CYZuClyWrWd/qL7/tnzpPHBOPE89dkT94lN/6w7nwCECXH3/bfnCWX/tBus7P6jZqmY8AB/xd+7hH75DbJvr+ox94/xde6MAPmho5OkMa1spPhQJ/7ksdWS49ILVrZ8PUWo/+tSMV7GO1fL5MwAgd17BAH5Jki+ci6YM0Fn9lHGMHLpJjH4as/tkAOh9OSk+Q40gubmi+ZhKve/l1Kj9e2y123CoyIqS2akELhl8K2z4ord5bU/nJOWacFrJsMQmJ39a4x7JHtfrbzOBQ8+LaatTUep9o9XXWj2j1Vcy48l0vyDlz2jWFdUdkgFAqWNK3fhX0zvtZCZ26QWJB2BeUnteTLU+OfGbAsDAW3G7RymcV3MndL3Ny5/Uo3IZvcVvvLegr8DT7wihmWEAv4wY7R6hnDMSHfpK77Fyxw0eQPYLI7PPkuO46bs0seYV1nd+QAcHlE8+DIeZMyZ//aV84jgAiIPW8sVztexyFwXwvG6GAJ4rqvPQ4+qxj91d+2d8WdbYzFrbRcN2cZicpzLhd8xl57jUUgc73tA4t1eohqghotR5BW6/c/qL0c1IPn0ieky7rgBU+lOOxsjNmEtEaAH5eSn7hT7hk+lddoX1gFoDMy+Pfxhb7REKLd/Idf0y442GW1eTRu9C3X5LDNY1L6v1t5l2v2xeUQDAHZLdIRm+0gGAGoHe6usrPGdILl7QymvjRf18uYZdPJDcK88rnBGrU+l5Pt14VzF/WjM7lfROO7PX8nM0mhLnjlBxXkB8l4Y7zVSpwT5CCM0I6+uWEaJwvdUv/7DxkJnabgMAD6AwxfwVtGSwpmb78W8V/+pvvb0HuCwDAHBe3uQ8ilRrIOxgN2MJPQAAeFu2F5/7y6hH3fRc0W2eEH/TVgAIEklRSExyc83AD9eog92ssOYV4tQD7ekc7zqOlgriOLRs9CPt6ar0pxwEZHQYAIBSrtT0XAxCszL8cYwzAgD6Cl/UtxOZp3dVOvJTqS+7n6HcaPMAgOq87ckc1TkA6K1e2zcnj94BQG305UQAAM6AzBxiXZ3kfxZmScWL6vBH8cLZ8eid6jy51ak/YF1/fXoTa30qT2QOAHav3PXLdPa47o3S4Q/jfo7mTmmiXkBcAABEgsxea9WPRlPbMHpHCM0CZuCXF2OVa3WFG8CJdS5ReHKrnf1KB4D8aS2zb5I3JLTEBOmM/eBj5NDdyrEj6hfHgDHe1CT1dAOANDTIVq2tzTLI6CwC+Fnxd+y2DIOralhyTClPJEkuK+VzwDnMvi93WQC/iDLwIEmsrUO+fIG4Lh3og8bFtDZ0w+i506JJhEAchw72V9LEgfZ2E8sCUaMxaQMFhBYBd5gWTusAQGS+4vEcZyR3UjNWepUf/9YaxhPiRpsfRcVKHev4wZjVKyfWu9EnJxXr8HKnNB6A1aWI+fMA0PatXOCC3avYvbIzIIstBgCQVJ7a6iQ221qLT6ZOfsVWue3fyvW8mArc8fcazmDkqBHdfa38XtbuVpxhmtljqQ3YhRQhNGsYwC8v8VXeyEfh48QmBwD0Fb6SYd4YdQZlZ4hqjfhesizwWNy963730D0EgF65ZPzmZwBAh4dqNrumLAM/Qwn9HPhicl5JkEzRXBYYI4UCTyZn+2phYYIkBTNV+9dY0LEaLl8AANp1FbbtWOjloPmklOrng/YOqbsTxDH4CgJ4+cJZ8WDC/wUILSrDH8XF8e/MHltkwqN5bBUKG9FzAABj1TUF7XKKJVMz38wYHW7ulAYAxQua06cAAI0FsQ4XCCQ2uADAGbEHqNOrEJknNzuSVlFtv97mtX872/dKCjgktthjnxmckdwJXSxVa/a1Jl9rwrPuCKG5wxL65UVr9kW3VWrw2GoXAICAmKcCAIUzE0+joSWOUk5p0BhWhte2hH4UAMCIcb3qv3VBOjwGP4cqeuL74vB8kM5wurh2PP3SMXjaidPglw5SLKjHjshXLwEANwz70D3i87TraiVPl0uF9xjAo0XL7lWKF1UAoDrP7J/jZFOicKUUpcdWzWXz2Sg9q3BGE7sJsdVeeSk7odxo9TP7rPQuu8LoXdBa/NV/PrL6L0YaDpmp7Q4ARM32ojsuhBCaMwzglxkCzQ8UYqvd5gfypFRcmdziiHes/BkNcJbc8hMkU1xRAEAaqlEAT8wicV0AYPNdPz+paHg7zedm+1xpZFi0CQjqF12NetDaLvYU5O5O4JwM9ks9XQu9KHRD1PffSvzdf9Leek0Mfvc3bg06VomfMu26Ut6xYlJSdkwaGgCAoKFx3g+nIDRfhj6IiQeZ/aY4rz438XUuAKgNc0xoy/FAVLBHreBjq+Z/AHtmvxndbhEJKuyxjxBC08AAftmJr3fbns7F14+/SylpZqzwAcDPS1a3MvVTZ80dpmPHDC+Pv2aLGyGiPRuxTGLNMRkyK5XPkJsX0cR7kp11Bj6qSlhUHewETmnQ2gYAYJnszdekv/u/4z/9b8pXXyz0utAcaYff1z7+IGpWF9Q1uLce4lQWP2ViWTPWyGD9PFr8ihdVu0cBADkRZPZU2rJuUo13FVd+b2zls9k5d4AzVpZF7ARiq+f/GJmSCpJbwj+m0eHijHeE0I3DyAoBACRK7y75U/PXi55D74vpoQ/iA6/N+tQxqjFeik5rk4SvXge7Sd3IJDmyODvYlfgdq8WD4M0/iMBPe/MPUX8BdBNRvvhU/eBt8djbsdv8kz8v/uV/EG0Xxs9KzFRFj/XzaJHjAYwcjovH9beb0zeZmxkBvdWfqs98Jcpr77Wm8IzhvKu71aQ6Fz3nq/H6CKHlBgN4BACQ3OSKEq/CBY378zPMxB2hIvfu57AT8mLHStFpbY7Bl2Xga1pCP7sz8JapnD4hnz8tPmKLr4QeyqbBR4jnGq+8iIPlbi7KmZP6G6+Kx+6Bg/Zj32TtHdHEBLYy3KaRL12Y5kWI49DOywAARoy1razeahGas8IZ3RmiAKDWs+TWG0q/zwuj3Ytaylcj/S4oqWDVj0ZW//lI9b4FQmhZwQAeAQBIeiB62gUOKV6an9HBUTV+gM1WF72ojx0tJZwrxbl2+D39Dy8Rs1j5k2g2DOB5Tfq683QYwEu5Ss/A0+7OxN//Z/13v6GDAwAAhPBFmYEP2jvElHsA4GvX83gCAKTuTu3Ihwu6LjQL9NIF/eXnxfl2b8ce554HJ1wQdKzmmg4A8qXzU/2PJg0NGD//F3Fy3lu7PvqtQGjx4IyMHA5Pv9cfKk4zjK1mJI3rLeE9SjUOwEeozkWzfYQQunGL4J9PtDhEnVHzp+enil4ccgOA+Urpo+oJxkvoB2b1RKmnS/3gHeWrL9RPPpr56uhZtc3Ac1nhRgwqzsBLo8Ox538h2uwBABDi7bmFa/N3umT+cEX1NmwGAGndhuAHP7Ife0qkbdXD79G+noVeHZqZ1NNlvPjLUsu6LfYjT0SJ9wiXZX/LNgAAxpSTX034KnEc7fB7sZ/8Ix3oBwCQJG/nnhqsHKHZyn6pi7o8o9VPrK9itDwr6T0WoWC0+nobpscRQjeHxTUVCS2g+DpX0njgEPOKGtiSpN/oVnGUgecMA/jFLkhnuCwT35/tGXhaOs0+q0lm4gw8VxQei8/q281ZkM5QyySuSyyLG8aU11kmzef1F38JlgkArKXVu+0Of9Xa6Z6y0Ownv+MND6U3bvJc11+7wdu9X/niU2BMf/kF80d/zeX5bEuJ5pc0NBD77X8nngcAbNUa+8lvT5U5d3fsUb78DACUr79wb7ldfJI4tvrZJ8qxI8QKD9bydMb6xjejknuEFg/mkNFPS+n3O2ZRsVVtiU1OfJ1LKJ9zJzyEEKoxDOBRiFCe2ODkTuicQf6smt51Q4fTvCz1C6XK3gA4A4IH4RczQoL6RjrQR8wiWCYYsUqfVyqGp4P9xPe5PPM/KcR1RRlwkK67PtlYJTyVhr4eAJDyWTZZNK6cPqG980eSz0efCdIZ65k/qdkWw9xJEmtqjgI/576H6JVL0uiwNDKkvfum/cCjC7s6NBUpl439+qci9mYtrdbTz4pxcZMK2lYGDY3S8JA0OED7eoK6evXYJ8qxI8Qu9cQixN+2037gUVFsj9Bikz0WYxYBgPha12hfXLnuG+2lhxBCtYUl9GhcWRX9jd4CRvXzAlbRL35zOwZPo8FsjEmV1WxLtT0ALwRTT5Ijjm28/IL+u9+UR+/cMKxnnrsJovfrcFmxH39axPPK50fly9O1PUMLhRQLxi9/In7lgvoG67vPzXhGw9uxWzzQ/vhy/O//s/rhO2H0Toi/YbP5w7+yvvH0EoveA5dY3QpnC70OdMOYKY1+rgMAEGi4oxbDShFCaAnDDDwaZ7R7SjLw8pLdJ3tZqqTnft9kdV3zq8UZAcAd7kVtfJLc8OD1vc2nQkqn2QGA9nRW8sQaz5ATolHwEybJ0a4rxisvRlF90NgcpDM8kfT2HgjqG2q2vPnFWtvdg3epH74LnOuvvlT48d9UXlKBakAaGTJ+/TMpOwYAPJkyn3mOV/AD8rbv1t5/G4KA9veGnyLEX7/JveMe1ryiqgteEHav3Pdyyi9KqR128wOFhV4OuiGjnxpiHz+5xVEbsLEtQgjdEAzgURkCiS3O6FEDOORPafW3j2+TM0sqXlbia12qVxSHRwfgBczAL37RJDnlxHF/++5KiuEBQCprC0d7uit6Sm072IXfa3ySXCmAZ0z78F316Edi4hqXZfeeB929B2pW1V9Vzu13yZfOSz3dpJDXX3/FfuqZhV4RAik7RnJZaWxEe/cNUTnPjZj5zHM8nank6Tye8NdukC+cBQiz7u6he1hzS1XXvFByJ/XBt+Kif0r+jNZ0d5HcwKzv6rF6ZbdfSW6zJXUxLm+R8ItS9isdAIgE9bdh+h0hhG4UBvDoGsnN9uhRAwDyp7X628yop0vP8ylnUNaa/ZXfG5vxNLtflLzsNRcFi+u8G5oEa+/giko8l3Z36i/92vrmd4HO8JMmzCeF8cwY7emq5BuNB/DpGmbgSzGSyMBLw0P6y89HmUzW3GI//q2gsblm66k6SbK+8XTsX/+eeJ5y5qR/4ri/fddCr2lZU48e1t55vfwzQabOeua5YDYHSdy77yfFQpDOeAfvYk1LM3TnDIbfT4x9OX4WgHukeFlNbHQWcFWTsrqVnufTnIE7SpvuwxqBKY0djYlN/MQW+0Yq+xBCCAkYwKNrqA1Ma/KdQdnLUqtPNlp9AOAMnCEZAJwBeeyzWN2BaXfQOeRPTjyHiY3oFz8ei1tPf9f47c8JY/KFs7F/+wdeXx+k69z9t/FkatKnkGxWDK8OPywWpOxYMFM6sewMfA0z8MlSCf3IkHrkA/Wj94jvAwAQ4h445Nx574y7FTedoK7Bufch/fVXAEB/81UrmWKr1iz0opYrztVjH5d/ImhrN7/1/dk2WWCNzeYP/2peV7a4MEvqeyVpdYUFXGqj7w7JAFA4t+gCeC9L+15OifP50YLR9fy8lP1aAwBCoeE2a8brEUIIzQib2KGJolZ2hVIrO2bS6AD7yBHDHZ4y1DGvKJ0/zwx/FJ7nlLTwaVhCf1Nga9bbTz0j+p/RoQH57Gn16GHjpV+XR+nlpOsawtGezhm/S3gGXpKioLoGuGFwVQUAaWhQe+8tEb3zVNp89ofOPQ8svehd8Hbv99dtAADiOLFf/1S+boQ4qg3aeTnsV1dX7xy8y37kSfP7P7oZWyRWldUvdf08I4JhIkHDHcWOZ7OSwgGgeEnl3iJ6E2EO6X0pJXqqA4A7SoPFtLxFZfjD8ChEcqstpzD9jhBC8wADeDRRcrNDJACA/FlVpBf8/PjvCWdk4M0kv25IvN0v9/w23fNC2hkIyzr0Vj++LtwLCLBnzU3C37DZfvxbXFGjz9CeLuXMyUkvjmbIsRVtpYtnOgbPmJTPgTiUXtuwOUhdUxrgbd1Z/NHfsI41tVxDrRFiP/4t1t4BAMCY8coLyimM4ReAUto6cQ8cdO+8z9u1d5qJccvT0HG49NOYl5MAgOq89alc3S0WkXlsrQsA3CfFyyoAuCM0+4XR93Kq93cpcXE55pDCOW3g9WTXr9ITJqHMIx5A/yspd6Tsny8OolIATVC8qObPaABAZF5/K55+Rwih+YFvOWgiGg+MDs+8ogS2ZF5R4+u63JVsAAAgAElEQVRcL3/NfZLdK498HGs4FL4Zu6N0+KNY8YIWZemVNKs/aCY3OUMfhikmzMDfRLwt271NW4llymdP6W+8CgDau2/4GzZf39YuysD723ZSMWW96yphjE8dmZPsWNg0LlO7GXIC27KNfjDAY3F/y3Zv207W2l7jBSwIrhvWsz/Ufv+8cvYUcK58/KG3dedCL2p5IcyXz50GAKDU37RtoZezGI19qQ++Ew4qURtY6xM5JROmapMb3cJZDQCyX+rZr3Srczwst/sybU/ltBbfGaLmZdW8rNq9SrS5PPxRrP2ZLFTB0LsJ86oCAJLCY2vD5dkDVG/FXi/XYA4ZfCshHjccMuXkdRv/CCGE5gQDeDSJ5GbbvKIAQOGsFl/n+oUwgI+vc4uXVOAw+mlMbWBGuzdyJJY/qUf3TDQW1N1qpnfYotEdoaUSejwDf3ORJB5PeHtuUU4cp73dJJdVjx52Dt414apohhxbuYqn0iSXpQN9if/rf+exeJBI8mSKp9I8kWTJFGls4i0tpK4BRobFU2rZgl5wDt7t7tjL43FxRmD54FS2n3qG/sN/kbJjdHiQOPYSmxa+yMkXzhHbBgB/7QZuGAu9nEWHOWTko5iI3uPr3ZaH8+Ud3WNrXEnhgUcmTDYBAGZKXb9Jywa/PhUPAM7UR71uRPYLI3s8nGfe8mieSCACeHcA76YmGnov7hclADBa/cwePP2OEELzBt9y0CTi610gABycQRkAogA+vcNWG/zRozHgMPB6Ash4al1Sed1+K73XksqG/RA5fIxd6G9KhDj3PxL72T8D58qRD92de3giWf71KAMfpDL+ylVRnTAxi9QswkBf+cUuAIkn6PqN4VNqHsADAE8mZ75oSSIkaF8lZceAc9rb7a9Zv9ALWkbk0rEFfxvWPkwi+7nBHAIAyfV+y+M5uHazV1TRiyAZAGgsSG239VZ/+KOYOyRzj3hlh8+pEcTXeman7OdpYEuBLUn6fGZ9zcvq0PthWVnjncX4OpeZ4ZujeK9EkbHPDdHOllDe9GAecA8fIYTmD77loElIKpfjgV+QvKzEA2CFMJUhJ4OGNaY3KhfOq1FSnVCe3mXX32pdf6sklX6/MAN/k2JtK73N25TTJ4jnau+/ZT/2zfKviiHwXNO5YTh3PwiqJmVHST5Hclniute/Gi8WyPHPxeNazpBDAOC3r5RPHgcAqbsTMICvFWLb9MI5AOCa5q/ftNDLWXSYTca+MAAACLTc7U4a5qV32sXzGhCe2WvXHTBFft5o9/peTppXVSCgNfvxNW5sjau3+ECg/w/J/BkKAO4o1VvnLYB3h2nfq2H/l9R2O7PPAgAaC+R44Bcld0TmjERFZ8tc/rQW7XQ0HDLVeuxdhxBC8wkDeDQ5Jc38gsQZYUUaZeBpnAGBlofzXjbtDMpEgsRmu/52U0lNfpMUZeDxDPzNy7n7Afn8GeL7yonj3r5bWUur+DxxbGJZABCk0wDAk0n7oW9EzyKOQ/JZqZAn+byUzyqWKXV38v7xnDyfzfhrdOMC0coOQO7pmmRzBVUH7bpCGAMAtmHL9V0kli27T85+pat1zMvSwCEAUL8N9ObAtie52Fjprf7xCKFAY+NvNJLK257O2X2KkmblnwcApS4MF92RuZ9LH/vcyH2t1x0wxVgWZkk9L6UCl4j1lE99V5t9/5LKGbjDVGvGfq1gXlYH3kiKMxHpXeFOB0IIoXmE9xNockqGiTOH7qgkmtgRmVODAwBReNu3s8ULmt7qTb+zjgH8EsDTGfeW27WPPwDOtbdeM3/wY/F5KRc2iOKTFcNzTeNac9DYHF5sGDql3r/8f8GlCwAAhASZGcbFo/nFGpq4phHHkXq6IAiWWyOAhSKVmj74bcuiaWKFBl5PXtPFncDK+2CaXPnk/c8ITBqfR+9K3ugcj8FzRoY/jHFGBt5IaC2+kmZ9Lyf9HAUAJcNWPJ4jZS+sNfnmJRUAnEEZA3h3SO57NSnm1yQ2OU33FmZ6BkIIoVnDezg0OSUd3QPJ4phf+S0U1Xlquz1jXVxUQo9j5G5q3u138ngCAGjXVeXsKfHJqIPdhPFsU9J15S/+R75uIwCwjtXlk+pQLUhS0LoSAIjr0qHBhV7NciGNRl0bseQk5Oela6J3gORGN9Yyb6+vRhn4uQbw9gAVx744IwOvJ0YOx8V2tphvR/Vr6uS1pvDtzVn2feyYKfWW6hRiHV7Lw3j0HSGEqmK5v9+gqah1YbhudsmiFk5OzPowIWbglwauqM7d9+uvvgQA6juv++s3cUrHO9ilK86lq6r/gx95XZ1BQ2N1Voqm47etpJcvAIDUfZU1z1/AhKYWZeCD+oaFXcniEfWTN1p9oJwH0HBXEWDedvSUDBNNWOccwDu9ZcPqehVbfEig5eF8tDsQ0VtK+wXLu4+d3S8PvpUQ9XpqPWu5tk4BIYTQPFrW7zdoGnIpA2+XbrYUDOCXMW/7buXzT2lfj5QdUz792L3tjiiAn91Ed0nC0HGhsLaV4gHt6fL2HljYxSwT0ugIAHBZ5snUQq9lsbC6wveU9D4zscEFAELm8w2CyFxOMD9P/SzlDOYQRtp9k9wa1e23YmsnaR8hJxnVObOJPUh5AGT51TVa3cro0ZgYPQsAkh60PpWjGvbzQwihall+bzWoMlEJPbNKHewSs24kiyX0Swchzn0PiYfqkQ+IWZRKZdhBKr1wy0KzELStFEffaXfnQq9lWSCOQ4oFEPXz8xqj3tTCAJ6A0V6t+aLieBcPwBubSxbY7lMAgEgQXxdG7HqbV3+wONX1ooqe+2TOp+5vUuZVtetX6e5fp6PonRq87al8dP+AEEKoGjADjyYnqZzGgmjILUzVRmhamIFfStjK1d6mrcrZU8Rx4v/8d8QsAgBI0qRN7NAixDWNNTTSwQEpO0YKeZ5ILvSKljhpbEQ8wPr5iF+QvCwFALXBF11Rq0GtZ+YVAAB3lKoNswsm/YLkizrwBr/5wULfq0kIoOWx/DSpdaXBh04FALzsrL/dTYlD4aI6ejTm9I/fQ1IjyOyz0rtsMecPIYRQ9WAAj6akZNg1AfwcSuhLQ3FxDvzS4N77kHzhLGEsjN4BvN37cTjWTSRoX0UHBwAg9tKvzW99nxvGQq9oKRP18wDAMYAviernjZXVSr9D+SS52afEnb5whXqrT42g/dvZGZ8il+bYMXsZVDVy6H05Vbww3rNATgR1+63UDjvaskcIIVRVy+DNBs3VhCo4bGKHgnTGu+V28ZhrmvXYN+0HH1vYJaFZcbft5JQCgNTdGfvpP0WNDFA1jHewq8MW9KHxAL5q9fNQ1ojeH5MBIHBJ/qTe80Kq58VU+a705CvsDXck9RWVrpDGwnc6Zi79d7rRz4woepdTrPmBwuofj6T3WBi9I4RQzWDqDE0pakQvKLMvoZdKrXyDKt6qoZpyD94t5fPc99z7HsbT7zedoL3D+u6fGi/8ktiWNDpi/P63xef+YqEXtWSRaIZcHWbgQzU4AA/lk+RG6OgnsZGjRrSJPPJxrOn+6YaT21EA31pp7xZqlDLwVhWTIrlTmjssZ3ZbczjONl/cIXnkcEw8brqnmNplLcOmfQghtODwn140pfIMPJG5pGEJPQKuKNbjT9vf/C5G7zcp1rHa/MGPuW4AgNTXA2wZHNldIFEJPZ6BF2pzAB4AaDyQNA4Adr88fDhWXgKWO6mLUWeT4iwc5y7pQeWd2KRSAB9ULYB3R+jA68mxY0bnT+vyp7U5v46Xk4oX1Lm9I3NG+v6QFM9NbrPTezB6RwihhYH/+qIpld++yPEAZv+OjyX0CC1CQWNT0NoGABAEWEVfPdLoMABwXedGbKHXsijU5gC8ECbhS7sE8Q2OaCnPGYx9OuWPw+lXRICqt/qVv+XJpRJ6v2ol9MWLqvizMIf0v5bsfy0Js98AGfgULv5zsvf3qcF34nNYw/D7cXeYAoCcYk33TNmTHyGEULVhCT2akpwpC+DnVLNHJCAUOMMSeoQWF1ZXTy9dAABpZAjzwyHO5fNngHO2oo3fcIEJMYvEtgHr58tEQ930lqpPFlXrWDTOve6A2XDI9POSeaWOM5I7odXdYtJ44OeoO0q90fH/RifkjYrr5wGA6lVvYmdeVss/zJ/WUjvsyo8h+DZc+S2MnAQAAgD5M1rj3UVJmXIPwMtLgSlpZT+m4kV17LgOAESCFY8WsNU8QggtIAzg0ZSoxiU9CGwJ5hrAAwChnDOCJfQILSpBfaN4EDVaQ+pnn2hvvSYe81icrWhjK9qC1ja+eSukM7N9tfEW9BjAl/jFML6dQ0vU2dKafTilAUBmr9VwyAQAORmktjnZr3TOyNWfZbgn8alr5Gd1RF/SuHinq1IJfeAQMZqeGkFymzN2zAAA85Ja+SL73pNHTo5/yD1SPK8mtzqTXMph7HNj+KMYZ6TloUJymw0AfkEaeCPM+dffZuqtuCWPEEILCQN4NB21LrB7JQBQ5nq/RWQOLgEsoUdoMYnSwhjAC8Rz1cPvj39oFuWL5+SL5wCAAQSZOnrPA7BpW+UvKI1iC/qJWCmAp/GqB/CpnXbAgOo8tc2OPpk5YOZO6pxBMFmqnMhcyTC1jsVWe3rb7GJUanC/QKpUQm91qmKvIb7Gy+yyRQBfvKw23FnkAeS+MiQ9SG6eLBovKVwJ/7yZne7YVyoA5M/o1wfwfkEa+GPS7AxPOuS+1pPbbODQ/1qSWQQAjJVe5hZznv94CCGEZgkDeDQdJc1ES16amGOnK0kGBhBUvV4SITQLUdl8FGcuc+qxT4hlAkBQ38g1TRroI2Xt/fjYqP/758n/tI5reoUvKI1gB7uJxjPw1Q/gCeV1+60Jn1SSQd0+a+SoAQSURKDUMSXD1HqmZHy1PpATbA6tXgRqBH5B4j4JPDJNafrcFC+FEXVsjSunmNrA3GHqDlM/R/Nn1eEP4wAAHJJbJo/huU/sQQIAWhpaHjDz52VmSVan4hel8h9E4Zw2+FaC2eN/BVaf7Bckb4yK5gWSHrQ8ksfGdQghtOAwgEfTURt9AA0AlLo5BvCijx0PCHCY870RQmh+8WSKywrxPczAAwCxbeXoRwAAhNiPP81WtAFjdGhA6u2mfb1q52U+NgqMyVcueZu2VvqamIG/jgjgJYUv4Anq+kPF1C6LapzMa5gdjYIPLElS5nWyA4fiFRUAiATGKhcA4mtdd9gAgPxZdexzQ1w1+G48ttqLBtqVc4YoDwAA4u1AKCQ2OdkvDR5A4YyW2WcBQOCSoXcTuZNhc3uqc7XBt7oV4FA8r0WtBBoOmjU4+4AQQmhGuJWKppPeZdfdYjXcWYzNtWlwOEmO4yQ5hBYTQoL6egh7rU1MVC43ytGPRMM5f8NmtqINAIBS1tLq7bnFfvRJ6dEnxWX04vkKX5AO9stXLwMAEIJN7AQehFPW6EIHgXIimN/oHcpGwc97Fb0zJIujB1qLR3UOALE1rvjSyJFY1HUvsKWhdyfvLS8G4wFAvBUAIKqcz53SApfYvcrVn2ai6D22yut4blR0DQCA7AmtcF4FACLz6av0EUII1Qxm4NF0JIU33HFD02KiSXKBBxR/3RBaNIK6BjrQDwBkZIS3tS/0chYM8T31s08AAAhx77h3kgs2bAZJgiCQL58HzoHMEKHRgf7YL38CtgUArG0lV9Xpr18mmCmJPLAcW4JZXFq1UfBR//n42nAbXW/1qM6ZTaL5rGLaS/6MltzsxNa6E17B6S8F8G0AAHqLr9Yzd4S6Q/LF/9oAJBy2RyhvOGRm9lpAQI4Hcjzwi5I7FD43sdGRNOw8jxBCiwJm4FF1SaWgHTPwCC0qZY3ohxZ2JQtL6ukmrgsA/vpNrKl5kitiMaljNQCQfJ4ODUz/anSgL/bLn4A4Tt/UbD39vflf8c2J1bAFfe1RIwxu532SXPkBePGASBBbPR6lG61+w6Fwn73vtaQ4r17OGSwF8KVtuuTW8cZ+InrXGlnH97OZfVZ40o1AYsM1GwHpnZh+RwihxQIDeFRdUQaeYyN6hBaTOfSxUz94O/H//J/qsSNVW9Q8CQLl+Ofy2VOVXCv3dIkHbNWaqa6RNodH3+nF88A57eki5iSlSXSgzyiL3s3v/ZDHJq9qXob8Gragr70qldAzmzj9CgDQeKA1jjeDjYJ5AMjcYqb3WGJwfeCQnhdShXNa9FXOiDsiA4CaBqX0y5jZazXeVUxsdNQGRg2e2Wet/P6Y2nhNs9n4hvGIXW1gODoOIYQWD6xpRtW12AJ4VpS8vKSvwLb4aLnj9bOcJMe5+slHhDHt3Tf89RuDzOLtzaac+FJ/7XcAYH3zu/5Mbeek7qviAWvvmPKazdvgj68AgHzhrDTYr5z6mquqc8+D3u79UUU97e81fvXvxLIAgDU2W8/+GTdi8/LHWRpq2YK+9qTqlNBbV9Ww/9xqt7wLbGy1K8rm1UY/vtYFAiueyvb+LmX3KJyRvleTTUUpvccCAGeQhiPo2safTiiI9nXT0Ns8GgvEGfvUdnv6ixFCCNUSZuBRdUUl9Ithklz+pH75X+u6fpEZ+7LSWVAILVWzHQVPbDucrMaY9u4b1VvYjZM7w5hce/uPxJ/2nx7OaU83AHBZYU0tU11F2jtIIgkAtLtTOfU1ABDX1V9/JfbLf5eyYzAhem9qtr6P0ftEtRwCX3tyqQs9m9cA/voD8AI1ePND+eQWZ8UjBRHYU523fyuXWO8CAHAYfDc+/GEc+HgHu0QbzAqRwrl0VOPXlNwjhBBaaJiBR9W1SDLwgUsG307kT4eFheYlLbMb70jQssY1jccTpFiQxkYq6c1GCvnosXz2NO28zDrWVHeJc0UG+8QDKZdVjx52Dt411ZXS8JBowh+0tgGlU78ikTZtYZ8djT4EzgGAXr0U++f/6t5yu/r5p+J1WFOz9eyPuGHM2x9mqfALSzkDT/UqlNBzKF5WAIBQMDomtqZLbnYmtIUnMm/5Ro6+k8h+pQPA6KeGX5Si/63jswzgAaDhUNFo99QGJrrfI4QQWiQwA4+qazEE8M6g3PnzTBS9A4AzMPWdOkLLhjgGT3xfyudmvHjCqW/trddEELvoMCYNj7flU458QPL5qa6l0QH4qevnBWnzttJzqP3Et+0nvyOidOJ52uH3S9F7C0bvU/HNpRzAS7H5L6G3B2SRz9dXeBV2gCcSNN1faDhoirR8/pSWOxW+8c0hgCcU4utcJT2vY+0RQgjdMAzgUXUteAn92Jd61y/S3igFAEK5pAcAwCwpqudEaNka72M3PDjjxaRYKP+QDvQrnx+d6uLKKWdOJv7T/6G/9Osb2Q4gjq19/IF84SwASCPDYam/+JLnae9NWfBPuzvFA9a2cvpvIW3bwZpbuKZbTz3jbdnubdle/Iv/4EVRfRi9/xlG71NhpQz8gs+BrwaqckIB5jUDH9XPl7esq0TdrWbzAwUi/r45AICS5EpivtaFEEJogWEMg6prATPwzCZ9L6eG3kmICXZKHVv5bDY8IgjgDOH5EbTcRZPk9Bd/rb31GsmOTXOxVMrA+2vXiwfae29KoyM3uAb1w3eI5ylnTkax9GyRXDb23/9Fff8t4/lfSGMjdKhffN7btpMrCgAop76Wrn1x4jjiD0t7OgEACPFnCuBB1cwf/U3hf/nf/A2bxSd4LG4/9Yz9ze8GdQ1szXrz2R9i9D4N0cROUrmkLMrCjRtEwir6eRwjN9UB+EqkttsrnshF77+x1qX4d44QQssVxjCouggtBfC1nQPv9Mt9r6S8XHgvldziNN1XkFSuNoWVAM4gja2u5YoQWnTYqrVAKTBGPFc9dkT9/Ki3Zbt366FJ27lFGXhv136u6crpE8Tz9FdeMH/wY5DmGLRIQwNRubvy9Rds5arZvgId6Dd+87PwfD7n8oVz0Tr9tRt4faP6wdvAuf7Wa+af/qU4508sK/7P/5WYRW/XXrEBEdQ1wFx7znmbtnozNbpHPAi7uy3J+nlBMgIoStwj3CdR5DxnzJLsfhkA5GSgNsylgC2+1m3/drb3dylmS5mtDBM2CCG0ZOA/6KjKFiQDz6Hv1aSI3onCWx4qtDySl1QOAHpTWFvrDOLuFVruWHOL+cO/9rbuCCPwIFBOfhX71783fvVTevXShIulUmDMEwn7wcd4PAEAtKdLPXp4zgtQyka1y6dPEm92mUaSyxq/+Nfy7nr00nlpIMzA8+YW99aDQSoNALSvRzlxPPymp74mxQJwrnz5majbZ+0zpd/RjWGmJGq5l2QLeiFqRD8vVfTmFUX8jcVWz65+vpze6q/+0eiaH4/W71yyf+0IIbQMYQCPqktSwgfBrGsA587ul70sBQA5xTq+P5bcNt5wXm3wRXcfF0voEQJgTc32E98u/vX/7O47IArOgXP58oXYL34S+8k/KmdOQhDe+kdN7Hg8AUbMfuQJ8aH64Tt0aGBu352eGQ/giefKZ07O6unaO68T2waAoLGZazoA0M6rtL8XAIBSVtfAqeze93B48XtvEtcFAPnElxNeZ8YOdugGLe0W9AKd11Hwcz4AP4GkcTmFXegQQmhJwQAeVdeClNAXz4d9dzO7bLX+mnsXSeNykgGAN0YXdrIdQotHkEo7DzxW+Jv/6N5xbzTAnPb16C/9Ov5P/y/t7QYAKCW6eSwOAP76Td7OvQBAGNNefh7YrIMEaWRYRP5cDnfTlK+/qPzp9PJF5cxJAOCqaj7zHFu9FgCI74mNBlbfKMbCeZu2inF3pFhQP35fGh6ifT0AwOMJrhsAAITMoXQfzcr4EPil2MFOkEoBvD0gX/33TOfPMsyczS0Wh/xJvXBWAwAegHlVBQBCIdZRw81vhBBCNwMM4FF1LUATOw75cyoAAIHExklyF3ozAwAegDOEw+QQKmPEnEN3F/+H/2g/+FiQzojPSWMj6gfvAIBULAIAV9UwUQ/g3PdwWKA+0K8efm+23y2qn/f2384TSQCgXVelsdGKnsyY/tYfxEP34N08mfTXrCv/Om8eP8bvPPCIOCOgfPqx+uE74bN27zN/+Ffezr32Q48HdQ2zXTyaFb8UwMuxJRvAy0b4ZjdyOOYOy86gnD2hTf+UcvlTev/rib5Xk4Xzqt0vM4sAgNHmicNfCCGEUAQDeFRd4yX0tRoj5wzIfo4CgNbsT1o6qDaGS8EqeoSux2XF23ug+Fd/az/5HZHEpqPDEATEMkHUz0dXapr92DdFZzjtyIdhor5itFQw72/d7m3fBQDAufzV55U8V/vkI9H9LmhodPffBgBs7YbyC8r78LGmFm/XPgAgjImkPRDib98VZOrsR5/0du+b1bLRHIwH8Es3A09LexOsVEIflcFXonA+vHjsWGy+6ucRQggtSRjAo+oaL6GvVQa+UKqfT2xwJr0gCuBxkhxCU5Ikb8t2kYcnuayUz4l+b6J+PsJWrXH33QoAEAT6Ky8Sv9KNOmlslA70AUCQqWdNLd6O3WIjQD3+OZmpGl8+eypKpNsPPCZ2GYJUOhprDwCssbn8Kc6d94UF8+KrbSuDTH2FS0XlOCPukMxnGYaPl9Av3TPwkj7xj+b0Kcyp6I2P+8TsDHe77T4591X4u4oBPEIIoethAI+qq/Yl9IVzYe5i0vp5KJXQA4AziCX0CE0nrC3nXOq+Gn6mLAMvuHc/ICJnaWRIfe/NCl856lfnb94GAEF9I1u9DgCIWZRPfTXNE6XuTv3l58Vugrf3gDj6Hr7UmvXjK2++ZhIeNwz30N3Rh2HCH80Ss0nXL9JXf5oZ+GNyVk8cz8Av3QA+6kIf4QFYVytKwltdSvlbpKifl5NsQg8XhBBCCDCAR9UWZeBrU0LvDIb957VmX0lPfusjJxjVOIgSejxdiNDUgrowTS13dYafui6A57JsPfa0OGSufvYJ7bxcySvLpQPw/uZwiLqohAcA5dMjUz1LGhuJPf9zkef3122073+k/KtsbRjA81icX7/RsOeWoKERALisiF0DNCuBQ3pfSIsBnPmzmt07iwomtgwC+KiJHQCItxgAKF5Wprj8GsXJiu3ja7F9HUIIoUlgAI+qKzoDX5su9Oal8DYoPkX9PAAACavoA5dc/pe60aMxu0cJXOxIj9BEUQBPSxn46wNjAAja2p1bDwEAcK6/+tKMHemlXFYMewvSGda8QnzSX7teZPLpYD+9evn6ZxHLNH71M2JZAMBaWu2nngnH15ewjjVcVQGAtU02151S6+nveXsP2E9/t7ycHlUi8EjPiym7vxS0cxj+KD7tM64hxshJKifKkt00pWUBfNP9BSIBAJhX1Eq2iYsXFQAAAqnt40NPsX4eIYTQpDCAR9VV4xL66P5y+tE7Rumrfo4OfxTr+lX64t81dP0qjWE8QuWi9uyiYxxMVkIvuIfuEX3jpOyYfOn89C8rnzkpauD9TVvF0XcAAELC4/QA6qcfT3gK8f3Y87+QxkYAIEilre/8IGqGH+GKYj7znHvHPfbDj0/+x6lvtB98zL+23R2aEfdJ70spu1cBAEnlIlK1uhSzsvpwd4QyWwIAOblk0+8AQDVODQ4AaqOf2OhoKzwAYEVpxmYr7jD18xQAtCa/4ZApytYI5ThADiGE0KQwgEfVFZXQQw0DeEJBa5ouB1h3wGx+qKCvKCvr52D3KGNfV1TuiNAyEWXgRbwNADw+Rd6VUlck4QHk0yemf1nl3GnxwNu0tfzz/o49IjcuXzgb/4f/on7wjsi3A+f6y89L3Z0AwHXDeua5SQsBACBo73AO3TPVV9EccEZ6f5+yuhQAIDJvfSpXf7spvjT8QczuUUR2fRojH8dEFjq+dkmnlAmseDyX3mOteCwPBOJrwvB7xl70xahwbK1LY0HDHSaNBfW3mdH2N0IIIVQOu3Cj6pJKv2I1OAPvFyRx0lJt8Mc3DiZDJEhts1PbbHdILl5W7D6leEEFgPwZFe6r+joRulnwZIrLcnlv+WliY7ss7QkAACAASURBVLZhs7hYPn+W+B6XJ98OI/mc1NMFADyVDlrbr/l2iuLu2a99/AEASGOj2uH3lJPHrWeeU774VJyZ55RaT39PHGVHNcAZ9L2cNK8oAEAob30yZ7R7+gpv7DPDy1JnUO76VRoAEpucFY/lJ30FZ1AWk0EklWf2mbVcfO0Z7Z7RHsbtsTXu8EcxACheVuoOTPesCUPjMnutzF6rugtFCCF0M8MMPKouQjkQgJqU0Dul+nm9pdLdArXRr7vFan08pyQDADB7qDNWreUtDV6W5k7o+TMa9v+bL4FD+l9L9r+eqNmkhlkghNddM24tiE158pmrqr9uIwAQz5UvnJvqMuXsqbCH/MYt4/XzJe6he5z7H2EtreJDKTsW+7e/V48dEYtxHvsm61g9xz8LmiUeQP8fUiI/TCi0Pp6PrfLE44ZD14TihbNalEaeYPhwmH7P7LNEhfkyoTX6Ymae3au4I1NOPAk8Is4mUCOo/J0LIYTQcoYZeFRlBAjl3Cc1CE6iA/DabG+DCCQ2OaPHDOAw/BXEds7/2m5q3hi1uhWrS7G6xstlnQG58a7iwi5saRg9ZuRPawCgt/jpXfaM19dYUFcvDQ6EHxByfRf6cmzrDuXsKQCQT3/tTdHpvaz//GQXUOruv83dfxsd6Ndf+IWUHSNemNJ07rrP27pjjn8MNEs8gIE/JgvnVQAgErQ8mouVFcAnNjmtMrf7ZWdQFq1Dhz+Ix1a55NpA1eoNv0oNvuyyygRS2+zRozHgMPa50fxAYdKr7F6ZBwAAsVUeLL4dPIQQQosQZuBR1Ykq+hqU0M8hAx9JbAq71g8dn88l3dSsLqX/teTlf6q/8q91A28k8qe18sOuY58Zo59iK+8bxRnJfa2Lx8UL2sIuZlJBpiF6zHWd0ylziQDgr9vINQ0A6IXzxJlkM4IUC1QcZU8kJ+8VX8KaW8w//UtWqrH39tzi3nbnHNaP5mbs01j+jAYien8kn9gw8fh6fJ3bcNBsfSKnNTIAcEdotvSbHBk5HNZrZPaZkrqM0u9CZrctDnPlT2nMmvx2y+oOT5robdiyDiGEUEUwgEdVJzrxVD0Dz8EZDNssKfWzDuC1Zl+tYwBg9sE05Y7LR+CQnpdSE4J2IoG+wo9G9A1/FM+fmnjLjirBLCnwCAAUzozf2VvdCrMXXQ4uqB8voedT18+HF8gy27AZAAjz6bkz118gl+rnr+k/P9WrxeLW9//MOXS3c/f99gOPznrpaK54AGNf6gAABJoeyEf7m9cjEjTcGVbijHwcY874z9TqVKxOBQBoPMjsWXSlJTVA40FiswMAnJHsl5P/U2n3hAG80Y718wghhCqCJfSo6kQKotpz4P08ZRYBAK3JJ3PamEpsckaOxACg/21DbZQlLZx4JMnjw/CoztUWT1nSw5AEu0fhHgEAIoHW7BsrPaPd09s8kUYbfDfIfmEAh8F34olNzvQtA9EEhXNa36tJqgetT+XGvhi/recMzEtqcuuUwdKCCMrOwFfS3d3bskM+cRwAlAtn/B27J3xVKdXPe5u2VPLduay4d9xb4VLRfDEvq8yUACC20kttm+EXMrbaja12zStqYEvZL4z628Lj8VH6ve7A8m2oXrfPyp/SgcPYl3rdLdaEvwfOwO6TQbyzzH7fGSGE0PKEATyqujADHwBnQKqW2577AfiSKIAvXpaLl6f8X4PqfPWfjyz5clCrlBdqur+Q2j4xe9Z0d9Edkq0uJXCJ3SdHjZfRjAJbGngrDhyYJXX/Oi02tgjl4kHxorb4AvjxEvqphsCXY6vXgCRBEEh9vRO+RMwi7boKADwWZ+2r5nedaB7lT4b7SsltFWXOG+4wzSsqABTOaiKAL15SrV4ZAJRUkN6xuH6la0ltYLFV4e5G7qQ2ocmFM6CI2jS9DQ/AI4QQqhSW0KOqk0rDpGaooudgXlGcoTmG+OMH4JvnGMCr9SzWMfNzmR02DV7aopOZxqQnMwnE14VnYu3upf+3MY8G34sFdvgPb1SWUn+7KSkcAIqXlcXWi57HE1xVo8czX0/loL4BAKR8jtjXhCvy2VMQBCDq5yV891mkmCUVL6sAIGn8+qPvk9KafLXBBwB3hLpDMnAYORwTX6q71VzmFTp1+8PufWOfGxOGd1jdpbctPACPEEKoYpiBR1UX3b1xRmDq4WNjx/WhdxJAIL3bajgUxjMzcofl/j8miMxZIYz855yBB4BV3zZhJJUbLQZBAACBS8R6AwbcI86AXDinAYAzIMdWV3Rfe5MSf1gAoPFAqWOTXhNl3a0upe7W2q3tpmZ1KfnTOgAQyrVmX+wESSpP77Ltfrl4XuM+Ma8o8fWL67cryNTTgT6o4Ay8wJpapKFB4FwaGmArxzPtyrnT4oG3aWs11onmRf6UxhkAQHKTU3npe3KzO/yRDACFs5raRJ1BGQCUDEtuXY6n38sZHZ7W5DuDsjdGCxfU8j2RqNBp8n1ShBBCaDKYA0FVF90CTp9aLJ7XAAA4ZL8wOv+9bqqpwhOMfa47A7Ldo3g5CQAklatTBJwVLVXhmU2Q2uwlNjqJjU5qu53aYad22Jnddt0tVjQGSQS3S5jVK4s7+GluK9VGn2q8/GI0Pc7I4NsJsSVUf6vV/p1ccrNDKDQcNCWVJ0pBe/HioutFHx2Dr6SEHgCCphbxQBroG/+sZdKrlwGAGwbOcl/Mos6UFdbPC1Gju9wZdeTjMP1ef7s5t44kS0wmSsJ/Vja5g4PTGzZe1eZaOIYQQmgZwrdWVHVRCX0wdY6B+8TuHY+KvZzU+1Kq93cpPzdDRb07es0FVT1JqDUxcTMalevf7MyrSuG8yq9ryTc+2Wjqw+1ECss+uU+cAayin9nop4YYcKA2sMx+k1De8mh+/d8OpfdYABBbG87QLpxXp5o4tVB484rwQVlDu2kEpevpYH/0SeXcmbB+fuMWrJ9ftKyu8ByT2sD0FbOIKpU0E1Gon6Ol33M/OXX7+mUlscERrU/tXsUqvdO5w7KYOqG3+tXrDoMQQmjpwbsoVHXXltBPzupRxFf1Ni/KRRQvqld+khFV61PxxigAEJk3P5Svv91sebAwb+u+TjSgzstLiy3EmoPiJbXn+XTfy6nOn9WZl6+pd4iOtcdWTncHH4X3ZtcS2dGoHm+Ujh41AAAINN1XuP5+nWo8vs4BgMAlwx/Ern8F7hO7R/HyC/CL5+6/1b3tTueBR1l7RyXXs+YoA18WwJ/6WjzwNm2b9xWi+cFh5KPwlER6x6xL3xMbrwnX6w+a2JhNIBTEPh2UJeHN0gF4rJ9HCCE0Kzd9EIIWv0pK6K2rYcSY2uqsfHas8d6CKM/mPul7NTn6SWzSs/OBS8SsIyXDUtuc+ttMGq/ugLeoQ97NXkXPAxj+ILxTd4dpz4upvleSohKeMxJONjJmmGwUHYO3uzADPy0OA28nxBZVaps9VdP+xjvDdl+5U7r4EfAA7F559Gis+zfpi39X3/WrdOe/19V+84grqnP3/e6+Slsd8HhCnJaXhgZE1p0U8rTrCoj+86vXVm+p6EYULpRaxyeD1M5ZB/DJzW4UsestfmLd4mrlsLBSO2xJ4wBgXtS8LAWAYmlveppCJ4QQQuh6N3cQgm4KUum3LJg6GDRLAbzR4REJMrvt5CZ34PVE8ZIKHIYPx/yi1HTfxOy6SL8DgJKp0SFsrcWHkwA3fx+73Ne6KHOFUmPBwjmNUGh5OO/0y1E1xPQJNK3Zl1QeuMTuVXgAeNh1KvnTmtWpAAA1goY7ilNdJqdYZr8ltqsG3kgqGWZ1KYFzzc8gcInVqSQWfWVy0NxCL18kvi+NjQT1jcqpr0Uk723dgfXziwpnMHIkxn0SX+dGk9vrD86ldbycZPoKXxyGqj+E6fdrSCpP7bDHjhk8gLHPjdR2W5xUkhMBZuARQgjNCt5IoaqbMQMf2JIzJAOAnGJKOgzFqRGseCIX9f7JHtet69K8Io8BAGqmuon3iLYkMvCBS6IuU61P5BrvLYjYO39a630lGWXmZ7ytJBLorR4ABKWu9eh6zCJD74d/pY13FakxXVxUf8ASZ2XdYVq8oJZH71FAZd8Mf9Ws1MeODvQDgHzyuPjQ37ZzwdaEJpM/pY8ejY19bnT/Ji029bRGltg8x9bxjXcW1UY/s9+KrbqJ9zerJLPHEmdncie00SPhv8DpnTYegEcIITQrGMCjqpsxgDc7FZEEjnVcEzESCRrvLNbfbooPh95NTGi3tgAZ+Mal0Mdu9FNDlGHHVnnxdW5mt930QF6ky4rntajHkrFy5rxQVPxp4TT4KQx/GBd/20aHl9wyQ+acyLzhrmL5h7FVbsOdxY4fjHX8yZj4pNO3YL975lVl4I9Jq3fmBUQBvDTYLw0PiTA+yNSzltbqLhHNUvYrfcJn6g8W51xNo7d5q54ba7xzyjKT5UxOBKJNAPdJ4YIKAITyORxVQAghtMzdxEEIulnM2MQuqp+PrZokYqy7xSyc1dwR6gzR7JdGNMsNFiKAF33s3CFZ9LGjRgAA+dNa/pSW3mPH194ESSc/L419HnZTayzFiqltTuBIQ++FiWKi8NR2u5LJRrGV/ggAANg9Cuy3Zrh6+bG6ldzJcPB7832FSoqKExud5oeAFaje5umt/nglMwdxYMEZlIFD7euTOSP9r6aYTfJntaZ7C6lSkzNmEW+MuqPUG6N+jmqtXnqnzcf72I3vN/jbdwLBuupFxO6XRe2MnAjkJLP7lMQGJ45n16sms8/Knx5vy5rc7Io3EYQQQqhyGMCjqptxjJw4HgwEjI5JriAUGu8u9LyQBoCRI7HkZofGwjsedzTME9UsgAcAvdl3h2QoHYNnpjTwRoIzYnUr7d/J6q2LfZzvyOG4KIVIbrXVxvHVZvZa1AicITnW4Ror/QpPwGrNHpG5aJC+IFHlYsYZRIPf6w5YSl2lv6WpbZMl6glozb7VpQQucUepWl+733nBvKKIqVecwcCbicI5NfAkb4wy65qfev6Mlj+pN98nxSgFxmh3F+3pEl/ytmL9/OKSK6Xf03usuv0W9whRZn30HVVOa/Jjq7xozzq9Gzc9EUIIzRqW0KOqizrDT5jZLphXFXGUXW3wp8pFxFZ7iQ0uAAQOGSqbsCUy8JLC5VjtkhhayzXH4Me+MERlAWek9/ep66d8+Xk68Hoif2q6YXg14wzKudMaiFLtg+aErya3OI13FmOrvcr7VxEKYlg0s4kzjEc5r5E7obvDFADUelZ3yzzcqevR795CnOCYMNDRvKravfKE6F1wBuSuX9UPJ+8FAOLYxLYBgLV3BJWNkUe1Ebgkf1YDUci9zQEAjN5rIGrsord6lVQ5IYQQQhNgAI+qbpqoI3DJ4JtJ8Tg17fHgxruL4ix9/rQuuhwHDhFHi+U0q2XiN7rlKpxTmSllj4+fIGWm1Pe7VOBds5rBt+O5k3r/60lncOELXobej4uEcGafJSfmZ9dDL/W6s3vxGPw4zsjop+FmU+M9xTn09L5etHlk1zyA54wUL4andutvG28wLqlca/aTm53628yWR/Mtj+blJAMAHkCP8zCDMOZna9dbT3y7xmtG08uf1rhHACC+Hgu5aye2yk3vsfRWr+le7BSAEEJoLhY+okBLnpxi1AiYJTmDMmdQ3nF36L24l5MAQGv203umS1HKSVZ3izXycQw4DL6b6Hh2LGpBX8v6eQDQmpgcD/yi5AzKXT/PiD7hxkrPHaWsKDmD8sBryRWP50SEwyzJvKICAHAYORJrfSJXy6VOYF5Sw2FmsaBu/s6rG+3+KAAA2D1KGhsyleROaH5eAgC91ZuvjtzRXpg7UOu9kuJlJXAJAMTXePW3m4lNTmBLSobR64pfEuvcnhdTVrfiM2NAeWCF9r5z38Pelu01XjCaHjOl0WOGeIz/29ZY0z0YuiOEEJo7zMCjWhCZQ+4Td2R8z8i8oo7393ooP+Monbr9lkjuOf1y7oQedbDT6mqaOyKUr/hGuNqoYL7hzmLrEzlRI1C4oA6XxikXzmhR5/ziRXUBZ63xAIY+DFfVcNCU1HmrldVXeKJntY2N6EvK0+/1t008qjBncopJegAA9iDltc2YFkv18/GNDgCo9Uxv866P3gGAKLzx7qLYwBrQHsn+2f+K0ftiwyyp5/m0nxNnl5jRjnPIEUIIoZsGBvCoFqLMoV3qSM0cMvBGqb/XbabWOHMWnci8sZS4GPowFr2UXNsMPADobV7DXYXow1iHp7f4+gq/5aGwzfjoUUMcei9vOAwchj+OTXytWhk/j93AktvmM+EmqVw0w/Py0vUtAJana9Lvq+czOtKbS3thw/OzGeTnqDM0w+YZ90v18zKvpEW51uwnNjgAELhk9Fh8XtaJ5ktgS92/TYkfuqQHKx7NY+9JhBBC6CaCd9uoFkSfMygbYT30btwvSOJLlZdzJ9a7IhwKbCn7ZVj/qdY8gAeAzG47CoPrDoQp1sQmp/7W8PHAm4ncSV2cVVaSATU4AJiXVHshhngHLhkp7R003jH3Ic9TGT8Gj0l4AOAw9ln4yzmP6XdBW3FND8UbZHUpV/4t0/nTuq5fZHIntakGPRYvqaKzQ2yNK1XW56zhoCl+zbLHdb+IbzSLBbNJ929TYo4G1Xn7t3PloygQQgghtPjhfRWqhQnNt4qX1PypsuL52fwaNt5TEOXrUQlxjc/AR5rvLzTdU2x9PF8+/a7+NjOx0QEAzsjA6wnxycRWO703DOSG3k3UuPgZAEaPGcyUACDW4cWqMKw+1l76+fZgAA92nywaNGhN/vym36GUgYf5aETPLKnvD0kRtNt98sDryUv/WDf8YVxUVkc4I8OHw92f5KZKf3mUOpbcaounF84sihEMiDmk5/m06KZJNd72razWhNE7QgghdJPBAB7VAjUCOcUAwBuV/bw0+GYY2dYfNGc7zlqtY5mydneSyic9iFsDhEJ6jxXfcG3zfAItDxcmDAdKbnEye2zR9d3uk0c/qWkhPffJ2OeGWFvDXVVpnoSN6N0heeTjmOjIWDgTDiZITjtYYW7GpxhWNtTAy0sDf0xGFQHjOPT/IcGKEsB4X8nAlkY/NS7/S13PiynzsipOuIwcMbxRCgBaI4uvn8WfKLUjLFGZMH8OLYjAIb3Pp0XhhqTx1m9lcYYZQgghdDPCAB7ViKii5wH0vpQWJbVGq5/ZO5de6HW3mnJptrySXpj0+zSIzFufzEUr/P/bu+/oOMp7/+Pfmdne1KttuWJcwIAxNRSDKSEmQHB+2IQcSG4KN+ckuSHJSTsBckLCDSeXlpsEwrnJJQnXBNMM2A7BJiYxxTSDsU1wl2RLsrpW23dndn5/zHot5CbJK61Wer+O/5BXo9lnV4929zPP83wfV5XuKDFUu1l5aIW8J9YychPp4+1aZrOoKclhGnDTPGlrHkSiU+s3fjsumNLyfKDrTU/LyqJ0UgntcIiIoor/5NwHeJsvrblMEUl2H/95Ng05sDrQ+y9nxwZv33IMiXZb61pftNEhIqrTrPt8d+01vZ4pycxaaFOi9Y7m5wL1j5Z0vu7p2eQREVGk/NLBTZZxVelW1cl4q00PaSISrXdE9jhGfgYK0kml+bkiawKU6jBrrw1m65IAAIDCQoDHCDm0G3yHJiKKbdCT57NUh1l2QWYkebAD+CPD5kvXfLrXWi1cdFrmIoWnLml9baal7W/+o603zrnsYmlXzTB+ZPdMToqImJKtTTh+pMKZ6n3Jbq15ZcCIqSLinpjSvMMSVa1rJemEYi2LOIbutz3ZmfYd//DpYTV+wNb4WPG+5cXWGhYRqVwUthcbnqnJ2mt7p3yhu+TMmFWvQUT0Xq37bY9piIgUzYu7B9t/lINT7k0J7XD0bnM1PxdoeSHQ+Ghp9ztuI07ltBGSTinNKwPxFpuIqHaz9rreYX0pAAAAw4p94DFCsnXsLGXnR+0lQ8/e/pMTiXZbotVWsiBn+5nnlrNKr7u524ipfQe9yy+IxvY5kp1aKqhF6+3e6blfjn64bIB3DueYW+k5sdB2ZzquRvfZez90BeaOo52lUx2HXkiziwh8Jw/XM2AvMaxSiKke7RjrR+IHbN1vH1qsYcSV5meLUkHNzP7ZKVJyZswq2WCxBYyyCyKl50VD2x29W9yHNnrwpcvOH8riC+9JCWuz8dC2Q6XsUiG18zVv11uewOxE0Wmx0XkNrqCFdzo7/un1Tk2WXxwWkQOrAla3VDLpnU3jAAAoYAR4jBBnha6omcpzrtpU33XsQ6FI+fAs584hmy9trXvPUjSz+IxY2zqfiMTbbCMc4F3DueRVc6crLo60/s0vIp0bvJ4pSdvwjD+PQodvw6bYTN+M4frlZrddSHZr2eoD/Zi60vqS3/pz85+ciDY4jLiS7Mq0015sBObEfbMSdv+RNnLXzMCcRGBOItFqC25xJbu08guiqmMo0ypclbotYOi9WnbCv+Y2jZgiImZKCX7gCm5xeeqSxfPjnklJNjPLlZ533XpYDW5xpYKq5jajjXYRUWxm7TW9R+swAACgUBDgMUIUu+mo0BOtNsVuVl0RHrcf1g8tJRiR/eRMXUl12UTEHkirruFN1P5ZidB2Z7TeYSSUjvW+6qt7h/XuRo9kV+ZXqWimtTLCOy05tMQ7ENltF1I9R10G3/Gq16o85yg1Ki8Lh3c5rGsrIuKfE6+8JKLYjt88Z5VeWRU+obYq4p+Z7H4nU0JPc5l1n+9OhdTge+7wLqdpiJgSbXBEGxzOSr3i4gjxMidS4cxkB6vMgYgoqtQsDrkn8vQCAFDwWAOPkVN1ebhoXrz2mt5RWHluxNhLdSs7xXOxj7fFiKrNKwP7VxRbK7H7SrRr1jDsyFScrrw0bAXX8G7H+Kk9nmjPBOnKRWFRRBQpOnUYVxBk154cLcBHG+zBD1wioqhSeUVIsZn+WYmSBTFHqVF5eajq8vBA0nuu9J2iX35xWPOkXVV61SdDk7/YVXJWNHtRKdFm2/9U0YG/+q3xeQyZmZZ07OOvA4pULAp7pozEfB8AADDcGIHHyHGU6RWXnNiAXuFTVHFVGLEWWzqu6r2atbveidB7taZnA1aW6/3AXfaJj60syF4mGJkAb/Onyz4RaV/vE5H2V7zuiclsRbSxyjQk1WMTEZsv7Z+dcFToIuIsH8ZLVPZiQxQR88iF6I240rbOb9URLDk7mp3xUfaJSL++MTKclbqrSo+32rwzEn331bN502XnR0vPjoW2O7vfdqeCmpgS3uFUVKm6MjTy7RwzjKhqXbOzBYx0UknH1dLzIoE546gmBQAAYxsBHhhpjsqUtY1cos12ggE+0aG1rCzKlgeLN/Xfhn1kKtj1VXRqPLzDGWuyG1G1c4Ov8opchrH4AVs6ph7a8GwUSPXYrLJwjrJhj+4W1W7avGk9rKZ6VDMt/bZyaF/v08OqiLiq9ZKzosPdmIGYsCSY6LA5q44wf1uxmYG5cf+sRM8mV9ebHtNQwjud5RdFNHc6stsR3uUsnh8bpr0Pxyr94Px5d41evjCcjqvZNRcAAGAMYAo9MNKyWTreekJX0OIt9uani7PpXUTibTZT/1i0PRTgRywFKVK5KDNJu/dfzmiDI1cnTnbY9q8obn4+sP/JomTHaLn4mK1g56wYuZhkRTLTUIywJiLpZOaXHtruDO9wirVN4xVD3KYx5xS76apJHaMximaWnBXzz06IiGlI71ZXsls78NdA6CNn60u+kWvomJAN8DZfWnOZpHcAAMaY0fH5DhhPstXgTyTAR+sdTc8ErM20HaWGe0JKRExD4n1q4/WtYKe5R64mvL3EKD0nM/bb/rIvGy9PUGSPw5oZHm+x73u8uOtNz/F+YiSkOjNPuKN05AaKHQeXwSd7tPb1vj0Plf3rf5XQXq3jlUzcLbsg4jiBbRrzomheZpp371ZXxz981ryGZIctkbtqEeNB9oqeNm62gQAAYFwhwAMjzV5iqHZTRJJtNhnSCvHQR86WVQFrsN1VrU/4bE9207J486FZ9CNcwa6v4vkx605TIbXzdW9Ozhndd+ihmWnp2uhJnNgUhpzIjsA7hn/yfFZ2WDW239671SUioXpl71+c1gUdz+RU8bzCW/PsrNBdNbqIpHrVaMOh33XoQ1f+GlV4jMihEfj8tgQAAAwHAjww0hQ1k6iNhHKMncCOJrjZ3fqS3xqf9NSlaq8Pam4zu/9WrOlQph3hCnZ9KapUXR5WNBGR4Aeu6P7+D9M0FCttDpBpKPEWm4hoLtOaay0iXW/lfxA+2WkTEUUVR+kIBviDo+s977vMj8c0zWVWXhYaPTUCBiVwauzwG0PbndbmfP3oETWdKMzHOZyMSOZvjQAPAMCYlP/xK2AcclbpsSa7iMTbbPajTHU2IqrqTvddOZyOq10bPT2bMwOSvpMSVVeGrJDsKNdVh5lOKvED9mxhs+iezPrzkQ/wVpOK50e73/aIKfvXOMqmi3rw9SbZaWt6NpCOKzWf7vVMHtDe1PFmm5Xi3BNTFQvD0b0OI65E9joS7bY8FjlLJxRr6z57iaFoI1dvPzsCb6YyCbb8NLNzq2KmpeLScOEmN//MZMc/0+m4KiLOKl1zpqONDiOuRPY4rO3oTEOJ7bdH9zrCe+16ryYiis209rofw7XujJjascGT7LQN5GEeWgPPFHoAAMYiAjyQB9lEnWi1+U9OHH5AcLO7/RWvs0qfeEOPooppKF1vuYPvu7PryYtOjVdcEs4OtCqquGr0aIM9nVSSHTZnpR7bb482OkREdaXdtQMKyTlXek4sstuZ7NISXWrTepl0uYhVi+7pgBXSOjb4Jk3qHkittej+zJxq18Sk6jCLTo91bfSIKd1veaoX9w7jYzimZFdmEYRVgn7E2AOGokp27N1VpU+7Xi2/IB7tjY/kRICcUzSz+NRE19tuUaTi4rAe1qw+HPzAZcSVaL0j2mjvV6bR1JVEm63rLXfN84VY5QAAIABJREFU4rG1+ZwpRlw1U0psv73jVa8RU0Sk8w1P7TXH6e2ZNfAKa+ABABibCPBAHmR3547tt4sph0947t3mFJFEqy261+Gdnux6w9P9rtv6lqJKydnRbJW4LHdtylo5HG+2Oyv0ztcyK89Lz44p9vxsxq5oZuVl4f1PFokpza9K6VwJtduaVnvTByfPJzu18HZndkr8McQOLoD3TEyJSNHpsZ733OmEEt7tSHbaRjg/Zx0qQV82orFZ0cQWMLLrL/xz4yIeR8DUbQWc3i0l50Q0v2EvNlw1umkYmss04kpsvz22/+NbJCriKNMVTZLtNjN91L+jApXqVZufKUoF+y88iTU60glFdR7rz9kIqyKiOtMjOSUEAACMGNbAA3lgLzJs/rSIJNptvdv61+gyDSXZlbm4FtziSieU4BaXiIgivpmJSTd1H57eRSS7DD7aZIvsdlrl6G1+oyiv9cxcNamieTERMdOy9XfS8JTLGkvUPJnhwc6NHvN4qTOdUhJtduunrBFmzWkWnRYTETGl45/eodUCPHHh7U7rC0f5SF9ByK68UOzmESdxFChFk6JT455JKRFRNNP38Yem2k3fjGTlZeEpX+qqu6ln0rIeV01KRNJxNdk5Rq5Hm7pyYFWgX3pXHaaImIZE9h5rX0YzpRgJRVgADwDA2EWAB/JBkfILI9aXHa96++7lLlb1+IOZNtro6HzNa82c981IVF8VOtocaVe1bq2Hj+xytqz2WzeWnRfN+0Bc2SeijiJT5NCUb0e5Xvf5Hmsdgd6rHX4Jo594s916QtwTU9lR1uIzYqorLSLRRntwax4KlUcbHVYhA5svPcCV/DnkOLgM3n9S0kp3Y1LJmTFnueEoMYrPiNV+Jjj11s7qxb2BufHsAm/3pIPXrfbZj36awmFK61pfot0mIqor7Zmc9M1MVF0Zqroys0AgvMt5jJ/OvpKwAB4AgLFqjAxZAAXHd1LCO80Z2eNIJ5SO9b7qqw8tbf3YxtemZIbfRYrnH6FGd5ZiM52VqXjLoRjjKNf9s/I/NqvazQlXJepXuMy0eGoN39yYf2ZCsZlln4g2PxsQke63PIG5iWNcaMhOn/ZMOpSTNZdZsTDS+qJfRDpf9XqnpGz+EZxAbkrX65ka+CVn5+EqiWdSquc9t6JKYN6xekWhs/mNSTd1H+MA98SD+y/stxefUQBPRXCzO95ic9clfTOSqsM04koqqOlBLRXUkt1qqttmzZ1RNLP2ml5rXz0RMQ3FqlIZrbenk8rRLtno7CEHAMBYR4AH8qbiknBsf0k6qYR3OyK7nN4ZmbB9xO3N3RNSrurjzNMuvyDa8arHiKlmWlS7VC4Kj5JVwb4pxmn/IZIW3RWLxzNT+j11SfeEVKzJrkfU3q2uzJT4PkxdCW13hj5yWgPd0ietWfwnJyK7nOFdjnRSaX3JN+H6YN/HmwpqkV0O74ykvSj3wT68xxFvtYmILWAE5uRhkYJnanLiDT2qPQ+z90cVV7Wu2ExTV+JNh/ZfGLWSnVr7P7xiSmi7s/3vpmqXo22mWHFpJJveRUTRTO/UpLWjXrTe4ZuZea0wDSXRriXabKleLTArcagEPQEeAIAxigAP5I3Nly77RKR9vU9E2l7x1k1Mai5T+u7fXqVnw/yxh98trtrUxBuCw9beE+IqFREJhz92Y+m50aani0Sk+x134JR4dhzbiKnBza7gBy4jdiiQ2UuM7PZpWRWXhmNNxUZMje2393zgKj7tYJY2peX5QLJL6/3IWXdTT44fjCldb2SG30vPiSr9a42NkL4Bb9xSNNNdq0cb7UZCSbbbnFWj+jkJ7XBm6zWYhmIc6cqSYjNLzowdflXIOyMR2u4Ukd5tLiOhJFptiTZbssuWXW4T2eUInJr5KUrQAwAwVhHggXwqOjUe2u6MN9uNiNr5qrfysrCpK6kum4jY/emSs6IHVgVExFFieKcm893Y3HNPTLlqU/Fmux5We7c5i+bFk11az3vu0L+c1q7vFs2T9p2UKJl/hIFuzZ2uvDRirfnvfM3rnZKyxtvjrbZklyYiqW5bzuuTh3Y4rZJpjlJjNCxSGOfcE1PRRruIRPfbR3mAD+/MrGD3zUhGG+yiiL3IsBcb9uK0vciw/tl86SN2V++UlGI3zZQSbbRbj7efVFCL1mdK3DECDwDAWEWAB/JKkcpF4X3Li01D6f3Q5Z+VUDTTKvbmrNK9U5Oeycl4i738osgomQyfc6XnRJufLRKR7rc9kXpHtN5xqKS8Ip66ZPH8uHti8hhTo70zEr6ZjvAOp5lSWl/yTfxsUBQJ78gkJdMQI65q7pzlGTMtXW8eHH4/NzrK52yPB66JSRGPiMT22UvOHL3L4BPttlS3JiKOcr168XG2cz+cYjO9U5LZSwAWmy/trNJNXaINDhHJLjahiB0AAGMVAR7IM0epUXp2rPMNj5jSts6XnQTrrNQVVWqvG/QH/cLiqUu5alLxFrseVvVwZvxQ0Uz/rETxGTHHwPZXr7wkEttvN6JqvNne87676LRYaMehnGNEcxngQx+5rBjmrNB9Mxh+zz9Xpa7azXRKibeM6mXw2YtK2RXsg1V6XtSIq6rNdFbqzirdVaVb2zEmOjQrwGcvfjECDwDAWEWAB/Kv+MxoaIcj2WlLBbWujZnR3VE+GTiHSs+JNa/MjByqrnTRvHjxafHsRvEDobrSFZeGreUGna97FM00+uzMp0cUR1lummoa0t1n+H2sTosoLIomrtpUtMGRTirxZnu/Sof5lU4qTU8W6xG1/MJIaEfm+pR/5hCXwzhKjAnXH6HIhbPcsAUMvTdTjEHRJIdXrAAAwKgyWocqgPFE0aTysrA1cmjqmVDoqhwvAd4zOVmyIOaqTVVcEp76pe6y86KDSu8W3/SktRzd1JX2V3x9v6VHcvZCF9zqSvWqIuKq0b3TxmBVggKV/V2EPjrWNum5kujQ0skBXbwJ73QmOjQjprS+5LMCtrNKH45tEfr2Rs1z5FX0AABgDCDAA6OCq1rvu4+aPZBWXeNoDK3sE5GJ/y9YNC+u2Ia+oXr5xeHM0t+Pn8PIUYA3daX77ezweyQn50RO+E5KWHsBhHd9rPxh7pnS/nffvv8raXi0JNpwhEpy/UT2OPrd4j9pWJZd+PoEeObPAwAwhhHggdGi7LyozZ8ZmnNUjqJpwIVCc5mViw7tU6c6Dm5KF83NC11ws8u6FuCemPLU8QsaRTS36Z2SFJF0Qjk8M+dQ+z+9wS0uETFiavNzRZ1veMyjh2VTV6xy8YrNtK5MKap4h7oA/thctSnNmenwVLADAGAMI8ADo4ViNysXha25r6NqHW8B8UxN+mdnqgAG5ma+yEmATyeVrnfc1tdl50dP/ITIrex+fsM3i77rdW/wffeh/5vS/ZaneWXR0TpYtNFurYjxTk1OXNrjnx2vvDxk9w9LulY08UzJDMJr3txP0QcAAKMEReyAUcQzOVX7maARVtldfMgqFkZUp6k6zKK5iZ733JKjNfA977nTcVVEPFOSrhour4w6nqlJzWUacSXa4EjH1ZyvQIm0SJ8rOJF0Qu3e5BZTYvvsjcuLq64Ie+r610TIzgXwTks6y42qK8IynLzTk6HtThFxFDMCDwDAmEWAB0YXzyTC4QlRHWbFxRERMQ0RRcTMwQi8kVCsawGiSNl5DL+PRopmemckere6TEN6tzuKT4vn9vzBXZnaCkWnx0rOiomIqzbVttZvxBUjojY/G7AXGb6TE/6TE45SQ0TElMheh4go6qGx8WHlnZ4oPUdLJ5Xs3BMAADD2EOABjE2KJqoznY6rJ17ELtbgSCcUEfFNTzrHze4ABScwO9G71SUiPZvcRXMSin3oBREP19uQ+cJ/cBG7d1py0ud6Dqz2x1ttIpIKat1vebrf8jgrdf/JCXsgbV05ctWmNFcuW3I0iiql53J1CQCAMY418ADGLLvPFBEjoWQ35xua2P5MvXHf8FQgQ064alLOCl1E9F6t4zVvLk9tSrhBRESxmX2v4Nj8xoT/11OxMOKsOnRjos3WscHbstpv/ZftBgEAQA4R4AGMWdn95E9wFn3UCvAKxQVHN0UqLw9b+8kFP3BlL7ucuGir6HEREVeNbp3/0H1qUnRabNKynrqbu0vPiR6+xzsBHgAA5BABHsCYlQ3wqcjQR+D1sJrq1kTEUWpobsqDjWrOCr1kQVRExJTWtb50Kjd7wvfWZ75wTzjqFRxHiVF6bnTyF7onLu0pOj1m9T1PXerwSA8AADBkrIEHMGZlN8Q+kWXw2YFcD8PvhaDkrGh4tyPZYdN7ta43PeUXRE78nKGDC+DdtcfvA65q3VWtl18YSXXb7MVUTAAAALlEgB8KVc3nzIXsvauqqmnasQ/GoFjPLU9szilKZiB0hJ9buy/zhRm3adoQB0LjTQc3A6szRm3HUBSFfpuhSc2V0cbHA2Zagu+7i+emnOUnOgZujcArmngnmsoAn2RNbJWmCL+R47NeH+jAwydfr8DjiqIoiqLw9A4TPvoCfRHgh6K4uDj7dphHHo/H4/HkuxVjUCAQyHcTxqwR7rRGpbSJiIg97SkpGeL91jeJiIgiNad4bZ6clkbLKZfL5XK58t2K0aFEEmfLgY1iGtL5j8DcL4mcwAt2rENSYRER3wQprSjOVRvRD+9oI4B3t2HFi/AI8Hq9Xu/ofSMGRgYBfihCoZBpjsS2QEfkdDqtd4hYLJZMUh4plzRN8/l84XDYMFi2mksOh8PtdsuId9qUYhPxiki4MxkMxoZwBj2kJrr9IuIsNyKpsARz3MJcCQQCyWQyHmcD8Iyis5WOLT49ooYapPGNWNHcofe62F6/VS/GUZMIBnmGc09RlEAgwDva8PF4PHa7XUR4dxs+fr8/lUrxIjxMXC6X0+kUkWg0mkrlYTlbUVHRyN8pcDQE+KFIpVJ5DPA2W+a3ZhhGXl7Fxjxd13Wdlau5lK9OazrTVoBPhWVo99u712l94ZqQHM1/bqZp8oLwMYqUXRhpfdEvIq2vOJ110SFvxh5uyAzfO6sSPMPDwZrRRgcePul0phoI727DxzTNdDpNHx4m1hUo4YUCEBGq0AMYw7JV6PWhFrGL788sgGcDuYLjPznhmZQSESOmdr0+xCmXRkzp/kgREUUV5wAq2AEAAAwrAjyAMUtzmopmylCr0Mdb7KHtThFR1GPtH4ZRq/ySsNUBgltd8QNDmXHW/a7HSIiIlMwWzZm3iVcAAAAWAjyAsUsRm9cUESOmysDClxFXwrscqV7ViKkH1vhNQ0QkcEp8yBOwkUeOEqN4fkxExJT29T4zPbgf18NqcLNLRBRVJi0ahvYBAAAMEmvgAYxlmjed6lVNQ9IJVXUdP8C1rCyKt9pERHOaRkIREWelXn5RDvYSR16Unh0LbXfqvVqizda7xV102iBqGXa96TF1RUQqThd3hUQ6hq2VAAAAA8MIPICxzDaYZfCpbs1K7yJipXfNadYsDlnTsFGIFJtZsTBz/aXzDc/AF1OkerTQhy4RUW0y4dLhah4AAMCgEOABjGV96tgdfyvwyN5MyTrVYYqIokrlFSFbgF2XCpt3atI3PSki6YTSsWGg1ew63/BYU+4rzzKd7B8EAABGB6bQAxjLNG8mwA9k6DUb4GuuC9q9pimmPTDIZdMYlcouDkcaS8yUEtrudE9Mqa606jA9k1JylKs6iXZbeKdTRFSHWX1BWkQb0eYCAAAcBQEewFhm8w50Cr2RUOItdhHR3Gl3tX60aIdCZPenS8+Odr7mFZG2l33WjWWfiJQsOPKS+M7XPVbVw+IzYnavc6SaCQAAcBxMoQcwltmLMxPgkx3HuV4Za3BYNec9U5Kk97Gn+IyYo+xjqyF63vWkk0f4Tceb7dF6h4hobjNTxB4AAGB0IMADGMucFZmx9Gx1uqPJzp/3TWPL9zFI0aTm071Fp8eKTos7K3URMeJK8APX4Ud2vOaxvig5M2pVQwAAABglCPAAxjLVaTqKDRFJBTUjdtSBdTMt0QaHiCiauOuSI9c+jCB7kVFxcaRiYbhyUdi6rNP9rjud+liviO51xJvtImLzpotOi+elnQAAAEdDgAcwxjmrdBERUxLtRx2Ej7fYrXjvnpBi0HXMc1bqnklJEUnH1d4tfQbhTel8IzP8XnpuVLHREwAAwOhCgAcwxrmsAC+SaLUf8QDTUDpfzewu5p3G8Pu4UHpuZnF79ya3qWcG4cM7ndZVHnux4Z/D8DsAABh1CPAAxjhHVWZNe+Ioy+Db1vniB2wiornTvpmJkWsZ8sdVk3JPTImIEVGtlfBm+tDwe9l5UYW3RwAAMPrwCQXAGOeqMBRN5Ch17LrfcYc+copV5OzqkOZm4/fxouy8qPVF9zvudFLp2eRO9Wgi4qzQfSdxHQcAAIxGBHgAY5xiMx2luojoYbXfbvCRvY7O1zOT5ysuCbtqqT8/jrhqU57JSRExYmrr3/xdb2R6QtkFUfYRBAAAoxMBHsDY5zy0DP7QIHyyS2v9m19MEZGi02OBuax5HnfKzs9k9cgeh5kWESmaF/ewDQEAABitCPAAxj5XdSbAZ2fRG3Gl5flAOqGIiKcuVX5hJG+NQ/44K3Xf9ENx3T0hVX5ROI/tAQAAODYCPICx71Ah+gM2ETHT0romkApqImIvNqqu6qVi2bhVem7E+u3b/enqxSGrXAIAAMDodNRdkQFgzLCX6orNNHUlfsAeb7WF/+WK7rOLiOo0az7dq7nY7nv8cpQZlZeHoo2OkgVRShgCAIBRjgAPYOxTVHFV6bEmezqpNK0otlY7K6pUfzLkKDXy3TrkmX9Wwj+LsvMAAKAAMG0UwLhQcUnEXmKIiHlwkLX0/IhnCuXKAAAAUDAI8ADGBUeZXve5nqLTYlbV8cDsRMmZsXw3CgAAABgEptADGC8Um1mxMOKflUgFNd9JTJkGAABAgSHAAxhfXNV6dlc5AAAAoIAwhR4AAAAAgAJAgAcAAAAAoAAQ4AEAAAAAKAAEeAAAAAAACgABHgAAAACAAkCABwAAAACgABDgAQAAAAAoAAR4AAAAAAAKAAEeAAAAAIACQIAHAAAAAKAAEOABAAAAACgABHgAAAAAAAoAAR4AAAAAgAJAgAcAAAAAoAAQ4AEAAAAAKAAEeAAAAAAACgABHgAAAACAAkCABwAAAACgABDgAQAAAAAoAAR4AAAAAAAKAAEeAAAAAIACQIAHAAAAAKAAEOABAAAAACgABHgAAAAAAAoAAR4AAAAAgAJAgAcAAAAAoAAQ4AEAAAAAKAAEeAAAAAAACgABHgAAAACAAkCABwAAAACgABDgAQAAAAAoAAR4AAAAAAAKAAEeAAAAAIACQIAHAAAAAKAAEOABAAAAACgABHgAAAAAAAoAAR4AAAAAgAJAgAcAAAAAoAAQ4AEAAAAAKAC2fDegIKmqmk6n83XvyWRS13URMQxDUZR8NWOsMk1TRHhic4tOO9zot8MnHA5bX/D0DhNFUejAwyoWi8XjcRFJp9M8ycOEPjysEolEKpUSPkUAIiKSeddEAfnTn/70q1/9SkRuv/32a6+9Nt/NAY7viSee+OUvfyki3/ve92644YZ8NwcYhBtuuGHPnj0i8tZbb6kq09ZQeH7wgx+sW7dORP7yl7/MmDEj380BBu2RRx555JFHROTuu+++4oor8t0cIM/4LAIAAAAAQAEgwAMAAAAAUAAI8AAAAAAAFAACPAAAAAAABYAADwAAAABAASDAAwAAAABQANhGrvC0tLTs27dPRKZOnVpRUZHv5gDH19ra2tDQICJTpkyprKzMd3OAQfjggw+sPbTPOuss9h9GIdq1a1dXV5eInHLKKR6PJ9/NAQatqampqalJRGbMmFFaWprv5gB5RoAHAAAAAKAAMIUeAAAAAIACQIAHAAAAAKAAEOABAAAAACgABHgAAAAAAAqALd8NwBDV19evXLlyy5YtPT09ZWVldXV1S5YsmT17dr/D4vH4Y489tnHjxt7e3unTp59++umf/exnNU072mn//ve/P/zww7/61a+qq6sP/+6mTZteeOGF/fv3B4PB6urqk08+edmyZWVlZTl+bMiH22+/ffPmzffdd9+MGTNye2b6KnLolVdeue+++xYvXnzrrbcO/KdefPHF3/72t9dcc82Xv/zlYx9Jd8VoZprm+vXrbTbbRRddNJDj6c8YS/LSn/s14Dvf+c6cOXPuuuuuHDweYKgI8AXp1Vdfvffeew3DEJHKysqurq4DBw68/fbbS5cu/dznPpc9rKOj46677tq7d6+IFBUVbdu2bdu2bZs3b/7hD3/o9/uPeOa1a9daGyYd7tFHH33mmWdExGazlZeX79u3r76+/pVXXrnrrrtmzZqV+weJMYG+igJCd8UoZ5rmAw884PV6BxLg6c8YS/LSn/tKJpP33ntvKpXK0QMCho4p9IUnGAw+8MADhmFceOGFjz766P/8z/888cQT//Zv/yYiTzzxxAcffJA98v7779+7d+/cuXP/8Ic//PnPf3744YcnTZq0devW3//+94efNhqN/uEPf9i2bdsR73THjh3PPvuspmn/8R//8cQTTzzyyCOPPfbYBRdckEgk7r//fuv1FOiHvoqcmzZt2i233HLOOefk/Mx0V4wl9GeMJXnpz/388Y9/bGhoyNUjAk4EAX54JZNJ0zRze861a9cmk8nZs2d/+9vfLi0tFRFN06677rprr73WNM1Vq1ZZh3300Udbtmzx+Xw/+tGPysvLRaS2tvaOO+7QNG39+vXt7e3ZE65bt+573/veLbfcsnLlymPcqWmay5YtW7Rokd1uFxGv1/vNb37T4/G0tLTs378/t48RBSQSiRztW/RV5Jw1Z/L000/P+ZnprhhL6M/IlzHz0bevTZs2rVq1qqioKLePCxgaptAPTjAYXLFixfbt2xsbG4uLi+fMmfOZz3xm8uTJ2QOs9Zlf+cpXZs6c+Zvf/Ka+vl7TtOrq6rPOOmvp0qVer3dQZzuiXbt2icjChQv7rec5//zzV65caX1XRF5//XURWbBgQd8pQ1VVVbNnz966devGjRs//elPWzfW19c3Nzc7nU6n0xkKhY74stvY2Cgip512Wt8bXS7XxIkTd+zYsX///uM2G/m1adOmNWvWNDU1tbe3FxUVTZo06VOf+tTZZ599+JHvvffek08+uWfPHqfTedJJJ1122WXnnntu9rtr16797//+71tvvfWSSy55+OGHN27cePXVV998881HvFP6KnKu3xr4FStWPPbYY7fccsuSJUv6Hnbfffe98sord9xxx4IFCwZ4ZrorhlV9ff0zzzyzZ8+etra2urq6GTNmLF26tKSkpN9h27dvX7169Y4dO0Kh0IwZM84444xrrrlGVVURueeee1577TURiUQi11xzjcvlWrFixdHujv6MXBm3H32zent7H3zwweLi4mXLlj300EPHfcaA4UaAH4QPP/zwnnvu6e7u1jStoqKio6Pj73//+z//+c/bbrvtwgsv7HtkY2Pjn//850QiMWXKFEVRrKobO3fu/PnPf269DQ/qbP3oul5eXj5x4sR+t1tXu7NT1Hbv3i0i8+fP73fY/Pnzt27dan3X8uUvfzlb2Onzn/98b2/v4Xe6ZMmSRCJRV1fX90bTNFtaWkSkuLj4GA1G3j388MNr1qwRkaKiImvl2KZNmzZt2nTrrbcuXry475Hr169ftWqVaZrFxcXBYPCtt9566623rr/++i984Qt9D9N1/Sc/+clHH33k8/mOcUGavooCQnfF8Hn55ZcfeuihZDKpaVp5efnOnTt37Njx2muvff/73z/llFOyh7344ouPPPKIrusulysQCLz//vvvvffepk2bvv/973u93nnz5rnd7nXr1tlstksvvdTqmUdDf0ZOjOePvlm//vWvu7u777jjjmQyeYzDgBFDgB+oZDL5y1/+sru7e8mSJTfeeKPD4dB1/emnn16+fPkDDzwwffr02tra7MF/+9vfJk2a9OMf/7impkZEtm7devvtt2/btu1f//rX3LlzB3u2fn784x8f8fY333xTRKZPn279t7m5WUSsGUR9Wbc0NTUN6uEfPlQbj8f/8Ic/hEKhyZMnz5kzZ1Bnw0jauXPnmjVrHA7Hj370I+tdzTCMv/71r4888sjTTz/dL8C/8MILs2bN+u53v1tZWRmLxZ555pknnnjimWeemT9//rx58/oeZrfb/+u//mvmzJnHuGv6KgoI3RXDpK2t7Te/+Y1hGDfeeOOSJUscDkckEvntb3+7YcOGBx544OGHH7bZbCLS2Nj40EMPaZr2rW99a+HChaqqtrS03H333e+//7613Peqq6668sor161b53Q6v/71rx/7TunPOHHj/KNv9nFt3LjxqquuWrBggTXCD+Qda+AH6rnnnuvs7Fy4cOEtt9zicDhExGazLV269PLLL0+lUs8++2zfgxVF+c53vmO9hInIKaecYk1C3rdv3xDONhCbN29++umnReQzn/mMdYu1Mvnwkps+n09EotHoYO8i65577vn3f//3G2+88cUXXzzjjDPuvPNORVGGfDYMt71797pcrkWLFmWvSWuadvXVVxcVFXV0dMRisb4HBwKBn/70p5WVlSLidrtvuummq666SkT+7//+r+9hbW1t3/nOd46d3o+GvooCQnfFiXv88cd1Xb/sssus0CIiXq/3u9/97tSpU9va2l566SXrsMcee8w0zaVLl1566aXWiGVNTc03vvENOTgx+MTRnzEofPRtbm7+/e9/P2HCBKtgHjBKEOAH6p133hGRT33qU/1uv/TSS0Vk69atfW+cNm3atGnT+t5SVVUlfSb5DOpsx5ZIJP70pz/deeedqVTqpptuOvXUU63brY0u3G53v+M9Ho/1UwO/i37C4XA4HLYeS3d399CuaGLEXHHFFStWrPja177W98bu7m4euEHtAAAKg0lEQVTrnazfuq9PfvKTLper7y3W0uLt27f3LSA8ffr0IWwXT19FAaG7IlesEtnXXntt3xsVRbGW427ZskVETNN85513FEXp98HgpJNO+upXv2pV6jqRNtCfMQTj/KOvYRjWvnG33Xab0+kc1M8Cw4op9ANlTct56aWX1q9f3/d2awCztbW1742HzwLKrv8ZwtmO4bXXXvv973/f0dHhcrm+9KUvXXnlldlv+f3+np6efuOrcvAC5NE2wxyIu+66y2rqX//61z/+8Y8/+clP7r777tmzZw/5hBgBpmk2Njbu27fvwIEDTU1N77///hH3Mu337isilZWVfr8/FAq1tbVlr6xXV1cPtgH0VRQQuityJZVKdXR0aJp2+PJdq3DXgQMHRKS9vV3X9bKysn5dSFGUq6+++gTbQH/G0Izzj76PP/74zp07b7zxxqHNNwSGDwF+QHRdDwaDIrJu3bqjHWAYRrY25uEX/07kbEfU29v70EMPWQVpL7jggi984QvWtOes0tLSnp6ecDjc7wetWw6vfDtYbrf7+uuvb29vX7169fPPP8+78mj2/PPPP/XUUz09PdZ/fT7f3LlzY7HY4dPJjtgxysrKQqFQMBjMBvhB7aRCX0UBobsit7q7u03TDAQC/cKMHOwtHR0dImJtcHXi/acf+jOGbJx/9N29e/dTTz01c+bMG264YeA/BYwMAvyA2Gw2v98fDoeffvppq9hMfs/W1tb2/e9/v7Ozs66u7utf//qsWbMOP8Yq99rV1dXv9u7ubhEpKysb+N2FQqEtW7a43e4zzjij37fmzZu3evVq66oqRqdnnnnm0Ucf9Xg8n/3sZ08//fQpU6YEAgER+fKXv3x4gM+G/L6sPtP3bXLgSxnpq8iLI04wOS66K3KupKREUZTe3t50Ot0vw1t5xupR1lXRUCiUw7umP+NEjPOPvs3Nzel0eseOHdkF9lmbN2++5pprROS+++4bwnJC4MSxBn6gampqTNM8fBFXJBLZunVrfX39iJ0tGo3eeeednZ2dl1122f3333/ElzARsfZxef/99/vdvnnzZhGZOnXqwFsbi8V+8Ytf/Od//ufha/CsBUVWIMTotGrVKhH5wQ9+cPPNN8+bNy/7y0qn04cfvHfv3n63dHZ2BoNBh8MxhKEY+ipGxuG/7iFEBborhoPdbi8rKzMMY//+/f2+1dDQIAcnHldXV6uq2tHREY/H+x324IMP3nXXXYPN9vRnnLjx/NHX7XbXHMb6IORwOKz/HnsrR2D4EOAHytpDa+XKlf1uX758+Y9+9KM33nhjxM62bt26pqamBQsWfPOb3zzGa4e1m8s777zTt2hHb2/vli1bHA7HxRdfPPDWVlRUBAKBeDxuvQL29fbbb8sgXxMxwqxBnn4XiQ8cONDZ2Xn4wS+++GK/bU6feuopEVmwYMEQCgjTVzHcrCFNaxJy1p49ewb7yVLorhg21jv+888/3+/2F154QUSsfeBtNtvs2bMNw3jxxRf7HtPQ0PDyyy/v2rVrsMt36c84ceP5o++CBQt+d5hbb71VRGbPnm391ypjAYw8AvxALVmyxO/3v/zyy4888oi1liadTq9evXrVqlVOp9MqoTkyZ7O2nLnuuuvSR2Eddsopp5x88snd3d2/+tWvrBKgiUTiF7/4RSqVuuiii7xe78BbqyiKVSPk17/+9bZt26wbk8nk8uXLN2zY4HK5Dq8pitFj0qRJcrDbWDZv3nz77bdbgyT9lor19PT85Cc/sbJ9IpF4/PHH16xZoyjK5z73uSHcNX0Vw80qDLZ+/fpsYm9pabn33nuHULKb7ophcuONN9pstrVr1z755JO6rotINBq99957d+/eXVlZ+clPftI67OabbxaRxx57bMOGDVYHbm9vv//++0Vk4cKFfU8Yj8ePW0+b/owTN54/+gKjGWvgB8rr9d5222333nvvqlWrVq9eXVtbGwwGw+Gwqqrf+ta3rK0yRuBs2Wl4P/7xj494QE1Nze9+9zvr629/+9vf+973NmzY8O6779bV1e3ZsyeZTNbW1n7xi18cVGtFZNmyZR9++OG2bdt++MMfejwev9/f3t6eTqedTuc3vvGNIdQkx4i58cYbf/7znz/66KNr164tKytraWlpb2+35tLv3LnzjjvuWLZsWfbT4ezZs7du3frFL36xvLy8u7vbqijzla98xZqWNij0VYyA+fPnT548uaGh4bbbbpsxY0YqlWpoaDAM46STTtq5c+fAz0N3xfCpqqr62te+9rvf/e7Pf/7zX/7yl4qKigMHDqTT6eLi4ttuuy07nDh79uybbrpp+fLlv/zlL3/zm9+UlJQcOHDAMIxp06bddNNN1jGqqvp8vnA4/K1vfau6uvrOO+884j3Sn5ET4/yjLzBqEeAHYcGCBQ8++OCKFSt27drV1NRUVlZ25pln3nDDDdYI58iczXovHOBd1NTUPPjgg8uXL3/33Xd37dpVWlp6/vnnL1u2zNoPc1DsdvvPfvazNWvW/OMf/2hubg4Gg9OmTZs+ffrSpUvLy8sHezaMpHPOOeenP/3pk08+WV9fH41Gp0+fvmzZskWLFm3btu1///d/Gxsb+86lv/vuu1966aU333xz9+7dZWVlM2fOXLx48dy5c4dwv/RVjACHw/Gzn/1s+fLl77333s6dO9PptMPh+OpXv5pIJAYV4OmuGFaXX375jBkznn322T179rS1tU2bNm3mzJnLli2zam5lLV26dPbs2WvWrNm9e3d3d/e0adPOO++86667rm/Rr6997Wt//OMfj73nFv0ZuTKeP/oCo5YyhHmGAADkxSuvvHLfffctXrzYWovYl67rbW1t5eXlDocjL20DAAAYbozAAwAKxjEuOttsNqugNwAAwFhFETsAQMGwVkIyxg4AAMYnRuABAAVg48aNzz333Icffigic+bMyXdzAAAA8oAADwAoAJ2dnTt37pwwYcJVV111zjnn5Ls5AAAAeUAROwAAAAAACgBr4AEAAAAAKAAEeAAAAAAACgABHgAAAACAAkCABwAAAACgABDgAQAAAAAoAAR4AAAAAAAKAAEeAAAAAIACQIAHAAAAAKAAEOABAAAAACgABHgAAAAAAAoAAR4AAAAAgAJAgAcAAAAAoAAQ4AEAAAAAKAAEeAAAAAAACgABHgAAAACAAkCABwAAAACgABDgAQAAAAAoAAR4AAAAAAAKAAEeAAAAAIACQIAHAAAAAKAAEOABAAAAACgABHgAAAAAAAoAAR4AAAAAgAJAgAcAAAAAoAAQ4AEAAAAAKAAEeAAAAAAACgABHgAAAACAAkCABwAAAACgABDgAQAAAAAoAAR4AAAAAAAKAAEeAAAAAIACQIAHAAAAAKAAEOABAAAAACgABHgAAAAAAAoAAR4AAAAAgAJAgAcAAAAAoAAQ4AEAAAAAKAAEeAAAAAAACgABHgAAAACAAkCABwAAAACgABDgAQAAAAAoAAR4AAAAAAAKAAEeAAAAAIACQIAHAAAAAKAAEOABAAAAACgABHgAAAAAAAoAAR4AAAAAgAJAgAcAAAAAoAAQ4AEAAAAAKAAEeAAAAAAACsD/B+dg/pbKreKIAAAAAElFTkSuQmCC)
Otro paquete muy útil para analizar y descargar datos financieros es quantmod
. El ejemplo siguiente lo he sacado de este fantastico libro.
library(quantmod)
today <- Sys.Date()
three_months_ago <- seq(today, length = 2, by = "-3 months")[2]
getSymbols("AAPL", from = three_months_ago, to = today)
#> [1] "AAPL"
candleChart(AAPL, theme = 'white', type = 'candles')
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HxeKLVuLe3t4+PDyFkzZo1Fy5c6N+/P/NUfHw87Yqpra3t7Oz8ws/ARvIdDCsrK+fNm1dVVUUI0dXVtbKyMjIyKikpuXr1am1t7Z9//uno6JicnKyqqrp+/Xo3N7fU1NQNGzYQQvz9/efNm0df9Tq+jty7ASf12nDli4m5b8/8w83IyMjOzn727JmWlpa5ubmpqenL/5LYp7S01MvLq7m52cTExM7ObtSoUSUlJREREWVlZS0tLatXr7awsBCN4KV2AxMTE1NT03v37mVkZBQXF0vez//111/r6+sJIU5OTi8cfemF7RMVFRWHDh2an59fUlLClOLMQbiwsJA2ohTT2tpKL+QJhcJHjx6ZmJi88JcGbzgU8D3pwIEDtLr7+OOPAwICRJs75uTkzJ07t7a2NiYmRqzAO3z4MK3uPvzww6NHjzKHm9u3b7u5uclqQXfw4EF6sBszZkxERAQzU4VQKDxw4MCePXs6OjoCAwMXLVrU/eMSHz16tKKiQlFR0d/fv5s3/VpxKd/U1NS6urry8vLU1NRz5861tbWpqKiEhYVx5jpxbm4u7bE2bty4n3/+WXQCmPDw8PXr19PpfERrvGvXrtECb/z48SEhIaL/cRMTE729vcvLy8PDw+fPny85X1dZWZmCgsLnn39OCy0qPj7+o48+EggE2dnZP/74o5ub22v6soyAgIDMzMw+ffqEhoZyeNhIroYbHBxM/+odHBxEJ5f29PS8f//+0aNH+Xz+xIkTFy1aZGRkVFdXl5qaSlvW9O/f/9y5c2KzHHGGfAfDvXv30gLv/fffDw0NFe1o4ObmlpKSkp+ff+zYsfXr1+vq6urq6lZWVtIVhg4dOnr06G79hv+frN2Ak9gbrtSYmMYXgwcPTk1N9fHxERsX1tLS8ttvv+2kjw83ZGdnE0JWrlwZGBjItEn08fGZM2dOVlaWQCBITExcvHgxs/7L7gbOzs47d+4khFy+fFmy4/qFCxfoQlcOy0zPo06u6QwePDg/P18oFD579oyeI02YMOHXX38lhMTHxzNDCImKi4traWmhy/RqAkDnMIhdT6KNfzQ0NHbs2CHWWdHMzGzu3LmEkPLy8mfPnjGPV1dXHzlyhBAyatSokydPip5zT548+dtvv5W6odLSUvqqfv36xcTEiM4zyePxNm7cSI9o1dXVBw8e/Ae/YFfU1NTQu1iLFy8WHTCZA7iU7+LFi11cXNatW3f27Nm2traJEycmJibOnDlTvnfrhW7fvk0XPv74Y7HCxsPDY8iQIRoaGqLNL1taWuj1Ji0trR9++EHsevm0adNCQ0Npb2dmcBoxGzduFC3wCCF2dnaRkZF0ec+ePUxjwtfk999/DwoKIoT4+fmNHz/+tW6rZ3Ey3LCwsF27dhFCVFRUJOeI3rNnT3BwMCGkuro6JCTE19d3+/bttHofNWpUSkoKl9o6iZLvYPjgwYPTp08TQsaMGfP9998zBR4hRFtb+7vvvqNjg//000/d9kW6qPPdgGPYG66smJhSLSsry8HBQXJWlz/++GPq1Kk//PDD6/tsvcTEiRO//PJL0R6F6urqtG0m+V+FT8mxG9DRSQghP//8s9h2nz9/TlsUGhsbiw5OIcvz58+ZjydrHeYpJl8XFxf61Y4fPy450mRFRYWvr6/kJgA6gQK+JwUHB8fHx8fHx0v2giYih4DW1lbmwfPnz9MjwurVqyUHQ5o9e7aRkZHkW0VFRdHOV5Lnr9TatWtprUgnD+tOhw4dEggEffr04djYdYTT+WZkZOzevZstndtfSmFhoeSDd+/eLS0tFR21+/r163TNVatWSe08aWtrO2XKFEJIVlYWnXJGVN++faV21LSysqJ3dB8/fvxaB7MRCASrVq3q6OiwtLSUNa4P93Aj3KKiokWLFm3cuFEoFCooKISGhkpOEB0fH79//36pL79///4XX3zB1RHs5DsYHj9+nM7s9dlnn0keeHV1dRcuXGhsbNza2koHCOwNurIbcAwbw+08JtoBnn7I1tZWS0vLyMjI3NzcwsLCmJgYerhoamr67LPPioqK/vHP1qts3rxZMh2m+QNzd5rItRsMGzaMXrJMS0sTa8Z45coV+m5dbBXV0NBAFzoZrYk55WNK8ZEjR9JOGW1tbfb29ocOHcrNzW1sbMzLyzt27JiVlVV5eTnzckzmCl2BAr4njRs3zsLCQnKQoba2tvj4eMkrhUSkx5TUm588Ho9OJinmjz/+oAuyxufQ0dGZPHkyIaSqqqo7q7KKigo6daqbm5scw+D3clzK98GDB+Xl5Xw+/8cff7S1te3o6IiJibG3t3/48KEc79YLTZo0ibaSOHDggI+PD5/P7/xkjpnA2dbWVtY6dFRhoVAoecV9+vTpshowM8McvNZpun19fR8/fqyurn7s2DHOny5wJtyGhoaAgIDJkyfT1phaWlrh4eEffPCB2GrR0dGLFy8uKSlRVVXduHHjjRs3SkpKcnJyzp07RyeWO3funIODAydrePkOhnTuZR6PRxtGSTp27FhaWtrvv/8udWD/btbF3YB72BVuV2ISnRDew8MjNjbW3t7+7bff1tbWtrGxOXfunLe3NyGksbGR85dZpQ7PLrVjl3y7AR3yQygUip160TnhFBUVRZvod4L5SKK3XsQwT4kW+Z9++iltPN/U1LR9+/YpU6a8/fbbVlZWfn5+NTU148ePZ/7daGhodOWTwBsOfeB7XnNzc1paWk5OTmFh4aNHj4qLix8+fCh6uVEUrZcUFBRkdb/R09OTfJC5tifa1kgM81R5eXknq/2zQkND6bVPsYF5uYQb+dL/Q4aGhoaGhnPmzPH19T1x4kRFRUVAQMDJkydf9t16ITMzM39//4CAgI6OjlOnTp06dapv376WlpaWlpYzZsywtLQUO7d7/PgxXZg/f/4L3/zJkydij0iO3i/5FB0K4XWIjIykk83u2bNH6oA6HMONcGNiYvz8/JgXzp8//+uvvx48eLDYaqWlpd7e3u3t7aqqqgkJCcwgWJqamnp6erNnz968eXNISEhOTo6vry8d0I5L5DsYFhcXE0J0dHR6/0gQXdwNOIlF4XYxJqYhnp6e3p49eySvIGzbtu2nn36qrKy8ceNGWVlZJ4PLspqGhsagQYO6uLJ8u8GCBQv8/f07Ojp+/vlnLy8v+mxNTQ0d3NTOzq6Lg1Ay1TXTekISc5dedMr3Pn36nD9/Pjw8fOvWrXV1dczjCgoK//73v3fv3s2080cBD12BAr4ntbS0BAUFBQUF1dbWij6uqKg4adKk5uZmyXs7tBmVlpaWkpL07KT+I6etstXV1UWPJmKYfwwCgeAlvsMraG9vp1M0mZiYyJobk9U4nG9AQMCZM2eampouXbrU1tYm69Oyy4YNG6ZPn75v376kpKTm5uba2trr169fv3597969gwYN8vb2Xrt2LdM0TizTzkler+nkXGHIkCF04TX9JdbV1dG2fPb29hy+cCaG1eHW1dWtW7eO6aM7bty43bt3y2odEBISQj+Sn5+f1CGsd+7cee3ataKiokuXLkkdk5nV5DsY0oV/ZJa41+eldgNOYkW4LxUTU6rNnDlTap9qDQ2NKVOmXLx4kRCSkZHB1QL+pa6tyLcb6Orqvvvuu8nJySkpKU+ePKEz+cXExNCjZddHFWWmAGRGOpT0999/0wUtLS2xpzw8PFxcXJKSkv7666/m5mZdXV06PxEhhLbt5/F4HDsmw2vChdNulhIKhR4eHsw0RXZ2dhYWFmZmZsOHDzcwMFBRUdmyZYtkgUdPMWtqatrb26U2fJXskEn+dxWwoaHh+fPnsq7tMQejTo6J/6y4uDh6wFq6dGn3bLE7sTpfPp8vFApVVVVlDcCrqqo6atSozMzM9vb28vLyoUOHvvA9WcHCwiIqKqqhoSEpKen3339PS0vLyMhobm6uqqratWtXfHx8TEwMzYX5NUZHR9P/vp2QPOvq5H8/81QnY+S8ivr6enr5PzY2VnSCMTFMU8+lS5fSEYPYjqXhCgSCuXPn0smHtbS0AgMDXV1dJTuLMpjRnqZNmyZ1BWVl5XfffbeoqKijoyMnJ4djJ4vyHQzV1NQaGhp6c5+Cl90NOKn3h/uyMTE3ijsZZ97Q0JAuiI53+yaT+4TH2dk5OTm5vb39ypUr9OI1HX9eW1tbbA7RTjDjENGWHZKEQmFJSQkhRFdXV1NTU3IFdXV1yc11dHTQsl9fX7/3twOC3gAFfI+JjY2l1Z2pqen58+e7eGF10KBBeXl57e3tFRUVUltT0wOHGOa27aNHj2RNK/rXX3+Jrfy6hYeHE0IUFRUXLVrUPVvsTqzO19PTs6SkRF1d/fHjx7K6BTK3KzvpCcZS9P8r/Rfb0NBw5cqVzz//vLy8PCUl5Ycffli2bBkRuZ/Tv39/OeYZYuKQxAwr0MvvB7IUu8JtampydXWl9cCsWbOOHDnywr9f5o5TJ01Smae6rb1Vt5HvYDh48OC//vqrtLRUVnuiqqoqWhIYGhp2/9yZcuwGnNTLw5UjJmbmHTopmlRMJ51Orre+UeQ+4XF0dNywYUNra+ulS5c8PDyqqqqSkpIIIYsWLZI60rBUzBbv3LkjdYX79+/TJvQvNagkn8+n/Ulp732AF+r54VjeWPTAQQgJCAiQWt1JPbVi/rYTExOlvm1ycrLkg8zcGFevXpX6qurqajouiJaWFnO597WqrKykI7tMmzati12P2IXV+dJrzA0NDbLGqBMKhbm5uYQQRUVFbtSZJ0+ePHTokOStZnV1dRcXFzrUIiGEz+fThUmTJtEFWUkRQr799ttNmzZt27ZNKBSKPZWYmCjaC04U0/ayK1PayOGtt976VDZzc3O6mpOTE33E3t7+dXyM7sTecAMDA+mIei4uLpGRkV0p25gLf3QaS6mYpzjTdoYh38GQHnjb29uZ47aYLVu22NjY2Nra9sgMT3LsBpzUy8OVI6aJEyfSAS/T09NlrcNMkCE5IO6bSe4THi0tLTo8cH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Si quieres saber más sobre gráficos de lineas puedes ir aquí.
Un poco sobre datos temporales
Para trabajar con datos temporales, R tiene distintos paquetes y estructuras, pero para manipular fechas y datos temporales en el tidyverse tenemos el paquete lubridate
. Para una introducción a fechas y tiempo en R aquí.
En general, para realizar análisis estadísticos en R con series de tiempo se necesita que los datos estén en matrices, pero nosotros en el curso estamos trabajando con el tidyverse, y la la estructura de datos usada son los dataframes o tibbles, esto era un problema, pero recientemente, el paquete tsibble
ha extendido el tidyverse y las tibbles a los datos temporales, creando una nueva estructura de datos: las “tsibbles”.
Apoyándose en esta nueva estructura de datos, las “tsibbles”, el paquete feast
proporciona las herramientas y funciones necesarias para trabajar con series temporales en un entorno tidy. feast
es un acrónimo de Feature Extraction And Statistics for Time Series. Para una introducción a feast
puedes ir aquí o aquí.
Asimismo, el paquete fable
también utiliza “tsibbles” y proporciona herramientas para la predicción de series temporales, incluyendo modelos ARIMA en el entorno tidyverse. Para una introducción a fable
puedes ir aquí.
Aquí puedes ver una conferencia en la que se explica las principales ideas de esta nueva forma de trabajar con series temporales en el tidyverse
7. Más detalles/cosas
7.1 geom_smooth()
Ya hemos usado geom_smooth()
. Un argumento importante de geom_smooth()
es method
con el que se selecciona el método con el que se obtiene la smooth curve. El método por defecto es method = "loess"
. Puedes controlar el nivel de smoothing con el parametro “span”, que va de 0 to 1 (mayor suavizado).
Otras opciones para geom_smooth():
method = “lm” fits a linear model, giving the line of best fit.
method = “rlm” works like lm(), but uses a robust fitting algorithm so that outliers don’t affect the fit as much. It’s part of the MASS package, so remember to load that first.
stat_smooth(se = FALSE) , indica si se representan intervalos de confianza para la linea suavizada.
Además de los métodos implementados, podemos elegir nuestro propio método, ya sea usando el argumento “formula” o definiendo nuestro propio método de alisado como nos cuentan aquí
p <- ggplot(iris, aes(Sepal.Length, Petal.Length)) +
geom_point()
p + geom_smooth(method = "lm", formula = y ~ poly(x,4))
![](data:image/png;base64,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)
Podemos, obviamente, comparar dos métodos de alisado. Para poner nombre a los diferentes métodos se puede hacer lo siguiente:
library(tidyverse)
p <- ggplot(iris, aes(Sepal.Length, Petal.Length)) +
geom_point()
p + geom_smooth(aes(color = "loess") , method = "loess", se = FALSE) +
geom_smooth(aes(color = "lm") , method = "lm" , se = FALSE)
![](data:image/png;base64,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)
7.2 Áreas bajo la curva
Para un profesor de estadística/econometría es importante saber hacer gráficos como estos:
library(tidyverse) ggplot(xx, aes(x)) + geom_function(fun = function(x) {x**3} , colour = “red”)
ggplot(xx, aes(x)) + geom_function(fun = ~ .x**3 , colour = “red”)
xx <- data.frame(x = c(-2, 2))
ggplot(xx, aes(x)) + geom_function(fun = function(x) {x**3} , colour = "red")
ggplot(xx, aes(x)) + geom_function(fun = ~ .x**3 , colour = "red")
ggplot(xx, aes(x)) + stat_function(fun = function(x) { x**3 }, geom = "line")
![](data:image/png;base64,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)
ggplot(xx, aes(x)) + geom_function(fun = dnorm)
![](data:image/png;base64,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)
ggplot(xx, aes(x = x))+
geom_function(fun = dnorm, xlim = c(-4, 0)) +
stat_function(fun = dnorm, geom = "area", fill = "steelblue", xlim = c(0, 4)) +
xlim(-5, 5)
![](data:image/png;base64,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)
Lo aprendí aquí.
Inspirado por Fran Morillas, otro ejemplo:
nn <- 300 ; esperanza <- 10; sd <- 6
datos <- data.frame(normal = rnorm(nn, esperanza, sd))
ggplot(datos, aes(normal)) +
geom_histogram(aes(y = after_stat(density)), bins = 30) +
geom_density(color = "blue") +
geom_function(fun = dnorm, args = list(esperanza, sd), colour = "red")
![](data:image/png;base64,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Aunque, la verdad, hoy en dia hay paquetes en R para todo. Por ejemplo el paquete nhstplot
library(nhstplot)
plotttest(t = 1.96, df = 1000 , tails = "one")
![](data:image/png;base64,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)
7.3 Labelling las observaciones con ggrepel
El gráfico de abajo se basa en este post de Julia Silge. Utiliza el paquete `ggrepel para poder ver a quien pertenece la observación en un gráfico de puntos.
library(ggrepel)
df <- gapminder::gapminder %>% filter(year == "2007") %>% filter(continent == "Europe")
ggplot(df, aes(gdpPercap, lifeExp, label = country)) + geom_point() +
labs(title = "Gráfico 1: Esperanza de vida frente a PIB per cápita" ,
caption = "Datos provenientes de gapminder",
y = "lifeExp",
x = "gdpPercap") + geom_smooth() +
geom_label_repel()
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7.4 GGally
package
Hay muchos paquetes que proporcionan formas rápidas de hacer gráficos como por ejemplo este del paquete GGally
:
library(GGally)
ggpairs(iris)
ggpairs(iris %>% select(1:4) %>% na.omit(), progress = FALSE, lower = list(combo = wrap("facethist", bins=6)))
![](data:image/png;base64,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)
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)
7.5 Un poco más de anotaciones
Para que un gráfico sea efectivo y nos haga ver algún hecho o característica de los datos, muchas veces es preciso hacer anotaciones en el gráfico para señalar o resaltar ciertos aspectos de este. En esta subsección presento algún ejemplo de uso de las anotaciones en gráficos ggplot.
- En primer lugar un ejemplo de Hadley. Hadley nos dice que no hay nada novedoso excepto el uso de -Inf and Inf como posiciones para referirse a los límites del gráfico, the top and bottom (or left and right) limits of the plot.
presidential <- subset(presidential, start > economics$date[1])
p <- ggplot(economics) + geom_line(aes(date, unemploy)) +
scale_fill_manual(values = c("blue", "red")) +
xlab("date") +
ylab("unemployment")
#- comienzan las anotaciones
p + geom_rect(aes(xmin = start, xmax = end, fill = party),
ymin = -Inf, ymax = Inf, alpha = 0.2, data = presidential) +
geom_vline(aes(xintercept = as.numeric(start)),
data = presidential, colour = "grey50", alpha = 0.5) +
geom_text(aes(x = start, y = 2500, label = name),
data = presidential, size = 3, vjust = 0, hjust = 0, nudge_x = 50)
![](data:image/png;base64,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)
Una forma común de anotación consiste en marcar o subrayar un conjunto de puntos. Por ejemplo marcar los coches de la marca Subaru en el siguiente gráfico. Se puede hacer de la siguiente manera:
p <- ggplot(mpg, aes(displ, hwy)) +
geom_point(data = filter(mpg, manufacturer == "subaru"), colour = "orange", size = 3) +
geom_point()
p
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AABECBBwAAgAAo8AAAABAABR4AAAACoMADAABAABR4AAAACIACDwAAAAFQ4AEAACAACjwAAAAEQIEHAACAACjwAAAAEAAFHgAAAAKgwAMAAEAAFHgAAAAIgAIPAAAAAVDgAQAAIAAKPAAAAARAgQcAAIAAKPAAAAAQAAUeAAAAAqDAAwAAQAAUeAAAAAiAAg8AAAABUOABAAAgAAo8AAAABECBBwAAgAAo8AAAABAABR4AAAACoMADAABAABR4AAAACIACDwAAAAFQ4AEAACAACjwAAAAEQIEHAACAACjwAAAAEAAFHgAAAAKgwAMAAEAAFHgAAAAIgAIPAAAAAVDgAQAAIAAKPAAAAARAgQcAAIAAKPAAAAAQAAUeAAAAAqDAAwAAQAAUeAAAAAiAAg8AAAABUOABAAAgAAo8AAAABECBBwAAgAAo8AAAABAABR4AAAACoMADAABAABR4AAAACIACDwAAAAFQ4AEAACAACjwAAAAEQIEHAACAACjwAAAAEICifAcgGLNmzXrkkUfmz5/f3t4+cuTI/fff/5hjjonH4/nOBQAAMCAo8HStvr7+zDPPfPrppzu3vP7664899tgNN9zwm9/8Ztttt81jNgAAgAHCKfR0IZlMfvOb31y1vXd6//33jznmmE8++ST3qQAAAAYaBZ4uPPDAAy+99NK69i5evPjqq6/OZR4AAICBSYGnC9OmTcs84Pe//31DQ0NuwgAAAAxYCjxdmDt3buYBLS0t8+fPz00YAACAAUuBJ5OOjo7GxsYuh61YsSIHYQAAAAYyBZ5MCgoKhg4d2uWw4cOH5yAMAADAQKbA04U999wz84CNN954q622yk0YAACAAUuBpwtnnHFGLBbLMODMM88sKPCLBAAAkF16F13YeeedL7nkknXt3W+//U4//fRc5gEAABiYFHi6Nnny5F/+8pe1tbWrbiwrK/vOd75zzz33FBcX5ysYAADAwFGU7wCE4dhjjz3iiCNefPHFefPmtbe3jxo16qtf/ergwYPznQsAAGCgUODprng8vueee3Z5TTsAAACywSn0AAAAEAAFHgAAAAKgwAMAAEAAFHgAAAAIgAIPAAAAAVDgAQAAIAAKPAAAAARAgQcAAIAAKPAAAAAQAAUeAAAAAqDAAwAAQAAUeAAAAAiAAg8AAAABUODplsWLF5944ombbbbZsGHDhg0bNmLEiIkTJ77yyiv5zgUAADBQKPB07bnnntthhx1mzpzZ2NiY3tLW1vbXv/714IMPvvbaa/ObDQAAYIBQ4OnC4sWLJ02a1NrauuauVCp1/fXXT58+PfepAAAABhoFni6cffbZ7e3tGQZ8//vfz1kYAACAAUuBpwv//d//nXlAXV3dggULchMGAABgwFLg6UJzc3OXY/7yl7/kIAkAAMBApsCTSeaT5zs1NTVlOwkAAMAAp8CTSVFRUVFRUZfD/vmf/zkHYQAAAAYyBZ4ujB49OvOAeDy+++675yYMAADAgKXA04Wf/vSnmQeceOKJuUkCAAAwkCnwdGH33Xc/66yz1rV33LhxP/nJT3KZBwAAYGBS4OnalVdeefPNN1dVVa26sbi4+Nvf/vasWbPylQoAAGBA6fr6ZBBF0aRJkyZNmjRv3rxZs2Y1Njbusssue++9d75DAQAADCAKPD0wZsyYMWPG5DsFAADAQOQUegAAAAiAAg8AAAABUOABAAAgAAo8AAAABECBBwAAgAAo8AAAABAABR4AAAACoMADAABAABR4AAAACIACDwAAAAFQ4AEAACAACjwAAAAEoCjfAQhJc3Pza6+91tTUtOOOO1ZXV+c7DgAAwACiwNMtL7744vnnn//BBx+kUqn0lurq6u9///unnnpqfoMBAAAMEE6hp2t33nnn4Ycf/v7773e29yiKli5devHFF5900kl5DAYAADBwKPB0Yd68eT/84Q9Xre6reuKJJ66//vocRwIAABiAFHi6cP7556+rvafdcMMNOQsDAAAwYCnwdOGtt97KPKCpqem1117LTRgAAIABy0Xs/o/KyspYLJbtWdJTlJeXZz6y3Rd0dHS0tbV1OWzu3Ln77LNPtsMUFham/6OsrKy0tDTb0/UnhYWFsVisqqoq30ECk36qFhQUWLqeisViiUSiqMhLTA90vvpYup5KL11lZWXff1XtUzpfVSsqKixdj3hVXR9eVXunpKQkHo/nO0VICgr+50B1IpEoLi7Ob5gNy1uE/yOVSuXgNSz9ViOVSnV0dGR7rvXUzYQFBQU5+H/pfB4GsXR9SkFBQSwWs2g9lUqlYrGY37fesW495Z+4XksvXUdHhxbaI52/cpaup7yqridL1wteGnqq82Px/rd0Cvz/sXLlyhy8hhUWFsbj8cbGxu4c3M67eDze2tqaecz222+/YsWKbCcpLy9PH3hvamrqMhKrKi8vTyQSOfg76meGDh0aRVEqlbJ0PVVdXd3a2trQ0JDvICGJx+PpQwSWrqeKi4urqqoaGhqSyWS+s4SksrIyfRC+sbGxvb0933FCUlFRUVRU5KWhpxKJRBRFHR0dlq6nEolES0tLU1NTvoOEJJFIVFZWRlHU2tra2NiY7zhdSD87usl34OnCDjvskHlAeXn5uHHjchMGAABgwFLg6cItt9zSeZbdWl1yySU5CwMAADBgKfB0YYsttrjhhhvW1eGPP/74M844I8eRAAAABiAFnq6dcMIJs2bNGjdu3Ko1vra29o477rj11lvzGAwAAGDgcBE7umXbbbedNWtWR0fHu+++29LSsuWWW5aVleU7FAAAwACiwNMDBQUF22yzTb5TAAAADEROoQcAAIAAKPAAAAAQAAUeAAAAAqDAAwAAQAAUeAAAAAiAAg8AAAABUOABAAAgAAo8AAAABECBBwAAgAAo8AAAABAABR4AAAACoMADAABAAIryHYCQfPjhh/PmzWtvbx81atR2221XUOADIAAAgBxR4OmW2bNnX3bZZa+//nrnlhEjRnz3u9896aSTYrFYHoMBAAAMEI6g0rVp06YdffTRq7b3KIoWLVr03e9+d/LkyalUKl/BAAAABg4Fni68++67F154YTKZXOve3/72t/fff3+OIwEAAAxACjxduPXWW9va2jIMuOGGG3IWBgAAYMBS4OnCs88+m3nAwoULP/jgg5xkAQAAGLgUeDLp6Oj4+9//3uWwTz/9NAdhAAAABjIFnkwKCgri8XiXw0pKSnIQBgAAYCBT4OnCNttsk3lAUVHRlltumZswAAAAA5YCTxeOOuqozAP23XffwYMH5yYMAADAgKXA04XTTjtt6623Xtfe8vLyyy67LJd5AAAABiYFni4kEokHH3xw3Lhxa+6qrq6eOnVql+fYAwAAsP6K8h2AAGy66aYzZ86cNm3aI488Mm/evGQyOWrUqP333/+0004bOnRovtMBAAAMCAo83RKPx08++eSTTz4530EAAAAGKKfQAwAAQAAUeAAAAAiAAg8AAAABUOABAAAgAAo8AAAABECBBwAAgAAo8AAAABAABR4AAAACoMADAABAABR4AAAACIACDwAAAAFQ4AEAACAACjwAAAAEoCjfAeiBjo6OOXPmzJkzZ8WKFTU1NV/96lfHjBmTs9mbmpqee+65efPmtbe3jxw5ct99991oo41yNjsAAMAAp8AH4+WXX548efI777yz6sZ99tnn+uuvHzlyZLZnv/vuu6+99tqlS5d2bonH4yeffPJll11WUlKS7dkBAABwCn0YnnnmmSOPPHK19h5F0bPPPnvggQcuXLgwq7NfffXVF1100artPYqi1tbWu+66a9KkSa2trVmdHQAAgEiBD8LKlSvPPffctra2te794osvLrjgguzN/uKLL950003r2vuXv/zllltuyd7sAAAApCnwAZgxY8YXX3yRYcDs2bPffPPNLM1+5513plKpDAPuuuuuZDKZpdkBAABIU+ADMHv27A0yJkuzf/HFF/Pnz8/S7AAAAKQp8AHIfPg97R//+Ec2pu7o6Fjtq+9r1Z2EAAAArA8FPgCVlZVdjhk0aFA2pi4oKCgvL8/X7AAAAHRS4AOwww47bJAxvbP99ttnHlBaWrrNNttkaXYAAADSFPgAHHPMMfF4PMOAUaNGffWrX83S7CeccELmAUceeWRpaWmWZgcAACBNgQ/AyJEjL7744nXtLSoq+vd///fi4uIszX7cccftvffe69pbW1v7wx/+MEtTAwAA0EmBD8MFF1zwb//2b2u29CFDhvz617/ed999szd1QUHB3XfffcQRR6y5a7vttpsxY8bw4cOzNzsAAABpRfkOQHedf/75Rx111IMPPvjKK68sW7Zso4022mOPPY4//vgcXECuoqJiypQpL7/88owZM+bNm9fW1rbZZpsdeOCBhxxySGFhYbZnBwAAIFLgwzJy5Mjvfe97+Zp9/Pjx48ePz9fsAAAAA5xT6AEAACAACjwAAAAEQIEHAACAACjwAAAAEAAFHgAAAAKgwAMAAEAAFHgAAAAIgAIPAAAAAVDgAQAAIAAKPAAAAARAgQcAAIAAKPAAAAAQAAUeAAAAAlCU7wD0wJtvvnnhhRe+9957yWQykUh86Utfuv322wcPHpzvXPRdH3744SOPPPLuu+8mk8nhw4dPmDBhzz33jMVi+c4FAAD0mAIfjMMOO+zFF1/s/GNTU9PTTz+91VZbnX766ddcc00eg9E3tbW1XX311XfccUcymezceOutt44fP/6OO+4YOXJkHrMBAAC94BT6MBxwwAGrtvdV3XnnnZdffnlu4xCAyZMn33bbbau297SXX375yCOP/Mc//pGXVAAAQK8p8AGYNWvWa6+9lmHAbbfd1tTUlLM89H3PPPPMgw8+uK69H3/88VVXXZXLPAAAwPpT4APwb//2b5kHpFKpK6+8MjdhCMLUqVMzD5g+ffrKlStzEwYAANggFPgAfPTRR12Oee6553KQhFC8+uqrmQe0tra+9dZbuQkDAABsEAp8ANrb27scs2LFihwkIRT19fVdjqmrq8tBEgAAYENR4ANQXFzc5ZiqqqocJCEUQ4cO3SBjAACAvkOBD8Do0aO7HHPIIYfkIAmh2HXXXTMPKCsr23777XMTBgAA2CAU+AD87Gc/yzygoKDgX//1X3MThiCceuqpsVgsw4ATTjihpKQkZ3kAAID1p8AH4Etf+tJ+++2XYcCVV15ZWFiYszz0fbvtttuZZ565rr1jxoy55JJLcpkHAABYfwp8GB544IEjjjhize0FBQVXXHHFGWeckftI9HFXXHHFj370o7KystW2H3LIIY888oiLJgAAQHCK8h2A7poyZcrSpUsvuOCC1157rbm5edCgQRMnTrzuuusce2etYrHYeeed981vfvOJJ56YP39+MpncaKONJk6cuO222+Y7GgAA0BsKfEiqq6unTp2a7xSEpLq6+hvf+EZ5eXkikVi6dGm+4wAAAL3nFHoAAAAIgAIPAAAAAVDgAQAAIAAKPAAAAARAgQcAAIAAKPAAAAAQAAUeAAAAAqDAAwAAQAAUeAAAAAiAAg8AAAABUOABAAAgAAo8AAAABECBBwAAgAAU5TsAdK2hoeGBBx545plnPv744+Li4jFjxhx55JEHHHBALBbLd7SsO/bYY59//vmOjo70H0tKSq6//vrjjjuuO49NpVJPPfXU9OnT582b197eXltbu99++33jG9+oqKjIZmQAACArYqlUKt8Z+pAlS5bkYEEKCwuHDBmybNmytra2bM/VD7zyyiunnXbap59+utr2vffe+84776yurs5LqhxYtGjRTjvt1FndV7XFFlu8+OKLmR++bNmy008//Zlnnllte21t7V133bXrrrtusKD919ChQ2OxWEdHx9KlS/OdJTDV1dUtLS0NDQ35DhKSeDw+aNCgKIqamposXY8UFxdXVVXV1dUlk8l8ZwlJZWVlIpGIoqi+vr69vT3fcUJSUVFRVFRUX1+f7yCBqampiaIomUzW1dXlO0tgampqGhoampqa8h0kJIlEorKyMoqixsbGxsbGfC3LtIUAACAASURBVMfpQvrZ0U1OoadPW7BgwfHHH79me4+i6LnnnjvxxBP78XuOHXfcca3tPYqi999//6CDDsrw2I6OjpNOOmnN9h5F0WeffTZp0qR33nlnw6QEAAByRYGnT7vyyiuXL1++rr0vv/zytGnTcpknZ4499tjMJ4O88sorGc7gePjhh//7v/97XXtXrFhx2WWXrVc+AAAg5xR4+q76+vo//vGPmcc89NBDuQmTY3/+85+7HPOtb31rXbsefvjhzI999tlnFy9e3ONYAABA/ijw9F3vvvtul5cJePvtt3MTJse6803Ol19+eV275s6d2+XP/9vf/tbjWAAAQP4o8PRdK1eu7HJMQ0PDgL0QY2tr67p2decKWK6SBQAAYVHg6bs23njj7owZCDeTW6vBgweva9fw4cO7fHh3lhcAAOg7FHj6rm222WajjTbKPGbPPffMTZgcKy8v73LMJZdcsq5de+21V+bHVldXjxs3rsexAACA/FHg6bsKCgrOOuusDAMKCwszDwjXHXfckXlAQUHBcccdt669p59+enFxcYaHn3nmmUVFRb0MBwAA5IMCT5925pln7r///uvae/XVV48dOzaXeXLmwAMPzHyEPPP987baaqtrr712XV8u2Hfffc8555z1ygcAAOScAk+fVlRUdM8991x00UUVFRWrbt98882nTp367W9/O1/BcmDWrFkHHXTQmtsLCgr+8z//c99998388FNOOeW3v/3t6NGjV91YXl5+4YUX3nffffF4fENmBQAAsi82YK/gvVZLlizJwYIUFhYOGTJk2bJlXd4jjU4NDQ2vv/76xx9/XFpa+k//9E/jxo0rLCzMd6gcueCCC5566qmWlpahQ4deeumlRxxxRPcf29HR8frrr7///vttbW01NTVf+cpXVvsohAyGDh0ai8U6OjqWLl2a7yyBqa6ubmlpcaeDHonH44MGDYqiqKmpydL1SHFxcVVVVV1dXXduwEmnysrKRCIRRVF9fX17e3u+44SkoqKiqKiovr4+30ECU1NTE0VRMpmsq6vLd5bA1NTUNDQ0NDU15TtISBKJRGVlZRRFjY2NjY2N+Y7ThfSzo5t8CZYwlJeXH3DAAaWlpVEULV++PMMd1PqfG2+8sdePLSgo2Hnnnffcc89EIqGFAgBA0JxCDwAAAAFQ4AEAACAACjwAAAAEQIEHAACAACjwAAAAEAAFHgAAAAKgwAMAAEAAFHgAAAAIgAIPAAAAAVDgAQAAIAAKPAAAAASgKN8Buvbqq68+9thjn3zyybJlyzbeeONtttlm0qRJQ4cOXW1Yc3Pzfffd98ILLyxfvnz06NE77rjjscceW1hYmJfMAAAAsGH19QJ/9913T58+PYqioqKimpqajz/+eOHChc8+++xVV101ZsyYzmGLFy++6qqrPvjggyiKqqqq5s6dO3fu3DfeeOOSSy6prKzMW/p+qr29vagoP785eZw675qbm0tKSvKdAgAAyJs+fQr9/PnzZ8yYUVhYeMEFFzz44IN33nnnfffdt8cee7S0tPziF79IJpOdI3/xi1988MEH22233a9//eupU6fefvvtI0eOfOutt6ZMmZLH/P3JihUrrr/++r322mv48OG1tbU77bTTxRdf/OGHH+Zm9vfff/973/veVlttVVxcXFRUtPvuu99www0rV67Mzex51NzcfPbZZ2+++ebDhg0bOXLkRhtttOOOOz7wwAP5zgUAAORBny7wf/zjH1Op1KRJkyZOnFhcXBxFUXl5+fnnn19WVvbZZ5998skn6WHz5s178803KyoqfvCDH9TU1ERRNGLEiB/96EeFhYWzZs364osv8vn/0C/Mnz9/n332ufbaa//2t791dHREUfTJJ5/85je/2WuvvR577LFszz5jxox99tnnnnvu+fTTT6MoSiaTc+fOveaaa/bdd98FCxZke/Y8ev/998eOHfu73/2u86OKVCr16aefnn/++ccdd1x+swEAALnXpwv8Rx99FEXRDjvssOrGkpKSTTfdNIqizgI/e/bsKIp22WWXVc+WHz58+NixY1Op1AsvvJC7xP3RypUrjz/++PTfxWoaGxvPPPPMV199NXuzv/zyy2effXZTU9OauxYuXHj88cc3NjZmb/Y86ujo2H///dd1lsGzzz47efLkHEcCAADyq08X+GOOOeaiiy4aNWrUqhtTqdRnn30WRdHgwYPTW9KHYXfeeefVHp7e0r8P0ubAHXfckT70vVatra1XXXVV9ma/4oor2tvb17X3o48++tWvfpW92fPouuuuW758eYYB999/f3/98AIAAFirPn09sF133XW1Lc3Nzb/+9a9XrFix2WabbbvttumNixYtiqIoffL8qtJb1lo+6+vr58yZs+b2nXfeOR6Pr3/yzAoKCqIoKi4uTv9HH/f73/8+84DZs2evWLFizfVff3//+99feumlzGMee+yxiy++eINPnXczZszIPKCjo+O+++4777zzuvPTCgsLY7FYIpHYENEGHEvXC7FYrLCw0Lr1SOcVOi1dT6XvOBOPx9Nf8qKbOt+ExONxd+3pEa+q68PS9U5RUZF165H096+j/viq2qcL/Kp+8pOffPDBB59//nkymdxpp53OO++8WCyW3tXQ0BBF0ZpXm6+oqIiiaK1HKT/44IPvf//7a25/+umnc3bV+rKystxMtJ7ee++9zAM6Ojo+++yzzTfffINP/dprr6VSqcxjFixY0C9vNLB48eIux7z55ps9+n/vlwuVA7FYzNL1Qjwez8Hnof2Speud8vLyfEcIVShvSPoaLw29U1BQYOl6IZFI9LMWmjP9b+kCOAKctnLlypUrV6avPF9XV7fqcfW2trYoikpLS1d7SPoFqaWlJYcx+5uOjo4MZ7B3am1tzcbs6b/ZLsd0WfJDtOpNFtYlS8sOAAD0TcEcgU9/0bqpqem//uu/7rnnnssvv/zHP/7x2LFjoyiqrKysr69f8zpn6WPva/2Qb/jw4aeccsqa25PJ5Fqvl7ZhxWKxkpKSlpaWIE7223TTTRcuXJh5zMYbb5yNddtoo426HDNq1Kjm5uYNPnXeVVVVdbmko0eP7uayFxcXFxYW9suFyqqSkpJYLJZKpSxdT5WUlCSTye58BkenwsLC9IH39vZ2S9cjBQUFiUSiubm5X36emz2dZ86H8oak70h/C9Ihop5KH2zzqtoLpaWlbW1t3TmoRqfOV9Uglm7NQ9EZBFPg00pLS48++ugvvvjiD3/4w6OPPpou8NXV1fX19Wterzu9ZciQIWv+nBEjRqz1y8NLlixJn5CfVYWFhSUlJc3NzUG8RZs4ceKUKVMyDBgzZkxNTU021q22tnb06NGZL0M4YcKEHPyV5d5ee+310EMPZR5zyimndPP/vby8vKCgoF8uVFaVlJREUZRKpSxdTyUSiba2NuvWI51nzlu6niouLk4kEk1NTd05d4lOBQUF6QLf1NTU99/d9ikVFRVFRUWepz2VrigdHR2WrqdKS0tbW1tzcJSxP0kkEp2vqn3/ws89KvB99xT6FStWzJ49+7XXXltz1/bbbx/977Xrov+9HP3SpUtXG1ZXVxdF0dChQ7MbtL8799xzM/9KZfUachdddFGGvRUVFeecc072Zs+ja6+9tvOKVmu12267DR8+PGd5AACAvOu7Bb6pqem666679tpr1zwjLn3O0qBBg9J/TN9n7vXXX19t2BtvvBFFUTYurjagbLrppnfeeee6rv3wne985/DDD8/e7Mccc8zZZ5+91l0lJSV33XVXbW1t9mbPo0GDBk2ZMmVd9ykYPnz4ww8/nONIAABAfvXdAj9s2LBBgwY1Nzene/iqXn755WiVZp6+29ycOXNW/TLS8uXL33zzzXg8vvfee+cqcr910EEHPfnkk/vvv/+qt5kZN27cvffee+mll2Z79iuuuOI3v/lN510DoygqKio66KCDnnrqqYkTJ2Z79jw65JBDnn766dU+gSoqKjryyCNff/319NndAADAwNF3vwMfi8UOPPDA3/3ud7fccsvkyZO32267KIpaW1sffvjh559/vqSk5JBDDkmPHDdu3DbbbPPOO+/cdNNNF154YWFhYUtLy3XXXdfW1rbffvu5r8wGse22295///3Lly9/5513ksnkqFGjRowYkbPZDzvssMMOO6yuru7vf/97cXHxyJEj+9ndINZl3LhxL7300vLly2fOnLl06dIxY8b4QAoAAAasvlvgoyiaNGnS22+/PXfu3EsuuaSsrKyysvKLL77o6OhIJBLnnXfexhtv3DnywgsvvPjii59//vlXXnll1KhR77//fmtr64gRI0499dQ85u9/Bg0aNH78+HzNvummm2611VZRFC1fvnxA3UFt0KBBxx13XL5TAAAAedanC3xxcfHVV1/9+OOPP/fcc4sWLVq2bNkWW2wxevTor3/96zU1NauOrK2tvfHGG++///5XXnnlvffeq66u3n333SdNmpS+FTwAAACErk8X+CiKCgsLDz/88O5cJq26uvrcc8/NQSQAAADIvb57ETsAAACgkwIPAAAAAVDgAQAAIAAKPAAAAARAgQcAAIAAKPAAAAAQAAUeAAAAAqDAAwAAQAAUeAAAAAiAAg8AAAABKMp3AHqmo6Pjo48+WrZs2fDhwzfeeOMcz/7JJ5/cc889ra2thx566K677prj2X/84x//9re/LSsr+/d///dddtklx7O/8cYb8+fP32STTb785S8XFOT0k69kMrlw4cKGhoba2tphw4b19OH19fX33Xdfa2vrLrvssv3222cjIaxq6dKlH330USwWGz58eDwez3ccAID+Q4EPxsqVK2+44YapU6cuXbo0vWXzzTc/44wzTj311Bz0yZtvvvmaa65JJpPpP952222xWGzChAnTpk3L9tRRFI0aNaqpqanzjwcffHAURePHj3/88cezPXVra+vpp58+c+bM9vb29JaCgoLx48fffffdNTU12Z596dKlP/vZz373u98tW7YsvWXMmDHnnHPOpEmTuvPwRx999Pzzz29oaOjcUlBQcNRRR91+++1ZicuAN3PmzOuvv/61115LpVJRFJWVlR1++OH/+q//OnLkyHxHAwDoD2Lpt1mkLVmyJAcLUlhYOGTIkGXLlrW1tXXzIZ999tlRRx21YMGCNXdNmDBh6tSpWT3M9fWvf/2ZZ55Z664hQ4bMnz8/e1NHUZThmHNFRcUHH3yQvanr6+t33XXXurq6NXfF4/Gnn356zJgx2Zt9wYIFRx999KJFi9bcdcwxx9x6662FhYUZHn7ZZZfddttta901YsSIN954Y8Ok7NeGDh0ai8U6Ojo6PzUjgyuvvPLmm29ec3tVVdUDDzwwfvz43EcKSzweHzRoUBRFTU1Nq37uRpeKi4urqqrq6uo6P2WmOyorKxOJRBRF9fX1nR9S0x0VFRVFRUX19fX5DhKY9JGPZDK51ndWZFBTU9PQ0LDq0Sy6lEgkKisroyhqbGxsbGzMd5wu9Oi4oO/AByCVSp122mlrbe9RFD3zzDOXXXZZ9mafPn36utp7FEV1dXWHH3549mYfMWJEhr0rV678zne+k73ZDz300HW9xqS/R9DR0ZGlqVtbW0888cS1tvcoiv7jP/7jxhtvzPDwV155ZV3tPYqiRYsWHX/88esbEVbx0EMPrbW9R1G0bNmyE0880ds1AID1p8AH4Omnn3755ZczDLj77rs///zzLM3eZUN+4YUXsjR1FEVdnqTw29/+NktTz5kzJ/PJBcuXL7/11luzNPv06dPfe++9DANuuummDJ8mnnbaaZl//rPPPtu7YLCmVCr1k5/8JMOApUuX/upXv8pZHgCA/kqBD8CTTz6ZeUB7e/vTTz+dpdm7c7rO1KlTszF1Vo/td6k7fWP69OlZmn3mzJmZBzQ0NPz5z39e197PPvss88NTqdRvfvOb3iSDNcybN++jjz7KPKbLX2kAALqkwAegy3fGURR9+OGH2Zi6m1+KmzVrVjZmf+utt7LxY7upO0uavRMfPv744y7HZPjF6M65/S+99FLPMsE6rOevKwAA3aTAB6A7F5nPfD2zbCsqysrtDHJ8t7bVdGdJs5ewOz95PWcvLi5en4dDp/w+WQAABo71fUe13Xbb/fjHP164cOGGCMPabb755l2O2WKLLbIxdTeb+de+9rVszL7HHntk48d205ZbbtnlmE022SRLs3fnLzTDmO6UpX322adHkWBduvNv1OjRo3OQBACgf1vfAv/2229feumlW2yxxR577PHLX/5yyZIlGyQWqzrssMMyDygpKZk4cWKWZk/fgCGDWCx2yCGHZGPqe+65p8sxsVgsG1NHUXT22Wd3Oeakk07K0uyHHnpo5gHV1dW77777uvZ2WZYKCgqOPvro3iSDNWyxxRZjx47NPKbLf8cAAOjS+hb4L33pS1EUpVKpv/zlL2effXZtbe0RRxzx4IMPulHhBvSVr3zlwAMPzDBg8uTJQ4YMydLs06ZNyzzgqKOOytLUUTc+Prj66quzNPU222yz2267ZRhQW1t74oknZmn2Qw89NPN9sy+99NJ4PL6uvQ8++GDmn3/CCSf0MhmszWWXXZbh07TNNtvs1FNPzWUeAIB+aX0L/Jw5c959992rrrpqu+22i6Kora3tsccemzRp0vDhw0855ZQnn3wymUxuiJwD3S9/+ct1lcmTTz45q/dC33XXXU8//fR17d16663vuOOO7M3+/vvvZzgbfIsttsiQbf1Nnz59XecGV1VVPfXUU9mbuqCg4J577kk/rVYTi8W+853vnHzyyRkePnLkyJ/+9Kfr2rvTTjvdcMMNGyAl/K+JEydee+21a/3SzciRI6dNm1ZaWpr7VAAA/cwGuKrQlltu+cMf/vCtt9568803L7300vS5uytWrLj33nsPPPDATTbZZPLkyXPmzFn/iQayysrKRx555Gc/+9n222+fLrTxeHyvvfa6//77f/7zn2f76lDXXHPNQw89VF5evurGoqKiCy+88C9/+UtWp46i6PPPP1/rl70nT5784osvZnXqeDz+0ksvnX/++VVVVZ0by8rKvv71r7/99tsbbbRRVmcfNmzYzJkzr7jiirFjx6aPbZaWlu63334zZsy49NJLu3z4qaee+txzz22yySarHhctLS29/PLLu7wxIfTCaaedNnPmzCOPPLLzxJnNN9/8e9/73rPPPtudK0oAANClWCqV2uA/dM6cOdOmTXvwwQc/+eSTzo1bb731N7/5zW984xt9+Z3ckiVLsrEgqyksLBwyZMiyZcva2tp68fDW1taGhoZBgwbl5crz8+fPr6+v33XXXXM/dXl5+U9/+tMtt9zy8MMPb21tzfHszc3Nf//734cNG7baBxm50dLS0tjYWFVV1bsPa+rq6lasWDFq1KgNHqx/Gzp0aCwW6+joWLp0ab6zBCb9sVEO/jntT+Lx+KBBg6IoampqamhoyHeckBQXF1dVVdXV1Tnpr0cqKysTiUQURfX19d28ayxpFRUVRUVF9fX1+Q4SmJqamiiKkslkXV1dvrMEpqampqGhwTeUeySRSKSPKDQ2NjY2NuY7ThfSz45uykqBT0t/Mf6BBx64++67V1213Xbb7cQTTzzhhBOGDh2apal7LYgCP2CVl5enz8Jdvnx57gt80MrLyxOJhBbaUwp8r1VXV7e0tGihPaLA95oC3zsKfK8p8L2jwPeaAt8L/bjAZ+vU61Qq9fLLL//hD3946qmnVluyF1988bzzzttss80uueQSr7UAAADQHd26y3f3JZPJP/3pTzNmzJgxY8aq588nEon99tvvmGOOqa+vv/vuu//61782NDRcd911ixcv/tWvfrVhMwAAAED/s2EKfHNz81NPPTV9+vRHH3101VvBl5aWHnTQQccee+xhhx2WPjMwiqLJkyfPnj37rLPO+utf/zplypSLLrpo66233iAxAAAAoL9a3wI/bdq0GTNmPP744ytXruzcWFFRceihhx577LEHH3zwWq/4tfvuu99777077rhjKpWaM2eOAg8AAACZrW+BP+GEEzr/e/DgwYcffvixxx57wAEHlJSUZH5g543BRo4cuZ4ZAAAAoN/bAKfQ19TUHHnkkccee+zEiROLi4u7+aiOjo5bbrkliqLx48evfwYAAADo39a3wD/99NN77713L25IXlVVdc4556zn7AAAADBArG+BnzBhwgbJAQAAAGSwvveB/5d/+Zfp06cvW7Zsg6QBAAAA1mp9C/xdd911zDHH1NTU7LXXXtdee+1rr72WSqU2SDIAAACg0/oW+LT29vbnn3/+Bz/4wc4771xbW3vKKadMmzZt1RvCAwAAAOtjfb8Dv3Dhwj/96U/PPffcn/70p3fffTeKos8///zee++99957CwoKxo8ff9BBBx188MHjx48vKNgwHxYAAADAABTbgGe8f/bZZ51l/u233171J1dXVx9wwAEHHXTQKaecsqGmy4YlS5bk4CsAhYWFQ4YMWbZsWVtbW7bn6jfq6+tvvPHGt99+u6SkZMKECX38F6lPeffddxcsWJBKpQYPHvylL30pHo/nO1Ewhg4dGovFOjo6li5dmu8sPZBKpf72t7+98847yWRys80222mnnYqKNsAdQ7uptbV1zpw59fX1hYWFo0eP3nLLLXM29fr7/PPPX3nllRUrVtTU1IwfP37QoEG5nD0ej6dnbGpqamhoyOXUoSsuLq6qqqqrq0smk/nOEpLKyspEIhFFUX19fXt7e77jhKSioqKoqKi+vj7fQQJTU1MTRVEymayrq8t3lsDU1NQ0NDQ0NTXlO0hIEolEZWVlFEWNjY2NjY35jtOF9LOjmzZkgV/V4sWLn3/++XSZf+ONNzo6OtLb+/g35BX4Pqi1tXXChAnvvPPOqhtjsdhJJ53085//PF+pgjB79uwf/vCHb775ZueW6urqc8899+yzz+7FrR8HoB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tMqqioKO+UCkAQBLVa7fRNxyr0gF3fvn3FO4SFhdnXcwGquNdff90+X8CRiIiIktMzSxk9erT9GUaODB8+vNw5mwDga3w6wBuNxtmzZ6enp/fs2XPhwoWNGjUqt1tCQoIgCKdOnSq1/fTp04Ig1KlTx9N1Aijp4MGDIl+zgoKCNmzY4M16AJ+1YsUKkUWJFApFuU+9Bqqg2rVr/+tf/3LUqlQqRZagFwShQYMGr7/+uqPWxMTE11577X7KAwCv8ekAv3v37lu3brVp02bixIki503btWsnCMKxY8dKrleXk5Nz9uxZjUbTtWtXb9QK4P9Uq1bt6NGjgYGBZZtiY2OvXr3q/ZIAn3X58uW4uLiy27Va7Y8//lizZk3vlwT4phkzZrzxxhtlvxBGRkbu2rWrffv24ruPHTv2o48+KjWRU6lUPv744zt27ODZQADkwqfvgf/uu+8EQRgwYICjhQfsS5o1bdq0YcOGly5dWrJkyaRJk1Qqlclkevvtt4uKinr27MkTFwDvq1Wr1o0bN7Zv3z5v3ry0tDSlUlmnTp133323RYsWUpcG+Ba1Wn3q1KkLFy5MmjTp6tWrVqvVYDBMnjx5yJAhUpcG+Jzx48c/++yzn3zyyYEDB3JycqpXrz548OBHHnnExd0HDRr06KOP7tu379y5cwUFBXFxcd26datVq5ZHawaAyqXw2XVHLRbL4MGDRdYMrF69+kcffWT/7z///HPq1KnZ2dnBwcEJCQlXr14tLCysUaPGu+++69YdTenp6V44IPZF7LKzs1nEzi3Fi9jl5OSwiJ1b7IvYlV0nAuKKF7Hj0LmLRewqQKPRhIaGCoKQn5/PoXOLfRG7zMxMFrFzS/EidllZWb6/iJ1PYRG7irEv02WxWEQe+IdyGQyGvLw8FrFzS/EidkajkUXsvOTOnTuur/hfvXr1xYsX9+rVKygo6PLly+Hh4QMGDFiwYAHrkQAAAAAA/IPvTqGPjY394osvXO8fGRk5YcIEz9UDAAAAAICEfPcKPAAAAAAAKEaABwAAAABABgjwAAAAAADIAAEeAAAAAAAZIMADAAAAACADBHgAAAAAAGSAAA8AAAAAgAwQ4AEAAAAAkAECPAAAAAAAMkCABwAAAABABgjwAAAAAADIAAEeAPD/3bp1a9iwYXXq1ImJiYmJiWnQoMFzzz2XlZUldV0u2bp160MPPRQXFxcdHV2jRo22bduuWbNG6qJckpWV9eijjxoMBoVCoVAo9Hp9mzZtTp48KXVdfs5qtc6bN+/BBx+sXr16dHR0fHx8jx49Dh8+7OLuubm5gwYNiouLq1atWrVq1WJiYlq0aOH67qiwvXv3Pvvss23atGnYsGGXLl1effXVy5cvS10UAHiPwmazSV2DD0lPT/fCAVGpVBEREdnZ2UVFRZ4ey5/odLqgoCBBEHJycgoLC6UuR050Op1Wq83IyJC6EJmJiopSKBRWq7WKHLoNGza8+OKLFoul1HaNRvPZZ591797d9R8VGRlpMpny8vIqtUAx/fv3/+mnn8pub9Kkye7du9Vqtdcqcdf3338/YsQIq9Vatmn06NHvvPOO90uSnYCAgLCwsMzMzLK/vY5kZGR06dIlLS2tbNOwYcOWLFkivntqauqAAQPKHe7xxx9ftmyZi2VIKyQkRKvVCoKQlZVlNpulLse5wsLCf/7zn1u3bi21XaPRvPHGG88++6zXKtHr9Wq1Wi4nN32HwWAQBMFisWRmZkpdi8wYDIa8vLz8/HypC5ETrVYbEhIiCILRaDQajVKX44T93eEirsADAIRjx45NnDix3EBSWFg4fPjwW7dueb8qF40YMaLc9C4Iwvnz5/v16+flelx3586dp556qtz0LgjCqlWrVq5c6eWSqoiuXbuWm94FQUhJSUlOThbZNzc397HHHnN0smDz5s3z58+vhBJRxuTJk8umd0EQCgsLX3311c2bN3u/JADwPgI8AEAYP368yPwjs9n8/PPPe7Me1129evW7774T6XDs2DGfndg8ePBg8WlfM2fO9FoxVccHH3zw119/iXRYunSpyDyvJ5980tE5F7t333234sXBgZMnT27cuFGkw6xZs5idB6AqIMADQFWXl5d37do18T7Hjx/3Si1uW7x4sdNbn9577z3vFOOuS5cuiXcoLCw8c+aMd4qpOtauXSvewWw2r1u3zlHriRMnxHe3WCx79uypSGVwbOvWreLv9Dt37hw8eNBr9QCAVAjwAFDVnTx50mkGNpvNvrkWwMWLF5328dk1rsQv5Npt377dC5VUKeKX3+2OHDniqMmV28V37NjhXk1wxunZLkEQfvnlFy9UAgDSIsADQFWXnZ3tSjffXLHJZDJVSh/vc3G677179zxdSVXjylp397niUW5u7v3sjrIKCgqc9mGJLwBVAQEeAKq6xMREV7rVrl3bw4VURExMjNM+1apV80Il7tJoNK50a9mypacrqWr0er3TPiK/7QqFwunuTZo0caskOFW9enWnfWrUqOGFSgBAWgR4AKjq6tatGxwcLN4nJiZGqfTFj4whQ4Y47dO3b18vVFIBoaGh4h0UCsXw4cO9U0zV0aFDB6d9Ro0a5agpKirK6e7jx493qyQ45fRJlgqFomvXrt4pBgAk5IvfxgAAXvbMM8+Id5g2bZp3KnHXkCFDIiMjRToEBQVNnDjRa/W4Zfbs2eIdWrdu7Z1KqpS5c+eKn41q3Lhx3bp1HbU6XWS+UaNGQUFBFSwODgwcODAhIUGkwxNPPBEXF+e1egBAKgR4AIAwe/bsBx980FHr3/72txEjRnizHrds2bJFrVaX26RUKtevX++oVXJPP/20yNVgvV6/c+dOb9ZTRcTExMybN89Rq16v37Ztm8jujz76aM+ePR21BgYGij/XEBWj1WpXrVrlaNJKs2bN5syZ4+WSAEASBHgAgCAIwp49e/7+97+XyroajWbKlClOH7slraZNm6amptavX7/U9vj4+L1793bu3FmSqlz05Zdfjh49uuwF4RYtWly+fFmlUklSld8bNWpUSkpKqbkbCoWiXbt2p0+fFp/TIQhCSkrKP//5z7KvWmJi4pUrV7j87iEPPvjgDz/80Lt375LLEAQFBY0bN27Xrl1Ob0gBAP+gcProoColPT3dCwdEpVJFRERkZ2cXFRV5eix/otPp7N+KcnJyXFy9GXY6nU6r1frmM8B8WVRUlEKhsFqtVerQmc3mnTt3Hjt2TK1Wt2/fvk+fPhX4IZGRkSaTKS8vr9LLE/fnn39u3Ljx9u3bBoNh0KBBvrnqniMbN27cs2eP0Whs27bt2LFjCYGuCwgICAsLy8zMdGV5+VLOnDmza9eue/fu1a1b9/HHHw8PD3dr982bN+/cuTM/P//BBx/817/+5cryeL4jJCREq9UKgpCVleXKs/F8x507d06ePJmXl1etWrXWrVt7/82i1+vVarVvPpjDlxkMBkEQLBZLZmam1LXIjMFgyMvL4zkLbtFqtSEhIYIgGI3G+3ywiBfY3x0uIsD/FwK8LyPAVxgBvmKqZoCvFFIFeFnTaDT2S4j5+fkcOrfcT4CvyuQb4CVHgK8YAnyFEeArwI8DPFPoAQAAAACQAQI8AAAAAAAyQIAHAAAAAEAGCPAAAAAAAMgAAR4AAAAAABkgwAMAAAAAIAMEeAAAAAAAZIAADwAAAACADBDgAQAAAACQAQI8AAAAAAAyQIAHAAAAAEAGCPAAAAAAAMgAAR4A4D8KCgrS0tLy8/OlLqQiMjIy0tLSLBaL94c2m8137tzJysry/tDC/71qRqNRktFRBd26devcuXOS/MpZrda7d+9mZGRUbPecnJwff/zx0qVLlVsVABkhwAMAZM9ms33++ed/+9vfateu3bRp09q1az/88MNr1qyRJAy7686dOzNnzmzUqFFUVFRsbGyNGjWeffbZc+fOeWf0M2fOPPPMM/Xr12/cuHGDBg2aNWs2e/bsu3fvemf0L774om/fvnXq1LG/al27dv3kk0/MZrN3RkdVc+vWrUcffbR69eotWrTo3r17rVq1GjduvGrVKu+Mfvny5QkTJjRs2DAxMdH+v1OmTLl586aLu8+ZM6dmzZr16tUbOHBg586dq1Wr1qxZszNnzni0ZgA+SGGz2aSuwYekp6d74YCoVKqIiIjs7OyioiJPj+VPdDpdUFCQIAg5OTmFhYVSlyMnOp1Oq9VW+Hx/lRUVFaVQKKxWK4fOXZGRkSaTKS8vzzvDFRYWjh07dteuXWWbkpKSPvvss+DgYO9UUgGnTp0aPnz4nTt3Sm0PCAh45513RowY4dHR16xZM23atLIfRtHR0SkpKQ8++KDnhrZYLBMmTNi8eXPZprZt227YsCE0NNTFHxUQEBAWFpaZmSmL8zW+IyQkRKvVCoKQlZVVFU6a7N+/f+jQoeX+S7t16/b555+7/qP0er1arXZrxsrOnTvHjRtXUFBQantYWNiqVauSkpLEd+/SpcvFixfLbUpOTh47dqzrlUjIYDAIgmCxWDIzM6WuRWYMBkNeXp5MJ5dJRavVhoSECIJgNBp9f4aX/d3hIq7AAwDkbfbs2eWmd0EQDh48+OKLL3q5HtdlZmYOGzasbHoXBKGoqGjy5MmHDh3y3OgHDhx4+eWXyz2VfPv27WHDhnl0Rv3cuXPLTe+CIBw9enTcuHGeGxpVUE5OzrBhwxydp9i3b9+MGTM8N/r58+eff/75suldEITs7Oynn35a/Dr8c8895yi9C4IwY8aMa9eu3X+RAOSCAA8AkLEbN258+umnIh22U2oxEgAAIABJREFUbdt29uxZb5XjnmXLlolMVrdarf/+9789N/qcOXOsVquj1tu3b3/44YceGvru3bvLli0T6fDdd98dOXLEQ6OjCpo0aZL4tMeVK1eKvB3u09tvvy0yczA3N3fBggUiu+/YsUP85w8bNqyClQGQIQI8AEDGvv32W6ezfx1dn5fcV199Jd7h+PHjf/31lyeG/vPPP0+cOCHex2l5FbZ7926nd0Lt3LnTQ6OjCtq/f794B7PZvG3bNk8MnZ+f/8MPP4j3EfkbtWHDBqd3d169erUilQGQJwI8AEDGXJk7+ttvv3m+ELfZbDanxbvSp2KuXbsmYSpw5RXxzVcNMpWbm+u0z8mTJz0x9B9//OH0dFVGRkZ2dna5TQcPHnQ6hOfmDgDwQQR4AICMufLN1We/3bqybKqHinflx9psNg8t7CrrVw1y5OPvNZFuLM0IoBQCPABAxmrVquW0T+3atT1fiNsUCkV8fLzTbq78AysgISHBlaEVCoUnRpfvqwaZ0ul0Tvs0a9bME0PXqFEjICBAvE9YWFh4eHi5Te3atXM6hFLJ93mgCuENDwCQsf/5n/9x+uW1d+/e3inGXU4La9q0aVxcnCeGjo+Pb9y4sXgfzx23Hj16qNVqqUZHFfTQQw+Jd1AqlUOGDPHE0DqdrnPnzuJ9evfu7ehk2TPPPOP0PFrNmjUrWBwAGSLAAwBkrG7duk8++aRIh969e7dp08Zr9bjlhRdeCAsLc9SqUCg8+mir6dOni7SGh4e/8MILHhq6evXqo0aNEunQuXPnrl27emh0VEELFixQqVQiHZ544gmnJ5UqbOrUqSKja7XayZMni+zevXt38Z8v/iQOAH6GAA8AkLd58+Y5usDVokWLpUuXerke10VHR69evTokJKRsk1KpnDVrVs+ePT03eu/evV977bVyL+6FhoauWbPGYDB4bvQ33nijR48e5TYlJiZ+8sknnhsaVVB0dPTy5csdzdZp0aLFe++957nR27RpM3/+/HJPEAQGBn788cd169YV2X3jxo0iM3EmT57socn/AHwTAR4AIG9BQUGff/55cnJyybum4+LiZsyYsWvXLkd3lvqITp067du374knnggODrZvUalUSUlJ27ZtmzBhgqdH/9e//rV169bOnTsXXx7U6XRDhw7dt2+f0ynH90mj0axfv/7dd9+tX79+8cbY2NipU6d+9913UVFRHh0dVVD//v337t3bqFGjkietdDrdpEmTvv/+e0+P/tRTT3311Vc9e/Ysvh9eq9X269dv9+7dffr0cbr7qVOnhg0bVuoyfmho6IYNG6ZNm+aRigH4KoWHFpiVqfT0dC8cEJVKFRERkZ2dXVRU5Omx/IlOpwsKChIEIScnx+kTWVCSTqfTarUZGRlSFyIzUVFRCoXCarVy6NwVGRlpMpny8vK8P3RaWtqdO3ciIyNr1Kjh/dHvh0KhuHv3rtlsNhgM4nN9PeHevXs3b94MCAioVauW0wW3Kt3t27dv374dHh5esVt5AwICwsLCMjMzWa/bLSEhIVqtVhCErKwss9ksdTneU1hYmJqaeu/evaZNm1ZskUi9Xq9Wq7Oysiqwr9FovHHjhlKpTEhIsB9/t1y4cOHHH3/U6/X9+/fX6/UVKEBC9kk9FoslMzNT6lpkxmAw5OXl5efnS12InGi1WvsEN6PRaDQapS7HCbemvHnqbh8AALwvJiYmJiZG6ioqIiAgoGHDhoIg5Ofne//cR0hISGJiopcHLRYdHR0dHS3V6KhqNBpNly5dpBo9ODjY/k6vmMaNGztdfhKAf2MKPQAAAAAAMkCABwAAAABABgjwAAAAAADIAAEeAAAAAAAZIMADAAAAACADBHgAAAAAAGSAAA8AAAAAgAwQ4AEAAAAAkAECPAAAAAAAMkCABwAAAABABgjwAAAAAADIAAEeAAAAAAAZUEtdAACgkqWmpn755ZcWi6VLly6PPPKIu7sfP3782LFjKpWqY8eOjRs39kSFfunq1atr1qy5d+9ey5Ythw0bplKp3Nr92LFjO3fuNJlMHTp06NOnj4eKdOTw4cOnTp3SarXdu3evW7eul0eX0N27d7/66qvs7OyGDRv27NlTqXTvwsa2bdvef//9goKCjh07vvPOOx4q0kN279598eJFvV6flJQUExPjzaGLioouXLiQlZUVERGRmJgYEBDgzdEvXbq0fv363Nzc1q1bDx8+3JtD378DBw6cO3cuKCjo4YcfrlWrltTluMFkMv388885OTkGg6F69eru/oWssmw225UrV06dOqVQKOrVq6fX66WuCNJT2Gw2qWvwIenp6V44ICqVKiIiIjs7u6ioyNNj+ROdThcUFCQIQk5OTmFhodTlyIlOp9NqtRkZGVIXIjNRUVEKhcJqtcro0CUnJ7/33nsWi6V4i0KhePTRR1euXOnK7u+8887SpUvz8/OLt4SEhMycOXP06NFulREZGWkymfLy8tzaS762b98+ceLEksdNEIRmzZp98803Go3G6e4LFy589913S34iKBSKhx9+eMOGDZVfaxnTp09fvXp1yT+qkZGR8+bNGzBggBdGrxQBAQFhYWGZmZklf/OdOnny5JgxY27cuFG8RalU9urVa8WKFa68aqNGjdq1a1epjaGhoVeuXHG9BklYrdbx48fv2LHDbDYXb4yNjV2yZEn37t09PXpeXt68efPWrl2bm5tr36LX6//+979PnTrVC8lk/fr1U6dONZlMxVsUCkWrVq127drlVp7U6/VqtTorK8sDNTr00ksvbdy4seQfCoPBsGDBAu+f73NXRkZGcnLypk2bCgoK7FsiIyPHjBnz4osvuvJeq7KsVuvKlSuXLl1669Yt+xa1Wv3II4/Mnj07ISFB2tpkQavVhoSECIJgNBqNRqPU5ThhMBhc70yA/y8EeF9GgK8wAnzFyC7ADxo06ODBg+U2xcXFnTp1Snz3xx9/fP/+/eU2DRs2bMmSJa5XUqUCfHJy8qJFi8ptCgwMtF/hFNn96aef/vrrr8ttMhgMFy9erIQSHevevfu5c+fKbZo4ceLMmTM9OnplqUCA3759+9ixY8v9xI+Kijp+/LhOpxPZvW3btteuXSu3SaFQ3Lx502djidlsbteuXcnTFsUUCsWcOXOeffZZz41+9+7dxx577Ndffy3b9MADD+zYscOtr7DuevXVVz/55JNym4KDg//zn/+4/qp5OcBbrdZOnTpdvny53NYZM2a8+OKL3qmkAn7//ff+/fsXR9CSWrduvXnzZi4pl8tsNj/77LNlzxIKghAaGrpp06bWrVt7vyp58eMAzz3wAOAPVq1a5Si9C4Jw69atMWPGiOy+aNEiR+ldEISUlJQvvvjivurzU1evXnWU3gVBKCgo6Natm8juX3zxhaP0LgjC3bt3H3/88fspT9yUKVMcpXdBEJYsWfLzzz97bnQJZWVljRs3ztH5+vT09EGDBonsvmzZMkfpXRAEm83WoEGD+6zQc0aOHFluehcEwWazTZ8+XeSfdv/Gjx9fbnoXBOHXX38dP36854Y+c+aMo/QuCILRaHz44Yc9N/p9GjdunKP0LgjCnDlzLly44M16XGe1WkePHl1uehcE4fjx46+88oqXS5KLRYsWlZveBUHIyckZOXJk8RwWVEFcgf8vXIH3ZVyBrzCuwFeMvK7A16lTR/zjXKlUpqWlVXh3V67hF6s6V+CTkpJ++eUX8T5nz56NjY0tt+mBBx7IzMwU2VehUNy+fbvi9YmqUaOG+MdQ48aNRU7r+A53r8CPHz/+888/F+9z6tSpuLi4cptiYmKsVqv47rdu3fLBi/BGo7F27dri33O6dOmyZcsWT4x+4sSJ3r17i/f55ptvPHRdUWTSRLErV66Ehoa68tO8eQXearXWqFFD/He7devW33zzjReKcde33347YsQIkQ4KheLo0aPyupnfCwoKChITE8U/lN98881x48Z5rSQ54go8AMCnOT0Zb7VaDx8+XG7TjRs3nO7+xx9/OA0tVZArNzy//fbbjpqcBgCbzbZ161a3y3LBgQMHnJ5EdnSxVO4OHDjgtM+KFSscNbnyRhg1apRbJXnHpk2bnF6lOHHihIdG3717d6X0qRhH8w5KWrBggYdGvx87d+50emZKZCqNtPbs2SPewWazOe1TBaWmpjr9UPbcmwW+jwAPALL3119/udLN0Rx7V7782Wy233//3b2yqoCSy4A54igGWywWV+Z8paamul2WC86fP++0j9ls9suzNjk5OU773OdadK4cXu9z5YxMqbUYK5GjedQl3bx500OjuzI7wzdjsCsLYfjstERXXlDPvejy9ccffzjtw3GrygjwACB7wcHBrnRztFZQYGBgJY6CUhxNpXZx1WsPHXb7HUlOuftYNVlw5R+l1WrvZwgfnD8vuPaPUigUHhrdlWPiuePmyr/Lxb+EXibtq3afpH3R5cuVByty3KoyP/xgBoCqJjQ01JUvcI6eNuTKTacqlSo6OtrtyvydK9+tH3roIUdNriTJvn37uleTa0SqKuZiyJcdV36TW7ZseT9D+OaTvdq1a+e0T1hYmIdGr1+/vtM+nlv/T61WO+0jvuSkVFx5q4o/NEFC0r7o8uXKcXOlD/wVAR4A/EH16tXFO2i12rp165bbFBoa6mi9rmJNmzatYGV+rXPnzuIdFArFlClTHLXWrl1bfHe1Wt22bdsKFOZUw4YNnUa1jh07emJoyTld21+pVI4cOdJRqyvnNd588023y/K8Pn36OL1q57lTD4888oj4dcWAgAAPna4SBKFNmzbiHRQKhUcfoVdh7du3d5rPu3fv7p1i3NW/f3/xk8s6na5Hjx5eq0cuWrRo4XRhvwEDBninGPggAjwA+IOUlBTxDuKJYvHixSJfs5RK5UcffVTByvza6tWrxWfCP/rooyIdNm/eLP7tdurUqRUvzpk5c+aItAYEBHzwwQeeG11CU6dOjYyMFOkwatQokTsXfvjhB/Gf37x58wpW5nkvv/yySGtwcPC8efM8NHR8fPzzzz8v0uH555+Pj4/30Ojr168Xn/AydOhQDw19/2bOnCnSqtVqFy9e7LVi3PLggw8+8cQTIh2mTp0aHh7utXrkQqFQvPnmmyKfDu3bt+/Xr583S4JPUb3++utS1+BDPLd2S0lKpTIoKMhkMvnl4kCeo9Fo7CfvTSaTi88Kgp1Go1Gr1d759fYnwcHBCoXCZrPJ4tBVq1YtPDzcUbQYNmzY9OnTRXavXbu2Tqcr95lhKpXqo48+cutibFBQkMViqQpPylSpVN27d1+/fn25y9E1b95c/IlcYWFh8fHxjp7/1K9fP5EV7O9fkyZNCgoKjh49WrZJo9Fs2LChUaNGnhu9EqlUqsDAwIKCAtcfBDtgwICUlBSTyVS2qVevXsuWLRPZ1/6UxCNHjjhqLfeQ+ogOHTrcuHGj3NXagoKCvvnmG0ePPKwUSUlJt27dKnf04cOHJycne27NBY1G065du82bN5f7S9K+ffu1a9e69dOUSmVBQUHlFSimVatWmZmZ5T4gQKvVbt++3elcHgn16NHj4sWLZZ9jr1AoJkyYIH5GqSpr0KBBZGTk/v37y4aFNm3afPbZZ6xK45Rarbbf5lZUVOT7X0jcekG5Ag8AfmLs2LGHDx+uU6dO8ZdghUIRHR29adOmJUuWON19/Pjx+/bta9WqVfEk28DAwKSkpKNHjzJVT0Tr1q3/85//tGnTpuSV9pCQkLlz57rymJ+hQ4ceP368QYMGJV+1qKio1atXr1y50lNF/59Zs2bt3LmzSZMmxXcIBwcH9+rV6/Tp0126dPH06BKKj4+/ePHiiBEjip/7rVKpatWq9fHHH69bt87p7jNnzvzhhx9KrXlmn4N96dIlj1Rced57772UlJQGDRoUv+h6vX7gwIEXL15s3LixR4dWqVRLlizZtGlT7969IyIiBEGIiIjo3bv3pk2bFi9e7OKyjhXWtWvXS5cuNW/evORAYWFhCxcu3Llzp0eHvn9z587dtm1bo0aNil81nU7Xt2/fCxcuOL07QFparXb16tWrVq3q3r27/bad6Ojofv36ffnll7Nnz5a6Op82ZsyYPXv2DBs2zH6PW3BwcPv27RcuXPjll1+KzyGC31O4frq6KkhPT/fCAVGpVBEREdnZ2b5/Nsin6HQ6+52HOTk5PvvEFN+k0+m0Wm1GRobUhchMVFSUQqGwWq0cOnfZL1Hm5eVJXYicaDQae5jMz8/n0LklICAgLCwsMzOTyVluCQkJsV+eysrKcuWBiCim1+vVanVWVpbUhciMwWAQBMFisWRmZkpdi8wYDIa8vDxZzAf0HVqtNiQkRBAEo9FoNBqlLscJ+7vDRVyBBwAAAABABgjwAAAAAADIAAEeAAAAAAAZIMADAAAAACADBHgAAAAAAGSAAA8AAAAAgAwQ4AEAAAAAkAECPAAAAAAAMkCABwAAAABABgjwAAAAAADIAAEeAAAAAAAZIMADAAAAACADBHgAAAAAAGRALXUBAAAAErBardu2bdu7d29OTk7NmjVHjBjRuHFj13cvLCxcv3794cOHCwsL69atO3LkyFq1anmuWn9y4MCBbdu23b17t1q1agMGDOjSpYvXhrZarSdOnDh//nxBQUFcXFzHjh0jIyO9NjoA3D8CPAAAqHLWrFkzY8aMgoKC4i0ff/xxnTp1tmzZEh8f73T35OTkpUuXms3m4i3vvfdeq1atPv/889DQUI9U7BcOHz48evTojIyM4i1r166NjIxctWpVx44dPT363r17X3311StXrhRv0Wg0I0eOnDlzZlBQkKdHB4BKwRR6AABQtcydO3fy5Mkl07vdb7/91qFDh6tXr4rv/uyzzy5atKhkerc7ceJEq1atcnJyKrNWP/L1118PGDCgZHq3y8jIGDBgwNdff+3R0Tds2PDkk0+WTO+CIBQWFn788ceDBg0yGo0eHR0AKgsBHgAAVCFXr15duHCho9bCwsInnnhCZPfvvvtux44djlqzs7NHjBhxX/X5KbPZPHbsWJvNVm6rzWYbO3ZsYWGhh0a/cePGlClTHI1+7Nixt99+20NDA0DlIsADAIAq5LXXXnMU5OyuX79+7tw5R61vvvmm+M9PTU3lcm5ZH3zwQdkpDyUVFBR88MEHHhp9xYoVJpNJpMOnn36an5/vodEBoBIR4AEAQBVy4sQJp33WrVvnqMnpBHubzbZt2za3y/J3rsyQ99ws+oMHD4p3yM/PP3r0qIdGB4BKRIAHAABVSF5entM+N2/edNRU9tb3spyG/CooPT29UvpUzO3bt532SUtL89DoAFCJCPAAAKAKCQgIcNpHZCV5hULhdHeeTFaWK8u8BwcHe2h0nU7ntI9er/fQ6ABQiQjwAACgCnHlKXFJSUmOmiIiIpzu3rNnT/dqqgKaNWtWKX0qpkmTJk77NG3a1EOjA0AlIsADAIAqZOzYseIdNBqNyEL0gwYNEt/dYDA0bNiwIpX5tZdeekl88oJCoZg0aZKHRn/yySfFOzz00EOunNkBAMkR4AEAQBXy1FNPPfDAAyIdZs+erVQ6/IL073//W+QivEKheP/99++rPj9Vr169xx57TKTDgAED6tWr56HRe/Xq9cgjjzhqDQ4Onjt3roeGBoDKRYAHAABVy549e8rN8PaLwOKX6JVK5f79+2NiYso2qVSqBQsWPPzww5VWqH/5+OOP+/TpU25Tnz59li9f7tHRP/zwwwEDBpTdHhMTk5KS4socewDwBarXX39d6hp8iHceAapUKoOCgkwmk9Vq9cJwfkOj0dhXHjKZTBaLRepy5ESj0ajVap5w667g4GCFQmGz2Th07goKCrJYLEVFRVIXIicqlUqr1QqCYDabOXRuUalUgYGBBQUF4k93L0mtVo8ZM6Z27drXrl0zGo0KhSI0NLRz584bN27s16+f091DQkLGjx+v0+lu3LhhMpmUSmVkZGTv3r23bNnSoUOH+/vXeI9Wq1Wr1YIgFBQUeO0LycCBA5OSki5fvnzv3j1BEIKDg5s3b/7hhx9OnDjR00MHBAT0798/KSlJrVar1eqwsLDmzZs/99xzixcvdvfKv0ajUSqV4o+1R1n2RQptNhuHzl3BwcFFRUWuPAIDxdRqtf1TtaioyPc/Vd1awlPh+qddVZCenu6FA6JSqSIiIrKzs33/l8mn6HQ6+xq2OTk5hYWFUpcjJzqdTqvVZmRkSF2IzERFRSkUCqvVyqFzV2RkpMlkcuVhXSim0WjsK5/n5+dz6NwSEBAQFhaWmZnJuV23hISE2L/dZmVlEQzcotfr1Wp1VlaW1IXIjMFgEATBYrFkZmZKXYvMGAyGvLw8Lie4RavVhoSECIJgNBqNRqPU5Thhf3e4iCn0AAAAAADIAAEeAAAAAAAZIMADAAAAACADBHgAAAAAAGSAAA8AAAAAgAwQ4AEAAAAAkAECPAAAAAAAMkCABwAAAABABgjwAAAAAADIAAEeAAAAAAAZIMADAAAAACADBHgAAAAAAGSAAA8AAAAAgAyopS4AAICqLi0t7dtvv7169arZbI6Li+vatWvjxo2lLsr/5ebmfvXVV6dOnTKZTNWqVUtKSurYsaNCoXBx97t373711VcXLlwoKiqqWbPmww8/3Lx5c48W7B+MRuPChQv379+fl5en1+u7dOny0ksvBQcHu777119/ffLkyfz8/KioqE6dOnXp0sX1Vy0jI+Prr78+d+5cYWFhjRo1unXr1rp164r+U7zt9OnTe/bsuXXrlkajSUxMfOSRRwwGg3eGLiwsXLRo0Z49e3Jzc4ODgzt16jRlyhS9Xu+d0QGUpLDZbFLX4EPS09O9cEBUKlVERER2dnZRUZGnx/InOp0uKChIEIScnJzCwkKpy5ETnU6n1WozMjKkLkRmoqKiFAqF1Wrl0LkrMjLSZDLl5eVJXYgMmM3md999d+nSpaX+rPXt23fBggWRkZFSFSYjAQEBYWFhmZmZFovF9b1SUlJmzpyZnZ1dcmPLli0/+OCD+vXri+9rtVqXLFkyf/78goKCktt79OixePHimJgY18uQUEhIiFarFQQhKyvLbDZ7Z9Bly5a9+eabpYZTq9WzZs0aN26c0923bds2bdq0Un+TmzRp8sEHHzg952Wz2T788MO3337baDSW3J6UlLRkyZKaNWu6/I8Q9Hq9Wq3OyspyfZf7lJaWNnHixB9++KHkxsDAwMmTJ0+cOFGp9OyM2jVr1kybNq3Ut1aVSvXyyy9PnjzZ9Z9jP91gsVgyMzMruUR/ZzAY8vLy8vPzpS5ETrRabUhIiCAIRqOx1LveB7l1Mo4p9AAASGbSpEkLFiwoe1Jy165dAwcOvHfvniRV+b3ly5dPnDixVHoXBOHkyZOPPvrob7/9Jr77a6+9lpycXCq9C4KwZ8+exx57jFN+jixZsmTWrFllTxaYzeZZs2YtWbJEfPd169Y9//zzZQ/v+fPn+/fvf/HiRfHd58yZM2vWrLLf4w8ePNi/f/+0tDQX/gXSyMjI6N+/f6n0LghCQUFBcnLyzJkzPTr6qlWrJk+eXPaak8Viefvtt+fMmePR0QGURYAHAEAau3fvTklJcdR64cKF//3f//VmPVXE9evX33jjDUet6enpL7/8ssjuqampH3/8saPWK1euJCcn31d9fiorK0s87M2ZM0fkmnZaWtr06dMdTZPMzs6eNGmSyCTKM2fOiJwguHHjxuzZs0Vqk1ZycvLVq1cdtS5fvjw1NdVDQxuNxhkzZoh0WLx48Z9//umh0QGUiwAPAIA0Pv30U/EO69at446hSrd+/Xrxo7p//36RvOT0Vdu0aZPvT9f0vkWLFonf42CxWBYuXOio1elRPXbs2NmzZx21rl692mq1iuy+Y8cO35w6YTQaN23aJN7H6e9khS1fvlz8fk+r1frOO+94aHQA5WIRu/+iUqm8NopKpWIBArcU3+KlVCrVan513WA/dBy0ilEoFBy6CuC4ueLo0aPiHbKzs69cudKsWTPv1CNT9k9VtVrt4kpmx44dc9rn+PHjDzzwQLlNTl+1goKC8+fPP/TQQ64UI6Hiw+WdLz+HDh1y2ufHH3909HfDxVetVatW5TY5fdXMZvOZM2d69uzpdBRBEJRKpdf+xJ0/f77szRql/Pzzzx4qZu/evU77HDlyxN3R+XSoAL79uqv4L5v/HTq/+sfcv7CwMNcXMr1PLN1ZYRy6igkPD5e6BFlSKBQcugoIDAwMDAyUugqfZrPZXFkEy2Qy8RvoCvtiRa4oe+t7WUaj0dFhd2X9rYKCAhm9aq4fuvvhyoIO9+7dc3TccnJynO6el5fnaHdX3mv5+fluvWreeYlNJpPTPhkZGR4qxpVXLTc3163RVSqVjN4dviMoKMi+ljPc5X9fSAjw/+XevXveWYVer9fn5eV5bdFX/xAYGGhfL5dD567AwMCAgABWw3JXaGioQqGw2WyufHFESSEhIUVFRU6vGsG+drp4H41G40rgrMrUarVOp8vNzXVxFfrQ0FCnfYKDgx0d9vDwcKd/TrVare+/asHBwQEBAYIguH7o7odOp3PaR6/XOzpurpy7F3nVwsLCnN6q7fqrFhQUpFKpcnNzXel8n+zffMTZn23kidFdOew6nc7F0cPCwgRBsFqtfCFxV1hYWEFBgStnc1BMo9HYT3nI4tDZ3x0uIsD/l6KiIi8EePtdWGazmcfIuUWj0dj/w2KxcOjcYj90HLSKsdlsHLoKsFqtHDenWrduvXv3bpEOISEh9evX50i6oqioyMUU2rp164MHD4r3adGihaPD3rp16xs3bojsq9FoGjdu7PuvWvE94Waz2QunxTt06HDmzBmnfUQO+zfffCO+e8uWLUV2/+WXX0T2ValUzZs3d/FV02q1SqXSOy9xYmKiRqMRX7WhTZs2Hiqmc+fOP/30k3gfd0eR1BqwAAAeHklEQVTnU7Vi+PbrruJ7b/3vCwmL2AEAII2nn35avMOTTz5ZfO4SlWXo0KH2K8+OdOzYsUGDBo5anb5qgwYN4lavsl566SXxx5UrlcpJkyY5ah0yZIj4JNjmzZu3aNHCUevf//538Xsk+/btGxUVJdJBKnq9ftCgQeJ9nP5OVtgLL7wgfvOwQqGYOnWqh0YHUC4CPAAA0ujTp8/gwYMdtT7wwAOvvPKKN+upIurVqzdt2jRHrREREeJP70tKSho5cqSj1oSEBF9+IJmEDAbD5MmTRTq8/PLLBoPBUWtcXJzIw//0ev3ChQtFInrr1q3HjRvnqLV69epvvfWWSG3SmjVrVkJCgqPWUaNGJSUleWhonU43a9YskQ7jxo2Lj4/30OgAyqV6/fXXpa7Bh+Tn53thFKVSGRQUZDKZxJ9oglI0Go39monJZPLC3Xr+RKPRqNVq7/x6+5Pg4GD7PfAcOncFBQUx2c9FvXr1MhqNp06dKvWJ0L1799WrV4vkGRRTqVSBgYEFBQWu3wTXvn37yMjIn376qdRvaWJi4meffdaoUSPx3Xv06GE2m48fP17qVevYsePatWtjY2Pdql8qWq3WfnG1oKDAO19IOnXqpFQqf/rpp1KvlFKpfOWVV6ZMmSK+e8uWLWvWrHno0KFS88nr16+/Zs2a5s2bi+/etWvXgICAn3/+udRXiDZt2qxbt86tFKrRaJRKpdeW+dDpdH379j1z5szNmzdLlTFx4sTXX39dfGrDfWrbtq1erz948GDZV23ChAlu5Yjg4GBBEGw2GyukuCs4OLioqIgVoNyiVqvtS0gUFRX5/hcS+7vDRQqeZFZSenq6dxaxsy834vu/TD5Fp9PZ16LIycnhwchu0el0Wq3WN59w68uioqIUCoXVauXQuSsyMtJkMuXl5UldiGz8/vvvu3btunz5stlsjo+P79q1a9u2baUuSjYCAgLsywG6e243IyNjx44dp0+fzsvLq169epcuXR5++GHXs9CtW7e+/PLL8+fPFxYWxsfH9+jRw/cfHVdSSEiI/dttVlaWN4NBTk5OcnLyTz/9lJ2dHRYW9tBDD82YMcOVlQXtsrOzv/jii5MnT+bk5MTGxnbq1KlXr16uPwkvLS3tiy++OHPmjMlkqlmzZvfu3Tt37uzuE4j0er1arXZlZfvKdfjw4R9++OHGjRsajaZJkyb9+vWLi4vzztB5eXlz5sw5dOhQZmZmSEhIu3btpk+f7u4ZRnt/i8XiyqMcUJLBYMjLy+Nyglu0Wq39ERtGo9FoNEpdjhNuvZsI8P+FAO/LCPAVRoCvGAJ8hRHgK0Cj0dgzTH5+PofOLRUO8FWcVAHeD0gV4OWOAF9hBPgK8OMAzz3wAAAAAADIAAEeAAAAAAAZIMADAAAAACADBHgAAAAAAGSAAA8AAAAAgAwQ4AEAAAAAkAECPAAAAAAAMkCABwAAAABABgjwAAAAAADIAAEeAAAAAAAZIMADAAAAACADBHgAAAAAAGSAAA8AAAAAgAyopS4AAAAAcMmVK1dSUlJOnTqVk5MTExPTqVOnoUOHhoeHS10XPOjcuXObNm06c+ZMfn5+9erVu3XrNmTIEJ1OJ3VdgDQI8AAAAPB1Nptt7ty5ixcvtlqtxRu/+eab+fPnL1mypE+fPhLWBg8pKip67bXXVq5cWXLjrl27/vd///ejjz7q1KmTVIUBEmIKPQAAAHzdnDlzFi5cWDK922VlZT3zzDP79u2Toih41pQpU0qld7u0tLRhw4adPn3a+yUBkiPAAwAAwKf95z//Wbp0qaNWs9n88ssvWywWb5YETzty5Mj69esdtebn57/yyiverAfwEQR4AAAA+LTPP//cbDaLdLh27VpqaqrX6oEXbNiwQbzD8ePHf/31V+8UA/gOAjwAAAB82tmzZyulD2SEFx0oFwEeAAAAPu3evXtO++Tk5HihEngNLzpQLgI8AAAAfFq1atWc9omJifFCJfAaXnSgXAR4AAAA+DRXHhjGQ8X8TOfOncU7qNXqDh06eKcYwHcQ4AEAAODThgwZEhUVJdKhZ8+e9evX91o98IKnn346KChIpMOQIUMiIyO9Vg/gIwjwAAAA8GlhYWHvv/9+QEBAua01a9acP3++l0uCp9WoUWP+/PkKhaLc1oYNG77xxhteLgnwBQR4AAAA+LoePXps3769UaNGJTcqFIo+ffp88803NWrUkKoweM6QIUNSUlJq165dcqNKpXriiSd27twZEREhUV2AlNRSFwAAAAA4165duwMHDhw7duzkyZO5ubnR0dGdOnWqU6eO1HXBg3r06JGamnrkyJEzZ84YjcYaNWp07ty5Zs2aUtcFSIYADwAAAHlQKBRt27Zt27at1IXAe1QqVceOHTt27Ch1IYBPYAo9AAAAAAAyQIAHAAAAAEAGCPAAAAAAAMgAAR4AAAAAABkgwAMAAAAAIAMEeAAAAAAAZIAADwAAAACADBDgAQAAAACQAQI8AAAAAAAyQIAHAAAAAEAGCPAAAAAAAMgAAR4AAAAAABkgwAMAAAAAIAMEeAAAAAAAZIAADwAAAACADBDgAQAAAACQAQI8AAAAAAAyQIAHAAAAAEAGCPAAAAAAAMgAAR4AAAAAABkgwAMAAAAAIAMEeAAAAAAAZIAADwAAAACADBDgAQAAAACQAQI8AAAAAAAyQIAHAAAAAEAGCPAAAAAAAMgAAR4AAAAAABkgwAMAAAAAIAMEeAAAAAAAZIAADwAAAACADBDgAQAAAACQAQI8AAAAAAAyQIAHAAAAAEAGCPAAAAAAAMgAAR4AAAAAABkgwAMAAAAAIAMEeAAAAAAAZIAADwAAAACADKilLgAAAECWioqK1q5dm5OTM2jQoISEBKnLAQD4PwI8AACAe1JSUl566SWLxWL/v8nJyYIgdOrUafv27ZLWBQDwcwR4AAAAN4wdO3bbtm1ltx86dKhWrVrXr1/3fkkAgCqCe+ABAABcdfjw4XLTu53RaGzfvr036wEAVCkEeAAAAFcNHTpUvMPVq1e9UwkAoAoiwAMAALgqPz/faZ9XX33VC5UAAKogAjwAAEBlOnz4sNQlAAD8EwEeAAAAAAAZIMADAABUpo4dO0pdAgDAPxHgAQAAXBUUFOS0z9y5c71QCQCgCiLAAwAAuGrDhg3iHerVq+edSgAAVRABHgAAwFUdO3YcOHCgo9bg4ODU1FRv1gMAqFII8AAAAG5Yvnz5kiVLVCpVqe2dOnW6fv26JCUBAKoItdQFAAAAyMywYcOGDRtWVFT06aefZmVlDR48uG7dulIXBQDwfwR4AACAiggICHjuueekrgIAUIUwhR4AAAAAABkgwAMAAAAAIAMEeAAAAAAAZIAADwAAAACADBDgAQAAAACQAQI8AAAAAAAyQIAHAAAAAEAGCPAAAAAAAMgAAR4AAAAAABkgwAMAAAAAIAMEeAAAAAAAZIAADwAAAACADBDgAQAAAACQAQI8AAAAAAAyQIAHAAAAAEAGCPAAAAAAAMgAAR4AAAAAABkgwAMAAAAAIAMEeAAAAAAAZIAADwAAAACADBDgAQAAAACQAQI8AAAAAAAyQIAHAAAAAEAGCPAAAAAAAMgAAR4AAAAAABkgwAMAAAAAIAMEeAAAAAAAZIAADwAAAACADBDgAQAAAACQAQI8AAAAAAAyQIAHAAAAAEAGCPAAAAAAAMgAAR4AAAAAABkgwAMAAAAAIANqqQvwLUql0mq1enoUhUJhs9ns/+HpsfxJQUFBYWGhIAgWi4VD5xabzWaz2Tho7srOzra/Wzl07uJXrgLMZnN2drYgCBy6CrAfNI6bW4xGY0FBgSAIVquVQ+cu3qcVYP8TJ/AF2H32eMJxc0tRUZH9V87//sT9/yQJ+L758+enpKQIgvDee+899NBDUpcD/9ejR4/s7OyIiIjvv/9e6lrg/w4fPjxx4kRBEIYPHz5p0iSpy4H/mzlz5tdffy0Iwtq1axMTE6UuB37OarW2a9dOEIS6detu2rRJ6nLg/3bt2jV79mxBEMaPH//MM89IXU5lYgo9AAAAAAAyQIAHAAAAAEAGCPAAAAAAAMgAAR4AAAAAABkgwAMAAAAAIAMEeAAAAAAAZIDHyEE2rl+/npaWJghCw4YNw8LCpC4H/u/EiRNms1mtVrdq1UrqWuD/srOzL126JAhCbGxsQkKC1OXA/125ciU9PV0QhCZNmuh0OqnLgZ+z2WxHjx4VBCEwMPDBBx+Uuhz4v7t37169elUQhJo1a9aoUUPqcioTAR4AAAAAABlgCj0AAAAAADJAgAcAAAAAQAYI8AAAAAAAyAABHgAAAAAAGVBLXQDg3LVr17Zv33727NmsrKyoqKiEhITBgwcnJiZKXRf81okTJ7788subN29mZ2fHxsY2bNhw6NChUVFRUteFKuHatWuTJ09u3LjxW2+9JXUt8EMbN25ct25duU3Lli2Li4vzcj2oIvbu3fvtt99eu3ZNq9XWqVNn6NChjRo1kroo+KERI0bk5OSIdFiwYEH9+vW9Vo8nEODh63788cf58+dbLBZBEKKjozMyMv7666+jR48++eSTw4cPl7o6+KFPP/1069atgiCo1WqDwXDjxo1r167t27fvrbfe4tsGPK2wsHD+/PlFRUVSFwK/9ddff0ldAqoWi8Xyzjvv/PTTT4IghISE5Ofnnzhx4uTJkxMnTuzRo4fU1aHKUatln39l/w+Af8vOzl60aJHFYklKShozZkxkZKTFYvnyyy9XrVq1cePGpk2b8ihRVK5ff/1127ZtKpVqwoQJXbp0CQgIyMvLe//993/88ceFCxd+8MEHKpVK6hrhz1avXn39+nWpq4A/swf4+fPnx8fHl2rSarVSVAQ/t2HDhp9++ik6OnratGn16tUTBGHnzp0ff/zxhx9+2Lx5c4PBIHWB8CuffPJJudsvXLjw+uuvt23btnbt2t6tqPJxDzx82vfff19YWJiYmDhp0qTIyEhBEFQq1YABAx577DGbzbZz506pC4S/+f77720229ChQ3v06BEQECAIgk6nmzhxYnBw8J9//nnz5k2pC4Q/O3HixM6dO8PCwqQuBP7MHuDj4+MDy1AoFFJXB39jMpl27dqlUqn+/e9/169fX6FQKBSKfv36derUyWQyHT58WOoC4W/K/mULDAxUqVSffPKJXq9/4YUXpC6wEhDg4dMuX74sCEK3bt1KXfbs2LFjcStQiX7//XdBEJo3b15yY2BgYM2aNQVBIMDDc3JychYvXhweHs7NQfCcwsLCjIyM8PDwwMBAqWtBlbBv377c3Ny2bdvGxsaW3P7cc8/NmzevdevWUhWGKmXTpk03b9587rnn7JcD5Y4p9PBpZrPZYDDYs1NJ9kuj9hvjgUo0ePBgk8mUkJBQcqPNZvvzzz8FQQgPD5eoLvi/pUuXZmZmzpo1q7CwUOpa4LfS0tJsNlupKAV4zpEjRwRB6NChQ6ntkZGR/hGl4PuuX7++efPmVq1ade/eXepaKgcBHj7ttddeK3e7/fPAficVUInatWtXaktBQcHKlSvv3btXq1atxo0bS1IV/N63336bmprap0+fNm3aMKcUnmOfPx8eHr5ly5Z9+/alpaUZDIY6deoMHjy4bt26UlcHP2SfuVatWrVr164dPHjw119/ValUdevW7dWrFyeS4B3Lly+3Wq0jR46UupBKQ4CH/Jw+fXrLli2CIAwcOFDqWuDP5s2b99tvv6WlpVkslpYtW/7zn//kBlF4wh9//LFixYq4uLhnnnlG6lrg5+wBPjU1NTU1Va1Wh4aG3rx58+bNm4cPHx49enT//v2lLhD+xv5Ar0uXLm3cuNFkMtk32tf7GDdu3P9r7+5jqqz/P45/DiDnAAJJgSCMuEcwWiKCTg1LnIlmRgNlUNJoFhs4dUuq6SSxhrScDlxYoQITQhNJblwEI0yMDDaYgRsB6QpEbgO51wO/P679+DHA4vf9gofrnOfjr8Pnuq7PeV/bGfC6zudGa74RxbxVXV1969atdevWOTo6arqWWUOAh5wMDw9nZ2fn5OSMjo6GhYV5eXlpuiJos76+vr6+PmmmRnd3d3NzM4vlYtap1Wpp37h9+/axBjjmmhTgFy5cuGfPHh8fHwMDg/7+/m+++ea77747c+aMp6en3LdHxnwjhfb09PRly5a9+eabjo6OXV1deXl5hYWFSUlJrq6uU6dJArMoPT1dT08vNDRU04XMJgI8ZKO8vDw1NbWjo0OlUkVGRm7atEnTFUHLxcfHCyEGBwevXr2alpYWFxf36aefenh4aLouaJWsrKzff/89NDTUzc1N07VA+wUEBKxYscLe3n78caSJiUlkZGR3d/e1a9cuXLjw0UcfabZCaBlp5Nqzzz579OhRaUFiW1vb9957r7+/v6ysLDMz88CBA5quEVqroqKioaFhzZo1WvaciFXoIQO9vb3Hjh07duxYR0fH2rVrk5OTSe94YoyMjIKCggIDA9Vq9ZUrVzRdDrRKY2Pjt99+6+bmFhISoulaoBMcHR29vb2nDiaS/qo2NTVpoihoM2m/g8DAwEnbCb3yyiuC7YQwxwoLC4UQGzZs0HQhs4xv4DHftbW1xcbGdnZ22tvbR0dHL126VNMVQWs9ePDg1q1bRkZGy5cvn3To+eefLygoaGlp0Uhh0FYtLS2jo6P19fVTV/SoqamRJiQfP36cUc2Ya4sXLxZCdHV1jY2NsdgHZpGVlVVfX9/U9eqsrKyEEO3t7XzkMEfa2tpqamoWLVrk7e2t6VpmGQEe89rAwMDhw4c7OzsDAgKioqKk3eOAOTI4OJiQkKBSqbKzsyf9PyHN4jMzM9NQadBORkZGNjY2kxqHhoa6u7sNDQ2ffvpp8b+7ZgL/vYGBgZKSEj09vcDAwEm/4jo6OoQQ9vb2RCnMLhcXl6amJmnxhYna29uFEEuWLOEjhzlSUlIyNjbm7++vp6dtQ84J8JjXiouLm5ubfXx89uzZo+laoP0sLS3NzMx6e3trampeeOGFiYd+/fVXIYQ2LWGK+cDHx8fHx2dS440bNxISEjw8PKRVGIDZYmRkdOHChZ6eHmtr6xUrVkw8VFpaKoRwd3fXUGnQWps3by4qKvr+++83bdo0MUcVFxcLIVxdXTVXGrTc9evXhRB+fn6aLmT2adsDCWiZoqIiIcT27dtHH0PTBUKrKBQKaSJocnJybW2t1DgyMpKZmfnTTz+pVKrAwECNFggA/zmFQrFlyxYhxIkTJ2pqaqTGoaGh8+fPFxUVmZqaatlCzZgPnJ2dPTw8mpqaPvvsM2lLuYcPH2ZlZZWUlCiVSj5ymCOdnZ1//vmnvr6+Vj4k4ht4zF9qtfqvv/4SQhw8eHDaE2xsbE6fPv1ki4KW27lzZ11dXW1t7YcffmhsbGxqatre3j46OqpUKmNiYqbO4gMAGQkODh4cHLx8+fKhQ4dMTU2NjIykScimpqb79+9/6qmnNF0gtFBMTExsbGx5efmNGzeeeeaZrq4utVqtVCqjo6OlxReAWSc9o3R2djY0NNR0LbOPAI/5SwpOmq4CumXBggVHjx4tLCwsKytraWnp6elxcnJydnbesWMHm8ADkDt9ff233377ueeey8/Pb2ho6O3tdXV1dXNz27Fjh7m5uaarg3ays7NLSkrKzs6urKzs6emxtbV1cXHZuXMnz8Qxd6QA7+npqelC5oRibGxM0zUAAAAAAIB/wRx4AAAAAABkgAAPAAAAAIAMEOABAAAAAJABAjwAAAAAADJAgAcAAAAAQAYI8AAAAAAAyAABHgAAAAAAGSDAAwAAAAAgAwR4AAAAAABkgAAPAAAAAIAMEOABAAAAAJABAjwAAPg/lpaWCoXi0KFD0o+dnZ0KhUKhUKSmpj6ZAtRqtfSOn3/++ZN5RwAA5IIADwAAAACADBDgAQAAAACQAQNNFwAAAOYvCwuL1tZWIYSZmZmmawEAQNcR4AEAwGMpFIrFixdrugoAACAEQ+gBAMAT1tfXp1arNV0FAADyQ4AHAEAX5efnb9myxdraWqVSOTo6vvvuu/X19VNP6+/vf9wq9D09PfHx8evXr7ezszMxMVm2bNkbb7xRXl4+6bRTp04pFAovLy8hRFpampubm6mpqYGBgaWl5csvv3zu3LnR0dE5ukcAALQMQ+gBANAtjx49+uCDDyZu0nbnzp0vv/wyIyPj/PnzM+ykvLz81Vdf7e7uHm+pq6urq6vLycnZv3//tDvAxcXFffzxx+M/dnR0lJaWlpaWnjt37sqVK8yxBwDgXxHgAQDQLVFRUV9//bUQYtGiRaGhoX5+fs3NzQUFBeXl5WFhYTMZ3N7a2hoUFNTd3W1iYhIZGbl69WpjY+O6urrk5OTm5ubjx4+/9NJLW7dunXhJY2PjkSNHhBA+Pj6vvfaag4NDVVVVdnb2vXv3ysrKdu3adfny5Tm6XwAAtAYBHgAAHVJbW3vmzBkhhLu7e35+vouLi9QeGxu7d+/epKSkmXRSWFjY1tYmhMjNzQ0ICJAat23bFhIS4uHhMTIykpOTMynADw4OCiEiIyNTUlIMDAyEEOHh4e+///62bduqqqpyc3Nv3rzp6+s7ezcKAIAWYg48AAA6JC4uTppznpaWNp7ehRB6enonT5709PScSSfV1dVCCENDww0bNkxsd3JyOnDgQEREhJOT09Sr7O3tv/jiCym9S5YsWZKVlaWvry8V9p/cDwAAuoQADwCADrl+/boQIiAgwM/Pb9IhhUKxb9++mXRibW0thBgZGZGG4k8UHx9/9uzZgwcPTr1q7969CxYsmNTo6uoaHBwshPjxxx/HxsZmdhMAAOgoAjwAALriwYMHra2tQohVq1ZNe8KLL744k36Cg4NNTEyEELt37165cuUnn3xSXl4+PDz8z1etXLly2vbVq1cLIQYHB6XaAADA4xDgAQDQFQ0NDdKLaYe4CyHs7e1n0o+rq2tubq6zs7MQorKy8uDBg2vXrjU3N9+4cWNKSkpvb++0Vzk4OEzbPl5MY2PjTN4dAACdRYAHAEBXKJVK6YVCoZj2BJVKZWxsPJOuAgICamtrL126FBERIY2oHx4eLi4ujoqK8vDwKC0tnXrJ4950fFz9wMDATN4aAACdRYAHAEBXODk5SSn6cd91t7e3zzxFK5XKoKCgs2fP3rt3r76+/quvvtq8ebMQoqWlJSQkpLOzc9L5d+7cmbaf8XEBbm5uM3xrAAB0EwEeAABdoVKpbGxshBC//PLLtCdIy8v/q7t37969e7erq2u8xdXV9Z133iksLJQ2ouvo6Lh27dqkq6qqqqbt7ebNm0IIQ0PDGQ7gBwBAZxHgAQDQIf7+/kKIH374QYrNkyQmJs6kkzVr1jg4OOzatWvqofFt4f/+++9Jh06cOPHo0aNJjU1NTVlZWUIIPz8/PT3+LQEA4J/wlxIAAB1y+PBhad/1iIiIpqamiYcSExOLi4tn0om3t7cQori4+Lfffpt0KC0tTXoxdaH7P/74IyYmRq1Wj7fcv38/LCzs4cOHQogjR478/+4EAADdY6DpAgAAwJPj7u4eERGRmpp6+/ZtX1/f8PBwX1/f9vb2wsLCoqIipVLp5OR0+/btf+5k9+7deXl5Q0NDPj4+0k5ylpaWzc3Nly5dunr1qhBi48aNS5cunXSVkZFRSkpKdXX19u3bHRwcqqqqMjMzm5ubhRCBgYHr16+fmzsGAEB7EOABANAtycnJ9+/fz8/P7+zsPHny5Hi7SqVKT0/Pycn51wC/devW2NjYxMTE4eFhadL7RKtWrbp48eLUNedzcnJCQ0MrKioqKiomtoeHh58+ffq/uCEAAHQFQ+gBANAtKpUqLy/v4sWLgYGBVlZWhoaGtra2b731VmVlZXBw8Aw7SUhIqKqqCgsLW758uYWFxcKFC728vF5//fWCgoKff/7Z3Nx86iXr1q2rra2NiYlxcnJSKpUWFhb+/v4ZGRkZGRkz3LsOAAAdpxgbG9N0DQAAQGudOnUqOjpaCNHX12diYqLpcgAAkDG+gQcAAAAAQAYI8AAAAAAAyAABHgAAAAAAGSDAAwAAAAAgA2wjBwAA5pCdnV1AQIAQQl9fX9O1AAAgb6xCDwAAAACADDCEHgAAAAAAGSDAAwAAAAAgAwR4AAAAAABkgAAPAAAAAIAMEOABAAAAAJABAjwAAAAAADJAgAcAAAAAQAYI8AAAAAAAyAABHgAAAAAAGSDAAwAAAAAgAwR4AAAAAABkgAAPAAAAAIAMEOABAAAAAJABAjwAAAAAADJAgAcAAAAAQAb+BwMM8lUjh4I6AAAAAElFTkSuQmCC)
Como ves, lo que se ha hecho es superponer una capa con solo las observaciones de Subaru y graficarlas con un punto más grande de lo habitual y con un color llamativo. El problema es que se ve que sean las observaciones de Subaru. Esto se puede resolver de varias maneras usando annotate():
p + annotate(geom = "point", x = 5.5, y = 40, colour = "orange", size = 3) +
annotate(geom = "point", x = 5.5, y = 40) +
annotate(geom = "text", x = 5.6, y = 40, label = "subaru", hjust = "left")
![](data:image/png;base64,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)
O de esta otra forma:
p + annotate(geom = "curve", x = 4, y = 35, xend = 2.65, yend = 27,
curvature = .3, arrow = arrow(length = unit(2, "mm"))) +
annotate(geom = "text", x = 4.1, y = 35, label = "subaru", hjust = "left")
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)
El paquete ggforce
es una extensión a ggplot2 que puede servir para muchas cosas, entre ellas hacer anotaciones o marcas en gráficos ggplot. Por ejemplo:
ggplot(iris, aes(Sepal.Length, Petal.Length)) +
geom_point(aes(color = Species)) +
ggforce::geom_mark_ellipse(aes(label = Species, group = Species))
![](data:image/png;base64,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)
Con ggforce
podemos hasta simular un zoom:
ggplot(iris, aes(Petal.Length, Petal.Width, colour = Species)) +
geom_point() +
ggforce::facet_zoom(x = Species == "versicolor")
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)
El paquete/extensión ggforce
es pretty awesome. En este post puede verlo en acción haciendo mapas.
Otro enfoque para hacer anotaciones, bueno, en realidad centrase en un grupo de observaciones es utilizar el paquete gghighlight
:
df <- gapminder::gapminder %>% filter(continent == "Europe")
ggplot(df, aes(year, lifeExp, group = country)) +
geom_line() +
geom_point() +
gghighlight::gghighlight(country %in% c("Spain", "Portugal"))
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)
ggplot(iris, aes(Sepal.Length, Petal.Length, color = as.factor(Species))) +
geom_point() +
gghighlight::gghighlight() +
facet_wrap(vars(Species))
![](data:image/png;base64,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9. Gráficos interactivos
Los gráficos interactivos, como su nombre indica, permite al usuario interactuar con el gráfico, abriéndose posibilidades como centrarse en parte del gráfico (zooming), highlighting, o mostrar información adicional al pinchar en algún elemento del gráfico, etc …
En general, JavaScript (JS) es el lenguaje utilizado para hacer gráficos interactivos con librerías como D3, Chart, Plotly, Vis Highcharts, …
Recientemente, el paquete de R htmlwidgets
ha facilitado el uso de las librerías de JS en R. Actualmente, paquetes de R, como leaflet, DT, dygraphs, networkD3 y muchos otros, utilizan el framework propuesto por htmlwidgets para hacer disponibles los gráficos interactivos de JS en R.
Para daros cuenta de lo fácil que es hacer un gráfico interactivo con R usaremos el paquete plotly
que hace posible usar la librería plotly.js en R. Con plotly
se pueden hacer muchos tipos de gráficos, pero por ejemplo, permite con una sola linea convertir un gráfico ggplot en interactivo:
library(plotly)
p <- ggplot(iris, aes(Sepal.Length, Petal.Length, color = Species)) + geom_point() + geom_smooth()
ggplotly(p)
Aquí puedes encontraar un bookdown sobre plotly.
p1 <- p + facet_grid(cols = vars(Species))
ggplotly(p1)
p <- ggplot(mpg, aes(class)) + geom_bar(fill = "steelblue") + coord_flip()
ggplotly(p)
Aquí puedes ver un galería de ejemplos de gráficos interactivos hechos con R. Aquí un post, ya de 2015, para iniciarse un poco en estos temas.
Hay muchos paquetes que permiten hacer gráficos interactivos en R, por ejemplo leaflet
, que permite hacer mapas interactivos muy fácilmente.
library(leaflet)
m <- leaflet()
m <- addTiles(m)
m <- addMarkers(m, lng = 174.768, lat =-36.852, popup = "The birthplace of R")
m
Todos estos paquetes que permiten hacer gráficos interactivos a través de htmlwidgets
se pueden consultar en: http://gallery.htmlwidgets.org/. Dos paquetes que no están en la gallery: Apexcharts
y TSplotly
.
En Interactive web-based data visualization with R, plotly, and shiny explican más detalladamente como hacer gráficos interactivos en R. Tendré que releer su sección Saving and embedding HTML para mostrar en el tutorial alguno de los gráficos dinámicos que he hecho, pero ahora tengo prisa, la próxima clase es pronto y empezamos sí o sí ggplot2.
Hadley también está escribiendo un bookdown sobre Shiny: Mastering Shiny. En palabras de Hadley: Shiny is a framework for creating web applications using R code. Para ver que significa esto puedes ver la siguiente galería con ejemplos de aplicaciones shiny.
gganimate
gganimate
es un paquete que no hace gráficos dinámicos, pero permite animar gráficos mediante la creación creación de secuencias de gráficos. Mejor que explicarlo visita su sección de ejemplos en su wiki: https://github.com/thomasp85/gganimate/wiki. Por ejemplo este ejemplo o este ejemplo de jurgol. En este post explican como usarlo.
Un ejemplo con los datos de gapminder
library(tidyverse)
library(gapminder)
library(gganimate)
gapmider_europe <- gapminder %>% filter(continent == "Europe")
ggplot(gapmider_europe, aes(gdpPercap, lifeExp, size = pop, colour = country)) +
geom_point(alpha = 0.7, show.legend = FALSE) +
scale_colour_manual(values = country_colors) +
scale_size(range = c(2, 12)) +
scale_x_log10() +
facet_wrap(~continent) +
# Here comes the gganimate specific bits
labs(title = 'Year: {frame_time}', x = 'GDP per capita', y = 'life expectancy') +
transition_time(year) +
ease_aes('linear')
Aquí tienes un ejemplo para hacerlo para los cinco continentes.
---
title: "Visualización: gráficos con ggplot2"
author: "Pedro J. Pérez (pedro.j.perez@uv.es). Universitat de València <br> <br> Web del curso: <https://perezp44.github.io/intro-ds-20-21-web/>"
date: "Octubre de 2019 (actualizado el `r format(Sys.time(), '%d-%m-%Y')`)"
output:
  html_document:
    css: !expr here::here("assets", "styles_pjp.css")
    theme: paper
    highlight: textmate 
    toc: true
    toc_depth: 3 
    toc_float: 
      collapsed: true
      smooth_scroll: true
    self_contained: true
    number_sections: false
    includes:
      after_body: !expr here::here("assets", "footer.html") 
      in_header: 
        - !expr here::here("assets", "google-analytics.html") 
        - !expr here::here("assets", "favicon-sol.html")
    df_print: kable
    code_download: true
editor_options: 
  chunk_output_type: console
bibliography: "`r here::here('assets', 'biblio.bib')`"  #- joooder. single quotes https://community.rstudio.com/t/use-here-here-function-in-yaml-option/18667/9
---

```{r chunk_setup, include=FALSE}
knitr::opts_chunk$set(echo = TRUE, eval = TRUE, message = FALSE, warning = FALSE, 
                      cache = FALSE, cache.path = "/caches/", comment = "#>",
                      #fig.width = 7, fig.height= 7,   
                      #out.width = 7, out.height = 7,
                      collapse = TRUE,  fig.show = "hold",
                      fig.asp = 7/9, out.width = "60%", fig.align = "center")
```



```{r options_setup, echo = F}
options(scipen = 999) #- para quitar la notacion cientifica
```

```{r, echo = FALSE}
library(knitr)
library(here)
library(tidyverse)
#devtools::install_github("thomasp85/patchwork")
library(patchwork)
```

```{r klippy, echo = FALSE}
klippy::klippy(position = c("top", "right")) #- remotes::install_github("rlesur/klippy")
```


```{r, include = FALSE}
options(htmltools.dir.version = FALSE)
#knitr::opts_chunk$set(fig.retina = 3, warning = FALSE, message = FALSE, echo=FALSE, out.width = "85%")
library(metathis)
meta() %>% meta_name("github-repo" = "perezp44/intro-ds-20-21-web") %>% 
  meta_social(
    title = "Visualización: gráficos con ggplot2",
    description = paste(
      "Se presentan conceptos e ideas básicas de visualización con el paquete ggplot2 de R. En primer lugar se presentan las ideas básicas para después exponer los distintos elementos o layers de los gráficos ggplot.",
      "Se muestran distintos tipos de gráficos: histogramas, scattter plots, gráficos de densidad etc ...",
      "Finalmente se muestra como combinar gráficos, asi como la realización de gráficos interactivos"),
    url = "https://perezp44.github.io/intro-ds-20-21-web/tutoriales/tt_06_ggplot2.html",
    og_type = "website",
    og_author = "Pedro J. Pérez"
  )
```

-------------

<br>

## 1. Introducción

Los gráficos e infografías son, cada vez más, una parte importante de la mayoría de textos escritos, ya sean estos  un informe técnico, un artículo de periódico o un TFG. En el caso de la ciencia de datos, como puede verse abajo en la infografía, el análisis y la exploración de los datos es un proceso iterativo en el que la visualización y la generación de gráficos ocupa un lugar destacado.

```{r, echo = FALSE, out.width = "75%", fig.align = "center", fig.cap = "R for Data Science (http://r4ds.had.co.nz/)"}
knitr::include_graphics(here::here("imagenes", "tt_06_img_01_explore-visualice.png") ) 
```



Uno de los instrumentos y tareas fundamentales de un científico de datos es la capacidad de realizar visualizaciones de datos apropiadas y convincentes. El análisis gráfico no solo ayuda en la exploración y comprensión de los datos, sino que es fundamental a la hora de mostrar las posibles relaciones entre variables, descubrir relaciones o patrones ocultos, y descartar o sugerir nuevas preguntas sobre los datos. 



El entorno R tiene diversos sistemas para visualizar datos, los dos más utilizados son el sistema gráfico de R-base y el ecosistema asociado al paquete `ggplot2`. Por diversas razones, en el curso usaremos el entorno `ggplot2` para hacer nuestros gráficos; de hecho, en la actualidad `ggplot2`, dada su rapidez en la iteración entre gráficos, versatilidad y la cuidada estética que tienen sus gráficos, se ha convertido, al menos por el momento, en el sistema estándar para hacer gráficos en R. Por ejemplo, [¿cómo creéis que hace la BBC sus gráficos?](https://medium.com/bbc-visual-and-data-journalism/how-the-bbc-visual-and-data-journalism-team-works-with-graphics-in-r-ed0b35693535){target="_blank"}, evidentemente con R y `ggplot2`. Puedes ver uno de sus repositorios [aquí](https://github.com/bbc/bbplot){target="_blank"} y su cookbook [aquí](http://bit.ly/bbcggplot2){target="_blank"}. 


Con `ggplot2` es sencillo hacer gráficos con calidad para ser publicados o mostrados, además de que, dada su sintaxis modular, hace sencillo el reutilizar los gráficos durante el proceso de análisis. El paquete `ggplot2` fue inicialmente desarrollado por [Hadley Wickham](http://hadley.nz/){target="_blank"}, pero actualmente el ecosistema ggplot es el resultado de toda una comunidad de usuarios que contribuye a enriquecer el sistema gráfico con sus extensiones y paquetes auxiliares.


En palabras de Hadley en su [libro sobre ggplot2](https://ggplot2-book.org/){target="_blank"}:

> ggplot2 is an R package for producing statistical, or data, graphics, but it is unlike most other graphics packages because it has a deep underlying grammar. This grammar, based on the Grammar of Graphics (Wilkinson 2005), is made up of a set of independent components that can be composed in many different ways. This makes ggplot2 very powerful because you are not limited to a set of pre-specified graphics, but you can create new graphics that are precisely tailored for your problem. This may sound overwhelming, but **because there is a simple set of core principles and very few special cases, ggplot2 is also easy to learn** (although it may take a little time to forget your preconceptions from other graphics tools).


Sí, con `ggplot2` es "fácil" hacer rápidamente gráficos de calidad, PERO dominar todos los detalles del paquete sí que es complicado, pero no nos hace falta conocerlo todo. Además, hay que tener en cuenta que `ggplot2` es un paquete/entorno en constante evolución. Actualmente está en la versión 3.2.1. Bueno, en marzo de 2020 apareció la versión 3.3.0. 


Para entender esta idea de la constante evolución y el papel que tiene la comunidad de usuarios en el desarrollo de R y sus paquetes puedes leer [este tweet](https://twitter.com/ClausWilke/status/1166356210783870976){target="_blank"} y las respuestas a él. En el tweet sólo se anuncia una pequeña mejora en como `ggplot2` gestiona los títulos de los gráficos pero genera reacciones en la comunidad de usuarios. 

La redes sociales pueden hacerse eco de la evolución de un paquete, pero donde habitualmente se produce la discusión/colaboración entre usuarios es en plataformas como [Github](https://github.com/){target="_blank"}. Por ejemplo, puedes ver como se gestó está pequeña  mejora [aquí](https://github.com/tidyverse/ggplot2/issues/3252){target="_blank"}. Fue la issue 3252 de `ggplot2`. Otro ejemplo, justo cuando estaba escribiendo este párrafo, leí [este otro tweet](https://twitter.com/thomasp85/status/1166609529771102208){target="_blank"} anunciando otra mejora en `ggplot2`.


La página web de `ggplot2` puedes encontrarla [aquí](https://ggplot2.tidyverse.org/){target="_blank"}. En ella puedes encontrar documentos de ayuda y la [referencia oficial](https://ggplot2.tidyverse.org/reference/index.html){target="_blank"}. Para darte cuenta de todo lo que se puede hacer con el ecosistema ggplot  visita [esta página](https://exts.ggplot2.tidyverse.org/gallery/){target="_blank"} donde podrás ver los 79 "paquetes auxiliares" o extensiones a `ggplot2`.


Para hacer "buenos" gráficos con `ggplot2 `no sólo es necesario entender la sintaxis y los pormenores del paquete, sino que quizás se necesite algo más. Por ejemplo, algo de experiencia y cierta capacidad visual y estética; incluso hay quien dice que hacer buenos gráficos es un arte. Para intentar mejorar vuestros gráficos o evitar ciertos errores, [aquí](https://robjhyndman.com/hyndsight/graphics/){target="_blank"} tenéis algunas reglas/consejos, y [aquí](https://www.r-bloggers.com/teaching-and-learning-materials-for-data-visualization/){target="_blank"} un curso completo sobre visualización^[El repo donde se aloja el código para recrear el libro está [aquí](https://github.com/clauswilke/dataviz)] con [bookdown incluido](https://serialmentor.com/dataviz/){target="_blank"}.

Entenderás muy bien que hacer buenos gráficos exige conocimiento y mucho trabajo al ver el video de [este post](https://karaman.is/blog/2020/07/making-of/), donde se ven las versiones previas para que al final saliese esta preciosura de gŕafico:


```{r, echo = FALSE, fig.asp = 7/9}
tweetrmd::tweet_embed("https://twitter.com/geokaramanis/status/1247586395876741120", theme = "light", align = "center", maxwidth = 400)
```

Otro ejemplo del making-of de un gráfico puedes verlo [aquí](https://twitter.com/MaiaPelletier/status/1287922855926214657).


Otros dos libros sobre visualización con el código de los ejemplos hechos con `ggplot2`, [aquí](https://socviz.co/index.html#preface) y [aquí](https://socviz.co/lookatdata.html#lookatdata){target="_blank"}. Finalmente, algunos consejos de la [BBC](https://bbc.github.io/rcookbook/){target="_blank"} sobre visualización.

Como también se aprende los errores, [aquí](https://medium.economist.com/mistakes-weve-drawn-a-few-8cdd8a42d368){target="_blank"} tienes un articulo de The Economist donde muestran errores que ellos mismos han cometido haciendo gráficos. Además pueden descargarse los datos.

<br>

## 2. Ideas básicas sobre ggplot2

Ya se dijo que `ggplot2` es un paquete R desarrollado por Hadley Wickham, aunque actualmente es el resultado de la colaboración de múltiples desarrolladores. `ggplot2` implementa en R [The Grammar of Graphics](https://www.springer.com/gp/book/9780387245447) de L. Wilkinson, un sistema coherente para describir y construir gráficos. El énfasis de ggplot2 está en la exploración rápida de datos, especialmente de datos de alta dimensionalidad. Con `ggplot2` es sencillo ir transformando el gráfico mientras se van analizando los datos. 



Para empezar a entender la "filosofía" de `ggplot2`, os planteo una pregunta medio retórica: ¿qué vemos en el gráfico de abajo?


```{r, echo = FALSE, out.width = "60%"}
ggplot(iris, aes(Sepal.Length, Petal.Length, color = Species)) + geom_point()
```


Pues sí, es un gráfico de puntos y nos ayuda a ver las relaciones que existen entre 3 variables. Estamos habituados a ello, pero vamos a pensar en el gráfico desde la óptica de "The Grammar of Graphics" implementada en el paquete `ggplot2`. 

En nuestro gráfico se representan por medio de puntos, en el espacio X-Y, y mediante los distintos colores de los puntos, las observaciones de 3 variables. Bien, nada muy novedoso, todos los sistemas gráficos hacen este tipo de gráficos. Los gráficos de `ggplot2` se realizan mediante la superposición de elementos/capas. Podemos pensar que el gráfico que hemos visto es una capa. ¿Cómo creamos este gráfico o capa en `ggplot2`?

Pues, una de las principales ideas para entender `ggplot2` es que cada capa de un gráfico tiene 3 componentes o elementos principales:


  - **los datos** que se van a representar  (sencillo, para hacer un gráfico hacen falta datos). Para ello utilizaremos generalmente la función `ggplot()`
  
  - **un conjunto de propiedades estéticas asociadas a alguna variable del conjunto de datos**. Por ejemplo, la variable Sepal.Lenght está asociada al eje X, ala posición en el eje X. Por su parte, el color de los puntos (otra característica visual o estética) está asociado a los valores de la variable Species. Es decir, usando la terminología de `ggplot2`, las distintas variables están asociadas o mapeadas a determinadas características estéticas. El mapeo de variables con estéticas se hará con la función `aes()`  de **aes**thetics. (esto ya no es tan estándar, se explica en breve)
  
  - **el elemento geométrico que se va a representar**. En nuestro caso el elemento geométrico que se utiliza para representar los valores de las variables son los puntos, pero podrían haber sido las lineas o las barras ... Para especificar el elemento geométrico que vamos a usar en nuestro gráfico se utiliza la familia de funciones `geom_xx()`; por ejemplo `geom_point()` si queremos puntos, `geom_line()` si queremos que las relaciones entre las variables se representen/visualicen como lineas.
  
Así en abstracto puede ser complicado entender del todo que quiere decir todo esto. Vamos a verlo con ejemplos concretos. De momento, para explicar las principales características de `ggplot2` utilizaré un conjunto de datos famoso, pero  odiado por algunos, por haber sido utilizado en numerosos ejemplos y cursos: el [iris dataset](https://es.wikipedia.org/wiki/Conjunto_de_datos_flor_iris).

El conjunto de datos `iris` contiene datos sobre 150 flores, en concreto sobre 150 lirios. `iris` tiene 5 variables, 4 de ellas miden la longitud y el ancho del pétalo y sépalo de los 150 lirios. Estas 4 primeras variables son cuantitativas y continuas; mientras que la quinta variable es categórica, indicando la clase o variedad de los lirios, ya que en los datos hay 3 especies distintas de lirios (setosa, versicolor y virginica). Con estos datos, con 3 de sus variables, se ha creado el gráfico que ves más arriba.

<br>

**PRIMER GRÁFICO**: Para comenzar nuestras andanzas con `ggplot2` intentaremos replicar con código R el gráfico de arriba; aunque al principio sólo utilizaremos 2 variables: haremos un gráfico de puntos de la longitud del sépalo frente a la longitud del pétalo.

Hacer un gráfico con `ggplot2` requiere de varias etapas, 

  - la primera de ellas consiste en usar la función `ggplot()` para inicializar el gráfico. 
  
  - en segundo lugar, tendremos que especificar que conjunto de datos usaremos en el gráfico. 
  
  - en tercer lugar tendremos que especificar que variables irán asociadas a determinados elementos visuales o estéticos del gráfico 
  
  - por último, en cuarto lugar, tendremos que especificar que tipo de gráfico o geometría usaremos para visualizar las observaciones.
  
  
Veámoslo más detenidamente.

En `ggplot2`, para hacer un gráfico **se empieza SIEMPRE llamando a la función `ggplot()`**. Si tecleamos `ggplot()` en la consola o en un script, parece que no ocurre nada, pero tras la llamada a la función `ggplot()`, R ha creado un objeto, un contenedor para nuestro futuro gráfico. Aún no vemos el gráfico, faltan cosas, pero ya lo hemos inicializado. Si quieres ver el objeto/contenedor que hemos creado con la llamada a `ggplot()` tienes que asignarle un nombre, así podrás verlo en la pestaña "Environment" de RStudio. 


Para verlo tienes que hacer:

```{r, eval = FALSE}
my_grafico <- ggplot()
```

`my_grafico`, es un objeto R, concretamente una lista con 9 elementos, que tendremos que ir "llenando" para hacer nuestro gráfico. 


Generalmente, dentro de la función `ggplot()` se suele especificar el conjunto de datos que vas a utilizar para hacer el gráfico. A diferencia de los gráficos de R-base, `ggplot2` no permite graficar vectores: **los datos que se suministran han de ser SIEMPRE data.frames** o similares.


```{r, eval = FALSE}
ggplot(data = iris)
ggplot(iris)
```



Ya está, con cualquiera de las 2 instrucciones de arriba, son equivalentes^[Tienes que entender porque son equivalentes. Busca la ayuda de la función y verás que el primer argumento de la función es data, así que si, como ocurre en la segunda expresión, no ponemos el nombre del argumento de la función, R tomará iris como el valor del primer argumento. Parece un trabalenguas pero es importante], ya hemos inicializado el gráfico y le hemos dicho que datos vamos a usar. 

Dijimos que para comenzar haríamos un gráfico de puntos de la variable `Sepal.Length` frente a `Petal.Length`; así que **tenemos que decirle a `ggplot2` que variables de `iris` queremos visualizar y con que propiedades estéticas queremos asociar cada variable**. Para ello utilizaremos la función `aes()` dentro de `ggplot()`. Lo hacemos con la siguiente expresión:


```{r, eval = FALSE}
ggplot(iris, aes(x = Sepal.Length,  y = Petal.Length))
```

Aún no vemos el gráfico, pero con `aes()` le hemos dicho a R/ggplot2 que queremos asociar/mapear la variable Sepal.Length al eje x, y la variable Petal.Length al eje y. Fíjate que, en la pestaña de gráficos de RStudio, ya vemos los ejes del gráfico; además, fíjate que `ggplot2` ya ha calculado para nosotros el rango de las variables para ajustar los ejes.


Al igual que antes, podemos omitir los nombres de las opciones de la función `aes()`. Esta función puede tener muchos argumentos (veremos algunos), pero los 2 primeros son siempre x (el eje x) y después y (el eje y o vertical de mi gráfico); es decir podríamos hacer lo siguiente que es más rápido de teclear.


```{r, eval = FALSE}
ggplot(iris, aes(Sepal.Length, Petal.Length))
```

Con esta instrucción le estamos diciendo a `ggplot2` que vamos a hacer un gráfico con los datos del data.frame `iris` y que vamos a asociar/conectar/mapear la variable `Sepal.Length` con el eje x, y la variable `Petal.Length` con el eje y del gráfico. Perfecto, pero entonces ¿por qué no vemos el gráfico? La razón estriba en que no le hemos dicho a `ggplot2` qué tipo de gráfico queremos (de puntos, de lineas etc...). El tipo de gráfico se explicita con una familia de funciones: `geom_xx()` o **geom**etrías. Hay muchas geometrías o tipos de gráficos que podemos usar. Ya lo veremos!!! Nosotros queremos hacer un gráfico de puntos, así que, de la familia de **geom**etrías tenemos que  usar `geom_point()`. Veámoslo.


```{r, out.width = "50%"}
ggplot(iris, aes(Sepal.Length, Petal.Length)) + geom_point()
```

Como vemos los puntos del gráfico se visualizan en color negro, con un tamaño, una transparencia y una forma determinadas. Obviamente todo esto se puede cambiar dentro de `geom_point()` con las opciones adecuadas. Por ejemplo:


```{r, out.width = "50%"}
ggplot(iris, aes(Sepal.Length, Petal.Length)) + geom_point(color = "red", size = 2, alpha = 0.2)
```



Ya casi está. No es tan complicado. Ya hemos visto las ideas fundamentales de la visualización con `ggplot2`:

1. Los gráficos se inician con la función `ggplot()`. Generalmente aquí se especifican los datos (data.frame) que queremos utilizar  

2. La función `aes()` sirve para asociar/mappear variables con atributos/características estéticas del gráfico. De hecho el nombre del función `aes()` viene de **aes**thetics. Las **aes**thetics más importantes de un gráfico suelen ser los ejes x e y, por eso se ponen siempre al principio de `aes()`; es decir, son los 2 primeros argumentos de `aes()`. En nuestro ejemplo hemos asociado la variable `Sepal.Length` con el eje x, y la variable `Petal.Length` con el eje y. Veremos más **aes**thetics, como por ejemplo el color o el tamaño (de los puntos ... o de las lineas o ...)

3. Con `geom_**()` elegimos el tipo o **geom**etría de gráfico. Hay muchos tipos de gráficos, así que habrán muchos **geoms**. Por ejemplo: geom_point(), geom_line(), geom_ ...


Estas 3 ideas son las principales para entender ggplot2. Después hay muchas más opciones y elementos que serán muy importantes para conseguir un buen gráfico, pero en cierta forma son secundarias; por ejemplo, los títulos, los ejes, las escalas, el tema etc... lo iremos viendo poco a poco.

<br>

Afiancemos las ideas principales de la visualización con `ggplot2`. ¿Piensa que hará la siguiente linea de código?


```{r, eval = FALSE}
ggplot(iris, aes(Sepal.Length, Petal.Length)) + geom_line()
```

La primera parte de la instrucción es igual a la anterior: queremos un gráfico con el data.frame iris y queremos asociar la variable Sepal.Length con el eje x, con la propiedad **aes**thetic eje x y Petal.Length con el eje y; pero le hemos pedido un gráfico de lineas (geom_line()). En este caso hacer un gráfico de lineas no tiene mucho sentido, pero si se lo pedimos a R, este nos hace caso y nos lo muestra.


```{r, echo = FALSE, out.width = "49%"}
ggplot(iris, aes(Sepal.Length, Petal.Length)) + geom_line()
```

<br>

Ya dije que una de las características importantes de `ggplot2`  es que funciona por capas que se van superponiendo; para ir añadiendo capas a nuestro gráfico tenemos que usar el símbolo **`+`**. Por ejemplo si quisiéramos ver los puntos y las lineas ¿Cómo lo hacemos?


```{r, out.width = "49%"}
ggplot(iris, aes(Sepal.Length, Petal.Length)) + geom_point() + geom_line()
```

<br>

Tampoco son muy útiles la lineas en este gráfico.



Otra geometría o **geom_()** que se usa mucho es `geom_smooth()`. Probémosla:


```{r}
ggplot(iris, aes(Sepal.Length, Petal.Length)) + geom_point() +  geom_smooth()
```

Del gráfico puede inferirse que hay una relación, no lineal, pero sí directa o positiva entre la longitud del sépalo y del pétalo; pero también se aprecia que hay al menos dos grupos distintos de lirios. Hay un grupo de observaciones cuyo pétalo parece ser claramente menor que el del resto de lirios. Veamos si esto se debe o esta asociado al tipo de lirio, recuerda que hay 3 tipos de lirios, asociados a la variable `iris$Species`. Para verlo en nuestro gráfico lo que vamos a hacer es asociar/mapear la variable `Species` con la **aes**thetics color:



```{r}
ggplot(iris, aes(Sepal.Length, Petal.Length, color = Species)) + geom_point() 
```

Pues parece que sí, que la especie de lirios "setosa" es más pequeña, al menos en longitud, del sépalo, pero sobre todo del pétalo.

La variable `Species` podríamos haberla asociado a la estética tamaño (size), o a la estética forma (shape) pero no sería tan útil ni quedaría tan bonito el gráfico. Fíjate que incluso R nos avisa de que asociar la propiedad o **aes**thetic tamaño con una variable categórica como Species no es muy recomendable.


```{r, warning = TRUE}
ggplot(iris, aes(Sepal.Length, Petal.Length, size = Species)) + geom_point() 
```

También podemos asociar la variable `Species` a la estética "forma"(shape). Lo hacemos en la expresión de más abajo. Como veis, ahora las diferencias entre especies de lirios no se aprecian tan bien como cuando usábamos `color = Species`


```{r}
ggplot(iris, aes(Sepal.Length, Petal.Length, shape = Species)) + geom_point() 
```


Os va a costar hacer gráficos, normal!!!, pero espero que la idea principal ya la tengáis. Lo que pasa es que no os he contado todo, en realidad es un poco más complejo y versátil. Lo medio explico en el siguiente apartado.


<br>

###  Más ideas sobre ggplot2

Ya tenéis las ideas principales para hacer gráficos con `ggplot2`, pero no os lo he contado todo, tampoco lo voy a hacer ahora, pero si contaré las cosas de una forma diferente para que tengáis más flexibilidad/versatilidad a la hora de hacer gráficos. Si queréis saber toda la verdad^[Si alguno de vosotros me pregunta por la verdad adoptaré semblante hierático y sólo diré lo siguiente: geom_point() is a short-hand for layer(geom = "point", stat = "identity", position = "identity") ó apelaré a la canción de Albert Pla, según me de.] tendréis que ir al libro de Hadley, concretamente [aquí](https://ggplot2-book.org/layers.html).

La forma que os he contado  de hacer gráficos `ggplot2` es la que veréis habitualmente, yo también hago mis gráficos así, solo que para entender mejor el funcionamiento, la sintaxis de `ggplot2`, os lo tengo que contar otra vez de una forma un poco diferente o ampliada. 

Un gráfico de ggplot2 se inicia llamando a la función `ggplot()` eso es cierto y también es verdad que generalmente dentro de `ggplot()` se indica el data.frame que vas a utilizar y con `aes()` que variables vas a usar y con que elementos visuales o estéticos quieres asociar cada una de la variables que vas a utilizar^[En `aes()` no sólo puedes poner variables, sino transformaciones de ellas, por ejemplo aes(x = v1 ^ 2, y = v1 / v2). También se pueden mappear variables con constantes aes(x = 1, colour = "loquesea")]. Correcto, pero .... en realidad un gráfico ggplot2 se hace por capas, cada capa se especifica con una función de la familia `geom_xx()`, así que en realidad los datos y las `aes()` se "deberían" especificar dentro de la función geom_xx()`. 

Parece un poco de lío pero en cuanto lo entiendas es muy fácil y te puede dar más flexibilidad a la hora de hacer tus gráficos. Empecemos: ¿recuerdas que hacen las lineas/expresiones de abajo?


```{r, eval = FALSE}
ggplot(iris, aes(Sepal.Length, Petal.Length)) + geom_point() 
ggplot(iris, aes(Sepal.Length, Petal.Length)) + geom_point() + geom_line()
```

Podemos pensar que las funciones que hacen la representación gráfica realmente son las `geom_xx()`; es ahí donde deberíamos especificar los datos y variables/estéticas que queremos usar, pero si no las especificamos en la función `geom()`, entonces, ggplot2 mirará a ver si existen, si están especificados, dentro de `ggplot()`.


Ahora que ya sabemos el funcionamiento básico de `ggplot2`, veamos algunos detalles mediante algunos ejemplos. Hasta ahora hemos especificado el data.frame que queremos graficar con `ggplot(data = my_df)` o con `ggplot(my_df)` y las variables que queremos ver, y a que propiedad estética queremos asociarla, con la función `aes()` **dentro de `ggplot()`**. Si lo hacemos así, todos los `geoms_xx()` que utilicemos compartirán el conjunto de datos y las variables/estéticas a mappear y mostrar; pero a veces, en gráficos más complejos podemos querer hacer que cada `geom_xx()` muestre datos y/o variables distintas. 

Entender que cada `geom_xx()` puede estar asociado a distintos data.frames y/o variables es importante para tener más versatilidad con `ggplot2`.Por ejemplo, las siguientes tres expresiones hacen el mismo gráfico. Se suele utilizar la primera expresión, pero la segunda y tercera expresiones son "más flexibles", aunque es verdad que si sólo se utiliza un `geom_xx()` no ganamos nada por usar la segunda o tercera expresión, pero no será el caso si en nuestro gráfico necesitamos usar varios `geom_xx()`



```{r, eval = FALSE}
ggplot(iris, aes(Sepal.Length, Petal.Length)) + geom_point()

ggplot(iris) + geom_point(aes(Sepal.Length, Petal.Length))

ggplot() + geom_point(data = iris, aes(Sepal.Length, Petal.Length))
```

Fíjate, como detalle, pero importante, que si utilizas la tercera expresión; es decir, si especificas los datos dentro de la función `geom_xx()`, es necesario poner el nombre del argumento ; es decir, debes poner `data = iris`, no puedes poner solo `iris`. Yo me olvido siempre de este detalle^[En este caso sí quiero que me preguntéis por este detalle. Es algo que ya deberías saber/intuir pero ...].

```{r, echo = FALSE}
ggplot(iris, aes(Sepal.Length, Petal.Length)) + geom_point()
```



En este caso (como el gráfico solo tiene una capa, como sólo usamos un `geom(_xx)`) no ganamos nada por usar la segunda o tercera expresión; PERO, cuando usemos varios `geom_xx()` esto nos dará muchas posibilidades para nuestro gráfico. 

Intenta descubrir las diferencias y funcionamiento de las 3 siguientes instrucciones. Recuerda que puedes correr las instrucciones en R para ver que hacen exactamente.

```{r, eval = FALSE}
ggplot(iris, aes(Sepal.Length, Petal.Length, color = Species)) + geom_point() + geom_smooth()
ggplot(iris, aes(Sepal.Length, Petal.Length)) + geom_point(aes(color = Species)) + geom_smooth()
ggplot(iris, aes(Sepal.Length, Petal.Length)) + geom_point() + geom_smooth(aes(color = Species))
```


Veámoslas una a una:

1. Los datos y las 3 variables/estéticas dentro de ggplot()

```{r}
ggplot(iris, aes(Sepal.Length, Petal.Length, color = Species)) + geom_point() + geom_smooth()
```

En este caso los 2 geoms comparten el conjunto de datos (iris) y las variables/estéticas a graficar

<br>

2. Los datos y 2 variables/estéticas dentro de ggplot(), pero una tercera variable (Species), asociada a la estética color, aparece solamente en `geom_point()`


```{r}
ggplot(iris, aes(Sepal.Length, Petal.Length)) + geom_point(aes(color = Species)) + geom_smooth()
```

<br>

3. Los datos y 2 variables/estéticas dentro de ggplot(), pero una tercera variable (Species), asociada a la estética color, aparece solamente en `geom_smooth()`



```{r}
ggplot(iris, aes(Sepal.Length, Petal.Length)) + geom_point() + geom_smooth(aes(color = Species))
```

Espero, seguro!!, que te has dado cuenta de que si especificas el data.frame y las variables/estéticas dentro de `ggplot()` esto afectará a todos los geoms del gráfico; pero lo que se especifique dentro de un `geom_xx()` solo afecta a esa geometría.

<br>

**Otro ejemplo** para entenderlo, ¿por qué no funciona la siguiente expresión?

```{r, eval = FALSE, message = TRUE}
ggplot(iris) + geom_point(aes(Sepal.Length, Petal.Length)) + geom_smooth(aes(color = Species))
```

Pues porque para poder representar la linea suavizada se utiliza `geom_smooth()`, y `geom_smooth()` necesita como mínimo tener variables asociadas a las estéticas x e y. Como veis, dentro de `geom_smooth()` solo hemos especificado la estética "color" y tampoco hemos especificado en la función `ggplot()` que variables se asocian con x e y. Por lo tanto, `geom_smooth()` no puede hacer su trabajo, le faltan los "datos" de x e y para calcular/obtener la linea suavizada. 

Vamos con **otros ejemplos**. La siguientes expresiones tampoco funcionarán^[En realidad la tercera expresión sí correrá, pero sólo mostrará los puntos, no las lineas.] si intentáis correrlas en vuestro ordenador. ¿Por qué?



```{r, eval = FALSE, message = TRUE}
ggplot() + geom_point(data = iris, aes(Sepal.Length, Petal.Length)) + geom_line(aes(Sepal.Length, Petal.Length))

ggplot(aes(Sepal.Length, Petal.Length)) + geom_point(data = iris) + geom_line()

ggplot() + geom_point(data = iris, aes(Sepal.Length, Petal.Length)) + geom_line()
```

<br>

**Otro ejemplo:** hagamos algo más marciano/complicado. Supón que quieres hacer un gráfico diferenciando los puntos por color para las tres especies de lirios, pero quieres que solo se vea la linea suavizada para las dos especies más grandes (virginica y versicolor). Los lirios más pequeños son los de la clase setosa. Igual se puede hacer de otra forma pero la que me viene a la cabeza es hacer lo siguiente:


Primero, crear un dataset que sólo contenga a los lirios grandes, los de las especies virginica y versicolor.

```{r}
iris2 <- iris %>% filter(Species != "setosa") #- me quedo con los lirios que no son de clase "setosa"
```

Para después hacer el gráfico con cualquiera de las 2 expresiones siguientes. Prefiero la segunda porque hay que teclear/escribir menos, pero puede que sea más didáctica la primera.

```{r, eval = FALSE}
ggplot() + geom_point(data = iris, aes(Sepal.Length, Petal.Length, color = Species)) + geom_smooth(data = iris2, aes(Sepal.Length, Petal.Length) ) 

ggplot(iris, aes(Sepal.Length, Petal.Length)) + geom_point(aes(color = Species)) + geom_smooth(data = iris2)
```

<br>

**Otro ejemplo** más: ¿y si quisiéramos que las 2 especies grandes se representen con el mismo color? Hay varias soluciones, una de las más marcianas es la que propongo abajo. Es una solución rara, pero creo que os ayudará a entender `ggplot2`

Primero voy a crear un nuevo data.frame sólo con las observaciones de los lirios pequeños, los de la clase setosa.

```{r}
iris_setosa <- iris %>% filter(Species == "setosa") #- me quedo con los lirios pequeños, los de clase "setosa"
```


```{r}
ggplot(iris, aes(Sepal.Length, Petal.Length)) + geom_point() + geom_point(data = iris_setosa, aes(color = Species)) + geom_smooth(data = iris2,aes(Sepal.Length, Petal.Length) )
```

Otra solución, quizás más lógica, consiste en primero agrupar las 2 especies de lirios grandes (versicolor y virginica) en una sola clase.


```{r}
iris_solo_2_clases <- iris %>% mutate(Species_2 = ifelse(Species %in% c("versicolor", "virginica"), "versi_virgi", "setosa"))
```

Para después hacer el gráfico. Además el gráfico lo podemos hacer al menos de 2 maneras, la segunda mucho mejor, la primera expresión es un poco enrevesada:

```{r, eval = FALSE}
ggplot(iris, aes(Sepal.Length, Petal.Length)) + geom_point() + geom_point(data = iris_setosa, aes(color = Species)) + geom_smooth(data = iris_solo_2_clases,aes(Sepal.Length, Petal.Length, color = Species_2) )

ggplot(iris_solo_2_clases, aes(Sepal.Length, Petal.Length, color = Species_2)) + geom_point() + geom_smooth()
```


```{r, echo = FALSE}
ggplot(iris_solo_2_clases, aes(Sepal.Length, Petal.Length, color = Species_2)) + geom_point() + geom_smooth()
```


Como veis, en `ggplot2` hay varias maneras de hacer el mismo gráfico. Esto al principio puede abrumar/molestar, pero muestra la flexibilidad de la sintaxis.


Para ir acabando con la "filosofía"/sintaxis/gramática de `ggplot2` intenta imaginar que gráficos hacen las 6 expresiones de más abajo.

Si no puedes, recuerda que siempre puedes ejecutar las ordenes en el ordenador. Fíjate sobre todo en la tercera expresión

```{r, eval = FALSE}
ggplot(iris, aes(Sepal.Length, Petal.Length)) + geom_point() + geom_smooth()
ggplot(iris, aes(Sepal.Length, Petal.Length, color = Species)) + geom_point() + geom_smooth()
ggplot(iris, aes(Sepal.Length, Petal.Length, color = Species)) + geom_point(color = "purple") + geom_smooth()

ggplot(iris, aes(Sepal.Length, Petal.Length, color = Species)) + geom_point() + geom_smooth(color = "brown")
ggplot(iris, aes(Sepal.Length, Petal.Length)) + geom_point() + geom_smooth(aes(color = Species))
ggplot(iris) + geom_point(aes(Sepal.Length, Petal.Length, color = Species) ) + geom_smooth(aes(Sepal.Length, Petal.Length, color = Species))
```

<br>

```{r, echo = FALSE, out.width = "100%"}
p1 <- ggplot(iris, aes(Sepal.Length, Petal.Length)) + geom_point() + geom_smooth()
p2 <- ggplot(iris, aes(Sepal.Length, Petal.Length, color = Species)) + geom_point() + geom_smooth()
p3 <- ggplot(iris, aes(Sepal.Length, Petal.Length, color = Species)) + geom_point(color = "purple") + geom_smooth()
p4 <- ggplot(iris, aes(Sepal.Length, Petal.Length, color = Species)) + geom_point() + geom_smooth(color = "brown")
p5 <- ggplot(iris, aes(Sepal.Length, Petal.Length)) + geom_point() + geom_smooth(aes(color = Species))
p6 <- ggplot(iris) + geom_point(aes(Sepal.Length, Petal.Length, color = Species) ) + geom_smooth(aes(Sepal.Length, Petal.Length, color = Species))

p1 + p2 + p3 + p4 + p5 + p6 + plot_layout(ncol = 2)
```



En la tercera expresión se especifica `color = Species` dentro de `aes()` en `ggplot()`, así que, de momento, todos los geoms del gráfico deberían diferenciar por especies de lirios usando el color, PERO, después se vuelve a usar el argumento `color` dentro de `geom_point()`, pero fíjate que no va dentro de de `aes()`, va fuera. Concretamente hacemos lo siguiente: `geom_point(color = "purple")`; es decir, para la capa de puntos, y solo para la capa de puntos que se crea con `geom_point()`, estamos asociando la estética color, no a una variable, sino a un color fijo. Sin embargo, para la otra capa del gráfico, la que resulta de usar `geom_smooth()` sigue siendo valido que la estética color está asociada a la variable Species. 


Un detalle: imagina que en un gráfico en el que has fijado 3 estéticas dentro de `ggplot(aes())`. En principio las 3 estéticas afectarán a todos los `geom_xx()` que utilices en tu gráfico, pero si quisieras que, por ejemplo, la estética color no afectase a un geom concreto, podrías hacer lo siguiente: `geom_xx(aes(color = NULL))`.   


Como puedes imaginar, aún tenemos que ver más elementos de `ggplot2`. Como mínimo los títulos y leyendas, los ejes, el tema, coordenadas, etc... vamos a ello!!

<br>


## 3. Elementos de un ggplot


Ya hemos presentado los principales elementos de los gráficos hechos con `ggplot2`, los que tienen que ver con la representación de las variables. Pero es evidente que un gráfico tiene muchos más elementos, y lógicamente hay que conocerlos un poco  para poder ajustar los gráficos a nuestras necesidades y mejorar la calidad de nuestros gráficos. 

Ejemplos de otros elementos son: títulos del gráfico y de los ejes, "theme" del gráfico, small multiples o faceting, anotaciones etc...

En está sección iremos más rápido. Se presentarán solamente algunos ejemplos, conceptos y/o aclaraciones. Si necesitas profundizar más en estos elementos, puedes acudir a la [referencia oficial](https://ggplot2.tidyverse.org/reference/index.html#section-layer-geoms) de `ggplot2` o al [bookdown de ggplot2](https://ggplot2-book.org/).


Ya dijimos que los gráficos ggplot se componen de capas o layers. Para nosotros, hasta ahora, una capa estaba compuesta de 3 elementos:

  - un conjunto de datos  
  
  - un conjunto de variables mapeadas con `aes()` a propiedades estéticas  
  
  - una geometría, con `geom_xx()` 
  
Es evidente que en todos los geoms no se pueden especificar todas las características estéticas. Por ejemplo si usas `geom_point` no podrás especificar la anchura o el tipo de las lineas, porque no estás usando lineas sino puntos. Para ver que estéticas admite cada geom tendrás que mirar la ayuda de cada geom. Al final de [este post](https://www.yihanwu.ca/post/geoms-and-aesthetic-parameters/) tienen un gráfico interactivo con el que se puede  ver fácilmente que características estéticas admite cada geom. Por ejemplo `geom_bar()`, que sirve para hacer gráficos de barras, no admite mappear variables al eje Y, ya que en el eje Y se visualizan/mapean las frecuencias absolutas o relativas de la variable que se representa en el eje X.

<br>

Esto es lo básico que hay que saber, pero en realidad, una capa necesita de dos elementos más: una **stat** (o transformación estadística) y una **posición**.  Estos dos últimos elementos son necesarios pero la verdad es que podríamos seguir haciendo gráficos con `ggplot2` sin conocerlos. ¿Por qué? Pues porque si en una capa no los especificamos, lo hace `ggplot2` por nosotros. Lo ha estado haciendo hasta ahora en todos los gráficos que llevamos hechos. Pero claro, saber como utilizar estos elementos nos dará más flexibilidad a la hora de hacer ggplots.


Generalmente las capas se van añadiendo con la familia de funciones `geom_xx()`, **PERO** también se pueden añadir capas con otra familia de funciones `stat_xx()`. 


Aparte de estos cinco elementos (datos, aes(), geom, stat y posición) los gráficos ggplot pueden tener más elementos. Veámoslos uno a uno.

<br>

### 3.1 Títulos del gráfico

Es evidente que un gráfico para ser efectivo y mostrar su mensaje con claridad debe tener un título y/o subtítulo ilustrativo y debe mostrar información relevante sobre que variables se grafican los ejes X e Y. Este tipo de elementos pueden modificarse de varias maneras, pero nos centraremos en la función `labs()`. 

Fíjate que con la función `labs()`, de labels, podemos cambiar los títulos del gráfico, de los ejes y también de las leyendas. 

En los títulos (tanto del gráfico, como de los ejes y leyendas) también se pueden cambiar otras características; por ejemplo, cambiar el tamaño, la fuente o el color, pero eso será tarea de otra función de `ggplot2`: del grupo de funciones `theme_()`. Pero el tema o theme de los gráficos lo veremos en el siguiente apartado.


Tomemos el siguiente gráfico como referencia y sobre él iremos añadiendo elementos:

```{r}
p <- ggplot(iris, aes(Sepal.Length, Petal.Length, color = Species)) + geom_point()
p
```

Con la función `labs()` podemos añadirle un título, subtitulo, pie de gráfico o *caption*. También podemos cambiar el título de los ejes X e Y, así como también el titulo de la leyenda para `color`, o para otras estéticas que utilicemos en el gráfico.

Es suficiente con ver un ejemplo:


```{r}
p + labs(title = "Gráfico 1: Longitud del sépalo frente al pétalo",
       subtitle = "(diferenciando por especie de lirio)",
       caption = "Datos provenientes del Iris dataset",
       x = "Longitud del sépalo",
       y = "Longitud del pétalo",
       color = "Especie de lirio")
```


Si quisieras eliminar completamente los **títulos**  del eje X podrías hacerlo en el anterior chunk fijando `x = NULL` dentro de la función `labs()`.


En lugar de usar la función `labs()`, también podemos utilizar las funciones auxiliares `xlab()` e `ylab()`


```{r, eval = FALSE}
p + labs(color = NULL, x = NULL)  #- borra el título de la leyenda y del eje X
p + xlab(NULL) + ylab(NULL)       #- elimina títulos de los ejes X e Y
```


```{r, echo = FALSE, out.width = "90%",  fig.asp = 3/9}
p1 <- p + labs(color = NULL, x = NULL)  #- borra el título de la leyenda y del eje X
p2 <- p + xlab(NULL) + ylab(NULL)       #- elimina títulos de los ejes X e Y

p1 + p2 + plot_layout(ncol = 2)
```




### 3.2 Themes

> Themes control the display of all non-data elements of the plot. You can override all settings with a complete theme like theme_bw(), or choose to tweak individual settings by using theme() and the element_ functions. Use theme_set() to modify the active theme, affecting all future plots.

Para cambiar detalles de la apariencia del gráfico como el tamaño, fuentes y color de los títulos, pero también de los puntos, las lineas, el fondo del gráfico, la apariencia de las grid-lines, el lugar para las leyendas, etc... etc... contamos con las "funciones de tema"; todas ellas comienzan con `theme_()`

En general con las funciones `theme_()` podemos cambiar/ajustar cualquier elemento del gráfico, con la excepción de la propia representación de los datos (ya sabemos que esto se hacen con las funciones `geom_()`). Estos elementos afectan a la apariencia y detalles del gráfico, pero no a la relación entre variables que se muestra realmente en el gráfico.


Para empezar a entender que hacen las funciones relacionadas con el theme, señalar que `ggplot2` incorpora un conjunto de "temas" que podemos utilizar para cambiar la apariencia del gráfico a nuestro gusto. Puedes verlos todos [aquí](https://ggplot2.tidyverse.org/reference/ggtheme.html). El tema que usa por defecto `ggplot2` es `theme_gray()`. Veamos a los themes en acción:



```{r, eval = FALSE}
p + theme_gray()   #- tema por defecto
p + theme_light()
p + theme_dark()
p + theme_classic()
p + theme_minimal()
p + theme_void()
```


```{r, echo = FALSE, out.width = "90%",  fig.asp = 5/9}
p1 <- p + theme_gray()   #- tema por defecto
p2 <- p + theme_light()
p3 <- p + theme_dark()
p4 <- p + theme_classic()
p5 <- p + theme_minimal()
p6 <- p + theme_void()

p1 + p2 + p3 + p4 + p5 + p6 + plot_layout(ncol = 2)
```



El paquete de R [ggthemes](https://jrnold.github.io/ggthemes/reference/index.html) incorpora una amplia lista de temas adicionales, algunos de ellos tratan de replicar el estilo de corporaciones famosas como The Economist o Stata. En el tutorial no se ven bien los gráficos porque los he hecho pequeñitos, pero prueba a hacerlos tú mismo y verás que son good-looking. Veamos algunos:



```{r, eval = FALSE}
library(ggthemes)
p + theme_economist()   
p + theme_fivethirtyeight()
p + theme_stata()
p + theme_solarized()
```



```{r, echo = FALSE, out.width = "85%",  fig.asp = 5/9}
library(ggthemes)
p1 <- p + theme_economist() 
p2 <- p + theme_fivethirtyeight()
p3 <- p + theme_stata()  
p4 <- p + theme_solarized()

p1 +  p2 + plot_layout(ncol = 2)
p3 +  p4 + plot_layout(ncol = 2)


```




También podemos definir un tema propio para que el gráfico se ajuste los más posible a nuestras preferencias.


```{r, out.width = "50%",  fig.asp = 4/9}
# define custom theme
my_theme <- theme(axis.text.x = 
                  element_text(colour = "grey20", size = 12, angle = 90, hjust = 0.5, vjust = 0.5) ,                   axis.text.y = element_text(colour = "grey20", size = 12) ,
                  text = element_text(size = 16))
p + my_theme
```


Se puede fijar el tema/theme de los gráficos con la función `theme_set()`. Por ejemplo:

```{r, eval = FALSE}
theme_set(theme_minimal())  #- un tema concreto
theme_set(theme_minimal() + 
    theme(axis.text.x=element_blank(), axis.ticks.x=element_blank())) #- un tema modificando algunas opciones, que ele eje x no muestre ticks ni escalas
```

Si quieres volver al theme por defecto:


```{r, eval = FALSE}
theme_set(theme_gray())
```


Ejemplos de algunos elementos cuya apariencia que se pueden cambiar con `theme()`

```{r, eval = FALSE}
p + theme(legend.position = "none")            #- que no aparezca leyenda
p + theme(legend.position = "bottom")          #- leyenda abajo
p + theme(legend.direction = "horizontal")     #- leyenda horizontal!!
p + theme(legend.title = element_text(size = 22))     #- título de la leyenda a 22
p + theme(legend.key.size = unit(2.4, "cm"))          #- tamaño de los cuadros de la leyenda


p + theme(text = element_text(size = 20, face = "bold"))         #- cambiar el tamaño de todos los elementos de texto
p + theme(text = element_text(face = "bold"))                    #- pone en negrita todos los elementos de texto

p + theme(axis.text.x = element_text(colour = "pink", size = 12, angle = 90, hjust = 0.5, vjust = 0.5)) # apariencia de la escala del eje x

p + theme(axis.title.y = element_text(size=25, angle = 45)) #- tamaño y angulo del texto del eje Y

p + theme(plot.subtitle = element_text(hjust = 3))   #- posición horizontal del subtitulo (si lo tuviese)
  
p + theme(plot.caption = element_text(hjust = 3))    #- posición vertical del pie de gráfico (si lo tuviese)

p + theme(panel.background = element_rect(fill = "green", colour = "pink", linetype = "longdash", size = 3.5))
p + theme(panel.background = element_blank())
p + theme(panel.background = NULL)


p + theme(plot.background = element_rect(fill = "pink", colour = "purple", linetype = "dotted", size = 7))
```


Si quieres ver todos las características que controla y que por tanto puedes modificar con `theme()`, usa la ayuda de la función `theme()` o ejecuta en R `args(theme)`. Aunque casi mejor verlas en [esta infografía](https://henrywang.nl/ggplot2-theme-elements-demonstration/) de Henry Wang o en [este post](https://isabella-b.com/blog/ggplot2-theme-elements-reference/) de Isabella Benabaye con las opciones que suele cambiar ella.



En general, si quieres cambiar algún elemento de un ggplot, has de hacer `theme(elemento = element_text())`. Si quieres eliminar por completo algún elemento del gráfico, por ejemplo las grid-lines del gráfico, harías `theme(panel.grid = element_blank())`.


Evidentemente todo esto es imposible de aprender, sólo tienes que saber que cualquier elemento del gráfico se puede cambiar y tienes que saber buscar e interpretar la ayuda.

#### Colores


Se poco de colores, pero claro si quieres cambiar la apariencia de los gráficos, has de saber los colores de R, así que:

- [Aquí](http://sape.inf.usi.ch/quick-reference/ggplot2/colour) tienes una guía para elegir color. Si solo quieres ver la lista de nombres de los colores en R ejecuta: `aa <- as.data.frame(colours())`

- Si sabes el nombre del color que quieres, [aquí](https://pkg.garrickadenbuie.com/r-colors-css/),  podrás buscarlo y ver su color y su codificación en RGB y Hex.


- También es interesante el paquete [paleteer](https://github.com/EmilHvitfeldt/paletteer) que agrupa un conjunto amplio de paletas de colores para usar en R. 

<br>

#### XKCD theme

Por último, no sé si conocéis el [webcomic XKCD](https://xkcd.com/). Pues en R también hay un paquete y un theme para hacer gráficos al estilo XKCD. Es el [paquete xkcd](https://cran.r-project.org/web/packages/xkcd/index.html) cuyo autor es Emilio Torres-Manzanera de la Universidad de Oviedo. [Aquí](http://xkcd.r-forge.r-project.org/) podéis ver algunos gráficos hechos con este estilo en R. 

Intenté hacer un gráfico con su theme, pero desafortunadamente no me salió; pero justo al día siguiente vi [este tweet](https://twitter.com/_Gil_Henriques/status/1166440262773567488?s=09) que hace algo parecido con datos de los Simpsons y [su código](https://github.com/GilHenriques/TidyTuesdays/blob/master/2019-08-27%20Simpsons%20guest%20stars/simpsons.R) sí me ha funcionado, además simula/construye el estilo XKCD desde cero. 



```{r, echo = FALSE, fig.asp = 7/9}
tweetrmd::tweet_embed("https://twitter.com/_Gil_Henriques/status/1166373844040335360", theme = "light", align = "center", maxwidth = 400)
```



Además, después vi que Evangelyne Reinolds hizo [esta maravilla](https://evamaerey.github.io/tidytuesday_walk_through/simpsons.html#1). Lo haremos en clase?! En [este post](https://blog.revolutionanalytics.com/2018/09/curve-fitting.html) puedes encontrar el código para reproducir una de las historias o viñetas de XKCD.
 

<br>


### 3.3 Small multiples o Facetting


El sistema gráfico de `ggplot2` incorpora una técnica especial llamada "faceting" que permite dividir un gráfico en múltiples gráficos. Cada uno de esos múltiples gráficos se realiza sólo para las observaciones de una de los valores de una variable categórica (o factor) incluido en el conjunto de datos. Es más fácil hacerlo que explicarlo/escribirlo.

Por ejemplo, en `iris` tenemos la variable `Species`, que es categórica. Lo que se hace con el "facetting" es dividir el dataset en grupos y hacer el mismo gráfico para cada uno de los grupos. Los grupos se van a definir en función de los valores de la variable Species. Recuerda que hay tres tipos o especies de lirios.

Para hacer un "facetting graph" podemos usar las funciones `facet_wrap()` y `facet_grid()`. 

Por ejemplo, con la función `facet_grid()` puedes elegir entre hacer los small multiples por filas o por columnas. Empecemos haciendo un facetting **por columnas**. Además, con `facet_grid()` se pueden usar varias sintaxis, pero la que aparece en la [cheatsheet actual de ggplot2](https://www.rstudio.com/resources/cheatsheets/) y, por tanto, la recomendada es las que ves en la segunda linea: 


```{r, out.width = "100%", fig.asp = 4/9}
#p + facet_grid( . ~ Species)                # old sintaxis
p + facet_grid(cols = vars(Species))         # gráficos x columnas, separando por valores de 'Species'
```


Ahora por filas:


```{r, out.width = "50%", fig.asp = 9/9}
p + facet_grid(rows = vars(Species))         # gráficos x filas
```


También podemos utilizar la función **`facet_wrap()`**. Esta función reparte los small multiples en una rejilla con forma de matriz. 

```{r, out.width = "90%", fig.asp = 4/9}
p + facet_wrap(vars(Species), nrow = 2, ncol = 2)        # graf x filas y columnas
```


Si en el dataset hubiesen dos variables categóricas podríamos hacer que una de ellas sirviese para llenar las filas y la otra las columnas. 


Como `iris` sólo tiene una variable categórica (Species) vamos a discretizar una de las variables continuas. Por ejemplo la anchura del pétalo, crearemos una nueva variable dividiendo las observaciones de `Petal.Width` en 2 categorías, por encima y por debajo de la media de su media. Además lo vamos  a hacer con R-base y con `dplyr::ntile()`. Seguro que hay mejores formas, [por ejemplo](https://www.rdocumentation.org/packages/arules/versions/1.6-3/topics/discretize)


Con `dplyr::ntile()`

```{r}
iris <- iris %>% mutate(new_variable = ntile(Petal.Width, 2)) 
```

Con R-base y la función `cut()`:

```{r}
iris <- iris
iris$new_variable <- cut(iris$Petal.Width, 
                   breaks = c(-Inf, mean(iris$Petal.Width), Inf), 
                   labels = c("debajo-media", "arriba-media"))
```



Ahora ya tenemos dos variable discreta y podemos hacer que `facet_grid()` utilice una variable para llenar filas y otra para columnas. Se puede especificar de dos maneras


```{r, out.width = "90%", fig.asp = 4/9, eval = FALSE}
ggplot(iris) + geom_point( aes(Sepal.Length, Petal.Length, color = Species)) +
facet_grid(rows = vars(new_variable), cols = vars(Species))        # graf x filas y columnas
```


```{r, out.width = "90%", fig.asp = 4/9}
ggplot(iris) + geom_point( aes(Sepal.Length, Petal.Length, color = Species)) +
facet_grid(new_variable ~ Species)     
```


Como vemos, los lirios de la clase setosa siempre tiene el ancho de su pétalo por debajo de la media, y los virginica siempre están por encima de la media.


#### Ejes de los small multiples


Podemos ajustar las escalas de los ejes para que sean comunes para cada small multiple (la opción por defecto) o dejar que las escalas de cada gráfico varíen en función del rango de los datos representados:

```{r, eval = FALSE}
p + facet_grid(rows = vars(Species))    #- escalas comunes
p + facet_grid(rows = vars(Species), scales = "free")   #- las escalas de cada small pueden variar
p + facet_grid(rows = vars(Species), scales = "free_y") #- solo dejamos libre/variar la escala del eje y
```


Solo muestro el resultado de la segunda expresión:


```{r, out.width = "90%", fig.asp = 4/9, echo = FALSE}
p + facet_grid(rows = vars(Species), scales = "free")   #- las escalas de cada small pueden variar
```


**Un truquito:** el argumento `margin` en `ggplot2::facet_grid()` añade margenes a los small multiples facilitando la visualización. Además añade un nuevo small con todas las observaciones.



```{r, echo = FALSE, fig.asp = 7/9}
tweetrmd::tweet_embed("https://twitter.com/WeAreRLadies/status/1123109094422921216", theme = "light", align = "center", maxwidth = 400)
```



Puedes probarlo tú mismo corriendo lo siguiente:

```{r, out.width = "90%", fig.asp = 4/9}
p + facet_grid(rows = vars(Species),  margins = TRUE)   
```


Otro truco, esta vez avanzado: Un [gist](https://gist.github.com/padpadpadpad/dc1f4520e4f9530b2c70fed0e4a425e9) para poner labels a los smalls multiples.

<br>


### 3.4 Anotaciones

> Annotations are a special type of layer that don’t inherit global settings from the plot. They are used to add fixed reference data to plots.

Las anotaciones en los gráficos permiten resaltar algún fenómeno u observación  de interés, y son importantes a la hora de contar historias (storytelling) con los gráficos y visualizaciones. 

En el entorno `ggplot` podemos hacer anotaciones en nuestro gráficos de varias maneras, por ejemplo con `annotate()`. Aunque conceptualmente, como señala Hadley, las anotaciones son metadatos, desde el punto de vista práctico se usan los mismas funciones o geoms para manipularlos.  


También existen algunas funciones auxiliares en ggplot2 y en paquetes específicos para hacer anotaciones en gráficos ggplot. Por ejemplo, cuando se hacen anotaciones en un gráfico de puntos es fácil que las anotaciones caigan unas encima de otras, el paquete [ggrepel](https://buff.ly/2HXErxL) permite aliviar este problema.

Utilicemos la función `annotate()`. Por ejemplo, el siguiente chunk hace algunas anotaciones sin mucho sentido pero fáciles de entender:


```{r, echo = FALSE}
p <- ggplot(iris, aes(Sepal.Length, Petal.Length, color = Species)) + geom_point()
```

Por ejemplo, el siguiente chunk usa `annotate()` para hacer algunas anotaciones sin mucho sentido, pero fáciles de entender:

```{r}
p + annotate(geom = "text", x = 6, y = 2, label = "Una anotación", size = 5) +
    annotate("rect", xmin = 6, xmax = 7,ymin = -Inf, ymax = Inf, alpha = 0.2, fill = "pink") + 
    annotate("segment", x = 5, xend = 7, y = 6, yend = 8, colour = "blue") 
```

<br>

#### Anotaciones de texto en las observaciones

Agregar texto a un gráfico es una de las formas más comunes de anotación. Por ejemplo, para señalizar e identificar observaciones anómalas. Sin embargo, como señala Hadley, añadir texto no es fácil por la forma en la que R maneja las fuentes.

La función principal para el etiquetado de gráficos es `geom_text()`. Por ejemplo:


```{r, eval = TRUE, out.width = "60%"}
p + geom_text(aes(label = Species))
```

También podíamos haber añadido el valor de la longitud del pétalo. 


```{r, eval = TRUE, out.width = "60%"}
p + geom_text(aes(label = Petal.Length))
```



Hemos añadido a cada observación un texto, proveniente de alguna de las variables de `iris`. Este gráfico no es muy útil, pero la técnica sí. Imagina que queremos marcar los lirios 45 y 140^[O marcar/anotar los lirios 2 lirios más grandes o el lirio mediano. ¿Lo hacéis?]. Podemos hacer lo siguiente:


```{r, eval = TRUE, out.width = "60%"}
#- seleccionamos los lirios más grandes de cada especie 
iris_max <- iris %>% group_by(Species) %>% slice_max(Petal.Length, n = 1)

p + 
 geom_text(data = iris_max, aes(label = Species), color = "black", size = 3)
```

Podemos ajustar la posición y tamaño del texto, etc.. Por ejemplo, podemos cambiar la alineación de las anotaciones con con `hjust(“left”, “center”, “right”, “inward”, “outward”)` y `vjust (“bottom”, “middle”, “top”, “inward”, “outward”)`.

<br>


#### Lineas

Podemos añadir lineas: 

```{r, eval = FALSE}
p + geom_vline(xintercept = 6)
p + geom_hline(yintercept = 5, size = 1.7, colour = "purple", linetype = "dashed")
p + geom_abline(intercept = 0.7, slope = 0.4, size = 1.9, colour = "steelblue")
```

<br>


### 3.5 Cambiando los límites de los ejes

  Si quieres modificar el recorrido de los ejes, los "límites" de los ejes, puedes usar `lims()`. Para los ejes X e Y hay dos funciones auxiliares: `xlim()` e `ylim()`. 


```{r, out.width = "60%"}
p + lims(color = c("setosa"), x = c(NA,6), y = c(1,8))
```



```{r, out.width = "60%"}
p + xlim(c (4, 6)) + ylim(c(NA, 5)) 
```

Se puede hasta dar la vuelta a los ejes


```{r, out.width = "60%"}
p + xlim(c (7, 3)) + ylim(c(NA, 5)) 
```


Los límites o dominio del gráfico suelen obtenerse automáticamente de los datos, pero, otra vez according to Hadley, hay dos razones por las que podemos estar interesados en cambiar los límites del gráfico: 

  1) centrarnos en una región especifica del gráfico 
  
  2) aumentar los límites para que varios gráficos ajusten sus escalas.   

<br>

Por ejemplo, si después de hacer un gráfico quieres centrarte sólo en una parte; es decir, hacer un zoom sobre una parte del gráfico, tenemos 2 alternativas:

1. Borrar los puntos que caen fuera de los limites de lo que quieras que se visualice (si en una escala continua solo quieres usar un límite pon NA):


```{r, eval = FALSE}
p + xlim(c(4, 5)) + ylim(c(NA, 5)) #- cuidado, se pueden borrar observaciones
```

Con este enfoque tienes que tener cuidado, ya que  si por ejemplo después utilizar alguna transformación estadística como por ejemplo `geom_smooth()`, las observaciones eliminadas al ajustar los límites no entrarán en el cálculo estadístico. 



```{r, eval = FALSE}
p + geom_smooth(color = "purple")
p + geom_smooth(color = "purple") + xlim(c(4, 5.7)) + ylim(c(1.5, 5))   # deletes points
```


```{r, echo = FALSE, fig.asp = 5/9, out.width = "90%"}
p1 <- p + geom_smooth(color = "purple")
p2 <- p + geom_smooth(color = "purple") + xlim(c(4, 5.7)) + ylim(c(1.5, 5))   # deletes points


p1 + p2 + plot_layout(ncol = 2)
```


2. Cambiar los límites de los ejes X e Y haciendo un zoom en la región de interés pero sin eliminar puntos. Esto lo conseguimos con `coord_cartesian()`.

```{r, eval = FALSE}
p + geom_smooth(color = "purple")
p + geom_smooth(color = "purple") + coord_cartesian(xlim = c(4, 5.7), ylim = c(1.5, 5))
```




```{r, echo = FALSE, fig.asp = 5/9, out.width = "90%"}
p1 <- p + geom_smooth(color = "purple")
p2 <- p + geom_smooth(color = "purple") + coord_cartesian(xlim = c(4, 5.7), ylim = c(1.5, 5))


p1 + p2 + plot_layout(ncol = 2)
```


<br>


### 3.6 Escalas

> Scales control the details of how data values are translated to visual properties. Override the default scales to tweak details like the axis labels or legend keys, or to use a completely different translation from data to aesthetic. labs() and lims() are convenient helpers for the most common adjustments to the labels and limits.

Las escalas permiten leer/interpretar un gráfico; permiten interpretar los elementos geométricos (por ejemplo en nuestro gráfico, los puntos) en función de los valores originales de las observaciones. Las escalas son un elemento más de los gráficos ggplot y se producen/controlan con la familia de funciones `scale_xx()`

En `ggplot2` las escalas o guías se producen automáticamente, no vemos que hagamos nada, pero under the hood se están fijando con la familia de funciones `scale_xx()` que son las que controlan como se mapean los valores de las variables con las propiedades estéticas de nuestro gráfico (por ejemplo el eje X) de forma que podamos interpretar la posición de los distintos puntos mirando las escalas. Las escalas también construyen los elementos que permiten leer/interpretar los gráficos: los ejes y las leyendas.

Como `ggplot2` hace el mapeo y genera las escalas y leyendas automáticamente, en la práctica podemos hacer gráficos sin saber como funcionan y, por tanto, sin saber manipular este elemento de un gráfico ggplot. Pero si aprendemos a manipular las escalas, esto nos dará más flexibilidad a la hora de utilizar `ggplot2`.

En muchos tipos de datos es importante pararse a pensar cual es la mejor escala para representar las variables. Quizás sea conveniente cambiar la escala de un eje para distribuir mejor las observaciones en el espacio, o para interpretar mejor las variaciones entre observaciones; por ejemplo la escala logarítmica o en porcentajes son a veces más apropiadas que las escalas originales.


En realidad, para cada par variable/estética representada en un gráfico ggplot es necesaria una escala, y tendría que fijarse con una de las funciones de la familia `scale_xx()`. Realmente cuando hacemos este gráfico, en el que asociamos 3 variables a 3 propiedades estéticas con `aes()`, se necesitaría especificar las escalas de las 3 variables:


```{r}
p <- ggplot(iris, aes(Sepal.Length, Petal.Length)) +  geom_point(aes (color = Species)) 
```

Bien, pero entonces ¿por qué no lo hacemos?, ¿por qué no especificamos las escalas? Pues porque lo hace `ggplot2` por nosotros. En realidad cuando ejecutamos la expresión anterior, realmente se está haciendo lo siguiente:


```{r, eval = FALSE}
ggplot(iris, aes(Sepal.Length, Petal.Length)) +   geom_point(aes (color = Species)) +
  scale_x_continuous() + 
  scale_y_continuous() + 
  scale_color_discrete()
```

Es decir, `ggplot2` asigna a cada variable una escala, a las variables continuas les asigna una escala continua y a las categóricas una escala discreta. PERO, si queremos, si lo consideramos apropiado podríamos cambiar la escala. Por ejemplo:


```{r, eval = FALSE}
p + scale_y_reverse() + scale_colour_grey()
p + scale_x_sqrt() + scale_y_log10()
p + scale_x_continuous(trans = "log")
p + scale_color_brewer(palette = "Dark2")
```

Solo represento la primera transformación, en la que se da la vuelta a la escala del eje Y y el color, asociado a la variable Species, pasa a escala de grises:

```{r, echo = FALSE, fig.asp = 5/9, out.width = "60%"}
p + scale_y_reverse() + scale_colour_grey()
```

<br>

#### Labels de los ejes

También se pueden modificar lo que vemos en los escalas. Antes vamos a modificar los títulos de los ejes y leyendas.


```{r, eval = TRUE}
p <- p + labs(x = "Eje X", y = "Eje Y", color = "Leyenda\n para el color")
```


De momento la escala del eje X varia aproximadamente de 3 a 8. Los títulos de la escala del eje X sólo muestra los valores 5, 6, 7 y 8. Vamos a modificar "el texto", los números que se ven y que sirven de guía para la escala del eje X:

```{r, eval = TRUE, out.width = "45%"}
p + scale_x_continuous(breaks = seq(3, 10, 0.5), limits = c(3, 10)) 
```


En el eje Y se ven los números 2, 4 y 6. Cambiemos los labels de su escala (no del eje Y, sino de la escala del eje Y):


```{r, eval = TRUE, out.width = "45%"}
p + scale_y_continuous(breaks = seq(0, 12, 0.25),  label = scales::dollar) 
```



También se pueden modificar los de la leyenda para el color:


```{r, eval = TRUE, out.width = "45%"}
p + scale_color_manual(values = c("purple", "pink", "red2"), name = "Especies\n de lirios")
```

Si hubiese usado una variable discreta asociada  a la estética "shape", tendríamos que usar `scale_shape_discrete()`, si la variable asociada a shape fuese continua: `scale_shape_continuous()`

¿Y si hubiésemos usado una variable continua para la estética "fill"? Pues `scale_fill_continuous()`

<br>

#### Familia de funciones de escala

  • scale_*_continuous()  
  • scale_*_discrete()  
  • scale_*_ordinal()  
  • scale_*_manual()  
  • scale_{color/fill}_brewer()  
  • scale_{color/fill}_distiller()  
  • scale_{color/fill}_gradient()  


<br>

### 3.7 Stats (transformaciones estadísticas)


Puede leerse en la web de `ggplot2`, concretamente [aquí](https://ggplot2.tidyverse.org/reference/) lo siguiente:

> A layer combines data, aesthetic mapping, a geom (geometric object), a stat (statistical transformation), and a position adjustment. Typically, you will create layers using a geom_ function 

PERO

> A handful of layers are more easily specified with a stat_ function, drawing attention to the statistical transformation rather than the visual appearance. The computed variables can be mapped using stat().

Algunos gráficos, como los gráficos de puntos, no requieren del uso de transformaciones estadísticas de las observaciones, pero otros gráficos como rectas o curvas de predicción o como los boxplots o diagramas de caja, sí que las necesitan ^[Por ejemplo, piensa que lo que se visualiza con `geom_smoth()` no son los datos originales sino, por ejemplo, la linea de regresión si usamos `geom_smoth(method = "lm")`]. Podemos usar transformaciones estadísticas en gráficos ggplot con la familia de funciones **`stat_xx()`**

Por ejemplo, cuando se hace un diagrama de caja o boxplot, no se representan las observaciones originales, sino que se muestran 5 estadísticos resumen de la distribución de los datos; es decir, se utiliza una transformación estadística. Cuando usábamos `geom_smoth()` tampoco representábamos con él los datos originales, sino una transformación estadística de estos. Concretamente la transformación estadística que utiliza `geom_smoth()` es genéricamente un "smoother", calcula mediante una rolling-windows la media de y, condicionada a x.  

Cada función `geom_xx()` que utilicemos, en realidad necesita de un stat_xx(), entonces ¿por qué nunca lo hemos usado/especificado nosotros? Con `ggplot2` la razón es casi siempre la misma: porque under the hood `ggplot2` hace muchas cosas por nosotros. En concreto, cada vez que usamos un `geom_xx()` en realidad `ggplot2` está fijando una transformación estadística por defecto por nosotros. Ggplot es un sistema muy completo, pero aún así, una vez lo entiendes, hacer gráficos con el es relativamente fácil y rápido porque muchas de sus opciones opciones no hace falta especificarlas directamente.


Por ejemplo, ¿cual es la transformación estadística que se usa por defecto en geom_point()? Ninguna, bueno, en realidad usa  `stat = "identity"`, pero como lo especifica ggplot2 automáticamente, nosotros no nos damos cuenta.

Cuando hacíamos este gráfico:

```{r, eval = FALSE}
ggplot(iris, aes(Petal.Length, Sepal.Length)) + geom_point() 
```

En realidad estábamos haciendo


```{r, eval = FALSE}
ggplot(iris, aes(Petal.Length, Sepal.Length)) + geom_point(stat = "identity")
```

¿Qué transformaciones estadísticas podemos hacer cuando usemos `geom_point()`? Por ejemplo, `geom_point(stat = "unique")` sólo representaría las observaciones únicas o NO repetidas. En este caso creo que iris no tiene observaciones repetidas, así si ejecutáis la instrucción de abajo se seguirán visualizando los 150 lirios.

```{r, eval = FALSE}
ggplot(iris, aes(Petal.Length, Sepal.Length)) + geom_point(stat = "unique") #- dejaría solo observaciones no repetidas
```


Podemos consultar las opciones por defecto completas de `geom_point()` [aquí](https://ggplot2.tidyverse.org/reference/geom_point.html)



Cada `geom_xx()` tiene un default statistic, pero podemos cambiarlo y especificar otra stat para adaptarlo a nuestras necesidades. Por ejemplo, the default statistic for `geom_bar()` is `stat_bin()` pero podemos usar otras stat_xx. Otra vez parece un trabalenguas, pero cuando lo entiendes es relativamente sencillo. 

Por ejemplo, en nuestro gráfico de puntos, podemos usar otras transformaciones estadísticas, una de las que más sentido tiene es calcular medias móviles con un método de alisado (smoother)



```{r, eval = FALSE}
p <- ggplot(iris, aes(Petal.Length, Sepal.Length, color = Species)) 

p + geom_point(stat = "identity")

p + geom_point(stat = "smooth", method = "auto")
```


Aunque en este caso es bastante más fácil hacerlo con:


```{r, eval = FALSE}
p + geom_point() + geom_smooth()
p + geom_point() + stat_smooth()

p + geom_point() + stat_smooth(method = "lm",   se = FALSE,  size = 1)
p + geom_point() + geom_smooth(method = "lm",   se = FALSE,  size = 1)

p + geom_point() + geom_smooth(method = "lm", col = "#C42126",  se = FALSE,  size = 1)
```

<br>

Algunas transformaciones estadísticas útiles y en qué geoms están disponibles:

    - stat_bin(): geom_bar(), geom_freqpoly(), geom_histogram()  
    - stat_bin2d(): geom_bin2d()  
    - stat_bindot(): geom_dotplot()  
    - stat_binhex(): geom_hex()   
    - stat_boxplot(): geom_boxplot()    
    - stat_contour(): geom_contour()  
    - stat_quantile(): geom_quantile()   
    - stat_smooth(): geom_smooth()  
    - stat_sum(): geom_count()   

Es raro que tengamos que usar estas funciones `stats_xx()` directamente, pero si quieres ver que hacen exactamente conviene consultar la documentación para ver qué hace y cómo se aplica exactamente cada transformación estadística a los datos.

Hay otras funciones `stat_xx()` que no se pueden utilizar con las funciones `geom_xx()`:

    - stat_ecdf(): compute a empirical cumulative distribution plot.  
    - stat_function(): compute y values from a function of x values.  
    - stat_summary(): summarise y values at distinct x values.  
    - stat_summary2d(), stat_summary_hex(): summarise binned values.  
    - stat_qq(): perform calculations for a quantile-quantile plot.  
    - stat_spoke(): convert angle and radius to position.  
    - stat_unique(): remove duplicated rows.  

<br>

#### Algunos ejemplos

Veamos algunos ejemplos útiles:

1. En un diagrama de caja mostrar la media:
 
Queremos que la media se represente como un punto, entonces usamos `geom_point()` pero no queremos representar los valores originales, sino la media, así que dentro de geom usamos la opción `stat = summary`
 
```{r}
ggplot(iris, aes(Species, Sepal.Length)) + 
  geom_boxplot() + 
  geom_point(stat = "summary", fun.y = "mean", colour = "red", size = 4)
```

Se conseguiría los mismo usando directamente la  función `stat_summary()` con la opción geom = "point". Sí, en `ggplot2` las cosas se pueden hacer de varias maneras!!


```{r, eval = FALSE}
ggplot(iris, aes(Species, Sepal.Length)) + 
  geom_boxplot() + 
  stat_summary(geom = "point", fun.y = "mean", colour = "red", size = 4)
```

2. **Otro ejemplo:** el default stat de geom_histogram es stat = "bin", mostrandonos el número de observaciones en cada bin. Si queremos que nos muestre frecuencias relatívas al grupo o bin más numeroso: 

```{r, eval = FALSE}
ggplot(iris, aes(Sepal.Length)) + geom_histogram() 

ggplot(iris, aes(Sepal.Length)) + geom_histogram(aes(y = stat(count / max(count))))
```

```{r, echo = FALSE, out.width = "90%",  fig.asp = 5/9}
p1 <- ggplot(iris, aes(Sepal.Length)) + geom_histogram() 
p2 <- ggplot(iris, aes(Sepal.Length)) + geom_histogram(aes(y = stat(count / max(count))))
p1 + p2  + plot_layout(ncol = 2)
```



<br>

**Bonus:** Con `stat_function()` podemos dibujar curvas de densidad:

```{r, eval = FALSE}
df <- tibble(x = c(-20, 20))
  
ggplot(df, aes(x = x)) +
stat_function(fun = dnorm, args = list(mean = 0, sd = 5), color = "black") +
stat_function(fun = dnorm, args = list(mean = 0, sd = 1), color = "red") +
stat_function(fun = dnorm, args = list(mean = 0, sd = 3), color = "blue")
```


<br>

### 3.8 Position adjustments


> All layers have a position adjustment that resolves overlapping geoms. Override the default by using the position argument to the geom_ or stat_ function.


Los ajustes de posición afectan a la posición de los elementos de una capa. Los gráficos en los que más se utilizan los ajustes de posición son los gráficos de barras. Su posición por defecto es position = "stack". Se pueden cambiar con el argumento geom_bar(position = "xxxx")` , aunque si usas las funciones `position_xx()` tienes más flexibilidad:

```{r, eval = FALSE}
ggplot(iris , aes(Species)) + geom_bar()
ggplot(mtcars, aes(cyl)) +  geom_bar()
```


```{r, echo = FALSE, out.width = "90%",  fig.asp = 5/9}
p1 <- ggplot(iris , aes(Species)) + geom_bar()  #- tema por defecto
p2 <- ggplot(mtcars, aes(cyl)) +  geom_bar()

p1 + p2  + plot_layout(ncol = 2)
```

Para poder visualizar gráficos de barras con 2 variables,tenemos que usar otro dataset: `mtcars`

```{r, eval = FALSE}
ggplot(mtcars, aes(factor(cyl), fill = factor(vs))) + geom_bar() #- pos
ggplot(mtcars, aes(factor(cyl), fill = factor(vs))) + geom_bar(position = "fill")
ggplot(mtcars, aes(factor(cyl), fill = factor(vs))) + geom_bar(position = "dodge")
ggplot(mtcars, aes(factor(cyl), fill = factor(vs))) + geom_bar(position = position_dodge2(preserve = "single"))
```


```{r, echo = FALSE, out.width = "100%",  fig.asp = 5/9}
p1 <- ggplot(mtcars, aes(factor(cyl), fill = factor(vs))) + geom_bar() #- pos
p2 <- ggplot(mtcars, aes(factor(cyl), fill = factor(vs))) + geom_bar(position = "fill")
p3 <- ggplot(mtcars, aes(factor(cyl), fill = factor(vs))) + geom_bar(position = "dodge")
p4 <- ggplot(mtcars, aes(factor(cyl), fill = factor(vs))) + geom_bar(position = position_dodge(preserve = "single"))

p1 + p2 + p3 + p4 + plot_layout(ncol = 2)
```

<br>

Por ejemplo, podemos modificar la posición por defecto de nuestro gráfico de puntos con el iris dataset usando dos enfoques:

```{r, eval = FALSE}
ggplot(iris, aes(Sepal.Length, Petal.Length)) + geom_point() + geom_point(position = "jitter", color = "pink") 
ggplot(iris, aes(Sepal.Length, Petal.Length)) + geom_point() + geom_jitter( color = "pink") 
```



```{r, echo = FALSE}
ggplot(iris, aes(Sepal.Length, Petal.Length)) + geom_point() + geom_point(position = "jitter", color = "pink") 
```

`geom_jitter()`, o alternativamente `geom_point(position = "jitter")` cambia la posición original de los datos añadiendo un poco de ruido, haciendo que se desplacen un poco. Esta técnica se usa muchos cuando hay muchos datos similares (overplotting).


<br>

### 3.9 Coordenadas

> The coordinate system determines how the x and y aesthetics combine to position elements in the plot. The default coordinate system is Cartesian (coord_cartesian()), which can be tweaked with coord_map(), coord_fixed(), coord_flip(), and coord_trans(), or completely replaced with coord_polar()


Por ejemplo: `coord_fixed()`. En nuestro gráfico, tanto la longitud del pétalo como del sépalo se miden en las mismas unidades, así que su ratio implícito es 1 a 1. Cambiemos el ratio de las coordenadas con `coord_fixed()`

```{r, eval = FALSE}
p <- ggplot(iris, aes(Sepal.Length, Petal.Length)) + geom_point() 

p + coord_fixed(ratio = 1/3)
p + coord_fixed(ratio = 3/1)
```



```{r, echo = FALSE, out.width = "100%",  fig.asp = 5/9}
p1 <- ggplot(iris, aes(Sepal.Length, Petal.Length)) + geom_point() 
p2 <- p1 + coord_fixed(ratio = 1/3)
p3 <- p1 + coord_fixed(ratio = 3/1)

p2 + p3 + plot_layout(nrow = 1)
#https://www.statworx.com/de/blog/coordinate-systems-in-ggplot2-easily-overlooked-and-rather-underrated/
```




<br>


## 4. Combinando gráficos


La técnica del faceting es una fantástica herramienta para dividir un gráfico en varios, en principio en función de una variable categórica, si queremos usar una variable continua primero habría que discretizarla. **PERO**, a veces lo que interesa es crear una figura compuesta de varios gráficos diferentes. Esto no es un elemento más de ggplot2 es una operación que hacemos sobre un grupo de varios gráficos.


Podemos hacerlo con varios paquetes:

- con el paquete `gridExtra` y su función `grid.arrange()`

```{r, eval = TRUE, out.width = "80%"}
library(gridExtra)
p1 <- ggplot(iris, aes(Sepal.Length, Petal.Length, color = Species)) + geom_point()
p2 <- ggplot(iris)+ aes(Species, Sepal.Length) + geom_boxplot()

grid.arrange(p1, p2, ncol = 2, widths = c(6.5, 3.5))
```

Además de los argumentos ncol, nrow y widths, con  `gridExtra` se pueden hacer composiciones [más complejas](https://cran.r-project.org/web/packages/gridExtra/vignettes/arrangeGrob.html)


- con el paquete [`patchwork`](https://github.com/thomasp85/patchwork) 



```{r, eval = TRUE, out.width = "80%"}
library(patchwork)
p1 + p2 + plot_layout(ncol = 2)
```

- con el paquete [`cowplot`](https://cran.r-project.org/web/packages/cowplot/vignettes/introduction.html). Este paquete también se puede utilizar para hacer anotaciones o para incorporar imágenes a nuestros gráficos


```{r}
library(cowplot)
ggdraw(p1) + draw_image(here::here("./imagenes/Captura.JPG"), 
               x = 1, y = 1, hjust = 1, vjust = 1, width = 0.33, height = 0.42)
```


<br>


## 5. Exportando gráficos

La mayoría de las veces, cuando creamos un gráfico lo vemos inmediatamente, pero también podemos asignarle un nombre y manipularlo más adelante. 

```{r, eval = FALSE}
p <- ggplot(iris, aes(Sepal.Length, Petal.Length)) + geom_point()
p + geom_line()
```


Una vez que tienes el gráfico guardado como un objeto en el R environment puedes hacer varias cosas con él:

1. verlo en la pantalla con `print()` o llamándolo con "su nombre".

2. guardarlo en un fichero en diferentes formatos. Piensa que estamos guardando el gráfico, la imagen, la representación del gráfico, no el objeto R.

    - Podemos usar la "Export Tab" en el Plot Pane de Rstudio. Lo grabará en baja resolución.  También podemos cambiar las dimensiones (anchura y altura) del gráfico. Si vamos a utilizar el gráfico en Word es conveniente guardar el gráfico como Metafile.
    
    - Como alternativa podemos usar la función `ggsave()` que, ademas, nos permite cambiar el tamaño y la resolución del gráfico con los argumentos width, height y dpi. Nota: Los parámetros width and height también determinan el tamaño de la fuente del gráfico guardado.

    

```{r, eval = FALSE}
ggsave("./graf_out/my_grafico_chulo.png", p, width = 15, height = 10)
ggsave("filename.png", plot = my_plot, width = 8, height = 6, units = "in", dpi = "retina")

# Tb funciona para figuras compuestas de varios gráficos
grafico_combinado <- grid.arrange(p1, p2, ncol = 2, widths = c(6, 4))
ggsave("fig_output/my_combo_plot.png", grafico_combinado, width = 10, dpi = 300)
```


- Finalmente, podemos guardar una copia completa del gráfico, no de su representación visual, sino del objeto R con `saveRDS()`, para luego leerlo con `readRDS()`. Aunque, ya que nos ponemos, es mejor guardar el script que genera el objeto. Sólo tendría sentido si  fuese muy costoso, por ejemplo en términos de tiempo, reproducir el gráfico.

```{r, eval = FALSE}
saveRDS(p, "plot.rds")
my_valioso_grafico <- readRDS("plot.rds")
```


<br>

--------------------------------------------------------

## 6. Tipos de gráficos

En está sección presentaremos algunos ejemplos de algunos de los gráficos más utilizados en el análisis de datos. Puedes ver listados más completos en:

  - [R-graph gallery](https://www.r-graph-gallery.com/): Impresionante!!


  - [Top 50 ggplot2 Visualizations (With Full R Code), de r-statistics.co](http://r-statistics.co/Top50-Ggplot2-Visualizations-MasterList-R-Code.html): más básico pero muy didáctico.

  
  - [Extensiones ggplot2](https://exts.ggplot2.tidyverse.org/): Impresionante!!

  - [R-graph gallery - ggplot2 package](http://r-graph-gallery.com/ggplot2-package.html): otra vez, impresionante!!


<br>

### 6.1 Histogramas

Se utilizan para mostrar la **distribución de UNA variable continua**, por ejemplo la longitud del sépalo (Sepal.Length).

Para hacer histogramas en ggplot2 se utiliza `geom_histogram` y, a veces, `geom_freqpoly()`. Los dos geoms trabajan de la misma manera, dividen la variable x en intervalos y cuentan las observaciones en cada intervalo, para mostrarlas en el eje Y. La diferencia entre ellos es que `geom_histogram` utiliza barras para mostrar el número de observaciones o frecuencia absoluta, mientras que  `geom_freqpoly()` usa lineas. 

```{r}
ggplot(iris, aes(Sepal.Length)) + geom_histogram() 
```

Como ves, lo que hace un histograma es dividir el eje X en intervalos o "bins" y mostrar en el eje Y el número de observaciones de x que caen en cada "bin". Además, ggplot2 nos avisa de que por defecto se divide el eje X en 30 intervalos, pero que podemos cambiarlo con `bins = my_n_de_bins`. 


```{r, eval = FALSE}
p <- ggplot(iris, aes(Sepal.Length))
p + geom_histogram(bins = 40) + xlab("40 intervalos")
p + geom_histogram(bins = 4) + xlab("Sólo 4 intervalos")
```


```{r, echo = FALSE, out.width = "95%"}
p <- ggplot(iris, aes(Sepal.Length))
p1 <- p + geom_histogram(bins = 40) + xlab("40 intervalos")
p2 <- p + geom_histogram(bins = 4) + xlab("Sólo 4 intervalos")
p1 + p2 + plot_layout(ncol = 2)
```


Otra opción interesante es elegir la anchura del intervalo con la opción `binwidth`.

```{r, eval = FALSE}
p <- ggplot(iris, aes(Sepal.Length))
p + geom_histogram(binwidth = 0.1) + xlab("He elegido la anchura = 0.1")
p + geom_histogram(binwidth = 1.1) + xlab("Esta vez la anchura = 1.1")
```


```{r, echo = FALSE, out.width = "95%"}
p <- ggplot(iris, aes(Sepal.Length))
p1 <- p + geom_histogram(binwidth = 0.1) + xlab("He elegido la anchura = 0.1")
p2 <- p + geom_histogram(binwidth = 1.1) + xlab("Esta vez la anchura = 1.1")
p1 + p2 + plot_layout(ncol = 2)
```


Si en el eje Y queremos frecuencias relativas o porcentajes en lugar de counts, podemos hacerlo con:

```{r}
ggplot(iris, aes(Sepal.Length)) + 
  geom_histogram(aes(y = stat(count) / sum(count)), bins = 10) +
  scale_y_continuous(labels = scales::percent)
```


Se puede mejorar bastante la apariencia del histograma jugando con los colores y opciones:

```{r}
ggplot(iris, aes(Sepal.Length)) + geom_histogram(bins = 10, color = "black", fill = "tomato")
```



Si asociamos/mapeamos la variable Species a alguna estética, por ejemplo a la estética "fill" o relleno de las barras con `aes(fill = Species)`, se visualizará qué parte de cada intervalo pertenece a cada clase de lirio.



```{r}
ggplot(iris, aes(Sepal.Length)) + geom_histogram(bins = 10, aes(fill = Species), color = "black")
```


Evidentemente, también podemos visualizar como cambia la distribución de la anchura del sépalo entre los 3 tipos de lirios si hacemos un small multiple:


```{r}
p <- ggplot(iris, aes(Sepal.Length, fill = Species)) + geom_histogram(bins = 10, color = "black")
p + facet_grid(cols = vars(Species))
```

Para mejorar la visualización podemos poner en el fondo el histograma para todos los datos. Lo aprendí [aquí](https://drsimonj.svbtle.com/plotting-background-data-for-groups-with-ggplot2), aunque ahora mismo hay un paquete para implementar esta técnica, es el paquete [`gghighlight`](https://yutannihilation.github.io/gghighlight/index.html).


```{r}
iris_backgroung <- iris %>% select(-Species)
ggplot(iris, aes(x = Sepal.Length)) +
  geom_histogram(data = iris_backgroung, fill = "grey", bins = 15) +
  geom_histogram(aes(fill = Species), bins = 15) +
  facet_grid(cols = vars(Species))
```

<br>

#### geom_density()

Una alternativa a los histogramas son los gráficos de densidad con `geom_density()`. Pero, según Hadley: 

>they are harder to interpret since the underlying computations are more complex. They also make assumptions that are not true for all data, namely that the underlying distribution is continuous, unbounded, and smooth.

Como dice Hadley, `geom_density()` estima la función de densidad, por lo que la estimación depende de una serie de paramétros como `adjust`. Hacemos uso de `xlim(3, 9)` para expandir loslímites del eje X.


```{r, out.width = "85%"}
ggplot(iris, aes(Sepal.Length)) + 
  geom_density(color = "red",   size = 1.2) +  
  geom_density(color = "blue",  size = 1.2, adjust = 3) +
  geom_density(color = "black", size = 1.2, adjust = 0.5) +  xlim(2, 10)
```

<br>

Podemos asociar la variable Species a la estética fill con `aes(fill = Species)` para obtener una estimación de la densidad para cada tipo de lirio.


```{r}
ggplot(iris, aes(Sepal.Length, fill = Species)) + geom_density(position = "stack", alpha = 0.5)
```

<br>

Hay muchas otras posibilidades. Por ejemplo:

```{r, eval = FALSE}
ggplot(iris, aes(Sepal.Length, fill = Species)) + geom_density(position = "fill", alpha = 0.5) #- position = "fill"

ggplot(iris, aes(Sepal.Length, stat(count), fill = Species)) + geom_density(position = "stack", alpha = 0.5) #- stat(count)
```


Muchas veces se suelen hacer los histogramas superponiendo la f. de densidad normal o una estimación de la densidad de x con `geom_density()` o con `geom_line(stat="density")`. Para que el gráfico se vea mejor, ajustaremos el eje X con ` xlim()`:


```{r}
#- calculamos media y desviación tipica de Sepal.Length para luego usarlas para construir la curva normal
media <- mean(iris$Sepal.Length, na.rm = TRUE)     #- media de la longitud del sépalo
desviacion <- sd(iris$Sepal.Length, na.rm = TRUE)  #- desviación 

#- hacemos el histograma
p <- ggplot(iris, aes(Sepal.Length)) +
      geom_histogram(aes(y=..density..),  color="black", fill = "steelblue", alpha = 0.2)

#- le añadimos la densiidad estimada y la normal
p + geom_density( color="purple", size = 1) +
    stat_function(fun = dnorm, colour = "red", size = 1, args = list(mean = media, sd = desviacion))  + 
    xlim(c(min(iris$Sepal.Length)-1, 9))

```


Si necesitas saber más cosas sobre los histogramas puedes acudir [aquí](https://edav.info/histo.html) o [aquí](http://t-redactyl.io/blog/2016/02/creating-plots-in-r-using-ggplot2-part-7-histograms.html).



#### Joy Division plots

Hace poco apareció el paquete [ggridges](https://cran.r-project.org/web/packages/ggridges/vignettes/introduction.html) y se pusieron de moda estos tipos de gráficos:



```{r}
library(ggridges)
ggplot(iris, aes(x = Sepal.Length, y = Species)) + geom_density_ridges(aes(fill = Species), alpha = 0.5)
```

Como se parecen a la [mítica portada](https://codigoespagueti.com/noticias/ciencia/historia-secreta-unknown-pleasures/) del primer disco de Joy Division, algunos los conocen como Joy Division plots. Abajo os pongo un ejemplo sacado de la [vignette del paquete ggridges](https://cran.r-project.org/web/packages/ggridges/vignettes/introduction.html).


```{r}
library(viridis)
ggplot(lincoln_weather, aes(x = `Mean Temperature [F]`, y = `Month`, fill = ..x..)) +
  geom_density_ridges_gradient(scale = 3, rel_min_height = 0.01) +
  scale_fill_viridis(name = "Temp. [F]", option = "C") +
  labs(title = 'Temperatures in Lincoln NE in 2016')
```


<br>

### 6.2 Scatter plot

Scatter plot, gráfico de puntos o gráfico X-Y. Se utiliza para mostrar la **relación entre DOS variables continuas**. Lo tenemos más que visto, ya que es el tipo de gráfico que hemos utilizado durante todo el tutorial. 

```{r}
ggplot(iris, aes(Sepal.Length, Petal.Length, color = Species)) + 
     geom_point() +
     labs(title = "Gráfico 1: Longitud del sépalo frente al pétalo",
       subtitle = "(diferenciando por especie de lirio)",
       caption = "Datos provenientes del Iris dataset",
       x = "Longitud del sépalo",
       y = "Longitud del pétalo",
       color = "Especie de lirio")
```



#### Overplotting

Los gráficos de puntos se usan habitualmente para mostrar la relación entre dos variables continuas. En conjuntos de datos con muchas observaciones pueden tener un problema de "overplotting". Esta situación ocurre cuando unos puntos se  dibujan encima de otros, de forma que no se aprecia bien la relación entre las variables

Hay varias formas de tratar este problema. Veámoslo con un ejemplo sacado de la web de ggplot2:

```{r, eval = FALSE}
set.seed(1234)
df <- data.frame(x = rnorm(2000), y = rnorm(2000))   #- creamos un conjuto de datos con 2000 observaciones y 2 v.

p <- ggplot(df, aes(x, y)) + xlab(NULL) + ylab(NULL)

p + geom_point()
p + geom_point(shape = 1) # Hollow circles
p + geom_point(shape = ".") # Pixel sized

#- For larger datasets with more overplotting, you can use alpha blending (transparency) t
p + geom_point(alpha = 1 / 10)
```


```{r, echo = FALSE, out.width = "85%"}
set.seed(1234)
df <- data.frame(x = rnorm(2000), y = rnorm(2000))   #- creamos un conjuto de datos con 2000 observaciones y 2 v.

p <- ggplot(df, aes(x, y)) + xlab(NULL) + ylab(NULL)

p1 <- p + geom_point()
p2 <- p + geom_point(shape = 1) # Hollow circles
p3 <- p + geom_point(shape = ".") # Pixel sized

#- For larger datasets with more overplotting, you can use alpha blending (transparency) t
p4 <- p + geom_point(alpha = 1 / 10)

p1 + p2 + p3 + p4 + plot_layout(ncol = 2)
```


<br>


De forma alternativa, podemos lidiar con el overplotting utilizando otro enfoque que consiste en pensar en el overplotting como un problema de densidad en 2 dimensiones y utilizar un hex-plot. En un hex-plot se representan regiones (generalmente hexagonales) coloreadas en función del número de observaciones que caen en cada región, de forma que es equivalente a un histograma pero en 2d.

```{r, eval = FALSE}
p + geom_bin2d()
p + geom_bin2d(bins = 10)
p + geom_hex()
p + geom_hex() + scale_fill_gradient2(low = "#132B43", high = "#56B1F7")  
```


```{r, echo = FALSE, out.width = "95%"}
p1 <- p + geom_bin2d()
p2 <- p + geom_bin2d(bins = 10)
p3 <- p + geom_hex()
p4 <- p + geom_hex() + scale_fill_gradient2(low = "#132B43", high = "#56B1F7")  
p1 + p2 + p3 + p4 + plot_layout(ncol = 2)
```



 

En [este post](https://cur.at/nuhYkL0?m=email&sid=9IprTCt) utilizan hex-plots para mostrar las zonas desde donde tiran a canasta los jugadores NBA. En [este otro post](https://rcrastinate.rbind.io/post/there-is-a-game-i-play-analyzing-metacritic-scores-for-video-games/) utilizan una combinación de `geom_point(alpha = .2, pch = 15) + geom_density_2d()` para analizar las puntuaciones de videojuegos. Además hace un uso avanzado de las escalas, al menos para mi, para que el gráfico sea fácil de visualizar.

Acaba de aparecer un nuevo geom: [`geom_pointdensity()`](https://github.com/LKremer/ggpointdensity). Como dicen en su repo de Github: "A cross between a scatter plot and a 2D density plot".


```{r}
#devtools::install_github("LKremer/ggpointdensity")
library(viridis)
library(ggpointdensity)
p +  geom_pointdensity(adjust = 7) +
  scale_color_viridis()

```


Si quieres saber más cosas sobre cómo hacer scatterplots con `ggplot2` puedes hacerlo por ejemplo, [aquí](http://www.cookbook-r.com/Graphs/Scatterplots_(ggplot2)/) o [aquí](https://michaeltoth.me/a-detailed-guide-to-the-ggplot-scatter-plot-in-r.html).

<br>

### 6.3 Boxplot (gráficos de caja)

Para visualizar una variable cuantitativa se suelen usar los histogramas, pero si lo que quieres es visualizar como varían los valores de una variable continua en función de los valores de una variable categórica (Species) se suelen usan boxplots o diagramas de caja. Son útiles para comparar diferentes grupos y para identificar outliers.


Para hacer un boxplot o diagrama de caja se utiliza `geom_boxplot()`. El gráfico muestra 5 estadísticos: la mediana con una linea gruesa, el primer y tercer cuartil de los datos con los limites de la caja y el máximo y el mínimo (los limites de la linea vertical). Adicionalmente, si existen outliers, estos también se representarán.


```{r}
ggplot(iris, aes(x = Species,  y = Sepal.Length)) + geom_boxplot() 
```

Se pueden cambiar algunas opciones del gráfico

```{r}
p <- ggplot(iris, aes(x = Species,  y = Sepal.Length)) 
p + geom_boxplot(aes(fill = Species), outlier.colour = "purple")
```


A veces, para mejorar la visualización, conviene rotar los ejes. Podemos hacerlo con `coord_flip()`

```{r}
p <- ggplot(iris, aes(x = Species,  y = Sepal.Length)) + geom_boxplot(aes(fill = Species)) 
p + coord_flip()
```


Para mejorar la visualización podemos incluir las observaciones originales con `geom_point()`, pero habría mucho overplotting, así que mejor con `geom_jitter()`


```{r}
p + geom_jitter(width = 0.15, alpha = 1/4, color = "tomato")
```

Podemos añadir con `stats()` algún estadístico más con `stats_xx()`, por ejemplo la media con `stats_summary`:


```{r}
p + stat_summary(fun.y = "mean", geom = "point", color = "purple", size = 2.5)
```

Los boxplots resumen la distribución de una variable cuantitativa con sólo cinco números, proporcionando un resumen útil de los datos, pero ocultan la forma de la distribución; por ejemplo, si la distribución fuese bimodal, no lo apreciaríamos. Además, aunque usemos `geom_jitter()` para superponer los valores originales, a veces  es difícil a simple vista inferir la distribución de estos. Por ello hay varias técnicas/geoms útiles que ayudan a resolver el problema, por ejemplo `geom_violin()`. Una alternativa al boxplot son los gráficos de violín donde se estima y muestra la forma de la distribución de las observaciones:

```{r, eval = FALSE}
p <- ggplot(iris, aes(x = Species,  y = Sepal.Length)) 
p + geom_violin(aes(fill = Species), alpha = 0.6)
p + geom_violin(aes(fill = Species), alpha = 0.6) + geom_jitter(width = 0.15, alpha = 1/4)
```


```{r, echo = FALSE, out.width = "80%"}
p <- ggplot(iris, aes(x = Species,  y = Sepal.Length)) 
p1 <- p + geom_violin(aes(fill = Species), alpha = 0.6)
p2 <- p + geom_violin(aes(fill = Species), alpha = 0.6) + geom_jitter(width = 0.15, alpha = 1/4)
p1 + p2 + plot_layout(ncol = 2)
```

<br>

En el ejemplo que hemos usado hemos tenido suerte y los tres grupos estaban ordenados, pero otras veces no tendremos tanta suerte, por ejemplo si en lugar de graficar la longitud de sépalo queremos visualizar la anchura (Sepal.Width):

```{r}
ggplot(iris, aes(x = Species,  y = Sepal.Width)) + geom_boxplot()
```

¿Cómo ordenamos los grupos? Por ejemplo podemos ordenarlos de menor a mayor en función de su anchura media del sépalo. Para ello usamos `stats::reorder()`


```{r}
ggplot(iris, aes(x = reorder(Species, Sepal.Width, mean),  y = Sepal.Width)) + geom_boxplot() +
  xlab("De menor a mayor anchura del sépalo")
```





  
### 6.4 Gráficos de barras

Los gráficos de barras se utilizan para representar una variable categórica, como por ejemplo Species, o variables cuantitativas discretas. Se representan barras verticales proporcionales a los valores de la variable en cada categoría o valor. Para crear gráficos de barras con ggplot2 se usa `geom_bar()`.

Para hacer nuestro primer gráfico de barras no vamos a utilizar `iris` porque en la única variable categórica (Species) resulta que hay 50 lirios en cada tipo de especie. Usaremos el data.frame `mpg` del paquete ggplot2 que contiene 234 observaciones sobre distintos modelos de coches y sus características. Algunos de los ejemplos están sacados de la [web de ggplot2](https://ggplot2.tidyverse.org/reference/geom_bar.html).

```{r, eval = FALSE}
p <- ggplot(mpg, aes(class))
p + geom_bar()
p + geom_bar(fill = "steelblue") + coord_flip()
```


```{r, echo = FALSE, out.width = "95%", fig.asp = 6/9}
p <- ggplot(mpg, aes(class))
p1 <- p + geom_bar()
p2 <- p + geom_bar(fill = "steelblue") + coord_flip()
p1 + p2 + plot_layout(ncol = 2)
```


Como vemos, la variable `class` es categórica, concretamente tiene 7 grupos o categorías de coches. Las barras verticales son proporcionales al número de vehículos en cada categoría. Con `coord_flip()` las categorías pasan a representarse en el eje Y, haciendo que, generalmente, se visualicen mejor los nombres de las categorías.



<br>

Si en lugar de tener una tabla de datos, tenemos ya una **tabla de frecuencias**, tendremos que especificar en `aes()` que la variable con las frecuencias se mapee/asocie al eje Y: `aes(x = variable, y = frecuencias)`. Además tendrás que usar `geom_bar(stat = "identity")` o directamente usar `geom_col()` que ya usa por defecto stat_identity(). Veámoslo con un ejemplo:


```{r}
df <- mpg %>% group_by(class) %>% count
p <- ggplot(df, aes(x = class, y = n))
p + geom_bar(stat = "identity",  fill = "steelblue") 
# p + geom_col(fill = "steelblue")                          #- hace exactamente el mismo plot
```

<br>

#### Distintas posiciones para las barras

Para esta subsección utilizaremos el data.frame `mtcars`

```{r, eval = FALSE}
ggplot(mtcars, aes(factor(cyl), fill = factor(vs))) + geom_bar() #- pos
ggplot(mtcars, aes(factor(cyl), fill = factor(vs))) + geom_bar(position = "fill")
ggplot(mtcars, aes(factor(cyl), fill = factor(vs))) + geom_bar(position = "dodge")
ggplot(mtcars, aes(factor(cyl), fill = factor(vs))) + geom_bar(position = position_dodge2(preserve = "single"))
```


```{r, echo = FALSE, out.width = "100%",  fig.asp = 5/9}
p1 <- ggplot(mtcars, aes(factor(cyl), fill = factor(vs))) + geom_bar() #- pos
p2 <- ggplot(mtcars, aes(factor(cyl), fill = factor(vs))) + geom_bar(position = "fill")
p3 <- ggplot(mtcars, aes(factor(cyl), fill = factor(vs))) + geom_bar(position = "dodge")
p4 <- ggplot(mtcars, aes(factor(cyl), fill = factor(vs))) + geom_bar(position = position_dodge(preserve = "single"))

p1 + p2 + p3 + p4 + plot_layout(ncol = 2)
```


<br>

#### Reordenando las categorías

A veces es importante reordenar las barras para mejorar la visualización. Para ello tendremos que usar **factores**. Por ejemplo, volviendo al `mpg` dataset: 


```{r}
df <- mpg
df <- df %>% mutate(class = forcats::as_factor(class)) #- convertimos la v. class a factor con la f. as_factor()
df <- df %>% mutate(class = forcats::fct_infreq(class)) #- fct_infreq() los niveles del factor según su frecuencia de mayor a menor
p <- ggplot(df, aes(fct_rev(class))) #- fct_rev() ordena los levels de menor a mayor
p + geom_bar(fill = "steelblue") + coord_flip()
```

<br>

Si queremos que en las barras se visualice el número de observaciones o frecuencia absoluta de cada categoría:


```{r}
p + geom_bar(fill = "steelblue") + coord_flip() +
    geom_text(stat='count', aes(label = ..count.. ), hjust = -0.15, size = 3.25) 
```



<br>

#### Porcentajes en lugar de counts
 
Si queremos que las barras representen porcentajes en lugar de numero de casos en cada categoría:


```{r}
p <- ggplot(df, aes(fct_rev(class))) #- fct_rev() ordena los levels de menor a mayor
p + geom_bar(aes( y = (..count..)/sum(..count..)), fill = "steelblue")  + coord_flip()
```


En realidad esto mismo se pude hacer de varias formas. En [este post](https://sebastiansauer.github.io/percentage_plot_ggplot2_V2/) nos muestran 5 formas de hacerlo.


<br>
 Si quieres saber más sobre como hacer gráficos de barras con ggplot2, puedes hacerlo [aquí](
http://www.sthda.com/english/wiki/ggplot2-barplots-quick-start-guide-r-software-and-data-visualization
) o [aquí](https://www.r-graph-gallery.com/48-grouped-barplot-with-ggplot2.html).


<br>


### 6.5 Gráficos de lineas

Los gráficos de lineas se usan principalmente para mostrar la evolución de variables en el tiempo. Generalmente la variable que se muestra en el eje X es el tiempo. En Economía estos gráficos puede que sean los más usados y habitualmente nos referimos a ellos como gráficos temporales.


Podemos simular gráficos de tiempo con `geom_line()` y `geom_path()`. Estos 2 geoms grafican lineas entre dos observaciones de una variable. Por ejemplo:


```{r}
ggplot(economics, aes(date, uempmed)) + geom_line()
```


Empecemos usando el conjunto de datos `gapminder` para mostrar las observaciones de la variable lifeExp para España:

```{r}
library(gapminder)
gapminder %>% filter(country == "Spain") %>% 
ggplot(aes(x = year, y = lifeExp)) + geom_line() + geom_point()
```


Visualicemos ahora 4 series de tiempo, la esperanza de vida en cuatro países europeos. Para poder distinguir las lineas de cada país podemos asociar la variable country a la característica estética color: `aes(color = country)`

```{r}
gapminder %>% filter(country %in% c("Spain", "France", "Norway", "Belgium")) %>% 
ggplot(aes(x = year, y = lifeExp, color = country)) + geom_line() + geom_point()
```

Una tontería pero que puede ser de utilidad para saber cuanta diferencia hay al final del plot. Lo aprendí [aquí](https://drsimonj.svbtle.com/label-line-ends-in-time-series-with-ggplot2)


```{r}
df <- gapminder %>% filter(country %in% c("Spain", "France", "Norway", "Belgium")) 
lifeExp_ends <- df %>% group_by(country) %>% top_n(1, year) %>% pull(lifeExp) #- vector con los valores últimos de lifeExp
ggplot(df, aes(x = year, y = lifeExp, color = country)) + geom_line() + 
     scale_y_continuous(sec.axis = sec_axis(~ ., breaks = lifeExp_ends)) +   #- sec_axis() especifica un eje secundario
     scale_x_continuous(expand = c(0, 0))
``` 

<br>

El siguiente ejemplo está sacado de [este libro](https://edav.info/timeseriesbasic.html) aún en construcción. Utiliza el paquete [tidyquant](https://github.com/business-science/tidyquant) para descargar las cotizaciones de las 4 principales empresas tecnológicas, las GAFA. `tidyquant` tiene muchas funciones interesantes, puedes verlas corriendo `tq_transmute_fun_options()`.

```{r}
library(tidyquant)
stocks <- c("GOOGL","AMZN","FB","AAPL") #- seleccionamos a las GAFAs
df <- tq_get(stocks, from = as.Date("2013-01-01"), to = as.Date("2013-12-31"))

ggplot(df, aes(date, y = close, color = fct_reorder2(symbol, date, close))) +
  geom_line() + xlab("") + ylab("") +
  theme(legend.title = element_blank())
```

Reescalamos para que las series comiencen todas en 100

```{r}
df <- df %>% group_by(symbol) %>% mutate(rescaled_close = 100*close / close[1])

ggplot(df, aes(date, y = rescaled_close, color = fct_reorder2(symbol, date, rescaled_close))) +
  geom_line() + xlab("") + ylab("") +
  theme(legend.title = element_blank())
```

<br>

Otro paquete muy útil para analizar y descargar datos financieros es [`quantmod`](http://www.quantmod.com/). El ejemplo siguiente lo he sacado de [este fantastico libro](https://smac-group.github.io/ds/data.html#example-apple-stock-price).


```{r}
library(quantmod)
today <- Sys.Date()
three_months_ago <- seq(today, length = 2, by = "-3 months")[2]
getSymbols("AAPL", from = three_months_ago, to = today)
candleChart(AAPL, theme = 'white', type = 'candles')
```

<br>

Si quieres saber más sobre gráficos de lineas puedes ir [aquí](https://michaeltoth.me/a-detailed-guide-to-plotting-line-graphs-in-r-using-ggplot-geom_line.html).


##### Un poco sobre datos temporales

Para trabajar con datos temporales, R tiene distintos paquetes y estructuras, pero para manipular fechas y  datos temporales en el tidyverse tenemos el paquete [`lubridate`](https://lubridate.tidyverse.org/reference/lubridate-package.html). Para una introducción a fechas y tiempo en R [aquí](https://dereksonderegger.github.io/570L/14-dates-and-times.html).


En general, para realizar análisis estadísticos en R con series de tiempo se necesita que los datos estén en matrices, pero nosotros en el curso estamos trabajando con el tidyverse, y la la estructura de datos usada son los dataframes o tibbles, esto era un problema, pero recientemente, el paquete [`tsibble`](https://tsibble.tidyverts.org/) ha extendido el tidyverse y las tibbles a los datos temporales, creando una nueva estructura de datos: las "tsibbles". 

Apoyándose en esta nueva estructura de datos, las "tsibbles", el paquete [`feast`](http://feasts.tidyverts.org/) proporciona las herramientas y funciones necesarias para trabajar con series temporales en un entorno tidy. `feast` es un acrónimo de Feature Extraction And Statistics for Time Series. Para una introducción a `feast` puedes ir [aquí](https://blog.mitchelloharawild.com/blog/feasts/) o [aquí](https://robjhyndman.com/hyndsight/feasts/). 

Asimismo, el paquete [`fable`](http://fable.tidyverts.org/) también utiliza "tsibbles" y proporciona  herramientas para la predicción de series temporales, incluyendo modelos ARIMA en el entorno tidyverse. Para una introducción a `fable` puedes ir [aquí](https://blog.mitchelloharawild.com/blog/fable/).

[Aquí](https://resources.rstudio.com/rstudio-conf-2019/melt-the-clock-tidy-time-series-analysis) puedes ver una conferencia en la que se explica las principales ideas de esta nueva forma de trabajar con series temporales en el tidyverse 

<br>


## 7. Más detalles/cosas


### 7.1 geom_smooth()

Ya hemos usado `geom_smooth()`. Un argumento importante de `geom_smooth()` es `method` con el que se selecciona el método  con el que se obtiene la smooth curve. El método por defecto es `method = "loess"`. Puedes controlar el nivel de smoothing con el parametro "span", que va de 0  to 1 (mayor suavizado).

Otras opciones para geom_smooth():

- method = "lm" fits a linear model, giving the line of best fit. 

- method = "rlm" works like lm(), but uses a robust fitting algorithm so that outliers don’t affect the fit as much. It’s part of the MASS package, so remember to load that first. 

- stat_smooth(se = FALSE) , indica si se representan intervalos de confianza para la linea suavizada.

Además de los métodos implementados, podemos elegir nuestro propio método, ya sea usando el argumento "formula" o definiendo nuestro propio método de alisado como nos cuentan [aquí](https://eliocamp.github.io/codigo-r/2018/06/tu-propio-geom-smooth/) 


```{r}
p <- ggplot(iris, aes(Sepal.Length, Petal.Length)) + 
     geom_point() 
p + geom_smooth(method = "lm", formula = y ~ poly(x,4))
```


Podemos, obviamente, comparar dos métodos de alisado. Para poner nombre a los diferentes métodos se puede hacer lo siguiente: 

```{r}
library(tidyverse)
p <- ggplot(iris, aes(Sepal.Length, Petal.Length)) + 
     geom_point()
p + geom_smooth(aes(color = "loess") , method = "loess", se = FALSE) + 
    geom_smooth(aes(color = "lm")    , method = "lm"   , se = FALSE)
```


<br>

### 7.2 Áreas bajo la curva

Para un profesor de estadística/econometría es importante saber hacer gráficos como estos:

library(tidyverse)
ggplot(xx, aes(x)) +
    geom_function(fun = function(x) {x**3} ,  colour = "red")

ggplot(xx, aes(x)) +
    geom_function(fun = ~ .x**3 ,  colour = "red")



```{r, eval = FALSE}
xx <- data.frame(x = c(-2, 2))

ggplot(xx, aes(x)) + geom_function(fun = function(x) {x**3} ,  colour = "red")

ggplot(xx, aes(x)) + geom_function(fun = ~ .x**3 ,  colour = "red")

ggplot(xx, aes(x)) + stat_function(fun = function(x) { x**3 }, geom = "line")
```


```{r, echo = FALSE, out.width = "45%"}
xx <- data.frame(x = c(-2, 2))
ggplot(xx, aes(x)) + geom_function(fun = function(x) {x**3} ,  colour = "red")
```

```{r, eval = TRUE, out.width = "45%"}
ggplot(xx, aes(x)) + geom_function(fun = dnorm)  
```

```{r, eval = TRUE, out.width = "45%"}
ggplot(xx, aes(x = x))+
  geom_function(fun = dnorm, xlim = c(-4, 0)) +
  stat_function(fun = dnorm, geom = "area", fill = "steelblue", xlim = c(0, 4)) +
  xlim(-5, 5)
```

Lo aprendí [aquí](https://christianburkhart.de/blog/area_under_the_curve/).

Inspirado por Fran Morillas, otro ejemplo:

```{r, , out.width = "50%"}
nn <- 300 ; esperanza <- 10; sd <- 6
datos <- data.frame(normal = rnorm(nn, esperanza, sd))

ggplot(datos, aes(normal)) +
    geom_histogram(aes(y = after_stat(density)), bins = 30) +
    geom_density(color = "blue") +
    geom_function(fun = dnorm, args = list(esperanza, sd), colour = "red")
```


Aunque, la verdad, hoy en dia hay paquetes en R para todo. Por ejemplo el paquete [`nhstplot`](https://cran.r-project.org/web/packages/nhstplot/vignettes/nhstplot.html)


```{r, out.width = "50%"}
library(nhstplot)
plotttest(t = 1.96, df = 1000 , tails = "one")
```


<br>


### 7.3 Labelling las observaciones con ggrepel

El gráfico de abajo se basa en [este post](https://juliasilge.com/blog/lubridate-london-stage/) de Julia Silge. Utiliza el paquete [`ggrepel](https://github.com/slowkow/ggrepel) para poder ver a quien pertenece la observación en un gráfico de puntos.

```{r}
library(ggrepel)
df <- gapminder::gapminder %>% filter(year == "2007")  %>% filter(continent == "Europe")
ggplot(df, aes(gdpPercap, lifeExp, label = country)) + geom_point() +
     labs(title = "Gráfico 1: Esperanza de vida frente a PIB per cápita" ,
       caption = "Datos provenientes de gapminder",
       y = "lifeExp",
       x = "gdpPercap") + geom_smooth() +
        geom_label_repel() 
```



<br>

### 7.4 `GGally` package

Hay muchos paquetes que proporcionan formas rápidas de hacer gráficos como por ejemplo este del paquete [`GGally`](https://ggobi.github.io/ggally/index.html):

```{r}
library(GGally)
ggpairs(iris)
ggpairs(iris %>% select(1:4) %>% na.omit(), progress = FALSE, lower = list(combo = wrap("facethist", bins=6)))
```

<br>


### 7.5 Un poco más de anotaciones 

Para que un gráfico sea efectivo y nos haga ver algún hecho o característica de los datos, muchas veces es preciso hacer anotaciones en el gráfico para señalar o resaltar ciertos aspectos de este. En esta subsección presento algún ejemplo de uso de las anotaciones en gráficos ggplot.


- En primer lugar un ejemplo de Hadley. Hadley nos dice que no hay nada novedoso excepto el uso de -Inf and Inf como posiciones para referirse a los límites del gráfico, the top and bottom (or left and right) limits of the plot.

```{r}
presidential <- subset(presidential, start > economics$date[1])

p <- ggplot(economics) +  geom_line(aes(date, unemploy)) + 
  scale_fill_manual(values = c("blue", "red")) +
  xlab("date") + 
  ylab("unemployment")

#- comienzan las anotaciones  
p + geom_rect(aes(xmin = start, xmax = end, fill = party), 
              ymin = -Inf, ymax = Inf, alpha = 0.2, data = presidential) + 
    geom_vline(aes(xintercept = as.numeric(start)), 
               data = presidential, colour = "grey50", alpha = 0.5) + 
    geom_text(aes(x = start, y = 2500, label = name), 
               data = presidential, size = 3, vjust = 0, hjust = 0, nudge_x = 50) 
```


Una forma común de anotación consiste en marcar o subrayar un conjunto de puntos. Por ejemplo marcar los coches de la marca Subaru en el siguiente gráfico. Se puede hacer de la siguiente manera: 


```{r}
p <- ggplot(mpg, aes(displ, hwy)) +
  geom_point(data = filter(mpg, manufacturer == "subaru"), colour = "orange", size = 3) +
  geom_point() 
p
```


Como ves, lo que se ha hecho es superponer una capa con solo las observaciones de Subaru y graficarlas con un punto más grande de lo habitual y con un color llamativo. El problema es que se ve que sean las observaciones de Subaru. Esto se puede resolver de varias maneras usando annotate():


```{r}
p + annotate(geom = "point", x = 5.5, y = 40, colour = "orange", size = 3) + 
    annotate(geom = "point", x = 5.5, y = 40) + 
    annotate(geom = "text", x = 5.6, y = 40, label = "subaru", hjust = "left")
```

O de esta otra forma:

```{r}
p + annotate(geom = "curve", x = 4, y = 35, xend = 2.65, yend = 27, 
              curvature = .3, arrow = arrow(length = unit(2, "mm"))) +
   annotate(geom = "text", x = 4.1, y = 35, label = "subaru", hjust = "left")
```


El paquete [`ggforce`](https://ggforce.data-imaginist.com/) es una extensión a ggplot2 que puede servir para muchas cosas, entre ellas hacer anotaciones o marcas en gráficos ggplot. Por ejemplo:

```{r}
ggplot(iris, aes(Sepal.Length, Petal.Length)) +
  geom_point(aes(color = Species)) + 
  ggforce::geom_mark_ellipse(aes(label = Species, group = Species))
```


Con `ggforce` podemos hasta simular un zoom:


```{r}
ggplot(iris, aes(Petal.Length, Petal.Width, colour = Species)) +
  geom_point() +
  ggforce::facet_zoom(x = Species == "versicolor")
```

<br>

El paquete/extensión `ggforce` es pretty awesome. En [este post](https://rviews.rstudio.com/2019/09/19/intro-to-ggforce) puede verlo en acción haciendo mapas.

<br>

Otro enfoque para hacer anotaciones, bueno, en realidad centrase en un grupo de observaciones es utilizar el paquete [`gghighlight`](https://github.com/yutannihilation/gghighlight):


```{r}
df <- gapminder::gapminder %>% filter(continent == "Europe")
ggplot(df, aes(year, lifeExp, group = country)) + 
  geom_line() + 
  geom_point() + 
  gghighlight::gghighlight(country %in% c("Spain", "Portugal"))
```


```{r}
ggplot(iris, aes(Sepal.Length, Petal.Length, color = as.factor(Species))) +
  geom_point() + 
  gghighlight::gghighlight() + 
  facet_wrap(vars(Species))
```





<br>


## 8. Asistentes para ggplot2

Ahora mismo existen 2 asistentes para crear gráficos ggplot a través de interfaces gráficas: [`ggThemeAssist`](https://github.com/calligross/ggthemeassist) y [`esquisse`](https://dreamrs.github.io/esquisse/index.html) 

- El paquete [`ggThemeAssist`](https://github.com/calligross/ggthemeassist) facilita mediante un adding de RStudio la edición de los detalles de un gráfico; es decir, puedes comenzar haciendo un gráfico básico en RStudio, para después abrir la interfaz de `ggThemeAssist` para modificar con el asistente visual todos los elementos estéticos de gráfico como títulos, leyendas, colores etc... etc...

  Para ello, primero has de instalar el paquete con `install.packages("ggThemeAssist")`, después cargarlo con `library(ggThemeAssist)`. Una vez has cargado el paquete en memoria has de seleccionar con el cursor el código que genera el ggplot que quieres modificar/tunear. Una vez tienes marcado con el ratón el código del gráfico, has de seguir, en RStudio, esta ruta de menús: `Tools > Addings > Browse Addings ...`, para seleccionar finalmente el adding llamado "ggplot Theme Asistant".

  Se abrirá un interfaz donde podrás modificar la mayoría de elementos del gráfico. Cuando hayas dejado el gráfico a tu gusto pinchas en `DONE` y te devolverá el código que reproduce el gráfico tal y como lo elegiste en el interfaz.

  Podéis ver un ejemplo en <https://github.com/calligross/ggthemeassist>


<br>

- El paquete [`esquisse`](https://dreamrs.github.io/esquisse/index.html) permite crear gráficos ggplot desde cero con una interfaz gráfica.

  Para usarlo tienes que instalarlo con `install.packages("esquisse")` para luego abrirlo siguiendo esta ruta de menús en RStudio: `Tools > Addings > Browse Addings ...` para elegir el adding con nombre: "esquisse - ggplot builder".



```{r, echo = FALSE, fig.asp = 7/9}
tweetrmd::tweet_embed("https://twitter.com/WeAreRLadies/status/1139591763432222723", theme = "light", align = "center", maxwidth = 400)
```


<br>

## 9. Gráficos interactivos

Los gráficos interactivos, como su nombre indica, permite al usuario interactuar con el gráfico, abriéndose posibilidades como centrarse en parte del gráfico (zooming), highlighting, o mostrar información adicional al pinchar en algún elemento del gráfico, etc ...

En general, JavaScript (JS) es el lenguaje utilizado para hacer gráficos interactivos con librerías como D3, Chart, Plotly, Vis Highcharts, ...

Recientemente, el paquete de R [`htmlwidgets`](http://www.htmlwidgets.org/) ha facilitado el uso de las librerías de JS en R. Actualmente, paquetes de R, como leaflet, DT, dygraphs, networkD3 y muchos otros, utilizan el framework propuesto por htmlwidgets para hacer disponibles los gráficos interactivos de JS en R.


Para daros cuenta de lo fácil que es hacer un gráfico interactivo con R usaremos el paquete [`plotly`](https://plot.ly/r/) que hace posible usar la librería plotly.js en R. Con `plotly` se pueden hacer muchos tipos de gráficos, pero por ejemplo, permite con una sola linea convertir un gráfico ggplot en interactivo:

```{r, eval = FALSE}
library(plotly)
p <- ggplot(iris, aes(Sepal.Length, Petal.Length, color = Species)) +  geom_point() + geom_smooth()
ggplotly(p)
```

[Aquí](https://plotly-r.com/preface.html) puedes encontraar un bookdown sobre plotly.


```{r, eval = FALSE}
p1 <- p + facet_grid(cols = vars(Species)) 
ggplotly(p1)
```


```{r, eval = FALSE}
p <- ggplot(mpg, aes(class)) +  geom_bar(fill = "steelblue") + coord_flip()
ggplotly(p)
```


[Aquí](https://www.r-graph-gallery.com/interactive-charts.html) puedes ver un galería de ejemplos de gráficos interactivos hechos con R. [Aquí](https://moderndata.plot.ly/interactive-r-visualizations-with-d3-ggplot2-rstudio/) un post, ya de 2015, para iniciarse un poco en estos temas. 


Hay muchos paquetes que permiten hacer gráficos interactivos en R, por ejemplo [`leaflet`](http://rstudio.github.io/leaflet/), que permite hacer mapas interactivos muy fácilmente.



```{r, eval = FALSE}
library(leaflet)
m <- leaflet()
m <- addTiles(m)
m <- addMarkers(m, lng = 174.768, lat =-36.852, popup = "The birthplace of R")
m
```


Todos estos paquetes^[En el momento de escribir estas notas eran 107 paquetes] que permiten hacer gráficos interactivos a través de `htmlwidgets` se pueden consultar en: <http://gallery.htmlwidgets.org/>. Dos paquetes que no están en la gallery: [`Apexcharts`](https://cran.r-project.org/web/packages/apexcharter/vignettes/starting-with-apexcharts.html) y [`TSplotly`](https://cran.r-project.org/web/packages/TSplotly/vignettes/TSplotly.html).


En [Interactive web-based data visualization with R, plotly, and shiny](https://plotly-r.com/) explican más detalladamente como hacer gráficos interactivos en R. Tendré que releer su sección [Saving and embedding HTML](https://plotly-r.com/saving.html) para mostrar en el tutorial alguno de los gráficos dinámicos que he hecho, pero ahora tengo prisa, la próxima clase es pronto y empezamos sí o sí ggplot2.

Hadley también está escribiendo un bookdown sobre Shiny: [Mastering Shiny](https://mastering-shiny.org/). En palabras de Hadley: Shiny is a framework for creating web applications using R code. Para ver que significa esto puedes ver la siguiente [galería con ejemplos de aplicaciones shiny](https://shiny.rstudio.com/gallery/).


### gganimate 

[`gganimate`](https://gganimate.com/) es un paquete que no hace gráficos dinámicos, pero permite animar gráficos mediante la creación creación de secuencias de gráficos. Mejor que explicarlo visita su sección de ejemplos en su wiki: <https://github.com/thomasp85/gganimate/wiki>. Por ejemplo [este ejemplo](https://github.com/thomasp85/gganimate/wiki/Tracking-of-hurricanes-and-typhoons)  o  [este ejemplo](https://github.com/thomasp85/gganimate/wiki/World-Cup-Goal-Animation) de jurgol. En [este post](https://www.datanovia.com/en/blog/gganimate-how-to-create-plots-with-beautiful-animation-in-r/) explican como usarlo.


Un ejemplo con los datos de `gapminder`

```{r, eval = FALSE}
library(tidyverse)
library(gapminder)
library(gganimate)
gapmider_europe <- gapminder %>% filter(continent == "Europe")
ggplot(gapmider_europe, aes(gdpPercap, lifeExp, size = pop, colour = country)) +
  geom_point(alpha = 0.7, show.legend = FALSE) +
  scale_colour_manual(values = country_colors) +
  scale_size(range = c(2, 12)) +
  scale_x_log10() +
  facet_wrap(~continent) +
  # Here comes the gganimate specific bits
  labs(title = 'Year: {frame_time}', x = 'GDP per capita', y = 'life expectancy') +
  transition_time(year) +
  ease_aes('linear') 
```

[Aquí](https://gist.github.com/thomasp85/05169ad44ddcc8ed56da6ff7bf7fbe36) tienes un ejemplo para hacerlo para los cinco continentes. 

<br>



## Biblio/ejemplos/recursos


Son recursos que he visto o utilizado mientras escribía esta notas, y no quiero olvidarlos:

- [Bookdown oficial sobre ggplot2](https://ggplot2-book.org/)

- [Webinar de Thomas L. Pedersen sobre ggplot2](https://www.youtube.com/watch?v=h29g21z0a68&feature=youtu.be)

- [Data Visualization with R de R. Cabacoff](https://rkabacoff.github.io/datavis/index.html).

- [Cédric Scherer](https://github.com/Z3tt/TidyTuesday): una serie de visualizaciones increíbles asociadas al proyecto tidy Tuesday.

- [data-to-viz](https://www.data-to-viz.com/): una plantilla que te puede ayudar a decidir qué gráfico usar.


- [r-statistics.co]( http://r-statistics.co/ggplot2-Tutorial-With-R.html): tutorial `ggplot2`.


- [A ggplot2 Tutorial for Beautiful Plotting in R](https://cedricscherer.netlify.com/2019/08/05/a-ggplot2-tutorial-for-beautiful-plotting-in-r/): tutorial `ggplot2`.

- [The Evolution of a ggplot (Ep. 1)](https://cedricscherer.netlify.com/2019/05/17/the-evolution-of-a-ggplot-ep.-1/). Un post muy didáctico donde se va transformando un gráfico hasta hacerlo muy chulo.


- [EDAV info](https://edav.info/box.html). Bookdown aún en construcción con buenos ejemplos.


- [Tom’s Cookbook for Better Viz](https://jthomasmock.github.io/nfl_plotting_cookbook/#license). Un buen tutorial con consejos y demás sobre gráficos ggplot. Por ejemplo mira los "Useful code chunks".


- [ggplot2 Quick Reference: geom](http://sape.inf.usi.ch/quick-reference/ggplot2/geom). Una cheatsheet para ver los geoms_xx() disponibles

- [Emi Tanaka - 1](https://emitanaka.org/workshopUTokyo2018/day1-session02-datavis.html#1). Son unas tranparencias de Emi Tanaka donde hace un repaso fantástico a la ggplot2 grammar. Emi Tanaka es lo mejor para conocer la verdad sobre ggplot2 en poco tiempo; por ejemplo la slide #6.

- [Data Visualization in the Tidyverse](https://alison.netlify.com/uo-tidy-bakeoff/#1). Otras fantásticas transparencias sobre ggplot2, esta vez de Alison Hill.


- [Preguntas sobre ggplot2 en Stackoverflow](https://stackoverflow.com/questions/tagged/ggplot2). Seguros que encuentras tu pregunta y alguien la ha respondido!!


- [Data Visualization with ggplot2](https://cengel.github.io/R-data-viz/data-visualization-with-ggplot2.html). Un bookdown sobre ggplot2. No lo he leído pero tiene buena pinta para iniciarse con ggplot.


- [practicalgg](https://wilkelab.org/practicalgg/). Un paquete con ejemplos de 6 visualizaciones explicadas paso a paso.


- [viz-pub](https://buff.ly/2nzMZPX). Un repo de Github con gráficos y visualizaciones, obviamente con el código.



- [The ggplot flipbook](https://evamaerey.github.io/ggplot_flipbook/ggplot_flipbook_xaringan.html#1). Otras transparencias sobre ggplot2, de Gina Reynolds.


- [Artistic coding for the useR](https://www.williamrchase.com/post/artistic-coding-for-the-user-12-months-of-art-june/). Un post de Will Chase para introducirse en el mundo de hacer aRte con R. 


- [You can replicate almost any plot with R](https://simplystatistics.org/2019/08/28/you-can-replicate-almost-any-plot-with-ggplot2/). Impresionante post de Rafael Irizarry donde replica con R 5 visualizaciones.

- [Data, movies and ggplot2](http://smarterpoland.pl/index.php/2018/12/data-movies-and-ggplot2/). Unos posters increíbles hechos con R.

- La revista [**Buzzfedd**](https://www.buzzfeednews.com/) mantiene una serie de [repos en Github](https://github.com/BuzzFeedNews/) con el código y datos para replicar sus análisis. En concreto, en [este repo](https://github.com/BuzzFeedNews/everything) hay un listado de análisis. Como ejemplo, [este gráfico](https://twitter.com/paldhous/status/1190022664808783872/photo/1), aparece en [este artículo](https://www.buzzfeednews.com/article/lamvo/social-sentinel-school-officials-shootings-flag-social-media), y el código para replicarlos está [aquí](https://buzzfeednews.github.io/2019-10-social-sentinel/).


Por último 3 repos de Github asociados al proyecto [Tidytuesday](https://github.com/rfordatascience/tidytuesday). Absolutamente impresionantes!!!


- <https://github.com/gkaramanis/tidytuesday/tree/master/week-38>

- <https://github.com/spren9er/tidytuesday>

- <https://github.com/othomantegazza/code-tidytuesday>



## Mas biblio

- [A Grammar of Graphics for Python](https://plotnine.readthedocs.io/en/stable/index.html). `Plotnine` is an implementation of a grammar of graphics in Python, it is based on `ggplot2`. 

- [Python Plotting for Exploratory Data Analysis](https://pythonplot.com/). Un recorrido por los sistemas gráficos de Phyton.

- [ggplot2tor](https://ggplot2tutor.com/). Un sitio web con buenos tutoriales sobre ejemplos de gráficos ggplot. Van mejorando el gráfico poco a poco. Por ejemplo [este tutorial sobre powerlifting](https://ggplot2tutor.com/powerlifting/squats/)

- Un [ejemplo de dotplot](https://ikashnitsky.github.io/2019/dotplot/) Ilya Kashnitsky de  Aquí está el [gist](https://gist.github.com/ikashnitsky/2f3e2b2af6f50911bb775bbce6eb0fb8).


- [R Graphics Cookbook](https://r-graphics.org/)

------------------

```{r, eval = FALSE, echo = FALSE}
#- nuevas cosas de ggplot2
p <- ggplot(iris, aes(Sepal.Length, Petal.Length)) + geom_line()
aa <- ggplot_build(p) #- funcion nueva

#- garficos upset y venn: https://www.littlemissdata.com/blog/set-analysis
#- https://dqn.website/post/interactive-mekko-charts-in-r/

```

